{
"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": [
"
\\n\\nJe suis bien aise de vous trouver seule, m...
\n",
"
24
\n",
"
\n",
"
\n",
"
17
\n",
"
1
\n",
"
Élise
\n",
"
Cléante
\n",
"
2
\n",
"
Me voilà prête à vous ouïr, mon Frère. Qu'avez...
\n",
"
14
\n",
"
\n",
"
\n",
"
18
\n",
"
1
\n",
"
Cléante
\n",
"
Élise
\n",
"
2
\n",
"
Bien des choses, ma Sœur, enveloppées dans un ...
\n",
"
10
\n",
"
\n",
"
\n",
"
19
\n",
"
1
\n",
"
Élise
\n",
"
Cléante
\n",
"
2
\n",
"
Vous aimez ?\\n\\n
\n",
"
2
\n",
"
\n",
"
\n",
"
20
\n",
"
1
\n",
"
Cléante
\n",
"
Élise
\n",
"
2
\n",
"
Oui, j'aime.Mais avant que d'aller plus loin, ...
\n",
"
173
\n",
"
\n",
"
\n",
"
21
\n",
"
1
\n",
"
Élise
\n",
"
Cléante
\n",
"
2
\n",
"
Vous êtes-vous engagé, mon Frère, avec celle q...
\n",
"
11
\n",
"
\n",
"
\n",
"
22
\n",
"
1
\n",
"
Cléante
\n",
"
Élise
\n",
"
2
\n",
"
Non ; mais j'y suis résolu ; et je vous conjur...
\n",
"
24
\n",
"
\n",
"
\n",
"
23
\n",
"
1
\n",
"
Élise
\n",
"
Cléante
\n",
"
2
\n",
"
Suis-je, mon Frère, une si étrange personne ?\\n\\n
\n",
"
8
\n",
"
\n",
"
\n",
"
24
\n",
"
1
\n",
"
Cléante
\n",
"
Élise
\n",
"
2
\n",
"
Non, ma Sœur, mais vous n'aimez pas.Vous ignor...
\n",
"
26
\n",
"
\n",
"
\n",
"
25
\n",
"
1
\n",
"
Élise
\n",
"
Cléante
\n",
"
2
\n",
"
Hélas ! mon Frère, ne parlons point de ma sage...
\n",
"
43
\n",
"
\n",
"
\n",
"
26
\n",
"
1
\n",
"
Cléante
\n",
"
Élise
\n",
"
2
\n",
"
Ah ! plût au Ciel que votre âme comme la mienn...
\n",
"
10
\n",
"
\n",
"
\n",
"
27
\n",
"
1
\n",
"
Élise
\n",
"
Cléante
\n",
"
2
\n",
"
Finissons auparavant votre affaire, et me dite...
\n",
"
13
\n",
"
\n",
"
\n",
"
28
\n",
"
1
\n",
"
Cléante
\n",
"
Élise
\n",
"
2
\n",
"
Une jeune personne qui loge depuis peu en ces ...
\n",
"
150
\n",
"
\n",
"
\n",
"
29
\n",
"
1
\n",
"
Élise
\n",
"
Cléante
\n",
"
2
\n",
"
J'en vois beaucoup, mon Frère, dans les choses...
\n",
"
27
\n",
"
\n",
"
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
...
\n",
"
\n",
"
\n",
"
929
\n",
"
5
\n",
"
Harpagon
\n",
"
Valère
\n",
"
5
\n",
"
Maître Jacques.\\n\\n
\n",
"
2
\n",
"
\n",
"
\n",
"
930
\n",
"
5
\n",
"
Valère
\n",
"
Maitre Jacques
\n",
"
5
\n",
"
C'est toi qui le dis ?\\n\\n
\n",
"
6
\n",
"
\n",
"
\n",
"
931
\n",
"
5
\n",
"
Maitre Jacques
\n",
"
Harpagon
\n",
"
5
\n",
"
Vous voyez que je ne dis rien.\\n\\n
\n",
"
7
\n",
"
\n",
"
\n",
"
932
\n",
"
5
\n",
"
Harpagon
\n",
"
Valère
\n",
"
5
\n",
"
Oui. Voilà Monsieur le Commissaire qui a reçu ...
\n",
"
10
\n",
"
\n",
"
\n",
"
933
\n",
"
5
\n",
"
Valère
\n",
"
Harpagon
\n",
"
5
\n",
"
Pouvez-vous me croire capable d'une action si ...
\n",
"
10
\n",
"
\n",
"
\n",
"
934
\n",
"
5
\n",
"
Harpagon
\n",
"
Valère
\n",
"
5
\n",
"
Capable, ou non capable, je veux ravoir mon ar...
\n",
"
9
\n",
"
\n",
"
\n",
"
935
\n",
"
5
\n",
"
Cléante
\n",
"
Harpagon
\n",
"
6
\n",
"
\\n\\nNe vous tourmentez point, mon Père, et n'a...
\n",
"
41
\n",
"
\n",
"
\n",
"
936
\n",
"
5
\n",
"
Harpagon
\n",
"
Cléante
\n",
"
6
\n",
"
Où est-il ?\\n\\n
\n",
"
3
\n",
"
\n",
"
\n",
"
937
\n",
"
5
\n",
"
Cléante
\n",
"
Harpagon
\n",
"
6
\n",
"
Ne vous en mettez point en peine. Il est en li...
\n",
"
47
\n",
"
\n",
"
\n",
"
938
\n",
"
5
\n",
"
Harpagon
\n",
"
Cléante
\n",
"
6
\n",
"
N'en a-t-on rien ôté ?\\n\\n
\n",
"
7
\n",
"
\n",
"
\n",
"
939
\n",
"
5
\n",
"
Cléante
\n",
"
Mariane
\n",
"
6
\n",
"
Rien du tout. Voyez si c'est votre dessein de ...
\n",
"
36
\n",
"
\n",
"
\n",
"
940
\n",
"
5
\n",
"
Mariane
\n",
"
Anselme
\n",
"
6
\n",
"
Mais vous ne savez pas, que ce n'est pas assez...
\n",
"
36
\n",
"
\n",
"
\n",
"
941
\n",
"
5
\n",
"
Anselme
\n",
"
Harpagon
\n",
"
6
\n",
"
Le Ciel, mes Enfants, ne me redonne point à vo...
\n",
"
61
\n",
"
\n",
"
\n",
"
942
\n",
"
5
\n",
"
Harpagon
\n",
"
Cléante
\n",
"
6
\n",
"
Il faut, pour me donner conseil, que je voie m...
\n",
"
11
\n",
"
\n",
"
\n",
"
943
\n",
"
5
\n",
"
Cléante
\n",
"
Harpagon
\n",
"
6
\n",
"
Vous la verrez saine et entière.\\n\\n
\n",
"
6
\n",
"
\n",
"
\n",
"
944
\n",
"
5
\n",
"
Harpagon
\n",
"
Anselme
\n",
"
6
\n",
"
Je n'ai point d'argent à donner en mariage à m...
\n",
"
13
\n",
"
\n",
"
\n",
"
945
\n",
"
5
\n",
"
Anselme
\n",
"
Harpagon
\n",
"
6
\n",
"
Hé bien, j'en ai pour eux, que cela ne vous in...
\n",
"
13
\n",
"
\n",
"
\n",
"
946
\n",
"
5
\n",
"
Harpagon
\n",
"
Anselme
\n",
"
6
\n",
"
Vous obligerez-vous à faire tous les frais de ...
\n",
"
12
\n",
"
\n",
"
\n",
"
947
\n",
"
5
\n",
"
Anselme
\n",
"
Harpagon
\n",
"
6
\n",
"
Oui, je m'y oblige.Êtes-vous satisfait ?\\n\\n
\n",
"
8
\n",
"
\n",
"
\n",
"
948
\n",
"
5
\n",
"
Harpagon
\n",
"
Anselme
\n",
"
6
\n",
"
Oui, pourvu que pour les Noces vous me fassiez...
\n",
"
12
\n",
"
\n",
"
\n",
"
949
\n",
"
5
\n",
"
Anselme
\n",
"
Le commissaire
\n",
"
6
\n",
"
D'accord. Allons jouir de l'allégresse que cet...
\n",
"
13
\n",
"
\n",
"
\n",
"
950
\n",
"
5
\n",
"
Le commissaire
\n",
"
Harpagon
\n",
"
6
\n",
"
Holà, Messieurs, holà.Tout doucement, s'il vou...
\n",
"
14
\n",
"
\n",
"
\n",
"
951
\n",
"
5
\n",
"
Harpagon
\n",
"
Le commissaire
\n",
"
6
\n",
"
Nous n'avons que faire de vos écritures.\\n\\n
\n",
"
8
\n",
"
\n",
"
\n",
"
952
\n",
"
5
\n",
"
Le commissaire
\n",
"
Harpagon
\n",
"
6
\n",
"
Oui.Mais je ne prétends pas, moi, les avoir fa...
\n",
"
12
\n",
"
\n",
"
\n",
"
953
\n",
"
5
\n",
"
Harpagon
\n",
"
Maitre Jacques
\n",
"
6
\n",
"
Pour votre paiement, voilà un Homme que je vou...
\n",
"
12
\n",
"
\n",
"
\n",
"
954
\n",
"
5
\n",
"
Maitre Jacques
\n",
"
Anselme
\n",
"
6
\n",
"
Hélas ! comment faut-il donc faire ? On me don...
\n",
"
23
\n",
"
\n",
"
\n",
"
955
\n",
"
5
\n",
"
Anselme
\n",
"
Harpagon
\n",
"
6
\n",
"
Seigneur Harpagon, il faut lui pardonner cette...
\n",
"
8
\n",
"
\n",
"
\n",
"
956
\n",
"
5
\n",
"
Harpagon
\n",
"
Anselme
\n",
"
6
\n",
"
Vous payerez donc le Commissaire ?\\n\\n
\n",
"
5
\n",
"
\n",
"
\n",
"
957
\n",
"
5
\n",
"
Anselme
\n",
"
Harpagon
\n",
"
6
\n",
"
Soit. Allons vite faire part de notre joie à v...
\n",
"
11
\n",
"
\n",
"
\n",
"
958
\n",
"
5
\n",
"
Harpagon
\n",
"
Anselme
\n",
"
6
\n",
"
Et moi, voir ma chère Cassette.< Fin >\\n
\n",
"
6
\n",
"
\n",
" \n",
"
\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": [
"
"
],
"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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
perso
\n",
"
\n",
"
\n",
"
speech_length
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Dame Claude
\n",
"
\n",
"
\n",
"
0
\n",
"
son clerc
\n",
"
\n",
"
\n",
"
43
\n",
"
Brindavoine
\n",
"
\n",
"
\n",
"
47
\n",
"
La Merluche
\n",
"
\n",
"
\n",
"
197
\n",
"
Maitre Simon
\n",
"
\n",
"
\n",
"
294
\n",
"
Le commissaire
\n",
"
\n",
"
\n",
"
517
\n",
"
Anselme
\n",
"
\n",
"
\n",
"
919
\n",
"
Mariane
\n",
"
\n",
"
\n",
"
1067
\n",
"
Élise
\n",
"
\n",
"
\n",
"
1520
\n",
"
La Flèche
\n",
"
\n",
"
\n",
"
1668
\n",
"
Maitre Jacques
\n",
"
\n",
"
\n",
"
2353
\n",
"
Frosine
\n",
"
\n",
"
\n",
"
2752
\n",
"
Valère
\n",
"
\n",
"
\n",
"
3339
\n",
"
Cléante
\n",
"
\n",
"
\n",
"
6148
\n",
"
Harpagon
\n",
"
\n",
" \n",
"
\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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\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": "iVBORw0KGgoAAAANSUhEUgAAAeMAAAD7CAYAAABZhfx6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3Xd0VNXaBvBnT8mk90oKIZ0kECAB6U1AsICACAqCKKCgoHCx32vBz8K1c1W82BEFRUA6KkiRTigJISSQQAglIb2RyWTK/v5IuRbEABlOyvNbK4vMzCnvYU3mmb3PPmcLKSWIiIhIOSqlCyAiImrtGMZEREQKYxgTEREpjGFMRESkMIYxERGRwhjGRERECmMYExERKYxhTK2CEGKbEKJYCKFr4PLBQggphNBcxz4XCSHShRAWIcT917odImr5GMbU4gkhggH0ASABDL+Bu04CMAPAoRu4TyJqhhjG1BpMBLAXwBcAJv32BSGEnRDiLSHEGSFEqRBipxDCDsCO2kVKhBAVQogetcs/IIQ4XtvK/lEI0favdiql/EBKuQVAlVWOiohaDIYxtQYTAXxd+3OLEMLnN6+9CSAeQE8A7gCeBGAB0Lf2dVcppaOUco8Q4k4AzwIYBcALwK8Alt6YQyCiloxhTC2aEKI3gLYAvpNSHgSQCeDe2tdUAB4A8JiU8ryU0iyl3C2lNPzF5h4C8JqU8riU0gTgVQCdrtQ6JiJqCIYxtXSTAPwkpSyoffwN/tdV7QnAFjUB3RBtAbwnhCgRQpQAKAIgAPg3Yr1E1Apd80hRoqau9tzv3QDUQojc2qd1AFyFEHEAjqLmfG4oagZb/dblpjM7C+AVKeXXViqZiFoptoypJbsTgBlANIBOtT/tUXOud6KU0gLgMwBvCyHaCCHUQogetZc/5aPm3HHIb7b3EYBnhBAxACCEcBFCjPmrnQshbIQQtqhpPWuFELa1XeNERL/DDwZqySYB+FxKmS2lzK37AfA+gPG11xDPRU0L+QBqup3nA1BJKSsBvAJgV223dHcp5ara15cJIcoApAAYdoX9/wRAj5rBYYtqf+97heWJqJUSUl6uN46IiIhuFLaMiYiIFMYwJiIiUhjDmIiISGEMYyIiIoUxjImIiBTWpG764enpKYODg5Uug4io2Th48GCBlNJL6Tro+jSpMA4ODkZiYqLSZRARNRtCiDNK10DXj93URERECmMYExERKYxhTEREpLAmdc6YiIiahoMHD3prNJpPAMSCDbfrZQGQYjKZpsTHx+ddbgGGMRER/YlGo/nE19e3vZeXV7FKpeIkBtfBYrGI/Pz86Nzc3E8ADL/cMvy2Q0RElxPr5eVVxiC+fiqVSnp5eZWippfh8svcwHqIiKj5UDW3IF64cKH7yZMnbZSu43Jq/y//MnMZxkRE1GRlZ2drbr/99pDAwMDY0NDQmH79+oUlJyfrwsPDY3673DvvvOOZn5+vCQ8Pr77WfS1YsMAjKytLe/1VXz2eMyYior/lu/VIfGNuL3dAp4N/t4zFYsHw4cPD7r333sJ169adAoDdu3fbXbhw4U+BOXv27ILrrWnJkiWenTp10gcHBxuvd1tXq0mFscFwERkZbytdBtF1u7hdp3QJ1Ez0evARpUtostatW+ek0Wjkk08+mV/3XM+ePfXp6en1XdEmkwmPPPJIwK5du5yqq6vF1KlT85544omC0tJS1dChQ8NKS0vVJpNJPP/88xcmTJhQkp6ebjNs2LDwbt26VSQmJjr6+PhU//jjjxnLly93TUlJsZ84cWKIra2tJTEx8fjhw4ft5syZE1hZWalyc3Mzff3111lt27a1SlCzm5qIiJqk5ORku7i4uMorLfPuu+96uri4mFNSUo4nJSUd//LLL73S0tJs7O3tLevXr89ITU09vn379hPPPvtsgMViAQBkZ2fbzpo1Ky8jI+OYi4uLefHixW6TJ08ujo2NrVy8ePGptLS0VK1Wi1mzZgWtXr0689ixY8cnTZpUMHfuXH9rHWuTahkTERFdjc2bNzunpaXZr1mzxg0AysvL1ampqbbt2rUzPv744wF79+51VKlUyMvLszl37pwGAPz9/Q09e/bUA0Dnzp0rs7Ky/tSVlZycrDt58qTdwIEDI4CaLnMvLy+rdV8zjImIqEnq0KGD/ocffnC70jJSSvHWW29ljx49uuy3zy9YsMCjsLBQc/To0eM6nU76+/t30Ov1KgCwsbGpHyWuVqtl3fN/3G5YWJj+yJEjaY11PFfCbupWymy2YOnSPbj33g+wbNkelJRcsSeIqNEYqqux4pft+GLdJlRWGZQuh5qwO+64o7y6ulq89dZbnnXPbd++3T4jI6P+nPHgwYNLFy5c6GUwGARQ06ItKytTlZaWqj09PY06nU6uXbvW6cKFC397yZOjo6O5tLRUDQAdO3asKioq0mzevNkBAAwGg0hMTLRt/KOswTBupbZuTcWWLccwc+YQHDlyBm++uR5151OIrOmT1evx7c9bkZ6VjeSMTADge48uS6VSYc2aNZlbtmxxDgwMjA0LC4t54YUX2gQFBdV3F8+ePbsgKiqqqkOHDu3Dw8Njpk6d2tZoNIopU6YUJSUlOcTGxrZfsmSJe7t27ar+bn8TJ04smDlzZtuoqKhok8mEZcuWZT799NMBkZGR0TExMdHbt293tNaxCimbzjXdHToEylWrZitdRouTnJyNDRuSEBPjj759o+DiYo+PP96KnJxiPP/8KJw7V4TXX1+LsWO7o0+fSKXLbRE4mrpG6qksbDt0BB3DQtA9NgYajRq5hUUwmkzYezQV5ZWVeGD4rUqXqajrHU0thDgopUxopHLqJSUlZcXFxV335UL0P0lJSZ5xcXHBl3vNai1jIcRnQog8IUSKtfZBf620tBJnzhTg6aeXYd68VdBoVDh27DzefnsjAEClEggO9kJVlREBAe4IC/NBaup5lJayu5quj8FY02jZvD8Rb3y1DFqNBulnzuK/q9YAAHw93BHo4w0PV2fkl5Qgv7gEANCUGgZEN5o1u6m/ADDUitun36j7INu4MQljx/4Hs2YtRnW1CQ8+2B/ff/8Y5s69DZ06tYUQNcvb2mpRUFCBgoJyAECnTm2RnV0Avf6GX+tOLURlVRWeeG8h3vn6OwDA1sTDeHbyBEy983aMHzoY+4+lIflkZv3ybX19oNPaIOlkBgCGMbVuVgtjKeUOAEXW2j79nhAC5eV6bNhwBPff3xdffvkwwsN9ER7ui+pqE9auPYQ331wPDw8nAED37mEoKChDZuZFAEBCQjscOHAKDg7sXqVrY6g2otpkwtmLeaisMuCSvgrHTp0GAEhIQEqs+3V3/fLe7m7wcXdD5rkLAGrODxK1Vnz3tyBr1hxCSIg3hg2LAwAUFlYAAAoKypGVlY+HH74ZFosFc+YsQWioD6Kj/bFqVSJKSyuh0agRHOyFioq/HeNAdFl7jx5DRFAAEqKj8EviIdw7dBB+2peIb37cjP98uxI942JxMO1E/fJO9vboHBmGvOISvPvNcvy4Z7+C1RMpS/HrjIUQ0wBMA4A2ba54ORn9DTc3B2zYkITVqw/iiy92oF07L9x+exf07x+FmTNvAVBzSdP48R9g164TmDChN/LyyvDYY1/h2LFzmDJlAPz8XBU+CmpupJQQQsAiJfy9POHm5IRfDh7GS9Mmw8fdDet37kVUcBAG35SAc3n5OHU+ByH+fsjOvYhXPluCkvIKRLQNxICEzkofCpFiFA9jKeUiAIuAmtHUCpfTrEVH+6O62oSkpGx88cVD2L37JFatOgC1WqBfv/YAgJKSS2jb1guurvYAgJkzb8Hp03lo29YTOp0ik5VQMydqByLsOZqKlx6aDH2VASu37sD8xd9g1IC+mDHmTgBASuZpONrZwd+75pJRnY0N7uzfG3f06QkbLd971LopHsbUePz83KDVqmE2W+DiYo/+/dsjIyMXR4+eg4eHI3bsSMe2bamIjGyDmJgAAIBWq0ZEhJ/ClVNzV1llgKujA+Z/+Q3O5OTiXF4+zBYLgny8kXH2PLYcOIh9Kcdxe58e0NUGr4+7G0YP7Kdw5dSU2dvbd66srDxc93jBggUeiYmJDosXL85Wsi5rsFoYCyGWAugPwFMIcQ7AC1LKT621PwJ0Og0eemgg3nlnEwDAaDQjI+MiHn10CL77bh+EAF58cTSio612r3NqpdRqFaqqq6FRqzF15B1QCYGvNvwEnY0NzuXlwWyx4In7xqF9u7ZKl0rX6POTFxp1CsXJ4W3+dgrF62U0GqFtJr0uVgtjKeU91to2/bV+/drj4MHTePzxr3D8+Hn06BGOgAB3PPfcCKVLoxZMp9Xinw9OrH+cW1iEm2Lbo6S8Av3jO6N/PM8HU+P65ptvXF5//XU/o9GocnNzM3377benAgMDTXPmzGmTk5Ojzc7OtnF3dzcNHjy4bPXq1a7V1dWqs2fP6kaPHl341ltv5QDAoEGDQnNycmwMBoPq4Ycfvjh37twCAHjnnXc833vvPV9vb29jSEhIlY2NjVy8eHH2iRMnbCZNmhRcWFio8fDwMC1evDgrPDy8evTo0cFOTk7mpKQkh/z8fO3LL798bvLkycVXczzspm6B5sy5FadO5cHf343ngemGMlssUAkBXw93jBtys9LlUDNnMBhUUVFR0XWPS0tL1YMHDy4FgMGDB1eMGzcuTaVS4e233/acN2+e78cff3wOAJKTk+337duX5ujoKBcsWOCRnJzscPTo0WOOjo6Wzp07R48YMaK0b9++lV9//XWWj4+PuaKiQnTu3Dl6woQJxVVVVao333zT79ChQ6murq6Wnj17RsTExOgB4OGHHw669957C2fOnFn47rvvekyfPj1w8+bNmQBw8eJFbWJiYtqRI0dsR44cGcYwJgBASIi30iVQK6TmtcLUiHQ6nSUtLS217nHdOWMAOH36tM2dd94ZkJ+fr62urlYFBgbWzzoydOjQEkdHx/oBwb179y7z9fU1A8Btt91WvG3bNse+fftWzp8/32f9+vWuAJCbm6s9duyY7YULF7Q33XRTuY+PjxkARo4cWXzixAlbADh8+LDDxo0bMwFg+vTpRS+99FJA3T6GDx9eolarER8fX1VYWHjVrSD+5RARUbPz6KOPBs2YMSPvxIkTqe+///4Zg8FQn2cODg6/m3mkbsT/bx+vW7fOafv27U6JiYlp6enpqe3bt9fr9XrVtd4JztbWtn7Fa9kGw5iIiJqd8vJydd3sTV988YXHlZbduXOn88WLF9UVFRViw4YNrv369asoKSlRu7i4mJ2cnCyHDx+2TUpKcgCAPn36XNq3b59Tfn6+2mg0YvXq1fU3wOjcufOlTz75xA0A/vvf/7onJCRUNNbxsJuaiIianeeee+7CPffcE+rj41OdkJBwKTs7+y/v5ZuQkFAxduzYdllZWbajR48u7Nu3b6Ver9cvWrTIKyIiIjo0NLQqLi7uEgC0a9fOOHv27JyuXbu29/b2NkZEROhdXFzMALBw4cLsSZMmBb/33nu+dQO4Gut4mtQUigkJCTIxMVHpMoiImg1OoXhl13JtcmlpqcrFxcViNBpxyy23hN1///0FEydOLLneWhSZQpGIiKg5euKJJ9pERUVFR0RExAQFBRkmTJhw3UH8d9hNTURELdasWbMKARRezTqLFi06Z6Vy/hJbxkRERApjGBMRESmMYUxERKQwhjEREbU6RqMRr7/+uldVVZX4+6Wtj2FMRERNkr29/TXNMLJu3TonJyenTlFRUdFRUVHRPXv2jACAOXPmtHn++ed9AECr1aJHjx6XHnjggSCz2XzF7aWnp9uEh4fHXEstDcXR1ERE9LfOPf1ro06hGPB6H6tOoZiQkFCxdevWjCst069fv8p+/fqdsWYdDcWWMRERNRvffPONS8eOHaPat28f3bNnz4izZ89eU6Py2LFjuj59+oTHxMS0j4+Pjzx06JAtAJw9e1YzePDg0MjIyOjIyMjon3/+2QEAzGYzxo0b1zYsLCymV69e4RUVFeJy2zl8+LDttdTDMCYiomZj8ODBFUeOHEk7fvx46l133VU0b94838stl5iY6FjXTf3UU0/9aZkHH3yw7Ycffph97Nix4/Pnzz83ffr0IKBmmsQ+ffqUp6enpx47diy1S5cuVQCQnZ1tO2vWrLyMjIxjLi4u5sWLF7sBwJQpU+q388Ybb9Rv52qxm5qIiJqNK02d+FtX6qYuLS1VJSUlOTz44IPBdc+VlZWpAWD37t1O33///WkA0Gg08PDwMBcUFKj9/f0NPXv21ANA586dK7OysnSlpaWqw4cPO44ZMya0bjvV1dXXNCCMYUxERM3Go48+GvTYY4/ljh8/vnTdunVO8+bNa3O12zCbzXB0dDTv378/vaHr2NjY1E/koFarpV6vV5nNZjg5OZl+O+fytWI3NRERNRtXM3XiX3F3d7cEBARU102HaDabsWvXLjsA6NWrV/kbb7zhBQAmkwlFRUV/mZN12/nss8/cAMBisWDPnj1211ITw5iIiJqkqqoqlY+PT8e6nxdffNGnburE+Pj4SA8PD9O1bnvp0qWnvvzyS8/IyMjoiIiImFWrVrkCNdMkbt++3SkiIiI6NjY2+tChQ1cM16VLl576/PPPPSMjI6PDw8NjVqxY4Xot9XAKRSKiZoxTKDYfnEKRiIioCWMYExERKYxhTEREpDCGMRERkcIYxkRERApjGBMRUYuzdetW+/Xr1zsqXUdDNak7cCWVV8J36xGlyyCiJmrFqV1Kl9Doej34iNIlNEndunWLfOqpp3JGjx5dVvfcvHnzvE+cOGG7ZMmS7MutY29v37mysvIwAPTp06fygQceCNLpdHLQoEGXblTd16pJhTERETVNGRlvN+oUimFhc644heKYMWMKly5d6v7bMF6xYoX7/PnzzzVk+xqNBosXL75saAM1d8uSUkKtVje8aCtiNzURETU59913X/GWLVtc9Hq9AID09HSbvLw87U033VTZo0ePiOjo6PYRERHRS5Ysuewdr/71r3/5xMbGto+IiIiePXt2m7pthISExEyYMCEoJiYmOjMz02blypXOnTp1ioqOjm4/bNiwkNLSUkVykWFMRERNjq+vrzkuLu7SihUrXADgyy+/dB8+fHixo6OjZf369RmpqanHt2/ffuLZZ58NsFgsv1t35cqVzidPnrRNTk4+npqamnro0KH688dZWVm2kydPLjx+/Hiqk5OT5dVXX/XbsWPHidTU1ONdunSpfPnll30UOFx2UxMRUdN09913F3377bduEyZMKFm5cqX7J598kmWxWMTjjz8esHfvXkeVSoW8vDybc+fOaYKCgurvU71p0ybnxMREx+7du0cCNdMjZmZm6sLCwqr9/Pyqb7755ksAsG3bNofMzEzbbt26RQGA0WgU8fHxFUocK8OYmjxpqIJ+42pYystgf9d4qOzslS6JWpm1O3ZDQmJYz5ug1fBj80YZP358yT//+c/AnTt32ldVVal69+5duWDBAo/CwkLN0aNHj+t0Ounv799Br9f/rpdXSolp06blPfnkk/m/fT49Pd3G3t7e8tvlevfuXbZ27drTN+qY/gq7qanJkiYjAKDisw9RuXwJTCdSYTx6uOa1P3RLEVmDufZ9tmLrduw9moqsC7kAaj7EyfpcXFws3bt3L58yZUrwqFGjigCgtLRU7enpadTpdHLt2rVOFy5csPnjesOGDStbsmSJR93538zMTO358+f/9C2qf//+lxITEx1TUlJ0AFBeXq5KTk7WWfu4LsdqYSyECBRCbBVCHBdCHBNCPGatfVHLYTqdidL5z6P42cdgTDsGALC/azxc578Pm85dYTyeAgAQKn6PpMaXeioLP+09gNKKmp5KtUqF46fPwNHODmGB/jh5tmYgrxBCyTJblXHjxhWlp6fb3XfffUUAMGXKlKKkpCSH2NjY9kuWLHFv165d1R/XGTVqVNmYMWOKunbtGhURERE9evTo0JKSkj8Nm27Tpo3pv//9b9a4ceNCIiIiouPj46OOHj1qeyOO64+sNoWiEMIPgJ+U8pAQwgnAQQB3SilT/2odbWS09PjoG6vUQ02XpbgIUkqoHBxQ+u8XoAkOhe3AoVB7+0FotfXLVW37GdUH98Jh4kNQe3lDSskPxVamsa8zllLCbLbg5/2J+O7nrbC1scGgm+Ixom9vaDQ1n90Hj6cj8/wFGI0m6A0GTBg2BLa6PzXGrtn1XmfMKRSbD0WmUJRS5kgpD9X+Xg7gOAB/a+2Pmhep10O/aQ2Kn3gYBRNHwJSZDtPZM5D6KjjeNw0a/yBA9fugVQcFAzodjEcP1W6EXYV0bfQGA45mnIIQAvpqA5IzMhEXHoqFz8zB6IH96oMYAH7el4j2wW0xIKEzqo0m7EpOQW5hkYLVU0t0Q/r6hBDBADoD2Hcj9kdNm+l8NooeewDVh/bD8YFHoPLygcrRGaYzp6CN7gDDgd0omjMVFR//B4a9v9avp/bygdrbF8ZTJwGwq5quzeL1P+Lup1/EEwsWoqi0DE729ohpFwwPVxdknD2PnUeSkXoqCwBgMpvh4+EOKSU27t6HDbv3YuH3PzCMqdFZfVigEMIRwAoAj0spyy7z+jQA0wBA5eNn7XKoCVD7+sP9/S8hbGq6+rTtY2G6cBZqHz9ULv8KsqIcDuMfBIxGlL3xIjy+WAWVkzNUTs6wiYtH5cqlKPvPfGijYmE3+DaFj4aam9jQdujZMRbfb9mGn/clYuyQgQgN8Mfnazdg5dYdiAkJhkathoeLC2aOHYVfDydh4+59iAsPxS3du8JWp0NYADv5qHFZNYyFEFrUBPHXUsqVl1tGSrkIwCKg5pyxNeuhpkGo1UDtLegspSWARULl4gZtTBwgAUgLdPHdAQDqtqEw/LoFdreOhCn7NErnvwBZWgxNeBRs+w1W8CiouYqLCINapULX6Cis2vYrxg4ZiPDAAIwdPBCRbYPgaG+H3MIi/OujT3Ey+xz+PWs6XBwdoNVocCL7LDbu3odzefmICg5S+lCoBbHmaGoB4FMAx6WUb1trP9S8qVxcYcpMh6y8BCEEdN16AlobmAtrLg/UtAsFVDXBLWztYD98DDyXboTb6x/ApmMXJUunZkpde3ojIToSlVVVOHU+BxqNGnERYXC0twMA+Hq4I9jPF+fy8uHp6lJ/bXGwny8evXsUg/gGMpvN6N27d/jJkycbb9RcE2TNk269ANwHYKAQ4kjtz61W3B81M3XXCmtjO8F8oeaSEbs77oLawwvl/5mPwhn3wXwuG7reAwAAam9f2N85tr57m+h6uDg6IjqkHX7csx8AoFGrYbFYUFBSikWr1qJCr0fvTh1+t46NVlsf5nRjpKWl6Z555pmc8PDwaqVrsSardVNLKXcC4HUn9JeESgVZpQcAqNsE1Pzr7Qv7keOg9vOHyssH2tAIJUukFm5E3154b9n3MJnMyMrJxYZde3E04xQ6hIXgoZHDebcthanV6vjw8HA9APzjH//AqFGjil599dXcbt26Rb755ptn+/btW9mvX7+wFStWnPb09DQrXe/14DuNFCVs7VCduBc2HToDQP21w7rufRSujFqDM7m5SDqZiSEz52Lm3aNwZ//emDVutNJlNUm7Pv2gUadQ7PXgI1ecQhEAdDqdJS0t7S/vTQEA27dvz2i8qpTD/hZSTN0NZ1yenw9dn4G8iQfdUBlnz2Pj7v14auI92Ljg3xg5oA+CfBWZsIeug7+/f4ecnBxNWVmZqn///mGRkZHR4eHhMR9//LEbAPz666/2Xbt2jYyJiWnfu3fv8DNnzmj/bptKYMuYFFMXvNqwSIUrodYoLNAfbz0+Q+ky6AoMBoMqKioquu7xP/7xj5ypU6cWX27ZlStXOvv6+hq3bduWAQCFhYVqg8EgZs2aFbR+/fqMNm3amD7++GO3uXPn+i9fvjzrBh1CgzGMiYioSWpIN3WdLl266J977rnA6dOn+48YMaJ06NChFQcOHLA9efKk3cCBAyMAwGKxwMvLy2jdqq8Nw5iIiJq9jh07Gg4dOpS6YsUKl+eee85/8+bNZXfffXdJWFiY/siRI2lK1/d3eM6YiIiavaysLK2Tk5NlxowZRY8//vjFI0eO2Hfs2LGqqKhIs3nzZgcAMBgMIjExUZFZmf5Ok2oZxznZI3FAJ6XLIKKmip8PrcofzxkPHDiw9MMPPzx/uWUPHjxo98wzzwSoVCpoNBr54YcfnrG1tZXLli3LnDVrVlB5ebnabDaL6dOnX0xISPjTtItKs9oUitciISFBJiYmKl0GEVGzwSkUmw9FplAkIiKihmEYExERKYxhTEREpDCGMRERXY7FYrHwlniNpPb/0vJXrzOMiYjoclLy8/NdGMjXz2KxiPz8fBcAKX+1TJO6tImIiJoGk8k0JTc395Pc3NxYsOF2vSwAUkwm05S/WoBhTEREfxIfH58HYLjSdbQW/LZDRESkMIYxERGRwhjGRERECmMYExERKYxhTEREpDCGMRERkcIYxkRERApjGBMRESmMYUxERKQwhjEREZHCGMZEREQKYxgTEREprEFhLITwEUJ8KoTYWPs4WgjxoHVLIyIiah0aOmvTFwA+B/Bc7eMTAL4F8GljFlNgMOLzkxcac5NELdrgTzOVLoGuU8DrfZQugZqAhnZTe0opv0PNnIyQUpoAmK1WFRERUSvS0DC+JITwACABQAjRHUCp1aoiIiJqRRraTT0HwBoAoUKIXQC8ANxltaqoybtUWgIHF1ely6BWKLe8ALZaHVxtnZQuhajRNCiMpZSHhBD9AEQCEADSpZRGq1ZGTY6hshL7N6xB4qb1cHR1xYQXX4Odo6PSZVErUFmtx5q0X/DTyZ3YnLEbn41+DYPCekJKCSGE0uURXbeGtowBoBuA4Np1ugghIKVcbJWqqEkxm0xQazR4c/I4VFVUYNLL8xHWpavSZVErcTwvE69t/wiONg6Y2nUsXGwdkV3CgZ7UsjQojIUQXwEIBXAE/xu4JQEwjFuYupbG+ZPp2PTJQlSUFOPWaY8iPL4rug69HXnZZ+qD2GI2Q6VWK1wxtTRJOWlYlrwO9lo7PN7exVsJAAAXiUlEQVTrfgS7BeDTUa9Bq675uNp0Yjt8HD0BgK1iajEa2jJOABAtpZQN3bAQwhbADgC62v18L6V84epLpBvFaKiCVmeLsqJCrFu4AH6hYbh9xmPw8PMHAHS6+RbMnzAaRoMBuacz0b5Hb8QPGYbAqGiFK6eWoMxQgRc3/we7sw9hYuc7MTJ6MJx0DvWvmy1mqFVqHL5wHH2Ca78QSgtUgvcuouavoe/iFAC+V7ltA4CBUso4AJ0ADK0dhU1NjL6iAu9OvQ9fvfgsAKA4NwdVlyow/JHZ8GnbDqhtfXgHtUWHPgPg7OGBqW8sgNFQhR/eexOVZRxYT1dPb6zCV4dX45E1L+Hb5A1QCxU8HVzxaI8JmNF9PPycvXG57/+RXu2QmpcBABBgy5hahoa2jD0BpAoh9qMmZAEAUsrhf7VCbSu6ovahtvanwS1runGMhioYq6uRfzYbRTnncf5EGkI6dUHKr9uwYdH7aBvTEe2790LH/jfjnn/Og87ODgAw/JHZmDdqGPQVFbB3dlH4KKg5yasoxMy18+Bh74YxsUPx1q7PoFapEOIWiPSCLLy27SPkXypGt4AO6B2cgAAXX6hVauiNVXCzc4afkxcAdlNTy9HQMH7xWjYuhFADOAggDMAHUsp917Idsq6j239B2+hY2Dk5IWnbFgS1j8HPX34CfVkZbnt4FkzV1fjsmTl4ZdP2313OZDRUwTMgCGaTScHqqTly0jni6X4PoXObmlMchfoSHLqQiikJY7A96wAA4JbwPjiScxxr07bi67FvAQDstLZIzk1HnG97AOymppajQe9iKeV2AFkAtLW/HwBwqAHrmaWUnQAEAOgmhIj94zJCiGlCiEQhRGJFUeFVFU/Xp64L0CIlvILaok1oBE4c2IfQTvEQQgUpJWJ69UXcgEFoEx6BQz9vAgAkb9uC/8x4EK+PH432PXrBKzBIycOgZshWY4NOfu3r34NRXiFIy8tEiHsgXhg4EwtHvIQ7owfhuf7TYbKYsO3U/vp1fRw967upGcTUUjR0NPVUANMAuKNmVLU/gI8A3NyQ9aWUJUKIbQCGoub8829fWwRgEQAEd4hjN/YNVNfFd3T7Fjz8zkJUVV7Cz4s/xQ/vvQlnDw84uLiiODcHbr5+8A+LhFang8loxKXSEnQaOBjdh4+E1kan8FFQc1T33qsL408Tl2N4dM3HiY+jR/1yxfpStHH2qX/OIi2Y3WsyAlx8bnDFRNbV0G7qR1BznfE+AJBSnhRCeF9pBSGEFwBjbRDbARgEYP71FEuNr+rSJTi6ueOLfz6BnMyTyDmVCZ2dPSa88AoOb96Eb155HkU5OXBwccGdj82FRqtFjxGjlS6bWgghBHLK8pBXUYQBId3rn0u5eAK/ZO7FL5l7EO0TjvbeoQBqWsLBbv5KlkxkFQ0NY4OUsrru26wQQoO/H4zlB+DL2vPGKgDfSSnXXXOlZBVqjRrVej3UGi1GPv4kVGo11n/0H3gFBmHI5GnwCQ6Bu18bXr5EVpOSdxJRXiHwd/bG0qR1CHTxw5bMPdCo1Pi/IbMR6xOhdIlEVtfQMN4uhHgWgJ0QYjCAGQDWXmkFKWUygM7XWR9ZmVZniyn/fq/+ceGF8+jQbyBK8/Pg4uWNuAGDFKyOWoMP936N7JILSDyfAi8HdzzT7yG8cPOjSpdFdEM1NIyfBvAggKMAHgKwAcAn1iqKbjyL2QyhUsGjjT+G3D9V6XKolTCaTegR1BljO9yKkTFDoNPYKF0SkSIaGsZ2AD6TUn4M1F+yZAeg0lqF0Y3F21qSErRqDZ7syy9/RA29LmALasK3jh2AzY1fDhERUevT0DC2lVLW3U0Ltb/bW6ckIiKi1qWhYXxJCNGl7oEQIgGA3jolERERtS4NPWf8GIDlQogLqLmkqQ2AsY1djKdOi8nhbRp7s0Qt1+v8eyFqCRoaxu1Qc5lSEICRALqDkz4QERE1ioZ2U/9LSlkGwBXAYNTcvnKh1aoiIiJqRRoaxubaf28D8JGUcjUAXhBIRETUCBoaxueFEP8FcDeADUII3VWsS0RERFfQ0EC9G8CPAIZKKUtQM3vTE1arioiIqBVp0AAuKWUlgJW/eZwDIMdaRREREbUm7GomIiJSGMOYiIhIYQxjIiIihTGMiYiIFMYwJiIiUhjDmIiISGEMYyIiIoUxjImIiBTGMCYiIlIYw5iIiEhhDGMiIiKFMYyJiIgUxjAmIiJSGMOYiIhIYQxjIiIihTVoPuMbJam8Er5bjyhdxlV5LcBb6RKI6BpF7FildAno9eAjSpdATQBbxkRERApjGBMRESms1YaxuahA6RKohZBSKl0CETVzrS6Mq37ZhOInpqN41gMwX8xRuhxqhjIOJ2L5G69g58pvAQBCCIUroqZAbzBg0579OHX+AswWi9LlUDPTpAZwWZOUErK8DIZ9O2F351jouveBUKshpeSHKTXY+ZPp+OqFZ5Aw9DYc2LAOlWVl6HnnXXB0dVO6NFKI3mDAp6vXY29KKtr6+mDbwcOIahuE++8YBovFApWq1bV56Bq02HdJdcoRVO3cCln7DVUIgeqkg5CXKmDbqz+EWg1LcRGDmP6SobISv36/DN++Pg/6igoAwM4V36L36LG4Y8bjuPOxuSi6cB4HNqwBwO7q1iQl8xQWr/8RJ7PPQUog1L8N/jP3MbwyYyruvWUQNuzeBwAMYmowq79ThBBqIcRhIcQ6a+8LAKTRiIqvPkbx3IdR8en7sBT+79ywsLeHyt0Tl77+FIUP34uyBa+jatdWSJPxRpRGzYTFYsE3//c8nhnSBxmHEhHbpz9sHRwAAC5e3jh9NAkA4B8egdDO8UjdsxMAu6tbg2qjEQu/X41/L14Ki5RwcrCHzkaLXp06ws3ZCWaLBSH+beDh7IyCklKly6Vm5EZ8bXsMwHFrbVxW6VG5ZjlKXn4a+o0/ANICmy7d4PXtRmgCg2E6deJ/LRaLBdJYDdPZLLh/sBi2/QbDsH0LqvfvtlZ51EyU5ufV/65SqaDV6dC+e09MfvVNxPTqWx+0EQk3obywAAa9Hja2dgiIaA+VSo3s1BSlSicr0hsMSMk8Vf+4uLwCaWeysfil53D/7UPh6+EOtUoFZwd7AIBapcJP+w4g0McLnq4u7C2hBrNqGAshAgDcBuATa2zfXFSA4mcfQ3VSIuyG3I7KtSug37QGmqB2ULm4QRMSjuqDe4GqKgCAJjgMMFsAsxlCrYGud38IBwdYKi9ZozxqwqSUsJjNOLzlJ8zu1RlvPXAvSgvy61/vMWI0ck5lIuPQAax8Zz5Sdm5H1aVL8G0XAntnFxzdvgUAoNZq4OjmjqrKSqUOhaxk8fofcffTL2LuewtRXFYOADiZfQ4dQtuh7FIlfti+Ez/vS0Rxec1rJpMZUkqkZJxG3y5xANhbQg1n7ZbxuwCeBGCVoYUqB0c4TZ0J13/Nh+6m3rAfdQ+Mx5KgcnIGAOj63gzT6QyYi2o+ZNVe3rAdMASWykswFxVAaLQwX8yF2ot30WotDJWVyDicCCEETMZqGA1VGPv083D19kXu6cz65dqERUCtUePzZ+dCY2ODX5cvxZKXnoW9sws69huIzYs/AwC4+foh91QG/ELClDokspLY0HZ4Z86j6N+lE37aewAAUGmoQvqZs1j642YcST+JU+cvYOYb7wEANBo1isrKoTcY0LtTR1QZqnHuYv6VdkFUz2phLIS4HUCelPLg3yw3TQiRKIRItJSWXN1ObHTQRMXWdwVpgkNhvnCu/mVtSDiErR2MqUfrn9P16Atdl5tQ/v4byB83DJrAIGjahV/dfqlZWrdwAZ66uQfenToRZYUFsLG1Q9RNPdH9jpEIiIjEsV07YKw2AKjpqn7o7Q/xyqbtGP7IbIx9+l/IP5uN/LPZ6DXqbji4uuHjuTPx4vAh8A0Jhc7eTuGjo8YWFxGGsEB/dI2Owq9HkgEAveM6IqewEMVl5Xhx2mQ8NGo4nOztsWV/zcfc4vWbUFBSite/+Br3vfAKdiUdvdIuiOpZ89KmXgCGCyFuBWALwFkIsURKOeG3C0kpFwFYBADayOirOsFS1wVUF8aV3y+B7c3Dap4zGSE0WtjefCuqkxKhcnWHpawEdjcPg92IMdD16g+VuyeEjc11HiY1F2FdEhA3YBA2L/4M+9b9gMGTpsDe2QUA0GXwUKz9cAHKCwvg7ucPAPAMCKxf193PH4bKSyi+mAuvwCA8/O6HOL57JwZNfBDtOnZS5HjIutS1I6EToiPx9aafkXH2PMIC/REXHgone3tc0uvhYGeHDqEhSM8+i5u7xaO04hLs7WyREB2JOePvho1Wq/BRUHNhtTCWUj4D4BkAEEL0BzD3j0HcWIQQMOdfhKWoEDbdetU8p9FCVlfDkLgbVRtXw5h8CHbDx9S/pvZtY41SqAmLSLgJKrUaMb36YNuyrzB40hSoNTV/AmFdukJKiVPJR+Dm2wZCCBgNVbBYJFJ37cCeNSsQ2D4GwbEdAABaGx069r9ZycOhG8TF0RHRIe2wac8+PBo4Cnf274Of9h7Asp9+gVajQcqp03h60r0AgCcn3gt7W53CFVNz1GIugjOdTIOmXRjUPr6oXL8ShgO7a84fOzrDfeHX8Ph0OexH3K10maQglVoNAIju2QeV5eU4n3GiJnRru6Y79O2P7OPHIIRAaX4etDpbbP7yE2xe/CniBgzGpHnzYWPL7ujWaETfXjh++gxMJjMEBO4bNgQWKVFRqcdj4+5CkK8PADCI6ZqJpjT0XhsZLT0++uaa1i2aeT/MOeeh9vWDyt0LjpNnQNMutJEr/DNOodg8ffXiM7B1cMKYJ56tfy7l1234cNZDcHB1RVjnBDz09gcwVhugteEHbEvV0CkUN+9PxEsffwlbGy0m3jYUE4YNbrSR0tc7haIQ4qCUMqFRiiHFtIjbYUqTETadukI9bARsB93G88D0t/rdPR7fvPICTNXVyDmVgYqSYnz/5qvoPnwk+o2dgLbRsQDAICZknD2Pjbv346mJ92Bw967Q8TwwWUGLCGOh0cKRE3TTVcg5lYmTifvwaNdojHr8SfQYcRdeXP2T0mVRExQW6I+3Hp+hdBnUwrWIMCa6GmfTUrFr1XJM+r830GP4SGh1tkqXREStHMOYWp3AqGjM+XSJ0mUQEdVrMaOpiYiImiuGMRERkcKaVDd1nJM9EgfwbkZEdIOEc+AnNQ1sGRMRESmMYUxERKQwhjEREZHCGMZEREQKYxgTEREpjGFMRESkMIYxERGRwhjGRERECmMYExERKYxhTEREpDCGMRERkcIYxkRERApjGBMRESmMYUxERKQwhjEREZHCGMZEREQKYxgTEREpjGFMRESkMIYxERGRwhjGRERECmMYExERKUyjdAG/VWAw4vOTF5Quo0XpI5YpXQJRq3Nxu67By/Z68BErVkLNBVvGRERECmMYExERKYxhTNSMXLxYitLSSqXLIKJGxjC+DobKSvz6/TK89cC9+PnLT1Can6d0SdQCVVYasHz5Pjz88Gfo0+dlHDyYBQCQUipbGF0Xk9msdAnUhDSpAVzNhbHaAFO1EZ89MxtCCNzywEPYt+4HnDy4HzMWLILFYoFKxe85dP2OHTuHd97ZCEdHW0ye3A/OznY4e7ZQ6bLoKkkpIYTAqfM5WPbjZpRUXMJ9tw5Bh7AQpUujJoJh3EBZKcnYu2YlDmxci9senomB4+/H5FfehL2zCwBACIHdq5YDAIOYrllycjbWrj2MLl2CMWxYHCIj/fDBB/dDp9MCAH766Si8vZ0B1LznqOmr+3JeXF6Oxes3oV0bP0y6fSi83d2ULo2aEKumhhAiSwhxVAhxRAiRaM19WUtedhb+PXEMvn19HrQ6HSK79YCzhycAwN7ZBfqKcnw3/2W8O20ifNqFIP9stsIVU3NTWFiO4uJLOHr0LJ58chl0Og327s3AK6+shkajhk6nhdlsAQAkJZ2pD2aLxaJk2XQFeoMBa3fsxnMffoxlP/+CKkM1CopLUVllwKTbh8Lf24tfpuh3bkTLeICUsuAG7KdRGPR67P5hOdL37UGHvgOQMPR23PfCa/ALDQMAvD5+NHT2DvXLW8xmhHaKR58x9+DILz9j5Tvzcd9Lr8HeyVmpQ6BmoLLSgI0bk7BmzSEkJ5/F22+PR1ZWASZM6IkJE3qjtLQS9923EPv2ZeKmm0JhMlmgVqsQEeGLtLQLGDgwmh/mTVRlpQGPvbUIbTw9cEffXli+eRtsbWxgNlsQFx6KvSmp+Hrjz4gKDkKXyAj0AnhqiziA67dK8/Pw3kMTkb5vD3qOHIOtSxdj54pv4RcaVj9YxisgEGfTUgHUnAdycHFF/C23wi8kDAPumYislCRUlpYqeRjUxJ05U4B77vkAe/ZkYPbsYfDxcUGbNm44d64IZnPN+8zFxR6DBsVi8eJfAQA2Nmro9dVwdXWAr+//To1Q02Nvr8Nbj8/Ai9Mmo3tsNOKjImCoNiLI1xu/JB5CYmoaJt52CzpHhuPVz5eguLiYQUxWbxlLAD8JISSA/0opF1l5f9fFzskJo//xDELjugAALpWW4NjO7QBqPvgMlZVw9vSCU2039R8/DC1mE7wCg2E2m25s4dSsBAS447vvZkGnq/nz69QpCKdO5aFHjzB89NEWTJrUBwAwblwPjBjxNoCa95qdnQ1SUs6iQ4dAAGxNNWVO9va4pNfj3aXfY19KKob37YUOYSGoGwDfNToKANDO3w+rVq3CAw88UD/Ii1ona/8l95JSdgEwDMAjQoi+f1xACDFNCJEohEisKFJ2lKhWZ4uQjp3rW8H+YRHIy86qf11nb49TSYd/1wVdVlSIw1t+wvuPTMFr94xE++494R0UfIMrp+ZErVbVB3Fx8SVICTg722HgwGhkZeUjP78MAODt7YyoKD8kJp6qX9fb2wVpaTW3jGUQN20OdnZo364tPnrmHygqK8emPfsR6OMFJ3t75BUVAwBC2vhBo6l5LzCIWzertoyllBdq/80TQqwC0A3Ajj8sswjAIgAI7hCn6IWTdX8MdWH80xcf46bbRwIATEYjNFot/MMjcTYtFfFDhgEAtDY6VBQXIW7gYHS/405obRp+T1oiNzcHHD9+HgMHRkOlUqFfv/b4/PMdePLJ21FSUgk/P1f4+9eMurVYLJg5c0j9Y2r6Rg2oaX+MHNAHK7fuwICEziguq8CCb1fgYlExnOztMXz4cIWrpKbAamEshHAAoJJSltf+PgTAPGvtrzEJIVCUewGlBfno0HcAAECj1aK6Sg+T0QgnN/f6Ze0cHdHnrnFKlUrNWF03c0JCO5w5UzPGcfr0QVixYj+mTfsUubklaN/eH35+NeGrUqnQtq2nkiXTNXJ2cEBuQRE6R4bDxdERPh5u8HZzQ1igP1xdXZUuj5oAa7aMfQCsqm1tagB8I6XcZMX9Nars1BQERETBo40/dnz3DVy9fdCx/82I7d0XEV27K10etQAqlQp6fTUA1IdsWJgPnnrqDqxefRBhYT6IiQlQskS6DhWVehw8no6f9yci60IuhvftBQdbOwBAz46xCldHTY3VwlhKeQpAnLW2b20bFn2A/LPZyDh0AK7evhj+6GwAQMLQ2xWujFoSOzsb7Nx5AvHx7QD8705NI0bEK1wZXS9bnQ0KSktxU0w0/jVlEnRardIlURPGO3BdhsloRNRNPdF79Dj0GDGK54HJKuqC991370N4uC9H07YwGrUaowf2U7oMaiYYxpeh0WoxavZTSpdBLVxd8EZH+ytcCREpjddGEBERKYxhTEREpDCGMRERkcKa1DljT50Wk8PbKF1GCzNH6QKIWp2wMKUroOaGLWMiIiKFMYyJiIgUxjAmIiJSGMOYiIhIYQxjIiIihTGMiYiIFMYwJiIiUhjDmIiISGEMYyIiIoUxjImIiBQmpJRK11BPCJEP4IzSdRARNSNtpZReShdB16dJhTEREVFrxG5qIiIihTGMiYiIFMYwJiIiUhjDmIiISGEMYyIiIoUxjImIiBTGMCYiIlIYw5iIiEhhDGMiIiKF/T+s/+TklO1JPwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"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",
" persoColorsList = []\n",
" for perso in sortedPersos:\n",
" persoColorsList.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=persoColorsList, \\\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": [],
"source": [
"# On crée maintenant le graphe à partir de la matrice d'ajacence générée.\n",
"initExchangesGraph = nx.MultiDiGraph(adjacencyDf)"
]
},
{
"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",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"Anselme\n",
"Harpagon\n",
"{0: {'weight': 293}}\n"
]
}
],
"source": [
"# Regardons en interne comment sont contruites les arêtes d'un graphe MultiDiGraph comme le notre\n",
"for i, (u, v) in enumerate(initExchangesGraph.edges()):\n",
" if i==0:\n",
" print(i)\n",
" print(u)\n",
" print(v)\n",
" print(initExchangesGraph[u][v])\n",
" else:\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 25,
"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=0.05\"\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",
" # Après quelques essais, il semble qu'une taille de 500 soit intéressante comme taille\n",
" # moyenne pour les noeuds\n",
" defaultAvNodeSize = 1000\n",
" # Après quelques essais, il semble que l'épaisseur par défaut soit 1 et que l'on ne peut guère diminuer\n",
" # l'épaisseur en dessous de 0.5. On va donc régler l'épaisseur des arêtes en tenant compte de cela.\n",
" defaultAvEdgeWidth = 2\n",
" \n",
" if persoCustomDict is None:\n",
" nodesSize = defaultAvNodeSize * np.ones(len(G.nodes))\n",
" # Affichage des noeuds du graphe\n",
" nx.draw_networkx_nodes(G, pos, node_size=nodesSize, ax=ax)\n",
" nx.draw_networkx_labels(G, pos, font_size=18, ax=ax)\n",
" # Affichage des arêtes du graphe\n",
" # On suppose que les arêtes ont au moins un attribut donnant leur poids\n",
" # on va les parcourir pour créer des épaisseurs représentant ces différences\n",
" # On va créer la liste des arêtes de poids non nul que l'on va utiliser\n",
" # pour l'utiliser en entrée de la fonction de traçage des arêtes du graphe\n",
" weightsArr = np.array([])\n",
" nonZeroEdges = []\n",
" for u, v in G.edges():\n",
" edgeWeight = G[u][v][0]['weight']\n",
" if edgeWeight > 0:\n",
" nonZeroEdges.append((u,v))\n",
" weightsArr = np.append(weightsArr,edgeWeight)\n",
" \n",
" # La boucle est finie, on calculer l'importance relative des échanges\n",
" # l'échange de taille moyenne va être considéré comme d'importance 1\n",
" # les échanges de taille inférieure entre dans [0, 1] et les échanges\n",
" # de taille supérieur [1,+inf]\n",
" avEdgeWeight = np.mean(weightsArr)\n",
" edgesWidth = defaultAvEdgeWidth * (weightsArr/avEdgeWeight)\n",
" edgesWidth[edgesWidth<=0.5] = 0.5\n",
" edgesWidth[(edgesWidth>0.5)*(edgesWidth<=1)] = 1\n",
" nx.draw_networkx_edges(\n",
" G, pos, edge_color=\"grey\", width=defaultAvEdgeWidth, connectionstyle=connectionstyle, ax=ax\n",
" )\n",
" nx.draw_networkx_edges(\n",
" G,\n",
" pos,\n",
" edgelist=nonZeroEdges,\n",
" connectionstyle=connectionstyle,\n",
" width=edgesWidth,\n",
" alpha=0.5\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",
" )\n",
" else:\n",
" # On ajoute les attributs provenant du dictionnaire passé en entrée au noeuds\n",
" # du graphe.\n",
" nx.set_node_attributes(G, persoCustomDict)\n",
" # Occupons nous régler la dimension des noeuds relativement à leur importance\n",
" # qui est donnée par l'attribut \"node_weight\".\n",
" nodesWeightDict = nx.get_node_attributes(G,'node_weight')\n",
" nodesWeight = np.array([nodesWeightDict[name] for name in nodesWeightDict])\n",
" # On cherche le poids median des noeuds dont le poids est non nul pour régler la taille\n",
" # des noeuds relativement à cette valeur en considérant que le poids médian correspond\n",
" # à la taille par défaut.\n",
" nodesAvWeight = np.median(nodesWeight[nodesWeight>0])\n",
" nodesWeight = nodesWeight/nodesAvWeight\n",
" # On remplace les valeurs de poids relatifs des noeuds à poids nul pour qu'ils apparaissent\n",
" # aussi petit que le noeud non nul à l'importance minimal \n",
" nodesWeight[nodesWeight==0] = np.min(nodesWeight[nodesWeight>0])\n",
" nodesSize = defaultAvNodeSize * nodesWeight\n",
" # On va récupérer la couleur des noeuds, après avoir regarder ce que contenait le retour de\n",
" # la fonction nx.get_node_attributes(G,'color'), elle renvoie un dictionnaire avec comme clés\n",
" # les noms des noeuds et comme valeur la valeur de l'attribut demandé.\n",
" colorsDict = nx.get_node_attributes(G,'color')\n",
" nodesColor = [colors.rgb2hex(colorsDict[name]) for name in colorsDict]\n",
" # Affichage des noeuds du graphe\n",
" #nx.draw_networkx_nodes(G, pos, node_size=nodesSize, ax=ax)\n",
" nx.draw_networkx_nodes(G, pos, node_size=nodesSize, node_color=nodesColor, ax=ax)\n",
" nx.draw_networkx_labels(G, pos, font_size=20, ax=ax)\n",
" \n",
" # Affichage des arêtes du graphe\n",
" # On suppose que les arêtes ont au moins un attribut donnant leur poids\n",
" # on va les parcourir pour créer des épaisseurs représentant ces différences\n",
" # On va créer la liste des arêtes de poids non nul que l'on va utiliser\n",
" # pour l'utiliser en entrée de la fonction de traçage des arêtes du graphe\n",
" # De plus on va également se servir du dictionnaire de customisation en entrée\n",
" # pour customiser la couleur des arêtes en fonction de l'auteur.\n",
" # On va donc également créer une liste de couleur.\n",
" weightsArr = np.array([])\n",
" edgesColor = []\n",
" nonZeroEdges = []\n",
" for u, v in G.edges():\n",
" # u représente le noeuds de départ, donc l'auteur\n",
" # v le destinataire.\n",
" edgeWeight = G[u][v][0]['weight']\n",
" if edgeWeight > 0:\n",
" nonZeroEdges.append((u,v))\n",
" edgesColor.append(persoCustomDict[u]['color'])\n",
" weightsArr = np.append(weightsArr,edgeWeight)\n",
" \n",
" # La boucle est finie, on calculer l'importance relative des échanges\n",
" # l'échange de taille moyenne va être considéré comme d'importance 1\n",
" # les échanges de taille inférieure entre dans [0, 1] et les échanges\n",
" # de taille supérieur [1,+inf]\n",
" avEdgeWeight = np.mean(weightsArr)\n",
" edgesWidth = defaultAvEdgeWidth * (weightsArr/avEdgeWeight)\n",
" edgesWidth[edgesWidth<=0.5] = 0.5\n",
" edgesWidth[(edgesWidth>0.5)*(edgesWidth<=1)] = 1\n",
" #nx.draw_networkx_edges(\n",
" # G, pos, edge_color=\"grey\", width=defaultAvEdgeWidth, connectionstyle=connectionstyle, ax=ax, alpha=0.2\n",
" #)\n",
" nx.draw_networkx_edges(\n",
" G,\n",
" pos,\n",
" edgelist=nonZeroEdges,\n",
" connectionstyle=connectionstyle,\n",
" edge_color=edgesColor,\n",
" width=edgesWidth,\n",
" alpha=0.98\n",
" )\n",
" \n",
" labels = {\n",
" tuple(edge[0:2]): f\"{attrs[attr_name]} wd\"\n",
" for *edge, attrs in G.edges(keys=True, data=True)\n",
" }\n",
" \n",
" #Afin de pouvoir personnaliser chaque label des arêtes du graphe, il est nécessaire de faire une boucle\n",
" # de tracer car l'interface fonctionnelle de la bibliothèque ne permet pas de passer des list, dictionnaires\n",
" # ou autre collections pour les couleurs des labels etc\n",
" # Après avoir constitué la liste des labels que l'on veut écrire sur le graphe, on va donc parcourir\n",
" # les arêtes du graphe et les tracer une par une\n",
" colorsDict = nx.get_node_attributes(G,'color')\n",
" for u,v in G.edges():\n",
" # u représente le noeuds de départ, donc l'auteur\n",
" # v le destinataire.\n",
" currentFontColor = colors.rgb2hex(colorsDict[u])\n",
" nx.draw_networkx_edge_labels(\n",
" G,\n",
" pos,\n",
" edge_labels={(u,v):labels[(u,v)]},\n",
" connectionstyle=connectionstyle,\n",
" label_pos=0.72,\n",
" font_size=16,\n",
" font_color=currentFontColor,\n",
" font_weight='bold',\n",
" bbox={\"alpha\": 0.5,\"color\":(1.0,1.0,1.0)},\n",
" ax=ax,\n",
" rotate=True\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"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 épaisseur des arêtes. "
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABAEAAAPnCAYAAABeOVUJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd4W+Xd//G3hrfkvUdiZw9nQRII2UkpkJb5BEKBh5by66CllNICBQoUaFldFMoDbYGHUaCQUFroA6XQ7JCQSRZJ7AzHdry3Lcma5/eH0MGKnZBAAgn+vK5Ll2Xr6OhIXro/53t/b4thGIiIiIiIiIjIF5/18z4AEREREREREflsKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJP2I9m48zMTKO4uPg4HYqIiIiIiIiIfBIbNmxoMgwj6+O2O6oQoLi4mPXr13/yoxIRERERERGRY85isew/ku00HUBERERERESkn1AIICIiIiIiItJPKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJPKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJPKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJPKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJPKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJPKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJPKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJPKAQQERERERER6ScUAoiIiIiIiIj0EwoBRERERERERPoJhQAiIiIiIiIi/YRCABEREREREZF+QiGAiIiIiIiISD+hEEBERERERESkn1AIICIiIiIiItJP2D/vAxARETme/MEQZfWdbDvQzsbKNuo7uvEHDeJirAzOTGL8gDTGFKRQlJaAxWL5vA9XRERE5LhSCCAiIl9IFU0u/vfdChZuqMJiAcMAty8Ytc1SCySuqyIQCpGSEMO3pg3i4olFpCTEfE5HLSIiInJ8WQzDOOKNJ06caKxfv/44Ho6IiMin09jp5eZXtrBqTxOhkIE/dOT/5xJibIQMg29NH8QP5w4lxqZZcyIiInJysFgsGwzDmPhx2+ndjYiIfGG8vqWG2b9ZyordjXgDoaMKAAA8/iDeQIgnV+7lzN8t44PajuN0pCIiIiKfD4UAIiJy0jMMg7v/uZ2bFm2hyxvAHzy6wf/BPP4Q+5vdXPTYKt7+oP4YHaWIiIjI508hgIiInNQMw+DO17bz4toqPP7gx9/hSPcLdPtD/OCvGxUEiIiIyBeGQgARETmpPf1uBQs3VB/TAKCnbn+I6/66SVMDRERE5AtBIYCIiJy0KppcPPDWzuMWAER0+4N87/kN+IOh4/o4IiIiIsebQgARETkphUIG1764EV/go4G5e9e7tK36KyGv+5g+lgHUd3h5+D/lx3S/IiIiIp81hQAiInLCmzVrFsXFxVFfW1beyL4mF5EFADz7NtL4jwexJ2dhjUs85sfg8Qf504q9tHv8x3zfIiIiIp8VhQAiIvK5cLvdPPTQQ0yfPp309HRiYmLIyclh3rx5PP300wQCgcPe/4/L9uDyhacB+FsO0PSPB0k/8zs4xsw9bsdstVh4ZUO1+XlbWxs///nPWbp06XF7TBEREZFjyf55H4CIiPQ/u3fv5itf+QplZWV86Utf4pZbbiEzM5OGhgbeeecdrrrqKj744AMefPDBPu9f3epmU1Wb+bmvbjfpZ32fpJHTj+txR6oBrppajMVioa2tjbvuugsIVyuIiIiInOgUAoiIyGfK4/Hw1a9+lb179/LKK69w0UUXRd1+8803s27dOtatW3fIfawob8JqsZifJ42aedyO92BtHh/VbR7iAy6WLVsGQHl5Oe3t7aSkpHxmxyEiIiLySSgEEBGRz9QTTzzBrl27uPnmm3sFABGTJk1i0qRJh9zH+ooWPP4g/pYDtK/6K90V7xP0dGJzpJM0Yhop0y7DGhtvbu9vrqJj/et4q7YR6GiEUIiYjEIcE87BOf7sqH23rXie9lUvkv+tx+na9h9c2xYTdLcTk15I2qyvkzjiNB5/6Q0OrPknzzzzDAAvvPACL7zwAgADBw6koqLC3N9LL73EI488wubNmwkGg4wZM4Ybb7yR+fPnf9KXUEREROQTUwggIiKfqUWLFgHw7W9/+xPvY2NlK9663dS/eCvWuCQc48/G5szA37CPjg2v4T3wATmX3Y/FFv431125FW/VNhIGT8KemoPh68a1axUt//oDIU8HKVMu6fUYTf/3OyxWG8mTL8II+ulc/xoNr/ySmG89xj/3V5FRVcnIkSPZsWMHubm5FBQUMHToUAoLC/nb3/6G3W7nhRde4KWXXmLSpEl84xvfwG63s3z5ci6++GJuueUWrrzySmJjY4mLi4v6GBsbi9Wqtj0iIiJy7CkEEBGRz9S2bdtwOp0MGjToE++joctL8/89hC0pnbyv/zZqNYD4geNofPVeXNuX4hj7JQCSRs/BOWFe1D6cky+g/oVbaV+ziOTJF5mBQYQtIZms+Xdg+XDaQfzAsdQ9cwOdm98icfTpBAIB87a4uDgcDgcJCQkkJSWxZcsWamtreemll5g2bRpz537UrPDcc8/F5XLxm9/8BsMwiIuL6/M5xsTE9BkQ9AwKDnVbX9tYekyfEBERkf5LIYCIiHymOjo6yMnJOer7GYZBVVUVLS0tdB7Yg7+xgpRpl2ME/QTd7eZ2cUWjscTE46nYZIYAPacGGAEfIX83GAYJJafgrdqGv7ma2OziqMdzTjwvauAclzcMS2wCgdYaPL4g27ZtM1cw6OjooKamhkAgQEtLC1arlW3btoX343SydetWLBYLNpsNm81GdnY2u3btYvv27ZSUlJhft9ls2O12bDYbfr8fv9+Py+U66teqLweHAn2FBgkJCSQmJpofe1632/WWQURE5ItA/9FFROQzlZycTGdnZ5+3GYZBe3s7jY2NNDU1mR8rKytpb2/nySefxDAMfA0eANpXPk/7yuf73FfI1frRdZ+H9pUv4Nq5kmBHY+9tu7t6fc2emtvra9Z4J0FPJwT9hEKhj+4fCuHz+XC73bS1hVctaG5uBuDNN9881EtBeXk5HR0dH25/Go2NM4mNbSE3900cjppewcDBl6P5us/nw+fz0dXV+7keiZ4hwaGCgoOvx8TEqAJBRETkBKMQQEREPlOlpaUsX76cdevWkZSUFDXYb2pqwu/3AxAIBHC73bhcLlwuF36/n7Vr19Ld3Y2RMAaA5MkXEj/o1D4fxxrvMK83vfYrPLvX4Rh/FvFFpVgTnGC14dmzjs51/wAj1Ov+Fssh5uQbBonWAEWjRtHY2EhnZydOp5O8vDwGDRpEZmYmoVCIffv20dLSwjnnnAOEg4KDL4mJicTGxtLUNIiqqm8ycOAiOjuLqK6+mGHDfvdhuBCktvZM6urOIS6ukaysZWRnL8bvT8HnSyUurgG7/eMH9lartc+wIHKJiYkxLwd/3jNEaG9v/9jHirDZbEccGESux8fHKzgQERE5jhQCiIjIcePz+aIG+Y2NjWRlZQFwww03MGfOHLPk3e12mxeXy4XP5zP34/V6CQaDuN1uABLjY8I3WKwkFI8/7DGEurvw7F5HUulsMs6+Nuq27or3j/5JGSHayjfSXrHXLJEPBoPY7XYyMjJIS0sDIDc3l8rKSkpKSszn3OfuDAvvvTeZUaOa+PKX/fh81bz++nhKS8/F4Whl69YxBIOlXHDB32lqysJiSaewcDhlZadQXj6HQCCGmBg3Eyc+RkJCLcFgkGAwSCAQMK8Hg0EzeIiELEfDYrEcNig41G0AnZ2dh6z8ONRjRQKBpKQknE5nr4vD4cDpdB6yn4KIiIgcmkIAERH51Nxud68S/sbGRvOssWEYdHd343a7zYHdqlWr6OjoMAfNPXV2dtLV1cXQoUPNs8OhUIiJEyeSkJBAcncGBzIH0Pn+mzgmnEPMQaX7RihIyOvGluCEyBl9w4jaJtDVQtfmf3+CZ2vBGWgjEB9PMBg0j7e+vp76+noSEhIoLi7myiuvZO3atZSXl3PttddiGAaBQMC8NDQ0kJSUhNfrZd++AXg8iQwdOpT9++OIjU3C5xtGINBAVVUp8+YtJiPDx6BBBwAIBgtISupi5szwVIhNmyawY8cPuOyyFzAMOPhEumEYHwYAIQwj8GFIECIY9BMIBPD7P/oYufT8PBgMmtePhs1mO6rQIFJ1EAmDmpqaDrv/2NjYXsGAwgIREZHDUwggIiJHxDAMOjo6+hzsR87QB4Mhurs9H57N93w4mOvC7XZHzaEfOXIkW7duZcuWLaSnp5Obm0tSUhKGYdDQ0EBlZSVnnHEGEydOxGKxsHHjRgKBAEOGDKGqqopA7U4y5/2Q+pfvpPbJa3GMPZOYzAEYfi/+tlo8u94ldebXcYz9Eta4ROJLJuDavhRLTByxeUMJtjfQ+f6/sKfk4PN0HNXrYLNZefK3v+A/77zNmjVraGhowOPx4Pf72bp1K9u3byczMxOAwYMH8/bbbzNz5kymT5/O6NGjCYVCbNu2jTfeeMOsdsjNhXvugXffLQbAboevf30wbW2wZg04naN4802DK67o5tJLXXi9Xnw+Hy6Xl1DIh83mYP/+TGbMmIHb7SMY9OLxeGlpsQAuLBYPPp8Pr9eLx+PHMPwffk+jA4OenxuGBYslHJxEKggOFxT0dVukCqG7u/uIX1+LxWI2LjxcM8PY2Fh8Ph/Nzc1m/4VD6RkWHC4wUFggIiL9gUIAERGJEgqFaGlp6TXQb2pqMgetkdL8SOl+a6uNmpoSkpOXEQpZsViCvfYbGxtLUlKSOQf81FNPpaysjLKyMvbu3YvP5yMpKYkhQ4Zw2WWXsWDBAtLT02lubuaFF17A6/Xy+uuvEwgEyMzKIiN/INarHqZ99cu4y98juOlNrLEJ2FOySRozl/jiceZjZ577Y9qWPoNn91q6tv6HmPR8Umf8NxarneY3Hjri18ZigSxHLDNnTGfmjOkArFmzhuuuu46tW7fS3d2N0+lk+PDhtLW1UVhYSEJCAgcOHOC1117j1VdfJTY2lvT0dObOncszzzxDaWkpQ4YM4Y47ktm2zUJ9/YfHnAlbt0JrK8yebeHSSy3ce28igwYl8pWvgN8PMTGwfz9UVcGFF8KcOXMIBsFmC+/jttvA4YBbboFvfQtSU+FXv4I1a4K0tAQ44wwP7e0+AgEvhuHF4/HQ2enG5/OY31+Px2N+7Oz0EAx6aWjIpqamiIkTNxzytTIMI6qC4EhDhGAwiNfrxev1fsz3wtJrGcW+goJPExYcHBgkJyeTnJyslRJEROSkZjEOKo88nIkTJxrr168/jocjIiKfJbfbTX19PXV1ddTV1VFfX09jY6NZ5u73+82Bfs85+5Ezu6GQDas1iMs1gPXrn2bmzDkkJCRgs2XT0TGR5uYxlJa+z9ChTebAKTY2lqysLDIzM6M+pqWlYbVa8fl8lJeX89577/Huu+9SV1eH3+8nKyuL8ePHM23aNEaNGsXfNtfxizd2EsD2mb1eFiPIV9jA+XOnccYZZ5CUlNTndqFQiObmZj744AN27NhBeXk5lZWVtLa2mssK9hQTE09mZholJSVs2bKA/PwMHnzQwaOPpmAYFq6/PjyYnz8fpk+HH/4wfL+aGvje92DUKLjrrnAoAJhBwI9/DAMHwjnnwEUXwaxZ8Mgj8J3vQEEB3Hor3HwzvP46ZGTATTeFw4T166GxEfLzISEBSko+2ncgEODhhwM8+6yNV1+tNkOCgwODnl/zeDxH/BpHVlqIVDscfD3y+dFMTYiJiTlsUBC5brUeohlkDxaLBafTSWpqap8XhQQiIvJ5sVgsGwzDmPhx2+m/lIhIPxAKhWhtbY0a7NfV1ZnL0wWDQVwuF11dXXR1dZkDuJ7N+QzDCoSwWMIDocgZ/XCH+2S2bfMwYcI5pKR4eOmlBSQmhpgwoYNZs8YwerSD7OzwYN/pdPbq/u73+9m5cydr1qxh9erV1NbWmgP/mTNnMm3aNEaPHk1ycrJ5nwWnJfHQkn20eXoPqo8HGwZDnAGC1Q08++yzvPPOO8yZM4epU6ficDiitrVareaxz5w5EwifGW9ubmbnzp188MEHlJeXs3//flpaWti27Tq6u7OJjW3FMFooLn6Qiy9uIBCYgcs1i/T0vUyYMIxduyZxxRU2wEJZGXz/+3D++fD//t9Hg3T4qKQ/Pj482P/zn2HuXBgzBp5/HtLS4Kqr4Prrw/crK4NFi8JhwJe/DMuWwQsvwKmnhqcmfPvb8O678D//A1dfbWf5cjtz50JJSQn19eGqhezsQ792oVDIDAP6CgkOdb3nFJK+9tkzGDhUcNCz8uDjRCoL+qomiI+PJz4+npiYGDo6Oujo6KCysrLXPhQSiIjIiU6VACIiXzA+n88c5Pf86Pf7MQzDXCs+comc5e8p/K/Bis1mISnpo8F+pJzf680jNbWdNWtO5/33JzN5cg1LlgznF7/YT2lpEosWZXLhhTGcddahj7O7u5uysjLWrVvHmjVrqKurw+v1kpWVxbhx45g6dSqlpaWkpKQcch8rdzdx9TNr8QaO/H/ZJ2UL+XjygiKGDshj6dKlrFq1is7OTnJzc5k7dy5Tp07F6XQe1T4Nw6C1tZWlS/fy7rsNbNvmJi7uHdzuPeagdffuH9DRMRqLxUdKShmTJv2DtLQx/PWv13H55fX87GcOCgvT+1xW769/hcpKeOstuP/+8Mf16+GrXw2HAGeeGZ4yMHcueDxwwQXw0EPwt7/B9u3whz9Aenp4m7Y2+OY3w9MPvv3t8HaXXw4/+hEsXx6+/eqrw9UH8fGf/vU2DAO3222uLhBpFtnz88jXDhcWRH7mD1dVELl+JO+JrFarGQjExcWZ1yOX2NjYwy5xaLFYcDgchwwJUlJSFBKIiMgncqSVAAoBREROUpFGfT0H+3V1dbS2tprd4N1ud9Rgv6urq88zouEz+06czvBAPzLYj4uLw2KxYLVaaWoaR1vbAGpq8sjMtHPhhRbeeiuVa66xMWpUuFS9sDB81vnnPw8PDEeMCA8Or7sOTj893EV/586drF69mg0bNtDY2EgoFCIzM5PS0lKmT5/+sQP/njZt2sQ3/7SENucgDFvMx9/hEzICXk7x1vKDCy6moiKb+fPB5apl6dKlrFy5ko6ODnJycpgzZw7Tpk2Lqlg46scyDNra2igrK2P79u2Ul5ezY0cbdXVWYmJ2Y7N5aWycQV3dPILBeEKhBKzWeBYseJZTTslm5MiRDBs2jKysLCorbcyaBWedBX/6E1x8MaxcCf/5T3gKwbBh8Npr4e+T1xueavDPf4anCJx9djgUiIuD0lJ4+GGYMyd8jIWFsHBheNrB00/DHXfAgAHh6QlZWdFVCcdbX2FBX6HBkYQFfr//kBUF3d3dRzQNwWq19hkORL4W+Z06FIUEIiLySSkEEBH5AgkEAjQ2Nvaavx+Za+33+6MG+pGS/r4GPXa7HYfDgcPhICnJgdPpICEhCZvNgs1mIysrC8MoZtWqUTQ2pvLVr8L3vpfEokU2fvazcJO5b34TFi8OnyFevTq83/Xrw/POKyshFAKrFfbtg9/+1kN9fTMTJjzH1q1baW5uxm63m3P8TzvtNEaOHElqaupRvSavvfYajzzyCN6gQdO4/6Y7Lo2Q5dj3BzD8ITxbu7FuHsFFFw3lxRfj+frXw2fCAerq6li+fDnLli2jvb2dnJwcZs2axfTp04/6OR3yGAyD9vZ2du/ebQYD+/bto7GxEZ/PRyCQhM3mNrv5W61WHA4HOTkFvPjir/n+99dy8cVObr99LLt3x1BeHh6Ezp8P//Vf8LWvwWOPhb+nCxeGpxj88Icwe3Z4akFRUXiVgoKC8PHk5YXDhIKC8Pc8Pz9cHTB58jF5usdFz1DscIHBx4UFgUDADAS6u7t7XT4uJLBYLH2GBD3DgsOFBEDUdIOMjIyoi1Y4EBHpvxQCiIicpFwuV5/N+kKhEIZh0N3dHVXO39XVdchO6gkJCT0G/EnmMmiROf05OTmkpeUzcGA25eVFrFuXygMPWLn1VnC5YOpU+Ne/YPBg+MEPYN48+P3vw3PFGxth+HBoaQk/1v79MH48VFYa7NtXz+LFFfznPzWsWzeY/Py/UlT0ATk5OUyaNIlJkyYxbNgwEhMTj/r1MQyDxx57jIULF2IYBmPHjuWnt/+cr/zm37SG4uEYVgSE/Base9tIq/g1FiaRmDiL9PSLuOeeOMaNi962oaGB5cuXs3TpUtra2sjKymLWrFnMmDGDtLS0Y3ZMPXV2dlJeXh4VDDQ0NBzy58HnG0hMTAFjx3YyYMAAnM5S/vznGfj98ZSUWPn97y0UFMApp4TP8J96avh+F18cLv2/4ILwz8Nll0FDQ7hfAMA//hGuBrjtNrjkkuPyVD8zkbDg4HCgo6OD9vZ22traaGtr67PBI2AuiRi5HBwW9Oyz0ZeeIcGhKgoO18DQ4XCQmZnZKxxIS0vDZvvsmmiKiMhnTyGAiMgJLrIU38HN+jo7O4Hezfoi1yOd+3uKnPmNDPQbGyezZ88kZs5cQVZWC2lp6eTl5ZKbm0tyci6BQB6nnJLEAw9YeOqpcGO4N96A//3f8GXUqPCg3mKBDz4InynevDlcIv7Tn8KMGeEz/VOmhOeWX3FFiKeeauK667I4//wn8Hg28v77F5OY6GPUqP1cckkKkyaNY/DgwcTGxn7i18zv93P33XezYsUKAM4++2xuvPFGXnjhBZ7432fpHDGPtuRBhCyfrlzaggGhAMbGFmx7L+Dcc//Gq6/G43YXMnPmGzzyyI9IScljxQp69T1obGw0KwNaWlrIyMhg9uzZTJ8+nYyMjE91XEfC5XJRVVVFWVkZu3fvZv/+/dTU1NDW1nbIs9ThpfHyKS7OID9/CPX1U5g/P5mxY/OJj49n69bwz8CwYeGz/48+Gq72WLw4vKpASQk8/jjU1cFvf3vcn+LnzjAMXC6XGQi0tbVFBQSHe61DoVCv6oGeQcHHLY0ImOFAQkICCQkJJCYmmtcPNdC3Wq1m5cDBIUFfzTpFROTkoxBAROQEEinnPnDggHmpra01m5FFmvX1HPR7PJ4+G5XFxsaaZ/fj4jLweovJzfWQmNhNTEwsubk5vPzymdTWpnPttV6+8Q0nMTGxWCzhhn9vvRVeTm716nBp/4oV4Y/t7bB3b3iZuHHjwvPG8/PB5ws3kHv++fC88IICuOYasFj8vPZaNX/8o4/Vq7MoKvonoVAzJSUVlJbGcsYZZzBu3DgGDhx4TM5Atre389Of/pQdO3ZgtVq56qqr+O///m+WL1/O3Xffjd1uZ/r06aypaGN39nT8IY5++UAjhBHw4Qh2car3fVz1lezbdwcHDoyhpOQD4uJ+jMXipaCgiFtv/SX33TeAQYPg7rt776q5udmsDGhpaSEtLY3p06czbdo08vLyPvXrcVRP68M+AxUVFZSXl7N37172799PbW0tnZ2dfQZLEK4kyczMpKioiJycoWRkjKSgoJiqqkyuvNLOU0/BH/8IgUA4CPjNb8JLEvZ3kT4FPUOBgy+HCwkOrh44OCQ43Hu3uLg4MxTo+TE+Pv6QA/3Y2FjS09P7DAjij0WXRxER+UwoBBAR+Ry53W5zsF9TU8OBAwdwuVzmgL+joyOq3PjQzfoSo87wOxwOrNZENm8ex/vvT8Zmi2X48G5uuqmTCRMySUtLo7HRwuWXwxlnhJeCu/763sc3fnx4Sbj77w83fbNa4b33woP9b3wDzj033ATuRz8KVwD8+tfh9eWfesrHv//tYt68v7Fly2rq6upwu+1kZSUxfPhgs6N/fn7+MT2zWFVVxU033URtbS1xcXHcdNNNzJ07l/Lycn70ox/h8XiYP38+a9asYcyYMXz7mmv5x/vVPPTWB7R0B7HYbIQOFwgEvBhYCNSWYXzwFkWxbuJiE6mqysHluoKEhNO59NI0Bg36My+//DLBYJCcnBzuuOOXXHPNEK68MrxMX19aWlpYsWIFy5Yto7GxEYfDwZQpU5gxYwYDBw78XM/AhkIhmpqa2L17tzmdoKqqivr6evPn9WAWi4WkpCRycnIoKipi0KBBDB06lOLiIeTkZBy2VF3CPm1I4PP5zCUXey67eKjgEMLft74qB8JLfB56RYOkpCQzEOgZEKSlpalBoYjICUYhgIjIZ8Tn81FbW2sO9g8cOEBraysQbiLWc8Df0dHR55zgSLO+noP9pKQk3O5kdu8eTlxcOl/7WiO5ubmkpeXy0EOFxMXZzeZ0PT39dHhQ394OtbVw443hMMAwwiXcNhvcc0/4LP+SJeEBf0xMuNnfT34CP/tZuDncq6+G71NeHuDUU2sZMWIRq1fvpr7eTUJCLVlZWYwePZopU6YwevRoMjMzj8vru3nzZm6//XY6OjqzzfSTAAAgAElEQVRISUnhnnvuYezYsbS2tnLNNddQX1/PBRdcQEVFBT6fjxtvvJHi4mKCwSDX/uAHVHUazJj/Tf5vXRnVbiuGPR4sVmxWsPvdBOvL6dq3GUtDGa6GKqxWK8XFxSQnJ9PQMJEDBwYzbtyLfP/793HJJWfwl7/8hV/9ah8WSyvDhx/g1FMfprk5lwcfPPzz6OjoYPXq1SxZsoSamhri4+M59dRTmTlzJsOHDz+hyrH9fj91dXWUl5eze/du9u3bR3V1NU1NTWYzyoPZbDacTid5eXkMGDCAQYMGMWzYMEpKSkhJSTmhnt+J7pOGBJGeIZFQoGc40N3dfcjHs9lsfYYDCQkJxBxiqQeLxRLVmDASEGRmZmp6gYjI5+RIQwBFuCIiRyEYDNLY2BhV1t/Q0GAuydfV1RU16He73b32YbfbcTqdJCcn43A4cDqdZrO+yBnW3NxccnJyue++oTQ2xrN7t4U//xkiK8+VlobL9Nvawo35srPB4QjftmJFeIk+lys8v/+DD2DSJOg5FX/BAnjxRdi1C668Mtz4LzYWtmwJDyRmzmwiEChj4cJm8vKWsm/fNg4ciCU7O5vp009h8uTJjBw58lMthXck3n77bX71q1/h8/koKCjggQceoLCwEJ/Px+23305dXR3Tpk3DbrfT1NTEpZdeSnFxMQB79+6l5sABTh0/npvOn0TDipdI2V3GiBEjSEwINyRs6mxi0duLCAQCJCUlYbFYzO9jcnIy2dnrcTpXUFlZz2OPPcTYselcccUVNDf/i5tvPo3W1jd4772dXHqpBcjBMMJ9FPqSnJzMWWedxfTp01m3bh2LFy/m3XffZe3atYwZM4bZs2dTWlp6QjRvi4mJoaioiKKiIuZE1gUEPB4PBw4cYNeuXezZs4f9+/dTXV1Na2srPp/PHKDu2LEjal8pKSnk5OSQn59PUVERAwcOpKSkhOzsbJWb9yHytyApKYmCyJIMPURCgpaWFpqbm3tdEhISet0nGAz2WTngdrvN1UW6urp63S8mJqbPcCAhIYHW1lZaW1vZvXt31H3i4+PJzs4mJyeH7Oxs89LXcYmIyGdPlQAiIodgGAatra295vEHAoGotckjg/6urq5epbiRhn2RQb/T6SQhIcE8i1ZQUEBeXp458Hc4HFFn0LZtg9Gj4bzz4NprP2pC9/rr8Mtfhs/0l5SEu/hffnm4W/u994anAvz73/D22zBoULhp22mnRT+/pUvDJf+rVsHkyQaPPtqKz7eDlpb/Y/fu3bS0tJCUlERubi6TJ09m4sSJDBs27DN5I28YBs8++yzPPPMMoVCI0aNHc//99+N0OjEMg/vuu49///vfDBkyhMsvv5xnnnmGkSNHcv3115tLpL3wwgs89dRT3HLLLcyaNYurr74awzAYNGiQ+X3q6OjgqaeewmKxkJycbM69TkhIYPjw4ebxVFcX09T0X8yc+QRPPfUU6enpzJlTSU3NG0AXQ4Zs44EHbqS0tPSIn6PP52Pjxo0sWbKEsrIyAIYPH87s2bM55ZRTDnkG9kRjGAZdXV3s37+fsrIyMxyoqamho6PjkF30LRYL8fHxpKWlkZOTQ0FBAQMGDKC4uJji4mLS09NVbv4JRPqPHBwMNDU10d7e3ud0Ab/f32c44PF4DtkvAvruP5CUlHTIZQ7DwdpHoUBOTg6ZmZknzc+6iMiJTtMBRESOUldXV9SAv6amxix99nq9vcr6+3pznJSUhNPpNAf9SUlJWK1WEhMTKSgoMC/5+fkkJSUd8bHdcAPEx4cH+AD19eEz/DNmgNcbntu/Zw/86U8waxYUF8PEieGvjR8P3/te730Gg0GeeaaehIR3Wbt2FZWVlbS3t5OSkkJBQQFnnHEG48ePZ/DgwZ/pm/RgMMiDDz7IW2+9BcCsWbP42c9+Zg4In3/+eZ544gkyMjK45557eOKJJ3C73fzkJz9h8ODB5j6uu+46mpqa+MMf/oDVauWaa66huLiYwYMHU1tbC0B9fT1//etfMQzDLGGODJTGjh1rPqZhGGzbdjtWaxULFmzg9tt/z4032pg+/d8sXPhrOjsdBIOnU1LyTUaPzuQ734GcnCN/vlu3bmXJkiVs27aNQCDAoEGDmD17NpMmTTppz56GQiFaW1vZt28fu3fvpqqqigMHDlBfX09bWxvd3d2HnL8e+Z3JyMggNzeXwsJCBgwYQElJCYWFhaSmpqr3wCcQCAT6rB5oamrqs2op0sOkZyhwJP0H7HY7SUlJJCYmmlOckpKS+vw7YrFYSE9P71U5kJ6eru+xiMhR0nQAEZHD8Hq95hz+yMf29nYg/Ea55xn+Q83jj4uLM8/uRy52u52YmBjy8/PNwX5BQQGpqamfao7s1Knhs/kQntefk/PRIDMxEebPh29/GxISYN26j+7361+HA4OOjvBUAo/Hw969e1m/fj2rV6+htrYGl8tFeno6gwcPZtq0aYwZM4aBAwd+Lm/A3W43t912G5s2bcJisXDppZfy7W9/23ztVq5cydNPP01cXBy33347y5cvp76+nvnz55sBAGDOYR83bhxZWVmUl5fT3d1NXl4eeXl5Zghgs9mw2+34/X6CwSCxsbHY7XZcLhf19fVmKbbFYmH06HvYvv0B/vKXfJYubWLKlBy+9a0vU1+fwlNP7cHtTgeeIDn5GyxYkMtbb8GHRQmHZbPZGD9+POPGjWPnzp0sXbqUTZs28cQTT/Dmm28ye/ZspkyZgtPpPOav9/FktVrN+eITJ0a/H/F4PNTX17Nv3z72799PVVUVNTU1NDQ00NnZaa6WEakweO+998z7RgaY2dnZ5OXlUVhYaE4viIRrmo/eN7vdbg6yD+bxePqcWtDc3ExcXBypqalR2/fVf8DtduNyufD7/bS3t5t/UyNiY2PNaQ49L5HH6TmNxG63k5WVFVU1kJ2drX4DHzIMg5ABNqteCxE5egoBROQLLxQKUV9fT3V1tXmWv6mpKWoef89B/8fN448M+OPi4rBareZc58hZ/qysrGM+gB43Llz67/X2Hlh2dcFTT8EVV3z0Nb8/3OzvqqsMfL56NmzYwdq1a9m2bRvNzc0EAgEyMzOZMGECU6dOZfTo0eTl5X2ub64bGhq48cYb2b9/P3a7neuuu47zzjvPvH337t3cf//9hEIhbrjhBjweD2vWrGHkyJGcffbZUftat24dLpeLGTNmANDa2orH46GwsDBqeb5AIEBCQoIZAgDm2cr6+nrzew5gtVqYM+cxysu9pKYO5vrrL2PjxtEsWXIaDsdQgsFlJCb+i4aG1SQlPcn//m8m3/3ukT9/i8XCyJEjGTFiBBUVFSxfvpw1a9bw3HPP8dZbbzFz5kymTp1KRkbGJ3p9TyQJCQlm2X9PhmHQ2dlJTU0NFRUVVFZWUl1dTU1NDY2NjbhcLgKBgDnALC8vj7p/bGwsycnJffYfyMnJMaeKSG8JCQkUFhZSWFgY9XXDMOjo6OgzHGhtbe2zUsXn8+FyuXpdfD4fPp/PbJwaER8f3ysYSExMpLa21gzsem7b3/oNdPuDvLOjnvf2tbCuooV9TS68gRAAVgvkJMczrjCVySXpnDkqh6K0xM/5iEXkRKcQQES+cHw+HwcOHKCyspLKykqqqqrw+XwYhoHH44k6w3+08/jT09Ojyvpzc3M/k1L5IUOgqAi2bw/3CIiLg7//HR54ADyecMn/V74SXhXA6/Wyd+9eNm3axLp166iqqqKtrc1c6uvLX/4yEydOZOTIkSfMgHLXrl3ccsstZh+CO++8k8mTJ5u3t7W1cccdd+ByubjkkkuYPHkyDzzwAHFxccyfPz+quVwwGGTlypWkp6czbtw4AOrq6giFQuTl5ZGfn29u6/f7SU5OjpreEWnMFwwG6ejoICkpyfya293ExIl51Na+z1/+EqKp6Q5KSxO45pp0brppIps3/5CSkt+TlHQ1EybcChzUiOEIWCwWSkpKKCkp4cwzz2TFihWsXLmShQsX8s477zB9+nSmTZsWFWZ8UUR6MyQnJzNixIio2yLTC6qrq9m3bx+VlZUcOHCAuro6c9UCn89HU1MTTU1NbN++PWq/B/cfKCwsND9mZWWpguAQLBYLKSkppKSkMGjQoKjbAoEAra2tUdMKGhoaaGhoIDY2lrS0NHNbwzDwer24XC66urrMqgGXy0V3dzfd3d00NzdHPW5kOkHPi2EY5t/2nr6I/QaqWtw8uWofL6+vwmIBl7f3FLSQAbXt3dS217FkVwMP/GsnpwxI4zszBjFzWJZ+pkWkTwoBROSk53K5zDeFlZWV1NbWEgqFzEFc5KxhZ2dnn03KEhMTzcF+z3n8Doej1zz+z+NsU1sbvPwyrFkT7vJ/wQXw2GPh5n/PPw8lJQZNTU3s3LmTv/1tLVu2bKGpqQm/3096ejrFxcVMnjyZ0tJSBg0adMJ1Y1+xYgX33nsvHo+HrKwsHnjggajBRnd3N7fddhs1NTVMnTqVb33rWzz77LPU1NRw4YUXRjXwg4+mAowdO5asrCwAqqurSUhIID09nZycHKxWq/kzkpKSwoEDBwgGgxiGYa6nDuEpHz279btcLpxOJ6NHj2bx4lr27Kln8+YCYmJiuPXWIu68045hPE1XVzv33HMPt9xyK1OnnvGJX5v8/HwWLFjA3LlzWbVqFcuWLeO1115j8eLFTJkyhRkzZjBw4MB+8Ua/5/SCSLgT4ff7aW5upqKigoqKij77D0TmsdfU1LBp06ao+8fGxpo9CDIzM81Gnfn5+RQWFqoM/RAiJfuR37OISFPVSCBQU9PA/fdPALpwOjsoLd3GwIH1QDjc8Xg8vaoGen6tJ5vN1mc40N7eTkdHR9RKBZHgNjINKHI50asGAsEQjy3bw6NLdxMMGfiDR9a/K1IdsHpvM5ur2xhTkMJDC8aTl3JiP18R+ewpBBCRk0rkzWXPQX9TUxMQrgCIDPjb29v7PMt/qHn8cXFxUSX9+fn5JCcnnxBv+qurw6sEPPwwzJ4NhYXh51pRUcHmzZt59NE1VFZW0traag5k5syZY3bzz83NPSGex8EMAxYtWsjjjz9OMBhkyJAhPPjgg6Snp5vbhEIh7rvvPrZv387w4cO57bbbeP/991m5ciVDhw7lnHPO6bXf9evX09XVxcyZM82v1dTUmCFAZF50XV0dcXFx2O124uPjzUZnkakfHR0dZr+EnkFAc3Mzt99+Ow0Nf2flSguLFr3J5MnnsmiRhenT85gx48fcf//9dHV1ce+9v+SnP/0p06dP/1SvVWZmJueffz6zZ89m9erVLFmyhHfeeYeVK1dy6qmnMnPmTIYPH35Cfp8/CzExMeTm5pKbm8vpp58edZvb7aahocGsHogEBE1NTXR1ddHd3W2Wqbe1tbFnz54+95+YmEh6ejqZmZlkZ2eTm5trVhLk5OTgdDrVyO5DkcF3eno6I0aMIBiE3FyorQ2ydq2HPXtGc/75m2hurmftWiuvvnoGVmuIgQP3M3v2EiBcieN2u2ltDeL3N5uBgNfrNRu09hQTE9OrGWFiYqJZpbBt2zZz27S0NPLz881Q4PMKePtS2eLm6mfWUd3modsf+sT7cfuCbNjfytzfLuOXF5Ry4YTCj7+TiPQbCgFE5IQWCoWoq6uLGvRHBvfd3d1Rg/6D5/JbLBacTqdZypqcnGye2Y28gY8M/DMzM0/YAVRpaTgAaG5uZteuXSxatJbNmzfT2NiI1+slLS2NwsJCLrroIsaMGcPgwYNPmDe0h+L3h/if/3mEV199le7uLGbMGMTdd98VVaVgGAaPP/44y5YtIzc3l1/84hf4/X5eeeUV7HY78+fPJzExeu5rZCpARkYGY8eONfdTV1dHQkKCWZ6cl5dHXV2dWQLucDjweDwEAgFiY2OxWq3Y7XYCgQBdXV2kpKSYj+F0OklMTORHP/oqGzas4oYbRlFQ0MWXvuTkS1+C00+fgd1u55e//CUul4v77ruPYDDIzJmz+LQ/YsnJyZx11llMnz6ddevWsXjxYt59913Wrl3LmDFjmD17NqWlpVGhRX+XmJh4yP4D3d3dtLS0UFtbS3V1NbW1tdTV1dHY2BgVEvRsdLdv375ej2G320lMTCQ1NdVsZhepJCgqKiI7O5uUlJR++32x2cKrloCNBQscjB4NpaVz8fvht7+F55/30tXVynPPjcDhiCUzcxe1tY1s23YKa9acTiBgJyWlnSuu+At+vz+qYsDtdtPV1YXf76etrY22traox46Li8PpdJpTvJxOJ62trbS2tkZNGUlNTe0VDBz89+V421XXySV/epfO7gChI1+865ACIYOAL8gtr26lvqOb784c8ul3KiJfCAoBROSE0nM+//79+6murjbn83d1dUUN+g/u2G+1WklOTo4a9NvtdhwOBwMHDqSoqIiioiJycnJOivXH/X4/+/fvZ+vWrbz33nvs3buX1tZW4uLiyMjIYPr06UyaNInhw4eTn59/woYYB/N4fNx9952sXr2aHTtuY/x4B3feeRrx8dFnUf/+97+zaNEinE4n99xzD5mZmTz33HNUVlZy3nnnMWrUqF77rqiooLq6mtLSUrMDemdnJy6Xi6ysLLMxXF5eHps2bSI5OZmMjAxaW1ux2+1Ryz7GxcURDAbp6uoiOTmZmJgYhgwZQmZmJlu3bmXSpEn86leDuOeel0lLs3HFFVdTWhpesmHy5DO44447+NnPHqaqqoAHHniAYDDI3Llzj8lrmJiYyMyZM5kyZQobN25kyZIlbN68mc2bNzN8+HDmzJnDhAkTTur50MdbZNpHpPrn4BUMIDwVpa2tLWolkfr6ehoaGmhubqa9vZ3u7m4CgQAdHR10dHT0mqsO4RL2SAgVqSSI9CYoKCggLy+PlJSUk+Lv0if13nvw859DWhqcfXa4oumf/wSLBaZPjwNy6eqCt9/O4Sc/mcJrrxn8858hVqyooKqqiS1bXCQk5NPY2EhMTEzUagWRpQw7O914PF0f9h1w43Z34fV68Xq9ZsUYhH+3I6FA5GNrayttbW188MEH5nYpKSm9goGjWdr1aFQ0ubj4j+/S0d17ytqn1e0P8fv/lBNrt/HNqSXHfP8icvL54v63EZGTwuHm83d2dkYN+nsO0CBc/hkZ8KekpOBwOLBarWRmZjJgwAAGDhzIgAEDPvXyfJ+l1tZWysrKWLt2Le+//z6NjY243W7S0tLIy8vjvPPOY8yYMQwZMuS4vRk9nlpbW7n55pspKytj9+4fMnLkEN56K/ymtKEhvIxhfDysXr2axx57DLvdzm233cbQoUN5//33WbZsGYMHD+YrX/lKn9/TdevW0dnZGTUVoKWlBY/HE9UQsOf1oUOH0tTURGNjY1SwZLfb8Xq9hEIhsrKyGDZsGLGxsUB4ysHEiRMZN24cV165n4ULF/Lmm88yZMgPiImJx26H0047jcTEh2hp2UFa2gZ+/etfEwgE+PKXz/rUFQERsbGxnH766UyaNImtW7eyZMkStm3bxo4dOygpKWHOnDlMmjTphK8MOVHFx8eb0wxOOeWUXrdHOt3X1tb2CgmamprMkCASJnV1dVFVVdVrPzabjfj4eDPETE9PJy0tjYyMDLKzs8nKyiInJ4e0tDQcDsdJWVEwYACcfz688064twmElzvNywuvehIbCwsXgsMRvm3tWgsXXGBjyJDBDBkymNmzwTDmAOEpYXV1DZSXt9DZWUd7e625lGEolIHVGvpw/wbd3R5z+kBnZxcuVzgY6O72RTUijI2NjaoWcDgcGIZBe3t71NKFycnJvYIBR+SgPyFfIMTXn15Lp/fYBwARHn+IB9/ayfiiVE4ZkPbxdxCRLzSFACLymYnM59+/f7856I+8CetZbhtp4nfwfP74+HhSU1NJTk4mNTWVhIQEbDYb+fn5DBgwgAEDBlBUVHRSDY6DwWDU2f49e/bQ0tJCbGwsGRkZnHbaaUyePJkRI0ZQUFBwUs85vvfeJv78520MHFhGfHw8p502iUsvLeTvf4fFi2HHDjjtNPja13Zz7733EgwGue666zj99NPp7OzklVdewWq18l//9V99vukOhUKsWrUqaioAhIOH7u7uqIF/z+aA8fHxTJ48mZaWFurrw83K7HY7sbGxpKSkkJaWhs1mMwMACC8fWFNTQ0FBAfPmzaOqqop3332XV155hcsuuwyw8MtfgtOZxT//Wc2tt+bS0ODgd7/7HcFgkHnz5h3T19ZmszF+/HjGjRvHzp07Wbp0KZs2beKJJ57gzTffZPbs2UyZMgWn03lMH7e/i42NJScnh5ycHMaPH9/r9kiJes8lSuvq6sxKgkjTwkAgYJa3H7wkXk+R/iUOh4PU1FRSU1NJT08nIyPDbNCXk5NDRkYGDofjhKosyMuD7343XAnw3nswbx6cdx6Ul4dXNzn7bNi6Fa68EhobYc+e8Monr74avu9998GwYWAYH/UbeP75cGhwyy1w9dUh4uI8fPe7e1ixopvq6g6ys7fS1BRDZqaTnJxwiBwMgtfrNpeGjXz0+Xw0N7fT0tKCy1VCe3sJAwf+K6paIBIMdHR0sHPnTvO5OZ3OXsHA0fyu/f4/ZTR0dGN8wikAnZvewAj4cU4877CBd7c/xLUvbGTxj2cRH3PyBUkicuycOP8dROQL53Dz+b1eb9Sg/+AO0AAOhyPqTH9cXBxxcXEUFRWZg/6CgoKTruS5o6ODsrIy1q9fz8aNG6mvr8flcpGamkpubi7z5s1j7NixDBky5AszaFu/fj3Llz9Abe0j2Gw/4vXXh7F6dSFPPgmZmTB/fnjO8L/+5eauu35GV1cXl1xyCeeddx6GYfD666+zd+9ezjnnnKgBfk+RrvCjR482pwIA5hn+goIC82sxMTFkZWWZg/7ExETy8vLM/gCRAX8gEMAwDBobGxkyZEjUz9qGDRsoKCjAbrdz2WWXUV9fz9tvv/Nhj4lZhELwve/BG29MoK7uT2zZEsPpp8/nd7/7A4FAgHPPPfeYV6hYLBZGjhzJiBEjqKioYPny5axZs4bnnnuOt956i5kzZzJt2rSo5oty/ER+zrKysigtLe11eyAQoL29nfr6eqqqqsxeBC0tLea89c7OTrN5YSAQMAODyM9uX2w2mxkWpKSkmGFBZmYmmZmZZliQnp5uTnU5Xtzu8JKmkeKF5mYIBKC9HVJT4cc/hssvDy9vumsXDB0KXV3h69ddB9/4Rnibv/wF7rorPH0gEAC7Hbq7IScnHCSsXWtl1qwkxo4dy6OPQkEB/OAHX+KGG/y8/rpBUlI3Z5+9laKi9Wzfno/LlYjT2UlqaoCUlBb8/o+CgS1bplBfP5P8/NdpaWmhpaXFfD6RxqE9qwYMw6Czs5Ndu3aZ2zkcjj6DgYN/58vqO3ly1b6PbQIYaKvnwONXkzL1a6ROvzzqtriCUdS/eCshTwepM/77sPtpcfv47dtl3DpvZJ+3V1RUUFJSwp133snPf/7zw+5LRE5eCgFE5JgJhULU1NSwb98+c5m2yHx+l8sVNej3er1R943M54+c5Y/M53c6neaAf+DAgWRnZ590Z8ODwSDV1dVs376dNWvWUF5eTktLCzabjfT0dE499VTzbH9RUdFJWep7OK+//n88/PBD+P1+Jk9+hXXrvsfChRbuuAMuvRQivbduvdXPW2+VUVJSx6xZs/jOd76DxWJh27ZtLF68mJKSEs4779BnuiJTAWbMmBG1TXV1NXFxcWRmZkZtX1hYaA6kIuvTd3V14fP5zBAgcubV6/VSX19PYeFHHba3bt3KWWedRVxcHGlpaVx55ZU8/PDDvPzyy9TVjaeuLpXFi2H0aDjrrCSuvrqS//zHRnOzi0cffZRAIMiFF15wXKaqWCwWSkpKKCkp4cwzz2TFihWsXLmShQsX8vbbbzNjxgymTZtGXl7eMX9sOXJ2u91c9rCvHhcQ/rvqdrvp6OigsbHRXHavubnZHKBG/q5GwoJIZ/3IygiHEqlwSUpKMsOCjIwM0tLSzPAiMzOT1NRUHA4HCQkJxMTEHNXPbFcXXHYZ+HxQXAx798I118DAgVBbG64MyM2FZ5+F/Hw49dRwODBsGEyeHN7HKafA5s3h7fPzMafTxMeHB/t//jPMnQtjxoSXTU1Lg6uuguuvDwcx+/bBokWxvPHGVO66ayqPPOLnL38JMWhQK15vF+PGrWX79hTWrZvEhAkbaWlpoKNjBBbLLIqLT8Pl6iIQqKGzsxO/328GND2/jwf3GDAMg7KyMsrKysztkpKSzGCgsLCQgoICrv3579j1+J2HfP0Kr30Om+Pw5fux2cVkL7ibhhdvIyZzAEmjZh5y225/iOfW7Of6Lw0lMVbDAJH+Sr/9IvKJRc6Q7t27l3379lFRUWHOoT54Pn8gED3X0W63R53ljyyvlZWVZQ76T7b5/BGR12XPnj1s3LiRLVu2UF9fb3aZz87OZu7cuUyYMIEhQ4ZEdZ7/IjEMgyeffJLnn3/+w9fkfubMOZV58yw88kj4Df1jj0FnJ9x3X4jnn6+kuPgGSktLueWWW7BarbhcLhYtWoRhGFx00UUkJyf3+VihUIiVK1eSnp7eqyy75/KAPRUUFLBhwwbzc6fTSWxsLKFQ9Bm5xMREvF6vWf4f+Xn0+/1s3brVbCg3ZMgQFixYwOOPv8jSpQGuuMLN//t/iTgc4bnOw4cPIBh8hLvucjNq1PU89thjGEaIiy666Lj+jOfn57NgwQLmzp3LqlWrWLZsGa+99hqLFy9mypQpzJgxg4EDB550v2f9hdVqxeFwmGeWD8UwDNxuN52dnTQ1NVFfX29WFjQ3N5uN7yJhgdfrJRgM4vF48Hg8UY3z+mK324mJiSEuLs5cgi8y4O3ZkDU1NZW0tDTS0tI+7NWSwG//P3vnHd9Uvf7xd0ZX2qZtutI9aEtBSlkFywZZoleQIaBcASeu60AQwQE4GHIdV2cY1OQAACAASURBVOQqgvOCIooDByBLRpllFLBA995NmjRNmmb8/ji/RMIGUSme9+vVFzT9npnknPP9PM/zeV73pLBQSl4ejB0rtDoFoQxo0SJoaYH27YVIf2ysMMlvaYGiIuH19eshNVUQB4RzIvybkiKUDWRmwoIFsGEDHDgAt94qiAW//gqzZwtjb7lFEAuKi8FqdaNjR1iyRI1KBbNnJxAVZeHBB6s4diyWHTuk/3/MbmRnj6SoKAaTyZPOnQ+SlrYNo1FzVinBmZ0JZDLZOT0GcnJyyMnJAaDZLuNwsZBl4Nv1H7iHJZ39/nteWnmbhzqBkPEvYSrKwm6zIpGeX0yWSGDdkXLGpUVf0rpFRESuP0QRQERE5LLQaDQUFBQ4J/4Gg8GZCqnVatFoNDQ0NJw1kfL09HSZ9CsUCuRy+Vn1/H92S6arhVarJT8/nyNHjnDo0CHKy8vRarVOH4PU1FS6d+9Ou3btiI6OvqZqdf8ILBYLL7/8Ktu2bQEgPX0EGRk9mD9fgo+PkObboQPMnAnz59vR6b4gNvZ9oqLCeemll5wu/j/++CM5OTkMHjyYzp07n3d7jlKA9u3bu5QCAFRUVLi0B3RwelQfcAoMp9f+gzAJc3d3d0ZjTxdtDhw4QNeuXZ0T6J49e1JeXk5LyzNER7dDKn2M++/3wGwWUpc1mkgWLixlwwYFtbW1LFu2DIlEzqhRIy7n9F4RQUFBjBgxggEDBrB79262bt3Kpk2b2LlzJ127dqV///4kJSWJYkArRSKR4O3tjbe3N2q1+pzlB/Bba0SdTkddXd0FxYKmpiZaWlqcZQgWiwWj0XhWG77zIZVKcXNzw83NDYVCgY+PD1lZ3vz8s68z82v6dD9sNqGFokTiQ0WFkHUwY4YX06a5MX069OwJ9933W9aQ4yPaowc88wwMHSqYDS5aJPgNvPqqUH5QWipkCgj7AhoNBAZCbq5gUuiwj/n2W/jPf+QMHBjBbbfBG29UYjRCmzYD0Whu4JlnTmGzFXLihI7mZne8vYNcMouam5vP8hg4veTNwenCgFKppMo3CRDEF4+oG/BO7n3pb/g58AhLwuMcQsKZNJmtvL+zQBQBRET+xlzfT6EiIiK/m8bGRmd6f0FBARqNxhlxckz6tVrtWZF+R3qp48fT0/O6qOd30NTUREFBAUePHuXgwYMUFRWh1WqRSCQEBAQQGxtL586dad++PfHx8ddttP9c6PV6nn12FseOHf3/tPR5DB/em6wsCbW1gpGXQiE8vD/0EFRXZ1JYuIyAACWvvPKKc7KenZ3Nzz//TFRUFCNGjLjg5DQzM9PZFeD0cUajkYaGBnx9fc8yjAwKCnKm+gNO/wWJROI0DXQcj1qtpri4mPLycpf3srKykoqKCmeEViKRMGLECCorK9m58yBff13O7t2xPPGEhJtvFkoDtmyJJCRkGb/+upGQkHd5772luLnJ+cc/brkKZ//iKJVKhg4dSp8+fdi/fz9bt24lIyODffv2kZKSwoABA+jQocN1V5YiIuBojejl5UVoaOh5yxAc3i1NTU0YDAbq6+tdhF6HgatOp3N2PjAYDBiNRqdwYLPZnC36GhsbL1iacDpubm7I5XKCgz2JjfXGbvfj5Ze9nJNnb29vFAoFHh4+NDTcTNu2uRw6ZEajScTLyxO1WofB4EGHDl4cPCghOVnCBx8IJQghIVBfD8HBQkcCEPwJ2rb9bfuORjQxMXKKi3354YeuPPBAV0aPFib8ju99fn4+n3zyCceOHaO+vh6z2YxSqaR9+/akp6djMplcxAGTyeQiDFQmJmLj95e3GbK3o8/8HnN1AdhsuAVHo+w+Cu92fc4aayrKQrdvLSXlJ/F81kx4eDgDBgxg4cKFZ5VMff/998ydO5ejR48SEBDAxIkTmT9//lkidk5ODvPmzWPTpk3U1dURHh7O2LFjmTNnTqsy6hUR+TshigAiIiIumEwmioqKnNF+x0Obo1+2Y9J/Zk2/l5eXMw3U398fd3d3fH19nW36oqOjW2U9vwOz2UxRURHZ2dlkZmaSk5PjFD/8/f0JDQ1l8ODBpKSkEB8fT1BQ0N8yolpeXs6MGTMoLS3F3d2djh1fo64ulT59hGjbrbfCtm2CGWBzM0yfns3+/bNxd3fnhRdeICYmBhAm719++SUWi4VRo0adFcU/HZvNxo4dO1CpVKSmprr8TaPRYDQaSUhIOOv9kEqlhIeHU1BQAAjpzt7e3hgMBpRKpTPaaTabUalUFBcXn9cg8PQ0bXd3dyZOnPj/LeI+57HHRvH668IM46WX4OOP4cUXVZSX38zBg6HEx8/lnXfexsPDjSFDhlz5yb9MFAoF/fr1Iz09nYMHD7J161aOHDnCkSNHaNu2LQMHDqRz586tVqgT+X1IJBI8PT3x9PREpVIRFRV1Scs5sgUcPjCOe4Yju0Cn06HT6ZwTY0dXhJaWFqd44Pi/0Wj8/9r70vNur1OnN1m3Dtatg6amSPz8/Bk7NhuZTIbZHMZjj83g4Ye98fWto2fPL3joISMZGc8SHPwNe/Zo8PLyIiRkBK+9VkyfPnWcOBGLySSI2lptDcuXl7Nliy/33qvg2WftTJjgTkxMDDExMfj7+/PUU08xcuRI1Go1BoOBjIwMMjIyqKysZOLEiQQGBjr3taWlxdmusKamBpMiBCgGwG42Ym1qcDk2iZsHUjfPC55vzfZP0WWsxjOuM/69BYfFplO7qf12IdbGepRpv2UZ6Q/9RP2Gpch8A1F1u4WHbrkRe2Mt69ato7S01EUE+PHHH1m6dClTp07lnnvu4dtvv2Xx4sUEBAQwa9Ys57jMzEwGDhyIv78/Dz74IBERERw5coT//Oc/zvIj8RoiInLtIYoAIiJ/cywWCyUlJc70/vLycmw2m7O1lcMAyWg0uizn7u7uUvvp6emJl5eX04wsLi6OwMDAVjsRdpj5nTp1iszMTLKzs5395v38/AgMDCQ9PZ3U1FTi4+MJDw9vtQLH1eLYsWM899xzaLVafH19SU5eSnZ2FJMmCX9fvFiY+I8eLRh3FRU1ERo6A6nUyhNPPO3Sh339+vWcPHmS/v37k+ZoKn4eSkpKKC0tJTExkdDQUJe/Od6z89VSR0ZGOkUAEKLkBoMBhULhkvLsEAIcbQTPNAgcMmSIs4QBICAggEmTJqHVvoXZ/CbZ2f9i7dp2fPYZZGQI0cjx4/3o1as7EklHjMYs3njjDeRyOQMHDrz4yb6KuLu7c+ONN5KWlsbRo0fZunUrx44dIzs7m7i4OAYOHEhaWhpeXl5/6n6JtE4chq6+vr6o1epLWsZRonCurAOdTodWq3XJOjCZTM4fhxGi1WpFJqvAai3FahWu4VBESsojAFgsXlRVGSkv9yAoaDnZ2QfIzRUm3RJJFu+//wIrV0pxdy/CaBTMBz79dDebN9fi7V1Nc/NtzJoVyGeffYiHhweenp7I5XJGjhyJt7c3ZrMZhULB8OHD8fLyYvPmzVRVVaFSqTAYDE7BQyqVCv4Kngrw/K37S92Pb511XpQ3jiGg/+Tznrfmylx0GatRdh9FwMB7fluu221UfzkP7Y7/4dNxMFIPBRZdLfWb3sMtMBL1P1/D29ePtv3bcVePGF566aWzSviOHz/O8ePHiY2NBWDq1KmkpKTw9ttvu4gA99xzD2FhYezfv9+lm81NN93EqFGjWLlyJZMnn/8YRERE/hpEEUBE5G/GmQ7+xcXFWCwWrFarM2qj0WhobGx0WU4mk7lE+r29vXF3FyIicXFxxMfHo1arW+2k3263U1lZSW5uLgcPHuTYsWPU1NSg1+vx9fVFpVLRu3dvp5lfVFSUGN04jW3btjF//kKam42o1WoWLlxIeXkUs2bBvn0wZAj4+cHbb8Px41BTU81bbz2GVtvI3XffzbBhw5zrysnJYcOGDYSHh3P77bdf9DN19OhRGhoa6NOnz1lj6+rqMJlMZ9X/OziXL0BFRQUWiwWlUolOpwOEto5hYWHU19dTUVHhYhBoNps5duwYXbt2dVlXfHw848aN44MPPuCjjz5CInme//zHh5AQsNuFFmjx8d7MmHEvc+Y8j06nY/Hixcjlcvr27XtpJ/4qIpPJ6NSpE6mpqZw4cYJt27Zx6NAhli9fzk8//cSAAQNIT0+/btpWilw7nF6iEBgYSHT0pdeq22w2zGYzZrOZ5uZmTCaTy6Tb8ePoltDU1PT/gkMHp5BgNBqJi3sFnc6D5mYbnp5W8vPBYlFy6tQ07HYZnp6VtGmz1BnJPxO73e4si3O0vN20aZNLa1KHwN7c3EyDGeyxv5XR+fWagEfUDS7rlPu5+pucieH4NkCCb7d/YLeYXf7m3a4vxtx9NJdl4xXflaYTO8Fqwa/3BKSePjRbrGiNLc7xZ4rYI0eOdAoAILxHAwYMYMmSJTQ2NuLj48PRo0fJyspi7ty5zrIPB71798bb25uNGzeKIoCIyDWIKAKIiFznOJzqHen9Zzr4n24CZbfbncs5WvY5Jv1KpRKZTEZkZCTx8fHExcURGRnZauuG7XY7Go2GvLw8Dh8+zOHDh6msrKShocFZ2tCpUye6dOlCUlISsbGxeHpeOC3z78ratWtZsmQpNpuFtm3b0qvX6xQXexMVJaS+T54Mn34K//ynIATExDTy2msz0GiqGDZsGJMcqQII9bZr1qyhubmZkSNHuqTSngu73c7OnTvx8/OjY8eOZ/29rKwMNze3s8wCHZz+gA6/mQPqdDpiYmJcRID4+Hjc3NwwGAzo9XqXTgWZmZlniQAA6enpVFRU8M0331BcnE1xcWc6dZJTVgbPPgs33ghduqTi5rYCo3EJ8AsLFy5ELpfTs2fPCx77H4VEIqFdu3YkJydTWFjI9u3b2bNnD59++ikbNmygX79+9O7d+6xuCyIifwVSqdRZtnA1sNlsbNq0iaFD3+eRR9K47z6//89C8KW5+VEaGxtpamqisbERo9HoNNesrq52uYeCcD2JjY09q8zBZrPhZrRRedpYt+AYvGJdO5tcjJa6EsBO2dIp5x3jKDFo0ZQD4B7aRjhOO1is9vMuFx8ff9ZrjutxXV0dPj4+ZGdnA/Diiy/y4ovnbnPoaMMqIiJybSGKACIi1yEOp3pHtL+xsRG73Y7BYHCpz7Q63I/+H19fX+ek38/PD7lcjlqtdkb6o6Ojz3JOb03o9XoXM7+SkhK0Wi0ymYyAgAASEhLo2rUrycnJxMXFiRHPi2C32/nggw/43//+h91up0ePHphMr7JihYwbbhD6ej/zDHz4oeDsbTDA1KktzJ37AoWFhXTt2pVp06a5RKDWr1/Pr7/+Sp8+fbjxxhsvug+OFpURERHnjPaXlZWdszOAAx8fH/z9/Z2p/wqFAplMhslkws/PD5lMhtVqdWbGhIaGUlpaSmVlpYsIUF5eTnl5+VllBxKJhNtuu43KykpstjcpLHyJe+6JQyaTMGiQ0Mf8iSfg11+D6dx5Knl5ZmA38+fP5/nnn6e7o1H6X4Bg6iiU9gwaNIidO3eyc+dO1qxZw88//0zfvn3p3bs3YWFhf9k+iohcbRzdQEAwuD1TKDyd119/na+++oohQ4YwduxYwsPDcXd3p6ysjMmTJ/OPf/yDOXPmuCxjt9sFoWHnXqb+WHMV9lhC6F0LztsSUB7g+H66TvjlUgmebucvYbuQwO8QOxz/Tps2zSWb63Qu5OciIiLy1yGKACIi1wFNTU3k5+c7J/6CkRJOUyVHbWVLS4vLcgqFwjnp9/f3x83NjcDAQGekPzY2ttW27APBzLCwsNBp5peXl+cUPwICAggLC+OWW27hhhtuIC4uDpVK1WrLGf5sbDYbr7/+OuvW/YBEYmfo0GEMHTqdJ5+U8csvYLMJvbsfeQRWrIBXXoFly+y8/fa/OXjwIHFxccyZM8elpOLUqVP88MMPhIeHM2rUqEvyWHC4ct9+++3nHF9ZWek0NjsfkZGRThFAIpGgVCrRaDQ0NTURGhrq9MkwGAyo1WpKS0uprq4mISHBZZsHDx48p/eAm5sbd911FzU1Nchkcxk58l5GjuyLXg8TJgj+AAsWgJ9fGPPmTQOeQK8v5aWXXmbu3DkuXgl/FREREYwbN46bbrqJnTt3smPHDr777ju2bNlCeno6ffv2JSYmRvz+iPyt+PTTT4mNjeWnn346S8w8HxKJBJlMRse28Uh+qv1d23cLCMdEJlJPH9yDYy48ViWIpOaqfNxUEXi6yYgK+H3398TEREAQDAYNGvS71iUiIvLnIooAIiKtELvdTnl5Obm5ueTk5FBWVobdbsdsNrtM+k0mk8tyHh4ezkl/QEAAHh4eKJVKZ7QvPj7eJbrZ2jCbzZSWlnLy5EkyMzM5efKk8zz4+/sTHBxMnz59nGZ+rdnD4K/EYrHw4osvsmvXLiQSmDBhApMmPUBDg8TZv1sqFfp233wzHD4slAIcPfoR//vfBoKCgnj11VddMi2ampr4/PPPsVqtjBw5kuDg4Eval4yMDLy8vM45UbZYLNTU1DjbVZ6PyMhIjh075vzdIQLodDrCw8MpLxfSaHU6HREREfj6+qLX66mtrXUpM8jKymLIkCHnzJbx9/dn0qRJvPXWW2zcuAqpNJwFCxIYOlRokxgUBHI5eHgEUV39MP/5z2L0+nrmzHmZl1+ec85Sh7+CoKAgRo4cycCBA9m9ezfbtm1zpkN37dqVfv360bZtW/F7JfK3QCaTIZFIXMoALBYLCxYsuOiyYWo1iWo/Mo9e+fa9OwxAn7kO7baPCB793FnZAJbGeuQ+ggCqaNsLzbYPadj1GV7xXbG6+ZAS8dt10W63X/b3tnPnznTo0IF3332XBx988KwSAovFgk6nE0uHRESuQUQRQESklWA0GsnLyyMnJ4fc3FwMBgNWq9XFwd9hRuRALpe7TPq9vLxQKBTExsY6o/2t2cG/sbGRkpISTp48SVZWFrm5uWi1WmeLN5VKxYABA+jcuTNt2rRp1R4G1wpNTU0888wzZGUdRSaTMnXqQ3h4jKV3bzhwANRqGDMGvvxSGF9ZCTKZEBlbufJ/KBQK5s2bd1YK+ffff8/JkycZOHDgJZUBADQ0NPDrr7+iVqvPWb/qEIAu1rnhzHRfhzjh8AFwTPodIoBarUav11NZWekiAjgMAs8XuY+Li2P8+PGsWLGCDRs+Z8SIf/HAA0octgerVsHChdClS08KCj4mNnYKOl0tjz22iqVLZdxwww3nXO9fgVKpZOjQofTp04d9+/axbds2MjIy2LdvH+3ataNv37506tSpVZcPiYhs3rz5LDEdBDFs6tSpjBkzhmeffZabb76ZUaNGodPpWLVq1SWbxvaICyTzd+yfR1gSfr3vomHnSio+eAxFch9kviqs+jrMFTkY8zOJeeY7AOTKIFQ3PUD9xv9SvuIR/DsOYn1UKeXl5Xz77bd88MEHdOp0eZ4EEomETz/9lIEDB9KxY0fuuecebrjhBpqamsjNzWXt2rXMnz9fNAYUEbkGEUUAEZFrFIdbfU5ODjk5OZSWlmK32zEajdTX11NXV4dWq3Vp6yOVSp2p/QEBAfj4+Jzl4B8aGtoqW9k5jPwc6f1Hjx6lqKiIhoYGzGaz08SwZ8+epKSkkJSURExMjDgJuYrU19fz9NNPk5+fj7u7GzNmzGDw4MEAbN8OK1cK9f933gl9+0K7dkIngH/+8wgvv/wmMpmU6dOn0759e5f1Hjt2jI0bNxIbG3vJZQAAJ06coLa2lgEDBpzzodvR2vJ87QEdhIWFOWv/4TdzQL1ej91uJzw8nJMnTzpNAkNCQsjLy0Oj0dDc3OzSGjAzM/OC6fs9evSgvLycr7/+Gqn0XRSKxwAvli2DWbPg889h0CB4801f8vPnsmFDBqdO3ctTTz3KW289TnJy20s6N38WCoWC/v3707NnTw4ePMj27dud38/o6Gj69u1L9+7dL5iJISJyrbJ+/fpzpva3bduWqVOnMn36dOx2OytWrODxxx9HrVYzbtw4pkyZctZ17lwM66Bmufz33Y/9e0/AXZ2APvM79Ae+xdZiQqbwxy04BtXgqS5jfbsMRx6gRrd3LfrM73hs/1rCw8O56aabiIqKuqLtd+rUiUOHDjF//ny+++473n33XXx9fYmNjWXy5MncdNNNv+v4RERE/hgkZzqZXohu3brZDxw48AfujojI3xuTyUReXp4zzb+xsRGbzYZWq6W+vp76+nqamppclnG0rwsICECpVCKXy68LB3+bzUZVVRUFBQUcP36cY8eOUVFRQUOD4HTs5+dHYGAg7dq1o0OHDsTGxhIZGSlO+v8gysrKmDZtGpWVlSgUCubOncumTWls2gT/+Q/s3w8VFfD446BQCJkAvr4QEVHMc8/9C51OxwMPPMD48eNd1qvX61m0aBGVlZU8+OCDdOvW7ZL36a233mL9+vXMnz//nBGs3bt38/zzz/PQQw8xevToC67r/fffp6yszPn7nj17MJlMdOvWDS8vLzIyMrBarfTq1Qs3NzeOHz9OTU2N0zDzdB5++OHzdiMAaGlpYfny5ezcuZMhQ4Ywfvw/ufdeKZMnCwIAwN69cPfd0NBgID7+CdzdcwgODmH+/FdJSEi45HP0Z2Oz2Thx4gS7du0iMzMTg8HgbK+Znp5+3laNIiJ/JxyP3na7jS7zfkLbfOHxVxtPuYTP7k+nc7Ro2icicr0hkUgy7Xb7RR+mxEwAEZG/ELvdTnV1tTPaX1JSgs1mw2QyOSf9Go3GxcVfLpejUqmcP+7u7gQGBpKQkEBCQkKrjX63tLRQWlpKfn4+WVlZZGdnU1tbi06nw93dHT8/PyIiIhg6dCjt2rUjJiYGtVrdKgWO1sbJkyeZOXMmGo0Gf39/FixYQHJyMrm5UFoqZAEcPQp79oCHBzz1lFASoNVqeeSRZ9FqtYwYMYJx48a5rNdut/PNN9+Qn5/PsGHDztli73yYTCYOHTpEcHAwbdueOzpeWSk04FKr1RddX2RkpIsIoFQqMZlM6HQ6fHx8nAaBOp2OwMBA1Go1NTU1VFZWEhUV5VJSc/jwYYYMGXLebbm5uXHnnXdSU1PDli1b8PGJorR0IKe15GbePFCpYO9eb7ZuHc7SpUupqalm1qznWLRogUv/7msJqVRK+/btad++PcOHD2f37t3s2rWLdevWsWnTJrp06ULv3r1p165dq8xIEhG5Uux2kEjAagWp1M7u3bt5552VYPFCEtMbu+zSSgiuBv4eEjpF+f9p2xMREbn2EEUAEZE/mebmZvLz8521/TqdDpvNhk6no66ujvr6+rNq+318fJyTfj8/P9zc3IiNjSUxMZHExMRWabrT1NREcXExOTk5HDlyhNzcXDQaDY2NjU4jt+TkZDp27EhSUhLR0dGt2r+gtbJ//37mzJnjdMZ/7bXX2LMnisOHBWf7L74Ad3eYNAm2bYMXXoD27aF/fxOzZ8+mrKyM9PR0HnvssbPeu0OHDrF161YSEhIYMWLEZb23OTk5VFdXM2jQILy8vM45xtEe0NHb+kKc6QugVCqprq52mgOGhYW5iAAOAa6pqQmdTueS7p6VlcVNN910QYHKz8+Pu++++/+NAlfTtm0H3norhNRUWLZM8FHYtUvosFBTM5LIyFhKSqZTXV3JzJnP8tpri644fffPIiIigjFjxjBkyBD27dvH9u3b2b17N3v27KFt27b07duXLl26XLX+7iIi1zKOy9uxY0dYtmwZ69b1xGCYSNfuK2lxA4PtwstfLWTYmHvrDeK9VETkb44oAoiI/MHY7XZqamqc0f7i4mJsNhvNzc3OaH99fb1LtN/Rt94x2XC4+jsm/bGxsZdsPHQtYLfb0Wq1FBcXk52dTVZWFkVFRWi1WkwmE0qlEn9/f9LS0ujYsSNt2rQhOjraxT1e5M9n8+bNLFy4ELPZTFxcHP/+97/x9lbh6QkzZkBjI4wfD8uXw+rV8NFH8PXXkJ5uY8GCBRw/fpykpCSef/555HLX241Go2H16tW4ubkxZsyYy+5KsW/fPiwWC+np6ecd4xABLqVP9Zlp6qf7AoBQduPj4+P8XSKREBoaSklJCZWVlS4iQGNjI3l5eSQlJV1wm7GxsU6jQKVyEV26zGLiRBV33y2cS4D33oPkZAmFhZ1Qq1+jpmY6lZUVPPvssyxcuPCCPcyvFZRKJYMGDaJv374cOXLE6Rvw66+/EhERQd++fenRo0erFDNFRC6FWbPg+HEdiYnz2LfvGNnZs/D2NjJ/fhF3372YFd9t49+Zzdikf+xjudRuJdBQyJ5vDxLrNf68WVQiIiLXP6IIICLyB2A2m8nPz3fW9jc0NGC3212i/Y2NjS7LeHt7nzfan5CQ0Kqi4DabjerqaoqKijh27BjHjh2jvLychoYGbDYbfn5+qFQqunXrRocOHYiLiyMqKsrFYE3kr+XLL79k6dKl2Gw2UlJSWLBgAd7e3gD84x/QtSu8+CK0aQO1tfDpp4IfQNeudpYte49ffvkFtVrNK6+8gkLh2ovabrfz1VdfUVZWxm233UaHDh0ua98sFgv79u1zekKcC6vV6vQvuJTJZUBAAAqFwum54ePjg1QqxWAwYLFYkMvlhIWFUVBQ4GylpVarKSkpobq6moSEBJfI/+HDhy8qAgB0796diooK1q5dS0HBf3n33ad44AEvTCahtKKmBgYOhHXrJPzjH50YPvwR1q9fQmlpKbNmzWLhwoWXVO5wLeDu7k5aWhrdunUjJyfH2U1g1apV/PDDD/Ts2ZOePXsSExPTaq51IiIXoqUFqqpKsVo/5McfnyA1VUtIiJROnZSMHduD2Fgr9923i+PHj6BKU6AJjMHKH1PiJsGG0lPGPYlK9u48xJtvvsnNN9/MsGHDWmUJoYiIyO9DFAFERK4Cdruduro6Z7S/qKgIq9WK2Wx2ifZbLBbnMjKZDH9/f2e039PTEz8/P2e0uE6lggAAIABJREFUPy4urtXcmC0WC2VlZRQUFJCVlcWvv/5KbW0tDQ0NyOVy/Pz8UKvVDBw4kBtuuIGYmBjCw8PFev5rELvdzvvvv8+qVavQajsRHt6P+++/FW9vN2w2kEqFmtbwcHjjDThyBH75RegM8Mgj8MMP3/Hll1/i4+PDSy+9RHBw8Fnb2Lt3Lzt37iQ5OZlbb731sid8BQUFVFRU0LVrV/z9z13X6igtadOmzSVlzUgkEiIiIsjJyQGE2nYfHx90Op2zz3VISAi5ubkYjUYUCgXe3t4olUp0Oh21tbWEhoY613fy5EmamprOEkDOtd1bb72V2tpatm7dSq9eH7Jt2wPs2iVn9myhzCI7G3x84OOPJQQEjESlqmfVqlUUFRUxe/ZsFi1adEklD9cKEomEpKQkkpKSGDZsGHv27GHXrl2sX7+erVu3kpqaSp8+fejQoYN4jRBptdTU1LB8+XI2b96MTheGn98J6uvnsGmTD+vW+fP6683I5bspK7Pg6zuYO0KjKIjMZk9hAxaurl+GVALe7nK+e6wvUSoFqe3b8uWXX7JmzRpycnIYN26caNopIvI3QxQBRESukJaWFgoKCpwTf61Wi91uR6/XO6P9jtRhBwqFgoAAFYGBKvz9/ZHJ3IiOjqZtW2HiHxQUdM1HwBwZDadP+nNycpzH6+Xlhb+/P23atCE1NdXZqq81HNvfHZvNxqJFi1i/fj1VVTdRV/cwaWkqhg2TkJkJYWHCOJkMbDZhYtqrF/z0k1AasH//bt555x1kMhmzZs0iMTHxrG3U1tayZs0aFAoFY8eOvegk+VwcPHgQg8FAr169zjumrq6Opqamy6qbj4yMdIoAgHOCr9frUalUuLm5ERQUhE6nc+63Wq1Gp9NRWVnpIgJYrVaOHj1Kjx49LrpduVzOhAkT0Gg0ZGRk4OMTwtq1o4mKkuDhAZs3C1kWQhMCCffccw8tLS188cUX5OXl8cILL7BgwYJWWT6jVqsZOXIkgwYNYv/+/ezYsYPMzEwOHDhAmzZt6NevH926dbuiz4mIyF+BVqvjk08+4scff6SpqYWTJ19ApVIzbVoY//63ko8+spOaupWEhP9hMFRw111DyMoaQKdO7rw4MpBpa46w8dcqjC3Wi2/sEnCXSfHzcuOrh3oSrRK+R+np6cTHx7N69WoOHDhASUkJI0eOpG/fvqJhp4jI3wRRBBARuQwMBgMnT57kxIkT5OfnY7FYaGlpcYn2t7S0OMdLpVL8/f1RqVR4eUVRU5NE164VxMcnkZycQFxc3DWfAm80GikvL6eoqIjs7GxOnjzpNExrbm7G19cXPz8/unTpQkpKCgkJCURHR4t9wVsZZrOZF198kd27d2MyqbFY7mfLFhUdOkh4+GE4fFgYFxIiiACO50RHdkBFRQ6vvvoqVquVRx999Jy1+jabjS+++ILq6mpGjx59RfWodrvgqq1SqS5YRlBdXY3RaCQmJuaS130+XwCdTud8Ta1WU1dX50zBd2QHaDQaTCaTi8nd4cOHL0kEAKEcaPLkybz11lts2fI9Tz8dxuuv96JnT+jW7bfzDUIk/YEHHsBgMPD9999z/Phx5s2bx7x5885rknit4+Pjw4ABA+jTpw9ZWVns2LGDY8eOsXz5ctatW0efPn1IT08/Z2aJiMi1gMlk4tNP/8e3335DY2MjWm0avXsHEhLSlQ8/9MHXF3r1MjJ0qIxevZYTGGjhxhvnsWZNV6KjJfTvD3KZlDfHdWJNZikvfHsUk9kC0ivPhvFykzEwOYRXb0/Bz8s1Iyo0NJSHH36YLVu28M033/DRRx9x6tQpxo4de0k+KiIiIq0bUQQQEbkIGo2GEydOkJ2d7Wzh19jYSH19PXV1dej1euyOpr+Ap6enM8Xf398fqdSDuLhI5PIU7r67C599JjzE19XBd98JjuoTJ8IF/M3+NFpaWqisrKS0tNQpdpSUlKDX6zEYDHh5eaFUKgkNDaVPnz4kJycTFRVFVFRUq518iAji1owZMzh+/DgymYynnrqDn35Ss3ev0NZqxQpoaBCc/x96SPi8OipVpFKhFd/s2bNpbGzkjjvuYOTIkefczo4dO9izZw8dOnRg2LBhV7SvpaWllJSU0KZNG5fI+5kUFRXh7u5+WfXy5+oQAIII4PABUKlUlJeXO8fI5XKCgoKorq6msrLSpXVfRUUFVVVVF9zP0wkODmby5MksWbKEbds+YdEifzp1ugGbDc4MhEulUh5//HEMBgNbtmxh//79LFiwgNmzZ7eaMqJzIZfL6dKlC507dyY/P5+MjAz27t3LmjVrWL9+Penp6fTs2ZP4+Hgxs0jkmqClpYWvvvqK1atXo9FoaG4OxWicwY03tmfy5CAmTxbG5eXl8fXXS/D2vpPCwuksXaogIyOJp5+G22//bX0SiYSxXSP5ZfV7/FDrD8EJQntB+aWbAXu7y/D2kLNgVAoDk89//ZHL5QwZMoSEhARWrVrFL7/8QklJCePGjaNDhw5UVcElXr5ERERaGaIIICJyBna7naqqKrKzszlx4gRVVVXYbDa0Wi21tbXU1tZiNpud4yUSCQEBAahUKgICglAoPPHzU5KQkEBiYiLx8fF4enpiMsETT0BVFajVcN994OsLPXoIvzsiqn8WNpuN2tpaysrKyMnJcWY3NDQ0oNfrcXNzw9fXl4CAADp16kRycjKxsbFEREQQEBAgPoBfJ9TV1TFt2jQKCwuxWGL517/u5ZZb+tDQIAhU770Hb70FU6cKzv8LFkC/foIhIEBDQwMzZsygurqam266iQceeOCcnw2H+Z2fnx933HHHFbeFy8rKQqvV0rNnzwt+BouKilAoFAQFBV3yuj09PQkKCqK2thYADw8P3N3dMZvNmEwmvLy8kEgkeHt7Y7VanfXqarWa6upqqqqqzjK1O3z4MEOHDr3kfUhISODOO+9kxYoVrFu3gjZtniBaqAM4C7lczjPPPIPBYGDv3r1s374dhULBtGnTzurG0NqQSCS0adOGNm3aMGzYMPbu3cuOHTv4+eef2bZtGykpKfTt25eUlJRW1SlF5PrBarXy/fc/snLlp1RXVwMQHNyfo0dn0KuXgnffFcYlJdkZNaoUf/+ZGI1GevSw8NNP3WhpkTgFgjM5cOAAJw7uJrqlhURlOptLrNjjbgSpFClgl7sDv11nPN2kyKVSTC1WusepmNq3Db0TgpBKL+0+HR8fz7Rp0/jmm2/4+eefeeedd+jf/xbefXc4w4ZJeeaZKz9PIiIi1yat+ylBROQqYbPZKC4u5sSJE5w4cQKtVovFYqG+vp7a2tqzTP08PDxQqQIJCAhEpfLHzU1OVFSU09QvNDSUoiIJMTHw5ptC3++RI8FigQMHIC4OIiIEl/XLmB9cMWfW8WdnZzvr+HU6HTabDaVSia+vr3PC36ZNGyIiIggJCRHNua5TSkpKePrpp6mqqkKnG4JE8hjp6b54eMA//wlTpsDzz4PDe+/22+GzzyAvTxABjEYjM2fOpLi4mLS0NJ555plzflYsFguff/45Go2GCRMmEBcXd8X7nJGRgVKppFOnTucdY7fbKSsru2wRAISSAIcIIJFIUCqV1NbWotPpnNkuoaGhNDY2OkteAgIC8PDwwGg00tDQ4GJWmJWVxaBBgy7rO9S9e3dqa2v54osvWLFiBU888cR503M9PDx48cUXmTlzJllZWWzYsAFvb28efvjh66a2Nzg4mFtvvZWBAweSmZnJ9u3bycrK4tChQ8TFxdGvXz/S0tLw8fH5q3dV5G+A3W5n+/btvP/+ckpLSwDw8enLY48NZsiQ3sybJ2H/fqioAE9PDZ07f8jixf8gPPwePD17cMstASxZIuF8l0Gr1cr777+PzWZj5syZlJSUsH/rOxiPfUda/5uRh8QREN8RD78grDYbCnc5SaG+pET4kaz2xdPtyu7XXl5ejB8/noSEBD777DN++OELevWq4ccf76SiwoM337zSMyYiInItIooAIn9bWlpayM/P58SJE04nb7PZTF1dHbW1tWg0Gmw2m3O80MIvmJCQQHx8fFAoFCQlJZGYmEibNm3w8vJi82ZhknTgAAQECBP/48fhk0+gfXuhrvrbb+H99yEoCBYuFH7XauFf/4Ibb7w6x+ao4y8uLnbW8VdVVaHX6zGZTPj4+KBUKomPjyc5OZnExEQiIyMJCwu75j0KRK4O2dnZPPvss2i1Wkymoej1T7FmjQdhYUJWiiNQ37UrHDoEXl5QXi441XfpInx/XnzxRbKzs0lOTmbOnDnnTUPfsmULBw8epEuXLgwaNOiK97m2tpbc3FzCw8PPGx0HaGpqQqPREBgY6GxreKlERkZy2GGAAPj6+jpFAEdav7e3NyaTyTnG0S6wqKiIyspKFxHAYDCQk5NDcnLyZe3HsGHDqK2tZePGjXz88cdMnTr1vNkTCoWCl156iaeffpqcnBy+/vprfHx8mDRp0nWVsaNQKOjTpw89e/bk+PHj7Nq1i8OHD/PBBx+4+Aa0lpaJIq2P7OxslixZyvHjRwHw90+ktnYetbVqVq2ScOwYzJwJw4fD6tUFHD26iJKSPO6800LfvpPQaFQ8/PCFt7Fp0yZycnJISEhgyJAhPPHEE6hUKkJDQ3l55uPI5ULQ4Y/4bkskEtLS0oiOjubtt7+nsHAzaWkn2LdvJiUl/kRFXT/XExGRvzuiCCDyt8JoNDpT33NzczGbzRiNRmeav6P214Gfnx+BgUEEBwfh6anA319JcnIyycnJ2GwxrFghZeVKuPVWmDxZ6Je+dCk8+yzccw9s2SKIAGlpwvpeeglGjRL+/8ILQvp/QQH897+wevWViQAWi8Wljj87O5vS0lJ0Op2zjt/X15fg4GB69+5NcnIy0dHRhIeHi5Gzvyn79u1jzpw5NDU1oVIl0dz8BJ07e9CpkxC9WrYMvL0hPl74bB8+DF9+CXV18MMPoFLZmD9/Efv27SMqKor58+efd7JdXFzMN998Q1BQEGPHjv1dqdvHjx+nrq6O22677YJR7traWoxGI5GRkZf9oHwhX4AzXz+9LEjI/imipqaGxMREl8j/4cOHL1sEkEql3HHHHdTX17N//35UKhUTJ04873H7+fkxf/58nnrqKYqLi1m5ciW+vr6MHj36srbbGpDJZHTs2JGUlBSKi4vZvXs3GRkZrF27lg0bNtC9e3d69epFUlLSdSWCiPx1VFVV8d///pft27djs9nw8/NjwoQJVFePJT9fxptvwt698PTTkJzcQlraLhYu9KJDBzt33XUn48aNuyTfnObmZj766COkUikPPPAAlZWVFBUVAdC5c2fi4+P/6EPFbgepNJTPPruHXr3S+emnShobi9iy5WfGjr1V7NQhInKdIIoAItc9Op3OOTkuLCzEarViMBicE//GxkbnWKlUSkBAAEFBQQQFBeHu7k5ISAhxce1JTU0iOzuMTZsk3HwzzJoFBgPccQesXw9lZfDYY/D225CaKqwvJQVOnvxtX4KDQa8X2qk1NUF+vhBZPXIEnnrq4sdyeh1/bm4u2dnZFBQUOOv4ZTIZSqUSf39/OnbsSLt27cQ6fhEXNmzYwOLFi2lpaSEhIYHFixexfbsXe/bAjBmCWeWYMSCRwMsvC8s4/m1qAi8vO0uX/pdNmzYRHBzMwoULz5uqbjab+fzzz2lqamL06NG/uw/1rl278PT0pEuXLhccV1tbS1NT02V1BnAQGhqKm5ubs8uHo+1eY2MjNpvNOQmXyWTIZDKsVqGNl0KhwM/Pj4aGBmpqalyi0adOncJgMFx2VoKnpyeTJk2ioaGBTZs2ERQUxPDhw887PigoiFdffZVp06ZRVVXFsmXL8PHxuSxPgtaERCIhJiaGmJgYhg4d6vQN+OWXX9i5cyft27enb9++dOrUqVWbJYr8dTQ1NfHhhx/y7bc/YDY3IZd7MWzYCPbsuY/x4+Xcffdvpr49esCUKfU89VQlMTGv4ub2GjfcMIt//jMKmezS7r1r1qyhoqKCtLQ0unXrxldffeW8t/fr1+8PPFLhucTTE+Ry4Vnl++8l3HdfewYODKKx8Qs2btxDeXkeEyZMcDFAFRERaZ2IIoDIJWE0W8mu1FGlM2G22HCTSQn29aB9mBJvj2vvY1RbW+s09isrK8Nut9PQ0EBtbS01NXVUVyeg0fRHLm9Erd5GeLiUwMAgAgOFXuDBwTEEBHRkyJAY3n8/kMcfh1OnhIhobq5ws/zf/6CoSJgsdegAEybA7NlC73S9XkipDg6Gtm2FyOrddwuRgoYG2L4d2rUTDNcCAuCRR2DAANdjsFgs1NTUUFlZSXFxMadOnSIvL8/ZkcBqteLr64tSqSQlJYV27dqRkJAg1vGLnJfVq1fz3nvvYbPZiIm5iUmTpuPn58ltt4GbGyxfDtOnw733CuNVKiGTxZG9olDAypWr+Oqrr/D19eWVV14hPDz8vNvbuHEjWVlZpKen079//9+173q9nuPHjxMaGkobhyvheSgtLcVms12R6CCVSgkPD3dG3+RyOd7e3hgMBvR6vdMHwGg0Eh8fT35+vnNZtVpNQ0MDlZWVLiKAzWbj6NGj3HgFqT4BAQFMmTKFt99+m7Vr1xIcHEyaI7XoHERGRvLyyy8zY8YMNBoNb731Fj4+PvTq1euyt92aCAgIYNiwYfTv359Dhw6xfft2srOzOXr0KFFRUfTr14/u3buLrUtFLgmr1crXX3/NypUr0Wg0SKVSevfuzb33PkxcXDgjRsCmTTB+vJD+P3WqnV27drF69VaMxk7069ePRYsiSE4O4lJvxQ0NDaxZswZ3d3cefPBBALZv3w4IAl9KSsofdbiAUJp4+DC89prwu9EISiUsXhyC0TiR1avd2LVrF2+++SYjRoygb99+yGTXh++IiMjfkWtv9iZyzZBf08iHGYVsOVFNlc7kNJtxtMqSAMYWK4E+7vRJCOae3nG0D1P+JfvqMAJzGPvV1tZis9nQaDRUVOipqAA3t0JsNhnl5bdTWzuAiIhTeHuHUlJyK0OHfkpMTDw33JBMUlJbdu3yYe5cYWLf0CD0Rv/hB+H/qalCezRvbyF1OjwcEhIE87TSUujYUYjs9+wpjHvnHfjgA0hKgocfFlL/ExIEc8DPPhP232AwUFpaRUVFBXl5eeTm5lJSUuJM6bdYLHh7e+Pr60tcXBzt2rUT6/hFLhm73c67777L6tWrAQgJuZ/Dh+9k9mwJUVEwbx7cfLOQ/t+27W/LFRYKJQB2uyB2/fjjj3z44YdOM7qkpKTzbjMvL49169ahVqsZM2bM7xalHN/r22+//aJR3eLiYhQKxRX3lI+IiHCKACCk/hsMBnQ6ncskMiQkxEUECA4OJjc3F61Wi9FodEn/PXz48BWJAADR0dFMnDiR9957j08++QSVSnVBISQxMZG5c+cye/Zs9Ho9CxYs4KWXXrqgmeL1gqenJ+np6fTo0YMTJ06wa9cuDh48yCeffMK6devo27cv6enpZ5V9iIiAcK3ctWsX7733HiUlgulfu3btePDBh5k1K4WMDPj4Y8Ek9fhxePxxePddCz175uHh8Qn5+XfTvn0406cPQy53u6yOPx999BENDQ3Oln0OI1+A1NTUP7x877bbYNUqoXPRlCnw+efQpw/IZODn58/9999PmzaJrF37JZ988gn5+fmMGTNGFNZERFopogggchb7C+t55cdssit0WG12LDahRr6x2XLO8VW6Zr4+XMb3R8uJDfRm5rBk+rcN+cP302q1UlhY6Jz46/V6LBYL1dUaNJpqiov9OXnyUSwWHzw8qlCrM+nSZR8pKaUEBX2Bp6cnCQmJTJkSxdNPz8DL67eJ9LBhgrqfmws1NUJ6dF6eEMkfPFiY3CckCHX8Tz4ppPRHRwtZANHRsGuXcCN1dxdM1BIShC4BUqmN+vp6qqqq2LChlJycHPLy8qiurqaxsRGDwYBcLsfHxwcfHx9ndD8+Pp6wsDDCwsLEOn6Ry8JqtbJw4UI2btwIQIcOU9m8eRyrV0vo2BHuv19o+/f++64CwPvvC8LXl18KAkBGRgZvvvkmEomEGTNm0LVr1/Nu02g08tlnn9HS0sKIESOchnq/h7179yKRSOjevftFx5aUlFxRZwAHZ2YQKJVKKioq0Ov1Lq9LJBJ8fX2dr8vlcoKDg6msrKSystKlC4LjtSs1rUtNTWX06NGsWrWKFStW8OSTT15Q5OjYsSOzZ89m7ty56PV65s2bx/z582l7+pt8HSOVSmnfvj3t27enrKyM3bt3s2vXLr777js2btxIt27dnB4p10sXBZHfR05ODkuWLCErKwu73U5YWBgTJ95PS8sAOnWSkJ4u3Ns3bIB9+4TWvnl5eYSHf0BWVkdkskcYPjyCd9+9/OtOWVkZP/30E97e3tx3332AcM1zlAL83kyqS8HXV7jmP/kkvPuuYGY8aJBQHgBgt0sZNGggZWXtee+9QszmtyksLGHChHG0b9/uD98/ERGRq4soAog4MZqtvPzjr3x1sBRTi+3iC5yG1WbHarNzolLP1JWZDGoXyisjU/Dzurr9m81ms7MWPicnB5PJRE2NguzsAPLzU6mvjyQiYg2hoceprLyN6OjtdOmSidXakZ9/nkC7dhZSUhKIjW3Hvn1xLF4s4/nncYlSWq2C8j16NPzyC5hMEBYmpEu/8IKQxg9Cev/XXwvZAvn5Qrs/f38YN05wBnZzM1NSUkVlZSWFhYXk5ORQWFiIVqulsbGR5uZmvLy88PHxcdbwJyYmEh0djVqtJiQkRKxjFfldmM1mnn/+eecEetKkScTFjadrVyFjBWDuXHj0UTCbBdEKhAfcr74SRK7YWDh27BivvPIKVquVRx55hAFn1q6cwY8//kh2djb9+vW7Kmnozc3NZGZmEhwcfNFJrMMo09vb+7xeBRfjXCIAnG0OWFFRQWpqKjt37nS+plarqayspKqqitjYWBcfjkOHDnHzzTdf0T4BDBw4kNraWr7//ns+/PBDHn300QuadN1444089dRTLF68mPr6el544QUWLVp0RV4JrZmIiAjGjBnD4MGD2bdvHzt27CAjI4Pdu3eTlJREv3796NKly3m7L4hc39TW1vLf//6Xbdu2YbVa8fHxZfz4cYwbN44TJ9y4+27BxPfGG+HgQejdGz77zM6aNWZ27foAL68jPPVUKOPHDyMk5Mqi4suWLcNkMjF+/HhCQkKw2+388ssvwJ9TCnA6b7wh+L+cfmmx2YRzoNHA11+rueeeALy8hrNx42aWLHmb4cNvYejQIb/L+FVEROTPRRQBRAAoqjMwbtketE1mTJbLEwDOxNRiY+PxKnbm1rLy3h7cEP77UsWam5s5efIkx48fJy8vD4vFgtFopKamhoICDzIzH0OhKEalyqCs7AlCQzUkJCSQm9uH2NgjdOliJy9vEPfe68n06Y/j5ialrk6o6x89Gk6cEKL0M2YI23M8s48bJ6TrnzwpTPjbtBEmSVlZwt/HjBGMgDZvttOpkwFv73K2bSsnNzeXvLw8ysrKaGxspLGxEbvd7ozuR0dHk5CQQJs2bYiIiCA0NBSVSiWa9olcVRobG5k+fTrZ2dnIZDL+9a9/MWLECCwW6NxZGGO1QkuLkPav10NgoNDhont3+OILoR60sLCQ5557DqPRyMSJE7n99tsvuN3s7GzWr19PdHQ0o0ePvipR1pycHKqrq+nfv/9FzfXq6upoamoiOTn5iksQlEolSqXSOelXKBTIZDJMJhPNzc3O8pvy8nKGDx/uIgJ4egZjMPQA9qLVal2EiKNHjzJkyJAr3i+JRMLtt99OfX09O3fuZOXKlUyZMgW5/Py38sGDB9PY2MjSpUupqqriueeeY/HixVclO6O14efnx+DBg+nXrx+HDx9mx44dZGdnk52dTXh4OP369aNHjx6oVKq/eldF/gRMJhMff/wxX365gYKCgfj5deXOO0N54IEHnIagKSlCx5/nnxd+tFrQ6xuIitrM9u2DKS/vzZIlAxkwYMAVX+tOnjxJRkYGgYGBTJw4ERAERkcpQMeOHZ3782dxZiMDx6Ht2gW9ekG/fh6Ul9/Jtm2jGDJkIV98sZqCgnzGjRtPSMiVlWGJiIj8uYgigAh5NY2M+m8GelMLNvvFx18KZqsNc5ONO97bzar7biQ1yv/iC53G6RP/3NxcLBYLjY2NTkd/g8EACLXK3bo96nT0b26uIDKyC2lpBrp00bB79xDmzfPE01PCqFGwZ49Q4+bvL9TyAWzbJijfWq3wuuNml5QE/foJkVJfX6GGf/FiG4GBWo4cKaG4uJicnBwKCgrYuFHoMtDU1ISHhwc+Pj74+vqSmppKYmIisbGxhIWFERoaKrbXEfnD0Wq1PPnkkxQUFODh4cGsWbOcztJyuTC5B+H7ExAgGAAGBsJHHwnfkTffFMZUV1czc+ZMtFott912G1OmTLmgWNXY2Mjnn3+O3W7n9ttvJzAw8Kocz4EDBzCbzfTs2fOiYx2dAaKjo3/XNiMiIpwigEQiQalUotFo0Ov1ThHAbDY7DQhLS0sBaGrypbh4LOHheiorK11EgKamJk6dOkW7dleeOuvu7s5dd92FVqvll19+ISgoiJEjR17wfRk5ciR6vZ6PP/6YkpISnnvuORYtWnTFmRKtHXd3d7p3705aWhqnTp0iIyOD/fv3s2rVKr7//nt69+5Nz549iY6OFsXZ6xCbzca6dev+//vgw6+//pvExBq8ve+joMATo1G45wtjBff/KVOEzMDyciMzZ36BTLaGkSMbmDdvEO3aRV3xvtjtdpYvX05LSwtjx451lvvt3bsXnU73p5UCnMmZH3uHL0xZmVAa+cknUF0tISDAi2effZC1a1eyd+9eysrKGDt2LF26dBG/OyIi1ziiCPA3xWq18sYbb6AKjWBJYRA6Uwv2qyQAnI7BbOWuFXvD9tvXAAAgAElEQVT57pFexAcLNzez2YxEIjkrbay5uZlTp045J/4tLS3odDpqamqora3FZDI5x8rlcgIDAwkKCiIgQIWbmxy7vQvJySqmTBnBTTf5otcLUc2HHhJM+j7+WHDhd0TyHSQlCUZ+ZwYYjUYjMTGV/PvfJk6dOszGjacoKipCr9fT2NiI2WzG29sbHx8fgoKCSEtLIykpicjISNRqNcHBwaJDv8ifzv+xd97hUZRrH75nN733CimkkUIooYYAIihFQLFEinQO4PlQioIHGyByBAX0oKJUBUWkF49wBKmBhJAKIRCSANnUTcKmbOom2d3vj5WVqISWUGTu68oFuzsz+84mO/M+z/s8v9+1a9eYOXMmubm5mJubs3jx4psKwl1PCLi76zQwfv0VvvtOZxOlVCp56623kMvl9OnThxkzZjQ5qdNqtfz0009kZmby1FNPNalgfyeo1WpiY2Oxt7e/reC5sLCQ2trae04CtGrViosXL+ofW1paUlpailKpxMHBgbw8dywsKsnLy6NDhw7k5uZSV2eIRiOg0VihUERQXLwOPz+/Riv1ycnJ95QEAF2lwrhx4/j888/Zt28fjo6ORERE3HR7QRAYM2YMVVVVbN++nYyMDObPn8+///3vx1pjRBAEAgICCAgIYNCgQZw+fZpTp05x4MABDh8+TMeOHenVqxfBwcHitfxvQmxsLF9//bV+ld3ScgBPPGHNzz97U1Kis/ndsUNXCXhjDvOll+pYufIQMlk4dXWtmD9/FC+//HIj8c+7ITk5mcTERFxcXPRVVje2AtjZ2RF6vXfrASIIcOQIzJ+vWyxZvx5OntTdO9q0ceXs2Vn4+MSQn7+R1atX069ff559dpjYYiMi8hAjJgEeU2bMmMGJEyfwGb+0xRIA16mqa+DVzYns+2cPfvnfARITEzEyMmLgwIGEhIToA/+MjIxGgX9xcTEqlUp/HCMjIxwcHHBwcMDGxgYjIyN8fHxo2zaQgAB/MjLM2LED+vX77X2rdOX877+vexwZCW++qSuBlsl0bQCnTsGJE2pefbWMlBSZXo1XJpNRWFhIRUUlVVWVSKVSfTm/r6+vvpzfzc0NZ2dnrKysxKy3yAMnPz+fWbNmUVhYiJWVFUuXLm0y4NRqQaXSrXABHD6sa3upra3l7bff5urVq3Ts2JG33377lkHQuXPn+PXXX2nTpg3Dhw9vtu9DVlYW+fn5tG/f/rbKtGUyGSYmJvdc7n4rXYDLl9tQU2PKE0/kUls7iP/9T0turisajYRWrfKxskpCo9FQVFTUyEYxIyODysrKew6+3dzcGDt2LF999RWbN2/Gzs6OoKCgm24vCAJTpkyhsrKS/fv3c+7cOT788EMWLFggTtTRaTk899xz9O/fn7i4OKKiooiPjycuLg5fX1/69OlDWFiYWMn1iHL16lU+//xzkpKSqKz0wsvLmYkTx2NnN5BPPxXIy9MFtOPH67RQgoLgiSd0lYEFBQWsWrWK2NhYnn/+MLNmjaRz54H3fI3TarWsX78etVrN6NGj9RVGcrlc7zryIFoBbkZ8vO4zWrQI2raF2bN1lrJz50J5uZQZMyLIzbXihx9+4Kef9nHlShavvDKS1q3vvlJCRESk5RCTAI8hubm5ODk5MfPT7/jkeAENmnvTALgVWi1kl1Tz2qq9uJWdR61Wk5uby5IlS/SrZDcL/E1MTHB0dMTR0RFLS0tMTU3x9/cnMDAQHx+fRsJ5FhY6Qb/6ep2In4sLlJTAvn3QvbuWNWtUPPdcLbGxaURFVbNrlwMSSQ6WlvGcPp3MkSPVNDQ0YGZmhpmZGTY2NgQHB+Pn54enpycuLi44OzuLYn0iDyVZWVm88cYbKBQKbG1tWb58OW3atGlyH0HQrfrPn6/Tt/Dx0QnrffDBB5w/fx4/Pz8WLVp0SwvK8vJytm7dilQq5YUXXmhWy6jk5GQqKytvW2Dwuj3g3ToDXMfV1RWJRILmt+vj9SRARUUFWq0WP78M1q6dwuuvF+PlZUTr1haEhu7HzS0fALm8grQ03YT+xiSARqPh3Llzt9XacCsCAwOJjIzku+++Y926dcycObPJCgipVMrMmTOpqqri2LFjnD59muXLl/PWW281qSvwOGFhYUHfvn2JiIggJSWFqKgoUlNTWbt2LXv37qVPnz706NHjnv++RO4PZWVlfPXVVxw+fBiFoi05OZ/i5uaAg4Mrjo5SrK3BwQEuXNAFuE89pauIOnYMevfW8OuvR9m4cQMKhYI+ffowefI/cHZuHvejmJgYLly4gKenZyPB0Li4OJRKJRKJ5IG0AtyMuXN1iyleXrBs2e8LKlZWunnWxo1w5Uoo+fn+dOq0iaSkKJYvL+CFF56nZ8+eoguHiMhDhnjXfwxp1aoVc/71Dp0XH6KmXv2n12VLhmAe0g+HIbP0z+WumoiBtRMuo5fc1XvW1Ks5VGBIe9ll8q9cwsTEhPr6esrKyhAEoVHgb2xsjJOTkz7wNzExoW3btgQHB9OmTZubTlYTEqB3by0yWRlqdRHFxcVMmKDi/fedycmxxcwslzZtfmT+/PMAuLjogn1ra2vc3Tvh7e2Nh4cHTk5OODg4YGdnJ960RB4JMjIymDNnDmVlZTg6OrJixYo7Wn0ZP16XENBoNCxfvpzo6Gjc3d1ZsmTJLVestVotu3fvJjs7m2eeeYb27dvf49k0PvapU6ewtbW9LXVsrVZLXl5esyQBjIyMcHJyQi6X6x+bmJhQW1tLVVUVrq5yTExq6d//Z778chR5eUZ8950uAaDRSHB0dCQjIwOlUkl1dXWjFeTk5GR69OjRLNUSPXv2pKysjJ07d7JmzRpmzJjRpHWgoaEh//rXv6isrCQ+Pp7Dhw9jZ2fHtGnTxGqmGzA0NKRTp0507NiRK1euEB0dTWxsLNu2bWP//v306NGDbt264efnJ94nHkLUajXbt29n8+bNVFRUUFoagVI5lRUr7Bg2zJyFC3WtgRMn6nRRTp2CVq107j9jx8LQoWqMjD4jKupXbGxsePXVVxk8eHCzqd+r1Wq++eYbtFotY8eO1c9rtFotx44dA8De3r5Zr6fNgZeXTkR20ybdYkufPtC5s67KMiNDJ5hcX2/Cli3/4K23/Dh8eBvffvstly9f5sUXX3ys249ERB42xCTAY8KxY8eatvUSJHi+ta9Fx6DVaEittUEpk2FsbIxEIkGhUODm5oaxsTGOjo44OTk1CvyDgoLw8fH5U+Df0NCAQqHg2rVrFBTIyc6WsWZNWxQKKCr6D1VVtdTUVGJgYECrVnYEB0uws7PDw8MDT88etG7dWl9hIJbyizzKnD9/Xh/Uubq68umnn96xF70g6Cafa9eu5X//+x/29vYsWbLktoT94uLiOH78OP7+/gwdOrRZv0v5+flkZ2fj6emJq6vrLbevqKhAqVTi6up6z726oEuYXk8CgK4aoLa2FqVSiYWFBT16xABa8vPzad3aG0tLKyoqlEgkGsrLbVEoJmFjswa5XN6oKqOoqIiCgoJGFQJ3iyAIDB48mIqKCvbv38+6deuYPn16kyXEJiYmvP/++7zxxhtkZGSwc+dOHBwceOmll+55PH83BEHAx8cHHx8fBg4cqNcNOHz4MEePHsXf35+ePXvSqVMnMcB5SEhISGDlypXIZDIAOnbsyIsvTqFt29b6Pv/UVOjQQWeFN306/PvfsHYtzJ+vJSrqAhJJGUeOHCEsLJQpU6bg4+PTrGM8evQomZmZ+Pr6NpqbFRYWcvnyZQDatWunr0B6mLC0hM2bdXpKxsa6KoCEBNi793fR2YICgW7d+tKhQ2u+//57Dh06RF5ePmPGvHLPei0iIiLNg5gEeMwYOXIkgwYN4t/7L1JcWad//lYTd/cpq+Fe5/YGRqi8wlEd/x6NRoOVlZU+2Hd2dsbY2Fi/4n898FepVBQWFlJcXIxcLicrKwuZTEZBQQFVVVVUV1dTU1ODsbExJiYd8fCwpVWrVnh4eODl5YW7uzuOjo44ODjc0lpMRORRIyEhgffee0+vhv/ZZ5/dtb3Z9u3b2bp1KxYWFixevPi2KgkUCgXbtm3DxMSkRVZ5UlJSKC0tZdSoUbeVXLjuDPDHfv67pVWrVsTHx+sfW1lZUVRUhFKpxM3Nja5dYwFdi5WXVxvat2/PyZNRAFhYVJGf3xsrq28pLCzE29u70TkkJyc3SxIAQCKR8OKLL6JUKjlx4gTffvstU6ZMabKNw8rKig8//JCZM2dSUFDA+vXrsbe358knn2yWMf0dcXR0ZOjQofTr14/k5GSio6O5dOkSFy5cwN7enp49e9K1a1fRVeABUVRUxMqVKzl16hS1tXY0NIzmk0/86NOnj/73UVCgcwYyMNDpAr3wgs4d6IMPYP78Orp3LyQ7247Q0P1MnDia4cOHN0tC8Ubq6+vZtGkTgiAwceLERpUkcXFxlJeXP3StAH/kxsIstRoiIn5PAFy4AL/8ovtMi4p8iYiYg7v7D5w4cYLPPlvJiy8+32yVUCIiInePmAR4zOjUqRO9Bj2PNuMEFvW3rwUgGDRPCZwgNcTCKxRpSRbu7u4YGhri5eXF008/jZWVFWVlZaSlpXHgwAFycnIoKiqiurqa6upqVCoVpqammJubY25ujq+vL56ennh5eenV+B0cHG7Zvywi8ncgOjqahQsXolKp8PHxYcWKFXfdi3/w4EHWrFmDoaEh7733Hm3btr3lPhqNhu3btyOXyxk+fHiTonR3S3R0NJaWljd1N/gjxcXFVFdX4+np2Szv7+7u3ujxjboAAMbGukRqbm4uEgl07NhBnwSQStU4OpZRVRWORHKMkpKSRpUVKSkpPP30083Wi29oaMgrr7xCVVUVp0+fxsrKildeeaVJQUdnZ2cWLVrEm2++SVlZGZ9++ulDWYL8sGFmZkZ4eDg9evTgypUrnDlzhtjYWH766Sd++eUXQkJCCA8Pp3379uL96D5wPajesWMHNTU1lJf3JSvrTcCMvDwBQdAFqlIpuLrCRx/p9E9AJ3L38ccwa1YKdXVfYWdXTb9+1kyb9g9CQkJaZLz79+8nOzub0NBQunfvrn/+xlYAOzu7R+Z7WFEBMTHQ0ABFRTBihE5nxs4OPvwQCgrMeeqpSYwZ48mOHTv45ptvyM7O5rnnnhNFSUVEHiBiEuAx5GxuGVLJnWVg/0oToDb3IuXRP1JXeBlNbRVSU0sMnbyx6TkSY/ffgwhNbRXlMduovhRNQ0UxUqkBdtaWqNVqDA0NSUxMJCUlherqaqqqqlCr1ZiZmWFubo6lpSU+Pj54enri6emJs7Mzjo6O2NnZiUJWIo8tR44c4aOPPqK+vp7AwECWLVt215UuZ86cYfny5QiCwJtvvknXrl1va7/o6GhiYmIIDg5m8ODBd/XeTaFQKEhPT8fV1fW2g/rc3FwEQfhT8H63ODg46HUAQCcaJ5FIqKqqoqGhAQMDA5KT25OQYI2pqZYrV+wpKelJbe0V1GopxsZ1VFY+gaXlMQoLCxslAWpqakhPT2/W5Im5uTnjx4+nsrKSX3/9FWtra5599tkmV9x8fX159913ee+996ioqGDRokUsW7YMLy+vZhvX35UbWwUGDx5MQkIC0dHRnDt3Tm/71qtXL7p06XLHLToit0dUVBSrVq2ioKAAQRAIDw8nMPB1rKzMsbGBWbNg2DBdCXtDg64C4MbKfhOTehoaEnnvvY8AGDt2EKNGjWoxRX6VSsWWLVuQSqVMmjSp0XezqKiIzMxMAEJCQppVYLUlGTsWLl6Enj119oHDhsHo0TrxwOJiGDAALlyQUFr6NLNne7Bx40Z++ul/5OfnM2rUKPG7ISLygBCjqMeM6upqTp2/SkVpCTe6AgpSQyTGt299VK/IpWjru0jNbbHqPAypmQ3qqjJUeReoK7qqTwJoaquQfz+HBmUxFu36Y+joiSb/IorzR1EoFPj5+WFvb4+1tTXBwcF4eXnh4eGh79e3sbERRZdERG7gwIEDLFu2DLVaTfv27Vm6dOldr6akpaXxwQcf0NDQwNSpU3nqqadua7/CwkJ27tyJhYUFL730UrOXywJcvHgRhULBoEGDbtujPSsrq1lEAa9zPaFwvUdXIpFgYWGBUqmkoqICW1tbHByuce6cO8uXN+Dvb0hZWUdOnmyPtXU5RkZ1KJW+uLrqWhXq6+sbCYslJSU1ewWFnZ0dkyZN4osvvmDv3r1YW1s3rQcDdO7cmZkzZ7J8+XKuXbvG+++/z/Lly5sUGBRpjLW1NU8++SR9+vQhLS2NM2fOkJCQwLZt2/jvf/9LWFgY3bt3JygoSExgNwPZ2dmsXLmShIQEtFotrVu35vXXX6dLly4A1NSAqSmEhcFbb8GqVTq7v+uoVLBkSTFfflmHu/s+unZ1ZuLEiXTt2rVFy9R37dqFXC6na9euhIaGNnotPj7+kWgF+Cs++kgnDNi6tc5xZtUqKC+H//u/322bk5KgoaEto0bN5dix74mNjSUrq4YJEwbTsWPHB3sCIiKPIeKd6DFj/vz5wPw/PW/q0wWnl/78/M2ouZqItl6Fw7A5GLsF3HS7sqjvaSiT4zJmGUbOOmEsq059eTmyL4sXLyYwMJB169ZhaWkp9oeJiNyCXbt28cUXX6DRaOjSpQuLFy++a8vKnJwc5s17m6qqKkaMGHHbonBqtZqtW7eiUCiIjIzE19f3rt7/Vpw6dQojIyP9pP52yM3NbdYkANAoCQC6lgClUolSqcTW1hZ39zxcXeVERprSrl078vMt+eabZdTX11NaaoOJSS0ZGXaUlJRQVFTUqEohMzOTioqKZl91dHd3Z8KECXz11Vds2bIFa2trOnXq1OQ+AwYMoLi4WF+qu3DhwttyhxBpjFQqJTg4mODgYIYMGUJ8fDzR0dH6H09PT3r16kVYWBi2trYPeriPHLW1taxbt469e/dSX1+Pubk5o0ePJjIyslFy5Xpe8u23dX3/Bw/C00/rnlMo6nnmmWJycrIJCVnNkCHtGDdu9m0Jod4LlZWVbN++HUNDQyZPntxozvPHVoDbbYF6mPDz0/27aROcOQPPPvt7AuA//4H4eF27gFxuyw8/TCM3txvffWdBRcUGhg/PYdCgQc3mviAiInJrxCTAY8aUKVNIlAaQXVrT6Hmp6Z0p0EqMdaXH1RmxGDl5Ixj8ORDRarVUXTiOcetgpJb2qKvLde9lYczUqVM5fvw4sbGxD6X6rYjIw8bmzZtZt24dWq2WXr16sWDBgtteIf8jCoWCt956i9LSEgYPHkybNv+goEDgdnTqjh8/Tnx8PKGhoTx9fVbdzFRWVpKSkoKzs/Ntq3KrVCqKi4uxtLRs1jLaP4oMXg/YlUoloHNWkErV5ObmERLSDjc3YwIDAzl7NgVb2zIArK19KCkpQS6XN0oCaLVazp07R8+ePZttvNfx9/dn9OjRbNiwgQ0bNmBpaYnf9Vn6TRg9ejTXrl1j7969nD9/no8++oj58+ffdaLpccfR0ZFBgwbRr18/UlJSiI2N5dy5c2zcuJHdu3fTo0cPunbtiq+vr1jxdgu0Wi2//PIL69at49q1a0gkEvr168f06dObTKZ4e8O0abBihS4J8O23Ci5f/gwDAxlPPSVh7NixPPHEE/fl8//xxx8pKSnhiSeewN/fv9FrxcXFpKenAxAcHIyNjU2Lj6elGDpUJxI4ZIju8c6dcPw4vPYa9O0LiYkwZ44hGk1XZs26Sl4e7Ny5k9zcXEaMGHHX4rYiIiJ3hpgEeMzw8/Mj26gzxQUV93Qc88DeVKUeRRmzjYq4vRi5BWDaphPmgb0xsHYCQFNdjqZGSe3VJHJXjtbvmws4/lv3f3HiIyJya9atW8f3338PwFNPPcW8efPu+rtTWVnJW2+9RV6enF69InBweINlyyRs2nTrfXNzc9m1axc2Nja89NJLLRYcXrp0iWvXrjF06NDbFlZTKBRUV1c3e0B1M3FApVKJVqtFEAS0WsjLy0Wj0ZUcd+jQgXPnzgFw4UIQSUnt8fRMoqKigqqqqkb6DcnJyYSHh7dIJVTnzp1RKpVs2bKFNWvWMGvWrCYdCQRBYPr06ZSUlHDixAmio6NZuXIls2fPFq/V94CRkRFhYWF06tSJ3Nxc4uPjiYmJ4dChQxw5cgQ/Pz969epFx44dRRebvyAjI4PPPvuM1NRUQDePmTFjxm0L902ZAp99pkUqBT+/WLy8EhgwoAeTJk1qNoeOW1FWVsa+ffswNjZm0qRJf3o9JiZG3wrwqDt02NrCc8/p/q/RwKVL0KsXdO78+3NHj8Jnn8GUKd4UFr7Jpk2biIqKRi6XM2rUqNsSpxUREbk3xCTAY4iF8b3/2gUDQ5xHfIgq/xI1VxNR5aRSFvU95Sd/wGHom5gFhMNvqgMmXh2w6v6ifl8XS2OWRz56pW4iIvcbrVbLF198wc6dOwEYOnQos2fPvuuAUaVS8e6775KZmUn79qG88sq7jBgh5dAhcHTUlcwmJOjEtP4oM1BfX8/WrVupqKhg9OjRzabA/1ecOXMGrVZLt27dbnuf6/aAzT0uc3Nz7Ox05fwAJiYmGBkZUVdXR21tLaampggC5OQUotU2IAgGeHt7Y2pqT16eFkHQIpN5ExLiR2npReRyeaPqhuLiYvLz85tNzPCP9O3bl/Lycvbu3cuaNWuYMWNGkyunBgYGzJs3j7KyMs6dO8eBAwdwcHBg3LhxYsvWPSIIAq1bt6Z169YMGDCApKQkoqOjSU9P5+LFi9jZ2emFBFu3bv3Yf94VFRWsWrWKgwcPolarsbGxYcKECQwbNuy2PhutFurrYdq0GkpKKunc+RN8fHIZOfJVBg4ceF9Lzzdt2oRSqWTQoEF/sl/VarUcPnwY0FWP/J364yUSyM+H0FCdOGN9vc46cPJknXhgdjZERbkwffrr7Nu3hwMHfuGLL75g2LBh9OvX766r3URERG6NmAR4DOnQyoYEWSka7a23vRXGbgF6TYAGZTEF38ygLOp7zALCkZhZIzE2R6OqxtTr96A/op0r/fs33Z8qIvK4o9FoWLZsGfv37wcgMjKSV1999a4DA7VazeLFizl2TIO/fxc+/PA9srJMcHeH3bt1ok6Zmbry9o8/hvffb7z/oUOHSEpKokuXLi26UlVXV0d8fDwODg53tBokl8upq6v70wS7OXB3d9cnAQRBwNLSEoVCgVKp1Isifv75q4SHK/DycubCBYHs7IEkJl5Do5EQFHQBG5vWlJZepLCwEG9v70Yr68nJyS2WBBAEgWHDhqFUKjl06BDr1q3j//7v/zAzu7kQrKmpKQsXLmTWrFlkZWWxefNmHBwcGHK9vlfknjEzM6Nnz56Eh4eTmZlJXFwcsbGx7N27lwMHDtCuXTvCw8MJDQ197GwGNRoNu3fvZtOmTZSXl2NgYMDQoUOZNm3aHVZKaImPjyE3N4b27Q/SqVMnpkxZjLe3d4uN/a8oLCzkwIEDmJmZMWHChD+9npubq9cd6dChw9+uRbJbN/j6a3B3h8WLddoBCxdCWZlOONDCAj7/3ISdO1/G09OTzZs3s2XLFnJycoiMjGwxpwYRkccdMQnwGNLRwxazuBwqVQ13fQx1dTlSs8Z9t1JLByRmVmhqdK0GgiDBPPgJKhJ/pirtJOZtI5Bo1VRdTWb/fjlt2rTBzMwMDw+PezofEZG/G9cD9iNHjiAIAuPGjWP8+PF3fTytVsunn37G0aOnuXbtQ9q0CSUry4SQEHj+efjqK3jvPZ3C865dcOJE4/2vXr3Kvn37cHZ2/pMAV3OTmZlJYWEhERERdyRKJ5PJMDU1xcnJqdnH1KpVK1JSUvSPrays9EkAZ2dnANzc8nn33db076+zxTI3b4Wz83lcXQtwcioGNBQWmlFdXU1JSUkj8cKUlBQGDBjQYp+rVCplxIgRVFZWEh0dzaZNm5g0aVKTK6G2trZ8+OGHzJo1i+LiYr788kvs7e3p0aNHi4zxcUUQBPz8/PDz89PbDMbExHD27FkSEhJwc3MjIiKCLl266P/W/s6cPXuW//znP1y5cgWA0NBQZs6cSZs2be7oOEqlko0bN/LLL79gbW3KCy9MeGC+9N9++y01NTW88MILf3l9ioqKoqqqCgMDA/pdV9L7GzFmDAQE6O4x1dW6BLOdne4+k5Ghaxf4+mv4+GOBf/+7B3PnurNx40aOHDlCQUEBo0ePvu+JGxGRxwExCfCYkZiYiJGlLYrkNOrVjUsBzPy7IzG6Pauv8uit1F5NwtS3CwbWLoCW6swzNChyser2gn47m95jqc29yLU9S6kOPIWpmx/nVDLit8jJy8vD1dWVGTNm4O/vT5s2bWjVqpVY/iXyWNPQ0MD7779PdHQ0giAwdepURowYcdfH02q1rF+/np9//i+OjrZ8950T771nwowZMHMmTJoE48bp/LPPnNElAtas+X1/lUrFjz/+iEqlYuTIkbi6ujbDWd6cxMREamtrCQ8Pv6P9srOzm90Z4Dp/FAe8URfgOsHBqfz8sz9ffgkuLuDhYco335QhkxX9toWAi4sLV65cQS6XNxpnbW0taWlpt93jfDcYGxszduxYqqqqiIqKwtrampdffrnJXv9WrVqxcOFC/vWvf6FUKlm6dClLliwR+3VbCBsbG/r168cTTzzBxYsXiY2NJTExka1bt/LTTz/RuXNnunfvTmBg4N/OZlCpVLJy5UqOHDmCRqPB0dGRqVOn0q9fvzuqftJqtZw9e5bVq1eTmZlJcHAw//jHPwgODm7B0d+c7Oxsjhw5gpWVFWPHjv3T6xqNRu8K4Ozs3KLXgAdJ164614CiIl1bQF2dTjcgJgb++1+deGNGhq4qwMLCg1mzZrFt2zaOHTvGypUref7554mIiHjsW2RERJqTv9ddROSWbNmyhS1btvzla8ZT19x2EsDMrzvqylKqLp5EU12GYGCEga0bdj0Dbo8AACAASURBVINewyL0d8VwiYk5LmM+RnlmN9VpJ6nJiKXW2BB7e3vatWuHu7s7p0+fJjo6GgMDAxwdHQkODsbX15c2bdrg5OQkXvRFHhvq6uqYN28eCQkJSCQSZsyYwbPPPntPx9yyZQs//PADpqZmLFy4kIsXvVCrdRoAs2bpejLHjAG1WlcF8PrrcKMr34EDB0hNTSUiIoKIiIh7PMOmUavVxMTEYG9vf0eTdo1GQ35+foslAZydnZFKpajVauB3h4DKyko0Gg0SiQQfn0zs7Uvo2tVFv1+HDh1ITy9AELRoNFKcnZ25evUqCoWCurq6RsKKycnJLR4AWFpaMmHCBL744gsOHDiAlZUVgwcPbvIaGxQUxNy5c/nwww8pKytjwYIFrFix4r4Jqj2OSKVSQkJCCAkJYejQocTFxRETE8OpU6c4deoUXl5eepvBR1lFHnRB+88//8zatWspLy/HyMiI5557jkmTJt1xG4RSqeSHH35g//79SKVSIiMjGTly5AO1uVy/fj0qlYrIyMi/dC25fPky2dnZAHTr1q3JNp1HHWdn3c/WrbqfXbugfXvYvh2eeeZ3i0EACwsLxo8fj6enJ9u3b2fjxo3k5OQwfPhwfQuWiIjIvSFotbffGN65c2dtfHx8Cw5H5H6x72w+83ado6pOfd/eU1DXE26h4NNpQ/UlcSqVCplMxpUrV0hLS9P7ZoNu5crNzY3AwEC8vLzw9PTE2dlZTAqI/C2pqalh7ty5pKSkYGBgwJw5cxgwYMA9HXPXrl18+eWXGBkZsXDhQvz8utKvH6xfDx07wunTMH06BAfrSjQdHODGeeqlS5dYvnw5NjY2zJkzB0dHx3s8y6a5evUqs2bNIiQkhA8//PC29yspKWHatGl4enryySeftMjY1q1bR25urv5xXFwcVVVVdOzYUT+5r6kx4f33X8PMzBxBgLi4eqZMSUMud8DcvIpOnRJRq7eiUCjw9fVtVGEgCAKzZs26L/3AMpmML7/8kmvXrjFp0qTbsijcu3cvn3/+OQ0NDfj4+LBs2TLR5/4+olKpSElJISYmhtTUVKqqqrCysiI8PFxvM/io3RtlMhmffPIJ58+fB3Sl/2+++eYdtwhqtVri4+NZu3YtV69epW3btowfP55OnTo90M/k0qVLTJ8+HSsrKzZt2vSXegZr165l8+bNGBsb8/HHH9O+ffsHMNL7z//9n64N4OmnYc8eOHQIbib3kJ6ezsaNG5HJZLRv357Ro0eLSUgRkSYQBCFBq9V2vtV2YiXAY8rAYBfe23seuH9JAK1Wi4c6n8zMTH0SwNjYGH9/f/z9/Rk4cCAVFRVcvXqVK1eukJqaSm5uLlevXtVv6+Liok8KeHl54ezsLFpXiTzyVFZW8sYbb3Dp0iWMjIx455136NOnzz0d88CBA6xatQqp1JB58+YRFtYVqVRn0yST6QL/7t1h9Wro10+3+j99+u/7V1dX8+OPP6JWqxk+fHiLJwBAtxpeUVFxW0HpjVx3BmgJUcDrtGrVqlESwMrKiqqqKpRKpT4JYGxcx7FjxTzzjDm1tfDdd4Z4exvTu/dWNBoJmze/wsiRx1EoFMjl8kZJAK1Wy7lz51q82gLA09OTcePGsXr1ajZt2oSVlRXt2rVrcp9hw4ZRXFzMDz/8wOXLl1m0aBGLFy8WV+XuE8bGxnTu3JmwsDBycnKIj4/n9OnTHDx4kMOHD+Pv76+3GXzYV5Pr6+vZsGEDO3bsoL6+HhsbG/7xj3/csirlrygrK+O7777jl19+wdjYmBEjRvDSSy89cHE9rVbLunXrqK+v56WXXvrLBEB9fT0nT54EwNXVlcDAwPs9zAfGl1/q2gMMDXV6AE3pPfr7+zNnzhw2b95MTEwMxcXFREZGEhYW9sglvkREHibEJMBjipGBhOUvtee1LUnU1Ld8IkBbX4vk7B4u26rw+Mef1XGvY2lpSWhoKKGhoTz77LOUlpaSlZWFTCYjLS2NnJwc/ve//+nOwcgIJycngoKC9EkBV1dXMSkg8khRVlbGrFmzuHr1KiYmJixYsIDu3bvf0zGPHDnCihUrEASBOXPeoHfv3kydCn366ASajh6FwEBd+aVKBSNGwI2i1Vqtlp9++on09HT69et3z+O5HbRaLadOncLGxuaWAekfKS4upqampkVtC/9KF6CgoEBfuQRQVWXG229b88wzOmuso0fhp5+M+Pbbst/2USKR+GBomE5lZSUVFRWNlK+Tk5Pp2bPnfZnYBgcHM3LkSDZt2sTatWt57bXX8LuxHvcPCILAhAkTUCgUHDhwgMTERJYtW8bbb78t6rjcRwRBwMPDAw8PD73NYExMDOnp6Vy4cAEHBwe9kGCrVq0euiDpzJkzfPbZZ+Tn5yORSOjfvz8zZsy4YwV4rVZLTEwM69evJycnh6CgICZOnEi7du0einNOTk4mMTERV1dXhg8f/pfbpKWlkZ+fD0BERESj9qDHgb+QSLgpNjY2TJ06FU9PT/bs2cPatWvJzs5myJAhj93nJiLSXIhJgMeY/oHOPOHvyOG0IurUmhZ7H61ajaYkGyEjCpmzM6tWrWLy5Mm3VPsVBAE7Ozvs7Ozo1KkTWq2WsrIyZDKZPikgk8k4ePAgAIaGhjg6OhIUFIS3tzeenp64ubmJE1SRh5Zr164xc+ZMcnNzMTc3Z/HixXTo0OHWOzZBdHQ0S5cuRavV8vrrr/PUU09x4ABUVsKoUTqf5pkzdV7NKhWkpcGGDY1XYs6fP8+hQ4fw8vJi+PDh92VSLZfLkclkeHh43LFdXnZ2NgYGBi0qWvjHMV1faSwvL0er1f5mHVhJSYmWS5d0yZZu3WDHDk/y8zuRmWlBq1a5mJvX4eTkRF5eHnK5vFHwc+3aNXJzc1u0ouFGevToQWVlJdu2bePrr79mxowZTZZiS6VSZs2aRUlJCbGxsRw9ehQ3NzcmTpz4UARejxvm5uZEREQ0shk8c+YMe/bsYf/+/YSGhuptBh90oFRaWspnn33GiRMn0Gq1tG7dmjfeeOOurncKhYJvv/2WI0eOYGZmxpgxY3j++efv0D6w5dBqtWzYsAG1Ws3IkSNvqm1w+PBh6uvrMTMzo1evXvd5lI8eBgYGDBkyBA8PD7777jv27Nmjdw941LUxREQeBGIS4DFnyQuhDF55ArlShVpz+/oQt4tWo0FbZ4SPPJ5yW1tMTEyIjo5GJpMxcuRIBgwY0KRN1Y0IgoCtrS22trZ06NCBZ599lvLycn2lQHp6OlevXuXw4cNotVoMDXUChNeTAl5eXri5uf3tVJVFHk0KCgqYOXMmhYWFWFpasnTpUoKCgu7pmAkJCSxatIiGhgamTp3KsGHDkMngxx9/t2IKCNCVYp45A6amOkHAG+fhFRUVbN26FUEQeP755+9b3/f58+cpKSkhMjLyjgPKlnQGuI6NjQ0WFhZUVlYCOp93AwMDVCoVKpVKbz0WFJTA22/3w8tLQseOsHevQGFhb6ytzxIeHo2JSS0uLi7k5eVRVFSEj49Po+ql5OTk+5YEAOjfvz81NTXs3r2br776ihkzZuDi4nLT7a+3q8yePZvMzEy2bt2Ku7s7AwcOvG9jFmmMRCLRt9XdaDOYnJxMfHw8bm5u9OrVi65du96Xtp4b0Wq17Nmzhw0bNlBRUYGJiQkvv/wyY8aMueN7sUaj4eTJk2zYsIH8/HxCQ0OZOHHiPV83m5vo6GhSU1Px9PRk8ODBf7lNTU0NZ86cAcDDwwNfX9/7OcRHmtDQUObMmcO3335LdHQ0CoWCMWPGiDaCIiJ3iHTBggW3vfGaNWsWTJkypeVGI3LfMTGU8kw7N/Yl56Fq0NCseQCtBqGhDvn3YdgaGrF48RAKCwspLS1FqVSSnJxMbm4uvr6+d1wKqB+/iQkuLi4EBAQQHh5Or169CAoK0lcAFBUVkZ6eTmJiIlFRUURHR5OXl0d5eTmgU6AV2wdE7jcymYyZM2dSXFyMra0ty5cvJyAg4J6Oef78ed59911qa2sZO3Y8o0aNRBAErK3Bxgby8kAuBxMTcHfX/Tg76+zsrqPVatm6dSvx8fH069ePAQMG3LcV3u+++46SkhLGjRuHnZ3dHe27detWGhoaiIyMvGNF8dtFEATy8vIoLi7WP1YqlVRXV2NhYaFXIHd3z2PAAH9sbCxJS4OgIBg7tg5B2I6xsQqtVhdIKxQKamtrsbCwaLSCWVJSQvfu3e9bBdN1n/r6+noSExO5fPkyoaGhTfb6GxsbExYWRlRUFBUVFXpng8fBx/5hx9TUlDZt2tCzZ098fHwwMDBAJpORkJBAVFQUhYWFGBkZYW9v3+L3vsuXL/POO+/w3//+l7q6Ojp16sSSJUvo3bv3Hb93UVERX375Jd9//z1SqZRRo0bx6quvPnQCcWq1mg8//JCSkhJee+21mwb3SUlJ7N27F61Wy/PPP//YCAI2F+bm5oSFhVFbW0t8fDznz5/HxsYGd3d3sSpJ5LFn4cKFBQsWLFhzq+3EJIAIFiYGPNvBjaOXiqiuU9PQDJkAQdOAYb0Bdfs7YdoQhZPTN3Tu3IEJEyZQWVlJfn4+1dXVXLlyhaSkJGxsbPDw8Ljni7exsTHOzs4EBATQo0cPevfuTXBwMO7u7hgaGuqTAklJSURFRXHq1ClycnL0Jb0WFhZi+4BIi5KRkcHs2bMpKSnBwcGBzz777J5XMDIyMvjXv/5FVVUVkZEjmDRpAoIgsG8fHD8OEREQFqZb/U9L07UG/JXVe2JiItu3b8fb25uJEye2WED9R0pLS9m0aRMODg6MGjXqjgKE6upqtm3bhpWVFc8//3yLTgCrqqrIyMjQP1apVJSWlmJoaKivQhAELUFBVjz7rBcDBkCvXuDra0xOzlXKysoQBF3grdFoKCkpQaPRNAqe1Wo1Tk5O9zWgFgSBgIAAKisrSUhIIDs7m/bt2zf5+7eyssLf358TJ05QVVVFYmIi4eHhD1yQTUSHRCLB2dmZTp060blzZ2xtbSkpKSE1NZXo6GhSUlLQaDTY2dnpq1iaC5VKxddff83y5cspLCzEzs6O2bNn8+qrr97x34darebo0aN8/PHHnD9/ng4dOvDmm2/Sp0+f264ivJ8cPXqUPXv24Ovry2uvvXbT69HGjRvJzMzE0tKSadOmieXsd4GBgQGhoaFYWVmRlJTE2bNnUavV+Pr6ios7Io81YhJA5I4wNzZgZBcPBAGSckrRaLXcVSpAq0WCgDbdibrD1rzzZgk9e14mLe08Z87E4+7uxvjx43F0dEQmk1FeXk5paSmJiYkoFAr8/f2bVW36unigv78/3bt3p0+fPoSEhNC6dWuMjY0pLi4mMzOTpKQkTp48ycmTJ8nOzqasrExMCog0O6mpqcyZMwelUomLiwsrV6684/73P5KVlcWcOXMoLy9n+PDh/POfryIIAuPGQWIiKBTw3nu6RMCYMRAbq6sKiIiAG/+0S0tLWb16NfX19UyYMOG+lqQnJiayf/9+Bg4cSFhY2B3tK5fL2bdvH23btqV3794tNEIdUqmUG21yBUGgoKAAtVrdSDhQKpXqV/Y0Gl3LBQhcupSGVguCoKtiys3Npaam5k/aJXV1dfd9ZVAikRAUFERJSQlxcXHI5XLat2/fZKDl4uKCnZ0dZ86cQalUcv78eZ544on7ljwSuT0sLCzw9/cnIiICDw8P1Go1V65cIS4ujlOnTlFWVoapqSm2trb3nESLjo5m3rx5+lL3gQMHsmTJEtq2bXvHxy4oKGDlypX8+OOPGBsb88orrzBlypSHtuKkvr6eDz74gIqKiiatDisqKli9ejXV1dUEBgby8ssvi6vXd4kgCPj4+NCmTRtSU1P1c0k/Pz/xOiTy2HK7SQCxOVpEj4FUwmtP+jEw2IXlhy5x9FIxaLWo1LdOBxhJJahUoCkwwSjTi6kvWSNrvYDUVA0zZ86mvl7Dvn27WblyJRKJhGHDhhEYGMi6dev0E8g9e/aQlpbGxIkTW8zf19zcnKCgIH0PYU1NjV5oMDMzk/T0dKKjozl58iQSiQRra2vatm2Lj48PXl5eeHh4iDcWkbsiNTWVuXPnUlVVRevWrfn000/vuYc9Pz+fuXPnUlJSwuDBg5k+fTqCIHDkCGRmwqlTuu0OH9YpMa9dC2+8AdXVcKNOmFarZefOneTl5TFs2DCCg4PvaVx3SkxMDIaGhnTt2vWO971uD3in3uJ3g5OTEyYmJtTW1gI6NxOpVEpNTQ0qlUp/bcjJyUGtViOVSpFIdE4BISGB7N17CEHQaQpcL8m+du0acrm80fivXLlCeXm53nrwfmFkZMSYMWNQqVTExsayceNGJk2a1KSo3MCBA8nJyWHLli2kp6ezdOlS5s+f/1Cu0j7uGBsb07VrV7p06UJ2djZxcXHExsbyyy+/8Ouvv9K2bVsiIiLo0KHDHdsMKhQKVqxYQXR0NFqtFm9vb2bPnn3HTh8ADQ0N/Prrr2zatImSkhI6d+7MxIkTbykm/KDZv38/2dnZhIaGNumocj1QBXjyySfFBEAzEBISwpw5c9iwYQPHjx+nuLiYMWPG3Jf7gojIo4pYCSDyJ+wtjBkS6saorh6UFBWQfjWbBqmRbjmroQ6tug5B04CAFgOphEA3a14Ma0WE1J/tHwUw4tn3mTGjN46OjsTGxlJYKGf69P+joqKCtLQ0YmNjcXBwoEuXLvTs2RMzMzNkMhmVlZUUFxeTkJBATU0Nfn5+La5ofL2M19fXl65du9K3b19CQ0Px8PDAzMyMkpISLl++zNmzZzl58iQnTpwgKyuL0tJSGhoasLCwEIUGRW7JjQkAT09PPv/88zvue/8jRUVFzJ49G7lczpNPPsmcOW9hYKBbTTY01FUB9OypC/b9/HS9/7m5OpvA39rX9Zw+fZrdu3fj7+/PuHHj7quSeHV1NevXr8fCwoKxY8fe8fcpMTGRU6dOMWzYMLy8vFpmkL8hCALZ2dn6CbwgCJSXl1NTU4OVlZW+t1+tVuPnF4CVlRWCAFlZsHGjlM8/D8XX9wImJrokgkQioaioiPr6+j/1NpuZmbWo5eHNMDQ0JCgoiNzcXM6cOUNVVRXt2rW7aXmtIAh06NABmUxGVlYWOTk51NTU0KVLFzG4eUgRBAEbGxuCgoIIDw/Hzc2N2tpa0tPTiY2N5fTp01RXV2NpaYmlpWWTv0eNRsP27dtZsGABly9fxtTUlHHjxvHOO+80KTB5M3Jzc/n000/ZsWMHZmZmTJgwgUmTJrWo6GdzoFKpWLRoETU1NcybN6/Jc1+/fj0ymQxbW1umTp2q1xMRuTcsLCwICwujqqqK+Ph4Lly4gL29/UOnGyEi0tKIlQAi94y9hTEdjIrYfWgZ1NZiaONCeR1oJVLsbKzp0q4tAW52zJ4wS38T27U5j8xMR6KioujV6zmsrKo5diyekpIkXnhhBjk59pw8eYwVK1YgkUgYNGgQkZGRtGvXjjVr1pCSkoJCoWDz5s2kpqYyefLkexZMuxNMTEz0Ksugu7Hn5OSQlZXFlStXuHTpEnFxcZw+fRpBEPR9sb6+vnh6euLp6XnHKygif2/+mABYuXLlPa/wlpSU8Oabb5Kfn09ERATz5s3D0FCKQgFbt8K0adDQAEuXwrx54OAABw/CXznoFRcXs337dszMzIiMjLzvf7+XLl2iuLiYQYMGYWys603OzIScHOjbF7RauHoVbG11P38kKysLMzOz+6Z67unpSXp6uv6xtbU1JSUllJWV4eTkpH8+J0dG69buZGbCTz/pcqibN5dz4kQZGo0EiUTXj21gYEBlZSVVVVWNBAKTk5Pp1avXAwmkLS0tmTRpEqtWreLw4cOYmpoSGRl500SAVCpl7ty5FBUVceHCBXbv3o27uzvPPffcfR65yJ1iYWFBr1696NmzJxkZGcTFxREXF8fu3bv5+eefad++Pd26daNdu3Z/atW7dOkSy5Yt0+tkdOnShTfeeOOugv/6+noOHDjADz/8QHl5OT169GDixImPzErurl27kMvldO3aldDQ0Jtup1AoOH/+PAABAQEPbWvDo4qZmRnjx4/Hzc2NnTt3sm7dOgoKChg0aJDY2iki8gfEJIBIk6SkpKBSqTA0NMSwTom0tBSNRoNUY4+5pjUajTU5OTkEBgYCsGmTGf/+t4rjx4+zf/9g9u0bQPfuSg4cUOHiks2ePWORycbSpcsrLFu2DIlEwoABAwgMDGTRokVs3bqV//73v5SWlhIXF0dOTg6RkZEMGTLkgfgcGxsb4+vrq1f4raurIycnB5lMxpUrV7h48SJJSUnExcX95hNuia+vL35+fnh5eeHp6fnQeBeL3H9aIgFQUVHB3Llzyc7OpnPnzrzzznv60uvKSvjPf0Clgm+/hQkTYPJkMDCA+nrYuLHxsdRqNdu2baO4uJgXXnhBn/y6n5w5cwaNRkP37t3RaHQ6BStX6pwL+vbVtTAcPAhdusCcObrS+hvJyclpcXvAG/nj6vx1Qa/rjiPXOXPmGitXQlSUToRx4kQIDnbj4EE/TEwy0Gp1lQCOjo4UFBRQVFTUSCCypKSEnJycBxYE2dnZMXnyZL766it+/vlnTE1NGTZs2E2TEmZmZixYsIAZM2ZQUFDA6tWrcXNzu6sWD5H7j0QiISAggICAAL3NYHR0tP7+5uDgQHh4OJ06daJVq1asXbuW3bt309DQgIODA//85z/p27fvXSWtZDIZq1evJiEhAScnJ15//XX69+//yLSUVFZWsmPHDgwNDZk8eXKTn8GZM2coLS1FIpHQr18/sVqmBZBKpQwaNAhXV1c2btzIjh07KCws5OWXXxarLkREbkBMAojclKqqKvLz8zEyMsLAwAAbGxtUKhUajQYHBwd92e6NK3CenrYMHNiFnTt34u8fh4tLLz74IIDPP/+CH36YjI1Na2bOlFBdHcIvv+TxySefIJVK6d+/PxYWFkycOJH27duzbt060tPTkcvlrFmzhrNnzzJ58uT7Klb2VxgZGeHj44OPjw9PPvkk9fX15ObmkpWVxdWrV7l48SLnzp0jMTERQRCwsLDAx8dHnxTw8vISb0KPCS2RAKiuruatt94iMzOT0NBQPvjgA0xNdX3oUVE6JfpTp3RCgAcPwg8/QEKCrhLgr7oPoqKiiI2NJSQkhEGDBt3T2O6G+vp64uLisLe3/004TPd8WpoueREbq3M3ePZZ2L4dQkPhxmGq1WrkcjlmZmb33F5xu7i6umJoaEh9fT2gWzWXSCRUVVVRX1+vD1yKi7NJT9cSECAQGQmmpjBqlMDJkyOYNetjTExUgE5n4HoSwMvLq1FQkJyc/EBXQl1cXJg0aRJfffUVu3btwtTUlKeffvqm2zs5OTF//nzmzp2LUqlkyZIlrFixosXbNESaFzs7O5566in69u1LWloaCQkJJCYmsm/fPnbv3k15eTmVlZVIJBKGDBnCP//5z7uqIKqpqWHv3r3s3LmTqqoqevfuzfjx4+9ZLPV+8+OPP6JQKOjTp0+TiVStVsuvv/4K6D7jOxVBFbkzOnTogKOjIxs2bODIkSMUFRUxbtw4sT1AROQ3RE0AkZuSlZXFgQMH0Gq12NjYYGFhQXl5OYIg4OjoSGBgIMOHD/+TWI+zszNxcYlUVp7D3PxJduxwJza2Lw0NeUyadJKZM0OJiIggPz+fzMxMoqOjcXd3p02bNgiCgJubG+Hh4dTU1OitBGUyGYmJiVhYWODl5fXQ2L9IpVJsbW3x9vamY8eOPPnkk3Tq1Alvb29sbGwoLy9HJpORkpJCdHQ0J06cIDU1lcLCQioqKhAEATMzs4fmfESah5ZIANTW1jJv3jxSUlIICAjg448/xtzcHI0G4uJ0av8pKXDxIrRrBxkZ0LEjeHuDjQ38Uc8yPz+fdevWYWxszOTJkx9Iz21GRga7d+8mLCyM/v37o9Ho1PSPHIGSEliwQJfQeO45WLVKlxi4sSVAoVCwZ88ePDw8mgxOmxOJRKLXBQFdf3VpaSm1tbVYW1vrgyGptJo33wxh3jxzDA1h3TqdIOO779agVJ5EEHSCqyYmJhQUFKBSqbC3t28kPFpSUkKPHj0e6PXB2toaT09PLl68qE/YNJWYcHBwwNXVlejoaCorK0lOTqZPnz7N6voicn+QSCQ4OTnRoUMHOnXqxIULF7hw4QIKhQJBEPD19SUwMBATExPs7e1v++9Uq9WSnJzM0qVLOXToEA4ODkybNo1XXnnlvoth3itlZWUsWbIEgAULFjQ5frlczsaNG1GpVHTr1u2BJF4fN6ysrAgLC0OpVOp1ApycnO6qZUVE5FFBtAgUuWeSk5M5cuQIWq2W/v374+rqSklJCVZWVkRERDBmzBi9yv6NmJqaolY3sH+/ktTUDiQnm7F8uUBAwBbS0uKxtbXD29ubiIgIcnJyuHz5MtHR0bRu3VpfDmtqakq3bt1wc3PTWwmWlZWRlJSEXC7Hz8/voSyzl0gk2NjY4OXlRYcOHfRJAR8fH2xtbamoqCAvL4/U1FTi4uI4ceIE0dHRyGQyFAoF9fX1mJiYPJDWB5HmoSUSAPX19bz//vskJCTQpk0bli1bhoWF1W+e8+Durlvpd3LSif5t2qSrBDh0SNcScN2W7joNDQ1s2LCBq1ev8sILL9ClS5d7POu74+DBg8TFxTFq1Ci8vb31Svr9++uEDYcM0VUBpKfDtm3w1luN98/Ozubnn3+mS5cu9/UcysrKyMrK0j+uqamhvLwcIyMjfUWCVgu+vo6cPu3Ol1/qqhiWLYPAQCOSk8toaJD/9nsRUKlUKJVKpFJpo4oGtVqNq6vrfdM7uBn29va4urqSmppKfHw87u7uTa6mXV/5P3v2LKWlpVy+fJk+ffqIIqqPKPHx8cyfP5+LFy9iYGDA0KFDGTx4MOXl5aSmphITE0NCQgK1tbV6McGboVAoWLt2NlY9ZgAAIABJREFULevXr6eyspJBgwYxe/ZsQkJCHslk+Jo1a0hOTubpp59m8ODBqFS69qu/4uDBg0RFRSGVSpk0adIjo3fwqGNkZETHjh0xMjIiKSmJs2fPIpVK9QtPIiJ/N8QkgMg9c/DgQc6ePYuhoSFPPPEECoVCP/H18vIiLCxM3w/7R1xdXVm+3AF39yimTPEkJMSCXr1aERcXR0ZGBiEhIVhbW9OrVy99f310dLS+jx50k2Nvb2+6du1KWVkZcrmc6upqMjMzSU5OxtHREXd394f6In7dZtDT05P27dvz5JNP0qVLF9q2bYubmxsGBgZcu3ZN70Bw6tQpjh8/TkpKCnK5XF8tYG5u/khOkB43WiIB0NDQwKJFi/6fvfMMj6pa2/A9LZPeOyGBJJBCAoQeeiiKICogXeko6KciogcRBYGDFFFUUOBQpAalSBEI0kuo6Y2S3nsvpE3m+7FPtox0pSScua+LS2cyWdmT7L1mr2e97/OIQtk333yDubk5EgmUlAgLZTc3MDAQFs6TJsGECYIgYGEBffpoCgAAAQEB/PHHH7Rr145Ro0Y9E8Okuro6/vOf/1BXV8fEiRNZtcqAWbMEPwMHBxg0SFg4g/BcfVXD7cTExHD8+HFeeumlp+5nEBYWpvE4OzsbtVotLo4lEkhJsWHaNGesrMDJCb79VhACVCorrK2viH8XuVxOZmYmlZWVODg4aMxparX6qUc23g0bGxssLS2JjIwkODiY5s2baxgh/hVvb2+ysrKIi4sjIyODoqIiunTp0qDnay2aVFRU8M0337BmzRpKS0tp1qwZixcv5rXXXqNVq1Z0795drMxLTk4mNDSUc+fOkZycDAgl7/XtMfWxf8uXLyc0NBQ3Nzc++OADXnnllQYp6D8M2dnZrFixArlchy+/nE9GhgG7d4OXl5DQUlf359xbV1fH6tWryc3NxcbGhrfeeksr9j9F6j0vmjRpQmRkJCEhIRQXF9OyZctG4z2hRcvDok0H0PKPUKvVogO2kZERVlZWXL9+HRAmU4lEct9dHSMjI775Jp/t249jZwd9+44HnHnttdfYunUrO3fu5L333kOpVPLFF19QV1fH2bNnWbhwIfPmzaN79+7iWPb29syePZsjR47g7+9PZmYmN2/eZMmSJQwYMIAxY8ZgbGz8RH8fjwupVIqdnR12dnbizmVFRQVpaWmkpaWRkpLCzZs3RX8BEBYI5ubmoq+Ag4MDTZs2ve9ui5anz5MQAOrq6li2bBlnz57F1taW5cuXY2FhIX7d2BheeEEolW/TRmgFGDpUePzOO3cf8+bNm+zbtw87OztGjhz5zG6AUlJSSEtLw93dHUtLS4YPF+IM16+HDz8U3puzMwweLFQG9Olz5xjJyckolcqnXtrZpEkTZDIZKpUK4L9RgBLKysqora0V50aFIoxr1/qiUkkoKxOqMhwdITXVmG3blFRVCb4ARkZG6OnpcevWLYqKijC7refh5s2bVFVVabQJPCs6duzIrVu32LFjB2vXruWDDz7AxcXlrq+VSqXMmDGD7OxsQkNDOXLkCPb29owZM+YpH7WWv8PFixf55ptvyM3NRaFQMHr0aCZOnKjxua+npydW4WRlZREaGsqVK1cICwsTW0d8fX2xt7fnyJEjBAUFiYaTL7/8cqNP0vn555+pqKhgyJBhWFtbM2uWIADo6QktTefPQ6tWMGwYYoQmQIcOHbTeQM+IDh06YG1tzcaNGzl+/Di5ubm8+eab2vYALf+TaCsBtNyV4uJi9uzZQ3FxMdbW1vTu3Ztr166RmpqKTCbD0dGRjh073nch2qSJHREREVy/fh0vLy/MzMxwcnIiMzOTw4cryciQ0bOnExKJhF69ehEfH09SUhLnz5/H2dlZo1ROJpPh5uaGj48P2dnZ5ObmUl5ezvXr14mKisLBwaHRRu0oFAosLCxo3rw5bdu2xc/Pj86dO+Pu7o6DgwNyuZz8/Hzi4+OJiIjgwoULnDlzhrCwMLKzsykpKdF6CzxjnoQAoFar+fbbbzly5AhWVlasWLGCJk2aiLtL9SX+3bpBu3aCq76BgVA2X10NAwcKz91OaWkpa9asoaSkhNGjRz/THeZz585x5swZRo4cScuWLTEzA19fyM6G8eOF0v9mzQRR4Kuv4JVX7ow4PHjwIPn5+QwZMuSeVUlPAplMRlxcHCUlJYCw4C0oKKCqqgpTU1Ox/726upo+fdrg4KBHejps3y4YHFZWypBIKrl1KxW1WoJEIrR8FBcXI5VKNfwZ6urqsLKyajA3qY6Ojujo6BAREUFkZCQeHh73PNflcjmdOnXi4sWLFBUVERUVJUapammYlJaWsmzZMtavX095eTmurq4sXbqUfv363ffzxdDQkBYtWtC9e3datmyJvr4+GRkZXL16lQMHDpCVlUW7du1499136dOnT6PffU1JSeH777/HwMCABQu+pKZGl4ULhWSTM2dgxQpByExJEea1o0cPcPXqVRQKBVOnTtWa0z1DTExM8PHxoaioiKCgIK5fv46tre19K5u0aGlMaNsBtPwjEhMTCQgI4NatW7Ro0YKOHTsSHh5OWloacrmcpk2b0qVLl/uW8SkUCuRyOVeuXKG6upq2bdsjl8swNXXG319OenoKnTsrsbS0RCKR0Lt3b+Li4kQhwMXF5Y40AHNzc7p3745CoSA1NZWysjKys7MJDg6mtrYWV1fXRn9zUZ8qYG9vj7u7O76+vvTu3Zs2bdrg7OyMhYUFFRUVZGZmEhMTQ1BQEGfPnuX8+fMkJSWRn58v7hzq6uo+67fz3POkBIAff/yRffv2YW5uzrJly7C2bkZSkuD0D5ol/qam4OIiCAIdOgjRen8N0lCr1fj7+xMUFESfPn14+eWXn1lptlqtZuPGjZSXlzN+/Hjx93XzJsydK8QC2tgI7QB9+gil9MOG3TnGzp07qaurY+TIkU+9tLagoICUlBTxcUVFBSUlJSiVSo2dfFtbW7Kz7fj2W6Fto1UrIfXg5Ek7nJ0Dxb+jjo4OGRkZd20JUKlU980ef5pIJBJcXFyoq6sjNDRUFHnvtbOpp6dHmzZtOHv2LGVlZYSEhNCuXbtnYkSp5f6cOXOG2bNnExMTg46ODuPGjeOzzz7TqD56EPWxlzU1NQQFBZGWloaDgwMWFhYUFRURHh5OTk6O6H/RWLPbv/nmG+Lj4xkxYgS+vr5UVkJmJhw8CPv2wapVghD7+ecwcaKK//xnFYWFhTg4ODB58mStP8YzRldXl7Zt2yKVSkWfAKVSeUdCixYtjRGtCKDlHxEeHs7Jkyepq6ujZ8+eNG3alIiICNLS0lAoFDg4ONC1a9cHOj7b2dkRExPDtWvX8PBwp67OkrlzDTA318XEZD0ZGYV07twOuVyBVCoIAbGxsSQnJ3P27FkNj4B6FAoFrVu3xt3dnYyMDPLy8igrKyMqKoq4uDicnZ01bsKfB26vFmjTpg29e/emS5cueHp60qRJE5RKJfn5+SQkJBARESF6C4SFhZGZmSnuWGq9BR4vT0oA2LRpE7/88gtGRkYsWbKEli1b8tprkJNz97J4tWA0j0QCrq5wt02mS5cusXv3blq0aMGkSZOeaXl5Tk4OO3bsoEmTJowYMUK86SorE1oaTE3/7P8PDIStWwWfg9spKytj165dWFpa3je//kmhUqmIjIwUH6vVanJycgBh3qtHLtdn7Vp3evQQKhzathVaHL77Tk6TJgkolcK1qaOjQ15enmiudnupdFFRER07dmwwAqdEIqFly5ZUVlYSGhoq+rzcSxSuT1A5f/485eXlXLwYS58+9xeRtTw9ioqK+Pe//82WLVu4desWHh4eLF26lN69ez/y50Vubi5r1qwRS+UHDRrERx99ROfOnTEzMyM/P5/o6GguXLhAUFAQt27dwsjICENDw0az+Lpx4wZr165FT8+J+PjPadNGioOD0Oqjrw+jRgnX+fffCy1OPj43+fXXX1GpVLz44ov4+vo+67egBaGiy8PDA1tbWzHauaysjJYtW2pFGi2NGq0ngJZ/REJCgph57eLiQm1tLXV1dQDiTcHDTJI6Ojq88MILrFmzhg0bQggJaYmFhYRly+xYuPAN1qyxx8YmkOnT+wHCpLxo0SK++OILAgMDWbhwIZ9++il9/rLykUgktGnThoULF7J9+3aOHj1KcXExgYGBpKWlMXbsWPr27dtodxkeRH10k7W1Ne3atQOECLn09HRSU1NJTU0lNjaWtLQ0YmNjAeF3a2pqKnoLNG3aFAcHB0xMTBrNzVdD4kkIAAD+/v5s27YNPT09FixYgLu7O3PnCiZ/CxcKr8nLEyL/pFKhBeBBf77MzEz8/f0xMjJi5MiRz9xPIioqioKCAoYOHaqxyFAoBI+Dt9+G2lqhEsDUFEaPvnOMvLw8Kioqnpk5aNOmTZFIJKj/q8DU/+1LSkpQqVTi3JORkURBgVClUW9dcv06uLtLcHNzITMzVRzT2tqasrIycnJy7mgJiImJoUOHDk/p3T0YqVTK8OHDqamp4fjx4/z000+8++6799w17ty5M1OnTmXZskMcPfoJH3/8E2vWfKKtVnqGqNVqjh07xo8//khRURF6enqMHz+ekSNHPvI1VX8ebN++nZycHLy9vRk/fjze3t5IJBJRxH7ppZeIiooiODiYiIgIdu3axf79+/Hy8qJLly60bt26QXsFqNVqNmzYQHV1DaNHv8y5c3J69oT27YUqpvq5Ki9P+Dd7Npw8eZKqqip0dXXp3bv3Mz1+LZpIJBK6dOmCtbU1mzZtIiAggPz8fN58802NpBYtWp5HtCKAljtQq9XiwrG+LL2iouJviQAgGLE4O3uxYYMbhYV1LF8uY9s2CYcP+1FdncexY3/Qv38zXF1dAWGxunDhQubPn8/Zs2dZvHgxKpWK/v373zG2iYkJ06dPp02bNmzcuJGEhASSk5NZtWoV165dY9y4cc9dVcC90NXVxcXFRTTqUqvV5OXliaaDiYmJJCQkcPXqVS5dugQIpbr29va0bNlSFAXs7e0bzI5jQ+VJCQB79+5lw4YNKJVK5s2bR9u2bbl2DZYsgf37hdcsXgzh4ULp6YABwq6Ts/O9x6yurmbbtm0UFxczcuRI3Nzc/vFx/lMuXLiAvr6+KGDV+xvMng0bNsC4cRAcDJGR0KvXnakA8KcI8Kz6y3V1dbG1tSUzMxMQ5kNDQ0PKysooKSkR553CwkJ6965k+XJdDA2FRIeYGBgxAgYMaM6mTafFMa2trUlISCAvL09DSACIjIxsUCIACO959OjR1NXVceLECVEIuNecO3ToUNLS0li16nf27h2Oq+s65sz5P2110jMgPz+fZcuWcfnyZQBat27Nv/71L5o0afLIY8XFxbFhwwZCQkKwsLDg7bffZuDAgXetFNTV1aVDhw506NCB7OxswsLCuHLliujYbmZmRteuXcVo3YZ2boSHhxMcHIydnS1jx77MpEmwdq0wbw0dCrq6MGsW/N//wfLlwvz7739fBARD0aedYqLl4XB2dmbmzJls2rSJK1euUFxczIQJE7Qxjlqea7QigJY7KC0tFctajYyMsLOz48aNG3eIAA+7yy7kCvflwIE4evZMpXfvl/H3lzFpkozOnZPYuTOcrVvlzJkzFYVC+d+scCnz589n0aJFnDx5kiVLllBbW8tLL710x/gSiYRu3brh6urKunXrCAwMpKSkhAMHDpCQkMCUKVPw9vZ+TL+dxoNEIsHKygorKyt8fHwAqKqqIj09nbS0NLFaIDMzk4SEBNRqNTKZDBMTE1xdXWnevLmYRGBqaqqtFvgvT0oAOHLkCD/++CNyuZw5c+bQqVMnADw8hJvMjz8Gf39IToY9e4Q4wB07hHL5+4kAhw8fJjw8nM6dO99VSHvaFBcXc+3aNWxtbXH+74FLJFBZCSoVFBWBlZWws9a+/b3HSU9PR61W4+Dg8JSO/E7qjU7rMTU1paysjOLiYo2F8KBBsfj5eXPkiBB96O4OLVvC1auOGBiYUl5eBAgLJBMTE4qLi8nLy9MwO01OTqa4uPixnGuPE4VCwZgxY1CpVJw6dYo1a9Ywffr0uxo1hoVJmD59Oikpn+LvH8eOHVW0arWfIUOGPIMj/99ErVZz6NAh1q5dS2lpKQYGBkyePJkhQ4Y88hxfVlbGnj172L9/P1VVVfTs2ZNx48bd4eVzL2xsbHjxxRfp168fN27cIDQ0lODgYA4fPkxAQADOzs507doVHx+fBrErW18FoFKpGDVqDEqlkvPn4bff4PhxodLn999h+nSYMUMQMauro8nKygKgR48e2jLzBoyZmRnvvvsuO3fu5Pjx46xatYo33nijwfixaNHyuNF6Ami5g9tNAZ2dhVi/pKQkYmJiyMrKQk9PD1tbW/z8/B76psHGxoaKimPk5JxGJvOgosKKbt3g3LkmhIe3IDRUQvPmibi7txC/RyKR0KNHD7KysoiNjeXixYuYmZndcyfT0NCQrl27YmhoSGJiomgaGBISglqtxtXV9X/+A1gul4spDa1bt6ZXr174+vri6elJ06ZN0dPTo6ioiKSkJCIjI7l48SKnT58mODiYzMxMiouLqaurQ19f/7lttbgfT0oAOHnyJF9//TUAH3/8MX5+fhpfb9cOunSBbdtg3jwhDtDVFSoqhB3zfv2EhfRfL8eYmBg2b96Mra0tU6ZMaRBRmuHh4Rw6dIj+/fvTsWNHsQogIkJINggOFnb+1Wqh3UGhuHu7Q0BAAGlpabz22mvPzGSupqaG6Oho8bFKpSI3NxeJRKLh5m9kZEDPni3p0kUQOcLDYc0a2L1bgpcXVFTEiSkBdXV1FBQUoFar70g8MTY2fugF1tNEJpPRqlUriouLuXr1KqmpqbRu3RqFQklVFdRPu/PmwdKlMgYN6srvvxtjYXGU2NhjeHp6avgoaHkyZGdn88UXX7Bnzx6qq6vp0KEDy5Yto2PHjo8kAKjVaq5cucKyZcs4c+YM9vb2vPPOO4wZM+ZvpXTUmwm2bt0aX19fmjRpQm1tLYmJiaLxbVZWFjKZDAsLi2f22XPhwgV++eUXHB0d+fjjWUilUn7/HYqLYeRIqKkRRFsnJ8Gg9bXXYPv27Vy/fh0DAwOmTZvWIMQMLfdGLpfTunVrdHV1CQkJISIiAl1dXa1hoJZGhdYTQMvfJjMzk9LSUgBcXV2RSCSoVCqNSoD6fw+LVCqlf/8XOHeumMmT3XFzU7N3r4SBAyXMn2/D+vWHOH48ndatW2mU90qlUv71r38hl8s5dOgQK1eupLa2lqFDh9715ygUCoYNG4aHhwdr1qwhOjqa7OxsNm3axPXr15kyZYo2muc26ns1LSwsaNu2LSCUL95eLRAXF0dWVhZJSUmo1WqkUinGxsa4urri7OwsthBYWFg0uNLNx8mTEgAuXrzI0qVLqaur4/3337/nbn379kLu9O061q+/Qvfums/VU1xczLZt25BKpQwdOrTBRGgGBQUhlUpp/99t/vr7KqVSSDVISYH33xd21aysBDO9Xr3uHCc1NRV9ff1n6jL/11LR+vOhXiyrvx6Sk5M5f16o5JDJ/vRzcHCA2FgvzMwCxDGsrKyIi4ujoKBA9GWpJzIykq5duz6Fd/boKJVK3nzzTWprazl//jzr1q3Dy+sdamr0GTxYeM26dcLfOCLCiA8/LOPSpSRKS9XMmHGIX3+1bzDn6POGWq1m//79/Oc//6G8vBwjIyOmTZvGwIEDH3lhk52dzZYtWzh9+jRKpZIRI0bw+uuvP7a2O2NjY3r06EH37t1JSUkhNDSUq1evEhgYyLlz57C1taVbt260a9fuqfqBqFQqfv75Z9RqNePGjUMul1NdLVT2BATAjz/CO+8Ir/3tN8HbpLy8nKCgIECoGmp+t74mLQ0OqVTKoEGDsLS0ZMuWLezYsYP8/Hxee+01bauklucKrQig5Q4SEhKorq5GLpeLffq3GwNKJJK/taPeqpUn/fvbkJ39H4YP78qbb3qhrw/Hj1tiafkaly+fZ8OGo3z++USkUoWYcS6VSpk1axYKhYJ9+/bxww8/UFtby4gRI+75szw9PVm0aBGbN2/m6NGjlJWVcerUKVJSUpgwYQLdunXTqrr3QEdHh+bNm4s3LGq1msLCQlEUSElJITY2lvDwcPEGpz4WrT7W0c7ODjs7OywtLZ+LioEnJQAEBwezYMECamtrefvtt3nllVfu+/rbL7u33wY9PaFN4K/U1dXxyy+/kJKSwsCBA+nYseM/PtbHQW1tLaGhoZibm9OixZ9VP2q1EJ336adQVye8r5s3YdcuYbH8V2pqasjJycHQ0PBv7Tw+LgwMDLC0tCQvLw8Qrh0DAwPKy8spLS0Vz5Hc3Fx69KigTRt9unUT3mt9omGHDgaMG2dBQUG+OIaZmRkFBQXk5uZqiJaZmZnk5+c/UmTb00RXV5cJEyZQV1fHhQsXSEnZz+HDI3F1leLhAUePCu7pCxeCvr4dR45M47PPjpOc3JdBg8I5d67HAxNntDwaBQUFLF68WJyrfX19+fjjjx95R/rWrVscOXKE3bt3k5+fT+vWrZkwYQKenp5P5LNUIpHg5OSEk5OTaCYYEhJCeHg4u3fv5sCBA3h6euLr60vr1q2feNLE6dOniYuLo0WLFvTqJVRqrVsnRLHOnCn8W7JEELlyc+H11yEsLJzc3FyAv5W0oOXZ0rlzZ8zNzVm/fj0HDx6ksLCQMWPG3DMOVYuWxoZWBNByB381BQTuSAf4OyKARCKhf//+hIQso6AgDV1dV5Yt06WyEioqXNHVLWHdOkN69Dh9x26oRCJhxowZyGQy9uzZw08//URtbS1jxoy5588zNjbm3XffxcvLi02bNpGSkkJcXBwrVqwgJiaG0aNHP3OX9MaARCLB3Nwcc3NzsTeuurqazMxMUlNTSU9PJzExkYyMDC5dusSFCxcAoazO1NQUZ2dnHB0dRWHA2tq6UbVlPCkBICQkhC+++IKqqiomTJjA8OHDH/p7q6qgd2/hRvNunD9/nvPnz+Pp6cmrr77aYASvpKQkcnNzadeunca1J5HA6tVw4YKw+NfVFUSOuXPvPk5+fj4VFRU0a9bsmYtMTk5OoggAQjVAeXn5Hf37CkUy//d/HuLjtDRB4NizR0JiojenT58Wv2ZtbU1BQQE5OTl3VC5FRkY2aIdxPT09JkyYgEql4vLl3+ne3ZRRo17E11dKRYUQj6ivL4g9AwYMID4+nj175hAS8h0TJpzE3/8l7WLpMXHixAm+//57iouLMTIy4t1332XAgAGPNEZdXR3BwcFs3ryZGzduYGdnxzvvvMOLL7741JIdlEol7du3p3379uTm5hIaGsrly5eJiYkhLCwMU1NTfH19ad++Pa6uro/9/KmpqWHz5s1IJBImTpyIXC6Mf/mycD47OQkeLdeuQWmp0L4ll8Px48dRqVSYmJg02AoeLfenRYsWfPTRR6xfv54zZ85QVFTE+PHjtVVLWp4LGs+duJanQmlpqWhiY2RkdE8R4O/eeLu4uODr24VTp04xe3YK0dEtWbYMOnSQkpZmS5cuZWzcGIOnp+ddXYrfe+89FAoFO3fuZN26ddTW1jJu3Lh7/jypVIqfnx+urq6sWbOGK1euUFhYyK5du4iLi2Pq1KkaO5JaHg4dHR1xl6aeiooKMjMzyczMJCsri+TkZFJSUggODubKlSuA0DtsbGxM8+bNcXJyEoUBGxsbdOq3RhsQT1IA+Pzzz7l16xZvvPEGb7755iMt1JXKu8fmgVAm/8svv2BqasrIkSMbVBZ7dHQ0ZWVloulhvR9ASAhs3w7Llgl+B5cvw5YtYG4OAwfeOU59MkBDcG52cnIiODhYfGxiYkJGRgZFRUUax5eSkoKHhwelpbBpk2AaVlMjVAT07NkOOI1KJUUmq8PS0hKpVEpRURGVlZUai62oqCh69erVYISdu2FgYMCkSZNQqVQEBW2jR48qvLwG4e6u4L/FZUiloFZLeOutt0hOTiY5+SJXryrZu3cvr99L3dLyUJSXl7NixQpOnTqFWq2mbdu2fPbZZ1hZWT3SOKmpqWzdupXAwEB0dHQYPHgwI0eOfKYLICsrK1544QX69u1LbGwsISEhBAcHExAQwB9//EGzZs3o1q0bPj4+j61i5vDhw6SkpODt7U3nzl0AOHYMcnLgl1/grbeE9iWPPzU+ioqKCA8PB4T7nr+TuqClYWBtbc37778vXgs//PAD48eP1947amn0aEUALRpkZmZSVlYGCE6p9SWDtbW1qFQqQFjI/d2dXIlEQr9+/bh8OYizZwtZsuQWHToI5Z+RkQ7o6xdTXp7Gb7/9xvTp0+8qNkybNg2FQsHWrVvZuHEjNTU1TJ48+b4/t2nTpnz++efs3r2bvXv3UlBQwJUrV0hPT2fMmDG8+OKLjWp3uiGir6+vEVEIUFlZSVZWligOpKSkkJycTEREBCEhIYAg1BgZGYk9k7a2ttjZ2WFra/tMM8SflgAwceLEx7agq6ysZNu2bVRUVDBmzBiNv0VD4MqVKxgbG+Pp6Qn8KQKcOgVt2wr+BiqVYHR47ZqQgnA3ESA7O5uqqqpnFg94O389hvr2hOLiYtRqtfi3TU5Opq5OiBILDISpU4XdwsRE+P57YyZPttOIG7SwsCA3N5fc3FwNM8C8vDyysrIavJGeoaEhkydPpq6ujpCQXajVmfj6TgKUlJQI3ghVVSCV6tCly+fs338FqTSIDRvO4OzsLMZHank0rl69yrJly8jNzUVXV5eJEycyYsSIR5pjysrK2L9/P/v376ekpIS2bdsyduxYvLy8Goz4JJPJcHd3x93dncGDB4vtadevX2fLli3s2rWL9u3b06lTJzw9Pf+2yFxVVcXOnTuRyWRMmTIFqVR4/0ol2NrCgQOCMeDgweDmBvXWCEFBQRQUFCBfjoAMAAAgAElEQVSRSOjbt2+D+b1p+XsYGhoyZcoULCwsOHz4MD/++COjRo2ic+fOz/rQtGj522hXPVo0uJspIDw+EQAEM60ePbpy9Wo88+c3x8xMj+BgSEqCmTMNKCmx4urVMLy8ztGzZ++79gRPnjwZuVzOpk2b2Lp1q9hTfT90dXUZO3Ysnp6erF27lps3b5Kens6PP/5ITEwMEyZMeOSdEi33p95Vt1mzZuJz1dXVZGdni8JAWloaiYmJXL9+nYiICEAQiwwMDHB0dKR58+ZixYCdnR36+vpP/LgbowCgVqs5ePAgUVFRdO/enT59+jyWcR8XhYWFxMfHY2trKy5q66/t7t3h6lXhhrreFiE6Gu610ZKUlISuri7W1tZP4cjvj4mJCaamphQVCTF/SqUSPT09bt26RVlZmdj2IPTzV+Hvr2TbNs33dvAgyOVdiI6+gYNDGiYmJVhbW5Obm0t2dvYdiQBRUVENXgQAoSVrypQprFu3jvPnzxMR4cKBA/1xcJDg4CAkJVRUgLu7Mb17+5CUtJ5bt26xZMkSvvvuu0bxHhsK1dXVrF69moMHD6JS1dGiRQvmzv1MY+59ECqVisDAQLZt20ZiYiKOjo5MnjwZPz+/BlmpVY+RkRHdu3enW7dupKamimaCFy9eJDAwEBsbG9FM0MHB4ZHm3MOHD5OZmUmHDh3w9v4zKq5nT+jWTej/37AB5swRjExXrwZLS6EVQ61WY25uLlY+aWncKBQKhg8fjpWVFf7+/mzatIn8/HwGDBigbWHS0ijRigBaNEhMTKSqqgqZTKZR6lRdXS2KAHK5/B/fEPTr149LlxYREmLB3Ll9aNdOgYcHvPqqnIMHx7NqVQ5K5UE8PDywsrK5qxAwfvx45HI569evx9/fn5qaGv7v//7vvj9XIpHQrl07Fi9ezPr16zl9+jTl5eUcOXKExMREJk2aRPv27bWq/RNER0eHpk2baixsamtrycnJISMjg8zMTNFnID4+npiYGPF1BgYG2Nvb4+Ligr29vSgMPE6jnsYoAABEREQQEBBAs2bNGDFixDPvlf8rN2/epKCggH79+t1xw9S5MwwYIBhrffCB0DM+ePC9Wx5SUlKeeTLA7Tg5OYkiAAjCwK1btygqKhJFALVaTXFxKubmrqjVwutCQ2HtWoiLg9OnPbhxQ4KBQQUmJiVYWFggl8spKyujoqJCQ/yKioqiX79+jWKeMjExEYWAiIjNNGvWDFNTV/bskVJTI6RBCB6kFhw/Polly74mJyeHRYsW8fXXX2uNAh+C69evs2jRv0lLS0Um0+GNN4YzadIkSktlVFf/aUJ5P+Li4tiyZQtXr17FwMCAESNGMGzYsEYVaSeRSHB0dMTR0ZEBAwYQExNDcHAw4eHh7NmzhwMHDuDh4YGvry9t2rR54OdGdXU1v/76KzKZjAkTJgDC9fbjj3D9uiBUurkJhqbvvgu7dwsCQE5ODteuXQMEk2Lt5sLzg0Qiwc/PDwsLCzZt2sSuXbvIz89n+PDhz7RyUYuWv4NWBNCiwd1MAUFTBJDJZP9YBLC1taV3794UFGzn9ddvMXToayQmCq7RP/9sg729gitXnPntt9946623gLurrGPHjkUul7NmzRp2795NbW0tH3zwwQNvji0sLPjoo4/w8vJi69atZGVlERMTw5IlS3jttdcYNmyY9ubzKSKXy7G3t9c45+oz1+srBjIyMkhISCAtLU08T0EwIrO1tRX7LuuFAWNj40deJDVWAaCgoIDt27ejUCh4/fXXG6R7fEhICFKp9I4y77Q0mD5duPZPn4bKSmFR7OEhpAT8FbVaTUZGRoMTAer7f0FoCcjKyqK4uFhD7EpOTmbsWFeGDhWM8Tp0EP47cSK0bavDxYuxVFRkAEKbjKWlJVlZWWRnZ2vEixUXF5OamtogPBEeBjMzM6ZMmcLatWuBLwkPX8aCBbZ88YUMZ+c/YyL79OlPfHw8v/76K9HR0axc+R3/+tcn2l22e1AfW7dz505qampwcHBgzpw5eHp68umnEBEBP/wAzs73HqOoqIjdu3dz+PBhKisr6dixI2+++Waj73dWKpX4+Pjg4+NDXl6eWB1QX3FmbGxM165dRTPBu4mm9VUA7dq1w9OzFVKpIFqtXw9ffimYl+7fL0QDbtoEU6YI33fp0iWKioqQSqX07dv3Kb9zLU+D1q1b8+GHH7JhwwaOHj1KYWEh48aNe6ZpNVq0PCpaEUCLSHl5ORkZwg3o7aaAIIgAtbW1wOMRAQD8/PwIDAzk+PFTXLnSn5MnDfDxERYARkYGeHp25uBBf7y9L9KtW7d7jjNy5EjkcjmrV69m37591NbWMnPmzAfeOMrlcgYNGoSbmxtr1qwhLCyMvLw8tm7dyo0bN5g6dWqjucl+HpHJZNja2mJra4uPjw8gOFXn5+ffIQxkZ2eTmJiI+r9brLq6ulhZWdGiRQsNYcDMzOyei+/GKgCoVCr8/f3JzMzklVdeoW3bto9t7MfFvaIBQeih7dEDduwAV1cYMkRw174XxcXFlJaWYm9v32B2Xv7qC1B/3tzNF2DQIGFx5u0ttAT4+Aj9xSoVGBs7cuhQpDiOjY0NWVlZ5OTk0KxZM43zJjIyslHNTxYWFkydOpW1a9dSXT2fI0fm8Prrjnh6/rn4ksslTJkyhTNnJCQn/8Hx48dwdXV5pOSM/xVSUlL497//zY0bN0hMnIqlZVs2bHBFpVIydKiwI+3vLxjW3Y2amhpOnTqFv78/aWlpODs7M2bMGLp16/bc+eNYWlrSv39/+vTpQ1xcHCEhIQQFBXH06FENM8G2bduKu/Z/rQKo9wLYtUuoXBo8WDD2nD0bPv9caAOYN08QKU+cOAEI57zW2+L5xdHRkRkzZrBp0yYuX75MSUkJ48ePv6N9S4uWhsrzNdNr+UfcbgpoamqqsZtYXV0tpgM8LhHAwsKCPn36sG3bAS5dKuaHHwz4c62vZP/+OpYvz+TgwYO4u7tjZmZx17YAgGHDhqFQKFi5ciW///47tbW1fPLJw+0gubq6Mn/+fLZv386hQ4coKSnh3LlzpKamMm7cOG2+bwNCKpViZWWFlZWVGFeoVqspLCzUEAYSExPJzc3l9OnT4nmrVCqxsLDA1dUVBwcHURiwsLDg2rVrjVIAADh16hSXLl3C29ubl19+uUGWiCcnJ5OTk0Pbtm3viOU0MIBPPoFffxV21TZuFMSA2bPBy+vOseqTARwcHJ7S0T8Yc3NzDA0NxflTV1cXpVJJVVUVFRUVYkJDeno65uY1fPqpArkcjIwEl/E5c8DREaZP90IqPYJKpUYiUWNqaoqOjs4d/gIAMTExvPRS44rTs7Ky4q233uKnn35CJltEeHg/3Nw0W1fKyxWYm08gI6MWlWo3GzduxMmpOZ06dXiGR95wUKvV7Nmzhw0bNlBeXo21tSXz57sxZEgrrl0TDDZdXIRrJyICYmOFippevcDOTvj+mJgYNm/eTHh4OGZmZkyYMIHBgwdjfC/F4DlBJpPh5uaGm5sbgwcPJiIigqCgIK5du8bWrVvZtWsX3t7etG/fnvT0dDIyMvDx8cHb21sc4+WXhZalixfB1/fPsWtqhP+mp6cTHx8PgI+Pz2P5HNHScDEzM+Odd97B39+fkydP8sMPPzBu3Di87vbhpUVLA0MrAmgRud0U0MXFRePm8q/tAEql8rH8zF69enHu3DnMzRfi7PwFYEd0NFy6BDt2uFBePpvo6OO0aLGPSZMmUd+TdzdeeeUV5HI5K1asICAggJqaGj777LOHukk2NDTkrbfewsvLi/Xr15OYmEhSUhIrV64kJiaGN954Q1vm1UCRSCSYm5tjbm5Oq1atAOFGt6SkREMYSEpKIisri8DAQPFcVigUKBQKYmNjqa2txdbWlrlz5z4Wj4HQ0NAnLgAkJiaye/duLC0tGTVqVINtYYmJiaG0tFTDIKs+GaBHDyFn288PLCwgLExwz7916+5j5ebmUlFR0SCSAeqRSCQ4OTkRHR0tPjYxMSEnJ4eioiJRBFCpVKSnp3PlSjOysuD99+H8eejbV9hdXL1aj2HDnLl5Mx6JRBjHysqK9PR0srOzNUSA8vJyEhIScK3P3GskWFtb89Zbb7F27VoOHTqERCJlxIjh4jx94QLcuqXLt98O4NNPr1JRkcry5UtZufI7mjSxf8Dozzd5eXksXryYkJAQJBIJffr0YtasWaSnG9Kli3A+nT0LrVsLO9O9e0N2ttBik5MDo0fniosVlUpFr169GDt2bIO6lp4WhoaGdO3aFV9fX9LS0ggNDSU4OJiwsDCuXr1KZmYmEomEnj17UlFRhYGBLgkJggfAoEEwaZJQbeHnBwEBsHevMO758+cpKytDLpc3OHNWLU8GXV1dxo0bh6WlJfv27WPNmjUMHz6cnj17NkhRXouWerQigBaR5ORkKisrkUqld5TsVlVVPVZPgHqMjY3p27cv27Zt4/jx44wc+SarVgnlsWPHQqdOFvj5DeTo0W8wMorEza01bdrce7yBAwcil8tZtmwZJ06coLa2lnnz5j2UECCRSOjWrRvOzs6sW7eOCxcuUFJSwr59+4iLi2Pq1KniIlNLw6Z+EWZiYoK7u7v4fGlpqSgMZGVlERkZKZpD6urqIpfLWbJkCSYmJjRv3hwHBwesrKywtrbG2toaExOTh/pQDw0NZe7cuU9UAKioqGDr1q1UV1czatSoBl0afvnyZYyNjTWuH4lE6Ifv0QPOnBF2L//1L1i2TEgKudfaNjU1FalU2uBytx0dHUURAIRqqpycHIqLizWONTk5GV3dZhw9KizaVCrBZbxnT/j6a/Dy8iIuLk58vY2NDenp6eTm5uLi4qJxHkVFRTU6EQDAzs5ObA04dOh3ZDIpw4YN49IlKTNmwKJFoK/vSmLiD9TUHEEi+Yl//1swCnwa6SANkWPHjvH9999TUlKGiYkx77//Pr169WPMGKiuFnao582D774TdqpfffXPVoApU2rJyAjlww+/IycnBzc3N9544w06duzYqCpJngQSiUQ0qh04cCCxsbHiZ76BgQH79u3j3LlzdO7cmfXrB2JoaMC330qZNAl++QUKCgQBwMlJaFc7deoUIIhd9dVqWp5/ZDIZL7/8MlZWVmzZsoWtW7eSl5fHq6+++ty112h5ftCemVpEbty4AQgK+e2ltmq1+ol4AtTTo0cPzp49y7lz58jJeYmkJEu2bRN2BUGX114rIyjIlxUrSvD2rmL1aiX3K0R44YUXkMlkfPXVV5w5c4bPP/+cBQsWPLRbup2dHZ9++in79+/nl19+IS8vj7CwMBYuXMjw4cMZPHhwg45L0nJvjIyMMDIyomXLlqSmprJz507kcjktWrRg8uTJlJaWkpKSQkpKCuHh4QQHB4vfq1QqMTU1pVmzZtjb24vCgLW1NYaGhuLi7GkIAGq1mv3793Pjxg38/Pzo2bPnYx3/cVJUVER8fDw2NjZ3lPBLpbB4MURFwfLlwu7a+PHw+utwr/umhpYMUM+9fAGKioru8AUYPRo+/lgQOy5cEN6viQm8+SbY2Xkgl/8uzrdGRkbo6upSWVlJcXGxRkXStWvXePnllxvlTWaTJk1EIeDAgQPk5Sk5e/ZlXF2lGBsLjuslJUa8+KINqakSYmJiWLlyJf/612xksv+dhWtpaSlff/01Z8+epa5OTfv27ZgzZw6hoZZkZwvtNBs3Cq0lnToJVSWjRoGNDRw6pGbOnHIqK29gZ7eEJk10efvtt3nppZf+Z8WU+yGXy3F1dSUmJgZdXV2mTZtGSUkJYWFhHD58mCZNjpCT8wpz53owcaIREyc20ZjbExISSElJAaBTp07a3/H/GBKJhC5dumBubs6GDRvYv38/hYWFjB49WqwG06KlIdH47hy0PBFu3bpFeno6IIgAt+cz19bWolarn0glAIC+vj79+/dn48aNHD+eSseOFlhYSMjPF3YIL160xMSkDZWVZ/H0zEJHZxj3awsA6Nu3L3K5nEWLFhEYGMhnn33GokWLHvpmWUdHh+HDh+Ph4cGaNWuIiYkhKyuL9evXc/36dSZPnoytre1jePdangVZWVnMnDmTwsJCrK2tWbVqlUbmfGVlJbm5ueTk5Ij/UlJSyM3NJSgoSLwWQCgFNDc3F93bf/vtNyorKxk5cuQTEQAAgoOD+eOPP3B1deX1119v0Lt59dGAffr0EYW4ujpBAPj1V9i2TeitfeUVOHwY3nhD6GVesuTu4yUnJ2NgYNDgRABra2txsQ7CvKZQKKiurqayslJs1UhLS0MqVfHllzJGjwZTU6FXG2DaNAAlLVq0ECPGJBIJ1tbWpKSkkJ2drSECVFVVERsbi4eHx9N8q4+Npk2bMm3aNNauXcv+/SH88cdgPvywjtpaKVZW8J//SOjTpxujR08jMTGcEydO4OLiwsiRI5/1oT8VLl++zPLly8nLy0NPT4/JkyfTseMwFiyQYGwsmGoGBf35+o4doWtXIa7u229T+fnnCBSKMJo1u0Lv3r0ZNWqUxme7ljs5duwYqamptG7dmqFDh6JWSxg2rISvvsoGQsjKyufChQJOnVLh4xPF9Ok6dOjQChsbG06fPs2tW7fQ0dHBz8/vWb8VLc+Ili1bMnPmTDZs2MCpU6coLCxk4sSJDe4zS4sWrQigBdA0BTQzM9OYrKqrqwGemAgA4Ovry5kzZ6it3caJE27U1elTViaY7QwbBuPHW7Jx4w2uX88hLMyFtm19eNDaqlevXshkMhYsWMClS5f49NNPWbx4MQqF4qGPy8vLi0WLFrFp0yaOHz9OeXk5x48fJykpiUmTJtGlSxdtz1cjo6CggA8//JDc3FwsLCxYuXKlhgAAwsK+vkT0dioqKjSEgZycHJKTkykoKODMmTPcvHmTmpoanJ2dCQsLY968eTRv3hxbW1uxasDKyuofudrn5uayY8cO9PT0GD58eIP3qqivprjdJbtes2jWDEaPhoQEwcDslVdgxAi4l7lyWVkZeXl5mJubNzjDLalUiqOjIzdv3gSExbupqSm5ubkUFRWJIkB1dTVZWVmMGtWEkSO5Yx5Tq8Hb21sUAUBoCagXoVq0aKEh+kRGRjZaEQDAwcGB6dOnI5Wupa5uET4+zXF0HEWrVnIqKmDgQAWdOr1KXl4FKtUFNm3ahIuLCx06PL9GgTU1NaxatYoDB35HrVbh5ubG3LlzKSlpypAhQqLE998Lr3VzE9pKNm0SHrdrV8GSJXqUlHyDVHqNXr1aMW7cAlq3bq39rHoAtbW1+Pv7I5VKGT9+PBKJ5L9tS8Zs2WKMo2MLJkwo5uTJQo4cseTYsebU1KzE0dEfd3d3Lly4AAjVhI35mtTyz7GxseG9995j69atBAYGsnr1aiZNmqRNDtDSoNCKAFoATVPA5s2ba5TO300EeFzGgPUolUr69+9PYuI6OnQ4zLlzw3B3l9C/v1Aqu3atAenp75OcvIt9+/bh7OyKiYnRA8ft3r07CxYsYN68eVy9epVPPvmEpUuXPpKIYWpqygcffIC3tzc///yzmFO/fPlyBg0axKhRo7SlXo2E4uJiZsyYQWZmJiYmJqxYsUIjCvNB6Ovr06xZM5o1ayY+p1aruXDhAosXL8bQ0JBevXphZ2dHSkoK+fn5pKamitGFEokEfX19bGxsaN68OTY2NqI4YGlp+cDzsra2lh07dpCXl8ewYcMavAPx/aIBQShfvs0r8IHk5ORQVlZG+/btG+SCxsnJSRQBQGgJyM3Npbi4WGMHNjk5mSZNmoi+CIIJoPA1iQRatGghpgsAGBgYYGBgQHl5OQUFBRoi7c2bN6mqqnrsc/LTxN7enmnTpgFrCQgI4LPPXkKhMMfKSsJnn0H37rpcvuzH/PnJlJZmsnz5cr7//gdsbKwfOHZjIykpiQULFhAfn4COjoLRo8fi7T0eCwsZTZsKvf5Xr0JmplBBsmWL4Cfx/vu1nD5dCFyga9fdODoqGTnyI3r27Nmoz42nSX0VgLe3t4ZoaWoqpHjMnQvx8SasW2dCXp6agwfzcXVtQ3BwLRcuXCAuLk40m42MjMTT07PBmrVqefIYGRkxdepUTExMCAgIYPXq1UyYMEHDp0iLlmeJbP78+Q/94nXr1s1/6623ntzRaHlmBAYGcunSJaRSKQMHDtSYpIqLi7l69SqJiYmAIBK0bdv2sZc22dracvPmTTIzL9OjRzs+/dQEHx9ISRH6Q2fN0mfNGnfk8qMoleV4enqJ2b33w8HBAQ8PD86ePUtaWhoRERH06dPnkfpoJRIJzs7OtG/fnqysLLKzsykvL+f69evExsbSvHlzzM3N/8nb1/KEKS8vZ8aMGSQlJWFoaMiKFStwcXH5x+OGhYXx5Zdfih4AM2bMoEOHDvj5+dGtWzfatWuHu7s7TZs2xcTEhMrKSvLz84mNjSUyMpJLly5x6tQpTp48SXh4uLjjW15ejlqtRldXV9z5PXr0KAEBAfj4+DBmzJgG3wuelJTE3r17adWqFQMGDLjra+rqhN1vuHNX/K9ER0dz7NgxXnrppQZ5IyWVSgkJCREfSyQSMjMzqa2t1fBDkMvlYuzY7QJAPTKZjLy8PLKzs8XnVCoVhYWFAGKWOQhmZFZWVo2+PcnIyAhPTw+SkpKIiDCkZ89UvvvOjlatZHz/PRw4YEp1tTtRUV2oqUkgK+sMfn5+D+310tBRq9UcPHiQefO+JDc3Bzs7Wz7+eBnbt/dn504ply4JFTMzZ8LmzeDgAM7OoKOjwsIihHPn9pCbG02bNgG88cbLvPfee3h6ejb4OaKhUFtby+LFiyktLWXWrFmimWdNDXz7rVBx8cILcOiQIAgMGCChf399WrZsSY8ePbh27Zp4vcpkMkJDQwkMDKSoqAiZTIaZmVmDbtvS8mSQyWR4eXmhUCgICgoiKioKCwuLBmdsq+X54ssvv8ycP3/+uge9TvvpoAX40xTQwMDgjnKl6upqMWtdJpMhkUieiDGeQqHghRdeIDY2FpXqV3bsmMmAAYJJlK0ttGsn4YMPdNi8eRJnzqzG29v7oXdCO3TowFdffcVnn31GeHg4M2fOZMWKFY9clu3k5MS8efP45ZdfRNOXS5cukZaWxtixY0VTQi0Ni8rKSmbNmkV8fDx6enosWbKEli1b/uNx72cCWF8ObmpqqvGz6urqKCwsJCcnR/QdyMzMJDU1lZSUFG7cuCFWDshkMgwNDWnatCnm5uZcvnwZGxsbXnjhhUZxcx8dHU1paSmdO3e+7+se9t44ISEBHR2dOwwGGwp2dnYoFApq/hsabmhoiFwup7KyksrKSnG+SUlJ0TALvBteXl6Eh4eLj62trUlISCA/Px+VSqUxz0RFRdHmfrEpjQQbGxuxNSA6+jonT15HIplAUZGcDz+Enj1t+OijnWzd+iJBQUvZuHEjb7/9doOsCnkUysvLWbp0KWfPnkUikdC7d28++eQTNm3Sp0kT2LULLl+GWbPA21swlVyzRo1SGce5cz8TEhKCvr4+77zTm9dfX6Ht+/8bnDhxgpSUFFq1aqXRapKRAWlpgtlip07g4SEkMAQHw5UrQpJRTU2NmOjh6enJ9OnTiY6OJiwsjICAAAICArCzs6NLly60bt2aZs2aaQWB/yGkUimDBw/GxMSE7du3s3HjRkpKSujTp0+jn7u0NG4a/l2klidOZWUlqampAOjqmmFlpXkDUV1drdEKADwxd/y2bdvi5eVFREQEeXmFlJZaMGuWsOtRXAwzZ+piZKRLUFAlv/32G87Ozg/twOvj48PSpUuZPXs20dHRzJgxg2+++eaRHXz19PQYP348Xl5erFu3jtjYWNLS0li9ejXXrl1j/PjxWAjRBloaADU1NcyePZtr166hVCpZuHDhYymj/7spAFKpFAsLCywsLDT6RlUqFfn5+RqGhBkZGaSlpREfH09QUBClpaVYWVnx7bffYmxsTNOmTXF0dNRIKjAzM2swNxaXL1/+7w6vp/hcSopw42xpCTKZIAAUFgoltw867Pj4eAwNDbGxsXnCR/73kMlkNG3alISEBODPqMr8/HyKi4tFEeDWrVvk5OTc933Uz20VFRWA4FNhYmJCcXExeXl5Gt8bHx9PRUXFc+FGbmVlxbRp01i3bh3HjgUSFfUic+bY0quXApBga/s6RkYxSCRV7N27F09PT7p160lj1V4jIyNZuPArcnIy0NU1YvLk/2PXrhfR1xcW/r6+wus6d4aPPoKffoJVq9K5ebOKWbPO4+QUQadOnRgzZgwtW7ZsMNd+Y6LeC0AikTBu3DiN36GjI6xcKfx/UBBUVAjmi3FxiClFkZGRYhWAn58f7du3p3379gwZMoSoqCjCw8OJiopi79697N+/n+bNm9O5c2dat26Nra2t9m/2P4BEIqFXr14YGxuzceNG/P39KSkp4ZVXXtFuHGl5ZmjbAbSQlpbG4cOHKS8vJy9vMmPH+mBkJGXHDvj5Z7C1zSM2Npj09HRxF87X1/eJ9MFLpVKMjIy4cuUKTZvmsnt3J5RKCUuXCjnIzs7QsaM5BQUFBAUFIZfLNRYYD8LGxgYfHx/OnDlDRkYGV65coU+fPo8sakgkEuzt7enSpQvFxcVkZGRQUVFBXFwcUVFR2NnZaT/cGwAqlYo5c+YQHByMQqFg3rx5dOnS5R+P+yRiAKVSKQYGBlhbW9O8eXO8vLzw9fXFz8+PrKwsUlNT6d69O23btkWpVFJaWkpmZibXrl0jJCSE8+fPc+rUKdGgMDMzk/z8fKqqqpDL5SiVyqd6PhYVFbF161YsLCwYM2aMuPPVrx+kpwuxgLGxQrntsmXCDuf9PA5VKhVbt25FoVAwatSoBlsJUVRURFJSkvi4qqqKwsJCFAqFRguVtbX1fUtCpVIphYWFZGRkiM/V1dVRUFCAWq3WEAHUajVmZmaP5G/RkNHX1y3MH8YAACAASURBVKdVq1YkJmYSGGhDkyYX6NbNhYAAOZGRMkaOVJCaepzk5FZcv36Mnj19MTQ0fqCI1JBQq9Vs3ryZ5cuXU1pajIuLC4sXL6NHj/Zs2wZWVsKu85IlMH268D2JiaWcOpXEuXOzUavP0KlTBe+/P53Ro0djZWWl/bz5m5w4cYLff/8dDw8Ppk6dikQiQa3+s1VHpRLESnt7cHISDE1vswxgy5YtxMbGYmhoyLRp00SzVqVSSdOmTenQoQOdOnXC3t6euro6kpKSCAkJ4ezZs8TGxlJbW4uxsbHWP+B/ADs7OzH9JTg4mLKyMtzd3Rvs55mWxom2HUDLQ1NvClhXJyc+vgd2djLOn4elS4W4rsWLrWnTRrMS4EkaDbVq1QofHx8uX77M6NE3iY52Y/Vq6NFD+LpEImHIkCFcv36dEydO4OXlhZub20OP7+npyTfffMOsWbOIjY3l/fffZ+XKlRgbGz/ysVpZWfHxxx/TqlUrtm/fTnZ2NlFRUSxevJghQ4YwdOjQf+QEr+XvU1dXx/z587ly5QoymYzZs2fTrVu3fzzukxAA7kdwcDAXL16kZcuWTJkyRTxPq6urNaoGcnNzSU1NJTs7m4iICNGVX61Wo1QqMTMzw8nJCVtbW8zNzcVqBHNz8ydyjsbGxlJQUEDv3r3FeaOsTMgvT0kBExMID4fAQMHczMlJqA64l86cn59PSUkJbm5uDdrozNHRUeNx/YKguLhY4/nk5GQ6PcAV0dvbm6DbMuCsrKyIi4ujoKCAmpoajaSTyMjI58ox39zcnPffn0hS0gl+/LETv/2Wg7t7E3r0kPHiixZcuLCCvXsdKSnZzldffcXXX3/daBZReXl5LFiwgIiICKRSKa++OpQ//vg/3n5byubNMGQIREfDBx/A+vXw5psqevY8z1dfKampycHR0YBPPhlO375+2s+Xf4jq/9k77/CmyveNf5Im3XvTRQctdDFb9kb2EEGGiCjThQioKD9BUQT5AiIKioiKgCKKICCz7A0FCrR0Ubqhe6ZNd5PfH68JrRRFKFAgn+vK1TY5PTlNk3Pe937v536qq9m4ceMtLoCap3TNQq1GGNB8BfG51nxGvby8aNy4cZ3PY2trS48ePejevTs3btzQnqNjY2MJDw/H2NiYVq1a0bp1a/z9/R8LV4+OuvH29mb69Ol8++23hISEUFxczLhx4zA1NX3Yh6bjCUMnAuggNTWVkpISKisdsLZWk5ws2g19+qnoO/zjjzL8/auA+18OAGKS37t3by5fvkx5+c98+un7twz6ra2tGT58OKtWrWLr1q3MmDHjPw2GfHx8tEJAQkIC06ZN44svvrirtmMymYwhQ4bQrFkzVq1aRXh4ONnZ2axfv57Y2FgmT57cYGuYH1fUajWffvopx48fRyqV8tZbb9GrV6973u+DFgDS09PZtGkTpqamjBo1qpZQpa+vj7Oz8y2ryaWlpbXEgaysLFJTU8nJySEsLIyqqirtthKJBCMjI6ytrXF1ddUKBBqRwNra+q4/6xoRok2bNtr7TE3h66/hww/BwwPmzr0ZumViIqy2tyMjIwOlUlkvYY73ExcXF1JSPLh2zQNr61x8fKLQ09OjpKSE8vIKDAzE65mcnPyvuQBubm6Ym5ujUCgA8T+3srIiLy+P7OzsWiv/KSkpKBSKuxIzGypWVlZ8/vlT2Nr+wcWLaQQF2TNq1POsXWvMkSONGT/+CAcO6PHHH33x8lrFjBkzAEmDdgQcP36czz77jIKCAszM7Onc+SNmzPCluFgIYvv2iVpzR0chZL7yykVmz84nJMQQW9s0PvpIyeDByxp8a9BHhSNHjpCUlESzZs1o164du3eLDIC6xMiaHTw0nDp1iry8PO245d+uBxKJBBcXF1xcXOjbty8JCQlERERw4cIFzp49y8mTJ7G0tCQ4OJiWLVvSrFmz/9TWWMejgZOTE9OmTeP777/n5MmTKJVKxo8fX++B2zp0/BM6EUBHjVBAQxo3rmTePFGjO2CAqEmUyaofWCaABm9vb9q2bcvRo0c5ffo03bp1v2Vg17ZtWy5dusTJkycJCQlhyJAh/+k5mjRpwvLly5kxYwZJSUm88cYbfPHFF1hZWd3VMfv4+PDxxx+zYcMG9u7di0Kh4NixY6SkpPDSSy/RpUsXXRjQA0CtVvP555+zf/9+JBIJr7/+OgMGDLjn/T5oAaCiooKff/6ZgoICRo4cecdp+EZGRri5ud2yIl1cXExubi65ubnk5eWRl5dHVlYWN27coKCggPT0dO3nHIQd3cjICFtbW1xdXbG3t9cKAzY2NlhZWd12cFqzNWDNUMTqalFju2wZTJ4sJv4pKTBypFj1LC6+/d+VkpJCZWUlnp6ed/Q6PCzkcjnGxk6Ul+uzc+dgxo4txNzcnLw8BQpFIUplEEVF5jg6ppOXl/eP+SESiYSAgABt/3EQZQSa/11NEUCtVnPlyhU6dux4X/++B42lpSVz5w7nu+++4+zZ04wY0Q6ZzJ8jR/Swte3M7NmzOX48nZ078/D19aV///4P+5DrpLKykhUrVrJz55+oVCpatmzJs89+xBtvWODrC+3bQ1gYdO4Mmzap2bq1muvX15KZuQ03N32ee64nzz03TJcqXo9UV1fz888/A/DCCy8gkUhYvlyciwCUSjh6FKytoVmzW8uV1Go1e/fuRa1WY2trSwdNgMMdoqenh7e3N97e3gwaNIiYmBjCw8O5ePEiBw8e5MCBAzg4OGgDBT09PXVjiMcIa2trXnvtNdavX8+JEydYuXIlEydOvCWcW4eO+4VOBHjCqaioICUlBQBb23L+978qrl8Hjau0sBD697+OQnFTBJDJZPf9QqRR1S9cuMDevXsJDg6+JYNAKpUyfPhwYmNjCQkJISAg4D9PENzd3Vm+fDkzZ84kJSWFqVOn8uWXX951sJ+ZmRmvvvoq/v7+/PDDDyQnJ5OYmMiyZcuIjIxk7Nixj9VKXUPkm2++YceOHQBMnDiR4cOH3/M+H7QAALB3714uXrxIu3bt6NOnzz3vz9TUFFNT01vsqmq1GoVCQV5eXi2BIDMzk7S0NHJyckhNTdV2CAFxHjAyMsLBwQEXFxfs7OxqCQT5+flkZmbSvHnzWu93PT3REtDKSpQALFkCGzeK9HNxjLc/fk0o4KPQCq9/fz2srfdx44YL1tZ5gAX5+flERrqTkxOMSiXl5MlOdOiQw9ix/3yuCQwMrCUC2NraIpVKKSgooLy8vJZL6nEUAQDMzc2ZPHkyFy+eIC5On7fe+hozs/Hk5prSu/ccfv01looKBTNmZODjE4+1tRfV1aK85GFTWgohIels3/4+CQkJyOVyxo8fz9ixY5FIJHz9tXDEzJ0LBQWQk5OFh8dZjh3rzuHDtjz/vGgH6uvrq6v5r2eOHj1KYmIiPj4+tG/fnpMnhRA5cKB4/KWXoLwccnPByEiUZri73/z9pKQk4uLiAGjduvU9BQLr6+vTvHlzmjdvzjPPPENkZCSXL18mIiKC7du38+eff+Lq6kr79u1p0aIFTk5OuvfDY4CJiQkTJ07EzMyMkJAQvvrqK1566aUG2QJXx+OHLhjwCefGjRt8/rmKyMjJVFU1wcWlOba2UlQqMDMDb2+orLxAdHQ0ubm5mJub4+LiUi+11f+GpaUlBQUFhIWFYWRkVOdJ0cTEBBMTE06fPk1ubi7BwcH/OWnV0tKSzp07c/z4cTIyMjh+/Dhdu3a96+DD/HwJvr7utG3blpycHNLT0ykpKSE2Npbo6GgaN26ss3zdJ3788Uftys7YsWN56aWX7nmfD0MAiIqKYt26dTg4ODB58uT7KhxJJBIMDQ21wXJeXl4EBATQvn17evXqRadOnQgODiYgIAAvLy8aNWqEsbExZWVl5OXlkZCQQGRkJBcuXODEiRMcOnSIc+fOkZSURGBgIIWFheTl5aFQlJKZKcXOTgQUyuWiDKBFC+jX79+P85dffqGyspKRI0c2+NpviaSKI0fSuHIlgE6dTgKinCE8fDpdu4bRpcsJDA3LuHzZmWeftb5tsr1aDcbGpkRGXqG0tBQQ4mdxcTElJSUYGBjUKmEqKioiMDDwsawnNjAwoE+fRpiZ/U5Y2FnS0tIoLGxJSIgZTk4yZLLPuXbtGUJDj6NW+7N1q4xOnW4muD8MNm9W07VrBbt2XaOsLIzGjfVZsOBTevd+Shs+5+oqxLEzZ8o4erSIs2d/prT0J3x8KlmwoAkTJozFwcFBN+GrZ6qrq1m4cCH5+fnMmDGDxo0bs349bNokQhn37hWOyN9/h4kT4dIlUCigRnUTW7Zs4cKFC+jr6/Pyyy/XWzCnptSrTZs2tGvXDmdnZ9RqNampqdpAwZiYGKqqqjAzM3ssP+9PEnp6egQEBCCTybhw4QLh4eHY2trqXD867hpdMKCOOyI9PR0Tk/M4OBRQXj6AN9/Uw8gIqqqgokKsTMyaZVOrHOBBhnL179+fixcvsm/fPoKCguo8KXbs2JFLly5x7tw5Dh48eFd2UGdnZ7788kumT59Oeno6b7zxBsuXL//P/ZZjY6FXL2EnfOcdZ95//33++OMPNm/eTG5uLmFhYXz00UeMGjWKgQMH6mr96pFff/2VdevWATB8+HAmTZp0z/t8GAJAYWGhVsgYPnz4Q22HJ5VKsbKywsrK6pZa/OrqagoKCrQOAo2LICMjg8jISGQyGdHR0URFRQFw/XoLCgo86Nz5CI0aNUIu9yEmxhd3dxmhoXJ8fCywsLCo8/VVKpVkZWVhbW191+U6DxJXV1fy860wMhITdzMzM8rLXSgpscHNLRaQ4+R0g99/787fK6tycm6uYEskoKcnITAwkCNHjmi3sbOzJysrl8zM7Fuso1euXKFbt2738a97eJiamjJx4kSkUilHj15m2bIi3n5bwowZjvz001N8/PERYmJ8+PHHSF55pRXm5g/POq1UKlmz5ijW1mnIZEqMjMaxZk0bzMyMawXLlZWVYW19mJiYk2RkzMTIKIDZsz156qmnGrzY9Shz/PhxEhIS8Pb21tr458wR3Us2bIDvv4fffru5vYMDXLggyphAdP04evQoIMYP9dF2ti6sra3p1q0bXbt2JT09nfDwcMLCwoiPjycyMhJDQ0NatGhBUFAQ/v7+unC5RxSpVMrgwYOxsLBg48aN/PDDDygUCnr27KkTAHXcN3QiwBNOamoqMtkVXFyu4Orak+HD4emnxWM7d4qQIienHDIzb4oA9zsPoCY2Njb069ePDRs2sGPHDl555ZVbToh6enqMGDGCuLg49uzZg7+//y310HdCo0aNagkBmq4Bd6rGlpTACy/AmDFw/DgkJcFXXxkwevRofH19Wb16NTExMaSnp/Ptt98SExPDhAkTsLe3/8/HqqM2O3bsYPXq1ajVagYMGMDUqVPveZ8PQwBQqVRs3ryZ5ORk+vfvT3Bw8H19vntBT09P22HA29tbe39hYSGvvvoq3t7ezJgxg/z8fHJzc1m+vAlOTteRSqUcOGBLfHwjDAxS2bvXms2bkwkK2oOpqRnOzk44OTlha2ur3b9SqUSpVNKqVatHYkBkaGhIWZkXlpYFgHitqqoCMTDIQaFQYGNjQ0GBJSpVFYWFhZiYWCCTQUYGvPsuvPGGcEksXw7dukFAQAAhIafQ168AwMbGGrlcSnGxgpKSEu1KoEol4fLlCLp06YpU2vBfp7vBxMSECRMmkJ7+J6dPX6ei4gAFBS8TEPAcEkks1dXZVFVtxNIyGRhGVRX8U/cttVpNZbUauZ6kXt5bMTFQWRnBggULKC3Np2lTOV27vs/16x3YuROee05sV1lZycmTJ9m8eTNxcXFYWVmxePF+XnihN9bW1vd8HDpuj0ql0gqt48aNQyqVcuWK6FDSvr24zZ4typY0/PKLEAc0XL58Wdu+s3v37vd9cUTTltjJyYk+ffqQmJhIREQEYWFhhIWFcfbsWczMzAgODqZVq1b4+vo+0LGajntHIpHQrVs3zMzMWLt2Lb/88gsKhYIhQ4b8Z4erDh13gk4EeMK5evUqKpUUU1NDjh1rwqxZNx8bNAi+/Ra8vMpqOQEe9IWla9euhIaGEhoaSocOHWjZsuUt2zg6OjJ06FDWrl3L1q1bmTp16l31XXVwcGDFihW8+eab3Lhxg2nTprFs2bLbtv2pyfjxooRi8WLx8/DhsG0bDB0KLVq04JNPPmHt2rUcOnQIpVJJSEgIiYmJTJgwgbZt2z4Sk5uGSEhICMuXL0elUtGzZ0/efvvte34tH4YAAHDixAmOHTuGn58fQ4cOfSTfE1evXiU3N5du3brh6+urvf+jj+CFF3x5/vnu9Omj4s03s2jTJpnk5Ew+/bQtanUpcJ5r165x5cqVWvuUy+Xk5ORQVFTEr7/+iq2tba0OBiYmJg3utVKrHXF2jtD+XFHhg6lpHAUFBdjY2HDjhjN2dtmkpICvbyAA5ubg5yfCEk1MRJvW6mpo29aW8+cHYmSUSKtWl4iKakl6ektkshNkZOTi6SlEAKlUTV5eDllZmdrsBLVaOLsiIoQ13t//wb8W9Y2xsTHTpg3hhx9K+fNPE86dO4G7e086dPCiqOgbbtzIZPHi01hY+NOrV1OqqzV5FGpOJeRyIi6Hs0m5XM0oQllRjVQCKjVYGMnxbWRGew8buvrY0crV8o7fV+fPwxtvqMnPz6Ss7ApWVra0amXMvHnzsLFx45df4MgRaNmyGoXiPJs2/Up0dBSmpqYMGjSIZ555BhcX1wbd2eBx4cSJE1y7do0mTZpoMzTeeUdklGgW9Gs29Dl4ENq2hcDAm/ft2bOH6upqzM3NH7jzRiqV4uXlhZeXFwMHDuTq1avaQMEjR45w+PBhbGxs6NChAy1atMDLy0s3iXyEaN26NWZmZqxZs4Zt27ZRVFTEqFGjGnRrXB2PJjoR4AmmsrKSpKQkJJJqzMzMGD++jNWrjXj2WWjSBE6fhoQEGDCg6KGKAAYGBgwaNIgVK1awfft2mjVrVmc7wK5duxIWFsbly5c5c+YMnTt3vqvns7W1ZeXKlUybNo3U1FSmT5/O559/jnvNRKA6GD4cPvtMhAdNmgRbttx8rKxM2PqmT59OQEAA69ev58aNG8TGxrJ48WIGDRrEqFGjdLV9/5Fjx46xePFiVCoVHTp04P3337/n0MrQ0FA++uijBy4ApKam8ttvv2FpacmoUaPuOpPiYRMWFgbUbg1YVSVaAl66BHFxchIT4dVXXdHXd6VzZ1i5Ev7v/57H2fnZWwIKc3JyiI6ORi6Xk5WVxZ49e2o9n4GBAWZmZtjb2+Pg4ICVlRUWFhZYWlpqv5qZmT2wQfCKFaKrypEjLjRvnohaLUEiUWNuDvn5pRQWFgKQleVA48bJJCeDn18gKhUYG4sSrJgYMDQUtcn+/nDsGFhY2OHkdJizZ9uRkOCJlVU8cXEj0dM7hIdHBVevNiM11RV7+0w2bUrhzTcdkUiE7Vwuhx07hFtp8WIhDGhuEgk8ioHjDg5GHDok5Y03unHggCW+vuF8+qk3cvnr9OtnhJXVcYYPN+bChQJsnUz4JTSF708kUlJRRWllNSr1zX1pvi8sreRMQh7nkvL49ngCdmYGvNrNi6EtnTGU//P7Z8WKMmSyvdjZfUNWVl/S0j7mzBlzDAzEMKt9ezWnT2fx5ptnkcm+oarKmZ49uzNixAg8PT0bnIj1uKJSqfjpp58AkRsjlUr5+mvhFgkIEOU4u3eLz/GQIfD226JjQ6tWN/eRm5vLpUuXANHJ6E4WCe4Xcrkcf39//P39efrpp4mKiuLy5cuEh4ezc+dOdu3ahbOzs1YQcHFx0b3XHgG8vb158803WbNmDSEhISiVSl544QVduYeOekUnAjzBZGZmUlRUBICxsSX9+pnyxx/w2msiAKdTJ1ETd+xY6UMVAQCaN29Ou3btOHr0KEePHqVv3763bCOTyRg2bBgxMTHs3bv3lmTy/4KVlZXWEZCcnMz06dNZunQpTZo0qbVdZaUYYINocxYUBLNmweDBooYQIC5OWAnbtIGBA/Xo27cvPj4+rFq1irCwMHJzc/nll1+4evUqU6ZMwcPD466O+UkjNDSUTz75hKqqKlq3bs38+fPveaJ37NgxFi5cSGVl5QMVAMrKyvjpp58oLi5mzJgxt9TfPypUV1drWwPWLBGQycSqdny8EBanTxcr3CBWvcvLQTT2MKBRo0a3ZHF8+OGH2NnZMWXKFORyeS2BIC0tjYKCAhISEoiOjkatVtf6XX19fQwNDbG1tcXBwQE7OzvMzc1riQQWFhb1dl7r10+cE0xM1Ozc6YNcXkm7dqG0bRtFTEwXIiMHkpvri4lJMd7ecSQn6yOViq4JAJmZkJUlRJMBA8DGBlavhp49LYmIkJOZaU9w8Dm8vOLIy3MiPb0VxcUHiY72JT29Efr65Zw8qaBfPzWffy7h/HmRdl5WBhpjhkYceNTx9TVg1aqmvPlmLCYm6zl40IaBA1/HzU2Gvf06UlPz6TWuM+Z9MqmoVlFWqfr3nQLVKiipqCY5t4SPd0bx+YGrfPVca4Lca9v0NQ6D48cvcPx4JpaW+3BzM+R//2vH559b88or8MMPamJjY9m69TdiYwuJjR1LYeE2JkwoZNYs28e2bKOhcvLkSeLi4vD09KRLly6AEMc0TTU+/FB8Nt5/H9atg7594cAB0SZQw4kTJ8jPz0cqldK/f/8GM6k2NjYmKCiIoKAgCgoKiIiI4NKlS8TExPDbb7+xdetWmjRpQvv27QkMDMTOzu5hH7KOf8DZ2Zlp06bx3XffceLECYqLixk/frwuWFpHvaETAZ5g0tPTKf6rMbexcSs2bpTzxRewaFHt7Q4cqHhowYAaJBIJAwcOJCIigt27d9OmTZs6T4Senp706tWLXbt2ceDAAYYNG3bXz2lpacmKFSuYPn06CQkJzJw5k6VLl9bqe759O5w5A0uXip8zMiA5+aYwoFKJ9GcPDyEM7N8vggM9PDyYN28emzZtYseOHRQUFHD69Glu3LjB2LFj6dWrl86+9w9cunSJDz74gIqKCgICAli0aNFdlX/UJCQkhKVLl6JSqZg0aRKjR49+YIO7nTt3cuXKFTp37kyvXr0eyHPeD1JSUsjMzMTf379Waj2ISX5dHTxv3BAC2u1QqVSkpqZiamqKv79/nS6g8vJyCgsLKSgooLCwUHvLz88nOzub7OxsMjMzSU5O1p7LNOjp6WFoaIilpaXWTfB3J4GFhQXGxsZ39H7w9hY3kLNy5R/k5OQAolTIw+MwN260oKBAzsCBxzA2LiU7G0pKlFrnh4cHrFolXpMxY4QQm5wM/foZc/VqE4yNS7C1zUYikeDoWEJZWQFJSeUolSa0aXOetm3PAfDmmx1p396YvXth3jzhLhgxQrze8+YJV0azZvD666IG+lHF21uf7dt9mTdvGGfPXqCq6gu6dZtFUekEMr3TqbJIQVF29+fSkopqSiqqGfvDWUYGufLBQD+ys6TMnw/W1mr09bdw9OgqSkrexspqKN9/H4SNjQ3Nm4O3dxXTp28iJWUL5eXlpKV9jqFhY776SsbIkboJ2IOmLhcAQP/+IgPg4kVxzX7/fVEOMHSo+MycP39TJFCpVOzbtw8Ae3v7BpvbYmlpSZcuXejcuTOZmZna/ICEhARiYmIwMDDA19eX1q1b4+fnh52dXYMRM3TcxNramtdff51169Zx8uRJVq5cycSJE28JhNWh427QiQBPMNevX6eoSIgALi5eJCcLK6qREejr31wpKi8vf+hOAAAnJyd69+7Nb7/9xq5duxg3blydF63+/fsTGhrK4cOHCQoKuquQQA3m5uZ8+eWXzJgxg7i4OGbOnMnixYvx8/MDxCrBDz8I+/+4caKd0MCBovZWpRI2W0NDsfo5erQos9BgbGzM+PHj8fPz47vvviM+Pp6UlBRWrFhBVFQUL7744iORhP6giY6O5v3336esrAwfHx+WLFlyz+/JHTt2sGLFCgCmTp3K0KFD6+NQ74jw8HD27NmDu7s7I0aMeKTFn8jISBQKBe3vYFapCWzr0EHcbkdubi4KhQJvb+86BQAQJQH29va3Ddmsrq5GoVDUEgk03+fk5JCVlYVCoSA7O5uLFy/W+l2JRIKBgQEmJiY4ODjg6OioLTmoKRKYm5vfUorSuHFjrQgA0LTpNYyND9O4cWOMjW86flJSUrT5CV5eYmWyWzfhNOrSRViSXV2hUycnfvvNml69DgKgVLZEJosjNzebsjIDPD0TAEhM9ECtzmXMGGPs7EQtc1KSsDu/+qqY0Hz8sRAxNZpuzcT6Rw25XIa3d09+/70Vzs5vczXxFNktbKk0NAJp/XyeyipV/HouhUNnC1Hs6sAzT5ezc+dpEhPdaNlSzdSp+Xz22XPk50uoqEhn69atWFtbs3OnmkGD3Bg1ahRHjjThnXf00DWFeTicOnWKq1ev4uHhQdeuXbX3+/uLDCRNJtLGjfDii8IRGREh2phqiI+PJyFBfM6Cg4NvETsbGkIsdMTR0ZFevXqRnJxMREQEFy9e1JYO6Ovr4+PjQ5s2bfDz89O1pGxgmJiYMGnSJMzNzQkJCWHlypVMmDCBpk2bPuxD0/GIoxMBnmCuXr2KWg0mJsbo6bly9qxIpR40SNSiWliAuztUVNx0AshksoeaONuzZ0/Onz/P8ePHadeuHc2aNbtlG0tLS55++mm+++47du7cySuvvHJPdeKmpqZ88cUXzJw5k5iYGN555x0WLVpEYGAgZmaifnDGDJEF4O8vWgzVLOdesQLOnRMOi7+XDkokEtq3b4+Hhwdr1qzhxIkTFBUV8eeffxIfH8/kyZNp3rz5XR/740ZCQgLvvvsuSqUSDw8PPvvss3tqo6VWq9m8eTPffvstUqmUGTNm3FWLybslLy+Pn3/+GZlMxrPPPvvIJQ5NwAAAIABJREFU2/xCQ0O1K/Y1efZZaNRITGg7dhSrbBrjxqefigH37VpsZ2RkUFxcjGddNoI7RE9PT9vqsC7UajVKpbJOkSA/P5/MzEwKCwvvqOTA0dERW1tbLCwsKC4uJi8vDwMDAwwNDbGwsCA1NVWbC6AhKSlJKwKMGSNcQ4aGwm7++utCYJTJoEcPTxwdY9m9eyDW1nlkZHjj4fEzZWVqysslWFnl//X3VpGZqcTJSQVIadToZtBZUBD8+ivY28Mrr9w8hkd9zP/SS1KuXrVmT8hCclpFoWdYCtL6HeKUV6m5Xp2H5zMHiAj/FlPTHAwNFzJjxhIGD26DQlHCwIEKAgNnoVBkYmr6GoMGefPxxyMxMDDQribrePDUdAE8//zzf3XsuHkemjJFiPRr1woxPyNDlOW8+GLt63lISAhlZWUYGhrSu3fvh/CX3D1SqRQPDw88PDwYOHAgSUlJREVFcenSJa5evcqVK1eQy+V4e3trBYFGjRo1GEGgtFSUkhkZia//EtP0WKGvr8+YMWMwMzNj27ZtrFq1igkTJujGhzruCZ0I8IRSVVVFYmIiEokaMzMzvL3Nef55cZLduxdyc8Xq9dy5KiorKxuEEwCEIjpgwABWr17N9u3badKkSZ028E6dOnHy5Elt+5ygoKB7el5jY2OWL1/OW2+9RWRkJO+++y4LFy7Udir4/HOxevf3XL+tW0WHgLlzb6Zya1bcNE4BEF0J3n33Xfz8/Ni0aRNZWVlERETwySefMHz4cIYOHfrEJ8Ompqby1ltvoVAocHZ2ZtmyZZiZmd31/tRqNevXr2f9+vXI5XLee+89unfvXn8H/C9UV1fz66+/cuPGDYYMGVJn14tHicLCQq5du4aDg0Mt982lS3DokFhl++knWLhQDLx9fUVOxqJFoi3e7UhNTaWysvKeRIB/QyKRYGpqiqmpKS41Y8FrUF5eXqdIUFBQQHZ2Njk5ObeUHFRUVBAZGYlUKkUmk2mdDPn5+cTFxWFoaIihoSEXL16kW7duGBkZIZFIMDPjL4FWiIgabGxMePHFJHbtMkGpNKZ//z1UVFRw+bIrZWUy9PREzbu5eRHXr9uRlZWImZkXGzeCm5sYPE+dKsoA/vwTQkJEG8LHpZPYwoUSosySKSwsQSW5T2mHelISipWYSFty/dIUmjSxYt06NZcuHSAt7UcUipe4cmUCHh6e5OS40rmzlCf81N0gOHPmjNYFoDnPL1sGUVGi9KZ/f+jZU9zy8sT9bdrUbi9ZWlrKyZMnAXB1da3V/eRRQ09Pr1aHgeTkZKKiorh48SLx8fFERkair6+Pp6cnQUFB+Pn54ezs/FAFgaIi4bT84ANISxOlUk8SUqmUIUOGYGpqyqZNm/j2228ZN24cbdu2fdiHpuMRRScCPKFo7K8Apqbm9O9vTWUlXL8uAnDs7YUVVamsJDqaBiMCgLDgnT17lvPnz3Pq1Klatj4NcrmcZ555hiVLlrB79278/f3vacUYRO/vZcuW8c477xAeHs7s2bOZP3++VmDQ7P7SJWF1dnISqeeTJwu7s+baqfmalgbp6Tetv3K5nGHDhtGsWTNWr17NlStXyMrKYu3atcTGxjJp0iScbrdc+piTkZHBzJkzyc/Px97enuXLl99TqYRarWb16tX89ttvGBkZMWfOHDr8kyf9PnD48GFOnTpFYGAggwcPbjCrLXdLXFwceXl5dOnSpVZJQ3o6PP20aMGlpwf5+RAdLWrU160T9fP/ZNS5du0aJiYmt4QFPmgMDAxwcHDAQZP4+TeqqqpQKBS3iAS//fYbOTk5KJVKysvLqaqqQqVSUVBQoP1diUTCtWvXsLa2xt7eHkdHRywtLbXChKmpKWZmZpiamtKhgyt5ebu0v1tcbI+FxWUCAv4PlcoVqVSKmZmCFi0u07VrMD16iBwAjaX54kXhVnJ3h65dYcGCx0cEOHkth8iinPsnAGiQ6VPi2ZzpH0gI8tnLwoV5nDljQ3CwHYsWFeHu3pv9+01ZterJWq1sqKjVajZs2IBarWbMmDHo6emhVouWjQUFopPPt9/CsGFi8aNvX9ER4O+EhYWRkZEBQK9evZA/JnUdNR0C/fv3JyUlResQSE5OJiYmBrlcjoeHh1YQcHV1feDXLHt70bFh/XqR16DhyhX44w/o3l24zR5nJBIJvXr1wtDQkA0bNrB27VrKysro0qXLIz+G0PHg0YkATyiaUEC1GtzcXNi504CdO8XEND9fhFMtWQJWVhUADz0YsCZSqZTBgwcTExPDn3/+SYsWLeqsy/P19aVLly7avrkDBgy45+c2MDBg6dKlvPvuu1y8eJH333+fjz76iPbt22sn9xYW4kJUXCxaBo4adXOSo1TCpk1ile/XXyE7W6w07Np1s5uAn58f8+fPZ/369ezbt4+ioiIOHz5McnIyL730Ep07d36iTvZ5eXnMmDGD7OxsbGxsWL58+T2lGqtUKlasWMG2bdswNTXlo48+onXr1vV4xP9OYmIiW7ZswdbWltGjR9+zQNUQuHjxIiqV6hbXTf/+or1WVZUQAaysRElAx47CcvvXmPq2JCQkYGpqetvJd0NBJpNhbW2NtXXtBHmJREJYWBhqtZqKigri4+PJysrC0tISExMTysrKKCsrQy6Xax1adZUcSCQS5HI5enp6REZGYmBggJGREYaGhhgYgFSaSEJCJdbW1ujr69O+/QHat49g5MjXKS6WYWAgJjgvvyxcSA4OYgX0cek4VVZZzbRNF6lU19+5sTI/jbTVU7DoMhbLTqNrPaZGwu/pIZzatw5XVwfy8pYyc2ZnunSxBISwq6NhEBoaSmxsLI0bN6ZHjx6AEOO/+w4++khMKJVKUdr3669CGLC2hr+XXO/ZsweVSqUN3XsckUqluLu74+7uTv/+/UlNTdVmByQmJnL16lVkMhmNGzcmODgYPz8/3Nzc7rk1751y4YLouDRq1M37GjUS15W5c8W57euvRf7J40ynTp0wMjLi+++/56effqK0tJQ+ffo8UWNDHfeOTgR4QklLS6O4uBiJRPQjXbwY3ntPDNjVavj+e5g2Db78shwQq1zQMJwAgNbSt2PHDvbt28fIOuLFJRIJgwYN4sKFCxw4cIDWrVvj6Oh4z8+tr6/P4sWLmT17NufPn+eDDz7gww8/pFOnTn8dm3ADDB0qJvcTJ4rfmztXDC4sLESNdHq6mBj5+NwUADSYm5vz2muv4e/vz9q1a0lJSSE+Pp7PPvuMmJgYxowZ88j2kf8vKBQKpk+fTnp6OhYWFnz22Wf35Iaorq5m6dKl7N27FwsLCxYsWHBL/fr9pqSkhJ9++ony8nJGjhz5UHtM1xfV1dVcuHABa2vrWt0zNNzuY+fjI1bdbkdJSQlZWVlYWFg8siGZnp6ehIWFaQMGHR0dycrKorq6ulYbxRYtWtC/f3+ti6CoqIji4mLtTaFQkJeXR35+PsbGxmRnZ1NdXa0VCyQSCfn5IhNAKpWip6eHTCZDoYijWbNmWFlZYWZmxqJFppSVWVFcbIm3tz7FxcaYmJiir/9wVzWPHDminaDVxenTp/8xcHLPlXRKK6tv+3i9I5VSigntB47G3+Fp8vNtbptroePhoVarWbduXS0XAIi8DScn0Qr5zBkhBiQnC8HS3Fx0/Fmz5uZ+NAn7IBYYngRXnkQiwc3NDTc3N/r27cuNGze0gkBCQgKbNm1CJpPh6upKUFAQ/v7+uLu731dB4PffhUtDT+9muKyNjShzmjpV/B8vXXr8RQCA1q1bY2BgwJo1a/jtt98oLS1lyJAhD0yQ0fHooxMBnlCSkpJQqVQYGhpiZ9eYggJ45pmbj0+dKlRymawCtVqN6q8m1lKptEGIAAB9+vTh4sWLHDhwgLZt2+Jeh+/S3t6egQMHsnHjRnbv3l1vfd/lcjmLFi1izpw5nDlzhnnz5jF37lxtaYKtLZw4ATNnit7oXl7CDXDoEOzcKVYhsrPFJEhja/t7OrdUKqVHjx40adKEb775hnPnzlFQUMDmzZtJTk5mypQp99T5oKFTWlrKzJkzSUlJwdTUlCVLltT5P75TKisrWbhwIYcPH8bGxoZPP/20zgnr/UStVrN9+3ZiYmLo3r073R6T5cLU1NTbtgb8J5599p8fz8zMpLi4mBYtWjyyAxsPD49aP1tYWCCVSikqKqKyslJrKU5ISPjXkgMQ76GLFy/yyy+/UFFRQUVFBUqlkpSUFCQSCRYWFpSXl1NSUkJ5eTlxcXGUl5dTWVl5y7407gJ9fX3MzMywsrLCxsZG61KoWYagud1pq8S75bnnnqvTtdWkZmuVOlh1NJ6SivoVAWSWjXB7e+ttOwyopXK2X23O0S02fPyxOM/raFicP3+emJgY3Nzc6Nmzp/Z+TcXSuHHw/POwerWY9H/zjbCV/92hdPToUQoLC9HT06Nfv35P3IqrRCLBxcUFFxcXevfuTXp6OlFRUYSHh3Pt2jU2b97M1q1bcXZ2Jjg4GH9/fzw8POq1201BARw4IMosxTGJr2FhorzM11dsExoKY8fW/t1HufvJP+Hv78/UqVNZvXo127Zto7y8nOHDh99zy2QdTwa6d8kTiFqtJikpCRBBe7a2dvTvD2+9JUJXnJxEX1xLy9qdAfT09JBIJA1GBLC0tKRfv36sXbuW7du388Ybb9Q5UejZsydnzpzhzJkztG3bloB6kohlMhkLFizggw8+4OTJk8yfP5/33nuvVp/3Zctubv/RR+K17dFDBA716SNqpU1M/vkC5erqyty5c9m8eTNbtmyhoKCAkydPkp6ezoQJE+jYseNjNyCpqqpi9uzZXLt2DSMjIxYtWnRPE/aKigrmzZvHqVOncHBwYPHixQ9lBT4sLIyQkBC8vLwYMWLEIzux/TtRUVEoFAratWtXr/vNyMhAqVT+6wSwIWNiYoKjo6O2llhPTw8LCwvy8/O1GRcARUVFZGdn37bNoQaJREJgYCD79u2jvLxce39+fj5FRUU4Oztry2VUKhUqlYrx48dTWVlZy1nwd3eBUqkkPz+fmJgYrehbE40LzNDQEEtLS2xsbLC2tr4ls6Dm7W5qplu3bs3Yv4/g/4Ww+DRS80r/83P9GxKJBGS3v96pAaVFNidCKjE3fDzqwx8nNC4AlUrFc889d9uJ0ZdfinBSd3chAEBt91J1dTUHDhwARIhvmzZt7u+BN3AkEglOTk44OTnRq1cvMjMztYJAXFwcW7ZsYdu2bTRq1Ii2bdvi5+eHp6fnXU9M4+OFcyM1Vaz6t2snxkwafcHSEvbvF92tFi26WYpTs/tDzSFSzVDmx4EmTZrwxhtvsHr1anbt2kVZWRnPPfdcgxmr62i46ESAJ5Di4mJyc3MBMDIyxt3djsWLRcuV+fNFiFTr1rBhA5SW1hYBgAZ1YunYsSOhoaGEhYVx/vz5OlNSDQ0NGTp0KF9++SW7du3Cx8en3v4GPT095s+fz7x58zh27Biffvop1dXV9OnTp9Z2movR88+LMKI//xSlF5qBhuYCdTsxwNDQkLFjx9K0aVNWrVpFYmIi8fHxLFu2jPj4eEaOHHnbHuqPGiqVio8//phLly4hl8uZN2/ePQk3paWlzJ07l/Pnz+Ps7MySJUseipUzOzubjRs3YmhoyMiRI7G0tHzgx3C/uF1rwHslPj4euVyOq6trve73QePl5aUVAUAImH8XAUC4Af5NBADhRGrWrBmXL1/W3mdnZ0dRURE5OTlaEUAqlSKVSlEqlf/YSkqtVlNWVkZxcfEtZQiaW0FBATk5ORQVFZGVlcX169frdBeAuEbUdBdoWiaamJhgYmKCsbExxsbGGBkZab/XXGf+iWvXruHt7c38+fPx8vJiyZIlREVF0a73EKqajwMkVGQmUHD8Z8qvR6KqLEdu1QjTwKcwazsUSY3AwKrCLApObKQs+TLVynykBibIrZwwbdUf0wCxYlxXJkDN+/Tt3Ck6vQm7ZdexsbZi3LhxfPLJJ7dMdmJjY/n44485ePAgeXl5ODs7M2LECObNm4fx31vK6Kg3Lly4QFRUFG5ubjz11FO33c7GRoj0f2Ul15o8gvj/JScnA9ChQwdMH5cgjXpAIpHg6OiIo6MjPXr0IDs7m6ioKCIiIoiNjWXr1q1s27YNR0dHrSBwu65OtyM+XgTLRkaK8g3xvDcf9/QUrR3ff1+4KzXrBRqR4McfRXem4GDx8+MkAGhwc3PTCgH79++nvLycF1544bHIG9Jx/9CJAE8gWVlZlJSUoFZLsLKyJDTUknPn4P/+TwSs1HRvRUSU3yICPOxgwJrI5XIGDRrEtWvX2L59OwEBAXUOqlq2bElQUBDnzp3jxIkTtWyB94pUKmXevHl88sknHDp0iP/9739UVVXVsrTKZKLbwrffQuPGsHFj7UCu6mrxuh89KgKJ6hqvSyQS2rZti4uLC1999RVnz54lNzeXjRs3kpiYyJQpUx56gnp98OWXX3Ls2DGkUilvvfXWPa0uFxcXM3v2bCIiInB3d2fJkiX3FCp4t1RVVfHLL7+QlZXFsGHD6s2N0hBQKBRcvXoVe3v7ei9PiY+Px8TEpMGHAv4bnp6e2tZiANbW1iQmJpKfn49ardY6eRISEv6x7r0mAQEBtUQAW1tbEhISyM3NRaVS1XKZXLly5R9FAIlEgpGREUZGRv/6+aiqqkKpVN5WLNC4C/Ly8v7VXSCRSJDJZMjlcjIzMwHYt28fAGZmZtrgQwsLC2xtbcnKygJg06ZNpKWl8corr/Dqq6+y8fwNKlUSytNiydz4f0j0ZJi2GYSesSWlcWfIP/wDFdlJ2A6aCYC6upLMTXOoVuZj1nogMisn1GXFVGQnUX49SisC/BOl10IpurATi9b96Dv6BXKvnOB///sf1tbWzJo1S7tdaGgoTz31FNbW1rz66qs0atSIy5cvs3z5ck6fPs3hw4d11t37wJ26ADQ4O4sb1BYAAK3rxsjIqJbTT0dtJBIJ9vb22Nvb0717d7Kzs4mOjiYiIoKYmBi2b9/Ojh07sLe3Jzg4mICAAJo0afKvjqE+fcTt2DHhrvz4Y9Em8NgxMbHXzHMNDGDfPuEE0CyoVFdDVpYIfgwOhh9+EE5MTbeUxwlHR0emTp3KmjVrOHr0KGVlZUyYMEEnWum4LborzxNIVlYWSqUSiURN48aNsbCQkJICX30FTZqI1G5N+9ua5QCai2hDcgIANGvWjI4dO7J//34OHjzI4MGDb9lGKpXy9NNPExERwb59+2jZsuUtKd73glQqZc6cOcjlcvbt28fSpUupqqpiyJAh2m3kcpg0CcLDa7cf0ggAIISYCRNqiwB/dwc4OTkxZ84cfv75Z3bs2IFCoeDIkSOkpaUxadIkgoKCHtnygB9//JFt27YB8PLLL9OvX7+73ldhYSGzZs0iNjb2r/DLxQ8tXG7//v2EhobSqlWreulS0ZDQtAbs3LlzvU5mVCqVNg/iURcB3Nzc0NPT055LNVZ5TWcAzWpNUlIS1dXVd1RH6+npibGxMSUlJQAYGxtjYmKCUqmkoKCg1vktPj6e8vLyehFwZTIZFhYW/5r9oHEX/F0sKCkpoaSkhNLSUq1oUFhYSHZ2NgAHDhzQWq81uLu7061bN21b2+joaEaNGoVSqSQxMZFcmzaghrz9q1GrqnB88TP07dwBMGsziJw/PkV55RCmzXtj6BZIRXYyVflpWPWciHnbZ7gbKnNScJr0NTILe4ya2rN36Rz8/f1ZsWKFVgRQq9VMmDABFxcXrVtGQ/fu3Rk5ciSbNm36z+UPOv6dsLAwIiMjcXV1pXfv3ne9n+LiYs6cOQOI92HTv7cM0HFb7OzssLOzo2vXruTm5moFgejoaHbu3MnOnTuxs7PTCgLe3t7/OL7s2lXcVCoxbtqwQeQuDR4sFlUOHoRPPhHbapqr6OmJFqgqlXC5vvuuaDP4/fdiLObkJDKcNFRXC6fAIzqEwsbGhtdee43vv/+es2fPUlFRwcSJEx/ZYF0d9xedCPAEkp6eTklJyV/Jr560bw/t24sT6u+/w5w5Ih133TpQqxt2OQAI9XnAgAFERESwe/dugoKC6lwRd3V1pW/fvmzdupV9+/bx3HPP1etxSKVS3n33XWQyGbt27WL58uVUVlYyfPhw7Tbm5jcFAE1dmma8//HHItF20iQRfnP8uLAo1oWRkRETJ07Ex8eHNWvWkJqaSmxsLIsXL2b48OEMGzaswf2f/o0dO3awbt06AEaOHMmomj2A/iO5ubm88847JCQk4O/vz6JFizAzM6uvQ/1PxMXFae2Qo0ePblBOmvpA0xowWOO1rCfy8vIoLCzEy8vrkS91kcvluLm5kZiYCIhzlqWlJdnZ2Vp7OAjR9caNG3fkqNDT08PPz4/z589r77Ozs0OpVJKdnV1LBKiuriYuLu6BOlBqugvupMTh8OHD/P7774wbN46+fftSXl6uvRkbG+Pg4EBiYiJ//PEHAQEB+Pj4oFAoKCoqoswYqkryqEi/inGzzloBQHMc5h1GUHL1FCVXT2PoFojUQHRWKUsOxySgJ3rGdx5mqcG4aUdkFuLvyi+pQCqV0r17d7755htKS0sxMjLi0qVLREZG8sknn2gFHw3dunXD0NCQkJAQnQhQz6jVatavX49KpWL06NH3JE6GhoaSnZ2NRCKhd+/e9Rp09yRhY2ND586d6dy5M/n5+URHR3PlyhUiIyPZvXs3u3fvxsbGRisI+Pj43PZaqTE5rVkD0dFi7FpUJFoDairSpNKbQsCePTBsmMgN0NeHQYPE761YIdo5jxsnSg28vcXjNXkUAwXNzc2ZMmUK+vr6nDp1ilWrVjF58uSH4oLU0bDRiQBPIImJiajVaoyMTHF1bcRbbwn1MzAQgoLEinVVFdjZwfXrtwYD3k3Y0/3Gzs6O3r17a1fHp0yZUudqeO/evTl79izHjx8nODi43gPHpFIpb7/9NnK5nG3btrFy5UoqKysZPXp0Hdve/D4hQZQLTJokat8OHIDyciECaP6Mv4fZSCQSunbtSuPGjVm5ciVhYWFkZ2ezbt06EhMTmTRp0iNz0j927BhffPEFarWa3r178+qrr971vjIzM3n77bdJTU2lZcuWLFiw4KG1UywuLubnn3+mqqqKoUOHaid7jws1WwPWbHdXH2hCAT09Pet1vw8LT09PrQgAYGVlRXZ2Nvn5+bXeF/Hx8XdcVhEYGFhLBLC1tSUpKYmcnBx8fHxqnQOjo6MbdBmK5lgDAwMZM2ZMndtcu3aN6dOnM3DgQObNm6d1GxxaeJCqtAQA5La3vnaa+6oKRC6D3KoR5u2fRXFmC9dXvIC+gyeGjVtg3KwzBo3u7H0ss7yZHFdZLUodbGxsALTCTnR0NABz5sxhzpw5de5HUwaho/64dOkSV65cwcXF5ZZ8nv+CWq1mz549qFQqrK2ttW2AddwbVlZWdOzYkY4dO1JYWEhUVBSRkZFcuXKFvXv3snfvXqytrQkKCiIgIICmTZveVgj29YWFC2/+XHPSLpFAXh4UFoqWzPb2MGCAyLyaNg1GjxalA++9B5cvCyHg5Zfh7bdFaYFmH2q1uD1KWQImJiZMmjQJAwMDjhw5wldffcXkyZMfuzGIjntDJwI8YdTsDGBqKlZo8vJENwCpVATXzZ17c/uEhNoigFwub7BW827dunHu3DnOnDlDhw4d6qyBNTMz4+mnn+abb77hzz//ZNq0afWu7EskEqZPn45MJuP333/nm2++oaioiMmTJ9+yreaClZgIFy/ChQsioXjKFKFKg6iBGz2a2/agbty4MfPmzWPdunXs2rULpVLJ/v37uX79Oi+//PI/1gI3BC5fvsyCBQuorq4mODiY9957767fY6mpqbzzzjtkZGTQvn17Pvzww4cWjKNWq9m6dStxcXH07t37sRxApqamkpGRgZ+fX70HHaamplJRUYHXY9J3zdPTk4MHD2p/1qzUFxQU3JIL0KNHjzvap6urK6amphQXFwNi4GdkZERpaSmFhYW1/idxcXG1WhI+SqjVaoqLi0lLSwOEm+2nn34iKyuL7OxsKqvb3Fz2q4O6zidW3V/CtEVfSuPPUZ4aSfGlvSjObsG8wwisur347wdVI2TQUF77GqL+61g0X2fNmnVbS7pGONBRP2iyAKqrqxk5cuQ9vd/T0tK0Qk5gYOAjX5bUELGwsKBDhw506NABhUJBdHQ0kZGRREREsH//fkJCQrC0tKRNmzYEBgbStGnTfwzT/PtHPTsb0tLg6lWxyCKRiNLXrCx47jnRbjAhQbhgTUzgqadEu2w/Pzh8GFq2BCur2osxEsmj4Q4wMDDgxRdfxMjIiL1792qFgL+3rdXx5KITAZ4wCgoKKCwsBEQNqb29PWvXihPkt9/CrFkiF2D4cBHEUl5eOxiwIVuZDQ0NGThwIF999RXbtm2jadOmdR5vu3btOHXqFOHh4Zw9e5aOHTvel+OZOnUqRkZGbNiwgZ9//pmioiKmT59eK7BLcyF57z2RTDx/PvTtKyb+ZWVw6ZK4OL3wQu19/90VYGJiwiuvvIK3tzc//PAD6enpREZGsnDhQkaNGsXgwYMbZPhUQkICc+bMoby8nGbNmrFgwYK7FmXi4+N59913ycnJoWvXrsyZM+ehlkScPXuWQ4cO4ePjw7BhwxqseHYvREdH35fWgCBWfY2NjR+LsEuARo0aaSfoIM5Xmp+LioowNzcH4MaNG3dcvy+VSmnatCkXLlwAxGTXzs6OlJQUsrOza4kAFRUVJCQkNNia5oqKCkBk1hw9elQrMKWnp5OdnY1SqSQnJweAI0eOkJiYiEwmw8DAALm3NzIr8T6pzEm5dd9/3Vdz9R6EI0AeNASChqCqLCfr17koTv+Oedth6BndeflQE/u6g7c07hiZTPaP6fQ66o/Lly8TERGBs7Mz/fv3v6d9HT58mOLiYmQyGX1e5Rp7AAAgAElEQVT79q2nI9RxO8zNzWnXrh3t2rWjuLiY6OhobevBQ4cOceDAASwsLGjdujXNmzenWbNm/+ryc3YWiyjPPAMuLrBpExQUwIIFUFIiBIAxY4QAoFCIcVVJCWRkiLKBESOguBiWLAEPj5vjruRkkSnQqZMIc26oyOVyRo8ejaGhIX/++Sdff/01kyZNarDXAR0PloY3K9BxX9F0BgDNCoQpixaJUJX27UUJwMqVsH27OAlWVFRQVVUF3OwT3ZBp2bIlwcHBHD9+nGPHjtW5+qKnp8fQoUOJiYlhz549BAYG3rd68YkTJ2Jubs6qVavYsWMHRUVFzJ0795b+8Dt2iIUsJyfhxPjuO3Hh8vERLQWPHRNuAWNjIQho6t1qziulUim9e/fG09OTL7/8koiICDIyMvjuu+9ISEhg/Pjx9RqGeK9kZmbyzjvvUFRUhJubG0uWLLnr91dMTAyzZ8+moKCAPn36MGvWrIcqeqSnp7Np0yZMTEwYNWqUdoL3uHH27Nn70hoQRNnS4xAKqEEqleLh4UFUVJT2PisrK0pLS8nPz9e+R1QqFUlJSXc8SPP19dWKACBKAlJSUsjJyaFJkya3lAQ8rMGfSqVCoVCQn59Pbm4uN27c4MaNG6Snp5OZmcnVq1cB2LZtG6GhoYAYwGo6BNjY2ODo6MixY8do27Ytr7/+urb14IqjyWwKz0W/kQ8lV89QmZOK3Fa0lVSr1ShObwbA2KeDOJYyJRJ9QyTSm4KjVG6A3NqF8utRqMqK71gEMNbXI6hx3efVoKAgfH19+frrr5k8eTLu7u61Hq+srKS4uFgX2lVP1KcLoKqqikOHDgEidb1Vq1b1dZg67gBTU1OCg4MJDg5GqVQSExNDZGQk4eHhHD16lMOHD2Nubk7r1q0JDAzE19e3zhR8U1NYvPjmz8bGMHIk9O4txlHnz4MmfujyZVEqUF4ucgQaNRJBg+HhIitgyxY4dQomTxYhgz/9JMZs1ta1A54bGnp6egwbNgwDAwO2bt3KqlWrmDBhQoN3ieq4/+hEgCcMTWcAEEm3JSUSFArIzBQ1U4GBIpDOxUVsX7M7wKMgAkgkEgYOHEhkZCQ7d+6kdevWddotmzRpQo8ePdizZw8HDhzgmWfuLiH6ThgxYgSmpqZ89tln2pWFBQsW1HotNYudoaGihY2Tk7jQ+PkJ69rSpcIt8NVXkJQkhILbLSx7eXkxf/58vv/+e/bv349SqWT37t3a8oBmzZrdt7/1TlEoFLz11lvk5uZia2vL0qVL71qICQ8PZ86cORQVFTFo0CCmT5/+UMObysrKWL9+Pfn5+YwYMaJBvN73A4VCQVxcHPb29jRu3Lhe911aWkpmZiYWFhYNSri6Vzw9PW8RAdLS0sjPz6/1Gv6XFXsPDw8MDQ21oXNmZmYYGBhQXl5ey2EAot/5nXYf+K9o6vPz8/PJy8sjMzOT1NRU0tPTycjIICcnh5KSEm1AnlqtRiqVYmhoiKGhoXbC5uPjw+jRo3FxccHR0RErKyssLS0xMDDg2rVrfP311wQGBtKlSxeSk5M5cOAAVy8kIjFojnXvl8nc+H9k/DQLs9YDkJpYUhoXSlnSRUwCemLoFghAadJF8kK+wbhpR+TWzkjkBlRkXKM44gAGLn7Irf6b+yTQue5gQalUyoYNG3jqqacIDAxkwoQJ+Pn5oVQquXbtGlu2bOGzzz7TBQPWExEREYSHh9OoUaN7dgFERkaSmpoKQJcuXXT91h8iJiYmtGnThjZt2lBSUkJsbKxWEDh+/DhHjhzB1NSUVq1a0bx5c3x9fW8rvO/Zc9NJWVUlggTPnBFf588X5QBeXsKN+cEHYizs4iI6N4WGQo8eYizWpIlwBrRpI/arOaU2VDFAMzY2NjZm06ZNrF69mhdffJG2bds+7EPT8RDRiQBPGGlpaZSWliKVSnF3d8fOrnaoyt+p6QSQyWT/z955hzdZr2/8k6Qz3aW7dO9FoVD2FlmiIHBEEMQDigPHEQThOOAIioCiR+GHikeWoggytMqSvVcLtHRvWtrSPZM2Td7fH6+JFIoyWjrI57p6ASF98zZN3ny/9/M8993qRQCAjh078tBDD7F161Z+++03ptzYS/8HI0aM4Ny5cxw4cIBu3brh5ubWbOc0YsQIzM3NWbx4MWfPnmXWrFksW7bsptm27t1hyRIxzzYoSOwQWLFCNAr08RGTBd56S2xX037rjaMBILbVvfrqq/j5+bFhwwauXbtGTEwMixYtYvLkyQwdOrTFNspKpZI33niDnJwcLCws+Oijj27LPbwxzp49y8KFC1EoFIwfP54XX3zxpi6L+4kgCOzcuZNLly7Ru3fvdt1Cqo0G7NOnT5N3XRQUFFBVVUVoaGiL/j6bmhtNDm1sbJBIJJSXlzfYnKenp9/2MWUyGf7+/ly6dAn4cyQgJyeHwsLCBothhUJBVlbWXZst1tfXU15eTmlpKYWFheTm5nL16lVdNb+yshKlUolCodB9bhgZGemq+c7Ozjg6OuLs7Iyrqyuurq7Y2tpiY2PDuXPn+P333xk4cOAtN8UqlQqAEydOMGXKFPLy8kSR2tAEIrpg7BKA0+RllB37jsrzUWjqazG0dsZ60DQsI0frjmPk6IPcvyfK7EtUXz4IgoCBpT1WvSfccWSgqaEMv1uMAwB07dqVmJgYPvjgA3bs2MHq1auxtLTE09OTZ599loEDB97R4+lpnBu7AO51rbJ7925UKhVmZmYMHjy4ic5Sz70il8vp0qULXbp0QaFQkJycrBMETp48ydGjRzEzM6Nz58506tSJ4ODgm+JMtR8pBgbw2mvipv7nn8Vu2NdeE5MDMjPFbkwQhYNr18SOgogIcU22aRMsXSoKCTt2iOMEI0a0TgFAi0QiYfDgwZiYmLBx40a++eYbFAoF/fv3b5fjinr+Hr0I8IChXVxqZ221F0O1Wqws37jerq2tbXMiAMBDDz1EdHQ0hw4dokePHvj7+990H1tbW0aNGsW6deuIiorihRdeaNYLYb9+/ViyZAlvv/02cXFxvPLKK6xYseKmD6innxb/rK8X/QDmzxcFALUaqqtF11q5HGJjxQ4CO7vGY2xkMhmjRo3Cx8eHlStXEh8fT25uLqtXryYtLY2nn376vrepq9Vq3nrrLZKTkzExMWHJkiU3tcjeLseOHWPx4sXU1dXx1FNPMW3atBb/IDtz5gy7du3Cx8eHJ598sk2asN0uMTExqNVqunXr1uTH1iYDNHV6R0ujrWqXlZUB4jXVwsKCiooKysrKdF1LhYWFVFRU3Pb7MygoSCcCgDgSkJOTQ1FREd7e3jeNBNxKBBAEgerqal01/+rVq7qW/fz8fIqLi1EqlVRUGKNWlyKR1CGVGmJqKm70LSws8Pb2xsnJCRcXF9zc3LC3t8fGxgYrK6u/fD8MGjRIZ6R3PVVVVZw+fZpjx45x8eJFBg4cSE1NDSqVCg8PDyIjIxkwYAArThaxP6UcIycfHMa/+5fPl6GNMx2Gv/x3TyuGNi54zIu65W0mhlKe7euFVCo+v4sXL2axNqj8Ojw9Pfnqq6/+9vH03D2XL1/mwoULODs788gjj9zTscrLyzl79iwgdta1F3PS9oapqSnh4eGEh4czbtw4kpOTiY+P5+LFi5w+fZrjx48jl8sJCwsjPDycgIAA7OzsGlwPAwPFTfwf+iKGhmI89vVxgSUl4voqIkJcl1lZiUWahx4S/QQ8PMRRgnnzxNjB/v1b4Mm4A3r37o2JiQlr167l22+/RalUMnTo0BZfP+m5/+hFgAcItVqta28zMzPDzs6B+nrx4nYr9VKhUOiqL9r5zLaAubk5w4cPZ82aNezYsYNZs2Y1Wq3s168fJ0+e5Pz588TExBAREdGs5xUREcGKFSt48803SUtLY+bMmaxYsaLRSriBAbi5ifE2ILrcLlsmxjhWV4sJAn36iH82onHoCAoKYtGiRaxZs4aDBw9SUVHBjh07yMrK4oUXXrhvCxxBEHj//fc5f/48BgYGvP3223cdWfb777+zbNky1Go106dPZ9KkSS3+AZabm8t3332Hubk5EyZMaNeu32q1mujo6GaJBgRRrJTJZLcdlddWkEgk+Pj4NJjht7Gx0c3KX/+aSU9Pp3Pnzrd1XF9fXwwNDXXXaisrK4yMjFAoFFRXVzeYlU1ISKBfv34UFxeTn59PZmYmV69eJT8/XzcuplAoUCqVqNVqJBIJxsbGGBubYmJijru7A1u2vMWwYSlMnFiNi4sLtra2KBS2VFaaEBIiuSlr+04QBIGCggKOHj3KyZMnSUxM1PnYaBf9vXr1on///jg5Oene969bl3Mk/Rh1mrt/7Ds/V5gQ2b5eo20RQRBYt24darWa8ePH33Ox4uTJkxQXFyORSBg6dGi76kZqrxgbGxMWFkZYWBiPP/44KSkpxMfHc+HCBaKjozl9+jQmJib4+PgQHh6Ov78/Hh4euu6r6/XJ115rWFTJyRHXYyAaAqamiiIAiKaBfn5iB+eZM2LBpi0QERGBiYkJa9asYfPmzSiVSh577LEWX0fpub/oRYAHiJKSEioqKgCxE8DJyYG/6+JtqyIAQPfu3Tlz5gznz5/n1KlT9O3b96b7GBkZMWbMGFasWEFUVBTBwcG3zKNtKgIDA/nss8+YPXs2OTk5zJw5k48//rjRDc/UqTBtmujTYGICTk6i2vzMM2BpKZrePP88/Oc/f6rPjc2k2draMnv2bHx9fdm0aRPFxcWcPXuWa9euMXXqVAYOHNjsC51Vq1Zx4MABJBIJr7/+eqO/j9vhl19+4bPPPkMQBGbOnMnYsWOb+EzvHIVCwbp166isrOSJJ55oFqO81kROTg75+fkEBgY2i6lZampquzIFvB5vb++bRICsrCxKS0sb3O9ORABDQ0N8fX11cWYSiYQOHTqQl5dHVlYWJiYmumSYyspKXVShdjbfwMBA17JvbW2Nv38Ajo5OdOzoSseOrrpqvqWlJTKZDJkMlEpHhg0TR5WmThXHkoYOhTlzRIPZO0GtVpOSksLhw4c5c+YM2dnZqFQqJBIJ1tbWREZG0q9fP7p3737L7ogQFyseCnZif8I16tTNrwSYGsqY1scTW7O20R3XntFu9pycnHj00Ufv6ViCILB7924EQcDOzo5evXo10VnquV8YGRkREhJCSEgIY8aMISUlheTkZC5evEhqaiqXL19GJpPh5OREREQEAQEB+Pn56da3NzYnjholGjLPmSOOBWRnw4cfiv+3cKFY/bewEJME2hLBwcG8/PLLfPHFF+zYsQONRsPo0aP1otcDhF4EeIC4PhnAyCiI8eNNqaoSjVDmz/9T6czJ0WbSa1AqlQ3GAf4qn7W1oW2HT05OZufOnYSHhzdqPhcSEkKvXr10BjPDhw9v9nPz8PBg1apVzJo1i9zcXF599VWWLVt209iCvz/s2wd79oitaO7uoieAgQF88YVoTKNQiKMBhYXi4vtWXR0GBgaMGzcOX19fVq1aRUpKCllZWXz22WekpKQwefLkv43buVu+/fZbtm7dCsC0adPvql1TEAS2bt3Kl19+iVQq5fXXX2fkyJFNfap3dV4//fQT8fHx9O/f/5Z54O2JhIQEysvLm8VUSKPRkJ2djZmZWbsUAby8vJBIJLrWd+3Gurq6ukE0YHp6OoIg/G1lRqFQUFRUhCAIxMfHU15eTkVFBZWVlahUKrKzs9FoxE2xoaEhhoaGCIJAjx49cHNzw9PTCycnF2xtbbC1tb5JBK2rE68xSqWYq21uLnYi5eSI/x8dLeZvv/TSnT0P5eXlnDlzhpMnTxIbG0txcTEajUa3OO/WrRsDBgwgNDT0tiu7H47tRL9lB5pdBJAADpbGvPbQX7Rg6blvbNiwgfr6+ibpAsjKytIlVXTp0qVdd3Q9CBgaGhIcHExwcDCPPfYYOTk5Oh+B5ORkoqKiiIqKwsrKSuch4O/vj52dne4YISGiL0BUlLjGkkpF/6a4OHFdtmSJ6CdgaSlGPLclfHx8mDlzJqtXr2bnzp2o1WrGjh2rFwIeEPQiwAPE9ckABw9OZv58sQXq8GGxkvz22+K8+ciRcPw4yGRilaitdgKAeIHr168fUVFR7N27l3Hjxt10H4lEwqOPPsqFCxfYs2cPERERd21Udyc4OjrqhID09HRef/11Fi9efFMUkakpjBkj/v3tt8W4mo8+EgUBEH0Dtm8Xs2/t7WHzZrEtbfFiMerxxj1EeHg477//PqtXr+bYsWOUlZXx008/kZ2dzfPPP9/kLdi7du3im2++AWDMmHFMmSKafl25Irru3k73mSAIfPvtt6xbtw4DAwPefPPNVmPWdOLECfbt24e/vz8TJkxo0WjC+8Xp06cxMzMjLCysyY9dUlJCeXk5Xl5ebe56czuIXVhO5OXlAaKDvLW1NcXFxZSWluLkJGbZV1VVUVhYiIODA4IgUFZWRlFREXl5eWRkZJCdnU1ubi4lJSXU1NRQWVlJdnY2EolEt9mXy+UYGhri4uKCnZ0dZmbmmJnJsbd34F//eu2WAkNpqRhTKpXCr7/CCy+I1xcHB3jjDfjxR/ijmUAXo5WVJYqS/fqJi+Yb0Vb7jx07xvnz58nIyNAlGpiYmODv70/Pnj3p378/np6ed7UItTI15NMJnXlpUzRKVfMJASaGMv5vUgRGBvqFckuTmppKdHQ0Dg4O99wFAOKoWU1NDUZGRgwdOrQJzlBPa0EqleLu7o67uztDhgyhpKSE5ORkEhMTiYuL4/jx4xw9ehQTExP8/Pzo1KkT/v7+uLu74+goZfp08TilpeLXiy+K67DJk8HaWvRnaot4enrqhIBffvkFjUbDuHHjWjRlSc/9of2vVvXoyMnJoba2Fo3GBo3GnH/+U7y9Tx/417/EaLopU0QzFAsLKC5WIAhCg06AtrgoHzZsmG6DHxkZ2egm18nJiREjRvDDDz/w22+/MXXq1PsyG2Vtbc3KlSuZM2cOly9fZt68ebzzzju3bJWPiBBFGl9fseK/bx+88gps2QK9eoniwCefiN4Bc+bceoNtb2/PvHnz2LJlC1u2bKGsrIwTJ06Ql5fHtGnT6NOnT5P8/CdOnODjjz9Go9HQv/8gXntNNON66ilxju7NN0WR46/QaDT83//9H9u2bcPExIS33nqLPn363PO5NQXZ2dls2rQJKysrJk6ciLW1dUufUrNTWVlJcnJys0QDwp/JAHfrYN8W8Pb21okAII4EFBcXU1JSgrm5OdXV1VRUVLBs2TIMDAzIy8ujsrJSF7EH4gysXC7H0tISHx8f3NzcSEtLR6GoQS6XI5fLSUpKJj8/HxsbGzr+kfuq0UgoLy+joKAAJycnqqvFhJjz58Vxo6VLoUMHMQM7IkJs95dKoXNn2LBBbJWdO1d0yE5IED8zwsOhuBg++wyOHYMFC8T3d1lZGadPn+bUqVO6ar82GtDOzo7evXvTu3dvunbt2mRjJYMDHXlrRBDv70poFiHAxFDK/02KIMSl8VhAPfeX7777DpVKxWOPPabrorlb6urqOHLkCAAuLi76HPV2jq2tLT179qRnz54olUpSU1N1YwNJSUnExsYik8lwdnbWjQ34+vpiYyN2Sx06JJoIbt4Mr7/+Z1xgW8Td3V0nBERFRelSNvRCQPtGLwI8QGiTASQSVywsxApGfb1YvVm1Cv75T1Hd1HpI1dTUoFardTOjUqm0TY0DaLGxsWHYsGGsX7+eHTt28PLLLzdaZRo8eDCnT5/mxIkTdO/eneDg4PtyfnK5nE8++YR///vfnDt3joULFzJnzpxG4+WuH3+vqhI7OFatAm0HekiIOJ/7+uswa5Z4m9Zw+8Y9vZGREZMmTcLPz4/Vq1eTkZFBeno6K1asIDU1lQkTJtyT6BMXF8eiRYuor68nIiKCBQveRiKR8MorotC0cKF4v2vXxDa6xqwYVCoVy5cvZ9++fVhYWLBgwQK6tpJP2urqatatW4dCoWDixImNJlC0R7TRgI888kizdD3k5ORQV1fXbh25BUHA0dGRsrIyqqqqKCsro6SkRFfpv3jxIiqVCo1Gg1wux8vLC7lcjqOjI66urri7u+Pl5aWr7puYWBIdLSE7G3r0OM/PP/+ie6/b29tRUJBPUVERbm5eZGV54OWVgSBAnz7mJCWJ0ViFhfDee2J1/+WXYeNGsd01IEB0zTY2Fmf+Cwr+/Dm8vODkSdEgS7tXKi5WExVVxrZtu0hPP0pmZia1tbWAaOoXHBxMt27d6N27N76+vs22wJzSyxOlopoP96ahljTNY0glYGwg44vJXRngf4emB3qahby8PE6cOIGVlRVjtO1y98CFCxe4evUqAAMHDrxnUUFP28HExITQ0FBCQ0MZM2YM2dnZurGB1NRUfv75Z0BcT4aHhxMUFIS/vz/TptkybVoLn3wT0bFjR50QsGvXLjQazQPT3figov/NPiCoVCpyc3MBsLGp48kn68jNBVdX0UiuY0dYuVLsCujRQ/ye600BtReBttgJANC3b1+dSWBMTEyjG0m5XM5jjz3GqlWriIqKws/P775FvBkZGbF06VIWLVrEoUOHWLp0KVVVVY2OL2gxMxPjbYYM+fO21athwgR4/31xbjchQUwTAHERf6P2IZFI6N69O25ubqxatYrTp09TUlLC999/T1ZWFs899xwuokHEHZGZmcm///1vFAoFavV0ioom6hb8EonYzbBjBxw4IJ5jjx7wzjviZkOLQqFg4cKFnD59Gnt7e95///1Ws9HWaDRs2bKFpKQkBg8e3GpGE+4HFy5coL6+nsjIyGY5fkpKii7CtC2jVqspLS2lqKiI3NxcXQv/1atXKSkpIS4ujrq6OkBsU9W28Gvj9KytrbG3t2fu3Lk4OjrqNiQ1NWJEKIgu1U8+KV4LgoJgxIhApNIond+AoaEbubmhODntJDOzAxs3Ps3TT2/A2fkq5ubXUCjM+eYbmD5d3PSHh8MTT8Dp0xAcLI4A/GEnwLBhYsXr4YfFyKyaGvH9+/jjpTzzTDnHjpkjleZjb7+TzMx9ump/p06d6NWrF127dr1vnTJ1dXVUX9pHyLUMMlwGU6OWoObuxQBTQxmeHeSsnBSBj73533+DnvvCDz/8QG1tLY899liDBIy7Zc+ePdTX12NhYcHAgQPv/QT1tEmkUimenp54enoydOhQiouLSUpK0o0NHDlyhEOHDmFiYkJAQABhYWEEBATQsWPHNj9L7+LiwksvvcQXX3zB7t270Wg07T7u+EFGLwI8IBQWFlJVVQWAnZ2GKVPMdZEo2qpRQIC4qEtJEf99YzIAtF0RwNDQkFGjRpGens727dsJDg5u9Gfp2rUrERERnD9/nuPHj9/XhYBMJuPdd9/FwsKCX375hZUrV1JRUcE/tXMbN6BWi1X0d94Rjbk+/lis6B04AHv3ikY2Bw+Ki/p///tmAeB6nJ2defvtt9m0aRM7duygoqKCQ4cOkZuby7PPPktkZORtjwcUFhYyZ84cKioqcHV1ZenSx+jb14DZs8Vz7NwZ/vc/cX5u/HgYOFD0pbj+M6a8vJz58+cTHx+Pm5sbH374Ia6urnfwbDYvR48e5cCBAwQGBvKPf/zjgWmZ02g0nDt3Dltb22YTZDIyMtqUKaAgCJSXl1NQUKAzFcvMzCQ/P5+qqipqamqoq6tDIpFgYmKCXC7HxsaGoKAgNBqNznU/P1+s2Gtb+7UkJhrw6afGXL4sVuKXLIHhw8Xr9uzZYiv/n6PLZri7u5OVlQWAuXkdpaUDkMsTuXatFk/PTIqLO1BebomNTTY5OdaEhNiSliZ+t7GxKCzGxUFkpCgqKpXiyM4LL4itr506CTg7V+LmlkxsbBFPPvkJFRXmhIaWIJeLEVzduj1Dnz598Pb2vu/vDUEQiIqK4ty5cwzq2pVvn3uY6Z//zPlyUxAENNLbX8yaGckQgFcH+/FcP29kUn18VmuhrKyM/fv3Y2pqypNPPnnPxyspKSE6OhpAFx+nRw9Ahw4ddKNLCoWC1NRUkpKSuHTpEvHx8Vy8eBGZTIarq6tubMDHx6fNdpI4Ozvz0ksvsXr1avbu3Ytareapp57SCwHtEL0I8IBwfTKAg4Mb5uZ/OuhKpWJbp52d2Napbe2sqalp4AcAtMlxAC3BwcH07NmT/fv3s2fPnkbbB6VSKaNHj+by5cvs3r2bzp0739c5b6lUyuzZs7GwsGDTpk2sX7+eysrKRkcYDAzEVt7vvxfb/7Oz4eJF8f9OnoS8PHFzPXq0aBj43HN//dgmJib885//xM/Pj6+++oorV66QnJzM8uXLGTt2LOPGjftb5+XKykpmz55NYWEhNjYd+Pjjj3FysmLpUnHcxMoK3n1XrF5qX0oLFkBm5p8iRUFBAXPnziUrK4uAgAA+/PDDZomhu1vS09P5/vvvsbGxYdKkSbeMLGuPaKMBAwICmuV3olQqyc/Px8rKqlW6ctfV1XHt2jWuXr1KamoqaWlpZGZmUlpaqnP3145NmZmZ4ebmRseOHfHw8MDLywsnJyfs7OyQy+UcP36c33//XXfs6mpDkpK8yc+PJDxcg79/EjKZhu3ba4iPF6NBhw79M/1DoRBHaGxsRJPNtDRx4x4UFERmZhaCIEEmU+Prm8S1a8FIJHXY2hZjY1PCyZO9cXbOo7g4nq5d+/LFF2LqSG0tFBWJVX8XF4iP13YDFJOUdBqV6iy2ttUoFJeorVXSoYMUa2t7+vfvpJvtb+n3Q0xMDLt27cLV1ZWnnnqK4sICbDIO8ISjKwVyT06UylFJTZBJNKg0EpD+KVII9XWgrkdqZIyrpTH/GhbCqE7OmBg+GCJfW2Lr1q1UVVUxYsSIJrlWHDt2jNLSUqRSKcOGDdPnpetpFFNTU8LCwggLC+Pxxx8nOzubpKQkLl++TFpaGjt27ADEsYHOnTsTFBREQEBAm/MLcmD3CI0AACAASURBVHR01I0G/P7776jVaqZMmXLP6Rt6Whd6EeABoaCgQJcM8PPPz/Ldd2L7qLGxWJldu1acN3/5ZXHxJ5ff3AkglUrb9AVAmwKQkJDArl27CAsLa3Tu2MPDgyFDhrBz50727NnDhAkT7vu5zpgxAwsLC7766iu2bdtGZWUl8+fPb7TVbOJEuHpV3CBo92VPPgnLl4tCwZ49onP37SCRSOjXrx8eHh6sXLmS6OhoCgsL2bBhA5mZmTz77LPY3yIEvK6ujrlz55KdnY25uTnLly/FycmJ6dP/3Px//rkoTqxeDZWVognZ8eOi+RhAWloa//73vykoKKBr16689957zRZbeDdUVlayfv16VCoVEyZMaLdz67dCGw3YQzsz1MRor1MhISEt2lapre7n5+eTmZlJamoq6enpXL16VVfd12g0GBsbY25ujp2dHd26dcPX1xdfX1+cnZ2xs7P7y8rJ9caHarWM6OhJ5OYKWFtf5ty5flRWmtO9+1kMDDIYOtSXhx4SBQCFQqzMp6SIJn0ffSS255uZid1cr70WhESyW+cF0qlTNnv32lJSYo6zswInpwIKC+2przcgIWEf48b15fRpMQu7qEg0He3XT0VSUhJDhyaxePFerlzJ0I0uyOVyfH39dbP9Xl5eraYTJj8/n02bNiGRSJg0aRL29vbs3LkTpVLJyIcHERsbi0dtBkrBgPw6Q44lXqHOQI4GGbU1VajL87HWVDCqTziusg6M7jQYQ70A0OpQKBT89ttvGBkZMXHixHs+nkajYc+ePYBomttc1zc97QuZTIaXlxdeXl4MGzaMoqKiBmkDhw4d4sCBA8jlcgIDA3VjA66urm1CZLK3t+ell17iyy+/5ODBg2g0Gp5++uk22+Gg52b0IsADQnZ2NiqVCgMDA0aOLCcqypURI0RPgKQksQJ04oQ487lnj9gNUFNT00AEkMvlbeLC9VfY2dnx2GOP8b///Y8ff/yRWbNmNXpBGzZsGGfPnuXQoUNERka2iFP5xIkTsbCw4JNPPmHfvn1UVVWxaNGiRk1aZs8W/1y8GHx8RGFAqRTb7l99Fe60c9vd3Z0FCxawYcMGfv31V6qqqti3bx85OTnMmDGD8PDwBvdXq9W88847JCQkYGRkwuLFi/H19eXaNbFCGRUlGk6++iqEhopVzQ8/FNuaFy4UNzcXL17k3XffpaKigkGDBjF//vxWJTppNBp++OEHUlNTefjhhxkwYEBLn9J9RxsNGBoa2izH17bQ309x5frqfkpKCmlpaWRlZd1U3TczM8PCwoLg4GC8vb3x8/PD09MTR0fHu5pHdnJywtTUFIVCAQj063eajIxdVFdXY2RkREFBIPX1BqjV6Zw8qaZrVxkdOohi3wsvgJubKP4VFYmGfgUF4nXg4EErXFxcyM29+sfjlOLoWMfFi1NwcTmMmVk1Dg7XqK42IysrH5msnP/+14rt28spKztPZuYBnnjiMqWlZYCATCbDwcGBTp3Ean9ERAQWFhZN+0toApRKJd9++y0FBQWMHz+e8PBw0tPTOXPmDF5eXvTo0YOTJ08CYCKpx7a2BPWlXzGQSKisrNSNy1k4OKCp9UOhkJOTk4OXl1dL/lh6GuGXX36hpKSEvn37NkmkbXp6us44uVu3blhZ6ZMf9NwZEokEe3t77O3t6dOnDzU1NaSkpOjSBuLi4oiJicHAwAA3Nzc6d+6sGxtoTeucG7Gzs+PFF1/kyy+/5PDhw2g0GqZOnYpJY07OetocehHgASEjIwMAMzMzpkzR8M9/ihtENzexDXTLFjFb/noUCkWbjwdsjN69exMbG6trx33kkUduuo+lpSWPPvooa9as4ZdffuHll19ukWrXqFGjMDMzY8mSJZw8eZLZs2ezdOnSW16AH3kEnnkGMjLE321pqZgAcTfmrmZmZjz//PP4+fnxzTffcPXqVS5fvsySJUuYMGECjz76KAYGBgiCwNKlSzl9+jRSqYy33ppP586dWbtWjAkzMxM3KubmYofJm2+K+bpubjBzpvhYx44d44MPPkCpVDJ69GheeeWVVlNd1HLgwAGOHDlCSEgI48ePb/MGQHdKVVUVycnJ2Nvb4+np2SyPkZ6ejkwma5Z5XEEQKCsTo/EyMzNJSUkhPT2dvLy8v63u+/n56dz4m+p1KZVK8fLyIj4+HplMg51dEaWltn90bOWQnz8QA4N6LCxK6du3gFdfdcHLC776CmbMgK1bxUgqrYbp6CimbNTViSMBWpdzqVSgS5dUYmIMUanE24YO3YtUqqCoKJfFixdTUlLClStXGlT7w8M7ERkZSe/evfH09GzVr3dBENi5cycXLlygR48ejBw5EkEQ+P3336mtrWXIkCEYGhr+IbiIaFMLDAwMkMvlqNVqNBoNVlZWqFQqZDJZqxxJedBRqVTs2LEDmUzGU0891STH3Lt3LwqFAmNjY4b+abChR89dI15DwwkPD2fs2LFkZmaSnJxMXFyczptKIpFga2tLly5dCAwMxN/fv1UKULa2trzwwgt89dVXHDlyBI1GwzPPPNNu9gQPMnoR4AFAqVRS8Ee2k2i45YCDg2jKtns3xMaK7eI3RsndOA7QXt7wUqmUxx9/nNTUVKKioggNDW1009GrVy9OnjzJhQsXiI6ObjY39L9j0KBBmJub8+6773Lx4kVeffVVPv7440arcV26wL59MGeO6LgfFHR3AoAWqVTKkCFD8PLy4vPPP+fSpUvk5+fz9ddfk5aWxrRp0/jxxx/Zu3cvEomE1157lQEDBrBxIxw5IvoABAWJrcaHDom+E7W18M03oF2//fLLL3z++eeo1WqmTp3K008/3eo6TlJSUtiyZQv29vZMmjSpSZyo2xqpqakUFxczcuTIZosMSktLaxJTwNra2kar+9pYvrq6ukar+1pDsLut7t8pPj4+xMfH6/5ta2tNbu4V4uN70K3bOQBMTZWEhV1g6FAxpWPePBg0SBT4pk8XOwOOHBGNNVNT4fnnwdU1iP379wPidb1Dhw707PkPpFI18fEO5OXlUVhYiFKpxMTEBFdXVxwcHAgPD6dPnz506dKlTb3Gz5w5w969e3F3d2fSpEkYGhqSlpbG2bNn8fb2pnv37g0EAEBnylhbW6szbgSxxdfa2ponnniixf0N9NzM/v37uXr1Kp07dyYwMPCej6dQKDh+/DgAbm5u9y0aWM+Dg0wmw8fHBx8fH4YPH861a9cajA3s37+fffv2YWZmRnBwMKGhofj7++Pi4tJq1kI2NjY6IeDYsWOo1WqmTZvWpn3C9OhFgAeCa9eu6fwALCwsdNWNnj1Fw7jPP4fHHxc3/1ohAG42BmxPb3YnJydGjRrF+vXr+fHHH/nXv/510/yugYEBo0aNIjExkb179xIeHt5ibVuRkZEsX76c+fPnk5yczMyZM/nkk08arVQ5OIgu3k2Jj48P7733Ht988w179+6lurqaXbt2cfjwYfLz8zEzM+Ppp59m9OjRfPaZmE4wdar4vR99JG78x40TPQsKC0VBwMBAYOPGb1m3bh0ymYxXX32V0aNHN+2JNwHl5eWsX78etVrN448/3mxV8NZOTExMs0YDCoJAVlYW5ubmty0CCIJAaWmprrqvdea/VXXf3t6eyMhIXXVfO7vfUl0nN44ZWVtbU1oaSU2NHC+vE7rbMzLSdX8/cEC8diuV4Ows+mqsXg25uTBtmujub2xsh729vW6zn52dTWmp+DmQmZkJiMKuk5MTrq6uvPfeewQFBbXqav+tyMnJ4YcffsDQ0JDJkyfToUMHBEFg//791NbW8tBDD2FsbExFRUWD71OpVFhaWuLgIIoiBQUF1NbWEhISwuDBgwkICGihn0jPrdBGs0qlUiZNmtQkG6To6Gjy8/MBGDx4sN4BXU+zIpFIcHR0xNHRkX79+lFdXU1ycjJJSUnExsZy4cIFzp07h4GBAR4eHoSHhxMYGIi3t3eLvzatrKx4/vnnWbNmDSdPnkSj0TB9+vTb9m3SaAQyiqtJvVaFUqUGwMzYgABHCzramLYaweNBQi8CPABcnwxgZhbGDz/IdFVYHx/49FP4YxyS69+D7bUTQEu/fv2IjY3l7NmzHDx4sNE2wKCgILp27crZs2c5c+YMffv2bYEzFQkNDeWzzz5j9uzZZGdn89JLL7FixYr7Fp1naWnJK6+8gq+vr84oMC0tDUGQMHRoZ55++mlAdCjfvl0cLxk6VDQF/PxzuHxZfH35+oJMpmHlylVs374dY2Nj5s2b1ypn7NVqNd9//z2ZmZkMHz68RX//Lcn9iAYsKSmhvLwcd3f3RgXH2tpaCgoKGlT3s7OzG63uW1paEhISclN1vzWZTIJYXbGxsaG0tBRBECtGpaXDcXf/DpWqHkGwRyKBixeNmTy5jqwsIxQKWLRIFAAA+vcXv0Dc2KampnLq1Cn2799PXFycrsVfIpFgamqKlZUVgYGBODs760RNre9BW6OmpoZvv/2W4uJiJk6cqKvipqenN+gC0N73erSfbaamplhaWlJaWkpdXR2CIOhEcz2ti1OnTpGeno6vry/dunVrkmPu2rULtVqNlZUV/bVvJD167hNmZmZ06dKFLl26MH78eDIyMkhOTiY2Nla3xpJIJHTo0IGIiAjd2EBL+bJYWloyY8YMvv76a06fPo1Go+HZZ5+9ZedYdW09O2Jy2XQ2m5RrVRhIJEilEoQ/Ko5SiQSVRoMECUHOFjzd05MRYU4YG7SucdD2il4EeAC4PhmgurorU6bAf/8LY8aIlSMnJ3Fe+0ZuFAHaUycAiJX+sWPHkp6ezs8//0xISMhNG2qJRMLw4cOJiYlh3759dOvWrUUNUby8vFi1ahWzZs0iLy+Pl19+meXLl+Pr63tfHl8mkzFq1Chqa2t58803EQQJFhZm5OfnM2PGHsaP709QkDnr14veBBs3wpQpohAQEiIeQ6VS8f77H3LgwAEsLS1ZuHAhXbp0uS/nf6fs27eP48ePExYWxtixYx9YpVobDejn54etrW2zPEZBQQFVVVV4e3tTX19Pfn4+WVlZxMfHk5yczJUrVxqt7js4ODSo7ru4uNChQ4dW5ylxK7y9vTl//jwSCZw9243Cwm7U19ewdasPzs51DB++G7m8Gm/vq8yf76l7HwkCaDRqMjIyOHPmDDExMSQnJ1NRUYEgCKhUKqRSKS4uLjg7O+Pk5MTly5eRSqW4uro2GOlISEggIiKihZ6Bu0MQBLZt20ZsbCz9+vXTibhaL4C6ujqGDBmiM369lQhgaGiIoaGh7vUiCILOJFBP60EQBL7//nsEQWDChAlNIlpdu3aN2NhYQBT875egrkdPYxgYGODn54efnx8jR46koKCApKQkEhISSEhIYN++fezZswdzc3Pd2EBAQABOTk73dW1iYWHBc889h0wmayAEXD8+VVZTx7I9SWyLyUEqkVBTJ1b+6/7iuNHZZSTlx/L2zjim9HTn1cH+mBq1jc/xtopeBHgAyMzMRK1WY2RkhELhynvvwYgR4lz2q6+KldtRo8TZbS319fXU1dW1S2PA6+nYsSMjR47ku+++Y8uWLY0a0nl7e9OrVy8OHz7MiRMnGDx4cAudrYizszOrVq3i9ddfJysri3/9618sWbKEsLCw+/L4WVlZrFu3DkdHR10mekzMFKqrXTl//hIyWRcWLDBl7Vp49lmoroZXXhFNAWtqaliwYAFnz57FwcGBDz744L4JGHdKQkIC27Ztw9HRkUmTJrU7EexOSExMpKysrFmis9RqNYWFhZw5c4aKigoSExOZOnUq5eXlOvFSLpdjZWVFSEgIPj4++Pv74+7u3iqr+3eKVgQAUKsNcHK6irHxZaytD/DwwzbIZBpMTJQEBEQTFOTOlSu5nDlzhujoaBITEyktLUWj0SCRSDA3N9eZUUVGRrJ79+4GG1orKyvKy8spKSnBwcFBd3t6ejq1tbVtKvrp+PHjHDhwAB8fH5588knddftGLwAtN4oA2s82Q0NDjIyMdN+v0Wj0nQCtkLi4OOLj4+nYsSMDBw5skmMePnyY8vJyZDIZw4YNe2BFXj2tD4lEgpOTE05OTgwYMIDKykpSUlJITEwkNjaWmJgYzp49i6GhIZ6enrq0AS8vr2bz7Lkec3Nznn32WaRSKSdPnkStVjNjxgysrKzYG5/PG1suolRpqFNr7ui41X+IBWuPZ/JTdC6rJkUQ6dk8hQc9ehGg3SMIgm4G1MzMjIoKK0JDRVdpKytxdvvIEdFQ6qGHxO4AIyN0JkrteRxAy6BBg4iLiyM6OpqjR4/etMCQSCQMHTqU06fP8PvvvxMZ2R1zc3Nacr1ga2vLqlWreOONN0hMTGTOnDksXLiQnj17NuvjlpWV8eabb1JRUYWXlxefffY5a9eeJzramfDwmQiCBDOz/sydO4vNmy14/30pa9aIr6mysjLmzZtHYmIi7u7uLF26FGdtT3Mro6SkhA0bNgAwbtw43NzcWviMWpYzZ84gl8vvWWgSBIHi4mJyc3NJSEggMTGRjIwMysrKKCoqorCwkJSUFCwsLAgMDCQgIICQkBBdO//9WNzcb7y8vJBIxPbInj1P0aPHSY4fP/6HENsDtVpNbm4uJ06c4IcffqC4uBi1WlwoafOnO3XqRPfu3QkKCmpwnc7NzdXF4oEY91ReXk5RUVEDEUCtVpOSktJs0Y9NTXZ2Nlu2bMHExITJkydjbW0N/NkFoFKpGDJkSAMPl7/rBNBWltVqtV4EaIVs2rQJtVrN2LFjm+Q6oFar2bdvH4Cum0iPntaKhYUFERERREREoFKpyMjIICkpibi4OLKyskhJSdHFFGrTBnx9fZvV3FQulzN9+nSkUinHjx9n9RdfcrXjIPYlFaP4Y+b/blHWa1BW1jLlm9M819ebWQ/760W6ZqD9raj0NKC6upqioiJAFAHy801xEU2m8fUVv555BjZvhjfeEGOmBgwQF0yCILRbY8DrMTQ0ZOzYsWRkZLB9+3aCgoJ0xmSCIM6xOzq6MWBAf379dT/Hjh1lxIgRLXzWohL73//+l3nz5hETE8M777zDvHnzeOihh5rl8erq6pg3bx75+fnY2FizbNkyzMxsmDx5CD/8UEVAQADJycnU1BxGEIL49FMHVq7swZdfmpGff5V58+aRnZ1NUFAQH3zwATY2Ns1ynvdKfX09mzZtIicnh0ceeaTZhZXWTnV1NYmJiTg4ONxRdJ8gCJSXl5Obm0tqairx8fGkpaVRXFxMZWUl9fX1GBsbY2FhgYeHBxYWFjg7O/P2228THBzcqrOTmxK5XI6zszNXr15FEAQUCgUSiYSKigqioqJQKBRoNGI1xdvbG29vb92mPyQk5C9nQ4OCghqIAPb29rrfgVqtbtD1lJCQ0CZEAIVCwXfffUdZWRmTJ09u4FGRmprKuXPn8PHxuWlTd2M6wPUigLYTQCaToVKpqK6uRhAE/aKzlZCRkcG5c+ews7Nj5MiRTXLMpKQksrKyAOjZs2ebSsPQ82BjaGiIv78//v7+jBo1iry8PJKTk3VjA3v27GHPnj2YmZkREBBAUFAQvr6+uLu7N7mQbmpqyrRp00AiZU2ihMqyPOppuhZ+pUrD18cyKFeq+M+jIfprchOjFwHaOdebAlpZWbFwoQHadbw4Uyq2af/zn+KXlhv9ALSmUu0VT09Phg8fzubNm/npp5944YUXUCikvP++GLEXHw+OjmO4cMGDpCSBw4eVfPhhy3kDaDE2Nmb58uUsWLCA48eP88EHH1BVVdXkLvuCILBo0SISEhIxMTFm0aLFnD3rwqJFcO4c+PiYc/XqZwwevIyjR49SWSnnyJErvP/+7wwdOoxVq1ZSWFhI9+7dWbhwYasWlHbv3s2pU6fo3LkzY8aMeeA/dDIyMigtLdVlrd+K6upqcnNzSUtLIyEhgZSUFK5du0ZlZSV1dXUYGhpiYWGBo6Mjffv2JTg4WBeDJJVKmT59Ora2tnTq1KlNmtTdLeXl5VRVVXHixAnd86Wt9MtkMt1z5uLiwsSJExk2bNhtH7tjx46Ym5vrRgJMTEywsLCgsrKS0tJS7OzsdPdNSUlBpVK1uAP1XyEIAjt27CAuLo5+/fo1GM36qy4A+OtOAK0IIJVKUalUOjGmNV+nHiQ2bdqESqVi1KhRTebJs2fPHmprazE1NeXhhx9ukmPq0XO/kUgkuLi44OLiwsCBA6moqCA5OZmUlBQuXbrEpUuXiI6ORiaTYW9vT6dOnfDz88PX17fJ/H1MTExIselOpVku9ULTf3YrVGq2nMuhg9yI14Y0jzHxg4peBGjnXB8P6O7ujq/vn29QiQS0hSBtNKB2v6NQKBp0AQDtWgQAGDJkCHFxcZw+fVqXl33xohi5t3Ur7N1rhpmZjHXrbNm5s5p580z4owu1RTEwMGDRokUsW7aM3bt38+mnn1JZWcnkyZOb7DFWr17N0aNHkcmkzJ07l7CwUMLCxFGS776DtWth0iRj9u59CyOjNGpr6/H2nsWRI5X89NNPmJmZMWbMGObPn9+qNxmxsbHs2LEDV1dXJk2a1KImkK2F+Ph4lEplA+M4pVJJXl4e6enpJCQkkJycTF5eHpWVlSiVSt3mtUOHDnTr1o2goCACAgLo2LFjo5Xr7OxsqqqqCAwMbPcCQE1Nje46c+nSJa5cuaKLOdSmG3To0IG6ujpMTEzo27ev7jnRdnXdLlKplMDAQM6dO6e7zc7OjsrKSoqKihqIAHV1daSnp7fqaLxz587x+++/4+npyYQJExp0MqSkpHD+/PlbOsffjjGgTCbTpSlUVVXpRYBWQEFBAUePHsXCwoKxY8c2yTErKio4fvw4II7jtObXvB49d4KlpSXdunWjW7duPPHEE2RnZ5OamkpiYiJJSUns3buXvXv3IpfL8fHxITg4GD8/Pzw8PO66+25vfD674681iwCgRaFSs/pIGoMCHejUsRUsvNsJehGgnZOfn69b/NyYSX09NxY7a2pqGiySgHa/IDI2NmbcuHF/zJtuIzAwkAULOvDMM5CVJX6lp0fQseNxOnfejEr1ImDf0qcNiIv9N998EwsLC7Zs2cLXX39NRUUFL7744j1Xsnfs2MGWLVsAmDZtGmfOPMQHH8Bnn0FYGGRniyLS9u2wdasUc3NfjI2j+fRTIy5fzketVmNnZ0fHjh2pr69vtSJAUVERGzZsQCaT8Y9//AMX7dzMA050dDRWVlZUVVXx1Vdf6Zz6Kysrqamp0W1cbWxsCA0NJSgoiMDAQNzc3LC2tr6t119+fj5VVVX4+Pjch5/o/lJbW0tCQoJu05+RkaG7JstkMjp06EBkZCTp6ek4OjpiYWGBRCLh1KlTKJVKqqurdcKJ1uT1TpIPgoKCGogA9vb2ZGRkUFRUhEajaSC6JCQktNoNUUFBAZs3b8bAwICJEyc2GCf6uy4AaCgCqNVq3c8ulUoxMjLS/V3bCaD3BWgdbN68GaVSyciRI5tsvvnIkSMUFxcjkUgYMWJEm0kS0aPnTpDJZHh5eeHl5cXDDz9MRUUFaWlppKamEhsbS1JSErGxsUilUjp06EBYWJiuS8De3v62PrvLaup4Y8vFe/YAuB2UKg0vbYpm/6wB+gjBJkIvArRzMjIy0Gg0mJiY3FH8zY3jAND+OwEAfH19GTJkCNu2bWPr1m3MmPEsrq4Shg6FXr1g2jRj1OpqNm9OZs+ew0yePL6lT1mHRCJh5syZWFpa8s033/Djjz9SWVnJnDlz7rq6eurUKVauXIkgCIwcOZLJkyfz/feQkyN2AcTGwqlTYGwMs2bB+PEAEnbuzKG0tBSpVIq9vT2GhoZs3ryZrKwsnn/++Va3wVapVGzcuJH8/HxGjx5N165dW/qUWgS1Ws21a9e4cuUKCQkJxMfHc+rUKerr6/noo4+AP536u3Tpgr+/PyEhIbi7u2NnZ3fXr7OMjAykUimenp5N+NO0DCqVitTUVM6cOcOFCxdISUnRteNLpVKsra3p3LkzXbp0ITIyEjc3N2QyGRs2bCA9PV13HBsbG/Ly8igpKdGJACqVipycnDvyZvD09MTExASlUgmIvz8zMzOqq6spKytr0BKalJR0xyLD/aCuro5NmzZRUFDA+PHjb/IuSElJITo6+i/z468XAW4cdTMyMtL9CaIviF4EaHnKy8vZt28fJiYmPPnkk01yTLVaza+//oogCDg4ONC3b98mOa4ePa0dS0tLunTpQpcuXRg3bhwTJkxg69atrF69mvj4eA4ePMiBAwcwMTHBw8OD0NBQfH198fb2vmVX5NLdifdFANBSVFXL2uMZvDDAl4EDB5KZmakzP9dz5+hFgHbMjckA17tB/x01NTUNxgGMjIzapTN3YwwfPpzLly9z8OBFDh8uwMDAiZoaePtt0UixomIAH35oxPvvWxIXV8F771nSmjzMpkyZgoWFBZ9//jm7du2iqqqKBQsW3PHvLzU1lUWLFlFfX0/Xrl3x8JjNDz/AxInw44+i4//UqXDoELz7LgQHw7BhAuvXr2fjxo2YmJiwZMkSKioq2L59OxUVFRw5coS8vDyeffZZIiMjW828fVRUFOfOnSMyMpJHH3201ZxXcyIIAqWlpWRnZ5OQkEBSUpLOqb+yshKNRoOpqSkVFRWEhobSv39/QkNDdU79TblRTE1NxdzcXGfI2ZZQq9VkZmbqNv1JSUmUl5frjOW07ZmdO3eme/fueHt7N/pe9PHxaSAC2NrakpeXR2lpaYNNf1pa2h2JADKZjICAAC5evKi7zc7OTmcae70IoFAoyMrK+suusZZg165dnD9/nq5du95kDCcIAvv27dN1Adyq0+h6EeD6eMDr/9SKACqVqkG0op6WYdu2bVRWVjJ06NA7Wr/8FQkJCaSlpQHQq1evVmtQq+fB5NChQwwaNAiAmTNnsnLlypvuc+3aNTp27IhKpWLAgAEcz8ImKwAAIABJREFUOnTojh9H28EH8MILL1BTU0NaWhqbNm3i1KlTCIJAUlISEokEa2trQkND8ff3x9fXF2dnZyQSCVW19Ww9fwXVnaUA/iXqqlIqzmxDkX6e+opCkEiQya0wcvLFLLAfBPRmzdEMZvRrf12DLcGDsat7QCkvL6esrAy4cxHgxk6AB6ELQIupqSnjxo0jN/czUlNP8vXXgzA1tcbBAS5fhg4dLDEwCMfJaSNHjjjy9tuWLFvW0mfdkDFjxmBubs7SpUs5evQoc+fOZcmSJbedA15UVMS8efOorq7Gy8uLd95ZzNGjMubOhaoqePJJ+PprMVVi3TpxFKBnTzX//e/n7Ny5E1NTU+bPn0+/fv0QBAE/Pz+++uorsrOzSU5OZtmyZYwdO5Zx48a1eDZ5TEwMUVFRuLu7M3HixBY/n+ZCrVaTn59PWloaly5d4vLlyxQUFFBRUdHAqd/T0xN/f3+Cg4NJTk5my5YtvPjii/Tu3btZzksQBLKysjAzM2sTIkB9fT1ZWVlER0dz8eJFEhMTKSkp0Tn4m5ubExYWptv0+/n53dZr6saNtzb2rqKiokF1Pj09vYEh3u0QFBTUQASwt7cnKyuLoqIi/Pz8GoheCQkJrUoEiIuL47fffsPJyYlJkybdtMlPTk4mOjoaPz+/W3YBqNVqXScE/NkJoBVjtKaA13cC3JgmoOf+olQq+fXXXzE0NGTSpElNdtxff/2Vuro65HI5w4cPb7Lj6tHTlJiYmLBp0yY+/vjjmz4/Nm7ciCAI91yYW7NmDV988QWALgI4Ly+PQ4cOsWnTJlJTU0lJSSE2Npbjx49z9OhRjIyMcHV1pVOnTiSo7BA0amiiNID68mvkrZ+FUFeDWfBALLqIgq+qNA9F2lmEOiXygN4oVWoOpxSyd+9eBK2hmZ67Qi8CtGOuTwawtbX9yyipG7nRGPBBEgFAXDQPGjSIysqfOHiwnN69pzJ2rARzc3BxgdpaewYNKiE/fyXbtn3Iyy8b4e7e0mfdkCFDhmBubs7ChQuJjo7mtdde4+OPP9apv7dCqVQyd+7cP6qE9ixbtgxra1MefRS6doUFC8DHB4qKYONGeO016NSpjqVLl3Dw4EGsra35z3/+Q3h4OCCOKfTt2xcPDw9WrlzJ+fPnKSoqYuPGjWRkZPDcc881WZXnTikoKODbb7/FyMiICRMmtIlN6O2iVCrJyckhMTGRS5cukZSURElJCVVVVUgkEiwsLHBwcKBPnz6EhITg7++Ps7Oz7r0uCAJRUVFYW1s366x+aWkpZWVluLm5/e1rsyWoqakhKSmJ6OhoLl++THp6uq7SD+Liyd/fn/DwcLp3705QUNBd+ac4OTkhl8t112xtmkJlZSXl5eW6in1ubi5KpfKOTCt9fHwwNDTUbX7NzMwwNTVFoVBQXl6uExxAFAFGjhzZKrphSktL+f7776mvr2/0/antAqivr//LLoC/igfUoh0NUKvVqFQqvQjQwvz6668UFRXRq1evJhsTKikp4dSpUwD4+fm1Wv8LPXoef/xxvv/+e3bu3MkTTzzR4P/Wrl3LyJEj2b9//z09htYUtTGcnZ1xdnamX79+KJVKMjIySE1NJS4ujqysLDG20/5h6pAjkYFEeu9CQMXpbWhqyrAf+zZy/xuimYc8R32FaIxbXafmx3NXGBTQMuvG9oReBGjHXJ8M4OHhcUeLuhuNAdu7KWBjjBw5koSEBA4fPszp08Po3NmZlSuhvBx69JBRXT2d7OxtODpmYG3tD7T8ovlGevbsyfLly5k/fz6JiYm8/PLLrFix4pYtkBqNhhkzVhMXZ4KdnQ0ffvg+9vai+WF9vSiAfPIJXLwIhw+LyQDPPFPNf/7zDtHR0Tg6OrJkyZJGK4lubm68++67bNiwgV9//ZWqqir2799Pbm4uM2bMoHPnzs36XNxIbW0tGzdupLCwkHHjxt33x29KBEGgvLycrKws4uLiiIuLIyMjg/LychQKBYaGhlhaWuLr60toaCidOnXC29sbW1vbW14XSkpKyM3NxdnZuVlFmoKCAl3HSUsjCAIlJSVcunSJCxcukJCQQE5Ojm5jLpFIMDc3Jzg4mODgYLp06UJYWNgdCay3QiKR4OXlxeXLl3W32djYUFlZSUlJiU4E0I55BQYG3vaxDQ0N8fX1JSEhQfdYdnZ2XLlyhaKiogYiQFVVFTk5Obi5ud3zz3QvqNVqNm/eTGZmJqNGjWq0yp+UlERMTAz+/v5/6ePxV8kAWgwMDJDJZLpROL0I0HKoVCq2b9+OTCbjqaeearLjHjx4UOdV88gjj7T7JBI9bZeIiAji4+NZu3ZtAxHgzJkzXL58mcWLFzcqAuzdu5f//e9/nD17lry8PIyNjenevTtvvfUWAwYMaHDfZ555hvXr1+sE7YEDB3L48GGABuuCtWvX8swzz7B06VLWr19PfHw8b8yZQ9LWl1HXVOD6wtcYWIsCbXXCESrPR1F3LQM0GgztPbDsMRazwL/33lCVXgXAxDO80f83sPwzzebClbJGPQG0tx06dIjXX3+dgwcPIpFIGD16NCtXrkQul/Phhx+yZs0a8vLyCA4O5vPPP6dPnz4NHqu6uprFixfz448/kpOTg42NDUOHDmXRokUNxvG04xtr165FEAQ++ugjUlNTcXJyYubMmcydO/dvf+6WRC8CtGOuXr2KQqFAIpHccXvngzwOoMXc3JzHH3+clStXsWdPJcuXWwFyrKxg2DCQSj3JyxuFpeVF8vMlWFq2zvzSsLAwPv30U+bMmUNGRgYvvfQSK1aswNnZ+ab7PvXUHrZtm4yNzQWqq3uRmGiOrS3Y2YGBAWg0YG4OffrArl1w5Uopc+fOIykpCQ8PD5YuXYqTk9Mtz8XMzIznn3+egIAAvv76a65evUp8fDxLlizhiSee4LHHHrsv6QGCIPDzzz8TExNDr169bpozbu1oNBoKCgpIT0/Xtfbn5eVRUVGBSqXC1NQUa2trunXrRqdOnQgNDcXd3f3/2TvzgKjK9Y9/ZoZ9hwFBkH0XAZdQ3NJcc6m0stwqU7tW99btWnnTutbtmla3zeqXbW6VW5pZmrhV5k6ooCLIvu/MwADDMtv5/TGXyRFRwMEK5/OXczjznjPjmXPe9/s8z/fpVKQ9JyeHmpoaxo8f361R4ZKSEpqamggJCem2Y7SHVqulqKiIlJQUQ7ZEZWWl4d4nkUhwdXUlOjqafv36MXDgQIKCgrrtfhgUFNRGBCgsLDSUdbWSm5vbKREA9NlNrSIA6EsCioqKqKqqIjg4uE1JwO8tAvz000+cPHmS6Ohopk2b1uYabO0IoNVqr5kFAB0TAVozAVoFcLMI8Pvxyy+/UFJSQr9+/YiKijLJmBqNhoSEBECfdRMfH3+dd5gx8/vy6KOPsnjxYoqLi+nTpw8A69ato1evXkydOvWq79mwYQNyuZyHH36YPn36UFJSwueff87YsWP5+eefGTlyZLvHe/HFF9HpdBw9epQvv/zSsP3KUsBZs2bh5OaB6/AH0ahViKz0WWk1R76k7sQ2bIIG4TJyLohENGaepHrX6+jGP47joKufcysWrr0hDxpS9uMYd8815x1V9S301l29FECpVDJmzBhuv/12Xn/9dZKSkli3bh3Nzc1IpVISExN56qmnUKvVvPXWW9x1110UFBQYxHyNRsPEiRM5fvw4999/P88++yxZWVmsWbOGAwcOcPr0acP/Rysff/wxFRUVLFiwABcXF7766iv++c9/0qdPH5OWM5kaswjQg8nLy0MQBOzs7K664LsWV5YD3IqZAKBfQI8adTupqT/y8svTGTXKluPHRRw5AgkJFkybVse6dT9w4EBlm9raPxIhISF88MEHLF68mLKyMv72t7/x9ttvG6VZrlv3DYcOuRMd/QJLl06mrs6Bb74BuRzuvhvc3KA1cKLTQVlZCUuX/pPi4mL69u3LypUrjSKK7SEWixkzZgwBAQF8+OGHnDt3joqKCtatW0deXh4LFizodrOm06dPk5CQQGBgIDNnzvzDti1sRaVSUVxcTGZmJufPn+fSpUvIZDLq6+sRBAEHBwc8PDyIj48nNjaW8PBwvL29b+hzXbhwAUEQDGUd3UVWVhZ2dnY3pWNEc3OzwUk+NTWVnJwcamtrDfX81tbWeHl5ER4eTnR0NAMGDMDHx+emueVfKdY6OzsjkUhoaGhApVIZatYvNxDsKGFhYUgkErRavZOzo6Mj1tbWtLS0UF9fb9R+LT09vdvFn2uRk5PDrl27cHZ2Zvbs2VcVXS5dutShLABoWw5QWhqIVluOpaUl58/HUFbWGxeXclxcFIDZE+D3RKfTsW3bNkC/2DDVNXj+/HkKCgoAGDlypMnaDZox013MnTuXJUuW8MUXX7Bs2TKamprYunUrCxcubNcP4LPPPmsj9j/++ONERUWxatWqa4oA48ePZ9OmTRw9epS5c+e2u1+/fv2Yu/Qtntlymmat/vfZUp5N3YltOA2dgeuoRwz7Ot12N5XfrKDml43Y9xuD2Lr9tYTT4OkoL/5MzU+fU3f6O6z79MW6dxjWvlFYexkHCWwsJTS305WgurqaJUuW8Pzzzxs+f01NDV9//TUDBw7k5MmThrlRZGQk99xzD5s3b2bRokWAPvPh+PHjPP/887x5meHXuHHjmDp1KkuXLjUSSQAKCwtJS0szzIHnz5+Pv78/H3zwgVkEMHPz0el0FBYWAp03BRQEoU05wK2YCQD6lKipU6dy6dJb7NiRxvz5Nly44MKqVeDlBe7ut3H0aDhnz6aQmppKdHT0733K7dKnTx8++ugjFi9eTGFhIU899RRvvPEGffv25ZdffuGrr/4PkeglfH3ncd99+geFiwvs3KkvA5gwQb/4F4vh0qU0li9fTnV1NfHx8SxfvrzTQlFQUBCvvPIK69at48CBAyiVShISEigvL+eJJ57otjr00tJSNm3ahK2tLQ8++CDu7u7Xf9NNpq6ujsLCQi5evGi0WG1sbMTCwgInJyf8/f2JiooiNjaW4OBg3N3dTTZhFgSBlJQUXFxcut0kLi8vr1tMAQVBoLa2losXL5KcnExaWhqFhYVGrd/s7e0JCwsjIiKCAQMGEBUVhVQq/d0Wv66urri5uSGXywG9YObs7IxcLqempsbwHVVXV6NQKHB2du7w2DY2NgQGBpKdnQ38VhJQUlJCdXW10aKopqaGioqKa2b1dBcNDQ1s2rQJpVLJ/Pnz8buK2UqrF0BrFsD1DLKuzAT49dd5xMb+jELhz/Hjwxkw4CxnzvydKVP0Ez61Wm1kJGjm5pGUlEROTg5BQUEmjdbv3r0btVqNg4MD48ePN9m4Zsx0F1KplLvvvpsNGzawbNkydu7ciUKhYP78+e2+53IBoKGhgZaWFiQSCUOGDDH4Ydwozz33HHkqDRKJBfxPVFZePAyIcOg3Fm2jwmh/u5DBNGWdoqX0EraBA9sd19LFC+9HP6Du1500Zv9KY9ovNKbpyxMsPQKQTnnGIAaIRNBOIgASiYSnnnrKaNvIkSP59ttvefzxx42CI62iSFZWlmHbt99+i1gsZunSpUZjTJkyhf79+/Pdd9+h0+mMyokeffRRoyCYnZ0d8fHxnDx5st3P+0fALAL0UORyOXV1dUDnRQCVSoVOpzNqo3SrigCgj8ZNmzaNsrKPcXM7ydat/zAseCUSCyZPvpP333+fAwcO0Ldv3z9cj+3LcXd358MPPzSkNz377LNMnvw03367AZ1Ox6hRhYSEPEJSEsTFwfTpUFUFixdDUhLY2upTNd98800aGxuZOHEizz33XJcjzk5OTjz11FOEhYWxfv16qqqqOH36NCtWrGDhwoUMGzbMpAuy5uZmNm7cSE1NDQ888MAfQrQRBIHKykry8/MNqf0lJSUoFApUKhXW1taG3vKt9fz+/v4mqUNvj4qKCsrLy/H19e3WrIyWlhZKS0txdHS8YTFGp9NRWlpKcnIyFy5c4NKlS5SXl6NSqYDfFtSRkZFERUUxYMAAQkND/3BmhEFBQQYRAPTCwJUiAOizAQYMGNCpsSMjIw0iAGAQAaqqqggMDGxTEnCzRQBBEPjmm2/IyMhg7Nix7fZwbxV2wsPDGTiw/UllK1eKAKBFJILCwoEMGXKKgQOTSUqKNHcH+J0RBIEtW7ag0+l44IEHTFazX1lZydmzZwH9b6A7jU7NmDEljz76KFOmTOHYsWOsW7eOwYMH07dv33b3z8nJ4cUXX2T//v1tyshMNZcKCwsjP6PGaJtaVgQIlH72eLvv0ypr2/1bKxYunrhNeAK3CU+gaZDTUpyGMvUnmrJ/pWr7v+m98CMkttee+/Tu3buNcW7rPOZK76HW7TKZzLAtLy8Pb2/vq859oqKiSElJobq62mhddbVgiVQqNRr3j4hZBOihyGQywyRGKpV2KkrbOmG6vI3SrVoO0MrAgQMZPnwYhw4dYu/evUyffj8SiV6N7N+/PzY2kzh0KJfRo1Oum5r6e+Pk5MQHH3zAkiVLOHDAiSVLpERE1BEXF8YLL8zmww9F7Nmjj/oPGQJ/+Qv8+COUlwskJm5j7dq1CILAQw89xLx58254oiaRSJg8eTL+/v6sXr2azMxM8vLyePfddykqKuK+++4zSbq+IAh8++23pKamMmLECCZOnHjDY3YFtVpNSUkJ2dnZhhZzVVVV1NfXo9PpsLe3x93dnYEDBxITE0Pfvn3x8fExLFBuBrm5udTW1nL33Xd3a1S81by0NVW9M6hUKnJycgyp/dnZ2cjlckO6u6WlJR4eHoSFhRETE0P//v3x9fX9w5d+BAUFcfr0acPr1olITU0NgiAY/j+6IgJERESwZ88egxGUi4sLlpaWNDU10djYaCSIpKenG/pV3yxOnDjB4cOHCQ0NZcaMGVe9t2i1WhISEhCJREyYMKFDbbKuFAEkkkYKC2dTUxPHyJFfoNOJgN+csltFgMu/bzPdT3p6OhcuXMDb27vTbTCvxcGDB1EoFEgkEqZMmWL+PzXzp2HixIn4+Pjw73//m59//pk1a9a0u29DQwO33347SqWSZ555xmBaKxaLWbVqFT/99JNJzsnOzg5763rEbX5HIno98Aq00ynA0r1zLbQsHNywiBiBfcQIqr7/L41pv9CUcxqHfncgCL+Vp17JteYS7f3t8laDXWk7+EcO/l0LswjQQ5HL5QYRwMfHp1PvbWpqQqfTodVqEYlESCSSWzoTADC4i2ZlZbFv3z5iYmIICQlDLIbaWjEazRgaGpTs37+fmJiYP/xCw8bGhvj4VXz+eQWurn+joSGbO+54lKAgK55/Xt8BYPNm2LULevWCpCSBrVs/5uDB7VhZWfH000+b3EwvKiqKFStW8MEHH3Dy5Emqq6v54osvKC4uNolPwKlTp9i/fz8hISHMnDnzhnvsdhSlUklBQYFhgpudnU1tbS1KpRKxWIyTkxM+Pj5ERkbSv39/QkJC6NWr1+/qXJ2SkoJEIun2TIny8nIaGho6ZApYV1dHWloaZ8+eJT09nfz8fBoaGoxa9QUFBREZGUlsbCzR0dF4eHj86Sb8rRH51s9lb2+PlZUVLS0tRgv13NzcTi9S7e3t8fPzM9RGt5YElJWVUVVVZSQCVFZWIpPJkEqlJvx07VNcXMyOHTuwsbFh9uzZ7Wa6pKToS69iY2M7LIJcKQLExLxGYeEIJk36BgeHBhQKZ+Ljjxnu22q1GkEQaGlp6VQrRjM3xqZNm9BqtUyfPt1kz1CVSsXBgwcBfYRw8ODBJhnXjJmbgUQi4eGHH2bVqlXY2toyc+bMdvf98ccfKS0tZd26dTz66KNGf3vppZc6dLyOPk/CvRzRXJaPb+nqTTNnsHDqhaW76U1lrb0jaEz7BW2DPrLerNbiZtk9C+/g4GD27dtHbW1tG5+rtLQ0nJyc/pBlpF3BLAL0UKqqqgwiQGddnq/sDCASiW55EQDAzc2Nu+66i88//5ytW7eyZMkS6upsePZZ8PR0Z8aMJk6dyiMpKYmhQ4fxR157VFRoWb48GxeXfLy9KxGJIlm6tJHdu1OYO7c/b74Jv/6qbwGYlaVm0qR32b9/L87Ozixfvrzbsh169erFsmXL2LhxI7t370apVLJv3z7Ky8t58sknu1yfXlRUxJYtW3BwcGDmzJndmuKuUCjIycnh3LlzXLx4kcLCQhQKBS0tLVhZWeHi4kJUVJShnj8gIKBTtd3djVar5cKFCzfFDyA/Px+RSGTUcgf0Snx5eTnnzp3j3LlzZGRkUFpaaqjTFovFODo6Ehsba0jtDw8P79YSiZuFra0tvXv3prRU3y5JJBLh6upKRUUFNTU1hoW6UqmksrKy014KkZGRBhEAMIgA1dXVbfqxp6ent5uSb0qam5vZvHkzMpmMOXPmEBZ29U4rarWahIQELC0tmTBhQoeFsitFALG4El/f7QQFjQAscHZWMGxYI7W1+ilRaylcU1OTWQS4SRQUFJCUlIRUKmXKlCkmGzc5OZmioiIAxowZc8tnNZr58/H4449jZWVFUFDQNecKrdHoKyPZBw4cIDExsUPHcnBwADBqS3s1fF2N1wT2/e6g/sxuan7ZiMf0pYiuyAbQKmuR2F/bOLq54DxW3uGILa2NtguCjqbsXwGwlOrXM72dba6SiWAapk2bxt69e3n99dd5/fXXDdsTEhJITk5m7ty5Paa9qFkE6KGUlJSg0+kMbtedobVPMmCIlpofnHqGDBlCamoqhw8fZs2aU/zww2ikUnj6aRHffHMvhw+PQSo9yKBBg7C2tr7+gL8DgiDw+eevY2PTgFYbQ2Tkbg4csMbG5gcSE09w/LgPK1Z48NBDEBRUzdKl/yIrKx0fHx9WrFjR7f3cbW1t+ctf/oK/vz/r1q0z+AT85z//6ZJPQGNjIxs3bqSuro5Zs2YRGRlp0vNVKpXk5uaSnJxMSkqKoaWbRqPB3t4eNzc3RowYQUxMDFFRUfj6+v5hrw2AsrIyKisrCQsL63YH7fT0dBwdHXF2djbU8mdkZJCTk0N1dbXRfUgqlRIXF0e/fv0YMGAAAQEBN7VE4mYSFBRkEAEAIxHg8tZEubm5XRIB9u3bZzS2hYUFDQ0NNDU1GQm+N0MEEASB3bt3c/78eYYNG8bYsWPb3ff06dNkZmYSHx/fqdZxrSLAqlVLAQGtVu8affKkBNDfS0QiEYsXvwL8VgrX1NTU7Z1KzOjZsmULKpWKSZMmmWy+IQgC3333HVqtFmdnZ8aNG2eScc2YuZn4+fnxyiuvXHe/ESNG4OXlxbPPPkt+fj59+vQhJSWFL7/8kujoaC5cuHDdMeLj4/nwww958sknmTJlCpaWlgwZMqTNvE8kEhHh5Uhykb7O37p3GM4j5qA4tomy9U9jFz4CiaMb2gY5qvIcmnJO479k1zWPXffrt7QUp2EbMhgrrxDE1nZolTU0ZpxAVZ6NtV8MtiFxiICB/q6cu+6n6Rrz5s1j48aNvPHGG+Tn53P77beTnZ3NRx99hKenJytXruymI998zCJAD6VV+ba1tb2mmnc1rswEaB3HjD4COW3aNNLTC1i92gW5XMt//yvhyy9hzRovBMGGzMx6Tp48yejRo3/v021Daip89dV+jh07iYeHkvvvv5cLF3qzciWIRGq++OJrysvr2Lx5BPHxnvzrX/+ivLycyMhIXnvttU5fS11FLBYzadIkfH19Wb16NVlZWV3yCRAEgR07dpCens7o0aNNMglsbm4mPz+fCxcucPbsWYNzv0qlwt7eHg8PD4YOHcrAgQMJDw/H09PzT1Uvlp2djUKh6HS9eUdpamoiLy+P8+fPc+LECZqbm3nuueeM3NhtbW3x8/MjPDyc2NhYYmNj8fT07DHq+/UIDg7m2LFjhtetC9HWdoat30NOTg5Dhw7t1NjOzs54e3sbRAaxWIxUKqWiooKqqiojN/5Wg8ruzFRJTk7mwIED+Pr68uCDD7ZbptPS0sLevXuxtbXtdPvCVhFg6dJVtLS0sHlzBHZ2dUybVg+IOH8+GgeH3oZjazQaBEEwdwi4SVRXV/PLL7/g4ODAjBkzTDZuSUkJ58+fB/RtzTqbFWnGzJ8JFxcX9u/fz5IlS/jggw/QaDQMGjSIvXv3snbt2g6JALNmzSI5OZmtW7eyfft2dDod69evv2rw56F4fzIr6lGq9D48LiNmYeUVQv2Z76k//R06dTMSOxcsPfxxG/eX6x7bediDKC8do6XoIk15yeia6xFZ2mAp7YPrmAU4DpyKSCTG1krC7MF+nGvfHuGGsLS0ZP/+/axYsYJt27axc+dOXFxcmDFjBitWrOhR9xGzCNADUalUVFVVAfrJdGdrOq9sDygSicwpkZfh4eHBtGkTOHIki2HD8hg5cgpff23FvHkipk9vYM2aEnbtOk5cXBy2tvbtmpfcbPbsgaefrqeuzhFBWMZLL2Xzj3/EkZkJISEgFs/HycmJ559XkpJSwezZi7Gzs2XUqFEsXbr0dxGC+vXrZ/AJOHXqlJFPwMKFC9vUa13JsWPH+PHHHwkLC+OBBx7o0mJcpVJRVFREamoqZ86cISsri5qaGpqbmw2/r9GjR3PbbbcRFRVF7969/9SL1ZSUFKysrDoVaW2P1u/uwoULpKenk5OTQ2lpqWFRVl5ejlQqxdPTk/79+xMREUG/fv0IDQ39Q5VI3Gx8fX2xsLAwZEJYW1tjb2+PUqmkrq7OcN3n5+ejUqk6nRERGRlplGng7u5ORUUF1dXVbVryXbp0iSFDhtzgJ7o6VVVVbNu2DZFIxKxZs675rDp58iT5+fmMHj26Qx4Sl3N5OYBaraamJo5+/Z7H2joOgLi402ze/HciI8VIJBK0Wi1ardbcIeAmsW3bNpqamrjnnntM+rs/cOAADQ0NWFpamg0BzfwpGD16dIeN6RoaGtpsi4mJMcr0amXkyJFs2LDBaNuGDRs0WA8EAAAgAElEQVTabBOLxbz11lu89dZbbca4cv/J0b3513epRvvYhcRhFxLXofO/EmufCKx9Iq67n6udFYMD3Dh8+HCbv11tG+ij+/Pmzbvq3672fdvb27Nq1SpWrVp1zXO51v/X1b7fPxpmEaAHIpfLDZMeOzu7LmUCXJ6Ga2Nj86de1HQHw4cPZ/78Tzhx4gT793thaTmU4cNh505fcnL+QWVlBhMmHGPy5N/Hgf5KfvwR/va3Zry8XsDP7yJlZZ8QHa2PIIaGYvAvkMvvQ60ux8pqJtXVVQwcOPB3EwBa8fT05MUXX2TDhg3s2bPH4BNQUVHBk08+2W55Qn5+Plu3bsXZ2ZnZs2d3eHKp1WopLi4mLS2NM2fOcOnSJcNvytraGjc3N+Lj47ntttuIjo7Gx8fnppkMdjcajYbU1FRcXV07Xfah1WopLS0lNTWVtLQ0srOzKS4uNjLvs7CwwMXFhcjISKRSKQcOHOChhx5i/vz55gn6ZVhYWODv709OTo5hm4uLC0qlkpqaGoMIoNFoyMvLIzw8vFPjR0ZG8uOPPxpeu7m5IRaLqauro7m52Uj0TU9P7xYRQK1Ws2XLFkpKSrjvvvuIiYlpd1+lUklCQgKOjo6MGzeuU9eKVqulpaXF6LgikY7y8rHodPWIRHDhQj+srPTPOAsLC7RarblN4E2ivr6eAwcOYG1tzezZs002blNTk8EN3cfHp0OtJM2YMdMJtGpuc2nmSLkIQXxz5kC2lhKeHB1sni+YiJ4xczVjxOXtAT08PDodJbqyHMBcCtAWiUTCtGnTOXWqkcWLhxASombnTksmT4alS1347LML/PyznOHD4/8QEU2Nphxv7w+xsrpIQMAwMjLC+PBDEd98A/HxMGcOJCXp+OCDYnx9l2FhoUMk8kUmk/Hcc8/x3//+93f1hbC1tWXRokX4+/uzfv16qqqqSEpK4j//+Q+PPfYY8fHxRg+FhoYGvvjiC5qampgzZw6hoaHtjq3T6SgrKyMjI4MzZ86QmpqKTCYzRJBcXV0ZMGAAAwYMIDY2Fn9//x5bi15UVIRMJiMmJuaa/986nY6qqirS0tJITU0lKyuLwsJC6urq0Ol0gP434uDgQHR0NCEhIURFRREZGWkoj/jyyy+xsbEhKirK/EC/CsHBwUYigJubGyUlJcjlciOBJisrq9MigLu7Ox4eHoaMMYlEglQqpaqqiurqaiPfgYKCApRKpVHnAFOwf/9+kpKSGDBgwHWN4I4ePUpJSQl33nlnGxPJ63HlQl6tVhMZuYLCwmd5660oRCIBX98i3nmnhNOnxVhaWtLS0oJarTaLADeBb7/9FoVCwdixYzvtb3Etfv31V0O2y/jx483ZjGbMmAhBEDhz5gxr166lICsHiwGPob4JIoBYBAFSO2bGda7VoJn2MYsAPZAbaQ8IxuUAFhYWZlPAdvD27s0jjwwgN3cdffs68Z//3IuTkwWHDnng4HAnR46c5ZtvEpk/fwJaLfxeZeEKhYING/6BlVUZPj4+9O79Mk8/LWLpUli3DhISYOJEFYcOvYGLSyLOzrB06evY2dnx0ksvcfHiRZ566ineeeed31XQEIvFTJ48GV9fX95//32ysrLIzc3lnXfe4f777+fee+/F0tISnU7H119/TUZGBmPHjm3T61wQBCorK8nKyuLMmTNcuHCByspK6uvrEYvFuLi4EBERwYABAxg4cCABAQG3jBCWnZ1NXV2dUdRMEATkcjkZGRmkpqaSmZlJfn6+wfwQ9CZBDg4OhIaGEhoaSt++fYmKisLb27td74aMjAwcHR27dI+6FQgLC+PAgQOG1y4uLojFYurr641KADIzM7vUzz4yMtIgAoBeGLiaCCAIAhkZGSaNpKanp7Nnzx569erF7NmzrymqKRQKDhw4gKur6zVNA9vjys4AKpWW6uoRjBr1jpF4EhY2l9RUGyNfALMI0L20tLSwZ88eLCwsTJoFIAgCe/bsQafT4erq2uYZYMaMma5RXl7OunXrOHr0KAB3jhtDvzHRPPNtFhq6N2PYykLMh7MHIhGbgwamwiwC9ECqqqpobm5GJBK1qe/sCJeXA5gzAa7NqFGjmDHjIklJh0lJcePUqXE0N4NaHYlaLWf5cn/uuefm9dq+ErVazQsvvEBZWRnOzs68+eab+Pj85kw/fz5s3armmWdWU17+I15eHqxYscIwOX777bd54YUXyMnJ4cknn+Sdd94xabSmK0RHR7NixQref/99EhMTqaqqMvIJOHv2LIcPHyYyMpIZM2YgEomQy+VkZ2dz5swZzp07R3l5OXV1dYDeKC0gIID+/fszaNAggoODDW1ybjXOnDmDra0tFhYWbNy4kYyMDPLy8pDJZKhUKkC/4Lezs8PPz4+QkBAiIyMNplsdjbapVCoKCwtxcnLqdPeSWwWpVIqrqys1NTWAPlrv6uqKTCZDLpcbvre6uroutwo8cuSI0fFEIhEKhaKNz0B6errJRIDa2lo2b96MSqVi3rx59O7d+5r7Hz58mMrKSu65557r7ns1rhQBtFoV1dUjsLT81Wi7nZ0dtra2BtHKLAJ0P/v27aOyspLBgwcTHBxssnHz8/O5ePEiAP3798fb29tkY5sxcyvS1NTE999/z44dO5DL5YSHh7NgwQIGDhxIUlIS/i155Fn5oxN1z7LSxlLM8il9Cfa4Nedm3YVZBOiBFBYWIggCNjY29OrVq9PvN5cDdBwLCwvuvXc6eXm5rFghR6drZvVqG267zYbvvmtg0aIWPvnkHMuWjbnp5yYIAq+++irp6elYW1vz2muv4e1tHHX96CMZZ88qCAs7TmRkMCtXrjRaTERERLB69Wqee+45SkpK+Otf/8qbb77Z7f3jr0erT8DGjRvZvXu3oWY4KyuL+vp63N3dGTx4MNu3byclJYXi4mIUCgU6nQ4nJye8vb258847GTRoEKGhodc1GOypNDY2kpeXx4ULF0hLS+Pw4cM0Njby3//+17CPjY0Nnp6eBAUFERkZSXR0NAEBATeUHl5eXo5CoeC2227rUJeHWxGRSERYWJhRf2c3NzdkMhkymcxIPMnMzOy0CODl5YWLiwu1tfoWTxYWFri6uiKXy5HJZEYL7tzc3DZeAV1Bp9Oxfft2cnNzmTx58nW9BmQyGQcPHsTDw4MxY7p2D71SBFCr1Tg7X+D06UeQSAqwstI/6zIzHQwCWOt+5u4A3YdGo2HHjh2IxWLmzJlj0rETEhJobGzEysrquqUmZsyYaR9BEDh9+jRr164lMzMTd3d3nnjiCaZOnYq1tTWHDh1i+/bthFlY4BMQzIkynckzAmwsxTwzNpTZQzpXCmbm+phFgB5ISUkJ0DVTQDCXA3QWX19fJk6czN69VowZs4vo6OmANWr1OEBOauoOysv73vSI58cff8zRo0cRi8UsWbKEfv36Gf7W0gIrVxbz7rs6wsNfYcSIMJYvX37VCLi/vz//93//x+LFiykuLubpp5/m1Vdf/d2Nluzs7Fi0aBF+fn6sXbsWuVzOmTNnqKurw9vbm9TUVLRaLQ4ODnh6ejJq1Cji4uIIDw/Hzc3tlqtDb42+X+7UX1ZWZrRIkslk9OnTh0GDBhEWFmZw6ndycjLp91VUVERDQwORkZEmG7MncqUIIJVKycrKQi6XG7UKzMzMZOTIkZ0aWyQSERkZycmTJ43Gl8vlyOVyIxFAq9WSnZ1tdA/pCocPH+b48eP07duX6dOnX/ea+vHHH1EoFMyYMaPL2VRXEwEUin5oNHYcPvybmJmR4cDCheZygJvFkSNHKC4upm/fvtc0hewsSqXSkOHi7+9PbGysycY2Y+ZWoqysjHXr1nHs2DFEIhETJkzg0UcfxdPTE41GwzfffMMPP/yAi4sLjzzyCLGxsbz+wwU2nCqmRduxDgfXQizSlwAsn9LXLAB0E2YRoIfR1NSEXC4HutYeUKfT0dzcbEj9tbKyMmcCdIDx48cQFZXInj1hBAaewsFhFPn59jz4YB5yeTb79v3IvHlz0Om4KS0D9+zZw9dffw3A/Pnz29TSHj78E3v2HCYyMo/774/hH//4xzUd7nv16sVHH33EkiVLuHTpEi+88AJLlixh3Lhx3fo52qO5uZn8/HwuXLhAcnIyjY2NhoWlo6Mj1dXVDBgwgIceeojo6Gg8PT0RiURUVYGDg74bwu/p09CdCIKAQqEgLy+P9PR0cnNzyc/Pp7y8HKVS2capv2/fvoSFhaHRaNi+fTt///vfmTx5cree46VLl7C2tu50B4JbjVYTytb7sY2NjaFVoEKhwNXVFYDi4mIaGxs7LdheTQS4msgAeqHhRkSAvLw8du7ciYODA3PmzLnuuZaVlfHTTz/h7e3N6NGju3zcq4kA/fv/g+joaMPzUSKR8NJLL7Fz52/lAGZjwO5Dp9Oxbds2AGbPnm1SgfHEiRNUVFQgEomYOHGiOdPIjJlOolKp2LNnD1u2bEEulxMREcGCBQsYMGAAIpGI5uZmNm/ezM8//4yvry8LFiwwlPMsnRrDpFg/ntx8BrlSRbNa16VzsLWU4C+14/9mDzSXAHQjZhGgh3F5ZwB7e3vDJLGjtPYdbZ10tvanNnNtLCws+OSTUKZPT+HDD72ZMEHG8OFSxo0L5LnnxrB8eSyhoSUMH+7T7UJASkoKq1evRhAEJk6cyNy5cw1/EwSBTZs2sWHDBlxd4ZFHHmHu3LkdmoQ5OTnx/vvv8/LLL3Py5ElWrlxJZWWlSQ2d2kOn01FSUsKFCxf49ddfyczMRC6XG1KUXV1dCQoKQqfTIQgCOp0OmUxGamoqt902GLVahJUVjBsHTz0FCxf+JgCUlEBVFfTtC38203+VSmXobJCZmUleXh5FRUXU1tYafsOgvz4dHR2Jjo4mNDTUyKm/daH36quv4ujoSETE9fv03iitpoDmWt1rY2FhQVBQEJcuXTJsk0qlKJVKZDKZ4f4uCALZ2dmdjqj26dMHBwcHw32/PZEB9KaRVwoDHUWpVLJp0ybq6+uZN28eAQEB133PwYMHUSqVTJ8+HScnp04fs5UrRQCNRoNGY8/x4/dRXh4GQGhoKU8/LTIqBzBnAnQfZ8+eJSsri4CAAIYOHWqycQVBYPfu3QiCgFQqZdSoUSYb24yZW4G0tDQ++eQTUlNTcXNz44knnuCuu+7C2lrvJaVQKFi/fj1JSUlERkaycOHCNlmu/X1d+GnxaNYdz2PtsTya1VqUKu11jy0CbK0kuNpZ8eSoYGYO9jObAHYzZhGghyGTyQyTntZWXJ2hoaEBjUaDVqtFLBYjkUhwdHTsjlPtcfTq1Ys333Rm7dr38PHxJi5uCe+848DevXOxs8vjnXdKGDbMG3E33tTKysp4+eWXUavVREdHs2TJEsPfNBoN7777Lnv37sXGxoZnn32205F8KysrXnvtNd599112797Np59+SmVlJU8//XSXFgfXoqGhgczMTBITEzl79ixlZWU0NDRgZWWFm5sbgwcP5rbbbsPZ2ZnNmzfTu3dv/vKXRRw8eIi9e39AqVTyww8/UF5ezhNPPEFAQABjxsCZM3oR4NAhWLIEdDqYMAGefx48PEz6EUyGIAjU1taSm5tLRkYGOTk5FBQUUF5eTmNjo6Etn0ikX8h4enri5+dHUFAQYWFhhISE4OHh0W62R2NjI1lZWUilUnx9fbv1szQ1NVFcXIyrq2uXPEtuNUJDQ9uIAIWFhchkMkJCQgzbs7KyOi0CiMViwsPDOXPmjNH4V4oMoL9GSkpKOn19CILAt99+S3p6OqNHj+7QwqygoIBjx47h7+/f6TKHK7laJkBGxguEhqqYMWM7ADk5w3j0UXjqKbMxYHcjCAKbN29Gp9MxY8YMkz43srOzyczMBGDw4MF4/FFv6GbM/MFQKBRs3ryZvXv3olKpuP3223nssceMhPqKigo+//xz0tLSiIuLY968ee36KdlYSnhydAiLbg/ml8xKtp0uIqWoFlmDChtLCa1xJ0GAZrUWL2cbBvq5MnuwH0MCb71yzd8LswjQw7i8PWBXJvOt7adAv+ATiURmEaATDBs2mMzMLN5914avvmpi3Dh7Ll3S8tlnm/j885l8/XUJDz7Y5/oDdYGmpiZeeOEFFAoFXl5evPbaawYRSKlU8u9//5tff/0VV1dXXnnllS7XSorFYp599ll69erF+vXr2bVrF1VVVbzyyis3lHqp0+koLi7m3LlzJCYmkpGRQU1NDVqtFmdnZ4KDg4mLiyMuLo7AwEAsLa2Qy2t5++230Gq13HfffUREhBMWFkpgoD/r1n1FZWU9R49m8vXXVfTrZ4ednQfFxfqHy9mzejHgySe7fMrdQktLC2VlZVy6dImsrCzy8vIoLi5uN7rft29fAgICCA0NJSwsDF9f3053N2ht+Tdq1KhuT58tLS2lvr6e/v37d1qkvBUJDQ01eu3k5ISlpSVNTU1GJQBdjdSHhYW1EQGuJjKAviSgs8+VU6dO8fPPPxMUFMQDDzxw3fMTBIH9+/fT0tLCuHHjbtiT5kpzP32avw933LHecK3ff/9F3nsvro0xoFqtRqPRXLNUykznyMjI4Pz583h5eTF+/HiTjr1nzx5DdtikSZNMOrYZMz0RnU7HsWPHWLduHYWFhfj7+zN//nyGDx9udK/Ozc3ls88+o7i4mDFjxjB79uwOlQpLxCLGRHgyJkJvXNvQoiG3qoFGlRaxSISdtYQQDwdsLM1zgd8D85Oth1FRUUFLSwsikcio13NHaWhoMCoFAG7ZdmldQV+HOI1Vq0qJiPiU+fPH0qdPPBMmTCA7+22KigYjCI8hEolMWhag0+l4+eWXKSgowN7entdff92QQltRUcGLL75IdnY2fn5+vPbaayaJ9j700EN4eHjw9ttvc/z4cZ555hneeOONTl0v9fX1ZGRkkJiYSHJyMuXl5TQ0NGBtbY2HhwcTJkwgPj6evn2jcHeXIggYFGSNRsO2bZspLMxn8uTJDBs2jJoa+PxzMWLxVIqLR+Pg8BXFxQ2oVMVoteuxtHycjIxoQETv3rBiBRQUQGAgjBwJUVE3/LV0GEEQqKmpaRPdr6ioMKrdvzy67+/vT2BgIBEREQQHB+Ph4WGShXR6ejqNjY03xeyxsLCQxsZGsylgB2lto1heXg7orwc3NzcqKiqQyWSGRXJrhkVn28IGBgZiYWFhaAvbnsgA+myDK/1FrkVpaSnbt2/H0tKSOXPm4OzsfN33ZGdnk5iYSFBQkElSxVtaWgz/FgThf1luLZSWBuHvXwRAQUEfbG1p0yIQ9N+rWQg3HZs3b0aj0TBt2jSTCo4KhYLjx48DEBQURNTNvJmbMfMnpKSkhM8//5wTJ05gZWXFAw88wOzZs9uUX507d44NGzagUCi4++67mT59epeFUQdrC2L63JrdmP6ImEWAHkZhYSGgn8x0JRXuapkAZhGgc3h7O/D99zpWry5m+/bttLSEkJExhFOnvDlxQk5tbSUrVnia1BdgzZo1/Prrr0gkEl588UVDzW1mZiYvvfQSlZWVxMTE8Oqrr5q0Hd6dd96JVCrllVde4eLFizz++OO8/fbb7bYr02q1RtH+zMxMo2h/SEjI/9L84wgICMDKyvKy9xob+X3//Y+sWeODSvUqIpEfY8eKkErhq69g4EA4dcqBiop76N9fICDgZRobsxCJlqJSfU1SksBDDzkQGwsyGbz/Phw7Bi+/DFcEXk1CS0sLJSUlZGRkkJ2dTW5urqFt4dWi+1FRUQQGBhISEkJERAQ+Pj7d+jtMSUnBycmpTdS5O7h06RK2tradXqzeyoSFhRlEANBH6ysqKpDL5UaCXmZmZqe/VysrKwICAsjOzgbaFxlA39qxrq6uQzX6LS0tbNmyhaqqKmbOnNkhrwlBEEhISECr1TJhwgSDEH0jXC4CtHqGhIe/R0LCf2hu1rc8dHODXbvA2trGKBMA9JkEZhHANBQXF5OYmIiLiwt33323Scc+cuQIMpkMkUjEpEmTzFlGZsy0Q0tLC7t372br1q3U1NQQHR3NokWL2gjzgiBw7NgxQ/nOzJkzGT9+vDlVvwdhFgF6EIIgGLUH7EpLpcszAaysrLCzszN5rfetQEREBJMmTWLr1p0sW1bKoEFuzJypIy1tK2vXLmPePAGNRkRLC9xoB6O9e/eyY8cOAB577DGGDRsGwPHjx1m1ahVKpZIxY8bwz3/+0yST6iuJi4tj9erVvPDCCxQXF/PEE0/w+uuvExamN92qq6trE+1XKpVYWtpjYxPN2LG9GDlyMH379r1qS0uNBo4cgTFj9PVj/fvDF19c5MMPCxGJonn7bQcuXLDgb3+DL7+EwYMhPBzUaujduzceHjri4qaSm/sJSqUSkaiA5csv8vHHg4mJ0bedqa3ViwA32g1TEATkcrkhut/qzF9RUUFjY2Ob6L6Xlxf+/v5Gtfvu7u43dQJbV1dHbm4u7u7uN8WoLzMz02wK2ElCQ0MNbc8AXF1dEYlE1NbWGqWrZ2VldaljR1hYmEEEAAwiwJUiQ+sxBg0adN0xf/jhB5KTkxkyZAgTJ07s0HlcvHiR5ORkIiIiiIuL69yHaIfLRYDW6L6rawFTpnxMS4v+fjhyZCwxMZMpLDQ2BgTMvgAmZMuWLbS0tHDvvfeatPWwVqtl7969CIKAp6cnI0aMMNnYZsz0JNLS0lizZg1paWm4ubnxt7/9jSlTpmB1hSuyTqfjhx9+YNeuXdjZ2TF37lyGDBnyO521me7CLAL0IBoaGqirqwP0mQBXW1Bdj/r6esOkycrKyhwBuQHuvPNONm+2JD9f4O9//5lp00ayapUDubmnWL16CFZWbihaWpixqJb0CgUXShQoVVpEgKONBQP8XIjxcaGfjzPOtldPmzx//jzvvfeeoRPAzJkzDUZcH3/8MVqtlpkzZ/LYY491q5gTEhLCRx99xHPPPUdhYSF///vfufPOOykvLycrK4uamhoEQcDZ2RkXlzFkZT2ChYUjvXpZUl4u5so5W3k5bNoEixbBxYt6V/9Dh2DQIPDxUbFhwzYyM2fy+OOWTJ3ai/Hj4YEHIDFR7/JfW6s3/AOYNEmMXH43Tzwh5tNPd6DVWnH2rAuvvvoqDQ2vkZzsiY+PiIULwcenY59XEAQaGxspLy8nMzOTzMxM8vPzrxrdt7S0xNHRkaCgIEPtfnh4OH369PlDdN5o9QMYMmRIt4sPDQ0NlJWVIZVKcXd379Zj9SR8fHyws7MzmNxZWlri7OxMbW0tcrncYLBYUVGBQqHoUNr95VyZAeLm5nZVkQH0Is71RIBz586xb98+fHx8mDlzZodSR7VaLQkJCYZ+1Kaqw79cBNBq9Q7Vx45tpLy8Cj+/Qvz9CwziqK2tLRKJBJFIhFarRafTmUUAEyGTyfj555+xt7fngQceMOnY6enp5OTkADB06NBOd0UyY6ano1Ao2LRpE3v37kWtVjNq1Cgee+wxevfu3WZflUrF9u3b2b9/P15eXjz66KPm8r0eilkE6EFc3h7QwcGh0xNBaFsOYC4F6DpWVlZ4eIzA1/cEP/+8i6CgICSSGRQUOXIkrwDrAWnU2NRz6hsxTWoN2ivaqf6cUYmNhYRmjZYhgVIW3R7E8GB3Q3eB8vJyli9fjkqlIioqiueffx6tVsuaNWvYuXMnFhYWPP3009x9993dnr5VV1dHXl4esbGx5OXlkZ2dzXvvvYdItBilch7Ozta8+qqMiRODaG52paoKWo3MHRxg9mwYMgSDT0Jreu7AgfqI/ujRkJkJeXkaBCGZoiIZMTEWgN64zNoaIiIgNRXi4mDNGmhuBltbePxx2LhRxEsv3UWvXiMJDf0FmUxJTk4Ojo4vs2LFeO69d9pVFx06nY6amhqKiooMNfvFxcWUlZVRW1tLc3Nzm+h+79698fPzIzg4mLCwMIKDg296dL8zpKWl0dzczIABA7r9WCUlJdTX1xMfH29OKewEYrGYkJAQzp8/b9jm5ubWRgQAfaT+tttu69T4rq6ueHh4UFVVBbQvMoDeIOpaZnkymYwtW7YY0kc7WpaWkpJCamoqsbGx9O/fv1Pnfy2uJgKMGvUEXl73UFDgx4EDE/j2W1+GDIEvv7RFJBJhaWmJSqUydwgwITt27KCxsZG77rrL5Iv0PXv2oFKpsLOz48477zTp2GbM/JnR6XQcOXKE9evXU1RUhL+/PwsWLGDYsGFXDQwplUq++OILjh8/TnBwMAsWLDCX7vVgzCJAD0IulxsiRd7e3l2aZF9pDGjOBLgxli1z5K67BnPihIpz5ypxi/HEdf556iUaFJr/1Z626K76XrVWQK3Vp6Qey64mubAGBysxK+8KY3iYF0uXLqW2thYvLy9WrlyJRqNh1apVHDlyBEdHR5YtW0Z8fHy3fC6tVkthYSHJyckcOXKe06ctKS72x9GxjsBADxwdHamosKOoKIp583Lo128ye/YEEB2tN99rFZ9TUmDKFGgtMRaL9bX/Vlb67YmJIJXq6/SDggSWLKlGrS5nwYJgXFwCWLtWxEsvQUsLVFfDxIng7Q1pafpsAFdXCA6GZctg6lTo188FhWIwq1evJilJQn19Bhs3FlNUVMDkyZOprq4mNzeXwsJCSkpKqKiooKGhwVAfDPrFvo2NDU5OToSHh+Pv709ISIghum/KNNfuRhAEzp49i4uLSxsn+O6goKCA5ubmDtWHmzEmLCzMSASQSqXk5uYik8kQBMFwv8/MzOy0CAD6bIBWEQDaFxnUajX5+flXvV40Gg1bt26luLiYadOmdXgxr1arSUhIwNLSkgkTJpgsa6m13e3lrwEsLcWIxVrEYgGRSEAq1dCrFwa3awsLC1Qq1f86CZhFgBulubmZgwcPYmVlxcyZM006tkwmIzExEcDQIcWMGTN6D47PPvuMU6dOGX57s2bNandeL5PJWLduHSkpKcTGxjJ//nxzxiPJA0IAACAASURBVF4PxywC9CAuzwToSmcAQRDaeAKYMwFujN694e23nVn41/7UhaRS7lyFIBYhdOGnp1RpUaq0LNyUgldjPpYFRTja27Nq1Sp0Oh2LFy8mLS0NLy8vVqxYYfJFnUKhID09ncTERFJSUv63QFaRm/s8Op03sbF1yGRTGTnSimefteG++05QVVXAr79+hrt7Kra2z7Njh4ioKFAo9GZ8b70F48frF+2RkRh1TJg6FbZuhZoafbaARnOG7OxApNJo5s4dioWFFWfP6verroaQEL1vAMAnn8Dlpcw2NhAXJ1BfX49CoWDw4MEUFBSQkZFBZWUlH3/8MWvWrMHd3R0bG71ZmEQiwc7ODh8fH3x8fPD19SUgIIDg4GC8vLxwcHD400eza2trKSoqwtPTEy8vr24/Xnp6Ovb29ibpTnGrERwcjFgsRve/Ohc7OztsbGxobm6mvr7eYNaXl5eHWq3utPN6WFgYJ06cMLxuT2QAfbbB1e4vhw4dIjExkZiYGKZOndrh30dSUhKZmZnEx8eb1NX98iwA+C0TYO/eLXh5VREff5KBA88wd+4kYmJiAAlWVlZGHQLMIsCNc/DgQaqrqxk6dCg+Ha256iCHDx+mpqYGsVjMlClTzB5GZm55Wlpa+O6779i2bRu1tbXExMSwaNGia4rvrYJBTk4Ow4cP5+GHHzbP/28BzCJAD6KsrAy1Wo1EIumSCNDY2IhOpzMSAcyZADdOQL8mJHelohE06EQ3PkERxJaU2vgjiZzFR/eFotVqefLJJykrKyMsLIyVK1eaRL3VaDQUFhZy9uxZkpKSyM7Opra2FkEQcHFxoW/fvgwaFI+7e1/GjPFGIpGwcSMcPapfyI8ZM4Lycj/E4rXs3bsXBwc/Ll16gJdfFmNrq4/O/+tfkJwMzzwDw4fD5evQyEi9aeKzz8JDD8n44Yf1SKV/xdExEGdnW6ytYfVq+OknfbQ/KEj/PrVag7+/jOTkQnJzcw0p/K3O5q19wwVBQKPR0NLSgqWlJZaWllhYWDBmzBjGjh1LYGAg7u7ubQxzehK5ubnU1NQwevTobhc0BEEgIyMDR0dHky8EbgVsbW3x9fWloKAA0GekSKVSSkpKkMlkBhGgNVLf2U4Pvr6+BlEB2hcZQJ9tcOeddxpdMxkZGXz//fdIpVLmzJljENOuR0tLCwkJCdja2prcebo9EWDIkNUIwnBOn44jOXkgSqUz994LY8fqv+fLOwS0fh9muoZOp2PXrl2IxWLuv/9+k46t0WjYt28fAF5eXiZpKWnGzJ8VQRBITU3l008/JS0tDalUylNPPcXkyZOvOY+5ePEi69atQyaTMXHiRB588MEePe8x8xtmEaAHUVSk73lsa2vbpUVgfX09Op0OtVptqIs0iwA3RnFNI3d9cIRmNGACAaAVkYUVOnt3nttfjt+l1TTVyRkxYgTLli27oXT02tpa0tPTOXXqFOfOnaOyspLGxkZsbW3p1asXI0aMYOjQoURGRhp5TrSa8PXpA+fO6f99223w3nt+fPrpi7z55ptUV39LaupEFAqx0XsHDICSEqivNxYBJBKYMQP++lcdFy8eRiptZvlyBePG6QWAxsZGKioqEItz+emnPDZuLKKkpMRwzq2pv/Bbvb5UKsXb25s+ffoQGBhIUFAQcrmcDRs2kJubC0BqaipRUVEMGTLEZOZkf1RSU1PRarUmrcFuj9raWqqrq/Hx8emSX4kZfbS+VQQAjESAwMBAw/bMzMxOiwASiYTg4GAuXrwItC8yANTU1CCTyQzPmbq6OrZs2UJTUxNz5szplMhz8uRJ8vPzGT16tMmzl64UAVrvCX5+yYSHN1Jd7U5WVgi7do1j3TpoagIbGxujDgHmTIAb4+zZs+Tl5REYGGhy35Hz58+Tn58PwIgRI8zzFTO3LLW1tXz11Vfs27cPjUbDHXfcwcKFC6+Z4dfaAnDTpk3odDruu+8+czbNLUbPnuHeQuh0OkpLSwEMi53OcmUpgEgkMqcD3QDNai0PfnqSBpUO6IabqsSCBq1Aru8Enu6rY9Giv3TafE6n01FSUsLp06c5ceIEubm5RtH+fv36ER8fz4ABA/Dz82t3/NZnxvr1eiM+0Bv9NTTA4MFjefNNd5YsWYVYXMb8+W/xxhsrCAnxpqZG3/4vOhqunL8JAqhULfzzn59w+vRJ/P0jqas7xQcffENpaSm1tbU0NTUZjPlAX8trb29PYGAg3t7e+Pr6Ghb7np6e7QokISEhvP/++yQlJVFZWcn69espLi5m/vz5PXZiKQgCycnJuLi4EBwc3O3HKy0tpb6+nrCwsD99GcXvRWhoKAcPHjS8dnFxQSKR0NDQQEtLi8HlPisrq00Kf0fHbxUBoH2RAfRCg7u7Ozqdjh07dpCVlcXEiRMNLUo7glKpJCEhAUdHx27pP315lw74LRPg+PHF7N8fjJubHD+/Qj74QMHkyfpnpq2traEcwOwJcOPs2LEDnU7H9OnTTb642L17N2q1GgcHhw63oTRjpieh1WoNxn/FxcUEBASwcOFC4uPjr/l702g0fP/99+zevRtHR0dmzZplNuy9BTGLAD0EhUJBQ0MDoE/j7Gp7wMtFAKDHLoBuBisT0pEpVeiE6+/bZSSW6Jz74DSwX4cFAJVKRU5ODidPniQxMZGSkhIaGhqwtbXF09OT22+/nfj4eCIjI42if9fjwAF9bf5dd+lf60sC9PX5zz0Xy113fUBh4TGqqop47LE3kUhepaLCiT59BJ54QkldXSlpacUUFxdTVFRkcOEvLCzEwcGBsrIyw7FajflCQ0Pp06cPfn5+BAUF4efnh1Qq7XQE39vbm3/961+sXbuWhIQEGhoa2LNnD+Xl5Tz55JM9soa9qqqKsrIyvL29uyQadpbc3FzUarXZuOsG8PDwwMXFhdraWkDfNcDV1ZXq6mpkMhne3t6APipUVVVlZOjXEUJDQxGJRAZhrT2RAfRCw7Bhwzh69ChHjx4lPDyce++9t1OTyKNHj1JSUsKkSZO6xYG6vXKAmJi9DBwIYrH+c44e3Z/W6oXWNoGt+5tFgK5TVFTE2bNnkUqljB8/3qRjV1RUcPbsWQAiIyMJaq0HM2PmFqGoqIhPP/2UxMREbGxsmDVrFjNnzrzuvL2xsZHNmzdz+PBh/Pz8ePjhh81mvbcoZhGgh3C5KaCTk1OX+o+3TvTgNxHAnAnQNc4U1PD16SKa1Vd3/r8amtoKSj5egPPwWbiMnNPh96l08NredO6I6IWPi+1V96mvr+fixYscP36c5ORkKisrUavVODk5ERwczNChQxk8eDD+/v6dziYQBBCJYMsWWLoUevUCjQYsLODVV+GjjyAqSkdzswuPPhpIUpIdhYWn0enuJSLCFY1Gw//9X2ObCbtYLKa5uRlfX1/CwsIIDAw0RPV79+6No6OjSVVre3t7/vrXv+Lv788XX3yBTCbj1KlTVFdX85e//IW4uDiTHeuPQKsfwKRJk26K+p+eno6Dg0OPFFRuFiKRiNDQUJKSkgzbpFIp1dXVyOVygwgA+kV6Z0UAe3t7vL29KSkpAdoXGQCDsebOnTuxtbVl9uw5nXpeKBQKDhw4gKurK2PHju3UeXaU9soBPD0LEYt/uw4vr381iwCmY8eOHahUKiZMmGAkIJmCQ4cOoVAokEgkTJkyxRzBNHPL0NzcbDD+q6urMxj/hYeHX/e9MpmMtWvXcu7cOfr168e8efPo3dquycwth1kE6CHI5XLDZMXHx6dLD8QrMwEuN0jq6Rw+fJg77rgDgP9n77zDm6reOP5J0k1L96IDKFCmDNkyRZbsvQQEF8gSQRQEBBQFQZagIEoBEdkgQ8qmIENG2ZQOSls66KDpSJu2aZP7+yO/hC6ge8j9PE8fSHLvuee2yck53/O+33fy5MmsW7cuzzGxsbG4urqSmZlJp06d8PHxeW57Xx+5XygBoLhkZGax9Mht1o7WlgQUBIGYmBhu3rzJxYsX8ff3JyEhAdDWBG/bti3t2rWjadOm2NvbF2sCJZHATz9pOHoUUlISmToVLCye0rbtMdLTA4mIUGFrK2BgEMypUxo0GgGVKoHU1FRu3JDh5uaGm5sbDg4OODk54ezsjLm5OSdPnkQikTBx4kQaNWpUIr+nlyGTyejfvz/u7u6sXbuWR48eERQUxPLlyxk5ciR9+/b9z3wm7ty5g0Qi+b8reumi0Wh4+PAhFhYWORaSIoXH09Mzhwigi/pKSEhArVbrF7CBgYG0a9euSO3rRABd+/mJDBkZGaxfv56EhATGjh2Lh4c2pWTjRnB0hP79X3wdHx8fYmNj6d+/f6lVpnheJEDuz3D2BaqRkVEOESB7eVCRgqNQKPDx8cHExKTEDQFVKpU+LaZatWq0atWqRNsXEamICILA3bt32bhxIw8ePMDOzk5v/FeQajChoaH8+uuvPH78mHbt2jF69OhCRXuK/Pf4b8xmRXj69ClKpRKgyGGVuUWAVzEKwMTEhD///JMVK1bk2bnYtm0bgiC8dBEYHJdCQLSi0NeWWTrg/tl+kBZuJx5Ag4Rjfk+54xfIvVvXuXz5MmFhYSgUCoyMjHBwcKBdu3a0a9eOBg0aFPpvKwgCqampxMfHEx6uNeCLjIwkOjqa2NhYrl9vj1rdmLt3z2Bq+hiZLIDr19VIpVJMTExwdKyCvX09fSm6atWq4ePjg6+vLxKJhA4dOvDhhx8ikUhISkpi5cqVpKWlMXLkyDITALLTrFkzvvnmG3788UeuX79ObGwsmzZtIjw8nPHjx1f6NBmNRsPt27exsrIqkzDa+Ph45HI5Hh4er+S4UpLUqFEDQ0ND/eLU2NgYCwsLFAoFiYmJ+tSO8PBw0tLSMDXNPzroedSpU4ezZ8/qH+vayy4yCIKAv78/cXFxjBo1io4d30Qq1Rp8/vQT/P679tygIG3VDpnsWcQQaN8PJ0+exN7eni66up6lwPNEgOzRTlKpNMeYnl0EyF4tR6Rw/P333yQlJdGlS5cSTze6ceOG3gj5zTffLJYZrohIZSAhIYFt27Zx/Phx1Go1Xbp04YMPPsDR0bFA59+8eZMtW7agUCjo1asXgwcPFisAiIgiwH+FqKgo1Go1BgYGRd5py24MqJtYvmoMHDiQHTt2cPDgQYYNG5bjtc2bN9OrVy9Onz79wjY2XwwhqxBGAJoMJVJjM+1uvEHRB2W1OosPv9uIacR1fdh169atadu2LR4eHi9VijMzM5HL5URHR+sX+lFRUcTGxvL06VNSUlJIT0/PYcQH2klzrVqHadny4v938+tQrVon3NzccHV1xdbWFjMzszzRBn369OHXX3/lzz//5M8//yQuLo7PPvuMP/74g+DgYLp161ZqYcIFwcXFhfnz5+Pl5aX3CTh8+DDR0dF8/PHHlTqsXSfe1KxZEysrq1K/ns4UUMw7LD6GhobUrFmTwMBA/XM2NjYoFArkcrl+waXRaAgODi60iKaLxNF5zBgbG+sf60SGqKgoQkJCsLa2ZtiwYRgZaRfNy5bBRx9py3tu2gRffAHt22v/n30dePr0aZKSkhg2bFip+lHkFgHkclcgLocIYGxsnGNsMjQ01BtqqdVqVCpVkUwWX2WysrI4cuQIMpksz/docREEgcOHD6NWq7G0tKRr164l2r6ISEVCrVZz7tw5Nm/eTGRkJDVr1tQb/xVkTBIEgVOnTrF7924MDAwYMWIEXbt2FSsAiACiCPCfQaeKm5mZFXlSJUYCwOuvv46fnx+bN2/OMXm5evUq9+/fZ/HixXlEgBMnTrBp0yauXbvGkydPyESGoZMnlm8Mw8T9tRzHRm+fTVZSLI6jviPxrBfpYXfQpKdQffaR53oCKG78jTLwXzKfhqFWJiMztcCkRhOsOozBwOqZCqyRGnJ1+wq6dOnCRx99xIoVK/j9998xNTVlwIABrFy5EkEQiIuL0y/y/f39OXz4MA8fPiQtLQ1DQ0NsbW2pUaOGXiWWyWSYmJhgZWWFvb09jo6OODs74+rqipubG46OjlhaWhbaS0AikfDRRx9hb2/PunXrOHnyJIGBgWRmZtKsWTOGDh1a7l9U5ubmTJ48GXd3d7Zt20Z8fDyXL18mLi6OiRMn0rx583LtX1EJDg4mMTGxTEoDgjY/XaPRFLpsnUj+1KlTJ4cIYGtrS1hYGPHx8dSuXVs/OQwKCiq0CKDzHbh582aO9lNSUpDL5RgbG3P//n0kEgl169bl+HENPXqAjQ00bQrnzsHJk/D663DzJsyfD97eMHq0tq0nT55w5swZnJ2d6dSpU/F/GS8gtwhw5swPmJhEk5Z2nxYtgrC3j8sT8ZU7HUAQBL3ALlIwLl++TGRkJA0aNChQnnJhiIqK4s6dOwA0atSoUouxIiIv4vHjx2zcuJGrV69iYmLCqFGjGDFiRIHn5pmZmezbtw9vb29sbGwYPXp0pZ2ziJQO4rfaf4CsrCxiYmKAopcHFAQhjzHgqxgJADB+/HhmzJhBREQErq6uAHh5eeHg4ECfPn3yHL9lyxbkcjljx47FztGZr3b8Q/Kt48TsmIvjqO8wccs5CRcy04nZPhtj1/pYdRyLWpn4wv4kX9mPkUs9LFr0Q2piTmZcGCl3TpAedgfn99chM82Z0xUZGcno0aNp3749b7/9Nn5+fmzatInTp09Tt25dMjIyEASB9PR0bt68iSAIuLi4YGVlhUajwd/fn6ysLFasWEG9evVwcXHB2tq60GHFBWXgwIHY29vz9ddfc+fOHRwdHenbt2+FCfGUyWQMGDAANzc31q1bR0hICEFBQSxbtkzvE1BYAaS8uXXrFgYGBrz22msvP7gEePDgARYWFoWqHy/yfDw9Pfn777/1jy0sLDAyMiI9PR2lUqk3htWJL4UV0zw9PfOIADqRQRcV1LBhQ0xNa7F9u4rLl2HQIBg7VlshxNFR+//0dLh+Hb788lnbJ0+eJDU1lYEDB5Z6PmpuEaBq1VA8PRcjkbzDjh0jMTJS0aZNKAMGQI0a2mNyiwCgzUEXRYCCIQgCe/bsQRAEBg8eXOIRFMeOHUOhUGBoaEifPn3ECA2R/xzp6ekcOHCAPXv2kJycTJMmTZgwYUKhKusoFAq2bdvGxYsX8fDwYNy4cWVSClikciF+q/0HSEjQmqyBVgQoSnnA9PR0srKyckQCvKoiwOjRo/n888/5/fff+fLLL0lLS2Pnzp188MEH+U4Ef/31V/2k+2qIHJeYGlRp2pOo3yaTdHlPHhFAk5ZM1TeGY91xTIH64/z+T0iNTHI8Z1qnNbE755Fy+wSWbXKaLgUEBNCsWTOUSiVKpRIHBwdiY2MJCwujVatWuLi44OTkxM6dOzEzM+PQoUM0btwYCwsLpFIp169fp02bNgQHBzNmTMH6WFzc3d1xc3NDqVSSnp7OV199xfLly6levXqZXL8gNG/eXO8T4OvrS0xMDL/99hsRERGMGzeu0kTOqNVq7t69i5WVVZ7a76V1vZCQENEUsASxtLTUf65Bu3tvY2NDdHQ08fHx+vFIqVQSFRWlFzMLioeHBzKZTL8Izi4y6AwCa9euDShp3vwiUulQVq6EgAAYNw7s7UGj0e7+DxkCurlrWFgYFy5coHr16nTo0KGkfh3PJbcIIAgCVaqE0Lr1SXr2vEBkpAthYW3p0AHc3ODSJW06QH4iQEURJSs6QUFB+Pn54ezsTMeOHUu07bS0NM6cOQOAq6srr7/+eom2LyJSngiCwJ07d/jll1/w9/fH3t6eTz75hJ49exbI+E+Hbm7i5+dH06ZNGTduHPb29qXYc5HKipgU8h8ge3lAW1tbTExMXnJGXlJSUhAEQW829aqmA4D2d9ivXz+2bNkCwP79+0lKSuK9997L9/js5RgfPXmKKjUJJFKMq3miigrM9xzLVgML3B+dACAIGjTpqaiVSRg51ERiXCXf9h1d3Bk9ejQffPAB8+bN46effmLq1KkIgsD8+fNZuXIlEyZM4Pbt2wwePJj69evr/QCePn1KjRo1qF27NidOnChwH4tDcnIyXl5eaDQapkyZgrOzM7GxsUyZMoXbt2+XSR8KiqurK1999RV9+/bF1NSUlJQUDh48yJIlS4iIiCjv7hWIiIgInj59WmYmfbGxsSQmJuLm5laksUkkf3LvCukiwOLj43M8nz1toKAYGxvnEOAkEglmZmYoFAqqVKlCo0aNkEgMkMnUxMXFcv16FlIpXLgA8+bB/v1aE8CZM2HhQm0bgiBw/PhxMjIy6Nq1a5ksqvOKANp/dWKui0sk7757m8ePYckS7Wv5RQKIFQIKzt69e8nKyqJ3794lHj1x9epVnjx5AkDXrl1LvOygiEh5kZCQwJo1a/jyyy959OgRb73VnbVr19KnT99CCQBBQUGsXLmSgIAAOnfuzKRJk0QBQOS5iJEA/wFylwcsCgqFgszMTARB0BsjvaqRAKBNCejduzcXLlzAy8uLVq1a0aBBg3yPDQ4OZu7cuRw/fpzExNyh/XlDFaVmlkhNCr74Sgu9TdLFHaieBCJk5XSqVqen5Dn+9VatmTFjRo7ndCXFdAuEgIAANBoNmzZtYtOmTfletyxc47Oysti+fTtBQUF069aNYcOG8fbbbzNr1iwCAwP5/PPPmT17tr58Y0XA3NycqVOn4u7uzh9//IFcLufSpUvExcUxYcKECp9z9/DhQ5KSksqsnxERESgUCurXr18m13tV8PT05MKFC/rH1tbWSCQSkpOTyczM1E8cAwMDi+TAX6dOHR49egRoI8WePn2KRqPBysrq/+KRdkV94kQPJk58zGefeXDvHhw4AMuXwz//PFtYg3ZyeuXKFWrVqkXbtm2LfuOFILsIIAgCbm47AfIxBgSdPcHz0gFEXo5cLufChQuYm5vT/2U1IguJzhBQo9FgbW1dqlUlRETKCrVajY+PD1u2bCEyMhIPDw/ee+9D2rZthUQiISsLCqqlXblyhW3btpGenk6/fv0YMGCAmMYk8kLEd8d/gLi4OL0IUNTygLn9AIBXNhIAoEePHri4uLBo0SLOnj3L+vXr8z0uJSWFjh07kpqayvTp01GaV2PXrTjS1ZB8eTfpYXfynCMxKPjuRcaTQGJ3zcfAuhpWnd7FwMoJiYERSCQ8PbgMBE2ecwxlz/9Y65z9df+OHj2ad999N99jS8sDIHtf/v77by5evEiTJk30RoCWlpasXbuWefPmce3aNRYvXkxcXFyJu0wXB5lMxqBBg3B3d+enn34iJCSEwMBAli1bxqhRo+jTp0+F9Qm4efMmJiYmzxW1SpqgoCCkUqmYj1jCuLq6Ympqqh/7DQwMsLKyIiEhAblcri8dFR0dTXJycqHz7z09PTl+/DiCIODn50dSUhI2Njakp6ejUmViZGSIRiPF2jqBBw+07/VGjbS59bdvQ+vWoAv8EASBY8eOoVar6datW5nt4GYXATQaDQ4Op5BKpTk8EnL3JXs6gEajHV9FEaBgHDhwAKVSSe/evUt8EyE0NBQ/Pz8AmjZtirOzc4m2LyJS1oSFhbFx40auXbuGiYkJo0ePZtiwYZibm/PwIXz4IQweDFOmvLgdjUaDt7c3+/fv17fTqVMn0S9D5KWIIsB/gMjISDQaDUZGRjg5ORWpjeyVAXSTolc5EkAmkzF27FiWLFmCqakpI0aMyPe406dPExUVhZeXF+PHj+dcYBzeKTeQZGSReH5bsfuRev8cCBochi3E0OrZ31ajSkeTTxQAgJHhy7N8dA7iKpWq3Eos+fr6cujQIVxdXRkzZkyOtApjY2O+//57li9fjre3Nz///DOxsbFMmjSp3CsGZKdFixZ5fAJ+/fVXwsPDK6RPgEqlws/PDysrqzLzW9CZAop+ACWLVCqldu3a3L17V/+cra0tCQkJxMfH56gfHRQUVOjID1tbW2xsbLh16xaPHz/Gzs6OqlWrkpiYREKCHAuLmoSHu9KgwX3On+/EqlUaRoyQIggQGQl9+z5r6/79+9y8eZN69erRsmXLYt97QckuAmjL/dnw+PF4FApH3nzzLFevtmbr1uZs2wZr1oCzc/7VAcR0gJeTkZHB8ePHMTQ0LBXB9tixYyiVSoyMjPI16BURqSykpaXpjf8UCgVNmzbF0XEWbds6Ym4Od+9qvVS+/BKes0ejJyMjg127dnHq1CmcnJwYPXo0jRs3LpsbEan0VJzZtEiRKY3ygLqfV5mJEyeyYMECNmzYgKWlZb7H6CaLup31htWqkp6lJi3kBqqogGL3QfKcBW/S5d35RgEAVDF6ubZna2tLr1692L9/P//++2+e13WlBEuL8PBwtm3bhrGxMSNHjsx3V0cqlfLFF18wbtw4JBIJe/fuZdGiRWRlZZVav4qCq6sr8+fPp0+fPnl8AiIjI8u7ezkIDw9HLpfj6elZ6pEeoM2lDgsLo2rVquLOXSmQu+SizhRWLpfrxyTQigBFwc7OjgcPHmBgYECjRo2ws7NDItG2f+1aS6KiqlGzZigtW14mICCZNm20u1fvvgs6TU+tVuPt7Y1EIqF79+5lGp6aWwTw95+NhUU4lpbJbN06DgODTL7//j4dOsDEidrjjIyMkEgkSKVSBEFAEAQxEqAAnD17ltjYWJo0aVLiAmNycjJnz54FoHr16uIiR6RSIggCt27dYubMmfz2228YGxvz6aef8v77S3jyxJFt2yAzE6KjoX9/eOstOHxY663i7Z23vcTERDZs2MDx48epXbs2U6ZMET8bIoVCjASo5KhUKp4+fQoUvTwgaMPaxcoAOXF3d2ehztXqObRv3x4nJydmzpxJaGgorq6uJJw4jPz2aQzta5AZF1qsPph6tiX52kFidy/EomkPkBmQHnILVVwoUtPilddav3497du3p2PHjowdO5ZmzZqh0Wh49OgRBw8eZOzYsS+9/6KgUCjYvHkzycnJDB8+nCZNmrzweJ2z7erVMe9n3wAAIABJREFUqzl37hxyuZylS5fmiBwobywsLJg2bRru7u5s375d7xPw9OlTJkyYUGFcrIOCglAoFGXmB/DkyROSk5Np3rx5ocyNRAqGLqJHt+A3MzPDzMwMpVJJUlISVlZWADx69IisrKxCLcCzsrLw9/cnNTWVhg0bYmtri6mpKcHBwTx65EBERD369j0MQK1aD2nR4jpffdUViUS7o67j1q1b3Lt3j6ZNm9K0adOSu/mXkHvxnpWVRWamNbVqHaVFi1iuXWtJ+/YXcXfvybBhoLNG0b1PZTIZGo3m/xEEogjwIgRBYP/+/UgkEoYOHVri7Z89e5a4uDgkEgm9e/cWxxKRSodcLmfr1q2cOnUKjUZD9+7dGT/+fRwdtaZ9nTrBkSNw8CC8+SZ8/bU2rapDB1AqYf58aNr02dgaERHBpk2bCAoKomXLlrz77rtYW1uX4x2KVEZEEaCSEx8fj1KpBLQiQFEHAYVCkcMToKKFMVdUrKysOH78OJ9//jlr164lKysLC1dPHIcuQHH7ZLFFABPXBtgPnEPSxZ0k/vMHEgNjTGo0wWnUEqK3z85xrBR1odp2c3PD19eX77//noMHD/LHH39gYmKCm5sbffv2LZWQTrVazfbt2wkICOCtt96iW7duBTqvd+/e2NnZsWjRIu7evcukSZP44YcfKpTrrUwmY/DgwXqfgNDQUAICAvj+++9555136N27d7n7BNy4cQMzMzPq1atXJtfTmQKW1fVeNczMzHB1ddVHg4E2GkCpVCKXy/UigEqlIiwsrFC+DGfOnOHRo0e4uLj8vxyg9nqmpqakpiYhkaSza9dw+vY9TO3aDwkP96d//5ypRZmZmXh7e2NoaEj37t3LNJUn98JdG9ov0X8GmzTRVh7Rpb/9P/1fHwEnk8nIzMxErVaL6QAv4c6dOzx8+JDq1auXeLpHZmYmhw8fRhAEnJyc6Ny5c4m2LyJSmmg0Gs6dO8emTZuIioqiVq1afPDBB7Rq1Uqfs79mjXanPyMDIiKgfn04exaysrS+KllZ8PbbEBenFQHu37+Pl5cX8fHxdO3alREjRoiVd0SKhCgCVHKyVwZwcHAoskL+qkcCdO7cOUf47ItIScmZi9+4cWOOHTumf3w1RM64LVcxdmuEXZ9Pcxzr9M7S57ZrYOVI9dlH8jxv5tkWM8+8btquk7xyPJZIpEQlKHG2yhvmPW7cOMaNG5fneTs7O5YvX87y5cuf26+S5OjRo1y4cIHGjRszfPjwQi2KW7duzerVq5k9ezZhYWF8/PHHLFu2rEyqGBSGli1b8s0337BmzRpu3ryp9wmIjIxk3LhxZRKGnx9paWkEBgZiY2NTZAPRwhIQEICRkRE1a9Ysk+u9inh6euYQAWxtbYmIiCA+Pj7HZyMwMLDAIkBoaCiHDh3CxsaGtm3bEhcXhyBoy/7Z2NiRlvaYLl0WkZbWFx+fzvj5NeCtt04jl8v1KQmgrUoSGBhImzZtysyIUkfu8oBqtRpb24sIgjaCqEsXbb15Y2NjHj4EXcVFmUyWwzxQjAR4OXv27EGj0TBgwIASF3pu3LhBaGgooP2e1glbIiIVnbi4OH755Rf++ecfjI2N/2/8N5wqVaogkWhLlvr7a0uqentDaCjs3Qs//wyzZ4ObG6xYAVu3wvvvw2uvCfzzzwW2b9+ORqNh8ODB9OrVq9w3F0QqL6InQCUnPj5eLwK4uroWuZ3cxoCvmghQkrSsYY21WRn7KQgCFsooTh7ao08PqWj4+vry119/4eLiwujRo4sUzu/p6cnPP/+Mq6srT58+ZerUqfj6+pZCb4uHm5sbCxYsoHfv3piamqJQKPjrr79YsWJFnjruZUVYWBhyuZz69euXmd+Hv78/FhYWRS5dKvJycvsCWFpaYmBgQGpqKunp6frng4KCCiR0pqens2vXLhQKBQMHDqRt27ZoNBIkEkhIsCYgYCx+fl9x61YrrKwSGDZsN4IABw4MzOE9kJGRgbe3N6ampnTr1q3MnapziwBZWVnUrLkZE5OcniJGRkbUrq2dfANIJJI85oCiCPB8njx5wrVr17C2tqZHjx4l2rYuzSArKwtLS0vefvvtEm1fRKQ0UKvVnDp1imnTpnHmzBk8PT1ZtmwZ7733HubmWgHg4kVYuxbi4yEmBszMoEED6NULnjyBndpqpqhUsG0bTJ6cxV9//YWXlxdGRkaMGzeuQlchEqkciCJAJScuLk4/0Svq7p5KpdL/gJgOUFwkEgmf96iLmVHZDc4yiUAtpT/btm1j+vTp7NixA7lcXmbXfxkRERE5jACLsyh0cnJi/fr11K9fn9TUVGbPns2JEydKsLclg84n4L333sPS0pKMjAzOnj3Lt99+q6+/XpYEBASQkpJSZn4A6enpREREYGVlhYODQ5lc81XE0dExR/k/qVSqTwvLLjjJ5fICCVDe3t7cvXuXNm3a0LFjR+rUqYNUqhUP9u8fhI2NGiurByiVBty9q90+79//EAMH7icwMFDfzqVLlwgNDaVVq1b6dIKyJL9IgIiIQWRk5Ewhyq9cYfYygWI6wIvZu3cvGRkZdOvWrcSjnB49eqSvftG0adMyi2ASESkq0dHRLF68mGXLlqFUKnnvvfdYvnx5jpS4rVu1P9WrQ/v22rz/337TvtaiBUil2nSAmzdhzhyoU0fJli1b2LdvH87OzkyaNIk33nhDLAEoUmxEEaCSExUVhSAIGBsbY2dnV6Q2FApFDhOlVzEdoKTp16QazdytMZCW/iAtFbLoUasKXssX8OGHHyKVSvHy8mL69Ons3r2bxMTEUu/Di0hJSWHz5s0kJibSp0+fEjEHs7Cw4Mcff6Rdu3ZkZmaydOlStm/fXgK9LVkMDAwYMmQIM2fOxNnZGbVazY0bN/j222+5fv16mfbl5s2bWFhY4KmLey5loqKiUCgU1KpVS9ytKEUkEkmeaACdQWzuRf/LqgT4+flx/PhxnJ2dGTp0KDKZDAsLC5ydnYmLs8fISMUbb/xLkyY+ODoeJyHBkEuX3kAQoEoVJaGhoahUKlJTUzl27BgWFhblEgUA+YsAoaHvcfLkYjZvHs+1ay1JTTXLVwQQIwEKhlKp5PTp0xgbGzN48OASb//gwYMolUqMjY0ZMGCAuOgRqbDoqqB88sknnD9/noYNG/LDDz8watToHPn6SUmwbNmzCgBKJfTooTUEXLNGKw6oVLB0KTRrph3Df/rpJ86ePUuDBg2YOnWq6LEjUmKIIkAlJyYmBgATE5Mi58qlpKSQlZWFRqNBJpMhk8nESIBiIpFIWDW0CcaGpf0RE5BmppFwbiu3b99m6NChrFmzhvfffx+NRsOvv/7K9OnT2bdvH8nJyaXcl7yo1Wr+/PNP/P396dChQ4mGixoaGvLNN98wYMAA/b2uXLkSjSb/0onlhUQioWPHjixYsIC6desCEBwczA8//MDRo0fLpL8pKSk8fPgQOzu7MgvNDw8PJzU1VZywlAG5hR1dXn5iYiJq9TPD0Ow79blRKBTs3r0blUrF0KFDsbOzQ5c9UKdOHWxttWlGFy60w9zcDWPjeGrW/J2kJEs0mmcL5kePHnH+/HkiIyNp165due3e5pcOYGr6hCFDPqVjx/NERTnz88+TGTXKmq1bQaF4dqwoAhQMb29vEhMTad26NY6OjiXadnx8PBcuXAC0VTBee+21Em1fRKSkiIyMZOHChaxcuZKMjAw++ugjli5dSq1addBZZAQFQUgIWFrC+vVw/Tr4+mrTAPr00XoA+PtrSwKuWAGNG2u9WVatWsXt27dp164dU6ZMEUvtipQoojFgJUatVuvzv4sjAuT2AwDESIASwKGqCb+Nbcn4LVdJzyydhZ6FiSGfvm6B924lP/zwA8HBwYwcOZIRI0bQrVs3jh49ire3Nxs2bODvv/9mwIABdOnSpcxEnmPHjvHPP//QqFGjQhsBFgSpVMr06dOxt7dn06ZNHDp0iLi4OBYtWlRmee8FpV69eixatIhVq1Zx/fp1oqOj+eWXX4iJiWHUqFH57kiWFKGhoSQmJtKlS5cyq9P+4MEDTExMSrxmuEheatasiYGBAVlZ2nx3IyMjqlatSnJyMgkJCfoosbCwMNLT0/M4SQuCwF9//UVQUBA9evTQO7zrNl7v3m1KeHgoHTqcx9+/HkFBvYmJqU5CQisaNw5HJnsmNNy6dYurV69ibW3NW2+9VQZ3nz/5RQKAgKGhDDe3YGrVCkatltKkyWz27YPPPtO6b4OYDlAQ1Go1hw4dQiqVlkolmePHjyOXy5HJZPTv37/Mxi0RkYKSlZXF0aNH2bZtG3K5nGbNmjF58uQ8RrjTpsG1a6BWw7BhMGSItgTgtGlw/ry2AkC7dtC6Neje5jdv3mTLli0oFAp69+7N4MGDK9ycRqTyI0YCVGKSk5P1poAmJiZYWloWqZ3sIoBukBEjAUqGth62bBzdAtMSjgiQSqCqiQF7JrTlvaG9WbRoES4uLuzYsYNvv/2WmJgYbG1tGTNmDGvWrGHUqFGkpaWxdu1apk+fzpEjR0hNTS3RPuXm5s2bHDhwAGdnZ8aMGVOq76l33nmHOXPmYGRkxOXLl5k2bRqK7Ft7FQQnJyfmzZvH22+/jbGxMUlJSezatYs1a9aUatrGgwcPSEtL4/XXXy+1a+QmMDBQNAUsI4yMjKhRo0aO5/JLCdBoNPn6UVy/fh0fHx88PDwYOHBgjrDrzEzIzLQiPLweLi5RNGp0n6pV01Gp6mFjc5kGDQ7laOvEiRPExsbSqVMnnJycSvAuC0f+IoAkhxApk2kYNMiAHTvg8eNnxxoZGeld7jUajRgJkA9Xrlzh8ePH1K1bl4YNG5Zo2+np6Xh7ewPg7OxMu3btSrR9EZHi8vjxY+bPn8/atWtRq9VMnjyZJUuW5BEATp/Wuv5fvqwN909I0Jr+DRoEdevCmDHPjjUw0AqyJ0+eZP369ahUKoYPH87w4cNFAUCkVBBFgEpMUlKSfqJjbm6OmZlZkdpJSUnRt2NkZISBgYFYc7QE6VDHjnFuiRhlpSJD/fITXoKpoYz6TlX5e2oH6jlpDcEaNGjA4sWL6dy5M1evXmXOnDncuHEDAHt7e8aPH8+qVasYNmwYCoWCH3/8kU8//ZRjx47phaSSJDIykt9//x1DQ0NGjBhRrMoVBaVbt24sWbIEc3Nz/P39+fjjj3ny5EmpX7ewWFhY8Mknn/DOO+9gYWFBeno6J06cYMmSJURERJTKNW/cuEHVqlXz5I6XFikpKTx58gRbW1v9YlSkdHleSoBcLs9RFSB3SkB8fDx79+5FJpMxYsQILCwsyF5EIDoapk+XIpM5s2vXcCwskmnV6hpvvrkDZ+dDOUQGpVLJvXv3MDMz48033yyFuyw4+YkA9esvyiECZF/sZ/e0E9MBXowgCOzZswdBEBg0aFCJ5+pfvnyZyMhIAHr06FGkSjIiIqVBZmYm+/fv59NPP+XatWs0b96c1atXM2jQIAwMnpXo9vXVGvtpNFofAIC2bbVGgNeugUwGCxaAtTVkZGjLBWZmZrJr1y7++OMPqlSpwvvvv0+PHj1KvOymiIgO8Z1ViUlMTNRXBrC3ty/yF3HuSAALCwvRgKcEuX79OoH/nmKoyX361rdBhgaJUHgxwNhAiqmhlBndPDk8pT1uNjlFH1tbW2bNmsX48eNJSEjgm2++Yffu3foQYScnJz788ENWrVrFoEGDSExMZOXKlcyYMYNTp07lKCdWHHRGgAkJCfTu3btMd5+bN2/Ojz/+iJ2dHREREUyaNAl/f/8yu35BMTQ0ZMyYMUybNg17e3uysrK4evUqixcv5t69eyV6rcTERMLCwnBwcCizfEKdKWDt2rXFCUwZkVvgMTc3x9jYmIyMDFJSUvTPZy8VqFar2b17N5GRkfTs2VO/o6sb/rduhW7dYNUq+OKLDKpWTebkye48faoVdySSnCLDo0ePSE9Pp2bNmuUu/uTnCWBmFpEjrPx5KThiOsCLCQkJ4d69ezg6OtK5c+cSbVuj0XDgwAE0Gg02NjZ069atRNsXESkqISEhfPnll/z8889IJBKmTp3K4sWLcXd3RxCejZtqNRw6pBUCqlWD116D48e1r739Njx9ChER2uoAP/0ExsaQkqLg119/5fDhw7i7uzNlyhRatGhRfjcr8kogzs4qMdlFgOKEXaakpIjlAUuJuLg49uzZg4GBAe+MHM7kto60jj9FbaKRqFUYCFm8qICAgVSCubEBVqaGTOxUi3Oz3uTDDh5In3OSbud97ty5WFlZsWnTJpYvX55jt65atWpMnDiRFStW0K9fP+Li4li+fDmfffYZZ8+eLdaul1qtZufOnTx48ID27duXS11nDw8P1q9fT/Xq1UlISGDGjBn8+++/Zd6PlyGRSOjWrRvz5s2jZs2aCIKAv78/S5Ys4cyZMwWq6V4QQkJCSExMpHHjxmW2IA8NDSUtLU00BSxDrK2tsbd/Vv5OIpHkiAbQkZqaSlRUFAD//PMPV65coUGDBvTq1StPm25uYGsLv/4Khw7Vxsoqmfv3G/Lvv23ziAwKhYLQ0FAsLCwqhKdM7oW7ziAxdyRAfoiRAC9mz549ZGZm8vbbb2NoaPjyEwqBn58fAQEBALRu3bpcU0pEREBbRnv37t3MmDGDW7du0bp1a9asWUP//v2RybSiokQC4eEwdy7ExmpL/V24AA0agIeHtgTgxo2waBEYGkJ2H82YmBjWrl3LxYsXadq0KdOmTaNWrVrldLcirxKi00olJiEhQb/bUZwdvtzGgBVhAvdfQK1Ws2fPHqKiohg8eDD169dn48aNGGYk0iDtPpLAh4z89GueClW4EiLn0dNUMrLUSJBgYiilrqMFbWra0tTdirYethjICr6Aa9GiBd99952+tExoaCiTJ0+mcePG+mPc3NyYMmUKffv2Zf/+/Vy4cIHvv/+e+vXrM2zYMFq2bFloM6bjx49z7tw5GjZsWCpGgAXF3t6e9evX88UXX3D37l3mzZvH9OnT6dOnT7n050U0adKEr7/+mpUrV3L79m0iIyNZt24dMTExDBkypNiT7Pv376NSqWjWrFkJ9fjlPHjwADMzM7GudxlTp04d4nTudmijg548eUJ8fHwOg0ZdqcC//voLMzMzRo4cmScF7O5daN4cjh6Fv/7Slrv08IiiWrU/kMk0epHhyZMnyOVyEhISUKlU1K9fn/j4eJRKZZFT1EoCXQSUjvxEgOd9tkQR4PkkJiZy/vx5zMzMGDhwYIm3f+DAATIyMjAzM6Nfv34l3r6ISGEIDg5m3bp13LlzB1tbWz799FN69OihHx+yB81euqSNmgoJgV9+gcWLYf9+mDFDO456e2ujBA4cAN00OygoiE2bNhEVFUWnTp145513xPQXkTJDFAEqMdHR0QiCgJGRUbFCL8VIgNLh7NmzXLlyhcaNG9OrVy9CQ0Px9fXF3d2du3fvUsPNhbFvNS21hbKzszPz5s1j165d7N+/n4ULFzJ8+HAGDRqUY/JbvXp1pk+fTv/+/dm7dy8XL15k8eLFNGnShOHDh9O4ceMCpYfcvn2bAwcO4OjoyJgxY8pdTDIzM2PVqlUsXrwYHx8fVqxYQVxcHOPHjy/XfuWHm5sbCxYsYN26dZw7dw65XM4ff/xBbGws77//fpE/k4IgcOvWLaysrKhdu3YJ9/r51wwKCqJq1apUq1atTK4posXT05NLly7pH1tbWyOVSklOTkalUul3vv38/PD19SU+Pp533nknj5nVvXuwfDmYm2uNrJo00XoDNGtWn9q1D+qP04kMMTExREdHY2Vl9f/QWIGHDx/mEB3LmtwigC6yJvtY9jyRU0wHeD6HDh0iNTWVnj17FtmM+Hk8efKEa9euAVC/fn19SVURkbImPT2dffv2sWfPHpRKJe3bt+fjjz/OE5kiCLBpE7i7w/DhcOMGnD0LO3ZoowGOHIHu3aFXL+jaFbIHH125coVt27aRnp5Ov379GDBggFgFQ6RMEd9tlZjo6GigeOUBs7KySEtLy+MJIFI8wsLC+Ouvv7C0tGTEiBEYGxvj4+NDeno6jo6O/PPPPwwbNqzUd8pNTEwYO3Ys9evXZ/369Xh5eREQEMDEiRNxcHDQHyeRSPDw8GDWrFn069ePHTt2cP36de7fv0/r1q0ZMmQIderUea4YEBUVxdatW5HJZIwcORI3N7dSva+CYmBgwFdffYWDgwO7d+9m69atxMTE8Pnnn1e4XHUrKytmzZqFg4MDBw8eJDU1lSNHjhAfH8/kyZOLVIc7Pj6eiIgInJyccoSKlyZJSUnExcXh5ORU5HFJpGi4ublhYmKiTxOTyWRYWVkhl8uRy+X6CeyFCxfQaDS0adOGrl275mmnUSNYuFDrVn34sHZCGxoKe/Y05t13j2JkpF0UW1tbI5FIUCgUaDQaPDw89AJjYGBghRIBNBptmdbsn/vnTbhzRwJkZmai0Wgq3JhR1mRmZnL06FEMDAxKpSzgkSNHSE5OxsDAgAEDBrzyv2+R8iEgIICffvqJ+/fv4+DgwOTJk+nSpUu+8zWJBFJStDn/ly/DyJFaQaBaNfDx0e76f/EF1Kv3TADQaDR4e3tz4MABjI2NGT16NJ06dRK9uETKHFEEqKQIgsDTp0+B4pUH1BlGZa8OIEYCFI/09HR27NiBQqHg3Xffxd3dnfDwcP7991/c3d158OABFhYWdOjQoUz6I5FIaNWqFdWrV2f9+vVcvHiRsLAwPv74Y5o3b57ji0cikVCvXj0WLFjArVu3+PPPPzl//jy+vr506NCBwYMH51ngp6amsnnzZuLj4xkyZAjNmzcvk/sqKFKplEmTJuHg4MD69es5duwY8fHxLF68+LnGYOWFsbExH3zwAU5OTmzZsgW5XM6FCxdISEhg6tSpeRzgX8ajR49ITEyka9euZTbBiIyMRKFQiJOackAmk1GrVi3u37+vf87W1ha5XE58fDxOTk7I5XKCgoLw9PRkxIgReRbCWVnaxb+Hh/bx5Mnw3ntap2sDAymXLlXRl7OUyWSYmZkRERGBjY1NjrHh4cOH5bpwLogI8DwRNrsIoDsvMzOzwo0XZc25c+eIjo6madOmeOjeICVESkoKp0+fBsDd3Z1WrVqVaPsiIi8jLS2NPXv2sG/fPtLT0+ncuTMTJkzAwcGB1FSQSnNWEdFotM9NnaqNlBo7VmsG2LChdtzs2lUrCGQPaMnIyGDXrl2cOnVKHzVZnmKpyKuNKLNWUhQKBUqlEtAuHIq646ZQKFCr1ajVaqRSKQYGBmIkQDE5evQo9+7do02bNnTq1AnQTp6USiXNmjUjNDSUWrVqlUnZvOw4Ojry5ZdfMm7cOORyOYsXL+aPP/7I46IN2ony66+/ztKlS5k7dy5OTk4cPXqUWbNmsWnTJmJjYwHtBHnnzp34+fmVmxFgQRkyZAjz58/H2NiYa9euMXnyZP1ipiIhlUrp168fX3zxBW5ubmg0Gu7evcu3337LpUuXCmUYePfuXdRqNU2bNi3FHuckNDSUjIwMMZS3nMhdJUCXKqbzkLl37x4qlYq6devqIwMUCtDpBjpNQPc202i0E9833oBWrSQ5hCi1Wk1KSgoymQxzc/Mci+r09HTCw8NL6S5fTnEiAQwNDfXH6bwEXnVfAEEQ2LdvHxKJhKFDh5Z4+z4+PsTExCCRSOjdu/crL7iIlC1+fn7MmjWLLVu2YG5uzuzZs5k7dy4ODg78/TfY2cGGDdpyfjp0Q4lMBi4u2moq5ubw/fdaE0ATE1i69JlvQGJiIhs2bOD48ePUrl2bqVOnigKASLkiRgJUUrJXBqhSpUqRd+8VCoV+EWhsbIxEIhEjAYrBvXv3OHbsGC4uLvpw/ydPnnDx4kVcXFxISEhAqVSW6c5sdoyMjBg5ciT16tXj559/Ztu2bQQGBjJp0qR8zSUNDAzo0KEDLVu2xMfHh71797Jz5058fHzo06cPJiYm+Pj40KBBg3x3FSsanTt3xtbWlrlz5/Lw4UMmTpzI8uXLK0z6QnZat26NnZ0dq1at4v79+4SFhbFq1SpiYmLo16/fS1NJBEHg9u3bWFtbl/iu3Yvw8/PD3Ny8zEUuES26tB2dWGRiYkKVKlVITU3Fz8+PuLg4atSogYGBAWq1mqtXZXz1ldax2t4evLy0k1qJ5FlUQO72r169CkBERAQJCQlYW1ujVCrz7PwHBQXlMCQsS57nCVCUdADIW23gVcPPz4/AwEBcXV1p06ZNibadlZXFoUOHEAQBR0dH3nzzzRJtX0TkeaSmprJjxw4OHjyISqWie/fufPjhh3rxNDxca+r3/vtw5gy0bAnt2+dtR6MBV1ftor9DB60PQHYiIiLYtGkTgYGBtGzZknfffRdra+syuEMRkecjRgJUUpKSkvQigJ2dXZEXlNnb0blDV61atWQ6+YqRlJTEzp07UavVDB06VP8lcv78eVJSUujUqROXLl3CysqqxCdRhaVZs2YsWbKETp06ce3aNebMmfPCXWYTExN69uzJ6tWrmTBhAgC//fYbGzduxMbGhqFDh1aaCJLXXnuNtWvX4ujoSHR0NJMmTeL69evl3a18qVWrFgsXLqRDhw4YGBgQFxeHl5cXv/76K2lpaS88Ny4ujpiYGKpVq1Zmkw2dIVzVqlVxcXEpk2uK5KRKlSp5fve6sSgiIgJLS0saNGiASqUiNDSUefO0eazbtoGlpdbYatkyUKnyCgAANWrUwNDQEJVKRUBAAMbGxpiamqJWq0lKSspxbGBgYKnd58t4XiRAQYwB8xMBXvVIgN27d6NWqwskQBaWmzdvEhISAkCHDh30pS1FREoLnUg+c+ZM/vzzT6ytrZk3bx5ffPEFtra2JCdrj3N0hEmTYN066NgRfvxR64+SG5226O4OH38MNWo8e+3OnTusXLmSkJAQunXrxsSJE0W8gwfUAAAgAElEQVQBQKRCIIoAlZTskQDFqaObvR1jY2OMjIwwzZ70JFIgBEFg//79hISE0KVLF31efFxcHOfOncPJyQk7OzsiIyNp1KgRdnZ25dxjrXj0+eef8+GHH6JQKFi6dCleXl4vXFyam5szZMgQ5s2bR+3atcnMzOTBgwesXr2as2fPVpqJcvXq1dmwYQN169ZFoVAwZ84cDh48+PITywE7Oztmz55Nv379MDU1RaFQcODAAVasWEF8fPxzz3v8+DFJSUk0atSozKJO4uPj9QZ0YkRR+ZE7JcDc3ByVSoVGo6Fhw4b6Mf7o0QiMjbU5/7a2sHMnbN8OFy+Cm5u25FVuDA0NqVmzJo8ePUKhUODm5qY3ncz9foyNjS23lJvsIoAgCIVOBxBFgGfExsZy5coVLC0t6dWrV4m2rfvuzMzMxMLCosTbFxHJTUpKCr/88gtz584lNDSUXr16sWbNGjp06IBEImHnTmjXDiIjtWZ+9eppz5s1Sxviv3EjyOU52/z/8JLrOQ3Hjx9n7dq1pKWlMXjwYMaMGZOnHKuISHkhigCVFF1+J5BvGHdByR0JYGVlJZp5FYGLFy9x/vx5PD3rMmDAAP3v0MfHB4VCQefOnbl06RJZWVl069atnHv7DENDQwYPHszXX3+Ni4sLu3btYtGiRS/M5VUqlezfvx+lUsn48ePp27cvMTExLFu2jNmzZ3P16lX9xLkiY21tzdq1a+nYsSOZmZmsWrWKtWvX6hcLFQkzMzMmTZrEuHHjsLS0JCMjg7Nnz/Ldd98Rmt+2BODv709WVhYNGzYss35GRkaSnJxMPd2sSaRcyJ63LwiC3qyxatWqOUxkFYqbmJkJfPEF9O8PbdrA6tVw8CB8+aU2KiA/7OzsCA4OxtzcnNq1a+sjDeS5Z8ZoUwLKg9wiAGijAIoaCfAqpwPojNK6dOlS4jXMQ0NDuXPnDgBNmjTJU65SRKSkEAQBX19fPv30U3bv3o2dnR0LFy5k5syZ+p35yZO1KVEbNmjz/EGbHqUbTr75Bq5cgatXITZWWzkFnkUC6EhLS2Pr1q388ccfWFpa8t5779GnT59SrwglIlIYRBGgkhIbG4tGo8HQ0LBYu8qJiYl6MaE4pQZfZaKjo9m/fx9GRiaMHDlCP0mKjY3lzJkzODs706JFC65cuYKdnR2vv/56Ofc4Lw0bNuS7776ja9eu3L59mzlz5uDj45MnPUBnBHjv3j3atm3L0KFDmTp1Kj/88AOdOnXi4cOHfP311yxYsIA7d+4UysSuPDAyMmLhwoWMHj0aiUTCvn37mD17tl4Yq0joynLNmDEDZ2dn1Go1vr6+fPPNN/j6+uY5/t69e1StWpUa2eMSS5ng4GA0Gk2enWiRssXJyUmf1hUREcHjx4/1Aq9ut14QQKVKZNy4GCwsYMgQyJ6KrVDA87JkgoODycjIoGbNmpiZmWFpaYmBgQFKpVJvWKujvFICsosA+UUBwItFAKlUqvdW0Gg0r2wkQFpaGidPnsTIyKhUDAEPHTpEamoqRkZGOQR0EZGSJDk5mXXr1vHVV18RERFBv379WLNmDW3atNG/565fh/Xr4eeftZEAT55ASIh2l183VFSvDkuWaCsCNG0K+WmcsbGx/Pjjj5w6dQpPT0+mTp1Ky5Ytxfe2SIWjYrt4iTyX6OhooPgL9+zpAMUpNfiqkp6eya5du/jnn2bY2nbE0/OZCdbZs2dJSUmhb9++hISEEBsbS48ePSpsmLS1tTUzZ86kQYMG/P777/zwww88ePCAsWPH6oWNkydP4uPjQ/369Rk1apR+El2zZk2++OILHjx4wJ9//snNmze5d+8erVu3ZujQodSqVavCfgFKpVI++OAD3NzcWLlyJVevXuXjjz9m6dKlODo6lnf3ciCRSOjUqRP29vasXr2awMBAgoODWb58OePGjaN79+5IpVIUCgXh4eHY2dmV6T3oyl+KfgDli0QioX79+pw5c4YHDx4glUqpUaMG4eHhxMfH4+xcAwMD7Q63oeFt5s1zIjIShg7VTno7ddKmBRw9mrft4OBgfH19cXV11QtMEokEGxsbYmNjkcvlmJmZ6Y8PCQkhMzMTQ0PDsrh1PcURAXR9lUqlqNXqV1oEOHHiBHK5nDfeeINq1aqVaNsJCQmcP38eAA8PjzKtYiLyaiAIAlevXuWXX34hNDSUmjVrMnHiRFq0aJFnTtKiBcycCXPmaCOjVq0CBwdtnv/IkdC5s/a48+e16QC7dmnLAGbnwYMHeHl5ERMTQ/v27Rk1apQ4rxapsIiRAJUQQRD0JdqKUx4wPT1d/1Pctl5FBAHOnj3FxYt+RES8zbJl2gnSb7/B5s2JnDp1EWdnZ9q3b8/JkyeRSCS89dZb5dzrFyOTyejTpw/ffPMNHh4e7N+/n6+++oqQkBDu3bvHvn37sLe3Z8yYMXkMJCUSCQ0aNODrr79m0aJFeHh4cO7cOWbPns26deuIjIwsp7sqGD169GDFihVYW1sTEhLCxIkTuXfvXnl3K18aNGjAokWLaNWqFVKplOjoaDZs2MC2bdtQqVR6P4B69eqVWZ12tVrNo0ePsLCwKPHFgkjhqVOnDvfv30ehUFCnTh2qV6+OVColISGZrVvHcP58B0A7aRUEARcXrSdASIg2DWDRIsgdma3RaDh8+DBqtZru3btjZGSkf02XEpDbFyArK0tv+laW5JcOUFgRQLdIEAQhj9Hgq4BGo+HgwYNIpdJSiQI4efIk8fHx+rKoFb26jEjlIjExkdWrV7No0SJiYmIYPHgwq1evfuGu/PLlEBUFK1ZoQ/23bdO6/p85oy0PmJiofRwcnFMAEASBM2fOsHr1apKSkujXrx8ffPCBKACIVGjEEbcSolQqSUlJAYq3e5+UlIRGoyEjIwOJRCKKAIUkOPghhw8fRqlsy6BBxri7G/LVV/DPPxASIuDs3JgFC1zRaDTcvn0bZ2fnMs3PLg5169Zl8eLFeHl5ceLECebMmYOjoyMSiYThw4e/sOyXVCqlRYsWNGnShEuXLrFr1y4OHz7MpUuX6NGjB3369KkQxoj50ahRIzZs2MDnn39OWFgYM2fO5LPPPqtQPg46nJ2dmTdvHhs2bOD06dMkJiayc+dOYmNjcXV1RalU0qRJkzLrj84Ern79+qK5aAXg0aNHxMbG4uTkRJ06dZDJZFhbW3Pt2mBUKjVxcQ5s3jyezp19iI6OxtnZGXd3OHz4+W3eunWLmzdv0rBhQ/r168fvv/+uf83GxgaJREJiYiJZWVk5FnRBQUE5fArKgvwiAXJP/J+36NTl7epEA41GUyl8TkoaX19fQkNDqVWrVonv0mdkZHD0/6Emzs7OdOjQoUTbF3l1EQSBS5cusXHjRsLDw6lduzYff/wxTZs2LVBE4pEjkJYGOi27UyetKGBkBMbGMGJEzuMzMjLYu3cvJ06c0FdLatu2bYWNfhQR0SFGAlRCsofwm5qaFrmkX3Y/AF0OpCgCFIxduzKYO/c2SqWS99+vz4ULFvTuDVWrwp9/PsHD4y9Uqga0a9eOa9euER8fT7t27TA2Ni7vrheYqlWrMm3aNCZNmoRKpeLy5cs4OjpSt27dAp1vaGhIp06dWLFiBdOnT8fU1JTt27czY8YM9uzZQ7KuBk8Fw9HRkQ0bNtCyZUsyMjL47rvv2LRpU4X0N6hatSqffvopI0eOxMLCgrS0NI4fP46XlxcymaxMTbZ0poAFfX+IlB5hYWEcPnwYR0dHGjVqpF/U2tg4YGiYiKfnFgYN2sdrr93hxInufPSRBl20+6ZNkCutH9C64x8+fBhjY2PefvttatSokUPsMTQ0xMLCAkEQ8lQEKGtzQI1Gk+PzWth0AN1x2SMBKqJhaGmzZ88eNBoNAwcOLPEFzZUrV/QGtG+99ValKTErUrGRy+X88MMPLF68mPj4eIYPH87KlStp1qxZgd/D1tbPBACAAwe0JoEqlTYCNDvx8fGsW7eOo0ePUrNmTSZPnswbb7whCgAilQJRBKiEZF+829nZFTncN7cfACCGLhWA9HSBv/++h6+vNfHxU3njjZacPat1k/3sM9i7919u3XqT8eO1pblOnjyJiYkJnXUJZZWMp0+fYmpqSvPmzbl8+TLz588vlNmXqakp3bv3okePdXh4fItGo2Hjxo3MmDGDo0ePvrTefXlgamrK999/z8CBAxEEgW3btrFw4cIK6RBuaGjIu+++y+TJk7G3tycrK4u4uDji4uLKVGgJDAxEKpVSu3btMrumSF4yMjLYtWsXSUlJDB8+PMeY7uBgg7v7HiSS62RlZdKihS/Dh+8kISGRzp21RlcXL0K2lH49Fy9e5OHDh7Ro0YJGjRrl+7fWOWwnJCTkeD4xMTHPc6VJ7tD9khABXrVIgMePH3Pr1i3s7OzomjvxuZhoNBoOHDiAWq3G2tqanj17lmj7Iq8eGo2Gc+fO8cknn+Dt7U2NGjVYsmQJEyZMKJIPk0YD/v7QvDkkJ8OPP2qjALKv7R8+fMiKFSu4desWrVu3Ztq0aeL3n0ilQhQBKiHZF+8ODg4l0o6JiQkGBgYlXv7nv8iDB7cwNt6Ap2cSKlVjPvhAyl9/gaMjREVFsX27mrp1Qxk3rjExMTEEBATg7u5eKb8cTp8+zZkzZ6hbty7z589n4MCBPHr0iHnz5vH3338XaGIcHw/z58Mvv5iRmdmK27e38NZbE0lOTmbNmjXMmjWLc+fOVbgFtlQq5ZNPPmH69OkYGBhw7tw5pkyZUqaLmYIikUjo2bMnc+fOxcnJifT0dIyMjFi+fHm+VR5KA39/f9EUsALg7e3N3bt3ad26NcOHD88RfWRoaIiVlRVSaZo+d9/KKomuXffQvXsqkZHayW5ukpOTOXLkCJaWlvTs2VO/OM5dBcLGxgbIKwKA1lCwrCiuCCCRSJBKpfrjX8VIgD179qBSqejZs2cO74eSICAggAcPHgDQsmVL0UNEpFg8ffqUpUuXsmTJEhITExk9ejQrVqzgtddeK3KbUqlWDJ0zRxsdlX2oEASBixcvsnLlSmJjY+nduzcTJkzQj38iIpWF/7F33mFNnf0b/yTsrVAUHKDFWmete6+6q9ZNq1Zr31b91Vr3VipqUVFBrNbRal2tvnWi1lUnxa11y3CADJUtYYWR5Pz+yEtKQJSRsDyf6/JqgZPnnMBJ8jzf53vft1gEKIfkXLw7OjoWeRyZTKbpKMj2AxBbmF5PfHwCe/bsQak0JCqqJx9/bESTJuqK8aJFsHbtA9577xDu7llYWlpy7do1ZDIZHTt2LHf5sA8ePGDfvn3Y2dkxevRoqlWrxjfffMOMGTMwNjZm3bp1rF69Ok/rb24CAuDhQ9i6VZ2/26ePIU5OQ1i9ejUff/wxz58/Z/ny5cybN48bN26Uucn2wIEDWbZsGZaWlgQHBzN+/PgSXdAUhg8//JABAwagUCgwMTHh2bNn/Pjjj+zZs0evxmZZWVmEhYVhbW2Ng4OD3s4j8noCAwM5efIkVatWxdXVFRMTkzxa/Gw/jri4OK3vnz6djocHvGrT7MyZM0RHR9OxY0ecnJw033dxcdE6zsrKCgMDA9LS0jSfLdmEhIQU56kVitz3emGNAUHtC5D9efi2eQIkJSXh5+eHmZkZgwcP1vn4vr6+pKenY2ZmxoABA3Q+vsjbgUql4syZM0yePJnTp09Tp04dVqxYwX/+8x+thJKi4uSkjk7NSVZWFvv27eOXX37B0NCQzz//PE+xVUSkvCAWAcohsbGxKJVKDAwMdNoJIEoBXo9KpWLv3j2Eh4cjkYylRQtzJk9W73L37w9Xr2awc2d1jIxa0aFDOwRB4Pz581hYWNC+ffvSvvxCER0dzfbt2xEEgU8//VQrCqxLly4sXbqUDz74gL/++ot58+YREBCQ71hPn4KVlTpfNzlZbbjj4ADVq1dn4sTJrFy5ko4dOxIcHMyiRYtYtGgRDx48KFMa/JYtW7J+/XqqVatGTEwM3333HRcuXCjty3olsbGx1KpVi2bNmmFkZERCQgI7duxg/fr1pKam6uWcUVFRJCUl4ezsrPNdQ5GCkZKSwt69e0lPT2fYsGHY29sDUL9+fa3jsosACQkJWgvb1q2vMG5c3nGjoqI4efIkjo6OeQwyLSwstIo+OX1lEhIStI4NDQ0tsQJffp0AuYvcryvMSqXSt9YT4OjRoyQlJdG+fXud725GR0dz5coVQG1Am/v+FBEpCNHR0Xh4eLBixQqSk5MZM2YMq1at0uv9lJiYyMaNG/H19aVGjRpMmDCBLl26iJtnIuUWsQhQDnnx4gWgXrgXx8gvdxFANAV8PefP/82VK1eoX78Rrq4NuXxZws2bap1Yx45Qt+4dHBxuM2JEfSwsLIiKiuLx48c4OTm91k2/rCGXy9m+fTtRUVH07t2b1q1b5znGyckJd3d3XF1diYyMxM3NjQMHDrxyt7lJE7h/HzZtAnd3iI7+11zHwEC9m9i371y++WYVjRs35vr16yxYsICVK1eW6O7hm3BycmLTpk00btyYtLQ0Fi5cyO7du0v7srRQqVQEBgbyzjvvsGDBAgYPHoy5uTmpqakcOXKEFStWaOJFdcmzZ89ITk4WJ/SlhCAI+Pr6EhwcTOfOnWnVqpXmZ3Xq1NHa8TYxMcHGxgaVSqUV52dldR2ZTJZn3GPHjpGWlkb37t1fuSB89913tb7O9gXI3SEkl8uJiooq+pMsBMWVA4C6QJBTDvC2dAIoFAr+/PNPDAwM9BILeOzYMWQyGYaGhgwcOLDEIkxFKgYqlYrTp08zZcoUzp8/T/369fHy8mL06NEabyt98PTpU7y9vbl69SrNmjVj0qRJ1KtXT2/nExEpCcR333KGIAiaSXxxFu6ZmZmkpaWJRYACEhkZyaFDBzE3NyckZAItW5owciT88gssXgyHD0dz7JgTTZq8pF27dgBcuXKFpKQkOnXqVG4mOupuh73cuXOHNm3a0L9//3yr3GZmZnz11VfMnj0bS0tLfv75Z1auXKm1sEhPhw8+UMeOBQZCRATUqgUdOqh/fugQbN8OvXtL+PTTusyZswR3d3dq1arFmTNnmD17NuvXr9cUvkobKysrVq9eTa9evVAqlWzatAlPT88ys0CIjo4mLi6OGjVqYG9vz/jx4xk3bhy2trZkZWXh7++Ph4cHjx8/1ul5g4ODMTIyyrMgFCkZbt68iZ+fH7Vr12bw4MFar1ljY+M8fiT5SQKCgoK0vn706BEXL17ExcWFTp06vfLcuSUBOc0Bc3fzlFRRTxdFgJydACqV6q3pBLh+/TrPnz+nXr16Oo91TE1N5dSpUwDUrFnzlQVmEZH8SEhIYMWKFaxcufJ/yUxf4enpmcebRJcIgsC1a9fw8vIiMjKSnj17MmHChGJ14YqIlBXKx8pEREN6ejrJycnAvzr+oiCTyRAEIY8ngEheMjIy2LXrD16+fMm7736JUmmDrS18/jn06KFe2C5dmkq9escZObI+5ubmCIKAn58flpaWmqJAeeDcuXOcOXOGunXrMmLECIyMjF57vEQioX379ixbtowWLVpw7tw55s6dy+3bt/H1hY8+grt3wdERzMzUGruvvlJ/b9Uq2LYNGjVS65B/+QWsrQ1o2bIVnp6ezJkzBzs7Ow4ePMj06dPZsWNHnhbj0sDQ0JC5c+cyduxYpFIpx48fZ9q0aaSkpJT2pREWFoZMJtMYIkmlUgYOHMisWbOoUaMGKpWKO3fu8MMPP3DlyhWdSS4CAwOxsrISDb5KgYSEBPbv3w/AZ5999srI2PwkAfHx8VqL22yzNgClUsmRI0cQBIFevXppxQHmxMnJSaut3tzcHBMTEzIzM/PIT0qrCFBcT4C3qRPg0KFDCILAJ598ovM2Z39/f168eKExMs3vnhIRyYkgCFy9epWpU6fy119/8d5777Fq1SpGjBihVy2+QqHg8OHDbNy4EZVKxfDhw/n888/F+1akwiAWAcoZuVv4XzXhK+g4GRkZCIKAsbExBgYGoidAPpw4cYK7d2/RrFkr9u5tQXbHbI0aMGAALFgQRsOGnvToEULbtm0BdUpASEgITk5O1KxZsxSvvuAEBASwZ88ebG1tGTVqVKGKQtWqVWPBggV8/vnnxMTEsGjRItLT/8vo0QqGDoXhwyEhAb77Tp0W0KMHdO2qzt89dw5cXODTT9VjSSTq3cuuXbvi7e3NpEmTMDExYefOnUydOpX9+/drCmGlyciRI1m0aBFmZmbcuXOH8ePHa3KvS4ugoCAEQaBBgwZa32/Tpg3u7u40aNAAiUTC06dP8fLy4vDhw8Ve3KSnpxMREUGlSpWoWrVqscYSKRwqlYp9+/YRFhZGz549adSo0SuPq1u3rtYC2MzMDCsrK5RKpVZhLSwsTLNwv3nzJnfv3qVRo0a0bNky32swMjLSMguUSCT5RgWGh4eXSApIQT0B3tQJ8LalA7x48YJbt25hZ2en80hbpVKJr68vgiBgZ2dHt27ddDq+SMUkJSWFDRs2sGjRIuLi4hg+fDgrV67U6+4/QHJyMps3b2bv3r1UqVKF8ePH06NHj3LT1SkiUhDEu7mcIZPJNEUAOzu7105iXkd2EQDQ6KjEToC8PHz4kBMnTlC1alVGjHBl+nQJDx+qd7ivXVNr2k+fPk1Wlpxu3bppKsTZUoDOnTuXiw+NmJgYtm3bhkqlwtXVtUht3aampowaNYr58+dja2vL1q1biYr6gZMnY9m4Ue0J4OwM1apB7dqwcqVaDrBp06tjyUC9q9i/f398fHz4z3/+g0KhYOPGjUyfPp2TJ09qXgulRceOHVm7di329vY8e/aMCRMm8M8//5TKtQiCwP3797GxsXmlB0WdOnVYtGgR7du3x9DQkNjYWDZv3syWLVuK9XuMjIwkKSmJ9957r9wlYJR3Lly4wOXLl2nQoAH9+vXL9zgzMzNq166t9b1XSQIEQSA4OJj09HSOHDmCqakpffr0eePfNT9fgNxFAIVCQXh4+JufWDHRlSfA25YOcPjwYTIyMujSpYvOd1jv3LmjSVXp0KGD5v4TEcmPgIAAZsyYwb59+3B0dOSHH35g7Nixet+Jj4yMxMfHB39/fxo3bsykSZP44IMP9HpOEZHSoOyvTkS0yNkJUJxdt5zFBBMTEwwMDLCystLJNVYU5HI5f/yxF7lczoABQzE3r4KrK/z9NwwbBt9+C66uyVy4cJNatWrRpk0bAC0pQHZnQFkm2wjwxYsX9OrVS/M8ioJEIqFly5YsXbqUdu3acfnyZZYsmc3Dh9cRBAFBUHsC3LoFnTrBqFFgYwN16/5rFphNzrWCjY0Nw4cPx8fHB1dXV16+fIm3tzezZs3iwoULeo2/exN16tRh06ZN1K1bl+TkZObMmcPhw4dL/DpkMhnPnz/H3t5e4wyfG3t7e+bOnUv//v0xNTUlOTmZ/fv34+3tXWSpxePHj0lLS8t3F1pEPzx//hxfX19MTU0ZPnz4GyfGuSUB2fdIXFxcHkmAv78/ISEhtGrVqkDmV68zB8y9g14SkgBdFwHehk6AzMxMzpw5g5GREYMGDdLp2IIgcPDgQbKy1NG5rytYiYhkZGSwc+dO5syZw9OnT+nbty+rV6+madOmej/37du38fLy4smTJ3z00UdMnDhRlLmJVFjEIkA5I+cOfnHyuF8VDyjGnGhz4sQJgoMDadu2LcePt+GTT2DMGLWRXa9e8PvvAk+fxhAXZ0O3bt00HRWRkZGEhoZSu3btMi8FUCqV7N69m9u3b9OmTRsGDBigk/ugatWqzJ07ly+//JLExER++OEHdu7cSWZmBpmZ6mPMzOC99+D99yEyUi0DyCYkRB29mMunDHt7e8aOHcvq1avp3bs34eHhLFu2DHd3dwICAkotVtDW1pZ169bRsWNHsrKy8Pb2Zu3atSW6cAgPD0cmk2la/vPDwsKCb7/9li+++AIbGxsyMjI4c+YMS5cuJSwsrNDnvXfvHpaWlnl2mkX0R1ZWFnv27CE2Npb+/fsXqHOnXr16WveFubk55ubmKBQKrVSAgIAADh06ROXKlendu3eB3g8cHR21nLmNjY2xtLREpVLlSRwoL0WA3HKAit4JcOnSJWJiYmjcuDE1atTQ6djh4eHcunULgMaNG+cxkxQRyebp06fMmzePbdu2YWVlxbx585g2bVqRpa8FRalUcuzYMdatW6eJWR0zZgwWFhZ6Pa+ISGkiFgHKGXFxcWRlZSGVSovVCfCqIoDIvwQHB3PihDobOytrJJcvS/j9d7WWXSaDrVvB0DCUDz5YRrNmRlq751euXCE5OZnOnTuX6cKKIAgcPXqUc+fOUb9+fT7//PM3GgEWBmNjYz777DMWLlxI1apV+e2331i8eDFxcc9RKODoUfDxgd9/V/sr5EQiASsrcHCAq1fhf4bSGmrUqMGUKVNYsWIFzZs3559//sHNzY0ff/yR58+f6+w5FAZjY2MWLVrEyJEjkUgk7N+/n7lz55aYZOHx48fI5XKNKeDrMDQ05LPPPmPq1Kk4ODigVCq5ceMGP/zwg2ayXhCUSiVBQUHY2NiU+YJXReL06dPcvHmTpk2b0qNHjwI9xtLSMs/fKLsbIDY2VvO9hw8f8vTpUzp37kz16tULNLZUKs1TBMpPEhAVFUVaWlqBxi0q+RkDFsYTILccoKJ3Ahw6dAiATz75ROdjHzlyhJSUFIyNjRk4cGCZ/lwUKR0UCgWHDh1i+vTp3L17l44dO+Lj40OnTp30fr+kpaWxbds2du/eTeXKlfn666/p27evKG8TqfCIRYByRnbOsqmpqWaSVRRyewKIfgD/IpfL2bt3LxkZ6QwePJjoaEs++0ztcD9ypPrf2bMC69ffJysri+7du2v0k9lSACsrq2K11ZcEV69e5dChQ1SrVo0xY8borRDUpEkTli1bRteuXfnnn3+YM2cO165dYvyCEYEAACAASURBVO9egY4dtY/N3mz76y9ITARjY5g5E6ZOVXcL5Nzol0gk1K1bF3d3d9zd3XF0dOTPP/9k5syZ/PHHHyQlJenl+bwOqVTK2LFjmT17NsbGxly9epVvvvlGa5GlL+7evYuVlVWBd+QlEgldunTBzc1NY7L06NEjPD09OXnyZIG6KqKiokhISKBWrVrijkkJ8eTJE44ePUrlypX57LPPClW4yy8lIC4uDkEQSEpKIiQkBKlUSvfu3Qt1Xa+LCsyJIAiEhoYWauzCouuIwIreCRAeHs79+/epUqUK7du31+nYiYmJ+Pn5AVC7dm2aNWum0/FFyj/R0dEsWbKEdevWATB58mTc3NzylbXpkqioKNasWcPZs2d5//33+e6772jevLnezysiUhYQiwDljOwiQHEi/RQKBSkpKVqeAGIR4F+OHz9OYGAQ7dq1o3Xr1vTsqd75P34cMjLU7esmJmncvRvGu+++S6tWrTSPjYiI4OnTp9SuXbvAu2ilwaNHj9i5cydmZmZ8/vnnOm//zI2dnR0zZ85k/PjxpKWlsWzZMrZs2YJcLtc6zsAA0tPVv+8PP4R9+9TeAJ9+CtWrw5YtcOJE7tGltG7dmlWrVjFp0iQMDAzYvHkzs2bN4syZMyXiRp6b3r174+XlRaVKlQgNDWX8+PEEBATo7Xzp6emEhIRga2tb6PuuYcOGLFq0iFatWiGVSomKimLDhg3/k29kvvaxT58+JTk5WfQDKCHkcjl79uwhOTmZIUOGFFqrmlvfb2lpiampKZmZmchkMh4+fIhCocDOzq7QRZ3ckgQbGxukUinJycl5XoP6lgTkXrC/qgiQs93/VbxNEYG+vr6agrYuu8EAzpw5Q2xsLFKplP79++t8fJHyi0ql4uzZs0ydOpULFy7w4Ycfsnr1avr161ciu/APHjzAy8uLwMBAOnbsyKRJk7SSTkREKjpiEaAckZGRodFXFqeFXyaTIQiCKAd4BUFBQfz1119Uq+ZIx45DWbhQSq1aai+AM2fg88/h//5PIDw8CUfHG3Tr1k3LRfnSpUukpKTQpUuXMtvyGBMTw5YtW8jIyGDIkCEFah/XBYaGhgwaNIhFixZRs2ZN/vjjDxYuXJgnVu/6dXjxAuLiIDMT+vaF8eNhzhwIDv73uOho9X+lUlCp1PdxdpLAp59+SmxsLKtWrWLBggXcvn27xP0CGjduzMaNG3F2diYhIYGpU6dy+vRpvZwrIiICmUxGnTp1ipQYkh3x2LNnT4yNjUlMTGT37t2sXbv2tR0V9+/fx8TERO9xTSJqjh49yoMHD2jXrh0dOnQo9OMrV66Mo6Oj5muJRKLZbYuIiCAyMlJTSMp2ci/M2DmLyTljZ3N3Azx58kSvr8eCdAK86XWSs0hQkeUA6enp+Pn5YWxszIABA3Q6dmZmJkePHgXUPjGdOnXS6fgi5ZfExES8vLxYsWIFKSkpfPXVV3h4eJTIIlylUnH69GnWrFlDUlISgwYN4uuvv9a774CISFlDLAKUI3I6+hdn4Z6YmEhWVhYqlQpDQ0MMDQ3FTgDUujC1DEC9ODY3tyUhAc6ehW++AVdXGDgQXFyiad7cCxcXF60uAJVKxd9//421tXWZlQKkpqby66+/8vz5c3r16qXzLOiC0LBhQzw8POjVqxf37t1jzpw5nD17VjPJzspSSwGGDVMbMDo7w9Kl6kjG+fPB3h6GD1fLMkaPVhcKcm7o2dra8vXXX+Pt7U2HDh24f/8+7u7urFq1qkTiyXLi4ODAxo0badGiBRkZGSxdupRff/1V5wug7B35Jk2aFHkMa2trpk2bxmeffYalpSVyuZzjx4+zfPnyV/osCILAgwcPsLGxEXdPSoB79+5x6tQpqlevzrBhw4ocPZqfJCAmJgaJRKIpJAUGBhZqXIlEUuCowMTExDzf0yW6KAK8LZ0A58+fJz4+nqZNmxbLZ+hVXL9+XWM2+tFHH4mLLBEEQeDGjRtMmzaN48ePU7t2bVasWMGIESMwNjbW+/nT09P5/fff2bFjBxYWFnz55ZcMHDiwyHHbIiLlGbEIUI7IqeOvXLlykd8wc5sCAmIRgGwZwEPatWuHvX1rrKzUu8+bN6t3ot9/H0aMELCwOICZWRzdu3fX+huEh4cTFqaWCOTcbSsrKBQKfv/9d+7du0e7du1K1aCpcuXKTJ06lYkTJ6JQKPDy8mLNmjUkJiby0UfqHf/mzeHePXB3h9BQtRTg0SPYuROcnOD0abC0hDVrtL0CsjfsnJ2dmTdvHkuWLKF27dqcOnWK2bNns2PHDr0uQHJjZmbGihUrGDhwICqVih07drBo0SKdyhTu3r2LmZkZderUKdY4xsbGfPnll3z77be88847KBQKLl++zA8//JBnUfjy5UuioqKoWrUqtra2xTqvyOuRyWTs3buXrKwsXF1di/X7zl0EsLa2xtDQkKSkJOzt7TUSg+Dg4EIvfF9XBMhd+NKnJKAgxoAF6QSo6BGBgiBw+PBhJBKJXmIBDxw4gFKppFKlSvTp00en44uUP1JTU/n5559ZuHAhUVFRuLq64uXlVaAYUl0QFxfHunXrOHHiBC4uLnz33Xe0adOmzHZtiojoG7EIUI7I2QlQHMOU3B0FUqn0ra/QBwUF/W+XzYEhQ4YwebKEzp3hwgVYvRoeP4Zly+DKlSf8888/1KlTh5YtW2qNcenSJVJTU+natWuZ+1ARBIEjR47w999/06hRI0aOHFnq2kwDAwP69u3L0qVLqV+/PsePH2f27NncunWLqlXVk/a4OLUcwMMD3n0XLl6EqlVh1iz1GO++Cw8eqNMEIiIgNvbfrgBBUE/6mzVrhqenJ9OnT8fU1JSdO3cyc+ZMTpw4oSmq6RupVMqUKVOYPHkyhoaGnD9/nu+++47ExMRij61UKgkODtaZQ79EIqFPnz7MmzePWrVqIQgCAQEBeHh44Ofnp1lQhYWFIZPJaNSoUZm73ysS2RnrT548oVu3bsU2VnvnnXc0u/+gXjDL5XIMDQ21omLT09N5+vRpocbObUppaWmJkZER6enpeVIySrII8KpOgDdpjg0MDLTkABWxE+DJkyc8fPiQatWq5fk8Ky4PHz7U+KA0b95c774zImWboKAgZs2axR9//IG9vT2LFy9m/PjxmJubl8j5Hz58iJeXF3fu3KFt27ZMmjSpQNGqIiIVGbEIUI7IuYNfnJ3m3J0AVlZWRW4trQjklAEMHTqUypVt6d9f7Uy/cSP8/TfUrAkrVgj89tsDlEplHgMllUqFv78/NjY2WhKBssLFixc5fPgwTk5OjBkzBisrq9K+JA0uLi4sXryY4cOHEx0dzaJFi9ixYwdyuZzRo2H3bsj2nbt8WS0HsLNTewKkpUG7duqfffEFDBkCe/aov85el6pU6h3uXr164ePjw+jRo5HJZPj4+DBv3jxu3LhRYrt8gwYNYtmyZVhaWhIUFMS4ceOKvRh68eIFCQkJODk56dShv1mzZri7u9OkSRMkEgmRkZH8+OOP7N27F4VCQWBgIIIglNguztvK1atX8ff3p06dOgwYMKDYBReJRKLVDfD06VOSkpKwtLQkJSVFa8e+sJIACwsLHBwctM6V3WWWkJCgdWxoaKjeXne68gSo6J0Avr6+KBQKevbsqXMjtkOHDiGXyzE1NdW514BI+SEzM5Pdu3cze/ZsHj9+TJ8+ffDx8aFFixYlUjwWBAF/f39Wr15NXFwc/fv3Z9y4ccVK1xIRqSi8vSu/ckh8fDyZmZlIJBKtiVZhySkrEJMB4NixYwQFBdO+fXvq1m3FP//AiBGwdy98+aV6kbltG+zaFYZcfoj33nsvT4TM06dPCQ8Px8XFpVh/G30QFBTE77//jqWlJaNGjSqTUgVzc3PGjBmDm5sbDg4O/Pbbb7i5ufHkyROy5+pKpboYcO+e+msPD0hKgoYN1X+ru3dh2jT473/hyJF/x5ZKQaFQew3Y2NgwatQofHx8+Oijj3j48CGLFy9m2bJlencsz6Zly5b89NNPODo6EhMTw8SJE7l06VKRx8vekdeHwWOtWrVYuHAhXbt2xcjIiPj4eLZv387GjRu5desWNjY2ODs76/y8ImpiY2M5cOAABgYGDB8+HEtLS52Mm10EkMvlPH78GHNzc4yMjJDL5aSlpWmOCwoKKvTit6BRgXK5XJN2o2vykwOIngD/kpqair+/v8ZQVZfExMRw+fJlAOrWrUvDhg11Or5I+SA8PJz58+ezefNmzMzMmDt3LjNmzCixOWdmZiZ79uxhy5YtGBkZMWrUKIYNG1Yi3gMiIuUBsQhQjnjx4gWgXrgXp4qZuxPgbS4CBAYGcurUKWrUqM7gwYPZv1+i8QCYMQNu34b16yEyUiAm5jAqleqVMUqXLl0iLS2tzKUCvHjxgl9//RWFQoGrq2sePXBZQiKR0Lx5c5YuXUrv3r0JDAxk7ty5HDlyBIVCgYEBzJwJCQnQp49aKvDVV1CrllqysXmz2rjxwAF154aXF8ybpx770SP4/vt/CwjVq1dn5syZLFu2jPfff5+///6bOXPmsHnzZuLi4vT+XJ2dndm0aRONGjUiLS0NNzc3/vjjjyKNFRAQgEQioUGDBjq+SjW2trbMnDmTQYMGYW5uTmpqKocOHeLs2bOYm5uXyaJSRUCpVLJv3z6eP3/Oxx9/rNOOC0dHR2xsbHjy5AlyuZzatWtrJAKxsbGa41JSUoiMjCzU2LlbbLP9CxITE0vMFyB34SL765zvzW/qfqvo6QCnT59GJpPRqlUrnXt6nDx5kpcvX2JgYMCAAQNKJO5NpOygVCr5888/mT59Ordu3aJdu3b8+OOPJTo/evnyJRs2bODw4cPUrFmTiRMn0qlTpzI1PxMRKW1EO8xyRExMDFC8hbtSqSQ5OVksAqCWAezbt4/MzEyGDBnyP1d56N1bvXu8fbtaCnDjBmRlJWBqeot69erl6QLIKQVo3bp1KT2bvCQnJ/Prr78SHR3NgAEDihQpVhrY2toydepUPvzwQ7Zu3cpPP/3E7du3GTduHFWrVmXnTnUBwMYGjIxg4kS1aePAgerdfn9/9YK/SxeQydRJAi1aqB+TQwqNRCKhUaNGLFu2DH9/f3bt2sUff/zBhQsXGDx4MD169MDMzExvz9Pa2hofHx9WrFjBX3/9xYYNGwgLC2PGjBkFlucIgsD9+/f17tBvZmbG+PHjcXBwYOfOnbx8+ZKkpCSioqIIDw/PowUXKT4XL17k2rVrNGrUSOemahKJBDs7O0JDQ7GxsaF27dqkpKQQFRVFXFwctWrV0hwbGBhYqHvLyckJAwMDzc65qakpZmZmyOVykpOTtfxnnjx5opf3pdzFhlfJAd60GKjInQCCIPDnn3/qxRAwLS2NkydPAupia9u2bXU6vkjZJiYmhg0bNnDx4kUsLCz47rvv6Nu3b4m674eEhLB161ZCQ0Np0aIFo0aN0vJBERERUSN2ApQTFAqFRlNZnIV7UlISKpVKJ1GD5Z2jR48SHBxMx44dadmyJdkdpDVqQLVqMHeuus385Ekl9etvRSqV0qNHjzwfZiEhIURERFCnTh2qVKlSCs8kL1lZWfz2228EBATQsWNHPvnkk3JVAZdKpXTr1o3ly5fTsmVLLly4wOzZs7lw4QKCIPDOO+oCQEgInD8Py5erHyeTwZkzMGAA/PAD/PQTpKbClStqv4Ccm9bZc3pDQ0O6du3K6tWr+frrr8nIyOCnn35i9uzZXLp0Sa+Tf0NDQ+bNm8fYsWORSqUcO3aMadOmkZqaWqDHJyQkEBMTg4ODg94d+g0MDBg0aBAzZszA3NwchUJBeno6S5cu5V52i4WIToiJieHIkSOYmJjg6uqKiYmJTscXBIHw8HAUCgXvvvuuprvM0NCQlJQU5HK55ths74eCYmRklKdokJ8kIDw8XKcpGYXhTe+HFdkTIDAwkJCQEJydnYsVK/oq/Pz8NJGivXr1KjHjN5HSRRAE/v77b6ZOnYqfnx8NGzbEx8eHAQMGlFgBQBAErly5gre3N8+ePaNPnz588803YgFARCQfxCJAOSEpKUmzcDcxMSmym39iYiIKhQKlUomBgQGGhoZvZSdAQEAAp0+f/t9OxWAkEgk5P6cEQW0oZ2kJSuVNHj++S+PGjWnatGmesS5evIhcLi8zqQDZbuIXL17kww8/ZPjw4eU2A7dGjRq4ubnx9ddfk5KSwvLly1m/fj1JSUmAOh3g0iV1YgBAcrK6cPPZZ+qv795VL/Y7d1Z3eFy8qPYMADAw0I4WtLS05NNPP8XHx4ePP/6YsLAwli5dypIlSwgODi7UQqiwjBw5koULF2JmZsbt27cZP348z549e+PjwsPDkclkNGjQoETuPYlEQvv27alXrx5mZmZIJBIePXqEp6enpkAjUjxUKhUHDhzgxYsXfPzxx3pxsL5//z6PHj3C0dFRs2CXSqXY2dkB2pKAxMTEQmv3XxcVmBOlUkl4eHihr/9N5Hcf5nyNFKQToKKmAxw8eBClUkmfPn10agqclZXFgQMHUKlU2Nvb06tXL52NLVJ2yTbaXbZsGUlJSXz55ZcsX768RP1iFAoFBw8e5OeffwbUn6nDhw/XxGCLiIjkRSwClBOSk5PJzMwE1CZqRX1jk8lkGlNAU1NTLffmt4XU1FT27dvHgwctefx4Gm5ulfj1V+1jVCq1JCAzM5M///wTMzMzevXqlWfCpFQquXDhAjY2NjqPWCoqfn5+HDt2jFq1avHFF1/o1DG+NDA2NmbYsGEsWbIEFxcXfH19mTt3Lg8ePAAgZz1MLoe6ddWeABkZamlA9epqScAPP6jTHv77X7WnQGDgvwkCOalatSqTJk3C09OTJk2acPXqVebPn8+GDRuIjo7W2/Ps3Lkza9as4Z133iEyMpJvvvmGW7duvfYxjx49IiMjQy+mgPmhUCh4+fIlDRs21EoOWLNmDUePHq1QO6alweXLl7l69SoNGjSgZ8+eOh9foVBw5MgRDA0N6d27t5ZeO3vHLLcvRmFTAl5VBJBIJMhksjyLaX34AuQuAryqKPC2dgLIZDIuXbqEpaWlzmUmV65cITQ0FIAuXbqIO7AVHEEQuHXrFtOnT+fIkSM4OTnh6enJqFGjdN699DqSkpL45ZdfOHDgAA4ODnzzzTd069btrU69EhEpCOIrpJyQkpKiKQLY2toWedcvtymgRCIpcldBeeXo0aPcu/eMiIiBjBpVhf791W3lDx+Cr6/6mOx58eXLlwkJCaF58+avNOYKCQkhMjKS999/v0xIAe7fv8/u3bupVKkSo0ePLhPXpCvq16+Ph4cHQ4cOJSIiAjc3N3bv3q0paoG6AGBvD926qZMd9uyBrl3VkYJyuVrm4esLvXqpOwjyQyKRUK9ePRYvXsz8+fOxt7fn4MGDzJgxg3379pGSkqKX51i3bl02bdpEnTp1SEpKYtasWRzJGXWQi7t372Jtba2l4dY3z58/5+XLlzRq1Ah3d3c6d+6MoaEhsbGx/PLLL+zatavUWrzLO3FxcRw6dAhjY2NcXV31sot15coVgoKCaNq0KR9//LHWz2xtbZFKpSQlJWm9rgpbBHB0dNTy0zA0NMTKygpBEEhMTNQ6tiSKAK/ibfUEOH78OKmpqbRt21ann/0qlUoTH1qpUiUxFrCCk5aWxpYtW3Bzc+PZs2cMGTIEb29vvRnU5kdYWBje3t5cuHCBDz74gEmTJolpFCIiBUQsApQTkpOTNZMyXSUDmJiYYGlpWW5bxYvCgwcPOHPmDOHhwxk0yJKBAyXUqwfr1ql3ibdvVy8QY2PVHQPHjh3D2tqanj17vnLSeOHCBdLT0+natWspPBttnj17xtatWwH49NNPqVu3bilfke6xtLRk3LhxzJ8/n8qVK7N161bc3d01LcWGhrB1K6xaBQ0aQOPG8Omn6sd++y0kJqq7A6ZMUScLvAkDAwM6dOiAt7c3EyZMQBAEfv75Z2bNmoWfn1+eKDJdYGdnx/r162nfvj1ZWVl4eXnx008/5dmJTE1NJSwsDFtb2xJ16A8NDSU5OZkPPviAypUrM2vWLPr27YuJiQkymYxdu3axadMmLV25yJtRqVQcPHiQ58+f06dPH+rUqaPzc6SmpnL06FEsLCzo06cPLi4uWjt2BgYGGm+JnN0AsbGxWhKBNyGVSvOYReYnCXjx4oVWLKEu0EURIGc6QEXpBFCpVJw4cQKpVMrgwYN1OvadO3cICgoCoG3bttSoUUOn44uUHR49esTs2bPZtWsXdnZ2LFq0iAkTJpRo16EgCFy8eJEVK1YQHh5O9+7dmThxYpmLaBYRKcuIRYByQs5OgOK02L3N8YCpqans37+fjAwVffs6sXixepdt715YsQK8vWHXLnB2hmfP1G31z549o127dq/cac2WAlSqVIkWLVqU8LPRRiaTsWXLFuLj4+nXrx9t2rQp1evRJxKJhNatW7N8+XK6devG7du3mTNnDidOnNDs1jVtCgsWwJIlah8ADw91F8CQITB1qjpmsDCYmZkxaNAgfHx8GDx4MFFRUXh6erJw4ULu37+vcy28sbExS5YsYcSIEUgkEvbu3cu8efM0r12AiIgIZDIZdevWLdEIrnv37mFmZqbJgzc3N2fixIl8+umnWFhYkJaWxuHDh/H29s6z6yuSP9euXePy5cu8//77etNSnzt3joiICNq3b4+LiwsGBga8//77WsfY29sD5Fn0Zy/wCkpBfQEATQu5riiIJ8CbyNkJUFE8AW7fvk14eDguLi46jZwUBIE9e/aQmZmJpaWlzhMHRMoGmZmZ7Nmzh5kzZxIcHEyPHj3w8fGhVatWJeqHlJ6ezq5du/j5558xMDBgxIgRfPHFF6IJpYhIIRGLAOUEmUymabHNNm8q6jg5PQHeliJAdiTSw4cP6dy5HW5utbG0VP9s7FgYN079/2Zm8OIFXL6cyokTJ7Czs6N79+6vHPPx48c8e/aMevXqlar2MTMzkx07dvzvuXXm448/LhMGhfrG3t6eGTNmMGnSJARBYM2aNaxatYr4+HjNMZUrqxf/Fy6oOwLOnYNKlaCoRvrvvPMO//d//8fKlStp1aoVt27d4vvvv2fNmjUFMvIrDFKplHHjxjFr1iyMjY25cuUKEyZM0CzOQkNDSUlJ0bm79+sQBIGAgIA8kYRGRkaMGTOGr7/+mkqVKpGZmcnZs2fx9PTkxYsXJXZ95ZWEhAR8fX0xNDTE1dVVL9GUsbGxnDhxAnt7ey2vgfr162sdZ2dnp9HvZxeeofi+ANbW1hgYGJCamqolNQB1VKA+0YUnQPa/8syhQ4dQqVT069dPp58RDx8+5Pbt2wB8+OGHvPfeezobW6RsEBERwffff8/PP/+MsbExM2fOZPbs2cXqTC0KUVFR+Pj4aHyPvv32W7p37y7q/0VEioD4qiknxMfHIwgCRkZGRV64q1QqZDLZWxkP+ODBA86ePUtGRjcyMlyRSCRkf2bk7Jo/c0YtBbC3P05CQgJdunSharb1fC78/f3JyMgoVSmAIAjs37+fK1eu0KxZMz777LMS3RUubQwMDOjTpw/Lly/nww8/5MyZM8yePZurV69qJuwuLnD8OPToASYmatlHcXFxceH777/H3d2dGjVqcOzYMWbOnMnu3bs1yQW6ok+fPnh5eVGpUiVCQkIYP348AQEB3L17F3Nzc82OfEkQFxdHTEwM1apVy/PeIZVKGThwIFOmTKFKlSoolUquXLnC0qVL9b7IK88IgoCvry8RERH06tUrz868rjh58iQymYyPPvpIyyvExcUFIyMjzdeGhoZUrlwZQRC0CmrPnz8vVGdH5cqVtT6rpFKp5uvc3QAhISE6XWDrwxMAKNfdAAkJCVy7dg1ra+t8C9tFZd++fcjlckxNTRk2bNhbUYR+W1AqlRw/fpzp06dz48YNWrVqxZo1a+jRo0eJL7xv3ryJp6cngYGBtG/fnilTpujt/VJE5G1ALAKUE7InY9k6/qKQnJyMSqXS8gR4GzoBUlJS2LdvH+npKm7e/Iy1ay0YPRrOnlX/PHu+Ehmpzpv/9tuXmvjA/Bb4CoWCS5cuUblyZZo3b15CzyQvp0+f5sSJE7i4uDB69Gi97CCWB5ydnVm4cCFjxowhISEBDw8PfvnlF1JTUzXHfP01LFwIdepoRwMWFalUSqtWrVi5ciWTJ0/GyMiIX3/9lRkzZnD69GmtXdTi0rhxYzZs2ICTkxMJCQlMmzaNGzduYGNjQ82aNXV2njcRFhZGUlISjRo1euVEXyKR0KVLF+bPn4+zszOCIHDv3j08PDzemHTwtnLjxg0uXrxI3bp1de7Wnk1oaCh+fn44OzvneU8zNjbO4z+gC0mARCIpsCQgMTHxlTKBoqIPTwCgXPsC/Pnnn8jlcjp16qRT7XZERARXrlwB1F0lJZlUIqJf4uLiWLZsGatXryYzM5MJEyawePHiEvWgAXX05MGDB1m3bh0ZGRkMHTqUcePGlXgXgohIRUMsApQTEv4nYjY2NsbKyqpIYyQmJqJUKsnKykIqlWJsbFzhiwDZMoDHjx/TtWt7PDxMGTQI+vaFNWvg++/V8XGhoVCjhtoXQKU6TFpaGl27ds339/Po0SOeP39O/fr1iyXPKA63b99m79692NraMmbMmLc+jsnU1JQRI0awaNEinJyc2Lt3L/Pnzyc4OFhzTPa8X5cbVSYmJvTt2xcfHx+GDx9OQkICXl5eLFiwgFu3bulsh9PR0ZGNGzfSvHlz0tPTefDgARKJpERzkAMCApBKpW/UEzdp0oSFCxdqnKJDQkJYuXIl58+fL/ct1bokMTGRgwcPIpVKGTZsmF40rdnvgVlZWfTs2fOVReT8JAEvX77UMr/URVQgqIsAue8DXaYEiJ0A2igUCk6ePImBgQEDBw7U6di+vr4kJydjZGTEsGHDxLbsCkC2FINmHwAAIABJREFU6d7UqVM5e/Ys9evXx9vbm8GDB5e4kXRCQgLr169n3759VK1alXHjxtG/f/+3ytBaRERfiO/W5QClUqlpMTY2Ni5yJ0BOKYCJiQkSiaTCFwHu37/PuXPnqFmzJgMHDqR5cwlXr0LVquoF/8WLagnA+fPq4y0tQ/H398fZ2ZlOnTrlO262FOCjjz4qmSeSi/DwcLZt24ZUKmXEiBF5JttvM40bN8bDw4NPPvmEJ0+eMH/+fPbv36/32LrKlSvzn//8B29vbzp16kRAQADu7u6sXLmSsLAwnZzD3NyclStX0qZNG9LT03n69CmLFi3SS0rBq7h//34eP4D8ePfdd/n+++9p1aoVUqmU58+fs3btWnx9fcv1jqquEASBQ4cOERYWRvfu3fUWrXXnzh3++ecf6tevT9u2bV95TN26dbUWb8bGxtjY2OSRBISHhxcqHjN3QoC5uTkmJiZkZmZqdemAfosA2V/nXPi/qQggkUjyHae8cf36dZ4/f069evV0Kh+Ki4vj3LlzgFpW0rJlS52NLVI6JCUl8eOPP+Lh4cHLly8ZPXo0np6epTLHCAoKYsWKFdy4cYPmzZszZcoUPvzwwxK/DhGRiopYBCgHpKSkaIyUitsJkNMPAKjQngApKSmaxd/QoUOpVKkS772nNgEMD4datSAiAmbPhmPH4L//FThx4gQKhYIePXrkuyuXlZXF5cuXsbW1pVmzZiX7pFDvom3ZsgWZTMaAAQPEidcrsLGxYeLEicyaNQtLS0t+/vlnlixZwvPnz/V+bicnJ+bMmcOSJUtwcXHR+BRs27ZNJy3PUqkUZ2dnHB0dMTEx4dy5c3z33Xd6d+JPSUkhIiICOzu7fH0ycuPg4MD8+fPp2rUrRkZGxMfHs3XrVrZv365TuUR55NatW/j7++Pi4kK/fv30co6srCz+/PNPDA0N6d27t5b2PyempqZ5JvmvkgQIgqDVWfMmLCwstFqHJRJJvpKA0NBQnRWHdLFYL4qZYFnl0KFDCIKgc0PAI0eOkJCQgIGBAYMHD873/hIpH9y5c4cZM2Zw6NAhqlWrxrJlyxgzZkyJdpuBWnZz8uRJvL29SUhIoF+/fkyYMKHAnzsiIiIFQywClAOSk5M1E2ZTU9Mit4zmLgJYWFhU6A/tEydO8PjxYzp16qS1WO/QAW7cgFat4KOPYPp08PSEDz4I5Nq1a7z33nuvjdjLlgI0bNiwxDVpGRkZbN++nSdPntC1a1e9RYlVBCQSCR07dmT58uV06NCBa9euMWvWLM6dO6f3nWiJRELTpk1Zvnw506dPx8LCgt9//50ZM2Zw/PjxYi2Asx36a9Sowfz587GwsCAwMJDx48frPGotJ+Hh4chkMurXr1+oll8bGxtmzJhB//79MTU1JSkpiT179rB+/fo8u8FvC0lJSRw8eBCAYcOG6S1f+9KlSwQHB9O8eXM++OCD1x6bWxKQLS9KSEjQaoMvriQgP3NAuVyusyQJXcgBKgrR0dHcunULOzs7nXauJSUlcfLkSQBq1qxJx44ddTa2SMmSkZHBtm3bWLBgAeHh4QwYMAAfH59S8XdITk5m8+bN/Pbbb1hZWfHll1/i6upa4oUIEZG3AbEIUA5ISUnRLBoqVapU5MlLziJARTcFfPToEWfOnMHR0ZEBAwZo/c4cHdWeALVqqSUBAE5OSo4ePYpEIqFXr14YGxvnO7afnx9ZWVl06dJFv08iFyqVij/++IPr16/TokULXF1dRf1lAXBwcGDOnDlMmDCBrKwsVq5cyerVq3VqRJYfxsbG9OzZk9WrVzNmzBiSk5NZs2YNbm5u3Lt3r0g7lrGxscTExODo6EjXrl1Zv349Dg4OREdH8+2333Lp0iU9PBN1DFhmZiYNGzYs9GPNzMyYMGECI0eOxNLSErlcztGjR/Hy8tL4nbwtZMsAQkND+eijj2jUqJFezpOcnMyff/6JlZUVffr0eePnxvvvv691jImJCdbW1qhUKq2/UUhIiOZzpCDk5wsgk8nyFON0KQl4E2/6feR8bWYfWx4LB4cOHSIjI4MuXbpgYmKis3FPnTpFdHQ0EomE/v37v7WmtOWdyMhI3Nzc2LlzJzY2NixcuJBJkyYVWXZaHJ4+fYqXlxd+fn7Ur1+fyZMn07Zt23L5uhMRKQ+IK4hyQM5OANuiBpyj3tGRy+WAWptZUYsAmZmZHDhwgLS0NAYNGvTK3fpevWD7djA3B6USbt++xf3792nUqBFNmzZ97dhXrlyhcuXKJS4FOHnyJKdPn6Zu3bqMHj1arIwXAiMjIz755BOWLl1KgwYNOHnyJLNnz9apcd/rsLa2ZuTIkaxevZpOnTpx79493N3d2bBhQx4H9jeRvSPfsGFDJBIJzs7O/PzzzzRs2JC0tDTc3Nz4448/dP4c7t69i7W1NbVq1SrS4w0NDfn888/5v//7P2xtbcnKysLPz4/ly5fz7Nkz3V5sGebOnTv4+/tTq1Yt+vfvr7cJ7tmzZ3nx4gUdO3Ys0N/M0tIyj9dDdjdAXFyc5nsqlYqHDx8W+DqcnJy0TLxMTEywsLDQ8rrJRldFAF14ArxqnPJGZmYmZ86cwcjISKeGgHK5nMOHDyMIAg4ODjqPHBTRP4IgcPbsWWbMmMHNmzdp3749Pj4+pbLoFgSBCxcusHLlSsLDw+nevTuTJk0qkPeMiIhI0RGLAOWAnJ0ARXWiVygUyGQyTRHAzMys1Fzt9c25c+d48OABLVu2fG1bf3ahW6nM5NixYxgbG9OrVy8MDAzyfUxwcDBRUVE0bty4RIso//zzDwcOHKBKlSqMGTOmWMWgtxkXFxcWL17MiBEjiI2Nxd3dnR07dmheF/qmevXqzJ07F3d3d6pWrcrBgweZNWsWx44d0/h+vIng4GAUCoVWq6a1tbUmu1mpVLJhwwY8PDx0ZoaYmZnJ48ePqVSpEtWrVy/yOBKJhH79+jFt2jQcHR1RKpVcv34dDw+PQi0syyvJyckcPHgQpVLJsGHDiuzv8iaio6P566+/cHBwoGfPngV+XG5JQLYvQHx8vNaufWEkAUZGRnliLLMLs7m7QMLDw3Vyz+pCDlARPAEuX75MdHQ0jRo10mmUqL+/PxEREQD07t27QnsLVURSUlJYu3YtK1euJC0tjfHjx/P999+XSsKQXC5n165dbN68GQMDA0aOHMkXX3xRKp0IIiJvG2IRoByQlJSkKQIU9U06ISEBlUpV4YsAz54949ixY9jY2DB48OACtctfvXqVR48e0bx58zc6dP/9999kZWXlydrWJ6GhoezYsQMjIyNGjhyJs7NziZ27ImJubs4XX3yBm5sbjo6O/Pbbb7i5ufHkyZMSOb9EIqFVq1asWrWKsWPHkpqayo8//sj3339fIInAvXv3sLa2znMfGBoaMn/+fMaOHYuBgQGnTp1iwoQJhe40eBXPnj1DJpNRp04dnbQUd+jQgfnz5/Puu+9qPA6WLl3KjRs3ij12WSU7qu/Jkyd06dLljRr94nDixAmSkpLo1q1bod7nc0c/mpmZYWlpiUKh0JLPPH78uFC+Fq+LCsyJUqkkPDy8wOPmh748AcpbEcDX1xeATz75RGdjZmVlsX//flQqFXZ2dnz88cc6G1tE/zx+/JjZs2fj6+tL9erV8fT0ZNiwYaUSuffixQt8fHw4duwYtWrVYuLEiXTr1k2UOYqIlBDiK60c8PLlS1QqFYaGhkU2oouPjycjIwOVSoWxsTGGhoYVrgigVCo5ePAgCQkJ9O/fn2rVqr3xMWlpaRw7dgxLS0t69er12kleZmYmV69exdbWtsRiauLj49myZQvJyckMGjTotVIFkYIjkUho1qwZS5cupU+fPgQGBjJ37lwOHz5cYnF75ubmuLq64uPjQ+fOnbl//z4LFy5k/fr1+S7ck5OTiYyMfK1D/8iRI1m2bBlWVlY8evSIcePGcefOnWJda0hICCkpKTrVrzdq1IiFCxfSuHFjJBIJT58+ZdWqVZw6darct2G/ivv373P+/HmcnJzy+JToksePH+Pv70/t2rXp3LlzoR5bqVIlLTd/+LfwnPOezMrKKlTR7FXmgBKJhOTk5Dw7/7qQBOi6E6C8Lf5B3VXx4MEDqlSpQocOHXQ27rVr1zR/+y5dumi6RUTKNkqlksOHDzNr1iwePXpEnz598Pb2ztP9U1LcvHmTFStWEBQURIcOHZg8eTJ169YtlWsREXlbEYsA5YBsPaaxsXGRW6Ti4+NJS0sD0KQLVLQiwJUrV/jnn39o1KhRgU37/v77byIiImjXrl2eTOvcBAUFERUVxQcffFAi7Y9yuZxt27YRFhZGjx496Natm97P+bZha2vLlClTmDZtGiYmJvz0008sW7aM6OjoEruGatWqMWfOHNzd3XFwcMDX15eZM2dy9OjRPBKBgjr0t2rVik2bNlGrVi1evnzJjBkz2L9/f5Gv8d69e1hYWOg0YxzA2dkZNzc32rZti4GBAVFRUWzYsIF9+/ZpOdKXd1JSUjhw4IAmrtTa2lov58me6CuVSnr37l2kJJnXSQJyLowLIwlwdHTUMo4zMDDQvIfmjrbUZxGgMIt5QRDyjFOeigG+vr5kZmbSrVs3naUAqVQq9u7di0KhwMbGRqc+AyL64+XLl3h6erJu3TokEgnTpk1j+vTpensfeh1ZWVkcPHiQn376iYyMDIYOHcrYsWNLPGlJRERELAKUC7J1k8bGxkXWkOY0BTQzM8Pc3LxCufkmJCRw5MgRjIyMGDJkyGvd/bNJTEzk5MmT2NraFsjYyM/PD4VCUSJSAKVSyX//+19u3rxJ69atGTJkiNgipyekUindunVj+fLltG7dmgsXLjB79mz8/f1LbEdaIpHQsmVLvLy8GDt2LHK5nLVr1/L9999z9+5dzXU8efKE1NTUArWSV6tWjU2bNtGpUyeysrJYu3YtHh4ehe50UKlUBAQEYG1trRejpipVqjB37ly6d++OkZERCQkJbN++nS1bthTYJ6Gsc+zYMR49ekSnTp302s1z/fp1bt++TePGjWnVqlWRxshdBDA3N8fc3JysrCytBXtwcHCBCzVSqTRPkTU/ScCLFy90Hh1ZEfT9hSE9PR0/Pz+MjY11ulC/d++epvjTunVrnfoMiOiHO3fuMGPGDE6fPk29evXw9vamd+/epTKfSEhIYP369ezbt48qVaowfvx4+vfvXypSBBEREbEIUOZRqVSaSZKuOgEqmh+AIAgcOXKEyMhIevXqRZ06dQr0uHPnzhEbG0unTp3ytMDmJiMjg2vXrmFnZ0eTJk10cdn5IggCx44d4+zZs9SvX59Ro0YVqKghUjyqV6/OggULNDp9T09PfvrppzwO5vrEzMwMV1dXVq9erZEIuLu7s379emJiYrh37x6WlpZ52qvzw8TEhMWLF/PVV18V2ScgJiaG+Ph4atasqTcjOysrK6ZNm8agQYMwMzPT7JyvW7eO5ORkvZyzpAgICODs2bPUqFGDgQMH6m3xmZKSgq+vLxYWFvTr16/IE2t7e3st7xmJRPLKlICMjAxCQ0MLPG5BfQGAQo37Kt52Y0A/Pz/i4+Np2rRpvrKhwiIIAnv27CEjIwMLCwuGDBmik3FF9ENmZia///47bm5uPH/+HFdXVzw9PUvNUygwMJCVK1dy48YNmjdvzpQpU/Q+lxIREXk9YhGgjJOWlqbZDStOJ0B8fLxWPGBFKgLcvXuXCxcu8O6779K7d+8CPSane3ZB2uwDAwOJioqiSZMmem+hu3btGr6+vjg6OjJmzBjRebkEMTY2ZujQoSxevJj33nuPQ4cOMXfuXB48eFCi15FTIlCtWjV8fX2ZNWsWQUFBWFtbU6NGjUKNN2rUKDw8PLCysuLhw4eF8gkICwsjKSlJK41AH5iYmDB+/HhGjRqFtbU16enpnDhxglWrVmktPssTaWlpHDhwgIyMDIYMGaLXRJFTp04RGRlJhw4diq2tzU8SEBsbW2RJQO4igJWVFYaGhsjl8jzpHMWVBOjaGDD72PJQBBAEgcOHDyORSHTaBfDkyRNu3boFQJMmTUT9dhkmKioKd3d3tm7diqWlJQsWLGD8+PGl0v2pVCo5efIkq1evJj4+nn79+vHtt9/qrDglIiJSdMQiQBknOTlZ48JsamqKhYVFocdIT08nJSWlQiYDpKam4uvri1KpZPDgwQX+/Zw6dYqUlBS6detWIC3a+fPnUalUepcCPHr0iJ07d2JqasqoUaMKvdgT0Q3169dnyZIlDBs2jMjISBYsWMCuXbtIT08vsWvIlgisXLmScePGIZfLuX37NoIgEBQUVGipQps2bdi4cSPOzs6F8gl48OABhoaGJTLpNzAwYPjw4UyYMAE7OzuysrLw9/dn6dKlOnGNL2mOHz+uMb5q0aKF3s4TGRnJiRMnqF69eoELoa8jdxHA0tISU1NTMjMztTpjAgMDCywJqFy5slYRRCKR5NsNEBISUiwpTkE8AYrSCVAeePLkCcHBwVSrVq3IkpBXsW/fPtLS0jAxMWHo0KHloiDytiEIAhcvXmT69OlcvXqVli1bsnr1atq3b18qf6/k5GS2bNnCb7/9hpWVFV9++SWurq46SZgREREpPmIRoIyTkpKiKQJYW1u/NsM+P7LjAbMXMBWpCHDy5EkePXpEx44dC9xaFhYWhp+fH87OznTq1OmNx6enp3P9+nXeeecdvbavxcTE8OuvvyKXyxk6dKjed15FXo+lpSVjx45l3rx52NnZsW3bNubPn1/iefZmZmYMGzaMkSNHYmVlRVxcHO7u7qxbt46YmJhCjVW9enU2bdpEhw4dND4By5Yte61PwP3797GxsdGLH8CrkEgk9O7dm1mzZlG9enVUKhU3b97Ew8OjUDvPpU1wcDCnT5/G0dGRQYMG6W0SrlKp8PX1JT09nZ49e+rkvd3R0VGrAyk/SUBaWlqBW/clEkmBJQGJiYmvlAkUlNwL+KK09pdXY0BfX18UCgU9e/Ys0nzhVURGRnLp0iVAHSMptnGXPdLS0ti0aRMeHh7IZDL+85//sHjx4lLbcX/69CleXl74+fnRoEEDJk+eTNu2bcvFa0hE5G1BLAKUcXJ2AhQnHjA9PR1BEDA1NUUqlWJra6vLyywVnjx5wunTp3FwcChw5JYgCBw/fpzMzEy6d+9eoM6BgIAAYmJiaNKkSZE9Gd5EamoqW7du1fgaFDTdQES/SCSS/2fvvAOavPr2/0nYWxARJ2IdddS6t63gHlhXa22ttdaOt617t646KqCAXXZYtX3e2vbRqgiIWsVBFfdki6LiQPYII5Bx//7gl7wM0QQCRL0/f5U097kPMSTnfM/1vS569eqFt7c3w4cPJz4+nqVLl/LXX3/VqioASopXDg4OfPrppzRu3JigoCAWLlxISEiIXgZ6lpaWrFmzhunTp2NiYsKhQ4f49NNPycjIqPDcnJwcHjx4QIMGDWo9CqxXr14sW7ZM6/ERHx/P+vXrOXPmTK3OoyoUFhby999/U1hYyIQJE2r08/by5cucP3+edu3aMWDAAIOMKZFIdG4JiIyM1HncxxUBym+4q9MS8LSe4leX/Px8Tp48iaWlJV5eXgYbd9++feTm5mJmZsbEiRMNVlwQMQy3b9/m888/Z+fOnTRs2JB169bx9ttvGywVQh8EQeDkyZNs2LCBpKQkhgwZwqxZs2qtiCwiIqI7YhHAyMnLy9Mu8Kt6wvOoeMCnvQigUCjYs2cP+fn5jB07VuffJz4+nnPnztGqVSv69Omj0zWaVgBPT8/qTLlSlEolf/zxB9euXaNv3741emooUjWcnZ2ZM2cOixcvpl69emzbtq1WVQFqtZrY2FgcHBzw8PDQtgjI5XK+++47li1bxtWrV3Xe/EgkEqZOncq6deuwtbUlPj6eGTNmVNjQaSIJO3ToUCfvyXbt2rFy5Uo6d+6MRCIhKSkJf39/Dh48aNQbvYMHDxIXF0ffvn3p1atXjd2nsLCQffv2YWlpyejRow1qINqhQ4cyP9vb22Nubq5tL9MQFxeHQqHQaczyRQArKyssLS1RKpUVDCANERX4OJ5FY8AjR46QnZ1Njx49DPYdn5GRwdGjRwFwd3ev0feziH6o1WoOHjzIwoULiY6OxtPTk4CAgDpTahQWFrJjxw62bNmCVCplypQpTJ06tUptrCIiIjWPWAQwckorAUo7NutDaVNAKysr7WLuaeb48eNERUXRrVs3nTfzKpWK4OBgAIYOHapTX1phYSEXLlygQYMGNSLP1yQbhIeH07FjR6ZMmVIn1XuRJyOVShkwYAA+Pj61rgpISUkhPT1d69CvaRHYtGkTnp6exMTEVKlFoHfv3vz0009an4B58+axd+9e7f+Pi4tDqVTSvn37mvi1dKJZs2YsX76c/v37Y2JiQmpqKj/++CN//fWX3nGHtUFCQgKHDx/GxcWF8ePH1+jG8ejRoyQmJtKrV68Km/bq0rRp0wo9/JWlBCQkJOg0prW1dYUklspaAm7duoVara7S3J9HY0BBENi/fz8SiYRx48YZbNzQ0FAyMjKQSqWMHz/+qV87PCvk5OTg5+dHQEAACoWCmTNnsnTp0ho1H30cycnJbNq0iQMHDuDu7s7MmTPx9PQUo41FRIwY8a/TyMnOzkalUlVLwl++CPC0+wEkJycTGhqqjSnSVZp4/vx5IiMj6dSpk84mXdHR0aSmptKlS5caqWZHREQQHBxMkyZNmDZtWo1FsIkYDo0qYNGiRTg4OLBt2zaWLVtWo6qA0ifypWnUqBELFy7kyy+/pEmTJlVqEdD4BPTr1w+FQsHXX3+t9QmIjIzE3t6+zmKlNNSvX5/FixczfPhwzM3Nyc7O5vfff2fLli213pbxOORyObt37yY/P5/x48dXuXCrCykpKYSGhuLi4sKoUaMMvkGVSCR07NixzGOaloDU1FSDtQRovtfKFwEKCwtJTk7Wa84aKvME0NcY0JjVJuWJjY3l5s2bNG/enM6dOxtkTJlMRmhoKFBSjNPFQ0ek5omJiWHhwoUcOHCAli1b4ufnx5gxY+qkTUMQBC5evIivr6/WBHXOnDlieoSIyFOAWAQwcjR53lWNBxQE4ZkqAmhMsNLS0vDy8qJJkyY6XVdQUEBQUBA2NjaMHDlS5y/LY8eOAdRIj35cXBw7duzA2tqad999t8IJmYjxIpVKeeWVV/D19WXo0KHExcXVqCogLi4OtVpdYVMGJZuZ7t27s2HDBj7++GOKi4v59ttv9WoRsLS0ZO3atbz33ntan4BPPvmE69ev4+joSOPGjQ3+O+mLra0ts2fPZuLEiVhbW2uTQTZt2lTGsb4uOXz4MNHR0fTu3VtnhVJVEASBffv2IZPJGDJkSI2Zf5V/v9WrVw9zc3MKCwvLtAQkJCTo/L4vXwTQnFzm5ORUSBqoakuAIZQAT5sp4N69e1GpVIwYMcJgp69Hjhzh4cOHSCQSRo8erW0nFKkblEolu3bt4vPPP+fOnTu89tprbNy4kRdeeKFO5qNQKNi7dy+bN29GLpfz+uuv88EHH9SZGkFEREQ/xCKAkZOZmQlUvQhQUFBAUVFRGU+Ap7kIcPbsWc6fP0/79u316tE/duwYSUlJ9OnTh9atW+t0TUFBAZcuXcLZ2dngrQAPHz5k27ZtFBcXM2nSpAomXCJPB87OzsybN6+CKkBXebQuCIKgPZF/nLmSlZUVEyZMwN/fn0GDBhEbG8uqVav49ttvSUlJeeJ9JBIJ7777LmvWrMHW1pbr168TGRlJgwYNjKZFxdzcnPfff59p06bh4OBAUVERR44cwcfHR++kBEOTmJjIoUOHcHZ2ZuLEiTUqg42KiuL06dO0bt26RmNLGzZsWMYQUiKRlFEDaFAqlcTFxek0ZvPmzTE1NdX+bGZmhp2dHYIgkJ2dXea5dVkEeJrIycnh9OnT2iK3IZDL5ezbtw9BEGjYsCFDhgwxyLgiVSMtLY21a9fy888/Y25uzpIlS5g1a1ad9dtnZGTwww8/sGfPHlxcXPj4448ZPXp0mb9tERER40YsAhgxgiBoiwAWFhZVcqbPyMhApVJRVFSERCLB0tLyqS0CZGdnExwcjImJCRMnTtQ5azYtLU0rmx0+fLjOi7/IyEjS0tLo1q2bQU9A8vLy2LZtGw8fPmTkyJH079/fYGOL1D4aVYCPj49WFbBkyRKDqQI0Dv0uLi46OfRrWgRWr15NkyZNCA4OZuHChQQFBek0n759+/LDDz9Qv359CgoKOHv2LIGBgdX+PQyFiYkJr7/+OrNmzaJBgwYolUoiIiL46quvdI6rMzRFRUX8/fff5ObmMn78+BpNUiguLmbv3r2YmpoyatQoLC0ta+xej2oJcHFxASq2BERFRek0ppmZGc2aNSvzWGW+AElJSTqbDpbG0EoAiURi1EWDQ4cOkZeXR9++fbG3tzfImCdPniQpKQko8dART3frBkEQOHfuHAsWLCA8PJyXX36ZgIAAPDw86uw9GRsby4YNGzh//jzdunVj7ty5YmykiMhTiFgEMGLkcrl20V5VJUD5VgCJRPJUFgEEQSAkJEQbOaNPv1loaCi5ubkMGjRIu4DVhRMnTgCGbQVQKBT87//+L9HR0QwYMIAxY8YY9eJSRHcaNGhQI6qApKQkcnNzadeunc7vFYlEQteuXbUtAgqFgu+//17nFoFmzZrRrVs3XFxcUKvVbNq0CR8fH6Mx4pNIJAwaNIglS5bQrFkzBEHgypUrfPXVV3r1pxuKsLAwoqKi6NGjB3379q3Re504cYLr16/TvXt3unTpUqP3AiqooOzt7bG0tKSoqIicnBzt44mJieTn5+s0ZmVRgeWVACqVinv37uk9Z108AfQdx1g/p9VqNQcOHEAqlTJ27FiDjKlUKvn7779Rq9U4OTkxatQog4wroh9yuZxt27axevVq0tLSmDJlCutPKxfrAAAgAElEQVTWrdO5DdLQqFQqDh48SEBAAJmZmXh5efHJJ5/ota4SERExHsQigBEjk8m05l6GKgJIpdKnsqIfFRVFeHg4bm5ueskdExISCA8Pp2XLlnpt5vPz87l06RIuLi6P7MOuCoIgEBgYyKlTp+jUqRNvvfWWKJ17xniUKkDjFaCrUV95bt68SUFBAZ06ddL7Wk2LQEBAAIMHDyYuLo5Vq1bxzTffPLZFQKVSkZiYSJs2bXjrrbeQSqUcOHCAzz77TKtOMga6devGihUraNu2LVDy9+7t7c3JkydrzdTt9u3bHDhwAEdHR15//fUaNefKyMggODiY+vXr14gZ4KNwcnIq4wkhkUi0i/7S7yG1Wk1MTIxOY5bvYba3t0cikZCXl1eh0HTnzh2952yI1+VpMQWMiorizp07tGzZ0mApHhcuXODmzZtASRG8pjwnRCrn7t27LF++nD/++AMnJydWr17N9OnTdVZAGhqZTMa2bdvYsWMHdnZ2TJ8+nddff73O5iMiIlJ9xCKAEZOXl6eVQtrZ2VVpw5iRkVHGD8DR0bFOHGSrQ2FhIYGBgSgUCiZMmKBzW4RKpSIoKAi1Ws2wYcP06p3TtAJ0794dKyurqk69DOHh4YSGhuLm5sa0adPE7NxnGI0qYOHChdjb22tVATdu3NB7rGvXrmFnZ1fh9FQfXF1dWbBgAatXr6Zp06aEhIQ8tkXg4cOHZGZm0qJFCz788EPWrl2Lra0tcXFxzJgxQ2fpd23QunVrVq5cSbdu3ZBKpdy/f59NmzYREhJS5Yg5XVEoFOzevZucnBzGjRuHq6trjd1Lo4bKysrC09OTpk2b1ti9ylNeDaDZFKanp5d5jXVVYbi6upZpYzAxMdHK2EurCwCtJF0fdPFj0Pe9YaxKAM37fOjQoQaZo1qtZufOnSgUCuzt7RkzZowBZimiK4IgEBYWxsKFC7l8+TL9+/cnICBA50SjmuDWrVv4+flx/Phx2rdvz5w5c+jdu7fR/k2IiIjohlgEMGJKKwE0ckl9Ka8EqGrMYF3yzz//cP36dfr166eX/PXixYtcvXqVl156iV69eul1z2PHjiGVSg3WChAdHc2ff/6JnZ0d7777rniy8hwglUp59dVX8fHxYciQIcTGxrJkyRL++9//6qwKkMvlJCYmGsShv3SLwP/8z/9oWwS++OILrly5Uubk8/bt2+Tm5mo3fxqfgObNm5OZmcm8efMICgqq1nwMSePGjVm2bBmvvPIKpqampKen88svv7Bjx44q9ZTrSlhYGFevXqV79+4MGDCgxu4DcP36da2qafDgwTV6r/J06NChzILfxsYGGxsbFApFmT5+TZTlk5BKpRVMLh0cHICKRYC7d+9WSA3QZfwn8aQxn4ZWAI1nh5WVFcOGDTPImNHR0VpFR8+ePes8HvR5Ii8vj2+++YaNGzdSUFDAxx9/zPLly+ushVMQBP799182btyobcWcNWtWBU8PERGRpxOxCGDE5OXlUVxcDFClLwGNseDTHA9469YtDh8+jLOzM+PGjdN5MVZYWEhQUBDW1tZ6RQJCyet+5coVXFxcDCKvvH//Ptu3b0etVjN58mQxP/c5o0GDBsyfP1+rCti6davOqoC7d++Sk5NDmzZtDNY6Ymlpyfjx4wkICGDIkCHEx8drWwQePnwIlGwEzM3NyyRpNGvWjJ9++ok+ffpQXFyMv78/vr6+RuMT4OjoyKJFixg5ciQWFhbk5OTw559/8uOPP2o/Aw1JUlISoaGhODg4MHHixBpVWCmVSvbu3YsgCIwYMaLWVUT29vYVNoOlDQJLo6tKpPx4miJAeV8AhUJBcnKyXvMt/2+h+d4ovbF/khJAEASjLwQcP36cnJwcunXrpn39qoMgCOzcuRO5XI61tTUTJ040yt/7WSQhIYHFixezb98+mjVrhq+vLxMnTqyzlsGCggJ+//13tm7dilQqZcqUKUydOlVUMIqIPEOIRQAjRiaTVasIkJOTg1KpfGrjATUZtLm5uYwbN06vuR8/fpzbt2/Tq1cvbb+wrly7do309HS6d+9ebeft3Nxctm3bRlpaGqNGjaJ3797VGk/k6USjCvD29mbIkCHExMTopAq4ffs2MpnM4BGVUCLJnj9/PmvWrKF58+aEhISwaNEi9u3bR1RUFA4ODhVOa62srFi3bh3vvvsuUqmU0NBQZs6caTQ+AdbW1sycOZNJkyZha2tLQUEBwcHB+Pv7V9hcVgdNG0BWVhZjx46ttkrjSURERBAdHU3Xrl3p2bNnjd6rMipLCUhPTy9zql6dIoBEIkEmk1U4pdfXF6C8EqAqRYDyGONm+ODBg0gkEkaPHm2Q8RITE7l06RIAnTp10vu7U0R/VCoV+/btY/HixSQkJDBixAj8/Px48cUX62xOt2/fZuPGjRw8eBB3d3dmzZqFp6dnjcaeioiI1D7iX7QRk5ubi0KhQCKR4OzsrPf1GRkZKJVKFAoFJiYmmJubP1VFgH///ZerV6/SpUsX+vXrp/N16enphIaG4uzszIgRI/RevBmqFaC4uJj//Oc/xMXF8eqrrzJ69GijXEiK1B4uLi7Mnz+fBQsWaFUBy5cv15pwlScyMhILC4saU49IJBK6dOmCr68vn3zyCUqlks2bNxMXF0f9+vUf2YYklUp57733WL16NTY2NsTGxvLBBx8YjU+AmZkZ06ZN4/3338fR0ZHi4mKOHj2Kt7e33ifKlXH8+HGuXLlCly5dePXVVw0yZmVkZ2ezb98+HBwcGD16dJ0txNu3b1/m3lZWVtjb26NSqcjIyNA+npycTHp6+hPHa9SoEWZmZtqfTU1NsbW1RRAEcnNzyzy3LooAxm4MeP/+feLi4mjQoIHB+sV3795Nfn4+FhYWogqgFsjMzMTb25vvv/8eiUTC/PnzmT9/fpVMoA2BWq3m6NGj+Pj4cPv2bTw8PJgzZ04ZRZiIiMizg1gEMGLS0tKAkmSAqmT/ljYFfNriATMyMggNDcXKykpvqe3BgwfJzs7G09NTb6MumUzG1atXadiwYbVaAQRBYPfu3Zw5c4auXbvy5ptvPnWGjCI1g1QqxcPDA29vbwYPHkx0dDSLFy9m165dZVQBKpWK+Ph4HBwcarwH09LSknHjxuHv70+/fv24d+8eiYmJfPvtt9rPofL079+fH3/8kWbNmpGRkWFUPgGauLQ5c+bQsGFDVCoVZ8+e5auvvqq04KIr9+/fJzQ0FFtbW954440al+seOnSIlJQUXn31VVq0aFGj93oc1tbWtGrVqsxjj0oJAN3UACYmJhXMDStrCUhKStLr5L58EUDzc+kx9PUZMLYN8f79+ykuLmbgwIEGeQ8mJydz6tQpANq2bVsr8ZPPM5cvX2bBggWEhYXx4osvEhAQwLBhw+qsyJeTk8OWLVvYvn07FhYWvPPOO0yfPt0gbSYiIiLGiVgEMGI0Eltzc3OdHfHLX1/aD8DU1LRKxYTaRhAE9u/fz8OHDxkxYoReG6CbN29y/PhxWrRogaenp973vnr1KhkZGfTs2bNa0TdHjx7l0KFDuLu78+6772JtbV3lsUSeTVxcXFiwYAELFizAzs6OLVu2lFEFaBz63dzcau394+rqSuvWrWnSpAlubm7aFoEjR448sve/WbNm/Pzzz/Tu3VvrE7Bhwwaj8AmQSCS8+uqrLF26FDc3NwRBIDIyknXr1nH58uUqjalUKtm9ezfp6emMGTOmxh36ExMTOXLkCG5ubgwdOrRG76ULj2oJkEgkZGZmljFgjIyM1OkkvXxLgCa+trw5oFwur+A98DgM5QlQ/npjQaVScfz4cUxNTRk1apRBxgwMDCQnJwdTU1MmTJggFq1riOLiYn7//XdWrlxJcnIykyZNwtfXt0LrVW0SGxuLr68v//77r9b938PDQ5T/i4g844h/4UZM6SJAVeRh5ZUA9evXN7rFzKOIjY3l1KlTtGjRQi8XbLVaTVBQEEqlkmHDhlWpcHL06FFMTEyq1Qpw+fJldu7cSb169Zg2bVqVWjlEng80qgAfH58KqoA7d+6Qm5trsOxvXYmMjKRevXosWLCAGTNmIJPJ8Pf3Z926dY+UZVtZWfHVV1/xzjvvIJVK2b9/PzNnzizjGl+XdO7cmZUrV2od7hMTE/H19eX48eN6S77Dw8O5dOkSnTp1qlKRUR9UKhWBgYEolUqGDx9uFCdyL774YhkJv7m5OfXq1UMQhDKKkYyMDK3J5OOozBwwNze3wiZdn5YAQ7UDGGsh4NKlSyQnJ9OmTRuDbB4zMzMJCwsDwN3dnT59+lR7TJGKJCcns2rVKn799VdsbW1ZsWIFH374YbW9h6qKQqEgJCQEf39/UlNTGTlyJLNnz65TxZGIiEjtIRYBjJSioiLy8vKAqisBSscDPi2mgMXFxQQFBVFUVMTYsWP1cqK9dOkSV65coWPHjlUy4JPJZERGRtKwYcMqm/LcuHGD7du3I5VKefvtt3nhhReqNI7I84XGK2D+/PnY2tqyZcsWfvvtN5RKZa2acxUUFHDnzh2cnJxo0aIFkyZNws/Pj27duhEREcGSJUvYtWtXBbd9qVTK+++/X8EnIDo6utbm/jhatmzJ8uXL6dmzJ1KplOTkZL799lsCAwN1lpknJycTEhKClZUVkyZNKrMZrgnOnTvHlStXeOmll4xmU2Zubl7Bn6KylIDIyMgnjte0adMyJ85mZmbY2NigVquRyWRlnpuUlKTzPJ/1doD9+/cjCALDhg0zyLxCQ0NJT0/XttGYm5sbYJYiGjRRewsWLODs2bP07NmTTZs20adPnzp7X6WmpvL999/z119/4ejoyIwZM5g8ebKoWhQReY4QiwBGSul4wKooAVQqFVlZWU9dPGB4eDixsbH06NGDrl276nydXC4nKCgICwsLRo4cWaUeyejoaDIzM+natWuVFkHJycn88ssv5OfnM2HCBHr06KH3GCLPLyYmJnh6empVAXFxceTm5hIfH6/9LKhpNJGEbdu21W7O3NzcWLlyJfPnz8fU1FTbtvAoyXf//v3ZvHkzTZs2JT09nblz5xIcHFwrc38Srq6ufP7553h6emJmZkZGRgbbtm3jt99+e+Lrq1Kp2LNnD6mpqXh5edW4dDcvL499+/ZhY2PD6NGj6ywm7FGUT6po0KABUqmU7OzsMp4WUVFRT1RamJmZVUhWqMwX4M6dOzorN55lY8Dc3FwuXLiAra0tgwYNqvZ4eXl5HDhwAIAmTZpU2xBXpCwFBQX8+OOPrF+/npycHN5//32+/PJLbfGsthEEgYsXL+Lj48OlS5fo1q0bc+fOpVevXkZV6BIREal5xCKAkVI6HtDGxkbvTWlWVhZqtfqpUgKkp6dz8OBBrK2tGTt2rF79aCdOnCAxMZFevXrRrl27Kt3/1KlTSCQS+vfvr/e12dnZ/PLLLzx48IARI0YYZHEm8nzSsGFDPvvsM5o3b069evX4/fffWb58OYmJiTV+7xs3blBYWFih99vU1JShQ4fi7+/PsGHDiI2NZdWqVfzyyy8VNmtubm5lfAL8/PzYuHGj3ievNYGDgwPz589nzJgxWFpaIpPJ2LlzJ99//z35+fmVXnfy5EkuXLhAp06d9GpRqiqHDx/m3r179O/fv8aSIapKq1atysiXTU1NcXJyAsqqAXJzc3U6vdfVFyAvL0/nKEpDeAKUv95YNkhHjx4lLy+Pnj17Vkkh+KjxHjx4gEQiwcvLS8yBNyC3b9/m888/Z9euXbi6urJ+/XreeuutGlcRVYZcLtd+3hUUFDBhwgQ+/fRTGjVqVCfzERERqVvEIoCRUloJ4OjoqPcCJCMjA4VCgVKpxNTUtMxCzRgpbwbYpEkTna/NzMwkNDQUJyenKkUCQkn7xeXLl3FyctK7B7uwsJBt27YRFxeHh4cHY8eONZoFo8jTSWpqKvn5+fTq1QtPT0+ioqJYtGgRf//9d42qAq5du4adnR3u7u6P/P8NGjRg3rx5rFy5EmdnZ3bu3MmSJUuIiIgos6mytrbmq6++YsqUKUilUkJCQpg1a5ZR+ARYWVnxP//zP7z99tvY2dlRWFhIaGgofn5+j9xkpqSkEBwcjIWFBW+88UaNS6Xv3r3LwYMHadKkCSNGjKjRe1UFU1PTCoXWhg0bAlVrCajMFyAnJ6fCabyuvgCVtQNUxxPAGBAEgUOHDiGRSBg9enS1xysqKiIwMBBBEHBxcWHIkCEGmKWIIAgcO3aMRYsWER0dzaBBgwgICKigoqlN7t69S0BAAEFBQTRp0oRPPvmE1157TWz9EBF5jhGLAEZK+SKAvpQ2BbS2tjb6eMCYmBhOnTqFu7u73idthw4dIiMjg0GDBlWQlupKQkICqampvPTSS3qdhCiVSnbs2MHFixfp2bMnkydPNirprsjTyf3795HJZHTs2JGFCxcyb948bG1t+fnnn2tMFaBUKklISHhiJKFEIqFnz55s3LiRt956i5SUFNavX4+fnx/Jycna50mlUmbMmMGXX36JjY0N0dHRfPDBB8TExBh87vpiamrKlClT+PDDD3FyckKhUHD8+HG8vb158OCB9nlqtZo9e/bw8OFDRo8eXeOGWWq1mn379iGXyxk6dKjRFm7LK0WcnJwwMTFBJpNpv3eg5HP9SQqQZs2alSmaWlhYYGVlhUql0vriaKhqEUAzvj6eAGq1WlsEkEgkRuGUfufOHRISEmjcuDEvv/xytceLiIjQvqZDhgyp0lpDpCxyuZyffvqJDRs2IJfL+eyzz1i6dGmdGXuq1Wr+/fdffHx8iI+PZ8CAAcydO7dOCxIiIiLGQd1/q4k8ksLCwmoXAUr7AVhaWhqt4YvGDLC4uJixY8fqNc9bt25x9OhR3NzcquXWffr0aRQKhV6tAIIgsGfPHo4fP06HDh2YNm1anbn8ijxbXL9+HYlEQuvWrTExMWHQoEH4+PhoVQGLFy82uCrgwYMHZGZm0rJlS53ex3Z2drz33nusX7+etm3bcvjwYRYvXkxoaGiZuLgBAwZU8AkICQkx2Lyrikb+PG/ePFxdXVGr1Zw/f57169dz+/ZtoGSTdP78eTp06FArp6SXL1/mwoULtG/fngEDBtT4/aqKu7t7mWKpiYkJDRo0AMqqAQoKCp5YsLK0tNQqCTQ8zhdAFwzRDqBUKrXPkUqlRlHcDQkJQalU4uHhUe0IP6VSya5du1CpVDg5ORlEWfC88/DhQ1asWMGuXbtwcXHB29ub1157rc4KSDKZjF9//ZVffvkFiUTCW2+9xQcffGC0xUUREZHaRSwCGCkFBQXarO2qVJDLFwGMOR7wxIkTxMXF0bNnT7p06aLzdWq1muDgYBQKBcOGDatSjCKUnAidPXsWR0dHOnXqpPN1//zzD6Ghobi5uTF9+nSjiPASeTaIj4/Hzs6uTA59w4YNtaoAGxsbrSrg1q1bBrnnrVu3kMlkep8Qvfjii6xbt45PPvmEoqIivvnmG7788ktu3rypfY7GJ6BXr14UFRWxceNG/Pz8jMInoH///ixbtoyWLVsiCAKRkZGsX7+e06dPExQUhKmpKW+88QYWFhY1Oo/CwkICAwOxsLBg1KhRRi3TlUqldOjQocxjpVMCSm+2o6Kinjierr4A2dnZFR6rbH6P+vlpLgIoFArCw8MxMzNj1KhR1R7v0qVLJCQkACWFOldX12qP+Txz7tw5FixYwMWLF+nXrx8BAQG1Hu9amoSEBDZu3EhYWBitW7dm9uzZDB06tNrFIxERkWcHsQhgpOTl5aFSqZBIJNjb2+t9/dMSD5iWlsahQ4ewtrbWu2J+5coVLl26RLt27aoVoXXnzh0ePHhAq1atdH6dzp49y99//039+vWZPn26uIASMRgFBQXcv3+fevXqaU9XNWhUAd7e3mW8Anbv3l1tVUBUVBRWVla0atVK72stLCwYO3Ys/v7+9O3bl4sXL/L555/zxx9/aA33rK2tWb9+vdYnIDg4mNmzZ1c47a0LOnbsyLJly7TRoPHx8axatYro6GhGjRpVK1GfR48e5datW/Tu3bvCBtsYKV8sqlevHmZmZhQUFJSR8cfGxpZRhjyKyooA2dnZVfIFMEQ7gEqlMqoiwLlz50hLS6N9+/bVNnJTq9Xs3LkThUKBnZ0dY8eONdAsnz8UCgU7duxgzZo1ZGVl8d5777FixYo6a61QqVQcPHiQjRs3cv/+fYYOHcqcOXOq9LkuIiLybCMWAYwUzWmHmZmZ3jL+4uLiMr2ZxhoPWNoMcOTIkXqZARYVFREUFKQ9FamO2+7Zs2cpKCigX79+Oj0/NjaW//znP5ibmzN16tRa2SCIPD88ePAAmUzGCy+8UGlRzNXVtYwq4KeffmLFihVVVgUIgkBMTAwODg7Vir9r0qQJX3zxBYsXL8ba2ppff/2Vzz//nMuXLyMIgtYnYNWqVVhbWxMVFcUHH3xAXFxcle9pKFq2bMmyZcu0vdapqanIZDLthrQmefjwIaGhobi4uDBy5EijVW2VpmnTpmVeG6lU+siWgOLiYu2Jc2WULwJYWFhgYWGBUqmskNqgS+KAISICyysB6voEdf/+/QiCwPDhw6s91tWrV7WmjT169Khxr4tnlczMTNatW8f27duxs7Nj1apVTJkypc4KRhkZGfzwww/s2LEDW1tbpk2bxtSpUw2SIiEiIvLsIRYBjJTSRQArKyu9rs3MzEQQhArtAMZGdHQ0ERERuLu76x2p9++//3Ljxg169uxZrVMzQRA4ffo0dnZ2dO/e/YnPv3v3Llu3bqW4uJhJkyYZxJxJRKQ0d+/eRSaTPTHqsrQqwMPDg8jISK0qoHReuy6kp6eTmppKo0aNqt3WYmJiwsCBA/Hz88PLy4vExES+/PJLfvjhB637/iuvvMLmzZtp0qQJaWlpzJ49m9DQ0Grd1xA0bdqUmTNnIpVKtWZwmzdvJiwsrMac4gVBIDg4GJlMxpAhQyr0xxsrEomkgkFg6ZSA0q/Xk1ICbGxscHZ2LjN2ZS0BuigBDOUJUNoYsC6VAFlZWVy+fBkHBwcGDhxYrbHUajV//PEHRUVF2NjYMGnSpKei6GRsxMTEsGjRIsLDw+ncuTP+/v706NGjzuZz7do1fH19OXv2LJ06dWLu3Ln0799f/LcVERGpFLEIYKTIZDKgxMVaXyVARkYGRUVFqNVqzM3NMTU1NboiQFFREcHBwRQXFzNu3Di9fsesrCz279+Po6NjlSMBNTx8+JA7d+7QvHnzJyYLZGRksGXLFtLT0/Hy8jJq4y6Rp5f4+HjMzMx0lm+6urqyaNGiMqqApUuXEhsbq/M979y5Q05ODi+99JLBFo1OTk589tlnrFmzhqZNm7J3714WLVrE8ePHUalUtGjRgi1bttCjRw+Kiorw9fXF399fr/z2muDChQvUr1+ftm3bYmJiQkpKCps3byYkJKRGCgFRUVFERETQunVrPDw8DD5+TVK+JcDe3h5LS0uKiorKbN4TEhKQy+WPHetxUYGlSUtLq6AOKE9lngCl31tPep8ZUzvAP//8Q2FhIb1799b7UKA8165d49q1a0CJCqBNmzaGmOJzgybB44svvuDevXu8/vrrrF27ts5aAouKitizZw9ff/012dnZjBkzhpkzZ5bxkxERERF5FGIRwEjRFAGqogQo7wcAGJ0b7IkTJ4iNjaVXr156mQFCSSRgWloaHh4e1f6iu3z5Mrm5ufTu3fuxm5+8vDx++eUXEhMTGTx4MKNHjxYr7CIGRxAErl+/jp2dnV5xl6UTBIYOHUpCQgJLly5l69at2s+SxxEbG4tEIqFt27bVmX4FJBIJnTt3xtfXl2nTppGVlcWGDRvw9vbm3r17WFtb4+Pjw1tvvYVUKiUoKIhZs2bpZP5WE8TFxXH8+HFeeOEFNm7cyKBBgzAzMyMjI4OtW7eyc+dOgxYpNDntJiYmjBo16qlLF3FxcSnjWyGRSMoYBGpQKpVPbPnQxxfgSS0BurQDPMkTwFjaAQRB4PDhw0ilUry8vKo9VmkVwJtvvil+j+mBTCbD39+fzZs3I5VKWbx4MR9//HGd/d0mJyfzzTffsHv3blxcXPjoo4+YOHHiU/c5IiIiUjeIRQAjRKVSaU86TE1Nq1QEKO0HYGdnV+PO1vqQmprKoUOHsLGx4bXXXtNrEXLz5k3CwsJwc3Nj8ODB1Z7LyZMnsbS0pHfv3pU+p7i4mP/85z9cu3aNfv368cYbbxhFZrTIs4dMJiMlJQVnZ+cqFe4aNmzIvHnz+Pzzz2nUqBF//fUXCxYs4MyZM489xY6MjMTBwaHCRsxQWFtb8/bbb+Pr60unTp0IDw9n8eLFBAYGolAo+PDDD1mxYoXWJ2DGjBm17hOg2ZDL5XLGjx9PkyZNmDt3LiNHjsTCwoLs7Gx+//13fvvtN21yS3U5ceIE8fHx9OjRQ+9iqDEgkUgqqAE0RYC0tLQyBZMnpQS4ublRVGTOrVvuQMl3l7m5OcXFxdqitoYntQTUhCdAXSkBEhISuHXrFs2aNau223xkZKRWBdCtWzeDF/2eZW7dusXSpUsJDQ2lZcuW+Pn54eHhUSdFFEEQOHPmDN7e3kRFRdG3b1/mzZtH165dxaKOiIiIzog7GSOksLBQu8isijHgo+IBjQVBEAgJCSElJYVRo0bpddqpVCrZs2cPSqWSESNGVCk1oTRZWVnEx8fj6uqKu7v7I5+jcVE+deoUnTt35p133jHq6C6RpxuNKWCrVq2qvJiTSqX06dMHb29vJk2aRHp6OmvWrMHPz6/M6awGmUzG3bt3cXZ2rvF+9BdeeIHVq1cza9YsAH744QdWrFhBXFwcAwcOrOATcODAgRqdT2mOHTtGTEwMPXv21PqDWFlZ8emnnzJu3DisrKyQyWTs2rWLLVu26O27UJ709HT279+vzWh/Whfv5X0BbGxssLGxQaFQkJWVpX08MTHxsaHN9uAAACAASURBVDJ+BwcHJBJXjh3z4O7dpkgkkkpbAp5UBCh/al/VdgBN0aAuiwD79+9HpVIxaNCgahWfNSoAuVyOtbW1qALQEUEQCAsLY/HixcTHxzN8+HA2bNhQZ2aK+fn5/P777/z4448olUomTZrERx99VCFJRkRERORJiEUAI6SwsFAbqVTddgArKyujagWIiorizJkztGzZUm8zwNOnT3Pt2jVefvnlakUClp5LVlYWPXr0eOQCT1Ow+Oeff2jdujXvvfee6LIrUqMkJSWRl5dnkHxpBwcH3n//fVavXk379u05fPgw8+bN4+DBg2VOspOSksjJyaFdu3a1onDRJHr4+/vj6elJZGQky5Yt49dff6V+/fr8/PPPWp8AHx8fNm3aVOM+AQ8ePODgwYPY29szfvz4Mq+Dubk5M2bMYPLkydja2lJQUEBgYCDff/+9VnGlL4IgEBoaSmZmJoMGDdIrGcXYcHJyKjP/yloC1Go1MTExAJw7B+UV/fn50KhRU+RyS+LiSqIaNUWA8jGSDx8+fKzHgKGVAHVlDFhUVMTJkyexsLBg5MiR1RorKiqKK1euACUqgCcZj4qUrMV++uknNm7ciFwu57PPPmPBggV1tg64desWfn5+HDx4kBYtWjBz5kxGjhxZ5/GVIiIiTydiEcAIKSgo0BYBLC0t9fqALygooLCwULs4tba2NholQHkzQH2KGzk5OQQGBmJvb8+YMWMM0p8ZHh6OiYlJpdGAJ0+eZN++fbi6ujJ9+vQy7tUiIjVBXFwclpaWBjtlkkgkdOjQgTVr1vDhhx+iVqsJCAhg5cqV3L59GyhJ6VAoFLWedNGwYUMWLlzIF198gaOjIzt27GDJkiVERUXh7e3N5MmTkUqlBAYGMnv27BrzCdAYfWkMPx9l8GVqasqUKVOYNm0aDg4OFBUVceDAATZt2kRubq7e97x+/TonTpygZcuWBmlrqmvKqwE0RYD09PQyvfealIDDh+Hrr0se27sXZs6EQYPghx/60aTJPdq3LzG1rCwhQBAE7t69W+l8dPUEeFyLjDF4AkRERJCRkcFLL71Ure8fQRD4888/RRWAHiQnJ7NixQp27dpFo0aN8PHx4bXXXquTVkC1Wk1YWBi+vr7cvn0bT09P5s6dy4svvljrcxEREXl2EMuHRkjpdgA7Ozu9rs3IyECtVmtPSYypHeD48ePExcXRt29fOnfurNe1Bw4cICUlhddee42WLVtWey4FBQVERUXRoEGDR/ZFXr16lR07dmBtbc20adOqlZ0uIqILpU0BDX0ybGlpyYQJE+jRowe//fYbp0+fZsGCBUycOJHLly9Tr149g/xd6YtUKqVfv3507NiRv/76i9DQUNatW4eHhwdvv/02bdu2xdfXl8jISGbMmMHatWsN3sd87tw5zp8/T/v27R/rzi+VSpkwYQJWVlZs3bqVzMxMwsLCKCwsZM6cOTp/zioUCvbu3YsgCIwcORIbGxtD/Sp1RseOHfnnn3+0m2orKyvs7e3Jzc0lIyNDWxTQqE5GjnSge3cIDwdra3j1VfjuO2jRopDvvgvSjmtjY4OpqSlyuRy5XF7G8CwpKYnWrVs/cj66tANAyd9cZZthY0gH0MRmVlcFEB0dzeXLlwHo2rWrQZRGzyqCIHD+/Hm+/vprHj58SP/+/ZkzZw6Ojo51Mp/s7Gz++usvIiIicHJyYtKkSbzyyiuiL5GIiEi1ET9FjJDS7QD69r2npaVRWFiIIAhYWVkhlUqNogiQkpLCoUOHsLW11dsM8MaNGxw5cgQ3NzeGDRtmkPnExsaSnp7Oyy+/XMFJNzExke3btyMIAlOmTBEXTCK1QlZWFhkZGTRs2FDv4p+uNG/enKVLlzJ//nwcHBzYunUrly9fxsnJiUaNGtXIPXXBwcGBDz/8kK+++ooXXniBAwcOsGjRIoqLi/nmm29o1KgRaWlpzJo1i/379xvsvjk5OQQHB2s3+E/y+5BIJIwcOZJZs2bh4uKCSqXi1KlT+Pj48PDhQ53uGRERQXR0NF27dq3TXHFDYmdnV8FU8lEtAVAiS+/SBRwdYdMmOHECVq+G7t2hfv36ZYoipX0ByrcEPM4XQBclADy+JUCpVNapJ0BaWhqRkZE4OTnRv3//Ko+jUQEUFhZiZWUlqgAeg0Kh4I8//mDNmjVkZ2fz3nvvsXz58jorAMTExODr68vJkydp164dc+bMYeDAgWIBQERExCCInyRGSEFBQZWVAKmpqVrzJRsbG0xMTOrcE0DTW5+amsqoUaP02mxozABVKhUjR46sthmghoiICFQqFQMGDCjzeEpKClu2bCE3N5fx48fTq1cvg9xPRORJ3L9/n9zcXFq3bl2ji3RTU1NtnKCHhwcPHjzgzp07/PTTTxU2WrWJpnVh/fr1zJgxg4KCAgICAvj9999Zvnw53bt3p6ioiA0bNrBu3TqKi4urfc8DBw5w584dBg8erLPCQCKRMHDgQBYsWEDjxo1Rq9WcP38eb2/vJ0bXZWdnExQUhL29PaNHj36mFvPlUwI0RmWZmZnaojb8X0vA7Nn/91xNx4BEIsHevi23brmTkNAKqLwl4P79+2XGLY2uRYDHxQSW9wSo7XaAgwcPIpfL6devX7XMaGNjY7l06RIAXbp0oUOHDoaa4jNFRkYG69atY/v27djZ2fHll18yZcqUOlGAKBQKgoKCCAgIIC0tjVGjRjF79uw6MyMUERF5Nnl2ViDPEKWVAJpTEF0pXwRwdnaus3xjDZGRkZw9e5aWLVvi6emp17URERFERkbSuXPnx8b46YNCoeDChQs4OTmV6WXNycnhl19+4f79+4wYMYKhQ4ca5H4iIrpw584dCgsLa0154uzsTLNmzWjcuDHu7u7s3buX+fPn8++//9a4Ed/jsLS05I033mDjxo306NGDM2fOsHr1anr06MHkyZMxMTHh8OHDfPTRR4/tC38ScXFxHD9+nKZNm1ZJbt2zZ0+WLl2Km5sbgiBw5coV1q9fT0JCQqXXHDx4kJSUFAYOHPjMLejLG0taWFjg6OiIWq0mPT1d+/jDhw9JT09n0SLQ2LGYmEBKCvj4wL//dic29kUOHRqOUmlaaUKASqXi/v37j5xL+SKA5md9lQB11Q6g6QE3MTHBy8uryuOUVwFMnjxZVAE8gujoaBYvXkx4eDidO3fG399fmxBS26SmpvLdd9+xc+dOHB0d+eCDD3jzzTf1TokSEREReRJiEcAIKW0MWN0igEaSWVfI5XKCg4NRKBSMHz9eLzPA7Oxs9u3bZ1AzQICbN2+SkpJCu3bttMoCuVzOr7/+SkxMDK+++irjxo0TF0sitUpcXBzW1ta15j8hCAKXL1/G0dGRhQsXMnXqVGQyGV999RXe3t4kJyfXyjwqo3nz5qxYsYIFCxZgYWHB1q1biY+P5+OPP6ZevXrcunWLjz76iLCwML3HLioqIjAwELlczrhx46qsMHrppZdYtmwZbdq0AUpOXdevX6897S5NYmIiYWFhBm1rMiasra1p1apVmccqawmIjIzEwgL8/P4vJcDFBUJCwNnZnn79TuHgkMPNmy9ga2uLiYkJBQUFFdQflbUElP+u0HyWl9/0V1YEUKvVCIJQZ0WA2NhYkpKSaNGiRaW+B7oQFxfHhQsXgBIVQHkDx+cdlUrFvn37WLZsGffu3eP1119n3bp1jzQHrWkEQeDChQv4+Phw+fJlunXrxrx58+jZs6e4FhEREakRxCKAESKTyRAEAalUqlc7QH5+Pnl5eWWKADWd+/0kjh8/Tnx8PL1799bbfVxjBujh4YG7u7vB5nTmzBmKioq0fZYqlYo//viDc+fO0aNHD9566y0xckekVlGr1dy4caNGTAErIysri3v37uHq6oq7uzvvvPMOa9eupUuXLoSHhzNv3jyCgoIMIruvKqampgwePBg/Pz9GjBjB9evX+fPPP/Hw8KBt27YUFBSwdu1aAgICysQePoljx44RExNDz549q92X37p1a5YtW6aVwycmJuLr68v58+e1z1GpVAQGBqJUKhk+fLjB2pqMjfItAc7OzkgkErKysigqKtI+HhUVhSAIRETA/0+tQyKBAQPAxcWahg2LefHFWOLj2yCVSrWvl66+ANX1BNC8l+oqHSAkJAS1Ws3QoUOrvAEUvQAej0wmw9/fn82bN2NiYsLixYv5+OOPsbCwqPW5FBYW8t///pfNmzdTUFDA+PHj+fTTT+ukGCEiIvL8IBYBjBCN7NHMzEwvCVhaWhoqlYrCwkIkEglWVlZ1qgRISUnhn3/+wc7OTm8zwISEBMLCwmjRooVBZflqtZozZ85gb29Ply5dEASBwMBAjh07Rrt27Zg2bZpeagUREUOQlpZGVlYWjRs3rjXZZ2JiItnZ2XTp0kX7t9mmTRtWrVrFp59+iqmpKd999x3Lli3j+vXrtTKnynB2dmbOnDmsXLmShg0bajdJmkLevn37+PTTT0lJSXniWA8ePODQoUPY29szbtw4g/TlN2/enC+++IJu3bohkUi4e/cufn5+hIeHAyUJBFevXuWll16iT58+1b6fsdK2bVvMzMy0P5uZmWmNadPS0rSPZ2RkkJyczODBJaf/GkrqBFKaNWtGhw7RtGlT0lpRmS/A3bt3H9nXr2s7QGWeAJoiQF0YAxYWFnL69GksLS2rpRiJj4/XqgBefvllUQVQisTERJYuXcqBAwdo1aoVfn5+eHh41EmRJCkpiU2bNhEcHEzjxo355JNPGDt2bLV8IERERER0QSwCGCGa3GkzMzO9NqSpqakUFBQAJdJMqVRaZ0UAQRAIDQ0lNTWVkSNH6lXRViqV7N27F7VabVAzQIB79+5x//59WrZsSYMGDQgLCyMkJIRmzZrx/vvvaxebIiK1yYMHD8jNzTV4/N3juHr1KiYmJhU2B+bm5nh5eeHj44OnpycxMTEsWbKE3377jby8vFqbX3kkEgk9evRgw4YNvP3222RkZHDlyhW6dOmCjY0N8fHxfPDBB0RERFQ6hlqtZt++faSlpTF69GiDJiK4urry+eef07dvX0xMTHj48CHffPMNe/fuJTAwEGtra0aPHv1Mq4zMzc0rvIcflxIwbhxcvw4rVsCSJZCYCB99BG5ublhbF9K2bTxApQkBCoXikW0rlbUD6KoE0BQHShsD1ta/W3h4ONnZ2XTr1q3C91EpMcVj0agACgoKsLS05M0333ymTCiriiAIHDlyhCVLlhAfH8+IESPw9fWtkGxRG6jVasLDw/H19SU+Pp5XXnmF+fPnV1DTiIiIiNQU4reCEaIpApiamup1KljeD8Dc3FxvTwFDER8fz5kzZ3B3d9fbDPDUqVNaM0BDu/NfuHABmUxG3759uXDhAjt37sTBwYHp06fXaUSayPNNYmIiRUVFvPjii7VyP42RXb169SpttWncuDGLFi1i8eLFODs78/vvv7Nw4UIuXLhQYTNVm9ja2jJt2jTWr19P+/btiYqKwtbWloYNG5Kbm8uyZcv44YcfHrnBO3fuHBcuXKBdu3Z6fy7pQv369Vm8eDEDBw7E1NSU9PR0Nm/ezJkzZ+jbt6/WO+BZpnxRqX79+piYmJCbm0thYaH28aioKBo2FPjzT7C1BYWipBBQvz4IQkvi49uQk1NSALa3t0cqlZKfn18hEeBRiQyVtQPo6gnwqHaA2ioCHDhwAEBrVqmZYkICbN0Kmpfwcd6d169f17ajvPzyy3Tq1KnG5vu0UFhYyE8//YSfnx9yuZyZM2cyf/78MpGUtYVMJmP79u1s3boViUTC22+/zYwZM+osilBEROT5RCwCGBmCICCTyQD9lQApKSkVTAHrQt6mVCrZv38/crkcLy8vvX6HrKwsbYSWIc0AoeS1PXXqFDY2Nri6uvKf//wHU1NT3n333QqGViIitUlcXBy2tra1ZgqYmppKcnIyTZs2fWyEqFQqZcCAAfj4+DBhwgRSUlJYtWoVX3/9NRkZGbUy18po27Yta9eu5ZNPPkEikZCTk0OjRo1Qq9X897//Zfbs2WRlZWmfn5ubS0hICBKJhIkTJ9aY3Nbe3p758+czfPhwTE1NyczMpLi4mPz8fL18C55WWrVqhaWlpfZnExMTnJ2dgbJqgNzcXJKSkmjUCBYtKjEJ7NULHjyAP/905c6dVvzzzzAOHRpaxhegfEvAo3wByn9vVNYOUNm/R115Ajx48ICYmBhcXFwqFMDXrIG8PLCygqNHYe1a2L274hiCIPDXX3+JKoBSJCcns2LFCnbt2kWjRo3w8fFhzJgxdfK6xMfHs3HjRo4ePUrr1q2ZM2cOQ4YMqfMUJxERkeeP5/ubwQhRKpXI5XKgRAmg6wZaEASjSQY4d+4cUVFRvPzyy3Tr1k2vazVmgJ6engaP0EpPTycxMZFGjRoRFBREYWEhb7zxBl26dDHofURE9EGpVJKYmIidnV2tqVFu3rxZwQ/gcTg6OvLRRx+xatUq2rRpQ2hoKPPmzSMsLOyxWes1jbm5OWPHjmXDhg306NGDzMxM7O3tMTMzIzIykunTp3Px4kUAQkNDuX37NoMHD67xtgtra2s+/fRTGjRogFKpxMLCguDgYLZt21anRou1gampKe3atSvzmOa7KCUlpcxGPDIyEkEoaQkoLga5HAICwNxcyujRDxgx4gC3b7uTm2tfaVTgnTt3KmzuS/sSQOXtAJX9W6hUKgRB0D6/ttoBQkNDKS4uZsCAAdr7SaUgk8HFizB9Ohw4UBKlmJ0NJ09CuZeDGzducO7cOaDEqFFfQ95nCUEQOHv2LAsWLODSpUv0798ff3//Cu/P2qCoqIh9+/bh5+fHvXv3GDZsGHPmzOGFF16o9bmIiIiIgFgEMDoKCgq0pxD6GAPm5uZSVFRU50WA/Px8Dh48qM031qe6ff36dY4ePYq7u7tBzQA1XL16lezsbKysrEhNTWX06NG8+uqrBr+PiIg+pKSkkJubS/PmzWvNmfrKlStYWFjQvn17na+RSCR06tSJtWvXMmPGDIqKitiwYQOrV6/m7t27NTjbJ9OsWTNWrFjBZ599hpWVFYIgYGFhQVZWFosWLcLf359jx47RpEkTrcy6pomJicHMzIx27dphbW1Nfn4+e/bs4ccffywji38WKd/X7OjoiJmZGQUFBdrvKCh5jdRqFePGwd27YGkJly/D++9D3771sLOT0aBBGg8fulbqCyCXyyv4DZRXeVTWDlC+tUCDUqksowKojSKASqXi2LFjmJqa4uXlVeb/qdUwciQsXgxffVVSKFm2DA4fLklV0KDxAsjPz8fCwoLJkyc/tyoAhULBjh07WLt2LdnZ2UyfPp3ly5fXie9PUlISX3/9Nbt27aJevXrMmDGDd955B1tb21qfi4iIiIiG5/PbwYgpLCzULkzMzMzKyCofR2pqKkqlkqKiIqRSKZaWlnVSBDh27Bi3bt3ilVde0SvfWKFQsGfPHq0ZoD7RiLpy4sQJpFIpmZmZDBo0CC8vLzEySaTO0ZgC1pYfgFqt5tq1a4/1A3gc1tbWvPHGG6xfv55evXpx7tw55s+fz99//61VMdUFZmZmeHl5sXHjRnr37q2NWdUYjWqMwGojnq+wsJDAwEAsLS354osvmDp1Kvb29sjlckJCQvjmm2+0bV/PIi1atCizwZFKpTRo0AAo2xJQUFBAYmIi3bpBcHDJY++8A9u3w5kzHQgO9kKtltKixW0cHByQSCTk5eVVkPGXbwkorwSorB2gMiWAUqkskwwAFVsMDM3Vq1d58OABrVq1ws3NjdRUeP11iI0FB4eSwsjgwSVtE+3bw5Yt0L07lH4737x5k7NnzwIlhZjOnTvX6JyNlYyMDNatW8evv/6KnZ0dX375JW+//Xatm3KqVCrCwsLw8fEhJiaGPn36sGDBAvr06SOuPUREROocsQhgZBQWFmoXODY2NkilUgoL4UmtpOVbASQSSa0XAVJTUwkLC8PBwYERI0bode2pU6eIjo6mS5cu9OzZ0+Bzy8zMJCYmBqVSSZ8+fZg0aZLYgydiFNy8eROlUllryQDJycmkpqbSokWLahmHuru7s2zZMubOnYu1tTU///wzS5cuJSYmxoCz1Z9mzZqxcuVKPvvsMxo0aIBarSYrKwu1Ws33339PdHR0jc8hLCyMW7du0adPHzp27MikSZO0xl/FxcUcPnwYf3//Mp4FzxJSqZQOHTqUeax0SkDpzXhUVBTvvAPnz8OcObB/P0RFwfbtztSvn4WXVzDm5sWYmJhgZ2eHIAha81wN5YsA5ZUAmo28rkoAlUpVJhkAqPEN5P79+xEE4f/HAkqwsCgxTHzlFRg+HNLTYfJk6Nmz5L/T00uMFDVovAA0KoDn1QsgKiqKRYsWER4eTpcuXQgICKB79+61Po/U1FQ2b97Mr7/+ipmZGe+88w4ff/xxncY2i4iIiJTm+fuGMHIKCgq0CxPNabifH2Rmlvz/P/6A+fPh/v2y15UvAlhbW9eq660gCBw4cIC0tDRGjBihPfXRBY0ZoIODg8HNAKFk4bdjxw5u3rzJSy+9xLvvvltrsmsRkScRGxuLnZ0dTZs2rZX73bhxg9zcXIN4YZiZmTF06FB8fX0ZPnw4N2/eZOnSpfz8888VNmq1iZmZGWPGjGHJkiW4u7tjZWWllY3PmTOHnTt31ti97927R0hICK6urowaNQqJRIJEIsHLy0tbmFAqlZw4cQJfX98KUvZnhfIpAQ4ODlhYWCCXy8u8N2JjYxk4UMH330Pz5jB+PMybB0eOSHjjjdtYWBSRk2NPfr51pS0B5X0ByisBNN8p5f0rHqcEKN0OADVbBJDJZJw9exYbGxsGDx6MRFJy+r99e4kBYGZmyevSvDl88w04OcGGDVBaPJSYmMiZM2cA6NChA127dq2x+RojKpWKwMBAli1bxv3795k0aRJr166lYcOGtToPQRA4ffo03t7enDt3jpdffpl58+YxaNAg8eBBRETEqBCLAEZG6XYAe3t7iotLFgIuLiUmQD4+4OpacmJSmkeZAtam3CwhIYHTp0/j5uaGh4eHXteGhoaSmpqKp6enwfN6NcWJo0ePYm9vz/jx42uk1UBEpCoUFxeTlJSEg4MDrq6utXLPS5cuYWVlZVBzLBcXF+bMmcMXX3xBkyZN2LVrF/PnzyciIqLSGLaaRq1Wc+bMGdRqNVOnTsXNzY28vDxkMhmbN29m2bJlBu/NV6lU7N69G7lczvDhw8uc+kkkEgYNGsTcuXNxdXXVzs/b25t79+4ZdB7GQNOmTcv0X5dWp6WkpGgfLy4uJiEhgXr1Sjb/b75ZcvJtYQFnz77Czp1v8L//O5V//x2gHa+8OWBeXh6Zmko5JRv20t9/mo18+SKArp4AULPtAMeOHSMvL48ePXpgZ2enjf87eRL27oUjRyA1FTZvLtn8m5pCeUHLX3/9RV5e3nPpBZCbm4ufnx8//PADpqamLFmyhA8//LDWi/05OTls27aNn376Cblczuuvv87MmTNrLfVFRERERB+en2+Jp4TSxoB2dnY8fFiSm3znTkkxYP16mDat5GcNarWatLS0OjMFVKlUhIaGUlBQgJeXl85mhlASl3Ps2LEaMwOMiIhg7969qNVqXF1dK8QuiYjUJcnJyeTk5ODu7l4r/apKpZKoqCgcHR0Nnr4hlUrp1asX3t7evPXWW2RlZbF27Vo2bNhQZtNXW5w/f54LFy7Qrl07PvroI/z8/BgxYgQSiYTs7Gz+/fdf3n//fW7cuGGwe545c4aLFy/SsWPHSk1H+/bty5IlS2jevDmCIHDp0iX+H3vnHVdV+cfx9x3sIQKCey8KzBGONFeaE9xmaeWstKXm9lem5daysnKmmVYqqKkpqCjuBQ5EUXayN1zgcrnc8fvjdK8MLRQuYZ3368WruJ5zn3MH55zn83y+n+/y5cuJjo6utOOoDkgkkjIBgYbrUlpaWglxKCQkhPx8OHXqwbZXrsDRo03w9LzCgAFHiI9vYHQC5ObmlpnQ379/v8TYxd0A1dkJoNfr8fPzM7pFhDGFfwsJEUR/e3soKoLBg2HdOmExoHi1RUxMDBcvXgT+ey6A6OhoFixYgJ+fH82bN+eLL76gZ8+eVboIotfrCQkJYeXKlZw6dYrmzZvz4Ycf4u3tLboORUREqi2iCFDNKO4EcHBwQCaDLl3g008hI0NICI6OFlZJDGRlZaHRaP4xEeDq1auEhITg4eGBp6dnufcrKioyTtAHDRpU6Um5t27dYteuXVhYWFBQUICHh0eVlkiIiPwd8fHx5ObmVlkoYHx8PBkZGTRr1sxkfwv29vZMmDCBJUuW4OHhwcmTJ5k5cyZHjhx55MprZaNQKDh06BASiYSRI0dibm5Ow4YNWbRoEfPmzaNRo0bGlqHvvvsuhwypdBUgOzub/fv3Y2dnx5AhQ8pY0ovTtm1bFixYQPPmzQG4ffs2y5YtIywsrMLHUZ0oXRJga2uLtbU1RUVFJSz94eHh3L+v5K23Hmw7eDA4OspwdU2lWbNodDopaWn1sbW1RafTlQlW/KtcAEPCv16vLyE+/FUmQOlgQFOJAPfv3yciIoLatWuXCPJTq2HQIKEU4LvvwPB12r8fSjvcDS4Ac3NzxowZ85+wnev1ek6cOMG8efOMoZ+rVq2q8lV3pVLJnj17+Oqrr0hPT2fQoEHMmDGjyjJeRERERJ4UUQSoZhR3Atjb21OvnpAJMHky7N4tbJOTQ4mbpdTUVNRqNUVFRcjlcszNzatMBFAqlcZVjMet5z937pzJwgBjY2PZtm0bGo2G+vXrU1RUxIsvvlipY4iIVJSIiAiAx+qkUdHxcnNzq2Sl8JlnnmHx4sW88847AHz11VcsWrSIqKgok4995MgRYmNjeemll0rcjJuZmTFkyBC++eYbBg0aREFBAUlJSaxZs4bPP//8kSvDf4der+fQoUMk8ErPVgAAIABJREFUJyfTs2fPcn2erVu3ZuHChcY2jZGRkSxfvpxr16490TFUR1xdXcuURBQPCDSg0+nIyQnBxQUMC/oqFTRqJAWE97Jdu2sUFZn9ZS5AccqTC1AeJ4BhRdlUE+vff/+doqIievbsiUwmM5YCbNoEN24IJRJbtgh5AG++CWlpMHLkg/1jY2M5f/48IPzNdejQwSTHWZ0oKChgw4YNrF27FpVKxfvvv89HH31U5SJ/ZGQka9as4eDBg9SuXZupU6cyZswYcbFBRETkqUAUAaoZOTk56PV6EhNHMXfui8yeDXv3gkwmhAFqNPDyy0IbJQP/ZGeA06dPEx0dTbdu3WjZsmW598vMzOTQoUPGMMDKrF9MTU1l8+bNZGVlMXToUCIjI6lZsyZt2rSptDFERCqDe/fuVWko4LVr17C1tX2sv9WKYGlpybBhw1ixYgXdu3fn5s2bzJkzh127dqFUKk0y5t27dzl9+jT16tVj0KBBD92mYcOGLF26lEWLFuHi4kJSUhK///47EydOLGErLy9hYWEEBgbSrFkz+vfv/9BtHlYRYeiw0K5dOyQSCffv32f16tXGSd2/gb8qCSg+Ib9x4wZ9+sCsWUL7u0WLoFEj6NJFmFB5egbRsGHcI3MBsrKySgQOlu4Q8DAR4HEyAUzhBNBoNJw5cwYzMzMGDx7853jCv12+DG3bQs+ecO0a+PvDu+8K3ROKV9zt3r3b6AJ49dVX//UugLS0NBYvXoyPjw916tRh1apVlX4P8Xeo1WoOHz7M6tWriY2NpXfv3syaNcv4dywiIiLyNCCKANUMw02Ms/NtBgzI5u5deO89Qfl/4QUhIFAqhX37HuxTWgSoUaMGlpaWJj/WtLQ0Tpw4gZ2dHQMHDiz3xU+v13P48GFSU1N56aWXKjUMMDc3l61bt3L//n369etHixYtSEpKokWLFjg6OlbaOCIiFUWpVJKQkICDg8NjddN4UtRqNWFhYTg6OlZ6AOff0aBBA+bNm8esWbOoWbMm27dvZ86cOQQHB5fp3V4RCgsL+e2331AqlQwfPhz74k3US2FmZsbw4cPZunUrffv2JTMzk5CQECZPnsyxY8fKPaZKpcLHx8dY0/2w4NH8fHjtNaGWuzR169ZlwYIFdO7cGalUSlJSEuvWreP48eOV+t78U7Rp06bEtcHa2ho7Ozu0Wm2JML/k5GRGj07B21sIvdPphElvq1YlBTKDEyAnJ6dM6GRxN0BFnADFWwRKpVJkMplJJndBQUGkpKTQunVr6tWrh+HjPn5cCALcvRuys4X3ws1NaA9YXIv4448/OHfuHABubm7/SCu8quTOnTvMmTOHq1ev0rVrV7744osqK6UyEB8fz1dffcWvv/6KnZ0dkyZNYsKECdSsWbNKj0NERESkoogiQDXDIAI4OcXx5psKuneHH36A+HhIToYdO4Qbo+KL2g/rDFAV+Pv7k5KSQv/+/R+rDc+9e/c4c+YMTZo0oW/fvpV2PIWFhWzfvp3Q0FBefPFFRowYwdWrV1EqlXTt2rXSxhERqQwSExNRKBQ0b968Slax7t+/T2ZmJq1ataoSkbA0MpmMXr16sXLlSoYOHUpCQgKLFi1i9erVJCUlVcoYgYGB3L59G09Pz3LnkzRq1Ih169bxySefYG1tTUxMDIsWLeLzzz83lmb9FQEBAYSHh9OpU6dHWrFtbAR7d0BA2c4uALVq1WLu3Ll0794duVxOWloa33//PQcPHnzqhYAaNWrQpEmTEo89rEsAwP371xg3Dj77TEjBd3OjTI23ubk51tbW6HQ68vLySvxbcRGgMp0ApsoD+P3339Hr9QwYMAAAg85gYSEEAh48KLwPV65AVlbZ/Xfv3k1ubu6/3gWg1+vx9/fnf//7H0lJSYwZM4aPP/64RPcJU6PVajl16hQrVqwgNDSUTp06MWvWLLp27fqf6sQgIiLy70E8c1UzDCKATGaBlZUVW7dCs2YP/n3wYKEzgOH+RqPRkJGRUeUiQGRkJBcuXKB+/fr07t273PsVFhbi4+ODXq9n8ODBlRYGqNVq+fXXX7l06RIdOnRg3LhxyOVyLl68iJ2d3b9+hUTk6SMhIYG8vLwqW8m6d+8e+fn5tGvXrkrGexROTk5MmzaNTz/9lNatWxMQEMDMmTPx8fGpUMu+pKQk/Pz8sLOzY8SIEY91Y25mZsbYsWP55Zdf6NChA6mpqezZs4fXX3+dhISER+4XHx/P4cOHqV27Nt7e3o9cLY6JEc7jR48Kwa4PqzhwcHBg1qxZ9O3bFzMzMzIzM9m6dSu//vprmVT7p43S3znDNSozM7OE0HLr1i00Gi0GM4VOB9bWtjg5OQMYV8rLkwvwKCdAcffAX2UCGMQXiURiksl1dnY2wcHB2Nvb07NnT4prPQbx38dHsP4vWADvvAPp6Q+2uX//vtEF0Lp163/tNa6wsJDNmzezbt06dDodH330EZMnT/7L4M3KJj09nQ0bNrBt2zakUinjxo1j6tSpVdbWVURERMQUiCJANUKv1xtXNszNpVhbWzNtGmzcCKdPC5kAPj7CTaTBPZyRkYFWqzWKANbW1iYXAXQ6HUeOHCEvLw9vb+/HCsE5ceIEd+/efayVur9Dr9dz8OBBTpw4QevWrZkwYQLW1tYkJSVx//59GjZsSJ06dSplLBGRyuLevXvIZDJjQrypMUw4qmq8v0IikfDcc8+xdOlS3nvvPczMzNi4ceMTlwjodDp+++030tLS8PLyeuK/9yZNmrBjxw7effddJBIJQUFBjB07lt9//73Mtlqtln379qFUKh/phtLrhSC3Pn2E9q4GF0DdusJ/S5W1Y2try4cffoiXlxeWlpYoFAp27tzJjz/+WGWdFUxB69atS7RKs7CwwMHBAZ1OVyIgUKlUEhERbvxdKhV+GjVqSGGhuXGl/FG5AMVb5ZanHOBR72lRUZFxO5lMZpIJ54kTJ1AqlXTu3Blra2ujCPDdd/DBB0L2z5Il8MYbQvlf377g7Pxg/z179qBQKDAzM2PMmDFV0mK0qsnMzGTp0qXs3r0bV1dXVqxYQd++faus7l6v13P58mVWrFjBpUuXcHd3Z+bMmfTt2/df+X6LiIj8txBFgGpEYWGhcWXCzMwMmcyKbt0EK+m0adC5syAC7NkDVlbCPqmpqRQWFqLVajE3N6+SzgBBQUHcvHmTZ5999rFS/ePi4jh8+DAuLi4MHTq00ix0gYGBHDp0iHr16jFx4kRjbd7169dRKBR06dJFDOsRqXYYQgHr1atn8rEKCgoIDw/Hycmpylto/RUWFhZ4eXmxZs0avLy8iI+Pf6ISgatXr3L16lVat279WM6kh2Fubs7MmTPZunUrTZo0IS4ujgULFjB//vwSk8bLly8TFBSEh4cHPXr0KPEceXlCiKtEIgi2hw8LPy4uQuCdXC6UBkyYIDxeHEtLS6ZOncqIESOwtrYmPz+fvXv3snHjRlQqVYVe2z+FmZlZmXaBhlXU5OTkEo/fuHEDne7Bqn9sLJw504GNG98hO1uY/BfPBSgtGBmCHctTDvAoJ4DhmmrYr7J7vRvs7RKJhMGDB6PXC2LH/ftCJ4C+feHrr6F+feHar9EIHYIMxMXFcebMGUAQWCq7u051IDIyknnz5nHu3Dk8PT1Zu3Ztldb/KxQKfvzxRzZs2EB+fj4jRozgww8/pHHjxlV2DCIiIiKmRBQBqhHF2wPK5XLi4qz58UdYsUIISoqLg19/hT87SgFCTWXpzgDOxZcLKpmCggL8/PzQ6/V4e3uXWw0vvmo2cODASrPRXbt2zRjQM3HixBITqnPnzmFpaUnnzp0rZSwRkcpCoVCQnJyMk5NTlQRWxsbGkp2dzbPPPlulNtry4uLiwvvvv8/ixYuNJQIzZswoV4mAQqHg8OHDSCQSRo4cWWby96Q8//zzHDhwgIEDB6LRaPDx8WH48OHcvXuX7Oxs9u/fj62tLUOGDCnznv72G8yf/+D3ggKwt4c5c8AQG9CqlRD6+r//wdatJcc2MzNj4sSJvPbaa9jZ2VFQUMDBgwdZv3698Xz/tNG2bdsSv9eqVQuZTIZCoSjRKSIiIgKlMg+JBCIjYf9+sLd35LXXduHgkI1OJ8XS0hJLS0s0Gk2ZXACDCFD6MzGIzuVxAqjV6hLX4sr6ThmIiYkhJiaG+vXr4+7ubnQ47N0LnTqBlxe0bAnz5gn5P99+W3L/f7MLQK/XExgYyPz584mNjWXEiBEsXrwYJyenKjuG0NBQVq1axfHjx2nSpAkffPABQ4cOrXQxSEREROSfRBQBqhEFBQUUFRWh1wurGHq9OWq1kA5cWAgPc8gWDwW0trbG0dHRpDf5Z86cITIykq5duz6WKn/+/HmCg4Np06ZNmVWzJyUiIoLt27cjkUh4/fXXS7Q9y8zMJDw8nDp16pQJpRIR+adJTEwkNzeX5s2bV4lLJSwsDJVKVWYiVp2QSCS0adPGWCJgYWHBxo0bmT17NkFBQY8sETh69CgxMTG89NJLlb5SaG1tzTfffMPHH39MrVq1uHPnDuPGjTM6FXr16kWLFi3K7OftDXfuCKu358/Dtm3w4otCq1fDHLRuXejdWwjBO3Gi7NgymYzXXnuNiRMn4uDggFqtxt/fny+//LKMDf5poH79+iUEaplMZuyKUdwNoNPpOHr0HmPGQI8eglOiWTMrXFzMSElxQSrVodc/uiTAkAtQnZ0Ax44dQ6PR0KNHjxKOuMGDhfyIixfBzOxBu8DiWkV8fLzRBdCqVSs6depUqcf2T1JUVMSOHTtYvXo1hYWFfPDBB0ybNq3KJt8FBQXs3buXdevWkZKSwsCBA5k5cyZubm5VMr6IiIhIVSKKANWIgoKCP1cfJNjZ2ZGUJOHyZXj/fThwAE6dguBgyMh4sE9VdgbIyMjgxIkTWFtbM2jQoHJPXjIyMjhw4AB2dnYMGzasUkSKxMREtmzZQn5+PqNHjy4TihQaGkpWVhaenp7/2sRkkaeXuLg48vLyeKa4rceEXLt2DQcHB5oVTxmtphhKBFavXo2XlxcJCQl8+umnrFq1isTExBLb3rt3j8DAQOrVq8fAgQNNdkxjxozhp59+4rnnnqOgoIAdO3b8pahiZyf0c7ezgw0bhKT3Pn2EMgDD6UgqBYVCKB2oUQMe5vSXSqUMHTqUqVOn4uTkRFFREadOnWL16tWkF0+JewqQSCRl3i9DdkNKSkoJkScy8hbh4XpatYLRo4XyNx+f4WzZMgWVygKJpGRJQHGSkpIoLCwsVybArl0P/86Ehjpw4cJE436VOQnV6XScPXsWuVxOv379jKJQdLTgDhk0CCZOFESjTz4BPz+YMuXB/nv37iUnJwczMzNGjx79r3EB5OTksHLlSn766Sdq1qzJ0qVLGTx4cJWV8kVFRbF27VoOHDiAi4sL77zzDq+99lqlhReLiIiIVDf+HVePfwlKpZKioiIkEj22tra4usLYsYKV1M9PmPxHRws1paNGCasV2dnZVSYC+Pv7k5SUxKhRo8pt59fr9Rw4cIDU1FRGjBhB06ZNK3wcWVlZbNmyhaSkJIYOHUqvXr3KbHP27FlkMpnYGlCkWnLv3j0sLCwq5e/h78jLyyM6OhpnZ+cqyR+oLAwlAj179uSnn37i5MmTXLt2jREjRuDl5YVMJuPAgQMolUrefPNN46TQVDRr1ozt27czZcoUQkJCuH79OpMnT2bWrFkMHDjwoWLjl18Kk3xbWyHpXq2GqCjB5p6aCkeOCAJAr15gaQnh4XDunFAT3qCB8BwSiYR+/fphZWXFt99+S0pKChcuXEClUvHRRx89VaGnbdq0ISAgwDjht7e3x8rKioKCAjIzM42W78LCWDZuTMXT05WbN2HVKrCysmTYsH2Ymwur9wYnQHZ2Nnq93jhZ1Ov1JCQklMsJEB3diJgYPVJpyYmmVKokIaE7DRoI5QCVKQKEhYWRlJRE8+bNqV+/vrEUYNYs4b9ffCGIALt3Q2amEArYqJHwb/Hx8QQGBgLQokULunTpUmnH9U8SGxvL6tWrCQsLo23btsyZM6fKkveLioo4fvw4Bw8epLCwkB49ejBy5MgqKdMSERER+ScRRYBqhKEcAMDW1p5OneDZZyE+HhwdhVCpoiIhJAiEJGS9Xm+spzSlCBAdHc358+epW7cuL730Urn3u3HjBufOnaNly5b069evwsehVCrZtm0b9+7do2/fvgwZMqTMSoFSqeTWrVvUqlWLVq1aVXhMEZHKRK/XEx4ejp2dHXUNMfEmJCYmhqysLLp16/bUuWIMJQKff/45x48fZ+/evWzevJnTp0/TsWNH7ty5g6enZ5UFo509exYzMzOGDh3K5cuXSUlJMYaXzZw586EdAqythf++9ppQGvDCC0JXgHbtYOBAYcW3ZUtB6N24URAMvvgC1q0T3AMGunfvjo2NDV9++SXx8fEEBwezbNkyZs2aRSPDLLGaY29vT7NmzYiMjASEz7d27drExMSQkpJiFAGErgrB+PoO5JdfhPfqs8+K2Lw5mowMJ2rVSsfCwhJzc3PUajUqlQorQ1ouwmS5dNeah4kABQVWeHmVFQHS01/CwiLHuF9lZgL4+/uj0+no1atXiWvXvn1CKOCuXTBypCAElMbHx4ecnBzkcjmvvPJKtcz3eFwuXbrEunXryMjIYPDgwUydOrXEZ2lKEhMT+fXXX7l27Rqurq6MHTuWrl27VlposYiIiEh1RjzTVSMM5QBCvaM9vr5CKcCHHwq1gq+8AklJJTsDFBQUoNPpsLS0RC6Xm0QEMLQEVCgUeHl5ldsel5eXh6+vL2ZmZgwbNgxrw93wE6LRaNi5cyfBwcF06tSJMWPGPHRSExYWRkZGBm3bthWDfESqHVlZWaSlpeHi4oK9vb3JxwsNDUWr1dKmTRuTj2UqLCwsGDx4MKtXr2bIkCEkJiby448/otPpePHFF6vkpj0hIYHDhw/j6urK9OnT2bRpE+7u7lhbW+Pr68vkyZMJCAgoMcmEB3Xdc+YIae9t2woT/uXLYdIkQQAAIQW/USP46Sf4/ntYv15YCS5Ohw4dmD9/Pk2bNkWv13Pr1i2WLl1KeHg4TwulSwIMwkl6erpRBJdI4MiRNEaN0pOeLgjf06Y5snXrW1y+LAS9SqUS49+PQqEo8Zzx8fGPdALodDrjYzY2+Vy+XEBICCV+3n9/C716fWjcr7KuI0VFRVy8eBFzc3P69OmD4VC2boUbN6BmTQgLE67769cLLkADiYmJRhdAy5YteeGFFyrlmP4ptFotv/zyC0uXLiUvL4+3336b6dOnV4kAoNPpOH36NCtXruTmzZt4enoya9asKjuXiIiIiFQHxLNdNeJBOYBQ77hqlRAw9dtvcPq0sGL0wQdgCFIunQcgk8lMYmG7du0aN27cwM3N7bHsh4bArm7dupVpD/W46PV6fH19OXPmDO7u7owfPx5LS8uHbnv+/Hm0Wi3dunWr0JgiIqbAEArYsmXLKql3NeQBVEXpgalxcXFh6tSpvPjii9jY2JCamsqyZcvYs2dPiYT5ykan0+Hr64tSqaR///64urrSvHlztm/fTt++falTpw5RUVHMmTOH5cuXk5KSUuY52rcXcgICA+Gddx48vn8/rF4NBw8K5/nCQmEimpkpuAJK8+yzz7Jw4UJjCGJ4eDjLli0jJCTERK++cmndunWJc7elpSU1a9ZEp9ORmppqfNzZOYZDhyL57jsYMAA2bZLw5Zd+9OwZaNzGzs4OKCsCJCQklKmVf1h3gJ49T5UJB9Tr9WW6A1SWCHD9+nXS09Nxc3OjVq1aSKVC8O8nn8DUqYLTr25dCA2Fjz+Gq1cf7Ovr60t2djZyuZxRo0Y91S6AvLw81q5dyw8//ICNjQ2ffvopI0eOrJIJeEZGBhs3buSHH35Aq9Xy6quvMm3atKeqrEZERESkMhBFgGpEfn6+8cbD0tKR7GwYNkyoFbWyEtpJxcY+sJeW7gzg7Oxc6XZflUqFn58fWq2WIUOGlDuEKCIiguPHj9OoUSO8vLwqPNnx9/fn6NGjNG7cmEmTJj1yBbWoqIjg4GAcHR0rLDyIiJiCP/74A6VSWSWhgFlZWcTFxeHq6lplNbamJigoiNu3b9OpUyfeffddrKys2Lx5M7Nnz+bKlSuP7CJQES5dukRwcDDu7u4luptYWVmxbNky3n//ferWrYtUKmXXrl188MEHD3UFODqCvz80bw4JCULrV19fodTrp5+Eye4LLwhOgc8/B3Pzh3eFadasGQsXLuS5555DIpEQGxvLypUruXLlSqW/9spGLpfj4eFR4jHDd7N4lwCA7OwrtG4tvAcbNsDu3b0ID29BerrQZcDOTsiBKC0C5OfnoyqVtPiwcoB27W6UaROoVqvR6/Um6Q5w7Ngx9Hp9iZI6Bwc4fhzq1IFr12DhQiEX4ptvoHt3YZvk5GQCAgIAIQvgac66iY+P53//+x9+fn60bt2atWvXlgn2NQV6vZ6goCBWrlzJ+fPncXNzY+bMmfTv3/+pFlREREREnhRRBKhGGPodCysPlgwYAB99BCdPwt27sHOncMNgoCo6A5w9e5aIiAi6dOlS7kmLWq3Gx8cHjUbD4MGDqVmzZoWO4eLFi/j6+uLo6MikSZP+8nVGRkaSkpKCm5tblVitRUQel7t372JlZVUlddzR0dFkZWXx3HPP/StsrgqFgsOHDwMwcuRIvL29jSUCSUlJLF68mJUrV5bpIlARsrOz2b9/PzY2NgwdOvSh9eGjR49m3bp1NG7cGGdnZ+7cucPixYtZs2bNQ10Bs2ZBvXpCqUBurpAI7+QklAfUqyfUhXfvLkx+H6WfNmjQgAULFuDp6YlUKiUhIYG1a9dy6tQpkwghlUnpkgBnZ2fkcjm5ubnGaxoI5/MLF/L5+mtwdYXevWUkJdXBz68/APb2glUiLy+vjOBSunvCw0SA/fuHER8vCO9pabB4sfATGNiD8PBXjftVRiaASqUiKCgIKysrevbsCQgr/2vWCN+DlSuFcr8ZMwTRf9y4B/v6+PiUcAFUZkZBVRIcHMzcuXMJDQ2lT58+LF++vErCSnNzc9m5cyffffcdCoWC4cOHM3369H+FO0pERETkSXn67wr/RRjsrDKZHAcHM1atEmoCP/tMKAs4fFhYLQJhpSMvL8+kIoBCoSAgIABLS8vHagkYEBDA7du38fT0pHPnzhU6hjt37rBz507MzMyYMGECTZo0+cvtL1++TGFhIS+++GKFxhURMQU6nY6IiAjs7Oyq5OY3NDQUoMzK69OKocSoT58+Rjt8rVq1ePfdd1m8eDHu7u4EBgYyY8aMSikR0Ov1HDp0iKSkJHr16kWLFi0eua27uzs//PADnTp1wsnJiYKCAnbv3s2sWbM4efJkmUkqCLXucXFCHTjAd9+BmxsY9EvDKfdRc3pXV1fmzZtnDH1MSUlh/fr1HDlypFoLAXXr1qVWrVrG32UymfH6lZSUZHxco5HyyScFvPACTJgAkyfXYNCgI+Tl2ZKaWgu5XI6NjQ16vd4oohsojwiQnFybmjULAXB2hh9/BEtLDRYWahISBgCVVw5w6dIlsrOzadu2rVGgTkwUgn/HjBFKQtzchJKR/v2FshAQ2icaXADNmjV7KsvcdDod+/btY8mSJWRlZTFhwgTmzp1bJe337ty5w+rVq/Hz86NBgwa8//77DB8+/JHlhCIiIiL/FcTuANUIpVKJXi9BLpcRHOzEiROwYIFgEyzt8k9LS0On01FQUIBEIsHa2vqhydQVITAwkISEBLy8vMo9YUlISOD333/H2dmZoUOHVmj1MSYmhq1bt6JWq3nzzTf/diKj0+m4dOkS9vb2j+zfLSLyT5Kenk5WVhb169evcFDm36HX67l+/To1a9b8V6x43bt3j8DAQOrWrcvAgSX7u0skEjw8PFiyZAknTpwwdhEIDAxk/PjxeHp6PlFJUlhYGIGBgTRt2pT+/fv/7fZ2dnasWrWKn376iR07dqBWqwkLC2PFihVcvXqVCRMmlBBrPTwE2/e0aVCrluACmDbtwfNptcK5//RpoZTgYdmOjo6OzJ49G0tLS06dOkVGRgabNm1CqVQyYsSIaukAkUgktG3bluPHjxsfq127NomJiaSmptK0aVOkUikymZbExAJeeEGPvb0EsESjaY6zczpSqZCqZ29vT35+PgqFokSbyOL5AvBwEUAi0RszASQSQXyZNCkbrfYCFy4IgrNUKq0UEeDYsWMA9CnW8qFhQ6ELBEBQkJD388ILQgtJw5C+vr5kZWUhl8sZPXr0U+cCUCqVbNq0iaNHj2Jvb8+cOXOqpJxBpVJx5MgRjh49il6vp1+/fgwbNsyYIyEiIiLyX0cUAaoRwoRej0wmw8FBys2b8O23Qv3oCy8IqwQGUlNT/xQN9FhbW5dYSakM0tLSOHXqFDVr1ix3S0CtVouvry8KhYJx48ZVKGgnMTGRTZs2kZmZyciRI8t10xAXF0d8fDwtWrQoscokIlJdSEhIMIYCmpr09HQSExNp0KABzs7OJh/PlKjVag4cOIBSqeTNN98sMdkrjoWFBYMGDaJjx47s2bOHgIAAFi9eTLdu3XjjjTcey32hUqnw8fFBIpHg5eVV7smDVCrlzTffxN3dnc8//5ysrCxyc3M5ePAgYWFhTJw4kW7duhkn5127CpP8xEThHG/QKgwCAAhi8MSJJUWA4qUCdnZ2zJgxAysrK/z8/MjJyeHHH3+koKCAsWPHVsvWkG3atOHEiRNGx4KdnR3W1tYolUoyMzON39mGDcNYssQJFxdrFAq4dMmLJk2CcHbOAAQRICkpidzc3BLPn56ejkQiMb7PD+sO4OCQzdatNXj3Xdi8GZ5/HgoLC41CgVwuRyKRVFgEUCgU3Lhxgxo1apRI9ZdIHnzOxcvi/6wWICUlxSiUNG3a9KlzuKWkpLC13K9tAAAgAElEQVRmzRqCg4Np0aIF8+fPp3HjxiYfNyYmhl9++YU7d+5Qv359RowYwfPPP18lQawiIiIiTwvVb4ngP0zBn/2AJBIzPD21bNoEzzwjpEb37g2tWsGlS8K2pfMAzM3NH3lj/CQEBASQlpbGyy+/bOzd/HcYwrM8PDyMNY9PQnp6Ops2bSIhIYFBgwYxcODAcl28g4KCyMvLo2vXruLFXqRaEhsbi0qlMlrZTYkhD6Bt27ZP/d9DYGAgd+7cwdPTk44dO/7t9rVq1WLatGnGEoHTp08zY8YMdu/eXe4SgYCAAMLDw+nYseMTBZd16NCBrVu34uHhgYWFBVKplOjoaFatWsW3335LTk6OcVsHB+FcX/xjMszblywBd3eYPBlOnIBFix4+npWVFe+++y7Dhg3DysqKvLw8du/ezY4dO4yBs9UJOzs7mjdvbvxdIpE8NCCwc+dLdOlynVq14NVXYc2a+3TvfpbExLpotdJHtgksXSLwMCfA4MGHCAmxwMtLqMdfuxZjZ4AmTbYY96no6vuZM2dQKpV06NCBtLSSLfBK6zPFqzj27dtHVlYWMpnsqXMB3Lp1izlz5nDt2jW6d+/OqlWrTC4AaDQa/Pz8WLVqFeHh4XTr1o1Zs2Y9sRNIRERE5N+MKAJUI1QqFXq9FHNzKatWuTJ9OqjVwgpB167CKpFhgbt0ZwAXF5dKu8jFxcVx9uxZ6tSpU+7JfGZmpjE8a9iwYU98s5KTk8OmTZuIjIykb9++DBs2rFyvS6/Xc/78eWxsbMo1SRAR+Se4e/cuNjY2NGzY0ORj3bhxAzMzM5599lmTj2VKkpKS8PPzw8bGhuHDh5fb3l68RODDDz/ExsaGLVu2MGvWLC5fvlxiRbg0CQkJHD58GBcXF4YMGfLE51ZHR0e++uorXnnlFczMzJBKpSiVSvbt28eCBQu4devWX+4fHS2Ex02eDLNnCz979xpen/Df4i/D3NycyZMnM2bMGGxsbMjPz2fv3r1s3769WgoB7dq1K/G7q6srEomEjIwMo01fKtWhVp/no480ODjA/fsNOHRoMAEBL5GSUhtra2ukUjkqlYpCQyE9wqS/uDDwMBHA1jafxYsjCAmBrVuhRo0HTgBHxyvGfSrqBDhx4gQSiQStdixubrBnz6O3NXyuqampT6ULQK/Xc+TIET755BNSUlIYO3YsCxcurNRFioeRlJTE+vXr2bVrF5aWlowfP54pU6Y89S4oEREREVMhlgNUE/R6PSqVColEh0wmIzfXjMuXhdTgsWOFnsHFtzVVZwC9Xs+xY8dQKBSMGDGiXME9er2egwcPkpyczLBhw0qs7jwO+fn5bN26ldu3b9OzZ0/GjBlTbhtrWloaMTEx1KtXj/r16z/R+CIipkSj0RAVFYW9vT1169Y16Vg6nY6bN2/i4ODwt2Ga1RmdTsfBgwdJTU1l7NixT/S+WVhYMGDAAJ5//nn27t3LiRMnWLJkySNLBHQ6Hb6+viiVSoYPH17hrBWpVMrUqVNp06YNK1asIDc3F5lMxr1791i0aBEjRoxgxIgRJYLKDFb/mBi4fh2Cg6FxY3jrLTBkE37xhRAoV/otkcvljBs3DqlUyu7du8nLy8PX1xetVsvEiROrVTu0li1bYmVlZXTBWVhY4OjoSEZGBqmpqcZzeUSEK1OmKHB2dsTcvAZyuQR7ewVhYa2pWzcRe3t7srMzyc3NNU7YJRJJiU4DEokEiUSCTqdDr9cbhZ2MDC27dwsBfXI56PWWFBUJyoqhJW5FRID09HTCwsJwcnIiKKgJb7wBhw4J7o+XX370fvv27SMzMxOZTMaoUaMqrU2hKVGpVGzfvp0DBw5gbW3N3Llz6dmzp0lX4XU6HefPn8fX15fMzEzat2/P6NGjqyR4VURERORpRnQCVBM0Go1xpUYqlfLddwX4+goiwJw58Pbb8GeuEAqFApVKZRIRICIigitXrtC4ceNyh/eEhIRw5swZmjdvXq7wrIdRWFjI9u3bCQ4OpnPnzrz++uuPdbN68+ZNsrOz6dy5c7UMwhIRSU1NJScnhwYNGpj8hj4lJYWUlBQaNmxY4Rad/yRBQUFcuXKFVq1a0bt37wo9V61atZg6dSpLliz5yxIBQ1mTu7s7PXr0qOhLMNK1a1e2bNlCy5Yt0Wq1aDQa46Rp8eLFxMbGGrc1zJnmzYOICBg/HpYvh+RkuHVLaCu3Zw+UPkUaXAEymYyxY8cyduxYbG1tKSgoYP/+/WzevNm4wl4dkMvlZQJfH1YSUKNGDjY2kbz9NqxZI+Gdd0IYMuQ3oqKao9c/aBVYuiSgeDmARCIp4wa4dcuDGTPc8fcXOjMEB4OfnwM7d84kL68pMpkMqVRqFAOehICAAAoLC6ldezgKhZTvvxecfTNmCKGAhs+seBlAcnIy/v7+ADRp0qRSv4emIj09nc8//5y9e/dSt25dVq5cSa9evUwqAKSmprJhwwa2bNlCUVERY8aM4b333hMFABEREZFyIM6WqgmGOkQAvd6G9ettOXYMOncWVguOHIE33hC2TU1NRavVolKpkEqlWFlZVYoIoNPp8Pf3p6CggEGDBpVropKfn4+vry8ymYxhw4ZhY2Pz2ONqNBp27drFhQsXaNu2LRMmTHjs9j3nzp3D3Ny8ROiSiEh1whAK2KpVK5OPFRUVRU5ODu3btzf5WKZCoVBw6NAhgEpbCZVIJLi7u/PZZ589tESgeFnT0KFDK70G29XVle+++w5vb28kEglKpRIrKyuCg4OZP38+R48eLWFXP3gQTp2C0aOFif+mTXD/PtjYQGCg4BLYuPFB61ip9MFkUiqV8sorr/D6669jb2+PSqXi4MGDbNy4sYRt/p+mdCcXJycnzMzMyMvLM4b9OTpm0rTpUZo1U2BuDubmTcnNtWP06N1/pvo/PBdArVaXED0MArHhPT579kVWr77EDz8I6fypqTB7dih9+mwjImImMpkMc3PzJ57I6vV6Tp069edn3ZdXXxUef+cdWL8eTp6EH34QHis+xC+//GLsCPDqq69WexdAeHg48+bN48KFC3Ts2JE1a9b8ZTvNiqLVajlz5gzLli3j4sWLuLm5MXPmTAYOHFitnC4iIiIi1RmxHKCaoFarjTcmer01+fkysrOFsCIPDzh7Fgwu99J5AFKptFJEgJCQEG7evImbm1u5g7D8/f2Jiori5Zdfps3D+lf9DTqdjj179nDy5Enc3NyYPHnyY/cOVigU3LlzB1dXV5o1a/bYxyAiUhVER0dTVFRUJaGA165dw9LSErfiLUWeMo4ePUpMTAwDBgyo9PfM3Ny8RImAoYuAm5sbKSkpeHt7m2wSI5fLmTlzJs899xxr165FoVAYU/G//vprbt68yaRJk6hVqxaGBitXrgiTxbp1YcoUIUTw228FYWDePOH/Y2OFsrHik0mpVMro0aORy+Xs2LGDnJwcDh8+jFar5Z133qkWvdLr1KmDi4uLsaWf4XqWkJBAcnKysSuDXq/n4sVQ7t17gTNn2hAZWQOZTEvLluE0aaJGp5ORm5tbwuovlNblGsNtSzsBJBI9Wq0giFhaQnq64EpzcIhHo7FBLpdXaAKekJBAVFQUderU4e23nfD0FB7X6aBXLyHzZ8kSuHsXli0TnB337//BqVOnAKFconv37k88vqnR6/WcPHmS7777jry8PEaNGsXEiRON71nxDhaVRVJSEj4+Ply9ehU7OzteeeUV+vbtW+2FEhEREZHqhigCVBOKtyWysVGyYoWUR7naS+cBWFtbP9EKfHE0Gg3+/v5oNBoGDhxYLvtjVFQU/v7+1K9fHy8vr8deLTFkCfj5+dG0aVPeeuutJ7Iu3759m8zMTLy9vcVVAJFqS1hYGLa2tjRo0MCk42i1WkJDQ3FwcKiSdlymIDw8nNOnT1OnTh0GDx5ssnEMJQLdu3fnxx9/5OzZs7i6ulJYWIhSqcTa2tpkY7/00ku0bNmSTz75hJiYGKRSKbVr1yYgIICIiAimTJlCp06dkEgkdOwolAN4egoBsQcPCpkAJ05As2bQrRssXCj0mTccsk4nOAMkEgnDhw9HLpezbds2srOzOXLkCFqtlmnTpmFlZfXXB2piJBIJ7dq1M9rfQSgJSEhIIDU1lWbNmiGVStHrJWzcqEEm0zN2rDkHDtwkK8uBM2e606rVPaytzYxlcgYhWS6Xo1AoHikCtGgRwaJFnty+LbjtXnlFuBbn55sjkWiRyWQVmlweO3aMoqIiOnToRadODy7ohmt7v35Qrx7MmgUJCdC4sZ6dO3eiUCgwNzdn3Lhx1faaplar2blzJz4+PpiZmTF9+nT69+9vvA8o3uJSrYaKmmo0Gg1nzpzht99+IysrCw8PD0aOHPlUZ56IiIiI/JOI5QDVhOJOAEtLc6RSKVptyeRnA6boDHD16lXu3r1Lu3btytRoPup4fXx8UKvVeHl54ejo+FjjGQIIf/vtN+rWrcuUKVOe2M1w7tw5JBJJuTMMRESqGrVazR9//EGNGjWMNc+mIiEhgbS0NJo2bVru3vbVCY1Gw2+//UZeXh7Dhw83eaq4RCKhRYsW2NnZ8cwzz+Do6MiOHTv46KOP/raLQEVp0KABGzdupG/fvuh0OhITE3FyciItLY1ly5axadMmY137G28IAoBGAz4+MH++IABotZCfDxYWggBw65awol28NEAikeDt7c2kSZOoWbMmarUaPz8/vvnmm3K3TDQlHh4eJbJcbG1tsbGxoaioiIyMDADUanOuXGnK++8nM2yYDW3apNO+/XXs7HJJTKxLTs7LqFS1SpQEGEQAA6VFgD59TtC3byhWVrB0qdB9obCwEJksl/bt36mQCKDX6zlz5gwymYybN0fzZ2VDGdzdYds2aNJEEL8uXLjw5+PudOrU6YnGNjXZ2dksX76cn3/+GWdnZ5YuXcqAAQOM9yEazQMBYPFioVylIl+zhIQE1q9fz/bt29HpdLz66qt8+OGHogAgIiIiUgFEEaCaYBAB9HqwsBCWcmQyyrgBtFotqampxhtDW1vbCpcCqFQqjh07hlQqZeDAgeUK1jt9+jShoaF06NCBLl26PPaY586dY+/evdSsWZMpU6Y88eqoSqXixo0bODk58cwzzzzRc4iImJqkpCQUCgWNGzeuUMhYeYiIiEChUDy1eQDnz5/n9u3btG/fvsomQQEBAYSHh9O5c2dWrlzJ8OHDSU1NZfHixSxfvpz4+HiTjW1ubs7ChQuZM2cOVlZWJCcno9Vqsbe3x8fHh4ULFxIWFmbcXi6HBg0gJ0f4PS0NVq2Cdu0EMeCtt2DFCggPL2nFlkgkDB48mLfeegtHR0eKioo4fvw4X331VYkU/X8CW1vbEuUXEomkTECghUUhVlYF3LkjvBdFRe4cPjyYzExHrl59nrS0F1Cp6j1UBND/qYY8rE1gixaRfPSRYM8HQQTQ6bRIpRpjJsCTEBERQVxcHIWF48jLs8fODhQKuHYNFiwQ8h0Mh1GnjiAa/PTTT+Tn52NpacnYsWPL3R2nKomOjmb+/PmcPn2atm3bsmbNGtzd3QGhbBGE72hODgwbBrdvw8CBDxwqj4PhO7pixQquX79Ou3btmD17NgMGDKj0vA4RERGR/xqiCFBNUKvV5OY6IJGAtbWw8qDTlUwMBqEVnkajKSEC1DEUjj4h58+fJzo6mi5dupSrvV9SUhIHDx7E0dGRYcOGPfaNSlBQkLGX76RJkypUxx8ZGUlaWhru7u4mte6KiFQEQyhgVeQBXL9+HRsbmyoJIKxssrOz8fPzw9zcnKFDh1ZJp4+EhAQOHTqEi4sL3t7euLi48M477/DZZ5/x3HPPce7cOWbMmMGuXbvKBM9VJgMHDmTTpk00b96c/Px8EhISqFevHpGRkXz88cfs3bvXGHL35puwfz8MHQrTp0Pt2kI2wLvvgr092NoKHWXOnHnw/FqtMLnu378/U6dOxcnJiaKiIgICAli3bp0xhO+fonRAoKurKxKJhMzMTOPr9vC4xaJFHri56QkMbIdabU7bttfx8LhF166B2NndK/E6zMzM0Gq1RrdDaRHg+PE+qFSqEuOq1WpSUhoREzOpQpkA/v7+aLVaEhO9GDpUUGO+/VZwHFhYCCUdixc/2D4kJISgoCAA2rdvT7t27Z5oXFOh1+s5d+4c8+fPJzIyEm9vbz777LMSixATJgjfRxDyjOzt4euvhayDo0fhT5NDubh//z5ff/01O3bsQCqVMm7cON577z0aNmxYya9MRERE5L+JmAlQTVCr1Zw//wl6fSE1a96joAAeVqqZlJSESqVCo9Fgbm6OhYVFhUSA3NxcTpw4gYWFBf36CfV8fxXmo9Pp2LdvH9nZ2YwdO/axW/GEhoaybds2JBIJ48eP59lnn33iYwehjKGoqOiJ3AgiIlVFZGQker3e5BPzoqIi7ty5Q82aNZ/KPIBjx44RFxeHt7d3lRy/4XymVCoZPny4cfVZIpHwzDPPsHjxYk6ePMmePXvYvn07J0+eZMyYMfTo0cMkK5ENGjRgw4YNfP/99+zfv5/Y2Fhq1aqFTCZjy5YthISE8Pbbb9OyZX2OHwd/f2jfHho2FDIB5HLYsEGwlhcUCKUBaWlQq9YDe7ZEIqFv377IZDK+++470tPTOXXqFFqtlunTpxuT9quali1bGgMSQXBIODk5kZ6eTnJyMg0bNqRp0yhSUlwZOLCAZ54xIzj4N+RyLTqdBNASF1dIfr4OjUaDXC43um4UCgU2NjZGEcBQ4hEa6sHgwWdLHEdhYSGWlimkpLyHTHb+iUQArVbLhQsX0Grr0rChHbGxwueyYQNcvQouLhAZCXPnQlQUNG6s5aeffkKlUmFtbc24ceOqVatbjUbD7t27+eWXX5BIJLz77rt4e3sbj7GwUBA2zpwRyhtGjYLmzYV7mO7dBSdAUJCQf5CdLfz+KNRqNSdOnODw4cPk5+fz/PPPM3LkSLHtn4iIiEglI4oA1QShZZOe+vV9SE4eyKRJ0KeP8FNc+E5MTDSudNjZ2SGTyahVq9YTj3v69Gni4+MZNGgQDRrUN4ZJPYrz589z5coV3N3dH7tvd2RkJFu3bkWtVvPGG2+UuwPBo9Dr9QQFBWFnZ1euHAMRkX+Ku3fvYmdnZ/Ib2bi4ODIyMujYseM/Hvj2uERHRxMYGEidOnXo169flYx5+fJlgoKCePbZZx/ai93c3Jz+/fvTsWNHDh48yNGjR1mzZg1Hjx7l9ddfp23btpXeB10ul/P+++/TqVMnli9fTlpaGhYWFjRs2JCrV68SExPD+PHj6d27N0OHCifr//0PQkKEbgGG64WPj+AWyM4WRIDdu4UuA59/Dr/9Br1790Ymk7F+/XrS0tI4ffo0Op2O6dOn4+DgUKmvqTzIZDI8PDy4fPmy8bHatWuTnp5OSkoKDRo0wNY2n27dzuLs3JBBg0ayf39jAgJ6U6NGDp07X8TW9gY5ObkoFAocHR2NIkBubi516tQxigCGdry5uXZ8+ulMli/XA8LnqFZP+bM0T//EmQC3bt0iOTkZDw83JkywICgILl6EIUMEAQCETg9RUcJ/r169SkhICABdunSpVl09cnNzWb9+PSdPnsTZ2ZnZs2eXKTWysBA6HBw6BG3awPjxQhnAunVw8yZ06gQqleBUcXZ+9FgxMTHs2bOH0NBQnJ2dGTlyJN27dzd5CZWIiIjIf5HqIzX/x0lL0yGT5VO7th+9e9/F3R0OHxYSoAMCBKUdBCdA8VIAV1fXJ64bTE9P5+TJk9ja1qBPnz58/TVMnfro7VNTU/H19cXW1pZRo0Y91kpYXFwcmzdvJicnh5EjR9KtW7cnOubipKSkkJCQQIMGDSqlRaKIiCkoKCggPj4eBwcHk39Pw8PDycvLq3ZW4r9Dq9Vy6NAh8vLy8Pb2NnkYIAilB/v27cPGxoZhw4b95fnM0dGR8ePHs3LlSnr37k1UVBQff/wxK1as4P79+yY5vo4dO7Jt2zaef/55CgsLiYiIoE6dOhQUFPDll1/y5ZdfkpmZCQhugPnzhdVXmQyOH4f33xfO5wcPCoGCX34pTEJ79nzg9OrRowfTp0/H1dUVrVbL2bNn+eKLL8jKyjLJa/o7Sn9vHR0dMTMzIz8/3yh+R0c348CBmhQUFJCR4UaTJjF4eIRw8eILf7oYJMZtDcn6hjIOw2TSIALY2eUyf/5ykpMLUCiEmv1PPlnLoEGv0a3bIORy+RM5Pvz9/dHr9fTu3RtPT+FzWLwYPvzwwTarVkHXrmBmpmHnzp2o1Wrs7OwYO3ZspQtLT0pcXBwLFy7k+PHjuLm5sXbtWqMAUCxWgawsYfXfxga++Ub4Hnp5CW0XO3YUxI6xYyEzU/gulqawsJBDhw6xatUqwsLC6NSpE3PmzKF3796iACAiIiJiIkQRoJqQmChFIikCoFUrFQsWwHffCasGU6bAuHGChTElJaWEE6Bu3bpPPObJkydJSUllwICXkcmc2bTpQT3fli3CKlJBgfC7Vqtl7969ZGRkMGDAAJo2bVrucVJSUti0aRPJycl4e3vz8ssvV8pNTmhoKDk5OXTo0KHa3DSJiJTG4N4xtDozJcHBwdjZ2dGyZUuTjlPZXLlyhZs3b+Lu7l4lpT16vZ7ff/+dpKQkevbsWSKU7q9o3Lgxc+bM4dNPP8XNzY3Tp08zc+ZMtm3bZpKJs4ODA6tWreLtt6dibm5OTEwMWq2WevXq4e/vz7x58wgODmbYMD0vvCAIAHl5woTz22+hb18hH+DZZ4VygYkTYeZMw3sg/HTt2pUZM2ZQu3ZttFot586dY/Xq1UaBoSqpXbt2ie4ZUqkUV1dX4EFAoFyuISqqGTdv3sTWtgYNGtynSZMY8vNtsLe3RyLRlZn05+XlodVqjaJAUZFwrW3f/hogCHUgfC+Kd+p5EieAWq3mypUr5OV14dAhL2bMgMuXoXFjoZsDCKF59+8Ln8W5c+e4e/cuIIgyj3NtNSVXrlxh7ty53Llzh379+rF8+XLj/YZe/6C85Oefhdfi6QnTpoGHh1D/HxEhfAclEvjlF+jQQbinKN2wJDIykrVr17J7926sra2ZMGECU6dOrXDWkYiIiIjIXyOKANUEubyAevUOAGBmZotWK4Q9LVgA0dHCDVx6ejpqtbpSQgHj4+P/7IntQs+ePQkIgEGDhJTiTz6BXbuEG8mffxa2L14G0Ldv33KPk5WVxebNm4mNjaV///54e3tX2oT98uXLyOXyattGSUQEhL+1qggFVKlU3Lt3D0dHx6cqPCsvL48jR44glUoZOnRolaz83b17l5MnT9K0aVMGDBjwWPsa+tovXbqUWbNmUbNmTX7++WemT5/OkSNH/iztqjykUimZma/QosUv1K9fn+zsbCIjI2nZsiUpKSl89tlnbNu2zVhLb2MDrVsLpWQGvv8eXnlFCKXLzxfqsyUS4Ueng86dO/PRRx9Rp04ddDodly5dYtWqVaSnp1fqaykPpQMCDaJAamoqOp2O5s0jyMx0JCAgiujo2tSoocDSspA2bUIwMxNK4wwdAQyTfhBs7aWdAD16nAYeiACGAMKKiABBQUGkpeUQEzOdPn0ssLQUVsGPHn2wTY0agtBev34hP//8MxqNBgcHB8aMGfNYY5kCrVaLj48Pn3/+OTk5OUyePJlZs2ZhY2Nj3EYigeRkmDED4uLA1RVOn4ZLlx48z4gRghvFkH2wYEHJcQoKCjhw4ACrV68mIiKCrl27MnfuXHr06FEtuyKIiIiI/NsQRYBqgqNjNs7OJwGoUcMSmUyw2xksd23bCqUAhYWFFBUVYWZm9sShgHq9nuPHjxMS0hQbm/HY29vzwgvg5ycIAfb2cOoUfPQR3LghrOTv27fPWAZQ3puivLw8tmzZQlhYGL1792bUqFGVthKqUqm4ffs2Tk5OFeouICJiasLDw5FKpeXqvFER/vjjD7KysnBzc3uq2medOHGC2NhYevToUSUOhsLCQnx9fQHw8vLCrvTSZDkxNzenT58+rFmzhvHjx1NUVMS6deuYPXs2V69eNYbPVRSlUpjU37jhRFTUDnr1GoROpyM0NBR7e3scHR359ddf+fjjj4mMjESrhdRU+PhjIQPglVeEcMBt2+DYMSE/YPJkWLZMeH7DKdnT05PZs2dTr149dDodly9fZtWqVaSmplbK6ygvHh4eJa4Ttra22NnZodFoSE9PRybT0bNnID/80Adzcx22toIz7vnng3BwED6XoqIiVCpVCUFJoVCUcQIYMIgABgHHIAI8SXcAf39/kpIG4+Gh5fXXYflyIath714wDLt5s+AGOHnyJFFRUQC8/PLL1K9f/7HGqmxUKhXffPMNmzZtwsLCgo8//pgxY8Ygk8kwfJ11OoiPh+HDITFRmOjXrg1z5sCrrwphlPfuCSv+K1cK7SyLaTEA3Lt3jzVr1uDj44O9vT2TJ0/m7bffFsv6RERERKoQUQSoJiiVSrKz2xIb+xZXrwo3AjKZ8GOw5JcOBZTL5U900YyKiuLChWDMzVuQmPgMixYJF+lTp4T04lmzhIv8F1/AG288KAMYOHBgua2KKpWKbdu2cePGDbp27cprr71WqSt8UVFRZGRk8Mwzz2BpaVlpzysiUtlERUVhZ2dncnvr3bt3KSgoeKryAOLi4ggICMDZ2ZlBgwZVyZgBAQHcvXuXjh070qFDhwo/X40aNRg7diyrV69mwIABxMXF8emnn/LZZ58ZJ3gVwdoaXnoJWrWCnj2lLFo0m//972NsbW2Ji4v7M4DOg7t377Jw4UIOHz6Ar28RvXoJK7UXLgirtCCE0yUlCb8fOyZMRovTvn175syZQ4MGDdDr9Vy9epWVK1carfhVgY2NTRkxyOAGMByHu3soEyduZfbsUzg5aYptKTGKOgqFoowIUNoJYMDQJtAgAhj+XSaTPZagplQquX79OlKpIz4l0XMAACAASURBVK+95vjncwplGQkJQm18aChs2gQWFkp+/fVXtFotzs7OjBo1qtzjmIKsrCw+++wzDh48SNOmTVm7di2dO3cGBPu/VAoajSAC1K8vlJbEx0NsrLBY8fbb8MYbQgmAIQBx9mwhNNCAUqnE19eXtWvXEhMTQ/fu3Zk7dy5du3atVt0QRERERP4LiGfdasKePS1JTPTGzEzFxYuuLFv2IAxwxQrhpq10KKCLi8tjT6z1ej3+/v4UFipYvNiRzp3lBAcLF/QDBwRbH8Cvv0K/fqBUnuPq1at4eHiUuwygqKiIHTt2cOnSJTp06MCbb775xL2WH0VwcDBqtdp4kyIiUh0pLCwkMTERe3t7nP8qFrsSuHbtGvb29iZ3HFQWOp2Ow4cPk52dzeDBg3F0dDT5mAkJCRw+fBgXFxeGDBlSqROPevXqMX36dJYsWcJzzz3H5cuXmT17Nhs2bKiwrX77dggLE1aVAXr1eomtW7fyzDPuKJVKgoODadKkCTKZjA0bNrB8+XJ69Upm+HA4cgRq1hT2GzNGyAiQy4X2gg9piMBzzz3HnDlzaNSoEXq9nmvXrrFy5UqSkpIq9Boeh9JClouLy59lEZnGibpEAqGhd3Bx+T97Zx4WZbm/8c8s7PuigqSYe2q4ixuYGypu4IKZWnlcKm2xjqm0eOqURzLrV9opDTNNc1dcUBEVEUXFDQU3SAREWYVhhxlm5v398Z6ZwBXNUTzn/VyXVzHL+8y8zPA+z/18v/fdwPg4mQxjxGH1nX8Q2wEMP98uAlRvBxAE4ZHbAWJjYykuLmbUqGuMGCGK0xYWYotG376wcqVYgTFlCuzZs8doKjls2LC/lPLzV0lPT+ejjz7i+PHj9OjRg5CQkBotRTKZGP/n5wfTp4sJE1OnikkAa9aIhoogthAuWybOV958s+YYly5d4uuvvyYsLAxnZ2emT5/O1KlTTf53UUJCQkLi7kgiQB3hwgV3nntuC02bbiMoKI/4ePjhB/G+uDiwsNCTnZ1tFAEedWcxMTGR+PhztGzZkvbtu/Hbb+IuRfv2YsTP559DVJRYDfDuu9mEhYVhZ2dX6zQAnU7Hhg0biImJoV27dkyZMqVGL+HjwLBDJUUDStR1cnNzKSsro3Hjxibd6SorK+Pq1au4uro+9ZLi2hIfH8+ZM2do1aoVPj4+Jh9Pr9ezbds2ysrKGDJkSA0DuseFTCbjxRdf5J///Cdz5szBzc2Nbdu2MWvWLMLCwoyLzYfh5k1xd3X+/D9vKy+H69cb4OS0lMrKFVRUNOfChQtotVpeeOEFYmNjmTt3Ll26HKZtWz0LFojmbK1aiVFtv/wiLk7v1X3x4osvMnfuXJo0aYIgCJw7d46QkBBu3LjxiGfm4WjevHmN64aZmRkuLi4ANaoStFoNer2uxnOriwByubxalr3auLi/vR0gPV3HunUwd64ty5aJETkKhQKZTPZQIsD+/fsBGDKkH7d/vP7+d3FxfOAABAUVERYWhiAIuLu7ExAQUOsxHjfx8fEEBwdz9epVRowYwaeffoqjo6OxFVEQxPL+t98WjQxfe038+f334ZtvID5eTKD4j50C8OdmAohtgRs3buT//u//uH79Ov369WPOnDl0795d2v2XkJCQeIpI2St1hJISCxo2TMbMzJJOnbR4e8O774pOu4WFYGenQq1WG9sBHsUUUKvVEhkZSVWVhqFDh7JqlZI2bcTYIrVa7B+dOxeSk8HeXseJE1vIz89n/PjxPP/88w88viAIhIWFERkZSYsWLZg2bZpJor5yc3PJyMigYcOGJpnIS0g8LgzCnal9K9LS0igsLMTb2/uZiNSqqKggPDwcvV5PQEDAE/EwiIuL4/Tp07Rt25Y+d9sCf4wolUpeeuklunTpwt69e9mxYwc//vgjkZGRTJgwgR49etTa/GzBAmjXDqr7F86ZIy7iW7SQ8eqrzVm6dAkKxb/Jzd2NSqWia9euJCUl8fXXX5OQkICv7+u8844dqalij7ZKJZZ23++j0qZNG4KDg1m0aBEpKSmcP3+er776ig8//NDkxpMKhQIvLy+OHz9uvM3NzY28vDyys7Np3Lix0WD29hQDQztAaWkper0epVJpNPwzmCdqtVoEQWDHjkBu3HiOBg0UDB8OPj5F1K+/krNnMf5+aisCFBYWkpiYiKOj4x1mtYIgtty98Qbk5MDu3TvJzMxEJpMRGBiIo6PjI5ylv4ahKnDZsmVoNBqmTJlCUFCQcWGuUIhzDwsLcX7QoQMMGya+l44dxQjA1FRxx3/ZMvHn6sU8giBw4cIFNm/eTEpKCp6engQGBtKlSxcpzUdCQkKiDiDJsHUArRY8PVMoLn4BhUKBmZk5bduKOcJz50J6Ouh0N9FoNGg0GpRKJZaWlg8tApw5c4aLFy/Tvn172rVrT9u2Yr/o2bPihd7HB4KCxMlmaekRTp48iZeXFwOq20zfA0PkVnh4OI0aNWLatGkmK/O7dOkSRUVF0mRCos5z/fp1qqqqTC4CXLx4EY1GQ/v27U06zuPi0KFDpKSk0KtXL9q2bWvy8QoLCwkLC8Pa2vqJiQ6A0Ux18eLFBAQEkJeXx4IFC5g/fz5XrlxBEIS7Pi8qSuyr/u47alSFAaxdC6dOie1aM2eKsWw7d1qzePHb9OrVi9JSO44dO4arqyuenp7s3LmTDRvm8t13F0lKEkUAX9/7CwAGWrVqxbx584wRiomJiXz11Vekp6c/jtNzX25PCXB2dsbc3JyKigpjBCBAUVGRsacfRAHGxsYGQRBqtACAKAwoFApjyb8gyLCwUOPqWoqnJ7i6lqNUlhuPA9T6sxIdHU1FRQXdunW7QzgwXKYmT4apU/PZtWsXgiDQqFEj/P39a39SHhNarZbVq1fz/fffI5fLmTt3LuPGjeP2KeE//yl+vho1Ej+TZ88aWi7E2MniYggIEKtMqgsAJSUlrFu3ju+//57MzEz8/PyYM2cOXbt2la7ZEhISEnUESQSoAyiV0KfPDuzskowiAIi5uj/8IDpDZ2Vl1TAFVCgUxvzk2qBWq4mMjEQmExg6dChz5sjx8hKji0JDxYt9XJyo6Ldrd4vt27djb29f6zaA6OhowsLCcHV1Zdq0acY8YVNw4sQJlEol3bp1M9kYEhKPg5SUFGxsbExuChgfH4+jo+MzkZSRnZ3N/v37sbe3Z/jw4SZfFBgEyszMTPr27ftEEghux83NjRkzZrBgwQK6devG+fPnmTdvHkuWLCEnJ+eOx/frB4MHwxdfiGXWhsr4ggJYulR0Y4+IgG7dxMqtFi2gZ08r3n9/AQrFUq5eDebixetkZGTQs2dPbty4wdKln+Ln9zt/+1slffvW/rW3aNGC4OBgWrVqBYiC08KFC7l27drjODX3pEGDBjW+NzKZzHjNq94SYG5ubmyTM1C9JeBeCQFarZbAwDCmTQtl9Oh4LC1h/vznWLpU7Lt42EqAqKgoZDIZgwYNuudjZDLYtm0Lubm5yOVyxo4di62tba2O/7goKyvjm2++Ye3atbi6urJgwQL69OmDTCYzJkX8/LP435kzRQ+J8nL47DPR+C8jQ6waPHkSY2KAwXNCEATi4+MJCQlhz549uLm5MXPmTF599dWnUu0gISEhIXFvJBGgDiAIoFaXolBoUCgUWFqak5srltr16iW69t9uClivXr0aOxwP4tixYyQnp+Dt7U1WVksKCkTlfuJE0RMgI0PcdXrvPT1JSevJz89n6NChNGnS5IHHPnHiBBs2bMDW1papU6fWqnXgUVGr1Vy4cAFnZ2fj7pSERF1EEATS0tKwtbV9KMHuYSkqKiItLY369eubVHx7HBgW5Hl5efj7+z+RSLArV65w6NAhnn/+eYZUr6l/wshkMlq1asX8+fP56KOPaNy4MXv27GHWrFls3LjxjoXsW2+JGesvvCAayoG4G9u7N3z/vfhv5EhISPjzOa6ucOiQB/7+3bl8eRm5uRbExMTQtm1bHB0dWb16NZ999hlpaWkP9dqbNm1KcHAwbdq0AcRzGhISwtWrV//KKXkgtxsEGtq/cnNzjf39IJb5V6+qMIgAJSUlNUSAkpIS4+K+qqqKjIzniI3txcqVHQgNhaZNi/DxEeMjzczMjP8eRE5ODleuXKFevXr3rcbJysoiIiICEM9pbc12Hxd5eXl89tln7Nu3jzZt2rBo0SJeeOGFGo+5cEEs8Z8/H86fF+cJf/whGgH26QP/+IdoDjh/vjg/MVBUVMSaNWv44YcfyM3NZciQIcyZM4eOHTtKu/8SEhISdRBJBKgDhIbqOXxYjMfS623ZvNmBjz6CJUtg1y5x4lxdBHhYU8CysjIOHjyIpaUZAwcOYd48GUVF4n3PPSdOJENDRZff1q0Pc+rUKdq3b0///v0feOzz58/z22+/oVAomDx5Mq1bt374E/AQXLt2jfz8fFq3bo2VlZVJx5KQ+CsUFhaiUqmoV6/eYzfHrE5qaioqlQovL686b7R14cIF4uLiaNasGf369TP5eGq1mq1btyIIAsOHDzf2iz9NFAoFPXv2JCQkhJkzZ2JhYcGKFSt4//33iY6OruFc7+Qklv8b0uPc3MTeckPBx8WLomu7gZwc8f6ff3Zg2LBGdOjwCgDHjx+nqqqK7t27c/78eYKDg9mzZ0+NhfSDaNKkCfPmzTO2byQnJxMSEkJycvJfOyH3oV27djW8E2xsbLC3t0en05GXl2e8XS6XU2S4qHHvhAC9Xo/+P9vXWq2WX3/9GydPdqNFi3S2bIE33zxH06aiD4GZmRnW1ta1ep379+9Ho9HQs2fP+3pybNiwAZVKhVKpZPz48U803jYlJYV58+Zx9uxZXnrpJRYsWFBjHnHqlJgQ1K6d+HmzsRHj/3btEo3/QDSo/PlniI2FESPE2wRB4PTp04SEhBAZGYmHhwfvvPMOEyZMMP4eJCQkJCTqHnV7xvg/QmqqHjMzsQ8xI8OH48et6NULmjcX2wF27Sr+S6aAsbGxXL9+HV9fX5o2bcwHH4glpP36iSV9hjlWXl7WQ7UBJCUlsXLlSnQ6HZMmTbqjh9MUnD17lsrKSikaUKLOYzAFNGVlDIgLa71ej5eXl0nH+auo1WrCw8PRaDQEBAQ8kQXQwYMHuXLlCt26daNLly4mH+9hsLa2ZsSIESxevJigoCCKiopYuHAhwcHBJCYm1tjZrq5dHDwoCrabN4uLsTlzxNsrK2H1avD2Fv+7Zo2cefMCWbBgAY6OjmRkZHDy5EleeuklZDIZS5cuZdGiRTUW0w+icePGBAcHG1NZrl69SkhICJcvX34s5+R2rK2tjW0IBgzVANXbKOzt7Wu0CFhbW6NQKGp4BRgwmARWVVXx4YeL8Pffza1bloweDdOm+XLgwKuA6AlQG6FZEAQOHz6MXC5n8ODB93xcWloahw4dAqBly5b4+vo+8NiPi7i4OIKDg7lx4wZjx44lODi4hiCm1UJuruj4Hx8vtiKmportgra24uJ/zx7xsUrln+0pKpWKX3/9lR9//JH8/HyGDx/OnDlz8PLyknb/JSQkJOo4kghQB0hPF7C2FidihYVNGD1az+TJYj9e06Zw5kwpGo0GtVqNQqHAysqq1mW/paWlHDx4CGtra/r0GUBpqWj+FxMjqv0zZ8Lf/gYlJTo2bdqESqVi6NCheHp63ve4aWlphIaGUlpaSlBQED169PjL5+FBCILAyZMnsbOzq/MLHgmJrKwsysvLad68ucnGMPTgOjk50bRpU5ON8ziIiYnhypUreHt7PxHB8ObNm4SHh1O/fn1GjhxZZ6skDD4qCxcuxNfXl6SkJD7++GMWL17MzZs3azy2d29YsQI2boTTp0UPF0MipKWlKAi0bQspKWIbWZMm4O3dk5UrV9KxY0cqKyvZu3cvbm5ueHl5cejQIebNm8fx48fvaVJ4O8899xzBwcG0b98emUzGtWvX+Oqrr7hw4cJjPjMit39W6tevj1wuR6VSGRf5tra23Lp1y1jZIJPJjLvQarW6xvMNIoBWq8XKqpJWrZLp338fx4/D55/v5PnnDwO1rwRIT08nNTUVDw+Pe/pNCILA77//TnFxMebm5kycOPGh2vkeFb1ez/bt2/nyyy8pLy9nxowZNG78BqmpNcdWKmHoUPj2W9GQuFEjuHZNbFX8+muxbbD6nxdBEIiLiyMkJISoqCg8PT157733CAoKeuIeBxISEhISj0bdnBX9j1FYKHDy5MvExy8hJcUHW9s/ywmvXwcbm+warQByubzWPcaxsbFkZt7A19eXZcvcGTECXn9d3CkaNAjWrYOKCti48TRnzpypVRtAVlYWP//8M7du3SIgIOCJlPUC3Lp1i+vXr+Pu7l7ne58lJK5du4ZSqXygoPZXKCgo4MaNG7i5uT2R/vpH5datW0RGRmJlZcWIESNMvkuo1+vZtm0bZWVlDB48+JmIEm3WrBnBwcF8+umnNG/enIMHD/L++++zZs2aGm747dtDeDh89ZXo57J7t7iTa8DXV2wLMKQgyuWis/7ixd8wbdo0zMzMOHv2LCkpKQwePBiVSsXChQtZvny5sdrsQTRs2JB58+YZ+73T0tJYtGgRCdUNCh4TzZs3r7GwVCqVxuQZw+6/XC7H2tqa3Nxc4+MMO923iwCGn6uqqtBqFRw/3p3ffx9NQICeffuex9lZrGqorQiwb98+tFotPj4+9xSakpOTOXbsGCC2ONweIWgKNBoNP//8Mz/99BOWlpbMnz+fBg1GMmyYjPXrwVA4UV37CQwUd/+TksQqk6gosbIkNFQ0KAbIz88nNDSUZcuWUVRUREBAALNnz6Zt27bS7r+EhITEM4QkAtQBfvkln6FDP6R586UMGPATXbr82QNpYQEKRXqNVgBXV9daOfaXlJQQFXUIW1tb8vKGcuwY/P67OHEsKoJffxVdpb/5JpOEhN9r1QaQn5/Pzz//zI0bNxg6dChDhw59Yhf+y5cvU1RUROfOnaXJhkSdJyUlxeSmgNeuXUOlUtVp8y1BENi7dy9ZWVkMGTIEDw8Pk48ZFxfH6dOnadu2LS+99JLJx3tcyOVyunbtyr/+9S9mzZqFnZ0dv/32G++99x779u0z7mJX59Qp6NEDjh6FvDz45Rfw8xPvM7i3A5w5I8fWdgJLly6lYcOG3Lp1i/DwPXTt2pVGjRqxdetWPv7441qX9ru7uzN37lzj3+Pr16/z9ddfEx8f/zhOhRG5XH5H5ZdB1MnOzjZWMNjZ2dVoCTBUAtzeElBVVYVer0er1bJ79zDy8urh7R3H9OmVZGTYc/Lk60DtRAC9Xs/Ro0dRKpX3TAUQBIE1a9ZQVlaGpaUlEydOrOFzYAqKi4sJCQlh8+bNeHh4EBISQteu3VAoMCZD7NwpikcymSgEGD4rw4aJ0cR+fn8KBHK5+F5jY2MJCQkhJiaGZs2aMWvWLMaMGWNSzxMJCQkJCdMgiQB1ALVajZlZEXZ2f9Cy5R+4u4uTea0WVq8W0Gr/qJEMUFs/gKNHj5KZeZM+ffpw65YDL78M7u6i0j9hgqjyHzqkZfPmzRQWFjJs2DAaN258z+MVFxcTGhrKH3/8wYABAxg1atQTLbE9ceIEcrn8ieyiSEj8FTQaDZmZmdjZ2Rl3LU1BQkICcrmcdu3amWyMv0pSUhKxsbE0atSIAQMGmHw8lUrFtm3bsLa2JiAgoNY573UJS0tLBg8ezOLFi5k0aRIVFRV88803zJ07l7NnzxoXvkqlGN32ySfw3ntie5eXl2j2ClD9z/OKFWIbWOvWrfn665UMGDAAvV7Lvn37qKqqws/Pj9TUVD799FO2bNlCVVXVA19ngwYNmDt3Ll27dkUul5ORkcHixYs5c+bMYz0ft7cEODk5YWFhQWVlpdEQ0N7enqKiIioqKow/A1RUVNRodZDL5ajVaqqqqsjMbMiIEbto0iSNLl1KGT58OwUFYt17bUSAK1eucPPmTZ5//vl7XjsTEhI4ffo0AJ06dTJ5K0xmZiaffvop0dHRdOjQgUWLFtG0aTNkMvH636KF6Ph/4QKcOQNlZaIQUP2zYmUFYWHiPAHENIaff/7Z2AI4evRo/v73v5vcCFhCQkJCwnRIIkAdQKPRGHsZqxsRKZWg1RZSUVFhrASobTJAcXGxsQqgb9+++PmJO/9794JaDa1aiROB2NiLtWoDKC8v55dffiExMREfHx9efvllk+9mVEej0ZCYmIiTk9NTyfmWkHgYcnNzKS0tpVGjRib7ngiCwLlz53BycjK5+eCjUlVVRXh4OBUVFQQEBJh8x1AQBLZt20ZWVhb9+/d/5v9WODk58eqrr7Jo0SIGDhxIamoq8+fP51//+hfp6enGx40cKVYELF8umrgZDOr1enGBl5QkJgl8/rko/nbubImn5yd89NFH2NjYkJycTHR0NP7+/tja2hIaGspXX31VK9PAevXqMXfuXLy9vZHL5dy8eZPFixdz8uTJx3Ye6tevX6OCRCaT1agGgD8X/Yafzc3NjeaT1QUNgwig1WpRKHTk57sA4jUzO9sBEHsrzMzMHmgMuG/fPvR6vdFs8XZ0Oh1r1qyhsrISa2trJk6caFLh/PLly8ybN4+LFy/i4zOcNm3+hVrtiiEEIj9f3N1/5x2xx3/uXLE9UKWq2RZQ/fXHxMTw1VdfERsbS6tWrfjggw8IDAyU0nkkJCQknnHunWUj8cS4lwgAYv99VVUVlZWVKBQKrK2ta9UPf+TIEbKzs/DxGcMPPzRg+nTxYn/woJg57eoKOTlqcnN/wcHBgbFjx97TqEitVrN69WpOnz6Nt7c3r7766hPfXUtNTeXWrVt06dKl1rFNEhJPi+zsbMrKykxqCpiTk0N2djZNmjTB2dnZZOP8FY4dO8aFCxfo2LEjXbt2Nfl4Z86c4ejRo7Rq1Qp/f3+Tj/ekaNy4MbNnz2bgwIGsX7+eo0ePcvbsWYYMGcLo0aNxcnJCLhcjBatjWG+eOCEawK5fD1u2iCLwwIHg5uZHSUln9u//mMuXr7Bx40Z8fHzw8PAgJiaG9PR03nrrrQe2m7i4uPDhhx/y7bffcuzYMbKysvj2229599136dmz52M5Bx06dKhhlNigQQPS09PJy8ujefPmWFpaYmZmZvxOGMwBS0pKqKysNF6zqosAgwbtY+3aidjbF7NzpxPXrk2iRYsvgQdXAmi1Wo4fP465uTkDBw6862NOnTpl9Eno0aMHL7zwwmM5F7djSChYsmQJ5eXldOz4ITt2+NGhg4wrV6C8XBSH2rcXIyRzcyEiQhSHuncX0ydu//VmZ2ezZcsWTp06hY2NDWPHjsXPz++JxhpKSEhISJgOqRKgDqDRaIzZ0HcTAaq3AlTfAbkXRUVFREdHY2dnR5cuvSkoEHd/3npLTAYICABvbx1Dhqx5YBuAVqtl3bp1HD16lPbt2zN58uSnsgNw9uxZKioqpFYAiWeC69evo9FoaGYIdDcBycnJqFSqOuuRUVhYSEREBObm5gQEBJi8daiwsJDNmzdjYWHBqFGj/uvEQplMRocOHfjiiy+YPXs2rq6ubNy4kffee4/w8PC7xuEZdoDz8kQB+Pff4d134dVXRff3kBBYsMCFH3/8kfHjxequI0eOkJKSxtChQ8nLy+OLL75g/fr1dxjs3Y6zszOzZ8/Gx8cHhUJBdnY23333HUeOHHks779du3Y1qmqsra1xcHBAp9ORl5dnXPSr1WoKCgoAsTrAsOg3oFAoUKvVaDQaPD3TefvtpQwdups337zA228vwc5ObGVQKpX3/QydO3eOvLw8WrdufVdTzqqqKtauXYtGo8HOzo4JEyaY5Huq0+nYsGEDX3/9NVqtllmzZiEIfgQHy1i1CoKDxQX/okXi45OToWdPaNMGfvtN9AcyxP+BeM0/dOgQISEhxMXF0bZtW2bPns2IESMkAUBCQkLivwipEqAO8KBKgOqmgC4uLlhYWNz3eNHRR8jOzsbbezxNmrgwbx688gocOyZOBLp1g4MHo4mKiqFDhw73dPfX6/Vs2bKFqKgoWrduzdSpU2tkCz8pDNGAtra2TyRaTELir3L16lVsbGxq7d/xKJw8eRIrKytjZntdY9++fWRkZDBixAiaNGli0rEEQWD79u3cvHmT4cOH06ZNG5OO9zQxNzenf//+dO3ald27dxMeHs6SJUuIiIhg0qRJxv58AMOa+ZNPwMcHli4FjUaMFkxPF9sFDh2CEyfkFBW9iZfXUDIy3ic7W4xXHDRoEJcuXWLVqlUkJSXx1ltv3VeEdnR05IMPPkAulxMTE0Nubi5LlixBq9XS1+BI94hYWVnRunVrLl68aLzNzc2NoqIisrOzcXd3x97envz8fDIzM3FxcbmrCCCXy9Hr9VRWVnLuXHvj7TKZkoyMtmRlmeHhccBYeXcv9u3bhyAI92yjO3r0KFeuXAGgT58+JonwrKysZPny5ezevRtnZ2fmzJnHiy924Jtv/kyHcHYWf/f/+pcYCzx9Opibw4gR4v2WluL9IMYdbtu2jfj4eOzt7XnllVfo37//M+mrISEhISFxfyQRoA6gVqvvKgIIgkBmZuZDmQIWFhZy5Eg0Dg4O7Nw5gOXL4aOP4P/+T+z/W7gQXnklix07duDo6HjPNgBBENi1axd79+7F09OT6dOnP7WS44KCAtLT03Fzc5OiASXqPIIgkJaWho2Njcmi6dRqNRcuXMDFxcUki4u/yrVr14iJicHd3Z3BgwebfLxz584RExNDixYtnmhiydPE3t6e8ePH4+vry5YtWzh8+DCff/45Xbt2ZeLEiTRv3tx4HrZuhY4dwc1NrAQ7cUJ0gR81Ck6eFFsFFiyAEycaIZevp1OnBZw5E0N4eDht23rRrVs3Tpw4wfXr13njjTfw9va+5zl2cHDggw8+QKFQEB0dTV5eHv/+97/R6XT079//L/1uOnbsWEMEqFevHlev4zsaEwAAIABJREFUXjUaAhp8AfLz81Gr1dja2qJQKNDpdOj1euRyuVEgKS0tpazsz+vJrVsOJCS0xNLSmSZNDgN3ivIGKisrOXXqFFZWVndNn1Cr1axfvx6tVoujoyMvv/zyI7/ne6FSqfjmm284duwYtrbD+Oc/g2jZ8jlAbP2bPl2M9jt+HBo2hNmzRSEgNFR8vk4nikQ+PqLnT2RkJPv27aO8vJwOHTowevRok8abSkhISEg8XSQRoA5QvRKg+s5DcXEx5eXlNUwBH7QIjomJIScnh4CAQF580ZyffxZ3fUaOhEaNYNEigcLCY5SXFzJx4kQaNWp01+McOHCAHTt24ObmxvTp000ac/YgLl++TGFhIQMHDnyiaQQSEo9CUVERKpUKV1dXkxnhXbt2jVu3btGnT586Z9Cl0+nYtWsXJSUlvPzyy8aFmakoLi5m06ZNmJmZERgYWCNT/n8BDw8P3n33XQYMGMD69es5ffo0CQkJ9O3bl9GjR+Ph4cHQoeJjExIgJQX69YM33hATaGbPhiVLxIz4ESPgjTfMmD//M6KitrFs2XIuXkzA0dGRAQP8OH48loULFxIYGMjLL798z/JwOzs7Zs2ahVwuJyoqilu3bvHTTz+h1+sZOHDgIwsBzZo1w9HRkcLCQkAs2a9Xrx7Z2dlkZ2fXuJ5lZWXRpEkTbG1tjdUAVlZWxrFFs8pwY4uBg4MDHTrcYsMGf5T/cVa8VyXAyZMnKSwsxNvbGwcHhzvuj4qKIiUlBQA/Pz+ee+65R3q/9+L69euEhIRw5coVCgv/xeHD3tjYyFi/Xrx/wgSxzD8xEW7ehG++EX/vGzeK9wuCKAAIgkBCQgJhYWFcvXoVNzc3xo0bR+/evY3nQEJCQkLivxPpr3wdoLoIUH3RkJWVhVarpaKiArlcjrW19X0rAQoKVERHR2Np6YaDQz/8/ETzJzEWCj74ADp1OsXp0zvo0KHDPcszjx49yqZNm3BwcGDq1Kn3jQ18EsTFxSGTySQ/AIlnAoMpYJcuXUw2RkJCAmq1+omY7T0sJ0+e5Pz587Rr144ePXqYdCxBENixYwcZGRn4+/vX2dYIUyOTyWjbti2fffYZx48fZ+PGjezevZujR48yZMgQhg8fjqurK15esG3bnwaCP/0ELi6iAKBWi6KASgUlJaDVjsLMzA9r6y8oLIxj797d+Pj4kJ2dzbp160hOTmbGjBn3XODa2try3nvvIZfLOXjwIPn5+SxbtgytVsuQIUMeSQiQyWR06tSJqKgo421ubm5GEaBJkyZYW1tTXl5OVlYWnp6eNVoCDCKAQqEwevEYRIDi4mLk8hJ0OkuUSguUSuU9zXIjIyMB7moIWFZWxoYNG9DpdLi6ujJ27NiHfp/3Iz4+nq+//pq8vDx69ZpIZmYXVq+WMWcOfP+9GBUJMGNGzeft3Cn+jkE0AczPz2fHjh3ExsYik8no37+/8XMiISEhIfHfjyQC1AEqKyvR6/VAzfLD6qaANjY2yOXy+4oAR47EkJeXh53d+2zZ4sjKlVBZCY0bi8aACkUmf/yxBkdHR4KCgu46wTlz5gy///47FhYW/O1vf6NFixaP+d0+HFVVVSQkJEjRgBLPDFlZWZSVlZnsu2PwyHBycqJVq1YmGeNRKS0tZc+ePcjlcgICAky+m5iQkMChQ4do1qwZw4cP/59oA7gfSqUSHx8funTpwqFDh9i2bRvr1q3j4MGDjBgxgsGDB9Oq1Z+VGd26weXL4v9rtWLVmIuLmCe/ejVotbbY2CxEJjuNTvcJhw8fxtPTk65de3DmTBzBwcFMmzYNHx+fu557Gxsb3n33XRQKBfv376egoIDQ0FC0Wu0j/746duxIdHS08Zrp4OCApaUllZWVqFQq7O3tKS8vNxoE2tnZ3dUXQKPRoNFouHatPenpnlRVVVGv3iXat/875ub1sba2vuvrKykpIT4+Hjs7O3r16nXH/REREVy/fh2AYcOGUa9evYd+j3dDEAT27dvHsmXL0Gg0TJkyhaCgILKz5TRsKLb9zZgBvXpBly5QVSUmARQViV5Av/8O69aJxn9Hjx5l165d5OTk0Lx5cwIDA/Hy8vqf//5ISEhI/C8hiQB1gPLyckB0La5u+peZmVmjFcDJyeme5Zf5+flER0fj6OjI5583obxcjIdavVqsBDh9WuDq1WxatChm0qRJd929MRhACYLAa6+9Vid21dLS0sjLy6Njx47/c2W+Es8m165dQ6lUmqyfNi8vj+vXr/Pcc8+ZzHPgUTlw4ABpaWkMGjTI5KJdSUkJmzdvRqlUEhAQ8FRMS+sqVlZW+Pv707t3byIjI9m5cyehoaFEREQwZswY+vbti5WVFS1aQGoq9O8Pnp5iFcCKFeKi8bnnxL7yzp3lHDjQjbKyf/L11ztITz9Obm4ujRu/QnLyVb7++muuXLnCxIkT71o+b21tzTvvvINCoSAiIgKVSsUvv/yCTqcjICDgoReednZ2tGzZ0mi6Z0jMSUtLIycnBwcHB7KzswFRkGvWrBlyuZzKykoEQUAmkyGXyxEEgb17/amqakzbthcoKirmwoXeCEIDPDy23LMV4MiRI5SVlfHSSy/d0YpTVFTEtm3bEAQBd3d3AgICHuq93QutVsvatWvZuHEjVlZWzJ07F19fX2QyGYYOQR8fmDZNrASIjhYFAL1e3P1v2BDOnweVKo0lS7Zx7tw5bG1tGTNmDH5+fv91SRoSEhISEg9GEgHqABUVFYC4i1Pdhff2eMD7+QEcPnyYvLw8AgODcHZ2xuDhFxwM77wDoaGHiItbS7du3e7aBpCSksKKFSuoqKgwOkzXBeLj4ykvL5daASSeGVJSUkxqCpiUlIRKpWLUqFF1aucuIyODqKgoXFxc8Pf3N+lYgiAQHh5OamoqgwcPllJD7oG9vT1jxozhpZdeIjw8nH379vHdd98RHh7OuHHj6NmzJ3v3mrFjB9jbQ9++cOaMmBiweDEYYu0PH4a0tO4UFXWhquocrq7/YNWqEfTufYDnnstj8+bN/PHHH8ycOfOuSRCWlpbMmDEDhULBnj17KCoq4tdff0Wr1TJ69OiH9nrp3LmzUQQAjCJAXl5eje9dfn4+zZs3x9zcnPLycrRaLWZmZsbxbt5swaxZvyKTCVy9epXGjaPYsuUzzMx23NNr4+DBg4DY6387O3fuJDMzE5lMRmBgII6Ojg/1vu5GWVkZ//73v9m/fz9ubm589NFHvGD4xdzG9Omi70NwsNgKeOOGaPo4eXI5+/btIzIykvLycjp27EhgYKDJUzskJCQkJOoukghQBygrKwPESgCDCFBSUkJpaWmNSoB7tQLcunWLyMhTuLi40L+/L1rtn9FQggDXr1/iypWNeHrWIygoqEbWMsCNGzcIDQ1FpVIxbtw4fH19TfROH56TJ09iY2MjTfIlngk0Gg2ZmZnY2dmZrLe2LkYD6vV6wsPDUalUvP766yZPErl48SIHDhygadOmjBgxok6JIXURV1dXXn/9dQYOHMi2bds4fPgwCxcupE2bNowfP57hwzsbF8azZ4tGsi1bilFyUVGwfLkYMdu8uZKff+5ESMhq7Oyuotf/wK1b9fD27s6ZM2f56KOPmDJlCn379r1jYW9pacmbb76JXC5n9+7dFBcX89tvv6HT6QgKCnooIaBZs2Y4ODhQVFRkPLaTkxMqlYrS0lJjDKAgCOTk5GBnZ0dhYSFqtRozMzPjNdDC4jqlpTbY2ZX+5zrsjqVlNmZmZnfdHS8sLOTixYs4Ozvf4fmRn5/Prl27EAQBT0/PxyKE5eXlsWjRIs6cOUO7du0IDg6+b0ugpSV8+SV4eMCmTbB9u8D58+cJCwsjJSUFd3d3xo8fT8+ePSXjPwkJCYn/caSrQB2gsrISEEUAQ5++wRSwvLwcmUx2z8zxNWtg8+YCLl8eSKNGLSgvd8Sw+aDXQ2lpMRs2bDDuuNzen5ibm0toaCiZmZkEBAQwaNCgOjOhLigoIDU1FTc3t8furiwhYQpyc3MpLS2lVatWd4htjwO1Wk1iYiIuLi40a9bssR//UYmPj+fMmTO0atUKH0PouIkoKytj8+bNRt+Bu7mzS9wdDw8P3n77bfz9/dm0aRNxcXF89tlndOzYkfHjx9OmTRt++EFGgwZg2Aj/8kv45z+heXPxZ71eTn6+K9u332L5cjdSU+WoVMfp3r07SUl/8O2333Lp0iVef/31O1o0LCwseOONN1AqlezYsYOSkhLWrl2LTqdj/PjxtRYC5HI5nTp14tChQ8bbGjZsiEqlIjs7Gzs7O6NAkJWVZUyoMMQGGsbRarX8+ONMnn8+lfz8AahUHbCzS+TIkcmkpTXidk+/mJgYKisr8fHxqVG1B7BlyxZyc3ORy+WMHTv2L7evpaSksHDhQlJTU+nTpw8ffPDBfVteBAEKC+G112DMGPj++1vs3r2DY8eOIZPJGDBgAMOHD8fFxeUvvS4JCQkJif8OJBGgDmAwLJLL5TVEAEOFwL1MAQsKICRES/PmUfj6ZpOR4cMLL8CHH8Inn4BMJhh3AAYPHnxHiX9hYSGhoaGkpKQwZMgQRo4cWWcEAOA/8UeFd91VkpCoi+Tk5FBaWkpzw4rpMZOamlrnogErKirYvXs3er2ewMDAOxZHj5vdu3dz9epVBg4cSKdOnUw61n8jMpmMZs2aMW/ePC5cuMDGjRs5d+4ciYmJ9OjRg3HjxuHq+jwgCskvvgjVu7FWrhRN6Hr0aM2RI2s4ejQHne4clZU/0bq1O/Xru7Jz505SUlKYOXPmHQaZ5ubmTJ06Fblczvbt2yktLWXdunXodDomTJhQa/HMYBAoCAIALi4umJubU1ZWVqMSpbKy0igCaDQaAOP1xN5+J3373kSpVHLp0iWee+4wlZWVeHp64u1tB9SM0D18+DAAAwYMqHF7VlYWERERADRt2vSO+x+WuLg4vvnmGwoLCxkzZgxTpkx54PdKJhNTH+bN0wJHWLRoF7m5ubRo0YLAwEBefPHFOnV9l5CQkJB4ukgiQB2gqqoKECsBDBOg200BHR0d7yhP3L8f6tW7gZ3dUQIDX8bFxYx16yA2FhYuhJdeiiM6+jAtW7YkMDCwxgSgtLSUFStWcOnSJfr163fXNoGnTVxcHIDkByDxzJCRkYFGozHZLv358+frXDRgVFQUV69epU+fPrRp08akY12+fJnIyEiaNGlS50TLZw2ZTMaLL75ImzZtOHPmDBs2bCA6OppTp07Rt29fRo8ejbu7OwoFzJoFX30FS5dCWRnMnSumCsTGmhEZ+RwLFlQQFTUPQfgKJyfo0qULCQkJfPLJJ7z22msMGjSoxvXFzMyMKVOmoFQq2bp1K2VlZWzcuBGdTsekSZNqVapub29Py5YtSUpKAsSFvZubG9evXzdW1xkwCO1qtRpBEIwigKXlWVxdoX59G7KzYwF77OwKeeGFcgYNalfjGEVFRVy6dAknJyc6duxY474NGzagUqlQKpWMHz/+nga+D0Kv17Nz505WrlyJXq9n5syZD9Xukpqaytmz2zh//jx2dnaMHTsWPz+/OiMYSkhISEjUHSQRoA5gEAFkMplx8nO7KeDdWgGefz6f5GQd9ep54+vryyefQJMmMGcOvP9+BTdvhmNhYc64ceNqlCZWVlayatUq4uPj6dGjBxMmTLhnHvLTQqvVcv78eRwdHWnduvXTfjkSErXi6tWrWFtb39fE81GpHg1YV+Iys7OzOXDgAHZ2diaP6CsvL2fTpk0AjBw5EidD2L3EX0KhUNCtWzc6dOhAbGwsmzdvZufOnRw5cgR/f38++WQ4+/c7ExUF69fD6dPi8+rVA2truHQJfv+9BSdO2BEa2oiUlMucOHGC9u3bk52dzdKlS7l8+TJTpkypYZSnVCp5/fXXUSgUbN682djmodPpeP3112slBHTu3NkoAgC4u7tz/fp1SktLEQTBKDyUlpaiUCjQ6XSo1WqjCJCevgSVajn29pacPbscnc4cV9dYundPuEN0P3LkCBUVFfTq1avGrnxaWpqxLaFVq1aP7Kmj0WhYuXIl27dvx87OjtmzZ9daAC8rKzMa/1VUVNC5c2cCAgJMllAiISEhIfHsI4kAdYDqJYpKpZKysjKKi4sfaAqYlnaQxo2LOXhwGlOnWiKTwYIFYGWl5dKlHIqLrXj7bf8ai+iqqirWrl3L8ePH6dSpE5MnT37kXQtTkp6eTm5uLl5eXlL0l8QzgSAIpKamYmtra5JkgLy8PDIyMvDw8LivOdiTQhAEdu/eTV5eHhMmTKB+/fomHW/v3r0kJyfTv3//OlUJ8d+Cubk5ffv2xdvbm4MHD7J9+3bWrl3LgQMHGDlyJJMmDcbDw5ZOnUSzwH79RL+AuXOhQwfo3t2Nrl1/YNmyZWzdupVz587h7u5O06ZNiYiIIDU1lZkzZ9ZwtlcoFEyaNAmFQsHGjRspLS1l69at6HQ6/va3vz1QnG7evDn29vYUFxcDYjSiwSCwsrLSKAIYjAJBvN4ajisI5lRVZXLtWgdsbZNo1OifXLy4ETOzy3eIAIZWgP79+xtvEwSB33//neLiYszNzR9ZUC8uLub7778nOjoaT09PPv7441pVEwmCQHx8PDt27DAa/02YMIGePXvWuco+CQkJCYm6hSQC1AEMlQAGESArKwudTndPU8CUFDh6VEVExFV69rzF7t1VFBVZ0qiRmA38xRcJ3LjRkClTLBk8eLDxeTqdjo0bNxIdHU3btm2ZMmUKNjY2T/z91oZz585J0YASzxRFRUWoVCpcXFxM8r1KTk5GpVLd0drztEhMTCQuLo6mTZveNXb0cZKcnExERASNGjV6pGx5idpjbW3N8OHD8fX1JSIigvDwcJYvX05ERARjxowhI+MlvvvOkrAwePttsLCAc+dE40CFQsHMmTPp1q0bCxcuJCsri/z8fLy8vEhOTmb+/PlMmDCBYcOGGXf6FQoFEyZMQKlUsm7dOkpKSggLC0On0zF16tT79sIbDAKjo6ONt7m7u6NSqdBoNFhYWCCTyZDL5Wi1WhQKBWq1GgsLC0A008vPF8jL88LJaSdVVVXI5TrkcnkNEaC4uJgLFy7g5ORUw4ciKSmJY8eOAdCuXbtHul5lZWUREhJCYmIiHTt2JDg4uFbJInl5eezYIRr/yeVyBg4cyPDhw02ezCEhISEh8d+BJAI8ZQRBuEMEyMzMpKysDEEQsLGxQaFQGEWAoiKYMAG02jJu3BjJ0KEKXFzsMBj+nj+fSlhYHv36xTFu3DjjBEoQBLZv305kZCTNmjVj2rRpjyXD2FTExcVhbW19R++lhERdxWAK2KlTJ5MsUk+dOoWFhUWdiAZUq9WEh4ej0WgIDAw0aTVRZWUlmzZtQq/XM3LkSGmR84RwcHBg3Lhx9O3bl127drF//36+/fZbWrTYxQcfvMyuXb2YNEnO4MFiJF11unbtyq+//sqXX37JqVOnOHPmDC1btqS0tJRly5Zx5coVpk+fbvxdyuVyxo0bh0KhYO3atRQXF7Njxw50Oh3Tp083LtrvRseOHTl8+LDRINDV1RUzMzMEQbhDCKiqqjIaBep0OuzslnHs2Cqcna/j6XmI8nJLXF3PIpPJaogAR48epaKigh49elQTEATWrl1LWVkZlpaWTJw48aF33y9fvkxISAg3b97Ez8+Pd999967RhNWpqqriyJEj7Nq1i7y8PKPnT7t27SRxTEJCQkKi1kgiwFNGp9MZyxTlcjkKhYKsrKwarQD29vbGnv65c6Fr11IEIQSVqjnHj7/DiRPQvbvo0h0evo5WrTJ5880gY6yeIAjs3buX8PBwGjZsyPTp0++ICqxLFBYWcu3aNRo0aECjRo0e/AQJiTpAdnY2ZWVlJkkGUKvVJCQk1JlowJiYGJKSkvD29qZDhw4mHSsiIoIrV67Qp08fqTLoKVC/fn2mTJmCn58fW7du5ciRI4SELKBdu3Z88cUkBg588a7pLQ4ODixatIjNmzezYsUKkpOTcXR0pGnTpkRFRZGWlsbMmTONopYhWk+hUPDbb79RVFREeHg4Wq2Wt956655Ck4ODAy1atCA5Odl4HDc3N0pKSiguLsbW1ha1Wk1lZSWlpaWYmZmh0Wj+c41dhYdHGNbW1mRlidfcNm1WAD1rmOkZKg2qtwIkJCRw+j8GCZ06dXqo74EgCMTExLBkyRLKysqYMGFCrQwRU1JS2LZtG4mJidjZ2REUFMTAgQMl4z8JCQkJiYdGEgGeMreLAIZ2AIMIUN0U8NYtyMwEX99DnDtXyGuvtaF5cwVbt4K3t8Dvv+/jwAEzxo3zqpHVffjwYbZt24azszPTp0/H4/ZtmzpGUlISKpUKX19fqa9R4pnh2rVrKBQKmjRp8tiPbYgG9PHxeeoT/lu3bhEZGYmVlZXJHfqvXr3Knj17aNiwIYGBgVJU6FOkUaNGvPfee/j7+7N582ZOnjzJ5csfcexYF15++WVat259x2dBJpMRFBREp06d+Pzzz8nIyKC4uJiWLVuSmZnJP/7xD15++WUCAwMxMzNDJpMxatQoFAoFq1atorCwkL179xqd8u8lBHTu3NkoAoBYDZCQkEB2dja2trbodDpKS0vRaDRotdo7FtuG1AC1Wk1OTg6AsYrO0Arg6OhIly5dAPG6vWbNGiorK7G2tmbSpEm1/mzqdDq2bNnCmjVrkMvlzJo1i0GDBt33e1RWVkZERAT79++nsrKSzp07ExgYSOPGjWs1poSEhISExO1IIsBTRqvV1hABNBoNhYWFxmSA6qaArq7w0Uc5rFwZjbu7O7169aJFC/j738VdiUWL6uPhYUlQUDfjhOT48eOsX78ea2trpk6dStOmTZ/OG30I4uLiEARB2vWTeKZISUkxmSlgYmIiFRUVxkXI08JQVZSVlcXYsWNNKiiq1Wo2bdqEVqtlxIgRteqTljAtMpmMli1bEhwcTGJiIhs3buT06dOcO3eO3r17ExQUdFdH+ubNm/PLL7/w3XffsXfvXq5cuUK9evVQKpX88ssvXLlyhbfeeot69eohk8kYOXIkCoWClStXolKp2LdvHzKZjBkzZtxVCGjRogX29vYUFhaSlpZGRkZGjVhAjUZjbBcQBIHKykrkcrnRMFCn0yEIgrE9Lzs727goP3bsmNGfxtAKcOrUKRISEgDo3r17rRNs1Go1y5cvJzw8HGdnZ+bNm3ffCgJBEDh79izbt28nNTWVhg0bMnHiRHr06CEJ5BISEhISfwlJBHjK3C4C5Ofno9frKSsrA+6MB0xJOUB5eQ5jx76GmZkNDRuCQqFh5sx8Sko8+PZbK2Of5alTp/jtt99QKpVMnjy5hitzXUWr1RIfH4+Tk9Mz8XolJEDs07158ya2traPfbFaPRqwVatWj/XYD0tSUhKxsbE0btyYAQMGmHSsyMhILl26RO/evenZs6dJx5J4OORyOe3bt6dt27acOnWKTZs2cfDgQU6cOMGAAQMYNWoUDRo0qPEcc3Nz5syZQ+/evVm8eDF5eXkolUoaNmzI0aNHSU9PZ8aMGUZPjWHDhqFQKAgNDUWlUhEREWEUAm73CJDL5Xh5efH999/XaKUrKCigsrISQRCQyWTIZDL0er3xn8E7oKqqynifQqEwivBwZyuAIWFHo9FgZ2fHxIkTa1UNU1JSwrfffktMTAzNmjXj008/vW+7W25uLtu3b+fEiRMoFAr8/PwYPny4FI0pISEhIfFYkESAp4xWqzXuUMhkMnJycoymgNbW1igUCmPmeFZWFseOHaNhw4b07NkTc3P+IxhcJDb2JebOPUKHDmJG8blz51i1ahUAr7/++jNjsJeRkUFubi5t27bF3t7+ab8cCYlakZubS2lpKS1atKhVvvnDcOvWLdLT02nYsKHxb8HToKqqivDwcMrLy5k8ebJJk0VSU1PZvXs3bm5ujBo1SmoDqKMolUp69OhBp06dOHr0KFu2bCEsLIzDhw8zbNgwhg4deseitWfPnqxatYqvvvqK2NhYrl+/Tr169cjJyeGLL75gzJgxjB07FgsLC4YMGYIgCKxYsQKVSsXevXuRy+W8+eabdwgBf/b5i1hbW6NUKqmoqDAKAIbFularNSYGGFJ4FAoFgiDUiBMsKSkhMTERBwcHYxVOVFQUV65cAaBPnz61qq7Ly8tj4cKFnDt3ji5dujBv3rx7GlxWVVURExNDeHg4eXl5tGrVisDAQNq2bSsZ/0lISEhIPDYkEeApc3slQE5OTo2dDFtbW6MpYExMDMXFxYwcOdI4AY+NjcXKaie+vmXMn98VmUzGxYsXWblyJVqtltdee+2ZytQ+d+4cZWVldOvW7Wm/FAmJWmNIBjCFaZ/BI8PU/fcP4tixY1y4cIGOHTua9G+KRqNh48aNqNVqxo8fT/369U02lsTjwcLCgv79+9O9e3cOHjxIWFgYq1evJjIyksDAQPz8/GqIRvb29ixYsIA9e/bw73//m7y8PMzNzbGwsOC3334jKSmJGTNm4O7ujr+/v1EIKCwsZM+ePcjlct54440a8YHXrl3D2dmZgoICQBTV7e3tKS4u/k/0359Ckl6vN5b/K5VKlEolWq3W+DyX/8TtHD9+nLKyMvr06YOlpSVlZWWsX78erVaLs7MzEydOfOC5SUtL48svvyQ1NZUBAwbw3nvv3VNAu3r1KmFhYUbjv3HjxjFw4ECTpm9ISEhISPxvIokAT5nqxoCGeMDi4mJAFAEaNmyITCYjNzeXI0eO0KBBA3r06AFAZmYm27Zto0EDNSEh7lhbW5OUlMSKFSuoqKhg4sSJz1wZbVxcHFZWVnTu3PlpvxQJiVpz48YN1Gq1SUQAQzSgl5fXYz92bSksLCQiIgIzMzOTG/Tt37+fCxcu0LNnT3r37m2ycSQePzY2NowYMQIfHx/27t3L7t27+fHHH9mzZw9jx46lT58+NXbw/f07RompAAAgAElEQVT96dy5M19++SWJiYnk5+fj5OTE8ePHycjI4I033qB79+4MHToUnU7HypUrjakBMpmM6dOnY25ujk6no6CggIYNGxpFAEOvv1arRavVYm5uXkNEM3yGlUolgiCg0+mM9xt8DQ4dOgRAv379AAgPDyc9PR2A4cOHP9D/4/z584SEhJCfn8/o0aOZNm0aZmZmdzyutLSUiIgIDhw4QGVlJV26dCEwMFBKx5GQkJCQMBlSjeVTpnolgCAIFBcXG0UAe3t7Y8zfkSNHKCwspF+/ftjZ2aHRaNiwYQP5+fmMGDGCFi2akZKSQmhoKMXFxQQFBeHr6/vU3tejUFRUREpKCvXr15dcjyWeKf744w+sra2N39fHhUajITExEWdn56caDbhv3z4yMjIYOHCgSdIPDKSnpxMeHk6DBg2MLvESzx5OTk688sorfPvttwQFBVFcXMzixYuZPXs2x44dM+66AzRo0IDvv/+eadOmYW5ujkqlQqFQkJ2dzcKFC/n111+prKxkxIgRTJ48GQcHB9RqNeHh4fzyyy/GXX4bGxtcXFyM1QFyuRwnJycUCgUymaxG252B6m0AhuuwTCajTZs2lJWVkZCQgL29Pd7e3uTn57Nt2zYEQcDDw4NRo0bd9xxER0fz2WefUVRUxJQpU3jzzTfvEAAEQeD06dOEhISwfft2HBwcmDZtGjNnzpQEAAkJCQkJkyJVAjxlqosAarXa2KMol8uxtbXFw8ODgoICYmJiqFevHr169QJE06z4+Hi6dOlC//79SU9PZ/ny5eTn5zNmzBgGDBjwzPUPGsqee/bsKU3+JZ4ZBEEgLS0NGxubO8zQ/iqpqank5eXRq1cvrK2tH+uxa8u1a9eIiYnBzc2NwYMHm2ycqqoqNm3aREVFBUFBQSZJWZB4sjRo0IBp06bh5+fH1q1biY2N5YsvvsDLy4tXXnkFLy8vZDIZcrmcCRMm0L17d7744gvS0tIAcUG+bt06kpOTefvttxk5ciR6vZ5Vq1ZRXFzMjh07kMlkTJkyhaZNm3L+/Hnc3d2Nu/XW1ta4urqSk5NjLP83CAKCIGBhYWFsDdDpdEbhwNnZ2dgK4Ovri6WlJStXriQnJwe5XE5QUBAODg53fc96vZ6wsDBWrlyJUqnk73//O/369bvjepyTk8P27duJi4tDoVAwaNAghg0bJhn/SUhISEg8ESQR4Cmi0WhIT0+ntLQUtVpNQUGBcaJva2uLQqHAw8ODffv2UVBQwOjRo3FwcCA5OZndu3dTv359xo0bR05ODsuWLSM3N5fAwED8/f2fOQEA4OTJk+j1erp37/60X4qERK0pLi6moKAAFxcXo3/H4yIhIYGKioqn5uuh0+nYtWsXxcXFjB8/3qRmnQcPHiQhIYFu3bo9c1VMEvfH09OT999/H39/fzZv3sypU6f4+OOP6datG+PGjaNly5bIZDKaNWvGihUr+OmnnwgLC6OiogJzc3NOnjxJcHAwU6dOJSAgAEEQWL16NcXFxWzfvh2ZTMa4ceNISUmpIQKAWJVQVFRkbAswcLsJoEEY8PT0xMrKil27dgHQt29f0v+fvfOOj6pK+/j33imZSSeNQBJK6AhIVZbOUqUsgqA0leLKWtddWVlfF9d9LWvltaxYVsUVEZAOSm9BOiGhhk5675nJ9Jn7/jHOkEkmlQTBvd/P535uO/fcMjN3zvM7z3me1FR27NgBONMdjhkzxut9Wq1Wli1bxrp16wgODmbRokX07t27Spm4uDh+/PFHCgoK3IH/unbtekf+b8vIyMjI3JnIIsAvhF6v5+OPPyYtLY3k5GRMJhOFhYWkp6cjiiJRUVGEhYVhNpuJi4sjODiYwYMHo9frWblyJSaTiYcffhhJkvjss8/IzMxk0qRJTJw48Y5sSNjtdhITEwkODpZTA8rcUbiCAvbs2bNRf3sVUwPWNQ95Y3P8+HFOnz5N9+7dm1ScS09PZ/PmzYSFhcnDAH6lCIJA586deemllzh16hTff/89R48eJSEhgcGDBzN16lRat26NUqnkmWeeYdCgQfzzn/8kLy8PcMbdePvtt7lw4QKzZ8/GbrezfPlydDodGzduRKFQMHXqVFavXu0RIFCj0eDj4+N2+bfb7e7rAc8ggSqViqioKERR5PTp0+6hAEuWLKG0tBSVSsXDDz/sNVCfwWDgo48+YteuXcTExPC3v/2tyhCeK1eusGHDBs6dO0dgYCDTp09nxIgRcuA/GRkZGZlbjiwC/AJklhjZFX+V/SXBpEj+GAa0R3JIGCzl2HVZKEoy0AaFEBUVxaFDh8jPz+f+++8nJCTE7Ro5cuRI2rdvz9KlS0lJSWHcuHFNHrCrKUlPTyc3N5dOnToRHBz8S1+OzK8Al4uvq+Hv6vGDGwZA5fHBNc2r25eVlYVeryc2NtbtbtwY/NKpAfV6Pdu2bUMQBCZPntzoqQ9d2Gw21qxZQ3l5OVOmTCEqKqpJziNzeyCKIr1796ZHjx4cO3aM77//np07d3LkyBGGDh3K5MmTiY6OplevXnz99de899577NmzB0mSKC8vZ9WqVVy5coWnn34ah8PBihUr0Ol0rFu3DkEQePTRR9Hr9fz0008AqNVq1Go1ZrMZpVKJoFQhBrZA27ITmuguCH4hICrxtVnQOsq5Yg9hb8IldPpyhgwexLVr1zh06BAAPXr08Bpst7i4mLfffptjx47RvXt3XnrpJY+sFjqdzh34z2w2069fP/d9ysj8WskqMXIms5TT6SWczyrFYLEjCgKBWiW9WzWjR3Qw3aOCCNJWDZYpIyPT9MgiwC3CZLWz5UwWn8ZdI6PYiEohoJdaQpCIWGFood3eA7vDxh6FipRzdlqWJuAfEMDgwYM5efIke/fuJTY2luHDh/P5559z9epVxowZw7Rp0+5YAQCcbs96vZ577733l74UmQq4DGnX5DKoKy/fjvsqGv1NyalTp0hOTmbnzp2cPXvWvb2hooJrnpKSQkJCAn369OHtt9+ucz2uYGcKhQKlUumeV1yuy76DBw+6e2kdDgfXrl2r0/GiKNZLCNm/fz+JiYn06dOHYcOG1f3By9zRKJVKBg4cSJ8+fTh48CDr169ny5YtHDhwgBEjRvC73/2Oli1bsnjxYgYNGsT7779PaWkpdrudo0ePkpWVxYIFC5g5cyYrVqxAr9e7hYCFCxdSXFzMuXPnEEURjUaDSRWIoutIfDoPQXI4EEQFgsrH45ocwDGbmfgkEanf0+REKPn0PysxGo1otVoeffTRKl4qmZmZvP7661y8eJFBgwaxcOFC97AZV+C/TZs2kZycTHR0NJMmTeLee++VvV1kfpWYrHZ+OJPNp3FXSS82olKIGCw2HJJnubjL+WiUCsw2B/e2DWHB0HYMbBd6R3qyysjcqcgiQBMjSRLfx6fzvz8kAVBucboimm2A4MVoVyhBoUQCrupFrovdCAztRlKOnm1r1qBQKJg4cSIrV67k4sWLjBgxgunTpzdZL92t4tixY2g0mirjJ2W84zLOLRaLx2S1Wqtsq0uZ6oxrV0RtmeopKipCrVZXiQfgenYNfYYpKSkIgkBISAhGo/Gmr7M+VOxJLSwsZOXKlfU6vq7ig06nY/PmzYiiSEBAADt37qyXeOHq5fXx8cHHxwe1Wi0bV3cYGo2GkSNHMnDgQOLi4tiwYQPr169n3759jBo1iokTJzJ8+HDuvvtu3njjDeLj4xEEgeTkZN566y0eeOABpk6dytq1a9Hr9axduxZRFHnjjTf4/PPP+XF3HLbfzMe3eScQBASFihrNDKUPdgBRxe4MG5LiXvzb+jGlLXTv3t2j6KVLl3j99dfJyspiwoQJPPnkk27X/szMTDZv3syJEydQKBTcd999TJgwQfZ0k/lVIkkS6xIy+PuW8yBVbOt6F+Otdgmr3Rmj46erBZxMKybUT82H03vRq5UcHFNG5lYg1KeB2rdvXyk+Pr4JL+fXRXapkedWn+JsptMNquFIKJCILLvEEwOjyc5M59SpUwwdOpQ5c+a4UyLdqeh0OubPn++OwHynCxqVcTgc9TbK61LmVvV0/9K4xuu6xvRWXq4897bNGzX1ONR1n8Ph4PDhwzgcDgYPHlyjN059zudwOPjpp59wOBwMGTKk2t9E5eNcngCu3nhRFN1Txe01IUkSp0+f5vr163Tv3p0OHTrUWL6hOBwOjh8/TnZ2Nt27d6d9+/aNUq9SqXQLAhXFgYYs/9reRXcC5eXl7Nu3j40bN5KamkpoaKg7cn54eDjr16/n888/x2QyYTQaUSqVDBs2jJYtW7J161bKy8vx8/PjoYceIuTuESxaf4ZykwXEhn+WgsNKMz8tS2f3pX9sKOAUrt999110Oh3Tp0/n4YcfRqFQYDAY2L17Nzt37qS0tJTOnTszefJkunTpIvdyyvwqyS0z8dzqRE5llGK8qbYuaFQiM+9pxQtjOqNRyYKujExDEAThpCRJfWstJ4sATcPFnDIe+vwo5WYbtsp+UA1EgYMwpZk2yVsYOuBe5s2b96sIKHTy5EkWLVrE2LFjWbhw4S99Oe40jUajEbPZfNOGe8WI1LcDFQ3luhjQjbmvoXXczuTl5eHr69vomQGys7MJDg5Gq9U2ar21iQR2u528vDzUajWRkZHOcdS1HNOQfRkZGZw+fZrIyMjb1j1aoVDUSTSoq6AgG4F1R6/Xs2fPHjZt2kR6ejrh4eHcd999jBs3DoPBwKuvvsrly5cxmUyYzWa6detGx44dOXr0KPrycspjf0tpZG+sUuM9c5Ug8dJ9nWiuv8onn3yCJEk8/vjjTJgwAUmSSExMZPPmzVy7do3w8HDGjRvHkCFD8PHxqb1yGZk7kMu5OqZ9dqRR27oapUj7CH9W/r4/ARo5XoCMTH2RRYBfkMu5OqZ8chi9ufGNP8FhI0xtZ/vCUYQGBTR6/b8En3zyCWvWrOF///d/GTRoUKPVa7VaMRqNHpPLuK9pslqtjXYNN0vFiNaNOd3uhnVlvPVwV5zXts+VG7w6GrrPZDJx8eJFoqOjCQ0NrdNxdTmXTqcjOTmZDh06uEWAul5jZXGn8nJtOBwOSktLmzxfucFgAHCnRW2IuFA59kHl5crrv2TcFFEUb8o7wdfXF61Wi1qt/q8SE8rKyti1axdbtmwhMzOT5s2bM2HCBEaNGsXGjRtZuXIlZrOZ0tJSWrRoQYcOHTioC6WkeU9QNL6XnAI74WlxRJlSeP755xkwYICH678oigwaNIjx48cTHh7e6OeXkblduJqnZ/Inh9CbbDR2i0KtEGkb7sf6PwzAz0f2yJKRqQ+yCPALUWq0Mvzd/RQbLI3+UnThoxQY2C6cLx/te8c3Bh0OBwsWLKCgoIAvv/ySkJAQj/2SJHk15uti2N/qHvjKQfQaa2oKvBlZDTGub7Z8fYz425FLly5x9OhRhgwZQtu2bRulTkmS2L17N8XFxYwdO9YdZKyx6q7sCVJRJMjLy+Ps2bM0a9aMrl27Vus1UpvQUFM5h8OB0WikpKTELZzcKlGqOuGgvusNCYDYWCgUCnx9fd2igGu5pnUfH5/b9jdUV0pKSti5cyc//PAD2dnZtGjRggkTJtC2bVvef/99MjIyKC0txRrTl/LO40HZdMPkRIeN10ZFcf+AruzevZsdO3ZQVlZGly5dmDRpEl27dr3jn7eMTE2UmZxt3aLypmzritzbNoT/zL1H/j3JyNSDuooAsrzWyPzPhrPozQ1TRU0ZSZiSE/HvPhJlcPNqy5ltEkeuF/LD2Wwm9rj1qcMagsuYr2ywJycnk5SUREREBD/99JNX476pDGFwihA2mw2r1eqeV2eM16VHvimoaLg01nQnZ5K4nSgqKkKpVFYx1CUJBAGKikIoLQ2kbdsUJAlKSpqh0RjRak3V1ukykAMCAggIaFxvn4qCSmX3e5vNRkZGBgCdO3cmLCysUc/tIjU1lYSEBJo3b07//v1RKBQNEhpcv0ebzebxG6xp3XVcY3n71OaF0BReCna7HZ1Oh06nq/N1iqJYL9HA19cXjUZzWzW8g4ODefDBBxk5ciQ7duxg69at/Pvf/yYqKorf/e53XL9+na37j5DeeVyTCgAADlHJ6/uzOXfgR9KuXyE8PJxHH32UIUOG3PExemRk6sLijeca3NatK2abgxMpxWw8lcnkXnI6TRmZxkYWARqRvRdz2XsxD4u9ZpfbnG9fwK4vJuoP//bY7tOiA6WHV2O4fITIh99BVFc/FthotfPi+rP8JjaUMP9bO97QarVSXl5ebzd7b0by5cuXyczMJDIyksTExAZfkzdjvrp5ZYO/MWlsY12hUNxWDXEXFYWJyiLF7bwPvEftr7ytLmUcDgcvvPACfn5+LFq0yMNgt9kkFApYtEhDTIzEs88a+c9/fEhMVNKrl42nnjIhCN7Pdfz4cY4dO8a0adOYOnVqg67PZfh6m1e3LyEhAYfDQd++fRkwYID7N1XbcfUJUFleXk5SUhJqtZquXbu6hYiKaQ2bispDa2oSCyrv87a/Yl2NQW1eCiqVymOquK22eAMOhwO9Xo9er6/z9QiCUC/RwCUcNLXAGBISwowZMxg1ahRbt25l+/btfPHFF0THxFDeYxoItya2hNHqYL85jAWj2jB+/PgmE81kZG434i7nszMpp9rI/41J/skdTHn1Ptb/uIPJ40Y3+fmq4+uvv2bu3Lns27dPTmUr86tBFgG8MG3aNNauXUtiYiI9e/b0WkaSJGJjYykuLiY7OxuNRsM/tiRhtDa8QSgoVIRP/h/y1vyDgs3vEv7ASwje0gj+jNlm598HrvPiuC6A0zg/fvw4SUlJmM1mYmJiGDlyJH5+frWe22KxUF5ejl6vr3VuNpsbfI+VyczMRKFQ0KJFC+CGx4A3g70mo76hDXFBENyNadf8ZnrXfymD3ZUqTaVSuZerm7yVcbk318W4/iXv83airKwMnU5H8+bNiYqKqpQ1AEQRkpPhqafgyhUt8fEwbRqsWeNDfLwf993nvd7r16/j7+/PkCFDiIyMvCX3UlpaysGDB+nUqROLFy8mOrruvS4Ve+RrEh8sFgvfffcd4eHhjB49mgEDBtTpuNrqdAXvrI3GFhpcw39uVkxoDC+Fiu8xbyJBdes1GeySJGEwGNyxG+p6HRqNxi0KJCcn8/rrr/PYY4/x6KOPehURAgICGD9+PD/88EO97jksLIxHHnmEsWPH8uOPP7I2LpEi/Jxpdm8BDlFJvl8bRk0aTliw7y05p8yvj/379zN8+HD3uiiKBAYGEhUVRZ8+fZgxYwZjxoy5rf5z//eH8xitNycAGFNOoT+1HXPmReyGEgSFClWzlmhi+xDQaxzKQE9RbfPpTCaPu6lTysjIVEIWAbwwf/581q5dy7Jly/jggw+8ltm3bx8pKSksWLAArVZLQloxefqbN45FlQ8RU19GF78JW2EmqrCYasta7RIrjqfx59EdSU9J5ocffqCkpARwNuBycnJISkpi8uTJSJLkYchXNu7r0oiuD5WNeW9GvdlspqCgAK1Wy9WrV7l48WKDx/F7M+arm1c2+G/ln2vF3OZ1NdprK6dSqW6rBsJ/C7m5uZSXl9OjR48qz1+SwGaDFi3ghx/gP/+BTz6B3/4WPv8cOnXyXqfVauX06dOEhITQrl27W3AXTvbs2UNGRga/+93v6iUAwI2AfipVzVGcDx48SGpqKoMGDWLBggWNGjHdZTybzWa3KFCf5YrrFoulTjEKXO+cxkgjWBcvBdf7s/J7tPJyffD2TqxJOFCpVLUKBy7Pr8LCQvfwktTUVHbv3l3tcVevXuXDDz9Eq9Xi5+eHv79/tVNld/uIiAjmzp3Lj2VRkN14AnVdEASRb4+m8cLYzrf0vDK/PmbMmMG4ceOQJAmdTselS5fYuHEj33zzDSNHjmTNmjUEBwf/0pfJ6fQSskqqH85WG5LkoGj7v9Cf3okiMAK/rkNRhrQEuw1zzlV0CT+iP72DmGdXeBy372I+JqtdThsoI9OIyCKAF0aPHk1MTAwrVqzgnXfe8TrGb9myZYBTMAD494HrmG7CC6AiolpD0ICH6lTW4XDw9JtfUHJ6t0fvWMU88levXiUmpnoxoSZcrsXV9cq7lr2t16Vuo9FIaGgoJpPzT6Viw7piQ9RbY7XitqYw5lUqFRqNxh2luzEMd3ks/q+HnJwc9Hq91/z2rs7mf/3LafwvXuwUAC5fBpMJYmO915mcnEx+fj79+/evkwdPY5CVlcX+/fsJDw9n1KhRTXKOgoICNmzYgJ+fH1OnTm30lGmiKLqj6N8sLgGzoYJC5eW6DJe4WS+FisOhvAkD1a27JqPRWOdzKRSKOnsbuMTl2kQVh8NBUVFRnc6vVqurCAMOlS+JOWYQRBxmA6LPremZt9gdLD+Wyp9GdUSlkN/tMg2nd+/ezJ4922PbkiVLeOGFF1iyZAkzZsxg27Ztv9DV3eCLQ9cx2xre1i396Tv0p3fi23UoYeOfQ1DcEI8DAMdv51NycKXXY7eezWZKbzk2gIxMYyGLAF4QRZE5c+bw6quvsnnzZve4XBdlZWWsX7+ebt260a9fPyRJYsuGNRSd3oslPwV7eTGi2hefmLsIHjwLdXibOp3XWphByaGVmFJP4zDqUQSE4tdpIEGDZiKqNe5yBVvepTzpANFPf0PavmVcvnoUu6mc/v374+Pj447ynZ2dTXl5OQcPHiQyMpKBAwfSpUsXdyO3cq77iusVlxsaubu2XvnU1FQcDgft27enVatWbmNfEAQ2bZrE5csd8fMr58knl7rrPH++K3Fxw8jPD+f3v/83LVtmAXDmTHcOHx7oLpeb25wFCz4jMjKHCxd6cuDAIBQKgWbNTPzxjydo3lyBVqt1u6e6litOjdHDN2cOTJgAlb5CMr8CkpOTEQShSlaAt96CDRvg4Ydh/Hh44YUb+/z9nfur49y5cxgMBu65554mumpPJEli+/btFBUV8fDDDzdJWkCHw8G6devIy8vjgQce8Cqa3E4IgsAf/qDmhx/UREQEcO5c1TLvvgt/+Qvk50NYGKxYAe+9d2P/mTOQkAB33y3x7bd23nxTACQiImy8914e/v6menknmEwmt1DqDVf6wcqC9caN99Ox42W6dk2qckx1Am9NwkHFwKk1XY8Ll2dacnIyoih69SwAMJvNFBYWolKpyMjI4Pz582RlZaHX61EoFISGhlFW9i5BQZ2ZPNmZRSYz08iHH36GxZJNiz4fU1L6T4xpZ3GY9LT+6w+YUs+Qu/J/CB33HA6LEd3JLdjK8lEGhhPQZyKBfSd6XKs56xK6hK2YMy9g1xWCKKIOb0PgPZPx7TSgyr2Z0s5SvP9r0vKSafFxMLNmTOfxxx+nW7du/P3vf+eVV15xly0vL+e1117j+++/JyMjg2bNmjF69GheffVVWrdu7S7ncg1ftmwZkiTx7rvvcvXqVSIjI3nqqad4oeLLROZXj0Kh4L333uP48eNs376dgwcPutMoZ2Vl8d5777Fnzx5SU1MxGo3Exsby6KOPsnDhQg9B0TWefffu3Rw6dIgvv/ySvLw8evTowQcffED//v2Ji4vjpZdeIjExkcDAQJ588kkWL15c5Zq27ztMzr4VmDOScFgMKIOa49/ttwT2n4og1ixi2stLKDu+HkVgBGHj/ughALgQNf6EjPx9le0mq51t53OY0jsanU7HW2+9xa5du7h27Ro6nY6YmBimTp3Kyy+/7E47W/HevY3lHzZsGCkpKaSkpHhs/+KLL3j33XdJTk4mJiaGZ555ptosPaWlpbzxxhusW7eO9PR0AgMDGTlyJK+//jqx1an9MjK3CbIIUA1z587ltddeY9myZVVEgFWrVmEwGNxeADllJgqPb0bQBhHQcyyiXzC24mz0p7aTs/wvtJj7IapmLWo8nznrErmr/oao8Seg530oAkKx5CVTFr8Zc+YFms/8J0KlsY65q/6GIiCUwHum4HttLyaTCZ1OR1paGjqdjsDAQCIiIlAoFBiNRr7//ns6d+5MZGRkvQz7mnrhq3O1ry1QlSRJJCYmotFoiImJcedCd9Gz5ynuuec4GzZMdm9Tq9W0a2ekW7e9rFo1jNjYWLp1a4lWq2X0aC1abTZarZbU1EAef9zBu+/ORqnU0KqVkqQkZ2P9hRcgIyOKxx6r8+3XGZsNGkE3kLlDuHbtGn5+flXG7U+bBmo1fPEF/OlPEBjo7PmfOBFGjnR6BHhDkiSOHTtGcHAwnTvfGvfiS5cucezYMdq2bcvQoUOb5BzHjh3jyJEjdOnShbFjxzbJORqbOXPg6afhkUeq7ktPh127oFWrG9tmzXJOAGfPwqRJ0LMn2GwCzz9f8f2jZPPmVlSwD+uM3W73CMTqmlzrOp0Rs7ncY39NCILgYYjXBVcchOoEgsrby8vLAWfmiZqCEur1es6ePQvAhQsXsFgsNGvWjIiICIqLi8nJ0eNwzMJuf5/Dhw+j0WjIz/8LarUBQSgg7/w8VK26EDzkEeyGEo+6dSe3YC8vxr/nfYhqLeUX4ije/RkOk47gQTPd5QyXj2AtysC3y2CUgeE4jDr05/aQv+ENwiYuxO+uYe6ypvTz5K5ejKjxJ3TANO7r0574Y7s4dOhQlXuz2WyMGTOGQ4cOMXXqVJ5//nmuXLnCJ598ws6dO4mPj68yBOfTTz8lNzeX+fPnExwczLfffsuiRYuIjo5m5syZVc4h8+tm/vz5HDx4kB9//NEtApw5c4b169czefJk2rVrh9VqZdu2bfz1r3/l+vXrfPbZZ1Xq+etf/4rdbuePf/wjFouF9957jzFjxvCf//yH+fPn8/jjjzNr1iy+//57Xn75Zdq2bevhnfDd2o1c+/JPKJu1JPCe+xE1AZgzL1Ly0wosudcJn/xijfdhvHYCyWbBv9tvERqQweNMhvO3nZmZyRdffMEDDzzAzJkzUaF1gOMAACAASURBVCqVxMXF8fbbb5OYmMiOHTvqXbeL999/nz/96U/cfffdvPHGGxgMBt555x0iIiKqlC0tLWXAgAGkpaUxb9487rrrLrKzs1m6dCn33nsv8fHxHiKfjMzthmyyVEPbtm0ZPnw4O3bsICsri5Ytb6TiW7ZsGWq12v1yPJtZStuH/4lB8nycfncNI3vZc+jiNxMyakG155IkicKtH6DwD6HFo//n4cqoielGwaa3KE+Kw7/7iAoHOVA3b0fYhD8h2W2UnNtG0aVL7gaYWq1GoVBgsVjcgfcsFgtXrlzxCMqk1WprdWNvbBd2Hx8fd2MxJiaGvn37VrkmrVZLQYE/Bw6EsHDhQrRarYeyvW8fjBwZSV8vWTC/+QZmzwZ/f3+sVuf47PJyCA2FsjLw1hHZvTv89BMEBTkb6//3f04D4OGH4dFHYdAgeOIJiI93GvpLlsDw4fD11/Djj04X7/Jy2LMHnnkG9u6Ftm2d53bx17/C5s3O40ePdvYmytyZ2Gw20tPTCQgIIDw83GNfbKzT+C8rc8579nT2DL/zDvz973DyJPTqVbXOoqIiUlJSaNmypcf7pqmw2+1s3boVk8nEhAkT0Gg0tR9UT4qKili3bh1arZapU6c2yTmagiFDoFLnkJs//Qnefttp6Htj5UqYMcO5LEmN+f5REB/vj1LpX+f3T4sWEpMmdWHMmN/y8ssqdu7UIAgO+vYtYt68JA8RoaKoUJ1IXN84CCkpKcTHx5Oamkpqamq15Xx8fGjWrBlms5nOnTtjtVoxmUzk5OTgcLREFF9Bkh7CZFpOcnIyDocDne4uBOEadruR4N4jCBr9B691W4uzaPnYJ+5AYwF9xpPz7QuUHl6Nf4/R7u1BA6bTbNgcj2MD+k4ke9kfKT282kMEKN77BSAQ+fC7qIIjOZ4ThZ/pJfLybpTJzoaHHoLk5GVkZBxixoy/8N13b7v3jxw5kgkTJvDiiy+yfPlyj/OmpaWRlJTkHgM+b948WrduzUcffSSLAP+F9OjRA3BmU3IxdOhQrl+/7tHZ8txzz/Hwww/zxRdf8Morr7gDLruw2+0cPXrU7THUtWtXJk2axNSpUzly5Aj9+vUDnKJD69at+fjjj93tXJPJxNNPPI42qjNh01939/oH9LoPdURbivd+gSn1DJrWPaq9D0u+8x2gbt6wHvJCvQW92UZsbCzp6ekeAuZTTz3F4sWLee211zh+/HiDvOlKSkp46aWX6NKlC4cPH3Z7FMydO9erMP/yyy9z/fp1jh49yt133+3ePmfOHLp3787f//53vv766/rfqIzMLUIWAWpg/vz57N27l+XLl7No0SIALl68yNGjR5k6dao7JVBOqQm7Qg02Zx5ryWJEsltR+DVD1awF5qxLNZ7Hmnsda0EawcPnIiiUSLYbQfq07fshKNWYUk55igBA4L0/95LbbYi+wSgsJndgKJfx7jLgFQoFYWFhJCcnY7Va3QKBSySo7KJZU2AoV3AoHx+fal3pK04Vy2g0GhQKBXFxcezbt4/p06fz4IMPen0uPj7OsdX+/v71+txWr4ZNm5zLKpVzTHb37uDnBx06wMcfVz1m4EA4dAhat3YacT/95GyEHz3qPN51zNmzcPGi04h3/R8fOeI08kJCYP16uHTJWS43F7p2hXnzoKjI6SJ+8aIzf3xJSdVrkLlzyM/PR6/XExsb67Un9fJlWLUKLlxwrvfoAf36wZYt3gUA5zGXKS4uZvz48bckdkR8fDznzp2je/fu9PWmpt0kkiSxfv16cnJymDx5Mh07dmz0c9xqNm+GqCio0N6rwu31/hGYP98HUfRhzx64csX1/okiODjK6/VLkoTJZKriaVDburfYBy4xoUePHsTGxlbxIrDb7Rw8eBCr1UppaSkOh8PtoaDT6RAEAb1+EYGBH1BW1gyb7SJKpQaHw4EkRSAIzv9Kv74Tqv08/LoO9Yg0LihUBPa7n4LN72C8epyA3s6Q4xWH3DmsJuf/sCShad0DfeI2d6wBe3kxluwr+HYejCrY6QUU0dbAgWUq5s//I199dRiA776DMWPg0KENZGWJvPmmZy/p+PHj6dmzJ5s2bcLhcHj85ufOnesRBM7X15f+/ftz5MiRau9T5teLyxW9rKzMva2i96TFYkGv1+NwOBgzZgzffvst8fHxTJzoOeTliSee8BgyNHjwYAD69+/vFgDA2X685557PDxbdu3aRXFBPpETZ+EweXr1aNv1pXjvFxhTEmsUASSL0ztJaGDMDh+lSF6ZidjwG21Cm82GTqfDbrczcuRIXnvtNY4dO9YgEWDnzp0YDAaeeuopjyEF0dHRzJo1i88///zGvUgSK1asYMiQIURFRVFQUODe5+fnR//+/dm5c2eD7lNG5lYhiwA1MGXKFIKDg1m2bJlbBPjqq68ApzLvwmJzYMi6TMH+5ZjTzyNZPcdKKpvV3KtnLUwHoGTfMkr2LfNaprKLI4CqmasRJxEYHIKgsJKbm+t2vazofpmXl+derhy0r+IYz+qi11dMYSVJEv7+/lUM/epyR7u2VTSW4uPjUSgU9OnTp8ZnU1+OHQNfX+jWzblutTob0YmJzsb1M8/AP/8Jf/ub53GDB8OBA85G+BNPOCO4Z2Y6G9b+/nDwoPNYgM6dneVcjfBRo5zlwFnHjBlO8aJlyxuu34GBoNHAY485x4lPqL7NKnMHkJub6xYBvOHjA336OHtkXd+BixedvbYLF3qv88SJE6hUKo8ehabCZDKxfft2BEFgwoQJjZY2ryInTpzg0KFDdO7cmfuqy4d4B2EwwOuvQ03tul/D+0cQBPd7PTQ01GOfK4hg5clgMFBaWkphYSElJSWUlJS41wF3PABJktwpRl3BEAH3fwuA0WgkOTmZwsLCn7fN5EZWWgFfX+fNFhUJ7joVvkHV3o8qtGpQXNc2W0mOe5u9vISSA8sxXDmGw8v/rcOkR/TxxVaS66wj5IaIEhDsDJQ2b14nfm4i0K+fUwAuLU0mPLwlrVpVjbdx1113cerUKQoKCjzcjb29V0JDQ93PU+a/C5fxX3Fcus1m48033+Sbb77h6tWrVbx3iouLq9RT+XvligFTOa6Na1/F79uFnxXtnC3vV3ud9vKaezcEtdOwlsx1TzvqcbwgYLY53xNLly7l008/5fz581UESG/3XheuX78O4LXXv2vXrh7r+fn5FBYWsnPnziregC7kQNAytzuyCFADGo2GmTNnsnTpUg4fPsy9997L8uXLiY6OZvTo0e5yJXmZZC5fhKgJIGjgdFQhUQgqDQgCRbs+hVpy2Es4X95BA6ajbee9R070qRQpXBARlDeMar2uFEGvx/7zuYKDgxEEwd34io6Odhv1YWFhBAUFVXH9ry39U0VsNpu7sVdXVCoVvr6+aDQaNm3ahMVi4erVq5SUlHgVDiwWLaAC6h71f9WqG664AKdOOeeubGsPPghvvln1uCFDnL1taWnOhv6GDbB2rbNxDp5u/ZWpHMTdWygEpRKOH3e6665a5Ywav3dvnW9L5jYjMzMTk8lUbZA7lcrZW7tggTNWRI8eEBzs+d2syK1ODXjgwAGuXbvGkCFD6FRdvsKboLi4mHXr1uHj48MDDzzg0atyp3LtGiQn3/ACyMiA3r2dv2tXWIg75f3z0UcONm3SezXoXUa9t+31SUHo7+/v9pYLDw/nrrvu8tjvii8QFxdHUFAQPXr0wGAwsHLlSqxWKy1atKC0dAIGwzDAgcPxCXCQ7Oy3CQx8ClHMw25XAFYku1T9v0QdssZIkkTu6sVYC9MJ7PM71C06OIfliQr0Z3ZhSIqr8CFU/TDUyqr/m0OGOEWZ3r0lCgudw9S8xZjwRlOIcjJ3LmfOnAHweFf/+c9/5qOPPuKhhx7ipZdeIiIiApVKRUJCAosWLfLqmVPd96ou3zeXyBA+Yj5CeFXRAEDhH1JjHepw5/h4S+51r8E263INKoXIkiVLeP755xk9ejTPPvssLVu2RK1Wk5mZyZw5czzuvabYVJU7xFz36O2YyiKLa33kyJHuTkIZmTsNWQSohfnz57N06VKWLVtGUVEROTk5vPTSSx4vzaTDu5CsZsIe/AeamG7u7ZIk4TCUVTXgK6H62VNActjwiap/QDBBqUIr2LH97LpvtVrdae0EQSAkJMTtUq9WqzGbzZSUlNTJ/b8xlUyXy2daWho5OTmEhoZyzlvo7Z8pKQkmP38mS5Z8W8XDoKRkAGfPZqBWS+5tGo0va9YEERcHLuEgKgqSkpxRvMPDnQG9unSpeq6YGCgoAIvF2WM3aJBzzP6//uXcP2SIMwK4K81bWpoz13tCgmc9Q4bAZ585G3t5ec7YBTNngl7v7EkcNw769/c+LljmzuHKlStoNJoqAb0kyWlz/PWv8OWXzu/ByZNO9+yhQ53jtL2RkpJCfn4+9957b72Hv9SX4uJidu/eja+vL+PGjWv01JqSJLFx40YyMzOZNGkSXbz94O5Aund3/qZdtGnjjBHys52LwwFr1jgNPxdN+f7p2FHi+HE7FoudnJxijEYjbdsq+fzzQGJjz5KdbWfnzt/QuvUJ8vOvU1ZmQ6ksIjpaYs2ap1iyZEmTPauacGWncQ1HA2djvLi4mJSUFAwGAz169Pg5/sB2QkO3A5CZqcNmAx+fxzCZJFSq7VgsEUAaDpMKsZq/WWtBWtVtP3vfKX9257fmJWPNSyZo4AyCB8/yKKs/7RlkzH1MUaZ7m7nEmZpy2bIbQ/9SU52ff58+7di2bTtHjpTwyCOeed6TkpIIDAx0iyUyMt748ssvAecQEhfLly9nyJAhrFq1yqPs1atXm+QaOnToAIDSR4u6Tc8G1aFt5xzeqj+/j6ABD3l0ZNUFi91BqJ+a5cuX06ZNG7Zt2+bRRt2+fXuVY0JCXJ5DVVOQJicne3iougT4Cxcu8NtKEXxdnhAuwsPDCQ4OpqysjJEjR9brPmRkbhdkEaAWevfuTc+ePVm9ejXp6ekIgsDcuXM9ykQ1+7n1UamDQJ+4DYexdhFA3aIDqtAYdIlb8e851j3O0IVkt+KwGFFovaco0YgOJk69n6KiIs6fP8+xY8cwGo1EREQQHBxMQECAu9Gl1+urpJGqicrxArzFCPAmHNRkWBQUFGCxWKoEranIunUPkJLSBoPBl1deeYxhw/bRu3ciFy50Ztu2wRgMvjzzTFsiI3OYPftbAFJS2gAj+e67ZR7DECZM6E7v3h1RqSAy0sLLL18nIUHhziuuVqvx8fGhV69mSJKI3S4weLCCF190NsYBnnwS/vAHpyGgVDoDcnlLST55srOHv3t36NjRafgB6HTOQGImk9NQ/L//q/NHIHObIUkSycnJ+Pv707x5c499guD8jO12Z9yH8HDnsIDaRr2cPXv2lqUG3L17N1lZWUyePLlJAhAmJCTw008/0bFjR8aNG9fo9d8KZsyA/fudhnl0NPzjH/BzMphqOXDAWbaix23Lls5gkEOGOL1DWrd2vjsqIkkSFouFXr0ELBY7169nExUFmZltUSiOsnOnjpgYM5s2dSM6OhhBsDF+/F7eeecyJ092JyurJZ9+uvXnusBuH8fUqZ0IDS0kOvo6mZmZiGIuq1bNwGZz/uWPGVO1sdwQKqYZ9JZuMDPTaShnZWURHx/vTj9buVetvLyc9PR0t2eZyWRyB5EURRGz2YzN5mzE+/v7ExwcjEq1nvPnQ7DbbdhymqEM9Z6ysDwpjqAB091xASS7lbITG0EQ0bb/eRy0y5CodF2W/BQMlz3H4Sv8mqGO7IDhylGsJTn4hrQkIyGUPn2sFBZ+4C63f78zGGhZ2f1I0lYk6U3ghhvItm3bSExMZPbs2bLbsIxX7HY7ixYt4uDBg4wbN46BA2+kQVYoFF5/R//XRI2LMWPGEBYeTv6h74nsMBCFNsBjv8NqBofdI7B1ZRR+wQTeM4XSw6so3PYhoeOerZIm0GE2UPLTCq9pAv19lDTzcwa9FgTB4/5dwyMq44pFs3v3bqZMmeLevnLlSrKysjyi948aNQqtVsvHH3/M3Llz3R5sGRkZfPfddx71iqLIrFmz+Pjjj1m7dm2VLGLgHIbrLauAjMztgiwC1IH58+fzzDPPsGPHDoYNG1bFXXf2tMm8/o+/U7DlXQJ6j0f08cOcmYTxegLKoObV1HoDQRAJnfg8eStfIvvLp/HvMQpVWCskixFrUSaGy0doNuL3+Hcb7vX4EMrx8/PDz8+PmJgYfHx8OHDgALm5uYSGhqJQKDAYDGRnZ3P9+nWeffZZdy9M5TRPldfrkxPahSiKNYoEqampiKJIUFAQRqMRlUrlfqm7eOCBdV7r7tLlIl26XPS6r02bFB577AvsdtDpdOh0OgCiolI8GvBHj3q/blcP3auvOtMivvWWD99+q3aLBaNGqZkwwblssajZv9+HTp186NHDh3PnbpT729/UvPqqj3vd5TVy/HidH6HMbYxer6ewsJCQkBCPMZouL4CkJGcauRdegOeeg4gI55hsX9/qPZOPHz9+S1IDpqenExcXR/PmzZuk96K0tJS1a9eiVCqZMmUKfpV91e8QVq6svUxysvRz2j6nwHrXXRbWrbOQnGxxv1+tVis9e1r49FMzJpMJo9HIzp1V3eztdrv7/fPNN875yy87PQ1cDB9+kuEV/gLsdmcq1Z49T7m3CQKMG7fV6/X+/vf/rvZevBnz3ox6b/OacBn1RqPRI0aNaxiaqxdOo9HQtm1b2rRpw/Xr10lNTaVTp06o1WrKy8vJzc3Fz8+P8vJy2rdv/7PR7MDf/xpGo5FAy38wWyc5h+FVQtWsJTnf/Bn/Xvchqn0pT9qPJfvKz8KAcyyvKjQGVVgrSo+tQ7KZUYZEYSvKQndqG+qw1lhyr3nU2ey388hdtZic5QsJ6zeR3w3pwtHsHwgPt5Ca6nQnfvRRZ2YHq3UOw4f/h88+e4uSkhSGDBnC1atXWbp0Kc2bN+eNN96o8RnK/HeQkJDAt986OzR0Oh2XLl1i48aNpKamMnr06CpG6NSpU/nss8946KGHGDlyJLm5uXz11VdV4ng0Fn5+fiz/5hvGTZxE1ucL8O8xCmWzFjjM5VgLMzBeOkz4lJdqDAwIEDR4JvbyIvSnd2LKSMKvy2Bn3Cy7DUvedQwXD4JC6VUE6Noi0H3vL774Ivfddx9TpkyhrKyM7777zmuQ3k6dOjFy5Eg+++wzJEmiZ8+enDp1ig0bNtC+fXuPIU7NmjXj1VdfZeHChQwYMIBHHnkEg8HAp59+SocOHUhMTPSo+/XXX+fQoUM8+OCDPPjgg/Tv3x+1Wk1qaipbt26lT58+cnYAmdsaWQSoA7NmzeIvf/kLJpPJIyCgi06dOjL02fc4svpjSo98jyCI+ER3pfmsNyna/i/s+tqDlPhEtqfF3A8pPfI9hitHsSduQ/TxRRkUgX/PsWhadfd+oM1CC6Wnm9Pw4cNp2bIlx48f5+jRo1itVvz8/IiIiGDs2LEEBAR4r6sSFXNCVycSeNvmcDgwm82Yb0Rz8qCkpASNRkNycjLJycmAZ85qb8JBdR4Ije3K7MJms2Gz2dx5rm8GhaKq14G39brsq2tqLpmmwxUUsFu3bh7fP9eij48zfVtaGjz7rFMACA93GgQuz5CKFBYWkpKSQmRkJFFR3iO2NwaSJLF9+3ZKSkqYN28eQUHVB1NraP1r164lLS2NiRMnVhkD/ktit9s9DHPXcuWpun3Vbfc27vaXxGXM19WAr1imoVR8N7uWXfP8/HxOnz5NZGQkffr08Rp7ZtOmTfj5+bl75B555BF27drFpZ9T3vr7+9OtWzdycnIoLy9HFEUcDgd6vR6z2Yzdbsecdg6hxxSv1xfQZyIOiwHdyS3YyvJRBobTbMTvCex3I8ejICqImPYKxXu/RH92D5LVjCq8FWHj/4QlL7mKCKBp1Z2IB/9ByYFvyP9pFcuTmjFj+nRmzpxJ//79PSK3q1QqduzYwWuvvcbq1atZv349wcHBTJs2jddee42YmKqBC2X++1i5ciUrV65EFEX8/f2Jjo5m6NChzJgxg7Fjx1Ypv2TJEgICAvj+++/ZtGkTMTExPP744/Tr16/J3NPHjh3LfX/7irg1X1B+fh92Qxmixh9Vs0gC7rkfVUQ1490qIAgiofc9i2+XIegTtznrKS9FUKpQNWtJQO/x+PceX+U4tVLkt52dvep/+ctfkCSJL7/8kj/+8Y9ERkby0EMPMXfu3CoB/MA5dOKZZ55hxYoVLF++nMGDB7Nv3z6eeOIJUirlgn3++efx9/dnyZIlvPjii8TExLBw4UKCgoKqtP+DgoI4dOgQ7733nvtzcMXgGjRoEI899lg9nq6MzK1HqC4fsDf69u0rxVfsmpBxs+dCLs+uSqTcUnMQwMZGcNj42116mvlr3RkB9Ho9BkPDoq/eLJIk4XA4qhUJ9Ho9p0+fJjg4mMjISA+Pg4ZQn2EKCoXCPd2p7pcuQaE68UCtVrvzeCuVShQKhce8uuXq9t+pz6kpOXjwIK+88goLFixg2rRpHvtc3gAmk3OMuFbrHMO9Zo1TAHAFeqvI0aNHefnll5k5cyZz5sxpsus+f/48H3zwAS1btuTFF1/Ex9t4lpvgyJEjfPbZZ8TGxvL88883yAvA4XDU2QCvz76Gvl9+KSob8/Ux6htKZQPetVyTkd+UQqzD4eDw4cNugcI1bKKsrIyioiJMJhM2mw1RFFEoFPhOWowy8kYaSlPqGXJX/g+h457Dv0fTGEUCDsZ3DedfD/cHYN26dUydOpWVK1cyffr0JjmnjMwvyf5LeTz1XcItb+v6KEWO/89IgrT1iyMgI/PfiCAIJyVJqjX3s9yt2EgM6xSBj1Jxa1+MDju+BRdZ/e0efvOb3zB79mx38BZXL3ZFYaDyVF5e7nZHbSxcaZ8UCoV7TGdFLl++jNVqpXXr1nTrdiOIYk3CQXXbKq7XF1fD0WX0uqb6rLuWa4uB0JjY7XZ3fu5bgTM4V+MICg0pW1mQuFXPuSZc3ive0ngJgjPK++HDTuNfo3FmCKicEq4i8fHxKJVKevZsWLCl6nB58rg8czZu3IhOp2Po0KHodDpKS0vdw30cDkeDll3zwsJCVq9ejdlspm/fvmzfvr1e9bmM9pvpkb4dkCTJ/dzrMrnuubKRb7PZqoz3rSveDHVv81tlzNcVQRDw8/PD39/fPY+OjubQoUPodDqKi4ux2+2UlZW5h6e50tfa7Xb0JzYQOOZZRLW2ljPdPJIkgd2KUqnkyRHOcRxWq5UlS5agVCoZNmxYk1+DjMwvwZAO4WjVt7atKwow+q7msgAgI9PIyCJAI6EQBZ4b2YF/bruI0XprXo5KhcCMu0M4nq8hLi6OQ4cO0adPH2bPnk23bt0ICgqqk8uvw+Fwp4VypYZyLVe3bjQaG9RIzc7ORqFQEBnpGfxQFEV3b3ZdcUWZrqtwULHx7cpLfTM9Zy4qCh/ehIPqxIPq1m+n3veKz/h2oKJI4DJabvV8y5YtFBQUsHfvXhITE38OUASiKJCaGsqKFb9h2rQTDBpUzPXr4XzySXsSEpK5++7MKnXZ7XbWrl2L1Wrl5MmTJCUleex3lWmIkV7RVT09PZ2TJ0/SvHlz9u/fT5wzhUaj4HA4iI+PJyMjg65du1JQUEBBQUGj1d9UuLyW6mqw13VqqPFeGW+98DX1yt8uxnxFRFGsYthXN/f19XVfuyRJZGRkcPLkSQIDA0lOTqagoIDS0lIMBgMKhcL92bkyDPjmXkQw65FUPghCE79D7VYyls4lrEt/Pi3fRVhYGOvWrePMmTMsWrSoyv+bjMyvBVEU+PPITry2NQnDLRIC1AqRZ4d3uCXnkpH5b0IWARqR2fe2Zm1CBuczy7A3UkOwOgS7hS5iJo9Pf5Dn5s1g3bp1bN68mWPHjhEfH0+3bt2YNWsW/fr1q7VR6Gqo1cd91+FwYDKZ6iwcGAwGdDodBQUFaLVagoODaz9JLQiCgFqtrle2A6ja+LfZbF6X67rucDjcvXeNQWN4KQiCgCiK7kkQBPd0J9OYz7khOBwOMjIy3D2SrpgRkiQgCBJHjkTRrFkqPj4nyM4W8PO7SmCgnX37IgkMPFilvsLCQrKzs4mKiiI9Pb1JrtlqtXL16lUEQaBTp06N/h1ISUkhMzOTyMhI2jdR7sv69K7XZ2oKXL/f2iZRFGs06m+336ogCGi12hon1/+Iy7jXarX1ug+j0ciZM2c4efIk6enpZGdnk5OT40516/oemEwmLBYLkiSh0WjcHgG2uM9QjvkLqBp3qEsVRAV+7ftivHKUpad2IwgC7dq141//+hdPPfVU055bRuYXZsY9MaxNSOd0Ril2R9O2dbUqBQuGxNKhed1iWcnIyNQdWQRoRERR4OMZvRn9/oGm9QaQHPhKRnTH1vP00wd44okneOSRR3jwwQf54YcfWL9+PadPn+bs2bN06NCBmTNnMnjwYPLzRZrXnqygToii6E7DV1cuX77MsWPH6N69OwsWLKiTcGA0Ghs9+FbFnvvGwNUwvVkxoSm8FCpTURSoLBLUtq8hx9Rl3+1m7NSEwWDAYrEQHBzs8f0RBGdDqFWrNLKyorh0qROdOjlzhufnRxAaWjVHsXNfPlartUkDAqakpFBcXExsbKw7Z7I3XOKYy6XdtVx5XnFZr9dz4cIFNBoNLVq0ID8/v07H1XaeysZ6UwXgq4uhXheD/nb15PGGKIq1GvOu9KoVJx8fnyb5rUqS5PZUOXfuHHl5eWRnZ1NYWOj2qtBoNJjNZsrKytDr9YiiSHBwMIIgUF5ejtlsRqlUYsi4iM/ZHfh0H4OmdQ9a//WHRr9eAKUIb731NpN7tmTTpk0cO3bM/Z+Yn59PeHh4k5xXRuZ2QBAEPpzei9HvH2hSbwCFINAyWMPTw5tGXJaR+W9HDgzYBOy7mMcT353EZG38hqsAqCULCt2pCQAAIABJREFUPXO20z4qjISEBGw2GyNGjODJJ58kMDAQq9XKjh07WLNmDWlpaQCEhv6GtLSF9OjRjDffFAgLa/RLq5UNGzbwwQcf8Nxzz3H//ffX6RhJkjCbzbUKBZXX77RAYC5q8lKoTWio6Jngmlz1uZZvRxpTQKjJSGmMfeXl5Zw5c4aYmJhqo3pfvTqIK1eGYTQGo1BYiIk5RadOe/H3L6xS38WLFykpKaFXr161Gll1MaS9GdMFBQVYrVa3YVJdHQ35fthsNvR6faN49tRE5SE3jWGsV05LeqehUChqNea9GfRqtfq2uG+DwVCh1z+TrKxscnOz3FllBEEgLCwMq9VKUlIS5eXlqFQqHA4Hfn5+mEwmHA4HOp0Om83mfh+ERTRHNeIZTIHRSGLjjyFWCQ7CdNcYHpDP73//GG3atOHUqVNs2rSJq1evEhERwX333cfQoUPr7aUmI3MnEXc5nwXfxjdJW1cUIFirZsszg4gKbvo4HzIyvybqGhhQFgGaiB3nc/jj6sRGfTkqRAjx9WHplHZsW7OcS5cucdddd3H58mVSUlJo1aoVzz33HL179wacY4nj4uL47rvvuHQpC6u1GWbzQ1gsQ9m40Z8OHRqnJ7yuLF68mBMnTrB06VKvQdUaC1cU6YrCgCtlocVicS9XXq+8704VEqqjsvFXebk++2oqW9/67yQkSSItLY2YmJgqPb5mcziXL/+Jtm2/wtc3BYdDjdEYha9vKgqFxWt9BQUFqNVqAgMDm+yai4qKavQAqIg3z4+K84rLBoOBnJwcwsLCCA0N9eo5Ute6Ks+9Gfm3g+HaFCgUCq8977UZ87fjkIHakCSJ1NRUd/yLzMxi8vNTKSoq+jn+SAA63VC6d09BFEs5d+4cRUVFqFQqIiIiaNu2LWlpae6hM0qlksLCQmw2Gz4+PrRq1YqOHTsyZ/5jfHLOwZkcQ6MKAVqVgvvvbsHdtkts37aVkJAQ5s2bR7du3TAajezevZvt27dTVlZG165dmTRpEl26dLnjPicZmbqy50IuT69MwNiYbV0Bgn3VrPvDANqE1T/LjIzMfzuyCHAbcDK1iCdWJFBqtGK23dwLUqtS0CM6iI9m9CIiQENxcTHLli3j5MmTdOnSBYVCwb59+xBFkfvvv59HH33UnavY4XBw4MABvv32W65du8bp02/Rr98hFi26m6FDhzaaW3xNGI1G5s6di0Kh4Ouvv0aluv2jvNpsNrcwUB/xwNv6nR71vKmo2HvdEAHB2/urundaTe+6uu5LS0sjNTWVXr164e/v77HPalVz6dIITKYAAgNziYk5iUajq7ZOnU7HmTNniI2NpUWLFrVeS32NapfXglKppF+/fm5Pg5qOqysFBQUcOXIEjUbDgAEDGpQO8E7HlfPeFZek4uRtu4+Pj1eD/nYL5tcUGAwGTp06RUJCAhkZGWRkFHH48G/x8blGePheRFEiP/8PZGYOIzb2JFrt5+TknEGhUBAREUHHjh0pLy8nNzcXSZIoKirCYDBQWOj0rvHz86Nr165069aNjh07MnHiRP728t85r2hHcVh3bAg4/egahig485QvGtOZOQPaALBjxw7WrVuHSqVi9uzZDBgwAICsrCw2bdrE8ePHUSqVDB48mPHjxxMaGnqzj1FG5rYkIa2YJ1acpNRgxdQIbd1uLQP518zeNA+smmFKRkamdmQR4DbBYLHx+tYLrEvIwGaXsNUziIpGJSIKAq9MvItpfaI9GotGo5EVK1YQFxdHTEwM99xzD6tWrSI3N5eOHTvy/PPP07FjRywWUKudYsBHH53h7bdVREW9hZ9fOm3btmXMmPkMHdqfyMimEwOSkpL485//zMCBA1m8eHGTned2xW6335SYUHFZFhR+Ofbs2UNBQQHjx4/H39/fa5nz5+/i0qVOFBWFEBJSxKBBB4mIyKtS7vjx41y5coURI0Y0ejRxSZKIj48nPT2d3r1706ZNm0ar22KxcPjwYUpLS+nTpw/R0dGNVndT4DLIqzPYG7LvTuyFv9VIkkRKSoq71z8vL4+srGwKC0sQBDsZGVNxOCLo2/c4YWGhbNs2lV69FnHhwgXsdjvNm0fSpUtn7HYHqakp2Gw2RFEkMjKSCxcuuFN1tmjRggEDBhAdHY0oisyYMYNly5aRmJjIvHnzaHX3QOZ8eQiLoMbRAK8AX7WC2DA/Pp7Zm9ahnmLXkSNHWL58OVarlSlTpjB27FgEQcDhcJCQkMCmTZtITk4mMjKScePGMXjw4DtCAJeRqS9Gi503tl1gTXw6NkfD27qLx3dler8Y+f0qI3MT1FUEkAMDNjG+aiWv39+deQPbsuxQMusSMlGIAgaLjerekSIONColfhoVjw+OZVqfaIJ9q44t1Gq1zJkzh6CgILZu3UpcXBxPP/00u3bt4tChQ/z5z39m1qxZjBs3levXVSxbJrJpU09efNFB9+7z+fDDPcTFtWDzZrDZ8hg/3sQ337RqEs+As2fPYjKZ3EMV/ttwufzWJ5BidbjSYnkTDCwWizs2gCtmQOXlum6rvP+/HYfDgV6vR6VSub1sACQJBAGWLZtLUFApbdoko9UasVjUpKfHYLVWfc3a7XZycnLQarV1dtWvD67gaqGhodXGLmgIkiRx8eJFCgsLadeuXaMGNFQqlTdlmHvbrlKpbvtAfb82ysvL3b3+mZmZZGdnk52di8ViAkChEAkIaIfR2J6yslj8/LQYDJvJzhYpKFhAcHARvr5tMJnKyMz8EL3egCBIhIaG4uvry4kTJzCZTISGhtKhQwd3PA1RFJk8eTI7d+4kPj6eMWPGMGXKFLZs2UL0qS/pNmYGZ20tSCuzolQoanBfllCLEohK7m0TwoKh7RgQG4ooVjVKfvOb3xAQEMBXX33F6tWr0ev1TJ48GaVSSd++fenSpQu7d+9mx44dfP3115w4cYJJkyY1SZYOGZlfEq1awauTujF3QBuWHU5h7cmMWtu6aoWASiHiq1Yyf1BbHuobQzM/OY6GjMytQvYEuMUYLDYOXi3gdHoJ6346Q54RVD5aJMmB3Wyga4tARnRvxcDOUfRp1cxrw6MykiSxa9cu1q5di0Kh4KGHHkKv1/PBBz9y+fIQtNpOtG/fhd69tUyaBH36gF4P998v0bPnVXJz/0Vq6kWuXn3m/9k777CozvQN30OTDgOISBPBhiIoqAiKvSHGimBvmFVjjcn+kmzamk3bTWKi0RjdiDUWhGAJiNgLRQTBiiiISFUpI9IHZn5/nMwoisaCLXvu6/JSpnxzBqec9/ne93lo1SqfTz91pE+fPo0qBrz//vucPXuWVatW0aJFi0ZbV+TFcH8CwuMKB89DjKitrX0pJocVFRVERERgYmLCoEGD7vv9SDh0qB9ZWS1o2fIqHh5J6OtXIpOZYmZWjIZG/YKjuLiYffv2YW1tTe/evRvtGFWFRVxcHLdu3aJ3795q/4KGTPSe9N/p6ens3LkTS0tLJk2ahImJyUNv/yRri8X6641SqSQzM1O963/r1i3y8vIoKhJSMSQS0NfXp3nz5shk/YiP96V//6scPCilouI6TZsuxsTEA3PzrpiaKsnNvcnJkwvo0mUaJibVODo6kpmZSWpqKkqlEicnJ5YuXYqTkxNXr15FoVDQsmVLjh07xqpVq2jbti1Lliyhrq6ORYsWIZfL+f7772nWrBmZheWczCziZMYtok+nI9dogqaWFnXyGvQ0aunlbIOPsw0+bZrR3OTxDMkyMzP55ZdfuH79On369GHixIno6t5tZc7OzmbXrl0kJiaio6NDr1698PPzQyqVPpf/DxGRl01lTZ1wrpsj42RmEZmF5dTUKtCQSNDT0cTZyhhPRzM620np0uLxznVFREQeD3Ec4DXgvffe4+TJk/z0008kJSWxdu1aPv30U/r27ftU6508eZJNmzZRVVWFn98bHDzYh5UrjWjRYjPu7jsJCgrC19cXDQ0NPvoI9u+HSZPA3V2BQhHDxo0bSUvLRiJRUFU1nZkzHZkxo8sziwFlZWXMmDEDXV1d1q1b90I8CET+utzvZv+i/k5LS+OTTz6hd+/ezJ49u8HbpaZqsnKlHjdvahAQUMWwYVVoaz94u3379rF27VrmzJmjFgEaWk81r/+oAvreyyQSCcePH2ft2rV4eHgwb968RttxLC4u5t///jcymYx58+bRsWPHRllX5PWlrKxMveufl5f3x65/PjU1ghGmhoYGTZs2xcDAmTNnRjN5cikXL1px6dI1lMol5OUZUVa2GHf3dDp3ziUnJ4tr14q4ebMnMllXBgwIx9KyCceOHaOwsBAtLS0mTJjAJ598gpZW/Q6bs2fPsmTJEvT19fniiy+wt7dn8+bNbNiwgenTpzNhwoR6t7916xYffvghbdu2ZfHixbz77rvU1tby3XffPbD243Djxg1++eUXLl68SNeuXZk+fTomJibq6xUKBYmJiezatYtr165hY2ODn58fPXr0eKrHExERERERaQhxHOA14Pbt22hoaCCVStUtwSqjo6fB09MTY2Nj1q1bx86dvzFgQCmDB/vz/vuDiI934NatlZw6dYqhQxcSHS3FywtMTeGttzT49lsfVq/uQUxMDBs2bOHYsQIWL+7C0qWH+eEHCQMGPH1nQGZmJjKZjP79+4sCgMgz01A04ItAZfDo7Oysfr8qFKChASEhsHkzeHlBQABERsLcuU3IyjLh668fXCs9PZ1mzZrh4+PTqDP1ZWVlREdHo62tzbBhwxrt96RQKNixYwe5ubmMGDECFxeXRllX5PVDqVSSk5PDyZMnOX/+PLdu3SI/P/8Ph38JoMTAQNj1t7CwRSbry/nz7vj6lnDjxm4OHrShsrKAli31GDjQnjNn9Lh61Y3y8qPcuWNGWtqXWFpmMnz4KeTyCiIiDlBdXY21tTXfffcdXl5eDxxTfn4+y5Yto66ujrlz52Jvb8+NGzeIiIjAxsaGoUOHPnCfsrIy5HI5UqkUiUSCiYkJBQUFlJeX1yveH5dmzZoxb9481q1bx6lTp9Tit7W1NSAIIt26daN9+/ZER0ezf/9+goOD1SMCrVu3fuLHFBEREREReVpEEeAlopovNjAwwMLCAhB2254FZ2dnFixYwNq1a9m3bx/e3neIj5/M11+3JTnZm6NHd3L4sC7t20/kH/+wpVkzCQoFHDsGAwdq4OPjQ48eghiwceO37Nkzhg8+2M3WrZuYOHEi/fr1e+JCPiUlhZqaGjw8PJ7puYmIvExycnKQSCT1inZVB7uDA4wfD1evwpUrMHy4IAY0NI5fUlJCRkYGVlZWjW6qd+TIEa5du8bgwYNp2bJlo60bExNDbGws7du3b1RxQeT1oba2lvPnz3Py5EmysrLIy8sjLy/vgV3/5s2b06RJG3r1cqJz58788IOCc+dAV/ddSkoyUCqn0qyZG+3amaOnl0p1dSxZWZPR1nbC3v4yHh7BNG8uJyEhgcuXL6OlpcWQIUP45ptvMDIyeuC4KioqWL58Obm5uUybNg1PT08AwsPDKSwsZN68eZiamj5wv7KyMpRKpTqe08zMjOvXrz+1CABgYmLCrFmzMDEx4fDhwyxbtozp06fTrl079W0MDQ0ZPXo0Hh4ehIeHk5ycTEZGBn379sXX17fB5ygiIiIiItLYiCLAS0KpVKpFAH19fUxNTdHS0kImkz3z2ra2tsyfP5+1a9cSExNDaWkpixYFoa//NzZs0Gbz5nPs338RV9cd/O1vfyMkxJAufzSNyOVw9KgGNTVCZ0BUVDXGxrlkZW3kyy+/5Ndff31iMSA5ORlDQ0OcnZ2f+bmJiLwssrKy0NfXp2nTpg9c162b8OdxuHz5MsXFxQwePLhR5+Bv3rzJoUOHMDY2ZsiQIY22bn5+PmFhYRgaGhIYGFjPFFHkr8/t27dJTEwkKSmJgoICcnNzuXnzpnpsRV9fH2tra5o1a4aRUWcOHBhIYaExiYnlODjsJCvrCLq6b5Cd7Ubv3qYYGlZz+rQmERHd0dIypbLSjpYtd+DpWYatrTN37siIiDhCSUkJFhYWvP3224wfP75B4UmhUBAcHExSUhIDBw7E398fiURCVlYWBw8exMnJiQEDBjT4vMrKygDUKR8mJibU1taqL39a9PT0mDJlClKplD179rBixQomTpxI9+7d6z2HFi1aMH/+fBISEggPD2f37t2cO3eOESNG4OHhIQptIiIiIiLPFVEEeEnU1NRQU1ODvr4+WlpaGBgYoK2tTUlJSaOsb2ZmxltvvcWmTZs4ceIEy5cvZ+bMmcyZ8xYtWpxh1iwFn39uyrp1RyktHcCOHU0A0NYGIyMYMAD69NHAzU2P3bunEhfXho0bN3L58mW1GDBhwoQ/bfGXyWRcv35dvUMkIvI6omqB1tfXV3ft3I8quVFTUzBCexiJiYloamrSqVOnRj3G6Ohobt68ybhx4x56jE+KXC5n27ZtFBcXM378eJycnBplXZFXG6VSSVZWFgkJCVy8eFFd/N+5c+ePW2hiYSHFxsaG5s2b07JlN/r3d2XVKnMcHG4zaNA3/PqrMSkpHXB0rKFNm9vU1AzA1PQAhYWpaGgcxMKiCxUVjnh5baNdO2M0NU25evUq8fHxaGtr4+Hhwb/+9a9HisdRUVFERkbSoUMHZs2ahZaWFkqlkpCQEEpLS5k1axYGBgYN3ldV7KuuV+3Al5eXP/PvT1NTkxEjRmBubs7WrVsJDg6mqKiIoUOH1hP+NDU18fLyon379uzZs4fDhw+zatUqvLy8GD58OJaWls98LCIiIiIiIg0higAviYqKCuRyufoExMDAAB0dHUpLSxvtMQwMDAgKCsLY2Jjo6Gh+/PFHpk2bhp+fGxcu3GbGjBjS0xNwdNzG1q19mDRpEk2aNMHTE06fhlWr4MsvhTZPT88eeHt7ExcXx4YNG9RiwJYtWx4pBly9ehWZTIa3t7fo/i3y2lJeXk5JSQmmpqYPLSoex9urtraWlJQUzM3NadWqVaMdX0ZGBrGxsdja2j61sWhDHDhwgNOnT+Ph4fHQHVWRvw5yuZyzZ8+SkJDA9evX1WZ/qpZ/bW1trKyssLGxwcHBAU9PT27d6si2bVo4O18nKiqHmpojpKdHYmmpze3bXXBwGIKlZSFHjtQSFaWHuXkmAM7Ol3F0rEVPT0pdXR0nTpwgOzsbMzMzBg0axHvvvffQ9xrApUuXWLduHVKplEWLFqnb+tPS0oiJiaFdu3b4+Pg89P4VFRUA9b6DoXFEABC8S3x8fJBKpaxfv54dO3ZQUlJCQEAATZo0qXdbExMTJk6ciLu7O6GhoRw5coRLly4xdOhQevXqJRoHioiIiIg0OuI3y0uirKyM2tpa9e6DqhPg9u3balfwxkBbW5tx48ZhYmLCzp07WbVqFRMmTMDb25vQUF8OH9Zl5crL/Oc/t9m8+TfWrvXE0dGRyEgoKABVypFwDiKhVStv5s/3orT0rhjwxRdf1esMuPeEJTk5mbq6OtEPQOS1pqioiIqKCtq1a6d+b8rlcP68sOtfUSGYbNrawh+1SINkZWVx8+ZNPDw8Gm32V6FQsHfvXu7cucOECRMeWTg9CVevXmX37t00bdqUgIAAtLW1G2VdkVcPmUxGQkICp0+f5saNG+Tm5nLr1i11y7+hoSE2NjZYWVnRvr0LLVp48/XX1ri4SLC1zeH33w0oKXmP7OwxmJpKaNvWmZYtLVAqS7h4sQ1yeQg1NXU0aVKCgYEBrVq1UsfjyWQyYmJiUCqVODg4MGvWLEaNGvXI78Di4mKWL19OVVUV8+bNU8fOKhQKtm3bRk1NDePGjXug2L4XlQigr68P3BUBnnUc4H5cXFxYuHAhwcHBREVFUVJSwtSpUx/wHZBIJLRv357/+7//48CBA/z+++9s2LCBlJQURo0a1ageHyIiIiIiIqII8JIoKSlBqVSqCwEdHR309fWpqKigpqbmkScvT4qGhgZDhw5FKpXy66+/sn79eoqLixk6dCj9+vXDxcWFjz/exI4dbfD0vM2IEclERHRi48a7J2F1dUKbc2oqfPKJhP37vfH09OLkybtiwFdffcWWLVuYMmUKffv2RSKRkJKSgpGRUT1jJBGR143CwkIqKirUxQbABx/A8ePC+IyNDRgaCkaAo0dDmzYNr3PhwgXKysro9rgGAo9BSkoKKSkpODs70717dwCUykePJPwZlZWVbNu2jaqqKsaPH692OBf566BUKsnMzCQhIYHU1FR18a9q+ZdIJDRt2hQbGxusra3p0qULcrkngwcboFRCYmItQUE3cHL6Gn39nmRnd6FTp1SuXBlFcXErzMzOkZ6uj5FRODKZjBYt9uLo6EDz5l3UBX5GRgZpaWno6enRokULPv300z/tkJHL5axevZr09HQCAwPp1auX+rozZ86QmJiIm5sbXbt2feQ6ZWVlSCSSB0SAxuoEuBc7OzsWLFjA+vXrOXnyJKWlpfWSA+5FV1eXYcOG4ebmRmhoqNo4cMCAAQwePFh9vCIiIiIiIs+CKAK8JFSz//fuBpqYmCCTySgrK2tUEQCEEzpvb29MTExYt24doaGhFBcXExgYiKWlJT/9tIghQ3bz+edXOXZMh969E3F1HQ40AwQBAGD5cpgyRfAOmDVLgrW1Nz//7EVcXDwbN27g0qU0Pv/8c0JCQggICCA3NxcrKytxtlHktSYvLw+5XK4WAZKSYPduuHxZuP7aNbhwAfbvhzfegA0b4I96vB4nT57ExMSk0Uwya2pqiIqKoq6ujjfeeEPdhaMSAdasgWbNYMSIJ1s3MjKSixcv0qtXL3r27NkoxyryalBTU8OZM2dISEggOztb3fIvl8sBqK21obx8BG5uN/D2boKnpycdOnRAS0uL/v3h+PE76OhEYmNTSH6+NWfPTqF161Q0NZ1xd0/AyOg0SUktiI0dhrHxGczMTmJra0uLFi3U3SS1tbVcuXKF3NxcDAwM6NevH+++++5jmU6Gh4dz5MgRunXrxsSJE9WCQm1tLVu3bkVDQ4Nx48b9aQt9aWkp2tra6sdUGQQ2dieACqlUyuzZs9m6dStHjhxpMDngXlTCQWxsLOHh4YSFhamNA11dXUXjQBERERGRZ0IUAV4SqhSAe1sCjY2NkcvllJeXY25u/lwet0OHDixatIjg4GCio6MpLi5m2rRpSKVSRo0ahbt7Ft999x3nzp1j7tx9zJw5k0GDBqGhocGFC0JB0asX/O1vcOgQLFggCAzm5l6sWtWdmJgY1q5dqxYDZDIZ7u7uz+W5iIi8KLKystDV1aVZM0EUk8mgXTsoKRHGABwchD9+ftC/P3zzDYSF1V+jsLCQjIwMrK2tGy0aMCYmhrS0NDw9PXFxcQHudu3k5sLKlbBxo3DbK1fA0VG47lGdAufPnycqKgo7Ozv8/f1FL4+/CMXFxSQkJJCcnKze9S8sLFS3/BsZGSGTjefSpUF4exczb54hnTs3R1NTQl2dkD7Rt+9xQkLk3LmjxMDAhoEDL5GWZsKVK/2xtLxBcXExJSUJNG1aR7NmtZiZGdOqVed6IyoSiYTz588jk8kwMjJi3rx5DB069LGK2qSkJLZu3YqNjQ3z5s1DVzWvBsTHx3Pu3Dm8vb3p2LHjn651+/ZtdToPCJ0AWlpa3L59+0l/tY+Nnp4eU6dOxczMTJ0cMGnSJDw9PRt8/pqamvj4+NC+fXt27drF8ePHWbFiBT169GD48OGYmZk9t2MVEREREflrI4oAL4mGRABTU1NqamqeSzvivdja2rJgwQI2btzIyZMnkclkBAUFYW9vT4sWLfj222/59ddfCQ0N5dtvv+XEiRPMnz+f0tJmmJjAp5+CVAoffigUFUlJwu5nVJSEnj174uXl9YcR4U9cu3aNQ4cOUV5ezsyZM0V3cZHXkuzs7HrJAO7u4OQEs2fDyJHCGICxsTAaEB8PDaQIkpqaSlFREcOGDXvseM1HUVpayv79+9HR0WHYsGHqIkK19H/+I4h1zs6wdi289x707Cn8+2EaY2lpKdu2bUOpVOLv7y8WGa85SqWSjIwMTp48SVpamrr4V+12SyQSLC0t1S3/cXG9+PBDfYYMuZsuUVhYSGRkJFFRUdy6dQsnp87k5Y3mwoUOtGmjYMCAY+ze3YTLl50wNj4LgIGBHq1aOWNubq5+Xerq6qJUKjl8+DA1NTU4ODjwz3/+EwcHh8d6LgUFBaxcuRKAuXPnYmVlpb6uqqqK7du3o6enR2Bg4J8KVwqFgjt37jzQCaCjo0NxcfHj/XKfkvuTA9auXUthYeEDyQH3Ym5uzvTp0/Hw8CA0NJT9+/dz6dIl/Pz88Pb2bpTPExERERGR/y1EEeAlodptMDU1VV8mlQouySqB4HliamrKrFmzkEqlHDhwgGXLljF16lRcXV3R0dFh+vTpeHl5sWzZMmJiYkhNTcXQ8AvCwtry1lsSPvxQ2O1MS4MmTYQxgTZtIDwcTp3S5N13h7Br1y7k8iqMjIyIi4sjKSmJXr16ERQUJMYFirw2yOVyCgoKMDAwUJuZSaXw/ffw669w4oRgEmhsLKRqODgIfgH3ExMTg66ubqN1xhw+fJjs7Gz8/Pywt7cHhHEEDw8wM4NOneDoUeEyd3dIToaPP4a9e2HSpAfXUyqV/Pbbb2RmZuLr6yt28LzGVFdXk5KSQkJCArm5ueTm5lJQUKBu+dfR0UFPz538/GF4esqYOLEFTZq05/hxTYYMgYMHITy8EnPzE1y8GIZMlkHz5nYMHDiQqqoqrK0TuXDBhaSkzujq7sHI6FO6dKlFU1OTFi1aYGtrqy5oNTQ0aNeuHTExMZw5cwYNDQ18fX15++230dHReaznU1VVxYoVK8jNzSUoKOgBo9mjR4+SlpaGr68vrVu3fqz15HI5pqam6uPU19dXm/MqFIrn2gHzJMkB997Hzc2N1q1bs2/fPqKioggODiYczUaCAAAgAElEQVQlJYWRI0diZ2f33I5XREREROSvhygCvCRUUYCqogLuCgIvQgQAaNKkCRMnTsTMzIxdu3axatUqxo4dqzb1a9euHT/88ANbt24lNDSU8+ejcXXN4+23nUlIaM7q1eDrK3gE+PhAnz5356D79q3F2NgMV1dN/vOf/xASEsJvv4Vz4MABTpw4weDBg9VtkSIirzLFxcVUVFTg5OSEpqYmxcWwYgVMmwYTJwrz9hkZUFwsdMfc85ZWU1ZWxvnz52nWrFmjRAMWFBRw6NAhpFIpgwYNAiAvD3bsgD17BHPCKVOgsFAY4ZkyBaqqIDER/vGPhtdMSEjg6NGjtGnThpEjR4ozx68hhYWF6pb/mzdvkpubS1FRkbrl39jYGFPT9sTFBaGtLWXMGG2WLDFBVe9mZsLs2dVcvJhPaWkSt27po6s7ibffTqGqqpqysjsolWBhcYsuXcK4ffsKeXlC5J+VlRWOjo71CnsnJyekUilr166lpKQEExMTFi9eTO/evR/7OSmVSrZs2UJCQgJ9+/Zl1KhR9a4vKysjNDQUU1NT/P39H+t1q4roNb4nykNDQwNTU1O1CajKI+B5cn9ygEwmY8qUKQ8kB9yLvr4+o0aNws3NjbCwMBISErh8+TJDhgyhf//+9UYkREREREREHoYoArwkVA7M9xbBqi/+5zmTeD8aGhr4+fnRtGlTNm/ezKZNmygqKmLkyJFoa2vTpEkTpk2bRo8ePVi2bBkXLoQzZ445paVLqaiwY/JkCQMGwHffgYGBsDsKMGlSAadPG+Hq2oLSUgOmT5/O6NGjWb9+I1FRkezatYtDhw7xxhtvMGHChBdywiUi8jQUFhZSWVmp3mk7fFjofJHLYfx4aN8e3NwevcalS5coLCxkxIgRj737+TCUSiVRUVEUFRWpRTwACwvBoyMsDJYuFbp0pk0TRhMUCmH339+/4eSCW7dusWPHDpo0aUJAQID4fnyNUCgUXLlyRV0Mqlr+VWNlEomEZs2aYWNjg62tLWZmvdmxoxVXr0pQNWQplXDnTik9e14hOLgd7u7/wsWlGnf3ISxb1pWLF89gaSl8Z92+fZuMjHTgKCYmgrDQqlWregW1mZkZffv2Zd++faxbtw6FQkHnzp358MMP1SM1j8uxY8cIDw/HycmJ2bNnPxBVGR0dzbVr1wgMDHzs3fDKysoHRAAQhPi8vDzKy8tf2HvAzs6O+fPns379euLj47l9+/Zjdcs5OjqyaNEijh07xu7du9m2bRtnzpxh5MiRODs7iyKeiIiIiMgjEUWAl0RpaSkSiaSe4q/6t0ogeJF069YNMzMzgoOD2b17N0VFRUyaNEl9ItS6dWuWLl1KSEgI27dvp6LiU3r3HoKzcw9qamxZuVJojVZRWJhHdbUlLi6dGDUK5s2DQYNMWLhwPuPHBxIcHMyhQ4fYsmULUVFR+Pv7M2bMmEZPRRAReVZu3rxZLx7w+HGYOhU0NGDgQBg1Ct5/Hx7l9ZeQkIBEImmUaMArV64QHx+Pvb09ffr0AQQzQB0dwewvJUU4thMnhPGEwYOFY3znHfDyenC9uro6QkJCuHHjBmPGjGm05AKR50tVVRXJyckkJCSQl5endvmvra0FhJZ/a2trlEpPWrWyYsyYtrRr1w4NDQ2SkoTkiH79YNu2GoyNz3DjxiquX88BfqNr13H07VtGUtJlzM2z0NGpobq6mqtXr3Ljxg1A6CRzdHTE0tJSXXA2adKE3r17Y25uzpdffklWVhY6OjpMnTqVCRMmPHFhmpWVxZo1a9DV1WXhwoX1OudA6NLZuXMnzZo1Y/jw4Y+9bkVFBQqF4gERQCqVUltbS1lZmdoE9EVgZmbGnDlz1MkBP/zwAzNmzKBt27aPvJ+2tjb9+/enY8eO/Pbbb8THx7Ns2TJ69+6Nn5/fIzsKRERERET+txFFgJdEWVkZ2tra9VyTjYyM0NDQUI8KvGhatWrFokWLWL9+PcePH0cmkzF9+nT1yZCOjg6TJk1SewWcP7+auXO3MH78dPr3H46NjdBTmpqq4NQpazw81pOQMJ7qamEeOTgYPvoI+vWz5P333ycwcCLr1v2X2NhY1qxZw+7du5kwYQJDhw7903gnEZEXRXZ2NlpaWtjY2ABw5gz88otgDDh1Kvz8M8yZAwEBgkngPamfgDCfnZSUhIWFxZ+e1P8ZCoWCvXv3UlFRwdSpU9WmZipfsHfegTffhDFj4Px5waPjm28E4eKrrxpe8+jRo5w8eRIXFxd8fX2f6fhEnj8ymYz4+HiSkpLUu/5FRUXq642NjbGxscHMzIFz5/z5/XdHJk+WYGeHuu1/2jTo2lVJeHgRJia7SEnxxsZmOO+8U0SnTleJjrbnypUM0tNHo6NTSVHROXJzr6ln5e3s7LC3t1cb0kkkEjp37kzfvn2JjIxkyZIlVFdXY2dnx0cfffRUr/uysjKWL19OSUkJc+fObTBKLyIigvz8fIKCgp4ohraiogJAnQygwsjICKVS+dzNeRtClRwglUr5/fff+fHHHx+ZHHAvlpaWzJo1Cw8PD8LDw4mIiOD8+fMMHz6cbt26iQkfIiIiIiIPIFZaLwHVSca98URw15joZXQCqLC0tGTu3Lls3ryZEydOqHck7jVbcnJy4rvvviMsLIwtW7awZs1yamq0GTx4IL166VBQUIWV1X5atDBj5059Pv9ciE4DoZU6MhLKy2HsWDs+++wzXF0r6dnzK1JTT7B06VLCwsKYMmUKffv2FU9eRF46WVlZ6mSAqiqorRUEAIVCSMd4913YuhVCQiA1FT75BO4dy83IyODGjRv06tXrmVuMk5KSOHv2LO3bt1d3Faji/mprheMpKBBu6+IimBSeOQOenvWPSUV2djbh4eGYmJgwbtw4sRPnFSY/P5/Y2FjOnTtHQUEB2dnZ6mJVQ0ND7fJvZ2dH165dsbd3JzlZj48+giVLBFHIy0tohS8sPMbw4SlUVBxEKpWycKEJmzcPoahoE4aGv9GrlwVnznTE3v4QGhqhZGcLhoJNmzbFycmp3ty5vb09Q4YMQU9PjyVLlpCYmKg2/1u0aNFTvaYUCgXBwcGcPXuWYcOGNShO5efn8/vvv2NnZ8eQIUOeaP3KykoAtYimQvWz6voXjaamJiNHjsTc3Jxt27axdu1aioqK8PX1/dPvQolEQteuXWnXrh2RkZEcOHCANWvWkJKSwogRI0QzXhERERGReogiwEtALpdTXV1NkyZN6s036unpoaWlpY5velkYGBgQFBSEubk5kZGR/Pjjj0ycOJFu3bqpdyS0tbUZN24c3bt3Z/ny5aSkfIeVVSSVlW8yenQZ69dv4urVn+jfH1QeUGlpQkyZtzckJEBpqfC3sbEeK1cuITk5hV9++S+pqal8/vnnhISEMGPGjHqPKyLyIlEqleTm5qpFAB0d+O9/hetUL0lLS1i4UGitXrv2wWI7MTGRmpoavBrqxX8CqquriYqKQqFQMHz4cDQ1NdUCQGEhxMXB2LHCjn9trdCZoFRCbq4Q4Xk/NTU1bNu2jdLSUiZNmqQedxB5dVAqlaSnpxMbG8uVK1fIy8sjNzeX6upqQGi/t7a2pnnz5lRWDqC62pUFC8zUBaOxMZiYCILQ9u21FBUdJyIihIyMDExMTBg5ciRdunTh7NmzwE1ycuRIpUqUylQMDSOorKykrk4YVXN0dKzXXm5sbMygQYPo0KEDsbGxfPvtt5SUlGBqasrixYvp1avXUz/vqKgooqKicHV1JSgo6IECWKlUsn37dmQyGZMnT66XsvM4PKwT4GWLACAU87169UIqlbJhwwZCQkIoKSlh7NixjyWoGBkZERgYSKdOnQgLC+PEiRPq5IQ+ffo8syeJiIiIiMhfA1EEeAlUVFRw61ZrnJyEYn/zZmF2d8YMPbS1tV+6CACgpaXFmDFjsLCwYPv27fzyyy/cunXrgSxjBwcH/v3vf7Nr1y42bdpETs5iIiIsKC72QqFowfjxoNr8nDRJcC1XxadNnQo7d8LFi8KJj7t7Z1auXMnRoyfYsCGYtLQ0PvjgA1xdXZk5cyYdOnQQxQCRF0ppaSmlpaWYmZmpC4R27YQiWzWxolQKfzp2hB9+qH//uro64uPjMTc3p3379s90LMePHyc9PZ0ePXqo5/ZVb4effhJ8AZYsEbpsTpwQkjpcXIT32T1TR2qioqI4c+YM3bt3p2/fvs90bCKNS21tLefOnSMuLo7r16+Tk5NDfn4+dXV1gCDU2tnZYW1tTadO7hw61Je9ew0oKxPSKgYO5I/iXRB7OnU6zd//bkZcXDi2tkW88cYbdO/uQ1raJb7+OpukpIE0a1YAXCM5OV09kqavr4+joyPm5ub1BOAePXrQo0cPlEolS5cuJSIiAoVCgbu7O//4xz+e2PzvXi5dusT69euRSqUsWLCgwe6ZtLQ0jhw5Qrt27ejfv/8TP4ZKBHjVOgHupWPHjixYsIC1a9eyd+9eSkpKmDp16gM+Bg+jbdu2vPPOOxw6dIiIiAg2b95MSkoKo0aNeqwYRRERERGRvzaiCPASqKio4OLF+bi7f8uZM/Cf/0BQELz1lgGWllqUl5ejVCpfesErkUjo06cP5ubmbNiwgR07dlBcXExAQEC9dlBtbW38/f3p1q0by5Yt4+DBg2hoXMHf3wsbm8GADkeOQHW1IACoCqgTJ+DTT8HGBmJjITsbAgMl9Onjg4+PN9HR0WzatImUlBQWLVpE165defPNN3F0dHxpvxOR/y1UcWGurq71Lr/XsqKuTvi5tFTYeb2XrKws8vLycHNzw9zc/KmPQyaTceDAAXR1dfHz86v32RAfL8z+qzoUBg+Gvn2FpACJBBrqAr58+TIRERE0b96csWPHih4crwhVVVUkJiZy8uRJ8vPzyc7O5ubNm+qIP6lUip2dHTY2Nnh6etK1a1cMDAwwM4O//x0OHBCEqIEDQaGQExsbz44dYVy+fAk9vbkYGExiyRJ9rl69SmTkLpKSOnPxYns8PfehUERz9mwhIPi/ODg40Lx583qvNRcXFwYOHIiJiQkZGRl89tlnavO/adOmMX78+Gf63iouLmb58uVUVlYyd+7cBrtT6urq2Lx5M3K5nMDAwAcK+cdBVeQ/rBOgqqrqKY6+8bG3t2fhwoXq5IDS0lJmzJjx2K39gnmjL+7unpSX/0piYiKZmZn069cPX19fMQVERERE5H8Y8czvJSCTyZBItDAxMWbXLqGVOCgINmzQwN5el+rqamprax+IQnpZdOzYUZ1lvG/fPoqLi9UGRvdib2/P3LlzOX/+PJWVlRw6tJSbN6NZtGgRtrZOdO0q3E5LC377TcgtX7wYNm4UjAMvXRJOYNesgY4dNfH19WXAgAHs3LmTbdu2ERcXR2JiIr17936sCCURkWdFJQKoihF/f6Go9vERxlpsbe8KAj//LHS7WFvfvX9KSgplZWV4e3s/03EcPHiQnJwcRowYoTYoVGFiAnp6QpfNmjUwZAhoaze8+w9QXl7Otm3bkMvljBo16oW6oIs0zP1mf9nZ2ZSUlACCGGtpaYmdnR0ODg54eXnh5uZW7/uhRw9B8PHzgxUrlKxceZGMjLVcvJiGrm4T+vfvzxdftGbmTEtmz75Mfn4Hxoy5RNu2pzAw2EpBQQFKpRJNTU3s7Oyws7NTm/4BNG/enCFDhtCiRQt1K35wcLDa/O+TTz555t1luVzO6tWrSU9PJzAw8KHjBAkJCSQlJdG1a1c8PT2f6rHKysqQSCSv5DjA/aiSA7Zs2cLRo0cfOzkAoKICMjNh9WozHB3nMWdOPHv2/MauXbvUxoHu7u4vfcNBREREROTFI4oAL4Hi4mI0NQ1JTh7CtWtw7JiwmyiXCzsT5eXlVFZWvjIiAAhZxgsWLGDjxo0kJCRw+/Ztpk+fjr29fb3bXblyhZqaGiZNmkRGRgaJiYksXLgQP7/JXLo0ljff1KBTJ6ED4KefhPvk5MCVK7B3rxAzeOWKkL2uqSl0GYwdOxY/Pz+2b99OeHg4Bw4c4MSJEwwZMoTp06eLMUgiz43c3Fxqa2uxt7cnJQUOHYL/+z9hhOfLLwUBwNkZPDzgiy8Ek0AVSqWS2NhYpFIpLi4uT30M+fn5HD16FAsLCwYOHPjH2kLRp1AIj3/smGBM+M9/QmiocGwNmaUrlUp2795NWloaAwYMeGafApFnIz8/n5iYGM6fP09BQQE5OTnqcTBNTU2aN2+Ora0tbdq0wdvbm7Zt2zZYsEkkwg751atJGBoW8Nlnlnh5XaVXrx6MHj0amUzG0qVppKS0xcnJAm/vw9y4cYGcnBzq6uqQSCRYW1vj4OBQb2bc1NSUfv360bFjRyQSCSUlJXzxxRdq87+hQ4eycOHCRjGUDA8P58iRI3Tr1o2JEyc2+DyrqqrYsmULenp6jB8/vp5Q8SSUlpaipaX1UBFANS7wqqCnp8e0adMwMzPj999/Z8WKFerkgEehry+IgkOGwIIFEg4d8uL9952JiNjN0aNHWbVqFV5eXgwfPpymTZu+oGcjIiIiIvIqIIoAL4GSkhLat1+KgcHbrF0LVlZw/brQzpmcbEB+fj6VlZWPPfv3opBKpcyaNQupVMrBgwdZvnw5U6ZMqdcqnZSUhJaWFj4+PgQFBREZGcm6desICfmZTp2O0a3b+2zZYkfr1neNy2bNEhzN9++HiROhsvJu5JkKfX19pk+fzujRo9m4cSORkZHs3LmTI0eOMG7cOEaPHi0aHok0OqpkAEtLS9LThXnrv/9deH2WlAhpAJcuwYYN0Lr13Qg2EAq8rKws7O3tsb63PeAJOXDgAMXFxUyaNAlTU1Pq6oTHv3pVGAG4elUw3+zcWRAAPv0UJk+GffseXOvMmTMcOHCAli1bMmrUKHEH8CVwv9lffn4+OTk5arM/HR0dbG1tsba2pmPHjnh7e2NnZ/fQ9RQKBSkpKezYsYOzZ8+irW2BtvaXzJnzDdbWVYSHH+bOnRJKSjoxbdpatLROkpWVRU1NDQAWFhY4OjrWK4j19PTo1asXXbt2VY+KxMTENKr5370kJSWxdetWbGxsmDdvXr1xs3s5ePAgaWlp+Pn5NRgZ+LiUlpaira3doCeAlpbWS03oeRiq5AAzMzO1T09hYeFDkwMUCuHzqLoamjQRPp9OngRzc1MmT56Mu7s7YWFhHD58mNTUVPz8/PDx8RFHg0RERET+RxA/7V8CMpkMHZ1iRo68io+PDwD29jBlCqSnGyGXy1+pdsR70dXVZdKkSZibm7Nr1y5WrVpFQEAAffr0oba2ltTUVExNTXFwcEBTU5M33niDLl268OOPP5KQkMC1a7MZNmwCo0f7k57ehJgYwbisd2/B1KxjR0EUeRgmJibMnz+fwMBAVq9ezdGjR/n555/5/fffCQoKonfv3mKsoEijkZ2drU4GaN1aKLRra4UiXCoVRgK8vQURSxXNp+L8+fOUlJQwbty4py62s7KyiI2NxdbWVv1ZoRLIJk0SxhOsrAQ/grAwWLRISCi4devBtUpKSti+fTuampqMHTv2iR3VRZ4NldlfbGwsOTk5arO/2tpaQDD7s7W1xdbWFnd3d7y8vDAzM3voegqFgnPnzrFjxw5SUlKQSCR4eHgQEBDAhg16BARIMTQsoX9/fVq2LKBlywgyMzPVu9zGxsY4OTnV66TS0tKie/fu9OzZU12I19TU8OOPP9Yz//vwww+fyePiXgoKCli5ciUAc+fOxeohXwAymYwdO3ZgYWGBv7//U7+nlEqlWgRoqBNAW1tbbYz4qiGRSOjduzdmZmZ/mhyg+hqsqxP8d6Kjhc8MgJoaCYaGLsyZ40R8/H4iIyPZsGGD2jjQwcHhxT4xEREREZEXjigCvGCMjKC2NhC5fDQJCTrMn1//+o8/NqK2tvaVFQFAyKT28/PDwsKCX3/9lU2bNlFYWIirqyvFxcW4ubnV22Fp3rw5//rXv9i3bx/BwcH89tsvXLhwHH//d9iwoTV79kD//mBnJxQvjxIBVFhaWvLxxx/j7+/PqlWrOHfuHJ999hkuLi7MmTPnmZ3YRUSqq6spLCzE0NBQXSg97LXZpo1gyHcvsbGxGBoa0qlTp6d6fKVSyYEDBygrKyMwMBCDe4b8L14UUjcWLxZ+zssT4je//Ra+/x7u7+xVKBSEhoaSnZ3N8OHDHzA6FHl+VFZWkpSU9FCzP1NTU/Ucvsrs7/7i9F6USiUXLlwgNDSU06dPo1Ao6NSpE2PHjsXS0pJPP73G9u2a2NldpWfP4+jpXSYl5Sq3b98GhELX0dERCwsLdSEtkUhwc3Ojb9++9USB+83/pk+f/kyi1v1UVVWxYsUKcnNzmTFjBh4eHg+97a5du8jNzWXatGkP+GI8CdXV1dTU1GBoaPjAOIGurq66E+BVMOd9GI9KDpDLha66zEwhgvfsWWjWTIgJDQwUkojWrBFEyytX9Fi2bDgffOBGWFgYycnJpKenM3DgQAYPHvxUposiIiIiIq8HogjwgrlzB7788ltWr7Zh9GhvPvusNUqlMAt/546Q8VtbW0t5efnLPtQ/xdPTEzMzM9atW6eeMy4vL8fd3f2B22pqajJ06FA8PDxYsWIFcXFxLF26kAkTRlNXN5WLF7WZOVPoBHgSnJ2dWbZsGceOHeO///0v586dY8GCBfj4+DB79mzR9EzkqSkqKqKiooJ27dr9aXeJv3/9n4uLi0lLS1PPWT8N6enpJCQk0LJlS7y8vNQ+AABt2wqjNP/+N/ztb4IZ4T//KYwqyOVw/2RMXFwcMTExODs7M2zYsFe2uPkrca/Z382bN8nOzqa4uBh4PLO/+1EqlVy6dInQ0FASExORy+W4uroSEBCAo6MjR48eZefOnZSXOzF5ciL6+tlkZmZy64+2EG1tbbXj/72v59atWzNgwIB6n5VKpZKQkJBGN/+7//ls2bKFhIQE+vbty+jRox9629zcXCIiIrC3t8fPz++ZHreiogK5XN7guJ2mpib6+vpUVVVRXV390LGEVwFVcsC6devUyQHTps3gl1+as2SJIBC+9Rbo6oKTkyAalpUJn1V//zssXQoREYJouGtXCxYsWEBMTAy7du0iLCyMs2fPMnLkSLUfhIiIiIjIXwtRBHgJlJaWUlIykqCgaoyMhMvmzAFPT1i0SNiFUe3avOq0bt1afSJy/PhxNDU1HzALvJdmzZqxZMkSDhw4wH//+19+/fVXnJzimTt37h87pk9+sqFqkfT29ua3335j69atHD58mISEBN544w0mT55cbxdVRORxUCUDPOr1/DBSU1MpKirC19f3qczLlEol0dHRVFZW4uvrW6/Vd9MmcHCAjz6CnTuFRI2mTSEqCnr2fFAAKCgoIDQ0FH19fQIDAx+5yyzy7OTl5REbG8v58+fVTv/3mv1ZWVlha2tL27ZtH2n2p0KpVHLlyhXCwsI4efIk1dXVuLi4MHbsWDp06EBcXByRkZHI5XVIJEpatLjItWvXuHAhX+34b2tri52dXb15b2trawYOHEjLli3rPV5JSQmff/45SUlJ6q6vBQsWNIr5370cP36c8PBwnJycmDVr1kMFEKVSydatW7l9+zYzZsx45jEWlQjwsHWMjIy4c+cOlZWVr7QIAHeTA7Zu3crRo0dZvvwHgoKCqKxsQ2IivPmmIBiqGDUK+vUTzjcAOnQQPkvkctDV1aJ379506NCBnTt3Ehsby4oVK+jZsydvvPHGA2lAIiIiIiKvN6II8BK4c+cOEomCw4etcXYWdve2bhVmfVW7E6+LCABCYf/mm2+q49B27tyJVCp96K6RhoYGgwYNonPnzvz000+cOHGC999/nwEDBjBz5synPtnQ1tYmMDAQX19fgoOD2bt3L9u2bePAgQNMnjwZPz8/0fRI5LG5ceMGVVVVDWaV/xmxsbHo6Og02BXzOFy4cIHk5GTatGlDly5d1JfL5XDzppCg8f77guFXUhKcOQPDhsHs2fXXqa2tZfv27RQWFjJu3DhatWr1VMcj8mgaMvvLzc1V583r6OhgY2ODjY0Nrq6ueHl5PdLsT7Xm1atX+e2334iLi6OiooL27dsTEBBAp06dSElJYcWKFVRWVqJQaKBU1pKdnU1ycnM0NU0wNs6nefPmODg41CvgpVIp/fr1w8XF5QHx4Xma/91LVlYWa9asQVdXlwULFjzS+yA1NZVjx47Rvn17+vbt+8yPXVlZSV1dHYaGhg1eb2xszPXr16msrHwtCl99fX11ZG9ERAQ//vgjkyZNws3Nk4kTYeVKYYNh3TrBzHT//rv33bpVuOzern8LCwuCgoLw8PAgLCyM6OhoLl68yLBhw/Dy8nrqRAYRERERkVcLsSJ6CZSVldGx49fs3buOJUsEEaBHD9iyBXJyhE6AV9WY6GEUFRVx+/Zt3NzcKCgo4Mcff2TixImPjDBq2rQpn3zyCbGxsaxevZqIiAgSExMJCgqif//+T32yYWxszKJFixgzZgw//fQTCQkJfP/99+zatYtZs2bRrVs3sb1R5E9RzUE3b978ie5XXl7OuXPnsLS0fKr26bq6OqKjo6mtrcXX1xctrbs7pAUFsHAhzJsHo0cL6QDduwvX/TFiXo9Dhw6RmJhIp06d1PGCIo3Hn5n96evrY2dn99hmfyquXbtGeHg4J06coKysjLZt2xIQEEC3bt1IS0tj1aqfKS6+w6lTXfD0jKegIIe0NBmpqbOpqrLCw2MjHh5dMTS82/Whr69Pr1696NKlywNiaE1NDcuXLycyMlJt/vfRRx891rE+KWVlZSxfvpzi4mLmzp2Ls7PzQ29bV1fH5s2bUSgUjB8/vlG6EVTGiA/rDhPm6l9dc96G0NLSYtSoUZibm6uTA0aNKiIqagjV1cLox9WrgnGoimPHYNUqSE4WflaljghI6Ny5M23atGHv3r3s37+ftWvXkpKSwsiRI9clcNgAACAASURBVLG1tX2hz09EREREpPERRYCXQFlZJUVFAzh4UMH95zR37pggkUheOxHg3LlzVFZW0r9/f4yNjQkJCfnTCCMQWvl79OiBm5sbmzZtYs+ePfz73//mwIEDzJ8//093yx6FnZ0dX375JSkpKfz8889cvnyZDz74AHd3d9566y0cHR2fem2Rvz7Xr19XJwM8CWlpady6dYthw4Y9VdGSkpLC+fPn6dChA507d1b7AGzYAF99BUFB8Mknwp9334XPPhNafu/XtTIzM9m5cyfm5uYEBgaKEZqNSHV1NYmJicTFxalb/m/cuFHP7M/W1hZ7e/vHMvtTkZOTQ3h4OMeOHaO0tJTWrVvj7++Pt7c3OTk5rFu3jvz8fAA0NJRERw/i5s0kjI0vc+PGEPT1q5gwYQ2mpqbI5drU1dXRpIkGXl5e9OjRo8H29vT0dP71r389N/O/e1EoFAQHB3P27FmGDRuGr6/vI28fFxdHcnIy3bt3r9cR8yyoRICHmd4ZGBigVCpfKxEA7o7FSaVSNm7cyPbt29XJAaCDXH43weTyZZgxA777TjDkra2Fe3Uh1X+9gYEB/v7+dOrUST2OcvnyZYYMGUL//v0bfUREREREROTFIYoALxi5XE5VVTm3bnk3eFKur6+PlpbWaycCnD59Gj09PVxdXWnZsiXm5uZs3LiRkJAQiouLGTt27CPnKw0NDZkzZw59+vThp59+IjExkbfeeouAgAACAgKe+mRDIhF2NFatWkV0dDTr1q0jMTGR2bNnM3DgQIKCgp7LbpfI641CoSA/Px89Pb0nFgFOnTqFUqmkW7duT/y4crmc6OholErlA+KZnR2Ymwu7/zduCLGi//ynEFX488/116mqqmLbtm1UVFQQEBAg7tw1EpWVlSQkJBAfH09+fj7Xr1+vZ/bXtGlT7OzsaNmyJd7e3ri6uj7S7E9FUVERu3fvJioqipKSEpycnJg9ezY9e/ZEJpMREhJCeno6AEqlhDt3bpORkYGT03IuXZpG794x2NlZkpdnz759szA2vs3Nm83o06ecZcvsGzTBUyqVbN++nXXr1lFdXY29vT0ff/xxo5r/3U9UVBRRUVF07NiRoKCgRxpuVlZWsmXLFvT19Rk/fnyjRb+qivuHiTIqceB1EwFUuLq6Mn/+fIKDg4mMjKSkpIQpU6bg62vMW2/B0aPC58ikSUI8L9ztANi/H+LjhaQR1emJQgGtWrVi8eLFHD16lN27d7Nt2zbOnTvH6NGjn+vrRURERETk+SGKAC+YyspKamtrsbLKYP58FwID4d6uRCsrIadYZST1OlBRUUFGRgZmZmbqnXtXV1cWLFjAunXriIqKoqioSD23+CicnZ1ZunQpe/bsYfPmzQQHB3P8+HHeeust3Nzcnnp3SkNDgyFDhtCnTx+2bt1KWFgYERERHDt2jLFjxxIYGCjuaoiokclk3LlzBysrqyfaQa+pqeHUqVNYWFjQrl27J37cU6dOkZaWhoeHBx06dFBffu4ceHhAZKRgBqilJUQSenpCQzVmZGQkFy5coEePHvj4+DzxcYjUp7y8nPj4eE6ePElBQQFZWVlq3xYNDQ2aN2/+RGZ/KsrKyti3bx+7du0iPz8fe3t7pk2bRp8+fSgvL2fPnj1cuHABpVKJUimhsrKczMxM8vKquXp1Frq6t6mrM6OmZjE+PjGkpemhUEjo3NkIQ8P2ZGa2pKGpquLiYr744gu1+d+wYcNYsGDBc+0WuXTpEuvXr0cqlbJw4cKHzuSriI6O5sqVK4wcObJRC01VJ8BfVQQAaNFCcPtfv349cXFx3L59m6CgIE6csOLYMfD2vhsjqlDc3fkvLxe6AnR0hNhRa2tQaS/a2toMGDAAFxcXwsPDiYuLIzs7Wx0n+KqbKIqIiIiI1EcUAV4w5eXlyOVySkraceGC0NKrQiKBsDA9tLS0XisRIDMzk5KSEnr16lVv1tTe3p4FCxawceNGEhIS1O7Of9bir62tzejRo/H29ubnn38mJiaG9957j4EDB/Lmm2/Wy7F+UnR1dZk+fTrDhw9nzZo1HDp0SG0iOH36dAYMGNBoO04iry+qZIAnHUfJyMjgxo0beHt7Y6SK/nhMqqur2b9/P5qamgwZMkRdRJ4/D998I0R8lZSAm5vQ1tuxoyAE3M+FCxeIiorCxsaGsWPHikZez0BpaSmxsbEkJiaqi/87d+4Awhy2ra0ttra2j232p6K6uprjx48TEhJCZmYmlpaWzJw5E19fX+rq6ti3bx9nzpz5o/iH6uoqsrKyKCgoQKHQ4MaNAPT0TAkMTCA9/Xd27x5B+/aX6NevjIEDByKVOrBggfBY99e6x48f57vvvkMmk2Fqaso777zz3IWi4uJili9fTmVlJXPnzv1Ts83i4mJCQ0OxtLRkzJgxjTqaoCruVcV+SQlkZ4OrK/Uuf51FAABzc3PmzJnDli1bOHbsGN9//z1BQUGMGNGm3u3u/boLCxMMRrOzhSSBN9+EWbPqr2tlZcWsWbNwdXUlNDSU0NBQUlNTGTNmjNgVICIiIvIaIYoALxiZTIZCoWDChF/45ptvHri+qkoQAcrLy1/C0T0dZ8+epbq6Gg8Pjweuk0qlzJo1C6lUysGDB1m2bBlTp06lY8eOf7qulZUVn376KSdOnGDNmjX8/vvv9YwDn6VYNzc354MPPsDf359Vq1aRkpLCV199RXh4OLNnz8bNze2p1xZ5/bl16xYVFRVPnAxw+vRpqqqq6NGjxxM/ZlxcHBkZGfj4+NRz8XdxEdr+tbRgzx7B0fvaNeGE/dKl+p1Ed+7cYfv27dTV1eHv7//EowwiAjKZjBMnTnD69GkKCgq4fv26WpjV1tZWm/15eHjQs2dPzM3NH2vduro6Tp06xfbt27l48SLGxsaMHTuWUaNGoaOjw9GjR0lOTkahUACCWHD9+nXy8vIoL7cmK+sj2rRJwdCwMy4ul2nSREKHDhcpLnYiMXE6y5cbsHevhE8/BT8/4XWj4n7zPw8PDz788MPnPg4ll8tZvXo16enpBAYGPlbaQHh4OAUFBcycORMrK6tGPZ7y8nKiot7n7bebUFwMnToJu+K9e8PSpXdFAFWyw+uMvr4+06ZNw8zMrF5yQEOGvaGhgkngO+/A559DerowNqBQgEwG975MNDQ06NGjB23btiU0NJS4uDiWLVsmdgWIiIiIvEaIIsALpqSkBABtbQsWLxYcekE4AfnkEzA2boKOjg4VFRXU1dW9Frt4ycnJ6Ovr12tfvhddXV0mTZqEmZkZu3fv5qeffiIwMJDevXv/6Q6PRCLBx8eHTp06sXHjRiIiIvj666/VxoHPOuvcunVrvvvuO+Li4lizZg2pqam88847eHl5MXv2bGxsbJ5pfZHXk5ycHJRK5RN1AigUCuLj4zE3N6d9+/ZP9Hjl5eXs378fXV1dBg0apH5fqAy7VB6Wc+cKhl7JycIYwL0CgFKpJDw8nIyMDAYPHtxoRmr/SxQVFXH8+HHOnDmjnvlXtY83adIEOzs77Ozs6NKlCz169HjszHqlUsmFCxfYvn07p0+fRktLiwEDBhAYGIhUKuX48eMkJSVRV1cHQHW1nJyc6+Tk5KNQ1JKTE8D/s3feYVGd6Ru+h95BkCYK2CugotgAwU7sDcSKJdGoEdN2N9ma3azZ3yZr1KgxRmNFBKLYsaBUQbAhRsVG703pfeb3x8kMkFhQBDE593XlCsx8zjnDzJz5vud73+dRVrbG3j4PB4cSzp6t4epVe2xtMxk5ciRDhvRn4kRl/P1h2jQYNAhMTOqP/+DBA/75z3+Smpra4uZ/vyQwMJDQ0FAGDXJg3rx5yGSSX5lYNiQ1NZWgoCCsra2faxz4MhQXF1NTo4WpqRqHD8PixfDZZ7+9SgA58uQAQ0NDhWFvQUEBEyZMUAjppaVw9izo68OdO8LvK1cKCSRffilUBvzpTyD/upUnCbRv35533nmnUVXA7du3mTlzJj169HjGWYmIiIiIvG5EEaCVefz4MQAnT85g2jTw9xdu37dPmIwcPixBS0uLoqIiKisrnxpj1FYoKSkhOTkZY2NjOnTo8NRxSkpKTJw4EWNjY3x8fNi7dy/5+flMmzbtV3FVT0JXV5dVq1bh6urK1q1buXz5MitXrsTDw4NZs2Y1q59fIpEwfPhwHBwcOHbsGPv37yciIoLLly8zceJEvLy8Xri0W+TNRp4MYCxvnG3iv0lPT6dv374vvAMfGRlJamoq48aNw8rKipwcMDWtd+yWyYR2IalUyPQePvzXj3HlyhVCQ0Pp1q0b06dPF2MwX4CcnBwiIiK4efMmWVlZpKWlKRaBGhoaWFpa0qlTJxwcHF641SM5ORl/f3+ioqKoqalh4MCBeHp6YmlpSVRUFLGxsYpIwZqaGtLSMsjISKOurg6ZDExMjKmp6c7Dh7aYmp4CwM0tlM2bP0RT832MjFQJC4MPPgBdXVBXrxcAZDIZBw8eZPfu3VRVVWFlZcVf/vKXVivbvnr1Kr6+vpibd2DNmtVoaGiwZ49QpfCkj4hMJsPX15fS0lJWrFjxREPD5iJ4OShTXKyNvz/8+9+N75eLAHLx57eARCLBxcUFQ0ND9uzZg5+fH4WFhcyaNQsNDQ3KyoQNCTs7cHaGkhLo0QMWLABzc1i4UHi9rl+HXr2Ea5D8mqSkpMTw4cPp0aPHE6sCnpbCICIiIiLyehFFgFZGXgnw6JEhn31Wf/vf/y6UJYIQy5Ofn09FRUWbFwESExN5/PgxgwYNem7VgkQiYciQIbRr147du3dz9OhRCgoKmDdv3nNNouT06dOH9evXc/ToUQ4cOMCOHTsICwtj1apVzS7hV1FRYcaMGYwfP549e/Zw7NgxDh06REhICAsXLmTy5MlvRGWGSPNJS0t74XjA+Ph4SkpKGP6kFfozKCoq4vz58+jo6GBs7IanJ2hoCCXK//mP0LMrkfwyx7sxBQUF+Pv7o6qqioeHhyhaNZGMjAwiIiK4deuWYvFfVVUFCItBKysrOnXqxNChQxk6dOgLXY9zcnI4cuQIwcHBFBcX06dPHzw9Penbty+XLl3iyJEjVFdXA1BbW0tGRgZpaWnU1tZSWtqZnJylmJjU0aFDBmPHXiQ/34riYj1sbAYzbpwzI0ZoEBwM7u4wdix89VXj478O87+GZGdns3XrVgBWr16NmZkZa9cKpeWLFgmLyNxcQeyS89NPPxEZGUm/fv2a1DbwoshkMkpKSnBwOM3MmUtwcoLBgyExEeS6iKamJsrKygrvh98SDQ17g4KCyMvLY+HChZiaGnH6NFhbC+NOngQfH+Ea9OWXQpXAjBnC9ef+fSGh5Jc2EvKqADs7OwICAjh06BC3b99m1qxZYlWAiIiISBtEFAFaGXlfqYYGREaCo6Nw+8WLgroOQlxebW3tG9GTGBcXR3V19QuVHvfo0QNvb29++OEHwsPDefToEUuWLMGkYf3qM1BTU2P27Nk4Ojry7bffEh0dzR//+EfGjRvH0qVLm2UcCIIIs3LlSqZPn862bduIjIxkw4YNBAUFsXr16ib5GYi8uZSXl1NYWIienl6TF9MymYyLFy9iYGDwwu+PsLAwMjMzmTJlCl9+2Z4pUwQfgEOHhN7/hAQYN65xjndD6urqCAgIICsrixkzZrxwK8LvkdTUVMLDw7l79y6ZmZmkpaUpFuTa2tpYWVlhaWmpqBB6kR7noqIigoKCOH78OLm5uXTu3JkVK1bg4ODA1atX2bRpk0JoqKurIzMzk9TUVGpqagBQUelLSsqfGTr0CsrKUmJjh1BXp8zChemEhEzGzk4NXV0YNUr476OPGvdrw+sx/2tIZWUlmzdvJi0tnSVLFjNokD3x8RASAteuCeXln30G5eXg5ibsONfW1rJv3z4kEgmenp4tIlYIEb2V2NjcJSiovlKmSxfh8waCCKCqqvqbFAFASA7w9vZm3759xMbGUlBQgJeXl8KHJDhY8B75179g9WqIi4MzZ4Rr0Nq1ws87dsCAAYJZKdQLlEpKSgwbNkxRFRAVFcXGjRsZM2YMEyZMEKsCRERERNoQogjQyshLDL29E1i1agRFRcKOiKEh7NkjjNHV1aW2tvaN6EmMi4tDR0eH3r17v9C/MzU15b333mP//v1cvHiRDRs2sGTJkkaGaM/D3Nycf/zjH0RERLBjxw6OHTvG5cuXWbZsGa6urs12+Tc3N+ezzz7j+vXrbNmyhbt37/L+++/j6urKu+++2+KGWiKvB3kyQLdu3ZpcUp+Tk0NSUpLCLb6pFBQUEBISQrt27cjPd6NdO/D2Fu6bM0dYJMlkgl/I3r3wpPV9SEgI0dHR9OvXj7feeqvJx/69IZPJSEpKIjw8nAcPHpCRkUF6erpi8a2rq4ulpSXW1taMGDGCQYMGvdBCtKKiggsXLnD48GFSU1MxNzdn5cqVuLi4cOvWLbZu3aq4pkulUjIyhMV/dXUNEomMyspRDBhQTllZH4qK0rG3vwbAoEFaHDo0nQMH1EhLg61bhRJ2+Xqq4WXodZn/NUQmk3HgwAFiY2Pp23cGM2fOBKBdO6HUfPlyqKkRFt7W1kKJ+bx5cPHiReLj43F0dGTAgAEtcm6rV8uIjp6Ojo62Ij2hIZs2Ce0fKioqlJSUIJPJfpNtNXLDXmNjY86dO8fGjRuZO3cuQ4cOZcwYCQkJQhuAri5ER0NVldASAIJfQEqK4EdSXi4IAHKtVN4iYGRkxNtvv42trS0BAQEcPnxYkSDQs2fP1/fERUREREQUiCJAKyOfBNraSrlxA4qLhdsbtj7q6elRU1PT5nsSHz16RFpaGqampi/l4Kyjo8PSpUsxMjIiKCiITZs2MX/+fBwcHJr8GEpKSowcOZIBAwawd+9eTp06xRdffEFwcDCrVq1qtnEgwIABA/juu+8IDAxk3759nDt3jpiYGObNm8eMGTNQfVJQu8gbS0FBwQsnA9y6dYvCwkJmz579QouGCxcukJeXh7u7O5qauowbJ9y+Ywd4eMDmzcLvf/iDUIb7SxHg4cOHHD58GAMDA+bOnSu6cj8BmUzGvXv3iIiIICkpifT0dDIyMhR9+Hp6elhZWWFtbY2TkxMDBgx4oc90bW0t0dHR+Pn5ce/ePdq1a8e8efNwc3MjMTGRHTt2KNJepFKpImpQXg2go6NP165WhIZO5e7dfHr1SuD+/R507fqA0aNd0NTswE8/QXq6IBAFBQmVZL/kdZr/NSQiIoLAwEC6du1Kevpi2rdX5cgRcHUVKt/i42HmTBg4ENatg6IiqKgow9fXF11dXTw9PVssprVPn3Lu3k2ittaBa9eEzxhAQADIw21UVVXR0NCgsrKSmpqaVmufaG3U1dWZM2cOZmZm/Pjjj+zYsYPs7GwmT55Mjx71U8PERMErwNBQeA8mJsKUKcJif+1auHULNm4UzCgbvtWeVRXg5uYmVgWIiIiIvGZEEaCVkS/sPT0dGDlS6Ktzdm48udfV1UUmk1EsVwjaKA8fPuTx48c4Ojq+9ERTVVWVWbNmYWRkREBAAN9//z15eXm4ubm90ERQT0+P1atX4+rqypYtW4iJieHWrVvMmTOHWbNmNXsip6yszKxZsxgzZgzffvst58+f59tvv+XMmTOsWrWKgQMH/iZ3jH6PZGdnK0zUmsrFixfR1tamv9zYowlkZWURHh6OiYkJLi4ujYTA8eOF3dGGREbC1Kn1v5eWluLj40NFRQUeHh5YWlo2+di/B6RSKXfu3CEiIoLU1FTS0tLIzMxUOPC3a9cOS0tLOnfujLOzM3Z2di/k+SGVSomPj+fgwYPEx8ejrq7OxIkTmTZtGjk5Oezfv19RUi6TycjJySElJUUhBGtra1NTM5sbN0Zjb/8D/fvHkZTUhQED9MjPVyU0dC4LFsCNG1BYKJReW1v/Wgh6kvnfX//61xeqqnpVpKSksH37djQ0NFizZg29e6vzzTeCEeCaNYLHhXzhHRwM+/fDpUtw5swZHj58yMyZM+natWuLnd+kSQXExYUTE/MW8fFCwgbAihUoBDgQvoNzc3OpqKj4zYoAIPj0uLq6Ympqyt69ezl8+DA5OTnMmzdP0Qo1eLAQGWhuLngB9OolJFDI40r//nfBlHL1asGfAhr7l8irAuReAYGBgSQkJIhVASIiIiKvGVEEaGXkE8AzZ9IoKOhGRITQ05mQIKjtgYEoetoFF+O2S1xcHHV1dc2OIpNIJIwaNQojIyP27duHv78/hYWFuLu7v7Drf9++fdmwYQOBgYEcPHiQ77//nvDwcFatWvVKevkNDAz45JNPmDp1Kps2bSIhIYE//OEPODo6smrVqib7Goi0XVJSUtDQ0Ghydcvjx49JSEjA3Nyczp07N/k4wcHBPHr0iNGjl3PihB6mpsIE28ICGiYTZmUJfbhHjtTfJpPJOHz4MHfv3mXMmDGt2u/d1pFKpdy8eZOIiAjS09NJS0sjKysLqVQKCIsSS0tLunXrhpOTE/369XshwVEmk/Hw4UP8/PyIiYlBKpUydOhQ3N3dKSsr4/Dhw4prt0wmIy8vj+TkZIUArKWlhYHBYLp3h9u3tSkp0ePaNXs0NU3p378bs2Y5MXOm0Cu/cCHExgrZ7U/yqCwoKODf//43165dey3mfw0pLS1l06ZNFBQUsGrVakWLWEkJvP02nDghpOBs3y6IAtrawqKyujqfw4cPY2ZmxowZM1r0HOXfv0VF2pSU1LdSlJZCZmb9OD09PTIyMqioqGi2x8ybQJ8+fVi7di179uwhIiKC/Px8vLy86NixIx4eQuXJ2bMwbBgsWyZUML7/PvzwA8yeLcxhMjKEKg9DQyFKsLAQ8vKgZ0+hKmDo0KF0796dQ4cOcfHiRTZu3Mjo0aNxc3NDS0vrdf8JRERERH53iCJAK1NZWYlEIkFXV4viYrmZjuCQLF8/vgkigEwmIy4uDl1d3Vem5tvZ2dGuXTt++OEHTp8+TWFhIYsWLWpyFrccNTU1PDw8cHJy4ttvv+XSpUt8/PHHjB07lsWLF7+S/tg+ffqwdetWTp48ya5duwgLC+Pq1at4eHjg4eHxm949+q0jjwc0MjJq0viEhATy8/MZO3Zsk+IuQRAaoqKi6NChE5s2jcDeXij3d3AQ3LjlFBUJu2yentBQX4iKiiIkJITu3bszc+bMFiuffpOora3lxo0bREZGKsz2srOzkclkgOBebmVlRffu3XF2dqZ3794vXL2TmZnJ4cOHCQkJoaysDBsbGzw9PZFIJJw9e5bCwkJAuD4WFBSQnJzcwAxWA2trazQ1u3Py5GRKSxPo2vUhFhYlzJvXn5MnLThzRsKkSUIlyOnTkJMjfC886ZL1us3/GiKVSvnhhx+Ij49n0qRJvPWWGwD/+58QPXf6tDBu/36YPx/eeksQBJSUYPt2Yfd5+fLlLS6iyoUYd/dEBgyww9VVuD0sDP7xj/pxenp6b4wvz6vCzMyM1atX4+fnR1hYGF9//TULFy7Ezs6OqVNh0iRhvlJTI4g6zs6CAFBdLWxieHsLws6tW0JShYoK+PnBH/8obHBA46oAf39/jhw5oqgK6NWr1+v9A4iIiIj8zhBFgFamoqICZWVlevUyx8ZGmOC//TY0XG/IRYC23A5QUFBAZmYm5ubmL5yJ/iwsLS1Zs2YNe/bsITY2lqKiIpYsWfJSvf0dOnTgs88+Izw8nB07dnD8+HGio6OZP38+EydObHYvv5KSEpMnT8bV1ZXt27cTFBTEzp07OXfuHCtWrGDYsGFii8AbRm1tLdnZ2S8kAkRFRaGqqoq9vKn4OchkMs6dO0dpaSmPHn3CkCFKbNsm7KTNmQOHDwtxXAD6+kK5bcP5cUZGBgEBAWhqajJ37twWyVJ/k6ipqeHatWtcvHiRrKwsUlNTyc3NVZi6mZiYYGVlRc+ePXF2dqZ79+4v/LksLCzk5MmTnDp1ioKCArp164aHhwf6+vpERkaSn58PCK/to0ePSE5OJimpF6qqlhgaptGlizkmJuaoqEiAEsaMCeb4cXeWLLHl7l0LjI0leHnB0aOwfr0gArRrJ/z3S6qrq9m4cSNBQUGvzfzvl5w+fZrTp09jY2PDkiVLFaJU377wcyouNTWCAJCYKDzPoiIoKkrmzJkzdOvWjQkTJrT4eZaXlyOTwbBhZfzpTxATI9z+n/9Aw8IfHR0dpFLp70oEAKFFZdGiRZiYmHD8+HG2bt3K9OnTGTduHMrKwmsaEwMFBfWVSampcPAgDB0KX3wBDx/Cn/8siFeDB9cLAHLTQHlUcPfu3Tl8+DCRkZFs2rSJUaNG8dZbb4lVASIiIiKthCgCtDKVlZUoKyvzww+VXL2qydatggnY8OGCsj56tDABkbsTt1WSk5MpKirC1dX1lS90DQ0Neffdd/Hz8+PChQts2LABLy8v+vXr98KPpaSkhIuLC/b29vj6+nLs2DE2bdrEmTNnWLFiBba2ts0+fx0dHT744AMmT57Mpk2b+Omnn/jLX/7CkCFDWL16NRYWFs16fJHW49GjR5SVlWFpadmkXf2Kigpu3LiBiYkJ3eVB48/hwYMHXL58GQuLHuTlWbB0qXC7hYVQ/n3kiCACVFfDuXPCrqmcyspKDhw4QGFhIXPnzv1d529XV1dz+fJloqKiFP32eXl5gLDQMDMzw9LSkr59++Ls7Iy1tfULf9bLysoIDg4mMDCQjIwMOnbsyJo1a+jYsSPR0dHk5OQoxj5+/JikpCSys3VITPyI2lpD2rUr59Gj9jg67lWMMzIyxt3dhUGDjLh5sz0aGkJs3h/+AH/9a+NWkF9y//59/vWvf5Gamoq6ujqLFy/Gw8PjtYqNCQkJ7N69GwMDA7y9vdHVFXLjNm6E7t0FUUtbGz75RBifmAg7d4KBgYytW30oLy9n9uzZ6Mjz5lqQiooKJBL4+9/tSEho7LHRELlp3e9NBADBe8iOZQAAIABJREFU/2bSpEmYmZlx4MABfH19yc3NZfbs2WhqauLoKFyX5Ny5IwgDvr7C77m5QlvAlCnwzjv14yQSkEqF6g8QvueXLl2KjY0NAQEBHD16VFEV8KJpQyIiIiIiL44oArQylZWVqKioMHOmCnPmCGV0QUGwYQP8979QUSFMQNq6CHDz5k2kUil2cpn/FaOhocH8+fMxNDTk2LFjbNmyhTlz5uDs7PxSE15dXV3eeecdxo4dy3fffcfVq1f5wx/+gIuLC8uWLcPY2LjZ59y9e3c2btzIuXPn2LFjB9HR0cTFxTFjxgzmz58vuiG/AcjjAZtaeXLv3j3y8vKanIEtk8k4e/YsFRUVeHmNoXt3ZRp2jnh6Cr4gAH/5C9TWCv3T8n974sQJbty4wbBhwxgzZsyLPr3fBLW1tVy5ckVR9p+SkkJBQQEgiH7yxb+NjQ1OTk4vZZhYXV1NZGQkAQEBPHz4ECMjIxYvXkyvXr24cuUKV65cUYwtLi4mKSmJR48eUVenTl7eTKyscnBzO4eysjJbt66ktFQbS0t1nJ1dsLHph7KyEn36wMWLwi5qdrYgAnz0Uf0iqSFy879du3ZRXV39Ws3/GlJYWMimTZuoqKjgo48+olMnwUzzyBFhIejtDV27Cu/r48fB0lKIlevfH65fjyM6OlrxOrUG8naA/v0ruXxZm8GDnzzu9ywCyBk0aBDGxsbs3r2bM2fOkJuby6JFizA2Nm6UTpGUBCNGCDv/eXlw965QAfDnP0NEhCAQtGsnGEMqKdVXBMCzqwImTpwoVgWIiIiItCCiCNCK1NXVUV1djYqKCnPmqBAXB926CQkBe/fCkCHCuIY5xW2VW7duoa2t3aKTUPmOhLGxMT4+PuzZs4f8/HymTp3a5N7rX9K5c2fWrVvHxYsX2bFjB2fPnuXy5cvMmTOHqVOnvrAR4S9RUlJi/PjxODk5sWvXLo4dO4aPjw8XLlxg+fLljBw5UmwRaMPk5eVRXl6OtbV1k8ZfvnyZuro6hsg/vM/h1q1bXL9+nZ49ezJ48GAavo2rqwUHeDMz+NvfhAXimTP198fFxXH69Gk6derEnDlzXvoz8KZSV1fH9evXCQ8PJyMjg+Tk5EaL/w4dOtCpUyf69++Pk5MTHTp0eOFjSKVSrl27hq+vL7du3UJHR4dp06Zhb2/PTz/9xLFjxxRjS0tLSUpKoqCggMpKM3R0VLC2NmfYsGS0tKSAMsHBY9DVrUZb253VqzspyuTlC6ERI4R4ugcP+Pl5/Pqcfmn+N3nyZN57773X7jtSW1vLd999x4MHD/Dw8PhZoBWMLE+eFJIMQDCGu3YNQkOhRw8wMBBaOHx8fFBWVmbu3LmtFrMqFwGuXNFl2DCwshKqFOSvR3y8ME4UAQSsrKzw9vZm//79xMTE8PXXX+Pl5dWoAsnODhYvFlqWLlyAykqYPl2474MP4Jtv4OuvISpK8IF40kstrwqwtbX9VVVAn1/GYYiIiIiIvBJ+X7PI10x1dTV1dXVoaWnx8ccSBg6sj9FpiIaGBsrKylRWVrb+STaB0tJSUlNTMTQ0bLKD+ssikUgYOnQohoaG7Nq1iyNHjlBQUMC8efPQ1tZ+qcdUUlLCycmJgQMHEhAQwOHDh/n22285e/YsK1aswN7evtkLdS0tLVatWsWkSZPYuHEj169f55///CcDBgzgvffea/IiU6R1SUtLQ0lJqUktHDU1NcTGxtK+ffsmmVrV1dVx9uxZamtrcXNz+9UiXr6m69ZNqAI4eFAQBUAQJw4ePIiSkhJz5sxpsl/BbwF5FF9YWBjp6ekkJycryv6VlZWxsLCgU6dODBw4ECcnp5cyl5PJZCQkJHDw4EGuXr2KkpISI0eOxMHBgcTERIKCghRjy8rKFOdQXW1IYuJfkMk60rdvMnV1eWhpPaSuTomCgt6oqfVl+3Y9tm9X5tNP4V//EhZB8suLTCZE/j1tndPQ/K9du3Z8+OGHODo6vvDzawmOHz9OWFgYgwcPZt68eYprZn6+0CeekACursKuv44OuLjU/9vz58O5efMmrq6uLVZN9iTKyspQUlLCx6fwmd9doghQj4GBAe+88w4mJiacOXOGjRs34unpyYgRI5BIJIwcKVR+BATA7dswdy7MnCl4QPTsCY8fC8kQf/0rlJUJItCTkEgkODg4KKoCIiIi+OabbxReAS/7fS8iIiIi8mREEaAVqaqqoq6uDg0NjaeWIYLgbq+srExVVVXrndwLkJaWRlFREXZ2dq3mSt6jRw+8vb0VTvyPHj1iyZIlzSrj19bWxsvLizFjxrB9+3YuXbrEp59+yvDhw1mxYsUrETisrKz43//+R1hYmKINYfny5UyZMgUvLy9xYtPGSElJQUtLq0nvq8TERLKzsxkyZEiTYsTi4uL46aef6Nu3L/3793/quEWLhMmyPHO7traWgwcPkpGRwYwZM1p10fQ6kclk/PTTT4SGhpKWlkZKSoqiB18u1FhaWmJvb8/IkSNfWhhJTU3lxx9/JCIigqqqKuzs7HBwcCArK4uIiAjFuNLS0ka+A0pKShQWLqdrV2WcnI6QltaJ06cnsHq1PxMn2tO79yD09YWv2N69YdAgoUe6S5f6Yz9Na6yurmbDhg2cPn26zZj/NeTOnTv4+PhgYmLCqlWrUFOrrw+3sREqWHbsEErCp02DWbPqvQ5KS0s5ePAg+vr6re5nUFZWhoqKCl27qpCRIZSrg1CN1/BjJYoAjVFTU2P27NmYmZnh7+/PDz/8QHZ2NlOnTkVVVRVbW7C1FYwgp02De/eEqo8PPxQ8IaZPFwQwaOwL8CTatWvHkiVLsLW1xd/fX6wKEBEREWkhRBGgFamqqqK2tva5vcOqqqqKSgC5w3VbIiEhgaqqKmxtbVv1uPIIo/379xMVFcWGDRtYsmQJXbt2bdbjduzYkc8++4yYmBh27NhBWFgY169fZ/bs2cycObPZvfwSiQQXFxeGDh3K/v37OXToEAEBAYSFhbFs2TLGjBkjRry1AWQyGenp6WhpaTUp8eL69euUl5czfPjw546tqanh7NmzyGQy3Nzcnvl6W1jUT5gBzpw5Q2xsLAMGDGCi3CDgN4x8Vz4kJITU1FRSUlIUUX8SiYQOHTpgaWnJgAEDcHFxeelYuby8PI4ePcq5c+d49OgRPXr0YNCgQRQVFXHjxg3FuOLi4ka+AxKJMubmppia9iQ1tStDhx5FQ6OSPn2yiYrS5s6dFfz9741LvExMhNL/plS9/9L8b8mSJbi7u7eZ74GioiK2bNlCVVUV3t7emJp2QElJaAP405+E51heLkTujRsn+ALExsLu3aCuDidPniQ5ORl3d3c6N8y9bAXKy8tRVlZm504d9u2rT+GYP18QaN57T/hdFAF+jUQiwdnZGRMTE/bu3cuRI0fIyclhwYIFioSSOXOESpAlSwST03feEX62sRFaBuDZAkDDYw0ePJhu3bo1qgpwdXVl4sSJonguIiIi8goQRYBWpLKyEqlUikZDV50noKSkhJqaGjU1NdTW1rZav2RTuXHjBurq6q/FwVdXV5dly5ZhZGTE6dOn2bhxIwsWLGDws0ormoC87cDOzo4jR44QEBDAzp07OX/+PMuWLWP48OHNnoRraGiwbNky3nrrLb755htiYmL44osvOHHiBO+9916T3eVFWobS0lKKioowMDB4riGVVColKioKIyMj+vbt+9zHvnz5Mnfv3sXe3r5J4+UT5YSEBI4fP46JiQmenp7N9qxoy8hkMh48eEBISAhJSUmkpqaSmZmpWPybm5tjZWWFra0trq6umJubv9RxSkpKOHPmDEePHiU7OxtLS0scHR2pqqoiOTlZMe7x48ekpKTw6OeMu7o6PfLz36V9exX09e+jr5+LllY5wcFufPNNPjCUoiI1DhyAkBChFL64GA4dgq1bhXL4Z/lN1tXVsW/fPg4cOKAw//vb3/7WbJHzVSKVStm1axd3795l1qxZODo6KqoZli8XSv/Hjxey4ufOhXXrBKPLy5cFASA3N5ejR49ibm7OdHnjeCsiFwH271cjJkbwAwAhy37YsMYigLKyMqWlpa1+jm2dXr16sXbtWvbu3UtUVBQFBQUsXryYTj+XerRvD3v2gJcXnD4NHTrAqFEvdyx5VYCdnR0BAQEcO3aMu3fvMmPGjCZdR0VEREREno4oArQicqO/p+0sJyTU54Grq6tTWVlJdXV1mxIBampqePDgAQYGBoov/dZGVVWV2bNn0759ewICAvj+++8VDu3N3VHX1NTE09MTV1dXdu7cSXh4OP/4xz9wcHBgxYoVr+Q5d+jQgXXr1nHp0iW2bt1KfHw8q1atws3NjWXLlqGrq9vsY4i8OPJkgD59+jxX8ElPTyc9PZ2ePXs+t3WgqqqKc+cEp/gJEyY0WUwqKirCx8eHmpoaZs+e/VJGd28KSUlJXLhwgYcPH5KWlkZGRgZSqRQAU1NTrKyssLGxwdXVtcnJDb+ksrKSsLAwfvzxR5KTk2nfvj0jR45ESUlJscsvk8l49OgRKSkpFBUVAYLvQG3tNBIS3OndOwGpVJng4LFMn36aL754xDffOLJ9ex+uXxcWPxYWcOOGIAKEhwul8Vu2gIPD088tJSWFdevWcffu3TZl/vdLgoODOXfuHLa2tsyfPx+JRIJMBunpUFUF//ynMG7ECNDSguBgoRpArtH++OOP5Ofns3LlyiZV27xKpFKpIp0HJI38eJSVBX8GOfKEnuLi4lY9xzcFExMTVq5cib+/P6Ghoaxfv54FCxYwcOBAQEiEiIgQRABbW0EIeFkkEgmDBg1SVAWEh4crvALEqgARERGRl0cUAVoR+a7C03YZx40TDJVAEAGkUinV1dVt6ksuMzOTx48f07dv39e6KymRSBg1ahRGRkbs3bsXPz8/CgsLmT179is5LzMzMz799FPc3NzYvn070dHR3Lhxg+nTpzNnzpxmvyYSiYRhw4Zhb2/PwYMH8fPz4+jRo0RFRbF8+XJGjx7dZsp/fy/IRYCmRMrFx8dTXFzcpAqRqKgoEhMTcXR0bHKahlQqxd/fn8TERNzc3JqcPvCmkZqayoULF7h//75CWKmrqwPA2NgYa2tr+vTpw6hRo7CysnqpY9TW1hIbG4ufnx8JCQno6OgwcOBANDQ0qK2tBYTFf0FBAampqYqFn4qKCh07dsTCwoLbty0YNSqE3r0TUFVV5fjxd+ja9R0mTlRn9GihBNrUVCiF9/WtT3pxdYVJk55+blKpFD8/P/bs2UNlZSWmpqZ89NFHza5sagmSk5PZvXs3Ojo6rF69Gk1N4RookQj9/kpKQhvLX/8qjO/fH7Ztg8JCMDSEhw8fEhwcTLdu3Rg7dmyrn7/cmFdbW5vFiyUMGVLvYn/kCCxdWj9WU1MTVVXVNp3Q87rR0tJi4cKFmJqacvToUbZt28a0adMaifETJghjG8YCviwGBgYsXrxYkSBw7Ngx7ty5w8yZM+nbt6/4fSkiIiLygogiQCtSVlbGgwfvUVtrTX5+4/tkMsFFV46GhoYiUrAt8eDBA8rKyrCxsXndpwKAnZ0da9asYdeuXQQFBVFYWMjChQsxeJoF8QsgkUgYOHAgGzdu5MSJE/j6+rJv3z5CQ0NZsmSJYhexOaipqbFw4UImTJjAxo0biY6OZt26dZw9e5b333//pUueRV6crKwsampqnrvYlMlkXLx4ET09vef6YpSVlREcHIy6ujrjx49v8kQ1LCyMyMhIevfuzfTp039zE9zMzEwuXLhAQkKCYvEvX5AbGRlhbW1Nr169GDVqFF26dHmp5y+Tybh58yYHDx7kxo0bSCQSOnfujIGBgaIlSyaTkZeXR2pqqkKkVVVVpVOnTnTo0EGR4NCz5z10dCQ4OIzE0XEI1dVaipYNDQ1h918iERaTkZEwebJw37O0woyMDL744gt++uknRbSot7d3m8xGLy8vZ8uWLTx69Ahvb+9GvfzLlwuL6S1bhBLw0FBYu1YQACZOFAQAqVTK/v37qaysxMPD47UI2w3TeT74QGjPiIwUvnt37YIBA+rHqqqqoq6uTkVFBTU1NW2qGq8toaSkhJubG6ampvj4+HDw4EFycnLw8PBo9D5+VZevhlUBgYGBhIeHs3nzZoVXgI48TkVERERE5LmIIkArUlpaSna2G05OMdjb//p+X9/6n+UiQE1NTeudYBOIj49HSUmpzYgAIDjwr1mzht27dxMTE8Pjx48b9Sg2F3V1dWbOnImzszO7du0iJCSEzz//nFOnTvHuu+/SpaHd90tiYmLC559/zsWLF9m8eTOxsbEsW7YMT09PPDw8xEloK5CSkoKmpiampqbPHJeXl0diYiIdO3Z87nssMjKS1NRUxo0b16QKAxB2XA8dOoSenl6zojDbIjk5OYSEhHDr1i0yMjJIS0tTXOPatWuHtbU1PXv2ZNSoUXTv3v2lxY/ExET8/f2Jjo6msrKS9u3bY2xsjL6+/s8l7DJycnJITU1VZMerqalhaWmJubk5yg1qxbW0tBg1aigODg4K8SAqqr5/HKC2FnbuBB8foSS+YRzeL5HJZBw+fJidO3dSXl5O+/bt+fDDDxk2bNhLPdeWRiaT4ePjQ1xcHBMmTGDcuHHIZMLiWUlJqGDbvx9WroTz5wUfgKAgoQLi3XeFx7h27RqxsbHY2dkxYsSI1/I85Ok8mpqa/O1vQiLA0qVPFmokEgm6urrk5+dTWVkpXn+fw8CBA2nfvj179uwhODiYvLw8vLy8Xtq083kYGBjg5eWlSBA4fvy4IkFArAoQERERaRqiCNCKlJWVoaubQJcu5Sxa9Ov7//GP+p/bYiWATCbjzp076Onptbmce0NDQ9599138/PwICQlh/fr1zJ8/H/snqS0vibGxMR9//DFubm589913XLt2jdWrVzNp0iQWLFjQ7F5+iUSCo6MjAwcOZOfOnRw7dowdO3YQGhrK2rVr6dev3yt6JiJPIi0trUnJALdu3aKgoIDp06c/sxKkqKiI8+fPo6Oj0+Ty5/Lycnx8fCgtLWXhwoWt7p7eUuTn5xMaGkp8fDyZmZmkpqYqrm36+vp07tyZ7t274+rqSu/evV96Ep+dnU1gYCAXLlygsLAQPT09OnfujKmpKRKJBKlUSnZ2NqmpqQrndw0NDTp16oS5uXmj11NHR4cRI0Zgb2+v6M2vrYWKCiHmbMwYYVx0NAwdKuyGr1jx7PPLzc3liy++4Pr160gkElxdXfnggw/atA9IdHQ0x48fp3v37ixduhSJRAmJREgAKCiAKVMEA8TwcCEK8e9/F/5OPxdRUF1djY+PD6qqqnh6eiqqK1obeTqPtrY2RkaC6L5mDejqCoKAszNMnVo/XldXl6ysLCoqKtr069NWsLS0ZM2aNRw4cICoqCjWr1+Pl5cXveRGR68YiUSCvb19I6+AzZs34+LiwqRJk8SqABEREZHnIIoArYhgOvZ3evXyeuL9SUn1P7dFESAvL4+8vDw6dOjQpFz01kZTU5MFCxZgZmbGkSNH2LZtG1OnTsXNza3Rzl5zkEgk2NjY8PXXX3PmzBn27duHv78/EREReHl5MWbMmGYfS0tLi/fee49x48axfv167t69y/vvv8+ECRNYvny5OLlpAWpqasjJyUFbW/u5rSRRUVFoaWkxoGH98BMICwsjKyuLKVOmYGZm9txzkMlkBAYGcvv2bVxcXHB51nbyG0JhYSFhYWHExcWRlZVFSkoKVVVVgLDI6ty5M127dsXV1ZV+/fq9dHvN48ePOXXqFCdOnCAjIwMNDQ0sLS3p2LEjysrK1NXVKRb/8uNrampiaWmJqalpo+Pq6+vj6OjIgAEDfrVgVVERDPA6dIBjx2DDBmHxOGiQ4AnwNGQyGSdOnOC7776jtLSUdu3a4e3t3eZf46ysLL7//ntUVVVZtWpVo8/G+vXCgn/DBiEe8PRpoULiq6+EjHg5ISEh3L59m7Fjx77WCrKG7QBeXkJ0XXY2+PsL57x9OzS0ANDT06O2tlaMCXwB9PX1WbZsGcbGxpw+fZpNmzYxZ84cnJycWmx3Xl9fHy8vL+zs7PDz8+PEiROKBIF+/fqJVQEiIiIiT0EUAVqRsrIyVFVLMDR8dkQgCBPUtiYCJCcnU1xczBj5FlgbRO7AbmZmho+PD/7+/mRlZeHp6flKF8+qqqpMmjSJESNGsHfvXs6cOcN///tfgoKCWLFixSvZ/ejZsydbt27l0KFD7Nu3j+PHjxMTE8OKFStwdXUVJzevkIKCAsrLy+nWrdszRZzi4mJu376NmZnZM9tA8vPzCQkJwcDAgFFNzMeKiYnh/PnzdO3aFXd392b7TbxOioqKCA8P59q1a4rFv3wxpa2tTefOnenSpQuurq7Y2dm99HMtLy/n/PnzBAYG8uDBA5SUlLCwsKBz586oqqpSV1dHWloaaWlpimuptrY2lpaWmJiYNPoMGRkZ4eTkhI2NzTPfA9euCWX/OTnw5z/X9/8/jYKCAv7v//6P2NhYRbXPRx999Ep8S1qS6upqtm3bRmZmJm+//TZ9+/ZFKq2Pr1yxQkhByM8HDw9IS4Mff4RNm2DzZmFMcXExfn5+GBgY4O7u/lqvWXLxR4hqhdu3BeHGyUk475+N7RVoa2sjlUpFEeAFUVVVZebMmZiZmeHn58euXbvIyspi+vTpLZZ2Iffv6dq1K4GBgYSFhSm8AsSqABEREZEnI4oArUjDSfCTcHMTeilBmKhIpVLFxKUtcPPmTaRSKXZ2dq/7VJ5L//79MTY2Zs+ePYSGhpKbm4uXlxcWFhav9DjyHb3x48fz3XffER8fz9q1a3FxcWHx4sXP7S9/HsrKyri7u+Pi4sKGDRu4dOkSn3/+OWfPnmXt2rVN2mEWeT5NTQZISEggPz8fFxeXZ/YJh4SEkJeXh7u7O0ZGRs89flZWFgEBAairq+Pp6dkmK22aQklJCZGRkVy+fJns7GySk5MVPfdaWlpYW1vTpUsXRo4c+cSd9qZSU1NDVFQU/v7+3Lx5k5qaGszMzOjZs6fC9T8lJYX09HSF54COjg5WVla0b9++0WLU1NQUJycn+vTp0yQxont3+O9/4aOPnj1OJpNx7tw5Nm/eTHFxMXp6eqxevZqxY8e+EQLe4cOHuXTpEo6Ojkz9uU5eSQlqauCLL2DxYkEEee89oQ1g/36YMaOxwd7JkydJS0tj3rx5TfbEaCnkIpC6ujoFBVBXBwYGgnFh+/b17Qty1NXVkclkbUqIf1OQi10mJibs2bOH48ePk5uby4IFC1pU/NLX12fRokWKBIETJ06QkJDAjBkzsLGxeSM+dyIiIiKthSgCtCLl5eWUlHQnPd2Ea9ca3yeTQVxc/e+ampqAUD3QVrh16xba2tp07dr1dZ9Kk7CwsGDNmjX4+voSERHB119/zYIFC1pExOjVqxdffvklISEh7Nu3jzNnzhAdHc20adOYPXt2s3ciTExM+Pe//01ERARbtmzh0qVLLF26lHnz5uHu7v7a+mx/K+Tm5lJRUfHcZIDo6GiUlZVxeEboe1ZWFuHh4ZiYmDSp3LuqqgofHx9yc3Px8PCgd+/eL3r6r52ysjIuXrxIbGysYvEvd9vX0NBQLP6dnJwYNGjQSxutSaVS4uLi8PX15fLly5SWlmJiYkLv3r3R1dWlpqaGpKQkMjIyFGkDenp6WFlZYWho2GgRYGFhgbOzMz169HihxUHnzs8XAIqKivjvf/9LVFQUMpkMBwcH/vjHPzZJEGoL3LhxA39/fywsLFi+fHmj1ys7G8rKBE+ENWtg5kz47jvh7zJjBg3GZXP06FEsLCyYMmXKa3gWjZEL6mpqagQGCrfduQNnzghRjnV1kJ5eP16+a93WzHnfJHr06MHatWvZu3cvly5doqCggMWLF7903GdTaFgVcPToUUJDQ9myZQsuLi5MmTLlN2W0KiIiItIcxJVDK1JRUcG1a9vYvLmSn9f4jWgYESiP15Hvor1uSkpKSE9Pp3379s3e3W5NdHR0WLJkCWZmZpw4cYKtW7cybdo0xo8f/8rLrVVUVBg7dizDhw8nMDCQw4cPs2fPHs6dO8f8+fMZO3Zss1ymJRIJzs7ODBo0iO3bt3Py5Em2b99OSEgI77//Pn369HmFz+b3RUpKCioqKnTo0OGpYyorK4mLi8PY2Jju3bs/ddz58+d59OgRCxcuRE9P77nHPnXqFHFxcTg4ODB+/PiXOv/XRVVVFVFRUURFRZGTk6NoGQJhJ9XKyorOnTvj5OSEg4PDS5cDy2Qy7t+/j6+vL2FhYRQUFGBkZMSIESNo164d1dXVPHz4kMzMTOrq6gDBQdzKygoDA4NGi3wrKyucnZ1fOnrweYSGhrJx40YePXqEjo4OK1asYOLEiW/MLmRhYSHffvstdXV1rFixAhMTk0Y57506wf/9nxAD6OsrmCTevg1/+pMQDwjC6+Xv709hYSGrV6/G0NDwtT0fOQ1FgBMnICJCMDN89AhGjRLaAhoiv1aLlQDNw9jYmJUrVxIQEEBISAhff/018+fPZ9CgQS16XH19fRYsWICNjQ1+fn6cPHmSxMREZs+eTY+GphUiIiIiv1NEEaAVqaysREsrlS+/1MTJ6ddqdMO0MbkI0Fb6EVNTUykqKmLAgAFvXK+ysrIykydPxtzcnAMHDuDr60t2dvavsoxfFdra2syfP59x48axf/9+zp8/z1dffcXx48dZunQp9vb2zVoQaGlpsXbtWiZMmMD69eu5d+8e3t7evPXWW7zzzjviTsdLkJqa+txkgPv375Obm8vo0aOf+r5JSUkhKiqKjh074ujo+NzjxsfHExQUhIWFBZ6enm9MFFldXR1Xr14lLCyMjIwMkpKSKCoqAuqj9jp37syIESMYOnSoIlrvZUhPTycgIIBTp06RlZWFgYEBw4cPx8TEhKqqKu7fv090ng7TAAAgAElEQVRWVhZSqRQQkkKsrKx+1VLRrVs3nJycWmwXsrS0lP/973+EhoYik8no378/n3zyyRslmtbV1bFjxw4SExOZO3cugwcPbiQA1I8Dc3P44AOorhYEgdTU+vvv3btHSEgIPXv2bHIyRkvTsB3gyBHB0NHbWzB5fBJywUoUAZqPpqYm8+fPx8zMjMDAQLZt28a0adNeqWnvk5BIJAwYMIAuXbrw448/Eh4ezqZNmxRRly3lUSAiIiLyJiCKAK1IRUUFXbrsRVV1zRPv/+ab+p/bmghw584dqqqqXqu7c3MZNGiQokcxODiYnJwcvLy8Wqyv3sTEhA8++IApU6awY8cOrl69yieffIKDgwPLli1rdvxbr169+Pbbb/nxxx/Zt28fR48eJTo6mnfffRcXF5c3ZufxdSOTycjMzHyuCHDlyhVqamqemucu7wEvKSnB3d39uQJTQUEBvr6+yGQyPDw8MDY2btbzaA3kMaHBwcGkpaWRmJhIQUEBIOycdurUCWtra4YPH87w4cObJbIVFhZy+PBh/Pz8SEtLQ09PDwcHBzp27EhVVRX37t0jOzsbmUwGQPv27bGysvpVnFuvXr1wdnZ+ZpVHc4mOjuarr76ioKAALS0tli5dyowZM964z2BQUBAhISEMHDiQOXPmUFoqYeFCody/fft6U0BlZUEIUFYGVVVBJJCnxkqlUnx8fKiurmbOnDmK1rbXjbwSQF1dnS1bnj9eFAFeLUpKSowbNw5TU1P279+Pn58f2dnZeHp6trhwra+vz5IlS+jduzd+fn4EBATw4MEDZs+e/cp9gkRERETeFEQRoBWprKykQ4co+vb94In3T5tW/7N84tRW2gFu3ryJhobGG19ybmlpibe3tyLL+H//+x+LFi2iX79+LXbMbt26sW7dOmJiYti9ezfR0dFcv36d8ePHs2DBgmaVyiorK+Ph4aEwDoyJieFf//oXZ8+exdvbWzQObAJFRUUUFxdjbGz81B3r2tpaYmJiaN++/VN79u/fv8/ly5fp0qXLU4WCho938OBB0tLSmDp16nPjBtsCKSkpnDt3jocPH5KUlEROTg4ymQxlZWXF4n/YsGGMGDGiWR4YVVVVnDhxgu3bt5OYmIiOjg729vZ07tyZiooK7t69S25urmLxb2JigqWlZaNjSiQS+vXrh5OTEyYmJs1+7k+joqKCDRs2cO7cOaRSKf369eOTTz55IxcW9+7dY9++fRgaGrJq1So0NDRYtQpMTIT/fi60oKZGWPjLN3DlOodcIIiOjuby5csMHjyYoUOHtv4TeQryxXxTd39FEaBlsLOzw8jIiD179hASEkJ+fn6LivFyJBIJw4cPp0uXLhw4cIArV66Qnp7O5MmTcXJyeuMqHEVERESaiygCtCKVlZUoKyuTlKROXh4MGQIN58qnT8OECcLPWlpaSCSSNlEJIO+3NTAweCMnt79ET0+PZcuWYWZmxsmTJ9m8eTMzZ85k9OjRLTYRUFJSYtiwYdjb23P69Gl8fX0JDAwkPDyc2bNnM23atGaVTJuamrJu3TrCwsLYunUr0dHR3Lx5k/nz5zNr1izROPAZyJMBOnbs+NQxSUlJZGVlYW9v/0R3a3kVQEVFBRMmTEBdXf2Zxzx//jwxMTHY2toyefLkNr1jnJeXR3BwMLdu3SI1NZX09HSkUikSiQQLCwusra1xcHDA1dW1SR4IT0MqlXLhwgU2bdrE7du3UVdXx9bWlu7du1NeXs6tW7d49OgRIEzozczMsLS0bFRtoKSkhJ2dHY6Oji1uwnflyhW+/PJLcnJy0NDQYNGiRXh4eLyRi4mSkhK2bt1KaWkpH330EZ06dSIjAx4+rO/z/+orIRLQygr69xdMAJWVG7cKlJWVsXfvXrS1tZk3b16Llnq/KA0rAZqCaAzYcnTs2JE1a9Zw4MABLl68yPr16/Hy8mqVTQYzMzPWrFlDcHAwgYGB7Nmzh3v37jFz5sw24V0hIiIi0lqIK4NWQh73l5o6jdmzVendG5YuhY0b4ef0JT79tF4EUFdXR1lZmcrKytd30j+TkZHB48ePsbGxafIEqq2joqLC1KlTMTc3x9fXl/3795OVlcXs2bNbtHxVTU2NKVOm4OLigr+/P8eOHeO7774jKCgILy8vnJ2dX3riLJFIcHFxYfDgwWzfvp1Tp06xbds2Lly4wPvvv/9Gus63Bk2JB4yLi6OsrIwRI0Y88f5bt25x/fp1evbsyeDBg595vHv37nHkyBGMjIyYO3dus8SflqSkpITQ0FCuXLlCRkYGKSkpigWRsbExXbp0wdbWljFjxjSr710mk3Hx4kW++eYb4n6OSOnSpQt9+/aloqKCmzdvKlJSlJWVMTc3p2PHjo3+bioqKgwcOJDhw4e3aAQZCGLu5s2bOXXqFFKplJ49e/Lpp5+2qON5SyKTydi7dy+3bt1i2rRpikSLDh0EkfriRcE878IF+PhjiI+HwEAYOhR++ZE5duxYmzVfEysB2ha6urosXboUY2NjgoKC2LRpk6KqraVFURUVFSZMmECPHj3Yv38/oaGhpKamMmPGDPr379+mRVkRERGRV4UoArQS1dXV1NXVkZY2gYwMCTo6kJwMs2YJ//f2FmIC5aipqaGkpNQmRIAHDx5QVlbWoiXzrwOJRMKQIUMwNTVlz549nDlzhpycHBYtWtSiJcRQX43g5ubG7t27iYiI4PPPP6dfv368/fbb9O3b96UnItra2rz//vuMHz+er7/+mnv37rFmzRomTpzI22+/LRoH/oKsrCzq6uro1NCZswEymYyoqCgMDQ3p27fvr+6vq6vj7Nmz1NbW4ubm9syqi5KSEg4cOEBVVRXz5s17ZvXB60Lu+H/x4kUyMzNJSkpSVCTp6+vTtWtXevXqxdixY5vlayGVSrl06RLff/89sbGxVFZWYmpqio2NDTU1Ndy+fbuRo3vHjh0xNzdvZJ6opqbGoEGDGDZs2K+8AFqC+Ph4/vOf/5CZmYmamhpz585lwYIFbWrH+0UJDQ0lKCiI3r17s3DhQiQSicIMcMkS+P77evO/0aOF/95+G06dghUr6h8nIyODwMBAOnbsyMyZM9vcQqqiooLjxz/D2NiAFSvgeUm3ogjQ8qioqDB9+nTMzMzw8/Njz549ZGdnM2PGjFbZcOjSpQsff/wxx44d48yZM2zbtg1XV1emTJnSIqbBIiIiIm0JUQRoJaqqqqirq0MiUVa0AFhbC6WWs2ZBSkpjEUBVVRVlZeU20Q4QHx+PsrLyG20K+Cysra3x9vbGx8eHS5cu8fXXX7Nw4cJW2Tm3sLDg008/5datW+zcuZObN2/y4Ycf4ujoyLJlyzA3N3/px+7Tpw/ffvstAQEB7N+/nyNHjhAdHc3KlStxdnZuc5P010V6ejqamppPLR/PyMggLS2NLl26PHHHOy4ujp9++ol+/frRv3//px5HKpUSEBDA/fv3GTdu3FOrCl4Xv3T8T0xMVMT9aWlp0aVLF7p168aYMWOaJVJVVVURGxuLj48PMTExFBUVoa+vj52dHUpKSjx48EAR86etrU3Hjh0xNTVtVGavoaHBkCFDGDJkSKtM1mtqati2bRtHjhyhrq6Orl278umnn9L1eSvJNk5aWho7d+5EU1OT9957D11dXR4/BnkxxdixkJ8Px47BunWgrw/DhkFcHMyeXf848mqC4uJiFi9e3OKtGC9DWVkZ1dValJWp4uoKZmbg6QkeHk9OCBAjAlsHea++3LT3xIkT5ObmsnDhQtq1a9fix9fU1MTd3Z3evXtz4MABTpw4oahmeVYUrIiIiMibjigCtBLV1dXU1taipVVMXJwF8rWCjg6cOCHsuNy8WT9eTU2tTbQDSKVSEhIS0NPTw1pu//wbxMDAgHfeeQdTU1NOnz7Npk2bcHd3b5XSRLmJ2VdffUV4eDh79+7lwoULxMbGMnnyZDw9PV96l1NFRQVPT09cXV3ZsGEDsbGxfPbZZzg5ObF27dpWmWS1dbKystDU1Hzq3+LmzZs8fvwYR0fHX70XampqOHv2LDKZDDc3t2f2g0dGRhIeHk7Pnj3b1E6p3PH//PnzpKamNnL8V1NTw9rami5duuDi4sKgQYNe2l+iuLiYmJgYjh8/zpUrV8jNzUVdXZ2+ffuirq5OVlaWwuzPwMCATp06YWho2OjvZGBgwLBhwxgwYECrxXvduXOHL774gtTUVFRVVXF3d2fJkiVvTJzj06isrGTr1q3k5+ezatUqxYLHxgYWLIC//hV0dYWFspUVREUJLWvGxuDgAOPG1T/W1atXiYyMxNbWllGjRr2mZ/RsKioqUFevYN06VbZu1SIiAnx9YeBA6N1beJ7vvFM/Xk1NDYlE8tq/g38vdOvWjbVr17J3714uX75MQUEBixcvbnaKTlOQSCTY2tpiaWlJQEAAkZGRjaIE3/TPuoiIiMiTEEWAVqKyspK6ujrGjz+Amdm/Gt2nogJ798Ly5fW3yUUAeTns6yIvL4/8/HwsLCyaZfr1JqCqqsrMmTPp0KGDojQxMzOTWbNmtUpporKyMq6urgwdOpSjR49y6NAhDhw4wPnz55k7dy5ubm4vvfAxMzPjiy++ICQkhC1bthAWFsbNmzdZuXIlo0ePbjML0tZGKpWSk5PzTBHg4sWL6OrqYmtr+6v7Ll++zN27d7G3t3+mqVVqaio//vijwjCtOe75r5LU1FTOnj3Lw4cPSU5OVkTuyR3/O3fuzIgRI3B0dHxp74KcnByio6OJjIwkPj6elJQUZDIZHTt2RFdXl5KSEkpKSpBIJJiYmNCpU6dfiV4dOnRgxIgR9O7du9WM92pra9m5cycBAQHU1tZiZWXFJ598Qq9e/8/eeYdFdabv/zMzDFKlSxVpYhcVu2Lvil1BELtRE6NRo8lmsy37NcnGaDSbxCQmRhAQFVvsFVQEe7CgojTp0gSkDszM74/ZmQ2R/DYoDKDnc11cVzLOnPPOMJzzvvf7PPfdXivnb0iUSiW7d+/mxo0bDB8+nHHjxgGqXX8XF9i5E06dgn/+E8aOhe7dVW0AYjFkZtbcOa+oqGDHjh3o6uoye/bsJusbU1ZWhkj0X2NALy/Vz7//DadPw+7dz4sATUGIf52wsLBg2bJlhIeHc+7cOTZt2oSPjw8DBgzQyj3K1NSUhQsX0rFjR3bv3s2ePXt49OgRM2fObNCIUQEBAYHGQBABtMSzZ88AaNVKxu8l4fy6OripTECSk5MpLi5m5MiRjToObaEuTVT7BBw7dkxTmqitEld9fX18fX0ZOXIkISEhnDp1is2bN3PkyBEWLFhA3759X2hCJBKJGDZsGJ6enqxf/wPXrx/l448/JjIyklWrVjXJEt6Gpri4mNLSUqytrWsVWPLy8khISMDBweE548DKykpOnz6NRCJhzJgxv/s7KS8vJzQ0lKKiImbPnt0kSsjz8vI4c+YMd+/eJS0tjfT09P+0K4mws7PD2dmZ3r17M2TIEExMTOp8fKVSSXJyMtHR0cTFxREfH8/Dhw8pLy/H0tISExMTZDIZz549QyKRYGNjQ+vWrZ8TGtq1a0f//v1xdHTUqlCVmJjI+vXrSUpKQiKRMG3aNJYsWaK16oOG5vr16xw4cAAnJycWL16s8TSwtISPPoLiYqishFWrYPNm1cJfXan2WxuLEydOEB8fz4QJE5psy5hSqaS8vBwzs1x0dWsm3EgkKkNetSmvGvU9uCm05L1O6Onp4efnh62tLQcOHODHH38kLS2NKVOmaMVEVSwWM2DAAFxcXNi1a5cmSnDSpEkMGDCgWaZ/CAgICNSGIAJoibKyMoA/fBNTewLIZDKUSmWj7dTeuXMHhULx/+11fhVxdXXlnXfeITg4mKtXr5KXl8fcuXO16nhtYWHBihUrmDBhAtu3b+fatWv85S9/oUePHixevPiF+xWfPDHh9u3VGBr6IxJ9QFRUFHfv3mXp0qWMHj36taoKePr0KRUVFb+bUX3v3j3y8/Px9vZ+bvIXHR1NUlISAwcOxM3NrdbXK5VKDh06xJ07d/Dy8mr0Uulnz55x/vx5jeN/SkpKDcd/JydnunXzeGHHf7lcTlxcHNHR0ZpEgbt371JYWIixsTGOjo4olUpkMhm6urrY29tjZ2dXo9xWR0cHDw8P+vXrh6WlZb299z86/qCgIHbt2oVMJsPOzo7333+/1iqQ5kpOTg7ffvstIpGIt956q0YsmkIBrVqpKgD274fBg6F9e5UXQGQk/Cc4oMax9uzZg62tLT4+Pk322lFVVUV1dTWTJoUhkXj+odc0FSH+dUQsFjN8+HAcHBwIDg7myJEjZGRkEBAQ8FJJJHXB1taWt99+mzNnznDw4EF27NhBfHw806ZNE9roBAQEXgkEEUBLqCOu/mj8nEQiQSqVUl1djVwub7Sc93v37mFkZISLi0ujnL8xMTc3Z+nSpVhbW3Pq1Cm2bNmCr69vrb3hDYmLiwv//Oc/uXHjBtu3b+fGjRvcuXOHYcOGMWfOnDpPimxt4euvRQQG2nDy5Da8vL7jl1/28a9//YvIyEjWrFmDlZVVA72bpkVBQQHl5eXY29vX+u/R0dHo6enRo0ePGo+XlpZy5swZWrRo8f8VTq5fv87p06dxcnLCx8en0Vzkf+34n5WVRVJSUg3Hf2dnV9q1a8eYMaNeqAe3oqKCmzdvcvnyZYqKisjJyeH27ds8efIEXV1d7Ozs0NHRQalUYmBgQOvWrZ8z+9PX16d379706tWrUdolUlJS+OSTT4iPj0csFuPt7c3y5cubbHn7i1BVVcV3331HWloaCxYswMPDQ5MEIJerdsU7dIBFi1TRgL/8ApMng7e3KsEmOhrU4SJKpZLQ0FDy8/NZtmzZ7wppTQG1J09tVS1z5qja8X7Lr815G1OIf51p164dq1atIjQ0lCtXrvDkyRMCAgK0JspJpVLGjh2Lu7s7ISEhRERE8PjxY6ZNm4aHh4fwnRAQEGjWCCKAllD39tfFYKZFixY8e/YMmUzWKCJAcXEx6enpWFpaNnhkXlNFV1eXmTNnYmtry549e9i+fTuZmZlMmTJFq6XBIpGInj174uHhwZkzZwgJCeHYsWNcvHiRcePG4evr+4fz0Y2NVT8ffQRXr0oYPvxNpk3rzqZNW7h8+TKLFi1i8eLFjB8//pWf5OTm5iKTyWqN6nv27Bl3797F2tr6uRL+ixcvkpqayqhRo55rE1Dz5MkTdu/erTFnbIzdI7lczs2bN4mMjCQzM5PExMQajv9WVt3o1s2KESNG0LlzZx4/FvHnP8PMmeDh8b+PX1RUxJUrV7hx4waVlZWaz+zx48coFAosLS011U+/Z/Znbm5Ov3798PDwaJRye4VCQVhYGEFBQZqYwrVr19KzZ0+tj6WhOXToEJcuXaJv375MnToVgGfPoGVLlQBQXa3yqOnSBSZMgJISSE5WGdiOGQO/LmSLi4vj3LlzdOjQgdGjRzfSO/pjqNN5wsMDiI397+NKJUREQGGh6v9//vm//yYWi9HV1UUul1NdXS2YwzUS5ubmLFmyBHt7e44fP85XX33FpEmTGDNmjNZEVVdXV959910OHz7MyZMn2bp1K8OGDcPb21uIEhQQEGi2CCKAlvh13vUfpUWLFhQWFiKTyRrlRpOamkpxcTGenp6vdR+cSCRi0KBB2NjYEBQUxOHDh8nOztZahNGvUe9MeHl5cfDgQQ4dOkRYWBinT59m8uTJTJ06FUP1Vl0tyGSg/gqeP6+aBDs7Q/v2/Vi8uBuffXaDnJxv2bhxI5GRkaxdu1Zr5ZeNQXp6Oi1atKi17Dw+Pp68vDwmT55c4++2qKiIc+fOYWRk9LteGTKZjNDQUJ48ecL06dPp3Llzg72H2lAqlTx48IAzZ86QlpZGUlISeXl5gOoa1KZNGwoLJ3Ls2Gh+/FGMWKzDP/4Bhw+rFn+1aCI1yMrKIiYmhrt376JQKKisrOTRo0fEx8dTVlaGqakpRkZGiMViLC0tad269XPGog4ODgwYMIB27do12vUlIyODTz75hLt37yIWixk9ejQrV658JSf2cXFxhIWFYW1tzZtvvqn5To8erTL6+/JLUBfEdOoE4eGq6gAjI6ioqCkAyGQyfvrpJwBmz579hyvcGguZTIZcLufZMxNatlRVOohEquvf9euwZk3tr9PT09MI8YII0HhIpVImT55M69at2b17N2FhYaSmpuLn5/dCniUvgoGBATNnzqR9+/aEhoZy+PBhEhMTmTlz5u+2gwkICAg0ZQQRQEuo+27rWgkgl8s1r9U29+7do7Ky8pXqh30Z3N3deeedd9i5cyfXrl0jLy+PefPmNYrRm5GREbNnz2b8+PHs3buXo0eP8uOPP3L06FF8fHwYO3Zsrf4T1dWQlAQ//QSHDqmMv+zsVI+3b6+PtfVAdu8ewNixa7h+/TqLFi1i0aJFtfbEvwpkZGSgr69foy9azZUrVxCJRPTu3bvG4xcvXiQrKwtvb+/fLYE+fvw4N27cwNPTk7FjxzbI2H+P1NRUTp8+rXH8V0fvSSQSHBwccHJywctL5fjftq0uFy7AsGGqXd+PP1YtCisroawMfr0WViqVJCQkEBMTQ1JSEqDaRVf3/T99+hQjIyPs7e2RSqXY2Njg4OBQY4EoEolo3749/fv3p3Xr1lr9XH6NUqlk//79/Pjjj5SVlWFpacmaNWvo169fo42pISksLGTr1q1UVlayatUqzfd20yaV43/nzqoUgOXL/+uQ7+mpWiRDTQEA4Ny5c9y5c4cRI0Y81yrTFFFXAvzlLz9TWrqI9ethwwbo1g309VXeB7Whr6+vEeL/f+KqQMOjroaztbVl586dREVFkZ2dzdy5c7XWrigSifDw8MDR0ZE9e/YQHR3Nli1bGDduHCNGjBCEIgEBgWaFIAJoCZlMBtStEkBfXx+5XK55rba5c+cOenp6dOjQoVHO3xSxtLRk2bJl7Nu3j7Nnz7J582ZmzZpFv379GqV03szMjDfeeIOJEycSGhrKuXPn+PLLLzl48CD+/v4MHToUqVRKQgJs2wZpaVBVper7DQtTTYLVODqq8sBXrhTx3nv/x86dWzl+/DibN2/m/PnzvPvuu69UTJJSqSQ7O7vWeMDKykpu3ryJlZUV7dq10zxeWFhIREQELVu2ZOjQobUe9+7duxw7dgwbGxv8/Py0VuKudvyPi4sjLS2NtLQ0jeO/jY0dLi5O9O7dm6FDh5KYaMLOneDmBp99phIBzM1hxQqV+VtiIjg5qRaEHh6VxMbGcvXqVfLz8wHVZ/fkyRNu375Nbm4uOjo62NraYmBggIODQ61mf927d6dv376NnkKRk5PDxx9/TGxsrCYxY/Xq1U0mtrG+USgU/PTTT8THx+Pj40P//v01/+bmBn/6k6r6o39/+PRTOHZMVRXg6AjBwTB+vOq7oaagoIDQ0FAsLS2ZNWtWsxAHKysrUSgUGBkZ8MYbMGOGSgC1tlYJoL9HY9+DBZ7H3t6eFStWsHfvXs6fP6+JEdSmV4+ZmRmLFy+mY8eO7N27l7CwMB4+fKhpHRQQEBBoDggigJZ4mUqAxpiAyGQykpKSMDU1/V3TtNcVdYSRnZ0d4eHh/PDDD2RlZTFx4sRG2wmwsbFh9erVTJs2jaCgIKKjo/n0008JDw8nIGAux4/3Z8MGER9+qPIC+DVVVSCVQlQUXLkCX3wBrVoZsGbNGoYOHcqHH+7l0qUUHj58g3nz5jF16tRmMfH/X5SXl1NcXEzLli2fK/9+9OgRT548YfDgwTV2AKOiosjJyWHy5Mm1mic+ffqUXbt2UV1djY+Pj1ZaKcrLy4mMjOTq1asax3/1NcPCwgoXFyc8PDwYOXIk+vrWPH0Ks2bBO+9AQIBq4R8TAx98oNoNdnWFhw9h584yjhyJ48yZ0zWuQQUFBdy5c4fs7Gyqq6sxNzfH1NSUNm3aYGNjU+O7YWhoSO/evenZs2ej76QqlUqOHj3K1q1bKS0txczMjJUrVzLkt5b3rxinT5/m9OnTeHh44OfnV2OhNHGiqkUIVBUgffqoRKEZM1RtQwYGqu/Ir9mzZw/Z2dksXLiwUas56sJvRXgHB9i7F44eVfkh/B6CCNA0MTAwICAggNatW7N//362b99OWloaU6dO1UqMIKg8I7y8vHBzcyM0NJRr166RlpbG5MmT6d+//ytxjxQQEHi1EUQALaGeRNTFaboxJyDp6ekUFhbSrVu3VyYbuz4RiUQMHTpU4xNw4MABsrKyCAgI0FqPYm20adOGDz/8kPj4eIKCgrhx4wZ///tf6dy5M19//TZ797ri6yti82ZQV7KrdYvNm1WLgvbtVf9fUABRUT2QSDzIzMwnI+MK//73l1y4cIG1a9c2mwXA76FOBmjbtu1zO0hXrlxBJpMxYMAAzWOFhYWcO3cOU1NTBtdSPyyXy9m9ezcpKSlMmDChwY3lFAoFN27c4OzZs6Snp5OUlKSJIm3ZsiUuLi506NCBkSNHoqfnwgcfQLt2qiz4qVNh2TLVcfLzVT3R0dHQoYOC2NhEvviimPPn7Zkx4zIWFqqY0vz8fOLj48nOzqa0tBRTU1NatWqFq6srlpaWNT5DCwsL+vfvT9euXZtEiWx+fj7/+te/uHr1KiKRiIEDB7J27dpG/VvVBsnJyezYsQMTExOWL19eq9fBry/vJiaqlpDgYFUVSFxczec+fPiQEydO4Obmxvjx4xt49PWH2pPnt/ff8eNVP7+HgYGBIAI0UcRiMcOGDdPECB49epT09HTmzp2rVR8bW1tbVqxYwalTp/j55581VTfTpk37w2a9AgICAo2BIAJoCfUkoi4u/40pAiQkJFBaWqp1Q7PmRocOHVi1ahVBQUHExMRofAKcnJwabUzqvuv169cTGxvLjh07iIuL4969ZfTu7YlEsorY2FaMGSNCoVD1BP/0k8oEbMLyk5oAACAASURBVOrU/y4KZDJVNvjbb0sYNaoVY8cOpKgom9u3Q1i6dCkBAQHMmDGj0WLvXpanT59SXl7+XIuDTCbj8uXLWFlZ1fj+X7hwgZycHKZMmVKrkWBERAQxMTF07tyZyZMnN2hpanJyMsePHyc5OZmEhASePn0KgJ6eIa6uTri5uWkc/z/5RMQvv0CvXrBuHezZA2fPqo6jUIC/P3z8sZIdO26RknKN3bsHYmCgxN8/BAODQjIzn5CSkkJeXh5FRUUYGBjg5uZG+/btn/NSaNOmDf3798fd3b1JJEsolUpOnz7NV199pan6WL58OSNHjmwS42tISktL+frrrykqKmLVqlV/6Jqk/kiOHIG//11lGqqmurqaHTt2UF1djb+/f7Nqn3gRY15QiQYKhUIQAZow7u7urFq1il27dnH58mU2bNhAQEAAHn8k3qSekEqljB8/nnbt2mna8lJSUpg+fTpdu3Z95a81AgICzRNBBNAS6naAulQCqCcg6gmMNrl9+zY6OjqCCPAHaNWqFW+99RZ79+4lIiKCL774An9/f3r16tWoN3+RSET37t3p2rUrMTExBAcHc+3aNaTSuejq9sfFZR7HjzsilarKYlevBnUSpEKh2iGuqICiItVjJSVmTJw4DyOjSg4ePMS3337LxYsXWbduHW3atGm09/mi5OXlUVlZ+Vy7y6NHj8jKysLLy0vjaP/06VMiIyMxMzOrtXw8MTGRAwcOYGJigr+/f4O5pT99+pRTp05x+/ZtUlJSyMzMRKlUoqOjg5OTEy4uLgwZMgSFojclJTqIRODlBbt3g4+P6hgzZ6p+14cOQd++TwgPv4eOTlc+/VQPX98MpkzZj0LxjMzMTDIyMigpKaGgoACJREKbNm3o0qVLDQ8FkUhEx44d6devX61Ri41FUVERn332GdHR0SiVSvr06cN7771Xqwnkq4ZSqSQ0NJRbt24xbtw4hg8fXqfXL1v2vFnexYsXuXnzJgMGDKBv3771ONqG50Uq8X79/MYy5xX4Y6h79O3s7DQxghMnTmTs2LFajVd2c3Pj3Xff5dChQ5w+fZpvvvmG4cOH4+3t3eQTNAQEBF4/BBFAS7yIJ4C6dFNd4qstFAoF9+/fp2XLlo26o92c0NfXZ/bs2dja2nLgwAG+//57MjMzmTBhglYnIbUhkUgYOHAgffr0ITIyktDQUCIjI7hy5TLOzgGcOjWDnBwd1q2DFi1UHgEbN0JCAvTuDUuWqCoFrKxg+XIpRkbLGTJkCJ9//jlxcXEsXboUf39/fH19G/291oWMjAx0dHSec/i/evUqMpmMgQMHah5TVwFMnTr1OWO7kpISQkJCKC0tZf78+Tg6Otb7WGUyGRcvXiQ6OprU1FSSk5Oprq5GJBJhb2+Ps7Mzffr0pUOHYSxbZkBZmSruLTQUtmxRGUDm5alEHalUzvLlWaxfX8XTp9VUVzsxfvxhWrXKorCwkIyMDPLy8pDJZBQUFFBVVYW1tTXdu3evUQEhlUrp0aMHffv21XpU5v8iMjKSLVu2aBILli5dyvjx41+bHblLly5x+PBh3N3dWbBgQZ37k38rABQXFxMcHKwRuZpb9c+LVgKony9UAjR9pFIpkyZN0sQI7tmzh/T0dK3GCIJq3ubr60v79u0JCwvj559/JjExER8fH62lGAgICAj8EZrPjL2Z8yI7EernVlRUNMiYfo+cnBzy8/Np3bo1xsbGWj13c0YsFjNy5EhNhNG+ffvIzs7G39+/SXyOUqmUkSNH4uXlxYkTJ9i7dy/37n1Phw676NbtPdas6cOhQzqkpal6gd94Q7WL/Pbbqp9vv1VlhisU0LlzZ77//nt++ukn9u3bxw8//MClS5dYu3Zts5no1BYPWFVVRUxMTI1WAHUVgLm5+XNeAOqoufj4eIYPH46Xl1e9jlGpVHL79m3OnDlDamqqpk1HqRRjbm6Gi4s7Xbp0wMTEG29vC44dAw8P+PxzSE9XOb9/9RWsXAkffFCNufkN0tMvUVFRzPDhLXj0yA1n53iKilKJi8ugtLQUhUJBYWEhJSUlmJub07VrVxwcHDQLSVNTU3r16kWPHj2a3O5WSUkJGzduJDIyEqVSSY8ePXjvvfe02iPc2GRmZrJt2zakUinLly+vlwXQ/v37SU1Nxd/fv9n8ff+aF60EUIv2ggjQPBCJRHh6emJra0twcDBRUVFkZWUxd+5crUb5qqvwnJyc2LNnD5cuXeKLL75g/PjxDB8+vEn4pAgICAgIIoCWeJF2APWNQtuliMnJyTx79oxOnTpp9byvCp07d2bVqlUEBgZy8eJFcnNzmTdvXpMx0tPT02Py5MmMGDGCQ4cOcfDgQXJz/4yDgzXnzk2gb99p5OYaoP71nzypypBXu2irNxULC3UZOHAJgwcPZsOGDdy/f59ly97Cz88Xf3//Jl8VkJWVhZ6eXo1dbHUrQP/+/TWLp/Pnz5Obm8u0adOeqwKIjo4mIiICNzc3pk+fXq+O0Onp6Rw/fpyEhAQSExPJy8tDqQQDA31cXV1xdXVl1KjRdOzYgS5dRFhZwe3bqsU/gK2tyvl/5cpKWrc+xuPHHdm+vYDevZ8hFoNSWYS+/s/88ksW1dXVKJVKSkpKKCwsRF9fn549e9K2bVvNdcjFxYU+ffrQtm3bJul8HRMTw+eff05+fj4GBgYsXLiQqVOnvja7/6Da8f7222/Jzs5myZIl9RLvmpKSwuHDh3FycmLy5Mn1MErt86IigFAJ0Dyxs7Nj+fLl7Nu3j4iICDZu3Iivry9eXl5avR6o2xQ6dOhAeHg4u3bt0kQJ/rYCTUBAQEDbNO1Z+ivEi7QDqEsu5XJ5g4zp97hz5w4KhUKrxjqvGjY2Nrz99tvs3r1bk2UcEBBAjx49GntoGoyMjPD392fcuHGEh4dz9OhRfvhhOwcOnKOi4h9Mn27P/PkStmyBN9+E8nLQ11cZCEokcP8+/PWvcPp0e7755lt27gxkz549/PTTT0RFRfHee+/h5ubW2G+zVtSl7oaGhpq+f1C1AlRWVmp29AsKCn63CiA9PZ3w8HD09PTw9/evcZyX4dmzZ5w5c4YbN26QmppKeno6CoVC05Pv7OzMgAGD2bBhIPfvi/n+e1XLxsOHKpO/bdsgN7earKx7HDiQTEVFa27dukW3bhVUV4spKiogIyOD/Px8lEoloFo85ufnIxaLcXd3p3PnzhgaGqKrq4uHhwe9e/euNRKxKVBeXs7mzZs5ffo0CoWCzp0788EHHzxn+Pg6sG/fPq5cuYKXlxcTJ0586eMpFAoCAwMpLy/H19e32bqdC+0Arx8GBgb4+/vTunVr9u3bVyNGUJsVTGKxmEGDBmmiBK9evaqJEuzXr1+TFFQFBAReDwQRQEtUV1cD1CnDVj0B0XYlQFxcHEZGRlotn3sVMTAwYM6cOdja2nLw4EG2bt3KpEmTGDt2bJPqqVXvVnh7e7Nr1y7Onj2LSDQXmWwWBw+OYvVqB2bN0tE4h6uH/uWXMGeOKmJwyRIpdnaL+PrrwXz22QYePXrIW28tZ+7cOfj4+DSp9wv/TQZwdXXVTMKqqqqIjo7G0tJS0wpw4cIF8vLymD59eo22gYqKCkJDQ8nPz8fPzw93d/eXHlN1dTUxMTFcuHCBtLQ0kpKSNIsPGxsbnJ2dsbIaTosWAxg2TJ/gYMjMhJ07obBQleluavqMtm1LGDmyiB49rnPlSh+MjYuRy+UYG0eQkZHBrVulgKpkVSwWk52djUwmw9bWFg8PDywsLLC0tKR37954eHhoLXf7Rbh+/TobNmzgyZMn6OnpMXfuXHx8fF7LiXVsbCzh4eE4ODiwdOnSeqnEiYmJ4fLly3h6ejJo0KB6GGXjoG6pEyoBXi/EYjFDhgzB3t6e4OBgjh07RkZGBnPmzNH6TrydnV2NKMHt27cTHx/P1KlTm624JiAg0LwRRAAt8SKVAI3RDlBUVERmZiZWVlZNduevOSGRSBgzZgw2NjaEhISwe/dusrKymDVrVpOL2LKxsWHVqlVMmzaNwMBAoqMP8PRpGJGRbrRuHUD//v0RiyWIRCrPAGtrGDRI5R1w7pyq9Lxt27a88843XLkSRFhYGN9//z0xMZf54IM/YWtr29hvUUNt8YC/bgUwNTXVVAFYWFjUWAAplUqOHDnC7du36devHyNGjHipsSiVSh48eMCpU6d4/PgxN29WUVBghLGxHhYWeri4tKVTp/aMHj2GJ09a4+MDkyaBoyPY2YG+vpLdu6uwt08jIyMED48WSKUduHRpAPb2D7Gz201MTLZGiNTV1UUqlZKens6zZ88wMzOjT58+ODo64u7uTp8+fXB1dW3SZfQVFRV8/fXXHD16FIVCQbt27fjggw+aZUpFfZCfn8/WrVuRy+W8+eabtUZY1pXS0lKCg4MxNDRk9uzZzbqPuby8HIlE8sKVAEI6QPOmbdu2mhjBmJgYTYxgt27dtDoOXV1dJkyYgLu7O6GhoZw9e1YTJdilS5cmfc0VEBB49RBEAC2h3kmoy66aevdUPXnXBqmpqRQVFdGzZ0/hhlSPdOvWDSsrKwIDA4mMjCQnJ4f58+c3yZJlR0dHPvzwQ+Lj4wkKCuLGjRv8/e9/x93dHT8/P/r3709xsQQTE/jb38DMDP78Z3BxgRs3wNtbhxMnFtC3b18+/fRT7ty5zeLFS3nzzSWMHTu2SXyv8vPzKS8vrxEP+NtWgPPnz9daBXDjxg1OnDiBg4PDSyciPHnyhBMnTnD/fjyPHqVx9eoECgp6Y2V1ndzcpYwadZxJk7zw8PBAqRTh6KgSXb7+Ghwdqzl8uBgrq/0UF48iIcGedu1MMTPLx9n5DLq6geTn52s8Alq2bImBgQHJycnk5eWhr69Pjx496NKlC3379qVXr17NIj7v9u3bfPrpp2RmZqKrq4ufnx9z5sx5LXf/QXV/2LZtG8nJycyePbveWo4OHz5MQkIC06ZNo127dvVyzMairKwMiUQiVAK8xpiamtYaIzhu3Dit+9e4u7uzdu1aDh06xJkzZzRRghMmTGhyZqsCAgKvLoIIoCXUcV4vUgmgTRHg3r17yGQywQ+gAbC3t2fFihXs2rWLqKgoNm7cyJw5c5rkZy0SiWjfvj3r16/n1q1bhISEcOvWLY0YIJe/R2hoG958U8Sf/wwbNkB8vCpi8Msvwd0djh/viLX1j7i7f09ExH4+//xzYmJiWLNmTaOXP2ZnZwNoRBh1KoC6FSA/P5/IyEgsLS1reAFkZWURFhaGRCLBz8/vOaPAP0pZWRkRERFcvXqVuLgynj69SXl5S8rLHfH2/hft29tw61YfsrPfxN5eVX2hUKheO39+Ie+9l8/580Xk5xtSUJBO795XuX/fnczMfBISrmliRcViMa1ataJly5YkJCTw4MEDRCIRbm5uDB06lBEjRtC1a9c675A2BjKZjO+++46DBw8il8txdXXlgw8+eO3blo4dO8b58+fp2bMnPj4+9SKyZWZmsn//fhwcHJg+fXqTEO5ehtLSUkEEEEBHR4dJkybh6OjIrl272LNnD2lpafj7+2v9nmRoaMisWbM0UYKHDh3SRAk6OztrdSwCAgKvJ4IIoCWqqqoQi8V1UpwbQwS4c+cO+vr6tG/fXmvnfJ0wMjJiwYIF2NjYcOTIEb7++mumTJnC6NGjm+ROpkgkolu3bnh4eNQQAx4//hl3dze8vY2JienPd99JGDtW5RHg5QVDhkDfvgBSDh58i4ULB3Pu3D+4ePEi9+/f5513VjFw4IBGe1/p6ek14gETEhLIzMykX79+mJqasn//fvLz85kxY4YmPaCiooLg4GCePHnCzJkz6dq1a53PK5fLuX79OhEREVy/LiEqagQFBZ3o1u1tjI0dsLeX0KPHJBYt6kNsrDmzZ8Po0TBxopLk5ESuXr3Oo0fxWFnp8+CBFw8fdicvT4Su7kFsbLLIy1OZiLZo0QI7OzvMzMxITEzkzp07VFRUYGtry+TJk5k6dSrOzs7NZnF348YNNm7cSGZmJlKpFB8fHxYsWNDkEygamvj4eIKDg7GwsOCtt96q8yK3NpRKJUFBQRQXFzNv3rx6aS1obCoqKl6qHUBtLCjwatC9e3dsbGwIDg4mJiaG7Oxs5s6dq3UjW5FIRI8ePTRRgtHR0WzatIkJEyYwfPjw1/76JiAg0LAIVxgtoa4EqMtFXf1cbYkAlZWVJCcnY2pqWqNMWqB+kUgkeHt7Y2dnR2hoKLt27SI7OxsfHx8MDAwae3i1UrsYcIS//lVJZuZHlJT0xs8PRoyQsHEjGBrCF1+oXvv++2Bk1JkffviBf/zje2Jjj/O3v/2V0aPHsnz5m43ynjMzM2uIAFevXqWiogIvLy/y8vI4f/58jSoApVLJgQMHiI2NpV+/fowdO7bO50xMTOTEiRNcv17CiRNDKS/Xo2XLOFq1qqBTp7a0a9eGuLh2JCaaEBsL+/ZB167VHD2aRnLyIYqKCjXHMjAopVevUJTKC8TFRWgeNzExwd7eHjMzM1JSUoiIiKCoqAgLCwvmzZvH/Pnzm9WirqSkhH//+98a538XFxfWrVsniJSoPputW7dSVlbGW2+9VW/X7Js3bxIVFUWXLl0YPnx4vRyzMVEqlchkMiQSSZ0XVVKpFLFYrDEWFHh1sLW1rTVGcNCgQVoXR83NzXnjjTfo0KEDe/fuZdeuXSQlJeHj49MsWrQEBASaJ4IIoCWqq6sRi8V1cklX70JoSwRIT0+nsLCQ7t27N2sTqOaCp6enxifgzJkz5OTkMHfu3CadH/xrMeD27duEhIRw6dKPSCQXOXgwCanUn6+/HkhIyH8nUbq6kJYGLVqYEB39LoMGjeLWrc85duwId+7cYt26dXTp0kVr70GhUJCbm4u+vj6mpqaaVAArKys6d+7MuXPnyM/PZ+bMmZoS0cuXL3PmzBmcnZ3x8/Or02KioKCAkydPEhmZzbNn13j40AAzswo6d47CycmJAwf+xfDhtvj5deTRIzEnTyr45JMy3N3v4ux8i0OHvLG3VwkAVVVVPHnyhIyMDMrLy9HXv4NYLMba2hp7e3sMDQ3Jysri3Llz5OTkYGpqysKFC1m2bFmzm0xGRETw1VdfkZ+fj56eHrNmzcLf31/YHUO1sN21axdxcXFMmjSp3pz7KyoqCAwMRCqVMnv27HqpLGhs5HI5SqUSiURS58Wdrq4uEolEEAFeUfT19Z+LEXz8+DEzZszQem++WCxm8ODBuLq6snPnTqKiosjMzGTmzJlavT8KCAi8PgizKS2hFgHqMoFVT1q05UyckJBAaWmpJh5NoOFxdHRk5cqVhIaGEh0dzcaNG5k7d26T/x2IRCI8PDzo2rWrRgy4dSuZf/5zPXp6H5Ce3oLqak8SE3U4dAj274fAQKisFCGXe1Ba+iM2NttITw9nzZo1TJ06k4UL52pFfCoqKqK0tBQ7OzukUikPHjwgKyuLPn36IJfLOX/+PFZWVpqFVVpaGnv27EFXVxd/f/8/vJiurKzkwoULhIZmcOzYQKqqimnb9grGxom0a1eOs3Nf+vfvR1lZS7KyzHn2rIisrF+Qy39hwIAiAEpKjP5T5l9OTk4KeXm5KP5jDqCnp4ednR22trZIpVIKCwu5dOkS6enpGBoa4uPjw5tvvomDg0PDfJANRH5+Phs3biQmJgalUkmXLl1Yt24drVu3buyhNRmuX7/OkSNHaNu2LXPmzKm3ncsTJ07w4MEDxo0b90LtLk0RuVyOQqF4IUFDLQKUl5c3wMgEmgIikYjBgwdjb29PSEgIJ0+eJDMzk7lz5zZKoo2DgwOrVq3i0KFDnDhxgq1btzJ69GjGjh3bLLxbBAQEmg+CCKAlXqQSQC0CyOXyBhzZf7l16xY6OjqvzOSvudCyZUsWLVqEjY0Nx44d49///jczZsxg2LBhTdIn4NfUJgYcOJDA/PlD+NvforGxac/s2RYYG0sIDYX/+z8YPx5Al7Nnl3HqVGdOnowiLCyY2NjrxMRs4ezZFlhYQENVZBYUFGj64wGuXbtGeXk5Xl5eREZGUlBQoKkCKCsrIzg4mPz8fPz9/enQocP/PL5SqSQ2NpazZ8+SlpbGyZNTMTXdj63tMczMzHBz60mnTl0YN24MxsaWHDlSwKNHCWzefBKlUolcLgbE3LjRlevXu2Bmdp67d69ojm9ubo6trS2WlpaIRCIqKiqIi4sjJSUFqVTKqFGjWLRoUbOLnFIqlRw6dIgffviBkpISjIyMWLRoEZMmTWpW76OhKSgoYNu2bYhEIpYtW0bLli3r5bg5OTns3bsXa2trfH19X5nPvLq6GoVC8UICo1AJ8Prg5ubGypUrCQsL08QI1mfaRl3Q09Nj5syZuLq6Ehoayr59+3j8+DG+vr60atVK6+MREBB4NRFEAC3xIsaAEokEsVislXYAhULBgwcPMDExwdHRscHPJ1ATtWux2idg586dZGZmNkpZ4ovwazEgIOAumzcfJCrKkPLy73n0yIAlS/7G0KE2DB6sEsHi4+FPfxLTv/9gxOI+KBQO/PyzGRUVCURG3mfKlKlIJA0jgDx9+lQTD1hdXc2lS5ewtLTEzs6OvXv3YmVlxeDBg1EqlYSHh3P37l0GDRrEiBEj/uexMzIyOHr0KImJiSQmJpKU1AqFohwXlwhcXTsjlQ5g4cLuWFtbExsby82bN7lyZQi6ukrs7JQoFPDsWQH37ulx/XprHBy2Ym5+HV1dXWxsbLC1tdV8H+RyOSkpKaSkpFBVVUW3bt3w8/Nj6NChza6dJy0tjc8++4w7d+4gEono378/q1evblb+BdpAoVCwY8cOkpOTCQgIqLcyYXV7QW5uLsuWLWvSLUl1Rd0O8CJ/E1KpVCMCKJXKV0YYEagdU1NTFi1ahIODA0ePHuWbb77B29ub8ePHa70NSSQS0bNnT1q3bk1wcDBXrlwhKyuL6dOn06NHD+G7KCAg8NIIIoAWUCgUKBQKRCJRnXZ2xWIxIpFIKyLAkydPKCgowNHRESMjowY/n8DziEQievfuTatWrQgMDOTkyZNkZ2czb968ZqP+i0QiunTpwg8/dObu3buEhCRz6pSUxMRidHW3cv36CAYOHMjs2TpMnQp/+hOAHgEBAVy7VkXPnnP5+usnXL58mffffx8zM0vqUDzzHEqlkuziCu5lFvO0TEZ5pYxHD7Io0WuFpY2dJhWgd+/exMbG8vTpU3x8fDAxMeHChQtERETg5uaGr6/v/7eKp6ysjLNnz3L16lUeP35Meno6CoUCAwMxZWU9MDefR1TUaAwMJNy/n4Gl5VHc3BIA6NDhHtHRfUlLSyMrK0sT79e16+X/7Pp3wsLCQnPtUCqV5ObmkpmZSWFhITY2Nnh7ezNp0iRMTExe/MNqBKqrqwkODiYsLIyKigrMzc15++23GTJkiDDJrYXIyEjOnj2Lh4cHM2bMqLfjxsXFcfbsWTp06MDo0aPr7bhNgZepBBCJRLRo0YKqqiqqqqqEcuzXAB0dHSZMmICDgwNhYWHs3btXEyOoTorRJtbW1rz99tscPXqUo0eP8v333zNixAi8vb3R09PT+ngEBAReHQQRQAuoexJ1dXXrNLHVZjtAcnIyxcXFTb4X/XXAycmJlStXEhISwuXLl9m0aRPz5s1rVo7oajHgk08+wd//Lps2nSI9/QYffRSNgcE4CgqWsnatHtXVOujoQHS0mPXrWzBs2PusXXuAY8fEJCQsYvny5QwfPrxOfzcKhZILj3L58VIyv6QWUiVXoCsRU1lVjUIhB6USRfupLDtTioH4AToWPZnWoTvnI09gbW3NoEGDSE5OJjw8HAMDAwICAn53ca1UKrl58yanT5/m8ePHJCYmajLFbWxscHZ2xsCggJs3RzJhwn5atMgkNtaD69d74uycwLNnhTx8WExFxUPu389DV7cMXV1dbG1tsbW1fW6Sp6OjQ3Z2NqmpqQCMHj2a2bNnN8t++QcPHvDZZ5+RlJSEWCxm1KhRrFixQhAhf4fMzEwCAwMxMDBg6dKl9VYhJJPJ2LFjBwCzZ89usgklL8qv778vgp6eHhUVFchkMkEEeI3o1q2bJkbw8uXLZGVlMW/ePNq2bav1sejq6jJlyhRcXV0JCQnh559/JjU1FV9fXyHJSUBA4IURRAAtoN6JqIsfAGi3HeDOnTsolUo8PDwa/FwC/xtTU1PeeOMNrK2tOXHiBFu2bGHmzJnNbodULQZs396ZuLjhBAcHc+lSHOXlF3jzzYP4+vqSnz+YigoJq1dDUFA32rXrRGpqKhERM8jM3MiECdGsXr36fy4OFQolIVces+XcI8plckpl/xXPKqsV//kvCYgAierSV6KQIrLuxkfXFRjqdGdZLyvEYjE7d+6kuLiYOXPm/G52dGZmJkePHuXhw4c8evSIwkKVg3/Lli1xcXHB3NwcExMTzMxiOXduOiJRLjo61djYJPPwoRlRUckolY+BXFq3jsbWVgdb285YWFjU+B3r6Ojg6upKQUEBFy9epKCggE6dOhEQEED37t2b1fcBVIaJ3333HT///DPV1dXY2dmxZs0aPD09G3toTZaqqiq2bdtGdnY2S5curdc883PnznHnzh2GDh36Sv4OXqYSAFQO8vn5+RpxT+D1wcbGhrfeeosDBw5w9uxZNm3axMyZMxk8eHCj+PV07doVe3t7QkNDNe0B06ZNo2/fvs3uPiAgIND4CCKAFlDvRNR1EqJuB2jodAClUsndu3cxNjbGxcWlQc8l8MeRSqVMmzYNOzs7du/eTWBgoOam39yiu0QiEZ07d+aTTz4hOvoBvr76HDsmIjLyDqmpvVi37jFVVe1IT5eSkiLlwQMX/vrXeE6dcufs2ZPExcWxdu1aevbsWevxH+eX8lboTRJzSymvqlvljFIkQQ4Ut2jFxttKLiQfhviHjBw+jCFDhjz3/PLyNiJW+QAAIABJREFUcs6dO8fly5dJTk4mIyND03Nsb2+v6R2Vy+U8ffqUDh2e0r79fSIieuDsvI2rVydQWVmEUvmYFi1a0KaNTq27/q1ataJ79+7IZDLCw8OJj4/H1taWVatWMXz48Ga5K3nt2jU2bdpEVlYWOjo6zJgxg8WLFzfL96JNjh8/TkxMDH379mXChAn1dtyCggJ27dqFubk5fn5+Td6I9EVQewK86HdMX18fuVwuiACvKfr6+syaNUsTI7hjxw5SU1OZMWNGo1TNWFhYsGzZMlxdXTl48CDbt28nKSmJKVOmvHJVPAICAg2LIAJoAfVORF2NZdTtAOpIsIaiqKiIrKwsrKysBCOuJobaJM3a2pqgoCCOHj1KdnY2c+fOxcLCorGHV2dEIhEDBnQgNVXJ9u1K1q93RU8vjaioFSxd6sL48QFkZg7kzBkJ//xne5Yts+arr4qIiYnh/fffZ+LEibzxxhs1Fswn4rJZtTuWymo5CuVLDY5qpYgrhYa0bDOZT8cPIy8vj1OnTiGRSBgzZgwpKSmcOnVKU/pfWVmJUqnE0NAQHR0dZDIZ9vb2GsFPJpORnZ2NldUnJCWN4eHDv6Knl0W3bgdo2/b5XX+pVEqnTp3w9PRELBYTGhrKxYsXEYlETJo0CV9f32b5ey8pKWHLli2cPXsWhUKBq6sr7733Hu7u7o09tCZPUlISoaGhWFpasmTJkno1fdyzZw+ZmZksWLDglTWEfdlKgBYtWqBQKLQW1SvQ9BCJRHh5eWFvb09wcDCnTp3SxAja2dlpfTw6OjqMGzcOFxcXdu7cyfHjx0lNTcXPz482bdpofTwCAgLNE0EE0ALqnYi6igBisVgr7QCpqakUFxfTu3dvoaSsieLq6srKlSsJDg7m6tWr5OXlMWfOnGblE/BrRCIRCxc6M3myknv3HhASMo5LlyA5+R+IRNOJiJjFsWMGtGljxvr16zl8+DDff/89+/fv55dffuH999+nXbt2HPwlg/cP3Kaiqv6EMoVYh2fo4PPjTUYRi1hWQklJCQcPHsTOzo6UlBSePn1KVVUVcrlcEyPWtm1bjI2NUSqVPH36lKysLHJzc1EqVcpE+/YhmJtfoU0bY/T0aho9Wltb07NnT7p06YJSqeT48ePs27eP3NxcunTpwoIFC+jYsWOz+/tUKpWcPXuWb775hoKCAvT09PD392fWrFlad9tujpSXl/Ptt99SVFTEu+++W68LjocPH3Ly5Enatm1br9UFTY2X9QSQSqX/ie7UTlSvQNPFxcVFEyMYHR1dI0awMa7N7du3Z926dYSFhREVFcXmzZuZPHkyXl5er2RVj4CAQP0izMK0wMtWAjS0CBAXF4dMJqNbt24Neh6Bl8Pc3JylS5dibW3N6dOn2bx5M1OmTGHEiBF19ptoKlhYiPDy6kDr1u3x8SklM3MMYnEE+fm/8PbbZ5k/vyejR49m4sSJeHp68sknn3D37l1WrFhBn0nz2JNtWq8CgBq5EnKelRMub43ro73kZWdQWlrK/fv30dXVpby8HD09PczMzHBxccHW1paqqipSU1PJysqivLwcUIkdFhYW2NnZYW5uXmOiqKurS+fOnfH09NQs7m7dukVgYCBxcXG0atWKt99+m1GjRjW79g+A3NxcPv/8c65evarxG1m7di0ODg6NPbRmw759+4iNjWXkyJEMHTq03o5bXV3Njh07kMlk+Pn5YWxsXG/Hbmqo758vKjrp6OigUCgEEUAAABMTExYuXIiDgwNHjhzhm2++YcKECYwfP75R2ppMTExYtGgRrq6uhIeHExQURFJSEtOnT3+l/64FBAReHkEE0AIvWo6orXSAu3fvoq+vT7t27Rr0PAIvj66uLjNnzsTR0ZE9e/YQEhKicQluzjd8JycRV64Y8eOPnTh/3h6x+Ag5Ob/w5ZfR7NmzB29vbyZMmMCWLVsICQkhKCyc4GRdFDoN1yqjQEyZUpdbYlfKHkUiFoupqqrC2toaKysrHBwccHZ2pqSkhHv37pGXl6fZ9W/RooXG4f+3C3hbW1s8PT3p0qWL5t9ycnLYtWsXERERyOVyxowZw+zZs5tNNOSvUSqV7N+/n+3bt1NaWoqxsTGLFy/G29u72VUyNCZ37tzhwIEDODo6snDhwnrd2YuKiuLmzZv069ePfv361dtxmyLq++eLigBCJYDAb9HR0WH8+PGaGMF9+/aRlJSEv78/NjY2Wh+PRCJhxIgRODs7s3PnTs6cOUN6ejqzZs2qVxNRAQGBVwtBBNACVVVVGuOwuqCNdoCKigqSkpIwNTVtlN42gbojEono16+fpj8xMjKSzMxM5syZg7Ozc2MP76VYuFDEwoVmQAApKV7s2bOHixcvaloBxo4dy5QpU/i5oBXKrMqGH5COLiLnPlTGnkacl4ixsTF6enp4eHhQWlrKzZs3qaioAFS/F0tLS2xtbWvd9e/SpUuNXX9QOeWfOXOG3bt3k5WVRceOHZk3bx7dunVrlgvmx48f869//Yt79+79x/9hAGvWrMHc3Lyxh9asKC4u5vvvv0cmk/HGG2/U6+dXXFxMcHAwLVu2ZPbs2c22iuiPor5/vuj7lEgkKJXKBvfmEWh+eHh4YGdnR1hYGNeuXSMjI4NZs2bRs2fPRrl+u7q68u6777J3714iIyPZsmULEydOZNiwYa/837mAgEDdEUQALVBZqVqsNMVKgPT0dIqKivD09KxXwymBhsfR0ZGVK1eyd+9ezp8/z8aNG/Hx8WHgwIGNvoCcN28egYGBmp3xF8HJyYl169YREBDAvn37OHPmDDt37iTszBWS2kxAKdbO5UskbYHp6Lep2v8nTExMqKqq4u7du5p/19PTw9bWFhsbm+d2/e3t7fH09KRz5841SkWVSiVxcXEEBQVx+/ZtTE1NWbJkCePHj6+3/HdtUl1drfrdhIVRWVmJpaUlK1asYNCgQY09tGaHUqkkODiYBw8eMH36dHr16lWvxz9w4ACPHz/Gz88PV1fXej12U+RlKwF+nfYhIPBbrKysWLp0KU5OThw7doytW7cyatQoJk+e/FziizYwMjJi3rx5uLm5sXv3bkJDQ0lOTmbGjBmYmZlpfTwCAgJNF0EE0ALqaKEXEQHEYnGDTj4ePnxIWVkZXbp0abBzCDQchoaGzJkzhzZt2rBv3z5+/PFHHj9+zLRp055bTEZGRmr6it966y2++uqr546Xk5ODg4MDVVVVDB48mMjIyHob68GDB4mNjeXvf/97nV5na2vL8uXLmTVrFgcPHuTfsZXIqZvIUV34hIxvF2LcYzzmo5bV6bUAYoOW6Dl2pjQnQTOxs7S0xM7ODjMzsxqiS4sWLejatSuenp61lobm5+ezd+9eTp06RWVlJYMHD240l+n6IC4ujg0bNpCSkoJYLGbs2LEsX74cQ0PDxh5as+Ty5cucOHGC9u3b4+/vX6+C3uPHjzl8+DBOTk5MmTKl3o7blKmPSgAQRACB30cqleLt7Y2LiwthYWEcPnyY5ORkAgICGsUDRZ1m0KZNG3bu3Mn58+dJT0/H19eXjh07an08AgICTRNBBNAC6kqAF0kHaGhjwDt37qCjoyOIAM0YsVjM0KFDcXBwICQkhOPHj5OWlsacOXOwt7d/7vl6enqEhoaycePG53aud+7c+UJJFr9l27ZtfPvttzUeO3jwIIGBgXUWAdRYWFgwyWc2nySeBqV2Kx1EOrqIO47CkmLc3d1p3br1c5+dg4MDnp6edOrUqVaDqKqqKiIjIwkLCyM1NZW2bdsyd+5cevXq1SydnCsqKti6dStHjhxBLpfj4ODAmjVr6N69e2MPrdmSm5vLjz/+iI6ODsuWLcPIyKjejq1QKAgMDKS0tJRly5Zhampab8duyqgX74IIINDQdOrUidWrV7N7924uX77MZ599ho+PD/3792+U6jxHR0dWr17NgQMHOH36NF999RXjx49n9OjRQjqLgICAIAJoA3UlQF2dYxu6HUCpVPLw4UNMTExo3bp1g5xDQHu0bduWVatWaeKLNm7cWGt/4pQpU9i1axeHDh1i5syZNY7x008/MW7cOM6ePftSY5FKpS/dXlJeXo5UKq0xWTkZlw1KBaDl/kaRGKVNB0Y5jkPnV+t1tT9Ajx49sLa2/t2XP3z4kKCgIG7cuIGRkRHz589n0qRJzXa3/MqVK3zxxRdkZ2cjlUqZPn06CxcubBR37FcFuVzO9u3bSU1NZf78+fW+Y3flyhUuX75M9+7dX6s2jZdNB1ALdIIngMAfwczMjMWLF+Ps7Mzhw4fZtm0bCQkJTJ8+vVGu9/r6+syaNQtXV1fCwsLYs2cPKSkp+Pj4YGlpqfXxCAgINB2a3/ZTM0S9iK+rEiwSiRCLxSgUigaZgOTn51NQUICNjU297jgJNB7q+CIfHx9Nxnh4eLhGiALo0aMHHh4e/PTTTzVee/XqVeLi4pg/f36txz516hQ+Pj64uLigr6+Pqakpo0aN4vz58889d968eTW+70OGDCEwMBBQfa/VPzt27Kjx/NzcXBYsWIC1tTWGhoakp6drjrF7927Wzp1M0iZfUj+fRlbgakofRL3wZwVQev8COeEfkf7NfB5vmEzaFj9y9v0fspzk556rI1LyKOspe/fu5YsvvuDjjz/m66+/JigoiJKSEs3zFAoFn3zyCc7Ozujp6eHg4EBAQABhYWGcOHGCd955Bz8/PwwNDRkyZAhOTk7PnSslJQWRSPRc1YRSqWTr1q14enpiYGCAsbExQ4cOJSIi4rljBAUF0bt3b0xNTTE0NMTFxQV/f39yc3Nf+PMqLi7mo48+4k9/+hPZ2dm0bduWb775hmXLlgkCwEty7tw5zp8/T/fu3Zk6dWq9HrusrIygoCD09fUJCAh4rfxfXrYdQC0CCJUAAn8UiUTC6NGjWbFiBc7Ozpw6dYqNGzeSnPz8fUUbiEQi+vTpw7p16+jUqRPR0dFs2rSJ2NjYRhmPgIBA00CoBNAidS35FYlESCQS5HI5CoWi3kuG09PTefbsmRAh84qho6PDuHHjcHR0JDQ0lEOHDpGWloaLi4vmOfPnz2f16tWkp6dreha3b99Oq1atmDBhQq3H3bFjBwUFBcyZMwcHBwcyMjL44YcfGD58OBEREXh5ef3umP785z+jUCi4ePEiO3fu1Dzev3//Gs8bOXIkNjY2/OUvf6G0tFQjTn344YesX78es3a9MfWaDSIRZQ9jyDv4KYqRSzH2rH3M/4tnN44g1jPGyGM0EiMzqp9mURJ7kuzgddjO24zU/L/tFCUJ19l3cCvGRoYsWbIENzc3srOzOXnyJHfv3tWYrK1evZotW7bg4eGBra0tWVlZxMbG0qZNG4BaWzT+KAEBAezatYvp06czf/58KisrCQkJYeTIkezfv5+JEycCEBwczNy5c/Hy8uKjjz5CX1+f1NRUjh8/Tk5ODlZWVnU6r1Kp5PTp03zzzTcUFhair6/P7NmzmTVrVrNsZWhqpKenExgYiLGxMW+++eZzrSYvy4EDB0hISGDq1Km0b9++Xo/d1HlZY0ChHUDgRXF3d2fVqlWEh4cTFRXFhg0bmDFjBoMHD26U66atrS0rV67k8OHDHD9+nG+//ZZRo0Yxfvz4er/mCAgINH0EEUALvIxDukQioaqqCrlcXu89XA8fPvx/7N13VNTXuvDx78zQFXsBBaSJvWDvmhxLVESQIoiioqAkRtTEnHNyz32T3ORck2ONxkRRRAREQIoFETU2jC3GGAsoiiCKYkERBASmvH9w4cRjBWYG0P1ZK2tlwcxv70Fm+O1nP/t5kMvlolDMW6pr164sWrSI8PBwzpw5w+nTpyu/N3XqVD777DO2bNnC559/TnFxMdu2bWP27Nkv/T3bsGHDc+mMc+fOpUuXLixZsuSVQYBRo0YRHh5OcnIyU6dOfeWcw8LCnvna2bNn+ec//8nf//53oqVDKFOUv58a9XHkXsw3PDoSQoOu7yPVN3rtz+Q/tXL/H6R6z1Zwbtj1L9wO/pj8X3fQfMyHACjLnnIv4XsMjBpy8eKFZxby/+///b/KTJ0rV66wevVqrKysaNOmDQYGBvj6+mJjY8OIESOqPL8/i4uLIzw8nPXr1+Pn51f59YCAAAYMGEBAQAATJkxAIpEQGxuLsbExBw8efObf8+uvv67yuPfu3WPp0qX8+uuvQHkmyaefflpvCxnWNaWlpQQGBvLgwQPmzZtXGSxSl4yMDGJjY2nXrh3u7u613jlE29RVGFAcBxCqo1GjRsyYMQMrKyvi4+MJDg7m2rVrTJ48mUaNGml9Pvr6+ri4uGBjY8PWrVuJi4sjMzOTKVOmvLCQrSAIby+xhaMFFUGA6tx86ejoaKxHcWpqKvr6+iIT4C3WokUL/P39cXJyqkxZT0lJoXHjxjg6Olam48fGxvL48WN8fHxeeq0/BwCePHlCbm4uMpmM/v37c+rUKbXM99NPP33ua+Hh4UgkEry9vXlakIei6HHlf0a2/VCVFlNy+3K1xqsIAKhUKpQlRSiKHiM1aoRuMzNKb1+pfNzT62dRFudjP37aC3fypVIpBQUFfPnll6hUKpo2bUqvXr1YunQpM2fOZNiwYYwaNapac6wQFhaGsbExTk5OPHjwoPK/vLw8JkyYQGZmJlevXgXKj4UUFRWRkJBQ7SCkUqlk+/btzJw5k19//ZVGjRqxePFili9fLgIAarRr1y5OnTrF4MGD+eCDD9R6bblczsaNG3n69ClTpkyhefPmar1+fSAyAYTaVlG8d8GCBXTs2JHDhw+zdOlS0tLSamU+EokEe3t7PvvsM3r37s3Zs2dZsWIFp0+frtGmlSAI9YvIBKjjZDIZKpVK7TcgCoWCjIwMGjVqJG7o33J6enpMmjSJBw8ekJCQwB9//EFgYCBubm6VaYqbNm2iX79+r8wKSU9P57/+679ISkoiLy/vme+pa3fRzs7uua+lpqaiUqno1KnTS5+nKMx76fdepTQnnbzkMJ5mXUBV9vSZ7+k0/nehv7JHtwFoZfV8KrVSqeTUqVOEhYWRnJwMwIIFC/D09Hxm4dG5c2f27dtXrXlC+c+hoKDglQUI7969i52dHZ9//jlHjx7FycmJ5s2bM3z4cMaOHcvkyZMxNjZ+7VgZGRn861//IjU1FYlEwrBhw1i4cKHoM61mV65cITIyEhMTE/z8/NSe7XXw4EHOnDnD4MGD36ligH8magIIdYWVlRUBAQHExsZy5MgRli9fjpOTE6NHj67272dNtGzZko8++ojExMTKIobXr19n4sSJz7UYFgTh7SOCAFpQk118mUyGUqlU+w3I/fv3ycvLo127duLD/h0gkUjo0KEDUH4u8Pjx41hYWNC6dWu++uorDh06xE8//fTS5z958oRhw4ZRWFjIggUL6NatG8bGxkilUpYsWcLBgwfVMk8jo+dT+lUqFRKJhMTERGZt+Y0y5fM7FbotLKo8lvzxPXK2/g2pniGNB3ug26wtEl0DkEh4dCAQZenT557TUP/Zj8xbt24RFhbGL7/8gkwmw8rKiuzsbAYPHvzcgu5FOywvC568qC2oSqWiZcuWbN269aWvqWvXrkB5p4iUlBR+/vlnfv75Z44cOYKvry9ffPEFR48eraxf8J/KysoICQkhKiqK0tJSWrZsyfz581951EOonsLCQgIDAyksLGTevHmvDO5UR25uLmFhYTRr1gxvb+93tiWYyAQQ6pIGDRowdepUbGxsiImJYevWrWRkZODh4UGzZs20Ph9dXV0cHR2xsbEhLCyM3bt3k5WVhaenp+gaJQhvuXfzrqCWVKcQjKaOA1QUBXzRzqvwdhs8eDDt2rXj559/pk2bNhw4cABDQ0M8PDxe+pyff/6Z27dvs2nTpue6B/zjH/94o3Grmy3Qvn179u7di4WFBZ37GJB278nrn/QGitJOoCotpoXLf2PQrvsz38stLgDZvyuoVxQIVOVmlj/3/1Lt4+LiePDgAT179sTHx4edO3dy7NgxUlNTnynECOU7+f+pWbNm/Pbbb899/fr16899rX379qSlpTFgwIA36uahr6/PuHHjGDduHAB79uxh/PjxrFixgrVr1z73+AsXLrBs2TJu3LiBTCbDwcGBDz/88IWBGaFmVCoVUVFRXLhwgXHjxjFkyBC1Xz80NJScnBxmz579wg4U74qKxbuoCSDUFRKJhEGDBmFhYUFERATHjx8nKyuLqVOnVgZyta1Lly589tlnREREcOLECXJycpg0aRKDBw9+5+qICMK7QtQE0IKaFgbUxHGA1NRUFAqFKAr4DtLV1cXT05OZM2fSs2dPunfvjqen5ytvkiu+95+/y/v27XvjegAVC9eHDx9Wab7Tpk0D4PPPP6eXeePnvl/dowD8X1DuP19Twbm9KAofPfM1Ayt7ZEaNSNy6gaSkJP7+97+zYcMGZDIZCxcu5JtvvqFjx444OjoikUhYsWLFM+/Zs2fPcuDAgeemYGdnR0FBwTNFG5VKJStXrnzusd7e3iiVSv7+97+/8OXcvXu38v8fPHjw3Pd79eoFPP/zLy4uZsWKFSxYsIAbN25gbm7OypUr+fTTT0UAQEPOnTvHzp07sbS0ZMaMGWqvFH7u3DkOHDhA165dX9rt411RkVUjMgGEusbMzIyPP/4YR0dHHj58yKpVq9i5cydlZWW1Mp+mTZsyZ84cpk6dSlFREcHBwYSGhj7TAlcQhLeHyATQoupEUzV1HCAtLQ1DQ8PndiuFd4NEImHIkCGYmZkRFhZGamoqK1euxNvb+4XVyYcMGYKJiQmffPIJmZmZmJmZce7cOUJDQ+nWrRsXLlx47ZgDBgzghx9+4MMPP2T8+PHo6urSv39/rKysXvm8vn378tVXX/HFF19gcTGV4rZ9URg1RfHkIaU56RSnn6HdZ/FV/hkYWvchT3czubuXY9zbAalBQ0pupVKcfgadJqaolP9+z0l1DWg1PoB7sf/LhAkTsLCwoE+fPlhYWPDtt99SWlrKxIkT6dixIx999BE//PAD77//Pi4uLty7d48ffviBHj168Pvvvz8zBz8/P5YvX46zszMBAQHo6emxffv2Fx4HqGgL+MMPP3D27FkcHBxo0aIFt27d4sSJE1y7dq0yg2D06NE0btyYYcOGYW5uTl5eHps3b0YikVQGVQBOnDjBypUruXfvHnp6eri7u+Pj4/NO9ZHXtry8PAIDA1Eqlfj7+9OkSRO1Xr+oqIiNGzeiq6uLt7f3Ox/IqWkmgKgJIGiSgYEBbm5uWFlZsX37dqKiokhPT8fLy4tWrVppfT4ymYwxY8ZgZWVFWFgYSUlJ3Lx5E09PT3G/KAhvGREE0IKapBFq4jiAXC4nMzMTY2NjTE1N1XZdof6xtLQkICCA6OhokpOTWbZs2QuPBTRp0oSkpCQ+++wz1qxZg1wup3fv3uzZs4egoKA3CgJ4enry+++/s23bNqKjo1EqlQQHB782CADlbfh69+7NylXfc+hYPMqyp8iMmqDbsh3NRvq99vkq/m+3X/LvHVfdpqa0cvuKvKNbeHwiGiRSDMw60dprCQ/3rUP++F7lY6WoMDdpiXnv3jx48IDc3Fzi4uJo3bo1Q4YMoVu3bpWP/f777zExMSEwMJDFixfTvn171q5dy9WrV58LAlS0jfr888/57//+b5o3b860adPw8fF5YT/3TZs28d577xEYGMiSJUsoLS3FxMSEXr16sWTJksrH+fv7ExUVxfr163n48CHNmzfH3t6eNWvW8N577/H48WNWrFjB0aNHUalUdOzYkcWLF7+0VoCgHkqlkpCQEK5du4anpyc9e/ZU+xhxcXGkpaXh5OREjx491H79+kZkAgh1nUQioW/fvpibmxMREcHvv//OrVu38PLywt7evlbS8e3s7Pj000+JiooiOTmZVatW4eTkxIgRI9SeuSQIQu2QVCVVvU+fPqozZ85ocDpvpwMHDvDNN9/g4ODwwhZor/LJJ5+QlpZGYGCg2hbs2dnZ+Pv7Y2dnx7Jly9RyTaF+UyqVHDx4kPj4eAoLCxk1ahSTJk3CwMCgtqf2nL/Fnif6t5soqhAXK717nTvB82k82JMmQ72qPKZEUUb3u/uY6TyasWPHoq+vX+VrfPnll3z11VdkZGTU2hltlUrF3r17WbduHY8fP8bIyAhvb2/c3d3FjZ0WHD16lKVLl2JjY8P//u//qn2XPiMjg8WLF9O4cWO+++47WrRoodbr10ebNm3i6NGjfPXVVy/McnqdP/74g5UrVzJx4kScnZ01MENB+LfS0lL27NlDUlISJSUljB07FkdHx2r9zVEHpVLJ0aNHiYqKori4mCFDhuDq6krjxs8fzRMEoW6QSCS/qVSqPq97nMgE0IKKXfyaRHPVGQnOysriyZMnoiigUEkqlTJy5EjMzc0JDw8nISGBW7duMW3atDqXLeLatRnbz2QBb/6eKLl9BQDdllVfBKBS0lJPzvrv/h8mJiZVf34dkZOTw9KlSysLEfbu3ZvFixfX69dUn9y9e5fNmzejp6enkYKLcrmcTZs2UVRUhL+/vwgA/J/S0lIkEkm1MwHEcQBBm/T09HBycsLa2prIyEji4+PJyMhg6tSptdLOWSqVMmLECCwtLQkNDeXgwYOVxwMqOg4JglA/ia2fOq4mRQVfpqLvepcuXdR+baF+69ChAwsXLmTIkCFcvHixctGoid/DqlIoFCQnJ7MtcBWtH19GxutvyouunSbvaBiPDgYhM26Ooc1rA6PP0dORsvXjMfV2saxUKtm2bRs+Pj789ttvNG7cmL/+9a8sW7as3r6m+kYul7Nx40Zu3bqFh4eHRgKwhw4d4vTp0wwYMIDhw4er/fr1lVwur1EQQHQHEGpD9+7dWbRoEYMHD+bSpUt89913nDx5stb+FltaWrJo0SLGjBlDZmYmq1evZu/evS+sXyMIQv0gMgGt71mFAAAgAElEQVS0oOJDu65kAqSlpWFkZFSt1Ejh7de0aVN8fX0xNzdn9+7d/Pjjjzg4OODg4FBrBeOys7OJjY3lzJkzGBkZsXCULSvSGnD78dNXPi/vaBjyvDvom3eh2fuzkepW7XiDga6U+e+3x7a1cU2mX2uuX7/Od999x5UrV5BIJAwfPpyFCxeqvRid8Gr79u3j2LFj9O3bl4kTJ6r9+rm5uYSGhtKsWTO8vb2rveB9G5WUlCCVSmvcIlBkAgja1rx5c/z8/LC0tCQhIYF169Zx7do1Jk2aVCsFPxs0aMC0adOwtbUlMjKSiIgIMjMz8fDwEH9TBKEeEncKWlCTyK1KpVJrAKC0tJSsrCwaN24sdgGFl9LR0cHBwaGyUFFMTExlH+PmzZtrbR6lpaUcOnSIhIQEHj16RPfu3XFxccHa2poud/JxWXecotKX35y38Vld7bFlKOjUqgFzhqmnWN6XX37Jl19+qZZrvU5ZWRmbNm1i+/btlJWV0apVKwICAhg8eLBWxhf+LTMzk7CwMJo2bYq/vz96enpqvb5KpSIsLIycnBxmz55da/Um6iq5XI5UKhWFAYV6SUdHh3HjxmFlZcW2bdtITEwkMzMTb29vLCwstD4fiUTCoEGDsLCwIDQ0lOTkZO7evcvUqVNFYVlBqGfEcQAtqAgC1KTwlroCAXfu3CE/Px8LCwuxWyS8Vo8ePVi0aBG9e/fmzJkzLF26lEuXLmll7PT0dFatWkVYWBgA06ZNY8GCBZVtijqZNmLLzH4Y6VVvh+9VdCUqjEoe0eHOQe7m3FH79TXp/Pnz+Pj4EBERgVKpZMKECYSEhIgAQC14+vQpgYGBPHz4kOnTp2NmZqb2Mc6dO8eBAwfo3LkzDg4Oar9+fVdaWlqjTICKv9viOIBQmzp16sTChQsZMWIE6enpfPfddxw9erTWfi/NzMwICAhgzJgxXL9+ndWrV3PkyJE6cXRQEIQ3I4IAdZy6P1CzsrIoLCwUBV2EN9aqVSs+/PBDHB0dyc3N5fvvvycxMVFjO2PFxcXExcWxbNkyUlJS6NevH3/7298YPXr0c8cR+lg2I9JvIM0a6KGvo56PM0NdGSM6tuavfQ24fTOTn376iTt36n4goLi4mKVLl7JgwQJu3rxJu3btWLVqFZ988gmGhoa1Pb13Unx8PL/99hvDhw9n5MiRar9+UVERQUFB6OjoMH369FpJEa7rysrK1FITQGQCCLWtSZMm+Pj44OXlhUwmY+PGjWzevJmCgoJamY+RkRHTpk1j5syZlJaWsmXLFrZu3UpxcXGtzEcQhKoRW8FaUJOaAOqoJ/BnKSkpAKIooFAl+vr6uLq60q5dO6Kioti6dSs3btzA09NTba2CVCoVly5dIjY2lrS0NExMTPDy8mLgwIGv3MXr1rYxRxe/xxc7L5Jw4Q5Py6q3M6Irk2CgI+M7l+6M62aKQtELGUoSExNZt24d/v7+dfYITXJyMqtXr+b+/fvo6enh7u7O9OnTa62Gg1D+Wbt9+3batGmDr69vtXeiX2XHjh1cuXIFR0dHevbsqfbrvw3KyspETQDhrSGTyRg5ciRWVlZERETw888/Vx7Vs7W11fp8JBIJI0aMwMzMjM2bN5OYmMjt27eZOnVqnessJAjCs0QQQAvqUnrUlStXaNiwYa2cJRPqN4lEQr9+/WjTpg1hYWEcO3aM27dv4+3tXeObj/z8fHbt2sXhw4dRKBS89957ODk5vXH9gYb6Oix364lbb3NWHUjj95t5KFUqyhSvf+/pokRPTxf3PubMe8+W5g3L+zHLZDLc3d1RqVQkJiby008/MXfu3Dp1Y3P37l1WrVpVWTW6U6dOLF68uPLIhFA7njx5QmBgIE+fPmXRokUaadd348YNYmJisLCwwNPTU621Y94mFUGAmrYILCsrU+e0BKFGbGxsCAgIICYmhuTkZJYtW4aLiwvvv/++RgKOr2Nra8unn35KeHg4J06c4MGDB3h4eGBvb6/1uQiC8GZEEECLqlMTQJ2FAYuLi7l9+zZNmjShZcuWarmm8O4xMzNj/vz5bN++nSNHjrB8+XImT57MsGHDqvw7rlKpOHPmDHFxcdy4cQNLS0smTZpEr169qvV7P8C6Odv8BnLzYRFbT2eRfPU+aXcLUCrkKBVyVCoVMh0dFCopMkUJnU2N8RzUHufe7TDQff7G6c+BgKSkJH788Ufmzp1L27Ztqzw3dZLL5WzdupWIiAiKi4tp2LAh06dPx8XFpUa1R4SaU6lUREREcOnSJZycnBg4cKDax6hoOVhUVIS/v79GggxvA6VSiVKpRCqVVvt9IZPJkEqlIhNAqHOMjY3x9vbG2tqa+Ph4tmzZQnp6eq1V62/SpAlz5szB3NycnTt3sn79esaPH8/YsWNFDSpBqIPEu1IL1FG4RR2BgNu3b5Ofn0+fPn1qJVIsvD0qzgK2a9eOmJgYgoODyczMxM3NjQYNGrzRNR48eEBcXBwnTpxAJpNVtiE0Nq55Oz7zZkbMG2qO5eM/iDsez90ncsxtO1LwpBBfnxncvPwHcZHhfOHxT3r3fvWuuY6ODh4eHkilUhITEysDAebm5jWeZ3X89ttvrFq1ips3byKVShk+fDjz58/XatcG4eV+/fVXEhISaN++PdOmTdPIDv3hw4f59ddfGThwIMOHD1f79d8WcrkcpVJZo2MxMpkMiUQiMgGEOkkqlTJs2DAsLS2JiIjg2LFjZGVlMW3aNDp16qT1+ejo6ODo6Ii5uTmhoaFs376dW7du4enpKdoICkIdI4IAdZw6jxJkZmZSXFwsigIKalHRd97c3JywsDD279/PrVu3mD59+isXyAqFgl9++YWdO3eSk5NDx44dcXFxUdsNi1Kp5MyZM4SGhnLlyhVMTU35+8czyc3NJSkpCeumejRqb0VUWRlZWVn07t37tdesyAiQyWQkJCTw448/4u/vr9VjNQ8fPmT16tWVFaEtLCwICAh4o/kL2pGbm0tQUBAAc+fOpVGjRmof4+HDh4SGhtKkSRO8vb3FDtsrKBQKtQQBpFIpcrlcjTMTBPWysLDg448/ZseOHRw8eJAVK1bg5OTEmDFjauUzwt7eHhMTE0JCQjh27FhlG8HaqFsgCMKLibxRLVBHcT917CalpKQgkUhqJTosvL2sra1ZsGAB7733HteuXWPZsmWVZ9T/061bt1i7di1BQUEUFhbi5ubGJ598orbfyezsbJYvX84333xDVlYWEydOZOXKlYwePboy+0WpVGJiYkKDBg1IT09/42vLZDJcXV1xdHTkzp07rF27lszMTLXM+1WUSiVRUVF4e3tz+PBh9PX1mTlzJkFBQSIAUIcolUo2b97M9evXcXFxoXv37mofQ6VSER4ezp07d3B2dsbKykrtY7xN1JEJIJVKkUgkIggg1HlGRkZ4eHgwa9YsmjRpQkREBD/99BO5ubm1Mh9TU1MCAgIYO3YsmZmZrF69msOHD9epOlmC8C4TWwh1nDprAly9ehVjY+NaS2MW3l6NGjVi5syZz5wFzMzMxNnZGX19fUpLSzl48CAJCQk8fvyYbt264erqqrZFTHFxMYmJicTExHD//n26devGrFmz6NSpU+X758/9vlu3bk3Dhg3JzMys0ntMKpXi7OyMVCpl586drF27lrlz52JjY6OW1/GfLl68yMqVK0lPT0cikTBgwAAWLFhQZ7sUvMsOHTrEoUOH6NGjB66urhoZ448//mDfvn107twZBwcHjYzxNlEoFKhUKrUcBxBBAKE+qPg7YWFhQUREBKdPn67sHtCjRw+tz8fQ0BAvLy8sLCzYtm0boaGh3Lx5E1dXV9G6VhBqmQgCaEFF1LO6hQGh5pkAT548IScnh6ZNm4oiUoJGyGQyxowZg7m5OREREezatYubN28yYsQIDh48yMWLF2natCnTpk1jxIgRamlfp1KpOHfuHKGhoVy6dIkWLVrw8ccfM2bMGPT09J557J+DAA0bNqR58+bk5uaSn59fpTaHUqkUJycnpFIpO3bs4KeffmLOnDm0b9++xq+nQn5+PmvXrmX//v0olUpMTU2ZN28egwcPVtsYgvrcvn2bLVu2YGhoiL+/v0ZubouLiwkKCkImk+Ht7f3GtTfeZSqVCpVKVaNimeI4gFAftWnThnnz5rFr1y4OHDjA6tWrGT9+POPHj0dfX1+rc5FIJAwbNoy2bduyefNmkpKSuHPnDlOnTqVNmzZanYsgCP8mggBaUBdSn27fvk1BQQHdunUTraQEjercuTMLFixg69at/Prrr5w7dw5dXV369++Pi4uL2lrsPXz4kK1bt3LgwAEUCgVjxoxh6tSptGrV6oWP/3MQQCKRYGVlxY0bN7h7926VggBQflPj6OiITCYjLi6OdevW4efnV+N6GyqVip07d7Jp0yYeP36Mnp4eLi4uzJw587mghlA3lJWVsXHjRnJycvD399dYVsiOHTu4fPkyjo6Oou3WG6oIAtTkb544DiDUV/r6+ri4uGBtbU10dDQxMTFcvXqVKVOm1EpGqI2NDZ988glbt27l+PHjrFq1Cg8PD3r16qX1uQiCIIIAWlGT3Xx1ZQKkp6eLooCCVqhUKm7fvk1ubm5lWy0dHR3Mzc3VkoWiVCpJTk4mNDSUGzdu0KFDB2bNmkXPnj1f+T6p+F5Ftw5bW1sSEhLIycnBzs6uyvOQSCSMHz8eHR0dtm/fzrp16/D19aVz587Vel1paWmsXLmS1NRUJBIJvXr1YuHCheL4Th23d+9ejh8/Tv/+/Rk/frxGxrhx4wYxMTGYmZnh6ekpArlVVJOfl8gEEOqzir8l5ubmREdHc/r0ab799ltcXFwYPny41jtFNWnSBD8/v2eODo4dO5bx48erJTtQEIQ3J4IAWlCTTAB1ZRGkpqaio6NT7QWKILyJx48fs2vXLo4cOYJCoeAvf/kLdnZ27N69m+joaLKysvDy8qJZs2bVuv6dO3cqqw3r6+szY8YMnJ2dMTIyeu1z/5wJAGBubo6uri7Xr19n2LBh1ZqPRCJhzJgxyGQyoqKiWL9+Pb6+vnTt2vWNr1FYWMj69evZs2cPcrmcli1bMnfuXN5//32x2Kvjbt68SUREBM2aNWPu3LkauYlVKBRs2rSJwsJC5syZI45zVYE6/n7+uSaAOmv0CII2tWzZkjlz5mBnZ8euXbsIDg4mNTWVyZMna/0zRUdHhwkTJlR2FoqNjeX27dt4enrStGlTrc5FEN5lIgigBTWpCQDlC42a3HioVCquXr1Kw4YNadu2bbWvIwgvo1Kp+PXXX4mPj+fGjRtYWVkxadIk7O3tkUgk2NraEh4ezqlTp7hz506VexiXlZWxf/9+tm3bRk5ODvb29vj6+lap3ZBUKqW01LAyCNC6dWuMjIzIyMggJQXi42HRIjAwqNprl0gkjBw5EqlUSmRkJIGBgcyePfu11eFVKhX79u0jMDCQ3NxcdHV1cXZ2xs/PTxRMqgfkcjlBQUHk5uYSEBCgsbOtR44c4dSpUwwYMIARI0ZoZIy3XU0780ilUrUcLRCE2iSTyRg5ciTt27cnMjKSkydPcv36dTw8POjTp4/Wf7d79uyJiYkJW7Zs4ZdffqlsI6jO+jqCILycaBFYx6ljJ+Px48fcv3+fFi1a0KRJEzXMShD+7f79+2zYsIF169bx4MEDJkyYwF//+ld69epVeVNhYmLCRx99xIQJE7h//z6rVq0iKSmp8rjAq2RkZPD111+zevVqSktL+eijj/j666+r3G9YKpXyyy+zuH+/PP2xRYsWNGjQgOzsbNq2VbBlC9y4UfXXD+ULhffff58pU6ZQUlJCYGAg586de+njMzMzCQgIYMmSJeTm5tK1a1fWrVtHQECACADUE/v37+fUqVP079+f0aNHa2SMhw8fsmXLFpo0aYK3t3et9PsWynculUrlG31eCUJd165dO+bPn4+zszNFRUX8+OOPhIWF8eTJE63PxcTEhPnz5zNu3Dhu3LjB6tWrOXToUGWwXhAEzRF3FFqgjnP9NXluRVHA2oj0Cm8vpVLJiRMniI+P586dO3Ts2BEXF5eX7vAbGBjg7u6OhYUF0dHRhIeHk5WVhYeHB8bGxs89vri4mF27dhEbG0teXh4DBw5k9uzZ1c5mkUqlFBY2Y9cuGfn5kJGhx6VLvuTmSvHykpOeLuPx42pdGih/j44YMQKZTEZ4eDgbNmzAx8eH3r17Vz7m6dOnBAUFsWPHDkpLS2natCmzZ89m3Lhx4r1Zj2RnZ7N161YaN26Mn5+fRhbnKpWK8PBwbt++zcyZM7G2tlb7GG87ddXU0dXVRS6Xo1AoxLll4a1gYGDApEmT6NChA9HR0ezdu7eyaGDHjh21PpcpU6a8sI3gmxz1EwShekQQQAtquybAtWvXKCkpqVL6tSC8Sm5uLrGxsRw/fhx9fX3c3NwYM2YMBq/JpZdIJAwcOJC2bdsSHh7O4cOHyc7Oxtvbu3KRo1KpSElJITg4mPPnz2NqasrixYsrF9jVJZVKMTTMJz6+I0+fgpERmJrqoFT+xoQJFvzznxao4y0ydOhQZDIZoaGhBAUFoVAo6Nu3L0ePHuXHH3/k7t27yGQyxo8fj7+/Pw0bNqz5oILWyOVygoODuXfvHh999BFmZmYaGef8+fPs37+fTp064ejoqJEx3gXqSOGXyWSoVCqRCSC8dbp06YK5uTlxcXEkJyezfPlyHBwcGDt2rFY70kgkEoYOHUrbtm0JCQl5po2gOMYqCJohggBaUNOaAFCznYzU1FR0dXWrVQFdEP5MpVJx+vRpYmNjyc7OplOnTri7u1f5DJ+FhQXz588nOjqao0ePsnz5ciZPnkyPHj2IiYkhISGBp0+fMmbMGKZPn66WwkVSqRQjo4e4u2fw9dflq/2dOx+wevUOOnXqQY8eFjUeo8KgQYOQyWSEhISwYcMGgoODuXz5MiqVivbt27No0SIRlKunDh06xPHjx+nTpw9jx47VyBjFxcUEBQUhlUqZPn06DRo00Mg4bzt1FdatOA4gUpSFt1GjRo3w9vamQ4cOxMXFERUVxeXLl/Hy8tJYkPNlrK2tWbRo0QvbCIpsOUFQLxEEqONquouhUqm4du0axsbGWv8wF94ueXl5lbsFOjo6TJo0ibFjx1b7DHuDBg3w9vamXbt2xMXFERQUhJ6eHpmZmVhaWjJ79mz69euntj/8UqmUDh0OYm39711VMzMzJBIZ16/fZOhQUOc9Rq9evTh48CC7du2ipKQEExMTfHx8cHZ2rlFAUKg9OTk5hIWF0bBhQ/z8/DSWGr5z505SU1OZMGEC9vb2GhnjXSIyAQTh1SQSCQMGDMDa2pro6Gh+/fVXlixZgqurK8OGDdNqK8HGjRvj6+uLubk5O3bsIDAwkA8++AAHBwdxHEcQ1EgEAbRAXecSq+Phw4fk5ubSqlWrF567FoTXUalUnD17lpiYGG7cuIGdnR3u7u5q2cmWSqV069aN06dPc+3aNR4+fMigQYOYO3eu2jNXpFIpzZrdpF27AtLSYOtWMDExx8jIkOzsTJRKUNd9zqlTp1i9ejXZ2dkYGBjQunVrWrRoQcuWLUUAoJ5SKBRs3ryZO3fu4O/vT7t27TQyTlZWFtu3b8fMzAxPT0+x+1UHiK4AwruiVatWL20l2Lx5c63NQ0dHBwcHBywsLNiyZQtxcXFkZ2czZcqUarcYFgThWSIIoAX/2Z+8KmoaQMjOzqagoIDBgwdX6/nCuy0/P5/4+HiOHj2KRCLB0dERBwcHtaQnKxQKkpOTCQ0NJSsri44dOzJy5EjOnz/P2rVr8fLyom/fvmrNBFCpJCiVSjIy4J//hH/8owmXL/vz+PE9Pv9cBdRsrIrOB8ePH0elUmFpacmCBQuQSCQEBQURFhaGQqFgxIgRYlFRzxw5coTk5GR69erF+PHjNTKGQqEgKCiIJ0+e4OvrS8uWLTUyzrtCXccBKoj3rPAu0NHRYdSoUZWtBE+cOMH169fx9PTUelp+9+7dWbx4MVu2bOHEiRPcvXuXadOmieOtgqAGIgigBRVpVHK5vMrPrelNTFpaGmVlZXTu3LlG1xHeLSqVivPnz7N9+3auX7+OjY0N7u7udOnSRS03ANnZ2WzZsoVjx45hYGDAzJkzcXZ2RldXl3379rF7927WrVvHjRs3cHR0RF9fv8ZjSqVSJBIVSqWS9u1h2DD44gtdLl68RHa2LvPnl+DiYkB1WrHL5XIiIyMJDw+nqKiIBg0a4OXlhbu7e2XleF9fXzZu3Eh4eDgKhYK//OUvYlFRT9y7d4/Q0FAMDQ3x8/PTWMGsI0eOcOrUKfr168d7772nkTHeRSL7RhCqztLSkoCAABISEjhw4AA//PADf/nLX3B2dtZqnZLWrVvz8ccfExcXx759+1i9ejWTJk1ixIgR4r0tCDUgggBaUHGGqTpBACjffajuYiE1NRV9ff0qF24T3l1Pnjxh586dlb16x40bh6Ojo1qOk5SWlrJv3z4iIyO5e/cuvXr1wtfXFxsbm8rHjBs3DgsLCyIiIoiPjycjIwMvL68aVwguzwSArCxDCgrg8mVYuRIePRrA9eu6nDmjT2go5OVV7brnzp1j1apVZGZmIpFIGDJkCAEBAc/t4nbr1g0/Pz82bNhAREQECoWC0aNHi0BAHadUKgkJCSE7O5vZs2drrFXfo0ePCA0NpXHjxsyYMUOcfVUDlUqllmwAdWcUCEJ9YWBggIuLS2UrwcTExMpWgh06dNDqPDw8PDA3N3+ujaAonCoI1SOCAFpQsRNYnaJCNbn5KE97zsDY2Jg2bdpU+zrCu+PSpUtER0dz9epVLC0tcXNzo0ePHmpZqKanpxMcHMyZM2do2rQp8+bNY+zYsS9c7HTt2pWFCxcSFRXFqVOn+Ne//oW7uzuDBg2q9lwqjgP8z//YY2YGd+5ASgoYGzeladP9/O1vDejX780zZh49esSaNWs4fPgwSqWStm3bMn/+fPr37//S53Tp0oU5c+awYcMGIiMjkcvljBs3TgQC6rBjx45x5MgRunfvzsSJEzUyhkqlIjw8nOzsbGbOnKmxQMO7Sl3vL/E+Fd5VXbt2rWwleOzYMZYtW8aECRP44IMPtNZKsCLIXtFGcN++fdy5c4dp06aJNoKCUA0iCKAFFYucsrKyal+jOjcf9+/f59GjR5iZmWFkZFTtsYW3X1FRUWXKX1lZGaNHj8bJyYnGjRur5dq7du0iNjaWx48fM3jwYGbNmvXawFSLFi3w8/PD2tqa3bt3s2HDBq5evYqrqysNGzas8jykUilSqYqffjrC+PHj+fRTWLYMTp58zD/+sZO2bU0ZNOj1QQClUklcXBybN2+moKAAAwMD3N3dmTZt2hvt3nbq1Im5c+cSGBhITEwMSqUSBwcHscCogx48eEBISAj6+vrMmTNHLcdSXuTChQvs27ePDh064Ojo+PonCFolMgEEobxq//Tp0+nQoQPx8fHPtBLU5iLcysqKRYsWERERwbFjx1i5ciWTJ0+mT58+4u+oIFSBCAJoQcXCQNuZABVFAUUBFeFVLl++THR0NFeuXKFt27a4ubnRu3fvGv8xValUXLx4keDgYC5evIipqSlz586tUrshHR0dPvjgA6ytrdm2bRv79+8nIyODqVOnVvmIy58LdD54AF5ecPdueTVklcqaAwcUuLjAq44YpqamsmLFCq5evYpEIqFfv34sWLCgypk2dnZ2lYGA2NhYFAoFjo6O4nxjHaJUKtmyZQtZWVn4+Pho7EhVcXExQUFBSCQSZsyYIVJb1Uhdi/eK7gBigSG86yQSCQMHDqxsJXjmzBmWLFmCm5sbQ4cO1drfsEaNGjF79mzMzc2Jj49nw4YN3Lx5kwkTJoijVILwhkQQQAsqjgNUtyYAVC8T4PLly8jlclEUUHihp0+fkpiYSFJSEiUlJYwYMQIXFxeaNm1a42s/fvy48vxgSUkJY8eOxdvbu9othuzs7Fi4cCExMTEkJyezfPlynJycGDVq1BsHFCpuTvLzpaxdC9evg6kp2NqacOOGO9evmzBnjorPP5dgZfXsc588ecLatWvZt28fCoWC1q1b89FHHzF06NBqLwxsbW2ZO3cu69evJz4+HqVSiZOTkwgE1BEnT57k0KFDdO3aFScnJ42Ns2vXLlJSUnBwcKBXr14aG+ddJhbvgqBerVu3Zu7cuRw8eJDdu3cTFBREamoq7u7uWmvhJ5PJGDduHObm5oSGhhIXF8ft27dFG0FBeEMiCKAFNSkMWJP+xFeuXMHAwOCF50tLS+HMGbC3B0NDKCwEsQH17rh27RpRUVGkpKRgamrKjBkz6N+/v1p2/0+fPk1ISAhXr17F2tqaWbNmqaXVn7GxMd7e3tjY2BAXF0d4eDjp6el4eHi8UXChYnEdH2+DTAbz50NBAXz3nSHGxnLs7FaRm7uOX3/VqQwCqFQqEhISCAoK4tGjR+jp6eHq6oqPj49aUsOtra3x9/dn3bp17NixA6VSibOz8xsHNgTNePjwIcHBwejo6DBnzhwMDQ01Ms7NmzfZvn07bdu2ZcqUKWKxqmY1bbH7n9cRBOHfdHR0GD16NO3btycqKopffvmF9PR0PD09sbe319rnWbdu3fj0008JDQ2tbCPo5eVFx44dtTK+INRXIgigBTU5DlChqh+mcrmcjIwMGjVq9EyqslJZnu4cHw/R0eX//f47BAdD8+bwxRfVnqJQD5SUlJCUlMTevXspKipi6NChuLq6VnuH/s/u379PeHg4Bw8eRCqV4u7ujoeHh1q6ClSQSqUMHToUKysrIiIiOHnyJDdu3MDLy4sePXq89rkABQW6TJkCgwaVf33rVglgRFnZQ1q2LCQjo7wOQnp6OsuXLyclJQWAHj16sGjRItq1a6e21wPlbZg+/PBD1q1bx86dO5HL5bi5uYlAQKgNN+cAACAASURBVC2pKNKXmZmJt7e3xm4kFQoFmzZtoqCggNmzZz/XTUJQj5oE0v+TCNIIwvOsrKyYP38+CQkJ/Pzzz6xZs4aRI0fi5OSkteNNrVq1Yt68ecTFxZGUlMSaNWtwdnbm/fffF9l1gvASIgigBTU5DqBUKqs15r1793j8+DE2NjbP7FhWbGgkJ4OjIxQXw08/gY5O+fnoLVvA27taQwp1XEZGBtHR0Vy4cIGWLVvi5eXFwIEDa/wHUqFQcPjwYbZu3UpWVhZdunTBz89Po8dQzMzM+Pjjj9m1axcHDhxgzZo1jB07FgcHh5fu0Fe8TlPTfA4dgvbt4ebN8vdASYk5hw9/hbW1BCenEr7/fh27du1CLpfTvHlz5syZw6hRozS2CLCwsKgMBOzZswelUom7u3vlZ4egPadPn+bAgQN07twZFxcXjY2TnJzMyZMn6dOnD++9957GxhFqTmQCCMKrGRoa4urqSocOHdi+fTt79uypbCWorbpU+vr6TJ48ubLFcFhYGLdu3cLNzU3UWhGEFxB3mFpQk+MACoUCqVRa5V3Bmzdv8uTJk+c+fCvuZZ4+LV8AjR8PkybBvHkwfTqIJgJvn9LSUn7++WcSEhIoKChgwIABuLm50apVqxpf+9atW4SEhHD8+HEMDQ2ZPXs2EydOxMDAQA0zfzUDAwNcXV2xtbUlOjqauLg40tPTX1qpuCIIMGDADTIy7PnmG2jRovw9IJXm8s9/HmXwYFM2btxObm4uOjo6TJw4kTlz5milu4aZmVllICAxMRGFQoGnp6cIBGhRXl4ewcHBSCQS/Pz8NPbv/ujRI0JCQmjUqBEzZswQhaw0RN2Ld5EJIAiv1q1bNywsLIiNjeWXX36pbCU4ZswYrbQSlEgkDBo0iDZt2hASEsL+/fu5ffs23t7emJmZaXx8QahPxN2lFlR88FXnOIBcLkcikVQ5CHD58mUUCgVdunR55usV64kVK2DpUhgwAKZNKw8OnDlT3jJNeHvcvHmTqKgo/vjjD5o1a4aPjw9Dhgypcap5aWkpe/fuJTIykgcPHtC7d29mz56t9f7mEokEe3t7zM3NiYyM5PTp0/zrX//C3d2dQYMGPXPTXvH/jRoV8+23kJNTXhvDwgKOHXuKsXEEp0/roK+vT6dOnVi0aJHGKsK/TJs2bSoDAfv27UOpVDJlyhSxSNQClUpFREQE6enpTJky5bnPTnWOExYWRnZ2NtOnT8fGxkYj4wj/po6aACIAIAhvpnHjxsyYMYMOHToQFxdHZGQkly9fZsqUKVprJWhpaVnZRjA5OZnvv/+eqVOnvvbYoCC8S0QQQAsqdvKqGgRQKpUoFAp0dHSqnLJ9+fJljIyMsLS0rPxaWBiEhMDs2TBuHPzP//z78VeugL8/iGOpbwe5XF5ZtTcvL4/evXvj7u6Oqalpja997do1Nm3axNmzZ2nWrBnz589n9OjRtbpQbdGiBXPmzMHGxobdu3ezYcMGrl69iqurKw0bNgSoDHwoFApUKjAxKQ9mrFu3iZiYWAoLi2jWrCmLFi1iwoQJtXbTb2Jiwocffsj69evZv38/crmcqVOnaqxHvVDu7NmzJCUlYWdnh7u7u8bGOXPmDElJSXTu3FmjXQcE9RHHAQShaip25CtaCf722298++23uLm5MWTIEK2c0zc2NmbWrFm0adOG+Ph41q1bV9lVSNQJEAQRBNAKHR0dJBJJlY8DyOVyVCoVurq6VVqQlJaWkpWVRaNGjTAxMan8ev/+kJpaXvxvxgywtIQ+fcDDA95/v/xIgFD/5eTkEBkZydmzZ2nUqBHTp09n+PDhNU4rLyoqIj4+nh07dpCfn8/QoUPx8fFRS2BBHXR0dPjggw+wtrYmIiKC/fv3k5mZydSpU7G1ta18H5WWliKRQHLyMdasWcvdu3eRyaRYWrajefPmjB49utZ3/Vq1alXZPvDgwYOUlpYyffp0rRxLeBfl5+ezadMmVCoVfn5+Gjs/mp+fz4YNG9DX18fHx0ecU9UwlUolCgMKQi0yMTHB39+fAwcOsGfPHjZu3EhKSorWWgnKZDIcHBwwMTEhNDSUbdu2cffuXdzc3DTW9UUQ6gsRBNACqVSKVCqtchBAoVCgVCqrvMOak5NDfn4+nTp1eua57dvDP/8JzZqBQgFWVvDbb+DrW54afegQDB9epaGEOkSlUnHy5EliYmLIycnB3t6eyZMn1/gcnEql4vz582zevJlLly7Rpk0bPvroI61F86vKzs6ORYsWsX37do4dO8ayZctwdnamU6dOyGQy8vLy+Otf/8rp06dRqVTY2tqwcOFCNm/eQ2bmaR48eFAnzg62bNmSjz76iI0bN3Ls2DGePn3KrFmzaNSoUW1P7a2iUqnYtm0baWlpuLm50b17d42NEx4eTkZGBp6ennTr1k0j4wjPEy0CBaH2VATo7ezsKlsJXr9+HU9PT3r27KmV4FqfPn1o2bIlmzZtIikpifv37+Pt7S26sgjvNBEE0AKZTIZEIqnycQC5XI5SqazyDm5WVhaFhYV06NDhue/duAFBQfB/Xc9wc4OJE+HgwfJMAaF+KigoIDY2lqNHj6Kjo4OHhwdjxoypcYp+Xl4eUVFR7N27l9LSUsaPH8+0adO0EsGvCWNjY6ZPn46trS1xcXGEhYXRq1cv8vLy2L17N0qlkgYNjBk+fB5GRqNYulTKpUsNaN78RJ0JAgA0bdqUuXPnEhwczKlTpygpKcHX11ctLR2Fcn/88QeJiYnY2tri6empsRvSc+fOsWfPHjp27Iibm5vYVdYCURhQEOoOa2trAgIC2L17NwcPHmT16tWMGjUKJycnrWS5tWvXjoULF7JlyxZOnTrFo0eP8Pb21lr3AkGoa0QQQAuqGwSobiZAamoqKpXqhYWtysqgQwe4cAEqNqJksvKWgf/1X1UaRqgjLl++zLZt27h69Srt27dXS0sepVLJqVOnCAkJIT09HVtbW2bNmkXv3r3rzY2wVCpl6NChWFpasm7dOqKjo3ny5AmNGzemc+dpmJhMpaTECD09GDUK+vTJJSamgJycnNqe+jOMjY3x9fVFT0+PY8eOsXbtWvz8/J456iNUT0FBAZs2bUIul+Pr64uxsbHGxgkMDERHRwcfHx+NjSO8WH35zBKEt92fWwnGxMSQkJBAWloaXl5eWinE26RJE+bOnUvr1q3Zu3cva9asYfLkyQwePFh8TgjvHBEE0IKK4wDaygRIS0ujQYMGtGvX7rnvNW0KH3xQvvtvYQH9+kFWFgwcWKUhhDqgokJ/YmIiT58+ZfTo0bi4uFQWwquue/fuERYWxuHDh5FKpXh6euLu7l7j69aG3NxcNmzYwIkTJ9DV1cXAwIDWrVtz8uRE0tMN+eAD6NEDOncGU1NjEhIMyMzMrO1pP8fQ0BAfHx8MDQ35+eefWbNmDXPmzMHCwqK2p1ZvqVQqoqOjSU1NxdnZGXt7e42Ns23bNq5du4abmxs9e/bUyDiC5ojuAIKgPhKJhO7du1e2Ejx+/DhLly7F0dFRLRmMr6Onp1dZKDkiIoLNmzeTk5PDxIkTRSce4Z0iggBaUJNMgIrCgG/q6dOn3Lp1i8aNG7+wD/xnn8H69eDuDvHx5ccCPvusfCEk1B+3b9+uLP7XsmVLZsyYQb9+/Wp0oyqXyzl8+DDh4eHcunWLrl274ufnR6dOndQ4c+2Qy+VER0cTFhZGYWEhRkZGuLq68vvvvyOXy5FK/4v33x+MpaUTd+40ZcUKOHDAjj59RnDjxg2USqhr5Q709PTw8vLCwMCAxMTEykCAra1tbU+tXrp48SIJCQlYWlri5eWlsUXehQsX2L17N+3bt2fy5MliMalF4jiAINRdTZo0YcaMGdjZ2bFjxw62bdtGamoqXl5etGnTRqNjSyQShg0bRqtWrdi8eTM7duzg/v37eHl5ibo7wjtDBAG0oKY1AaoSBLhz5w75+fnY29s/1wv+4UPIzy9P/2/aFGbOrNJ0hDpAqVRy/Phx4uLiuHfvHn369MHDw4PWrVvX6Lo3b95k8+bNnDhxggYNGuDr64ujoyMGBgZqmrn2nDx5kh9//JGsrKzKNkUBAQG0bNmS8+fPI5PJGDCgJ8nJqWRnP6J377FMmNCRDz5Q8ssvt7h7Nx+lUo5UWvc+HnV0dHBzc0NfX59du3axdu1aZs2aRdeuXWt7avVKYWEhQUFBlTUWGjdurLFxAgMDkUgk+Pj4aGwc4eVUKlWNC5iKwoCCoBlSqZQhQ4ZgY2NDdHQ0Z8+eZcmSJVprJdixY0cWLVrE5s2bOXbsGA8ePGDGjBmYm5trdFxBqAvq3l3uW6imxwGqEgTIzMykqKjomaKAFbua585Bbi58/jnMnQtNmoCREYjsp/rh8ePHxMbGkpycjJ6eHp6enowaNapG6WslJSXs3buXqKgoHjx4QN++ffH19X3hUZK6Lisri9WrV/Pbb7+hUqkwMzPjww8/ZNCgQZWP0dPT4+nTp7RrN5Ovv1ZRVKTg5MnLODoe4dtv+5CTY0B6+h1yc3NrHFjRFKlUysSJEzE0NCQmJoaffvoJHx8fevfuXdtTqzdiYmJISUnBwcGBvn37amycqKgorly5grOzs/j3qQXqWrxXXEdkAgiCZpiamla2EkxMTGTjxo1cunQJV1dXjVfwb9WqFfPmzSMyMpJDhw6xatUqpk6dqrEjYoJQV4gggBZUZAJoo0VgamoqEomEzp07V36tIpAqlUKnTnD+PPj4gLU12NrC5MlgaVmlqQlalpKSQmRkJNeuXcPOzo4pU6bUuIhOWloawcHBnD17lhYtWrBgwQJGjRpV5RoUte3Jkyds2LCBPXv2UFZWhrGxMVOmTMHV1fW5946+vj6FhYW0batk0iQDlMqH3Lz5iMOH87G3v4OZmTMNG35DTs79OhsEgPLFyOjRozE0NCQiIoINGzZQXFzMkCFDantqdd6lS5fYuXMn5ubmeHt7a2xhl5KSwo4dO7CxsWHKlCliAVmLxM9eEOo+XV1dxo4di52dHdu3b+f48eOkpaXh4uLCoEGDNJoVYGRkxPTp02ndujXx8fGsX7+eiRMnMmbMmDrZClkQ1KF+3e3XUzU5DlDVmgBpaWk0bNjwhalMI0bAoEGgp1eeEXDkCEREwJgxVZqWoEUlJSUkJiaSlJRESUkJY8eOxdnZmQYNGlT7moWFhcTFxbFz504KCgoYMWIEM2fOrHfV5pVKJXFxcYSGhpKXl4dMJmPs2LHMnTv3pWnX+vr6KBQKOncuJSjIAGjGw4d9CQ7ey9GjEUilCvLzi8jLy9Xui6mGijONhoaGhISEEBISQnFxMSNHjhSLnpcoKioiODiY4uJiFi1aRJMmTTQ2zvr161GpVMyYMUNj4whvpqbvB3EcQBC0x8bGhoCAAPbt20dSUhIbNmzg/PnzuLm5aTQrQCqVMm7cOExNTdmyZQuRkZHcvXsXd3d3rbQwFARtE0EALZBIJJXHAapSZbgiE0BPT++NHl9YWMidO3do0qQJLVq0eOZ7jx5BeDgcPgzXr0P37vDppxAdXdVXI2hLdnY2ERER/PHHH7Rq1QofHx/69OlT7RtalUrFuXPnCAkJISUlBTMzMz7++GMGDx5c7yLdZ86cYe3atWRkZFRWGg4ICMDGxuaVzzMwMECpVFJWVkZ+PsTEQHp6Ix49cqNt2wz09ddw+PBDDh06RLdu3WjWrJmWXlH19e3bF319fTZt2kRERATFxcU4ODjUu39TbYiPj+f8+fOMHTuWgRpsiRIbG0tKSgqOjo70799fY+MIr6bOxbtEIhHBNUHQEgMDAxwdHencuTMxMTGcPHmSq1evaiUrwN7enhYtWrBp0yb279/PgwcP8Pb2fmGxbUGoz0QQQAsqggAVZ/z/s2Dfy5SVlVWpReDt27cpKCigU6dOlR+QCkV5IcDYWNi3D/761/LU/8hI+P57+OILMDOr7isTNEGpVHLs2DHi4uIqz+l7eHjU6A/Qo0ePiIyMJCkpCblczoQJE5g6dSpNmzZV48w1Lzs7mzVr1nDq1ClUKhWmpqbMnTuXYcOGvdENekUmQElJGbGxEBVVHhAzM5Nw9641V6/+HVPTK1y4cIHvvvsOLy8vunfvroVXVjPdu3fnww8/JCgoiJiYGJ4+fYqLi8sbf9a8C65cuUJ8fDxt27Zl+vTpGlvQXblyhZiYGI13HRDenMgEEIT6ydbWtjIrYN++fQQGBnL+/HlcXV01uig3NzdnwYIFhIWFceLECR4+fIi3tzcdO3bU2JiCoG0iCKAlOjo6lJSUoFAo3vjGvKSkBChfuLyJjIwMioqKnmnpVnHvk5QEnp4weDCUlsKiRTBtGuzcCR9+WLXXImhOXl4eMTEx/PLLL5Ut4UaOHFntc/pKpZITJ06wZcsWrl+/Tvv27fH19aVnz571anFSXFxMUFAQO3fupLS0lAYNGjB58mQ8PT2rdFymIhNALi9jxYryYpl/fnt16NCcbt0aYGpqQl5eHt9//z3jxo3DwcHhjd+HtcXOzg5/f382bNjArl27KCkpwcPDQ/Q9prx1alBQEE+ePOHjjz/WWIbH06dPWb9+PXK5nBkzZtSLTJK3mUqlUns2gCAI2lWRFdClSxe2b99emRUwadIkjWYyNm7cGD8/P1q1akViYiI//PAD7u7uDB06VHwWCG8FEQTQEplMhlKprFJdgNLSUoA3XgCmpKQgk8meiVRWfDaOGwdHj0L//uUFAQFu3gRf3zeejqBhFy9eJPL/s3fmYVFd6b5+i3meETVqFCechxijUTFRjCMqICo4gYDgbEx3p+/te06f8/Tp7uR0Oh01ahREBkVRUEQRFdAQ53lKNApqNCogyDwVUOz7x+5CjQODFBS63ufhUar23mttqvbea33r9/2+6Ghu375N9+7dmTVrVq3y9leRlZVFZGQkqamp6OnpMWvWLKZNm4aZmVkj9lqzVFdXs2/fPsLCwsjNzUVXV5cxY8awcOHCBk2wDA0NkSSJqqpKzMzgxx9Bbdr+/fdgZaWDvr4txcXFLF68mNjYWHbt2sWtW7eYPXu2xmsXvy4dO3ZkyZIlbNy4kYMHD1JWVsbcuXNbZKnHxiQ+Pp7Lly8zevRohg0bprF2du/ezdWrVzWebiCoH0IJIBC0fDp37syKFSue8Qq4fPky06dP15gqQF9fn2nTptGmTRu2bdtGeHg4mZmZTJ06tc6pugKBtiKCAE2Ejo4OkiRRXV1d533UQYC6rkCmp6djZmZGuxfo+3184MwZGD9eVgc4OkKfPiDMxJsfpVJJQkIChw4doqKigokTJzJ16tQGG9GoVCqOHDnCli1bePjwIX369GHBggXPlI1sCVy+fJk1a9aQnp4OQO/evVmyZMlryfHUq+KVlZXMnAnffAP29lBSAllZ8Kc/KUhNNePhwwI6duzIypUr2bFjB2fOnOHLL79kxowZDB06VKtXAdq0acPixYsJDg4mNTUVpVKJr69viwr+NCbp6enExsbSunVr5s+fr7FVo7S0NGJiYujQoQNz584VngwCgUDQyBgaGuLq6lrjFXDmzJkar4Bhw4ZpJAVOoVAwfPhwWrVqRVhYGPHx8WRnZzNr1ixh+ipo0YggQBOhp6eHJEkNUgLURc5bWlrKo0ePsLKyqlkhra6WlQBbtsC5c/CXv8DXX8ONG/DgwZOAgKD5+PXXX9m+fTtXrlzBwcEBLy8vBg4c2OBJZlZWFps3b+bo0aOYmJgQEBDA5MmTtV7K/jRZWVl8++23HD9+nOrqahwcHPD3928U13v1tVRRUclnn8nlMk+dAjMzGDgQnJwgPb0tt26lk5ubS7du3QgMDMTR0ZGEhAQ2btxYM+DQ5km1nZ1djUfAqVOnUCqV+Pv7v3UDFqVSyaZNmygsLCQoKOg5w9TGbGfDhg0olUrmzp2rsXYE9UO9gt9YQTttDv4JBG8T6goCSUlJHDhwgJCQkJoKApoq79utWzc+/fRTwsPDOXHiBDk5Ofj4+PDuu+9qpD2BQNOIIEAT8TrpAHWRHGVlZVFSUkL37t1rBirqhajBg+Xc53/+E5ydYdw46Nev/ucgaDyqq6v54Ycf2LNnDzk5OQwePBgvL68GTx6qq6s5evQo4eHh3L9/n4EDBxIYGEinTp0aueeao7y8nLCwMOLi4igvL8fExAQPDw/mzJnTaLI7dRCgqqqSW7fg0SPo1ElWASQlwRdfQMeOfSkrO8jjx3mAHMAbP348jo6ObN++nUOHDnHnzh1mz55Nly5dGqVfmsDS0pLAwEDCwsI4efIka9euZcGCBRotsaRtJCQkcOHCBT766CNGjhypsXb27NnDlStXGDNmDCNGjNBYO4KG8bqT9+rqahEAEAi0DENDQyZNmkTPnj2JiYlpElWAvb09ixcvZufOnaSkpLBq1Sq8vb0ZNGhQo7clEGgaEQRoInR1dRucDlCXCdCDBw8oLS19YQ55t27wxz9CRARs2ADr1smBgPnz4S1PFW4W8vLyiImJ4cSJExgZGTFnzhxGjx7d4AdWTk4O4eHhHDlyBENDQ/z9/ZkyZUqLWf2XJIkDBw6wadMmcnJy0NHR4eOPP2bRokWNPmFV+2tUVlZy+LBcHaBDB7C2lj0yHj2CQYPsqaysJDv70TP7du/enU8//ZTY2FiOHTvGV199hZubGy4uLlrrwm9qaoqfnx+GhoakpqayZs0agoKCtN7boDG4c+cOO3fuxN7eHj8/P43J82/fvs2OHTtqqg6INIA3FxEIEAi0D0dHxxpVwMGDBwkJCanxCmgsVcDjx3KFLS8vMDY2Zvbs2Tg4OLBr1y6Cg4PJzMxk/PjxWjsWEAhehAgCNBGvkw5QlyBAWloaIMuVACRJlvr/+CNMnSp7AlhayrnPZ89Cfr6oCtDUSJLElStXiImJ4fbt2/To0YNZs2Y1eLVekiROnjxJaGgod+/epW/fvgQFBdG1a9dG7rnm+PHHH/n222/5+eefAXBycmLJkiX07t1bI+097QkwezZ4eICenlxGs7ISQkLg9u02GBkZcf/+w+f2t7CwYN68eXTu3Jm4uDi2bNlCeno6Xl5eWusEb2RkxLx58zA0NCQ5OZk1a9YQGBhIx44dm7trGqOiooLQ0FDy8vL47LPPNGYaVVFRwcaNGykrK2PhwoWijrSWoZ60C2M/geDN5reqgLNnz9aoAoYPH/7ak/P8fDmd9tAh2LgR9PV1GDt2LK1btyYiIoKdO3fy6NEjZsyYgampaSOdlUCgWUQQoInQdDrAnTt3MDY25p133gGe5PobGcl5zsePw8KFsGcP3L8v39AETYdSqWTfvn0kJSVRUVGBq6srkydPbrD5X15eHpGRkSQnJ6Orq4uPjw8eHh4txgU+JyeHtWvXkpqaSnV1NXZ2dvj5+TFu3DiNrrY9HQQwNgZj42ffnzQJoqONMDY2JjPzwQuPoaOjg7OzM506dWLbtm2cOnWKe/fuMWvWLPr27auxvr8O+vr6eHt7Y2xsTEJCAmvWrGmRZpF15cCBA5w9e5bhw4czatQojbWjTjcYNWoUH330kcbaETQMHR0dFAoFVVVVr3UcSZKECkAgaAGoVQHJyck1CkO1V0Dr1q3rfTz1glrnzvIC2vLl8Pvfw5dfgoEB9OvXj5UrVxIaGkpKSgrZ2dn4+PhozJdAIGhMhG6xiVBHIeszGKmsrARqDwJUV1dz7949TE1Nn7vxdOkC+/bJK55ffw3/5/+Avj68/349T0DQYDIzM1m7di1xcXGYm5uzdOlSZsyY0aAAgCRJnDlzhj/+8Y/s3buXTp068be//Y1Zs2a1iABARUUFISEhzJkzhyNHjmBgYMDMmTPZunUr48eP1/hA++kgAMjKmLAwCAqC2bNlX4BlywwxMjIiKyvrlSuI7du3Z9myZbi6upKfn8+qVavYtWsXSqVSo+fQUHR1dXF3d8fDw4OCggLWrl3L5cuXm7tbjc7du3eJjo7G1tYWf39/jckz7927x7Zt22jTpg3z5s0TMlAtRFdXF4VCUXO9vy4iECAQaD+GhoZMnDiRlStX0qdPH86ePcvf/vY3vv/++3otxIEcACgrk8cJIBsIFxaCoeGTxbZ33nmHFStWMGLECK5evcq//vUvrl271rgnJRBoABEEaCLUucjq1f26oB641JbbnZubS0FBAQ4ODs9NBP395dx/U1OYOxdSUqBvX7h3r54nIKg3kiRx7tw5vv76ay5cuMCgQYP4/PPPGTBgQIMGkwUFBWzYsIG//vWvZGVl4e3tzd///nd69Oihgd43LpIkkZSUxOzZs9myZQtKpZIRI0YQFhZGUFBQk/kXPB0EqKyEyEjYu1f2BOjXD37+Gf77vw2xtramqKiYoqKiVx7PyMgIT09PAgMDadWqFbGxsaxatYqHD59PJdAGdHR0mDhxIl5eXjWO9qdPn27ubjUalZWVbN68mZycHObMmdOglZ+6trNhwwaKi4uZNWsWbdq00Ug7gtdDV1cXHR2deg/8f4tIJxAIWh6dOnVi+fLlzJw5E4BNmzaxdu1aMjMz63wMSYKCAvjv/4bRo2VPrdGj5fdSUuTxdX4+mJub4+/vj4eHB9nZ2axdu5YjR46Ie4dAqxHpAE3Eb1cg60JFRQU6Ojo1AYSXkZmZSXFx8XO55WVlsh9ARgZcvQpt28o3sqws2QxNoDmUSiXx8fEkJSUhSRLTp09n/PjxdSr3+FskSeLSpUuEhIRw8+ZNunXrRlBQEH369NFAzxufGzdusGrVqprIeNeuXVm8eDH9+/dv8r48fR0WF8uSvnPnwNZWfj8jQ37Az5rVhocPM8jNzcXCwuKVx1QoFAwcOJD27duzY8cOzp49y5dffsmMGTMYOnSo1q0eKhQKRo8ejbGxMVu3bmXTpk2Ul5fj7OysdX2tL4cOHeL06dMMGTIEFxcXjbWTmJjIuXPn9v4HPQAAIABJREFUGDFihEbTDQSvR2MpAdTpAC39+hAI3jYMDAyYMGFCjVfA+fPnSU9Px93dnREjRrxUwZWdDTY2sl9Q69Zw8SIEBMD69bLCFuSxwrFjMHYs/P3vMGqUHlOnTqV169ZERUURGRlJVlYW7u7ujVbhSCBoTEQQoIlQr3SWlJTUeZ/Kyso6BQHu3r1LZWXlc+XKjI3lHOcXoc5zEjQ+GRkZbNu2jYsXL9K2bVtmz57d4Al7cXEx0dHR7Nu3D5VKhaenJ97e3lpdo15Nbm4u69ev5/Dhw6hUKmxsbPD19WXixInN5qD+pERgFdbWMGKE/JBXk5EB06dD27ZtOX78OHl5eXU20LO3t68py7h//342btxYM9jQxs/rww8/xMjIiPDwcCIiIigtLdW4J4MmycjIIDo6GktLSxYsWFDrfbOh3L9/n6ioKFq1aoWvr6/G2hG8Po3lCSAQCFo2HTt2ZNmyZc94BagrCLxIyRUXB8nJEBUljxGSk2XF4L+9t6mulstw//nPclBg9mxYtgz++EcFQ4cOxd7enrCwMPbt28ejR4+YM2cO1tbWTXzWAsGrEaOXJsL43w5kpaWldd6nsrIShUJRa65pWloaenp6ODo61rymnuRLEqhU8s1KPe8SAQDNoJb/79y5k4cPHzJ48GC8vb2xs7Nr0PGuXr1KSEgI165dw9HRkcDAwAanEjQllZWVREVFsWPHDkpKSjAwMMDd3R1fX98GGyE2Fr9V5JiYwPjx0LOnHPk/flyuEqCn501e3jzmzz/KgAF1P76enh4TJkygc+fObN++nYMHD3L79m3mzJnzwvKdzc3AgQMxMjJi06ZNREdHo1QqmTx5cosrc1ddXc2WLVvIzMxk0aJFNQapjU1VVRUbN26koKCApUuXaqwdQeOgTgcQQQCBQPC0KiA2NpYLFy7UBOqdnZ2fGWsHBMgK2uHD5ZX+8+fllX95fPBkPJ2bC4cPg4sLPC0a7NKlC59++ikRERGcPn2ax48f4+Pj0+BqUAKBJhBBgCZCnatfnyBAXdMB7ty5g6mp6TP5r+p5okIh37CeRsvnkC2S38r/Z8yYwbhx4xok/y8tLSUmJoY9e/agVCqZOnUqc+bMqVWW3txIkkRqaiobNmwgIyMDhUKOiC9dulRr6tKrPw+1N0dVlRzZt7KCXr1k519ra3j06BZfffU5paWeDWqne/fufPrpp8TGxnLs2DH+8Y9/4O7uzujRo7XOQK5nz54sWrSIkJAQdu3aRVlZGZ6eni1qhfv06dP88MMP9O3bl/Hjx2usnaSkJE6fPs3QoUMZM2aMxtoRNA7qdIDXCQI8ndOr7QFYgUBQOx07dmTp0qWkpKSQmJhIaGgoly9fZsaMGc+oAlavhvh4uHkT/vAHebFAPaRTqWD3brlc4DvvwFdfgbpCrHqhzdbWloULFxITE0NycjKrVq3C29ub999/X9xLBFpByxnltXAaEgRQpwO8atJQXl5OVlYWFhYW2P47sfnnn+HxY/l9Cwuwt5dzmgSaoTHl/9evXyckJISrV6/SoUMHAgICGDx4sNY/MNLT01m9ejVXr15FkiQcHR1ZvHgx7733XnN37Rn09fXR1dWlvLwcgJCQZ98/e1YuBWRnZ4aZmS4PHry4TGBdsLCwYN68eXTu3Jm4uDgiIyNJS0vDy8sLGxub1zmNRqdz584sWrSI4OBgEhISKC8vx9vbu8kMG1+HwsJCIiMj0dXVxc/PT2N9fvjwIZGRkdja2uLn59egAJ+gaRFKAIFA8CIMDAwYP358jVfAxYsXn1EFqIPgkyc/v69KBTNnyiUCJ06UFw/UPK20lSR57O/t7U3r1q2JiYkhODiYjIwMJk2apHULAoK3DxEEaCLU6QBlZWV13qcungCPHj2iuLiYvn37oqOjw3ffwZkz8PAh3L0rG5uMGQMffwwjRz7JYxK8Pi+S/8+aNasmGFMfysrKiIuLY9euXZSWljJ+/Hh8fHy0PoesoKCA9evXk5SUhEqlwsrKirlz5zJ16lStlJTr6+ujo6NTU8bvu+/A0hK8vOCLL2TzH0ND8PCww8jIiIcP6+4i/CJ0dHRwdnamU6dObNu2jVOnTnHv3j1mzZpF3759G+OUGo327duzePFigoODSU5OpqysDB8fn2ZP4aiNXbt2kZaWhqenp8YqZahUKkJCQsjNzWXRokW0b99eI+0IGpfG8ASQJKnGGFAgELxZvPvuuyxdupTDhw+TmJjI5s2buXLlCtOnT3+hgnHdOjh9Wq4IEBsL5uby6+qx9dO3CfX/dXR0cHFxwcHBgYiICGJjY3n06BFeXl5a6RckeHsQQYAmoiFBgKqqqlqDAA8fPqS0tLTGD2DDBtnQ5N135UDAokVyeZPf/U7+mTHj9c5DINOY8v/09HSCg4O5ePEi77zzDsuXL2fYsGFaPeisqqoiOjqa7du3U1RUhIGBAa6urvj7+2v1Q83AwABdXd0ag87r1584/d6+DdOmwY8/ws8/G2Nubk5eXj7l5eXPld6sL+3bt2fZsmXEx8eTkpLCqlWrmDhxIhMnTtSq1XYHBwcWLVrEpk2bOH78OKWlpfj5+WltMOrGjRskJCTw7rvvMkODN7eUlBROnDjB+++/r9F0A0Hj0hjpACqVCkmSWlR6jEAgqDsGBgaMGzeOHj16EBsby8WLF0lLS8Pd3Z2RI0c+c+0PHSqnDH7yiay0ra6WJ/tPr3kkJcGpU/D557JaAOTt+vTpw6effkpYWBjff/89OTk5+Pj4iBKzgmZD+5bq3lDUq2n1VQLUZgyYlpZGdXU13bp1o6REjkpmZkJ5uVwSMCcH/vUv2LMHtm59kiYgaDgZGRl8++23xMfHY21tzfLly3F1da13AECpVBITE8Of/vQnrly5gouLC//4xz8YPny41gYAJEni2LFj+Pj4EBwcTHFxMe+//z4hISGsWLFCqwMAIAfj9PT0KC4uBsDRUZ78x8TI14ynp5w6c+eOAgcHB5TKcvLy8hqlbSMjIzw9PVmwYAGtWrUiNjaWVatW8fDhw0Y5fmNhY2NDUFAQQ4cO5dKlS6xevVrr+giyr0N4eDglJSX4+PhgaWmpkXaysrKIiIjA2tpapAG0MBojHUClUlFdXS0+d4HgDUetCvDy8kJPT4+wsLDnnn8DBsjKQVtbWe7/9ORfbR9SUiL7DRkYyItx8GS7tm3bsmzZMkaOHMm1a9f45ptv+PHHH5voDAWCZxGh7SbC1NQUaPx0gFu3bmFsbEz79u0xNX1Sx7RfPzh5EtRGpAoF3Lv3pB66oP40pvz/l19+ISQkhLNnz+Lg4MAf/vAHRo4cqZUSejV37txhzZo1XLx4EUmSePfdd1m4cCFDhgxp7q7VGUNDQ/T09CgpKUGSJIYNU5CWBtHR8OGH8jYffCAbAP30U1suX75Mbm5uo0XqFQoF7733Hh06dCA6Oppz587x5ZdfMnPmTIYMGaI1wR9zc3MCAgIwMzPj8OHDrFq1ioCAgOfKkDYnSUlJXLhwAWdnZz5Uf3iNjEqlYtOmTWRnZxMUFFTncpEC7UChUKBQKKiurm6wpL+qqkoEAQSCtwR9fX3GjRtX4xVw+fJlbt26hZubGx999NEz4/Hf3k7Uv8fGyuW5f/0V3NzkcXlg4JPtzMzMmD9/Pg4ODuzdu5d169bh4eHBqFGjtGYMIHg7EEGAJkItJ1YbktUFdTrAy5QAkiRx7949TE1NafVvW9KZM8HISJY5e3vLExqAxETZwVTQMMrLy4mPjyc5ORlJkpg5cybjxo2rt0S0srKSxMREtm3bRl5eHs7OzgQEBNR8ftpIUVERGzZs4MCBA1RVVWFhYcHs2bNxd3dvcRJZXV1djI2NKSoqorKykkGDDGjbFi5cAGdneZt+/eSofX7+O5SVlZGbm9vo/bC3tycoKIhDhw6xf/9+NmzYwI0bN/Dw8MBcnWTYzBgaGtZUpUhISGD16tX4+voyoD41EzVEZmYm0dHRWFtb4+Pjo7HgWWpqKkePHuW9995j4sSJGmlDoDkUCgX6+voolUpUKlWD7lfqdAARBBAI3h46dOhQ4xWwf/9+wsPDuXLlCjNmzHhladiYGNlb6LPP4H/+B9LT5cW36mrZR0DtCaynp8fkyZNp3bo1W7duZcuWLWRlZTFt2jQM1DkEAoGGaVkj+BaMWglQnyCAukTgywYfeXl55Ofn4+DgUHP8n3+WVzHd3eHp2MGkSbJBoKD+ZGRkEBUVxaVLl2jbti1z5syhd+/e9T7Or7/+yqZNmzh16hS2trasXLlSK0vGqamqqmLXrl1s2bKFwsJC9PT0mDRpEoGBgVozUW0IZmZm5OXlUVZWhoGBHAR42v9H/XGoS25mZr6eOeDL0NPTY8KECTg6OhIdHU1SUhK3bt1i5syZ9OrVSyNt1hddXV3c3NywsLAgJiaG7777Dm9vb5ydnZttxaK6upqtW7eSmZnJokWLNFZ+Mjs7m/DwcCwsLPD39xcDsxaKrq4u1dXVDQ4CqJUA4vMXCN4u9PX1GTt2bI0q4NKlS9y6dYupU6fy8ccfP3c/KS6GQ4dks+Hr1+XfFy2Sx+P/+IesDPjjH6FdO3n76moFH3zwAfb29mzevJn9+/eTn5/PnDlzWvQYS9ByEEGAJqK+QQBJkigvL0dPT++lg4+srCxKSkro2LEjBQXwn/8p5yAdPy6bm/XqJZc3WbDgSf1SQd2RJImzZ88SExPDw4cP+eCDD/D29q63/L+qqopDhw4RFRVFdnY2Q4cOJTAwUKvNYE6fPs26deu4e/cuCoWCAQMGsGzZMjqp80taMGZmZlRWVlJeXv7KPHJbW1uMjY1fq0xgXXBycmLlypXExcXxww8/8K9//Ytx48YxceLEGkPR5kShUODi4oKFhQVbtmwhPDycgoICJk2a1CzpK2fOnCE1NZXevXtrzKSvurqa0NBQMjMz8ff3rzFeFbQ89PT0kCSJ6urqBu0vPAEEgreb9u3bs2TJEo4cOVKjCrh69epzqoCSEvjhB1lN6OwMRUXQrRvMmQNt2sDcuWBnJysFnJzA2Fj2EXB0dGT58uVs3ryZ48ePU1BQUJMuIBBoEhEEaCKMjY1RKBR1DgJUVFSgUqkwMTF56UD77t27KJVKunTpwqFDcs7/9u1QWQl//av878OHEBkJK1Y05tm8+TSW/P/hw4ds3ryZY8eOYWlpybJlyxg7dqzWyujv3bvHt99+y9mzZ5EkiXfeeYegoCCtNiusL2ZmZqhUqlqvRWtra4yNjZvEFM/c3JzZs2fj5OTE7t272b17Nz///DPe3t5aMwEdPHgw5ubmhIWFERMTQ1FREZ6enk26QlpUVERERAQ6Ojr4+/trrLLCsWPHSE1NZcCAAbi6umqkDUHToKenV6MEaAhCCSAQCPT19fnkk09qKghcunSJ9PR03NzcalQBDg5w4ACorWMSEmRDbnt7WQlw6NATlW5aGgQHw4gR8rZ2dnYsWrSIrVu3cvToUVatWsX8+fO1yodH8OahnTORNxB1aTJ1ffLaqKiooKqq6pWlydLT09HV1aVz585ERMB778k1zg0N5WijkRH4+sKsWbIL+uTJjXU2bzYPHz5k27ZtNfL/uXPn1luerVKpOHLkCJGRkWRkZDB48GCCgoJop9aBaRnFxcWEhISwf/9+KioqMDc3x8vLC09PzzduBUy9ul5bEMDKygpjY2Oys7NRqVQaT9tQKBS8//77ODo6Ehsby6lTp/jyyy+ZMmUKY8aM0YrPoUePHixZsoRNmzaxf/9+CgsLmTt3bo3SSdPs3r2btLQ0PD096dGjh0baePz4MZs3b8bMzAw/P7/XLg8paF7USoCGBgGEJ4BAIFDTvn17Fi9ezJEjR0hMTHzGK6Bdu3Y1AYDkZNi7F/7yF1iyBC5dgoMH5dKCK1bI/w8JkasNqIsqGRmZMn/+fGxsbEhISGDNmjXMmTOHQYMGNdv5Ct5sRBCgiahvEEBtZPQqOfDt27cxNTWlTZs2+PnB//t/8M9/yhP+Awdg5UowMZFTBDTgbfbG8SL5/6xZs7BRO7nUkaysLMLCwvjhhx8wMTFh0aJFTJw4USsHkdXV1ezZs4fw8HDy8/PR1dVl3LhxBAUFYWVl1dzd0wh1NenU1dXF3t6eBw8ekJ+f36AqEA3B1tYWf39/nJyciI+PJyoqiuvXrzNz5sxXGhI1FWpppFrhUlRUhL+/f72vk/py8+ZN9u3bR4cOHZgxY4ZGlCmSJBEeHs6DBw+YP38+Xbt2bfQ2BE3L6wYB1OUFtVW9JRAImpYXqQJu3bqFq6sro0ePxsDAABcX2aOrTRu5dPfJk6BUyikBIPsF3L0LpqZQWgoqlbwd6OHu7oGNjQ07duwgODiY3NxcXFxctLp6lKBlIp5qTURDgwAmJiYvfL+iooKMjAzMzc2xs7OjVSu5dmlEBKSkyNHHwYPlbW/fho8/bqwzeTMpLy9nz549pKSkNFj+X11dzQ8//FAziRgwYABBQUFam0d//vx51q5dy+3bt1EoFPTt25elS5e+8ROf+lTqsLe35/bt2xQUFDRZEABAR0cHZ2dnunbtys6dOzl//jx37txh2rRpjBgxotnNJO3s7Fi4cCERERGcOHGCVatWsWDBAo0FKSoqKggLC6OoqIilS5e+0svhdThx4gQpKSn07duXKVOmaKQNQdOiTgd4HU8A9XEEAoFAjVoV8P3337N//362bt3KxYsX8fDwoHv37nTr9mTb27dlrwAbG7h/X/598mS5rOCKFfDTT7BqFQwaBDo6CkaNGoWNjQ3h4eFs27aNx48f4+HhIdKSBI2KeKo1EeogQEVFxTOvHz8Ow4Y9v/2DByqKi61eqgR49OgRxcXF9OzZs2ZCMH26/PM0mZlyqZJ3322U03gjaQz5f05ODhERERw+fBhDQ0P8/f2ZMmWKxnKWX4eHDx/y7bffcvLkSSRJok2bNgQGBjJy5Mg3Ju//VdQnCNCqVSvKy8spKCjQdLdeSJs2bVi0aBEpKSkkJCQQGhrKtWvXmD59OnZ2ds3SJzVqubyZmRkpKSmsWrUKf39/uj098mkkkpOTuXDhAsOHD2fYi26YjUBeXh6hoaEYGxvj5+enFaaMgtdHX1+/UZQAzR14EwgE2oe+vj5jxoyhd+/exMXFcfbsWb766itGjx7NxIkTa1z+339fLhnYpo3sBeDkBFOnyikD27bBn/8sq3eXLHkyju/Tpz/LllkSGhpKQkIC+fn5zJ49W1QOEDQaIgjQROjq6qKnp1dj+KceUDg7yzn7oaHw9ELDgwcqrl79Pa6uyS88XkZGBiUlJTg6OqJSPVsOEKCqSj6enR3MnKmps2rZSJLEhQsXiI6ObrD8X5IkTpw4QVhYGL/88gt9+/Zl4cKFWmnmUlZWRmhoKPHx8SiVSkxNTZk+fTre3t5amaqgKeoTBGjdujVKpbLZggAgr0COHTuWbt26sXPnTk6ePMmtW7eYPn06gwcPbtbAjaGhIbNmzcLc3Lwmh9HX15eBAwc2WhuZmZlER0djaWmJr6+vRiSRkiQRERHBr7/+yty5czXmNyBoel7XGFAoAQQCQW2oF1MGDBhAfHw8e/fu5cqVK7i5uTFo0CBmzFBgZCSbAw4dCv7+UFgIn34qj/89PeF3v4MHD+DKFVkx0K4dWFp2YuLElRw9GsKxY8fIz88XlQMEjYZ4qjUhhoaGlJWVUVFRUbPK1KePPFGfNAliYp4YhHTsmE9FhfVLDbfS09Oprq6ma9eufPwx6OvLigIXF/kGo57TbdggBxr69GmKM2w5VFVVkZCQQGJiIlVVVQ2S/+fl5bFlyxaSkpLQ1dXFx8cHDw8PrTMSq6qqYs+ePWzdupXc3Fx0dXVxcXFh0aJFGs/j1kbqEwSws7NDoVDw+PFjTXerVjp16sSyZctITEwkKSmJ9evXc+3aNdzd3TUmj68Lurq6TJ06FUtLS2JiYvjuu+/w8vLio48+eu0ARXV1NVFRUWRkZLBw4UKNpRucOXOGpKQkevXqhbu7u0baEDQP6nt6Q9MBhBJAIBDUBR0dHYYMGUKPHj1ISEggNTWVtWvXMnToUNzc3JgypRWTJsmLdpWVEBAgj889PaGiQvYQWL5c9gn46Sf46it5MS862pply5ZgYREhKgcIGhURBGhCDAwMUKlUzwQBFAr4+ms5F+ijj+RAQMeOkJ1dhkJh+VJPgNu3b2NoaIiOjiPp6bBmDaSmyuaAeXnQvr18vP/5H/nGInhCfn4+27dv5+TJk9jZ2TFv3jz69u1b5/0lSeLcuXNs2rSJW7du0bNnTxYuXIiTk5MGe11/JEkiNTWVkJAQ7t+/D0DPnj1ZtmyZ1vW1KalPEMDCwgJDQ0OysrI03a06YWRkhJubG05OTsTExJCSksLNmzfx8vKiT58+zaYKUCjkHEYLCwu2bNlCREQEBQUFuLq6vtbk6dy5c3z//ff06tWLCRMmNGKPn5Cfn09ISAiGhob4+fm99J4raJmov3+vqwQQQQCBQFAXLC0t8fLyon///uzevZtjx45x7do1Jk+ejLOzM7q6+pw+DY8fQ1ycvI+6xPeQIfD3v8OtW/CnP0GrVnIqwZAhxgwa5Ie1tQ2JiftF5QBBoyCCAE2IoaEh1dXVVFZW1rymHrMvXy5P/j/6CPr3h3Pn+tG69SZMTFo/dxxJkvjll18wMzNDR8ceNzcYMwY8POTo4i+/wNWrT+qTtm3bJKfXIrh9+zaRkZHcvHmTPn364OPjQ+vWz/+NX0ZBQQFRUVEcPHgQSZLw9vZmxowZWjdxuHz5MuvXr+fnf0eA2rdvj5+f31uT9/8qjIyMUCgUlJaW1rqtOgiQnZ3dBD2rOz169ODTTz8lPj6e77//nlWrVvHJJ5/g6urarN/FQYMGYW5uzubNm4mNjaWwsJCZM2c2yMyoqKiI8PBwFAoFAQEBGvHXkCSJrVu38ssvvzBr1qx6e4EItB91+oioDiAQCJoKhUJBz549cXR0JCUlhQMHDhAWFsaFCxfw8PBg+HBHkpKebH/9Opw+LfsDADx6JKcFTJ4MCxbIr+np6eHpOQ0bG1tiYp5UDhgzZsxbP64TNAzxVGtCjIyMUKlUz6xA/u1vT96fMgVGj5ZvBD/9dJxdu3Zhavr7545TWFhIXl4etra2jBhhwocfgiTJ7+nrQ5cu0LUrZGU9SS9425EkiePHjxMbG0tubi5jx47F09OzzuZfkiRx6dIlQkJCuHnzJt26dSMoKIg+WpZncefOHdavX8/Zs2eRJAlbW1tmz56Nq6urGMT+GyMjI/T09CgqKqp1W0tLSwwNDcnJyWmCntUPMzMzvLy8cHJyYteuXcTHx3Pjxg28vLyatcJD9+7dWbJkCaGhoRw8eJCioiLmzZuHWT1vRnFxcdy8eRMPDw+N5eifOnWKxMREevbsybRp08RA6g1EKAEEAkFzYWRkxMSJE+nbty+7d+/mwoULpKenM27cOMaOHQvIQfs7d+SU3latIDsbbtyQFQB/+hMcPSrPC6ytYdkyBS4uo7CxsSYyMqKmcsC0adPeKm8nQeMgZgVNiFqGXFJSUvPauHHPbmNmJgcCHj7M+vfvzw+cs7KyKC4uZsCAASgUCn47t1OPYzt0gEb052qxKJVK4uLiSE5OrsndHzlyZJ0NxoqLi4mOjiYhIYGqqio8PT3x9vau96RGk+Tk5LBhwwaOHDlCVVUVZmZmuLu7M2vWLK2sUNCcqIMAxcXFtW5rbGyMiYkJhYWFVFRUaF15HoVCwcCBA+nUqRO7du3ixIkT/OMf/8DV1ZWxY8c2W3/btWvH4sWL2bx5MydOnKC4uBh/f/86l1lMS0tj7969dOjQgZkzZ2pkcv748WM2btyIkZERAQEBWnU9CxoP9eT9dT0BRBBVIBA0FHU5wRMnTrB3715iYmK4ePEi7u7u9OvXj379FPj6ylUDDh+G8nJwc5P3XblSTvn917/gxAmIjISBAwdgbW31TOWAOXPmiOeYoF6Ip1oTop6MPR0EqKyEzZvlvKBff5VNQLp1g3fekY2+XnRB37t3j/Lycjp37vzK9iZObMTOt1BycnLYunUr586do127dvj4+NC9e/c673/16lU2bdrETz/9hKOjI0FBQfTv319rVgxLS0vZvHkz+/bto6ysDAMDA1xdXfHz88PKyqq5u6eV1CcIoFAosLW15d69exQWFjZ7Wb6XYW1tja+vL05OTuzZs4fo6GiuXbuGt7c37du3b5Y+2draEhQUxJYtWzh+/DirVq1iwYIFtGvX7pX7VVRUEBYWRlFREUuWLNHI91ilUhEcHMyDBw/w9fWld+/ejd6GQDsQSgCBQKAN6OrqMmLECHr27MnevXs5fvw4q1evZvjw4UyZMoW4OFt27oRr18Db+0mKb/fukJ8P+/bBf/wHlJSAldUTs+DNmzdz7NgxCgoKmD9/Pq1atWruUxW0EEQQoAlRS8+fTgeYPx8cHeGPf4Rdu+QL29kZFi7siyS92Gk+LS0NHR0d4QxaC9evXycqKorbt2/z3nvvMW/evDqvRJaWlhITE8OePXtQKpVMmTKFuXPnYmFh8cLtq6tBA5XLXkplZSUxMTFER0eTn5+Pjo4OI0aMICgoSGMO6m8K6iBAaWkpkiTVGtCxt7cnLS2NgoICrQ0CgJz7PGzYMLp06UJMTAxnz57liy++wM3NjY8//rhZJjFmZmbMnz8fc3NzkpKS+OabbwgICHhlIC4lJYULFy4wdOhQhg8frpF+paSkkJqaysCBA3FTL7cI3kiEJ4BAINAmbG1tmTdvHgMGDCAuLo7Dhw/z448/MnXqVP7rv4bRq5cuU6fCzZvyouBnn8nzAzc3+Mtf5GOox5z29vYsXryYLVu2PFM5oLZFQoEARBCgSXlROsClS7K0B+TJ/5Ah8F//Bd7eW/nf/52LoaHyuePcuXMHExM44nEmAAAgAElEQVQTMdl7CdXV1Rw+fJg9e/ZQXFzMlClTmDp1ap2l0devX2fTpk1cuXKFDh06sGDBAt5///2XTharqqhJydi/H2xtYfDgJ2kZjYkkSRw8eJCwsDAyMzNRKBT07duXhQsXitrmdURHRwcTExPy8vKoqKioNV3C3t4epVJJYWFhE/Xw9XBwcCAwMJDu3buzd+9ewsPDuX79OjNmzGiWFQIDAwO8vLwwNzdn7969rFmzBh8fnxe6GmdlZbF9+3YsLCzw8/Orc8pOfXjw4AFhYWFYWVkRGBiodSU9BY2LUAIIBAJtQ6FQ0K9fP7p27crBgwdJTk4mJCSkxjiwuLg98+fD3LmyMeD8+XKpb19fef+nH42mpqbMnz8fGxsb9u/fz+rVq5k7dy7vvfde85ycoMUgggBNiFoJ8LQruaHhk2jf2bOg9qmrqChFR6fquQlKVVUVDx48wNzcHHt7+ybre0uhtLSUnTt3kpqaiomJCQEBAQwdOrRO8v2ysjLi4uLYtWsXJSUlTJgwAR8fn+fkyJIkS7TWr5erOujpySaMy5fL5i6rV8vbNGYQQJIkzpw5w8aNG7l16xYAjo6OLFiwgA8++EBr0hNaCmZmZmRnZ1NeXl5rEMDBwQGlUklBQUET9e710dPTw8XFhW7durFz507Onj3L7du38fT0ZMiQIRqZXL8KHR0dXF1dsbCwYOfOnWzYsIGCggJGjRpV891VO/VnZGQQGBiokSBnZWUl69evJy8vj0WLFtGpU6dGb0OgXai/68ITQCAQaBsmJia4ubnRr18/du/ezcWLF7lx4wYTJkxg48ZPCAw05MABucrXqFEvP46+vj7Tpk3DxsaGnTt3snHjRqZNm4aLi4sYHwpeiniqNSHqFaengwD//Kdc3k9fX5b37Nghv56bq4ODw3kMDEY8c4zs7GyKi4vp0qWLGJT8hoyMDCIjI7ly5QqOjo74+vrWeZCfnp5OcHAwFy9epG3btqxYsYIPP/zwhTdPhQIMDGSJVvv24O4OiYmyc+v27fI2paXyZ9oYZq03b95k3bp1XL58GUmSaNWqFT4+PowbN67JJ3NvCubm5lRVVVFeXo6lpeUrt7Wzs0OhUGhlhYDa6NChA0uWLOHQoUMcOHCADRs2cO3aNaZNm9bknhEKhYKPPvoICwsLIiMjiYyMpKCggClTpqCrq8u5c+dITU2lV69eTNSQocnevXs5c+YMzs7OjB8/XiNtCLQLoQQQCATajqOjI8uWLeOHH35g//79REdH063bRb77zoN793rSr5+i1nLfCoWC0aNHY2NjQ0REBFFRUeTm5uLu7i4qBwheiJhFNiHq+t1lZWU1r40cCXfvwuPHsoz8CTn07r0FQ0OXZ46RmZlJcXExjo6OTdDjlsOlS5fYtm0bDx48YNiwYXh7e9c6uQO5coDaqbWgoAAXFxf8/Pxe6h3wdO7/6tXw+edyEMDQUP4M3dzkqgxXr8rGjJ991vBzysjI4LvvvuPYsWOoVCosLCyYPn0606dP1zqX+paGiYkJ1dXVz/hzvAx1mcBHjx41Qc8aH0NDQ1xdXenevTs7d+7k+++/Jy0tjZkzZzaLyeXAgQMxNzdn8+bN7N69m8LCQlxdXQkPDwfA399fIxL9tLQ0oqKiaNu2LX5+fiKI+pbQWEEA8X0RCASaRF9fn9GjR9OnTx/i4uI4ffo0X3/9NaNGjcLUdBKSZFknhemAAQOwtLQkNDSUvXv3kpubKyoHCF6IeKo1IS8yBvzrX2Hx4t8GAODhQ3tyc1s/J1W+desWKpWqWeuAaxMqlYoDBw6QkJCAUqlk+vTpTJgwoU4Dtjt37rBp0ybOnj2Lg4MDn3/+Oc7Ozi9cXVdP/nV05Mn+55+Dg4Ncz/WLL2RjR1NTUKmgSxe4eBEuX5ZdXE1N63dOBQUFhIaGkpiYSEVFBUZGRkydOhVfX19xE28k1Nfi0wG5l2FhYYGhoSFZWVma7pZG6datGytWrGDfvn0cOXKENWvW4OLiwpQpUzCt75f0NenatSuLFy8mNDSUpKQkbt26xY0bN3B3d6dnz56N3l5paSnr1q2jvLycpUuX0qZNm0ZvQ6CdNFY6gFACCASCpqBVq1YEBAQwcOBA9uzZQ2JiIpcvX8bd3Z3BgwfXSQHq6OjI8uXLayoHFBYW4uvrKyoHCJ5BBAGakBcpAb74AnbulEt/qCtnyY7lj/jpp98/t+Kbnp6OgYEBHTt2bKpuay2FhYVER0dz/PhxrKys8Pf3Z+DAgbXuV1lZSWJiItu3byc3NxdnZ2cCAgJeeHNU5/ar77lVVRAaCkol/PnP0L+/bNji7g6TJ8vbFBTAV1/J///3R14nlEolUVFRxMbGUlxcjK6uLi4uLgQEBODg4FD3AwlqRb3SXBclgIWFBUZGRjx+/FjT3dI4pqamTJ8+HScnJ3bt2kVCQgI3btzAy8sLJyenJu3LO++8w+LFiwkODiYhIYG2bdsyduzYRlcmSJJEdHQ0P/74IxMnTmTEiBG17yR4YxBKAIFA0NJQKBQMGjSI7t27k5iYyJEjR1i/fj3nz5/H3d29ToHspysHHDt2jNWrV+Pr6ysqBwhqEE+1JkQdBHh64tG1q1z3c/RouQRIr17yyoOeXg6SpPfM6oMkSfzyyy+YmZm99ZPCu3fvEhkZyfXr1+nRowe+vr51MhLLyMggODiYEydOYGtry2effcaoUaNeusqjno+kpcF//ifMmCEbOc6aJfsCeHrKho6LF0NSklwd4M9/llMB/uu/6nYu1dXV7N27l8jISHJycmpu/gsXLhQ3aw2hVtjUJQhgbGyMiYkJRUVFKJXKWo0EtR21K3HHjh3ZtWsXx48f55///CcTJkxgwoQJTXp+5ubmFBQUYGxsjK6uLps3byYgIIAOHTo0WhuXL18mLi6OLl26MG/ePOGj8ZbxukGAysrKZ44jEAgETYW5uTnTp0+vMQ48ffo0169fZ9KkSYwaNarW1FB15QBra2sSExNF5QDBM4ggQBPyIiWAJMl55G3awNSp8Pe/w7hxSvLy2qKnJz2zf3FxMY8fP8bKyuql9erfdCRJ4vTp0+zcuZNHjx4xevRoZsyYUaucWZIkjh07xqZNm8jIyGDIkCEEBQW9MJqqlv6rVPK/X38Nv/4K48fLn9Hx47BhA4wbJ2/v4iKv/EdHy+8PGgR1UVyp+xQSEsLdu3cBWbIdFBRUJ0WDoOHURwmgUCiwsbHh3r17FBYWvjFVOSwtLfHx8aFHjx7ExcURGxvL9evX8fb2bjKlUUpKChcvXuTDDz+kS5cuJCcns2rVKvz9/Rul5GVBQQHfffcdOjo6+Pv7Y21t3Qi9FrQkXjcIUFVVhUKhEEoAgUDQbHTv3p2VK1dy+PBhDhw4wJYtW7h48SLTpk2rNT1YX18fT09PbG1t2bFjB8HBweTm5orKAQIRBGhK1EEApVJZ85r6+hsyRF5JXrAAgoJMKCn5T8aNiwKW1WyblZVFcXExvXv3fisv3IqKCuLj40lKSkKSJObMmYOLi0utK3tFRUVERkaSmJiIgYEBgYGBuLq6vtAt9WnjPx0d+fMpLITDh2XJP8CXX0KnTnKJwDFj4NIlWLkSzM1lg8C6BAB+/PFH1q9fz08//QRA27ZtmT9/PqNHj34rP9um5kX+HK/C3t6etLS0NyoIAHKAY8iQIXTu3JmYmBjOnDnDF198gZubG6NHj9boxCcrK4vt27djbm6On58fbdu2xdLSkvj4+JrViiFDhjT4epAkibCwMG7duoWXl5cIrL2lvK4ngFKpREdHRygBBAJBs2JgYMC4cePo27cvcXFxnDt3jv/93/9lzJgxTJgw4ZWeUerKAdbW1qJygKAGEQRoQkxMTFAoFM9MPA4devJ+x47y7/fuZbFwoT9du/Z6Zv/79+9TXl7+VkrEc3NziYqK4syZMzg4OODj40OvXr1q3e/69et89913XLt2DScnJ5YsWUL37t1fur2Ojuzs/9e/yuqMUaNkWf/583D/PpSXg5ERbN4MyckwfbocCFB7ANTGvXv3+O677zh16hTV1dVYW1vj7e2Nm5ubWGlqQuqjBABwcHBAqVRSWFioyW41G/b29ixYsAAnJ6ea1JRr167h5eVF69atG709SZKIioriwYMHLFiwgHb/NkSZOHEiFhYW7Nixg5CQEHJycpgwYUKDJmDHjh3j0KFD9O7dmxkzZojg2ltKYygBdHR0xP1ZIBBoBW3btiUoKIhTp06xb98+9uzZw6VLl/Dw8GDgwIGvfNYNHDgQKysrNm3axN69e8nLy2P27NnCdPotRTzVmhBDQ0N0dXWfmXjY2T2/XXW1kqqqqhrlgJq0tDSAt64ywM2bN9m6dSvp6en0798fHx+fWldj1aqB6OhoysrKmDp1KvPmzav1Rnfjhpzvv3Qp6OvDmjVQUQH/9//CX/4CgwfL7v+jRsk/v/sd2NjUfg65ubkEBweTnJxMZWUlJiYmTJkyhblz59asSguaDvW1VVxcXKftW7VqhVKpJD8/X5PdalZ0dXX5+OOP6dq1Kzt27ODSpUvcuXMHT09Phg0b1qi59OfOneP777+nZ8+euLq61ryuUChwdnbGxsaGyMhIduzYQXZ2Nl5eXvW6Th49ekRISAgmJiYEBgY2efUDgfbwukEAoQQQCATaho6ODh9++CE9e/Zk3759HD16lG+//ZahQ4fi5ub2yjGyo6MjK1asIDQ0lKNHj1JQUCAqB7yliCBAE2JsbIyenh6lpaWv3K6iogKVSvXcoPf27duYmJjUyQDvTUCSJFJTU9m9ezf5+flMnDgRd3f3WmuIZ2RksGHDBk6ePEnr1q1Zvnw5w4YNeyY6KklP/tXRkQ39hg2Tc/9HjICAAPn9nj1hyRI4cQI6dIB162SVgPqjqS0AUFZWRnh4OPHx8ZSWlqKvr8/48eMJCAjApi7RA4FGMDU1RV9fv86Tejs7O3R0dMjJydFwz5qfdu3asWTJEpKTk0lMTCQ4OJhr167h6enZKN/Z4uJiIiIikCSJgICAF17PvXv3ZunSpYSFhZGSkkJeXh6+vr51al+lUhEcHExmZib+/v5NXvVAoF00RolA4QkgEAi0ESsrK2bNmkX//v2Ji4vj6NGj/PTTT0yZMgVnZ+eX3rdeVDlg/vz5ODo6NvEZCJoT8VRrQoyMjGqCAHIZwBdLdsrLy1GpVM8oAVQqFffv38fMzOytiNYplUpiY2M5fPgwenp6+Pv7M3z48FfKnH5r/jd06FAWLlz4wkoK6sOozf+2bYOLF2Vjv337YPVq0NWVqzc4OsqpAMuXQ2KinA5QG1VVVezatYtt27aRl5dXE7UNCgpqVOdzQcMwMzNDX1+f3NzcOm1vYWGBoaEhWVlZGu6ZdmBgYMCECRPo3r07O3bs4NixY6SnpzNjxgzee++915LWx8XFcePGDdzc3F6Z0qMORkRGRnL69Gny8/Px9/fn3XfffeXxDx06xNGjRxk8eDCT1XU7BW8tr6sEqKioEEoAgUCgtSgUCnr37k3nzp1JTk7m0KFDbN68mfPnzzNt2jQ6der0wv3MzMzw8/PD2tqaAwcOsGbNGubMmSP8c94iRBCgCdHX18fQ0JCysjIqKytfWNpDpZJLzkmS9IyENScnh6KiIjp27FhrSZCWTm5uLhEREZw7d46OHTvWqa5pfcz/1ERFyXL/Y8fAxwdSUqBzZ1nmv2ABbNoE9+5Bbi6YmcmeDT17vrrvkiSRkpJCaGgoDx8+rLk5BwUF0bt37/r/MQQawcTEBAMDAwoKCl4ZkFOjDgJkZ2c3UQ+1g86dO7NixQoSEhJISUlh7dq1fPzxx7i5uWFubl7v46Wnp7N3717eeecdvLy8av27W1lZsWDBAmxsbEhJSeHrr7/G19eX/v37v3D7e/fuERERgZ2dHQEBAS2+nKPg9VGvhFVVVTVo/8rKSuEJIBAItB5jY2NcXV3p168fu3bt4tKlS6SnpzN+/Hg++eST51KMQZ6XTJ8+HVtbW3bu3MnGjRuZNm2aMKl+SxBPtSZGXW+8rKwMAwMDysvh9Gk4elT+SU+Htm0d0NXlmXSAzMxMiouLXxrRe1O4c+cOERER3Lx5k0GDBuHj41NrWa/6mv+lpckr/Hp68OABBAfLFQB0daGsDP75T7kc4Ny5cOYMfPbZi70bfsv58+fZsGEDN2/eBODdd9+tk4JB0PQYGBhgampKXl4eSqWy1hQTS0tLDA0N34p0gN9ibGzMtGnTcHJyIjY2lkOHDnHz5k28vLzqZM6pprKykvDwcAoKCli4cCFWVlZ12s/Q0BAvLy/s7OyIi4tj3bp1eHp6PlfeSKlUsm7dOgoKCli2bJlQ3AgAaoLmT1flqQ+VlZUoFAqhBBAIBC2CDh06sGTJEo4fP05CQgI7d+7k4sWLeHh40KdPn+fGowqFAhcXF2xsbAgPD2fr1q3k5ubi5uYmKge84YggQBNjZmbG/fv3KS0txdLSEmtruaTcihWwahU4OUFc3Em++YZnTOzu3LlDVVUVXbp0acbea5Zz586xbds2srOzGT9+PJ6enq9cyfut+Z+bmxtz586t+btJkiz7f7rs3/378Omnsuz/k0/kv3evXrBhgzzhHz4cxo6FAwcgK0v+bGpLQ7516xbr1q3jwoULSJKEvb09c+bMYdKkSY1qpiZoXKytrXn06BElJSW1BgGMjIwwMTGhuLgYpVL5Vq4w9+7dmw4dOrBnzx6OHj3K119/zfjx45k0aVKtfz+Aw4cPc+7cOYYOHcqIESPq1baOjg5jx47F1taWqKgotmzZwuPHj3F3d6+Z5O3evZsLFy4watQoxowZ06BzFLx5GBgYoKOjU+dKIL9FKAEEAkFLQ09Pj5EjR9K7d2/i4+M5ceIE33zzDc7OzkyePPmF/joDBw7E0tKS0NBQ4uPjyc3NFZUD3nDEU62JMTMzQ5IkCgoKaNOmDfv2wQ8/yMZ0cXGy+7xKZV2zrZq0tDT09fXfSCWASqXi4MGDxMfHo1KpmD17Ni4uLq+cQNdm/rd1qzyxj4+Hpxcc27WDL76AOXNg0CBZDaBUyukAe/bA11/LQQBra/nnVWRlZbFhwwZSU1NRqVSYm5szbdo0vLy83viUjTcBKysrKisrKSkpwdbW9pXbKhQK7Ozs+OWXXygsLKy1OsWbioWFBbNnz8bJyYndu3eze/dufv75Z7y9vV9pKPTo0SO2b9+Oubk58+fPb/Cq6qBBg7CxsSEsLIy9e/eSk5PDvHnzePDgATt27KBdu3avdXzBm4eBgQG6urqUlZXVe19JkmqCAOI7JRAIWhq2trb4+PjQv39/4uPjSU5O5urVq7i5uTF06NDn7mudO3dm+fLlNZUDCgsL8fX1fWvHPG86IgjQxKgn9gUFBQCMHi3/PH4s153/+mu4eHEYH37IM/k7v/zyC6amphqp2d2clJWVER0dTWpqKlZWVvj4+NCvX7+Xbi9JEkePHiU0NPSl5n+//72cYvHHP8oBALUiAGTPhd69Ydky2LtXNvm7cAH+8Af4j/+A9u1r73NxcTGhoaHs37+f8vJyDAwMcHV1xc/Pr0F50oLmQX0tlpSU1Gl7e3t7fv75ZwoKCt7qB6JCoeD999/H0dGR2NhYTp06xZdffsmUKVMYM2bMc/JBSZLYtm0b9+/fZ8GCBbSvy0X2ChwdHVm2bBlhYWGcPHmSvLw8srKyqKysxM/P760wThXUndcJAlRXV1NdXY2+vr5QdQkEghaJQqFgwIABdOvWjQMHDnD48GE2btzI+fPnmTp16nNmu61atWLJkiU1lQNWrVolKge8oYggQBOjnnioS5MFBsKVK2BrK0vRv/kGTp5cx759OjXGgCUlJWRnZ/87faCW5ekWRE5ODhEREVy4cIEuXbrg5+f3yglCYWEhW7Zsean5n0oFlZXw6BEcPCiX8SspAUNDecUfngQDfH3h+HHYvh0yM+UgwO9+9yRt4EVUVFQQHR3Njh07KCoqqqmrHhgY+MYFZ94Gnr6+6oKtrS0VFRUUFRVpslstBltb25oSfPHx8URFRXHt2jW8vLyeKWN6/vx5Dh8+TM+ePXF1dW2Utu3s7Fi0aBHbtm0jKSmJ+/fvM2XKFD788MNGOb7gzeF1ggAqlQpJkkRerEAgaPGYmpri4eFB//79a9Lnfv75Zz755BPGjBnzjPpYXTnAysqKgwcPisoBbygiCNDEWFhYAPKEFuQJa1aWLD1XT2JLSsrR1dWtyTtW5y07OTm9MQZz6enpREREcOvWLYYMGcLcuXOxtLR86fbXrl1jw4YNXLt2jR49erB48eIa879ff5VX8HV15Z+0NDmwcvky7NolpwDMnw8ffCC/r/YIGDYMdu6UzRjh5QGA6upqEhMTCQ8P59GjRygUCgYOHMjChQvp2rVrY/9pBE1EfYMANjY2NekDAhmd/8/eeYdFdaZ9+J4ZBmYcem8qdlGIrjV2jSWxIBoEYkfFmmjMrptkN5tN/ZJsEtdNs8QuokZFsGAMsQu2GBULUVQUFRFBEBjqlPP9MZlRrKgolve+rrmUM+95zzkDM3Pe3/M8v0cup3PnztSvX5/Vq1dz8OBBPvvsM0JDQ+nUqRMlJSUsWbIESZKIjIyslHdAZalRowYBAQHExcXh6upKWloau3fvpn379s/M56Tg4VEqlSgUigfyBNDr9ZZMAIFAIHgWMKf8JyUlsWHDBmJiYjhw4ADBwcG0atXKkvWkVCoJDw/HxcWF1atX8+OPPxIeHk7Xrl3Fd+wzghABHjM3iwCxsabtKSkmb4A5c2Djxkjatt1qqSvPyMiguLj4mUjFkSSJffv28dNPP5Gbm0tQUFAFc6+buZv5X0YGvPMOpKdDly7QtSv06AH9+8OCBaZa/4ULYfZsWLkS9Hro3Pn6Yl+STC3/7tT2T5Ik9uzZw9y5czl79iwA9evXZ/z48bRu3foRvDqCx4lZBNBqtZUa7+zsjMFgsLx3Bdfx9vZm4sSJbNmyhZ9//pn58+dz/Phx1Go1J06cIDg4uMpbZObl5TFv3jyUSiWvvfYau3btYt68eWRnZxMUFCRquAXAw2cCCBFAIBA8ayiVSrp27coLL7xAfHw8u3btYtasWbRs2ZIBAwbg6+sLmEoJevbsiZOTE0uWLGHp0qXk5+c/1HeszmCkRGdABqiVCqwUotSquhAiwGPGHO2+eSHh6wtDhsCECfDWW59w+rTS0iLw1KlTAHdte/c0YDAYiI+PJz4+HoCIiIi7Koo3m/9NnTrVEuU7eBDeeAMGDYKPPjKJKcuXQ7duJsf/9etNooCXlynVf/RoMK/1zB4BdxMyU1JSmD17NkePHkWSJDw9PRk1ahS9evUSCugzglkEKC4urtR4W1tblEqlpZRHUBGlUskrr7xCo0aNWLlyJfv27ePq1at4eXkxePDgKn3fGI1GFixYQHp6OsOGDSM0NJTAwECWLFnC6tWrycnJYciQIbftiyx4vlAoFCiVSoqLizEYDPd14yoyAQQCwbOMs7Mzw4YNo1WrVqxdu5b9+/eTkpLCyy+/TM+ePS3foa1atcLOzo758+cTGxuLVqslLCysUibYF/OK2Xg0kz1pVzmWUcDVojIUMhnIwGCU8LBX0czXkXZ1Xej7gheuts9f96XqQogAjxlzb2xz9PHIERg5EnJzTYtSBweoW9cRpVJpefOlpaWhVqsr1Nk+bRQVFbFixQp27tyJq6sro0aNumNk0Gz+N3/+fC5fvnxb8z8PD5O532uvmX7+y19Mr6VCYcoKOHHClF2RmWkSAkpLry/677YWuXjxInPmzCEpKQmj0YijoyPh4eEMGjRI3Ag+Y2g0GhQKhcWk816YRYCrV68+4jN7uqlTpw5vvPEGn3zyCWfOnMHJyYm1a9cSEhJiyYR6WHbu3MmWLVto1qwZoaGhyGQy/P39mTx5MosWLWLbtm3k5uYyevRoXF1dq+SYgqcTmUyGSqWisLCQ8vJyi7heGcyeAKLbi0AgeFYxf3/Wq1ePXbt2ER8fz6pVq/j9998JDg6mRYsWyGQyGjVqxJQpU5g7dy6bNm2isLCQESNGWAIqNyJJEomnc5i14wy/p+chSVBuMFqeN0qS5f+Z+aVk5l9me+oVPvv5D7o0dGNCl3q0qPXseKA9qQgR4DFjFgHM5mLjx8P335vq0wF27ZIYOHAw3bunoFarMRqNXLhwAY1G89S6XmdlZbF48WKSk5Np3LgxY8aMwdvb+7ZjCwoKiIqKYtOmTRXM/7RaJd98A2++aRrn4wPBwdf3c3eHc+dMi30nJ4iMhEWLTJkVp06ZygTu1jr82rVrzJs3j4SEBMuNYlBQEBERESKa+Iyi0WhQKpXk5uZWery1tTV5eXmP+MyefpKTkzl27Bjt2rXDwcGBLVu2kJqayuDBgwkMDHyorIDMzEzmz5+PnZ0d48ePr7Co8/b2trga79mzhxkzZhAZGflMtlYVVB6VSoXBYLhvEUCn02EwGKrUy0IgEAieRKytrenevTvNmjVjw4YNJCUl8f3339O2bVv69++Pt7c3vr6+TJkyhfnz55OYmIhWq2XMmDE4Oztb5skuLGPa6mR+O5dLcbmh0scv1ZlEgl//yGLXqRx6B3jyUf+m2KlEAO5RIUSAx4y9vT0ymcySCVBScl0AAGjVqhS93pQFoFAoyMnJIT8/Hx8fn6fyRuTEiRNERUVx7tw5OnbsyLBhw+7YRu9G878mTZrw+uuv07BhQ7ZsgbFj4do10yL/nXdM5n433sulpECdOqaWfwCuria3/wEDTGMbNrz9+ZWWlrJ06VJiY2MpKirCysqKXr16MW7cOBFBfMYxL+orm95vFg0qmznwvFJUVER0dDRWVlZERkbi6+vLunXr2LFjB//73/94+eWXCQoKeiBxTa/XM2fOHLKzs5kwYQL169e/ZYy9vT2RkZE4OTmxeYf82T0AACAASURBVPNmZsyYQUREhHA1fo5Rq9UWEeB+KCsrw2g03pdwIBAIBE8zrq6ujBw5klatWrFu3Tp2797NsWPHeOWVV+jevTsuLi5MmjSJJUuWsHv3br777jsiIyPx8fEhIeUyb608TLneiM4g3ftgt0GSoERnIP5oJttTs/lxWEta+Tnfe0fBfSNEgMeMWq1GqVRaHMbr1jXVtA8fbnp+1iwJtTrT0qojMzMTrVaLn59fNZ3xgyFJEomJiaxatYqCggL69x/Iq68GW1LqzQ79YDL/W7t2LStXrrzF/A9Ao4HPPoMXXoDBgyE8HPz8THOYa/uvXoVOnUzzffEFtG4N3bvDbdYIgGkxsW7dOpYuXUpubi5yuZy2bdsyYcIEETV8TqhRowbW1tYUFhZWqlbYPL6goABJkoQ3xB2Ij4/n1KlTDBgwgEaNGiGTyRg8eDCNGzcmNjaWdevWceLECYYMGXLf3TXi4+PZs2cP7dq1o2/fvnccZ21tzWuvvYarqyuxsbHMnDmT0NBQevbsKfq9P4eYs+oeRAQALJ16BAKB4HlAJpMREBBAgwYN2LFjBxs3bmTFihUcOHCAAQMG0KxZM8aMGYOtrS2bN2/m22+/xavjIGb/lmOJ6D8sZXojZfpyhi/Yx8whLenW+OnMhn6SESLAY0atVmNlZWURARYuhI8/hrAw0/N/+YuBpk2nY2/fGID09HR0Oh0N7xTKfgLR6/WsXbuWX375BblcTkTEGLp06YhMJmPuXFNU33wffunSJX788cfbmv+ZefFFaNbMFPl/5RX4xz9MJoByuUkxBDh0yNRqMSoK/P1NpoG3w2g08uuvvxIVFcXFixcB8Pf3Z+LEibzwwguP8mURPGHIZDIcHR25cOECRUVF96xXt7KywtbWlqKiIkpKSkSZyG3IyMggLi4ODw8PwsPDLe9jc1vNOnXqEBMTw969e/nyyy/p3bs3vXv3rlSkNS0tjejoaNzd3Rk7duw9PTrMrsYuLi4sW7aM6OhocnJyCA0NFTXezxkqlQpJktDpdPe1n1k0ECKAQCB4HrGxsaFXr140b96c9evXs2fPHr799ltefPFF+vfvz9ChQ7Gzs2NuwiFWJWVilFV9V54SnZGJy35nYUQb2tV1qfL5n2eECPCYsbGxQalUUlpaisFgwMFBwfTp159PTc1k0qR8S8r86dOnsbKyemraAxYWFrJ8+XISExNxdKzNpElDady4MRcumBz6HRxMgoe9fUXzv/bt2zNhwoQK5n83Yl4j/O1vphaAq1ebOgPIZKYSgd27wc0NPvnE1AbwZiRJYtu2bSxevJj09HQAatasyZgxY+jSpYuI6j6nODo6cubMmUqJAGDq7pGXl0dRUZEQAW5CkiSWLVtGTk4Ob775Ji4ut35ZOzk5MXr0aPz9/Vm/fj0xMTEcPXqUsLAw/P397zh3aWkps2bNoqioiPHjx9+XSWqLFi1wdnZm0aJFbNy4katXrzJy5EhLpxbBs49Z9HnQTAAhGgkEgucZd3d3Ro8ebSkR2LVrF8eOHaNPnz40atWJ1P1WGHl0WXalOiPjog6wY1o3nDXi87iqECLAY0Ymk6HRaLh69SqlpaUEBWm4wSSTwkIvTp/+ipCQvQCcPXsWjUaDp6dnNZ1x5bl06RKLFy/m2LFjqFR9yMsbiIuLaaE0Y4apBeKoUSbzv08/jWP//lVYW1szYcIE+vXrVyn3fXd3U1eAH34wiQCbN5tM/+bMgY4dbx1vLktYtGgRZ86cAcDLy4thw4bRu3dvkRr8nOPg4IAkSZbMnHvh6OhIeXk5RUVFuLm5PeKze7o4ePAgiYmJBAQE0PMuLpxyuZwOHTrQuHFj4uLi2LNnD9OnT6dnz57069fvtk7Dq1evJjk5mV69etGtW7f7Pjc/Pz8mT57MkiVL2L9/P3l5eZYaRsGzz8OKACITQCAQPO/IZDKaNWtGo0aN2LZtG5s2bWJp9DKO+xag59H7ppTqDLwdk8y8Ea0f+bGeF8QKqBrQaDTo9XpKSkr4+muYPt30+Phj8PG5hoPDMRwcHCgtLSUrKwsHB4cKzptPIsePH+e7777j+PHjdOnShdGjX8XDowYLF5qev3wZjh6F117LpUOHZD7+eAAGw6t8/vnnDBgw8L7a7w0ZAoWFpnaA0dGmTICbBQBJkti7dy/jx4/n/fff58yZM7i7uzN16lSioqLo27evEAAElgXn/YgAOp2u0uOfF8wGm0ajkYiIiEpFTl1cXBg9ejTjxo3Dw8ODdevW8cUXX3D06FGkG5TRY8eOERMTQ+3atRk1atQDv29dXFyYMGEC3bt35+zZs0yfPp2UlJQHmkvwdGH+frlfEcA8XmQCCASCZ4kPP/wQmUzGuXPn7ntflUpF7969effdd1EF9iLfaMONy8mcDTNI/6Jf1Z3sn+gMEkmnr7L5j6wH2t/Pz4+uXbtW7Uk95YhMgGpAo9FgMBgoLCykRYuKDvSXL+9lx45AHB0vkZWVhVar5YUXXnhiF6ySJLF9+3bWrFlDUVERr74aQnBwf7KzFdjYwK5dpvT8Tz8t5+23T3Phwq94eu6nRYsxGI3DaNiw8ot/SQKDAf7+dygogNhYU2nAzedz4MABFi5cyB9//IEkSbi6uhIeHs6AAQPuS2wQPPuYU/oru6h3dna2ZAIIrpOQkEBKSgovv/wygYGBld5PJpPRpk0bGjZsyNq1a0lKSmLGjBm89NJL9O/fH5lMxqxZszAajURGRt62xOB+UKvVjBgxAhcXF+Lj4/nmm28YOnQonTp1EiVBzzAiE0AgEDztbN++/ZZMOBsbG7y9venSpQtvv/32XcvqqhoPD0/2a50wPsblSYnOwP82p9LD//alw4L7Q4gA1YDZ9f52rckKCgpwdU3EwaEVmZmZFBcXP7F+AOXl5cTGxvLrr7+iVNowbtw42rZtS1KSjFGjYORI0Grhq6+KcXNbTGFhHI0be/Lqq1NZuLAVzZrd3023TAZWViZzwBkzbn3+8OHDzJs3j+PHjyNJEk5OToSFhRESEiIiOYLbcr+ZAC4uLuh0OkuLTwFkZWWxevVqnJ2dGTJkyAMtph0dHRkxYgSBgYHExcWxadMmjh8/jqOjI6mpqQwaNIg2bdpUyfkqFAqCgoJwdXXlp59+YsGCBWRnZxMcHIyVlfhKfBZ5UBFAZAIIBIInjcGDB9OnTx8ASkpKOHLkCPPmzbN47NSuXfuec/zrX//i3XfffSiBc+epbEr1Rh53UvnpK1pOZRXSwOP27cbvxMmTJ4XYfxPijqcaMJv+Xbt2jXPnYOpUSEoyRbo9Pbvg7v5vnJxe4siRIxiNxidSBMjPzyc6Opq9e/fi7e1LZORo6tevj05nupbJk2HyZImaNQ/w3XenOXDAkyFDutO9eyR//7szQ4fCtGkPduyXX67487Fjx5g3bx7JyclIkoSDgwMhISGEh4eLCI7grpgFucqKAPb29sjlcnJzcx/laT01SJLETz/9RGZmJhMmTHgo7xJzB4H69euzYcMGtm/fzo4dOwgICKBv375V+uUtk8lo3749Li4uLFmyhNjYWHJychg2bNhtPQkETzciE0AgEDwrtGjRgmHDhlXY1qBBA958803WrFnDW2+9dcd9CwsLsbOzw8rK6qFF74W7z1EuPf4sZZ3RSNTedD4ODriv/cTn+K08mTnmzzhmESA/P58hQyA01NTeLisLGjZMJiXlX6jVas6dO4eNjQ2+vr7VfMYVycjI4PvvvycpKYmAgACmTfsrHh71GTAAtm8HoxESEnT88MMPrF79MUrlBRSKbqjVf6NHD2dWr35wAeBGTp48ybRp05gyZQqHDx/G1taW4cOHs2LFCkaMGCHe8IJ7otFokMlkFBYWVnq8tbU1eXl5j/jMng6OHTvG9u3badSokSUy8bDY29vTs2dPysvLcXV1pbi4mG+++YZ9+/ZV8AqoCho1asTkyZMJDAxk586dfPvtt2RnZ1fpMQTVjxABBALBs4y3tzdw/bPu3LlzyGQyPvzwQ3766SdatmyJWq1m8uTJwO09AczbTp48yT//+U98fX2xsbGhWbNmbNy48ZZj/n4mi7ytC7j4/QjOf/0qmYvfouTswdueX9mlk+RsmEHGnHGc/zqE8/8N5XLU3yk+ubvCuLxtC0n/oh/lV87eMoextMh0nFWfsiftqmX7vHnzaNGiBWq1GgcHB3r16kViYuIt+9/OE8C87cSJE/Tt2xc7OzscHBwYNGgQly9fvmWO/Px83nnnHerXr4+NjQ1ubm4MHjyYtLS02173k47IBKgGbhQBDAYYOvT6c35+SchkAdSoUYMLFy5Qo0YNXF1d7zDT4+fEiRMsWrSIjIwMunfvzuDBgzl7Vs3f/ga9e0PPnlBaeooVKzKYObOcnj3rMm3aIH74wREXF5NAUK/ew53DmTNnmDt3Lvv378doNGJra0u/fv0YNmyYJbIrEFQGjUaDUqms9KL+fsc/y5SXlxMdHU1ZWRkjRoxAra4ad2CDwcCCBQu4dOkSw4cPR6VSsXXrVmbNmkVycjIhISEP7Q1wI56enkyaNIno6Gh2797N9OnTGTt2LPUe9oNK8MRg9oLR6XT3tV9xcTFyuVyUAwgEgieG4uJicnJyAFM5wLFjx3jvvfdwdXUlJCSkwti4uDi+/fZbJk6cyIQJEyrVCnnkyJEolUqmTZtGeXk5//vf/xgwYACpqan4+fkBcKWglHOrP6fo5B7U9dugrtMC3bVMstd8hpXjrfX6xal70OVepIZ/J6zs3TCWFKI9toXs2M9wDZqGpmlXADSB3SnYF0PRsa1YvzSmwhxFJ3Yh6cuxDXiJc1eL0BuMvPfPf/Dll1/Spk0bPvvsMwoLC/nxxx/p1q0ba9eurVRwIiMjg65duzJw4EC++uorkpOTmTNnDgUFBSQkJFjG5efn0759e86fP8/o0aNp2rQpmZmZzJw5k7Zt23LgwIFKlWI8SQgRoBow96cuKCggJARmzTIJATIZ7NvXEg+PZBSKl8jJycHOzg5HR8dqPmMT+/btIzo6moKCIkJCQggKCkKhUGBtDXv2QIsWBlatWkNU1EasrWuTnT2FwkI7xo1T8s9/mjwCHob09HTmzZvH7t27MRgM1KhRg759+zJixAiLsCIQ3A/3G9k3j7+dn8fzxrZt2zh8+DCdO3emVatWVTbv1q1b2b59Oy1btiQ0NBSVSkVAQACxsbHs2rWLEydOEBISQrt27arMMNXOzo4xY8bg7OxMQkIC//3vfxk6dCjt2rUTNYTPAA+aCVBcXIyVlZXIBBAIBE8MH3zwAR988EGFbU2aNGHXrl23lOQdP36cI0eO3JdhoKurK+vXr7d893Xr1o02bdowZ84cPv/8cwAWrVpH0ck9aAK649rvevmBqmYA2Wv+75Y5Hdq/hlPXiArb7FoFkbnwTfJ3/2QRAaxda2Ht2YCilB04do1AJldYxhcd24pcbY+6fmusFXK27D3MV199RYcOHdi6davlcz4yMpImTZowadIkzpw5g0Kh4G6cPn2an376ibCwMMs2uVzOzJkzOXHiBI0bNwbg3//+N2lpaezdu5dmzZpZxkZERBAYGMgHH3zAokWL7vHqPlkIEaAaMIsAWq2WP99PvPMOgERJyUAA6tRRUVKykGnTPq72zgBGo5GEhARiY2ORyWSMHj2SgIBOrFolw9fX1J7vm2+u8te/Svj7b6RePSPvvtsLNzcnUlJkjBsHL7744Me/ePEi8+fPZ+fOnRgMBlQqFUFBQURERDwxAong6cQc2c/Pz0eSpHsu+IQIYCI3N5eVK1diZ2fHiBEjquwzKiMjg0WLFuHo6Mj48eNRqVQA+Pv74+fnR0JCAgkJCcyZM4fDhw8zaNAgPDyqxiVYqVQSGhqKm5sbMTExzJ07l0uXLhEcHCy6ijzlWFtbI5PJKC0tva/9iouLUSgUQgQQCARPDOPGjSM0NBQwtedNSUlh+vTp9OnTh23btlWIRvft2/e+Owa8+eabFe6FWrdujZ2dHadOnbJs2/ZLPAD2bV+tsG+Nhu2wcvZFn3uxwna5tcryf6OuFElfDpKEqvYLaA/9jLGsGLmNqVuTJvAl8n6dQ+m5w6jrtgRAd+0yZRf/wK5FX2QKJXK5jPgN65AkibfffrtCtpa3tzcRERF88803HDp06J5BCm9v7woCAMBLL73EzJkzOX36NI0bN0aSJKKjo+ncuTM+Pj6WTAww3Re++OKLFbIGnhaECFANmBeuhYWFFBRc315aWsbQocOxtbVl6tSpTJs2jVq1Qu4wy+NBp9MRExPDL7/8goODA6NHj6a8/AVatTIZ9CUmSnTocJasrFm4udXj8uV/sWaNHe7u7gA0aPDgx758+TLz589n+/bt6HQ6rK2t6d27N6NGjarSdGDB84tSqcTW1pacnBxKS0vvmdKuUqmwsbGhuLgYnU733C4OY2JiOH/+PBEREVXmWVJeXs6sWbO4evUqb7zxhiXt0IxarSY4OJimTZsSExPDvn37SE1NZeDAgXTq1Omean9lkMlkdOvWDU9PT5YuXUpsbCyZmZkMHz5cCI5PMdbW1sjlckpKSu5rP7MIIMoBBALBk0KDBg3o0aOH5ed+/frRpUsXXnzxRd555x1WrFhhea5hw4b3Pf/tzMidnZ25evV6Hf7li+kgk6N09rllrNLlVhHAUHSNazujKD61D2PxrUEUY6n2ugjQpAt5W+ajPbbVIgIUHdsKSGgCu1v2uXg+HYCmTZveMl9AgMk0MC0t7Z4iwO2u17zGMF9zdnY2V69eJSEhATc3t9vOU90B2wdBiADVgPlmUqvVsmQJdO0KtWrB1q06Tp7sQ+vWpzl79iwGg4E6depU23kWFRWxdOlSEhMTqV27NpGRkfj5+fHBByZjv2HDCvjoowQ2bChDo6nPhx96ExVVh/fflzNnzoMfNzs7mwULFrBlyxbKy8tRKpW8/PLLjB49usqifgKBGScnJy5duoRWq72nCCCTybC3t+fKlSsUFxdbsnqeJ1JTU0lISKBOnToEBwdX2bzr16/nt99+o1OnTrzyyit3HFe/fn2mTp3K5s2b2bRpE/Pnz+fw4cOEhYVZzJEeFn9/f958802ioqLYt28f2dnZjB49+hZhQvB0YG1tjUKhuO9MgNLSUpEJIBAInnjatm2Lg4MDW7durbC9Ro0a9z3XnQT1Csa8krHS80mSRNZP76O7egH7lv2x9mpgWvDLFWiP/Epxyg5TezTz8dX2qOu1oiR1ryVDoOj4NpQuNbHx+jOyKIG8iir17hZAMF+z+d8ePXrwjil1+5lAiADVgEajwcrKCq1Wy1dfmfwALl+GN95Qo1Qq2LJlLIGBcSiVSmrWrFkt55iTk8OCBQtJTj5MQEAAERGRxMW50bMnWFvDjh25/PHHB5w4cQIfn0gUiqG89potHTqYuhw8CLm5uSxYsIDNmzdTWlqKlZUVPXr0YPTo0VV2cy8Q3IyrqysGg4H8/Pw7Krw34uDgQEZGBlqt9rkTAfR6PUuXLkWr1TJlypQqM+JMTU1l+fLleHp6EhkZec/WRTY2NvTt29eSFXDo0CFOnTrFgAED6Nq1a5VkaLi7uzNp0iRiYmLYunUrX3/9NcOHD6dNmzbCJ+ApwywC3E8mgF6vp6ysDJVKVSVZJgKBQPAoMX9mVSVFRUVkZ2dTXl7O1atXWbhwIefPn6e4SAuSEV1uBtZuFc3wdFcrZgHorpxFd+UsDh0G49hpaIXntMm/3Pa4toHdKTm1l+ITiVi5+KLPy8TxBk+BUr2BQP+GxGDyPbjZyDclJQW4fZT/QXBzc8PR0ZGCgoIKWRhPO0IEqAbUajVKpZLi4mKUSlAoID4egoLySUmJ5vjxVyydAcxp9Y+T9PR0FixYwOnTp+nQoQNhYSNQKm05ehQaN9ZRUpLE4cMFODg4M3p0CF27BvHvf9egoABq1jQ97of8/HwWLVrEpk2bKCkpQaFQ0KVLFyIjI6tNBBE8P5jdcgturM25C05OTpSXl1NUVPQoT+uJJDExkQMHDtC6dWvat29fJXNqtVp++OEHSktLeeONN24xNrobfn5+TJkyha1bt7Jx40YWL15McnIyYWFh1KpV66HPTa1WM2TIEDw9PYmLi2POnDlkZGTQv3//h+6xLHh8PIgIUF5ebvGgEaKPQCB4kvn1118pKiqiQ4cOD7S/0Wi03NMkJiaSmJjI2bNnycrKori4mIKCAoxGIzt27ECtVhPYuAGpRw9RsG9NBWPA4tQ9t5QCYE6Tv6nFb3n2OYpT99z2fNT1WiNX26M9thWliy/I5BbzQAA7lZLXBr3KR++/x1dffUXv3r0t4n9mZiYLFy6kdu3a/OUvf3mg1+Nm5HI5Q4cO/bP1+WoGDRp0y5grV65Uy5rtYRB3MdWASqXCysqK4uJi7OwkvvlGxvz58N572SQn65HJrMjKykKj0eDs7PxYz+3YsWMsWrSYK1ey/mytEc5f/2rFDz+Ap+c13nnnJE5On+PoOIySkr+RlmbHjBkyJk6ESnQeqUBhYSFLliwhPj7eUnvZoUMHIiMjq7UMQvB8cb8igLOz83MpAuTn57N8+XJUKhUjR46skuioJEksXryYlJQUBgwYQOfOne97DnO50I1ZAadPn6Z///706NHjoeu55XI5PXr0wMvLi+joaNasWWPxCahMuyVB9XMvESArCy5eBCsrqFsX7OygrKwMg8GARqN5zGcrEAgEd+bgwYMsXboUMH1OHT9+nLlz56JUKvn000/vuX9JSYmlI1JCQgJ6vZ6zZ89aSgni4uKwtbVFpVLh6OhIYGAgGzZswNvbm/feew83NzccHBxwO36Rq8e2YCwtRF23Jbq8TLSHN6F0q40uO91yPKVLTZSutcjfF4OkL8PK2Qd97iUKD/+MtWttyrPO3HKOMoUVmiZdKPx9A+VZZ1D5NcPK7nq79KZe9jRq1Ii///3vfPnll3Tu3Jnw8HBLi0CtVkt0dHSVZnH93//9H0lJSYSFhREWFsaLL76ItbU16enpbNy4kZYtW4ruAIJ7o1AoUKvVf/6xljFnjoq33wYPj8sYDDYMG7abEyeKqFev3mOLNkmSRFJSEitWrKCkpISwsHD69OnN11/LWbVKoqgoA5lsOn/8MZnQ0MFERb1Mero9hw/Djz9Cly6VP1ZxcTFRUVGsX78erVaLXC6nbdu2jB07lvr16z+6ixQIbsODiAA6ne65EwHWrVtHWloar7322i2pdw/Kjh072LhxIwEBAQ/dZcDX15fXX3+dnTt3Eh8fz7Jly0hOTiY8PLxKUgKbNm3KlClTiIqKYs+ePWRnZzNq1Kinri/w84hSqbR4AtzYBSQ5GaZMgQsXTI8WLSAnBzp1gvfe06HX6x+oplYgEAgeFcuXL2f58uWASaR2cXGhZ8+e/OMf/6B169YVxhYXF3Ps2DGysrK4fPky6enpZGZmkpiYCGAx/dZoNDg5OQEQEhJC8+bN8fDwwMnJCZlMxueff469vT0NbnD7fvvLWXzxyYfkH9tG6bnDKF1r4zbwHxSl7KwgAsjkCtxDPyRv63y0R7cg6cpQutXCte9blF85e1sRAEAT2J3C39cjlZegCXjp+nZrBQP+YjIk/M9//kP9+vWZOXMm7777LtbW1rRt25Zly5bRqVOnKni1r+Pg4EBSUhLTp09n5cqVrF27FisrK3x9fenYsSORkZFVerzHgUy6KT3jbrRq1Uo6cODAIzyd54eIiAgyMjJYuXKl5Y0XGxvLN998w4gRI1i2bBl9+/blrbfeusdMD4/RaCQ+Pp7169ejUCjo23cM+/e3pGNHGW3b5jNgwFlSUnT4+h5Akl6lZ083PvpIjkp177lvpKSkhOXLlxMbG0thYSFyuZwWLVoQGRlp6cMpEDxuUlNT+fzzz+nWrRsjRoy45/jExET+/e9/M23atD+zZZ59zp07x7vvvotarWbGjBlV4pR/8eJF3nnnHfR6PZ988skDuRjficzMTGJjYzlw4ABWVlb07duXl19+2dJy8GEoLi5m5cqV7Ny5E1tbW4YPH06rVq1EyvgTzrvvvkthYSHffPONRVxv3Rqio6FhQzhwAH74ARYuND1Wry7GzW0SHTp0YOzYsdV89gKBQHBnSktLLQv9rKwsMjIyOHfuHNeuXavgE2BjY4OjoyN16tTBx8cHDw8PPD09cXd3v+/vxyuFpXT8chvl+sqbBFYFGmsFv/+rJyql8Gq5EzKZ7HdJku7eFgGRCVBtaDQa9Ho9RUVFFhHAnJ5TXl6OXq9/LCnxZWVlrFy5ki1btuDs7EJk5Bj8/ZuQkQGLF1/lvfd+AzbRvHlLxo7ty6xZHkRHm7oDVPbzwnyMmJgYrl27hkwmo3nz5owZM4bAwMBHen0Cwb2wt7fH2tqaK1euVGq8nZ0dSqWyQrucZxmj0Uh0dDR5eXmMGTOmSgSA0tJSvv/+e3Jzc5k0aVKVCgAAXl5ejB8/noCAADZs2MDKlSs5cuQI4eHhD32sGjVqMGLECLy9vVm7di2zZs0iODiYvn37Cp+AJxi1Ws21a9coLy+3/J50OpMAANCqlSkzAGDUKPj0Uyvc3LhnxxCBQCB4XEiSRG5urmXBf/nyZc6fP09GRgZFRUUYDAbAlHGs0Wjw8/Ojdu3aeHp6Whb8Tk5OVdLOzt1ORcf6rmw/eQVj5ePJD4VSISOsVU0hAFQR4o6lmrC1tUWSJPLy8ix9ts3R8by8PBQKxSNvR5WYqGXWrP1cvXqKtm1NLQC9vGqi05Xj4BBHfv5mTp9+Cw+PabRq5cGgQUoGDoRdu6ASJuqUl5cTExPDqlWryM3NRSaTERAQQGRkJM2bN3+k1yYQVBYHBwdUKhXZ2dmVGq/RaLC2traIds86+/btY+/evTRv3pxu3bo99HySJLFixQoOHjxI9+7dH1k2hUKhoHPnzvj7UHgbGwAAIABJREFU+xMbG8u+ffv46quvePnll+nTp89DpXnL5XJ69eqFp6cny5cvZ9WqVWRmZjJ06FDs7Ows4yQJRILAk4FKpcJgMFBeXm753detCx99BN27w+rVJiEAQK8HmcwU3RLtAQUCQXVQVlZGVlaWZcF/6dIlzp49y7Vr1yylTXA9ut+kSRNLdN/8eNQi5r/7NmH3mRxKdY8nG0CtVDDlpQb3HiioFEIEqCbMrcVyc3Mt2/Lz81EqlWRnZz/yzgD/938FzJxZjJ1dGdbWw3Bx8aZmTVsuX77M7Nmz2b17D97eXsydW8zGjY2ZM0dGUBD06QNdu959bp1Ox9q1a1mxYgU5OTnIZDL8/f0ZPXq0SJsVPHGoVCo0Go0lbe5eN/0ajQalUsm1a9ce0xlWH0VFRURHRyOXy4mIiKiSSPdvv/1GbGwsdevWZezYsY+8/ZqbmxuRkZEEBgaybt06YmNjOXr0KGFhYTRp0uShPo9eeOEF3NzciIqKYteuXVy5coWIiFHUqmXqanL6NPj6gggmVz9qtdoiAphZuBA++wz+8x+TH8Dnn5u2FxfD+++fY9s2HtpYUiAQCO6GOSB444I/PT3dEt3X6/WASXzWaDT4+vpSp04dS3Tfw8MDFxeXKonu3y9+rhr+1rMR//01lRKd4ZEeS61U8NWgZjhpxGdyVSFEgGrCXAJwY0pxQUEBVlZWFhHA1dX1Trs/FLNnZxIVlUvbtnN45ZUALlzoTp06Svbt28fs2bPJyMikY8cOjBs3AU9Pd9q3h9deg1697j6vXq+3GHJlZWUB0KBBA0aNGkW7du3E4l/wRCKTyXBzcyMrK4v8/Px7im8qlQqlUolWq31MZ1h9bNy4kdTUVPr3718lvh3Z2dnMnj0bhULBxIkTH1v3E7lcTrt27WjUqBFr165l9+7d/Pe//6VHjx4EBQVha2v7wHN7eXnx+uuvW3wCPv/8O1q1GsP5842IiwNHR4iLgz8/8gXVhEqlwmg0VhABHBxMAsDN2NtDo0bXhAggEAiqFJ1OV6F2PzMzk7S0NPLy8igpKbEYl1pbW2Nvb3LA9/X1rRDdf9LMSsd0qMPGo5kcv1RAueHRZASolHJeauzOy00r30JYcG+ECFBNmG9+b8wEKCwstCwufHx8qvzmQ5Lg8OFDHD0aQ8uWWQQH96Rhw1f5978V/PrrOXJz06lTx4Zx4yIJCgrGxsbUc9Pb2/S4E0ajkU2bNrF06VIuXboEQN26dYmIiKBTp05i8S944nFxccFgMFBQUHBPEUCtVmNlZfXMdwfIyMggLi4Od3d3XnvttYd+H+t0uj9FxgxGjRpFs2bNquhMK4+zszMREREEBgaydu1a4uPjOXbsGGFhYbzwwgsPfI0ajYb+/Udw+nQzVqyAnTsv8NJLpTRqFEiTJnIhADwBmDN8bhQB7obZTEuUAwgEggfBaDRy5coVLl26REZGBufPnyctLY38/Hx0Oh0ymQyZTEaNGjXw8vKyRPfNEX4XF5dHnilXFcjlMhaPbsPAmUlcyC2pciFAZSWnma8jM8JEGXFVI0SAasIsApjriiVJQqvVolQqKSgooGbNmlV6vGXLJPbuTSUzcxMODlmMHBlKu3Y9+ec/tXTosI6srF9xcBhIQcFXDBpkd+8JMX3AbdmyhSVLlnDhwgUAateuzfDhw+nevbtY/AueGu6nTaCNjQ1WVlaUlJRgNBqrJQXvUSNJEsuXLyc7O5spU6ZUSVbSunXrSExMpF27drz66qtVcJYPhkwmo1WrVjRo0ID169eza9cu/ve//9GtWzeCg4MtpVr3g9EIX3yhYPfuFvzww3G2bfuVHTvqU15ux/ffuwO2GI3wDP6pPDWYRXWdTlep8WYRQGQCCASCe2E27DMv+C9evMipU6fIy8uzfJYoFArs7e0JDAykdu3aFaL7Go2mmq/g4bBXKVkzsQND5u0lLbuoykoD1EoFbes4M2d4S6ytxBdoVSNEgGrCfFNtrivW6XSUlZWhVCopKyur0t7To0YZ2bs3Fxub02RlhfPhhzp69mxIUlISubkLKSrKoF+/rnTv3oUffrCjqAju9nkkSRI7duxg0aJFnDt3DgAfHx+GDx9Or169nslFkeDZ5n5EAJlMhlqtpqioiLKysmfSPfzQoUPs2rWLJk2a0LNnz4ee7/jx4yxbtgxvb2/Gjx//RCysHBwcGDp0KAEBAcTFxZGQkMDx48cJDQ2lZcuW9yViyuXw+uuQlARLljSlS5e3iY/Pwdt7MXPmWBERMZqaNX0s44Vh4OPH/Dd3r0wAs1hjHicyAQQCwc0UFBRYFvwZGRmcOnWKnJwciouLgev1+/Xr16devXp4e3vj7e2Nl5fXE/H99yhwUCuJm9SBb7ecYu6uNMr0Rh60aYBCJsPaSs67rzRi+It+yOXiC/NRIESAasLV1RWZTEZ+fj5g6j2t0+lQKBTIZDLq1q1bJceJji4jJSWDNm0+wsPDg+LiF9m82QG5fB7r16/H2tqa8ePHExQUxPTpVhQWwp28vyRJIjExkUWLFnHmzBnAVA87ZMgQ+vTp81SkLQkEt8MsApjfj/dCo9GQn59PaWnpMycClJaWsnTpUoxGIxEREdjY2FgWRg8Szb527Ro//PADOp2OsWPH4uXl9WhO/AEwtyutV68e8fHxbN++ne+//55OnToxcODASnsWGAzg5we7d8Pw4TBtmgsjR9rxl7/UYufOXfz3v18zbNgIWrb8y5/HfYQXJbgtSqWpvO1mEaC8HPbtg8REU+ebkyfhzBkhAggEAhMlJSUVFvxnzpwhMzOToqIiSw2/Wq3Gy8uLBg0a4OPjY1n0P2n1+48apULO33o1onegF39fncyZbC06g4Shkj0ElQoZcpmMFrWc+DLkBWo6P1+v3+NGiADVhLnXuDnyWFxcjF6vR6/Xo1ar8fDweOhjXLt2jfPnl+PllUK9evUYO3YsqallTJx4lLy8GBo2rMfkyW8gl/szahRcugQLFsDN9zySJLFv3z4WLlzIyZMnASx1wv379xe9sQVPPQ4ODshksko7/ms0GvR6PaWlpY/4zB4/5oh4r169aNasGZJ0feEfFQV9+0JlqwOMRiPz58/n9OnThIaG0q5du0d34g+BnZ0d4eHhBAYGsmbNGrZv305KSgqDBg2ibdu298xuUihM0f3cXKhTB156CYxGa4YOjcDd3ZP4+A3MmvUDXbsO5sSJbnz6qRyD4fp+QhR49NwuE6BLFzh/Htq3h06dYPp08Pc3PSfKAQSC54/y8nIuX75MRkaGpSXf+fPnKSwsxGg01bqrVCrc3Nxo06YNvr6+eHt74+Pjg52dnSiD/ZMmXvbET+7EicsFzE88y/ojl5AhQyGXUVSmt2QIyGVQw9oKncGIUiEntKUvEe39qO3ydJdHPC2I1Vs1YW4zVlhYiCRJlJSUoNPpLClEbm5uDzV/RkYGCxcu5I8//qBr19ZERERw6NAhPv74ADk5nRkzpidjxozB0dGRPXtM/ZKjoirOIUkSBw8eZP78+fzxxx9IkoSLiwvh4eEMHDjQElkRCJ527O3tsbGx4cqVK5Uab2tr+0yKAFeuXCEmJgZnZ2eGDh2KTCbjz1bETJ0K167ByJGmheuVK3AvrTIhIYHNmzfTvHlzy3xPKjKZjKZNm1KnTh1+/vlntm7dyuzZs0lOTiYkJOSen8kyGWi1cOoUrFhhbguooG/fvvj4eLFixQo++UTCx+cPior8sLbWoFAIAeBxcTsRoHNn2LMHMjPh7FmoWRO8vEwdHUpKSpDJZCITQCB4RjEYDGRlZd1i3FdQUGBpy6dUKnFyciIgIIBatWpZFvzOzs5P9PfZk0JjT3u+GtSML0Ne4HxuMUcz8knNKkRbqkcul2GnsqKxpz2BPg54OajEa/qYESJANaFUKqlRowZarZaysjKKioosbqEPm0J08uRJFi9ezIULF+jRowf9+/dn2bLlbNwYj1bbly5dXJg6dSpRUQq8vODll+HmAN2RI0eYN28eR48eRZIknJycGDRoEKGhoSIyInjmMIsA2dnZlvS+u/EsigCSJLFy5UouXbrEuHHj8PAwteKRyeDIEdi2DQ4ehAsX4KOPTL3Ue/c2pb/fjrS0NBYuXIiTkxOTJk16atIia9SoQUhICAEBAaxZs4akpCROnDhBSEgI7du3v2vZU+3asGQJKJVYIv1yObRo0YLcXG/27z+DShXFBx94s3btRGbMUNKvn2lf83jBo+F2IsAnn/DnNti4ET7+GA4cMP0uSkpKUCgUQgQQCJ4BJEkiJyengnHf6dOnuXbt2i3Gfc2bN8fPz8+y4HdzcxPlrg+JTCajtotGRPifMIQIUI3Y2dmRl5eHVqslLy8PSZIoKyvD19f3gef8/fffiYqKIj8/33Ij+9lnn3HkyBH8/f3p0SOYCxe8mToV9u+HmJiK+6ekpDBv3jwOHTqEJEk4ODjw6quvEh4ejkqlesgrFgieTFQqFba2tuTm5lJWVnbPv/VnUQQ4fvw4W7dupUGDBvTr14/UVGjUyPSck5Mpajp+POh0pswhPz84dAiGDr3VJ6CoqIjvv/8erVbL1KlT8fPze9yX89A0atSIt956i4SEBBISEpg7dy6HDx8mNDQUT8879yo2J0iZ7xnNi3s7O0/atHHi+PEabN58juzsfLTaPKAB5eUgtNVHi3kxb77hB1i+3OQDcPiwKfo/YICpJABMf8MKhUKI3gLBU4YkSeTn51dY8J85c4acnBxKSkqA68Z9DRs2pG7dupYFv6enp8hyFTw3CBGgGnFwcECv15Ofn09ubi5GoxGj0fhAnQEkSWLnzp2sWLECo9HI8OHD0el0vP/+++Tn59OvXz9GjRrF55/bM2MGvPeeyQzJTGpqKvPmzePAgQMYjUbs7OwIDg5myJAhT00ETyB4UGQyGe7u7mRmZlJQUHBPEcDe3v6ZEgHKy8tZunQppaWljBw5ErVazccfw4YNEBcH3bpBx46mjICQEGjRAj77DPLzbxUAJEli6dKlHD16lL59+9K9e/fquagqQKVS0b9/f5o2bUpMTAwHDhwgNTWVgQMH0rlz50r5oZjFgEWLIC7OhpEjm9GxYxHz55/jl1/msW7dNNTqesyeLbMICCIroOoxG3je+J59/XWwtTWJW127QuvW18WY4uJikQkgEDwFlJSUcPHiRYtxX1paGpcvX65g3FejRg18fX2pX78+Pj4+FvM+EdwSPM8IEaCaKNUZ0Nl7o3UtY9m+dDIuFlLoWB91WR5+derc11xGo5H4+HjWrl2LWq0mLCyMQ4cO8csvv2BnZ8fUqVPp0aMHcrmcoCB44QUYPNi0b1paGvPmzWPv3r0YjUY0Gg1BQUEMGzYMW1vbR3DlAsGTiZOTE0ajkYKCAtzd3e861s7ODr1eb4kqPO1s376d5ORkOnbsSOvWrQGIjobvvjMZAU6ZAl98AeHhpvGbN8PSpbB3761zJSUlsX79eho1asSoUaOeiZah9erVY+rUqWzZsoVNmzaxcOFCDh8+TFhYWKUytw4ehDVrTGVXH30k59NPOxAQkENublsSE+X84x8/odP159SpGjRpYhIAHqQTg+DOqNVqZDIZRUVFlm25uXD0qCkb4Lvv4LffwMcHdu40LSysrKxEJoBA8ARhjvKfP3+e8+fPc/bsWU6fPk1hYSEGg6k3vUqlwt3dnbZt2+Lr62tZ8NvZ2VXz2QsETxZCBHiMZBeWsWz/eVb+lk5mfikyYwOMdeqxMLkQsEdq1JdrMjmjf86nzr5fmdTdn94BXqiUdw4J6fV6YmJi+Pnnn3F1daV3796sXr2alJQUAgMDef3116lXr55lfPv2pkdqaioLFizgt99+w2AwoFar6dOnDyNHjrS0SxMIniccHByAyrUJ1Gg0yOVytFrtoz6tR05ubi4//fQTtra2jBgxApns+sqzsBDGjjVlBERFwY8/mkQBjQbmzoWbPyouXbrEnDlzUKvVvP7665bX9FnA2tqa3r1706RJE2JiYjhy5AinT58mODiYl1566a4ppC1awPr1JiPFwkLYtk1Gq1ZuGI2v0rDhEuLjS1i27Aw1ajTE0dGGWbNMJnWCqkOtVmNlZUVhYWGF7YGBpsekSaaf09JMwnppaakoBxAIqhmj0UhWVhbnz5/nwoULpKamkpGRYYnyKxQKnJycePHFF6ldu7Ylyu/o6ChM5gSCeyBEgMfAxbxiPt6Qwo7UbADK9EZABnIlyLG0ykBuuonUS3Dqajn/ijvGv+KOMaJdbd7s3vAWMaC0tJTo6Gi2b99OrVq1CAgI4Mcff0Sr1TJgwABGjhx5SzT/+PHjLFy4kIMHD2I0GlGr1fTq1YuRI0dWuie2QPAsYo4SmNt23g2VSoWVlVWlxj7prFmzhvPnzxMREUHNG1ae06ebIqKbNpl+XroUhg2DPn1MgsDNUeqysjJmzpxJdnY248aNw9/ca+0Zo3bt2kyePJnt27fz888/ExUVRXJyMmFhYXf1PmjTxvRvQgLs3g3BwTBxogNHjoxi2bIyGjdeTNOmS5HL3+KTTzz58cfr+4qsgIfHLALc+J7NyzOZXO7YYTLA7NjR9HN5eTkGgwGNRiMWEgLBY6S8vNzi1J+ens7JkyfJycmxlPFYW1vj6elJ+/btqV27tsWxX7SqFgjuH/GueYRIksTSfef5bOMflBuMGIzSvXe6gaJyU2rTwt3niDt8ie8Ht6BlbSfAtFBZtGgR+/bto3HjxlhbWxMVFYWTkxPTpk2ja9euFW5eDh8+zKJFizhy5Igl7f+VV15h+PDhODo6Vt1FCwRPKeao9f2IAE97JsCpU6f45Zdf8PPzIzg4uELP+qZNTYskMJkBDhtmipKuXWvyAnByqjjX6tWr2b9/P127dqV///6P90IeM0qlkp49e9KkSRNiY2P5/fff+fzzzwkKCqJnz553rSPv1QtWr4ZXXzW1WlywwJa//lVNvXp12bQplStXZnPx4usYjS6cPCnH398kANz4uxHcP2q12tKW18yoUdCqFcTGmn6OioLRo2Hx4nL0er3wwxEIHjFardaS2n/u3DlSU1PJz8+3tOjTaDTUrVuXRo0aUbNmTWrVqoWrq6sQ5wSCKkCIAI+IknIDY5b8xuEL1yjRGR5qrlKdkcz8Ul77cTfjOtRiVBsv5s+fz5EjRwgICODixYukpqbSvHlzJk+eTK1atQCTCHHgwAEWL17M8ePHkSQJW1tb+vXrx9ChQ0V9lEBwA/b29sjlcvLMK9+7YBYBbk4tfprQ6/UsXbqUwsJCJk+eXCFr6JtvoEEDUx27RgP/+Idpe1oazJ9/qwBw6NAhVq1aRe3atRk7duxzE5Xx8fFh4sSJ7Nq1i/j4eJYvX05ycjLh4eHUr1//jvu9+qrpX5nM1Je+Xj0FwcHBeHl5MXiwHRrNbhYsyCEpaQT16ysJDYWGDR/TRT2j2NjYoFQqKSoqwmAwoFAoOHvWZHxp5v33oVkzU1aLuUxOIBBUDeY2febU/tOnT5Oeno5Wq8VoNCKXy7G3t6dFixbUq1fPsugX96oCwaPh+bhTe8yUlBsI+3EPqVmFf6b+Vw06I8zZdY7tiXtwOn+Uxo0bc/DgQUpLSwkNDWXYsGHUqFEDSZLYu3cvS5Ys4cSJE5ZWf0FBQQwePBiNRvTpFAhuxt7eHhsbG65cuXLPsWYR4EaTsaeNpKQkDhw4QOvWrenQoYMl5TwuztQF4M03oV49k4no+vVQqxYUF0Pz5hXnuXr1KjNnzgRg/PjxuLm5VcPVVB8KhYKuXbvi7+/PmjVr+O233/jPf/5Dnz59eOWVV+65kJTLYfZsqFNHxooVbXF3L6VXr/XMmeNBRkY2er0tY8fa87e/gTnBQrQUvH9kMhl2dnZkZWVRWlqKRqNBo4Ht202dAQC2bTOJXmYRQHxXCgQPjl6vJzMz0xLpT01N5fLlyxQXFwNgZWWFq6srLVu2xM/Pj1q1auHr6yt8OASCx4QQAaoYo1Fi9OL9VS4AmNEj5w+DB4HerUhK2oSbmxtTpkyhY8eOAOzcuZOoqChOnToFmBzPBwwYQFhYmIhqCAR3wcHBwSICmNsK3YmnvRygoKCA5cuXY21tzciRI1H82Y8uMxPi48Fc2t6okcnZfvt2UyT65sohvV7PnDlzSE9PZ9iwYbRs2fKxXseThIeHB+PHjycwMJD169ezevVqjhw5Qnh4OI0bN77jfh99BF9/DR9/DL6+sHatir17J7N791nU6g04OBzh3XeHUqvWi5w8KcPD4/rv4fDhW0UZwZ2xs7MjIyODkpISNBoNc+fCiBGQk2N63tnZVBJQXl5u8cwRCASVo6SkhAsXLljq+VNTU8nNzaW8vBwwfW/6+PjQuHFjSz2/h4fHM9FBRiB4GhEiQBWzZO85Dl/IfyQCgBmj3IojBj9ead6ef00eg5eXF1u3biU6Opq0tDQAXFxcCAkJISQkRPQ5FggqgY2NDba2tly9epWysrK79g82iwDmiMbTxrp16zhz5swtaes5OXD+PJw4Ad26mRaYtrbXI6U3Ex8fz86dO2ndujVhYWHPfZ2mXC6nY8eONG7cmLi4OPbu3cvXX39Nz5496dev3x0jy9OmXY/uJyfDli01GDDAn9q1r5CQcJSvvtqHTOaKXl+XwkIFS5bAL7/Ali2mVo43l2cIbs/NrT2bNoXffwet1uS5YM46/uOPMgDx3SkQ3AFJkrh27Zpl0Z+WlkZaWhoFBQUYDAZkMhkajQZ/f38aNmxoSe0Xrv0CwZODEAGqkAu5xfxn0wlKdI9OADAjya1Itm3F4SNH+Oc//0l6ejoA7u7uhIaGEhwcLFKqBIL7QCaT4e7uzqVLlygoKLirCGBjY4OVlRUlJSWWWsanhXPnzrFhwwZ8fHwYNGhQBef5wEDT4nLePHjvPRgwAAYNun27upMnTxIVFYW7uzsTJ0686+v1vOHq6sro0aMJDAxk3br/Z+/O46qu8sePv+69XLYLCMgiq7KDbAKCgnvuuABmZtlo22TlMtZM08xvvjM1zdRMTWlp5lQ6lZW7JuIG7pkri8iioCyyyKICsslyuff+/vjEVXKtRETP8/HgUd7P5957PnC53PM+7/N+b2HLli1kZ2fz2GOPERAQcMMPwe1v10VF0v+PGSPH23sEOp0bO3aosbNLYvToZgYP/g1/+IMdBgbw+uvwAHVh7HQqlQqdTqcPAvz97zc+LyZGBAEE4Vo/bdV39uxZSktLr2vVFxkZiZubG66urri4uIhsGkG4j4kgwF30f/FZtLb9vA4At1P074moAkZiM/GVjgdkMirqW/nbF3swv1CEg4MDjz/+OBMmTLhlv2pBEG7OysoKrVbL5cuXsbOzu+l57ascdXV1NDc3d5sq4lqtllWrVlFTU8Pvf/97zM0tkculbQB/+hMoldK+/zfflKrY/+53cPw4fPklXDsfqqur4+OPP6alpYV58+bh7OzcVZd035LL5QwYMABvb2/i4+M5fPgwixYtYujQoUyePPmmLVknT4bISGgvrVBc3IeYmCYcHY3JyDhOWdkn7N//Nz74QMawYR2DCaKV4K21T0jagwDX1htrbIQtWyA0FH2GT3f5vRaEu02tVlNaWkpRUZF+P//Fixc7tOqzt7cnKipKv5/fwcHhoSkKKwgPgof6t7WmpgYHBwdaWlr4+uuveeqpp37xY5XXNnG0oAqN7u4GAW5FK1fS6DqIv88cx7hxY8WbryD8SlY/5lXfSYcAlUpFdXV1twoCpKamcuTIEYKDgxkxYgQ/lgJg9mwp9X/sWMjOhiefhHfekVqnJSd3DABotVq+/PJLcnJymDJlCkOHDu2ai+kmrKysmDVrFsHBwcTHx7N7924yMjKIiYlh0KBBN3zfvra2okIBhoYm/O53s0hM7MXrr5vh5HQMc/NKUlIm8M03Svr3l1o4igDArf00CPDqqx2Pv/46TJp0NQggVjGFh4VGo6GsrIzCwkLy8/PJycmhqqoKtVoNSAExNzc3fHx8cHV1Fa36BOEB8FDPGr/99ltaW1txc3NjxYoVvyoI8PXRIu7h/F9PprLEMWiACAAIwl3QHgSorq6+7bkqlYq2tjb9ysj9rqWlhVWrViGTyZg5cyZKpRKdDkpLoaVFKkwHMGgQmJrC7t1SNkB4eMfH2bdvH4mJiQQGBvKb3/xGfAi8AzKZjJCQELy9vUlKSmL37t2sWLGClJQUpkyZgpub203va20tdQ+IizNgz54JKJWNDBr0GTt3pvLPf4bw+OM9+eILMw4dgqVLRSDgVn4aBPgpQ0MpANPQIB3vLsE9Qfi5dDodlZWVFBYWUlBQwOnTp6msrNQX8TMzMyM4OBgvLy99ar9o1ScID5aHeua4YsUKRowYQUxMDAsWLCA/Px8PD49f9Fgb00pp1XR+LYCfalZr2JRWSqirqAwlCL9We4r2nQQBzMzMulUQYP/+/Zw6dYpRo0bh5+cPSH3qXVykieM//iH1SQcpK+C//4XqamkS2q64uJgVK1ZgZmbGnDlzMDMz64Ir6b5UKhVxcXGEhITw3XffcfLkSc6cOcO4ceMYM2bMDQsHPv44ODnBp5/C2rWwcqWKgQOf4ssvTUhM1JCX9xUffjiUvXsDOXMGbtGI4JZ0Oun18CD7aRCguRmWLYPvv5eODx0q1cOIjxfbAYQHi06no7q6moKCAs6dO8epU6coLy/X/y6Ympri7e1N3759cXNzo0+fPuL1LwgPuIc2CJCWlkZ6ejpfffUVEyZM4LXXXuOLL77gn//8Z4fzZDIZs2bNYvbs2fzpT38iJSUFExMTYmNj+fDDDzEzM6O+WU1VQyttdRe5fPBbmotOommsQW6kQmnlgFm/8ZgFjtQ/pk6no+HEDhpOJqKuKgW5HMNenlgOegLj3kG3HXt7nQBVwCNc/n4l/3r/HF/a2TBv3jwD4Qd4AAAgAElEQVRef/11ampq+MMf/kBCQgINDQ088sgjfPbZZzg6OnZ4nNraWt555x02btxISUkJFhYWjBo1irfffht3d/e7840WhG7EysoKIyMjysrKbntudwoC1NbWsn79eiwsLJg+fToKhTTbmz0b4uKkFeSnn5ZaAS5YIAUAJkzoGABoampi6dKl1NTUMHfu3F8cMBWgT58+zJs3j8OHD7N161Y2bNhAamoqU6ZMISQk5LrsisGDoX9/KSAQFgZ1dbb84Q/P0tx8jI0b+/LBB0uZOnUinp7j+CV/1lNSpMwPW1t47rm7dJH3oZ8GAZ55Rup+sWCBFAT55hvp92DMmEZkMpnYDiB0a7W1tRQWFlJYWEhOTg4lJSU0NjYCUtFLV1dXAgICcHNzw83NDQsLiy4esSAI99JDGwRYsWIFKpWKRx99FJVKxYQJE/jqq6946623rqv0nZ6ezsSJE3nmmWd48skn2b9/PytWrEAul/PZZ5+RXVaHsQKK1vwVTUMV5iHRGFg7oWtppPXCOVpKsjsEAaq2fkDjqe8x9RmEKmgUtKlpPHWAyjX/h+2Uv2DqNeC242+tzKcp7zhm/cZiFDQKz+Zs/vSnP2FsbMxXX31Fnz59ePPNN8nLy2Px4sXMnDmT3bt36+9fW1tLVFQUxcXFPPvss/j7+1NeXs4nn3zCgAEDSElJoXfv3nfvGy4I3YCVlRUmJiZUVFSg0+lumere3m6sOwQBtm3bRlFREU8++STOzi76AnJjxkgTn5dfltrNvfMO7NgBEyfCSy9dvb9Op2PVqlWcOHGCMWPGMG7cuK67mAeEgYEBQ4cOJSAggISEBA4dOsSSJUuIjIwkNjb2usKUxsbSz+vCBelnM22aIX//+2D27aulurqMNWvWcO7cOWbMmKHf1nInioqkx331Vfj6a6lF4eLFd/tq7w/tk/r2Pf+nT0N6+tXjw4dLWTAREZcxMDAQK6FCt9LY2Mi5c+coKCjg7NmzFBYWUl9fj06nQ6lU4ujoyIgRI3B3d8fNzQ0rKyuxnUsQHmIPZRCgubmZ1atXM3XqVH365axZs/juu+9ITExk/PjxHc7PyMjg8OHDDBw4EIDZs2dTV1fHF198wcKFC8m/2EBD5TnaqkuxHP40PQZOvelzX8k9TGP2fqzHzcW839UP0ubhMVSs/D3Vuz/DxDPitm/M6otF9Jr5PkaOPpgoFXwx922ign155ZVXmDt3Lot/8ilu0aJF5Obm4uPjA8Df/vY3CgoKOHr0KMHBwfrznn76aQIDA3njjTf48ssvb//NFIQHiJGRET179qS0tJT6+vpbrox0lyBAWVkZW7duxdHRkZiYWGQyqQNAVZVUib6uTkqH9vODN96Atjb4aYmRY8eOER8fj4eHB8899xyK9oqCwq9mbW3NzJkzCQsLY/PmzRw8eJDs7GwmTZrEsGHDruv2YmcH774L8+bBwYMyWloseeKJcZSWlnH06FHKy8uZOXOm/r3+ds6ehfHj4f/+T/oaPhxOnICQkE642C5mYmKCgYEBdXV1gDThz8qCgADpeGamtJ2irq4OpVIpggDCfa25uZmioiIKCwvJy8vj7Nmz1NXVodVqMTAwwM7OjoEDB+Lh4YGbmxt2dnZi0i8Igt5DGQTYtGkTNTU1zJo1S3/bhAkTsLOz43//+991QYDIyEh9AKDdI488wvbt2zl37hxNalMwlD4sNBdnYhY4CoXK8obP3Zi9H5mhCaZeA9Fcqe1wzMQzgtofVtFWU4bS2umW12Dk5IuRo/QhTy4DDQoiIiLYsmUL8+fP73DukCFDWLRoEWfPnsXHxwedTse3337L0KFDcXJy4tKlS/pzVSoVAwcOJCkp6ZbPLwgPKgcHB/Lz86murr5tEECj0dy0yNj9QKfTsWHDBi5dusS8efOwtpZWiBculCb8H34otQfcuRMOH4b33wdv746PUVlZyaeffopSqeTll1/+WavMwp2RyWQEBATg6enJnj172LlzJ1999ZW+cKD3T34owcFS4GbXLnB0BH//njQ1zWXz5s3s3buXhQsXMnXqVEaOHHldZlu75GSp9WN9PWzaJL0W2tqkIMOD+iM2MTFBqVTqgwB5eVKwIyhIqoeQkQFhYToOHXoKnU7H4sViO4Bw/1Cr1ZSUlOgr+Ofm5lJTU4NGo0Eul2Ntbc2wYcPw8PDA3d0dBweHm/7+C4IgPJRBgBUrVmBra4uzszN5eXn620ePHs369eu5dOkSNjY2+ttvtD++Z8+eAFRVVSFTqDDsYYdF1OPUHVlP6cczMbRzw7hPMKa+gzFyuPoBTl1Vgq61idIlN+9EoGmsuW0QwMCyV4d/y2RXK5v/tNJ0++1VVVUAXLx4kaqqKpKSkrC9thfVNcQfDuFh1V4csKamhj59+tz0PFNTUxQKBfX19fdoZD9fbm4u+/fvx8vLi5EjR+tvf/FFKe370iVpn3lJCWzYIKWBf/zx1fu3traybNkyysrKeO655wgMDOyCq3h4GBsbM2HCBH07wZSUFP7zn/8wcuRIoqOjrwtKjb76I8XExITp06fj6urKxo0bWblyJUVFRTz++OPXVfXW6eCzz6QaAEuXSttAYmKkFpHPPScFAh5E7ZkA7b+zN9r20NLSyocfbkClMsPAYO49HqEgXNXetq+goIDCwkJOnz6tb9snk8no0aMHAwYMwNvbGzc3N5ydnUWnKEEQ7thD925RWFjIvn370Ol0162utPvmm29YsGCB/t+3Sn3V6XSYGxugkMuxGvobzIJG05SXTEtpNg0nk6g7tgmLAY9iNeIZ6Xx0yE17YDP5tZs+ptK2z+0vRHZ1kt6m1WFmdPVHebPx6n7sYdj+31GjRvH666/f/rkE4SHSHjSrqam55XlGRkYoFAoaGhruxbB+No1Gw6pVq2hqamLGjBmYmhqjVsO//iUVRPvLX6SUcj8/qS7AlCnXp4B/9913HDlyhKioKGJjY7vmQh5Czs7OvPTSSxw7doyEhAQSEhJIT08nNjaWiIiImwZpZTIZgwYNwtnZmW+//ZZ9+/ZRWlrKrFmzOgSHL12StgG88470b7UaHBzglVekwAB07BbwoHQOMDY2RqlU0tDQ8GPKtBwnJ+jZEy5fhoIC8PJqxNKy8JZtGwWhM+h0OioqKvRt+3Jycrhw4QItLS3A1bZ9Pj4+uLm50bt3bwwNDbt41IIgdFcPXRDgiy++QKfT8fnnn2NpeX3K/v/93/+xYsWKDkGA2/G2N0chlz4hKS17oew/CfpPQtfWSuXav1F3bCMWEXEoVJYorRxpqk7ByNEHueHdSTVUyGXYmRvd8fm2trZYWlpSV1fHqFGj7soYBOFBcadtApVKJQqF4r6tCXD8+HHS0tIIDQ1lwACp2GhFBTQ2wqhRMH8+PPqo1HrOzU0KAlwrMzOTtWvX4ujoyIsvvig+bN5jcrmcyMhI+vbty44dO9i/fz/Lli0jNTWVuLi467q9XKt3797Mnz+f9evXc/DgQd5//32mT5/O4MGDkclkWFmBszP8+c9SQcC9e6VtBdfubLl24v8gBABA+p6qVCqqqqpoaWnhmWdM2L9fqpERHi79HlhZGaFSqenRo0dXD1d4wOl0OqqqqjpU8C8vL9cXrjQxMenQtq93796iToUgCHfNQxUE0Gq1fPnllwQGBvL888/f8Jzs7GzefPNNkpOTCQ8Pv6PH9e1lTmN9HTqFITLF1W+pzMAQZU9nWkqy0DY3oFBZogp4hKa841ze/xXWY1687rE0jTUoVD9vQ6a3vfnPKvYil8uZMWMGS5cuZcOGDUyden0hwwsXLlxXnVoQHgZWVlYolUoqKipueZ5SqUQul9+XQYDm5mbWrFmDgYEBM2Y8pc8OcnGRisotWACrV4NWC6dOwZ/+JLUHbFdTU8PSpUvRaDS88MIL2Nvbd82FCPTo0YPp06cTEhLCd999x7Fjx8jOzmbChAmMHDkSY2PjG97PzMyMWbNm0bt3bzZv3szy5cs5d+4cU6dOxcTEhG++kTJB5s+X2g5GR4Orq3Tf9u4RiYnS18KFoNFIt3X3gIC5uTkVFRU0NTWh1Zpgbg7ffSdd/0cfga+vAQMHaq/bQiEId0NdXR35+fmcO3eO3NxcSkpK9NlkRkZG9O7dG39/f30Ff/E6FAShszxUQYCkpCRKSkp47haNkB999FHefPNNVqxYccdBAGOlAlVVDqfXf4CpTxRKa2dkhsa0VuTRcDIJQ0cflD2dAVD5DqYpcBT1aVtprczHxDMcuYkFmvoqWs7n0FZThtNLK+74mgzkEOne847Pb/f2229z6NAhpk2bxrRp0xg4cCCGhoYUFRWxfft2wsLCRHcA4aFkbW2NsbExZWVl1x27ckWaCBkbtwcBFPpUzfvJnj17yMnJYdy4cfj5+XY4ptFIqd+vvgqtrVJAoLj42uMali9fTkFBAdOnT7+uKKrQNXx8fHj11VfZv38/O3bsYPXq1aSlpTFlyhT69u17w0CwXC7nkUcewcXFhVWrVrFz505KSkqYNWsWTk5OLFkClZVwbYynPQBQUwPLlknZIu1ksu6/NcDCwoK2tjaampqQyaTaGF98AXPmSMd1Oi2AWHEV7gqNRkNJSQlnz54lNzeXM2fOUFdXd13bPjc3N9zd3bG0tBQV/AVBuCceqiDAihXS5HrKT/NerxEQEIC3tzdr1qxh0aJFd/zYMycM41+ZR2koyqAxez/otCgsbOkROQ2LiLgO59pMWIBx7yAa0ndSe2Q9Ok0bCpUVhr08sBw+68ZPcBNajQZt/mFOnGhCq9Xe8f169OjBoUOH+OCDD1i3bh3x8fEYGBjg7OzM4MGDb5opIQgPOpVKhYWFBTU1NTQ3N3dYaX3mGfDyklZMx45VYmCg4MqV+ysToKamho0bN2JmZseFC8/R0iKj/RJ0OlAork70lEppQndt/cPExET27t1LSEgITzzxhPhAeh8xNDRkzJgxBAUFER8fz/Hjx1m4cCHDhg1j0qRJN+3c4OXlxe9+9zvWrVvH4cOHee+995gxYwbh4eHY2XX8+baXGzh0CAYNgoEDpU4EL7wAe/aA0481a7trMEClUqHT6WhqauLf/5Z+p0NCYMwYqV1mdHQlNTVSKrYg/BJ1dXXk5eWRl5dHVlYW5eXltLa2IpfLsbGxYfTo0Xh6euLm5oatra14jxUEoUvI2ovE3Yn+/fvrUlJSOnE43Vdds5rwt3fT0nbnE/G7oSd1BJYnAuDo6EhkZCShoaE4OjqKPyyC8At9/PHHpKam8vbbb+Po6Kif8AQEwLPPSuecOnWF9PT/ER19gbfeeqtrB3yNlStX8vXXX6PRfEJEhBf//ved3zcvL4//9//+H0qlknfeeYfevXt33kCFX0Wn05Gamkp8fDyFhYX06tWLmJgYoqKiblocVqPRkJSUxNatW7ly5Qrjx48nJiYGIyOjax5Xeq1/+imcOCEVCrxwAY4dgyNHoLvPjTds2MDWrVv5/e9/f8NuF3v37mXlypU888wzDBs2rAtGKHQ3t1rtNzExwcvLi4CAALy8vHB1dRUV/AVB6FQymSxVp9P1v9154p3oLrEwVhLTz4nNJ87Tqrk3gQBTQwXvTB2KvcaP5ORkTpw4wfr160lISCAwMJCIiAiCgoLEioYg/Ew2NjbodDpqampwdHSkrU1aNbewgKFDoX9/+O9/tRw82JtvvhnN9OnQt29XjxpKSkrYvn07Gk0MDQ1u+gDAtm3Saq6vL0yaBDY216/kNjQ0sHTpUhobG3n11VdFAOA+J5PJ6N+/P76+viQmJrJnzx4+//xzUlJSePTRR3Ft3+B/DYVCwfjx43FxcWHNmjXEx8dTXFzMzJkz9TVgZDKpUOAbb4ClJaxYAT/8IGUAmJjArFnw1FNX2xN2t4yA9r+HTddWQbzGtUXZBOFm6urqOHv2rH61v6KiosNq/5gxY/D29sbT0/OGRagFQRC6mggC3EV/ifYjKbuC1qbODwIoFTIi+lgzJsARmcyJfv36cfHiRU6cOMGRI0dIS0sjJSUFW1tbfXZAnz59RHaAINyBn7YJPHYMzp+H+nqprZqXFzQ3G3Llih01Nb0oL+/6IIBOp2P9+vVUV1djajqJ06cNyM+HzEz4+GMYPx7Wr4eEBFizBq4t9q/T6Vi5ciVZWVlMmjSJESNGdN2FCD+LmZkZjz76KP369SM+Pp709HRyc3MZP348o0ePvuHe9oCAABYsWMDq1atJTk7m3XffZebMmQQHBwOQkiJN+v/xDylw9Oqr8Npr8Mc/SrUCwsKuPpZMJtWZuEUn3fvK7YIA7beLmgDCtTQaDcXFxeTl5d1wtd/Pz4+AgAA8PT3Far8gCN2CeJe6i3qYKFk4LZg5q07QpNZ06nMZGSj4z9TgDpN6W1tbxowZw8iRI8nNzSUlJYXk5GTi4+PZsWMHPj4+DBw4kH79+omKs4JwCz9tE5iTI62GGhlJxfQCA6Xe6qdP78TGZjuDB/+9K4cLSJ1NDh48iJ+fH++914u1ayEuDrKypEldaCj8/vcwebJ0PUFBV++7f/9+tm/fjp+fH08//fRN+9AL9y8PDw/mz5/PwYMH2b59O+vWrSMtLY24uDiCg4OvCwDb2Ngwe/ZsnJycSEpKYvHixcTExBAdHc0f/2jAtGlSrYj335cm+UVFUibMli3w1VdQUABlZbBoEZiZdZ+MgNsFAdortYsggFBbW9thb79Y7RcE4UEiggB32SO+9jwW5sz61NJOCwQYK+UseSIEW3OjGx5XKBT07duXvn37MnnyZNLT0zly5Ag5OTlkZmZiZWVFREQE/fv3x8vLS3zgF4SfsLKyQi6Xc/HiRQCef176ysoCc3Po3Rs0GgX79uWjVCoxNNQBXTcDamtrY/Xq1TQ1aYiLewqt1oiZM2HIEKnAW2jo1XPLy6WMhnb5+fl89tlnqFQq5syZg4WFxb2/AOGuMDAwYMSIEQQGBpKQkMDhw4f56KOPGDRoELGxsdjY2HQ439DQkLi4OHr37s26detYt24dRUVFzJgxgz59rKmvh5Urpa0ww4ZJ22D+8Ac4examTpUCYSNGwM6d0PPnN6npErcLAtTV1WFgYCCCAA+h9tX+9r39Z8+eveFqf/ve/pvV3hAEQegORBCgE7w5yZ+GljZ2ZFXc9UCAsVLOfx4NYoSP3R2db2lpyfDhwxk6dCgFBQWkpqZy7Ngx/R5Sd3d3IiMjCQkJ0a9+CsLDztraGhMTkw5tAtvapBXPM2ek1dCLFxWcOzcEF5fjaLXaLv1AePToUU6cOEFx8X/YsKEvS5dKvd3d3KSv9m4Ar74qZQAMGiTdr66ujsWLF1NXV8f8+fPx8fHpsmsQ7h4bGxuefvppQkNDiY+P58CBA2RlZTF58mSGDBmCUqnUnyuTyQgLC8PR0ZFVq1Zx/PhxysrKmDVrFr6+vnz7LXh7S1kwW7ZAairEx0tZASAFla5c6RgEuJ+zAtqDAO17/3+qrq4OpVIpagI8JGpra/V7+7Ozszus9rdvp2xf7e/Ro0dXD1cQBOGuEUGATiCXy/jgsWBszY346sg5mtW/vkaAgVyGkYGcj58IZYTvnQUAOo5JjqenJ56enkycOJGTJ09y9OhRcnJyOHPmDJs2bSIsLIzw8HD8/PzEfjbhodajRw9MTEyorKykra0NAwMD0tLgm2+kIMC5c1KBwIYGFw4dCuDo0TYGDeqaIMCVK1dYs2YNubkvERLizAsvyFi+HIqLpR7wbm7SBO3MGSkD4MMPpftpNBqWL1/OqVOniI2NZXR7pTfhgSCTyQgODsbb25tdu3aRlJTEF198oS8c6OHh0eF8BwcH5syZw+bNm9mzZw8LFy4kJiaGsWPH6v8eaDQwePDVAMCpU5CYCG+9BYcPS7dFRUkBgPbA0/3GxMQEhUJB/bXpMD/S6XT6IIDIBHgwtbW1ddjbL1b7BUF4WImZXieRyWT8ebwfY/r2Yu7qNGqutP7iYICJUkFYbysWTgvGztz49ne4DZVKRVRUFJGRkZSUlJCamsrRo0c5cOAA33//PS4uLkRFRREaGoq9vf2vfj5B6G4UCgW9evUiJyeH2tpa6ut78uc/S8XRXntNSrFPTYUhQ3aQnOzJX/8azt69XTPW3bt3k5bWikwWytq1FigUkJEhffn7w4EDUlbAqFHw3nvSdgaAbdu2sWvXLkJCQkQdgAeYiYkJkydP1hcOTEtL491332X06NGMHz8eMzMz/bnGxsY8/vjj9O7dm40bN7JmzRry8/N54oknsLW1pb5eahPY1ia1DZw+XeoiYG0N//ynlBUwZgzMnXt/BgBA+n4olUrq6uquO6ZWq2lubsbU1LRDtoTQvV2+fLnD3v7Kykqx2i8IwkNPBAE6WVhvK/b9fjhfHCpk+Q+FNKs1NLbefouAQgZKAznuNmbMH+nF2L72d72yv0wmw9XVFVdXV8aPH09WVhbHjx8nIyOD1atXEx8fT3BwMBEREQQEBHToJS0IDzo7OzuysrKorq7G3LwnVVUwbpx0LDpamvRERxvh5HSckydf7pIxVlVVsWnTJqytLfjLX4xRKGQkJ0ut3DZvllK4ly6F5GRpcvZj0wOys7NZuXIlNjY2zJs3D5VK1SXjF+4dV1dXXn75ZY4cOcLWrVvZvHkzJ06cIC4ujrCwMH0QSCaTERkZSe/evfXdA4qLi3niiSf4zW9COX1axqBBUvvAyZNhxgypeODFizB2rJQd8NZb8Le/Sc+rVks1Be4XJiYmGBgY3DAT4MqVK6jValEXo5trX+1v39ufl5enX+03NjbGz8+PwMBAfSV/sdovCMLDSAQB7gFjpYKXhnsye6gHB85eZENqKekll6msa8ZIKUf+Y0ExjU5Hm0aHm42Kge49eTLCFZ9e96aKv7GxMf3796d///6Ul5frWw0eP36co0eP0qtXL32rQRcXF9FqUHjgXdsm0N0d7Oxg+XJpYr13LzzzDFy+bERLi5L+/VuBe7+HOD4+nvPnz/Pss2OZMEHalO3jA599Jo0TwNUVtm+XuhoYGkqBg8WLF6NWq3nllVdwcXG55+MWuoZCoWDw4MH4+/uzfft2vv/+e5YuXcqAAQOIi4ujV69e+nMdHR2ZO3cu27dvJzExkU8++YQxY8bwt79N5tlnTXBxAWNj+OQTqK2FOXNg5EjpvidOSEU0LS3B2Vm6rbIS7ofEMmNjY5RKJfX19eh0ug5/y9qDAGI1uPupq6vjzJkzYrVfEAThDokgwD0kl8sY4WOnL+rXrNZQVHWFZrUGhVyGysgAV2tTFPKunWA7ODjg4ODA6NGjOX36NCkpKaSmprJp0ya2bduGt7c34eHhBAUFiWKCwgPr2jaBCoU02Zk/X1rVdHOTugUsWWKEgUE9f/lLNeB0T8dXVFTE1q3f4+rqysSJE9H+uNvIwuLqnm2QMgGefFIKALS2tvLJJ59QWFjIjBkziIqKuqdjFu4PVlZWPPnkk4SEhBAfH8+RI0fIzs5m4sSJPPLIIxgaGgJgZGREXFwcHh4erF27li1btlBQUMCMGTMwNnZl5Uo4fhxiYq4GAD76SGpJeeECVFTA+vWQmQnLlsHatV3fRcDAwAATExNqa2tpbW3tkOHW1NSERqMRLXS7AZ1Ox8WLF8nJyeH06dNkZ2ffcLXfy8sLFxcXsdovCILwEyII0IWMlYp7ttL/SyiVSoKCgggKCiImJoa0tDSOHz9Obm4umZmZmJmZERwcTGhoKAEBAaKasvBAsbKyQiaTUVVVBYCnp7Sifi1jY2O0WjWmpq33dGw6nY61a9eyd+8fCQjoSV2duX6vv0YDCgW0tMDbb0s1AGbOlO6zYcMGfvjhByIjI5k+fbrI6HmIyWQy+vbti4eHB3v37iUxMZFvvvmG1NRUHn30UXx9ffXnBgUF4ezszLp16zh69Cjvvfcejz32GBMmDMHCQs7EidJ5GzdKNSjmzZNaB6alwYIFUpHA2bPhflmANTc359KlSzQ1NXUIArR3DBDbY+5PWq2W0tJSfbvj/Px8Ghoa9Kv9Y8eOxcfHB09PT7GlQxAE4TZEEEC4Iz179mT06NGMHDmSwsJCMjIy9FsFDh8+jLW1NREREfTr1w8vLy/RXUDo9qysrDAyMqK8vFx/m0YjFTzTaqUK6EqlEVqtFrVafU/HlpGRwcqVNpiamjB8uA3jx0vF2F54QQoAgLQdYObMqyuvx48fZ+3atbi6ujJnzhxR40MApNX+8ePHExwcTHx8PMnJybz//vs88sgjREdHY2lpCUiZMb/97W/x9PQkPj6e//3vfwwZcpZp06ZhYGCBVgu5uTBkCPTvLz22Vgv79kkdKaZOvdo2sD1Q1VUsLCxoa2ujqalJf31wNQggAtr3D7VaTWFhITk5OZw8eZKSkhKam5sxMDDA2dmZMWPG4Ofnh7u7uyjmKAiC8DOImZrws8jlcjw8PPDw8GDChAnk5OSQnp5OWloaO3bsICkpCScnJwYOHEhQUJCoHyB0W9bW1piYmFBeXq7fO6xQXG19JpOBqakxGo3mngYB1Go1a9aswdjYhNdea+OVVxQMGQL//reUqbB4sVQH4KuvpImXSgVlZWUsW7YMAwMD5s6di53dz28zKjzYHB0dmT17NqGhoSQkJLB9+3bS09OJjY1lwIABKBQKFAoFo0aNws3NjTVr1rBv3z6KioqYMWMGvr6+lJVBUJCUfaJWSwUCn39eKh5YXAwHD0pbU679PeoKZmZmaLVampqaOtzeHgQQ7QG7VlNTE2fOnCE3N5eTJ09SUVGBWq3GyMgIDw8PQkJC8PX1xcXFRXQ1EQRB+IVEEED4xQwNDfXbBeLi4sjMzCQtLY3s7GzWrVvH5s2b9fUDgoODRf0AoVsxMjLC2tqa0tJS6uvr9eml7Z856+shNdWP6ups1Go1Ot3Vlc7OdPjwYdLT05k8OZKXXpJ6vY8dC7LKALQAACAASURBVAMGSC0AH3tM2v9vYgKzZkkfqJcsWUJFRQXPP/88wcHBnT9IoVuSy+UMGDAAPz8/du7cyb59+/j0009JSUlhypQpOP9Y5c/Dw4MFCxbw3XffsX//fhYuXMjkyZMJCxvH8uUGODlJW1G8vODvf4fLl6XCgWZmsGQJbNoETve2hEYH7Sv9Pw0CtP9bBAHuvdraWnJycsjJySEjI4Pq6mo0Gg2mpqaEhIQQFBSEr68vtra2YmFBEAThLhBBAOGuMDc3JyoqiqioKCorK8nIyCA5OZkzZ86QlZWFSqWiX79+hIaG4u/vLz5kCd2Ck5MT+fn5XLp0CXNzC2pqICdHarl3/jycO2dPW5sMtVp9TwIAjY2NrF27FhMTkx+Ls11dBevRA955B775RtoWkJ0t1QFYuXIlKSkpjB49mtjY2M4fpNDtWVhYMG3aNEJCQti8eTOpqamcPn2a6OhoRo0ahYmJCSqVihkzZuDp6cmGDRtYs2YN4eH5/PWvv2HRImuuXJHaBFpbw/ffw9mz0naB//4X3n1Xeq2amXXN9d0sCCAyAe4dnU7HhQsXyMnJ4dSpU5w+fZra2lpAev0NGTKEgIAAfHx8RDV/QRCETiCCAMJdZ29vr68fcO7cuRvWDwgPD6dfv354e3uL+gHCfcvW1haAixcv0tzszh//CIWF4OEBjz8OYWF5fP555j3bDpCYmEheXh6xsbF4eHh0ONYehNi6Fd58U+pgsG/ffhISEvDx8eGFF14Qv2vCz+Ll5cWCBQv4/vvv2b59O2vXriUtLY0pU6YQEBCATCZj4MCB9O7dmzVr1pCSkkJxcTGvvvobHByCMTeX0doKsbFw5Ij02nzxRSkg0FUBALh9EEDUBOgcWq2WkpISfWG/goKCDoX9xo8fT9++ffHy8hI/A0EQhE4mPhEKnUYul+Pu7o67uzvR0dEd6gckJiaSlJSEs7MzAwYMIDg4WNQPEO471wYBZDLIy4NRo6T0e40GduzwoKxsOGq1utP3OF+8eJHNmzdjY2PD1KlTb3reSy/BsGGQn5/PZ599hkqlYt68eR0KoAnCnVIqlYwcOZLAwEASEhI4cuQIixYtYsiQIUyePJmePXvi4ODAnDlz2L59O4mJiaxdu5jRo0dz8uSjfPedIZs2QXCw1C5wwgRpm0BXal/pb2xs7HB7XV0dBgYGIhPgLlKr1eTn55Obm0tGRgYlJSW0tLSgUChwcXFh7Nix+sJ+IkgpCIJw74h3XOGe+Gn9gKysLH39gPXr1xMfH4+XlxcREREEBQXRs6ubSQsCYGNjg1wup7KykokTpa0AFRXw6adSz/PCQg8sLcNobm7u9O0Amzdvpry8nBdeeOGWhf2GDZMmM4sXL6auro758+fj4+PTuYMTHnh2dnY8++yzhIaGsmXLFvbs2UNmZiYxMTEMGjQIQ0NDYmNj8fT0ZO3atWzdupW+fQswM5vPqFHmjBkjZQBcuSIVq+xK7S0A21f+29XW1oogwF1w5coVzpw5o9/fX1lZqS/s5+npqS/s5+zsLAr7CYIgdBERBBDuOXNzcyIjI4mMjOTChQucPHmSlJQU8vLyyM7ORqVSERQURFhYGAEBAeIDmdBlbG1tMTExobi4GJ0OkpKkvfZOTvDBB1Befor//e9Lmpuf7NQgQEFBAbt27aJPnz6MHz/+ludqNBqWL1/OqVOniI2NZfTo0Z03MOGhIpPJCAkJwdvbm6SkJPbs2cPy5cv1hQPd3NwICAjAycmJ9evXc+TIESws/oyT08s4Ofny3//KuzwAAFeDAPX19R1ur6urQ6lUilT0X+Dy5cv6wn6ZmZlUVVWh1WpRqVSEhIQQHByMr68vNjY2IuNPEAThPiCCAEKXsrOzu65+QHJyMsePH+fIkSNYW1vTv39/AgMD8fHxwdjYuKuHLDxELCwssLS05OLFizQ2XuHxx00xM5NW2729QalUoVbbXbe3+G7SarWsXbuW2tpaXnzxRcxus5l627Zt7Nq1i5CQEJ5++mmx0ibcdSqViri4OH3hwPT0dHJzcxk7dizjxo3DysqK5557Dg8PD+Lj4zl//t+4uQ3G1XUa0PXbUszMzFAqlVy+fFl/m1qtpqmpCWNjYwwNDbtwdN2DTqejsrKSnJwcsrOzyc3N1Rf2s7S0ZNiwYfrCfu2dVQRBEIT7hwgCCPeFn9YPaO8PnJqayq5du9i1axc9e/YkLCxMHxAwMjLq6mELDziZTIarqytlZWVUV1/i8GFXcnKktOa2NqioMKG8fBy1tdWdNoaTJ09y5MgRAgMDGTJkyC3Pzc7OZuXKldjY2DBv3jz9iqcgdIY+ffowd+5cDh8+zLZt29i0aRMnTpwgLi6O0NBQRo4cibu7O2vWrOHAgQMUFRUxY8YM+vbt26XjVqlUKJVKqquv/t42NTWhVqvFSvUtaLVaiouL9av9hYWF+sJ+dnZ2DB48GD8/P7y8vPQBe61Wqp+iUHTx4AVBEIQORBBAuO8YGhoSGBhIYGAgcXFxnDp1iqysLNLT00lKSiIpKQkbGxv69+9PQEAA3t7eIiAgdBo7Ozt0Oh0XL14kLMyVvn2hsREqK6G4uIGsrHVotZGd8tytra2sXr0arVbLU089hVKpvOm5VVVVLF68mNbWVl555RVcXFw6ZUyCcC0DAwOGDh1KQEAACQkJHDp0iCVLlhAVFUVsbCxubm787ne/Y/Pmzezbt49FixYxadIkxo8ff8vXc2cyNTXF0NCQ2tpatFotcrmcK1euoFarRTu6n2gv7Ne+v7+0tLRDYb9x48bh5+eHm5sbBgYGXL4sFYB0dISRIzsWS718GSwtQafjnrRUFQRBEG5OBAGE+5pKpSI8PJzw8HAaGhr0AYGTJ0+yc+dOdu7cia2tbYeAgEjlFO4mGxsbAC5dukRrK6xZA8nJoFRCdrYD1dWh1Nd3TovAgwcPkpmZyZAhQwgODr7pea2trSxbtozCwkJmzJhBVFRUp4xHEG7G2tqamTNnEhYWxubNmzl48CBZWVlMmjSJYcOG8cQTT+Dp6cmGDRtYt24deXl5zJgxA3t7+3s+VoVCgYWFBZcuXeLKlSuYmZlx5coV2traRBAAaGtrIz8/n+zsbNLS0igvL6etrQ1DQ0O8vLw6FPZrz5rQaqX7KpVw6hSUlEhBgJIS+Nvf4PRpsLeH+HgRABAEQbgfiCCA0G2YmZkRERFBREQE9fX1HQICO3bsYOfOndjY2BAREUFAQABeXl5dttIkPDja2wReuHCBTZtg1SqIi4OgIPD1beSNNwZy+nQZwF1tE1hfX8+6deswNTXlySefvGmKsk6nY8OGDRw8eJDIyEimT58u0pmFLiGTyQgICMDT05M9e/aQmJjIV199RUpKCjExMYSHh+Pq6sqaNWtIS0ujtLSU6dOnEx4efs9fs9bW1pSVldHY2KgPAgAP7RYajUZDQUEB2dnZpKamUlZWhlqtxtTUlJCQEPr166cv7AfSe921PzK5HNRqSE0FCwsoL5dW/L/9VmoP+a9/wS2amgiCIAj3mAgCCN2Subk5AwYMYMCAAdTV1XHq1CkyMzPJzMxk27ZtbN++HTs7O8LDw/UfSkVAQPglru0QUFoKjz0Gzz0nHXN0bOaDD4opK5NWM3W6u/e8O3fupKCggMcee4w+ffrc9Lzk5GTWrVuHq6src+bMEVtjhC5nbGzMhAkTCA4OZsuWLaSkpLBw4UKGDBlCdHQ0L7/8MomJiWzfvp1ly5aRl5dHbGzsPe0EY2lpSVtbGw0NDdjb2+uLez5MnQG0Wi2FhYX6iX9paSlqtRoTExOCg4MJCQnB39+fHj2sgY77+tuDnUePQu/ecPEiPP00uLtL9VKam6WgwNmz0n9NTCAsDGxtpfPFlgBBEISuJYIAQrdnYWHBwIEDGThwILW1tZw6dYqMjAyysrLYunUr27Ztw97evkNAwMBAvPSFO2NlZYW5uTnl5eX4+7fx/fcG9OkD5uaQlGTB5cueODjkAncvC6CyspItW7Zgb2/PlClTbnpeWVkZn3zyCXK5nLlz52InltqE+4izszMvvvgiqampJCQksGvXLtLT04mOjmbMmDG4u7uzdu1atm3bRkFBAU899dQtA153U3uXjcbGRgB9JsCD3pJWq9VSVFSkT/UvLi6mtbUVY2NjAgICCA0Nxd/fn549bW46Sdfp4K9/haIiuHAB3n8fPv0UYmOl1P9t2+DLL+H77+Hdd2HtWqithbfekjIEfvgBRKxSEASha4mZkPBA6dGjB5GRkURGRnL58mV9QCA7O5uEhAS2bt1Kr169iIiIwN/fHw8PDxEQEG5JLpfj7OxMeno6I0ZcpKbGgcWLwdcXKiuV9O69Hzc3aSJxt1a2Nm3aREVFBS+99JI+/fanmpqaWLJkCRUVFTz//PO3rBkgCF1FLpcTHh6Ov78/u3fvJikpiZUrV3Ls2DFiYmJ45ZVX2LhxI4cOHeK9995j6tSpDB8+vNNbW7an/f80CPAgZgLodDpKSkrIysrixIkTnDt3jpaWFoyMjPD19SUsLAw/P3/s7e2uew/TaqV9/J9/Dn36wKxZMGAAnDsnBQEOHpTOs7G5minQvz9kZUlZAqNGwZw50u1z58K4cVBVJRUOFARBELqOmP0IDyxLS0uioqKIioqipqaG7OxsMjMzyc7OJj4+noSEhOsCAgrRx0i4AQcHB9LS0tBoLvLXvzpQUwN5eWBo2Mg//nEICLxrz5WXl8eePXvw8PBg3LhxNzxHp9OxcuVKUlNTGTVqFLGxsXft+QWhM5iamjJ58mTCwsJISEjg+PHjfPjhh0RFRTFhwgQ8PDyIj4/nyy+/5MyZM0yfPh1LS8tOG097JkBDQwNwNRjQfnt3p9PpOH/+vH7iX1hYSHNzM0ZGRnh5eREWFoa/vz/29vYd6jFotVL6/saN4OYm7eP/7DOYN0+a9P/xj9Iq/2OPwT/+Id2nrg6cneHkSenf9vaQliZ1AtBo4H//gx07pPfMMWOgZ897//0QBEEQOhJBAOGhYGVlxeDBgxk8eDDV1dX6gMCpU6fYvHkzW7ZswdHRUb9i1d7uSBDgaoeA4uIqjh6FlhaoqYHsbAv27n2XwsJq3njj1xcG1Gq1rF69moaGBubNm3fT1OT9+/eTkJCAt7c3L7zwgnitCt2Gk5MTs2fPJiIigoSEBPbv38/JkycZP348L7/8Mhs3buSHH36gqKiIp556Cn9//04ZR3smQHsGQF1dHTKZrFsHAXQ6HeXl5WRnZ3PixAny8/NpbGymttYXX98Qpk71ICAgAAcHB/3Ev61Nes8qKYHXX4dhw6S9/fv3g6srpKSAoSFER0vnXrggBQimTYPWVikAYGEBEybAwoVS6r+pqfReeOmSdL67O/zmN9JjW1t36bdIEARB+JH45Cg8dKytrRkyZAhDhgyhqqqqQ0Dgu+++Iz4+Hnt7e0JDQ/H19cXLy+uBTBEV7tzVDgFVbNoELi5S+qu3t4aUlHw0GumT7a/NYE5LS+P48eMEBwczaNCgG55TUFDA559/jkqlYv78+Z26WioInUEmkxEaGoqfnx/79u0jMTGRb7/9Fi8vL8aNG0efPn3Yu3cvixYtYsKECURHR9/1gpftQYD6+noAampqUCqV3S4IoNPpqKysJDs7m/T0dM6ePcuVK1doanKgsPBFLl3yxN7eEFdXQ5qaZDg6Xq3sX14u7e2fNg2GDJFan1ZXw+zZkJsLXl5Su7+BA6U9/T16gJkZNDVJq/kuLlKwYPJkKb3/88+lr8ZGKXMgJEQKEDg4dPV3SRAEQfgpEQQQHmo9e/Zk6NChDB06lIsXL+rbDubk5LBt2za2bduGpaUl/fr1o2/fvvj6+oo+0g8hGxsbjIyMqKoqZOfOq7dXVbVw5swKDhxY+KurXbe0tLBq1SpkMhlPPfXUDVf36+rq+Oijj6itrWX+/Pl4e3v/8icUhC5mYmJCdHQ0oaGhbN26laNHj/Lpp58SERHB448/zu7du9mwYYN+e0Dv3r3v2nObmZmhUCiora0FoLq6GkNDw24TBLhw4YJ+4n/8+GXOnvWhuTmAiAhrpk+3x8kpiNpaJ4YOld6UPvgANm2CmJirwUoHB2kFf80a6NcPJk2S0vhzcqRsp/PnITAQPvkETpyA4cOhuFgKAKhU4OEhFfmbPFl6vMGDpS9BEATh/ieCAILwI1tbW4YNG8awYcO4fPkyubm5+taD33//Pfv27UOlUtG3b18CAwPx9fW9bj+l8GDq2bMnpqamlJaWotFoUCgUlJdDcbH0Fjp06DbU6hcwNPzlz3HgwAFOnTrFiBEjCAgIuO64RqNh+fLlnDp1itjYWEaPHv3Ln0wQ7iO9evXiueeeIyIigi1btnDo0CEyMzMZNmwYzs7OJCcn89577xEXF8eIESPuSu2WKzoll02dOVIJRvtzyG4yx9zElGatnPs176uqqoqsrCxOnjxJTk4ODQ0N1NR4kZb2W/r1UxMZac6aNWP4wx9k9O179X45OXD8OLz44vWPGRcH69bBkiUwaJBU/C8xUQoUlJXBxIlw5Aj85z/w979Lt3/4oXTft9+WuqQIgiAI3Y8IAgjCDVhaWjJgwAAGDBhAU1MTZ8+e5fTp02RkZJCenk5KSgqGhoa4ubkREhKCr68vrq6uorDgA0qpVOLk5EROTg7l5dXs3m1LZiZcuWLMgQN/ITz8xK/aClBXV8f69esxNzfnySefvGFgafv27ezatYt+/frx9NNPd3r1dEG4l2QyGUFBQfj4+HDgwAF27NjBli1bcHd3Z/To0Rw7doyVK1eSk5PDtGnTfnY7TJ1Ox/Fz1Sw/WMihs5W0tOmQqULQtco4kngGlH7I5TIi/rUHC2Mlw7xteW6wG/6OXZv5VVNTQ1ZWlr6obX19PQqFAkdHR8aOHUuvXsFYWzvi5SW9HxQUwLFj4OcnZSZt2AAffyyl8B86BLa2EBAgbQkAaVI/darU2u/yZfjXv2D1aqmyf3tJkgULpC0BLS0wdOjVLgAiACAIgtB9yXQ63R2f3L9/f11KSkonDkcQ7m9tbW0UFBSQm5tLRkYGxcXFNDc3I5fLcXR0JCwsDF9fXzw9PTH8NcvCwn1n1apVJCUl4eX1Nvv3OzFxIjg7X+GDD1ZQUjKO1au9GDyYX7QtYN26dXz++edMnz6d55577rrj2dnZvPHGG5iYmPDOO+/g4uJyl65KEO5PFy9eZNu2bRw6dIi2tjaCgoJoamri1KlT9OrVi6lTpzJgwIDbZmLpdDoSTpbxbmIuNVdaaWrVcCefehQyGUoDGb2tTfnrRH8Ge964VWdnqK2tJTs7W9/etra2FrlcjoODAxEREQQEBODu7o5CodC/37S0gJGRVNTPz08q8gdXbwepcF9KCqxaJVXtb5/M19dLe/hXr5bO12jgtdekx7C3v2eXLQiCINwFMpksVafT9b/deSITQBB+BgMDA7y9vfH29mbixImUlpaSm5tLdnY2Z86cIT4+ni1btmBtba0vfOXj49Nt9pkKN9deHDAx0Yg//xnGj4fGRh0bNx6hoSGY8nKvX/S4ly5dIiEhAXt7e2JiYq47XlVVxeLFi2ltbeWVV14RAQDhoWBra8usWbMIDw9ny5YtnDhxAjMzM8LDwzl9+jSffvopubm5xMXFYWFhccPHuFDfzKvrTpJaVEOTWvOznl+j06FR68itbOD5lclEBzjw98n+mBsr78blXaeurk6//SwzM5Pa2lpkMhn29vYMHz6cgIAAPDw8rqsV0h4DMTKSWvgVFUnF/tpdW0/Rywt275b+/9qkNXNzadIfFycFAORyKWAgCIIgPLhEEEAQfiGZTIaLiwsuLi6MGjWKS5cukZuby+nTp8nKymL37t3s2rULlUpFUFAQAQEB+Pr66tvNCd1L+8/N07OUQ4ds6NkTZDIFBQXDuHLFjAsXYP16aRXuBlv6b2rLli1UVFTw29/+9rrXhlqtZtmyZRQWFjJjxgyioqLu5iUJwn1NJpPh7++Pl5cXBw8eZMeOHSQnJ+Pq6opcLicpKYm8vDymT59+XSvB44XVPPtVMs1qDW3aO894vJFmtZZtmeV8f/Yia34biafd3QnqNjY26rvTZGRkcPnyZQDs7OyYMGECgYGBeHp6olTeWeDh66+lAn8eHldvu3xZmvCnpMCKFTB37o3v6+8vfQmCIAgPBxEEEIS7xMbGBhsbGwYNGkRDQwNnzpwhJyeHjIwMjh8/zpEjRzA0NMTb25t+/frh6+uLk5OT2NvdTdja2qJUKjE1zWPXrn6kpICXlwElJQNQKAzIyJDSauHOgwDnz58nKSkJV1dXxo0b1+GYTqdjw4YNHDx4kMjISKZPny6KUAoPJUNDQ0aOHEm/fv3Yvn07Bw8epLW1FS8vL0pKSvjoo48YN24c0dHRGBsb88PZizy/MoXmNu1dG0NLm5bWxlbilh1iw+wofHr9sg3xra2t5Obmkp6eTlpaGtXV1YBUfHTcuHEEBgbi7e39s7eT1dZCZiYsXSr9u6AA3N2lwMBnn4GrK0RHS3v6BUEQBEHUBBCETtba2kp+fj65ubmcPHmS8+fP09LSgkKhwNnZmbCwMHx8fHB3dxd1BO5jzc3NvP766zQ0ODBo0OvY2sowMGjj889fxcJCx3vvLcHE5M6LZel0OpYsWcLWrVtZsGAB0dHRHY4nJyfz9ttvY2try9tvv/2zC6EJwoNIp9Ppt15lZ2djYmKCSqWisrISf39/+o+K4eXv8lHrOie4KgMsTJQk/m4ovXoY39F9tFothYWFnDx5kuTkZCoqKtBqtVhZWREeHk5gYCA+Pj4YXZu7/zO9/jp88YXUoi8rCx59VKrm39QEoqutIAjCw0PUBBCE+4ShoSF+fn74+fkxefJkiouLycnJISsri4KCAjZt2oRMJsPS0lJfHdvLywtbW1ux8nsfMTY2xs7OjsbGIsLDawkMtESjkfHmm2GcOdMLrfbnVcsuKCjgwIEDeHl5MWLEiA7HysrKWLp0KXK5nLlz54oAgCD8SCaT4ePjwyuvvMKhQ4fYsWMH58+fx87OjtO5Z/j6chZquWmnPb8OaGxpY8HaE6z+7cCbvkfrdDoqKirIyMggOTmZwsJC1Go1ZmZmDBw4kNDQUPz9/TE1/fVj1enA0hJiYuCppyA8/GplfxFXFgRBEG5EBAEE4R6Sy+X06dOHPn36MHbsWC5cuEBOTg5nzpzh9OnTHDx4kAMHDmBoaIirqytBQUF4e3vj5uaGsfGdrToJncfZ2ZnU1Ms8/bQRx45BWpqcc+cG4uFxlN/+FhISpNZbt9vhodPpWLt2LY2NjTz22GOYmFztTN7U1MTHH39MRUUFzz//PMHBwZ18VYLQ/SiVSoYPH05wcDCJiYns27ePQjN//n979x0eVZX/cfx9ZzLJpHdCCAmEACEhoQkI0llkFaWoIEhRcFHBAq6gsnZdllV0UVcFW0RE0FV/IIoIUgREEKVJjQRI6CShpJE+M78/RkZCKAkmgObzeh4ew73n3nMmyJD53HO+p9DwwPm8vvqU2h38fCCLT9btZ2CbqDLnsrKy2LJlCxs2bGD79u0UFBTg4eFBXFyc66l/UFBQlY7HMOAf/6jSW4qIyJ+cQgCRy+RU5eewsDC6dOlCfn4+e/bsYdeuXWzdupUDBw6wa9cuAAICAkhMTHRtPxgWFqZZApdBaGgoHh755OXZcHODrVsNwsN30Ljxt2zYcDtgXDAAANi6dStr164lISGBDh06uI47HA5mzpzJunXr6NGjB/369au+FyPyJxAYGMigQYOIbNKc2/+3CztVuwygcO9m0j96jOBeD+LTrIfreEGJnac+30Kf5hFgK2b79u38/PPPbNy4kezsbNzc3IiKiqJt27Y0a9aMiIiIC75nG4bBHXfcwfvvv1+lr0FERORMCgFErhBeXl4kJCSQkJBA3759OXLkCLt27WLnzp1s376d77//nu+++w6LxULdunVp0aIFjRo1okGDBmWeJF8KWVnOracucbeXnTMEOAkUM2OGswhXdPQGSkosOBwVmwVgs9n4+OOPKS0tZeDAgWUqfy9fvpwvvviCxo0bc/fdd5fbDkzkclq+fDndunXjxRdfZPz48dXa1/vvv8+IESMAztnfpk2baNmyJQCJnW/Acc091TqmM9nsNh5/ew7mvT+SkZEBOCv7d+nShWbNmhETE4P59L34RERErhD6CVPkCmQYBuHh4YSHh9OpUycKCwtdswS2bdvG/v37mTt3LgB+fn4kJCQQFxdHw4YNCQ8Pr/ZZAnPmwOTJEBbm3HaqYcNq7e6KUatWLcxmM506/ciSJdfRtSscP56JzVbEp5+WYhgX3spr3bp1bNq0iVatWnHVVVe5ju/Zs4d33nkHb29vxowZQ0BAQDW+EpE/BqvVyvTp088aAiQlJWG1WiksLGRfVhEBVTwL4EJKMfN1Wik9igrp3r07zZs3Jy4u7ncV+BMREbkUFAKI/AFYrVbi4+OJj4+nd+/eZGRksGvXLlJSUti2bRtr165l9erVuLm5ERER4ZolEBMTUyWFp87UtSu0bg3XX+/cg/qUDRucMwT+rPtNh4WF4e3tjYfHUiZO7ImHh4lRoxycPOkgOtrOhbKX4uJi/ve//+Hm5sagQYNc20Pm5OTw6quvkp2dzZgxY2jcuPEleDUiV76bbrqJjz76iB9//JG2bdu6jhcVFTF79mxuvvlmZs+efcG/e5VlL8rH5HHh984Siw+jH3iC+HphVTsAERGRaqQNykX+YE7VEujQoQPDhw9n4sSJPPLII/Tv35/GjRtz7Ngx5s2bx0svvcT48eOZOnUqy5cv58CBA9jtVbNvdoMGcOSI87/R0b8d/+UXGD0a2raFJ5+E4uIq6e6KYbVaqVOnDllZ2eTmOvf3NpvNOByOCn1vV61axfbt22nfvj3x45y43wAAIABJREFU8fGAc3lAUlIS27dv5/rrr+faa6+t1tcgUt1yc3N54oknuPrqqwkJCcHDw4OGDRsyYcIE8vPzK3Wv3r17ExoayvTp08scnzdvHsePH3ctGbDZy293XJC2ifSPn2TfywPZ++JNHEq6n9yNC8q1OzD1To7MmkDxkd2k/+9J9r18K4fee+CcY8rbvIS9z99I4d7NGNhJOf7bG13Xrl2pX79+uWs2btzIgAEDCAsLw8PDg8jISG677TZ2795dru2aNWvo0qUL3t7ehISEMHLkSPLy8sq1O3z4MKNHjyYqKgp3d3fq1KnD3Xff7VqaICIici6aCSDyB+fh4UGTJk1o0qQJN954I0ePHnXNEti+fTvr169n7dq1mM1mwsPDadGiBY0bN6ZBgwb4VmZPuzMsWACdOjm/ttmcMwJuu8356+ef4dVXYdcu+PWz7p9GVFQUycnJpKenExISgslkqlAIkJ+fz6effoq3tzcDBw50LdmYN28eixYtokWLFowYMcI1O0Dkj+rgwYO8++673HLLLQwePBg3NzdWrFjB5MmT2bhxI4sWLarwvSwWC0OGDGH69OlMmTLFVf/kvffeo2XLlrRo0QKAMzOA3E0LOb7wDTwiYvG/5lZMFisFqRs5vmgqpSeOENj9zjLtbTmZpH/0GF5NOuIV2wFHcUGFxleKG5sP5tC35bnbzJ8/n1tuuQVvb29GjhxJw4YNOXLkCIsWLWLr1q3ExMS42m7atIkbb7yRESNGMHjwYJYvX05SUhImk4m3337b1W7fvn20b9+e4uJi/va3vxETE8OuXbuYNm0a3377LevWrcPf379Cr0FERGoehQAifyKGYRAaGkpoaKjrB8S0tDRSUlJITk4mNTWV+fPnA85ChDExMcTHxxMdHU29evUqtHTA4YCCAli71vlB/9QxgNRUiIiA8HBnkbxly8qHAA4HVT5191IKC3NO+01PT6dp06YVngmwbNkydu/eTd++fYn+dfrE+vXrmTlzJrVr12bs2LF4e3tX+/hFqluDBg3Yv39/maKX9913H08++SQTJ04sN7X/Qu68805eeeUV5s6dy+DBgzlw4ACLFy/m1VNvQGcozTvO8cVv4RXfmdA+D7uO+7a6geOL3yLnp8/xaXk9lsDw367JTifo+gfwbf7XSr1WB7DtUM45z+fn5zNixAj8/f3ZuHEjERERrnNPPfVUufeNzZs3s3r1atq1awfAPffcQ05OjisE8fHxAeCBBx6gpKSEjRs3UrduXdf1AwYMoF27drz88ss888wzlXotIiJScygEEPkTc3d3p3HjxjRu3JhevXpx/PhxUlJS2LVrFzt27GDnzp1s2bIFAB8fH2JjY2nSpAnR0dFERUWdtcCVYUByMhQWOqf9A5wqYr92Lfzzn1BaCvfdBzfc4Dx+aqbAqetPsdudv/8jhQKnhwBQseUA2dnZzJkzh6CgIG6++WbA+bT0tddeA+D+++8v84O8yB+Zu7u76+vS0lJyc3Ox2Wz06NGDiRMnsnbt2kqFAImJibRu3Zrp06czePBgZsyYgcViYfDgwWf9e5ef/D3YSvBpdi22/Owy5zwbXU3u+i8p3PtzmRDAZPXFJ7HHmbeqkJPFtnOeW7RoEUePHuX5558vEwC4+j1j5k/79u1dAcAp3bt3Z8GCBaSlpZGQkEB2djbz589nxIgRWK1Wjh496mpbv359GjZsyDfffKMQQEREzkkhgEgNYRgGwcHBBAcH065dO2w2GwcPHiQtLY09e/awY8cONm/ezPr16zEMAz8/P+Lj42nUqBHR0dFERkby008WTpxwftjv3r18H4MGwU03wahR8Ne//lYv4FQA8OyzcPXVcN11znoBp31W+MM4taY3LS0NoELLAb7++mv279/P0KFDCQ8PJy8vj1deeYX09HRGjhxJ69atL9HoRS6NqVOn8uabb7Jt27ZyfzdOnDhR6fuNGDGC+++/n7179/L+++/Tt29fgoKCynwAPqXk2H4AMj5+4pz3s50sOwa3wNoYpovbzs90nhAzJSUFwLWV4YU0aNCg3LHg4GAAjh07BsAvv/yC3W4nKSmJpKSkCt9HRETkFIUAIjWU2WwmKiqKqKgoOnfuTElJCQcOHCA1NZXdu3eTnJzMTz/9xJo1azAMg8DAQCyWHnz7bXu2bg0gJMSgd2+Drl0hNxdOlRfw8ICEBJg1C5577rfp/zYbhIY66wSAMzBo0QKeeAJKSpzXnc5mA5PpypslEBwcjL+/P4cOHSL3ZD42szslhoWC4lICz9I+MzOT+fPnEx4eTu/evbHZbLz77rts2rSJXr160a9fv0v+GkSq05QpUxg3bhw9e/ZkzJgx1KlTB3d3dw4ePMjw4cMvqkDp4MGDGTduHHfddRe7du3i9ddfP09r5/qk4BsfwuwTdNYWbgG1y/zecKvEtn5nvCn5Wn9b9lBaWlp2JL+ularotq1m87mDiFP3OvXfoUOHcscdd5y17anaCSIiImejEEBEAGcBrujoaKKjo+nevTtFRUXs27eP1NRUV6HBo0f/j/j4T4iLs5CV1YX/+79ILBYLs2c3IyDAh5EjDTIyYNEiGDrUeV+Hw/nLbHZ+sD9xwhkEfPcdhIU5P+i/9BL4+cEDDzjPBwaW3XoQnEsHLnfNvKz8Yuas38tGr1bsw8T8icuAdlDvajq++iP+nhbiw/1o1yCY6xPCaVjLhy+++IL09HRGjRpFUFAQc+fOdRUCvOuuu877Q7/IH9HMmTOpX78+X3/9dZnp7gsXLrzoewYEBLi2C4yMjDzvLhqWwDoAmD398Kzf4qL7PBeT1bku316Yh9mAVlEBrnOpqallaiHExsYCzt0Bqmrnj4YNG2IYBsXFxfTocXFLGEREpGZTCCAiZ+Xh4UGjRo1o1KgRPXv2JD8/n71795KamkpKSgp79qwjJ2cZb79tJzu7HuvX/4XPPosnIMCdESNgwAA/wMBkcn6AB/j+e2jYENatg6go6N0bvvjCud3gjTfCqlXOYoObNkG/fvDYY85AAH4LAC5HYcFth7J5c8VuFm49jN1uw4YvnPrs/utgHA44kV/C97uP8cOeY7y6JJm6vmYsO5OpV78+PXv2ZMOGDcycOZOwsDDGjh3rKvIl8mdiNpsxDMP1xBqcT8iff/7533XfCRMm0LhxY1q1alVuLb3ptDn5Xk06cWLFB2StmoVHVCImS9mn/PbCkxhu7hhuFi6GJci5tr8gbRNhzTrTvK4zBPjoo484dOgQ9erVc7Xt2bMnISEh/Oc//2HYsGGEh4eXuZfD4ajwLIFTgoOD6dWrF3PmzOGHH34oV0PA4XBw9OhRQkNDL+bliYhIDaAQQEQqxMvLi7i4OOLi4gDnXuBpaWmuUCAt7TNyc3MpLPRk3boSDh2qQ2JiIg0aNCA6OprAwEDAYMsW5zKAW24BT0/nB/2JE51BwZQpzg//n37qXC7wzTcwcKBzO8LSUujcGQICyo6rtBT273fuSlDVNQYKS2xMWrCDT9bvp7jU/us2ZBd+cm9zAJhIy3FghF5DgY9B8v5Mpr72Gg6HQ4UA5Q9t6dKlFBYWljseEhLCqFGj6N+/P//4xz+4/vrrufnmm8nJyWH27NllnpBfjGbNmtGsWbOznjt9Xb6bXwjBf72XY1+/xqF3RuOT0A2zfy3s+dkUZ+6lYOcP1Bk5FbeAsIsahyW4Ltb6LcjbtJD9BmwMvJ7P/ruNuXPn0rBhQ0pKSlxtvby8SEpKon///iQkJLi2CMzMzGTRokU89NBD9O3bt9JjmDZtGh07dqRz587cfvvttGzZErvdzp49e5g3bx633367CgOKiMg5KQQQkYvi6+tLYmIiiYmJAGRlZZGamkpaWhq//PIL+/fvd21H6O7uTq1aDUlNHcqBAyFMm5aFyVSL5583CAyEv/zFGQC0b+8MAQCCguDAAefXTz7prDnwyivO8OCeeyAz07kVYWkpvPEG1KoFjzxSdcsGth3K5m8z1pFVUExhSeXXMJ/iMLtzsMDOoA+2EFoUwPghN6gQoPyhLVy48KxT+2NjYxk1ahQPP/wwDoeDpKQkxo4dS+3atRk4cCAjRowg/sw9Q6uIxVz2abpPs2txC4ogZ+0ccjctxF54ErOXH25BEQR0GoLZ52wVPCou5MZxHF/8Jie3L+eZx1fQqVMnvv32W0aPHu0qGnpKnz59WLVqFZMmTSIpKYnc3FzCwsLo2LGj6/2zsiIjI1m/fj0vvPAC8+bN48MPP8RqtRIZGUnv3r259dZbf9frExGRPzfj9Ol6F9K6dWvHunXrqnE4IvJn4HA4OHbsmCsUSE5O5tChQ+zbV4vCQj+io3ewffsQ1q3rxL//vYNbbvFl1qxIsrPNTJ4MOTnw9ttgsTh3G2jbFhYudM4gKChwFhxcudJZUPDWWyEtDW6+ueyOBb9n+8F1ace5ffqP5J9n66+L4YadMX9pzJgesVV6X5Ga7t3v9vCfxb9Q8DsCu8rydjfz6qCW9Ii7uBkFIiIiVc0wjPUOh+OCT5s0E0BEqpxhGISEhBASEkKbNm1wOBxkZGSwb98+9u/fT0pKKUVFK/Dy2sSGDdvYutXG/v1/JT+/OYsW7WP79nhWr67N+PEWNmyAxERnAFBU5Cw6uGCBs27Arl1w770QGQlt2sDx487tCzt1gotdbr/1YHa1BAAApZiYtjIVL6uFkR21hZdIVRnQOpIpS3Ze0j69PdzoFlvrkvYpIiJSFRQCiEi1MwyDsLAwwsLCaNOmDQA5OTns27ePfftiSUtLw2JJZtmyKPr3b0lg4H6aNPmalSuPs2TJIBITzWRmWikoCGHDBoP77nM+4ffzc84WaNnS+eR/xAjw8nLWGYiNhQ8/BLdKvMudLCpl+PvVEwCcUlBi46VvfuGqqEBaRv2+Kcki4uTvaeHpG+N5dv72av37e4rVYuLVQS0xm66wPUxFREQqQCGAiFwWfn5+JCQkkJCQAEBRUREHDhxg165kkpPTycjYyy+/5LFmjS8+PpN57LHjhIbWYu7cMYwencHevX5kZETQuLEbTZrAzp3OOgGLFzu3F1yzxhkAVGY3gefmbye3sPTCDX+nwhI79320gWUPdcVq0RaBIlXh1taR/N+Gg6zfdxxbNa4K8HAz0bd5BO0bBFdfJyIiItVINQFE5Ipkt9tJT09n2bJMPDx2kpKSwoEDB1m4cDAREZuIifmJ9etH4uUVwv33p9O6dS1mzmxARoY7jz0G0dGVCwDW7z3BkKQfflcRwMrIWz2bYytnk5qaSv369S9Jn+fyzDPP8Oyzz14RYxH5PdJzCun13+84kV/8624eVctiNqgX5M28+zrg7aHnKCIicmVRTQARqXLLly+nW7duvPjii4wfP75a+zKZTISHhzNkSDgORzPAQXZ2Nu3bH+W55wZz4sT1ZGcXY7ensnjxR3zzjRkfHysnT15Px47dmD49lVatwgkODq7QPtyvLUuh6BIWFSt17iNIUUn1T10WqSnC/Kz836hruHnaarILSrBV4kHHhbibDeoEePLJPe0VAIiIyB+a/hUTkSue8zO8QUBAAEOHBjB0KOTmBrBpUxFHjnhRUDCKyZOjaNBgFYaxjfz8FiQlvcWnnxYRFhZGbGwsdevWJSIigoiICLy9vcvcPz2nkO93ZVINDw7Pyb/DIMK7DGJLjjuXe6+AJ554ggkTJuDh4XGZRyLy+9UP8ebLBzoyNGktR7ILKaiCoM3TYiY+3I/3hrfB39NSBaMUERG5fBQCiMgfkq8vdOrkAUTicERSqxbMmjWAw4eLefDB/cTFdSYlJYVDhw6xdOlSHA4HhmHg7e1NVFQUMTExrlDg4y1Z2Ow24NKtzzdMZgrskPR9Kv2virxk/Z6Nm5sbbhWooFhSUoLNZsNqtV6CUYlcvIgAT755sDOvLUvh7e/2UFxqv6jlAWYTuJvNPNYrjqFXR1VoVpGIiMiVznS5ByAif05FRUVMmjSJpk2bYrVaCQgIoHfv3mzcuLHC98jJyeHxxx8nLi4Oq9VKcHAwHTt25OOPPy7TbsuWzbz11k0sWBDKqlUB/O9/fUlLS+PRRx9l0qRJPPzwwwwZMoSUlBSmTp3Ktm3bmDBhAt26dSMmJoZJD46gJC8HgNxNCzn4zij2vngTB98eRf7OH8r0VZqVzt7nbyTru1mc3PEdh957gH0v3czBN+8ib/NiZ5vsDDLnTmL/K4PYN2UAR798CXtRfpn7ZH03i73P38iOnbsp/bWK2fHjx/n73/9OTEyM6/VeddVVvPjii2Wu/eCDD2jbti0BAQF4e3vToEEDhgwZQmZmpqvNjz/+yPDhw2ncuDFeXl74+vrSoUMH5s6dW+77/Mwzz2AYBmlpaeWObdu2jYceeoi6detitVr54Yffvh9LliyhZ8+eBAQEYLVaadasGW+++WZF/3hFqpXFbOKha2OZd29HrmtaGw83E1a3iv3Y4+VuxmoxMeCqSBb/vTPD2tVTACAiIn8amgkgIlWupKSE6667jtWrVzNs2DDuv/9+srOzeeedd+jQoQMrV66kdevz1yzJysqiY8eObNu2jf79+zN69GhsNhsbN25k/vz5DBo0CIB169bRpUsXLBYL9913H7Vr1+bLL7/k0Ucf5eeff2bWrFn4+/vTtGlTZs+ezerVq9m8eTORkZH06NGDX375heUrVlIwZyJesdeQt2khPs16Yri5k7vuCzI//zd17n4LS0DtMuMr2P0TuZu+xrflDZg8fcj7eTHHFrwKZjeyVnyAtV5zArrcTtHhFE5uXoxhdie415hyr9NiNpGSkUdcuB8DBgxg5cqV3HPPPTRv3pz8/HySk5NZvnw5Dz/8MAAffvghd9xxB506deK5557D09OTffv28fXXX5ORkUFoaCgAc+fOJTk5mVtvvZV69epx7NgxZsyYwc0338ysWbMYPHhwhf4shwwZgqenJ+PGjcMwDMLDwwF4++23GTVqFO3atePxxx/H29ubxYsXM3r0aHbv3l0uuBC5XGJr+zJ1yFUcP1nMJ+v2syw5nR1HcikutWMxmzAAB1BUasPXaqFpuB/XNa1Nv5YRWvsvIiJ/SvrXTUSq3Ouvv87y5ctZuHAhf/3rX13H7733XhISEhg/fjzLly8/7z0ee+wxtm3bxltvvcXdd99d5pzd/lsBv7Fjx1JUVMSaNWto1qwZAPfffz8DBw5k9uzZ3HnnnfzlL38pc32HDh144403ADiWV0RM94Fk/zQPW95x6vztDUweXgBY6zXj8HsPkLdpIYFdh5e5R8mx/dQZOQ03/1oAeMd15sAbwzn25RQCu9+JX9ubAPBtCfbCPPK2LiOwx12Y3D3L3McBbD+cQx0vB8uWLWP06NG8/vrr5/y+zJkzB19fX5YtW1ZmCv8///nPMu2eeOIJ/v3vf5c5NmbMGFq2bMnEiRMrHAIEBASwZMmSMn0dPnyYMWPGMGjQIGbPnu06fu+99zJ27FimTJnCqFGjiImJqVAfIpdCkLc7o7rEMKqL8//LjJxCjp4spqTUjofFRJivlUBv98s8ShERkeqn5QAiUuU+/PBDmjRpwlVXXcXRo0ddv4qLi7n22mtZtWoVBQUF57zebrfz8ccfExcXx1133VXuvMnkfOvKyMhg9erV9OnTxxUAABiGwWOPPQZw1unvDz74oOvrnMJSvKKaAuCd0N0VAAC414rG8PCi9MShcvfwbNTOFQAAmL38sQRFgGHg2+rGMm2tdZuCvZTS7PRy97HZHGQXlODp6YmHhwdr164tMy3/TP7+/uTn5/PVV19xvi1eTy9+mJ+fz7Fjx8jPz6d79+7s2LGDnJycc157ugcffLBcvYDPPvuMoqIi/va3v5X58z169Ci9e/fGbrezdOnSCt1f5HKp5WclPtyP5pEBNKntpwBARERqDM0EEJEqt2PHDgoKClxT08/m6NGjREaevSDe0aNHOXHiBNddd9151+GmpqYC0LRp03Ln4uPjMZlM7Nmzp9y5Bg0auL622R24e/sD4OYfVq6tycMHW0FuueNnLg8AMFl9MPsEYbhZyh0HsJ/lPg4czjG4u/PKK68wduxYoqOjiY+Pp3v37vTr16/MTIbHHnuMlStX0q9fP4KDg+nSpQvXX389AwcOxNfX19UuIyODJ554gnnz5pGRkVGu36ysLPz8/ModP1Pjxo3LHduxYwcAPXr0OOd16enlAw8RERERufwUAohIlXM4HCQmJjJlypRztjlfQHDqCfeFCnGd70n4+ZjNv+0C4GExuaqGG8Y5JkedrZ9ztT3X8XPcx2wYrmJlo0aNom/fvnz11VesWLGCzz77jNdff52BAwe6iiE2atSI7du3s3TpUpYuXcqKFSu46667ePrpp1m5ciUxMTE4HA569uzJjh07GDNmDG3atMHf3x+z2cz06dOZPXt2mSUV5+Pl5VXu2Knv+wcffOCqEXCm04MWEREREblyKAQQkSrXqFEjMjMz6d69u2vqfmWEhoYSGBjIpk2bztvu1AfNbdu2lTuXnJyM3W6/4IfR2n5WbBX8QFwd3MwG9YJ/m7ofHh7OyJEjGTlyJDabjWHDhvHRRx8xbtw42rRpA4CHhwe9evWiV69eACxYsIAbbriBKVOm8MYbb7B582Z+/vlnnnrqKZ599tky/b377ru/e8yNGjUCICQk5LyzAURERETkyqOaACJS5W6//XaOHDlyzpkAF5oqbjKZuO2229i+fTtJSUnlzp96El2rVi2uueYavvzyS7Zu3Vrm/KmieDfddNN5+7KYTdTyvXz73heV2kmMcK7zz88vu42g2Wx21To4fvw44FwqcaZWrVqVaXNqpsOZMyW2bt161hoJlXXrrbfi4eHB008/fdbaDtnZ2RQVFf3ufkRERESk6mkmgIhU2tKlSyksLCx3PCQkhFGjRjF27FgWL17Mww8/zLJly+jevTt+fn7s27ePpUuXYrVa+fbbb8/bx8SJE1m2bBkjR47km2++oWPHjjgcDjZu3EhpaSkzZ84E4NVXX6VLly506tTJtUXg/PnzWbRoEYMHDy63M8DZNK7tw/nnHFQfL3czgd7ubNq0nS5dunDTTTeRkJBAYGAgO3bsYNq0aURHR9OpUycAevbsib+/P507dyYyMpKsrCzef/99DMNg2LBhAMTFxdG0aVMmT55Mfn4+sbGx7Ny5k7feeouEhAQ2bNjwu8Zct25dpk2bxsiRI4mLi2PYsGHUq1ePzMxMtmzZwueff8727dupX7/+7/32iIiIiEgVUwggIpW2cOFCFi5cWO54bGwso0aNwmKx8NVXXzF16lRmzpzJ008/DUCdOnVo27Ytd9xxxwX7CAwMZM2aNUyaNIk5c+Ywd+5cfH19iY+P54EHHnC1a926NatXr+bpp59m6tSpnDx5kgYNGvDCCy8wbty4Cr2e9g1C+KSCr72qdY117jAQGRnJnXfeybfffsvnn39OUVERERER3HXXXTz66KOutfmjR4/mk08+4a233uL48eMEBwfTsmVLXnvtNbp16wY4ZwJ89dVXjB8/nhkzZnDy5EkSEhKYMWMGP//88+8OAQBGjBhB48aNeemll3jrrbfIysoiJCSE2NhY/vnPf1K7dvnCiSIiIiJy+RmVKazVunVrx7p166pxOCIil57d7uDqfy8lM+/STmG3upn4akwnYkJ9Lmm/IiIiIvLnYxjGeofD0fpC7VQTQERqPJPJYGSnaKyWS/uWGFvbVwGAiIiIiFxSCgFERIDb29XH39Nyyfqzupn4V7/ES9afiIiIiAgoBBARAcDT3czrt7XC6lb9b4ueFjPDr6lPQoR/tfclIiIiInI6hQAiIr9qUz+I29pG4WkxV1sfbiaDOgFWHro2ttr6EBERERE5F4UAIiKnefKGeLrGhlZLEOBmMgj19eB/d7fH/RLMOBAREREROZN+ChUROY3JZPD6ba3olVi7SoMAq8VEZKAXX9zXkRAfjyq7r4iIiIhIZSgEEBE5g9lk8FL/5jx/cyLe7mbcTMbvup/VzcRtbaL4emwnQn0VAIiIiIjI5eN2uQcgInIlMgyDvi0iaB8TzOOfb2XlzkwAikrtFbreZICHm5mIQE8m39KMVlGB1TlcEREREZEKUQggInIetXytvDOsNUeyC/lw7V5mr91HXlEp7m4mCkpKsZ2WCXh7mHE4wGZ30DM+jLs6NaBZ3YDLN3gRERERkTMYDoejwo1bt27tWLduXTUOR0TkypeZW8TWg9nsOJJDdkEJNrsDHw83okO8SYzwp36wN6bfuYRARERERKQyDMNY73A4Wl+onWYCiIhUUqivB92a1KJbk1qXeygiIiIiIpWiwoAiIiIiIiIiNYRCABEREREREZEaQssBREQqyWZ3kHo0jx1HcskrLMXucGC1mGkQ4k1cuB9Wi/lyD1FERERE5KwUAoiIVEBhiY2vthxm+vep7MzIw81kYDLAZgcHDsyGgWEYFJbYCPe3clPLCIa2q0ctX+vlHrqIiIiIiIt2BxAROY+CYhuvLN3JzB/2YgAni20Vus7DzYQD6NQwhGf6NCUy0KtaxykiIiIiNVtFdwdQTQARkXNYl3acrv/5lhlr0sgvtlU4AAAoKrVTXGpn+c5Mer68kg/WpGG3Vzx0FRERERGpDgoBRETO4rVlKQx9by3pOUUUltgv+j42u4OCEhvPf53MkKQfyC8urcJRioiIiIhUjkIAEZEzPP/1DqYu3/27PvyfKb/ExoZ9WQx4a42CABERERG5bBQCiIic5t1Ve5ixZi8FJRWf+l9RRaV2dmXkMeL9n7Q0QEREREQuC4UAIiK/2pmey0uLfqmWAOCUolI7mw9k8/6atGrrQ0RERETkXBQCiIgApTY7983eQJGt6pYAnEtBiY3Ji5LZe+xktfclIiIiInI6hQAiIsCn6w9w4EQBldg1tVIOTL2TI7MmuH5fUurgyXk0Hu9wAAAKqklEQVRbq6czEREREZFzUAggIjWew+HgzRW7q3UZwJlsDgc/pB7ncHbBJetTREREREQhgIjUeBv2ZZGRV3TpO3bAzDV7L32/IiIiIlJjKQQQkRpv7sYDFF7CWQCnFNvsfLbhwEVfn5ubW4WjEREREZGaQCGAiPwhFBYW8swzzxAbG4uXlxcBAQEkJiby8MMPl2v77rvv0qpVKzw9PfH396dnz56sWrWqXDvDMBg+fDiLl3/H4Q8nsO8/t7D/1cEcW/Bf7MUVn6ZffGQ3mXP/zf7/DmXvi/048MZwMudNpuTE4Qtee2jXNnr36UtISAgeHh7Exsbyr3/9i9LS0jLtunbtSv369dmzZw/9+/cnKCgIPz8/13mHw8E777zD1VdfjY+PDz4+PiQmJvLUU09V+HWIiIiIyJ+f2+UegIhIRdx3332899573H777fz973/HZrORkpLCsmXLyrR79NFHmTx5Mm3btmXSpEnk5uby9ttv061bN+bNm0evXr3KtN+0aRNbds7BJ7EH3vFdKNy3hbzN34BhEHz9AxccV/6uH8mcOwmTxYpP8564BdbBlneCwtQNlGTuxRIYfs5rC3b/ROacSbg3aMC4ceMICgpizZo1PPXUU2zatIlPP/20TPu8vDy6dOlChw4d+Ne//kVGRobr3LBhw5g1axZXX301jz/+OAEBASQnJ/PZZ5/x3HPPVeRbLCIiIiI1gOGoRCns1q1bO9atW1eNwxERObugoCDatWvHggULztnml19+IS4ujmuuuYZly5bh7u4OwKFDh4iPjycgIIDdu3djNpsB50wAwzCIGv4fCGvsuk/Gp89QkLqRyAc/xuTuec7+7CWFHJx6JxgG4SNexc03pMx5h8OOYTgnXB2Yeidu/rWoPeR557nSYg5MuxOP4AimzZ7HHR1iXNe9/PLLPPTQQ3z77bd07doVcM4EWLFiBY8//jgTJ04s088nn3zCwIEDGTp0KDNmzMBk+m2Sl91uL/N7EREREflzMgxjvcPhaH2hdvrJUET+EPz9/dm2bRtbt557W7158+bhcDh45JFHXAEAQJ06dRg+fDh79+5l48aNZa5p2bot3pFxZY5Zo5qB3UZpdvp5x1S4ZwP2ghz82t5ULgAAXAHA2RSkbsR+MgvfZtdy/PgJjh496vp1arbCN998U+668ePHlzs2a9YsAF566aVyH/gVAIiIiIjI6fTToYj8IbzyyiucOHGCxMREYmJiGDlyJPPmzcNut7vapKamAtC0adNy1yckJACwZ8+eMsej6kWXa2vydK61txecv/BeyYlDALiHNajEK/n12mP7AciY/woP9WlDaGio61eTJk0ASE8vG0KEhoYSEBBQ7l4pKSmEh4cTFhZW6XGIiIiISM2imgAi8ofQt29f0tLSWLBgAStWrGDJkiUkJSXRqVMnlixZgru7O5VZ3nSKh7sbpfZzXFfh+xmV7veU0B5/4+5+3ekaW6vcuTp16pT5vZeX11nv4XA4MIyLH4OIiIiI1BwKAUTkDyMoKIihQ4cydOhQHA4HEyZMYPLkycybN48BAwYQE+NcV79t2zbX16ds374dgAYNyj61t1rMmE0X9wHaEhQBQHH6bjyjW1bu2kDnB3w3d08G9OlF88jyT/grKjY2lnnz5pGenq7ZACIiIiJyXloOICJXPJvNRlZWVpljhmHQsqXzg/fx48cB6NOnD4Zh8OKLL1JSUuJqe/jwYaZPn069evVc15wuNsz3osZljW6JydOPnB8/pzTveLnz55uZYI1uhckrgMxV/yPUvaTc+YKCAnJzz78c4ZQhQ4YA8Mgjj5RZHnGhMYiIiIhIzaOZACJyxcvNzSU8PJw+ffrQsmVLatWqRWpqKtOmTSMwMJDevXsDzifiDz/8MJMnT6Zz584MHDjQtUVgXl4es2bNcu0McLprYoLZcjD73MsCzsFksRLcayyZc//N4Xfv+3WLwHDs+TkUpG7Ar00/vBq3O/u17lZCbvw7R+f8i+YJ8dx55500bNiQrKwskpOTmTNnDnPnznXtDnA+AwYMYODAgXzwwQekpKTQp08fAgMD2blzJ4sWLTpvMUURERERqVkUAojIFc/Ly4sHH3yQpUuXsmTJEvLy8lyhwD/+8Y8ya+dfeOEFGjZsyNSpU5kwYQLu7u5cffXVzJ49m06dOp31/v2viuTdVamVDgEAvBpdTe2hL5C95lPyNi/GXpyP2TsQj7rxWGrVP++1QbFteeC9eSQv+pAPP/yQzMxMAgMDiYmJ4aGHHqJZs2YVHsep15eUlMRzzz2H2WwmOjqaAQMGVPo1iYiIiMifl1GZqaKtW7d2rFu3rhqHIyJyedw87Xs27Mu6cMMq5OFm4qfHe+BntVzSfkVERETkz8cwjPUOh6P1hdqpJoCICPBAt0Z4WsovFagu7mYT/VpEKAAQERERkUtKIYCICNCtSS3aNQjCYr40W+15uZt5rFfcJelLREREROQUhQAiIr96sX9zPNyqfzaA1WLi5Vtb4O+pWQAiIiIicmkpBBAR+VWIjwev39YSq6X63ho9LWZubR1Jtya1qq0PEREREZFzUQggInKarrG1+E//5tUSBHhazPRKrM2zvZtW+b1FRERERCpCWwSKiJzhhmZ18PZw476PNlBcYqfkIrYOPJPVzcTwa+rzyF9jMYxLU3dARERERORMmgkgInIWXWNrsXxcN9rHBOPlfvF1AqwWE3X8rcy+qx2PXtdEAYCIiIiIXFaaCSAicg6hvh7MGNGWxTvS+e/SFHZl5FFit2OzX/hab3cznu5mRnaMZvg10Vgv4faDIiIiIiLnohBAROQ8DMOgZ3xtesbXJiU9l9k/7uOH1GPszjyJm8nAZBgYgN3hoKjUTri/lRZRAdzSsi6dG4ViMunJv4iIiIhcORQCiIhUUKMwX57+taif3e7gQFYBuYUl2B3gaTFRN9BLT/xFRERE5IqmEEBE5CKYTAZRQV6XexgiIiIiIpWiwoAiIiIiIiIiNYRCABEREREREZEaQiGAiIiIiIiISA2hEEBERERERESkhlAIICIiIiIiIlJDKAQQERERERERqSEUAoiIiIiIiIjUEAoBRERERERERGoIhQAiIiIiIiIiNYRCABEREREREZEaQiGAiIiIiIiISA2hEEBERERERESkhlAIICIiIiIiIlJDKAQQERERERERqSEUAoiIiIiIiIjUEAoBRERERERERGoIhQAiIiIiIiIiNYRCABEREREREZEaQiGAiIiIiIiISA2hEEBERERERESkhlAIICIiIiIiIlJDKAQQERERERERqSEUAoiIiIiIiIjUEAoBRERERERERGoIhQAiIiIiIiIiNYRCABEREREREZEaQiGAiIiIiIiISA2hEEBERERERESkhlAIICIiIiIiIlJDKAQQERERERERqSEUAoiIiIiIiIjUEAoBRERERERERGoIw+FwVLyxYWQCe6tvOCIiIiIiIiJyEeo5HI7QCzWqVAggIiIiIiIiIn9cWg4gIiIiIiIiUkMoBBARERERERGpIRQCiIiIiIiIiNQQCgFEREREREREagiFACIiIiIiIiI1hEIAERERERERkRpCIYCIiIiIiIhIDaEQQERERERERKSGUAggIiIiIiIiUkP8P5M9WJmwURQDAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"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": "markdown",
"metadata": {},
"source": [
"Ajoutons au dictionnaire des personnages, le nombre total de mots prononcés dans toute la pièce par chacun. Cela permettra de dimensionner les noeuds relativement à leur importance dans la pièce."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Création d'une copie du dictionnaire des personnages de la pièce spécialisée pour l'affichage du graphe des échanges\n",
"persoGrapheDict = copy.deepcopy(avarePersoDict)\n",
"# Boucle d'ajout au dictionnaire des personnages de la pièce, de l'attribut donnant le nombre total de mots prononcés\n",
"for totalSpeechLength, rowDataSeries in sortedData.iterrows():\n",
" persoGrapheDict[rowDataSeries[\"perso\"]][\"node_weight\"] = totalSpeechLength\n",
"\n",
"# Création de la dernière figure en appelant la fonction de tracé du graphe des échanges avec en argument,\n",
"# un dictionnaire qui va permettre de personnaliser les éléments annoncés plus haut afin d'en améliorer\n",
"# le rendu et la lisibilité.\n",
"fig = plt.figure(figsize=(22,22))\n",
"ax = plt.gca()\n",
"draw_labeled_multigraph(initExchangesGraph, \"weight\", ax=ax, posCustom=pos, persoCustomDict=persoGrapheDict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dans le graphe tracé ci-dessus:\n",
"- sont affichés les échanges entre les personnages via des arêtes courbées dont la couleur est associée à l'auteur, au noeud dont ces échanges sont issus,\n",
"- sont affichés le nombre total de mots prononcés par chaque personnage à un autre personnage de la pièce dans une couleur associée à la couleur de leur auteur, du noeud dont sont issus les mots et sont plus proches du noeuds d'émission que du noeud donnant le destinataire,\n",
"- les noeuds ont une dimension relative au nombre total de mots prononcés par l'auteur associé au noeud,\n",
"- les arêtes, qui symbolisent les échanges ont une épaisseur réglée en fonction de l'importance relative des échanges d'un auteur vers un destinataire vis-à-vis de l'importance en nombre de mots des autres échanges entre personnages au travers de la pièce.\n",
"Le graphe pourrait encore être amélioré en modifiant les positions des noeuds, mais le résultat obtenu ci-dessus se montre plutôt lisible et nous considérons donc la question optionnelle comme résolue."
]
}
],
"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
}