{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{center}Luc Adjengue, Farooq Sanni et Wissem Maazoun \\end{center}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\renewcommand\\contentsname{\\large{Table des matières}}\n",
    "\\tableofcontents "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Ouverture des fichiers et importation des données"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Le but de ce tutoriel est de vous familiariser avec le fonctionnement du logiciel R.\n",
    "* Le logiciel R et son interface convivial RStudio sont installés dans les laboratoires informatiques. \n",
    "* Le fichier des données à utiliser dans ce tutoriel est disponible sur le site du cours sous format CSV,  Notes.csv.\n",
    "* Vous pouvez exécuter une à une les commandes du fichier \"Tutoriel_R.pdf\" direcetement sur la console de R, ou sous\n",
    "  forme de script dans RStudio (fichier \"Tutoriel_R.r\"); vous pouvez également utiliser un notebook de jupyter \n",
    "  (fichier \"Tutoriel_R.ipynb\") disponible dans l'environnement Anaconda Navogator. C'est cette dernière option qui est\n",
    "  présentée dans ce qui suit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importation des fichiers à partir du site Moodle\n",
    "\n",
    "Vous devez télécharger les fichiers \"Tutoriel_R.ipynb\", \"Tutoriel_R.r\" et \"Notes.csv\",\n",
    "et les mettre tous dans un même répertoire."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ouverture des fichiers \".ipynb\"\n",
    "\n",
    "Pour utiliser ces fichiers, vous devez utiliser \"jupyter\" qui est diponible soit:\n",
    "\n",
    "* dans anaconda_navigator, qui est disponible dans les programmes intallés dans les machines des laboratoires.\n",
    "    Dans le navigateur anaconda, vous sélctionner jupyter. Une fenêtre de navigateur internet s'ouvre;\n",
    "* ou bien à partir de \"invite commande\" de windows, vous tapez la commande\n",
    "\n",
    "        jupyter notebook\n",
    "    \n",
    "et une fenêtre de navigateur internet s'ouvre.\n",
    "    \n",
    "Dans la fenêtre ouverte vous cliquez sur les répertoires pour atteindre le dossier où vous avez télćhargé vos fichier de Moodle. Vous ouvrez le fichier \"\"Tutoriel_R.ipynb\".\n",
    "\n",
    "Le fichier \"Tutoriel_R.r\" est un fichier script qui contient l'ensemble des commandes. Ce fichier peut-être ouvert et exécuté avec \"R\" ou \"RStudio\"."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Importation d'un fichier CSV\n",
    "On peut importer des fichiers de différents formats dans R. \n",
    "À titre d'exemple, importer dans R le fichier CSV intitulé Notes.csv.\n",
    "On utilise la fonction read.csv(\"NomDuFichier\", header = TRUE). \n",
    "Vous devez aussi spécifier si le système que vous utiliser prend \".\" ou \",\" pour décimale. Dans l'exemple qui suit, le fichier est lu et les données sont placées dans une base de données appelée ici \"Notes\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "Notes <- read.csv(\"Notes.csv\", header = TRUE, sep = \";\",dec = \".\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "On peut afficher les données en tapant le nom du data frame qu'on a attribué (ici, on a utilisé \"Notes\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>IDENT</th><th scope=col>ECONO</th><th scope=col>STATS</th><th scope=col>GROUP</th><th scope=col>SEXE</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td> 1  </td><td>12.0</td><td> 9.0</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td> 2  </td><td>15.8</td><td>12.7</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td> 3  </td><td>12.1</td><td>12.9</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td> 4  </td><td>12.3</td><td>11.6</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td> 5  </td><td>12.2</td><td>11.6</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td> 6  </td><td>12.7</td><td>10.7</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td> 7  </td><td>14.6</td><td>18.2</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td> 8  </td><td> 9.4</td><td>12.6</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td> 9  </td><td>10.5</td><td> 8.6</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>10  </td><td>12.5</td><td>11.0</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>11  </td><td>12.9</td><td>15.0</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>12  </td><td> 9.7</td><td>10.6</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>13  </td><td>13.4</td><td>16.1</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>14  </td><td>11.4</td><td>10.7</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>15  </td><td>14.5</td><td>11.9</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>16  </td><td>18.8</td><td>14.9</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>17  </td><td>11.9</td><td>12.2</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>18  </td><td>16.6</td><td>20.0</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>19  </td><td>13.8</td><td>12.7</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>20  </td><td>12.5</td><td> 9.8</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>21  </td><td> 7.3</td><td>10.1</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>22  </td><td> 9.6</td><td>11.1</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>23  </td><td>13.9</td><td>13.6</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>24  </td><td> 7.8</td><td> 7.5</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>25  </td><td>11.2</td><td>13.1</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>26  </td><td>14.4</td><td>19.6</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>27  </td><td>15.2</td><td>20.0</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>28  </td><td> 9.8</td><td>10.7</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>29  </td><td>10.9</td><td>11.4</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>30  </td><td>16.9</td><td>20.0</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>51  </td><td>10.1</td><td> 8.9</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>52  </td><td>18.9</td><td>20.0</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>53  </td><td>12.9</td><td>16.4</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>54  </td><td>10.8</td><td> 8.8</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>55  </td><td>10.8</td><td>14.8</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>56  </td><td>11.9</td><td>11.4</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>57  </td><td>13.7</td><td>18.3</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>58  </td><td>12.4</td><td>17.5</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>59  </td><td>13.0</td><td>15.8</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>60  </td><td>14.0</td><td>11.7</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>61  </td><td>14.8</td><td>13.6</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>62  </td><td> 8.8</td><td>11.1</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>63  </td><td>10.4</td><td> 8.6</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>64  </td><td>17.5</td><td>14.7</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>65  </td><td>14.0</td><td>12.8</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>66  </td><td>11.8</td><td>14.3</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>67  </td><td>11.5</td><td>13.0</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>68  </td><td> 6.5</td><td> 9.0</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>69  </td><td>12.7</td><td>17.4</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>70  </td><td>12.4</td><td> 9.9</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>71  </td><td>12.4</td><td>14.4</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>72  </td><td>14.5</td><td>18.9</td><td>B   </td><td>F   </td></tr>\n",
       "\t<tr><td>73  </td><td>15.7</td><td>14.9</td><td>B   </td><td>M   </td></tr>\n",
       "\t<tr><td>74  </td><td>12.8</td><td>11.5</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>75  </td><td>12.1</td><td>16.0</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>76  </td><td> 8.8</td><td> 9.3</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>77  </td><td>14.3</td><td>17.7</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>78  </td><td> 7.1</td><td> 6.1</td><td>A   </td><td>M   </td></tr>\n",
       "\t<tr><td>79  </td><td>15.9</td><td>20.0</td><td>A   </td><td>F   </td></tr>\n",
       "\t<tr><td>80  </td><td>13.4</td><td>15.6</td><td>A   </td><td>F   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllll}\n",
       " IDENT & ECONO & STATS & GROUP & SEXE\\\\\n",
       "\\hline\n",
       "\t  1   & 12.0 &  9.0 & A    & M   \\\\\n",
       "\t  2   & 15.8 & 12.7 & B    & F   \\\\\n",
       "\t  3   & 12.1 & 12.9 & A    & M   \\\\\n",
       "\t  4   & 12.3 & 11.6 & A    & M   \\\\\n",
       "\t  5   & 12.2 & 11.6 & B    & F   \\\\\n",
       "\t  6   & 12.7 & 10.7 & B    & F   \\\\\n",
       "\t  7   & 14.6 & 18.2 & B    & M   \\\\\n",
       "\t  8   &  9.4 & 12.6 & B    & M   \\\\\n",
       "\t  9   & 10.5 &  8.6 & B    & M   \\\\\n",
       "\t 10   & 12.5 & 11.0 & B    & M   \\\\\n",
       "\t 11   & 12.9 & 15.0 & B    & M   \\\\\n",
       "\t 12   &  9.7 & 10.6 & B    & F   \\\\\n",
       "\t 13   & 13.4 & 16.1 & B    & M   \\\\\n",
       "\t 14   & 11.4 & 10.7 & B    & M   \\\\\n",
       "\t 15   & 14.5 & 11.9 & B    & F   \\\\\n",
       "\t 16   & 18.8 & 14.9 & A    & M   \\\\\n",
       "\t 17   & 11.9 & 12.2 & B    & F   \\\\\n",
       "\t 18   & 16.6 & 20.0 & A    & M   \\\\\n",
       "\t 19   & 13.8 & 12.7 & B    & M   \\\\\n",
       "\t 20   & 12.5 &  9.8 & A    & F   \\\\\n",
       "\t 21   &  7.3 & 10.1 & B    & F   \\\\\n",
       "\t 22   &  9.6 & 11.1 & B    & M   \\\\\n",
       "\t 23   & 13.9 & 13.6 & B    & M   \\\\\n",
       "\t 24   &  7.8 &  7.5 & B    & F   \\\\\n",
       "\t 25   & 11.2 & 13.1 & B    & F   \\\\\n",
       "\t 26   & 14.4 & 19.6 & B    & M   \\\\\n",
       "\t 27   & 15.2 & 20.0 & A    & M   \\\\\n",
       "\t 28   &  9.8 & 10.7 & A    & M   \\\\\n",
       "\t 29   & 10.9 & 11.4 & B    & M   \\\\\n",
       "\t 30   & 16.9 & 20.0 & A    & F   \\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 51   & 10.1 &  8.9 & A    & M   \\\\\n",
       "\t 52   & 18.9 & 20.0 & A    & F   \\\\\n",
       "\t 53   & 12.9 & 16.4 & A    & F   \\\\\n",
       "\t 54   & 10.8 &  8.8 & A    & M   \\\\\n",
       "\t 55   & 10.8 & 14.8 & B    & F   \\\\\n",
       "\t 56   & 11.9 & 11.4 & B    & F   \\\\\n",
       "\t 57   & 13.7 & 18.3 & A    & F   \\\\\n",
       "\t 58   & 12.4 & 17.5 & B    & M   \\\\\n",
       "\t 59   & 13.0 & 15.8 & B    & M   \\\\\n",
       "\t 60   & 14.0 & 11.7 & B    & M   \\\\\n",
       "\t 61   & 14.8 & 13.6 & A    & F   \\\\\n",
       "\t 62   &  8.8 & 11.1 & B    & F   \\\\\n",
       "\t 63   & 10.4 &  8.6 & B    & F   \\\\\n",
       "\t 64   & 17.5 & 14.7 & B    & F   \\\\\n",
       "\t 65   & 14.0 & 12.8 & B    & F   \\\\\n",
       "\t 66   & 11.8 & 14.3 & A    & M   \\\\\n",
       "\t 67   & 11.5 & 13.0 & A    & F   \\\\\n",
       "\t 68   &  6.5 &  9.0 & B    & M   \\\\\n",
       "\t 69   & 12.7 & 17.4 & A    & M   \\\\\n",
       "\t 70   & 12.4 &  9.9 & B    & M   \\\\\n",
       "\t 71   & 12.4 & 14.4 & A    & F   \\\\\n",
       "\t 72   & 14.5 & 18.9 & B    & F   \\\\\n",
       "\t 73   & 15.7 & 14.9 & B    & M   \\\\\n",
       "\t 74   & 12.8 & 11.5 & A    & M   \\\\\n",
       "\t 75   & 12.1 & 16.0 & A    & M   \\\\\n",
       "\t 76   &  8.8 &  9.3 & A    & M   \\\\\n",
       "\t 77   & 14.3 & 17.7 & A    & F   \\\\\n",
       "\t 78   &  7.1 &  6.1 & A    & M   \\\\\n",
       "\t 79   & 15.9 & 20.0 & A    & F   \\\\\n",
       "\t 80   & 13.4 & 15.6 & A    & F   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "IDENT | ECONO | STATS | GROUP | SEXE | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "|  1   | 12.0 |  9.0 | A    | M    | \n",
       "|  2   | 15.8 | 12.7 | B    | F    | \n",
       "|  3   | 12.1 | 12.9 | A    | M    | \n",
       "|  4   | 12.3 | 11.6 | A    | M    | \n",
       "|  5   | 12.2 | 11.6 | B    | F    | \n",
       "|  6   | 12.7 | 10.7 | B    | F    | \n",
       "|  7   | 14.6 | 18.2 | B    | M    | \n",
       "|  8   |  9.4 | 12.6 | B    | M    | \n",
       "|  9   | 10.5 |  8.6 | B    | M    | \n",
       "| 10   | 12.5 | 11.0 | B    | M    | \n",
       "| 11   | 12.9 | 15.0 | B    | M    | \n",
       "| 12   |  9.7 | 10.6 | B    | F    | \n",
       "| 13   | 13.4 | 16.1 | B    | M    | \n",
       "| 14   | 11.4 | 10.7 | B    | M    | \n",
       "| 15   | 14.5 | 11.9 | B    | F    | \n",
       "| 16   | 18.8 | 14.9 | A    | M    | \n",
       "| 17   | 11.9 | 12.2 | B    | F    | \n",
       "| 18   | 16.6 | 20.0 | A    | M    | \n",
       "| 19   | 13.8 | 12.7 | B    | M    | \n",
       "| 20   | 12.5 |  9.8 | A    | F    | \n",
       "| 21   |  7.3 | 10.1 | B    | F    | \n",
       "| 22   |  9.6 | 11.1 | B    | M    | \n",
       "| 23   | 13.9 | 13.6 | B    | M    | \n",
       "| 24   |  7.8 |  7.5 | B    | F    | \n",
       "| 25   | 11.2 | 13.1 | B    | F    | \n",
       "| 26   | 14.4 | 19.6 | B    | M    | \n",
       "| 27   | 15.2 | 20.0 | A    | M    | \n",
       "| 28   |  9.8 | 10.7 | A    | M    | \n",
       "| 29   | 10.9 | 11.4 | B    | M    | \n",
       "| 30   | 16.9 | 20.0 | A    | F    | \n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | \n",
       "| 51   | 10.1 |  8.9 | A    | M    | \n",
       "| 52   | 18.9 | 20.0 | A    | F    | \n",
       "| 53   | 12.9 | 16.4 | A    | F    | \n",
       "| 54   | 10.8 |  8.8 | A    | M    | \n",
       "| 55   | 10.8 | 14.8 | B    | F    | \n",
       "| 56   | 11.9 | 11.4 | B    | F    | \n",
       "| 57   | 13.7 | 18.3 | A    | F    | \n",
       "| 58   | 12.4 | 17.5 | B    | M    | \n",
       "| 59   | 13.0 | 15.8 | B    | M    | \n",
       "| 60   | 14.0 | 11.7 | B    | M    | \n",
       "| 61   | 14.8 | 13.6 | A    | F    | \n",
       "| 62   |  8.8 | 11.1 | B    | F    | \n",
       "| 63   | 10.4 |  8.6 | B    | F    | \n",
       "| 64   | 17.5 | 14.7 | B    | F    | \n",
       "| 65   | 14.0 | 12.8 | B    | F    | \n",
       "| 66   | 11.8 | 14.3 | A    | M    | \n",
       "| 67   | 11.5 | 13.0 | A    | F    | \n",
       "| 68   |  6.5 |  9.0 | B    | M    | \n",
       "| 69   | 12.7 | 17.4 | A    | M    | \n",
       "| 70   | 12.4 |  9.9 | B    | M    | \n",
       "| 71   | 12.4 | 14.4 | A    | F    | \n",
       "| 72   | 14.5 | 18.9 | B    | F    | \n",
       "| 73   | 15.7 | 14.9 | B    | M    | \n",
       "| 74   | 12.8 | 11.5 | A    | M    | \n",
       "| 75   | 12.1 | 16.0 | A    | M    | \n",
       "| 76   |  8.8 |  9.3 | A    | M    | \n",
       "| 77   | 14.3 | 17.7 | A    | F    | \n",
       "| 78   |  7.1 |  6.1 | A    | M    | \n",
       "| 79   | 15.9 | 20.0 | A    | F    | \n",
       "| 80   | 13.4 | 15.6 | A    | F    | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "   IDENT ECONO STATS GROUP SEXE\n",
       "1   1    12.0   9.0  A     M   \n",
       "2   2    15.8  12.7  B     F   \n",
       "3   3    12.1  12.9  A     M   \n",
       "4   4    12.3  11.6  A     M   \n",
       "5   5    12.2  11.6  B     F   \n",
       "6   6    12.7  10.7  B     F   \n",
       "7   7    14.6  18.2  B     M   \n",
       "8   8     9.4  12.6  B     M   \n",
       "9   9    10.5   8.6  B     M   \n",
       "10 10    12.5  11.0  B     M   \n",
       "11 11    12.9  15.0  B     M   \n",
       "12 12     9.7  10.6  B     F   \n",
       "13 13    13.4  16.1  B     M   \n",
       "14 14    11.4  10.7  B     M   \n",
       "15 15    14.5  11.9  B     F   \n",
       "16 16    18.8  14.9  A     M   \n",
       "17 17    11.9  12.2  B     F   \n",
       "18 18    16.6  20.0  A     M   \n",
       "19 19    13.8  12.7  B     M   \n",
       "20 20    12.5   9.8  A     F   \n",
       "21 21     7.3  10.1  B     F   \n",
       "22 22     9.6  11.1  B     M   \n",
       "23 23    13.9  13.6  B     M   \n",
       "24 24     7.8   7.5  B     F   \n",
       "25 25    11.2  13.1  B     F   \n",
       "26 26    14.4  19.6  B     M   \n",
       "27 27    15.2  20.0  A     M   \n",
       "28 28     9.8  10.7  A     M   \n",
       "29 29    10.9  11.4  B     M   \n",
       "30 30    16.9  20.0  A     F   \n",
       "⋮  ⋮     ⋮     ⋮     ⋮     ⋮   \n",
       "51 51    10.1   8.9  A     M   \n",
       "52 52    18.9  20.0  A     F   \n",
       "53 53    12.9  16.4  A     F   \n",
       "54 54    10.8   8.8  A     M   \n",
       "55 55    10.8  14.8  B     F   \n",
       "56 56    11.9  11.4  B     F   \n",
       "57 57    13.7  18.3  A     F   \n",
       "58 58    12.4  17.5  B     M   \n",
       "59 59    13.0  15.8  B     M   \n",
       "60 60    14.0  11.7  B     M   \n",
       "61 61    14.8  13.6  A     F   \n",
       "62 62     8.8  11.1  B     F   \n",
       "63 63    10.4   8.6  B     F   \n",
       "64 64    17.5  14.7  B     F   \n",
       "65 65    14.0  12.8  B     F   \n",
       "66 66    11.8  14.3  A     M   \n",
       "67 67    11.5  13.0  A     F   \n",
       "68 68     6.5   9.0  B     M   \n",
       "69 69    12.7  17.4  A     M   \n",
       "70 70    12.4   9.9  B     M   \n",
       "71 71    12.4  14.4  A     F   \n",
       "72 72    14.5  18.9  B     F   \n",
       "73 73    15.7  14.9  B     M   \n",
       "74 74    12.8  11.5  A     M   \n",
       "75 75    12.1  16.0  A     M   \n",
       "76 76     8.8   9.3  A     M   \n",
       "77 77    14.3  17.7  A     F   \n",
       "78 78     7.1   6.1  A     M   \n",
       "79 79    15.9  20.0  A     F   \n",
       "80 80    13.4  15.6  A     F   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Notes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Les graphiques dans R"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Les histogrammes\n",
    "Pour faire un histogramme pour la variable STAT, on peut utiliser la commande suivante"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBA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\nAAECBAgQIECAAAECBAgQIECAwDyB/wEDQl/jXLG0PgAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Histogram of Notes$STATS”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(Notes$STATS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On peut personnaliser l'histogramme en ajoutant \n",
    "col = \" \"   pour couleur\n",
    "border = \" \" pour la couleur de la bordure\n",
    "main = paste(\" \")  pour donner un titre au graphique\n",
    "xlab = \"\" et ylab = \"\"      pour donner des noms aux axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AABAgQIECBAgAABAgQIECBAgAABAgQI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\nRK5CYII=",
      "text/plain": [
       "Plot with title “Feminin”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(Notes$STATS, col=\"grey\",border=\"magenta\", main=paste(\"Feminin\"),\n",
    "     xlab=\"Notes de stats\",ylab=\"Fréquences\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Faites un histogramme pour la variable ECONO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On peut constuire deux histogrammes juxtaposés pour la variable STAT en fonction du sexe "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BAgQIDAyALnN9t/p9nSvHZ5KX92oe1ptqYbS13oij4QmAUBBdIsjJI+EiBAgAAB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dfKXMbeYoPpa4HKgFr7snqjwpqfNfCEOp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\nAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Masculin”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "layout(matrix(1:2,1,2)) # permet de diviser la sortie graphique en deux\n",
    "hist(Notes$STATS[Notes$SEXE==\"F\"], col=\"yellow\",border=\"cyan\", \n",
    "     main=paste(\"Feminin\"),xlab=\"Notes de stats\",ylab=\"Fréquences\")\n",
    "hist(Notes$STATS[Notes$SEXE==\"M\"], col=\"green\",border=\"red\", \n",
    "     main=paste(\"Masculin\"),xlab=\"Notes de stats\",ylab=\"Fréquences\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Faites un histogramme juxtaposé pour la note de stat en fonction du sexe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Faites un histogramme juxtaposé pour la note de stat en fonction du groupe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Faites un histogramme juxtaposé pour la note de econo en fonction du sexe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Faites un histogramme juxtaposé pour la note de econo en fonction du groupe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On peut rajouter à l'histogramme la courbe de densité d'une loi normale et celle estimée pour les données.\n",
    "Dans l'appel à la fonction hist(), il faut mettre le paramètre freq à FALSE (freq=FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ntk5it9hs0qJFC9e6tX1v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o7tMVqnj1/OnQPATS2aZx2ace4MEq0bbq1V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\n8eN0P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      "text/plain": [
       "Plot with title “Feminin”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(Notes$STATS, col=\"grey\",border=\"magenta\", main=paste(\"Feminin\"),\n",
    "     xlab=\"Notes de stats\",ylab=\"Fréquences\", freq=FALSE)\n",
    "lines(density(Notes$STATS), lwd=2) # densité ajustée\n",
    "x = seq(5,21,length.out=500) \n",
    "lines(x, dnorm(x, mean(Notes$STATS), sd(Notes$STATS)), lwd=2, lty=3) \n",
    "#densité d'une loi normale"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Diagramme de Tukey\n",
    "La commande pour tracer un diagramme de Tukey est boxplot()."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour tracer le diagramme de Tukey des notes de stats on fait :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4nymSSDAAECBAgQIECAAAECfytQe4P0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\nAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot(Notes$STATS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Il est souvent plus simple d'invoquer directement les variables par leurs noms dans les commandes si on précise le nom de la base de données (voir l'exemple ci-dessous). \n",
    "\n",
    "On peut obtenir deux diagrammes de Tukey des notes de stats pour chaque groupe comme suit : "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uQ1SRoBAgQIECBAgAABAgRuFqi9QPqN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\nECBAgAABAgQIECBAgAABAgQIlCzw/wEJYD35ZB+LJQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot(STATS~GROUP, data=Notes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vous pouvez personnaliser vos diagrammes de Tukey comme suit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE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\n",
      "text/plain": [
       "Plot with title “Notes de stats de 80 étudiants”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot(Notes$STATS~Notes$GROUP,\n",
    "col=c(\"lightpink\",\"lightblue\"),\n",
    "horizontal=TRUE,\n",
    "notch=TRUE,\n",
    "main=paste(\"Notes de stats de\",nrow(Notes),\"étudiants\"),\n",
    "ylab=\"Groupe\",\n",
    "las=1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Tracer le diagramme de Tukey des notes d'économie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Tracer les diagrammes de Tukey des notes d'économie pour chaque groupe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Diagramme de probabilité normale\n",
    "Les commandes ci-contre permettent d'obtenir le diagramme de probabilité normale."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour les notes d'économie on a :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oltq/lxHneIfKqDOkT2bpQobEu1JV5k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",
      "text/plain": [
       "Plot with title “Normal Q-Q Plot”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qqnorm(Notes$STATS)\n",
    "qqline(Notes$STATS, col=\"red\", lwd=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour tracer le diagramme de probabilité normale des notes d'économie en fonction du groupe, on exécute les commandes suivantes :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3ZdWKmB7lF8YunFKpI4thCAAASyTID6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Pga5QiipFpf63Qp/GGtlMwARGTiBp/uhe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\nIIAAAggggEALBP4/1hyRU4a2XvwAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “groupe B”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "layout(matrix(1:2,1,2)) #divise la sortie graphique en deux\n",
    "# groupe A\n",
    "qqnorm(Notes$STATS[Notes$GROUP==\"A\"], main=\"groupe A\")\n",
    "qqline(Notes$STATS[Notes$GROUP==\"A\"], col=\"red\", lwd=2)\n",
    "\n",
    "# groupe B\n",
    "qqnorm(Notes$STATS[Notes$GROUP==\"B\"], main=\"groupe B\")\n",
    "qqline(Notes$STATS[Notes$GROUP==\"B\"], col=\"red\", lwd=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obtenir un graphique similaire pour les notes d'économie en fonction du genre"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Diagramme de dispersion ou nuage de points\n",
    "Un nuage de points s'obtient à l'aide de la fonction plot()."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La commande suivante permet d'obtenir le nuage de points des notes d'économie en fonction de celles de statistiques"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yLpU6g5Q3DvP7VsC9dXd4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k59z/RvLzxPlHQVDGIvC4LOWCZIOGpdVr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\nDwAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “nuage de points”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(Notes$STATS, Notes$ECONO, xlab = \"notes stats\", \n",
    "     ylab = \"notes éco\", main=\"nuage de points\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On peut personnaliser le nuage de points en modifiant par exemple la grosseur des points ou en modifiant leur couleur selon une catégorie."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Eqc7gWVgdCVIWjjL7iAACaRZo085trviogkd6p/lIs2+xC+iyur+V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UtTE0SrzAvfohYb3nnvbfH3q/zFdcrmk3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\nAggggEB6BBLVxS7ph+0z2kFLPP6ueL/iJMXzigcUdrXow4qgWPe6ixTW/gP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CCA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\nrkJggg==",
      "text/plain": [
       "Plot with title “nuage de points”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(Notes$STATS, Notes$ECONO, xlab = \"notes stats\", \n",
    "     ylab = \"notes éco\", main=\"nuage de points\",lwd=3, col=Notes$SEXE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tracer les notes de statistiques en fonction de celles d'économie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La commande cor() permet de calculer le coefficient de corrélation entre deux vecteurs de données. Ainsi nous obtenons la correlation entre les notes d'économie et de statistiques :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.730563270676972"
      ],
      "text/latex": [
       "0.730563270676972"
      ],
      "text/markdown": [
       "0.730563270676972"
      ],
      "text/plain": [
       "[1] 0.7305633"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cor(Notes$STATS, Notes$ECONO)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Description numérique et manipulation des \"data.frame\" dans R\n",
    "Nous allons obtenir quelques mesures sur nos deux variables écono et stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nous allons d'abord créer un tableau (data.frame) pour stocker nos résultats. Il s'agit uniquement d'une question d'esthétique."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>notes</th><th scope=col>moyenne</th><th scope=col>s</th><th scope=col>q1</th><th scope=col>mediane</th><th scope=col>q3</th><th scope=col>r</th><th scope=col>iqr</th><th scope=col>min</th><th scope=col>max</th><th scope=col>kurt</th><th scope=col>skew</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>ECONO</td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td></tr>\n",
       "\t<tr><td>STATS</td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td><td>NA   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllll}\n",
       " notes & moyenne & s & q1 & mediane & q3 & r & iqr & min & max & kurt & skew\\\\\n",
       "\\hline\n",
       "\t ECONO & NA    & NA    & NA    & NA    & NA    & NA    & NA    & NA    & NA    & NA    & NA   \\\\\n",
       "\t STATS & NA    & NA    & NA    & NA    & NA    & NA    & NA    & NA    & NA    & NA    & NA   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "notes | moyenne | s | q1 | mediane | q3 | r | iqr | min | max | kurt | skew | \n",
       "|---|---|\n",
       "| ECONO | NA    | NA    | NA    | NA    | NA    | NA    | NA    | NA    | NA    | NA    | NA    | \n",
       "| STATS | NA    | NA    | NA    | NA    | NA    | NA    | NA    | NA    | NA    | NA    | NA    | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  notes moyenne s  q1 mediane q3 r  iqr min max kurt skew\n",
       "1 ECONO NA      NA NA NA      NA NA NA  NA  NA  NA   NA  \n",
       "2 STATS NA      NA NA NA      NA NA NA  NA  NA  NA   NA  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mesures = data.frame(notes=c(\"ECONO\", \"STATS\"), \n",
    "                     moyenne=NA, s=NA, q1=NA, mediane=NA,\n",
    "                     q3=NA, r=NA, iqr=NA, min=NA, max=NA,\n",
    "                     kurt=NA, skew=NA)\n",
    "mesures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remplissons notre tableau maintenant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>notes</th><th scope=col>moyenne</th><th scope=col>s</th><th scope=col>q1</th><th scope=col>mediane</th><th scope=col>q3</th><th scope=col>r</th><th scope=col>iqr</th><th scope=col>min</th><th scope=col>max</th><th scope=col>kurt</th><th scope=col>skew</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>ECONO   </td><td>12.33375</td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td></tr>\n",
       "\t<tr><td>STATS   </td><td>13.29125</td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td><td>NA      </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllll}\n",
       " notes & moyenne & s & q1 & mediane & q3 & r & iqr & min & max & kurt & skew\\\\\n",
       "\\hline\n",
       "\t ECONO    & 12.33375 & NA       & NA       & NA       & NA       & NA       & NA       & NA       & NA       & NA       & NA      \\\\\n",
       "\t STATS    & 13.29125 & NA       & NA       & NA       & NA       & NA       & NA       & NA       & NA       & NA       & NA      \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "notes | moyenne | s | q1 | mediane | q3 | r | iqr | min | max | kurt | skew | \n",
       "|---|---|\n",
       "| ECONO    | 12.33375 | NA       | NA       | NA       | NA       | NA       | NA       | NA       | NA       | NA       | NA       | \n",
       "| STATS    | 13.29125 | NA       | NA       | NA       | NA       | NA       | NA       | NA       | NA       | NA       | NA       | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  notes moyenne  s  q1 mediane q3 r  iqr min max kurt skew\n",
       "1 ECONO 12.33375 NA NA NA      NA NA NA  NA  NA  NA   NA  \n",
       "2 STATS 13.29125 NA NA NA      NA NA NA  NA  NA  NA   NA  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#moyenne\n",
    "mesures$moyenne = sapply(2:3, function(i) mean(Notes[,i]))\n",
    "mesures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>notes</th><th scope=col>moyenne</th><th scope=col>s</th><th scope=col>q1</th><th scope=col>mediane</th><th scope=col>q3</th><th scope=col>r</th><th scope=col>iqr</th><th scope=col>min</th><th scope=col>max</th><th scope=col>kurt</th><th scope=col>skew</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>ECONO</td><td>12.33</td><td>2.591</td><td>10.80</td><td>2.591</td><td>13.90</td><td>12.4 </td><td>3.100</td><td>6.5  </td><td>18.9 </td><td>NA   </td><td>NA   </td></tr>\n",
       "\t<tr><td>STATS</td><td>13.29</td><td>3.530</td><td>10.93</td><td>3.530</td><td>15.85</td><td>13.9 </td><td>4.925</td><td>6.1  </td><td>20.0 </td><td>NA   </td><td>NA   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllll}\n",
       " notes & moyenne & s & q1 & mediane & q3 & r & iqr & min & max & kurt & skew\\\\\n",
       "\\hline\n",
       "\t ECONO & 12.33 & 2.591 & 10.80 & 2.591 & 13.90 & 12.4  & 3.100 & 6.5   & 18.9  & NA    & NA   \\\\\n",
       "\t STATS & 13.29 & 3.530 & 10.93 & 3.530 & 15.85 & 13.9  & 4.925 & 6.1   & 20.0  & NA    & NA   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "notes | moyenne | s | q1 | mediane | q3 | r | iqr | min | max | kurt | skew | \n",
       "|---|---|\n",
       "| ECONO | 12.33 | 2.591 | 10.80 | 2.591 | 13.90 | 12.4  | 3.100 | 6.5   | 18.9  | NA    | NA    | \n",
       "| STATS | 13.29 | 3.530 | 10.93 | 3.530 | 15.85 | 13.9  | 4.925 | 6.1   | 20.0  | NA    | NA    | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  notes moyenne s     q1    mediane q3    r    iqr   min max  kurt skew\n",
       "1 ECONO 12.33   2.591 10.80 2.591   13.90 12.4 3.100 6.5 18.9 NA   NA  \n",
       "2 STATS 13.29   3.530 10.93 3.530   15.85 13.9 4.925 6.1 20.0 NA   NA  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# écart-type\n",
    "mesures$s = sapply(2:3, function(i) sd(Notes[,i]))\n",
    "# mediane\n",
    "mesures$mediane = sapply(2:3, function(i) sd(Notes[,i]))\n",
    "# min\n",
    "mesures$min = sapply(2:3, function(i) min(Notes[,i]))\n",
    "# max\n",
    "mesures$max = sapply(2:3, function(i) max(Notes[,i]))\n",
    "# quantiles q1 et q3\n",
    "mesures[1, c(\"q1\", \"q3\")] = quantile(Notes$ECONO, probs = c(0.25,0.75))\n",
    "mesures[2, c(\"q1\", \"q3\")] = quantile(Notes$STATS, probs = c(0.25,0.75))\n",
    "# étendue\n",
    "mesures$r = mesures$max - mesures$min\n",
    "mesures$iqr = mesures$q3 - mesures$q1\n",
    "options(digits=4) # Pour limiter le nombre de décimales et \n",
    "mesures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour les coefficients d'aplatissement et de symétrie, nous avons besoin de le package \"moments\". \n",
    "\n",
    "Elle se charge à l'aide de la commande library(). Si le package n'est pas installé, on procède comme suit : "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#install.packages(\"moments\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "library(moments)\n",
    "# si la commande échoue, on installe alors le package\n",
    "#install.packages(\"moments\") dans la ligne de commande qui précède\n",
    "# enlever la dièse pour l'exécution!\n",
    "# et on réexécute la commande library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>notes</th><th scope=col>moyenne</th><th scope=col>s</th><th scope=col>q1</th><th scope=col>mediane</th><th scope=col>q3</th><th scope=col>r</th><th scope=col>iqr</th><th scope=col>min</th><th scope=col>max</th><th scope=col>kurt</th><th scope=col>skew</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>ECONO   </td><td>12.33   </td><td>2.591   </td><td>10.80   </td><td>2.591   </td><td>13.90   </td><td>12.4    </td><td>3.100   </td><td>6.5     </td><td>18.9    </td><td> 0.09207</td><td>0.1003  </td></tr>\n",
       "\t<tr><td>STATS   </td><td>13.29   </td><td>3.530   </td><td>10.93   </td><td>3.530   </td><td>15.85   </td><td>13.9    </td><td>4.925   </td><td>6.1     </td><td>20.0    </td><td>-0.71186</td><td>0.3004  </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllll}\n",
       " notes & moyenne & s & q1 & mediane & q3 & r & iqr & min & max & kurt & skew\\\\\n",
       "\\hline\n",
       "\t ECONO    & 12.33    & 2.591    & 10.80    & 2.591    & 13.90    & 12.4     & 3.100    & 6.5      & 18.9     &  0.09207 & 0.1003  \\\\\n",
       "\t STATS    & 13.29    & 3.530    & 10.93    & 3.530    & 15.85    & 13.9     & 4.925    & 6.1      & 20.0     & -0.71186 & 0.3004  \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "notes | moyenne | s | q1 | mediane | q3 | r | iqr | min | max | kurt | skew | \n",
       "|---|---|\n",
       "| ECONO    | 12.33    | 2.591    | 10.80    | 2.591    | 13.90    | 12.4     | 3.100    | 6.5      | 18.9     |  0.09207 | 0.1003   | \n",
       "| STATS    | 13.29    | 3.530    | 10.93    | 3.530    | 15.85    | 13.9     | 4.925    | 6.1      | 20.0     | -0.71186 | 0.3004   | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  notes moyenne s     q1    mediane q3    r    iqr   min max  kurt     skew  \n",
       "1 ECONO 12.33   2.591 10.80 2.591   13.90 12.4 3.100 6.5 18.9  0.09207 0.1003\n",
       "2 STATS 13.29   3.530 10.93 3.530   15.85 13.9 4.925 6.1 20.0 -0.71186 0.3004"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# asymétrie (skewness)\n",
    "mesures$skew = sapply(2:3, function(i) skewness(Notes[,i]))\n",
    "    \n",
    "# aplatissment (kurtosis)\n",
    "mesures$kurt = sapply(2:3, function(i) kurtosis(Notes[,i])) - 3\n",
    "# On fait -3 pour être conforme à la formule du cours\n",
    "options(digits=4) \n",
    "mesures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obtenir les mêmes mesures pour l'une des deux notes en fonction du groupe ou du genre. Essayer si possible de présenter les résultats sous la forme d'un tableau"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simulation de données\n",
    "R nous permet de simuler des données selon les lois usuelles notamment celles que nous avons étudié en classe. Les commandes R se présentent par \"r\" suivi d'une troncature du nom de la loi. Ainsi les commandes rnorm(), rbinom() et rpois(), etc. permettent respectivement de simuler des données selon une loi normale, une loi de Poisson et une loi binomiale, etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nous simulons 1000 observations d'une loi normale $\\mathcal{N}(10, 4)$.Nous traçons ensuite l'histogramme des données auquel nous ajoutons la fonction de densité estimée."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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G3eD5PnVlMdAgggEEyBoCdI9k4ju6Uu2zfx2TeCdsuEDd5AQQABBBAIqYAmR4M1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\nrkJggg==",
      "text/plain": [
       "Plot with title “Histogram of x”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = rnorm(n = 1000, mean = 10, sd = 2)\n",
    "hist(x, freq=F, col=\"skyblue\")\n",
    "lines(density(x), col=\"red\", lwd=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tracer l'histogramme de 1000 observations simulées selon une loi exponentielle de paramètre $\\lambda=2$ et auquel vous ajouter la fonction de densité estimée."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calcul de probabilités\n",
    "Nous pouvons calculer les probabilités ainsi que les quantiles à l'aide de R.\n",
    "Le préfixe \"d\" associé au nom tronqué d'une loi donne la fonction de masse dans le cas d'une loi discrète (par exemple dbinom() permet de calculer $p(x)$ pour la loi binomiale) et la fonction de densité pour une loi continue (dexp() pour la loi exponentielle).\n",
    "\n",
    "De même avec \"p\", on a la fonction de répartition (ppois()) et \"q\", le quantile (qnorm())."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour une variable X de loi normale $\\mathcal{N}(10, 9)$, calculons $P(X>12{,}5)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.202328380963643"
      ],
      "text/latex": [
       "0.202328380963643"
      ],
      "text/markdown": [
       "0.202328380963643"
      ],
      "text/plain": [
       "[1] 0.2023"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "0.202328380963643"
      ],
      "text/latex": [
       "0.202328380963643"
      ],
      "text/markdown": [
       "0.202328380963643"
      ],
      "text/plain": [
       "[1] 0.2023"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "1- pnorm(12.5, 10, 3)\n",
    "# ou\n",
    "pnorm(12.5, 10, 3, lower.tail = F)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Trouvons $x_{0,05}$ qui est tel que $P(X>x_{0,05} = 0{,}05$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "14.9345608808544"
      ],
      "text/latex": [
       "14.9345608808544"
      ],
      "text/markdown": [
       "14.9345608808544"
      ],
      "text/plain": [
       "[1] 14.93"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "14.9345608808544"
      ],
      "text/latex": [
       "14.9345608808544"
      ],
      "text/markdown": [
       "14.9345608808544"
      ],
      "text/plain": [
       "[1] 14.93"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# possibilité 1 : P(X>x_0.05) = 0.05 ==> P(X <= x_0.05) = 0.95\n",
    "qnorm(0.95, 10, 3)\n",
    "\n",
    "# possibilité 2 : lower.tail = F\n",
    "qnorm(0.05, 10, 3, lower.tail = F)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Déterminer $p$ et $x_p$ dans le cas où $X \\sim \\chi^2_{15}$  c'est à dire une loi de chi-deux à 15 degré de liberté. (indice : sous R chi-deux se tronque \"chisq\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyse de régression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On ajuste un modèle de régression avec la fonction \"lm()\". L'exemple qui suit présente l'ajustement d'un modèle de  régression linéaire simple de la note de Stats en fonction de la note d'Écono :\n",
    "\n",
    "    Comme dans la plupart des procédures dans R, on donne un nom à l'objet créé pour pouvoir sauvegarder tous les résultats.\n",
    "        \n",
    " Ici on a donné le nom \"reg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "reg<-lm(Notes$STATS~Notes$ECONO)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour obtenir le résumé de la régression, on utilise la commande \"summary\" comme suit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "lm(formula = Notes$STATS ~ Notes$ECONO)\n",
       "\n",
       "Residuals:\n",
       "   Min     1Q Median     3Q    Max \n",
       " -4.83  -2.07  -0.07   2.15   4.25 \n",
       "\n",
       "Coefficients:\n",
       "            Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept)    1.018      1.327    0.77     0.45    \n",
       "Notes$ECONO    0.995      0.105    9.45  1.5e-14 ***\n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 2.43 on 78 degrees of freedom\n",
       "Multiple R-squared:  0.534,\tAdjusted R-squared:  0.528 \n",
       "F-statistic: 89.3 on 1 and 78 DF,  p-value: 1.46e-14\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(reg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On obtient le tablea d'analyse de la variance comme suit :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>Df</th><th scope=col>Sum Sq</th><th scope=col>Mean Sq</th><th scope=col>F value</th><th scope=col>Pr(&gt;F)</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Notes$ECONO</th><td> 1       </td><td>525.3    </td><td>525.281  </td><td>89.28    </td><td>1.457e-14</td></tr>\n",
       "\t<tr><th scope=row>Residuals</th><td>78       </td><td>458.9    </td><td>  5.883  </td><td>   NA    </td><td>       NA</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllll}\n",
       "  & Df & Sum Sq & Mean Sq & F value & Pr(>F)\\\\\n",
       "\\hline\n",
       "\tNotes\\$ECONO &  1        & 525.3     & 525.281   & 89.28     & 1.457e-14\\\\\n",
       "\tResiduals & 78        & 458.9     &   5.883   &    NA     &        NA\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | Df | Sum Sq | Mean Sq | F value | Pr(>F) | \n",
       "|---|---|\n",
       "| Notes$ECONO |  1        | 525.3     | 525.281   | 89.28     | 1.457e-14 | \n",
       "| Residuals | 78        | 458.9     |   5.883   |    NA     |        NA | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "            Df Sum Sq Mean Sq F value Pr(>F)   \n",
       "Notes$ECONO  1 525.3  525.281 89.28   1.457e-14\n",
       "Residuals   78 458.9    5.883    NA          NA"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "anova(reg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pour obtenir quelques graphiques sur les résidus, on utilise \"plot(objet)\". Dans l'exemple ci-dessus \"plot(reg)\" permet d'obtenir, entre autres, le graphique des résidus en fonction des valeurs prédites et le graphique de probabilté normale des résidus. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Cc8dzN0bnzMQhqatVN3HaS3M+dZL+uY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\nhfHMV1LHwroBFd/DtK+Cg+HGSp/N/tp3DGu9A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      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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b4QQAABBBBAAAEEGhBo06bNJSUlJR+98cYbDzWwKauXCayoh7WVfyttlVWV5Jqh\nBb4yFFQHTbjxEdyv4+XjlVOUMYqv4Gyt9FAOVXw16lylucqNOTfIUuXXoYP4P02vrKyrdFFO\nV8LlBt52ike98zDgbyXiaS/zOm9DIVDQAlxBKui3h4NDAAEEEEAgvwIatW63cePGrZHfV4nU\n3rfR2bix4252vpri6eeU8NWh3TXvhsDliq+y+MrJ2UpQa2lisbJvsCDpcTfN1yoDkpYX0+wg\nHey4RDydr4rUFaR8IbHf7ARoIGXnxdYIIIAAAgggEG+Bw3X6i5RjlG7Kfsp/lLeVdorLV1ie\nUWYrvnoyS9lVCeo3mngjmEnz6Pt1fp9mHYv/J0AD6X8WTOVIgAZSjiDZDQIIIIAAAgjERqAs\n6UwP0LyvJO2k+B/svrI0WWmvuNvaL5SlyvaK61Lllh+m0v9xjVZdmX41axICkWogcQ8Sf68R\nQAABBBBAAIEWENCgDMdUVlYObYGXjspLuvtbuB5JzPgeoh2UlZQ/Kh6AwQ2nqYrvx9lHcfnK\nUvcfptL/4cEMvkq/mjVRFKCBFMV3lXNCAAEEEEAAgYIW8D1HGpTh4tLSUv/Dncpe4Dg9xQM0\nhK8i7ZLYjbvZuXzVKNyI8r97PVBDueK6R9laWd8zKWptLdtB8XYUAgg0swBd7JoZnJdDAAEE\nEECgJQU0nPfpTkseQ5G/tq/sLFBOU9zocbe5V5RHFZeXfajcpXikt87KeMUNpsFKUHdo4k2l\nT7Ag8bimHr2/+5OWM5taIFJd7FKfIkubW4AGUnOL83oIIIAAAgggUOwCHpp7juLBGpYobux4\n+OugNtTE84rvO1qoeNjvg5VwddSMG0HfKzcoHuXuOmWe8piyikI1LEADqWEjtshSgAZSlmBs\njgACCCCAAAIISMBd7NwVboV6NPwbSb0Vd7lLVV7u+5KuUdxY+pviAR/Sba9VVJIADaQkEGab\nLkADqemG7AEBBBBAAIGCFhg1atTKFRUV7u5FIRA1gUg1kEqj9u5wPggggAACCCCAQKEJqGHU\nukOHDg+2bt365EI7No4HAQSWF6CBtLwHcwgggAACCCCAQM4FysvLx2qna9bW1p6b852zQwQQ\nyKkADaSccrIzBBBAAAEEEEAgpcAtS5Ys2Xby5MkeKIBCAAEEEGhAgHuQGgBiNQIIIIAAAgjE\nRsCDI4xUblVeUh5Ufqv4h1+pwhTgHqTCfF84KgQQQAABBBBAAIEiF2iv4/+n4hHlZiseUc5D\ndVcrrynpftRVqygEEIiSAFeQovRuci4IIIAAAghIQD8Ee0BNTc0fwchK4Ept7R947Zv0rHaa\n/3tiXX1Deic9jdlmEuAKUjNB8zIIIIAAAggggEBRClRXV/cuKSm5cunSpdxzlPk76N8zGqUc\nrryvhGuBZg5T2iqjwyuYRiDXAgzSkGtR9ocAAggggAACsRfQaHXd6urqpk6cOPHPscfIHGBH\nbfqJ8niap3yv5bcpO6VZz2IEciJQnpO9sBMEEEAAAQQQQACBHwU0Wt1zmnGozAU6adNZDWzu\n9QMa2IbVCDRJgCtITeLjyQgggAACCCCAAAI5EnhP++mveKCGdLWJVng7CoG8CdBAyhstO0YA\nAQQQQACBOAlUVFSsUFlZuV2czjnH53q/9jdPOTHNfrfU8p8p16VZz2IEciJAF7ucMLITBBBA\nAAEEEIi7QJs2bSbJYKCyWQwtuuqcD1U2UpYozyo3KN8pmdZ8bVipTFNaK+cq3yhlyn7KZMWj\n3D2mUAjkTYArSHmjZccIIIAAAgggEBcBDek9QOd6yJIlS8bF5ZxD5+kfdfWoc0cr/pHXDso5\nyjvKNko25UEY3Bg6QpmpuDtd8HtIEzU9VqEQQCAGAvwOUgzeZE4RAQQQQCDSAiVjxoxZM9Jn\nmPrkhmrxYsXd4sJfvLfX/BRljrKWkm35CtIw5ShlX2UVhSpcgUj9DlLhMsfryGggxev95mwR\nQAABBBCIioBH6nNDKFX5apK7w12daiXLIiVAAylSb2dhnAwNpMJ4HzgKBBBAAAEEEMhcoJs2\nrVM8sly6Olgrvkq3kuWREYhUA4lBGiLz95ITQQABBBBAAIHmFNCIdZuXlpZe8/rrr2/yyCOP\neGCCYq/NdAK7KisrHyh3KF8q6coNJNfHyx5S/vlfLXX3OP+bMwpGKU+ShdESCPcVjdaZcTYI\nIIAAAggggECeBHbYYYdyNY6mavcvR6Bx1FHncYvyguIBFzZWTlXcSPLAC+nqM63wFaR10m2Q\nWDdDjzSO6kFiVWEJcAWpsN4PjgYBBBBAAAEEikCga9eu/pL5rsWLF59VBIdb3yH6PqFblTUV\nd5V7VXF5+WjFI8ctUv6qJNcsLXhc+bVyUPJKzfvfmcco3j+FAAIIZCXAPUhZcbExAggggAAC\nCORIwFeM/FtFvdPsr0bLPRLdSmnWb67l/v2iC5V2oW3crc5Xpb5QVg8tZzKaApG6Bymab1Hx\nnRUNpOJ7zzhiBBBAAAEEoiBwo07i6npOpLXWzVU81Ha62lkrPlc8GMO/lAcUN7reUDZQqOgL\nRKqBxD1I0f8LyxkigAACCCCAQG4ESqqrq8eMHDnSv/ETleqpE/EPuqYr/8aRB2FwF7x05QaR\n70Nyd7rXFA/97dHrNlJeVygEikqAe5CK6u3iYBFAAAEEEECgpQTUOPqVXvusVVdd9U49ultZ\nFMoDKPSq50T8ZXoPxdvVV75iNDWR+rZjHQIFL8AVpIJ/izhABBBAAAEEECgQgWPr6uqOnjx5\nckONhQI53IwO4y5tNVLxPUOpyus6KA+mWskyBBBAIF8C3IOUL1n2iwACCCCAQI4EKioqfD9O\n1Mrn9LLyhBL8rlFwjjtpwgM0/D5YwCMCaQQidQ9SmnNkcTML0EBqZnBeDgEEEEAAAQR+FFhD\nU75vaJ7yd8VDe7vBVKtcpHjIbwqB+gQi1UCii119bzXrEEAAAQQQQCDWAhqQoSwGANN1jlsr\nhyszlVUV/77RZsrxin8MlkIgNgJ8I1AYb7WvIE1RVlR8kyOFAAIIIIAAAi0soC51Xdq0afPv\nJUuWHKH7jh5q4cPJ5uV9P5F/v2iY0lF5T/mb8g+FQiAfAr6CtFAZrDydjxdozn1yBak5tXkt\nBBBAAAEEECgagdatW1+iQRlmffXVV+5uViy1lQ70LeUXio/bDaMFin+09SalXKEQQKAeAf4j\nqQeHVQgggAACCCAQXwE1jm5btGjRqdOmTVtUJAruGuerRM5YZYkS1Hma8O8V/VE5IVjIIwII\nIFCoAgzSUKjvDMeFAAIIIIBA8QiM16H66lG6L8D30Tp3g3JDikIglwIM0pBLTfaFAAIIIIAA\nAgggkBOBnbQXd6MLXzkK79hXltzdbrvwQqYRQGB5Ae5BWt6DOQQQQAABBBCIsUB1dfVoxffx\nFGN5QIav6jlwD9vt3zXydhQCCKQRoIGUBobFCCCAAAIIIBAvgZqamh1KSkr+T2ftUWWLsTxa\n3Sb1HHgXrfNvHnk7CgEE0gjQQEoDw2IEEEAAAQQQiJeABmXYQ7lwwoQJDxbpmV+n4z5EGZDm\n+Mdr+YfKs2nWsxgBBBAoGAEGaSiYt4IDQQABBBBAoKgF/q6j9w+/jlCCL8I9KMOlikfj20Gh\nEMi1QKQGacg1DvtrnAANpMa58SwEEEAAAQQQWF7A/1C9WFmsfK18kJh2t7odFQqBfAhEqoGU\nbhjIfMCxTwQQQAABBBBAoKAEDjvssA76QdjSK6+88tuCOrDGH4yvEh2n+PeOPFqdB2Rw4+gp\nxYM0UAgg0IAADaQGgFiNAAIIIIAAAtEUGDlyZFnHjh3v19m58fCbiJ3lDJ2Pu9tRCCCQpQAN\npCzB2BwBBBBAAAEEoiHQtWvXsRq1rr/O5oBonBFngQACuRCggZQLRfaBAAIIIIAAAkUnoMbR\nP2tra5+YNGnSZ0V38BwwAgggEHEBBmmI+BvM6SGAAAIIIIAAAhEWYJCGCL+5nBoCCCCAAAII\nIFCoAv10YP4hWA+28LzyiUIhgAACkRTgClIk31ZOCgEEEECg0AQqKytH1NTU/K7QjquB4+mp\n9R5Mok6ZqXj4bk/frKyiUAi0tECkriAFPyDW0qi8PgIIIIAAAgggkFeBMWPGrFlWVnbd0qVL\ni2m46+5C8Sh7rZWNlK5KZ2Wwsq7yqLKiQiGAQI4EaCDlCJLdIIAAAggggEBhC+j3jtaqq6v7\n58SJE88roCPtpWM5VblBuVqpUFZQgvKxfqHsqvwnWKjHp5UdFDeOTlYoBBBAIFICdLGL1NvJ\nySCAAAIIIJCRwFhttUBxw2eycq3ixpDvLdpCaa/MV36mpKtKreBepHQ6LG8ugTZ6IXf73Ka5\nXpDXib4ADaTov8ecIQIIIIAAAmGBfTSzRBkTXqhpN4quVmYp2yr+R+fqSrraUiu8jZ9HIdBS\nAjSQWko+wq9LAynCby6nhgACCCDQcgIjR45sM27cuE1b7gjSvvK7WvPHNGvLtNyj1F2puPGz\nvpKudteKRQq3TaQTYnlzCESqgcR/TM3xV4bXQAABBBBAAIEWEVhttdUuLS8vv6pFXjz9i/bX\nqnUUd6tLVR5E4nJlmPK2crCSrg7SCg/UsDTdBixHAIHsBMqz25ytEUAAAQQQQACB4hAYO3as\nr7wcpVHrdmjBI/aoc32Vb5S3FDdkVlNcny57SPmn7yvyc49SrlE8KMO/lHCN1syhihtSFAII\nIBApAbrYRert5GQQQAABBApEoLSiomK9PB6L7/tx42R/ZTOlRAnKV4jcoPHVIHeTc6YrFUof\nxfP1HduxWu8GlWu84v3cphytHKf4d5EWK94fhUBLC0Sqi11LY/L6ywRoIPE3AQEEEEAAgeIR\ncEPoBMVXhXz/jwdU8JWhN5WhygBltnKf4lG92io9FD/ne+V85QXF9xilKg/z7XuUzgmtHKzp\nvyke8e5lZYqyoUIhUAgCNJAK4V2I2DHQQIrYG8rpIIAAAghEWuAvOjs3jtz9LRg9zg2gicoi\nxQ2lO5RSJbl21AJfDapUvO2flHZKUGto4gHlfWXlYCGPCBS4AA2kAn+DivHwaCAV47vGMSOA\nAAIIFJxATU3NwOrq6ic1el1Zng5usPbrBs72afZ/rZa7+5wHYkhXf9cKXw3aXflC+Vpxl7kn\nFTeanlV6KxQCxSIQqQZSqm82iuWN4DgRQAABBBBAAIEfBRKNouu14PNp06a5EZOPOkI7vVt5\nLM3OvdwNpD5p1nvx44q7x92j9FV8NcmNIs+70bS18rFCIYBACwgwil0LoPOSCCCAAAIIIJB7\ngQ4dOrTWXp9esGDBSbnf+4979JWhh3+c++nEXC1y48zb3fvT1T8saa8/faXI9Z1y4w9T/IEA\nAgUhQAOpIN4GDgIBBBBAAAEEmipw9dVXL9A+Kpq6n9Dz3cjZV1lT+VK5S3GDpr57g57Renfv\nW11JV3trxVPpVrIcAQQQQKBVK+5B4m8BAggggAAChSPgBs5Fiq8EecS4aYq7wHmkuheVjxTf\nc5Gq3D3OXezeUbqm2OBELZuvrJViHYsQKFYB//fgv/cetZFCICcCNJBywshOEEAAAQTiKKBB\nGQ7U7x25e12u6gLt6Ctll6QdbqH5/yoeqvsqxQ2pcHkEureVm5TnlM8Vd/fbTTlE8RWohcoB\nCoVAlAQi1UCii12U/mpyLggggAACCMRMoKqqamxJScnF5eXlHhzBI8I1tTxowrHKzxSPLBeu\nFzTj5S8p7iY3SLlOcfe7gcpo5RVljLJYOUY5TBmveFjwhxQ3svxbRhQCCBSoAA2kAn1jOCwE\nEEAAAQQQaFhAjaPT6urqfj1x4sRcNI78gnsp7yr3eCZFvaplbui8p3hAhpFKZ+UD5TfK1coS\nxXVeIj/M8AcCCBSHAA2k4nifOEoEEEAAAQQQSCGwePHiDaZMmeKGSmPLjZshSkfFDaMeyvtK\nfeXGkJ9XpZxc34asQwABBBBonAD3IDXOjWchgAACCCDQWAF/SXyu4nuC5inTlaWKr0Q11EDy\n1aWLFQoBBJYJROoeJN7UwhCggVQY7wNHgQACCCAQH4GbdapuDO2nBIMtrK5pL3dDqUZJVQO0\n0PcX7ZhqJcsQiKkADaSYvvH5PG0aSPnUZd8IIIAAApERqKys7KxR697W43ZNOKl99NwFygZp\n9vG6lrsR5K534fL27oZ3e3gh0wgg8MOw95EZ5pt7kPgbjQACCCCAAAJFI1BaWnqxBmZYMmvW\nLI8o19jyyHI3KG4IpSoPy+3hvB9XnlHcKOqpbK/cqRyuUAggEFGB0oieF6eFAAIIIIAAAhEU\nUOPo0dra2v2mTZvmH1ttbK2rJ/oHX9PVp1rhe5JOUx5QapXnlB0Ud8nzPUsUAggggEAeBehi\nl0dcdo0AAggggECSwFOa/33SsvCsv0D+RvFvHVEIINCwQKTuQeIKUsNvOFsggAACCCCAQLQE\nHtLpHKik+3eQfwy2nfKEQiGAAAIItIAAV5BaAJ2XRAABBBAoDoGqqqqfjx07duMcHu1q2tdX\nygQluZG0npZ9plyoUAggkJlApK4gMUhDZm86WyGAAAIIIIBACwhoxLpt9LJTy8rKfFXnlRwd\nwgztx93n7lA88MJNihtMmymHKncrJykUAgjEUIAGUgzfdE4ZAQQQQACBYhHQoAyH1tXVTZk4\ncaJ/nDWX5e5z6yu/Utz46qh4tDo3kP6uUAgggAACLShAF7sWxOelEUAAAQQiLbCizu4Exfcd\nvarcpRyuBD8Oq0kKAQSaKEAXuyYC8nQEEEAAAQQQQKCxAu31xGHKWsocxQ0f3zO0heIvHDdU\nFilPK/9SrlXcY2aq4u18j9GlylHKnopHq6MQQAABBApMgCtIBfaGcDgIIIAAAi0nMHLkyDbD\nhw9vm+IIDtCyL5TvlP8kphfr0Y2hpYq74Z2inKX4fiX/ftGzygpKuNbQzBvKLeGFTCOAQKMF\nInUFqdEKPDGnAjSQcsrJzhBAAAEEiligVAMzPKScl3QObhwtUX6vhBs8F2jejaNHlHCN1owb\nUv5BWd9rlFybaEGdslHyCuYRQCBrgUg1kJKHtsxagycggAACCCCAAAK5EtCQ3v7S0KPJeQju\noNytzvNnKGcq3yuuEmWkcpkyWNlNCWqYJqYpjym/CxaGHl/W9OuKt6MQQACBHwVKf5xiAgEE\nEEAAAQQQaGEBjVj3iA5htwkTJnwcOpSdNO3BFny1KFzraqaXcr5yu3KIEpRHpfPQ3dcquwQL\nkx5na36lpGXMIoBAzAUY5jvmfwE4fQQQQAABBApJYNKkSW+nOJ61tew9xd3lwrVyYmamHj1C\nXfgKkofs3lS5V+mkJFdrLdhAmZS8gnkEEIi3AA2keL//nD0CCCCAAAKFKOB/nxyp+DeJ+im+\nV8iNnN5K+MrSh4l1vo+om/K1EtRUTRynvKN8ECwMPR6fmP5naBmTCCCAAAIFIvBLHYf/59+h\nQI6Hw0AAAQQQQKDZBDQgw041NTX+wVaXB2B4SHFjxwM1uNvcaYoHYvhO2VkJ132a8eh1nylH\nh1do2vcmeSQ7j1bnK0Yud707Q/GADwcrFAIINF0gUoM0cAWp6X8h2AMCCCCAAAIINFJg8ODB\nGy5ZsuSOt99++yPtYojiq0SrKb4q9IkSlJeNUm5TfO/R54rrRMVDeS9UwleD3L1usPKlsrsy\nR3FXvB6JxwP1eKtCIYAAAssJ0EBajoMZBBBAAAEEEGhGgX0/+eSTqV26dKl97LHHHtfruifF\nIMX3GrmBE24g/Vrz7kbn4b4fUK5X3GgaqbgR5KtLvu/ofaWd0lPxwA27KIuU7ZUuyn+VJ5TF\nCoUAAgggUKACdLEr0DeGw0IAAQQQyIuAu9Ftqbjh8jslGFXXV3VmKb9XfEVocyW5rtMCN4jc\nyLlLOUbx/kqUbZQK5QjFV5koBBBoHoE2ehnfLuL/BikEciJAAyknjOwEAQQQQKCABfrq2KYq\n3yj+h5QbR77a00sJapQmPkzM3KxH31uUXB5c4cXkhcwjgECLCkSqgRR8Y9Oiorw4AggggAAC\nCERaYLDO7iWlhzK6vLx8aKdOnco07a50Xr6J4npTcYNpdWWKspPSVgnXVpp5K7yAaQQQQACB\n6AlwBSl67ylnhAACCCCwTMDd36Yrf1XcDa7VmDFjLj/ooIN8Fcnd4HxVyb9x5G+gvf415Rpl\nPcXb+L6joLbWhEefc8OJQgCBwhGI1BWkwmGN95HQQIr3+8/ZI4AAAlEWGK2Tm6G090mOHTt2\nfQ3pXduzZ8+Fmv2Z0klxtzsPvuDyIA0ecOEx5XvFA0p58IYxylxlskIhgEBhCUSqgUQXu8L6\ny8XRIIAAAgggEDUBD8bwsOLudK3q6uo80txWGr3Ow3X/RvlWeVLxdq7nFY845253blS5UeQG\n1IXKOUqlQiGAAAJ5E/C3MhQCCCCAAAIIIJAvAd9r5G5xP9SUKVM8vPYLysmKB1twFzt3rfN2\nri7KbxUP4rCj4i56biC54eSrThQCCCCQV4GoN5Dcda1jIwSf0nOebsTzeAoCCCCAAAIILC/w\nsmZPVPxvjh8bSpr2aHVuAN2krKusrfgeIw/t/YHidf9RKAQQQKBZBaLeQKqSZjAyTjaw47Vx\nUxpIq+r5Fyjuj5lJ9c1kI7ZBAAEEEECgCAVu6Ny58x+GDx/+xvXXX++BF5aGzuEVTd+tdFVu\nUHzV6CzlfqVWoRBAAIFmF4h6A2m4RG9VtlHuUK5UMqm3M9monm38P3/fYOpuBJkUXQYyUWIb\nBBBAAIGiExg5cuRcDek984svvvCXgdcolykfKZ4/TvFADc6DCoUAAggg0AwCbfUazyhuhGza\nDK/XmJdwV0APZepReigEEEAAAQQiI1BRUbFCdXX1Tb179/aXlh6Zzl8i+jPPV4geUAr1s1mH\nRiGAQIYCkRrFLsNzLvrNNtAZuIH0RIGeCQ2kAn1jOCwEEEAAgZwLdNYe3dVu5ZzvmR0igEBL\nCUSqgRSXYb5f19+WUxQP2DCwpf7m8LoIIIAAAggg0OprGbylzMECAQQQQACBdAJcQUonw3IE\nEEAAgWIUWGXTTTe9vKSk5HYdvAdhOF8ZUIwnwjEjgEBGAlxByoiJjRBAAAEEEEAgjgI7rL/+\n+h9vvfXWozU4wywBvKoMVjxkt38YlkIAAQQKWiDqo9gVND4HhwACCCCAQAQE3H19pOLBFjzY\n0M8HDx68VFePfjtnzhz/5EVQB2riOuVT5cZgIY8IIIAAAgikEqCLXSoVliGAAAIIFLrArjrA\nGcoXyi3KR8riFVdc0Y2gLZXkGq8F/oFYCgEEoiUQqS520XprivdsaCAV73vHkSOAAAJxFdhc\nJ75AOVfxP45cbhiNVa5QPBjD2kq4emnGQ3x7FDsKAQSiI0ADKTrvZcGcCQ2kgnkrOBAEEEAA\ngQYE/NMZByu+p+gfSdvO1/zuSonyqOIudeFqrRk3kIaEFzKNAAJFL0ADqejfwsI7ARpIhfee\ncEQIIIAAAssL9NXs44obOJ8rwQ++3rThhhv21I/BPt+jRw93nztecR2gfPPD1P/+2FiTfv4a\n/1vEFAIIREAgUg2kuPwOUgT+3nEKCCCAAAIItJiAu8Y9pXyn9FeGKr5KtKcyYI011nhJjyvP\nnj37ej0erXjgBjeWVlJWVILybxI+qUwPFvCIAAIIIIBAKgGuIKVSYRkCCCCAQKEIeAAGXz0q\nTxxQJz3WKu4qt8pmm202e6211pqgaTeI3lTcmKpRgitI3n6y8r3i0e4oBBCIlkCkriBF660p\n3rOhgVS87x1HjgACCERdwFeDFivDkk70Qc3flFh2rB7fS0x31+MDirvgeaCG5xXfm/S+wr1H\nQqAQiKBApBpIwTdBEXyfOCUEEEAAAQQQyIHAWtqH/73gbnTh+q1m3F3Oo9jdq3jEujLlW+Vj\nZZ7yl8Tj7/XoRpMbWhQCCCCAAAINCnAFqUEiNkAAAQQQaCEBN5A8sIIHafixNCjDzwYMGHCU\nFsxUfKXIjZ/blNmKG0ipfgdJiykEEIigQKSuIDFIQwT/hnJKCCCAAAII5FDAgy18pBwS7LOy\nstK/gXTrjjvu6B+JdcPJ3es+SeQYPXogh+cUCgEEECg6AbrYFd1bxgEjgAACCCDQ7AKn6xWn\nKG703FtWVlZZV1d3/cSJE/07SB61bhNlsOL7jSgEEEAAAQSaLEAXuyYTsgMEEEAAgTwLnK39\ne+S620pLSz0og+9BekxZqByqUAggEF8ButjF973nzBFAAAEEEIitwKk68+2Ub5cuXTpKjwcq\nryoDlesUCgEEEIiEAF3sIvE2chIIIIAAAgjkXcD3LT+tPJX3V+IFEEAAgRYUYJCGFsTnpRFA\nAAEEECgSgRKNWvePmpqaPxTJ8XKYCCCAQKMFaCA1mo4nIoAAAgggEA8BNY6O1Jlur651V8Tj\njDlLBBCIswBd7OL87nPuCCCAAAIIZCCgEev8I7F7adQ6D+dNIYAAApEWoIEU6beXk0MAAQQQ\nQKDRAh6Vai9lMzWMvJMXFS9b5BkKAQQQiKoAXeyi+s5yXggggAACCDReYEs99W3lSmWLRK7W\n41vKIIVCAAEEEEAgrwL8DlJeedk5AggggEADAitrvX/X6C7Fo9Qt7N279+OjR4+u1nRQHTVx\nlTJHWSdYyCMCCCAgAV9drlO2iYIGXeyi8C5yDggggAACCKQX8D9cdlX8e0WLlecUN3D2VlZX\nFigbK18pdyi7tW/fft6wYcOGTJ8+3T1NJiiub5TRSi/lD4p/B4lCAAEEEEAgLwJcQcoLKztF\nAAEEYi8wRAIfKt8rTyn+YdelihtK1ypnKfMVN5KeV9bw9NChQ3+vq0cvl5aWfqf5GiVcIzTj\n57QOL2QaAQRiLeAvYiJzBSnW72QBnTwNpAJ6MzgUBBBAICICvirkBs5kxd3jXI8oryiPK+8r\nvjrkEeq6KW4gPan4Hzn9FJcbR76yFG4M9de8t+muUAgggIAFaCDx9yDnAjSQck7KDhFAAIHY\nCzwigVtCCrtoeqHSW1lB8SAMM5VjFVcfxeuXKDsprpUUX3HaxjOJ8n48kl3bYAGPCCAQe4FI\nNZAYxS72f58BQAABBBCIoICvCA1V/hg6t5017StHHyvucneJ4sEZvlRcH3fs2PFZPypVXqD6\nVvG2q3gmUV53v+LGFIUAAghEToAGUuTeUk4IAQQQQCDmAiU6/20TBnNDFp007StGQb2liTJl\nQy+orq7+4z777ONpd7nbQ3HjyoM5dFA+VNzN7k/K7sopCoUAAghEUoAGUiTfVk4KAQQQQCCm\nAgfpvN2YCbrWvavpJ5RNFd9ztJESVA9NzFMqhg8fPqSkpOSEJ5980leMnlP29XLl38rXyonK\nB4q7hO+jvKJQCCCAAAII5E3AHzh1ir+loxBAAAEEEGiMwAl6ku8NOl3pqbypXKncpLib3P6K\n1x+ouB5RPJLds+Xl5a8NHDjwr5r2+j6KB3XwvEe7828jXaXUKO6SRyGAAALJApG6Byn55Jhv\nGQEaSC3jzqsigAACUREYoBPx4AojQye0V2LZkXp0Y8dXkE5V3Fh6QPHvGrkLXRflRcVf1HnE\nOl81WqB8pOyoUAgggEBDAjSQGhJifdYCNJCyJuMJCCCAAAIhgfM17a50yVWpBb4q9LLiq0H/\nUGYpHpnOQ4D7KpO71flepbMVd6s7VtlN8T94KAQQQCATARpImSixTVYCNJCy4mJjBBBAAIEk\ngbs17wEUUlVfLXTjx/cS+d6hXys9+/btW3HwwQc/r2nfU+ThvCkEEECgsQKRaiCVN1aB5yGA\nAAIIIIBAwQj4KtEKaY4m6FrngRcuVy5VSjUww5F1dXVuNN2uUAgggAACCYFcjWLnhlZ/xUOL\nUggggAACCCDQvAJP6uVGKOm++FxX63yf0lNKq6qqqhXUOJqrketGeZ5CAAEEEGiawP56um/2\nDGpPTbjvsm/u/EwZrlDZCdDFLjsvtkYAAQQQWF7AP+Tqe4suUZK/rPSIdE8r/nFXCgEEEMiH\nQKS62GUL5H7KbgjNV/w/4E7KHMU3e96ruKHkefd3pjIXoIGUuRVbIoAAAgikFthBiz0y3ePK\naMVfWPp+o4+UN5TuCoUAAgjkQyDWDSQP/ekfigt+aO5wTbvBdJ7iWlvxvP+HTGUuQAMpcyu2\nRAABBBBIL7CWVvk+o08VD+fthtHpyoqKu9YN1kPyFSavohBAAIGmCESqgZTNPUjedj3lBuXV\nhOAeice/Jx7dePKQoZsl5nlAAAEEEEAAgfwJ9NCuT1L82fw3xZ/LxytrKh60YX3lDGWeGkc/\nLy0tfVSP3TRPIYAAAgikEcimgeQhQNspXyT2VabHXZXZiocJDcrbuBVJIYAAAggggEDuBXpr\nl74SdKzyrjJKcde6JcrJipdtryxXahxdrAXjJ06cGHyOL7eeGQQQQACBxgl8pafdnHjq7np0\nd7qpiXk/bKp42bmeoTIWoItdxlRsiAACCMRWYDud+YuKP2eDfK5pfx4H5S8oPYy3G0zrBAv9\nWF1dva4e6F4XRmEaAQRyJeD/9/j/S9vkaofFtB+PjuOTf0QJfol7qKZdpyn+Ve5axUOJUpkL\n0EDK3IotEUAAgTgK7KmTXqz8n+LPWDeUrlN8VchXjg5TgnIj6CHFXe4oBBBAoDkEYt1Acve5\naxWPYjdDqVaCekATviH00GABjxkL0EDKmIoNEUAAgdgJeJhufynpe4lcHo3OX1YGAyb9StPz\nEsv18EMdpD+/TkzzgAACCORbINYNpADXCMmX6f0/6pWCDXjMSoAGUlZcbIwAAgjESmCUzvZL\nxZ+9Ln/euoHU2TMq30/8nuLBGYIaUl5eXqdudQ8rmwULeUQAAQTyJBCpBlK6X9wO7NpqIt1A\nDh6kIVy+KdTVXnE3AF/ypxBAAAEEEECgaQID9fTnlEWJ3UzXoxtI6yrPKkuVJxVvF9S62223\nnbu995kzZ44bTxQCCCCAQIYC6Ro/wdP9P153m8s2vwt2wCMCCCCAAAIINElgoZ7tLx+D+koT\nDysnBAv06PXezuVvcn9VUlLyWl1d3YFTp071gA0UAggggECGAg1dQXpK+2nMcKDvZ/j6bIYA\nAggggAAC9Qv4s9hDendVZiY29Q+ye/llypnKTspxymrKFUrXhx56aDPlS01TCCCAAAIIFJ0A\n9yAV3VvGASOAAALNJuAu7a8qdynu+h6Uf+vov4q73rmnxxPKAuVlZV2FQgABBJpLoI1eyF1/\nIzHMd0Nd7BqD6v+R8yvdjZHjOQgggAACCPxUwD+fcYCysfKSUqXspqyneHQ7N47+ptw3ZMiQ\n08aNG7ePpt9RKAQQQACBRgg01MUu1S79P979lU5K68QGHtHO+3If6HWUScp4hUIAAQQQQACB\npgu4weMfYz9Jcfe6NRR3n7tTGaF8XlNT40Eantd9Rx6U4SOFQgABBBBohEC2DaQj9RpXNvA6\nHs3Ol/cpBBBAAAEEEMidgK8W/SaRn+xVDaPjNTDDnRMmTLjtJytZgAACCCCQsUC2Xex+qz17\nNJzDFX97NU85WemvHKL4R+keUG5XKAQQQAABBBBovID+DwtKAABAAElEQVS7q5+lPKa8qExV\ndlZS1owZM6q+/PLLg1OuZCECCCCAQF4EfG+RbwS9KbR3N4Z8eT8oX/53X+lBwQIeMxJgkIaM\nmNgIAQQQiI3AjjpTf+n4mnKGcrziz98lyhTFXdspBBBAoFAEIjVIQzaovufIo1NUh550maY/\nDs178k3l7KRlzNYvQAOpfh/WIoAAAnESWFMnO0f5s5Lc02NLLXPDyb03KAQQQKBQBCLVQEr+\nH299yHO10v2fPWpOUG9popcSHrXuv5pfP9iARwQQQAABBBDISsD3Gfl+Xv+u0dKkZz6neV9N\nOkVpX11dPU2DM4zXNIUAAgggkCOBbBpIfkkPvrCPspVnVP9Z9vDDMk+upGyn+D4lCgEEEEAA\nAQSyF9hJT7leca+NVHWjFrYbMWLEqRqUYcTSpUvDXd9Tbc8yBBBAAIEsBLJtIJ2gfftq0dPK\nEOVx5QPlEuV25X2lvfKQQiGAAAIIIIBA5gJttal/RqOnsq0yXPH9v8k1Xwu+14AMczVy3QET\nJ058M3kD5hFAAAEEmldgmF7uHmXdxMtupsfPFH/T5VynZNvw0lNiXdyDFOu3n5NHAAEEfvjS\n0ff0ugfGbOUTxQ0hD9IwQAnXWprx5y3d2cMqTCOAQEsKROoepFxB+hsuN5TWztUOY7YfGkgx\ne8M5XQQQQCAksKGm5ymTlRWV0Yrv+91YuVX5QumhBPU3TbwUzPCIAAIIFIAADaQCeBOidgg0\nkKL2jnI+CCCAQOYC7pVxR2hzf+non9FwF3b/7tELiof27tarV687+vXrt1DT/JyGECgEECgY\ngUg1kMqzZP2rtvc9SA2VbyB1KAQQQAABBBBIL+Cf0NhF2SG0iX9PcC/F9/feq3ynbNK2bduj\ndt5559qFCxfe9O677z6vZRQCCCCAQB4Esm0g+X/i7vtcX32qlY/WtwHrEEAAAQQQQOAHgdX1\np+/bfSfJ43vNu3fBeOVw5Q9Dhw49bYUVVthHo9Z5OYUAAgggUCAC/qarc1JW1bz7Sf9CmaGc\nr1DZCfjDzjfcdsjuaWyNAAIIIFDEAr107Kcp/v//NcquSqraTwu/TbWCZQgggECBCESqi12u\nTTfRDv0/encNoDIXoIGUuRVbIoAAAlEQ8I/B+l4i/+D6TMW9LxYojyvdlXDdpxl+6ygswjQC\nCBSaAA2kBt6Rj7T+0ga2YfXyAjSQlvdgDgEEEIiyQIVOzo0h97xwba8sVs5WnlH+rfgfG87F\nbdq08Qh3/RUKAQQQKFQBGkj1vDP+kTt3A+CbrnqQUqyigZQChUUIIIBABAVW0DnNVo5JOref\na94NofcU//7Rk8onW2211byKiork+5O0ikIAAQQKSiBSDSTfGJpNtdPG7VNkJS1bW7lK8W84\neEhSCgEEEEAAAQSWF/DVIn+WetjucPmLxXUUL/9Y6dO7d++rt9hii3atW7c+UfMUAggggECB\nCnyg4/I9RvXlfa33YA5U5gJcQcrcii0RQACBYhYYrYP3Z2l95atLr1RVVa1YU1PDPb31SbEO\nAQQKRSBSV5DKs1R9TNunutS/VMu/UV5VLlf8C+AUAggggAACCPxPYDdN7q/0Utzj4jblH4q/\ndAyXe2R8NnHiRHe5uzO8gmkEEEAAAQTiIsAVpLi805wnAgjEUcA/4eCGzqLEo+8xeknx40OK\nfz4jqFU04VHtxgULeEQAAQSKQCBSV5CKwDsWh0gDKRZvMyeJAAIxFbhR5+3u58FIdGM17VHs\n3JXuP8q9iqtnp06dXtxll11madr/2KAQQACBYhGggVQs71QRHScNpCJ6szhUBBBAIAuBzbWt\nu6FvmvScEzTv30HyqHVLFA9utODAAw+cU1lZ+aSmKQQQQKCYBCLVQGroHqQL9c70acS749F4\nbm7E83gKAggggAACURIYrpNx48e/bRSu8zXjz8oDFV9Jqlt11VUP7tq1qxtOhygUAggggECB\nCrys46pvxDqv+zZpm+81f7JCZS7AFaTMrdgSAQQQKCaBP+tgPRhDfXWFVl5b3wasQwABBApc\nIFJXkEobwN5e633DaJBBmvYIdXcpWyvtFf8GkuOhSN9W7lf8zRiFAAIIIIBAXAX8+XqA4s/K\nnZS/KNsqqWqAFvq3jygEEEAAgSIU8Gg7jyhlaY69t5b7ClJlmvUsTi3AFaTULixFAAEEilGg\nuw76GcU9LP6h1CovJh59pai1EtTQVVZZxfcobRws4BEBBBAoQoFYXUEKvz9tNTNYmab4f/ap\nyt+AuVteum/JUj2HZQgggAACCERFwFeO7lBKlH7Knso5ielT9LiLcpHi2qNv3753HnzwwXVj\nxoz5Ytki/kQAAQQQaGmBhgZpCB+fR9n5TukRXpg07StLfZQnkpYziwACCCCAQBwERuok11fc\nOAoaPadr2p+hZyjfKNXKPkr3YcOGLairq/vj5Zdf/qXmKQQQQACBAhBo6B6k8CH6qpF/q8Gj\n7WwTXpGY9hWmy5TVFXcpoBBAAAEEEIibwB464TuVoHHk8/eARmcqaym+ijRHeVTpW15evsPM\nmTPdgKIQQAABBIpUYBMd93TF/7P3/UhuEP1BuUb5VPHyvyrZNLy0eezrlxKwXYfYSwCAAAII\nFLfAP3X45zVwCo9r/WkNbMNqBBBAoJgEInUPUmPgffPp3cp8xf+oD/KRpn+lUNkL0EDK3oxn\nIIAAAoUoMEkH5StI6cpfIPrq0hHpNmA5AgggUIQCsW8gBe+Z7zdyP+thSpdgIY+NEqCB1Cg2\nnoQAAggUnIA/ExcrG6U6snbt2lWMGDFi8d57771dqvUsQwABBIpUIFINpIYGaeisN6m1Mlvx\nDaarKuEhvmdp3vE3YqspQXkwB4dCAAEEEEAgTgLufn6r4q52hyjuTucqUY4YNGjQhDXWWGNe\nWVnZaz8s5Q8EEEAAgaIT8JDd7kK3ReLIP0jMB93q0j2entieh8wEuIKUmRNbIYAAAsUg4EGL\npij+faO3FTeaPlO+22uvvR6sqqripzCEQSGAQKQEYnUF6QG9de8qXyfeQt97FL5SlFj8k4c3\nfrKEBQgggAACCMRDYKFOs0K5QNlNcTf065S77rzzzhl6pBBAAAEEEECgAQGuIDUAxGoEEEAA\nAQQQQACBghWI1BUk3zuUi/K9TP0V97GmEEAAAQQQQCAhMG7cuC3Vrc4jwFIIIIAAAkUg0JgG\n0v46L//WUVB7auIr5S1lujJcoRBAAAEEEIi9QEVFxXoakOFhQXDfUez/NgCAAALFIpBtA2kf\nndgtyuGKrxZ1Uv6mrKTcp/iHTm9Q+ioUAggggAACsRZo06bNyQJ4aOLEif7spBBAAAEEikAg\n2waSR6f7UNlKqVP2VtxICm5E3TQx74YUhQACCCCAQKwFamtrj50xY4Z7XlAIIIAAAhEUcGNq\nvnJO6Nxu1LQbSm4wBeUR7KYGMzxmJMAgDRkxsRECCCCAAAIIIIBAAQpEapCGhn4oNuzvbnTt\nlC8SC/2Dsbsq/hHZ5xPL/OBtjEQhgAACCCAQJwEPVjRM6aj4JzLuVfjRdCFQCCCAQJQFPBjD\nzYkT3F2PvnoUvlrkLnZedq5CZS7AFaTMrdgSAQQQKDSBFXVA/iz059+7w4cPn7HZZpst0LR/\n84judUKgEEAg8gKRuoKU7T1I/qG7kcojiqf9YeBfC3edpjyh+JfDr1YoBBBAAAEEoi7gz9E7\nlEHKVtXV1af17du304ABA7bT/KXKTcpeCoUAAgggUCQC2XSx8ymdqHRW3Ej6VjlaeVRxDVU8\nst0RypsKhQACCCCAQNQFDtYJbqlsoPxXcXf0Q6dOnequ5467nU9Q7lYWKxQCCCCAQEQFfBkt\n+UdhN9IyfzBQ2QvQxS57M56BAAIIFILAnTqISfUciEd6XaT4S0QKAQQQiKpArLvYBW+q/2fv\nb8UGKlslFr6vR19VohBAAAEEEIiLQB+dqEdvTVdzteIzpU+6DViOAAIIIFD8Ar10Ch6owfca\n+R6kxxXXbcrZSlvPUFkJcAUpKy42RgABBFpEwAMRVSvHKe5qfpYyu0uXLl+uv/7692t6eyW5\nWmvBPGXP5BXMI4AAAhESiNQVpGzfl9X1hFmKG0b+xuwjJWgg3a5pL39N8dUlKnMBGkiZW7El\nAggg0NwC3fWC9yn+jPM9tu8o/pJwQZs2bV484ogjluy6667vab5W+YsSrl9o5nvFXe0oBBBA\nIKoCsW4gTdO7+p2ybeLdvVWPQQOpTNO+guQPkLEKlbkADaTMrdgSAQQQaE4B31vrLwSfVvor\nvZVvFA+8cEW/fv3mH3rooYvUULpD87so7mruK0wuj2Q3RznVMxQCCCAQYYFYN5Bm6409L/Tm\nhhtIXuyuBP4wuMozVMYCNJAypmJDBBBAoFkFxuvVPlQ6Jl7VDaNnlGCgor9r+jnlA+UL5TFl\nvnKP4itKlynBtpqkEEAAgUgKRKqBlM0w3/5w6Ky8Xc/b6iFMX09sV89mrEIAAQQQQKAoBA7S\nUbrbnK8auXZW/PtG7i3hOkd5UVlb2V3ZVWmr+ErSEMWNKQoBBBBAoIgE/AN3mZY/HPzt2KB6\nnuBG1AbKW/VswyoEEEAAAQSKRWAtHai/+AvK9xLNHDlypL8tdQXruml6krKvslC5QqFxJAQK\nAQQQKDaBbBpIPre7lTFKjbKiEq6VNXOt4g8Pj+ZDIYAAAgggUOwCs3UCHqQhqPeHDRtWsdpq\nqz2ZWBCs83audZV2yvueoRBAAAEEik8g2wbS8TrFzxR3L5iuDFbWVjyCnT8M9lauVh5UKAQQ\nQAABBIpd4F6dwJHBSfTq1eve/v377/j1119fmVjmdb5HySPbuc5Qnlfe9QyFAAIIIBAPgS46\nzcmKuxC4D3aQrzR9tOLR7KjsBH6pze3YIbunsTUCCCCAQJ4F1tH+fT/RBUqZutZ1HThwoLuR\n+37c05RFykHKaspViof03kyhEEAAgTgJuNux/y27TZxOOtW5uiHkq0e+itQj1QYsy1iABlLG\nVGyIAAIINLuAB2b4WvFVoosUj+bqe3L9W0i+P9dXi5YoHg58K4VCAAEE4iYQqQZSeZbv3gRt\nP185SfGHgYc1dSgEEEAAAQSiKvCATqyfUqH4S0H/Q2Cq4vtyuyntlTcV/1aSG00UAggggEBM\nBDxs6TzFXQuo3ApwBSm3nuwNAQQQyJlAVVVV95qamnNztkN2hAACCERPILZXkBbpvXQ/7BWU\nEsX9DCkEEEAAAQSiLFBSWlp6jU7QP2NBIYAAAgjEQCCbUezcIPLvO7juVHZT+ir+0EiOrzZR\nCCCAAAIIFLVAZWWlf8JizaVLlx5W1CfCwSOAAAII5E3gCe15luLGUn0Zr/VU5gJ0scvcii0R\nQAABBBBAAAEECksgtl3s/Db4/iOP5NNQefhTCgEEEEAAAQQQQAABBBBAAIGsBbiClDUZT0AA\nAQTyJ1BRUdErf3tnzwgggEDkBGJ9BSly7yYnhAACCCCAQFhAo9btroEZ/rnmmmse8Omnn/bX\nOv8kxivKvYoHLKIQQAABBCIskM0gDRFm4NQQQAABBBD4UeCq1157bYYaRzdriQcn8qBENyru\nZh77X4mXAYUAAggggEDeBehil3diXgABBBDISKBrz549Z5SVld2jrXuEnuHRWqco/j3ADUPL\nmUQAAQQQWPYD2h7AjS+R+NuQMwEaSDmjZEcIIIBAowXW1jPvVj5WBqbZyx1afl+adSxGAAEE\n4ioQqXuQ4vomFtp500AqtHeE40EAgTgJdNXJ3q74289aZU5i+iE9Jg/WMDixTWc9UggggAAC\nywQi1UDiHiT+WiOAAAIIxFmgowZkeGzEiBHbbrzxxj8XhD8X91A2SKA8pcfVE9N+8H1I3mZN\nz1AIIIAAAtET8Mg89dWFWtmnvg3SrLtJy31zK4UAAggggEAhC5w6ZMiQbn369FmsPPjKK6/M\n1cGuobhhtLvypPIn5QjF5XUu/2g6hQACCCAQQ4GXdc7uclBfvk1a/73mT1aozAXoYpe5FVsi\ngAACuRT4/IADDni4srJy58ROb9Bj+B6jPTXvz7V2ifWX6vHfiWkeEEAAAQSWCUSqi11Db6pH\n7XE/6yBbaNp9s/+hbKUEHxgratofIu56cIfS0JUpbUKFBGgghTCYRAABBJpJwJ9d/gJw89Dr\n+XePPFKde1D4s8xd6bxNX6VKWaLsqlAIIIAAAv8TiFUD6X+nvWzKN6w+opQtm/3Jn721xN+0\nVf5kDQvqE6CBVJ8O6xBAAIH8CPizbLGS3ODZScu+Uj5U3F3cDaQ3lPnKKIVCAAEEEFheIFIN\npGwGaWgrB4/eM03xKD+pykOjulvetqlWsgwBBBBAAIFCEBg3btyGRx11VCcdy6PKIUnH9KDm\n11Hcnc6/efSNcqOyrnK1QiGAAAIIRFggmwaSuxV8p/Sox8PfxvVRptezDasQQAABBBBoMQHd\nb7S2fgj2qXbt2vm+ozOVQ5Wjkg7oa81/oPRTRive7hOFQgABBBCIuEA29wr5qtG9yjHKXcrT\nSrh8henPiodD9T1KFAIIIIAAAgUnoGG9x5eUlDx72WWXuUeEu8+NUyYrv1D8Q7H+QnAnZbhy\nqvJ3hUIAAQQQiIlANg0kk5ynDFWeUh5W3CfbXQ887Kk/TPw4RXlSoRBAAAEEECg4gcWLF584\nf/58f3a5ceS6XPHn2tGKfwupTPFIdR6M6AWFQgABBBBAoF6B7lrrb9jmK/5wCfKRpn+lFHp5\nRL4+ikcqcoOug9LS9UsdgB0L4Vha2oLXRwABBBBAAAEEECgugUgN0tAUen/Dtr4yTOnSlB01\nw3M31Wv4G8IZStCgCz++r+V/VboqLVE0kFpCnddEAAEEEEAAAQQQyIUADaRcKDbjPn6v1woa\nQx5lz90ofA+VRyTylbBnlc8VbzNLSR7NSIvyXjSQ8k7MCyCAQJwFampqLlXchY5CAAEEEMi9\nQKQaSNnegxTmbK+ZdZQVFDcy3D3Mo9wVUo3UwZyh3KP8TnlJSVUlWridcqEyVflIcUOKQgAB\nBBAocoGqqqr9dArjli5dOjjpVNy7YAvFnwG+5+h5hUIAAQQQiLmAPxSyrV56wgXKAYqf/4Ti\nxsVtyuvKWcpCpRDKjZ2tFXcFzOSYfH/Sx8r1ikc1amx5RL8jldYZ7mAbbXewsqJSaI3MDE+B\nzRBAAIGCEnDjp1rZvF+/fiup5r700kufab6v4i8HOyrdlPcU9yDwF37PKYcqXkYhgAACCGQu\n4CtI/re2v4h6OvOnRWPL1XUa7obmDxOPYPeR8rjiul3x8teUdkoh1H90ENdleSBu8DV1mPI1\ntY8XlFczzCfaznYM0iAECgEEEGiiwHF6vn+awt2oj1fuVJYmcocev1J8T6q3OUlx9VH+pXyu\neAAfCgEEEEAgcwE3kPxvWX/pH7uapjP2FY5tE2d+qx6DBlKZps9WjDNWKYS6TwfxppLplRxf\nQfpGOV9pzvqlXowGUnOK81oIIBBVgT10YkuUnydOcIQeFyv7K77H1I2i9xV/kbeP4nV7Ky5/\nVjyjXOsZCgEEEEAgY4FYN5Bmi+m8EFW4geTF/nCZo1zlmQKoX+gY3PDwt4db1XM87iq4neJ7\nqfzBOkRpzqKB1JzavBYCCERZwN3kLhk7dmy/ysrKoZr+YT5xwv5//QLlncS8Hy5SXgzN76Xp\n7xV/2FMIIIAAApkJRKqBVJ7ZOf+wVUf96Sssb9fzHH8T5/uQvF0h1PU6iNUUX9naU5mufKq4\ne4WvFPmcVlF6K+4+6MbRr5UnFQoBBBBAoLgEVtLhDlp55ZVPKC8vv6u2tvZhzyvHJk7Dn01t\nlXWUFRQ3hG5UjlP8eeDPBXfN9iBE3ZX/KhQCCCCAQMwEsmkg+YPjC8UfNlekcfIHzAbK5DTr\nm3uxrx5drNyhnKNsryRfSfIH5GfKhcoliu8HohBAAAEEClvAjR13mdtE8f1F/v94P6XVGmus\ncfWCBQs633777Tdr1l2+3bPBNU9xFzt3CfegOP7/f7Cug6b9Oecv1Vxzlz3wJwIIIIAAAvUL\nXKnVvspSo/jD5VYluAdpZU3frrhRspNSqOVGXE/FH6SdCuQgf6njsJs/oCkEEEAAgfoFfqbV\nsxV/oTVVeVFxI8nd55wbdAXJn03u1fCtcrgSlAcS8jaliQVuZH2tlCXmJ+rR3a0pBBBAAIHM\nBSLVxS7z0162pRtB7nLgf8z72zVfUZquuGHkbmtefpVCZSdAAyk7L7ZGAIH4CmypU1+onKm4\nF8Qeir+4O0Jx48br3BXc3eT8/1ZfMfpY8Zd67lb3geJl/qLPX0q9oVyquEYr3tcunqEQQAAB\nBDIWiHUDyUpdFHeh84eQG0RB3EA6Wgm+hdMklaEADaQModgMAQRiL/CIBKaGFF7QtLtHuzwI\nw6OKrxo9oWys/E3x6Ku+P9b3F72njFMWKd5ulvIn5UnFV5wKZRRWHQqFAAIIFI1A7BtIwTvl\nhtDaymClR7CQx0YJ0EBqFBtPQgCBmAm4W7S70m2TOG/3avCXdIOqqqpqVG4U7au4QXS34nXu\niufnBF/m+T4j94Dw/DuKn/OIcpHSX6EQQAABBLIXiFQDyd0Tsil/KH2qfKK4i4K7KjhB+ds7\nf5PnDyaHQgABBBBAIFcCq2lH/pz5OLFD31PaavDgwe1LS0sv0GSl4nXuSneg0l3ZWzlf2VyZ\nkXjUQ6uXFH+WUQgggAACCDRJwI0hd6UbmmYvvqrkb+VOT7OexakFuIKU2oWlCCCAQFhgJc34\nHqHtEgv9jeW87t27j6qurnbjyDVS8VWioA7ThD+33LCiEEAAAQTyIxCpK0jZErmB5AaQ7z8a\npSQXDaRkkczmaSBl5sRWCCCAwL0iuC3EcJWmfR+SP5xLFXeZu0Zx+UqS7z261DMUAggggEDe\nBGLfQPKH0auKG0rnKOFv5WggCaQRRQOpEWg8BQEEYimwkc76e8XduT1SnbvRuev3w0owompv\nTW+guLH0vrKqQiGAAAII5E8g9g2k82Trft/3K24k3aS0U1w0kJY5ZPsnDaRsxdgeAQTiLLBD\n+/btPx80aJAHY7hLeUTxCHT+TPpM+SQxfZ8eGURICBQCCCCQZ4FINZDKG4Hl57h/9x7KFGWU\n0kvxjbAzFQoBBBBAAIF8Cjxy5JFHvrRw4cIBzz///Ft6oaXKZYqvFvkKkxtKzytvKhQCCCCA\nAAJZCTSmgRS8gL+tO1L5SBmvPKvsrsxXwt3uNEshgAACCCCQG4GKioouGrVuo7Zt2+6qPSY3\ngv6dm1dhLwgggAACCGQm4EEaLkqx6eFatkjxD+55AIfxCpW5AF3sMrdiSwQQQAABBBBAAIHC\nEohUFzuP+JOLulY78dUjX5EyEIUAAggggAACCCCAAAIIFJ1Atg2k/XSGHjkoVT2khUOUy5WX\nUm3AMgQQQAABBBorcNRRR63S2OfyPAQQQAABBDIVaKiB1Fk78i+XB/cqeWQg32PkZaniQRp+\npzyoUAgggAACCOREoKqqakeNXPel7z/KyQ7ZCQIIIIAAAmkEGmogPaznfalskni+RwXyfEP5\nTWJ7HhBAAAEEEGiyQElJyVXayeQpU6b4XlcKAQQQQACBvAkEV4bSvcADWvGu8nVig7v16CtH\nDdUbDW3AegQQQAABBBoQWFHr11UWzpkz59Sbb77Zv8E3QVmiPKPcqnhgIAoBBBBAAAEEIibA\nKHYRe0M5HQQQaJTABnrWAcrPlamKGz/+TSOnVvFv8E1T7lD8xZ1HVt1MoRBAAAEEWlYgUqPY\ntSwlrx4I0EAKJHhEAIE4CLTXSZ6i+DeM/Jt6c5SvFDeE3IXOjaGlihtCuyn+GYm7FK+7RfFv\n7a2k/E3xsp4KhQACCCDQcgKRaiA11MXuQjn3aYT1TXrOzY14Hk9BAAEEEIi2wMo6PQ/k0135\ns+KG0aXK94obQq8pK5eVlf1h6NChl7/44otD586de6OW+ff2BijPKaMU35PkxyeU05UxCoUA\nAggggEDeBV7WK/gbvfrybdJ6f8idrFCZC3AFKXMrtkQAgeIWcGPnP8qqidN4TI++UuSrQh4F\n1VeORtXU1IzXyHVfa+Q6f/6MV4L6kyZ8/1FQv9CEryJRCCCAAAItJxCpK0gNjWK3vZz9uxNB\nBml6ruKuDlsr7ibhbg7OXsrbyv3K+QqFAAIIIIBAWKCXZnx/0VjFV47WUrZT3N3ODaH7FDeU\ntqirq1vn448//t38+fM122pn/5EoN6gGBjN6/FBxY6t1aBmTCCCAAAIINJvAQ3qlR5SyNK/Y\nW8t9BakyzXoWpxbgClJqF5YigEC0BA7U6cwMndLumv6hBZRYtoke3VB6ITHfNTEffs5+WjYn\nsd4PXEEKYTCJAAIItJBArK4ghY3bamaw4hGEfANtqvpYC90tb9tUK1mGAAIIIBBrAX+Ahofl\nnqd5L1shofKGHt1g6pKYd8PofcXbBOXeCk8nZvxlXY1ye2KeBwQQQAABBJos0FAXu/AL+Hcn\nvlN6hBcmTfvDqo8yPWk5swgggAACCPjeozWUtRMUvlLkXgcjPV9ZWblmmzZtPtHkaso6XqZy\nt+4OylnK/sqhyvmKu3ZfrfRTzlAoBBBAAAEEWkTger3qt8o2KV7dV5gmKe4e4T7lVOYCdLHL\n3IotEUCguAU8wMKdSvAF3ama/mqDDTbYXYMyfNuvXz/3UHhccTe6R5QFymWJRw/g8KriQR34\nHSQhUAgggECBCPhKv9sAqdoIBXKImR9Geeab/rDlefpzqPKU8rDi7hDfKP5GcKfE4xQ9PqlQ\nCCCAAAIIJAscoQX+jPCAPqcrf1Y26dGjxz+/+OKLknffffdezT+ouLeCv2xzgyl4jrtw+8s4\n92i4UblVCXfZ0yyFAAIIIIBA8wv4tyvuVtxPvC6UjzT9K4XKXoArSNmb8QwEECg+AY9Q11lx\n97l/KG78/PA50qlTp1lt27Z9RfNvK24I/UVZS6EQQAABBApfIFJXkJrCXaYnr68MU4Ibapuy\nvzg/lwZSnN99zh2B6Av4atDliu8ncoNokXKXMlTZQllXceOJQgABBBAoToFINZCCPuCZvhUT\ntOEFirvm+Zs/d7Hz0N+zFAoBBBBAAIFkgf5a8KKysVKRePRIdL63yN3p3Hh6R3HDiUIAAQQQ\nQKCoBNzve57yVlEddXEcLFeQiuN94igRQCA7AX8J92/Fgyq0Tn7qiBEjHtPgDO6u3S15HfMI\nIIAAAkUlENsrSO4S4RHs/HsVdIUoqr+zHCwCCCDQIgLuQrehMlZZHD6C6urqn/Xp02fwnDlz\nZmj5UeF1TCOAAAIIINCSAtl0sXP3h30TB+shWndT+iodU8RXmygEEEAAgXgLDNLpe8CFL1Iw\nrFBXV3fM9OnT/Xni+5AoBBBAAAEEilLgCR217zdyY6m+jNd6KnMButhlbsWWCCBQPAIn6lCf\nbeBwL9H62xvYhtUIIIAAAoUtEKkudtn+DpLvP/KP8zVUHqaVQgABBBCIt4DvPzpT6aKkGszH\n3bX9G3r/z955wFlRnW3chQVFiqIgNhR7wRbFglHBGo29YFdQ/FZYNvolJlHT1KixJRojRYmx\no1Fj7x27idHYu7h2sYMKSNvveWDGb5zMvXvvcu/de2f+7+/37Jw2Z875z9y9895z5sw1EgYB\nCEAAAhCAAAS+I8AI0ncoCEAAAiki4NdBeLXTq6QODQ0NKzQ1NUWn0/1U6dOk5SUMAhCAAARq\nl0CmR5AKOW3+QvSvhZMLKUwZCEAAAhBILQG/DuIA6YH6+nq/EmLF6dOne6r2WOkI6VBpqPSe\nhEEAAhCAAASqgkCxU+zc6D2kvaXFpHDZVk+TcF1dpFWlcdKJEgYBCEAAAtkm8Ky6P2Ddddf9\n+8yZM1e86qqr+il+kPSYtI30sIRBAAIQgAAEqoZAsQ7SYWr5Ra20/nXle9UiDAIQgAAEIGAC\nkzbeeOMfNjc39/z222/9qojPpanOwCAAAQhAAAK1TuBldWCKdIjkt5/7vUjHSatLnkbhLz1P\nncCKI8AzSMXxojQEIFD9BNZVE4+X/iz9QvL3BAYBCEAAAukk0Fnd8grXA9PZvdy98rNFflns\n1ZEi9yrsd1iE9gMFPOfc777ACieAg1Q4K0pCAALVTcDvwbtQmis9Ld0gPSf5u+Ecyd8lGAQg\nAAEIpItAqhykYl4U203n0c8cPRQ5n172e/1I/D8KvybtHkkjCAEIQAAC2SEwXl3dUdqisbFx\njFat85S69SS/XNyzD/4oYRCAAAQgAIGqJVCMg+SpdX6PxZqR3thBWkHqE0l7R+G1I3GCEIAA\nBCCQDQKbqJsHS3uMGDHig7q6ur/MnTv3pqDrnnHgqdhHSUy3C6CwgQAEIACB6iNQjIPk1nvx\nBa9it6kjsufnb+alOdhd2lLi4VvTwCAAAQhki8Ce6q5Xpfv3bJm2vx8riyC4R+GXJGYZRKAQ\nhAAEIACB2iawgZrv55A8t/yHkh2sN6UZ0o3Sx5If0DpUwgonwDNIhbOiJAQgUL0ELlPT/tZK\n825Q/p9bKUM2BCAAAQjUFoHMPoPk0/SM5Lnld0ufSHaUhkhevc6/CPaWJkhXSBgEIAABCGSL\ngF8QvmIrXXb+R62UIRsCEIAABCBQ8wS8KtGG0so135P26QAjSO3DnaNCAAIlJNC7d++d9ELY\nOaqyf45qN1e6f1hbJ0c+yRCAAAQgUJsEMj2ClOuU+QvRy7lOylWAdAhAAAIQSDeBfffd9/AN\nNtjga/XSCzPEnSS//uFayVPwXpAwCEAAAhCAQFUSqG+lVX9Sfr9WyiRl+11J1yRlkAYBCEAA\nAqkjMLhbt26nzpw5c+Dtt99ep975XUh+95EXbHhTWlXaQrpcapIwCEAAAhCAQM0S8DNHXnQh\nn76K5U9T3G9PxwonwBS7wllREgIQqC4C/v/lFes8MrSN5HceDZWaJT+f6h/LTpN4gbggYBCA\nAARSSiBVU+xaO0c9VKBnRAMU/lK6RfJS34tItm7SrpLfi+SpFa2NTKkIFiGAgxSBQRACEKgZ\nAmuppbOk4Qkt7qq0x6XbE/JIggAEIACBdBHIlIMUP3X3K2Gi5EUZksyrE3kEaWRSJmk5CeAg\n5URDBgQgUMUExtTX1z+Yp33rK88zEFbPU4YsCEAAAhCofQKpcpD8HqNCzXPKvQKRH7L1ogxJ\n9rYSPS3Pc80xCEAAAhBIMYG+fftu3dDQMHD48OFL5Ojms0r/UPLsAwwCEIAABCBQEwSKmQrn\nOebfSMvm6ZlHlvpJj+QpQxYEIAABCKSAwLbbbrvS5MmTn77uuuv8rFEu87LexfwYl6se0iEA\nAQhAAAJVSeBKtcqLMgxMaJ1HmMZJnk6xZUI+SbkJMMUuNxtyIACBKiUwYMCABzp16nRPnub5\nGSV/J6ydpwxZEIAABCBQ+wRSNcWu2NOxgXZ4X/IXnp9HGi39QbpUek9y+gUSvxYKQhGGg1QE\nLIpCAAJVQ8DfCZ5yvW9Ci/yjmb8nLAwCEIAABNJNINMOkk/t0tId0nTJDlGoZoWPlrDiCeAg\nFc+MPSAAgeog8DM1w1Owz5Y2kvpJe0pPSe9KK0gYBCAAAQikm0DmHaTw9Pp5I0+b8HsveoWJ\nbNtEAAepTdjYCQIQqDCBDqNGjTq9sbGxb+y4fs3D01L4g5mfV71I8g9qGAQgAAEIpJ9Aqhyk\nYhZpiJ9aT6t4KVA8jzgEIAABCKSMgJyjY9WlEbNnzz431jW/G8/qKfn9eV65bqaEQQACEIAA\nBGqOQFscJI8YHSItJXWR6qS4XaIEP5eEQQACEIBAeghs1tLScsT48ePtACXZF0q0MAhAAAIQ\ngEBmCPhB3HAKRb7tiZkhUpqOMsWuNBypBQIQgAAEIAABCECg8gQyPcXuZPH23PIG6QHpYynJ\n5iYlkgYBCEAAAqki4FkEfh7161T1is5AAAIQgAAECiTQVeXs+PhdR1hpCTCCVFqe1AYBCJSI\nQENDwzLDhg1bJFbdMMWfl8KZBG8o7NXs7CxhEIAABCCQPQKpGkEq5n1FXtZ7quQRJAwCEIAA\nBFJOwM6RXgT7fNeuXfeIdPWvCo+RbpT80vCNpfHSr6SbpbY826rdMAhAAAIQgEB1ECjGQfLo\n0YPSAVIx+1VHT2kFBCAAAQgURaBz586na4c3XnzxxX8EOx6m7YHSIOm30hPSv6UzpU2kAdJx\nEgYBCEAAAhDIDAGvXPe6dL20lbSCtGSCPC8dK5wAU+wKZ0VJCECgQgRGjBixzu677+53Hv1G\nelPylDq/FPYeabAUtxFK8LOp/IgWJ0McAhCAQLoJpGqKXbGnyr8WTpHCeee5ticWW3HGy+Mg\nZfwCoPsQqFIC3dWuf0rvS8dInknwC+liyY5SkxS1for4e2GlaCJhCEAAAhBIPYFUOUjFzhX/\nj07vBwWc4pcLKEMRCEAAAhCobgJ/VvMWlzaQ/OPYWdLjwfZebf2+O8efkmxz5m8YQQo4sIEA\nBCAAAQhAoI0EGEFqIzh2gwAESkugqanp15KfM+oleZRoh8gRvHLdiZG4F2W4IhL3M0qfScX+\n+BapgiAEIAABCNQggVSNIJVjnriXee1TgyeWJkMAAhDINIHGxkY7Q7+XPFNgI8kOkkeKQhut\nwE+ltYOE27TdNAgvq633PV/yfhgEIAABCECgJgm05Ve+PdTTvaXFpE5Br+u0dV1enGFVaZx0\nooRBAAIQgEDtEFi2paXluDFjxkxUk3eWPGXOzx2FNl6BbaRHJb84fBFpYcmj4CdIkyQ7SRgE\nIAABCEAgMwQ8fSLXwgxh+msqYycKK5wAU+wKZ0VJCECgMgSW12H8f93Ld0etgyIeRXpHCv/v\ne+U6O0Z2ljAIQAACEMgegVRNsSv29HnxBT+oe4jk6RRfSX7nxeqS34/0uTRWwoojgINUHC9K\nQwAClSHgZ4wekzxSFLetlOCpdAdKdpowCEAAAhDILoHMOkh+tmimdHXk3Htuur9AQ/uBAp6S\n4TerY4UTwEEqnBUlIQCBEhLQc0dLH3nkkeEzRdGal1ZkO8kjRV6lbhfJ78LzNOpfSdOksyUM\nAhCAAAQgkCoHqb6I89lNZTtJD0X2eUXhXSNxLwP+mrS79GQknSAEIAABCFQZgSFDhnTu0KHD\n7dK/1bSGoHmDtP2jNCCIe+Mvvn9I4RS6ZoV/Iv1NwiAAAQhAAAKpIlDMtAhPrftUWjNCwA7S\nClJ01Tr/2pj0a2RkN4IQgAAEINDeBJZaailPjV529uzZvwnaMkRbzwzwj11+91FPyY7SfZLt\nCKmftJKEcyQIGAQgAAEIQOAeIXhXCpd19S+Nfkj3SMnWXfK0i0skrHACTLErnBUlIQCBEhHQ\nCFIXT7ELquut7VTpuBzVn6n0yVK3HPkkQwACEIBAdgmkaopdsafRvyj6OSQv+/pDySNQb0oz\npBslr2Rkh+lQCSucAA5S4awoCQEIlIfA0ar2LcnPmyaZF2rwLIJDkjJJgwAEIACBTBNIlYNU\nzBQ7n/VnpB2lu6VPJDtKnpLh1ev83JF/gZwgXSFhEIAABCBQOwTWV1MflubkaLJ/CHtCcjkM\nAhCAAAQgkFoCxSzSEEK4XwErtKcV6Cv5S/NLaZKEQQACEIBAFRJoamo6UC+D3VMvg/WPWzaP\nGP1Y8v9wv+zbzyXdJHm6dNz8C+GseCJxCEAAAhCAQJoIFDuCtLI6v2QCAP/iaEepWfJzSZ6K\nh0EAAhCAQBUR0PNGfeUcXaAmPR40ywvqPCf59Q12jlaRxkhvSNtIUVtCkc0ljyJhEIAABCAA\ngdQSKNZB8upGTXloeAnYiVJDnjJkQQACEIBAOxCYOXNmvRykczV6dI4Ov4x0n/Sq5FkAXq3O\nz5H63XZ/l26TNpRsnm0wXnpXcjoGAQhAAAIQSC2B1qbYraaebxXpvVep8xfm8EhaGLSzFY4c\n+ZkkDAIQgAAEqojAhRde6EUYwiW9f6vwB9J+Ujhtbh+F75BekvzM6YXSXyS/82g5aVtptoRB\nAAIQgAAEMkugh3ruL1CvTFeovlbZjSSscAKsYlc4K0pCAAKlIeAlu4cmVNVPaRdJX0j+v+9y\nYyWPOGEQgAAEIACBJAKdlejvjIFJmbWW1toI0lR1aBfJ89RtZ0sPSzc4ErO5ivuhXj+L9E4s\njygEIAABCLQDAT131E3T6vYYN27cFZHD+3//UtIbkbQw2KzA4dIxkmcDbC89J2EQgAAEIACB\nTBBozUEyBDs8ls1z1B+SrncEgwAEIACBqiZQ9/XXX19XX1/v6c+rSC9IS0h7S15cxyNFdpzO\nk76UorZCEPEIEgYBCEAAAhCAQBEEuqrsZpIXaMDaRoApdm3jxl4QgEBuAit169bt6REjRsxd\nbrnlnlexRyQ/P2TH6B/SY1Kz5FGk96R1pahdoMi/ogmEIQABCEAAAjkIpGqKXY4+fi/Zo0x+\ncNe/Mm4cyfGiDJdJfnmg5xx+Jf1V6ihhxRHAQSqOF6UhAIH8BDxK1Czd3adPn5WDol6ZzivW\nedRourSr5FEjr05nh6lZWlTy//ZfSl64YbCEQQACEIAABFojkDkH6S8iYgfI2jNC57Qg7QNt\n/YXrqRsu82cJK44ADlJxvCgNAQjkJ3CWsl+W/G4j21qS/z9v5Ijsaukhye818v/wjyQ/Q/q4\n5BEl/+C1r4RBAAIQgAAECiGQKQfpQBHxl6q/aA+RPJpkC79spyjcd17K/F8dH1DY5TcN0tgU\nRgAHqTBOlIIABAoj0KxiIyNFHX49Et9QYf+v7iN5mnSD5P/zzdLPJC/ggEEAAhCAAAQKJZAq\nByl0eHJ1fj9lfC1tIX0WKeQpd7ZzpXfnhRZaaK62v5YelbzE3z8lDAIQgAAEKkigqalpwLff\nfrvCDTfc8N6nn34aHrm7Al6RLjRPtbP5B65/S55m10/yCNPZEgYBCEAAAhDILAHPNc9n6ynT\nDk/UOXL5bfxHduv8zXd/Pc3ONmD+hr8QgAAEIFAhAh4NOnfKlCmPNTc3LyTnyFOf/SOW01+T\n/LqGLpJtufmbhb7zoBS3c+RyGAQgAAEIQCDTBPI5SJ1EZkXpkxghf8F61bqp0lOxPK+O5JGk\n1kamYrsRhQAEIACBBSDQX/s+Iw2aPHnydQ899NB9CvtFr4OC9Pe0/UY6XrIdKb0kNUu2wdL2\n0uUSBgEIQAACEIBAHgLNyrsrlv8jxT13/cZYuqObS87zVDuscAL/o6Lm5mcBMAhAAALFEPCP\nWZ4y55XoHLatJPkZ0XGS052/l+Rlvv0/3dudpYWlwyT/4HWOhEEAAhCAAATaQiBVzyC1BuAm\nFfCvjr0iBS9T2DfzvqmP21+U4Lzd4xnE8xLAQcqLh0wIQCAPgSHKs4OzeKyMnx2dLHn06Fvp\nTmmS5FF+j/a/L02XvGLdsVKdhEEAAhCAAATaQiBTDtJOIuQvU3/BHiWdL/mXxw+kHlJonlI3\nXLJz9I7UU8IKJ4CDVDgrSkIAAt8ncM4WW2zxcmNj49LfT54X8//pn0j+H+7ni34neXTJo/0H\nSp4RwMi1IGAQgAAEILBABDLlIJnUbyQ7PqH8a+OGUmh+8NcP+jrfo00bSFhxBHCQiuNFaQhA\nICCw5ZZbPjxixIhZUrjwQhKba5Q4NimDNAhAAAIQgEAJCGTOQTKzlaWjJc9VX0aK2uqK+CWD\nF0oDoxmECyaAg1QwKgpCAAJRAoceeugra621llca7RhNj4Sd/q40MpJGEAIQgAAEIFBKApl0\nkPIB7KBMC2s7ARyktrNjTwhkncCSAvCldHwOEE53vsthEIAABCAAgXIQwEEqB9WM14mDlPEL\ngO5DYAEJ7KP9Z0meRreG5C8qbx13uvMxCEAAAhCAQLkI4CCVi2yG68VByvDJp+sQKJbAsGHD\nFh88eLAXx4na1oo8I4XPi3rr+DYSBgEIQAACECgngVQ5SEyNK+elQt0QgAAESkzgsMMO6921\na9eX+/fvv1es6gcU30AKV6nz1vH7JQwCEIAABCAAgQIJxH+BLHA3ikEAAhCAQHsQWHTRRc+o\nq6v78MILL/Q7jrw4zlrSNOkhyS+GbQ6kDQYBCEAAAhCAQLEEGEEqlhjlIQABCLQvgQuuvPLK\np2bMmOGRoaWk26SnpIOlV6WtJAwCEIAABCAAAQjUNAGeQarp00fjIVBRAj/V0fw+ukGxo3o5\n79HSF9LysTyiEIAABCAAgXISSNUzSOUERd2FE8BBKpwVJSGQZQL+ArIDNCIHhDqlPymdmyOf\nZAhAAAIQgEA5CKTKQeIZpHJcItQJAQhAoIQEmpqajm5paXlnzJgxHjnqIV2Ro3qvXOe8I3Pk\nkwwBCEAAAhCAQCsEcJBaAUQ2BCAAgXYiYEeovrGxcX1tz77ttts+1Ha5oC1Pa/sXye85mhuk\nhZuPFVg8jLCFAAQgAAEIQKA4AjhIxfGiNAQgAIFyEzhcB/i55NXpFnr44YdnauW6uc3NzRco\n+pL0D+lG6RTJzyHtJ0WdpPUUf1PCIAABCEAAAhCAQM0S4Bmkmj11NBwCJSVgJ+gb6URpgHSa\n5LhHhSZKC0sePbpMsgPl55GOlkJbRoHPpJFhAlsIQAACEIBABQik6hmkCvDiEAUQwEEqABJF\nIJByAgeof36f0SaRfnok6FjJU+velewwOX+GZGfqRGmSZBsovSI9InWSMAhAAAIQgEClCOAg\nVYp0ho6Dg5Shk01XIZCDwBNK/6Pzhg8fvsSOO+7oqXJedMHPINkOlb6U7Pz8UHpdmim5zAeS\np9lNkLpLGAQgAAEIQKCSBFLlIPGi2EpeOhwLAhCAQDIBL8+9oXTX4MGD67t06XLbCius4OeQ\nbHaAbHdJi0mrSo9KnmLXINlOlZx+kOSV7jAIQAACEIAABNpIoL6N+7EbBCAAAQgUT8C/sK0o\nfSt5ypydn6UlP29kJ6l3//79D9KS3qt17tx5b8W3kraTnpNCcznbbKmn9I40RsIgAAEIQAAC\nEIBAagj8j3riG6WuqekRHYEABKIEeigyWvLojj/r1nvSvyRPjftassPTsvDCC9+x5ZZbhs8h\neRTpU2kV6WBpimQny7ay5LxfOIJBAAIQgAAE2pFAqqbYtSNHDh0hgIMUgUEQAjVOYAm1/wzp\nNcmOzyTpE+kNaV9pWWld6X3JTtHtkkeF7ABNl56V3pJ6Sx2lWyU7Qp9LF0prSkdJrvM2yWUw\nCEAAAhCAQHsSwEFqT/opPTYOUkpPLN3KHIHV1GNPeXtZshOzs/SoZMfnI8mOke0UqVkaJE2T\n9pdsf5M8yvSBdINkZ8hLdnvkyCvXRUefjlOcadKCgEEAAhCAQLsTwEFq91OQvgbgIKXvnNKj\n7BHwSI6fFfKoziJB972inJ832k26RvIokr9EPL0ufFfROWuttdaLo0aNukhptgbJDlLoDH2o\n8EmS34Hk55Ws8DkkBTEIQAACEIBAuxNIlYPEr4/tfj3RAAhAICUEfqx+rCptK3m0x+aV5vyl\nca80UXpb8kpzy0lPSgv17dv32S222MIve73Ccdl4yU6WnajNJD+nZGfJ5lEoDAIQgAAEIACB\nMhLAQSojXKqGAARST8DOj0eHNpIGS3430VQptDlBwP9rnX6/tLHk9MWlhbSkd7fXXntt5oMP\nPujnlkKbl6eIHarQOQrz2EIAAhCAAAQgUEYCHcpYN1VDAAIQSDMBOzqvSJ4aZwdpGckjRq9K\nm0q2F6VvJD+LZPPzRp4q94i0n7SQnKMfyDl6UMG5jgfmPC/ywIhRSIQtBCAAAQhAAAKZIsAz\nSJk63XQ2BQRWVR++lC6WegT9OUJbOzReaMGLKqwu2c6U3pWWl/wM0k8lT8ObLZ0uzZJ+JIW2\ngwJ+bunAMIEtBCAAAQhAoMoJeEaFZzwMrPJ20rwaIoCDVEMni6ZCQAS84MJ9UnSxBE+L+1z6\njXS3dJ1k84iRp9Z5dTo7PjsvuuiiO62xxhrPK+xRI484NUoN0tWSp9+dImEQgAAEIACBWiGA\ng1QrZ6qG2omDVEMni6ZmnkC9CHjZ7l0SSOylNI8I3Sx5oQY7RytJ50h2fD6UWrbZZps5Q4cO\n9XQ7jyZdJr0seUqdHaRBEgYBCEAAAhCoJQKpcpD8RY9BAAIQgEDhBJZU0UUkT5eL2/VK8HS5\nsZKdo3A1O48S7Srdvv/++/fr1avX67Nnz95e8UclDAIQgAAEIAABCEAgRoARpBgQohCoYgL+\nlWymtEOeNvoZI48kbSetHi83fPjwJeJpxCEAAQhAAAI1TCBVI0g1fB5S1XQcpFSdTjqTAQK3\nqo835umnnz+6I08+WRCAAAQgAIE0EcBBStPZrJK+4CBVyYmgGRAokMB6KudniLxCXafIPg6f\nJvkZpQ0i6QQhAAEIQAACaSaQKgcp7c8g2fEIl+At5qJ8TIUfL2YHykIAApki8Jx6u4d0peTl\nuL1KnW1raVFpT+kZaZ6NHDlyvY4dO972xRdf9J8wYcLUMJ0tBCAAAQhAAALVRyDtDpKXzm3L\nr7gnaj8cpOq7XmkRBKqJgJfyXlU6SPKLYm1nSBOkLxwJTc7RhJaWlidwjkIibCEAAQhAAALV\nSyDtDtJOQu9VpfzSqpuki6RCzCtOYRCAAASSCHganRdgsH0pjZkXyv2nTs7R1XPnzm2tXO4a\nyIEABCAAAQhAAAIlJOCldp+QvpV+UMJ6S1mVpwL67cNdS1kpdUEAAiUjsLFqukXyc0f+rDZL\np0jdJQwCEIAABCCQdQI8g1RjV4Ado+HS09J50hZSJcxT+/xLcyHWr5BClIEABCpGwP/o/fzi\nZ5KfMbpE8mj0/pLT/Pk+RtpDGix9KmEQgAAEIAABCECgpgj4ZsYPVq9bgVb7uYQ5kn9pLkaM\nIFXg5HAICOQh8EPl3SfNlvzZ9YIKDv9KittiSnhKuiGe4XhjY2PTqFGjlkzKIw0CEIAABCCQ\nMgKpGkHqkLKTk687f1LmetLz+QqVKO8N1eOVrOzwFKJRJTou1UAAAm0ncLB2nSi9J+0g+ceU\nR6QZ0kipnxS1KYo0SB5FWiWaIcdoZIcOHc6cNWsWP3pEwRCGAAQgAAEI1ACB+hpoY6020VP7\nCrXwge9Cy1MOAhAoLYGVVN2Fkkea/xKpuqfCXpluK+kKaQspah5BmixtKr0ZyThcizIcPX78\n+HciaQQhAAEIQAACEIBA1RPwM0JdpLp2bimLNLTzCeDwmSdgJ+jJBApO+7m0sjRXGiDFzU7Q\nofFE4hCAAAQgAIEMEWCKXYpO9lnqi1el2ihFfaIrEIBA8QTs+NyVsNuzSvPLXydJr0txB8lT\n6/pKLodBAAIQgAAEIJACAll6BikFp4suQAACZSLgUWQvyhC3C5Swk7Sr5PzoaLOnKJ8nPSY9\nO2TIkGoYjVZTMAhAAAIQgAAEFoQADtKC0GNfCEAgLQT8GoDtEzrjKXa/k66TVpe8nHcvaTvp\nAcmjz0NHjhzZs0+fPq9o5bq9FccgAAEIQAACEKhhAjhINXzyaDoEIFAyAuerpg0lPw8YNz+f\n9ILkhVeukT6Rbpc+kvwC2Te8Yl1LS8tX06ZNu1VxDAIQgAAEIACBGibAKnY1fPJoOgQgUDIC\nXpq/UbKj5FGhS6SPJS/1fby0rOTXBHjJ7x6SF2b4Sppnc+bMuaquru60Sy65xPkYBCAAAQhA\nAAIQqFkCfuD6EGnJdu4Bq9i18wng8BAICGyr7eOSV6zzM0ffSJdJy0kYBCAAAQhAAALJBFK1\nil1yF0mtNAEcpEoT53gQyE/Ao0Renc7/8DEIQAACEIAABPITSJWDxDNI+U82uRCAQDYJTFW3\n35Vm5ur+qFGjjtCiDDvmyicdAhCAAAQgAIHaJICDVJvnjVZDAALtSECO0eY6/PlamKFjOzaD\nQ0MAAhCAAAQgUAYCOEhlgEqVEIBA6gkMVA/PHTdu3G2p7ykdhAAEIAABCEAAAu1AgGeQ2gE6\nh4QABCAAAQhAAAIQGKe0aQAAQABJREFUKAmBVD2DxDLfJbkmqAQCEKhBAp4et7rkf+qvS9Mk\nDAIQgAAEIACBjBNgil3GLwC6D4GUE/CLXM+UrpbGSDtL/r93nOQXvb4kPSN9Jl0o9ZQS7fDD\nD+9+xBFH9EnMJBECEIAABCAAgdQQwEFKzamkIxCAQISAR8f/Kj0h+X1ndoCWl/4h2TH6pfRb\nyS+AXULaT9pMekxKcpI6dOnS5daFF174FOVjEIAABCAAAQikmAAOUopPLl2DQIYJnKW+7yZt\nIW0jNUq7S7+R7BBNki6QPpS+kG6W7CDNlv4kfc+0pPdBSlh/1qxZJ38vgwgEIAABCEAAAhCA\nQFkIsEhDWbBSaUYJ9FO/7ejskNB/jyh5qt030p4J+Z6C963UPZrX0NDQ68gjj1w7mkYYAhCA\nAAQgAIHvCPh53hbJq7xiECgJARykkmCkEgjMIzBSf9/MwcILMewk+ZmkvyWU6aY0/4P3tDwM\nAhCAAAQgAIHCCKTKQWKKXWEnnVIQgED1E6gLmriUtu/maO4spS8c5Ltc3JxnczkMAhCAAAQg\nAIEMEsBByuBJp8sQSBGBLurLr6VXJDs1fp5oV8nT4UKHScHvzFPs/GzSatJ736X+f8D7TpFe\nHjly5E569ujc/88iBAEIQAACEIBAFgjgIGXhLNNHCKSTwGLq1iOSp9RdKPmZowbpY6mX9Bcp\nbl684VDJzxpdF8tcRfHTpXO1nHfPDh06XF5XV2eHC4MABCAAAQhAIEMEvBQuBgEIQKAWCZyv\nRntK3PrSZ5EOXKvwLdIo6XUp6ih9pfhUyc6Vl/ZeRJoubSUdJdnhOrm+vn5NbW954YUXTtEW\ngwAEIAABCEAAAhCoMAEWaagwcA5X8wT6qgdzpR/m6Umz8ryanZf0vl16VvI+l0q7SPdKXrTB\nU/P+I3kkqqOEQQACEIAABCBQHIFULdLACFJxJ5/SEIBA+xDoocMOkvpIXoDBU+g8/e1RKZeN\nU8YB0l+lFaQHpDukFyTbrfM3855V8sp1GAQgAAEIQAACEFgIB4mLAAIQqAYCPdUIPxe0kmTH\n5x7pVcl2jHSiA7LJ0nKSR33mSPlsRpDp9x7ls3nO0ZAhQzr36tVr4Lhx4x7MV5g8CEAAAhCA\nAATSTYBFGtJ9fukdBGqBwBFqZLN0jrS99BPpZeliyYsmnCQdLS0hrRpsx2u7uPRbKZcNUsbz\nuTLj6UsttdQftTDDRfF04hCAAAQgAAEIQAAClSfAM0iVZ84Rq4PAYWrGTKlJij7/4zdxvyf5\nmSGPLCXZG0r0SJKn3cVtOyV4hGmLeEZSXKvWLa8lvWePGDFim6R80iAAAQhAAAIQyEsgVc8g\n5e0pmRUjgINUMdQcqIoIdFdbPpd+mqNNnhpnJ2fXHPmrK92LMPgdSFtJrm9F6XhpunSaVLA1\nNDT4OSUMAhCAAAQgAIHiCeAgFc+MPVohgIPUCiCyU0lgT/VqiuR/qkl2pRJfly5PygzS7tf2\nNcmOkp8lst6RDpcwCEAAAhCAAAQqQyBVDlJ9ZZhxFAhAAAL/RcCjPZMkT7FLMr+vyHkul8u6\nKuNSaay0kuT3HHnqnR0lDAIQgAAEIAABCBRNAAepaGTsAAEIlIjAp6pnGalOSnJo7lW6R4Le\nkpLML3MdIHkBB698ZxVsmlK3ZufOna+bNm3aZhdddJEdKwwCEIAABCAAAQgs1AEGEIAABNqJ\ngB0gr0yX6xkjT5+z87SqtJgUNTtW10h3Sk9EMwoNd+rUaUJLS8sknKNCiVEOAhCAAAQgkA0C\njCBl4zzTSwhUI4GP1KhzpL9JdpKijo4dp39InoI3V3pV8jNJfknsatKB0ovSwVJbrIOco/un\nT59+Zlt2Zh8IQAACEIAABCAAgfISYJGG8vKl9uol4KW9/yp5tbo7pLOkyyRPl3tWWkFaRPIy\n4B4telq6WRomeV8MAhCAAAQgAIH2J5CqRRraHyctMAEcJK6DrBPYXAD+It0qXS4dIjHCLQgY\nBCAAAQhAoAYI4CDVwEmqtSbiINXaGaO9NUlAL4MdetBBB/WoycbTaAhAAAIQgED1EkiVg8Qi\nDdV7odEyCECghAQaGxuH1dXVXdC9e3c/34RBAAIQgAAEIACBRAI4SIlYSIQABNJGQM7Rz9Sn\nY88///zmtPWN/kAAAhCAAAQgUDoCzPEvHUtqggAEqpjAxx9/PODaa6/N9VLaKm45TYMABCAA\nAQhAAALZI8AzSNk75/QYAhCAAAQgAAEIpIUAzyCl5UzSDwhAoGQEFlVNPVupzYsjLCdVcuSa\nacStnBSyIQABCEAAAhD4PgFuHr7PgxgEIFAcgf1U/D/SN9Ln0vvSiZLfXRTajxV4UpoivSe5\n3AVSb6ls5tXqmpqaXhk5cuQeZTsIFUMAAhCAAAQgkDoCOEipO6V0CAIVI3CmjnSpdJc0UFpf\nOlU6QnpA8qjS/0p+setj0mbSapLzHbbT5BGlstjiiy9+uiv++uuv7ynLAagUAhCAAAQgAAEI\nQKBsBHgGqWxoqbhMBHZWvV7wYOuE+pdS2pvSVdIcyaNMcfMI08OSnauymEaPdmtoaFizLJVT\nKQQgAAEIQAACUQKpegYp2jHC7UcAB6n92HPkthHwqMz4PLvupbxZ0r15yqyrvBZp9TxlyIIA\nBCAAAQhAoPoJpMpBYopd9V9wtBAC1UhggBp1Z56GeWSoXnohT5nnlfeRtFGeMmRBAAIQgAAE\nIACBihLAQaoobg4GgVQR8OhPLgvz6nIVCNKdH5ZtpWjr2Y2NjQdoUYZBrZekBAQgAAEIQAAC\nEEgmgIOUzIVUCEAgP4Gnlb19niLbKc/PH3kaXS7zog59pKdyFSgmXc8cDairq7u0Q4cOSxSz\nH2UhAAEIQAACEIBAlAAOUpQGYQhAoFACo1VwuLR5wg52UM6Srpe2kg6W4uYV7sZJd0ivxzPb\nEp87d+5O2u/iMWPG3NCW/dkHAhCAAAQgAAEIQKB6CLBIQ/WcC1pSOIHzVHSadILk0aDVpMOk\ntySPCnWXRkmzJTtDW0prS3aYXpTekJaRMAhAAAIQgAAEaptAqhZpqO1TkZ7W4yCl51xmrSd2\niF6V/ByR9ank9yN1lULzVLxHpbmSy/hFsXaumAonCBgEIAABCEAgBQRwkFJwEqutCzhI1XZG\naE+xBJbUDstK+abtdlF+b6m1hRtUpDAbNmzYInrX0WKFlaYUBCAAAQhAAAJlIpAqB8nL8GIQ\ngAAE4gR6KOEgaROpo/SMdLn0iZRknyUlxtKmK26Vyuq6det2kyp7W2ooVaXUAwEIQAACEIBA\ntgnk+7U322ToPQSyS2CQuu6FE34j2TnyM0R+luhNaW+pKkxLeh/Y0tKy+cyZM8+oigbRCAhA\nAAIQgAAEUkGAEaRUnEY6AYGSEVhDNd0qXSz9XJop2fxjyrHS36XBkp8palfTqnUT6+vrtx4/\nfrwdNwwCEIAABCAAAQhAIEUEeAYpRSezxrtiB+iePH2w49TuzlGe9pEFAQhAAAIQgEDlCaTq\nGaTK4+OISQRwkJKokNYeBL7WQffKc+CNlefV6FiBLg8ksiAAAQhAAAIZI5AqB4lnkDJ29dJd\nCOQh4KW5rXfzlHGeV6HzanQVNz13tLV0SsUPzAEhAAEIQAACEMgMARykzJxqOgqBhfqKwTGS\nX9rqdxX9SIouuf2N4l9Iq0q5bDVleATpw1wFypWu5bx7dejQ4SrJC0dgEIAABCAAAQhAoCwE\ncJDKgpVKIVB1BH6mFnllOk/n7CltIHmJ7IelZaTQrlfgf6VcC7jYwbpXmipV1Dp16rSCDvjo\n5MmTT6jogTkYBCAAAQhAAAIQgEDFCfAMUsWRZ+qAvr5mSAfHer284o9JfseR5w7blpM+lq6V\nos8ZeerdGMmjTOtKGAQgAAEIQAACEAgJpOoZpLBTbNuXAA5S+/JP89G7qHOfS0fn6KSdoE+k\nxkj+Ogq/LE2T7pfulqZIfv5oSwmDAAQgAAEIQAACUQKpcpCYYhc9tYQhkD4CdmjsJI3P0TU7\nT5dLu0fyX1DYo0T7SY9K/5bsxK8meUpexWzw4MH1o0aN2rBiB+RAEIAABCAAAQhknkCu5wwy\nDwYAEKgBAl5Jrp/khRXekJJsWSV+JE1PygzS3tJ2u1j+bMVvCRTLqly0f//+f6irq9tHR1y5\nckflSBCAAAQgAAEIZJkAI0hZPvv0vVYJrKmG3yVNlv4lefGFSdIBUty82tzSkkeRctlKyqj4\nqnS5GhOmaznvvnKOjpkzZ86oMI0tBCAAAQhAAAIQgEA2CPAMUjbOcyl66dXn/DzQbdKm0qKS\nHZwTpZnS8VLUWnsGySvaeVGG6DNI0f3bNazpdf3btQEcHAIQgAAEIACBQgik6hmkQjpMmfIT\nwEEqP+M0HMEjvs9LV0rR9xeFfdtTgTnS+mFCsPX1lW8Vu2eVv3BsH6IQgAAEIAABCECgUAI4\nSIWSolzBBHCQCkaV6YJbqPd+NqhPHgr3KW90Qr7fX/St9Ip0leSV6ew0PSotI2EQgAAEIAAB\nCECgrQRS5SCxSENbLwP2g0DlCaynQ74m+dmjXPaQMrZJyPyT0q6VhkirSV6y+2zpLqlFqgpr\naGhYRS+EvXzq1KnbX3755X7nEgYBCEAAAhCAAAQqSgAHqaK4ORgEFoiAnzFapJUanO9ySfaO\nEu0oVa117tz5ipaWlq9wjqr2FNEwCEAAAhCAQOoJ+JkGDAIQqA0Cj6uZXpDBL3JNMj+XtIvk\ncjVnQ4YM6ahGPz9r1qyhNdd4GgwBCEAAAhCAAAQgUFICPINUUpyprsyr13lp78USevl7pX0l\n8UxRAhySIAABCEAAAhAoGwGeQSobWiqGAARaI3CYCjwgeeW5P0te1W4pyaMuW0l+xuhDCYMA\nBCAAAQhAAAIQgEDNEmAEqWZP3QI1fGHt/QNpY6l7ETV1U9mTJC/YMEv6RPLS32tLNWd619Ge\nWpxh0ZprOA2GAAQgAAEIQCAkkKoRJJ5BCk8rWwhUjoD/ifxBsmPztOQpc59Kf5N6Sq3Z1ypw\ngrS61EnqLR0ovSTVlMk52l8Nvrpjx45L11TDaSwEIAABCEAAAqklgIOU2lNLx6qUgFeOvFka\nJo2SlpA8IrSXtKn0iLS4lAmrq6v7rVat+924ceMmZaLDdBICEIAABCAAAQhAoCACTLErCFMq\nCh2tXnwm9UvoTQ+leRTo/IS8VCYNGzYsM85gKk8gnYIABCAAAQjMJ5CqKXac1OoggINUHeeh\nEq14QQf5dZ4DeSTpG6m19x3lqYIsCEAAAhCAAAQgUFECqXKQmGJX0WuHg2WcgN/zs5bkaXS5\n7GFleMGClXMVIB0CEIAABCAAAQhAoHwE/DwEBgEIVIbAXB1mttQlz+HCvJl5ytRs1iGHHNJ1\nscUWe1TPHf1qzJgxt9dsR2g4BCAAAQhAAAKpJcAIUmpPLR2rQgItatMT0u552raH8iZLqVy0\noEePHn+Qc7TYl19+mW8ULQ8esiAAAQhAAAIQgEB5CeAglZcvtaeHgJff9tLaj0mvSHdIfjmr\np80VY2eo8BHSjxN2Wldpfr/RWZJHm1Jnco7+NXv27D0mTJgwNXWdo0MQgAAEIAABCEAAAiUj\nwCINJUNZloo2UK0fSH4xq52kI6XzJN/k3y95me5i7Hcq7Be8+r1He0o7S3+UvDjDBIkfLgQB\ngwAEIAABCECgZgikapGGmqGe8obiIFXvCbbz8650pdQp1sy+ittpuiKWXkh0BxW6S/pS8otf\nH5MOkTAIQAACEIAABCBQawRwkGrtjNVAe3GQqvck/a+aZgcp17LbmynP0+FWk7AEAk1NTbuN\nGDFik4QskiAAAQhAAAIQSAeBVDlITOVJx0VJL8pHYGtVfaM0I8chvOjC29LgHPmZTh45cuR6\nAnBNx44d+2UaBJ2HAAQgAAEIQKBmCOAg1cypoqHtRKC7jvt5K8f+QvnFPofUSpXpyJZjdIAW\nZrhOS3pfk44e0QsIQAACEIAABCAAgUoQYIpdJSi37Rjna7db8+zaVXleXMELLWAQgAAEIAAB\nCEAgiwRSNcWOF8Vm8RJOT59XVFe8XPbS0gfSbdJ7UintMlX2sLSF9EhCxb9RmhdauC8hjyQI\nQAACEIAABCAAAQhAoA0EGEEqDprfPXSm5KWy35S81HazNFM6WSr11NHRqtNO0KGSfyGx9ZLO\nlmZLjB4JQmiDBw+uHzZsWK5FLcJibCEAAQhAAAIQSA8BRpDScy7pSY0SOEftPlDaXbo90ge/\nU+hiqZN0XCR9QYM/UQUeoRorXSD5maM+UrPkEay7JSwg0L9//+sU/FAaARQIQAACEIAABCBQ\nawSYYldrZ4z2risEo6RtpYlS1G5Q5FvpZulC6Q2pFNaiSv4g/UXaQuopvSX9S/IS31hAYNSo\nUfvX1dVtP3PmzA2BAgEIQAACEIAABGqRAA5SLZ61bLd5b3X/SWliDgweUXpZ2kvyNLxSml/o\nemcpK0xbXXPnzv1Xhw4ddhw/fvwraesb/YEABCAAAQhAIBsEcJCycZ7T1MsV1JlXW+mQb85d\nDqswgXHjxk3SIS0MAhCAAAQgAAEI1CSBUj/MXpMQaHRNEfhUrV2ulRYvr/xPWilDNgQgAAEI\nQAACEIAABP6LAA7SfyEhocoJeArdIGmNHO1cX+mbSC6HVYCAnjsa2NjYWMpFMSrQag4BAQhA\nAAIQgAAEkgngICVzIbV6CUxU0+6SbpRWlqJmp8krqFl+TgkrM4GRI0f21KIM10i9y3woqocA\nBCAAAQhAAAIVIcAzSBXBzEFKTOAg1XeN9JLkkaJmaRVpJ8mLKBwmYZUhsEZLS8vL33zzza8r\ncziOAgEIQAACEIAABCCQBQK8KLZtZ9nvIDpfukkaK+0gYRCAAAQgAAEIQAAClSXQWYfza1EG\nVvaw5TkaI0jl4UqtlSHg0SMLgwAEIAABCEAAAhCAQEkI8AxSSTBSCQQyRaBOCzOsnqke01kI\nQAACEIAABDJDAAcpM6eajkKgNASamppOUk1eKAODAAQgAAEIQAACqSPAFLvUnVI6BIHyEWho\naFhBizL8au7cufuU7yjUDAEIQAACEIAABCCQdQIs0pD1K6B2+t9BS3tvVjvNpaUQgAAEIAAB\nCFSAQKoWaagALw5RAAEcpAIgUQQCEIAABCAAAQhAoCoJpMpB4hmkqrzGaBQEIAABCEAAAhCA\nAAQg0B4EeAapPahzTAjUEAE/d9SpU6cLPv74472uvfba6TXUdJoKAQhAAAIQgAAEiiaAg1Q0\nMnaAQLYIyDm63D2WczQjWz2ntxCAAAQgAAEIZJEAU+yyeNbpMwQKJDB48GD/iPLRrFmzDtHW\nb8jGIAABCEAAAhCAAAQgUHYCLNJQdsQcAAIQgAAEIAABCECgTARYpKFMYKkWAhCAAAQgAAEI\nQAACEIBAuxJgil274ufgEKhOAqNGjdp2yJAh/jUIgwAEIAABCEAAApkigIOUqdNNZyHQOgG9\nCHYPlbqrZ8+efVsvTQkIQAACEIAABCCQLgI4SOk6n/QGAgtMoGPHjqepklPHjx//5gJXRgUQ\ngAAEIAABCECgxgiwzHeNnTCaC4EKENh2zJgxH1TgOBwCAhCAAAQgAAEIQAACiQRYxS4RC4kQ\ngAAEIAABCEAAAjVAgFXsauAk0UQIQAACEIAABCAAAQhAAAJFE2CKXdHI2AEC6SIwbNiwRbp2\n7XrP3LlzTxo3bty96eodvYEABCAAAQhAAALFEWCRhuJ4URoCqSOw6KKLnlxXV9dPHXsqdZ2j\nQxCAAAQgAAEIQKBIAjhIRQKjOARSSOCNlpaWfTR69EUK+0aXIAABCEAAAhCAAARqkACLNNTg\nSaPJEIAABCAAAQhAAALzCLBIAxcCBCAAAQhAAAIQgAAEIACBNBJgil0azyp9gkArBEaOHLld\nU1PTuq0UIxsCEIAABCAAAQhkjgAOUuZOOR3OOoGGhoY1O3bseLNWrVsv6yzoPwQgAAEIQAAC\nEIgTwEGKEyEOgZQT6Ny5c4O6eNfYsWMnpLyrdA8CEIAABCAAAQhAoEYJsEhDjZ64Gm22fxjh\nx5EaPXk0GwIQgAAEIFCFBFK1SAMviq3CK4wmQaDMBOaWuX6qhwAEIAABCEAAAjVLIGu/IrfW\n3446kz2lRWr2jNJwCCQTqFNya9d/8p6kQgACEIAABCAAgQwRyMINUx+dz6ulz6Wp0gPSD6Uk\n86peLndsUiZpEKhVAqNGjbpSq9adV6vtp90QgAAEIAABCECgUgTS7iB1E8gnpX0ljw69Jw2S\nHpJOlTAIpJ5AY2PjPnV1dXvOmTPngtR3lg5CAAIQgAAEIACBBSSQdgfpF+LTVzpJWl5aU9pY\nekH6lXS2hEEg1QTkGL2kJb33GDdu3HOp7iidgwAEIAABCEAAAhBolcA9KjFZii9GsZjSPIrU\nItmJCm0DBZx2QphQoS2r2FUINIeBAAQgAAEIQAACECg5gVStYpf2EaTldPoflmbHLoMpiu8i\n+Rf1MyRPwcMgAAEIQAACEIAABCAAgYwTSLuD9LbO73ZS0qp0XrDhx5KfS7pUyrVwg7IwCNQW\nAS3KsKE0qrZaTWshAAEIQAACEIBA+xNIu4N0nxB7Ot0fpGUTcL+vtO2lr6TbpZ0lDAI1TeCg\ngw7qoQ5cp4UZ/MwdBgEIQAACEIAABCBQBIG0O0ijxeIl6afSu9L+UtxeVcIOkl+eeUqQ6XfG\nLIitop1nSHMK1PnBwXiBZwCCTdsJLL744n6WbvKUKVOOa3st7AkBCEAAAhCAAASySWBBHYFa\noOalvr2k927SMdL1UpLZqbFDtaN0knSi1FYzV0/Z8wNrhdjaKuR31CwszSxkB8pAAAIQgAAE\nIAABCECgSgj4nvdbaXPp8SppE80okEAhI2ZeBtwvjK2kDdTBvHpeoQ5VJdvGsSAAAQhAAAIQ\ngAAEIJCPgO9hfS/re9qat0IchprvZKQD8SlsnZTXRYqOpPnFss9H9iEIgZog0NTUlPScXU20\nnUZCAAIQgAAEIACBaiGQNQcpzv0sJUyTNopnEIdALRHQgnXHq72P1FKbaSsEIAABCEAAAhCo\nRgL11dgo2lQVBOw8+/rI9UyUR908lIq1M4HGxsa+asJJLS0th7ZzUzg8BCAAAQhAAAIQqHkC\nWR9BqvkTWMYOXKu6/5xQ/zpK88t3PfL2hDRSwtqRwEsvvfShnKNdxowZ8/d2bAaHhgAEIAAB\nCEAAAhBIAQE7AB4FGdDOfanEIg1efGJEIIdzmZ3m0yVzGRsr1Efxr6TLpfUlT+uaLTFFURAw\nCEAAAhCAAAQgkFECqVqkgSl26b+KV1YXr5A2k14Luru6th79OViaFKR5s4zkUYgfSB9IcWtU\nwrvS/0h+z9Oz0nrSEOkpCYMABCAAAQhAAAIQgEBNE8i6g2THwTf2b9X0WczdeDs8ng7nVfns\nKDVLtn6SX07rPI+efSjZtpOmS07zO6Hitq8S7EDZOQrtgDDAtnIEvGKdptWdM2nSpEPvuOOO\nbyt3ZI4EAQhAAAIQgAAE0k0g688g/Vun19PFPkvpaT5F/bLz45fkNkuhNSvgNOe5TGh2fnaU\nwpGmMD3cLq+AR5Yukz6RPPr0EwmrMAE5R5fokCvKOcq1iEaFW8ThIAABCEAAAhCAQDoIZN1B\nSsdZTO5FRyV7xOc0Kekm2mmnB2Vc1jZr/ibxbw+ldpPsULncQdJt0jnScAmrEIGGhga/v2vu\nrFmzfA5YSbBC3DkMBCAAAQhAAAIQgEDlCAzUoXyj6wfcSmVLqyLXuUaeCp3nMi4bt7uVEF2k\noaviLvtErOCdij8XSyMKAQhAAAIQgAAEIJAdAr6H9X2i72lr3hhBqvlTmLMDU5UzV1oqZ4n5\neS7jsq3ZNyrwpXRrrKAdKb+HB4MABCAAAQhAAAIQgEDNE8BBqvlTmLMD05TzqDQsZ4n5eS7j\nsoXYMyq0ZqzgpoozghSDUo7oiBEjNhkyZEg4HbIch6BOCEAAAhCAAAQgkHkCOEjpvgR+q+4N\nlZJe5uo057lMoXamCnrVOsvPwewt7SxNkLAyEhg5cuRO9fX1j/fu3XulMh6GqiEAAQhAAAIQ\ngEDmCdRnnkC6ATyo7h0hXSANkzwdzraDtIHkPJcp1O5QwRHS+dIlkkee/iSNl7AyEujYsePZ\nWrnuT2PHjn2jjIehaghAAAIQgAAEIAABCFQFAT/Q5gfbSrlIQ7Rjqyji0Z/7AjnstLZanXZc\nUWK6V1sJFrnfqFGjVtcujPgWyY3iEIAABCAAAQhUhECqFmmoCDEO0iqBcjtIrTaAAhCAAAQg\nAAEIQAACEGgjgVQ5SPwi3cargN0gAAEIQAACEIAABCAAgfQR4Bmk9J1TepQCAlqtrnOfPn1u\nnDNnzmnjxo17OAVdogsQgAAEIAABCECgJggwglQTp4lGZo3AUkstdYL6vOGMGTNeyVrf6S8E\nIAABCEAAAhBoTwI4SO1Jn2NDIAeBurq6L7Rq3b4XX3zxJzmKkAwBCEAAAhCAAAQgAIHUEmCR\nhtSeWjoGAQhAAAIQgAAEUk+ARRpSf4rpIAQgAAEIQAACEIAABCCQSQJMscvkaafT1UigsbFx\n8yOPPHK1amwbbYIABCAAAQhAAAJZIYCDlJUzTT+rmkBDQ8Mqeu7oro4dO/6wqhtK4yAAAQhA\nAAIQgEDKCeAgpfwE073aINCpU6ej1NJHx44de2lttJhWQgACEIAABCAAgXQS4D1I6Tyv9KrG\nCHzzzTfHdu7ceY6a3VJjTae5EIAABCAAAQhAAAIQKDkBVrErOVIqhAAEIAABCEAAAhCoEAFW\nsasQaA4DAQhAAAIQgAAEIAABCECgogR4BqmiuDkYBP6fwKhRo/7W1NR09v+nEIIABCAAAQhA\nAAIQaG8CPIPU3meA42eSgByj3VpaWg5R5zfPJAA6DQEIQAACEIAABKqUACNIVXpiaFa6CcyZ\nM+d9Let9wOjRo/+d7p7SOwhAAAIQgAAEIFBbBOpqq7mpba0XaXhM6i7NTG0vq6NjnaqjGbQC\nAhCAAAQgAIEKEphVwWNl8VBepOEryTNjHq91AEyxq44zGH5ofWFhEIAABCAAAQhAAAIQqEUC\nqfihnxGk6rn0BqgpjG6U93xcp+rvlh4t72GovUoJ/Eztel26pUrbR7PKS2BYUP0l5T0MtVcp\ngV3VrtUkFsap0hNU5mb9UPXvIO1d5uNkvXo7R09lHQL9h0CtEXhDDR5ea42mvSUjcL9qOqlk\ntVFRrRG4RA22sGwS8Gff/wOwbBLwd7/vATAIFESARRoKwkQhCEAAAhCAAAQgAAEIQCALBHCQ\nsnCW6SMEIAABCEAAAhCAAAQgUBABHKSCMFEIAhCAAAQgAAEIQAACEMgCARykLJxl+ggBCEAA\nAhCAAAQgAAEIFEQAB6kgTBSCAAQgAAEIQAACEIAABLJAAAcpC2eZPkIAAhCAAAQgAAEIQAAC\nBRHAQSoIE4UgAAEIQAACEIAABCAAgSwQwEHKwlmmjxCAAAQgAAEIQAACEIBAQQRwkArCRCEI\nQAACEIAABCAAAQhAIAsE6rPQSfoIgYDATG1nQSOzBDj/mT318zru849ll4D/93MNcP6zS4Ce\nQwACEMhBYAWld86RR3L6CSytLnZNfzfpYQ4CSyjdwrJJwJ99/w/AsknA3/2+B8AgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA\nAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhA\nAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI\nQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB\nCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQKC6CHSsrubQ\nGghUhMDKOspAae3gaJ9V5KgcpNoI9FODdpaer7aG0Z6SEvD3nD/vm0izpc8lLJsE+qnbfOaz\nd+75zs/eOafHEIBAEQSWVtkbpZaY7lfc/0Cx7BDooa6+JH2VnS5nsqerqdcvS9HP/IuK980k\njWx3ms989s4/3/nZO+f0GAIQKJJAB5WfKPlG6WppJ2mQ9DdprvSCtIiEpZ9AT3XxTsnXAg5S\nes93nbr2kDRVOlhaVfofaZr0ttRVwrJBgM98Ns5ztJd850dpEIYABCCQg4CdId8QP5aQf1uQ\nNyQhj6R0EdhT3flA8rXwrYSDJAgptZHql8/zkbH+2UlKSo8VI5oSAnzmU3Iii+zGIJX355zv\n/CLBURwCEMgWgaHq7lvSEQnd3l9p/kd6QkIeSekh4FFDn+dPpd2kpyUcJEFIqf1T/ZohLR7r\nn6daTZeejKUTTR8BPvPpO6eF9mioCr4l8Z1fKDHKQQACEIgR+JXivnH2NBwsvQS2V9dOlpYI\nuoiDlN5z3Uld8wjhczm6+B+lz5RcDksvAT7z6T23C9IzvvMXhB77QgACmSDQS738RJoi+YFO\nLDsEcJDSe66XUtf8o8cDObp4X5C/bI58ktNJgM98Os9rMb3iO78YWhkuW5/hvtN1CPgh7Vsl\n/8P0MPxHEgYBCNQ+AU+js3k6ZZJ9HiSyUEMSHdIgkE4CfOen87yWpVc4SGXBSqXtRMA3RV65\nJmp+BsGKm52im6VNpb9IXs0Oq20CxZz/2u4prW+NQPiZj/8/CPcL3wE4J0xgCwEIpJoA3/mp\nPr10DgIQyEfgTWV6Wk1UpyfssIrSXg/KnZKQT1JtEij0/Ie9e1oBFmkIaaRr6x//vHx/ril2\nE5Xn/xNLSlh2CPCZz865jvaU7/woDcIFEWAEqSBMFKoRAn7hq1/+GbVXohGF15HulnpLDdJf\nJSwdBAo5/+noKb1ojcBsFfhYChfkiJd3ut+H9GU8gzgEIJAqAnznp+p00hkIQKAcBAao0s+k\nqdIO5TgAddYUAX5NrqnTVXRjPXo0S/LUmqj5xxGn+yWyWLYI8JnP1vnmOz9b55veQgACbSDQ\nRfu8JfnZhIFt2J9d0keAm6X0ndNoj/ZSxNPofhlNVPi4IH2fWDrR9BPgM5/+cxz2kO/8kATb\nNhFgil2bsLFTDRI4Xm3uJ30gHSsl2a1KvDApgzQIQKDmCNyoFr8snSZ1lx6UBkv+X3CD9A8J\ngwAE0kmA7/x0nld6BQEIlJiAXwzpX5Pz6dwSH5PqqpsAvyZX9/kpRes8ve4OyQs2hJ/9uxRe\nWsKyR4DPfHbOOd/52TnX9BQCEIAABCAAgTYQ8AjSRhKOURvgsQsEIAABCEAAAhCAAAQgAAEI\nQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB\nCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAA\nAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg\nAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE\nIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAA\nBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA\nAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhA\nAAIQgAAEIAABCEAAAhCAAAQgAAEIpItAXbq6Q28gAAEIVD2BDmrh7kW08gmV/UbaVnpTek5K\no22iTi0n3SbNLGMHN1fdfaSbpTlFHGcjlR0oLS99Kb0m3S7NkGrJ4px7qvGDJffnRQmDAAQg\nAAEIQAACEIBARQksrKO1FKE9VHa9oPx52qbB1lEnJsQ6cq3i5tI7ll7q6J3BcboUWPG6Kvev\nYJ/4eftU6YcVWE97FCuE82ZB385ojwZyTAhAAALVSKC+GhtFmyAAAQikmMAs9W1YrH8bKn6U\ndJ90eSzvacUXj6XVevQGdWCRWCfcTzst5Rw9ih2y1ejWKnGL1FW6TLpaekFaS9pR2l+6UPII\n3zVStVmtcK42brQHAhCAAAQgAAEIQKCdCXiUyKMTo3O0I20jSK+rn+/m6Gu5kwsdQbJT6jbO\nlYbkaNTaSv9S+lbaPkeZ9kwuhDMjSO15hjg2BCBQlQQYQarK00KjIAABCOQk0E05dqjWl5ql\nB6SXpLj5//vO0gaSp/U9I3k0ZLoUt85K2EvydDLbs9Kt0jRHIraNwn5mxfUcLi0p3SR5VMXW\n2jF7qMyekredpKHSW9JD0iCpn+RRmhlSaK5zgOTRnMUlP4Pl0RqPxEWtlyLbSmtILveG9Ijk\n8m2xBu3k5408oufpf0lm7ntL90geSeontUhui9mby1NS1PwMkEegbpa+iGQU0n6z3016XPpI\n+pG0sTRZchvCvraFs3b/L1tNKT7nZtosTZTCYyj4nS2j0D7SKtLH0ovSbdJsCYMABCAAAQhA\nAAIQgEDRBPbQHr6xHp1jz/WCfI9+vByEPWrhfXwT6pvTqK2syD8l50+R/KyMw76hd11R+4Ei\nHmlw/lTJ5R12mm/mo2bH6G3J7XQZyzfmtkKO6Rtuj8iE+zp8lWSzE+L03o4EZkfnecnpbttX\nQdj9iE7R213xT4I8t98OlvfxIgy/lKJmhs7rEk1MCP8nKLdmQl48KeTnBSBsm0k+xhmOxOxc\nxZ1nBze0QtsfXge/1452QlyPpyR6O0uyU2crhnOuth6jenyN+Rx5JM3XmXmeKtVJoW2nQMjb\n11l4XT6p8HJhIbYQgAAEIAABCEAAAhAohkChDpJvhK+X7IzYQThQ8k2rHYfwptVb35w6/eBI\n+vYKfya9KnnEyGYn4RXpa2l/qYPk/feS7JC8L/WQQrtFAd8ofyEdIR0gbSUVc0wVn+d8+aY7\nanEHaWFlPiT55jvsh9t7rGQOv5Zsbp/b6r4NkDpKXSUz9c36NGkxKbQ7FfD++Rwk1+F+2unw\nCFZrdrUKuM6RQcHNgvgZQTy6iTtIxbR/vaBeOy0eRRsouX12sNzXz6VFpdBeV6A1zklt3VX7\nuT8PSstKtu7SlZLTh0qhTVLgE2ntIMEjnHaiXO70II0NBCAAAQhAAAIQgAAEiiJQqIP0jmqN\njpz4II9IvhldwRHZ/pLjdmbi9nslOO/IIOOnQfy3QTy6+VmQd0Ik0XV6/6ZImoPFHNPlC7lx\nt0PnY53jHSJmZ+w+6W6pk+Qb/Dul4VLcwvauE8lwWdebz0FaJijzRmS/fMHjgvInB4XcJh+j\nEAfJZd2mQtofOkjNKh86uQrOMztMPqbLhFYI56S2vqIKXNdGYUXB1o6nHc4PJJ8HX4t2xCdK\njodm5/Z4aacwgS0EIACBWiJQyC9jtdQf2goBCEAgzQSeVedmxDo4UfEfSitLdqB8w2u7X4re\nLDvNU9NsHmm5QFrfEdmE+Zvv/b1CsT9JLhu3f8YSijlmbNec0R8EOdfHSvjGfdtI2hMK7xiJ\n22laRdpA8vuObNFRlfkp+f96NMZmh6AQC50tj2IVa21p/1M6iKfWRa05iPSIJrYhvLj2WUOy\nczVLil9DTyptK8kjS+9Lj0qDpMckO2l3Sp4GepqEQQACEKhJAjhINXnaaDQEIJBRAnaA4hbe\nzHcMMlYLtmfHC0biqwZh3wjb4Xg3khcGP1ZguhSWDdO9fSsaUbiYY8Z2zRkNnbektsV3chuP\nkQZLDtdLc6WvJFt0dGN+Sv6/nyvbfV9a8pQxT0HMZ2sGmS/kK5Qnr9j2f5RQ14wgrUNCXjFJ\n4bn01g55LnOb35f2kf4ubS3ZUfZ15+vjMukPUtyRUxIGAQhAoLoJ+EsEgwAEIACB2iDgm/7W\nLLxRPkgFJ+co7Gd2bN9Idh48AuLRgqh1VmQRKawvmhe/6Q3LFHLMaD35wmF7Whv9sXPi0Qs/\nI3OXdLn0jOSRjhOlRqkt5ml8u0hbSnfkqcDfo+EomxdOiFqSY2aHK2ptaX8h10H0GMWEw3Np\nlmfl2TF0Bu1IbyOtLu0k7SgNlk6QBko/kjAIQAACNUUAB6mmTheNhQAEINAqgdeCEnaCfJMf\nNU+f8s38R0Hi69puK60tPRGkhRvfuPsG/+0wIc+2mGPmqeZ7WeHzP6soNZwaGBb4pQKbST+X\njpJ6SsOkS6Wo+abd1nH+pqi/f1NpO0hnSHdLcySb67LDNEa6SfqFtHIQ/lBbW+hkLDI/+r2/\nq34vVr72xw5TcNTcParYS4pfP65kU8ksPDrnKYieCvmJ9Krk6+BcaUnpWWkHaVnpAwmDAAQg\nUDMEOtRMS2koBCAAAQgUQuBmFfIN7q+kuGMwWmn3SP5l33bj/M28B+rjox3e33bD/E3ev8Uc\n0xV5dMg31/nsdmW6Hz+JFeqh+K+l7SRP8VpJsr01f/PdX9+4h/3s9F1q4QGzOVVaV5ogLSbZ\nekr+cdH5T0snSF9II6XQPg0CflYneg5c10ZBXsi7XO33YQrhHDTnu42nFt4tuZ0//i51fqC/\nNg9Jdh59buzsPSxdIUXtM0XeluxIhc5iNJ8wBCAAAQhAAAIQgAAE8hLYQ7m+4bQDk2TrKdH5\n5yVk/jbI2zaSd1GQ9oi2+0l7SpcGaTdpG7XrFXHdt0out7sUpo1XOLyRV3Deyngu28ORmBVz\nzIna1/VcLB0u2a6VnNbbkcAu1NZpbvNu0pHSk5LTjpJsHsFx/CnpAGlz6VjpE8k36s5zv0K7\nUwGneVphITZOhVz+PcntOVo6TXpLcrplZyle3+ORvIMVPknySIpHWrzPBpKtmPavp/LeN+k6\n+H2QZ6cstIkKuPzFUi7OHolzGY+UhbaGAnaUrBOk7SWP2nl0abY0QArtfgW8vxkMlfaVLpOc\ndp2EQQACEIAABCAAAQhAoGgCpXaQOqgFvvH+UvKNqjVX+oe0tBQ1j6745vprKSzrG+E/SFHn\nSNG8DlIxxxykuiZLPt4Lki3JQfLoy2+kaNs8WvMTKTSXsRPjG/ew/Z5C+D+Sb+Sddr4UWrEO\nkvv1M+lNKazf22mSnc4/SjMkO1D7S6GtqMBDUrjPFIV/Jx0epK2vra2Y9hfrIA1S/a1x3kxl\n3Maog6ToQp5i6fZ7FCjsg/s4VIrakopcKUX5e3rnaMnXFgYBCEAAAhCAAAQgAIGqIrCCWuOb\n8R6ttMrO0CpS31bKFZJd6DH7qLKk53Tix7CTsqrkkY36eGYQd/88KrNsjvxSJC+tSjaW3JaF\nIxWupLCdTzuVceuphP6SHaF8Vs72F8o5qX2LKtFcV5Ty9aGb8t3P1aS4Y60kDAIQgAAEIAAB\nCEAAAhDIGoF8DkTWWNBfCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCBQpQS8pPRlkt8RhEGglAT2UWV7l7JC6oIABCBQ\nSwRyvXCvlvpAWyEAgdohsLma6pdW3izNKUOzd1SdfpnouUHdu2vrl1beLs0M0uKbtZSwpvS4\n9FE8swrjfnHnkdLW0q7SbOlS6SGpRYqbHan1JL8sdhXpTelZ6UUpysSOlnkVak+o4Iexwgsr\n/uMg7TZto/WHRf0y0dXDSCvbKcq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      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sp+T6OHS+svYVmOZgzScOqZ45YN0vLl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      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Q71Tpb5upq/vwu5Fh6zUibjT/p0HQfl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3yys8FEr2haN2eSaQawfJvQ/+x/xLyaE6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\n/lpaX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ScRqR/1iD1LK2uJ7HSh9I8Xo8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\nARMwgS5P4P8B5R0o2PXaNnoAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(reg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tel que mentionné plu haut, on peut simplement utliser les noms des variables dans une commande en y ajoutant le nom du fichier de données. On peut vérifier que l'objet \"reg2\" ci-dessous contient les mêmes résultats que \"reg\" créé précédemment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "reg2<-lm(STATS~ECONO, data=Notes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "R possède un grand nombre de fonctions. Si vous voulez savoir plus sur une fonction donnée, faites ?fun( ), où fun est le nom de la fonction en question. Par exemple, pour la fonction plot, on a :\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "?plot()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.3.2"
  }
 },
 "nbformat": 4,
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}