{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Sujet 5 : Analyse des dialogues dans l'Avare de Molière" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Rappel du contexte du sujet__ :\n", "\n", "L’Observatoire de la vie littéraire ([OBVIL](http://obvil.sorbonne-universite.site/obvil/presentation)) promeut une approche de l'analyse des textes littéraires fondée sur le numérique. \n", "Dans le cadre du [Projet Molière](http://obvil.sorbonne-universite.site/projets/projet-moliere), des pièces de cet auteur ont été numérisées et sont accessibles librement dans différents formats utilisables par un programme informatique. \n", "\n", "Grâce à ces numérisations, il est possible d'écrire des programmes pour réaliser des analyses syntaxiques et sémantiques. Ce sujet se propose de reproduire une étude réalisée par l'OBVIL sur les dialogues de l'Avare de Molière.\n", "\n", "__Rappel des objectifs de ce sujet__ :\n", "\n", "1. Classez les personnages selon la quantité de parole grâce à une analyse syntaxique du texte (scènes / répliques / mots). En particulier, quel est celui qui parle le plus ? Quel est celui qui ne parle pas du tout ? Attention, les noms des personnages ne sont pas forcément homogènes (casse et accents par exemple).\n", "2. Réalisez un graphique qui montrera le nombre de mots que chaque acteur prononce dans chaque scène. Pour cela, vous pouvez vous inspirer de l'[étude de l'Avare de Molière réalisée par l'OBVIL](https://obvil.sorbonne-universite.fr/corpus/moliere/moliere_avare) (graphe de gauche). Dans ce graphique, les lignes sont de longueur égale et la hauteur représente le nombre de mots prononcés au total dans la scène. La largeur de chaque rectangle indique le pourcentage de la scène qu’un acteur occupe. \n", "3. Facultatif : Construisez un graphe d’interlocution permettant de visualiser les échanges entre les personnages. Pour cela, vous pouvez vous inspirer de l'[étude de l'Avare de Molière réalisée par l'OBVIL](https://obvil.sorbonne-universite.fr/corpus/moliere/moliere_avare) (graphe de droite).\n", "\n", "La version numérisée que l'on se propose d'utiliser est le fichier texte au format markdown disponible ici [moliere_avare](http://dramacode.github.io/markdown/moliere_avare.txt)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "data_url = \"http://dramacode.github.io/markdown/moliere_avare.txt\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On va s'assurer qu'un fichier texte en local au format markdown contienne la pièce. Si le fichier \"moliere_avare.md\" existe on considère que c'est bon et s'il n'existe pas nous allons télécharger le contenu disponible à l'URL renseignée ci-dessus et l'écrire dans ce fichier local \"moliere_avare.md\". " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from os import path as pth\n", "import requests\n", "\n", "local_filename = \"moliere_avare.md\"\n", "# Si le fichier csv des données d'incidence existe en local\n", "# il n'est pas nécessaire de le télécharger par l'URL\n", "if not pth.exists(local_filename):\n", " print(\"Le fichier local contenant la pièce de théâtre n'existe pas.\")\n", " # Si le fichier n'existe pas en local dans le dossier courant\n", " # nous téléchargons les données et les écrivons\n", " # dans un fichier en local\n", " # Téléchargement des données\n", " response = requests.get(data_url)\n", " # Ecriture des données téléchargées dans le fichier local\n", " with open(local_filename, \"wb\") as f:\n", " f.write(response.content)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maintenant que nous sommes assurés d'avoir un fichier en local contenant le texte de l'Avare dont on va faire l'analyse, on va donc l'ouvrir, parcourir son contenu et le traiter au fur et à mesure.\n", "\n", "Ce que l'on sait déjà c'est que l'on va devoir créer une structure de données pour l'analyse.\n", "On va passer par la bibliothèque Pandas et la création d'un dataframe, permettant de différencier les différents personnages et de qualifier leur \"activité\" au travers des différents actes et scènes. Néanmoins, après avoir parcouru le web, il est recommandé de passer par une structure intermédiaire pour la création du dataframe pandas. Nous allons choisir la structure de données native de python des dictionnaires en tant que structure de données intermédiaire. \n", "\n", "Il y a plusieurs choses auxquelles il est déjà nécessaire de penser vis-à-vis de la problématique posée et des représentations graphiques demandées, notamment celle relative à la question facultative.\n", "\n", "Pour commencer, afin d'obtenir une bonne lisibilité des graphiques, il sera intéressant d'associer à chaque personnage une couleur différente.\n", "\n", "Ensuite, la question facultative demande de déterminer à qui s'adresse chaque réplique afin d'avoir le graphe directionnel des interactions entre les personnages de la pièce. La structure de données devra donc permettre de savoir pour chaque réplique l'auteur mais aussi le destinataire de cette dernière. Ce sont des informations assez simples à obtenir mais à prendre en compte dans la manière de \"parser\" le fichier texte." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# On va d'ores et déjà utiliser une instruction afin que les graphiques s'affichent directement au sein du notebook\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# On déclare l'utilisation de la bibliothèque pandas et on crée également le dictionnaire\n", "# qui va nous servir d'intermédiaire avant la création du dataframe pandas\n", "import pandas as pd\n", "# Le dictionnaire établi une structure en tableau à 5 colonnes permettant d'enregistrer\n", "# l'auteur, le destinataire, l'acte, la scène, le contenu de la réplique, ainsi que sa longueur en termes de mots \n", "# pour chaque réplique de la pièce\n", "avareAnalysisDict = {'author':[],'recipient':[],'act':[],'scene':[],'speech':[],'speech_length':[]}\n", "textDataSynthesisTableDf = None\n", "\n", "# Nous créons également d'ores et déjà un dictionnaire des personnages de la scène\n", "# permettant d'enregistrer les informations de liens avec les autres personnages\n", "# de définir une couleur de représentation.\n", "\n", "# Ce dictionnaire est initialisé vide car il sera rempli en utilisant le nom de chaque personnage\n", "# comme clés associées à des valeurs qui seront des dictionnaires à deux entrées\n", "# 'links' donnant les liens avec les autres personnages sous la forme d'une liste\n", "# 'color' permettant de régler une couleur de représentation\n", "avarePersoDict = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin de parser le fichier en s'appuyant notamment sur les symboles de titres utilisés par le format Markdown,\n", "il nous faut avoir recours à l'utilisation d'un outil d'analyse des expressions régulières (cf. [Wikipedia_Expression_régulière](https://fr.wikipedia.org/wiki/Expression_r%C3%A9guli%C3%A8re)). La bibliothèque\n", "[re](https://docs.python.org/3/library/re.html) disponible nativement dans python permet de faire ce travail.\n", "Un rapide parcours du fichier montre que:\n", "- les actes sont indiqués par des titres header 2, par une ligne commençant par ##\n", "- les scènes sont indiquées par des titres header 3, par une ligne commençant par ###\n", "- que les personnages d'une scène sont donnés sur la ligne suivant l'indication de la scène\n", "- que la ligne précédant chaque réplique contient le \"nom\" de son auteur en majuscule\n", "\n", "Voici un extrait illustrant ces propos:\\\n", "\"\\\n", "_\\##_ _Acte_ _Premier_.\n", "\n", "\n", "_\\### Scène Première.\\\n", "Valère, Élise_\n", "\n", "\n", " VALÈRE.\n", "_Hé quoi, charmante Élise, vous devenez mélancolique, après les obligeantes assurances que vous avez eu la bonté de me donner de votre foi ?Je vous vois soupirer, hélas, au milieu de ma joie !Est-ce du regret, dites-moi, de m'avoir fait heureux ? et vous repentez-vous de cet engagement où mes feux ont pu vous contraindre ?_\n", "\n", " ÉLISE.\n", "_Non, Valère, je ne puis pas me repentir de tout ce que je fais pour vous. Je m'y sens entraîner par une trop douce puissance, et je n'ai pas même la force de souhaiter que les choses ne fussent pas. Mais, à vous dire vrai, le succès me donne de l'inquiétude ; et je crains fort de vous aimer un peu plus que je ne devrais._\n", "\\\n", "\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Nota Bene*:\n", "En continuant à travailler sur le sujet et en approfdondissant le parcours du texte, on peut se rendre compte qu'il y a parfois quelques indications de mise en scène qui viennent perturber ce schéma. Différente options s'offrent à nous:\n", "- modifier le texte afin d'utiliser les mécanismes du markdown et mettre ces indications en italiques ou en gras --> utilisations de balises permettant de reconnaître facilement ces éléments\n", "- ou bien repérer les numéros de ces lignes car il n'y en pas beaucoup afin de les ignorer (il nous faudra alors un moyen de connaître dans les fonctions d'analyse le numéro de la ligne du fichier en cours d'analyse.)\n", "- pour être plus générique, l'idéal serait d'avoir un traitement intelligent, un réseaux de neurones par exemple spécialisé dans l'analyse du langage pour identifier ces éléments de mis en scène.\n", "\n", "De plus les lignes indiquant la fin des actes sont également à ignorer en tant que réplique. Il y a au moins une scène ne donnant pas la liste des personnages, Harpagon étant le seul protagoniste, il faudra prendre en compte ce cas. Pour finir, deux lignes du fichier texte posent encore un problème:\n", "- une ligne du fichier texte possède à sa fin, une déclaration de fin d'acte, ce qui tranche avec le schéma global,\n", "- la dernière ligne du texte comprend la balise indiquant la fin de la pièce.\n", "\n", "On traitera ces deux cas particulier dans la fonction de comptage des mots d'une ligne de texte." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Déclaration des numéros de lignes à ignorer\n", "playInstructionsLineNumbersList = [201, 204, 213, 251, 272, 384, 623, 782, 815, 1280, 1283,\\\n", " 1342, 1369, 1411, 1527, 1610, 1633, 1665, 1866, 1874, 1970, \\\n", " 2299, 2319, 2327, 2357, 2521, 2524]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import re\n", "import copy" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'ACTEURS.'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Chaîne de caractère indiquant le début d'analyse et de récupération des personnages\n", "persoCaptureStartLine = \"# ACTEURS.\"\n", "# L'expression régulière suivante permet de valider qu'une chaîne de caractère\n", "# contenue dans une ligne lue correspond à la ligne précédant la définition\n", "# de la liste des personnages\n", "m = re.search('(?<=# )ACTEURS\\.$', persoCaptureStartLine)\n", "m.group(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En effet, le résultats obtenus n'est pas un objet null, à savoir une valeur None en python" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"Harpagon, Père de Cléante et d'Élise, et Amoureux de Mariane\"" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Exemple d'une ligne de la liste des personnages\n", "persoLineExample = \" – Harpagon, Père de Cléante et d'Élise, et Amoureux de Mariane.\"\n", "# L'expression régulière proposée est la suivante\n", "# On cherche une chaîne de caractères commencant par une majuscule --> [A-ZÀ-Ÿ]{1}\n", "# potentiellement accentuée et ensuite composées de lettres potentiellement\n", "# accentuées elles aussi, contenant des espaces, des virgules, des apostrophes --> [a-zA-ZÀ-ÿ\\s,\\']+\n", "# et précédée d'un espace suivi d'un tiret suivi d'un espace (ce n'est pas le tiret du 6) --> (?<=\\s–\\s)\n", "# , chaîne de caractères qui ne sera pas capturée\n", "m1 = re.search('(?<=\\s–\\s)[A-ZÀ-Ÿ]{1}[a-zA-ZÀ-ÿ\\s,\\']+',persoLineExample)\n", "m1.group(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Voici un lien vers un site de test en ligne d'expressions régulières python \\([regexp_test](https://pythex.org/)\\) qui a aidé à mettre en place l'expression régulière précédente." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Fonction qui permet d'extraire la liste des personnages\n", "# de la stocker dans un dictionnaire en parcourant ligne par ligne\n", "# un fichier texte passé en entrée.\n", "def fill_perso_dict(fileToAnalyse, emptyPersoDict):\n", " \"\"\"\n", " Fonction remplissant un dictionnaire d'entrée avec la liste\n", " des personnages de la pièce de théâtre lue dans le fichier\n", " passé en entrée. On considère que le fichier en entrée est lu\n", " à partir du début, de sa première ligne.\n", " \n", " :param fileToAnalyse: pointeur obtenu par ouverture d'un fichier\n", " :param emptyPersoDict: dictionnaire à remplir par la fonction\n", " :return: numéro de la dernière ligne lue\n", " \"\"\"\n", " lineNum = 0\n", " currentLine = fileToAnalyse.readline()\n", " lineNum += 1\n", " isStartPersoListLine = False\n", " while (currentLine and not isStartPersoListLine):\n", " m = re.search('(?<=# )ACTEURS\\.$', currentLine)\n", " if m is not None:\n", " isStartPersoListLine = True\n", " currentLine = fileToAnalyse.readline()\n", " lineNum += 1\n", " \n", " # La lecture s'est arrêtée car la ligne de début de définition de la liste des personnages a été rencontrée.\n", " # Nous avons néanmoins lu la ligne suivante qui est obligatoirement un personnage.\n", " # Nous devons maintenant lire ligne par ligne, la liste des personnages au format suivant:\n", " # \"- NomPersonnage, lien, lien, ...\"\n", " # Ainsi dès que la ligne ne commence plus par un tiret nous pouvons arrêter la lecture et le remplissage\n", " # du dictionnaire.\n", " isAPersoLine = True\n", " # On extrait la chaîne de caractères qui nous intéresse\n", " m = re.search('(?<=\\s–\\s)[A-ZÀ-Ÿ]{1}[a-zA-ZÀ-ÿ\\s,\\']+', persoLineExample)\n", " extractedString = m.group(0)\n", " while (currentLine and isAPersoLine):\n", " # Traitement de la ligne courante qui est obligatoirement\n", " # une ligne listant un personnage de la pièce.\n", " # Comme le montre l'exemple au-dessus, le nom ainsi que\n", " # les différents types de liens sont séparés par une virgule.\n", " parts = extractedString.split(',')\n", " # La ligne au-dessus crée une liste dont chaque élément\n", " # est séparé par des virgules\n", " # typiquement \"tata, titi, toto\".split(',') --> ['tata', ' titi', ' toto']\n", " \n", " # Création d'un dictionnaire vide temporaire pour enregistrer les liens\n", " # ainsi que la couleur à paramétrer\n", " persoCaracs = {\"links\":[],\"color\":None}\n", " \n", " # On va traiter la ligne particulière qui introduit le commissaire ainsi que son clerc\n", " m = re.match(\"le commissaire\", parts[0], re.IGNORECASE)\n", " if not m:\n", " # Ce n'est pas la ligne du commissaire.\n", " # Le premier élément donne le nom du personnage, indice 0 de la liste\n", " # Les éléments suivants donnent les liens avec les autres personnages\n", " # On parcours le reste de ces derniers\n", " for elt in parts[1:]:\n", " # En regardant cette partie dans le fichier, on voit que soit les parties commencent\n", " # par un espace et une lettre, soit un espace et un \"et\" que l'on ne souhaite pas capturer\n", " # On vérifie si l'élément commence par \" et \"\n", " if elt.startswith(\" et \"):\n", " # L'élément commence bien par \" et \" on enlève cette partie\n", " currentLink = elt[4:]\n", " else:\n", " # Ce n'est pas le cas, on enlève juste l'espace\n", " currentLink = elt[1:]\n", " persoCaracs[\"links\"].append(currentLink)\n", " # Fin de la boucle for\n", " \n", " # On enregistre le dictionnaire temporaire des caractéristiques\n", " # du personnage courant rempli, dans le dictionnaire\n", " # global des personnages\n", " emptyPersoDict[parts[0]] = persoCaracs\n", " else:\n", " # C'est la ligne du commissaire, la seconde partie définit le personnage du clerc et commence par \" et \" \n", " emptyPersoDict[parts[0]] = persoCaracs\n", " # On fait une copie profonde pour ne pas que l'objet partage la même adresse mémoire\n", " clercCaracs = copy.deepcopy(persoCaracs)\n", " clercCaracs[\"links\"].append(\"assistant du commissaire\")\n", " emptyPersoDict[parts[1][4:]] = clercCaracs\n", " \n", " currentLine = fileToAnalyse.readline()\n", " lineNum += 1\n", " m = re.search('(?<=\\s–\\s)[A-ZÀ-Ÿ]{1}[a-zA-ZÀ-ÿ\\s,\\']+', currentLine)\n", " if m is not None:\n", " extractedString = m.group(0)\n", " else:\n", " isAPersoLine = False\n", " \n", " # Fin de la boucle while\n", " \n", " return lineNum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Définition de la fonction permettant de compter le nombre de mots d'une ligne constituant une réplique. Pour implémenter celle-ci nous nous sommes apuuyer sur des informations glannées au travers de la consultation de plusieurs pages internet et notamment la suivante [geeksforgeeks_comptage_de_mots_dans_une_phrase](https://www.geeksforgeeks.org/python-program-to-count-words-in-a-sentence/). Nous nous sommes également appuyer sur le site de test des expressions régulières et avons également fait des tests dans la ligne de commande python.\n", "Pour traiter plus facilement le comptage des mots, nous allons nous servir du module natif string de python et allons donc importer celui-ci, pour utiliser l'atribut punctuation." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import string" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def count_words(speechLine):\n", " \"\"\"\n", " Fonction qui compte le nombre de mots contenus dans une ligne de texte.\n", " \n", " :param speechLine: ligne de texte en entrée dont il faut compter le nombre de mots\n", " :return: nombre de mots contenu dans la chaîne de caractère analysée\n", " \"\"\"\n", " # Création d'une variable temporaire contenant la chaîne de caractère à traiter\n", " strToProcess = speechLine\n", " # Définition de l'expression régulière permettant d'exclure la déclaration de fin d'acte\n", " # à la fin de la ligne dans le cas particulier, on cherche un enchaînement de n'importe\n", " # quels caractères suivi d'un texte de la forme \"Fin du nième Acte\"\n", " patternExcludingActEndDeclaration = re.compile('(.+)(?=Fin du [a-zA-ZÀ-ÿ]+ Acte)')\n", " # Définition de l'expression régulière permettant d'exclure la déclaration de fin de la pièce\n", " # sur le même principe que la précédente\n", " patternExcludingPieceEndDeclaration = re.compile('(.+)(?=< Fin >)')\n", " # Réalisons le matching du premier pattern\n", " m = patternExcludingActEndDeclaration.match(speechLine)\n", " # Si le résultat n'est pas vide c'est que nous sommes dans le cas particulier\n", " # et qu'il faut travailler sur la chaîne résultat de la fonction match.\n", " if m:\n", " strToProcess = m.group(0)\n", " \n", " # Maintenant réalisons le matching du second pattern\n", " m1 = patternExcludingPieceEndDeclaration.match(speechLine)\n", " if m1:\n", " strToProcess = m1.group(0)\n", " # Maintenant, grâce au module string, contruisons une expression régulière qui va chercher toute suite\n", " # de plus de 1 caractère excluant les espaces et signes de ponctuations \n", " wordsPattern = re.compile(\"[^{}\\s]+\".format(string.punctuation))\n", " # Traitons la chaîne de caractères avec la fonction de regexp findall\n", " # qui va extraire toutes les occurances du pattern recherché.\n", " # Cela va nous donner en sortie la liste des mots de la chaîne traitée\n", " # en considérant par exemple l'article \"l'\", la contraction du pronom je en \"j'\"\n", " # comme des mots.\n", " speechPartWordsList = re.findall(wordsPattern,strToProcess)\n", " # Le nombre de mots est donc la taille de cette liste,\n", " # retournons la en sortie.\n", " return len(speechPartWordsList)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Définition de la fonction principale d'analyse du fichier texte générant un tableau de données de synthèse.\n", "Pour la création d'un dataframe pandas à partir d'un dictionnaire cf. [DataFrame.from_dict](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.from_dict.html)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "def generate_text_synthesis_data_table(fileToAnalyse, persoDict, emptyAnalysisDict, lineNum):\n", " \"\"\"\n", " Fonction principale d'analyse du texte générant un dataframe pandas\n", " de synthèse des informations permettant l'analyse globale.\n", " \n", " :param fileToAnalyse: pointeur obtenu par ouverture d'un fichier\n", " :param persoDict: dictionnaire donnant la liste des personnages de la pièce\n", " :param emptyAnalysisDict: dictionnaire à remplir par la fonction\n", " :param lineNum: numéro de le ligne à partir de laquelle nous commencons la lecture\n", " :return: dataframe pandas dont le template est donné par le dictionnaire\n", " \"\"\"\n", " currentLine = fileToAnalyse.readline()\n", " lineNum += 1\n", " # Expression régulière de détection de déclaration des actes\n", " # Ligne qui commence par exactement 2 #, ni plus ni moins, donc tout autre caractère qu'un #\n", " actLinePattern = re.compile('^#{2}[^#]')\n", " # Expression régulière de détection de déclaration des scènes\n", " # Ligne qui commence par exactement 3 #, ni plus ni moins, donc tout autre caractère qu'un #\n", " sceneLinePattern = re.compile('^#{3}[^#]')\n", " # Variable pour enregistrer le numéro de l'acte courant\n", " actNum = 0\n", " # Variable pour enregistrer le numéro de la scène courante\n", " sceneNum = 0\n", " # Variable indiquant si la ligne précédente déclare une scène\n", " previousLineIsScene = False\n", " # Variable contenant l'auteur courant de la réplique analysée\n", " # Nous l'initialisons à la valeur vide None\n", " currentAuthor = None\n", " # Variable qui va contenir le contenu des répliques initialisée à chaîne de caractères vide\n", " currentSpeechContent = ''\n", " # Variable donnant le nombre de mots de la réplique courante analysée. On l'initialise à 0.\n", " currentSpeechLen = 0\n", " \n", " # Boucle principale de parcours du fichier texte\n", " while (currentLine):\n", " if actLinePattern.match(currentLine):\n", " # Déclaration d'un acte de la pièce\n", " # On incrémente le numéro d'acte\n", " actNum += 1\n", " # Si ce n'est pas le premier acte,\n", " # il faut traiter le cas de la dernière réplique de\n", " # de la dernière scène de l'acte précédent.\n", " # On considère que l'auteur courant s'adresse forcément\n", " # au dernier auteur enregistré.\n", " if actNum > 1:\n", " # Récupération du dernier élément de la colonne des auteurs\n", " # qui est l'auteur de la réplique précédente\n", " previousAuthor = emptyAnalysisDict['author'][-1]\n", " if len(scenePersoList)==1:\n", " # Si la liste des personnages ne contient qu'un\n", " # seul protagoniste, c'est la scène qui fait exception\n", " # avec Harpagon.\n", " previousAuthor = 'Harpagon'\n", " emptyAnalysisDict['author'].append(currentAuthor)\n", " emptyAnalysisDict['recipient'].append(previousAuthor)\n", " # On a incrémenté le numéro d'acte, il faut donc \n", " # le décrémenté pour obtenir celui concerné\n", " # par la réplique considérée ici.\n", " emptyAnalysisDict['act'].append(actNum-1)\n", " emptyAnalysisDict['scene'].append(sceneNum)\n", " emptyAnalysisDict['speech'].append(currentSpeechContent)\n", " emptyAnalysisDict['speech_length'].append(currentSpeechLen)\n", " # On remet à zéro le numéro de la scène\n", " sceneNum = 0\n", " # Variable qui va contenir le contenu des répliques initialisée à chaîne de caractères vide\n", " currentSpeechContent = ''\n", " # Variable qui va contenir le nombre de mots des répliques initialisée à 0\n", " currentSpeechLen = 0\n", " elif sceneLinePattern.match(currentLine):\n", " # Déclaration d'une scène de la pièce\n", " # On incrémente le numéro de scène\n", " sceneNum += 1\n", " # Si ce n'est pas la première scène de l'acte,\n", " # il faut traiter le cas de la dernière réplique.\n", " # On considère que l'auteur courant s'adresse forcément\n", " # au dernier auteur enregistré.\n", " if (sceneNum > 1):\n", " # Récupération du dernier élément de la colonne des auteurs\n", " # qui est l'auteur de la réplique précédente\n", " previousAuthor = emptyAnalysisDict['author'][-1]\n", " emptyAnalysisDict['author'].append(currentAuthor)\n", " emptyAnalysisDict['recipient'].append(previousAuthor)\n", " emptyAnalysisDict['act'].append(actNum)\n", " emptyAnalysisDict['scene'].append(sceneNum-1)\n", " emptyAnalysisDict['speech'].append(currentSpeechContent)\n", " emptyAnalysisDict['speech_length'].append(currentSpeechLen)\n", " \n", " # On met temporairement la variable\n", " # previousLineIsScene à vrai pour indiquer\n", " # que l'on a détecté le début d'une scène\n", " previousLineIsScene = True\n", " # On déclare la liste des protagonistes de la scène courante\n", " scenePersoList = []\n", " # On réinitialise les autres variables de l'auteur et de la taille d'une réplique\n", " currentAuthor = None\n", " # Variable qui va contenir le contenu des répliques initialisée à chaîne de caractères vide\n", " currentSpeechContent = ''\n", " # Variable qui va contenir le nombre de mots des répliques initialisée à 0\n", " currentSpeechLen = 0\n", " else:\n", " # La ligne courante est une ligne autre,\n", " # comme on a pu le voir dans l'exemple un peu plus haut\n", " # elle peut être:\n", " # - vide\n", " # - une déclaration des personnages de la scène\n", " # - une identification de l'auteur de la réplique qui va suivre\n", " # - une ligne composant une réplique\n", " # - une ligne donnant des indications sur la mise en scène\n", " # - une ligne indiquant la fin d'un acte\n", " if not previousLineIsScene:\n", " # La ligne courante ne contient forcément pas la liste des protagonistes de la scène\n", " # Testons si la ligne est vide auquel cas on peut quasiment passer directement à la suivante.\n", " # Notons qu'une chaîne de caractères vide est interprêtées par python comme une valeur booléénne fausse\n", " if currentLine:\n", " # La ligne n'est pas vide, c'est soit la déclaration de l'auteur d'une réplique,\n", " # soit une ligne constituant une réplique.\n", " # On va donc traiter cette ligne soit de manière à identifier l'auteur qui,\n", " # il faut le noter est le destinataire de la réplique de l'auteur précédent,\n", " # soit de manière à compter le nombre de mots total d'une réplique afin\n", " # de remplir avec toutes les informations glannées à cette étape\n", " # de synthèse des données de la pièce.\n", " # On peut noter également que l'on peut facilement différencier les lignes de répliques\n", " # des lignes donnant l'auteur d'une réplique. En effet, les lignes de répliques commencent\n", " # par une lettre majuscule tandis que les lignes donnant l'auteur d'une réplique\n", " # commencent par des espaces.\n", " if currentLine.startswith(\" \"):\n", " # La ligne commence avec un espace, elle déclare donc l'auteur d'une réplique\n", " # on va parcourir la liste des protagonistes de la scène et identifier l'auteur\n", " for perso in scenePersoList:\n", " ##################################################################################################\n", " ##################################################################################################\n", " # La poursuite du travail nous a permis de voir qu'il y avait un problème avec l'approche suivante\n", " # qui a été mise en commentaires:\n", " # ________________________________________________________________________________________________\n", " ## On fait une recherche ignorant si les lettres sont en majuscules ou minuscules\n", " ## grâce à l'option passée à la fonction de recherche d'expression régulière\n", " ## re.IGNORECASE. On traite également du problèe posé par les maitre/maîtres\n", " ## car les valeurs utilisées dans scenePersoList sont celles issues du dictionnaire\n", " ## des personnages créé à partir de la liste en début de pièce.\n", " #persoRegex = perso\n", " #if perso.startswith(\"Maitre\"):\n", " # persoRegex = persoRegex.replace('Maitre','Maître')\n", " #m = re.search(persoRegex, currentLine, re.IGNORECASE)\n", " # ________________________________________________________________________________________________\n", " # En effet, la ligne suivante extraite du texte pose problème à cette approche:\n", " # HARPAGON *bas à Valère*. --> il y a deux personnages cités dans cette ligne de déclaration\n", " # de l'auteur de la réplique ce qui va fausser notre traitement.\n", " # Nous allons donc implémenter la correction suivante en ignorant pas si les lettres sont en majuscule\n", " # ou en minuscule, mais en faisant en sorte de transformer la chaîne de caractères qui est contenue\n", " # dans 'perso' en son équivalent tout en majuscule.\n", " # Malheureusement, en continuant l'investigation entreprise à ce moment là, nous nous sommes rendus compte\n", " # d'un autre problème non identifié auparavant. Il arrive qu'un personnage intervenant dans une scène\n", " # ne soit pas listé en début de scène (ex. Valère Acte 3, scène 9)\n", " # La liste des personnages d'une scène que nous avions constituée pour gagner du temps dans l'analyse\n", " # n'est donc pas assez fiable et l'on doit systématiquement parcourir la liste de l'ensemble des personnages\n", " # de la pièce.\n", " persoRegex = perso\n", " if perso.startswith(\"Maitre\"):\n", " persoRegex = persoRegex.replace('Maitre','Maître')\n", " persoRegex = persoRegex.upper()\n", " m = re.search(persoRegex, currentLine)\n", " # Pour traiter le cas où un personnage d'une scène ne serait pas déclaré dans la ligne prévue\n", " # à cette effet, on va vérifier si l'auteur déclaré existe dans le dictionnaire global des personnages\n", " if not m:\n", " for perso in avarePersoDict:\n", " # On ne teste que les personnages qui ne sont pas dans la liste des personnages de la scène\n", " if perso not in scenePersoList:\n", " persoRegex = perso\n", " if perso.startswith(\"Maitre\"):\n", " persoRegex = persoRegex.replace('Maitre','Maître')\n", " persoRegex = persoRegex.upper()\n", " m = re.search(persoRegex, currentLine)\n", " if m:\n", " # Le personnage existe dans le dictionnaire mais n'a pas été correctement déclaré\n", " # on l'ajoute à la liste des personnages de la scène\n", " scenePersoList.append(perso)\n", " ###################################################################################################\n", " if m:\n", " # le résultats de la recherche n'est pas vide, l'auteur est trouvé.\n", " # Vérifions si quelqu'un a déjà parlé dans la scène auquel cas l'auteur\n", " # courant est le destinataire de l'auteur précédent.\n", " if currentAuthor is not None:\n", " # Il y avait déjà un auteur d'une réplique, currentAuthor\n", " # le nouvel auteur est donc le destinataire de la réplique précédente.\n", " # On peut maintenant remplir le dictionnaire pour la réplique précédente,\n", " # car nous avons toutes les informations nécessaires sur celles-ci.\n", " # Pour rappel, la structure du dictionnaire,\n", " # {'author':[],'recipient':[],'act':[],'scene':[],'speech_length':[]}\n", " emptyAnalysisDict['author'].append(currentAuthor)\n", " emptyAnalysisDict['recipient'].append(perso)\n", " emptyAnalysisDict['act'].append(actNum)\n", " emptyAnalysisDict['scene'].append(sceneNum)\n", " emptyAnalysisDict['speech'].append(currentSpeechContent)\n", " emptyAnalysisDict['speech_length'].append(currentSpeechLen)\n", " # On réinitialise la variable enregistrant le contenu de la réplique courante\n", " currentSpeechContent = ''\n", " # On réinitialise la variable mesurant le nombre de mot d'une réplique\n", " currentSpeechLen = 0\n", " # Fin du si sur le test de savoir si il y a un auteur d'une réplique\n", " # précédent \n", " # Dans tous les cas l'auteur courant est donné par la valeur \"perso\"\n", " # qui a été trouvée dans la ligne.\n", " currentAuthor = perso\n", " # Le break permet d'arrêter la boucle for car l'auteur courant a été identifié\n", " break\n", " \n", " else:\n", " isNotActEndDeclarationLine = not currentLine.startswith(\"Fin du\")\n", " isNotPlayInstructionRoleLine = lineNum not in playInstructionsLineNumbersList\n", " # Si nous ne sommes pas dans le cas d'une ligne de déclaration de fin d'acte\n", " # ou bien d'une ligne d'instructions de mise en scène, nous sommes\n", " # dans le cas d'une ligne qui constitue une réplique.\n", " # Dans ce cas, comptons le nombre de mots de celle-ci et ajoutons le au nombre de mots\n", " # déjà comptabilisé pour la réplique en cours.\n", " # Nous faison appel ici à une fonction spécialisée dans le comptage des mots d'une ligne.\n", " if isNotActEndDeclarationLine and isNotPlayInstructionRoleLine:\n", " # Afin d'illustrer le traitement et vérifier que tout se passe bien\n", " # nous allons afficher les sorties pour la première scène de l'acte premier\n", " nbWords = count_words(currentLine)\n", " #if actNum==1 and sceneNum==1:\n", " # print(\"Ligne de dialogue : {}\".format(currentLine))\n", " # print(\"Nombre de mots comptés : {:d}\".format(nbWords))\n", " currentSpeechContent += currentLine\n", " currentSpeechLen += nbWords\n", " # Il faut tester si c'est la dernière ligne de la pièce\n", " # et mettre à jour le dictionnaire dans ce seul cas\n", " patternExcludingPieceEndDeclaration = re.compile('(.+)(?=< Fin >)')\n", " m = patternExcludingPieceEndDeclaration.match(currentLine)\n", " if m:\n", " # C'est la dernière ligne de texte de la pièce\n", " previousAuthor = emptyAnalysisDict['author'][-1]\n", " emptyAnalysisDict['author'].append(currentAuthor)\n", " emptyAnalysisDict['recipient'].append(previousAuthor)\n", " emptyAnalysisDict['act'].append(actNum)\n", " emptyAnalysisDict['scene'].append(sceneNum)\n", " emptyAnalysisDict['speech'].append(currentSpeechContent)\n", " emptyAnalysisDict['speech_length'].append(currentSpeechLen)\n", " \n", " else:\n", " # La ligne courante présente forcément les personnages de la scène\n", " # car c'est la ligne qui suit la déclaration de scène,\n", " # à l'exception d'une seule scène, la 7 de l'acte 4\n", " # On peut donc réduire l'analyse du texte à ces seuls\n", " # protagonistes.\n", " # Boucle sur les clés du dictionnaire de personnage\n", " # qui sont leur nom.\n", "\n", " # Si la ligne contient autre chose que des caractères \"blancs\"\n", " # espaces, tabulations, retour ligne etc...\n", " # ce n'est pas l'exception.\n", " if not re.match('^[\\s]+$',currentLine):\n", " # La ligne n'est pas vide, ce n'est pas l'exception\n", " for namePerso in persoDict:\n", " # On vérifie si namePerso fait partie des protagonistes\n", " # Pour prendre en compte le problème avec les maitres/maîtres\n", " # il faut adapter name Perso pour être une expression régulière\n", " persoRegex = namePerso\n", " if namePerso.startswith(\"Maitre\"):\n", " persoRegex = persoRegex.replace('Maitre','Maître')\n", " \n", " m = re.search(persoRegex, currentLine, re.IGNORECASE)\n", " if m is not None:\n", " # Le résultat de la recherche n'est pas vide,\n", " # le personnage fait partie des protagonistes\n", " # on l'ajoute à la liste des personnages de la scène\n", " # On met le nom tel qu'il est écrit dans le dictionnaire\n", " # créé à partir de la liste en début de pièce.\n", " #scenePersoList.append(m.group(0))\n", " scenePersoList.append(namePerso)\n", " #print(\"scenePersoList : {}\".format(scenePersoList))\n", " \n", " else:\n", " # La ligne est vide on sait que c'est le cas particulier\n", " # le seul protagoniste est Harpagon\n", " scenePersoList.append('Harpagon')\n", " #print(\"*********************************\")\n", " #print(\"Liste des personnages de la scène\")\n", " #print(\"*********************************\")\n", " #print(scenePersoList)\n", " #print(\"*********************************\")\n", " # La ligne précédente n'est désormais plus une déclaration\n", " # de début de scène\n", " previousLineIsScene = False\n", " \n", " currentLine = fileToAnalyse.readline()\n", " # On lit une ligne on incrémente donc le numéro de la ligne courante dans le fichier\n", " lineNum += 1\n", " \n", " return pd.DataFrame.from_dict(emptyAnalysisDict)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actauthorrecipientscenespeechspeech_length
01ValèreÉlise1\\n\\nHé quoi, charmante Élise, vous devenez mél...58
11ÉliseValère1Non, Valère, je ne puis pas me repentir de tou...68
21ValèreÉlise1Hé que pouvez-vous craindre, Élise, dans les b...14
31ÉliseValère1Hélas ! cent choses à la fois : L'emportement ...51
41ValèreÉlise1Ah ! ne me faites pas ce tort, de juger de moi...45
51ÉliseValère1Ah ! Valère, chacun tient les mêmes discours.T...26
61ValèreÉlise1Puisque les seules actions font connaître ce q...70
71ÉliseValère1Hélas ! qu'avec facilité on se laisse persuade...63
81ValèreÉlise1Mais pourquoi cette inquiétude ?\\n\\n4
91ÉliseValère1Je n'aurais rien à craindre, si tout le monde ...224
101ValèreÉlise1De tout ce que vous avez dit, ce n'est que par...138
111ÉliseValère1Ah ! Valère, ne bougez d'ici, je vous prie ; e...22
121ValèreÉlise1Vous voyez comme je m'y prends, et les adroite...215
131ÉliseValère1Mais que ne tâchez-vous aussi à gagner l'appui...24
141ValèreÉlise1On ne peut pas ménager l'un et l'autre ; et l'...86
151ÉliseValère1Je ne sais si j'aurai la force de lui faire ce...13
161CléanteÉlise2\\n\\nJe suis bien aise de vous trouver seule, m...24
171ÉliseCléante2Me voilà prête à vous ouïr, mon Frère. Qu'avez...14
181CléanteÉlise2Bien des choses, ma Sœur, enveloppées dans un ...10
191ÉliseCléante2Vous aimez ?\\n\\n2
201CléanteÉlise2Oui, j'aime.Mais avant que d'aller plus loin, ...173
211ÉliseCléante2Vous êtes-vous engagé, mon Frère, avec celle q...11
221CléanteÉlise2Non ; mais j'y suis résolu ; et je vous conjur...24
231ÉliseCléante2Suis-je, mon Frère, une si étrange personne ?\\n\\n8
241CléanteÉlise2Non, ma Sœur, mais vous n'aimez pas.Vous ignor...26
251ÉliseCléante2Hélas ! mon Frère, ne parlons point de ma sage...43
261CléanteÉlise2Ah ! plût au Ciel que votre âme comme la mienn...10
271ÉliseCléante2Finissons auparavant votre affaire, et me dite...13
281CléanteÉlise2Une jeune personne qui loge depuis peu en ces ...150
291ÉliseCléante2J'en vois beaucoup, mon Frère, dans les choses...27
.....................
9295HarpagonValère5Maître Jacques.\\n\\n2
9305ValèreMaitre Jacques5C'est toi qui le dis ?\\n\\n6
9315Maitre JacquesHarpagon5Vous voyez que je ne dis rien.\\n\\n7
9325HarpagonValère5Oui. Voilà Monsieur le Commissaire qui a reçu ...10
9335ValèreHarpagon5Pouvez-vous me croire capable d'une action si ...10
9345HarpagonValère5Capable, ou non capable, je veux ravoir mon ar...9
9355CléanteHarpagon6\\n\\nNe vous tourmentez point, mon Père, et n'a...41
9365HarpagonCléante6Où est-il ?\\n\\n3
9375CléanteHarpagon6Ne vous en mettez point en peine. Il est en li...47
9385HarpagonCléante6N'en a-t-on rien ôté ?\\n\\n7
9395CléanteMariane6Rien du tout. Voyez si c'est votre dessein de ...36
9405MarianeAnselme6Mais vous ne savez pas, que ce n'est pas assez...36
9415AnselmeHarpagon6Le Ciel, mes Enfants, ne me redonne point à vo...61
9425HarpagonCléante6Il faut, pour me donner conseil, que je voie m...11
9435CléanteHarpagon6Vous la verrez saine et entière.\\n\\n6
9445HarpagonAnselme6Je n'ai point d'argent à donner en mariage à m...13
9455AnselmeHarpagon6Hé bien, j'en ai pour eux, que cela ne vous in...13
9465HarpagonAnselme6Vous obligerez-vous à faire tous les frais de ...12
9475AnselmeHarpagon6Oui, je m'y oblige.Êtes-vous satisfait ?\\n\\n8
9485HarpagonAnselme6Oui, pourvu que pour les Noces vous me fassiez...12
9495AnselmeLe commissaire6D'accord. Allons jouir de l'allégresse que cet...13
9505Le commissaireHarpagon6Holà, Messieurs, holà.Tout doucement, s'il vou...14
9515HarpagonLe commissaire6Nous n'avons que faire de vos écritures.\\n\\n8
9525Le commissaireHarpagon6Oui.Mais je ne prétends pas, moi, les avoir fa...12
9535HarpagonMaitre Jacques6Pour votre paiement, voilà un Homme que je vou...12
9545Maitre JacquesAnselme6Hélas ! comment faut-il donc faire ? On me don...23
9555AnselmeHarpagon6Seigneur Harpagon, il faut lui pardonner cette...8
9565HarpagonAnselme6Vous payerez donc le Commissaire ?\\n\\n5
9575AnselmeHarpagon6Soit. Allons vite faire part de notre joie à v...11
9585HarpagonAnselme6Et moi, voir ma chère Cassette.< Fin >\\n6
\n", "

959 rows × 6 columns

\n", "
" ], "text/plain": [ " act author recipient scene \\\n", "0 1 Valère Élise 1 \n", "1 1 Élise Valère 1 \n", "2 1 Valère Élise 1 \n", "3 1 Élise Valère 1 \n", "4 1 Valère Élise 1 \n", "5 1 Élise Valère 1 \n", "6 1 Valère Élise 1 \n", "7 1 Élise Valère 1 \n", "8 1 Valère Élise 1 \n", "9 1 Élise Valère 1 \n", "10 1 Valère Élise 1 \n", "11 1 Élise Valère 1 \n", "12 1 Valère Élise 1 \n", "13 1 Élise Valère 1 \n", "14 1 Valère Élise 1 \n", "15 1 Élise Valère 1 \n", "16 1 Cléante Élise 2 \n", "17 1 Élise Cléante 2 \n", "18 1 Cléante Élise 2 \n", "19 1 Élise Cléante 2 \n", "20 1 Cléante Élise 2 \n", "21 1 Élise Cléante 2 \n", "22 1 Cléante Élise 2 \n", "23 1 Élise Cléante 2 \n", "24 1 Cléante Élise 2 \n", "25 1 Élise Cléante 2 \n", "26 1 Cléante Élise 2 \n", "27 1 Élise Cléante 2 \n", "28 1 Cléante Élise 2 \n", "29 1 Élise Cléante 2 \n", ".. ... ... ... ... \n", "929 5 Harpagon Valère 5 \n", "930 5 Valère Maitre Jacques 5 \n", "931 5 Maitre Jacques Harpagon 5 \n", "932 5 Harpagon Valère 5 \n", "933 5 Valère Harpagon 5 \n", "934 5 Harpagon Valère 5 \n", "935 5 Cléante Harpagon 6 \n", "936 5 Harpagon Cléante 6 \n", "937 5 Cléante Harpagon 6 \n", "938 5 Harpagon Cléante 6 \n", "939 5 Cléante Mariane 6 \n", "940 5 Mariane Anselme 6 \n", "941 5 Anselme Harpagon 6 \n", "942 5 Harpagon Cléante 6 \n", "943 5 Cléante Harpagon 6 \n", "944 5 Harpagon Anselme 6 \n", "945 5 Anselme Harpagon 6 \n", "946 5 Harpagon Anselme 6 \n", "947 5 Anselme Harpagon 6 \n", "948 5 Harpagon Anselme 6 \n", "949 5 Anselme Le commissaire 6 \n", "950 5 Le commissaire Harpagon 6 \n", "951 5 Harpagon Le commissaire 6 \n", "952 5 Le commissaire Harpagon 6 \n", "953 5 Harpagon Maitre Jacques 6 \n", "954 5 Maitre Jacques Anselme 6 \n", "955 5 Anselme Harpagon 6 \n", "956 5 Harpagon Anselme 6 \n", "957 5 Anselme Harpagon 6 \n", "958 5 Harpagon Anselme 6 \n", "\n", " speech speech_length \n", "0 \\n\\nHé quoi, charmante Élise, vous devenez mél... 58 \n", "1 Non, Valère, je ne puis pas me repentir de tou... 68 \n", "2 Hé que pouvez-vous craindre, Élise, dans les b... 14 \n", "3 Hélas ! cent choses à la fois : L'emportement ... 51 \n", "4 Ah ! ne me faites pas ce tort, de juger de moi... 45 \n", "5 Ah ! Valère, chacun tient les mêmes discours.T... 26 \n", "6 Puisque les seules actions font connaître ce q... 70 \n", "7 Hélas ! qu'avec facilité on se laisse persuade... 63 \n", "8 Mais pourquoi cette inquiétude ?\\n\\n 4 \n", "9 Je n'aurais rien à craindre, si tout le monde ... 224 \n", "10 De tout ce que vous avez dit, ce n'est que par... 138 \n", "11 Ah ! Valère, ne bougez d'ici, je vous prie ; e... 22 \n", "12 Vous voyez comme je m'y prends, et les adroite... 215 \n", "13 Mais que ne tâchez-vous aussi à gagner l'appui... 24 \n", "14 On ne peut pas ménager l'un et l'autre ; et l'... 86 \n", "15 Je ne sais si j'aurai la force de lui faire ce... 13 \n", "16 \\n\\nJe suis bien aise de vous trouver seule, m... 24 \n", "17 Me voilà prête à vous ouïr, mon Frère. Qu'avez... 14 \n", "18 Bien des choses, ma Sœur, enveloppées dans un ... 10 \n", "19 Vous aimez ?\\n\\n 2 \n", "20 Oui, j'aime.Mais avant que d'aller plus loin, ... 173 \n", "21 Vous êtes-vous engagé, mon Frère, avec celle q... 11 \n", "22 Non ; mais j'y suis résolu ; et je vous conjur... 24 \n", "23 Suis-je, mon Frère, une si étrange personne ?\\n\\n 8 \n", "24 Non, ma Sœur, mais vous n'aimez pas.Vous ignor... 26 \n", "25 Hélas ! mon Frère, ne parlons point de ma sage... 43 \n", "26 Ah ! plût au Ciel que votre âme comme la mienn... 10 \n", "27 Finissons auparavant votre affaire, et me dite... 13 \n", "28 Une jeune personne qui loge depuis peu en ces ... 150 \n", "29 J'en vois beaucoup, mon Frère, dans les choses... 27 \n", ".. ... ... \n", "929 Maître Jacques.\\n\\n 2 \n", "930 C'est toi qui le dis ?\\n\\n 6 \n", "931 Vous voyez que je ne dis rien.\\n\\n 7 \n", "932 Oui. Voilà Monsieur le Commissaire qui a reçu ... 10 \n", "933 Pouvez-vous me croire capable d'une action si ... 10 \n", "934 Capable, ou non capable, je veux ravoir mon ar... 9 \n", "935 \\n\\nNe vous tourmentez point, mon Père, et n'a... 41 \n", "936 Où est-il ?\\n\\n 3 \n", "937 Ne vous en mettez point en peine. Il est en li... 47 \n", "938 N'en a-t-on rien ôté ?\\n\\n 7 \n", "939 Rien du tout. Voyez si c'est votre dessein de ... 36 \n", "940 Mais vous ne savez pas, que ce n'est pas assez... 36 \n", "941 Le Ciel, mes Enfants, ne me redonne point à vo... 61 \n", "942 Il faut, pour me donner conseil, que je voie m... 11 \n", "943 Vous la verrez saine et entière.\\n\\n 6 \n", "944 Je n'ai point d'argent à donner en mariage à m... 13 \n", "945 Hé bien, j'en ai pour eux, que cela ne vous in... 13 \n", "946 Vous obligerez-vous à faire tous les frais de ... 12 \n", "947 Oui, je m'y oblige.Êtes-vous satisfait ?\\n\\n 8 \n", "948 Oui, pourvu que pour les Noces vous me fassiez... 12 \n", "949 D'accord. Allons jouir de l'allégresse que cet... 13 \n", "950 Holà, Messieurs, holà.Tout doucement, s'il vou... 14 \n", "951 Nous n'avons que faire de vos écritures.\\n\\n 8 \n", "952 Oui.Mais je ne prétends pas, moi, les avoir fa... 12 \n", "953 Pour votre paiement, voilà un Homme que je vou... 12 \n", "954 Hélas ! comment faut-il donc faire ? On me don... 23 \n", "955 Seigneur Harpagon, il faut lui pardonner cette... 8 \n", "956 Vous payerez donc le Commissaire ?\\n\\n 5 \n", "957 Soit. Allons vite faire part de notre joie à v... 11 \n", "958 Et moi, voir ma chère Cassette.< Fin >\\n 6 \n", "\n", "[959 rows x 6 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# On ouvre le fichier local en lecture 'r' pour en faire l'analyse en utilisant l'instruction with qui se chargera de fermer\n", "# le fichier une fois sortie de l'instruction (pas d'erreur possible par oubli d'appel à l'instruction close).\n", "# Un rapide coup d'oeil au fichier texte nous montre une organisation, des symboles en début de ligne etc, que l'on va utiliser\n", "# pour \"parser\" le fichier, à savoir le lire de manière à ranger les données de manière intelligente dans une structure de\n", "# données facilitant la manipulation et l'analyse.\n", "with open(local_filename,'r') as avareFile:\n", " # On va commencer par parser le fichier afin de récupérer la liste des personnages\n", " lineNum = fill_perso_dict(avareFile, avarePersoDict)\n", " \n", " #print(\"##################################################\")\n", " #print(\"Contenu du dictionnaire des personnages initialisé\")\n", " #print(\"##################################################\\n\")\n", " #print(avarePersoDict)\n", " #print(\"\\n##################################################\")\n", " \n", " textDataSynthesisTableDf = generate_text_synthesis_data_table(avareFile, avarePersoDict, avareAnalysisDict, lineNum)\n", "\n", "# Le tableau de données récapitulatif est maintenant prêt à être utilisé\n", "# Affichons celui-ci\n", "textDataSynthesisTableDf\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Y-a-t-il des éléments à NaN ou null dans le tableau construit?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actauthorrecipientscenespeechspeech_length
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actauthorrecipientscenespeechspeech_length
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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [act, author, recipient, scene, speech, speech_length]\n", "Index: []" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ " textDataSynthesisTableDf[textDataSynthesisTableDf.isna().any(axis=1)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Réponse à la première question\n", "Maintenant, nous pouvons répondre à la première question." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'observation d'un premier résultat intermédiaire nous a paru suspect. Ce résultat était le suivant:\n", "```\n", "Harpagon a prononcé 6992 mots dans oute la pièce.\n", "Cléante a prononcé 3555 mots dans oute la pièce.\n", "Élise a prononcé 1067 mots dans oute la pièce.\n", "Valère a prononcé 3016 mots dans oute la pièce.\n", "Mariane a prononcé 910 mots dans oute la pièce.\n", "Anselme a prononcé 517 mots dans oute la pièce.\n", "Frosine a prononcé 2381 mots dans oute la pièce.\n", "Maitre Simon a prononcé 0 mots dans oute la pièce.\n", "Maitre Jacques a prononcé 0 mots dans oute la pièce.\n", "La Flèche a prononcé 1520 mots dans oute la pièce.\n", "Dame Claude a prononcé 0 mots dans oute la pièce.\n", "Brindavoine a prononcé 43 mots dans oute la pièce.\n", "La Merluche a prononcé 47 mots dans oute la pièce.\n", "Le commissaire a prononcé 0 mots dans oute la pièce.\n", "```\n", "En effet, de trop nombreux personnages semblaient ne prononcer aucun mot de toutes la pièce. En regardant, de plus près, nous avons pu faire deux constatations:\n", "- le commissaire est accompagné par un clerc qui n'a pas été enregistré dans la liste des personnages, il faut donc corriger l'analyse de la liste des personnages au début de la pièce pour prendre en compte ce cas,\n", "- certains nom de personnage peuvent différer d'un caractère par exemple entre la liste au début et celui utiliser pour annoncer les auteurs de réplique, typiquement Maitre Simon de la liste de début devient MAÎTRE SIMON (non seulement, il est en majuscule mais il prend un ^), Le commissaire devient Le Commissaire dans les protagonistes des scènes\n", "Nous avons donc corriger le code pour prendre en compte ces deux problèmes." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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perso
speech_length
0Dame Claude
0son clerc
43Brindavoine
47La Merluche
197Maitre Simon
294Le commissaire
517Anselme
919Mariane
1067Élise
1520La Flèche
1668Maitre Jacques
2353Frosine
2752Valère
3339Cléante
6148Harpagon
\n", "
" ], "text/plain": [ " perso\n", "speech_length \n", "0 Dame Claude\n", "0 son clerc\n", "43 Brindavoine\n", "47 La Merluche\n", "197 Maitre Simon\n", "294 Le commissaire\n", "517 Anselme\n", "919 Mariane\n", "1067 Élise\n", "1520 La Flèche\n", "1668 Maitre Jacques\n", "2353 Frosine\n", "2752 Valère\n", "3339 Cléante\n", "6148 Harpagon" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# On va parcourir le dictionnaire des personnages\n", "# et compter le nombre total de mots prononcés\n", "# pour chacun.\n", "import numpy as np\n", "persoList = []\n", "persoNbWords = np.zeros(len(avarePersoDict),dtype=int)\n", "#print(textDataSynthesisTableDf.shape)\n", "for index, perso in enumerate(avarePersoDict):\n", " m = textDataSynthesisTableDf['author'].str.match(perso, case=False, na=False)\n", " tmpDf = textDataSynthesisTableDf[m].copy()\n", " persoList.append(perso)\n", " persoNbWords[index] = tmpDf['speech_length'].sum()\n", "\n", "data = pd.DataFrame({\"perso\":persoList, \"speech_length\":persoNbWords})\n", " \n", "sortedData = data.set_index('speech_length').sort_index()\n", "sortedData\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous pouvons désormais finir de répondre à la premiè question posée. Le personnage s'exprimant le plus dans la pièce de _L'Avare_ de Molière et qui est donc le protagoniste principal, n'est autre qu'**Harpagon**. Quant aux personnages ne s'exprimant pas, nous en avons deux, le **clerc** du commissaire ainsi que **Dame Claude** qui est la servante d'Harpagon." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Réponse à la seconde question" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On voulais utiliser le classement pour associer à chaque personnage de la pièce une couleur unique qui reflète son temps de paroles au travers de toute la pièce notamment avec des couleurs plus chaudes, par exemple le rouge pour le personnage avec le nombre de mots le plus élevés, ensuite du orange, puis du jaune etc en allant vers le violet. Néanmoins, le nombre de personnages au total fait qu'une colormap à laquelle nous pensions et qui est illustrée en dessous ne convient pas pour l'affectation des couleurs aux personnages de sorte que l'on puisse les distinguer facilement dans les graphiques.\n", "\n", "On va donc reprendre le dictionnaire des personnages et régler la propriété de couleur, mais sans s'occuper d'associer des couleurs en fonction de l'importance des personnages mais surtout de manière à les différencier correctement." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "from matplotlib import cm\n", "\n", "# On affiche une sélection automatique de couleur dans une colormap\n", "# matplotlib\n", "nbPersos = len(persoList)\n", "color = iter(cm.gist_rainbow(np.linspace(0, 1, nbPersos)))\n", "for i in range(nbPersos):\n", " c = next(color)\n", " plt.plot(i, i, 'o', c=c)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comme expliqué au-dessus, cette sélection ne convient pas car certaines couleurs sont trop proches les unes de autres. Essayons d'autres colormaps." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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+MNUxmbkxMwcyc6Cvr6+R6drfaWvqG5ekAjWyyyWA24FtmfkXxUXqYOu/CguXTB5buKQ6LklN1sgZ+geB3wU+GhE/qP36rYJydaZ1n4JP/DWc1g9E9eMn/toLopLmRSO7XJ4CosAs5bDuUxa4pJbwTlFJKgkLXZJKwkKXpJKw0CWpJCx0SSoJC12SSqJrHxI9VDnMC0PDHB4ZZ8miBfxK/3L6+5bM/BslqU11ZaEPVQ6zZfsBxsarrw+PjLNle/VtaCx1SZ2qK5dcXhgaPlbmE8bGq+OS1Km6stAPj4zXNS5JnaArC33Joqn/s6cbl6RO0JUN9iv9y+k54b+8Z0F1XJI6VVdeFJ248OkuF0ll0pWFDtVSt8AllUlXLrlIUhlZ6JJUEha6JJWEhS5JJWGhS1JJNFToEXFVRLwUET+JiJuKCiVJqt+cty1GRA/wf4CPATuAf4+I72Xmi0WFA/julp3c8shL/HTfYd51+hK+eOWFfPKSc4qcQpJKoZEz9MuAn2Tma5k5AtwLXFdMrKrvbtnJzQ88z859h0lg577D3PzA83x3y84ip5GkUmik0M8Bho57vaM2VphbHnmJw0fHJo0dPjrGLY+8VOQ0klQKjRR6TDGW7zgo4saIGIyIwUqlUtcEP913uK5xSepmjRT6DqD/uNdrgJ+eeFBmbszMgcwc6Ovrq2uCd50+9a35041LUjdrpND/HTg/It4TEYuA64HvFROr6otXXsiShT2TxpYs7OGLV15Y5DSSVApz3uWSmaMR8b+AR4Ae4I7MfKGwZHBsN4u7XCRpZpH5jmXvphkYGMjBwcF5m0+SyiAiNmfmwEzHeaeoJJWEhS5JJWGhS1JJWOiSVBIWuiSVxLzucomICvAfc/ztq4A3C4zTbJ2Ut5OyQmfl7aSs0Fl5OykrNJb3v2TmjHdmzmuhNyIiBmezbadddFLeTsoKnZW3k7JCZ+XtpKwwP3ldcpGkkrDQJakkOqnQN7Y6QJ06KW8nZYXOyttJWaGz8nZSVpiHvB2zhi5JOrlOOkOXJJ1ERxR6pzyMOiL6I+LxiNgWES9ExIZWZ5pJRPRExJaI+IdWZ5lJRJweEfdHxI9rf8eXtzrTyUTEn9S+D34UEfdExCmtzjQhIu6IiD0R8aPjxlZGxGMR8Urt4xmtzHi8afLeUvte2BoR/zciTm9lxglTZT3ua1+IiIyIVc2Yu+0L/biHUf8mcBHw6Yi4qLWppjUK/Glmvhf4APCHbZx1wgZgW6tDzNKtwD9l5i8Dv0ob546Ic4DPAwOZeTHVt5i+vrWpJrkTuOqEsZuATZl5PrCp9rpd3Mk78z4GXJyZ64CXgZvnO9Q07uSdWYmIfuBjwBvNmrjtC515eBh1UTJzV2Y+V/v8INXCads3b4+INcDVwG2tzjKTiFgBfBi4HSAzRzJzX2tTzagXWBIRvcBSpniiV6tk5hPA3hOGrwPuqn1+F/DJeQ11ElPlzcxHM3O09vL7VJ+a1nLT/N0C/CXwJaZ4VGdROqHQm/4w6maIiLXAJcAzrU1yUn9F9RtsvNVBZuFcoAL8XW2J6LaIWNbqUNPJzJ3An1M9G9sF7M/MR1ubaka/lJm7oHpyApzV4jz1+Bzwj60OMZ2IuBbYmZk/bOY8nVDos3oYdTuJiOXAd4A/zswDrc4zlYi4BtiTmZtbnWWWeoFLgb/JzEuAQ7TXksAktfXn64D3AO8ClkXEZ1qbqpwi4itUlzvvbnWWqUTEUuArwFebPVcnFPqsHkbdLiJiIdUyvzszH2h1npP4IHBtRLxOdRnroxHx962NdFI7gB2ZOfEvnvupFny7+g1ge2ZWMvMo8ADway3ONJP/jIizAWof97Q4z4wi4gbgGuB3sn33YJ9H9X/sP6z9vK0BnouI1UVP1AmF3vSHURclIoLqGu+2zPyLVuc5mcy8OTPXZOZaqn+n/5yZbXsGmZm7gaGImHhC+HrgxRZGmskbwAciYmnt+2I9bXwRt+Z7wA21z28AHmxhlhlFxFXAl4FrM/PtVueZTmY+n5lnZeba2s/bDuDS2vd0odq+0GsXPSYeRr0NuK/oh1EX6IPA71I92/1B7ddvtTpUifwRcHdEbAX+G/C/W5xnWrV/SdwPPAc8T/VnrW3ubIyIe4CngQsjYkdE/D7wTeBjEfEK1d0Y32xlxuNNk/dbwKnAY7Wftb9taciaabLOz9zt+68USVI92v4MXZI0Oxa6JJWEhS5JJWGhS1JJWOiSVBIWuiSVhIUuSSVhoUtSSfx/Uekl7PIy+EwAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# On affiche une sélection automatique de couleur dans une colormap\n", "# matplotlib\n", "color = iter(cm.tab20(np.linspace(0, 1, nbPersos)))\n", "for i in range(nbPersos):\n", " c = next(color)\n", " plt.plot(i, i, 'o', c=c)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette dernière semble convenir." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.12156863 0.46666667 0.70588235 1. ]\n", "[0.68235294 0.78039216 0.90980392 1. ]\n", "[1. 0.49803922 0.05490196 1. ]\n", "[0.17254902 0.62745098 0.17254902 1. ]\n", "[0.59607843 0.8745098 0.54117647 1. ]\n", "[1. 0.59607843 0.58823529 1. ]\n", "[0.58039216 0.40392157 0.74117647 1. ]\n", "[0.54901961 0.3372549 0.29411765 1. ]\n", "[0.76862745 0.61176471 0.58039216 1. ]\n", "[0.89019608 0.46666667 0.76078431 1. ]\n", "[0.49803922 0.49803922 0.49803922 1. ]\n", "[0.78039216 0.78039216 0.78039216 1. ]\n", "[0.85882353 0.85882353 0.55294118 1. ]\n", "[0.09019608 0.74509804 0.81176471 1. ]\n", "[0.61960784 0.85490196 0.89803922 1. ]\n" ] }, { "data": { "text/plain": [ "{'Harpagon': {'links': [\"Père de Cléante et d'Élise\", 'Amoureux de Mariane'],\n", " 'color': array([0.61960784, 0.85490196, 0.89803922, 1. ])},\n", " 'Cléante': {'links': [\"Fils d'Harpagon\", 'Amant de Mariane'],\n", " 'color': array([0.09019608, 0.74509804, 0.81176471, 1. ])},\n", " 'Élise': {'links': [\"Fille d'Harpagon\", 'Amante de Valère'],\n", " 'color': array([0.76862745, 0.61176471, 0.58039216, 1. ])},\n", " 'Valère': {'links': [\"Fils d'Anselme\", \"Amant d'Élise\"],\n", " 'color': array([0.85882353, 0.85882353, 0.55294118, 1. ])},\n", " 'Mariane': {'links': ['Amante de Cléante', \"aimée d'Harpagon\"],\n", " 'color': array([0.54901961, 0.3372549 , 0.29411765, 1. ])},\n", " 'Anselme': {'links': ['Père de Valère et de Mariane'],\n", " 'color': array([0.58039216, 0.40392157, 0.74117647, 1. ])},\n", " 'Frosine': {'links': [\"Femme d'Intrigue\"],\n", " 'color': array([0.78039216, 0.78039216, 0.78039216, 1. ])},\n", " 'Maitre Simon': {'links': ['Courtier'],\n", " 'color': array([0.59607843, 0.8745098 , 0.54117647, 1. ])},\n", " 'Maitre Jacques': {'links': [\"Cuisinier et Cocher d'Harpagon\"],\n", " 'color': array([0.49803922, 0.49803922, 0.49803922, 1. ])},\n", " 'La Flèche': {'links': ['Valet de Cléante'],\n", " 'color': array([0.89019608, 0.46666667, 0.76078431, 1. ])},\n", " 'Dame Claude': {'links': [\"Servante d'Harpagon\"],\n", " 'color': array([0.12156863, 0.46666667, 0.70588235, 1. ])},\n", " 'Brindavoine': {'links': [\"laquais d'Harpagon\"],\n", " 'color': array([1. , 0.49803922, 0.05490196, 1. ])},\n", " 'La Merluche': {'links': [\"laquais d'Harpagon\"],\n", " 'color': array([0.17254902, 0.62745098, 0.17254902, 1. ])},\n", " 'Le commissaire': {'links': [],\n", " 'color': array([1. , 0.59607843, 0.58823529, 1. ])},\n", " 'son clerc': {'links': ['assistant du commissaire'],\n", " 'color': array([0.68235294, 0.78039216, 0.90980392, 1. ])}}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "color = iter(cm.tab20(np.linspace(0, 1, nbPersos)))\n", "for i in range(nbPersos):\n", " c = next(color)\n", " print(c)\n", " perso = sortedData[\"perso\"].iloc[i]\n", " #print(perso)\n", " avarePersoDict[perso][\"color\"] = c\n", "\n", "avarePersoDict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On constate ci-dessus que le dictionnaire des personnages de la pièce a bien été complété comme voulu." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En nous appuyant sur une page internet trouvée sur exemple d'affichage similaire à ce qui est fait dans l'étude \\(à savoir un affichage par Acte, sous forme de barres horizontales pour chaque scène le composant donnant la répartition de la paroles entre les différents protagonistes de chaque scène\\), on va pouvoir répondre à la seconde question. Voici un lien vers celle-ci: [geeksforgeeks_stacked-percentage-bar-plot](https://www.geeksforgeeks.org/stacked-percentage-bar-plot-in-matplotlib/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour l'écriture du nombre de mots au sein des graphiques, il a fallu passer par des sorties intermédiaires pour voir comment fonctionnait matplotlib, dans quel sens il parcours les éléments de son graphiques par rapport au dataframe d'entrée que l'on veut représenter. Une sortie intermédiaire obtenue via des prints (un print du dataframe `percentDf` et de `bar` dans la boucle `for i, bar in enumerate(ax.patches):` du code de tracé du graphique un peu plus bas), nous à donner ce qui suit:\n", "\n", "```\n", " Cléante Harpagon La Flèche Valère scene Élise\n", "0 0.000000 0.000000 0.000000 0.561998 1 0.438002\n", "1 0.831694 0.000000 0.000000 0.000000 2 0.168306\n", "2 0.000000 0.644044 0.355956 0.000000 3 0.000000\n", "3 0.141361 0.752618 0.000000 0.000000 4 0.106021\n", "4 0.000000 0.268701 0.000000 0.695866 5 0.035433\n", "\n", "Rectangle(xy=(0, -0.25), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, 0.75), width=0.831694, height=0.5, angle=0)\n", "Rectangle(xy=(0, 1.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, 2.75), width=0.141361, height=0.5, angle=0)\n", "Rectangle(xy=(0, 3.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, -0.25), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, 0.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, 1.75), width=0.644044, height=0.5, angle=0)\n", "Rectangle(xy=(0.141361, 2.75), width=0.752618, height=0.5, angle=0)\n", "Rectangle(xy=(0, 3.75), width=0.268701, height=0.5, angle=0)\n", "Rectangle(xy=(0, -0.25), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, 0.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0.644044, 1.75), width=0.355956, height=0.5, angle=0)\n", "Rectangle(xy=(0, 2.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, 3.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, -0.25), width=0.561998, height=0.5, angle=0)\n", "Rectangle(xy=(0, 0.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, 1.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0, 2.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0.268701, 3.75), width=0.695866, height=0.5, angle=0)\n", "Rectangle(xy=(0.561998, -0.25), width=0.438002, height=0.5, angle=0)\n", "Rectangle(xy=(0.831694, 0.75), width=0.168306, height=0.5, angle=0)\n", "Rectangle(xy=(0, 1.75), width=0, height=0.5, angle=0)\n", "Rectangle(xy=(0.893979, 2.75), width=0.106021, height=0.5, angle=0)\n", "Rectangle(xy=(0.964567, 3.75), width=0.0354331, height=0.5, angle=0)\n", "```\n", "\n", "On voit qu'il y a 25 éléments, qui correspondent à 5 scène x 5 personnages pour l'acte 1.\n", "En regardant de près les valeurs de largeur des rectangles `width`, on voit que les 5 premiers rectangles correspondent au premier personnage (cela correspond aux valeurs de pourcentage de paroles pour les 5 scènes de l'acte) = la première colonne du dataframe qui est affiché juste au dessus, les 5 rectangles suivants correspondent au second personnage et ainsi de suite. Il va falloir calculer les positions des textes en conséquences. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import colors\n", "# Il va nous falloir compter le nombre d'actes de la pièce\n", "# et faire une boucle sur ces derniers pour construire \n", "# un dataframe par acte à partir du dataframe global\n", "# que dont on va caler la structure en fonction de\n", "# l'exemple disponible sur la page.\n", "# Le dataframe doit contenir une ligne par scène de l'acte\n", "# courant et une colonne par protagoniste de la scène\n", "actNums = pd.unique(textDataSynthesisTableDf[\"act\"])\n", "nbActs = actNums.size\n", "\n", "for actNum in actNums:\n", " actDf = textDataSynthesisTableDf[textDataSynthesisTableDf[\"act\"]==float(actNum)].copy()\n", " #actDf\n", " sceneNums = pd.unique(actDf[\"scene\"])\n", " actPersos = pd.unique(actDf[\"author\"])\n", " #print(\"act {0:} persos {1:}\".format(actNum,actPersos))\n", " actDict = {\"scene\":[]}\n", " for perso in actPersos:\n", " # Création d'une colonne par personnage de l'acte\n", " actDict[perso] = []\n", " \n", " for sceneNum in sceneNums:\n", " actDict[\"scene\"].append(sceneNum)\n", " sceneDf = actDf[actDf[\"scene\"]==float(sceneNum)].copy()\n", " scenePersos = pd.unique(sceneDf[\"scene\"])\n", " for perso in actPersos:\n", " tmpDf = sceneDf[sceneDf[\"author\"]==perso].copy()\n", " if not tmpDf.empty:\n", " currentPersoNbWordsInScene = tmpDf[\"speech_length\"].sum()\n", " #print(currentPersoNbWordsInScene)\n", " actDict[perso].append(currentPersoNbWordsInScene)\n", " else:\n", " actDict[perso].append(0)\n", " \n", " # Il faut ensuite transformer le dictionnaire d'acte en dataframe\n", " # on va en faire une version en pourcentage de paroles par scène.\n", " # Il faudra récupérer les valeurs du nombre de mots afin d'afficher\n", " # sur les graphiques.\n", " #print(actDict)\n", " actSceneSynthesisGraphDf = pd.DataFrame.from_dict(actDict)\n", " #print(actSceneSynthesisGraphDf)\n", " # On va créer une version en pourcentage du dataframe\n", " # de synthèse par scène d'un acte.\n", " percentDf = actSceneSynthesisGraphDf.copy()\n", " # On utilise actPersos en indice pour ne traiter que les colonnes de personnages\n", " # et ignorer la colonne donnant le numéro de scène\n", " percentDf[actPersos] = percentDf[actPersos].div(percentDf[actPersos].sum(axis=1), axis=0)\n", " percentDf = percentDf.sort_index(axis=1)\n", " #print(percentDf)\n", " #colors = {perso:colors.rgb2hex(avarePersoDict[perso]['color']) for perso in actPersos}\n", " sortedPersos = np.sort(actPersos)\n", " colors = []\n", " for perso in sortedPersos:\n", " colors.append(avarePersoDict[perso]['color'])\n", "\n", " # Rappel: Pour l'affichage en barres empilées à l'horizonatal, une recherche nous à permis de tomber\n", " # sur la page suivante qui nous a aidé afin de faire le tracer souhaité:\n", " # --> https://www.geeksforgeeks.org/stacked-percentage-bar-plot-in-matplotlib/\n", " \n", " percentDf.plot(\\\n", " x = 'scene', \\\n", " kind = 'barh', \\\n", " color=colors, \\\n", " stacked = True, \\\n", " title = \"Acte {}\".format(actNum), \\\n", " mark_right = True)\n", " ax = plt.gca()\n", " ax.invert_yaxis()\n", " sceneCount = len(sceneNums)\n", " for i, bar in enumerate(ax.patches):\n", " #print(bar)\n", " # On calcul l'index du personnage dans la liste des personnages de l'acte\n", " # en prenant la partie entière de la division de i par le nombre de scènes\n", " # de l'acte. En effet, comme on a pu le montrer un peu plus haut,\n", " # les données sont parcourues de la manière suivante, les barres du graphique, les rectangles\n", " # représentant les pourcentage de paroles, sont données pour toutes les scènes pour chaque\n", " # personnage du dataframe.\n", " # Pour le premier acte i va aller de 0 à 24 et le résultat de floor(i/sceneCount) va \n", " # valloir 0 0 0 0 0 1 1 1 1 1 2 2 2 2 2 ... 4 4 4 4 4 où 4 est l'indice du dernier personnage (il y en a 5)\n", " # On s'assure que persoIdx est un entier pour l'utiliser comme élément d'indiçage de l'array numpy des noms\n", " # des personnages de l'acte courant trié sortedPersos.\n", " persoIdx = int(np.floor(i/sceneCount))\n", " #print(persoIdx)\n", " # On calcul la ligne de la donnée\n", " # On récupère le nom du personnage\n", " persoName = sortedPersos[persoIdx]\n", " #print(persoName)\n", " # Ensuite, on va calculer le \"numéro\" de scène auquel correspond la barre courante\n", " # en utilisant le reste de la division euclidienne de i par le nombre de scènes\n", " # Pour le premier acte i va aller de 0 à 24 et le résultat de i % sceneCount va \n", " # valloir 0 1 2 3 4 ... autant de fois qu'il y a de personnages dans l'acte courant\n", " # et où 0 1 2 3 4 donne le numéro de ligne dans le dataframe\n", " dataLineIdx = i % sceneCount\n", " if bar.get_width() != 0:\n", " # Si la largeur de la barre en cours est différente de 0, l'auteur associé a prononcé un certain nombres de mots\n", " # que l'on va récupérer dans le dataframe qui n'a pas été mis en pourcentage et on va l'afficher au milieu du rectangle\n", " # correspondant.\n", " #print(actSceneSynthesisGraphDf[persoName])\n", " nbWords = actSceneSynthesisGraphDf[persoName].iloc[dataLineIdx]\n", " ax.text(bar.get_x()+bar.get_width()/2, \\\n", " bar.get_y()+bar.get_height()/2, \\\n", " \"{:d}\".format(nbWords), \\\n", " rotation=20, \\\n", " ha = 'center', \\\n", " va = 'center')\n", " # cf. (https://stackoverflow.com/questions/66837088/how-to-write-text-inside-the-bar-in-a-horizontal-bar-graph-matplotlib) \n", " # ax.text(0.1, bar.get_y()+bar.get_height()/2, disease, color = 'white', ha = 'left', va = 'center') --> on comprend\n", " # que les premiers paramètres donne la position du texte dans la barre notamment grâce à bar.get_y()+bar.get_height()/2\n", " # qui met la coordonnée en y à la coordonnée de début de la barre + la moitié de sa hauteur. Ensuite, en ayant observé\n", " # quelques comportements en modifiant les paramètres ha et va on comprend que cela règle l'ancrage du texte, i.e. \n", " # cela précise à quoi font référence les coordonnées renseignées ha (alignement horizontal) et va (alignement vertical)\n", " # center indique que la coordonnées renseignée représente le centre de la boîte de texte pour l'axe considéré,\n", " # center, center --> indique que le centre de la boîte de texte se trouve aux coordonnées passées en entrée.\n", " \n", " # Positionnement de la légende en haut à droite en dehors du plot\n", " # cf. (https://www.geeksforgeeks.org/how-to-place-legend-outside-of-the-plot-in-matplotlib/)\n", " plt.legend(bbox_to_anchor=(1.05, 1.0), loc='upper left')\n", " # Hide ticks of x axis on figures\n", " plt.tick_params(axis='x', \\\n", " which='both', \\\n", " bottom=False, \\\n", " top=False, \\\n", " labelbottom=False) \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Réponse à la question facultative" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Introduction\n", "\n", "Un nouveau regard sur le texte de la pièce nous montre que la manière dont nous avons géré auteurs et destinataires des répliques est \"naïf\". Cela n'a pas d'impact sur les réponses aux deux premières questions mais sur la dernière question oui.\n", "Voici un commentaire de notre code:\n", "```\n", " # Il y avait déjà un auteur d'une réplique, currentAuthor\n", " # le nouvel auteur est donc le destinataire de la réplique précédente.\n", "```\n", "\n", "renseignant sur notre approche et qui montre la manière dont nous identifions auteurs et destinataires. Cette approche fonctionne parfaitement lorrsqu'il n'y a que deux personnages dans une scène mais n'est plus qu'une approximation lorsqu'il y a plus de deux personnages. En effet, cela peut être plus compliqué comme le montre quelques extraits ci-dessous:\n", "\n", "#### Extrait 1\n", "\n", "```\n", "______________________________________________________________________________________________________________________\n", "### Scène IV. (Acte 5)\n", "Élise, Mariane, Frosine, Harpagon, Valère, Maître Jacques, le Commissaire, son Clerc\n", "\n", "\n", " HARPAGON.\n", "Ah ! fille scélérate ! Fille indigne d'un Père comme moi ! C'est ainsi que tu pratiques les Leçons que je t'ai données ! Tu te laisses prendre d'amour pour un Voleur infâme, et tu lui engages ta foi sans mon consentement ? Mais vous serez trompés l'un et l'autre. Quatre bonnes murailles me répondront de ta conduite ; et une bonne Potence me fera raison de ton audace.\n", "\n", " VALÈRE.\n", "Ce ne sera point votre passion qui jugera l'affaire ; et l'on m'écoutera, au moins, avant que de me condamner.\n", "\n", " HARPAGON.\n", "Je me suis abusé de dire une Potence ; et tu seras roué tout vif.\n", "\n", " ÉLISE, *à genoux devant son père*.\n", "Ah ! mon père, prenez des sentiments un peu plus humains, je vous prie, et n'allez point pousser les choses dans les dernières violences du pouvoir paternel : Ne vous laissez point entraîner aux premiers mouvements de votre passion, et donnez-vous le temps de considérer ce que vous voulez faire.Prenez la peine de mieux voir celui dont vous vous offensez : il est tout autre que vos yeux ne le jugent ; et vous trouverez moins étrange que je me sois donnée à lui, lorsque vous saurez que sans lui vous ne m'auriez plus il y a longtemps. Oui, mon Père, c'est celui qui me sauva de ce grand péril que vous savez que je courus dans l'eau, et à qui vous devez la vie de cette même fille, dont…\n", "______________________________________________________________________________________________________________________\n", "```\n", "\n", "Ci-dessus, la première réplique d'Harpagon s'adresse à sa fille Elise et non à Valère.\n", "\n", "\n", "#### Extrait 2\n", "\n", "```\n", "______________________________________________________________________________________________________________________\n", "### Scène V. (Acte 5)\n", "Anselme, Harpagon, Élise, Mariane, Frosine, Valère, Maître Jacques, le Commissaire, son Clerc\n", "\n", "\n", " ANSELME.\n", "Qu'est-ce, Seigneur Harpagon, je vous vois tout ému.\n", "\n", " HARPAGON.\n", "Ah ! Seigneur Anselme, vous me voyez le plus infortuné de tous les hommes ; et voici bien du trouble et du désordre au Contrat que vous venez faire ?On m'assassine dans le bien, on m'assassine dans l'honneur ; et voilà un traître, un scélérat, qui a violé tous les droits les plus saints ; qui s'est coulé chez moi sous le titre de Domestique, pour me dérober mon argent, et pour me suborner ma Fille.\n", "\n", " VALÈRE.\n", "Qui songe à votre argent, dont vous me faites un galimatias ?\n", "\n", " HARPAGON.\n", "Oui, ils se sont donné l'un et l'autre une Promesse de mariage. Cet affront vous regarde, Seigneur Anselme ; et c'est vous qui devez vous rendre partie contre lui, et faire toutes les poursuites de la Justice, pour vous venger de son insolence.\n", "______________________________________________________________________________________________________________________\n", "```\n", "\n", "Ici la première réplique d'Harpagon n'est pas adressée à Valère mais à Anselme, il lui répond.\n", "\n", "\n", "#### Extrait 3\n", "\n", "Dans la scène 2 de l'acte 5:\n", "```\n", "______________________________________________________________________________________________________________________\n", " MAÎTRE JACQUES, *à part*.\n", "Voici justement ce qu'il me faut pour me venger de notre Intendant : depuis qu'il est entré céans, il est le favori, on n'écoute que ses conseils ; et j'ai aussi sur le cœur les coups de bâton de tantôt.\n", "______________________________________________________________________________________________________________________\n", "```\n", "Maître Jacques se parle ici à lui-même.\n", "\n", "#### Bilan\n", "\n", "Afin d'avoir une graphique exact des échanges, il faudrait donc une analyse du texte bien plus poussée et intelligente que celle mise en place. Néanmoins, cette approche permet d'avoir une bonne approximation des échanges entre les personnages.\\\n", "Partons donc du tableau de données produites afin de générer le graphe des échanges entre personnages même si l'on sait qu'il ne sera qu'approximatif. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Création du graphe des échanges entre personnages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour réaliser le graphe des échanges entre personnage nous nous appuierons notamment sur la bibliothèque python networkx de manipulation de concepts liés aux réseaux, extrait de la page d'accueil de la bibliothèque:\n", "```\n", "NetworkX is a Python package for the creation, manipulation, and study of the structure, dynamics, and functions of complex networks\n", "```\n", "\n", "Resources:\n", "page officielle de la documentation de networkx sur les types de graphes implémentés [lien](https://networkx.org/documentation/stable/reference/classes/index.html)\\\n", "--> pour notre besoin, il nous faudra utiliser les graphes `MultiDiGraph`\n", "\n", "lien vers le tutorial de la bibliothqe networkx\\\n", "[tutorial_networkx](https://networkx.org/documentation/stable/tutorial.html)\n", "\n", "lien stack overflow vers un code de customisation de graphes de la bibliothèque python networkx\\\n", "[customisation_graphe](https://stackoverflow.com/questions/25639169/networkx-change-color-width-according-to-edge-attributes-inconsistent-result)\n", "\n", "lien github vers un morceau de code ajoutant de la couleur et le réglage de l'épaisseur des arêtes sur un graphe\\\n", "[couleur_epaisseur_arêtes_graphe](https://gist.github.com/AruniRC/2c53fe7680eeb578593ec816bbfb1653)\n", "\n", "Autres ressources trouvées:\n", "https://github.com/paulbrodersen/netgraph/issues/45\n", "\n", "En première étape, il va nous falloir construire la [matrice d'adjacence](https://fr.wikipedia.org/wiki/Matrice_d%27adjacence) du graphe des échanges entre personnages afin d'instancier/créer l'objet graphe voulu de la bibliothèque networkx. La matrice d'adjacence sera un dataframe pandas. Mais commençons d'abord par importer la bibliothèque networkx indipensable pour la suite." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import networkx as nx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour la matrice d'adjacence, les lignes désignent les auteurs des répliques et les colonnes les destinataires. Cette matrice sera donc une matrice carré nxn où n est le nombre de personnages de la pièce." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total words from Anselme to Anselme = 0\n", "Total words from Brindavoine to Anselme = 0\n", "Total words from Cléante to Anselme = 0\n", "Total words from Dame Claude to Anselme = 0\n", "Total words from Frosine to Anselme = 0\n", "Total words from Harpagon to Anselme = 126\n", "Total words from La Flèche to Anselme = 0\n", "Total words from La Merluche to Anselme = 0\n", "Total words from Le commissaire to Anselme = 0\n", "Total words from Maitre Jacques to Anselme = 23\n", "Total words from Maitre Simon to Anselme = 0\n", "Total words from Mariane to Anselme = 199\n", "Total words from Valère to Anselme = 262\n", "Total words from son clerc to Anselme = 0\n", "Total words from Élise to Anselme = 0\n", " Anselme Brindavoine Cléante Dame Claude Frosine Harpagon \\\n", "author \n", "Anselme 0 0 0 0 0 293 \n", "Brindavoine 0 0 0 0 0 20 \n", "Cléante 0 0 0 0 32 1595 \n", "Dame Claude 0 0 0 0 0 0 \n", "Frosine 0 0 436 0 0 1561 \n", "Harpagon 126 37 1719 0 737 407 \n", "La Flèche 0 0 962 0 301 257 \n", "La Merluche 0 0 0 0 0 47 \n", "Le commissaire 0 0 0 0 0 146 \n", "Maitre Jacques 23 0 154 0 18 1156 \n", "Maitre Simon 0 0 0 0 0 194 \n", "Mariane 199 0 258 0 256 163 \n", "Valère 262 0 5 0 0 1478 \n", "son clerc 0 0 0 0 0 0 \n", "Élise 0 0 154 0 10 328 \n", "\n", " La Flèche La Merluche Le commissaire Maitre Jacques \\\n", "author \n", "Anselme 0 0 13 0 \n", "Brindavoine 0 23 0 0 \n", "Cléante 396 0 0 170 \n", "Dame Claude 0 0 0 0 \n", "Frosine 130 0 0 23 \n", "Harpagon 465 6 135 679 \n", "La Flèche 0 0 0 0 \n", "La Merluche 0 0 0 0 \n", "Le commissaire 0 0 0 148 \n", "Maitre Jacques 0 8 46 0 \n", "Maitre Simon 3 0 0 0 \n", "Mariane 0 0 0 0 \n", "Valère 0 4 0 218 \n", "son clerc 0 0 0 0 \n", "Élise 0 0 0 0 \n", "\n", " Maitre Simon Mariane Valère son clerc Élise \n", "author \n", "Anselme 0 0 211 0 0 \n", "Brindavoine 0 0 0 0 0 \n", "Cléante 13 350 0 0 783 \n", "Dame Claude 0 0 0 0 0 \n", "Frosine 0 203 0 0 0 \n", "Harpagon 51 94 1178 0 514 \n", "La Flèche 0 0 0 0 0 \n", "La Merluche 0 0 0 0 0 \n", "Le commissaire 0 0 0 0 0 \n", "Maitre Jacques 0 0 263 0 0 \n", "Maitre Simon 0 0 0 0 0 \n", "Mariane 0 0 29 0 14 \n", "Valère 0 43 0 0 742 \n", "son clerc 0 0 0 0 0 \n", "Élise 0 48 527 0 0 \n" ] } ], "source": [ "# Création du dictionnaire qui va servir à créer le dataframe pandas de représentation de la matrice d'adjacence\n", "# qui servira ensuite à la création de l'objet graphe de networkx qui nous permettra d'avoir ensuite de générer\n", "# une représentation graphique semblable a ce qui est fait dans l'étude OBVIL. \n", "sortedPerosList = np.sort(persoList)\n", "adjacencyDict = {\"author\":sortedPerosList}\n", "#adjacencyDict = {}\n", "for j, recipient in enumerate(sortedPerosList):\n", " # On initialise une colonne de la matrice\n", " adjacencyDict[recipient] = []\n", " for i, author in enumerate(sortedPerosList):\n", " # Par cette boucle, on va remplir les lignes de la colonne initialisée\n", " #print(\"Process Author/Recipient pair : {0}/{1}\".format(author, recipient))\n", " #tmpDf = textDataSynthesisTableDf[['author','recipient','speech_length']]\n", " tmpDf = textDataSynthesisTableDf\n", " tmpDf = tmpDf.loc[(tmpDf[\"author\"]==author) & (tmpDf[\"recipient\"]==recipient)].copy()\n", " totalNbWordsAuthorToRecipient = tmpDf[\"speech_length\"].sum()\n", " adjacencyDict[recipient].append(totalNbWordsAuthorToRecipient)\n", " if j==0:\n", " print(\"Total words from {0} to {1} = {2}\".format(author, recipient, totalNbWordsAuthorToRecipient))\n", "\n", "adjacencyDf = pd.DataFrame.from_dict(adjacencyDict)\n", "adjacencyDf = adjacencyDf.set_index('author')\n", "print(adjacencyDf)\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Anselme', {'Harpagon': {0: {'weight': 293}}, 'Le commissaire': {0: {'weight': 13}}, 'Valère': {0: {'weight': 211}}})\n", "('Brindavoine', {'Harpagon': {0: {'weight': 20}}, 'La Merluche': {0: {'weight': 23}}})\n", "('Cléante', {'Frosine': {0: {'weight': 32}}, 'Harpagon': {0: {'weight': 1595}}, 'La Flèche': {0: {'weight': 396}}, 'Maitre Jacques': {0: {'weight': 170}}, 'Maitre Simon': {0: {'weight': 13}}, 'Mariane': {0: {'weight': 350}}, 'Élise': {0: {'weight': 783}}})\n", "('Dame Claude', {})\n", "('Frosine', {'Cléante': {0: {'weight': 436}}, 'Harpagon': {0: {'weight': 1561}}, 'La Flèche': {0: {'weight': 130}}, 'Maitre Jacques': {0: {'weight': 23}}, 'Mariane': {0: {'weight': 203}}})\n", "('Harpagon', {'Harpagon': {0: {'weight': 407}}, 'Anselme': {0: {'weight': 126}}, 'Brindavoine': {0: {'weight': 37}}, 'Cléante': {0: {'weight': 1719}}, 'Frosine': {0: {'weight': 737}}, 'La Flèche': {0: {'weight': 465}}, 'La Merluche': {0: {'weight': 6}}, 'Le commissaire': {0: {'weight': 135}}, 'Maitre Jacques': {0: {'weight': 679}}, 'Maitre Simon': {0: {'weight': 51}}, 'Mariane': {0: {'weight': 94}}, 'Valère': {0: {'weight': 1178}}, 'Élise': {0: {'weight': 514}}})\n", "('La Flèche', {'Cléante': {0: {'weight': 962}}, 'Frosine': {0: {'weight': 301}}, 'Harpagon': {0: {'weight': 257}}})\n", "('La Merluche', {'Harpagon': {0: {'weight': 47}}})\n", "('Le commissaire', {'Harpagon': {0: {'weight': 146}}, 'Maitre Jacques': {0: {'weight': 148}}})\n", "('Maitre Jacques', {'Anselme': {0: {'weight': 23}}, 'Cléante': {0: {'weight': 154}}, 'Frosine': {0: {'weight': 18}}, 'Harpagon': {0: {'weight': 1156}}, 'La Merluche': {0: {'weight': 8}}, 'Le commissaire': {0: {'weight': 46}}, 'Valère': {0: {'weight': 263}}})\n", "('Maitre Simon', {'Harpagon': {0: {'weight': 194}}, 'La Flèche': {0: {'weight': 3}}})\n", "('Mariane', {'Anselme': {0: {'weight': 199}}, 'Cléante': {0: {'weight': 258}}, 'Frosine': {0: {'weight': 256}}, 'Harpagon': {0: {'weight': 163}}, 'Valère': {0: {'weight': 29}}, 'Élise': {0: {'weight': 14}}})\n", "('Valère', {'Anselme': {0: {'weight': 262}}, 'Cléante': {0: {'weight': 5}}, 'Harpagon': {0: {'weight': 1478}}, 'La Merluche': {0: {'weight': 4}}, 'Maitre Jacques': {0: {'weight': 218}}, 'Mariane': {0: {'weight': 43}}, 'Élise': {0: {'weight': 742}}})\n", "('son clerc', {})\n", "('Élise', {'Cléante': {0: {'weight': 154}}, 'Frosine': {0: {'weight': 10}}, 'Harpagon': {0: {'weight': 328}}, 'Mariane': {0: {'weight': 48}}, 'Valère': {0: {'weight': 527}}})\n" ] } ], "source": [ "initExchangesGraph = nx.MultiDiGraph(adjacencyDf)\n", "for elt in initExchangesGraph.adjacency():\n", " print(elt)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Nous allons commencer par visualiser le graphe créé de la manière la plus simple possible avant d'aller plus loin dans sa \"customisation\". Malheureusement, l'exemple fourni par le site officiel de la bibliothèque [ici](https://networkx.org/documentation/stable/auto_examples/drawing/plot_multigraphs.html) ne fonctionne pas.\\\n", "On peut se servir de l'image affichée sur le site pour définir la position des noeuds des personnages afin que l'affichage soit le plus lisible possible.\n", "![image.png](attachment:image.png)\n" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "import itertools as it\n", "\n", "def draw_labeled_multigraph(G, attr_name, ax=None, posCustom=None, persoCustomDict=None):\n", " \"\"\"\n", " Length of connectionstyle must be at least that of a maximum number of edges\n", " between pair of nodes. This number is maximum one-sided connections\n", " for directed graph and maximum total connections for undirected graph.\n", " \"\"\"\n", " # Works with arc3 and angle3 connectionstyles\n", " connectionstyle = f\"arc3,rad=0.10\"\n", " # Distribute the positions of the nodes on a kind of circle\n", " pos = nx.shell_layout(G)\n", " if posCustom is not None:\n", " for perso in posCustom:\n", " pos[perso] = posCustom[perso]\n", " #pos = nx.spring_layout(G)\n", " #pos = nx.nx_agraph.graphviz_layout(G)\n", " \n", " #node_color = [G.degree(v) for v in G] \n", " ## node colour is a list of degrees of nodes \n", " # \n", " #node_size = [0.0005 * nx.get_node_attributes(G, 'population')[v] for v in G] \n", " ## size of node is a list of population of cities \n", " # \n", " #edge_width = [0.0015 * G[u][v]['weight'] for u, v in G.edges()] \n", " ## width of edge is a list of weight of edges \n", " # \n", " #nx.draw_networkx(G, node_size = node_size, \n", " # node_color = node_color, alpha = 0.7, \n", " # with_labels = True, width = edge_width, \n", " # edge_color ='.4', cmap = plt.cm.Blues) \n", " \n", " if persoCustomDict is None:\n", " nx.draw_networkx_nodes(G, pos, ax=ax)\n", " nx.draw_networkx_labels(G, pos, font_size=18, ax=ax)\n", " nx.draw_networkx_edges(\n", " G, pos, edge_color=\"grey\", connectionstyle=connectionstyle, ax=ax\n", " )\n", " \n", " \n", " labels = {\n", " tuple(edge[0:2]): f\"{attrs[attr_name]} words\"\n", " for *edge, attrs in G.edges(keys=True, data=True)\n", " }\n", " \n", " #print(labels)\n", " nx.draw_networkx_edge_labels(\n", " G,\n", " pos,\n", " labels,\n", " connectionstyle=connectionstyle,\n", " label_pos=0.2,\n", " font_color=\"blue\",\n", " bbox={\"alpha\": 0},\n", " ax=ax\n", " )" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,12))\n", "ax = plt.gca()\n", "draw_labeled_multigraph(initExchangesGraph, \"weight\", ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'affichage des postions données par shell layout nous montre que les positions sont disposées sur un cercle de rayon 1.\n", "cf. la copie des ces positions ci-dessous:\n", "```\n", " #{'Anselme': array([1.00000000e+00, 7.94728727e-09]), 'Brindavoine': array([0.91354549, 0.4067367 ]),\n", " #'Cléante': array([0.66913056, 0.74314493]), 'Dame Claude': array([0.30901697, 0.95105666]), \n", " #'Frosine': array([-0.10452856, 0.99452204]), 'Harpagon': array([-0.50000018, 0.86602551]),\n", " #'La Flèche': array([-0.80901724, 0.58778524]), 'La Merluche': array([-0.9781478 , 0.20791166]),\n", " #'Le commissaire': array([-0.97814775, -0.2079118 ]), 'Maitre Jacques': array([-0.80901712, -0.58778542]),\n", " #'Maitre Simon': array([-0.5 , -0.86602557]), 'Mariane': array([-0.10452839, -0.99452204]),\n", " #'Valère': array([ 0.30901712, -0.9510566 ]), 'son clerc': array([ 0.66913074, -0.74314481]),\n", " #'Élise': array([ 0.91354561, -0.40673655])}\n", "```\n", "On va tout d'abord corriger les positions des personnages afin que le graphe soit plus lisible. On se chargera ensuite de travailler sur la personnalisation de celui-ci: couleur et taille des noeuds, couleur et taille des arêtes. " ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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c7Px5Kioq4vDhw87r1dXVBAYGNlpFEBQUhK+vr0ICERG5qBQCiIj8wtXU1DgH+d+9FBUV4ePjQ3BwMMHBwQQGBhIeHl5vUO/r64uXl1eTBiZnDkCtVnPdxQX+8Ic/ONfF9+3bl0GDBtGnTx/8/PzIzc1l48aNpKSk0KdPn3M+/9y5c0lJSeFPf/oTb7/9Nn369CE7O5uSkhLy8/M5fvw49957L93bu7Ijx0pA30lUHdlFzjsP4tt5KBZPH2pyUqnO3o9Pp8FUHNrc6Ou4Wez4uNoYNGgQgwYNoqysjEOHDjl3Ali7di3+/v506tQJPz8/+vfvz1dffcXNN99Mx44dcXV1ZeLEifTo0YNRo0bx9NNP88gjj9ChQwfGjx9PbGwsZWVlHD16lA0bNpCQMISIiFXcfbd5/aNHISQE0tIgOxveegvWrYPbb4c77gB3d4iMNGGBmxt4e0NJyen33c3NDPILC8HX19wPJgBwPKaxAODMr59Cgu/Hzc2NkJCQszZ5rK2trVdFUFRUxIkTJygqKuLUqVPU1taetYogKCgIb29vhQQiIvKDKAQQEbnM2e32erP5371UV1c7B/lBQUG0aNGCuLg458c/Rtf3nBzYvNmsV3cMMh0zzg5/+tOfmDZtGvPmzWP9+vW88cYbVFVVERISQs+ePXnooYe45ZZbzvk6AQEBbNiwgfnz5/Pmm2+ydOlSqqur8fX1JSQkhBtuuIEOHToQ5pbLPrdQaNebltf9ieKvP6T84FdgccGzVUfCb3qKuqKcRkMAiwU8qGPBggXExMQwcuRIIiIi6N27N927d+eTTz4hLi6OjIwM1q5dS4sWLbjzzjvx9fVl1apVvP/++9jtdqKiopwVDw899BCDBw/m+eefZ9OmTSxdupTAwEAiIyOZNWsW06dPx8PDzP7n5JjzCA2FffugoACGDzdLBf76V9MDYPx4Uw3g7g6ZmbB+PYwadfr8wQzgn3sO/PzgkUdg9mwICDBVBdu3m2UHI0ZAVZX5erm5mcc6qgUaCwAcX9vkZNiyxQQScmHc3d1p2bIlLVu2bPT+6urqBpUE2dnZzus2m80ZCLRo0YKwsDDCw8Np2bLlz7KDg4iIXH4sjq2bmqJPnz72HTt2XMTTERGRxtTW1p5zNt/Ly6vBQN/x8cVcg+wYiO7fD926mdljgOPHzZr1DRvM7PWgQT/O69ntdlJSUti6dSt5eXn06dOHsLAwFi5c6NwffvDgwQwcOJD3tmXyl5UHqKy1Nfn5vd1duH9ELMc3fgiY7fEcneMfeOCBBsdbrVays7NJTU0lLS2NwsJCYmJiaN++Pe3btz9ryXjD5zkdmjz6KHh4wJw58NRT5j297z4zmL/uOrMM4Le/NccePw53322WCTz+uPlanPl8v/sdtG1rQoMpU0yY8MILJhBo3Rr++Ed48EFYtsyEDg89BJMmwc6dJnxo1cpUEcTEmMG/w4svwr//bcKEM6sHzrUUQX4cVVVVzkDg5MmT5OXlkZeXR0FBAYGBgYSFhTmDgbCwMIKDg9WoUESkmbBYLDvtdvu5yypRJYCIyCXBbrdTVlZ21oF+VVVVvbLg4OBg2rVr5/z4u2vwLwar1cwOnznIcww627SBFi0gNxfCw+Guu6BlSxg8GKKifnhpeU1NDd988w1bt27Fw8ODAQMGEB8fj5ubG2VlZQQEBODq6sq0adMIDw8H4MY+UXzzzR6WZ7tTY7Vh5+yjUwvg5mLn0fFduGVADJ+W92bXrl3Y7XbnAOqDDz5g3Lhx9ZrHubq60rZtW9q2bcuoUaMoLy8nPT2dtLQ0Nm7ciLu7O+3btycuLo6YmJhGGwuCaQSYlQVhYaYPwF/+Ym4fMABWrDh9XFoaOIolUlJMAHDNNTBz5umvBZz+Gnl5mcH+q6+aWf+EBHjvPQgONtsQ3nef+bocPgwff2zCgNGj4csvzXGJiSZM+M1vICkJ5s0zoc6GDSaMALNDgaurWb6gAODi8/LyIiIigoiIiHq3W61WCgoKyMvLIzc3l2+++Ybc3FwqKipo2bJlvXDAseRHRESaJ4UAIiI/oYqKCnJzc8nLy2sw0Pfw8HDO4AcFBREbG0tiYiLBwcH4+/v/pOuAbTYzq3vmoP/M8v7UVNOJ/tln4bXXYOpUUyq+Y4eZeXaUrE+Y8MPO49SpU2zbto09e/YQExPDxIkTadOmjfO9OHjwICtWrCAhIYHhw4fj5uaG3W5n3759rFy5Ev+qKq5y8+VbWnHc0gIXoKrudGWAl5sLdiDGo4yOdRn09IsBYOjQoezZswebzYbFYqFfv37Y7XZeeeUVBg4cyMCBAxvdocDX15fu3bvTvXt37HY7ubm5pKWlsXXrVj755BNatWrlrBJo1aqV8/OYM8cMxDMyzPvm6B04ciQsXmwG8N7e5t8xY0wAMHCgmem//XYz2D+TI3Dp1g3S083X5emnYfVqM8t/9dWmp8C+ffCHP5hjJ0wwX8vMTLNEoFMn85iQEPjf/4VTp0yYkJUFGzearzmYJQpffgnFxWZ5wP33NzwfufhcXV2dA/1u3bo5b6+urnYGA3l5ec7eFmce76gaCAsL05ICEZFmQMsBREQuAse+8Dk5OeTm5pKbm0tOTg41NTXO9buODuOOQf/ZZol/KmeWpDdm1SqzZn3XLjPbP348fPSR6UrfoYMpVXfMOj/xBGzaZIKCggIz4zx4cNPOw263k5mZydatW8nIyKBnz57069ePoKAg5zHV1dWsWrWKo0ePMnnyZNq0aQNAYWEhH374IYWFhdTV1TmPj4mJYcK1N7JwVzartuylpKoWLxcbE6/ow3WJUaz7bBn79+8HYMqUKfTo0YNFixZx7Ngxpk+fzqJFS2jRIpBhw4axbt06Tp48ybhx44iLi2vy+1tTU8PRo0edSwcqKyudgUD79u3x8/M762OPH4djxyA+Hnx8YOFCM2CvqDCX2lpTMRAVVf9x6emng4NXXzV9BTZtMks1unY1A/0lS8xygupqM7u/fLnpITBmjFlC4OkJ3bub/gJXXmmeNyrKnENdHbz5pllW0KaNaWIYHl6/KkEuPY4+ImeGA7m5uRQUFBAQENCgakBLCkRELg9aDiAi8hOpqqpyDvIdA/78/Hz8/Pycf0QnJiYSHh5OUFDQJdXZ27GG+7sBQGoqvPKK+XfiRFM6XlxsBpKPPgq//rUZSO7fD47d/h5/3DQGBDMotFjMrPG8ebBo0flDgLq6OpKTk0lKSqK2tpZ+/foxefLkBksdsrOzWbRoEe3atWP27Nn1wpPq6mqKiorqBQAAHTp0IMTPk+m9wsjbsBe7xY6nhyezh90AgLejfT6wdOlS0tPTmThxIjabDU9PT2677b94++0vePHF9UREXMOQISdYuXIl4eHhXHXVVfUCirPx8PCgQ4cOdOjQAcC5v/yhQ4dYtWoVgYGBzkCgTZs29SoNWrc+XR0AJnC57rrTHxcVmaZ/3xUdbUICx9elqsrsFtC1q/m4WzfYs8eEAG+8YQby4eEmuAkLM70JwFQBOB4D5vulZUtzTk8+CX/+s+kzcJ7NHeQSYbFYCAgIICAgoF6QZbVaKSwsdAYD3377Lbm5uZSXlxMaGlqvYsCxpOBS+n0mIiJNoxBARKSJ7Ha78w/kM2f3KyoqnH8Ut2rVip49exIeHv6zz+w3hcViBok+PrBmjdmG7umnzSyz3W4G+8uXm1noe++FuXNPD/q7d4eDB08/V3Cw2aauvBxKS+HQIdNFftu20yXnjTl58iS7du3i22+/JTw8nJEjRxIXF9dgcGG329myZQubN29mwoQJdOnSpcFztWrVikmTJvHxxx+f8TmaAQ/A559/7izxr6qqwmq14urqWm+W02azUVtbS12dG4sXW/jmG6iocOPQoTGEhubyj3+4MW1aS15//S42b97M/PnzGTBgAIMGDWp0icDZBAUF0bt3b3r37o3NZuPYsWOkpqaybt068vPzadu2rTMUCAkJOedg62wZhLu7WbPv8Mwz9T9+9lnTY+Dpp00A8M9/mqqC9HQIDDy9FKR/f9MEcNIks6Sgutos+3BzMxUiixebpQCPPgrTpjX5LZBLjKura6M7FziWFDgqBg4dOkReXh4Wi6VB1YCWFIiIXPoUAoiINMLxR++Zs/t5eXl4e3s7/9jt0aMHo0ePpkWLFpfcbNiyZfDhh/CnP5mS7zO7tpeVmRn6Ll3MLO6bb5o15rW1cOSIuf+998zacDCPv/FGsy7cx8dUBNhsZsa4Sxd4+WW4+WYz2C8uNk3junQxQUJoKDzwAFxxRf3zq62tZf/+/ezatYuCggISEhKYMWPGWfdWr6ioYOnSpZSXlzNz5syzzrzX1NTwxRdfcN111/HZZ59RXl7ubO6Xn59PcnIyYAIFMMsHWrZs6Ry8BwcH4+3tTWlpKQcOwGOPmaZ9v/89bN9uYfv2CIqLy2nRYjlJSbEMGzaMHj16sHr1al566SXGjh3rnOm/EC4uLkRHRxMdHc2IESOorKwkPT2d1NRUNm/ejIuLi7PBYGxsLF7fc9F9587m4hATY5YH2Gzm6x4QYEKhBx80g3yHOXNg+nR46y0z+19UZAKA9evN98Ho0eZ7aMsWhQC/RJ6ens7vTwdHM1PH78bMzEy2b99OQUEBYWFhREVFOR8T0FiZioiI/GwUAohIs2a32ykqKmowu19aWkrLli0JDw8nIiKCbt26ER4eXq9s/FLgmHFv185053e0eVm61DSZS042g3gHux2++sqU7iclmce3agWffmoG8D16mNljX184ccLc166dmWk+dsx0l9+zx2z55+FhSv1ff92Uld9zj7nepQvExsLbbzc839zcXHbu3Mm+ffuIjIykf//+dOrUCddzNCPIzMxk0aJFxMfHc/3115/z2LVr1xIVFYXVasXb2xtfX1/GjRtHq1at+Oabbxocf/jwYVq2bEn//v1JTEzEy8uLefPmERwcTG3tNu6+uz/vvGP6HyxbBgcOwPPP+xIWNom33vqYdetcePTR/tx4442kpKSwatUqdu7cydixY5u0ROBsvL29iY+PJz4+HrvdTn5+PmlpaezcuZMlS5YQHh7urBJo3br1D16v7eJyejmBjw/cemv9+3v0MM0A8/NNH4C+fc3taWkmMLBaTaDw7LM/6DTkMmKxWPD398ff37/ekoLa2lqOHz9OVlYW3377LStWrMDDw4Po6GhnMBAeHn7On2MREbm41BhQRJqN2traBrP7ubm5eHh4OGf3IyIiCA8PJyQk5JJthFVVZWbvX3nFzOD26mXWZDuawuXmmhLvQYNMif599zV8jp49TWO3p54y1+12EwqMHWuWAFxzjWkod//9sHu3aQo3d6553S1bTG8Axw5jZWVmD/uzqa6uZt++fezevZvS0lJ69uxJr169zjtIttvtbNq0ia1btzJx4kQ6dux4zuNTU1NZvnw5s2bN4vXXX8fT05MBAwaQkJBQ77hFixYRFxfHvn376NWrF13PXOyOCRKKioo5ciSdWbNm8T//E8Rnn5mO+i+8YAbJNhucOlXDpEnHCQ0t4v33O+Ht7U1dXR1ff/01SUlJ9O/fn8GDB1/QEoGmqK2t5ejRo6SlpZGWlkZZWRnt2rVzhgI/16xrba0aAkpDjmVUWVlZZGVlkZ2dTVFREa1bt3aGAlFRUfj4+PzcpyoictlTY0ARadbq6uo4fvw4mZmZ5OTkkJOTQ3FxMSEhIc6BfufOnYmIiLik//jMyTFd38vLTRd+MGX9e/eaEvvnnmv4mBUr4Fe/MiXbJ06Yf4OCzEDfZjMNAK+91pTtV1eb2X4XF1i50szogwkCliwxpd0ZGeb4gAC46SazLvzMLcYbCwDsdjvHjx9n586dHDhwgLZt2zJs2DDi4uKaFK6Ul5ezePFiamtrmTVr1nkHthUVFSxbtowpU6Zw4MABfH19KS4urrdVmkNtbS2enp4EBwdTUlLS4P7Bgwczd+5cevRI5J//3AKMpVUrC+HhJgAA836FhHiwZk0b+vULZObMLbzwQi+Cg4OdSwTWrFnDvHnzGDt27HkDjAvh7u5OXFycc/a1pKTEGQisXbsWHx+ferOuLVu2/EmWqygAkMZYLBZCQkIICQmhZ8+egGmJOmBiAAAgAElEQVSmmp2dTVZWFlu3bmXRokX4+/s7lw9ER0cTGhp6yS2zEhH5pVAIICK/CJWVlWRlZZGZmekc+IeGhhIdHU3Hjh0ZOnQooaGhl1UJqt1utmpLSTFd+mfMAH9/s2Vbly5m5rWoyHRyDw8/PRjfvNmU+5eVmY7v+/aZ8u0z+xTecAO8/75ZShAUZEr+vbzg22/N/dddBwMGmBLwgQNNeT+YNf7nUllZyd69e9m1axc1NTX06tWLu+66C39//yZ/3keOHGHx4sUkJCQwYsSI84YGdrudlStX0rVrV6Kioli8eDGtWrWiY8eOjX69a2trcXd3JzAwkOLi4gb3+/j40KdPH0pLSyko8ADy2L07nOzs08csWgQhITB8uAu//30wX3zRhQULFnD99dcTHR1NUFAQ119/PampqXz22WfOJQLBwcFNfh+aKiAggF69etGrVy9sNhv5+fnOn4XNmzdTWVlJVFSUMxSIjIy8LJpWyi+Xl5dXvSDLZrORl5dHVlYWR48eZdOmTc7vW0coEBkZ2WCnEBER+X60HEBELjuOdfyOAX9WVhbFxcXOPxjbtGlDVFTUL+IPxn37zN7w11xjKgHGjDG3L19umvrl5JgB+qBBZh23i4sp8R840HT7/+ILaN/eNO/r16/+c3/5JYwcCV9/be774AOIi2t43PnY7XYyMzPZtWsXhw4dIi4ujsTERGJjYy9oJs9ms7Fx40Z27tzJ5MmTad++fZMet3fvXjZu3MisWbPYtm2b8/vinnvuwffMkoX/WLBgAVdeeSUlJSUcOHCAaY10squsrGTu3LlMnDiRZcuW8Zvf/Ibqan9nCHLggFkuMXOmabKYkAATJqSwePESxo8fV68Coa6uji1btrBlyxb69evH4MGDf9Lu6WVlZc5Z16ysLHJycggJCak3wLrUtq4UKSsrcy4fOPP79sxqgcDAQH3fioicoanLARQCiMglz2azkZub6xzwZ2ZmYrfbadOmjXPQHxERccmu4f8x3H+/mal/6inzcW6uGYgOG2Z6BPztb6Zi4NVXzeA0Ntbs2Z6aatb833ln48/7+edmWcH3GZOWl5ezZ88edu3ahcViITExkYSEhO+1vKK0tJRPPvkEgKlTpza5cqC4uJj58+dzyy23EBwczAsvvEBCQgIVFRVMnjy50ce8/PLLTJo0ibq6OlavXs0dd9zR6HEbNmygsLCQwMBAvvoKUlNH1mt2+KtfmffW1xemTIGwMMjJyeH999+nT58+DBkypN4Apbi4mDVr1nD8+HHnEoGfYwBTV1dHTk6OMxTIysrCbrfXG1y1atXqR+9lIPJDNPZ9C9Rb+qLvWxFp7tQTQEQuWzU1NRw7dsw5o3vs2DH8/f1p06YNHTp0YNSoUc1u5nLQIJg/31x3bM8XHm4+9vExa/ZnzwZvb7NVn8M//mECg5KS093fHex2uPLKCzsPu91Oeno6u3btIi0tjc6dOzNx4kSio6O/99cjLS2NJUuW0Lt3b4YNG9bkMMdut7N06VL69+9Pq1atWLduHR06dGD//v1cf/31Z32cYzmAj49Po8sBHAYMGMDzzz/PrbfeyoEDi9i8uQ+PPBLAX/9qlmBYLOZ9b9vWvMeffAJffhlBcPBd7NjxAYWFhUyYMMG5JCEwMJBp06aRlpZWb4lAixYtLuwN+4Hc3NycywMGDhyI3W6nuLjYObDat28fJ0+eJDw83BkKREVFXdCSDpEf2/m+b/fu3UtBQQERERH1qlz8ztW1VESkmVIIICI/O0fZp2PQn5+fT3h4OG3atKFfv35ER0df0s37fgoJCabJX3V1/bX9YLb5e/11syOAg6NT+223ma0DG3MhY/aSkhK++eYbdu/ejZeXF4mJiVxzzTXfe796MBUe69evZ8+ePUydOpVYR+OBJtq2bRu1tbUMGTKEsrIyduzYwahRozh58iStW7c+6+McIYC/vz8VFRVYrdZGewd4enoycOBANm3axMSJE6moeI21a3/LjTe6kp9vqi3atoW1a03vhKNHYcIE2L3bk2XLbmXmzI949913mTZtWr2tJdu3b8+dd95JUlISr732Gn369GHo0KE/6RKBM1ksFoKCgggKCqJ79+7A6SAuKyuL3bt3s2zZMry8vOpVC4SFhf2iq2/k0tbU71tvb29iY2OJi4sjNjb2B/3OEhH5pVAIICI/KbvdTkFBQb3S/oqKCufAYsyYMbRu3fpnGxBdqjp0gMhISE6Grl3N0oDFi+GZZ8xygF69zBZ2jjGZ4+37IZPMNpuNlJQUdu3aRWZmJvHx8UybNu2cA+ymKikpYdGiRbi7uzN79uxG1+6fS35+Phs2bOCOO+7AxcWFr776iu7du7N//376naepQW1tLR4eHri4uODn50dJSclZG/b169eP559/nmHDhtGtWxeiolbSo8c1FBbC0KGwa5dZilFXB4mJcP315jJ9ugvFxdcTG7uGBQsWMH369Hqv4erqyuDBg+nevTtr1qzhxRdfZOzYsXTq1OmSqHDx8PAgNjbWGczY7XZOnjzpnHXdtm0bJSUlREZGOisFoqKi6oUdIj+1xr5v8/PzSUtLY+fOnSxZsoTw8HDndpqtW7dWkCUizZJ6AojIRWW1Wjlx4kS9Qb+7u3u99fxhYWGXxMDnUnXqFHz0ETz8sCnrnzzZNPqz283WgRc4gd6E1zvF7t27+eabbwgMDCQxMZH4+PgfrdHi4cOHWbZsGf3792+wbr4prFYrr7/+OomJifTp04eioiLmz5/PDTfcwMcff8x99913znXBTz75JA8//DBubm4sWLCAUaNG0bZt27Mev2nTJnJzc7nmmmt46aWXuPrqq51dzR3bNs6eDc8/b3ZoePbZ05UYYCoWvvrqK2644QaioqIafY0jR46wcuVKgoKCGDt2LCEhIRf0nvwcKisr6zUcPH78OIGBgfVKsUNCQvSzLVitZrtRf38TZt54I/To8dOfR21tLZmZmaSmppKWlkZZWRnt2rVzhgLn24pURORSp8aAIvKzcOz/7Bj0Hzt2jBYtWtCmTRvnwD8wMPDnPs3Lyr59puFf376m6V9k5I//GlarlYMHD7Jr1y5OnDhBjx49SExMJCws7Ed9jS+++ILk5GSuvfZaoqLa8H0m4b744gtycnKYPn06FouFpUuX4u/vT1VVFV5eXowcOfKsj7XZbDz55JP88Y9/xGKxsGjRIjp06ECPc4xIqquref7555kxYwbFxcUsX76cO++8k7Q0T373O/jsM3NcUpIJZ156yVRqWCwmqLFYICUlhSVLljB+/Hji4+PP+v5s3bqVTZs20bt3b4YOHXpZ7XDhaOB5ZuO2mpoaoqKiiIiIIDw8nLCwMEJCQjT72sxYrfDVV6Z3xt69ZkeNV181QVlSEjz4oKliuuIKeOKJ+o8tLTXhwcVQUlJCWloaaWlppKen4+fn5wwE2rZtq4o0EbnsKAQQkZ+EzWYjKyuL1NRUUlNTKSgooHXr1s5Bf1RUlNZgXsJOnjzJrl27+Pbbb2nZsiWJiYl06dLlR++wXVRUxMKFC/Hx8WHy5Ml4evrgWIafkWHW1jdlwjg1NZVly5Y5lxDk5uby9ttvM3PmTF5++WXuvPPOc87mVVdX83//93888sgjAKxduxYvLy+GDh16ztfduHEjhYWFTJ48maVLl+Lu7k67duO58UbYvh2ys2HuXAgOhv/938afw7FzQN++fRk8ePBZZ8hLS0tZs2YNWVlZjBo1im7dul22s+klJSVkZ2eTm5tLXl4eubm5lJaWEhoaSlhYGGFhYc5wwN/f/7L9PKXpbDazpGntWrOM5rrrTHDm5gZvv20+HjzY3PfBB/B//2eWPLVpA6tWXczzsnHixAlnlUBubi7R0dHOUKBly5b6/hSRS552BxCRi6a0tNQ56E9PTycoKIi4uDjGjRtHZGRko03W5NJRUlLC/v37SU5O5tSpU/Ts2ZMZM2ZctBL0gwcPsnz5cgYPHszAgQOx2SzOAODqq2H4cFNW/92Gh42d99KlS7n22mudPQQ+//xzhgwZwqFDh2jXrt15y3kdTQEdAgMDycvLO+/n4OgNcOrUKcaMGcNLL71EfHw8v/pVW668ElxdoV8/GD367M8RHh7B7bffzvvvv09hYSFXX311oz8r/v7+XHvttRw9epTVq1ezbds2rrrqqrMuJbiUBQQE0LVrV7p27eq8raamhvz8fGcw4Bhw2e32BsFAWFgYnuf7xpDLwrZtMGeO6VMydixER8OKFeY+RxuPtDR4800TAqxaBa+8Ajt2QGWlue98rFacv1tsNi6o0sjFxYXIyEgiIyO54oorqKqq4siRI6SmprJ161bsdjvt2rUjLi6Odu3aqf+FiFzWFAKIyHl9d7a/qKiIdu3a0aFDB8aOHautwy4DZWVlzoF/fn4+nTp14oorriA2NvaihTZ1dXWsXbuWQ4cOcdNNNzkHsY6X+9WvoGNHeOAB8/GxY2aA0Njf1jabjU8++YQ+ffoQExMDQHp6OgUFBdxwww28/PLLXHPNNec9p8ZCgNTU1PM+zsvLi759+/LVV18xceJExo0bx/Lly7n33tmMGOFOQIDpB+DYtrGuzsxsOsqfr7zSVDoEBAQwY8YMFi1axLvvvsv1119/1kqZtm3bMnPmTPbs2cNHH31E27ZtufLKKy/75TQeHh7OwdaZysrKnNUC2dnZ7Ny5k5MnT+Lr69sgHAgJCVHYeJmJjoZJk+Dzz08P+q1WaN3a7Hri4QELF4KjR+jWrTBxohnI+/qaHgJnDuxtNigsNPc5fme4up7+2WssAHAsz3E8/lwhgZeXF126dKFLly7OhrZpaWns2bOHZcuW0bJlS2eVQFRUlJa4iMhlRSGAiDTqXLP9+oPn8lBeXs6BAwdITk4mJyeHjh07MnjwYNq3b3/RB1CFhYUsXLiQwMBAZs+ejbe3N888A4cOme0MAQIDYcAAePddWLcOMjPNx3/60+mmeg5ffvklLi4uzrJ9u93O2rVrGTVqFJmZmbi6utKmTZvznldNTU2DEKC4uLhJn9OAAQN44YUXGDZsGF26dGHfvn1s2LCBK6+8st5xVqsZhIBZGlBaatY6O17W3d2DG264gdWrV/P666832DngTBaLhZ49e9K1a1c2b97MK6+8Qp8+fRgyZMhl1S+gKfz8/PDz86Ndu3bO22w2G6dOnXJWDezfv5/169dTUlJCSEhIvXAgPDxcSwouYa1awW9+Y4K+pCQYP94M8lNSoGdPUx3w7bcmHMzPh9RUUwGweLEJCp56yoSGjoG8iws895wJ3x55xDTnDAiAv//dLNEpKzM9VKqqzM+jm5t5nKNaoLH/whwBQnIybNkCd9xhbrdYLISGhhIaGkr//v2pq6tzBuMrV66kuLiY2NhYZygQFBR00d7Hk2XVLNyZzcGcEkqq6vD3cGHzq3PY89VqvvjiC4YNG3bRXltEfjkUAogIcPbZ/ri4OM32X0YqKyudA/9jx47RoUMH+vXrR4cOHX70df5nk5yczMqVKxk2bBj9+vVzDspmzzZ/7D/4oNnaMCEBFiyAdu1Mt/DKSvjii4YBQHp6Ot988w2zZs1yhk979+7F1dWVrl278uGHH9Z7nXOprq6uV14eEBDQ5BDA29ubxMRENm/ezNVXX824ceN4+eWXiY+Pp1WrVs7jHPnKX/4CFRVmXXNxsel9kJBgBiIWiwvjxo1j69atvPHGG9xyyy3nbMLo4eHBiBEjSExMZN26dcydO5cRI0aQkJDwiw7kXFxcCAkJISQkpNElBY7KgfT0dPLy8rBarY0uKVBfkp9PRYVZ6uP4uTh50gy2i4shKAh+9zuYPt0Myg8dMtuhlpWZ6/feCzNmwP33wzvvwOOPm58fx2C9qspU36Smwtdfm6VFAK+9ZoKDK64wQdyyZRAaCg89ZKoRdu6EggITTHh7Q0zM6aAA4Msv4d//NiHAmdUDjutubm7OrQhHjx5NWVmZs8HgunXr8Pb2dgYCMTExP0pg12fgEHYmbabj/64EoLrO5rzPc8AsPI6eYOzEKSxZ+xVj+nY929NcEEfVVUZGxo/yfCJy6VAIINKMabb/l6GqqopDhw6RnJxMZmYm7dq1IzExkRtvvPEn7W5dW1vL6tWrSU9P5+abb6Z169bA6bLbwEAzy3/XXabb9x//CLfcYjrpg+kLcOpU/ecsLS1l8eLFTJkyBT8/P8AsM1i3bh1Tp06luLiYzMxMpk6d2qRz/G4I4O3tjc1ma3D72QwcOJC5c+cydOhQAgICGD16NEuXLmXmzJm4uro6Bwl795rP+957TeCxdCns3m2WPPj7nx5s9O/fHx8fH9566y1uuummBiXy3xUYGMiUKVM4duxYvX4Bjj/Wm4uzLSkoLy93Vg0cO3aM3bt3k5+fj4+PT4NwIDg4+BdXTXEpKiuDm2+GmhrTADQ9He6801w/ccI002zVygzyW7eGxEQTDnTqdHrZQO/e8M035vjWrU8Pyr28zMevvmpm/RMS4L33zHPOmAH33Wd+9xw+DB9/bMKA0aPNIP+998xrubrCK6+YJ+ze3c7tt8OGDeDoFZqfb44JCTl781I/Pz8SEhJISEjAbrdz4sQJ0tLS+Prrr1m4cCFRUVHOUCA8PByLxUJGRgax59nfdf369QwfPpx3kjLYf6IEqD/4d6i2uxIy+Q/kfvAok6ZMZd57S5kxrNMFf61EpPlQCCDSjNhsNrKzs0lJSdFs/2Wuurqaw4cPk5ycTEZGBjExMXTv3p1rr732Z2mkdvLkSRYuXEhoaCizZs2qN/PqyJKmTTOzfH/+synjPXEC5s0zA//HH4ejR81g2cHRB6B37971SsS3bt1Kq1ataNOmDZ9//jkJCQlNHsw5thF0sFgsziUBTdkO0dfXl549e7J582bGjRtHjx49OHDgAOvWrWP06NHOQcJzz5ky53XroHNnGDjQVEAEB5tyZDg9q9i9e3c8PDx47733mDZtWpMG9JGRkcyYMYP9+/ezdOlSIiIiGD16NC1atGjS+/BL5evrS7t27RpdUuCoGjhw4AAbN26kqKgIDw8PgoKCznrRFnE/XFiY+XlISzMBwHXXgWMXz3XrTEhWW2t2DHj8cYiNNT8X1dVm1434eFi92vQEcFTZO36ndOtmnnPHDnj6aXPczp2m4WhkpNle9Q9/MMdOmGAqBDIzTQVBp07mMSEhpgEhmDAhKws2bgRHrvjXv5rQoLjYVAbcf//p4LIxFouF1q1b07p1a4YOHUp1dTUZGRmkpqby0UcfUVtbS1xcnDPUDAwM5L777mv0uWJiYngnKYO/rDyAzXbu3bxcPLwIm/YYpTs/5fG3VuHu4cktA2LO89URkeZKIYDIL9zZZvvHjh1LdHS0ZvsvI7W1tc6Bf3p6Om3atCE+Pp7Jkyf/rOXO3377LatXr2bEiBH07t3bWZZ/ZuOtY8dME68nnzS33XWX+aP/kUfMH9k33QT9+9d/3o0bNwLUW+NaUVHB119/zYwZM6itrWX37t3cfvvtTT7Xxmb8AwICKCkpaVIIADBo0CDmzZvH0KFD8fPzY+LEibz88su0b9+edu3aUVBgmp/dcIOZAQ0IgEWLTAXAkiVmy7NVq+o3QOzUqRPXXXcdH3/8MZMnT6ZDhw7nPQ+LxUJ8fDydOnUiKSmJ1157jYSEBK644gqVv5/hzCUFXbp0cd5ut9spLy/n1KlTFBUVUVRURE5ODgcPHqSoqIji4mK8vLwIDg4mKCiIwMBA53XHxz/VEpvLXUyMuYwaVf/2m282SwFOnDAf/6d4CDCD9/vuM4PuQYPg9tvBx8fc5wjb+veHhx+GMWOgb1/TD2DrVrMUx9XV/N5xFIu4uJjAMTjYBBITJ5p+Amfq399c7rsP4uJg0yZTybB0qdmiMDv79LKGpvL09KRTp0506mRm5gsLCzl8+DCbNm0CTFXL1KlT6dixY4Of2z1ZRfxlZRKVtQ1n/xvj6u1P0JCbAPjLyoP0iAqiR9TF608gIpcv/e8l8guj2f5flrq6OlJSUkhOTiY1NZWoqCi6du3KNddc87NvUVVTU8Nnn31GVlYWt956KxEREc777PbTAcBLL0GXLqYEPifH/KHv4wO//71ZAhAXZ/7AP9ORI0fYuXNnvT4AYIKBrl27Ehoayu7du4mMjLyg2e/GQoALaQ4IZgu/Hj168PXXXzNmzBh8fHyYPHkyS5Ys4Te/+Q0hIT4kJ5tBf2qq6YVQU2N6HuTnm90QHIMZON2oLDY2lptuuokPPviAcePGER8f36TzcXNzY8iQIfTs2ZP169czd+5chg0bRp8+fRTynYPFYnE2I4yOjm5wv91up7S01BkQFBUVkZ2dTXJyMkVFRZSUlODj49NoBUFwcDABAQHawaAJLJb6g3+HPn3MIBzMz09jxT7R0abnwLXXmo+rqsxuAY72Ed26wZ495vfPG2+YgXx4uOkHEBbW+HOC+Zls2dKc15NPmuql2bPNOS1ZsoSFCxeybds2jh07hsVioVOnTvz617/mnnvuOe/PXIsWLRgwYAARERE88MADuLm5kZyczIoVK4iOjqZTp0507twZf39/Xvwylao663nfw8r0nZTsWEbNiRRs1RW4+gXj3S6RZ0Lu4Z3fTmhwfHZ2Ns8884zz97ePjw9xcXFcc801/PGPf2xwfEVFBXPmzOHDDz8kNzeX6OhoZs6cyYMPPthoL5atW7fy97//nU2bNlFYWEh4eDjjx49nzpw5zmViIvLzstjt5y4vOlOfPn3sO3bsuIinIyLfR1lZmXO2Py0tjcDAQDp06EBcXBxRUVH6Q/QyY7VaSUtLIzk5mcOHDxMREUF8fDxdunTB17F/1s+sqKiIDz74gLCwMCZMmHDWcvxXXjHr4+fONbNrX3xhLmFhphQ3JsY0BTxTWVkZ8+fPZ9KkSbRv3955e2FhIa+99hp33XUXvr6+zJ8/n5EjRzZp1tzhiy++wN3dvV51wZdffonNZmOko0a5CUpKSnjppZe45557nF+TtWvXOrcstFgslJXBzJnw4Yfw29/C9ddD9+7w1VemZNnd3TQqg/pVE7m5ubzzzjuMHDmSXr16NfmcHHJzc1m9ejWlpaWMGTPmgt4faTqbzUZpaWm9SoIzL6Wlpfj5+dWrHjjzEhAQoJDmR3bwoAnaHOv5MzJM35GyMhMA/POfJjhITDSN/3r3Nsc5BrJ2u53Vq01lUl7e6d4dixebpQqPPgp//GNnXFxc6N27N5GRkRQXF7Nu3ToOHz7MLbfcwttvv92kc3X0BGjbti0ZGRnU1NSQmprKwYMHSUlJwTsojBcyw3AUAeS8+zDVWfto+/Cn9Z6naNP7FG96F9eAlnjHJuLi5UftqeNUpmzF1duPrzd/Tb+epwPFHTt2cNVVV1FYWMiwYcMYMGAAFRUV7N+/ny+//BKr9XToEBMTQ21tLbGxsRw/fpzRo0fj5ubGkiVLOH78OI899hhz5sypdz5vvPEGM2fOxNPTk4kTJxIdHU1KSgrLli0jPDycpKSkJu3kIiLfj8Vi2Wm32/uc9ziFACKXH7vdzvHjxzl48GCD2f64uDjN9l+GrFYrR44cITk5mYMHDxIWFkZ8fDxdu3Z1rh29VBw9epSFCxcyePBg+vfvf9au/E8/bRps/eY3piM3mEZ5yclmTa3Vatbwnslms/Huu+8SGRnZYFC+cOFCWrZsyRVXXEFWVhaLFy/m3nvvvaAt4VauXElISAj9z1h7sHv3bo4ePcrkyZOb/DwAn376Kd7e3oz6T42z1Wrl9ddfp1evXvTt2xcwn9+hQ6biAUyZ8uuvm8HE6tVmjfP8+Q2fu6CggLfffpsBAwYwYMCACzovML8jDh8+zNq1awkKCmLMmDFNXu4gPw6r1UpJSUmjAUFRURHl5eX4+/vXW17g6+uLj49PvYu3t7eWHfxANpsJAgICTOXAokUwbpzZMQBOhwBTp9pp3RpefNE8Zv16UznQpo3pX5KTA3ffnVYvnDTPb2PGjBm89dZbJCUl1fv9cjaOEKCxngA2m420an+2unahzm7OrbEQoOrot+S+/wf8EsbQ4qq7sbicDvyrjx0k971HiO87mL1b1gOmeqtTp05kZGTw7rvvMn369Hqvm5WVVa8qJiYmhqNHjzJu3DgWLVrkrD7Ly8ujY8eOAOTn5zt7Zxw+fJhu3brRpk0bNmzYUK9xp6NvysSJE1m8ePF53x8R+X6aGgLofxWRy4TdbicnJ4d9+/axf/9+XF1d6dy5M2PHjtVs/2XKZrORkZHhHPi3aNGC+Ph4RowYQUBAwM99eo3auXMn69evZ8qUKY38IVx/7+0rroA1a2DbNrN1V2AgvPCCaZgHpkngd23atIm6ujqGO/b6+o9jx46RmZnJxIkTAdi+fTt9+/a94D3hf4zlAA5Dhgxh/vz5DBo0CG9vb1xdXbn22mtZsGABbdu2JSwsjKuugquuMsf/+c9mu8AtW8zAYvp0szf6/v2mXPnMTyUkJMQ5qKipqWHo0KEX9Lk6SpTj4uLYvn07b775Jl26dGHEiBGXTDXJL52rqyvBwcEEBwc3en9dXR0lJSXOSoLi4mJyc3OpqKigoqKCyspK53U3N7dGw4Hv3nbmffo/4TQXFxMAgFmKc+utjR/31FNm+8H/ZHikpZmGnlarqVp69lmIjW3f4HEuLi789re/5a233mL16tVNCgEciouLefzxxxvc3mXYNdQNOvdWfyU7loGLKwEDr8dWVVbvPrfgVnhEdmH/9k3OhqjLly8nIyODiRMnNggAgEaXxQA8//zz9ZafhYWFMWnSJN566y0OHTpEt27dAHjppZeora3lX//6V4OdO0aOHMnEiRNZvnw5paWlmqwQ+ZkpBBC5hNntdvLy8khOTiY5ORmbzUZ8fDw33HCDc5shubzYbDYyMzNJTk7mwIEDBAYG0rVrV7c1HswAACAASURBVGbOnElQ0KXbwMlqtTq3/5sxYwYhISH17j8zAHjvPYiIMH80L1gAt91mtv+65RYTBJytOj0jI4Pt27czc+bMemXSdrudNWvWMHz4cDw8PCgrKyMlJYXx48df8Ofx3d0B4PuHAEFBQc6mfCNGjADM4P3KK69k0aJFzJw5s94MrtVqZhjDw837lZJimpZ9NwA487xmzJjB22+/TVVV1X92H7iwn3lXV1cGDBhAQkICX375JS+++KKzgkOzyz8vNzc3WrRocd6eFna7nerq6kbDgYqKCk6cONHgtoqKCjw8PM4bGpx5m4IDs2MAmB0JwOwGcMcd5nptrVnCU1BQwN///ndWrlxJeno65eXl9Z7j2LFjF/Sa0dHRzJo1C5vNhouLC4GBgfTt25f5h1xZdzDvnI+tPn4QbFaOv3zHOY87efIkUVFRJCUlATBu3Lgmn19gYCBxcXGNnjfAqTP2dd2yZQsAGzZsYPv27Q0ek5eXh9Vq5fDhw/R2rMUQkZ+F/gIQuQTl5+c7B/61tbV07dqVa6+9llatWmngfxmqra3lyJEjpKamcuDAAXx9fYmPj+e22267LLZ0q6ioYOHChbi6unLHHXc02nneMWafPdts2dW5s1n3/sgjJgiYOdOU4/73f9fviu9QXl7OJ598wqRJkxpUQRw+fJjKykp69uwJmGqE+Pj479UB/1y7A9jt9gv++Ro6dCivvfYaAwcOdJ5Pz549SUtLY+3atfX+2M7Ph/ffh169TJfxhx+GAQNMAHD33aZnwBVXnN46EMz+4//1X//Fu+++y4oVKxg/fvz3Wkfu7e3NuHHj6Nu3L2vXrmXnzp1ceeWVdOnSRb9TLnEWiwUvLy+8vLya/Pviu8HBdy+nTp1qEBxUVlbi6enZICxwc3NzXlxdXc97vSnHXcq9EOx2OzabDZvNhtVqrfdvYWEhI0aM4OjRo/Tq1YupU6cSGBiIi4sLJSUl/Pvf/+bEiRMkJSVRXV3tvNTU1FBVVVXvthP/2RKhtLTUuQ7farVSWFjItm3bCAgfet5ztVWW4uLpS+iUR856zJD2IYT+Z91DUVERQINZ+nM5WzjtCBHP7CFQUFAA8P/snXdcVHfW/99DB0WFgEgVpVpAQaRjLIhiFytiRTQxcZPNPru/7bvJJtknm32ym42JSTSxF+y9odgQBFRQbNgVBAUVRKQPM78/vjsDSBua9b5fL17CnTv33hln7r3nc875HP75z382uM2nT582+LiEhETbI4kAEhIvCY8ePVIH/iUlJfTs2ZMxY8ZgY2Mj3aS/YiiVSvLy8tQTGjIzM7GyssLR0ZFZs2apb8heBXJzc4mOjsbV1ZXg4OBaN+/VKwBOnRLls4cOieVnzsDChcKV+7PPRIVAXQKAUqlk27ZtuLu718o4KRQKDh06REhICFpaWlRWVnLmzBkiIiKa9XrqqgTQ1dVFX1+foqKiJvsvmJqa4uTkRHJystpsUCaTMXLkSH788UccHBzUvbPffSdczGfNEoH+oEFiQsJHHwmzxPbtQV9fCAPVMTQ0ZMaMGURHR7N9+3bGjh3b7IytmZkZ4eHh3Lx5kwMHDpCcnExISIjk2P2a0VzhoLS0tJZgIJfL1T+VlZWUlZVRVFREZWWleln1xxv7XS6XI5PJmiQsqH5X/SuTyWoF6HUF7Zr8Wz2I/fTTT1EoFMhkMrS0tNDW1q7x77Fjx7hz5w4jRoxg9OjRNR6/efMmIALc/Px89PX1adeuHaampujr66t/DAwM0NfX5/79+3z55Zd07NgREEG1vr4+I0eOxNXVlR+P30Rf5z5l8vrHA2rpt0NRVoSBTU9kOrXNWQ10tAgZWjV6UBXQN7VaQVNUr6WgoOClbWmTkJAQSCKAhMQLJD8/Xx34FxYW0rNnT0aMGIGdnZ0U+L9iVM/2X79+HblcjqOjI/369WPSpEm1ss+vAleuXGHnzp2EhITQp0+fOtdRCQDl5aLMvaKiann//hAcDBcuiCx3fW2y8fHxlJeX1+nOn5KSQvv27dXigMo7wcLColmvqa5KAKhqCWiOCWNQUBDLly/Hx8dHvW1DQ0PGjx/P5s2bmT9/vrr/df16yMsDU1MxzmzaNPH7Z58JgeSrr4QBmbl5zYoAfX19pk2bxqZNm9i0aRMTJ05sUTl/9+7deeedd0hNTWX9+vU4ODgwZMgQqU/3DUYmk2FoaIihoWGtdp/WRJVpb6p4UP13pVJZK0Bvyb+//e+Yjt///vdoa2vXe/29evUqAF988QVubm41Hvviiy8AsLOz06jcXpWVB7C0tMTJyYnAwEB0dHS4e/cu7R9cQC7XAuqvmtC3cqHkximKr5+inWtA7fcamOhpo/5bZTK6b98+3n333UaPsan4+vpy5swZ4uLiGDlyZKtvX0JCovWQRAAJiedMQUEBly5d4uLFi+Tn5+Pq6kpISAhdu3Z9qUskJWpSV7bf0tISR0dHpkyZQufOnV9ZIUepVBIfH09ycjLh4eHY2NjUWkdVAaBUwsaNInhNThZCwOTJYhmIsveGEkIZGRkkJibW8gEAEbAfO3aM8PBw9XuZnJzcJNOtZ6mrEgCqWgKaUiarwszMjG7dunH69GkCAqpuxLt27Yqnpyc7duwgIiICmUyGnp7wS0hLE1MThg6FBQuES7mOjpgWoKMjHMyNjIRJmSrW19XVZcqUKWzbto1169YxderUekczaoJqzFnv3r2Ji4vj+++/p1+/fgQEBDSr1UJCQhNkMhna2tpoa2u36PPbFjQmrNnb2wNirGh1ESA1NZX//d//bfZ+58+fT1lZGSkpKaSkpCCXy/Hw8GCgiw6Hrz6ivkFexv3HUnLjFPmxS9DrbI+uadX5SyaDvm8p2Lp+FWFhYejr6zN8+HDs7e3ZuXMn69evJzw8vMb2srKymnUOVLFw4UKWLFnCRx99hJOTk7oKSkV5eTlJSUkEBTXe6iAhIdG2SCKAhMRzoLCwUB34P3z4EBcXFwYOHEi3bt3eeCOmV4mGsv0TJ058LQKniooKdu7cSV5eHlFRUfWWdKridZkMpkwRAkB0NKxcCVOnwoAB0K2bEAF++qnufRUXF7NlyxbGjBmjLiOtTkJCAt26dVOXqt+/f5/8/HxcVO5dTUTVJ91QJUBzCQoKYvXq1fTv379GYPP222+zfPlyEhMT8fPzUy83MhLv2/TpoEq6btgA//wn9O4Nly+L8YoGBpCaKnwEQBj9hYWFsXv3blavXs20adNquHY3B319fYKDg+nfvz9Hjx5l0aJFBAQE4O3tLZkHSrxRzJ49u97HFi9ezMyZM/nnP//JL3/5S44cOYKTkxPXrl1j9+7dhIWFsWHDhibvU6FQsG/fPtLS0ujevbs6UJfJZBh3fUzCzURKKirrfK6hfV86DZzN46Mryf55IUaO3uiYWqOUl1H5KIMtd85zxr4rubnCYFAul/PLX/6STz75hGnTpvHjjz/i6+tLaWkply9fJjY2Frlc3uTXoMLV1ZVly5YRGRlJr169GD58OM7OzlRUVJCRkUFcXBzm5uakp6c3ex8SEhKtg3R1l5BoI4qKitSBf05ODs7OzgQGBuLg4CAF/q8Ir3O2vy6ePHlCdHQ0ZmZmzJ49Wz37uT7+9CdITIR//1s43N++DdrasGMH7NwJ7dpBUJBw1H4WpVLJ9u3b6d27d61sEQjh7NSpU8yfP1+9LDk5GS8vr2Z/fyoqKtQZyGfp2LFjjfLcpmJhYYGdnR1nzpypEexraWkRFhbGTz/9hL29PZaWlgA4OsIvflElpixZIkwU166FwYPhH/8QokB+PvzqV8Js0c5OrK+lpcXo0aOJiYlh5cqVzJgxo1XG/nXs2JGxY8eSm5vL4cOHSUpKYuDAgfTp00eqUpJ4I1i5cmW9j3399ddYWVkRFxfH7373O06cOMGBAwdwdXVl8eLFBAcHaywCVFYqyczMBISHgK6uLu+++24NMVSpVGJU+oD3Ayz5Lj673m119J2IvnUPCs/souzuJYqvJaFtYIS1tTWj3hFTB1SBvY6ODpMmTWL8+PF88cUX7Nu3j4SEBIyNjXF0dKxzVGFTmT59On369OGrr77iyJEjxMTE0K5dO6ysrJg4cSJTpkxp8T4kJCRajkxZX41RHXh5eSlPnz7dhocjIfFqU1xczOXLl7l48SLZ2dk4OTnRq1cvHB0dpYzaK0JFRQW3b99WB/6qbL+joyPdu3d/LbL9dXH37l02btyIt7c3AQEBGokbq1bBF1/Ahx9CSgokJQnTu48+anx/8fHxpKenM3v27DqD8l27dqGvr09ISAgAJSUlfPPNNyxcuLDZAe+TJ09YunQp//M//1PrscuXL3P27Nla5bFN4d69e6xbt44PPvigloBy/vx5jh07xvz582uVQJeUiPdtwQJhFggQHy9Gk5WUCEHF3b32/pRKJceOHePChQvMmDGjzmqKlpCZmcmhQ4coLi5myJAhuLi4vFail4TE80SphMpKOWfPnuf06SQqKytxdAwgIKAn7duLc0JpaSk3btzg0qVLXLt2jYqKCjw8PLita8c3xzOpRIuG7tplMjDQ0eaPI1yZ7msPCF+V/fv3qw0ZfX19GTBgwCvpUyMhIdE4MpnsjFKp9GpsPSkqkZBoIaWlpaSnp3Px4kUyMzNxcHDAy8sLJyenRjOpEi+eNy3bXxdnz57l4MGDjB07ts6s/LOsXSv61GfOhC1bRMn6nDlw/Dj89a/g5iYMAesjMzOTkydPMm/evDoFgNzcXNLT01m4cKF6WWpqKs7Ozi3KeNfXCgDC5b/6vOvmYGlpiZWVFampqXh7e9d4zM3NjRs3bnDgwAFGjx5d47GiInj4UIxVVPH558JLIT5eGAeqqG4WKJPJGDhwIPr6+qxYsYI5c+a0qiO3ra0ts2fP5tq1a8TGxhIfH09wcDBdu3ZttX1ISLwJFBYWcvr0ac6cOYOlpSUDBwbz9dcOHDggw9VVTAYBYdh34cIFFAoxEUBLS4ugoCDurFnDVyOC2HdHzpErD5ABpdWmBhjoCHFgkIs57w10xN2maqyfh4cHaWlpZGZmEhUVRVJSEt999x1DhgzB3d39tb++SUhI1I0kAkhINIOysjKuXLnCxYsXuX37Nt26dcPd3Z1Jkya9dEZHErWpL9vv6en52vT2a4Jq/J4qI29ubt7oc8rKRHD6m9+I4HXyZFERsGEDrFgBe/eKFoD6KCkpYcuWLYwePbrezHVsbCyBgYHqXneFQsHp06cJCwtrzsusduxl9f7fmpiYkJ+fj1KpbNFN8YABA9i4cSOenp61qn9CQ0P58ccfuXTpEj179lQvNzODXr2EuaKbG/zwgwj2ExLg3DnYtUv8PXu2EACqCwGAuv1g1apVzJ49u1kTDupDJpPh7OyMo6Mj58+fZ/v27ZibmzNkyJBmT2iQkHhTyM7OJikpif/7P1v09Z3YuNENAwMzJk8W3/nt26taggBCQkK4du0aJSUlgJg0kJCQgI2NDWOD+jI2CNKu3mJbajaPaceT0go6GOjiamnMRE8b3mpfW+SUyWRMmjSJ3NxcLC0tGTduHHfv3mXfvn2cPn2a4cOHt8gMUEJC4tVEEgEkJDSkvLycq1evcvHiRW7evEnXrl3p1asX48ePf2OCxleZR48evdHZ/mcpLS1ly5YtVFZWEhUVhZGRkUbP09eH0aPB0xM++USY/927B2vWwMKF4O1dM0CtjlKpZMeOHfTo0aNec7/bt2+Tm5vLpEmT1MuuX7+OoaFhi29US0tL660E0NPTw8DAgCdPnrSorN7a2hpzc3POnTtHv379ajymr6/PhAkTWL9+PdbW1jX2s2iRCAjCwmDGDGGwCGJcoKOjeKy8HObPr/v99fPzo6KiQi0EaPr/qSlaWlr06dOHXr16cfr0aVavXo2DgwMDBw7ExMSkVfclIfEqo1AoSE9PJykpiUePnuDn58XWrb1wdTXk3j0h9PXsCc7OcOgQXLkihNWhQyEz8wJaWlro6+tTUVFB165dSU1NZcGCBYAQUfdsiaa9nh5/raOtqT7atWtHt27d1H/b2NgQFRXF2bNniY6OxtHRkSFDhrSqgCghIfFyI4kAEhINoFQqyc7OJiUlhUuXLmFtbU2vXr0YM2ZMix25JdqWsrIyMjIy3vhsf108fPiQ6OhoHBwcCAkJqddo79AhYUg3YIAoVVeNBaysBGtrkbm+cEG0AWzYAO+9VzOr9SyJiYk8ffq0RoBfHaVSSUxMDEOGDKmRRU9OTqZ///4tFmoaagcA0RKQl5fX4t76wMBAdu3ahYeHRy1DPWtra3x8fNi2bRszZ86s8fi4caIKYP58MRpQoRBmi6NHi9aLyZNh+HBhEFgXQUFBVFRUsHr1ambNmtUmn3EdHR18fX3x8PAgISGBpUuX4ubmxoABA1rFnFBC4lWltLSUlJQUkpOT6dChAz4+PvTo0QMtLS1SU6FfP/jgAzhyRIio338v2qays6G4WElKSjpOTqeIioqioqKCffv2kZqaypgxYzAwMEChUBAdHU15eTlyuRy5XN4iryGZTIaHhwc9evTg+PHjLF68mMDAQHx8fCTzYgmJNwBJBJCQqIPS0lLS0tJISUmhrKwMDw8PFixY0Cr9ttVLeSsrxe+S8XbLKSwsJCMjg4yMDDIzM3n48CFWVlY4OjoyefJkLCws3rhsf11cv36dbdu2MXjw4FqZ6uqsWAFffgmBgSLjn5oKnTuLx7S1RYBqbAx+frBvnzCwa+hzfPfuXU6cOEFUVFS9N5gXLlxAJpPRq1cv9bJHjx5x7949pk6d2pyXW4OGKgGgSgSonjFrDl27dsXQ0JArV67Qo0ePWo8HBARw8+ZNTpw4wYABA2o8Nn8+HD0q2gA+/FB4Ldy8CWPHiv+T6v4AzyKTyRg8eDAVFRWsXbuW6dOnt5n5l76+PoMGDaJ///7ExcXx3Xff4e3tjZ+fn2Q4JvFG8ejRI5KSkjh//jxOTk5MmDAJW1tRtVRaCuPHi0z/xInw5z/Df/4jvtvjxolRoZWVlQQHZ9GpUyaRkZHqKp5OnTphamqKg4MDADExMWRniykBOjo6ZGdnY1efItgEDAwMCAkJwdPTk/3795OWlsaoUaOwsbFp8bYlJCReXiQRQELivyiVYmRPSkoK6enpODg4MHToULp3794qweP9+8Lka8IEkeXT0RHBlETTUSqVPHz4UB3wZ2RkUFpaiq2tLXZ2doSGhmJpaSlNZKiGUqkkMTGRhIQEJk+e3KC5240bsHSp6EV3cIB33xUigJubEAJ0dKoCflV1QEOFMdV9AOorHZfL5Rw+fJixY8fW+L6dOnWqzv765tCQJwC0jjkgiGDc39+f+Ph4XF1da50/tLS0GD9+PEuXLsXGxobu3bvXeLxXL9Fa0b27OFccOCAmBzg6arbvYcOGsWfPHtavX09ERESbGpS2b9+e0NBQfH19OXLkCIsWLSIoKIh+/fpJ3z+J1xalUsnNmzdJSkoiKyuLfv36sWDBe3ToYKxeZ/du8V3u0kWMANXVhf79xQjQ8HBxLl2/voLf/74QB4cyPvtsIEZGwlPoxo0b3Lx5U90G8PTpU5KTk9UCakVFBTdv3mwVEUCFmZkZERERXLhwgQ0bNtCzZ08GDx4siXoSEq8p0hVa4o2nqKiIc+fOkZqailKpxNPTk6FDh7ZaaWtFhbj45+XBpEkiaNLRESWAhw7BsWMwdy74+7fK7l5L5HI59+7dq5HpNzAwUAf9AQEBmJmZSZn+epDL5ezZs4d79+4xd+5cOnXq1OD6trYi4Dx+HAoK4Oef4elTuHZNCALTp4vPNDRexaJUKtm5cyfOzs64Vre/f4bk5GQ6d+6Mvb29ellFRQVpaWnMnz9f05faIJpUAly8eLFV9uXq6kpsbCwZGRl1Ci4dOnQgLCyMLVu2EBUVVeP/xNwc1q0T3gCDBkHfvqKCSFNkMhkjR45kx44dREdHEx4e3uYBuYmJCWFhYdy/f5/Y2FgSExMZNGgQbm5u0vdS4rVBLpeTlpZGYmIiMpkMHx8fJk2aVENou34d/vlP6NpVCABJSVX3Af36Cd+UBQtg1aoiYmNPMXeuLn/4g686wC8rK2PXrl2MGjVKfb5q3749v/71r4mNjSUrKwstLS3kcnmrvz6ZTIabmxuOjo7ExMTw5ZfLmTx5UL0eLhISEq8ukggg8UaiVCq5desWKSkpXL9+HRcXF0aNGoWdnV2LblgrK0VQVH0TqnsDOztRypuTAxYWon/a3BwCAsDGpiqjKiEyx6oMf2ZmJvfu3cPMzAxbW1vc3d0ZNWoUxsbGjW9IgqdPn7JhwwaMjY2JjIxscHrF1aviM9q+vfhcHjkijOl+/BEiI2HrVvjiCxg4UBgCakJycjIFBQVMmDCh3nVKSkqIj49n9uzZNZarfDgaEy00paysrEETOxMTE/Ly8lplX1paWvj5+ZGQkFBv1UW3bt0ICAhgw4YNREZG1ggk3N1FJYa+vjifNNWCRCaTMWbMGLZu3cqmTZuYPHnyc+nz7dKlCxEREdy+fZtDhw6RkJDAkCFDcHR0lMQAiVcWuVxOSkoK8fHxdO7cmdDQUOzt7VEoZDUq+s6dE+Kdtzf84Q9imaurqOxZtkz8HRQEn3+u5IsvthIebsXgwW/X+G7ExsbSrVs3HJ8p/TEyMqKsrAxfX1/69u3bpq/X0NCQoUPH8uWXJZw+nUJExDlCQ0Ol666ExGuEJAJIvFEUFhaSmppKamoq+vr6eHp6MnLkyGaZ/CkUIjtXPeivfjNw/boo5/3qK/jpJ+H6LZfD6dMiQ2BlBSNGwKhRrfTiXlGUSiUFBQU1svyPHz/G2toaW1tbBgwYgI2NjVSS2Ayys7PZsGEDHh4evP322w0GYdHRItjfsAEMDIQRXWQk/PGPVTOsw8JEhvrmTc1EgOzsbI4fP05UVFSDmei4uDhcXV1rjShMSUnB19dXo9eqCZoaA7Z0TKCKPn36cPToUR48eFDv+EVfX1+ys7PZs2dPrVaIllb6qtoONm3axNatW5kwYUIto8K2wt7enrlz55Kenk5MTAzx8fEMGTIEW1vb57J/CYnWoKKigjNnzpCQkIClpSWTJ09WTylRKquu+YmJol2qTx/R+5+SUiX4r1olWgA++ABOnQI/v0f89rcbGT9eGGxW5/bt26Snp6vbAJ4lMzOTwYMHt+lrVmFkBKtWGfLOO35s2JDFnTs/MHDgQLy8vCRBT0LiNUASASReexQKBdevXyclJYU7d+7Qs2dPJk6ciJWVVZMvZJWVVRf9uu6l9++H8+fFDYCFhQjyr1yBTZvAyQnS0sSor6VLRZngN9+IvsFHj+CXvxTZ19cdhUJBbm6uOujPyMhAoVBgZ2eHnZ0dnp6eWFhYSO7ELeTChQvs27ePkSNH1phJXxdbt8KnnwoBoHNnIXCpWuf79RPZLV1duHNHiFsN+AmqKSkpYfPmzYwcObLB7Ht+fj5nz57lvffeq7H8wYMH5OXl4ezs3PjONKS0tLRBTwADAwN0dXUpKipqlVFZurq6eHt7k5CQwNixY+tcRyaTMXr0aJYtW8apU6fw9vZu8X6ro62tzcSJE4mOjmbHjh2MGzfuud3Ay2Qy9TjIs2fPsnnzZiwtLRkyZEi9ooiExMtAeXm5Ovi3sbEhPDwcS0tLoKpqTyaDu3dFi1RenmihcnOD3/4WQkOFMBAaKkTULVvE+fOtt27Srt1WJk6cWKP1CYTgsHPnznoTEwUFBcjl8uc2kvP2beEJc+CAFuPH2zJ06BxSUnZy/vx5Ro0aRWeVU6yEhMQriSQCSLy2PH78WJ3179ChA56enowfP77JGWWVm391AQBEMPTjj+LfMWOEi3dBgQjw//hHmDVL9PxfuiRKe0G4rKuqov/8Z7HdzExRcr1ly+spAlRUVJCVlaUO+O/evUv79u2xs7PD0dGRwYMHY2JiImUWWgmlUsnhw4c5f/48M2bMoEuXLg2u/+ABrF4tSvx794asLPEZbtdO3ACOHi2ErW3bID9fTAJorDpfoVCwefNmXFxcGhUgDh8+jLe3d62gOyUlhT59+rSqGNRYJQBUVQO01rxsLy8vFi1axKBBg+qdLqKnp8fkyZNZtmwZFhYWDZo2NgcdHR2mTJnC2rVr2b17N6NGjXqu3zctLS08PT1xc3Pj1KlTrFixAmdnZwYOHNjicYwSEq1JeXk5p06d4uTJk9jZ2REREVHrHFo9AbB5s7i+//3vosrvl78UHh7/7/+J+4PevcV51Npawfnz+zEzu0V4eCSmdYz5OHz4MDY2NvX232dmZmJra9vm312lUlwXhgyBd94RQodMBi4uZvTpM4czZ86wcuVK+vXrx4ABAyQDUAmJVxTpmyvxWlFZWcmVK1dISUkhOzsbNzc3IiIisLCwaPY2ZTIoLhalcTExcPiw6Iv+6SdxsZw1S/TuZmXBL34B335bFfS7uUF6etW2TEzgyRMoKoLCQlElcPEiJCdX9Q++6hQVFdUo7c/NzcXCwgJbW1u8vLwYP368NE+8jSgrK2Pbtm2UlJQwb948jd5nc3OYPVuYV/361+KzPGWKELw++0x8/j/9VKxbUqJZb/qBAwfQ0tJi6NChDa6n+pyMHj26xnKV+dbcuXMb31kTaKwSAKpEgNZy3TYyMsLd3Z2kpKQG3w9TU1PGjRunNgpsjXGk1dHV1SU8PJw1a9Zw4MABhg0b9tyFN11dXfz9/fH09CQ+Pp4ffvgBd3d3AgMDpV5jiRdKWVkZycnJJCUlYW9vz8yZM2tkulUTfSoqxLV7zhzYsQMSEiA4WKzj5QUffSSC/82bYdEi2LMHoqJK2bp1MwBz586t8xyUmZnJhQsX6m0DUK3Tlu00T5+KCjAdHVERtmsXREXBsGGiPczAQFT3eHl54eLiwr59+/j+++8ZNWpUi8eqSkhIPH8kH4QDwAAAIABJREFUEUDiteDRo0ekpKRw7tw5zMzM8PT0ZMqUKXWOxpLLxai+gweFCVp4OFhaVmX8QVwMMzOhRw8RCK1cKZzRKyrg1i3x+Lp1kJEh1ndxgalT4U9/EmJBQYEoGbSwENv44QeIiBDBfkGBmAjQo4cQEszM4De/gbfffo5vWCtRVlZGbm4uOTk5ZGVlkZmZydOnT7G1tcXW1pbg4GCsra3bdESZhCA/P5/169djY2PDpEmTGs2gX78Ojx+L0v6xY0W5/88/w+9/L0QBgI4d4fJlMecaNBMAzpw5w40bN4iKimqw/1yhULBv3z6Cg4NrmRWmp6djYWFRZ7asJWhSCdCa5oAq/Pz8WLJkCUFBQQ2KEI6Ojnh5ebFp0yZmzZrV6hk2fX19IiIiWLVqFbGxsQwZMuSFVOAYGBgwZMgQfHx8OHHiBIsXL6ZPnz4EBga2WgWGhIQmlJaWqoN/BwcHZs2aVWerikoAUCjEfYNMJoxTZ84UlX+qASampuJ+AkRFlb5+HsuXr6d79+4MGzasznOiXC5n586dhIaGYmRkVO+x3r17l2HDhrXK666LHTvg7Fkx2QCgrExcA373O2FQWh1jY2MmTZrMlSvpbN++ne7duzN06NAGj19CQuLlQhIBJF5ZKioquHz5MikpKTx8+BB3d3dmz56NmZlZjfUKC+H+fdGTX1Eh1PmtW8XorYICEbwfOyYu7traQgyIixOl+4mJ4vmWlqJ3v6BAZPl1dUW59L174rHu3UWJdFaWMAY6d06M/NPTE6X+P/8sygIXLhS/9+ghjNVWr35Bb14TUZn33b9/n5ycHHJycrh//z6FhYWYm5tjYWGBpaUlvr6+mJubPzfzMQlBVlYW0dHRBAYG4u3t3Whgt327+Hy3bw/29vDxx8K/wsFBCFoqbt4Un39NuXPnDkeOHGHOnDmNZtxTU1PR1dWld+/etR5LSUnB09NT8x1rSFlZmUaVANeuXWvV/Xbq1AlHR0fOnDlDQCM9P0FBQdy7d4/9+/czqg1cQw0MDJg+fTorV65ET0+PAQMGtPo+NKV9+/YMHz6cgIAATpw4wXfffUffvn0JCAiQxACJNqWkpISkpCSSk5NxdnZmzpw5te4dqiOXw/DhohVg6VLRAnjhgqj++/lnIZz+8pfC58feXtxHlJbeZt26zWozvfo4evQo5ubmDbZOlZeX8+DBA6ysrFrwqhtmzBhYuxbmzROmsOvXi0kGOjpVSZLqU4xkMjEKtVu3bhw+fJjvv/+ekJAQevfuLbX3SUi8AkgigMQrR05ODikpKZw/fx4rKyu8vb1xcXFRZz5V83jPnYP33xfl9127iiBnwQKh2P/qV2JblZXw9ddVAgCIC1toqMiIXr8ueuMmToQbN4QoMHy4UMUdHcVF8le/En3/XbuCsbGYsX7ypCij09MTosDf/y5uDl4FKioq1Nn96kG/rq4uXbp0wcLCgh49ejBo0CDeeustKeB/wVy/fp1t27YxZswYjWY5x8WJz/amTUKYioqCf/wDliypKQD88INof9m6VbPjePz4MZs3b2b8+PG89dZbDa5bWlrKkSNHiIiIqHWzmJeXR05ODq6urprtWEOUSiWlpaUaewK0Nv7+/qxbtw4fH58GM/wymYxx48bx008/tZkYYmRkxIwZM1ixYgU6Ojr4+/u3+j6agrGxMaGhoTXEAA8PDwICAqTWIYlWpbi4mMTERE6fPo2LiwtRUVENVhw9fQoHDggvn6Ag0fd/6JC4xv93SABLl8J//iOqBn18ROY8JSWFw4cPExYWRvfu3evdfnZ2NmfPnuXdd99t8Lizs7OxsLBo0/57Y2PYu1eIGd99B716iVYH1b2RSgCIiRHvwZdfimV6evqEhobi5ubG7t27OXfuXKOGsBISEi8eSQSQeCUoLy/nwoULpKSk8OTJE/r27cv8+fPp1KkTd+7Axo0QGytK2X71K5g2TSybPVsEOampoodvzhyR/SwuFiPRFi8WJfxyuQjYocoAcMIEUSFQViay/Vpa4gKpSlzOmiUyqpMmCRfdCROgQwfRXjB2rKgUUPEyJrWUSiWFhYU1Av2cnBweP37MW2+9pQ74XV1dsbCwkG7GX0LS0tKIiYlhypQpGvewy+XCvVr1Of74Y/jwwyrxDETbyo4d4jukSQtqWVkZ69evJzAwEAcHh0bXP3bsGM7Ozmq37eqkpqbi7u7e6je7crkcmUzW6HbbSgTo0qUL5ubmnD9/vtZYsGfR19dnypQpLF++HAsLC/VIstakffv2zJw5k+XLl6Orq0v//v1bfR9NpUOHDowYMYLAwEDi4uL49ttv8fT0xN/fXzr/SLSIoqIiTp48SUpKCq6ursybN6/eILV6tvvmTeGJoqcH3t5iwk9QkGgH3L1bJAz8/MQ6FRWgra3gwIGDXL16tc7KxOpUVlayY8cOQkJCGq18ycjIeG7jNb/+usoHSYXqPcnPFwKByuAYROJEqQQbGxvmzZvHyZMnWbp0KYGBgfj6+kqJAgmJlxRJBJB4aVEqlWRnZ5OSksKlS5fo2rUrAwYMwNHRUX1RuXxZBPaursK8ZutWUWoPol9PFY8kJcGMGVVBTkmJUPinThVZ/K+/Fm6+UOULMGWKyPRfuSJK/bt3F8Y4aWni8YkTwdcXjh8XNwEqX5wGrvkvDLlczoMHD2pl92UymTrYd3JyIigoCDMzM2k83ytAQkICSUlJtQysGiMoqGrEX2WluHG9fVt8H0xMROWLt7eoFNBEvFIqlWzbtg1ra2uNxts9ePCAtLS0WiMBxfFUcvbsWWbOnKnx69EUTfwAAAwNDVEqlZSUlNQ5pqslBAQEsG/fPvr27dtouayZmRmjR49m48aNzJ8/v02C4A4dOjBz5kx1RUBj4sTzokOHDowcObKGGNCvXz/8/f2lnmOJJvH06VN18N+rVy918qA6eXmwfLkw8g0Jqen+7+4ukgUffyzMe/PzRZLgww9h7lwxNcXPT6yrUJSxadMW5HI5UVFRjZ4/4uLi6NSpE25ubo2+jjt37rT6+NCGePbQVe/JiRMQGCgmGcXFifGIhw5V+SBoaWkTGBhIz5492bNnD+fPn2f06NFt2sYgISHRPCQRQOKlo7KykosXL5KUlERxcTEeHh689957dbpHu7qKEn0Vq1ZBbq74/auvYNkyEdwbGgpzs4QEEQR16gQffCDWO3oU/v1vYZLWqVPVxc7ZWZj1ffKJKJPr1k2s5+hYtT8bG1F18DLx9OnTWsF+Xl4eJiYm6oDf0dGRLl26SH23ryBKpZKDBw9y7do1IiMjmzxiTUdHVKyIbQkjKxMT8bNsmagC+M9/NK9eOXz4MCUlJUyaNKnRwFapVHLgwAECAwPrDGqvXbuGiYlJm8yQ12QyAIhyfFU1QHMy8IWFomR40KDaj3Xr1g0dHR2uXbuGs7Nzo9tydXUlOzubTZs2MWPGjDYR50xMTNRCgJGRkUYtJc+Ljh07MmrUqFpigJ+fnyQGSDRIUVERJ06c4OzZs7i5ufHuu+/Wea68eBEmTxbX+v37hSP+n/4kTH1BZMD9/UVV4bFj8OgRpKSI5xgaVhn6Pn78WG3MOmLEiEa/qzk5OZw6dYp33nmn0fNmZWUld+/eZdKkSc15K5rFs4ek8gTIzhbVEStXCq8lbe2aI2NVzzM1NWX69OmkpaWxbt06evfuzeDBg2uZwEpISLw4JBHgDePIkSMMHTqUP/7xj3zyyScv+nBqUFRUxOnTpzl9+jTm5uYMGDAAJyenBkvJVGVoMhmcOSMu3KoKv969RSnzrl1CqV+1SngEqDL5KpycxLK6gp6BA0X/W79+Qhx4mQL+yspKHj58WKOU//79+1RWVqqD/W7duuHn54e5ubk0y/c1oLKykp07d5KXl8ecOXNaHAjp6Aj3Z2tr0cd66BCsWVPbCbo+zp8/z4ULF4iKitIoQL127RoFBQX1ZrTaqgceNK8EAFokAuTkwJ//LBy2VRlCFTKZjICAAOLj4zUSAQAGDhzI+vXrOXjwIMOHD2/y8WjCW2+9xdSpU1m3bh3Tpk1rk/aDltCpUydGjx5NUFAQx48f59tvv8XLyws/P79Wr9aQeLWpqKggMTGRkydP0rt3bxYsWNDguM1z58Rov8WLRYD/wQewZYuoBKxubTJtGly9Ct9/L5IJkyeLqgEQpfqbNm0iICAAHx8fjYL6HTt2EBwcrNEo0OzsbExNTTUSMdsKmUyMR/7rX0XQ/9NPoirA1laIIXPmiGrLwYPF+uK+TEafPn1wcnIiJiaGxYsXM3r0aI1axiQkJNoeKSp4g7h//z7h4eHMnj37pRIA7t+/T1JSEunp6fTo0YPp06djoZLhm4CWlsjAqeKLp09FOf9f/iL+njRJzEGvrBTlz5cuiVGB8fFC+a8rRlYqq2YAvwiUSiXFxcXk5+eTn59PXl4e+fn55OTk8PDhQzp27KgO+L29venSpQvGxsaSM+9rSHl5OZs2bUImkzFz5sxWGbuoVArPi2PHxN+xsVUtNI2RlZXF/v37mTlzpkal6nK5nAMHDhAaGlqnYFBQUNCm2S5NKwFAszGBycnQpQtUt2IoKhLnl8ePhV/IsyIAQM+ePYmNjdV45reWlhZhYWEsXboUa2trjUqHm4O1tTVjxowhOjqayMjIl9LUq1OnTowZM0YtBixatIj+/fvj5+f3QgMkiRePUqkkLS2Nw4cPY21tzdy5c+s1KL1wQbQNamuLCr+KCpHhtrISI/82bRKmeG+/XbM1wNlZiAbVb0/OnTtHTEwM48aNw8nJSaNjTUhIwNDQkL59+2q0/u3bt+natatG67YlycniPfr0U/H+/c//iErL3/5WtJH16VO1rkxW5a9kZGTEuHHjuHnzJjt27MDV1ZXg4GBpdLCExAtGEgHeIFJTU/n1r3/NRx991KznP3xaxuYzd0m//4QnpXI6GOjg2qUDk/rZ8FZ7DVOH/0WhUHD16lWSkpJ49OgRXl5eLFy4sFl9r6p419hYBPJyufjX0lL0+u3YIW7GV6wQZn4ymVi+a5cY5fPll3XfrFffdlsil8spKCioEeQ/fvxYHfhra2tjYmKCqakpnTp1ws7Ojv79+9O5c2fpIvqGUFxczLp16zA3N2fUqFGtVhYukwmfi7/8RXwHNBUACgsL2bhxI6NHj9ZYsEtKSsLMzAzH6v001UhNTaVXr15t9pkuKSnROFA0NTXlzp07Da4TEyNGhv7znyLgP3xY3CTL5UKIrG6cVR0tLS18fX1JSEhgypQpGh2PoaEhU6ZMYdWqVZibm9OlSxeNntdUXFxcKCgoYO3atcydO/elzbKbmJgwduxY8vLyiIuL45tvvsHb2xtfX19JDHgDuXXrFjExMWhrazNhwoR6TVLj4kQm28BABP9z54p2KFNT0RZgZSW8hWJjRZvg229XBbIqVPYrSqWSw4cPc/HiRWbNmqWxL8uDBw9ITExk3rx5Gov1d+7coZ/KyOUF8rvfiQqJbt3EeU+hgDt3hAny7t2iiuzmTdEm8PXXwkxRVakJ0L17d95991327NnDkiVLCAsLq9McVkJC4vkgiQBvEKGhoYSGhja4zscff8wnn3zCkSNHGDhwIADnMh/T184EQzs3bGf+gzK5Qr2+gc59/n3oKgNdzHnvbUf62NY03Ll79y4XLlxQl7GWlZWRmppKcnIyhoaG+Pr60rNnz1YJas6cgQEDxI25KgGwerUI/v/0J+Ef8Mc/CmW/f3/x8zxQmYypAnzVz+PHj8nLy6OoqIgOHTpgYmKi/rG1tVX/Lt3Uvtk8fvyYNWvW0KNHDwYPHtwmVR5z5mgueFVUVLBhwwb69eun8Ri/wsJC4uPjmTt3bp2PKxQKUlNTCQ8P1/SQm0xxcbHGIqOpqSmpqakNrjNihDiHHD0qXLTffhu+/VaUFjeGh4cHx48f59GjR42OU1RhYWFBaGgoGzZsYP78+W0WoHt7e1NQUEB0dDQzZsx4qduITE1N1WKAqjJAJQZo2voh8ery4MEDDh48yMOHDxkyZAg9e/as9/y4Y4fwCfroI1Gy/pe/iDbA2bNFC2F8vPD46dFDVAOMHy9GqT7bwi6Tiaqsbdu2UVxczNy5czU+rygUCnbu3MnAgQNrmRM29JzMzEzCwsI0Wr+t6dZNjF1euVKIKUFB4jz461+LdomwMPH422/Dvn01/QJACJoTJkzg/PnzrFmzBj8/P/z9/aUJAhISL4CX9+ou0SpoEjBUD/ifZU3ibT7fmw6AQqmsIQAAlP7375hLORy/+pA/jnBluq89AE+ePGHt2rWUl5fj4ODAjRs3OHfuHA4ODowfPx4bG5tWCWhUSnNiYpUAoFLvQ0JEhrMOT8FWpbKyskb2/tkfLS2tGkG+jY0Nbm5umJqa0qFDB+kCKFEnOTk5rFu3Dj8/P3x9fdtsP5p+DZVKJbt27cLExISgoCCNtx8bG4uHh0e9Ae+NGzdo3759m2W4QXiOaOqhoMmYQE9PETx8/bVwyq6OqhqpPvT09PDy8iIhIYHRo0drdEwAvXv3Jjs7my1btjBt2rQ2O28EBwezZcsWtm/fzoQJE1769iJTU1PGjRvHo0ePOH78ON988w0+Pj74+PhIYsBryNOnTzl69CiXL18mMDCQyZMnNypWeXqKih1TU/H3xYtiWVERLFwIf/87LFkipgDk5tb+Tqt48uQJ69evp0uXLkyYMKFJIllSUhLa2tp4aaIU/pd79+7RqVOnl8oIs0MH4bHUs6cQAnbsEK2YO3YIjxkQVZfFxTVFANW9mkwmw93dHTs7O7Zv3861a9cYP368xsKIhIRE6yCJAG8If/3rX+t9zN7evs7lQgC4TEmFAqt53yPTqf9mSqmEkopKPt97GYAp/axZvXo1ZWVlKJVKNmzYgK+vb70OvS1BdX86ebJQoKFm+V5rCACqbH59Qf7Tp08xNjauEehbW1urf39Zy2olXl7u3LnDxo0bCQ0NpXfv3i/6cACIj4/n4cOHzJkzR+PAMCsri5s3b/L+++/Xu05bGgKqKC4u1njqQPv27SkvL2/UTPCjj6p6huVycd6RyYQAkJkJ0dHwm9/U/Vxvb2++/fZbBg0a1KQpHcHBwaxZs4aDBw8ybNgwjZ/XFGQyGePGjWPVqlUcOnSIoUOHtsl+Wpu33nqL8ePH8/DhQ7UY4Ovri7e3tyQGvAaUl5dz8uRJkpKS6Nu3LwsXLqz32pqVBXv3wrx54m+V/UZ2tjD/MzQU43/DwuCbb0Sf+2efCe+gW7fgX/+qXQVw8+ZNtm3bhq+vL/7+/k0Sxx49ekRcXBxRUVFNet7L4gfwLNVP1xUVIvOvurW7eFGYzH7+OZw8Kc6H/fuLc6NCUXXO7NSpEzNnzuTkyZMsXbqUkJAQ3N3dX3rRUULidUESAd4QPv744yatfz33KV9dSKekQmT6dd9q3MAKoKRCwed707lx+ig8eqherlQq8fX1bdORdPX19TdGZWUlRUVFtX6ePn1aI7sP1Ajyrays6NWrFyYmJnTs2LFNxndJvJlcvnyZ3bt3M2HCBLp37/6iDweAK1eukJycTFRUlMZ9+0qlkn379jF48OB6g7CnT59y+/Ztxo0b15qHW4vi4mKNs2kymUxtDthQz6pqzCjUNBAD0Tu8bp1Yp66X3q5dO3r37k1SUhJDhgzR6LjEfrSYNGkSy5Yto1OnTvj4+Gj83Kago6PD1KlT1fvp/7z6p1oBMzMzwsLCePDggbpNQCUGSCPKXj0UCgXnzp3jyJEj2NnZMW/evAaNK7dtE9n94mLRrz5tWlV1oJWV8AFSnVY//VT0t//0k1h+/brwRqkehyoUCo4fP86ZM2cICwujW7duTTp+VQXVgAEDMFWVImjInTt3NDYQfFE8eQJJSeL3+/chPFy0W5iaivf3wQMIDRWCzLPnSS0tLQICAnBwcGDr1q1cu3aNkSNHSokTCYnngCQCSNTJ9rNZlGKj/vvOF6PQt+1Nl4gv1MsUZcU8Ob2D4stxyJ88AEDbqCN6lk7sCQxlhpspWlpayOVyKisrOXjwIGvXruXEiRPk5eVhYWHBiBEj+Otf/4qVlVWrHbsqa19XYF/9p7i4mKKiIsrLyzEyMqJdu3bqHyMjI9q3b4+VlVWNbL6kUEu0NadPn+bYsWNERES06veiJeTm5rJz506mTZum0UgrFWn/ncfZp7pt9DOcPXuWHj16tHmmtqioqEnGo6ampuTn5zcoAlSvMnr25lZfX7iJx8RAfRX/fn5+/PzzzwQFBTUpODU0NGTatGksX76cjh07auzN0FSMjIyIiIhg2bJldOzYUeOxhi8L5ubmTJgwgdzc3BqVAV5eXpLXyivCjRs3iImJQV9fn8mTJ2NjY9Poc7S1xSg/Y2PRqz52rBADVEJAdV3VyEiMAFbxrG9pUVERW7dupbKykvnz52PcjNLCU6dOUVlZWe9o1PpQKBRkZGQwduzYJu/zeRIZKSYu+PmJUcujRkFEhBBX7t+HQYOESPDgAfzhD+I5FRVQXUvu0qUL8+bNIzY2lh9++IGxY8e+NAK4hMTriiQCSNTJuczHaDdwsVUqleRu/CtlWZfRt3alfZ8QZFrayJ88pCzjPLczejPtX/9WTw1Yvnw5kyZNQl9fnzFjxmBra8u1a9f46aef2LVrF4mJifU6+iqVSsrLyxsN5lU/JSUl6Ovr1wrq27Vrh4WFRY3l7dq1w8DAQAruJV44SqWS48ePc+7cOebMmdPkjFFbUVxcTHR0NMOGDWvS/PiysjJiY2OZPHlyvd8vpVJJSkrKczG9aoonAAgR4NGjR42ut2KFGAnYrZvIIjo7i2xjebm4Id67t34RwNTUFHt7e1JSUprs+WBiYsLUqVNZu3YtxsbGTfq/aep+pkyZwvr1618qYaopdO7cmYkTJ5Kbm8uJEyf45ptv6NevH76+vs2aSCPR9uTk5HDw4EHy8/MJDg7G1dVV4+v0mDFQUiJK/vv2FWPsvvuuKruvGo26ZIkwD/7HP+reTkZGBlu2bMHd3Z1BgwY1y4Pj8ePHHD16lMjIyCY///79+xgbG78Sn9F//QvS00XbRbt2sHix8Gj64ANQFTqdPQuXL4OZGag6s/LyqnwadHV1GT58OE5OTmzfvp2ePXsSHBz8UpuTSki8ykjfrDeE+toBDAwM+N3vftfk7VU8uENZ1mUMnXzpPOFPNR5TKhXoyUvYnHKXdwY4cPXqVd555x3s7e05cuQI5ubm6n7b8PBwwsPDmT17Np999lmdQX1RUREymaxW8N6uXTu1yV71TL6RkZFUmi/xSqFQKNi7dy9ZWVlERka2adtMdaqPb6qLyspKNm3aRM+ePXF3d2/StuPi4ujevXuDmbtbt26hp6fXZgFsdZoyHQBESXljYwJBTB1ZvVqUIDs4iBvhhAQxftTICG7fbvj5/v7+bNy4kf79+zf5vGVlZcXYsWOJjo4mMjKywRLplmBjY8Po0aNZv359m+6nrencuTNhYWHk5+cTHx/Pt99+i7u7O/7+/q3uVSPRPAoLCzly5AhXr14lKCgILy+vZl3PVdXkf/qTGNd58CCorC0KC4VxnY6OGBVs+0y3o1KpJCEhgZMnTzJmzJhmV8AolUr27t2Lr68vZmZmTX7+nTt3Xko/gPpQFSStWAGnTgkxRiUAfPutWJaVJQL/nTvFSNWffhJtU9U9AR0cHFiwYAG7d+9WjxJsS9NYCYk3FUkEeEP45JNP6lzesWPHOkWAikoFmlx2Zbq1S3hlMi0qdNux50QqXD7E+vXrqaiowN/fn+XLl6Onp4eenh76+vro6enh4eHBsWPHyMnJwdzcHDMzs1pZfKmPU+J1RS6Xs3XrVkpLS5k9e/ZzMzCrLgDs3y8yZs/eZ+3btw89PT0GDx7cpG3n5eWRkpLCggULGlxPZQjY1pU4CoWCkpKSJlUCmJubc/r06UbX8/ERJlmqU9TDhyLTBWJmdmPxsrW1Naamply6dAk3NzeNj0+Fs7MzAwYMYO3atURGRraZi7irqysFBQWsW7eOyMjIV7pn18TEhFGjRvH222+TmJjIjz/+iLOzMwEBARqbR0q0LuXl5cTHx3Pq1Ck8PT1ZuHBhq7RsdOsG77wjxgMOGSLm2Y8ZIzLXdbX2l5SUsH37doqKioiKimqRY/3ly5fJz89nypQpzXr+nTt3XhpT2KYwYoRoxVBVQG3eDIcPw4IF4v8gPh7efVeYqUZGioqpZzE0NGTixImkpaWxevVqAgIC8PPzk6o2JSRaEWku2RuCUqms8+fx48fN2p6umS26nbtTfOkY91f/hoLEzZTevYyyskK9TjtTc8aMGcPTp08BcVNdWVlJaWkpT5484cGDB2RlZaGvr49CocDOzo7AwEA8PDxwdnbG2tqaTp06SQKAxGtLaWkpa9asQUtLi2nTpj1XB3OlUvy7aJEo3Xx216dOnSIjI4OwsLAml7HGxMTg7+/fYP9scXEx169fb1bg21RKSkowMDBo0uswMzPjwYMHKFVvVD3IZEIAUCrFj0oAUChE77GJiRAGGsLHx4cklbNWM+jfvz8uLi5ER0cjl8ubvZ3G8PHxwdHRkQ0bNrTpfp4XxsbGDB06lF/84heYmpqycuVKNm7cSHZ29os+tDcGVUvQokWLyM/PZ/78+QQHB7eqZ8M778CdO6IH/fhx8d2sSwDIyspiyZIlmJiYMGfOnBYJAGVlZezfv59Ro0Y1q5JBqVS+cpUAKjp3FtUXOjrCh+HSJRg4EHx9hXeKgYEQBcaPh4kTq8apVlbW3I5MJqNPnz7MmzePK1eusGrVKgoKCp7765GQeF2RKgEkmoVMSxuLaX+n4MR6iq/E8/joCrFcz5D2vYfQaeAsuphYY2lpqT5p/+tf/2pwmyqxQELiTaCwsJC1a9diZ2dHaGjoc89waGmJ/sxly6rGOO3cCefOwaRJtzgapdAiAAAgAElEQVR27Bhz585tsjBx48YNcnNzmThxYoPrnTt3DhcXl+eSUW7KZAAVBgYGGBgYUFBQ0GgwoKqqUIhhKshkVUaBmzaJdoGdO+t/vrOzMwcOHODu3bsaGZ/VRXBwMFu2bGH79u1MmDChzT5PISEhbNq0iR07dhAWFvZaZOYMDQ0ZMGAAvr6+pKSksGHDBszMzAgMDMTe3v61eI0vI/fv32fPnj0AhIeHt7rfhFIpDOg+/FCc344cgQED6lpPyalTpzh27BgjR46kZ8+eLd734cOHcXR0bHYQn5OTQ7t27ZplRPgyoa0N9+5B166iOqCiAv72N1EBEBEhHktMFKKBtnaVeWN1OnXqxKxZs0hISGDJkiUMHz78uYjHEhKvO5IIIFEnutqNZ8y0DdpjGjwP0+B5VORnU5pxgadn91GYshtZeRGuY5cCqHstCwoKmuQsLiHxuvLo0SPWrFmDp6cngYGBzzXIOHRImNfZ2UFREVhbi77MmzchIwPKyspJSrrDokUTmtz7XVlZyf79+xk2bFiDZk6q7N+oUaNa+nI0oqmTAVSYm5vz4MGDRkUAmUwYAVYvWiouFjPJtbRE1is3V2TI6kJLSwtvb2+Sk5ObLQLIZDLGjRvH6tWrOXToEENVDdCtjEwmY/z48axevZrY2FiCg4PbZD8vAj09PXx9fenfvz9paWns2bMHAwMDAgMDcXFxkcSAVqK8vJyjR49y7tw5Bg8e3GYtQaoqnfHjxbSAuigrK2PXrl08evSIuXPntooha1ZWFhcvXuT9999v9jZe1SqAuvDwgJ9/Bhsb+PhjUSH1t79Bfj68/74I+hctgu3ba3oDVEdLS4vAwED1KMGrV68yYsSIV7otSULiRSO1A0i0CromVhj3CcFi2hfI9AwpvJqI6eOr3L9/X+16HRcX94KPUkLixZOVlcWKFSsICgoiKCjouQUWSqUI+r/+WphlnT8vfADGjoW1a8Uc57Vry+jQ4QQdO7o2eRY2iBYCTUbJZWZmAtQ7EaS1aU4lAFSJAJrQowekpcGVK8IkcMkS0WZx7JjIcj150vDzPTw8uHbtGoWFhU0+ThU6OjpMnTqVK1eukJyc3OztNIauri5Tp07l8uXLGvkmvGpoa2vj4eHBe++9h7+/P8ePH+f7778nLS0NharcQ6JZpKens3jxYoqLi3nvvffo169fm58DQ0LqXp6Tk8PSpUvR19cnMjKyVQQAhULB7t27CQkJaVGAevv27ddGBJg/Hz79FD77TJwH//IXMREgPl5MVNm2TVx//vY3MdWhISwtLZk/fz6Ghob88MMP3Lp16/m8CAmJ1xCpEkCiTvrYduIiVX3Dz1Lx+D7KijL0zGtepBSlT1HKK9AzbEfJ4wesWrWK9u3bo6Ojw4cffoiTk1OtAKG8vJykpCSCgoLa6NVISLwcXL9+nW3btjFmzBhcXFye+/7btRPGWOHhsHChmKE9b54ozZTJFPz5zydITPRiz56mO6UXFRURFxfH7NmzG72pT0lJwcPD47kJIE0dD6jC3Nycu3fvarSup6d4P/v1E/OwzcygTx+xvFevqvaA+jAwMKB3796cPn2aQYMGNflYVRgaGhIREcGyZcvo2LFjm33OjIyMiIiIYPny5XTo0KHZDuovM1paWvTs2ZMePXpw8+ZN4uLiOHLkCP7+/nh4eEijy5rA48eP2b9/Pw8fPmTs2LHNEhlbk9TUVA4dOsSwYcOaPPmkIZKSkjA0NGxRubrKDyA0NLTVjutF8/bbsGoVPHoEHTqI1qmpU8XEgNhY+O1vxWQVTXQTXV1dRowYgbOzM9u2baN3794MHjxY+j5KSDQR6RvzhlDfiECAcePG0bdv35rL+lpz44I2JRWVdT6nIvcWD7Z+jl4XR3TNuqJtbIqiuIDia0mgkNPfP4hbt26pR/uNHTtWPfc1ICAADw8PFAoFGRkZxMXFYW5uTnp6emu+ZAmJl4q0tDRiYmKYMmXKc8uA18XWraI/1sICfvUr0QIwfTrExBwnJcWC//3f9upRT03h8OHDuLm5NequXlpaSnp6epuVq9dFS9oBzp49q9G6U6YIQeXzz0XZf3OSeN7e3qxcuZKgoKAW3dCamJgwdepU1q1bx7Rp09psBKOpqSlTpkxh/fr1TJ8+HUtLyzbZz4tGJpPh4OCAg4MDmZmZnDhxguPHj+Pr64uXl9dzNfR81aisrCQpKYkTJ07g6+vLxIkTX2iwVlFRwd69e7l79y6zZ89u1WkQBQUFxMXFMXfu3BYJnA8ePMDAwOC1a5+0tRU/a9fCvn2wZo2ooNq4UUwNaOp1x9HRkXfffZddu3bx008/MXny5Fap5pCQeFOQRIA3hPpGBALY29vXEgEcO7fnjyPs+XzvZUoqapc/6nVxooPfJMoyLlBy6wyK0qdoG3XE0NKRBe8vZHS/7hw/fpzK/9q9Lly4kD/84Q/87W9/Iz4+nvj4eAwMDLC0tCQsLIzw8PDWfcESEi8RJ0+eJDExkZkzZ9K5vsbwNkYmExnqTz4RZnXOzmKe/cKFsH9/Hh4ed1ixwhsLi6Y7Wd+7d48rV66wcOHCRtdNS0vD0dGxWUF5cykuLm7WzWH1CQGN3dQPGwZOTtC/f83lhYWiCqCiov5+VxXm5uZ06dKFCxcu1DonNxVra2vGjBlDdHQ0kZGRTfZ30BQbGxtGjBjBhg0bmDdv3nP9f30R2NraEh4eTk5ODvHx8fznP//By8sLHx+f1/61N5XMzEx2796NsbExUVFRLzxAe/jwIZs2bcLCwoJ58+a16uQhpVLJ3r178fHx4a233mrRtl6nVoC6iIiAgwfFqMYBA8T0gOJiaM50UyMjIyZPnszp06f5+eefX1iVnYTEq4gkArzmNDbe6lk+/vjjWlUDn+9Nx/53u6m+JZ0OZpi8PUv9twzQRoGf4T2mD/agR48eXLp0iZycHPT09EhKSqJv376sX78eQ0NDSkpKuHTpEufPnyc3N5eioiL1hU8yX5J4XVAqlRw6dIirV68SGRmpNsl8nigUVUGoubkoV792TWSq/f3h449zmTq1A4MHh2Fh0fS7MKVSyf79+xk0aFCjY71UhoAh9TXpthHFxcXY2to2+XlGRkbo6OhQWFjYaFbO2Bj27xe/q6YFpKbCv/8NFy5Aly6iUmD8+Ib36ePjw+HDh+nTp0+Lz4UuLi4UFBSwdu1a5s6d22YmWr169eLevXts2bKF6dOnN3mk5KuIhYUFYWFh5OXlkZCQwLfffou7uzv+/v4v5Hv+MlFSUsKhQ4e4du0aISEh9OrV64Vf1y9cuMC+ffvazIgwPT2dvLw8Jk2a1OJt3blzBycnp1Y4qpeXFSuEZ4qhoTAFbI4AoEImk9G/f38sLS3ZtGkTd+/eZdCgQW/EeUhCoiVI3xCJBpnua8+G+b64mSjQ1QIDnZofGW0U6GnLGNbLgo/cZTgq77Fz506++uorrKys0NbWJiwsjPfff5/y8nK+/fZbkpKS0NPTo1+/fsyePZt33nkHU1NT9u/fz9dff83Bgwe5f/9+kwUMCYmXicrKSrZv305GRgZz5sx5IYGBUlnViz5vnqgAcHEREwJu3YLHj5+wZ89xwsJKWbiweaOoLl68SHl5OR4eHo2um52dTVlZ2XPvB25uOwA0zRywQweR1ZLJhMHVzz+DlRVs2QJffSX6XhvD0dGR8vJytXliS/H29sbZ2Zno6GjkcnmrbLMuBg8ejEwm49ChQ222j5cRU1NTRo0axXvvvYeOjg4//vgjO3bs4OHDhy/60J47SqWSc+fOsXjxYrS1tXnvvffo3bv3CxUA5HI5e/bs4fDhw0yfPr1NjAjLysrYv38/o0aNanGrg8oPwN7evnUO7iXmvff4/+ydd1hUWZr/P0WRVBBBECSpoCAIKFFUTDRmUdvYKubQdt6emZ35zc7Ojr0zm6bDbCfttlvbjGJuRQSMmBFEQFQQBBUFBJGcCqp+f5wt1G4DVRRS6v08D48CN5xb3HvuOd/zvt+XRYuEQa0ucHR0ZPny5dy9e5fNmzdTXV2tmwNLSLyiyDSZaAUEBKheRSdgiWfT1NTE559/zox5i4m7Xk767VJuF5Xg4tAdZeltxrp3YVzoUBoaGviv//qvx/bt0WMsffsO5P8KBFBUVERcXBzl5eWMHj2aPn36PPZCvnfvHunp6aSnp2NsbIy3tzdeXl5tFsoqIdEWNDY2EhUVBcCMGTMwMjJq1/b8/LPwAli/Hurq4Le/hdLSJq5du0VFRTf27euEl5fmx1UoFHz77be8+eabLQpf3b9/P126dHnhJqCrV6/mzTffxM7OTuN9Dx48iJWVVXOVk2dx544IdT1+XHzOgYGiCoOaYcNEHuzzLCHOnz/PrVu3dLKqCGJisXPnTgwMDJg6dWqbTcpqamr44YcfeOONN/DS5oZ6BaitrSUxMZELFy7g7OxMSEgI9vb27d2sNqekpITo6Gjq6+uZMGFCm/lQaEJBQQF79uzBxsaG8PDw50YqacuhQ4eor69n8uTJrT5WcXExW7Zs4Z/+6Z900LLXE6VS2VyCcsaMGVqXXZWQeFmRyWTJKpUq4HnbSZEAEs/l5s2bWFpa0qu7NW8Pc2VM50L8KhP540h7fjdxANkZl1CpVBgbG2Nra9u8X9++vsjlQSxeLPK9QIRQRkREMGbMGOLj49m8eTNFRUXN+3Tr1o033niDjz76iIkTJ1JRUcGPP/7IunXruHDhAjXqA0lI6CmNjY1s374dIyMjZs2a1e4CQHY2bN8unJevXwdTU/jqqyY8PGJZsiSXffs6aiUAAJw6dQonJ6cWCQANDQ1cuXKl1bnu2vCiIgEcHIT79Y0b4nMOCBAlGQ8eFOWvhgwR0QLPY8CAAdy4cYPy8nKt2vxLZDIZb775JuXl5Rw5ckQnx3wS6vzcmJiYx/r114kOHTowfPhwPvzwQ5ydndm+fTsbNmwgMzPzlYxuUygUHD16lHXr1tG3b1+WLl3a7gKAUqkkISGBzZs3ExISwvTp09tMALh79y6XL1/WmdHp6xIF0JYYGBgQGhrK+PHjiYyMJDEx8ZV89iQkWov8Wa7xv2TNmjUrly9f3natkdBLzp49i4ODAz169ECpVLJ3716ampq4e/cuw4cPJyUlBWtraywtLamsrOTmzZsYGRlRWVnKyJH9+eYbE0xNRf4xiAFp165d8ff3p6Ghgf3791NSUoKDg0OzUY9MJmuuNx4cHIy5uTnXr18nJiaGW7duAcIBWy7X3MRMQqKtUAsAJiYmTJs2rd3uT6VShKQDWFqKmsz5+VBUBCYmKi5c2EuXLjUsXDgBW1vttOCysjL279/PzJkzWzTATk9PR6FQ4O/vr9X5tEWlUnH06FFCQ0O1yhFVKBRkZGS0KN0BhBHgxo2i9JWnJ+zfDwkJwoPh44/F3+J5qH0ICgsLcXFx0bjNT8LAwAB3d3fi4+ORyWRtNlEzNzfH3Nyc6OhofHx82l0Eay/kcjmOjo4EBQVhaGjI6dOnOXPmDAYGBtjY2LwS766cnBy2bt2KXC7nrbfewtXVtd1z/+/fv09kZCSVlZXMnTu3TX2GlEol27ZtY9iwYVp5jjyJs2fP0qtXr1e20saLxNraGg8PDw4fPszt27dxdXV9JZ47CYnn8cknnxSsXLlyzfO2k4wBJZ6JSqUiKyuLOXPmAJCVldWsqBYXF3P16lX8/f1JTk7G2bkXQUFBuLu7U1am4uOPs/j66zrmzOnIu+/+uuOVy+UEBQXh7e3NyZMnWbVqFYMGDSI4OPixgaNcLsfNzQ03NzcaGhq4du0aaWlpREdH4+bmhre3Ny4uLlLnLtGuPCoATJ06td1MidRGgE1NYgJ69y5Mmwb//M+wcaOKzz/PpVs3C774YpjWbVSpVMTExDBo0KAWex2kpaUREPDc6DSdU1dXh5GRkdb9gzoSoCUVAkCUXUxKgsxMSEuDkSNhxAjw8xPRAWrTwOcxcOBA1q5dy/Dhw3U2ke7YsSNz5sxh/fr1mJqatqqW+bPw8fHhzp077N69m9mzZ7/WBl1yubw5re327ducPXuW48eP4+fnR2Bg4EtZBq6yspLY2Fju3LnD+PHj9cLETqVSceHCBY4fP86IESMIDAxsc0EiMTERU1NTfHx8dHI8lUpFXl4eI0eO1MnxJIRnx5IlSzh48CA//vgjs2bNanX1BgmJV4XX980s0SLu3buHTCZrrqV7+vRpGhoaAOEVEBMTg4+PDwcPKvntbxvo1KkT587Z8+67DlRX+/HmmwcIDt6OqakK5a8rDQIifHL06NEsXbqUgoICvv32WzIyMp4YvmVsbIyPjw9z587lgw8+wNHRkYSEBL744guio6O5ffu2FPYl8cJpbGxk27Zt7S4AwEMjwLlzhRFgcrIIQ797F8LCzlJZWYqFxXBkMu0nlpmZmZSWljJYHd7zHMrLyyksLMTNzU3rc2pLa1IBQEycZTJZi02mjIxg0CBYuBC++AL+5V9EFJQ6WKKl8xIrKyscHBxIf9RUQAdYWVkRERFBXFwcV65c0emxH2X06NEoFAqOHz/eZud4mZDJZDg7OzNr1iyWLFlCQ0MDq1evZs+ePRQUFLR381qEeqL93XffYWlpybvvvqsXAkB5eTmbN28mLS2NJUuWEBQU1OYCQHl5OSdPnmTChAk6O1dJSQlyuVzyQNIxRkZGTJo0iYEDB7Ju3TquXr3a3k2SkNALpEgAiWeSmZmJm5tb80uuV69e2NnZkZKSQmhoKF27dsXU1JRJk0x5910lycliJXLpUli0yILo6G6kpV3m0KF4xo17dlkwKysrZs6cSV5eHjExMSQlJTFu3Lin1lXv1KkTQUFBBAUF8eDBA9LT09m/fz91dXV4eHjg6emJk5PTa70KJdH2KBQKtm/fTocOHXjzzTf14n6LjRWT/oQE8X1cHERENDBtWhE//BCGsbEh2ppYNzQ0cOjQIaZMmdLi1fW0tDQ8PT1b7ZytDa0VAdQiaHFxMWZmZhrvr1Q+TM+Qy1seCQAiGiAuLg5fX1+dTmq6devGnDlz2LJlC4aGhm0izsjlcqZPn84PP/yAvb09ffv21fk5XlasrKwYN24cI0eOJDk5mW3btjWbTz76vtUnysvL2bdvHw0NDSxcuLB5YaA9UalUpKWlERcXx8CBAwkJCXlh/e+hQ4cICgrS6apyTk6OXqRUvIrIZDL8/f3p3r07UVFR3L59m7CwML14X0tItBeSCCDxTLKysh4LTQsNDQXg+vXreHp60qVLFwACA/0ZNeoYW7eORaF4+AIbN24cJSUlpKZexMHBrkVhcz179uTtt98mKSmJDRs24OXl9dwa5JaWlgwbNoxhw4ZRXFzMlStXiImJobq6mr59++Lp6UmPHj2kDl9CpygUCrZt20bHjh3bXQBQpwEA9O0rctCLi8HCAnr0yCQ09AYuLqNwcNB8IvsoJ06coEePHi02r1IP1CdNmtSq82pLTU0NHVtThJqHKQHalDY0MHj4d6mqAk10BBcXF5RKZZuYhXXv3p233nqLyMhIpk2bpjPvgUcxMzNjxowZREZGYm1tjbW1tc7P8TJjamrKkCFDCA4O5urVqyQkJBAXF0dwcDD9+/dv9shpTx6daAcHBzNkyBC9eI9WV1cTHR1NSUkJERERLzSH/tq1axQXFzNt2jSdHjcnJ6fF3iMS2mFvb8/y5cvZvXs3GzduZPr06VqJuxISrwLt35NL6C1VVVWUlJQ8cfBpampKbW1t8/f29vYMGXKbMWOqOH9e/Ky0FGJjDXByeoucHC+++y6Jo0dLyMh4/rkNDAwICgrivffeo7GxkW+++YaLFy+2KNTfxsaG4cOHs2LFChYuXIiFhQXx8fF8/vnn7N+/n5ycHJqamlr6MUhIPBG1ANCpU6d2FwBATDTv3YNVq8DJCerr4X/+By5fzmfv3v3U1g6nqqp1g52ioiIuXbrE6NHPjup5lLt379LU1NRuZZqqq6t1JgJoglIpVv0BcnPhs8/A11cYNLYUmUxGUFAQ59Wdqo5xdHRk5syZ7Nq1i5s3b7bZOUJDQ9m+fTv19fVtco6XHblcjpeXF0uXLmXy5Mnk5uby5ZdfcvjwYSoqKtqtXdXV1URFRXHmzBnmzZvH0KFD272fAxGhqE5JWL58+QsVAOrr64mJiWHixIk6jWxqbGzk1q1bWgmNEpqh9kbp2bMna9asaTablpB43ZAiASSeyvXr15/qptqhQwfq6uqav1eHWhkZxdO791QA/vQn2LMHPvvMBJUqjPLyGGbMMOTBAxXZ2TJasvDUsWNHwsPDCQgIICYmhuTkZMaNG9fiCUXXrl0JCQkhJCSEBw8ecPXqVY4dO0ZpaSnu7u54enpKpoISGvOoADBlyhS9iQCoqhIl6ZqahEP9nDm1zJtXh6PjCszMOvLJJ9qfR6VSER0dzciRIzUKr09NTaV///4tCnFVX8u1a6KSwfDh4me5ucJVX5tU2ZqamlalA4AQATTNI1X/TbKzhUGjSgXR0eDoCI2NtDgdo3///hw7doyysrLmyCtd0qNHD6ZOnUpUVBRz5sxpk6oB/v7+3L17l7179zJz5kwp3PkpqH0DnJ2dKS0t5fz586xevZo+ffowaNCgF77ara7wMG3atHZJ5fkl9fX1HDp0iLy8PKZPn96i0qS65vjx47i4uOg8Muf27dvY2NjQoUMHnR5X4skYGBgwYsQIHB0diYqKao7IkfomideJ9pd0JfSWrKysp+aKmpqaPiYCAHh5eXHv3nWMjMTKxbRpYGsLERHwww+myOVhdOhQw6xZifTqpZl5X/fu3Vm0aBEDBw4kKiqKvXv3UlVVpdExLC0tGTx4MEuXLuXtt9/G1taWkydP8tlnn7Fnzx4yMzNpbGzU6JgSrx/6JADAw8nmyZPg4gKnTsGVK/Dzz1UMHfodf/kL/PijGZs2te48ly5dQqlUalTir6mpiYyMjBa7Z6tXzv/xD2FoCCKy4Q9/gLVrH/5eE9orEiA7G956S1QGOHhQTP4tLSEjQwgATzNK/SXGxsYMGDCAxMREzRveQlxdXZk8eTKRkZEUFha2yTnGjRtHVVUVp06dapPjv2qofQM++ugj7Ozs2LZtG+vXryczM7NNzW/r6urYt28fcXFxzJgxg1GjRumFAJCXl8fq1asxMDBgxYoV7SIAFBQUkJ6ezqhRo3R+7JycnDZJyZF4Nr1792bp0qWkp6eza9cuKVpJ4rVCEgEknkhjYyO5ublPdf59kghgYmJCv379SElJoakJwsKgf39RIsvDA2Qyc9auLcbL6zDx8fEat0kmk+Hj48N7771Hp06dWLVqFWfOnNEqtN/CwoLg4GAWL17MO++8g4ODA2fPnuWzzz5j165dXL16FYVCofFxJV5tFAoFkZGReiMAgJhMnjkjVs1nzIDPPwdv73o2bMhgwIAQZs7sjZMTtGYeXFNTw5EjRzR2wr5+/TrW1tYtdrtWHzorCyZMEILGmTNCUDx6VHxp0/bWRgKYmZmhVCpbXCEARDWAa9fA3R2mTwdjY5g5EwYOFBEbmtw6gYGBXLp0qbkyS1vg5ubG+PHj2bJli8aCR0swNDRkxowZJCYmkp2drfPjv6qYmpoyePBgPvzwQwICAkhISOCbb74hMTFR5/dDbm4u3333HXK5nBUrVuDs7KzT42uDQqEgNjaW3bt3M2HCBMLDwzExMXnh7VAqlezfv5+wsLBWi4pP4saNG7i6uur8uBLPp0uXLixevBgTExN+/PHHNun/JCT0kfaXdyX0ktzcXLp16/bUl92TRACAgIAAIiMjGTp0KKdOGXDtmqiZvWEDzJsH0B+FIp/ExEQcHR3x9PTUuG0mJiaMGjUKX19fYmNjSUlJYezYsVq/QDt37txcZaCqqopr166RlJTEvn37cHV1xcPDAzc3N70waZJoP9QCgLm5OZMnT253AUAdOm9gIErQ/eMf0NAgBLxPPy3nwQNfamuNGTlSM0f6J3H48GG8vLw0DkdOS0ujf//+Ld5epRLX4OAAu3fD+vWwbp0ocfjVV0JM1BRdGAOqKwSUlJS0WFBwdIR9+4RBY0oKfPqpKB+4caPmgoylpSXOzs6kpaUREBCgxRW0DE9PTxobG9m0aRMLFizQeT3tzp07M336dHbs2MHixYuxsrLS6fFfZdS+Af369eP27ducO3eOEydO4OvrS1BQEJ07d9b62AqFgiNHjnDlyhXCw8P1ouwfCD+RPXv2YGtry4oVK9pk8t1SLly4gImJyXP7s/p60FSjqK6uprS0tN18UySESBkeHs6lS5dYv34948ePp1+/fu3dLAmJNkUSASSeyLNSAeDpIoCdnR3m5uZcv36dr7925733oLJSDOrVjB8/juLie+zevZtu3bpp7RhtbW3NnDlzyMrKIjo6GltbW0aPHt2qGrtmZmYEBAQQEBBATU0N165dIzU1lf379+Pi4tIsCDyrUoHEq4e+CQAgJv9lZWL1/z//E9zcICZGSa9eP/PJJ52oqBjN/fti29YIALdu3SI7O5v33ntPo/1qa2u5ceOGRlUB5HLx9c03sGYN/OUvQgDIyBCih729pq1vfYlANdbW1hQXF7c4DFmlEgLAjh2wbRsEBID6I7x+XUQIPOrn8DwGDhzIwYMH8ff3b9O8VR8fHxQKBZs2bWLhwoU69yHo0aMHQ4cOZfv27SxZskQSVzXkWb4BwcHB2Gv4kNy5c4e9e/fqxURbTVNTEydPniQpKYmxY8fi5eXVru2pqqoiISGBRYsWPfHZUz/Hqalw9iwsWiSEgKYm0Z89j9zcXHr06CF5E+kBAwYMwM7OrrmM4KhRo6S/i8Qri3zlypUt3njNmjUrly9f3natkdAL1AZgoaGhTx08FxQUUFNTQ+/evX/1OwMDA9LS0vjzn73x84OgIHjU8FYmk+Hp6cmlS5dISUkhIALzUxQAACAASURBVCBA605WJpNhbW2Nv7//Y3WMHR0dW91xGxkZ0b17d3x8fJpX365cucKhQ4e4ffs2DQ0NmJubt0toosSLQx8FADWmplBQIAznDAxU/PxzMQkJvVm2zJNp0wwYMaJ1x29qamLbtm288cYbGkcBpKamYmBg0GI/gL/+VeT+NzSAs7NIB/D2Fr9raBCTaG28uE6cOEFwcHCrn9PS0lJKS0tbvEoqk4lUhvHjwc5OXNPnn4uve/fE9Wkyl+/SpQvJyclYWVm1+Qq6vb09MpmMgwcP4uHhofM+zsHBgfz8fDIzM/Hw8JDMuLSkQ4cO9OnTh4CAACorK4mNjSUzMxNTU1OsrKye+bk2NTU1lyQMCwtjxIgRGBkZvcDWP5ni4mIiIyOpra1lzpw5ODk5tXeTiImJwdHREW91h/QL1JFW774LvXuLlJ+YGNi8GSoqRMnWZ3H27FmcnZ3bxJRTQnPMzMzw8fEhJSWFS5cu4e7urhfPhoRES/nkk08KVq5cueZ52+nPaFZCbygqKkIulz9zhd7Y2Pip+Yj9+vUjPz+f6uqyp+5/5owJHh5Lqa+vZ8uWLa02OjI0NGTo0KG8/fbb3L9/n2+//ZaMjAydGSh16NCBAQMGMHv2bD7++GO8vb3Jzc1l1apV/PDDD5w4cYKCgoI2NWySePE0NDSwdetWOnfurDcCgNpQTn2r/eEPsHKlirq6C7i736KgoAvr1hmgC0uL8+fPY25urlXajroqQEt56y2RM//999CnD1hbCwHxP/4Dbt8WngeaolKpdJIOANqZAw4eLEwav/wSxowR13blCvzrv2p+fnW5wLY0CHyUgQMH4u/vz8aNGzU2YX0eMpmMiRMnUlJSwrlz53R67NeRX/oGnD59mq+++oqTJ08+8W9XXFzM2rVruXPnDm+//Xa7r7SDEFuPHj3K+vXr8fX1Ze7cua1KcdAV+fn55OTkMPwpHZBK9bA8a1YWzJ4tqiJ9/rlIDThxQkRDPg2VSsWNGzckU0A9o0OHDrz11lvY2dmxdu1aSktL27tJEhI6R0oHkPgVmZmZuLm5PXMV4VkigJGREd7e3ly8eJHQ0NDmn6tD4+7fh9hY6Nu3M3PmzGHz5s3Ex8drVHv8aVhYWDB9+nTy8vKIiYkhKSmJcePG0a1bt1YfW42pqSne3t54e3vT1NTErVu3yMzMZMeOHTQ1NeHm5oabmxu9evXSC1dlCe1oaGggMjISCwsLJk2a1O4CQE2NWPVXW1/IZA9XoPLzT9G1awYbNy7k+HEZtrYi/7w1lJeXc+rUKZYuXarxSu39+/d58OCBRj4dffrAb34D5eXwz/8sTEUvXYK//x3+/Ge4fBk01SLq6+sxNDTUyXOojQgAYhVQqYTERJHiUFYmxI0hQ8Q1a5IS4OPjw9GjRyktLX0h+fRDhgxpTg1YsGCBTkPFjYyMmDVrFj/++COOjo56seL7sqP2DfDy8qKgoIALFy7w7bffNkcLODo6cv78eU6ePEloaGibp5a0lOzsbA4ePIi9vT0rVqzA3Ny8vZsEiAl6TEwMYWFhT42GUX98RkYwdiy8/z7cuSOe9Y4dYfRo+J//efo5SkpKkMlkOvffkGg9BgYGjBkzBisrK3766SdmzJihF2aZEhK6QpqhSPyKrKws3njjjWdu8ywRAIRB4MaNGxk+fHhzWL5cLtTy3/1OhMfOmwf19b0YNWoUsbFxODk54aGN89cT6NmzJ2+//TZJSUls2LABLy8vRo4cqfNcfrlcTq9evejVqxdjxoyhpKSEzMxMTp48ya5du+jVq1ezKKCLvGSJF4O+CQAgHPKDg0WevBqZDC5evEhy8kUWL16MqakpY8fq5nyHDh1i4MCBWk0209LS8Pb2bvHnphYzLl+GXbvEvyDSAfz94dAhzQUA0J0fAAhTu4aGBmprazWu5Z2SIowNg4PFdZw6JbwCRBpHy49jZGSEr68viYmJjNXVH/o5DB8+HIVCwebNm5k/f75O+tD796FrV5HiMGHCBHbv3s3bb78tea3okO7duzNp0iRGjRpFamoqu3fvpqamBjMzMxYsWICtrW17N7E5heHu3buMHz/+iemF7UlKSgpyufypaQB5eWI887e/CbFv8WLRd7m5CbH2z38WEUzPEmTVpQH1QYyReDKBgYFYWlqyfft2xo4d+9T7QULiZaP9R7YSekVlZSWlpaXPNb96nghgY2ODlZUVmZmZzT9LSRGhcg0N8MEHYrA/eTLY2gbj5dWPnTt36jTkysDAgKCgIN577z0aGxv55ptvuHjxYpuF7KsdxENCQli8eDEffvghffv2JTs7m6+//pq1a9dy8uRJioqKpLQBPUYtAHTp0kVvBIA//QlsbR8KACUlIsT04sVMjh07xrx5EXTurLvVs6ysLIqLixkyZIjG+6pUKo2rAqjHvx07igiAEyce/u7yZZFfqw26SgUA8Xzb2tpSVFSk0X61tfBf/wXDhsGCBaIP/O47MYG4cUPzdvj7+5OWlvbCSpjKZDLCwsJwdHRk69atrS5Ld+UKhIZCbq743sPDA1dXVw4ePKiD1kr8ElNTU0xMTFAoFHh5edGtWzc2bNhATEwMJSUl7dImpVJJYmIi3333HVZWVrzzzjt6JwDU1tZy9OhRxo0b98QJukoFFhbQqROEhAjvj9JSkdI0YAAUFYln//e/f/Z5pNKALwe9e/dm/vz5HDlyhISEBGkMJ/FKIEUCSDzG9evXcXV1fa6p3vNEABDRAMnJyXh6elJVBStXCiHgv/9blMlavRrMzCA/H6ZOncq9e/f48ccf+fjjj3VqwtKxY0fCw8MJCAggJiaG5ORkxo0b1+bleDp27Ej//v3p378/jY2N3Lx5k8zMTCIjI5HJZPTp0wd3d3d69uwpuc/qCWoPAEtLS8LDw/VCALhyRTwzBw6I7//jPyAtDfLy6rCyKuIvf4nQaSipQqEgJiaG8PBwrcLob926hbGxsVYrjSYmEBYmVtSUSiEIWFjAnDkaHwoQrt5mZmba7fwEbG1tKSwspKcGDoUdOkBxMYwYIa4FxN+0X7+H/g6aYGlpib29PVeuXNFIaGkNMpmMcePGsX//fiIjI5kzZ47GfbQ62sPTE5YuhVmz4MgRMDeHMWPGsGbNGtLS0lpsJCnxfGpqati3bx/l5eXMnz+/+ZksLy8nOTmZ9evX061bNwICAnB3d38h76G7d+9y4MABjI2NWbhwITY2Nm1+Tm04duwYHh4eTzVElcnA0lKUP/7mGzGmmTZN9GH//M+iEshnnz37HOpxwZQpU9rgCiR0ja2tLUuXLiUyMpLS0lLCw8OlsZvES037j3Al9IrnlQZUY2Rk9NyVKA8PDwoLCyktLcXMTLh7r14twuPq6mD+fLHiFxwMpaUylixZQlOTivXr1+voah6ne/fuLFq0iIEDBxIVFcXevXt1bnj1NAwNDXF1dWX8+PF89NFHvPXWW5ibm3P8+HE+/fRTduzYQWpqKjU1NS+kPRK/5lEBQF8iAEBMmr77Dn77W/HMHDoEf/7zPby9ozE19SU7W7dhvQkJCTg6OmptVKU2BNQmvPUPfxDltXJyYOdOePNNUTVg0SKtmkJFRYVO84vt7OwoLCzUeL/Ro4V48847IhJg1iyR5qDt4qe/vz/Jycna7awlajM/c3Nztm/fTmNjo4b7C48HEJFgAwaIlAgQ75Np06YRGxsrGXDpiNu3b/P999/TtWtXli1b9pgoZ2FhQWhoKB9//DF+fn6cP3+eL7/8khMnTlD5LBe7VlBXV0dMTAxbt24lKCiIBQsW6K0AUFRUxJUrVxg5cuRTt1ELeHFxwuPo+HGx+v/110K0NTSE7Oxnnyc/Px9ra2u9KMso0TLMzMxYuHAh9fX1bNq0idra2vZukoSE1ujHKFdCL1AoFOTm5rYoLK8lkQCGhob4+vo2uz//+c9i8FtaKlbHwsJg1SphpPPZZ2BkZMyyZUsoLCwkOjpaJ9f0S2QyGT4+Prz33nt06tSJVatWcebMGZqamtrkfE9rg62tLUOHDmXJkiW8//779O7dm2vXrvHVV1/x008/cfr0aYqLi6WQsxfELwUAfcvPXLZMrDhlZsLHH1cSF7eZjz/uy9Sp5ly8CI2ND6sFtIbi4mIuXrzImDFjtNpfoVBw9epVrXImq6vFwFo9B/T3F+HzrfFhqqys1KnDePfu3bUSAX7/e7H6bWX10D38D3+ApCTtogHc3Nx48OAB9+7d03znVmBgYMCUKVPo0KFDi1IDlEoh+KpZvRoGDYK9e4VR4qOlY+3s7Bg6dCi7d+9+of3xq4ZKpeLs2bNs27aN8ePHM3r06KeuVqqNBBctWsTcuXOprKxk1apV7Ny5k7y8PJ28f1QqFRkZGaxatQqFQsG7777LgAED9K6PVaNSqTh48CAjRox45uRcrRFnZIC9vUhlUihEiuM//gFffPF8kS8nJ0dKBXgJMTIyYubMmdjb20uVAyReaiQRQKKZ3Nxc7OzsWqRKt0QEAFFmKj09nZqaGlQqkQ4wZIion/u734nJy/LlMHWqWCmytrZm2rRpJCUlkZqaqovLeiImJiaMGjWKxYsXk5uby3fffUdOTk6bne9ZmJmZ4evry6xZs/jd735HSEgIZWVlbN68ma+//pqDBw+SlZXV6lxciSfT0NDAli1b9FYAUBMYCLGx1dy5s56QkBD69evHjh3g4CBWnVrbbJVKRXR0NMOHD9c6hD4zMxMHBweNVt/V84yMDLh1S4TSpqVBYaEQBlozD6msrNRpJEC3bt24f/++xqvgRkZi8vv//h906QInT4p+71//9aEJoiZigFwux9fX94VHA4AQAt588026dOny3JWwU6fg8OGH33//vQiXTkiAFStELnV1tUgLAPG+6NChAyceNYWQaDF1dXVERUVx+fJlli1bhru7e4v3tbW1ZeLEiXz00Uc4OzsTHR3N6tWrSUxMpL6+Xqv2PHjwgK1bt5KQkMD06dOZNGmS3q96X758mYaGBvz8/J67bX29mPTn54toLXWGTFQUtCTbUCoN+PIik8kYPXo0gwYNYt26ddy6dau9myQhoTGSJ4BEMy1NBYCWiwDm5uZ4eHiQmJjIiBEj8PUVpXN69AA/P6GeHz0qTKIuX4Zx48DT05OgoEHs27cPR0fHNi2dY21tzZw5c8jKyiI6OhpbW1vGjh2LhTp59wVjaGhInz596NOnD+PHj6eoqIjs7GzOnj3Lrl27sLe3x8XFhd69e2NnZ6e3E9aXBbUA0LVrV8LDw/X686yvrycqagv9+vUjKCiIZcuEKdVvf6ub46elpdHQ0EBAQIDWx0hNTdU4p/tRU8A33hBCwAcfQOfOYG0t/AGGDtWuPRUVFTqNBDA0NMTKyori4uKn5go/jePHRYqDgYGYCAN06yZWxbVJg/fz82PNmjWEhYXp1EOlJRgYGBAeHk5cXBwbNmwgIiLiicKRkRF8/DG4uIi0lthYcc/+9a/iXxBCwT/+AceOwd/+JmPy5Ml8//33uLi4aOS98Lpz9+5ddu7cSZ8+fZg2bZrWZTFNTU0JCgoiMDCQvLw8kpKSOHbsGF5eXgQGBrao3G5TUxNnzpzh7NmzDBkyhODg4Jcid7qhoYH4+HhmzJjxzHQwdVnPr74CLy/RB//2t8IAdMQIEf0ydeqzz1VTU0NJSYlUGvMlx9/fny5durB9+3bGjBkjeZpIvFRIIoAEIFYBs7KymD9/fou2l8vlqFQqmpqanvtyHzx4MD/99BNDhgzByMiIJUvEwL+xUeTJ1tXB3bvCNGvrVoiPh3HjRpOff5O1a9fq3Cjwl8hkMtzd3XF1deXUqVN8//33DB06lIEDB7ZrXrhMJsPOzg47OztCQkJoaGggLy+PnJwcdu3aRW1tLa6urri4uODq6qo3tZVfFl4mAaCxsZGoqCi6d+/OyJEjqa8XDuvTp+vm+LW1tRw+fJjZs2drfc9XVVWRn5/PjBkzNN5XpRKDaRcX0TeYmorUh507n11e63noWgSAh74AmooATk5isj9kiDAFNDYW4cODB8O//ZtmpQJBlNdzdHQkIyODAQMGaLazDlCvhJ04cYL169czb968X4mngwaJCf/cucL7pboawsOFAKCeSI0cKSZOw4aJCLGICDMmTZrEnj17WLFihcblGF83VCoVycnJHDt2jPHjx9OvXz+dHFcmkzWXv62oqODixYts2rQJKysrAgMD8fDweOK7Py8vj+joaKysrFi+fDldunTRSXteBAkJCbi4uDx3Ym5gQHNk44IFQsxLSYGrV8V4pn//5z/Pubm5kinwK4KrqysLFixoNgwcPny4Xo8nJCTUSCKABAD37t3D0NCwxavuMpmsORrgeYM0a2trnJycuHTpEoGBgc0rf19/LcJi/+d/RP4viMFgcrI6H3gBn3/+ORs2bGDJkiVt3qkaGhoyYsQIvL29iY6OJi0tjYkTJ+Lg4NCm520pxsbGuLm5NUdrlJWVkZOTw/Xr14mNjaVz5864urri6upKjx49tF4Jeh2or69n69atWFtbM3HiRL1+YatUKvbu3YuxsTETJkxAJpNhYiJyy3XFkSNH8PDwwN7eXutjpKen07dvX4yNjbXa/5tv4MwZyMoSUQErVohweW1RqVQ6NwYEIQIUFBTg6+ur0X4eHuJLzZ07YqKwa5f2bfH39+fUqVPtIgKAeA+MGDECExMTfvrpJ+bNm/erd8hbb0HXrnDzpqidrs6TVk+kZDLxNXEiXL8uftenTx88PDzYv38/M2bM0Ovnsz1paGjgwIED3Lt3j8WLF7dZ1Fznzp0ZMWIEQ4cOJTMzkwsXLhAbG4ufnx/+/v507tyZ6upq4uPjyc3NZezYsfTt2/el+rvdv3+flJQU3nnnnWdup75no6NF1Y/Nm2HJElHl4tHn+3nk5ORIqQCvEN26dWPJkiVERkby4MEDravrSEi8SKQ7VAKA7OxsXF1dNXppt1QEABENsHfvXvz9/TEwMKCxUYT///u/PxQAYmKgpkaEAauPHxERwfr164mNjWXs2LHaXJrGdO3alXnz5pGens62bdvw8PAgNDQUU1PTF3L+ltKlSxf8/f3x9/dHqVRy9+5dsrOzOXHiBEVFRTg5OTWLAjY2Ni/VgKwtqa+vZ8uWLdjY2LwUAkBMTAxVVVVERES0SWRKfn4+mZmZvPfee606TmpqqsaGguoBdWIibNsmBMH+/YUYsHmzMNLT9rGvq6tDLpdjoo691xF2dnZcu3ZN6/0rKuCnn0T/p1AIwWPSJHGdCoVmkQ99+vTh4MGDFBUVaVWSUVcMGjQIY2NjNmzYwNy5c3/VllGjHv6/oQEqK0EuF/+Xy8Xf/9YtCAp6uF1YWBg//vgjKSkpLcrPft24d+8eO3bswMnJiSVLlryQlBC5XI6npyeenp4UFxdz4cIFVq1ahaWlJWVlZQwYMIB3331X589cW6NSqTh06BBDhgx5rh+K+nXRqZPwY9m9W5iZTpwI7u6ibGBLzpeTk8PgwYN10HoJfUFdOWDPnj1s2rSJWbNm6b0HhsTrjSQCSADCoCYwMFCjfVrqCwDg7OyMmZkZV69epV+/fhgaCmfoL74QpmbJyaIs2LJl0KePSBUwNAQHBydCQkI4ffo09vb2LyzfSl1FoE+fPhw+fJhVq1YxZswYPD099XLSaGBggKOjI46OjowYMYK6ujpyc3PJzs7m/PnzKJXKZkHAxcXltX0xvUwCAMDJkye5desWCxcubJNVBaVSyYEDBxg9enSrRK7CwkJqa2s1zuFWiwDHjwuPkCFDoKlJlNTLyBADbG1FAF2bAqpRpwOoVCqN75+mJvjhBzHpXbpUXPv16yJkfuxYzVMfDAwM8PX1JSkpiQkTJmi2s47x9/fHxMSETZs2MXv27CdGUO3eDR9+KEzTHBygrEwIv+7uIqT60UswNDRk2rRprF+/HmdnZ6ytrV/g1eg3ly5dIj4+nlGjRj0xCkSdatGW2NjY4O/vT0FBAVVVVXTs2JFr167RoUMHBgwYoPM0nLYkKyuLsrIyBg4c+Mzt1P0ViDSWYcNENMCPP8K//Iu4h1evfr4QcP/+fYA29TuSaB+MjIyYMWMGR44cYe3atcyZM0f6O0voLZIIIIFCoSA/P5+ZM2dqtJ+RkZFGjvWDBw8mISGheSL9r/8qwn3/9Cfw9RWhdFOmiDroq1YJt117exg+fAQ5OTkcOHAAKysrHFtiu6sjOnToQHh4OLdu3SI6OppLly4xfvx4LFsi97cjpqameHh44OHhgUqlorS0lJycHNLT09m/fz/W1tbNooCjo+NrkZfY2NjI9u3bX4oUAIDk5GRSUlJYvHhxm0WhJCYm0rFjR7y8vFp1nLS0NHx8fDT+TNUTlaFDhcnWgQNiRQ3ESrmnp/Ztags/ABB9QocOHXjw4AFWVlYa7VtWBtu3C/dwtV4SFgYHD4qKCJmZ4rOws2v5Mf38/Fi9ejWjRo3SOhVDV3h5eWFsbMzWrVuZMWPGr0ShqVOFEeKDByINoq5ORACoq6TJ5Y9PYG1sbBg5ciS7du1iyZIlr314rUKhICYmhlu3brFgwYLHTPrUE9SmJvE5gqhbb2kp/Cd0SWVlJceOHSMrK4vhw4fj7++PTCbj7t27pKSksHr1ahwdHfH19cXd3V2v3y8KhYJDhw4RHh7e4nZ++aUQ765cEeOWP/4R3nsP9u1rWSSAujSgvr+DJLRDJpMRFhaGlZUVP/30EzNmzKBHjx7t3SwJiV8hlQiU4ObNm9jZ2WkcwqdJJACAu7t7s7mdmpUrxaT/738XRmd/+xvMmgUlJRAZKbYxMJAxa9YsDAwMiIyMpLy8XKN26gJnZ2eWL19Ojx49+OGHHzh58uRLU8taJpPRtWtXgoKCmD17Nr///e8ZNWoUSqWS2NhYPv30U7Zt20ZiYiL37t3TSW1ofUOpVLJnzx5MTU1fCgEgIyOD48ePExER0WaGjxUVFZw8ebLZZ0BblEol6enp9O/fX+tjDB4sVv//4z9EhJCXl1hVmzVL60O2mQgAD6MBNKVrV5HupJ5rpKSIUoE3b4qJxZ49IiJKEzp37oyzszOX1bUG2xk3NzemT5/Ojh07uK5O8n+E9euhtlY4qZuaisgvuVx8NTU9voKtUj103z569OiLuwg95P79+6xduxaFQsGyZct+5dKvfoTlchFJ9847IrKuoEB3bWhoaODYsWOsXr2ajh078v777xMYGIiBgQEymQwHBwcmTpzIb37zG7y8vEhMTOQf//gHsbGxFBcX664hOuTMmTN07979ufn5apElKws2bhRRK998A927CwEAYOHClp1TKg34euDn58fUqVOJiopq05LXEhLaIokAEs1+AJpibGyMQqFo8fYymYzBgwdz5syZ5p8ZGoqB31//KgykamqEwn76tFDVL1wQ25mbmzNlyhSUSiVbt27VSHzQFXK5nJCQEJYtW8bt27f5/vvvX8rasHK5nJ49exIWFsby5cv54IMP6NevH4WFhWzbto3PPvuMqKgozp8/T1FR0UsvCqjz6mtqapg6dWq7VnxoCRkZGcTExDB37tw2DSOMjY0lICCg1ee4ceMGFhYWWodr5+WJnHh/fzhxAi5dgk2b4C9/aVmt7afRFqaAatTmgNowe7YohertLUrjVVWJycOcOfDnPwtPBE3x9/cnOTlZq/a0Bb169WL27Nns27ePjIyMx35nYCCiIVJTxYTqUf1JLY6cPClWsYVpoIzw8HAyMjLI0VQheUXIyMhg3bp1+Pv7M3Xq1F8J9h9+COrCPlVV4nkyMxNRF7pYgFQqlSQnJ/P111/z4MEDli9fTlhY2FMjlIyMjOjfvz8LFy5k0aJFyOVyNm7cyNq1a7l48SL19fWtb5QOKCsr4/z584wePfq526rv0507RRrAuHFCwPrjH6FvXxG92BKampq4efOmJAK8Jri4uLBw4UKOHz/OsWPHXvrxlMSrxesdWycBiEH85MmTNd5P00gAAB8fH44dO/aYkVVlpRj0ffGFyAlWc/CgUN/VuLv3xcMji7y8PHbv3s2sWbPaZUXX0tKS2bNnc/XqVXbu3Env3r0JCwt7afPsO3XqhLe3N97e3gCUl5dz8+ZN8vLySExMbM717tGjBz179qRbt256v5L+KAkJCeTn57dZXr0uycjI4NChQ0RERGCnSUy4hmRnZ1NQUMCUKVNafazU1NRWeXVYW0NICGzZIgbVb74p0oNaS2VlpcZl/FqKnZ0dFy9e1GrfMWNEKbH+/cHNDQYMABOT1uVx9+7dm4MHD1JQUNBm16wpjo6OzJs3jy1bttDQ0PBYNYWuXUUe9ZM82MrKhHfA4MGgrjZpatqRKVOmsGfPHt5++206der0gq6ifWlsbCQuLo7r168zd+7cX1XvUBtJ/u1vYrKfni7EJU9PcW8dPixSTDp3FuaMmhb/UKlUZGdnEx8fT8eOHZk9e7bGFUS6du1KWFgYoaGhXL9+nZSUFOLj4+nbty++vr44OTm12/skLi6OgQMHalTGcMoU+M1v4Px5UFsINDU9PlZ5Frdu3cLa2vqlHS9IaI6NjQ1Llixh27ZtlJaWMnnyZL0fi0i8HshXrlzZ4o3XrFmzcvny5W3XGokXTnl5OWfPnmXMmDEav4izs7Pp1KmTRoNOAwMDmpqayMzMxOP/6ul07Ajz5oGzs9jm8mWRG/ynP8HRo2JQ6OcnlPhevXqRnJxMXV0dFRUV7aamy2QybGxs8PPz49atWxw8eJBOnTpha2v7Uk2Qn4SpqSm2tra4u7szcOBAvL29MTQ05M6dO5w5c4YTJ06Qn59PdXU1RkZGdOrUSW+vOSkpiaSkJBYsWKD3g67Lly8TGxvb5gKAQqEgMjKS8ePHY2Nj06pj1dfXEx0dTXh4uNbu5MbGQvwrLRWpQd98IyIC1GZx2pKcnEzPnj3b2l1D3gAAIABJREFUxFDO0NCQhIQErdy9O3eGgADo1w9cXCAuDubOFRM2FxcxUVMqH18hfx4ymYz6+nry8vKaS4jqA2ZmZri5ufHzzz8DPObnos5Tf9RsDeDYMbh4UYRYV1QIF3aZDLp0saSmppqLFy/i5eWlt32OrigrK2PLli0AzJ0794n+E+rIiStXxHvz4EERVVJSAmvXis84J0cIAbW14r5rKYWFhezZs4crV64QFhbGG2+80ar0GplMhrW1NV5eXgwYMIDKykpOnDhBUlISCoUCKyurF+ppcePGDZKTk5k6depzvQDUaSrZ2aJfun9f+Blt2wY3bkB8PHz++ZNFrV9y/vx57OzspBzx1wxjY2O8vb25cuUKly5dwsPDQ6+9MiRebj755JOClStXrnnedvodFyvR5qhz07QJkdYmEgAgICCArKysJ+b219eLsLr0dJEe8Mc/wqefipra165BTo4x06dPp7q6msuXL2u9GqcrTExMGDduHHPmzOH8+fNs3LiRkpKSdm2TruncuTM+Pj5MmjSJDz74gBUrVuDp6cm9e/eIiori008/Zfv27Zw7d67ZNV0fuHLlCgkJCURERDy37FN786gA0Nal3hISEujevTu91QXbW8GVK1fo1auXVgKL+jYZMkSIgFVVYoW4slKUCGxtxk9begJYWFjQ2NhIVVWVVvsfPPjQ8+T4cRFaPGmSmEhAy1cVH8XPz4+MjAy9CbVW07VrVxYtWsSFCxc4ceLEr/qHR+fyZ8/CRx+JSgmFhSLv+k9/erjdyJEjqa6u5oI6T+wVJSsrix9//BEvLy9mzZr1WBlepfLhdnV14t757/+G6dOFEPDllyK1JDZWpNR8/7347J5QrOGJVFRUsHfvXjZv3oyHhwfvvPMO7u7uOhVdzMzMGDJkCO+99x7h4eGUlJTwzTffsH37drKyslA+epFtQFNTEzExMYwZM6ZF4qV6rvbxxyI6ZcoUSEqCxYtFJNPevS0z81SpVGRlZemVUCfx4jAyMmL69Ol07tyZzZs3U1dX195NknjNkeJRXnPULrXaoK0IoC4hdO7cuV/VFd+wQZhkbdggXq4A4eGwbp1wlG5qgi++6E5ISAjp6ekcPXqUzp0762RC0xrs7e1ZunQpiYmJrFu3jsDAQIYOHfpKhnx17tz5sfSBioqK5vSBpKQkampq6NGjR3P6QHtER+Tm5hIdHU1ERITGDu4vmhcpABQWFpKSksKKFSt0crzU1NTnltV6Gmon86FDRTqQq+tD0S8vT6QGtIa2FAFkMhl2dnYUFRVpJTDJ5WKStny5WGEMCQEfH1iz5uHvNcXc3JyePXty+fJl/P39NT9AG2JhYcGiRYvYtGkT9fX1jBo16ld9wp07okJEnz4iWuL3vxfvgkeDveRyOdOmTWPt2rX06NGjzZ+XF41SqeTYsWOkpaUxa9YsnJycmn+njphQ6/UHDohoEjs7cd8YGUFgoDDYnT1bRNHs2CEMGAMDRRWKZ1FfX8+pU6dITk4mICCADz74QGOzYE2RyWQ4Ozvj7OzM2LFjuXz5MgkJCRw4cID+/fvj6+vbJv13YmIiFhYWuLu7a7Tf/v2ixOeWLUIMWLxYs/Pev3+fpqamV+6+lWg5BgYGTJo0iUOHDrFhwwYiIiJem/QmCf1DigR4jVEqldy4cUNrEUDTEoGPEhwczKVLl36lhF67BiNGCAHg/n1hwhMTI8IdnZyEEi+Xw6BBg+jQoQNubm7s2bNHa5MuXWJgYEBwcDArVqyguLiY1atXc+PGjfZuVpujFgXCw8N5//33eeedd/D09KS4uJidO3fy97//nW3btr2wSIGCggJ27tzJ9OnT9SY/+mm8SAFAqVSyb98+wsLCdBIZUVZWxr179+jTitm6XC5WMb/7ToTVLl4sHPJdXbWbCKtRKBQ0NDS0aQpIa8wBJ0wQfdrt2yK32NERbG1F9FNlpfZt0jeDwEcxMzNj4cKF3Lp1iwMHDvxqtTcvTxgGenqKKBBrazG5nT9fRE3ExIjtrKysGDVqFLt3735pKrS0hIaGBqKiorh9+zbLly9/TACAhxET2dnw9tuipOT9++L+Ufvz+vtDUJCoDAAisu6zz0Q0wCPBBI/R1NTEhQsX+Prrr6msrGTFihWEhoa2uQDwS0xMTPD392fp0qVERETQ2NjI2rVrWb9+PampqRqZED+LyspKTp48ydixY1skTqtfVz/8IExLu3SBjAx4912RuqTJYm5WVhZ9+vR55VNZJJ6NTCZj7NixuLm5sX79eioqKtq7SRKvKZInwGvM3bt3yc3NJSQkRKv9CwoKqK6u1moSYGpqSnFxMeXl5TirzQAQg/8vvxQTgmPHRKUAf38REjp6tHgBC2S4uPQiLi6O4OBgYmNj8fDwaLN66ppgYmJCv379sLS05MCBA9y9excnJ6d2r+H9ojAxMWn2FAgKCqJ///6YmJhw9+5dzpw5w/Hjx7l58yYPHjxAqVTSsWNHnUVMlJaWsmnTJsaPH6/3IZfp6enExcUxb968F7IydPr0aWpqap64CqsN6tW0vn37aryvOuc9MhL+5V/EZGXQIFHO7N/+Tfw+NFT7tpWXl3Pt2jWCg4O1P8hzqK6u5vbt23h6emq8r4mJWO3++GOwsoKICOGNEhgofqctlpaWnD59Gmdn5zarjNAajIyM6NevHxcuXODGjRu4u7s3p6I5OwvX9eXLxaS2tlZ8Jh988PAzUee029rakp2dzYMHD+jZs2f7XIwOKS8vZ9OmTVhZWTF9+vTmCfgvSyampgqhyN5eRMzY28ORI8I7R+3tm5cn/ABmzYKRI0XJzSehDk2PioqioqKCN998k4CAgBc++X8SnTp1onfv3gQHB2NqakpaWhqxsbGUlZVhZmaGmZmZ1n3YoUOHcHJyao5kex4ymRBbpk+Hc+eEyFJRIT7zw4dFP/ULveapHDlyhAEDBrRp1ReJlwOZTEavXr1obGwkOjoaNze3x9J+JCRaQ0s9AWSarMoFBASokpKSWtUwCf0hISGB2traX4Xkt5QLFy5QVFTExIkTtdq/qKiIzZs389FHHz02CTx8GFauFKGOo0aJl+8PP4hVs4EDxSpaU5NYKbx27RqxsbH4+/uTmprK4sWL9aojbWho4Pjx46SmphIaGoqfn99rvwpQVVVFfn4+t2/fJj8/n4KCAiwtLXF0dMTJyQknJyesrKw0/pyqqqpYt24dgwcPJkATB6x24FEB4Jf1vtsCdY3x5cuXa+SE/TRUKhWrVq1i0qRJv1qx1ITz5yE3V5iXGRqKUlumpsLpXAttoZm8vDyOHj3KYk3jdTWgqKiIHTt28P7772u1v/rV+8vb/JdGeZpy8uRJHjx4wKRJk7Q/SBujUCjYtWsX9fX1zJw5s7nPVl+7n5/wiLCyEikiw4cLs7vbt8XP+veH8vIK1qz5ngULFryQZ6ityM/PJyoqikGDBhEcHNzc7z16H5w7J1z/O3WCf/93YZz4/fcieqSqSkxEg4NFSd0JE2DJElG//mncvXuXuLi4ZlGwd+/eev9eKi8v59KlS1y6dAkTExN8fX3x9vbWKNqnsLCQzZs38/7772u8YHD5sijh6e4uhMviYkhMFKkXLaG2tpb//d//5Xe/+53WJqoSrybJycmcOHGCiIiIl7ovk9AfZDJZskqleu5A+NVLWJZoMTk5OQwdOlTr/eVyeavCMW1tbbG1tSUtLQ0/P7/mn4eFwb17MHGiWC3LyRFhoX/7m3CMDggQgx+lEvr27cv169cpLi6md+/ebN++nYiICL3JxTc2Nmb06NH4+PgQHR1NamoqEyZMeK1zAs3MzOjbt2/zCnJTUxOFhYXk5+eTk5PD8ePHaWhoaBYFHB0dcXBweGYkRV1dHVu2bMHHx0cSAH6BSqXi559/Zvjw4ToRAADu3bvX/DdqDQMHPiyzpUsqKyvbzA9AjbW1NeXl5TQ0NGgV5aOec6mjItTft3Yu5uvry7fffsuYMWP0YlX3SRgZGTFz5kzi4+NZt24dc+bMwdLSsvna3dxEWtj48WLS/9VXYiJsaCic7r/8EsLCOhMaGsrPP//M4sWLtTK3bW/S09M5dOgQkydPbo5cUpeKlMkgPx9WrBCVM3r3FkLAH/4gzADPnRP/mpnBrl3CPyEwUJhsPo2ysjKOHj1Kbm4uI0aMwNfX96X53CwsLBg+fDjDhg0jNzeXlJQUjh07hqurKz4+PvTu3fuZbusqlYq4uDiGDRumkQBQXy/uv0mTROrSX/8qSgT+7W8tFwBAVFPq2bOnJABI/Ap/f3+MjY3ZuHEjs2fPxqGlLp4SEq1EP2ZKEi+c+vp6CgsLW1WmRi6Xt9rFd8iQIRw4cIABAwY8Nhh56y346SexqmFmJkyOhg8X5Y9+/3thHKjefMyYMaxZs4YRI0Y0OxtPmzZNr1Y27OzsWLx4McnJyWzcuJEBAwYwfPjw1yZF4FnI5XIcHBxwcHBoNpmrrKxsjhQ4evQoRUVFdO3a9TFhQEwaZDQ2NrJ9+3YcHR0ZPnx4O1/Ns0lLSyM+Pv6FCQAgyiQqlUoCAwN1dsyMjAz69eunk2dM3YU8OhFuLRUVFW0eDi+Xy7GxsaGoqKhV0RC6noOZmZnRq1cv0tLSdPo31zUGBgaMGTMGKysr1q1bx8yZM5s/x61bxX1haAjr1wtT2I8/FuHtCQnw7beiqoSfnx+XL1/m/PnzDBo0qH0vSANUKhXHjx8nLS2N+fPnPyYKP3o/7NwpDCP/8z+FG/0//RMMGCDegd9/D15eIoXOyUl8PS2zr7a2llOnTpGSkkJQUBATJ058ad89MpkMFxcXXFxcqK2t5cqVK5w5c4Z9+/bh6emJj48PTk5Ov+qbrl+/TkVFhcammXfvCjFm1iwRbeHhAf/7vyIa4/x5YcjYEqSqABLPwtvbG2NjY7Zu3cqMGTNeiTQnCf1HEgFeU3Jzc3F0dGyVKt3aSACAnj17Ym5uTmpqKr6+vs0/NzAQRlCNjcIEqUcPKC8X+aGnTz9+DGNjYyZPnkxUVBTLli1j586dHD58mFGjRrWqbbpGJpMREBBA3759iYuLY/Xq1YwbN04aGDwBc3NzPD09m/OtGxsbKSws5Pbt22RmZnL48GGUSiUODg48ePCAjh07EhYWplfCzy9pDwGgvLyc48ePs3DhQp2t+KlUKjIyMpg6dapOjge6nwhXVFToLOrhWdjZ2VFYWNgqEaAt8Pf3Jz4+noCAAL1+JgACAwPp0qUL27ZtY9y4cXh5eWFgIO6JqirhxL58uRAAAJKTRTqYsbHoU8PDw1mzZi3u7u56XwkERCrE3r17qaysZOnSpXTq1InGRiF4KBTCGHLRIti3T5TKVLv6BwQIIeT774U48PXXEB0N77//9OenpqaGs2fPkpyc3FzuTx+9IrSlQ4cO+Pv74+/vT1lZGenp6ezfv5/Gxka8vb3x8fHB2toapVJJfHw8o0eP1rg2e8+eIvIEhBBTWyvEltzclgsASqWS7OxsvRuTSOgX7u7uTJ8+nR07djBlypRWme5KSLQESQR4TXlaacDaWvFia0k0vS5EAJlMRmhoKLt378bb2/uxMP5//3cREWBqCps2iYFRYKAIEf0lTk5OeHp6cvToUd566y3WrVuHhYUFQUFBrWpfW2BmZsbUqVPJycnh4MGDXLp0ibFjx7Z5+PLLjKGhIY6Ojo+Fn5eVlfHzzz9TX1+PkZERn3/+OTY2Ns3bOTk5YWFhoReTILUAMH/+fGxsbF7IOVUqFQcOHGDgwIE6Pae6woO9vb1W+9+6JYzerK2Fr4eBgQh3trTUXSRAZWXlY4ajbYVaBNA3XFxcaGho4M6dO61O2XgR9OnTh3nz5hEZGcmDBw8ICQn5vygf8T7y8RHbRUeL+2fRInHvxMdDaKgVw4YNYd++/SxcOF8vnvenUVFRwbZt27CxsWH+/PnN7zu1AKBUivQHmUwY486fL0xx1X7MVlYPc/1/+EH8/0mXW11dzZkzZ7h48SL9+vXTmReIPtOlSxeGDh1KSEgIhYWFpKWlsWHDBszNzenSpQsdO3bUaFKl9mRQlzKVyx8aU4KITGwpt27dwtLSUnrHSzyXXr16MXv27GZRtF+/fu3dJIlXGKk6wGvKoUOHGDp06K9Khf33f4sQw06dYPNmEXbv4wNPWjx48OABd+7cabHL7tOwsLAgJycHhULxWC6UjY1oR1ISLF365Mn/o/To0YP4+Hi6d+/OwIED2bdvH1ZWVlhbW7eqfW2FlZUVfn5+3L9/n/3792Nqakr37t31ehCrT5w7d46ioiKWLVtGUFAQwcHB2Nra0tDQQE5ODidOnODMmTPk5uZSUlJCXV0dRkZGmJiYvNDPOC0tjcOHD79QAQBEvnFOTg5TpkzRad7vuXPn6Natm9alRd94Q1QBSE8X1T8UCvj730WYs4WFbtp49uxZ+vXrh4WuDvgUmpqaSE1N1TjEuK2RyWQoFApycnK0qt7QHpiZmeHl5cXRo0e5c+cOffr0oWNHA4yN4aOPxMr41avCMHbsWJESsHChmED/f/bOOyzKM+vD9wy9V0EBAekKomJBxQImgr2sHStoNMa0Lclmk002yWZ3s9lN9tvEjdFEY1QUDTZQo2KvUWIXEATFBopSpMPAzPfHkxlAAQUGGHTu65qLmXdm3nmZ8rzP8zvn/E54uCNnz4rWiE0Vp1qazMxM1q5dS48ePR6LSFdWiv9pwwbRIUFfH+7cEfX9e/fC7t0iIv3ZZ0IICAsTZXKP/qyLioo4ePAgsbGx2Nra8pvf/AZ/f3+N6JrTWkgkEszMzFTdBUxNTTl27BjFxcXcuHEDEF00npQRUPMUoXyflcJAY807T58+jZ2dnTbFW8tTYW5ujru7O1u3bsXAwEDjWx1r0TyetjuANhPgOSQ3NxeZTPZYSnJpqVj0v/8+HD4sWhDNnCkmYJs2Pb4fdWQCKAkJCSE6OpqePXvWKlGYM0dcngZ9fX3GjBnDzp07Wbx4MTNmzCAqKgpTU1ONjYbp6ekREhKCr68v27dvJzExkbFjx2JlZdXWh6bRJCQkcOnSJSIiIlTmZ3p6ejg7O6siwAqFgsLCQrKyssjMzOTcuXPs2rWLqqoqHBwc6NixIw4ODnTq1AlLS8sWEQYuXLjQJgJAcXExe/fuJTw8vNHprw2hUChISkpi2rRpTXp+YaEw9bxxQ5h+XrgAR48KwdHVVQh/L73U/OMsLCxslbRne3t77t+/j1wuryW0HDkiotReXsJQTKlFNNf5vzH06tWLr776irCwsHazCDQzMyMiIoLNmzcTFRXF1KlTmTLFEE9PYRbr7y+ySFasEJHwb78VPdvfeEPK+++P44cffsDT01PjIq5JSUns3LmTMWPG0LVrV9X2oiLYswcmTYLBg4XgvW8fnDwJSj38229FOvonnwgTzXfeEdtrfo8KCws5fvw4Fy5cwN/fn8WLF2vce9AWSKVSbt++jZ+fH6NGjSIlJYWLFy+ya9cuvLy86N69O+7u7rV+u3Fx4rs2f/7j+2uqeWdqaqpay6e0PPvY29szd+5c1q5dS0VFRYu2u9Xy/KIVAZ5DlKUAjy56srJEim5GBqxZUx2d27Kl7v1IpVK1iQAODg44OjqSkJDAwIEDm7wfDw8PnJ2dOXDgACNGjGD8+PFs3LiRiIgIja4XtbOzY/78+Zw8eZJvv/2WoUOH0q9fP21WQB0kJiZy9OhRIiIiHstkqYlEIsHc3Bxzc3O8vb1V22sKAxcvXmT37t3IZDI6deqkujg4OKiMB5vKhQsX2L9/f6sLACAyfXr06KH2qGhmZiY6OjpN7m5hZgZffy1agLq5CZHx889FO0ATEygpaf4xyuVyioqKWkUEMDAwwMzMjAcPHtQSVfPyhIfJSy8Jw7bgYFR130eOiChvr17Na4P4JExMTHBzcyMxMVHjMhUaQl9fn2nTprF3715WrlxJeHg4PXsKUbSkBN56C5KSxPuo/HqnpIClpR19+/Zl586dTJ8+XSPGToVCwdGjRzlz5gyzZs2iY8faEb1r14TbvL6+6D9/8aIQA9avhx07hPv/gAHiMTLZ4zXoBQUFHDt2jEuXLtGzZ09eeeWVZ6rmv7nk5+dz9uxZXn75ZfT09PDz88PPz4/i4mISExM5cuQI27dvx9fXF39/fxwcHPjvfyW89ZZ4flERHDokxEkfn6ZlKuXk5FBeXq6N5mppNDY2NkRERLBmzRrKysoYOnSoRoxrWp4dtCLAc0h6errKcA2qo1N6eiLS8OGHImIXFiZM+OoLIqkzEwBENsCaNWvo3bt3s1pbhYWFsWzZMvz8/PDy8iI4OJioqCgiIyMxMTFR2/GqG6lUSlBQED4+PsTGxpKYmMi4ceM0tpyhLbh+/Tq7du1i9uzZTc6WMDMzw8zMrJYhY1FREVlZWWRlZZGYmEh8fLxq4lbzYmNj81QnYaUAMHv27FYXAFJSUsjMzGyRPvGXL19uVleAqiph8vn552KBbGoqsgKmTRMZR0VFzT/G4uJijIyM1JoB0RBKX4CaIkBoqGhxevq0cG8HIQDs2iWyrWQyUXr17bdi8ddS9OjRg+PHj7crEQDEWDhixAhOnz7NqlWrmDZtGk5OTmzYILJH9uwRotG9e3DrFvz732BkBP7+QzA0XM6JE0n4+fmqrbykKVRWVhIbG8udOwX07LmQTp0eP/f4+1eLYu++K8QjHR3xW5g/H7ZuFSIA1BYA8vPzOXbsGImJiQQEBPDqq69q9Lmtrdi/fz99+/Z9LCvCxMSEfv360a9fP3Jzc7l48SJbtmwhLc2Be/depG/fKsCaefOgokJ4lhgawsqVYvxqDFevXsXT01O7eNPSJCwsLIiIiGDdunWUl5cTGhqq/S5pURtaEeA5o6qqioyMDMaOHavaphxPOncWk6mEhGoDnKKi+tNz1dEisCZ2dna4ublx6tQphgwZ0uT9GBsbExYWRmxsLIsWLaJ37948fPiQDRs2MHfu3Bbv05uXJ0zOmoqNjQ3z5s0jISGBVatWMXDgQAYOHNhu+jm3FFlZWcTExDBlyhQ6duyo1n2bmpri6elZyziquLhYJQwkJydz4MABSkpK6NSpU61SAhsbm1qfzfnz5zlw4ABz5sxpdQGnrKyMXbt2MXHiRLV/z5WlADNnzmzyPnR0qs3P1qwRJUfR0dXZRg0kdjw1BQUFrZoK7eDgwJ07d/BXutchFqQpKaLEqmbjgL//HT74QIgEGzeKGvCePUUkuC4UCnFp6k/fw8ODuLg4cnJysLGxadpO2pB+/fphaWnJhg0bGDVqFPPn+9ZK005IEPXyHTuKRfOCBVLmz5/Kl18m0KmTJ//4hz5GRq1/3EVFRURHR5OY6McPP0wkMFCCpaXI/pDLa9eYDxwovA0OH4acHNF6bupU8R161HwuLy+Po0ePcuXKFXr37q1d/DfAnTt3uHHjRq25Tl1YW1sTHBzM0KFD+f3vC0lJMeGll/ZTWWmLTOZMTIwxxsbGvPEGHDggTCkbQ2pqqqr1rRYtTcHU1JS5c+eyfv164uLiGDNmzHM/H9SiHrQiwHNGZmYmlpaWtSYOX3whWg4NGgQBAdCli0hX7dxZZAPUh7ozAQCGDh3KypUr6du3L0bNmL35+vpy6dIljh49SnBwMCEhITx8+JDNmzczderUFhtA09Jg2DB4/XX4wx+avh+JREK/fv3w9PQkLi6OpKQkxo8f3+Q07PZObm4u69evZ8yYMa1mrmRiYoKHhwceHh6qbSUlJSphICUlhUOHDlFcXIy9vT12dnZUVFSQlpZGeHh4m2RwxMfH4+np2SLv0a1btzAwMGhye8OKCrh/v7rW2cREuJ77+9ff37wptLYI4OTkRHx8/GPb09OF2FHz9q1bQgAAIbT+7W+PCwA5OaBcryvdyR9FoRCLSYmkYYFAR0eH7t27c+HCBYYNG9bI/0wz8PLyqtU5ICgoCIlEQl6e8K95+WXRRhYgPBx+/tmGoiJfKiouYWTU+hkQd+/eVfnbFBYG8vbbEkxM4McfoUcP8Xk96g0RHg6pqbBsmWgLOHVq9fcExPh39OhRUlJS6NOnD6+++irGxsat/r+1FxQKBXv27CEkJAT9+hS2R5BIJHzxhTmTJ8PatS+yciX84Q8n+fLLo7i4uADDSEiwJSLi6TOMysrKuHPnDl26dGnif6JFi8DIyIjZs2cTHR3Nli1bmDhxYqtlu2l5dtFKSc8ZGRkZjy0QgoNFK77ERFiyRJgUDRgAdnZiwrJ9e937agkRwMbGBh8fH06cONGs/UgkEkaPHk1CQgLZ2dlIJBLGjRtHRUUFu3fvRqFQqOmIqykrEzXOU6eKetVXX23+Pq2srJg9ezZ9+vRhzZo1HDp0SO3vuaZTWFjI2rVrCQ4OrmWq1RYYGxvj7u7OoEGDmDJlCq+//jpvvvkmISEhlJeXc+XKFSwsLFi7di2ff/45a9euZc+ePZw7d447d+5QUVHRYseWkZFBWloaLyobi6uZxMTEZrUr2rMHvv+++va1ayILoKpKpHWri9YyBVTSqVMnsrOzqaysrLU9MVGYHSo5e7ZaAAHhvaJcCCqfevcu/O53cOaMKMn629+EcSLU9kuQSKrbK9akqqo6e0BJz549uXDhglqztlqbjh07Mn/+fBITE4mLi6Oqqopr18T7qxQALl0SZowFBfDaa53w8TlOSkoKj3wsLUpKSgqff76TF198keDgYBYtEvXlvr4iQ+zHH2s/vqYQ4OUlSh3+7/+qt+Xk5LBt2zZWrlyJhYUFr732GsOGDdMKAE8gOTmZiooKevTo8dTPuXRJZD4OHAjLlkm5dk3Kn/8cxG9/+1u6devG1q36GBl9z7Zt27h27dpT/Z7S09NxcXF5aiFCi5aG0NfXJzw8nMrKSjZu3IhMJmvrQ9LSztFmAjxnZGRk0Ldv31rbAgLEpaQdNJAwAAAgAElEQVRERFWU2XNxcWJSVV8HwJYQAQCGDBnCihUr6N+/f7NSHc3NzQkJCSEuLo6IiAh0dHSYOnUq33//PSdOnCAoKEiNRy1SOk1MREkFwMSJoqZz4sTm7VcikRAQEICHhwc7d+5kxYoVjB8/XmNbYamTsrIyoqKi6Nmzp8bWNRsZGZGfn8+NGzdYuHAhtra2KBQKCgoKuHfvHtnZ2WRkZHD69GkePHiAmZkZdnZ2tS42NjbNUvVlMhlxcXGMGjWqRZzg5XI5SUlJzJs3r8n72L1bLIag2vjM1lYIZikp8Oc/q8c9v7UzAfT19bG2tubu3bu1upDcvSs8VpQkJYnUfyW//AI1rFkA0TGhWzfhk2BiAv/4h8ig6NsXPvpImJNFRAjx5OpV0U4uKEj4DYAQBh7Fzs4eQ0NTdu3KxMPDqUXNCFsSc3NzIiIiiImJISoqipCQqVy+bMjOnaJm+9o1IbJ88AGALmVlk9i0KZa33nJBIjGs871RFwqFgu++u8gnn9jh4DALHR0Dxo0TC0oQvg/p6XDwoDjXenrW/V1XJtncv3+fo0ePkp6eTmBgIK+99lq76fDQ1lRWVrJv375GpUwrFPD22+LcrRyjqn/KBmRn92DUKPjww2lcvnyZffv2UVBQgI+PD926dcPV1bXO10pNTa1VYqZFS3PR1dVlypQpbN++naioKGbMmNEsDy0tzzfaTIDniKqqKm7fvv1rals1ykjJqlVQI/OZsWPFxKq+8aWlRABLS0v8/Pw4duxYs/fVu3dvdHR0SEhIAMDQ0JCZM2dy+vRpLl++3Oz912TiRCguFu8j1BYAysubv39zc3OmT59OUFAQ69evZ9++fc+0ElxZWUl0dDTOzs7N8ohoac6dO8fBgwdreQBIJBIsLCzw8vJi0KBBTJw4kUWLFvGnP/2J8PBw/P39kUqlJCUlsWnTJj799FOWLVvG5s2bOXLkCFeuXCEvL++pM1YOHTqEg4NDrS4I6uTmzZuYmpo2q6785EmxsAVYvVpkzHz5pfi9HD0qXLjV4XfU2pkAAI6Ojty5cweAr76CWbOE58G9e9VReTMzschXcv58dc23RCLS+42NIT8frlyB69eFK7mvr3h/yspE1tZXX0FUlBi3//lPiI0V+4iLg/feEz4DJ09Wv65EAgEB/qxdW8jKlWKbspygqkr8bS/o6+szffp0OnToQGzsSlavfsiuXeJ9yMsTmWx6evDii3DkiCM//DCDnTv3o6NTOztCnVRVVREXF8fq1QYsXmzF/v0GuLgIjwLle2tqKrLrrKxg716x7deW9bW4d+8uMTEx/PDDD9jZ2fH6668zZMgQrQDQCBISErC1tcXNze2pn7N0qSjL8fUVJUs//CCEt08+Eb4eQ4YIQc7MzIwBAwawcOFCIiMjsbS0ZN++fXz++efExcWRnp6uyhCQy+WkpaXVMqDVokUd6OjoMHHiRGxtbVmzZg2lpaVtfUha2inaTIDniMzMTKytrR+rtVdGkZYsETWJkyYJR+sTJ8REpT5z85YSAQAGDx7M119/zYABA5oV1ZNIJIwdO5aVK1fi7e2NpaUl5ubmhIeHs2bNGkxNTZtVP12zbdO0aaLO949/hNGjRT90EBG76GgRDWrIY+Fp/x9/f3/c3Nz46aefWL58OePGjcPZ2bl5O9Yw5HI5W7ZswdTUlBEjRmisG25dAkBDSKVSbG1tsbW1rdWhQyaT8eDBA7Kzs8nOzubMmTNkZ2dTWlpKhw4damUNdOjQATMzM9V7kpmZyYULF1i8eHGL/Z/KrgBNRSYTLQHPnxdR/9RUGDVK3GdtLVK41fUVbu1MABAiQEZGBgAjRogxwdISdu4UBm+vvSYyhRYsEK1X8/LE+DBypHi+VFq9YMzOFpcuXcT9trawYoUYO0pKRBu5V14R933+ucio+M1vYPNmUUZgYCAi47a28J//CPO8sLBe3L17lmHDZIBevV4D7QGpVMrIkSM5deoUx459x9SpMzE07Mg774hzVUqK+PvFF2BqasIHH3QlIOB6i9Rll5VVsGVLDKWlUrp39+SFF3QwNobFi2H/fvF5K0VhPz+YMAH+9CfhF/PHP4quAHK5nNTUVE6dOkVOTg6BgYGMGzdOm0LeBEpKSjh27FijM5ZKSqp9Sd5/X/yG3ntPiJUjR4qMyEfNfq2trRk0aBCDBg0iLy+PpKQkDhw4QH5+Pt7e3qpx2qItW1RoeWZRlrzu2bOHqKgoZs+erc0I0NJotCLAc0RGRsZjWQBKKipEf+I7d8QEprBQ3N60qX7n6pYUAczMzAgICODIkSOMGTOmWfuysbFhwIAB7Nixg5kzZyKRSLC3t2fSpEnExMQwd+7cJrdxi42Fn38WLucgJu83blQLA3K5SCt0chKTif37ISSkWf8OINxip0yZQlJSEj/++CPdunXjhRdeeCYmjgqFgp07d1JWVkZ4eLjGuuCeO3eOQ4cOMXfu3GY7r+vp6anaENakrKyM+/fvq8oKUlNTyc7ORiaTYWNjg7W1NRkZGXTr1o28vDykUmmzDDXrQi6Xk5yczIIFC5q8Dz09sfhNTxfZRW++Wb3ovXFDZMo0InDXIG0hAjg5OXH8+HFApHrXlQFsZASRkUIYqKgQ70dNA0BlurqrqxBjp04VhnExMcI/IDhYLHBtbavLCLp0EZHLrCxRfvDyy0LMBbHg7N5deLp88ok+ubmuGBunk5npw0cfifrzbt3EeP9IhVi7IDAwECsrK7ZvX8vs2aEkJvbA0BD69xf/z6FD8PHHenTsaEBc3GYWL16sto4ZmZnw4YcyMjMTCQuz45VXQjhyRIdt26rfy++/h65dRdmHstvOe++Jc+zGjRAWVs7PP5/j1KlTmJiY0L9/f7p27ao1+2oGR44coWvXro0+n48aJT6b4cPF7T/+ERwcxG9o8mQhrvXvX//zraysCAoKIigoiPz8fJKSkjhx4gRlZWVs374dX19funTpov1stagViURCWFgYO3fuZP369cycOfOZmANqaT20IsBzxI0bN+ijnI38irIuMTkZ1q4VkaPPPnu6/Uml0hY1qQsKCmLp0qUEBQU1uSe8koEDB5KUlMTFixdVZkFubm4MHz6cqKgo5s+f36QU4tBQ+O470UZx7lxh/DRqlOgprGwFZWQEN2+KTAF1LXSUdOvWjS5durBnzx6WLVvG2LFjG5UGqYkcOnSIrKws5s6di66uZg5RZ8+e5fDhw8yZM6dFW68ZGhrSuXNnOtfsM4cQB3Jzczl+/DiGhoaq1oA5OTno6OhgY2OjEglqXm/KBOH69etYWlo2+zfo5lb39z8zUyx41YFCoWiTcgBbW1uKioooKSlp0LRtzBhxaQg3N1FWNHSoyKAYMgR+/3vRraWiQkQq//Y38diffxYRSqlUZFO88ILYfvCgyLCYOVMsZrp3h8REU4qL9/Deez4EBopFz/bttdvVtbfsAC8vL+bOncvGjRtJTtYlObkbBw9KMDUV/1twMLzyiiNbtjhx4MABwpqbioUox1i+vAp39wSMjR3Ztasnr70m4YMPxGI/MlJk0pmZCdPCXbuqRYCwMIiIyCUh4RT/938X8fDwYNKkSbW8JLQ0jZycHC5evMgSpQrWCPz8xHn77bfF7yAqCubMEaU5ly/X9vJ4EpaWlgwcOJDz588zevRo8vLyOHz4MFu2bMHb25tu3brh5uamFQS0qAVlRkBsbCzR0dHMmDGjxdtga3l20MwZtha1U1VVxa1bt5g0aVKd95eXi8vDh2IBq6//5AlhS2YCgHBi79u3L4cPH2bChAnN2peOjg5jx45l/fr1eHh4qAwHe/TowcOHD1m/fj3z5s1rdDqVmRn89JOIbK5YIWoKX3xR1PYqWbpUpOT+4x9QTyJGszAyMmLChAlcvXqV7du34+HhwfDhw9tlHanSqyEyMlJjU9taSwBoCENDQ/T09MjIyGDhwoWqlFOFQkFxcTE5OTnk5OSQm5vL5cuXycnJIS8vDyMjI5UoUFMcsLKyqndS2tyuAPVRWSlKkQYMEBd1UFZWhlQqbfXvjlQqxcHBgTt37jTbCGzmTOHHYmgoavYXLxYLEl1dMX74+8Mbbwj/loMHhXhbXi48A9zdxT709ESKs1I7cnAALy9j8vLy8PIqJibGBCcnUaagpL0JAErs7OxYsGABW7ZsISVFypgxnty+rUtkZPVjwsLCWLZsGb6+vk1acOfm5nLz5k169uxJZeVDQkNjmTbNi969XZg+XWRhuLuL1rCRkcIEU5mQ06WL+F1mZGTQufMpvv/+Fr169eLll1/WpoqrkX379jFw4MBGmQkrxyCJRGTReHqKDI4ffxTZNdnZooynsafSvLw8SkpK8Pb2RiKRMGDAAB4+fEhycjJHjx5l69ateHl50a1bN9zd3bWCwFNSVibmWkZG4m9LzKfaI8qy161bt/Ljjz8ybdo07XdKy1MhaUyrtD59+ih++eWXFjwcLS3FrVu32LVrF4uU/ZR+RRmt3rYNPv5YRIxGjxY1lebmYgJTs9d1TRQKBR9//DEffPBBi9Vsl5WV8dVXXxEREaGWvuvx8fEUFBTUEkMUCgU7duzg4cOHzJgxo8mDZ3FxtfGZki1b4H//E87nwcFisqGMuCnfe3VSXl5OfHw8V69eZfTo0e3KlCgxMZE9e/YQERHR7KhzS6EJAgCIFP3vv/8ef3//x7p9NPScgoIClUCgFAlycnIoKCjAwsLisewBc3NzVq5c2ewFy5Qp0KmTqLsNCqrdKu/vfxeO949UQjSJe/fusXnzZl555ZXm76yR7Nu3D11dXYKDg9Wyv/oi8zdvijKt7GzhBdC/v6hZXrJEeC2AKB8YPlz4kQDMmCHe8+HD96Cnp4dMNoydO8V9//53/SVf7Qm5XM6hQ4dYt66YsWMHMHKkDUeOxBMQEICtrS2XLl3i2LFjLFy4sNFj/NatW7l48SKBgYFcunSJUaNGYWDgy4gR4lzp6ioEgAEDhGBjYiIEnIMHFbz++jV0dfcil8vp378//v7+2kidmrlx4wZbt27l1VdfbVT22GefCRPOKVOEl4fy95aTI7YHBAhBrbEJaadOneLu3buMHz++zvsLCgpISkoiKSmJ+/fv4+3tTdeuXXF3d9fY7DdNIDtbmJ5++KEQQR9tufm8U1VVRUxMDACTJ0/WCgHPMRKJ5IxCoejzxMdpRYDng6NHj1JcXMyIESPqvP/kSWEEWFIi6naVLZc+/lhMNOvjr3/9K++++26LDjbHjh3j7t27TJ48udn7kslkLFu2jJEjR9aK2MnlcqKjozExMWHcuHFNEjWUk/bz58X1jh1FVG/BAmG2+GhwMitLXMrL1RcJVXL9+nViY2NxdnYmLCxM4/tK37lzh/Xr1zN79mw6duzY1odTJydOnOD06dPMnj27TQUAEJNMZcs+dQhwlZWV5Ofn1xIIcnJyuH//PiUlJZibm2NpaYmFhUWtv8rrDU1cz5+HYcNEqu3x43DrlphUd+0KvXvDX/4ijPLUIYhduXKFc+fOMWPGjObvrAmvfebMGWbOnNnqr11WJroJdO0qbldUwKefik4BffuKMX30aJg//x7//vcePvtsNqmpEkJCIDHxcdOz9kxycjI7duzAxcWFK1eu4OnpyYwZM1AoFKxbtw5PT0/6N1Tg/QgymYzPPvuMyl/b6AwZMoSQkBDu3BFZYAsWCA+HCxeE6Z+lJVy6VMyKFdk4O++la1dT+vfvj5ubm8YanLZnRHvG7+jfvz/d6+tnXOfzRAnAw4fid5OTI87T6emibKM55+R169bRu3dvuip/kA1QUFBAcnIySUlJZGdn18oQ0AoCdTNlivBrUA61iYkikBUcLETm55nKyko2btyIoaEhEydO1FhPJS0ty9OKANoR5jmhLj8AJXK5OOH5+QnTIhsbEd2QyUQ0oyGUJQEtKQL069ePr776iszMTBwcHJq1Lz09PUaOHMmePXtq1eVJpVImT57M6tWrOXz4cJOiecr5nZmZqOMtLRVRtmnTqk2/SktFFK+qSnQMuHtXROF27aruEa0OunTpwuLFizlw4IBK9Oj2aFNyDaGgoICNGzcyduxYjRQAFAoF8fHxpKWlERkZ2eqmc4+Sn5/P4cOHmT9/vtoWFbq6uqquBTXZtm0b9vb2dO3alfz8fNXl9u3bJCYmkp+fT0FBAUZGRvUKBDduWDFhgh5vvy0W+rm5IsqWnCxacXl5qS8jJi8vD0tLS/XsrJE4OjoSGxuLQqFo9cWeoWG1AABiTPngA9Gm7v59sdAxMoLiYnt+/HEEe/eW4+JiyJQpj2cvtXe6du1KWVkZsb/2Trx27Rq5ublYW1szcuRIvv/+e3x9fSmX6BNz5jZX7hZQUFaJuaEuPh3NmdLbCRvTasVW2cbz4sWL/Pa3v+Xo0aP4+HTF0bEjSq/MyEhRBpaWlk1BwXFSU1OZNs2PwMBJaslg01I/ly5dAsDPz69Rz5NIhJ/Pxx+LVr6FhULU2bhReAFYW0NTOq6WlpZy+/Ztpj6l0Ym5uTmBgYEEBgZSWFhIcnIyJ0+eZNu2bXh6etKtWzc8PDy0gsCvnD0rMp5qvr0dO4rM1T/9SZxLli4V89nnEV1dXaZOncqGDRuIi4trclBLy/OBdlR5DmjID0ChEIPm5s2i1VRmpojKubkJx/tH/Mgeo6XNAUH0hh42bBi7d+8mIiKi2QOap6cnp0+f5vTp0wyoIffr6+sTHh7OypUrsbCwoFevXk3av7u7OFGNHy9qQ5W1qe+/L8y7jIyE4/Dt20IM8PRUrwCgRF9fnxEjRuDr68v27dtJTExk5MiRmJqaqv/FmohMJmPjxo306dMHHx+ftj6cx6iqqiI2Npa8vDwiIiLU7rzfWBQKBXFxcQwcOLDFsxEqKytJSUnhhRdewMzMrN7FtVwup6ioiPz8fB4+fEh+fj53794lJSXlV9HgIY6OlixbZkiHDqJlloWFBUFBlqSlOfLwoRHqOhXl5eVhXV/9UgtjZmaGnp4eubm5bZ4posTRsXbpBUB09DUuXcrD13ck7u5CMGgrU8AnjeXff/99o9u9lZWVsXv3btXtyspK4uPjmTZtGra2tli592TG1we5WiRS8ssr5arHGure5T/7Ugn27sArQz3o0dmS/fv3o8yY7NChA4MGDcLKqvq3IJfL+eGHW+Tm6nLw4F5GjvRixIgRbT5WPA/IZDL279/PpEmTGj0vqKoSXhkDBwqDzQ8/FGU0vXqJBeXnnwufn8aSmpqKq6trk0xYzczM6NevH/369aOoqIjk5GROnTpVSxBwd3d/rh3gY2JEtF9Pr9rTwcZG+Ju89pr4HM+ff35FABDBrunTpxMVFcWuXbsYNWqUVgjQUidaEeA5IDMzE2tr6zonJcpx4Z//FHXroaFiQvjtt6LGcf36aoOjumitgaVnz54kJCRw+fLlRqX81UdYWJiqprqmkZCpqSkzZ85k9erVmJmZ4eHh0aT929uLicUbb0Bamqhfk8vhwAERbaiqggcPRBRU6XnYUhPxzp078/LLL3Po0CG++eYbQkND6d69e5ufFBQKBbGxsVhbWzN48OA2PZa6qKioYNOmTejo6DB79myNqOO9cOECpaWlDBw4sMVfKy0tDXt7+yc67UulUszNzevNkFCaFSoFgvz8fHJzc7l27RoPHtzAwOAOn36ajbm5OaamppiZmWFqalrruvLvkwz/8vPzcVe647UBTk5O3LlzR2NEgLro3r07hw59Re/ew1TvZ1vPD//yl7/Uub1nY2zZf0VXV5dBgwaRkZFBVlYWpaWlXLlyhYcPHxKXnMe/z1dSJpMC8seeW/arILA36R5HUh/w3igfOnfuzL/+9S/s7e3x8/NTRWQLC0vZvTuJjz6yRCYz5t13y5k9e642/bYV+fnnn3F0dMTZ2bnRz1Vm582dK1pxrlgBK1fCN9+ItPK7d5t2TMnJyU9VBvAkTE1N6du3L3379qWoqIgrV66QkJDAtm3bcHV1xcvLCy8vr1bvhNKW5OcL/5Ovvqq9/dw50T61WzcRaDl1CmbNqv2Y9tj9pDkog1pr1qxh7969hIaGtvmcT4vmofUEeA54kh9AYaGoG71ypXqbXC7qdc+da3jf//znP3n99ddbJepx69YtYmJiWLJkiVqU8D179lBRUcHYsWMfu+/mzZts3LiR8PBwHB8NpTWDL78UbRj79hXtvMaNE4ZorXWCyszMJDY2FnNzc8aMGdOmqe1Hjx7lypUrzJs3TyMW2DUpLi5m/fr12NvbM2bMGI2Y2BcVFbFs2bJW803YvHkzzs7OT2082FQUCgVlZWUUFBRQVFREYWFhvX8lEsljwoDyupmZGXFxcUycOJHOnTu3yYTnxIkT5OfnM2rUqFZ/7cawceNGPD09CQgIaNPjUH5GjZmHNJaSkhLS0tI4X2TGP3ZfoVT2+OK/Poz0pLw3qiuz+ruqtt2/f1/VxcTa2p+iov789rfPkKlCO6GkpISlS5cyf/78Zotu9+/DO++ITMiffmr6fsrLy/nPf/7Dm2++2WLdeUpLS0lLSyM1NZW0tDRsbGzw8vLC29sbOzu7Z3Khl54uAie3bokM1d27a8+Z0tNFWceOHcJoNjhYlHIoMwUepSVMmTWV0tJSfvjhB7y8vBg2bFhbH46WVkLrCaBFRUN+ACAG0rAweOstYR7VsSOcPi0MjjSJzp074+LiwrFjx9QymA0dOpSlS5fSp08fOj1iTe7s7Mz48ePZsGEDc+fOpUOHDs16LeXJKDISjh2DnTuFKZHyZZUnM+WJraVEAQcHB1566SWOHTvG8uXLefHFF+nZs2erTxxSUlJISEhgwYIFGicA5Ofns27dOrp160ZISIjGTKp27dpFQEBAqwgAMpmMq1evqqWv+pOQSCQYGRlhZGSEvb19vY9TKBSUl5fXKRBkZ2dTWFhIfn4+69evp7KyssGsAhMTE9VrGhgYqO0zdnR0JCkpSS37akl69OjByZMn21wEaAyzZs0iKipK5QT/3XffkZaWRlBQEPv27QNEav4333zDqlWruHLlCgqFAl9fX8ImzuDHEh9VpF9J2c1LFJzaQkX2NapKHiI1NEXXwh4j9z5YBs2gVCbnb7uusP7Tt/hpewz/+te/kEgk9OrVi7CwMHr16sX8+fO5du1d3nnnHfbv309JSQl+fn589NFH9YpBUVFRfPvtt5w/f56ysjLc3NyYNWsWf/jDH57rVO/GcPz4cbp27aqWrJsOHcQisqBA3K5v8fgkrl69SufOnVu0Pa+RkRHdu3ene/fuVFVVcfPmTVJSUoiOjkahUODt7Y23tzcuLi7PjDt8Wpowlk1MrDb+qzlku7sLf5l33xXZAEovB+W/v3at2N67t7j9vAgAIL4vs2fP5ocffkBXV5chQ4a09SFp0SC0IsAzTkN+ACAWm6amolXOm2/CRx8Jc8A+fcTAqWm8+OKLfPPNNwQEBDTbAMzQ0JCQkBB2795dp8u6l5cXoaGhrFu3joiIiGa9nq6uMFpcvlycsNauFXWHSqqqxAnr6FHhD9CS5fE6OjoMHToUHx8ftm7dSkpKCmPHjm1Uf+XmcO/ePWJjYwkPD29zk71HuXfvHlFRUQwaNIh+/fq19eGoSExMJDs7m9801KpDjVy9ehUHBweN8o+QSCQYGhpiaGhYp9laQUEBK1as4A9/+AMymaxOseDWrVsUFhZSUlJCSUkJpaWlVFZWqgQBIyMjjI2N672tvG5sbFynUVenTp3Izs6msrJSo428PD092bFjh8owrz2xZMkSjh07xqhRoxg9erRq0axQKJgxYwabNm3CxcWFBb+69m3dupVP3v0dJn4h2I75vWo/JWmnuR/zV6SGJhh5BKJjZo28tBDZg1sUnfsJyyDRYaJMVsXZ9CwA+vTpw+DBg9HR0SEtLQ0QnVj69euHp6cnc+bMIScnR2V0eujQocdKnebOncuaNWtwdnZm8uTJWFhYcOLECd577z0OHDjAnj17npnFW0tRUFDA2bNnWbx4sdr2WdM/o6k/XXWVAjwtOjo6dOnShS5duhAWFsb9+/dJSUnh4MGDPHjwAHd3d7y9vfHw8GjXHhVhYeJy5Ah88YUQbD74QMyX+vYVxqggSld/+gkGD67dijkzUwg8vXsLsaB37+fLM8DExITZs2ezevVq9PT0anlhaXm+0dxZiha1kJWVhZWVVZ0nAGVK1J498Msv8N57IjLdmPlHS6Zx1oXSSTc+Pp4pU6Y0e3+9evXil19+ITExsU53YX9/f0pLS1m7di2RkZHNWijr6Qm37kuXxElKiVIAAJGSOH9+bRGgpbIC7O3tWbBggcorYPTo0S1uzldSUkJ0dDRhYWFqLbNQBxkZGfz444+MGjUKX1/ftj4cFUVFRfz0009Mnz691RaWiYmJGvUePA35+flY/drrTk9PDysrK9XthqiqqqK0tFQlCjx6PS8vT3W95n0SiaSWKKAUCvT19YmPj6dTp04YGRlhaGiIgYEB+vr6qouenl6bZpjo6Ojg5+fHhQsXCAkJabPjUPLhhx8+ts3V1bVOU8Dz589z/vx5XFxcam1ft24dmzZtIiAggCNHjqjG6jffeR+fXoEUXz6IkXs/TLqKwbfo/B5Agf3MT9Hv4FprX1UlD1XXFUAJIlvJw8PjsQX6gQMH+OSTT3jvvfdU26ZNm8aYMWP417/+VUsE+O6771izZg1TpkxhzZo1tSLG77//Pp988gnffPMNS5Ysqfe90gJHjhyhV69eGiUiy2Qy0tPTGT16dJu8vkQiwc7ODjs7OwYPHkxRURGpqakkJiayY8cOHBwcVGUD7U34UzJkiLjI5WLetGYN/O53woTZ1BT27RMCAYh5E4g5rqFhtRjw1lswZgysWgWXLwvhp+ZpoqpKPEdDEgDVhpmZGXPmzGH16tXo6uq2eJmflvaBVu2MVE4AACAASURBVAR4xsnIyMDV1bXO+5QpUWZmcPMm/O9/wql+4MDGRaJbezI7cOBA/ve//zX4vz0tUqmUESNGsHXrVry9vetMTQ8MDKSkpIR169Yxb968J5qTNYSlZbUAoBRhlHPKjz4CX18hAhw4IEoy3nmnyS/1VOjq6vLiiy/i5eXFtm3bSElJYcSIEc36H+ujqqqKTZs24evri7+/v9r33xyUvcUnT55Mly5d2vpwVCi7AQQEBODk5NQqr1lRUdGmk9mmkpeX91SL/kfR0dFRlQw8LQqFAplMVqd4kJmZyb179ygvL6ekpITy8nLKy8upqKigoqKC8vJyqqqq0NPTe0wcePR2fdvrut1Y34qePXsSHR1NcHBwm5e8fPTRR49tGzp0aJ0iwDvvvPOYAACwatUqQJQ6HD58mEGDBmFubs7ulHxsQ+ZxZ8P7FF3YqxIBlEj0Hk/d1jG2eGRL/e+Pm5sbf/rTn2ptGz16NA4ODpw+fbrW9v/+97/o6+vz3XffPZYy/pe//IWlS5cSFRWlFQEaIDc3l6SkJF599dW2PpRapKWl4eDggLGxcVsfCiCMBQMCAggICEAmk3Ht2jVSU1M5ceIERkZGKkHA0dFRIzxvGoPycL/9FpKSRGZlXp6YwypjOVJptRCwaxf85jewd6/I8hgzRhgJ/ve/MGiQMIdMSRFGzc9yEo6FhUUtIaCpHbC0PDtoRYBnnIyMjAb9ACorxaJ/4EChqsbEiIwACwtxW4MyolXo6ekRGhrK7t27WbhwYbNPYC4uLjg5OXH8+HGCg4PrfExwcDAlJSVs2LCBWbNmqSUiW/Ow09NFucCiRaLX7a5dUFEhRADl/LwlzWycnZ1ZtGgRe/fu5ZtvvmHChAl1TrSbikKh4KeffsLAwEDjzGl++eUXjhw5wqxZsx7zhmhrzp8/T0FBwVP3nFYHKSkpdO7cWWMms09LXl5es0uEnhaJRKJagFtY1F4w6urqcv36dSYo237UgVwuV4kCNcWBum4XFxeTl5fX4GMqKiqQSqXo6+ujo6NT66Krq/vYNuWlvLyc9evXY2lp2eDj6ruvqeLBo8+7fv16rdsKhYKqqipSUlKoqqqiqqqK3NxcAAwMDDh06BAymYzKykrV5dSpU0ilUpycnEhISCAhIQEjIyNOSbui4+gHSKi4l656DRPfYErTTnF39ZsYdx2MobM/Bk5d0TV7vNRE3kDGW69eveo8B3Xu3JlzNZx1CwsLuXz5Mvb29nzxxRd17svQ0JDk5OR6X0sLHDx4kP79+2vc+NTapQCNQU9PT+UVoFAoyMzMJCUlhR07dlBcXIynpyfe3t64ubm1O0+Kbt3gH/+ovl0zc1IiEeJAfr7o9mBrCyNHinLXN94QrZpDQkT75l9+EYLCK6/Ab38rWqfW3KeynXZ7x8rKijlz5qg8AtTRbUtL+0UrAjzDPMkPQC4Xqujvfieud+8uBkd9fSEO1FF2qzF07dqV06dPc/bs2QZFjqdl+PDhLF++nF69ej02qQcxaR01ahRbtmwhJiaGqVOnqkU9V56wrl0TqWnnzoGzM7z0EijnE199JVoYtXTXMQMDA8aOHUtqaioxMTF0796dYcOGqUXwSEhI4ObNm8yfP19jog4KhYLDhw9z8eJF5s2bp3Epkvn5+ezbt485c+a0ao1weywFAPF+qVO4aiqOjo4cPXq0wcdIpVKVv4E6UCgUVFZWIpPJVIvmyspK1fVHL8r7JBIJeXl5eHp61rpPJpNRVlZW7/OVl5rlYHK5HIVCgVwuV90nl8vrvCjvU7Ju3ToUCoXqokQikSCVSpFIJGRmZgKQnp5OXl4eUqlUddHR0aGsrAwTExPVb0UikSCRSFDoGiDRlSE1MkNeXqzat0nXwUh09SlI2EbRhb0UnRO28PqdPLEcOhcj16drT1if8KSrq0tVVZXqtlLEuHfvXp2ZDzWfp6Vu7t69y/Xr1+vs6NOWVFZWcvXqVUJDQ9v6UJ6IRCLB0dERR0dHhg0bRl5eHqmpqSQkJLB161ZcXFzw9vZut+0HH9Ul790TZQCpqcKYWSqFZcsgKwtmzhTZA8nJsHEjGBiILIHx40U27PHj0KOHKDWoGYyRSNp3uYCNjQ2zZs1izZo16Ojo0K1bt7Y+JC1thPZs8wzTkB8AVKuaublw9qy4PWuWMFx5WlrbE0CJRCJhxIgRrFu3Dl9f32ab3lhYWNCvXz/i4+OZPHlyva85YcIEoqOjiY2NZfz48c1Oo1U+/a23oKwMPvwQRoyA//s/4YR7/jysXw/Tp9d+Xku2FPTy8uLll19m586dfPvtt0ycOLFZjvTXrl3jyJEjzJ8/v0XKDJqCXC5n586dZGVlERkZqVEGeCB+V9u3b2fAgAENOuarm7KysidGsTWVvLy8JvWVVze2trYq48HWilZKJBL09PQa3WnDzc2Nr776ih49emBgYIBMJlMde3Fxca3rpaWllJeXI5PJVCUO5eXllJWVUVFRga6uLgYGBhgYGKh8EJ50+51f652WLFmCrq4uenp6qqyDR8fW5ORkLly4wJIlS+osjXnvvfcoKipSLXJGjhyJg4MDb248x5nMG8hLC5Ea1V7UGHsGYuwZiLyijPLMK5Smnabw3E/cj/mYThFfomejvhIcpbjct2/fx8oEtDwdBw4cYPDgwRoXrb527Rp2dnYadx55GqysrAgMDCQwMJCysjJV+8F9+/ZhbW2tEgTs7e3bvGyoKTg6wpQpIurfubNY7OflwV//CiUlIgtz1ixh1FxYKOZWxcUic2DkSJg0CcrL4dNPRYBGOW++eVOIBwMG1DZ5bi/Y2dkxc+ZMoqKi0NXVxcvLq60PSUsboBUBnmGetmZ+9WpRD7VihViMeniIge9pRe22OjF07NgRHx8fDh8+zIgRI5q9v6CgIJYuXcqNGzfqjSjq6OgwZcoU1q1bx969ewkNDVXL/799u6hFc3ISIsyqVTB1Kri5iZaCp0+LbAFLS5g4sWXbCIJwk50yZQoXL15k7dq19O/fn6CgoEZH8XNzc9myZQuTJk1qUr12S1BZWcnmzZspLy9n7ty5GiNM1OTUqVNUVVUxcODAVn3dlJQUXF1dW7TFVUvRVE8AdSOVSnFwcODOnTt4enq22XEoWyrWXNDXXNgrb0skEv773/9SWVmJXC7H2NgYY2NjTExMVNeNjY2xt7dvcEHfnAwfdXxuvXr14vDhw9jb2zNx4kQMDQ2Ry+X4dDSn6nYioEDf3r3O50r1DTFy7YmRa0+kBiY8PL6B0mtnVCKAVA0DraWlJd7e3ly6dIn8/PxWK115Vrh58ybZ2dmtWhr1tGhyKUBjMDQ0xM/PDz8/P1X7wdTUVDZt2kRlZSXu7u54eHjg5ubWbroNmJmJjgIg5ky6urBggeg2IJGIMoBp08T9Fy6IbNjyctFlwNZWzMfOnhXzs9hYMRd76SUhHqxcKR7Tu3fLlmu2FJ06dWL69Ols2LCBSZMm4ebm1taHpKWV0YoAzzA3btx4Yh/ooiKRbm5uLnwBOnSApUshLk6kUGk6ISEhfP311/Tu3ZsOHTo0a196enoMHz6c3bt389JLL9U7qdXX12fGjBmsXr2aY8eOPdYCqikoNYeTJ4XZjaOjMAj09RXpav/+t6hT++oruH5dlHC0tPYikUjo0aMHrq6ubNu2jatXrzJhwoSnTpsvKytjw4YNBAcHa4zZnvKYzMzMCA8P18jU2wcPHnDkyBEWLFjQ6qUT9XXJ0HSUEWxNSV91dHTk9u3bLSICKBQKSkpKKCgooLCw8LG/RUVFqsW+rq5urcW88rqJiQkdOnTAxMQEFxcXkpOTmTNnDvr6+u0y2gcQGRnJ4cOH+eSTT7h37x5SqZSqqirK0OPBodUAmPYYrnp8acZ5DJ26IdGtHVWuKs4DQKKnfnHwd7/7HYsWLWL+/PmsWrXqsdKz3Nxcbty4oTXsegSFQsH+/fsJDg7WuDFb6V1Rn59Qe6Vm+8HQ0FByc3NJS0vjwoULxMbG0qFDB5Uo0F7MBSUS0UFA2ZFJJhNp/+fOQa9e8Le/QXAwdOkCn38uvAK6dBGXP/9ZzM8CA+G118TzunQRAgBUCwA1uz21B5ycnJg6dSqbNm1i6tSpGlFSp6X10KzRVIvaUCgU3L59m/Hjxzf4uKIi0T81O1ss+v39ReS5lYzIm42JiQmDBw9m9+7dzJo1q9kTWF9fXxISEjh37hy9laN7HRgZGTFr1iy+//57jIyM1OJLACK17OOPIShIGN5s3y5U7Ph4kaERFCTS2F55pbo3bkufdJSOsqdOnWLlypUMGzaMgICABt9ruVzO5s2bcXV1Vdt701wKCwtZt24drq6ujBgxQiMXO3K5nG3bthESEtLqHgWlpaXcvHmzXg8RTebhw4dYWFhozETU0dGRX375pdHPk8lkdS7slZeCggKKiorQ19fHzMwMc3NzzMzMMDMzw8nJSXVdudh/mgWTu7s7J06coLS0VCOzYp6W2bNnExMTQ1xcHP/5z3/w8fFBIpGQkZFBeVYWJt2GYtJ1iOrxeftWUFWYg4Fzd3Qt7JFIdSi/e5Xym5fQtbDHxEeIuxIJ2JsbUKiGY1y4cCFnzpxhxYoVHD58mNDQUJydncnNzeXatWscPXqUl156iaVLl6rh1Z4d0tLSKCkp0biuMiAyLq2trev0EnpWkEgk2NjYYGNjQ2BgIJWVldy6dYu0tDR27tzJw4cP6dKli0oU0PT3Qjlf0tOD11+Ht98WZQL9+onbV69CRobwYgKRFZCVJUoC+vYVAkF0NPz97yK7YMcOEUgbOrR9CQBKXFxcmDRpEps2bSI8PFzj2jdraTm0IsAzyoMHDzA0NHxijZqdXW1n1fZI3759OXPmDKmpqXh7ezdrX0qvgaioKHx9fRtMizYzM2PWrFmsXr0aIyMjtZmpvfSS+CuTCT+Ad98VAkBVlegYYGwsBICkJJFBYGLSsqUBIN6X/v374+7uztatW0lJSWHs2LH1Rl737dtHZWWlWso01MGDBw+Iioqid+/eBAUFaaQAAHDs2DEMDAzaRDhJSUmhS5cu7XIhqCmlAEocHR3Zvn07CoVC9V2Ty+UUFhaSl5dHfn4+eXl5tRb5BQUFyGQy1UJeucA3NzdXLfCV29QZDdXR0aFr164kJiYSFBSktv22Jjk5OZw5c0ZVsnT69GnOnDmDVCrFz8+PiFd/T0ypD+WV1c+xGDiNkqs/U3E3jbKM8yCRoGveAYuB0zDrMw6poQkAhro6uNmbkaamY12+fDmjR49m+fLlxMfHk5+fj42NDS4uLrz99tvMmjVLTa/0bKDMAhg2bJjGiHw1eVZKARqDrq6uKktg+PDhFBUVkZ6eTnp6OgcOHMDY2Bh3d3fc3d1xdXVttFdJa+LnJ7oxlZWJBbyenkjz9/QURoEgfLN0dYUAUFUlFvze3jB8OMyZIzJoz54VngJffimyatsbbm5ujB07lujoaCIjIzXqfKql5dCKAM8ot2/fpnPnzk98XM0UJomk8TVNbWUMWBMdHR3CwsLYtWsX7u7uzZ4gd+rUCS8vLw4fPkxYWFiDj7W2tiY8PJx169ZhaGiIu3vdNadNQU8PXF1FpwaAnByhQPftK4xrIiPhhRfg5ZeF4U1r0KFDB+bPn8+RI0dYvnw5o0aNesxZ9vz581y5coUFCxa0qqt9fdy+fZvo6GheeOEFjU6zzcrK4tSpUyxatKhNRIorV66028msJogACoWC0tJS8vLyyMvLQ6FQsHnzZtW2goICjI2NsbS0xMrKCgsLi8cW98bGxm3y2fv5+bF3796nFgEyM8HaWoiRzclEasz5Y926daxbt051Wy6Xk5KSwi+//MLdu3fp2bMnCxcuJDw8nFWrVtGnTx9Gjx6terzO2njWJ5dRqRAnOZNuQzHpNrTB1zTSk/LeKB9mfbzpsfs8PDwaPP5jx47Ve9+4ceMYN25cg6+tRZCYmIiuri4+Pj5tfSiPIZfLuXLlCpGRkW19KG2KqakpPXr0oEePHigUCrKyskhLS+PYsWPExMTg5OSkEgXs7Ow0UoSvGe9ZsqR2i8CMjOox7sYNcVs57XnwQJg5f/45HD4sxIP2io+PDwUFBURFRREZGalxbTi1qB+tCPCMcuvWrTodlGsil1e3O2nOWk0TBnQPDw86dOjAqVOn1BLNGjZsmMprwPYJvRI7duzI1KlT2bhxIzNmzHji+94YZsyAhQth/34h0NjZwR//CBER1W1rZs+Gf/1LiAPQ8uUBOjo6hISE4OnpqcoKGDlyJIaGhty6dYv4+HjmzZunESeQq1evsm3bNsaPH6/R7reVlZVs27aN0NBQzNvAalgmk3H9+vUnlg9pKnl5ea1itFZRUaGK4tf1VyqVqhb5pqam6Ojo0L9/f9WiX1MjYi4uLhQVFfHgwYN6xzu5XAiS+voiAvaHP4hxSDnWXLsmImbdu1dH0FqC/Px8zp07x7lz57C0tKRPnz7MmDFDJf5aWloyffr0Wn4MCQkJdMi/wjthYXy+/xpllVU0pD9IJCID4L1RPszq79py/4yWBqmqquLAgQOMGTNGI+YZj3Lz5k1MTU01rr1sWyKRSHBwcMDBwYEhQ4ZQXl7O9evXSUtLIyEhgaqqKpUg4ObmphHzhEd5dKowdizMmydMAm/eFJe//13c98EH8PXXIiOznZ4+a9GvXz/y8/OJjo5mzpw5GufBoUW9aD/dZ5Tbt2/TV7kqrAeptP25mTZEaGgoK1euxN/fv9kGYaampgwcOJCDBw8yZcqUJz7e2dlZ1T5wzpw52NnZNev1lfTsCXv2CE+AgABRFvDnP4uJ9zffiNs5OcIsMC8PrKxarybNycmJRYsWER8fz7Jly3jxxReJj49n/PjxzTZpVAcXLlwgPj6e6dOnP1VWTFty8OBBrK2t26zmNT09HUdHx3bj+Pwo+fn5avuMZTIZubm5PHjwgAcPHpCTk0Nubi75+fmUl5djaWmpulhZWeHi4qK6XrN86PTp09y9e7dNOwQ8LVKpFF9fXy5dukRISAgKRXWJkXLtJZVWR8defFG4akdEwO7d8M47YtwJCxMlSur++VdWVpKSksLZs2fJysqie/fuzJw5s872mRKJpFZZ2KVLlzh27Bjz5s3DysqKfu52fBxzigv3K1EoFFQqqheXBrrihBji3YFXgj3wd9I6+LclSqFHU13Lk5OTtT3Wn4CBgQE+Pj74+PigUCjIzc0lPT2dS5cuERcXpzIYdHd3x8nJSSNLPvz9YetW2LlTCJwKhfAPSEmB/v2hUycYNkwEZl54oa2PtvkMHz6czZs3s3XrViZPnqyRApwW9aAVAZ5BSktLefjwYYP9xdPThcNpSYmY0P3pT9WLx9u3wcGh/QkENjY29OnTh59++kktbYQCAwP58ssvycrKolOnTk98vKenJ6GhoURFRREREaG2yKSVlWgXCPDee3Dpkoj8K7s/7tkjujlkZYlUtG+/FW1s/vc/+OEHtRxCvejr6zN69Gg8PDzYtGkTjo6OT+wE0BqtdE6cOMHp06eZO3euRggSDXHz5k0uXrzIyy+/3GYn2ytXrmhkuu3T0thyAIVCQVFRETk5ObUW+w8ePKCoqAhLS0tsbW2xsbHBzc2NPn36qKL7T/sZOTs7t4t+8AqF+E36+nZn+/atDB0ajFQqUS3+S0tFy6zSUmFIamEhDGXv3hX3nz8PixfDokXqP7bs7GzOnTvHxYsXsbe3JyAgoFbU/0lcvXqVPXv2MGfOHNX3o+T2Fbo//JkRXX3Yf60IG3d/SiuhqqyIotsp/HvJZFw7Npz9paXlkclkHDlyhGnK/m0ahkKhIDk5mdmzZ7f1obQbahoM9uvXr5bB4K5du2oZDLq7u2tUG00XFzH+Ady/L4IukZGiS8CcOcKr6Vkpo5dIJEyYMIG1a9cSHx9P6NP2C9fS7tCKAM8gd+7cwcHBoUFFdf58mDtX1J0fPgwffSQizPr6MHKkaIXyBE9BQDM8AWoyZMgQvvnmG7WY9ejp6TFo0CAOHjxIuNIm9gn4+/tTWlrK2rVriYiIeKIxY2Px9oZRo8DdXRjV7N0r6teiokSrmi++gGXLRIeB3/9erS9dLwqFgkuXLqncuFesWMHEiRNxcHB47LE1SxUyMsSJVZ3rXoVCQXx8PGlpaURGRrZJan1jqKioYNu2bYwePRoTE5M2OQa5XE5qaiohISFt8vrNRaFQ1CsCVFZWPhbVV/7V0dFRLfRtbW1xc3PDxsYGKysrtUSj7OzsKC4upqioSO3jQFNRRvdrGokqy8GcnByQy+Xcu3cXff1OLF8uxpg9e4TvyP374vf69ttivPnnP8XznZzE+SM9XXiTDB0qImdNpaKigsuXL3Pu3DkePnxIz549WbBgQaM9H27evMm2bduYPn06dnZ2KoO5U6dOAWCgqKCXYQ5vhfdBIpGwY8cOzty9x09bf2ThwoUa4WfyPHP69GkcHR011qn89u3bGBgYaLzIrMk8yWDQyMgId3d3unTpgouLi8Zkqik/8vh4YSL4zTfw5psiW/NZQVdXl+nTp7Ny5UosLCwIDAxs60PS0gJoRYBnkCf5ATx4INoCRkSI2wMHigFs1SqYNUukOzVmzqpJqUK6urqMGzeOmJgYXF1dm33S6N27NydPnuTWrVtPnW4cGBhIaWkpUVFRzJ07t8EOA41lzpzq6wUFoo/t118LYQCgRw9YsADeeEPU7EK170NLfUxHjhzh4cOHzJ07F11dXS5fvkxUVBT9+vVj8ODBqgVVTQFg9GjRj/f119VXP1xVVUVsbCx5eXlERERozIShIeLj43F2dm7TKPzNmzextLTU+LZO9VFSUoJUKuXBgwfcu3ev1mK/oKCgVlRf2bLSxsamxWtRpVIpnTt35ubNm62WMvxolxClRltzwf+oZ0hhoWg7eu6cBIlkCh06pDBlSic2bhTC4v794nH+/qJbiYMDvPWWMMJKThbnjN69xXnlyy/h55/hww8bZ5ClUCi4c+cOZ8+eJTk5GVdXVwYPHoyHh0eTBJn79++zadMmJk6cqBq34+PjOXXqFHK5HBAlJJ06dVKdv1JTUwHIzc1l7969jBw5stGvq0U9lJWVceLECebNm9fWh1Ivz2NXgJamLoPBa9eu8csvv7B161asra1xcXGhS5cuODs7t/k53thYZNS+9lqbHkaLYWRkxMyZM1m1ahUWFhbtOltQS91oRYBnkNu3bzeo2mVmisELhNGTm5tIHY+MFPXlzSynb3OcnZ3x9vYmPj6+2Q7Murq6DBkyhIMHDzKn5gr8CQwdOpSSkhKio6OZOXNmixiCGRmBr6/I3FCyYoUoHfjHP0Q7wfR0UM5TWiINPzk5mbNnz7JgwQJViq6fnx/Ozs7ExsayatUqJkyYgK2trWrhMWeOMN556y1x+84d4TTenPN5RUUFmzZtQkdHh9mzZ2usAVtN0tPTSU1NZfHixW16HO2pFEAul5OXl8e9e/e4d+8e2dnZ3Llzh7KyMnbt2oWdnR0dOnTAxcUFW1tbrKys2jSi6+zszI0bN1pUBCgrE/X5t24JI9FHo/xKZDI4eBBCQ8VY4O8vUvm3bRNCwGefwZYtZnz6qSPjxyvo21dCt26iFEAp1GVliZZaIMqRTp4U44uXl/iblSVKkZ5WRC4pKeHixYucPXuWqqoqevXqxZIlS5qVOaF0tw4NDcXDw0O1vXPnzly9epUHDx4gkUgoLi5WeQfk5f0/e+cdFtWV/vHPAAqKDZQmvRdRwN4Re0EsK2rUqLHETU92k83ub81udjebTbJJNpseE0vsRgFbLIlGhNhREURBadJ7lc7M/P44O6NIlwFmcD7P42NyuTP3DM4997zved/vt5CKigpAVI9cvnwZV1dXte1F7+qcP38eFxcXtd1lV7QCqGurQlfgYYHB8ePHI5VKycjIIDk5mcuXLxMcHKy01rSzs8PW1lalGy5aBEZGRjz11FPs2rWLXr16qVT4Wkvno00CdDFkMhnp6elN3qjm5iJzmZEhdnWkUlHG+fnnMG6cEDrRdKZOncqXX35JUlJSsz3qzeHl5cW5c+da9V4SiYRZs2YRHBzMgQMHWLx4scqDEalU2NW88w4sXw4ffiiSOKGhQqzrp59EudoLL4hyXlUnALKysjh69CjLly+vJ8TYp08fli9fTkREBCtX3kRPbxCHDg1AIpHQt6/4ju3aBb/8IpR2R48WKruPE7uXlZWxe/duzMzM8Pf3V0thoUepqKjg8OHDzJs3r1MXLnK5nNjY2Ba3u3QkFRUVymBfEfDn5OTQs2dPzMzMMDMzUyacUlNTVaIDompsbW05duyYSt+zvPxBEvfOHRH49+4tEoKLF9fd5c/MhJ07Rc/+zZvCykohMuriIhII338P69eDjw8MGtSLw4f1OHo0Bw8PM4qLRcIAhOjf3r3CGSA3V9iUnj4tksevviraBmxtxXs1JaEil8tJSkri2rVrxMfH4+rqypw5c7CxsWlzVVllZSW7du1ixIgR9UQ23d3dlQG+paUlMTExmJubAyJxXltbi66uLj179mTw4MGdbjn5pHL//n0iIiJ49tlnO3sojZKVlYVEImlSd0mLatHV1cXa2hpra2smTJiAVColPT2d5ORkLl26pEwK2NnZYWdnh42NjTYpoCIGDhzIvHnz2LdvH88884zWDaMLoU0CdDFyc3Pp1atXk6WupqawYEH9UlFXV7GoS0jogIG2M/r6+syZM4cjR47w3HPPtWlnWFdXF19fX3755RfWrFnT4oWqQlxl7969HD58mPnz56u0dcLAQCzov/9eLPKzsuDaNfGz8HAoLhYL84AA6NMHVBnnlZWVsXfvXmbNmtVg7z+Izz9ixAi++KKAESO64e9/iz17rPHy6sOWLaICZelSITh2+vTjJQCKiorYuXMnHh4e+Pn5qVVrSlOc91FvrgAAIABJREFUOHFCLXYas7Ky0NHR6dQdN6lUSn5+fp1gPzs7m8rKSszMzDA1NcXCwgJvb29MTU3rLezCw8PVdlEycOBA8vPzqaysfOwFaXQ0fPedKL3PzRVVPjNmiHn7978XO/iNKVIPGACHDgn70Koq8POD+HiRePPyEgkFDw9xDIQmjIeHHqGhuTz1lBlffy0SBT16iDlmxw5RCeDuLhIOVVXidW+9BZ991vTnKCkp4fr160RGRmJgYMDQoUPx9/dX2UK9traWffv2YWdnx9ixYxs85/r164waNQpPT0/i4+OVSYBBgwbh4OBAamoq165dY9q0aSoZk5bWEx4ezuDBg9VKFO5Rbt26hbu7u8Y8b7oiurq62NjYYGNjw8SJE6mtrVUmBS5cuMCBAwcwMTGpkxTQb0/v0i6Oi4sLvr6+7Nq1izVr1nSahpEW1aJNAnQxmtMDgLrlnSB2iC9cEGInXl7iT0tRN2HAh3FxcSE6OpozZ860Wd3U09OTX3/9lbt377bKb15XV5fFixezY8cOTp48yYwZM1S6cNDREdoOCQkQGCjK6kEkeb76SuzInToldgRVhWKxPWTIEDwVtcENoGg/sLc35v33ZTz/vBuBgRf4+GMjVqwYhGLt//LLQmm3taSlpfHDDz8wbtw4jRKtuX37NmlpaWxoDzn1VqJoBeioxWx1dTVZWVmkp6crg/68vDz69u2rDPiHDh2KmZkZ/fr1a9G4CgsLG01EdTa6urpYWlqSmprarFVgUZGYh3/9VfTYz50rEmMnT8KNG8KGb/r0BxU9ioqAvn2FyGZiIowaJfyqFYr/3bqBv7/o0zcyEn36jo4icTB8uEgIjxghhK3+/GeRkNPRMUUm+xVzcw9u3dKhqEi81sFBjCEgQFQdKOwCQbxPQ9TU1BAbG0tUVBTp6ekMGjSIxYsXt8htpTXI5XIOHjxIz549G51jFW0kbm5uVFdXU1JSwoABwgVAR0cHQ0NDTE1Nyc7OVunYtLScoqIioqOjeeGFFzp7KI2iaAVYsGBBZw9Fy0Po6elha2uLra0tvr6+1NbWkpaWRnJyMufPn2f//v2YmprWSQp0f3gS09Isw4cPp7i4WGmFrQltl1qaRpsE6GKkpaU1K2AXECD8Td3cRDLAx0eIAv7mN8ICxdLyQblpU8jlcqRSqVqrKM+cOZOvvvoKT0/PNgUKOjo6+Pn5cebMGZydnVsVNHXr1o2nnnqKbdu2ER4ezsSJEx97HI3xzjvi73/8QyzqZ84UNl5bt4pyXVVpvsnlcn788UcMDQ2bVZNXBCuBgeDsrMM//wkffTSG3/42hjfeOMyoUTP517+6c++e2K1sDTdu3OCnn34iICCgjie4unP//n1+/PFHlixZohYLkLi4OGYrVCVVTG1tLdnZ2aSnp5OZmUlGRgaFhYXKnX0bGxtGjhyJiYlJmxYTRUVFDBo0SIUjVy0KXYCmkgDV1fC73wl9jAkTRAIvM1O08jg7ixL8KVPEPVVRIXbm4+NF+f2//y2SaIaGImHw1lt1e/L9/UUZf0GBOD5kCMTGimsqfn7lihAXzcsDd3d9hg8vQyJJZPNmJ2xsHryX4nnRFDKZjOTkZKKiooiLi8PKyorBgwezePHidlk0yuVyTp48yf3791mxYkWj7UDXr1/H09MTPT09UlNTMTExqXeukZERFRUVbarc0PL4hIaGMnz4cLXeZczJyaGmpkZtE49aBHp6esqAH1AmBZKSkvj111/JyMjAzMxMeY61tbVaPJPVncmTJxMSEkJwcDCBgYEa0X6ppXG0SYAuRmpqKmPGjGnynCVLxMJx5kxh7xQbK0o+z50Ti8WffoLBg5u/lkwmQyKRqPUkYGhoyPTp0zl8+DDr169vU8LCzc2N8PBwbt++3Wqhrx49erBixQq2bt1Kjx49GDFixGOPoynGj4cXXxSVAVZWkJ2tWkHAS5cukZmZ2WRbxMPXS08Xwcc774hjzz+vi7v7YL7/Xp/U1G+ZPn0ps2f3b/H1ZTIZp0+f5vbt26xatQrTxrYg1RC5XM7Ro0fx9vZusdNEe1JYWEhpaalKhH6kUim5ublkZGQog/7c3FwGDBiAhYUFlpaWjBw5ElNTU5UnDRuzB1QXbG1tCQ0NbfIciURY7yn0Ga2s4Px5MS/b2Yl2AB8fUd4/bZrQ+LCxEboueXminSY7WziCHDokNEIU96C7O3h7w2uviUSDqanYyc/LE4kAIyP4z3+EVayTk3jfCxcGcfNmDPPnOzU65kfJzs4mKiqK6OhoDA0NGTJkCFOnTm13e8QLFy6QmJjIM888oxQnfRSZTMaNGzeU2hdZWVkN9nNLJBJMTU3JycnB5uHsh5Z2Jzc3l7t37/KSmkut37x5E09PT20rgIbxaFKgpqZGWSkQFhZGZmYm5ubmSvcBa2tr7U53A0gkEgICAti1axcnT55k5syZ2ntBg9EmAboQZWVllJWVNdvf+8wzMGaM8De1sYGNG+HAAaHq3BqkUmmjiy51YvDgwURHR3P+/HkmTJjw2O8jkUjw8/Pjp59+ws3NrdXJj969e/P0008rEwFNldI/Ln5+Qu37j38UIo/e3qpLACQkJHDu3DnWrl3baMZcLn9wva++EgGInp7QKxg4UFSYvPGGhJdfdmXw4J6Ul29hwABfRowY0eyDpLKykqCgIKRSKevWrWt3izdVc+PGDYqKili0aFFnDwUQrQCurq6t/h7LZDLy8/PrBPzZ2dn07dsXS0tLLCws8PHxwczMrN0XUVKplNLSUrW2N7SysiIrK4uamppGfx/duokEgCKBZmUlWgAMDIRo66JF4v6xsxMOIBs2iDl7+HAh+AdgZiZ2+hU7/IrbSVdXvP7FFx/4W3/8sThXcRvr6sLkyQ/G4+npSVjYl9TWzmlyji8tLSU6OpqoqCgqKioYPHgwK1as6LDkXHR0NJcuXWLNmjVN2oUlJCTQq1cvZeCfl5fX6HNS0RKgTQJ0LGFhYYwZM0atKzDkcjnR0dEsXbq0s4eipY1069YNe3t7pdhzTU0NqampJCcnExoaSlZWFubm5lhZWSkFCds7oakp6OnpsWTJErZs2cLFixeb3XjUor6ofwSnpcWkpaVhaWnZ7KJeIhHB2aJFQkX+5k2hMv+oUGBzqHsrgAKJRMKcOXPYtGkT7u7uyj7Qx8HJyYnw8HBu3rxZT326JRgZGbF8+XJ27NiBgYFBHQsrVeHsLAIEVSZni4uLCQkJITAwsEnBJsU1v/kGYmKEmNjBg0LI7PRpsQt5/77wG1+61JqCgrUcOHCAhIQE5s2b12hgn5+fz549e3B0dGT69Oka8b17mOLiYn7++WeefvpptUmcxcXFNSqgpkAul1NUVER6eroy4M/MzMTQ0FAZ8A8aNAhzc/NOEV0qKSmhV69eav196N69O6ampqSnpyt3oRpDMXVv2yZ2+0HofKxc+eDeevNNEbAXFsK6daIyIDRUJNsSEsQ99zAKy8C0NHEOPLANbYzevXtjbm7O3bt363mhV1dXc/v2baKiosjIyMDNzY0ZM2ZgZ2fXoTtCiYmJnDx5kpUrVzabBLp+/To+D/Ux5Ofn4+jo2OC5ikoALR1Hbm4uiYmJ+Pv7d/ZQmiQ1NZVu3bppXQG6IN26dcPBwUEp1ltdXU1aWhppaWlcu3aNw4cP06NHD6ytrZWJAVNTU7WuhG1PDAwMWL58OZs3b6ZPnz5q3ZKnpXHUYzWqRSWkpqa2qsx49GixM/Tpp0JITiJ5kAhoCQpLJU2gX79++Pr6cuTIEVavXv3Yi1WJRMLkyZM5fPgwgwYNeqzPb2ZmxpIlS9i7dy+BgYHNBgaPN07VvZdUKiUoKIjRo0dja2vb7PnvvSdKixVBzCefCEvKpUvFzqZUKnqXAYyNjVm7di2nT5/mm2++Yf78+fVsGBMSEggJCcHPz49hw4ap7oN1EHK5nEOHDjF69GilGnlnU1ZWRlZWVr3ftVQqJTMzk9TUVFJTU0lJSUFHRwcrKyssLCyYMGECAwcObHLXtSNR91YABQpdgJbc6z/9JEr158x5cOzh+/nMGVHJVVUlSvk/+EBU3aSnw9q1wuXlYRSvbW3uydPTk5s3b+Lu7o5MJiMxMZHo6Gji4uKwsbHBx8eHpUuXdkrJbFZWFkFBQSxevLjZqoOysjISExOZN2+e8lh+fj79+zfchmRmZsbt27dVOl4tTRMWFsbo0aPVXr09OjqawYMHa8ufnwC6d+9eJykgl8vJy8tTPhsvX75MSUkJlpaWykoBKysrta5kUTV9+/Zl2bJl7Nixg969e2urpzQQbRKgC5GWlsb48eObPCchAS5demAX5+gI//2v2J2F1gWPmtIOoGDEiBHcvHmTiIiINvXk29nZYWRkRGRk5GMHpdbW1ixatIj9+/ezdOlStegRb4wzZ86gr6/PuHHjGvz5o5oDvr4ikLl8GSZNEqKEn30Gd++Knz+qj6arq8v06dNxcHAgODgYHx8fJk2ahEQi4dKlS5w7d47AwMAWJSDUkcuXL1NTU9Po768zuHPnDg4ODtTW1pKUlKRc2GRkZGBsbIy1tTXu7u5Mnz6dvn37qu2iV1OSALa2tlxupt9KsWO/Z49Q6jc1fXBvXbokAv2EBCEM+M47oMgnTZgg/qgaNzc3Tp48ybFjx7h9+zZ9+vRhyJAhTJ8+vVOF24qKiti9ezdz5sxp0Zxw48YN3NzclAFmTU0NpaWljX5vFO0Acrlcbb/3XYm8vDyNqAKQSqXcunWLdevWdfZQtHQCEokEExMTTExMGDp0KADl5eXKaoFz586RkZFB375967QQ9O/fv0vPI+bm5ixYsIAffviB1atXt6nSVkvHozkRnJYmkUqlZGRkNCvyFR4u1OI/+QTmzxf/bW5eV026NdfUlEoAEAr/AQEBbNu2DVdXV/r06fPY7+Xn58f+/fvx8vJ67ESIvb09CxYsYO/evSxbtgxLS8vHHk97ER8fT3R0NM8++2yDD7KHEwC7d4vvkp2dcJtYswZ27oQVK0QioBmHNJycnNiwYQMHDx5k69at9OnTh/z8fNauXavWntFNkZ+fz9mzZ1m7dm2nlw3K5XIKCgpITU3l7NmzyGQyPvnkE+VOxoQJE7CyslL73biH0ZQkgI2NDcHBwU3OmRKJCPSPHxcaAW+9JdT///tfkRCYOVMo+ys0SRVJA1VTVFTEzZs3iYqKQi6XU1JSwqpVq9RicVdeXs7OnTsZN25ci8RZ5XI5169frxNgKr4zjd2PhoaG6OnpUVJSotZaE12FsLAwRo0apfbzTmJiIsbGxhox32jpGHr27ImLi4vSNlomk5GdnU1qaiqJiYmcPXuW6urqOkmBgQMHdjkXAicnJ6ZMmcLu3btZs2aNVjtBg9AmAboI2dnZ9OvXr9lSpPh4+NvfYNYsYR/38sswcqQoPW2uT/RRNKkdQIGJiQkjR47kxx9/ZOnSpY+dobWyssLc3JyrV6+2yaPeycmJgIAA9uzZw4oVK9SmXBxEv/XBgwcJDAxsdOdPsY7esEH4lLu5wdWr8Kc/iUTA+vWiyuTll4WtWXP06tWLefPmsXnzZjIzM5k7d67GJgBkMhkhISH4+vo2WnrcntTW1tYp7U9NTVX61t+/f5/ly5dja2vb6cmJtlBUVKQRFpE9evSgX79+ZGVlNZnsq64WLgBjxggB1+HDRUKgXz94pHND5Zoft27dIiYmhoKCAtzc3JgzZw5FRUXExMSoRQKgpqaGPXv24Orq2uI5NzU1FblcXqdMNS8vr9n70czMjJycHG0SoJ3Jy8sjISGBOQ/3vqgpClcALVoaQ0dHBwsLCywsLBg5ciQgxFMVz9/Tp0+TnZ3NgAED6iQG1LnarqX4+PhQVFTEnj17WLVqVZdLdHRVtEmALkJqamqLrL5SU0X///DhYmF58iSEhYlS7SlTRHVAS+9dTWsHUDB+/Hg2bdpETExMqx7qip03hW6Cn58fu3btwsfHp00TnqurK1KplF27dvH000+rhe2dTCYjKCiIkSNHNlhy+3AFwJUrokz51Clx/OpVoUS+dasoW969u2UJAIDMzEz27t2Lj48PTk5OBAcHk5KSwsyZMzXOrufcuXN0795duRhobyorK0lJSSElJYXU1FQyMzPp378/1tbWeHh4MHPmTPr27cvt27epqqqqpwegiWhKJQA80AVoKgnwyiviT0dQUlKiDPzz8/NxdXVl0qRJ2NvbK5O75ubmHD9+nPLy8k5141DMR8bGxkydOrXFr4uIiGDYsGF1FthN6QEoULQEODdXvqSlTYSHh2tEFUBNTQ1xcXFMmzats4eiRcPo3bs3Hh4eysql2tpaMjIySE1N5datW5w8eRIdHZ06goMWFhYat8EGMGnSJIqLiwkKCmLJkiUavcHwpKB5EZyWBklPT2/Roj4nR1hNgfCEdnKC1ath3z74/e9FOffEiS27pqa1AyjQ1dVl7ty57Nu3D3t7+yb7WxWBf02N2JGrqgLFekXhKXv58uVmtRiaw8PDA6lUys6dO1m1alWn7Bw/TGhoKHp6eo1aKirm9upqYU1WU/Pg+IgRMHWqcJ1YvBhaWigRExPDsWPHmDNnjvKBuWHDBo4dO8amTZtYtGiRxqgyp6enc/HixUbbKFRBdXU1KSkpJCcnk5SURF5eHpaWltjY2DBx4sRGS/vj4uI0Yve8OeRyOfn5+RgbG3f2UFqEra0tN2/ebNaRoT0pLS1VBv55eXm4uroyceJEHBwcGpzL9fX1cXR05Pbt250myimXyzl27Bg1NTUEBga2+H4qKyvjzp07zJo1q87x/Pz8ZrUEzMzMSExMfOwxa2me/Px84uPj6/37qCNxcXFYWVlpy5y1tBk9PT1sbGyU1UkKBx5FtcCNGzcoKCjA3NwcCwsLBg4ciIWFBQMGDFD7oFoikTB37lx2797NiRMnmD17dmcPSUszaJMAXYSMjIwWCY998YXwnQYR4MpkYGgo+rfXrGndNTU1CQCinN/Ly4vDhw832hZQVgbvvitUtWNihIhiYaH4ffXrB3/9K/j6+vL9998zatSoNu9UDx48mNraWrZv386qVas6LbhJSEggMjKywQBWUQEgl8MPP8BHHwkBQDMzEfD/8IM4Ly0NWiq5IJfLOXPmDFFRUTz99NN1WiL09fVZsGABN27cYPv27fj6+jJixAi1Lp2rqqoiODiY2bNnq7ScuLa2lrS0NJKSkkhOTiYzMxMLCwvs7OyYNm0aVlZWzVbmyGQy7ty5g5+fn8rG1Vncv38fXV3dTt2hbg22trYcO3aswwXnSktLuX37NjExMeTk5ODq6sqECRMaDfwfxdPTk8uXL3daEiA8PJz09HRWr17dqudNZGQk7u7u9Zws8vLylMJejWFqasqFCxcea7xaWkZ4eDgjR47UCDV1hSuAFi2qRiKRYGRkhJGRkdJ2uqqqioyMDDIzM7l79y5hYWGUlpbWSQwMHDiQ/v37q11iQFdXl8DAQDZv3szVq1c10tHpSUKbBOgCVFVVUVJSgomJSbPn/s/tBBA73Io1laLEvTVr09raWo1sB1Dg5+fH5s2bG3ULMDSE69dFgHvggGidKCuDjz8WwfArrwiNAUtLS27cuMHw4cPbPCYfHx+kUinbt29n9erVHd4PX1paysGDB1m4cGGDux6K541EAkuWiATA3r3w/ffCAnDiRNG7nJYG333X/PWqqqoICQmhoqKC9evXN1qV4eXlhZWVFUFBQSQmJhIQEKC2wd/x48exsbFps2+uQuxTEfSnpaVhamqKnZ0dEydOxNrautVtKPfu3cPIyKhL9Drn5eWpRa96S+nduzcGBgbk5ua2e8vP/fv3lYF/dnY2Li4ujBs3DgcHh1bP2c7Ozhw+fJjS0lJ69+7dTiNumOvXr3P9+nXWrl3bqpJxuVzO1atXWbhwYb3jLWkHMDExoaCgQOsQ0E4UFBRw584dXn755c4eSrOUl5dz7969et8lLVraC319fezt7etU91ZWVpKZmUlGRgZ3797l7NmzlJWV1asYUIfEgIGBAUuXLmXLli0MGDBAY52dngQ0N4LToiQrKwtTU9M23fiPs87R5EoAEBnLhQsXsnXrVuzs7OokUWprRQXAX/8qKiRSUkRg+8svQkjxpZdENQDA2LFjOXz4MEOHDlXJ5Dt8+HBlRcDq1avb5GLQGmQyGcHBwQwfPrzJ1pKNG+HiRfjPf4SYZHKySCYdOgSHD4vkyYQJon2iKQoLC9m7dy+WlpYEBgY2+13q378/a9eu5fTp03zzzTcsWLCgRb7rHUl0dDRpaWk8++yzrX6tTCYjKytLGfSnpKRgbGyMnZ0do0ePxsbGps27ZrGxsV2iFQA0LwkAohrg3r177ZIEUAT+t27dIisrCxcXF8aMGYOjo2ObkrV6enq4uroSExPD6NGjVTjiprl79y6nT59m9erVrS7DTkhIQF9fv57+Qnl5OUCzCcRu3brRo0cPrUNAOxEWFqYxVQC3b9/G0dFR7XULtHRtDAwM6iUGKioqyMzMJDMzk7i4OEJDQ+slBhQVAxKJhG3btvHMM8+wdetWVq9e3a7j7d+/PwsWLODAgQN1HJ7y7ldx4GoasVkllFTW0sdADzfzPgQOs6J/r9bfY8nJydjb27Nq1Sq2bdum4k/R9dEmAboAGRkZWFhYdPh1NT0JADBgwACmTJlCUFAQ69atUy6W9fTEbv+oUWBhAdOmCcXuZcuEkwJAZSUYGAjBr549exIbG9si26qWMHr06DqJgI7oRTx79iwSiaRRHQAFLi4QHAznz8O1a8LDXF8fXnsNAgJadq3k5GQOHDjAhAkTGDlyZIt323R1dZk+fToODg4EBQXh4+PDpEmTOj3zDUKp/sSJEyxfvrxFO/RyuZycnBxl0H/v3j169+6NnZ0dQ4cOZcGCBSqtdpDL5cTFxbFs2TKVvWdnoolJABsbGxITExusPHocSktLiYuL49atW2RkZODi4sKoUaNwcnJSaZWWp6cnoaGhHZYESE9P5+DBgzz11FOP9W8cERHB8OHD680r+fn5DBgwoEXzjZGREQUFBdokgIrRpCoAEIndjkx+aXkyUMxBEomEu3fv4ujo2OB5fn5+hIaGAtQL3nv06IGDgwMOD5X4KhIDGRkZxMXFcebMGcrLy7GwsCA6OhoQz42Hq5wUmynJyckq/YxOTk6MHTuWffv2MWz6Qjb9eo+zd3IBqKqVKc8z0MviP6fuMMnVhOd9nciJvcKXX37JpUuXyMvLw9DQEBMTE7y8vJgwYQIvvfSStkJLRWiTAF2AzMzMTlH61vR2AAU+Pj7Ex8dz+vRpZsyYoTxeUPBAE6C8XOyAOzmJn/3jH2IH3NkZXn9dwtixYzl37hzu7u4qm5zGjx+PVCplx44drFq1ql3L3xMTE7l27RobNmxoNKDetUv8LlauhKAgkQB55hnhLvHXv8LgwUIQsDmuXLnC2bNnWbhwYZ2HV2twcnJiw4YNhISEsG3bNhYuXNipVoIK9fJx48YxUKG82QBlZWUkJCQQHx9PQkICBgYG2NnZ4enpib+/f7sme7KystDV1W1R25AmkJeXh5PihtQQbG1tOXPmzGOXmcvlcvLy8oiNjSUuLo78/HycnJwYMWIETk5O7eagYW9vT0hISIe4MRQUFLB3714CAgJa5HjzKMXFxY2Wb7fEHlCBsbExBQUFXcJFQ50IDw9nxIgRGlEFUFxcTE5OjsbNM1o0Az09PWpra9m8eTPvvvtuvZ8ryv4V57WEhhID5eXlZGZmYm5ujpWVFWVlZbz33ntKO8Oamhp0dXXbpf1p9OjRBEXl8OG3l6hFomw9fpjK/yUEfrqVTfCWz8k78z16enrMnDkTV1dXampqSEpK4uzZsxw4cIDnn39eGXtYWlpy+/ZtbbL2MdH8CE4LmZmZnaI43RUqAUBkYv39/fnmm29wcnJSZmQHDBBigH/9q9j1NzODW7fA2Fgo369cKQLjjRvh3XddOXXqFCkpKSrtf5o4cSK1tbXs2LGDlStX1hO5UgX379/n4MGDLFiwoNEgtKpKCP298YbQRVi8GLZvF64S27bBsWOiBaAppFIpx48f5969e6xZs6bNwoe9evVixYoVnD9/nm+//baOq0BHc/bsWbp3786YMWPqHJfJZKSnp3P37l0SEhLIz8/H3t4eJycnJk+e3KGJC0UrQFfJoGtiJYCRkZFSDbqlwbRMJiM1NZW4uDji4uKora3F1dWVyZMnY2tr2yFzsK6uLm5ubty+fbtdnzX3799n586dTJo06bHbVq5du8bgwYMbrMZpiR6AAmNjYwoLCx9rDFoaprCwkLi4OF566aXOHkqLuHnzJm5ubl1is0OL+mFmZoaFhQVbt27l73//e73v2XfffYdcLsff35+DBw8+9nV69uyJo6Mjjo6OzJw5E3iQGMjIyKCmpoaKigref/99ZWLAzMwMc3NzBgwY0OwzJi8vj759+zaYhN516R5H07tTI5c18Mq61BTlkBe6Ax39nvz9uyD+tGJmnZ/LZDJ+/vnnOuPp1q0bbm5uLfk1aGmAzq+h1dImqqqqKC4u7pTdva6SBAAxSc6fP59Dhw5RVlamPP7CC9C3L5SUwPjx8Lvfwf/9n9AHmDMHPvtM9MJnZOgoqwFUiUQiYfLkydjZ2bFz506qqqpU+v4KHQAfH58Gd+WlUvG3vj7MnQunTws9gJQUyMyEnTtFy8Tbbz+wTmyI8vJyduzYQUlJCevWrVOZ84FEImHcuHEsW7aMU6dOceTIEWoUfoUdxL1797h27Rrz589HIpFQWlrK9evX2b9/P//+97/58ccfkclkTJs2jTfeeIMlS5YwbNiwDq9ciI2N7TIPy+rqasrLyzUu+y+RSJS6AE1RXV1NbGwshw4d4qOPPuLEiRN0796dRYsW8eqrrzJ79uwWq/urCnd3d2Ir2nmuAAAgAElEQVRjY9vt/aurq9m9ezdDhgx5bEVpqVTKtWvXGhVpbU0SQNEOoEV1hIeHM3z48HZJZrcHN2/e1LoCaGlX1q9fT1ZWFkePHq1zvKamhu+//56xY8c2KjJ89epVXnnlFby8vDA2NsbAwABnZ2d+//vfN5jA3LZtm1IboGfPnqSmpjJx4kRyc3MpLCzkT3/6E6tXr2bGjBm88sorHDhwgPfeew+JRIKnpydHjhxh8eLFDBw4EF1dXWUP/vbt2/nkk0/YuHEj3t7eGBoa0qtXL7yGjeTND76msqb5BABAVUYcyGXo2wxh+x2ISiuq83MdHR1mzJhRZyMjOTkZiURST+Ng9erVSCQSkpKS+Pzzz/Hw8FBWXr777rvI/1eSsH//fkaOHImhoSGmpqa8+OKLVFZWNji+06dPM3PmTOXv2sXFhT/+8Y8UFxfXO3fSpElIJBJqa2t59913cXZ2Rl9fH2tra958802qq6tb9Dtpb7TpTQ1HIQrYGcF4bW1tl0kCgCh5HTx4cIO2gbt2gbc3fP45FBWJwPeLL0Q7wOjRIlFgbu7FmTNnyMnJUanwl0QiYfr06Rw7doxdu3axYsWKVqvCN0Z4eDgymQxfX1/lsatXxc6/tzc83IFQWwuWlsIW8OZN0Qawbx88//wD14CGyM7OZu/evQwaNIjJkye3S/++paUlGzZs4Mcff2TTpk0sWrQIMzMzlV/nUSoqKggODmbkyJFcvHiRhIQEiouLcXR0xNnZmZkzZ3a4onpDFBQUUFZW9ljl1eqIIphTBy2I1mJjY8O9e/fw9vauc/z+/fvcuXOHuLg4kpOTsbS0xNXVFV9f305tdVFgb29PUFBQu7gESKVSfvjhB8zNzevMRa0lLi4OY2PjRuff1lSPKNoBtKiGwsJCYmNjNaYKIDc3l7KyMq2yuZZ25amnnuJ3v/sd3333HfPnz1ceP3z4MNnZ2bz33nvEx8c3+Npvv/2WkJAQfH19mTp1qjIJ+vHHH3P8+HEuXbrU5FxtZ2fHX//6Vz755BMAXn31VeXPvL29mT9/PjU1NWzcuJGqqirWrVtHt27dsLOzw9HRkZiYGE6cOEFubi7btm0jKysLNzc31qxZg0wmY+eBw5Rce58+Y5Mxmvh0s78LnR5irLVFWVRUV/NlaDxfr2ib69brr79OaGgoc+fOZfr06Rw+fJg///nPVFdXY2xszB//+Efmz5/PhAkT+Pnnn/niiy+QSqV89dVXdd7nm2++4bnnnsPQ0JDAwEBMTU0JDQ3l/fff58iRI5w7d67B5/SyZcsIDw9n1qxZ9OnTh2PHjvHBBx+Qk5PD1q1b2/TZVIE2CaDhKLzCO4OuVAmgYPLkyUp/U8VuklwOFy6IKgAQrgDTp0NiotgZHz8exDyrx8iRI7lw4QLz5s1T6bgkEgmzZ8/myJEj7Nmzh2XLlrW5/zc5OZmIiAieffZZZTD17bfwzjuitD8uDv7yFyGIOGCA0AOQy8VnHTMGjh+HioqmEwCxsbEcOXKEGTNmKD1w2wt9fX0WLlzIjRs32L59O76+vowYMaJdyt+LioqU/r0VFRXExsbi5OTEnDlzsLS0VLvgNC4uDhcXF7Ub1+Oiia0ACmxtbbl06RIgPoeizD8nJwdHR0c8PT2ZP3++2u2W6urq4uzsTFxcnErsUBXI5XJ+/PFHdHR08Pf3b9P9qhAEbAipVEpRUVGLq5AUSQCtTaBq0LQqgOjoaDw9PbvMnKlFPenduzdLly5l27ZtpKWlKRP13377LX369GHx4sUN6gUA/OlPf+KLL76otw7fvHkz69at48svv+TNN99s9Np2dna8/fbbyh39t99+u945inVmfHw8Tz/9NFu2bEFXV5eSkhKys7O5c+cOJ06cICsri6lTpzJ+/HhsbW3xX/QUP/WZTvW+v1Ny/gcMXcfR3axpDSj9gW7o9jGlJjeZrF3/x0HvaTztqsvooUMeO9a4evUqUVFRSqeYt99+GycnJ/7973/Ts2dPrl69iru7OyAqq318fNiyZQt/+9vflMnke/fu8fLLL9OrVy8uX75cp6Ly+eef56uvvuIPf/gDmzZtqnf9hIQEYmJilM+df/7zn3h5ebF9+3b+9a9/YW5u/lifS1VoZzcNp7OTAF2tV05hG3jmzBlyc4WKqUQCTz0ldsALCkT5//nz8Ic/wO7dD5IDACNGjCA2NpaSkhKVj02hXdCnTx/27dvXYqGYhigrKyM4OJj58+crM8WFhaK3/6efRJn/c8/BgQNw9Kj43GIM4m/Z/6q7GlvPyeVywsLCOHbsGMuWLWv3BMDDeHl5sWbNGiIjI9m3b5/SFqwt1NTUEB8fz4kTJ/jiiy/47rvviIqKQkdHh5deeon169fj5+eHtbW1Wi4au1IrALRO4E2dkMlkVFVVUVJSwqeffsr27dspLCxk4sSJvP766wQGBjJ48GC1DZQUugCq5Pz582RmZrJo0aI23Tv5+flkZ2crF3SPUlRURO/evdHT0+PcOaFtAmKu+93v4NEODQMDA7p161anPUzL41FUVERsbKzGqOzL5XJtK4CWDmP9+vVIpVK2bNkCiKDz559/Zvny5U0KQjemCbNmzRr69OnDyZMnVTbG7t278+GHH6Knp4dEIqFv3764uLhgaGioDLKnTJmCo6MjXl5eHLiaho5ed4wmrQbklN0KbfYaOt0NMF30Ft1MHahKiyH76CeMHzmU3r174+vry5dfftnqlti33nqrjlVsv379CAgIoLy8nOeee67O80JfX58lS5ZQXV1d5zm3c+dOqqurefHFF+uto/75z3/Su3dvduzY0eDY3n///TqJZ0NDQ5YvX45MJiMiIqJVn6U9UL/VqpZWkZGR0aQaeXvSFSsBQNgGTp48maCgIGWgvXq1EAl85RXx5w9/EEKBBgYiIH4QFPfAy8tLudOnanR0dJg3bx76+vrs378fqaJpvxXI5XJCQkLw8vKqY0tjZAS6unDihPj/NWtg3jxR7XDtmjim+JxNrdVramoICgrizp07rF+/vp5Xd0fQv39/1q5di5GREd988w1paWmtfo+ysjKuX7/O3r17+fDDDwkLC6Nnz54sWLCAVatWkZ+fz/Lly9W+L72srIzs7OzHdmJQR/Ly8jTG5aCsrIyoqChCQkL46KOP+PHHH+nXrx+enp689tpr+Pv7q9zSr71wcnIiLS2NiooKlbzf7du3uXTpEk899VSbW5wiIiLw9vZu9PeosAcEkeDs2RNu3IAPPgBbWyH0+ihaXQDVEB4ezrBhw9rV4UaVpKeno6Oj0+m7dFqeDEaNGsXgwYPZsmULMpmM7777DplMxvr165t8XU1NDZ9//jnjx4/H2NgYXV1dJBIJOjo6lJSUkJ6errIx2tnZNdhmlZ6ejkwmw8TEhIqKCuLj4zl06BDbPvuA7DM7KIv9VYw1L7VF1+luas/ANZ9ivuo/9PN7Bpcx0zE1NSUsLIwXXniBUaNGtUqwtaHKMEXM1JD2jGK9+vCa8dr/FsCTJ0+ud76RkRE+Pj5UVlY2qJnT0PWtra0B1EJ4Vv1XHVoapbq6utNEAUFoAqjrjlVbGTp0aD3bwC++EAKBD7f9yOX1A+LRo0ezadMmJkyY0C42SDo6OixcuJD9+/cTFBTU6h20X3/9lZqaGvz8/AC4c0c4HgwYIBbCly5BRAQMHw4LF0JODrz6qjjW3McpLi5m7969mJqasnr16k4NbHR1dZkxYwZ2dnbs2bOHiRMnMnLkyCZLe/Pz85Xl2YrA2d3dnYCAAOUCVmHp4+fnp1Lth/bizp07ODo6akSQ2VLUuR1A4QgRHx9PfHw8+fn52NnZ4eTkhJ+fH/369ePatWskJSVpXJl59+7dsbe3586dO3h5ebXpvTIyMjh69CjLly+nT58+bXqvmpoabty40eSi+eHqET09UdV06JBI6q5dC99/X/81ipYAGxubNo3vSaaoqIhbt25pjBYAiFaAwYMHa9z9qUVzWb9+PS+//DInTpxg69atDBs2DB8fnyZfs2TJEkJCQnBwcGDevHmYm5uj/z+F5k8++USlQtKNJcQU90hkZCSRkZGNvl5W07DYXmPoWzijb+HMeDdTNq8aweXLl1m1ahU3btzgb3/7m1LHoDka2qRRrIWa+tnDAtMK4b/Gqq4Vx4uKiur9rCGdAMU1HmcTT9V0nVXhE0hWVhYmJiadthtfW1vbbr7UnY1EImHu3Ll1bAN1dB4kAKRSsWuuWCOcOQPdugl9gH79+uHk5MTVq1cZN25cu4xPV1eXRYsWsW/fPkJCQliwYEGLEgH37t3j0qVLSh2AvXvhm2+EwB+Aj4/4LEePis84ahT89rfiWG4u/C+B2SCpqan88MMPjBkzhjFjxqjNAsrV1ZV169axf/9+UlJSCAgIUD4o5XI56enpSt/1yspKXFxcGD9+PPb29g0Gzr/88gt9+/ZVaV90exIbG4unp2dnD0NlyGQyCgoK1KodoLS0lPj4eBISEkhISKBv3744Ojoybdo0rK2t683RDg4O/PLLLxrZb65wCWhLEkCRLJw7d65KKtlu3bqFpaVlk7aL+fn5yoVs797wr3+JVoCwMDHXNWQqorUJbDu//vqrRlUByGQyYmJiWLNmTWcPRcsTxNNPP82bb77Jhg0bSE9P5y9/+UuT50dERBASEsLUqVM5duxYnbW4TCbjgw8+UOn4GntOKQLp1157jY8//lh5/NV91zkYmdHm6/YxEJ9r5MiRfP7550ydOpVffvmlze/bGhSfMSsrq0GnhszMzDrnaRLadgANpjP1AEBUIqhKpV4dedg28NG+cl3dB6Xx+flw8iQ8LOA6duxYLl261Ka+/ebQ09Nj8eLFlJWVceTIEaXlSWOUl5cTHBzMvHnz6NOnD8HB8I9/CJtDU1OxELa2hjfegPJy4Yjw5pvw3ntw/bpoF2gIuVzO5cuX2bt3LwEBAYwdO1btAhsjIyPWrFlDjx492LRpE1euXOHIkSN8/PHHHDp0CIB58+bxu9/9jrlz5+Ls7NxgAkAh8hIQEKB2n7EhqqurSU5OxtnZubOHojKKioowNDTs1ASkVColOTmZU6dO8fXXX/Pll18SHx+Po6Mjzz//PL/97W+ZNm0adnZ2DSZp+/Xrh76+Pjk5OZ0w+rbh4uJCYmLiY1scVVVVsWfPHkaPHq0ynYqmBAEVPGwPuG+fsDTdvBnMzSE9Xcx7j6J1CGgbxcXFxMTEMHbs2M4eSotJSkqiX79+KrOx1aKlJfTr149FixaRlpaGoaEhTz31VJPnKxwDAgIC6j0LL1++3KqWLV1d3cfelR45ciQ6OjqEh4fXOe7Y34BubYwwDfR0cLN44G6g0K9qbq2rahQVGaGhofV+VlRURGRkJAYGBo3q0agz2iSABpOZmdlpegAgFnP6TZnDdwEetg18dOLR0RGl8q+9JhICTz8tgmcAMzNzTE1NiY6ObtfxdevWjaVLl1JQUMCPP/7Y6OSo0AEYPHgwzs7O5ObCjh0waRJ4eopF8N//Du+/D5GRok925UqorobsbAgNhV696r9vZWUl+/fv5/r166xZs0Ztg82KigpiYmIoLy+npKSEEydOUFVVxerVq3nhhReYOnUqVlZWTQb2ZWVlHDp0iPnz52vMrlZycjIDBw5sl7aUzqKzWgGKioqIiIhg3759/Pvf/+bnn39GV1eXOXPm8MYbbxAYGIiPj0+L7fPs7e1JTExs51Grnh49emBlZdWobVVTyGQygoKCsLS0ZMyYMSoZT1ZWFiUlJc3OPQ9/b8zNhRjghAniZzY2Wk2A9uDXX39l6NChGjNfwgNXAC1aOpp33nmHkJAQTp482exzxM7ODqgfmObk5PDCCy+06rr9+/cnNzf3sbReTE1NWb58OREREfzjH/8gPz+fEydOkHflwXq0pjCTmqKsZt+rKiOO+1GnkNWINgY5sGiocEuoqanh/fffB2DixImtHmdbWLFiBd26deOzzz6r99x76623KCkpYcWKFRoZD2nbATSYjIwMRo0a1WnX7+qVAAoasg0EsTv++utgYgIvvQRBQcJib9MmsLcX1QAnTpzA29u7XXeNu3fvzrJly9i5cycnT55kxowZ9a537tw5qqqqlDoAJibwzDNw8aL4DEeOwJIlold240bhBrBihdAFULQ+PEp6ejoHDhzA2dmZhQsXql3PeWFhobK/PyMjA3t7e1xdXZkzZw5lZWX88MMPnD9/nlmzZjU7drlczqFDhxgyZAj29vYd9Anazt27d3FycursYaiUjkoC1NbWcu/ePWVvf3l5OU5OTri7u+Pv74+hoWGb3t/BwYHr16+rLBjuSBQtAR4eHq163U8//URtbS2zZ89W2ZwYERHB0KFDm2yHqqyspLq6GkvL3jR12UdNXbSVAI9PSUkJN2/e5MUXX+zsobSYmpoa4uLimDp1amcPRcsTiI2NTYv1R0aMGMG4ceMIDg5m7NixjB8/nuzsbI4fP46rq2urNginTJnClStXmDlzJhMnTkRfXx8vLy/mzp3botd//vnn3L59m7/85S98+umnDB06lEGDBqFzOZTMxDtUZ95lQMAbdOvXtNCm9H4B+cc+oeDnr9G38sDZ1Y2P3g0nMzNTaUPo5OTUbKuEqrGzs+OTTz7hhRdeYOjQoSxevBgTExPOnj3LhQsXcHNzUyYoNA31WrVraTHV1dUUFRV1qjDZk1AJAA9sA7du3YqlpSUWFhbcvw9vvy0SAe+9B9u3w1dfid3ytDSRBLC3t0dXV5e7d+/i4uLSrmPU19dn+fLlbN++nVOnTjF16lTlIjslJYWLFy+yfv16bt/WpaAAvLwgIEBUM2zdCn/6k3BAAFH2n/qQkOujCQC5XM7Fixf59ddfmTNnTqsDgfYkJyeHmJgYYmNjuX//Pi4uLowePRoHB4c6JXOGhoasX7+eI0eOsHnzZhYvXtxkP/Hly5cpKytTJlE0AblcTnx8fLNlhZpGXl5eu1RASaVSMjIySEpKIjk5mbS0NMzNzXFycmLBggVYWFioNJlnb2/PoUOHNNJlxdXVldOnT7dq7JcvXyYhIYG1a9eq7PNWVVURExPD888/3+R5ilaA0lLx7/eXv4hqgKefFuKuu3ZBaWn91/Xs2RO5XE5FRUWXFcFtL86fP4+3t3ebk2UdSWxsLJaWlvRqqOxNixY1QldXl8OHD7Nx40aOHTvGp59+iqWlJevWrWPjxo2tWpdt3LiRoqIijhw5wrlz55BKpaxatapFSYC8vDzCwsJYuHChsg324sWLhIaGYjzABD39ARhOWY+BfdMihwAGtl4MCHiDiqTr1GbHk3rpBB/8XEyfPn1wc3PjlVde4YUXXmhxtZ0qef7553FycuLDDz8kKCiI8vJyrK2teeONN/i///u/BgUANQFJa3orhg8fLlcHX0MtQoTtxIkTzVqItCdfffUVCxcuxMzMrNPG0JHExMRw6tQp1q9fT8+ePfnHP8DFBby9hcCUVCqUpo2NxY5S//4QFXWTq1ev8Mwzz3TIGMvLy/n+++9xc3PDz8+P8vJyNm3axOzZs4mLc2HjRlH6qgj+jY2FO4Cz8wORwz//WSyIP/204fc/dOgQ9+/fZ9GiRU0Gzh1Fbm4uMTExxMTEUF1djYeHB+7u7lhZWTUrlqjQMwgLC2Pu3LkN9ihnZ2ezfft21q5dq1F9onl5eezYsYNXX31VI/QLWsrWrVvx8/NTlkM+LjKZjKysLGXQn5KSgrGxMXZ2dtjb22NjY9PubRTffvst06dPx9bWtl2v0x5s2bKFiRMntqjSRGEbtWbNGpXOGVeuXCEpKYnFixc3eV5UVBR3797lN7/5DSAETx91cW3oGMA333yDv79/p1idairl5eV89tlnPPfcc212fuhIduzYgY+Pj7YdQIuWZsjNzSUsLIzExERGjRrFqFGj6mwKFhQUEBYWxsmEMkKLjamokbX4vXt00+HPs91ZMdquHUb+ZCCRSK7K5fJm1au1lQAaSkZGRqeKAoLYhXkS2gEUDBo0iIyMDIKCgli+fDlvvSUCzAsXoEcPGD0avvwSsrJEcP3uu+Dp6cGZM6dJT0/vkEVkz549WblyJdu2bUNXV5f09HQ8PDxISXHh9ddh717hABAQIHr/J0+umwD4+mv46ScIDq7/3ikpKQQHB+Pu7s7ixYs7dfcyLy9PGfhXVlbi4eFBQEBAs339jyKRSBg1ahSWlpYcOHCA1NRUpkyZokwe1NTUEBQUxPTp0zUqAQAPWgG6UgIAxOLjcdoB5HI5OTk5yqD/3r179O7dGzs7O4YOHcqCBQs6vHfZwcGBhIQEjUwCuLm5cfv27WaTADk5OYSEhLBkyRKVJgDkcjkRERFKC9emyMvLq3P/6uqK3f+lS8Xct2dPwy1P8KAlQJsEaDlXrlzBzc1NoxIAxcXFZGZmdrnKKS1aVElOTg5hYWEkJSUxevRo/P39lcG/VColKiqKy5cvk5ubi1QqZaSNDePGufPPY7FU1kppat9ZIgEDPV3+PNtNmwDoILRJAA0lMzMT66b82jqA6urqJ6Id4GGmTJnCzp07OXPmDJMnTyEyEsaNAzc3OHAAZs2CZ58VQoESCUgkOgwbNoyIiIgOW0QaGhqycuVKvv76a6WDQFSUCPB9fESp/+XLYqd//36RvFi+HK5ehcOH4Ycf6loByuVyzp07x8WLF5k7dy6urq4d8jkeJS8vj1u3bhETE0NFRQUeHh74+/tjbW3d5kDXysqKZ599luDgYL7//nsWLVpE7969OXnyJObm5gwZMkRFn6LjiI+P1xgbw5ZSXl6OXC5vUYmxXC4nPz9fGfQnJydjYGCAnZ0dnp6e+Pv7d3rZr8IqUBNxd3dn8+bNzJkzp9GKm/v377N7925mzpzZ4l7XlpKamopUKm2RRkd+fn6dKp/du0XV1iuviHl63DhxrCG0NoGto7q6msuXL3dY9ZuqiIyMZNCgQWqnbaNFizqQnZ1NWFgY9+7dY/To0cydO7fe+j87O5vDhw8r/19PT49Ro0bh4WHHEKt+fBkaz5m4XCRAZe2DygADPR3kgJ+rCc9PcmKIlWaW1msi2tlOQ8nMzGTkyJGdOoYnRRjwYXR0dPjNb37Dt99+y8CBA/HxcWfTJrC1haFDoWdP+OUXSEqCmzdFUsDb25vPPvuSGTMqO0ylvbi4GLlcjo6ODufOnaujpvrtt8LR4M03YcsWOH5cVAaMGiUqBR7evCkrKyMkJITq6mrWr1/f4T6o+fn5xMTEcOvWLcrKyvDw8GDOnDkqCfwfpWfPnixfvpywsDA2bdrE8OHDSUhIYMOGDRq3m15dXU1aWlqzZdKahkIUsLF/j8LCQpKTk0lKSiIpKQkdHR3s7e1xdnZm+vTpaufja21tTU5ODpWVHTc3qAojIyN69epFampqg5UMNTU17N27F29vbwYPHqzy60dERDBs2LAW3ZsP2wNKpRASAv9zBm0WY2Nj7t2715ahPlFcv34dGxubTnHweFzkcjmRkZEEBgZ29lC0aFErsrOzOXv2LCkpKYwZM4Z58+Y1uu4fOHAg/v7+HD16FBD3lYODAwBDrPrx9Yrh5N+v4sC1NGIzSymprKGPQTfcLHqzaKgV/Xs9WZuK6oA2CaCB1NTUUFBQ0KmigFKpFLlc/kRmzQ0NDQkMDGT37t2YmJiwdu0AJBKorYV//hMqKyEjA/r2FbtLP//cC2dnB6KiojokcVNRUcGBAwcICAjA0tKS7du3I5PJmDRpEiCsABWsWSOqAZKShCDgwwmA5ORkgoOD8fLyYtKkSR1W/l9QUKAM/O/fv4+7uzuzZs3C2tq62R7/tiKRSPD19cXIyIiDBw8ydOhQjax2SUpKYuDAgRo59qZ42BlALpeTl5dHamoqqampJCcnU1NTg729PXZ2dkyaNAkjIyO1TuDo6elhZWVFcnJyg3oU6o67uzu3b9+ulwSQy+UcPHgQY2NjfH19VX7dsrIy7ty5w6xZs5o9V1ERokgC6OqKBMBrr7XsWkZGRly/fr0tw31ikEqlXLhwgUWLFnX2UFrFvXv36N69e6e3WGrRoi5kZWVx9uxZ0tLSGDNmDPPnz29206+8vJxLly7h7e1NdHQ0JiYm9ZLb/Xvps2GiY3sOXUsrePIiuC5AXl4e/fv379QA/ElxBmgMS0tLpkyZwr59+1i3bh36+vp89hmEh8P778OwYeK8SZNEmf2wYcM4ceIEI0aMaNegRGFl5+bmpgwqVq1a9VAiwA8dnQfX37sX8vLqlv/LZDLCw8OJiIhg3rx5HWIxV1hYqAz8S0pKcHd3Z8aMGdjY2LR74P8oMplMad2WmprKnj17WLBggUapg8fHx3c5a8Da2loSExOprKxkz549pKamoq+vj7W1NdbW1owdO7bJKgF1xcHBgcTERI1NAuzevbueLekvv/xCaWkpK1eubJd/j8jISNzc3Fp0T5aUlNCjR486z6tx4+DFF4Ut6sOdJUOH1n+91iaw5cTExGBkZISVlVVnD6VVREZGtruVrxYtmkBmZiZnz54lPT2dsWPHsnDhwjrOSo1RVVXFrl27cHFxYerUqYwaNYqampoOGLGWtqBNAmgg2dnZnVoFAE9mK8CjDB06lPT0dA4dOsSCBYHcvCnh739/kAA4fhzKy8Xuup2dHVKplNTUVJX3xj7MlStXKC0trVPW2KtXrzqJgClTplBdLWH7dvjvf0UlgImJOLe0tJSQkBDkcjnPPvtsu1qxlJaWEh0dzc2bNykuLsbd3Z1p06Zha2vb4YH/w5w/fx65XM6UKVOQy+WcOnWKTZs2ERgY2C7WdKqmq1gDlpWVkZKSotzpz87ORkdHBxsbG4YMGYK/v3+nWAWpGgcHB4IbUuLUAExMTNDV1SUzM1N5b0RGRhITE8PatWvbJVEtl8u5evUqCxcubNH5iqT5w5w/L/5+2GDczjIAACAASURBVG5aIhGtXI/Su3dvqqqqtM+8ZlBox0ybNq2zh9IqqqqqiI2N1bhxa9GiSjIyMggLCyM9PZ1x48bxm9/8pkXBP4gE/d69e7GwsGDKlCkAmJubt+dwtagIbRJAA8nJyen0JMCT5gzQGLNmzWLbtm1cvnwee/txfPwx6OmJ3f+EBFi/Xqjv19ZKGDZsGFeuXG23JEBeXh6hoaEN+nAbGhqyatUqduzY8b+KgGkMHCghOFjYHAIkJCQoS+B9fX3bJRCvrq4mNjaWqKgo0tPTcXNzY+rUqdjZ2XVI4J+RIZwbDAxEb/CjHQ7p6elcvHiR9evXK8czY8YMrK2t2bVrF5MmTWL48OFqvWOUn5+PTCbDRJHZ0QAUpf0PB/1lZWXKXf7JkydjaWnJ119/zfTp0zWq37g5zM3NKSsro6SkRKPU1EG0zyhcAgYOHEhycjKnTp1i9erV7eYPn5CQgL6+fouFVh9uBVBw5kzLryeRSJTVANqFbePcvXsXiUSCo6NmlfrGxMRgb2/fbt9XLVrUmYyMDM6ePUtmZmarg38QLUAHDhygV69ezJ49W63XRlrqo00CaCA5OTlqIQr4JLcDKNDT0yMwMJDvvvuOZcssqKx04M9/Fir87u4wfz6cOCGsA//zH2/Onv0vZWXlGBqq1opMKpUSEhKCn59fvQWvAoV94I4dO/jll5PMni1KeGUyGaGhoURGRrJw4cIWqW23BplMRlJSElFRUcTFxWFjY4O3tzdLlixp1cPm8a8v9Bq6d4dp0+D11+GZZx4kABIToaAAXFyqCAoKYvbs2fUE5Dw8PDAzM2P//v2kpqbi7++vtkkwTbAGrKmpIT09XRnwp6amYmBggI2NDdbW1owZMwZTU9M6n6G2tpbS0lKV2sypAxKJBHt7exITE/H29u7s4bQad3d3Dh06hLe3NwcOHGDhwoXtmqSJiIhoVSKuoUqA4mL4298gLEz8v6+vqApoTDfSyMhImwRohnPnzjF+/Hi1nncaIjIyknHjxnX2MLRo6VDS09M5e/YsWVlZjB8/nsDAwFZXbsnlcg4fPoxMJmP+/PmdWsGp5fHQJgE0EG0lgHrRt29fFi5cSFBQEK++ug4jo37o6gqxvXfeEQr8gwbBwYM9cHV1JSrqBmPGjFHpGMLDw+nZs2ezlnA9evRg5cqV7Ny5k2PHjjF+/HiCg4PR09Pj2WefVallWlZWFlFRUURHR9OnTx+GDBnCtGnT2tWWTS4Xf4Q9ozimoyMSAABTp0JEhEgCnDgBf/yjSAbMmAEuLqewt7fHw8Ojwffu378/a9eu5dixY3z77bcsXrxYLXfb4+PjGTFiRGcPQ4lMJiMvL4+MjAzln5ycHExMTLC2tsbb25u5c+c2W9qfn59Pv379OkygsiNR6AJoYhLA0tKSyspKduzYgZ+fn1INuj0oLCwkJSWlxa0AIL43zs7OdY6tWQOensIOFWDHDjEnNNaVobUJbJqUlBRKSkoanTvVlby8PAoLC+t9P7Ro6aqkpaVx9uxZcnJyGD9+PIsXL36sti25XM7x48cpLi5m+fLlXfK5/CSgTQJoGBUVFVRVVXW61ZW2EqAu9vb2jBs3juDgH1ixYg0ffaTH0aPg7Q1374qee19feOONMVy9eoDRo0erbMckPT2diIiIFlvZGRgY/D975x0W1Zn2/88wIF1BUUREBEVBVGI3iBqNxrKKHbFDbEnctH03b7Ylm93N7rWb95dsysY0FbuCvQQragyGXiwoClJUpHcY2jDn98fZQVHqMMAA53NdXCBzznNukDnnee7ne39vVq9ezfbt24mNjWXy5MlMnjxZK/EUFRVx8+ZNbty4QUVFBSNGjGDdunWtsjMoCOIuv0wmLvSfXfyXlUFFhfj5jTfEXb6SEsjIEF+PjYXXX4fNm8XdoGvXUli5cmOD1zQwMGDBggXExMSwc+dOZs+e3SrtzzSlvVsDCoJAXl5erQV/RkYGpqam2NraYmNjw7Bhw7C1tW22CuTpzgCdDUdHRy5fvowgCB1uJ1WlUiGTyejRowdj1IYorUR4eDijRo1qVgI6Pz+fnj171vre/ftw5MiTf//5z+K9uj569uxJenp6c8PtMly7dg13d/cOtxMYGxvLyJEjO1zcEhLN5eHDh/z000/k5OTg4eHB8uXLNfZsEQSBoKAgHj16xLp169pE0SnROkhJgA6GWgXQ3hNFySTpeSZOnEhaWhpHjpzn55/n8NlnMp5WGQYGgkplzd69eqSmpmJvP5CW/jdWVVVx7Ngx5syZ02STtOrqan7++WcqKiro1asX+fn5LVp8VFRUcOfOHW7cuEF6ejouLi7MnTuXAQMGaO3vVL3AV38G8fPTyWeZDHJz4bvvRF+Gc+fgtdcgOxvs7eF//xf27RO7NwD07y9Kgm/cKCUtLYe33/Zu8t/0qFGjsLGxISAggAcPHjBr1iydaJfZlq0BBUGgsLCw1oI/PT2dbt261Sz4p06dio2NjVY6K3TmJIClpSXdunUjOzu73VVezUEQBE6dOoWFhUWrO0FXVFRw/fp1Nm/e3ORzBEGguLj4uXujsTEEB4OHh/jva9fE79WHpaUlcXFxmoTd6cnKyiItLa3DtQVUqVRcv36dtWvXtncoEhKtRkZGBpcuXSIrK4vJkyfzwgsvtHjX/qeffiIhIYF169ZJm4EdnPaftUo0C10oBQCpHKAuZDIZnp6ebNu2jX/8I6pGmn/rFoSHw/790Lu3DEfHOURGRjJw4MAWX/PChQv069cPV1fXJh1fUFDAkSNHMDY25rXXXkNfX58DBw5w8uRJPD09m7wjolKpuH//Pjdu3CAhIYGBAwcyduxYhgwZopXFsCCIn59e8D9r5FdcDH/7G8TEQL9+8M9/iooLf3+xQ0NQkHjcyJHi775fP3jvPfj0U7hzB1avhhEjKvHzO0tp6cts22ZB//6ikWNT6Nu3L5s2beLEiRP4+fmxbNkyLCwsWvyzt4SEhIRWk7aWlJSQlpZWa9Evk8lqFvwvvvgiNjY2rVbukZub2+FMx5qD2hdAF+7vTSU4OJisrCzWrl3Ll19+SWFhYaup1GJjY3FwcGjW+OXl5cjl8ueeVd98A+vWid4AgiCahe7aVf84UpvA+vnll1+YMGFCh9sNTExMpEePHjpZ0iUh0VJyc3O5cuUKKSkpLZL9P0twcDBxcXGsW7cOExPteltJtD1SEqCDoQvtAUEqB6iPbt26sXz5cnbs2EHfvn3p3bs/W7eCoSF4e8P48bB0qT2CEIijowJjYxNcXDS71v3797l79y6vv/56k46Pj4/n9OnTuLu78+KLL9bs0q9cuZIDBw5w/PjxBs1dBEEgIyOD69evc+vWLSwsLBg5ciRz5szR6GFQXi6WSjg5iW79T/O0gKCqSnTzfuUVUf4/cqQo5T9+XEwEfPIJnD8Pb74p1vaOGwfDhomlAOo/0fR0sQYYYOBACAkBZ2eBu3dPMX26Ae7uFoSHQ3PXr0ZGRnh5eRESEsK2bdvw9PRkiLrdQhujbg24cuXKFo9TVFREZmYmGRkZNQv+qqqqmgX/6NGja+r420qVlJOTw4QJE9rkWu2Bo6Mj169fZ+LEie0dSpOIi4sjMjKSDRs2YGRkxNChQ7lz506rxC8IAmFhYSxatKhZ59WlAgBR+n/9OhQVif9urClDjx49KC0tRalU6oTiR1coLCzk3r17vPnmm+0dSrOJjY1l1KhR7R2GhIRWKSoq4qeffqq5F8+fP19rG3ahoaHExMTg4+PTqt5OEm2H9DTrYGRnZzd517c1qaiokJIA9dCrVy88PT05dOgQcvnrpKYasWsXqJXMnp56pKRM51//yqdvXxM+++z5VnWNUVZWxsmTJ1mwYAFGz66gn0GpVHLhwgXu3r2Lt7c3/fv3r/W6gYEBK1aswN/fn6NHj7Jo0aJacrGysjJu3rxJTEwM5eXljBw5El9f33q7EDRGVBRs2SIu0nv2FBfsX31V+5j0dNi7V6zZv3ULZs+GCxdg9GixpWF5ubhzt3Gj2InB1RWWLRMVF8OGiTt8KpU41qxZcPCg2BkgOxtKS0WVwMiRUXzzzRAePRrOwIHiWDY2zf95ZDIZ7u7u9O/fnyNHjvDo0SOmTZvW5iU7OTk5CILQrJ2tyspKsrKyyMzMJDMzs+ZruVyOtbU11tbWDB8+nFmzZmFhYdFuZUjqFoKa/s11BBwcHDh58iTV1dU6b7KUlpZGYGAga9asqVlkOzs7ExIS0ipJgHv37mFsbPzcvasx6mu7OGgQTJwIkyfDlCniPaMh9PT0sLCwID8/X9o5foqQkBBeeOEFrZT7tCUKhYKkpCQ8PT3bOxQJCa2gUCgIDg6uSW69+eabWn1fRkREEBYWho+PT5NLTyV0HykJ0IEQBEGnlADSjaB+hg4dSnp6Ov/4RyIvv+yClZWc3FxxR/vMGXByskcmi+Sdd/ohlzd/YRUYGIizs3OjTtx5eXkcPnyYHj16sHnz5nofCgYGBnh7exMQEMCRI0dYvHgxjx49Ijo6mnv37uHk5MTMmTNxcHBo1kLw00/FHXtjY/j6a3HXv18/2Lbtyc68iQmsWSOqJNQ1/1ZWcOKEuKtfUQHTpkFiIjx4AG5uoFCIE/fERHGMbt3E5EBcnHjOt9+KiQJjYzGRsGePeD0XF/DygtzcYi5fvsw336zH2Vk7C9sBAwawceNGDh06xMGDB1m0aFGjCRptkpiYWG9rQEEQyM/Pf26xX1RURO/evbG2tqZPnz44OztjbW2tcz2zi4qKMDIyatPfZ1tjYmJCr169ePToEfb29u0dTr0UFxcTEBDA/Pnza7XMc3R05OjRo5SVlWl9URgWFsaECROanYSqTwlw+zaEhcHPP4stQ+PjxfvKsWP1j6VuEyglAUQUCgXXr1/njTfeaO9Qms2NGzcYMmRIp76fSHQNKioqCA0NJSwsDFdXV15//XWtz81jYmIIDg7Gx8en3U3JJbSLlAToQBQXF6Ovr68TE3SpHKBxpk6dys2bZ/nhhz4oFL1RKGQoFLBkCWzebMzp03dQqWyBQbUM7xrj5s2bZGRksGnTpgaPi4uLIzAwkClTpjB+/PhGJ9D6+vrMmTOH/fv388knn2BhYcHo0aOZPXt2g3L/ggJRXh8cLNbie3qKxnxJSeLO/N/+Ji7eP/oI/vAHcddeveMeGQnz5z+R46pr/w0MYN48CA0FS0sxeTBokCj9HzsW+vR5stj/4x/FDgC5ueI5/fqJk/yCAvFcR0exFaCnp3htlaqc77/34+WX5+Ls3LPen0sTzMzMWLt2LefOnWPbtm14e3u3mZldQkIC48ePp6ysrNbuvnrRb2JiUrPYHzZsGNOmTaNXr14dwhm7M5sCPo3aF0BXkwBKpZKAgABGjx6Ns7NzrdcMDAywt7fn/v37DFdn+LRAZmYmOTk5Ging6ksCyOXiPUYuFzuLWFuL95SGkNoE1iY8PBwXF5cOuRkQGxvLrFmz2jsMCQmNUSqVREREcO3aNRwdHdmwYcNzXVC0wY0bN7h8+TLr1q3D0tJS6+NLtC9SEqADkZmZibW1dXuHAUjGgE1BJpPx2mszSEm5yNGj7ri792DmTFi6FH74QUZExHySk+/zz38OQqVquCQgJiaG3NxcRo8ezdmzZ1m1alW9RkxVVVWcO3eOpKQkVq1aRb9+/RqMU6VSkZCQQExMDKmpqTg7O2Nqakq3bt0YO3ZsgzWwlZXwm99AWpoorf3mG7EF3xtviD23Bw2Cl14Sj/35Z7Etl6urKNf/8kv47DN4+WVR8u/sLEr41WvSefNEGX9enlirP3KkuGNXWfnk9YgImDsXcnLEXf6pU8XXtm+HAQOexGloKJYNCIJAQMAJBg8e3GplNXK5nLlz5xIdHY2fnx+enp4MHTpU69cpKysjJyeH3NxcMjMzSUlJITc3l/Lycvr06YO1tTV9+/bFzc2NPn36dOhdr+zs7E5dCqBm0KBBXLlyhWnTprV3KM8hCAKBgYGYm5szZcqUOo9xcnIiMTFRq0mA0NBQxo4dq1GJRHFxcZ079927w4gR4r1r40Zoyp9Wz549yc3NbXYMnZHKykoiIiLw9fVt71CaTXp6OhUVFVox5pWQaGtUKhWxsbH89NNP2NjYsGbNmlZbF8TFxXHhwgXWrl3bJZ6/XREpCdCByMrK0hkpYmtIPjsjBgYG/OUvk8nK+hkfnwF07w6ffZbIgQML+POfrfDxMWbjxhIGDTKrtQB+llu3bpGSkkJYWBhubm71LuxzcnI4fPgwVlZWbNq0qcGFX15eHjExMVy/fh0LCwtGjRrF4sWL6datG9XV1Rw9ehR/f3+8vLzqTTjIZGLrPfWmYP/+YrstECX6yclPjp06FX74AT78UJTp//GP8MEHosnf22+LSYSnn2UuLqKB17vvipP1Pn3EBEJOjpgIsLSEf/8bfvoJBg9+sugXBNE7oC5CQ0MpKipiyZIl9f5etMXo0aPp3bs3hw4dIjMzk8mTJzdbzqxSqSgoKCAnJ6fmIzc3l5ycHJRKJVZWVlhZWdV4AXh7e7dr7X5rkZmZia2tbXuH0erY2dmRkZFBeXm5ziVtIiIiSEtLY/369fX+fTk5OXHlypUWtRx9mtLSUuLj4/n1r3+t0fnFxcV1lkwdOCAql7ZuFUuT3N1Fb4CXX65/rJ49e5KQkKBRHJ2NmJgY7O3tO6Q6JyYmBjc3t053j5To3AiCwO3bt7l8+TLm5uYsXboUOzu7VrtefHw8Z86cYc2aNTqz7pDQPlISoAORlZWlM9nrsrIyqT1IEzEzM+Nf/xrFli2RDBmSgEwGPXsqmTGjG3PmJLFliwVnz5rVmwAAyM/PR6VS1WSBe/fuXcspXRAEoqKiuHTpEtOnT2fMmDF1TnKUSiV37twhOjqarKwsRo4cWedNXi6Xs2TJEo4dO8bBgwfx9vauMxFgYFB7B79/f9F1G0TZ/pdfPjl28mT4/e/Fr58WkbzwAjx6JDp1P50EkMtF1cSvfy22/gNROWBm9uR8uRymT68dU31zu4cPH3Lt2jU2bNjQZg7fdnZ2bNy4kYCAADIyMliwYEGdZTTl5eXPLfJzc3PJz8/HzMwMKysrevXqRb9+/RgxYgRWVlaYmZnV/B+fPn0aNze3TivXy8zMZHR9mZ1OhIGBAXZ2diQnJ+OiaduQViAlJYWrV6+yfv36BhVgFhYWmJqakpaW1mwTv7qIjIzExcVF4xK4+soBFiwQP+LjRY+Wzz8XS43Kyuofy9LSUioHAKqrqwkJCWHZsmXtHUqzUSqV3Lp1q9FSOgkJXUEQBO7fv09QUBAymYw5c+bg6OjYqkmshIQETp8+zcqVK3VGfSzROkhJgA5EVlYW48ePb+8wANEUSFICNA1BEAgPD+XevaEolfDiizewtCyksLAXf/qTBZ9+GoogLGjwpl70315WcrkcAwODWuYsxcXFnDx5ktLSUnx9fevM2mZmZhIdHc3Nmzfp168fY8eOZejQoQ0uhvX09Fi0aBEnTpxg//79rFixot4FgDqBsXMnvPaa+PXEiWILv5ISceFubi7W6xcWiskDExOxjv/qVdGU69m5uton4dEj0WMA0LidokKh4MiRI8yfPx8LCwvNBtEQc3Nz1q1bx+nTp/nuu+/w8PCgoqKi1oK/qqqKXr161Sz2hw8fjpWVFT179my0/7a2WgPqKiqVipycnC4zGXFycuLevXs6kwQoKCioMQttSpLJycmJhISEFicBlEolkZGRrFmzRuMx6usOsGSJqEAaPFhMTu7eDY11nzQzM6OkpETjWDoLt27dwtLSskMqc+7evUvfvn3b/BkgIaEJDx8+JCgoiNLSUqZNm4aLi0urK1iSkpI4fvw4K1asaLSUVKLjIyUBOgjqibAuyHIEQUChUEhKgCZSWVlJamoqM2dmceDAAvT1lZw9253/+R8YN64vo0dnEBt/n7AsGfEZRRSVK+lupI9z3+4sG9MfI5mS6upq9PT0mDhxIlOmTKlZjMfFxXHmzBnGjBnDlClTatXNVlRU1LT2KykpYdSoUWzatKlZEyA9PT0WLFjAqVOnahIB9RlCnj8vSvXnzVOfK+7Sf/MNvPee+Pr06WIpwJ078Oc/w/37ooz/t7+Fp4zGgSc7+i3dtBcEgWPHjuHq6toqtflqVCoVxcXF5OfnU1BQ8NxnhUKBoaEhgYGBDB48mEGDBuHq6oqVlRXm5uYaP9xzcnIAdOLe0Brk5uZibm7eZTxIhgwZwrVr17QmqW8JlZWVHDx4kEmTJjXaiQTExJ2TkxPnz59vsa9BXFwcffr00bgbjkqlQqFQ1Kki+N3vxJKh5tgMGBoaolKpqKqqajQx11kRBIFr1651WFO92NhYXnjhhfYOQ0KiQTIyMrh06RJZWVlMnToVNze3NjHwTU1N5ciRI3h5eWlFySWh+0hJgA5CXl6ezkyEKysrkcvlbSap7ugYGhry1ltvkZKSQnl5IjEx/Zg79wzjxnly/WEBFysc+X974pHL5dz7eC6GdsPpu+qfGOln8O+L95g8uCcOfQaxZcW8mgV8WVkZZ86c4cGDByxatIhBgwbVXC8jI4PIyEji4uJwcHBg2rRpODo6avwQ0dPTw9PTk1OnTrFv3z5WrVpVKxGg3rE/cECs8+/TB6qqxN3+v/5VrLsdPhyUSrFlYLdu4g7c9u1NM+RqKcHBwVRUVDD92bqBZiIIAmVlZeTn59e50C8qKsLExARLS0ssLCywsLDAwcGBUaNGYWlpibm5OXp6eqSmpnL48GHs7Oya3XKxLhISEuptDdgZ0CVD1LagZ8+eGBoakp6e3q47MYIgcPLkSfr27Vur9Kjhc8QSmJMnB9Ozp4KlSzVLFAuCQGhoaIsSCaWlpZiYmNRpKDhuXPPHk8lkmJqaUlJS0mnLbhojISEBuVzepISQrlFUVMSjR4/w8vJq71AkJOokLy+Py5cvk5yczOTJk/Hy8mqzefbDhw8JCAhgyZIlOtudRkL7SKu4DkJWVpbGOyLapjP4AagXTDKZjISEhFqL6KeZNm0aV65cAcDPzw8fHx+Nr+fg4MC33zpQUFBAbKyCvaEp/D0wnvKqagRkKJWqWueU//ffQXdzMNK3wj6+gNUTLUhKSuLEiRP079+foqIi7ty5g729Pbdv3yYyMpLCwkJGjx7NG2+8obX2TTKZjPnz5xMYGMiePXtYvXp1jXGZTCbu9p85Iy78P/gAHBzgL38RW/v94Q/w+uswZIg4liCAqan40dqkpKQQHh7Oxo0bG3UXr66upri4uOajqKiIgoKCWot9PT29Wov8vn374uLiUvPvpjyw7e3t2bBhA/7+/mRkZODp6dmincXExESdKRNqDbpaEgCeSOrbMwlw7do18vPz8fX1bVKCqbpa3FmPj5dz69ZoDAySAVfu3hW7hOjr0+RWqA8ePKCyshInJyeN4y8qKtJ6+zp1SUBXTQL88ssvTJo0qUMmHK9fv86wYcO6rIpDQncpKSnhypUr3L59m4kTJzJ//vw23fB7/PgxBw8eZOHChR0ywSehOVISoIOQmZmpM0mAzuIHoK+vj1KpZPv27fzjH/947vWEhAR++umnmuO0hYWFBY+MBvL3wDuUVdVe+Pfb+A0y/dpye0GAsqpqPg68w624OKyL7jF9+nTOnDmDIAjExMRw+/Zt+vXrh7u7O0OGDGkV6ZhMJmPu3LmcPXu2JhGg/juorBRb8L34Ivj6iqaA6rlW795PjP3EcbQeWp2UlJRw9OhRFixYgIGBAVlZWRQVFdUs8J9e7BcXF1NWVoaZmRnm5uY1HxYWFtjb22NhYYGlpaXWHNt79OiBr68vp0+fZseOHSxfvlyjOtXKykrS0tJwcHDQSly6SFcxBXwaJycnLl26xFR1z8s25t69e4SHhzfLRFOdY/v0U9i0qZD8/Hi+/tqVP/1JdN3fvh2esjJpkLCwMCZMmNCixWZ9poAtwdTUlNLSUq2O2VFIT08nPz+fYcOGtXcozUb9nFy8eHF7hyIhUUNVVRUhISGEhobi5ubGr3/96zbfYMvIyGD//v3Mnz+/RUlXiY6JlAToIGRnZ+vMw7czKAEArK2tsbGxwc/Pj7/+9a/PTXa3bduGIAjMmzeP48ePa+261x8W8PfA+OcSAAAGvepv+VJepeJIkoDfqiWc/9GfioqKmtcmTJjQJgsGmUzG7NmzOX/+PLt372bNmjWYmJjw9ttim7+2RBAEKisrUSgUlJSU1FrgFxUVkZiYiEwmw9/fH7lcjrm5Od27d69Z4FtbWzN48OCa75mamrZJ3Z0aAwMDFi5cSFhYGNu3b2fx4sXNXswnJSVha2tbr09DZyAjI6PLKQHs7e3JycmhtLRUY2d8TcnJyeHEiRN4e3vXaapXF4GBYps9CwsxGfjLL/3YvduNdeuqiY+X8+67cOGC2O2jMfLz80lJSWHhwoUt+jnqSgLcuAEjR2o+Zlc2BwwLC2P8+PFteo/UFklJSRgaGnZIM0OJzocgCNy4cYNLly7Rv39/NmzYQM+ePds8juzsbPbt28ecOXNwVvd5luhSSEmADkJmZiYvvfRSe4cBdB4lAMDGjRvZvHkzp0+frjXprKqqYteuXbi7u+Pq6lpnEiAqKordu3dz5coVHj58iEKhwM7ODk9PT/70pz89JxnduXMnvr6+TN34IXmFcgpDDlGZlYRQocD+d6cBSP3nvBpPADXK4lxKrp+nPDmaqoJ0pvyrBFNjIxwcHHj55Zfp1asXd+7cqUkCpKSk4ODgwLp16/joo4/43e9+x8WLFykpKWH48OF89NFHzFO79z3DgQMH+P7774mNjaWsrAwHBwdWrVrFe++9V7PQlMlkvPLKK1y8eLEmEaCNhYq65r60tBSFQoFCoaj5urS0tNZr6s96enqYmJhgZmZWa4Gfl5eHpaUlixYtwsLCXqkoXwAAIABJREFUQie8NOpCJpMxceJE+vTpw5EjR5g8eTLjx49v8g5oYmIigwcPbuUo2w+FQkFlZWWXc/OWy+U4ODiQmJiIm5tbm123vLycgwcP8vLLLze5B3VqKhw9Khp/LlkCGzdCWZkBpqapLF+uh76+IzExokKgKYSHh/PCCy+0+D1bVxJg1CixVGnFCvGjuXn1rqoEKCkp4e7dux3WEDAyMpKxY8d2yDIGic5FSkoK58+fRy6Xs3Tp0ibfZ7VNbm4ue/bsYebMmbi6urZLDBLtj5QE6ABUV1dTWFhIr7ZwUWsCnSkJsGLFCn7zm9+wbdu2WkmAkydPkpmZyT//+U8SExPrPPeHH37g2LFjTJ06lRkzZlBdXU10dDSfffYZZ86cISwsrE45auTlM5Tej8LYcQzmL8xBWZjVYIwVD29RFHoYI/sRmAydhIGhMS9aVXLh7BmSkpI4evRonY7HqampjB8/HkdHR9asWUNeXh7+/v4sWLCAixcvPme6tX79enbs2EH//v1ZvHgxFhYWhIaG8sEHHxAUFMSFCxdq1BIymYwZM2Ygl8vZuXMna9asqdk1rK6upqKigoqKCsrLy2u+rqiooKysrNYi/umvy8vLMTQ0xMTEBBMTE0xNTWu+trCwwNbW9rnX6qrvTExMJDw8nE2bNmFmZtbg71ZXcHR0ZP369fj7+5Oens68efMalWGrWwOuWrWqjaJse9RlUF1x8q72BWirJIBKpeLo0aM4Ojo2q/zCxgbeegsOH4ZPPgFPT1i7Fm7f1ufWrQS++86RjRvF4xqjoqKC69eva6WPe3Fx8XMT7JEjYc8e0cTU01P0JVmxAry9YeDAxsc0MzMjOzu7xbF1NCIiIhg+fHiHfO4XFRWRkpLCokWL2jsUiS5MTk4OFy5cICsrixkzZjBs2LB2e67l5+eze/dupk2bxsiWSKMkOjxSEqADkJ+fT48ePRo1NmsrOks5AIg93L29vdm5cyePHj2qaYvyww8/0L17d7y8vOr0CwD4/e9/z9dff/3c/8v27dvZsGEDW7du5f3333/uvNLESPp4fYSx45gmxWhk70b/N/egZyj+zo309fCcOYR//O2vTJo0iX//+9+cOXPmufOuXLnCRx99xJ///Oea761cuZLZs2fzf//3fzVJAEEQ8PPzY8eOHcyfP5/vvvsOfX39mkX8Z599xjfffMNvf/tbFixYUGtRX15eTmVlJV988QWGhoZUVVWhUqkwNDSs+TAyMqr1tYmJCdbW1s8t9E1MTFosNS0qKuLEiRMsWbKkwyQA1FhaWvLqq69y8uRJ/Pz8WL58eYNybHVrQCsrq7YKsc3piqaAapycnLhw4QLV1dVtcu+/fPkylZWVzdrtVSrFbh8VFXDrlugLcO0aREXB+PEjKC3dx4cfzqKJzQWIjY3FwcFBK8qP4uLi594/MpnYqeTvfxc/wsPh4EGYPBns7OCXXxoe09TUlJSUlBbH1pFQKpVERUVpbIrb3kRHRzN8+HCdVYNJdG5KS0trTP8mTZrEsmXL2rWzVmFhIbt378bDw4NRo0a1WxwSuoGUBOgA5Obm6owKAEQlgC7F01I2btzI9u3b2bFjBx9++CGpqalcuHCBzZs3N5jsqK+NyquvvspvfvMbzp07V2cSwNhpQpMTAABy09oT4nKlil9upzJ2XA9Gjx7NpUuXCAoKAsQJW1paGiD2jXdycmLv3r0olUqqqqpQKpVYWlpy9epVPvnkE5RKJUqlkm+++QY9PT3Gjh2Lv78/BgYGNYv2qVOnsnfvXs6cOcPChQvp0aPHcwv7xMREIiIi8PHxoV+/fu2S4a6urubw4cOMHz+egU3Z1tNBunXrxpIlS7h27Rrbtm1j6dKlDBgwoM5jO3trQBCTAF21X7G5uTmWlpY8fPiw1f+e4+LiuHnzZpO6aDyNei773ntie9CZM+HmTTh0CL7/3hIjo4ksXZoLNP68EASBsLCwFnsBqKmrO4Ag1D5m/Hjx49NP4erVxsfsip4AN2/exMbGpkMmG1UqFdHR0Z1aLSWhmyiVSkJDQ/nll18YMWIEW7ZsadbmmbrbijYpKipi9+7dTJgwgXGa9EmV6HRISYAOQG5ubruYhtRHWVlZh5QF1seECRMYMWIEO3bs4E9/+hPbtm1DpVKxcePGBs+rqqriu+++4+DBg9y+fZvCwkJUqidmf+rF+LMY9hvS7BgViRGUxARSmZFIdVkRu1XV7H7q9by8PKytrTE2Nq5J0AwfPpzRo0ejr69f82FgYMCuXbuIiIhgy5YtGBgYUFlZyUcffYSVlRUqlYqCgoLnrm9ubs7jx4/r9aWwtbWlV69eHDhwgOXLl7dLnVtQUBBGRkZ4eHi0+bW1iUwmw8PDA2tra/z9/Zk2bRpjx4597rjExMQm92/vqGRmZjJmTNMTZp0NdUlAayYBMjIyCAwM1Njbo6pKbAGo3iAfMQIGDIDbt2U4OQmkpiZgY9N4EuDevXsYGxtr7d5RlyfAe+/VfaxMBk3xVTUzM+tSngDqxMzMmTPbOxSNuHv3LhYWFl1WTSTR9giCwK1btwgKCsLGxob169c3a9NMEMQPdQJAqXySbG0JBQUF7N69m7FjxzJx4sSWDyjRKZCSAB2A3Nxc+vbt295h1NCZygHUbNy4kbfeeouzZ8/i5+fHmDFjGpVKLV++nGPHjuHo6MiCBQvo27dvjXne559/Xsu9/2nkps3rMV0UeZL8i9+jZ2SG0cBR6HfvjYudFbOH23D8+HGuX7/OuHHjahYKarnqgAED6nR8NTIyQqVS1Uz4s7OzEQSB7Oxs/vKXvzQrtqcZPnw4hoaGHDx4kCVLlrRpv9n4+Hhu377Npk2bOs3OuJOTE6+++ioHDx4kPT2duXPn1uzSVlZW8ujRI7y9vds5ytZDpVKRnZ2tM61R2wMnJydOnjzZaouw0tJS/P39mTNnTrOeMYIgLpzT0uD6dVi+HD77DMrKxK8LCyEjAz780Jzr1yObNOnURltANVVVVVRVVT2XrF65smXjmpqadiklQEpKCtXV1R22d3hUVFSdCVQJidYgNTWV8+fPA7Bo0aJ61aINIZOJHzEx8NprotHqhg0ti0vtATBhwgQpASBRCykJ0AHIzc3VKffOzmQMqGbNmjW8//77bN68mbS0ND788MMGj4+MjOTYsWPMmDGDwMDAWgZ1KpWKTz75pN5z9eVNr3sXVNUU/rwPuaklfX2/QN+sJ0b6evjOHMLmKYMICQkBxEWhpvT4b/PuUaNGER0drfE4IC5avLy8CAgIYN68ebi4uLRovKaQn5/P6dOn8fb27nTJqV69erFhwwaOHTvGrl278PLywszMjIcPH2JjY9Op61xzc3Pp3r17p/4ZG8PW1pbS0lIKCgq03iFBXT7j6urK8OHDm3Wuep3+9ddiW8D//V8oL4fgYFFeP3y4OIEdOtSRH388TmVlZYP/j5mZmeTk5GjtOadWATybUMjIgL/8BfT04K9/ha++giNHwMUFvviicfNCQ0NDqqurqaqqqtOUtLMRFhbGxIkTO2RiNS8vj/T09E6dKJXQDXJzc7l48SLp6em8/PLLDB8+vFnvmepq2L5dVCMNHSp6laxdC//6FyxY0LLY8vLy2L17N+7u7owfP75lg0l0Ojpew9cuiK55AnRGJYCFhQVLly7l0aNHmJqasmLFigaPV3cM8PT0fG4yGB4eTllZmVbiUimKUFWUYmjrgr6ZWBJSrVKRFXqSv//97wQHBwPg5+en8TXMzMxwdXUlLi6OvLy8Fsdsb2/P6tWrCQwMJDY2tsXjNYRSqeTw4cN4eHh02tpxQ0NDli9fjqOjIz/88ANpaWkkJSXh4ODQ3qG1KhkZGV1exiuTyXBycuLevXtaH/vcuXPo6+szffp0jc6/cgV+/BHUPoJz5ogL7LAw2LEDVq+mpjd7UlJSg2OFhYUxduxYrRkg1lUKAODjI7YFtLODadPA2Fj8GSZPFpMWjSGTybqML0BeXh4PHz7ssO7hkZGRuLm5tasJm0TnRqFQcPbsWbZv346trS1btmxhxIgRzU6aJSbCnTti5xKlUkxWLl4Mzs6iv8rGjXD6dPPjy83NZdeuXXh4eEgJAIk6kZIAOo7ahb0hl/C2pjMqAQA+/vhjjh07xrlz5+qcQD6NWnp/5cqVWt/Pyspiy5YtDZ7r3Necpj4j9Ex7IDMwpCIjEVVlGTIZTHKwQFVWxJEjR1AoFAD1msc1ld/85jdUVlby6quv1ukJkJ+f3yyVgI2NDevWrePy5cuEhoa2KLaGOH/+PN27d+/0tfEymYyXXnqJOXPmsH//fm7fvt3pkwBduTPA0zg5OdXbplRToqOjSUpKYsmSJRp35OjVC4yMxJ2q8+fBwEBcVPftC0//tzWWxCgtLeXOnTta9X6oqzMAQGYmvPkm/O53UFAA778v+he8+SakpjZt7K7iCxAWFsbo0aM7pOJBqVRy/fp1qRRAolVQKpX88ssvfP3111RXV7NlyxY8PDya/V5RW0gNHQqTJkF6Opw8Ce7uEBIC//M/4n3J1BQ+/hiyGu4mXYucnBx27drF1KlTpfeBRL1IKVIdR20KqCtyvOrqapRKZU3te2diwIABTV5Mjxs3jkmTJnH06FHc3d3x8PAgMzOTM2fOMHToUPr161fvudOdrTlQIKesqrrR68hkepiPmU9R6GEeb/813YdOpOxRL/aF/szjx48ZOHAgKSkppKSkcO7cuWb1936aV199laioKLZu3cqgQYOYNWsWAwYMIC8vj+TkZK5evYqvry/ffvttk8e0srLC19eXPXv2UF5eztSpU7X6dxwXF0diYmKn8gFoDGdnZ0xNTdmxYwdxcXH0799fZ1qHapuubgqoZtCgQZw8eVJrEvSHDx8SFBSEr68vRkZGzTpX7QWgUokGgMHB4k7VBx+In//xD+jdu/Y5Q4YMISQkBEEQ6nyfRkVF4eLiopEpYX0UFRXV2SL0Kd9W1q6t/7WG6Aq+AOXl5dy4cYPXX3+9vUPRiNu3b9O3b1+dMlSW6PgIgsDt27e5ePEiffr0wcfHh97P3vCagTr/+re/iYt+hQK2bROTAkFBTwwC8/Jg2TLxc1MscrKysti7dy/Tp0/nhRde0Dg+ic6PpATQcXStFECtAugqi676kMvlnDx5ktdff53Hjx/z5ZdfEhwczIYNGzh37lyDk/UBPU3YPKE3+jRt1mkxZQ2W09ejp9+N4tiz/HT+RyZMmMC5c+ewtBRNBlesWIG+vj67d+/m0KFDALU6FTSFr7/+mlOnTvHiiy9y8eJFPvvsM06ePElhYSHvvfce77zzTrPGA7HMwtfXl/j4eM6dO4fwbI8uDcnNzSUwMJBly5Y1eyHT0SktLWXgwIHk5+ezd+/eGjVIZyMzM1OnDFHbCyMjI2xsbEhOTm7xWEVFRRw6dIgFCxY0u+VbdbWYAIiPF3fSvbzghx/EzgCHD0NlZd0GVr169cLAwICMjIw6xqwmIiJC60qe+pQACxaAev3+8cdPvp+YCEOa2LSlKyQBYmJiGDx4sE4pEJtDZGSktPspoVXS0tLYsWMHwcHBeHp6smLFCo0SAE9PgQQBbtyAy5chMBC2bhUVAVu3iqoAuRz+/GfRK2DtWrE8oDEyMzPZs2cPM2bMkBIAEo0ia86kfOzYsUJkZGQrhiPxLFeuXEGlUmlct6ltsrKyOHToUKOSd4n6ycrKYteuXRgMm863oVmUK6uB+pMqMhkY6cvZMsmGilsXmTlzZk2dplomPHjwYECcVN+7d4+oqCgeP37MyJEjGTNmTIuy1dqgvLyc/fv306tXL+bPn6+xBBlEE8Tt27czbty4LjnRCwwMpHv37ri7uxMUFER8fDwrV67UqWRhS1EoFHz55Ze8//77XT7hCHDt2jUKCgr41a9+pfEYSqWSnTt3MnToUCZPnqzxOGPHwquvirWrCgVkZ8Nvfyua6uXlQV2br2fPnsXExIQpU6bU+n5MTAy3bt1izZo1GsdTF4cPH2bo0KGMGDFCq+MCXLp0CblcztSm9BTsgKhUKr766iuWLl2Kra1te4fTbDIzM9m3bx/vvPNOi54zEhIgJt0vXrxIYmJizc66Np5J58+LCdWRI+H110VPABBNAT/+GDw8RMPVTz+FRYugKQ06MjIy2LdvH7NmzWq22atE50Imk0UJgtDoBFm6Q+o4eXl5OjW5VygUnc4UsC0pKipi3759zJ49m3d+NYb3Rhvg1hMM9fUw0q/9djTS18NQX49Zw6zx3zSRX89yY+3atQQFBREeHg6Ii391AgBEhYKLiwurV69m48aNdOvWjd27d+Pn50dcXBzV1Y2XILQGRkZGrF69muLiYg4fPoxSqdRoHEEQOHXqFH379u2yUvGUlBQcHR3R09Nj5syZTJo0CT8/P63sFOsKaj8AKQEg4uTkREJCgsZKGkEQ+PHHH+nRowceHh4ax3H9OlhZwRtvwFtvwZo18Pgx/Pvf4uv1qa/V8T8b07Vr15g0aZLG8dRHfcaAX34Jjx61bOzObgx49+5dzMzMOmQCAEQVwOjRo6UEgESLUKlUhIaGsnXrVoyMjNiyZQujRo3SyjPpm2/EriSuruIu/5QpYncAELuryOVw7RrcuiX6AjQlAZCens7evXuZM2eOlACQaDLSXVLH0bVygM7YGaCtqKioYP/+/YwbN44RI0ZQUVFBVnwEY8qiOfP6WN6dOYRFL9jysnMfFr1gy7szh/DL+9P5dvVYRvYX24P17t0bHx8fwsLCuHz5coOLAktLS6ZPn84777zD+PHjiYiI4IsvvuDKlSsUFxe31Y9dQ7du3WraNR04cECjtoYhISHk5uYyb968LrlALC4upri4uJZMfvTo0SxZsoQjR44QExPTjtFpD8kUsDZqJU92drZG50dHR5OWlsaCBQua/b55+hYzbJgo+//0U9FYz9YW/vAHSEkRlQH1YW9vT3Z2di1Dvbt372JoaNgqBpf1JQE++ECcZE+eLEpuNfl1mpqadmpjwLCwsA5rtFpZWcmtW7c09saRkABITk7m22+/JSEhAR8fH2bNmqVx2eGzVZkFBfD55+K95+WXobQUZs4UkwL//reYqAT45BOx1WpTSEtLY9++fcybN49hw4ZpFKdE10QyBtRhBEHQuSRAaWmplATQgOrqagICArCzs6vZ+Tp37hxVVVUIgoBBdTmbpwxq0liWlpb4+vqyf/9+SktLmTt3boO7HnK5HFdXV1xdXcnKyiI8PLzGAHDcuHEMGDCgzRbU+vr6LF26lFOnTrFnzx5WrlzZ5E4TSUlJhISEsGHDhg7pWK0NUlJSGDhw4HP/3w4ODvj4+HDgwAFycnKYMWNGh06SZGZmdtqWj5rwdKvAPk1xhnqK9PR0Ll26hK+vL926ddPg2uJnPz/RsOqPfxTb6n36qdgF4MQJmD8fGurEpq+vj4ODA4mJibi5uSEIAsHBwUyaNEnrf6eCINSbBHB0hKgouHgR/P3FetsxY2DFCrElVyNNYYDOrQRIT08nPz8fFxeX9g5FI27evMnAgQM7rJeBRPtSWFjI+fPnSUtLY9asWTg7O7fo/qRSPTH/u30bDA1FD5XvvoNVqyAmBkaNAk9PMaHq7w85OWKC0samadd4+PAhBw8eZMGCBQxpqrGJhMR/kZQAOkxpaSl6eno61Y6vvsmVRP2oJewGBgbMmTMHmUxGXFwcMTExCIKAXC6nsLCwWWOamZmxbt068vLymiWv79OnD/PmzePtt9/Gzs6OU6dO8e233xIVFaXRzrwm6Onp4enpSf/+/dm1a1eTJtQFBQUcPXqUxYsX06NHjzaIUjdJTk6uaU/5LFZWVqxfv560tDQCAgLa7P+zNcjIyJCUAM8wZMiQ5yT1jVFWVkZAQABz585tthHg01RWijtX58+L7auWLRNbAd66BcuXi6UBjfF0q8PU1FTKyspwborTVTMpLy9HLpfXmfCQycRJ+SuviPLbx4/F0oazZ5smuYXOrQQICwtj3LhxHbLjiCAIkiGghEYolUquXr3Kd999R+/evdmyZQsuLi4tTlCqEwAbNsDGjeK98v/9P7C3h48+Eu+b1dXQrRu8+KKYWN27t+kJgAcPHnDw4EEWLlwoJQAkNEJKAugwuqYCADEJUFfrJYn6uXbtGllZWTU9uSsrKzly5EjN64IgNDsJAGBoaMjKlSvR09Nj7969lJeXN/lcIyMjJkyYwJYtW3jllVdISEjg888/5+zZs+Tm5jY7luYik8l45ZVXGDZsGH5+fhQUFNR7bFVVFf7+/nh4eLSKdLgjkZycjGMDqxUTExNWr16NoaEhO3fubJeyj5aiUqnIyclp9o53Z2fgwIFkZGRQVlbWpOMFQeDYsWMMHToUV1fXZl/v6TKArCx45x1IS4MlS2DAANiyBb79tu6OAHUxaNAgkpKSarwA3N3dW6Vuu77OAFD7ZwIwMBB34Q4cgAcPmjZ+Z1UClJSUcPfu3Q7rtZKWlkZFRUWD90cJiacRBIH4+Hi+/vprMjIy2LRpEy+99JJWlYZnzkB+vljj/5//QGEhBATA0qWiKmD16ifHNif3lpKSgr+/P4sXL8bJyUlr8Up0LaQkgA6Tm5vbot2b1qCkpERSAjSDu3fvEh4ejre3d82DRV9fH3Nzc2xsbNDX10cQhAYXwQ2hr6/PkiVL6NOnj0aLPplMxqBBg/D29mbTpk3o6+uzY8cO9u7dy927d5vdZrC5154yZQrjx4/Hz8+vznpntYqiT58+HbZOVVvk5+ejVCobvSfo6+uzYMEChg0bxrZt20hPT2+jCLVDTk4O3bt310i63pkxMDDA3t6e+/fvN+n44OBgysvLmTlzpkbXU2+CbdsGM2bAV1+Ju1fW1vDee9BMUQI9evTAyMiI27dvk5GRgZubm0ZxNUZRUVG9zyh///rPa6rgztDQkOrqaqqqqjSITneJiIjA1dVVp5SHzSEyMpIxY8Z06DIoibYjJyeHffv2ERQUxLx58/Dy8sLCwqJFYz6dZAwJgdhY8Xvq6d3EiTBhAoSGignIv/wF+vVr2E+lLpKTkzl06BBLlixh0KCmlZFKSNSFlATQYXJzc+lZn91yOyGVAzSdrKwsTp48iZeXV62dqbi4OLp3705VVRWrV6/Gx8eHcePGaXwdmUzGnDlzcHV1ZceOHRrv5FtYWDBjxgzeffddRowYwc8//8xXX31FcHBwq/ainzBhAtOnT2f37t08fvy41mthYWFkZ2d3WSPAp0lOTsbBwaFJvweZTIaHhwezZs1i7969xMfHt0GE2iEzM7OW8aHEE+py2a+LpKQkwsPDWbp0aYul3QMGgKUlfP89fPGFKGU9ePCJgVVzcHR0JDg4mIkTJ6LfkIlAC2joGaUNxaxMJut0agClUklUVFSHTbSWlZURHx8v9UWXaJSKigouXLjAjh07GDRoEK+99ppWFtKC8CRxqlRCYKCYBLCzEw1Vz50TX5s3T1QGpKWJ99JPP23YT+VZ7t+/z+HDh1m2bJmkepFoMZIxoA6Tm5tb0w9eV5CUAE1DoVBw8OBBXnnllVoGZ4Ig8MsvvzBixAiio6O1Zsonk8mYPHkypqam7Ny5kxUrVtCvXz+NxtLX18fNzQ03NzfS0tKIiIjgq6++YujQoYwfP17jcRvCzc0NQ0ND9u3bh5eXF/b29iQnJxMcHNyljQCfRp0EaA7Dhg2jR48e+Pv7k5eXx4svvqjzyRSpM0D9ODk5ceXKFVQqVb1S+qKiIo4dO8aiRYtabJB286a4c3XmjGgA2K2bWE8/YQJoUhXWp08foqOjW1Vy3hYla2pfAEtLy1a9Tltx8+ZNbGxsarpQdDRiY2MZMmQIpqam7R2KhI4iCAI3b97k4sWLODo68sYbb2jlPqFe/MtkkJQkmv69+y6MHQvHjoGPj+g38v33kJwsHmNsDJpUuyUmJnLs2DGWL1/OgAEDWhy7hISUBNBhdM0TQKVSoVAopAdtI1RXV3P48GGcnZ2fk7wmJyejVCrJzc3Fzc1N6wuy0aNHY2Jiwr59+1i8eHGLM9y2trbY2tqiUCiIjo4mICAAMzMzxo0bh6urq1Z385ydnenWrRsBAQHMmDGDoKAgFi9e3GKJXmdAEASSk5OZPn16s8+1tbVl/fr1NZ0DfvWrX+m08VdmZqZk7lUPFhYWmJub8+jRozongdXV1Rw6dIjx48e3eJfo+nVxl8rUVJSzjhwJmZkwYgTMmaPZmOrSlNZSAYC4K9za7vCdSQkgCAJhYWHMmDGjvUPRCEEQiIqKwtPTs71DkdBR0tPTOXPmDEqlkmXLlmFnZ6e1sZ+ewoWGimVTaWmiw//f/w7Hj4tJAReXJ2oAdUK1Ody7d48TJ07g7e2t1fglujZSEkBHUalU5Ofn61Q5QGlpKcbGxq1i5tSZOH/+PHK5vM5JVUhICOPGjePy5cu8/vrrrXJ9Z2dnjI2NOXToELNnz2Z4U5vNNoCJiQkeHh64u7uTkJBAREQEFy5c4IUXXmDs2LFaW6g7OjqybNky9uzZg6urqyR3+y/Z2dkYGBhovPPYo0cPfH19OXr0KPv27WPZsmU6W/srKQEaxtnZmTt37tSZBLhw4ULNe7WluLmJHgD6+uKk1d9f3Mk6cUJsd9XcP5/S0lLu3LlD7969efToUb1dLlpKRUUFhoaGrTK2GlNT006TBEhJSaG6urrD1hanpKQgl8ulhZHEcygUCi5dukR8fDzTpk1j1KhRWp+/VleLvikODrBypZg8vXpVvF+OHg2nTsHLL8Ps2eJnTUSN8fHxnD59mpUrV2Jra6vV+CW6NtJqTkcpLCzEzMxMp2TQkh9A40RFRXH//v2aTgBPk52dTXp6OgYGBvTv379Vd6vs7e1Zs2YNFy5cICwsTGvj6unpMXToUFavXo2vry9KpZLvv/+eQ4cO8ejRoxaPLwgHrRUYAAAgAElEQVQCMTExODo6kpKSQmRkpBai7vhoUgrwLIaGhixfvhxra2u2b99OXl6elqLTHgqFgsrKyi7dBrIxXFxcuHPnDsIzVvdxcXHcvXuXhQsXtlhhpPa8c3QUPQHefFNsD3joEBw50vwEAIj+Hq6urjg5OZGUlNSi+BqiLZIAZmZmnaZNYEREBOPHj9f5MqH6ULcF7KjxS2gflUpFREQEX3/9NXK5nC1btjBmzJhW2cCSy6G8XNzl/+gj8PaGNWvA1lZUUB04AGpvXk2m87du3ZISABKthpQE0FHy8vJ0SgUAUhKgMVJTU7l8+TIrVqzAyMjoudfVKoAbN260iYGRtbU1vr6+REREEBQU9NyioaX06tWL2bNn8/bbb2NnZ8eRI0fYsWMHd+7c0birQHh4OJmZmXh5eeHj48O1a9cIDg7WatwdEW0kAUBM4syaNYuJEyeyY8cOUlNTtRCd9sjIyMDa2lqa0DdAnz59kMvlZGRk1HwvJyeHwMBAvLy8NFZ4FBfDrVvi1+rJqvqWoVKBiQm4u4u7W82lsrKSqKgo3N3dcXR07PBJgM6iBCguLiY5OVnnvIeaSlFREUlJSR02fgntk5qayvfff09cXBxr165lzpw5WlG9lZTAs91Z1dOcX/8a/ud/4Oef4cMPxXajc+fCrl1iJxVNDUmjoqI4f/48a9asaRUvJgkJKQmgoxQUFOjcblhJSUmrGy51VAoKCjh8+DALFy6s08ehpKSEO3fu4OTkRFZWFkOHDm2TuCwsLHj11VdJTk7m1KlTrdLyz9DQkIkTJ/Lmm28yYcIErl27xn/+8x/Cw8OprKxs8jgpKSn8/PPPLF++HAMDA3r27Imvry83btzg4sWLWk9idBRUKhWpqalaSQKoGTt2LIsWLSIgIIDY2FitjdtSpFKAxpHJZDUlASAusAMCApg+fTo2NjYajRkcLPat/u1vYf36J5NbmUx0um7pBlpUVBQDBw6kZ8+e2NnZkZ2dTXl5ecsGrQdJCdB0oqOjcXV1bfXfV2sRHh7OyJEjO2z8EtpDoVBw/Phxjh49ioeHB+vWrdPas+TECbCyEs39np7SqO+LcrnY6m/XLujeHT75RCwRMDQU2wBqgnoDxMfHR3omSrQaUhJARykoKNA5QzRJCVA3lZWVHDx4EHd3dwYPHlznMeHh4bi6unL37l2GDx/eqsZYz2JiYsLatWspKioiICCg1fpb6+np4erqyvr161m4cCEpKSl8/vnnXLx4keLi4gbPLSws5MiRIyxatKhW3Xv37t3x8fEhJSWFkydPUl1d3Sqx6zLp6emYm5trPQE3aNAgfHx8uHr1aqsoRTRBSgI0DRcXF+Lj4xEEgdOnT2Nra8toTbbo/8sHH4j1rHv2iEaAkZHiRFapbF77qrqorq4mNDSUSZMmAaIpoJ2dHSkpKS0buB7aKgnQ0ZUAKpWK6OjoDmvCWVVVRUxMTIdtayihHdQlhFu3bsXY2Jg33niD4cOHa01N9uCBKPXfuBGCgiAiou7jVCro3x/++U/49lvNzVMFQSAoKIjY2Fh8fX11ThEs0bmQkgA6SmFhoZQE6AAIgsDx48exsbFh4sSJdR5TVVVFVFQUEydO5Pr16+3Sy7hbt26sWLECQ0ND9uzZQ9mzujYtIpPJGDBgAF5eXmzYsIHKykq2bt3K8ePHa0mY1VRVVREQEMDEiRPrNKdSJzFKS0s5ePBgs9QFnQFtlQLURe/evVm/fj2pqakcPny41RJETSUzM5O+ffu2awwdAVtbW8rLy7ly5QpZWVnMnTtX40lvbKxY479uHfTsCfv3i3WsP/8sTmpbaily8+ZNrKysaslZHRwcWq0koK3KATq6EuDevXt07969w77frl+/jp2dnbRI6sJkZ2eza9cuIiMjWbVqFbNmzdLae7+oSPxsbQ1btoiu/5MmwZdfQl1VdGpVgJ0dbNokegI0F0EQCAwM5P79+/j4+LR6lxMJCSkJoKPoohJAKgd4nqtXr1JcXMzcub9CJpNR12ZqbGwsdnZ2FBUVYWxsrLFkt6XI5XIWLlyIra0tfn5+FKmfcq1Iz549mTt3Lm+99RZWVlbs37+f3bt3k5CQgCAICILAjz/+iKWlJe7u7vWO061bN7y9vTE3N2fnzp0dfheuObRmEgDEBc3atWvR19dn586djao2WgulUklOTg59NGmg3MWQyWT079+fkJAQvLy8WmQg6+Qk1vv//vewcCFMngz//rfoav2//wvR0ZrHKQgC165dq1EBqGlNXwBJCdA01IZ6HRF1W0NJBdA1qaqq4tKlS+zcuRMXFxfWr1+v1XnVgQPg4QGPH4uSfmdn8fvvvy+29vv+e3jWV7ellZbV1dUcO3aM7Oxs1q1bJ7XilmgTpCSAjqKLSQBJCVCbO3fuEBUV/d8adn0EoXbPWBAll6Ghobz44otERUUxatSo9gn2v8hkMmbNmoWbmxs7duwgJyenTa5rbGyMh4cHb7/9Nm5ubgQFBbF161aOHj1Keno6np6eje5k6unpMX/+fIYMGcKOHTvIzc1tk9jbE6VS2art1NTo6+uzcOFChgwZwrZt2+pUbLQ2GRkZWFlZ6VRHFF1FoVDw4MEDzMzMWrQTKgii/P+998REwJIl8NJLT14vKhJLAzTl7t27GBgYPJfE6tu3L2VlZRQWFmo+eB0IgkBlZSXdmtuEu5kYGhpSXV3d7soZTcnPzyc9PZ1hw4a1dygacf/+feRyeavfFyV0j6SkJL799ltyc3PZvHkzEyZM0Krr/5Yt4OcH330n1vmDWPOvfqt//DGEhIhlAenpsG+f+P2WhKBUKgkICKC8vJxVq1ZJHhcSbUbbFSZLNBmlUolCodC5BbeUBHhCRkYGp0+fxtt7FWZmZnz8MWRnwxdf1D7u3r17GBkZYWFhQVJSEp6enu0T8DNMmjQJMzMzdu7cibe3N/3792+T68rlctzc3Bg5ciShoaEEBQXRrVs3QkJCGDt2bKPZb5lMxksvvVSjCPD29u7UbXMePXqElZVVnd0mtI1MJmPq1Kn06tWLPXv24Onp2WYGlgCPHz+WHJCbgEql4ujRo4wcOZLY2FgKCws1MpGtqBB3uQAmTBA/Hj2CZcsgOVncCfP3F+thNUGtAvDw8HguwSeTyWpKArSZGK2srERfX79VWoE9jUwmw9jYmPLy8g6ZtIqMjGTkyJEdMnagRgUgdRHpOpSUlHD+/HkePHjA3LlzGaKp5X4DhIfDN9/A/fvg4CAu8svLwd7+SccUe3v4xz9g1SpQKMT2qS2hoqKCgwcPYmZmxsKFC5HL5S3/QSQkmoikBNBBCgsLMTc3b/WJTHNQqVQoFApJogSUlpbi7+/PrFlzsLPrx8OHcPCg2CIGxNqxo0fFh0dISEiNCmDEiBE6leF1c3NjwYIFHDhwgPj4+Da9dnFxMb/88gve3t74+vpSWFjIf/7zH06dOtUkdcKYMWOYP38++/fv5969e20QcfvQ2qUAdTF8+HBWrFjB6dOnCQkJaTPDQCkJ0DSuXr2KUqlkxowZDB06VKP3rlIJM2eKJlZP07+/KIVNSBC9Av76VxgwQLM4Hzx4gEKhwFmtpX0GR0dHkpOTNRu8HtqiFECNgYFBh/QnUSqVxMbGdthSgOzsbNLT0xkxYkR7hyLRBgiCQFRUFN988w3m5ua88cYbrZIAABg/Ht59F373O9i9G+bNgzfegNdfhytXnhz300+iSmr/fvjDHzS/nkKhYPfu3fTq1YtFixZJCQCJNkd3VpkSNeiiKaBCocDY2LjL36Sqq6s5dOgQw4cPZ+TI4YD4cPDyEmvF/vhHOHYM/v53+PbbPAoLCxkyZAjR0dGMHz++fYOvAycnJ1atWkVgYCChoaFtck219G3ChAkMHjyY3r174+npyZYtWzAzM8PPz48DBw6QnJzc4AJ0yJAhrFixglOnThHdksJlHaY9kgAA/fv3Z/369cTGxvLjjz+2SVeGtLS0Tq3q0AaJiYlER0ezdOlS9PT0arUKbA5/+IMob42NhalTa09wBw6EH38UZa/Llmke67Vr13B3d683ma32BdBmkqmtkwAdsRzgzp079O3bt85Wth2BsLAwxowZ06YddiTah8zMTPz8/IiNjWXt2rXMnDmz1Ut9Pv1UVER9/rmohNqzR0yOXrokqqfy88V7ZFISTJum+XWKiorYuXMnDg4O/OpXv9KpTT+JroP0V6eD6KofQFc3BVQ7txoaGpKdPZ3/z955R0W1pun+qSKjZCQKiGAAkSQYwITxeEAFEUQUierxhJ7pnr5979xevW733DU93dN3enrOnONRiUaMgGJCVJQkkqOASs45FVAUVbXvH7uLYyBTVXsX7N9avfpI7f19bxXF3vt7v+d93tu3yZ9v2QLcukXW0xoZkTeL0FAgJaUdGzduREVFBfT19aGrq0vtG5gAIyMjhISEID8/H48ePYJwrg43kyAyAtTQ0PjMLGzx4sVwc3PDP/7jP2LFihV48OABLly4gNLS0gljWrp0KYKCgpCeno4XL17Qos2duODxeGhtbYXpbLdi54impiZCQkLQ19eHa9euSayvO0Au3vr6+hhTwEno7e1FQkICvL29x67FFhYWaG1tnZFTPZ9P9rz+05/InawjR4Bf/Yrc7eLzyWOiokip62xpa2tDS0sL7OzsJjxGU1MTioqKaG9vn/1EnzAyMiKV0hmANCuVRSVAbm4u1q1bR3UYs2J4eBhlZWVwdnamOhQGCTI6OoqnT5/i0qVLsLW1RUhIiFRbx96/T/7P0pK8Vm7dChQXkxs9WlrkNXMulbE9PT2Ijo6Gra0tdu3axZS1MFAGkwSgIXRNAix0P4Dc3Fw0NDTgiy8OobmZheRk4Pe/B9TVyZ20iAjSVOb9e+DHH/lYuTINDg4OyMnJof1Di2jB19nZiRs3bkjs4TY3NxdNTU04ePDghDc+BQUFODk54ZtvvsH27dvx+vVr/PjjjygoKBh3R1pHRwchISF4+/YtEhMTJZrEkCZ1dXUwMjKitG5XSUkJR48eha6uLqKiosRu5CaiubkZBgYGzG7IBPD5fNy6dQsuLi4wMzMb+7m8vDwsLS1RWVk57bHk5UnXfycn0szq66+BO3fIBMC2bYC9PZCZSRoFzpaMjAxs2LBhyt1acXcJYJQAk9Pe3o7u7m6pen2Ik7y8PKxatWrBb0jMZ969e4ezZ8+ir68PZ86cgZOTk9QXyVpaP5sCAqS609gY4PEwbgeomdDe3o7o6Gi4urpi8+bNcxuMgWGOME9cNISuSYCFfOOtqanBy5cv4efnBy0tJfzqV+TD8uvXQFAQcO8emTEGgJs3gXXrarBnzzJ0dXVhYGBAYjVs4kRZWRn+/v5QVVUVe6s4gQCIiurA//t/XfDz85uWpI/FYmHVqlUICQmBh4cHSktL8f333+P169efPXwvXrwYQUFBGBgYwPXr12Vyh+5TqCoF+BQ2m419+/bBwcEBUVFRaGtrE/scjB/A5CQlJUFdXR2bNm367LXZlgR8aO9ibg6EhwMHDpBtsT41OJ0Jvb29eP/+/bRqzsXtCyDNJICioqLMJQFyc3Ph6Ogok2V9AoEAOTk5TFvAecrAwABu3bqFR48ewd3d/SPFExUIhUB5OeDoCHA4wPffk0aqc8lHNDU14dKlS9i9e7fMenIwzC+YJAANma3bsyThcDgLVgnQ09ODO3fuwNvbG5qaZDuu3l6yNYy7O+DgALx5A/zhD0BKCvDLXw5jzZo4bNiwATk5OXBycpKZHU45OTkcOHAAq1evRmRkpFikut3dwG9+M4I//pELPt8FO3dq49276Z8vchIPCAiAr68vamtr8V//9V9IS0v7SKKuqKgIPz8/LFq0CBcvXpyRRJqO0CUJIGLTpk3YvXs3Ll26JHZDNyYJMDHFxcWorq6eUD2zYsUK1NfXi6VcIz2d9DOZi/9rZmYmHB0dpyXLNzc3R11dndg8JxhjwInh8XgoKSmBo6Mj1aHMivLycmhpaYm1HzwD9QiFQmRnZ+PcuXPQ0dHBmTNnYGlpSXVYYLPJ6+Bvf0uqPOeaN6upqcG1a9dw4MABxtSSgTbIxspkgUFXJcBCTAKMjIwgNjYW27Ztg7m5+Vgv2IgI0kn222+Bf/5nMhmQmwv8+c/A7dvlWLlyJeTl5VFRUSFzD10sFgtbt27Fzp07cfHixTnLdYuL+Xjxohn/+q8tuHNHHXv2kD12Z4OxsTGOHDmCEydOoKOjA99//z2eP38+tuAXJTEsLCwQFRWF7u7uOcVOFUNDQ+ju7qadUZ6NjQ0OHz6M27dvo7S0VGzjMqaA49Pe3o6kpCT4+vpOuKhWUlKCmZkZ3s0kszYBv/wlcPLk7M8fHBxESUnJtHdrVVRUoKuri8bGxtlP+gEjIyMSNw4TIWvlACUlJTAzM6PdBsN0EbUFZJg/tLa2IjIyEmVlZQgKCsKOHTto1bbS1JT0eporFRUVuH37Nnx8fGRCFcqwcGCSADRDIBBgcHAQ6urqVIfyEXTsWCBpCIJAfHw8TE1N4eTkBFGpuUAA2NoCT5+S7trKysD27YCXF+DuLkRHxwts2rQJ+fn5WL16NVTnUlxLIWvXroWvry/i4uJQUFAw63Hu3SvGokUs+Po6g8MhDcdEHj+z3QDU09PDoUOHEBYWhqGhIfzwww94/Pgx+vv7wWKxsGPHDmzatAnR0dFobm6edexUUVtbC1NTU1rKds3NzXHixAkkJyfj1atXcx5vcHAQXC4X2traYohu/jA6Oorbt29j165dU5piWVlZiaXN544dczs/Ozsb1tbWM0oYm5ubi80XgPEEGB+CIJCbmyuzEuTGxkZwOByZ9TJg+Bgej4ekpCRcvnwZ69atQ1BQEJYsWUJ1WBKhuLgY9+/fx7Fjx7Bs2TKqw2Fg+AgmCUAz+vr6oKamRjv5eG9vr8zuIMyWlJQUcLlc7Nu3DywWa0wF8MtfkioAPz/gwgWyDCAjg1QHmJi8ha6uLvT09JCbm0t7Q8CpMDMzQ1BQENLS0vD8+fMZu+/n5uZCReUthoZMERHBwh/+ALS1/WyuI1rjlpUBtbUzj09bWxseHh74+uuvwWKx8NNPP+HevXvo7u6Gk5MT3N3dcfXqVbHskkqTmpoaWj8w6OvrIyQkBAUFBUhKSppTVwaRCoBxSP6Yx48fw8DAAPb29lMeu2rVKlRVVVG6KOXxeMjNzf2s68dUiNMcUNqeALJSDtDc3AwulwsLCwuqQ5kVr1+/xvr162n3XMQwc6qqqnD27FkMDQ3h66+/hqOj47y99mdnZ+PZs2cIDAxkyt0YaAlzRaUZdNxxJwiCliUKkqS0tBQlJSXw8fGBnJzc2I71kyfkTramJnDsGLBrF9DQAJw7B/zv/02gtZVUAbx9+xZqamrz4sKvq6uL0NBQ1NTUIC4uDnxRH7EpqK6uRnJyGv7pn/YgMZGN0lKgrg4wMyPbKgJAYiJw6RKwZw+wdi1pwDMb1NTUsHfvXnz33XdQU1NDREQE7ty5Ay0tLfj5+eHu3btzUjNIm9raWixfvpzqMCZFQ0MDwcHBaG5uxp07d6b9vfgUxg/gc8rKylBbWwt3d/dpPSCrqqrC0NAQVVVVUohufLKzs7F8+fIZKzpMTU3R3t4uFk8DRgkwPqK2gLK42Orv78f79+/h4OBAdSgMc4DL5eLu3btITEzE/v374eXlhUVzMR+hMQRBIC0tDVlZWfNa5cAg+zBJAJpBxx33wcFBKCoqSq3Wkmo6Ojrw6NEjHDlyZOwmJScHcLnA//yfgKhLmpkZcPAgqQCIiQG2bauBUCiEpaWlTLQFnAmLFi3CiRMnIBQKcfnyZQxN0US8s7MT//IvRbhz5wwaG7VhaEia7JiYAKGhQGkp8Ne/kp+dtTWgokImUhYvnlsLHlVVVbi5ueEf/uEfYGBggCtXriA9PR1ffPEFUlNT8fLlyzntWksDDocDDocj1b7Is0VFRQUBAQEgCAJXrlyZ1UKOSQJ8TE9PDx4+fAhvb+8ZLWhXr14tlpKA2cDj8ZCVlYWtW7fO+Fx5eXksXboUdXV1c46DMQb8nOHhYZSXl8vsIjo7Oxu2trbTMppkoCeVlZU4e/Ys5OXlcebMGZlVpEwHgiCQnJyM0tJSBAcHQ0tLi+qQGBgmhEkC0Aw67rjTMSZJMTo6ilu3bmHXrl0wMDD46DVlZTIJUFYG7NxJmtuJ5OxycsCrV6+wceNGdHZ2oq2tDdbW1hS8A8mhoKCAw4cPY+nSpZOa7g0PDyM2Nha/+IUZvvpKGYcPk6UTnZ3Ad98BPT2kgmLrVuDuXSAtDbCwIJUVwNxa8IhQUlKCq6srfvGLX8DS0hJPnz7F4sWLx+rzhCKDBxrS0NAAExMTmZG+ysvLw9vbG/r6+oiOjkZ/f/+0zyUIgjEF/ACBQIA7d+5g8+bNM06MrF69Gm/fvhWb0/5MyMnJwbJly2a94yUuXwCmReDnFBUVYeXKlTK56zo6OoqCggLGEFBGGRoaQlxcHJKSknDo0CG4u7tL7e+TCvh8PuLi4tDY2IigoKAFaabNIFvIxlPmAoKOC246lihIikePHsHQ0HCsDle0VuTxgIEBcjGbmko6xn79NbmrPTREuni3tLTA1tYWOTk5cHR0hLy8PIXvRDKwWCzs3r0bGzduRHR0NBoaGj56XSAQ4NatW1i5ciUcHR0RFgbk5QHnz5P+CcuWAQYGpCLgr38FHj4Ezp4F/vY3ycSroKAAZ2dnfPfdd2OmWGVlZYiMjKTtLl59fT1MTEyoDmNGsNlsfPHFF7C1tZ1Ra8m+vj6w2WzmYenvpKSkQFVVFRs3bpzxuRoaGtDW1hbLjvpM4PF4ePXq1axUACIsLCxkLgkgC+UAIkPAdevWUR3KrCgqKoKJiQljGiqDvHnzBj/99BMWLVqEr776itYeN+KAy+Xi2rVr4PP5CAgIgIqKCtUhMTBMCZMEoBl0TALQsURBEhQXF6O+vv6jOlzRZuxvfwt4eADBwaT0/8svgatXgeFhoLGRVAGsX78eAoEAJSUlMuvCPF2cnJxw4MABXL9+HWVlZQDIB86HDx9CQUEBu3fvHjtWTQ0QfX0IAjA3B4qLgY0byaSKpiZgZfV5GUBTk/jilZOTg52dHb799lt4eHigp6cHf/nLX5Cfn0+78oD6+nqYmppSHcaMYbFYcHV1xa5du3Dp0iXUTsPpsampCUZGRjJZqyxuqqqqUFxcjIMHD87681i9ejXKy8vFHNnk5ObmwszMDHp6erMeQ19fHxwOZ6zV52xhlAAfU1tbCzabLZPXE4IgmLaAMgiHw8HNmzeRkpICX19f7N27d96Xkg4MDCAmJga6urrw8fGhVZtDBobJYJIANIOOu+50TEyIm87OTiQlJeHw4cNjNyzR2vCnn8hF682bwO7dpCdAdDSwciVw7RpgZMRBRUUFnJycUFRUBHNzc9q1eJQEK1asQEBAAJ48eYL09HRkZWWhsbERhw4dmlDKzmKRqgqATAxYWgLLl5OJlA/XPdXVZOKlslK8MbNYLNjY2ODXv/41Vq5ciYcPH+LHH39EeXk5LZIBPB4PHR0dMl0jv3btWhw6dAi3bt0aSxBNRHNzM1MKAPLBOSEhYc5mWaJWgdL6Lo+OjiIzM3NOKgCAVJKYmJjMWcUwMjIitdpxWfAEyMvLg5OTk0wm2aqqqiAnJzfvd5DnCwRBoLi4GOfOnYO2tjZOnz4tc4q22dDR0YHIyEjY2Nhg3759MlPGx8AAMEkAWiEUCjEwMEA7aex8TwKI+nG7ubl95AMgem6qqwOOHCF72/v7k7XrT58CmZnk69nZ2bCxsYGKigpycnKwfv16Ct4FNRgYGCA0NBR5eXljmf+pduIUFQE+H0hIAL7/HrhxA1i69PPj1NTIzzwnB3jxQrxxs9ls+Pj4YM+ePRgaGsKzZ89w4cIFVFZWUpoMaGpqgr6+vszvJCxfvhwBAQFISkpCVlbWhMcxpoDkw3N8fDwcHBxgbm4+p7F0dHSgoqKCxsZGMUU3Obm5uTA1NRWLiaWpqSnq6+vnNAZTDvAzHA4HVVVVsLW1pTqUWSFSAchiAmOh0d/fj+vXryMjIwP+/v7YtWvXvCyH/JT6+npcvHgRbm5u2Lx5M/NdZZA5mCQAjeBwOFBVVYWcyG2OJsz3JEBSUhJ0dXUnrJvcu5esZ09KInexV68mXewHBsid27y8PGzcuBG1tbVgsVgwMzOT8jugFi6XCx6PBz09PTx69GhaDvHy8kB8PLB588c/F3maPX0K9PYCSkrAr38N/OIXpFpA3Ovz9evXY//+/RgeHsbKlSuRkpKCiIgIvHv3jpJkgKyWAoyHgYEBQkJCkJeXhydPnnz2eRIEgZaWlgWfBMjIyMDo6Ci2b98ulvGsrKykUhIgUgFs27ZNLOOZmZnNSQlAEARGRkakJj2mezlAfn4+rK2tZdJVv6OjAy0tLVi7di3VoTBMAkEQyM/Px/nz52FoaIhTp04tmOt5eXk5bty4AU9PT9jZ2VEdDgPDrGCSADSCw+HQTgVAEAT6+vrmrSdAWVkZqqursX///s+yuM3NwO9+B6xYAQQEAMnJwNGjwOnTZDJg716gsLAQpqam0NHRQXZ2NtavX7+gssGDg4OIjY3F3r17ERISAi0tLURGRk7YOWAq5OSAkREgKgqwswNu3wZqa0kjxqVLST+GZ89+Pp4gfjZvnC1WVlY4cuTIWDLH1dUVycnJiIqKQlVVlVSTAQ0NDfMmCQAAmpqaCAkJQWNjI+Li4sDn88de6+zshKqqKlRVVSmMkFoaGxuRlZUFb29vsclIra2tUVZWJvHvbV5eHpYuXSq2VpZGRkbo7u6eVZtJgHTmlpOTk1oSnc7lAARBoKCgAI6OjlSHMitev36NdevWLYjdZFmlt7cXV65cQW5uLk6cOIHt27fTbgNLUs0Fq0AAACAASURBVGRnZ+PRo0c4duwYLC0tqQ6HgWHWMEkAGjEwMIDFixdTHcZHDA0NQV5efl62denu7sbDhw9x+PDhcd/fyAjZ1i4lBfjmG8DXl1yMbttGmgIKhUJkZWVh06ZN6OvrQ11dncxKL2cDn8/HjRs3sHbtWtja2oLNZsPd3R3r169HVFTUrN2+s7OBtjagq4s0XvzyS+DMGdIjoLSU/L0A5OssFmneONdEgKmpKQIDA/Hy5Ut0dHTg9OnT2LBhAx49eoSYmBjU1NTMbYJpIBQKx9oDzidUVFQQEBAAPp+Pa9eujS3yFnopAJfLxZ07d+Du7i7WJKu+vj6UlJQ+69whTkZHR5GRkSE2FQBAmncaGRnNOm5plgIA9C4HqKurg6Kiokz+fXE4HJSVlcHZ2ZnqUBjGgSAIZGdn48KFCzA3N0dYWJjYEoF0hyAIPHv2DK9fv0ZwcLBM/n0xMHwIk2alEYwfgPTg8/m4ffs2tm7d+tGFXCAgd6OrqgBtbeB//S/SByAzE/jzn4EPy/0rKt5CVVUVJiYmeP78OWxtbee9C64IgiCQmJgINTU1uLm5ffSas7MzdHV1cefOHWzduhXOzs4zUkdwuUBHB5lwWbIE6O8nP/u8PCAujvRoOHECaGkhTQXPnfu5i8NcWLJkCUJDQ3H9+nV0dXXhwIEDsLa2RmlpKe7fvw91dXVs375dYuUebW1tUFdXn5c74woKCvDx8cHjx48RExODY8eOjXUGWIiI/n4sLS1hZWUl9vFtbGxQUlIiMVVJfn4+jI2NP/JQEQciX4AVK1bM+FxpJwHoXA5QWFgIe3t7mVSlvX79GmvWrKHdhggDuXFy7949CAQCBAcHY8mSJVSHJDUEAgESExPR2dmJ0NDQeXmfZlh4MEoAGsHhcGh345uvSYDk5GRoaGh8ZuInJ0cmAr75htzxz8oC/vM/SZf6P/2JVAaIEMn/BQIB8vPzF9TORUZGBjo6OuDp6Tnug6a5uTlCQ0ORm5uL+/fvQyAq9p8Gu3cDb98CTk7kzv/vf0/+OzKSTM5cvAjo6ZEeDaOjwN/+9vH5M5jqMxYvXozAwEAIBAJcunQJw8PDsLW1xTfffAM7OzskJCTg8uXLEtllnY8qgA9hs9nYt28fbGxsEBkZibq6ugXbGSA/Px9dXV3Yu3evRMa3sbFBeXk5hHOVyIwDn88XuwpAxFx8AbhcrtSVADwejxZdRT5kZGQEFRUVMqlKGxkZQV5eHlxcXKgOheEDhEIhXr16hYiICKxevXrBJQBGRkYQGxuL4eFhBAYGMgkAhnkDkwSgEXRVAsw3P4CKigq8ffsWBw4cGHcBy2IBBw4ACgpke8CMDLIe/U9/AkpKyGM6OjrQ3t4+Vn9raGgIHR0dKb8TaigvL0dOTg78/PwmdbHX0tJCaGgoOBwOLl++jKGhoWnPIdogbmkhkwL/+q+AhQWQng4YGAD//M/k7r+V1c+/k+ZmUjUgKkuc7bO5goICDh8+jGXLliEiIgIdHR1gs9mwt7fHt99+izVr1uDOnTu4cuWKWF3Y55Mp4ESwWCxs3rwZ27ZtQ3t7+0ceAQuF9vZ2PH/+HN7e3hKredbW1oaGhoZEyljy8/NhaGgIQ0NDsY+9dOlStLa2zmqHXdpKADk5ObBYrBklOKVBWVkZzM3N59Rqkiry8vKwfPlyaGtrUx0Kw9/p6OhAVFQU3r59i7CwMGzcuHFBtcHjcDi4ePEiNDQ0cOTIEZnv3MPA8CEL5y9ZBqCjMeB8UwL09vbi/v378Pb2hoqKytjPRQvG7m6goIA0Arx5EwgMBFxdgUuXgFevAJHyPScnB46OjpCXlx9TBCwEWlpacP/+fRw5cgTq6upTHq+kpIQjR45g6dKlCA8PR1tb24zmCwsjWwiKNrUyM8kSAR0d0jdgaAjYtIl8LSgI8PQEEhPJf4vyO7NJBrBYLOzYsQPbt29HTEwMqqqqAJAP/o6Ojvjuu++wevVq3Lp1C9euXUNzc/PMJ/kAgiAWRBJAhL6+PjQ1NREXFycVJ3u6IGpHumvXLonvpNnY2KC0tFSsY/L5fKSnp0tEBQCQEns9PT00NTXN+FxpJwEAevoCiEoBZA0+n4+srCy4urpSHQoDyN3/tLQ0xMTEwN7eHidOnFhwyZmuri5ERUVh1apV8PDwWFDJD4aFAeMJQCPoaAzY19c3b9xPBQIBbt++DRcXFyz9pDG9aMF46xZQWEi2p+PxSAVASgqpAtiwgTxmZGQEJSUlOHPmDJqamjA0NDRvPqPJGBgYwPXr1+Hu7j6jWm42m41du3ZBT08Ply5dwv79+7F69eppny+yWRAIgDVryNIMAPj3fyd/b1ZWZBeB3Fzg7FnSIwAA9u8n/5/FAvh8Ujkw03u4nZ0dNDU1cevWLWzfvh1OTk4AyGSAk5MT7O3tkZ+fj+vXr8PIyAjbt2+fVZ10X18fhEIhtLS0ZnyuLNLc3Ixly5Zh/fr1iI2NxcDAwIJIpCUlJUFfX18qi7Q1a9YgNTUV7u7uYlMc5Ofnw8DAQKJeDiJfgGXLls3oPCqSACJfgA8TylTS2dmJnp6eWXkqUE1xcTH09PQkojBhmBldXV1ISEiAoqIiTp48Oa82gqZLY2Mjbty4ATc3N5ntssHAMBVMWotG0LUcYL7cAJ49e4ZFixZhk2jreBxOnyZd6P/jPwBHR7IW/eFD4C9/+fmYoqIiLF++HOrq6sjOzoazs/O8zxCPjo7i+vXrWLduHaytrWc1hq2tLfz9/fHw4UOkpaXNuJZWTg74p38CqquBL74AGhrI3X9zc9K3ISIC8PMDHjwgf/bDD8Af/0ie+/498Ic//JxAmAlmZmYICQlBVlYWHj9+/FGdtby8PNavX4/vvvsOy5Ytw9WrV3Hz5k20t7fPaA6RCkAWjbxmg8gU0NDQEMHBwcjOzsbTp09pV18tTt68eYPq6mp4eHhI5fesrq4OfX19vH//XizjSdIL4ENm6wtAlRKATm0CCwsLsXbtWpm7HwmFQmRmZjIqAIohCAK5ubmIioqCjY0Njh8/Pm+e/2ZCZWUlYmNjsX//fiYBwDCvka07xTxGKBRiaGiIVkoAgiDmjSfA27dvUVZWhoMHD074AC4qT166lKxJ/+1vyZKA58+Bf/s38jVRexxnZ2cMDg7i7du3cHBwkNK7oAaCIHD37l3o6Ohgy5YtcxrL2NgYYWFhqKioQFxc3IyltGpq5K5/TAxw5QpgY0MqAlasAA4dIo0CX74ETp0iuwhUVJClHY8eAY2NwGz/vLS1tREaGor29nZcv34dI6I+hX9HQUEBGzduxHfffYelS5fi0qVLuHv3Lvr6+qY1/kIqBQBIJYDIFFBLSwshISGoq6tDQkIC7WqsxUFvby8ePHgAb29vqS5UxVkSUFBQAD09PYmbOZqamqKxsXHGpoY8Hk/q3Vno1CFAKBSiqKhIJu9HlZWVUFZWnrH6g0F8DAwM4Nq1a8jPz0dwcDA2bNiwYJLSH5KXl4f79+/D398fK1eupDocBgaJwiQBaMLg4CBUVFRolcEfHh6GnJwclJWVqQ5lTvT39+PevXvw9vYe19W1tZX8/w8VswRB9p5XUyPr0UUfQU1NDeTk5GBmZoa8vDysXr2aNlJQSfHixQv09fVNaKQ4U9TV1REUFAQWi4Xo6Gj09/fPeAwDA7JM4N074PFjslwDAHp6gORk0hvgL38hvRz6+8kuD97ewIfrl5kap6uoqODYsWNQU1NDdHT0uAt8RUVFuLi44Ntvv4WamhrOnz+PJ0+eYHh4eNKxGxoaFkwSgMfjobu7+6Pe0qqqqjhx4gRGRkZw7do1Wu2uzhWBQIA7d+7A1dVV6t0QrK2t8f79+zl/npL2AvgQFRUVaGpqolV0YZ4mBEFI/f5JJyVAVVUVNDQ0ZM61nSAIZGRkwNXVdUEuOulAWVkZzp8/DyMjI4SGhkJXV5fqkKQOQRB48eIFMjIyEBQUtGA71zAsLOiz4lzgMKUAkkEoFOLOnTvYsGHDZ4usyEjg66/JdoAXL3563vj14yIVwOjoKLKzs+d9K6OSkhIUFRXhyJEjYnUyV1BQgJeXF6ytrRERETFrl/0VK0jDRlEZPodDKgX8/Mh/FxUBXC5p7vjll0BeHnD/Pvkamz1z00A5OTl4eHjAzs4OkZGRExqYKSsrY8eOHThz5gx4PB5++OEHpKenj7trODw8jN7eXrH3XKcrLS0t0NfXh5yojcPfUVBQgK+vLzQ0NHD58uUpEyeywosXL6CsrDxpGZKkUFVVhampKSoqKuY0TmFhIZYsWfKZl4qkMDU1nXFJAEEQUl9E0skYsKCgQCYNAWtra8HlcmfkE8MgHrhcLuLj45GSkoKjR4/Czc3ts+vyQkAoFCIxMRHv3r1DSEjIgun0xMDAJAFoAofDoVUpADA/2gOmpKRAQUEBmzdv/ujnHR3Ajz8C+/YBHh5k//m3b4G7d8nXx7sP9vb2or6+Hra2tsjPz4epqanM7brMhMbGRjx+/BhHjx6VyHdT1C7O3d0dsbGxKC4untU4HxoWczhkYsDUlDR2zMoCzMyA48eB//t/Se+Av/0NOHyY9BSYzZqBxWJh06ZNcHd3x7Vr1/DmzZsJj1VTU4OHhweCg4PR3NyM//7v/0Z+fv5HUueGhgYYGxvTSgUkSZqbmyc0lmOz2di/fz9MTEwQExMDDocj5ejES3V1NYqKiuDp6UnZLueaNWtQVlY26/MFAoHUVAAizMzMUF9fP6NzqPCToEs5wNDQEKqrq2FjY0N1KDMmIyMDLi4ujApAytTU1ODcuXNQVFTEqVOnFuzO98jIyJg5bWBgIO2ewxkYJMnCeOqUAeioBOju7pbpljBVVVUoKiqCl5fXZw8Yf/4zuTO8fz+wciXw/ffA+fNAdDSZGOjs/Hy83Nxc2NnZgc1mIzMz87PEwnyir68PN2/exMGDBz+SbUuCVatWITAwECkpKUhOTp5xLfCHrFwJqKiQv8OQECA2Fti+nUwU9PYClpbA06eAnR2QlDT3uI8fP46kpKQpjQ51dXXh6+sLX19fFBcX46effkJFRQUIgkBDQwNMTEzmFowMMVkSACCTLLt378aaNWsQFRWF3t5eKUYnPjgcDhISEuDp6Ulpz/bVq1ejrq5u1sqKwsJC6OrqSvU7KlICzGRhT5USgA7lACUlJVi5cqXMle61tLSgvb0dtqIesAwSZ3R0FI8fP0Z8fDw8PDzg7u4udS8NutDb24uoqChoamri6NGjC/ZzYFi4MEkAmkDH9oBdXV0yK4saGBhAQkICDh069NkD+OgouQj8zW/If8fFkfXj//EfwLVrpDHgpyrv0dFRFBQUwNnZGUVFRdDX15domywq4fF4iI2NxcaNG6VmjKOnp4eTJ0+iubl5XOO96aKsTJo5/u53ZIcAGxvgyBHytW+/BerrgdevydfDwuYet6GhIcLCwlBeXo67d++CL3KXnIClS5ciMDAQe/bsQUpKCqKjo/H27dsF4wcAkJ0Bptp1YrFY2Lp1KzZu3Ijo6Gh0dHRIKTrxQBAEEhISYGdnh+XLl1Mai5KSEiwsLCZVrEwEFSoAgPQNUVZWRud42dgJWMjlALJaCpCZmYmNGzeKtdSMYWJaWloQHh4ODoeDM2fOLIjWxhPR2NiIyMhIODg44Msvv1wwSjwGhg9hvvU0gcPh0E4JIKtJAKFQiLi4OKxbt25ct2EFBdIxXpRzOXUKOHmS/G9VVaClBSgp+ficsrIyGBkZQVNTExkZGXN2yacros/OyMhI6jXMqqqqOH78ONTV1REZGYnu7u5Zj+XiAvz+92RbwKwssgTA3Bw4cAD4H/+DNAsUl3pYTU0NQUFB4PF4uHz5MoaGhiY9nsViYcWKFTh9+jTs7e3R3t6OrKysGbcVlEWGh4cxODg47evK+vXrsXPnTly6dAnNzc0Sjk58vHr1CjweD9u3b6c6FABkl4DZlAQUFRVBW1ubEqXKTH0BFmoSoKWlBVwuF+bm5pTGMVO6u7tRVVWFdevWUR3KvEcoFCI1NRVXrlzBli1b4O3tPe8NjSejtLR0rAXgxo0bmVIUhgULkwSgCXQsB5DVJEBqaurYTuKnPHwIXL1K/rco8fvhZvfTp0BXF1lDLkLUFnD9+vUoLS2FmpravN25ffbsGbhcLtzd3Sm5MYqM95ydnREVFYWampo5jAXo6ADq6kBCApnoycsjk0Dq6rPzA5gIRUVF+Pj4wMTEBBEREdPawWSz2ViyZAkMDAywfPlyXLx4cUZtBWWRxsZGGBkZzWjXxdbWFh4eHrh69Spqa2slF5yYaGtrQ0ZGBry8vGhjsmVpaYmWlhYMDAxM+xyBQIC0tDSpqwBEzNQXgIokgKKiIuXlAIWFhbCzs5O5hcyrV6/g5OQk1ZaZC5Hu7m5ER0ejrq4Op0+fxtq1a2XuuyIuCIJAamoqnj59ioCAAKYFIMOCh0kC0AS6KQGGh4fB5/NpV6IwFTU1NcjLy4OXl9dnCw0eD/j1r4F/+zcgMBB48YL8ueh+2NhItpr73e8+HrOpqQlcLhcWFhZIT0+ftyqAgoIClJeXw9fXl/LFi7OzM7y9vXHnzh1kZmbOyfRr7Vryd21lRZaC/Pij+OL8EBaLhV27dmHLli2IiYlBdXX1lOfU19fD1NQUmzZtwnfffYfFixfj/PnzSE5Onjfu+B8ier8zZdWqVTh8+DBu3bqFt2/fSiAy8cDn8xEXF4fdu3dDS0uL6nDGUFBQwKpVq2akBiguLoaWlhZlCc/Z+AIsNCUAn89HSUmJzJUCcDgclJaWYsOGDVSHMm8hCAK5ubmIjIyEjY3NmMpuocLn85GQkIDKykqEhoYumG48DAyTwSQBaALdPAG6u7uho6MjUxnjwcFBxMfHw9PTc9yEiqIiucD39CSN4/7zP4H/83+Ao0eBmhrSC+BvfyMNAz9E1BawsrIS8vLysLCwkNI7kh51dXV49uwZ/P39oaqqSnU4AABzc3OEhYWhtLQUd+7cmfOO269+Bfzxj4CkO1E5ODjg8OHDiIuLQ15e3qTHNjQ0jC2ylJWVsXPnTpw5cwZcLhc//PADMjIyKJcbi5PZJgEA8vvg7++Pe/fuoeTTeh2a8Pz5c2hra8POzo7qUD7DxsYGpaWl0zqWahUAAGhra0MoFE5bGbMQywEqKyuhr69Pq4TTdHj9+jVsbGwoNcyczwwMDCA2Nhb5+fkICgrChg0bZOpZTtwMDQ3h8uXLGB0dRVBQEK023BgYqIRJAtAAoVCIwcFBWiUBZK0UgCAI3Lt3D7a2tpMu0tetI2vEDQxII8C0NODZM+DlS/L1TzsscTgcvHv3DnZ2dmMqgPl2M+3s7MStW7fg5eUFXV1dqsP5CE1NTYSEhEBRURHh4eEzMgobD2l5/yxbtgzBwcHIzMxEUlLSuB0PCIJAfX39Z/XWampq2L9/P4KDg9HU1IQffvgBBQUFc+qaQAf4fD5aWlrm1Gve2NgYJ06cQHJyMnJycsQY3dypra1FaWkp9u/fT8trhLm5OXp6etDT0zPlsSUlJdDQ0ICZmZkUIhsfFos1I18AKloEUk1hYaHMqQBGRkaQl5cHFxcXqkOZl7x58wbnz5+HoaEhQkND53Ub4+nQ2dmJiIgImJiYwMfHBwoKClSHxMBAG5gkAA0YGhqCsrIy5RLsD+nq6pKp9oDFxcXo6+uDm5vbpMetXEkaATY0AMuXkyUAv/kNcP8+6Sr/Kfn5+bC2tkZLSwtGR0exWtLbyFKGw+Hg6tWr2LlzJ20VDvLy8jhw4MCYU3x5eTnVIU0LHR0dhIWFoaWlBTdv3vxMydDZ2QklJaUJJZqitoI+Pj4oKirCuXPnUFlZKbOLnZaWFujo6My5BlhPTw/BwcF49eoV0tPTxRTd3OByuUhISMD+/ftpo6T5FDk5OVhZWU2pBhAIBEhNTaVUBSDCzMxsRkkAaSdfqJhTRH9/PxobG2FtbU3J/LMlLy8PFhYWMqdeoDtcLhfx8fF49uwZ/Pz84ObmRqtnSiqorq5GTEwMtmzZgl27dtEyOcvAQCVMEoAGMKaAc6O/vx9PnjzBwYMHp3XT27wZyM4GnJ2BHTtIn4B//3fA1/fj4wQCAXJzc+Hs7Iy0tDRs3rx5Xt1EeDwerl27Bnt7ezg4OFAdzpSsW7cO/v7+SEpKwtOnT2ViZ1xFRQUBAQFQUVFBdHQ0+vv7x16brjRe1FZw9+7dePbsGS5fvoy2tjZJhi0R5lIK8ClaWloIDg5GcXExkpOTKU+MPH78GJaWllixYgWlcUzF2rVrp0wC5OfnQ1tbe9zOKtLG1NR02uaACy0JUFRUBGtra5na2eTz+cjKyoKrqyvVocwrampqcO7cOSgqKuL06dNzUlvNF/Ly8hAXF4fDhw/LxPMNAwMVMEkAGjA4OEi72jhZSQIQBIHExEQ4OzvD0NBwWucYGZF1/8uWAX/9K/mz8borVVZWQktLCzweD319fbD5tFZAhhEKhbh16xYMDAzG7aJAV4yNjXHy5Ek0Nzfj6tWrGBwcpDqkKZGTk8OBAwdgY2ODiIiIsVZ3DQ0N0269Jmor+NVXX8HKygqXL19GYmKiTLx/ER/6H4gDUWvGuro63L9/n7Kk0Js3b9DQ0IA9e/ZQMv9MMDU1BZfLnbAdJY/HQ2pqKnbs2CHlyMZHT08Pg4OD4HA4Ux5L1YKcijkJgpDJUoDi4mLo6+szpmxiQiAQ4NmzZ4iPj4eHhwfc3d2hqKhIdViUIhQK8eTJE2RmZiI4OJgWyUwGBrrCJAFowPDwMK0kpARByEwSoLCwEBwOZ8aO/fv2ARcvAqqqAJ8/frs4UVvAtLQ0uLq6zqitGZ0hCAL3798HAMpaAc6FRYsW4fjx4zA0NER4eDiampqoDmlKWCwWXF1dsW/fPly9ehXl5eWz2hlns9lwdnbGN998A0VFRfz444/IyMgAn8+XUOTiYSL/g7miqqqKgIAAdHd3Iy4uDgKBQKzjT8XAwAAePnwILy8vmXj4ZrFYWLNmzYRqgOzsbJiamsLIyEjKkY0Pm82GiYnJtNUAC0UJ0NDQADabLVM7vkKhEJmZmYwKQEz09vYiJiYGra2tOH36NCwtLakOiXJ4PB5u3ryJ5uZmhIWFycQzLAMDlcyPVY2MMzQ0BBUVFarDGGNgYACKiopQVlamOpRJ6evrw9OnT+Hp6Tmr2jeRD6O8/OevtbW1obu7GxoaGmhra5O5HZfJSE1NRWtrK3x8fGS2ZpDNZmPXrl3Yu3cvrl27hvz8fKpDmhZWVlY4duwYHj58iIGBgVkbMaqoqGDv3r0IDQ1FfX09zp49i4qKCspl8RPR1dU1qf/BXFBSUsKxY8fA5/Nx/fp1qbm1i8xI161bJ1OLMVGXgE+/K8PDw3j16tWUvirSZrolAVSVA1BBQUEB7O3tZSqBW1FRAWVlZUrNJucLZWVlCA8Ph7W1Nfz9/WmnJKWC/v5+REdHf1SCx8DAMDlMEoAGDA8P0+qCJQsqANED+MaNG6Gvry/28XNycrBu3TpkZmZi06ZNkB8vUyCDFBYWorCwEP7+/jKxczkVVlZWYyZx9+7do/2OOAAYGRlh27ZtkJOTQ0JCwpwWrTo6Ojh69Cjc3d2RkpKCS5cuobW1VYzRigdx+gGMh7y8PHx9faGqqoorV66Ay+VKbC4Rubm5GBoakqlyGgAwNDQEi8UaK0sRkZmZiZUrV9KuQ4ixsfG01D5ULMipSDzweDxUVFTA1tZWqvPOBYIgkJGRMe98daTN6Ogo7t27h+fPn+PYsWPYtGkT83mCNJ2NjIzEmjVrcODAAZnd3GBgkDZMEoAGDA0N0aocQBaSAPn5+eByuRKRFnK5XJSVlWHZsmWoq6vDunXrxD4HFVRVVeHp06c4duwYrdpRzhVdXV2EhYVhZGQE0dHR6O3tpTqkKens7MSmTZsAANHR0dPuhT4RFhYWOH36NNasWYMrV64gMTFxWnXU0kISpQCfwmaz4enpCX19fVy6dEmifgmdnZ1ISUmBl5eXzD1wslisMTWACA6Hg7y8PGzfvp26wCbAyMgIbW1tU5Z6LBRjwIqKCpiYmNDOTHgyqqurwePxsGrVKqpDkVna2tpw4cIFCAQCnDp1ijYlO1RTUVGBK1euYO/evUySiYFhhjBJABrAKAFmRm9vL54/fw5PT0+J1OkXFhbC0tISBQUF2LBhw7zYMW9tbUVcXBx8fX1pt9MnDpSUlHD48GGsWbMGERERqK6upjqkSWloaIC5uTm8vLzGDANra2vnNCabzYaTkxO+/fZbKCkp4ezZs7TxC5C0EkAEi8XCvn37YGlpiZiYmDknV8ZDIBAgPj4ebm5uMvu3JEoCiMwUU1NTYWtrCw0NDYoj+xwlJSVoaWlN2RFjoSQBSkpKsHbtWqnOORcIgsDLly+xdetWZoE2CwiCQHZ2Ni5duoTNmzfDy8trzm1W5wMEQSAzMxMPHz6Ev7+/zLXKZGCgA0wSgAbQTQnQ3d1N2ySAqAzAxcUFS5Yskcj4OTk5sLKywtu3b7F+/XqxzyFt+vr6cO3aNbi7u0tlIUYVLBYLLi4u8Pb2Rnx8PNLT02lZI8/j8dDR0QEjI6OxmD09PXH79m1kZ2fPOWZlZWXs2bMHoaGhaGhowNmzZ1FeXk7ZZ8HhcDA8PCyRv9fxYLFY2LFjBxwdHREdHY2uri6xjp+WlgYVFRU4OTmJdVxpsmTJEqirq6O6uho9PT0oLS2dsbmqNJlOScBC6A4wODiIhoYGmdpRr6mpwdDQENasWUN1KDLH8PAwbt68icLCQoSEhMDOzo7qkGiBQCDA/fv3UVxcjNDQUBgbG1MdEgODTMIkAWgA3boDdHZ20jYJkJOTg9HR0TEptbipqqqCoqIiqqursW7dOtqbI07F8PAwrl69ChcXlwWTKTc3N8fJkydRUVGBmzdvYmRk4X8jzAAAIABJREFUhOqQPqK5uRn6+vof+UxYWFggJCQEeXl5YvM20NHRgZ+fHzw8PPDixQtcvHgRLS0tcx53pohKAaS9QNu0aRO2bt065qAtDhobG5Gbm4uDBw/K/K6mvb09ioqK8OLFCzg7O9PaXGy6vgDzXQlQVlaGlStXyow67UMVwHzpriMt6urqcO7cOWhqaiIkJIS2z2TSZmhoCFevXsXAwACCg4NpqV5iYJAVmKsyDaBTdwCBQIC+vj5oaWlRHcpndHd348WLFzh48KDEHiiys7Nha2uLsrIybNy4USJzSAs+n48bN25g+fLlMv9eZoq6ujqCgoKwaNEihIeHo6Ojg+qQxmhqahq3nlNbWxuhoaEYGRlBTEwMBgYGxDLf8uXLcfr0adjY2ODq1au4d++eVP0CpFUKMB6Ojo7Yt28frly5goaGhjmNxePxEB8fjy+//FKm6rEnwsbGBpWVlXj//j1cXFyoDmdSli5disbGxkmPWQjdAUpLS2FjYyPVOedCbW0tBgcHZSpmqhEKhXjx4gVu374NDw8P7N27d94YE8+V1tZWhIeHw8jICH5+fkxZBAPDHGGSADSATkqA3t5eqKur0+6mQxAE7t69iy1btkisDre7uxtNTU3o6+uDra0trXfGpoIgCCQkJGDRokXYu3cv1eFQgry8PDw8PODq6oqYmBiUlZVRHRIAUgkwkXxRUVERPj4+WLVqFcLDw+e8cBXxoV+AsrIyzp49i/T0dKn4BTQ0NFBahmJtbQ1PT09cv34dVVVVsx7nyZMnMDExmTeKGhUVlbGWbXR/mF6yZAkGBgYwPDw84THz3ROgp6cHXV1dsLCwkMp8c0WkAtiyZQujApgmfX19uHjxIurr63Hq1CmsWLGC6pBoQ1lZGS5fvoydO3di165dzHeKgUEMMH9FFCMQCMDn82kj76OrKeDr169BEAQ2bNggsTlyc3OxZs0aFBUVSaTrgDR5+vQpBgYG4OXlJfOy5bni4OCA48eP4+nTp0hKSprSZVzSTKQEEMFisbBlyxZ4eHjg+vXryM/PF9vcIr+AsLAwNDU14ccff8SbN28ktqP5of8BlVhaWuLIkSOIj4/HmzdvZnz+u3fv8P79e3zxxRcSiI4aGhsbIRAI0N/fT3UoU8Jms2FoaPhZW0OqkWYSoLS0FFZWVjLTjaK2thYDAwMyZWJIJRUVFQgPD8eKFSsQEBAwL9RG4kAoFOLZs2dITk7G8ePHGVUJA4MYYZIAFCMqBaDLQq2rqwva2tpUh/ERXV1dSE1NlVg3AIDsv1tYWAgWiwUrKyuoq6tLZB5p8Pr1a1RWVsLPz492ig6qMDQ0xMmTJ9HV1UVpG8HBwUFwudxpJdpWrlyJ4OBgZGZm4sGDB2JNXmhra+PIkSM4cOAAUlNTcfHiRbS3t4ttfBGNjY0wMDCgxffQ1NQUx48fx6NHj1BQUDDt84aGhpCYmAhPT0+Z9wgRQRAEnj17Bjc3N/T19aGzs5PqkKbE2Nh40pKA+W4MWFpaCltbW6nMJQ4YL4DpMTo6igcPHiApKQl+fn5Mm7sP4HK5uH79OhobG3Hy5EkYGhpSHRIDw7yCuTpTDN06A9BNCSAUCnH37l1s27ZNosmJsrIyGBoaoqSkBJs3b5bYPJKmvLwcGRkZOHbsGG18JuiCqqoqjh49Cmtra4SHh6OiokLqMTQ3N491BZgOurq6CAsLQ39/Py5duiT2Wn5zc3OcOnUKa9aswcWLF/HkyROxGik2NDTAxMREbOPNFQMDAwQFBeHly5fIysqa8niCIJCYmAgbGxssW7ZM8gFKierqavT398PR0RFr165FYWEh1SFNydKlSyc1B5zP5QBtbW0YGRmh1d/SZDAqgOnR0dGBiIgIDA8P4/Tp01i6dCnVIdEG0WejpaWF48ePy3R5JgMDXWGSABQzPDxMq8VaZ2cnrXpfZ2Vlgc1mS7xVX35+PhYvXgwLCwvaKSGmS0NDA+7fvw8/Pz9aGjvSAVFLPj8/Pzx+/BiPHz+WannAVKUA46GsrAw/Pz8sW7YM4eHhYpdEs9lsODs74+uvv8bw8DB+/PFHlJaWiqVEgEpTwInQ0dFBcHAwsrOzkZGRMemxRUVF6O7uxo4dO6QUneQhCALPnz+Hm5sb2Gw27O3tUVxcDKFQSHVokyLqEDDR93I+GwOWlJTAxsZGZnaIGS+AySEIAnl5eYiJicGGDRvg7e09b1RG4qCyshIxMTFwdXXFvn37ZKYEhoFB1mCu0BRDJyUAQRBob2+Hnp4e1aEAIBMSGRkZEm/H1dHRge7ublRVVcmsCqCrqws3btyAp6cn5fXXsoCJiQlOnz6N3t5eREVFoaenRyrzTmYKOBksFgtubm744osvcPXqVRQVFYk9tkWLFuHgwYM4fPgw0tPTcfny5Tl1VRAKhWhsbKTl7qWGhgaCgoJQUFCAtLS0cY/p6elBcnIyDh06RItyBnFRXl4OoVA41rddT08PampqqKmpoTiyyVFXV4ecnNyEpTzzVQlAEARKS0tlZle9rq5uzFyX4XO4XC5u376NnJwcBAUFwdHRUWaSO5KGIAikpqbiwYMHOHr0KBwcHKgOiYFhXsMkASiGTkoADocDFotFC9mVUChEQkICtm/fLvFd7fz8fOjp6WHp0qXQ19eX6FySgMPh4OrVq9ixYwfjJjwDVFRUcOTIEaxduxYRERGzMoybCQRBjJUDzBYrKysEBgYiNTUVjx8/lsjurampKU6dOoVVq1YhJiYGT58+BY/Hm/E4bW1tUFdXp02S81PU1dURGBiI4uJivHz58qPXRNcfV1dXmbwmTIRQKERKSgp27Njx0cLDzs5OJkoCJvMFmK9JgIaGBigpKcnM95BRAUxMU1MTzp8/j0WLFiEsLAxLliyhOiTawOPxcOvWLbx79w4nT55kSiMYGKQAc5WmGDopAUQqADpkpTMzM6GoqAgnJyeJzsPn81FUVISOjg5s2bJFonNJAh6Ph9jYWKxduxaOjo5UhyNzsFgsbNy4Ef7+/khOTsbDhw8l1javr68PAOZsOqmnp4ewsDB0dnbiypUrGBoaEkd4H8Fms7FhwwacOXMGAwMDs+oiQMdSgE9RU1NDYGAgysrKkJKSMvb+Xr16NfbdmE8UFRVBVVUVlpaWH/3cxsYG7969A5fLpSiy6SEqCRgPaUnzP51T0vdLUSmALFBfX4+enh5GBfAJBEEgOzsb165dw549e/Dll1/OK3XRXOnu7kZkZCSUlZURGBjIdEZgYJASTBKAYuikBGhra6NFKUB7eztevXqFAwcOSPwBq6KiAioqKjA2Np6VTJtKhEIhbt++DT09PWzfvp3qcGQaY2NjnD59GhwOB5GRkejq6hL7HKJSAHF8p1VUVODv7w8jIyOEh4ejtbVVDBF+zuLFi+Hl5YVDhw7hxYsXuHr16rQ/m4aGBtonAQDyPQYGBqKiogLPnz9HS0sLMjMzJdqNhAr4fD5evnyJnTt3fvYdVFVVxfLly1FWVkZRdNNjKnPA+dYdQCAQ4M2bNzKTBBCpAJga7p/h8XiIi4tDfn4+QkNDYWVlRXVItKKqqgpRUVFwcnLC/v37meQIA4MUmT9PODLK8PAw7ZQAVCIQCJCQkIAdO3ZAU1NT4vPl5OSAw+Fg586dEp9LnBAEgQcPHkAoFMLDw4MW6g1ZR1lZGT4+PnBwcEBUVBRKS0vFOv5sTAEng81mY9euXdi5cycuX74s9ng/xMzMDKdPn8by5csRGRmJ58+fY3R0dMLjCYKQCSWAiEWLFiEwMBDv3r3DlStXsHv3bqlcf6RJbm4u9PT0Jvyd2Nvb074kwMjICG1tbeOaec7HcoCqqiro6OjIhNFrfX09uru7YWdnR3UotKGjowPh4eFQUFBAaGiozJoOSwKCIJCZmYmEhAT4+PjA2dmZeY5hYJAyTBKAYoaGhmijBGhvb6e87jAjIwOqqqpSkbZ3d3ejubkZ1tbWMlebl56ejubmZvj4+DC7LmKExWJh/fr1OH78OFJSUnD//v1JF7szYbamgFNhY2ODgIAAPHv2DE+fPpWYy7ucnBxcXFzw1Vdfobu7G2fPnkVFRcW4Muze3l4QBCFTC2lVVVWYm5tDIBCgtbWVEnm5pBgZGUF6evqkXQ4sLCzQ09MjERWMuFBUVISWlta4ypf52B2gtLRUplQAmzdvZu5Hf6ekpAQxMTFwcXHBgQMHoKCgQHVItGF0dBTx8fEoLS1FWFgYzMzMqA6JgWFBwiQBKIYuSgChUIjOzk5KF8Otra14/fq1VMoAALL9IEEQcHNzk/hc4qSoqAh5eXnw9/eHkpIS1eHMSwwNDXHq1ClwuVxERkais7NzTuMRBIGWlhaJdW4wMDDAyZMn0dTUhNjYWAwPD0tkHoD0NDh8+DD279+PZ8+eITY29rPuCiIVgCzt7LS0tKC4uBihoaFobGzEo0eP5k0iICsrC+bm5jAwMJjwGDk5Odja2tJeDTCRL8B8UwLweDy8fft2rIsDnWloaEBXVxfs7e2pDoVy+Hw+Hjx4gBcvXiAgIIBxuP+Evr4+REdHAwCCg4OhoaFBcUQMDAsXJglAMXQxBuzp6cGiRYsoW1QKBALcvXsXu3fvnrNx2nQQCoUoKCiAra2tVOYTF9XV1UhOTsaxY8cY8xwJo6SkBG9vbzg5OSE6OhrFxcWzHqurqwsqKioS/VtXVVVFQEAAdHR0EBERgfb2donNBQDLly/HV199BVNTU4SHh+PFixdjqon6+npatgacCNH1Z8+ePViyZAmOHz+OlpYWPHjwQOYTAUNDQ3j9+vW0kp12dnYoLi6WmJpEHEzkCzDfkgCVlZUwMTGhRbeeqWC8AEh6e3sRHR0NDoeDkydPTpp0W4jU1dUhIiICNjY28PLyYtQRDAwUwyQBKGZ4eBjKyspUh0G5H0BaWhrU1NSkVk+Yk5MDoVCIPXv2SGU+cdDW1oY7d+7Ax8dH5soXZBUWiwUnJycEBAQgNTUVd+/enVV5QFNTk1SMJ9lsNr744gts2bIFFy9eREVFhUTnk5OTw+bNm3H69Gm0t7fjp59+wrt372TGFFBEWloa1NXVx1zNlZWVcfz4cXR0dCAxMVGmEwHp6emwtraeVj2yvr4+Fi1ahJqaGilENjsmUwJIG0kmAUpKSrB27VqJjC1OGhsb0dnZueBVAO/evUNERATWrFkDX19fWjzX0QWCIJCTk4Nbt27B09MTLi4uMqUSY2CYrzBJAIoZGRmhhaSbyiRAV1cXsrOzpWpwl5aWBisrK5m5Uff09ODq1avYt28fUz9HAQYGBjh16hSEQiHCw8PR0dExo/PFbQo4Ffb29vD398ejR48+an0nKTQ0NODr64svv/wSDx8+RFdXl8z8bbW1tSEnJ+ez64+SkhKOHTuG7u5u3L17l9a74xPR39+PwsJCbNu2bdrn2Nvbo6ioSIJRzY0lS5ZgYGDgs5IXNptNye9IEvesoaEh1NfXY9WqVWIfW9wsdC8AoVCI58+fIzExEb6+vswC9xP4fD4SExORk5ODkJAQWFhYUB0SAwPD32GSABQiEAggFApp0RKFqiQAQRB49OgRtmzZIjVZ/ps3bzA4OIgvv/xSKvPNlYGBAVy+fBlbtmyRGZOo+YiioiI8PT2xadMmREdHz6h2WlKmgJNhbGyMkydPora2Fjdu3MDIyIjE57S0tMSePXugoaGBiIgIpKenj+vkThdEZQA7d+4c9/qjqKgIf39/9Pf3IyEhQeYSAS9fvoSDg8OMSodsbGzw9u1bcLlcCUY2e9hsNgwNDT9TAygqKorNxHO6SEoJ8ObNG6xYsYIWGwST0dTUhPb29gWrAhgcHMSVK1fQ0NCAU6dOyZT6SRr09vYiJiYGXC6X6Y7AwEBDmCQAhfB4PCgpKdEia0xVEqC8vBz9/f1Yv369VOYjCAJJSUkwNzenhRfDVAwPD+PKlSuwt7eHs7Mz1eEseFgsFhwcHBAUFISMjAwkJCRMubgWCARob2+HoaGhlKL8mcWLF+PEiRNQU1PDhQsX0NbWJvE5m5qaYGtrO5aACA8Pn7S3O5VkZmZCVVV1UvMuRUVFHD16FENDQ4iPj5eZREBnZycqKiqwefPmGZ2nqqqK5cuX482bNxKKbO6MVxKgoKAAHo8n1TgkpbApKSmRiYSvSAVAh40MaVNfX48LFy7A2NgYAQEBWLx4MdUh0QpReYS1tTV8fHxon9BiYFiIMEkAChkZGYGioiLVYYDP56O3txe6urpSnZfH4yEpKQnu7u5SkxKWl5eDw+Fg586dUplvLvB4PMTGxsLc3BxbtmyhOhyGD9DT08PJkyfBYrFw/vx5NDY2Tnhse3s7NDU1Kftbl5OTg7u7O7Zt24ZLly5J3P1d1BlAS0sLx44dg4uLC2JjY5GUlCT1RdpktLe3IysrC/v3758yEaugoAA/Pz9wuVzcvn2b1uoGEcnJyXB1dZ1VC1o7OztadwkYzxxQQUFB6koAQPzlAH19fejo6IClpaVYxxU3TU1NaGtrW3Du9wRB4NWrV7h58ybc3d2xc+dOsNnMo7QIoVCIlJQUJCYmwsfHhymPYGCgMcyVi0JESgCq6ezshJaWltRr+l6+fIlly5ZJrcZdKBQiKSkJGhoaUpdmzxSBQICbN29CW1sbe/fuZW6iNERRUREHDx7Erl27cP36dbx8+XLcXWJpmQJOha2tLQIDA5Geno579+6Bz+eLfQ4+n4/W1tax98tisWBra4uvv/4aQ0ND+Omnn/D+/XuxzztThEIh7t27Bzc3t2m3qJKXl8eRI0cgEAhonwioqalBR0fHrBVWlpaW6O7uRldXl5gjEw/GxsZobGz8aCeeiiSAJMoBSkpKYGVlRfsa+5cvX8LV1XVBqQBGRkZw69atsf72K1eupDokWiEqj6ivr8epU6cY/yIGBprDJAEohMfj0UIJ0NbWBn19fanO2dHRgcLCQuzevVtqcxYUFIDP52PTpk1Sm3M2CIVCxMfHQ15eHgcOHGASADTH2toap06dQl1dHWJiYtDT0/PR683NzVI1BZwMkYKBx+MhMjIS3d3dYh2/ubkZurq6nyU3VVVV4eXlBQ8PDzx48ABxcXEYHBwU69wz4dWrV1BQUMC6detmdJ68vDx8fX0BADdv3pRIImWuCIVCPHnyBDt37pz1Ak1OTg5r166lrUGguro65OXlP/pbU1RUpKQcQNzX59LS0rEuFXSlqakJra2tcHR0pDoUqdHW1oYLFy5AVVUVwcHB0NTUpDokWtHQ0MCURzAwyBhMEoBC6NQZQJot5wiCwMOHD7F161ap3Sh4PB5evHgBPp9P6wcs0WczODiIw4cPMzJDGUFdXR0BAQFYvXo1IiIiUFRUNLZLSRclgAglJSV4e3vDwcEBkZGRYm0jWFtbO6k5loWFBc6cOYPFixfjp59++uhzkhadnZ3IyMiYdYJNTk4Ohw8fhpycHG7cuEG7REBxcTEUFBT+P3vvHRZVmub9fwskI0iQjKBiABsRUVEMoCAitBhQRFSMCPbMuzO78/a8s/Pb2Ql77b49Mzuhd7pVxNQIgoq2iIJkEIwoIEGQnAQKkFxAQVWd3x/nLUyEyqfE53NdfbVQ5zzPzaGKc57vc9/fGw4ODlKNI+wSoKztET8sCZgOmQAdHR0YGhpSeoO5jIwMuLu7fzZZAEVFRYiKioK7uzu+/PLLz+bnFgVhecTVq1dJeQSB8IlBPqkMoiyZAO3t7QrNBCgtLcXw8LBCje6ePHkCbW1tODg4KIXwMhFZWVloaWlBUFAQedD4xGCxWHBzc8PBgweRl5eHmzdvoq+vD93d3QrPtJkKFouFVatWYd++fbh37x5SU1Nlkt5eX1+PefPmTXqMuro6vL29ERwcjMePHyM6Ovqj7Al5ISwDcHd3h4GBgcTjqKqqIiAgABoaGoiLi2OkFn08RkZGkJmZCW9vb6kXp6amptDR0UFdXZ2MopMt5ubmaG1tHfuaKWNAWYoAL1++hL29vVJnf9XW1qK3t/ez6AjA4/Fw+/Zt5OXl4dChQ0q9gcAEwvKIkpISHDt2jJRHEAifGEQEYBBlMQZUZGcALpeLtLQ0+Pr6KkwtHhwcxKNHj8DlcpU6ffHRo0d4+fIl9u/fr9RCBWFyzMzMcOLECWhpaeHs2bPQ09NT2vpeKysrnDhxAh0dHYiKikJ/f7/EY42OjqK5uVnkOlALCwuEhoZi3rx5iIyMxMOHD+XuvP/06dMxAURaVFVVsWvXLmhrayM2NlYpTA8fPnyIOXPmwMrKSibjKbNBoJmZGdra2sa+VldXV3hWhqyzJF6+fCl1Boc8oSgKGRkZ2Lhxo9L+TZMV3d3dOH/+PEZGRhAaGspI9yRl5t3yiKNHj0olqhIIBGYgIgCDKEMmwPDwMIaHhxVW35aVlQU7OztYW1srZD4AuH//PubMmQN1dXWZPRzLmqKiIjx58gQHDx6Ejo4O0+EQpERNTQ2+vr5YuHAh+vr6kJ6errRGctra2ggODsb8+fNx9uxZiXd+m5ubYWpqKpaApaKigrVr1+L48eOorq7GuXPn3tvdlSVdXV24f/++TH02VFRUsGPHDujp6eHKlSuMCgH9/f14+vQpvLy8ZDbm0qVLUVVVhcHBQZmNKSvMzc3R1tY2thBnIhOAz+fLbDH85s0bDA4OKvTeKC4VFRUQCARYsmQJ06HIlbq6Opw/fx5OTk5jGT+EtwjLIzZs2EDKIwiETxgiAjCIMngCCP0AFJF+yGazUVJSotD2fN3d3SguLgaLxcLy5cuVMs2yoqICGRkZOHDggMhO5YRPg9HRUXh6eqKjowPnz59HZ2cn0yGNC4vFwoYNG7Bz507cvHkTubm5Yu9y1tbWwtbWVqL5DQ0NcfDgQaxatQoxMTFITU2VaYo9RVG4ffs21q9fDyMjI5mNC9BCwPbt22FoaIiYmBhwuVyZji8qmZmZcHZ2lqmgq6WlhYULFyqlQaCuri5UVFTQ19cHgM4EUHRZBpfLhaampkzGKi8vx+LFi5XyHgXQpTSZmZnYtGmT0sYoLRRF4fHjx7hx4wYCAgKwevXqafuzSgKPx0NiYuJYeYSTkxPTIREIBCkgIgCDKEMmgKJKASiKwt27d7Fx40aF7nRnZ2fD2dkZdXV1SlnPV1dXh8TEROzbtw/GxsZMh0OQMS0tLZg7dy6CgoLg7OyMixcv4tmzZ0prtjZv3jyEhoaiqqoKsbGxGBoaEvlcUfwAJoPFYmHZsmU4efIk+vv7cerUKdTU1Eg83rvk5+eDz+fD1dVVJuN9CIvFwrZt2zB79mxER0djeHhYLvNMRFtbG6qqqrB+/XqZj+3i4oLnz58r5XtWmA0AMJMJIEshv7y8XKlLAYqLi6GtrQ07OzumQ5ELo6OjSEhIQFFREY4fP465c+cyHZJSISyP4HK5pDyCQJgmEBGAQUZGRhjPBGCz2Qr5Y/7ixQvw+XyF1uS3tbWhpqYG2traWLBgAbS1tRU2tyi0tLQgPj4eu3fvVpoWcgTZMTQ0hIGBARgbG4PFYmHlypU4fPgwnj9/jqtXrzLaIm8y9PT0cOjQIRgbGyMiIuI9B/aJ4HK5YLPZMim30dHRQUBAAHx9fZGYmIhbt25JlY7e3d2N7OxsbN++Xa4+JCwWC35+fjA3N8fly5cVJgRQFIW0tDRs2LBBZrvS72JtbQ0VFRU0NDTIfGxpMTU1fU8EYCITQBb38J6eHvT09ChtX3Uej4fs7Gx4enpOy53xvr4+XLp0CTweD8eOHSPt/z7g1atXOHfuHJYtW0bKIwiEaQQRARhEGTIBWltbYW5uLtc5hoaGkJGRAT8/P4W2jklPT8f69etRXFysdIaAnZ2diI2NxbZt28iOwzSlpaUF5ubm773nZ8+ejePHj8PIyAgRERGorq5mMMKJUVVVhbe3N7Zs2YIrV64gPz9/0p3ghoYGWFlZQU1NTWYxLFiwAF999RU0NTVx6tQpFBcXi70bTVEUEhMT4ebmppBMGxaLha1bt8La2hpRUVFiZVJISnV1NXp7e+Hi4iKX8Vks1lg2gLLxrjkgU+UAslgQlZeXY9GiRUrbWu358+cwMTFR+taFktDY2Ihz587B3t4eAQEBMv0b9qkjEAiQnp6OpKQkBAUFwdXVdVqKQATC54py3nE+E5j2BBAIBGhvb5e7CJCZmYlFixYpdLe7trYWXV1dMDMzA4/Hk7hWWR709vYiOjoanp6eWLx4MdPhEOTE69evx33Pq6qqYvPmzdi5cycSExORnJysNC3mPsTe3h7Hjh3D8+fPcfPmzQnTrevq6uTyGVNXV4ePjw/27duHhw8f4sqVK+jp6RH5/IKCAnC5XLi5uck8tolgsVjYsmULbG1t5S4ECAQCpKamYvPmzXJ1a1+6dCmqq6uVziBwupQDKHMpAJfLRW5uLjZt2sR0KDLn2bNnuHbtGvz9/bFu3TqywH2HgYEBREVFobW1FSdOnFBqw0oCgSAZRARgEKYzATo6OqCvry/XGFpaWlBeXq5QM0CKopCeno5NmzbhxYsXcHZ2VpqbO4fDweXLl+Hq6vpZ9Fn+nGlpaYGlpeWEr8+dOxfh4eHgcDiIjIwEm81WYHSiY2hoiGPHjkFNTQ2RkZHo6Oj46Ji6ujqp/ACmwtLSEqGhobCxsUFkZKRIvgq9vb3IzMyUexnAeLBYLGzevBk2NjZyNQt8/vw5dHV15d6fW0tLC4sWLVK6doGGhoYYHBzE8PCwwjMBBAIBeDye1DvHfX196OjoUNqMsMePH2Pu3LkwMzNjOhSZwefzcefOHTx58gRHjhyZtj4HklJfX4+zZ8/C1tYW+/fvJx2LCIRpChEBGITL5TIqAgjTleUFRVFISkqCp6cntLS05DbPh5SVlQEA7OzsUF5erjSLbS6Xi5iYGDg4OGDNmjVMh0OQMy0tLVNmv2hpaSEgIADG7xnBAAAgAElEQVRr165FVFQUHj16pJQGbGpqavD394ebmxsuXbqEkpKSsdc4HA56enrknumjqqqKdevW4fDhwygsLER0dDR6e3vHPVZYBuDq6sqYgZUwI8Dc3BwxMTEy36XmcrnIycmBt7e3QkROZTQIZLFYY74AwkwARcUnzAKQ9tpXVFRg4cKFcs3kkJTBwUE8efIEGzduZDoUmSHc4R4YGBgrzSLQUBSFvLw8xMfHw9/fHx4eHkpbokIgEKSHfLoZhGljQHn7ARQUFIw5fisKPp+PzMxMeHl5oaysDLa2ttDV1VXY/BPB4/EQFxcHCwuLafVARRif/v5+8Hg8kQymWCwWnJyccPz4cbx8+XLSxS3TODs74+DBg8jOzsbdu3fB4/FQX18PGxsbhT0szp49G8eOHYOtrS3Onj2LgoKCjxZ+RUVF4HA4WLt2rUJimggWiwVfX18YGRkhNjZWpjvVubm5WLBggdzLuYRYWVlhxowZqK+vV8h8oiIUAVRVVcFisSAQCBQyryxLAezt7WUQkezJy8uDg4MDDA0NmQ5FJrS0tCAyMhJz587F3r17icHdO3A4HMTGxqKiogKhoaEkO4JA+AwgIgCDMJ0J0NraKrfdu8HBQWRlZcHPz0+hqfjPnz+HoaEh5s2bh4KCAqUwBBQIBIiPj4eOjg58fX2VpjSBID9ev34NS0tLsX7XBgYGOHLkyKSLW2XAzMwMoaGh4HA4uHjxIioqKhTuuaGiooL169cjJCQE+fn5uHLlyli/+L6+PqSnp2P79u1KsbsqbB84c+ZMXL16FTweT+oxe3p6UFBQoFBBUREGgf39QFaWeOcw5QsgCxGAw+GgtbUV8+fPl1FUsqOvrw+FhYXYsGED06HIhBcvXiAmJgY+Pj7w8PAg9+F3qKurQ0REBGbPno0jR45AX1+f6ZAIBIICICIAgzCZCSAQCMBms+VW55eRkYElS5YotI6Qy+Xi/v378PLyApvNxsDAAOMPVxRF4fbt2+Dz+di5cydJrftMkLTUZrLFrTKhqamJPXv2wNHREWVlZYwttk1NTXH8+HFYWVkhIiICRUVFuHPnDlasWKFUNcwqKirYsWMHNDQ0cP36dfD5fKnGy8zMxMqVK6GnpyejCEVj6dKlqKmpkVt7SzYb+M1vgEePRD+HqQ4BshABKioqYGdnp5SO9Dk5OVi+fLnC32OyRiAQICUlBTk5OTh06JDSZl0wAZ/PR0ZGBm7evInt27fL3WCUQCAoF2RFwiBMGgN2dHRAT09PLiJEc3MzKisrFZ72/uDBA8ybNw9mZmZ48eIFnJycGF10UxSFlJQUdHV1ITAwkNxcPyPa29ulWoR+uLh98eKF0mUFsFgs2NvbQ11dHQ8ePEBGRobCUrHfRVVVFe7u7jh48CCysrLQ0NAAZ2dnhccxFSoqKti1axdYLBZu3Lgh8bV6/fo16uvrGSl10NTUxOLFi1FYWCjVOE+fAo2N73+PwwH4fKCnB7h1S/SxTExM8ObNmzGTvk8pE0BZSwHevHmD8vJyxstppGVwcBDR0dHo6OhAaGgoY/4gykhPTw8uXbqE1tZWhIWFMb5hQiAQFA8RARiCz+eDoijMmDGDkfnlVQogEAiQlJSEzZs3Q1NTU+bjT0RXVxeePXsGT09PCAQClJSUYOnSpQqbfzxyc3NRV1eHffv2KeVOD0F+tLW1wdTUVKox3l3cPnr0CHFxcejv75dRhLKhrq4O8+fPx4kTJ9DS0oLLly9jYGCAkVj09PTA4/GwZMkSnDt3DiUlJUonnKiqqmL37t0YHR3FrVu3xBYCKIpCamoqPDw8GBOQV6xYIXWpSmoq8I9/0P++dQv4p38CPD2B/fuBVauAgADRx5oxYwYMDQ3R0dEBNTW1TyYTYGhoCM3NzViwYIEMo5IN2dnZWL16NbS1tZkORWLYbDYiIyNhbm6O4OBghZoTKztlZWWIjIyEvb099u/frxS+SQQCQfEQEYAhRkdHGV0YyqszwLNnz6Curg5HR0eZjz0RFEUhOTkZa9euhb6+Pmpra6Gvrw9jY2OFxfAh+fn5KCoqwoEDB8jDx2fG8PAwhoaGZGamJazBNzMzQ0REhFItbuvq6jB37lzo6Ohg//79mDNnDs6ePYuGhgaFx5KamoqlS5fC398fwcHByM3NxfXr1+WWui4pM2bMQGBgIAYGBpCYmCjW77K8vBxcLpfRjicWFhbQ0NBAbW2txGP4+gJ//SuwciXwt78Bs2YB330HPHsGXLhACwHiICwJUHQ5gDRCzKtXrzB37lxGfYHGo62tDfX19Vi9ejXToUhMWVkZoqKisGnTJmzevJmU4f0/RkdHkZiYiIyMDAQHB8PNzY14IxAInzHkLyND8Pl8RtPD5dEZgMPhICcnR+HmdxUVFejp6Rl7aHnx4gWjWQAlJSXIzc3FwYMHMXPmTMbiIDADm82GiYmJTD8Dqqqq2Lhx49ji9tq1a4wvbimKGhMBADrdfePGjfD398f169eRm5ursPKAuro61NXVjZUgWVhY4MSJEzA0NMTp06fH2oYqC2pqaggKCkJXVxfu3r0rkhDA5/ORnp7O+KJGFgaBy5cDBgbA3/8O5OQAf/gDsGKF5DGZmZmhtbX1kyoHUNZSgMzMTKxbt07pxAlREAgEyMjIQFpaGg4cOKDQzQhlh81m4+zZsxgdHUVYWBgsLS2ZDolAIDAMEQEYgsfjMVYKIDQFlLUIkJaWBicnJ4XW3Y2MjCAlJQW+vr5QVVUFl8tFVVUVvvjiC4XF8C5VVVVISUnB/v37YWBgwEgMBGYRigDyQLi4NTIyYnxx++bNG7BYrI8yHuzs7HDixAnU1NQgOjpa7iUMPB4Pd+/eha+v73sLlxkzZsDLywtBQUHIyspCfHw8BgcH5RqLOKirqyM4OBhtbW1ISUmZUgh4+vQpjI2NlaJ219HREXV1dVKVfvzsZ2///a5PYmsrkJkJ3Lsn+lhmZmZgs9mfjDEgl8tFfX09Fi5cKOOopKOhoQEdHR1wcXFhOhSxGR4eRlxcHJqamhAaGqqw1pnKDkVRyM/PR1RUFNauXYudO3eS1ogEAgEAEQEYg8lMgM7OTpmbAjY2NqKurg7u7u4yG1MUcnNzYW1tPbYb+fLlS9ja2jJSy9jQ0IBbt25h7969UteDEz5d2tra5OpMryyLW2EWwHgZD3p6eggJCYGNjQ0iIiJQWVkptzjy8vIwe/ZsLFq0aNzXraysEBYWBj09PZw+fRrl5eVyi0VcNDQ0cODAATQ2NiI9PX1CIWBoaAh5eXnYvHmzgiMcHw0NDTg4OEhlEPjLXwJC3zlVVaCtDfjmG7o84McfgZ//HOByRRtLWA4wY8aMTyIToLKyEjY2Ngr1zZkKiqKQkZEBd3d3xjYoJKWrqwvnzp3DrFmzcPDgQejo6DAdklIwNDSEa9euoaCgAEePHsWyZctI+j+BQBiDiAAMwaQIIGs/AGFN/ubNmxWqMHd2dqKgoADe3t5j3ysuLoaTk5PCYhDS1NSEa9euISAgANbW1gqfn6A8tLe3K0QEYnpx+24pwHioqKjA3d0dgYGBSEpKQnJyMng8nkxj6OzsRH5+PrZu3TrpcWpqavD29saePXuQnp6OmzdvYmhoSKaxSIqmpiYOHDiA6upq5OTkjHtMTk4O7O3tMXv2bAVHNzEuLi5SGQSqq9O+AMIuASYmwN279Pe//hqwsqINBEVBS0sLWlpaEAgECs0EkHQRr4ylAFVVVRgeHmbcUFdcGhoacOHCBaxevXosI5BAX5czZ85AX18fx44dg5GREdMhEQgEJYOIAAzBZDmArP0ASktLoaqqiiVLlshszKmgKApJSUlYv379WN19T08P2Gy2wt2WW1paEBcXhx07dmDevHkKnZugXAgEAoWJAABzi1uKolBfXz+pCCBkzpw5CAsLQ39/P86fP4/Ozk6ZxXDnzh1s2LBB5F7mc+bMQXh4OLS1tXH69Gm5ZiiIg7a2NkJCQlBWVobc3Nz3Xuvq6kJxcbHCW65OhYWFBbS0tFBTUyPR+SwWkJcHvHhBf62iQmcGzJwJzJkD7NwJJCaKPp6ZmRlGRkaUvhxgZGQEtbW1E2auMAFFUcjMzMTGjRs/KRO9oqIiXLt2DTt37sQKaUwlphECgQDZ2dm4fv06/Pz84OPj88lldhAIBMXw6fy1n2YwmQkgy/aAPB4PmZmZ8PLyUmiaWVlZGTgcDla9YyNdUlKCJUuWKPSG19bWhitXrsDf318pWz0RFEt3dzd0dHQUXnP54eL21atXcp2vra0N2traIi++tbS0sGfPHqxYsQIXL15EYWGh1B0OioqKMDo6ipUrV4p1npqaGnx8fLBr1y7cu3cPt27dwvDwsFSxyAIdHR2EhISgqKgIjx49Gvt+Wloa1qxZo5QpztIaBHp60rv/QkZGAKGX5N69wBQJHu9hZmYGLper9OUA1dXVsLS0VKr2e6WlpZgxYwYWL17MdCgiISxduH//Pg4fPqwUPhnKQG9vL6KiotDQ0ICwsDCl85wgEAjKBREBGIIpEUAgEMi0Zvn58+eYPXs2bG1tZTKeKHC5XKSmpsLPz29s14KiKIV3BWhvb0dMTAx8fX2ValeHwBxtbW2M+UEIF7cBAQFISUmR6+J2qlKA8RC6yh86dAiPHz/GjRs3JI6Pw+EgIyMDX375pcQ7l7a2tggPD4eamhrOnDmD+vp6icaRJTNnzkRISAiePn2Kp0+fora2Fm1tbUrbrs3R0RH19fUSmz/u2gVUVAC//S3wq18BdXVAWBj9mrExsH276GOZmZlhcHBQ6TMBpCkFENUjQRx4PB6ysrLg6en5SdSLj46OIj4+Hg0NDTh27JhSlcgwSUVFBSIjIzF//nzSmYhAIIgEEQEYgsfjMSICdHZ2YubMmTIxJOJyucjNzYWnp6cMIhOdnJwczJs3D3PmzBn7XktLCyiKgpWVlUJi6OzsRHR0NLy9veHg4KCQOQnKD5vNZtwU0sbGBuHh4VBXV8fp06dRVVUl8zlELQUYDxMTExw/fhxaWlqIiIhAc3Oz2GOkpaXB0dFR6rImdXV1+Pn5wc/PDzdu3EB6ejr471rVM4C+vj5CQkKQl5eHH3/8EVu2bIGamhqjMU2Euro6lixZgoKCAonONzcHrlwBtLSA0VFaCDA0BGpqgDt3AHHeGmZmZhgYGFDqTAAej4eqqiqxdtyFmREvXgAXL74VAmT1Ns3Pz4exsbHEn2dFMjAwgEuXLkFVVRUhISFKmR2jaHg8HpKSknDv3j3s3bsX69ev/6RKOggEAnOQvxQMwefzGanTkmUpwIMHD2BnZ6fQRU97eztevHjxkUu2MAtAETsZXV1duHz5MjZt2kT6EBPeQxlEAIBenPn6+mLHjh1ISkpCQkKCzLwC+Hw+Ghsbpcr+UVNTg5+fH7y9vREXF4fc3FyRywPq6upQX18v0xr5BQsWIDw8HB0dHTL1LZAUAwMDLF26FENDQ+DKY/tXhqxYsQKFhYUQCFerYmJhQS/+//IXwNUVaGmhDQPT0oB/+RfaJFAU9PX1IRAIFNYpQxIRoKamBqamptDV1RV7vt//nvZR0NAAkpPprxMSxB7mPQYHB5Wq68RksNlsnDt3DgsXLsTOnTtJnTuAjo4OREZGgsPhIDw8nJgSEwgEsSAiAEMwVQ4gq84A/f39ePbsmULNqoRmgO7u7u/tAPD5fJSVlSmkFKCnpwdRUVHYsGEDli1bJvf5CJ8WbDZbru0BxWXu3LljKe+nTp1CWVmZ1LX4LS0tMDAwkElNs729PUJDQ1FdXY3Lly9PmVbO4/Fw584dbN26Ferq6lLP/y46OjoICgrC8uXLcfHiRTx79kzqayUp/f39KCgoQGBgINLT01FWVsZIHKJgZmYGXV1dVFdXS3Q+RQGVlXQmwNAQ3SJQXZ0uC/j2W1oMaGmZehwWi4VZs2ZhYGBAojjERRIRoKKiQqxSAIqiDRPb2+lrtG8f3T7xL3+hMwJycgAJKzEA0Fl1Dg4OSp9SX1VVhaioKHh5ecHd3f2TKFuQJxRFoaCgABcvXsSqVauwe/dupWo3SSAQPg2ICMAQTIkAsuoMkJOTg2XLlkFfX18GUYlGSUkJRkZGPnIBrqqqgrGxMQwMDOQ6f29vL3744Qe4ubnBxcVFrnMRPj2GhoYwNDQk9/ehuGhoaMDX1xeBgYHIyclBXFwcent7JR6vtrZWpqnD+vr6OHToEGxsbBARETGpY39ubi5MTU3l5sHBYrGwYsUKHDlyBAUFBYiLiwOHw5HLXJORnp4OZ2dnLFy4EAcOHEBycjIqKioUHoeoSGMQyGLRnQCam+mygIICIDQUcHAALC0Be/u3HQSmwtDQUCG/L2ErQnGEKIqiUFVVJZZZm3Ctq6YG+PgAP/0p8N13QEQE8POf0wKJpGu/N2/eoKSkBB4eHpINoCCePHmC27dvIygoCF988QXT4TAOh8PB1atX8fTpUxw5cgQuLi6fvShCIBAkg4gADMFEi0CBQAA2my21CNDZ2Yny8nKsX79eRpFNzfDwMNLS0uDr6/tRvVtxcTGcnJzkOn9/fz+ioqKwcuXK9zoSEAhC2tvbYWJiorQPZNbW1ggLC4OFhQXOnj2LJ0+eSJTCLY0fwESoqKjA3d0dgYGBY/WtPB7vvWM6Ojrw7Nkz+Pj4yHTu8TA2Nh4zHTtz5oxcfBUmorGxEXV1ddiwYQMAwNTUFMHBwUhMTFRoHOKwZMkSNDU1SSwuOTvTHgAAcOAAcOECcP48LQZQFCDqrcbIyEghLTJHRkagpqYm1me9paUFWlpaMDQ0FOn4+npg927aONHAADh6FPjySzoLYP584NQpwN2dFggkIT09HW5ubkpbVy8QCJCUlITnz5/j6NGjJNUddCbJmTNnYGxsjOPHjyt9BgeBQFBuiAjAEHw+X2TzlqEh4IPnYYlob2+Hnp6e1GljmZmZWLNmDbS0tKQPSkSysrKwcOHCj4z/hoaGUFtbK1dzPg6Hg6ioKCxbtgxubm5ym4fwacNkZwBRUVVVhbu7O44cOYKXL1/i4sWLaG9vF/n80dFRvH79+j1TTlkyZ84chIWFobe3973afIqicOfOHbi7u4vcllBaVFVV4eXlhYCAANy5cwfJyclyd54XCARITk7G5s2b30s1t7CwQFBQEG7duoXa2lq5xiAJ6urqcHR0xLNnzyQ6/+BB4PFjenc7OZne+f/zn4EFC4DISEDUEvrZs2crxENBklKAV69eiZwFQFGAvj6gowOsWwf4+gJdXUBgILBsGcBm088Fv/ylJNHTQl5ra6vSdp0YHh5GbGwsurq6cPToUaXLrlI0XC4XCQkJSElJwZ49e+Dl5UU8EQgEgtQQEYAhxDEG/O//Brq76X9HRwO/+AXQ2ir+nE1NTVK75zc3N+P169dwdXWVahxxaGtrQ1lZ2bhdCMrKymBnZye3erjBwUFERUXBwcFBoZkPhE8PZTEFFAVjY2McPnwYTk5O+OGHH5CZmfnRzvt4NDU1wczMTKLWaKKipaWFwMBAuLi44OLFiygsLERhYSF4PN5HpUCKQNhKkMPhIDIyEm1tbXKbq6CgAOrq6uOmPVtbWyMwMBA3btxAQ0OD3GKQlFWrVqGgoEAioWTLFuAf/wCsrenSgF/8AkhPpxe5M2cCTU2AKF6N5ubm4PF4EpsUiookIoA4pQAsFr37/8MPwO9+R//sAQHAnDn0dZo9m34ukESLoygKqamp8PT0VMqFZE9PDy5cuIBZs2YhODj4s691b2howJkzZ8BisRAeHi43AZZAIHx+EBGAIURtETg0RD8IzJ5NmwD9+c+AqSnws5+JP2dzc7NUKXUURSE9PR0eHh4Ka1lFURTu3r2LjRs3jmtEJuwKIA+GhoZw+fJlLFiwQOnrJgnM8ymJAMDb+vfw8HB0dnbizJkzUy4uZe0HMFVshw4dwoMHD5CUlARvb2/GWl9paWkhICAAa9euxeXLl/Ho0SOZmwYODg4iKysLW7dunTDN3MbGBgEBAbh27ZpErRXliZGRESwtLVFaWirR+YaG9OJ/3z66/l1dnb7f7d4NbN4M/PGPU48h3DHu6uqSKAZR4XK5Yi1Oe3t70dvbK/L9V6hhpKYCKSlAdja9+/+PfwDffAPMmAFI6MOIkpISqKioKGV9fXNzM86fPw8XF5dxS/8+J3g8HtLS0hAfHw8fHx/4+/vLVXwlEAifH5/vX1iGEdUYsLUVMDam6wOjooA//Qk4dAhobBR/zqamJqlEgKqqKgwODsq9/v5dioqKQFEUli9f/tFrXV1d6O7uxvz582U+L5fLRUxMDGxsbODp6am0dd4E5UAgEKCjo+OTEgGEzJw5E4GBgfD09MSNGzeQmJiI4eHhcY+Vhx/AZJiYmMDc3BzGxsa4desWowtfFosFJycnHD9+HOXl5YiOjkZfX5/Mxs/MzMSSJUum7C4xb9487NixA7GxsWgRxTZfgaxatQpPnjyRSCDhcOjFrpBHj4DTp2kzvL//HcjNnXoMdXV1sFgstEqSKicG4mYCVFVVwc7OTuRFrfCwsjK6haK2Nt09Yft2unvCX/8K2NmJH/fo6CgyMjLg7e2tdPe00tJSxMbGYtu2bXB1dVW6+BQJm81GZGQkurq6EB4eLjcjVAKB8HlDRACGmKocQPgMpaZG907+3e+Anh46bbK6WnxHYA6Hg6GhIRgbG0sUr0AgQEZGBjw9PRWmzg8NDSEjIwN+fn7jPhC8ePECX3zxhcy7LIyMjCAmJgbm5ubYsmXLZ/0wQhCNrq4u6OjofNI7Nfb29vjqq6/AYrFw6tQplJeXv/f68PAwOjo6pC4pEofa2lo0NTXh6NGj8Pb2RlxcHPLy8hhr3QfQu82HDx/GnDlzcPbs2Y+ukyS0traioqJC5JarCxYswLZt23DlyhWw2Wyp55cV8+fPB5/PR6MEKjWbDZw48fbr7dtpLwAnJzozgMsFSkqmHkddXV3u4oi4IkBlZaVYXQHoOehr0NwMnDnz1gDw2jVA0o/go0ePYGlpqVQp5RRFIScnB+np6QgJCRH7Ok0nBAIBHjx4gKioKKxZswaBgYFKa9xIIBA+fYgIwBBTlQMI153W1nTt34kTQGws/b2BAdo1WRyEfgCSLmiLi4uhqamp0Bt0RkYG7O3tx+1mQFGUXLoCjI6OIjY2FsbGxvD19SUCAEEk2Gz2lDu4nwKampr48ssvERAQgMzMTFy9enVst7uhoQFWVlYKqyPm8Xi4e/cufH19oa6uDnt7e4SGhqKqqgqXL19GvzQN0qVE2M0gKCgIaWlpSEhIwMjIiERjURSFpKQkbNq0SSyz1cWLF8PHxwcxMTHoFprGMAyLxRrLBhCXefMAI6O3fjfDw3TNu7Bj5NGj9L1vKrS1tcUyu5QELpcrcnvAkZERNDQ0wE7ErXthKcD//A/w6hVdIhERAdjY0FmAw8PArl3ixzwwMIDHjx/Dy8tL/JPlBI/Hw61bt1BZWYljx459kplUsqK7uxs//PADqqqqEBoaimXLlpHnDwKBIFeICMAQU5UD/PWvgJsbbYx04wagqgq8fk13CdiyBdi/X7z5pDEFHB0dRVZWFry8vBR2U3r9+jVevXqFTZs2jft6U1MT1NTUZLrw4vF4iIuLg56eHrZt20ZuwASRaWtrg4mJCdNhyAwbGxuEhYXBxMQEERERyM/PR1VVFebNm6ewGO7fvw9TU9P3hEd9fX0cOnRobBee6ZZ5VlZWCAsLAwBERETg9evXEx7b0TH+94uLiyEQCODs7Cz2/F988QXWr1+Py5cvY0CUFbICcHJyQn19PXp6esQ+d9Mm4J//GTh3DvjNb2hhwNGRfu1//S9gzZqpx9DT01OIJ4ComQB1dXWwsLAQ2UNARYXOBCwsBFxc6GtSWAjcu0d3T7h9+225gDhkZWXByclJ5BaF8kbYdWd0dBSHDx/GzJkzmQ6JESiKQmFhIc6dO4dFixYhJCQEs2bNYjosAoHwGUBEAIaYqhzAwwMICqJrAn/yE9oZeM0awMSEfgBISBBvPmlMAfPz82FhYaGwPr3C/sCenp4T7oy9ePECTk5OMluo83g8XLt2DVpaWti+fTsRAAhi0d7ePi0yAd5lxowZ2LhxIw4dOoTi4mIUFRXByMhIIXN3dHTg+fPn8PHx+eg1FRUVeHh4YPfu3bhz5w5SUlJE6mwgLzQ0NLB9+3Z4enoiNjYWOTk5H7nTDw7Shnd/+tP753K5XKSnp09qBjgVK1euhJOTE6Kjoyf0clAk6urqcHJyQn5+vtjn/uxndDs8Ydr/V1/R9fDiYGBggL6+Prl2CBBHBBCnFEBY5XL3Li0aRUcDvb10doC9PeDsLJkA0N7ejoqKCmzYsEH8k+VAZ2cnzp8/DxsbG+zZs0dhRsPKBofDwdWrV/HkyROEhITAzc3tszZDJBAIioX8tWGIqcoBli8H/umfgPXrgUuX6LrAtja6U8BPf/p2d0QU+Hw+WltbYWlpKXacQ0NDePDgwbjt+eRFQUEBVFVVJ0z1Hx0dxcuXL+EozkWYBD6fj/j4eKiqqmLnzp3kJkwQm7a2tmmbympiYgJ/f3+oqanh9u3byM7Oluuim6Io3LlzB+7u7tDT05vwOBsbG4SHh6Onpwfnz59Hpyg95OSIg4MDTpw4gYaGBly6dOm9nXBtbTqlOy2N3s0Vkp2dDTs7O6l9FjZs2ABbW1tcuXJFohZ9smbVqlUoKioSu0TCxAQICQH+4z/ozgCLF4s/t76+PtTU1CTKRBAVUUUAiqLEEgGEOpCODmBpCdy8SV+Hp0/ftgmWhLS0NKxfv16schN50dzcjEuXLmHdunWfteluRUUFzpw5A2NjYxw/fnza3j8IBILyQlY7DCEQCCYVAYTP2BcuvO8CvG0bUFsLiOM/1tbWBkNDQ4lMy/Ly8rB48WKJDQXFhSeixh0AACAASURBVMPhICsra0IzQIDeWbGwsJh0gSAqAoEAN2/eBEVR2L17t8xNBgnTn6GhIQwPD4+1J5uOVFdXw8HBAeHh4WhtbUVERIRE5m+iUFhYCD6fjxUrVkx5rJaWFgIDA7F8+XJcuHAB+fn5jJoG6unp4eDBg1i0aBEiIyNRUVEBgO7uMn8+ndJdW0t3d+no6EBxcbFMBFYWi4UtW7bAwMAA169fB5/Pl3pMaTAwMIC1tTVKRHHy+wCKAoR/2gUC+j/hr1SUX63QoLNjovoLGSCqCNDa2goNDQ2RMmje/dk2bgTOnwfi42kT4F//Gjh5UjIhoKamBl1dXVi5cqX4J8uYV69eITY2Ftu3bx+348/nAJfLRUJCAlJSUrBnzx54eXkpzGeFQCAQ3oWIAAxBUdSkCrjwnvCTn9BtknJy6GyAa9eAhgZg9mzR55LUD6C3txeFhYXw8PAQ+1xJSU9Ph6Oj46SqeHFxMZYuXSr1XAKBALdu3QKXy8WePXuIAECQCDabDRMTk2m9o1VdXY0FCxZAT08PQUFB8PDwwPXr15GQkAAOhyOzeTgcDjIyMvDll1+KnJHDYrGwcuVKHD16FEVFRYiJiZFp6z5xYbFYWLt2LYKCgpCcfA9xcZnw9KTwpz/R9e4AYG5OITk5GcuXe0BXV1dm8/r7+4PFYiEhIYFRMQQAXF1dJWoX+O7HSEWF/o/Fok0BRfmI6erqQlVVVa4iwMDAgEi/t8rKSixYsECssb/9ls7227yZzog4fJj2BfLxAcTVGQUCAVJTU+Hl5cX4/e358+e4c+cOgoODxb4m04WGhgacOXMGLBYL4eHhStWlgUAgfH4QEUCJGRmhywE0NeldgDVrgFu3aCFARGNiAHT6nSQiQHZ2NlxcXBRm2NPU1ISamppJ22RxOBw0NjbC3t5eqrkoikJiYiL6+/uxd+9eosQTJIbNZk/rVM6RkRE0Nzdj7ty5AOjF5pIlS/CTn/wEGhoaOHXqFJ49eyaTGuzU1FQ4OTlJ5K9gbGyMo0ePwsrKCmfPnkVpaanU8UjKwABgbm6N8PAwAO0ICYlHfDwPxsbAv/87UFVVjufPZ+H771cgOVl286qqqmL37t3o7e1FcnIyo0KAra0tWCwW6urqxD733d3/ujq6Q46zMy2ET4WOjg4oipJreUh/f79I98WqqiqRerxTFC1wVFYCUVGAnx/w3XeAuTm9EQDQYoC4FBYWQlNTE4slqauQERRFISsrCw8ePMCRI0ckKkv81OHxeEhLS0N8fDx8fHzg7+//SbeTJRAI0wMiAighwoef8nLg8mXaTOrlS6CpCbhyhTYIEgdJTAHb29tRWVmJtWvXijeZhPB4PNy+fRve3t6T3hxLSkqwcOFCkdszjQdFUbh79y66urqwb9++z9aUiCAbprsIIHQ3//BzqampCR8fHxw8eBDFxcU4f/78pO74U1FfX4/6+nqpMo9UVVXh4eGBffv2ITs7Gzdu3MDQ0JDE40lKQgLwr/9Klyvs3bsXtraL0NfXCH//cjg5jSI1NRV79zojLIyFX/2K9nqRFWpqati3bx8aGxuRk5Mju4HFRNgu8OnTp2KfK9z9r66mhW+Kos3yrKzelspNhK6uLng8nlwzAfr7+6csR+vv70dXV5dI915hhkN8PLBhA7B1K7BgAf0eWrwYOHVK/Bi5XC6ys7OxZcsWxrKUBAIBEhMTUV1djWPHjilNZwJFwmazce7cObx58wbh4eEiiUIEAoGgCIgIoMRwufR/vb30/yXZ1Onr68Po6KjYN9+MjAysW7dO5LZG0pKVlQUTExMsWbJk0uOKi4snNAwUBYqicO/ePbS1tSE4OFgqMYFAAOiHvOnWGeBdhKUAE2FmZoYjR45g5cqViIuLw507d8ReeAsEAiQnJ8Pb21smn0lLS0uEhYVBW1sbZ86cQU1NjdRjioO/P93ZJTQUePyYhefPl2LHDiNkZaXhwoUfYGlpidWrrbFlC/CHPwApKZL9fZ8ITU1NHDhwACUlJRItwmXF0qVL0dTUhG4xi9mrq+nuOB4eQFISvfg3MKCv6YwZdKbAROjq6mJoaAgdHR1yyYTg8/kYGhqC9hRtC6qqqjB//nyx0vB37KDF/ydPADU1ujUwny/Ze+PBgweYN28eLCwsxD9ZBoyMjCAuLg79/f04dOgQdHR0GImDKfh8PrKzsxEVFQVXV1fs3bv3s7sGBAJBuSEiAENM9nAifKmlBXj8mO4SkJAAZGcDz58D4rRAFpYCiLMT0NDQADabrTAjoaamJhQXF8PX13fSONvb2zEwMABbW1uJ5qEoCunp6WhqasKBAwdIOh5BagQCATo6OmBiYsJ0KHKBoihUVVXB7l130nFgsVhYtmwZvvrqK6ioqOD7779HQUGByIuw/Px86OjowMHBQRZhA6B3xLdu3Yrt27fj9u3bSEpKUphz/syZ9OJVRwf4/nvA1BTYtUsf+/YFoqOjDR0dHejp6UJfH8DhAPr6dPmXLNHV1cWBAwfw4MEDiQz6ZIGamhqWLVsmthChqQlUVACLFgG7d9Plb4GBgKsrXWoxmV2Euro6VFRUoKGhgd7e3knnCQ4e//t5ecCxY+O/JvQDmMqzQtSuAEIPx+pqwMGBzgI4fBhYtw74t38DsrKA48enHOY9+vr68OzZM2zatEm8E2UEh8PBDz/8AB0dHQQFBX12YntLSwsiIyPR0tKCsLAwODs7T2vPGAKB8GlCCqEZZKKbgvDZwtQU2L+f7jGdlEQv/mtr6Z2jXbtEm0NcU0DhQnnTpk0KqZMfHR1FQkICtm7dOqVKXlJSAkdHR4la+FEUhczMTNTU1ODQoUMKy3AgTG+6urqgq6s7bQWlzs5OUBSF2SI6kWppacHX1xfOzs64e/cuCgsL4evrC3Nz8wnP4XA4uH//Pg4dOiSXB+V58+bh5MmTSEpKQkREBHbs2CF1Sz5R+fvfgf5+WhQQCIArV3Jga+uD9nY9nDz5GN3da2FlpQ8PD7rjS3U18PAh4OUFyGID18DAAPv370dUVBQ0NTUZMWRbtWoVIiIisHHjRpEXg1ZWtPBtYwMUFtJt8tTU6Hr5KTbgAdC+ADNnzkRHRwdmzZo14XHZ2XTnhg/fdrq6wJ0745/T19c3pR/A6Ogo6urq4O/vP2WswkSBf/5nWvz47/+mF/1XrwJ9fXQ5hLiJRpmZmXBxcYG+vr54J8qArq4uxMTEYMmSJdi4ceNntfjl8XjIyclBQUEBvL29sXTp0s/q5ycQCJ8WRARQUgQC2gjwiy+A168BIyO6I8Do6NudA1Fobm4WqwVVRUUFRkdH4ejoKEHU4pOZmQlzc/MpdwApikJZWRn27Nkj9hxCYaOmpgYHDx5Uil7JhOlBW1vbtPYDqK6uhp2dndgPsubm5jh27BgKCwsRExMDBwcHbNq0aVzxLSMjA0uXLpVrNoWmpiZ27dqFsrIyxMXFwcXFBRs2bFCIY7pQ2/T378fDh1vh5aWLnh4V2NlZQEXlKVauZGHfvnW4d08NERGAlha96P3uO8DdXfr5TUxMsHfvXsTFxWHv3r0KdyTX19eHra0tioqKsGrVKpHOoShaALh+HYiLA1aseGuQV1VFZwgIBBNnBOjq6o6JAJMJH2/e0G13x3t7T/SxFsUUsL6+HmZmZlOWDLxLYiIQGQnExAB79gBHj4p86nu0traipqYGP/3pTyUbQApaWloQGxsLd3d3kVp8Tieam5uRkJAAY2NjnDx5UmZdPwgEAkFekHIAJYSi6IebGzfoUoCf/Yx2Cw4KAtra6N0CUeDxeGCz2SLXBAoEAmRkZMDLy0sh6nVDQwNKS0uxdevWKY9tbW0Fi8USu/aaoiikpKSgrq7us6xLJMiX6W4KOJUfwGSwWCwsX74cX331Ffh8Pr7//nu8ePHivRKB169fo6qqCu6yWO2KwJIlSxAWFoaWlhacP39eruZxQlRU6L/FixcnwdpaHStXqiA1FTh1SheXLq3F7NlvcP78eZSWDsDGhjZ//dvf6CwCSfrCj4e1tTV27tyJa9eugc1my2ZQMXB1dcXTp09FLg9hseiMiL176WswOkovjF1dgf/5H/qYyRLCdHV1oaWlNeXv19QUKCkBiovH/288RBEBRC0FEF6OyEigqAiYNYv2PfjqK1oEGh6ecogPxqOQmpoKd3d3hWcnVVVVISYmBn5+fp+VADA6OoqUlBRcvXoVHh4eCAwMJAIAgUD4JCAiAENM9jAkXH//8Y/Azp10WmRODuDmRosConputba2wtjYWOQUzBcvXmDmzJmYP3++aBNIwcjICBISEuDn5yfSbklZWRmWLFkiljhBUXQv7ubmZoSEhJAMAILMmc4iwIetASVFW1sb27ZtQ1BQEJ48eYJLly6BzWaDoigkJSXB09NToeU5M2fORHBwMJYvX45Lly7h8ePHcm+l9/jxY7i4CJCeronU1Le72hoaGlBVDUB5uR/OnWtHevogKIre7e7qotPSZYWdnR18fHwQExODLnGMZWTAnDlzoKamJpZBo5sb3RXn22+BLVuAiAj663/7t6nP1dHRgZqa2pRtAn//e5HDGWMqEYCiKJFFABaLzkb4zW+An/6Uzm4wN6eFgN/+li6FEIfy8nIMDg5i+fLl4p0oJUVFRUhISEBQUBCj7QgVTX19PU6fPo2BgQGcPHlS7GcUAoFAYBIiAjDIZDeL/n66HtDfn97519KiHxLq6+l/i4I4fgACgQB5eXlwd3dXyE0sIyMD1tbWIj0wCEsBpuoc8OE5d+7cQWtrKw4cOEA8AAhyYTqLAHV1dbC0tJTZjqKlpSWOHz8OR0dHREVFITo6GgCk6vYhKSwWCytWrMCxY8dQVlaGy5cvT2kiJyl9fX14+PAhtmzZgtmzgbQ0YM4cusyrtBS4cYOFZcusER+vAxOTSixY0IOEBAF+/3u6Dl6W+sQXX3yBDRs2IDo6Gv39/bIbeAqE7QKfPHki1nmLFwNLltDX4OxZWjxJSaFFEmDiLgE6OjpgsVhTdgg4ckSscABMLQKw2WyoqqrC2NhYpPGMjID0dLrcr7AQ+Pd/B3Jz6UyANWtEj2tkZASpqanYunWrRL45kkBRFO7fv4+cnBwcPnxY7FbEnypcLhd3797FzZs34e3tjYCAALFKPwgEAkEZICKAksJi0bsfX39NmxdVVADR0XS6oKg0NzeLfFN++fIldHR0YGNjI1nAYlBfX4/y8nL4+PiIdPzr16+hpqYmcs2wQCDA7du30dnZSQQAgtzgcrkYHByEgYEB06HIBVG6AoiLiorK2OK7sbERPT09KC0tlftO/EQYGhriyJEjmDt3Ls6ePftRuYIsuHfvHlauXPlem9b/838AS0v67/zAAC32fvGFKb77zgFGRoPYvPkClizpAEWNX68uDStWrMCyZcsQHR0tditHaXB0dERrayvevHkj1nmFhXQJgJkZnR3w+DHw85/Tr03mCcDlcjFjxoxJxY6QELrEDgA6OujMgHf/G4/+/n7o6elNOGZlZSUWLFggkpjO5b41PfzmG6C5GfiXf6F9JPbtm/L098jLy4O1tbXE3XPERSAQ4O7duygvL8fRo0dFFj0+dWpqanD69GnweDycPHnys8p8IBAI0wsiAighFEWngf7pT/QD4u9/Tz8k3rsHXL4s6hiUyJkAFEUhNzcX69evl3sWgLAM4MsvvxQ5PV+cUgCBQICEhAT09PRg//7909a1ncA8b968gZGR0bRM/6QoaswUUB48efIES5cuRVBQEB48eICoqCiF1OePh4qKCtavX4+DBw/iwYMHuH79OgYHB2Uy9qtXr8Bms7F+/fpxX+fxgIYGuisAAJw/rw4PD3Ns2uSCS5cu4cWLIgBvswFkpU+sX78ec+fORWxsLEZk3ZtwAmbMmIHly5eL1S5waAj4v/8X2LABOHSIXhifOUNnxNXWTnyerq4uOBwOZs+ePen7qqjorfO+sTHwww/0vXfmTLpOfzym6g5QVVWFRYsWifDT0W2Am5tp74O//Q2wt6fL/3x9aR8EUenq6sKzZ8+wefNm0U+SgtHRUVy7dg3d3d04fPjwlB4J04Hh4WHcvn0biYmJ+PLLL7F9+3ZSYkggED5piAigZAgE9M5PSgrdKuj/+//oVMHKStowStTOVl1dXVBRUZm0PZKQyspKqKioyO2B/13S0tJga2srUr0kIF4pgEAgwI8//oiBgQEEBwd/dr2JCYqls7Nz2u5+CWupRW0NKA5sNhulpaXw9PSEtbU1Tpw4gcWLF+PSpUtIS0tT2KL0Q8zMzHDixAnMmjULZ86cQWVlpVTjjYyMIDk5GX5+fhO2W3Vyohd/x48Dnp70bvTOnSw4Ozvj0KFDyM19iFu3biEzcxQVFbLLCmCxWNiyZQsMDQ1x/fp18MVpOSMFK1asQHFxMYZFdLzT0qKviYcHoK9Pt9N7+ZIuEZioFACgywFEEQHezSRgsQA9PeAXv6B34ydKPJusHIDD4aCjo0PkjDpbW9rzoKiIfg9s2ADEx9PeP2pqIg0BAEhJSYGbm9ukGQqyYnBwEFFRUVBXV0dwcPBnIbRXVlbi9OnTUFVVxcmTJxXyrEQgEAjyhogADDFRyqnwoWTmTKCxEfj+e3p3oqJCvPHr6+tha2s75S6lIrMAamtrUVlZiS1btoh8TlNTE7S0tKZcjPD5fMTHx2N4eBj79u2DmjhPUASCBExnEUBYCiDrvwlCs04PD4+xGloVFRW4urri5MmTGBgYwHfffYeioiJGSgRmzJgBb29v7Nq1C8nJyUhMTJRYlMjOzoaNjQ3mzZs36XEeHrTx67ffApcuAatX0983MjJBWNhxsFgshIZ2Ijm5773zpL08LBYL27Ztg4qKCm7duqWQ662npwc7OzsUFRWJfI63N/Cf/wmcPElnAuzdC7i4AJOtw3R1dTEwMDClCGBrS4swDQ204eBUpvZcLhcURU248K2ursa8efNEbj3JYr1t+btiBbB+Pd0W8vBhkU4HQH9WOzs7sVr4xpEjPT09uHDhAubMmYOdO3cqpMUmkwwODuLHH3/EvXv3sGPHDvj5+X0WogeBQPg8ICIAg0z0gM3j0bWPERF0euCtW8DGjbRJkqiZlA0NDSLtRtTV1YHL5cLe3l6c0MWGy+Xi9u3b2LZtm1g1+qJkAfB4vLHdrL17906460YgyJLpLALIqxSgrKwMXC4XLi4uH72mq6uLnTt3IjAwEM+ePcO5c+fQ2Ngo8xhEwdbWFuHh4RAIBDhz5ozYcbS2tqK4uBje3t4iHW9oCHzxxfs706qqgLq6OoqKtmPZMnXweBE4d64W33wjViiToqqqit27d6O/vx/JyckKEQJWrVolVrvAX/6S3iU3NKRFgB9/pD0Vnj2bOBtAKAIYGxtP2iEgIgLIzwe2bQNaW4G//OXta//1Xx8fL8wCmOjeXVNTM2V3naam97/+cB0tzq+Ax+Ph3r178PHxkft9r62tDRcuXMDKlSuxefPmaVkG9S4vX77E6dOnoaWlhfDwcKm7pBAIBIKyQUQAJUMgAGbMoNMRf/5zui5wxQpg7VpaBBBlzUFR1FgmwFTk5uZi7dq1cr+hp6SkYP78+WItLAQCAV6+fDmpCMDj8XDt2jWwWCwEBgYSAYCgMKarCDAyMoLXr1/L/KF3ZGQEaWlpU7qXW1lZ4dixY3B1dcWNGzcQHx+Pnp4emcYiChoaGti+fTu8vb1x/fp1pKeni5Q2LxAIcOfOHXh6ekJHR0eqGGpq6HvAr39thMbGk/jtb2fi1KkB8Pn8sdKAydLiRUFNTQ1BQUFoampCTk6OdIOJgJWVFbS0tFAltPifAjU12iX/V7+ijXFzc4ETJ+id+9JS+pgPr4G6ujpYLBb09fXR3t4+oeBgakqX2RUXA+fP0yUHQsbzrZ2sFICiKNTW1k6a+XH+PC3sx8dP/POKcyt+/PgxZs+ejQULFoh+kgTU19fj8uXL2LJlC1xdXeU6F9MMDAzg+vXryMzMRGBgIHx8fEhpIYFAmJaQFZOSIXw27uoCCgrorw8coNsGiUpXVxdYLNaUruVNTU3o6emBo6OjFBFPTXV1NWpra3Hy5EmxzmtsbISuri6MjIzGfX10dBRXr16FhoYGdu3aNe1TEwnKg0AgQHd394TvzU8ZWbcGFHL//n3Y2tpizpw5Ux7LYrGwdOlSLF68GA8fPsTZs2exYsUKrFu3TuEP5IsXL4a1tTUSExMRGRmJnTt3TtoWMj8/H2pqali2bJnEcwq7AtTW0gvdwkJgzhxd/OIX6ujszEVUVCPevAnGkSMakMVbUFNTE/v378fFixehpaUl14Uei8XC6tWr8ejRI5G9YbKz6YWzigogfFuamNBZckuXjn+Ojo4OKIoCi8UCh8OBrq7uuMf19NAePM3NtAC/cCFdgjDe7WQyEYDNZkNDQ2PS++6NG3RHgoQEWtDw8prsp54cYevJ0NBQyQcRgcrKSiQkJGD37t3TejecoiiUlpYiJSUFy5Ytw86dO8mmAoFAmNaQTACGmCoV8tIl4Pp1+kHw66+BsDAgNVW0sUX1A8jLy4Obm5tcF8/Dw8NITEyEv7+/2IuK0tLSCbMARkdHERsbC21tbQQEBBABgKBQenp6oKurOy29J+TRGvDNmzcoKCiAl5irHnV1dXh4eCA8PBy9vb2M+QXo6Ohg7969cHV1RVRUFB4+fAjBOFvwfX19yMnJgZ+fn1TZVcJTv/6a9oM5eJB2ye/rU4ep6Sbk52/At9/2oLGx+b3zpLksurq6OHjwIB4+fIji4mLJBxIBBwcHdHd34/Xr1yIdb21NL/bDwuiWemfP0rvqiYn06+MllojSIeDKFXohnpICnDoFPH8OxMYCy5fT2QEfMllngJqamkmzAHJzAQ6HnmfNGuBnP6NbHwrfRuL+7tLS0rBixQq5tigtKSnB7du3ERwcPK0FgN7eXsTFxSEvLw/BwcHw8vIiAgCBQJj2EBGAQSZ6SBwYoB/40tNpb4DNm4G7d0U3CxLFD6CtrQ0tLS1wdnYWM2rxSElJwcKFC6c0x/oQgUCA8vLycUWAkZERxMTEQE9PDzt27Jg0tZhAkAfTtRRA2BpQlunFFEXh3r17WLduncStxPT09Mb8Ap4/f47IyEiF+wWwWLRr//Hjx1FZWYmoqCh0d3e/d8y9e/ewcuVKmXVVSEig7wNBQcBf/wqcOwc0NLDg4DAfSUn9OHs2D7/5TQ1u3qT+X4zSCQGzZs3C/v37kZqaKnV3hMlQVVXF6tWr8fDhQ5GOt7cHfvpTwNkZUFcHXr8GOjvpnfWJ0NHRwcDAAIyMjPDmzZtxj/mv/wLy8oALF2iPgfZ2ICoKiIkBwsM/Pn6yTIDa2tpJ/QASEoD9++l/f/UVbQSZnk4L/oB4ZQD19fVoamqasPWkLMjPz0daWhpCQkJgaWkpt3mYRCAQ4NGjR4iIiICFhQVOnDgBCwsLpsMiEAgEhUBWT0rIwADQ10f3ji4oAObOpR9URHnmFdUPIC8vD2vWrJGr2l1ZWYmGhgaJehfX19dj1qxZH+1ycLlcxMTEwNDQEP7+/kQAIDBCR0fHtCwFEJqoyVLgqKysRHd3t0xSzK2srHD06FGsWbOGMb8AAwMDhISEYOHChYiMjBwzuXv16hXYbLZMF2Y2NnRb2EeP6L71ZmbAsWP0gvj+fTskJe3Bq1et+N//uxd//jPtVyCtvYuJiQmCgoKQkJCAhoYGGfwU47N8+XLU19ejq6tL5HP6+ujF8+9+B/zrvwLffAPcu0e/Njr6/rHCTABDQ8OPxBohKip0CQAAaGrSwgJAmzT29X18fH9//7ht+EZHR9Hc3DzhbjlFAYGBgDBzXyCgMxBOnqSFna+/puMXRcARCARITk6Gt7e33DKR8vLy8PDhQxw+fBgmE/VKFAEGGnyIzOvXrxEZGYnq6mocO3YM7u7uJKOQQCB8VpB8JyXExITOBJAE4cPOZCmCnZ2dqKurg7+/v2STiMDQ0BDu3LmDXbt2SVTDO14pwPDwMGJiYmBqaip1ui2BIA2dnZ3TcndM1q0BeTweUlJS4OfnJ7MHbBaLBUdHx/f8AlxcXLBu3TqFte9SUVGBm5sbFi5ciNu3b6O0tBTd3d3YtWuXXITVNWuAP/yBNoh1cKB3lf/6VyAjQxU2Nq749ts8REfbYv9+fVhYGAKgW89JesmtrKywa9cuXLt2DSEhIZN6IEiKuro6XFxc8OjRI/j5+U15PJ9PCyFPn9LdAlgsoKoK+I//oE38PlwPCzMBTE1NUVJSMu6Yvr7A1q10W76kJLr9IAB0d4vnCdDY2AhTU9MJ33/9/cCqVW+/FmrXW7fSIs/XX9PdCUSwy0B+fj50dHTk0tGHoihkZGSgsrISR48elThzB3j//Tc8TIssysDw8DAyMzNRXl6OzZs3w9HRkTxLEAiEzxKyjaqECB8Q+HzxnZ9F8QN48OABVq1aJVeDreTkZNjb24vUoeBD+Hw+Kioq4ODgMPa9oaEhXL58Gebm5kQAIDDOmzdvpmU5gKxLAR4+fAhTU9Mp26ZJgpqaGtzd3REeHo6+vj58//33KCwsVKhfgLGxMQ4fPgwVFRUMDQ2htbV1XK8AWRAaSgsAo6N0Lfuvfw3Y2QEqKmpwc/OAqakeYmLOIympHhwOvQCT5lLMnz8fW7duxZUrV9Db2yu7H+QdXF1dUVpaCg6HM+WxPT3A1avAH/9Il8gJd9INDen6/evXgba2t8cL2wQaGBhMmG3wzTd0Jx4tLeA//5NejAO0aV9+/sfHTyQCTNYakKLoTgYDA+P/XI6OdEmAKAIA5/9n773jms7y/f9XCAm9IxaaiAqKBVSQIiqiCDYUC4oK2LHsbJ2dLXf3u3Nn7m/37u7ce3ds44yKOqMiOiqKolIUAUEQsaF0AUWk95L6+f1xNqElkAQQYc7z8cgj8VPOY8u99QAAIABJREFU5ySGfM55n/f79Wppwf379+Hn5zfg90CxWIwbN27g9evXCA0N7VcAQCjsCAD84hdEZ6GtbYA6qiIMwyA7OxtHjhyBSCTCvn37MGPGDDqWoFAoP1loEGAIkTVYZRgy+QfITVTZbPe+SgHq6+uRm5sLl87LEgPMq1evUFZWBm9vb5XOf/36NUxMTGBoaAgAaG1txZkzZ2BlZTUogx8KRRkYhkFVVdWICwLweLwBtQasr69HWloali5dOiDtyUOiFxAYGIjHjx/ju+++G9Q09u5UVFSguroa27ZtQ35+Pk6ePInKyspBux6HA4wfTyZaAFBTA/zP/7CwaJEJVq3ahL17NbBnTzFKSsT9Lg2YNm0aXFxccO7cObS3t/e36z3Q0dGBg4MD0tPT+zzWxATQ1++YXGZlEavAkhJSInDlCrFU7Nx253IAecEhPz/g178GvLw6trFYRHugMwzDoLm5WekgwPHjwLt3gK4uKTHIzCSlDN9913GvHzOmz7cPAIiPj8eMGTMGTHNCgkgkwpUrV1BTU4Pg4GBoa2ur1I6kNENdnQRkliwBWluBdetIoGWoqKurw7lz53D//n2sW7cOK1euhNZQdohCoVA+AmgQYIhgs9k9VozevCGDD8kgRyxWbiVHET2ABw8ewMnJadBugK2trbh58yb8/f1VzjTIzs6WlgK0tLTg9OnTsLW1hY+PDw0AUIac1tZWAOi3B/zHhsQacKAyhGJjY+Hi4iIN5g025ubm2L59O9zd3XHlyhVcvHhRbi34QCEWixEdHQ1vb2+Ym5sjODgYTk5OOH36NBITEyGSzPIGmE2biDr+hg3AJ5+QErLPPgP+9jcLTJgwCg0NDfD1rUJSUsfEXdWuuLu7w9raGhcuXBiU9+Pm5oZHjx6Bz+f3eeymTWTSPn068L//S1bXQ0OBoCDgT38CZs7sOFaiCaChoQEul4tmGUvxn30m+zrp6WT1vjOtra3gcrk9yj2amprQ2NgoV1Dum2+AgADy+uuvSamfpiYp6fjiiz7fspSysjLk5+djwYIFip+kABKrXT6fj6CgoH6V1OzeDfzmN+R1ZSXRM/rLX0h5xcWLQGLiwPRZUUQiEZKTk/Hdd9/B2toau3fvVsiilEKhUH4KUE2AIYLNZvcYUPn4kMHBgQNERVjZGrq+9ACam5vx/Plz7N+/X+Z+iTe15FkVbt68iWnTpql8oxUKhcjJyYGXlxeam5tx5swZ2Nvbw8vLiwYAKB8FEmeAkfZ9LCgoGDBrwKKiIrx79w6rV68ekPYUhcViYdq0abCzs0Nqaiq+++67QdULyMjIAIfDgaOjo/T6s2fPxsSJExEdHY3vvvsO/v7+GDt27IBe19GR2NrFxhI7u4kTyaSVzQa++04dNjbTcPlyIq5erYCpqRemTBmjsj4Ai8WCr68vLl68iGvXrmH16tUD+t03MTGBtbU1srKy+hSPXLoUePWKTPYnTyafg4YGCZh3z5qTlAMAgLGxMWpra3us4p87R8oLumNtTVwCvvyyY5u8UoCioiLY2NjIFKktLSUZDIWFwNGjZPX/0SNg1CiiZ/C73wFFRUBf5jkMw+DmzZvw9vaG5gAW1/N4PJw/fx76+vrw9/dXWbeDzyeZE0lJ5P9k7VpS3sBiAfPnA/7+JHNjzBhSzqKkU6hKvHnzBtHR0dDX18euXbsG1UqRQqFQhiM0E2CIUFNT6xEEYLFI/dzDh8D27UB4uGKOABL60gNITU3F9OnToaur22W7JNugvwGA7OxsvH//HosWLVKtAZABlZmZGVgsFk6fPg0HBwcsWrRoxE24KMOXkWgPOJDWgCKRCDExMVi6dOmgqZf3BYfDwfz58xEWFoampiYcOnQImZmZA1qv39jYiMTERKxYsaLH75OBgQGCgoLg5uaGs2fPIj4+HkJJ/v4AYWREMgEmTgT++EdSF//pp6RUgM1mQyBYhFev/LBiBR8BAcQiLz0dCAlR/lpqamoICAhAbW0tEhISBvR9ACTbIDU1tc//HwsLooWwejUwdy4QH08E9zZuJGn2QIeOjkQYkGEYuboA5eWAnh4pM+j8mDSJaBB0Rp4zQFFRkVwLXEtLEkgwNSUOD2vWkAAAAIwdS4IDiuiLZmVlQU1NDTM7pzr0E0mW3ahRo7BmzZp+CXdyuURD4fvvibNCaCgwejRw8CAp0/jqK+D6dXLsYP90trW14fr167h48SLmz5+PoKAgGgCgUCgUGdAgwBDRPROgupqIEYWEAPv3Aw4OwLVrJOUxPp5E2vuit1KAtrY2ZGVlwcPDo8c+yaDpyy9JEEIVWlpaEBMTg9WrV/dr4J+dnY0JEybg1KlTmDFjxoCnPlIo/WUkBgGqqqoADIw1YHp6OgwMDGBnZ9fvtvqLvr4+Vq9ejY0bN+L58+c4evQocnJyBkQ8MCYmBi4uLnI/MxaLhZkzZyIsLAw1NTU4duwY3rx50+/rysLOjqS229qSeuw7d8h95MABQ0RFaaGxsRj79z+Hvz+D6dNVuwaHw8HGjRvx8uVLPHr0aED7b2FhAUNDQ2RnZ/d57M2bRGgOAO7dI+UBq1aRiSbQEdTmcrlgs9loa2uTZgJ0Z9w4otzf2Cj70ZnGxkYZAXSmVz0AFosEKfbuJe4OP/tZx75//APw9CSZDL3R1taGhIQELFu2bMCC4Y2NjTh16hRsbW1VbrfzGkZlJRm7TJhAsh1sbYEVK0hwYOpUkgWwejXRs5g2bUDeQg8YhsHz589x5MgRsNls7Nu3Dw4ODnQBgUKhUORAgwBDRPcgwNu3HRZHM2eSlZ2jR0nUfNcuYMuW3tvrSw/g4cOHsLOzg4GBQZftYjFJIX3zBoiIIAJJAIngX75MrH36gmEYREdHw9HRERYWFn2fIAehUIjc3FxkZWVh9uzZA+q3TaEMFCMxCCApBejvgLm5uRlJSUnw9fX9qAbf5ubmCAkJgY+PD+7du4eTJ0/2SzwwJycHVVVVmDdvXp/H6urqYsOGDfDy8kJkZCRu374NQXdT+z7oK4EhOJjYB6qrk8nrn/4EHDlCLPCmTRuFLVum4/jxKXByeobduxulbSobC9HR0cHmzZuRmJiIvLw85U7uA3d3dzx48KDPAA2bTUohAFICMG8eEaB7+7ZjP0CCMBJRQMlzd3buVLx/sjIBKisroaGhIXOlOTaW1Mj/6lcku2/8eDI5BoCGBnLP/dWv+r7uvXv3YGdnN2AlJbW1tQgPD4ejoyO8vb1V+jtlGPI5t7cTZ4PSUsDVlWgz2NuTQE1ODtFDYLOBGzdIFsTp0+Q7OtDU1tbihx9+QEpKCjZu3Ihly5YNaNkEhUKhjERoEGCI6B4E0NMjKzcAwOORKPuYMSQYUFREUiB7ozc9AB6Ph4yMDJkDVkkZ4717JLWUyyXXvHKFWCZFRvb9XjIyMlBfX4+FCxf2fXAvZGVlQSQSwdXVFe7u7v1qi0IZLEZqEGAgSgHi4+Ph6Oj4UX4+LBYLkyZNwp49e+Ds7IwrV67g/PnzSiv583g8xMTEYPny5T1E4npj6tSp2Lt3L1paWnD06FG8fv1a4XOPHQP+/GfFjtXSIplkfn4d206d4mLTJjZ+//tGHD16AnFxZVBTIyvVylZIGBsbIzAwEFFRUSgrK1Pu5F6YNGkSRCJRn5/L8uXAy5dkEv3wISkRGD2alAQ0NfXsa21trdxMAEU/U0C2JkBhYaHMUgA+nwg2eniQlf7NmzuU8wHAwIC4BvRlxFFRUYEXL16o7LQjq71Tp05h3rx5MrMCFYXFIq4Mv/oV0NJCyh7u3iXlJhJWrwb27SPjl9/9jrweaIRCIRITE3H8+HFMnDgRu3fvhrki9RUUCoVCoUGAoaJ7EMDWlkzCATJoYLNJIEByyL91p+TSmx5AZmYmbGxsYGJi0mX7hQvApUvktacnUe9du5akSCYkADt2AC9e9H7d8vJyJCYmYv369UoNiLtTW1uL2NhY2NnZwdXVVeV2KJTBRCAQSL3HRwoDZQ34/v175OfnY/78+QPUs8GBxWJhxowZOHDgAGxsbHDmzBlERUWhoaFBofPv3bsHGxsblT4vbW1tBAQEwNfXF1evXkV0dDR4PF6v57S1kRr1+Hgyqfy3OYVcRCIyQfvyS5KGvXkzsRE8dYqFlhZP5OZuw9atXPz2t0VgGEZpG1qApO+vXLkSERERA+bAwGKx4O7ujpSUlF6P09cnFnurVwM6OsQZASCTzO66fRItAMlzf8pA5AUBZJUCfPstEWwMCSFuAP/4B7m/SmQhvv22Z7lBdxiGQUxMDBYuXKiyZV9n3rx5g++//x4+Pj6YPXu20udLgkUMAxQXE9u/2lqSqTh6NClH2bSJfOcyMkig49AhUiIwGKv/xcXFOHbsGN69e4c9e/bAzc1NpjgjhUKhUGRDfzGHCFnuAPfukcHNlSuSY8ijra3v9uSVAgiFQqSmpvbIAmhtBcrKSMriX/5CBlb37pHVif37gYICksrXW7okj8fDpUuX4OfnB2Nj4747KYeKigqEh4eDYRj4dV6+olA+MiQTipE02CwqKoKFhUW/rAEZhsGdO3cwf/78YZOGq66uDldXVxw4cAB6eno4duwY7ty5g7ZefnDLy8vx/Plz+Pj49OvakydPxt69eyEWi3H06FEUFBTIPVZLi6ip29uTIIC2du9p/Jqa5HfdwYHUoqekdFizJSUBLJYhEhK4uHBBF7/+dabKgoX29vbw9PTE2bNnpbaZ/WX69OmoqqpCeXl5r8dt3UpU9qOjifq+hO6fiyQDQEtLCywWq9f/277oHgQQCAR4+/atzPtubS1xMgBIZp+kXKGwEHj+nNTN9+WcmZ2dDR6Pp9KEvTtFRUWIiIiAv78/pilZlM8w5KGmRsYNQiEpbQgLA969A16/JgGCsDBSlnLiBAl+2NsPzup/a2sroqKicOXKFSxatAgbN27sUeZIoVAolL4ZOSPZYQabze6ihPzFFyTlU18fuHqVrB5IxAD/+lfg/n35bUn0AKytrXvsy8rKwrhx4zBmzJgu27W1SSqfoyNJqQwNJUKEkizeyEhg/XpiwyTvmtHR0Rg/frzSg4rOSFYnHBwcYGVlNeK81ykji5FYCpCbm9tvEb/8/Hw0NTUNyITlQ6OpqYlFixZh79694PP5OHToEJKTk3vU7YvFYly/fh2LFy8ekJVZTU1NrFq1CitXrsSNGzdw9epVuZPU06eB7Gzgb3+T9KXrc3fU1IBt20jwICoKkMRo16whz/b2BsjIMISFRSXOnDkjtdJTFhcXF9jZ2SEiIkJpnQNZsNlsuLq64sGDB70ex2J1lDJ0nvh3T4STaAFI9AFklQQoSndNgNLSUowePVpm0Ouzz4jlL0Ay+3R1gYULyQT5r3/tW4uAx+Phzp078PPz63fA8dWrV/jxxx+xYcMGlUp+JJ91TAwJbOzeTRYOduwgon+nTxONAwD4f/+PrP4/eECyAgYShmGQlZWFI0eOQENDA/v27cOUKVM+Ku0RCoVCGU7QIMAQ0T0TIC4O+PnPgd/8hqzEZ2YChw+TfenpZDVIHpJ0zO6r8SKRCCkpKT2yACQDx/p64OxZUmPp5ETqLD//nNT2/eEPRFxKHo8fP0ZlZSV8fX0Vf9PdKCwsREREBFavXo2mpiY4ODio3BaF8iGorq7uUVYznBGLxcjLy+tXEEAsFiM2NhZLlizpl83YUKOnp4cVK1Zg27ZtKC8vx6FDh/D48WNpsDY9PR0aGhoDatMGALa2tti7dy+4XC6OHj2KV69eddlfVkbuBX/6U4eGS3s7uUd8/jmZ7L98KbvtL78kQrNffEFq0ufMAZqbif2smRkXv/iFH2xsbHD8+PE+V9/lsXjxYhgYGODKlSsDYsE4e/ZsFBYWor67R58MJLoG8ug88e8tCPD2LXDuHFm5njGj536RSIS2trYuwR95egAAmfh3i7vj178m2XZxcX0HARISEmBrawsrK6veD+yDJ0+e4ObNm9iyZYvMRYLe6Jyo+OIFyVL8z/8kfS8qIosI//wn+R5euwZ0jgH1leWgLGVlZThx4gQeP36MzZs3w9fXFxp92SpQKBQKpVdoEGCIUFNT6xIEqKoiNYQcDrEU+vxzkup45w6ZrFtaym9LkgXQPSL+/PlzGBkZwbLbyZKB5PHj5FoHDpAb/PLlJMXyv/+brDrJo6KiAgkJCVi/fr3KdoAvX77E5cuXERgYCCsrKxQWFsLe3l6ltiiUD8VIywQoKSmBkZFRv9JpMzMzoaenNyDCgh8DpqamWL9+PdavX49nz57h6NGjePz4MRITE7F8+fJBWXnkcrlYtmwZ1q5di7i4OFy6dAktLS0AyMrx1Knk91nCp58CZ86QVPhZs4h7jKSMTBbz5pFJ6OHDREivooIEg9XUWPDy8sKSJUvwww8/4KW8aEIvsFgs+Pv7o7W1FXfu3FH6/O5oaGhg1qxZSE1N7Xdburq64PP54PF4Ul2AzoSEEHvFwEDg2TNg5UogOblnO83NzdDV1e2yKl9UVCTXGrA7DENEd8PCgF/+ssPBQBZlZWXIzs7GkiVLFGpbHunp6bh79y5CQkJUchZgs8n3pL2dlAE4OgJeXoC7O3EPyswkwZOwMOIkNEAVIV1obm5GVFQUIiIi4OzsjO3btw+YSwKFQqH81KFBgCGicyaAUAh4e5O0fIAMzhwcgL//naQVlpT0XFXoTFFRUY8VCbFYjOTk5B42e5KFGpGIrHjExQFPnpA60oULSbroypXk+rLg8/m4dOkSfHx8VJ4MZWVlISYmBlu3boWVlRVyc3NhaWk5ICm2FMpgMtKCADk5Of3KAuDxeEhMTISPj8+IS8u1sLCQ2greuXMHXC53wGrf5WFtbY2wsDC8fj0ec+e+w2efvUNmJoODBzuOOXeOZIf5+REF+p/9jGyTLBpXVPRs18uLlJklJADm5sDcuegiCOjg4IAtW7bg9u3buHfvntICeurq6ggMDERRUdGATN7nzp2LZ8+e9fvzZrFYMDIykmsTKBYTAbvx4wFra/IZdnMBBAA0NjZ20QNobm5GQ0ODwkr0kj+NbdvIPV0eYrEY0dHRWLJkSb/uh6mpqUhNTcW2bduU+r3qnsjxxRfkOzZhQsdYgcUin5mdHZn4r1lDMgoHsixfJBIhLS0NR48ehZaWFg4cOICZM2eOuN8YCoVCGUpoEGCI6KwJoK4OfPUVSdXszOzZpL6utwVysVgsc0Xi1atX0NTU7KFgLRn4/fKXJAtg40aiVPz550RA6vhxEpCQx82bN2FhYaFySmxqaioSExMRGhoq1SnIzs6mpQCUjx6GYVBTUzNiggAMwyA3N7dfGThJSUmYNGlSD82RkQKLxYJIJIKOjg4WLlyIy5cvq2QrqAwcDgeffjoHmzePwqFDxqioqANAvO/q6oB//Yuosd+4QbzZCwrIPWL2bKC6mgQFwsJ6CspOmkTcYH71K2DRop7XHTt2LHbt2oXCwkJcvHgRfIkojYJoaWkhKCgIqampKmUUdEZPTw/29vbIyMjoVztA7zaB339PAir/9V8kEL59e4cuTmcaGhq66AEUFRXBxsZG6Xp9Fgu9ujE8fPgQWlpamCGrJkFBUlJSkJGRgdDQUBgqmZcv6dvXX5PnTz4hn4tAQOr9t2whixLx8SQTQJLMqKurcnd78Pr1axw7dgz5+fkIDQ2Fj48PTf2nUCiUQYAGAYaIzpkAklRBSd2/mhpQWUlUdz08SI2+PMrLy6Grq9tlgMIwDB48eIB58+Z1iZxLbth37pAIvqEhsY9avJh4Ln/zDfDHP8oPOjx58gRlZWUqKfgzDIOEhARkZmZi27Zt0rpqHo+H169f01IAykdPQ0MDNDU1R8yA9P3792Cz2Rg1apRK59fX1+Px48fw8vIa4J59PLS1teHmzZtYuXIlnJycVLYVVIXf/94Qr1+rY8IEPnbsSEZWVhbi4hh4eJBAwMGDwIoVwNOnHeeYmhKhNk1NUgLw9m3XNvtaSNXV1UVISAi4XC7Cw8OVfn+GhoYICgrCjRs3UFpaqtS53XF3d0dGRka/BQclZQCyggCpqSTj7pNPiGK/oyPwf//Xs42ampouWiC96QGoSkNDA5KSkvpVcpKUlISsrCyEhoaqXOLz5Anwi1+QhYGnT8k4oaCAWAF6eRGdic8+I2WDzs4qXUImDQ0NuHjxIq5duwYvLy9s2bJF5d8mCoVCofTNILi3UhShcxDgxAkgL48MRhobiTJ/WhrxPF60iKTny0OWT3FZWRlaW1sxuZu0P5tN6vs++wyYOJFss7YmNaIBASRIIK9WsaqqCrGxsdIBojJI/I7fvn2Lbdu2dXEAKCwshKWl5bCxFaP8dBmppQCqTjji4+Ph7OzcJQA50rh9+zbs7e2lNnASW0FHR0c8ePAAx44dg6OjIzw8PAbF2cTMTB1xcWNQUDAL8fFX8eZNBRhmISZOJL+Xr16RgPHateT4qipg1Cgykd2+nQgGWlgod011dXX4+/sjNTUVx48fx/r165USqBszZgzWrFmDyMhIhIaGqvw3M2rUKFhYWODp06eY0z1NTgmMjY3x7t076OjoQCAQoL29XXq/8fQExo0jgrzr1pHXsqipqZFO+hmGQVFRERYuXKhyn2QRExODuXPnqiw8mpiYiBcvXiAkJKRL6YKipKSQ78/q1eT7pKtLVv2jooiYpKcnCTyJxSQzYKBioUKhECkpKXj48CFcXFywevVqlbWGKBQKhaI4NBNgiOgcBCgp6ainO3uW1G26u5OJ+qFDHR7PspAVBMjIyICzs7PMVEVNTRIEyM4maf8ZGR0Tf3kBAIFAgEuXLsHb2xtmZmZKvU+RSIQrV66goqICwcHBPQbKA2FPRqF8CEZaEKA/pQBlZWUoKSmBh4fHAPfq4yE/Px8lJSVYvHhxj32dbQWFQiEOHz6M+Pj4QdMMmDhxNHbu3IkxY8bi0qU6/Od/5uPSJTGSk4lIIEDS/8PDgfnziUbAqVMdwV5lYbFYcHd3x6pVq3DhwgVkZWUp2d+J8Pb2xtmzZ1W2HwRINsCDBw/65TrQ3Sawsy5AVRURS3z7lkx8J08mXvfd6ZwJUFlZCQ6HAyMjI5X71J2cnBxUV1er9PfEMAzu3r2L7OxslQMAAgEpNfnlL4GsLCI2WVREPgt9ffIZ3bpFjlVTG5gAAMMwyMnJweHDh1FRUYHdu3dj4cKFNABAoVAoHwgaBBgiOgcBSkvJijxAUvHWryerOPv3E0Ge3FzZbfB4PLx//76L9U9zczNyc3Ph5OQk3SYZP/H5QFMT0QG4f58MevbtI36/vY1db926hdGjR3dpUxEEAgEiIyPR3t6OLVu29FjtF4lE/bYno1A+FCMpCFBXV4fm5mZYKLtMDDJ4v337Nry8vJTOChoutLe3Izo6GitXruz1Perp6WHZsmXYs2cP2tracOjQISQkJKCte0H+AMBms3HgwEycOqWJS5e08O23z/HFF9VS5xgtLeC3vyXidq9ekbKvCRO6Wr0py6RJkxAaGork5GTcvn1bqcm4k5MTZs6ciXPnzimtLyDB0tISOjo6yMnJUel8oHebQCMjkmn397+T0oAnT4DQ0K7nMwzT5W9flhBvf+DxeIiJicGKFSugrq5ccibDMIiPj0dOTg5CQkKgq0Bx/vXrJPOwMxwOKS356iti+2dlBeTnk33//CcZI3RLLOwX1dXVOHv2LOLj47Fy5Ups2LBBaf0CCoVCofQPGgQYIjoHAerriViTpyep55RoAwAkS0Deas7r169hYWHRJXL++PFjTJ06FVqdGpEkBPzxj+RGv20bWSVatoxkHrS19awdlfD8+XMUFxcrXafI4/Fw9uxZcLlcBAYGyozul5SUwNjYeESnE1NGDiNJFDAnJweTJ09WWtgMIKKjfD5fZXHQ4cCdO3cwceJEhSd7BgYGWLFiBXbv3o3m5mYcOnQIiYmJaG9vH/C+eXsb4elTc/zjH0B5+Wl8/nkGWlvbO+0HamqI1gvQ8fuvpOC/lFGjRmHnzp2orKzEuXPnlHpPCxYswOjRo3Hp0iWVVvNZLBY8PDyQkpKitGOBBH19fbS0tEAgEPSwCeTxgP/9X6JwHxBAdHG6L8Y3NzdDXV1dek8tLi6WlocMBHfv3sWECROUbpNhGMTGxqKwsBAhISEKlaMkJwP+/kBERIeLROePNSAACAoiQYKkJKJHNHcuyQQYiLgHj8fDnTt3EB4eDltbW4SFhQ24tgKFQqFQFIMGAYaIzkGAqCiSnv9//0fUmx0dO47T1AS6CfxL6V4KIBaLkZmZCedOaj2SG/zRo8QHOTISWLIEaGggqaOTJ5PUUVlR/pqaGty6dQvr169XSgyttbUVZ86cgampKdasWQO2nDqDnJwcKghIGTZUVVWNmCCAqqUAIpEIcXFx8PHxUSmAMBwoLCxEUVERfHx8lD7X0NAQq1atwo4dO1BXV4eDBw8iKSkJPB5vQPvIYrEwc+ZMhIXtxcuX+pgypQ7nzhWhpobBqVMd6v+dJ3iZmUBMTMe/GUbxwICWlhY2b94MExMTHD9+HNXV1Qr3c8WKFRCLxbhx44ZKE3k7OzvweDyUlJQofS4AqKmpwdDQEPX19T0yAcLCiG7Cz39OxAGzs4G9e7ue37kUQCwWo7S0dMCCAO/evcOLFy+wZMkSpc6TZOMUFxcjODhYYTtBNpuI+zEMcO0asSeWxPYlMZrly4E//IE8S27d/XXmYxgGT58+xeHDh9HW1oa9e/fCzc1N7tiAQqFQKIPPyBzFDQPU1NSkQQCAiDnNnk1W6iVuW0IhcOaM4kGA3NxcGBgYYOzYsdJtkpt3SQkQGEispYKCiCtAXBzw4IHstoVCIS5duoSFCxcqZf/V2NiI8PBwTJgwAcuXL5c7URgIezIK5UPR1tYGgUCgUr3tx0ZLSwvev3+v0gpceno6TE1NR+yScp9BAAAgAElEQVTqHY/Hw/Xr17FixYp+uUAYGxtj9erV2L59O6qqqnDw4EEkJyernBYvDwMDbVy4YIfPPlPHb3+rj2XLSmFjw8OqVWR/58nbiRPkNx8gQWAWS7nJnZqaGvz8/ODm5obw8HAUFhYqdB6bzcb69evx7t07JCcnK37BfyPJBrh//77S50robBPYWRMgM5O4AixcSB4nTgCPHnU9t7q6uosegI6OjkJp930hFosRHR2NxYsXKzyJB7oK7QYHB3fJ+pN/Dnm2sADs7ABjY+DFC/L+m4j7ZBfrQg0NsiCxbp0y70g25eXlOHnyJNLT07Fhwwb4+/sPyOdHoVAolP5BgwBDROdMAHmoq8v3362trYVAIOgi1Jeeng4XFxeZxy9dCnz7LXD7NtEGsLcnbUsGAN25c+cOjI2NlVJlrq2tRXh4OBwdHeHt7d1r+cD79++hrq4+YlZWKSMbSSmAqkr6HxN5eXmwtbVVuv64ra0NycnJSq9aDifi4uJgY2ODiaoq6nXDxMQEAQEBCAkJwfv37/H111/jwYMH/ba9686+faNQUGCEP//5HaZO/RfS05MhEokgFpOJfm4uqXf/y1+IHoyDA3D+vGrXmj17NjZs2IArV64gLS1NodV9DQ0NBAUFITMzE087exoqyIwZM1BXV4c3b96o0mW5NoEcTtf6+Nxcsq0zncuAiouLu2jw9If09HRoaGgoVVbDMAxu3LiB8vJymTo7namuBn74gZT6SYYa1dXk9c9+BowfT1wRduwgQSFVy0Xk0draiuvXr+Ps2bNwcnLCzp07VdIgoVAoFMrgQIMAQ4QiQYDekGQBSCYllZWVqK6uxpQpU7oc9+4d8Kc/AZMmAVu3ArGxwKZNwJ49JBiwdGnPtl++fImCggKsXLlS4UlPRUUFTp06hXnz5imkcNxfezIK5UMykkQBVXXkSExMxJQpU0asd3dxcTFyc3OxVNaPYj8ZNWoU1q1bh+DgYJSVleHrr79GWloahELhgF1DU5ON5cvdsGvXLpSUlODYsWN4+7YUABG927kTuHgR+K//IkK0Xl7kvLQ08qzMJNDa2ho7d+5EVlYWrl27ptD70NPTw+bNmxEbG4uioiKl3hubze5XNoBk8q+vry/N6gGIHsDSpcRRYcECwMeHiON1pnM5QElJyYCUAjQ0NOD+/ftKae0wDIPr16+jqqqqzwDArVtEEyIhgZQZfvIJ2e7kRFb5y8uBGzeA16/J2EBHp/8p/xLEYjHS09Nx+PBhqKurY//+/Zg1axa911MoFMpHBg0CDBEcDqdfA8DupQAZGRmYPXt2jxo7Ho9E/+/eJW4DGzYQV4AFC4goYHfq6upw48YNrF27ttdBRmfevHmD77//HkuXLsXs2bMVOofqAVCGEzU1NTA2Nh7qbvQbPp+P169fY9KkSUqdV1NTg2fPnsFLMnMcYfD5fFy7dg0rVqxQ+HdPFczMzLB+/Xps3rwZJSUl+Prrr5Genj6gwQAjIyMEBQVhwYIFiIz8EdevX0d5uQCJiUQQdv9+4j5TUkJU8cPCyHmd52iKxKcNDQ2xY8cOtLe348yZM2hpaenzHEkw5Mcff0SFRJlOQRwdHVFZWYmysjKlzgO62gQaGhpKswHmzyeZAEeOEPG7/HxSFtAZSRCAYRiUlJQMSCbArVu34OLionBgUSwWIyoqCrW1tdi8eXOfpSqxsST4f/Ik8PvfEy0ISXAjOxuYNw+YM4d8H2prO+z/+ktBQQGOHTuGly9fIjg4GH5+fgqVK1AoFArlw6NcPihlwOByuSrXh4pEIhQXF2PlypUAiJ3VixcvsG/fvn/vJ4I+hYWk9u93vyM6AA8eAP/934CcigGIRCJcunQJnp6eMDc3V6gvhYWFuHz5MtasWaNwCm1dXR1aWlpoaiBl2FBXVzcirCwLCwthYWGh9MA8Li4O7u7uCimQD0cSEhJgaWmJyQPpg9YLY8aMQWBgIN69e4fExESkpKTA09MTTk5OAyKWxmKx4ODgAFtbWyQkJODPf2ZhzpwmHD6sC4CFkyeBN29INlhCAvGGv3ePrAjv3t0hCNcXXC4XGzZsQEJCAk6cOIGgoKA+J7bjx4+Hn58fzp07hx07dijsDqOurg4PDw8kJSVh48aNinXw33QuAzAyMkJ9fT1Gjx6N06e7HpeZSZ5DQsizSCRCQ0MDjI2NUVlZCU1NzX672eTk5KCqqgpr165V6HixWIyrV6+iubkZQUFBvVpWisVES+jJkw5xSBMTEuz48ssOW2AtLeIOBJDXCiTv9UpFRQViY2NRV1eHJUuW0Cw/CoVCGQbQTIAhoj9BgLdv38LY2Fg6IH/69ClsbW2lomVsNgkE7N9PVvzT0kjaY24u8Le/kcwAWcTFxUFPTw9z585VqB8vX77E5cuXERgYqFQNbX/sySiUoaCurg5GRkZD3Y1+IynDUYaSkhKUl5fD1dV1kHo1tJSWliI7Oxu+vr4f/Nrjxo3Dpk2bsGHDBuTm5uLgwYN4/Phxv0rFOqOpqYlly5bhyJEG+PtH4dmz7/Ef/8HHgwdEJPaTT0gAYNUqQFsbuHoVCA4GWlo6sgH66gqLxYK3tzc8PT1x6tQphVT8p02bBhcXF5w7d04p5wQnJyeUlZXh/fv3Cp8DkKyFxsZGiEQi6Ovro6GhAQCZ9Ese9++T1fMbNzrOq62thYGBAdhs9oBkAfB4PMTExGD58uUKaXKIxWJcvnwZLS0t2LRpk9wAwL17xOpXTQ3gcokN8K5dQHQ08NlngKUlqf//619JIGDZso7/1/4EAJqamnDt2jV8//33mDRpEvbt2wd7e3saAKBQKJRhAJ2FDRHq6ur/Fm5S3ju5sLBQqs7NMAwyMjJ6CAKyWGRgx+EQe8CUFKIM/Le/Ac+f92wzNzcXr169gr+/v0I38KysLMTExGDr1q2wsrJSqv/UFYAy3Kirq4OhoeFQd6NfiEQi5OfnKxUEYBgGd+7cgbe3t9JCgsMBgUCAa9euYdmyZUOatmxubo7Nmzdj7dq1yM7OxuHDh/HkyROV7g+y2LXLBL/9bRCAmcjIaMbUqZXYtUsIU1Pg178mdeN79gDffw+0t3dkkwEdz31pBjg5OSEgIACRkZF49uxZn31yd3fHuHHjcPnyZYXfJ4fDgbu7u9LaAGw2G3p6emhoaICBgQEaGxsBAF9/3fE4cYLcG9vbO84baD2Ae/fuwcbGBjbyLH86IcnM4/F42LRpEzjdFQv/zb59gLc3EfiTsGUL8B//Qd5PVRUJACxaBEiSGBhG8WwPWfD5fCQmJuLo0aPQ1NTEgQMHMHfuXGr5R6FQKMMIGgQYIlgsFjgcjkoq0YWFhdKV96KiIqirq8PS0lI6SKutJas7W7cCkZEktdHDg9gNpqZ2CEJJaGhowPXr17F27VqFBsIPHjxAYmIiQkNDlbIPBPpnT0ahDAU8Hg9CoXDYp8KXlpbCyMgIBgYGCp/z/N8Rw2nTpg1Wt4aUu3fvYsyYMT0EVYcKS0tLbN26Ff7+/nj69CkOHjyIR48eDYhmgJqaGkJDZ+LqVQ42bUrFN998g88/r4GREVkd5vFIOnlDA9DYSEQEg4OB4mJyviKLuxMmTEBISAgSEhJw//79Xp0DWCwWli9fDj6fjziJd6ECzJ49G6WlpaisrFT4HKCjJMDAwECaCdAdAwOgtbWzmn71gOkBlJeX4/nz5/Dx8enzWEkAQCQSITAwUG4ArrCwI/2/pgY4eLBj3759RA/g5EnA0JBYAkqSLlRdqBeLxXjy5AkOHTqEqqoq7Nq1Cz4+PoOqo0GhUCiUwWHkLe0MIyQlAcr4Ube2tqK6ulpaTy+xBey8en/xIhkU1NeTmk8LCyIM+Le/Ad0z/SWDDTc3N1haWvZ6bYZhcPfuXbx8+RLbtm1TajIhIS8vDxMmTBiRq4qUkYmkFGC4p7gqWwogEAiQkJCAgICAYf/eZfH27Vs8f/4cYRJlvI8Ia2trhISEoLS0FMnJybh//z7c3Nwwe/bsXmvCFcHDQw8eHv7Izc3F4cPx0NGZhZaWsVBT08GJE4CRETB2LHD6NLl//Pa3wJQpZGVZshgtFBILW1mYmZlhx44dOH/+POrq6rBixQq5K8RsNhvr16/HiRMnMGrUKDg5OfXZfy6XC1dXVyQlJSlcVw902ASamZlJMwEA4MoVUgoAkNr5zvGImpoamJubo7q6GhwOR+VsILFYjOjoaHh7e0NbW7vXY4VCIS5evAg1NTVs2LCh19V1W1ti+zhuHPDHP5ISQHd3YPZsQCAg/1/19UQLKCKCPFSlqKgIsbGxUFdXx4YNG6imD4VCoQxzaCbAEKKKLkBRURGsra2hrq4u9U2ePn16l2P27CEDgq++AmbNIurHN28C//hHz/bu3r0LTU1NuLu793pdhmEQExODgoIClQMAAC0FoAw/RoIeAMMwSjtypKWlYdy4cUqX+wwHhEIhoqKi4Ovr+1FneFhZWSEoKAhBQUEoKyvDv/71LyQmJqKtra3fbdvZ2eHTT1fjzRtjzJ5dgaCgajx4wODgQeIaMGYM8MUXJJts7lySHZCRQc5VVyevnzyR3baenh5CQ0PR2tqKs2fPor1zjn03tLW1sWnTJsTHx6NYknbQB87OzigqKkK1PIEbGcjKBPjZz4BvvwUcHYGZM4FvvgEOHOg4p6amBqampv3OAsjIyACHw4Gjo2OvxwmFQly4cAFsNhvr1q1TKL1+3DjyPH8+sYH85BMSpOFwSGYHj0c0AZ4/77kIoAhVVVU4d+4coqOjMW/ePGzfvp0GACgUCmUEQIMAQ4gqQYDO1oCPHj2Co6Njl1pBSXWBhUXH6kBkJFGA/utfu7aVl5eH58+fY82aNb2u9IlEIly5cgUVFRUIDg5WedAsEAhUsiejUIaSkaAH8P79e6irq2PUqFEKHd/c3IzU1FQsXrx4kHs2NCQmJmLUqFGYOnXqUHdFIcaMGYN169Zh+/btqK+vx8GDBxEbG4vm5uZ+tWtpycXTp8b4xS+MMX58BlatOoVnz2qRkEAmyJKF+fR0UlceGkpqz/l8wM+PaM3Ig8vlIjAwEKNGjcLJkydRX18v91hTU1OsWbMGly5dkqr494aGhgbmzp2L5ORkhd+rxCZQX18fTU1NEIvFuHuXCAGGhJD3dvs2EdmTINEE6E8QoLGxEYmJiVixYkWv91lJAEBDQwNr165Vqb5+zx6StfH735PAf3g4YGZGSgN0dZVrq6WlBTdu3MCpU6dgY2ODffv2wcHBYURmBVEoFMpPERoEGEKUDQIwDIOioiLY2tpCIBDgyZMnmDNnDgCgro4cw+GQVQCGIQ+xGNDTA2bMADqX7VVVVSEqKgrr1q3rNT1RIBAgMjIS7e3t2LJlS79q/woLC2Fubk59gynDivr6+mGfCSDJAlB0AH/v3j3MnDkTxsbGg9yzD8+7d++QlZWFZcuWDbsJjYmJCfz9/bFnzx4IhUIcPnwYN27c6HWCrQhhYYb46qulmDlzGnbtasGkSbmwsRGAyyWT4iNHgE8/JR7zs2YR15mZM0n6OUDuM7LK/9XU1ODn54dZs2bh5MmTePfundw+2NraYsGCBTh//nyvmQMSXFxckJeXp1DQAOjIBGCz2dDW1kZzczMmTwYqKjqOKS8HJNp/bW1tUi2Q4uJilUUBb926BWdn516tE0UiES5evAgul4uAgACVBfY0NUn2xv/8DxAWRsoClP2KCwQCJCUl4fDhw2Cz2Thw4ADc3NxoCR+FQqGMMGgQYAhRNghQXV0NFosFExMTvHjxAubm5rh2zRi/+Q2xAdq2DXj/nqRqslhkUCbLha+trQ0RERFYsmRJrzoAra2tOHPmDDQ0NBAYGChXnVhRVLEno1CGmpFQDqBMKUBVVRVevXqF+fPnD3KvPjwikQhRUVHw8fGBrrJLox8RBgYG8PPzw4EDB6CpqYlvv/0WV69eRVVVlcptqqmpwdnZGadPm2DOnDyEhx9Bfn4+/vIX4PPPgc5JE9nZRDMAAMrKyH2GxZJvJ+jq6oply5bh7NmzyMnJkdsHZ2dn2NjY4NKlS306BmhqasLZ2VnhbAAjIyPU1dVBLBZ3KQlwcCDCiGvXkvfIMOReGhIihqmpKerq6qCmpqZSNlBOTg4qKirg6ekp9xixWIwff/wRLBYLAQEBKlvnMgwRBQ4NBdavB16/JmUOip/P4NmzZzh8+DDKy8uxc+dO+Pr60qA9hUKhjFBoaHcIUTYIUFBQIC0FSE9Ph6PjEuzeTeo3p0whvsD29kTI6Q9/kB0AEIvFuHTpEiZPntxrfWJdXR3Onj0Le3t7eHt793vFTCwWIy8vD17drQkolI+c4R4EqK2tRUtLC8zNzRU6Pj4+Hh4eHiNy8H///n0YGhr20FEZrujo6MDb2xseHh5IT0/H6dOnYWVlhXnz5mGcpFhcSTw9teHpuRIFBQW4fv0WNDRYmDNnLABSBnbmDEk3NzEB/vlPIkQ7bx4Rn+ttsdje3h56enqIiIhAfX09XF1dZR7n6+uLc+fO4fbt2/Dz8+u1r66urjh48CDmz5/f5ySdw+FAW1sbTU1N0iDAli2W2LKl45jNmztev35dCRMTExQXF8Pa2lrpe2BbWxtu3ryJgIAAuavoYrEYV69ehUAgQGBgYL8s9lgswNiYlAAqG78rKSnBnTt3AABr1qzpl/4BhUKhUIYHNBNgCFE2CJCfn49Jkybh7du34PP5KCiwwZw5wNKlgJUV8Oc/E1vApCQyIAN6pmjeuXMHLBYLS5YskXud8vJyhIeHw8XFBYsXLx6QlNnS0lIYGhqqLChIoQwFDMOgvr5+WGsC5Obmws7OTqEVxrdv36K8vBwuLi4foGcflvfv3+PRo0d91mYPRzQ1NTF//nx88sknsLKywoULF/DDDz+gpKRE5TYnTpyIAwf2QFNTE1u2VOKHH14gNJRBYyMJAhQWAomJRFhPKCT3nk6i+zIxNzfHjh07kJmZiZiYGJmr/Wpqali3bh2KioqQIVEilIOWlhZmzZqlcDaApCRAX18fDQ0NcHcn98+AAMDfn9jnBgSQx8yZhf3SA7hz5w7s7e3llhEwDIPr16+jubkZGzZsGLB0e2UCADU1Nbhw4QKuXLkCV1dX7Ny5kwYAKBQK5ScCDQIMIRwOR+EgQHt7O8rKyjBhwgSkp6fD2dkZc+eykJcHSMY/ERGAjQ1w7BhRAm5o6FoP+PjxYxQUFGDdunVyJwSFhYX44Ycf4OfnN6ATAVoKQBmONDU1QUtLq9+lMEOJoqUADMMgPj4eCxYsGHH1v5IygCVLlkBPT2+ouzNoSOzzfvazn2Hq1Km4du0awsPDkZ+fD0ZW0X4fcDgcREVZYO9eU/z4owBnzgD//Gc5AGIlyOeTcoB//YtY1SkiGWNoaIgdO3agqqoKkZGRMu+Bmpqa2LRpExITE1FUVNRre25ubsjOzu5i+yeP7g4B/v5AaysR1J0zB3BzA373O3JsTU0NjI2NUVJSorQeQEFBAYqLi+UKazIMgxs3bqC2thYbN2784L8vra2tiImJwYkTJ2BhYYEDBw5g+vTpIy44RqFQKBT50CDAEKJMJkBhYSGsrKzA4/FQUFAAR0dHTJwIbNkCrFsHBAYSgaPdu0lWQG0t8PRpx/mlpaWIj4/Hxo0b5Yr7PX36FFeuXEFgYCCmTJkyEG8RABnwUGtAynBkuJcCtLS0oKKiAjY2Nn0eW1RUhKampj5tzIYjKSkp0NXVxcyZM4e6Kx8EdXV1zJo1C/v374ezszPi4uLw7bffIjs7u89ae1n84hd6+PprR/zhD++QlxeB/+//uwc9vUZ8+SVw/Djw9i1gZwdwuYq1p6mpic2bN0NLSwunTp2S6XJgbGyM9evX4/Lly71aAero6MDR0REpvVkV/BsjIyNpEKCxsRHt7cCoUUB8PAkC5OQA16+TY2tqaqChoQGxWKyUQCaPx8P169excuVKcGV8IAzD4Pbt23j//j2CgoJkHjNY8Pl83L9/H4cOHQLDMNi/fz88PDxGXNCPQqFQKH1DgwBDiDJBgLy8PEyePBmPHz+GsbEzYmM18eIFsQQqLSX2f2fPEhug6GigoKAjLbChoQEXL17E6tWrZSoUMwyDpKQk3L17FyEhIQPuC15RUQEWiwUzM7MBbZdCGWyGexAgNzcXtra2fQ7yGYZBQkICvLy8VBYm+1iprKzEw4cPR2QZQF+oqalh2rRpCAsLw8KFC5GamoojR47gyZMnEMlT8ZODpSULX35pjoCA/YiKmoY1a17g9esM8PliZGYq3zc2m41Vq1bB3t4ex48fR2VlZY9jrK2t4e3tjfPnz6OtrU1uW+7u7nj27FmflokSm8DOwoC1tcD588CyZeQYDofU6tfV1aGxsRHjx49X6nsTGxsLW1tbTJgwocc+hmEQFxeH0tJSbNmyBRoaGgq32x+EQiEePnyIgwcPoqqqCjt27MCyZctUtvulUCgUyvBnZI32hhmKBgHEYjHy8/Nha2uL5OQX+OabefjuO+CTT4CvviKrLxMmkMFLQwMpDzh8mJzL5/MREREBNzc3TJo0SWbbN2/eRHZ2Nnbs2KGwj7gySEoBfmoDcMrwZyToASiSgfPq1SuIxWJM7SwBPwIQi8WIiorCokWLftJ6JCwWC3Z2dtixYweWL1+O58+f41//+heSk5N7nVzLwtqai9hYU1hZzcIf/2gDHu8xeLw3Kvdr/vz5WLRoEU6fPi0z9d/JyQl2dnaIjIyUG7jQ09PDjBkz8ODBg16v11kToLGxEZ9+CkyeTDIZVqwgmgY+PiRwrq2tjbdv3ypVI//69Wvk5+fDx8dH5v579+6hoKCg33a7iiIWi5GVlYVDhw6hsLAQmzdvxtq1a2FiYjLo16ZQKBTKxw0NAgwhigYB3rx5AwMDA5SXlyMubjF8fLi4do2s/p88CTx82HGsgQGxC1yyhKw6REVFYfTo0XBzc+vRrkAgwMWLF1FTU4PQ0NBBq5WlpQCU4cpwzgTg8/koLi6WGfzrjFgsxt27dwfEBeRjIyUlBZqampg1a9ZQd+WjgMViwcbGBlu3bkVQUBCqq6vx9ddf4+bNm6itrVW4HX19IDxcE7GxpjhyxAAVFVdx/vx5pdrozIwZM6Sp/1lZWT32L168GFwuFzdv3pSrbeDh4YGsrCy0tLTIvY4kCKCtrQ0ej4fAQAGqq0k5AIdD3tff/07seE1NTaXOAIrA5/Nx7do1LF++XOYEPykpCS9fvkRwcDC0tbUValNVGIbBy5cvcfToUTx9+hQBAQEICgrCmDFjBvW6FAqFQhk+0CDAEMLlciEQCPo8TlIKEB//FAwzDqGhZPvcucTb+Mcfyb+rq4GYGECycJmUlISGhgaZabCtra34/vvvweFwsHnz5kFblaivr0djYyMsLS0HpX0KZTAZzkGAgoICWFhY9Pm3/fTpU+jo6EjtR0cK5eXlSEtLw6pVq0ZccGMgGDNmDFavXo19+/ZBQ0MDJ06cQGRkJN68UXxVf/x4YNKkSdi7dy8sLS1x/PhxxMfHK+V609HWeISGhkpL0zpP9tXU1BAQEICysjI87Bz17oS+vj4cHByQlpYm9xoaGhrQ1tZGfX291CFAFjU1NdDV1YVQKJRZQieL+Ph4WFlZYfLkyT32paam4smTJwgODh7UFHyGYVBYWIjvvvsOSUlJWLp06aCU+FEoFApl+EODAEOIopkAeXl5MDU1hVD4HsePa6Oz/XNoKKn/B4Bf/Yq4ArBYJL03MzMTgYGBPeqB6+vrcfLkSVhaWmLNmjX98ibui9zcXEyePHnE1RlTfhoM5yCAIhk4QqEQiYmJIy4LQCAQ4PLly/D19f1JlwEogp6eHry9vfHzn/8c48ePx5UrV3DixAmlRATV1dUxb9487N27Fw0NDTh8+DCeP3+utCOBqakpduzYgfz8fERHR3e5voaGBjZu3IiUlBTk5+fLPH/evHnIzMzstcTBzMwMlZWVUnFAWVRXV4NhGFhbWyv0d1FaWoqXL1/C19e3x7709HSkp6cjODh4UJ0p3rx5gzNnziAmJgYeHh7YvXs3Jk6cOKL+rikUCoUycFBJ2CFEkSBAbW0t2tvb8fr1a8yZMwcTJ3ZM2Pl8wNwc0NIC/vxn4M0b4MwZIsQXHR2NoKCgHoOO8vJynD9/Hh4eHpg7d+6gvK/O5OTkwNXVddCvQxl5MAwDkUgEPp8PPp8PkUgEsVgMkUgk93Vf+3s7tvu/BQIBmpubERUVBRaLJR1Mf4hnNpsNdXV1qKurq/SaxWIhLy8PHh4eEAgEUFdXlzkZePToEUaPHj3iMnXi4uIwZswYTJ8+fai7MmzgcrlwcXHBnDlzkJubi9TUVMTFxWHu3LlwcnJSSMROT08PAQEBKC0tRUxMDB49egQ/Pz+l0tB1dHQQEhKCyMhIXLx4EWvXrpUGsg0NDbFhwwZEREQgJCSkh9isoaEh7OzskJaWBi8vL5ntm5mZoaKioos4YHdqamrAZrNlrup3RyAQICoqCsuWLYOWllaXfY8fP0ZKSgpCQ0MHLRhVUVGBhIQEvH//HgsWLICjoyMNulMoFAqlT2gQYAhRJAggUfd+9eoV9u/f3+188mxtDXz5JXDzJknzj4iIgK+vL8zNzbscX1hYiMuXL2P58uUfRACsra0N7969k6mSTBk5MAwDoVAonawLBALpa0W29bZPTU0NXC4XHA4HbDZb+lBTU+vxuvs2WcdIHlwut9dz2Ww2mpqaUF1dDTc3N+mK5od4lgQ/hEIhhEIhRCIR2trapK+775P1ur29HXw+HydPnpRuV1NT6xIwYLPZaGhogLGxMU6cOAEOhwMNDQ1oaGiAy+VKX/f1bw6H81GtNhYWFiInJwdhYWFD3ZVhiZqaGqZMmYIpU6bg7du3SEtLw/379+Hk5AQXFxeFJrNWVlbYtWsXHj9+jLw3qv0AACAASURBVB9++AFTpkzBokWLekyS5aGhoYGgoCBcvXoVP/zwQxdrW0tLSyxduhTnz5/Hzp07e6TXe3p64vjx43Bzc5NZCjN69Gjk5OTAxMSk1yCAmpqaXIG/zty9exdjx47tYav79OlT3Lt3DyEhIYOSTVRbW4t79+6hqKgI8+bNw/r166nVH4VCoVAUht4xhhBFggB5eXkwMzODlZUVdHV1ZR6zYwcpAViyRITvv4+Eg4NDjxWwp0+fIjY2Fhs2bFBK7bg/5OXlYcKECeBwOB/kehTVYBgGfD4fbW1tvT7a29ulz50n7gKBQDqx5nA44HK5XR6SbZJnLS0tGBgYyDy++7+HckUrLy8Po0ePxsSJE4esD6py9epVjBkzRpqFwzAMxGJxl2DBgwcPUFtbCy8vLwiFQggEAvB4vC6P9vZ2NDQ0gM/n99jH4/HA5/MhFAq7BAV6Cxh03yep0dbW1h6Q34m2tjZcu3YNq1atUnjCSZGPhYUF1q1bh/r6eqSlpeGbb77BpEmT4ObmhrFjx/Z6rpqaGubMmQMHBwckJCTg8OHDWLhwIWbNmqXQ3zWbzUZAQABu3bqF8PBwbNmyRZrZNmPGDFRXV+PChQsIDg7uMvk1NjbGpEmTkJ6ejvkSn9xOmJmZ4f79+5gwYQLevn3bYz+fz0drays4HE6fbjlv377Fs2fPsHfv3i7bX7x4gbi4OAQHBw+4En9TUxMSExPx8uVLzJ07F8uXL/9gVoMUCoVCGTnQIMAQ0lcQoL29He/evYNIJJKp7i/B1hb44gsgJuYWNDQ0sGjRIuk+hmGQkpKCR48eISQkZFAsAOWRm5sLOzu7D3a9nzpisVg6Ue9rIt99m7q6OrS0tLo8NDU1oaWlBR0dHZiamkq3SyZznSfuIzH9tK6ubljaAwqFQuTm5nb5HZCUGEj0P1pbW/Hs2TPs3LkTxsbG/bqeWCyWGSTovq2lpQW1tbXS7Xw+H+3t7WhtbUVrayvU1NSkAQEtLS3pa1kPyf7uK583b96Evb39iBM5HGoMDQ3h6+uLhQsX4vHjx4iIiICxsTFcXV0xefLkXjNBtLS0sHz5csyePRsxMTHIzMyEn5+fQmJ1LBYLvr6+SE5OxsmTJ7FlyxbppNrLywuXLl1CdHQ0/P39u/TB09MT4eHhmDt3bo8JsqmpKerr66GrqytTE6CmpgY6OjoYPXp0r+9LKBTi2rVr8PX17ZKN8OrVK9y6dQtbt24d0Ptta2srUlJSkJWVBUdHRxw4cGDQXQYoFAqFMnKhQYAhRFNTE+3t7XL3FxQUYOzYsaiqquqzNjEzMwPFxcXYuXOndEImFotx69YtlJaWYvv27dDX1x/Q/veGSCRCUVERli1b9sGuOdJgGAbt7e1obm6W++g8mefz+dKJu6zJvJGRUY99kv2DKQ45XKmvrx+WooCFhYUwMzPr9e89OTkZU6dO7XcAACArvpqamv1yGGEYBgKBQBoQ6P6oqKhAW1tbj+3q6urSwIBIJEJ9fT1mzJiB+/fvyw0e0O+66mhqasLd3R1z587Fy5cvkZiYiNjYWLi6umLmzJm9ZnOMGTMGoaGhyM7Oxo8//ghra2ssXry4z/sSi8WCp6cndHV1cerUKWzcuBHm5uZgsVhYvXo1wsPDkZKSgnnz5knPMTU1xcSJE5GWloYFCxZ0aY/NZsPY2BgikUhmOUB1dTXU1dX71Mm4f/8+TExM4ODgIN2Wn5+PGzduYPPmzRg9enSv5ysKn89HWloa0tLSMGXKFISFhX3QezmFQqFQRiY0CDCEcDgcaY2vrIFpXl4eOBwOZsyY0evAtbi4GImJidi+fbt01UOijt3e3o7Q0NBBswCUx5s3b2BsbCy3hOGnjFAo7HVi3/mhrq4OXV3dHo9Ro0ZBV1dXOrGRrNB/TLXZw526urphaa2VnZ3dZWLSncbGRjx58qRHCvNQwmKxpJklimZfSMpYWltbUVlZiStXrsDNzQ1cLhetra0oLy/vEThoa2sDh8OBrq4u9PT0en3Q+mr5sNlsTJ8+HdOmTUNJSQlSU1Nx9+5dzJkzB87OznJ/91ksFqZNm4bJkycjKSkJ33zzDdzd3eHq6trn5+3k5ARtbW2cO3cOAQEBsLW1BYfDwcaNG3HixAmYmJh0qctfsGABjh8/DhcXlx6lIWZmZmhtbUVDQwMYhunyu1lTUwOBQNBrEKC8vByZmZkICwuTnltYWIirV69i06ZNfZZKKIJQKMSjR4+QnJwMGxubAcnaoVAoFApFAh3lDCEsFgsaGhpob2/vIW4kFotRUFAANTU1LF68WG4bdXV1uHTpEgICAqQDhLa2Npw/fx4GBgbYvHnzkAxmCwoKhmUttaowDIPW1tYuE/impiY0NzejpaWly3aBQAAdHZ0eE/vRo0fD1ta2yzaqpzB0DEd7QIFAgLy8vF4FzRITE+Hk5DSodmUfAsnvJ5fLxfXr1+Hh4QFPT89ez+mcXdPU1CR91NXVobS0VPrv5uZmcLncPgMFOjo6P+nMAhaLhfHjx2P8+PGorq5GWloaDh8+DHt7ezg7O2NcZz/bTnC5XHh7e8PJyQm3b99GVlYWfH19MWnSpF6vZ2dnh8DAQERGRmLp0qWYPn069PX1ERgYiLNnz8LQ0FA6ATc2NoadnR1SU1O7lMYAJAhQW1sLdXV1tLW1dUmrr6qqQmtrq9y+i0QiREVFwcfHR/o3VFxcjMuXL2PDhg2wsLBQ+POT1/6zZ8+QmJgIMzMzbNmyRSl3BQqFQqFQFIEGAYYYLS0tmUGA0tJSaYqtvLRCHo+HiIgIeHp6ShX46+vrcfbsWUyePBmLFy8espXhgoKCEVUKwOfz0dDQgPr6ejQ0NPR4NDU1QUNDA3p6etIJvI6ODvT19TFu3Lgu2zU1NemK/UcOwzDDUhMgPz8f48aNk7sSW1NTg5ycHBw4cOAD92zwePjwIYRCITw8PPo8lsViSTNneqvXlgT1OgcKmpqaUFFRgYKCAum/W1tboaWlpVCwYKT/zZuammLFihVYtGgRHj9+jMjISOjq6sLZ2RkODg4yg9HGxsbYtGkT8vPzcevWLTx69AhLly7tdcXbysoKwcHBOHv2LFpaWuDq6opx48Zh+fLliIiIwM6dO6WT8wULFuDbb7+Fq6trl4n+6NGjkZ6eLrUJ7Lzv3bt3MDIyAldiv9ON5ORk6OnpYcaMGQCIOODFixexbt26fonuikQiPH36FElJSTAyMkJAQMCwzESiUCgUyvCABgGGGHm6AHl5eVBXV4eTk5PM8xiGwdWrV2Fubg4XFxcAwPv373Hu3DlpeuVQ0dTUhIb/n73zDovqTPvwPfTeq6CIgiCiqBQLIth7C7HFrtHdTXQ1X3aTmM2mrClusjGJSUxMjJpYsBcSSywRe0EUVAQFBRWUNjj0NuX742SOjjMQFSOanPu6zsXMqe8Mc97zvk/5PSUljfaIPC40Gg0VFRX1TvAVCgVKpRJ7e3udpXXr1uJrOzu7P7VH8I+GNt/8cafRNJbfSgVISEigS5cufxjl/IKCAg4fPsyMGTMeqTilTCbD2toaa2vrBr2warWaiooK0ShQWlpKWVkZOTk5OtEG1dXV2Nra4uDgYHCxs7P7w4hrWllZ0aNHD7p3705GRgaJiYns3buXTp06ERYWZrDEoL+/P76+vpw8eZJly5YRGhpKVFRUvRNxNzc3pk2bxpo1aygvL6dPnz4EBQWJFQOmTJmCqakpDg4OtGvXjqNHj9KvXz+d4/Pz8/H09KSkpESMHlAqlZSWlhIaGmrwugUFBZw6dYpZs2Yhk8nIz89n3bp1jBw5El9f34f6vlQqFcnJyRw+fBhnZ2dGjRolTf4lJCQkJH53JCNAE1OfESA9PZ3y8nKCg4MNHpeQkEBlZSXPPvssMpmMq1evsnnzZoYMGUJQUNDv3ewGyczMpHXr1k/MoFY7sKtvkl9SUoK5uTn29vbigNzR0ZGWLVuKk3wrK6s/vCdP4g5PYypAbW0tV65cYciQIQa35+XlkZ2dzbBhwx5zy34fVCoVW7dupU+fPk2WK21kZCR6+xtCqVRSVlaGQqHg9u3bKBQKsrKyxNeVlZV6RgJHR0fxta2t7VPX/xgZGREQEEBAQAByuZzExESWLl2Kj48P4eHh+Pr66nwmExMTIiMj6dChA/v27ePLL7+kb9++BAcHG/zsDg4OTJs2jbVr1xIfH8+wYcOIioqiqKiI7du3ExsbK4oKfv3113Tr1k2MkLG3txfTsu6uEFBQUICJiYnBSbharWb79u307t0be3t7iouLWbNmzX2lMRhCqVSSnJzMkSNHcHFxITY29jfFCCUkJCQkJB4VkhGgiSgpKSEnJ4eqqirOnj3LlStX6NKlC9XV1aLYlb+/v0GPXWpqKikpKcycORNjY2POnTvHnj17GDNmTKPCER8VmZmZDzUoeljUajUlJSXI5XKKi4t1JvsKhULHC6f12jdv3pzg4GBxki/l3kvczdNoBLh8+TLe3t71lg375Zdf6NGjR73e1aeNhIQE7O3t642WepIwMTHB0dERR0dHgx5jpVIp9lfaJSMjQzQaVFdXi0bKexdHR8cnPt3A2dmZgQMH0rt3b86dO8fPP/+MWq0mLCyMjh076pTxs7W1ZdSoUVy/fp1du3Zx+vRpBg0aZDAiw8rKismTJ7Nx40bWr1/Ps88+y/Dhw/n+++85ePAgMTEx2NnZ0aFDBw4fPsygQYMAIfrL0dERhUJBYWEhgYGBnDlzhtLSUpRKpcEotuPHj2Nubk7nzp0pLS1l1apVREdH12uorw+lUsnZs2c5cuQIbm5u0uRfQkJCQqJJkIwATcSZM2c4cuQIGo2GW7duAdC5c2c2b95MYWEhRkZGODs7o1QqdXIpb926xc6dO5k0aRJWVlYcPXqUxMREJk+ejJubW1N9HBG1Ws3Vq1fFwdajPG9JSQnFxcUUFxeLE37tpN/GxgYnJyecnJxwdHSkWbNm4gTfxsbmiYlKkHg6eBr1ABpKBbh+/TqFhYWMGTPmMbfq9+H69eskJyfrqLM/zZiYmODs7Iyzs7PB7XV1dZSUlIiRAwqFgvT0dPF1bW2taBSwt7fXiSJwdnZ+YtJazMzMCAsLIzQ0lOvXr5OYmEhCQgLBwcGEh4frPMNatGjBzJkzOXPmDKtXr6ZNmzb07t1bT+/CzMyMcePGER8fz6pVqxg/fjxjx47l22+/xd3dnbZt29KjRw++/PJL/Pz82LNnD8XFxYBgDNCKRR49ehSVSoVGo+Grr74iNDRUFNgsKiri6NGjzJw5k8rKSlatWiV+jvtFqVRy5swZjh49ipubG6NHj35qUuYkJCQkJP54SEaAJqJbt26cPHmSmpoaAJo1a4aLiws2NjYUFhaiVqs5duwYGRkZ/OUvfwGgvLyc9evXM3jwYNzc3Ni9ezfZ2dlMnz79iakbfOPGDRwcHB6qNKBaraa0tFRvkl9cXMzt27extrYWJ/rOzs60bNlSnPRLnnyJR4lCocDLy6upm3Hf1NTUkJWVxfDhw/W2aTQa9u/fT3R09B+i7F1NTQ1bt25l6NCheoKqf1RMTU1xcXHBxcXF4Pba2lqdKILbt2+Tm5vL7du3RRV8FxcX0dDg7OyMi4sLjo6OTaJlIpPJ8PHxwcfHh7KyMpKSkli1ahUuLi6Eh4cTEBCAsbExRkZGhIWFERwczKFDh1iyZAndunWja9euOn2+sbExI0eOZO/evaxYsYKJEyeKFQO0hhULCwvi4uIAIVVBpVKJr11dXfH29iY7OxsQnkXaSCC1Ws3WrVuJiYnB0tKSH374gcDAwPsSogRh8p+UlMTRo0fx8PBgzJgxT1XfIiEhISHxx+TpHxE+pVhYWDBgwAB27NiBRqMRBxR3T+aNjY3F/N7a2lrWrl1Lp06d8Pf3Z8OGDdTU1DBt2rQnxssDv10aUKPRUFpaqjfJl8vlKBQKLC0tcXZ2xtHREWdnZ1q0aCG+lyb6Eo+L27dvP3CYb1Ny6dIlfHx8DKYPZWZmUlVVJaqZP+3s3r0bX19fAgICmropTwxmZma4ubkZjAbTaDSUl5dTVFSEXC5HLpdz7do1ioqKKC0txd7eXs844OzsjI2NzWOJsrC1tSUmJoaoqCjS0tI4efIku3fvJjQ0lNDQULGiSv/+/QkLCxP1Avr06aOjFyCTyejfvz82NjYsX76cCRMm0L9/f+Li4lAoFOL1TE1Nad++PSkpKahUKszMzJDJZPj7+5OdnY2RkRHt2rUjPDwcgJ07d3Lz5k2ioqJYt24dXl5eeiUHDVFXV0dSUhLHjh3D09OTcePG1Vt2UEJCQkJC4nEjGQGakI4dO/LLL79QVVUlDmhra2sBYVA3bdo0PDw8UKvVbNq0CXd3dzp16sTKlStxd3dn9OjRT5wifWZmJgMHDtQbdN7t0be0tBQ9+k5OTjRv3lz06P9R8pUlnm6eNk2A+lIBtFEAvXr1+kOkxKSnp3Pt2jUxOkrit5HJZKJ44b16BCqVSjTCyuVycnNzOXfuHHK5HKVSadA44Ozs/Lv008bGxgQHBxMcHExeXh6JiYliCH94eLj4nBgzZgzXrl3j559/5tSpU/Tv318np7579+5YW1vz/fffM27cOAIDA8nOzkYul1NXV4dKpaJ58+ZUV1dz8eJF1Go1gBgx4OjoKIpnFhYWkpycDMCGDRvw9vZm8ODBDRpH6urqOH36NMeOHcPLy4vx48eL1QckJCQkJCSeFCQjQBMik8kYNWoUubm5GBsbk5GRIdY4PnXqFB4eHmg0Gnbs2IFarSY8PJzly5fTuXNnoqKinohc2MrKSgoKCigsLCQnJ4eCggLWrVsHgKurK87Ozjg5OdGhQwdx0i9N9CWeZFQqFeXl5Y1KsVGrwcgI0tMhPx+io4V1WVng5ASP0r5QVVXFtWvXeOaZZ/S2paamYmJiQmBg4KO7YBNRXl7Ojh07GDNmjI6QnMTDY2xsjKurK66urnrbqqqqRONAUVERFy9eFA26lpaWuLi44OTkpGMccHBweCTGJg8PD4YNG0a/fv1ITk5m+/btmJmZER4eTvv27fHx8WHmzJmcO3eOjRs30qJFC/r27SvqeISEhGBubk5cXBzDhw+noKAALy8vcnNzycvLo6ysjJEjR1JcXExBQQFKpRKlUompqSmTJk3C2NhYrD6hfa3RaMjNzSU5OdmgGOXdk39vb28mTJjQYHlJCQkJCQmJpkQyAjxmtMr5M2bMYOGnX7Lnhob0PBtWfJ+IjZkRXcfP5XjcZ/zrX/9i5cqVHD58mJs3b9KzZ0/WrFnDoEGDmiRMuaqqSpzsa/8WFhaiVCpxc3PD1dUVtVpN8+bNiY2NfWyhpBISj5qSkhJsbW0bFWWj0Qh/P/kEAgIEI8CSJZCQAF27wssvw6O6PdLT0/H19dWbGKtUKg4cOMCQIUOe+ntRo9EQHx9Pp06dJCX1x4SlpSXe3t564nUajUasxqKN9srIyEAul1NRUYGjoyMuLi5ieoKbmxtOTk4PZRywsLCga9eudOnShStXrpCYmMi+ffto3749oaGhhISE0LZtW44dO8Y333xDaGgoPXr04MaNG2zbto1Ro0bx448/0qtXL44ePUp0dDRXr17FxcWFkho1msC+HLl1iukrT1FbUUpzj1CUxkJ63ZEjRzAxMRGj80xNTbGwsNDT1aitreX06dMcP36c5s2bS5N/CYl7KCqvYVNSDul5pZRWK7GzMCHQw47Rod4429yfQVcmkxEdHU1CQsLv29gHIDs7G19fX6ZMmcLKlSubujkSEg+MZAT4leeee464uDiWLFnC3/72twb37devH/v27WPr1q2MHDnyoa53JLOIyP/+AkCNUi2uN3HugsOIf7F67VsY27rSvrUXYWFh7Nixg7FjxxqsX/woqa6u1pnoa//W1taKHiM3NzcCAgJwdXXVqV+9ceNGQkJCfrNmtoTEk0xJSQn29vaNOod2zn35Mvzf/8GRI3DsGMTGwqpV0KkT9OnzCBqL4O3v2LGj3vrk5GTs7e1p1arVo7lQE3LmzBnKy8uJjo5u6qb86ZHJZGLlgdatW+usB8jLy6OwsJD8/HxSUlIoKCigvLwcV1dX3njjDQoLC0lISKBz5873bSyWyWT4+fnh5+eHQqHg7NmzrF69Gnt7e0JDQ4mMjKRz58788ssvLF68mLq6OpRKJceOHWPixImsXbuWzp07s2fPHjr3G8UnpxUcXKt9/tpx6cptAM4Uyoj/7y90bWGLm/w8UUEtuHHjBu3ataNLly54e3uL7a2trSUxMZHjx4/j4+PDxIkTcXd3f9Rft8QfhHt/52ZmZmK54s6dOxMbG0v//v2fuBTPxpByQ8GXCZkcvFwI6I51jSvO8/rrP2F88zw1xbeoqhQMiB06dGDYsGFMnTq10c9hCQmJhpGMAL8ya9Ys4uLi+Pbbbxs0AmRnZ7N//348PT0ZOnToA19n+9kcAHIVVTjf1SFqUWpkGHsH4xL7b7adS8c2oAsmyclMnz4dJyenB75efdTU1Oh59QsKCqiurhYn+q6urrRu3Ro3Nzfs7OwaHKxpSwMOHDjwkbVRQqIpKC0tbXS1DY0GamvBywu2bIGVK2H5coiMhMWLoW3bR9PWyspKcnJy9Er/qVQqDh8+zLPPPvtoLtSEFBcXs3//fqZNm/aHGiD/UXF3d8fd3V0nYq2mpoaCggLefvttABITEzl58qS4vzZiwN3dHVdX1wbTPRwcHOjVqxfR0dFkZGSQlJTEnj17CA4Oplu3bpSWlpKVlQXAzZs3ycnJYcqUKaxatYp8uzb8ZX0aKozQGDh3rUoDaDh4VYG5cSvau7Tl9dcH6YjS1tTUkJiYyIkTJ2jZsuUTU55X4ungrbfeAoQ+WqFQkJqayqpVq/juu+8ICwtjzZo1tGnTpolb2XhWn8jmvZ3pVCtVYmSclrKUnyne8zWo6jB188XavweDg33wtFBx5MgR5s2bx4IFCygqKmqaxktI/EmQjAC/EhMTQ5s2bTh79ixnzpyhc+fOBvf77rvv0Gg0TJs27YHLba0+kc2Sg1eEN4ZGIHdh0bIjFi07suOmhvmDBugZACoqKjAyMjKoBn43SqVS9Mrc7d2vqqoSQzZdXV3x9fXFzc0Ne3v7hwodzsnJwcHBQYoCkHjqKS0tbfTv2NhYWL74Ar75Bt56SzAApKYK2gCPSiQ8LS0NPz8/PZ2N5ORkXFxcnvo65NrybNHR0Qbz1iWeDszNzWnevLn4O3322Wfx8fGhvLycgoIC8vPzuXHjBklJSRQWFmJjY6NjHHBzc8PZ2VnHCGRkZERAQAABAQGUlJSI0QHl5eXiPkqlkh07djBz5kysQwaybW8GSu4nLUFGjUrDB7vTMTKSMbFrSyoqKjh58iSnT5/Gz8+PKVOmSL9JiQdGawi7m/z8fObMmcPGjRvp27cvp0+ffqoNS4IBII2qOn1HV0VqAsW7PsfIwgbnUa9j5SdU4bhsasTowW35+uuWHD16lBdffPFxN1tC4k/H0y8X/QiZOXMmAN9++63B7SqVihUrViCTyXj++ecByM3N5Z133qF79+54eHhgZmaGl5cXEyZMID09XTw25YbiV6uofqeoRV1bTcmxDdz8bjbXP44VluXzeP39T0i+Xizul5GRwZw5c7CysuLdd9/lxIkTDB48GCcnJ2QyGdu2bWPr1q189dVXzJ8/n7FjxzJgwACGDh3Kiy++yJ49e+jfvz+zZs1i5MiRREZG0qZNGxwcHB46dzgjI6PB0oASEk8LZWVljYoEWLBAyPtfsgRKSuCVV+C554Rt9vbw4YePqKEYrgqgjQL4I4TOHzlyBDMzMyIiIpq6KRKPGG3VgtatW1NQUMCmTZv43//+x/vvv8/rr7/OggUL2Lp1K+fPn2f9+vUsXLiQr7/+mi1btjBo0CBkMhkpKSksXryYqKgoBg0axKZNm5DJZGRlZfH2229z4MABFAoFQ0bE8tdBoVz9eCz56/9Nza0MvfYoy+QojsSRt+qf3Ph8Itc+HEnGJxN54fmpvLXoa7744gsqKyt5/vnneeaZZ3B1dUWj0fDZZ58RFBSEhYUFXl5ezJ49m5KSElq2bEnLli31rlNTU8PChQvp0KEDVlZW2NnZERUVxYYNG/T2zc7ORiaTMXXqVLKzsxk3bhwuLi5YWFgQFhbGTz/99Hv8ayQeM+7u7qxbt46YmBhu3LjB+++/r7M9KSmJuXPnEhISgpOTExYWFvj7+/Pyyy9z+/ZtvfOtXLkSmUzGypUr2bt3L1FRUdjY2ODq6sq0adPEkplnz55l6NChODo6YmNjw/Dhw8nOzjbYxuLiYubPn0/btm2xtLTE3t6ePn36sGfPHp39tGNdQwYAdU0lxXuXAuAy4hXRAABQVafmvZ3pnMtREBkZKUYKNcTNmzf5z3/+Q2RkpDj+btasGc899xxpaWl6+yckJCCTyQwaYoB679mysjL+7//+D29vbywsLAgMDGTRokViZRFDVFZW8sEHH9CxY0esra2xsbGhW7duxMXF/ebnkpB4XEhGgLuYMmUKZmZmrF27lsrKSr3tu3btIjc3l759+4qllg4cOMCHH36Ik5MTsbGxzJs3j4iICDZs2EBERAQXLlwA4MuETKqVqnqvraouJ2/1P1Ec+gEjSztsQgZi06E/GrWK/N1fEfvsGFQqFfv27WPDhg0olUoA4uPj6dGjB5mZmQQHB9O9e3cqKytp2bIlvr6+LF++nCNHjhAaGsrcuXMZOXIkx44dIzIyUq/zbgyZmZmP1AgwfTq4ucG9GogbN0K7doLy+unTd9avWQMdO95ZjIzg18pOxMVB+/bQoQMMHAiPM8Js6lTYtOnxXU+i8TTWCDBuHIwZA0uXgr8/uLhARAS89x7cuCGIBD4KysvLuXnzpt59l5KSgrOz81MvoHfz5k1ODnqLAgAAIABJREFUnTrFiBEjHruwYX39j5b//U/QfdD2JVL/0zhee+01zpw5Q5cuXZgzZw6TJ09GqVTyxRdfsHPnTl54YQ4bN85n06ap+Pr6is+/yMj/Y968f3PtWmv69x+Oq6sr584FEx8/HIDjx4349NMl5FcaY9t5CJatQqnOTiF/zatU37ig04aaGxcoPbEJIwtrrAIisQsfgVmzAMrSjvLe/JeIiopi6NChOlF5L774IvPmzaOkpIRZs2Yxfvx4lizZQ79+/airq9P7nLW1tQwYMID58+dTV1fHiy++yKRJk7h8+TJjx47l9ddfN/j9XLt2jYiICLKzs5k0aRJjx47lwoULjBgxggMHDjyqf4NEE2JkZMQbb7wBQFxcHJq7Yui//fZb1q1bR0BAANOmTeOvf/0rnp6eLFq0iMjISMrKygyeMz4+niFDhuDq6spf//pX/P39WblyJSNHjuTEiRP06NEDpVLJjBkziIyM5Mcff2TIkCF6k9tr164RGhrKwoULxXONHTuWtLQ0Bg4cqOM4a2isW3npKOrqMsyaBWDpqx9tW61UsSQhE+C+KsAcOnSIhQsX4uDgQGxsLC+99BJdu3Zl06ZNhIeHk5KS8pvn+C1qamro06cPn3zyCS4uLsydO5fo6GgWLFjASy+9ZPAYhUJBjx49eP311zE2Nmb69OlMmTKFwsJCnnvuOfH/LCHR1EjpAHfh6urKyJEj2bBhAxs2bGDq1Kk627Ud3axZs8R1/fr1Iz8/HxsbG519z549S48ePZg/fz4r4jZx8HKhXl7U3dze+zXK4lzcxr2LZcs7Il8ajYbbe5dyNfEnJs+YRRtfXWHAxMREFixYwIsvvqjjya+rqyM2NpbKykoOHTpEjx49xGPeffddwsPDmT59OlevXm10yb7y8nIUCsUjnXRMnQqzZ8Pkybrrg4OFHOt7y4RPmCAsAOfPw4gRwmBcqYS5c+HiRWEy9sorQoh2PYbgRqFUwgNmiEg8gTQ2HcDfXxADLCmBf/4TQkKECeGHH8K//w0XLkBQUOPbefHiRdq0aaOTr6yNAhg1alTjL9CE1NbWsmXLFgYOHNhofYaHob7+BwRDzt69cLdGq9T/3KE+LxsgeiDvZceOHToigyCkgkybNo0ffvgBJ6fZBAV1obTUgk6dOuHl5QWAsXE6588f4/vvPbl1q5qRI49z69ZN7O3Psnw51NYewN75I2xGBWGmEh7AlZdPULjlXeQ7P6PZrKXIZIIvxMInBO85qzAyt9JpR23+VfJWv8Kbb7/Dvj0/i+sPHz7MV199RZs2bTh58qRYnvCrr97HwqIvN2/exMfHR+dcH3/8MQcPHmTQoEHEx8eLKYVvvfUWERERfPDBBwwdOpTu3bvrHJeQkMDbb78t5pODIGY8cOBAPvroI3r16lXvdy7x9NCjRw9MTEwoKCgQlecB5s+fz5dffqmnifLdd9/x/PPPs2TJEl599VW988XHx7N//34xKkytVjNgwAD27dvH4MGD+eabb5ig7biAGTNmsHz5cn788UdGjBghrp8yZQrXrl0jLi6OcePGiesVCgUxMTH8/e9/Z/jw4RhbOzQ41q3OuQgI6a6G0GjgwKVC5OU191U1oHfv3uTn5+s9r1NSUoiMjOS1115j165dv3mehvj4449JTEzkmWeeYePGjWKVk9dee43Q0FCDx8ybN4+zZ8/y3//+l1deeUVcX11dzciRI3n//fd59tlnDQr6Skg8TqRIgHvQTvCXLVums/7WrVvs3LkTd3d3nc7R3d1dzwAA0KlTJ6Kjo9m/fz8bTl1r8JqqCgUVFw9h2SoMMzdfVJUl4qKuKsWm4wAAzqRni6WWtAP/jh078sYbb+Do6KjjLYuPjycrK4t58+bpGAAAvL29+cc//kFubu4jKbeSmZlJq1atHkl9aC09ewr11O+lbVuh5FpDxMXB+PHCa41GWCoqhL+lpYbzsdu3B4VC2MfZGX74QVg/aRLs2wfV1TBtmrBfp06gdb6sXAmjR8OwYdC/v3D87NnCJG/IECgouHON114T1nfoAP/4xwN/JRKPicYIA2oHPxcuwObNMHGi8JuZNAnWrxc8yI/CAACGUwFSUlJwdHT83auI/N7s2rWL5s2bN0k5VKi//wF46SXBoFNfcMKfvf9555136l1KSkoMHnOvAQAEz+jcuXMB+PHHn/k1A0+Hf/zjFdq1a8dLLzlx6lQzYmNjmT17Ns/9mn9ja+tLu5GRqNV3PJNWbbpi3jwY5e1b1NxIFdcbWzvoGQAAzNxbYdEihIMJCdTV1RETA6+/DmPGfA/ArFn/YtAgB8LDBSOfTGbGBx98AEBenmAMCg6Gw4dh+fLlyGQyFi1apKMp5Obmxr///W9Af+wB4OPjo+c9HDBgAC1atODUqVMGv1OJpw9zc3OcnZ0BKCwsFNf7+PgYFEWdPn06dnZ2/Pzzz3rbAMaPH6+TFmZkZMSkSZMACA4O1jEAAEz+1eqZrA1jQnimHDx4kNjYWB0DAAgine+88w7V1dVs3ryZTUk5DX4+VbmQ1mpi61zvPjJg05mGz6PFzc3NoME+JCSE3r17c+DAAYMROQ/CihUrMDIy4sMPP9QZ4/r6+vL3v/9db3+5XM7q1asJCwvTMQCAUPL0v//9LxqNhrVr1zaqXRISj4InwG/wZNG7d29at27N0aNHSUtLo+2vMt4rVqxAqVQydepUHc8bCBPupUuXkpSUhFwuF0MVtSRfydEpjXIvNbcug0ZN5eVjVF4+Vu9+VdXVzJkzh5qaGtasWcPy5csJDw83uO/x48cBxNzIe7l06RIgCIv179+/3mveD486FaCxrF8P27cLr01N4auvhMGztbXgpf3yS/1jIiPh6FHw8YFWrYQB2+TJcOKEcLz2mPPnIT1dGHBfviysO34czp0TJg1btsClS8J++fnCoHv6dCguhq1bhWNlMmHAL/HkoVKpqKysNGjYux+0E0MrKyEC4ODBO+H/Fy7Arl1ClEBjKS0tpaCgQGfypI0CeNiypU8K586d48aNGzoRV08K8fFCxYeQkPr3+bP3P5oGQt5atmzJtWv6RnG5XM5HH33Ezp07uXr1KhUVFTrbO3bMxZCNuW9fQSvC01PX4KGdMGk0MfiHW5CbrXuwRYv21Ny4QG3+VSxatBfXV2YmUn52J7V5maiqSkGtG9YsqJV7olBAs2ZnycuDnTt78Le/Cf8v7f+pa9euGBmZYGkpRAGpVJCfX0ZmZiZeXl4EBgbqfZbevXsDQhThvXTs2NHgJLB58+bis17ij4H2/rnbqVNXV8fSpUtZt24dFy9epKSkRCdkPzc31+C5wsLC9NY1+9UKaciLrY2wycm5MwnX/r5KSkoMjiW1xoq0tDSMnbs1ONa9Q/3pXdVKNem3DKc3GGLHjh18/fXXnD59mqKiIr3xd1FREZ6envd9vrspKxPu2ebNmxs0VMbExPDOO+/orEtMTESlUtWrPaA1ShjSLJCQeNxIRoB70Ir+zZ8/n2XLlvHxxx+j0WhEC/7z97gjFi1axMsvv4yTkxN9+/bFx8cHS0tLZDIZW7Zs4fz585SUV9JQp6euEjo8q6BobDr0q3e/jm2F0EJzc3PR01dfCL5cLgdg/fr1DX7eu5WUHwa1Ws2VK1cabUh4VJw8KUzAtA7EujphEH32rDC4njMHPvgA7k3JioqCQ4eEQfjf/iYouufmCgNrGxuhzvucOcK+gYHCftpBeL9+d7yGhw4JXkBjY8Hj9+u4Djs7sLCA558XPHQPUV1S4jFQXl6OtbV1o6NazM2hb19hAqZWC5NGe/s7AoGN5eLFiwQEBOh4E8+dO4eDg4NeCPLThFwu5+eff2bSpEmNTlN61FRWCroODUmpSP3Pg6NQKAgPDycrK4uIiAgmT56Mk5MTJiYmnD2rID7+M+zsagwe6+HhofP+s88+w9zcnOrqagAsLNwwslDqHWds4wiAuuaOsaH0dDy3932DkYUNFi07YWLnisxUCEmuzDhBXUEWNTVCO8aOhT17hKiGs2fd2b1bOMekSfDqq4IRwsHBmdJSIfVj5EhwcRH2r29Col1vKGVCm2pwLyYmJg2Kk0k8XVRXV1NcLHjL7648MXbsWLZu3UqrVq0YMWIEHh4eYs78p59+Kv4u78Xe3l5vnfaZ0dC2u73n2rHk3r172bt3b71tLy8vR1atf6/djbGN0FGpyhoWRimtvj/v/eLFi5k7dy6Ojo7069ePFi1aYGVlJQpkp6Sk1Pvd3A/ayCV3d3eD2+/tf+DO95WYmEhiYmK9527s2FtC4lEgGQEMMG3aNN58801++OEHPvjgAw4fPsyVK1fo3bu3jse7rq6Ot99+m2bNmnHmzBm9juLw4cMA2JibAPWLAmpDEGXGpjp6APdSJytn27ZteHh4kJ+fLxxTT0yqtoPfsWMHgwcP/u0P/ZDk5ORgb2/fJHm7hli37k4oLtwR59IacceMgYUL9Y/r2VPw4ly/Lgz0t24VBLWiooTtDek5WFvrvjf0LzExgVOnYP9+oY1ffAG//HL/n0vi8dBYUUAtr74Kq1cLIdxJSUIUQK9eunnkjSE1NZWePXuK79VqNYcPH2b48OGP5gJNgFKpZPPmzURHRxscXDU1V65AVtadKICcHOjcWbivtc2V+p8HZ9myZWRlZfHWW2/pec4mTz4OfMamTbB7t5BOMXHiHe2DwkIZvr5w65Yg5GhsbEx+fr6ocG5qmkJ1qX6+vKpcUFQ3Mhe+PI1aRcnhNRhbO+Ix7TNMbHRzQWpupnP3tMTaGrGfUKvzkcla6Z5fpaK0VI6HhxdeXoJxYPZs4Zmcl5dn8Hu4desWYHhyJvHn4MiRIyiVStzd3UWV+tOnT7N161b69u3Lzp07dSJR1Wo1Hz7KcjMG0P4eP/vsM4Ph73czb71+FMvdWHgHUXFuL9XXUoBJ9e5nZ2Fa7zYtSqWSt956Cw8PD86cOaNnXDMUIaM17t8bLaClpKRE5/7TvtaOt+/F0L2sPeall15i0aJFv/k5JCSaEkkTwADu7u4MHz6coqIitm3bJubo3Ruemp+fT1lZGT169NAzAJSWlophfX6uNpib1P9VmzULAGRUX01CozRsATU3ltHC3oTbt29z7Ngx9u3bB8CJEyfYsGEDCQkJXLx4EblcjlqtpmvXrsAdQ8TvxZOUCqBWC9UD7k5b8/ISRLm06XV79wq6AvfSvLmg2p2RIXjsevQQ8re1g/CePQUFcBA8cNevG9Ym6NlTGGSrVMLAVJu7W14uCMUNHgyffnpnciDxZNFYUUAQ8r/VaiEEGyA0FKZMeXQGAIVCgVwup1WrOxOPc+fOYWdnZ7C80dPC/v37sbOzqzfFqalp314IOc/OFhZvbzhz5o4BQOp/Ho7MTEENPDY2Vm9bUNBBAJ59VvhcvXsLxjUt332n4Pjx47zySio+PsmiF1WtFqwmVVVJaIpzMEbXW159/Twg5PsDqCtLUddUYO7VVs8AoK6tojbvil7bOnXqBICv7xHWrRPWaf9HJ06cQKlUYmwMM2fCjBmQliaUQ8zNzSUjQ79EoVblv3NnfdV0iT8+arWa9957D0DUtIA798fw4cP1UlFPnTpFVVXV79quBxlLBnrYNTjWtQqIxMjClprcdKqyDXdCFiZGBHra/qYHv6ioCIVCQffu3fUMAOXl5Zw5c0bvGEdHIQLoxo0betsyMzP1onBsbW3x8/MjNzeXK1f0+wBDmloREREYGRn97mNvCYlHgWQEqIeZM2cCgjLo1q1bcXFx0VPc9vT0xMLCgsTERJ0cxtraWubMmSPWbx3SoeF8JBMbJ6yCeqKquI189+doVPpWysrcdGrTErh+/TplZWWoVEJkQfv27QkKCkKtVnPu3DlWr17NwoULkcvluLm58emnn7JixQrKysr0cjWPHTsmhk0+LL+XEWD8eOjWTchv9faG774T1m/dKrw/flwIax0w4M4xhw4J2+6aG9GsGbz1ljA47tBBGPzWU4WJLl2gTRvhdVSUEI6r1VR84QVhYN2+vRAKunKlEPJ9L6NGCXm/7dsLYb3afPCyMiEEt0MHYd0nnzTq65H4nXgUooCpqcIk7Z//FHK18/LuCMM9ClJTUwkMDBRzhLVRANGPqvZgE3D58mUuXrzYJOUADVFf/9MQUv/zcGgNV/cOqM+ePSsK7NXW1nLt2jXk8iLi4uK4eFFQGd+/v4bY2PacP+/O+PHZWFpaApCfL1hmFIpCZFeOYGR0J5++8vIJam5cwMTRE/PmgrCmkbU9MlNzavIyUdfemVRpVEqK932DuqpUbGNxsZxDhw6Jz72Skvf47LMSwsMFQ4tGUyuW+rt5UxBy3LxZqBIxffp0NBoN//znP8VnOAgTmgULFgDCPhJ/LgoKChg3bhwJCQm0aNFCp1RkffdHQUEBL7744u/etrCwMKKiotiyZQvLly83uM/58+cpKCjg2VDvBs9lZG6FYz/BmVa07b9UXU3S20cDtFTm0q1btwbP5ebmhpWVFUlJSTqh9XV1dcydO/dX/Q5dAgMDsbOzY/v27RTcJSJSVVVVb5TDtGnTUKvVvPrqqzqpN1lZWSxevNhguyZMmMDp06dZsGCBwaiDK1eukJWV1eDnk5B4HEjpAPXQv39/fH19ReXd2bNn6+WoGhsbM3v2bP73v//Rvn17hg8fTk1NDb/88gslJSVER0dz8OBBnKzNiW7jyt40wyFFAM79X0B5+yYVF36h+voFLFuHYWRpi7riNjU5adTJb9Dh0091DAAgeAX9/Px0VLRramooLCzEwcGB2bNnM336dP7zn//g6emJvb09FRUVXL16ldzcXHJzc0WhmAelvLyc4uLi36UeeVyc4fWjRgmLIWJiBCGte/nrX4Xlt1i16s7r7t0Fz54WCwth4H0vU6cKixaZTAi1NYQk4vzk05hIgLtFAfv0EQwBc+YI+dguLoI+gNaz2xguXrxInz59xPfnz5/HxsbmqY0CKC0tJT4+ntGjR4uTuKamvv7nbn6NOBeR+p+HY/LkyXz00UfMmzePPXv24OnpyaVLlzh27BgdO3bk9OnTZGZmMmzYMd57zx0PjxB8fHxITEzkxRePUV39C56ennh6emJl1YLLly8TEFDFzz8LJXw3r1+Le9sMSq2aUXf7FpWXjiEzMcN50FyxPKBMZoRt6DBKT2zi5nezsfLvgkalpPr6OdRV5XgGhnIrPYnk5GRiY69RVoZY/3v58uXU1rYjNjaWoiJTvL1/pKrKnmbNmmFubsTdOn//+Mc/2LVrF9u3byckJITBgwdTWVnJxo0bKSgo4JVXXtGr5iPxx0Kb8qJWq1EoFKSmpnLkyBFqa2uJiIhgzZo1uLi4iPuHh4cTGRnJli1b6N69Oz169CA/P59du3YREBDw0OO3B2Ht2rX07t2bGTNmsHjxYrp06YKDgwM5OTmcO3eOCxcucPz4cbp27SqOdeszetu064VGWUvxnq8p2PAWpm6tMPdui5GFDZqqUszkmQx8N0PnOzCEkZERf//731m4cCHt27dnxIgR1NbWcuDAAYqLi+nVq5cYXaPF1NSUuXPnsmDBAjp16sSoUaNQKpXs3buXZs2aGfwuX375ZbZt28bmzZvp3LkzAwYMoKSkhPXr19OzZ0/i4+P1jvniiy/IyMjgzTffZNWqVWK08M2bN0lLSyMxMZG4uDixBKSERFMhGQHqQSaTMWPGDLEsjzYy4F4++OAD3NzcWL58OUuXLsXBwYF+/frx3nvvMX/+fHG/F2P8OJxRRG091zOysMZjwoeUJe+i4uJBKi4moFHWYWztgLlTM16a8wKTJk0iJyeHH3/8UfQCFhcX8+mnn+Lv70/Hjh3x9fXF3Nwcb29vJkyYQN++fVm0aBE//fQTycnJyGQynJyc8PHxYcCAASxfvhxbW1vc3d1xc3PDzc0Nd3d3nJ2df1Mc7cqVK7Rq1cqgarGExNNIWVlZo/LRNRpBFK5VK2FCZmEheJM3bRKU4htLcXExJSUl4oRfGwUwZMiQJ8KD/qCo1Wq2bt1KeHj4Uy1oKPFgaFW3CwsLKSgoYO7cucTFxYklvVq0aMFrr73GoEGDiIyMJCgoiAEDBpCWlsbx48e5evUqAAEBATg7O5Oamsr58+cJDg5m5syZnDt3jsWLF4ul9ZZ9v5qytDNoAAufEByiJ2Hu2UanTQ49J2FsZU95yh7Kk3cjM7fCsmUnPHpPod2tn4lPT9Ir6zdv3jyCg4NZunQpX3/9Nc7OzowaNYr3338fb29vPUVxMzMz9u7dy6JFi1i7di2ff/45JiYmhISE8OmnnzL+bkEJiT8kWjV5MzMzbG1t8fHxYfLkycTGxtK/f3+9cZexsTHx8fG88cYb7Ny5k8WLF+Pl5cXzzz/PG2+8QdCjqjnbAN7e3iQlJfH555+zefNm1qxZg0qlwsPDg6CgIObMmUP79kKVDe1Yt6qufh0s25ABWPp2pizpJ6qzk6lITUBTV42xhTUBIR1446UX7isiZsGCBbi6urJs2TKWLl2Kvb09/fr149133+Wtt94yeMw777yDlZUV3377Ld988w0eHh6MGzeOt99+2+B3aW5uzr59+3j77bdZv349n332GS1btuSNN95g1KhRBo0AdnZ2HDx4kG+++Ya1a9eyefNmqqurcXd3x9/fn08++YR+/eoXAZeQeFzIGirncy9hYWGa06dP/47N+WOz+kQ27+1Mo6ru/tV8TWRqulvk8fqYKLGsUFJSErdv36Zv374AVFZWcuHCBZKTk6moqKBDhw507NhRrDfbEGq1mtu3b5Ofn09BQQEFBQXk5+dTWlqKs7Mz7u7uuLq6ikYCOzs7cbKxefNmfH19pRxGiT8MK1euJCYm5qG96hqNIPB27JiQu21lJXiBH1VVgMOHD1NaWsqQIUMAQQsgKSmJqVOnPpVGgEOHDpGVlcWkSZMaXZFB4slCo9FQXl4uTvTv/mtiYoKrqyuurq6i8dnV1VUnEkSj0ZCXl0daWhqXLl2ioqKCgIAAAgMDMTc3JyUlhYsXL+Lj40PHjh3x9/fH2NgYuVzOyy+/zPfff09MTAwxMTEAXFK7kahsTp36/u8TE9T8rZs7Lw8XShGeOnWKffv2oVaradeuHZcvX6ZTp05069ZNJ4IoIyODNm3aMG7cOOLuJ6xEQuIPxMOMdS1NjfjX4LZM7Nry92uYhMSfBJlMlqTRaPRrhN6DFAnwGNF2bu/tTKdaqWowR1gmAwsTYwZ51tHewoQdO3ZQWlpKRESEXn1XKysrIiIiiIiIID8/n+TkZFasWIGTkxMdO3akXbt2YjmZezEyMsLZ2RlnZ2cdK2hdXR2FhYWiceDEiRPk5+ejUqlwc3PDxcWFS5cu4efnR3FxMQ4ODtIgXuKp52HTATQa4Z49dUoQMPvvfwUV+WPHBCEzJycYOLDx7UtNTWXgrydSq9UcOnSIwYMHP5UGgGvXrnHq1ClmzZol9R1PMRqNhoqKCp1Jvva1kZGRONn38PCgffv2Yi6vIdRqNdevXyc9PZ309HSMjIwIDAxk6NChuLi4cP78efbv309NTQ2dOnXihRde0LtfnZycRAGwu50cMV7GDGzfjg92Xbrv5+8L3b2oPr+X69c9aNGiBeHh4eTk5GBmZsbQoUPJyMggIyODJUuW0L59eyIjIzE1NWXevHkAejpCEhJ/Bh5mrPuvwYGSAUBC4jEjGQEeMxO7tqSDtwNLEjL5Jb0AtVqNUnNnAG9hYoQG6BXgygsxfrTztGX9+vV4e3uTmJiIQqGgX79+9Q763d3dGTBgAH379iUzM5OUlBT27t1L27ZtiYiIuO9QZ1NTU4M5UhUVFRQUFHD58mVMTEw4f/48CQkJlJeX4+DgIBoUXFxcxNfauq0SEk8yGo3moUsEao0ACQlC2bjISEHIrX9/QShwy5bGGwGKioqoqKigxa9lBlJTU7Gysnoq8wqrqqrYunUrw4cPf2LKi0o0jEajobKyUmeSr/2r0WhEb76rqyvt2rXDzc0N63vrFxpAqVRy5coV0tPTuXz5MnZ2dgQGBjJ+/HhcXV3JyckhKSmJ9PR0/Pz8RL2e+p4peXl5OnXOtUyePBkLCws6eDnwxtpDXC43Ra1WodTcMUDd+/zt4O3AFX9bNmzYwKRJk3B3d+eZZ54RjQvfffcdcXFxREZGcvbsWd58802ys7ORy+UMGjSI0aNHP9yXLSHxlHP3WPfApUJkQLXyTmSAoXtNQkLi8SIZAZqADt4OfD0xjB37DvJLdiVqW09Kq+u4nnmJEB9n5o/rjbPNHc/96NGjWbNmDc2bNyc3N5dNmzYxcuRIvXIxd2NsbExAQAABAQFiuZRvvtmGt7cZYWFhBAUF6eQ33i/W1tb4+vqSnZ1Np06dxLymuro6iouLkcvlyOVyrl27xpkzZ0SF1nsNA87Ozjg5OTX4GSQkHidVVVWYmJg81G9S68iOioLFi+GnnwQ1doALF+BRpG2mpqYSFBSEkZGRGAUwcODAp87AptFoiI+PJzAwkDZt2vz2ARKPDY1GQ1VVFXK5nOLiYnHRvpfJZOJE39XVlbZt2+Lq6oqNjc0D/Q6rq6u5fPkyly5d4sqVK3h4eBAYGEjPntE4OjpQWVlJSkoKmzZtQqPR0LlzZ/r169egUUGj0XDy5EkOHz5Mu3btdLa1b98eCwsL6urqSP5lO+E113h1+HC+2Hka9zadqahTo6mtpOx6Oh/PHk0L9ztlAlu3bs2gQYNYs2YNU6dOxcnJSfys/fr1IyUlRRQjMzExoVmzZnTp0oUpU6Ygl8t/U+BMQuKPinasKy+vYdOZHNJvlVFaXYedhSmBnrY829lbZ6wrISHxeJGMAE1IlaKQKRFt6NChAyUlJXz22S5kt7KoLesINnfKCpqamjJ+/Hi+//57WrVqRVlZGStWrGDs2LHY29v/5nVsbGzw9OzLgNqeAAAgAElEQVTJsWNR2NoqqK7ew549e+jUqRNhYWH3dY57uXr1Kr169dJpo7u7O+7u7jr7ab1HWuNAUVER58+fF2u8Wltb6xkHXFxcdLQHJCQeB40pD6ile3dIT4f33hMqA1hbw7BhQlm3xqDRaDh//jwjR44EhAoBFhYWtLq7Ht1TQmJiIiUlJQbrwks8HiorK/Um+NoFhJB67eLv70+XLl1wcnKqN4z/figrK+PSpUukp6dz48YNWrZsSWBgIIMHD8bS0hqNRsO1a1ns37+PzMxMAgICGDp0KC1atPjNZ0FlZSXbt2+nvLyc2NhY4uPj+eabb1AqlRQXF9O1a1cqKir44YcfKCoqQiaTIautoLtjJXOfE9Lrdu/ezcmbeezevonnn39eJ0WlXbt2VFdX88MPPzBt2jTxmdmnTx+dSh1aampqOHXqFCtWrMDPz4+ePXvel0aPhMQfEWcbc/7Ss/Vv7yghIfFYkYwATUheXh49e/YEBCEhmUyGWq1mzZo1zJ49GwsLC3Ffc3NzJkyYwMqVK+nUqRPu7u4sW7aM0aNHi+HBDeHhAV98IeP77x1ZvXosixcXU1h4kqVLl4q5jq1atbqviXdNTQ35+fn3VRpQJpNhbW2NtbW1Xju1JXK0xoGCggLS0tKQy+VUV1fj5OSkZxxwcHCQ0gskfhceNhVAS3Y2/P3vsGABTJwIVVVw9Sq0bStUCWgMN2/eRKPR4OXlhUaj4dChQ/Tv3/+puw/y8vI4ePAg06dPf6hIJIn7p6qqyuAkXy6Xo9FoxGgsJycn/Pz8xP7W0tLykf2u5HK5mN9fVFSEv78/nTt3ZsyYMZiZmVFeDmp1GUePHubs2bOUlTlRVhbJ3LlD8PS8v3KR2dnZbN26leDgYCIjI9m4cSMeHh5UVlaKvzONRsPixYspLy9Ho9FgZGREYWGhjtH60qVLgFB/fd++ffTv31/nOqGhodTV1fHDDz8wderUBrVDzM3NiYqKIiIigpMnT7J8+XL8/f3p2bMnTk5O9R4nISEhISHxuJBGYU1EbW0tJSUlonfg4sWLqH8tDF1ZWcnWrVv1ygVZW1szceJEVqxYQXR0NCNGjGD9+vX07t1bTyzwXmxthWXBAkhKgsJCJwYNGkSfPn04d+4ce/bsQaVSERYWRseOHXUMEPdy/fp1vLy8Gh3Kb2RkpONtupuamhqKi4spKipCLpeTmZnJyZMnUSgUKJVKHBwccHR0xN7eXnzt4OCAg4MDFhYWT93kSKLpeVhRQC0uLtCjB6xZA/7+MGoUdOr0aNqWkpJCSEgIMpmM1NRUzMzM9MqPPenU1tayadMmBgwYIHlFHxHV1dX1hu6rVCqdiX7r1q0JDw8XPfq/Rx+p0Wi4deuWOPGvqqoiICBArLihLSdbWqpm1qzbWFun4+V1mMDAIFJTp3HokA1TpsiwvI/5v1qtJiEhgbNnzzJixAgA1q9fj5+fH7du3WLq1KmiIK5GoyE6OpoDBw5QWVmJWq2muLhY1NMoKyujrKwMAJVKxfHjx/Hz89OLtOnatSu1tbWsWrWKqVOn/mZkhLm5OT179iQiIoITJ06wbNkyAgIC6NmzpyheKCEhISEh0RRIRoAmIj8/H1dXV3FQdPPmTWQyGRqNhlatWhEQEGDwOHt7eyZNmsT3339P//79mT59OuvWrSMvL4+BAweK57ub2lowMxNeHz4MdXWgrYBmZmaGp2cYo0eHUll5g8TERA4ePEhQUBARERF64f0AWVlZD11C7X4xNzfH09MTT09PvW3V1dWUlJRw+/ZtFAoFCoWC69evi68B0SBw96I1FNRXKUHiz01j0wFsbOCVV2D9eti+HZYtE4wB8+fDPSnKD4RKpSI1NZWZM2ei0Wg4ePBgg+KgTyq7du3C29ubDh06NHVTngq0qVQlJSXiolAoKC0tRaFQUFJSglKpFD34Tk5O+Pr6Ehoa+lgFWdVqNdeuXSM9PZ1Lly5hbGxMYGAgw4YNw9vbW6cNt28rSEo6y/nzyVRVdcPIyJdx40LRaMz46itIS7v7vILWhlZ0824UCgVbtmzB1NSUv/zlL1y9epU9e/YQEhJCeno606ZN05mgy2QyQkNDuXjxIl5eXhQWFnL79m3c3NwAwbCtUqmQyWRYWFgQGBhYr0EwKiqK2tpaVq9eLYoN/hYWFhbExMTQpUsXTpw4wbfffkvbtm3p2bPnQ6XjSUhISEhINBbJCNBE5OXl6Sj1z5o1CxsbGz7//HOGDh2Kg0P9SqnOzs5MmDCBVatWMWTIEGbMmMGWLVtYtWoVo0eP1hNPUiqFsOSVK4XJyYsvCiHKFy/C7t2CovnlyzLGjm3BO++0oLy8nKSkJNasWYODgwPh4eEEBQWJBoasrCwGDx78e3wt94WFhQUWFhYGDRQajYbq6mrRIKBQKCguLiYrK0s0GhgbG+tEDty7mGktJhJ/KkpLS/H29n7g47STlMhIaNUKYmLA2RmSk4USgbW1jWtXRkYGrq6uODg4cPHiRUxNTfHz82vcSR8z58+f58aNG8yaNaupm/LEoFKpKC0t1Zngl5SU6EzyTU1Nsbe311latGghvra2tm4SY1BdXR1Xr14VFf3t7e0JDAzkueeew9XVVadNKpWKtLRLJCef4ebNm7+W0pvEzZsuXLwI587B4MGQmyuIafr5wc2bgqH6ww/1jQBpaWn89NNPdO/ene7du3P8+HFOnjxJt27dOHnyJNOmTTM4gZfL5eTl5TF+/HhMTEz4/PPPRSNAQEAAc+bMobi4mKNHjzJ8+PB6P7tMJqNPnz7U1dWxdu1aJk6ceN/PDEtLS3r16kWXLl04fvw4S5cupV27dkRFRUlVMiQkJCQkHiuSEaCJuNcIoM0TdHd3p6CgoEEjgHa/CRMmsGbNGkaMGMG4ceM4cOAAy5YtY+zYsXh4eJCZCd9+CzduCN7/gABYtQrCwqCyEubNE0KWv/sOLC2F9z/8AJMn2xAdHU1UVBTp6ekkJiaKQoLt2rWjuLhYr3Tgk4JMJsPS0hJLS0uDUQRa9eu7owgKCwvJyMgQ35uZmemkG9jb22Nra4utrS12dnZYW1sbjLiQeLp5WE0AmUwoBxgVJUTatG4teP8/+kjQCbgn0+WB0aYCaKMA+vTp81RFARQXF7N79+4Hmiz9EdBGLNXnxa+srMTGxkZMabKzs6NZs2YEBQWJ/c6T9H1pNBquX79OSkoKaWlpoqJ/TEyMQW+2XC4nKekM586l4OLiQufOnRk7diwbNpjy6qvw0ktw8qSQPtO/P2zaJEz+bW2F59Xo0UJkjVZcv66ujp9//pkrV64wfvx4vLy82Lt3L5mZmcTExLB//34mT55cb5j96dOn6dixIyYmJtTW1lJaWiqmpZiYmODk5ISZmRl5eXloNJoG7zGZTMbAgQOJj49n3bp1PPfccw+kcWFlZUWfPn3o2rUrx44d4+uvvyY4OJioqKhGpSRJSEhISEjcL5IRoInIy8sjJCREb72bmxv5+fn3VTrL09OTcePGERcXR2xsLH369MHd3Z1Vq1YxcOBg1q1rx0cfwRtvwH/+o3vswoVQUiKEXGZnQ3i4YDCorBQ8l998A336GBEUFERQUBCFhYUkJiby3XffYWZmxrVr1xqs1fykIpPJsLKywsrKCi8vL73tGo2GiooKFAqFaCgoKCjg6tWrYt5oRUUFlpaWomGgvqWpvHQSD0djhAGNjYV76vx5YfI/fTpMmQLPPitse1gqKyvJyspi5MiRpKenY2Jioqef8SSjUqnYvHkzPXv2NGiUexrRRhuVlZVRXl5OeXm5jkdfu2g0Gj0vvoeHh45h8W4F+ieV4uJizp07R0pKCqampoSEhPC3v/3N4L2iVCpJS0vjzJkzFBYW0qFDB6ZOnYpc7sKbb8KrrwpRaRMnwrRpQjWN//wH9u4VogCCgiA/H9auhX797ghq5uTksG3bNjw9PfnLX/6Cqakp27Zt4/bt2/Tp04f4+Hiee+450bN/L3V1daSkpDBz5kwACgsLcXZ21jPm2tjYYGxsTGlp6W+G6ctkMoYNG8bWrVvZsGEDY8eOfWDjsLW1Nf369aN79+4cPXqUJUuWEBISQo8ePbCxsXmgc0lISEhISDwIkhGgCVCr1XrKxFrc3Ny4cuXKfZ/L29ubMWPGsGHDBsaMGUNwcDDOzs6sX7+ePn3yiY7uxcKFMsaPh0WLwNMTMjOFNIAuXYQ85unT4ZNPoG9foaRZba1gHBg/Hnr3hv/9D1xdXRk8eDAqlYrKykp2796NRqMhLCyMkJCQ+8qLfBqQyWTY2NhgY2NTb2i4Wq2moqJCNApol9zcXJ331dXV2NjY/KaxQBIyfDJ4GGFAbd5yXJwwcenRA4YPhx07YMIESE2Fd999+Dalpqbi7++PmZkZBw8epFevXk/Vb2X//v3Y2NgQERHR1E35Terq6sRJfUNLRUUFpqamYj+hvcddXFzw8/MTJ/lP831dXV1NamoqKSkpFBcXExwczP+zd95hUd1p+7+HDtIRBBsWsIAoAoI0C0VREJSiKCoItphodt8k25NN3t3Nu32z1mhiLEFAVFDsiiXSq4KCFFEEbPQifWbO74/nd4Y2wAxNjedzXXMNM3POmTPDzJzzvb/3cz+rV6+Gvr6+2NdUXl6OjIwMZGU9wPjxBrCyssKMGTPQ0iKLyEj6fgQHA7NmATExNNvf2EjuNF1dcgFYWdGxKSQEWLqURDUlJT5iY2/j3r17WL58OUxMTNDW1obw8HDIysrC2dkZkZGR8PX1FSvqsty/fx8TJkwQuQTKy8t7FQz09fXx6tUriWr1ZWRksHLlSpw6dQpRUVHw8fEZkLAzatQoLFmyBHZ2doiPj8e+fftgbm4Oe3t7Tgzg4ODg4BgWOBHgDVBXVwdlZWWxAXVjxoxBUlKSVNszNDSEj48PIiMjsXbtWowfPx5btmxBZGQklJVP4vLlVThwQBFZWSQCFBTQSdbOnYCeHtVc3rlDIgBAIYK7dgHbttGJW0oKYGtLj5WUlMDb2xv6+vooKSlBWloabt++DVNTU8ybN0+ssPFzQ0ZGRjSA7wuBQNBDKGhoaEBVVRUaGhpQX1+PhoYGCASCLqIAO6gYNWoUlJWVRc4FFRWVd3pg8TbT3t4OPp8PZUliyTvBnu9PmUKD/qIiuqxcCfj7A4aGg9uvrKwsLFq0CPn5+ZCRkZHIIfS2UFhYiJycHGzbtu2NfWaFQiGampokGtzz+fwuA3v2YmBg0OO+n2N7Q6FQiKKiImRlZeHRo0eYMmUK7O3tYWRkJHaGm8/nIycnB+np6airq4O5uTm2bdsMLS0tFBRQiYyiIlBdTYF/bm50bNHUBMrKyDUzfz5gbk5CWWYmic6pqYC2NoXlHjp0Fjo6Oti+fTtUVVXR0NCA8PBw6Ovrw9raGqGhofD09BSl/IuDYRikpaXB2dlZdN+rV696FQHGjBmDly9fSvxdk5WVha+vL8LDwxETEwMvL68Bf95VVVXh5uYGe3t7xMfHY//+/Zg7dy7s7Ox6ZP1wcHBwcHAMhp/fmcw7QGVlZa8tsnR1dUXtnaSxFk6ZMgUrV65EREQEAgICYGBggI0bN+Ly5cs4fPgwNm70h6Ym5Q6MHUshTOw50KlTVA4AUC3mnTs0w+nqSidmBQUkArBWeHY2yNDQEIaGhmhoaBAFCWppaWHevHmYOXPme183LysrKwob7Iu2tja8fv26h1hQUVGBpqamLpf29naRMNBdIOh+YR9XVFTkhIN+YF0AA32fbGzoMpRUVlairq4OkydPxvfff4+FCxe+M//HhoYGxMTEwNfXt982apLC2vCbm5tF1+IujY2Nou9Tc3MzlJSUegziNTQ0MG7cuC4z+e/r9+Tly5fIysrC/fv3oaWlhTlz5sDd3b1XQayurg7p6em4e/cuDAwM4ODgAGNjY8jIyCAnh6z+5eVUy//ZZ5Q7k58PnD8PbNgArFkDHDsG/P73JJ69eEEla6z9X0lJgNu345CWloalS5fCzMwMPB4P5eXlCAsLg4WFBWbNmoWjR49i6dKlvXbSYSkrK0Nra2uXlprl5eW9ttjU19dHXl6eVO+hnJwc/P39ERoaikuXLmH58uWD+iypqalh2bJlsLe3R1xcHPbt2wcLCwvY2dkN2feJg4ODg+P9hhMB3gBVVVW9igBycnLQ1NREZWWl1LPqxsbG8PDwwIkTJ7BhwwaMGTMGHh4eSE9Pxw8//IBVq1ZhypSp0NGhuksPD8DMjE7QTp2ibcjL04mYqys5AyZOpNpmoKM1YPeTGzU1NSxatAiOjo7Iz89HamoqYmNjYWdnh7lz50JeXl7q9+h9QkFBQdTLuz8EAgGam5t7iANsK7GXL1/2uJ/P5/cqEHS/KCkpQVFREYqKipCVlX1vBkWDbQ8IUBcOgDIAhuJty87OhpmZGYqKisAwTL+DnbcFoVCI6OhoWFpawlCMFYL9DPc3mO/+WEtLCxQUFETBn+xFSUlJlNGhp6eHUaNGiQb2Kioq770YKY7Xr18jOzsb2dnZaGlpwezZs7Fp06Zej0sMw6C4uBipqal4+vQpTE27Lv/yJaCvT8eRuXNpZv/bb4E9e4CvvwYsLYG0NCqVMTAgcWD2bKCwkDI0WJ301atXOHv2LFRVVbFt2zbRd/LJkyc4c+YMlixZgsmTJ+PIkSNwdHSEmZlZv681PT0dVlZWXX7L+ioH0NPTw507d6R5OwEA8vLyWLduHY4fP47r168PSRtPdXV1uLu7w8HBAXfu3MHevXthZWUFW1tbqV1LHBwcHBwcneFEgDdAVVUVRrORx2JgwwEHYq2fMWMG+Hw+QkNDERgYiNGjR8PKygq6uro4ffo07OzsMH/+fFy8yMPBg1SPuWMHwE4uMAy1Ort7l4IC2XpmPr9DBOgNWVlZUZBgWVkZ4uPjcefOHcyfPx9WVlY/m9yAN4msrKxo9lJS+Hx+r8JBTU0Nnj9/Lrrd0tKC1tZWtLa2gmEYkSCgoKAg+rv77e6PibvvbR+IDSYUkGUoHeIMwyA7Oxtr167FpUuX4ODg8EYFGYZh0NbWhvb2drS1tXW5dL/v0aNHqK6uhqamJiIjI3sM5lk3S2+DeR0dnV4ffxeC9N5W2tvbkZ+fj6ysLJSVlWHGjBlwc3ODoaFhr5+t1tZWZGdnIzU1FTweD9bW1li1alWXrgVXrwInT1KuzIsXAOu6376dHsvPBxYvJhEgKooCAWVlqS0gi1AoREJCApKTk+Hs7Iy5c+eK9ikrKwvXr1+Hr68v9PT0cPToUVhYWGAea1/rg9evX6OgoABubm6i+xobG8Hn83v9vuvo6KCmpkZqNx4AKCoqYv369Th69CgUFBSwaNEiqdbvDQ0NDaxYsQIODg6Ii4vDnj17YG1tDVtbW7FlhRwcHBwcHP3BiQBvgKqqqj5n9fT09FBeXj7g7c+aNQsCgQA//vgjAgMDoa2tDUNDQ4SEhODkyZN49eoVPDw8sG0b/fvZbgBycpQBAADXrlG7JnbcLivL4MmTJzA2tkd+PgU6sXTv4wxQYKG/vz/Ky8sRHx+P3bt3w9LSEvPnz+dqG0cYOTk5iTIMuiMQCESCQGtrK9ra2rrcZu9raGhAZWVlj8c73+bxeH0KCnJycpCVlYWcnFyXv8XdJ8nf0roYBhIK2N4OPHhAn/2mJprNHD8eGIp230+fPoWSkhJaW1vR0NAAExMT0WMMw0AoFEIoFEIgEIiu+/qbz+f3OXjvPpDvfpvP50NeXh4KCgqii7jbzc3NePbsGebPnw91dXWxg3kFBYX3xmHypune1m/s2LGYM2cO/Pz8+mw/WFlZibS0NGRnZ2Py5Mlwd3cXiQUMAzx5QuLx735HpWI7d9KxQlEReP0aqK+n78G8ecCFC4CXF2BtTS4Acc919uxZKCgoYMuWLaLyKYZhcOfOHdy7dw+BgYFQV1fH8ePHYWxsDAcHB4lef3p6OkxMTLrMmrMCe2+fQdaNV1VV1atboC+UlZWxYcMGkRBgZ2cn9TZ6Q0tLC56ennBwcMBPP/2EPXv2wNHREZaWlj/LnAoODg4OjuGDxzCMxAtbWVkx6enpw7g77wf//ve/ERwc3GuteF5eHjIzM7Fu3bpBPU9GRgbi4uIQFBQkeq62tjbExMSgtrYWq1evFs2GPHxIJ3VKSnTC9tVXVLe5ZAltq7KyBseO/QALi//Bn/7Ew5UrJBpIOjFXU1ODhIQE5OTkYPbs2bCzs5MofZnj3YdhmB6CQneRgM/niwarnf/uft3ffezf7CxeX2KBjIyMaCBQXV0NeXl50WeSvb+v6xMnzJGXpwdl5XZoazdDSYkPHZ1mzJ9fBgODRrHrARA7UO9+X319PXg8Htrb20X72vlxHo8nup99neL+Zq87D9jZv7sP4nsb2LPX/Q3cGxoacOjQIaxcubLXemuOkUFcWz8zM7M+3S5CoRCFhYVITU3Fq1evYGFhAUtLS2hoaIiE3hs3aKZfIACmTqWa/u++o4uFBTBpEnWTsbcH3N2pJeCWLRQK2B2GYZCcnIy4uDgsWrQI8+bNE33GBAIBLly4gFevXmHdunVQVFREWFgYtLW14eHhIZGIxOfz8c033yAwMBC6urqi+5OTk1FVVQV3d/de1z158iRmzZoFU1PTfp+nN+rr63HkyBHY2dlJ5FoYCK9evcKNGzdQUVGBxYsXi/ITODg4ODjeX3g8XgbDMFb9LcdJxyNMW1sbmpub+xwAs+UAg8XS0hJ8Ph/Hjx9HUFAQ1NXVoaCgAB8fH8THx+P777/H6tWrMX78eMycCdy6RQP/mpquAgAAlJQ8weTJk7F3L7UbVFAAPvyQZj5/+9sON4A4VwBAMxgeHh5YuHAhkpOT8e2332LGjBmwt7fvszSC492Hx+OJBt8j5QJhhYe+xAKhUCha9tatW5g8eTIMDQ3BCqN9XWdnKyE3Vx+XLj0BwzB49kwehYWKSEjQxn/+Mx1ff/0MZmZNYtfvb/AuFApx/PhxuLu74/Lly9iyZQuUlJS6LNvfiX5v38PhQiAQ4PTp07CysuIEgDcE29YvOzsblZWVmDVrFvz8/GBgYNDn56WpqQl3795FWloaVFVVMWaMAx4/NoampizYwxS7+l/+AmRkUJ7Mn/5EwbGffUbW/mfPgNWrqavM6dNk/Xd1pU403amursa5c+cAAJs3b+6Sh9LS0oJTp05BTk4OQUFBkJWVRWRkJFRVVeHu7i7xIPfBgwfQ19fvIgAANHAeO3Zsn+vq6uqioqJCoufpDXV1dWzcuBFHjx6FvLw8zM3NB7U9cYwZMwbr1q1DcXExYmNjkZiYCBcXF0ydOpUTAzg4ODg4+oQTAUaYqqoqaGtr93mA1tLSEgVhDbaO3sbGposQoKqqCh6PB0dHR4wZMwbh4eFwdXUVnaCwIYDdefLkCYRCE+jpURun7duBK1eAjz9mH6dZIfZl9TYIUVNTg6urKxwcHJCamoojR47A0NAQDg4O/Z6YcXBISmfhQRJiY2NhbGyM8ePHS7R8SQmFao4ZMwNaWsDMmRSk+cEHwNmzwIkTU7B27cD2/f79+5g4cSKKiopga2sr6m0uDez379//BmbM6Fp/PRzExsZCQUEBCxYsGN4n4uiCuLZ+dnZ2vbb168yLFy+QmpqKvLw8TJ8+HX5+fjh9ehw++wzw8aEuMkIhub0EAqrj37cPiI4mkVhWloTg0FDg4EFgzhzarrMzYGcHiMutYxgG6enpuHXrFhwdHWFjY9Ml56Gurg5hYWGYOHEili1bBh6Ph+joaDAMg5UrV0qcCcG6DFzYvredKC8vx9y5c/tcX1dXV+oOAeLQ0tLChg0bcOzYMcjLyw/KWdAXkyZNQkhICPLy8nDlyhWoqanBxcUF48aNG5bn4+Dg4OB49+FEgBGmr84ALDweT5QLMHHixEE/p729Pfh8vigjgG0xNG3aNAQFBSEiIgIvX77EkiVLxJ5kMQzlAZiZLYGODvDFF4CaGrV1mjYNuHePrJ+XLnWcCPJ4HSeO4lBWVsbChQtha2uLzMxMnDx5Erq6unBwcOgzqIqDYziQNhjQygqYPJkG/V5e1EVDTY3qoJOTgQFkeorIysqCsbExfvrpJ+zcuVPq9dnvXV4eDdbOnKH78/PJwi0nN7ROgdzcXOTl5WHLli3c93aEYNv6PXjwABoaGv229WMRCATIzc1Famoq6uvrMW/ePHz00Ucih05hIXDkCNX5d4b9HZ85k1xg33wDREbS7S+/JPdYbGzH8uK067q6OsTExKClpQWbNm3qMUP/8uVLhIeHw8bGBrb/fwcuXbqE+vp6BAQESBXS9/TpUwgEgh6uFIZhUFFR0W+tv66uLuLi4iR+vr4YPXo0AgICEBoaCnl5eUybNm1IttsdHo+HmTNnYvr06bh37x5OnjyJ8ePHw8nJiXPbcXBwcHD0gBMBRpjKysp+RQCgw444FCIAACxYsEAkBGzcuFF0sqirq4vNmzfjzJkzCA0NFdvXu6KiAvLy8sjIUMOePVTj+fvf0yzj48c0qPjXvwATE+DiReos8Mkn4meCuqOgoCDqHpCdnY3z589DRUUFDg4OmDZtGjeo4Bh2hEIhGhsbpeq4oKVFA6HQUCA+nkIC1dXJHj15MpXIDISGhgY8e/YMWlpaMDc3H1AbMHas9K9/Ab/6FQkS+/aRaOfsDBw+DAxVHEdVVRUuXryIgIAArn/5MNPW1ob79+8jPT0dzc3NmD17tqgDTH/U19cjIyMDmZmZ0NXVhb29PVpbp+GHH2TA41ENf2Eh8PQpCQCXL1Oyv7c3/a6PHk0dYuTkSEjasYPaAR49CqxZQ5+1zqabzj/bDMPg3r17iI2Nxfz582Fvb99DbH706BGio6OxfPly0Wz5jRs38OzZMwQGBkrdZjY5ORk2NjY9jh81NTWiThN9MXr06AF3CBCHvr4+/P39ERxuv6MAACAASURBVB4eDl9fX0yePHnQ2+wNGRkZWFhYwMzMDCkpKThy5AhmzJiBRYsWSR1+ysHBwcHx84UTAUaYqqoqGBkZ9buclpYWampqhux5eTwenJyc0N7ejhMnTmDDhg2i1kLKyspYt24dYmNj8f3338Pf37/LTMmTJ5QHUFhIJ3//93/A9evUUcDNDQgIABYtoouFBXUbWLQI2L0bsLHp2Ie+Zh/l5ORgYWEBc3NzPHz4ELdv38bNmzfh4OAAU1NTrjUYx7DR2NgIZWVliT9jVVXA/v1AUBCwfj05AYqKaDb0978ngWCg3L9/H8bGxnjw4AE++OADqde/dIms2Jqa1K/9+nUgLAxYsICcAb/8Jd3n6zvwfWRpa2tDZGQkFi9ezJXyDCM1NTVITU1FVlYWJk6cCBcXF0yZMkWCXAjqDJCamorHjx/DzMwMGzduRGurLoKDgdZWYNUqEgAAwNiYyrp27qR0/xkzyEnC53fY/2m75AD4xz8o7V9Bge4TR0NDA86fP4+GhgZs3LhRbNvbzMxM3Lx5E2vWrBGJ3vHx8cjLy8OmTZukboFXXV2NkpISeHt793isvLxcota7cnJyUFdXR3V1dQ/HwkAZP348Vq9ejcjISPj7+2PChAlDst3ekJeXh4ODAywtLREfH48DBw7A0tIS9vb2XLteDg4ODg5OBBhpqqqqYNN5ZNwL2trayM3NHdLn5vF4WLp0KS5duoSwsDAEBASI2kTJyMhgyZIl0NfXx7Fjx+Dm5gYzMzMAQHFxMUxMTODpSdthTwobGmgQ5OpKrgAlJWDPHlrmk0/IJWBjA1RW0kwSj9dRY9obMjIyMDU1hYmJCR49eoT4+HjcunULdnZ2MDc359ogcQw5TU1NUgUW3rwJ/Pe/JHatXUszpUOR+cUwDLKysjB27FjMnDlTqvIEgGZxo6KovaePDzl2mpuBCRMosK2qilw6//rX0OzrxYsXoa+vD0tLy8FvkKMLDMOgqKgIaWlpKCsrg7m5ObZs2SJRPgTrGEhNTYVAIIC1tTU8PT1Fg+l794C4OKC0lH6X6fno9/njj8k9kpxMbWDLy4Fly4DcXPqcd2bDho6/u+sRDMPgwYMHuHLlCqysrLBmzZoeM+oMw+DmzZvIzc3Fpk2bRA65zMxMZGRkYNOmTQNyl6SmpsLCwkJsC8RXr15J3PZPT08PFRUVQyYCAIChoSFWrVqFiIgIrF27VuIMksGgrKwMV1dXWFtb4/bt29izZw/s7e1hbW3NHU85ODg43mO46dURhGEYVFVVSWTf1NbWRnV19ZDvA4/Hw/Lly6GtrY2IiAi0t7d3eXz27NnYsGEDfvrpJ5w7dw4tLS0oLi7GpEmTRMvIyVEi9O7dJAC0tdHg/89/7tiOsjINSlpagJUryTpaXy95S0EejwdjY2Ns2rQJXl5eyM/Px+7du5GYmIjW1tYheCc4OIjGxkapBhvx8cCmTTTwcXWlmdOyssHvx6tXr9Da2or8/PwB9RY3MAB27aKyhL//nazaGzeSANDaSn9v2SK+V7u0ZGRk4OXLlxK3a+OQjNbWVqSkpGDfvn2IjY3F9OnT8Ytf/AKurq79CgDV1dW4evUqvvnmGxQWFmLp0qX48MMP0d5ujUePOmbTzc2BkBBg715q+bdrF6X5A3Q/j0elAQCgqEjurs7lI/39uxsbG3Hq1CnExcUhICAAixcv7iEA8Pl8REdHo7i4GMHBwSIBoKCgALdu3cL69eulFsEA6iyQlZXVa0u+8vJyiUWA0aNHo7y8XOp96A8jIyOsXLkS4eHhKBuKHw4J0dDQgJeXF4KCglBSUoI9e/bg3r17oi4pHBwcHBzvF5wMPII0NDRAXl5eIiuetrY2ampqwDDMkJ9k83g8rFixAtHR0YiMjMSaNWu6zAjo6+tj69atuHjxIg4ePAhlZeUetYRz5nSEAPL5lIw+ZQrdLioCLlygE8vQUHIMJCQABw4A//u/gIMDLdfeDkhS6mloaAhDQ0O8ePECCQkJSEhIgJWVFWxsbLg6ZI5BI60TICsL+OEH+rwHBgLffksBgWvWUGnAQMtus7KyMHr0aMjLy0sd5MXnky27tRV48ICs2wkJ1M7NzY2EuC++6FqeM1CeP3+OW7duITg4WOpabQ7xVFZWIjU1Fffv38fUqVOxYsUKTJw4USLL/6NHj5Camornz59j7ty52Lp1KzQ1NVFXRwP8ffuodOW//+34bAYG0mfB1ZXEoX/9ixwCf/kLZV0cO0ZBkpcvk2gkadBlbm4uLl++jNmzZ8Pb21vsTHNzczNOnjwJFRUVbNy4UfQZKisrw7lz57B27VqJcnPEcffuXRgZGfXagre8vFziDha6urooKCgY0H70h7GxsUgIGInSgM7o6urC398fpaWloraCzs7OXAYPBwcHx3sG5wQYQSTpDMDC9gVvbGwcln2RkZHBqlWrIC8vj9OnT0MgEHR5XEFBAatWrcLYsWPR0NCAjIwMUZ/z7qioAOPG0WBj1y6qi167lmaPfvwR+OorOrG8eZPKAW7coPaC7PjB2ZnqqXurK2UxMDCAr68vgoOD0dDQgD179uDq1auor68fireE4z1FGidASwul70+ZQp/lqVOBTz8lESwiAvjrX2kZaREKhbh//z5evXoFe7ZIWwrYsdZnn3W0KfzkE0BPj/bps88oI2CwNDU1ITIyEu7u7gMeqHEQQqEQ+fn5+PHHH3H06FEoKSnhgw8+gK+vb78dUtrb25GWloa9e/fi5s2bMDExwS9+8Qu4uLhAU1MTADm0XF2BlBTg1SsgJ6dj/XnzgMRECv8LCKB8l5gY4PVrEgW+/prE25076Te8P9d4c3MzoqKicOPGDaxevRqurq5iBYCamhr88MMPMDAwgJ+fn0gAqKqqQkREBLy8vAZskRcKhUhNTe213E4gEKCmpkbizy3boWe4YIWAiIgIlJaWDtvz9MaECRMQFBQEFxcX3Lx5E0eOHEFJScmI7wcHBwcHx5uBcwKMINKIAEBHSYA0qeXSICMjAx8fH0RGRiI6Ohre3t49wtFaW1vh4uKCtLQ0PHnyBB4eHmKdDF9+SW0CY2MpPHDGDDqBdHKiARJAFtNf/5rsqCkpVKOcmEgnnlpa/YsALDo6OvD09MSiRYuQmJiIAwcOwNzcHI6OjpwzgENqmpqaJP7cKCgA331Hf7NjtDFjqJbayYkcAgPJ3CoqKoKCggI0NDQGPAhqbydRoriYbpuZUevC3FwKCxRTIi0VDMMgOjoaM2fOhEn3AnEOiWlubkZmZibS09MxatQoWFtbw8TERKL67NevXyM1NRUZGRmYMGECPD09RY6BmBjKfPjjH2lZXV0KaFVXB0xNyZllZgawppf58zu2O3s2oK9PGQCqqhQS+OWXkr2egoICXLhwATNnzsT27dt7dYc8e/YMERERcHR0hLW1dZfXFBoaCicnp0G1z8vPz4eqqmqv35/a2lqoqalJXAevo6MzpB0CxGFsbCzKCBhpRwBArsBp06bByMgI2dnZiIqKgr6+PpycnCQum+Dg4ODgeDfhRIARRNL2gCysCDBUbQLFISsrCz8/P4SHh+PcuXNYuXKlaAZKIBCgtLQUPj4+sLCwwLVr13Do0CH4+Phg3LhxPbY1bx5dAOD8eRronzhBJ5UAsG4d4OkJfP45zaYGBwPR0R0zVOygiu1z3h/q6upwc3ODvb09fvrpJ+zduxfz58/H/PnzxYZCcXCIo7GxUaLEcIAyLWbM6GiXBpB4xTA0wPrPfwa2D1lZWWhvb5faBcAGuj17RmUKa9ZQSGdzM/1dVwe8fAl4eAxsvzpz584dtLW1wYVV9Tik4uXLl0hNTcXDhw8xbdo0+Pr6iv0dFUdFRQWSkpLw8OFDmJqadqmjFwrJfRUVRbP3jo4kSAkEJAAA5A4JDqbfWktL+n1l42BOnCAngLU1YGgo+etpaWnB1atXUVxcDG9v7y65Md3Jz89HTEwMPD09MX36dNH9ra2tCAsLg7m5OSwsLCR/cjGkpKT0GbpbWVkpVZmNvLw81NXVUVNTI3V5jjQYGRm9USEAoAkBc3NzzJo1C2lpaTh27BimT58OJyenYZuE4ODg4OB4s3DlACNI51DAhASAdfqHhgL/8z8UpNcZNhdguJGTk4O/vz/q6upw4cIFke3/2bNn0NHRgbKyMuTl5eHu7g4XFxeEhYUhMTGx1/IAgEoD9u2jnukAcOsWDUw+/5wGULKylFD9+eeUXp6eTvWngGQCQGfU1NTg4eGBkJAQlJeXY8+ePUhLS+tR4sDBIQ5pMwGArvZogYDEgYFWpbS0tKCgoAAqKiqYOnWqVOuywtm+fZQFsGQJOXHKymhQ98tfAtu3S5a90RdFRUVIT0+Hr6/vsM2K/hwRCATIycnBkSNHEBYWBk1NTXz00UdYtWpVvwIAwzB48uQJTpw4gWPHjkFDQwMfffQRPDw8uojJMjKU4H/jBoWz/vvfdD/7bxIK6XfY3JzKRNj75eWp9v/UKWr7+s03kv/2FhUV4dtvv4WsrCy2b9/epwCQmpqKCxcuYN26dV0EAIFAgMjISBgYGEhcp98bL168QE1NDWbOnNnrMtI68QCqnx/OkgCWzkLAUJcGFBQA585JtqycnBxsbW2xc+dOKCkpYf/+/YiPjwefzx/SfeLg4ODgePPw+hrIdcfKyopJT08fxt35ebN7926sW7cOo0ePxuzZNHOXnU2tlkJCaCbnp586ls/KysKjR4/g4+MzIvvX2tqK0NBQjB07Fm5ubrhz5w5aW1uxZMmSLsvV1tbi9OnTUFFRwcqVKyWyUufm0knmoUN0+9w5Gqw8e0YnopmZFEyloEDLsOLBQHj+/Dlu3LiB2tpaLF68GKamplzgEUevHDlyBIsXL+5zIMPi50dBaQ4O1F+98zjub3+jempp0/czMzMRGxuLZcuWidpySsPt21SOcPw4hXW2t5PQVldHIoGkoW69UVdXh++++w6+vr4SvUccZHHPyMhARkYGtLW1YW1tjenTp0skoLDCQVJSEvh8PmxtbTF79uw+beysI6SyEli+HPjHP4CFC0mg4vFIKGhqAlasIOt/djYQGUkuLUXFXjfbg4aGBly9ehVlZWXw8PCAkZFRH/vE4Nq1aygsLERAQECX7gYMw+Ds2bNobW3F6tWre5ShSUt0dDR0dXXhwKbOiuH8+fPQ19fvtXOAOGJjYyEvL4+FCxcOav8k5dGjR4iOjh4yR0BTE3DnDpWIGBlRxxBpBMHq6mpcv34dL1++hIuLC0xMTLhjKQcHB8dbDo/Hy2AYxqq/5TgnwAjB5/NRX18vOhGSk6OTs3Pn6AT+44/JytmZ4WoT2BuKiooICAhAWVkZrl+/jsePH2MKG/nfCU1NTWzatAm6uro4ePAgitki5D4YPZoG+h9/DBw8CGze3NGv/MkT4PlzEkC8vCjRfDCT+GPHjsWGDRvg7u6OxMREfPfddygqKhr4Bjl+1kjqBLh3j2Zbx46lsDR3d8DKikS8b76hMLWBDLjT0tIgIyMDU1PTAew9oKNDOQReXsC1a3SSr6xMNd6DFQAEAgFOnTqF+fPncwKABJSVlSE6Ohr79u1DfX091q1bh6CgIJiYmPQrALS0tCAhIQG7d+/G3bt3sXjxYuzYsQMWFhb91rGz47LRoztKQgCa2ZeRIZEgJoYcWfn51KVFR0dyAUAoFCI5ORkHDhyAlpYWPvzwwz4FgPb2dpw6dQovXrxASEhIj/aGN27cQHV1NXx8fAYtADQ0NKCgoACWlpZ9LjcQJ4Cenh4qKioGs3tSMdSOABUVcuWlpADa2uQUkebYqq2tjTVr1sDT0xNxcXE4evQonj9/Puj94uDg4OB483CZACNEdXU1NDU1RSeCampkwQwNJaVeIOio0WQZqXKAzigpKWH9+vU4evQoKisre80jkJWVhaurKyZPnowzZ87A0tISCxYs6PWETk+PLP+XLtEslZER4O9Pj4WE0AAqIQH46CMqkxgKx/GUKVOwZcsW5Obm4tKlS9DQ0ICLiwvGjh07+I1z/GyQtDvA8+fUau9Xv6KBVXU1kJcHPHxIbpZp0+h+aaipqUFFRQVcXV2lGgyxM79CIWURxMeTrfvzz+n6668pGG6wXLt2DaqqqgPqWPC+wOfzkZOTg9TUVDQ1NWHevHlwc3ODsrKyROvX1tYiJSUF9+7dg7GxMfz9/WEgrZ2kE2vXAidPkrg6eTJQW0uiMxvE2jkQUBJKS0tx8eJFqKioIDg4uN/6+MbGRkREREBTUxPr16/vIWCkpKQgLy9vyFpMpqenw9TUtN/3W9pMAIDKARISEgaze1LTWQhYs2bNgDOBhEL6PWptJbFnxgz6/w/k2Dp58mRs3boV9+7dQ3h4OKZOnQonJyeos6ETHBwcHBzvHJwIMEJ0n4U4eRIICwMOH6YZu5ISauPVGRUVFQgEAjQ3N0t8QjkUKCsrY8GCBTh79ixSUlLg6OjY67JGRkbYunUroqKi8OOPP8Lb2xtqfTRKX76cBi2KisCjR5Rm7edH1uovviCL6lB2HuPxeDA1NcWMGTNw9+5dhIeHY+LEiXBycuJanHFAKBSitbVVou/XsmWAhQW1XlNSopk1Ozu6vHpFAXzSkpSUBB6PJ1UoGhucmZdH3QiKiykF3tKSEuD/8Ady2khaB9wbDx48QGFhIbZu3cpZgMVQX1+P9PR0ZGZmQl9fHwsXLoSRkZHEYs7z58+RlJSEoqIimJubY/v27b32t5eGsWNJrLK1pbyVv/8dWLwY+PBD6bbT1NSE69evo6ioCEuWLJGorKqqqgphYWEwMTGBk5NTj+Vzc3ORkJCA4ODgIenkwufzkZGRgaCgoD6Xa2lpQVtbW5/HJnGMHj0a1dXVEAqFg3YsSAMrBJw8eXLAQgC7u0IhDf6vXKF2kAD9hr14Qc4RSeNQZGRkYGFhAVNTU8THx+Pbb7+FjY0N7OzshkTM4eDg4OAYWTgRYIToLgLo61MYIMvEiVRP3BkejycqCZA0RXqoePHiBSwtLZGVlQUAfQoBampq2LBhA+Li4nDo0CF4enrC2Ni41+XZUseaGrKtXrpE9aujR9NgajjG5rKysrCyssLs2bORkpKCw4cPw8TEBAsXLpT6xJDj50NzczOUlJQkOsHn8eh7K45p08h2Kw0MwyArKwtz5syR6iSanclbv54S38ePp1DCyEjg00/JlTDYKqKKigpcvnwZGzZsENsS9H2FYRiUlJQgNTUVjx8/xuzZsxEUFCTxDDPDMCgoKEBSUhJqampgY2MDd3f3IX2Pf/gB+PZbEoZ+9zvKAJAGhmGQmZmJW7duYdasWdixY4dE+1daWoqTJ09i8eLFYq35T58+xcWLF7FhwwZoampKt1O9cP/+fRgYGPT7/rPHX2nFLHl5eaipqaG6unpYOwSIw8jICN7e3lILAe3t1Kr3yRMgLY3KmPT0qHzJ359uHzxIIkBREbB7N4lEkqKoqAhnZ2dYWloiNjYWe/fuhbOzM8zMzDixkIODg+MdghMBRoiqqiqMHz8eamod9Zvi6J4w/qZEgOLiYjg7O8Pe3h7Hjx+HUCjsMxxJRkYGCxcuxKRJkxAVFQVTU1M4Ozv3WQc7fTqQlERt1VJSSAQZ7vbjCgoKcHR0hKWlJeLj43HgwAFYWlrC3t6eG+y8h0haCtAfvr7Sr5OXl4f29nY4OTlJvW5WFolmO3bQ7WfPSAD4z39o5ldbW/r9YWltbUVkZCRcXFyg35vq8Z7BMAzy8vIQFxeHtrY2WFtbw9PTE4oSFtW3t7cjOzsbSUlJUFBQgK2trUQ5AQPBwAC4fp1+X6XlxYsXuHjxIng8HtavXy/x/z8rKwvXrl3DypUrxQrA5eXlOHXqFHx8fIbsM8UwDJKTk3sE14pjIHkALKNHjx5QKcFQMHXqVKmEAKGQygy//JImGbZsoXwQIyMqQWxqot+qX/yCyvIuXKBrBwfpO4hoamrC19cXJSUluHr1KlJTU+Hm5obx48cP/AVzcHBwcIwYnAgwQlRWVsLc3FwU/vfFFzSruGED1feeONEzGBB4M7kA7e3tKC8vx/jx4yEvL4/AwECRELBo0aI+1X5DQ0Ns27YNZ8+exZEjR+Dj49MjFKo7v/xlR/3iSKGiooIlS5bAxsYGt2/fxp49e2Bvbw9ra+t+Q7g4fj40NjZK3R5wqLh9+zYmTJggsQjB5gAAJJa1tVG4ZkgIdSn43e+AP/2JOgMM9CPMMAzOnz+PCRMmYO7cuQPbyM8IoVCIBw8eID4+HvLy8liwYAGmT58u8YxnY2Mj0tLSkJ6ejrFjx8LDwwOGhobDOmO6bJn067S0tODWrVvIycmBk5MT5s6dK9E+MgyDGzduICcnB4GBgdDT0+uxTF1dHU6cOIGlS5eKDZodKMXFxRAKhRJts7KycsAiwEgH9HZHGiFARobOLZqaKINn61ZyKbGsXAksWEDZOwC5RKZMoRIjNqxYWiZOnIjNmzcjOzsbkZGRMDQ0hIuLy5CUtnBwcHBwDB/caGeE6D4TcfUqzX6zfPABYGNDoWOd0dLSQklJyQjtJfHs2TPo6emJLMqqqqpdhABxtZ6dUVFRwdq1a5GcnIzvv/8e7u7uMOlnin8kBYDOaGhowMvLC+Xl5bh58yZSUlKwaNEizJkzZ0RrQDneDJJ2Bhhq6uvrUV5ejpCQEInXYb9yR47QLO/vfw9cvEhCwJgxlAGwYsXABQCAerpXVVUhODh44Bv5GSAQCJCVlYX4+HioqamJBrCSDt4rKyuRnJyMnJwcmJiYIDAwELpDkdTY5z5LH/rGMAwePHiAa9euwdjYGDt27JBYlGptbUVUVBRaW1uxZcsWses1NzfjxIkTsLGxGVD7y75ITk7G/PnzJfqfVFdXY/pArBEgEaC8vHxA6w4V0joC/vpXyhxatw7Yvx+wtqbfjaoq6iDCcvIk3TdYExyPx8OcOXMwc+ZMJCQk4ODBg7CysoKDgwMUFBQGt3EODg4OjmGBEwFGgKamJgiFwi6DDVlZmv3396eT+/Bw8Sdw2trauHfv3gjuLVBSUtKjR/GoUaNEQgDDMHB2du7z5IvH48HW1hYTJ07EmTNn8PjxYyxduvStDRDS09ODv78/SktLERsbi6SkJDg5OUk168fx7jFU5QDScvXqVaiqqkptnW1rAyoqgKdPgV//mlqAZWYC9+9Ta7jNmwe+T6Wlpbhz5w42b9781n5Ph5v29nZkZmYiMTERurq68PLygqGhoUTrsnkBSUlJKC0thZWVFT788EOoqqoO8153dX+Eh1NXABubvmd2KyoqcOnSJbS0tGD16tVS9aWvra1FeHg4xo0bh9WrV4sta+Dz+Th58iSmTJkCW1tbaV9Sn1RVVaGsrAy+EtbhVFZWws7ObkDPpa2tjfz8/AGtO5RIKwSsW0c5Jc3NdPvxYyoDYImLA/bupd8PoKuI1Nl1JA0KCgpYvHgxLCwscOPGDezduxdOTk6YM2cOdxzl4ODgeMvgRIARgK0n7HwQDAsDPv6YLjwepeOHhfVc902UA5SWlopNK1dRUcHGjRvx448/QigUwtXVtd8D+7hx47B161ZcuHABhw8fhq+v7xuprZSUCRMmICgoCIWFhbhx4wYSEhLg4uIi8UCA492iqalpxEWAtrY25OXlwdnZWaLlO5+Ql5fTifyHHwI+PsB331EK/GBpbGzE6dOn4enp2W/5zs+R1tZWpKenIzk5WTSwlTSHRSgUIjc3F0lJSWhpaYGtrS18fHyGVUhhGGqlumcP8NvfkgDw+DGwaxdZwf/7394HcW1tbYiLi0NmZiYWLFiAefPmSeV6KikpwalTp+Dg4ABra2uxxwChUIjo6Gioqqpi6dKlQz4ATElJgYWFhUTvMcMwqK6ufmfLATrTWQhYvXp1v8elztkg7e0kIAIUCBgcDPzzn4ChYc8SosH+uzQ0NODt7Y2ysjJRXsDSpUu54ygHBwfHWwQnAowA3UsBBAIgOlqyFl5qamqi9kYjYatjGAalpaXw8vIS+3hnIeDq1asSneApKSnBx8cHmZmZOHLkCFxdXd/qmQEej4dp06bByMgI9+/fR3R0NPT09ODs7IwxY8a86d3jGEIaGxuH3abdnYSEBPB4PFhbW0u0PPs1+f57OmnfsoWCv/7wB2or+tVXQB/NOPpFKBTizJkzMDMzG7Bl+l2lubkZKSkpSEtLw5QpU7B+/XqJv+OsayApKQkaGhpwdHQcMecQjweoqtJnwMQE8PKiRPjp06k8BABqaykUjs0uZBgG+fn5uHLlCiZMmIDt27dL3Rnl7t27iI2NxapVq2BkZCR2GYZhcPXqVTQ1NSEgIGDI34+mpibcv38fH3zwgUTL19fXQ1FRUeIQx+5oamqioaEBfD7/rciLmTp1Knx8fBAZGSmREMCyZAllAfz0E6CpCaxdC2zaRI+xDoDr16mjwGefdQQFDiavZ/z48QgODkZOTg6io6Mxbtw4uLi4vJdCIwcHB8fbxps/or0HdBcBZGVJAPjlL/tfl8fjQUtLC9XV1SOS1F1eXo5Ro0b1aWFVVlbGxo0bERoaisuXL2PZsmX9nujxeDxYWlpiwoQJOH36NB4/foxly5ZJ1J/9TSEjI4M5c+bA1NQU6enp+PHHH2FkZAQXF5cRsfhyDD8j7QQQCARISUnBjBkzpB5QTJwIaGkBhw5RK01DQ+B//5daau7ZM/B9unbtGmRlZQfUpeBdpbGxEUlJScjMzMT06dMRHBws8UxxS0sL0tLSkJKSggkTJsDPz29Eu7d0dob88580YPPyogF/URHg4UFtWHNyqC3cr38N1NTU4MqVK6iqqoKXlxcmT54s1XMKhUJcv34dBQUF2LRpU59ursTERBQXF2PTpk3DMmhOS0vDjBkzoK6uLtHyg032l5GRgYaGBmpra98aF9uUKVOkFgKcfRr+tAAAIABJREFUnKgE4M4dwM6OckQAGuSzn6fGRqC1lQSAly8pvHiw0Tg8Hg+zZs3C9OnTkZSUhO+++w4WFhZYsGABlxfAwcHB8QaR/fLLLyVe+NChQ19u3bp1+PbmZ0paWhomTZrUJTm5sJDcAGpqFMzz4gVdDAx6rl9UVAR1dfURmbF8+PAhZGRkMGPGjD6Xk5OTg4mJCRITE/HixQsYGxtLNOMzatQozJkzByUlJbhy5Qp0dHQGbNMcKWRkZDB+/HhYWlrixYsXuHDhAmRlZTF27Ni31s3AIRnp6ekwNjYesZmpBw8e4OHDh/Dx8ZEqkPD+fcDUFAgIoJ7f48dTze+iRcDcuSQIDIR79+7h7t27CAgIeC9OyOvr63Hz5k2cP38eOjo6WLVqFczNzSUSgpqamhAXF4fo6GgoKSlhxYoVsLGxkXgwOljYwRqPB5SWUpisoiJw+zY9/uGHgIYGlZa5u9Ox5PFjIWRl43HhwjmYmprC29sb2lL2j2xpaUFkZCQaGhqwYcOGPlPfs7KykJCQgMDAwGEJ3Gxra0NUVBRWrFgh8fYfPXoEhmEwrXNMfidqauh43JcB5NGjR9DW1n6rjlVaWlowMDDA6dOnYWBgINFvmIoKMHMmuUgAEpRkZDpEgK+/ps+PpiawahVNWLBNQgaaE8AiKysLQ0NDzJ49Gw8fPsT169ehoaHRo1SSg4ODg2NwfPXVVy++/PLLQ/0txzkBRgBxMxGJiXT9xRcd9/F4wM2bPdcfyVyA0tJSTJo0SaJllZSUsH79epw4cQIXLlyAh4eHRAdzBQUFLF++HCYmJjh37hxyc3OxdOnSt9oVAACKiopwdXXF3LlzcfnyZdy9exfLly/n6hzfYUY6GPDOnTvQ0tKSStDLyiKL96hRZPGePZucAGZmA2sHx1JWVobr168jKCjorf/uDZaamhrEx8cjNzcXc+fOxY4dOyS2wjc0NCAxMRH37t2DiYkJNm/eLPVAejCwdmx2Rra9HTh+nAZqf/kLYGUFbNxIGRHs56GkBDh+/DVevy6GpeUzbN26FZqamlI/d3V1NcLDwzFp0iS4ubmJDQBkefz4Ma5fv47AwMBhE0bu3r2LiRMnSvX96e7EA0g8i4mhWnhzc0BXF1i4EPj3v8Vvg3XjvW1MmTIFq1evRmRkJDw9PaUu5+HxOgb3p05RSOAnnwB//jOQl0digVBI7YuHquOfmpoavL29UVxcjEuXLiEzMxPLli17qwQWDg4OjvcBrgfaMCMUClFTU9PjpPHWrZ4XcQIAMLInICUlJf2mDndGUVERAQEBqKysRExMDIRCocTrTpo0CR988AEUFBRw4MABFBQUDGSXR5zRo0dj/fr1WLBgAaKiohAdHY2GhoY3vVscA6CxsXHEWgSWlZWhrq5O6pTyOXMoA+C3vyUb78WLdMK+YkVH8re0NDQ0iAYOI52JMJJUVFQgOjoa3333HUaNGoWdO3diyZIlEgkANTU1uHDhAvbv3w+GYfDBBx9gxYoVIyoAAB2D/+xsGuhfvQrk5wN+fnT/qlXUD57t/R4e3gwnp2ooK2fg8GF5+Pv7D0gAePLkCX744QdYW1vD3d29TwGgoqICZ86cgZ+f37B9ngQCAZKSkmBvby/VeuJEgLo6QF0diIqiuviMDMpU6I23KRywO4aGhli3bh3Onz+PBw8eSL0+jwe8fk15AFpawMOH9P588AF9xv79b+Dzz4FnzzrWEQgGv9+TJk3Ctm3bMHXqVBw+fBg3btxAW1vb4DfMwcHBwSERnBNgmKmtrYWqqmqPFOO6Ogr0unOHbi9cSK4AcWq7trY2cnNzh31f6+vr0dbWJrUizwoB4eHhiImJgaenp8Rp0++qK4DH48HU1BTGxsa4c+cODhw4AEdHR1hbW/d5sszx9sAwDFpaWkbMCRAXFyeqj5UUNrV7yhS6vXMnEBIC3LtHvb0H8jXh8/mIjIyEpaXlzzYI8MWLF4iPj8fTp09hY2ODZcuWQUnCZugVFRVISEhAQUEBLC0t8dFHH42YUMTCtmtjB1tff02dIdato5r/mzcpB2LxYnrcyQn4z38Y/PnPhZCRicE338zD0qV2A+5QkJ6ejtu3b8PHx6ff/IDGxkaEhYVhyZIlfbqiWEdD51Z00pCTkwNNTU2p22qKc+Lx+VR+FxlJbor+0NbWxqNHj6R63pFk3Lhx2LBhA06cOIH29nbMZT38EvL6NU1EWFhQOUBdHZUNbNxI5Uf+/uSWuH+f7peTG3x5AEAlAra2tpg1axauX7+O/fv3Y+nSpZgxYwZXIsDBwcExzHBOgGGmqqpKbJhQcDDlAURG0kVdvSOptzsjVQ7AugAGcvBVUFDAunXrUF9fj7Nnz0rlCADeXVeAgoICXFxcEBwcjEePHuHQoUN4+vTpm94tDglobm6GoqKiVO3RBkp9fT0eP34MMzMziQZmL1/SNZurxjB0LRRSXa+dHZ2wSwvDMLh48SLU1NSwYMEC6TfwllNaWoqwsDCEh4dj/Pjx2LVrFxwdHSUSAF68eIHIyEgcO3YM2tra2LVrF5ydnUdcAGCYjkEyj0d/8/kU6jZ2LN3/j3+QdXvvXuDuXeDmzVq4uWWipeUxtm4NgofHwgEJAEKhEJcvX0ZKSgo2bdrUrwDA5/MREREBMzMzzJkzp4/tkgDQ0kKlDNJOqjMMg4SEBDg4OEi1Xnt7OxobG3s4Ib74Ali6FDAyAubNo/aKfXXY0NHReWudACxjxoxBYGAgfvrpJ6SkpEi1rr4+cOkScPIkhUpeuQL88Y8UFPiPf9C1tzfwm99Q+URa2uAFgM6wJQIrV67ErVu3cOLECVRVVQ3dE3BwcHBw9IBzAgwz1dXVYgN7ioqAM2c6bv/xj3RwFYeGhgZev3497C2KSktLMWHChAGvLy8vj7Vr1yIiIgLR0dFYtWqVVAOsd9UVAHSUCDx8+BBRUVEwNDSEq6ur1C24OEaOkcwDSElJgYyMDObNm9fPctTjXVGRTsy//rojDG6gM6idSUtLw/PnzxESEvKzmWljGAbFxcWIi4tDdXU1HBwcsHr1aol/K0tKShAXF4dXr17B1tYWK1eufKMhiTwekJwM/PWvFPi4aBGVg6SnA0+fUlCbkhJw9Chw7Vo7/PwaMW3aA/z975owNe2/ZWtvNDc34/Tp0+DxeAgJCelXOGEYBufOnYOGhgYWs5aEXmAPA9u3k+V80ybKNqisFB+G253CwkLweDxMnTpV0pcDgJx4GhoaPY5Dfn4d5RQAOW06H4+7o6mpifr6eggEgrfa6aWjo4OgoCAcP34cbW1tcHR0lHhdVgS5epW6F331FTmPsrKAy5fJdfLJJxRovH8/CVCsPjYUv01AR4lAamoqDh8+DCsrKzg6Og7Y0cLBwcHB0TucCDDM1NfXiw1JUlYG4uMBdmIjIaF3ay/boqimpmZY63dLSkqwfPnyQW1DXp5qUCMjI3HmzBl4e3tLfdLEugJiY2Nx4MABeHh49Jrs/DbB4/FgYmICIyMjrkTgHaCpqWlEZnnb29uRkZEBTU3Nftt8/uY3NOM2YwZw9izw5AkFdC1dOviT7CdPnuDOnTsICQn5WXQCYBgGhYWFiIuLQ3NzMxwcHGBmZibRd41hGDx+/BhxcXGoq6uDvb091qxZ81b0gX/wANi2jVr7MQxw4AANsn73u44gwEmT+FBQSIWWVgL+/ndzuLsvgKKi4oCfs6qqCuHh4TAyMsKSJUskEm9v376N2tpabNy4sVfhobNlPDGRXlt6OmUasI2JvL27DsjFkZCQAHt7e6kFjtra2i4ugJ07+57B3r1b/P2ysrJQU1NDbW3tWx9gp6mpiU2bNuHHH39EW1sbnJycpHrfli6l9pLjx5NbMTGRBBvWqSgUAsXF5EhqaaH7WL1oqEsErl27hn379nElAhwcHBzDwJs/4/mZ8/r1a7ED9wMHgMBAqr1jGEBbGzh2rPftsMFEwyUCtLa2oqqqCgaSTMv0g7y8PNasWYPIyEicPn0avr6+Ug+CWVfAzJkzERMT8065AtgSAXNz8y5dBCTtusAxMoyUEyArKwvy8vKwtrbuc7mjR6nududOsn+vXQs0NdEA8MsvyUbdT+fOXqmtrRWJciPVDnG4YBgGDx8+RFxcHIRCIRwdHWFiYiLRwJVhGOTn5yMuLg5tbW0i4WAkSkJ67gtdC4Uk8Jw5A7i60gBr4UKq/wfIsv7xxyQUjx3L4KuvKmFmFoGJE3URFBQ06GNCUVERoqKi4OzsDAsJa0yys7ORnZ2NkJCQPmdps7Mp2BIgZ4u9Pb0uZWUqZ9HVBVJTAV/f3gePpaWlqK+vh6mpqbQvDTU1NV1EACsruk5IAHJzgTVr6PapU4ClZd/bYo/Bb7sIAJC9PigoCKGhoWhra4Obm5tUA+iZMzv+fvSIXIra2hQOWFREoaQ8HvDLX5JIuWcPMGvW0JcI+Pj44MmTJ6IuAm5ubu/E+8/BwcHxLsCJAMNMb04Ac3Oy2dXX0+3+OioNdy5AWVkZDAwMhmwmTE5ODqtXr8bp06dx6tQp+Pn5DWg2fPLkye+kKwDoWiIQHR2NiRMnSpxMzjH8NDU1DbsIwDAMkpKS0NbW1m8g4NixZAEHgMOHgYAAKg0AgE8/pZPxgYgAbW1tiIiIgIODA6awCYPvIAzDIDc3F7dv34aioiIWLVqEadOmSTS4EQqFyMnJQXx8PGRkZODo6IiZM2e+0ZlF9qk7iwBFRdTmLyaG/vc8HokAkyYBycnFGDcuBUVF47FmjeegW5MyDIO0tDTcuXMHfn5+EouUT58+xdWrVxEYGAhVtuF8L/zxj5RlEBVFwoa9PQ2+AwLIfv6rX5Hg1de/ISEhAXZ2dgMSaro7AQID6froUQrCY/WL7duBJUv63tbb3CFAHCoqKti4cSPCwsIQExODFStWDOg9tLAA/vMf+gzu3Uv/Ny8v4MIF4McfqWvJ9u30G7VyJa3DBpoOBZMnT8b27duRkpLClQhwcHBwDCGcCDDMNDQ0iB30TZ0KzJ8PODoCCxYAJiZ9b0dbW3tYg3IGmwcgDjk5Ofj5+eH06dOIjIyEn5/fgESGd9kV0LlEIC4uDgcOHICDgwNsbGy4EoE3zEi0BywqKkJbWxtMTU37tWt3HoQsW9YxYAFooBgfT8nw0sDWbevr68PGxka6ld8iiouLERsbC4FAgKVLl2Lq1KkSDeAFAgGysrIQHx8PVVVVuLi4wMjI6K2xFR85Ahw8SAPloCDqFjNtGuUAbN5MYlBCQiVyctoQF3cNa9Y4DIl4IRAIcPnyZZSUlCAkJERid0h1dTVOnTqFVatWQU9Pr9/lz54F/vlPwM2NZo2//rrrY1evUsBhb5SXl6OsrAw+Pj4S7V93amtrMW7cuB73P38ONDTQ7DZA6fjPn/e9rXdNBAAAJSUlrF+/HhEREYiKisKqVaukPu5s2EAD+tOnSRDYupWCAv/nf4Dvv6fOAb/+NfDqFbUX1NUFRo8GamqA2lqgn2xJiZCVlYWdnZ2oi8C+ffvg5uaG6dOnvzXfZQ4ODo53Da47wDDTmwiQm0t1n1VVpKBPmUL9nntDS0trWE9A2M4AQ42srCx8fX0hJyeHkydPgs/nD3hbrCvgXesgAJCQ4ezsjODgYDx+/BgHDx5EcXHxm96t95qRKAdITk6GUCiEZR9e40ePgLAwavvGDkQmTuyos332jHqY79gh/fPHx8ejrq4OHh4e7+TJcnl5OcLCwnDu3DnY2Nhg69atEg3i29vbkZKSgt27dyMnJweenp7YtGkTjI2N34r3IS+PrpWVqfXfDz9Qr3oeD2hupt7sDx7wsWBBCbZs4WH16mZ89lkITExMBr3/TU1NCA0NRUNDg1QCQHNzM8LCwrBw4UIYGRn1uSxb6gDQYHvbNpo5HjeOUugBaj139GjfWReJiYmwtrYe8KxvdycAy29+QwGLQUF0sbCgzIW+GKkuPUMN27mnvb0dkZGRAzoGr11Llv/PPyfh5NNPaQLD3x9oawMKC6md4KefAjY21F0gLo6Wf/Bg6F6Luro6fHx84OXlhRs3biAsLOydE2Y4ODg43hY4J8Aw0traCoZhxM4AysqSFVFWlpKTx4yhk6LeGM4TEKFQiGfPng25E4BFVlYW3t7eiI6ORkREBNasWTPgk7p32RUAUIlAQEAA8vLycPbsWUyYMAGurq5iS0Y4hpempqZh+8wD1G/+2bNnUFdXx1i2t1s3+HyqS54zh6zg8+cDf/tbx+O1tTTjtn49CQPSUFBQgLS0NGzevPmtCLyThvr6ety6dQsFBQVSpf23trYiLS0NycnJmDBhAlavXi12JvhNUlJCs+K+voCTE9n9zczIap2WBsyb1wJFxZ+wfPlDGBnZYtkyc2hrD00ddEVFBcLDwzFz5kw4OztLbA8XCASIjIyEsbFxvx0ugA57/5dfUsjc6dN0+/hxygRYvhw4caLvMoC6ujrk5+dj165dEu2jOMSJAAwDuLiQ24btpPfXv1JmQV+8i04AFrY8Lzo6GmFhYfD395c6HJT9+sXFUQvTqCi6XVwMhIaSkPKPf1CZ49/+Ro4Ac3PKChhq2BKB5ORkfP/995g3bx4cHBy4EgEODg4OKeCcAMMI6wIQN3Ojrg784hdklTt2DEhKIltob2hqaqKurg4CgWDI9/Ply5fQ0NAY1oE0KwSoqKggPDwc7e3tg9reu+wK4PF4mDlzJnbs2AFNTU18++23SExMHJb/LUfvDHd3gJSUFKipqcHS0rLX2dtf/5pmzn74gU6kExKoPReLpia16vrVr6R77srKSpw7dw5+fn7vlMDU0tKC2NhYfPvttxg1ahR27twJW1vbfgWApqYm3Lp1C//9739RXl6OjRs3Ys2aNW9UADh/npLV2QR19us9cSINlvbtI5FHVhZobQU2bODj2TM+fvWr52hvb8cnn2xGQIANtLUHnvrfmcLCQhw9ehQLFiyAq6urxAIAwzC4ePEiFBQU4OrqKsHyHX/PndsRDMjn02zxrl0khLS19b2dpKQkzJ07d8DHpdbWVvD5/B5uHx6Patf19am23curfwEAIDdebW0thELhgPbnTcMegzU0NBAaGooW9oMpJU5OwI0bHbcfPiQXy6ef0u3GRuDePWpzum1b13WH8q2TlZWFvb09tm/fjqqqKuzfvx95eXlgOn8AOTg4ODh6hRMBhpHeSgEAIDycsgD27ydL3R//2PXA2h05OTmoqqqirq5uyPezpKRkWGdEWWRkZLBy5UqoqakhLCwMbf2dBfYD6wpYtWoVLl++jLNnz6K5uXmI9nb4YUsEQkJCRCUCT548edO79d4wnOUAzc3NePDgAerr62FmZiZ2mdevqTtIcDDdnjCB6m/ZGba2NrJOT58u3XO3tLQgIiICLi4uI/K9Hgr4fD6Sk5Oxd+9eNDY2Yvv27XBxcem3V31jYyOuXbuGPXv2oKGhAZs3b4a3t7dE9erDRV4eDSz/+U8K91uxgu5nbe9CIc2O7tpFFnl5eQYxMc+Ql7cHPj4P8JvfjIaHh0e/oXuSwoZTxsTEwN/fH+bm5lKtn5iYiBcvXsDHx0ci4YDVu/75T3rNoaE0MywnR4JIYSHw3Xc0SOyNpqYmZGVlYf78+VLta2dYF4A4AW7+fHJdSMNwHoNHChkZGXh6esLAwADHjh1DU1PTgLbT+WtZWAjY2ZGbsbISKCigLgx/+AO9x//3fx2dj2RkuopEQ4G6ujp8fX2xYsUK3LhxAxEREe/0/4iDg4NjpOBEgGGkoaGh11k4Ly+aDTp4kKyRR4/2H/o1XCUBpaWlw5IHIA4ZGRl4eXlBU1NzSIQA4N12BQCAjo4OAgICsHjxYpw7dw5nzpxBPds2gmPYGE4nQEZGBnR0dDB9+vReZzJVVekEuXOzi3Xr/h975x0WZZam77vIEtuMomJCEEygKLYKCEZQwQDmQBK17e7pmc27szu7Mzs7u7MzPdu2bWqVMaCoiDmCqIgiIraCqVUUJZpAQHJV/f44vzJ0E6qgigL97uviUqDqfKeKqq++857nfR549kz8/5/+SfgEaNICrlAo2L9/P3379sXV1bUZj6BlUCqVZGRksHbtWrKysliyZAkBAQGNqhfKy8uJj4/n22+/pba2lhUrVjBjxgw6qJze9MTr128LvOfOQUyMMExT/U0Vird/z6VLlTg6PiE1tZijR4V3yrZtw1i2THvKjdraWg4dOsT169cJCwvTuCh0+/ZtUlNTmT9/vlrycdUCb9cuyM4Wn2lxcbBnD4wdK9paDAzej6CriytXruDk5NQsFctP4wHfJTERRo8WBr1Dhoh2jCFDGh9T1948LYFMJmPKlCn079+fqKgoSktLmzDG2/8PGSLaPA4dEgv/M2dgxgzxWvjsM/HcRkUJQ8Gf3leb9O3bl8jISLp3786GDRu4fPlym1VtSEhISLQEbatRtI1RUlJS727O7NlCMte/vzDY2bZNyIIbwsrKirKyMq3OUalU8vjxYyZMmKDVcRtCtRtx+PBhduzYwcKFCxt1Tm+Mtu4VoGoRUKUIrF+/Hh8fnwal5BJNR6lU6iwiUC6Xk5qaiqGhYaO56+9GvFdXg5WVkCb/67+KFqGTJzU7dmJiIjU1NUyePLkJM29ZsrKyiI+PRyaTERAQoFZEXWVlJRcvXiQtLY2BAweyYsUKbGxsdD/ZRnj4ULR2WViI1g1Vbemrr0RLR1ycWASpNtJzcnJJSIinrKyMLVumYmTUh549tfs+Ly0tZe/evVhYWBAaGqpxD3hubi5Hjhxh0aJFai/GZTLxXJw8+TbO0tlZyMUvXBAFr8Z8CKurq0lNTSUkJESj+f6U+kwBAY4fb9qYNjY2H0SBViaT4evri4mJCVu3bmXJkiX1PleNMWmS2Ok/dAiuXRNqpjlzoLxcvCdMTODUKfG+KCpq/O/fHIyMjPDy8sLFxYXDhw+TkZHB9OnT6dq1q+4OKiEhIdFGkYoAOqS0tLRe5+V/+AdhpKNJWo+FhYXWiwDFxcUATb4AaCoymYzp06dz9OjRN4WAxqS/6qBSBcTHx7Nu3TqmTJmi9zxwTTA2NsbHx4dBgwZx8OBBbt++zfTp01v87/OhU1VVhZGRkU5iGu/cuYO5uTlyuVwjhY1qjda/v9hRi4kRagF1yczMJDMzk/Dw8FYdP1lQUEB8fDwvX77E19dXLcf7qqoqUlJSuHz5Mo6OjkRERKjtaq9LcnNFL3ReHvj7ix74iROhpkbE/eXlCbXHN9+IxfFXX73k/PkzPH78GC8vL4YNc8XQUPuCvMePH7Nv3z6GDx+Op6enxue/V69eERMTw/Tp0+nWrZtG9y0uFsZxDx8KRcSQIeJ1PHaseve/du0a9vb2dOrUSaPj/nwexfW+RuzthYFdUpL4fty4t94FDWFjY/NBSc3HjRuHiYkJUVFRLF68mI4dm2ZAOWaMaLHYvl0YnT56BL17C9+j+HhRKPj6a3FbheJtMUxXdOrUiWXLlpGens62bdtwc3PD09NTMg6UkJCQeAepHUCHNOQJ4O6uWQEAdFMEUEUD6mORLJPJ8Pf3p1u3bs0yKvopKlXA7NmzOXv2LDt27OD58+daGbul6NKlC2FhYfTu3ZuNGzeSlpYmGR5pkaqqKq0UneoiJSUFMzMzXF1dm/S+WroU/vEfIShI/fsUFBRw/Phx5s6dq1Ozw+bw6tUrDhw4wI4dO3BwcOCzzz7DxcWlweeourqaCxcu8M033/Dy5UvCwsIICAhoFQUAEK7y/fuLXVBVn/+LFyL5xcNDFHLGjIHf/a6cDRsq+fOf99ClSxdWr17N8OHDtV4AUCqVpKamsmfPHqZPn46Xl5fGr8Gqqiqio6Px8PDASbWd3wjvqq5dXUVE3KJF4nW8aZMwAlQHuVzOpUuXGDNmjEZzrouGlAD/93+wcKGIZ3z6VMx1zZrGx/zQigAAo0aNwsvLi6ioKAoLC5s8jqGhiFt89Uo8tzExYvEfFyciUFXougCgQiaTMXz4cFasWMHLly9Zv3695LkjISEh8Q6SEkCHNFQEaAqWlpbN+pCuiydPnujVPEwmkzF16lROnjz5ZjdCW4sYe3t7IiMjSU1NZcuWLW92AzSVxeoLAwMDxo0bh6Ojo6QK0DKVlZXNbkGpi5ycHEpKSqiqqiJIk1X8O9jZwW9/q/7tX79+TUxMDH5+ftiqY3PewlRUVJCUlMQPP/zAiBEj+Pzzzxt97mtqakhLSyM5OZnevXuzbNkyOr/bO6FHVDuZRUVw967Y/bSxAW9v0Qf95ZfCDM/CQhQxUlJSOH8+DWfn+YSFLcHBQTdmlDU1NRw9epT8/HxCQ0Ob5I+gUCiIjY2lR48ejB49Wq37yOViAfjwociFNzYWaQf//u9iEfj556L1bfPmtzFz9XHz5k3at2+vlVSHhooAmzeLeEDVR83f/73wCPj884bHtLGxIVObwfetBFdXV4yNjdm+fTvz5s2jR48eTR7L1lYYHoeHw4EDwjBQXRWILrCysiIoKIi7d+9y4MAB+vbty8SJE3VmCishISHRVpCUADpEF0WA169fa208eKsE0CcymYzJkyfj5OTE1q1btbrTYmhoyOjRo1m5ciUlJSWsXbuWmzdvtqlddUkVoH10pQS4fPky3bt3p3///s0qZqm7WyaXy9m7dy+DBg3CxcWlycfTBbW1tVy8eJFvv/2WqqoqVq5ciY+PT4MFgNraWi5fvsyaNWt4/PgxixcvZs6cOa2iAPDyJfzyl/C738HNm6K3uUMH8TMQ/dAzZsDZs5CYqODq1av88Y8b2bnTgn37vsDTs5vOCgDFxcVs2bIFuVxOWFhYkw0ST548iVwux8/PT20FgUrRFhkJLi6wYoUoiCxYAA8eCJXEL3/ZeAFAqVSSnJysFRWAUqlssAigVL6vxDM0VM+1/kNUAqgYNGgQM2bMYNeuXdyIkwV1AAAgAElEQVS7d69ZYw0dKpIBgoNh504Ri6lvHB0dWbVq1RsD4YyMDOlzVEJC4qNGUgLoCKVSSVlZmUZFgDt33pop1YW22wEqKip49epVq9g9lMlkeHt7Y2pqytatW5vVn1gXVlZWzJo1i0ePHnH8+HHS09OZOnVqs/tOWwpJFaBddKEEKCkp4d69e9jY2LSYMd/JkycxMTFh/PjxLXI8dVAoFGRkZJCYmIitra1au/hyuZxr166RlJSEra0t8+fP17gXXZfs2SN2tmfNEoZnf/d3Itnl++9h/nwhJ//hB9i2TYmx8VO+++5H/P0fYGc3n1u3OrJ1q5DJ64IHDx4QFxfH2LFjGTVqVJNbu1JTU8nKyiIsLEwjTwmlUvSAGxoK+T8Ik1sTE9EP7uOjnvP+vXv3MDAwoF+/fk2a/7uoWsvqM4YNCRFznDlTfH/gAISFNT6utbU1JSUlKJXKNuMzowkDBgxg3rx5xMTEMHHiRIaqY5TQAKrnV6nUXSqAJpiamjJ16lQGDx7M4cOHuXHjBv7+/tLnqISExEeJVATQEeXl5ZiYmGDU2PbHO0ya1HDvpKWlpVaLAE+ePMHOzk6t7OeWYvTo0ZiZmREVFcXChQu1XqDo3bs3y5cv58qVK2zZsgVXV1e8vLzaTIuAShWQnJzMpk2b8PHxwc3N7YO8INUlulACXLlyhX79+pGXl0efPn20OnZdpKenk5WVRXh4eKt4DyuVSh48eEB8fDzGxsbMmjWrUZWRQqHg+vXrnD9/no4dOxIUFNQsKbKuqKiA3/9eRLuCMAFMSBD+Dfv2iQhAuTyHM2dOc+mSG4GB/Vi6dCwVFTKWLdPNnFQ755cvX2bOnDlqpSvUx71790hKSiI0NFTt94WqDUAmEy7w1dXwn/8J//zP4vcuLrBlC5SWitSLxlCpALRxLmsoHhCEMsHbWyQWKJWoXaQxMTHB2NhYp/Gi+qZnz54sXbqUnTt38vr1az799NNmj9naPp569OjB8uXLuXjxIhs3bmTcuHGMGjWqVZxHJSQkJFoKqQigI0pLS+uMVfrii7pvr1QKV+WGMDc3p7KyEoVCoZUPK337AdSHq6srJiYm7Nixg7lz52p9joaGhnh4eODi4kJ8fDxr165l0qRJarmUtwZ+qgq4deuWpArQEG0rAWpqakhPT6d3794tUpTJzs4mISGBkJAQnRkcakJ+fj6nT5+mpKQEX19fnJycGnwOVGqB8+fPY21tzcyZM/XeltQQM2YIh/uaGtHz7uoq/g9QVvaC5OQE8vJykcsDeP26D0OHypDJQFdtx1VVVRw8eJCSkhIiIiLUjvCri6dPn3LgwAHmzZunkeGiSiywbJmIhVu/HkJDRU78F1+IRIQ5c9QrADx+/JjS0lKcnZ2b9iB+QkPJACAiOMeNE7v/mq7lVS0BH2oRAKBz586EhISwc+dOysrKmDhxYpv4bNQEQ0NDxo0bh7OzM0eOHHkTJ9iaFEgSEhISukQqe+qIkpKSOlsBtm4VLtLDh7//NWLE24iw+jAwMKBdu3aUl5drZY6twQ+gPlxcXAgMDGT37t1kZWXp5BhWVlbMnDmTWbNmcf78ebZv386zZ890cixd8K5XwKZNm7h69arU46gmVVVVWi0C3Lhxg+7du5OVlcWwYcO0Nm5dvHz5kr179zJr1iy9t7MUFRWxf/9+oqOjcXZ2ZuXKlQ1GciqVSjIzM1m3bh1Xr15l2rRpLF26tNWeh1S0by8W/6qEsZQUaNfuFXFxcWzevJmuXe0wNv6Cw4f78vvfy/Dy0t1cnj9/zvfff0+7du1YtmxZswoAFRUVb6TfmhRblcq3iQB+fiIn/sULSEwUsYBnz4o2ifqK3j/l/PnzjBkzRms7sQ35AYCIr9u1S3zujhwJv/oVHDyo3tgfsi/Au9jY2BASEkJOTg4HDhxALpfre0o6oWPHjixZsgR3d3d27NjBqVOnqFFV+CQkJCQ+YCQlgI6ozxTQ3V0UAepS2P3mN42Pq/IFsNQkQLwOamtryc/Pb5XSWxX9+/cnODiYPXv2MG3aNAYOHKiT47ybIhAVFcWwYcPaTIuApApoGtpUAiiVSlJSUnBwcMDQ0FCrZqA/paKigujoaMaPH6+V3ummUl5ezvnz57lx4wYjR45k2rRpDb5flEold+7c4ezZsxgbGzNlyhT69u3b5nYXa2shK6uAwkIZjx/vYuzY4XzyiR9eXqY4O8Pq1bo9/u3btzly5Ai+vr64ubk1ayxVEoCDg4NGhStVf/erV1BSAtOnC8n/uXMwcCD827+9bRVQh5ycHJ4/f67V4llxcXGDnjKhoeKroED4Pfzv/8LGjeJxNIa1tfVHUQQA4amwePFi9u7dy+7duwkKCmoTn4uaIpPJcHV1ZcCAAZw4cYLvvvuOadOm6fUcKyEhIaFrJCWAjqivCLBvH9R3raNOhK22fAEKCwvp0KGDTmLStIm9vT2LFi3i2LFjXL9+XWfHMTAwwMPDg5UrV1JWVsbatWvJzMxsMzvrkipAM7TpCZCVlYWBgQHZ2dnNXpg1hFwuZ8+ePQwYMIDhw4fr7DgNoVAouHTpEt9++y1yuZxVq1bh7e1d78JAqVTy448/snHjRs6fP4+vry9hYWH069evzRUAnjx5wp490ezevR87OwN69FjN3/zNOE6cMKW2Frp00d2xFQoFCQkJnDx5kgULFmjldZaQkIBCoWDSpEka3U/1Z/uf/xE76t9/L6ISo6NhyRK4d0/9AgDAuXPnGDt2rEZmhI3RmBIgPFwU4leuFIWdfftE5KM6fCxKABXGxsbMnTsXS0tLtm3bpjUlYmvEwsKC2bNn4+fnx+HDh4mLi9N6IpOEhIREa0FSAuiI0tLSOnvLmpjc9AZtxQTm5ubSvXv3Zo/TEnTr1o0lS5awY8cOqqqqGDlypM6OZWlpycyZM8nOzubYsWNvUgRaQ0RZY0iqAPXRZjtASkoKAwcO5Nq1a/Tv318rY/4UpVLJkSNHMDU1ZcKECTo5RmM8fvyYY8eOYW5uTmhoaIOtCCqTwLNnz1JTU4O3t3ejPgGtEaVSyaNHj0hKSuLly5eMHTuWTz5x5Te/MUSpFL3l/v66nUN5eTn79+9HLpcTERGhlV70GzducOvWLSIiIjSS4CsUb+Mrv/xSLP6LikQcYG4u7N8P69bBn/+s3ng5OTk8ffqUefPmNeFR1E9xcTE2Njb1/v7FC6FW+OQT8ZncqVPjEYYqbGxsyMvL09JM2waGhobMmDGDhIQEtmzZwqJFiz7ozxUHBwdWrVpFYmIi69atY+LEiQwZMqTNnb8kJCQkGkIqAuiI0tJSBgwYoNF9pk6F48cbvo22YgLz8vJapSlgfaiMirZt20ZlZSXjxo3T6QeyqkXgypUrREVFMXToULy8vFq9cgKkBAF10JYS4Pnz5+Tn5/PJJ5/g6uqqM3fp5ORkCgoKCAkJaXEH69evXxMfH8+DBw+YNGkSLi4uDb6WHj58SGJiIhUVFXh7e7cZw813USqVbxzzKyoqGDt2LIMHD8bQ0JCsLLEL/jd/o/t55Ofns2fPHgYOHMiECRO08rfPy8vj5MmTLFmyBHMNnQsNDKCyEv7wB4iIEJGAv/iFiLbduVNE7bm7qz/euXPnGDdunFZVAFC/Ma+KuDjx7+3bcPIkjB8vigI5OY2P/bEpAVTIZDImTJiApaUlW7duZeHChXTRpfxFz5iYmDB58uT34gSlorqEhMSHhFQE0BH1XYSkp9d9e6VS5Ew3hjaLAKNGjWr2OC3JJ598QkhIyBtFwIQJE3S6uDAwMGDUqFE/SxFobBHUGpBUAQ2jLU+A1NRUhg4dyrVr14iMjNTCzH7OrVu3uHLlCmFhYS3aj6tUKklPT+fMmTMMHjyYzz77rMHn7PHjxyQmJlJSUoKXlxeDBg1qc5FbSqWS27dvk5SUhFKpZOzYsTg7O7/3OPr2bZkCwI0bNzh58iRTp05l0KBBWhmzrKyMmJgY/P396dq1a5PGKCyE16/B11cY/wUGwnffidaAwED1x8nNzeXp06fMnTu3SfOoj5qaGmpqamjXrl29tzlyBJKS4Px5oWTw8RFpAerwsRYBVHh4eGBhYcFf//pX5s6d2+pNPZtL9+7diYiIkIrqEhISHxxSEUBH1JcO4O4OXl5i0f9TGosIBCFXLywsbNbcqqqqKC4ubpNVfCsrK5YtW8bOnTs5cuQI/v7+Ol9oWFpaEhgY+EYOffXqVfz8/NpEi4CkCqgbbSgBqqurycjIwMvLCzs7uwblx00lNzeXo0ePsmjRoma5wGtKfn4+R48eRSaTsXjxYmxtbRu8bUJCAi9evMDT05OhQ4e2ucW/QqEgMzOTpKQkTE1N8fb2ZsCAAXp5n8jlck6dOsX9+/dZunSp1s7TcrmcvXv3MmzYMI2j+FRmgAD29vDHP8JXXwlTPYDMTPiXf4FTp9QfU+UFYKSuDl9NVH48Df3tjh8XKQZffgmadsVZWlpSXl5ObW2t1ufeVhg8eDDm5ubExMQwY8YMHB0d9T0lnfJuUf3AgQPcunWLGTNm6OScLyEhIdFSfJyfYDpGLpdTWVlZZ+/mwIGwYQM4OPz8fuqo87XhCZCfn0+XLl20LsFsKVSOxTExMcTFxREYGNgij6VXr14sX768zbUISKqAn6MNJUBGRgb29vbcvHmTMWPGaGlmb3n16tWbi+yWyq6urKwkMTGRmzdv4uvry7Bhw+pdTBUVFZGYmMjDhw/x9PTEzc2tzZ1TamtruX79OsnJyVhbW+s9taC0tJR9+/ZhZmZGRESE1swrAY4fP067du3w9vbW+L4/fTrkcrF4/sUvoKZGFARyc9UfLy8vj8LCQoKDgzWeS2PUZ8r7LmvXNn18AwMDrKysKC0tpX379k0fqI3Tr18/FixYwO7du3n9+rVOTVFbC+8W1Tdu3Iivry+urq4ffVFdQkKibdK2tmvaCKWlpVhaWtb5wfCb37zNV/4pa9Y0PrY22gHy8vLajClgfZiamrJgwQKqq6uJiYlpsVxfVYvAypUrKS8vZ+3atWRkZLQJJ34pQeAtzVUCKJVK0tLS6NOnT5P8PxqjqqqK6OhoRo8e3SK7bEqlkhs3brB27Vpqa2tZtWpVvRe35eXlnDhxgk2bNtGhQwc+//xz3N3d21QBoKamhsuXL7NmzRru3LlDYGAgy5Yt02tqwZMnT9i0aRN9+/Zl3rx5Wi0ApKWlkZ2dzcyZMzV6fEVFMGsWPH/+/ueWoaEoBIAw1DM0VK+IreLcuXOMGTNGJzvp6hQBmsvH3hKgws7OjmXLlpGUlPSmheZDx9DQEE9PT5YsWcKVK1eIjo6mpKRE39OSkJCQ0BhJCaADGroImTOn/vup00+pjYjAvLw8HOqSIrQxjIyMCA4O5uDBg+zcuZP58+e32K68qkXgyZMnHDt2jCtXruDr64u9vX2LHL+p/FTWePfuXQIDAzU2CGvLKJXKZqcD5OXlUVlZSX5+PiNGjNCq/F2hULBv3z569uyJh4eH1satj2fPnnHs2DEqKyuZO3cuPXr0qPN2NTU1pKSkcOnSJQYNGsSqVauwtLTU+fy0SVVVFVeuXCElJYWePXsyd+5cvRdEVQWls2fPEhAQoPWCUnZ2NmfPniUkJETj17xKLt+p09siQHU1mJi8jQFU1RTUrS3k5eWRn59PUFCQRnNRF6kI0LJ07NiR0NBQdu7cSVlZGVOmTPkodsa7du1KeHg4Fy5cYMOGDUyYMKFB5ZSEhIREa0NSAuiAxi5C7tyBhAT46Vr+xInGxzY3N6eyshJFfXICNfgQlAAqDA0NmTlzJp06ddJLhnHPnj2JiIhg+PDhxMXFsWvXrmZ7NrQEKlVAp06d2LBhA9nZ2fqeUotRXV2NkZFRsxbuaWlpDB48mLt372pdBnvixAmUSiVTp07V6QVldXU18fHxREVF4eTkRERERJ0FAIVCQXp6OmvWrKGgoICwsDD8/PzaVAGgoqKCs2fP8s033/D06VOWLFnSKgoANTU1HDp0iLS0NMLCwrReAHj16hX79u0jMDCQjh07anTfx4/F17ffiu//+79FFOBvfgN790Jtbd3eNo1x/vx5nakAQCoC6AOVV09hYSGxsbHU1tbqe0otgqGhIV5eXixevJjU1FR27dolqQIkJCTaDFIRQAc0dBHyzTcQECCk/4MGwcGDb3/3T//U+NgGBgaYmZk1ebFbXl5OeXl5gxnfbQ2ZTIa/vz99+vQhKiqK0tLSFj2+gYEBQ4cOZfXq1fTp04ft27dz4MABitVxetQjhoaGTJo0iWnTprFv3z7OnTvXrOJSW6G5rQAVFRXcvn0bACcnJ62qKC5fvsyjR4+YM2eOzuT1SqWSO3fu8N1331FSUsKKFSsYNWrUz4oiqtutW7eOjIwM5s6dS1BQkMaLSX1SVlbG6dOnWbNmDSUlJYSGhjJr1qxWYYpaXFzM1q1bqa2tJSwsjA4dOmh1/JqaGmJiYvDw8KB///4a39/ODszN4fJlEamXnAxhYdC5M+zfDwUF6u/+q8jPzycvL4/hw4drPB91aejz180Nfvc7ePCgeceQigA/x8zMjEWLFiGXy4mOjqaqqkrfU2oxbG1tCQ8Pp3v37mzYsIEffvjho2iNkJCQaNtI7QA6oL5kAIBNm+DqVbC0hEePRHvAo0dCdqnuZ4aqJaApO3F5eXl069btg5OsqTKMzczM2Lp1K4sXL25x0yYjIyM8PDxwdXXl4sWLbNy4kSFDhuDp6dmq5fYODg4sX76c/fv38+jRI2bNmqXznTR90lxTwOvXr+Pg4MCNGze0Gm927949Lly4QGhoqFb7wd+lqKiI48ePU1RUREBAAH369Knzdk+ePOH06dNUVVUxadIk+vfv36bOGa9eveLixYvcuHGDwYMHExkZ2aqcvLOysti/fz9jxozBw8ND68+tUqnk8OHDdOzYkU8//bQJ9xdy/5AQWLcOqqqE+Z+vr/gKCxMO+xERmo177tw5Pv30U5266tcXzwvC46C4GMaPB1tbmD8f5s7VPCHA2tqau3fvamG2HxZGRkYEBQVx9OhR/vrXv7Jw4cI6DZI/RAwNDfH29sbJyelNgsD06dM/6M9SCQmJto2kBNABZWVl9Z745XJRAACRq3z2rLiY+uUvNS8CNIUPqRWgLsaOHcvo0aPZunUrT58+1cscTE1NGT9+PKtWrUKhUPDtt99y7tw5qqur9TIfdbCysmLx4sXY29uzceNG7t+/r+8p6YzmKAFU/dudO3fGyspKa679hYWFHDhwgODgYJ0Ur2prazl//jybNm2iV69erFixos4CwPPnz4mJiWHfvn24ubkRGRmJg4NDmykAvHz5kkOHDrFhwwYMDQ1ZtWoVfn5+raYAoFQquXDhAnFxccyePZvRo0fr5Lm9dOkSz58/Z8aMGRqPX1z8dod/8mQYPRpevYLf/hZSUsTP09NBU3FBQUEBubm5OlUBQMNKgPbt4X//V7Q5/OlPcO+eUAeMHw8bN6p/DG1483yoGBgYMG3aNBwcHNi8eTMvXrzQ95RaFFtbWyIiIujWrRvr16/n+vXrkipAQkKiVSIpAXRASUlJvTsRtrbwww8wbJj43tISjhyB0FDIyFBvfAsLiybHBObl5TF48OAm3bet4O7ujqmpKdu2bWPBggV6K3pYWlri5+eHh4cHiYmJrFmzhnHjxjF8+PBW6aRuYGCAt7c3vXv3Ji4ujkGDBuHj49Mq59ocmqMEePToEQYGBjx69IiRI0dqZT6lpaXs2rWLqVOn0lMTi3U1efDgAceOHaNLly4sX768zmjI0tJSzp49y507d/j000+ZPXt2m8pAf/bsGUlJSdy/fx93d3dWr17d6tQ35eXlHDx4kNevXxMeHq6zwsT9+/e5dOkS4eHhGBsba3RfhQJcXMRO/z/9E1hbi93y3r3h4kX4h3+Arl1h3DixcNYElQpA0zlpglKpbFCJ9y7jxomvNWvg9GmIiYHly9U7jlQEaBiZTMb48eOxtrZm69atBAcH06tXL31Pq8UwNDRk/Pjxb1QBt2/fxt/fX1IFSEhItCrazlVeG6KhnYht20Sk0rsYGYmfR0aqN35zYgJzc3OZPHlyk+7blhgyZAimpqbs3LmToKAgevfurbe5dOjQgdmzZ5Ofn09CQgIpKSmMHz+eQYMG6W2H9elTqK8tunfv3ixfvpyDBw+ydetW5syZU+fCsa3SnGSAtLQ0nJycSE9Px9nZudlzqampYffu3bi5uTFo0KBmj/cuJSUlnDp1itzcXKZOnVqn6VxlZSUXL14kLS0NV1dXVq9eTbt27bQ6D12hVCp59OgRqampPHnyhFGjRuHn56ezVorm8OTJE2JjY3F2diY4OFhnhbWXL19y4MABgoKCmlRkePEC+vaFqCihUPvtb2HKFFG09vWFf/s3yM/XXD5fWFhITk4Os2bN0nhOmlBVVYWhoSEmJiZ1/r4u30VDQ/EYp0xR/zgWFhaUl5ejUCi0mgzyoTF8+HBsbGyIiYlhypQpH/wGxE/p1q0bERERnD9/ng0bNjBp0iQGDx7cZpRVEhISHzZSEUAHNFQEqCd9C4AxY9Qbv6m7ECUlJcjl8g9qQdcQjo6OzJkzh7179+okektTunXrxqJFi3j48CHx8fFcvHgRX1/fFs8mv3cPvvhCvBb/8Aeoy+fNwsKC+fPnk5KSwqZNm/D399fKorc10FQlQGlpKVlZWZiZmWlFzaFUKomLi6NTp06MGzeuWWO9i0Kh4PLlyyQlJTFixAgCAgJ+tvtaW1tLWloaFy5cwMHBodX1zDdEdXU1N27cIDU1FRDKn5kzZ9a78NMnSqWSS5cucfHiRaZPn46jo6POjlVVVcXu3bvx9vZuclRp587wH/8B5eXw+rXwqrG3h8JCuH5d3MbOTvNxW0IFAA378QDs3q2d4xgaGmJqakpFRcVH0/PeVPr378+SJUuIjo6muLiYsWPHflSLYCMjI3x8fH6mCmhL6SoSEhIfJlIJW8tUVVWhVCp1mldvaWnZpHaAvLw87OzsPqoP4D59+jB//nwOHTpEZmamvqcDiDmFh4czbtw4Tpw4wbZt28jNzW2x49vaCgmsrS1Mnw5ZWXXfTiaTMXr0aBYsWEB8fDxHjx79IKKfmuoJcO3aNRwdHbl165ZW+poTEhJ4/fo106dP19p78vHjx288HcLCwvDx8Xlv4aVUKsnIyGDt2rVkZWWxePFiAgIC3hQAWnM4xMuXLzl58iR/+ctfePDgAVOnTmXlypW4u7u3ygJARUUFu3fv5tatW4SHh+u0AKAqKPXq1YsRI0Y0YxyhEPr6a5g2TXjWpKWJONtz55o2ZmFhIU+ePGnWvNSlKfGAS5Y07VhSS4D6dO3alfDwcG7dusWhQ4eQy+X6nlKL0717d5YvX06nTp1Yv349GRkZkleAhISEXpGUAFqmoqICc3NznS60m+oJkJub+0GbAtZHjx49WLJkCTt27KCqqkrnxlTqIJPJcHZ2xsnJiWvXrhETE0OPHj3w8fHReXyjlZX4+u1vRVLFnTtCAiyXC2nsT7Gzs2P58uUcOXKE77//njlz5rTpiMmmKAEUCgVXr15l0KBB9OvXr17PD3W5du3am8WhNnrvX79+TXx8PA8ePGDy5Mk4Ozv/7ByUlZVFfHw8MpmMgIAAevfu/caMVKEQZnAqZbNSqXn8my5QKpXcv3+fK1eukJubi6ura72+Bq2JnJwc9u3bx8CBA3Uq/1dx9uxZKioqCAoK0vi+qr+16v3v4iI8as6fh9RUkWDj5we/+IXwBdC0W+T8+fOMHj1a5yoAaLwIMGPG+98rlZCYKMwQAQ4dUv9YqiJA165dmzDTjw8rKytCQkLYt28fO3fuJDg4uFW27ugSIyMjfH19cXJy4uDBg29UAZKaREJCQh9IRQAt05x+Y3Vp6g5Efn4+7u7uOphR66dLly4sW7aM7du3U1VV1aTYLF1gYGDA8OHDGTJkCJcvX2br1q04OTnh5eXV7IVmXVRXg2rTNCkJamtBZRJ/6ZK4IF68WBiBvYuZmRmzZ88mPT2drVu3MnHiRIap3C3bGFVVVRpLMe/du4elpSV3795l+vTpzTr+w4cPSUhIYNmyZc02r1MqlaSnp3PmzBmGDBnCZ5999rPzj8qLoqioCB8fn/cKBE+eQK9ebxf/GRmwZQssWwZDhzZras2isrKSH374gStXrmBiYsLIkSMJCgpqkYVkc3hX/j9t2jScnJx0fszbt29z/fp1wsPDm1RsKC0VBoCGhuJ8YGQEQ4YIJUBFBTx8CObmMHUqaPrR9vTpU7KzswkICNB4Xk2hsSJATg44O0N4uCh8KJVC6fCrX2l+LEkJoDkmJibMmzePEydOsGXLFhYsWNDqC3q6QFVYP3v2LOvWrWuxc4WEhITEu0hFAC3TWosASqXyTTvAx0qHDh0ICQlh+/btvH79mgkTJrSa1ghjY2PGjh3L8OHDuXDhAuvXr8fNzY0xY8Zo1aittlbI/6Oi4OBB0fPbvbv4ec+ecOuWiP66fRscHN6/r0wmY/jw4fTo0YN9+/bx8OFD/P39W6UUuyGa8h5NS0vD3t6erKysZrlcP3/+nNjYWGbPnt1sNUVBQQFHjhzBwMCAxYsXY2tr+97vi4uLOXPmDA8fPsTT0xM3N7f3FombNsG//7tYGMnlwvk9KUnkpvft26ypNZlnz56RmppKZmYm/fr1IyAggJ49e7aa92lDVFRUcODAgTfu/y2xuHn27BlHjhxh4cKFTe4xnjxZvPf/7/9AlXg5aBDs2yf+b24OlZXQlE1blQqgpc4RpaWldKzL5OT/k5YmHud//if88Y/C8LBdO/Dy0vxYzTHo/ZgxMDBg6tSpXL58mS1btjBv3ryPUqFoZGTEhAkTGDBgAHFxcdy7d4/Jkye3uc9TCQmJtovkCaBlWqIIYIg5DCwAACAASURBVG5uTmVlJQoNGniLioowNjb+6M1orK2tCQkJ4cmTJ8TFxbW63sR27doxceJEVqxYQXl5Od9++y3JycnU1NQ0a9z79+Hv/17sgP3612K3LzoaVqwAGxvxvb099OsHq1cLv4D66Nq1KxERERgYGLBx40YKCgqaNbeWRlNPgKKiInJzc3n+/Dnu7u5NXpCWl5cTHR2Nr68vfVTyiyYgl8s5d+4c27dvx83NjZCQkPcKAOXl5Zw4cYKNGzfSoUMHVq9ejbu7+5sCgOq0EREh/j13TuwCKxTwu9/BV1+JHdLS0iZPUSMUCgV37txh27ZtbNu2DXNzc1atWsWcOXPo1atXmygA5OTksGHDhjeFxpYoAFRXV7Nnzx4mTJjQ5EXUn/4k/vaOjsIdf9Omt78bMQJUnVNNKQA8ffqUR48etaj6rDElgIGBeH1v3SoKAatXiwJoU2iqN4+EKCh7eHjg5+fHzp07uXPnjr6npDd69erFihUrkMvlbNiwoUX9gSQkJD5uJCWAlmmJIoCBgQFmZmaUl5ervajPy8v7KKvtdWFubs7ixYuJjY0lOjqa4OBgnf/NNMXa2poZM2bw7Nkzzpw5Q2pqKl5eXgwbNkzjSCqFQlz0/vGP8C//Ity/36WmBoyNRb/vxYvCFOzd6+jMTCEXfncD3MTEhICAADIyMti+fTteXl7NWiC3JJp6Aly9ehVHR0fu3r3LnDlzmnTM2tpaYmJicHZ2xtXVtUljgFhYHThwAAsLCyIjI99rGampqSElJYVLly7h4uLCqlWr3pwfFIq3kn8DA7Hwv3FD7Pj/93+LndAuXWDlShEFd/u2+N2KFTBqVJOn2yDl5eWkp6eTlpaGlZUVI0eOxNnZWef989pEqVSSkpJCcnJyi0p6lUolhw8fpmfPns16PfXrB//4j+DvL9Jp/vAHOHZM7Jb36gXbt4u2gA4dNB/7/PnzeHh4tOjOprrGgD16wN69cPSoOLc1BUtLSwoLC5t2ZwkAnJycsLKyYvfu3RQXF+Ph4aHvKekFU1NTAgMDuXnzJrt27WLkyJGMHTtWip+UkJDQKVIRQMu0RBEA3rYEqFsE+FhNAevD2NiY4OBgjh07RlRUVLPktLqkc+fOzJ07l5ycHOLj47l06RKenp64uLiofYFgYCB2vby94b/+C+bPFwt91eaxqs36669FWsDAgeL7oiLYuRPi4+HxY7FI+Mtf3jcPHDx4MN27dyc2NpaHDx8yY8aMVp8zr4kSoLa2lh9++IEBAwYwdOjQJi1oFAoFcXFxWFlZ4evrq/H9VWOoes19fHxwc3N7U3BRKpXcvHmT+Ph4unfvTlhY2BtJtGrxr3qpFBeLLPjISFEQCg2Fzz+Hy5eFUmTGDLEwvHNHKEVevWrSdBskPz+f1NRU7ty5g6OjI8HBwW3y3FRRUcHBgwcpKytrMfm/itTUVJ4/f05oaGizxgkMFD4hIJQAo0aJYmFQkPAOsbBomnv+s2fP3pwPWhJN0wH8/cVXU2iqQa/E+9jZ2REWFkZ0dDRFRUVMnjz5o138uri40LNnTw4cOMD9+/eZOXMm7du31/e0JCQkPlA+zjOtDmmpIoCm/YiSEuDnGBgY4O/vz8CBA9m8eTMvXrzQ95TqpUePHixdupTJkyeTlpbGt99+S1pamkaRfRMnwpkz4kJflfmtkoZHRQlZ7OzZb40Dq6rE7SMjIT0dnj4VO4M/pWPHjoSGhmJtbc2GDRt48uRJ8x6sjtFECXD79m06derE3bt3myRrViqVnDx5kvLycgIDA5uklHjx4gVbt27l/v37REREMHz48Dfj5OXlsXXrVpKTk5k5cybBwcHv9USrrqUfPYKFC4Xp36lTYpG3aJEwAPzXfxUSaRCGkAUFEBMjbte/v8bTrRO5XE5mZiZbtmxh9+7db9oUAgMD2+R5SSX/b9++fYvJ/989dlJSEsHBwVoxSny3rvXJJ/D738Nnn4n3/Pr1TRszMTGxRb0AQLzXysrKNI4IbCqSMaD2+OSTTwgNDeXZs2fExMRQrapMfYRYW1uzePFinJyc+P7777l+/boUJSghIaETJCWAlmlK/FhT0KQfUaFQUFBQ0CYvtnWNTCbD09MTS0tLoqKimDt3Lj169ND3tOpEJpPRv39/+vfvT3Z2NhcuXHgjuR0+fLjar7tf/EL0fFdWwsaNot/30CHx8y5dxG2USnj5UhQCqqrEzwoKxM9Uv393PWtkZMTUqVPp06cPMTExeHh4MGbMmFbZHqCJEuDq1at07twZExMTOjRBE33x4kUePXpESEiIxlGASqWSy5cvk5SU9LN2i9LSUs6cOcP9+/cZP378mzaRumIe/+3fhOu/l5cwgty9WxR9fvtb8XecO1coRX74ATp2FK+Dvn1FAai5a9uysjLS0tK4evUqnTp1YvTo0Tg6OrbZnT59yf9VvH79mr179zJ9+nSd7BCq3q7HjonXzU9TQtQhLy+PnJwcZs6cqdW5NUZlZSUmJiYt1k4iFQG0i5mZGQsXLuTIkSNERUUxf/78FivotDZkMhmffvopffv2Zf/+/dy7dw9/f/9Wr7KTkJBoW0hFAC1TVVXVIvItTZQAz58/x9LSUvoAaQA3NzcsLS3ZtWsXAQEBDBgwQN9TahB7e3vs7e3Jz88nOTmZ5ORk3N3dGTlypFqxczKZWPwPGybMAgsLhTu8mZnwCPj6a7h7F1xdhRx43DjRO6syk6tvbe/k5ES3bt2IjY3l0aNHzJw5s1VlICuVSrULdU+fPuX58+dUVVU1ScZ/48YNrly5QmhoqMZ52EVFRRw8eBCFQkFYWNibAkRtbS2XLl3i0qVLuLq6snr16vcei2r9c/asMHscOxYmTBBJECpZ97x58Dd/A3FxMHOmUHjY2ood4D17hAqgORvMSqWSnJwcUlNTuX//Pi4uLixatKjN56mr5P+lpaWEhYW1uExXoVCwf/9+Bg8ejKOjo06PtXJl0xzzARISEhg3blyLxzmWl5c3O3JTE1QGvXK5vE35WLRmDA0NmTFjBklJSWzevJn58+e3+fNGc7C1tSUiIoL4+HjWr19PYGBgs0xlJSQkJN5FKgJomerq6hZRArRr146Kigq1biv5AajHgAEDmD9/PjExMYwfPx43Nzd9T6lRunXrxpw5c3jx4gXJycmsWbOGYcOGMXr06PdM4+rD0xN+/FG4hP/yl3DgAGRni53j5cvF4v/LL4VcfO1aYRj4rslcXdjY2LBs2TISExPZsGHDG5f31kBNTQ2GhoZqXbSnpaXRv39/njx5Qr9+/TQ6zoMHDzh16hRLlixR6++gQqlUcvXqVRITExkzZgweHh4YGBigVCq5ffs2p0+fxtbWlvDw8J8pE5RK4d2wZIko0tjaCk+HtWtF7vvTp2+j3v7nf0QE3DffiMLBli2gerk3de1WW1tLZmYmqampVFZW4u7ujp+f3wdRfMzJySE2NhZHR0eCgoL0sug7d+4cCoUCHx8fnR+rqQWAhw8fUlRUpJdzZ0sXAQwMDGjXrh3l5eUf7Y61LlCp89q3b8+2bduYNWuWxuffDwljY2OmTp2Kg4MDcXFxDBo0CB8fH42VZRISEhI/RTqLaJmW8gQwMTFRux1A8gNQnx49erBs2TJ27txJaWkpnp6erVLS/lM6duzIjBkz8Pb25uLFi6xbt46BAwcyduxYtWTsv/qV6AM2MxOLyWfPRFY4CGPAV69ElCC8LQA8fSrMA9/dlFS1CRgYGODr60uvXr2IiYnB19e3VRRV1H1/VldXk5GRgb29vcapB/n5+ezfv5/g4GC6qPor1ODVq1ccPnyYiooKli1bRufOnQEoKCjgxIkTVFZWMmPGDPr06YMq2bK2Vuz4nz4tPB/S04WB4+9/D3l58Hd/J4oAX34p5N2TJ4soyAULhCnc6dMwder7feGa8urVK9LS0khPT6d79+54e3vj4ODQJt43jfFuS8b06dNbXP6v4t69e1y7do3ly5e32lYKpVJJQkIC3t7eeimStHQRAN62BEhFAO0zePBgrK2t2bt37xsz1I+Z/v37s2LFCg4fPszmzZuZNWvWm88ICQkJiabQOq8m2jAtVQQwNjZWOzs+Ly8POzs7Hc/ow0FldHfnzh2OHj2KQuWe1wawtrZmypQpfP7551hZWbF582ZiY2MpKCho9L5mZmKX38IC2rcXKQK7dsGf/ywWjCrhiWoBeuuWkA1XV781GPzpus/BwYGQkBAuXrzIsWPHkKvurCfUfX9mZmbSvXt3srOzGTZsmNrjFxUVsWvXLqZNm4a9vb1a91Eqlfzwww9s3LiRXr16ERYWRufOnSkrK+PQoUPs2LGDQYMGsXz5cnr3FlJQ1RpL9e8vfgGXLom/SXa2+JmtrXD+P3BA5L3LZOL/qj+BuTkEBDStAFBbW8vNmzeJjo5m/fr1VFdXExoaysKFCxkwYMAHUQCoqKggJiaGjIwMwsPD9VYAKC4u5uDBg8yZM6dVJpiouHv3LrW1tQwePFgvx9dnEUBCN9jb2xMSEsKFCxdISEj46A3yzM3NCQ4Oxt3dnaioKC5fvvzRPycSEhJNRyoCaJmWVAKoUwSQy+U8e/YMW1UenIRaWFpasmzZMoqKitizZ4/aBZfWgrm5OePHj+eLL77A1taWnTt3Eh0dzePHjxu8n4GBMIPbtQvmzBHRcb/8JYSEgErVrVp4rlkjCgUmJmKx+V//JX6uuiZR/dupUyfCw8MpLi5mx44dlJeX6+ARq0d1dXWjjuVKpZK0tDQsLCxwcXFRu5+/vLycnTt3MnbsWAaqchYbobS0lN27d5OSksLixYvx9PREoVCQnJzMd999h6mpKatXr2bEiBEYGBi8KbLU1ICvr0huAFixQng4LF4MKSlCoWFgIBb8KiVtZKQw/GvqJq1SqeTx48ccPnyYP//5z1y9ehUXFxe++uorpk6d+l4qQVsnNzeXjRs3vnEt11dMV21tLXv37mXMmDGtpqWmLhQKBWfOnMHHx0dvBaDy8vIWbz2RigC6p2PHjoSFhZGdnU1sbGyb+yzWNjKZDDc3N0JDQ8nIyCA6OprS0lJ9T0tCQqINIhUBtExLKgHUidEpLCykffv2LRrV9KFgamrKggULMDExYdu2bXpdvDYVU1NTxowZw5dffsmAAQOIi4t7EzfX2A5CeDj85S9ioa9SIKvukpkpkgR8fMQC9OhRoSQAePhQ/KtaCyiVwvl53rx52NnZsWnTJgoLC3XwaBunpqamUcOyvLw8ysvLefTokdqxgDU1NezatYuBAwcycuTIRm+vVCrJyMhgw4YNdO3alYiICLp27cqdO3f47rvvyM7OJjQ0lMmTJ79XhEhPh++/F337PXuKloy//lWkNiiV0KuX8HFYuVJE/P3Xf711+J82DaZPV+vhvEdRURHnzp1jzZo1HD58mPbt2xMZGcmSJUsYOnToB3VuUbn/R0dHM2nSJKZMmaJX07cTJ05gY2ODh4eH3uagDhkZGZiZmeHg4KC3OehDCWBhYaF2W55E07GwsGDJkiXIZDKioqIoKSnR95T0TseOHQkJCaF79+5s2LCBO3fu6HtKEhISbQzJE0DLtLZ2AMkUsHkYGhoyc+ZM4uPj2bp1KwsXLmzRTHBtYWRkxIgRI3BzcyMzM5PTp0+TkJDwZtda3T5j1cK+pETEyf3rvwqzwH/5FxgwQMTM+fuLiLGhQ9/eR0TXGTBhwgS6du3Ktm3b8Pf3x9nZWUePuG7UKQKkpaXRs2dPSktL1XKmVigU7Nu3j44dO6pl2vb69WuOHTvG06dPmT9/PnZ2dhQWFnLy5ElKS0uxtw/EzOztrq8q9k+pFG0Xv/+96OPv0UP091tYwP79wgsgJES0bxw+DOvWiYW/Si2gCVVVVdy8eZMbN27w7NkzXFxcmD17Nt27d/8gpP51UVFRwaFDhygpKSE8PFxvu/8qrl+/zqNHj4iIiGjVz7lcLufs2bMEBgbqdZ7l5eUtrkaxtLTk1atXLXrMjxUjIyNmzZrFhQsX+P7775k7d+5H3+ZoaGjI+PHj6d+//5sowcmTJ39QhVkJCQndISkBtExraweQTAGbj0wmY+LEiYwYMYItW7ao1V/fWjEwMGDIkCGsWLECb29vLl26xHfffce1a9c06tc/e1a0A3TrJnabs7PhxAmxGP3Tn8DZWagDfvc74SXw7mbq4MGDWbhwIadOnSIxMbFFexpramoavECqqKjgzp07FBUVqb2jf/ToUeRyOdOnT290EXT79m3Wr1/PJ598QmRkJO3bt+fo0aNERW3D3t6ZH39cyT//cy/i44UPw8uXb587pRJGjBCpDd99J4oAWVng5weWlhAdDffvQ4cOsHSpiADUpACgUCi4f/8+sbGxfP3119y7dw8PDw9++ctf4ufnh52dXatejDYHlfzfxsZGr/J/FYWFhZw6dYqgoKAW+TxpDlevXqVTp05qe2DoCn0pAaR2gJZDJpMxbtw4/Pz8iI6O5saNG/qeUqugZ8+erFixArlczoYNG8jNzdX3lCQkJNoAkhJAiygUikYXGdpC3XaA/Px8RowYofP5fAyMGjUKS0tLtm/fzpw5c9p0Xq9MJsPR0ZEBAwbw6NEjLly4wNmzZxk9ejRubm6NvoZNTWHVKlEAOH0aNm6EKVNg4ULw9hZfbm7CNNDbW0TRjRr19v7dunUnPDycvXv3EhMTw8yZM1tksdOYEiAjI4Pu3bvz/PlztYzgzp07R35+PkuXLm1QNl5RUcHx48fJzc0lKCgIOzs7rly5QlJSEh07juSLL1ZTXNyOBw+EwZ+VlXD0//Wv4Te/gc6d37ZifPUV/O//CtXFq1fCq+GLL+DIEZEWoCmFhYVcv36djIwMrK2tGTp0KFOnTm3xBZU+eNf9f9q0aWp7OeiSqqoq9uzZw+TJk1t9Rnp1dTVJSUksWLBA31OhvLwcCwuLFj2mubm52lG9EtrDycmJ9u3bs3v3bgoLC/H19W21qRkthampKYGBgdy8eZNdu3YxatQoxo4d+8EWbiUkJJqPVATQIirTsZY46arTDiCXy3nx4oVGMWUSDePi4oKFhQX79u1jypQpDFLl6LVRZDIZffr0oU+fPuTm5pKcnMyFCxcYOXIk7u7u9Rpt/epX4t/aWtGTXloKixaJmLo//1n4A6xZ8/a2WVmiCPD8OXTqJFoEzM0tWbJkCceOHWPz5s3MmzdPrTjD5lBTU9NgvvK1a9ewtLRk+PDhjV5Upqenc+PGDUJDQxssYNy7d4/Dhw8zcOBAIiMjyc7OZt26dTx92p/09C9ISzPFywtevIDu3YWqYtAg0b+/dClMmgQzZghFgEIhCjCRkfCf/ynaLp4/h6AgmDtX/eehrKyMzMxMrl+/Tnl5OUOGDGHJkiUfVeRUWVkZBw4coLKyslXI/0EUJQ4ePEifPn0YMmSIvqfTKJcvX8be3p5u3brpeyp6UQK0a9dOKgLoCZWXyt69e9m9ezezZ89u9aqZlsDFxYWePXsSGxvLo0ePmDlzZqtOFZGQkNAfUhFAi7RUKwCIdoDGlAAvXrzAxsam0R5oCc3o3bs3ixcvfuPKO3r0aH1PSSvY2dkRHBzMs2fPSE5OZs2aNbi6uuLu7l6vD4KREfzt34rd/okTxc7/mjVCmq6iXTuxsK2sFBL3L78UefXW1gCGTJs2jbS0NLZs2cKsWbPo27evzh5jQ0qd/Px8Xr9+TXFxMYGBgQ2O8+OPP5KYmMiyZcvqvcCqqqrixIkT712I7d27l1u3ICVlGXK5BaNHy+jcWSQs9OwpDP+++UYs6mNjwdVVmDAGBAglgKou0akTfP01TJggVALqUFtby927d7lx4wbZ2dk4OTkxceJEevfu/dHtov34448cPnwYNzc3PD099Wr+9y4pKSm8evWKWbNm6XsqjVJRUUFKSgqhoaH6ngqgnyKAmZkZlZWVLXpMibeYm5uzaNEiTpw4wffff8/8+fN1XkhuC1hbW7N06VLOnj3Lxo0bCQwM1OnnqoSERNtEKgJokZYsAqijBCgoKGj1ctK2SteuXQkNDWXHjh2UlpYyceLED0Z217lzZwIDAykuLuby5cts3LiRnj174u7uTr9+/X72OIcOfWsCWFsrFqaq640HD4RMfd8+2LFDKAaSk4Vp3X/8B4wdK9QIw4a507lzZ2JjYxkzZgyjRo3SyfNZXV1db1EsPT2dLl26YGFh0aCsOCcnh4MHD7JgwYJ6jciysrI4dOgQ/fr1Y+nSpVy6dIkzZ/KYNcsZR8eRDB1qSHCwuK2Dg4j0GzJEFEhOnoT160VEo7MzhIbCP//zW1PGd/H3b/jxKpVKcnJyuH79Ordu3cLW1pahQ4cye/bsj9I8qqamhlOnTnH//n2CgoJaVexednY2ycnJhIeHN6hWaS0kJyfj6OjYKqIhFQoF1dXVasd5agtJCaB/DA0N8ff358qVKy1SSG4rGBgY4OPjQ+/evYmLi8PNzQ0vL6+PruArISFRP63/SqMNoY8igFKprHexVFhYKBUBdIjKRGzXrl3ExcUREBDQanYUtcEnn3zC5MmTGT9+PJmZmSQkJHD8+HFGjBjBsGHD6mwVMDcHOzvhDzBunIiwmz8fbGxg+3b4938XagCA8+chIUFk3k+ZIhQWhw59AWwnP7+A6dOnaX0xVJ8nQE1NDZmZmZiamuLt7V3v/V+8eEFMTAwBAQF1OlNXV1dz+vRpfvzxR/z9/SkuLuYf/uEE585Nws7Oms8+M6J3b2Hwp1SKhb2Hh/BVGDJEJCwMGACffy7Gy80V3goVFaLFQt26SHFxMdevX+fGjRvIZDKGDh1KZGQkNjY26g3wAVJQUEBsbCy2trZERka2+IKxIcrKyoiNjSUgIKBNpI+UlpaSnp7OihUr9D0VQKgAzMzMWrwQa2ZmRlVVVYOfwxItg7u7O506dSI2NhZPT0/c3d2lvwnQt29fIiMj2b9/P9u2bWPWrFlYCxmehITER45UBNAiLVkEMDQ0RCaTIZfL610oPX36VDIF1DHt2rVj8eLF7N+/n+joaIKDgz+4vkQTExPc3NxwdXUlJyeHK1eucP78eQYOHIi7u/vP+oF/8xuxQx0fL8wDnZzEotbHR6gEAO7dg7//exg2DC5fFv3wFy9CZaUxn3++iAMHDhIVFcXcuXOxsrLS2mOpqampUzJ8+/Zt2rdvj0wmqzd2qqysjB07duDj48OAAQN+9vvs7GwOHjxIr169mDJlCvHx8VhaWlJQEMzf/Z0ZISFvb6tQCGl/VRX06iUc/d/OURQINm0SfgvBwaKlojGqqqq4desW169ffxPrN2vWrA861k8dlEolKSkpXLhwgcmTJ7e6XnuFQkFsbCyurq44ODjoezpqcf78eYYOHdpqFhP6aAUAsdtqYmJCZWVlvf4pEi1Hnz59CAsLe2MY6Ofn90EV5puKpaUlixYt4sKFC2zatImAgAD69++v72lJSEjoGakIoEVasggAb2MC6ysCSO0ALYOxsTFBQUEcP36cqKgoFixYoNWFa2tBJpPRs2dPevbsyevXr0lPT2f37t1YW1vj7u6Os7Pzm9eiu7v4ApFZf/ky7NwpouwAFiwQZne//jXI5ULyHhcHN2+K13VQ0BySkpLYsOF75s0LokePHlp5DPUpAa5du4ZCocDDw6POBXNVVRXR0dEMGzYMV1fX935XW1tLQkICmZmZeHt7c//+fU6fPs2kSZN4+dKR9u1lhISIhf2VKzBy5NveflNTKCwUxQAQxQFjY0hPh0OH4A9/EMWT+lAoFGRlZXHjxg1+/PFH+vTpw6hRoxgwYIB08YvYsT548CBVVVWtxvzvp5w5cwYDAwO8vLz0PRW1KCoq4ubNm6xevVrfU3mDvooA8NYXQCoCtA7at29PaGgocXFxbNu2jeDg4BZPjWiNGBgY4Onpib29Pfv372fw4MGMHz9e+pyQkPiIkYoAWqSliwCqmMC6Lj5ev35NTU3NRy3/bUkMDAzw8/MjKSmJLVu2sHDhQjp16qTvaekMCwsLxo0bx5gxY/jxxx+5cuUKp06dwtXVlREjRrz3upsyBWxtQZWomJgo5O2//rXwEDAygqQk8X3PnpCWBs+eyZg61ZOuXbuya9cuJk6cyLBhw5o977qKAC9fvqSgoAAjI6M60x7kcjl79+6lW7dueHp6vve758+fExsbi42NDa6uriQkJDBq1Chmz56NkZERubmi7eHQIfjTn8Si39lZPCdTpogx5swRJn/wtjjg5ia8AepCoVCQk5PD7du3uXnzJlZWVgwdOpQpU6Z8FLF+6nL37l0OHz7MiBEj8PT0bJW9sHfv3iUjI4PIyMhWOb+6SExMZOTIka3qtabPIoDKF6A1Fpg+VkxNTZk7dy6JiYls2rSJefPmYWtrq+9ptQrs7e1Zvnw5Bw4cICoqitmzZ7eJFiQJCQntIxUBtIi+lAB18fTpU7p27fpRy4BbGplMhqenJ1ZWVkRFRTFv3jyt7WC3VgwMDHBycsLJyYnnz5+TlpbGhg0b6NWrF+7u7vTt2xdjY9kbVQBA167w6afi/0ZGcPCg2An/278V8vf0dPjhBxE1uHGjI0uXLiUmJobCwkImTpzYrMVSXekA165dw9ra+j0lgwqlUsmhQ4cwMjLC39//zftJqVRy/fp1Tp8+zeDBg7l//z4KhYKIiIj3FgN2duDnB//937B5M/TuLR7jhg0iTcHQEPLzRUuAKj6xLmpra3n48CF37tzh7t27WFpa4ujoyOLFiz+qWD91qKmp4eTJkzx48IDg4OBWZf73LiUlJRw+fJi5c+e2qgV1QxQWFpKVlYV/Y46ULUxrKAJItC5kMhk+Pj506dKF7du3M23aNAYOHKjvabUKLCwsWLBgARcvXuT7779n2rRpODk56XtaEhISLYxUBNAi+lIC1IXUCqA/XF1dsbS0ZNeuXQQEpolREgAAIABJREFUBNTZP/4h0qlTJ6ZMmYKPjw8ZGRmcPn2ampoa3N3dGTZs2P9j787jqr6vxP+/LqugLAoisrkrLhEVFUVEFDdQRAggqERlE03TSTsz7bedTJs0nTYznab5TZpEZdMo7goKbhhccME9LomigoIIgrIKsnPv749bqEZUkAufe+H9fDx8PBK4y7nK5X7e533OeTcPYjM3Vy70/+VflLviH32kPFYQ4P59yM+Hkyfh73+Hy5fBx8eCsLAwdu/eTXx8PH5+fm0uvT106BA3b96kpqaG/Px8Tp8+jZWVFWPHjuXKlSs0Nja2OD8jNTWVkpIS3nvvvebkQ21tLcnJyTx69AgrKysyMjKYP38+I0aMaDHpNnMmbNgAFhbK4X5TpsC5c8rXaWurPCFhxoyXEwC1tbXcvXuXjIwMMjMzsbCwwN7enpCQEHEM1is0Df/r37+/2g3/e17THAAnJydsbW2lDqfVjh07xrRp09Ru7onUSQBxTKD6GjNmDH369GHHjh08fvwYV1dXsTmCMkkybdo07Ozs2LNnD9nZ2cyePVsjTiYRBEE1xLtdhWprazt1UNLrjgl8/Phxl9+FVmfDhg1j6dKlbN++HTc3NxwdHaUOqdPo6enh6OjIhAkTyM3N5eLFi5w8eZJRo0YxadIkLC0tuXQJDh6Ev/wFhg6FwEDlfUND4U9/Uh4j+LOfwbNnyt1yAwMDli1bxtGjR5vLOy0sLFodU9++fampqaGhoYGnT59SW1vLo0ePmmcBWFlZvdQbeeHCBTIyMggJCWluIcjLy2PPnj307NmTZ8+eYW9vj7+//2uP2/P1BR8fZTvAf/0X7NqlfE1Na7/nZ8FVVlZy+/ZtMjIyePDgAXZ2dtjb2zN//nx6NQ1UEF6iUChIT0/nzJkzajn876fS0tLQ1tbGxcVF6lBaLTc3l4KCAvz9/aUO5SVVVVWStb716NFDVAKoOSsrK8LCwpoTAd7e3t3yiNSW2Nrasnr1avbv309sbCx+fn4iySwI3YRIAqiQOrUDFBQUdKuFpzqytrZm5cqVbN26leLiYmbPnq0xfb+qIJPJsLOzw87OjsrKSq5cucK2bdswMTFh0qRJzJs3infe0UZfHzIz4fvvwd8fpk2D3/0Odu6E548g19LSYt68eVhaWrJp0ya8vLxaXcLo4ODAd999R0NDAzo6OsyePZuDBw/S2NgIKBf3t27dah76d/PmTU6fPk1ISAiGhoYoFArOnj3L6dOn0dfXR1dXl9DQ0FbPffj8c/jmG2UbxJAhyhMUmpSWlnLr1i1u375NYWEhQ4cOxcHBAT8/P7XbcVVHFRUVJCYmUl9fr7bD/56XnZ3N5cuXiYiI0JgdSYVCQWpqKjNmzFDLncLq6uqXTinpLCIJoBmMjIxYuXIlycnJxMXFERgYKGYm/YOBgQEBAQFcuHCBmJgYPD09GT16tNRhCYLQwdTv01yDqUs7gFwup6ioqE07pULHMDMza96B2LlzJ76+vt1yB6JXr164urri4uLC7du3uXjxIkeOHGHChAk4OjrS2GjC558rqwOaSuMLC19MAjRxcHDA3Ny8eU5Aa8o7dXV1cXJyIi0tDQMDAyZMmMCRI0doaGhonuXQNHjw3r17HDhwgODgYExNTZvPcH/y5Ana2trMnj2b0aNHt2kBZ2UFn34Kv/gF9O6toLCwkBMnMsjIyKCyspLhw4fj4uLCoEGD1HKRpa4yMjJITk5m0qRJTJ8+Xe2TbFVVVSQkJODt7a1RJ4hkZWVRWVmpkuGcHaGmpkay1g8xE0Bz6Ojo4O3tTXp6OtHR0fj7+6vtzJDOJpPJmtuTdu/ezf3795k3b16Lp+kIgtA1iKtNFVKXSoDi4mKMjY275WJTHRkYGBAcHExycjIbN24kKChIoxYAqqSlpcXIkSMZOXIkRUVFXLx4kfXr1zNgwADi4yeRmDiI8+dlvPeecl7Aq1hbWxMeHs6OHTsoKSlh0aJFbzzqqCkJ0FSR0bRgnDhxIm5uboCyImDHjh3079+ffv36kZmZye7du2lsbGTChAnMnDnzrRYbcrmc3NxcMjKUC38Ae3t7PD09sbGxUfvFq7qpq6vjyJEj3Lt3jyVLlmhEX71CoWDfvn2MHj1ao87oVigUHDt2jJkzZ6rtz2lnf/Y+z8DAgJKSEkmeW2g7mUyGs7Mzffv2ZceOHbi7uzNhwgSpw1IbVlZWREREkJycTExMDH5+fl36pCNB6M5EEkCFOvtCREdHp8UkgBgKqH60tbVZtGgRp0+fJjo6mqCgoG5/ZJG5uTkeHh64u7tz/fp1jhw5gp5eI0uXjmfcuLHA6xMlRkZGrFixgj179rBlyxaWLFnS4gK9qLKW3ZcfklHwlGLr2cTeasS+NAvdXr3Rra3Ew8MDgCdPnrBt2zYUCgUPHz4kKiqKwsJCzMzM8PX1bfO/V0NDA/fu3Wue6G9kZIS9vT1LliwRJ3e0w6NHj9izZw/W1tZERkZqTMvEhQsXqKysJCAgQOpQ2uTGjRtoaWkx6nVZOYlJmQTo0aOHGAyogYYNG8aqVavYsWMHeXl5eHh4iCqsf+jRowfvvvsuV65cIS4ujrlz5+Lg4CB1WIIgqJj4jadCUlQCtNQOUFhYKJIAakgmkzF9+nT69OnD5s2bWbRoESNGjJA6rHbbuHEjq1atIi4ujpUrV7b5/np6ekycOBFHR0dyc3P5/vvv+frrr7G1tWXcuHEMHz78lRdnurq6BAQEcOTIEWJjY1m2bFlzn+e13DK+OpHJyTtPAKhtkP/jXmX00CmgodEGRysDrj8sZ4ARbNmyhSFDhnDz5k0aGxt59OgRU6ZMYe7cua1esNfU1DRP9M/KyqJfv37Y29szffp0te9VV3dNcxnOnj3L/Pnzeeedd6QOqdUePXpEWloaYWFhb6xYUSf19fWkpqby7rvvqnXSSupKANEOoJnMzc0JCwtj3759xMXFERAQIOYE/INMJsPR0REbGxt27dpFdnY2Hh4eosJUELoQkQRQISlmArRUCfD48WNR3qbGRo8ejYmJCTt37qS0tBQnJyeVXWA3PY5MJuPu3bsMGTKkxdvNnDmTEydOALz14v1NBg4cCCgHobXG84MEPTw8uHXrFhcvXiQ5OZkxY8Ywbtw4+vfv3/wa8/LyqKurY9CgQcyfP59z584RExNDUFAQqTm1/NfBDGoaGlEooCD+/1Gb+wP9gv5EjwFjqWmQAzIu5NewZEM603oWEurqxLFjx5qHBcpkMm7dusW8efNeG3dlZWXzbv+DBw8YMGBAc6l/z5493/avT3jO06dPSUxMpLGxkfDwcExNTaUOqdVqa2vZvXs3Hh4eGpcIOnfuHNbW1mrfNy2SAMLb0tfXx9/fn/T0dKKiovD19WXw4MFSh6U2+vXrR0REBAcOHCA6OpqAgADRHiAIXYRIAqiQFJUALV18iHYA9WdjY0NISAjbtm2juLgYDw8PlfXb6ujo0NDQQExMDH/6059e+v7du3c5efJk8+3ay8fHhylTpqh0Oreenh4ODg44ODhQVlbGtWvX2LVrV/PXx44dy6FDh3j06BFLly5lyJAhTJ06FRMTE/5fdDLnaq2pbVS88XkUCqhpkJNWYY7ixG0GNDZiYGCAnZ0dNjY2r1z8lJSUNPf3P378mGHDhjFu3Dgx0b8D3Lp1iwMHDjB58mRcXFzUti/9VQ4dOoSdnR1jxoyROpQ2qaysJD09nbCwMKlDeSOpkwCiHUCzNc0J6N+/P3v37m3+XaPO1S+dSU9PDx8fn+b2gIULFzJy5EipwxIEoZ1EEkBFFAoFdXV1nVoqpaury9OnT1/4WlVVFXV1dRq1U9ZdmZqaEhISwu7du9m6dSt+fn4qmXDdr18/+vfvT1xcHH/4wx9eKqWPjo5GoVCwcOFCEhMT2/18JiYmHVpCaWpqyowZM3B1dSUnJ4dr167x97//nbq6OhQKBTt27CA4OBhbW1vqjaw4V9e6BMDz6uUyTldZ8LMwLyYMfHmXo6GhgZycHLKyssjMzKSqqooRI0Ywffp0MdG/g9TV1XH48GGys7MJDAzExsZG6pDa7Nq1a+Tl5REeHi51KG12/PhxHBwc1P7M8IaGBhQKhWRtFuKIwK5j0KBBhIeHs2vXLvLy8li8eLFkp06oowkTJtCvXz927drFw4cPcXd317ikrCAI/yTevSpSX1+Pjo5Op/5CbKkdoLCwEAsLC5HB1hD6+voEBQXRu3dvYmNjKSsrU8njhoeHU1BQQHJy8gtfr6+vZ9OmTTg7O7/yHODLly/zL//yL80LgB49ejBs2DD+9V//ldLS0pduv3HjRmQyGRs3bgTgxIkTyGQycnJyyMnJQSaTNf95vu1AJpPh5uZGQUEBYWFhWFtbo62t3fw4oExq/fnPf2bcuHH06tWLMWPG8Nlnn1FVVdX8M15fX09cXBx3797lqxOZ1LUhAVCTc53iQ1+SH7WGzL/4M3m4DWPGjOHjjz8mNzeXc+fOER8fz1/+8hdOnDiBnp4eCxYswNDQkM8++4yJEydiZGTE0KFDCQsL4+7duy88fmFhIaGhofTr1w8DAwPGjRvHpk2bmv+OPv744xduP3DgwOY2ip/6+OOPkclkzW0cz8vIyGDlypXY2tqir69Pv379WLp0Kbdv337ptoWFhfzbv/0bI0aMoGfPnpiamjJixAhWrlzJvXv3Wv1315Hy8/PZsGEDcrmc1atXa2QCoLi4mJSUFPz8/DSuj/bx48dkZGTg6uoqdShvVFdXh76+vmSfefr6+tTX1ze3EQmazdjYmJUrV2JsbExUVBSPHz+WOiS1Ym1tTUREBAUFBWzevJlnz55JHZIgCG9JbF+piFwu7/SMaEtHBIqhgJpHS0sLT09PLly4QExMDEuWLGn3oicoKIhf/vKXREdHs3jx4uav79+/n8LCQj777DMyMzNbvG9UVBQJCQnMmDGD2bNn09jYyJUrV/j88885dOgQ58+ff+0RhwMHDuT3v/89X3zxBQAffvhh8/d+es54SUkJU6ZMoVevXvj6+qKlpdX881tWVsasWbP4/vvvmTBhAiEhIcjlco4cOcKnn36Kq6sr7u7u6Ovro62tzQ+ZOZy8U4+iDUUA5ed2U1/8EH2bkRgMmYSssY7Kkpt88sknbNmyhb/85S+MHz8eX19fDAwMqKurY8GCBXz33XfY2tqydOlSjI2Nyc7OJiEhARcXF4YNGwYoF4HOzs7cu3cPFxcXXFxcePToEZGRkcydO7f1Qb7B4cOH8fX1pb6+Hi8vL4YOHcrDhw/Zu3cvBw4c4Pjx480zQqqqqpg2bRpZWVnMmTMHLy8vFAoFOTk57Nu3Dz8/P0n7YeVyOWfPniU9PR0PDw+NK6Fv0tDQwJ49e3Bzc9PI38dHjx5l+vTpGBgYSB3KG0nZCgDKZGbTCQFiBkjXoK2tjaenJ9euXWPTpk0aN4i0oxkaGrJs2TJOnDjBhg0b8Pf318hErSB0dyIJoCIKhaLTdyJ0dXVfOh2gsLAQa2vrTo1DaD+ZTIaTkxO9e/dm27ZteHp6vnKnvjWMjIwIDAxk48aNPHz4sPkDOioqCmNjYwICAlqcFwDwm9/8hq+++uql8tqYmBjCwsL4+uuv+fWvf/3K5x44cCAff/xx847+T3e7n3fjxg2Cg4OJjY19qaT+ww8/5Pvvv+e///u/+dWvftX89ZqaGhYuXMixY8f429/+1rzAXXcyC7jzyudqSZ95a9Ex+edxfToyBUtGGlJz9QCff/45dXV1LxyN9vHHH/Pdd9/h5eXFrl27Xlh81NbWvtCe85vf/IZ79+7x4Ycf8re//a356z/72c+YOnVqm+J8ldLSUoKCgjA0NCQtLe2FWH/88UecnJwICwvjypUrAKSmppKVlfVSTKDcUa2trVVJXG+juLiYffv2oa2tTUREhEZP6f7uu+8wMTFh4sSJUofSZllZWZSUlBAYGCh1KK0idRIAlNUAtbW1IgnQxTg4ONCvXz927tzJw4cPmTt3rkad7tGRtLS0mDVrFtbW1mzbto2ZM2fi6OgoqlAFQYOIdgAVUbRl+1FFXtUOoIk7T4LS8OHDCQ4OJiUlhVOnTrXr5yo8PJzGxkZiY2MByMnJ4ejRoyxbtgxDQ8NX3m/AgAEtXuiEhIRgbGzMkSNH3jqmn9LT0+N///d/X0oAFBcXs2XLFiZOnPhCAgCUPbh//etfUSgUbN++vfnrGQVPnzsGsHV0TS1fuGhpUMio0uvDb3/7W4AXXmtjYyNff/01BgYGrFu37qWFh76+Pn379gWULQrx8fEYGRm9lASZOHEiy5Yta1Ocr/Ltt99SVlbGJ5988tI57qNHjyY8PJzvv/+emzdvvvC9lnZ49fT0Xlvh0VEUCgXnz58nJiaG0aNH895772l0AuDOnTtkZGSwaNEijbsglsvlpKSkMHv2bI1Z7KhDEuBVJ/UIms/S0pLw8HBKS0vZtGkTFRUVUoekVkaMGEFISAgXL15k37594n0gCBpEVAKoUGdf8P20HUAul/PkyRORBNBwlpaWhIWFNZ8c4OXl9VYX5E5OTrzzzjvExsby0UcfER0djVwuf+OQsvr6etavX8/27du5efMm5eXlyOX/XFzn5eW1OZZXGThwIBYWFi99/eLFizQ2NrbYN98UIygnxzd5WtP2kw7kdTVUXNpP1Z106kvzUNRW8wUKvvjH959/rRkZGZSXl+Pk5ISVldVrHzcjI4OqqiqmT5/e4oLWzc2NTZs2tTnen0pPTweUA+ha+nu6c0dZGXHr1i1GjRrFjBkzsLa25rPPPuPKlSt4enoybdo0xo0bJ8mir6ysjH379tHQ0EBoaChmZmadHoMqPX36lP379xMQEKARpfQ/dfXqVXr06IG9vb3UobSaOiQB9PT0XqrKE7oOAwMDgoKCSEtLIyoqinfffZcBAwZIHZbaMDMzIzQ0lOTkZGJjYwkICNC441AFoTsSSQAVUYd2gJKSEoyMjDRuCJXwMiMjI1auXElCQgKbN28mICDgtbv3rxIeHs7Pf/5zDh8+TFxcHI6OjowfP/6191myZAkJCQkMHjwYb29vLC0tmy+yv/jiC5WWjFtaWrb49eLiYkCZDLh48eIr719ZWdn838Y92vbrTNHYQOG231L36A66fQfQ0346WoYmjLTqzfwxlnzyyScvvNamoY2tabcpLy8HeGVC7lWvu62a/p6ioqJee7umvydjY2POnTvH73//e/bv399c6WBubs7atWv56KOP0NXVVUlsr6NQKLhy5QrHjh3D2dmZqVOnavyUablcTkJCApMnT37l0ZLqrK6ujuPHjxMUFKRRFQzqkgQQO6Bdm0wma06i7tq1CxcXF5ycnDTqvdKRmo4RbJpt5O3t3TwfRxAE9SSSACoiRRLgpxceBQUFKltcCNLT09MjICCA7777jpiYGJYuXdrmndLg4GB+/etfs3r1avLy8vjd73732ttfunSJhIQEZs+ezcGDB19YEMrlcv7nf/7nrV7Lq7zqPdO0e/6LX/yCzz//vFWPZW9pjL5OQatbAqrunqPu0R16jnHHfOEvAOiho8WqOcNZNMyQTz755IXbNx272ZpKiKb4CwsLW/x+QUFBi1/X0tJ65Y5iSydHND3PtWvXGDt27BvjArCxsSEmJgaFQsHNmzc5duwYX331FX/4wx+Qy+V8+umnrXqct9W0W15VVcWKFStarATRRKdOnQLAxcVF4kjezpkzZxg0aNAbq1zUTW1treSJ75bm8whd09ChQwkNDW2eE7Bo0SLJf/7URdNso/79+7N7924mTJjAjBkzRKJEENSUZm+9qBGpKgGeTwI0HQ8odB0ymYw5c+bg7OxMXFwc2dnZbbq/qakpfn5+PHz4kJ49exIUFPTa2zedGLBo0aKXdoQvXLjQpvOwtbW13/rYrMmTJ6OlpdW8sGoNHwfLNj1fQ+kjAAxHODd/TQH4TbDh5MmTL93e3t4eU1NTrl+/Tn5+/msf297eHkNDQ65evdpcFfC8lo75A+jduzeFhYUt7ipeunTppa9NmTIFoE1/T01kMhmjR4/mgw8+4OjRowAkJia2+XFaS6FQcO3aNdavX4+trS2hoaFd5vdVTk4OFy9ebD7hQtM8ffqUixcv4u7uLnUobSYqAYTO1rt3b0JCQtDV1SU6OpqioiKpQ1IrdnZ2REREcP/+fbZu3dqm6wZBEDqP5l2tqCl1aAd4/PixmAfQRTk6OuLr68vu3bu5evVqm+77xz/+kYSEBI4cOfLGwW9NZ9T/dJH6+PFj3n///TY9r5mZGU+ePHmrCwALCwuWLVvGpUuX+PTTT2loeLnfPysri/v37wPKBXLM1/8f1lrltPZdqGOiXIDWPLgBgEwGM0f0pfxxXounH2hra7N27Vqqq6uJjIx8qS2irq6OJ0+eAMr35rJly6ioqHipV//SpUvEx8e3GNPkyZNpaGggLi7uha9v3LiRM2fOvHT7VatWYWpqyieffMKFCxde+r5cLn/h3/KHH35oMZHUVLHwNi0nrVFZWcmOHTs4e/Ysy5cvZ8aMGRozeO5NqqurSUhIYNGiRZIMVlSFY8eO4ejoqJEDGdUhCSAqAbofXV1dFi1ahJOTE3FxcS/MpxGgV69evPfee5ibm7NhwwYePXokdUiCIPyEaAdQEXU4HUC0A3RtgwcPZsWKFWzbto2SkhJmzpzZqsSTnZ1dq3uUJ02axLRp09i7dy/Ozs64uLhQWFjIoUOHGDFiRJtKhd3d3bl48SLz58/H1dUVfX19HBwc8PLyatX9//73v3P37l1+97vfsXnzZlxcXOjXrx/5+fncunWLixcv8sUXXyCXy6moqGD8+PHMf8eZZbEXqa5/c0WAwVAndHr3p+JiIvVPcjDsP4ScH+U4rElhwYIFPHjw4KX7/P73v+f8+fMkJSUxfPhwFi5ciJGREbm5uaSkpPCXv/yFlStXAvCnP/2J1NRUvvjiCy5duoSLiwuPHj1ix44deHp6sn///pce/4MPPiAuLo41a9aQmpqKra0t165d4+zZsyxcuJDk5OQXbm9mZsbu3bvx8fFhypQpuLu7M3r0aLS0tHjw4AHp6ekUFxdTU1MDKI+u++Uvf4mzszP29vZYWFjw8OFD9u3bh5aWFv/+7//eqn+btvjxxx85dOgQ48ePx8/P76WTIDSZQqFg3759jBw5kuHDh0sdzlt59OgRWVlZ/OxnP5M6lLdSW1sr+RAycTpA9ySTyXB0dMTS0pJdu3aRl5fHrFmzNLIaqCNoa2szb948rK2t2bJlC3PmzGHcuHFShyUIwj+I31Qq1NmVAM8/X3V1NTU1Nc19y0LX1LdvX0JDQ8nOzmb37t0qv/DU1tZm//79rFmzhvz8fP7v//6P06dPExYWxpEjR9o0NO6jjz4iMjKSrKws/vznP/Of//mf7Nmzp9X3NzY25uTJk3z55ZeYm5uzZ88ePv/8c44fP46enh7+/v48evQIExMTfvnLX+Ll5cWEgWb8h6c9Bro/+dWm+MecAO1/xq+l14N+QX/CcNQMGoofUHE5iQeZGfznf/4nW7ZsaTEmPT09Dh8+zJdffkm/fv3YtGkTX375JRcuXMDHx+eFfnBzc3POnDnDqlWryMjI4IsvvuDq1at88803/OIXv2jx8UeNGsV3333HtGnTSEpKYsOGDejp6ZGeno6jo2OL93F3d+f69eusXbuW7Oxs1q1bR3R0ND/88AOzZs164RjFefPm8eGHH1JTU8O+ffv461//SlpaGnPmzOHUqVP4+fm15p+mVaqqqti9ezcnTpwgKCgId3f3LpUAAGVVx9OnTzWyjB6USYyUlBRmzJgh+W7626qrq5M8dnE6QPdmbW1NeHg4+fn5bNmyhWfPnkkdkloZM2YMK1as4PTp0yQnJ7dY2ScIQueTtWUHe+LEiYqW+lIF5dCujRs38uGHH3bac8rlcv74xz/yu9/9juzsbI4dO0ZISEinPb8gnYaGBvbv309JSQmBgYH06tVL6pA6RX5+PkePHiUvLw9dXV18fX0ZMmTIS7fbci6b/zqYQU1DIwoF5G1YTUNJHlarN6Db+5/VDDIZ6MgUePav4Yv33+20RN6JEyeYOXMmv//971s82k/TZWRkcODAAcaMGcOsWbM65cSBzlZcXExMTAwhISGYm5tLHc5buX37NqmpqURGRmrs7uXOnTsZM2YMo0aNkiyGtLQ06urqmD17tmQxCNKTy+UcP36c69ev4+vrK44R/Ina2loSExOpqKjA399fI9uPBEETyGSyywqFYuKbbqeZn/pqSIqZAM8/pxgK2L3o6Ojg4+PD0KFDiYmJ4fHjx1KH1KFKSkrYvXs33377LXl5eUyaNIkPP/ywxQQAwPIpA9kRMYV5o/pBaS4NJfloGZqiY6psl+mho4W+jhbzRvVj52pnxvWs4Pjx4535krqkmpoaEhMTSUlJwc/Pj3nz5nXJBEBjYyN79+7Fzc1NYxMAjY2NHD16lDlz5mhsAgDUYyaAGAwogPJ0F3d3dxYuXMiuXbtIS0tDLm/daTXdgb6+PgEBAYwcOZLo6OjmmT6CIEija9VmSkjqJIAYCtj9yGQy3Nzc6NOnD5s2bWpOCnQlz549Iy0tjevXr9OjRw969+6Nt7d3q2ZfXPkuEUV6OmU7dwIKhjh7MH2kJcY9dOnZWM5kczmL5ioTpcMDAoiKisLCwoIxY8Z08KvqmjIzM5tnJURGRnbpY7NOnTqFgYEBkyZNkjqUt3b58mVMTEw0/neGOiQBxGBA4XnDhg0jIiKCvXv3kp2dja+vb7ep1nsTmUzGtGnTsLKyYu/evUyZMgVnZ2dxjKAgSEAkAVREqiRAk+LiYrF46abGjh2Lqakpu3btwtXVVaMXJk3q6uo4d+4c586da95pnTx5Mk5OTq3etdy4cSPnz59nxIgRLP+P/0BfX58PVii8XU05AAAgAElEQVT/bqKjo/k+PQ/7gdYMHz6cnj17EhgYyObNmzEzM6N///4d9tq6mtraWlJSUsjKysLb25vBgwdLHVKHysvL49KlS6xevVpjL1xrampIS0sjODhYY19Dk7q6OsmrTUQlgPBTxsbGvPfee5w8eZL169fj4+PT5X83tsWgQYMICwtjx44dFBYW4uXlJfn7WBC6G82tAVQzUiQB4J/DAYuKijS2LFVoPzs7O1atWsWFCxc4dOgQjY1vno6vjuRyOZcvX+bvf/87OTk59OzZE11dXSIiIpg6dWqbypZPnDhBdXU1V69e5d13333h+LbKykoAdu3aRW5uLgCWlpYsWLCAHTt2NH+/o7i5uaFQKDR+HsD9+/dZt24dCoWCNWvWdPmL3Lq6OhISEvD09NTY4wBB2cM+fPjwLlE91tDQIPnASXE6gNASLS0tZs6ciY+PDwkJCRw7dky0BzzHxMSEVatWoVAo2LhxI0+fPpU6JEHoVkQSQEWkOCKwKfFQXV1NfX29KDfr5vr06UNoaCglJSVs2bKFqqoqqUNqNYVCQUZGBt988w03btxg4MCBFBYWMm3aNJYvX97uI8AqKyub3x8NDQ1UVFQ0//fmzZspKioClNP5HRwc2Llzp5hg/Br19fUcOnSIhIQEPDw8WLRokeQl2Z3h6NGjWFtbSzqErr1KS0u5evUqM2fOlDoUlVCHJIA4HUB4ncGDB7N69Wry8vLYtGmTWOw+p2nAr729PdHR0eTl5UkdkiB0GyIJoEJSzQRoqgLQ9LJOof169OhBUFAQ1tbWREVFUVBQIHVIb/TgwQPi4uI4fvw4Dg4OPH36FIVCQWRkJOPGjVPJz3VlZSU9e/YE4MmTJ4Byl0ZLSwsDAwPKy8ubb+vm5kbPnj05ePCgJMk9dZebm8u6deuorq5mzZo1DB8+XOqQOsXdu3e5e/cuHh4eUofSLqmpqTg5OWl0JcPzGhsb1SIJICoBhNfp1asXy5cvZ8iQIWzYsIG7d+9KHZLakMlkTJ8+HU9PT7Zu3cr169elDkkQugUxE0BFpBwMKFoBhOdpaWkxe/ZsLC0t2bx5M56enowePVrqsF7y5MkTUlNTefToES4uLuTn53Px4kUWLFig8oXl85UAOjo6DBkyhD59+pCdnU1kZOQLt5XJZPj4+BATE8OFCxdwcnJSaSyaqqGhofn4K09PT0aOHCl1SJ2mqqqKpKQkfH196dGjh9ThvLWcnBxyc3Px9vaWOhSVUYdKADEYUGgNmUyGq6srAwYMYO/evYwePRp3d3e0tbWlDk0t2Nvb06dPH7Zt20ZhYSHu7u4afXKJIKg78e5SEZEEENTNmDFjWL58OUePHiU1NVVtdrUrKipISkpi48aN2NraMnv2bE6dOoWuri5r167tkJ3lqqqq5kqAvn37snTpUmbPnk1paSnV1dUv3V5PT4/AwEBOnTrFvXv3VB6PpsnPz2fDhg2UlpYSGRnZrRIACoWC5ORkxowZw8CBA6UO563J5XIOHTrEnDlzutQALnVIAohKAKEtBgwYwOrVqykqKiIuLo6ysjKpQ1IbFhYWhIeHk5+fz/bt26mtrZU6JEHoskQSQEWkPB2guLhYJAGEFvXv35/w8HByc3PZvn07NTU1ksVSW1vLsWPH+Oabb9DX12fFihU8fPiQtLQ0/Pz88PT07LC+8pqampd2cHV0dLC1tSU7O7vF+/Tu3Zt3332XvXv3UlJS0iFxqbvGxkaOHTtGfHw806dPx9/fvzmZ0l1cv36d4uJiZs2aJXUo7XLp0iUMDAzUsirobcnlcuRyueS7haISQGgrQ0NDgoKCGDVqFFFRUdy6dUvqkNSGoaEhy5cvx8TEhOjo6G77+SsIHU0kAVREytMBRCWA8Do9e/YkODi4+QO1aQheZ2lsbOT8+fN8+eWXPH36lIiICPr06cOmTZuwsLBg9erV2NnZdWgMrzpLfPDgwWRlZb3yfoMGDWLmzJnEx8dr1KBFVcjLy2ueKxEZGck777zT7eaOlJWVkZKSgo+Pj+S7ze3x7NkzTp48yfz587vUv2HTPACpX5OoBBDehkwmw9nZmaCgIFJSUjh06JAYSPsP2traLFiwgMmTJxMbGysq8gShA4gkgIpIdToAKC9U2zs9XejatLW18fT0xNnZmbi4uE4ZSqRQKPjhhx/46quvyMzMZPny5bi4uJCYmMjVq1dZsWIFM2fO7JTFVUuVAABDhgzh/v37r72vo6MjI0eOZPv27d3iAq2uro4jR46wbdu25gvUrjJEri3kcjmJiYk4OztjaWkpdTjtcuzYMcaMGdMljgR8njq0AsA/jwhUl5YrQbPY2NgQERHB06dPiY2NFTvfz5k0aRJ+fn7s3buX8+fPi/eYIKiQSAKokFTtACYmJmpxISSovwkTJhAYGEhSUhKnT5/usA/U+/fvExUVxdmzZ/Hy8iIwMJC7d+8SFxfHyJEjCQkJwcLCokOeuyWvSgJYWFhQW1v7xp5Md3d3jI2NSUxM7NIXIVlZWXzzzTdUVVWxZs0axo4dK/kuq1TOnTsHwNSpUyWOpH3y8/O5c+dOlzkS8HkNDQ1qMVRNJpOhra3dLZKEQscwMDAgICCAcePGERMTww8//CB1SGpj4MCBhIaGcuXKFZKTk2lsbJQ6JEHoEkQSQEWkmgmgUChEK4DQJra2toSFhXHr1i327Nmj0jLWwsJC4uPjSUpKwtnZmfDwcHr27ElMTAw5OTlERETg5OTU6T28r2oHkMlkb2wJaLrd4sWLefr0KampqR0VpmSqqqpITEwkKSmJBQsW4OPj0+16/59XWFjImTNnWLx4seT95u2hUCg4dOgQs2bN0uhTDV5FXSoBQFltJZfLpQ5D0GAymYzJkyezfPlyjh8/TlJSkmgz+YfevXsTEhLCs2fP+Pbbb3n27JnUIQmCxtPcqxs1I1USQC6XiySA0GbGxsasWrUKHR0dYmNj2z2duLy8nMTERDZv3szQoUN5//33GTVqFGfPnmXTpk04OjqybNkyTExMVPQKWk+hULyyEgCUcwFa02+oo6NDYGAgt27d4tKlS6oOUxIKhYIbN27w9ddf06NHD9auXcvQoUOlDktSDQ0N7N27lzlz5mBqaip1OO1y7do1FAoF48aNkzqUDtE0E0AdaGlpiR1KQSX69+9PREQEdXV1kszxUVf6+vosWbKEAQMGEB0dTUFBgdQhCYJGE0kAFZEyCWBmZtapzyt0DTo6Onh7e+Pg4EB0dPQrp+S/TnV1NSkpKaxfvx5jY2M++OADnJycKCsrIy4ujszMTMLDw3F0dJSsrLyhoQGZTPbKxcLgwYO5f/9+q3bxDA0NWbZsGSdOnOiUuQodqby8nG3btnH69GkCAwOZP38+enp6UocluePHj2NmZoaDg4PUobRLTU0NqampeHh4dNmWDnWqBNDS0hKVAILK6Ovr4+vry+TJk4mLi+Pq1atduhWttWQyGbNmzcLd3Z3NmzeLUxUEoR3U49OzC5DqdABRCSC0h0wmY8qUKVhYWLB7925cXV2ZNGnSG3+Wmyb+nzlzBnt7e9asWYORkREKhYJz586RlpaGm5tbqx6ro72uCgCUVRG9evWioKAAKyurNz5enz59WLJkCdu3byc4OFjjhsYpFAouXrzIiRMnmDJlCkuWLFGLvmp1kJ2dzY0bN4iMjJT857a9Tpw4wbBhw7C2tpY6lA6jTkkA0Q4gqJpMJsPR0REbGxv27NlDZmYmCxYswMDAQOrQJDdmzBj69OnDjh07ePz4Ma6urhr/O1sQOpuoBFARKZIATWckiySA0F6DBw8mJCSEy5cvk5SU9NoBV9nZ2axfv5579+6xcuVKvLy8MDIyorS0lG+//ZabN28SGhrK5MmT1eJD+fl5AE+ftnwbLa3RfPppPTU1rXtMW1tbPD092bp1K+Xl5SqKtOM9efKE2NhYfvzxR0JCQnB1dRUJgH+oqakhMTERLy8vDA0NpQ6nXR4/fsyNGzdwd3eXOpQOpU5JANEOIHSUfv36Nc/XWbdu3RtPtOkurKysCA8PJzMzk927d1NXVyd1SIKgUUQSQEWkKNN69uwZMplM4y9YBfXQp08fQkNDqampYdOmTVRUVLzw/crKSvbu3UtCQgIzZ85k2bJl9O3bF4VCwaVLl4iOjmbYsGGsXLlSrVpUnq8EWLkSWmojHD/enP37e5OT0/rHHT16NFOmTGHr1q3U1taqJtgO0tDQwIkTJ9i4cSNjx45l5cqVInn4E4cPH2bo0KEMGzZM6lDapWkY4IwZM7r8cEd1OR0ARCWA0LF0dXXx8PDAy8uLhIQEjh49Kk6jAHr16sWKFSvQ1dUlLi5Oo5LygiA19UihdxGdvetZUlKiNhdAQtegp6eHv78/aWlpREdHExAQQP/+/bl48SJpaWmMHz+e999/v7l3vLy8nKSkJKqrq1m5ciV9+/aV+BW87PkkwMOHEBcHgwbBvXvw5InyT0XFcAoKtCgrUwCtfx9PnTqV0tJSdu3aRVBQkFq+H3Nzc0lKSqJ3796sXr0aY2NjqUNSOzdv3iQ3N5fVq1dLHUq73bx5k6qqKiZOnCh1KB1ODAYUupuhQ4eyevVqkpKSiImJwdfXVy0/dztT03yjc+fONV+32NraSh2WIKg99fj07AKkaAcoLS1Vy0WHoNlkMhkzZsygX79+bNmyBX19fXr37v3CIl+hUHDt2jWOHj2Kk5MTLi4uanuU2vPtABYWsG4duLlBz57Qvz+MHg1WVroMG7aZAQMWAH1a/dgymQwPDw+2b9/OgQMH8PLyUosWCFC+7mPHjnHz5k3mz5/PqFGj1CY2dVJRUcHBgwcJDAzU+MGIdXV1pKSk4Ovrq7bvR1VSp3YAUQkgdJaePXuyZMkSrly5QlxcHDNmzFCb9jupyGQypk6dirm5Odu3b8fT05PRo0dLHZYgqDX1+PTsAqRIApSUlHSLCz2h81VVVXH79m20tLRoaGigX79+zSX+lZWVJCUlUV5erhGD8Z6vBLCxgeXLITDw5dtVVRlQUPAAS8vWJwFAuQPo5+dHXFwcp0+fZvr06aoIu13u3LnDwYMHGTRoEGvXrhWDpF5BoVCQlJTUPHxL050+fRo7OzsGDBggdSidQp2SAKISQOhMTUMDBw4cyN69e8nMzMTb25tevXpJHZqkhg0bRnBwMNu2baOsrAxnZ+dunRwRhNcRK0gVkSIJUFZWpjYXQELXoFAouHz5Ml999RX6+vp88MEHvP/++xQVFbFlyxYuX77MunXrmgcVqXsCAJRJgKZKgDVrYMyYF78vl0N9PdjY2PLgwYO3eg49PT2WLl3K5cuXuXHjRntDfmvPnj1jz549HD58mEWLFuHt7S0SAK9x7do1KioqcHV1lTqUdispKeHSpUvMmTNH6lA6jTrNBBBHBApSMDMzIyQkBCsrK9avX09GRobUIUnO0tKS0NBQbty4wYEDB8T7UhBeQSQBVESqdgCRBBBUJT8/n5iYGK5du0ZwcDDz58+nR48eGBgYsHjxYp4+fcrBgweZN28es2bNUpuL7zepra1trgRwcFAmAe7cgY8/hj17QCYDXV2wsbEjNzf3rZ/HyMiIoKAgDh8+TE5bJgyqQFN7xjfffIORkRFr1qxh8ODBnRqDpqmoqODo0aN4e3trzM/y6xw5cgRnZ+duNfNBnSoBRDuAIBVtbW1mzpyJv78/R44cISkpqdtPyjc2NmbVqlWUl5drxPBeQZCCSAKoSGefDlBfX09VVVWXuHgVpFVdXc2BAwfYunUrjo6OrFq16oUd/oyMDNavX8/w4cNZuHAhhw8f5ubNmxJG3DbPtwM0XaPfuwf/9V9w+zb8/OcQGwtWVv2oqKigurr6rZ+rX79+vPvuu+zatYuioiJVhP9GpaWlxMfHk56eztKlS5k7dy66urqd8tyaSqFQcODAASZOnKgR1SxvcufOHYqLi5kyZYrUoXSqxsZGtfkMFO0AgtTs7OyIjIyksbGR9evXk5eXJ3VIktLX1ycoKAhTU1Pi4uJ4+qozggWhm1KPFHoX0NmlgMXFxZiYmIiZAMJba9o9Tk1NZcSIEbz//vsvlI5XV1dz+PBhcnNz8ff3x87ODlAudHfs2EFhYSFubm5q32/3/GDAprfL8OHg6gq//S2kp0N2NvzqV1ro6U0gNzeX4cOHv/XzDR48GHd3d+Lj4wkLC+uwY9rkcjnnz5/n1KlTODs7M3XqVLVZEKm7H374gZKSEvz8/KQOpd0aGho4fPgwnp6earMr3lmkqMB7FVEJIKgDfX19Fi9ezI8//sjWrVvVfnBvR9PS0mLBggWkp6cTExNDYGAg/fv3lzosQVAL3euKoQPp6upSX1/fac9XVFSEqakpz54967TnFLqOwsJCDh48SH19PYGBgVhbW7/w/czMTJKSkhgxYgSRkZEvTE23srIiPDycXbt2sWPHDnx8fJoX2ero+UoAhULZCvDDD8oqgL/9DUpK4OpVOHIE9PVnMmvWyXYlAQDGjx9PWVkZ27Ztaz7DWJUKCwvZv38/urq6hIaGNg9tFN6ssrKSI0eOEBQU1CUWzenp6VhYWDB06FCpQ+nWRCWAoE5Gjx6Nra0tiYmJZGZm4uPjQ+/evaUOSxIymQxnZ2dMTU3ZsmULixcvZtiwYVKHJQiS0/wrIDWhp6fX6UkAExMTkQQQ2qS2tpYTJ05w/fp13NzccHR0fGGHoLa2liNHjnDv3j28vb1f2Vfeq1cv3nvvPQ4dOtR8Lq+6nlX8/EyAxkbw8QFTU8jPh5s3oW9f8PSEDz6A8vLCds0FeJ6bmxtlZWXs3bsXf39/lezENDQ0kJaWxuXLl3F3d2f8+PFqsxOqKQ4ePMi4ceNeSnxpovLyctLT0wkPD5c6FEmISgBBeDVjY2OCg4NJT08nOjqauXPnMnbsWLV5z3S2UaNGYWxszI4dO3B1dWXSpElShyQIkhJJABXR1dXt1EEsRUVFWFhY8OjRo057TkFzKRQKfvzxR1JSUhgyZAhr1659qUz9/v377Nu3j8GDB7NmzZo37u5ra2uzcOFCvv/+ezZu3IiHhwdjfjp6Xw08fzqAjo5y4Q/wb/8G//u/L962trYvf/3rI5UMHJPJZHh5eREfH8/Ro0eZN29eux4vJyeHpKQkLCwsiIyMxMjIqF2P1x39+OOPPHnyBF9fX6lDUYmjR48yadKkbrvDp05JAFEJIKijpl3wwYMHs3fvXu7evcuCBQu67akxNjY2hISEsHXrVkpKSpg7d67a/A4RhM7WPZuEOoAU7QAmJibil5fwRkVFRWzevJnTp0/j5+eHt7f3CwmAuro6Dh48SEJCAgsWLGDRokVtKu8fP348y5cv59ixYxw8eFDtLoSfbwdoUlQEy5ZBYaHy/7Oy4Phx0NXVx8zMTGXJNR0dHQICAsjMzOT8+fNv9RjPnj0jMTGRPXv24O7uTkBAgEgAvIVnz541H53YFdoA7t+/z8OHD3FxcZE6FEmpy2egOCJQUGeWlpaEh4fTq1cv1q1bx/3796UOSTK9e/cmJCSEgoICdu7c2anX7oKgTkQSQEU6sx1AoVA0DwZUlwsgQf3U1dWRmppKbGwsw4cPJyIionm4X5MHDx6wfv16amtrWbNmzVv3yfXv35+IiAiePn1KXFwc5eXlqngJKvF8OwBAWRl89RV88YVyJkB8PPzP/yj/OzISdHWH8+DBA5U9v4GBAUuXLuX06dPcvn271feTy+VcvHiRr7/+GkNDQ95//31Gjhypsri6m8OHDzNmzBhsbW2lDqXdGhsbOXToULc/CaKzT+V5HdEOIKg7XV1d5s+fj5eXFwkJCaSkpNDQ0CB1WJIwMDBg+fLl6OnpsWnTJiorK6UOSRA6nUgCqEhTO0BnXJSUl5djYGCAjo6OSAIIL1EoFGRkZPD1119TVlbGmjVrmDJlygs96Q0NDaSkpLBr1y5mz56Nj49Pu8sDe/TowZIlS7C3tycqKoqsrKz2vpR2UygUL5wOAMoWgFu3YPVqmDkTYmKgTx9lMqCsDEpKhqhsLkCT3r17ExgYyP79+1t1bFNeXh7R0dH88MMPvPfee8ydO1ethy+qu4yMDPLz85k1a5bUoajE2bNnMTU17fZJIdEOIAhtN3ToUCIjIyktLSUqKqrbtpVqa2uzePFihg4dSkxMDE+ePJE6JEHoVJpfE6kmtLW1kclkNDY2dnipaVFREebm5u26AKquhu+/B0dH0NeHZ8+gg04yEzpRaWkphw4dorS0FG9vbwYNGvTSbQoKCti7dy/m5uZERkaq9Ag7mUyGi4sLNjY27Nmzh4kTJ+Lq6irZhXpdXR06OjovJEBKSmDBAnB2Vv5/fDz06AFGRjBgAFRVWZCbm6vyBYa1tTVeXl5s376d0NBQTE1NX7pNdXU1qamp3L59m9mzZ3frIU6qUl1dzcGDB3n33Xe7xK55SUkJ6enpREREiJ8NRDuAILwNQ0NDAgICuHHjBvHx8Tg6OuLq6trtjpmVyWS4ubnRu3dvNm3axLvvvtvidZMgdEWiEkCFOqsl4PkkQFs1XaPs2qUsidbXh4sX4de/hj/+UcWBCp2moaGBkydPEhUVhZ2dHZGRkS99kCkUCtLT09m8eTPTpk3D39+/w86wHzhwIBEREdy7d4+tW7dSVVXVIc/zJi3NAxg+XNn/n54OO3dCTQ3cvQuurnD5Mkyf3gNdXV1KSkpUHo+9vT0uLi7Ex8dTXV3d/HWFQsHVq1f56quvkMlkrF27FgcHB7VZ4Giyw4cPM3LkSAYMGCB1KO2mUCg4cOAALi4uLSaRuht1agcQSQBB08hkMsaOHcvq1aspKCggKiqKgoICqcOShIODA35+fuzZs4erV69KHY4gdApRCaBCTcMBO3rqalFREX379qWxsbHNWduma6ZTp5RHpVVUwDffKHdBHzyA7dshMLADghY6TH5+PomJifTp04fVq1djYmLy0m0qKirYt28ftbW1hIWFdco0cSMjI9577z1SU1PZsGED/v7+nX4s20/nAYDy57ugQJn0MjNTVgVMngxpaTB2LEydCiUltjx48AAzMzOVx+Tk5ER5eTlbt24lODiY0tJSDhw4QGNjI0uXLsXKykrlz9ld3blzhwcPHrBmzRqpQ1GJGzdu8OzZM5ycnKQORS2oUzsAqE9VgiC0hZGREYGBgVy/fp3NmzczadIkpk+f3u2qAgYOHMiKFSvYunUrpaWluLm5ife00KWJJIAKddYxgaWlpYwYMeKlXufWaEoC1NcrJ6IvXKickh4RoVwciaHjmqOxsZG0tDQuXbrEvHnzeOedd1r8wLp9+zZJSUnNpfmqOK++tbS1tZk7dy62trZs3boVNzc3Jk6c2GkfrM8fD9jE0hI++0yZCKirg6ZZic+3V9vaKpMA48eP75C45syZQ0JCAl9//TV1dXXMmjWLCRMmdOq/TVdXU1PDgQMHWLx4MXp6elKH027V1dUcPXqUwMDAbndx/ioKhUJt3jPqVJUgCG0lk8lwcHBg0KBBJCcnEx0djbe3N5aWllKH1qn69u1LWFgY27Zto6ysDC8vry5xmowgtEQ9Pj27iM5qBygrK6N3795vlQRo+l32xRdQWaksgV66VLkYun5d+f+C+nu+dC8yMrLF3vH6+nqSk5M5fPgwAQEBuLm5SXbBPHLkSEJCQrh06RIJCQmdkiyDltsBQJkMs7T8ZwJAofhnggzAzs5O5cMB//ncCn788Ufu37+PQqHAzs5OJAA6QEpKCsOGDesy/Z1Hjx5l5MiRnV5NI7SOulUlCMLbMDY2JigoCCcnJzZv3szJkye73cDLnj17smLFCurr69myZcsLrXuC0JWIq04V6oxKALlcTnl5Oaampm1OAsTGwrx5sHu3Mhnw6afKP716QWYmfPCBqARQd42NjZw8eZLNmzczZcoUAgMDWzwz/tGjR2zYsIG6ujpWr1790tGAUjAzMyMsLAwtLS2io6MpKirq8Oesq6trcRdYJlMu+hsblX8UCuXXmlhYWFBZWcmzZ89UGk9RURFbtmzh1KlT+Pv788EHH1BTU8OhQ4fETqIKZWVlce/ePebMmSN1KCqRk5NDZmZmlzndQFXUaeGtTrEIQnvIZDLGjRvH6tWrefjwITExMRQWFkodVqfS1dXF398fKysrYmNj1erYY0FQFZEEUKGmmQAdqaKiAkNDQ3R0dNqcBHB2hgkT4Le/hb59YdQoeO89OHAABg2CLtI222U9fvyYmJgYcnNzWb16NePGjXvpolOhUHD27Fm2bNnC9OnT8fX1bXEnXCq6urp4e3vj5OREXFwcP/74Y4c+n1wuf+UOu0wG2trKP1pa8PzpQFpaWtjY2KisGqC+vp7U1FRiY2MZOnRoc2JGR0eHoKAg8vLyOHHihEqeq7urra0lKSkJLy+vLnGsYmNjI8nJycyfP1+t3svqQN0W3uoUiyC0l7GxMUuXLmXSpEl8++23pKWldavhlzKZjLlz5zJhwgTi4uLEEYJClyMaXVSoM9oBSktLm4e6tTUJYG8Pf/6z8kx0mUx5HNrFixAWBoWFcOaMciiaoF7kcjlnz54lPT29uXe8pYvNiooKEhMTqa+v77Thf29DJpPh6OhI//792bVrF7m5ucyZM6dD+pxf1zMsl8ONG8qf+/PnoaoKvv0WmuZ62trakpubi729fbtiuH37NocPH8bGxoY1a9a8VLmhr6/PsmXLiI2NxdDQUAx9a6ejR48yePBghgwZInUoKnHmzBn69OnDyOeHVgjN1GXhLSp5hK5IJpMxfvx4Bg8eTFJSEjExMXh7e2NhYSF1aJ1m6tSp9OzZk02bNrFkyRJsbW2lDkkQVEIkAVSoM9oBSktLm4+Gqq2txdjYuE33v3NHudC5cUP5//7+sGiR8rSASZNUHa3QXkVFRSQmJqKnp0d4ePgrjwXLyMggOXzqTNIAACAASURBVDm5eaqvJvSXW1lZERERQWJiIhs3bsTf37/NP89v8qpKgEuXIDVVOQujVy+YMwcGD4bnOwfs7Ow4fvz4Wz93aWkphw8fpri4GC8vLwYPHvzK2/bs2ZPg4GDi4uIwMDBg7Nixb/283dn9+/e5e/dulzkNoLi4mHPnzhEREaE2i111ok4Lb3WrShAEVTIxMWHZsmV8//33bNq0iSlTpjBt2jSNuNZQhbFjx2JoaMj27dvx9vZm+PDhUockCO3WPd69naQz2gGerwSoq6trc7mrXA7DhsHNmy9+7ezZfw4NFKTXtPsfGxuLg4MDwcHBLSYA6urqSEpK4siRIyxZsoQZM2Zo1IeygYEBgYGBDB8+nKioKO7du6fSx5fL5S1emP/mN8p5GNeuwbNnYGGhHBL4/JrC2tqagoICGhoa2vScDQ0NpKWlERUVhY2NDZGRka9NADQxNTVl+fLlpKSkcOfOnTY9p6B8L+zfv58FCxZ0ibJ5hULBgQMHcHFxeWXyr7tTt4W3OsUiCKomk8mYMGECERERZGdnExMT061K5IcOHUpQUBBJSUlcvXpV6nAEod3Esk+F9PT0OrwSoKysrHlB8TanA5ibg7u78mz0gQNh4kTIyVHOCxDUQ3FxMfv27UMmkxEWFkafPn1avN2jR4/Ys2cP1tbWREZGamz/s0wmY/r06djY2LB3797magZVXFC/apGwezdkZ8P338OtW/DXv8KxY7BzJ/j4KBNjenp6mJubk5+f3+rBillZWRw6dAhzc3MiIiLavHjr27cvgYGBbNu2jSVLlqjFQEdNkZqaip2dXZfZoblx4wZVVVVMmTJF6lDUljolAdSpKkEQOpKJiQnLly/n8uXLbNy4kalTp+Ls7KxRGxBvy8bGhhUrVrBlyxYqKyuZNm2a2vwOEoS2EkkAFersSoC3SQL86lfKUwICA2HfPrh9G/7jP+CddzoiWqEtFAoFFy5c4OTJk7i6uuLk5NTih0vT8L+zZ88yf/583uki/3iDBg0iPDyc3bt38/DhQ3x8fDBoatB/S69qB9DRUfb+jxypnJFhZ6dMjE2erPx+011sbW158ODBGxfjT58+JSUlhby8PDw8PNq1ELWxscHX15edO3cSHBxMv3793vqxuoucnBxu3brVZdoAqqqqSElJISgoqFtcWHcVYjEgdBcymYyJEycydOhQ9u/fT0ZGBosXL8bc3Fzq0Dqcubk5ISEhxMfH8+zZM+bOnSve+4JGElcXKqTuSYAnT6CyUvnfZmYQEgL//d/g4PDPRY8gjdLSUr799lt++OEHQkNDmTJlSosfKk+fPmXz5s3cuXOH8PDwLpMAaGJsbMyKFSswMzNjw4YN5Ofnt+vxXpUESE0FFxflkZmxsWBpCT//OVhbK6sAmtjZ2b32hIDGxkbS09NZt24dffr0Ye3atSrZiR4yZAgeHh7Ex8dTUlLS7sfryhoaGkhOTsbDw6PdSSN18d133zFq1Cisra2lDkWtqVslgLrEIgidxdTUlODgYBwcHIiLi+Ps2bPd4gQBY2NjVq5cSX5+PgkJCTQ2NkodkiC0mVj6qVBHtwPU19dTU1PTPF28pqamVUmApt/HV68qEwEffaRsASgvhw7OWQhvoFAouHTpEtHR0QwbNoxVq1ZhZmbW4m1v3brFhg0bGDhwICtWrOiyfcLa2trMmzePOXPmEB8fz6VLl9661PZVF+a2trBwoTIR5uSkfG94eiqrYrS0oOnz3MbGhry8vBYf+8GDB2zYsIGsrCxCQ0OZNWsWurq6bxVnS0aPHo2rqytbtmyhoqJCZY/b1Zw5cwYzM7N2n+KgLnJycsjMzGTWrFlShyK0gWgHELormUzGpEmTCAsL4+7du8TFxVFUVCR1WB3OwMCA5cuXU1dXx7Zt2zq8HVgQVE20A6hQR1cCNJ0M0LSoaW0lQNNGqJYWjBql7IMOCVFOQx8yBIKClMcFCp2rvLyc/fv3U1NTw8qVK+nbt2+Lt6urq+Pw4cNkZ2cTGBiIjY1NJ0cqjVGjRmFhYcHOnTvJzc1l4f/P3pmHRZWe6fsuoJBNdgXRFtwVFPelWxFQXHDfBVQEQXHpzmSSTtK/STKTTCaZzHQmm7HdaEHEXVBw6VYQbWkaBbdGaVdoV0QbUNlkrfP746QUFBChiirgu6+LS6k6nHqLpep8z/e8zztjxjsvsutzAgwdKjsAAKqqICdHnpKhng6gnlZoaWlJdXU1JSUlmJubA1BSUkJiYiLZ2dlMnjwZV1dXre0AjhgxgtLSUqKjowkKCmozO92aIj8/n3PnzhEWFtYmdmHVroapU6e2iXBDbWNgYKBXu45t4XdQIGgqNjY2BAYGkp6eTkREBKNHj2bs2LFaGf+rLyiVShYtWsSRI0fYvn07AQEBL68VBAJ9RzgBNIi2RYBnz57Vmv3+ru0AEyfCX/4CR4/C3r3g6wsXL4LYZGxZJEni0qVLL3f1Q0JC6hUAcnJy2Lx5MyqVirCwsHYjAKixt7cnNDQUgPDwcPLz89/p6yVJqren+vlziIiA3/wG/vd/4auv5NaYmigUChwcHHj8+DFVVVWkpKSwYcMGTE1NWbt2LW5ublq/8Pfw8KBHjx7s3r1b6+1GrQl1er6HhwdWVla6LkcjfPPNN9ja2jJgwABdl9Iq0CcRQLQDCATye+aoUaNYtWoVDx8+ZPPmzQ221LUFDAwMmDlzJr169SIiIoJnz57puiSBoFEIEUCDaLsdQO0EAHnHSJIkjN4y10/tUMzPh7//Xd71HzYMfvYz6N9fTkMfOFBrJQteo7CwkF27dpGWlkZgYCAeHh51LlJVKhVff/01O3fuxNvbmzlz5rTa9P/mYmxszJw5cxg5ciTbtm3ju5rzLd9CfSMCVSpZCNu1C168ACcnePBAdsi8joODAxkZGWzcuJF79+4REhLC5MmTW+znoVAomDJlCjY2Nuzfv1/0Hv6TjIwMXrx4wejRo3VdikbIz8/n7NmzTJs2TSwmG4mhoaHe/D0IEUAgeIWVlRV+fn54enqyb98+jh49SllZma7L0hoKhYIJEya8vE55/PixrksSCN6KaAfQIC3RDqB2AlRUVNChQ4e3XnSoVLK1ef9+OHVKXvw7O8OePfDXv8q7oE5OWitZ8E8kSSIjI4MTJ068HIFXn0Xu+fPnHDp0CEmSWLVqVZvZ5WwO6iRiJyenl+0BPj4+b7UZ1tcOALIr5ttvX7UAgNwuU5PHjx+TnZ1NUVERCxcupFevXs19Kk1CoVAwa9Ys9u3bR2xsLPPnz2/XqfGlpaUkJCQQEBDQJr4PbdHV0BIYGBjolQggEAheoVAocHNzo2fPniQmJrJx40Z8fX3bTH5LXYwePRpzc3OioqJYuHAhLi4uui5JIKiX1n/1pEcYGxu3WDtAY1sB1BrB8eOwdCl88AF06gQ//ancBnDkiNbKFfyT4uJi9u7dyzfffMPSpUvx8vKqd/H63XffsXXrVnr27ElgYKBYELyGk5MTq1atoqCggG3btr01Ob++3TkDAzA3h6tXX9126hRYWkJhobzIPHr0KDt27KBPnz5YW1vrTABQY2hoyMKFCykrKyMuLq5dLzoSEhIYOHAgTm1EwWxrroaWQp/aAUBkAggEdWFqasrMmTOZN28eiYmJ7N27t02H3Q4cOJD58+ezf/9+rl27putyBIJ6ESKABlEqlVpvB3hXEUC9STZjhjwW7c6dVzufDx5AG5swp1dIksTVq1fZtGkTnTt3ZuXKlXTp0qXOYysqKoiLi+PkyZP4+/vX2yYgADMzM/z8/HB3d+fzzz/nypUr9R7bkBPAz092A/z0pxAWJrfLfPJJNZmZZ9mwYQMGBgasW7cOb29v8vPz9WLH0cjICD8/P54/f87hw4fbpRBw584dsrOz8fb21nUpGkHtapgxY4b4m39HRDuAQNB6cHZ2ZvXq1XTu3JlNmzaRnp7eZt/DevbsyZIlSzh27BgXLlzQdTkCQZ2IdgANos12AEmSamUCvGsoYEgIpKXJc9EBeveWswHef18b1QrKyso4cuQIjx8/xt/fv8F5348ePeLAgQN0796dsLAwjGv60wV1olAoGD16NN27dycmJobs7Gx8fX3f+N7VJwJIEnz8sdwOcPYsdOwItrZ3uH37CMXF1m9Ma7CysiIvLw8HBwetP7e3oVQqCQgIYMeOHXzxxRf4+vq2m8WHOj3f19e3zWRkJCQk4Obm1uBrhKBu9MkJ0FYXMwKBJjEyMsLb2xs3NzeOHDnClStXmDlzZr3hyK0ZJycngoKC2LlzJ8XFxYwfP77dvFcLWgdi20GDaLMdoLS0FCMjo5djoxojAqivjSIi5N3OP/xBXvTs2wcffQR/+5tWSm33qBNxzczMCAsLq/fiXpIk0tPTiY6Oxtvbm9mzZwsB4B3p0qULq1atAmDLli3k5ubWur++3TmFArKy4IcfwNb2GcnJKXz++T2SkpbRo8cSOnXqRM21hXpCgL5gbGzMkiVLePjwIQkJCe1mAZKSkoK9vX2b6SnNzs4mOzubCRMm6LqUVok+OQFAtAMIBI2lc+fOBAcHM2jQICIjIzl16hRVVVW6Lkvj2NnZsWLFCq5du8axY8f0RrQUCECIABpFm+0ANV0A0DgRQL0BOmaM/O///d+rMWhTp2qlzHaNJEmcPXuWXbt2MWnSJKZNm1bv9Iby8nJiYmK4cOECK1asYKAY0dBkjI2NmT17NuPHj2fHjh2kpaW9XBQ31A5w7FgFP/tZHp9+eo/nz3sA43j61ApJki/ka17P65sIAGBiYsLSpUvJzs7m9OnTui5H6+Tn53Pu3Dl8fX11XYpGKC8v5/Dhw8yYMaPNuBpaGn1zAggRQCBoPAqFgpEjRxIWFsaTJ0/YtGkTd+/e1XVZdVJQIE8UagoWFhYEBQWRl5dHTExMmxQ7BK0TIQJoEHU7gDZ25WrmAcC7tQMMGAC/+AXY2cHGjTBrlvxvebnGy2y3vHjxgn379nHlyhVCQ0NxfT1mvgaPHj1iy5YtmJiYEBoaip2dXQtW2nZxd3cnJCSEy5cvs3fvXkpLS+sUAVQqFWlpaRQVbeDnP79IfHxvtm51YutWA3x94Ztv1Me9+hp9FAFADlxatmwZ3333HcnJybouR2tIksSRI0cYP358mwnLPHnyJM7OzvTp00fXpbRaDA0N9UYEqKqqeuvIXoFA8CaWlpYsXryYiRMnEhMTw+HDh/VunODTp/CnP8ljhJti+DUxMWHJkiVIksSePXu0GiIuEDQWIQJoEAMDAwwNDbWi8tWcDAByz3lDIoBah7h8We7/37oVlEooLYXkZLklQGw+aYYHDx6wZcsWrKysCA4OrvVzqokkSZw/f/6l/X/GjBniolHD2NraEhISgq2tLZs3b6awsLDW7lxWVhabNm3i+vXrhIQE4O8/GUdHM8zNwdoapk9/9XdRc4CDo6OjXooAAObm5gQGBnL58mVSU1N1XY5WyMjIoLy8nFGjRum6FI1w584drl+/zhR1SIugSeiTE6CqquqtI0sFAkH9DBgwgLVr12JgYMBnn31GZmamzlvd1A/fqxekp4OFhZwnVF7+6r7GYmRkxIIFCzA3Nyc6OppysRMn0DFiBaJhjI2NqaioQKlUavS8T58+rTUO621OAPW6x9wc+vWDlBRYuxbi4uSpAM+fa7S8dokkSaSmpvLNN98wY8aMBvuU1dbfvLw8VqxYIXb/tYihoSGTJ0+mR48e7Nu3D5VKRY8ePUhMTOSHH35g8uTJ9OvXD4VCQXExHDgghwOWlMDo0bBy5ZvntLS0pKqqipKSEszNzVv+Sb2Fjh07EhgYSGRkJIaGhm1msQyv0vMDAgLaRHp+ZWUl8fHxTJ8+HVNTU12X06oxMDDQm0yA6upqIeoKBM3ExMSE6dOn4+7uzuHDh8nIyGDatGk6c4ApFFBWJm+cBQbCyJGQlNT0TTQDAwPmzJnD0aNHiYqKYsmSJZiZmWm2aIGgkbT+Kyo9Q1sTAl53AjS2HaBPHzh6FObMka1M//Zv8ojAESM0XmK7orS0lD179vDdd98RGhraoACQm5v70v4fEhIiBIAWok+fPvTp04f79++/HNO4du1a+vfvj0KhoKICoqLg8GGwsZHHZX73HfzqV/LX11T5FQqF3rYEqLGysiIwMJCUlBQuXryo63I0RkJCAgMHDqwlgrZmTp48Sbdu3ejXr5+uS2n1iHYAgaBt8t577xEWFoaTkxObN2/m3LlzOvlblyS5FeDXvwYfH1i/HiZOlO9LSpI3DYqK3u2cCoWC6dOn4+zszPbt2ykuLtZ84QJBIxAigIbR1oSA1zMBKioqGiUCrFghf1hawrJlcOIEuLvDw4caL7HdcP/+fbZs2YKdnR3BwcG1Ahtrorb/79ixAy8vL2bMmKFxh4igblQqFefPn+fWrVt06tSJDz74gEuXLpGVlfXymMJCWRgLD4f//m/4+c/hl7+EL7+s+5ydO3fWaxEAwMbGhsDAQE6fPk1GRoauy2k2d+7cITs7G29vb12XohHu3btHZmYmU0Uyq0bQJyeAEAEEAs1iaGiIp6cnK1as4LvvvmPbtm0t9h78ww9QXS07Abp0kSdr2djIGwf+/vIxEybI902aJIduvwsKhYJJkybh6upKREQEz4U9V6ADxDuWhtHGhIDq6mqKiopq2aEa4wQoLYW5c+HRI8jIgK5d4b/+C548kf8veDckSSIlJYWzZ88yc+bMBnfyysvLOXLkCD/88APBwcHY29u3YKXtm++//54vv/wSU1NTXFxcGDhwIIMHD6Zv377ExMSQnZ3NpEmTsLMzYty4V1M0AHJzYdEi+f+vB307Ojpy7969lnsiTcTOzo5ly5YRFRWFoaEhbm5uui6pSVRVVXHkyBF8fX3bRHq+ug3A19dX2D81hHACCARtH3t7e4KCgrh06RJRUVG4u7vj5eWl1feFQ4fg5EnYtUu+RkhMlHOD1KZPlUq+/T//U3bc+vvDT34i5wU0FoVCgaenJ0qlkoiICAIDA7G1tdXOExII6kC8Y2kYc3NzSkpKNHrOwsJCLCwsaoUONUYEMDODmTPrvk+S3lzkCOqnpKSEQ4cOUV5ezsqVKxvsT8vNzWX//v24uLgQEhIidv9biIKCAhISEsjNzWXSpEkMGDCA2NjYl8GAanvh4cOHCQ8PZ8GCBZiY2OPrK0/Q+OEHOTujshI2bZLFsrw8UL8nOzg4kJ6ersNn2Hg6derEkiVLiI6OxsjIqFVaz7/++mvs7e0bbLVpTZw+fRoHB4cGJ4cI3g3hBBAI2gcKhYJhw4bRr18/EhMT2bBhA5MmTWLgwIFaGc25ciVcuQJjx8ojtc+fl9sAKirkkG315sHTp3DmjOwKaKom8cEHH2BsbExkZCRLly6lc+fOmnsiAkEDiHcsDaMNEeD1VgB4uwigXuRLkmxpMjCoveMpBIDGc/fuXWJjYxk4cCATJkyoNwFakiQuXLjAqVOnmDJlCu7u7i1cafukvLycM2fOcOnSJd5//33mz5//8mJckqRaYXKmpqYsXLiQCxcuEBERwZMnK+jTxxYrKwVubvAv/yKr/Z06yR81c9s6d+5MXl4e1dXVrSIF3NHREX9/f3bt2sXcuXPp3bu3rktqNHl5eaSlpREWFqbrUjTCgwcP+Pbbb1mzZo2uS2lT6JsToDW8LggErRlzc3Nmz57N/fv3OXbsGBcvXsTX11crC+e//10O0755E372M3B1lTO1QL6ujouTNwy6dJFbCx0d5fuassk2YsQIjI2NX4YFdunSRbNPRiCoAyECaBhzc3ONh3w8ffr0jb7zxk4HUChAbE40DUmSSE5OJi0tjdmzZzc4z1tt/3/y5Imw/7cQKpWKy5cvc+rUKXr16sWaNWvo2LHjG8e8niivUCgYMWIE3bt3x9x8L46OjkyfPp0OHTqQliaP1KzL6KFUKrGysiI/P7/VKPVdu3bFz8+PPXv2sGDBAnr06KHrkt6KJEkcPXqU8ePH6ywRWpNUVVURHx/P1KlT9XKyRGtGn0YEiukAAkHL8d5777Fy5UrOnz/P9u3bGTx4MJ6enhpvEZg9+83bVCrZ/q9UwrRp8OMfv7qvpgDwrmKAu7s7SqWS6Oho/Pz8eO+995pXvEDwFsQ7loaxsLDg2bNnGj3nuzoBrl2TLUqSJAcCdu4MDg4aLanNU1JSQmxsLFVVVaxatQpLS8t6j61p/w8NDRX2fy0jSRJZWVkkJiZibGyMn58fXesJuVCpVPVaBTt37oxKFcbZs5d58GAzOTlBfP+9JcbGEBws2/vUfX9qHBwcyM3NbTUiAMgXSwsXLmT//v0sXLgQFxcXXZfUIN9++y3l5eVtZszhV199hZ2dXavNZtBn9KUdQJIk0Q4gELQwBgYGjBo1CldXV06ePMmGDRuYPHkybm5uWmkRANi4Ec6dg/x8iImRr7Hh1bVCzYdtSgkDBgxAqVSyZ88e5s+fT8+ePTVTuEBQB+IdS8NYWFjwUMPR+8+ePXujp7c+EeCzz+TepZwcuHsX7Ozk5FIvL/D0fHNRI3iTO3fuEBsby+DBg/H29q53NrkkSVy8eJGkpCRh/28hcnJySEhIoKioiIkTJ74c91cfr7cDvM7164a4ug7H09OE4OA7zJ5tTGlpPy5dUjBhwpvH6/uYwPpwcXF5KQTo84VFaWkpiYmJBAQENPhzay3k5ORw6dIlVq9erbWL0vaMvrQDqGtoC7+zAkFrw8LCgtmzZ3Pv3j2OHTvGhQsXmDZtGp06ddL4Y40aJS/8p06VWwfVLz81//QTEiA9XW4hUO8Jvcu1d+/evV++X8+aNatVZvoIWgdCBNAw2soEqNkOoFKpqKqqqnPHefNmOHZMTv9/+BDWrYNnz+TE0p//HBYu1GhpbQqVSkVycjLnz59nzpw59OrVq95jhf2/ZSkoKCApKYm7d+/i6enJsGHDNHLB3aMHZGeDvb0bvXpV4Oi4gzNnivjhhyGAEkmqfXxrCgd8HRcXFxYtWsS+ffuYN29eg7/fuiIhIYGBAwfi5OSk61KaTXV1NXFxcUyaNAkLCwtdl9Mm0RcngGgFEAh0T/fu3Vm1ahXp6elERkYyZMgQxo8fr9EWgeHD5Q+Q3bY1L0PU9v+SEigvlwWA3Fw5K+BdL1dcXFwICAhg9+7dVFZWMnDgQI09B4FAjZCtNYyFhYXGMwGeP39eSwRQuwBe31kqLpZ7mXNy5Begrl3ldPO//EUed7JjBxQUaLS0NkNxcTHR0dHcuXOHVatWNbhAevz4MVu3bkWpVBIaGioEAC1SUlLCsWPHCA8Pp3Pnznz00UeMGDGi0QKAkZERVVVV9d4/bhy8eAH798Po0cYEBQUxerSEUnmQ7OxsXs/5aq1OADXOzs4sXryY2NhYbt26petyanH//n2ysrLw9vbWdSkaITk5GSsrK+EQ0iJKpZLKykpdlyFaAQQCPcHAwIDRo0ezZs0aSkpK+Oyzz7h69SrS64q+Bnjd3KX+PDZWDhF88EDOFNi27dUx71JG165dWbZsGcePH+fSpUvNL1ggeA3xrqVhNB0MWF1dzYsXL2oFStXXCmBhASEhckuAuzukpkJN1++9e6/GnQlekZ2dzcGDBxk2bBienp7C/q8HVFRUkJqayrlz5xg0aBDr1q1rUqiakZFRg4uE0aNlsezyZRg/XrYXh4WN4s4dew4dOsTgwYPx8vJ6mfptZWVFZWUlJSUlrTbkrXv37i/DAmfPnk3fvn11XRIqlYovvvgCHx8frc5+bilyc3NJT08nLCxMtAFoEWNjYyECCASCN7CwsGDOnDkvWwTUUwS00SIAr1wA+/fDxYvw05/Cf/0XXL8uX5urVFBUVHfocEM4ODiwfPlyduzYQUVFBaNHj9ZK/YL2iXACaBgzMzMqKio0ZlEsKirCwsKi1sK0oVBAf3+5V6moCAIC4H/+R779iy9ABI3WRqVScerUKQ4ePMjcuXMb7P+vqKjg4MGDpKWlERwcLAQALVFdXc358+dZv349eXl5hIaG4uvr2+QF99ucAADdusGMGa8CfgwNoVevnoSFhZGbm0tkZOTLsE+FQtHq3QAghwUGBAQQHx/P9evXdV0Oly5dQqlUMmjQIF2X0mzUbQATJ05sMFBU0HyUSiUVFRW6LkOIAAKBnqJuEejXrx+RkZEkJCRo5TVDoZDduAkJYGMjB3Q/fw5r1shtuH/+M/z613KbrprGLhPs7e0JDg7m3LlzJCcna7x2QftFvGtpGIVCgZmZGSUlJRq5ACwqKnpj7FlxcXG9i6IbN2DQIPlFp+Z6dtYsWRwQyBQVFRETE4OBgQFhYWEN9uw+fvyY/fv30717d5H+ryUkSeLatWskJSVhaWmJv7+/RvrCm2MXNjc3JyAggNTUVLZu3cr06dNxdXV9KQLoa7heY+natSsBAQHs2rULSZIYMGCATup48eIFp06dYunSpW1i1zwlJQVzc3OGDh2q61LaPEqlkqqqKiRJ0unvjhABBAL9Rd0i4ObmRkJCwsspAq6urhp93SguhlOnYNgwGDtWFgEGDIDAQHlKl58fdOoEV67ItxsZNX6MoLW1NcHBwURFRVFRUcGECRPaxPulQLeIdy0toM4F0IQIUFhY+MZ5ioqK3rjt2TP4j/+Qg0hSUiAzEwYOlBf/q1bJL0ACmdu3bxMXF8eIESPw8PBo0P5/6dIlTp48yeTJkxk8eHALV9o+uHv3LomJiVRWVjJ16lR69eqlsTe3xjgBGkKhUPDBBx/g4uLCgQMHuH37Ng4ODjx69Egj9ekaJycnlixZws6dO1GpVDoZY5eUlMSAAQNwdHRs8cfWNE+ePOHs2bOiDaCFUCgUL4U+Y2NjndVRVVX1smVIIBDoJxYWFsydO5e7d+/WahHQVK6To6MczN2nj/z5l1/Cnj2yM+DTT+HkSZg3T174370L3+WnvwAAIABJREFUEREwcmTjz9+xY0eCgoKIjo6moqKCqVOnivcZQbMQ7QBaQJO5AIWFhW84AQoLC9/YuT5+XA4h+f3vZTvS2rXwwQey9WjHDo2U0uqRJIkzZ84QHx/P/PnzG+z/r6io4NChQ5w7d46goCAhAGiBJ0+esHv3bg4ePMiIESMICwujd+/eGn1T01RwmJOTE2FhYYC803v//v1mn1Nf6NKlC0uXLuXLL7/k6tWrLfrYubm5XLt2jQl1zWNsZahUKuLi4pgwYQJW79r4KWgy+tASIJwAAkHrwdnZmbCwMPr06UNERASJiYkaew1RCwDHj0NcHEyYIAcDfvut3Jbr7Q1Hj8Lvfifnd9UcJtaY9gBzc3OWL19OTk4O8fHxejEiVdB6ESKAFrCwsNDYmMC6dv3ruu3sWdmC1KGDHEJiby+HAv7xj3D6NMTHa6ScVktlZSUxMTHcvHmTlStX4uLiUu+xeXl5bN26FQMDA0JDQ7UWJNNeKSwsJC4uju3bt+Pi4sKHH37I4MGDtaJoN9cJUJMOHTowa9YspkyZQkFBAQkJCXoxnkwTODo6snTpUo4fP05GRkaLPKYkSXzxxRd4e3tjamraIo+pTVJTUzE2Nma4en6UoEXQh3BAMSJQIGhdGBgYMGbMGFavXk1RUREbNmwgMzNTY1MEpkyRHbk//jFYW8M330BlJQQHy/erVHDnDpiZQVmZ/KE2E72tBBMTE5YtW8bz5885ePCgEAIETUaIAFpAk06AujIB6rotJATOn5fHAcbGyjaknj3B3FxuEXj6VCPltEoKCwuJiIjA0NCQoKCgN753Nbl27RoRERG8//77zJ49W/T/a5CysjISExPZtGkT5ubmfPTRR7z//vtavXjWxggxNzc3zM3Nyc3NJTw8nCdPnmj0/LrCwcGBwMBAEhMTuXz5stYf78qVK1RWVraJ3vm8vDxSUlKYNWuWsGe2MMIJIBAImkrHjh2ZO3cu8+bNIzk5mcjISHJycjRy7gEDQH25efs2DBkiT+h6+BCysmDmTDkP4F//FXx9QW3Ea8xbiLGxMf7+/rx48UIIAYImI0QALaBJJ0B9mQCvL2Td3OTQkcRECA+XR5NMnizf9/33sgWpPfLgwQPCw8Nxc3Njzpw59V6oqVQqTp48yfHjxwkICGDYsGEtXGnbpaqqitTUVNavX09JSQmrV6/Gx8cHExMTrT+2Jp0ANbGzs2PcuHGMGjWK7du3k5qaqpU5xC1Np06dCAwMJCkpSatzicvLy0lMTMTX17felpzWgroNwNPTExsbG12X0+7QByeAyAQQCFo3zs7OrFq1isGDB7N7927i4uIoKirS2PmHDYMNG+RcgA8/hLw8eUTxkSNyy66PD6xeDYcOvfqat126KJVKFi9eLIQAQZMR0rUWMDc352HNOSANkJIip4i+Tm6u/ALQWBFAoYDFi+WP18/z8cfQvfs7PYU2wbfffsuJEyfeOgu9tLSUmJgYJEli5cqVrXb+u74hSRIZGRmcOnXq5azbzi2cUKlOD9c0NjY2PHv2jKFDh+Li4sKhQ4e4efMmc+bMafX94Pb29ixfvpyoqChUKpVW7O1nzpyhZ8+evNcG5pZ+/fXXKJVKRo0apetS2iX64ASoqKiod2yvQCBoHRgYGDBs2DDc3NxITk5m48aNjBkzhvfff7/ZrtBly+RpAAcOyILAqlVyHsBPfiJv3Pn5wS9+AY8fy+MFO3WS23qfPpWDv3v0qPu8aiFg7969L8ddt3ZhXdByiN8ULfAuToDx4+XxIa+vU3JzITBQemPBr1KpKCkpqRUMWFdbsvp89vZvCgNtHZVKRUJCAl999RXLly9vUAB49OgRW7duxcHBgaVLlwoBQANIksTt27fZvHkz6enpzJ07F39//xYXAEB2Amhjl9Da2pqn/+yxsbGxYfny5fTq1YstW7aQkZHR6l0BdnZ2LF++nDNnznD+/HmNnjsvL49Lly7h4+Oj0fPqgpycHM6dO8ecOXNEG4COMDY21rkIUF5ertPpBAKBQHN06NABHx8fVq5cyePHj9mwYQNXrlxp9vu6vz+sXw+//rXcFvDxx+DhIQsAFRVw65a8Hvj4Y9kl8OWXkJwsH99QZq9SqcTPz084AgTvjHACaAH1iMDGMGiQvFCfMUNWCNVr+yFD4NEjCaVSWUuBLCkpwdTUtJb1cMIEMDaWHQUTJ8L778uKI8DmzeDpKY8LbA+Ul5cTExNDZWUloaGhmJmZ1Xus2ikwbdo0nYxGa4vk5OSQmJjI8+fPmThxIgMGDNDp4kibToCsrKyXnxsYGDBu3Dh69+5NbGwsN27cYPr06Q3+/uk7tra2BAUFsX37dqqrqxk9enSzz6kOA/Tw8Hhjwklro7KykoMHDzJ16lSNjIMVNA1t5H68K+Xl5cIJIBC0MWxsbFi4cCF3797l+PHjpKWlMWXKFLp169bkc6qvzZOT5c2+2Fj58zt3IDpadgl8+qk8TeB//kd2BAwZ8vZreCMjI/z8/NizZ49wBAgajfgN0QLm5uaNdgIoFPDnP8uhIF5e8gsBgKwhVL+1FeDOHbh5E8LCoKAAfvlL+UVk2jT43/+F//f/ZMWxPVBQUEB4eDhWVlYsXbq03gVYdXU1x44d48yZMyxfvlwIABrg6dOnxMTEsHv3blxdXVm7di2urq463x3VlhPAxsbmpROgJo6OjqxatQpLS0s2bdrE7du3Nf7YLYmNjQ1BQUGcO3eO5OTkZu+EXL9+naKiojZhnU9MTMTR0ZFBgwbpupR2jT60AwgRQCBouzg7O7Ny5UqGDx/Ovn37iI2N5fnz580654QJcj6AmmvX4MIF2QUAcqvA5cvyxK9/Tid+SX0b/Woh4MWLF8TGxgpHgOCtCCeAFjAzM6O8vJzq6uq3hgWp10j/8i/g4iILAUOGyC8ICxc+fUMEeD0jID8f5s2TQwAXLJAtRXfuyNahnTtlFdHJSbPPTx/5/vvviYmJwdPTk5EjR9Z7XFFREfv378fU1JSVK1e2SDhdW6a4uJjk5GSuXLnC6NGjmTlzpl7ZYrXpBKhLBAD5jXjKlCn07duXuLg4+vTpw6RJk/Tq+/IuWFtbExwczI4dOygrK8PHx6dJ4k5lZSUnTpxg5syZrT5ELSsri+vXr7N69Wpdl9Lu0YdgwPLycuEGEQjaMAqFgiFDhuDq6kpKSgqbN29m5MiRjB07tsnv7TUvP2/dgg8+AAcHOTTw5k0YMQJ+9StIT4dz5+Rr+eXLwcBAHiNY19twTUdAbGws8+bNE44AQb2I3wwtoFAoMDMza5Qb4A9/ePX/2bPlxftHH0FcHMyde7/O8YA1bbTDh8Nf/wrqMdvGxtCnjywMTJwo9xu1ddLT04mJiWH+/PkNCgD37t1j69at9OrVCz8/PyEANIOSkhJOnDjBhg0bAFi3bh2enp56t9DVlhPAwsKC8vLyBncge/TowerVq6moqGDz5s08ePBA43W0FB07diQoKIg7d+5w5MiRJu0wpKSk4OTkRM+ePbVQYcvx4sUL4uPjmTVrFqbqF16BztCHTAARDCgQtA+MjY3x9vYmLCyMp0+f8o9//IPLly83ySVXcxHv7g5RURAfLy/8k5Jg1ix5sb9undw6HBkpBwq+/rWvoxYCysrKhCNA0CBCBNASjc0FmDr19a+TF+/9+8u7/nWJAK/vOCiV8oca9YuDszOsWdOk8lsF1dXVHDlyhPT0dFasWEGPeuJTJUkiLS2NvXv3MnPmTDw9PXVuU2+tvHjxgpMnT/KPf/yDyspK1qxZg6+vr94GKmrLCaBQKLC2tubZs2cNHmdiYsLcuXOZOHEie/bs4fTp01TXleTZCjAzMyMwMJCCggIOHjz4Ts/j6dOnpKWlMVk9t7QVc+zYMfr370+vXr10XYoAkQkgEAhaHisrK+bNm8fChQs5f/484eHh3Lt3r8nnmzwZtm+XJ4ZdugSjRsnuXqVSngxgbAwnToC5uTwx4G2ohYDy8nIhBAjqRYgAWqKxuQCVlbBli9zDP2gQDB0qp/mfPt348YD1MX26nDDaFiktLSU6OpqioiJCQkKwrSf4oLKykri4OC5cuEBISAh9+vRp4UrbBmVlZZw6dYr169dTUlJCWFgY06dP13sLrLacANBwS8DruLq6EhYWxsOHD9m2bRt5eXlaqUnbdOjQgYCAACoqKti7d2+jv7cnTpxgzJgxrX584pUrV8jNzW0Tkw3aCvrgBBAigEDQPnnvvfcICQlhzJgxxMTEsH///kZfF7zO2LGyO3jNGggJkVt7zczgxz+GxERZEPjLX8DGpv5cgJoYGRmxePFiIQQI6kWIAFqisU6AFSvg4UP45BPZATB7thwC8oc/QEyMU7NEgLbKkydPCA8Pp2vXrixevLjei69nz56xbds2qqurGxQKNEEr3dx9K+Xl5Zw5c4b169fz/PlzQkNDmTVrFtbW1rourVFoywkA7yYCgGypDwgIYMiQIWzbto20tLRWOUpQqVSyaNEiTExM2LlzJ+Xl5Q0en5WVxePHj/nggw9aqELt8Pz5c7788kvmzZvX7JnRAs0hnAACgUCXKBQKBg0axIcffkjnzp3ZunUriYmJb31vrAtDQwgKgufPYckS2LtXdgkcPAi7dr06rrFt/kIIEDSEEAG0hLm5eaNEgMuX4be/hfHj5d7+L7+UU0OPHYMTJ3rX2Q7QnkWAGzdusH37dry8vPDx8ak38CQrK4vw8HAGDx7MvHnztNqrXlUlv3AD7N4NZ8/KfVytmYqKClJSUvj73//ODz/8QHBwMHPmzNGqkKIN9MUJoEahUDBy5EhCQkLIyMhg586dFBUVaaU+bWJoaMjcuXOxt7cnKiqK0tLSOo+rrq7miy++YMqUKRgZtd4cWkmSiIuLY8yYMXTp0kXX5QhqoC/BgEIEEAjaN0qlEk9PT1avXk1xcTH/+Mc/uHjxYpMW3o6O8Nln8Kc/gb+/HBg4blzT6qopBMTExAghQPASIQJoCQsLi0a1A3ToIKeAgpwAqs6Zkq+Xq946HaC9IEkSX3/9NUePHsXf3x93d/cGjzt06BALFixgzJgxGu//lyR5hON//7f8uZERZGfDjBmwdavcs9VaIwcqKys5e/Ys69evJycnh+XLlzN//nzs7e11XVqTMDIyorq6Wis77o3JBKgPOzs7VqxYwXvvvcfmzZvJzMzUcHXaR6FQMH36dHr06EFkZGSdYsbZs2extbWlb9++OqhQc5w7d46qqirGjh2r61IEryFGBAoEAn3C0tKSOXPm4O/vz7fffsuWLVv4/vvv3/k8gwfL64JFi+RpX927N70mtRBQUVFBTExMq80mEmiW1rs1o+eYm5uTk5Pz1uP+7/9g0iS510elgn375NsfPaqkb9+bmJq+stBWVlZSWVnZ7hKpKysrOXz4MHl5eYSGhtYrgpSXlxMXF0dhYSErV67UmliiUMgBjr/6Fbi6yi0ciYnQr5/88wR49kwWdFrLdWFVVRUXL17k66+/xsnJiSVLluDo6KjrspqNQqHAyMiIqqoqjVu4m+IEqImBgQGenp707t2bgwcPcuPGDaZNm9aqplYoFAp8fHwwMTEhIiKCZcuWYWNjA8iupZSUFEJCQlp1EOeTJ09ITk4mJCREjFrSQ0QmgEAg0EecnJwICgri2rVrxMfHY29vz8SJE9/52mruXPnf+sYCNha1ELBv376X4wNb+7heQfMQVzRaorGZAJ6ecPeuPAM0O1ueCwpgbFzIggUXal08q1sBWvMF9btSVFREZGQkkiQRHBxc78I+Ly+P8PBwTE1NCQoK0poAUHND+U9/gp/9TP6/qSlkZclugDVr5NEuf/2rVkrQKNXV1Vy4cIH169dz69Yt/Pz88PPzaxMCgBpttQSoRYDmugy6du1KWFgYJiYmbNy4kezsbA1V2HKMGzeO999/n4iICJ48eQJAQkICw4cPx87OTsfVNZ3q6moOHjzIxIkTW10rTHuhQ4cOTeq91RTV1dVUV1e36nYXgUCgHRQKBa6urnz44Yf07t2b6OhoDh482CQXoSYu/Y2MjFi0aBGVlZXExsYKR0A7R7xraYnGZgL8/vfyDNDXr5PPnSvj3r3aFtr2lgfw8OFD9u3bx/Dhw/Hw8KhX/Lh27RpHjhxh4sSJDBs2TCu1qFRyEItCAffvwy9+IY9tefIE/vhHOdjR3v7VOJdz5+Dbb6GiQh7tom+oVCoyMjL46quvsLW1ZcGCBbz33nu6LksraCsc0NjYmA4dOlBcXNzsv0ulUsm0adPo27cvhw4dwtXVlYkTJ7aqALqRI0fSoUMHoqKi8Pb25u7du6xbt07XZTWL06dPY2lpydChQ3VdiqAeTE1NefHihc4ev6Kigg4dOrQrcV4gELwbhoaGjB49miFDhpCamsqWLVtwd3fHw8OjxUcsq4UA4QgQCCeAlmhsJsAf/wheXvDgQe3bTUyec/Bg7fl+7UkEuHLlCrt27cLX15fx48fXeYGlUqk4efIkx48fJyAgQCsCgDo/Re0CrqyEqCiwtpYFnIgI+d9bt8DXF3x8ZCEgJkZOd9U3AUC9+N+wYQOXL19mzpw5LFu2rM0KAMDLdgBt0NyWgNfp3bs3q1evpqioiK1bt/Lo0SONnbslcHd3Z8aMGRw7dgx3d3etBnJqm3v37nH58mVmzpwpFnh6jImJCWVlZTp7fNEKIBAIGkuHDh3w8vJi7dq1qFQqNmzYwFdffdXiLU3CESAAIQJoDTMzM8rLy9/6h9WnD/zHf8jjAWtmgxkbFyBJtY0a7UEEkCSJkydPkpSURGBgIP3796/zuNLSUnbt2sWDBw9YuXIlXbt21Uo96sV/RgbMnw/Hj8ONG7BwoXz73LmwahV8+KH8+aFDsGABeHjApk1aKalJSJJEZmYmmzZtIj09nenTp7N8+XKcnZ11XZrW0eYIMU2LACC/dixYsIBx48YRHR1NcnJyq0rzraiowMbGhosXL3JTnXrayigvL+fgwYPMmDEDCwsLXZcjaAATExPKy8t19jciRACBQPCuWFhYMG3aNEJDQ8nLy2P9+vWkpaW16GJcCAEC0Q6gJRQKBWZmZpSUlDTYny5J8kKySxeYM0dOnF+wAK5elTAxqb371NZFAPWF94sXLwgNDa3XIvXo0SP27dvHgAEDGhwT2FSqq+WRf+rXwz/8Qbb9BwTIPf9JSbB+PXh7y/dPmAB/+Ysc6jhnjizo6MuPSZIkbty4wenTpzE0NGTy5Mn06tWrXe1satMJ0JwJAQ2hUChwd3fH2dmZuLg4bty4waxZs+jcubPGH0uTVFZWkpSUxLx58zAwMGDPnj1MmTKFQYMG6bq0d+L48eP06NGDfv366boUwVswMDDA2NiY8vJynYTmChFAIBA0FVtbW+bPn8+jR484efIkZ8+eZcKECbi5ubXIddrrrQHz588XAbjtCPGT1iKNyQVQ/42PGQMJCbBlC3TqBL/85XB+9rMfah3blkWAoqIiIiIiMDMzIzAwsF4BICMjg+joaCZOnMjkyZM1/mIlSbIAAPLPxtAQqqogORmcnOTbP/0ULl6Ef/wDLl2S///LX8r3GxvrhwAgSRK3bt1i69atnD59Gm9vb0JDQ+ndu3e7EgCg9TkBamJlZcWyZcsYMmQI27dv58yZM3qt1p89exYnJye6d+9Ot27dWLZsGQkJCZw7d07XpTWa69evc+fOHaZMmaLrUgSNRJe5AEIEEAgEzaVLly4sXbqUmTNnkpqaytatW8nKymqRx1YLAWVlZcTHx2tlpLJAPxEigBZpTC7AiROv/u/iIn+ekwP/8z+78PF5sx1AW6n3uiQ/P59t27bh5ubGzJkz6wwoqa6u5osvvuCrr75i+fLlDBw4UCu1KBRw9qy8o/+v/woHD8JvfgNdu8pTHMrKZGEgMhJ++AFWrpRbBn73Oxg3TislvROSJJGVlcW2bdtISEhg3LhxhIWF0a9fv3a3+FfTmjIB6kKhUDBixAhWrVrFvXv3CA8PJzc3V6uP2RSKi4tJTU3Fx8fn5W0ODg6sWLGC9PR0EhIS9P7iori4mCNHjjBnzhyxsGtFmJqa6iwXQIgAAoFAU/To0YPQ0FDGjh3LsWPHiIqKatS48eZiZGSEn58fT58+5dixY3r/Xi3QDKIdQIs0Zkygvf2btymVUFhY+MaCv7CwsM05AXJycti9ezfe3t71BvuVlpayf/9+lEolK1eu1Ooc9atXISxMTv+XJNi4UW4L+Ld/kwMAR4yA3r3lMEcvL/j4Y/3Y+Qe4c+cOp06doqSkBE9PT9zc3IStC+2OEGsJEUCNlZUVS5Ys4fLly+zYsYMRI0Ywfvx4vUn1PX36NO7u7m+M0rO2tmbFihXs3r2bgwcPMnv2bL2puSaSJHH48GGGDh1K9+7ddV2O4B0wMTHRqROgNQdgCgQC/UKhUODm5kb//v25dOkSu3fvxtnZGW9vb62O3FUqlQQEBBAVFUVCQgKTJk1qt5tH7QWxQtAiHTt2pLCw8J2/TqVSUVJSUiuQSpKkNtcOkJ2dzc6dO5k+fXq9AsAPP/zA559/TpcuXfDz89OYACBJ8ofaWR0TA4WFcOcOeHrK/f9Llsg7/H/6k9yu0bUrfPYZ1LzW1PWPQ5Ikvv/+e6KiooiPj2fYsGGsXbuWQYMGCQHgn6izObRBx44dKS0t1ZrT4HUUCgVDhw4lLCyM3NxctmzZ0iK7BG/jyZMnXLt2DU9PzzrvV7f5VFRUsGvXLp3Oda+PixcvUlhYiJeXl65LEbwjoh1AIBC0NQwNDRkxYgQfffQRDg4OfP755xw9erRR48ebSocOHVi6dClZWVl89dVXWnscgX4gVglaxNbWtkm7hMXFxZiamtbaLSsrK8PQ0LDN7DhkZmYSExPDokWL6p0AcPv2bSIjI/Hw8NB4/79CIX+oA6VjYuQ0f2dniI+XBQKQd/1dXCA3V24P6NMHdJA99QaSJHHz5k22bdvG0aNHcXd3Z926dQwePFgs/l/D3NxcayKAgYEBVlZWWgkHbAhLS0v8/PwYO3Ysu3btIjExscWEiLpISEjAw8OjwWA2pVLJokWLsLa2JjIyUqsXMu9Kfn7+y0BDfXQpCBpGl2MCy8rKtOpOEwgE7RtjY2M8PDz48MMPMTIy4rPPPiMpKUlrYrqpqSnLli3j6tWrfPPNN1p5DIF+IFYLWsTW1paCgoJ3+prqakhOLnujFaAtuQDS0tI4fvw4gYGBdY6okySJs2fPEhcXx+LFixkyZIhW6oiIkEf5VVZCUJDsBOjbV7b5h4bKx9y4AQUF8sLf1RXWrNFKKY1GpVKRmZnJ5s2bSUpKYsyYMaxdu5YhQ4aIxUs9mJmZUVpaqrXzt2RLQE3UEwRWr15NQUEBmzZt4v79+y1eR1ZWFgUFBYwcOfKtxxoYGDBjxgz69+/P559/Tn5+fgtU2DBVVVUcOHAALy8vOnXqpOtyBE1Al06A0tJSzMzMdPLYAoGg/WBmZsaUKVNYtWoVhYWFrF+/ntTUVK1sAFhYWBAYGEh6ejrp6ekaP79APxCZAFqkMSJAWRmcOyenzycnw+3b0KuXCcHBtRf8bUEEkCSJU6dOkZmZSXBwMDY2Nm8cU11dzdGjR8nJySEkJARra2uN13H9OvTvLy/snzyBbdvkhb5CIVv9//xnmDlTbge4dAl+9St4rc25xamurubKlSt8/fXXmJqaMmHCBPr06SP6tRqBubk5d+/e1dr5ra2tdSICqLGwsGDRokVkZmayb98+Bg4cyIQJE1AqlVp/bJVKxYkTJ/Dx8Wm0CKVQKPD09KRjx45ERkayePFiunXrpuVK6ycxMRFra2tGjBihsxoEzcPU1FRrbp+3UVpaWu80G4FAINA01tbWzJkzh8ePH5OUlMS5c+fw8vLC3d1do05QS0tLAgMDiYyMRKlUam1DTqA7hAigRSwsLCgvL2+wZ9DGBjp3hh//GP72N3lxev78TXJyal9UtPbJACqViqNHj/Lo0SNWrFhR50VTSUkJ+/btw9TUlBUrVjS79aG6Wk7yV6nkBH+Ae/dkW/+CBTBhgmz3HzRIHveXni47AyZPhmPH5PT/Ll1Al9d3VVVVXLp0iZSUFGxtbZk+fTouLi5i8f8OaLMdAHTnBHgdNzc3evTowRdffMHGjRuZNWsWLi4uWn3My5cvY2JiUm9LT0MMGzYMCwsLdu/ezezZs+nbt68WKmyYGzducP36dcLCwsTfVCvGxMREZ64S4QQQCAS6wMHBAX9/f+7evcupU6dITk7G09OTgQMHakwMsLGxYdmyZWzfvh2lUombm5tGzivQD4QIoEUUCsXLXABHR8c6jzlyBM6ckRedhw7BqFFgY2PK6NG1V56FhYW1ggJbE1VVVcTExFBRUcHy5cvrFESePHnC7t27X+5iNveCPCJC3uE/ehRqaifdu8Onn0JgIAwbJosE5eUQHAyHD8Nf/yqLAFZW8oeuqKio4Pz586SmpuLk5MSCBQt0ulvamtFmMCDIb5K6sOHXhZmZGfPnz+f69evExsbSv39/fHx8tJIlUlFRwalTp/Dz82vy32vfvn3x9/dnz549TJgwod6AUG1QWFjI4cOHWbRoUYNZBgL9R5cjAoUIIBAIdImzszPLly9/OSHqzJkzGp0QZW9vz5IlS4iOjkapVOpEsBdoByECaBl1S0B9IsDEifJHfj4kJspW9G+/7c/p00W1jisqKsK+rnmCek5ZWRl79uzBwsICf39/jIze/JW7ceMG8fHxTJkyBXd392Y/5r/+K1y+DL/+tSwASJJs9QfZFTBwIPzoR7IAY2wMFy7Io/5+8xvo0aPZD98sXrx4QVpaGmlpafTo0YMlS5bU+7sjaBzm5uZazQSwtLSkqKjo7Qe2IP3798fZ2Znjx4+zceNGZs6cSc+ePTX6GCkpKfTo0YOuXbs26zzdunUjODjWKGLFAAAgAElEQVSY6OhoioqKGD9+vNZ35VUqFbGxsYwaNUqMA2wDiEwAgUDQnlEoFPTo0QMXFxeys7M5ffo0Z86cwcvLC1dX12a/pzo6OuLv78+uXbuYP3++xq8nBLpBiABaxsbGpsFcgLAwyMgAOzsYN07eib5/Pw4zs961jisqKmp1f3RFRUXs3LmT7t274+vr+8aLkCRJfPPNN5w7dw5/f/9m73RXV8u7+nl5kJAARkZQVAQmJvB6e3RQEKSmws6dch7Axx/DT37ySixoaYqLizl79iwXL16kX79+BAcHt0rRRx9RLxBUKpVWJidou92gqZiamjJnzhxu3bpFXFwcvXr1YvLkyRpJMi8sLCQ9PZ2wsDANVAp2dnaEhISwc+dOioqKmDZtmlanXCQnJ6NQKBg3bpzWHkPQcpiYmOhEBJAkiRcvXggniUAg0AsUCgW9evWiZ8+eZGVl1XIGDBgwoFliQNeuXVm0aBH79u1j8eLFQkBvA4jpAFrmbeGAT57A48fyDnV1tZxUX1T0ZtBQawsGzM/PZ9u2bbi6utYpAFRVVREXF8fVq1cJCQlplgBw7578r6EhmJlBVpa8u79hg9z7HxYGKSny99fA4NVYwPffl1sw/v3f5c91IQA8f/6cY8eOsWHDBioqKli1ahWzZ88WAoAGMTAw0OpOobadBs2lT58+rFmzBoVCwcaNG7l161azz5mUlMTw4cOx0mDPjIWFBUFBQTx9+pR9+/ZRWVmpsXPX5O7du5w/f5558+aJcZptBF21A5SVlaFUKsVkFoFAoFcoFAp69+5NaGgoEydO5Ouvv2bz5s1cv34dST0Duwk4Ozszd+5c9u7dS05OjgYrFugCcQWkZdSZAPVx8CBkZ8Of/iS7ATZvhk8+mfmGvfD58+etJhgwJyeHyMhIxo0bV6e1t7i4mO3bt1NZWUlwcHCTFxL37kFAgJzi/8tfwsmT8u0zZ8Lnn8PFi/JOv7Mz7N8P6nGn6ut+SZKDGCdNauozbTr5+fnExcWxefNmlEol69atY9q0aVqZhiDQbi6AUqlEkiQqKiq0cn5NYGJiwsyZM5k9ezbHjh3j0KFDTRZFHj16RFZWllZ20Tt06EBAQADGxsZERUVpXFwpLS0lNjaWWbNmtSpRVdAwumoHEK0AAoFAn1EoFPTt25eVK1fi7e3N6dOn2bp1Kzdv3myyGNC7d29mzpzJrl27ePLkiYYrFrQkQgTQMo0ZEwjQrZu8oN25Ez75JLyWE6C8vJyKiopWcdGanZ3Nzp07mTZtGsOHD3/j/tzcXMLDw+nVqxcLFixocmDZ+fOweLEcpBgZKU9Z2L1b3uUfMACuXgUnJ7C3l63+Dx+Cej2hft3Txc7/48ePiYmJYdu2bVhZWfHRRx8xadKkVhv62FrQpmVfoVDovRtATc+ePVmzZg3GxsZs3LiR69evv9PXS5LEiRMn8PT0rHfiSXMxNDRk7ty5dO/enYiICJ49e6aR80qSRHx8PK6urvTp00cj5xToB8bGxlRWVlJdXd2ijytEAIFA0BpQKBT069ePsLAwPDw8OHnyJOHh4dy6datJYkD//v2ZMmUK0dHROpvMImg+IhNAy1haWlJSUkJlZWWdc7szMmD58ldz6q2sJMaO7VjrwiIvLw87Ozu9H2GVmZnJsWPHWLhwYZ2jya5du8aRI0eYNm1as8eMODrKYxUXL5Y/HzwYrlyRd/nHj4fr1+G77yA3Vz62rOzVol8X38aHDx+SnJzMw4cPGTNmDDNmzNDaIkrwJtpepKudBq3ByWFsbPzybzA+Pp7MzEymTp3aqFnnN2/epKSkROsp/gqFgkmTJmFpacnnn3/O4sWLm50Zkp6eTmFhIQsXLtRQlQJ9QaFQYGJiQllZWaN+jzVFaembrXsCgUCgrygUCgYMGED//v357rvvSEhIeBkg2LNnz3daZwwaNIjKykqioqIIDg5uFdc/gtoIJ4CWMTAwwNraut7drLAweUb93btw5w78+c8VHDkyvVaKfn5+PnZ2di1UcdNIS0vj+PHjLFu27A0BQJIkzpw5w5dffsmSJUuaJAAUFMDf//7q827dYNasV5936iR//8rLwdYWQkPB3R1Wr5Yt/337go9P055bU5EkiTt37rBjxw72799Pz549+dGPfsTYsWOFANDCaHtMYGtxAtTE2dmZ1atXY2FhwcaNG8nMzGxwR6C6upqEhAQmTZrUYr30o0ePZsaMGezevZvMzMwmnyc3N5evvvqKBQsWiP7tNoouWgKEE0AgELRGFAoFbm5urF69mtGjR/Pll18SERHB999//07OgGHDhvHBBx8QFRWld1OSBG9HOAFaAHVLQKdOnd6478ULGDv21edDhhSjUtW2yKudAPqIJEmcPn2aq1evEhwcjI2NTa37KysriY+Pp6CggNDQ0Ca1NCQmwqpV8PSpvKP/85/Ltv+agczffQc9e4J6ba1uA5g7V975b8nBCpIkcfv2bZKTkykpKWHcuHG4u7uLxYcOaQkRQB8nBLwNpVLJlClTcHNzexnUOX369DrbUy5cuICVlRW9e/eu40zao1+/fixbtozdu3dTUFDAuHHj3mm3oqKiggMHDjB16lRsbW21WKlAl5iZmbW4EFdaWiomAwgEglaLgYEBAwcOxNXVlatXr3LkyBE6duyIl5dXnY7euhg9ejQVFRVERUURFBQk3FGtCOEEaAEaGhPYsyf89rdyOGB2Nvzud0Y4OBTXOiY/P18v0+JVKhVHjhzh1q1brFix4g0BoKioiMjISACWLQuqJQCoE/obg5kZ/PGP8PXXcmbCvXuvUv7VgmVBgdwGAPD7378KCezVq+UEAJVKRWZmJlu2bOHkyZOMGjWKdevWMXToUCEA6JiWagdorXTr1o2wsDDs7OzYtGkTGRkZtXYDysrKOHPmDJMnT9ZJW5KjoyOhoaFcu3aNuLi4d+r9/uKLL3jvvfcYNGiQFisU6BoLC4sW/xsUTgCBQNAWMDAwwN3d/eU1a3x8PFFRUdxTj996Cx4eHvTv35/o6GidhLQKmoYQAVqAhsIBIyKgsBAWLZI/nj2rZu3aC7WO0cd2gKqqKg4cOMDTp09Zvnz5G8pfTk4O4eHh9OvXj9mz52FiIuchqC397+Im/uADOfHfzQ2mTIFPPnnzHJcvy5MWxo+HnBx5/F9LUVVVxcWLF9m4cSOpqal4eXkRFhbGwIEDxQgyPaElRIDW1g7wOkZGRvj4+BAQEEBKSgp79uyhsLAQgOTkZPr27YuDg4PO6uvYsSNBQUGUl5ezY8eORn2/MzIyuH//Pr6+vi1QoUCXmJubU1xc/PYDNYgQAQQCQVvCwMCAwYMHs27dOgYNGsTBgwfZsWMH9+/ff+vXTpgwAWdnZ3bu3El5eXkLVCtoLmKF0gI0NCbQygr+7//ktPvz5+FHP7qDvf2rAEFJkvROBCgrKyM6OhoDAwMCAgLe6G/PzMxk586dvP/+NMaPH4+RkYLMTBg3Th7b1xSRUO24/OlPZcdETIz8uUIhny8lBUpK4L//GzZskN0D2qa0tJQzZ87wt7/9jWvXrjFt2jRCQkLo16+f3oc4tjdEO0DjcXJyYtWqVXTp0oXNmzdz+vRpLl68iLe3t65Lw9jYmEWLFtG1a1c+//zzBlOJCwoKOH78eLOmkAhaDxYWFkIEEAgEAg1gaGjI0KFD+fDDD3F1dSU2Npbt27c3mBmgUCiYMmUKnTt3Zu/evVRVVbVw1YJ3RWQCtAANOQEmTHhlaQd4/rwnKpULs2fLnxcWFmJiYqI3QXJFRUXs3LmT7t274+vrW2uxq84H+Pbbb3FyCuHzz23p0wfs7OCzz+QF/Ny58rG3bkFTpnQ5OMCHH8phivPnQ0ICTJoE4eG1sxW0SX5+PmfPnuXq1av079+fZcuW0blz55Z5cEGT0PYivTUGAzaEoaEhXl5euLq6sn37dpRKJSUlJXoxplQ9OcDW1paIiAgWLFjwRu9idXU1Bw4cwNPTE0dHR90UKmhRLCwsePToUYs+phABBAJBa0GhUODp6cnp06cb/TWGhoYMHz6coUOHcuXKFY4ePYqpqSkeHh706dOn1hpApVLxn//5n/z2t7/l3//934mNjWXBggW1HLF5xeUcuPCA67mFFJZVYWliRH9HSxYO74adRcutc37zm9/w29/+llOnTuHl5dVij6tvCBGgBbC2tqawsJDq6uo3esP/9KdX/y8pgU8/LcTGxgCQA6zy8vL0Jg+goKCA6OhohgwZgoeHR60//oqKCuLi4igsLCQ0NJQbNyy4dElud/j4Y3lUX1ISHD4Mhoawb5+8cF+4UBZB3mXjfOlS+Mtf5PMEBcktANoWACRJ4v79+6SmpnLv3j2GDx/OunXr6gxQE+gf2hYBWnsmQH2o/hneMW7cOHbs2MHgwYPx8vLSi5314cOHY2Njw4EDB/Dx8WHIkCEv70tMTMTS0pKRI0fqsEJBS6ILN44QAQQCgaapy0lqbGxMly5d8PT05JNPPmHAgAEtWpO6TWDQoEFcu3aNpKQkTp06hYeHBwMGDODevXvs3buXsrIyAMaPH8/Dhw85evQoM2bMIOPBczacvs1XN38AoLzqVTCYiVEuf0m8iVe/Tqz17M3g98SowZZCiAAtgKGhIR07duT58+dvpFO/Pm47L+8Cv//9pJef60srwOPHj4mOjsbLy4vhw4fXuq+wsJDdu3fj4OBAYOBylEojbG3lRfqpU/Ii/e9/h+3bwdVVHtU3bpyc+r9wYeMFAEmCqipZVCguhvh4mD5dC0+2BiqVimvXrpGamkppaSljxoxh7ty5erEIEjQeU1NTysrKUKlUWslpaEvtADVJSkrCw8ODUaNG4erqyokT/5+98w6L6kr/+Gco0kFAQAEbQUEERUQsoGJFwRZjjxqxJzFmk81uNpvsL2azye4m2TXZDa4lxhJr7BVF7B0UwQ4qICiC0qTXub8/bmYUAaUOiOfzPPMAd86cewaGmft+z/t+3xCWLFmCv78/HTt2bOjl4eDgwFtvvcXGjRtJS0tj4MCB3L59m+vXrzNv3jxRlvMK0VDlAMIJWyAQ1Aeff/65+vvHjx8TFhbG2rVr2bZtG6dOnSojfFeFGzdu1Fq01NLSonPnzri4uBATE8PJkyc5duwYJSUl5Ofnc/nyZUCOeyZOnMjatWv5y5oQtsVKFJSUUlElQcFvgkDI9RROxKTyqb8zU3u1q9U6X8SCBQuYNGkSbdq0qdfzNHaECKAhVCUBL2pRlZuby9Ch+ZSWGqOt3TjaA6oEgGHDhtG5c+cy9927d49ff/2VHj164uPTB4VCQUgIvPMOzJsnt/T773/lwP3Pf5YfEx0Na9fCsGHVW4dCAbq6MHw4/PBDHT25SigqKuLSpUucO3cOExMTvL29cXJyEkZ/LylaWlrqPuL1cdHe1MoBABISEnj48CETJkwA5CBr7NixxMbGsm/fPiIjIxk2bBimpqYNuk4rKytmzZrF5s2b2bhxI0lJSYwfP17s0L5iaFoEKC0tpaioCH19fY2dUyAQvDosWrSo3LH33nuPH3/8ke+//17dfauqODs7183CkLMVnJyc6NixI2FhYRw8eBCgTGcAPT09tJ36s+lANCXSi6+dJQnyi0v5av8NgHoVAlq0aNFosqwbEhHRaIjK2gTGx8OYMWBlJfe2//ZbH0aNKkVVNdDQ7QGfJwBcu3aNjRs34u8fQN++3igUCoqK4OxZ2cH/D3+Qa/fd3eWygIwMOH8eJk2Sb3/4Q83WVF3xoDpkZ2cTGhrKDz/8QEJCAm+88QYzZ86kU6dOQgB4yanPlH1dXV0kSaKoqKhe5tc0kiRx+PBh+vfvj45OWa3YwcGB+fPn06JFC5YuXcr58+fVZQMNhZGREVOnTiUpKQktLa0GF04FmkfVIrAy06q6Jj8/H319fZFtIhAINMbQoUMBePToUZnjq1evRqFQsHr1ag4cOICvry9mZmZl3p8UCkW5+vdFixahUCg4duwYW7duxcvLC0NDQywsLJg0aRL379+vcB0XL15UbwL4+vqyevVqEhMT1e+/Fy9eJCoxk29DYymRtMiLOUvqnu+4v2wuCf96g4R/jePBqvfJurAbSSp7/RC/7lOm9W7PlpCTFZ5706ZNKBQK/vBMEHHr1i2mT5+OnZ0dzZo1w9bWlunTp3Pr1q1yczz9vJ9G9TtKTU1VGyTr6enRuXNnVq1aVeF6AA4ePIi/vz8tWrRAT0+P1157jT/84Q9kZmZW+pjGgIhqNERl5oBTpsgp8Skp8s3N7QYLFz4J+huyHKAyAUCSJM6cOUNISAjTpk3D2dmJ1FS5fd+5c/KO/W+iIJ06Qdu2cOyY7Nrfsyfs2wdz5jTIU6qUlJQUdu7cyZIlSyguLmb27NmMHz8ee3v7hl6aoI6oz5R9hULRJNoEqrh9+zZ5eXl07dq1wvt1dXUZOHAggYGBXL9+nZUrV2rclO1Zzp07h6WlJR4eHqxcuZKHDx826HoEmkVXVxctLS2NtabKzc0VpQACgUCjhIaGAuDp6Vnh/Vu3bmXEiBGYmJgwf/58dSbfi1iyZAlTp06lXbt2vPvuu7i6urJ582YGDx5c7j31zJkz9O3bl9DQUIYPH86UKVOwsrJi7dq1ak+AFi1aEHTsNgUlpQBkHFtDUfId9GydMOk+EiPXASiLC8gIXU7a3sVl5jd2GwzA375fWuFa165dC8Bbb72lPhYeHo6npyfr1q2jR48efPTRR/Tq1Yv169fj6enJhQsXqvR7AMjMzMTb25uzZ88ybtw4pk+fTlJSEjNnzmTNmjXlxv/1r39l2LBhnD9/noCAABYuXIijoyPfffcd3t7e6lbLjRFRDqAhLCwsuHv3brnjpaXw5pvy95Ik4ex8kZgYPwCKi4vJycmheXPNm2RUJgAolUqCg4NJSEhg5syZmJmZcemSnO4/caJc/29pCampsHw5zJ0Lbm6yGGBrK8+h+trQSJJEbGwsZ86c4eHDh3h5ebFw4UIMVP0IBU2K+g7SVSJDQ/y/1iWSJHHkyBEGDhz4wuwXKysrZsyYQWRkJOvXr8fNzY0BAwZo3DMjPj6esLAw5s6di6mpKZaWlqxZs4bXX38dR0dHja5F0HCoSgI0kaKfnZ3dKLplCASCpsnT5QBZWVmEh4dz+vRpRowYwUcffVThY/bv38/+/fsZVs2U2QMHDhAeHo6bm5v62JQpU9i4cSO7du1SiwmSJDFz5kzy8/PZuXMno1WtzIAffviB3/3udwA0t27F8TOP1B4A1uM/R9e8VZlzSpKStH3fk3v1CCbdR6Bn6wSAYcfeKPSMuHYimJTMXGyaPxFbk5OTCQkJwcPDA1dXV/Wapk+fTlZWFuvWreNNVVAFbN68mUmTJjF16lSuX79epYzeqKgoZs2axbJly9Rm7h988AFdunThn//8Zxnx4ejRo3z++ef07t2b/fv3l7n+W716NYGBgXz++ecsXry43HkaAyITQENUlgnwxhvwv/9BVhakpRURFubJsGHynyU9PR1zc3ONp6GrBAA/P78yAkBRURGbN28mNTWDwMBAzMzMADAyggsX5EwGgJYt5ZT9H36AmTPB319+njNnavRpVEppaSmRkZEsXbqUkJAQ3NzceP/99+nbt68QAJowmmgT2BTMAa9du4aWllaV6wcVCgXdunXj7bffJj8/n6CgIKKjo+t5lU/Izs5m+/btvP7662p/Ajc3NyZOnMiuXbs4f/68xlLEBQ2LqiRAEwgRQCAQ1CdffPGF+rZ48WJOnTpFp06dmDx5cqXvPaNHj662AACwcOHCMgIAwJzfUnbDwsLUx86cOUN0dDT9+vUrIwCAbLb32muvAXA8umy5wrMCAIBCoYWJ5ygA8mMjnhzXaYaRsw+luRl8uWxjmcesW7eO0tLSMoH4mTNnuHnzJr179y4jAABMnDgRHx8foqOjOXXq1PN/Cb9haGjIv//97zLd3FxcXPD29ubGjRtkZ2erj//nP/8BYMWKFeU2gGbMmIG7uzvr16+v0nkbApEJoCHMzc3JzMws507+t7/JXz/+GCSpGcXFAzh2DL7/HkpLW/Dzz5r1A3haAFCpbAA5OTls2LABGxsbJkwYwcOH2oSGQps20L8/rF8Pv/89TJ4Mjo5y4N+pE9y8CR98IGcDNDT5+flcuHCB8PBwrKysGDp0KA4ODqKm8xWhvtv4NYVygNLSUo4ePUpAQEC1/y+MjIwYM2YMcXFx7N27l8jISIYPH16vxoGlpaVs3bqV7t27qy8+VLRp04aZM2eyefNmkpOTCQgIKOdvIGhaaNIcUIgAAoGgPnlavM7NzeXatWv86U9/4s033+TatWt89dVX5R7j5eVVo3NVVF7QunVrADIyMtTHIiLkYL1///7lxmtra+Pj48OdO3dISM+jsORJUFyan0XW+e3k37lASWYyUnFBmceW5qSV+dnIbTA5UQcJ2fkrfDxbfXzNmjXo6uoyZcqUcmsaOHBghc9t4MCBnDp1ikuXLtGvX7+KfwFP0aFDhwqvW1S/j8zMTPV7/9mzZ9HV1WXLli1s2bKl3GOKiop49OhRo+n09iziikhD6OrqYmBgQHZ2tnoHHeQMABX37t0nODhYrb6dOHGaoiLNvWgqEwAePXrE+vUb6NbNnX79+nH6tIKpU2H0aPj2W7mc4Y035G4A7777xA+gfXv51tBkZGRw7tw5Ll++jJOTE2+++SY2NjYNvSyBhjEyMipnplPX87/smQCRkZGYmZnh4OBQ4znat2/P22+/zalTp1i6dCn9+vXDy8urXjKaDh8+TLNmzSr9YDc3N2fmzJns2rWL1atXM3HiRBG4NWGMjIw0KgJYWVlp5FwCgeDVxsjICC8vL7Zv3469vT3ffPMN8+fPVwemKlq2bFmj+SsqY1SJ5qWlcl2/JEnqjOZmzZoRExNDbm4uubm55OXlkZubq74/NuE+tJJrf5UFOSSv/oCSxyk0a9URI9eBaBmYoFBooSzMJfvCbqSS4jLn1rfvhI6FHbEXjpORkYG5uTkRERFcvXqVMWPGlDFMf/z4MQCtWpXPNnj6eFVN+ior6Xz29wGyb1tJSQlffPHFc+fMyckRIsCrjqok4GkRYO1a8PWVd9RPnJA4dsyDkSPllPq0tDTatWunkbVVJgDEx8ezdetWhgwZojYJ278f/u//5PT+s2fh0CE4elQWAUJD5faAS5ZoZNnP5d69e5w9e5a4uDg8PDx45513RADwCmNkZER8fHy9zV/fmQb1TXFxMSdOnGD8+PG1nktHRwdfX19cXV3Zu3cvly9fZsSIEdjWoSHIjRs3uH79OnPnzn1u1kKzZs0YN24cp06dYsWKFUyYMEEYfjZRNJ0JUBuxTCAQCKpL8+bNcXJyIiIigoiIiHIiQHUy+CRJUge0jx49KhfUx8XFARATE8PixYvJy8tTG+ydO3cOBwcHDA0NMTIywsjICGtra3UKvX1La1QF0NlRIZQ8TsHMezLN+5ZN1y+8f4PsC7srXJ+x60AyT/zC5s2bmT9/vtqU7+lSAEAdUyUnJ1c4j8q0+OnYq64wMzNDqVRWWO79MiBEAA2iahPY/qntcdVOenIyfPKJFf36ZTFxIhw/DqmpqZU6gNYllQkAUVGXCQk5yLhx47Cza89//yun+evrw6VL8pjeveXvg4Nlx//ly+E3Ua5BUCqVREdHc/bsWbKzs+nVqxejR4/WuFGZoPFhamqqVozrAyMjI1JTU+tt/vomPDwcW1vbOg2QW7RowVtvvUVUVBQbNmzA1dWVAQMGoKenV6t509LS2Lt3L1OmTMHQ0PCF4xUKBX379sXGxoaNGzcyePBgunXrVqs1CBofxsbGJCYmauRcohxAIBA0BKr0/Oe15i0sLCQ7O5usrCz1DeDhw4csX75cHeifOXMGgPPnz1NcXFwmqFcJDPb29gQGBmJoaEh4eDh79+4lOzu7TEo+yDvkV65cAcCxpRnRaVoUligpyUgCwNDJu9w6CxKuVvocLLoO5vGp9axZs4ZZs2axceNGWrRoQUBAQJlxqs/yZ9v9qVAd9/DwqPRcNaVXr17s27ePa9eulWuj/jIgRAANUpE5oK4uaGvLbfOGDHnIhAn3+dOfOiNJkkZqSB4+fFhOAJAkiZMnTxIREcFbb72FiYk1eXlw/Tp4ekKvXvKO//79sigwZAicPAk5OWBvL980TVFREZGRkZw/fx4DAwP69OmDs7Ozxk0VBY0XlS9HfWFkZPTSegIUFhZy5swZpk+fXudzKxQK3N3d6dixI4cOHWLJkiUMHz68ysaDz1JcXMyvv/6Kr68vdnZ21Xpsx44dCQwMZNOmTTx48AA/P78y5j+ClxtNluQIEUAgEGiaHTt2EBcXh66uLtbW1ly4cIGsrCx1Xfzhw4dJTk5GqVRiYmKCqakppqam6vcqY2NjAgICMDIywtDQkOLiYo4cOcKIESPw9fUtcy5V5qShoaE6Rb5Pnz44OTlx4sQJdu3aVcYc8Mcff+TOnTsA9HeyYt8ZOctAx0wuvy1IuEIz63bq8UXJd3h8rnwdvQodMyv69ffl+NEj/PDDDzx69IiFCxeiq6tbZpy3tzdOTk6cOnWKrVu3Mm7cOPV9W7du5cSJE3Ts2BEfH5+q/pqrzAcffMC+ffuYM2cOW7duLZftmJuby5UrV+jVq1edn7suECKABrGwsODatWtljpmYyC76K1fC22/fw8DAkJIS+YWjpaVVpV2umvLw4UN++eWXMgJAaWkpe/fuIyUlmVmzZrFrlwkHD8odDDp0gI0b4T//gZgY+PJLOHwYdu6EP/4RjI3rbamVkpaWRnh4OJcvX6Zdu3aMHj2a1q1bC7M/QTmMjIwoLi6msLCw1jvRFfEylwOcOXMGR0dHrK2t6+0choaGjB49mvj4+DLGgdVJ0ZMkiX379tGyZcsaZ0m1aNGC2TJPa90AACAASURBVLNns23bNtatW8f48ePr9X1WoDlqWg6QkgL37oGODjg4yJ/Lz0OpVJKbm4txQ3zoCQSCJkthYaH6+1mzZlFUVKTe1U9ISODGjRsAjBw5krt376oDfQsLCwB69OjBnDlz0NfXr/A62NDQsNri+dMoFApWrlzJkCFDeOONNxg7diyOjo5ERUURGhrKsGHDOHDgAGYGzejf0ZhDN1Iwch1I1vntZBxeQUHCZXTNbSnOSCL/djiGTr3Ju3GygvPAACcrfJwCOX70CH/+85+B8qUAqjWtWbOGIUOGMHHiREaPHo2zszPR0dHs3LkTExMT1q5dWy+bgoMGDeIf//gHn3zyCR06dMDf35/27duTk5PD3bt3OX78OD4+Phw4cKDOz10XCBFAg1SUCbB2rSwCyEH0Q7S12/O//1HvWQAVCQCFhYVs2bIFLS0tpk+fgb5+MxITYetWsLSUXf5HjoRTp2DBAujTBy5fhvHj5ewATaFUKrl9+zZhYWEkJyfTrVs35s2bVy/1PoKmg0KhwNzcnIyMjBqb5zyPl9UYMDc3l/DwcObOnauR87Vr14758+dz+vRpli1bRt++fenZs2eVPqAjIiJISkpi9uzZtRL69PX1mTx5MkeOHGHFihVMnDixXl4TAs1S3RaBUVGwcCEkJso3Dw9ITYW+feXP5co+UnJzczEwMBBZJAKBoFqUlpaSlZVFRkaG+paZman+vqSkRD32559/Vn+vra2tToVfuHAhQ4YMKTOvqn7f1NS03ltde3t7c/LkST799FOCg4MB6NmzJ8eOHePgwYPqgPddX0dO3kpFMrHEZuo/yTy2msJ71ymIi0DXwh4Lv7cxaOteoQigr6PNO76OOFq48O6775KVlYWrq2ulKf09e/YkPDycv/3tb4SGhrJnzx5atGjB5MmT+ctf/oKTk1O9/T4+/vhjvL29+c9//sOpU6fYtWsXZmZm2NnZMXfu3HJlE40JRXX6J3t6ekoqUwhB9SksLORf//oXn3zySYUXsBs2bKB79+44OTlx8eJF7t27V64PZ11QkQCQlZXFhg0bsLe3p2tXf5Yv16JvXznV/8MP4c4dGDUKfv0VevSAv/xF9gbQJPn5+Vy6dInw8HCMjIzo0aMHnTt3Fm2/BFVm48aNuLu706lTpzqfW/X/rVKsXxYOHDiAUqnE399f4+dOS0tj37595OfnM2LEiOfuUCQlJbF+/XoCAwPLOAPXlqtXrxIcHIy/v/9LWdMneEJJSQl///vf+eyzz6okEvXoIbe37dgRLlyAoCBYtUq+7d8PFXR8AuTX4p49e5g3b14dPwOBQPAyI0kSeXl55YJ71ffZ2dkYGxtjbm5O8+bNMTc3L3MzNDRsUpms687F89X+G+QXV+5f8CwGulp86t+Jqb3a1d/CmjgKheKiJEkvTJcU0ZMG0dPTQ1dXt9I0wtzcXIyMjID6ywSoSABISUlhw4YN9Ojhhbd3HyRJQevWsHs3nDgBr78up0p26CBfMK1fLwsDmhIBHjx4QHh4ODdu3MDJyek3o8KapzMJXl1UmQD1QbNmzZAkiaKiopfGiPLx48dcvnyZd955p0HOb2lpybRp07h8+TIbN26kc+fODBw4sFy5Rn5+Plu2bCEgIKBOBQAAV1dXLC0t2bx5M8nJyQwYMEB4ibyk6Ojo0KxZM/Lz86tU4lFcLAsAIPvdREXJ3wcGwjffVP647OzsCvtICwSCpo8kSeTk5JCamkpqairp6elldvZ1dHTKBPl2dnZ07twZc3NzzMzMXqkMIlUg/9X+mxSUlPK8fWeFQs4A+NTfWQgAGkKIABpGVRJQkQiQl5envnBJS0sr1/qjtqgEgKFDh+Lq6srFixAS8pCkpEPMmzcEV1dXSkrkusjZs+WOBW+8AWfOQOfOMGWKbAh4/rxcHlCflJaWcuPGDcLCwnj8+DGenp4sWLBALZIIBDXB3Ny83hz8FQoFhoaG5OXlvTQiwLFjx+jevXuD1jYrFAq6du1Khw4dCA0NJSgoSG0cqFAokCSJHTt24OzsjIuLS72soVWrVsyZM4ctW7awadMmxo4di34dqJySJF/YCDSHiYkJ2dnZVRIBHBzgiy9g0CC57E1lM1FSAs/TgVS7eQKBoOlSWlpKenq6OthPS0tTf69Kz2/RogWWlpa0adNGHfjXxWdHU2Jqr3Z0sW/OkmO3ORr9CAVQUPIkM0BfRwsJ2QPgHV9Hutg3b7C1vmoIEUDDWFhYkJaWRps2bcrd93QmQGpqap1mAjwtALi5ufH997BsWR7W1gkYGo4lPNwQV1dZAAD5wtXWVjYC/Nvf5DTJESPAz0/2AqgvsrOzuXjxIhcvXsTKyorevXvj5OQkduYEdYK5uTm3b9+ut/mbNWtGUVFRvc1fl6SmphITE8N7773X0EsBZMOiUaNGcffuXbVxoJ+fH1evXqWgoIDBgwfX6/mNjIyYNm0aBw8e5KeffmLSpEk1yjp4OvCPjQU7O82XTr3KmJqakpWVhY2NzQvHrloFX38N//yn7Afw97/Lx/Py4Kly3HJkZWWJzgACQRMhPz9fHdw/fXv8+DFmZmbqYL9t27Z0794dS0tLYSZbTbrYN2fpVE/ScgrZGnGPmw+yySooxlRfF+dWJozzsMfSuO4NmwXPR4gAGsbKyoqHDx+WO15cXIxSqaRZs2aUlpby+PFjtdtnbXlWANi+XWL79kdMmbKbt98eQ1CQIU97YimV8i6IUgnt2sFf/ypnAQwcWCfLKYckSSQmJhIWFsadO3dwdXVl2rRp9epULng1qc9yAABdXd0yxj6NmaNHj9K7d+9Gt2vRtm1b5s+fz5kzZ1i2bBmSJDFv3jyNpFBqa2vj7+9PREQEq1atYvTo0XRU5YtXkZwc2TD10CG5c4qZmfzV3LyeFi0og5mZGY8fP67iWFkAeBZTU+jZs/LHZWdn13mmnkAgqD8kSSIjI6NMkK/a2S8tLS2zq+/u7k6LFi2wsLB4pVL3NYGlsR7z+r3W0MsQ/IYQATSMjY0N586dK3e8oKBA3dIjIyMDU1PTOjG8e1YAKC0tJScnmEmTHvHWW5O5fduIoCCIjpZd/+fMkQN/lRAAckbAM60v64Ti4mKuXLlCWFgYJSUl9OjRgxEjRjS6oETQdGjevDmZmZlIklQv5js6OjoUFxfX+bx1TVJSEomJiYwZM6ahl1Ih2tradO3alXPnzmFtbc3atWsZOnQoLi4uGjFN8vDwwMrKii1btuDp6Unfvn1feN7MTDh6VPZMadUK3NzA2Vn2UhECgOaojghQU3JyckQmgEDQSCkoKCAlJaXM7eHDhxgYGGBlZYWlpSWtWrXCzc2NFi1aYGxs3KTM+ASCqiJEAA1jbW1dYSZAQUGBuq1HXZkCPi0AXLniRmhoEdnZB+nYMY85c6ZSUKDLpk2wfLl8wbpxoywCHDr0/HrI2pKRkUF4eDiRkZG0bt2aIUOG4ODgIN6EBfWOrq4uBgYG9Wbs9bJkAhw5coS+ffuiq6vb0EupkNLSUrZs2UKvXr3o27cv8fHxBAcHc+HCBYYPH66RLKHWrVurfQLu3bvH66+/XmnrJaVSTis/fVp+H23TRk4nLy6GP/3pyRhR1VT/mJmZERsbW6/nEOUAAkHDo1QqSU9PLxfw5+XlYW1tjY2NDTY2NnTp0gUbGxuxwSQQPIMQATSMqakpJSUlZUwAQa5JUr1B1YUfwNMCwPffu3H9egkmJle4f9+HH380Q1dXC11d+PzzJ/WqEybIrQDz8qCuy50kSeLOnTuEhYVx//593N3dmTNnDuZii0ygYVQlAfUhArwMmQDx8fGkp6dX2m+3MXDo0CEMDQ3x8fEBoF27dsybN48LFy6wZs0a3Nzc8PX1rfeLOhMTE9566y1CQ0NZvnw548ePx7aCtCgtLXjnHTh5Ej75RDZU3bsXfv97MDIqLwAIw8D6o7aZAFURa7Kzs4UIIBBokPz8fHWQn5yczMOHD3n06BHGxsbY2NhgbW2Nu7s7NjY2mJubi00lgaAKCBFAwygUCqytrUlJSaF9+/bq46pyAJAzASq60Kwqjx49UgsA16+7kZqaz/jx/6NPnz7s3WvOTz/BgAHy2Kevobdtg+zsJ+aAdUFBQQGRkZGEh4fTrFkzvLy8GD9+fKPdgRQ0fVQiQNu2bet87saeCSBJEocPH8bX17datY6qwKi0FOq7RPLq1avExMQwZ86cMhdyWlpaeHl50blzZ44cOUJQUBADBw7E3d29Xi/4tLW18fPzo3Xr1qxfv54BAwbQvXv3MucsLZXLqM6ehalT4a235Kwqb2/V2ssGl+L6tP6orghQVCR3vDl1ShZxoqNlMbwySkpKKCoqEsZgAkE9oFQqSUtLIzk5WZ3Gn5ycTGFhoXpn387ODg8PD6ytrcu1kxUIBFVHiAANQFVEADc3txrN/ejRI9auXcuQIUNwc3OjsPA2rq6h+Pv74+zsjIUFfPmlfNGqpSVfjN64IR979EhOYa2L7mYpKSmEh4dz7do1HB0dGTNmDPb29kKdFTQ4zZs3rzdzwMaeCXD79m2Kioqq9f6iCl4LCuRU99GjoY48S8uRmppKcHAwU6dOrTT13sjIiJEjR5KUlMT+/fu5ePEiw4cPx87Orn4W9RsuLi7Y2Njw66+/kpiYyIgRI9Ripra2vLufni63nfP1hfx8uRxAW1t+n9XSgpQUWLYM/u//nggqIiugblG1CFQqlS/sKtO/PyQkyB1v+vaFf/0LOnV6/vyq9oDis0wgqB0qs76kpCT17cGDBxgZGdGqVSusra3x8PDAxsaG5s2bi/85gaCOESJAA2Btbc2DBw/KHHtaBKhpOcDTAkCXLl0IDw/nxIkTvP32ROzt7QGIiYGsrLK7eRkZ4OQEGzbU/DmBXMcbHR1NWFgYaWlpeHp68s4774i0SUGjwtzcvN5qhnV0dBptJoAkSRw/fpx+/fpV62JKFUfNny8b3AUGysFtaqpsgFdXFBUV8euvvzJo0CBaVWFiW1tbZs2aRVRUFJs2bcLR0ZHBgwer26zWB5aWlsyaNYt9+/bx008/MWHCBPV7tUIhZ1LFxMCvv4JKw1AqnwT5f/3rk7kkCfXjBHWHjo4OBgYG5OTkvLDkp18/OXvjwQOIi4PWreXXdPPntKkWpQACQfWRJIns7GySkpK4f/8+Dx48ICkpCV1dXWxtbbG1taVv377Y2tpWKgALBIK6RYgADYCNjQ1RUVFljqlEgPz8fEpKSqp9kZGens4vv/yizgAICQkhJiaGmTNnYm5urt5tSk4GV1f5MatWya7/fn7yTkhNefz4MZcuXeLSpUs0b94cLy8vnJ2dRWsVQaPE3NyczMzMeplbV1e30WYC3Llzh6KiIlxcXKo0/ukd6jNn4OpVuHBBTpdetEg+PnYsjB9f+7VJksSePXuws7OjW7duVX6cQqHA3d0dZ2dnjh8/zpIlS+jbty9eXl4v3AWuKc2aNWPMmDFcvHiRn3/+mYCAAPXvtF07WLtWzqZS7fSrlnHtmtx6bsoUuH8fhg2Db76B4cPl+zVRavGqoCoJeJEI8OWX8teiIti/XxZpLlyQ/xaVIUQAgeDF5OXlcf/+/TK7/EqlUh3we3l5YWtri7GxcUMvVSB4ZREiQAOg6hDwdJuy/Px8TExM1J0BqrNTl52dzS+//EK/fv1wcXFh+/btZGVlMXPmTHXdomo6Y2M5rXfBAvliZ9u2mj2H0tJSYmJiiIiI4N69e7i6ujJ58mRatmxZswkFAg2h8gSoDxprJoAkSRw7dqxaWQCXL0PXrvL3LVvK9e1Tpsg73B4eYGUFYWEwblztd7PDwsJ49OgRs2bNqlHKp76+Pn5+fnh4eBAcHMylS5cYPnw47dq1q93CKkGhUODp6Ymtra26PGDw4MFoa2ury6lUAb0quM/OBl1d2LJF/jknR/4dPj1GUDeoRIDWrVs/d9zGjbIPQGSkvPs/ZoxcEvA8MjMzaf68VAGB4BWjsLCwTLCflJREfn4+tra2tGrViq5duzJ8+HDMzMxESr9A0IgQIkADoK+vj6GhIRkZGVj8VlxbUFCAlZUVDx8+xEp1ZVgF8vPz+eWXX+jevTtubm5s2LABPT09pk2bhk4FDn+RkbB4MXz2GZw7V/21p6enExERQVRUFObm5nh4eDBhwgRh9Cd4aTAxMaGgoIDi4uI6f9021kyAO3fuUFhYWOUsAJA7h5w8Cdu3y7XT3t5w/Tq8+SZ06AB//COUlNReAIiLi+PkyZPMmjWr1n8PKysrpk2bxo0bN9i5cyf29vYMGTIEMzOz2i2yEmxtbZk7dy47duxg7dq1jBs3rtwusSq4/+UX2LEDpk+Xd/9v3oQuXeSsiqQkCAqSRQIQokBtMTU1rZI54LvvysL4vHmyj0OPHi/2xMnIyNBIi0qBoDEiSRKpqakkJCSQmJjIvXv3yMrKomXLltja2uLk5MSAAQOqvZklEAg0jxABGghVNsDTIoC+vj7x8fFV3k0vKipi/fr1dOjQga5du7J69Wrs7Ozw9/evNBV21Ch5d2/y5KqvtaSkhJs3bxIREUFKSgpdunRh+vTp1RIrBILGgkKhUJsD1vXFvI6ODvn5+XU6Z2152gugOinyO3fCd9/JaesffABff132voMHISKidmvLzMxk27ZtjB07ts7ahSoUClxcXOjQoQOnTp1i2bJl9OrViz59+lQojNYWQ0NDpkyZwsmTJ1m+fDljx44tY/oKcPGi7BPg7Q1ffAFffQUmJhAcDHv2yOKArq5cauHkJAsAQgioOWZmZqSnp79wXHo6XLkii13//S+Eh4OdHZw4UfljHj9+TMeOHetwtQJB46WkpIT79++TmJiovunp6dGmTRtat25Nr169sLa2rrfyK4FAUH8IEaCBUHUIcHZ2Bp6IACkpKXR6kT0x8hvz5s2b1e6pq1atokuXLvTv3/+56mufPlWv/3/06BERERFcvnwZGxsbPDw8cHZ2rpcLaYFAk9SXCNAYMwFiY2MpKCigc+fOVRr/tBdAdra8S7p3L6xZAytWgL8/WFvD6tW1C1KLiorYtGkTPj4+ODg41HyiStDV1WXAgAG4u7sTEhLCkiVL8PPzo2PHjnW+Q6VQKOjXrx/29vZs374dLy8vfHx81Ofp3h1275Y9WLKz4cgR8PKSg85t2+SsgM8/h7t35bT0JUvkEgxBzTAzMyM+Pr5KY93c5Ns778g/v8gzNCMjQ5QDCJosubm5JCYmqnf6U1JSsLKyonXr1nTt2pURI0YITwyBoIkgorkGwtLSksuXL/P48WMkSSI9PV1dS/WiwESpVLJ9+3b09fXp3r07q1evpn///nh6etZ6XcXFxVy7do2IiAgyMjJwd3dn1qxZ6owFgaApUF++AI3NE6AmWQCq+HjRItnMbutW+ee1a2VPAH9/WL++dmUAkiSxa9cuWrZsSc+ePWs+URUwNzdn4sSJ3L59mwMHDnDhwgWGDRtWow4sL8LBwYE5c+awZcsW7t27x5gxY9RO1717y2MOHpSNFkePlgWWhAT4/e/hb3+DgQPl7ItFi2Dp0ifzqto0CqqGyhPgRWRkyJkZx4/Lr2cfH/nnypAkicePHwsRQNAkkCSJtLQ0dcCfmJhITk4O9vb2tG7dmoEDB2JnZ0ezuugbLRAIGh1CBNAweXl5/PTTT2RmZiJJUpndimPHjlFaWvrcN1yVi3ZhYSG9evViw4YNjBgxokrZA8/jwYMHREREcPXqVVq3bk2fPn3o0KGDcPgXNEnqSwTQ1dVtVCJAXFwceXl5NcoC6NbtyU5/SYlcy377tryLXVQEeno1X9epU6fIzMwkMDBQY3Wjjo6OvP3225w7d46VK1fi4eFBv3796vwC19TUlBkzZhASEsLy5cuZMGFCmZaHfn6waRNMmCD/vhcvhlmzZFEA4I034NNP5e9jYqBjR1kAEEJA1amqCBAYCJ6ecjkGyL4NM2c++flZcnJy0NPTE0GR4KWkpKSEBw8elAn6dXV11an9PXv2FKn9AsErhBABNIy+vj5GRkbqDABVar0qcLCwsChnjpWbm6t2+Q8JCSE1NZXu3buza9cuJkyYQNu2bWu0lsLCQq5cuUJERAR5eXl069aN+fPn15uJlkDQWDA3N69yunB10NHRaTTlALXJAvjuO3B2hnXrZKO0jz+Wu4rcuiWXBNRGAIiJiSE8PJzZs2drvLRIW1sbb29vunTpQmhoKEFBQQwePBhXV9c6FSO0tbUZPnw4rVu3Zt26dfTv358ePXqozzFhgjxOoZDT/l977cljP/1UbuMqSbJTvaOjPL6Gb/OvJIaGhhQXF1NUVPTcgD0uTva3UPGXvzzpiFERojOA4GWipKSEe/fuERcXR3x8PA8ePMDS0pI2bdrg6uqKv7//C9toCgSCposQATSMlpYWkyZNIigoiPz8fJRKJUZGRmRnZ6OlpVXOvbukpITvv/8eBwcHWrZsSWxsLJ07d+bo0aNMmzYNGxubap1fkiTu3btHREQEN27cwMHBgYEDB+Lg4CDUX8Erw6uQCRAfH09OTg6urq5VGq/KAti4Ua5N/+gjcHCAadNk87qWLeXgvzZJR6mpqezatYtJkyY16MWniYkJr7/+OgkJCQQHB3Px4kWGDRtW5y1OXV1dadWqFdu2bSMuLo5Ro0apywNUSBIsXy53XPjpJ8jKkoWApUtlzwBJkv8Gf/qTXIoBciaG2IyuHIVCgampKVlZWbRo0aLScUZGcOyY3BkA4OhR+VhlCBFA0JhRKpUkJSURFxdHXFwc9+/fx8rKinbt2qk9S/Rqo+AKBIImhRABGgAjIyMmTpzI6tWrMTExwcvLi0OHDmFpaYmtrW2ZsYmJiSgUCmJiYrh16xbu7u5cvnyZwMDAal2M5OfnExUVRUREBKWlpXh4eLBgwQKMjY3r+ukJBI2e5s2bq0ty6nIHuLFkAtQ0CyAuTq5Z/82vFBcX2dn+1Ck5Lb02Bv4FBQVs2rSJQYMGvbB/u6Zo06YNc+bMISIignXr1uHi4sKAAQPKBeq1wdLSkpkzZxIaGsqyZct4/fXXy2Rvff217Afw5z+DjQ1s3gxnz8pmge+/D2+9BcnJcv16bCy0agWq5d24UTtRpimjKgl4ngiwYoVc5pKaKv9sYSGXBFSGMAUUNCYkSSI5OVm905+QkEDz5s1p164dPXv2pG3btujr6zf0MgUCQSNFiAANRNu2bfHw8MDAwIBu3bqp+60+uxMVHR2tDiokSSIyMpIPP/ywSsG7JEncvXuXiIgIYmJi6NixI/7+/rRt21b0bxW80ujp6aGrq0tubm6dCmGNJRMgPj6e7Oxs3NzcqvW4zEw54IyLg3795D72xsayYVptUJmZOjg44OHhUbvJ6hgtLS08PT1xcXHh6NGjBAUFMWDAALp161Zn2VE6OjoMGzYMBwcHtmzZQo8ePejbt696/s8+k8st9PXllnV79siiy9ix8uMjImDfPtmoMS9PztbYswcOHZJNGkVcWp6q+AJ07iyLXDk5csbFi0zPMzMzywn1AoGmkCSJ1NRUddAfHx+PoaEh7du3x93dnTFjxqhLRwUCgeBFCBGgAek9YChbL95j7+6bZOS2IelxMUaX0xjf3RBLYzll6+rVqyxatIi2bdsSGBiIJEmcPn0aPz+/SufNyckhMjKSS5cuoa2tjYeHB8OHD6/T3S2B4GVHVRJQlyJAY8kEOH78eJkg83k8bTjXrRscOCDvkH7yCYwZIxvVtWlTu/UcPXqU4uLi575vNTSGhoYEBATg4eFBcHAwFy5cYOjQobRv377OztGxY0fmzp3Ljh07iI+P5/XXX1eXRag27GJiQEcHhg6Vg9IrV+Qe9pMnyxkDN2/CggXy3+yjj0CU9FZMVUSAyjoBfP55xcczMzPLlewJBPWFJElkZmaq0/vj4+PR1tamffv2ODs7M3z4cNGuTyAQ1JhXTgT46quv+OyzzwC4efMmTk5OGl9DVGImQcduczzmEQCFJcrf7jHn+9BbLA69ha+TFbP7tCE3NxeQaxy1tLRo3rx5hemISqWS2NhYIiIiiIuLw9nZmTFjxmBvby92/QWCClCJAHWZmt4YMgHi4+PJysqiS5cuLxxbWip3AIiLk03RdHWhsFAOjoYOhffeg8hIWLlSDkxrwtWrV7l69SqzZ89+KbqNtGrVisDAQK5fv87u3buxtrZm8ODBWFlZ1cn8pqamTJs2jVOnTrF8+XJGjRpFx44d1fe/8YaceaGyezl6VHawHzVK3vFv00ZuaffttzBgQNm5RQeBJ5iZmXH37t3njnk6fsrNhd274XmJKpmZmZjXpiZGIHgBOTk5xMbGqgP/0tJS2rdvT/v27Rk4cKB4/QkEgjrjlRIBJEli5cqVKBQKJElixYoVfPfddxpdw7pz8Xy1/yYFJaVIUvn7C34TBEKup3AiJpXJzv0Aua70gw8+KLdrmZ6eTlRUFFFRURgaGuLh4cHo0aOF+YtA8ALMzc1JS0ur0zkbQyZAdbIAVDH5vHlyQDlwIERFwZQp8M9/ykFRVFTNBYDk5GSCg4OZNm0aRs9zXGtkKBQKOnfujJOTE2FhYaxevRoXFxd8fX3r5HloaWnRr18/2rVrx/bt24mNjWXw4MHqbglP+72q/owq7ffvf5cFgalT4epVuYa9d285a0MIAE8wNzfn0qVLzx3z4Ydlf/74Yxg5suKxSqWSrKws0T1HUKcolUru3bvHrVu3uHPnDhkZGeqg39vbG0tLS7GRIxAI6oVXSgQICQkhLi6OGTNmEBwczJo1a/j666811vNXFgBukF+sfOFYSYL84lI23iwAwNjYWC0AFBYWcu3aNaKiokhNTcXNzY2JEyeW6UUtEAiej42NDVevXq3TORs6E+Du3btkZmZWKQsA5PeZ+HhZDPjkE/lYz56y83xoqCwKVHGqcuTmnLjjhQAAIABJREFU5rJp0yaGDx9e5677mkJHR4c+ffrg7u7OiRMnCAoKok+fPvTs2bNcK9ea0KZNG+bNm8fu3btZuXIl48aNw9LSsswYU1M5E2PCBDngj4yUuwgYG8vlAN7e8M03snmjhjXtRo2lpSXp6enVekyzZmBl9SRD5mmys7MxNDTUeFtLQdMjKyuL27dvc+fOHWJjY2nevDmOjo74+flhb2//UmRMCQSCl59Xat9gxYoVAMyZM4c333yT1NRUduzYUW7cokWLUCgUHDt2jK1bt+Ll5YWhoSEWFhZMmjSJ+/fvl3tMbGwsc+fOxdHREQMDAywsLHBzc2P+/PmkpaURlZjJV/tvqgWA3OvHSd7wCYmLJ3L329e5v2I+mac3IZWU3UVUjc8pLCE2Npbt27ezePFivv76a2bOnImHhwcZGRmMGDECQ0NDbG1t+fDDDyksLATgyJEj+Pr6Ympqirm5OdOmTat09/PevXssWLAABwcH9PT0sLS0ZNSoUYSHh9f8ly4QNFJsbGxISUmp0zkbOhNAlQXwoovI0lL5q0IB7dvLLee++urJ/Z07y0FldrY8prqUlpayZcsW3NzcqtyisDFjaGjIsGHDmDVrFvfv3ycoKIjLly8jVZTOVU0MDAyYMGECHh4e/Pzzz0RFRZW5f/p0Ocj/7jv48Ud59/q11yAtDZKSYPhwOHMGrK0hOrrm66iDp9KoMDY2pqioSP1ZWBEFBbB4Mbz+unxbvFgWWCr69xHtAQU1pbS0lPj4eA4dOsTSpUtZunQpsbGxdOjQgXfeeYd58+YxaNAg2rZtKwQAgUCgMV4ZSTslJYXdu3fTsWNH+vTpg6mpKf/+979Zvnw5EydOrPAxS5YsYffu3YwaNYr+/ftz/vx5Nm/eTFRUFJGRkeqU+wcPHtCjRw+ysrLw9/fnjTfeoKCggLi4OH755RcWLFhA0KUCCkrkK+/U/T+Qe/kQ2iYtMHDqg5aeEUVJ0Tw+uY6Cu1HYTPobCq2yHwR3HqRz6NAh3N3d8fPz49tvv2Xbtm0sWbKE4OBgxowZg6+vLyEhISxevJj09HRGjx7NpEmTCAgIYO7cuZw5c4Z169aRmppKcHBwmfkjIiIYOnQo6enp+Pn5MXbsWFJTU9m5cyc+Pj7s2LEDf1WTaoGgCWBhYUFOTg6FhYV1Vj6jra2NUqlEqVTWmbN8VUlISCAjI4OuXbu+cKzqOnPGDLkH/dKlMHMmHDkCCxfCf/4D48a92C29Mg4ePEizZs0Y8GzR+kuOpaUlEydO5O7du4SEhHD+/HmGDh1apuVfTVAoFPTo0YM2bdqwdetWYmNj8ff3V78uhwyRMzTGj5dT/x88kL0B/v53WLdONnT84x9rfv6LF+HwYXkXPDCwVk+l0aBQKDA3Nyc9Pb3SLLnAQDmj4ne/k0WQdevk/4lNm8qPFe0BBdXh8ePH6hT/uLg4LC0tcXR0JCAgADs7O41/PggEAsGzvDIiwKpVqyguLmbGjBkAuLq64uHhwdGjR7l9+zaOjo7lHnPgwAHCw8PLtNmaMmUKGzduZNeuXUyYMAGArVu3kp6ezvfff8/7779fZo7c3FzS84o5HnMWSYKcy6HkXj6EQcfetBj5EVq6T4KPzJPreXx6I9kX92LaY3SZeQolHca9OUPdNUBFaGgoFy9epNNvzaILCwvx8PDgl19+Yc+ePYSEhNC/f39Arj3z8/PjwIEDREZG4u7uDkBJSQkTJkwgJyeHo0ePqscDJCUl0aNHD2bNmkV8fLzwGhA0GbS0tLCysuLhw4d1Zg6oUCjQ0dGhpKREY2VGKqqaBSBJ8k1LC/z9Yc0aeOcd2YDuq6/g2DHZiX727JqtIyIigtjYWGbPnt1kL3Tbtm3L7NmzuXr1Kjt27KBVq1YMHjy4XCp/dbGxsWHOnDkcOHCA5cuXM27cOHUAa2oKI0bILRznzZMD2HHj5OyAPXtkT4CakJgom0C+/z6sXg2XLskiUFPAwsLiuSLAjRtyeYUKX1/47WOxHCITQPA8SkpKSEhIUAf+ubm5vPbaa3Tq1IkRI0a8VJ4oAoHg1aBpXqE9gyRJ/PTTT2hpaTF9+nT18RkzZqjvq4iFCxeW67M9Z84cAMLCwsqNr6gFn5GREfuuP0m/z7qwG7S0aeH/fhkBAMDMexJaBqbkXj9W4Xq2RtyrcI0qAQDk/ucTJ05EqVQSEBBQJqDX0tJi6tSpAGVSTvft28edO3d47733yowHsLW15Y9//CPJyckcPny4wnUJBC8rNjY2JCcn1+mcurq6Gi8JSExMJC0t7YVZAJIkp/dnZUFCgmyC1r+/7Dafmyu3Rvvuu5oLAImJiRw+fJhJkyahr+p510RRKBS4ubnx7rvvYmdnx8qVKwkODiYvL69W8zZr1oxRo0YxYMAA1q1bx7lz58qUHbRsCZ99Bv/+t9y94dEjqE18ER0Nw4bB//2f/Dq4fBkiImr1FBoNKhGgMtzdZXNFFVeugLNzxWOFCCB4lszMTMLDw9m4cSPffvstR48eRV9fn9GjR/PRRx8xduxYunTpIgQAgUDQKHklMgGOHDnCnTt38PPzw87OTn18ypQpfPTRR6xevZovv/yynNGTp6dnublUO4YZGRnqY6NGjeLPf/4z7777LgcPHsTPzw9vb29cXFxQKBTcTM6isESJsriA4odxaBmakhW+q8K1KrR1KE4rH+wrJYmbD7LLHa9ojba2tgB079693H2q53/v3pNznD17FpBNxRYtWlTuMbdu3QLgxo0boiRA0KSoL18ATZsDVjULQFXf/8038I9/wA8/yDvBBw/KdeXffQcdOtRsDVlZWWzZsoXRo0fTokWLmk3yEqKrq4uPjw/dunXj2LFjBAUF4e3tjZeXV61M5FxdXbGzs2Pbtm3ExsYyatQotTmstzecPCn/3WbPlssBqsvFi/Dzz7IgtH27vPtfXCx7C1hY1HjZjQoLC4syn3XPcvu2/Lvr0kX+37h8Gbp3f9J68ejRJ2MzMzOrVGojaLpIkkRKSgo3b94kOjqarKwsOnTogJubG2PGjKlwI0ggEAgaK6+ECLB8+XIAdSmACktLS0aOHMm2bdvYtWsX48aNK3N/Raq/6qKuVOWshZwaGhYWxqJFizhw4ADbt28HZMHgo48+IsusNwDKghxAQpn3mMenN1b7eWQVlN9drKhdkWqNz7vv6Z1KlVHgli1bnnv+nJycqi9WIHgJqI8OAZoWARITE0lNTVWX91TG0z3k339f3gHOyJDbAd6/LweC//ufvMNcXUpKSti8eTM9evQo0/P+VcLIyIiAgAC8vLwIDQ0lPDycwYMHq8XgmmBubk5gYCDHjx9n2bJlBAQE4PzbVrWurlweUBMkSfaBsLKCoCD4+msYPRr8/GRvCGvrms3b2LCwsODKlSuV3l+dsgeRCfBqUlpaSkJCgjrw19LSwsnJiWHDhtG6desmW/IkEAiaPk1eBHj06BE7d+4EYPLkyUyePLnCcar6y5rSqVMnNm/eTElJCVFRUYSGhvLf//6X999/n0Fz/w8svNDSk1PCmtm8RqvAH6p9DlP92rekqgiVWLBr1y5GjRpVL+cQCBojNjY2PHz4EEmS6rQXsyb7Oh8/fhwfH58XZgFoaclu6P/4B8yZI7cE/N3v5PTn9eth507o0aP655ckib1792Jubo6Pj08Nn0XTwcrKismTJxMXF0dISAjnzp1j6NChNfad0NbWZuDAgTg6OrJz506io6MZNmxYrfxZUlPh1q0nHSFKS8HWVu48YGUlH1OVjjz7/cvEi8oBdHTAzg4sLSEzE2Jj5RKBZ+O60tJScnJyMDU1recVCxoDhYWF3Llzh+joaG7duoW5uTlOTk5MmTIFKysrjb6/CwQCQX3R5EWANWvWUFRURPfu3SvdKdu9ezehoaHExcXRvn37Wp1PR0eH7t270717d/r06UO/fv14eOUkeoN6UYgBui3aUJR6l9L8bLQNqm69raVQ4NyqhlbdL6BXr14AnDx5UogAglcKAwMD9PX1yczMxNzcvE7mVCqVGrtIvH//Po8ePWLSpElVGp+SItf+DxokdwEYMwaWLIF27WpuLHfu3DmSk5OZOXOmuDh+ivbt2zN37lyioqLYunUrrVu3ZtCgQTV+nbVp04Z58+YREhLC0qVLGTNmTI27Epibg709fPqpHPgfOSKLAPn5T8Y8Hfi/rH9WU1NT8vPzKSoqqtCoMzBQNsLMy5MFsPbtZVFg1aqy4zIyMjA1NRXt25owOTk5REdHEx0dzd27d2ndujVOTk4MGjRIiD8CgaBJ0uTzmFSmf0uWLOGnn36q8DZv3rznGgS+iLCwsArrilXHHFo9cYw27TEGSktI2//Db+UBZSktyKEw+XaF5xnnYV+j9b2I0aNH89prrxEUFMT+/fsrHHP27NlaG14JBI2RujYHlCRJYymip0+fpnfv3s+tPX+6/3vbtvDtt3LQV1QkH7t6VTaaqwnR0dGcPXuWSZMmabwbwsuAQqHA3d2dBQsWYGVlxYoVKwgJCaGgoKBG8+np6TFy5EiGDRvG1q1bCQ0NLVOaVlV0dOR2eHp6srlgQgIMHy63HYQnpSMhIU9aDyqVZV9LLwOqNoFPe/g8jVIpt8E8eFDulBESInslPEtaWlqtOz8IGh+pqamcOnWKlStXEhQURHx8PF26dOHDDz9k6tSp9OjRQwgAAoGgydKkMwGOHTtGdHQ0bm5ueHl5VTpu1qxZfPXVV6xatYovvvii2ufZsGEDQUFB9O/fH0dHR8zNzblz5w579uxBT0+Pjz/6kFW3dTl0IwXjrkMpTLlDTsQ+7i+dg76DBzqmVijzsyl5nEJB4lWM3QajN2xBmXPoKUo4cWg//fv3x6KOXZt0dXXZvn07fn5+BAQE0KdPH9zd3TE0NCQxMZHw8HBiY2N58OABhoaGdXpugaChUZkDPt1lozLy8uTgSGV8X1GatFKp1IgIkJaWxt27dxnzgi38Z9enSv3+3e9kI7gPPpA9AarLgwcP2L17N1OmTBG10i9AV1eX/v374+HhwbFjx/jxxx/p27cvnp6eNdpddnJywt7enj179rBixQrGjh2LdQ0K+X/8UW452LLlk2MqASAjQ/YLeOONJ/cpFC9faYCqJMDGxqbcfQoFREXJO//vvvvk2LOkpqYKEaAJoFQquX//vrq+v7i4GCcnJ3x9fWnXrp3I9BAIBK8UTVoEWLFiBQCzX9Dvql27dgwePJhDhw6xZ8+eap9n8uTJFBYWcubMGSIiIsjPz8fOzo5Jkybx+9//HldXVwztMzl5K5X84lIsh76NgUN3ci4FUxAfibIgFy0DY3RMrTDt+QbGnX3LncOhpTnm5ub89NNPuLi4UFhYWO11Po8uXboQFRXFv//9b/bu3cuqVavQ0tKiVatWdOvWjS+++OKVcvwWvDrY2Nhw7dq1Ko0NDJTd89u2hVmz5GDpacM90Fw5wOnTp/H09Kx0Bz4rS071//BDUA2RJNDWfrJmHR056KluuXpWVhabNm0iICCgTMcVwfMxMTFh5MiReHl5cejQIcLCwhgyZAhOTk7Vfs0YGRkxceJEIiMjWbNmDT4+PvTq1ava8zwbG6tey6dOgY/Pk04E8+dDaCi0aiXf/7KIAebm5pX6AvzjH/L/dLduMHSo/D8zc2b5cWlpaequO4KXC6VSyd27d7l27Ro3b97EyMgIZ2dnxo4dS6tWrUQJk0AgeGVRSNXI7/P09JQuXLhQj8tp2qw7F89X+2+QX6ys8mMMdLX41L8TU3u1AyAvL49Tp04RGRmJu7s7ffr0UbeNEggE1Sc1NZUNGzawcOHCSseoAh5X1ydBwt274OEBb71Vduw333zDggUL6jVrJjs7myVLlvDee+9Vep6ZM+X65i+/rNtzFxUVsWrVKjp37iyMAGvJ7du3OXToEAYGBgwdOrTGgWZGRgY7duxAW1ubMWPGVNgZpqqoXuvLlkFkpGwUmJwM587B+fPwsnVBCw8PJzk5mZEjR9Z4jlWrVuHr61trzyCBZlAqlSQkJHDt2jVu3LiBqakpnTt3xsXFpc68XwQCgaCxolAoLkqSVL6H/DM06UyAxoYqkP9q/00KSkqfW1+pUIC+jjaf+jurHwdgaGjI0KFD6dWrFydPniQoKIguXbrQp0+fWl34CQSvKhYWFmRnZ1NYWFip43pJidySzdQU+vUDT0/45Rc5ldjfH777Dlxc5LGaKAc4d+4cXbp0qVQA2LQJYmLkPvAAe/bA8eOyiDFypOyGXhOUSiXbt2+nZcuWeHt713D1AhWOjo44ODgQGRnJxo0bad++PYMGDar2e7m5uTkzZszgzJkzLF++HD8/P9zc3Gq0y6lQyJ4Rn38OzZvDTz/JWQGtW8sCQGAgTJsGAwfK4xt7RoClpSXXr1+v1RzCE6DxI0kSiYmJXLt2jevXr2NsbIyLiwszZ86s8xJKgUAgaAoIEUDDTO3Vji72zVly7DZHox+hAApKnmQG6OtoIQEDnKx4x9eRLvYV19qampoSEBBAv379OHv2LEuXLqVTp074+PiIDzyBoBpoaWlhZWXFw4cPK23jdv68XDefnS33VO/QQQ5+4uLk3dIHD8qKAPWZYlpQUEBERATz5s2rdMzhwxAfL9/CwuRAzs8PtmyRBYFNm2RRo7ocOnSIwsJCxo8fL9Jo6wgtLS08PDxwdXXl9OnTLFu2jO7du+Pj41OtNoBaWlr4+Pjw2muvsWPHDqKjoxkxYgQGNdi6DwuTfSO+/BI6dYLf/142CPz4Y3j0CLp2fTJWoZB9JhprOfWL2gS+iIKCAoqLizExqZ/uPIKaI0kS9+7dUwf+hoaGuLi4MGPGDCHaCAQCwQsQIkAD0MW+OUunepKWU8jWiHvcfJBNVkExpvq6OLcyYZyHPZbGVbv4MzEx4f/Zu++4qK788f+voSMIolQRpEkRBUSaIGLvIdao0dgSTdkkZj+72V928/iuSXazMWtM1phojK6rRqPR2GKNxopKUxAUQVHAAiJIlV5mfn+cDIoUAUFRz/Px4CHce+feO8qMc97nfd7v4cOH079/fyIjI1m9ejWOjo4EBwe3qFCUJD2P1MUBGwoCJCbCqVNibX1lpZhRVyggNFSsK1ZXVYe27w4QHR2Ns7Nzo8X4Vq2CtWvFrH9CgshY6N1bDOZCQ0WWgLt786575swZkpOTefXVV2UBrTago6PDoEGD6Nu3L0eOHGHZsmUEBQXh4+ODdjMiNlZWVsyfP5/Dhw+zYsUKQkNDcXJyata9fPABTJkiWuYtXixqSFy7BgYGsGeP6CyQkiKWCfznP+J10V4zAoyMjCguLqaysrJZf49q6qKAMujVPqhUKtLT02sG/rq6uri7u/PKK69gZmb2pG9PkiTpqSGDAE9QF0NdXh/g2Crn6tChA4MGDSIwMJDo6GjWr19Pt27dCA4OloW7JOkh1EGAhsybJ74uXBAtxRprz96WmQCVlZVERkbyyiuv1Lu/okIEKTQ1YfZssXQhIkIEANTS06G4uHnXvXr1KseOHWPu3LktmlmWms7IyIhx48aRlZXF0aNHiYiIYMCAAfTp06fJwSUtLS1GjBhBjx492LVrFy4uLgwbNqxZg2B7e1Eob9060Q0jOBh8feHPfxZBpAkTxP6QENi/XywdaI80NDTo1KkTeXl5LQqMy6UAT55KpeLWrVskJCSQkJCAlpYW7u7uTJ8+XU52SJIktZAMAjxjdHV16d+/P/7+/sTExLBlyxZMTU0JDg6me/fucjZDkuphaWn50HXDVVVgaCgGQL/8ItKie/QQLdTuX5rflpkAcXFxWFtb19vuTKmEl18W1duzsuDLL8HBQXypuwG8846oZ9BIx9Q6srOz2b59Oy+99JJcavQYmZubM2XKFG7evMmRI0c4ffo0gwYNwt3dvcnv4w4ODrz55pvs27ePlStX8uKLLzaY7VIfIyNYv14sddHTg1274MwZ8ae6bMGsWaJ15v1BgPaWFaBeEiCDAE8PlUpFZmZmzYy/QqHA3d2dadOmYW5uLj/LSJIkPSIZBHhGaWtr4+/vj4+PD3FxcezevRsDAwOCg4NxcnKS/4FK0n3UmQAqlarB10ZMjEiDvnRJpEYPGCACA6+9Jtrw+fiID66NneNRKJVKTp8+zbhx4+rd/957YiA2b55YDnD9OmRkiCBAly7ivsvLRfp2UxUXF/Pjjz8yfPhwujeW/iC1mW7dujFz5kxSUlI4fPgwp06dYvDgwU1+H9fT02PChAlcvHiRLVu20KtXLwYPHtzkrABv73vfV1aKmX91ACAhQbQN/PRTCA8XLSd9fUUA4MHWmU/So9QFyMnJwdXVtZXvSGpIbm4u8fHxnD9/HpVKhbu7Oy+99BIWFhbyc4skSVIrkkGAZ5ympibe3t54eXmRkJDAb7/9xtGjR+nfvz9ubm7yP1VJAvT19dHT0yM/P7/eFlJpafDXv8L774uvU6fg7FlRJHDTJvjb3+DgQWoCAG3xulJXvLa9vwDB7+LjRYHCEyfEz+fOiQGam5voCvDVVzBkCPz737WzFhpTWVnJ5s2b8fDwwPP+SnDSE+Hg4IC9vT1JSUkcPHiQkydPMmTIkHp/H+rTs2dP7Ozs2L9/P9999x2hoaHNDuwUFooimSDqAUybBn//O3TuLIoIZmfDqFEiENVeAgAgggBZWVkteuydO3cwNTVt5TuS7ldaWkpCQgJxcXHk5eXRq1cvJk6ciJWVlfyMIkmS1EZkEOA5oaGhQe/evenVqxeXLl0iLCysJhjQu3fvNm9pJkntnToboL4ggJ4e5OTAyJHi51Gj4J//FEXTxo2DTz4R29uqHoBKpeLUqVMMHDiw3v0dOoh7ATFI69gRdu4UBduWLRMBi2HDmr5uW6VSsWvXLoyNjRu8pvT4KRQK3NzccHFxIT4+nu3bt2NmZsaQIUOwtLR86OM7dOjAxIkTSUpKYtu2bbi6ujJ06FB0dHSadP25c0VdjH79xNKYsWNh+nTxu5eZCYMGid+/7GwRGAORPdCSThStydTUtEVtAlUqFbm5uXI5QBuoqqoiOTmZ+Ph4UlNTcXJyIjg4GEdHR1l4VJIk6TGQQYDnjEKhwNXVFRcXF1JSUggLC+PYsWMEBQXh5eWFlpb8lZCeT+ogQH2pv6amYG4uWu3p6oo+6nPmiH3FxRAYKL5vq3oAKSkpVFdX4+zsXO9+JyfxBWL2//vvRQAARH/3//63eYOxY8eOUVBQwMyZM+VMXDukoaGBl5cXvXr1IiYmho0bN9K9e3cGDRrUpAGrq6sr3bt359dff63pIGBvb9+ka3/5JSQlid8rAwNYvhwKCuDdd0W2CYhMlMRE8bpRF2zPzRUZA0+Cubk5WVlZzV6qU1BQgL6+fpODJFLj1C394uPjuXjxImZmZnh4ePDiiy+ip6f3pG9PkiTpuSJHfM8phUKBo6Mjjo6OXL9+nbCwME6cOEG/fv3o27ev/NAjPXcsLCwanC3U0hKDnXffFQNpe3tRCwDAxASWLBHfK5XKNgkCnDx5kqCgoDoDmMJCUbxNXFv8aWR0bxvAt9+KTgFNDQDExcURHx/Pq6++2qKWatLjo6WlhZ+fH15eXkRGRrJmzRpcXV0JCQnB6P5fgnro6+szbtw4Ll++zM6dO+nRowfDhg1DV/fh7WnVcbK1ayE6WrSdVAcAvvlGbEtPFwP/X36BqCgRQPvxxyfTRcDAwACVSkVJSQkGBgZNflxOTo5cCtAK8vLyiI+PJz4+Hg0NDTw8PJg3b16jbU4lSZKktiWDABK2trZMnz6dW7duERYWxqlTp/Dz88PPz09G56XnhoWFBUePHm1wv5MT7NtXd7um5r2BTVssB0hPT69ZJ/ugESPEjOzSpaIrAEB1tbin8nKxTKFLF5Gy3RTXrl3j4MGDzJo1C0NDw1Z8FlJb0tHRITg4GB8fH06dOsV3332Hp6cnwcHBdHhIEQhnZ2dsbW05ePAgK1asYOzYsTip00oeYvRosfTkhRfEzz//LLJk3nxTBAVOnYI33hAFNOfOFUsIngSFQoG5uTnZ2dnNCgLcuXNHdsRoodLSUi5evEhcXBw5OTn06tWLCRMm0LVrV5ldJEmS1A7IIIBUw8rKipdeeons7GxOnjzJ119/Td++fQkICGjWBydJehp16dKFwsJCKioqGsyEqa4WBc+Uynst0O6f+G+L5QCnTp2iX79+ddbJLlkiBvsuLqJWwdtvi4Js6sN0dcWSBXU69sPk5uaydetWJkyYIHtvP6X09fUZOnQo/v7+nDhxgm+++QY/Pz/69evX6Ay/np4eoaGhXL16ld27d2Nvb8+IESMeGgQ2NxctMkG8Ni5ehIEDISBAvC709ERQ4KuvYNKke68VdaDqcTI1NSUrKws7O7smP0ZmAjRPdXV1zTr/lJQUHB0dCQoKwsnJSa7zlyRJamdkNTipDjMzM8aPH8+8efMoLS3lm2++4cCBAxQWFj7pW5OkNqOhoYGZmVmjVcQ1NUUPdA2Ne1/3a+1MgDt37nDt2jX69OlTZ5+jo+hY8I9/wOefw8aNMH483Lgh9q9bB1273mvn1pjS0lJ+/PFHBg4ciKOjY6vdv/RkdOzYkTFjxjBv3jzy8vJYtmwZ4eHhVFVVNfo4R0dH3nzzTTQ1NVm+fDmXL19u8jU1NeHWLfH71rGjqEHxySciA2D6dLFv27Z7x1ZXP8ozbD4zMzOys7Ob9ZicnBxZFPAhVCoV6enp7Nu3jy+//JLw8HCcnJx47733mDx5Mi4uLjIAIEmS1A7JTACpQSYmJowdO5YBAwYQHh7OihUrcHR0xNfXF1tbW5nSJz1zLCwsyMzMpFu3bg0eox74370Lu3ZBjx7g7y+CA61dE+D06dP4+vrWm5kwbhxUVIjvR44U97B4sZhx1dYWRdtmzXr4Naqrq9myZQs9evTAx8en1e5pCea7AAAgAElEQVRdevJMTEwYP348WVlZHDlyhIiICEJCQvDy8mrw91RXV5exY8eSmprKL7/8QkJCAiNHjkRfX/+h1+vTRxSh7NYNPvoIHBxEICAvD/7wBzH4X7ZMdK543MvBzc3NSUpKatZjZCZAw0pLS4mLiyM2Npaqqio8PT157bXX6u2uIkmSJLU/MgggPZSRkREjRoxg4MCBnDt3jt27d9cUpOrdu7csHiY9M9RBgPqoVGIwk5R0r/BZaSmos4sVitZdDlBYWEhiYiLvvPNOg8fcHxvo1An+9S9Yv16syU5IePg1VCoVe/bsQVdXl2HDhrXCXUvtkbm5OVOnTuXmzZscPnyYU6dOMWjQINzd3RsM5trb2/Pmm29y+PBhli9fzujRo3Fzc2v0OvPni+UpH30kilb+/e+iI8DBg3Dlilgu8PnnIjDw6afQhLhCq2luJkBlZSXFxcUYNyWV5jmhUqlIS0sjJiaG5ORknJ2dGTVqFN27d5eTApIkSU8ZGQSQmkxXVxd/f3/8/PxISUkhKiqK3377DS8vL3x9feUMgPTUs7a2Ji4urt59Fy/C//f/QWqqmOGcOlUURLu/CHtrLgeIiIjA09PzoYXd1NSX3bcPFi68F5xozKlTp8jMzGTOnDlt0tVAal+6devGzJkzSU1NrQkGDB48GCcnp3p/b3V0dBg1ahQ9e/asyQoYNWpUozViQkJEIConR7w2lErxWomOhsOHxWsoKenxBgAADA0NUSqVFBcXN6nGTW5uLiYmJvJ1Ady9e5dz584RGxuLtrY23t7ejB49uknZIZIkSVL7JIMAUrPd314wLy+P6OhoVq1ahY2NDX5+fjg4OMhZAempZGVlRU5ODuXl5XUKqRUVidnMoUNFVf7qali1Sqy7nzZNDHZaKxOgtLSU2NhY3njjjWY/9s03xUDsYS5cuEB0dDSvvvqqbAn6HFEoFDg4OGBvb09SUhIHDx7k5MmTDBkyBFtb23of0717d9544w2OHDnCihUrGDJkCF5eXg2+z9vYiK+NG2H/ftiwAdzcYMsW0TVA3WLwcVIoFDXZAE0JAmRnZz/XSwGUSiVXrlwhJiaGa9eu0bNnTyZOnCir+0uSJD0jZBBAeiQmJiYMHz6cQYMGcf78eQ4dOkRVVRW+vr54eXk1qee0JLUXWlpaWFlZcfPmzToF8vz9xQxmZiasXAk//QTXrsGUKSIIoFC0Xk2A6OhoXFxcWpSK3JQAQGpqKgcOHOCVV155aD956dmkUChwc3PDxcWF+Ph4tm/fjrm5OYMHD8bS0rLO8dra2owYMQIPDw92795NXFwcY8eObXSgPH06HDoEoaEwYIDIpikpgSYmt7Q6U1NTsrOzm9Qh4Pbt289ll4y8vDxiY2M5d+4cxsbGeHt7M2HCBBkolCRJesbIIIDUKtQpgn369OHGjRtERUVx7NgxevXqhZ+fH2ZN7VMmSU+YjY0N169frxMEUKnEgObCBbC2hi++AFNT8T3cCwI86ixZZWUlUVFRzJw585HO05DMzEx+/vlnJk+ejIWFRZtcQ3p6aGho4OXlRa9evTh79iwbN27Ezs6OgQMH1lsZ38rKitdee43o6GjWrFmDn58f/fv3R0ur/o8Ta9fC8uUi/X/ZsicXAABRG6GpdQGysrLw8vJq4ztqH6qqqrh06RIxMTFkZmbSu3dvZsyY8VwGQSRJkp4XMgggtSqFQoGtrS22trYUFhZy9uxZ1q1bh7m5OX5+fjg7O8s1llK7ZmtrS0RERJ3tSiVMnizWOYeEgLOz+FIo7gUCWmM5wLlz57C2tm6TD+D5+fls2rSJ0aNHN6tfuvTs09LSwt/fnz59+hAZGcmaNWtwdnYmODiYzp071zpWQ0MDf39/XF1dOXDgAN999x1jxozB3t6+3nO/9dbjeAYPZ2ZmxqVLl5p07POQCZCdnU1MTAzx8fFYWFjg7e2Nq6trgwEdSZIk6dkh3+mlNmNkZMSgQYMIDg4mMTGRU6dOceDAAXx8fPD29m5ywTNJepxsbGzYtm1bndR+TU0IDxdLApKTRR/0q1fh+HHo1UvMdD5qJoBKpSIiIoLQ0NDWeCq1lJSUsHHjRvr164e7u3urn196Nujo6BAcHIyPjw+RkZGsXr26JhjwYGaAsbExU6ZMISkpiZ07d2Jvb8/w4cPb7Xt7UzsElJeXU1JS8kwWu62oqCAhIYHY2Fjy8vLw8vLi1VdfrRPoaS3V1eJPTc02Ob0kSZLUQjIIILU5LS0tevfuTe/evcnIyCAqKoply5bh6uqKn58fVlZWT/oWJamGvr4+xsbG3L59u87vZs+e4qu4GLKyRIs+pRL09MT+R80ESE5ORldXt8ECbS1VWVnJ5s2bcXZ2JiAgoFXPLT2b9PX1GThwIAEBATWZAU5OTgQHB9epA+Dq6oq9vT1Hjx5l+fLlDB06FE9Pz3ZXQK5jx45UVVVRUlLSaKAiKysLMzOzZyprLScnh+joaOLj47GxsSEoKIgePXq0+nPMzYVdu0RhyKFDaw/+c3KgSxextKqd/WpIkiQ9d2QQQHqsunbtyrhx4yguLiY2NpbNmzdjbGyMr68vPXv2RFNOF0jtgLouwINBgIoK2LQJzpwBbW1RGPCFF0RxQH19qK6ufqQP1ZGRkfj7+7fq4EmpVLJ9+3Y6derE0KFDW+280vNBT0+PkJAQ/P39iYqK4n//+x+Ojo4EBwfXqvWiq6vLyJEj8fDwYM+ePcTFxTFmzJh2VWH//g4B3bt3b/C4Z2UpgLrCf1RUFLdu3aJPnz7Mnz+fTp06tcG1QENDBEQvXxYFVIcOhbQ0+PBDsa1bN9ixQwYAJEmS2gMZBJCeCAMDA/r3709gYCCXLl0iKiqKgwcP0rdvX/r27UvHjh2f9C1KzzFbW1uSk5Px9/evtX37dhEEGD8eeveG27fhf/8DMzMYMwbKyipa3BEjKyuLrKysVk3VV6lU7Nu3j/LyciZNmtTuZmalp4eenh4DBgyoCQasXbsWBwcHBgwYUCsY0LVrV1577TWioqJYs2YN/v7+BAUFtZt15k0JAmRlZT3VQYCSkhJiY2M5c+YMHTp0wM/Pj6lTp7bqv4F60K+moQGlpWLJlKGhCAKAaA8ZGAhffy2yACRJkqT2oX38ryw9tzQ0NHBzc8PNzY2srCyio6NZvnw5Tk5O+Pj4YGtrKwcu0mNnY2PD4cOHUalUtX7/jh6FqVNh9ux7x0ZFwfnzIghQWlrW4iBAREQEPj4+rfpBPSwsjPT0dGbPni2zbKRWoaurS3BwMH5+fkRHR7Nu3Trs7OwYMGBAzcBZQ0ODgIAA3Nzc2LdvH9999x1jx45tF8Uom1IXICsrC1dX18d0R60nIyOD6OhokpKScHFxYdKkSVirq5Y+gupqMXv/4KAf4ORJcHAQy6PmzAFXVxEMKCsTmVNXr0JVlTjWxwfMzcHeXi4JkCRJetJkEEBqN8zNzRkzZgxDhgzh3Llz7N27l6qqKjw8PPDw8GizwkWS9CATExOUSiUFBQW1Ume9vODYMbC1FbNd0dEQGwvvvSf2V1SUoacuENAMxcXFJCYm8vbbb7fSM4DY2FhiY2OZO3duiwMTktQQXV1d+vfvXxMMWL9+Pd27d2fAgAE1rSeNjY2ZOnUqSUlJ7NixAwcHB4YNG/ZECweamZmRnJzc4H6VSvVULQeoqqri4sWLREdHc/fuXXx8fHj77bcxMDB4pPPeP0h/MH6oUsFf/wo3b4oaAF98AStXwqRJIvV/3z7RGvL4cbFv2zYoKoJ//QvS00XgoAVvk5IkSVIrkkEAqd3R09MjICAAf39/bt26RVxcHP/973/p0qULnp6euLu7t2igJUlNpW51ef369VpBgJdeguxsWLpUzHgVFcGsWTBsmNhfUVHeogH32bNncXNze+QP7mrJyckcPnyY2bNny6U1UpvS0dEhKCgIX19fzpw5w4YNG+jWrRshISFYWlqiUChwc3PDwcGBI0eOsHz5coYNG4aHh8cTyfJ6WCbA3bt30dDQwNDQ8DHeVfMVFBRw5swZYmNjsbCwICgo6JFa8D6Y3q/+p6muhp07YdUqMYM/axYEBMCNGyIIcPy4OM7c/N7j+/aF+HiIjBTvjfPni+2vvw6jRkFeHsh6wJIkSU+WDAJI7ZZCoaBr16507dqV4cOHc+XKFeLi4jh06BBOTk54eHjg5OT0TFVwltoPGxsbbty4gYeHR822Ll3g738Xs19Xr4oK2JaW9x5TVtb8TIDq6mqio6OZMWNGq9x3eno6O3fuZOrUqe2qKJv0bNPR0SEwMLAmGLBx40asra0JCQnBysoKXV1dRo0aVVM4MDY2llGjRtVkDTwuRkZGVFRUUFpair6+fp39WVlZj/2emkqlUpGWlkZ0dDSpqal4eHgwe/bsVnmdq/8bra4W7U9//hkcHcV73urV8Oc/w5Ur8MEHsGYNTJ4Mn34qHlNYKN4LY2PFzxYWonhqly7ifCtXwv79kJoKY8fK2gCSJEntgQwCSE8FTU1NXFxccHFxobS0lISEBMLCwvjll1/o3bs3np6eWN4/GpOkR2Rra0tcXFytbcXFsHEjlJeL2ayUFLhwQcx8rVwJJSVlmJk17xNuQkICZmZmrTLwyM3NZfPmzYSGhmJjY/PI55Ok5tLW1qZfv374+Phw9uxZNm3ahJWVFSEhIXTt2hVra2vmzZvH2bNnWb9+Pb169WLQoEGPLbtLoVBgYWHB7du3661R0B6XApSXlxMXF0d0dDQKhQJfX19efPHFJmUdVVaKGfmuXcXa/fr2a2qKmf2//AUGDhQ1T06cEDP/Z8+Crq6o9B8SItb+79ghggDl5SIAYGQkaqIsWSLeH/X0RCZBbq7InOrZE7p3F49v5wkWkiRJzw0ZBJCeOvr6+vj4+ODj40NOTg5xcXFs3rwZPT09PDw86N27t0yBlh6ZpaUlubm5tWb3q6rE+lZbW9ERwM1NtAZUF76qrGzecgCVSkVERAQDBw585PstKipiw4YNDBw4EBcXl0c+nyQ9Cm1tbQICAujbty8xMTFs3rwZS0tLQkJCsLa2xtfXF3d3d44cOcI333zDkCFD8PLyeixLBCwsLMjMzKw3CJCVldVo54DHKTc3l4iICM6fP4+DgwNjxoyhe/fuTfo7unpVrMGPjITOncHDA4YPh9BQMTuvqQkZGSKz6aWXIDhY1DjJzxdp+0lJ0KOHCHIGBEBBARgbQ4cOouhfly6i5d/x46JNqpUV/Pe/ImugtFTUSfHyAgOD2tlSkiRJUvsggwDSU61Lly4MHjyYQYMGce3aNeLi4li+fDndunXD09MTFxcXtLW1n/RtSk8hTU1NrK2tuXnzJk5OToD4EPzrr7WPU6lE1Wto/nKAGzduUF5eTo8ePR7pXisqKti0aRO9e/emb9++j3QuSWpN2tra+Pv71wQDtmzZgrm5OSEhIXTr1o2xY8fi7e3N/v37OXv2LKNGjWqVivaNsbCwID09vd59WVlZ+Pn5ten1G6NSqbh+/ToRERFcv34db29v3nzzTYyMjBp8zOXLsHu3GNSPHw/9+4v3qtmzxcAcRIG+7dtFEEBd6K9rVzGDv3mzGLCHhoqU/sREMcufni6CB99+CzExMGgQXL8u1v8bGICTE5w6JYIAIFoBBga27d+PJEmS1DpkEEB6JigUCuzs7LCzs2P06NEkJibWdBhwc3PD09NTthuUms3Gxobr16/XBAHud+uWSIV1cYFFi0Q7rPLy8mYFASIiIvD393+k38vq6mq2bNmChYVFq2QUSFJb0NLSws/PD29vb2JjY9m6dStmZmaEhIRgY2PD3Llza7K6evTowZAhQ1qtUOaDLC0tiYmJqbNdqVRy584dzMzM2uS6jVEqlVy8eJHw8HDKysoICAhg/Pjx6OjoNPq4yEh4913w9QV3d3jjDdi6VWQpBQeLY5KSxCz/W2/Vffz48bBlCyxbBkFBYgnAwYP3MgXGjBHX+OIL+Ogj0Na+V+jvX/+S6f2SJElPKxkEkJ452traNW0FCwsLOX/+PHv37qWyshIPDw88PT1lu0GpSWxsbDh9+nStbeXl8OOPkJAglgFcvCjSZzU0RCZAU5cD5OXlkZaWxrhx41p8fyqVit27d6OhocHYsWNlkEtq97S0tPD19aVPnz6cO3eObdu20aVLF0JCQvDy8sLV1ZVjx46xfPlyQkJC8PHxafXir+bm5mRnZ6NUKmudOycnh44dOz504N2aysvLiYmJITIyEmNjY4KDg5tV5d/ODjZturfePyoKIiJE9xKFQhT4++YbkcIfFibS+Hv1Et0AQLxvTZwICxeKpQCLFon3t4gIkfoPIsgQECACnQMG3Lu2DABIkiQ9vWQQQHqmGRkZERQURGBgIJmZmcTFxbFmzRo6d+6Mh4cH7u7u9VaIliQQQYCMjAyqq6vR/D2H9scfxdfYseDsDH5+Il3WykodBGhaJkBUVBReXl6PNOA4cuQId+7cYebMmbJLhvRU0dLSwsfHpyYYsGPHDkxMTAgJCWHkyJE1SwRiYmIYPXo0tra2rXZtHR0dOnbsSHJyMtXV1Tg5OaGjo/NYOwMUFBQQGRnJuXPncHBwYPLkyS1aBmFuLgb75eWigJ9SKYrxqeOBL7wAkyaJ77/8Ej77TBTvU6nuLQsYMQL27IHvvxcZAXPniuwBd3exX0NDBAEkSZKkZ4cMAkjPBYVCgZWVFVZWVgwbNowrV64QHx/Pb7/9hqOjI56enjg6OtYM9CQJQE9Pj06dOpGZmVnzAX3XLtEua8SIe8edPCmWBzR1OYC62vd8dV5tC0RHR3Px4kXmzp37WGcuJak1aWpq0rdvX7y8vIiPj2fXrl0YGxsTEhLCzJkzSUhIYNu2bdjZ2TF06NBHLvp6/vx5Tpw4QX5+Plu3bqW6upo33nijpmNAW3cGyMjIIDw8nCtXruDl5cX8+fPp1KlTi8+nHuzr6kJamliz//e/39t/f2KSkxMcPiy+v/+/uo4d4f33RUaAUinOuWRJi29JkiRJegrIIID03Gms3aCLiwuurq7Y29ujpSVfHpLIBrhx40ZNEGDgQDHoNzERnQHOnBEzb5mZKmJiHLh6VZfevRs/57lz57C3t2/xh//ExETCwsKYM2dOm62blqTHSVNTkz59+uDh4cH58+f55ZdfMDIyYsCAAbz11lucPHmSFStW0L9/f/z9/VscsNXV1SU3NxeVSkV1dTW6uro1A/+srCx6P+zF2wIqlYrLly8THh5OXl4e/v7+jBkzptXbIv7wA/TpA46O97bl54uZ/DNnYM0aePvt+h/r7n5v5l+SJEl69slRjvRcu7/dYG5uLklJSYSFhbFt2zacnJxwdXWlR48ezWr7Jj1bbG1tSUpKIuD3fFhvb5EJEB0t1t1eviyOi41VkpTUk0uXNBoNAqhUKiIjI1tcCyAtLY09e/YwY8YMTExMWnQOSWqvNDU18fLyqgkG7N+/Hx0dHfr374+npye//vorsbGxjBw5Esf7R7tN5OzsjL+/P1FRUVRXV+Po6FhTS6O1lwNUVlYSFxdHREQEOjo69OvXj549e7ZJxll+Ppw/DytWiJ9TUkSdgB9+EGn+trYwevS9YoGSJEnS800GASTpd507dyYwMJDAwECKioq4dOkScXFx7N69G1tbW1xdXXFxccFQVkN6rtja2nLo0CFUKhUKhQJLS3jzTTA1BT09ERAwNobbt4vZsuUIkyY1Pp12+fJl9PX1sbGxafa9ZGRksHXrViZNmoSVlVVLn5IktXsaGhp4enri4eFBUlISJ0+epKKigqCgIHR1ddmzZw9WVlYMHz682Rk1Q4cO5erVq2RlZeHm5gaIJTpFRUWtUjS2qKiI6Ohozpw5U9MGsXv37m1auPPTT+HYMXjtNbhwQdQB+PhjmDkT3nmnzS4rSZIkPaVkEECS6mFoaEjfvn3p27cv5eXlJCcnc+nSJQ4dOoS5uTkuLi64ubnJLgPPAWNjYxQKBfn5+ZiYmGBvLwb/6jpl334Lqakwe3YFnTo9fIYvIiKCgICAZg8IsrOz+fHHH3nhhRewt7dvyVORpKeOQqHAzc0NV1dXUlNTOXnyJLm5ufj7+1NaWsr3339P37596d+/f5MztjQ0NJgxYwbffvttzWtJXQ/gUQps3rlzh9OnT5OYmIi7uztz5szB1NS0xedrKpUKOneGF1+EGTNEu0B1ZX9ZLkSSJEmqjwwCSNJD6Orq0qtXL3r16kVVVRVpaWkkJiayZs0aOnTogKurK66urlhZWckWbc8ghUKBjY0N169fx8TEhNRUUT37+HGxznbLFpg2Df7v/zowdaoeSqVYg1ufzMxMcnJy6NmzZ7PuIS8vjw0bNjB8+HBcXV1b4VlJ0tNFoVDg4OCAg4MDN2/e5OTJk9y8eRNvb2/y8/P55ptvGDRoEF5eXmRmZrJ7925mzZrV4Lr7coUOnfpN5sM9lyksq6KiqIAumpbkFJXTxbB2MCEtLQ17e3tmzZrFihUrUCgUtc6bnp7OqVOnuHbtGr6+vrz99tutUqvDzs6u5vqNUSjgr3995MtJkiRJzxEZBJCkZtDS0sLJyQknJyfGjh3LzZs3SUpKYtu2bVRVVdUEBLp37y5btj1DbG1tuX79Op6enpiYiJ7bmppiDe7gwfDGG/Cf/2iiq6vbYAAAIDIyEl9f32atCb579y4//PADQUFBeHh4tMKzkaSHUwc0VSrVY7umerANYGBgwK1bt+rtBmBtbc2HH35ISkoKAPPnz2fUqFGcPXuWyMhIcnJyqK6uZs+ePUxS98f7XdyNfL49doXjl7MBKK9S1uzT0VRw4PMjDHQx460QJzxtai8zUCqVrFq1is6dOzN9+vSazIScnBwCAwMZN26c7NQhSZIkPRVkEECSWkg9Q2xjY8PQoUPJzs4mKSmJQ4cOkZ+fj7OzM66urjg6OqKtrf2kb7dVFRSI1lOtXNy63bKxseHs2bOAqAWgpQXr1sF338HatVBUBFVVqkarfRcXF5OUlMQ7zVigW1payoYNG/Dy8sLPz+9Rn4YkPRW0tLQoLi5m06ZN9bbRPHz4MCkpKWhpaVFVVcULL7yAQqEgNzcXfX19qqurAdFF49KlS7i4uACwISKNT/clUVZVTX2xjYpqACUHL97mxOU7fDjalRkBdjX7r1+/jouLC4WFhaxYsQKVSkVQUBC9e/eW7WUlSZKkp4qcqpSkVqBQKDA3N2fAgAHMnz+f119/HSsrK6Kiovjiiy/46aefOHfuHCUlJU/6VlvFjh3g5QUhIZCc/KTvpu1ZWlpSUFBAaWkpCgX86U9w6JBoF9ijBxgawuLFlxtdk3zmzBl69uxJB/Vi3YcoLy9n48aNODo6EixLekvPkb59+2JpacmqVavq3b9q1Sp0dXUZNmwYIGq4jBkzhrfeeou8vLya45RKJVu2bKGgoOD3AEAipZX1BwDup1JBaWU1n+5LZENEWs32wsJCqqqqqK6uRk9Pj7feegsvLy8ZAJAkSZKeOjIIIEltwNjYGH9/f2bOnMmCBQtwdXXl0qVLLF26lHXr1hEZGUlBQcGTvs0WGzAAtm6FK1dqr3+PjYXExCd3X21FQ0MDGxubmrW5kyfD//4HX3whMiIATE0LGswEqKqq4syZM/j7+zfpelVVVfz000+Ym5szbNgwWWtCatd27tzJjBkzcHZ2xsDAoKaw6tdff41SqXz4CR6gpaXFnDlzOHPmDOfOnau1786dO+zcuZOJEyfWKcyan59f831BQQF79+7lyy+/xNTMjFmDPbi26SPKb12uc738sI1cWzSWsmvxFCcc49a6/+P6kkkkL53Np/uSOHkhFRBLI7S1tdHW1ubmzZsMGDCgwdfm2rVrUSgUrF27ts6+mzdv8u6779KjRw/09PTo3Lkzfn5+/OMf/6j3XCUlJbz//vvY2tqiq6uLk5MTn3/+eYNLNSIjI5k0aRKWlpbo6OhgY2PD66+/TkZGRr3HS5IkSc8fuRxAktpYhw4d8PT0xNPTk8rKSq5evUpSUhLHjx/H2Ni4ptiVra3tU7NswMFBzIQ7OMD9rbqTkmD5cqiogJEj4cMPn53q1A4ODqSkpODm5oZKBQ/+U5WXlzeYCZCQkIC5uTnm5uYPvY5SqeTnn3+mQ4cOjB07VgYApHbvgw8+QENDA39/f6ytrSkoKODIkSMsWLCA6Ohofvjhh2af87XXXmPRokWsXr2ab775pmb7unXrqKioYN68eaxevbrWYwwNDQkODiYlJYWvvvqKwsJCfHx8KDN1JuVmJiWXIyjd8BfMJ3yIvqNvnWsWRu2gNO0cHZz80OvugbK8mLKqavZeLgTA3t6eiRMn1gQ2Dh8+3OzndebMGUaMGEFubi4DBgxgwoQJlJSUcPHiRT766CP+3//7f7WOr6ysZPjw4WRkZDBq1Ci0tLTYuXMnH3zwAWVlZSxcuLDW8f/73/+YN28eurq6hIaGYmNjQ3JyMqtXr2b37t1ERERgq25tIkmSJD23ZBBAkh4jbW3tmuKBSqWS69evk5qayvHjx8nMzMTa2hp7e3vs7e2xtrZu18UF9+2D/v3F99XVolDetGni69w5WLpUZAo0sxB+u+Xo6MiWLVsAUY37QWVlZRgbG9f72KioKEJCQh56DZVKxa5du6iurmby5Mnt+t9fktT27t2L4/3RQEQwa86cOaxfv5633367yVkwag4ODgwePJiNGzeyePFi9PX1AVi9ejU9evQgJCSkThDAxMSkZklWWVkZR48exb1vAEGfH8HUU0nVgBwy1/2RnH1fY/3mGhRatSN5ZdfjsXrlC3Qs7z0XlQoiU8USAyMjo5r6AkCzA3QVFRVMnjyZ3NxcNm7cyMsvv1xr/40bN+o8JiMjA09PTw4dOlTzd7Bw4UKcnZ356quv+Nvf/lYTPL58+TKvv/46dnZ2HD9+HGtr64FQAtYAACAASURBVJrzHDlyhGHDhrFgwQJ27NjRrPuWJEmSnj3yE6YkPSEaGhrY2dkxaNAg5s6dy5/+9Cf69etHaWkpe/fu5d///jebNm0iIiKC27dvP9Yq3Y1RqaCkBCIjYdy4e9sA0tKgqgq6dRM/1zdR1oLs4HbB3Nyc8vLyWinH9ysvL693OUB6ejrFxcU4OTk1en6VSsX+/fvJz8/npZdekuuMpafGgwEAEO9vCxYsAODXX39t0XnnzZtHfn4+W7duBSAsLIykpCRee+21Bgfge/fu5erVq7zzzjuEhITw89mbNfu0OnbByH8i1cV5lF07V+exhp4jawUA1ForF2f37t2kpaURGhpaJwAAogBpfb7++uuaAACI96IXX3yRgoICLl26VLN9xYoVVFZWsnTp0loBAIDBgwcTGhrK7t27uXv3bis9I0mSJOlpJTMBJKmd0NXVxdnZGWdnZ0BUk09NTSU1NZWoqCgqKipqsgTs7e0xMTF5IvepUIi0/9JSUE/uaf3+ThIeDv/8p8gMeOMNGDNGbK+qunfM/ZPbSqU439OQ8a7uU3716lX69u1bZ39ZWVm9ywHOnDmDj4/PQ2f1jx49yo0bN5g1a9ZTsyxEkgBycnJYvHgx+/btIyUlheLi4lr709PTW3Te8ePHY2pqyqpVq5g5cybff/892trazJ49u8HHhIeHA3Dt2jU++ugjDly4xe3Me4PeyjyxLr7yzo06SwJ0uzrXe8772wg+ioiICABGjRrV5McYGxvXG0BUBwzuL4Sofu7Hjx8nOjq6zmOysrKorq7m8uXL9b6HSZIkSc8PGQSQpHbKwMCAXr160atXL0AUvUpJSSE1NZUjR46gra2Nvb09Dg4O2NvbY2Bg0Ob3FB4OeXkiC2Dw4Lr7p02D8eNFAGD0aFEzAO4FAP7xD/DzgxEjagcGnhYODg4kJyc3GAR4MBOgpKSkSW0BT58+TWJiIrNnz260zaAktTf5+fn4+vqSmpqKn58fM2fOpHPnzmhpaZGfn8/SpUspLy9v0bl1dHSYOXMmX375JeHh4fz888+EhoY2WlsjJycHoCZ7oCHKyrI62zQN2jawqs4ienCWvjGdOnWqd7vW72+e6naIcO+5L168uNFzFhUVNfn6kiRJ0rPpKfsILknPr06dOuHt7Y23tzcqlYrs7GxSUlI4f/48e/bsoVOnTjVZAt27d2+0XV1LVVTAf/4DJ0+CqSm88IJok3f3LnTsKI7R04PevWHDBvjkE7FUQKEQ2QGdO4uWgiNGiICBpyf87W8iIPBgAcHqapE10J6yBBwcHDh48CBKpbLOzH59ywFiY2NxcXFptC1gTEwM0dHRzJkz57EEciSpNa1evZrU1FQWLlzIRx99VGtfeHg4S5cufaTzz5s3jy+//JKXXnqJsrIy5s+f3+jx6rocu3btIjQ0lPd+imXnubapiq9+D6iqqqoZlKvVt2xIPaBvaWbEw6ife0FBAUZGRm1yDUmSJOnZIGsCSNJTSKFQYG5uTkBAANOmTeMvf/kLY8aMQV9fn/DwcJYsWcKaNWs4evQoaWlpVFVVtcp1Q0Lg4EHIzxft8bKzxfZPP4W//x2uXYPoaPj1V1BnsKpU4ktTU6T/5+aKgoHHjsHNm2Kgv2QJqAuAqzsnamrWDgC0h1oCRkZGGBgYkJmZWWffg5kASqWyZilAQxISEjh27BgzZsyQH9qlp9KVK1cAmDhxYp19x48ff+Tzu7q6EhwczM2bN7Gzs2Po0KGNHh8QEACI+gEArpZG6Go92kedhh6vXpJVX0G/M2fONHhv+/fvf6T7aciDz12SJEmSGiKDAJL0DFD3sR8wYACzZs3i/fffJyQkhOrqag4dOsTixYvZsGEDp06dIiMjo0W9u++nowMvvQSTJ4ufp04VxQKnTRNtAWfNEvvFvd0rHHj6tMgmOHsWbGxEJsGePZCRIToNhIfD/Png4gIffHAvIKA+D9w715OirgvwoAdrAly9ehV9ff0GU3+Tk5PZv38/06dPp0uXLm12v5LUluzs7AA4duxYre2xsbF89tlnrXKN77//nh07drB9+/aH1tZ48cUXcXR05Ntvv2Xfvn1M6tutzjHl6Yn1LgdoSENvOX5+fgCsWrWq1vbDhw+zadOmOse/8MIL2NnZ8csvv9S7/1EzBN5++220tbX54x//yOXLl+vsr6iokAECSZIkCZDLASTpmaStrY2jo2NN1e7S0lLS0tJITU1lx44dFBYWYmlpibW1dc2XsbFxi3vSe3mJLxAz/Z07196v/tyuVEJCglgGMHEiGBiI5QD/+IfYv3ixCAxs2iQCC4cOwaRJIrNAqYTgYDA0rH3uqiq4dQu6dhXZA23N3Nyc06dPc+XKFUxMTBg3bhwVFRWoVCq0tbU5fPgw9vb2REVF4evrW+/f6bVr19i5cydTp07FwsKi7W9aklqosSJ8y5cvZ+bMmSxevJj33nuPo0eP0qNHD5KTk9mzZw8TJkzgp59+euR7ULdVbQptbW22b9/OiBEjGDNmDIGBgWjpdyWzSElVYTYVt5Kpys+k29s/gPbD628oFNDPoTOp9eybM2cOixcv5rPPPiMuLo6ePXty+fJl9u/fz/jx49m2bVut43V0dNi6dSvDhw/n5ZdfZuXKlQQEBFBWVkZiYiKHDx9+pKwtV1dX1qxZw9y5c3F3d2fkyJE4OztTWVnJ9evXCQsLw8zMjKSkpBZfQ5IkSXo2yCCAJD0H9PX1cXNzw83NDRCz1hkZGaSnp3PhwgUOHDiAUqmsFRTo2rVro2vZG/JgAECtsBDKyyE+HrZuhV9+gc8/B2NjGDIEvvoKAgJEcEBDQ5zn+nXx2L/9TdQc+Pe/RYbB/Pki2GBmJmoHLF0Klpbw5z/fq0HQ2pRKJd9++y2FhYVUVVWRm5tLx98LIRQXF2NoaIhCoeD06dNERERQVVWFra1tnWUCt27dYsuWLUyYMKHBlmCS1F6sW7euwX3/+c9/6Nq1K2FhYXzwwQecPHmSX3/9FVdXV5YvX87QoUNbJQjQXB4eHsTFxfHll1+yZ88eUmJiKa9WoWlogo6FA8b9p6PRoWnLb/S0NJkRYMOP9ewzNzfn+PHjvP/++5w4cYLjx4/j4+PDoUOHSE1NrRMEAPDx8eHcuXMsWrSI/fv3c/r0aTp27IiTkxMff/zxIz5zmDFjBp6enixZsoSjR49y8OBBDAwM6Nq1K5MmTWLKlCmPfA1JkiTp6adoTu9xHx8fVX3r3CRJevoVFhaSnp5Oeno6GRkZZGRk0KFDh1qBAUtLy0dqXxcVBVlZMHasGNh/+SXs2iUKBX72mUj/X7RIFBpcuRK0tWHCBPDxgX37oG9fKC4WwYPDh0V2wJQposbA+PEimKDWFu0HDx06RHR0NJWVlWhqajJs2DD8/f25fv06hw4d4tVXX+Xzzz+nrEykGisUCvz9/RkxYgQAd+7cYd26dYwePbomICNJUtvbEJHGp/sSKa1s+lIofW0NPhztxowAu7a7MUmSJElqRQqF4qxKpWq4INXvZCaAJEmAKHpnZGRUMzhVqVTcuXOnJjBw/vx5srKyMDU1rRUYMDU1feg6XbXfl9ACMHu2mPkfMED83LmzGMyDKD4YHQ3vvgsxMeDhIQIAlZXw22+wY4fYfvky/PGP0K0b+PqKIMLZs2LZwCPEKho0dOhQioqKuHDhAiqVCisrK0C03DL8fZ2Crq4uZWVlaGlp4ejoyJDfIxP5+fn88MMPDBkyRAYAJOkxUw/kP92XRFlVdaO1RRQKkQHw4WhXGQCQJEmSnkkyCCBJUr0UCgVmZmaYmZnh9fuC/6qqKjIzM0lPTyctLY2TJ09SVFSElZVVrcCAkZHRQ+sLODuLL7WxY+H4cXB0hF69YPp0CAqCefNg1ChxzK1bYpD/9ttikG9mJpYO9OkjlgHMmSOO+7//E4GDNWtAqxXf5RQKBS+++CI5OTmkp6djaWkJ1A4CqPn4+DB8+HAUCgV3797lhx9+IDAwsObvUpKkx2tGgB0e3Tqx/NgVjl7KRgGUVd3LDNDT0kAFDHIx462BTnh06/TE7lWSJEmS2pJcDiBJ0iMpLS2tqS+g/gLq1BfQ19dv0vnu3hUtCG1sxJ+9e4vZfxcXkeI/ZAgsXAgDB0JsLKxbJwIIhoZi8H/8OJSVwalTMHJk29QIqKio4JeDR7nT0YmkzEJSb2bSQVtBiGcPFKkR2FmZ1iwBKC4uZu3atXh6etK/f//WvRFJklokp6icn2NuknTrLoVllRjpaeNq1ZFJ3t3oYqj78BNIkiRJUjsklwNIkvRY6Ovr1+pEoFKpatUXCAsL49atWxgYGGBmZoapqWmtP+9vqweiAODv9fbo1EnUDHBxubff3FwUBQRYvVoEDZydwdYWBg2CP/xBBAlGjhTHtHYAIO5GPt8eu8Lxy0rgMuX3zSTGZl9GRWcGanXB8kY+PbrosH79etzd3RsNAAwcOJDjx4/TnKDs45CWloa9vT2zZs1i7dq1T/p2JKnVdDHU5fUBjk/6NiRJkiTpiZBBAEmS6lCn8rdkUKpQKDA2NsbY2JiePXsCorJ+bm4u2dnZZGdnk5KSQlRUFHfu3EFPT6/e4ICBgQEA3t73ZvM1NOCdd0StgLVroahI1AqwtRXHfPqpyAwYOVJkD7R29z1RXKzhNcXq1OKDF29z/HI2IR1zmNynByEhIa17I5IkSZIkSZLUQjIIIElSm9PQ0MDU1BRTU9NaRfFUKhUFBQU1wYGMjAzi4+PJzs6uqUnwYHAgKMiImBgF+flw8aIY/CcniwKBr74Kbm5i2YCmZus+h+ZUF1epoKxSydF8E/obOD20PsL69espKSlprVttNdbW1iQmJmJsbPykb0WSJEmSJElqJbImgCRJdTxKJkBrUKlUFBcXk52dzZ07d2r9WVFRURNQUAcHOnc2IyzMhJ9+0qCwUBQVfOWV1rufuBv5TF0VQWlldbMfq6+tyU/zA2SRMUmSJEmSJKlNNbUmQNP6ekmSJDUiKSmJ2bNnY2Njg66uLhYWFrz88stcunSp2ec6ePAgoaGhODg44OrqyoQJE1i5ciVdu3blT3/6E3/84x8ZOXIktra2bNmyhTFjxmBj05Vp0/SIjOyOjc08unY9woULF7h9+zZVVVWACGwMHDiQ27dvM3fuXCwsLDAwMCAwMJCwsDAATp8+zVtvvUX37t3R1dXF3d2drVu38u2xK5RV3QsAFMX/xrVFYymK/43S1FgyN/yF60smcWPpy9zZ+x+UZUUAVGRe5dqPf8fXxRZDQ0NCQ0NJS0ur85wHDhxYJ1tApVKxbt06AgMDMTMzQ09PDxsbG0aMGMFPP/1U69j4+HimTZuGnZ0durq6mJmZ4e3tzXvvvUdlZWXNcRkZGXzyyScEBQVhaWmJjo4OXbt25eWXXyYxMbHOfaWlpaFQKJg9e3at7bNnz0ahUJCSksKyZcvw8PBAX1+fgQMH1jru119/ZfTo0ZiamqKrq4ujoyPvv/8++fn5jf8SSJIkSZIkSW1GLgeQJOmRHDhwgAkTJlBZWckLL7yAk5MTN2/eZPv27ezdu5ejR4/i7e3dpHMtXLiQTz75BENDQ8aNG4eNjQ0ZGRmcPn2aDRs2MHTo0JrB8AcffMCPP/6IjY0Nb775JiqViu3bt7N69WpSU1OZP38+2dnZ5OXl1XQmuHbtGt7e3hgaGjJ69GhKSkrYsWMHI0aMIDw8nKlTp1JSUkJgYCDDhw9n8+bNTJkyhW6zlqBh6VznfkuuRFJ6JRp9J1869hlFeXoixed/oyo/E5OBs7m9+UN0u7lj4DEML4NCdu/ezdWrVzl//jwaGo3HYD/88EM+++wz7O3teemllzA2NubWrVtER0ezdetWpkyZAogAgL+/PwqFgtDQUOzt7SksLOTKlSssX76cf/7zn2hrawNw4sQJFi1axKBBg5g4cSKGhoYkJyfz888/88svv3Dq1Ck8PT2b/G+/YMECwsLCGDNmDKNHj0bzvjUYn3zyCQsXLqRz586MHTsWc3Nz4uPj+eKLL9i3bx/h4eEYGRk1+VqSJEmSJElS65BBAEmSWiwvL49p06bRoUMHTpw4UVMIECAhIQF/f39ee+01YmJiHnqugwcP8sknn2Bvb09YWBjW1ta19t+8ebPm+02bNvHjjz/Sp08fTpw4gaGhIQD/+te/CAkJ4fDhw8ydO5c//OEPKJVKioqK+POf/0xaWhqhoaHMmTOHwsJC8vPzqa6uZtu2bQQGBtKtWzdmzpyJnp4eenp6rFy5kunTp5MbvhXT8R/WuefS5Egspn2Knm1vAFQqJVk//Z2ytHNkbf2IziPfxtB9EHpaGkwZ5ox993+xZs0adu/ezYsvvtjo38fKlSuxtrbmwoULdOjQoda+O3fu1Hy/bt06ysrK2LlzZ51z5uXl1Xrs4MGDuX37Nh3V7Rd+FxcXR1BQEB988AH79+9v9L7uFxMTQ2xsLPb29rW2Hz16lIULF9KvXz/27dtHp073lkKsXbuWOXPmsHDhQr766qsmX0uSJEmSJElqHXI5gCRJLbZ+/Xry8/P5+OOPawUAANzd3Zk3bx6xsbFcvHjxoedatmwZAEuWLKkTAADo1q1bzfdr1qwBYNGiRTUBAAADAwM+//xzAFavXg2IooTqGecOHTqwYcMGxo0bx8yZM3n33XfZtGkTWlpalJSUMGbMGLS1tamurqa4uJiMjAyMzLpSlplS7z0b9AypCQAAKBQaGLgPAkDbtDuGv39fVqUk6dZdZs6cCcC5c+ce+vcBoK2tXWt2Xc3U1LTONnW2w/1MTExqZRyYm5vXCQAAeHp6MnjwYI4ePVpr+cDD/OUvf6kTAAD4+uuvAVi1alWtAACIpQReXl5s3LixydeRJEmSJEmSWo/MBJAkqcXCw8MBMZP80Ucf1dl/+fJlABITE+sECR4UERGBQqFg5MiRD71uTEwMGho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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pos = {}\n", "pos['Harpagon'] = np.array([0,0])\n", "pos['Cléante'] = np.array([-0.3,1.2])\n", "pos['Frosine'] = np.array([0, 0.8])\n", "pos['La Flèche'] = np.array([0.4, 1.1])\n", "pos['Maitre Simon'] = np.array([0.8,0.7])\n", "pos['Brindavoine'] = np.array([0.8,-0.7])\n", "pos['Dame Claude'] = np.array([0.5,0])\n", "pos['Élise'] = np.array([-1,1])\n", "pos['Maitre Jacques'] = np.array([-0.6,-0.35])\n", "pos['Le commissaire'] = np.array([-0.55,-1])\n", "pos['son clerc'] = np.array([-0.55,-1.1])\n", "pos['Anselme'] = np.array([-1.1,-0.8])\n", "pos['La Merluche'] = np.array([0,-0.95])\n", "pos['Valère'] = np.array([-1.1,0])\n", "pos['Mariane'] = np.array([-0.8,0.6])\n", "fig = plt.figure(figsize=(18,18))\n", "ax = plt.gca()\n", "draw_labeled_multigraph(initExchangesGraph, \"weight\", ax=ax, posCustom=pos)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1719\n", "author\n", "Anselme 517\n", "Brindavoine 43\n", "Cléante 3339\n", "Dame Claude 0\n", "Frosine 2353\n", "Harpagon 6148\n", "La Flèche 1520\n", "La Merluche 47\n", "Le commissaire 294\n", "Maitre Jacques 1668\n", "Maitre Simon 197\n", "Mariane 919\n", "Valère 2752\n", "son clerc 0\n", "Élise 1067\n", "dtype: int64\n", "Anselme\n", "Harpagon\n", "293\n", "Anselme\n", "Le commissaire\n", "13\n", "Anselme\n", "Valère\n", "211\n", "Brindavoine\n", "Harpagon\n", "20\n", "Brindavoine\n", "La Merluche\n", "23\n", "Cléante\n", "Frosine\n", "32\n", "Cléante\n", "Harpagon\n", "1595\n", "Cléante\n", "La Flèche\n", "396\n", "Cléante\n", "Maitre Jacques\n", "170\n", "Cléante\n", "Maitre Simon\n", "13\n", "Cléante\n", "Mariane\n", "350\n", "Cléante\n", "Élise\n", "783\n", "Frosine\n", "Cléante\n", "436\n", "Frosine\n", "Harpagon\n", "1561\n", "Frosine\n", "La Flèche\n", "130\n", "Frosine\n", "Maitre Jacques\n", "23\n", "Frosine\n", "Mariane\n", "203\n", "Harpagon\n", "Harpagon\n", "407\n", "Harpagon\n", "Anselme\n", "126\n", "Harpagon\n", "Brindavoine\n", "37\n", "Harpagon\n", "Cléante\n", "1719\n", "Harpagon\n", "Frosine\n", "737\n", "Harpagon\n", "La Flèche\n", "465\n", "Harpagon\n", "La Merluche\n", "6\n", "Harpagon\n", "Le commissaire\n", "135\n", "Harpagon\n", "Maitre Jacques\n", "679\n", "Harpagon\n", "Maitre Simon\n", "51\n", "Harpagon\n", "Mariane\n", "94\n", "Harpagon\n", "Valère\n", "1178\n", "Harpagon\n", "Élise\n", "514\n", "La Flèche\n", "Cléante\n", "962\n", "La Flèche\n", "Frosine\n", "301\n", "La Flèche\n", "Harpagon\n", "257\n", "La Merluche\n", "Harpagon\n", "47\n", "Le commissaire\n", "Harpagon\n", "146\n", "Le commissaire\n", "Maitre Jacques\n", "148\n", "Maitre Jacques\n", "Anselme\n", "23\n", "Maitre Jacques\n", "Cléante\n", "154\n", "Maitre Jacques\n", "Frosine\n", "18\n", "Maitre Jacques\n", "Harpagon\n", "1156\n", "Maitre Jacques\n", "La Merluche\n", "8\n", "Maitre Jacques\n", "Le commissaire\n", "46\n", "Maitre Jacques\n", "Valère\n", "263\n", "Maitre Simon\n", "Harpagon\n", "194\n", "Maitre Simon\n", "La Flèche\n", "3\n", "Mariane\n", "Anselme\n", "199\n", "Mariane\n", "Cléante\n", "258\n", "Mariane\n", "Frosine\n", "256\n", "Mariane\n", "Harpagon\n", "163\n", "Mariane\n", "Valère\n", "29\n", "Mariane\n", "Élise\n", "14\n", "Valère\n", "Anselme\n", "262\n", "Valère\n", "Cléante\n", "5\n", "Valère\n", "Harpagon\n", "1478\n", "Valère\n", "La Merluche\n", "4\n", "Valère\n", "Maitre Jacques\n", "218\n", "Valère\n", "Mariane\n", "43\n", "Valère\n", "Élise\n", "742\n", "Élise\n", "Cléante\n", "154\n", "Élise\n", "Frosine\n", "10\n", "Élise\n", "Harpagon\n", "328\n", "Élise\n", "Mariane\n", "48\n", "Élise\n", "Valère\n", "527\n" ] } ], "source": [ "print(adjacencyDf.max(axis=0).max(axis=0))\n", "print(adjacencyDf.sum(axis=1))\n", "for u, v in initExchangesGraph.edges():\n", " print(u)\n", " print(v)\n", " print(initExchangesGraph[u][v][0]['weight'])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }