{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": "true" }, "source": [ "# Table of Contents\n", "

1  Introduction aux algorithmes de bandit (UCB1, Thompson Sampling)
1.1  Problèmes de bandit
1.1.1  Problèmes stochastiques
1.1.2  Radio intelligente ?
1.2  Simulation de problèmes de bandit
1.3  Bras stochastiques, de Bernoulli
1.4  Présentation des algorithmes de bandit
1.5  Deux algorithmes naïfs
1.5.1  ChoixUniforme
1.5.2  MoyenneEmpirique
1.6  Approche fréquentiste, UCB1, \"Upper Confidence Bound\"
1.7  Variantes d'UCB : UCB-V et UCB-H
1.8  Approche fréquentiste optimale, KL-UCB, \"Kullback-Leibler UCB\"
1.8.1  KL binaire
1.8.2  KLUCB
1.9  Approche bayésienne, Thompson Sampling
1.10  Exemples de simulations
1.10.1  Fonctions pour l'affichage
1.10.2  Premier problème, à 3 bras
1.10.3  Second problème, à 9 bras
1.10.4  Troisième problème, simulé 100 fois
1.10.5  Dernier problème
1.11  Une autre politique d'indice : ApproximatedFHGittins
1.11.1  Comparaison de ApproximatedFHGittins avec les autres algorithmes
1.12  Conclusion
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction aux *algorithmes de bandit* (UCB1, Thompson Sampling)\n", "Ce petit document est un [notebook Jupyter](https://www.jupyter.org), ayant pour but de présenter le concept de problèmes de bandit, comment les simuler et les résoudre, et deux algorithmes conçus dans ce but.\n", "\n", "Je ne vais pas donner beaucoup d'explications mathématiques, je conseille plutôt [ce petit article, datant de 2017, en français, écrit par Émilie Kaufmann](http://chercheurs.lille.inria.fr/ekaufman/Matapli_Kaufmann.pdf).\n", "\n", "Je préfère me focaliser sur une implémentation simple, claire et concise de chaque morceau nécessaire à la simulation de problèmes et d'algorithmes de bandit.\n", "J'utilise le [langage de programmation Python](https://www.python.org/).\n", "\n", "Dans ce but, j'utilise une approche *objet* : chaque morceau sera une classe, et des *instances* (des *objets*) seront utilisées pour toutes les composantes." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "code_folding": [] }, "outputs": [], "source": [ "# Dépendances\n", "import numpy as np\n", "import random as rd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set(context=\"notebook\", style=\"whitegrid\", palette=\"hls\", font=\"sans-serif\", font_scale=1.4)\n", "from tqdm import tqdm_notebook as tqdm" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lilian Besson (Naereen) \n", "\n", "CPython 3.6.3\n", "IPython 6.2.1\n", "\n", "scipy 1.0.0\n", "numpy 1.14.0\n", "matplotlib 2.1.1\n", "sympy 1.1.1\n", "seaborn 0.8.1\n", "\n", "compiler : GCC 7.2.0\n", "system : Linux\n", "release : 4.13.0-21-generic\n", "machine : x86_64\n", "processor : x86_64\n", "CPU cores : 4\n", "interpreter: 64bit\n", "Git hash :\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -m -a \"Lilian Besson (Naereen)\" -p scipy,numpy,matplotlib,sympy,seaborn -g" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Problèmes de bandit\n", "\n", "Je ne rentrerai pas trop dans les détails ici. Pour plus d'explications, [cette page Wikipédia (en français)](https://fr.wikipedia.org/wiki/Bandit_manchot_(math%C3%A9matiques)) est très bien faite.\n", "\n", "> \"Dans le problème dit du bandit manchot, un utilisateur fait face à $K \\geq 2$ machines à sou. Chacune donnant une récompense moyenne que l'utilisateur ne connait pas à priori. A chacune de ces actions, il va donc sélectionner une machine permettant de maximiser son gain.\"\n", "\n", "### Problèmes stochastiques\n", "On se focalise ici sur des problèmes dits stochastiques : pour chaque bras, $k\\in\\{1,\\dots,K\\}$, une [distribution de probabilité](https://fr.wikipedia.org/wiki/Distribution_de_probabilit%C3%A9s) $\\nu_k$ est supposée générer les récompense à chaque sélection.\n", "Les récompenses $r_k(t)$ venant du $k$ième bras sont donc \"i.i.d.\" : indépendentes (les unes des autres) et identiquement distribuées, selon $\\nu_k$ :\n", "$$ \\forall t \\geq 1, \\;\\; r_k(t) \\sim \\nu_k. $$\n", "\n", "Un des exemples les plus simples sera de considérer des [lois de Bernoulli](https://fr.wikipedia.org/wiki/Loi_de_Bernoulli), avec des *récompenses binaires*, par exemple pour un traitement médical $r_k(t) = 0$ signifie que le traitement a échoué, et $r_k(t) = 1$ que le traitement a réussi à guérir telle maladie :\n", "$$ \\forall t \\geq 1, r_k(t) \\in \\{0,1\\}, \\;\\text{et}\\; r_k(t) \\sim \\mathrm{B}(\\mu_k). $$\n", "\n", "### Radio intelligente ?\n", "Dans le contexte de la [radio intelligente](http://orbi.ulg.be/bitstream/2268/16757/1/SCS09_Jouini_Wassim.pdf), le vocabulaire change un peu :\n", "\n", "- les bras sont des *canaux radio*,\n", "- les joueurs sont des *objets communiquants*,\n", "- et des *récompenses binaires* sont obtenues soit avant la communication (avec une écoute du spectre, \"sensing\", pour l'Accès Opportuniste au Spectre, \"OSA\"), soit après la communication (avec un \"acknowledgement\" reçu depuis une station de base),\n", "- ou bien des *récompenses réelles*, reflétant par exemple le SNR de la communication, le débit, la puissance reçue etc." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Simulation de problèmes de bandit\n", "\n", "Une simple *fonction* suffira ici, pour initialiser un algorithme, le simuler durant $T$ étapes, et stocker les récompenses et les bras tirés.\n", "\n", "Il est important de tout stocker pour ensuite pouvoir afficher différentes statistiques sur l'expérience, permettant d'évaluer l'efficacité des différentes algorithmes.\n", "\n", "Je préfère donner directement cette fonction afin de fixer les *signatures* des différentes classes qu'on va écrire ensuite :\n", "\n", "- Les *bras* ont besoin d'une seule méthode, `tire()` qui donne $r_k(t) \\sim \\nu_k$ à l'instant $t$ pour la distribution $\\nu_k$ du $k^{\\text{ième}}$ bras, noté `r_k_t`.\n", "- Les *algorithmes* ont besoin de trois méthodes :\n", " + `commence()` pour initialiser l'algorithme, une fois,\n", " + `A_t = choix()` pour choisir un bras, à chaque instant $t$, noté $A(t) \\in \\{1,\\dots,K\\}$,\n", " + `recompense(A_t, r_k_t)` pour donner la récompense `r_k_t` tirée du bras `A_t`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def simulation(bras, algorithme, horizon):\n", " \"\"\" Simule l'algorithme donné sur ces bras, durant horizon étapes.\"\"\"\n", " choix, recompenses = np.zeros(horizon), np.zeros(horizon)\n", " # 1. Initialise l'algorithme\n", " algorithme.commence()\n", " # 2. Boucle en temps, pour t = 0 à horizon - 1\n", " for t in range(horizon):\n", " # 2.a. L'algorithme choisi son bras à essayer\n", " A_t = algorithme.choix()\n", " # 2.b. Le bras k donne une récompense\n", " r_k_t = bras[A_t].tire()\n", " # 2.c. La récompense est donnée à l'algorithme\n", " algorithme.recompense(A_t, r_k_t)\n", " # 2.d. On stocke les deux\n", " choix[t] = A_t\n", " recompenses[t] = r_k_t\n", " # 3. On termine en renvoyant ces deux vecteurs\n", " return recompenses, choix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Bras stochastiques, de Bernoulli\n", "\n", "Les récompenses de tels bras, notées $r_k(t)$ pour le bras $k$ à l'instant $t$, sont tirées de façons identiquement distribuées et indépendantes, selon une loi de Bernoulli :\n", "$$ \\forall t\\in\\mathbb{N}, \\forall k\\in\\{1,\\dots,K\\}, r_k(t) \\in \\{0,1\\}, \\;\\text{et}\\; r_k(t) \\sim \\mathrm{B}(\\mu_k). $$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class Bernoulli():\n", " \"\"\" Bras distribués selon une loi de Bernoulli.\"\"\"\n", "\n", " def __init__(self, probabilite):\n", " assert 0 <= probabilite <= 1, \"Erreur, probabilite doit être entre 0 et 1 pour un bras de Bernoulli.\"\n", " self.probabilite = probabilite\n", "\n", " def tire(self):\n", " \"\"\" Tire une récompense aléatoire.\"\"\"\n", " return float(rd.random() <= self.probabilite)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Par exemple, on peut considérer le problème à trois bras ($K = 3$), caractérisé par ces paramètres $\\boldsymbol{\\mu} = [\\mu_1,\\dots,\\mu_K] = [0.1, 0.5, 0.9]$ :" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "mus = [ 0.1, 0.5, 0.9 ]\n", "bras = [ Bernoulli(mu) for mu in mus ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut prendre 10 échantillons de chaque bras, et vérifier leurs moyennes :" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0],\n", " [1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0],\n", " [0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rd.seed(10000) # pour être reproductible.\n", "T = 10\n", "exemples_echantillons = [ [ bras_k.tire() for _ in range(T) ] for bras_k in bras ]\n", "exemples_echantillons" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.1, 0.5, 0.9])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(exemples_echantillons, axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> C'est assez proche de $\\boldsymbol{\\mu} = [\\mu_1,\\dots,\\mu_K] = [0.1, 0.5, 0.9]$..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Présentation des algorithmes de bandit\n", "Comme on l'a dit plus haut, les *algorithmes* ont besoin de trois méthodes :\n", "\n", "- `commence()` pour initialiser l'algorithme, une fois. Généralement, il s'agit de remettre à zero les vecteurs de mémoires internes de l'algorithme, et de mettre $t = 0$.\n", "- `A_t = choix()` pour choisir un bras, à chaque instant $t$, noté $A(t) \\in \\{1,\\dots,K\\}$. C'est la partie \"intelligente\" qui doit être conçue avec soin.\n", "- `recompense(A_t, r_k_t)` pour donner la récompense `r_k_t` tirée du bras `A_t`. Souvent, il suffit de mettre à jour les deux ou trois vecteurs internes.\n", "\n", "En fait, il faut aussi une méthode pour *créer* l'instance de la classe, i.e., une méthode `__init__(K)`, qui demande de simplement connaître $K$, le nombre de bras.\n", "\n", "> Bien-sûr, les algorithmes ne doivent pas connaître $\\boldsymbol{\\mu} = [\\mu_1,\\dots,\\mu_K]$ les paramètres du problème... Sinon l'apprentissage n'a aucun intérêt : il suffit de viser $k^* = \\arg\\max_k \\mu_k$...\n", "\n", "- Lisez [ce paragraphe sur la page Wikipédia précédemment citée](https://fr.wikipedia.org/wiki/Bandit_manchot_(math%C3%A9matiques)#R.C3.A9solution_du_probl.C3.A8me), il est assez instructif." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Deux algorithmes naïfs\n", "On va commencer par donner deux exemples naïfs :\n", "\n", "1. Un algorithme \"stupide\" qui choisi un bras de façon complètement uniforme, $A^{1}(t) \\sim U(1,\\dots,K), \\forall t$, à chaque instant $t \\in \\mathbb{N}$, via la classe `ChoixUniforme`.\n", "\n", "2. Un algorithme moins stupide, mais assez naïf, qui utilise un *estimateur empirique* $\\widehat{\\mu_k}(t) = \\frac{X_k(t)}{N_k(t)}$ de la *moyenne* de chaque bras, et tire $A^{2}(t) \\in \\arg\\max_k \\widehat{\\mu_k}(t)$ à chaque instant $t \\in \\mathbb{N}$. Ici, $X_k(t) = \\sum_{\\tau=0}^{t} \\mathbb{1}(A(\\tau) = k) r_k(\\tau)$ compte les récompenses *accumulées* en tirant le bras $k$, sur les instants $t = 0,\\dots,\\tau$. Et $N_k(t) = \\sum_{\\tau=0}^{t} \\mathbb{1}(A(\\tau) = k)$ compte le nombre de sélections de ce bras $k$. Via la classe `MoyenneEmpirique`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `ChoixUniforme`\n", "\n", "C'est l'algorithme le plus naïf : à chaque instant, le bras choisi est tiré uniformément dans $\\{0,\\dots,K-1\\}$ (notation Python, on indice à partir de $0$)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "class ChoixUniforme(object):\n", " \"\"\"Algorithme stupide, choix uniforme.\"\"\"\n", " \n", " def __init__(self, K):\n", " \"\"\"Crée l'instance de l'algorithme.\"\"\"\n", " self.K = K\n", " \n", " def commence(self):\n", " \"\"\"Initialise l'algorithme : rien à faire ici.\"\"\"\n", " pass\n", " \n", " def choix(self):\n", " \"\"\"Choix uniforme d'un indice A(t) ~ U(1...K).\"\"\"\n", " return rd.randint(0, self.K - 1)\n", " \n", " def recompense(self, k, r):\n", " \"\"\"Donne une récompense r tirée sur le bras k à l'algorithme : rien à faire ici.\"\"\"\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `MoyenneEmpirique`\n", "Voilà qui donne une bonne idée de la structure que vont devoir suivre les différentes algorithmes.\n", "\n", "L'algorithme suivant est un peu plus complexe. Il est aussi appelé \"Follow the Leader\" (FTL)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "class MoyenneEmpirique(object):\n", " \"\"\"Algorithme naïf, qui utilise la moyenne empirique.\"\"\"\n", " \n", " def __init__(self, K):\n", " \"\"\"Crée l'instance de l'algorithme.\"\"\"\n", " self.K = K\n", " # Il nous faut de la mémoire interne\n", " self.recompenses = np.zeros(K) # X_k(t) pour chaque k\n", " self.tirages = np.zeros(K) # N_k(t) pour chaque k\n", " self.t = 0 # Temps t interne\n", " \n", " def commence(self):\n", " \"\"\"Initialise l'algorithme : remet à zeros chaque X_k et N_k, et t = 0.\"\"\"\n", " self.recompenses.fill(0)\n", " self.tirages.fill(0)\n", " self.t = 0\n", " \n", " def choix(self):\n", " \"\"\"Si on a vu tous les bras, on prend celui de moyenne empirique la plus grande.\"\"\"\n", " # 1er cas : il y a encore des bras qu'on a jamais vu\n", " if np.min(self.tirages) == 0:\n", " k = np.min(np.where(self.tirages == 0)[0])\n", " # 2nd cas : tous les bras ont été essayé\n", " else:\n", " # Notez qu'on aurait pu ne stocker que ce vecteur moyennes_empiriques\n", " moyennes_empiriques = self.recompenses / self.tirages\n", " k = np.argmax(moyennes_empiriques)\n", " self.t += 1 # Inutile ici\n", " return k\n", " \n", " def recompense(self, k, r):\n", " \"\"\"Donne une récompense r tirée sur le bras k à l'algorithme : met à jour les deux vecteurs internes.\"\"\"\n", " self.recompenses[k] += r\n", " self.tirages[k] += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Approche fréquentiste, UCB1, \"Upper Confidence Bound\"\n", "\n", "Il s'agit d'une amélioration de l'algorithme précédent, où on utilise un autre *indice*.\n", "\n", "Au lieu d'utiliser la moyenne empirique $g_k(t) = \\widehat{\\mu_k}(t) = \\frac{X_k(t)}{N_k(t)}$ et $A(t) = \\arg\\max_k g_k(t)$, on utilise une borne supérieure d'un intervalle de confiance autour de cette moyenne :\n", "$$g'_k(t) = \\widehat{\\mu_k}(t) + \\sqrt{\\alpha \\frac{\\log t}{N_k(t)}}.$$\n", "Et cet *indice* est toujours utilisé pour décider le bras à essayer à chaque instant :\n", "$$A^{\\mathrm{UCB}1}(t) = \\arg\\max_k g'_k(t).$$\n", "\n", "Il faut une constante $\\alpha \\geq 0$, qu'on choisira $\\alpha \\geq \\frac12$ pour avoir des performances raisonnables. $\\alpha$ contrôle le compromis entre *exploitation* et *exploration*, et ne doit pas être trop grand. $\\alpha = 1$ est un bon choix par défaut.\n", "\n", "> On va gagner du temps en *héritant* de la classe `MoyenneEmpirique` précédente. Ça permet de ne pas réécrire les méthodes qui sont déjà bien écrites." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "class UCB1(MoyenneEmpirique):\n", " \"\"\"Algorithme UCB1.\"\"\"\n", " \n", " def __init__(self, K, alpha=1):\n", " \"\"\"Crée l'instance de l'algorithme. Par défaut, alpha=1.\"\"\"\n", " super(UCB1, self).__init__(K) # On laisse la classe mère faire le travaille\n", " assert alpha >= 0, \"Erreur : alpha doit etre >= 0.\"\n", " self.alpha = alpha\n", " \n", " def choix(self):\n", " \"\"\"Si on a vu tous les bras, on prend celui d'indice moyenne empirique + UCB le plus grand.\"\"\"\n", " self.t += 1 # Nécessaire ici\n", " # 1er cas : il y a encore des bras qu'on a jamais vu\n", " if np.min(self.tirages) == 0:\n", " k = np.min(np.where(self.tirages == 0)[0])\n", " # 2nd cas : tous les bras ont été essayé\n", " else:\n", " moyennes_empiriques = self.recompenses / self.tirages\n", " ucb = np.sqrt(self.alpha * np.log(self.t) / self.tirages)\n", " indices = moyennes_empiriques + ucb\n", " k = np.argmax(indices)\n", " return k" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Variantes d'UCB : UCB-V et UCB-H\n", "On peut rapidement implémenter deux variantes d'UCB, UCB-V qui utilise les carrés des récompenses pour estimer la variance de chaque bras et calculer un meilleur intervalle de confiance, et UCB-H qui utilise la connaissance de l'horizon $T$ de l'expérience pour utiliser $\\sqrt{\\log(T) / N_k(t)}$ à la place de $\\sqrt{\\log(t) / N_k(t)}$ et obtenir de meilleures performances." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "class UCBV(MoyenneEmpirique):\n", " \"\"\"Algorithme UCBV.\"\"\"\n", " \n", " def __init__(self, K, alpha=1):\n", " \"\"\"Crée l'instance de l'algorithme. Par défaut, alpha=1.\"\"\"\n", " super(UCBV, self).__init__(K) # On laisse la classe mère faire le travaille\n", " assert alpha >= 0, \"Erreur : alpha doit etre >= 0.\"\n", " self.alpha = alpha\n", " self.recompensesCarrees = np.zeros(K) # somme des r_k(t)^2 pour chaque k\n", " \n", " def recompense(self, k, r):\n", " \"\"\"Donne une récompense r tirée sur le bras k à l'algorithme : met à jour les deux vecteurs internes.\"\"\"\n", " self.recompenses[k] += r\n", " self.recompensesCarrees[k] += r ** 2\n", " self.tirages[k] += 1\n", "\n", " def choix(self):\n", " \"\"\"Si on a vu tous les bras, on prend celui d'indice moyenne empirique + UCB le plus grand.\"\"\"\n", " self.t += 1 # Nécessaire ici\n", " # 1er cas : il y a encore des bras qu'on a jamais vu\n", " if np.min(self.tirages) == 0:\n", " k = np.min(np.where(self.tirages == 0)[0])\n", " # 2nd cas : tous les bras ont été essayé\n", " else:\n", " moyennes_empiriques = self.recompenses / self.tirages\n", " variance = (self.recompensesCarrees / self.tirages) - moyennes_empiriques ** 2 # Estimee de la variance\n", "\n", " ucb = np.sqrt(self.alpha * np.log(self.t) * variance / self.tirages) + 3.0 * np.log(self.t) / self.tirages\n", " \n", " indices = moyennes_empiriques + ucb\n", " k = np.argmax(indices)\n", " return k" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Et pour UCBH :" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "class UCBH(MoyenneEmpirique):\n", " \"\"\"Algorithme UCBH.\"\"\"\n", " \n", " def __init__(self, K, horizon, alpha=1):\n", " \"\"\"Crée l'instance de l'algorithme. Par défaut, alpha=1.\"\"\"\n", " super(UCBH, self).__init__(K) # On laisse la classe mère faire le travaille\n", " self.horizon = int(horizon)\n", " assert alpha >= 0, \"Erreur : alpha doit etre >= 0.\"\n", " self.alpha = alpha\n", " \n", " def choix(self):\n", " \"\"\"Si on a vu tous les bras, on prend celui d'indice moyenne empirique + UCB le plus grand.\"\"\"\n", " self.t += 1 # Nécessaire ici\n", " # 1er cas : il y a encore des bras qu'on a jamais vu\n", " if np.min(self.tirages) == 0:\n", " k = np.min(np.where(self.tirages == 0)[0])\n", " # 2nd cas : tous les bras ont été essayé\n", " else:\n", " moyennes_empiriques = self.recompenses / self.tirages\n", " ucb = np.sqrt(self.alpha * np.log(self.horizon) / self.tirages)\n", " indices = moyennes_empiriques + ucb\n", " k = np.argmax(indices)\n", " return k" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Approche fréquentiste optimale, KL-UCB, \"Kullback-Leibler UCB\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### KL binaire\n", "Pour $x,y\\in\\{0,1\\}$, $x,y\\neq 0,1$, $\\mathrm{kl}(x,y)$, on définit [la divergence de Kullback-Leibler binaire](https://en.wikipedia.org/wiki/Bernoulli_distribution#Kullback.E2.80.93Leibler_divergence) de $x$ et $y$ comme la KL de deux lois de Bernoulli de moyennes $x$ et $y$, ce qui est défini comme :\n", "$$\\mathrm{kl}(x,y) := x \\log\\left(\\frac{x}{y}\\right) + (1-x)\\log\\left(\\frac{1-x}{1-y}\\right).$$\n", "\n", "Pour vous facilier la tâche, la fonction $\\mathrm{kl}$ est déjà implémentée, ainsi qu'une fonction pour résoudre (de façon approchée) le probl_me d'optimisation contrainte qui définit l'indice $g_k''(t)$." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "code_folding": [ 0 ] }, "outputs": [], "source": [ "# Just forcing the ?? in Jupyter to be in the main document (to be saved) and not a floating window.\n", "# Thanks to https://nbviewer.jupyter.org/gist/minrk/7715212\n", "from __future__ import print_function\n", "from IPython.core import page\n", "def myprint(s):\n", " try:\n", " print(s['text/plain'])\n", " except (KeyError, TypeError):\n", " print(s)\n", "page.page = myprint" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mSignature:\u001b[0m \u001b[0mklBern\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m\n", "Kullback-Leibler divergence for Bernoulli distributions. https://en.wikipedia.org/wiki/Bernoulli_distribution#Kullback.E2.80.93Leibler_divergence\n", "\n", ">>> klBern(0.5, 0.5)\n", "0.0\n", ">>> klBern(0.1, 0.9) # doctest: +ELLIPSIS\n", "1.757779...\n", ">>> klBern(0.9, 0.1) # And this KL is symetric # doctest: +ELLIPSIS\n", "1.757779...\n", ">>> klBern(0.4, 0.5) # doctest: +ELLIPSIS\n", "0.020135...\n", ">>> klBern(0.01, 0.99) # doctest: +ELLIPSIS\n", "4.503217...\n", "\n", "- Special values:\n", "\n", ">>> klBern(0, 1) # Should be +inf, but 0 --> eps, 1 --> 1 - eps # doctest: +ELLIPSIS\n", "34.539575...\n", "\u001b[0;31mFile:\u001b[0m ~/Bureau/Python_code_TP_Odalric/kullback.py\n", "\u001b[0;31mType:\u001b[0m function\n", "\n" ] } ], "source": [ "from kullback import klBern\n", "klBern?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### KLUCB\n", "> ([Garivier & Cappé - COLT, 2011](https://arxiv.org/pdf/1102.2490.pdf))\n", "\n", "Il s'agit d'une autre amélioration de l'algorithme précédent, où on utilise un autre *indice*.\n", "\n", "Au lieu d'utiliser une borne supérieure d'un intervalle de confiance autour de cette moyenne, on utilise la [pseudo-distance de Kullback-Leibler](https://fr.wikipedia.org/wiki/Divergence_de_Kullback-Leibler) afin d'obtenir l'intervale de confiance optimal :\n", "$$g''_k(t) = \\sup\\limits_{q \\in [0,1]} \\left\\{ q : \\mathrm{kl}(\\hat{\\mu}_k(t), q) \\leq \\frac{f(t)}{N_k(t)} \\right\\}.$$\n", "Et cet *indice* est toujours utilisé pour décider le bras à essayer à chaque instant :\n", "$$A^{\\mathrm{KLUCB}}(t) = \\arg\\max_k g''_k(t).$$\n", "\n", "On utilise $$f(t) := \\log(t) + c\\log\\log(t).$$\n", "Il faut une constante $c \\geq 0$, qu'on doit choisir $c > 0$ pour simplifier les preuves théoriques. En pratique, $c = 0$ est un bon choix par défaut." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mSignature:\u001b[0m \u001b[0mklucb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mupperbound\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlowerbound\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0minf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprecision\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1e-06\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m\n", "The generic KL-UCB index computation.\n", "\n", "- x: value of the cum reward,\n", "- d: upper bound on the divergence,\n", "- kl: the KL divergence to be used (klBern, klGauss, etc),\n", "- upperbound, lowerbound=float('-inf'): the known bound of the values x,\n", "- precision=1e-6: the threshold from where to stop the research,\n", "\n", "\n", ".. note:: It uses a bisection search.\n", "\u001b[0;31mFile:\u001b[0m ~/Bureau/Python_code_TP_Odalric/kullback.py\n", "\u001b[0;31mType:\u001b[0m function\n", "\n" ] } ], "source": [ "from kullback import klucb\n", "klucb?\n", "# do klucb?? to see the code" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mSignature:\u001b[0m \u001b[0mklucbBern\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprecision\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1e-06\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m\n", "KL-UCB index computation for Bernoulli distributions, using :func:`klucb`.\n", "\n", "- Influence of x:\n", "\n", ">>> klucbBern(0.1, 0.2) # doctest: +ELLIPSIS\n", "0.378391...\n", ">>> klucbBern(0.5, 0.2) # doctest: +ELLIPSIS\n", "0.787088...\n", ">>> klucbBern(0.9, 0.2) # doctest: +ELLIPSIS\n", "0.994489...\n", "\n", "- Influence of d:\n", "\n", ">>> klucbBern(0.1, 0.4) # doctest: +ELLIPSIS\n", "0.519475...\n", ">>> klucbBern(0.1, 0.9) # doctest: +ELLIPSIS\n", "0.734714...\n", "\n", ">>> klucbBern(0.5, 0.4) # doctest: +ELLIPSIS\n", "0.871035...\n", ">>> klucbBern(0.5, 0.9) # doctest: +ELLIPSIS\n", "0.956809...\n", "\n", ">>> klucbBern(0.9, 0.4) # doctest: +ELLIPSIS\n", "0.999285...\n", ">>> klucbBern(0.9, 0.9) # doctest: +ELLIPSIS\n", "0.999995...\n", "\u001b[0;31mFile:\u001b[0m ~/Bureau/Python_code_TP_Odalric/kullback.py\n", "\u001b[0;31mType:\u001b[0m function\n", "\n" ] } ], "source": [ "from kullback import klucbBern\n", "klucbBern?\n", "# do klucbBern?? to see the code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "C'est assez facile avec tout ça :" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def f(t, c=0):\n", " return np.log(t) + c * np.log(np.maximum(0, np.log(t)))\n", "\n", "class KLUCB(MoyenneEmpirique):\n", " \"\"\"Algorithme KLUCB.\"\"\"\n", " \n", " def __init__(self, K, c=0, tolerance=1e-4):\n", " \"\"\"Crée l'instance de l'algorithme. Par défaut, c=0.\"\"\"\n", " super(KLUCB, self).__init__(K) # On laisse la classe mère faire le travaille\n", " assert c >= 0, \"Erreur : c doit etre >= 0.\"\n", " self.c = c\n", " self.tolerance = tolerance\n", " # Version vectorisée\n", " self.klucb = np.vectorize(klucbBern)\n", " \n", " def choix(self):\n", " \"\"\"Si on a vu tous les bras, on prend celui d'indice KLUCB le plus grand.\"\"\"\n", " self.t += 1 # Nécessaire ici\n", " # 1er cas : il y a encore des bras qu'on a jamais vu\n", " if np.min(self.tirages) == 0:\n", " k = np.min(np.where(self.tirages == 0)[0])\n", " # 2nd cas : tous les bras ont été essayé\n", " else:\n", " indices = self.klucb(self.recompenses / self.tirages, f(self.t, self.c) / self.tirages, self.tolerance)\n", " k = np.argmax(indices)\n", " return k" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Approche bayésienne, Thompson Sampling\n", "\n", "[Ce petit article](http://chercheurs.lille.inria.fr/ekaufman/Matapli_Kaufmann.pdf) explique très bien l'approche bayésienne.\n", "\n", "On a besoin de savoir manipuler des posteriors, qui seront les posteriors conjugués des distributions des bras.\n", "\n", "Pour des bras de Bernoulli, le posterior conjugué associé est une loi Beta, notée $\\mathrm{Beta}(\\alpha,\\beta)$ pour deux paramètres $\\alpha,\\beta > 0$.\n", "\n", "- Les posteriors sont initialisés à $\\mathrm{Beta}(1, 1) = U([0,1])$, c'est-à-dire qu'on met un a priori uniforme sur les $\\mu_k$, comme on ne connaît que $\\mu_k \\in [0,1]$.\n", "- Comme les *observations* sont binaires, $r_k(t) \\in \\{0,1\\}$, les paramètres $\\alpha$,$\\beta$ restent entiers." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "from numpy.random import beta\n", "\n", "class Beta():\n", " \"\"\"Posteriors d'expériences de Bernoulli.\"\"\"\n", "\n", " def __init__(self):\n", " self.N = [1, 1]\n", "\n", " def reinitialise(self):\n", " self.N = [1, 1]\n", "\n", " def echantillon(self):\n", " \"\"\"Un échantillon aléatoire de ce posterior Beta.\"\"\"\n", " return beta(self.N[1], self.N[0])\n", "\n", " def observe(self, obs):\n", " \"\"\"Ajoute une nouvelle observation. Si 'obs'=1, augmente alpha, sinon si 'obs'=0, augmente beta.\"\"\"\n", " self.N[int(obs)] += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dès qu'on sait manipuler ces postériors Beta, on peut implémenter rapidement le dernier algorithme, Thompson Sampling.\n", "\n", "Les paramètres du posterior sur $\\mu_k$, i.e., $\\alpha_k(t)$,$\\beta_k(t)$ seront mis à jour à chaque étape pour compter le nombre d'observations réussies et échouées :\n", "$$ \\alpha_k(t) = 1 + X_k(t) \\\\ \\beta_k(t) = 1 + N_k(t) - X_k(t).$$\n", "\n", "La moyenne empirique estimant $\\mu_k$ sera, à l'instant $t$,\n", "$$ \\widetilde{\\mu_k}(t) = \\frac{\\alpha_k(t)}{\\alpha_k(t) + \\beta_k(t)} = \\frac{1 + X_k(t)}{2 + N_k(t)} \\simeq \\frac{X_k(t)}{N_k(t)}.$$\n", "\n", "La différence avec UCB1 est que la prise de décision de Thompson Sampling se fait sur un indice, tiré aléatoirement selon les posteriors.\n", "C'est une *politique d'indice randomisée*.\n", "\n", "D'un point de vue bayésien, un *modèle* est tiré selon les posteriors, puis on joue selon le meilleur modèle :\n", "$$ g'''_k(t) \\sim \\mathrm{Beta}(\\alpha_k(t), \\beta_k(t)) \\\\ A^{\\mathrm{TS}}(t) = \\arg\\max_k g'''_k(t). $$" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "class ThompsonSampling(MoyenneEmpirique):\n", " \"\"\"Algorithme Thompson Sampling.\"\"\"\n", " \n", " def __init__(self, K, posterior=Beta):\n", " \"\"\"Crée l'instance de l'algorithme. Par défaut, alpha=1.\"\"\"\n", " self.K = K\n", " # On créé K posteriors\n", " self.posteriors = [posterior() for k in range(K)]\n", " \n", " def commence(self):\n", " \"\"\"Réinitialise les K posteriors.\"\"\"\n", " for posterior in self.posteriors:\n", " posterior.reinitialise()\n", " \n", " def choix(self):\n", " \"\"\"On tire K modèles depuis les posteriors, et on joue dans le meilleur.\"\"\"\n", " moyennes_estimees = [posterior.echantillon() for posterior in self.posteriors]\n", " k = np.argmax(moyennes_estimees)\n", " return k\n", "\n", " def recompense(self, k, r):\n", " \"\"\"Observe cette récompense r sur le bras k en mettant à jour le kième posterior.\"\"\"\n", " self.posteriors[k].observe(r)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Exemples de simulations\n", "\n", "On va comparer, sur deux problèmes, les 4 algorithmes définis plus haut.\n", "\n", "Les problèmes sont caractérisés par les moyennes des bras de Bernoulli, $\\boldsymbol{\\mu} = [\\mu_1,\\dots,\\mu_K]$, et on les suppose ordonnées par ordre décroissant : $\\mu_1 > \\mu_2 \\ge \\dots \\ge \\mu_K$.\n", "\n", "On affichera plusieurs choses, dans des graphiques au cours du temps $t = 0, \\dots, T$ pour un horizon $T = 1000$ ou $T = 5000$ étapes :\n", "\n", "1. leurs *taux de sélection* du meilleur bras $k^*$, (qui sera toujours $\\mu_1$ le premier bras), i.e., $N_k(t) / t$ en $\\%$, pour chaque algorithme,\n", "2. leurs *récompenses accumulées*, i.e., $R(t) = \\sum_{\\tau=0}^{t} \\sum_{k=1}^{K} X_k(\\tau) \\mathbb{1}(A(t) = k)$, pour chaque algorithme,\n", "3. les *récompenses moyennes*, i.e., $R(t) / t$, qui devrait converger vers $\\mu^* = \\mu_{k^*} = \\mu_1$,\n", "4. et enfin leurs *regret*. Cette notion est moins triviale, mais pour notre problème simple il se définit comme la perte, en récompenses accumulées, entre la meilleure stratégie (toujours sélectionner le meilleur bras $k^* = 1$) et la performance de l'algorithme :\n", " $$ \\mathcal{R}(t) = \\mu^* t - R(t) $$\n", " On souhaite maximiser $R(t)$, donc minimiser $\\mathcal{R}(t)$.\n", " Les algorithmes \"efficaces\" ont typiquement un regret *logarithmique*, i.e., $\\mathcal{R}(T) = \\mathcal{O}(\\log T)$ *asymptotiquement*, ce qu'on souhaiterait vérifier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fonctions pour l'affichage\n", "\n", "On définit 4 fonctions d'affichage pour ces quantités." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "mpl.rcParams['figure.figsize'] = (15, 8)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def affiche_selections(choix, noms, kstar=0):\n", " plt.figure()\n", " for i, c in enumerate(choix):\n", " selection_kstar = 1.0 * (c == kstar)\n", " selection_moyenne = np.cumsum(selection_kstar) / np.cumsum(np.ones_like(c))\n", " plt.plot(selection_moyenne, label=noms[i])\n", " plt.legend()\n", " plt.xlabel(\"Temps discret, $t = 1, ..., T = {}$\".format(len(choix[0])))\n", " plt.ylabel(\"Taux de sélection\")\n", " plt.title(\"Sélection du meilleur bras #{} pour différents algorithmes\".format(1 + kstar))\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def affiche_recompenses(recompenses, noms):\n", " plt.figure()\n", " for i, r in enumerate(recompenses):\n", " recompense_accumulee = np.cumsum(r)\n", " plt.plot(recompense_accumulee, label=noms[i])\n", " plt.legend()\n", " plt.xlabel(\"Temps discret, $t = 1, ..., T = {}$\".format(len(recompenses[0])))\n", " plt.ylabel(\"Récompenses accumulées\")\n", " plt.title(\"Récompenses accumulées pour différents algorithmes\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "def affiche_recompenses_moyennes(recompenses, noms):\n", " plt.figure()\n", " for i, r in enumerate(recompenses):\n", " recompense_moyenne = np.cumsum(r) / np.cumsum(np.ones_like(r))\n", " plt.plot(recompense_moyenne, label=noms[i])\n", " plt.legend()\n", " plt.xlabel(\"Temps discret, $t = 1, ..., T = {}$\".format(len(recompenses[0])))\n", " plt.ylabel(r\"Récompenses moyennes $\\in [0, 1]$\")\n", " plt.title(\"Récompenses moyennes pour différents algorithmes\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def affiche_regret(recompenses, noms, mustar=1):\n", " plt.figure()\n", " for i, r in enumerate(recompenses):\n", " recompense_accumulee = np.cumsum(r)\n", " regret = mustar * np.cumsum(np.ones_like(r)) - recompense_accumulee\n", " plt.plot(regret, label=noms[i])\n", " plt.legend()\n", " plt.xlabel(\"Temps discret, $t = 1, ..., T = {}$\".format(len(recompenses[0])))\n", " plt.ylabel(\"Regret\")\n", " plt.title(\"Regret accumulé pour différents algorithmes\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour afficher un histogramme, c'est moins évident, mais voici :" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "def nrows_ncols(N):\n", " \"\"\"(nrows, ncols) pour créer un subplots de N figures avec les bonnes dimensions.\"\"\"\n", " nrows = int(np.ceil(np.sqrt(N)))\n", " ncols = N // nrows\n", " while N > nrows * ncols:\n", " ncols += 1\n", " nrows, ncols = max(nrows, ncols), min(nrows, ncols)\n", " return nrows, ncols" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "def affiche_hist_regret(recompenses, noms, horizon, mustar=1):\n", " nrows, ncols = nrows_ncols(len(noms))\n", " fig, axes = plt.subplots(nrows, ncols, sharex=False, sharey=False)\n", " fig.suptitle(\"Histogramme du regret à $t = T = {}$ pour différents algorithmes\".format(len(choix[0])))\n", "\n", " # XXX See https://stackoverflow.com/a/36542971/\n", " ax0 = fig.add_subplot(111, frame_on=False) # add a big axes, hide frame\n", " ax0.grid(False) # hide grid\n", " ax0.tick_params(labelcolor='none', top='off', bottom='off', left='off', right='off') # hide tick and tick label of the big axes\n", " # Add only once the ylabel, xlabel, in the middle\n", " ax0.set_ylabel(\"Distribution\")\n", " ax0.set_xlabel(\"Regret\")\n", "\n", " for i, r in enumerate(recompenses):\n", " x, y = i % nrows, i // nrows\n", " ax = axes[x, y] if ncols > 1 else axes[x]\n", " regret = mustar * horizon - r\n", " ax.hist(regret, normed=True, bins=25)\n", " ax.set_title(noms[i])\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Premier problème, à 3 bras\n", "On reprend le problème donné plus haut :" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "horizon = 1000\n", "mus = [0.9, 0.5, 0.1]\n", "bras = [ Bernoulli(mu) for mu in mus ]\n", "K = len(mus)\n", "kstar = np.argmax(mus) # = 0" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1000,\n", " [0.9, 0.5, 0.1],\n", " [<__main__.Bernoulli at 0x7f1814c6ba90>,\n", " <__main__.Bernoulli at 0x7f1814c6b320>,\n", " <__main__.Bernoulli at 0x7f1814c6b1d0>],\n", " 3,\n", " 0)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "horizon, mus, bras, K, kstar" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<__main__.ChoixUniforme at 0x7f1814bfa390>,\n", " <__main__.MoyenneEmpirique at 0x7f1814bfa3c8>,\n", " <__main__.UCB1 at 0x7f1814bfa400>,\n", " <__main__.UCBV at 0x7f1814bfa438>,\n", " <__main__.UCBH at 0x7f1814bfa470>,\n", " <__main__.KLUCB at 0x7f1814bfa4a8>,\n", " <__main__.ThompsonSampling at 0x7f1814bfa518>]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "algorithmes = [ChoixUniforme(K), MoyenneEmpirique(K),\n", " UCB1(K, alpha=1), UCBV(K, alpha=1), UCBH(K, horizon, alpha=1),\n", " KLUCB(K), ThompsonSampling(K)]\n", "algorithmes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour les légendes, on a besoin des noms des algorithmes :" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "noms = [\"ChoixUniforme\", \"MoyenneEmpirique\",\n", " \"UCB1(alpha=1)\", \"UCBV(alpha=1)\", \"UCBH(alpha=1)\",\n", " \"KLUCB\", \"ThompsonSampling\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut commencer la simulation, pour chaque algorithme." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "758e9ab9365f45db932f7f874518f513", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type HBox.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Algorithmes', max=1), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "CPU times: user 335 ms, sys: 0 ns, total: 335 ms\n", "Wall time: 335 ms\n" ] } ], "source": [ "%%time\n", "N = len(algorithmes)\n", "recompenses, choix = np.zeros((N, horizon)), np.zeros((N, horizon))\n", "\n", "for i, alg in tqdm(enumerate(algorithmes), desc=\"Algorithmes\"):\n", " rec, ch = simulation(bras, alg, horizon)\n", " recompenses[i] = rec\n", " choix[i] = ch" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[0., 0., 1., ..., 0., 0., 1.],\n", " [1., 1., 0., ..., 1., 1., 1.],\n", " [1., 0., 0., ..., 1., 1., 1.],\n", " ...,\n", " [1., 1., 0., ..., 1., 1., 1.],\n", " [1., 0., 0., ..., 1., 1., 1.],\n", " [0., 0., 0., ..., 1., 1., 1.]]), array([[2., 2., 1., ..., 1., 2., 0.],\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " ...,\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " [1., 0., 2., ..., 0., 0., 0.]]))" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recompenses, choix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On affiche et vérifie les résultats attendus :" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_selections(choix, noms, kstar)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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9OP3JfSxn/tycaToopXzO0IroDKxCiy0vS/e88nKOZwotNj60LPuKxQRxP5TQ8lI8HZz92gdMay9mkpPXlVJXYCbvmABsKkOZGmFatgGwuseF8ef34ZBzVbF0Hta2O93ySub0zwDMuTlQhrKUxlmGRri1IrqVtSKV69yXwnmsBRX83S41iLC6ii4BliilvDBd50copaZqazbgEtyF6UbZVbu9f1aZSWXO5hDQWSkVVOxaLj6hk/v1U1wTzEzPCSWsK4uLIaiKBYLL+D3Nwzww+NIaYjANM/lNB8z4bCGERcYgCiHQWn+LmXVvlPpzJse1mPEe45V5zUER1thD5zjCb4B7lVL1i6WxWWkKMWN/eiulGrqtDweGAj9prUvr9neueivzmgXnvhpjnu5/6VamJUAfZV6/UYTz+MpDKVXFqhy624N5Iu+suC/FPBmfqEqY5MWqdJc1r5I4n7oXz7ukFoklQFOl1GmTa7iVbQkmCBh5hjSHrP0Wn412xBnKea6cAYRrX9YYzaFl2HYh5hxMLL5CKeVpBddQxmtfKRWgzCyKLtY43njO/Bm5e7jYdfCo9f9q6/+vMa1Kj1pBodMgzIy27pN9xALt3cuslOqFmSzkfKwH8jEBT0llrUhlOvdnorWOx4zju08pVetc8ihFJiUExNYYX/f9F/DnOzbP9l114Pa9tK7B0rq8u1uLaRm+321bD8yrgNzLcgIzC+gQ93Gy1n34duCr85i0JRMILek+9hdaCFyjlOpRfIVSKlhZs/yW8Bk5+PPhSlm/q0JcNqQFUQjh9AomeBmGmYwiTZmp1hcAO5WZWS4OqIPpnrObP18v8Qimm1SMUmo25gl+HUxXPmdL3tOYbpLfKqXexjw5vw/zx7n4LHoVYR9mWvy3MRWwh619PuuWZhxmEoOtysxcuhtTAWyFeTeZH+VzC2amxCWYMT82zFTvwZiKDFrrA1aL7XSgrtXFNwXzfsE7rHSTy5JXSazPbRPwpFXBPoSZafNmTPdKd9MxY5A+Vea9czGYz6M7Joj6BjMZSjRm1tKrgc3WeelkleNjrXWqMrPEPqLMO9FiMd3sio/hrAjrMGOb5iqlpmMq2cMwrdR1zrSh1nqzdT08YbXGrsXM3vsPzDU4ETPZUlmv/caYV004Z8jNxXQPvBIzC2VZ1MK0aKzCjKW6D1intf7aKnOCUmoKZubbddb10gBzPf+C2+Qe1s93YSbhWYQZPxrNeY4p01qfUkq9gnk9wCql1JdWWXtw7q1Ppe2rPPedM3kQ0yq0y/pux2Kux3aYGYLP5dUpP2GC5EmY+0uG1nol5nOJx9wDT1p5P4J5Lcye0jLDjCl+HPhaKfUxZrzwfVYeUWcpyxeYVwu9bD2Y24MJ+JxBoHvr3hjM98Z5n/PDBJI5mJbuc/UT5p70ujLjb+1a68/OI79zMR3zSpLlSqmPMPcwf0zPiP6Y15wcBOZYD9/+ixnHXgvzHTqBuacJIdxIC6IQwukLzAQHTzhbrrTWCzGBwGHMe8TexEwxv4eis+f9inkn4AbME+03MRWHlW5p9mAClZ2Ybj3PYipCXbTWF+IP9CeY95/dj6n4H7L25eqmZ7U0tMNUrPtgptd/DFM5G30O+/wF+ApTcX4FU6m3AX2026sqtHklQh9My9DTmNd83Inpkri4PHmVYiCmZel+TAUqDBNwFulWaY03vQkz82E3zOf2MOZ9b/utNIWYYG8KZgbUGZjXYxRgKmNOj2AmvHkA8yqOw5StVa9ctNb5mHMVa5XpUcznV6ZXPWitH8a8UzMc8+qVFzEPLhZhrl9nurJc+0cwgcyNVl7TMRXP4brYa0bOYACma+hUzIyMczAVW/cyP48JeGpgxpUOwnRh7Ky1znVLt9Yqa2NMl9frMJ+d++zE5+ppzOtwnO8xbYRpkS/LLKjlUtb7zlny0JhX56zAjDVzvkvUi7O8muMMnuPPoO4TYKa1fDYmKBmFmQzlHsy45ltLmGTFvYybMN+RcMznNczK86yzw1rfy56YccVDMNffccz3F0zw50y7EdO1Os46hicxrYo3uN8Pz8EszDsYozGvzvn0zMkrnjavMOmImSjoJsx5HI95SDMF8zcGq3wZmPvTLOBfmN4k12ut0//aUgtx8bM5HBdDF3IhhKgYVrfSP4CntNbleR+dEH8ZpdRkTMBVQ2t98izJhSgTpVQfzMQ3N2itZVydEOKcSAuiEEIIIcTfTPHxr9bEW49g3qG6o1IKJYS4JMgYRCGEEEKIv5+ZVpC4FfAF+mJm5Bxvdb0UQohzIgGiEEIIIcTfzwbMGM1emIlnfgce0VqXaTyuEEKURsYgCiGEEEIIIYQALtMWxJiYGImKhRBCCCGEEJe1tm3bnvYu08syQARo27ZtZRfhNDExMRdlucSlQa4vcSHJ9SUuNLnGxIUk15e4kC7W6ysmJqbE5TKLqRBCCCGEEEIIQAJEIYQQQgghhBAWCRCFEEIIIYQQQgASIAohhBBCCCGEsEiAKIQQQgghhBACkABRCCGEEEIIIYRFAkQhhBBCCCGEEIAEiEIIIYQQQgghLBIgCiGEEEIIIYQAJEAUQgghhBBCCGGRAFEIIYQQQgghBCAB4mVFKcWaNWvOK4+ZM2fSq1evCipR+Wzbtg2lFElJSa5l69evp2vXrlx11VWMGzeuUsolhBBCCCHEpUICxEtIQkICzz//PF26dKFZs2bceOON/Otf/+Kbb76psH0MGzaMjz/+uMzply1bRuvWrUtcV96AtXXr1nz77beEhYW5lk2YMIGuXbuyceNGJkyYUOa8hBBCCCGEEKfzquwCiIpx9OhRBgwYQGBgII8//jhNmjTB4XCwdetWJk2axKZNmypkP4GBgQQGBlZIXuXl4+ND1apVXb+npaWRkpLCDTfcQPXq1c8537y8PHx8fCqiiEIIIYQQQvytSQviJeLZZ58FYOnSpfTo0YMGDRrQsGFDoqOjWbFihStdamoqjz76KK1ataJz584sX768SD5aa+69915atGjBtddey7hx40hPT3etd+9impubS69evXjqqadc6+Pi4mjXrh1z5swpV/md3Ue3bt1K//79admyJX379mX37t2npUlKSmLbtm1cc801AAwdOhSlFNu2bQNg3bp19O7dm2bNmnHzzTfzzjvv4HA4XPnccsstzJw5k6eeeoqrr76aMWPGcPToUZRSrF69mujoaFq0aEGfPn3Yu3cv+/bt45577qFVq1YMGDCAI0eOFCn7hg0b6Nu3L82bN+eWW25hxowZ5OXllev4hRBCCCGEuBhIgHgJSElJYcuWLQwaNKjE1r0qVaq4fn777bddgWGPHj2YMGECx48fByArK4vhw4cTEBDA4sWLeeutt9i5cyfjx48vcb++vr688sorrFq1iq+++gqHw8HYsWNp0qQJw4cPP6djefXVVxk9ejTLli0jLCyMMWPGFAnunFq3bs3q1asBE7R+++23tG7dmt9++42RI0dy6623snLlSkaPHs17773H/Pnzi2z/wQcf0KBBA5YuXcrjjz/uWv7mm29y33338fnnnxMcHMzo0aOZMmUKo0aNYvHixeTm5vLCCy+40m/ZsoUxY8YwaNAgVq9ezdSpU1mzZg0zZsw4p+MXQgghhBCiMkkX07NI+Gw+Gdt/+Ev2FZyXx8FPfAi6pj2R90SXebvDhw/jcDho2LDhWdPecccd3HHHHQCMHDmSefPmsX37du644w5WrVpFdnY2L7/8MkFBQQA899xzDBkyhEOHDlG3bt3T8mvSpAmjR49m0qRJ/Pzzz+zZs4cVK1Zgs9nKXH53I0eOpH379gCMGDGCgQMHEhcXR1RUVJF0Pj4+hIeHAxASEuLqevrBBx9wzTXX8OijjwJQv359Dh06xH/+8x8GDx7s2v7aa6/lvvvuc/1+9OhRAP7v//6Pm2++GTDjLR944AFmzpzpKlN0dDRTpkxxbffuu+8yfPhw+vXrB0CdOnV44okneOKJJ3jyySfP+TwIIYQQQoi/N4fDQWFKQWUXo9wkQLwElNTCVhqllOtnLy8vwsPDXbOCxsbGopRyBYdgWuo8PDz4/fffSwwQwXTx3LBhAx9++CGvv/76eY0HdC9ftWrVAEhMTDwtQCzNgQMHXAGeU9u2bXnrrbfIyMhwHVuzZs3Ouv+IiAgAGjduXGRZVlYW2dnZ+Pv7s3v3bnbt2lWkS63dbicnJ4dTp065jkEIIYQQQlw+co/kkPDRCbJ/y8Srnwe0rewSlZ0EiGcReU90uVrzzkdMTAxt25b/6qlbty42m43Y2FhuvfXWM6b18ir6kdtsNux2+1n3caaWsOTkZGJjY/H09OTw4cNF1gUFBZGTk0N+fj7e3t6u5WlpaQAEBweXWj7nPstSvvLy9/cvcXlJ+z9Tmex2Ow8//DDdunU7LS9nC6cQQgghhLg8FKYVkLg4nrT1SeCAgFZBpNZMrOxilYuMQbwEhIaGcsMNNzB//nwyMzNPW+8Mxs6mYcOG7Nu3j4yMDNeynTt3Yrfbz9h9dfz48dSpU4cZM2Ywc+ZMfvvtN9e6+vXrY7fb2bNnT5FtnJPP1K9fv0xlK6sGDRqwY8eOIstiYmKIiooq0jJaUa666ioOHDhA3bp1T/tXPBgXQgghhBCXJkeBg5QvEzj02D7Svk7Cu4YPNcbWpea4euBX2aUrHwkQLxGTJk0CoF+/fnz11VccOHCA2NhYPvnkE26//fYy5dG7d2/8/PwYO3YsWmu2b9/OxIkT6dq1a6ndSz/99FO2b9/O9OnTue2227jzzjsZM2YM2dnZADRq1IgbbriBCRMm8P3333PkyBG2bNnCs88+S/fu3alZs2bFnADLsGHD2L59OzNnzuSPP/5gxYoVvP/++/zrX/+q0P04PfTQQ6xatYo33niDffv2ERsby5o1a3j55ZcvyP6EEEIIIcTFJXNnOoef/J2EeScBiBwSRZ2XGxHQMpC848egHMPBLgbSxHGJqF27NsuWLWP27Nm88sorxMXFERoaSpMmTXjuuefKlIe/vz9z585l6tSp9O/fH19fXzp37lzqC+gPHDjASy+9xOTJk7niiisA05p45513Mm3aNNd+Z8yYwZtvvsmkSZOIj48nKiqKLl26MGLEiIo5eDdNmzbljTfeYObMmcyePZuIiAj+/e9/Ex19YboJ33jjjcyePZtZs2bx/vvv4+npSb169ejbt+8F2Z8QQgghhLg45B3LJeHjE2T9nAE2qHJrOBH9q+FZxYvs/ZqET+aR+0csXr3uhKuvruzilpmtPBOcXCpiYmIc5zLW70I71zGIQpSFXF/iQpLrS1xoco2JC0muL1EehRmFJC2NJ3VdIhSCf7NAIofUwLeOH/mJCSQu/pSMH74DIKhdB461uoa2111XyaU+nXXdnzbRiLQgCiGEEEIIIcRZOAodpP03icTF8djTC/Gu7kPE4CgC2wbjyMsj6YslJH+5AkdeHr71GlDQvxsbqp/kisN/r1ddSIAohBBCCCGEEGeQ9WsGCfNOkHckF5u/BxEDqxPaPQK8bGRs+57ERZ9QkJSIZ0goAYMGsFKd5L8ZH+BIcXC3R5/KLn65SIAohBBCCCGEECXIO5lL4vyTZP6UbsYZdgoj/J/V8Qr1IuePWBIWfETO7/vAy4uQHr3ZflMIS7JWkJWRTZRnFbp5+FDN8feaxlQCRCGEEEIIIYRwY88qJOnzU6R8mQiFDvyaBBA5tAZ+9f0pSEkmbs5npH/7DQCBba/l5O1teJs1nMg4SYDNl56egbQojMfb7k9OJR9LeUmAKIQQQgghhBCAw+4gfVMyiQvjKEwtxCvSm8joKALbVcGRn0/Sqi9IXvUFjpwcfGrXwdG/Jx9GbueXrA/xwMbVFHKTI5WAQhthVW6hevjd/PJLbGUfVrlIgCiEEEIIIYS47GXvySThoxPkHszB5msj/O5qhPaKxOZtI/OnH0lYtICCU/HYg/zZfvsV/NbGl0MFH2HPstMAG7eSQ02vCIICWhAeciv+vvUr+5DOiQSIQgghhBBCiMtWfnweiZ+cJOOHNACCbwwlYkB1vMK9yT18iIRPPiJ77//AwwN9Q3UWt08h1y8R30Jvqtps3OzIQ+FDtYh7iAjpjoc3J5O4AAAgAElEQVSHD3l5dlZ+nsT3W9K5uYtHJR9h+UiAKIQQQgghhLjs2HMKSV6eQMqqBBz5Dnwb+VN1SA38GgVQmJZG/IcfkvbNBnA4SLqyGh93TONURCrN/BrT1QYB2b8CNkKDb6Z6xD14e4XicDjY/kMGCxckkHCqgOAqnnj+zSKuv1lxhRBCCCGEEOLcOewO0r9NIfHTOAqTC/AM9yJyYBRBHULAXkjyV6tIXrEUe3Y2edVD+bxzIb82SKO6V1X+5VuLqMyfgAIC/BQ1Iofi79cAgEMHc/nko1PoPTl4ekK3XqHc3jeMPXuSKveAy0kCRCHOw8yZM1m7di2rVq06Y7rBgwfTqFEjJk6c+BeVTAghhBBCFJezP4tTH54gNzYbm7eNsL5VCbu9KgWJx0lZs4W0b/5LftxJHAF+fNcjgnUtM/Dx8qGPX1Oa5e6HzCN4e0USFTGQKkHXYbPZSEstYOnCJDZvTMPhgFZtA7gnOpKoGj6VfbjnRALES8S4ceP4/PPP6devH1OnTi2ybvr06cyZM4eOHTsye/bsSirhhTN48GB+/PHH05b36NGDGTNmXNB9Dxs2jOjo6LOmmzlzJl5e8nUTQgghhKgMBYn5JHx6koxvUwEIui6EiIHV8fDLIWHRB6RtXA8OB3h4ENu+Op91SCEnIJNWOOjoSCcwOwabzZeq4f2JDO2NzeZNclIhP3yfzsplyWRn26l1hQ8DhkTSrEVAJR/t+ZEa6yWkRo0afPXVVzz99NMEBJgLs6CggOXLl1OzZs1KLt2F1bdvXx5//PEiy/z8LvxLSQMDAwkMDCx1fV5eHj4+PoSGhl7wsgghhBBCiD85HA5yD+SQuSPNjDPMdeBb38+8z/AfvqT+dx1Jy5diz8rEUT2SAzfWYlW1fZwKT6UuHtxKDrW9IqgadgeeniEE+P0Db69wjhzO5ZOPjrNndzYAgUEeRP9fJJ26hODpaavkoz5/f68pdcQZKaWoV68eX331lWvZpk2b8PHx4dprr3Uts9vtvP3229x88800a9aM3r17s379etf6IUOG8NxzzxXJOyMjg5YtW7Ju3TrABD7Tp0/npptuomXLlvTr148tW7a40m/btg2lFFu3bqV///60bNmSvn37snv3bleaZcuW0bp1a7Zu3UqvXr1o1aoVgwcP5siRI0X2vWHDBvr27Uvz5s255ZZbmDFjBnl5eUXS+Pv7U7Vq1SL/goODATh69ChKKVavXk10dDQtWrSgT58+7N27l3379nHPPffQqlUrBgwYUGTfM2fOpFevXixevJiOHTvSokULRowYQVJS0mlpnMaNG8f999/Pe++9x0033cTNN98MmFZO93OamJjIgw8+SIsWLejUqRNLliyhV69ezJw5s8jnuWbNmiLHecsttzB37lzX7+np6TzzzDNcd911tG7dmujoaH799VeEEEIIIS5nOb9ncXTiAY5OiCV56Sk8/Dypdn8trnihIfa8fRx++kkSPp1HoaOQ77pHMmlYOh800eSHe9CPPAZjp0X4XTSq8xrhIbcSEnQt2VkhfDQnnoljj7BndzaNlR+97wzjpdfr0uW20EsiOAQJEC85d911F0uXLnX9vnTpUvr27YvN9ucFO2/ePObOncuYMWNYuXIlXbp04ZFHHmHPnj0A3H333axatapIELZq1SoCAgLo1KkTAE899RTbt2/n1VdfZdWqVdx55508+OCD7N27t0h5Xn31VUaPHs2yZcsICwtjzJgxOBwO1/q8vDxmz57N1KlT+eyzz0hPT2fy5Mmu9Vu2bGHMmDEMGjSI1atXM3XqVNasWXNOXUfffPNN7rvvPj7//HOCg4MZPXo0U6ZMYdSoUSxevJjc3FxeeOGFItscO3aMFStWMGvWLD744AMOHTrE+PHjz7ifH3/8Ea01c+bM4cMPPywxzbhx4zh8+DAffPABb7/9NsuXL+fYsWPlOh6Hw8G///1v4uLimD17Nl988QVXX301Q4cOJT4+vlx5CSGEEEJcCgqS8ombdZSjTx8gd382AW2CiRwSRd0ZjfBTWZx4/SVOvPYS+XEnONCuOtMedLCmbSbNfcPoTj4PkEn7oA6oeq9RLbwfHh4+FBQ4WLs6hbGjDrFxfRpRNbx5fFwNxj97Bf3+GUFQkGdlH3aFki6mZ3EyYT6pGT/8JfvyCc5DH/QhJKg9UZFnH9dWkl69evHSSy9x8OBBAgMD2bJlC8888wxvvvmmK83cuXMZNmwYvXv3BmDkyJH89NNPzJ07l1deeYWuXbsyZcoUvv76a3r27AmYQLNPnz54e3tz+PBhVq9ezYYNG1xdV6Ojo/n+++/57LPPigR4I0eOpH379gCMGDGCgQMHEhcXR1RUFGC6wE6cOJEGDczsT8OGDWP8+PE4HA5sNhvvvvsuw4cPp1+/fgDUqVOHJ554gieeeIInn3zSFfguWrSIzz//vMi5cAaWTv/3f//natEbNmwYDzzwADNnznSVLzo6milTphTJIycnh5deesl1nM8++yyDBg3i4MGD1KtXr8TPwNfXl2nTpuHjU/LA5D/++IPNmzfzySef0LZtWwBefPFFunTpUmL60vzwww/s3buXrVu3urrTjho1io0bN7J8+XLuu+++cuUnhBBCCPF3Zc+zk7I6geQvEnDk2vGp52deWdHYl7Qtm4h7fxeZO3+CQjupjaqyoFMGx6ul0sArnFsKEogqOIm/b0NqVL2XAL9GAKSkFLB/bw5LFyZy8kQ+AYEeDBoaSadbQ/DyujRaC0siAeIlJiQkhFtvvZWlS5cSHBxMu3btiow/zMjIID4+3hWYOLVp04bNmzcD4OPjwx133MHSpUvp2bMn+/fvZ9euXbz44osA7N69G4fD4QoenfLy8lzBlpNSyvVztWrVANO90hkg+vj4uIJDZ5r8/HxSU1MJDQ1l9+7d7Nq1izlz5rjS2O12cnJyOHXqlCvP7t278/DDDxfZd3h4eKlliYiIAKBx48ZFlmVlZZGdnY2/vz8A1atXL3L+WrZsiYeHB7GxsaUGiI0aNSo1OASIjY3Fw8ODFi1auJbVqlXLdSxltXv3brKzs7nuuuuKLM/NzT2tm64QQgghxKXI4XCQuS2NhPknKUjIxzPEk/ChNanSMYys3bs49MyHFJw4AUBimI2vunizt3Ea4Z5B3OXIRxWcwNszjOoRAwgNvgGbzYOM9EI+X5zExvWp2O1gs0HnriHc2T+coOBLq7WwJBIgnkVUZPQ5t+aVV0xMDM2LBW7nol+/fowdO5aAgABGjhxZ5u3cu6H279+f22+/nePHj7N06VJat25Nw4YNAVyte0uWLDltZs7iE8O4r3fmb7fbS1xfUhq73c7DDz9Mt27dTiuvewAYHBxM3bp1z3h8JZXlbOU7F84Jgs7G/XyXtt69Oy5Afn6+62e73U5kZCQLFiw4bdugoKAylUEIIYQQ4u8q949sTs07Qc6eLPC0EdorkrC+VSlMi+PEGy+T9ctO7DaIae3JD9d4ElqrEbV8QmmQ8zvNC+PwsXkTGXYnkWF34OnhR0GBg41fp/DFkiQyM+1Uj/KmZesAbrqlClfU9q3sw/3LSIB4Cbruuuvw9vYmJSXltG6LQUFBVKtWjZiYmCItTzt27HAFgGBawVq2bMmiRYtYsWIFjz32mGvdlVdeicPh4NSpU6e1GFa0q666igMHDpw1+LtQ4uLiOHHiBDVq1ABg165d2O32IueqvBo0aIDdbmfXrl20adMGgOPHj582bjA8PJxTp065fk9ISCjye9OmTUlISMDDw4PatWufc3mEEEIIIf4u7Hl20jYmk7Mnk4xtaeCAwLbBRERH4VmlgOTln5C8/itshXYO1PVgfdcAmqvODPK5gqisn0nL+A6AKkHtiYoYCI5IDsbmEbM9gR0/ZXLyeD7+AR4MGBxJ59vOrSup3eHg25R0fsvM5teMLHra/l6tjhIgXoJsNhsrVqwAKLGr4/Dhw3nzzTepV68eTZs2ZcWKFfz000+njeHr378/kyZNwtvbm+7du7uW169fn969e/PUU08xduxYmjZtSkpKCj/++CO1a9ema9euFXYsDz30EA888AA1a9ake/fueHp6urq8Pvnkk6502dnZRYInAG9v7/N+vYSfnx9jx47lqaeeIicnh8mTJ9OxY8dSu5eWRYMGDbjxxhuZNGkSzz33HH5+fkybNu201tf27duzYMECWrdujaenJ6+99hq+vn8+verQoQNt2rRhxIgRjBkzhgYNGpCQkMCWLVvo0KEDV1999TmXUQghhBDiYuJwOMjcnk7C/BMUxJseVT5X+BI5tAb+TQNI3LSW5GWLsWVkkRxqY00Xb6pefRNjw++gMONbTp2aQ5ojFz/fetSIHIqvdxM2rEvli6UHyco0vcdsNujUpQp33h1BlSrnFtT9LzObeSdOcTDHTPYY4e2FX7EeYRc7CRAvUWfqYjhkyBAyMzOZPn06iYmJ1K9fn5kzZ9KkSZMi6Xr06MHzzz9Pt27dTstv2rRpvPvuu0yfPp24uDhCQkJo3rw57dq1q9DjuPHGG5k9ezazZs3i/fffx9PTk3r16tG3b98i6ZYtW8ayZcuKLGvTpg2ffvrpee2/Vq1a9OzZkwceeIDk5GSuv/7602Y6PRcvvvgiTz/9NEOHDiUsLIyHH364yOszAMaOHcuECRMYMmQIERERPPHEExw4cMC13maz8d577/H666/zzDPPkJSUREREBG3atKFPnz7nXUYhhBBCiItB7qEcEuadIHt3JnhCSI8Igq8PxbeeH1n7drPnmXfwOZZIng9808mL+JsaEx01iKoF8Zw8/hz5BQl4eoZQPWIoWakd+ODdZH7fd5CU5EL8/T1o3yGIVm0DaaT8iIj0Pqcyxufls+BkAtvSMgG4KTSYzuFVqO/ny687EyvydFxwtuJjnC4HMTExjuKTtFwMYmJiTps8pjLFxcXRqVMnPv7444uqXH+VmTNnsnbtWlatWvWX7K9Xr17cdtttPPLIIxck/4vt+hKXFrm+xIUm15i4kOT6ujgVphWQuCiOtP8mgwPzyoroKLyjvMk/eYKDi+bg8bN5TdvPLb3J6n0DKqoNzT0jOJk4j6ycvdjwJCK0B/4+d7ByWTYb1pmJZ3x9bVx3YzB9z6O1ECCn0M4XCcmsTkgh3+Ggkb8f99aIpGHAnz3DLtbryyrXaX1opQVRnCY/P5+UlBRmzJjBlVdeeVFe0EIIIYQQ4tLkKLCTsjaJ5KXx2LPseNfyJXJIFAHNA0nbsokjL32GIzUND+DQFTaO39mWni2HUwUbcUkLOZC2CXAQHHg1icfuYfV6b3b8FE9mhpl45p7BkbRqE3DWCQPPxO5wsCUlnc/iEkkuKCTcy4uBURFcHxJ0XvleDCRAFKfZsWMHQ4YMoV69erz++uuVXRwhhBBCCHEZcDgcZO3MIOHjE+SfyMMj0JPIe2sQ0iWcnNi9HJ78IfmHD5HnDX/8w4OTrWty0y0P0MmvLokpX7Ev6XPsjmzsBQ1JPzWQdd+FsevnLCAHf38P/hkdwa3dQs/7HYY6K5t5JxKIzc7Fx2ajX9UwelcNw8/Do2JORCWTAFGcpl27dmitK7sYle6RRx65YN09S/JXdWUVQgghhLjY5B3NIeHjk2T9kgEeEHJbOKG9gkndtIpDT31PgTUZ4c7mHmzvEsntDe6hW2A7MrN28PvhmeTlx2FzVCF29/2sW1mNzEw7kMWVTf3pc1c4der54u9/fgFcQl4+n8Yl8l1qBgAdQoIYWD2CSJ9zG7d4sZIAUQghhBBCCFEpCjMKSFoST+q6JLCDf/NAwvoFkR/3K0enLKQwLZV8bxtH6nqwobMfbZr24rmwnpAfx+ET08jM/g3wJPH4ANYub8nxYwX4+0P33qFc2dSf5i3PryspQK7dzsqEFFacSibP4aCBny9Da0SiAv0r5iRcZCRAFEIIIYQQQvylHIUOUtcnkbQ4HntGId5RPoTe7kXW/77g+IvbACj09mDTTV58e50nV4e1Y3TE3YR5+BCfMJ+ktPWAg5yMG/lmTXd+/dmOzVZAx85V6Ht3OFVCzj/McTgcfJ+awSdxiSTmFxDq5cmw6hHcFBqMx998nOGZSIAohBBCCCGE+EvkHc8laXE82TqTwqQCPPw9CL8nDHveZhI++RJHQT7ZNUPZdUUWm9vZiKhWnwmRA1F+DUhMXce+pKXY7Zk4Cuqx8/shfPNfHwoL7TS5yp+BQyOpU9f37IUog9isHD46mcC+rBy8bHBHZBh9qobh73lpjDM8EwkQhRBCCCGEEBdUYUYhSUvjSV2XCIVg87ER3CkE3wb7SV49k8KUZApDg1h3SyDfXZlNqFcYAyLu4lrfumRkbmd//Lvk5R/n6MEmxB/pwfatkaSn2Yms6sU/oyO5+trACpk9NDm/gE/jEtmckg7AtVUCGRQVSfVLbJzhmUiAKIQQQgghhLggsnZlkLE1lYyf0rCnF+Jd3YeI6Cg8Q06Q8Om7pG+Nxe7lwS8dI1lxbToOH7gjtBe9QjqSnrKSA/HvAHaSEyP4fv0o9vwaCYCvr4O77gmna49QfHzOv1Uvz25ndUIKXyQkk2t3UMfPh6FRkTQNCjjvvP9uJEAUQgghhBBCVKi847kkzD9J1g7TEmfz9yBiYHWC2kHi5x+R8cN3APzW1JuvbvEgNSSDawOvZmDEXXhn/cLRI+MotGfiKKzNju8GsmVDMAUF0Fj50bVnKI2VX4WNM/wxLZP5JxM4lV9AsKcHg2tGcktYlUt6nOGZSIAoLrinnnqKWrVq8fDDD5cp/dGjR+ncuTNLliyhefPmZdpm2bJlTJkyhZ07d55PUSuc1pp//etfrF27loCAy+8JlBBCCCEuL4WZhSQviydlTRIUOvC/KpDwu6rhXctG2sYvOfzMChx5ecTV8GZ5Vxup9ULpH34nrQNb4pN7hJMnXiE3/xgQyKG9D7N2RU3S0uxERJqupNe0q5iupAAHs3P56MQp9mTl4An0jAilb7UwAj09KyT/vysJEC8RgwcPplGjRkycOLHI8uKBU0ZGBnPmzGHdunUcPXqUoKAgGjZsyD//+U969OiBh4cHgwcP5scffwTAZrMRERFB+/btGTt2LNWqVXPl/fzzz7Njxw72799P1apV2bBhw2nl0lqzfv16Nm7ceAGPvvK88847fPPNN+zdu5fs7OzT3h+plKJVq1Z88MEHPPTQQ5VUSiGEEEKIC8thd5C2IZmkRXEUphXiVc2byOgoAq4OJvPHrcTN+YSCpESyg7z48jYvfm3hTfew27gjrDue+QnEx88hPWsHYCP1VD/WLr+GwwcL8PF10PfucLr1qpiupACpBQUsjEtiY3IaDqBNcADRUZHU9PWpkPz/7iRAvIykpaUxcOBAUlNTGTVqFC1atMDb25uYmBhmzZpFq1atuOKKKwDo27cvjz/+OHa7nWPHjvHss88yfvx45syZ48rP4XBw5513sm/fPr777rsS9zl//ny6du1KUFDQX3KMf7W8vDy6du1Ku3btePfdd0tM07dvX5555hnuv/9+vLzkKyeEEEKIS0vW7gwS5p0k71AONj8Pwu+pTmiPCPKO/cHxqa+S8/s+7J42tnTw4pvrPWkR3oYXqnQkMP8YRw6NptBuuqHmZ1/LlnV3sGO7Ayigw43B9B8QQVh4xdSfCuwO1iSlsDQ+mWy7nSt8fRgcFUnLYOnl5U5qq5eR1157jaNHj7JmzRqioqJcy+vVq0evXr2KpPX396dq1aoAVK9enf79+zNr1qwiaZ555hkA5s6dW2KAWFhYyFdffcWLL75YZPny5cuZN28eBw4cwM/Pj2uuuYYJEyZQvXr1Esu9bds2hgwZwrvvvsvrr7/OgQMHaNSoEc899xzNmjUrknbr1q288MILHD16lObNmzN16lRq164NwOHDh5k2bRq7du0iMzOT+vXr8+ijj9KpU6eynL4SjRw5EoA1a9aUmub6668nNTWVH3/8kQ4dOpzzvoQQQgghLhb2rEIyfzYT0GRuTwMg+OZQIu6pDrYMTs2bTfq33wCwt4k3qzvbCKpeh1GhXYnI2Er6iWmkAx42f3y9r2f75o5sWBdAQb6DBv/wZdDQqjRs5FchZXU4HOxIz+LjkwmczMsn0NODe2tE0iU8BK/LdJzhmUiAeJmw2+18+eWX9O7du0hw6OTrW/o7Y5KSkli/fj0tWrQo1z611qSnp582jjA/P59HH32UBg0akJyczPTp03n88cdZsGDBGfN76aWXXIHkW2+9xQMPPMDXX3+Nv78/YFrzZs+ezdSpU/Hx8WHcuHFMnjyZuXPnApCVlcVNN93EqFGj8PPz48svv+SRRx5h+fLlNGzYEICJEyeycuXKM5Zj9erV1KxZs8znwcfHhyuvvFICRCGEEEL87TnsDtI3JZO4MI7C1EIA/BoHEDm0Bj61PUlZt5rkVV/gyMkhobo3y2+FhAYh9AvrSbP8OFLiZ5NOIQF+igC/Vuz/7TqWLswmJbmQsHAP+g+IpP31QXh4VEzgdiQnl3knEvg1MxsP4LbwEO6qFk6w1+U9zvBMJEA8i/kJn/FDxva/ZF95wXn4HPyE9kHXEB15T4XmnZycTGpqqisQOptFixbx+eef43A4yM7OpnHjxkW6l5bF8ePHsdlsrpZIp7vuusv1c+3atZk8eTI9evTg5MmTJQavTiNGjODGG28EYNq0adx8882sWrWK/v37A1BQUMDEiRNp0KABAMOGDWP8+PE4HA5sNhtNmjShSZMmrvwefPBBNm7cyNq1axkxYgRgWgSHDx9+xuNyH4dZVtWqVePYsWPl3k4IIYQQ4mKRvSeThI9OkHswB5uvB6G9I/G/KhD/loFkxWzn5LsLKDgVT06AF2t6ePFzK2+6hN3CQ16hpCcvI8WejrdXNUL8B3Pq5FXMX5TEgdgMvL1t3N43jJ63h+Hrd/7jDAsdDo7m5vHfpDTWJ6ViB1oE+TM4KpLafqU3igjjLw8QlVKewGQgGqgBnAAWAJO11gVWGhswCfg3EAZsAx7SWu92yycMeBO43Vq0AnhEa53y1xzJ34vD4ShX+u7du7tmHU1ISGD27Nnce++9LFmyhMDAwDLlkZOTg5eXFx4eRb/ou3fv5q233mLv3r2kpPz5cR0/fvyMAWLr1q1dPwcGBtK4cWN+//131zIfHx9XcAgmKMvPzyc1NZXQ0FCysrJ466232LRpE6dOnaKgoIDc3FyUUq5tIiIiiIiIKNPxlYevry+5ubkVnq8QQgghxIVkzykke08W6d8kk/GD1ZX0xlAiBlTHK9yb3MOHOPHyDLL3/g+7h42t7bzYeKMnTcJbMimwLaSuJiXvMB42P8KCBrJt83V8tTKN/PwTAFx7XRB3D4wgsmrFvIh+Z3om804kcCIvH4AoH28GR0XSJjigwmY/vdRVRgviWOAhYCjwK9AC+AjIBaZYaZ4ERgP3AhqYCHytlFJa63QrzSdAHaCb9fsc4GOgd0UWNjryngpvzStNTEwMbdu2PadtAwMDSU9PP215WloaQUFBhIeHU6VKFWJjY8uUX3BwMHXr1gWgbt26vPDCC9xwww18+eWXrha7swkLCyM/P5/s7GxXN9CsrCyGDx9Ohw4dePnllwkPDyc5OZlBgwaRn59fxqMtWfEJYJw3AbvdDpguqlu2bGHs2LHUrVsXf39/xo4dW2S/F6KLKUBqaiq1atUq1zZCCCGEEJXFYXeQvjmFxM/iKEwpAMC3kT9Vh9TAr1EABWmpxH+4iLRvNoDDwf5G3qzqYsM3qiYPhXWneuZPpJ16B7AREtSRg7oP/1mYTXJSKiGhnrS+OpDrrg9GXelfIeU9lpPHvJMJ/JKRhQ24tkogTQP96RwWglcFdVe9XFRGgNgBWKm1dtbCDyqlVgDtwNV6OAp4UWu91Fo2FIgHBgKzlVJXYgLDG7TWW6009wNbrCCy6LsGLgP169dn8+bNru6UTv/73/+oX78+Hh4e9OjRg+XLl/PQQw+d1lLnbN0qbSyip/U+mJycnDKX6corrwTg999/d41DPHDgAMnJyTz22GOuyWPWrVtXpvx+/vln1zZZWVns37+fPn36lLk8O3bsoE+fPtx2222AOebDhw9Tr149V5oL1cV0//79dO3atdzbCSGEEEL8lew5dnL2Z5H4aRy5B7Kx+dgI6RaO/1WBBLQNJvvXnZya9wvpW7dgz84mqao3K7rA8X8E0NW3Hh28w0iP/w9pFBDgp8hNG8KHb/sQuz8DL28bvfqE0atPGH4V0JUUIKOgkCWnkliXaLqSNgv0Z0iNSOpIV9JzVhkB4rfACKVUE631XqXUVcAtwDRrfX0gCnBFDVrrbKXUZkxwORu4DsgAvnfL9zsg00pz2QWIAwcOZMGCBUyZMoW7774bHx8fNm/ezOrVq12zjz722GP8+OOP9O/f3/WaCx8fH3bu3Ml//vMfZs+e7XrNRXZ2NqdOnQIgMTGRWbNm4evry/XXX+/a56FDh8jKyiI+Pp68vDz27NkDQMOGDfHx8SE8PJymTZsSExPjChBr1qyJj48PCxYsYNCgQcTGxvLGG2+U6RjfeecdwsPDqVatGm+//Tbe3t6nzb56JvXq1ePrr7+mc+fOeHl58fbbb5/W7bO8XUyPHz9Oamqqa3yh8xzUqVPH1RX36NGjxMXFFTl3QgghhBAXC4fdQfqWFDJ/SiPr5wwc+WZoUtD1IUQMqI53pA+5Rw5z4tWZZP/vNwDy/D1Ze5sXP7X15BqfcG4vOE5Azi+k5YC3VyT+ntGsWV6P77dkALlc3S6Qfw6KpGq1iulKWuhwsD4plcXxSWQU2qnu483gqAjaBgdKV9LzVBkB4ktAMPA/pVShVYYXtNbOdyg4m7biim0XB9RyS3NKa+0aWKe1diil4t22P6OYmJhzLP6FdT7levrpp1m0aBErV64kPz+fmjVr8svLNEYAACAASURBVMgjjxAUFOTKd/z48axcuZKZM2eSkJCAv78/tWrVolu3bpw4cYK4uDjS09NZtmwZy5YtA0z31Tp16jBmzBiSk5NdeU2ZMsUVEAGu1rw33njDNTFN+/btWbhwYZGZTO+//34WLlzI/PnzqV27Nv379+ell15i3759eHl5uQLTvXv3kpeXx759+1z5T5o0iRMnTnDFFVcwatQo1/4PHjxIYWFhkfPn3O6XX36hSpUq9OzZk/fee48BAwYQGBhIt27daNSoEYmJied83t999102b9582jl4+umnueqqqwDzWo/mzZtz8uRJ/p+9O4+OqkoXv/89NaUqqQw1JJUwGOZiEARBEUEQRAQEmQzIFFBvt/22tq2u7qvXdmzbbrFtvfxUFOXaTEFkEhEQEWVSESQgKGABQYhkrkplrrnO+0cgTUSQIWHy+azFWqlT++zzVOWQVU/t/exdWFh4TtdpKJfqfS+uDHJ/icYm95hoTL/W+0t7VMH4mQ5dUe2IXjROJdwuSvCaCOWpBZQsX4V+//doS4pQVJXClkl8fIOP3KaQqo/nHsWLI5xPNNyUYKAX4aCJHVubk73VRChUhT05Qt9bfDRtXk7uj/nk/nj+MR9WtKzXmXBrtBhUlb4RP90D5SiVbnacf/eN4nK6v5SzXbzkfDmdzruAfwJ/BvYAXYHpwJ9dLtf/OZ3OG6kdDUx3uVy5J5z3DtDU5XLd5nQ6Hwf+y+VytfpJ34eAt10u1z84jezsbPVca/0a0/nUIF6qAoEAQ4YM4cUXX6RHjx7n1MfxfRC3bNmC1Wpt4AgbVzAYZNCgQfzrX/+66L/bK/H+EpcOub9EY5N7TDSmX+P9FXIH8WQVUbWlHABzn0QsI5IxNIkBDdR8swP3wnmEimq/3A6kWVlxc5hdrYMka+MZoPpoE63CoLOTaptAfNwNbN9Ww3vz3XjcYeITtIwZZ6Vv/4QG27KiMBBkXqGH7MpqFOBmSwLjHFaSdJf2xgyX6v11LK6TfjkX4938J/CSy+VaeOzxt06nMx34H+D/gONDLA4g94TzHCc8VwgkO51O5fgo4rHaxZQT2ohLQExMDNOmTau3WumvSV5eHr/73e8uyT8KQgghhPj1ifqjeD8soWyFGzWkEtPahH1KGqZ2sQAE8n7EvWAuvj3fgkZDuN91zO/l5qCuAKNi4DZNPN0iJeiVGJKtGdiThvPjEZUZL+fj2udHq4XBw5K4Y7SF2NiG2WuwJhJhWYmXjzxlRFRoH2tkSpqdliZjg/Qv6rsYCWIsEPnJsQhwvFL1B2qTvFuBrwGcTqcRuInaUUeALYCZ2lrE43WIvYA46tclikvAddddd7FDuGhatmxJy5YtL3YYQgghhPiV8+2voXy1G9++GiLlYbQWHbbxDuL7JKFoFCJVlZS+v5jy9esgGkXbsT2fDDLymflbFKArUW5WKzBHIDG+D6m28dRUJTJ7Vimb11egqtCtexzjJtlITTM0SMxRVWWDt4L3ikopj0Sw63VMSrXTM0HqDBvTxUgQPwQeczqdP1A7xbQb8AgwF+pqCf8XeNzpdH4P7AeeoHZRmgXH2uxzOp1rqF3R9LfH+p0JrPw1rmB6pevZsyfyaxVCCCGEOHthTwj3gkKqvqidSqoYFCyjkrGMsKMxalHDYco+XUfp8sVEq6vROhzsvb0V76btJqxEuAoNt+KjudZCQty1JCX0Q69twycflbFi2RH8PpWmzQyMz7RzdZfYBot7X7WPOQUlHPYHiVEUxqZYGWZPwqBpmNVPxaldjATxD9TudziD2imhBcDbwF9PaPMiYAJeByzAVmDQCXsgQu2WF68CHx97vAJ4oFEjF0IIIYQQ4jIQDUQpW+nG+0EJalAlppUR+6Q0jM5YFG3t6Fv1t7twvzuXUH4eismEd+SNvHP1AbzsJAktAwjSER3JltEkW+5AUQzszK5m4bxciotCxJk1TLrbRv+BiWi1DTOiVxwMkVXoZmtFNQA3JcUz3mHDqr+06wyvJBf8nT6W5D107N+p2qjAM8f+naqNF5jUwOEJIYQQQghx2VJVlaot5Xiyigh7QmiTdNjucRDft3YqKUCwMB/3u/Oo2bUTFIVIn+4s7F3GPv0O9GjoR4gb8GM334jDNgGD3s7RHwO8OzefPd/60Gjg1sGJjLjTitncMHWG/kiU5W4vq9xlhFSVtqYYMtOSaRsrdYYXmqTiQgghhBBCXAH8h3y45xTgd9WATiFphB3ryGQ0ptokLlJdjXfFMsrWrYFIBK2zLetu1fFp0h4AOqPSnxpSYlqRZp9CnMlJZUWEhfNKWP9JOaoKna+JZXymnSZNG67O8POySt4t8uANR7DqtExItXNjohmN1BleFJIgCiGEEEIIcZmK+iKUrfFQ8amXsDsEQNx1CdgnpaJ31CZxajRKxcbP8Cx7j2hlJVp7Mt8PvYqs5nsIK9CUKIMIka5NxGG7m6T4vkQiCmtXl7F8aSk11VFSm+gZP9nONd3iGiz2/TU+5hS4yfEF0CsKo5Mt3JFswSh1hheVJIhCCCGEEEJcZvw5PtzzCvB/XwOAEqPB2CEW650pxHYy17Wr2bcH94I5BH/MRYmJoWJYT2Z13kepdg/xqAzWWeibeBs6rYkEc0+0GhO7d1bz7jw3BfkhTLEaxk+2c8ttieh0DTOi5wmFWVDo5ovyKgB6JZqZ4LCRbNA3SP/i/EiCKIQQQgghxGUi7A3hWVhE5aYyUCGmtYnYzmYsd9jRnLDvYKi4CPd7WVRnbwNA7dWNBb2L2WvchQ6VvoqO0fbxOBIGoCgaqqoiLHnXy749bg4fCqAo0H9gAqPG2khIaJg6w0A0ykp3GR+UeAmqKi2NMUxJs9M+ztQg/YuGIQmiaHShUIhhw4bxt7/97Yz3RFy2bBnPPfccO3fuPOPrPPbYY3i9XmbOnHmuoTaKrKwsNm/ezJtvvnmxQxFCCCHEZShwxEfN7mqqvionmOtHDakYrjJin5Jab7RQjUap2LyBis/WEjj6I0Qi6Fq3YsNtRtZY9wHQkSh3JtyM0z4ercZEJKKy/pMy3l9SSnVVtLbN1SbGT7bTPD2mQeI/WONncXEpB2v8VEejJOq03O2w0S8pXuoML0GSIF4hJk+eTNu2bXnqqafqHf9polVVVcWsWbNYu3YtR48exWw207p1a8aNG8fQoUPRaDRMnjyZbdtqv21SFAWbzcYNN9zAo48+SkpKCnv27GH06NFkZWXRo0ePk2J56KGHKCwsZOHChQAsWrSIlJSUM04OLyeBQICnn36aPXv2cOjQIa699lrmzZtXr01GRgZvvPEG27dv/9n3SwghhBDip6LBKBXrvfj2VlO9taLuuN5hIGm4nYQBlrpVSQF8rn2UZM0hmHsYFAVdahoHBjRlbovvCCkqqUQZZWxLL8d9GPQpAHy3q4YF89zkHw1iMmkYN9HGzbckYoptmBrA0lCYhUUeNpXV7lSXqNNyhzWJkclWYrVSZ3ipkgTxV6SiooIJEyZQXl7OQw89RJcuXdDr9WRnZzNjxgy6du1Ks2bNABg9ejSPPPII0WiUvLw8nn32WR5//HFmzZpFp06d6NChA0uXLj0p4fF6vaxbt45nnnkGqF1qee7cufz+97+/0C/3gohEIhgMBiZNmsTGjRuprKw8qY3BYGD48OHMnTtXEkQhhBBCnJaqqlR9VYEnq7Bu0RnDVUYSb7MS29mMPqX+6qGhkuLaqaTbtwJg7tWH72+J4T1lG171W+JQGaZNZEjKb0iI6wxAYX6Qd+e72bWjBkWBfgMSGDPOSkLi+acGqqqSGwiyvaKaFW4vgahKC6OBzLRkOspU0suCJIi/Ii+//DJHjx5lzZo1pKam1h1v0aIFw4YNq9fWZDKRnJwMgMPhICMjgxkzZtQ9n5GRwUsvvcQTTzxBXNx/VrNasWIFBoOBoUOHAvDdd99x5MgR+vfvX6//l156iU8++YSCggLsdjuDBw/mj3/8IzExPz+V4dVXX+Xjjz9mypQpvP7665SWltKnTx/+9re/YbVa67WdM2cOs2bNwu/3M3DgQJ566ilMpto/SJs2beLNN9/kwIEDKIpC586defzxx2nduvXZvp0AxMbG8te//hUAl8v1swkiwIABA7j77rvx+Xx1sQghhBBCnMj/gw/37GPbVGgVkobZMfdMIKa1qd5oIUDU78e76gPKPlqJGg5haNWSiuGteTvha46oAbSqSm9Fy2jrnTRJGoyiaKiujvDhMi+frCkjEgFnByMTpiST3uL8p5KWhcJ8W+1jXWk5rho/AIlaLVOaWLnZkiBTSS8jkiD+SkSjUVavXs3w4cPrJYfHnSoxAygtLWXdunV06dKl7tjw4cOZNm0aq1evJiMjo+74kiVLGDp0KLGxsQBkZ2dz1VVXkZCQUK9Pk8nE3//+dxwOBzk5OTz99NMYDAYeeuihU8aRl5fHihUrmDFjBj6fj6eeeorHH3+8Xm3f9u3bSU5OZvbs2RQUFPDQQw/RokUL7rvvPgB8Ph9TpkzB6XTi9/t54403+N3vfseqVaswGGq/kbv99tvJz88/ZRxNmjRh1apVp3z+51x99dVEIhG++eYbevXqdVbnCiGEEOLKFi47tvDMxtqFZ+J6xGOblIoh9eTPZ2o0SuWWz/EsfpdImRcl0UTNQDOL2x9ll5IPqkInbQKZyVNoHtcFjaInFFL5YmM5SxeVUlkRwZ6sY9wkOz2uj0M5z8QteMLCMwFVBaCrOZZOcSZusSbKVNLLkCSIv2B+oZuvji3B29iChngMrsPckGhmUqq9Qfv2er2Ul5ef8UjZokWLeP/991FVFZ/PR7t27Zg1a1bd8wkJCQwaNIilS5fWJYi7d+9m//79/O1vf6trl5eXR0pKykn933///XU/N2vWjPvuu4933nnntAmi3+9n2rRpNGnSBIBnn32WiRMncvjwYVq0aAGA2Wzm2WefRavV0rp1awYPHsyWLVvqEsTbbrutXp//+Mc/6N69O7t3766b/vnWW28RDodPGYdOd/b/bUwmE/Hx8Rw9evSszxVCCCHElUkNRSn7yEPp+yWoviiG5jHYM9OI7Wz+2fa+g/txL5hD4FAO6DQEb4IvewXYZIgSREsTbTwTLLfTI2kwAEWFQd7LKmDH19UAxMQojBln5bbbkzAYzi9xU1WVryqqyCr04A6FSdRqucOWyNVmE85YmS11OZME8VdCPfaNzpkaMmQIDzzwAABut5uZM2cydepUlixZUjelNCMjg8zMTHJycmjdujVLly6lXbt2XHPNNXX9BAKBnx2dXLNmDXPmzCE3N5eamhoikQjRaPS0MTkcjrrkEOCaa65Bo9GQk5NTlyC2adMGrfY/SzGnpKSwa9euuse5ublMnz6dXbt2UVpaiqqqRKNRCgoK6to0bdr0LN6pMxcTE0MgEGiUvoUQQghx+VBVlertlXjmFxIqCqKJ12K/J42EW6wo2pNH9MKlHtyLFlD11RcARDpqcA1Q+SgpDi8RzJpYJtvuZEBCP7SKFl9NlA/fL2XtR2WEw9CkmYH2HYwMH2XFYj2/j//eUJgPSrzsrfGR6w+iVWC4PYlRsvDMFUMSxF8wKdXe4KN5p5KdnU33zt3P6dy4uLifrX+rqKjAbDZjtVpJSEggJyfnjPqLj48nPT0dgPT0dJ5//nn69OlTb0rp9ddfT3p6OkuXLuXBBx9k1apVdUnlcRaLhb1799Y79s033/DII49w//33c9NNN5GQkMBnn33GtGnTzuWl1/PT0T1FUeolx/fddx+pqan89a9/xeFwoNVquf322wmFQnVtGmOKKUB5eflJ9ZJCCCGE+HUJ5PpxzynAt6catJA4xIZ1TApa88l7DUYDAcrWrMS7cjlqKEQ0TUPJrVFWXhXDD6hogSGJgxhjHYFZG0c0qrJxfQVL3/NQUR7BZtcxdoKN63uZG2Qq6WpPGctLvPijtZ+tesTHMSnVRmqM4RfOFpcTSRCvEC1btmTTpk2oqlrvD8DevXtp2bIlGo2GoUOH8sEHH3D//fefVId4fGTrVLWIx0fl/H5/3TFFURgzZgxz586lVatW+P1+RowYUe+8Dh06MH/+fKLRKBpN7bdKO3bswOFw1JtmerqE7LiioiIKCgpIS0sDaqe0RqPRM5426/V6OXToEE8//TQ33HADAHv27DlpOmljTDHNzc0lEAjQsWPHsz5XCCGEEJe/SEUYz+JiKtaVggqxXc3YJ6dhaPozdYaqStXWLbgXzSNS6kU1Q/Vt8EnXGHagoqLSLbYLk+x30dTQhJLiEHMWFLJzexXhMBhiFEZlWBky/Pynkv7gCzC/0M2+ah9RIEGrZVITK30S4zHKiOEVSRLEK8SECRPIysriueeeY+zYsRgMBjZt2sSqVavqVh99+OGH2bZtGxkZGXXbXBgMBnbu3Mnbb7/NzJkz67a58Pl8lJSUAODxeJgxYwYxMTH07t273nVHjhzJ9OnTefHFFxk4cCAWi6Xe8z179iQQCOByuejQoQNQu2pqUVERK1asoFu3bmzevJmVK1f+4ms0Go08+uij/M///A9+v59nnnmGm2++uW566S9JTEzEYrGwePFi0tLSKCoq4sUXXzwp4TvbKaYHDx4kFArh9Xqprq5m377ajWiPv16oXTynefPmZxyrEEIIIa4MalilfK2H0qXFRKuj6JvEYJ+cSly3+JPahr2llK1ZRc33ewgeOYyqhdCNsKOvlU/1EXxqgCb6NDLt4+li6swXmypZtqOAXTtrCIdU7Mk6Ol4dy6iM859KWhYO815RKRu8FahA0xg918bHMSrZQqz25NFOceWQBPEK0bx5c+bPn8/06dO55557CAQCtGrViunTp9OvXz8AkpKSWLRoEbNmzeLtt98mLy8Ps9lMmzZt+P3vf1+vvm/ZsmUsW7YMqE2snE4nb731Fq1atap3XYfDQd++fVm/fn291UyPs1gsDBo0iBUrVtQlTAMGDODee+/l73//O4FAgN69e/Pggw/y7LPPnvY1Nm3alNtvv53f/e53eL1eevfuzfPPP3/G75FGo+GVV17h+eefZ9iwYaSnp/Poo4/y4IMPnnEfP+e3v/0teXl5dY9HjhwJ1G57cdyqVasYO3bseV1HCCGEEJeX6p2VuOcVEMoPoonTYM9MJXGQDUX3ky0rgkHK1qyqnUoarJ3VFWkPhwaaWGOLpyhSQZwSyxTbRG5N7E/O9yGenXOUI4dr21qtOsZOtNHzxvOfShqKqnzkKeP9klJ8UZXmMQYy0+x0NseeV7/i8qGc7eIlV4Ls7Gy1e/dzq/VrTNnZ2VyKcZ2vAwcOkJmZySeffILZ/POrcv2S4/sgnslI46Vm//79TJ06lY8//pj4+JO/LbxQrtT7S1wa5P4SjU3uMdGYGvr+Cub5cc8tpGZXFSiQeKsV650paBPqj82oqkr111txvzefsMcNcVoC/SJ4nBo+S0zl+3ApCgq3JvbnTusogqVGFmV52PZV7Qr7N94Uz9A7kkhrYkD7M4vbnA1VVdleWc38Qg9FwRDxWg0ZKTZusSaglT0Mz8ul+vfrWFwn/XJlBFE0urZt2/Loo49y9OhR2rdvf7HDueCKi4uZNm3aRU0OhRBCCNG41KhKqCBA+Tov5Ws9EAHT1XHYp6QR09x4UvvqQ99RuvBdAvtzQKtQ0kthcR8N+TH62gbhUjqbOpFpH0+y2oRVS7ysWVlMKKTSum0MEzKTad325H7PRa4/wNwCN99V+2oXvrElMibFilmmkv4qSYIoLojj0y5/jfr06XOxQxBCCCFEIwmVBPG7aih9v4RQXu2UT73DgG1yKnHd4+tN+QwHqihc9Tr+b12oP9SgADXtYNVALbusOhQUOhjbYdTEcEtif7oZr+GrL6r417tHKPNGsFi1ZEywc8ONZjSa8x/VqwhHWFzsYV1pbZ1hV3Msk9PsNJVVSX/VJEEUl4U//OEP/OEPf7jYYQghhBBCABCpClO6pKR2tDAKKBDXPR7T1WYSB1pQ9P9Z4TMajeL+8l3Kl6xCKavd91lN0bF9sI0PryonClxt6sAU+0Sax9QuGHjwgJ/n5+Rx6GAAvV7hjtEWbr/DQozx/FcODasqaz3lLC0upToapUmMnsmpdrrFx5133+LyJwmiEEIIIYQQZ0iNqJSvK6V0cTHRqgj6VAPm3omYr08kJr3+lM+AJ5f8914hvLMAJQRoQNu3BfsHdGNxZCNVajmpegeT7HfRPbYriqLgLQ2zaIGHLZ/X7m99fS8zYyfYsCfrGyT+nZXVzCtwkx8MEafRkJlqZ5AtEZ3UGYpjJEEUQgghhBDiFwTzA5Sv8VDzbRWhgiCKSYNtooOkwbZ6o4WqquKvPoxnzUJ8a3ehBIF4hWD7RHYMakt2QgkFoY8waUxMtI5jcNJA9IqeYDDKRx96WbXCSzCgkt4yholT7LRrb2qQ+PMCQeYVuPmmqnZq6yBrInemWEnQSZ2hqE8SRCGEEEIIIU4hUh2hdGkx5R/XLjyDAgkDLFjHOtAl1f8oXeP/gYLNrxNZfRSNFzAp6O68jo09kllbtYEI36KEFAYk9GWsdQxJukRUVWXrl5UsWuDB4w6TkKhl0lQbffrFN0idYVUkwtLiUtZ6yokAV8eZyEyzc5Ux5rz7FlcmSRCFEEIIIYT4CTWiUvGZF8+iIqKVEXQpemzjU4ntHIfW/J+P0GooRPmWT/HuXkN4XyFKNWg0oO/blv23dWdRYB2VVbtJ0SUz3pbB1aYOHPxGw1dfB1FVLzu/rma/y49OB0PvSGL4SCum2POvM4yoKp+WVrC42ENlJIrDoGdyqo3u8XHnvVeiuLJJgiiEEEIIIcQJar6rwj23gGBuAMWowTbeQeIQGxpD/amkVTu2UvLuLKLu2n0JMSnEXNOWihEDeUu3llzfcoyKkfG2DPobBnL0hwjT3yvl4AF/vet1vy6OcRPtpKSef51hVSSCq9rPwiIPPwaCmDQKEx02BtuS0DfAiKS48kmCKIQQQgghBBAqDODOKqT660pQIP7mJGzjHOgs9RM3f+4RirJeJ+TKRdVA9Hodxm43saVVEnuC+zkQeAclqHBz/E2MNo9myxqVP604SjCgAnDdDWZu6G1GoyhYbFpatDz//QyrIxGWFXtZU1pGRAUF6G9JYJzDSpJOPvKLMyd3i7ggysvLGTJkCAsXLuSqq646o3NeffVVPv74Y1auXHnG15k8eTJt27blqaeeOtdQG8W0adMIBoM8+eSTFzsUIYQQQvxUANxZhZR95IGwitEZiz0zDWPr+gvERCoqKF7yDtWbvwIVIm3ANLI33zdty5KyVVRU1q482t7YjkzbeIp32nkhy0Opp7a2sGevWHr3TaB9x4ZZeAYgqqp85q3gvaLaqaR2vY6u5lhusSbS0iR1huLsSYJ4hThVYrRs2TKee+45du7cCUBVVRWzZs1i7dq1HD16FLPZTOvWrRk3bhxDhw5Fo9EwefJktm3bBoCiKNhsNm644QYeffRRUlJSADh69Ci33HILS5YsoXPnzvWued9992GxWHjhhRfqjr355pv069fvjJPDy0lxcTHTpk1jz549HDlyhBEjRtR77QC/+c1vGDhwIFOnTqV58+YXKVIhhBBCnMi3txp3ViEJhwyUqW50Nj22iQ7MvRLr6vRUVaXm211U7f6ays83gj9M1Aa621tQ2X0o75R/whFPNjHEMFI3jvjvuxOs1LLwOx/7XUXodHD7iCSGjbRiMp1/beGJ9lTVMKfQTa4/iFGjMN5hY4gtEYOmYa8jfl0kQfwVqaioYMKECZSXl/PQQw/RpUsX9Ho92dnZzJgxg65du9KsWe3mrKNHj+aRRx4hGo2Sl5fHs88+y+OPP86sWbPO+ro+n48lS5bwxhtvNPRLuiQEg0EsFgu//e1vWbRo0c+2sVqt9OnThwULFvDoo49e4AiFEEIIcaJQcRD3/EKqt1UAELWrJPd3kDTMjibmP8lV9ZHvcL87l9D3uQCoRlAHx6MdNI7lge/ZVvIOANd6hlD9YU/WHAwDFXXnd78ujnGT7KQ4GmYPw+OKgiGyCt1sq6hGAW5Oimecw4ZFLx/txfmTu+hX5OWXX+bo0aOsWbOG1NTUuuMtWrRg2LBh9dqaTCaSk5MBcDgcZGRkMGPGjHO67saNG1EUhe7du9cdi0QiPPnkk3z11Ve43W5SU1PJyMjg3nvvRXOKb70ee+wxvF4v11xzDfPnz8fn8zF48GCefvppjMb/zN2PRqO8/PLLvPfee2g0GkaOHMmf//znun4/+OAD5s6dy6FDhzAajVx33XX85S9/weFwnNPra9asGU888QQAH3/88SnbDRgwgJdfflkSRCGEEOIiifoieJeXULbagxpSiWlrInlKGnvK9+HsnlLXLlBeQMF7LxPa8iOKCpFWEO0Zg7nT7Ww2wkfehYTUMK0CnbGtG8G3WwDCtHMaad/JRIdOJhIStDRt3rBTPH2RKMtLSlnlKSOsgjPWSGaandam869hFOI4SRB/JaLRKKtXr2b48OH1ksPjYmJO/QestLSUdevW0aVLl3O69vbt2+nUqVO9JZWj0SgOh4P//d//xWq1snv3bp566imSkpLIyMg4ZV/btm0jJiaG2bNnU1RUxOOPP85LL71Ul6ABfPjhh2RmZrJw4UL27dvHn/70Jzp16lSXBIdCIR588EFatWqF1+vln//8J4888ghZWVl1fXTr1u20r6l79+5nPZrauXNnioqKyM3NvSKn2gohhBCXKjWqUrm5DM/CIiLeMFqrDvuEVMy9j00lza5tFw35KVg9g5qPtqH4AZsW44hrSeg+lOxwIe+VLqfMX45FTabj9kl8u8ZMfkAlvUUME6bYcXZouNrCE0VVlU1llSws8lAWjmDT65josNEr0SxbVogGJwniL1g4383XX1VdkGsFg/EsMBzmuhvM3DXJ3qB9LKAtDAAAIABJREFUe71eysvLad269Rm1X7RoEe+//z6qquLz+WjXrt3PJkSTJk06acQvEAhwxx131D3Oz8+vq108Tq/X88c//rHucbNmzdi7dy+rVq06bYKo1Wr5xz/+QVxcHO3ateNPf/oTf/nLX3jkkUeIjY0FoE2bNnV9t2zZksWLF7Nly5a6BPHOO++s66958+Y888wzDB06lMLCwrrkefny5ad9f04csTxTx0co8/LyJEEUQgghLhCfqwb33AICOT4UvYJlTDKW4clojCd8flF8lGxbTNniD1BKwhADxhHdSRv2Bw6Gf2SGewGHAj9gwECvQ5nkrmhJtjtCQqKGiVNs3HRzw2xq/3O+r/Yxt8DNIX8Ag6KQkWJlmD2JGKkzFI1EEsRfCVVVz6r9kCFDeOCBBwBwu93MnDmTqVOnsmTJEuLi4ura/etf/6Jt27b1zv3pSp2BQAC7/eSE991332Xx4sXk5+cTCAQIhUI0bdr0tHE5nc561+/WrRuhUIjc3Fzat29f1+ZEKSkpeDyeusd79uzhtdde4/vvv6esrKzueH5+fl2CmJ6efto4zsXxUVq/3/8LLYUQQghxvkLuIJ4FRVR9WQ6A+cZEbBMc6O2GujbhSBVF38/GvPpzyg8CCmh7NsU29vccMflZ5vk3X1ZtBaCr91YCK3uz0xVGq40wZHgSd4xqmE3tf447GCKryMOW8tqBij6JZsan2rFJnaFoZHKH/YK7JtkbfDTvVLKzs+vV6Z2NuLg4Ko8trXyiiooKzGYzVquVhIQEcnJyzqi/+Pj4uiQpPT2d559/nj59+rB69ep6I3wOh+OkZMpkqj+9IikpifLy8nrHVq9ezd///nceffRRunXrhtlsJisri3Xr1p1RfKej+8leP4qi1CXINTU13Hvvvdx44428+OKLWK1WvF4vEydOJBQK1Z3TGFNMj78HVqv1rM4TQgghxJlRoyo1u6vw7amm/GMPalAlppUR+5Q0TM7/fMGsqhHcBaso/WAxmq9DaKOgaW3BOn4yu1NUXvS8itdb+yVyeqA9jg1j+PZzBVUN061HHHdNsuFINZwqjPPij0b5sMTLCncZIVWltSmGKWl22sU2zvRVIX5KEsQrRMuWLdm0aROqqtabi753715atmyJRqNh6NChfPDBB9x///0n1SEGAgHg1LWIWq0WOLfRr44dO/L+++/XO5adnc0111zDpEmT6o7l5ub+Yl/79++npqambjrpN998g16vP+Mpm4cOHcLr9fLwww/XbTexdu3ak9o1xhTTAwcOoNfradeu3VmfK4QQQojT8x+ooWROAYGDPgC0STps9ziI75uEolEIR6ooq9hIZfW3+L/cjW5DFG0NKFYzVT1vJvaOnvzT/S45xYfQK3oGmPoT/rIru1ebKfKpNGtuYEKmnY6dYxslflVV+aK8igWFbkrDESw6LeMdNvokxaOROkNxAUmCeIWYMGECWVlZPPfcc4wdOxaDwcCmTZtYtWpV3eqjDz/8MNu2bSMjI6NumwuDwcDOnTt5++23mTlzZt02Fz6fj5KSEgA8Hg8zZswgJiaG3r17n3Vsffr04aWXXsLr9WKxWIDalVOXLVvGxo0bSU9PZ9WqVXz99dckJiaetq9wOMzjjz/O/fffT3FxMf/6178YO3ZsXcL4S5o0aYLBYCArK4uJEyeSk5PD9OnTT2p3tlNM9+3bB9TuM6koCvv27UOv19OmTZu6Ntu3b6d79+4njbAKIYQQ4tyFS0N4FhRS+XntTJ246xMwX59AXPd4NCYtqhrBU7aO4tLFqIeq0K0FfTFg0JI0ejjc2p/5P7zDvrzaWUw9466n6+GRfLQwRHFRCHO8QuY9dvrdkoBW2ziJ2sEaP3MKSjjgC6BXFEYlWxhht2DUSp2huPAkQbxCNG/enPnz5zN9+nTuueceAoEArVq1Yvr06fTr1w+oneq5aNEiZs2axdtvv01eXh5ms5k2bdrw+9//niZNmtT1t2zZMpYtWwZAYmIiTqeTt956i1atWp11bE6nky5durB69WomTpwIwLhx4+pWGFVVlUGDBnH33XfXXfNUrr/+etq0aUNmZiZ+v59Bgwbx5z//+YxjsVqtTJs2jZdffpmsrCycTiePPfYY//Vf/3XWr+tEI0eOrPd4/fr1NG3alM8++6zu2MqVK3nwwQfP6zpCCCGEqBUNRin70I13RQlqQCWmxbGppB3+M5W0qmY3Be65BIuOol+nQeMCFIX4Pn2JHz2aj/iKFflPEtBESPuhF31jbubAJjNzvqtBq4VbhyQycoyVOLO2UV5DaSjMu0UeNpfVlgn1TIhjYqqdFEPD7psoxNlQznbxkitBdna2eq61fo3pfGoQL3WbNm3i+eefZ/Xq1XXTVc/W8X0QZ86c2cDRNb4NGzbw4osvsmLFipNqJC+UK/n+Ehef3F+isck9Jo5TVZWqryrwZBUSdofQJmqxjXMQf7MF5dhKooFgAYWe+VSWZqP7AnRbFYioGNs68d95C++Zt3LAn4M/6sfs6opu5UD8Zf8pH+nSNZa7Jttp0rRx6gyD0Sir3GUsL/ESUFVaGA1kpiXTMU5mGV2JLtW/X8fiOmlYXEYQxQXRt29fDh8+TGFh4S+uVHolqqmp4R//+MdFSw6FEEKIK4H/Bx/u2QX4XTWgVUgabsc6KhlNbO2Xz5FIDSXeZXi8q9HsimLcoIWqCDqrlZg7R/B+q8NsqnoHSmKJ396XpB86UpZjJqpRGXBrAo40A82vMtDx6sarM9xaUc38QjfuUJhErZYpDis3WxKkzlBcMuTTqrhgMjMzL3YIF83QoUMvdghCCCHEZStcFsKzsIjKjWWgQlyPeGyTUjGk1i6up6pRvBXrKSpdRPSHcgyf6FAKoigGLQkjR/DFDXrer15KoCyE/evBBD/rTtCnUEbtaGHna4u4dVDb0wdxnn7wBZhTUML3NX60CgyzJzE62ULsOc6sEqKxSIIoLhsvvPDCxQ5BCCGEEBeQGopSttpD6fISVF8UQ/MY7JlpxHY217Wp9u2loGQu/pLD6D/VoN8LEEZzfTcODm3Lh3xJSaUb84EuJKwZQmWxnrg4DWMyrVzTNZbUJgayswsa7TWUhcO8V1TKBm8FKtA9Po5JqTbSYhpn+qoQ50sSRCGEEEIIcUlRVZXq7ZW45xUQLg6hiddivyeNhFusKFqFSNRHWcVGqnzfUunNRrcFjFs0EI6ia9mCL4ck86H1O9TwPrRFDpp88gdKv0+kWgO33JbIqDutmOMbd+QuFFVZ4yljWUkpvqhKsxgDU9LsdDY3zvRVIRqKJIhCCCGEEOKSEcj1455TgG9PNWghcYgN65gUtGYt1b69eCs2UVmzk0i4HM13YFyvg4ow2qQEjgztyJxWe/BRSLNQaywbbydnUwKlUbi6i4nxk+00bf7zez43FFVVya6sZl6hh6JgCLNWwz1pdm6xJqCVOkNxGZAEUQghhBBCXHSRijCeRcVUfFoKKsR2NWOfnIahaQzBUDF5BfOpqN4GgCZfT+ynVqJHSlF0CjW33cDsa38kT7sDs5pI7+/uZd9KO+7qKI5UPeMn27nm2liURk7Qcv0B5ha4+a7ahwYYbEvkzmQrZp3UGYrLhySIQgghhBDiolHDKuVrPZQuKSZaE0XfJAb75FRiu8ZRVrmRI7mrCQTzgCjGYEuMG+Pxb91NlFKU7l34oH+YbcZv0KKlZ34GRcs7kZ0fxhQLd022MfC2JHS6xk0MK8IRFhd7WFdaW2d4jTmWzFQ7TY1SZyguP5IgCiGEEEKIi6J6Z22dYSg/iCZOgz0zFVP/CEVls/ghZ2ttoxoNMT9aMB51ENyRgz8QQGnelB23N2OZfTcqKh2reqH/aBC7dkVQlDA3D0xg9FgbCQmNO3IXVlXWespZWlxKdTRKE4OeyWl2usXHNep1hWhMkiAKIYQQQogLKpjnxz23kJpdVaBA4iAriaMTKI18SF7+alQ1hMGXjH69lsiOQsBDAA/R+Fg23GZl/dVuVI2H1HA6rb68i12f6olEInToZGJCpp3m6Y1bZwiws7KaeQVu8oMhYjUaMlPtDLImotNInaG4vJ1xguh0OkcCFpfL9e9jj1sCWUBHYC1wr8vlqmyUKIUQQgghxGUvUhWmdEkJ5Ws9EAXT1XHYJjvwWb7mkGch4YgXnWohYZcT39qdRIIBDE2bEWnXgk9aF7PZeoRIpZEWu28l+l0bKo7EssOnkpyi465Jdq69Lq7R6wzzAkHmFbj5pqoGBRhoTWBsio0EqTMUV4izGUF8ktqE8LhXgVRgOnAv8Dfgjw0Xmjgbjz32GF6vl5kzZ9YdW79+PQ899BBTp05Fp9Px8ccfs3Llyp89f8CAAUycOJF777233vFXX331pPPcbjdvvvkmGzZsoLCwEIvFgtPpZPLkyfTr16+uv7y8PAA0Gg12u53+/fvz3//935jNZoQQQgjx66FGVMrXlVK6uJhoVQS9w4BtcipKx3zyPM/jK85BQU9Sbk/Cq3Ko8XyFNiGRuAl3sbJDCesqNxD16UnbOJ7yz9tQEKntNyFRw+0jkxg0JBGDQdOor6EqEmFpcSlrPeVEgE5xJjLT7KQbG3+0UogL6WwSxNbAbgCn05kIDALGulyu5U6n8yDwHJIgXjKWL1/OE088wZ///GemTJnCq6++2iD9Hj16lPHjxxMXF8cjjzxC+/btUVWVLVu28PTTT7Nhw4a6tvfffz/jx48nGo2Sk5PD448/jqIoPPvssw0SixBCCCEubeHyMP79NZS+V0TwaADFpME20UHsLVBcMZvy/C8BiC/vgmZNNf4DW0GrJWHIMHb2s7CoZiXV5TVYd/ZD/aQ33iqF5BQdAwcn0amziWaNvGUFQFEwxM7KapYWl1IZiZKi1zE5zU6P+MYfrRTiYjibBFELqMd+7nvs57XHHh8BHA0YlzgPs2fP5qWXXuL5559nxIgRDdr38eRu6dKlxMX9pwC7devW3HHHHfXaxsXFkZycDIDD4WDIkCFs3769QeMRQgghxKUnUh2hdGkx5R97IAIokDDAQlJGEt7oavILPkQNBTHmpRKbk0bNlm9AVYnr1oPiO3rwhmYteVX5mH5oh2PNCMrzYjAaFTLGWxk0NAm9vvETs/xAkPmFbnZU1gBg1ChMcNgYYktCL3WG4gp2NgniXmCi0+n8CvgN8KXL5ao59lwTwN3QwYmz98orrzB79mxef/31uumeDaWsrIzNmzfz0EMP1UsOj0tISDjlufn5+Xz++ef07NmzQWMSQgghxKVDjapUfOrFs6iIaGUEXbKeuB4JxN+UiD95J4c8WYRDpegPxKL/NIaop5AaCjE0a46SMYy5ydnsrJmNUmKh6br/D89uGxUK3HRzPGPuspGU1PjrK1ZHIiwr9rLGU0YEaGsy0tlsYpA1kSS9rO8ornxnc5c/BywFplD7XdCwE54bAuxowLguGe75hVR9VX5BrhUfNHDY4MJ8QyL2Salnff4XX3zBhg0bmDlzZoMnhwC5ubmoqkrr1q3PqP0rr7zCa6+9RiQSIRAI0KNHDx5++OEGj0sIIYQQF1/Nd1W45xYQzA2gGDXYxjtIHGLDH/2BfPcb1Bzdj6ZQS9zndiI5bqJaLTH9buLIVVrmt9hDWWQ2mi+uxn5kMr5v0vGEoa3TyMQpdlq0MjZ6/FFV5TNvBe8VeaiMREnW65iUauf6BJlKKn5dzjhBdLlcK51OZwegG7Db5XIdOOHpLzhWnygunnbt2lFZWclrr73Gtddee9oRvXOhquovNzrB3XffzZ133omqqhQUFPDKK69w3333MXfuXDSaxi0kF0IIIUTji9REKFvpxrenGr+rBhSIvzkJ2zgHanwlee43qDi4Gc1BMG7RQCBCBDfaLp1YPVDD5tivUUqTMCzvR/yR1oSK46kCbHYdYyfYuL6X+YIkZ7mKlvdyfiTXHyRGo3CXw8pQWxIG+bwifoXOapzc5XIdAg79zPG3GiyiS4x9Uuo5jeadi+zsbLp373zO5ycnJ/PGG2+QmZnJ1KlT+fe//01iYuIZnRsXF0dl5cm7lFRUVNStOpqeno6iKOTk5HDrrbf+Yp9JSUmkp6cD0KJFC0wmE+PGjWPr1q306tXrLF6ZEEIIIS4lalSlYr2X0kVFRMprlxQ1OmOxZ6YSSPmG3PK38e/NQfdxmJjc2nM05jgM115NdieVRanfEgloSf50FFWbO6CGNYSA3n3jufmWBNJbxjT6qqRQuwBNVqGbbQYz+IP0TYrnLocNq0wlFb9iZ3X3O53OdOAvwPVAc2CAy+Xa5XQ6n6S2JvHTRohRnAWHw8G8efOYMmUKU6dO5Z133sFisfzieS1btmTPnj0nHd+7dy8tW7YEahO+Pn36MH/+fCZPnnxSHWJFRcVpRy2Pjxr6fL6zeUlCCCGEuIT49lZTMreA4GE/SowG67gUEvpbCRlzySt5Ad/+/eg+B/1OUADj1Z2pbOtgVzcjn4a/otIfIGlnL5RP+lJZocFm15Ex3sY118ZhMl2YETtfJMryklJWecoIq9AkGub+Ni1oHdv4U1mFuNSdcYLodDp7A58APwCfAvdTu7IpgBH4w7Hj4iJLSUlh3rx5TJ06lSlTpjB79mwAAoEA+/btq9fWaDTSsmVLpk6dysSJE3n99de57bbbUFWVlStX8s033/DUU0/VtX/66acZP348Y8aM4Y9//CNOpxNVVdm6dStvvfVWvW0uqqurKSkpQVVVCgsL+ec//4nVaqVbt24X4m0QQgghRAMKFQdxZxVSvbUCgPi+SdjucqAmVFPgfpvKLzaiWwdGb217XZMm7Bp6Ve1oIQdQCpOIWTsE43dO/IAhRmFUhoUhw5MuyGgh1NYZbiqrZGGRh7JwBKtOx8RUGzE5+yU5FOKYsxlBfAlY7XK57nQ6nTrggROe2w5kNmhk4rzY7Xbmzp1blyR2796d3NxcRo4cWa9dp06dWLZsGddeey1vv/02M2bMYM6cOSiKQrt27Zg9ezZOp7OuffPmzVm2bBkzZ87kpZdeoqioiKSkJNq3b89f//rXen2//vrrvP766wBYrVY6d+58xiOaQgghhLg0RP0RvMvdlK1yo4ZUjG1N2KekYWitx1O2Gve2pWjWBjEcBjQajB07crRjIu+0/54KvsEacZCw+VZKNqQTCSs0bWbA2cHIsJFWrLYLN5XTVe1jToGbQ/4ABkXhzhQrw+1JxGg0ZF+wKIS49J3N/8quwNPHfv7paiUeILlBIhLn5IUXXjjpmNVqZcWKFXWPn3nmmdP20adPH/r06fOL10pJSeHJJ5/kySefPGWbzz777Bf7EUIIIcSlS42qVG4uw7OwiIg3jM6qwzYhlbgbE6iq2c6RvXNRP3Oj2wGKCtqrO3BweHvWmr7lx+BBjKqR3gf+i4MrmlJYFsFq1ZExwcYNvS/MwjPHuYMhFhR5+LK8CoAbE81McNiwG/QXLAYhLidnkyBWAtZTPNcCKDnvaIQQQgghxEXn21+De04BgRwfikHBMiYZy/BkgsqPHD76/whs3otuMyh+0KY6+O72lixM+5YIP6AEFXq4h1GxogfZh8IYDFFGjLEwdLiFGGPjTyX1RaLURKNEVZUN3gpWuMsIqSqtTDFMSbPjjDU1egxCXM7OJkH8CHjC6XR+CpQeO6Y6nc5Y4I/AyoYOTgghhBBCXDhhTwj3gkKqvqjdA9p8YyLW8XZC5iMUVHxI+Y516D4BvQeUWBPuUd34d6f9lPENydE0Wm4fQ+UBK9/tiwJhbrjRTMYEGzZ7447WRVWVH3wBtlVUs9pTmxAeZ9Fpucth46akeDSyn6EQv+hsEsRHgS+B/cB6aqeZPg90BELAqecbCiGEEEKIS1Y0EKXsQzfeFSWoQZWYVkZsmWmEm+3j8I8vEl1cgiYHDB5AUajs05H3e/vYr99RO5U05x5yPmjObm8EiNKyVQwTpthp62z80brvq33MPVZbCGDVaekYV3vdJjEGhtiSMGllP0MhztQZJ4gul6vQ6XR2Ax4GbgVyqJ1yOg942eVyeRsnRCGEEEII0RhUVaVqSzmerCLCnhDaJB22exzorq+gcMtfCc8+glIMuiigUShzJpPVr5KClBwoS6Dp+t9QtSeVbL+KXh9l+CgLA25NJMmibfQ6Q3cwRFaRhy3Haguvi4+jo9lEf0sCRtngXohzdlZLR7lcrnLgmWP/hBBCCCHEZcqf48M9twC/qwZ0CknDLZh6VlBa+g41L32N9hBoFNClpVJyfSveufoAXiqwRR102zKag5/Y8AQhyaLh2h6xjBlnxZ7c+Au/+KNRPizx1tUWtj5WW9hOaguFaBBnvbaw0+m8CrgWuAp41+VylTidziaA1+VyyQ7oQgghhBCXsLA3hGdhEZWbykCF2Oviibs2D8/q6ZR9UrvHoRZQnM0oHtWPD+K2cziwgxgM3JgzlR8+SGdfaYQki5Y777Vx403xaDSNX9u3v8bHSncZrmo/5ZEIFp2W8Q4bfaS2UIgGdcoE0el0al0uV+SExwZgOnDvsfNU4HNqVy+dAewD/qdRoxVCCCGEEOckGoxSttqDd3kJqj+K4SojsYPdlG/5f9TMqUBVINpJiyGpFfucNhakfUtYWQoB6FZ6G74Pe7HjQBidPsqwkRaGjbRgvACrknpCYRYUuvni2FRSg6IwKtnCCLsFo9QWCtHgTjeCuM7pdI4+obbwH8BYYDLwGVB0QttVwP1IgiiEEEIIcUlRVZXqrytwzy8kXBxCMUNcvwP4A5vwzitAUSHaSotxRA8OpHdisXcVZZEfseqs3BgdQPGq9uz+AiBMj+vjGDfJTnJK408lDUSjrHSX8UGJl6Cq0soYw+Q0O85Yo4wYCtGITpcglgLbnU7ncJfLtReYAPyPy+V6z+l0an/S9hC1eyEKIYQQQohLROCID/ecQnx7q0ELsT2L8Ocvonpr7TYWWLUkZgzH3aUrb5Yu5JB7AQbFwKj4URi+uJE1H1QQCKg0TzcwIdNOh06xjR6zqqpsKa8iq8iDJxQmSaflHoeNvjKVVIgL4pQJosvlGuN0OqcCHwPNgSRqE8GfYzhdX+LiOnr0KLfccgtLliyhc+fOFzsc8TOWLVvGc889x86dO3/2sRBCCHGm1FCU6m+qqNlRScUGL6hg7OQjoiynZldO7VTS7loS+wxEcd7KgooVbCl4AYAb426g06ERfLQwgLuknPgELeMzrfTtn3BB6gxzfH7mFrhx1fjRKTDCbmFkskW2qRDiAjptUudyuWY7nc71xx5+D9wGrPuZpv2BXQ0cmzgDTqfztM+PGjWKBx544AJFc+mKRCL83//9H++//z75+fkYDAaaN2/OyJEjyczMvNjhnWTo0KH069fvYochhBDiMqKqKtXbK/HMLyRUFARA3ySK7qpN+HZ/DlGIpEPs6OuxdJjIR5VfsqLgWUJqiFYxLRlcM4Ev3jIxb181Wi0Mvj2JO8ZYiI396cSxhlcWCrOwyMPGskpU4PqEOCam2nEYGn8qqxCivl8c9XO5XEeO/fgv4N9OpzMELDp2rLnT6ewNPABMapwQxel8/vnndT9v2LCBJ554ot4xo9FIeXn5xQjtkvLaa6+xYMECnnrqKbp06ULN/8/encdHWZ6L//88s2UymeyTkBD2bdjDLpuAyKaAIiqyo7a1rV1Ojz2ntrW2np8t9bTf1i5+z/l2L4gRUBBkFRCURZRVdoZF9pBlZjKT2bfn+f0xIYJITXQi2/V+vfIyee5nuRLGJFfu677uYJAjR45w4cKF6x3apzKbzZjN5usdhhBCiJtA3BvHu9ZF6FCA8LEg6ME6VCWq20r04HvEPoyj5oD+3hJa3Pkke+OV/PLCC7gTNeTqc7jfOIXy1e35xyYfmhamV18LU2faKCo2NXnsUVVljcvLG9VuwqpGK7OJOUU2ulmbvpRVCPHpGjxf73A4FgDfJ9mMZnfd4TeAX5Bcm7g09eGJz1JQUFD/lpmZec1jAOXl5Tz22GOUlpZy7733sm3btivutXPnTh5++GF69OjB4MGDmTt3LtFotH581qxZ/OxnP+OFF15gwIABDBw4kHnz5hGNRvmv//ov+vXrx4gRI1i2bFn9NefPn8dut7NixQqmTZtGjx49GDdu3BVJbCwW4+c//zlDhw6le/fuDB8+nP/zf/5P/bjX6+Xpp5+mf//+9OzZk0cffZTjx4/Xjy9dupTevXuzfft2JkyYQK9evZg1axbnzp2rP2fjxo1MnTqV8ePH07JlS+x2O5MmTeJb3/pW/Tn79+/n8ccf54477qBPnz5MmzbtqhJPu91OWVkZ3/zmNyktLWXs2LG8//77VFRU8JWvfIVevXpx//33c+jQoavi27hxI2PHjqVHjx5XxfdJl6655I9//CMTJkxg1apVjBo1it69e/Pkk0/idrvrz4nH48ydO5f+/fvTv39/5s6dy89+9jNmzZp1zecIIYS4eWlxlZqVTs5+7xg1b1QTPhbE3DWMqesi/LvmEt2xGS0eRx2VQeHPvo1655O84Czjpco/41N93Jc5kXsOPMPyZ4vYvNFHcYmJ//hxc773n82bPDnUNI0dXj//cfwsr1a6MCoKX21ewAvtW0pyKMR11qiCbofD8QegBBhHcsbwXqCFw+H4fRPEJlLsxRdfZNasWSxfvpwePXrw1FNPEQgEAKisrORrX/saXbp0YdmyZfziF79g1apV/Pa3v73iHitWrCAjI4PFixfzxBNPMHfuXJ588knatGnDkiVLmDRpEj/5yU+oqqq64rpf//rXzJo1i2XLljFkyBCefPJJKiuTjXBffvll1q9fz4svvsi6det48cUXadu2bf21P/zhD9m3bx//8z//w2uvvYbZbOarX/0q4XC4/pxoNMqf/vQn5s6dy8KFC/H5fDz33HP14zabjR07duB0Oq/59QkEAtx3332UlZXx2mtGbMscAAAgAElEQVSv0aVLF5544glqamquOO9///d/GT9+PMuXL6d79+489dRTPPPMM0ybNo033niDwsJCfvjDH15xTTQa5aWXXmLu3LksWrQIVVX59re/jaZpDfiXS7pw4QKrV6/mpZde4u9//ztHjhzhd7/7Xf343//+d9544w1+/vOf1z9j5cqVDb6/EEKIm4OmaQR213L2P07gWlABOoW8qdlkjNpC+MxviB4/jloC+pGtKP75M+Q/8t+URY/w7IXnOR45yQBLP77i/P/Y98t+LC3zotPDzMdsPP/fLenes+mSs6iqsry6hv84fpbvHDvDb89V4IrFGZ+fw+86tWZUXrY0oRHiBtDoxjIOh8MPrG+CWG5IzoUL8O98/0t5VmY0yukyE9b+A7FNTX3F7qOPPsrIkSMBeOqpp1i2bBlHjhyhX79+lJWVUVhYyHPPPYdOp6N9+/Z8//vf56c//Sn/9m//Rnp6OgAdO3bkO9/5DgCPPfYYf/7znzEYDMyZMweAb33rW/z1r39lz549jBs3rv7Z06ZN49577wXgmWeeYevWrZSVlfHv//7vlJeX06ZNG/r164eiKDRv3pw+ffoAcPr0aTZu3MiCBQvo378/kEw2R4wYwYoVK3j44YeB5OzZT3/6U9q1awfA448/zo9//GM0TUNRFH70ox/x3e9+l6FDh9K+fXt69erF8OHDGT16NErdD6NBgwZd8fV69tlnWbduHZs3b+b++++vPz5p0iQmTJgAwNe//nVWrlzJ0KFDGTVqFABf/epXmT17Nm63m7y8vPr4nnnmGfr27QvAr371K0aNGsX27dsZPHhwg/794vE4L7zwQv2s8JQpU1i69OOJ+/nz5/O1r32NsWPH1n+dt2zZ0qB7CyGEuDlEzoVxzr9I6EAAdJA1JgdD8T5qVi5CC0RRs0F/T3NaDP8WhrSWrPKsZdnZl4hoEVqbWjI+OoMP/pHJPw8E0elg1LhsJj2Uh9XadOsMNU1jZ22ABRVOqmJx0hSFdL2O/pkZTCvKp3la05eyCiEa7l8miHa7fXJjbiZlpje2yxvaFBYWAtSXKJ48eZLS0lJ0uo8nlfv27UssFuPMmTN07tz5qnsoikJ+fv4Vx4xGI1lZWbhcriue3atXr/r3dTodPXv25OTJk0Cykc7jjz/O2LFjGTJkCMOHD2fYsGHodDpOnjyJTqe74vrMzEw6derEiRMn6o+ZTKb65PDS5xeLxfB6veTk5NChQwdWrlzJwYMH2bNnDzt37uR73/seQ4YM4U9/+hM6nQ6Xy8Xvf/97PvjgA5xOJ6qqEg6HuXjx4jW/jjabDYBOnTpddezyBPHS53xJSUkJhYWFnDhxosEJYvPmza8oGS4sLKz/Ovt8Pqqrq6/oUqsoCj179qSioqJB9xdCCHHjSvjiuF+vwrveDSqk97RiHeLGve6XJDa70IygjbRQOOFRsnKGsiO4iwVn/wdn3EWWPpNHTDNwvtWZf26oRVVDdC+1MG2WjZIWTZucnQ5FmF/h5HAghB4Yn5/D5MJcMvRN3/hGCPH5fNYM4uuNuJcG3HL/t9umzmyS2bxPs3v37voZpqZgMHz8z31p1kxV1c+8Trms3OPye1wa+7RjjSmd7NatG2+//TZbt25l+/btPP3003Tu3Jl//OMfXyguuPLzu5SkXVrHuHz5cn7wgx+wc+dO7rjjDp5++mlcLhc/+tGPKCkpwWQy8eijjxKLxa649yefda1jn/zaKl+wbMZovLKTW2O/zkIIIW4+WlzDu8GN+7Uq1EACY5GJnPsM1B6YR/U/jgCQ6Kkj+4F7KWw9hTOxi/y+/L85EnagR8+9mfeQv+suVi31EwjUUlRsZOosG6W9LV/459K/4o3HWVzpZmNNLRrQJ9PCzCKbzBYKcRP4rASx7WeMi1tE+/btWbNmDaqq1s8i7t69G6PRSKtWrb7w/fft21dfwqlpGvv377+iBNVqtTJu3DjGjRvH5MmTmTJlCmfOnKF9+/aoqsqHH35YX2Lq9/s5duwYkyc3aoL7Kh06dAAgGAwCyc/3Jz/5CSNGjADA6XRSXV39hZ5xiaqq7N+/v750try8nKqqKtq3b5+S+2dmZlJQUMCBAweu+DofOHCAgoKClDxDCCHElyuwz4dzfgWxCxF06Tpyp2QQDLxKddkBiGuoLSBtUinFPR9jQ2AX687+EFc8WRnUN6M3/S88yLr/TVB+oZZ0i46ps/IZNTYHg6FpEkNN09jlC/B6lZvz4SgJoEWaiVlFNkozpfGMEDeLz9oH8cy/Ghe3junTpzNv3jyee+455syZw7lz5/jNb37DzJkz69cffhGvvvoqbdq0oVOnTpSVlVFeXs60adMA+Mc//kFBQQFdunTBYDCwYsUKrFYrRUVFpKenc/fdd/PTn/6U559/nszMTF588UWsVisTJ05s8PO/+93v0qdPH3r37o3NZuP8+fP89re/xWaz1XcLbdu2LW+++SalpaUEg0F+/etfXzVr93kZDAbmzp3LM888g9lsZu7cuXTo0KHB5aUNMXv2bP72t7/Rtm1b2rdvz6JFi6iurpYEUQghbjLR8gjOlysI7vWBApkjs0gUrcG97h0Uv4aWCcrYQpqP/BaHVT+/Kf8NVfFq0pQ0Ops7MSJyP3vn5/LPvUEUBUaMymLylHyyspqu0OtsOML8i04OBkIoQMs0EyPzshiVl41BGs8IcVNpdJOaVLDb7cXACyS7oGYCHwHfdDgc79aNK8DPgCeAXOAD4FsOh+PQZffIBf4A3Fd36E3gOw6Hw/NlfR63kmbNmvGXv/yFX/3qV9x///1kZWUxYcIEnnrqqZTc//vf/z7//Oc/OXToEM2bN+ell16iqKgIgIyMDP72t79x+vRpFEWha9eu/OUvf6lPTH/5y18yd+5cvvnNbxKJROjTpw9//etfG7VP4NChQ1m9ejV//vOfqa2tJT8/nz59+vDzn/+cnJwcAObOncuzzz7L5MmTKSws5Nvf/vZVHUw/L5PJxDe+8Q2efvppysvL6dWrFy+99FJKy3sef/xxqqur+dGPfoSiKEyePJnRo0f/y86tQgghbhyJQIKapVV41rogAeldM0gbchzPxl/DexEwgH50J6pH9eeQzsMR5wLORs8lS0mzx3JP2gQ2LAvz8lteEokgXbqlM322jZat05os5tp4gteqXGxwJ0tJe1ktzCq2USKlpELctJSGrmGy2+0+kusMr8nhcGQ14D45wB5gK/ASUA20A8odDseRunOeBn4CPAo4gJ8CQwG7w+Hw1Z2zBmgFfLXu1n8FPnI4HJ85rbR7926tKdf6fV5NvQbxejh//jx33303r7/++hUNVG4nS5cu5fnnn79qT8Uvw6RJk+jbty/PPvvsLfn6EjcOeX2JpnYrv8Y0VaN2Yw2uRZWovgSGAgP60QcJH1uJcjC5pVOkZy6n7xvEW4YDVMU/Xv7Q21LKjLxHOLYlgzcWu/D5VAoKDUydaaNP/4wmWWeoaRp7fEGWVddwJhwhqmk0TzMyq8hG78yMlD/vy3Arv77E9Xejvr7q4rrqm0RjZhB/w9UJYh4wCsgA/t7A+/wAuOhwOGZfduzUpXfqZg+/B7zgcDiW1B2bA1QB04E/2e32LiT3YhzqcDi2153zdWCL3W63OxwORyM+LyFuCRcuXGDr1q3079+feDzO4sWLcTgcPP/889c7NCGEEJ9CDScIHQ3iKqskejaMkqaQfp+XQPCvKG+GUOIQb57G7ontWVlwCo2N6ON6RmYNp2u6nf4ZfTl5OMH/+52T82erMZsVHpqWz5h7sjGZGrXVdYOdqyslPRAIAVBoNDAuP4cx+VJKKsStosEJosPheO7Tjtvtdh2wBIg28FaTgLV2u30RcBdQTnL27/86HA6NZGOcImDdZc8O2e32zcBg4E/AIMAPvHfZfbcBgbpzPjNB3L17dwPD/XLdqHF9XpeavBw9epRotKEvkVvL6dOnSSQSTf5v63K5WLBgAb/85S/RNI2SkhJ+8IMfEI1G6599q72+xI1FXl+iqd0SrzEVjAd0GD/SYTilQ0kkk6po91q0tgtRt1eh80E0w8CGcelsL42iKR9hS+TTJ9KT1vGW5Hiz8XoU/vudj/jouBHQ6NI9xqA7w2RYPRw4kPqwQyhsM6Txoc6Epii0UWPcFQ9ji6jgd7HvFuhacUu8vsQN62Z6fX3hNYgOh0O12+1/JpnkvdCAS9oBTwIv1p3fC/hj3dhLJJNDgMpPXFcJlNS9XwRU1yWUl+LQ7HZ71WXX/0s38DTv9Q4j5W73Cd2+ffumbC3nZxkzZsw1x27V15e4McjrSzS1W+E1Fjzoxzn/ItGzEQAMeQbSuhkJt1qJ4YPt6NaDZlA4MCyfNwb6SJhU+lh60zujlLuyhqFoOjZvqmXNuz5OnQyTSEBHu5kZc2y0adfwdfmNEdc0Nri9vFblJpBQKTIlS0n7ZDbtNhlftlvh9SVuXDfq6+taSWuqmtQ0Axra6lIH7HI4HD+q+3iv3W7vCHyLZIIohBBCCHHLiFVGcS6oILCzNtmVdEQO2eNzqIkuo3b5avRLVHRAZbdcFowIUpPrp4+lFzNt02huSv7d++jhEGXzqzl7OlmNU9jMyIOP5DFgkLVJErXySJQPvH62en1ciMSw6HTMKspnbF4OBt2tkxgKIa7W4ATRbrd/2qZzJqAr8G1gQwNvdRE4/IljR4B/q3u/ou6/zYCzl53T7LKxCqDAbrcrl2YR69YuFl52jhBCCCHEdaOGEriXVeNZ5YK4htluIWeSmYh1D2c3LUXZEkQfg2BxBktGKzhahWhhKuEbtumUWroDUF0VY9ECJ7t2BAAYMiyTh6bmk5uX+kb0cU3jnZpaDvpD7Kz1kwAUYFRuFlOa5ZNlaLptMoQQN47GfHd5/RrHo3Vj/3aN8U/aBtg/cawTcKl6/RTJJG80sBPAbrebgTuB/6w7ZztgJbkW8dI6xEEkm+Vcvi5RCCGEEOJLpakavs0eXAsrSXji6PMgvdtBou69VPw++euODkhkGHh3XBabegSwGKw8mjeVUdkjMCgGwmGVlctqWLvKQzym0aGjmelzbLTr0DSlpB/6Arxc4eRCJAZAM5ORSQW5dLaYKZYtK4S4rTQmQWz7KcfCQNXlawEb4EXgPbvd/gywCOgNfBf4MdSvJfwd8GO73X4UOEZyyws/UFZ3zhG73b6WZEfTJ+ru+ydgpXQwFUIIIcT1EjoawDn/IpGPwmCCjMHnCJ96E//O5L66aiFEW+VyLNvE8t4eYuYwY7JH8VDeA2TqraiqxtbNtby+0IWnJkFenoGHp+czcEjqS0n98QQ7fQE+8Pr50B+sny0clZdNC7NJupIKcZtqTBfTlPSncjgcO+12+yRgLvAsyTLSZ4H/uey0X5Fc0/h/gVzgA2DMpT0Q60wn2dzmrbqP3yRZ6iqEEEII8aWKOaO4XqnEv90LxEgv9aFG1hHYcwJND4nBEBlazPvZrXg3dACVED3TezDLNo2WackefMcdIcrmOzl1MoLRqHD/g7ncOzGXNHNqt6z40Bfg1UoXZ8IfdxfvmpHOnCIbrdPTUvosIcTNp9EF7HUNZVoCV9U4OByO1Q25h8PhWAWs+hfjGvBc3du1zqkBZjbkeUIIIYQQTUENq9S8WY1nhRMtFkVfuBs1tIWQI9mp1G+HM6PSOV7UiiOxagKhfRQZmzHLNo0+llIURcHljPHaqy7e3+YH4I7BVqZMzyffZkxprOWRKC9fdLK3brawnTmN3pkWumak0zUj/ZbqSiqE+Pwa06TGDiwEepJcs/xJGiCrl4UQQghxy9M0Df82L86yChLuGLqsYyjZb5OodRO36DjdSeG9XgaOtdUDGkTOkK5LZ1b+VMbmjMKgGIhEVNasqGH1mzVEoxpt2qUxY46NjvaGNoZvGH8iwZIqN+tcXhJAt4x0ZhfbaG2W2UIhxNUaM4P4D5KzhlNIrgu8PXc9F0IIIcRtLXwiSPW8i0SOh8BYgaF4E/Gak2gJhQMDdSwfaiRiVsjWWRmTOQCLzkLfjF60NrXCpDOhaRrvb/OxuMyF2xUnO0fPrMfzGTIsE10Kt5BIaBoba2pZXOnCl1ApNBqYWWyjf2aGzBYKIa6pMQliT2BKQ8tIhRBCCCFuJXF3DNerlfi2eAA/hubvEXfvIF4DFzvpWDhKjytPT7e01jzW7AlamEquusepk2FemefkxLEwBgNMuD+X8ZNySU9P7TrDg/4g8y86ORuJYtYpTGuWzz352Zh0qX2OEOLW05gE8RCQ3VSBCCGEEELciNSoimeVk5pl1WiRGHrbHhKRd4i7owQKYNloI0fa6SnUZ/KfBY/RJ6P3VTN0npo4ry90sfXdZL+9vgMyeGSGjcJmqV1nWBGJ8UqFk52+AAowIieTR5rlk2tM/b6JQohbU2O+W/w7yW0ljjkcjt1NFZAQQgghxI1A0zQCH9TiXFBB3BlFZz0B1jUk/LXE02Hz3Xre6WMgTW9mZu5ExuWOw6Bc+atVNKqybrWHlctqCIc1WrYyMX2OjS7dLCmLU9U09vgCHAyE2OD2EtfAbjEzp9hGu/Sm2TdRCHHrakyC+D6wCdhht9u9gOcT45rD4WifssiEEEIIIa6DuCeGa2El/ve8aFEN9NXoit9CrTmNloAj/fW8McxAOF3HyKzhPJI/mSx91hX30DSNXTsCLH7FSXVVnMwsPVNn5jFsZFZK1xkeDoSYd7G6fsuKfKOBGUX5DMpK/b6JQojbQ2MSxD8A3wQ2I01qhBBCCHGLUaMq3jUu3G9Uo4VV9LlRKNxEwrUTtQaq2iksHGOiyqbQLb0Ls23TaZ3W8op7eD1x1q7ycPRwiFMnI+j1MG58Dvc9mIvFkrpm71XRGAsqnOyoDQAwNDuTflkZ9M60kCbrDIUQX0BjEsRZwI8cDsevmioYIYQQQogvm6ZpBHbWlZJWxVCsYBl8kOCRleCME8iDVaPT2N8BCo2FPGWbSv+MPvUzdJdmCzeu83LyRJhoRAOgtI+FaTNtFDU3pSzWUEJlWXUNq10eYppGx/RkKWkHi5SSCiFSozEJYhDY21SBCCGEEEJ82SJnQjjnVRA6HAA9pPU7SbRiBcE9fqJpsGG0gQ/66TEa0pmWN5F7skdj0n2c8J05HaFsXjWOI2EAcnL1PDIjj34DMsjOSV1jmLimsc3jY2Gli5p4gjyDgelF+QzJllJSIURqNeY711+A2cD6JopFCCGEEOJLkaiN41pUSe3GGtDA1MVLVFtA5GANmgI7++jZMNxAq/xOzMkcyICMvuQYcuqvr/XGWbLIzeZNtWga9OprYepMG0XFqZstBKiOxiirdLHd6wfAqCg8WJDLxIJczFJKKoRoAo1JEH3AMLvd/j7JJLHmE+Oaw+F4MWWRCSGEEEKkmBZX8bzlpmZJFWpQxVAURytZSuTIMRQVTrfRsWK0AbXExhO2adyR0e+KGbp4XGP9Wg9vLqkhFFJp3sLE9Fk2upemrispQFhVebO6hhXOZClpc5ORzhnpTC7IxWZK7dYYQghxucYkiP9d99+WwIBPGdcASRCFEEIIccOJXggT3OfHu95N7GIULAnos5LYqQMoh6A2R2HlaAMf2dOZlDeR8TljryglLb8Q5cC+IBvXeamsiJFh1THzMRt3jcpGr09diedHoTAH/SHWujy44wlyDXqmNctnaE4mOiklFUJ8CRqcIDocDqljEEIIIcRNQ1M14tUxalY6qd3gTv4pWwdKz/dJuN9Gd1gjboKNIw28N0DPkNyhfCf/IfIMufX3qK1N8MZiF++8nSwl1elg1LhsJj2Uh9Wamq6kYVVleXUNG9xefAkVSJaSPlCQy/22XMx6+RVMCPHlSd3qaSGEEEKIG4CmaQT3+HAuqEjOFgLGYiP0+ZDwyVXoj0VRgN2letbfZaDY1pH/sk2ng7ld/T3icY233/KybImbUFCluLmRUeNy6NY9PWVdSVVNY6vHx6t1jWeseh2lVgt3ZFnpaU2XUlIhxHXR4ATRbrf3+axzHA7Hni8WjhBCCCHE5xc5F8Y5/yKhAwHQgam7Rqzth4T961HeiaJPwOmWCuvHWihsX8qj1v4MsQ5EURRqaxOsWOrm9KkIblcclzOOJUPH9Nk2Ro7JxmBITYmnOxbnoD/IOreXE6EIRkVhckEu90njGSHEDaAxM4i7SBZn/Cup2wFWCCGEEKKBEv447teq8K53gwrmHkZi494mcGozuk2gD4AnC9bebSTnjiH8wDaFfEMecGm20FM/W6goYDQqjBydxQMP55OZlZpfbyKXNZ6JaslfqQZmWZlRlE+BzBYKIW4QjUkQ7/qUY3nAOGA08J2URCSEEEII0UBaXMO7wY37tSrUQAJDkRHdyN0EDq9A/0cNIxA1wqbhBsqHd2BW85l0NHcA4MK5CJvf8fHh7gCVFTEsGTpmzLFx1+jUzRYCHA+G2erxsbM2gDseJ9egZ1JeNj2sFjrKBvdCiBtMY5rUvHuNoTfsdvsLwEPAqpREJYQQQgjxGQL7fDjnVxC7EEFJB/OkKoK181GWh9EnwJWv42Rrhb3D85jYdipPZA5CTSgcORRk5wcB3tngRVVBUWDkmGweeCgvZbOFkCwlLatwsdXrA5KNZyYV5DJJGs8IIW5gqWpSsx5YAjyWovsJIYQQQnyqaHkE54IKgnt8oIAy8CyRwoWoW6Po/ODP0rF6pJ4j3U1MyL2X53PHk6aksW9vkIUvO6m4GAOgqNjI5Efy6WQ3k5Obur59UVVlhdPDm9U1RDSNtuY0Hm6WR4d0M1kGWY0jhLixpeq74Z2AP0X3EkIIIYS4kgYxZxTvGheetS5IgNr2LPG+K9DvqcH0IcQMsOVOPVsGG+ibO4Df5E/BEs5j46paDnzo4sihEIoCQ4Zl0rlrOoOGZqa0lFTTNLbX+imrcOGMxck26Hm0WT7DZQ9DIcRNpDFdTP/wKYdNQFdgCPBCqoISQgghhLgkeMCP9Z9GzjiPAaDm1hAftgbjhQpMK4MA7OumY8uoTAoLO/LjvIl0NHZi4zovy5acIRhI7i3YrUc602bbaNEyLeUxfhQKM++iE0cwjEGB+2w5TCrIwyKlpEKIm0xjZhAnfsqxMHAO+Drw95REJIQQQggBRCsiuF6uILDbhw4Ftf0pEu2OYdSdwrjRgxKLc75Y4a0xZnr2HM8vc8eTrktn/4cBnp1/lovlMdItOh6elk+PXhZatjKhpHgmzxOLs7DSxbseHxrQPzODGUU2itKkK6kQ4ubUmCY1bZsyECGEEEIIADWYwP1GNZ7VTkiA1uYC0XtWY6wNYHxbA08AvxXWjTNiHNif7xVOpZmxkIvlUf735XL27w2iKDBiVBaTp+STlcLGM5fEVI3VLg9vVLsJqxqt0kzMLrbR3WpJ+bOEEOLLlLoV2UIIIYQQX0DcHSOwx4f7tUoS3gTk+omOfQst9zixdUbSLoSI62HbYD2n7mrDtJKZdLN0IeBPUFZWzdvrvCQS0KVbOtNn22jZOvWlpJqmsdMXYMFFJ1WxOJl6HTOa2xiZm4Ve1hkKIW4BjVmD+AvA5nA4vv4pY38CKh0Ox09TGZwQQgghbm2JYALPCiehg37Cx0PJg6Y4sVFbqC19n9C2NFosi5NGnIOddWwbk8PY9lN4LGsYmqqwcb2XpYtd+H0qBYUGps600ad/RspLSQHOhCPMv+jkUCCEHrgnP5sHC/Ow6qUzqRDi1tGYGcRpwM+uMbalbkwSRCGEEEJ8Jk3VqH2nBveiutlCQNcqRLT1fiL936PqqEbJnxPkx4JcbKawb2QrRg37CuPSWmPWpXH4YJCy+U7On41iNis8PC2f0fdkYzKltilMTNXY7Quwzx/knZpaNKC31cLMYhslaaaUPksIIW4EjUkQm5NsSPNpzgMtvng4QgghhLjVhY4EqJ53kejpMEoaKPccINT7bbR0P5XH0skti9DWoxKwKNROvpO+o+dg2XeUzumdqKqI8edXLrJnZwBFgTtHZPLg1HxyclK7akbTkonhyxUuKqPJfRObpxmZVWSjd2ZGSp8lhBA3ksZ8N60GegDvfMpYD8CdioCEEEIIcWuKVUVxvlJB4INaAHT9KwjetRCy/NRW56MuidLmTIi4DsqHd6DPQ9/DmmkDIBqBxa84WbfGQzwOHe1mZsyx0aadOeVxnqsrJT0QCKEDRuVl0dNqoU9mBgZZZyiEuMU1JkFcBvzMbrd/4HA4dlw6aLfb+wPPAotTHZwQQgghbm6aqhE6FCC43493rQstpqG1qiB672q0onK0cwW43kun+a5qdMDFzrm0m/EknVv2AEBVNba842PRgkyCQQ/5NgNTpuczYJA15esMffEEr1W5We/2ogGlVguzimy0MEspqRDi9tGYBPEnwBBgu91uPwKUkyw77QJ8CDyT+vCEEEIIcTPSNI3w0SDO+ReJnAonD2YHiY55C5o5MG/OJH5Gjz5STQvAXWjE8sjD3Nn3vvrrjx0NUzbfyZlTEQxGhQcezuOeiTkpX2cY1zTWubwsqXITUFWKTUZmFdvobbU0SbMbIYS4kTVmH0Sv3W4fCMwBRgL5wAHgReBlh8MRbZoQhRBCCHEz0FQN/zYvwf1+/Du8aBENAF3vKiJtPiDR7hDpO3JRV8bRtBr8mXCyexol3QZzx7DHMBhMhEIqq5bVsG6th2jd9YOGWuncvZzhIzqmPOYPfQHmVzgpj8Sw6HTMKrIxNi8bg04SQyHE7alRK7rrksC/1L0JIYQQQgDJxjOXzxYqmSpa+9NEh76LVnIB8+5cDH/ToYWrqSpQWDvaRPveY3go736seivlF6IcPeRl+VI3Xk+CrGw93Xuaufe+XDp0NLN794WUxlseifLyRSd7/UEUYFRuFlOa5ZNlkC0rhBC3t8bsg1gKlDgcjtWfMnYvcN7hcOxPZXBCCCGEuLHFqqO4XqnA/36y8SJymIsAACAASURBVEz6ID3hfusI5e1AMUDG2fYk/pKJ5qwhlA5vjzMQGVLK15tNp4WphOqqGPPKKtj5vh8Ak0nh/gdzuXdiLmnm1JaSAgQSCZZUuXnL5SUBdMtIZ3axjdbmtJQ/SwghbkaNmUF8EdgGXJUgAgOAfwdGpyIoIYQQQtzY1LBKzfJqPCudaDENU3sj3LeTmvxVgIbV1w3duhjRI8dQFXi/v57DI5szpdUMeltKiUQ0lixysWalh3hMo237NPr0y2DwnZnk24ypj1fTeLumlsWVLnwJlUKjgZnFNvpnZsg6QyGEuExjEsRewK+uMbYd+M4XD0cIIYQQN7JL6wydZRUkauLoc/WY7ivH2+FlVCWMOV6C5b1iAlt2o2gax9rp2DTWygj7gzytjKC2Grae9rFkkQtPTYKcXD1TptsYOMSKrgnW/V2MRHnL5WV/IEh5JIZZpzCtWT735udglHWGQghxlcYkiGl1b9caS/1GREIIIYS4IcTdMUKHA3jWuoicCIERzPf4CQxcTEBfjl6zkndoIMG39hEMXsCZl1xn2LLPXfzA+gCbVyb4z5XniceSjWeMRoX7Jucy/r6mKSUNJhIsqaphrdtDQgMFGJGTydRm+eQYG9WCQQghbiuN+Q65F5gFLP+UsdnAvpREJIQQQogbgqZq+LZ68Kx0ET0fBjV5XN/LSfDuhYRzPShOHdazdoK7KghWvU8oDTaNNuAb2o1RtdPZ+v/0/OQjF5GIRm6enr4DrJjNOkbcnYWtoGlKSTfV1LKo0k1tIkGB0cDUZvn0sFqkAY0QQjRAYxLEXwJv2u32VcA/+HgfxMeAscD9qQ9PCCGEENdD+HiQ6nkXk7OFOjCWmND1rMBfsoZw7inSaEbau3Yi244RVx0YFNjZx8CxMa0Zmj6ZY8tK+Nt2PxDDVmBg7J2ZTTZbeMnhQIj5F6s5HY6SplN4pDCP8bYcTLqme6YQQtxqGrMP4iq73T4d+DWwGNBIVmycB6Y7HI5VTROiEEIIIb4scXcMV1kFvq1eAMz9IX1yLS7dIirLK1HW6yj6CKCSKJW4chW2DTLSrOsARreZhXlNgoVveojF/LRtl8b0OTY62tObJFZV0zgZihBWVTa4vXxQGwBgWF0paZ6UkgohRKM1dh/ERcAiu91uB/IBl8PhcDRJZEIIIYT4Umiahv89L961LiKnw2gxDV3LCJGxbxBoeYKqwwraSYXWe0GvqZxuqVCTo3ChWIdvcBdmFM2gYlc+L/zASY072Xjmoan5DL4zs0kazwAc8geZX+HkTDhaf6xjuplHi220t0hbBCGE+Lw+15/WJCkUQgghbg3hk0Gc8yoIHwsCoLOpJIZvJVy6hapTJqx/0dPWmQA0PHkGDA/fxx3970VRFHQoVJzS8covqjl5vBKDUWHCpFwmTMrF3ESlpFXRGAsqnOyomy0cnG2l2GSklTmNAVmyZYUQ4saiadr1DqHRGpUg2u32NOAeoBNXdy3VHA7H86kKTAghhBBNJ+6O4VpYiW+zB4D0fgYiY1YTtOzA49SRWGyi1YkIqgIX+peQ2bMPpQMfxGhM/vivccd5faGLbZt9APQbkMEjM20UFDZN45mDOiNbzlaw2xcgpmkyWyiEuCFpmkZg1w4C+/eSqK0ldPgA+okPQd++1zu0Bmtwgmi321sA24ASkmsPY4CpbjhS97EkiEIIIcQNTI2qeFY5qVnmRIuo6FpE0Sa8R03xVmJnwHXCQstdQfRqhIp2VlrM+BrD298BJH/xcRwJcfhgkLUrPUQiGi1bm5gxp4DOXVO/zrAyGmNplZujwTCVRgvU+skzGJhelM+QbKvMFgohbhhxj4eaN5cSOnqYaPn5+uOm5i1Qs7OvY2SN15gZxBeB00AfoBoYXPfxTOC7wMQUxyaEEEKIFNE0jcAHtThfqSBeHUPJ1FDHbyXcazMVpyD7Lwq5To1Mgnhz9egfmsjgQVPQ1XUAPXUyTNl8J8cdYQAys/RMm53HsLuyUr7OMJRQWVbtZpXLQ7yuOqtrIsqcTu0pSTNhkA3uhRA3AE3TCB74kNDRw3g3rkcLJ78/ZvTuS+79D6HPyMCQb6N6797rHGnjNCZBHAx8G6i5dK3D4XADf7Db7enAH4FRKY5PCCGEEF9Q5HSI6nkXCR8Jgh6UEccJDV2GNxAl/rqJNsciqMCRnhayuvVm0F1fwWSyAODxxFmy0MXWd31oGvTqa6FnrwwGDrFisaR2X0FV09js8bGw0oUnniDPYGBGUT6Dsq3s3bOH1ulpKX2eEEI0hBaPE/d6iDurcb2+kPCJY3UDH68v1GVmYntkJll3jkAx3NwdlBsTfRbJrqWq3W73As0uG9sJPJvSyIQQQgjxhcS9cdyLKqndVAMa6LvXEBy1kLDVRc22DFp8EMGgRqhsk0HzmV9lYodB9ddGoyrr1nhZ+YabcFijRSsT02fb6Nrd0iSxOgIh5lU4+SgUwaQoPFSYx0RbDmmyh6EQ4kukqSqR0x+hxWIAxCou4lr2Ookad/05aW3boRiTK+2M+TYy+vQnvWt39BkZ1yXmVGtMgvgRUFz3/iFgNrCi7uMHAVcK4xJCCCHE56TFVTxr3NQsrUINqeiKY0THvUmw7REq91so3KjQJhjAm6NH9+C9DBoyrb6UVNM09uwMsHCBk+qqOJmZOqbMsDF8ZBZ6fepLO53RGGWVLt7z+gEYkm1lWrN8bKbUN7sRQoh/JeQ4grNsHpEzp684rhiNWAcMRGdOJ3PIMNLtXa5PgF+SxiSIK4G7gUXAL4Dldru9mmRzmmbAD1IfnhBCCCEaStM0gnt8OF+uIFYRBUuU2MR3SPTegfOCEfPfDLStDBI1QsW9veh//7dJS7PWX3/uTISy+U6OHAqh18PYe7O578E8MjJSW0oKEFZVVlTXsMLpIapptEtPY06xDbsl9c1uhBDik7RYjJDjCK6li4hVVoAGajC5fY51wECMRc0BUAxGMgcPxWgruJ7hfqkanCA6HI5nLnt/jd1uHww8AKQD6x0Ox5omiE8IIYQQDRA5F8Y5/yKhAwHQacQH7SI++B3UvTrSfgMtEslyqQt9i+k27bt0tbWtv7a2NsHSxS7efbsWTYPS3hamzrJR3Nx0rcd9bpqmsc3rp6zChTseJ9eg5yvN8rkzJxOddCUVQjQxNRTE/eYbeNavgXgcAFNJC1B0GNp1IG/SQ5g7dLzOUV5fn3sFpcPh2AXsSmEsQgghhGikhC+O+7UqvBvcoILa8TSxsWtQqqLo5qmY/RFqM8HVNpu2985geOdhQDJR+3B3kE0bvBxzhAiHNJqXGJk220aP0tSvo/HE4hwOhFjj8nI8FMaoKEwqyGWSLRezXtYZCiFST0skCDkOowaCBD7cTdztInr+HAlfLfqcXNI7dyFnzHjM7dpf71BvKDd3ix0hhBDiNqXFNbzr3bhfr0INJNBsXmL3rAHzWbTVRtLKA0SNsO2uTDpMmMOovCH1+waePxfh1flODh0IAWDN1DFjTj53jc7GYEjtLF5EVVnp9PBmdQ2Ruo5/d2RlMKPIRqGsMxRCNJHgwf04X51P9ML5K44r5nTyJk8hZ9wEdKbUV0ncCiRBFEIIIW4i0Qthat/1ENjlI1YeAXOM2D2b8Nh3Ed6cRsvDUSDK/h5G9A/cw9Q2D5KmS24P4atN8Mbrbjat96Jp0KPUwtSZ+TRvYUr5pvMng2HmVzhxBJP7gmUb9EzIzaKn1YI9Q9YZCiFSK+71oIaCBHbtJHjkIKFDB0BRyBw6HFNJS0zFxVh69AJFQZHuyP+SJIhCCCHETSDhj+N+vRrvOheogFJLotsOYm124zunkLtZxZAIUdHCxLn7ezG61xxsxnwA4nGNjeu8LFviJhhQKWpuZNosG6W9U19K6o7FWVjpYrPHB0Abcxq9My1MtOVikVJSIUSKaPE4kdOnUMMhPOvWENx/5Wb0ZnsXCqbPJq1122vcQVyLJIhCCCHEDUxLaHg3uHG/VoXqT6AUBEgUvYpysgL9SdCfBDPgy9SReGAUg4bPZqj+4x/v+/cGePVlJxfLY6RbdEybbePuMakvJY2qKqucHpY5a4ioGm3MJuYUF9BFZguFECkUrSgndPggnvVriV0srz9u7tAJY0EhplatsfTohamkRcorI24XkiAKIYQQN6jgfj/O+ReJno+AWYPeb5I4ewDdcfBn6djdXSFh0lM0YCSjO04h3fjxJvblF6IsfNnJ/g+DKArcNSqLB6bkk5WV2i0rNE3jg9oACyqcOGNxsvV65jTPY0RulnQlFUJ8bloshu+9LcQ9NYSOO4icPgWahhpI7pmKopA5ZBiGvHzM7TtgKe0jCWGKNDhBrNvWIs/hcKys+9gG/AHoCqwDfuxwOOJNEqUQQghxG4lejOBaUEFgtw8UDbrtJOjbgOWISsIAm4YZ2DpIT7/cO5ieP4UCo63+2oA/wfIlbt5e5yWRgC7d0pk+20bL1mkpj/NUKML8i9UcCYbRKzDRlsMDBblY9KnfN1EIceuKu10kAn6Chw4SK082lQkdPUysqrL+HIOtAF1aGrrmJVj73YGle8/k9hQi5Rozg/hrYA2wsu7j3wNjgFXAE0AI+FlKoxNCCCFuI4lggpql1XjWOCEBWisHwYwVZJwMYwE+7K7jvdE5tGrWjR9nj6JLuv3jaxMa775dy9LXXPh9KgWFBqbOstGnX0bK/6ruicdZXOlmU00tGtAvM4OZRfkUpUlHQCHEZ4tcOEe8qorImVMED+4jfOL41Sfp9WSPvoeM0t7oMzNlLeGXqDEJYmfgeQC73W4BHgC+7nA4Xrbb7d8Avo8kiEIIIUSjBQ/6cb9eReRUGC2iQk4N4TYLMZxwkVEF55srnLm/lDtLp3J/WglG5crtIQ4fCFI238n5c1HMZoUp0/MZfU8ORmNqE8OYqrHW5WFptZuQqtEizcScYhs9rJbPvlgIcVsJHXcQOXMKNAgfP5osESW5N2Hc5bziXFPL1qR3tKPPzSWjTz8UgxF9RgZ6a+b1CP2215gE0QyE694fApiAFXUfHwJKUhiXEEIIcUu7NFvoXe9CiyT3ByT7JJGslaT5fJiPQq0V9o4pYsjd32BERuer7lFZEWXhAhd7dwVQFLhzRCYPTs0nJye1LQY0TWO3L8DLFS4qozGseh2PF9u4Oy8Lvaz5EULUSQSD1Ly5FO/G9WjRyBVjuowMFFOy1N3cqTMZPXujy8jAOmAg+gzr9QhXXENjfoKcBMYB7wAzgF0Oh8NTN9YM8KY2NCGEEOLWo6katZtqcC+qJFGbQJ+th/ZnqWURGR8FSYtAeZHC6U7ptJo4g8dsd6FTPt4eQlU1trxTy55dAQ7tDxKPQye7melzbLRpZ055vOfCEeZfdHIgEEIHjMvP5qGCPKwGWWcohEiKll8gePgANcuXkvDVos/Kxty9Jxl9+6MzmdBlWEnv0k2ayNwkGpMg/hb4u91u/wqQB8y8bGwEsD+FcQkhhBC3lFhFBNfrVYSPBIm7YpCmkDb0CB7jaoy7QmTE4EKxwun7utO/14MMSGuLWXdlY5kjh5KlpOfORAHItxl4ZEY+/QdaU/qLV1zV+NAfYK8vyMa6dYalVguzi2yUmGWdoRC3Oy2RIHhgH2owgH/XDgJ7dgKgpKWR9+Aj5Iwdj84k3ytuVg1OEB0Oxz/tdvtJYACwx+FwbLps2AmsTnVwQgghxM1ODSZwL6vGs9oFcQ2MKqbSi0RqFxLZFSId8Flhz/hCBo3+BsMzul51j6rKGItecbJ7RwCAIcMymTApl2ZFRnS6VCeGQV6pcHIxGgOgucnIrGIbvTMzUvYcIcTNKVpRjmvxqwQP7UeLfFxCau7QEUvPPmTdORxDbt51jFCkQqMWKTgcji3Alk85/lyqAhJCCCFuBZqq4XvXg2thJQlvHF2+SqLDJjjyAVGHigIc7KzjtN1Cz8FTeKxw1BWlpAChkMqqZTWsXVVDPA4dOiVLSdu1/+KlpJ54nDVOL75EAgBfPMFuXwAV0AEjc7PoabXQLzMDQwqTUCHEzSVWXYUaDuPb+i6eDWshkcCQbyN9wCDM7TtgyLNh6VEq5aO3kEYliHa7PRP4DslZxFbADIfDccRut38d2OlwOPY0QYxCCCHETSV0JIBz/kUip8KQBv6+W1HPvkvWPg2/BU6317Gjn5GupffwRO59WPRXdgFVVY1tm328vtCF15MgL8/AlBn53DH4i5eSxlSNNS4Pb9R1Ir2czWigS0Y699lyaGlO/b6JQogbnxaPEzp2FDUcpvbdjQT3ffzrvcFWgO2RmWT0GyAJ4S2swQmi3W7vCmwk+YfF7UApkF433BkYDkxPdYBCCCHEzSJWHcX1SgX+92sBSPQ4g8u/iMJDUeJ6cAy1cn5kWzIy2/Od7BEUm4quusdxR4iyeU5OfRTBZFKY9FAe90zMIS1Nd9W5jaFpGrt8ARbUdSLNrOtE2sOa/FGuAAUmo3QlFeI2o8Xj+HftQA340RJxat/ZSLRus3oAcyc7aS1aYywqImvEKFlbeBtozAzi74CjwHggAkQvG3sP+FUK4xJCCCFuGmpYpebNajwrnGgxDVr7qMh6maLjbgqBc13SaD/tCca3GnLNe7icMRaXufjgPT8AA4dYeXhaPvk24zWvaaizdZ1IDwZC6IF78rN5sDAPq146kQpxO4mcOY1/53a0hErc7SKwd/dV21GgKGTeOQJTcQmm5iVYSnvLbOFtpjEJ4hBgisPhCNjt9k/+RKkErv4zqBBCCHEL01QN/zYvzlcrSLjjJLLCnOi2kDYfnaeoEpyFOswPjeKuAY9f8x6RiMrqN2tYs8JDNKrRtl0a0+fY6GhPv+Y1DVUbT/BalYsN7mQn0l5WC7OKbZSkyQyAELeTuNeDe8liardsAu3j0nJ9bh7GVq1Ia90Wc6fOoCiktWiFqblsb347a0yCGAGu9WfMYmQfRCGEELeR8PEg1fPKiZwIoxnifNRjJXlVh7Af1Qhb4OL4jgwa/ywGw6cnYyeOh1mx1M3JE2H8PpWcXD2zv5LP4Dszv1BnUk3T2OMLstrl4WQoTFjVaJ5mZFaRdCIV4naiaRqBPTvxrFtD5NRHaNEIppIW5E2ekuw0qtOT1qIliqFRLUnEbaAxr4h3gP+w2+2rgUTdMc1utyvAE8CGFMcmhBBC3HDi7hiVL58gtD35o7Ci43ai6mbaH4+h6iAxrD2dHv4epsyCq66NhFXe2+rj0IEguz5IbllhydAxYVIuEyblYjZ/sXWGl29qD5Br0DOlMJcx+dkYpERMiNtG5NwZnGXzCR05BCRnCnOnTCf7rlEoUlouPkNjEsQfklxreARYDmjAt4AeQDvgqymPTgghhLhBqFEV1/JzeFd4IAqBgqOcb7aBjid86IBE9460nflNTEXNr7pW0zS2b/PzepkLtzsOQOu2aUyfbcPe5YuXkvriCV6vcrPe7UUFelrTmV1UQAvZ1F6IW17cU4N3w1oS/uT65YTfT2D3DtA0LKW9sU2dhan46u9LQvz/7N13nFR1muj/z6mcOlcHchA4JMlRETGgKIqYQFDBmbt7Z+7szOadnc3p3t397X3t3s13Z/buzJgQMwKKogiKgZzTAQSa1KmqurtyOuf7+6NaBEWhmm5Jz/v18kXXOd9T52lf3V311Pf5Pt+vc9EJomEYB3VdHw/8BTCfwizifcC7wGOGYRztnhCFEEKIy0cpRezTCC3PHUdFHOR9e8gGVuOPZdBjkK0tp8/j36Nk1NjzXn/kszRLfhni8KE0DqfGvXPKGT3Wz2Ddc8mb3OeV4r1IOy83R0iYFnWuQinpuBKfNJUQ4hqVb40QWfE6ueYmUIr0Z4dQ6fQ5Y5w9exFcsAj/jaMvU5TialZU0bFhGPXAU90TihBCCHHlyEdyNC89QmpnCtXuQNlbiFcvoyQWQUtBaFQPBo6+k+pb7/7KGp5s1mLLxgS7diTY8HHhU/0Jk/3MfzxIdc2ldyUF2BlL8ExjiFOZHD6bjSfrqri7slw2tRfiGpT+7BDh114iHw6Rj4RR2S82E7CXllE573G8w0YUDmgazuoaKSUVnXZJq1J1XR9KYQ/EjYZhNHRNSEIIIcTlY2UtIitO0vZGK2TtWO4oyZp38MU+oyQGjUPK6Pf499H7fXXGMBE32bkjySsvhImEC6Wkffu7WLiomqHDL72UFOB0JsuzjSG2x5JowJ0VpcyrraLUIW8GhbhWKMsi9ulHRJa9Qr41AvnC3xN7aRmOyiAV99xHYOq0QqWA3Y5mu7T1y0Kc7aITRF3X/x3AMIwfdDyeDzwP2ICorut3GYaxqVuiFEIIIbqZUorYxlZanq1HhR0o30nCw9bjrz9GIAqtQQfuRx9k2uSHv3JtayTPK0vDfPxhDACHA+6eXc6IG72MHOW75FJSgIRp8mpzhHfC7ZjAcL+XxXVB+nndl/zcQojLJ9/WRvqzgyS2bkblcwDkmhrJ1B9Dczpx9+2PPVBCxew5ePVhlzlacT0oZgbxHuCPznr8V8ArwB8A/9jx+O6uC00IIYT4dqSPJmn6xSFyB+0oe5hE9esEYmGCBqTdGs1zJzJx9g9wOj1nrlFKsX9Piv37UrzzVhvZjKJnLydDR/iYNbucmtquKSW1lOL91igvNoWJmRY1TgdP1AWZWOqXdYZCXGXMRILWlctIGfsKByxF5kQ9mOZXxgYmTaVq3kKcwa92RBaiOxWTINYBJwB0XR8EDALmG4ZxtGN28fluiE8IIYToFkopzNY8LS8dIfFBFlSGRPVyvPHDBGJwrJ8da9gNTJr1PcrLz900+uhnaZY8E+KQUWgMUVJq5/HFldwyo7RLZgsBGjNZNkYTfNwW43gmi8emsaC2inuqynBJOZkQVw1lmqh8ntgn6wm/9iJWLHZOWaizKoh/3ET8Y8bh7Og2qjmc2P2yb6m4PIpJENuB2o6vZwJhwzC2dzw2Ac95r7oAXdf/APhr4N8Mw/hhxzEN+DMK+ytWABuBXzMMY+9Z11UA/wzM6Ti0HPiRYRhtnYlDCCHE9UEpRWJLjNDzp8k35gGTTPmHYH2KP2bRVuXA+ehcbp/0ELYvJWJtrYVS0o8+KJSSjp3gZ9wEP+Mn+fH5umYNYNI0ea2llVXhNkxVOHZreQmP1VZR4ZQNrYW4klnpNPlIGICUsZ/U/j3Et205s4ZQ83ioenQB5Xfdi+bsmioDIbpaMa8064C/1HW9FvhdYNlZ53Sgvtib67o+hUISuOtLp34M/A6FjqkG8KfAu7qu64ZhxDrGLAH6ArM6Hv8/4Fng/mLjEEIIcX1I16cKpaQHbCibSbrnRqzMp/gTKdJuaJ4zgYn3//CcUlIodCVd/VYbK5e1kk4r+vR1sWBRkOEjfV0Wm6UU61qjvNgUod00CTodPFhdwVC/l15u2c9QiCuBlc2SPmSgzlMSmj11ktYVr2MlE+cct1dU4u7VB2dtHRX3P4ijvPzbCleITikmQfxtCgnY3wLbgD8+69yTwPpibqzrehmFstTvUpgt/Py4Bvwm8LeGYbzacWwx0AwsBH6q6/owConhNMMwPu0Y8z1gfUcSaRQTixBCiGuXylu0rYrQvraZfIMJykZmwDYizvfpcTyNBZya3JtR83+TkZW9z71WKbZuTvDicyFamvOUlNiY/0SQW2/vulJSgP2JFE83tHAsncVt05hfU8nsYLmUkgpxhVBKEd/0KeGXlpAPh752nM3np3T6bWCzYy8pITBhMq5evb+yFY4QV7KL/mk1DOM0cMfXnL4LSH/Nua/zM+AVwzDW6rr+Z2cdH0BhvePqs+6d0nX9Q+Am4KfAVCAOfHLWdR8DiY4xkiAKIcR1zkqaxHe1E3q+HqvFibKb5GpPEKl9l+ChJnpY0DQgQK/Hf4VbB00559ps1uL4sQyvLI1wYF8Kux3uvreMOQ9X4vd33XYSzdkczzeG2BgtzDjcUl7CgtoqKqWUVIjLTpkmuaZG4ps3kNy9g/ThQ+BwUHbHXTgqqr4yXnM5KZk6DXtJ6WWIVoiu0yWvQIZhRIsZr+v6r1JocvPEeU7Xdfzb9KXjTUCvs8a0GIahzopB6brefNb132jr1q3FhPytuVLjEtcG+fkS3elK+fnSkuD+yI5rlx1NaSibncjkzewJrmfCp0nqDGgrt9EybQLV/W8h3G4j3BG7mYcdW11s3uAhly3MEPYfmGPabWkqKts5cOD4JcUWR+O0zc5hm5McGp/ZHJiaRg8rz+35ND2b2jnadJKjl/x/4dp0pfyMiWuD/UQ9rgN7wTTxAvveXnHOecfpk9gS8TOPcwMHkZ42g/ayiq9/0oOHuilacbW7mv5+FZUg6rq+EHgE6M1Xm9IowzBGX8Rz6BSa0kwzDCNXzP270vjx4y/Xrb/W1q1br8i4xLVBfr5Ed7oSfr5U3iLydgOtr7ZAyoFVGSE5sJ5dA/fQf+Nxbt2pyLlsNM8ew/g5P8DtDnxxrVJs35rglSVhmpty+P02xk/wcdP0EkaNufROgknT4vWWCKvCbeTVF8crHXYW1gW5uSwgW1ZcwJXwMyauXrnmRpL79hLfshErlULlcmSPH/vmixwO/GPH4xs5Gu+wEbh69vrm8UJ8jSv179fXJa0XnSDquv4XwJ8AO4F9QLaTsUwFgsDeQq4IgB2Yruv694ERHcdqgbM/qq0FGju+bgSqdV3XPp9F7Fi7WHPWGCGEENcBpRSJbe00P3MUq8mJ8uRI372axuxBqnYnmLqnkJFpU8czeP6v4Cj/4tP/aNTk9ZfCbNkYJxazsNlg5qwyHnikkkDg0kpJTaUwleLj9jhLm8K0502qnA6mlgUYV+Knh8tJqcOOXRJDIbqcMk2wLKx0isiK12lfs/qLvQbtdtA0PPowqh55DGd1Dbt27WLUqFHnPIfN48Xm6VSTfiGuasXMIH4H+DvDMH5yifdcBmz50rFfAIcozCwelfbcGgAAIABJREFUpJDkzQQ2A+i67gFuAX6vY/ynQIBCsvn5OsSpgJ9z1yUKIYS4hmVPpmn85UGye2wozY45aRuhvocpWXuIAQlF2qORHdaPAY/+Kt6Bg4BCQrljW5Jtm+Ns2ZQglbQoKbExbqKfRx6romevzncMtZTiw7YYu+JJNkcT5FQhOXVrGo/WVHK/NJ4RoluZ8TiRZa/Qvvbdczafd1TXUHb7THwjR+Pu0/cr1yl/4JwPj4S4nhWTIJZzVuOYzurYp/CcvQp1XU8AEcMw9nQ8/kfgD3VdP0AhYfxjCk1plnQ8x35d19+m0NH0v3c8zU+BldLBVAghrn1mPE/Li0eJr0mBZcO84QjRyfsxP91L3a4sWSc03jOKCQ/8Om63nyOHM8S3J9izK4mxP8XxY4UiGL/fxuNPBbntzjIcjkubydsbT/JMY4j6dOG5yx12+rhd1LqdPFhdSZU0nhGi2yjTpH3tu0RefwUrEccRrMZZ1wMNDe+IkZTfOUv2HRTiIhXzavUGMAN4v3tCOcffAV7g34AKYCNw11l7IEJhy4t/Ad7peLwc+OG3EJsQQojLRJmKttUNhF9uhqQDs6qNU7dtwHbsCL1fK3z2eGpcHSMW/AbDqwdQfyzDkqdPYew/t9H2qDE+7ptbQd/+bjyeS5vRa+roRLqpoxPp9PISZlWV0dftxtGFW2EIIc4vuWcnoSXPkj19EpvXS9X8JyifOUu2lhCik4r5zfkl8B+6rrspzCS2fnmAYRjbOhOEYRgzvvRYAX/e8d/XXdPK+bugCiGEuAYldrbT/PQRzNNOlDvPqZkfc9LcwvhVKZwmNPfxUr1wMbcOm0G0Pc8vftbMh2ujKAWjx/kYPMRDRaWDCZMCuC8xKSxsah/jtZYIoVwegMFeD0/1CHKDT9YsCdGdlGWRD4eIb95Ict9uUnt2gaZROuMOKh+ah6O07HKHKMRVrZgE8d2Of3+v47+z+rChdTzuus2hhBBCCCDbkKHp6UNkdoDSHETH72B3nw2M+jjElBhky7xkHryLydPnoSwbq1a2svzVVlIpi569XSx8MsjI0b4ui6ewqX2IY+kMTk1D93mYWVkmnUiF6CYqn6d93RrShw1QkDl2hFzTFz0JvUOHE1y4GHfffpcxSiGuHcUkiLd1WxRCCCHEl5hJk9DLx4itToBpI9tnP4eGb6T00Cmm7VWYDhue+2cx8L55aC43O7YlWfpsiKbGHP6AjSe+U1hbaLdfetKWMi2Wh1rZFkucWWM4rayEBXVVsrZQiC6Sb28jffAASn0xB6FSKVpXrSTXePqLgZpW2Hpi+Eh8I27E1beffDgjRBe66Fc1wzA+6M5AhBBCCABlKdrebyKytAEVd5Ar2c6pPlvodbyFER2vRGrCjQxc8D3SzgrWvB9j+9Yw+/aksNngzlllzL3EbSospbAUHEqlWdoU5kgqc6Yjqe7z8ERdkMFSSirEJcvUHyW5dw9mPEr7+++i0umvDtI0ym6/i/JZ96I5XWguN3b/pe9PKoQ4v6I/9tR1/SZgEtAX+AfDME7quj4ROGYYRktXByiEEOL6kdwbo+kXhzFPOsm7TpIOLicQj9H/CCRK7KSmT2TouHtx9RvMmtXtLHulnlTSAmDkaB8LngzSq3fntqlozGR5rzVK0rTYFkvQlv+iRX6dy8nNZQHmVFfglm0qhLhk+bY2wq8uJfbRB9Dx4YutpISKex84N/nTwKsPx9Wr92WKVIjrz0UniLqulwFLgbuBKFACPAecBH4TCAG/0Q0xCiGEuMblmrM0PXOQ9BaAFJGa56mMniQQh9Ojqxk8/REGjpiMzeNh5/YEL/z4OI2nc/j8Nh5dUMWwkV4GDHR3qswsaVq83hLhrXAbZkdlm0vTGOH3ErDbuC9YIbOFQnQBpRSZI4dJ7tlF66oVqHQaV5++VMyei83nwzNoCHZf160XFkJ0TjEziP8ADAemANuA7FnnVgM/7sK4hBBCXAeslEnotXqiq2KQt4hWrsab2UFlVJHpU03VwieZPmwSAKdPZXnhmdPs3plE0+D2u8p48JFKSko7V0pa6EQa5cWmCO2mSdDpYGFtFX09bsqddgJ26bsmxKVQSpHcvZN8JAxKEdvwMWljP1CYLQzOf4LSW29Hk1l5Ia4oxSSIc4FfNwxjk67rX37VrKdQciqEEEJckLIUbR80EX7hNESdpP3bMQNrKE3myJV4qHj0cSqn3YFms5GImyx7JcKa1e1YFoy40cuCRUF693F3+v5ndyJ12zTm11QyO1iOS96oCtFpZjJJcvcOUvv3Ed+6ESuZBNM8Z4xv1Bh8N46m5Kbpso5QiCtUMQmih0IZ6fmUANalhyOEEOJaZaVM2laFyZxMEznegPukn5yzkUT1G5TH2jHRcN0zk4FzFmLzejFNxdp32nj95QiJuEVtnZPHnggyZryvU6WkGcviSCrDO+F2NkTjQGFT+8dqq6iUTqRCFC1l7Ce6fh0qn8eMtpPat+fMOZvfj7tvP5y1PfDdOBpNs+GsqcUzaPBljFgIcTGKeUXcATwKvHOec/cBm7okIiGEENcUZSliH7YRXtqE2VbYVN6NIlLzLBXRespjYI0ZxsCF38dZUwvA3t1Jljwd4tTJLF6vjfmPV3HnrHKczuITQ0spPmyLsbQpfKbxzGCvm8U9qhkkawuFKFqupZnwS0uIb95wznFXr9549eH4J0zCc8MgbG75/RLialRMgvhXwEpd133Ai4ACJum6/jjwFIXmNUIIIQRKKfLNOeKbosQ/bSNzJEXemeOj6RvR7Fu4aUuSyqjC1acvwYWL8Q0bAUBTY5alz4bZvjWBpsH020t5eF4lZeWdm+EzOkpJj6QzuDSN2ytKuTHgZUqpbGovRDFUPk9i+xZSB/YT/eB9VD6He+AggvMfL3ywo2nYy8rl90qIa0Ax+yC+rev6IxSa1TzWcfjfgRPAY4ZhrOv68IQQQlxNzswWvtSEGckDObBvwPR9jMPKM6Oj1sRWUkLVwvlnGlQkkybLX2vl3VVtmCbowzwsXFRNvwGdW2cYyuZY0hTmk/ZCKem0sgAL6oKyqb0QF8GMx0kfPkhy7y6wLHItzSR37Thz3l5eQXDeQgJTbpYGM0Jcg4p6pTQMYxmwTNf1wUA1EDEM40C3RCaEEOKqkjIShJ5uJHMkBc5T5Co+wLRO4MnkSHuAnhVUOXviGXADFbMLe51ZluLD99t59cUI0XaTYLWD+Y8HmTDZ36mZiLRlsaKlleWhNnJKcYPXzVM9qmWbCiEuQFkW0Q/fJ75lE6n9e7/SXMZZ1xOvPhT/2Al4hw2X8lEhrmGd+ijVMIxDwKEujkUIIcRVKBfK4l3h4NSBo0CMXM3rOKPHcaYAO5yc3odxj/42pSU9zrnO2J/i+adbOH4si9ut8fD8Su6eXY7LVfyMhFKKj9vjLGkMEcmbVDjsLKitYlp5CTYpeRPia+WaG0ns2kn0gzVkTxwHwFEVxDdqDIHxk7CXV6DZ7Thr62S2UIjrRFEJoq7rI4A/BCYDPYAGYAPwN4Zh7O368IQQQlyJlFKYrXna10RoW9GCK6swK95B5bbgjCoaajUO3dufeyb9iGHenudc29Kc48XnQ2zZmADg5uklPPJYFRWVxX9mGc7l+aA1ytZYgs9SGZyaxoPVFTwQrMBjlzezQsAX+xGmDxmgFJn6o6QOFgrAVCZTGKRplNwyg8o5D+GoCkoyKMR17KJfjXVdvw94lUJS+AbQBNQCDwDbdF1/2DCMld0SpRBCiCtG+lCSlqdPkzmcBhSWbzt5/3u4UlniPth6T5BJd3+f7wZGnntd2mLlslbefrONfE4xaLCHhYuDDBx08aVq0bzJoWSazdE4aUuxLZYgqxQAU0oDLKyrosbl7MpvV4irlhmL0vbOm6QO7Cd9+OA555w1tdh8fjSXi8DEyXiHjsDdR7a0FkIUN4P4v4HVwFzDMM4Upuu6/tvA8o7zkiAKIcQ1Kh/OEVrSSPzjdgDMXtsxcx/hirZjy8DGKR5q5j7GU7UzsWv2M9dZluKT9TFeWRqmrdWkstLBowurmHLzxXcSTVsWb7S0srJjbeHnyhx2nqiuZETASy+3q2u/YSGuQkopkju30fbeO6QPH0KlUwB4R9xIxT33obnc2DxeXH36SsdRIcR5FZMg9gd+6+zkEMAwDFPX9X+lMLsohBDiGmNlLMLLT9C+og2ydqy6I6SDy/EejmMHDgy2c/zWkSya+usE7P5zrj18MMXzT4c4+lkGl0vjgYcruPf+CtyeC5evWUpxKJlmaVOYI6kMGaWocNiZUhZgXImfnm4XZXY7Dpu8yRXXJ6UUWBbJfXvInjxB9vRJkju3Y0YLH+LYSkqonPskJZOnFtYSSkIohLgIxSSIO4EBX3NuALDn0sMRQghxpYg1HaZt6wGyK3qgWt0of5zc8GVoR0/iO6xoCmocvH8Id039Hj12N5yTHEbCeV5aEmLDx4VtJibfFGDewiqqghcu/0xbFstbWnkz3EbGKswW1jgd3FxeImsLxXVJKUV88wbSZzWOt7IZEls3YyUT54y1+f34xoyn6tHHcPfq822HKoS4BhSTIP4AeFHX9SSwzDCMdl3Xy4AHgd/ii70RhRBCXMVSLS00PLMLa3Mt0B9lz2Hd+Bb58H7cB1IkvfDpvZWMnfXf+U7pGAAaaeD0qSzG/hQ7tibYvzdFNqvoP9DN44uDDNa9F7yv1dGJ9IWOTqSldjujSjzcFyxH91/4eiGudlYqRevbK8kcO3rO8XwkTPZE/VfG23x+vMNGYC+vIDBuAjavD+/Q4WgO2e9TCNF5xfwF+QBwAj8Hfq7req7jMUAOWKvr+udjlWEYZV0WpRBCiG6llCLWtou2N1vIrK5Ey9ZCdQOOwA4yqYPYD8VAgy2T3JQ/8AiLet7D8SN5PtgSpeF0lo2fBGiNHD/zfOUVdp78bhU3Ty/BdoES0HAuz/ZYgnWtUQ5LJ1JxHUod2EfkjVfJHDuClUqdd4x/wuQzawg/56ypkf0IhRBdrpgE8e8BdcFRQgghrirJ1Gc0vL8Ga8VwtLY68MVwjv2U3MHN5BvSWA44PMhGbO7N3N7/CT5ckec31hwnEbfOPIfNZmPQEA9jxvkYNzFAXQ/nBRPDTEcp6YpQm3QiFdcFlc9jpdNkjh0hdfAAZlsb8a0bsRKFMlF7eQWVs+6j7I670OxnvUWz2bC53V/zrEII0bUuOkE0DOPPuzEOIYQQ35JsrgXTjKMwCe39lPTLldiO3YRmb8c5dgdWeBO5nc2kPLDmLgeJaTcyW1tAm1HG//rXCO1tJv6AjVFjfIyb6Mfns2FykKlTB1/U/ZVSfNIe5/nGMJF8nnKHnUeryhnu93KDT2ZDxLUn29hAcvdOIstfxYrFzjlnC5TgGzWWyrkP4xk46DJFKIQQX5AidSGEuE7k8hGawktpi30IcT+Od2dg3zYGm0phq3sbK7qN3H4LS4NN4+3svqOOu/1PsP+1Ov5xQwJo+dpOpFu3Xvj+rbk8exMpVkfaOZhM49Q0HghWMLe6Aq+UkoprULaxgdDS50juKPyCaB4P/rETsHm9BCZOxhYowd1vADaXbNEihLhyFJUg6ro+F3gU6AN8+WNeZRjG5K4KTAghRNewrCyhtjcJtS7DyuXwbL4H1oyBNGiVG8H8BKstSXulk11DNPaP8jF14ENM+GACL6yMkssl6DfAzagxPmbcUXpRnUjPlrUsVoTaWN7SSqajlHRSqZ8n6oJSSiquKUopUgf2kdq3h/jmjeSaGkApPIOG4Bs5itIZd+IoL7/cYQohxDe66ARR1/U/B/4U2AscBLLdFJMQQoguoJQimthIY+g5cu0JHPUj8Lx3F1azA813FFvNGsxoI1mPnffudLBpop1pZbdx14HZrPyLJG2t7ZRX2Jm3MMiUmwMXXFN4vvtviBZKSUO5PGV2O/dXlXFjwIvuk66k4tphJuJElr1K+9p3IZ8vHHQ4cPcbQMXsB/BPmCR7EAohrhrFzCB+D/hfhmH8SXcFI4QQomukMkdpaHmGZLge53sz8GwZC0rDsoVx9PyAfGQf+RhsGefg3Vvt9K3S+V77Atb+q4MNh2M4nRr3P1jB7Acq8FzEpvZfdjSV5pcNIYxkGocG9wfLebC6Ep+UkoprRPb0KVrfWo4Zi5H+7BBWPIa9ohLv4CH4J0zGN3QE9tLSyx2mEEIUrZgE0Q6s66Y4hBBCXCLLyhJLbCWW3E5b68fYN47Hs/ZHkHbiqDGxlXxCpmE9+YjFkX423rzLgdmrmoX2x/hsWR/+66M4YDJpSoB5j1cRrC6+/LMtl2dpU5gP2mIoYGKJn8frgtS5pZRUXL3MaJTE7h1gWeQjYRLbNpM5Xg8dJdM2r5eqeY9TPnMWmlN+1oUQV7diEsTngIeANd0UixBCiE4olJJuojH0PPlTCsc7d+D+7Mdoph3NB76bD5MwVsCpBK3lGqvudFI2bgqjjHHY1wzgpQ8TZDNx+g1ws3BREH1YceWfSikMm4MXDh3nVCaLAvq6XSzqEWRkwNc937QQl0hZFlYqCUqR2reXzKkTheO5HIkdWzFbI2fGWun0mWQQAE3D1as3lQ/Owzd8BJrTJZvTCyGuGcX8Nfsx8B+6rq8EVgNtXx5gGMYzXRWYEEKIC0tl6mkMPU0idBTH+zNwbxoHSsNZ58TVr4lMy3ISW0+SccEHtzloma5ze+pxPvgPFzsOpoE4pWV2nniqimm3XnhT+y87lsrwdEML+51+bJksA7xuZpSXckdlKXZZcyUuMyudLjSKOetxfMsmzHiM1L49mO1feStTYLfj6tELbIWSaM1uxz9mHI6qIJrNjm/kKCkfFUJcs4pJECcC9wE1wL3nOa8ASRCFEOJbkM+30xR5idbWddg3jsOz9tch5cTZ00X5HAeJXa+T2LYZBWwbbWfrnUFmlj+Oc0U//uvDGJBmwiQ/M+4sY9AQT1HrDHOWYnciyeZognWtURRwg5njh0NvoIdb2vWLyy+5Zydtq1eRPnSwMEt4HprLhW/UWDSHA3tZGf5xE7F1lIc6a2pxVFZ9myELIcQVo5gE8afASWA+0sVUCCEuC0vliLS9Q3PkVTB64l71P9BayrH5bJQ/VoqV+ZDm595Ey5vU99ZYPcvH+MEPMPXjqbzyRpRMJkaffi4WLgoybERx5Z9KKTbHEjzXEKI5V+jU2LujlDRn7JfkUFw2yX17yJ6oJ9twmsSObZhtrQDY/H5Kp9+O5nGfGesZOAjPDYOxB0qweaWbrhBCfFkxCeIg4EHDMD7ormCEEEKcXzpznNPNz5I6eRr7xvE4N/8mmmkHDQJ3lJHvvZ3IqhUQjdFeCm/f4aR04k3cfWwub/3PDKGWdkpK7SxYVMn020qLLiWtT2d4piHE3kQKO3BnRSnD/V4mlwWwaxpbu+fbFgIrlcKMx3AeOkDLgT1fOZ89fZLU3t1nHtu8PnyjxlD1yALcfft9m6EKIcQ1oZgEcRvQs7sCEUII8VV5M0pz+GXathzF8daduENBAOwVduxDXIRG7ia0dhnBj9NkHbB+uoPjE4dxU3w+u/7TwzP7E9jtMOu+cuY8VIHPZy/q/tG8yUtNYdZ0lJKODfh4skeQnjJbKLqRUorM0SMkd22n9a0VqGwGH9D+NeO9w0dSdttMNLcb37AR0klUCCEuQTEJ4g+AZ3VdbwDWGIaR66aYhBDiuqdUnnD7apoPvI/9rWm4Dk4GTeEbX4JrpJsPB6zGtnw1I58vlHrWj65iR/9pNG8dTes6Ny9nFZBmzHgfjz0RpK5HcQld3lK8E2nn1eYIScuip9vJorogY0r83fDdClGQb40Qef1lknt3kw+HALCXluGbOJlQLM7A2fdj85xbFqq5XDjreshG9EII0UWKSRA/BpzAm4Cl63rqS+eVYRhlXRaZEEJcp2KJ7TQcfxFr9WCcG59Es+x4R/ioWlTHJt9G6lc8x4RXEzjzEO9bQXrGPDatH4zxYhqAqqCdiZMDjBrrY/jI4tcZbo8nebYhREM2h99mY3GPIDMry3DIG3DRxVQuR/rYEZI7txHfsrnQcVQpNJcL/9jxeIeNoPSWGdi8Pk5u3YpXH3a5QxZCiGteMQni31PoVCqEEKIbZLKnON30HOkPbTjWPIQj6cNR48C1IMB7Az4ks3kj41Y3MTUGuVIPnvse58OjN7L+P+MolWbseD/zn6gqerbwc6fSWZ5pDLEznkQD7qos49GaSkocxZWlCnEhViZD61vLaVu1EpXNFA7a7bj7D6Rsxh2U3DIDzXbxnXWFEEJ0nYtOEA3D+PNujEMIIa5bphmnOfIqrVsP4lh1B86mGjQPlC6oYt3kDWw5uIK7/yVF31MK06GRmjKTYxWzePOFFOlUnF69XSxYFGTkqM5tSh/Pm7zSHGF1pB0LuNHvZVGPIH3O6vwoRFdIHz5E61vLSR8+iBltx15SinfMOAITJ+MZNARHReXlDlEIIa57xcwgAqDrug8YC1QCEWCbYRhfLjcVQghxAUqZRKJraD64GttbU3HtXwCaIjCjjM/uO8lPwz9j4vMhfnW3BUB779F8YruPreu8QBJ/wMYT36nitjvLsNuLK/88lcmyLZpgUzTOsXSWnFLUuZw8URdkfIlP1nOJLqEsi8SObaSMfSS2bSHf0gwU1g1W3PcAFbPnylYTQghxhSkqQdR1/Y+A3wf8wOfvHuK6rv+tYRh/3dXBCSHEtSqe3E3DyRcwV/fH8emTaKYdj+4ltcDi/7r+ix7vHuapT/K4ctBi68mq1D0cPzwAgBtH+xg73s+kmwIEAsWVf355thCg1uXkzopSZlWV4yxy+wshzsdKpUgfPUz4laVkjnwGgOZy4xkylKqH58taQiGEuIJddIKo6/pvAn8J/AfwItAE1ALzgb/UdT1hGMY/dUuUQghxjchkG2loeY7U+jyOd+fgSASwV9nxLCjl1RtW0Lb5Y+5bk6OiHdK2ACtzd7KHcdw+q4IHhnkpr3Bww2BP0fc1leK9SDsvN0eImxZ1Lif3BcsZ7vfKlhXikuXbWsk1NpBtPE1ix3ZS+3ajslkAAhOnEJhyM77hI2W2UAghrgLFzCD+GvB3hmH8wVnHDOBDXdejwA8BSRCFEOJLlLJojb5Pa/R90gcsnG/dgbOhB5oLSh+t4qObt7Dh8DJm/nuS/icUlmbn0/xU1udnMGxsJX/1ZJAePTufxO2KJ3mmIcTJTBavzcbjdVXMqpTZQnFp0kc+I3VgL/EtG8nUHwPTPHPOXlaOb/JNlE67VWYLhRDiKlNMgtgHWPM1594HfuvSwxFCiGtHJttIe/xj2uMbyTa143jnDtx7hgMQmFZG/ZxGftr+/zH+hRZ+ZaeJBhxmGO+kZ+HtWcePFgW5cXTn9x1syGR5rjHE1lihK+ntFaXMr62kzFH08nNxnVJKYaVSnz8gvnkDrW++gRmLodJftB9w1tbhHz8Rm9dHYPwknLV1aHbpfiuEEFejYt4lnAJuAd47z7mbgdNdEpEQQlzlTDNJS+trhCOr0HYOx26Mx31gGORtuAd5yT6mWJL7Tzxrj7D4IxN3ThG21bIqfS8t3sHMXVzJbXeW4XB0boYvaZq82tzK25E2TAXDfB4W96imv1e6koqvp5Qi19RIcvdOMsePgVKkDx8i13juy7vmcuOsrcVRXoF//CT8o8bgqKy6PEELIYTocsUkiP8F/IWu6y7gJaCRwhrEecDvAn/W9eEJIcTVo1BKuo6myItYR0pwvfXf0E7VAGCvdOCZo/GptpTAS3uZc7zQIiapfKzK38EONYEZMyv53UcqCZR0bubFUoq1rVFebIoQNU2qnQ6eqAsyqdQvXUnFN8qcOkFoyTOk9u4+94Sm4R02ApunsO7VURmk4r4HZDsKIYS4hhWTIP4NUAX8NvDjs47ngX8yDONvujIwIYS4miRS+2loeZp0cwTn6pk4dxXWXQVuLiNwt5+tG39O8OXtjOpYp3XUHEi9NYDj1dOYs7AP3xnm7XRi2JjJsbQpzN5Ekphp4bZpzK+pZHawHJdsNi7OQylFav8esqdOkj19iugH74Nl4RkyFN/wkfgnTMbmcmHzeLGXll7ucIUQQnyLLjpBNAxDAb+j6/pfA5OBCgr7IG4yDCPcTfEJIcQVLZtrpjH0PNHWbTjWT8Xz0QLI2XEP9FK1qJYDzSsx/89qeqWSJJWPj8yJHFM30Hf6GIYP9/LU1ECnSkktpWjO5lnT2s6qcBt5BaV2OzPKS5hXW0WlU9YZXs+sdJr00c9I7tqBsjqax5gWyT07yTU1glLnjHfW1hF87El8Y8bJbLMQQlznin4H0ZEMvtUNsQghxFXDtNKEWt8g1LoSbYeO590fQbsPe4UD36OlrK9cQdUvdtCnqRVT2disTcF/3wOM7FfNPX1d1NZ1vivp3niSZxpD1KcL2wgEnQ4er6tiSmlA3txfx5RSZI4dIbFjG22rVqKyma8OsttxD7gBzeEorCEcNwGbz4dv+I1o0rxICCEExe2D+COgl2EYPznPub8FThiG8W9dGZwQQlxplLJoi31E05HlqANBXNsWox2vQ3NqlM6t5JNhW0g9+wnjQsewoThsDaZ5wv089J3xnS4hBUiaFttiCTZG42yOJgAYHfAx0u/l7qoyKSW9zqWPfEZoyS9JHz4EgL20DN+kKfjHTTyngYyjvBxHecXlClMIIcRVoJiPC38A/MPXnDsI/A4gCaIQ4pqVSBo0vPsB1rtDsIcXo6nCbJ1/Ugmbh0Q49eYypq3aiFdLE1ZBDvSew53fv5VefTrfPdRSinWtMV5sCtPesX5xiM/D4rogN/g8XfJ9iauPlc2CaWLGY0SWvULs4w8B8I0eh2/4SEqnz8Dm9V3mKIUQQlyNikkQ+wGHvubcEaD/JUcjhBBXoFw+zOmtK8i8UoftxE3Y7Bau/k5KplRx3PqM7WtdRrXMAAAgAElEQVSW02/HKYbbwqRtHhpHPcjk//EQkz3OTt0vaVq8HW6jOZvjWDrDsXQWt6YxJ1jOcL+X0QGflJJeZ1IHDxD75COUmcdsayW5Z9c56whdffpR/fhivEOHX8YohRBCXAuKSRCjwEBg3XnO3QAkuyIgIYS4EiilaI9/TOTERnLLe2HfMQEb4JmgUbtoKKFciPX/9DOGNu1lrGZh2TQyE6YybPF3sJd0ruvjmdnC5jDtefPM8VvKS1ggjWeuO1Y6TWr/XmKfrie+acM555w9euKsqUOzafjGjKf0lhloUmYshBCiCxTzbmM18Ke6rr9rGMaJzw/qut4b+GNgVVcHJ4QQ37Z8OEfTkkOk9kexlEKL344958TeJ0/tUzegDXTw1r//nIG7NzCcNGFbBdE7bmfG/TNxlpV3+r77EymebghxLJ3BrWnMq6nkprIAHruNcmkecs1TlkX0w/dpf+8drEyhuYwZi6LSaQDcA2+g6tGFOKuqQLPhqApKQiiEEKJbFPOu4yfABsDQdf194DTQE7gdaAb+oOvDE0KI7qeUIro+RPjFU1jhwp9F5dOwubw4qj1UzK6l9LYK1ry6nMDfv8MIK0Jaudk7fDp3/fp38Hq9nb53czbHksYwG6JxQGYLr0VWJoMZjwGgMhniWzdhxeNYuSyJrZsxo+2FgUqhOZ3YS0oAsJeU4r/lNrxDh+EfO0ESQiGEEN+KYvZBPK3r+hgKzWhuB4YAYeDvgf9jGEake0IUQojukzqUoOkXh8gfcaDsoPrXY5t4ih6zbibgH0E8FmL3ho+I/fATBiaPYSmN/dXDGfujp3igX99O3zdtWrwRamVlqI2cUgz2ulnUo5rB0njmmpBraSbfGiF9+BCtK17DSqXOO05zu/HcMBhsGq5efah84GHpMiqEEOKyKuoj6o4k8I+6KRYhhPjW5CM5mp47TOoTE3BgjtxPyaNQ0X8CHtc9mGaej177F0rf3ES1maMaOO7qRemih7l/2k2dvu/RVJq9iRRvhtpozZtUOuwsrAtyU1kAmzSeuWoppUjt30vqwD4SO7aRPVF/pomMzR8gMOXmM42F3P0H4hmig6bhrK7B7g9cztCFEEKIcxRdw6Trel9gHNAXeMEwjBZd13sCrYZhnP8jUiGEuEJYWYvw8hO0L2+DrB2rRwOuh0/Qd/JsXM5aso2n2fjGz2DHNupSUTLKzTbnBEpnDGDmgrnY7Z3byzCUzbGkKcwn7YVSUqem8VB1BXOqK/BI6eBVLVN/lJYlz5A29hcOaBquPv3wjRyFPVBC6fTbsAckCRRCCHF1+NoEUdd1u2EY5lmPXcA/Af+t4zoFfAS0AP8O7EfWIQohrlBKKWKfRmh57jgq4kT5U2hzdtFj1k0EvLcTXb+Oo5t/Dnt3E8RCKY3tjMN591zmPjIIl6tzSVzasljR0sqKUBtZpbjB62ZGRSljAz6Crs5tgyGuDPn2NiKvvkR0/VpQCt/ocQQmTMI/biJ2v/9yhyeEEEJ0yjfNIL6n6/pDhmG0djz+G2Ae8CTwPtB01tg3gV9DEkQhxBUm35oj8lozib1hzNM2lN2GNX0LwYf6UGJ/gPROg6Mrfw+r4TR2oNWqYEPFeIbePZq7p42jtLT4GcNQNsdrLa00Z3OcymRpzZtUOOz8Sm0V08pLpJT0KpapP0rrm29gxmKkjx5BpVO4evUmuHAxvhE3Xu7whBBCiEv2TQliBNii6/r9hmHsAxYCf2AYxou6rn/5HdMRoH83xSiEEEWzshZtb4VpXdaESgPYMIcdJDAvR3Xv2bSvXEX9uz9Hs0yUgh3meLb4bmT0Y0F+bcY4bJ0o+/x8tnB5R+MZALem8WB1BQ8EK/DYpZT0alWYLXyR6Pp1Z9YW2ktKqXx0AaUz7kDrZOmxEEIIcaX52gTRMIyHdV1/CngH6AOUU0gEz8f1Tc8lhBDfFqUUiU1RQs+dJt9iovwJ8g+sw6NnKTlUR2bJIY6feB2ANquCneY4Dvp7UXlrOX/y8DgCnuK7iMbyJttjCZY2hYl0zBYuqK3ipvISbCAzhlcppRRmWyuxTz8isvz1c2YLvUOHg812pvGMEEIIca34xqTOMIxf6rq+tuPhAeBu4L3zDL0N2NnFsQkhRFEy9Slanm4gvS+JspmYN2/CfstBynbWkfy3XcTMvSjgtNWTA+ZINvTsw7B5YX4ydiqVjuK3Fgjn8rzQGOKjsxrPyGzhtSFzvJ7QC8+Q2r8XAFughOCT35XZQiGEENe8C876GYZR3/Hl3wO/0HU9B7zUcayPrus3Az8EnuieEIUQ4pvl2/O0LD1KYl0alIY59CDWrI8oC/cl/f9aScZP0GYrY112JiesfkTLHNww9wR/OGMgg70zi75fxrJYEWpjeUsrWaXo7XYx0u/l3mA5NdJ45qqUOXWC1L69xLdsRKXTZI4fA6XwDNHx6sMpnzVbtqMQQghxXbjoslDDMJ7Tdb0S+Cvg9zsOvw7EKaxNfK0b4hNCiPNSSpHYEiP8cgO5k1mwNKyaEPl73qOkvAJrpUby5AaympP1ubvYZN6ENfYgt94fYv6Q2/A6xnbqnp+0x1nSFCacy1PmsPPd2iqmS+OZq4YZjxHftAEzXpj1NWNREls3ko9EzozRXG5cffpR9egC/DeOvlyhCiGEEJdFUesGDcP4Z13Xfw5MBaopNLL5xDCMaHcEJ4QQ55M5nib0zGlSe5IozULVtsDkI5SOK8Vc5SW1YwsK2GGNZV32LnL9Mixa7OTW4XOKvlfOUjRms0TzJi82RziYTOPQ4IFgOXOrK/FKKekVS1kWsU8/Im0cABSZ+mNk6o9+ZZzm8eDRhxGYMBnfqDG4auu+/WCFEEKIK0TRjWUMw4gD7375uK7rpZIoCiG6kxnNE365meh74UIp6ZBDmPd+THX/aaTXQux/L0fLmxzXerM6fT9NpWXcushi0e2Tiu5KejKdZX8yxbKWVsK5/JnjE0v9PFEXpFZKSa84yrJIGftJ7d1F+ugRzNZWsqdPnjPGM2gI3mEj8OpDAQ1sGp4BN2Dz+i5P0EIIIcQV5pI7j+q6Xgv8FvB9Cp1OhRCiS6m8on11mPArTaikwqoOF0pJx/UntHMILf/zdVzxDO22AO9nZ7PXrjPknlb+4BGdMp+3qHtFcnmWNIb5qD0GgEOD6eUl+Gw2Jpb6GRGQROJKlDL20/L802SPH/vioKYRmHIzFffOQXO5sLndOCoqL1uMQgghxNXgggmirutTgMVAX+Aw8M+GYXym63o18GfAdwEnsLQ7AxVCXF+srEW2Pk3klWaSOwvrxZQnRf6utbg8p1F7PaRefo8SBVnNzrrcHWwwp9FjYpo/XljN4B7Di7pf1rJYGWrjjZZWMkrR3+PiprISJpcFZLbwCmOlUlipJMn9e0nt30t8yyZUOgVAYNJUvCNuJDBxCja3WzqOCiGEEEX6xgRR1/V7gBWABrQAM4GFuq4vBJ4HKoEXgL8yDONgN8cqhLgOfD5bGHm1GSthFY5VhzFvOIStbhvOj1OoWAo7EPZ4OZ4cxofZO6gYEOT3n6phsF7cjKFSig3ROM83hgnl8pTZ7SyurWJGhTSeuZIo0yS6fh2J7VtJ7tkJpnnmnL2kFM+w4VTc/yCegYMuY5RCCCHE1e9CM4h/CGwF5hqG0aDruh/4GbASaAQmG4axtZtjFEJcJxLbY4SebSB3OovmU6jRx8iN2ojmPY7rfT9qRytZh8YnZaM5HJtEY1tfysodzPtuFTdPL8FmKy6hO5pK83RDiAPJNHYN7g+W82B1JT5pPHPZJXZtp+3tN7FShZlBMxYlH2oBwFFZhWewjr28nMD4Sbj7D8Tmcl3OcIUQQohrxoUSxKHArxiG0QBgGEZC1/WfAAuAn0hyKIToCtlTaULPNBZKSTWw3VxPcvorkEvh+7Aaa1cWRZadJf1Z1zKPWLwUn9/GfQ+UMXtuBV7vxSd0WcvirXAbq8NRIvlC85kJJX6eqKuizi1JxuWg8nlULkt862ZSxn4SO7ZixQprQLXPEz+bnZJbZlAxew7Omjq0IpsOCSGEEOLiXChBrAIavnTsdMe/h7o+HCHE9UKZiuypDNG1rbSvDoMJdj1G6q6lWBVNODZWYvsoi2W2cFLrwer0HE6n+9Cnv5MfLq5BH1Z8KemmaILnG0M05/J4bBrDfB4eqqnkRmk8861T+TzZ06doX/ce0Q/eP6dk1BYowTdmPFUPz8fdp+9ljFIIIYS4/lxMF1P1NcfNrzkuhBDnZcZNUvsTJDZFSR1IkG/JAWCrzpOd9TapwTto2BWg9jkXnlSEqCrh/dzd7LWN4NZ7AyyeEGSw7im6lPRYKsPTDS3sT6axA7OrynmopgK/NDD51imlSO7YRmjps+SaGgFw1tTirK3D2aMn/jHj8A4Zhua45CbbQgghhOiEi3kFXqvrunWe4+u/dFwZhlHWRXEJIa4hKq9ofzdC5JVmrETHZ0uahTn8EFafw2RyO7CtBXOFi4HpODnlYL05gx2145g5r4zvjxhEIFB8Mteez/NiU4S1rVEUMK7ExxN1QXpKKem3JlN/jPCrL5JrLiSDKp8vrCW02fBPmIxv+EhKp98mCaEQQghxhbjQK/JffCtRCCGuWYkdMULPNpI7lQFPjvy0zVgD6zEH1tNywEvNmiSBmCKjOTEtF3uUTtvE2QwbP5DFU4pvPAOQtxRvR9p4tbmVlGXR2+3iybogo0uklLQ7WZkMVip55uu2N5cTXb8WlMJeWgYdXWF9o8cRnLcQV6/elzNcIYQQQpzHNyaIhmFIgiiE6JTs6QyhZxtIbo+DpjAnbSd3xzp8Vf2INfcj+ewp+p6KkdNsrM/P4JP8dAZNcPPdRX2pruncvoNKKbbFkjzbGKIxm8Nvt/FUjyAzK8uwy5YV3cbKZnFv/pSjP/tnVCZzzjlXr94EFyzCN3LUZYpOCCGEEMWQmh4hRJdRpqL9vQix9W1kjqTAAmvgCXL3rsLRW+HXHuD4K2votWM/fmCfGsGa9CxK+tXwO4trGDq8uMYzZzuRzvBMQ4jdiRQ2YFZlGY/UVBJwyDrD7pBvjRBZ9gqZE8fJR8J42lqxlZbhHT3uzEyhd+jwQvmorPUUQgghrhqSIAohukRyV5zQMw1kT3bMIFW3k525GoYdJXB0NNH/a6A1v0AvBQ3/P3v3HSdXfd/7/zV1Z3e2F2lVUBdfNdSFACEQRQhEtcF0kEviBJdUp9jXubGvnfx880uc+Dr2vfkluTHVdNObhAQCocaqgNoR6m37bJ0+c87vjxmJRQhptdqqfT8fDz1255zvOedzDt8d5jPf5hrKW7GbaS4Yz+0PlnLFVYVd6koK0JZK80xdiBWhFmxgen4uD1ZWMDKgcYbdzXEcwpuriO7cTuu7K3EScfB4cPv9xGfNY9LvP4QnT914RUREBrJeTxCNMd8HvgwYIA6sA75vWda2DmVcwN8C3wRKgPXAty3L2t6hTAnwv4BbspteAr5rWVZzb9yHiGQkquM0PFZDpKots4bhJUeILHoG8sMUNM0k/FgxyYMb8bugzlPGxugVbGMWi28s5ZYvl5CX17XWpZTjsCLUwjN1IcJpm0q/jwcqy5ldkIdL3Um7XWz/XhqeeITYJxYAnsIiSu9bRuHCRbjcbqqqqpQcioiInAf6ogVxEfBrYCPgAv4HsMIYM8WyrFC2zF8Cfw58FbCA/w4sN8YYy7LasmWeAEYB12df/wfwKHBzL9yDyKCXjqRpeq6O5jdCkHbwTAgTXfI09rCjBBJjSb/lJ7lhC35ghzOZlfEbaHZKmTknj7+7v5zKYWffwteeTrM3EqMtbfO7+hBH40ny3G4eqCxjSWkx3i62QkpG/PAhUk2hk7Y6tG9YR9v77wIQnHMxhQuvJNdMxp2rhFBEROR80+sJomVZSzq+NsY8ALQAC4CXs62HfwL8zLKs57JllgF1wL3AvxljJpNJDC+3LGtttswfkFl6w1iWZfXaDYkMMo7t0LqqidBTtaRb07jL0iSXLCc2+UO8lBDYNJvEiq14E2lqXBW8FbuFhuA45i4o4OJL8pk2/eyTipTjsDzUwrPZ1kLIfLt0bUkhdw4to1DjDLvMjkZpevVF2jeuO7Eu4an4LxhF+b3LyJs8tRejExERkd7mchynTwMwxgwDjgELLct63xgzDtgLXGxZ1sYO5V4FGizLWmaM+TrwC6DQsiwnu98FtJHpZvpfp7tmVVVV3960yADlOewi920vnno3js8muXAT9sy3iGwD9vkozY4/DLsDvBNfwlZnNtNnpZh3WYxAoGvX3O/yssoboNHtIcdxmJGOE8BhrJ1iiHOqJVrltBJx/Ns+wnv0MN4jByGdxuU4OB4v6aGVpEaNAZf7M4fYhYUkJxhwu099ThERERmQ5syZ87nuV/1hkppfAFuAtdnXldmftSeVqwVGdChTfzw5BLAsyzHG1HU4/rTmzJnT5YB7SlVVVb+MS84PXa1fdswmtjdCy5shwhtaAXDPqyay8EnSO8Lk/LuL0qQDxKlzKtiTnsSa1JVcOLOEnz5QwfARXZss5lg8waM1DWxui6i1sBskao4R3b6N0IvPkW5tAcBbMQRPYRHB6TMpvv4m3Dk5XT6/3r+kp6mOSU9S/ZKe1F/rV1VV1Sm392mCaIz5OXA5ma6i6b6MRUQ+y7Ed2t5tpvHJWtItKQA8Y6NEr3uadNthXI+7CbZAe46bNf6r2Nc2lXBeBVNn5fLtK4uZPivYpeuG02meqwvxZmMLaWBqMJcHh5UzOtD15GWwsqMRIh9/RNv6NYSrMh0yXP4cSm+7g+CsufhHjdaEPiIiIvIZfZYgGmP+GbgbuMqyrH0ddh0fBDMUONRh+9AO+2qACmOM66QupkM6lBGRs2RH0rS934wdtWlf10J8fwxXjouchQkiF6ziWMlGXMvdDDsEaZfDWubzfstiku4AVy8p4rY7SsnP71oL345wlK1tEVY2tdCWthni83L/sHLmFQSVxJwlO5Ggbe37hJ576kRrYc64CQSnz6TwyqvxlpT2cYQiIiLSX/VJgmiM+QVwF5nkcNdJu/eTSfIWk5npFGNMAFgI/EW2zFogH7gU+CC77VIg2OG1iHSSYzu0vdNE41N1J1oLAdxza4lc9SQNnjZa3nEzZgu4sbHSk1iRup5EsIKp8/K4/a4yRozsWlfS6niCx2oaqWoLAxBwu7hnaBk3lBXh15i3TrMTCRKHD9L02suEqzYA4MrJoXjpzeSaKeRNn6lEW0RERM6oL9ZB/BXwAHAb0GSMOT5msN2yrPbsWMJ/AX5gjNkF7AZ+CLSTWdoCy7J2GmPeIDOj6Tezx/8b8IpmMBU5O9GdYRoeqT7RWlhwq4fUiP20+FYQKajh6NtDmPBxmLKUTZ09hBXpG/Cb6Sy9OMhV1xbh9XYt6Yik0zxf38Trjc2kHZicF+D6smImB3M1zvA0kvV1JGqqMy9SSdo3fUi6qYnYgX3Y7ZlVgPzDRxKYNJnSm7+k1kIRERE5K33Rgvit7M+3T9r+Y+BH2d//AcgFfgWUAOuB6zqsgQiZJS9+CbyZff0S8J0eiFfkvJSsT9D4eA3t67ITz8ytI3Ht69TnH8a2wXpnLKPXFjLVqSHi5PJ66hoSU67g975a2eWJZwBsx2FVUytP14ZoSaep8Hm5r7Kc+YXqSnpc/PBBYns/OfHaicdp37iedHtbZimKU8w+7QoEKLhsIcGZcwjOm69nKSIiIl3SF+sgnvFTS3Zc4Y/4NGE8VZkm4P5uC0xkkLBjNk0v1tP8SgNO0sEzJkp0yXPYFxzA7QpQs2cmPF/PrPh+bMfN9iEzcObcyVVThjH1otxzSjx2hKM8Ul3PgViCHLeLu4aUcmN58aDvSuo4Du0b1hJ6/mlSoUacZPKU5dwFBfhHjiI4ey4unw+AnBEjyZ1yES6vF5dHLa8iIiJybvrDMhci0hscaHuvmYYnakg3pXAX26SXrCI6dS0hVz4FVTNp/qCJUc1bcbsc9ueOYsjX7uLWi899Wua6RJLHaxpY35oZZ3hFcQF3Dy2j1De434JSTSGa33iV6K4dxA/uB6+XnAtG4c4Lkj9vPu6cTxePzBk7Dn/l8D6MVkRERAaDwf3pTGSQiH0SIfi4j9rqI+ADrt1B5LKXqfel2b2njBkvRyiMbKEQaPSU0rrkOhbfdds5XdN2HN5tbuOdplb2RmOkHJiYG2DZsHIm5AXOfILzmJ1I0PzmqzS98gJOPA5AcPY8yu++D9+QTi3lKiIiItIjlCCKnMdSoSSNT9TQ9n4LXtzY0/cQu/o1Dh5ro77Kx7DteVxT04jtuKlyzSN81XTuufsKcs9hwXSAneEoj1Q3sD+WSX6G+LzcObSMBUX5g3ZsXKopRPuGddjxGK2rV5FqqMdTUEjp3Q+QP+diPIWFfR2iiIiIiBJEkfORnbBpfrmBppfqceIOzoh6Ete/Sk2qhsKn00wOOUwmASTYZ4+nZe6dLP3qNAoKuz6GLWHbHI4neLm+mXWt7QBcXpTPPZXllA3SrqSO45Cqr6Vt3Qc0vfriidZCPB6Kr7+Rkltux5OX17dBioiIiHQwOD+1iZynHMehfV0rjY/XkGpIQkGM5NLlNI7cRmqFm9H7U9i42Jiez570hQwdW8r135zFqNFd7/JpOw6rm9t4sraR5lQagPG5OXx1WAUTB2FXUjuRILb3E+xolObXXyb2SWblHU9BISV33INvyFD8I0biK6/o40hFREREPk8Josh5INWUJFzVRtt7zcSsCHhsUgvX0X7xezRv9HPBG2k8Tpp9jOOt+I24h4zkrvvLmD333JaWsCJRHq5uYF80js/l4rKifGYXBLmsKB/3IOpKmmoKEfl4K+lIhJa3XiMVajyxL3fKNHLNZIoW36DWQhEREen3lCCKDGB2wqb51QaaXqjDyfZeTE+2SFy3nJpDCSr/M8WYWJJGdzHL4zdxxD+JW+4pY/ENxfh8XU/gGhJJnqht5IOWTFfSy4ryuXdoGeV+X3fc1oBhx+M0v/4yTa+9hJNIZDZ6vRRdfR2e4hJyzSRyzeS+DVJERETkLChBFBmAHMchvL6VhsePkapP4wTDpBa8hzd8mIjdRvK5OGMb0sRcPpYnr+VDez5mms3Pvj2G4uKu/9nHbZuXG5p5qb6JhOMwLpDDsmHlmGBuN95d/+c4Du3rP6Dx6SdIhRrxFBZRcvtdeAqLCEy4EF/FkL4OUURERKRLlCCKDDDxA1HqHz5GbGcUx5MmvWAdntKP8K1ph0icAsAGNqXn8k7yWkaacv7mq+U0hrZ3OTl0HIcPWtp5oraRxmSKYq+Hrw8t44rigkHRlTR+6CDJmmoAnHSKlpXLM2MLvV6Kb7yV0ptuw507uJJkEREROT8pQRQZIFItKeqf2Et4dQIcF+lJu3GmrcS3MYlT1UI0B941o9mz91ai7QXklxfw1fvKmHdJZmmJxlDXrrs3EuPhmgZ2R2J4XXBreQm3VZSQ63F37w32M3Y8RtMrL9K2ZvVnxhQeF5wzj/K77sc3ZGgfRCciIiLSM5QgivRzTsom9Noxmp5vgJgbu2wPjF+NL5LAfiVE2gUfTizkg/q7aN86Gn+Oi5vuLOH6m4rx+88+iXMch/WtYXaEozSnUmxoDQNwcWGQ+yrLGXqejzN0bJv2dWtoePoJ0s1NuAIBcidNIThrDngyb5k5o8eQO9H0caQiIiIi3U8Jokg/5TgO7R82U//IAex6H05gN5S9gTscgY8y3Uj3jfCxwnMddR9fCsBlCwv4yj1llJR27U+7Y2vhcaMCfpZVljM1//ycgdOxbWJ7PyGy7SPiB/aRCjWSOHwIl89Hyc1fouTGW3EHBt9yHSIiIjI4KUEU6Yfih2PU/tduEjviOF4LhqzH1VqPE3Gxr2AsnyRG8ol3DC2HxuMkvYybkMN9yyoYP/HsE5mEbbOxNczmtgjvt7QBmdbCm8tLyPO4Geb3nZfjDJMN9YSee4rIzu2km5s+sy9/3iWU3XmvJpsRERGRQUcJokg/4aRsWlc3E97WQGRtFNybcfJW4rIT0AqH3GN4I3oTddFKXIEEgbSfoRU+bvlSKZcsyMftPrskznEc1rW283hNIw3JFACjA34ePM9bC9vWrCb00vOk6usAcAVyCc6dT97kqQTnzccdyMXt9/dxpCIiIiJ9QwmiSB9zHIfI5nbqHz1KqroJ3EdwclfisptIkcPa1FUctMdywD0Sz6hGrr6ulfuvmonb3fVJYvZHYzxc3cCu7MQzN5QVcVF+HjPz88671kI7HidRfZR0awuh3z1DfP8+XF4fgQkXUnT1deRfchmuc3iWIiIiIucTJYgifShxJEb9I9VEP2rE8a6GwEZcOGDDZnsO78QW01bZjmvsEa69OcGdYxaT487p0rVSQFVrmI2t7bzb3IYDzCvITDxTmXP+TTwTtXbS9NpLxPZ8gh1uP7E9/5IFlH3lHnxl5X0YnYiIiEj/pARRpA+k21PUP7Wf9rfD4Nqa7Uoap9VdzPbEVLalZ1BTGCR521tccmkh95Z/hXJfWZeuZTsOG1rD/Je/gJZDmbX8RuX4eXBYOdPOo66kTipFeNOHRK0dhDd/SCqUWdfDnZtLwcJFePILCM6ZR+6EC/s4UhEREZH+SwmiSC+yUylqXtlI5EUgXoOTswKX00jK8bE6eR0b0peSmG6Re+FObrp8OLOL72B8YFyXrtWcTPFkbeOJ1kI3LhaXFjI1mMe8wiCe86ArqZ1IkDhymKZXXyRcteHEdlcgl9wp0yi7/S4C4yf2YYQiIiIiA4sSRJFeEE8co3rNOySfbsHVfhjHfQCX3wYHtqRmsyq1mLYLWnBu/C23XDSLm0u+SqCLXUmTtsNrjc28UB8iajsM8XkxwVxM3TGuHX5+JEuRHdtoWbmc6K4d2O2ZmVd9w4aTa6YQnDmb3MlTced07fmJiNJ3o2UAACAASURBVIiIDGZKEEV6SFt4M/VNL5GuBfvpoXiqd+By14EHIu5idiUmssk1g2NT2imZuplrL8vlhuI/osLX+bFxB6JxPg5H2NDSTsx2AGhNp2lJpSnwuPnG8HKuLinE43JRVXukp261V6QjEcKbPyT84XrCm6sAcAUC5F96Ofmz5hKcNx/XedAqKiIiItKXlCCKdLN44ijVDY/SHtqJ9405eD5qwON+B9xQWziXZ+qvoNkpJj1jO8EbVvH745ZyecEtuF2dn0kzlEzx29pG3mtuO7Et6HHjAjy4uKGsiNuHlJLv8XT/DfYCx3Gww2FSTY2EN32IHY/R9t67pNtaAQhMNJTfdT85Y8bi8uptTERERKS76JOVSDdJp9upOfAizUercB+oILBqBtjrwZ0mFhzLb1uWcLRuJPbIozg3vsJN02dwa8nfEHB3fnH7hG3zakMzL9Q3EXccxgT8XFtaxPT8PIb4B/ZMpHY0SqK2hlSokdBzT5I4+tkWT1dODiU33UbupCnkTr1IrYUiIiIiPUAJosg5cpw0jbUraXz2GO61leQwFbwfgCuM7S9mBUvY0DgNp6Cd5HUvMm9BgPsqvssQX0Wnr7E3GuOF+iZ2R2K0pNIUeTwsG1rKopLCAb9uoZNO07JqOaHfPfvpchQuF3nTZuDOzSVv+kx8Q4biHzYCT2Fh3wYrIiIicp5TgijSRY7j0B7eRs1ra+GNMXiS+8H3eman28+OvMW81HAZSa+L9JVrGH7tIb428i4m55pOX6MpOxPp6uxMpH6Xi5vLi/lSRQl5A7T7aEeRbVtpeOJREseO4M7NpfDqxbgDAQrmLyBn9Ji+Dk9ERERk0FGCKHKW0ukwdU3P07R5J95XLsfdGAPPw+BJEysdyx7/TN4+MIG2SBHpqTvIXbqBuycsZlHhg50aZ+g4Dhtbw2xqC7OuNTP5zKiAn2WV5Uwd4OsWOqkUre+/S+LIYRI1x4hu+whcLgoXXUPpl+/EW1jU1yGKiIiIDGpKEEU6yXFsQrWraHjpAK5defhrLwTv8+BtJ+4t4l3X9Ww4Ng1wYQ+rwV76MtfPmsSXS35Anqdzid3+aJyHq+vZFYkBUOBxc392JtKB3pU0/PFWGn77CMljR09sC5jJVNy7TK2FIiIiIv2EEkSR00inI7SGP6StfTPR912435iEJ3kUPDvAB2mXjzXJq1gbW0jK6yW1cC3pGduYNXYED1T8IcP8lZ26TnMqxVO1Id5pasUB5hQEuam8mLG5OQTcnZ/dtL9Jh9sJvfQ8kS2bSNbWnGgtLFx0Le6cHHyVwzTZjIiIiEg/ogRR5BQcx6apdSW1oaex9xTie2EinpYW8DwCnhTRwlFsbDFsic3AHukjed0LxEbtZWReJcvKl3FR3tROXSdpO7ze2Mzvsovaj8zxs2xYORcNoK6kTipF/NBBIh9vwbHtzMZ0msjHW4gfOgiOA14vuVMvyixNMWp03wYsIiIiIl9ICaLISdoj26lpeIR4bTPeF2bjO7wb3KvAC3ZuEW/b17G+7iLc+XHiN7xNevZW8r15fL3sXq4pXITHdebJYxzH4cO2MI/VNFKbSFLgcfP1YeVcU5pZ1H4gcJJJmpe/QdPLz2NHo58v4HLhHzmKgksXULz4Bly+gb0Mh4iIiMhgoARRJCuRrKWm4XFaazbhf3YEOUfywPUOuME1bh4rw7PYcLCSpMdD6vJ1pBatYVbpJJYU/SkXBiZ0epzhoVicR6ob2BaO4oYBt6h9ovoYUWsHza+9TLKuFncwSHDufPLnzMNbUnqinLe0DN+QoX0YqYiIiIicLSWIMuil7Si1e16l7ZkU7v1FBFIB4CC4IFUwmi0jbuWNrRXguEhPtshZ+gF3T7yKi/N/Rqm3pNPXaU2leaaukRWhzDjDGfl5PFhZzoiAv8furbs4ySRtG9YS3bGNtg/ey3QbdbspWnw9pbfegSc/v69DFBEREZFuoARRBi07naZ2+Qban0/gas/B410L7qM4eGnwLeLRtoVEYjlQD/aQOtJLV3DdnPHcXvoD8j3BTl3DcRw2tUV4vLaBY/EkAMP9Ph4YVs6sgs6doy846TSpUCMA8UMHaHzqcZJ1tQD4hg2ncOFVBGfOxj98RF+GKSIiIiLdTAmiDEpNH+2k8eGjULMbvB+APwXA9vQ0ViaX0BIrySxVMW4/9sR9TJtawLKhv8cI//BOnb81lealhiZ2hKPsi8ZxAyYvwPzCfK4rK8Lbj8YZOo5DfP8+Its/Ir5vL+AQP7ifVCj0aSG3m6JrriNv5hzyJk/F5dVbh4iIiMj5SJ/yZFCJVNdS/fDHOB81gG8l+FqJu/PZlbiQj5jJ/kkxnJwDcNEbzJpRRNAdZH7+bcwKzjjjuR3HYWckxo5wlNcbmglnZ/S8KJjLg8PKuSCQ07M31wnJxgaiO7dnuogC2Dat771DbM/uzxb0eAjOmYc7kIs7EKDomiVqLRQREREZBJQgyqCQikQ49sx64iuiuFwrwX8E2+VhbfJK3k9dQXLKIeJLXmfEsFzuK7uLqbm34nd3fmzg4ezEMx+HM7N5Bt1uHqws54qSgj6dfMZOJIjt/YTIx1vJX7Oagy3NpyyXN2M2eVOnkT/vElz+HFw+H25//x8bKSIiIiLdSwminLcSyQYaml4juTGPxAvFuGIbcHk+AmBnegpvp66ndSjEbniG3In1LCv9EtcWLcLr6vyfRVsqzTN1IVaEWrDJtBZeXlzArIIghd6+SQwd2yZx5DBt69bQ8tbrOKnM2Ee320POuAnkz5uPJ7/gRHn/8BEExk/sk1hFREREpH9RgijnHduOUd/0Mo0fb8T7yhW4q4+A90XwJKm1K1lhL6VpQZraC1/CNbKaxaWLuKP0exR4Oj8TZ8pxWBFq4Zm6EOG0TaXfxwOV5cwuyMPVB+ML7WiEyI7thDdtJLp7F6n6OgA8xSXkTppC/rz57I7EmLjwil6PTUREREQGDiWIct5wHIfmxjXUvbAb14cT8LfOA+/L4Gsh6gRZlVzK9onltF//OnZ5iOm503ig/CEuyDm7sXVb28I8UtPA0XiSPLebByrLWFJajNfd+4mhkx1DGHruKdKtLZmNLhfBWXPJnTSZwkXX4s7JjH10qqp6PT4RERERGViUIMp5IRz9hOoVq3BemYqndRT4XwH/IdKOhw2pBawtmUXzjW/jmfg2Y/wXcHvpg8zOm3FWrX3H4gkeq2lgU1sEF3BtSSF3Di3rk66k6UiE2J7dND77JIlDB3Dl5FB8/Y3kminkzZiFy+3u9ZhEREREZOBTgigDlm0naKveTejFIyR3e3HXzAD/Kpycrbhw2J2exNvea6hZvAV73v/NdiX9Mwo9BWc+eVbacdgTibG+tZ03G1tIA1OCuSyrLGd0bu/PSmpHo4Re/h3Nb70GqczSHAULrqDsjrvxlpT2ejwiIiIicn5RgigDjuM4NIfWUv/iTlzvzMSVSuF278UObMBNnHp7CG+lr+eTi5tJXfU408rG8WD5jxmVc8FZXefj9giPVDdwOJ4AYIjPy/2V5cwrDPbKOEMnnSby0WbS4TAA6bY2ml9/mXRrC97SUvKmzaRw0dUExk3o8VhEREREZHBQgigDhpOyadm1l4bfHsY5UIbbHgOBp8B9CICYk8t7gWtYe2MNPvM6i0svYXreQ8zMm96phC5m20TSNuta2vmoPcKW9kxX0suK8pkSzOWK4gL8Pdx1Mx1up+39d4ns2EZ0xzacZPIz+11+P6Vf+grFN9ysZShEREREpNspQZR+z07YNL50hJaXmiDhAYI4+a9C6mNcjsOe9IVs9xh2XllPeME6rilZyJ1lf0yhp/CM525PpXm9sZkd4Sg7I7HP7JuUF2DZsArG9mBX0nR7O81vvUaqKQS2TXjrZuz2NgC85RXkTp5K7kQDLhe4XORNmYa3tKzH4hERERGRwU0JovRbtm3TsLqK1qccaMrFyd1PtPgAvvhmfKk4DXYFb6WuZ/e8NkqWbOeBkUswufdS6RtyxnNvbQvzRmMLViRGxLYBGBPwU+bzMjEvwEXBPMbl5vRIV9JkXQ2Jo0dI1NTQ9MrvsLNdSAFcgVxKv3wXeRdNJ2fMuD5ZMkNEREREBi8liNIvtezeQ/1/HYb9eTjeHcQLPyKQqCYvBlEnwNuBK1l/fTOXzWzia8MXMdz/FTyuM88meiye4NHqBja3RwAIut3cO7SMS4vyKfd5ezQhS7e3Efrds7SsWg7ZpNSdm0vZXfeTP2cu4MJTWIQ7EOixGERERERETkcJovQbdsKmecUxmjZtx94exOXeix14DzdxAgnYa49n1wV5bLn5MGNHtvLTivsZ3cmJZ8LpNM/VhU7MRDo1mMuDleWMCvh7JCl0Uimal79O06svYYfbsxsdAHxDKym84ipcOQHyL74Eb2FRt19fRERERKQrlCBKn3Mch7a1ddT95gWIHgD3AVw5mWQq7uTyQc4C9s1qwXVJPgVDkjxU9PvMC87uVGJ3OBbn4/Yov6sP0Za2MzORDitnXkH3zESaagrR9NpLpEKNn9keP3SQVH0d7mCQwEST2ZhdwL742iW4vPrTExEREZH+R59SpU9F94Wp+d+vka5dCe4m8ECLq4RDqVG0ePJ5/wqbUddG+Vblsk63FgJUZxe1r2rLdCUNuF3cM7SMpWXF+NxdSwzteIzwlk1EPtpC4shhABI1x3Di8c8XdrspuvZ6Sm+7A09+fpeuJyIiIiLS25QgSq9zkjZNrzXQ/Po27PBb4DmA43axNW8qq0M30OoqoOLSaqbf0sJDFaOZnTej0619kXSa5+qaeCPUTNoBkxdgVkEei4oLKfadfXV3Uili+/cS2bqZ1jWrSTeFMjs8Hlw+H578AkruXUb+nHnApzG6fD7cOT03+6mIiIiISE9Qgii9xnEc2jc2U/fwDpyWD3A8m3B5HI7lDuPFlttpjFUyclKK7311NKPGmLM6t+04rGxq5enaEK3pNBU+L/dVljP/LBa1t6MRmpe/QbK+LhNvPE54SxVOIgGAy+ujeMmN5E6aQt6MWbh6eE1EEREREZHepgRRekziaJxkTRzHgchHbbRvXofdvAnHfQSXN05Tbh5vxm5ib9N0guUJvv1gBXPnFXYqodsXjbEjHGVrWwQbCCVTVCeS5Lhd3DWklBvLizu9qL1j27S99w6Nzz1FurXlM/s8hUXkzpxN/txLCEy8EG9JaVcehYiIiIjIgKAEUbpdqjlJ45O1tL3bDA7gqgfvcvDsAw/EXTmsTizlw9h8XDkOt9wd5OYbx+PznTkxPJYdW7gpO7bwODdwRXEBdw8to/QMXUkd2yZctYHorp1Etm3FjsVItzTj8udQ+qWvkH/JAo7nqN6SMlw+XxefhIiIiIjIwKIEUbqNk7Rpfq2R0Av1OFEbKptpzHuekmPHcAN7CypYEfoK9elhTJwU4K6L85l/WQHFxWeuhuF0muc7jC2cnBfg4qJ8LinMp8ibWf/QfZqWRyeZJN3WSuLYURqeepzE4YMAuHJy8ATzKVhwBWV33K0WQhEREREZ1JQgyjlzHIfwh200PFpNqi4JwTT1M58m/8BeypohlJfLqviX2Fk/mfIKH9++v5y5F3dubODJYwuH+LzcX1nOvE6MLUyFGonu2U34ww1EdmzDbm87sa/gsoUE584nb9p03H7/OT8DEREREZHzgRJEOSfxQzEaHq4muj0MbofWi94mFdpAxS6bmNfD+3mLWB1aiC/Hxx13l3Dd0mL8/s6NDdzeHuGRmgYOxhIE3C7uHlrK0rIzjy1Mh8M0vfQ8zSvegHQaAFcgQHDufDx5eRQuupbAuPHnfO8iIiIiIucbJYjSJenWFI3P1NG6IgQOxMduIeRbzrBP4jjAptRc3oldS4R8FlxRwB13l1FS2rnqVptI8nhNAxtawwBcmR1bWHKGsYV2LEbb2vdpfP4p7LY2vBVDKJh/KXkz55AzaoxaCkVEREREzkAJopwVJ+XQ8lYjoefqsMM2dnkttcOfpWJPE8NsOJAey9ssJXfMGG6en8+Ui/IYPebM6wHajsPq5ja2tEX4sK2dVHYNwweHlTM+N3DaYxM11TQ+9RjhzVVAprWw7I57KLruBiWFIiIiIiJnQQmidFp4c2acYfJYAgJx6mc8S97BgwzbbdNsF7MidQNlC+bzl/eUn7G1cH80RiiZxopE2ReNE0qmOJZIAlDm83Lf0DIuLcr/3DjDdHs7Ta+8QPzQgcwGxyG6exek0/gvGEWumULJTbfiLS7piUcgIiIiInJeU4IoZ5Q4GqPhkRoiW9vB5dA2dTnx5ioqrDQJx8fK1DXUj1vEPV8dwbjxX9zaF06nWd/Szsa2MJtPWqbCBVxeVMCN5cVckOPH6/5sYhjZuZ3orh20rHgTO9z+mX3eiiGU33kvwbnzOzXxjYiIiIiInJoSRPlC6fY0oefqaHmrEdKQGL2delYxYm8zBcDW1CyqCpZwy/3jmX/Z51v7jmtJpVjfEuaZukba0jYAk/ICzCkIku/1cElhPn4XOG2t2C0hQm+8QtsH7+FkJ5jBtsFxAHDn5lJ21/0UXXMdLk9meQvcbiWGIiIiIiLdQAmifE5kaxut7zQT+bgduz2NXdLIwcBKLqj9hBHYHLZHUVV+IxMXXMTf3lRMTs7nZxUNp9O80tDMjnAUKxIDIOB2cXtFCZNcDuObG3E1tRP7xKJ5/z5SDfXED+w7cby3rPwzaxJ6iovJn3MxeVOn4yks7PmHICIiIiIyCClBlBMSx+I0PFpDZHN2vcCcJIdHvU1J3U7GRsO0OoVsLFnMNQ/dyFUm75TnSJ9Yt/DT1sJxgRwuTMa45O1XCdbXkDh2hGPJ5OeODVxo8JaWk3uhofCKq3F5VT1FRERERHqTPoEL6XC2K+mbma6kngvbsYa+TnBTiAvq6kk6XraNu5hLvvk1vllZ/LnunLbjcCyeZGNrO2tb2jkUTxBwufhyIsy86kPkHtxH+4a1ACT8OXgKiwjOvRi3z487mE/+3Itx5wXxBIN9cfsiIiIiIpKlBHEQc2yH1pVNND5Vi92WJl4aZn3lbiqqtzM5O0vo7sKJXPitB7ht0oWfO/54a+EztSFajy9I7zjM3rGFxavfpCDcThpoB3JGj6X83gfJNZN77wZFREREROSsKEEcpCLb22l4uIbEoRhJf4LVU/bg31/DpXs34nMlqfYOxXXHLSy9/ppTHv9xW5jf7D3IUa8ffyqJObiXyXt2MvrIQSqdNDnjJ+ItLSU4cw7uYJDA+Im43J8fqygiIiIiIv2HEsRBJlmboOGxGsIbW3FcDrvHbCDQsJMFe+sJuOLEcwpI3HgHlyxdis/n+8yxkXSaZw8eZUNrmAavD5fHy+yPq1j83nLKhw4hZ8w4fJMnUXTNYtw5p1/cXkRERERE+h8liIOEHU0T+l09za81QsrhWOUewon1mJr9AMT8ReQsXMK4O7+MO/DZ5G57e4QNTS2saWym3evD5ziMO7iXL7fUMWPJDXi/crsmlBEREREROQ/oU/15zrEdWt6pp+G3R6HNR1tBiIP5q7kwZDHclaTRO4Liux5k2uIZnzu2Jp7gsZoGPswuau+3bZZUreGm4ZUUTp9MzgVLevt2RERERESkBylBPE8lGxJEPmqj8Y1D2Id8JF1uPgluYkTyPaY1tRF25RO+7B7mfn0JHm9mwflDx6p5praBercHx4Ejbi9pt5vRRw5wZdUHTJs+nZH33IPb7+/juxMRERERkZ6gBPE84tgOrWtraf3oIPE1uZByAx72uI+R513BlPQhUnioGbOYWd+9i2BZPjHbZnl1Ha8cq6MhJwC+XLzJJC4ciptDLF67ivnFBVQ89G28pWV9fYsiIiIiItKDlCCeJ5q27qDhkXpcR8sAm3DgGNXefYxy1jHBlQAgb/Y8Ku6+j5FlFbzR2ML2fUfYEYkB4PV4uKC+mqVuh1lOAhfgLSkj7y//+nPrHoqIiIiIyPlJCeIAF6muofrhbThbKnHhJxR8ltL0LoLABCDpzyMwdQal1y2hduwE3gxHeWHXAdodB4DKumrGVh/mltJCRl9znbqPioiIiIgMYkoQB6hUJMK+p9/HWVGBJ1VGS/Bt8lIfUppOUucZQmzIaCZOH82Qm5awvrGZ9Y1NbNt7BICceJwl61YxZfcORl90EeV33I23uKSP70hERERERPqaEsQBpnFHPU2PHYJ9ObhdkMp5HLxHKEpD2BWk/dK7mf+N69naGOIX1fUcOVibOTAnjzGH9zN5z05m1xxhxLyLybvxRgJjxvbtDYmIiIiISL+hBHGAqKupY8fDWxi5eTiQIJL/MnmpXXiBOmcoyRGTaLhiEp/4PTz//jr2lw/F5fYyovoIk2uOMGPsaExpEPeCy8ibNl1dSUVERERE5HOUIPZz0WiUjU+voWJFGSOTQ2j1rybXvZa8VJJau5K9I2+iYEQdK6eNob5syInjxtcd486Wei6cNo3AogW4fL4+vAsRERERERkIBnyCaIz5FvAXwDBgO/AnlmW917dRnTvbttm0ciPupx2Gtw4l6t5Fwr+SQncTYSfI6sASamYM4dDccsJ5Y3A5NgtbG7l19Ejyg0GKp03o61sQEREREZEBZkAniMaYu4BfAN8C3s/+fN0YM8WyrEN9GlwXtbW2sXHVHryvpBjeFiTlqqXF9wJFngOkcfP+1MtYdfXVxHMCAOQlYsywk9wzcSxjci/s4+hFRERERGQgG9AJIvBnwG8sy/r37OvvGmOuBx4Cvt93YZ0d27Z57ckP2L/B4UDtIWY4LvBsJezfTa77MEU47BpneH3RDbgchy9tXkfJ0CGUzL+MyeVl+Nxap1BERERERM7dgE0QjTF+YA7wjyftegu4rPcj6rp1b61h0hsvMoko+CDtjuIhQhCoLRvCpmmzyK8YwkN2lAmTJ5NzxSVavF5ERERERLrdgE0QgXLAA9SetL0WuPZMB1dVVfVETF2SdNpoC8Tw2zEctwNuh6MjJ9Mw7kLGh1u4fMRw7LJy4sD2I0fhyNG+DlkGqP5U7+X8o/olPU11THqS6pf0pIFUvwZygnhO5syZ09chfNYNS6mqqup/ccl5Q/VLepLql/Q01THpSapf0pP6a/36oqTV3ctxdKcGIA0MPWn7UKCm98MREREREREZ2AZsgmhZVgKoAhaftGsx8EHvRyQiIiIiIjKwDfQupj8HHjXGbADWAH8IDAf+T59GJSIiIiIiMgAN6ATRsqynjDFlwA+BYcA2YKllWQf7NjIREREREZGBZ0AniACWZf0a+HVfxyEiIiIiIjLQDdgxiCIiIiIiItK9lCCKiIiIiIgIoARRREREREREspQgioiIiIiICKAEUURERERERLKUIIqIiIiIiAigBFFERERERESylCCKiIiIiIgIoARRREREREREspQgioiIiIiICKAEUURERERERLKUIIqIiIiIiAigBFFERERERESyXI7j9HUMva6qqmrw3bSIiIiIiEgHc+bMcZ28bVAmiCIiIiIiIvJ56mIqIiIiIiIigBJEERERERERyVKCKCIiIiIiIoASRBEREREREclSgigiIiIiIiKAEkQRERERERHJUoIoIiIiIiIiAHj7OgABY8y3gL8AhgHbgT+xLOu9vo1K+jtjzPeBLwMGiAPrgO9blrWtQxkX8LfAN4ESYD3wbcuytncoUwL8L+CW7KaXgO9altXcG/chA0O2vv098CvLsr6T3ab6JV1mjBkG/AxYChQA+4CHLMt6N7tf9Uu6zBjjAX4E3E/m81U18DjwI8uyUtkyqmPSKcaYK4DvAXOA4cDXLMv6TYf93VKXjDEXAf8KXAyEgH8DfmJZVq8uXK8WxD5mjLkL+AWZD16zgA+A140xo/o0MBkIFgG/Bi4DrgZSwApjTGmHMn8J/DnwXWAeUAcsN8YUdCjzBDAbuD77bzbwaE8HLwOHMeYSMv/T++ikXapf0iXGmGJgDeACbgQmk6lHdR2KqX7Jufgr4NvAHwGTgD/Ovv5+hzKqY9JZ+cA2MvUoeor951yXjDGFwHKgNnuOPybTgPRn3XwvZ+RynF5NSOUkxpj1wEeWZf1+h22fAM9alvX9Lz5S5LOMMflAC3CbZVkvZ7/NOgb8q2VZf5ctk0vmTet7lmX9mzFmMrADuNyyrDXZMpcD7wGTLMuy+uJepP8wxhQBm4DfI/Pt6DbLsr6j+iXnwhjz98CVlmUt+IL9ql9yTowxrwCNlmUt67DtYaDMsqybVMekq4wx7cB3jrcgdlddMsY8BPxPYKhlWdFsmR8CDwEje7MVUS2IfcgY4yfTVP3WSbveItMqJHI2Csj8TTdlX48FKulQv7JvOKv5tH5dCrSTabk+bg0QRnVQMv4/Ml9YrTppu+qXnIvbgPXGmKeMMXXGmC3GmONfPIDql5y794GrjDGTAIwxU8j0tnktu191TLpLd9WlS4H3jieHWW+S6dI6picC/yJKEPtWOeAh05TcUS2ZiiZyNn4BbAHWZl8fr0Onq1+VQH3Hb6Wyv9ehOjjoGWN+H5gA/PAUu1W/5FyMA75FZtzhEjLvXz8j0wUQVL/k3P1PMt33dhhjkmTmeHjYsqxfZ/erjkl36a66VPkF5+h4jV6hSWpEzgPGmJ8Dl5PpupDu63hk4DPGGDJjoy+3LCvZ1/HIeccNfNhhKMVmY8xEMgniv/ZdWHIeuQt4ELiXTHI4E/iFMWa/ZVn/2aeRifRzakHsWw1AGhh60vahQE3vhyMDkTHmn4F7gKsty9rXYdfxOnS6+lUDVHTo1nW8L/0QVAcHu0vJ9HLYboxJGWNSwJXAt7K/N2bLqX5JV1STGY/T0U7g+ARtev+Sc/X/Av9oWdaTlmV9bFnWo8DP+XSSGtUx6S7dVZdqvuAcHa/RK5Qg9iHLshJAFbD4pF2L+WwfZZFTMsb8gk+Tw10n7d5P5g1lTyOF2QAACipJREFUcYfyAWAhn9avtWRm5rq0w3GXAkFUBwe7F4CLyHzrfvzfh8CT2d93o/olXbeGzBI9HV0IHMz+rvcvOVd5ZL6E7yjNp599Vceku3RXXVoLLMwee9xiMhPgHOiJwL+IZjHtY9llLh4lMxZjDfCHwDeAqZZlHTzdsTK4GWN+BTxAZrKHjt/Et1uW1Z4t81fAD4CvkflA/0PgCsBYltWWLfM6MJLMMgaQmZTkgGVZN/fGfcjAYYx5h+wsptnXql/SJcaYeWQ+FP0IeIrMMk//AfzAsqxfZcuofkmXGWN+A1wL/AGZLqazyNSPRyzL+vNsGdUx6ZTsTPETsi8/IDNm+iUgZFnWoe6oS9lZwy3gHeCnZL40+w3wY8uy/qmHb/EzNAaxj1mW9ZQxpoxMRRpGZo2VpUoOpRO+lf359knbf0zmQxfAPwC5wK/4dOHW646/WWXdC/ySzExZkHnD+04PxCvnH9Uv6RLLsjYaY24jM871b4BD2Z+/7lBM9UvOxXeBn5CpU0PIdGv+d+B/dCijOiadNRfoOJv3j7P/Hga+SjfUJcuyWowxi7Pn+JDMrPT/RKZrdK9SC6KIiIiIiIgAGoMoIiIiIiIiWUoQRUREREREBFCCKCIiIiIiIllKEEVERERERARQgigiIiIiIiJZShBFREREREQEUIIoIiIiIiIiWUoQRUREREREBABvXwcgIjLYGGOcThT7sWVZP+rpWHpb9t7/wrKsf8y+/hHwPcuy8vs0sCxjzG3AcMuyfn0O5xgFfB34V8uyGrotuE/PPwH4HnAJMA3YZVnWtO6+Tk8xxswGqjpR9CbLsl7tpmt2+pkZYyYCvwQuB6LAk8BfWZYV6clyIiL9hRJEEZHed+lJr9eS+QD5RIdtR3ovnD71H0C3JAHd5DZgLtDlBBG4GvhvwM+6JaLPmwrcCKwn0xNooPUGOsBn/wbuAf4IWAo0ddi+tRuv2alnZowpBlYBB4E7gCHAz4EK4O6eKici0p8oQRQR6WWWZa3r+NoYA3Do5O2DgWVZR+jBZNgY4wJyLMuK9dQ1TmEmYPXgNV+2LOtFAGPMb8gktAOGZVkh4ERdN8Z8A2i0LOv1HrxsZ5/ZHwAlwMzjrb/GmBTwuDHmJ5Zlbe+hciIi/YYSRBGRfswYczHwUz5tcXkL+ONsYtXxw+4fA/8EGGAL8DXgKPCvZFrFmoGfWZb1vzuc+/ixfw78IzAR2A58x7KstR3KTc7uvwTIzZ73McuyfnyG2L8G/A0wDNgIPHSKMj+iQxfTzlzLGHMp8ONsGRewA/ihZVnLO9zTn5FpwZsGfAN49EzPM3vssmy5492AH7Ys66unu8+T7ucwMPKkc3z7XLqsnsyyLLu7ztVPXAR83JMXOItnthR4+6Suwc8B/xe4gczfR0+UExHpN5Qgioj0U9lkZjWwHLgP8AE/At40xky3LCudLVoJ/Avwd0CMTBe2p8h0a/uYTNe2O4FfG2PWW5a1qcNlhgH/J3veZuD72fNPsCyrLlvmZaCeTKLVDIwnk0yeLvYbyHwIfgx4nEyi9kInbvu01zLGLABWkukq+HvZMnOBUR3OMTx7Tz8F9gPV2WNP+zyBn5Dp+jcpu59sLGfjDuANPr1vAKtjgWyrpqcT50pbltWZ8aoDVvZZTCNTVzpTtqef2+STY7EsK26M2UumXvRUORGRfkMJoohI//UPZFoDbzn+gdcY8yGwm8y4rcey5UqBqyzL+jhbphj4L2CNZVn/LbvtHeB24CtAxwSxFPiKZVkrs+VWA4eBPwW+b4wpJ5Ok/allWS9nj3mnE7H/d+ADy7IeyL5+wxhjk2nlPKVOXusfgD3Z+z2eIL91UpkSMhOcfHCKY7/weVqW9Zgxph4YfQ7dffcCxcAbpznHMjL/fc7kKjr3rAey8UAQ+KgTZXvjuZWQ+dLhZE1k/lZ6qpyISL+hBFFEpB8yxuSSmfXwLwBPdpwiZLpcWsDFfJogVh9PDrN2Z3+eSJwsy0oaYw4AF5x0qZbjyWG2XJMxZiUwP7upkUxL5P9jjCkj013u8Bli95Bp1fvLk3Y9y2kSxDNdyxiTR6Zb6fc7JIenPM/JyeFZPs9zMSP783QTrLwMzOvEuawzFxnwLsr+7EyCqOcmItILlCCKiPRPpWS60/08++9k+zr83nTSvkT258ktFwkgcNK2U3WhrCXbrdOyLMcYcx2Z7pq/BPKNMVuBP7cs6+0viL2CzP9f6k7aXvsF5enktUrIzD557HTn+YLrnM3zPBczgNDxMaJfIAS0dOJcp0uCzxfTAZvOjcXrjefWRKYF+GQlwK4eLCci0m8MtKmxRUQGi2bAAf6eTKvJyf++103XqTjFtqFkx+0BWJa127KsO8l8qF1I5oP6S9lWvlOpB1JkpvQ/+byndYZrNZNJJoaf4TSnGn/WW89zJmdenmEZkOzEvyu7Kab+bDqwz7KscCfK9sZz20lm3OAJxpgcMl1hd/VgORGRfkMtiCIi/ZBlWWFjzAfAlOPjCHtIkTHm6g5jEEvIrOP3y1PElALeN8b8FHgbGE2mW+jJ5dLGmCoyE7b8c4ddd3Q2qFNdy7KsTcaYtcCDxph/OkM305PP19nneapW1rMxicyMraejrpKfuojOdS+F3nlurwF/Y4wpsyzreN3+EpCT3ddT5URE+g0liCIi/df3gFXGmGeBJ8i0pg0nMwnHq5ZldWZW0DMJAf+ZXW6iCfgBmZa2fwHIzu55fFbUvUA+mbGFx8gsL/FFfgK8Yox5lMzYvmmcYpmLjjp5rb8mM4vp28aYX2Vjng00WJZ1ppkwO/M8dwLfMMbcRybRaLAs64AxZhGZBc+/ZlnWb05zjVbgUmPMVUAU2HLyeojZROFziXVnZcdiLs2+HA0UGmOOJ98bLcs6mC132piNMQ+SmWHzGsuy3j2b/Z049rTX7nAf48n8tzijc3lunX1mwL8B3wVeNMb8hE8Xtn/KsqyO9b27y4mI9BvqYioi0k9lZ8FcAPiB/ySzfMJPyLx3d9f6adXAt8gkYs9kr3W9ZVnHx/HVkEnQ/hp4FfgP/v/27h6nYSAIA+gXWno6TgCcAAqQuAAcgWvQUNEiDoBEDRISBQU9OcSW3ICCPhS7SBYRsfmREsN7XRx7PZqkGc9aU7eQHi4aBF9KeUgdQ7GX5D7JcWrnZJHee5VSnpLsp241vU5y19Z9nl9uLqYh+bxKcpPkMrUTeNaOr3diXOQ09V3HxyTTDBvL8FUbqb/VbWouNjufDzrn9cW81uKbfOP7vmuH5GurrTO0g/gTg3JWSnlJ7aC/pv63LlIfWJx0F/vt8wBWyWQ2+9MjlgD4xPtQ+VLK9rJjWXWt+3OUZGcsswmXGfMY8wVApYMIAP12k5yPrNhZZsxjzBcA0UEE+Ld0EAGAjxSIAAAAJLHFFAAAgEaBCAAAQBIFIgAAAI0CEQAAgCQKRAAAABoFIgAAAEkUiAAAADRvyJBkTAZV1fYAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses_moyennes(recompenses, noms)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_regret(recompenses, noms, mustar=mus[kstar])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\implies$ L'algorithme uniforme est, bien évidemment, très inefficace !\n", "Il empêche de visualiser le regret des trois autres algorithmes.\n", "\n", "Et sur ce problème simple à trois bras, avec *une seule simulation* (donc une variance immense), difficile de savoir lequel des trois algorithmes est le plus efficace..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Second problème, à 9 bras" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "horizon = 5000\n", "mus = [0.9, 0.8, 0.7, 0.6, 0.5, 0.4, 0.3, 0.2, 0.1]\n", "bras = [ Bernoulli(mu) for mu in mus ]\n", "K = len(mus)\n", "kstar = np.argmax(mus) # = 0" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(5000,\n", " [0.9, 0.8, 0.7, 0.6, 0.5, 0.4, 0.3, 0.2, 0.1],\n", " [<__main__.Bernoulli at 0x7f1814a146a0>,\n", " <__main__.Bernoulli at 0x7f1814a141d0>,\n", " <__main__.Bernoulli at 0x7f1814a14a20>,\n", " <__main__.Bernoulli at 0x7f1814a14b38>,\n", " <__main__.Bernoulli at 0x7f1814a14390>,\n", " <__main__.Bernoulli at 0x7f1814a14358>,\n", " <__main__.Bernoulli at 0x7f1814a14dd8>,\n", " <__main__.Bernoulli at 0x7f1814a148d0>,\n", " <__main__.Bernoulli at 0x7f1814a14748>],\n", " 9,\n", " 0)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "horizon, mus, bras, K, kstar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On va comparer différents choix de $\\alpha$ pour l'algorithme UCB : $\\alpha = 4, 1, 0.5, 0.1$." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[<__main__.MoyenneEmpirique at 0x7f1814a14630>,\n", " <__main__.UCB1 at 0x7f1814a14eb8>,\n", " <__main__.UCB1 at 0x7f1814a14400>,\n", " <__main__.UCB1 at 0x7f1814a146d8>,\n", " <__main__.UCB1 at 0x7f1814a14668>,\n", " <__main__.UCBV at 0x7f1814a14550>,\n", " <__main__.UCBH at 0x7f1814a14160>,\n", " <__main__.KLUCB at 0x7f1814a14198>,\n", " <__main__.ThompsonSampling at 0x7f1814a14208>]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "algorithmes = [MoyenneEmpirique(K),\n", " UCB1(K, alpha=4), UCB1(K, alpha=1), UCB1(K, alpha=0.5), UCB1(K, alpha=0.1),\n", " UCBV(K, alpha=1), UCBH(K, horizon, alpha=1),\n", " KLUCB(K), ThompsonSampling(K)]\n", "algorithmes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour les légendes, on a besoin des noms des algorithmes :" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "noms = [\"MoyenneEmpirique\",\n", " \"UCB1(alpha=4)\", \"UCB1(alpha=1)\", \"UCB1(alpha=0.5)\", \"UCB1(alpha=0.1)\",\n", " \"UCBV(alpha=1)\", \"UCBH(alpha=1)\",\n", " \"KLUCB\", \"ThompsonSampling\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut commencer la simulation, pour chaque algorithme." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "81245c4dbbfd40b5b6d3189322511650", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type HBox.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "HBox(children=(IntProgress(value=1, bar_style='info', description='Algorithmes', max=1), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "CPU times: user 2.75 s, sys: 45 ms, total: 2.79 s\n", "Wall time: 2.76 s\n" ] } ], "source": [ "%%time\n", "N = len(algorithmes)\n", "recompenses, choix = np.zeros((N, horizon)), np.zeros((N, horizon))\n", "\n", "for i, alg in tqdm(enumerate(algorithmes), desc=\"Algorithmes\"):\n", " rec, ch = simulation(bras, alg, horizon)\n", " recompenses[i] = rec\n", " choix[i] = ch" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(array([[1., 1., 1., ..., 1., 1., 1.],\n", " [1., 1., 1., ..., 1., 1., 1.],\n", " [1., 1., 1., ..., 1., 0., 1.],\n", " ...,\n", " [1., 1., 0., ..., 1., 1., 1.],\n", " [1., 1., 1., ..., 1., 1., 1.],\n", " [0., 0., 1., ..., 1., 1., 1.]]), array([[0., 1., 2., ..., 0., 0., 0.],\n", " [0., 1., 2., ..., 1., 1., 1.],\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " ...,\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " [6., 8., 3., ..., 0., 0., 0.]]))" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recompenses, choix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On affiche et vérifie les résultats attendus :" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_selections(choix, noms, kstar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On commence à voir une différence de vitesse de convergence, pour l'identification du meilleur bras." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses(recompenses, noms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Difficile de différence quel algorithme est le plus efficace, même si clairement les plus grandes valeurs de $\\alpha = 4, 1$ pour UCB semblent avoir moins bien fonctionné." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses_moyennes(recompenses, noms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En terme de récompenses moyennes au cours du temps, les 4 algorithmes les plus efficaces convergent vers $\\mu^* = \\mu_1 = 0.9$." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_regret(recompenses, noms, mustar=mus[kstar])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Encore une fois, une seule simulation ne permet pas vraiment de conclure...\n", "\n", "Mais on voit quand même :\n", "\n", "- KLUCB, UCBH et Thompson Sampling sont tous les trois très efficaces,\n", "- UCBV ne semble pas meilleur que UCB,\n", "- Et FTL (MoyenneEmpirique) est pas si mauvais !" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Troisième problème, simulé 100 fois\n", "On s'intéresse au même problème, mais simulé 100 fois et sur un horizon plus long ($T = 10000$).\n", "\n", "On s'intéressera ensuite aux statistiques *moyennes* (du regret cumulé) sur ces 100 répétitions pour les graphiques.\n", "On doit aussi considérer la distribution du regret (par exemple à $t=T$ fixé), afin de vérifier que *chaque* répétition de l'expérience a donné des résultats similaires (la moyenne efface les valeurs extrêmes si elles sont peu présentes)." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "horizon = 10000\n", "repetitions = 100\n", "mus = [0.9, 0.8, 0.7, 0.6, 0.5, 0.4, 0.3, 0.2, 0.1]\n", "bras = [ Bernoulli(mu) for mu in mus ]\n", "K = len(mus)\n", "kstar = np.argmax(mus) # = 0" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(10000,\n", " 100,\n", " [0.9, 0.8, 0.7, 0.6, 0.5, 0.4, 0.3, 0.2, 0.1],\n", " [<__main__.Bernoulli at 0x7f1810d1e7f0>,\n", " <__main__.Bernoulli at 0x7f1810d1e240>,\n", " <__main__.Bernoulli at 0x7f1810d1ecf8>,\n", " <__main__.Bernoulli at 0x7f1810d1ec88>,\n", " <__main__.Bernoulli at 0x7f1810d1e8d0>,\n", " <__main__.Bernoulli at 0x7f1810d1e860>,\n", " <__main__.Bernoulli at 0x7f1810d1e470>,\n", " <__main__.Bernoulli at 0x7f1810d1e400>,\n", " <__main__.Bernoulli at 0x7f1810d1e2b0>],\n", " 9,\n", " 0)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "horizon, repetitions, mus, bras, K, kstar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On va comparer différents choix de $\\alpha$ pour l'algorithme UCB : $\\alpha = 4, 1, 0.5, 0.1$." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<__main__.MoyenneEmpirique at 0x7f1810d1eef0>,\n", " <__main__.UCB1 at 0x7f1810d1ecc0>,\n", " <__main__.UCB1 at 0x7f1810d1ec50>,\n", " <__main__.UCB1 at 0x7f1810d1e668>,\n", " <__main__.UCB1 at 0x7f1810d1ef98>,\n", " <__main__.UCBV at 0x7f1810d1e710>,\n", " <__main__.UCBH at 0x7f1810d1eb70>,\n", " <__main__.KLUCB at 0x7f1810d1e2e8>,\n", " <__main__.ThompsonSampling at 0x7f1810d1e208>]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "algorithmes = [MoyenneEmpirique(K),\n", " UCB1(K, alpha=4), UCB1(K, alpha=1), UCB1(K, alpha=0.5), UCB1(K, alpha=0.1),\n", " UCBV(K, alpha=1), UCBH(K, horizon, alpha=1),\n", " KLUCB(K), ThompsonSampling(K)]\n", "algorithmes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour les légendes, on a besoin des noms des algorithmes :" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "noms = [\"MoyenneEmpirique\",\n", " \"UCB1(alpha=4)\", \"UCB1(alpha=1)\", \"UCB1(alpha=0.5)\", \"UCB1(alpha=0.1)\",\n", " \"UCBV(alpha=1)\", \"UCBH(alpha=1)\",\n", " \"KLUCB\", \"ThompsonSampling\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut commencer la simulation, pour chaque algorithme." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "48008bd6ae5a45109351a81848316572", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type HBox.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "HBox(children=(IntProgress(value=0, description='Répétitions'), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "CPU times: user 10 mins, sys: 0 ns, total: 10 mins\n", "Wall time: 10 mins\n" ] } ], "source": [ "%%time\n", "N = len(algorithmes)\n", "recompenses, choix = np.zeros((N, repetitions, horizon)), np.zeros((N, repetitions, horizon))\n", "\n", "# Pour chaque répétitions\n", "for rep in tqdm(range(repetitions), desc=\"Répétitions\"):\n", " for i, alg in enumerate(algorithmes):\n", " rec, ch = simulation(bras, alg, horizon)\n", " recompenses[i, rep] = rec\n", " choix[i, rep] = ch" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dimension de 'recompenses_moy' = (9, 10000)\n", "Dimension de 'recompenses_fin' = (9, 100)\n" ] } ], "source": [ "# On moyenne\n", "recompenses_moy = np.mean(recompenses, axis=1)\n", "choix_moy = np.mean(choix, axis=1)\n", "print(\"Dimension de 'recompenses_moy' =\", np.shape(recompenses_moy)) # juste pour vérifier\n", "\n", "# On garde la distribution à t=T\n", "recompenses_fin = np.sum(recompenses, axis=2)\n", "choix_fin = np.sum(choix, axis=2)\n", "print(\"Dimension de 'recompenses_fin' =\", np.shape(recompenses_fin)) # juste pour vérifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette fois, les statistiques accumulées ne sont plus entières." ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(array([[0.94, 0.77, 0.68, ..., 0.86, 0.88, 0.88],\n", " [0.94, 0.82, 0.64, ..., 0.91, 0.9 , 0.92],\n", " [0.91, 0.82, 0.66, ..., 0.91, 0.94, 0.87],\n", " ...,\n", " [0.94, 0.82, 0.69, ..., 0.87, 0.93, 0.79],\n", " [0.89, 0.76, 0.75, ..., 0.83, 0.92, 0.86],\n", " [0.47, 0.53, 0.45, ..., 0.89, 0.92, 0.9 ]]),\n", " array([[0. , 1. , 2. , ..., 0.34, 0.34, 0.34],\n", " [0. , 1. , 2. , ..., 0.15, 0.16, 0.17],\n", " [0. , 1. , 2. , ..., 0.02, 0.02, 0.02],\n", " ...,\n", " [0. , 1. , 2. , ..., 0.07, 0.06, 0.06],\n", " [0. , 1. , 2. , ..., 0. , 0. , 0. ],\n", " [3.67, 3.57, 3.8 , ..., 0. , 0. , 0. ]]))" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recompenses_moy, choix_moy" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[7875., 6986., 8015., 8993., 8968., 9022., 8980., 9066., 9004.,\n", " 8975., 8998., 8037., 8973., 7034., 9032., 8935., 9021., 8956.,\n", " 6991., 7948., 7980., 8935., 8995., 7970., 8992., 8997., 9041.,\n", " 8951., 9030., 8983., 8969., 9024., 8996., 9040., 7957., 8982.,\n", " 8971., 7017., 9038., 8980., 9029., 9028., 8993., 8017., 8040.,\n", " 8964., 8991., 8039., 7994., 8986., 8998., 9039., 9021., 8018.,\n", " 8984., 8988., 8992., 9020., 7990., 8977., 9011., 9038., 8937.,\n", " 9015., 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8986., 8946., 8921., 8987., 8914., 8873., 8956., 8956., 8972.,\n", " 8975., 8933., 8955., 8938., 8925., 8932., 8966., 9015., 8929.,\n", " 8963., 8948., 8977., 8983., 8968., 8965., 9005., 8980., 8933.,\n", " 8988., 8983., 8963., 8935., 9004., 8944., 8984., 8943., 8957.,\n", " 8928., 8990., 8974., 9006., 8920., 8941., 8919., 8980., 8938.,\n", " 8941., 8907., 8980., 8988., 8956., 8994., 8963., 8928., 8930.,\n", " 8920., 8992., 8917., 8989., 8976., 8895., 8950., 8958., 8941.,\n", " 8963.]])" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recompenses_fin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On affiche et vérifie les résultats attendus :" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "choix_moy = np.floor(choix_moy)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_selections(choix_moy, noms, kstar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On commence à voir une différence de vitesse de convergence, pour l'identification du meilleur bras." ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses(recompenses_moy, noms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Difficile de différence quel algorithme est le plus efficace, même si clairement les plus grandes valeurs de $\\alpha = 4, 1$ pour UCB semblent avoir moins bien fonctionner." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses_moyennes(recompenses_moy, noms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En terme de récompenses moyennes au cours du temps, les 4 algorithmes les plus efficaces convergent vers $\\mu^* = \\mu_1 = 0.9$." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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ToJRahtE6cCtGV8SGtjQvY7Qubbel+RXjJbYPxgQ7JzHWijsFrFBKzcV4yR6O0YJ5qzv3oxz+hhGIfW2bobMmMBLj8yluAiNnczG6w61TSv0dSMB4Eb0do2WpGf9rHSzJGWCsUupWjM+7N8ZY00lOrY3rMYKA6UqpesBeoCvGmoPLCs3AuhyYqJRajvE5d+LqtBJ+gVEXZiljTcQDtrJGXIW8XZSzLpeUR3meP3fLlaWUOgA8oZQ6jPFcnMAYX5eklPoU+C9GK3sH23mKW7LC2ecYMxB/hNGLoSHGeMhfKfvZnwMMwphs6B2MYO4pjGcnAlvroNb6glJqBsYSIZts3e5jMP7G/BejzlyuH4H7lVIvYCwPdE5rvfUK8rscozDq5n6l1PsYXwrVxJgh+0/8r0X2oFJqB8a40QsY45efAtZfQUu3EKKSSAukEOJG8BnG+MAXlbFgNVrr/8PoAnoKY22ydzCWDjiI0zqBtuDt/2HMbjoLI5h6EuPF1O3JLLTWz2IsOxCBsR7bbIyxPqsxxurZvYYREEzA6F63sJQ8L2HM0vg7Rne8SRhLDwwpJu3PQFvbuZ62Xe/jtnPZ0/yB8WL3L9s1L8QIDvdgvNShtc7DCCaPYbz0jsF4yS3rZbzctNYHbdcSirHu4J8xZt7c68axWRjBXhxGoPY2xv1pYiv3GTeKkIqxbubtGF9CNMZYKsMxrtI2i+WjtvI9ZDtPC9u5CrcAvoaxiPxjGAGGF9DdjXKUytZ6/GeMgGwgRv36g4ppFS5PXS4tD7eev3IagfGlwDyMdQtHYbRMLsb4wmAKxudzJ8a6juPLyG8WxufU1Va+LhhfuJQ5sYtt+ZwuGMHmJIz1XD/CWJoDnP52aK1ft5X1JlvZB2IE4fc5zwR7GcZjzIw6DeN+FGk1rmi2iYruxAjGh2B8FqMxGiimOCV9G7gFY/mTRRjP0myMv0NCiOuMh9Va2V3ohRCi6rGt03Zea114vKG4ASiltgO1tdaFF7UX4rIppd7G+AInSMb1CSFuVNICKYSo1pRSPvZWS6dt92J0sdpeGWUSQlR9tolgnH+PxGhB/7cEj0KIG5mMgRRCVHc3A1uUUiuB0xjdGEdidIFcWpkFE0JUabtsLdkHMcYSj8AYuzujMgslhBAVTQJIIUR1l4wxActTQBTGZBgbgIla64uVWTAhRJW2EWO8618xJs3ZC4zQWu+o1FIJIUQFkzGQQgghhBBCCCHcIi2QhSQkJEhELYQQQgghhKjWWrdu7VHcdgkgi9G6devKLkIRCQkJVbJc4sYhdUxUJKlfoiJJ/RIVSeqXqEhVtX4lJCSUuE9mYRVCCCGEEEII4RYJIIUQQgghhBBCuEUCSCGEEEIIIYQQbpEAUgghhBBCCCGEWySAFEIIIYQQQgjhFgkghRBCCCGEEEK4RQJIIYQQQgghhBBukQBSCCGEEEIIIYRbJIAUQgghhBBCCOEWCSCFEEIIIYQQQrhFAkghhBBCCCGEEG6RAFKICrRw4UJ69uxZZrrBgwfz2muvXYMSCSGEEEIIcfkkgKwmJk6ciFKKSZMmFdk3d+5clFI8/fTTlVCyijd48GCUUkX+jR8/vsLPPXz4cP7xj3+UmW7hwoVMmDChwssjhBBCCCHElfCu7AKIa+emm27iyy+/5JVXXiEgIACA/Px81q1bR506dSq5dBWrT58+RQI0Pz+/Cj9vYGAggYGBJe7Pzc3FZDIRFhZW4WURQgghhBDiSkkLZDWilCI6Opovv/zSsW379u2YTCbuvvtuxzaLxcLixYvp3Lkzt99+O7169WLLli2O/UOGDCnS3TIjI4M77riDTZs2AUZgNHfuXDp16sQdd9xB37592blzpyP97t27UUqxa9cu+vXrxx133EGfPn04cOCAI018fDwtW7Zk165d9OzZkxYtWjB48GB+//13l3Nv3bqVPn360KxZM7p27cpbb71Fbm6uSxp/f3+ioqJc/gUHBwOQmJiIUooNGzYwaNAgmjdvTu/evTl06BCHDx/miSeeoEWLFvy///f/XM5t7566Zs0a7r33Xpo3b87o0aO5dOlSkTR2EydO5Omnn+a9996jU6dOdO7cGSjahfXixYuMGjWK5s2b06VLFz755BN69uzJwoULXT7Pr776yuU6u3btyooVKxy/p6enM2XKFNq1a0fLli0ZNGgQP//8M0IIIYQQQlwOCSCrmccee4xPP/3U8funn35Knz598PDwcGz76KOPWLFiBS+88AJffPEF999/P8899xwHDx4EoH///qxfv94lSFu/fj0BAQF06dIFgJdffpkffviBefPmsX79eh599FFGjRrFoUOHXMozb948nn/+eeLj4wkPD+eFF17AarU69ufm5rJs2TJmzpzJv/71L9LT05k2bZpj/86dO3nhhRcYOHAgGzZsYObMmXz11Ve89dZb5b4377zzDn/5y19Yu3YtwcHBPP/888yYMYNx48axZs0acnJyeOONN1yOSUpK4vPPP2fJkiV88MEH/Pbbb8V2E3a2Z88etNYsX76cDz/8sNg0EydO5NSpU3zwwQcsXryYdevWkZSUVK7rsVqt/PWvf+Xs2bMsW7aMzz77jDvvvJOhQ4dy7ty5cuUlhBBCCCEESBfWK3bhXyvJ+OH7Cj9PcG4uJz82ARB0V1tqPDHosvLp2bMncXFxnDx5ksDAQHbu3MmUKVN45513HGlWrFjB8OHD6dWrFwBjx47lxx9/ZMWKFbz55pt069aNGTNmsHnzZh5++GHACER79+6Nj48Pp06dYsOGDWzdutXRNXbQoEH85z//4V//+pdLADh27Fjatm0LwOjRoxkwYABnz56ldu3agNHFdurUqcTExADGmMJJkyZhtVrx8PBg6dKljBgxgr59+wJw66238uKLL/Liiy/y0ksvOQLj1atXs3btWpd7YQ887Z588klHi+Dw4cMZOXIkCxcudJRv0KBBzJgxwyWP7Oxs4uLiHNc5ffp0Bg4cyMmTJ4mOji72M/D19WXWrFmYTKZi9584cYIdO3bw8ccf07p1awBmz57N/fffX2z6knz//fccOnSIXbt2Obrrjhs3jm3btrFu3Tr+8pe/lCs/IYQQQghx9VhyLXhkVnYpyk8CyGomNDSUBx54gE8//ZTg4GDatGnjMv4xIyODc+fOOQIXu1atWrFjxw4ATCYTjzzyCJ9++ikPP/wwR44cYf/+/cyePRuAAwcOYLVaHcGlXW5uriMYs1NKOX6uWbMmYHTftAeQJpPJETza0+Tl5ZGamkpYWBgHDhxg//79LF++3JHGYrGQnZ3N+fPnHXl2796dZ5991uXcERERJZYlMjISgEaNGrlsM5vNZGVl4e/vD0CtWrVc7t8dd9yBp6cnx44dKzGAbNiwYYnBI8CxY8fw9PSkefPmjm0333yz41rcdeDAAbKysmjXrp3L9pycnCLdgIUQQgghRMWz5Fow/zeDjF2pZO5NJzjfREHrArwCvSq7aG6TAPIK1Xhi0GW3BpZHQkJCkaDucvXt25fY2FgCAgIYO3as28c5d3Pt168ff/7znzl9+jSffvopLVu2pEGDBgCO1sFPPvkEb2/XKlZ44hrn/fb8LRZLsfuLS2OxWHj22Wd56KGHipTXOUAMDg6mXr16pV5fcWUpq3yXwz6BUVmc73dJ+527+wLk5eU5frZYLNSoUYNVq1YVOTYoKMitMgghhBBCiCtjybZg3p9BxvdG0GjNNt4lvWv6kNUoF0//62tUoQSQ1VC7du3w8fEhJSWlSLfIoKAgatasSUJCgkvL1d69ex0BIhitaHfccQerV6/m888/d1kSo0mTJlitVs6fP1+kxfFq+9Of/sTx48fLDA4rytmzZ/njjz+46aabANi/fz8Wi8XlXpVXTEwMFouF/fv306pVKwBOnz5dZNxiREQE58+fd/x+4cIFl9+bNm3KhQsX8PT0pG7dupddHiGEEEIIUT4F6fmYf8og/ftUsvZnYM0zvvT3rulDULcIgtqG4lvfj7179+LhWXqjQVUjAWQ15OHhweeffw5QbFfKESNG8M477xAdHU3Tpk35/PPP+fHHH4uMIezXrx+vvvoqPj4+dO/e3bG9fv369OrVi5dffpnY2FiaNm1KSkoKe/bsoW7dunTr1u2qXcszzzzDyJEjqVOnDt27d8fLy8vRpfall15ypMvKynIJrgB8fHyuePkMPz8/YmNjefnll8nOzmbatGnce++9JXZfdUdMTAwdO3bk1Vdf5bXXXsPPz49Zs2YVab1t27Ytq1atomXLlnh5eTF//nx8fX0d+9u3b0+rVq0YPXo0L7zwAjExMVy4cIGdO3fSvn177rzzzssuoxBCCCGEcJWfnEfmD2lkfJ9G1sFMsHUUM93iS2DrYALbGEFjWb3MqjoJIKup0rowDhkyhMzMTObOncvFixepX78+CxcupHHjxi7pevToweuvv85DDz1UJL9Zs2axdOlS5s6dy9mzZwkNDaVZs2a0adPmql5Hx44dWbZsGUuWLOFvf/sbXl5eREdH06dPH5d08fHxxMfHu2xr1aoV//znP6/o/DfffDMPP/wwI0eOJDk5mQ4dOhSZqfVyzJ49m1deeYWhQ4cSHh7Os88+67I8CEBsbCyTJ09myJAhREZG8uKLL3L8+HHHfg8PD9577z3efvttpkyZwqVLl4iMjKRVq1b07t37issohBBCCFHd5V/MI2NPGhm7U8nWZkfQ6KcCCGgRRNDdoZhu9i09k+uMR+ExVNVdQkKC9WqNNbyaruYYyKvl7NmzdOnShX/84x9VrmzXwsKFC/n6669Zv379NTlfz549efDBB3nuuecqJP+qWMfEjUPql6hIUr9ERZL6JQrLu5BL5u40MnankX3YbGz0AL/GAQS1CSXo7hC8I3zcyquq1i9buYptKpUWSFFueXl5pKSk8NZbb9GkSZMqWemFEEIIIYS4WizZFjK+TyX1m0vkHMkyNnqAf9NAgtqEEHhXCN7h7gWN1zsJIEW57d27lyFDhhAdHc3bb79d2cURQgghhBDiqrPkWDD/lE7a1mSyfs00JsLxAP/bAwlqG0rgnSF4h1W/cKr6XbG4Ym3atEFrXdnFqHTPPfdchXUnLc616iorhBBCCFFdWfMsZP6UQcZ3KWQmpDtmTzVF+xHYKpiQLuH4RJW8nnd1IAGkEEIIIYQQotqy5lsw/5JpG9eYisVsrNPoU8eXwLuCCb4nDN+6fmXkUn1IACmEEEIIIYSoVizZBZj/m0Hm3nQyf0zDkmkEjV4R3oR1jSC4Qyim6Ot/yY2KIAGkEEIIIYQQ4oZnzbdg/m8G6d+lkvljGtZco3uqd4Q3wZ3CCborBL/GAXh4StBYGgkghRBCCCGEEDckq8VK1sFMMr5LJWN3GpbMAgB8apsIahdKYKtgfBv4S9BYDhJACiGEEEIIIW4YVquVnBPZZHyXQvp/UilIzgfAK9yb0M6RBHcIwzdGuqdeLgkghRBCCCGEENe9vLO5pG1PJv27FPLP5QHgGehJSNdwgjqE4t8kUFoarwLPyi6AqN5efvllFi1a5Hb6xMRElFL8/PPPbh8THx9Py5YtL6d4FUprTceOHTGbzZVdFCGEEEKI647VaiXn92wuxZ/jtwlH+G3sYZLXnqcgvYCg9qHc9MKt1F/amJp/vZmApkESPF4l0gJZDQwePJiGDRsydepUl+3x8fHMmDGDffv2AZCRkcHy5cvZtGkTiYmJBAUF0aBBAx5//HF69OiBp6cngwcPZs+ePQB4eHgQGRlJ27ZtiY2NpWbNmo68X3/9dfbu3cuRI0eIiopi69atRcqltWbLli1s27atAq++8uXk5NCvXz+01nzyySc0a9YMAKUULVq04IMPPuCZZ56p5FIKIYQQQlwf8i/lkbEnjdSvLpJ3JhcAD5MHAa2DCborhKB2oXj6SjtZRZEAUgCQlpbGgAEDSE1NZdy4cTRv3hwfHx8SEhJYsmQJLVq04JZbbgGgT58+TJgwAYvFQlJSEtOnT2fSpEksX77ckZ/VauXRRx/l8OHDfPfdd8Wec+XKlXTr1o2goKBrco2VJS4ujtq1a6O1LrKvT58+TJkyhaeffhpvb3kchRBCCCGKU5CRT8a/DvHwAAAgAElEQVSuNNL/k0L2ITNYwcPHg6C2IQS2DiGgVTBegV6VXcxqQUJzAcD8+fNJTExkzZo19O3bl4YNGxIdHU3fvn1Zu3YtUVFRjrT+/v5ERUVRq1YtWrVqRb9+/fj1119d8psyZQqDBw8mOjq62PMVFBTw5Zdf0qVLF5ft69ato2/fvrRs2ZJ27doxZswYzp49W2K5d+/ejVKKbdu28cgjj9CsWTP69OnDL7/8UiTtrl276NmzJy1atGDw4MH8/vvvjn2nTp1i1KhRdOjQgRYtWvDoo49elZbRLVu2sHv3bmJjY4vd36FDB1JTUx2tukIIIYQQwmC1WDH/nMHZdxM5+Yzm/IrTZB8046cCqDGkNvUWKmqPu5XgjmESPF5D0uQhsFgsbNy4kV69elG7du0i+319fUs89tKlS2zZsoXmzZuX65xaa9LT0x3dOe3y8vIYM2YMMTExJCcnM3fuXCZMmMCqVatKzS8uLo7JkydTq1YtFi1axMiRI9m8eTP+/v4A5ObmsmzZMmbOnInJZGLixIlMmzaNFStWAGA2m+nUqRPjxo3Dz8+PjRs38txzz7Fu3ToaNGgAwNSpU/niiy9KLceGDRuoU6cOAGfOnGHatGksX768xHtoMplo0qQJe/bsoX379mXfOCGEEEKIG5jVYiX7iJnMPWlkfJ9G/kVjMhzvKB9CH4gguEMY3pE+lVzK6k0CyCt05sJKUjO+r/DzmIJz0SdNAIQGtaV2jUFXLe/k5GRSU1MdgVJZVq9ezdq1a7FarWRlZdGoUSOX7qvuOH36NB4eHi4tmwCPPfaY4+e6desybdo0evTowZkzZ4oNbu1Gjx5Nx44dAZg1axadO3dm/fr19OvXD4D8/HymTp1KTEwMAMOHD2fSpElYrVY8PDxo3LgxjRs3duQ3atQotm3bxtdff83o0aMBGDt2LCNGjCj1uuzjQAsKCnjhhRcYPnw4jRs3JjExsdRjkpKSSs1XCCGEEOJGZc23kHUgk4wf0sj8MZ2CFGPZDQ9/YwbV4I5h+KkAmQSnipAAUmC1WsuVvnv37jz77LMAXLhwgWXLljFs2DA++eQTAgMD3cojOzsbb29vPD1de1EfOHCARYsWcejQIVJSUhzbT58+XWoA6TzLamBgII0aNeLo0aOObSaTyRE8ghG05eXlkZqaSlhYGGazmUWLFrF9+3bOnz9Pfn4+OTk5KKUcx0RGRhIZGenW9S1duhQfHx+efPLJMtP6+vqSk5PjVr5CCCGEEDcCS66F7IOZZCakk/7vFCxmCwCewV6EdA0n8K4QAm4PxMNHRtxVNRJAXqHaNQZd1dbAkiQkJNCsdevLOjYwMJD09PQi29PS0ggKCiIiIoKQkBCOHTvmVn7BwcHUq1cPgHr16vHGG29wzz33sHHjRkeLX1nCw8PJy8sjKyvL0c3UbDYzYsQI2rdvz5w5c4iIiCA5OZmBAweSl5fn5tUWr/AENfaFYy0W449VXFwcO3fuJDY2lnr16uHv709sbKzLecvThfX777/nxx9/pGnTpi77H3/8cbp37868efMc21JTU7n55puv6PqEEEIIIao6q8VK1sFM0nemkLk7DUuW8R7mFe5NaKdwgu4Owa+xtDRWdRJAVgP169dnx44dju6adr/++iv169fH09OTHj16sG7dOp555pkiLX321rGSxvF5eRmDlrOzs90uU5MmTQA4evSoYxzk8ePHSU5OZvz48dStWxeATZs2uZXfTz/95DjGbDZz5MgRevfu7XZ59u7dS+/evXnwwQcB45pPnTrlMglQebqwzpw5k6ysLMf2c+fOMWLECN58801atWrlcsyRI0fo1q2b22UVQgghhLie5P6RQ9q2ZDL+nUL+JaN7qnekDyFdwwm4Ixj/poF4eEnQeL2QALIaGDBgAKtWrWLGjBn0798fk8nEjh072LBhA0uWLAFg/Pjx7Nmzh379+jmW8TCZTOzbt4/333+fZcuWOZbxyMrK4vz58wBcvHiRJUuW4OvrS4cOHRzn/O233zCbzZw7d47c3FwOHjwIQIMGDTCZTERERNC0aVOjZdUWQNapUweTycSqVasYOHAgx44dY8GCBW5d47vvvktERAQ1a9Zk8eLF+Pj40LNnT7fvUXR0NJs3b+a+++7D29ubxYsXF+lWWp4urPZg1i4gIMCx3TlAT0xM5OzZsy73TgghhBDieleQnk/G7jTSv00m+4jxpbpngG1M4z1h0tJ4HbvmAaRSqhPwAtAaqAM8qbX+0Gm/B/Aq8FcgHNgNPKO1PuCUJhx4B/izbdPnwHNa6xSnNM2ARcDdwCVgGTBDa12+AX83gLp167Jy5UoWLFjA8OHDycnJISYmhgULFtC5c2cAwsLCWL16NcuXL+f9998nKSmJoKAgbrvtNkaPHu2YWRQgPj6e+Ph4AEJDQ1FK8d5777mMMXzllVdclqawtwZ+8803jkC0f//+rFmzhmHDhgEQERFBXFwc8+fPZ9WqVSilmDhxIk899VSZ1/j8888ze/ZsTpw4QcOGDVm6dKkjaHPHxIkTmTx5MgMHDiQkJIShQ4dek3GJGzZsoEOHDtKFVQghhBDXPUt2AZk/ppP+XSrm/elQAHiAf/MgQjqFEXh3CJ4mGdN4vfMo7wQqV0op1QO4B9gLfASMLhRAxgKvAMMADUy1pVda63Rbmi+BWwF7ZLEcOK617mXbHwIcBnYArwGNgQ+AaVrr/w0+K0ZCQoK19WWONaxICQkJVMVyXYmcnBy6d+/OnDlzuPPOOy8rj927dzNkyBB27dpFRETEVS5hxcrNzaVbt27MmzevSny2N2IdE1WH1C9RkaR+iYok9at01jwLmf/NIOO7VDIT0rDmGrGFb30/gtqHEdw+VJbdKEVVrV+2chXbRHzNWyC11huBjQBKqQ+d99laH8cBs7XWn9q2DQXOAQOAZUqpJsBDwD1a6122NE8DO5VSSmutgYFAADBUa50F/KKUagxMUErNr46tkFWRr68vcXFxLrOtVidJSUmMHDmySv7REEIIIYQoidViJetAJunfpZD5QxqWTGMyHJ+bTAS1DyW4QximOiWvIy6ub1VtDGR9oDbgmDlFa52llNoBtMfohtoOyAD+43Tcd0CmLY22pdlpCx7tvgZmANHAiYq7BFEed911V2UXodLUr1+f+vXrV3YxhBBCCCHKZLVayTmaRfp3KWTsSqMg1TYZToQ3IV0iCOoQim+0n8uEjeLGVNUCSPvsImcLbT8L3OyU5rxzK6LW2qqUOud0fG2g8MrtZ532lRpAJiQklLPY10ZVLVdl8vb25uOPP+bEiROcOCHfC1wpqWOiIkn9EhVJ6peoSNW5fnkmg89BL3x+9cQr2Ri/aPG3ktfCQl6TAgpuzuGiRyZcSjJmHRHldr3Vr6oWQFYJVbFLYVXtHy1uHFLHREWS+iUqktQvUZGqY/0qMBeQ8Z9U0nekkH3YDICHyYPADiEE3xNGQLMgPLylpfFqqKr1q7SgtqoFkGds/9cCTjltr+W07wwQpZTysLdC2sZO1iyUplahvGs57RNCCCGEEELYWLItZCakGTOo/jcDCqzGDKq3BxLcMYygu0Pw9Peq7GKKKqCqBZAnMAK8B4AfAJRSfkBH4EVbml1AEMY4R/s4yHZAoNPvu4A4pZSf1tq+uv0DwGngZMVeghBCCCGEENeHnN+zyfguldTNFx2T4Zjq+RHUNoSQTuEyg6ooojLWgQwCbrP96gncqpRqAVzSWp9SSr0NTFJKHcJYiuMVjElzPgbQWh9USn2FMSPrX235LAPW22ZgxZb2VeBDpdTrQCNgIjBdZmAVQgghhBDVWUF6Phnfp5G+I5nsI8ack56BXoQ/GkXwPaGYbvar5BKKqqwyWiDvBLY5/T7d9u/vGGs/zgH8gcVAOLAb6GZfA9JmALAQY2ZVgM+BZ+07tdapSqkHbHn8CCQD84D5V/9yhBBCCCGEqNryL+WR+WMamT9lYN6fAflGF9WAFkEEdw4nsFUwnr6elV1McR2ojHUgtwMljrq1tRBOs/0rKU0yMKiM8/wMdLqcMgohhBBCCHG9K0jLJ21HChn/SSHneLZju+kWX4I7hxPULgSfGqZKLKG4HsnXDKJSvfzyyyxatMjt9ImJiSil+Pnnn90+Jj4+npYtW15O8SqU1pqOHTtiNpsruyhCCCGEuEFYciyk70whcfpxTvz1EBdXniHnt2z8mwVSY9hN1HunEbe+2ZDwXjUkeBSXpapNoiMqwODBg2nYsCFTp0512R4fH8+MGTPYt28fABkZGSxfvpxNmzaRmJhIUFAQDRo04PHHH6dHjx54enoyePBg9uzZA4CHhweRkZG0bduW2NhYatas6cj79ddfZ+/evRw5coSoqCi2bt1apFxaa7Zs2cK2bduK7LsRvPvuu3z77bccOnSIrKws/jdE16CUokWLFnzwwQc888wzlVRKIYQQQlzvrHkWMvemk/FDGuaEdCxZxmQ4fk0CCGwVTEiXcLyC5LVfXB1SkwQAaWlpDBgwgNTUVMaNG0fz5s3x8fEhISGBJUuW0KJFC2655RYA+vTpw4QJE7BYLCQlJTF9+nQmTZrE8uXLHflZrVYeffRRDh8+zHfffVfsOVeuXEm3bt0ICgq6Jtd4reXm5tKtWzfatGnD0qVLi03Tp08fpkyZwtNPP423tzyOQgghhHCP1Wol52gWad+mkLErFUtmAQDekT6EPhhJcOcwTDf5VnIpxY1I3lgFAPPnzycxMZGvvvqK2rVrO7ZHR0fTs2dPl7T+/v5ERUUBUKtWLfr168eSJUtc0kyZMgWAFStWFBtAFhQU8OWXXzJ79myX7evWreOjjz7i+PHj+Pn5cddddzF58mRq1Sq8rKdh9+7dDBkyhKVLl/L2229z/PhxGjZsyGuvvcbtt9/uknbXrl288cYbJCYm0qxZM2bOnEndunUBOHXqFLNmzWL//v1kZmZSv359xowZQ5cuXdy5fcUaO3YsAF999VWJaTp06EBqaip79uyhffv2l30uIYQQQlQPeWdzSf9PCuk7Usj7IxcAr3BvwrrWILhDKKZ6fnh4lDjdiBBXTAJIgcViYePGjfTq1csleLTz9S3526tLly6xZcsWmjdvXq5zaq1JT0+nWbNmLtvz8vIYM2YMMTExJCcnM3fuXCZMmMCqVatKzS8uLs4RaC5atIiRI0eyefNm/P39AaM1cNmyZcycOROTycTEiROZNm0aK1asAMBsNtOpUyfGjRuHn58fGzdu5LnnnmPdunU0aNAAgKlTp/LFF1+UWo4NGzZQp04dt++DyWSiSZMmEkAKIYQQokRWixXzzxkkf3ae7IPG3AkePh4EtQ8luHMYAbcH4eElQaO4NiSAvEIrL/yL7zN+qPDz5AbnYjr5MQBtg+5iUI0nrlreycnJpKamOgKlsqxevZq1a9ditVrJysqiUaNGLt1X3XH69Gk8PDwcLZl2jz32mOPnunXrMm3aNHr06MGZM2eKDW7tRo8eTceOHQGYNWsWnTt3Zv369fTr1w+A/Px8pk6dSkxMDADDhw9n0qRJWK1WPDw8aNy4MY0bN3bkN2rUKLZt28bXX3/N6NGjAaNFccSIEaVel/M4UHfVrFmTpKSkch8nhBBCiBtb7ukc0nekkL4jmfxL+QD4NwskuH0YgW1C8ArwquQSiupIAkiB1WotV/ru3bvz7LPGspsXLlxg2bJlDBs2jE8++YTAwEC38sjOzsbb2xtPT9eJgA8cOMCiRYs4dOgQKSkpju2nT58uNYB0nmU1MDCQRo0acfToUcc2k8nkCB7BCNry8vJITU0lLCwMs9nMokWL2L59O+fPnyc/P5+cnByUUo5jIiMjiYyMdOv6ysPX15ecnJyrnq8QQgghrj/5qflk/CeV9H+nkHMsCwBPf09CuoYTcl8Efg38K7mEorqTAPIKDarxxFVtDSxJQkICrVu3vqxjAwMDSU9PL7I9LS2NoKAgIiIiCAkJ4dixY27lFxwcTL169QCoV68eb7zxBvfccw8bN250tPiVJTw8nLy8PLKyshzdTM1mMyNGjKB9+/bMmTOHiIgIkpOTGThwIHl5eW5ebfEKT1BjHxtgsRizlMXFxbFz505iY2OpV68e/v7+xMbGupy3IrqwAqSmpnLzzTeX6xghhBBC3DisBVbM+zNI3XwJ80/pYAE8IOCOIII7hhF4dwieJll9T1QNEkBWA/Xr12fHjh2O7pp2v/76K/Xr18fT05MePXqwbt06nnnmmSItffbWsZLGQnp5Gd0nsrOzi91fnCZNmgBw9OhRxzjI48ePk5yczPjx4x2T22zatMmt/H766SfHMWazmSNHjtC7d2+3y7N371569+7Ngw8+CBjXfOrUKaKjox1pKqoL65EjR+jWrVu5jxNCCCHE9S33TA7p36aQtjWZglSji6pvjB/B94QR1D4M7zB5VRdVj9TKamDAgAGsWrWKGTNm0L9/f0wmEzt27GDDhg2O2VPHjx/Pnj176Nevn2MZD5PJxL59+3j//fdZtmyZYxmPrKwszp8/D8DFixdZsmQJvr6+dOjQwXHO3377DbPZzLlz58jNzeXgwYMANGjQAJPJREREBE2bNiUhIcERQNapUweTycSqVasYOHAgx44dY8GCBW5d47vvvktERAQ1a9Zk8eLF+Pj4FJk9tjTR0dFs3ryZ++67D29vbxYvXlykW2l5u7CePn2a1NRUx/hG+z249dZbHV19ExMTOXv2rMu9E0IIIcSNqyAjn8yEdNJ3pJD1ayZYwTPAk9BuEQTfG45fjHRRFVWbBJDVQN26dVm5ciULFixg+PDh5OTkEBMTw4IFC+jcuTMAYWFhrF69muXLl/P++++TlJREUFAQt912G6NHj3bplhkfH098fDwAoaGhKKV47733XMYYvvLKK+zZs8fxu7018JtvvnEEov3792fNmjUMGzYMgIiICOLi4pg/fz6rVq1CKcXEiRN56qmnyrzG559/ntmzZ3PixAkaNmzI0qVLCQgIcPseTZw4kcmTJzNw4EBCQkIYOnToFY9LfOedd1i7dq3jd/s9+Oijj2jTpg1gdHnt0KGDdGEVQgghbmCWXAsZ36WSsScV838zjC6qgJ8KIPSBCALvDMbTTybEEdcHj/JOoHKjS0hIsF7uWMOKdCVjIKuqnJwcunfvzpw5c7jzzjsvKw/7OpC7du0iIiLiKpewYuXm5tKtWzfmzZtXJT7bG7GOiapD6peoSFK/REW6kvqV81sWqZsvkf7vVKzZRtToG+NP4F3BBLULxVS75KXSRPVQVf9+2cpV7Now0gIpKo2vry9xcXEus61WJ0lJSYwcObJK/tEQQgghxOUpSMsnY3caaTuSyTlizKLqHelDcPdIgjuFYbpJgkZxfZMAUlSqu+66q7KLUGnq169P/fr1K7sYQgghhLhC1jwLGT+kkf5tCuZfMqAAYxbVlkGE3h9BQMtgPDyLbcwR4rojAaS4rrVp0watdWUXQwghhBDVUN6FXNK2JJO29RIFaQWAMYtqUIcwgu4OwSfKVMklFOLqkwBSCCGEEEIIN1mtVrJ+ySR10yUyf0wzZlEN9CK0RySh90dgqiNdVMWNTQJIIYQQQgghymAxF5C2M4XUTZfIS7KtkV3fj9BukQS1D8XT17OSSyjEtSEBpBBCCCGEEMWwZBfg87MnpzedxPxLJhRYwcuDoHtCCXswEt/b/PHwkLGNonqRAFIIIYQQQggnuWdySNuWTNqWZAIyfTCTgW+0H4FtQgjpEoF3mLxCi+pLar8QQgghhKj2rHkWMhPSSfs2BfO+dAA8g73IbpePeuJP+NSSCXGEAAkghRBCCCFENZZ/KY+0bcmkfHkRS4ZtJtWG/oR1iySwTQj7ft4nwaMQTmS0r6hUL7/8MosWLXI7fWJiIkopfv75Z7ePiY+Pp2XLlpdTvConNzeXe++9t1zXL4QQQghXVqsV8/4MTs/5jZPPaC6tOQceENazBnXn3kbdGQ0I7hiGp0lelYUoTFogq4HBgwfTsGFDpk6d6rI9Pj6eGTNmsG/fPgAyMjJYvnw5mzZtIjExkaCgIBo0aMDjjz9Ojx498PT0ZPDgwezZswcADw8PIiMjadu2LbGxsdSsWdOR9+uvv87evXs5cuQIUVFRbN26tUi5tNZs2bKFbdu2VeDVV57U1FRef/11x7V37dqVKVOmEBISUuIxEydOZO3atS7b7rjjDlavXg2AyWRixIgRvPnmm/z973+vuMILIYQQNyBLdgHp/04ldfMlcn/LBsC3gT8h94YT3CEUzwCvSi6hEFWfBJACgLS0NAYMGEBqairjxo2jefPm+Pj4kJCQwJIlS2jRogW33HILAH369GHChAlYLBaSkpKYPn06kyZNYvny5Y78rFYrjz76KIcPH+a7774r9pwrV66kW7duBAUFXZNrvNaef/55/vjjD8d9eeWVV3jppZdYunRpqce1b9+eOXPmOH738fFx2d+rVy/i4uI4cuQIDRs2vPoFF0IIIW4gluwCzD9nkvljGpl70rBkWcADgtqHEtY9Er+GAZVdRCGuK9IuLwCYP38+iYmJrFmzhr59+9KwYUOio6Pp27cva9euJSoqypHW39+fqKgoatWqRatWrejXrx+//vqrS35Tpkxh8ODBREdHF3u+goICvvzyS7p06eKyfd26dfTt25eWLVvSrl07xowZw9mzZ0ss9+7du1FKsW3bNh555BGaNWtGnz59+OWXX4qk3bVrFz179qRFixYMHjyY33//3bHv1KlTjBo1ig4dOtCiRQseffTRK2oZPXbsGDt37uS1116jZcuWtGzZkunTp7Nt2zaOHz9e6rEmk4moqCjHv7CwMJf9YWFhtGrVivXr1192+YQQQogbmdViJfO/6fwx7xTHhx/kzLxTpH+bgmeAFxGP1aTewkbUHlNXgkchLoO0QAosFgsbN26kV69e1K5du8h+X1/fEo+9dOkSW7ZsoXnz5uU6p9aa9PR0mjVr5rI9Ly+PMWPGEBMTQ3JyMnPnzmXChAmsWrWq1Pzi4uKYPHkytWrVYtGiRYwcOZLNmzfj7+8PGGMHly1bxsyZMzGZTEycOJFp06axYsUKAMxmM506dWLcuHH4+fmxceNGnnvuOdatW0eDBg0AmDp1Kl988UWp5diwYQN16tRh3759BAQE0KpVK8e+1q1bExAQwL59+4iJiSkxj4SEBNq1a0dISAh33XUX48ePJzIy0iVN8+bN+eGHH0otixBCCFHd5F/KI2NXKilfXyT/XB4Apnp+BLYMJrB1ML4N/PHwlHUbhbgSEkBeoZVnLvB9akaFnyfXFIxJnwSgbWgQg2rXuGp5Jycnk5qa6giUyrJ69WrWrl2L1WolKyuLRo0auXRfdcfp06fx8PBwadkEeOyxxxw/161bl2nTptGjRw/OnDlTbHBrN3r0aDp27AjArFmz6Ny5M+vXr6dfv34A5OfnM3XqVEfgNnz4cCZNmoTVasXDw4PGjRvTuHFjR36jRo1i27ZtfP3114wePRqAsWPHMmLEiFKvyz4O9MKFC0RERLgsLuzh4UFERAQXLlwo8fiOHTvywAMPcMstt5CUlMTbb7/N0KFDiY+Px2T63wxwNWvWJCkpqdSyCCGEENWBNd9C+r9TSfs2mexDZrACXh6EdA0npGu4ETR6SNAoxNUiAaTAarWWK3337t159tlnASNQWrZsGcOGDeOTTz4hMDDQrTyys7Px9vbG09O1F/WBAwdYtGgRhw4dIiUlxbH99OnTpQaQzrOsBgYG0qhRI44ePerYZjKZXFr9atasSV5eHqmpqYSFhWE2m1m0aBHbt2/n/Pnz5Ofnk5OTg1LKcUxkZGSRlsCr7eGHH3b8rJSiadOmdO3ale3bt9OtWzfHPj8/P7Kzsyu0LEIIIURVlpuUQ9rWS6TtSMGSbiy/4dc4gKC2oQS3D8UrRF5zhagI8mRdoUG1a1zV1sCSJCQk0LpZ68s6NjAwkPT09CLb09LSCAoKIiIigpCQEI4dO+ZWfsHBwdSrVw+AevXq8cYbb3DPPfewceNGR4tfWcLDw8nLyyMrK8vRzdRsNjNixAjHJDIREREkJyczcOBA8vLy3Lza4nl7u1Z1+zeRFosFMLrA7ty5k9jYWOrVq4e/vz+xsbEu5y1PF9YaNWpw6dIlRwsnGIH6pUuXqFHD/fpSq1YtatWqxcmTJ122p6SkEBER4XY+QgghxI3AkmMhY3cqaVttrY2AZ7AXoT0iCeseiU+UrNcoREWTALIaqF+/Pjt27HAJZgB+/fVX6tevj6enJz169GDdunU888wzRVr6cnJygJLHQnp5GVNel6dFrEmTJgAcPXrUMQ7y+PHjJCcnM378eOrWrQvApk2b3Mrvp59+chxjNps5cuQIvXv3drs8e/fupXfv3jz44IOAcc2nTp1ymQSoPF1YW7ZsidlsZt++fY5xkPv27cNsNpdrTcpLly5x7tw5lyVSAI4cOcKf/vQnt/MRQgghrmc5J7NI25pM+r9TsJiNL3/9mwUS0iWCoLuC8fCReSGFuFYkgKwGBgwYwKpVq5gxYwb9+/fHZDKxY8cONmzYwJIlSwAYP348e/bsoV+/fo5lPEwmE/v27eP9999n2bJljmU8srKyOH/+PAAXL15kyZIl+Pr60qFDB8c5f/vtN8xmM+fOnSM3N5eDBw8C0KBBA0wmExERETRt2pSEhARHAFmnTh1MJhOrVq1i4MCBHDt2jAULFrh1je+++y4RERHUrFmTxYsX4+PjQ8+ePd2+R9HR0WzevJn77rsPb29vFi9e7Aic7crThbVBgwZ07NiRV199lddeew2AV199lS5duji60p49e5ahQ4fy/PPP88ADD5CZmcmiRYvo1q0bUVFRJCUlMX/+fCIiIrj//vtd8k9ISGDMmDFuX58QQghxvbGYC0j/j9HamHM8CxolH6IAACAASURBVACvcG/Cu0US0iUcn1rS2ihEZZAAshqoW7cuK1euZMGCBQwfPpycnBxiYmJYsGABnTt3BoylIVavXs3y5ct5//33SUpKIigoiNtuu43Ro0dTp04dR37x8fHEx8cDEBoailKK9957z2WM4SuvvMKePXscv9tbA7/55htHINq/f3/WrFnDsGHDAIiIiCAuLo758+ezatUqlFJMnDiRp556qsxrfP7555k9ezYnTpygYcOGLF26lIAA96fmnjhxIpMnT2bgwIGEhIQwdOjQIgFkec2bN48ZM2Y4Wi27du3K1KlTHfvz8vI4ceKEo3uxl5cXhw8f5rPPPiM9PZ2oqCjatGnD22+/7bJW5r59+0hPT+ehhx66ovIJIYQQVY3VYiX7sJm07clk7ErFmmMFDwhoHUxol3ACWgbj4SUT4ghRmTzKO4HKjS4hIcHauvXljTWsSAkJCVTFcl2JnJwcunfvzpw5c7jzzjsvK4/du3czZMgQdu3aVW3GBI4ZM4Y//elPjBw58qrmeyPWMVF1SP0SFUnq1/Uv70IuGbvSSP36IvkXjPkHvKN8COkSTsi94XhH+FRa2aR+iYpUVeuXrVzFflsjLZCi0vj6+hIXF+cy26oo3f9n787joqrXB45/ZoABBAYYNnMJFfVoJqZollqWlVuW5M3K3EhbtczldjXNLdPSTPOnWaZ1y9TKEje0LK+ZWpZKpl21SXFBRVmHYZ8ZZs7vj4G5ImqgIAjP+/Xi1cw53/M9zxlPM/PMd7NarSiK4mq1FUIIIW5Ujjw7OXuyyN6RSf7hXAA0Hhr8ugbg1zkA71t9ZM1GIaohSSBFlerQoUNVh3BD0el0jBw5sqrDEEIIIa6KqhZ1Ud1mIueXoi6qgFfLOvh1CsCngx73APl6KkR1Jv+Hihtax44dMRqNVR2GEEIIIa7AUeBcfiNzczrWU85Z291DPdB3DcTvrgA8QmVCHCFuFJJACiGEEEKICqcWquQdzCH7p0xy92U5Wxu14HuHHv19BrxbSRdVIW5EkkAKIYQQQogKk2/MI3tnJjm/mnFk2wHwCNPh28UffddAaW0U4gYnCaQQQgghhLgmqkMl70AOmXFp5B9yTojj5u+Of68g/Dr74xnhjUYjrY1C1ASSQAohhBBCiKviyLOTszeLzLg0rKed6yfXaeNLwIPBzi6qsmajEDWOJJBCCCGEEKJcCo46Z1LN/jnTNbbRr4s/AX2C8WzkXdXhCSEqkSSQQgghhBDibzksDnL3ZWHemkHBkTwA3EMumEk1TMY2ClEbaKs6AFG7vfrqqyxatKjM5c+cOYOiKPzxxx9lPiY2Npa2bdteTXjVjtVq5Z577inX9QshhBDXwnq2gNRPz3FyxJ8kLzxDwZE86rTxpd7ERoQvaI7h0VBJHoWoRSSBrAUGDx7M66+/Xmr7xYlVTk4O7777Lr179yYyMpJOnToxePBg4uLicDgcrroURUFRFFq0aEHnzp0ZN24cKSkpJep+44036NevH61bt6Zbt26XjMtoNLJ161ZiYmIq7mKrEbPZzCuvvEJUVBRRUVG88sorZGVlXfGY7777juHDh3PHHXegKAq//vprif06nY7hw4czd+7cygxdCCFELaeqKrkHsjk74wSJ445h/iYdjYeWwEdCaPh2U+q92og6kb6yDIcQtZAkkAKArKwsnnjiCdasWcPw4cNZs2YNq1atIjo6msWLF5OUlOQq269fP3bt2sWPP/7IwoULOXbsGBMnTixRn6qqPPLII0RHR1/2nCtWrKB79+74+vpW2nVVpXHjxnH48GGWLVvGsmXLOHz4MP/617+ueExeXh5t27ZlwoQJly3z0EMPER8fz9GjRys6ZCGEELWcPc9O5uY0Esce5dybp8g/lIt3Kx/qjm5Io0UKQY+H4dnQq6rDFEJUIRkDKQCYN28eZ86c4dtvv6Vu3bqu7Y0aNaJPnz4lynp7exMSEgJAWFgY/fv3Z/HixSXKTJ48GYCPPvqIn376qdT57HY733zzDW+99VaJ7evXr2f58uUcP34cLy8vOnTowKRJkwgLC7tk3L/++itDhgzhgw8+4N133+X48eM0a9aM119/nVtvvbVE2d27dzNz5kzOnDlD69atmTVrFg0bNgQgMTGRN998k4MHD5Kbm0vjxo0ZNWoU9957b1levlISEhLYuXMnq1atcrXyTp8+nYEDB3L8+HGaNGlyyeOKE+6MjIzL1h0QEEC7du2Ii4tjzJgxVxWfEEIIcSFbmpXMuDSytmeiFjjQeGjw6+KP/4PBeDWWSXGEEP8jCaTA4XCwefNmHnrooRLJYzFPT8/LHpuRkcHWrVuJjIws1zmNRiPZ2dm0bt26xHabzcaoUaNo0qQJJpOJt99+m7Fjx7Jy5cor1jd79mxXorlo0SKef/55vv/+e7y9nR96VquVJUuWMGvWLHQ6HRMmTGDatGl89NFHgLPl7+6772b06NF4eXmxefNmXnrpJdavX09ERAQAU6ZMYePGjVeMY9OmTdSrV4/9+/dTp04d2rVr59oXFRVFnTp12L9//2UTyLKKjIxk796911SHEEKI2k1VVQr+ysf8bTo5v5rBAW4GdwIeCUF/byBuevmaKIQoTd4ZrtEXK9LY+0tOpZ/HavVjle4kAB3u8OWJQcEVVrfJZMJsNrsSpb+zevVq1q5di6qq5Ofn07x5c5YtW1aucyYlJaHRaFwtmcUeffRR1+OGDRsybdo0evfuzfnz5y+Z3BYbMWIEd911FwBvvvkmXbt2JS4ujv79+wNQWFjIlClTXInbsGHDmDhxIqqqotFoaNGiBS1atHDV98ILL/DDDz+wZcsWRowYAcDLL7/M8OHDr3hdoaGhAKSlpWEwGEosmqzRaDAYDKSlpf3t6/N3QkNDOXv27DXXI4QQovYpNBeSvcNE9s5MrInOtRt1N3sS0CcYv04BaNxlXKMQ4vIkgRSoqlqu8r169eLFF18EnInSkiVLiImJ4euvv8bHx6dMdRQUFODu7o5WW3IY7qFDh1i0aBF//vknmZmZru1JSUlXTCAvnAzIx8eH5s2bc+zYMdc2nU5XotUvNDQUm82G2WwmICCAvLw8Fi1axPbt20lNTaWwsBCLxYKiKK5jgoKCCAoKKtP1VTYvLy8KCgqqOgwhhBA3CIfVQd7+bLJ3mcn9LRvsKrhp8Lldj38PA963+JT40VMIIS5HEshr9MSg4AptDbyc+Ph4oqKirupYHx8fsrOzS23PysrC19cXg8GAXq8nISGhTPX5+fkRHh4OQHh4ODNnzqRLly5s3rzZ1eL3dwIDA7HZbOTn57u6mebl5TF8+HA6derEnDlzMBgMmEwmBg4ciM1mK+PVXpq7e8lbvfhDsnh22dmzZ7Nz507Gjx9PeHg43t7ejB8/vsR5y9OFNTg4mIyMDFcLJzgT9YyMDIKDr/1+yczMxGAwXHM9QggharbCDBtZP5gw/ycDe0Yh4Gxt1N9rwO8uf9x85augEKJ85F2jFmjcuDE7duwokcwAHD58mMaNG6PVaunduzfr169n5MiRpVr6LBZn95bLjYV0c3MDKFeLWMuWLQE4duyYaxzk8ePHMZlMjBkzxjW5zXfffVem+n7//XfXMXl5eRw9evSKM8Be7LfffiM6OpoePXoAzmtOTEykUaNGrjLl6cLatm1b8vLy2L9/v2sc5P79+12zrF6ro0ePcsstt1xzPUIIIWoee66dnF/M5O7LIu/3HFBB46XFv1cQ+nsC8QyXWVSFEFdPEsha4Mknn2TlypXMmDGDxx57DJ1Ox44dO9i0aZNr9tQxY8awZ88e+vfvz+jRo4mMjESn07F//36WLl3KkiVLaNCgAQD5+fmkpqYCkJ6ezuLFi/H09KRz586uc546dYq8vDxSUlKwWq0cOXIEgIiICHQ6HQaDgVatWhEfH+9KIOvVq4dOp2PlypUMHDiQhIQEFixYUKZrfP/99zEYDISGhvLee+/h4eFRavbYK2nUqBHff/899913H+7u7rz33nuuxLlYebqwRkREcNdddzF16lTXGpxTp07l3nvvdXWlTU5OZujQoYwbN44HHngAcLYsnjt3zrVeZGJiInq9nuDg4BLjRePj4xk1alSZr08IIUTN5pwQJw/z9xnk/pqFanMOT/Fs4o3+vkD8Ovuj9XKr4iiFEDWBJJC1QMOGDVmxYgULFixg2LBhWCwWmjRpwoIFC+jatSvgXBpi9erVLFu2jKVLl3L27Fl8fX1p2rQpI0aMoF69eq76YmNjiY2NBcDf3x9FUfjwww9LjDF87bXX2LNnj+t5cWvgf/7zH1ci+thjj/HVV18RExMDgMFgYPbs2cybN4+VK1eiKAoTJkzg6aef/ttrHDduHG+99RYnTpygWbNmfPDBB9SpU6fMr9GECROYNGkSAwcORK/XM3To0FIJZHm98847zJgxw9Vq2a1bN6ZMmeLab7PZOHHiRInuxdu2bePVV191PX/ttdcAePHFF3nppZcAZ0tmdnY2PXv2vKb4hBBC3PgcBXayd5kxf5eBNdHZE8ijng5910B8O+rxqHv5mdSFEOJqaMo7gUpNFx8fr17tWMPKdC1jIKsri8VCr169mDNnDu3bt7+qOorXgdy9e3etGRM4atQobrnlFp5//vkKrbcm3mOi+pD7S1Sm2nh/Wc8WYP4+g+wfM3HkO8ANfDvo0d9nwPtWmRCnItXG+0tcP9X1/iqK65JvJNICKaqMp6cns2fPLjHbqrgyq9WKoiiuVlshhBC1h6qqFBzJI/ObdHL3Ooc6uAW6Y3gwGH23QNwNHlUcoRCiNpAEUlSpDh06VHUINxSdTsfIkSOrOgwhhBDXkT3XTs5uM+Yt6VhPF01sF+FN4MPB+ETpZd1GIcR1JQmkuKF17NgRo9FY1WEIIYQQFUpVVSzH8l2tjapNdXZTvdMf/x4GvJQ60k1VCFElJIEUQgghhKgmHPlFk+JszcB6qnhSHE/87vJH31W6qQohqp4kkEIIIYQQVazgRD5ZWzPI3mVGtTgnxfG5XY//AzIpjhCiepEEUgghhBCiCtiSreTszSJnVyaWk87WRvdgD/TRwejvCcQ9UFobhRDVjySQQgghhBDXiepQyfsjh6ytGeTuywYVZ2tjlB/6+w3UaeOLRiutjUKI6ksSSCGEEEKISubIs5O1IxPzlnRs56wA6MK98O9uwLeDHje9fCUTQtwYqt27laIobsA0YBBwE3AOWAlMMxqNhUVlNMBU4FkgEPgVGGk0Gg9dUE8g8H/Aw0WbNgAvGY1GWXRQCCGEENeFNcmCeUs6WT9mohY4wF2D390B+PcIwivCu6rDE0KIctNWdQCXMB4YCYwCWgAvFz1/9YIy/wLGAS8BHYAU4HtFUfwuKLMKaAf0LPprB3xW2cGL8rHZbPTo0YO9e/eW+ZjY2Fjatm1brvNMmDCB5557rrzhVbqVK1fy/PPPV3UYQgghKpDqUMmNz+LsrJMkjj2KeUsGbnW0GB4PpdF7CmEjGkjyKIS4YVXHBLITsNFoNG40Go0njUbjBpythx3B1fo4GnjLaDSuMRqN/wWGAn7Ak0VlWuJMGp81Go27jUbjbuA5oI+iKMr1v6SqNXjwYF5//fVS2y9OxHJycnj33Xfp3bs3kZGRdOrUicGDBxMXF4fD4XDVpSgKiqLQokULOnfuzLhx40hJSQHg0KFDKIrCvn37LhnL6NGjeeKJJ1zPV69eTWhoKB06dKjIS64WLBYLEyZM4KGHHqJVq1YMHjy4VJn+/fvz3//+97KvlxBCiBuHLc2KaX0qp0b/xbm3E8k/mINXyzrUHd2Q8IUKhkdCcfevdp2/hBCiXKpjArkLuFdRlBYAiqLcAnQDNhftbwzUBb4rPsBoNOYDO3AmnwB3AjnAzxfU+xOQe0EZcYGsrCyeeOIJ1qxZw/Dhw1mzZg2rVq0iOjqaxYsXk5SU5Crbr18/du3axY8//sjChQs5duwYEydOBKBVq1a0bNmSNWvWlDqHyWRi69atPProo4BzkeTly5e7ntc0drsdnU7HoEGD6Nq16yXL6HQ6HnroIZYvX36doxNCCFERVIdK7u/ZnHv7FKde+ov0z5OxmwrR3xtIw9kRNJjaBN87/NG4ycQ4QoiaoTr+DDYbZ2viYUVR7DhjnGk0GhcX7a9b9N/ki45LBupfUCbVaDSqxTuNRqOqKErKBcdfVnx8/DWEX3muNq7s7GxSUlJKHX/y5Ensdjvx8fF8/PHHJCYmMnfuXIKCgsjKygKgUaNGTJ48mdOnT5OcnEx2djbZ2dkkJia66unYsSNr16511d+xY0c+//xz+vTpg5eXl6vcN998g7u7OzfddBPx8fEcP36cU6dOERgYWCK2zz//nH379pGWloa/vz933HEHjz76KDqdrlTcAF9//TV79uyhV69exMbGkpWVRWRkJM888wx6vR6A9PR0srOzeeONN4iLi8NisdC+fXueeuopPD09AThw4ADr1q3j9OnTaDQamjRpwpAhQ6hfvz5Xq2/fvgDs3LmT7OzsS/4b1q9fn+XLl/Pzzz+7Yqkq1fXeFzWD3F+iMl3v+0uTBx5/uOF5wA2t2ZkcFtZ1YG1jx9bcQabXeU6nnYe06xqWqCTy/iUq0412f1XHBPJxYAjO7qiHgNuABYqinDAajR9djwCioqKux2nKJT4+/qrj8vPzIzQ0tNTxp06dws3NjbZt27J371769u1L9+7dy1VXRkYGf/31F1FRUa5tzZo14/PPPycpKYn+/fu7jp02bRp9+vShc+fOAPzxxx/cfPPN3H333SXO8csvvzBgwADCwsJISEhg6tSpNGzYkNGjR5eIu/h8P//8MxkZGRw4cIBly5aRn5/PlClT+PLLL/nggw8ACAoK4rfffqNp06asXLmSc+fOMXr0aNq3b+8aG5mWlsbIkSNRFIWCggLef/99Fi5cyKZNm1zJ64MPPliiNfZi9erVY9OmTaW2b9q0CbPZfMl/w1tuuYWZM2ei0Wiq9N67lntMiL8j95eoTNfz/rKcyMcUl0bOr1lQqKLRafC7NwD9/QYZ11hDyfuXqEzV9f66UlJbHRPIt4G5RqPxi6LnfyiKEo5zEp2PgPNF28OAxAuOC7tg33kgRFEUTXErZNHYydALylSItBXnyfnFXJFVXpKfVcdJnREA3zv8CR70tw2pZWYymTCbzURERJSp/OrVq1m7di2qqpKfn0/z5s1ZtmyZa79er6d79+6sWbPGlUAePHiQv/76izfeeMNV7uzZs4SGhpaqf+TIka7HDRo04LnnnuPjjz92JZCXUlBQwOzZs6lXrx4A06dPZ+DAgZw8eZJGjRoB4Ovry/Tp03FzcyMiIoKePXuye/duVwLZo0ePEnW++eabREVFcfDgQdq3bw/Ahx9+SGFh4WXjcHcv//9S3t7e+Pn5cebMmXIfK4QQovKpqkregRwy49LI/28uAB71PfG/34Df3QG4+bhVcYRCCHH9VMcEsg5gv2ibnf+N1zyBMwl8ANgLoCiKF3AX8EpRmd2AL86xkMXjIO8EfCg5LlLg/GAsj169evHiiy8Czla7JUuWEBMTw9dff42Pjw/gnBxmyJAhJCQkEBERwZo1a2jevDlt2rRx1WOxWC7ZZfPbb7/l008/JTExkby8POx2u2sSn8sJCwtzJY8Abdq0QavVkpCQ4EogmzZtipvb/z7kQ0NDOXDggOt5YmIiCxYs4MCBA2RkZKCqKg6Hg3PnzrnKXEt31ivx9PTEYrFUSt1CCCGujj27kKztmWTvNGFNdL5He7f2IaBPMHUifdFoZFyjEKL2qY4J5EZggqIoJ3B2YW0LjAWWg2ss47vAREVR/gT+Al7DOWnOqqIyRxRF+RZYoijKs0X1LgHijEajsSKDDR5Ut0JbAy/H2bzd+qqO9fHxITs7u9T2rKwsfH19MRgM6PV6EhISylSfn58f4eHhAISHhzNz5ky6dOnC5s2bXS2Ot99+O+Hh4axZs4ZRo0axadMmV9JZLDAwkMOHD5fY9vvvvzN27FhGjhzJXXfdhV6vZ9u2bcyePftqLr2Ei1sHNRpNieT5ueeeo27durz++uuEhYXh5ubGgw8+iM1mc5W52i6sf8dsNmMwGMp9nBBCiIpnOZFP5pZ0cn4yo9pU0IJvZ38C+wTj2Vi6qQoharfqmEC+BMwAFuPscnoOWApcuA7FHMAbeA8IBH4FuhuNxguzpCeBhcCWoucbgJIZTC3RuHFjduzYgaqqJX4tPXz4MI0bN0ar1dK7d2/Wr1/PyJEjqVu3ZEJc3DJ2uQleilv1CgoKXNs0Gg3/+Mc/WL58OU2aNKGgoMA1oUyxli1bsmLFChwOB1qts4H5t99+IywsrEQ31islbMWSk5M5d+4cN910E+DsMutwOMrcLddkMnH8+HGmTp3KHXfcATiXJLm4u2pldGFNTEzEYrFwyy23lPtYIYQQFUN1qOTuySLz23QK/swDwKOuDv8Hirqp+lXHr0xCCHH9Vbt3w6IkcHTR3+XKqMC0or/LlTEBgyo4vBvSk08+ycqVK5kxYwaPPfYYOp2OHTt2sGnTJhYvdk5uO2bMGPbs2UP//v0ZPXo0kZGR6HQ69u/fz9KlS1myZAkNGjQAID8/n9TUVMA5u+nixYvx9PR0TY5TLDo6mgULFjBnzhzuv/9+AgMDS+zv2LEjFosFo9FIy5YtAeesr8nJyWzYsIG2bduyc+dO4uLi/vYavby8GD9+PK+++ioFBQVMmzaNe+65x9V99e/4+/sTGBjIV199xU033URycjJz5swplRCWtwvrsWPHsNlsmEwmcnNzOXLkCIDregH27dtHw4YNyxyrEEKIiuOwOsjelUnmhjRs560A1Gnji3/PIOq08UWjlW6qQghxoWqXQIqK17BhQ1asWMGCBQsYNmwYFouFJk2asGDBAtf6hAEBAaxevZply5axdOlSzp49i6+vL02bNmXEiBElxhfGxsYSGxsLOBMvRVH48MMPadKkSYnzhoWFcffdd/PDDz+UmI21WGBgIN27d2fDhg2uhKpbt24MHz6cWbNmYbFY6Ny5M6NGjWL69OlXvMb69evz4IMP8vzzz2MymejcuTMzZ84s82uk1WqZP38+M2fOpE+fPoSHhzN+/HhGjRpV5jou5dlnn+Xs2bOu59HR0QBc2JN606ZNPPbYY9d0HiGEEOVTmFmI+ft0sr7PwJ5lBzcNfvcEEPhwCLp6VbukkhBCVGea8k6gUtPFx8er1XUq3eoY17U6evQoQ4YM4fvvv8fX1/eq6li4cCFbtmwpU0tldfPXX38RExPDli1b8PPzq9JYauo9JqoHub9EZSrP/WVJLCBzcxrZu8xQqKL1cUN/fyABPYJwN3hUcqTiRiTvX6IyVdf7qyiuS3bBkBZIUaWaNWvG+PHjOXPmDC1atKjqcK67lJQUZs+eXeXJoxBC1GSqo2gZjs1p5P9RtAxHXR0BvYPwuzsQrZf2b2oQQghRTBJIUeWKu3XWRl26dKnqEIQQosZyWB1k78gkc3M6tqSiZTha+RDQO4g6bf1kfKMQQlwFSSDFDe+ll17ipZdequowhBBCVBPWcxayt5swbzPhyC4a33h3AAG9g/BsJMtwCCHEtZAEUgghhBA1Qr4xD9P6VPJ+c67qpfV1I/CREPy7G3APlPGNQghRESSBFEIIIcQNS1VV3E5qOLv5BPmHnOMbvZQ6+D9gwKeDHq2njG8UQoiKJAmkEEIIIW44xes3Zn2Xge9JHfnk4t3aB0O/ULxb+lR1eEIIUWNJAimEEEKIG4Y9z475m3TMW9KL1m8EW1M7jYc1x6uJjG8UQojKJgmkEEIIIao9y+kCMjelkbPbjGpxrt8Y2DcY/x5BHDhxUJJHIYS4TiSBFEIIIUS1pKoq+YdzyYxLI29/DgDuoR7432fAv7sBrbebs+CJKgxSCCFqGRlZLqqc2WymU6dOJCYmlvmYhQsX0qdPn3KdZ/Dgwbz++uvlDa/SzZ49mxkzZlR1GEIIUW2oqkrOnizOTDpO0oyT5O3PwUupw03/vJnwd5sT2Dfkf8mjEEKI60oSyFrgcolTbGwsbdu2dT3Pycnh3XffpXfv3kRGRtKpUycGDx5MXFwcDofDVZeiKCiKQosWLejcuTPjxo0jJSXFVc+ZM2dQFIU//vij1Dmfe+45JkyYUGLbBx98QNeuXbn55psr6pKrjZSUFMaNG0fPnj1p2bJlqWsHeOaZZ1i7di2nT5+uggiFEKL6sOfayfw2ndPjj3F+XiKWE/n4dNDTYEYTGkxvgk97PRqtpqrDFEKIWk26sAoAsrKyePLJJzGbzYwePZrIyEg8PDyIj49n8eLF3HbbbTRo0ACAfv36MXbsWBwOB2fPnmX69OlMnDiRZcuWlfu8+fn5fP3117z//vsVfUnVgtVqJTAwkGeffZbVq1dfsozBYKBLly6sWrWK8ePHX+cIhRCi6lnPWjBtTHWNb8QNfO/0x9A/FF09z6oOTwghxAUkgRQAzJs3jzNnzvDtt99St25d1/ZGjRqV6irq7e1NSEgIAGFhYfTv35/Fixdf1Xl//PFHNBoNUVFRrm12u53Jkyfzyy+/kJaWRt26denfvz/Dhw9Hq710o/mECRMwmUy0adOGFStWkJ+fT8+ePZk6dSpeXl6ucg6Hg3nz5vHll1+i1WqJjo7mlVdecdW7fv16li9fzvHjx/Hy8qJDhw5MmjSJsLCwq7q+Bg0a8NprrwGwZcuWy5br1q0b8+bNkwRSCFGrFBzLw7Q+jdx9WaD+b3yj3z2BuPvLVxQhhKiO5N1Z4HA42Lx5Mw899FCJ5LGYp+flf/3NyMhg69atREZGXtW59+3bR6tWrdBo/tclyeFwEBYWxrvvvovBYODgwYNMmTKFgIAA+vfvf9m69uzZg6enJ5988gnJyclMnDiRuXPnuhI4gI0bNzJkTMMNgAAAIABJREFUyBC++OILjhw5wj//+U9atWrlSpJtNhujRo2iSZMmmEwm3n77bcaOHcvKlStddVzY7fdSoqKiyt0a27p1a5KTk0lMTKyRXXmFEKKYqqrkH8zBtCGN/EO5AHhGeBPYN1i6qAohxA1AEshrlPbFCnL2/lLp5/GzWjm5SgeAb4c7CH5iUIXVbTKZMJvNRERElKn86tWrWbt2rfNLQH4+zZs3v2TCNGjQoFIthhaLhYcfftj1PCkpidDQ0BJlPDw8ePnll13PGzRowOHDh9m0adMVE0g3NzfefPNNfHx8aN68Of/85z+ZNGkSY8eOpU6dOgA0bdrUVXfjxo356quv2L17tyuBfPTRR131NWzYkGnTptG7d2/Onz/vSq7XrVt3xdfnwhbPsipu4Tx79qwkkEKIGkl1qOT8mkXmxjQsx/MB8I70JfDhYLxb+ZT4IVEIIUT1JQmkQFXVcpXv1asXL774IgBpaWksWbKEmJgYvv76a3x8fFzl3nnnHZo1a1bi2MmTJ5d4brFYCA4OLnWOzz//nK+++oqkpCQsFgs2m4369etfMS5FUUqcv23btthsNhITE2nRooWrzIVCQ0NJT093PT906BCLFi3izz//JDMz07U9KSnJlUCGh4dfMY6rUdzKW1BQUOF1CyFEVXJYHWT/mElmXBq2ZCtowOd2PYGPhODVWNZuFEKIG40kkNco+IlBFdoaeDnx8fElxgmWh4+PD9nZ2aW2Z2Vl4evri8FgQK/Xk5CQUKb6/Pz8XElUeHg4M2fOpEuXLmzevLlEC2FYWFipZMvbu+SXhYCAAMxmc4ltmzdvZtasWYwfP562bdvi6+vLypUr2bp1a5niuxJ395K3vEajcSXQeXl5DB8+nE6dOjFnzhwMBgMmk4mBAwdis9lcx1RGF9bi18BgMJTrOCGEqK7suXbM32dg/iYdu7kQ3DXo7wskoE8wuptkYhwhhLhRSQJZCzRu3JgdO3agqmqJLkKHDx+mcePGaLVaevfuzfr16xk5cmSpcZAWiwW4/FhINzfnWlxX03p2yy23sHbt2hLb4uPjadOmDYMG/S8xL8sakX/99Rd5eXmu7qq///47Hh4eZe4Sevz4cUwmE2PGjKFhw4YAfPfdd6XKVUYX1qNHj+Lh4UHz5s3LfawQQlQnhRk2MjenY/5PBmq+A623loC+wQT0CsI9wKOqwxNCCHGNJIGsBZ588klWrlzJjBkzeOyxx9DpdOzYsYNNmza5Zk8dM2YMe/bsoX///q5lPHQ6Hfv372fp0qUsWbLEtYxHfn4+qampAKSnp7N48WI8PT3p3LlzuWPr0qULc+fOxWQyERgYCDhnfo2NjeXHH38kPDycTZs2sXfvXvz9/a9YV2FhIRMnTmTkyJGkpKTwzjvv8Nhjj7kSyr9Tr149dDodK1euZODAgSQkJLBgwYJS5crbhfXIkSOAc51NjUbDkSNH8PDwoGnTpq4y+/btIyoqqlQLrRBC3AhUVaXgzzzMWzPI+SUL7CpuAe4EPBKC/n4DbnXcqjpEIYQQFUQSyFqgYcOGrFixggULFjBs2DAsFgtNmjRhwYIFdO3aFXB2JV29ejXLli1j6dKlnD17Fl9fX5o2bcqIESOoV6+eq77Y2FhiY2MB8Pf3R1EUPvzwQ5o0aVLu2BRFITIyks2bNzNw4EAAHn/8cdcMqaqq0r17d5566inXOS/n9ttvp2nTpgwZMoSCggK6d+/OK6+8UuZYDAYDs2fPZt68eaxcuRJFUZgwYQJPP/10ua/rQtHR0SWe//DDD9SvX59t27a5tsXFxTFq1KhrOo8QQlxvqr1oYpy4/02M41FPR0CfYPR3BaDxuPTSS0IIIW5cmvJOoFLTxcfHq1c71rAyXcsYyOpux44dzJw5k82bN7u6w5ZX8TqQS5YsqeDoKt/27duZM2cOGzZsKDVG83qqyfeYqHpyf9UsDouDrP9kkLk5ncI0m3NinPZ6AnoH4dWiznWfUVXuL1GZ5P4Slam63l9FcV3yzVxaIEWVu/vuuzl58iTnz5//25lWa6K8vDzefPPNKk0ehRCiLBwFDsxbM8jcmIrdbEej0+Df3YB/7yB0dWViHCGEqA3kG6uoFoYMGVLVIVSZ3r17V3UIQghxRbbzFrJ+MJH1gwl7lh2Nt5bAR0II6BWEm16+SgghRG0i7/qiRnjrrbeqOgQhhKhxCk7kkxmXRs7PZlBB660lsF8IAb2DcPOVrxBCCFEbybu/EEIIIVxUh0rOL2ZMG9KwnnQuz6Rr6Elg3xB8btej1cnEOEIIUZtJAimEEEIIHHl2zNtMmLekU5hqAy34tPdDf7+BOm18r/vEOEIIIaonSSCFEEKIWsyea8f8bTqZcWk48h1oPDXo7w0kMDoEjzBdVYcnhBCimpEEUgghhKiFbMlWzFszMG/NQM13oPVzw/BEGP73B8r4RiGEEJclnxBCCCFELaGqKvmHc8ncnE5efDYAbv7uBPQLwf9+A1rvq1uLVwghRO0hCaQQQghRw6mqSu6+bDK+TsF6yjkxjlczb/QPGPC9w18mxhFCCFFmkkAKIYQQNZSqquT9nkPGV8lYjheABnzv9Me/VxBezbxlYhwhhBDlJglkLTFhwgRMJhNLlixxbfvhhx8YPXo0MTExuLu7s2XLFuLi4i55fLdu3Rg4cCDDhw8vsX3hwoWljktLS+ODDz5g+/btnD9/nsDAQBRFYfDgwXTt2tVV39mzZwHQarUEBwdz77338q9//QtfX9+KvnwhhKhVHFYHObvNmL/PwHIs35k4dvLH8I9QdPU9qzo8IYQQNzBJIGupdevW8dprr/HKK68wdOhQFi5cWCH1njlzhgEDBuDj48PYsWNp0aIFqqqye/dupk6dyvbt211lR44cyYABA3A4HCQkJDBx4kQ0Gg3Tp0+vkFiEEKK2sSZZMG/NIPtHE45cBwA+HfQY+ofiebNXFUcnhBCiJpAEshb65JNPmDt3LjNnzqRv374VWndx8rdmzRp8fHxc2yMiInj44YdLlPXx8SEkJASAsLAwevXqxb59+yo0HiGEqA1saVbSVyWT87MZKJoYp68B//sMeITKUhxCCCEqjiSQtcz8+fP55JNPeO+991zdSStKZmYmO3fuZPTo0SWSx2J6vf6yxyYlJbFr1y46duxYoTEJIURNZkuxYtqQRvaPJlSbimcTbwIeCsa3gx8ad5kYRwghRMWTBPIanU9bgTnnl0o/j87PivGk81dkf987qBs8qNx1/PTTT2zfvp0lS5ZUePIIkJiYiKqqRERElKn8/PnzWbRoEXa7HYvFQvv27RkzZkyFxyWEEDWN9ZwF09pUsndlggPcQz0w9AvF7+4ANFqZGEcIIUTlkQSyFmnevDnZ2dksWrSIdu3aXbFF8Gqoqlqu8k899RSPPvooqqpy7tw55s+fz3PPPcfy5cvRauWXcyGEuFhhho2M2BSytpnAAboGngRGh+B7pz8aN0kchRBCVD5JIK9R3eBBV9UaWF7x8fG0joq6pjpCQkJ4//33GTJkCDExMfz73//G39+/TMf6+PiQnZ1dantWVpZr1tTw8HA0Gg0JCQk88MADf1tnQEAA4eHhADRq1Ahvb28ef/xxfv31V+68885yXJkQQtRsltMFZMalkb3LDHYVj5t0BD0ehs/temlxFEIIcV1JM08tExYWxmeffUZ+fj4xMTGYTKYyHde4cWMOHTpUavvhw4dp3Lgx4EwIu3TpwooVK8jNzS1VNisr64rnKG51zM/PL1NMQghR0xUk5JH05klOv3KM7B8z8QjzIPTZetw8txm+d/hL8iiEEOK6kwSyFgoNDeWzzz7DZrMxdOhQMjIyALBYLBw5cqTE34kTJwCIiYlh165dvPfeexw7doyjR48yf/58fv/9d2JiYlx1T506FYB//OMffPPNNxw/fpyEhARWrVpVahbW3NxcUlNTSUlJ4eDBg7z99tsYDAbatm17fV4IIYSohlS7Ss4eM2dfP8GZScfJO5CDV8s63PTKzdw8txn6bgbpriqEEKLKSBfWWio4OJjly5cTExPD0KFDiYqKIjExkejo6BLlWrVqRWxsLO3atWPp0qUsXryYTz/9FI1GQ/Pmzfnkk09QFMVVvmHDhsTGxrJkyRLmzp1LcnIyAQEBtGjRgtdff71E3e+99x7vvfceAAaDgdatW/Pxxx8TGBhY+S+AEEJUM2qhSvZPmWSsSaEwxQaA960+BD4SQp1WvlUcnRBCCOEkCWQt8dZbb5XaZjAY2LBhg+v5tGnTrlhHly5d6NKly9+eKzQ0lMmTJzN58uTLltm2bdvf1iOEELWBw+oga2sGpvVp2M2F4KZBf7+BgJ4GdA28qjo8IYQQogRJIIUQQogq4LA6yNmVSUZsKoVpNrR1tPj3CiLgwSA8gnVVHZ4QQghxSZJACiGEENeRPauQrB9MZH6Tjj3T2eIY8GAQgX1DcNPLx7IQQojqTT6phBBCiOvAlmrFtD6V7B8zUW0qGm8tAQ8FE9AzCPcgj6oOTwghhCgTSSCFEEKISmRLsWJal0rWjyawg3uoBwG9gvG7KwA3X7eqDk8IIYQoF0kghRBCiEpgz7Fj2piKeXM6qk3Fo64Owz9C8e3kL8twCCGEuGFJAimEEEJUIFtyUVfVnc6uqu4Gd4KerOtMHLWSOAohhLixSQIphBBCVIBLdVX1fyAI/+4GtJ7aqg5PCCGEqBCSQAohhBDXoNBciGldKubvMsCu4lHPE8M/QvC9U1ochRBC1DySQAohhBBXwZ5rJ3NTGpmb01ELHLiHeBD0WBi+nSVxFEIIUXNJnxrBmTNnUBSFP/74o6pDEZcRGxtL27ZtL/tcCHH92LMLSV+dzKlRRkyxqWg9tQQ/dRPh85vhd1eAJI9CCCFqNGmBrOEURbni/kceeYQXX3zxOkVTfdntdj766CPWrl1LUlISOp2Ohg0bEh0dzZAhQ6o6vFJ69+5N165dqzoMIWoVe1Yhpo1pmL/LQLU40Pq5ETQgDP8eQWi95PdYIYQQtYMkkDXcrl27XI+3b9/Oa6+9VmKbl5cXZrO5KkKrVhYtWsSqVauYMmUKkZGR5OXlceTIEc6ePVvVoV2Sl5cXXl5eVR2GELWCLdWKaW0qWTsyoVDFLdCdwMdD0XczSOIohBCi1pFPvhouJCTE9efn53fZbQBJSUk89dRTtGnTht69e/PTTz+VqGvv3r3079+f1q1b06lTJ2bNmoXVanXtHzx4MFOnTuWtt97i9ttv54477uDTTz/FarUyffp02rdvzz333MO6detcxxR3n924cSMDBgygdevW9OzZs0SSa7PZeOONN+jSpQu33norXbt2Ze7cua79ZrOZ8ePH06FDByIjI4mJieHo0aOu/cXdPXfv3k2fPn247bbbGDx4MKdPn3aV2bZtG0888QQPPvggDRs2RFEUoqOjGTlypKvMwYMHGTZsGB07dqRdu3YMGDCA/fv3l3iNFEVh1apVvPDCC7Rp04YePXrwyy+/cP78eYYPH85tt91G3759OXToUKn4tm3bRo8ePWjdunWp+C52cRfWhQsX0qdPHzZt2sT9999P27ZtGTFiBBkZGa4yhYWFzJo1iw4dOtChQwdmzZrF1KlTGTx48GXPI0RtVphuI+WjJE6NPkrWNhMewR7OrqoLmhPQO1iSRyGEELWSfPoJl/nz5zN48GDWr19P69atGTt2LLm5uQAkJyfzzDPP0LJlS9atW8fMmTPZtGkT8+bNK1HHxo0b8fHxYfXq1Tz77LPMmjWLESNG0KhRI9asWUN0dDSvvfYaKSkpJY57++23GTx4MOvWraNz586MGDGC5ORkAD777DO+//575s+fz3fffcf8+fNp3Lix69gJEyZw4MABFi9ezFdffYWXlxdPP/00BQUFrjJWq5UlS5Ywa9YsvvjiC7Kzs5k2bZprf3BwMHv27CEtLe2yr09ubi4PP/wwq1at4quvvqJly5Y8++yzmEymEuXef/99HnzwQdavX8+tt97K2LFjmTRpEgMGDGDt2rWEhoYyYcKEEsdYrVYWLVrErFmz+PLLL3E4HLz44ouoqlqGfzmns2fPsnnzZhYtWsTHH3/MkSNHePfdd137P/74Y9auXcsbb7zhOkdcXFyZ6xeitig0F5L6SRInX/6LrO8z8Aj2IHREfW5+pxkBPYLQ6uSjUwghRO0lXViv0Yq0L/glZ2+ln8fqZ0V3chUAd/h2YFDwExV+jpiYGLp16wbA2LFjWbduHUeOHKF9+/asWrWK0NBQpk2bhlarJSIignHjxjFlyhRefvllvL29AWjWrBkvvfQSAE899RQffvgh7u7uDB06FICRI0eybNkyfvvtN3r27Ok694ABA+jduzcAkyZNYteuXaxatYoxY8aQlJREo0aNaN++PRqNhnr16tGuXTsATp48ybZt21ixYgUdOnQAnMnoPffcw8aNG+nfvz/gbH2bMmUKTZo0AWDYsGFMnDgRVVXRaDS8+uqrjBo1ii5duhAREcFtt91G165deeCBB9BonBNi3HnnnSVer8mTJ/Pdd9+xY8cO+vbt69oeHR1Nnz59AHjuueeIi4ujS5cu3H///QA8/fTTDBkyhIyMDAwGgyu+SZMmERUVBcCcOXO4//772b17N506dSrTv19hYSFvvfWWq1X5scceIzY21rV/+fLlPPPMM/To0cP1Ou/cubNMdQtRG9hz7Zi/Tce0Mc05q2qoB4Z+oc6JcdxkYhwhhBACJIEUF7hwwp3Q0FAAVxfIhIQE2rRpg1b7v1/eo6KisNlsnDp1ihYtWpSqQ6PREBQUVGKbh4cHer2e9PT0Eue+7bbbXI+1Wi2RkZEkJCQAzol+hg0bRo8ePejcuTNdu3bl7rvvRqvVkpCQgFarLXG8n58fzZs359ixY65tOp3OlTwWX5/NZsNsNhMQEEDTpk2Ji4vjv//9L7/99ht79+5l9OjRdO7cmSVLlqDVaklPT2fBggX8+uuvpKWl4XA4KCgo4Ny5c5d9HYODgwFo3rx5qW0XJpDF11ysfv36hIaGcuzYsTInkPXq1SvRJTk0NNT1OmdnZ5Oamkrr1q1d+zUaDZGRkZw/f75M9QtRU9nz7GR9n4EpLg1Hth03fzcMT96EvpsBjbskjkIIIcSFJIG8RoOCn6iU1sCLxcfHu1qnKou7+/9uh+JWN4fD8bfHFZe9uI7ifZfaVp6uma1ateI///kPu3btYvfu3YwfP54WLVrw73//+5rigpLXV5zEFY+jXL9+Pf/617/Yu3cvHTt2ZPz48aSnp/Pqq69Sv359dDodMTEx2Gy2EnVffK7Lbbv4tb0w3qvh4eFRqr7yvM5C1DaqXSVru4n0L5JxZNvRemsxPB5KQM8gtN5uVR2eEEIIUS3JQA5RJhERERw4cKBE0hMfH4+Hhwc333zzNdd/4MAB12NVVTl48CARERGubb6+vvTs2ZPp06fz4Ycf8ssvv3Dq1CkiIiJwOBz8/vvvrrI5OTn89ddfJY6/Gk2bNgUgLy8PcF7voEGDuOeee2jWrBk+Pj6kpqZe0zmKORwODh486HqelJRESkrKNV9DMT8/P0JCQkqs9amqqqz9KWol1aGS/XMmia8cJXVpEqpVxfB4KOGLFAyPhEryKIQQQlyBtECKMnnyySf59NNPmTZtGkOHDuX06dO88847DBo0yDX+8Vp8/vnnNGrUiObNm7Nq1SqSkpIYMGAAAP/+978JCQmhZcuWuLu7s3HjRnx9falbty7e3t7cd999TJkyhRkzZuDn58f8+fPx9fXloYceKvP5R40aRbt27Wjbti3BwcGcOXOGefPmERwc7JrttHHjxmzYsIE2bdqQl5fH22+/XarV72q5u7sza9YsJk2ahJeXF7NmzaJp06Zl7r5aFkOGDOGjjz6icePGRERE8OWXX5KamkpISEiFnUOI6kxVVXL3ZZPxVTLWRAu4gf6+QAz/CMXdUDH/LwshhBA1XbVMIBVFuQl4C+gN+AHHgReMRuOPRfs1wFTgWSAQ+BUYaTQaD11QRyDwf8DDRZs2AC8ZjcbM63UdNUlYWBhLly5lzpw59O3bF71eT58+fRg7dmyF1D9u3Dg++eQTDh06RL169Vi0aBF169YFwMfHh48++oiTJ0+i0Wi45ZZbWLp0qStxffPNN5k1axYvvPACFouFdu3asWzZsnKtk9ilSxc2b97Mhx9+SFZWFkFBQbRr14433niDgIAAAGbNmsXkyZPp168foaGhvPjii6VmYL1aOp2O559/nvHjx5OUlMRtt93GokWLrrlb64WGDRtGamoqr776KhqNhn79+vHAAw9cceZZIWoC1aGSG5+NaW0qluP5oAG/uwMw/CMUjzBdVYcnhBBC3FA01W2MlKIoAcBvwC5gEZAKNAGSjEbjkaIy44HXgBjACEwBugCK0WjMLirzDXAz8HRR1cuA40aj8YrNUvHx8WpljzW8GtdjDGRVOHPmDPfddx9ff/11iQleapPY2FhmzJhRak3J6yE6OpqoqCgmT55cY+8xUT1Uxf2lOlRy92aRsSYVa6JzWR/fO/QY+oehq+95XWMRlUvev0RlkvtLVKbqen8VxXXJlozq2AL5L+Cc0WgccsG2E8UPilofRwNvGY3GNUXbhgIpwJPAEkVRWgI9gS5Go3F3UZnngJ2KoihGo9F4fS5FiOrj7Nmz7Nq1iw4dOlBYWMjq1asxGo3MmDGjqkMTokKpqkreb9mkf1nUVVUDfl38CXwkBF39svdMEEIIIURp1TGBjAa+VRTlS+BeIAln6+F7RqNRBRoDdYHvig8wGo35iqLsADoBS4A7gRzg5wvq/QnILSojCaSodbRaLevWrWPOnDk4HA6aNm3K0qVLa23Lr6iZ8v/MJf3zZAqMec7E8a4AZ+JYT1ochRBCiIpQri6siqJ8DMwwGo0nLrEvHJhqNBqHXUtAiqIUFD2cD6wGbgMWAhOMRuMiRVE64UwGw41GY+JFsdU3Go09FEWZCDxtNBqbXFT3cWCp0Wh883Lnj4+Pr159eoUQQvwtbboGz5/c0BmdM6jamtopuMuOI1je0oUQQoirUVFdWGOAD7igS+kFgoGhwDUlkDiXFtlnNBpfLXq+X1GUZsBInGMiK1017odc1WGIGkzuMVGZKuv+sp23kLEmlexdmaCCZ4Q3wUNvwrt5nQo/l6i+5P1LVCa5v0Rlqq73V3x8/GX3XU0X1sv9nKsA6VdR38XOAYcv2nYEeLno8fmi/4YBiReUCbtg33kgRFEUTVG31+Kxk6EXlBFCCHGDsqVZMcWmkrXdBA7Q3exF0GOh1Inyq9DZi4UQQghR0t8mkIqivAC8UPRUBVYpipJ/UTEvnGMTV1dATD/hTEYv1Bw4VfT4BM4k8AFgb1GMXsBdwCtFZXYDvjjHQhaPg7wT8KHkuEghhBA3kEKTDdP6VMxbTVCo4lFPh6F/GL4d9Wi0kjgKIYQQla0sLZBJQHEb5q04J6BJvaiMFVgMfFQBMc0HflYUZRLwJdAWGAVMBDAajaqiKO8CExVF+RP4C+eSHjnAqqIyRxRF+RbnjKzPFtW7BIiTGViFEOLGY88qxLQxDfOWdFSrinuoB4ZHQ/HrHIDGTRJHIYQQ4nr52wTSaDSuB9YDKIoC8PqlJtGpKEajca+iKNHALGAyzm6qk3EmqMXmAN7Ae0Ag8CvQvXgNyCJP4px8Z0vR8w3Ai5UVtxBCiIqnOlTM32WQ8WUyjnwHbgZ3DP1C0d8TiMZdEkchhBDieivXGEij0fhU8WNFUQKAm4G/jEZjweWPKj+j0bgJ2HSF/SowrejvcmVMwKCKjEsIIcT1oaoqufuyyVidjPW0BW0dLcFD6qK/34BWp63q8IQQQohaq9yT6CiK8jgwA4go2tQB+E1RlC+AH4xG45IKjE8IIUQtU2otx64BBA2oi3tAdVy6WAghhKhdyvVprCjKM8D7wFKcYxIvnDRnDzAQ51hDIYQQolwsp/JJ/yKZvP05APhE+RH0ZF109T2rODIhhBBCFCvvz7n/BN4yGo2vKYridtG+P4EWFROWEEKI2sJ6poCMr1PI+SULAK+WdQgaUFfWchRCCFGjqKqK3ZGNw1GAxXYOmy0drXsKUP3WgbyS8iaQ4cC2y+zLB/TXFo4QQojawppkISM2hZyfzKCCZxMvDI+HUSfSV9ZyFEIIcUNxOKzYClOx2lKwFqZis6W4HhcWZqLiwOHIQ1VtJY7z8AG7/WHc3G6cH03Lm0Am4VzK41JJ5G3A8WuOSAghRI1mS7GSsSaF7B2ZoIIu3AtD/1B8ovwkcRRCCFFtqKoDVbXiUG0UFmZiK0zHVphGgeUkNrsJuz0PhyOXQruZQrv5knVoNB64uwWi1bjj4R6Eh7sBrcYLnUcYOo9QThzPuqGSRyh/ArkSmFq0/uJ/irapiqJEAq8A/1eRwQkhhKg57DmFmNamkrklAwpVdA08nYljBz0arSSOQgghrg+HWkhhoYlCexaFdhM2Wzq2wgzsjmzsdmdCaCvMwFaYDtivWJdW6427mx4fXQM83EPQeYQ6/9xD8PAIxd3NH43m8rOHH7fHV/DVVb7yJpCvA62Ab4GMom3fAsE414p8u+JCE0IIUROohQ50+9w4tfgojlw77sEeBD0Rhm8nf0kchRBCVBi7Iw+LNYlCuxmHI78oGcx0JYSFhaailsOsv6lJg7ubP96eTXBzq4NG44GHWwDuRS2IXrqb0XmEotV6XzE5rKnKuw6kDeinKMo9wANACM5E8nuj0fifKx0rhBCidlFVlbzfskn77Dze592hjkrQwLoE9DSg8ah9H7hCCCGujao6sNqSKbCewmpLxu7Io7DQhN2eS4H1NLbClCser9V44u4eiJeuAe5uBtzd9Li7BxR1LQ3C3U2Pm7YObm76WpkYllWZE0hFUTxxzsK6yWg0bge2V1JMQgjwQXKfAAAgAElEQVQhbnD5xjxMsSnkHcgBLVja2mnxQgvc9LKWoxBCiNJUVcXhyMPuyKGw0IzNXtRiWJiBxXaewsJ0CqxnUVXLJY93c9Pj493amRy6G3DTehclg/5FSaJzm7h2Zf4kNxqNFkVRJgE7KzEeIYQQNzDrmQLSViWT91s2AN63+hA89Cb+m3JIkkchhKilVNXh7EpamEmhvXgymov/MkrNUHohDW546urjqbsZL89wPHX1cNP6/D97dx4t+Vnfd/7926tu1d33tRepVRLaEAKbTTKLsTEQ2+MYnLAYsxj72GSSSU4W++TEnslMkpM5mTjOwQy2M14wwuw2SAkYGwwEySS0QRuotPRy932/VfVbn/njV33VrW6hbqn7rp/XOXXqVv2e373fkqqr6lvP83y/uE4HjlPCsVXBe6dc6bv5SeA24OvXIBYREdmn0o2E5c8tsPbFJcig+KISXT/bR+GmlvwN/QevKhIRkX1ouxhNstxsV7FCkm42i9FskqSrRPEiSboKZM/6e1ynnYI/2kwGy7hOO67bied24TodBN4gjtOqZaV7xJUmkP8Q+ESlUlkAvlCtVmvXICYREdknslrK6n9bYvXeRbJ6htfv0/2uAbXkEBHZx841vN8uPJMs5z+nK8TJSrMYzfJlFKOx8dwuWgontpPBp/ccduX7Dt0ubMvbkcclV8eVJpBfA3zgHoBKpVIDzHnHTbVabb9KsYmIyB5lEsP6X6+w9Ik5so0Uu9Wh510DtL2hC9vXN8QiInvVueWkYTRDnDSb3cdzxMlKcw/iVrPxffKsv8O2CrhuVz5r6HbiOV3bhWgcp4zjtOLaZRynjGU5O/joZCdcaQL5H7gwYRQRkUPExBlrf7XC6hcWSZZirMCm6219dPxEN3ZRHxJERHZb3vQ+73GYpuvEyQpRPEMYzxLH8zSiCS79cd7Ctgs4dolCcBTP7cR1u5ozh51455aUup049v5qfC9X15W28fjNaxSHiIjsYSY1rH91hZXPzpMsJ1iBTfuPd9H5U724XVp6JCKyE4xJthvcJ8lKPluYbpKmG8TpMmE0RRhNA+klz7csj2JwPZ7bhe8P4Lv9+F5+8dwu7TGUy6KSeCIi8gNt/e0Gi38ySzwdYgUWHW/upvOnelVVVUTkKjPGkKTLNKJJomiGKFkgiueI4nmMCYniRZ4tOYR8aWkxOE7gD+Y9DZ1WXKcd3xsk8Aaa/Q21P11emCt6969UKp//AYczYA34DvDRarW69EICExGR3ZUsxyx+dJbNB9bAhrbXd9L1s324nZpxFBF5vozJSNN1omSJKJ5pJoizhNEsYTxJltUvOse2ith2QDE43pwt7MZzO/P9hna+59BzO3GdDs0iyjV3pV8ftwIVYAA4RV6YvQ84DswAc8BbgV+rVCqvrVar37uKsYqIyA7IaikrX1hk9b5FTGQIThTp+8AwwWhht0MTEdnTjEmJkxXiZJGkWbk0TpaJ0+Xt20mygrnkLKJD4A8S+CME3jCBP4Tv9eG7fZo5lD3lShPI3wL+b+COarX64Lk7K5XKi4FPAv8GeAD4EvDvgJ+8SnGKiMg1ZhLD+leWWf70POl6itPp0v2eflp/pAPL1gcXERGAJFkjjKeJ4oVm9dJzy0wXSNLlH3Cmjed2UgiON1tYdOF7A/leRK8f3+3BsrQ1QPa+K32W/l/Avzo/eQSoVqvfrVQqvwn8n9Vq9cZKpfLvgf90lWIUEZFryGSGrW9vsPSns8TTEVahWVn1TT3YBS2FEpHDI01rRMkcabpJnKyQZps4QZWJ2W8SxQvEyTxJunaJMy08t5uWwk14bgee29esWtp9XiXTdi0vlQPhShPI64DNZzm2CRxp/nwW0FonEZE9zBhD7bubLH9ijvBMI9/n+KNd+T7HDn0LLiIHizGGLKuTpKsk6VqzvUU+gxhG00TxzCWTQ7cAa5sADp7bTWvLHQT+aL681OvH83o1eyiHypU+0x8F/nmlUvlqtVrdOndnpVIpA/8ceKR51xAwe3VCFBGRq8kYQ+2hTZY/PU/4RB0sKL+yna6/24c/HOx2eCIiV8wYQ5ptEccLRMlCsw/iyvZ+xHzv4TKZCZ/lN1h4bi/lltvxvQFcpw3XacdxWnnqyVluuflVanMh0nSlCeQ/BL4ITFYqla8CC0Av8DrAAX68Oe424NNXK0gREXnhjDHUH91i+VPzNKo1AEovbaXrrf0ER7RoRET2LmMMabpGFM8TJfPby0njeIk4XSaOl8jMxdVLz3GcNnxvENftxHM7cJ12XKcD3+vDc3vx/QFs69IVpk16Et/ruVYPTWTfuaIEslqtfrNSqZwA/jHwUuAm8uqrHwH+Y7VanW2O+7WrHaiIiDx/jSdqLH5slsZj5yWOP9tHcLS4y5GJiOTSrEYcLxDGs0TxLHGytD2jGMULmGeZPbTtYnMZaS++14vn9uYtLZoXz+nCtv0dfjQiB9cVL9ZuJon/7BrEIiIiV1k0G7L08Tm2vrUOQMsdrXS9tY/CcSWOIrJzsiwkShaJ43miZIE03SBJ14njxbyKabJIltUuea5tlwj8QXy3L58x9PqayWIfntuNbWsFhchOel67fSuVyhjwEmAM+Hi1Wl2oVCpDwEq1Wn329QMiIrIj0vWE5c/Os/blZUghOFGk5x0DFG8s7XZoInJAGZMSxXM0oknCaIJGNEEcz+f7D9PVZz3Ptgp4Xi+eW8FzuwnOtbZwe/HcHhxHr1sie8kVJZCVSsUnb8/xvua5Bvjv5Hshfwf4PqDlqyIiuySrpaz+xTKrf75AVs/w+n26/34/pR9WE2oReeHSrEYYTTWrly41ZxAXiZIlongGY+ILxluWh+u0Uyreur281Pd6cZxWXKcNz+3FsUt6fRLZR650BvLfAm8D3gV8BZg779h9wK+iBFJEZMeZzLDx9VWW7pklXU+xWx16fmGQ9h/txHJVNVBELl+aNYiiKRrRFGE0SRTP5fsTk3mieO6S59hWkcAfpuCPEfijFPwRAn8Uz+1WcihywFxpAvl24Neq1eonKpWK84xjp4CjVyUqERG5bI0naiz84QzhU3WswKLrrX20/0Q3TsszX6ZFRMCYhCieJ4ynCaMZoniaMJomjGfJ0k0M6SXPc+xWSsVbKfijzSWmPXjNi+O07PCjEJHdcqUJZAd5ongp/vP4fSIi8jwlqzFLH59j42v53qLyK9vpeccAbvelS9GLyOGRt71Yf0aSOEMYTxPF83BRkmjhe/34bh+2XWjOJg4T+CP43iCOU3rWNhcicrhcacL3GHmvx7+8xLHXAg++4IhEROQHyqKMtS8usfK5fJ+jPxbQ+54hijep0ITIYWJMmu9DTBZpRJNE0TRxskycLOWzidnWRec4dpli4TiBN0TgDxF4g/j+EL7XrwRRRC7LlSaQ/wH4g0qlEgOfbN43WqlUXgV8EHjn1QxORESeZoxh61vrLH5slmQhxi479L53kLYf7cKytcdI5KAxJtlOCNN0kyRdJUoWtwvYhNEkWXZx8XsLJ59NLN5E4A0S+EP43hCBP4jrtO3CIxGRg+SKEshqtfonlUqlC/jXwD9v3v05YIt8b+Rnr3J8IiICNE7VWfyjGRrVGjgWHW/upvNn+nBK2ucosh+dW2LaiCbzPojxAnGy2LwskWV1knSdvOD9pTj4Xi/Fljvz1hfNJaee243jtGFZKp4lItfGFe9ZrFarv12pVP4/4BVAL7AM3F+tVtcrlUpbtVpdv9pBiogcVslyzNKfzrHx9XyfY+llrXS/YwB/INjlyETkcqRZI29zEc0QJ0tE8SxhPEO9cYo027jkOY7TjmMXafGG8NxuPLcb12nFdTvw3C58rx/X6VSSKCK74nkVvalWq5vAl8/drlQq/ZVK5deBXyYvtCMiIi9AFmas3rvIyucXMKHBP1Kg5+cHaLm5vNuhich5sqzRrGA6TRQvkKSr2/sS43jpWZNEz+2jpXgDgT9C4A00q5n24rld2La/w49CROTyXVYCWalUXg68GxgDngR+u1qtPlWpVHqB3wDeC3jAn16rQEVEDgNjDJv3r7F0zxzJUozT7tD17n7aXtOpfY4iu8gYQ5KuEcUzhNEktcaTNMIzNKJxLrXM1LICfLebYnAMz+vB9wbzpaZef7OqqdpeiMj+9JwJZKVS+QngC4AFLABvAN5eqVTeDtwDdAIfB/51tVp9/BrGKiJyoDWeqLHwxzOET9TBtej4yR66froXW/0cRa65fE/i2nbbiyRdJUnOzSYuESULZFntgnMsy6OlcAOF4AiBN4TvDTSXmXbj2GUsS1/6iMjBczkzkL8OnAR+ulqtzlQqlRLwu8C9wCzwxmq1evIaxigicqDFixFLH59j85trAJR+uI2etw/g9WsZm8jVlLe9WHl6iWmySBwvEsbTNMLxZ11ualsBntdL4N28Xc20GFxH4A9rH6KIHDqXk0DeCLy/Wq3OAFSr1a1KpfIvgL8P/AsljyIiz08WZSx/ep61Ly5hIkNwrEDPzw+qn6PI85SZhCyrE8fzzaQwr3DaCM+SpGukWQ3ILnnu9p5Eb5jAH8Jzu3CdfDbRtls0mygi0nQ5CWQ3MPOM+6ab109c3XBERA6Hre9usPiHM8SzEW6XS9fb+mm9u0P7HEUuQ2YSGuFpavXHqIVP4ZVP8b1Tv0OWbV1yvG0X8/2H9lCzWE13fu314Lk9+F4/jl3Y4UchIrI/XW4V1mdrQpRerUBERA6DaDpk6WOzbJ3cABva39RN98/1YwdaBidyjjGGOFkijCYJoymSbJ0kWSGMZ4jjRZJ0lfM/mli2i+cO4DrHsO0CnttD4A1QCMa2q5tqBlFE5Oq43ATyq5VK5VJrPr7xjPtNtVptvwpxiYgcKFkjZflzC6zeuwSpoXBTC72/MERwRLMecjgZkxDF84TRNHGyQJQsEsfzRMkSUTRNZhqXOMvBc7tpKdxIwR+hVLyJYuF6Hn5onFvvfOmOPwYRkcPochLI//2aRyEickAZY9h8YJ3FP5khXU5wezx63jVA6YfaNCMih4IxCWE8SyMcp954gnp4qlnEZplL7Ue0cPH9AQJ/hII/QuCP4DoduE47vteLZV3qo8vENX8cIiKSe84EslqtKoEUEXkewokGi38wQ/17W1ieRefP9NL5U71arioHkjEpUTxLFM8RRjM0orPUwzNE0RTmgh0vNq7TQbFwHYE3SOAP47u9eF4vntuD63ToyxURkT3scpewiojIZUprKcufmmftS0uQQenOVnp+flBtOeRAyLIGYTRDGE8RRvklimcJo2kMyQVjbSugEBwl8EcpBKMUg+MUg+PYdrBL0YuIyAulBFJE5CoxmWHz/jUWPzpLupbgDfj0vHuQ0h2tux2ayBUzJiOKZ6iHp2iE4zSiCcJokjhZvGisZQUUgjECfxTfGyDwBwn8UQJvUH0SRUQOGCWQIiIvkDGG2nc3WbpnlmgixPIsun6uj8639GB5+vAse1uWhc1lp5M0ognq4RmSZIkonr+okI3rdFAq3kzgDxN4Q/m1P4zrdGrZqYjIIaEEUkTkBWicrrP0J7PUH90CC1pf00HXT/fiDWiJnuwtxmTEyTJRPEOt8ThhNE0jPE0Yz/DMbl22VcTzeikGxygGxygERyn4ozhOeXeCFxGRPUMJpIjI85Csxqx8doG1Ly+DgZYXl+l++wDBmNpyyO4yxpCka0TxNGE0lVc/DZ+iEU1gTHzBWNsu0lK4kcAfIvCG8P0BWgoVXCWKIiLyLJRAiohcAZMZ1r60zNIn5jCNDG/Ap/d9Q7Tcqg/csjuSdJ1a4wlqjcep1R+nEZ0hy+oXjLFw8j2J/hC+19+cVTyC5/Zqj6KIiFwRJZAiIpcpHG+w8HtTNJ6oY5ccet47SNvrurBc7f2Say/vpzhHHM8TJyt5wth4nCiePm+Ule9NLA7he4PNXorDBMEYtuXtWuwiInJwKIEUEXkO8VzE8qfn2fjGKgDll7fR854h3Ha9hMrVl2Z1GuEZwmi62VdxljCeIYxm4IJ+ivkS1HLxNlqKN9BSuIFi4Xocu2V3AhcRkUNBn35ERJ6FSTJW/nyR5c8uQGrwjxTo/nv9asshL4gxhjTbIIoXiON5ouT864VLF7WxixSD4wT+ML7Xj+u00lK4gcAf0RJUERHZUUogRUQuofFUnfmPTBKNhzhdLj1vH6D8ynYsW8tV5fIZk9AIxwnj2e2eirX646TZxiXH23aRUvFF21VPfW+QwOvHcdrVJkNERPYEJZAiIufJoozlT82zeu8iGGh7XSfd7xzAaXF2OzTZB7IsotZ4gnrjCbYa36dWr17US9Fze2kpVvDdXjyvF9/rw3f78LxeHLu4S5GLiIhcHiWQIiJNtYc3Wfgv08SzEW6fR98Hhmm5RdVV5dLyvoqL+f7EcJKt+qNs1h/BmGh7jO8N5TOK/gi+19+sfNq1i1GLiIi8MEogReTQi2dDFj8+x9a31sGC9jd10/22fuyC9pZJnihG8SyNaJwoniOK52iEZ2lE4xf1VQz8Ecott9NSOEGpcCOu27FLUYuIiFwbSiBF5NAyiWH1vkWWPz2PiQ2FE0V63ztEcEzLCA+rJFmlEU3QCMdpROOE0SRhNElmwmeMdCgEowRe3i6jEIxSDI7je327EreIiMhOUQIpIodS/XtbzP/eFPFMhNPm0PPLg3mRHBUqORSMSQmjSerhWRrhGRrROI1ogjRde8ZIh8AfpOAfpRgcwfeH8N0+fH8Q29JbqIiIHD569xORQyVdT1j6+BzrX10BG9re0EX3z/XjlFUk56AyJqERTdEIT1EPT1NvnKIRnb1o+ann9tFSupOCP0bBHyMIxgi8fiwliiIiItv0rigih4LJDBtfW2XxY7Nkmyn+WIHe9w9RvEFN1w+SzCSE0QT1xunthPHivYoOBX+UYuFYc2bxKEEwpgqoIiIil0EJpIgceI3TdRb/eIbG92tYBZuenx+g/ce7sRwtV93PMhMThuP5rGLzEobjGJLtMRYOQTBGMThGMThGIThOwR/Ftv1djFxERGT/2vMJZKVS+TXg3wAfqlarH2zeZwG/AXwA6AS+BfxqtVp99LzzOoHfBn6yedfngX9QrVZXdzB8EdlF6XrC0ifmWP/KChgovbSV3vcM4XZ7ux2aXKE0a9AIT29XP62HpwjDCQzp9hgLl0IwRqGZLBaD4wTBKLal/98iIiJXy55OICuVysvJk8SHnnHonwH/BPgFoAr8K+DLlUqlUq1WN5pj7gHGgDc2b/8+8FHg71zjsEVkl5nMsP5XKyx9Yi5frjoS0PPuQVpuVU/H/cAYQxTPUg+fot54klrjKRrRmQuWoVqWRyE4uj2rWCwcI/BHVdhGRETkGtuz77SVSqUd+BjwXvLZxnP3W8A/Av5dtVr9TPO+dwPzwNuBj1QqlZvIE8dXV6vVB5pjfgn4RjPJrO7ogxGRHVN/vMbiH0wTnm5gFW163tVcrupquepeZIwhThbZqn+fMJqkEZ2l3niSNNs6b5RDIRijVHwRxSBPFAv+sIrbiIiI7IK9/O77u8Cnq9XqVyuVym+cd/8xYAD4i3N3VKvVeqVS+TrwSuAjwCuATeD+8877JrDVHKMEUuSASVYTlj4+y8bX8lXqrXd10P2OftwOLV/cK7IspBGNs1V/bLvATZwsXVQN1fcGKLe8mGLhOlqC6ykER7VnUUREZI/YkwlkpVL5ReB64J2XODzQvJ57xv1zwPB5Yxaq1ao5d7BarZpKpTJ/3vnP6uTJk1cc807Yq3HJwbEvn2Mp+H/rULjfwYos0t6M+o8mrI3MMfnUM18mZOdEWO4UtjOJ5SzhlRd59KlVLGv7ZRmTFTCmC5O1Y5IRsrQPk/UQmiIb26M2gId3IX7Zb/bl65fsG3p+ybW0355fey6BrFQqFfKiOa+uVqvxc42/Fu68887d+LM/0MmTJ/dkXHJw7MfnWO2RTRb+YIZ4KsQu2XS9o5/2H+1SddUdZkxGFM+w1ajSaJym3pxdhOzpMVmBUvHGfClqoUKxcD2e24tl6f+VvHD78fVL9g89v+Ra2qvPrx+U1O65BJJ8+WkP8GieSwLgAHdXKpVfBm5u3tcPjJ93Xj8w2/x5FuitVCrWuVnI5t7JvvPGiMg+lSzFLH50hs2/WQcL2t7QRffP9eGU9+JL2sGTppvUGk9SazxBPXySWuNJsvP2LFo4FIPjlIo3UyreRCE4wkMPPsWtN7x0F6MWERGRq2Evftr6M+Dbz7jvD4AnyGcmHydPAt8A/E+ASqVSAO4C/mlz/ANAmTwZPbcP8hVAiQv3RYrIPmKSjNX7llj+7AImzAhOFOl97xCFY2oAf60YkxHGM4TRBLX6Y2zWHyGMJi8Y43sDFFtup1S8iWJw3bO0ztBMo4iIyEGw5xLIZp/GC3o1ViqVLWC5Wq0+0rz9W8CvVyqVx8gTyn9JXjTnnubv+H6lUvkieUXWDzR/zUeAe1WBVWR/qj26ycJ/mSaejrBbHXrfM0zr3R1YthKTqy2K59msPcJm/SG2ao+SZk/vSLQsn1LxFloKJ2gpnKBYuB7XadvFaEVERGQn7bkE8jL9e6AIfAjoBL4F/Nh5PSAhb+nxn4EvNW9/HvjgTgYpIi9cshKz+CezbH5zDSxo/7Euut7Wj1N2dju0AyPLImqNx9isPcRm7SEa0dO7A1y3i47S3QT+CC2FGygGx1URVURE5BDbFwlktVp9zTNuG+A3m5dnO2eFS1dxFZF9wKSGtb9YZvmTc2T1jOB4kd73DVK4rmW3Q9vXsiykEZ6hHp3Nr8MzhOE4hgQAy/Iot9xOa8tLKLfciu8NqtCNiIiIbNsXCaSIHC6NJ2ss/P404ZkGdsmm9/1DtL2uU8tVr5AxhjCeolZ/jFrjSerhKcJoAni6lYZleRSCMVqKN1FuuY1S4SbNMIqIiMizUgIpIntGPB+x9KdzbN6/BkDr3R10v2MAt10vVZcriufYqn+/uRz14WfsXwy2l6EWgqP5xR/GsvTfV0RERC6PPjWIyK4ziWHlzxZY+fMFTGwIjhXoedcgxReVdju0PS/LIrbqj7JV/x5b9Ueph6e2j3luD+XS7ZQKN9JSOEHgj2JZ9i5GKyIiIvudEkgR2VXRZIO5D08RPlXH6XTpefsA5Ve1a7nqJRhjiJMl6o0nqDUepx6eoh6ewpi4OcKhVLyVttJLaSneQME/qv2LIiIiclUpgRSRXWFSw8oXFln+9DwkhtZXt9P73iHsFlVXPSdPGBeoNR5nfevb1OpVknTlvBEWgT9Ca8uLKbfcRrFwPY6tnpgiIiJy7SiBFJEdF002mPudKcJTdZwOl773D1F6qXoJAqTpFpv1h9mqPcJ67W9JkuXtY67TQVvpZRQLN+Q9GNVSQ0RERHaYEkgR2TEmyVi5d4mVz8xjYkPrXR30vHsAp3x4X4rSdIuN2neoNZ6k1niMRniWc1VSHbtMW+mHKBZO0NryYgJ/REtSRUREZFcd3k9tIrKjGk/WmP/dKaLxEKfdpfcXhygfwllHYzIa4Vk2aw+yWX+IrXoVSIG8pUZL4UbKLbdQLt5CsXA9lqUlvSIiIrJ3KIEUkWsqa2QsfXKOtf+2BAbaXtdJ99sHcMqHJzFK0nU2tr7DxtZJthpV0nRt+1gxOE5r6WWUizdTCI5qSaqIiIjsaUogReSaqT20yfzvTZEsxHgDPr2/OETLzeXdDmtHhNE061sn2dj6NrXG45xbluo6nXS03k255TbKLbfhOodvFlZERET2LyWQInLVZWHG0j2zrH1pGWzo+Mkeun62D9s/uD0I03STeniGzdp3Wd86SRTPNI9YtBRuoLV0J22ll+J7g9rHKCIiIvuWEkgRuaoaT9SY+/AU8XSINxzQ/8ERCscOXmuJzCRs1R5ms/YQW/Xv04jObB+zrYC20g/RWrqT1tIdmmUUERGRA0MJpIhcFVmYsfzJOVb/a77Xsf2N3XS/vf/AzDoaY4jiGTZrD7NZ+y6b9e9hTAiAhUupeDPF4Dil4osoFW/WXkYRERG5JJMkxPNzhONn8U6fhjvv3O2QrogSSBF5werf32L+I1PEsxHegE/fLw1TvKm022G9YGlWY6v2KJv1h9msPUgUz20fC7xhyi230Vb+IQrBMRy7sIuRioiIyF5jkoRoZppo4izh+FnCibNEE+Ok608X02sB0p/8aZzS/vncpARSRJ63rJGydM8ca3+xDBZ0vKWHrrf2YQf7c9Yxb7Fxmo3aQ2zWHqTWeIJzLTZsK6Ct/HLKxdsot9yC7/XtbrAiIiKyZ2T1Go0zpwnPntlOGKPpSUjTC8a53T0Ub7oZt6eXYGSU08baV8kjKIEUkeep9uAG8783TbIY53sdf3mYwomW3Q7risXJMpu1h5qXh0mzjeYRi2JwnHLL7ZRbbqNYuB7b0kumiIjIYZXWaqTrayRLi8RzM8SLCyQLC/ks49QEGLM91vJ9grGjBKNH8MfG8uuRsYuSxezkyZ1+GC+YPg2JyBVJlmOW7pll47+vgQ2dP91L19/txfL2x6yjMRn1xhNs1B5kfevbhNH49jHX6aKj9TW0ttxOqeVWXOdwtBwRERGRXLq1SbK8RLKyQrIwTzg1QTw3SzQ5Qbq2eslzLM+jcMONFK67nuDocYLRI3j9A1j2/vhsdKWUQIrIZTFxxsq9i6z82SImzAiOFej75WGCI3u7wqoxGY3oLFv177NVe4Ra+BRpmu89sCxve4ax3HI7gTesFhsiIiKHQLq1RTw3Szw/SzQ1SePUkz8wSXS7umm57Q7cjg6cjk68/gG8vn68nl6c9o4DmyxeihJIEXlO0WSDuQ9PET5Vx2516Hn3EG2v6cSy92aylSRrbNUfZW3rf7BVe5g029o+5rpddLa9ltaWOyi13KbiNyIiIgeYyTLi2Rkap58iPPUU0dQE4dQE2cbGRWPd7h5abpmR0k4AACAASURBVHsxXk8fTkcnbmcnwdhRvP4B7II+L5yjBFJEnlUWZax8boGVzy9Cami9u4PeXxjEbnF2O7QLGJNRD0+xvvU/2dz6Lo3o7PYxz+2htfQySsUbKRVvwfd6djFSERERuVbSjXWi6SnCM6eJ5maIZ2cIT58iq9cuGOf1D1A4dl0+i9g/gD8wRHDsOE5JW1cuhxJIEbmIMYbNv1ln+U/niOci3G6P3vcOUrqzbbdD25aZhK36o2xsfpv1rW+TpCvAuZ6Mt1Aq3kxb6SUE/piWpYqIiBwQJkmIF+bz5acLc0TTU83L5CVnFb3+AUovfgnB8espHL8Of3hUs4kvkBJIEblAPB8x/7tT1B/ZAgfa39RN99v6sAu7P+uYV0x9hI2tb7NZe5jM1AFw7DIdrXfTVnop5ZbbsLUsVUREZF8zxpCurRHPzRCeOU39iceIJsaJ5+cuqHYKgGXh9fZROH4Cf2iY4Mgx/KFhvL5+JYvXgBJIEcllsPrfllj60zlMmNFyRyu97x7AGwh2Naw0rbG+9S1WN77BVv37QP6m4bl9dJZeQ1v5ZbQUKljW7ie4IiIicmWysEGyuEg0O014+hTR9FTeImNhHhNFF4y1y60UTlSeLmDT248/OIQ3OITt+7v0CA4fJZAiQjTVoPRxj8XpGeyyQ+/7hmm9q2PXln4ak7JZe5iVjb9mY+skxsQAtBRupK38MlVMFRER2SfymcTVfNnp/Bzx/BzJuZ8X5i9Z9dQutuAPDuP29uH19ROMjFG4oYLb3aP3/j1ACaTIIWYSw8oXFlj+zAJuYlN+eRs97xnCbd/5lwZjUrbq32Nl/Wts1r6zXTk18IZob72LjtZX4Xt9Ox6XiIiIPDeTptv9EsOpCaKpCeLZWeL5OUwUXnyCbeN291C8+Va8nl683n6CY8fxR0Zx2tqVKO5hSiBFDqnwbJ2535kiOtvA6XRZ/5E61/+9sR2NITMxG1vfYX3zW2zWHiLN8s3vnttNe+ur6Gi9m2Jwnd5ERERE9gBjDOnqSj57uLiQX09PEU1NEs3PQpJcMN4qFPAGBvH68pnEc8tOvd6+fDbR0faT/UgJpMghY5KM1f+6xNIn5yExtL22k+53DvDdx767M3/fGMJogtWNb7Cy8XXSdA0A1+mkq+0NtLe+mpbCDUoaRUREdkkWRURTE0TjZ4lmpogXFraXnJpG/aLxdrGFYPQI/sgo/vAowcgI/vAoTken3s8PICWQIodIONFg/kOThGca2K0O/b8yQumO1h3523GyzMr6V1nbfIAwmgTAsUt0t7+Jjra7KPhH9SYjIiKyg9KtLcKzp4kmzhJOTuT7E5eXSJYWIcsuGGv5fj6DODB43kxiL97gMG5Xt97DDxElkCKHQBZlLH96ntX7FiGF1td00PPOAZzytX0JCKNpNrZOsrb5N9TDU4DBsjzaSi+jvfVVtLa8BNtW1TQREZFrKa3VCM88RTyTVzeNZqaIZ6bzlhjnsyyc9g4Kx68nGDuKPzaGPzyK19evfYmyTQmkyAEXnq0z96FJovEQt9ej9xcGKd3Zdk3+ljEptUaV9a2TbGz9LVE80zxi01K4gY7Wu2hvfSWO3XJN/r6IiMhhda5vYjQ5TjgxTjw3S7zwdNXTZ7JbWynefCvB0eMEY0cIRo/g9fZhed4uRC/7iRJIkQPKZIaVP19g+dMLkBrafrSTnncOYhfsq/p3MhOzVXuE1Y1vXlA91bYC2kovo7V0J60td+C67Vf174qIiBxW6eYm8dxMXvF0ciJPGifHyTY2LhrrtLVTvOlmgmPXEYyM4fb24g8O45TLuxC5HARKIEUOoHCiwfz/O0X4VB2n06XvA8NXda+jMYZ643FWNr7G2sYDZCbfUO+6XXSVX0lr6SWUijdreaqIiMjzlEURyfIiyeIC8cIC0fQU4fgZ4ukp0o31i8a7vX0Ur6/gj4zms4mDQ3h9fdhBYReil4NMCaTIAWISw8rn876OpIbyq9rpfc/gVdvrGCdLrK5/g5WNr20vT/XcbjpKd9PRepdaboiIiFwhk2Uki/OEZ8/SOHOK8Mwp4plpkpVlMObCwZaF29NLy7Hr8PoH8IdHCEbG8IdHsIvF3XkAcugogRQ5IMKJRr7X8Uze17Hv/UNXZa9jlkVsbH2blY2vsVl7iHOFcNrLr6Kz7TWUijdjWVd3WayIiMhBlNZqhGdPE545nVc/nZogWVwgq1/YGsPt6qZYuQm3tw+vpxe3pxevr59g7Ch2EOxS9CI5JZAi+5wxhvWvrLD4RzOY6Om+jk7p+TfnNcZQD0+xuv7XrG7eT9bc11gMTtDZ9iO0l1+J46gQjoiIyDOZOCaamyWenqLRbJGRrK6Srq+Rrq1eMKtoBQFuZzctt7+EYOwowZGjFI5fh13Ue6zsXUogRfaxZDVh/sOT1B7cxC7Z9P+DUcove/6zjmE0xerGN1jf+vZ2r0bX6aSr4/V0tv0IgT98tUIXERHZt/Jlp/m+xGhmimh66ukeiosLFy09tfwAp72dwg03UrjuBMHRYwRHjuVVT22t4pH9RQmkyD61+a015n9/mmwjpeX2Mr2/OITXc+VFa5J0g7WN+/FKX+SJ8Xxfo4VLW/nldLb+COWW27Cs5z+bKSIisl+ltRrO1CTrm2vES4vEc7N5sjg7jYnjCwef66F44gb8wWH8oWH8kTGCo8dwSqp4KgeHEkiRfSYLM5Y+PsvaF5exAouenx+g/Y3dWPblF68xxtAIz7C4eh/rmw9gSLEci3LLi+lsvZty6SU4tqq2iYjI4WCShHhulnBqgmhygqh5Hc/PUTaG87soWn6APzSCNzT8dKI4OITXP4Dl6qO1HHx6lovsI/XHtpj/8BTxXIQ3HDD4j0fxhy8v0TPGEMUzrG58k7XNbxLFswAE/gidra/h7OlWjp74kWsZvoiIyK4zaUo8O5NXPD19isapJwnPnoY0vWCcXSpRuOFG1kplRu+4E7e7G69vALerW8tO5VBTAimyD2RRxvIn51m9bxGAjjd30/W2fuzgud/AoniBlfWvsLL+NZJ0GQDL8mkrv5yO1rtobbkDy7I5e+rkNX0MIiIiO80YQ7K4QDgxTjRxlsZTT1J//DFM47yqp45DMHYkX246Moo/PIo/MorT3oFlWcydPEnbnXfu3oMQ2WOUQIrscdFkg9n/PEl0toHX79P3KyMUK89dna3eOM3i6hdY23wAMNh2C+3lV1BueTFt5R/WElURETlQsjAkmprcLmoTTY7TOPUk2cbGBeO8/gEKd76M4OhxCseuwx87gu1feQ0BkcNKCaTIHmUSw8q9iyx/eh4SQ9vrO+l51yB24dlnHY3J2Kx9l8XV+9iqPwpAwR+ju+NNtJdfgW2rd5SIiOxf29VPpyablwnCyQnihTlMo3HReLe7h5Yfuhl/7ChBs6CN29G5C5GLHBxKIEX2oGgqZO5Dk4Sn6jgdLr3vG/qB7TmyLGJ147+ztHovYTwNQKl4Kz0db2lWUb38AjsiIiK7zRhDurpCONksajM5nieM01OYKLxgrOX7eP2DOOVyvvx0aBhvcIhgeBSn7fm3thKRS1MCKbKHGGPY+OoKC384g4kMrXd10PPuAZzypf+ppukmS2tfZmnti6TpGhYOHa13093xZorBkR2OXkRE5MoYY0g31i+YUcwvk2RbWxcOdt286ulIniT6w6P4wyPqpSiyw5RAiuwR4USDxT+cof7oFnbJpv9XRii/vP2iccYY6uGTLK/9JWub92NMjG2X6On4Kbo7fhzP7dqF6EVERC7NGEO2sUE0P0s8N0s8O0M8N0M0M028sHBhQRsAy8Lr66d44834I6PbhW28/gEsR32JRXabEkiRXWaMYf2vVlj8oxlMbGh5cZne9w3h9V64oT/Naqyuf4Pl9b8ijMYB8L0BOtteT1f763Hs5y6sIyIicq1k9TrhxNk8MZyZypPFhYV8f2IYXjTeCgK83n683j68oWGCczOKg0MqaiOyhymBFNlF6UbCwh/MsHn/GnbZof9/Hb5or2MjmmJ57cusrH8FYyLAoa38crraXkepeAuWpWU7IiKyc7IoymcQp6aIpvN9idH0JPHMNBhzwVirUMDr68fr6cPrH8h/HhjAHxjC6ezSHn2RfUgJpMguqT24wdyHp0hXE4ITRQb+4SheT/6Na5Kssrp5P2sb36QePgWA5/bS2fY6Ottei+d27GboIiJyCJgkIZ6bJZqaJDy3N3Fygnhu9hKJYpHCDTdSOHp8exbR7x/Ebm1VkihywCiBFNlhWT1l4Y9m2PjrVXCg++/30/GWHizHohFNsbR6H6sb38CYGLAot9xBZ+vdtJZfhm3pn6yIiFxdWb1GNDNNNDlBODlOur6+3U+RJLlgrN1SonCigj80gj80lF8Pj+B0dCpRFDkk9GlUZAeFZ+vM/tYE8UyEf7RA/y8N4x11Wd/6H6ysf4XN2oMA+F4/3e1vpK38Cs02iojIC2aMIV1b215yGs9ME81MEU1Pka6uXDTe8n2C0SPnFbEZwR8eVaIoIkogRXaCSQyr9y2y9Kl5SAwdb+6m421llrfuY+n0F0mzTQCKhRP0dvwdWksv1d5GERF5XkySEE1P5QVtJs4STowTjZ8l3Vi/aKzb3UPxltvy9hjDwwSjR3DaO3A7u1TxVEQuSQmkyDUWnq4z95EpojMNnHaXzvcVqR/7Eo9Pfo3M1HHsMt3tb6Kz7bUUgtHdDldERPYJk2XN5aYThOPnksWzRNNTkKYXjHV7+yidqOQziYPDeEND+AND2IXCLkUvIvuVEkiRa8RkhtUvLLL0yXlIDcW7LOI3fpFJ8y1YM7hOB30dP0Nn+xtwbL2Bi4jIs8vqNRpnThOeOUU8M0M0O004fgbTaFwwzvIDgiPHCMaO5EtQx44QjIxiF9XqSUSuDiWQItdAshQz+9sTNKo17PaM7K1/zcrR+8FAMbiOno630FZ+GZaK4oiISJMxhmR5iXh2Ju+hOD+bV0GdznsqXsCy8kqng8P4Q8PNZHEMr28Ay9YWCBG5dvTpVeQq2/wfa8z/3jTZRgq3jVN786eg1KCt9DK6O95MS6GiAgQiIodYVq8Rzc7kM4lzM3lBm9kZ4tkZTBReNN4ut1K86WaCo8cJjuVtMvy+ASzP24XoReSwUwIpcpWkmymLfzzDxtdXwU2J3/IXpD98kvbWV9LX9bME/tBuhygiIjvEZBnJ0iLx3EyzJcY00cw08dzss1Y99foH8QcH8QaG8PoH8PoH8PsHsMvqpSgie4cSSJGroPbgBrMfPku2CtnQDPFb/4zSkRH6u/4txcKx3Q5PRESuoaxeJ5wcJ2zuUQzPnslnE5P4woGWhdvdQ8stt+MNDjYTxiG8gcG86qmWnorIPqAEUuQFyKKMuT9+jK2/zDB2SvL6b+D/2DLDfb9Kqfii3Q5PRESuorRWy2cUp6cIzzaTxfFxTKN+wTjLD/BHRvPksH8g36s4NILXP4Dt+7sUvYjI1aEEUuR5MMaw9tj3WPzwOsy3kvUu4L7zUYZuewOlYmW3wxMRkecpC0Pi+bxwTTQ9RTwzRbwwT7K0RLq+duFgy8IfHMbp7MQfGSUYO0rh2HV4A4OaTRSRA0sJpMgV2qo9zsyn/gbzpduxslasu55i6J03UG5/7W6HJiIil8nEMfH8HNHsNPHsDOHEOOHppy6udgpYnofT0UnLrbfj9Q/iDQwSHDlKMHYEO1AbJhE5XJRAilymeuMU8xP/lcbHhnAeewlWe4OuX/TpeulP7XZoIiJyCcYY0o31vMrpzDTx7LnrGeL5OTDmgvF2qUTxppvxBgbxB4bwh4fxBoe1P1FE5DxKIEWeQz08w8LyZ9n81jren78Jp96CfxMM/28vxmnTPyERkV0XR4QT43nPxNnpp9tizEyT1bYuGm63tlI4cQP+wFBe8XRgEH94BK+vX9VORUSegz79ilyCMYat+sMsrt7H5vL38e59I/53fwzLN3S9a4COn+jGsvUhQ0RkJ5k4zvcmTk0Qzc4Qnj1DNHGG9uVlJp452HHw+vopVm7Ki9gMDuXXA0M45fJuhC8iciDsuQSyUqn8GvAzQAUIgb8Bfq1arT5y3hgL+A3gA0An8C3gV6vV6qPnjekEfhv4yeZdnwf+QbVaXd2JxyH7kzGGzdqDzC9/hnr4BNbEMIVP/QoslwmOF+j/lRH8Ee13ERG5VowxpCvLxIsLeR/FhQWiyXHCyXHi2RnIsgvGOx2dJCNjdJ24Aa9vAH8gr3rq9fRhuXvuY46IyL63F19ZXwP8DvA/AQv4P4C/rFQqL6pWq8vNMf8M+CfALwBV4F8BX65UKpVqtbrRHHMPMAa8sXn794GPAn9nBx6D7DPGZKxtPsDi6n00wlOQWrT8zc+RfekEGOj8X3rp+rt9WK5mHUVErgaTZSSLC4QT40RTE8QL83nV0+kpsnrtovFWoUjh+PX4I2N5i4yBQfzRMdz2Dk6ePMmNd965C49CROTw2XMJZLVa/fHzb1cqlXcBa8CrgC80Zx//EfDvqtXqZ5pj3g3MA28HPlKpVG4iTxxfXa1WH2iO+SXgG80ks7pjD0j2vM3aI8wufpRGdBawaI3vwvr4a4kez3C7XPo/OErxRaXdDlNEZN/K6jXC8bOEE2eJJie2k0bTaFw4sLnstOWW23B7evF6e3G7uvFHxnC7e7Q/UURkD9hzCeQltAI2sNK8fQwYAP7i3IBqtVqvVCpfB14JfAR4BbAJ3H/e7/kmsNUcowRSCKMZZpf+hI2tkwB0tN5NefItrHxki3Q9pfzyNnrfP4xTdnY5UhGR/cEYQ7K0SDQ5kSeKZ0/TOHOKZGH+woGOgz84hD8yRtCcUfT6+vMiNlp2KiKyp+2HV+n/BHwXeKB5e6B5PfeMcXPA8HljFqrV6nZ97mq1aiqVyvx55z+rkydPvqCAr5W9Gtf+08Ap3I/jfwfLysiSEZLN17L2uWEaJ9cxjqHx+oS1OxaYqi7sdrA7Ss8xuZb0/DpAjMGqbWEvL+EsLWKvLOEszuMsLWLF8QVDs0KRbGSMtKePtLePtKeXrLMbnPO+nEsNzMzml+dJzy+5lvT8kmtpvz2/9nQCWalU/h/g1eRLUdOd+rt37sF9FCdPntyTce0nxiQsr/0l88ufIc028Nw+BnreQUt0B3Mfn6RRreENBwx8cITgWHG3w91xeo7JtaTn1/5l0pRoapLGU080i9lMEE1Nkm1uXDjw3Kzi8Cj+8Aj+8CjB2BHcnt5rvvRUzy+5lvT8kmtprz6/flBSu2cTyEql8h+Bvwe8tlqtnjrv0LmvJ/uB8fPu7z/v2CzQW6lUrHOzkM29k33njZFDIi+Qcz9zS58kTuax7SL93e+gu+ONhNWIyd86RbqaUH55G32/PIxd0JJVETl8sigiGj9LND2Z91CcmyVemCeensIk580qWlbeHuOGG5uJ4gj+0Aj+4BCW5+3eAxARkR2xJxPISqXyn4CfI08eH3vG4dPkSeAbyCu1UqlUCsBdwD9tjnkAKJPvhTy3D/IVQIkL90XKAbdZe5jZxY/RiM5g4dLV/uP0df4MDm2sfGaB5c/Ng4Hudw3Q8aZuFWgQkUMhXV8nmp7MZxOnJ/P9imdOY6LwgnGW5+GP5DOJhetO4B85hj84hB0EuxS5iMi1ZYwhNjEZGbFJiE183iUhMTEWNkW7gIODZVm4louLi2M51LIa9axBI2tgYeHZHkWrQEpKZGKiLCIy+SXMIuacWe5k781A/iB7LoGsVCofAt4F/DSwUqlUzu1Z3KxWq5vNvYy/Bfx6pVJ5DHgc+JfkRXPuAahWq9+vVCpfJK/I+oHm+R8B7lUF1sMhiheYXvh9NmsPAtDe+mr6u96G7/URTTWY+dBThKcaqrIqIgeSMYZsc4N4aZFkaZFkcZF4fo5oKl9+mm6sX3iCZeENDtFy8615m4yBQbz+QZz2dn2xJiJXhTEGk2WkaUSURTTSBnHaYDPeJE0iyDKyLCFKGkRJA5NlOJmFyRIyY0isjCyNyeKIyDFkaUSSxCRpSBqGpFlMalJiUqIsJEsT4iyCJMWPDalrk7k2fmrjRClWkuLEKVacYbIMYzJiD5Iszo+lbF9sA15s8GKwM0gdiD2IPIvEhciH1Ml/zmxwk3ycZcDODJZp/mzAyp6+9hKoFWHr5tdT8sq7/b/osu25BBL4leb1Xz3j/v8d+M3mz/8eKAIfAjqBbwE/dl4PSMhbevxn4EvN258HPngN4pU9JM0aLK58nsXVezEmolS8hYGed1AMjmGMYe3Lyyx+dAYTGVrv7qDn3YM4JS1ZFZH9yaQp8cIc8cwM0cwU0cQ44dkzxIsLF80mAmBZuD29tFx3An9omGBkFH94FG9wCNv3d/4BiAjGGEhTTJKQNeqYNIU0wSQpJsuwbBuMwWQpZBkmzfLr5u0sTcniiCxqkNS2SNMYE0eYLCMzeXIEZjtJMsY0r1PqaYPMpPntzJBkMZlJod7AxDEmTTBxDHEMcYIVp1hxip00/7ZFXlQrM6SejZUZyDKsNMPOnk7AvNjgZM/+38A579ojXzJ4WCSBR/Hn7fyB7xN7LoGsVqvP+VVnc1/jb/J0QnmpMSvAO69aYLKnndvnOLt0D0myjOt00t/9fjpa78KyLJLlmPnfm6L2nU3skkP/B4co/1D7boctIvKcjDGk62tE01PE01OEUxMky8vE87PEc7OQXlhjzioU8QcHcbt6cHt6cLt78bq7cXv78AeHtfxULpvJsvz55bp7aibaGIOJIrKwgQnDPNGJI7I43v45T8jS/HYSk4UhWb1GVtsi3dggq22RRfm4LIq2f9+5fbznkjYMlOt1zn76Y2AATJ7MNZMwjDkXVH7f9vE8UTt3P5inb5MnWXacYmV58rVbrjRnSW2IXUhcMDa4Jn9eGNvCa6RkNmBZGMfBeDZRIZ+RS7189g/bBtvCsmws28GybWzHw7JtjJMftx0H23bBtskcCywb27LyGT3HxfI8nNRgOS6O4+E4Hq5fwHF9HGwcbDzbx7ZdLNvGcl3s/5+9Nw+2bMvrOj9rrT2c8c7zkMObX9V7VRTvVYFAF0WAiorYMijd0R0gjTKIArbyd0e33UaoCIWK2Ci2UGJo2ECHdoOoRQjFWGRRVVTVqzfky+HO83TGPazVf6y19zk37816U04vc30iTu59zllnT2ffk7/v+k1xBZ0mmDRBBCGyUkEEISKKEKHdP0JgksQeXxAigsAulQIhEHFsJ9pUAFmGTvqYft9ut7gPswyTZ4gwstuUstx2uT68DEP+6NoNZLV2x7/bu8kDJyA9nrdKt3eV9Z2fpdu/ihAh0+N/nqnxP4eSFQDaf3jC1k+tok9yqs/Xmf3+JYKJd9E0j8fjeSSw3sRtKxQ3rUcx3VgjWV9Hd9pnxstqldjlJIbzC0Tzi0SLS7aXopT34Qw89wKjtTV00xTT66F7XXSSlALPYDBpZj1QThiZ1Ib9Fc/z1gn50SHZ4aENZ5YStPWAlQ83rpygGGq7IoQVAUhp91sYw8IJBCEGBnLR1zO33jRcGCND6yZNENIa6QhK49sYYw1zrW0hJ3fut06avONrGihMGKAjhelkp8SgFgZtDL0+9rpjMAKMMBSyz2kotxTlcyumnO68ZWkkZMqGQmopyJVAK4GOA1DKCiclMVIitcEIgZECIyVI3NKKK6MEOpDoUJFVAoRSmFBhhP1+CgEjhftukAgn4uqqgZIBUiiklEQyIpQhqlpHRRVCFRNXaoRhjTCqEQcVYhkTiZBQhHabjyh3LH5tbeNObeme4QWk511Lmu2xufuvOWp9AoCRxlcyO/kdxKFNmzWZYe/fbHH473chEEx91zyjf3LigZpF9Xg8jx5Ga5uPuLpCsnrTFrFZXyfZXIcsOz1YKVvx9Jn3EC0sEM4vEi9dIJiaQtbqD+TvWeFlAazBD6VwQAgbepdlmKyYrc+tuMhzK2KK9TzHGDM4R6WQUYwIAsyQ2EFr1NoKnVrFGspKYXpd+xknaGRcQSiFTvroTsd6ovp9BCCcR1aEIRjQ/V553LrTceF/WPGQpQip7JgixNAdNwgb7tfvo10vTCEFIoptiF8YgnaeqDR15+m2kaXobgeT5ejWyUA4pYm7qJSeLfLcXkdzZ7xWIggxRjtPTWi9MYFCViqE0zOIOLbXOc/c9+v+MRr0QAxqk6O1fRidY3SKSXPoZvZ8Aum+Dys4TeCElpDooGbvC2xEkUj79jyNod+UVmzJgFwatMlJpaIfGpLI5qGlgc09s49BHlouT7/Wi6FXEbRr0K0K0tCOM+XfkQYGgkgiGVFNVKKIKhEGg0QSiZCqrFKTVaRQGOyxxyIiEhFSSLsuY2IREYuIUNplLO2YWMREMiIQATVZpSkbVGX1gfyb9nhuxQtIz7sObVJ2D/4DOwe/jDF9KvFjzE3+9zRqz5Vj0p2ErZ9cofdql3AuYu6Hlh/J3o4ej+f+YIxBd7tk+3ukWxv0r18j3d4i3dokWV+1YVJDiDgmXr5ItLBIOLdAODtHOD2NajTt9ooQPReG1792Fd3pWhFlNPnRIbrTtrlRxjhh4h79PrpnRVEZcld4gQoRMCQIcLlQZe6Ty80yeWa3jymFkP2sE1iF0LpDwuat0ADW7/le7zCB9RypRtMu6w0IAyuq0GgMxokvtMYEElOroKMQEwVoo9FunA6EFVVOXOWBIA+lfQSCtBrQb0b0RyLSWJJjyExGTk5mMlKTkZvc5s9h0Axt37hjQZObnK7ucZKf0DW9L3FyAut3eyueQwEIBFZQxSKmKitUZYWKrLplhVhEZCZHk5OZHIEgEAptNDkaAUQipC5CppzXLBDW/A1FQCxjW0FTBEyoccaDMRqqzohq0pANpJC2T9/T764qmR7P3cQLSM+7ilbn86zv/AxJuolSo8xN/iXGmh+2YTPFmD84ZvufrKHbOY2vhyj/8gAAIABJREFUGmXmLy8gq75QjsfjeefYIhe9MvcqOzwg2Vh3PRO3bMXTgwN0uzUQVMMUeTSNZhnihwBybcNWV29ab8+9EmFF+KEQ1vMhivwklwMUBqAC5/lTIJUbd/px62tnn8uBhnBhjcUDpRDugXTrbl+nPG06R/dtOKYdE1jRJSUbm5vMLyy4AiM5slKh2GEhok2eI+IYVashq1VEXLFCOknsMkttmF9csdcEkLWaDa3EWAdqoCDXiDimrzQ9kdAVCX2R0tN92qKHCCOIAnKj0bkNJc1MRpr2ychIyeipjBZdejKjK1K6ok9XpfSxJf77pk9ft8nfkuB6G/Td401igx9dPhoSKRRVUWE6nGZMjdJQDUZUk5qsEjvvW13VqYgYKaQTdVboSaQTbgolAgIUgQiInVeuKqvEIqYua94r5/E8YHgB6XlXkOsum7sf4+D4vwCCydFvZGbi21FqUKfLpJrdj21y9B/3EaFg+q8sMPJ14/4/Ho/nXY7Jc0zSt+Ih6aP7fbtMbOGCopCBSRIb8hgohApclcLT1QoHzwdL3evaz/bdtvt9dNJD9/qYfs96/Xo9W9X0PFH4lk7GYHo9jEptWGUU2UISccWFDroQwtAWcJCV6uB5GNoCDtKKJ1mrIYLQVlYdGUU2Gi7XaVigKUQY2QINw/lqw0LvXYw2mr7ps/mZ36H67CX6xoq1zHnQMpNzlB9zkp+QmtQJs92yp5sUColEk5ceK23ysv/bcX7inlsRazB0dZd23jkr7op5zMw9buV2qfcGAhMQ40IbZUxTNF0IZHQqFDISNoyyEF6BCFAopLBiLBQBgQgJRUAkIioyJhRhOeaU+EMOvSbLbRXeuEAESEQ5RvDuv188Hs+dwQtIzwNPu/syq1v/mDTbJo4usDTzvVQrj58ak24lbH70Jv3Xe0RLMbM/tEy8XLlPR+zxPPzYwheDsEqTJDYXrKg2WIQ9uqqI4SsvcZJ0TxXnMGlK3mrZYh9Zhu52yU+OyI+P0Ukfcm2Xt+YF3iuKQjS3EY2yUkU2GqjRUYKxCYKJSRt2OjaODKNBMRClMFojazWC0TEbohg+vIW8tNG0dYeu7tpm2TolMQmpGSxTk9HXSeEjJDEJ2mh6pk9qMuuUNfpUA+/EJKQ6pWf6nOQnHOcnHOZHdqdNYPXOn0td1gmcyCxoyAaz4SwNWaeuajRkg5qsUpEVmqphgzuNcZ41+9lQBMQiJpQ2hLIiYuqqXoq8IqTS4/F43g34XyzPA4vWCTsHv8TOwS8DMDX+55iZ+HbkLf/Rtn7viO2fXkN3Nc2PjDH9lxaQ8aNbFczzaGG0Rrdb5O0WuusEWppgkrQsMFLkyWFMGeJnkmSoKmMfk6TWk5fYMuc6sU2dTZqWJe5Lr58b91aoAVtvYpwIQtTICKo54jxztmy6iGJkHJ99HsWIKHLrkfWsZbY4yemS6ap8bgSYbpfs+Ij88JB0b5dkfZV0Y6MsFALYXmZhSLi4fLbS6ezcA9s30RhTeuJyk1sRZ2zj7sR54RJjQyULb10yJNSUkCQ6pWd6gCAUAR3doZ13SvHX0z0Sk5K7fLnUpLR1m57u3/2wS6Dqio48U3mKqqySHPa5OH2xFGOBCFBCEaAYUSM0VcMKN5czVwi53ORlYRQlFMqFZSrndVPCpz94PB7PrXgB6XkgOW5fYXP350jSLcJgiqXZH6RefebUGJNqdv/VFke/uoeIBTM/sMjIh8fv0xF7PG8eo7WtuJgk6F7PltQ/PrLVIXs98qMDsqMjdOuEvN0ib7XQ7batWjncQLr0+N1FpLRiLYoQcUwwOnpGtMkwsqGYKrBpZ4hBflpge3at7e5x4eJF+zyOkdUaMo6R9XpZWVNWqohK5Y6Eyel+j3Rnh2xni3R7m3Rnm3Rni3R7i2xnx+a7DaMU8dIF4kuXiRaWnFhcIJicekctMTKT0dU9J7iSUrglpTfOeuiK4iT9YU+dTkthl5iEo/zYij2dcKJbdHTH5tm5kMu8LKLyDsNs3yQBg5DJQCjGg3GqokIkI2qySlVWiVzYZSRDIhERDhUxiaUV4AJhK1ciqMgKoQgxGJSQpz4TipBIRkRDRVAKrmxc4YVpX+TE4/F47gVeQHoeKLL8hPXtn+G4/fuAZHLszzAz8a0oebrBarqdsPnRFfpXu0RLMXM/vEy05ENWPfcG3euRnxwjKxXyTodsf8965ISw7QFaLfJ22/Zn67Rt4+p2m2x/j/zoCN3tvHnhJwSy3kDV64iw6YqMuDw3Zb1qqtFE1mp2zHAOXWjz40QQ2PFlfzaFiCObG+e8eSIq1qNSMCKE3ccd4NqVK4y+cHcM/OzokP7rV+mv3iRZX6Pz2st0jnfoxbZ8fxraUv79SNCbq6DfMwkjDbLROlkzJh2tYZp1214AgWaXvl4nyROyrZzcZGQmJ3OJbakuRF1Kjm01kbscukIIFsLvboi5orVAQzaGvGaDXDaFKtsDKFTZNiByOXWRCMv8ugDrrYtk6HLnQrTRBEJRkzXAkJiUmqxSl3XbI86FYz7K/d88Ho/nUcYLSM8DQ6vzWVa3fpos36dWeZqF6e+hEi+fGmOMofVbR+z87Dq6o2l+eIzp715AVrwh43l7mDy3Aq/VIm+dkB3skx8f2zDNLLfNtg/27etHB+TtNqb/FsoWDiEbTYKJCWRt2Yq9OEZGFWSjjhoZQzUayLiCajZR4xP2ebX20DeFN8aQmpSO7nKUH3Gcn9A3Ccbl0rV1h3bepqM79Hon9I526beOSZI2adKlL3M6NdCz0Lkk6H2dwMjbTShp4NA9hjh588dbCLTQCTQhpK0gKQMX9ihLMRaLqGw3YEVceErIhc47VxQ1iaX1uBWet8h53QIRMKpGbEEUH1bp8Xg8nvuIF5Ce+06et9jc+wUOjj8OKGYm/iLT43/uVGsOAN3J2f5n67R++8iGrH7fIiMf8SGrjyLGGPSJFXvZ4QH58ZEr4uKakhe5e70uJklB2TL8utu1rReODsiPjshPTtCd9pvbaRAQjI4Rzc2jRkZRjSa630dWqwQTk2X+naxUrEew3kBWq6haHVmrOw/iw1s4pSDRCcf5CSf5CTvZHqlJOcqPeSV+hS/svkKiU47yI47yE9q6RStv08rbpXfvTVFxD4cwkloeEsiQiaBJIxqhLmu2DYCMiERMKAIqskJD1olljBKKioipyIrNmyNACmlDJ1Fl0++yzYCrTgl4z5vH4/F4Hmm8gPTcV046n2Ft65+S5fvE0TJLM99PtfLYmXG9a122fmKFdCuh8mSV2R9cJpx9MAtYeN4YY4zN92ufkHe6mDQhPz4iOzjA9HsghBWA3Q660yHvtG3vvXaL/PiY/OT4LRdxOYUQqJFR6w1cvoBqNFH1BrLRIBifQI2M2BYLgUI2RggnJ5H1xkPlCdRG09M9UpPR0q2y5cFxfsxxfkJLt2nlLVq6TU/36Ok+fdPnMDvkMD8iNzlS2NL+Reimzem7jRCscMrpJxDURY26jhhPxoh7mqidUt/vUd3rEiUGAVR6UO0ZKomkUZ+kPj5LY/lxGo8/TXVhmShuWE+g98p5PB6Px3NP8ALSc1/Qusfm3i+wf/RrDLyO34y4xQg0xnD0H/fZ/dgmZIaxb55i8i/MIgLfi+pBwxiDSfqkm5skWxtkO9tkR4e2OEyrbUVgp0PePkG322+rn15RoTOaXySYmiIYm0CNjxOMjCLiGKGCMi9QhAGyUrOewTwDBLJaQUQV1MjIQyMG+7rPbrbHbrrHTrZH3/TJTEon79LRXddOoUNHDz3PO3RN723tryIqjAWjBCJAG/sdFn3lQmGLp4yoJk3VYCqYJNSK2knG0RdusFwfwWztEK/sEr6+Du29M9tXI6OE808Szc0Tzi0Qzc8Tzi8STk3fsXxMj8fj8Xg8bx8vID33nE7vNVa3/hFJumm9jrM/QDW+fGZc3srZ/qdrtD95jGwqZv/qEvUva96HI360MVlW5glmB/tku7ukeztuuUu2u0N2sIfu9WxV0NuhFKpWRzWaRLPzyEYTVa8jXeEX1RwhGJ9AVqtgDCIKbaXOag1Vq9vqnGH40DSyLgqvJCalk3dsm4RS6HXo5B32swNaus1xfkJiEusF1D1auk1qUjKT0dadN7U/gaAma9RklZlwulxXIqChagSu2bgVf02aqk5DNmioBhUZU3U5fJVzcguN1uRHh6Rbm/RXV0g31kjWr5Fu/y7Z/h4Yw/ypgxGEs3NETz1LODNHtLRMtLBIOLeAqtfvzAX2eDwej8dzV/AC0nPPMEaze/gf2N77Nxg0U2PfxMzEX0DKs6GovVc7bH50hWw3pfJsjbm/tkww8fDnj90rdJKQ7e/ZqqAnx2T7+8SvvsLWpz9Zhojaxwmm1/2S2xKVKuHEJHK+hqhUCGdmrfdoZhY1MkYwNmbDP6PooRF/BcYYOrpDV/c4zk9o6/apgi+tvM2JbtF1orCVd+yY3I57qxU6BYJYxDRUnZqsoYTiMXWZqXCSqWCS6WCKqqwQiMAJxBo1VbVNzsU7b49hjCE/OSZZXyPZWCPd3iJZXaV39VV0u3VmvBqfoPLUM0Tzi2wlCZfe937XQ3H+ge2h6PF4PB6P50vjBaTnnpCku6xu/SM6vS8SqFGWZn+QRu35M+OMNhz++132/u0WaBj/1mkmvnUGIR8u4XE3MMZgel3bM7DbRXc7pNtbViDu7ZIdHFgP4t4u+fHRmc9XGCpEqRSqOUI4PYNqNhFS2TYR4+OEE1MEU9OEU3Ypa/WHQhhqoznOTzjOjzkql0ec5C3aumPzAfM2LVf4petCQt9K0/SAgIaqM6JGmI/miF1xl5qyYq/uvII1WaOuaoyqURqywWgwUlbwvFcFXPJ2m2Rthf711+lfe53+2irp9ta5EwrB5BS19zxHMDVNvHyRcHaWaPniKZG4cuUKzbvUxsPj8Xg8Hs+9wwtIz13nuPUHrG3/E3LdZqT+IRZmvodAjZwZlx9nbH50he7n26ixgNkfXKL2XOM+HPGDiTEG3W6R7myT7e6Q7u6Q7e6QbG3afMODA0zyBu0lgoBwcopoaZlgcopgYhLVbBKMT/DaxibvefGDqOYIslZ7V4vCzGRlAZiW8wYmJqWv++xnBxw5cXicn3CUH3OcH3OStzC8cW/GSEQ0pBWBc+EsI6pJRVYYVaPUVSECa9RVnbqs0VQNqrJKXdaIxIPlhTXGkO1sk6yvke5sk6ytkGysk26sn5lkEFFMODNDOD1DOL9INL9gvc0Li6jm2b9nj8fj8Xg8DydeQHruGtqkbO7+K/aPfhUhQhamv4fxka8/14Dur/TY+Hs3yLZT6i82mfkri6iRR+/2zDvWa5hurltDfmvDFp45Pibd2rQN6M9BNUeI5udRo+OoZtPlDtr2Emp0jHBqmmB8HNlo3lbA5FeuEM3Nn/ve/SI3eVkk5tB5A0/yEw7yI9p5m77p09FdDrJD9rN9MpPR0/231BKiLuuMqiYL4TyjaoTRYIQRZR+jqsmIGqHmhGDDNVJ/N6L7PZK1VZLVFfprKyQ3rtO/cf3sPSUEwdQ0tfd9GdHCIvHFy8SXHiOcnXtoCg95PB6Px+N5+zx6FrrnnpCk29zc/HF6/WvE4SLLcz9EJb5w7tj2H56w+dEVTE8z/i3TTHzbwxuyaowhPzoi3dmyQnFr0y63t0h3ttAn53czF2FIMD1D5elnCaenCadmXBjpNOHMDLJau8dn8vZJdOI8gMeuQmiXo+yIo/yY/eyAg/yAg+yw9A6+Ga9gQMBkOEGdOnOhbdreKIvA2HzBoiH7uBpjLBhjVI0wopplb7+HBZNlNjdxbYX+yk2S1RWS1ZukO9tghq6lEISz81YoLi1bz/TyBZ+f6PF4PB6P50vycFlOngeCo9bvsr79z8n1CWPNj7Aw/V3I8yo3GsPRr+2z+y83EEow+0PLNP/Y6H044jtLIRKT9RXSzc1SHKZbdmn654SZKkU4NU3l0mOEM7O2QuXCEuH8AqrRQETxAxX6eCuJTjjMj0pheJgduWbxx6U4LN7v6i9dlAeg6lpBPB0+SV3WGAvGmAjGywqho2qEpmoQi7gMD32Qr8/dwGSZy1G8ZsOaD/atd3H15plquLLZpPrMe1y10yXi5YtEi0u24q3H4/F4PB7PW8ALSM8dQ+seG7s/x8HxxxEiYmH6e5gY/Ybzx3Zztv/5Oq1PHCGbivm/eZHq0+8eLxq4/LH9PZKVGyTrNtw03dqkv3Lz3IqUIo4JZ+asQLzlEUxOPVDhgdpoDvMjNtMturpH2xWPOXGFZAqheJQfcZQdvWFPQYFgRDWZDiYZVaMuVHSUhqwRywpjaoRRNcp4MM5EME5FxvfoTB98jNb2Pltfs7mK62v0b163QjG7JVQ3CIgvXiJatG0x4uWLREsXUKOjj5zA9ng8Ho/Hc3fwAtJzR+gn69zc+DH66RqV6CJLc3+dSrR4/tjrXTZ/YoV0MyF+osr8j1wgmHywW3QYrUl3tum//hq966+TrNwkWVslPzo8PVAIwplZqk8/a9sVuHYWtqXFg2XEG2M40SdspTtspzt8Ov40v7P5B9xMVllPNt4wj7AUheF0mTs4pkZPCUQrDEdoqiZK+CbwXwqT57bi6c0bpFsbZPv7pLvbJGurZ73WShFfuEh88THiS5eI5hdRY+OEk1OIwP+sezwej8fjuXt4S8PzjjnpfIbVzZ8k120mR/8Us5P/3bm9HY0xHP+XA3b/5QYmNYz92Skm/+IMInhwPG9gC9kkqzdJVm/aHLKVG/RXbp4x4tXYOPUXP0R84TLR4qIVi1PTyPhsuO79ItEJa+kGu+ku+9kB25kVi4Vo7A17DitAC2IRcSFeZiacYjacpeGqijaVbSrflA2aqsmIat6zlhIPE7rXo79yg3RjnWRznXR7i2xvzwrFW6voKkU0v0i0sEi0uEQ0v0i4uEg0O++Fosfj8Xg8nvuCt0A8bxtjNNv7/zc7B7+IQLE4832Mj3zk3LG6m7P9M+u0fvsI2VDM/cgS9S9v3tsDvgWjNcnGGv3Xr9pCI5sbJKs3yfZ2Tw+U0hrwS8tULj9OfPlx4guXkJX7KxSNMRzmR2ynO6UwPMgObK5hZnMOd7O9c4vQVESFmXCa2XCamXCamWCaoxuHfO17Psx0MOWF4R1A93v0b96woadrKyRrq6Qba2QHB6eL2QAEAdHcPJUnnqby+BN2MmJyynqtvVD0eDwej8fzAOEtE8/bIsuPWdn8SdrdzxEGUyzP/TC1yhPnju3f6LH5EzdJNxIqT1aZ/aFlwql7W+XRGEO6tUH/9ddJ93bovvwSvVdfPutVHB2j+tz7iJeWiZYvEi8tE84v3reqlIlO2Ml22Uq32Uy3rVhMt51g3CUxybmfUyhGVJNnKk+xHC8yG8wwHowxE84wE07TlI0z4bRXrl5hNpy5F6f1UJG3TqxQXFt1FXU3SdbXyHa2z4wNJiZsePPFS0QLS0Rz84Sz86iRkQcqB9bj8Xg8Ho/ndngB6XnLdPvXubnx90mzXZq1F1ic/X4C1TgzzhjD8ccP2P2/hkNWZxHB3c8DzFsteteu0vn0FXrXrIfRJKfFVriwSOWxJ6g89jjRhUtEs3P3tCF6ohP2swP28wPbviI7YDvdZTvboZ23OcgP2c8OzvUg1mSVxWiemcB5EJ0XcSKYYCwYpS5r3ot4h9FJQrK+avNfXbXTZOUm+fHRmbFqZJTqs+8lWrpgJyMWl4kWF99V7VY8Ho/H4/F4zsMLSM9b4qj1u6xu/RTGJMxMfDvT438ecY5Q0b2c7Z9eo/W7x8i6Yu6HF6m/cHfEme526F2/Ru/VV+hfu0rv2lXyw4PBAKWst2dhkcoTTxFMTlF57HGCsfG7cjwAmcnYTLfYcmGl++5xkB+wn1lh2Nbt234+IGAkGOHZ6tPMhjPMBFPMhXN2PZymoep37dgfdYzWpJsb9G/eoH/zuq2yu7ZKdrB/JvQ0mJyi9v4PEC0uEV+8bAsmTc+iGmcnVDwej8fj8XgeBryA9LwpjDHsHPwS2/v/FikqLM/9TUYaL547Nt1J2Ph7N0lu9qg8XWP2ry3dsZBV3e3Q/uyn6V+7SrK2SrK2Qra/f2pMMDFB9b3PU7n8GNX3PE/1qWfuSh6ZrWLaYivdZjfdYyPdZCVZZSVZYyPZJCc/93M1WWUiGOcxdYmJYJxx1+NwQo0zHU4xG85QOadvpufOk3c6rkjSDZKbN+mvXLfe6jQ9NU6NT1B56hnixWXbS3HZeha9R9Hj8Xg8Hs+jhheQnjdE64S17f+To9YnCIMpLs7/KJX4wrlju19ss/kPbpIf54z88Qmmv3P+bYesGmPIj49I1lbpfOYPaX/mU6SbG6fGqLFxqu99nnjpgjXwL10mnJx6W/s7D2002+kON5Kb3Oyvspftc5gfsZfts5Punq5i6qiICo/Fl1iMFpiPZpkIJphQ467H4ZgXh/cB3e+RrK2RrK+Sbq6TbG7Qv3H9bJ5iEBAtLNkWGcsXidzSexQ9Ho/H4/FoY0iMIdGG1BhSrUmMQRvQGPrakBubfFSMDYQgEoJQCgIhUAgyDN1cI4D9d2HKkReQni9Jlh1xc/PH6PReoRo/ycX5/5kgGDt37NF/3mfnX2yAMUx/9zyjf2LyLe3LGEOybsVi79VXzoSiijim+ux7qT79LNX3Pk+0sIiq3znDPtEJ6+kGq8k6G8kmV/vXeLV39dxQ06qsMhNOW49hMMNUOMl8OMtStMhUMPlA9Xt8lMhbJyQb665FxgbJ2grp1hbp1saZ8FPZbNrJh+ULtmDShUtE8wu+6qnH4/F4TmGAzFhhYB/YJZBqTWoMobDiQAN9relpJxykIBQCJQTGGDInNHJjENj3wW5PG8idCOnkOQaIbymwZrD2kga0AYNdN267dmnXJQIJSCGQwo7PjSnPBfeeHvr/MTFWGGXa0DcGCQig7z4nYLBNtxSAFCCx51IcRz50rAwdr7llvThmg3GvQySsyEq0QbvrBhAIyAwoYffdy7W7nvbc6kpRkaI8rtQdcyvX9hpTiD0r8E4vB6IvM4ZWnpNqd33ddThbleKdI8IGX53n1NS7p1+2t5Q8t6XXX+HGxt8lzXYYbXwVizPfd35/x9yw+7FNjn5lD9lUzP3QMrXn3ljYGWPIdnfofvEL9F59mc5Lnz/lEVJj49Q/8CLh3DzV9zxH9eln71g11NSkXOvd4OXeq6wkq7zSe42tdPtMwZrpYIoP1N7HxXiZ5WiJ2XCG0WCUmqzekePwvD2KIknJjev011ZItzZId7bRJydnxsp6ncqTT9l+nQsLRAtLBNMzBBNe6Hs8DwsGSLUhMRrjDFBTvmfKMZx5z/5fVK4PvQ7FvNPA4O0ZTeY8ChUpiZ1gyJ0BqhAEzrANhcC49wpjXQhBZkxpsEshSLUhNdp5M5xXwwz2qZ1Q0U64DIuPUIpSeAwMYzsOrLEduGMJhDWqcdtSziMSCUEk5ZCwGBjU+fDSrRfiozD0K1JSkVYgKXd+kRSlWCm2m7rPJ9pwmGX0nDAo9lGIp+I886HxxbkJ7JjekJcnFILY7R8G4qYwxc8TWoYhETEsuty+DaevaS8aIf/81bd3c3oeaOz9YsWvFPZvOHL302wUEgmJFAPxOOxNDN3fViTlqc8GTrwKIJKCzFghm2ht722sqK25yYH2+tq7SjyCF5Ce23DS/hQrm/8QbbquWM63nGts552crY+u0PlMi2gpZv5vXSScvb3IS/d26b3yRXqvvkLryu+THx2W78lqjfqLH6Lx5R+k+sx7CCbemgfzPIwxbKZb3ExWWE3WWUvWWU3WWU82yMjKcXVZ55nKUyxFiyxGCyxG8yxGC0wEd6/QjueN0f2e7aN480ZZ1Cbd3CA/OT49MAgIJ6eoPPYk0fw84dwC0fyC9VLfw8q6Hs+jhDGGjtZlyFZfG46yjKM8p5Nr2rmmr22IVlh6WaznoK8NJ3lOWAoaa2BlQ2KjcIoYINGattZk2pQekkJ4JcaQx6PwBW/gP4xIQDkPmjF2vRCsEuhpzVFmhaeBUx4m4JTHrPCUidIzZ9eFGOzHTgDIU162JEuYbjSRYjBBoBAoAZGUhEKU4YzSCdqKlGRDoY65MaWwlcJ+1hjr8cPtWzkhE0tRiovEedDM0PUQxbmcd16iOGdxZlJBieIc7fHjrlchdmBwPoE7Dyu6DbF7vRDdxQTCsBevmIQppFAgxKljFUPX/uy6PWYhnMdXG6S7voG7bgb7OxEJQY6dZKhKWV67wtOYaF1OFhQTC43AbudW7+mDwJXV6/f7EN4yXkB6TmGMYe/w/2Nz72MIEbA8+9cZbX7VuWOzw4z1//0ayUqf2pc1mPvry8ja2RmUbH+P9h99hs6nr9D+9KfKUEI1Mkr9xa+g+uTTVJ95lmj54jvqhWeM4TA/4mayykp/hZd7r/HF7iuc6NNeqVjEXIyXebzyGM9UnmQ5WmYxmvdtL+4jeevECsV1l6e4vk6ysUa2t3t6oBCE0zPElx+3eYqXHyNevkgwNe37KHoeGLQzGjtak2gbpCVwniApSs9SYcDcGkaVDz0vjMlYyjKMbtgDlLmQrLww5pyZmWnrpUmHxNbpsbd6rc4agtpAYjQnmaad5xxmOakxtPOcvh54ye4VUTnbb5eVQBKKgFAIuu0W480mkRQ2jE4MDGJrHA8MRXHmPbt2/uvFZ6wBG0tZhtB13fdbGOVAGWqnMWXoXCF0ChFQGPDF9S7OJ3KvFwbzcFhgsY/Su+bER+ZEya0eFKfXyc98/xaJDS9MtPWKpG474ZCIKUIEC8FT7DtwIqoQXt3cTSI4z2ggBP2h61J4ZUP33URSMBIo6lKW17U4J3vsw+tv38gvPMt3ItLkypUrvHD5mXe8Hc/dZ8LbAvcELyA9JcbkbOz8C/aP/zOBGufi/N+kWnn83LHJao/1v3uDbDtGztkZAAAgAElEQVRl9E9MMPWd8wg1+JHW3Q6tT/4ex7/1G/Refql8Pb54ieZXf5j4wiUqTz6NeAcu++10h9f717jWv8m13nVe71+jdUu+4lQwyXO1D/F4fJnFaJGlaIHJYMKLxfuEyTKbm7h6k/7N6/RvXCfdWCfb3zszVo2N216KC4u26unyRaLli3csjNlz7zHOmO05ozVzoTyZM24zrKHb1wMvVHbLowjNKwzdvjZ0taaV53RzXYq0Yqa8m+tyxloIcSoUbxAyNxBSwCkj3BjIhkIGi5yYIh/IuPDC847xYaMmJbEUNJViOrLeiJqUVJX1AMTCCoPRQFFXipqyIZ5gvQbAIMTRjc2GrnlYihP7/ckhu78IE7sd3sD33IpPUfB47h5eQHoA0LrPzc0fp9X5NJXoIhcXfpQwOD+EtPNHLTZ//Ca6oxn/1mkmvm0GIQQmz+l84XOc/NZv0P7UJzFJAkDl6WdpvPghas+9n3Bu/m39qGuj2Ug3ebn3Kq90X+OLvVfYTLdOjZkJpnm2+gxL0QIX4wtcii8yF8689YvheceYNCXZ3rSexM11krUVktUVko11yE+3N1Fj49Sefz/R4jLR4hLR/CLh/AKq7ntd3k8yYzjKcvrOy3KS52VhiL4LW+xrTd8MnveGXx9+zRg60QjZ56/eU4/V3UAJqAg5yHMRgsqQ8FEu56zihFUhXM2QIC7CzArhWniOSg+SGITXGUN5DQchdqIM2VK3fKbwpgUCKkqWOTqhEARSlONFuc/T3qXhfKAif6ehFHUlv6SA83g8Hs+jgxeQHnLd4cb636XT+yKN2vtZnvth1DlFYowxHP3qPrs/vwFCMPtXl2h8zSj9669z8ru/Rev3fqesmhrOztH86g/T/GNfQzj91kScNpqdbJeXui/zWu8qn+u+xHa6gy6Db6AqKrxQ/wDPVJ7iUnyRy/EFGsq3WriXGGPQJydWIG6sk26s2eXmBun21pmqpyKOiS9eJl4qeilepHLpsu+lOERRoa+nNV0nwsAa85nzkCVal+F5xr2njXE5PIKutrln7SIPTWs6ufXQFQKvyA8p1otckqK6YN/od+xFK4RWkcsTG814vV6GY8ZOBBUeQxvmZtdjKU4V/ghuEWgwyJeLhaSmJA0lqUrpqiIa+kYjEdSciCoKcQznwKgh0SaHwv4KYZcZ4/Kc7NjcQEUK79nweDwezyONF5CPOFne4sb636Hbv8pI4ytZmv1BpDh7W5jMsPOz6xx//AA1GjDzV6fJdj/J6v/yX+jfuA6ArNUZ+bpvoPnVH6by+JNv2sjazw54vXeNl3ov81L3ZdaSdfomKd+vyipPVh5nNpzhicrjPF15kuVo0Yeh3iOM1mQH+6VATDbWSdfX6K+uoFtnq56q5giVJ58imrOexKKYzYOap6iNcWLNKqae1uylmauUSJnXkxkbDnmS5xxlOXtpxkmeIxmUWS8EWlH5EKCdWzE4nNd2u9wzAUPTJHePIucokoO8q1DKMmcpFlbkNQNF1RVOaAa2NHoh/iounDGW0j1Ovxbc8vd/5coVXnjs6Xtwdh6Px+PxeO4mXkA+wqTZAdfX/w/6yQpjzQ+zOPO9CHE2JzFv52x+dIXuZ1tEyx3iZz7P5k/9BqbXBSmpv/BBRr7mI9Seex8iDN9wvx3d5Qudl/hs9/N8tvO5U6GooQhYCOeZj+Z5pvIkT1ae4GK8THCOqPXceXSS2NzEq6/RX7lBsnKTZHMd0++fHuiK2VSffKqseFqIRdVovun9FfljiSu/n2hboKPwwvW0tnltrvhC4SUb7imVGF3mpCWuoW9RGKJYLz7T15qT3I6XrvhDR+u3HVYpOS34ipC/QnAC1F0oYyzl+WGCQ94vA6U4s58ZVKgMXE5YJCRFW4FCcNpXrIespiR1JalJSd2FHtaVpKasGBwud+/xeDwej8fzVvFW+SNKkm5zbe1vk2bbTIz+SeanvhNxjkev+0qHrX+4Qrb3Kmr6D0l2v0DymwY1Ns7on/omRj78dQTjE2+4v910j0+c/A5/2PkMr/auluGoFVHhy2vv58nKE867+ATROb0mPXcW3e+RbGwMwk431mlcfZXXjo/oBSGdSo0kisjjCua5D8DUDGZyCjMxCWMTyJEREqVIXL5b4kr4J4cdevttEjMIley7UFYz1AcpNaYUd/cyJ04JaCpF5AqsTIQBF5y4iqTL+RKCyTCwfZ0YlFZXQlCVNlRyLAiYCAMaalBm3bjPFhUDjXvtQSkT7vF4PB6Px3Mn8ALyESRJd7m29r+RZjtMj38rMxPfdibc1GjDwS/usP+Ln4Hg4xBdIz+B+PJjjP3xP03jQ1+JCG5/+xhjWE3W+GT7U3yyfYVr/RuALdzwROVx3ld9L8/X3ssTlce8d/EOo43hOMvZzzK29g84PjykdXxEt9Wi2+7Q7fdpI8jCgF5UoTM6R3f2Mt2v/Ab6ceWNd9DLoXfwpo4lcB4zK6QGZfhrTsQNmlgLQleYpK6k6z9lc9qqUpyq4DicqyYZ9KyKZRGSKcvQzEjadTVUMORu5K/F52yz6H3l8Xg8Ho/H8zDhLfdHjDTb59ra/0qa7TAz8e3MTHzrmTF5O2fzxz9F9+X/F6IvAlB97/NM/LffRuWJp25rgJ/kLV7qvsxnOn/E57pfYCvdBkCheF/1Ob6i8SJf0fggDeWra34pelpzkuW0c81+lnGY5qVHr+Ny8Fp5TssVRmm5Hm25K3xiznw/ITSn7OMcIgwNpRhJU6ZqlbLiYlFBMpSDSo5l5Uko894iIQbrLj8uLoSb9755PB6Px+PxPFR4AfkIkeXHXF//O6TZ9m3FY/eVDdZ/7GOY3qdAGaILjzH1F76D2nPvO3ebnbzDJ1q/w68f/0bpZQRbJfUr6i/ywcYLfKD2PuqPsGjMjeEgzWzhlSzjIM1Y7SfspxldbejlNgS06GVXFHN5M1TSlGqvw2Snhcw1Umuk0TQ6bUaMZjqQNOt1miOj1CcmqE1OUatWbX82aUMyi9L8vsiJx+PxeDwej+eN8ALyESHPW1xf+9v0kxUmR7+R6fFvOfV+dnjI7i/8O1q//+tAjqzPMvM//Q/Uv/zFUx5HbTQvdV/m053P8sXeq7zeu0ZOjkTyfPW9PFV5gvfXnufxymXUOQV5Hja0MbRyzUGase/E4UaSsptmbCcpB2nOYZZ9ycqasfPsxVIyH0WMBoqmFFS7HeqdNiPHh6jdbeTuNmJtlfrJMbVeh0qvhzIa2WwSL12wrTGWLhAvXyZaWEJW3kQ4qsfj8Xg8Ho/H8xbwAvIRQOuEGxs/Ri+5ycTINzA39Z2lKMwODzj8tV/h8Nd+FbIEzCiNr/izzH7vn0KogQBcTzb5ryef4DePf4v93Oa/SSSX44t8sP4CXzvyNYwHY/fl/O4W3VxzkGXsphm7ScZemnKY5ZzkOQdpzkGWcZBlt+2XFwgYDwKerFWYDAPGAsVEGDARBMzGIXNRSEUIzMkxydoq2dYO/RvX6V19lWRtBZOmpzeoFPHyReLn30e4sEg0O0d86TJqbNz3pfN4PB6Px+Px3BO8gHzIMUazuvWP6fReYqTxlcxPfzdCCLKDffZ/+d9x/In/CnkOpomQ38DsD3wTjQ/ZqqqH2SF/0P40n+18jk+2r2AwVEWFrx/5CB9qvMjTlSepyPg+n+Gbwxjb5qGdazp5bkWh8xLuJFkZPtrKNa0sJ3Pjb4cExsOAxyox42HAeGAF4ngYMBuFTIe2SmdRgVN3OyTrtuJp/9rrpDtb7B8dkmysY5Lk1LZFEBLOL1B5/EnCuXnC6WmixSXC6dlTot7j8Xg8Dz7GaAw5mBxjcgx2mecttO6655l9kGOMBpODENjSc3aJsL1+ct0iz0/ctjTG5IC2n3PbNiZDmxQhJAIFQiFcwx8hArRJAAPGuH2m5fYwGiECQLjjLo4fhFAIESJEiBQBBtxni+PP0LpHlh+RZQfkuoeUcTnefjZw25cIBMZk5WvF+1JEBGoUhLTXrTw/XMV4+zmGPk95LbDbkBX32bx83Z4fbmxWXj+7LTtOmwSjXesqoRBCEda7vHbz37pWZ65xkpAIJEJESBnZ79kk7lwjQKBNz54Xgyr3g3M5vbTXMLUPNO5AEdhjsN+PAfRgm25pv5fA3W8Zxmg3sTz8KK4d7hxOPxfF62L4uRjatl1q3R467rz83o0prl8PrROkjJEiZtDsyt3P7ns2JiHX7fJ71LpDrrvl/W4w7p6J3T00bP+4eweNMSlSxEhZKe9be24KISIErvGV0eX97boyl3+bRg/ssGJM8f2WS4S7XrJcFt+ZEBFCyPIeLfYPwh2XIs9P0DrBmH75vRXXJqgJtHn/uX3YH1TePUfqeVts7f0bjtu/R63yLEszP4AQkpPf+QQ7P/ez6G4HEU1jei8SXfgQ8z/yOOFMxEF2yL8/+BX+0/HHSY31gi1HS/z58W/ihfoHiO+jaNTGkBnDYZbT15pWbgvOHGY5R5nNM9xJMxKtyVx4aTvXtHV+W09hgRIwoqyXMBCC0UAxFiimopCpMGAqDBgLApqBpKnUmfYMxhiy/T3Sa9dIt7fZ394k2dggWblBtr93Zn8iiglnZgln5gjnFwhnZokXl4kvXnpT/TQ9Hs+jhykN/gSjU2usygrWkE4pDBKt+2jTRxcGqXuAcoZXbg0akyBQSFlx2wEwmHICLacwHAsjXes+UoQgVGncF0JHm8weWyFggMIYLI7NGlmmfNh9uffQtucPxh17hixFh2JYZBTCRusUFb3GzsGqEwpFl9TC4BPOEBSDdSfIinXbkRYEgTumzF4/3UPrLrluW6EgArRJ0aaP0Ul5jMbYdZyQ0iZD6y7a9Nx1f7RQsk4QjBOJirs27rroPsa0SvEGBkHgBEhGIZruHwIpIoSMAeG+zxyhcpIssMfoxMVAiNyZY7ZCMXL3uBUoQDmxYN8vxPOQMHbrg+Ow97VroDX0uNuI8rdEiIgsa6N1z/5OFMdiDIasHC9F8bujESKmEk26I7Udjo1J0Doh1x173cstWQFoxXNAZo7svt7WeUpk8X1j3G+CFXcDwTkkQG/p/ixE8Kb/xgUBQkZ2vLGTEABCjrr76m0c/n3CC8iHmP2jj7N7+P8QhXNcmP8bmG7K5s//NK3f/W1EFCPr34zee47qc03m/sYyr4ir/KfNX+f3Wp8kJ2cymODPjP1J3l97noVw/q6FSWpj2E0zDl3F0fUk4cRVFj3Kc46ynE5uG8of5fmb3q7E9vxrKMlsFFBz1UUbSjEaKGajkPFAsRBH1FzF0TdzjkZr0u0t0vVV+murpGur1ru4uY7p98+MV2PjVN/7PNHCEtHCItHSMvHSBWS1+lYuk8fzQGCMQZu++89clwZ/YUgVM9NWAFiDUCAR8oBu7xqAm6Hul6JGFzPv5EgRlbPJpvASOCOuMDIHj2HPx9B/9OfM8NtZYzHkPQlLIaJ1MjBghwQRRpPrNrnuonUHKGaVrSEnRGjFRd4uPTPFDPytM/OYzM46C1UKpMIoKdfLa3nOeimK4HwjaTCb/SgSVGHr7DzdPUQ6Ue08aSgCNYKU0wgRD3nYZOlRkrKKks2h+zIo37PifPjeMO5rNyjVQKkGgnDII+I8jG4pRICQYWn0DoRP4bGLSq/YwKsYWO+PkKVX87T3Urj7OS2FsxUBA69iYSC/HU+KnUjIS6GZ5cf2vIUqj6vwHhaeVDMkQAtPnPX8OS9ieU3Pet6K6114GU+PO82VK1d44YUXzj1mQ2Y9WEK5CQY7oYDR9nesFHjFdIq6jXfrndlYxcSMuE39CWOGxWTx+3PL86HXiueFZ7EQskpWB/fa0P1+u2t3u2v2Vj7zZrc7+A007rc4xf4fJIauteS0J/Ht7Kv4f0UhhLjFOz50LwNa20mkQDVLL/GtXLlyBfku64HuBeRDynH7Cus7P4OSDS7O/yjJKzfZ/pmfItvfI1p4nHT7T6P3Rql94wh/9M2v8OO7/4zVZA2ApWiBbxz943ztyNcQinfuCSuqkG4lKXtpxo1ewrVen+Msp+ME4peShaGwvQErSrIQhwRCMBYGVKWkpiQjThCOBoqRQDEdhsSuKfw7+UHODg/pr9yw+Yk7W2SHB6Q7O6Qba2fyE23Y6TzR/ALh/KLzLNpHMPpw5YZ63j7GaCcuMvL8hDxvuxlIUwqiYY+RLmYpy88PwsSskdUj1+3i3fI/rSLESuue20Y+MAKFFRp2VrddeovMLYLwlAgrjQrtROGbn8gpiJpwdfUdXb77zO3FmxSxNbeGvHmFYWWN60rprdMmQ0hBEYJF6SGzr1mvWBFyJm8JQ3MhbSKyXhI3813cU7LYD8YKcVkdEssubIwcjDUylWrYY3f3kja9oX0NwsCsmCjC/ARCRJjyPrBGYBEaKOVAmAsRuln24XMa9vxx5hyHwzWFCK04KMP6zNCkQeoMQit+rl9b5Yknni0FhP2mhu7loXt4YBgPJjsE1ujWJrOCDoWQMUpWkaKCUvXyb9Ne+xgpo4HHyBmSnrePvX7u70ZWCILR+31Ib4i9V0JQA1tJiQC490Xs3kgMDf7O3HNOPb1nlNfsLmwX1NDzAMndiZgb9hAPnt96LIH9FVeNu3IM9xsvIB9Cev0brG7+JEKEXJj5W5z80q9z+Kv/AYSg9r5vonPlfRgEn/62l/jlL/tV8v0cheKPNT7Enxj9ep6p3L7X43kUArHIKVzrp+ykaVl85iDLzphcAmgo2yj+sWqFmcjmDI4EioUoYixQ1JRkNFBUpbxr/zEbY9AnJ/RXb5CsrlhP4voaycYa+uTkzHgRRdaTuLg0WC4uEkzNIOSdm0l7VClnc4eMRDvzOZRvUXqaipCdIkemyMFw4TFF7g+GIk8Cl2eSu7yjPG+jddt6mfKWMyxtLobWCQjKEBshFErWrMGuExeWlZQ5Ddok7nh1ObttjGEgBvsPXCibFRcVirwe6x0JhgTO6Rlya/gHKFUfmkUXg+WZWd7CmNfs7u4wM70EUIY4WQO8yHkKAWWvpU5s7tBw6KQ7Nll6coZypoa9JKdm9gfHU8zOnxbqSemNkSIY8h4VYk1Yb4+sOS+SGLoXrYi3Is0aLcYYLyLuE69nV2jWP3C/D8Pj8XgeCbyAfMjI8mNubPx9tOmzEHw3Bz/xMXqvvUo4M0d84TtofaJBr97nY9/xS1y/vMrFaJmvan4FX9v8bxh7E7N9mTZc7fZ4qdPl1U6fG70+++n5bSokMBEGPFWrMBUGTLviMnNRyGPVClV1bwVXdnxEurFOf+Um6damXb9xjfzk+PRAIQhnZqk+8TTRhYvEi8uEs3MEExPIeuMhFoou50hbMaRNAia3YsskaF14xpJSLAGnPWbavi+EcmE8hRhI3Had0NLJYN24Ig0mHcqNuP8IlJv4+NLeNuupKDxCoSumkDsBar0oStVdWGZcCjalmihZxwzlcRRCRpThlUWIWuF5sh6ZIhdMihhVzm4WAk+BC8GUsuKKObh8DhfOJhDlsd4rNleuMD99NgTs3cYg9Onsf59ePHo8Ho/nUcALyIcIYzJWNj9Kmu0wdvVFDn7pX2N6XRof/CraJx8h/YRke3qPn/8ff5Enlh/n+yb+Mpfii2+43b004w9P2nzqpM3nWl2SoZC68UDxpBOIU2HAVBSyEIXMxRHjwdlCM3cbk6Yk62v0b1yjf/MG6c42+fER2d4u+fHRmfHB5BT1D7xgPYlLF22109k5ZHRnDOtBTP7Ai1p6pVzlO627LgfLVgLLdYei+ENREOJUlb7Cg6ITKwaKfAe3L5uvZT1sNsSx67xsXUqPHdqJuIG4i0YSvnD1bifaDwoUSBERyAaDKnLDFfjCoedqyEOmOJ3DIJwgGi6wYb1eRdhdEQpoPUyF8LIhhkrWSg+TzSmSGIzzOA1C2mwOQ4bWHYoKewPR6Cvjejwej+feoI0mNSmZycjJiURMLKK7GqmVmpSe6ZOZjFCERCIkEAGS8yPEtNFkJkMJhcGQmYy+TkiMe+iE/tB65iZqtdEEIqAuawgh0C6vXRvtgs/d0uhijUSnJCYlcZWFA1eJVSGJZUQsYoSQBCh6pk8n7xDKkIAAJSRSKDe5amwSh1uPZYxAkJkUgUQKSUiAEgolFIFQKAJCESBdCGuiE7qmR2oytMnL7ygzGZnJyZxN11B1JIqu7pKalL1glxd4d02wegH5ELGx+3O0O5+n9ptz9H7jD5DVKvW/+F1s/qdxGuuS1y/f5FPf/RI/uvwjXK5cOncbida83u3zerfPq90e17p9NpNB2N1SHPHeepVn61WeqlWYCO/9LWSMQXdbdDdfpb95k2RzjWR3nex4m/zwBFMBF7lotdKIQl6ooqYWkaMN5GgdWa8iajEitGXI+6ZDjz/CmM/CwXBp6oFwK7xARbltXLn14TLn9nk2VJ0vKQ+kyJOxeUb3vtKcLaddFNoQpQAKZBMRTNJpJzSaE85LNggtVLJq831EiJDhQEC5H+lBMZKoXLfFUNxrxfZk7ITeu8tLI0UwlMPg81k994fCIEtMikSQmJRAKEIRkpoUjUEiqMgKgQuf1mhyk5fLHI127QwCEVCVVQSiNH6G96XRZCYnNSn72QEd3UEiqckaSig0ObkZeOcDEVCTNWIROU84qCKv0G1LowlQBCKwxuc5OVvGFQ5KTFJ+pjieclkaeRqJJBQhx+KE9WSTzKTlcdvrldDVXXqmT18nhCIklhGRCIlcq4VAWCMwM1lZqki7bUshUdjJUIlyzyXKTWYp934gFEoExCIqz6un+7TyFm3dpqU7dHUXbfIz5ZDyoeO118uU5ybcZKJ0z6QLzS6XSAJ37IVx/v+3d+dxk111ncc/595b2/M8vSVNOh0CIRA8ISQk0GxhkUVxICiDgiA6goiOsrmwiBGYCbKIyiIjMDLAGAQZUGZEIjsIAgkiNIIkJAfIvnS66XS60/08Ty333jN/nHOr7lO9VW/Plu+7X9X1VNWtW6dOnbp1fme7ENfDNCkZGZkJeZ6alIQ05mVBYtJ4sgYTro2pXjG+rmG/f6baevScjJRO0qGZNIfBzSBW6MNK7qPGU2C4j4SkFhD4YXhQVeDrFfqCgm7ZpRieyiLkW8/36ZW9UKknof7M0vvRrbF9+pjO+bJL7vNhmge1v6u8z/2AuZk5/uHmT9JJOmQmHZZNCOfEDuWhyveMwuc0kxZlTGO/7DNbzjEXF+Oq0lB9P3wtD0ZpHN0O0zCgYPT+6xISOkk7pi+jYRoxT6qymcaAKY3BTDiWhO9xSR7fexXolBTD64E/+Mggg6FhGsP1Mvq+PzzmyBGYgp8rnspUOrXUKZmYAshVYteeL7Lrzs/R+vQ05b/fTnbqZm656IlMf2gDa+6a5qpH/IB7/vqZvGrtUxZU4HtlyY/mulw5O881s/P8aL7HoNbDOJ0knD8zxYPXTPGQNdOc0jy2ic/ee/JiD4PBDvr5DvqDH8d5SGFxkUF+Rzg3Vhzm6AcDyjwspe4Z4E0Jxo9K7inxckgFsC9eauaO/n0sXLmtWvkuHc0Ry6ZqAVW1CETBaJXJ2iIbw+Xzk+HCFzG3qJaer88FGy3O0Q6/xFUlLvbIJaYdg75q31Px9qF7yrZu3cqZZ6+sFrC6qpIBMKxuLZNgtYwVhcQkCyrDRfzxrn6sc58zX84zV85T+GLYyll9JVOTxspvk8xk9MoePd+Llc9iuM+qYlm1/no8CUloBfY9+uWAnJyMcK7SUKFvkMUKssEwV84x8INQ8SSNC0MwrIwmJHTLbqywGga+z1w5T+6L0OdbVXrj9Q2NG8j3jSrlYJgtZmOlPaySV1WMFv5/gPt8vQpVX6ze73dflXmeCZ/jF943/ldVyawCmIUBjh8GS/PlHN2yRz8u/gIMK91T6RQpybCy2q9XuMtwXX1m1TaHXmpsoXpeTrp9FdR57+n67sTPPRZJ7PGvymsVHh6VtcBNxzV5cjdVfR/AU/iSpmlSJAU7e7uO6Hs4rm3aTKdTIegnwSTZ8JgQRuHsH5xXAX31SGKS4Xe1YTISUvo+BKe9sstcOc98Oc9evy82GoWA8EDHg8yHRu3EJ6RkpD4jIaPh2yQ+ISHF+ITUN8h8RuabpL5BzoDCDCjIKUxBbgYUJseX0PGhZ48yhTKh8AXGGNIyI6NJVjbIfIPwrxV+y3wDXxh8mVAWkDQK8uY8WWagNOCTeB0uxhuyNCHLQgNIZjKSvIEpGvgyBNl5UTLIi9DrSY+iqh/0G5huexhEd/s5/bygzMP0hMRURyODbwwwiSfxo7JAlkNSQhouJQU5g9AIUELZT0kHbcjTkO4ixecJPk8hT0h8bFTrzIMpMf0WJm/QmZ8me1m7vgbQsqcAchWYnb+GbdvfT/OyDPO9WTjjdD635d485r2n08gztj9jN099xtPIkow9ec6V++a5em6ea2a73NrrDw8rBrh3u8kDpjuc1WlzVqfNpuZkPUbel+TFbvqDHzPId5Lnu+PJjvfF61kGxS76gx2xV+4wBgbymLICTA4MICkMpA0SWqRmhqy9jnRmDdn0BtLmDN7nYSiiaVAFYCZpkQ4XQmkOl1oPi3bUViQz2XB1wNGqetWQyBQfh0tW1ZtebF2tegOqA1I8g1m49r7WIhpaFIv67QWtjKPnVYFA7gfMlfMANE2TBDPaX9lb0HJZDvewhzK2ACYkw16CgtDi6vEUcShF1VLY9322d7Zzxe3fHA5TSeJKnvXW/IKClmnRMA08PrZYhgp1gmE6naZpQut+WJCF4bbdskuv7DOVdoatlkVsja9SX53wt3o/oYV4nr3FXvp+MExvCJYKcophcHagH/bqp6AezLRNi048310R86hqsW3EBVR6vjcMwDKTkZEtGIZSxtctCUNzDthL4v1wu67v4fGkpMdUAVnRpoDblzoRi69RO4l41QsyXgaq70zDNGgmTabMVPyul2Tx/nnGDvEAACAASURBVEatjJa+pGEaw+9uM56SwVMyX3aH38cw1CpUBKvrqnes8Dlz5XzteBCOXyYGuFX5b5om69N1zKTTFL5grpyLx5bQuFF9awc+Z7acYxBPyF2F1977WjrC8Sgnj40YRew1KocLEKUxjQ3TIDPpwu/vgu9y+G4XlAzKAbt27eLUjZtiQ0ioXGcmo5k06CQdWqZFK2ky8Dn9sr9gyFt1jMvi978K3qu8Kcpaj2xe0B/E42dZhoppfE8FBX3fp4yfb8M3mWKGVjlF20/R9u3Q0OjD6asMBu8Z9g5RpvgSfGkoc0O3FyrCpS+Hx5vq+OJ9qNCGo0xBI8mgn5F3Mwb90XakBYUpIC1Im6MAPfUZpCXGAIkP18bHdsjYe+c9pfdgPGkKScowDSYBE5/XLwf0TY/c9KFMyGJ4EI6cDUwCZenJ+4Z8EF4jzWIPeQ6+GPV7ZmlCmoRAKU3CxRiDKRPSvIUpU4yBNDFkSUrDNGnRpDRlqOybhCQJwZYvQ7CBN+SD0KiVpoZBH1KTUPQN/b0t0jILF5PRIKPVaNBppyQJ7NsXAqBbb72NU045lTIpMFlOgyYmgSQxIR/SMl6H92XKlD49jE9I8gZJ0QBvKOOZe8rSU5bQ65b0+55ez9Pvl/Rr172+p98Lj/d7JUUBnamEVstQljAYhPzPMkMS05J2SxIPbQNF4eNzPd54SEM5oEihSEPeRONnN7w76XQSsoYJZbSEsgifTfUZDRtwUxbcrmRZ+AyyzNBshs8mSUZz4tMU0jR8Rnke2v3HNZrzy6bBe1IKIFe4/mAnN932NrJPlCRXlsyesZEv328TT/7I4yH1rPmdjdzz4efwpd37+Jc77+La+d4wYGwlBjvV5sxOi/Nmpjh7qs1UevDmj7zYx1zX0e/fTlHuJS/2Mch/TH+wg0G+87ArTCbJNK3GaWTlWpK7Evz2Hv72LoMbb8V3+zAA7oKyC6ydwpxxOtlpm0k3n0q6aRPJKfegnO6QEyo6pS8ZYNjn+8PW/qqS3y3DcvQezyDfy8DvCi385WDY4t/zPebLeWaLWebLLl3fZVAOhgHacOw91bLvq1yT/Tpp6xqx16lXawCo91yUvqDXn6Bx4AgZDGvSmVDJTprDITlJHJ5TtdQ2Yk8ZcJBhb6Gy1y27zMZhRFWvR1WBrALsVjwtQ2jBLRakJYvDwEJF1gx746qKbZZkY5VdQzvpkJrQm1QN4asPhasHq/VhSIVfOEywoBjOIyl8QTPO72hWw5XivqryW/VGmhiMpKS0k9awBzMEvz4O+6uC41Dip5JOaHmP91f5UA+i26ZNM2kCnoZpMJVMhV6sWkW3ur7hphs5/V6nLxiiNpNMh0p77YfTLMhtc/D7amvQm9qjB7zPGHzpKcJo81CBi2d18CXkA0+36ykGnqL0FDnhUvgwhG0QKhLGEytfGWVu8EXs6U3iyq+x4m98wppsmoZpkqVJDBhig1LpGdCnxJOUaWypD6ktSx/S5GF+viRNDXke7stzT5F78ngpCo8pICs8gyKktSg8voQsDRWaRsOQZiYEW/EMLqEiY0hT2JAaGpnBw3DfYT+hEjXIPYO+Z1cC27pVg9fo1HG9XjivYKtpaHcS8tjoVxThekEakpCnnXaoaBVFqHgVMe15Hs5zmGYmvoYfvk7poYinQfSlj3kVPt9q2+7efeycnqH0sQLow3uq3k9V0U7T8N6LWp5VlcWQ9tH9ee7pdf1+FUZZjfJ4OZg2sLt2e/4I9r3/+aEPp9kK36tmK2F6OmHDSRmJCceFXq8kSQxT00k4fuXhmDXwJe12Ek6XWTIMaJotQ7OZxOvR36143Wga0sSERgHAVKdBG96GsChbSFt1Pb5ds5UMjxvNpqHdCoFZnodAtzo++DJ8z6pjmffQaBiSFBqZGQbT83MlafzOVgFyEhcEH/Q93W44dZD38budheMbhP01mwmNZv04yDAv0jRsMz2TDp9zMNWxKElG21XHjSw7Pounbd26lUZDAaQskrLscdNtf07yD3eRXgk7Tu+wrflInvqpC/BTsOPFm/ib9V2uu/p6qumAZ0+1efCaac6Z7nBmp0U6VvBDBWeeQXEn/cE2ev3b6PVvpde/hbne9fQpmcUwB/QxDABvOvj0ZAbJNF3TpGcyCtMgH+T0ez36/S6Dfo/eYJ7+YBuDxm3MdQzFZihPg/JhCT7pxBEK1S91AdwYL9GueDnOOqZNO2kznUzTSpvDIXyjeSajuSejOSlm2GNQ4ocTykMwURtyYmrzS8aGpQCxl4/95poksSW+Pk+pGtZWpad6TrWPauiFqaW1pAgt23FOUtOEcyJltQngiTE0TZOrr7ya8887fzSHinIYIKa1c5xVAcFwoEetDBW+iJPiB8Me1kFsWJhKpmiaBnPlHGHeaX/Y41flWOiFHOV9NVn/QHOlTpTxUzHUFwNItWDOIZWlZ36+ZO+egrn5kl63ZNAPFYqdbiNrdt0nVBoGoUmmX3h23VUyN1fESnzYT5ZBXsQAIPfkMSDBQ5KGSlC/P5pPVe2zqpB05z29Xkmexxb4frnIgYDnkK0xJ4AxDCtJVdB0PKXpqOU8nPie0BPiod/zw96Q+iVf1EWVM4zpYkwoI0kMlrN0FJRWQXhRjHoFquC2WvAtSaHRSEgzQ5YRKqGxYpck0GontNuhYpzVehaMiRXw4fs3Y/kxfnt0XxUEh+A27K/RNExNpaFiPezpYvS3Gf1dVahbrfCcdscMty+LsF1RhF6uqvJfVg0ppaeo97bE6ySterZC3vV6oVcsTUPg4MvwXSvLUA6arYQsC+nKB+E7nw/CpSg9jUbC1HRCp5MM02JM7P2Jn09Zhu9r9T2unl96SOLnakxMc1H/PMN3u4jpD/tamD/NpqGo0tsODRiNzLB2fbUIXbiqeu263ZKygOmZ0AD0wx/9gHPOscN9j/dSlb5qoIrHpSR8F6vPqvrsjAn3V72XVd61WoZWKwZ0DbPieqNWs+p7Wlc1RN2dKYBcwW697b0U/+dG0mvg1ntm7Esu4vzvPYDZMzI+/PQGN7b2kM7DT0y1uWBmisdtWDtc9CYv9tHt3shc73p29W5gV/8W7hzs4K5yjlk8sxhmIQaLJt5usf8ZHQlz8PLdLGydi1KgEy7Ge7Lc0PQNZujQbHZIGy3SZGEPTrVoQTtpDxcoCOP+02EwE3pwwspZrSQMSWyb9nB+QCdpD3sqGrXhYQ3ToJE0hgsoTCWdRQ1OjoSPP0j9fvghI7Y+DgbhR7zXCz+uoRIUfowG8cc3VKLCMJ8kNaRJ+PENlUATW8/8sNJelJ7B7Ru4a+00u33oux1VeHIweezJCT/kVBUgCMHpgtvV3NBai6aBnoFBYjDJDJSh56TbLckaodKTxArq/FxJr+eHlYSy6IcKTuwVqB7zPry/UHHwlLESUZXQshi1EoaGEYaVlPp9ZRF6n8rShyC8Vgkc/vibUYWgqgxkqaHVjsMBY5BT9fSkWczjIqRt1Hs06m0xMExHFdgMBqEinueeRiNUJLLMkMW/09QwNZWwdn0W8rQb8qoa5lRVGIc9K0WVN7H3KRlVmtPUjIYNptDvh96m/sCzb2/BHTsHzM2G8jYqk+E6z8OwqKL0wxZg7/1hAoYpYMfx+nocUrNlQiU/C/m1bn1Kp53QbCcLhhNVPXGNRsL0TEKzGfK7UV03QkWz1Qp5VvWQZTG4SJPYe1eMgtmqMlyV0+q7OwxSqrIVy9F4YFG1crfbCUXph8PTqt6z0NIeXz9d2DpfN6xkD+KIiuF3aPQdKPIY+FXB1vA1Yt7EPKh6CA6m+i6Nt+RXx7DBIORFlpnQqDAIf+f5KGjK4v6LwlN1Ltfz62CBWJXv3/72t9myZeXO4Zblbb5fcH/bOfyGIncTCiBXqDt3f4W5932N9Aa44V4ppvcs7LX35fr7JvzNM1PSNly0YR1POXkdhd/Jj2a/wie3X8WuwQ5my73s8jm7MbGNvP6jv3+RyMhYZ2Y4PW8yM2+Yvqugs3dA464u6e59ZEWYV9zueqbmYWqQ0t5wD6ZOOpWpjZuZ2nRP2vc4ncbGe1I22gz6oXeg14sV51jhrQKTXjdUYPftK8IwsrJeER5VgJIkVED27i3YPlsOWywHg9gqGStJeT56TpEP6PX6ZLWgq2rJrbcgJ2PBQrVdPvDMzZXDVmMIgVkjq1qhF7YUGzO63yRVRS9UBquKd7dbMjcXhmuESnyc89Bf7KFTa4BbFvMFZRlLU5iaTmlkoTx7P6qwt9sJa9eFin9V2TcmBBlT0ykzMwnT0ymtdghAGs2EbbfdzP3OOmPYcpskYcjSzEzY3sRgruopylIzDNbSlOGLl7GHoNkMt6vhS1ljFNip9X403GsxhkVVjRAHur+aH1RptZZng52IiExOAeQK1B/s5Pa/ew+NG+C6e08xvfs32LRjLd97gOETv3AHF6y7gcTcyJXzt/OFm2bpH6DXMCFhQ9Jhc7qWddnJrG9sZF26gTW9lOm7Cqbu7NG+5Q6aP7wVc/3N+P4++jSZZ4p532Hez9DtnEl3ZjPd9kbuSNZTNqbopx26PqW707PnRwX9XmhtDsOpti1aHtWH96S1lvpQKU6G833qPVPe+zikJ7ao1ya7V8NW0hSmZ9JhZdrE4WLVMJv6EKAjCf5CL1wYKjWzJh2O3W824/yEdNQr0WyG3q1qaFURexqKOO+gaskvC1/ruYuLGOQhfcNhW8noeufOHWzevIkkiXON4vyjqocsrGhZzUMarXBZf6ysPSc+vPBSDY9KQkDdbodGgLnZMuQZnnYrod1J9us5rXpams2ENAtDXYsi9p4kZrhPE8fCVj2B1f2JYezvUaDfbifhfdfSWp+P5uMQpepv72GQe3rduCBFFoazVcOoijzkcRrzNgQ4C3t5PAwbFCrVZ5okDHsiFzaMwNxcwZ7dBd5Xw+ni0Kc4eb9qGBnmWcy3YQ9UOZobVjWEDMtTLHOdTpxzkxy/4GPr1mvZsmXtcdufiIiILA0FkCuM956bL/sTGlcU7F7TYXrX8/jh+d/l4w/9Abev2c0AzzfjOiYJno3Aqck0pzc2cebUuZzWOZfpbD2d7lq6t9zBHddt545bdrP75jvYvW0nO3sN5vw0c6xlzm9mlkfQNx0GvkHhx1qO46I3C+UYk9NqG9aty9iwISNrjBZTyBqGZiOh1Q7D/6p5b1kcTldVimdmUmbWhCFoSa3HYthzkYRJ2FXAVQVfVS9ENVRzqdWDzypALcoQEFTzEtudZFlMnt669Sa2bNm41MkQERERkWVMAeQKs+Oqv6O87FauO6PDVx57Kted8ddUKzGfRMkZps1909M4Jb8/M/vOY8+2U9l27R7uuH2ez+8q2bOvx77Bbgq/N+5xXbycsd9rNTJYszZl7UxKs2lYsyZlOg43m55JWbM2XNauTVm3PqXdDhPkmy1NAK9UPThheJfyRERERERWNgWQK8igt4vvXPZPfPPpDa58oAe2cU9KzilmWHftY7n1m2dy7Q3ruHq+UXvWXYTAZYqEghn2sim9kzWtnM6aJmtParHhlA4b7nUS609bz9q1o8CwpUBQRERERERqVnUAaa19EfBKYDNwFfB7zrmvLm2qjt6nPvZaPv5zCfNtw2mU/GQv4brPPJmvfeuh+Di8dA17sMmtrE93s3YG1q3POGVzm033O5mTzzyF9mlnka5bp8BQRERERESO2KoNIK21zwbeAbwI+Fq8/rS19hzn3E1Lmrij8P1tV/CFLfvop/AUBpz0/fvzr5c9lpN7e3jyxn/j9FML7vPAjay/7z1pbn4k2ckbMYlWuxMRERERkeNn1QaQwMuAS51z7423X2qtfTLwQuDipUvWkZvvzfOt+2yllxn+c9dzytafwj7wUTzlLaeSrlVvooiIiIiILI5VGUBaa5vAFuAtYw99DnjU4qfo2Hzg83/C9rPhQXOep530Wqafd9ZSJ0lERERERO6GVmUACWwEUmD72P3bgZ8+3JO3bt16ItJ01Nbsyzh/tsR+fwvX/MQe2L680ierx3Ir+7K6qHzJiaTyJSeSypecSCutfK3WAPKYbNmyZamTsMCWLVvYunUrW56zvNIlq8vWrVuXXdmX1UPlS04klS85kVS+5ERaruXrUEHtal1lZSdQAJvG7t8E3L74yREREREREVn5VmUA6ZzrA1uBJ4099CTgisVPkYiIiIiIyMq3moewvg34oLX234DLgd8GTgP+aklTJSIiIiIiskKt2gDSOfdRa+3JwGuAzcCVwEXOuRuXNmUiIiIiIiIr06oNIAGcc+8G3r3U6RAREREREVkNVuUcSBERERERETn+FECKiIiIiIjIRBRAioiIiIiIyEQUQIqIiIiIiMhEFECKiIiIiIjIRBRAioiIiIiIyEQUQIqIiIiIiMhEFECKiIiIiIjIRBRAioiIiIiIyEQUQIqIiIiIiMhEFECKiIiIiIjIRBRAioiIiIiIyEQUQIqIiIiIiMhEjPd+qdOwrGzdulUZIiIiIiIid2tbtmwxB7pfAaSIiIiIiIhMRENYRUREREREZCIKIEVERERERGQiCiBFRERERERkIgogRUREREREZCIKIEVERERERGQiCiBFRERERERkIgogRUREREREZCLZUidADs9a+yLglcBm4Crg95xzX13aVMlyYq29GPgFwAI94F+Bi51zV9a2McB/B/4rsAH4BvBi59xVtW02AP8DeFq86xPAS51zu2vbnAe8E3g4sAt4D/B655xOKns3Ecvbm4B3OedeEu9T+ZKjZq3dDLwZuAhYA1wHvNA59y/xcZUvOWrW2hS4BPgvhLrUNuBvgUucc3ncRmVMJmKt/UngFcAW4DTg+c65S2uPL1pZstY+A3g9cD/gWuDVzrl/OM5veT/qgVzmrLXPBt5BqKw9GLgC+LS19t5LmjBZbh4PvBt4FPBEIAe+YK09qbbNHwAvB14KPAzYAXzeWrumts2HgYcAT46XhwAfrB601q4FPg9sj/v4XULjxstOxJuS5cda+0jCj+J/jD2k8iVHxVq7HrgcMMBTgQcQytGO2mYqX3IsXgW8GPgd4GzCZ/9i4OLaNipjMqkZ4ErC5zt/gMcXpSxZay8EPkpoDLkgXv+9tfYRx+NNHorxXg0iy5m19hvAfzjnfrN23w+BjznnLj74M+XuzFo7A+wBnu6cuyy2ht0GvNM598a4TYdwUHuFc+491toHAN8HHuOcuzxu8xjgq8DZzjlnrX0h8KfAJufcfNzmNcALgdPVwrq6WWvXAd8GfoPQunqlc+4lKl9yLKy1bwIe55x79EEeV/mSY2Kt/SfgDufc82r3fQA42Tn3sypjcrSstfuAl1Q9kItZlqy1HwVOcs49qZaeLwA/ds4950S+b/VALmPW2iahe/xzYw99jtDTJHIwawjf7zvj7TOBU6mVpXhA+gqjsnQhsI/Qy125HJgd2+ar1cEs+ixhCMd9jus7kOXofxEar740dr/KlxyLpwPfsNZ+1Fq7w1r7HWtt1TABKl9y7L4GPMFaezaAtfYcwmidT8XHVcbkeFnMsnQh+8cIn2URYgQFkMvbRiAldF/XbScUTpGDeQfwHeDr8XZVXg5Vlk4ltFoNW0jj3zvGtjnQPuqvIauQtfY3gbOA1xzgYZUvORb3BV5EmPf4nwjHrzcThhiCypccuz8lDA/8vrV2QFhP4gPOuXfHx1XG5HhZzLJ0sG1OeFnTIjoiq4y19m3AYwhDI4qlTo+sfNZaS5iH/Rjn3GCp0yOrTgJ8qzYt49+ttfcnBJDvXLpkySrybOC5wC8TgscLgHdYa693zr1/SVMmsgKpB3J52wkUwKax+zcBty9+cmS5s9a+HXgO8ETn3HW1h6rycqiydDtwj9qwsWos/ylj2xxoH/XXkNXnQsKIiKustbm1NgceB7wo/n1H3E7lS47GNsJ8oLqrgWqxOB2/5Fj9OfAW59xHnHPfc859EHgbo0V0VMbkeFnMsnSwbU54WVMAuYw55/rAVuBJYw89iYXjpkWw1r6DUfB4zdjD1xMOKPWJ1m3gsYzK0tcJK4tdWHvehcD02DaPjc+tPIkwYfyG4/JGZDn6OHAeodW+unwL+Ej8+weofMnRu5xwCqK6nwBujH/r+CXHaorQIF9XMKoHq4zJ8bKYZenrLFGMoFVYl7l4Go8PEuaHXA78NvAC4IHOuRsP9Vy5+7DWvgv4VcJiFPWW/H3OuX1xm1cBfwQ8n1Dhfw3wk4B1zu2N23waOJ1wmgYIi6bc4Jz7ufj4OsABXwbeQKjkXQq8zjn31hP3DmW5sdZ+mbgKa7yt8iVHxVr7MEKF5xLCkvQPBt4H/JFz7l1xG5UvOWrW2kuBnwZ+izCE9cGE8vE3zrmXx21UxmQicaX7s+LNKwhztj8B7HLO3bRYZcla+yjC4jyvITT0/jzwx4TpJt84QW8fUA/ksuec+yjwe4TC8R3C3LaLFDzKmBcRVl79ImE4WHV5RW2bPwPeDryL0Hu0GfiZ6mAW/TLwXcIqXp+Nf/9q9aBzbg+hdeu0uI93AW8lDAWSuzeVLzkqzrlvEhq/nkU4t9obgdcSzm1bUfmSY/FS4GOEMnU14XN/L/Dq2jYqYzKphwL/Hi8d4HXx7z+Ojy9KWXLOXQH8EvBrhHMzPxd49okOHkE9kCIiIiIiIjIh9UCKiIiIiIjIRBRAioiIiIiIyEQUQIqIiIiIiMhEFECKiIiIiIjIRBRAioiIiIiIyEQUQIqIiIiIiMhEFECKiIiIiIjIRBRAioiIiIiIyESypU6AiMjdlbXWT7DZ65xzl5zotCy2+N5f6Zx7S7x9CfAK59zMkiYsstY+HTjNOffuY9jHvYFfB97pnNt53BI32v9ZwCuARwLnAtc458493q9zolhrHwJsnWDTn3XOffI4vebEeWatvT/wl8BjgHngI8CrnHNzy2E7EZGlogBSRGTpXDh2++uEiuOHa/fdsnjJWVLvA45LkHCcPB14KHDUASTwRODVwJuPS4r290DgqcA3CCOKVtqoohtY+B14DvA7wEXAnbX7v3scX3OiPLPWrge+BNwIPBM4BXgbcA/gl5Z6OxGRpaQAUkRkiTjn/rV+21oLcNP4/XcHzrlbOIHBsrXWAC3nXPdEvcYBXAC4E/ialznn/hHAWnspIeBdMZxzu4BhWbfWvgC4wzn36RP4spPm2W8BG4ALqt5ja20O/K219vXOuauWeDsRkSWjAFJEZAWw1j4ceAOjHpvPAb8bA696Zfh3gbcCFvgO8HzgVuCdhF613cCbnXP/s7bv6rkvB94C3B+4CniJc+7rte0eEB9/JNCJ+/2Qc+51h0n784HXApuBbwIvPMA2l1AbwjrJa1lrLwReF7cxwPeB1zjnPl97Ty8j9ACeC7wA+ODh8jM+93lxu2qY8Qecc792qPc59n5uBk4f28eLj2VI7DjnXHm89rVMnAd870S+wBHk2UXAF8eGHv9f4H8DTyF8P5ZyOxGRJaMAUkRkmYvBzleAzwO/AjSAS4DPWmsf5Jwr4qanAn8BvBHoEoa+fZQwHO57hCFxzwLeba39hnPu27WX2Qz8VdzvbuDiuP+znHM74jaXAT8mBGK7gfsRgs1Dpf0phMrvh4C/JQRyH5/gbR/ytay1jwb+mTAU8TfiNg8F7l3bx2nxPb0BuB7YFp97yPwEXk8YMnh2fJyYliPxTOAzjN43gKtvEHtF0wn2VTjnJpkvu2LFvDiXUFYm2fZE59sDxtPinOtZa68llIul3k5EZMkogBQRWf7+jNCb+LSqQmyt/RbwA8K8sQ/F7U4CnuCc+17cZj3w18DlzrlXx/u+DDwD+EWgHkCeBPyic+6f43ZfAW4Gfh+42Fq7kRDE/b5z7rL4nC9PkPb/BlzhnPvVePsz1tqS0Et6QBO+1p8BP4rvtwqgPze2zQbCAixXHOC5B81P59yHrLU/Bs44huHE1wLrgc8cYh/PI3w+h/MEJsvrlex+wDTwHxNsuxj5toHQKDHuTsJ3Zam3ExFZMgogRUSWMWtth7Aa4yuBNM6ThDCk0wEPZxRAbquCx+gH8XoYWDnnBtbaG4B7jb3Unip4jNvdaa39Z+AR8a47CD2Zf2KtPZkwzO7mw6Q9JfQK/sHYQx/jEAHk4V7LWjtFGLZ6cS14POB+xoPHI8zPY3F+vD7UAjCXAQ+bYF/u8JuseOfF60kCSOWbiMgSUgApIrK8nUQYrve2eBl3Xe3vO8ce68fr8R6NPtAeu+9AQzS3E4eNOue8tfZnCMNB/xKYsdZ+F3i5c+6LB0n7PQi/MzvG7t9+kO2Z8LU2EFbPvO1Q+znI6xxJfh6L84Fd1RzVg9gF7JlgX4cKkleLBwElk83xW4x8u5PQgzxuA3DNMthORGTJrLQlv0VE7m52Ax54E6HXZfzyiuP0Ovc4wH2biPMGAZxzP3DOPYtQmX0soSL/idhLeCA/BnLCqQjG93tIh3mt3YRg47TD7OZA898WKz8v4PCnn3geMJjg8rjjlKbl7EHAdc652Qm2XYx8u5owH3HIWtsiDLW9ZhlsJyKyZNQDKSKyjDnnZq21VwDnVPMYT5B11ton1uZAbiCcx/AvD5CmHPiatfYNwBeBMwjDTse3K6y1WwkLyry99tAzJ03UgV7LOfdta+3Xgedaa996mGGs4/ubND8P1Et7JM4mrDh7KBqKOXIekw1fhcXJt08Br7XWnuycq8r2zwOt+NhSbycismQUQIqILH+vAL5krf0Y8GFCb9xphEVCPumcm2RV08PZBbw/nk7jTuCPCD11fwEQVyetVnW9FpghzG28jXD6jIN5PfBP1toPEuYWnssBTuNRN+Fr/SFhFdYvWmvfFdP8EGCnc+5wK3lOkp9XAy+w1v4KIRDZ6Zy7wVr7eMKJ3p/vnLv0EK9xF3ChtfYJwDzwnfHzQcYAYb/Ae1JxLuhF8eYZwFprbRWcMce6lgAAAa9JREFUf9M5d2Pc7pBpttY+l7Dy50855/7lSB6f4LmHfO3a+7gf4bM4rGPJt0nzDHgP8FLgH621ryf0or8N+Khzrl7el2o7EZEloyGsIiLLXFzF89FAE3g/4fQQryccw4/XeeG2AS8iBGp/H1/ryc65ah7h7YQA7g+BTwLvIwxR/enxwGgs7Z8knGbjMcA/Ar9A6FE5lMO+lnPua8DjCUNZLwX+X9zvjfvvbr80TZKf7wf+DngHoSfxknj/dC2Nh/JqwlzLzwKXM9lpJ47UKYTP6u8JeXGv2u0n1LY7XJqTmD5zFI8f7rmT5NcD434m7YE8FhPlmXNuN6EHfh+hbL2d0KDx6/WdLdV2IiJLyXi/qk8tJSIih2GtvRR4qHPu3KVOy3IXe4V+HjhvpZybcSnTvBLzS0REDk09kCIiIpN7NPCmFRYMLWWaV2J+iYjIIagHUkTkbk49kCIiIjIpBZAiIiIiIiIyEQ1hFRERERERkYkogBQREREREZGJKIAUERERERGRiSiAFBERERERkYkogBQREREREZGJKIAUERERERGRiSiAFBERERERkYn8f92R3PW9GxOsAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_regret(recompenses_moy, noms, mustar=mus[kstar])" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_hist_regret(recompenses_fin, noms, horizon, mustar=mus[kstar])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Attention, l'axe $x$ est différent pour chaque histogramme !" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette fois, ces 100 simulations permet de conclure quelques points :\n", "\n", "- `MoyenneEmpirique` converge rapidement au début, mais son regret $\\mathcal{R}(t)$ ne semble pas avoir un profil logarithmique (il faudrait essayer de plus grands horizons pour le confirmer),\n", "- Les différents `UCB` semblent tous avoir un regret logarithmique, i.e., $\\mathcal{R}(t) = \\mathcal{O}(\\log t)$, et plus le $\\alpha$ est petit, plus le regret est bas,\n", "- `ThompsonSampling` et `KLUCB` fonctionnent très bien, sans avoir à choisir de constante $\\alpha$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dernier problème\n", "On s'intéresse enfin à un problème bien plus difficile." ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "horizon = 10000\n", "repetitions = 10\n", "mus = [0.3, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.02, 0.02, 0.02, 0.01, 0.01, 0.005, 0.005, 0.001, 0.001]\n", "bras = [ Bernoulli(mu) for mu in mus ]\n", "K = len(mus)\n", "kstar = np.argmax(mus)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10000,\n", " 10,\n", " [0.3,\n", " 0.05,\n", " 0.05,\n", " 0.05,\n", " 0.05,\n", " 0.05,\n", " 0.05,\n", " 0.02,\n", " 0.02,\n", " 0.02,\n", " 0.01,\n", " 0.01,\n", " 0.005,\n", " 0.005,\n", " 0.001,\n", " 0.001],\n", " [<__main__.Bernoulli at 0x7f180b7dce10>,\n", " <__main__.Bernoulli at 0x7f180b7e41d0>,\n", " <__main__.Bernoulli at 0x7f180b7e4c50>,\n", " <__main__.Bernoulli at 0x7f180b7e4be0>,\n", " <__main__.Bernoulli at 0x7f180b7ef390>,\n", " <__main__.Bernoulli at 0x7f180b7ef710>,\n", " <__main__.Bernoulli at 0x7f180b7efa90>,\n", " <__main__.Bernoulli at 0x7f180b7efe10>,\n", " <__main__.Bernoulli at 0x7f180b7fa1d0>,\n", " <__main__.Bernoulli at 0x7f180b7fa550>,\n", " <__main__.Bernoulli at 0x7f180b7fa8d0>,\n", " <__main__.Bernoulli at 0x7f180b7fabe0>,\n", " <__main__.Bernoulli at 0x7f180b7fac88>,\n", " <__main__.Bernoulli at 0x7f180b782710>,\n", " <__main__.Bernoulli at 0x7f180b782a90>,\n", " <__main__.Bernoulli at 0x7f180b782e10>],\n", " 16,\n", " 0)" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "horizon, repetitions, mus, bras, K, kstar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On va comparer différents choix de $\\alpha$ pour l'algorithme UCB : $\\alpha = 4, 1, 0.5, 0.1, 0.01, 0.001$." ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<__main__.MoyenneEmpirique at 0x7f180b91d470>,\n", " <__main__.UCB1 at 0x7f180b91d0f0>,\n", " <__main__.UCB1 at 0x7f180b91db70>,\n", " <__main__.UCB1 at 0x7f180b91def0>,\n", " <__main__.UCB1 at 0x7f180b91d7f0>,\n", " <__main__.UCB1 at 0x7f180b9317f0>,\n", " <__main__.UCB1 at 0x7f180b931ef0>,\n", " <__main__.UCBV at 0x7f180b931470>,\n", " <__main__.UCBH at 0x7f180b9310f0>,\n", " <__main__.KLUCB at 0x7f180b931eb8>,\n", " <__main__.ThompsonSampling at 0x7f180b8ee160>]" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "algorithmes = [MoyenneEmpirique(K),\n", " UCB1(K, alpha=4), UCB1(K, alpha=1), UCB1(K, alpha=0.5),\n", " UCB1(K, alpha=0.1), UCB1(K, alpha=0.01), UCB1(K, alpha=0.001),\n", " UCBV(K, alpha=1), UCBH(K, horizon, alpha=1),\n", " KLUCB(K), ThompsonSampling(K)]\n", "algorithmes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour les légendes, on a besoin des noms des algorithmes :" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "noms = [\"MoyenneEmpirique\",\n", " \"UCB1(alpha=4)\", \"UCB1(alpha=1)\", \"UCB1(alpha=0.5)\",\n", " \"UCB1(alpha=0.1)\", \"UCB1(alpha=0.01)\", \"UCB1(alpha=0.001)\",\n", " \"UCBV(alpha=1)\", \"UCBH(alpha=1)\",\n", " \"KLUCB\", \"ThompsonSampling\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut commencer la simulation, pour chaque algorithme." ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bbf1cf63aff84784af876ae1f55dfb3e", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type HBox.

\n", "

\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

\n", "

\n", " If you're reading this message in another frontend (for example, a static\n", " rendering on GitHub or NBViewer),\n", " it may mean that your frontend doesn't currently support widgets.\n", "

\n" ], "text/plain": [ "HBox(children=(IntProgress(value=0, description='Répétitions', max=10), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "CPU times: user 1min 14s, sys: 625 ms, total: 1min 15s\n", "Wall time: 1min 14s\n" ] } ], "source": [ "%%time\n", "N = len(algorithmes)\n", "recompenses, choix = np.zeros((N, repetitions, horizon)), np.zeros((N, repetitions, horizon))\n", "\n", "# Pour chaque répétitions\n", "for rep in tqdm(range(repetitions), desc=\"Répétitions\"):\n", " for i, alg in enumerate(algorithmes):\n", " rec, ch = simulation(bras, alg, horizon)\n", " recompenses[i, rep] = rec\n", " choix[i, rep] = ch" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dimension de 'recompenses_moy' = (11, 10000)\n", "Dimension de 'recompenses_fin' = (11, 10)\n" ] } ], "source": [ "# On moyenne\n", "recompenses_moy = np.mean(recompenses, axis=1)\n", "choix_moy = np.mean(choix, axis=1)\n", "print(\"Dimension de 'recompenses_moy' =\", np.shape(recompenses_moy)) # juste pour vérifier\n", "\n", "# On garde la distribution à t=T\n", "recompenses_fin = np.sum(recompenses, axis=2)\n", "choix_fin = np.sum(choix, axis=2)\n", "print(\"Dimension de 'recompenses_fin' =\", np.shape(recompenses_fin)) # juste pour vérifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette fois, les statistiques accumulées ne sont plus entières." ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(array([[0.3, 0.1, 0. , ..., 0.1, 0.4, 0.3],\n", " [0.5, 0. , 0. , ..., 0.1, 0.1, 0.2],\n", " [0.2, 0. , 0.1, ..., 0.1, 0.3, 0.4],\n", " ...,\n", " [0.1, 0.1, 0.1, ..., 0.2, 0.4, 0.2],\n", " [0.1, 0. , 0.1, ..., 0.1, 0.2, 0.2],\n", " [0.1, 0.4, 0. , ..., 0.2, 0.3, 0.3]]),\n", " array([[0. , 1. , 2. , ..., 0.9, 0.9, 0.9],\n", " [0. , 1. , 2. , ..., 3.2, 1.7, 1.2],\n", " [0. , 1. , 2. , ..., 0. , 0. , 0. ],\n", " ...,\n", " [0. , 1. , 2. , ..., 0. , 0. , 0. ],\n", " [0. , 1. , 2. , ..., 0. , 0. , 0. ],\n", " [4.9, 7.2, 7.3, ..., 0. , 0. , 0. ]]))" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recompenses_moy, choix_moy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On affiche et vérifie les résultats attendus :" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "choix_moy = np.floor(choix_moy)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_selections(choix_moy, noms, kstar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On commence à voir une différence de vitesse de convergence, pour l'identification du meilleur bras." ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses(recompenses_moy, noms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Difficile de différence quel algorithme est le plus efficace, même si clairement les plus grandes valeurs de $\\alpha = 4, 1$ pour UCB semblent avoir moins bien fonctionner." ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "image/png": 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mPXu3A5hqTVARj3kO71l+r68jHgR5heVVUg7j4bnSWv9mPeMVbj1vZJvN1tF+oFpx17OH9mOCve+11ucLS6y13o6ZcClSKdUZc7H6LHkn7XBVTylV3aUX0db7dcj69zDwsJvntppjLpBt6WyBU02XfbgO57sStjLYenxdy1qcilT3BeQBhX8PFYXbANzGurkRA8RYow2+x7TpggLEXphhlP0dFyqlXD8L7hzG9KC5cl122JYtDj2+Vu9lM8xMzVeqwDq5Bmw3iS55cp6tIehLgaXKTIK1DnhVKTXDZfitEKIA8gyiECJfWuvvMK9PGK5+n1nwK8yzaROUUt6u21jPHtqeI/wWM316Y5c0Xlaay5ihWt2sO7+29X5AP+BHrXV+w9CuVDdlprS37as55jnIdQ5l+gTorszrN5zYjq8olFLVVd4ZPXdh7uTbLvZXYe6mR9rqxyWPm4qQV0lZA7RRSrV3KFclzOyPxzFBqqN/YJ4FexETdK92Wf8xcLdSqovrjpRS1VTe2ReL08eY/wMj3ey7vFKqlvV7LTfn4yfrX0/quxzmNSy2vG1/Z2BmqARTr+UwvVKObBOirAX7DLGnMEO/HQ32oByFWWeVwTaTp2NZi5tHdV8Ij76Hisj2bkWn/VtlquG4zBoOfJDC28BlXHrTlJmk514PyvMV8GellH2iLuu7sbdLuvVAFmZyGMfrut6YCWnWcOUu4Pkw3GJn9dBvBJ519/yn43m2nu903DYDM2S/EubZcSGEh6QHUQhRmDcxwcsAYL7W+pwy79taDiQoMwvmCeA2zKQKO/j99RJDMZOQxCsz2+UBK93T/N6TNxEzHOg7pdQ8zGQpz2IuvJ4ogePZg5kGfx7mInWItU/HO/rjMBOkbFVm5tIdmIuk1ph3xLlOw1+YTphZ9z7BPCvjhXllQzXMxTJa6wNWj+0bQCNriO9ZzHNLj1vpojzJqwRFY2YnXauUehvTA9wHM7Nqb21eoO7oQ0z76YmZrMh1aNsbmOFgcUqpf2ACTF9Mr3MvzLT2h0riQKzhaPOAMVYP7FeYGXtvx7S7SMxESf0wz1KuxvRa+WLe8We7kVCY48ALysxS+xvQHdO2Jjj0Fq7BXOS/qpRqhAlAO2HqLcZlBtPFwDil1GLMREz3Uzy9fJ9j3t851bqBssMqq18x5O2kCHVfUB5F+R7ytFwZSqkdwNNKqT2Y4aAHMZ+zY0qpVcB/MRNFhVj7cfdKB0efAVFKqaWY0RjNMM8j7sQ8h1mQ6ZjP15fW5+0CZtbTI5jzkmuV+5RSajJmFuSvre+OJpjvtv/iMCnVFfgReEgpNRrzjtKTWut/XUV+V2IQpm3+Yn0f78c8d9gW891j61HdpZTajHlu8xTm+ea/AWuuoqdaiBuS9CAKIQrzKWZShDG2niut9ceYnqEjmHdSvY2ZUn4XDu+v01r/inkn4L8w09q/jQlmPndIswvzTr8EzLTur2Iuqh/SBbyA+ip8gLnw+jvmQvSwtS/70CzrrnVbzIVVd8xF4AjMTJ2jrmCf/8W8B60LJmCajAnsumuHV1Vo8/L07pjegImY13z0ADZh3h/pcV4lwaqXEEyvr+1dcF5AT631h27SJ1tlBefZS23rMzDBUjQm0JmFeZVHS8xxHXfdpjhprYdgXnPghxkqOg1zs2IFps2C6QXfjpl5c7ZVvuNAJ631Ntc83UjF9FDfgTlfLTCvkrA/d2k959gDc74fxdRDa2tfrj14kzAz9j6BacflMc+tXhVrgqK/YAKu3pj6+B8mQC52HtZ9YXl49D1URBGYmxIzMDc4BmF6Fudhbli8jDk/d2HeaziikPymYs5TJ6t8HTE3yAqdOEVrfdRKvxPTFoZjhk++ZyW56JD2Naust1hl740Jsh/UWmcWtq8CjMDMLBqFqY88vb4lzZoI6C5MsN2X39//WgFzPmxmAQ0w/4/MxXyWpmFuagkhisArN7e0h5cLIUTJs3pFDgLjtdbTCkkuioky75m8B2jkZpbU65pSahNws9ba9aXtQlwxpdQszA2uqvJcnRCiJEgPohBCiBKhlKqL6ZX6540WHApRHKyJVhz/ro15v+h3EhwKIUqKPIMohBCiWFmTEoVgnlvNAeaXbomE+MPaavVE78JMOBMBVMcMwRZCiBIhAaIQQoji1gHznNRRoL/WOrGUyyPEH9U6zPOmz2EmpfkJiCih57OFEAKQZxCFEEIIIYQQQlhuuB7E+Ph4iYiFEEIIIYQQN7Tg4OA8712GGzBABAgODi7tIuQRHx9fJsslrh/SxkRJkvYlSpK0L1GSpH2JklRW21d8fHy+62QWUyGEEEIIIYQQgASIQgghhBBCCCEsEiAKIYQQQgghhAAkQBRCCCGEEEIIYZEAUQghhBBCCCEEIAGiEEIIIYQQQgiLBIhCCCGEEEIIIQAJEIUQQgghhBBCWCRAFEIIIYQQQggBSIAohBBCCCGEEMIiAaIQQgghhBBCCEACRCGuypw5c+jatWuh6cLDw5k0adI1KJEQQgghhBBXTgLE68S4ceNQSjFhwoQ869544w2UUvz9738vhZKVvPDwcJRSeX5GjBhR4vseMGAA//znPwtNN2fOHEaOHFni5RFCCCGEEOJqVCjtAojic8stt/DFF18wceJEKleuDMClS5eIi4ujfv36pVy6khUWFpYnAKtUqVKJ77dKlSpUqVIl3/VZWVl4e3tTs2bNEi+LEEIIIYQQV6vM9CAqpQYrpQ4qpS4qpeKVUu0LSPuAUirXzU+La1nmskYphb+/P1988YV92aZNm/D29ubPf/6zfVlOTg7z5s2jQ4cO3HHHHXTr1o0NGzbY1/ft2zfPcMjz589z55138vXXXwMm8HnjjTe4//77ufPOO+nZsydbtmyxp9+2bRtKKbZu3UqvXr248847CQsLY8eOHfY0sbGxBAUFsXXrVrp27Urr1q0JDw/n6NGjTvv+17/+RVhYGAEBAXTq1Im33nqLrKwspzS+vr7UqVPH6adatWoAJCYmopRi7dq19OnTh8DAQLp3787u3bvZs2cPTz/9NK1bt+b//u//nPZtGz66cuVKHnjgAQIDAxk8eDBnzpzJk8Zm3Lhx/P3vf+edd97h/vvvp0OHDkDeIaanT59m0KBBBAYG0rFjRz755BO6du3KnDlznM7nl19+6XScnTp1YsmSJfa/09LSePnll7n33nsJCgqiT58+/PrrrwghhBBCCHElykSAqJR6CpgNTAGCgP8AXyilbitk01bALQ4/e0uynH8ETzzxBKtWrbL/vWrVKsLCwvDy8rIvW7p0KUuWLGH06NF8/vnnPPTQQwwdOpRdu3YB8OSTT7JmzRqnIGzNmjVUrlyZjh07AjB+/Hh++OEHZsyYwZo1a+jRoweDBg1i9+7dTuWZMWMGo0aNIjY2llq1ajF69Ghyc3Pt67OysoiJiWHKlCl89NFHpKWlERUVZV+/ZcsWRo8eTe/evVm7di1Tpkzhyy+/5K233ipy3bz99ts8++yzrF69mmrVqjFq1CgmT57M8OHDWblyJZmZmbz++utO2xw7dozPPvuM+fPn895773H48GG3w3gdbd++Ha01ixcv5v3333ebZty4cRw5coT33nuPefPmERcXx7Fjx4p0PLm5uTz33HOcOHGCmJgYPv30U+666y769evHyZMni5SXEEIIIYQQUHaGmI4E3tdaL7L+HqqUehQYBIwvYLuTWutTJVmwUx8t4/wP35fkLgColpXJoQ98AKh69z3c9HSfK8qna9euREdHc+jQIapUqcKWLVt4+eWXefvtt+1plixZwoABA+jWrRsAL7zwAj/++CNLlizhzTffJDQ0lMmTJ7N+/Xoee+wxwASa3bt3p2LFihw5coS1a9fyr3/9yz50tU+fPvznP//ho48+cgrwXnjhBe655x4ABg8ezDPPPMOJEye4+eabATMENjIykiZNmgDmmb4JEyaQm5uLl5cXCxcuJCIigp49ewJw2223MWbMGMaMGcOLL75oD3xXrFjB6tWrnerCFlja/PWvf7X36A0YMICBAwcyZ84ce/n69OnD5MmTnfK4ePEi0dHR9uN89dVX6d27N4cOHcLf39/tOfDx8WHq1Kl4e3u7XX/w4EE2b97MBx98QHBwMADTpk3joYcecps+P99//z27d+9m69at9uG0w4cPZ+PGjcTFxfHss88WKT8hhBBCCCFKPUBUSnkDwcCbLqu+BtoVsvmPSikfYCfwmtZ6YwkUscTl5F7Eq9x5cqmAF+WvKq8aNWrw8MMPs2rVKqpVq0bbtm2dnj88f/48J0+etAcmNm3atGHz5s0AeHt78/jjj7Nq1Soee+wx9u7dyy+//MK0adMA2LFjB7m5ufbg0SYrK8sebNkopey/161bFzDDK20Bore3tz04tKXJzs4mNTWVmjVrsmPHDn755RcWL15sT5OTk8PFixdJTk6259m5c2eGDBnitG8/P798y1K7dm0Amjdv7rQsPT2djIwMfH19AahXr55T/d15552UK1eO/fv35xsgNmvWLN/gEGD//v2UK1eOwMBA+7Jbb73Vfiye2rFjBxkZGdx7771OyzMzM/MM0xVCCCGEEMITpR4gAjcB5YETLstPAPl1qfwP07v4A+ANhAPfKKU6aK235LONXXx8vOela9bS/JSg8j7fUaHSVtLOP0Lu5YacBg4XpYyYoCstLY34+HgCAgJYuHAhlSpV4oknniA+Pt6+PiEhAYA9e/Y4BTHHjx8nPT3dXjetWrVi6dKlfPXVV3z55Zc0a9aMs2fPEh8fz/79+/Hy8uLVV1+lfHnngNbb25v4+Hj27NkDmCDGFqwkJycDsHPnTi5evMihQ4fw8vJyOh9795pRwgkJCVSvXp1Lly4RFhZG27Zt8xzzoUOHOHr0KGlpadSoUYNTp5w7k21/2/a7b98+cnJyADhw4AAAu3fv5vTp04AJ3AB++uknKlWqRFJSEllZWU7lu3TpErm5uezfv5+aNWuSlJRERkaGPc3p06fJzs7O08bS0tI4efKkvf5yc3NJSEhwqr+srCySkpLs23p5ebF//36nvNLT00lMTCQ+Pp6jR49So0YNIiMj89SNr6+v23ZepLYvRBFJ+xIlSdqXKEnSvkRJ+qO1r7IQIBaZ1loD2mHRVqWUPzAGKDRAdO09K20nTh8gOQWUak4V3z9dUR61a9emXLlyBAcH06ZNG5YuXcqFCxd47rnn8Pb2tq9v3749devWJS0tzakeZs2aRWBgoH1ZcHAwH374Ibt27WLbtm2MGDHCvs7Pz485c+ZQt27dPD2GNpcuXQJMj5utJy8xMRGAFi1aEBAQwOHDhylfvrxTOVy3u+OOO8jMzMzTW+moWrVq1K1bN9/z6rpfwB4c33HHHTRo0ACACxcuANC6dWuqVKnCf/7zH1JSUqhfvz633HILYD7gubm5hIaG4u/vz3/+8x98fX3t+3Y8D/mVsVatWsycOZMKFSrQpk0bAJKSkjh79iz169d3qudq1arZ/z516hRnz56lQYMGBAcHc/HiRT7++GMCAwNp2LBhvvVjEx8fX+bavrh+SPsSJUnalyhJ0r5ESSqr7augoLUsBIingMtAPZfl9YDjRchnG/B0cRXqj8zLy4vPPvsMwO1Qx4iICN5++238/f1p1aoVn332GT/++GOeZ/h69erFK6+8QsWKFencubN9eePGjenWrRvjx49n7NixtGrVirNnz7J9+3YaNmxIaGhosR3L888/z8CBA6lfvz6dO3emfPny9iGvL774oj1dRkaGvafQpmLFilf9eolKlSoxduxYxo8fz8WLF4mKiuKBBx7Id3ipJ5o0aUL79u155ZVXmDRpEpUqVWLq1Kl5Xstxzz33sHz5coKCgihfvjwzZ87Ex8fHvr5du3a0adOGwYMHM3r0aJo0acKpU6fYsmUL7dq146677rriMgohhBBCiBtTqQeIWusspVQ88DCw0mHVw8Aq91u51Roz9FQAVatWzXdd3759uXDhAm+88QanT5+mcePGzJkzhxYtnN8S0qVLF1577TUeffTRPPlNnTqVhQsX8sYbb3DixAlq1KhBQECA26GgV6N9+/bExMQwf/583n33XcqXL4+/vz9hYWEL/f20AAAgAElEQVRO6WJjY4mNjXVa1qZNGz788MOr2v+tt97KY489xsCBA0lJSSEkJCTPTKdXYtq0aUycOJF+/fpRq1YthgwZ4vT6DICxY8fy0ksv0bdvX2rXrs2YMWPsQ2PB3Ah45513mDVrFi+//DJnzpyhdu3atGnThu7du191GYUQQgghxI3Hy/GVA6XFes3FP4HBwL+BgUAE0EprfVgptRRAa93XSj8cOATswDyD2AcYB/TUWsfm2YGD+Pj43LLWzXvi9EqSU1bR+NbIKx5iWhJOnDhBx44d+ec//1kmu8ZL2pw5c/jqq69Ys2bNNdlf165deeSRRxg6dGiJ5F9WhziI64O0L1GSpH2JkiTtS5Skstq+rHJ5uVtX6j2IAFrrj5VStYGJmPcZ/gZ00VoftpK4vg/RG3gDaABkYALFx7TW665Rka9r2dnZnD17lrfeeouWLVuWyUYthBBCCCGEKH5lIkAE0FrPB+bns+4Bl7+nA9OvQbGuqbLQmwtmFs++ffvi7+/PrFmzSrs4QgghhBBCiGukzASIouxo27YtZqLYG9vQoUNLbLinO9dqKKsQQgghhBD5KVfaBRBCCCGEEEIIUTZIgCiEEEIIIYQQApAAUQghhBBCCCGERQJEIYQQQgghhBCABIhCCCGEEEIIISwSIAohhBBCCCGEACRALBO8vLxKuwglZvz48cydO9fj9ImJiSil+PXXXz3eJjY2lqCgoCspXonSWtO+fXvS09NLuyhCCCGEEEJ4RALE60B4eDiTJk3Ks9w1cDp//jyzZs2iS5cuBAYG0q5dO8LDw1mzZg05OTn2vJRSKKVo0aIFISEhjBo1ipMnTzrl/dprrxEWFkZAQACdOnVyWy6tNRs2bKB///7Fd7BlUGZmJn/5y1/yBLZKKVq3bs17771XiqUTQgghhBDCcxIg3iDOnTvH008/zapVq4iIiGDVqlV88MEHdO/enfnz55OUlGRPGxYWxnfffce3337LnDlz2LdvHxMmTHDKLzc3lx49etC9e/d897ls2TJCQ0OpWrVqiR1XWRAdHc3NN9/sdl1YWBgffvghly5dusalEkIIIYQQougkQLxBzJw5k8TERFauXEnPnj1p1qwZ/v7+9OzZk9WrV1OnTh17Wl9fX+rUqUO9evVo06YNvXr1YufOnU75vfzyy4SHh+Pv7+92f5cvX+aLL76gY8eOTsvj4uLo2bMnQUFB3HvvvQwbNowTJ07kW+5t27ahlGLjxo08/vjjBAQEEBYWxm+//ZYn7datW+natSutW7cmPDyco0eP2tcdOXKEQYMGERISQuvWrenRowcbN270pOoKtGHDBrZt28bYsWPdrg8JCSE1NZXt27df9b6EEEIIIYQoaRIg3gBycnJYt24d3bp1c9vT5ePjg4+Pj9ttz5w5w4YNGwgMDCzSPrXWpKWlERAQ4LQ8OzubYcOG8dlnnxETE0NKSgojR44sNL/o6GhGjx7NqlWraNCgAQMHDiQjI8O+Pisri5iYGKZMmcJHH31EWloaUVFR9vXp6encf//9vPvuu8TFxREaGsrQoUPZv3+/PU1kZCRBQUEF/jj2tB4/fpyoqChmzJiRb/15e3vTsmVLCRCFEEIIIcQfQoXSLkBZd/zUMlLPf1+i+7icYyYxOXribcp5VaRG1Xu4+aY+xZZ/SkoKqampNG3a1KP0K1asYPXq1eTm5pKRkUHz5s1ZvHhxkfaZlJSEl5eXU88kwBNPPGH/vWHDhkRFRdGlSxeOHz+e7zBNgMGDB9O+fXsApk6dSocOHVizZg29evUC4NKlS0RGRtKkSRMABgwYwIQJE8jNzcXLy4sWLVrQokULe36DBg1i48aNfPXVVwwePBiAF154gYiIiAKPq27duoDpIR09ejQDBgygRYsWJCYmFrjNsWPHCsxXCCGEEEKIskACxBtAbm5ukdJ37tyZIUOGAHDq1CliYmLo378/n3zyCVWqVPEoj4sXL1KhQgXKlXPupN6xYwdz585l9+7dnD171r48KSmpwADRcbKdKlWq0Lx5c/bt22df5u3tbQ8OwQRl2dnZpKamUrNmTdLT05k7dy6bNm0iOTmZS5cukZmZiVLKvk3t2rWpXbu2R8e3cOFCKlasyF//+tdC0/r4+JCZmelRvkIIIYQQQpQmCRALcfNNfYq1N8+dk2dWcfLMShrWG0rVyncUefsqVaqQlpaWZ/m5c+eoWrUqfn5+VK9e3Wk4ZUGqVatGo0aNAGjUqBGvv/469913H+vWrbP32BWmVq1aZGdnk5GRga+vL2CGeUZERNCuXTumT5+On58fKSkp9O7dm+zsbA+P1r0KFZybsu3VIbbZWaOjo9myZQtjx46lUaNG+Pr6MnbsWKf9RkZG8vnnnxe4n7Vr11K/fn2+//57fvzxR1q1auW0/qmnnqJz587MmDHDviw1NZVbb731qo5PCCGEEEKIa0ECxOtA48aN2bx5s304pc3OnTtp3Lgx5cqVo0uXLsTFxfH888/n6amz9W7l9xxd+fLlAdMr6KmWLVsCsG/fPvtziAcOHCAlJYURI0bQsGFDAL7++muP8vv555/t26Snp7N3794CZ1B19dNPP9G9e3ceeeQRwBzzkSNHnCbZKcoQ0ylTpjg9A3ny5EkiIiJ48803adOmjdM2e/fuJTQ01OOyCiGEEEIIUVokQLwOPPPMMyxfvpzJkyfz5JNP4u3tzebNm1m7di3z588HYMSIEWzfvp1evXoxfPhwAgMD8fb2JiEhgUWLFhETE0ODBg0AyMjIIDk5GYDTp08zf/58fHx8CAkJse/z8OHDpKenc/LkSbKysti1axcATZs2xdvbGz8/P1q1akV8fLw9QKxfvz7e3t4sX76c3r17s3//fmbPnu3RMS5YsAA/Pz/q1q3LvHnzqFixIl27dvW4jvz9/Vm/fj0PPvggFSpUYN68eXmGfRZliKktWLWpXLmyfbljAJ6YmMiJEyec6k4IIYQQQoiySgLE60DDhg1ZtmwZs2fPZsCAAWRmZtKkSRNmz55Nhw4dAKhZsyYrVqxg8eLFLFq0iGPHjlG1alVuv/12Bg8eTP369e35xcbGEhsbC0CNGjVQSvHOO+84PeM3ceJEp5k5bb1533zzjT3QfPLJJ1m5ciX9+/cHwM/Pj+joaGbOnMny5ctRSjFu3Dj+9re/FXqMo0aNYtq0aRw8eJBmzZqxcOFCe1DmiXHjxvHSSy/Ru3dvqlevTr9+/a7Jc4Fr164lJCREhpgKIYQQQog/BK+iTmDyRxcfH58bHBxc2sVwYnsG0b/+xCt6BrGsyszMpHPnzkyfPp277rrrivLYtm0bffv2ZevWrfj5+RVzCUtWVlYWoaGhzJgxg7LQ5uLj48tEOcT1SdqXKEnSvkRJkvYlSlJZbV9WubzcrZP3IJYp11ew7uPjQ3R0tNNspTeSY8eOMXDgwDL5pSCEEEIIIYQ7MsRUlKi77767tItQaho3bkzjxo1LuxhCCCGEEEJ4TAJEUaa1bdsWrXVpF0MIIYQQQogbggwxFUIIIYQQQggBSIAohBBCCCGEEMIiAaIQQgghhBBCCEACRCGEEEIIIYQQFgkQhRBCCCGEEEIAEiCWEW7fUSmEEEIIIYQQ15QEiKJEjR8/nrlz53qcPjExEaUUv/76q8fbxMbGEhQUdCXFK1Faa9q3b096enppF0UIIYQQQgiPSIB4HQgPD2fSpEl5lrsGTufPn2fWrFl06dKFwMBA2rVrR3h4OGvWrCEnJ8eel1IKpRQtWrQgJCSEUaNGcfLkSae8X3vtNcLCwggICKBTp05uy6W1ZsOGDfTv37/4DrYMWbBgAU8//TStW7dGKZVnvVKK1q1b895775VC6YQQQgghhCg6CRBvEOfOnePpp59m1apVREREsGrVKj744AO6d+/O/PnzSUpKsqcNCwvju+++49tvv2XOnDns27ePCRMmOOWXm5tLjx496N69e777XLZsGaGhoVStWrXEjqs0ZWVlERoaSr9+/fJNExYWxocffsilS5euYcmEEEIIIYS4MhIg3iBmzpxJYmIiK1eupGfPnjRr1gx/f3969uzJ6tWrqVOnjj2tr68vderUoV69erRp04ZevXqxc+dOp/xefvllwsPD8ff3d7u/y5cv88UXX9CxY0en5XFxcfTs2ZOgoCDuvfdehg0bxokTJ/It97Zt21BKsXHjRh5//HECAgIICwvjt99+y5N269atdO3aldatWxMeHs7Ro0ft644cOcKgQYMICQmhdevW9OjRg40bN3pSdfl64YUXGDBgAC1btsw3TUhICKmpqWzfvv2q9iWEEEIIIcS1IAHiDSAnJ4d169bRrVs3br755jzrfXx88PHxcbvtmTNn2LBhA4GBgUXap9aatLQ0AgICnJZnZ2czbNgwPvvsM2JiYkhJSWHkyJGF5hcdHc3o0aNZtWoVDRo0YODAgWRkZNjXZ2VlERMTw5QpU/joo49IS0sjKirKvj49PZ3777+fd999l7i4OEJDQxk6dCj79++3p4mMjCQoKKjAH8eeVk94e3vTsmVLCRCFEEIIIcQfQoXSLkBZt+zUR3x//ocS3UdOTjqX8aHCiUV4eVXknqp30+emp4st/5SUFFJTU2natKlH6VesWMHq1avJzc0lIyOD5s2bs3jx4iLtMykpCS8vL6eeSYAnnnjC/nvDhg2JioqiS5cuHD9+3G3wajN48GDat28PwNSpU+nQoQNr1qyhV69eAFy6dInIyEiaNGkCwIABA5gwYQK5ubl4eXnRokULWrRoYc9v0KBBbNy4ka+++orBgwcDpkcwIiKiwOOqW7duEWrh922OHTtW5O2EEEIIIYS41iRAvAHk5uYWKX3nzp0ZMmQIAKdOnSImJob+/fvzySefUKVKFY/yuHjxIhUqVKBcOedO6h07djB37lx2797N2bNn7cuTkpIKDBAdJ9upUqUKzZs3Z9++ffZl3t7e9uAQTFCWnZ1NamoqNWvWJD09nblz57Jp0yaSk5O5dOkSmZmZTpPL1K5dm9q1a3t0fEXh4+NDZmZmsecrhBBCCCFEcZMAsRB9bnq6WHvz3Dl5ZjUnz3yMf72/UbVy0YZyggmY0tLS8iw/d+4cVatWxc/Pj+rVqzsNpyxItWrVaNSoEQCNGjXi9ddf57777mPdunX2HrvC1KpVi+zsbDIyMvD19QXMMM+IiAjatWvH9OnT8fPzIyUlhd69e5Odne3h0bpXoYJzU/byMu+WtM3OGh0dzZYtWxg7diyNGjXC19eXsWPHOu03MjKSzz//vMD9rF27lvr16xepbKmpqdx6661F2kYIIYQQQojSIAHidaBx48Zs3rzZPpzSZufOnTRu3Jhy5crRpUsX4uLieP755/P01Nl6t/J7DrF8+fKA6RX0lG3iln379tmfQzxw4AApKSmMGDGChg0bAvD11197lN/PP/9s3yY9PZ29e/cWOIOqq59++onu3bvzyCOPAOaYjxw54jTJTkkNMd27dy+hoaFF3k4IIYQQQohrTQLE68AzzzzD8uXLmTx5Mk8++STe3t5s3ryZtWvXMn/+fABGjBjB9u3b6dWrF8OHDycwMBBvb28SEhJYtGgRMTExNGjQAICMjAySk5MBOH36NPPnz8fHx4eQkBD7Pg8fPkx6ejonT54kKyuLXbt2AdC0aVO8vb3x8/OjVatWxMfH2wPE+vXr4+3tzfLly+nduzf79+9n9uzZHh3jggUL8PPzo27dusybN4+KFSvStWtXj+vI39+f9evX8+CDD1KhQgXmzZuXZ9hnUYeYJiUlkZqaan++0FYHt912m30obmJiIidOnHCqOyGEEEIIIcoqCRCvAw0bNmTZsmXMnj2bAQMGkJmZSZMmTZg9ezYdOnQAoGbNmqxYsYLFixezaNEijh07RtWqVbn99tsZPHiw07DJ2NhYYmNjAahRowZKKd555x2nZ/wmTpzoNDOnrTfvm2++sQeaTz75JCtXrqR///4A+Pn5ER0dzcyZM1m+fDlKKcaNG8ff/va3Qo9x1KhRTJs2jYMHD9KsWTMWLlxI5cqVPa6jcePG8dJLL9G7d2+qV69Ov379rvq5wLfffpvVq1fb/7bVwdKlS2nbti1ghqSGhITIEFMhhBBCCPGH4FXUCUz+6OLj43ODg4NLuxhObM8gNqo/nmqV7yzt4hSbzMxMOnfuzPTp07nrrruuKI9t27bRt29ftm7dip+fXzGXsGRlZWURGhrKjBkzKAttLj4+vkyUQ1yfpH2JkiTtS5QkaV+iJJXV9mWVy8vdOnkPoigxPj4+REdHO81WeiM5duwYAwcOLJNfCkIIIYQQQrgjQ0xFibr77rtLuwilpnHjxjRu3Li0iyGEEEIIIYTHJEAUZVrbtm3RWpd2MYQQQgghhLghyBBTIYQQQgghhBCABIhCCCGEEEIIISwSIAohhBBCCCGEACRALFturDeOCCGEEEIIIcoYCRDLAC/cvoJECCGEEEIIIa4pCRCFEEIIIYQQQgASIIoSNn78eObOnetx+sTERJRS/Prrrx5vExsbS1BQ0JUUr8zJysrigQceKNLxCyGEEEIIUVwkQLwOhIeHM2nSpDzLXQOn8+fPM2vWLLp06UJgYCDt2rUjPDycNWvWkJOTY89LKYVSihYtWhASEsKoUaM4efKkU96vvfYaYWFhBAQE0KlTJ7fl0lqzYcMG+vfvX3wHW4akpqYyZswYgoODCQ4OZsyYMZw7d67AbcaNG2evX9vPk08+aV/v7e1NREQEb775ZkkXXwghhBBCiDwqlHYBxLVx7tw5nnnmGVJTUxk+fDiBgYFUrFiR+Ph45s+fT+vWrWnQoAEAYWFhjBw5kpycHI4dO8arr77KhAkTWLx4sT2/3NxcevTowZ49e/j3v//tdp/Lli0jNDSUqlWrXpNjvNZGjRrF//73P3u9TJw4kRdffJGFCxcWuF27du2YPn26/e+KFSs6re/WrRvR0dHs3buXZs2aFX/BhRBCCCGEyIf0IN4gZs6cSWJiIitXrqRnz540a9YMf39/evbsyerVq6lTp449ra+vL3Xq1KFevXq0adOGXr16sXPnTqf8Xn75ZcLDw/H393e7v8uXL/PFF1/QsWNHp+VxcXH07NmToKAg7r33XoYNG8aJEyfyLfe2bdtQSrFx40Yef/xxAgICCAsL47fffsuTduvWrXTt2pXWrVsTHh7O0aNH7euOHDnCoEGDCAkJoXXr1vTo0YONGzd6UnVu7d+/ny1btjBp0iSCgoIICgri1VdfZePGjRw4cKDAbb29valTp479p2bNmk7ra9asSZs2bVizZs0Vl08IIYQQQogrIQFimVIy77nIyclh3bp1dOvWjZtvvjnPeh8fH3x8fNxue+bMGTZs2EBgYGCR9qm1Ji0tjYCAAKfl2dnZDBs2jM8++4yYmBhSUlIYOXJkoflFR0czevRoVq1aRYMGDRg4cCAZGRn29VlZWcTExDBlyhQ++ugj0tLSiIqKsq9PT0/n/vvv59133yUuLo7Q0FCGDh3K/v377WkiIyPtwV5+P0lJSQAkJCRQuXJl2rRpY98+ODiYypUrk5CQUOCxxMfHc++99/LII48wceJETp8+nSdNYGAgP/zwQ6H1IoQQQgghRHGSIaaFWHb8FN+nni/RfeTkNOfy5VFUOFoZL69D3FOjKn1uvqnY8k9JSSE1NZWmTZt6lH7FihWsXr2a3NxcMjIyaN68udPwUk8kJSXh5eXl1DMJ8MQTT9h/b9iwIVFRUXTp0oXjx4+7DV5tBg8eTPv27QGYOnUqHTp0YM2aNfTq1QuAS5cuERkZSZMmTQAYMGAAEyZMIDc3Fy8vL1q0aEGLFi3s+Q0aNIiNGzfy1VdfMXjwYABeeOEFIiIiCjyuunXrAnDq1Cn8/Pzw8vr9FSVeXl74+flx6tSpfLdv3749Dz/8MA0aNODYsWPMmjWLfv36ERsbi7e3t9N+jh07VmBZhBBCCCGEKG4SIN4AcnOL1jPZuXNnhgwZAphAKCYmhv79+/PJJ59QpUoVj/K4ePEiFSpUoFw5507qHTt2MHfuXHbv3s3Zs2fty5OSkgoMEB0n26lSpQrNmzdn37599mXe3t724BBMgJWdnU1qaio1a9YkPT2duXPnsmnTJpKTk7l06RKZmZkopezb1K5dm9q1a3t0fFfqscces/+ulKJVq1Z06tSJTZs2ERoaal9XqVIlLl68WKJlEUIIIYQQwpUEiIXoc/NNxdqb505yShwnTn9Io1vGUa1K8yJvX6VKFdLS0vIsP3fuHFWrVsXPz4/q1as7DacsSLVq1WjUqBEAjRo14vXXX+e+++5j3bp19h67wtSqVYvs7GwyMjLw9fUFzDDPiIgI+yQtfn5+pKSk0Lt3b7Kzsz08WvcqVHBuyraePdvsrNHR0WzZsoWxY8fSqFEjfH19GTt2rNN+IyMj+fzzzwvcz9q1a6lfvz433XQTZ86csfdQggnEz5w5w003ed5e6tWrR7169Th06JDT8rNnz+Ln5+dxPkIIIYQQQhQHCRCvA40bN2bz5s1OwQrAzp07ady4MeXKlaNLly7ExcXx/PPP5+mpy8zMBMj3OcTy5csDFKlHq2XLlgDs27fP/hzigQMHSElJYcSIETRs2BCAr7/+2qP8fv75Z/s26enp7N27l+7du3tcnp9++onu3bvzyCOPAOaYjxw54jTJTlGGmAYFBZGenk5CQoL9OcSEhATS09OL9E7GM2fOcPLkSXu+Nnv37uVPf/qTx/kIIYQQQghRHGSSmuvAM888w9GjR5k8eTK7d+/mwIEDvP/++6xdu9Ye8IwYMYJbbrmFXr16sWrVKvbu3cvhw4f59NNPCQsLIzk52Z5fRkYGycnJJCcns3v3bqKiovDx8SEkJMSe5vDhw+zatYuTJ0+SlZXFrl272LVrF1lZWQD4+fnRqlUr4uPj7dvUr18fb29vli9fztGjR9m0aROzZ8/26BgXLFjAv//9b/bu3cuECROoWLEiXbt29biO/P39Wb9+PTt27EBrzZgxY+yBsU3t2rVp1KhRgT+2nsqmTZvSvn17XnnlFRISEkhISOCVV16hY8eO9qGuJ06c4NFHH2X9+vUAXLhwgejoaBISEkhMTGTbtm0MGjQIPz8/HnroIaeyxMfH25+5FEIIIYQQ4lqRHsTrQMOGDVm2bBmzZ89mwIABZGZm0qRJE2bPnk2HDh0A8+qEFStWsHjxYhYtWsSxY8eoWrUqt99+O4MHD6Z+/fr2/GJjY4mNjQWgRo0aKKV45513nJ7xmzhxItu3b7f/bevN++abb+zvU3zyySdZuXIl/fv3B0zQGB0dzcyZM1m+fDlKKcaNG8ff/va3Qo9x1KhRTJs2jYMHD9KsWTMWLlxI5cqVPa6jcePG8dJLL9G7d2+qV69Ov3798gSIRTVjxgwmT55sD8I7depEZGSkfX12djYHDx60D/8tX748e/bs4dNPPyUtLY06derQtm1bZs2a5fSuyISEBNLS0nj00UevqnxCCCGEEEIUlVdRJzD5o4uPj88NDg4u7WI4+f0ZxLFUq+L58MSyLjMzk86dOzN9+nTuuuuuK8pj27Zt9O3bl61bt94wz+QNGzaMP/3pTwwcOLBY842Pj6estX1x/ZD2JUqStC9RkqR9iZJUVtuXVS4vd+tkiKkoMT4+PkRHRzvNVioKlpWVhVLK3usqhBBCCCHEtSRDTEWJuvvuu0u7CH8o3t7ePP/886VdDCGEEEIIcYOSAFGUaW3btkVrXdrFEEIIIYQQ4oYgQ0yFEEIIIYQQQgAe9iAqpT67wvyHa60PXOG2QgghhBBCCCGuIU+HmHYFEoBzHqb3AtoDUVdQJiGEEEIIIYQQpaAozyAO0lpvLzwZKKUqAFlXViQhhBBCCCGEEKXB0wBxBpBUhHwvW9sc93QDpdRgYAxwC7ADMzx1iwfb3QdsAnZrre8oQhnLELevIBFCCCGEEEKIa8qjAFFrPaYomWqtczHBnkeUUk8Bs4HBwHfWv18opf6ktT5SwHa1gKXAN8CtRSmjEEIIIYQQQghnxTqLqVLqNqVU3yvYdCTwvtZ6kdZ6l9Z6KPA/YFAh2y0B/gFsvYJ9li3ZpV2AkjF+/Hjmzp3rcfrExESUUvz6668ebxMbG0tQUNCVFK/MycrK4oEHHijS8QshhBBCCFFcivs1F3cD7xVlA6WUNxAMfO2y6mugXQHbDQbqAa8VsYxlTtb2A/i8AZeSU65o+/DwcCZNmpRnuWvgdP78eWbNmkWXLl0IDAykXbt2hIeHs2bNGnJycux5KaVQStGiRQtCQkIYNWoUJ0+edMr7tddeIywsjICAADp16uS2XFprNmzYQP/+/a/ouMq61NRUxowZQ3BwMMHBwYwZM4Zz5wqex+nrr78mIiKCe+65B6UU27Ztc1rv7e1NREQEb775ZkkWXQghhBBCCLeKMklNSbkJKA+ccFl+AnjI3QZKqQDgFeAerfVlpVSRdhgfH38FxSw5vgeT8M6Bozt2c+B0jSJvn5aWxsmTJ/Mc16FDh7h8+TLx8fFcuHCBV199lQsXLtCrVy9uv/12ypcvj9aamTNnUqFCBerUqUNaWhodOnTgqaeeIjc3l+TkZN577z2GDBnC2LFj7XmfOHGCu+66i7p16/Lrr7+6rdNFixbRpk2bIr3oPjk5GYDdu3eTleXZPEeOx3ktRUdHc+rUKUaPHg2Y433uuecYMyb/0dU7d+6kXr16BAQEsGDBAvbs2UOFCs4fw9tuu40ff/yRuLg4GjRoUKxlLmttX1xfpH2JkiTtS5QkaV+iJP3R2pen70H8xcP8ql9FWTyilPIBPgZGa60PXkkewcHBxVuoq3RUf0EmcOut9anduuhlq1atGnXr1s1zXIcPH6Z8+fIEBwcTFRXF6dOn+fLLL7n55pvtabp27cqQIUMA8Cn8tAUAACAASURBVPHxoVq1ajRo0IAHH3zQnuby5cvMnz/fKX/b70uWLGHPnj159n358mV+/PFHpk2b5rQuLi6OpUuXcuDAASpVqsTdd9/NSy+9RL169QAzxBSgRYsWBAQEsG3bNvr27cvChQuZNWsWBw4coFmzZkyaNIk77rjD6TizsrJ4/fXXSUxMJCAggClTptCwYUMAjhw5wtSpU/nll1+4cOECjRs3ZtiwYXTs2LHI9Q2wf/9+/vvf//LBBx/Yj69Zs2b07t2bWrVq0aRJE7fb2dKeOXOGBQsW0Lx5c7ftMTg4mAMHDvD4449fUfnciY+PL3NtX1w/pH2JkiTtS5QkaV+iJJXV9lVQ0OppD2JLzMyiCYWkawQ09DBPm1OYWU/ruSyvh/tZUG+xyvOeUso2nLUc4KWUugR00Vq7Dlct40p2FtOcnBzWrVtHt27dnIJDGx8fn3y3PXPmDBs2bCAwMLBI+9Rak5aWRkBAgNPy7Oxshg0bRpMmTUhJSeGNN95g5MiRLF++vMD8oqOj7YHk3LlzGThwIOvXr8fX1xcwz+7FxMQwZcoUvL29GTduHFFRUSxZsgSA9PR07r//foYPH06lSpVYt24dQ4cOJS4ujqZNmwIQGRnJ559/XmA51q5dS/369UlISKBy5cq0adPGvi44OJjKlSuTkJCQb4DoqcDAQH744YerykMIIYQQQoii8jRA/A3Yq7X+a0GJlFI9gQ5FKYDWOkspFQ88DKx0WPUwsMrNJseAAJdlg630PYBDRdl/YT5adoofvj9fnFnmcflCV3IvhlJufhXKeR/i7nuq8nSfm4ot/5SUFFJTU+2BUGFWrFjB6tWryc3NJSMjg+bNm7N48eIi7TMpKQkvLy/q1KnjtPyJJ56w/96wYUOioqLo8v/s3Xl8FPX9+PHXzF7ZnLBAQAQTQBgUQRGprYhU/BYE5VtEUX8iSqUqouJBLYgKimdopfIVQYRayxes5bIoUK+KotZKjaEe4Mj1BQNyhIRcu9ljZn5/zO4kCwGSECTA+/l47CO7c3zmM7Ozk3nP+/OZGTyYXbt21Rq8JowdO5a+ffsC8PTTT9OvXz9WrFjB8OHDAYjFYkyePNkJzG655RYmTZqEZVkoikLXrl3p2rWrU94dd9zB6tWrefvttxk7diwA99xzD6NHjz7semVnZwNQVFREIBBAUaqDe0VRCAQCFBUVHXH7HEl2djY7duw46nKEEEIIIYSoj7oGiJ8Bg+o4bUPSYdOB/9U0bS3wCTAGaAu8CKBp2nwAXddv0nU9ih2wOjRN2wOEdV1PGi5slmXVa/pBgwY5zU6LioqYM2cOo0aNYsmSJaSlpdWpjKqqKtxuN6qafB+kb775hpkzZ/Ltt9+yf/9+Z/jOnTsPGyDWvNlOWloaXbp0YdOmTc4wr9eblLXLzs4mGo1SWlpKs2bNCAaDzJw5kw8++IC9e/cSi8UIh8PU7L/aokULWrRoUaf1O9ZSUlKoqqo63tUQQgghhBCnmLoGiL8DVtVhulVAh/pWQtf1v2qa1gJ4GLsJ6dfYTUW3xSc5o75lNpbrb2zZqNm82nz/lycJv/0Vze+4nhY9h9Z7/rS0NMrLyw8aXlZWRnp6OoFAgMzMTDZv3lyn8jIyMsjJyQEgJyeHJ598kosvvphVq1Y5Gbsjad68OdFolFAo5DQDDQaDjB49mosuuohp06YRCAQoKSlhxIgRRKNH95yPA2/0ksjsJe7OmpeXx0cffcSECRPIycnB7/czYcKEpOXWp4lpy5YtKS4udjKUYAfixcXFtGx59PvL/v37CQQCR12OEEIIIYQQ9VGnAFHX9c3AEaMLXddDwLYjTXeIeWcBsw4x7udHmPdR4NGGLPdk0KFDB9asWZMUrIB9x8wOHTqgqiqDBw9m+fLl3HnnnQdl6sLhMHDovogulwugXhmts846C4BNmzY5/RC3bNlCSUkJ9913n3PzmHfeqVt30XXr1jnzBINBNm7cyNChdQ+mv/jiC4YOHcrAgQMBe523b99Obm6uM019mpj27NmTYDBIQUGB0w+xoKCAYDDYKM9k3LhxI2efffZRlyOEEEIIIUR9NPZzEMVRqV9T0IQbbriB77//nscff5xvv/2WLVu28Morr7By5Uon4Lnvvvs47bTTGD58OEuXLmXjxo1s27aNv/3tbwwbNsx5vARAKBRi79697N27l2+//ZZHH30Un89Hnz59nGm2bdvGhg0b2LNnD5FIhA0bNrBhwwbn0RSBQIBu3bol3SGpbdu2eL1eFi5cyPfff88HH3zAjBkz6rSOs2fP5pNPPmHjxo1MmjQJj8fDlVdeWedtlJuby7vvvss333yDrus88MADTmCc0KJFC3Jycg77SmQqO3XqRN++fZkyZQoFBQUUFBQwZcoULr30Uqep6+7du7n88st59913nWXs37+fDRs2sHHjRsC+u+qGDRuStj/Yd5ZK9LkUQgghhBDix9IUnoMo4hoWHto3e1mwYAEzZszglltuIRwO07FjR2bMmEG/fvY9g5o1a8aiRYuYN28ec+fOZceOHaSnp3PmmWcyduxY2rZt65S3bNkyli1bBkBWVhaapvHSSy8l9fF7+OGHWbt2rfM5kc37xz/+4Ty779prr2Xx4sWMGjUKsIPGvLw8pk+fzsKFC9E0jYkTJ/LrX//6iOs4fvx4nnnmGbZu3Urnzp158cUXSU1NrfM2mjhxIg899BAjRowgMzOTm2+++aAAsb6effZZHn/8cScI79+/P5MnT3bGR6NRtm7dmtT89/333+fBBx90Pj/88MMA3HXXXdx9992AnYksLy/n8ssvP6r6CSGEEEIIUV9KfW9gcqLLz8+3mtqzSAr/8iRVb39Fs3uuo2XPq453dRpNOBxm0KBBTJs2jQsuuKBBZSSeg/jpp5+eMn3yxo0bx9lnn82YMWMatdym+hwecXKQ/UscS7J/iWNJ9i9xLDXV/Ster1pvLipNTMUx4/P5yMvLS7pbqTi8SCSCpmlO1lUIIYQQQogfU6M2MdU07SZg14n3oPom4iTM5vbu3ft4V+GE4vV6ufPOO493NYQQQgghxCmqsfsgvgJYmqZ9Azyp6/pfG7n8k5PSkEdHnhouvPBCdF0/3tUQQgghhBDilNDYAeKlQBrwM+BWQAJEIYQQQgghhDhBNGqAqOv6h/G3qxqzXCGEEEIIIYQQx57cpKYpOfm6IAohhBBCCCFOIPXKIGqadhYwCOgKJJ45UAx8C6zSdf3bxq3eKUK6IAohhBBCCCGagDoFiJqm+YE/AtcBEWAzUBIf3RUYCfxO07TXgNG6rlcdg7oKIYQQQgghhDiG6ppBzAN+AdwILNV1PVJzpKZpXmAY8D/xae9pzEoKIYQQQgghhDj26toH8XrgPl3X/3JgcAig63pE1/XXgPHA/2vMCooT24MPPsjMmTPrPH1hYSGapvHVV1/VeZ5ly5bRs2fPhlTvhKTrOn379iUYDB7vqgghhBBCiJNMXQNEP7C7DtPtjk8rGqRhd6kZOXIkU6dOPWj4gYFTRUUFzz33HIMHD6ZHjx5cdNFFjBw5khUrVmCaplOWpmlomkbXrl3p06cP48ePZ8+ePUllP/HEEwwbNozu3bvTv3//Wuul6zrvvfceo0aNatB6NXWlpaU88MAD9OrVi169evHAAw9QVlZ22Hksy+L555/n4osvpkePHowcOZKNGzcmTTN79myuv/56zjvvPDRNO6gMTdM477zz+NOf/tSo6yOEEEIIIURdA8RPgMmapjU/1ATxcY8AHzVGxU4tx/4uNWVlZVx//fUsXbqU0aNHs3TpUl599VWGDh3KrFmz2LlzpzPtsGHD+Pjjj/nwww95/vnn2bRpE5MmTUoqz7IsrrrqKoYOHXrIZS5YsIABAwaQnp5+zNbreBo/fjzr169n3rx5zJs3j/Xr1/Pb3/72sPPMnTuXl19+mUceeYQlS5YQCAT41a9+RUVFhTNNJBJhwIAB3HzzzYcsZ9iwYfzlL38hFos12voIIYQQQghR1z6IdwEfANs1TfsHsB7YHx/XDDgLuCw+rPZ0kjiupk+fTmFhIW+99RZt2rRxhufm5nLllVcmTev3+2nVqhUArVu3Zvjw4cyaNStpmkceeQSAP/7xj3zyyScHLc8wDP7+97/zzDPPJA1fvnw58+fPZ8uWLaSkpNC7d28eeughWrduXWu9P/vsM2666SZefPFFnnvuObZs2ULnzp2ZOnUq55xzTtK0n376KU8++SSFhYV0796dp556ivbt2wOwfft2nn76ab788ksqKyvp0KED48aN49JLL63L5jvI5s2b+eijj3j11VedLO1jjz3GiBEj2LJlCx07djxoHsuymD9/PrfddhsDBw4EIC8vj5/97GesWLGC66+/HoB77rG78L711luHXH6fPn0oLS1l7dq1XHTRRQ1aByGEEEIIIQ5UpwyiruubgG7AE9gB4ej4+yfi75vH33ePTyuaENM0WbVqFUOGDEkKDhN8Ph8+n6/WeYuLi3nvvffo0aNHvZap6zrl5eV07949aXg0GmXcuHG88cYbzJkzh5KSEu6///4jlpeXl8dvfvMbli5dSrt27RgzZgyhUMgZH4lEmDNnDk899RSvvfYa5eXlPProo874YDDIJZdcwssvv8zy5csZMGAAd999N5s3b3ammTx5Mj179jzsK5FpLSgoIDU1lfPPP9+Zv1evXqSmplJQUFDrOhQWFrJ371769OnjDEsEyYea51C8Xi9nnXUWa9eurdd8QgghhBBCHE6dn4Oo63op9h1K845ddZqeogW7qPhX6TFdRix4GVT1pXROGhVenfSfZtHyxoMDuYYqKSmhtLSUTp061Wn6RYsW8frrr2NZFqFQiC5dujBv3rx6LXPnzp0oiuJkIhOuueYa53379u159NFHGTx4MLt27ao1eE0YO3Ysffv2BeDpp5+mX79+rFixguHDhwMQi8WYPHmyk7m75ZZbmDRpEpZloSgKXbt2pWvXrk55d9xxB6tXr+btt99m7NixgJ25Gz169GHXKzs7G4CioiICgQCKUt08WFEUAoEARUVFtc67d+9eAFq2bJk0vEWLFgf18ayL7OxsduzYUe/5hBBCCCGEOJQ6B4jixGVZ9bv5zaBBg7jrrrsAOxCaM2cOo0aNYsmSJaSlpdWpjKqqKtxuN6qanKT+5ptvmDlzJt9++y379+93hu/cufOwAWLNm+2kpaXRpUsXNm2qTlZ7vd6kZp3Z2dlEo1FKS0tp1qwZwWCQmTNn8sEHH7B3715isRjhcDjpJjAtWrSgRYsWdVq/psDn8xEOh493NYQQQgghxEmkTgGipmnzgSm6rm+t4/QK8GfgEV3Xtx1F/Y67lje2adRsXm0KFz1D1ap1ZN12DS0vuObIMxwgLS2N8vLyg4aXlZWRnp5OIBAgMzMzqTnl4WRkZJCTkwNATk4OTz75JBdffDGrVq1yMnZH0rx5c6LRKKFQCL/fvrFtMBhk9OjRXHTRRUybNo1AIEBJSQkjRowgGo3WcW1r53Yn78qJzF7i7qx5eXl89NFHTJgwgZycHPx+PxMmTEha7uTJk3nzzTcPu5yVK1fStm1bWrZsSXFxsZOhBDsQLy4uPihDmJDIphYVFdG2bVtn+L59+w45z+GUlpZy+umn13s+IYQQQgghDqWuGcQRwPNAnQJE7L6NI4DngBM6QDwRdOjQgTVr1iQFKwDr16+nQ4cOqKrK4MGDWb58OXfeeedBmbpEFupQ/RBdLhdgZwXr6qyzzgJg06ZNTj/ELVu2UFJSwn333efcPOadd96pU3nr1q1z5gkGg2zcuPGwd1A90BdffMHQoUOdm8OEw2G2b99Obm6uM019mpj27NmTYDBIQUGB0w+xoKCAYDB4yGcytmvXjlatWvHPf/7T6dMZDof5/PPPj3j309ps3LiRAQMG1Hs+IYQQQgghDqWuAaICvKppWuiIU4oGq2dLUMcNN9zAwoULefzxx7n22mvxer2sWbOGlStXOncfve+++1i7di3Dhw/n3nvvpUePHni9XgoKCpg7dy5z5syhXbt2AIRCIae/3L59+5g1axY+ny/p5irbtm0jGAyyZ88eIpEIGzZsAKBTp054vV4CgQDdunUjPz/fCRDbtm2L1+tl4cKFjBgxgs2bNzNjxow6rePs2bMJBAJkZ2fzwgsv4PF4Drr76uHk5uby7rvvctlll+F2u3nhhRcOap5ZnyamnTp1om/fvkyZMsV5BuWUKVO49NJLnaauu3fv5uabb2b8+PH84he/QFEUbrrpJubMmUPHjh3Jzc1l9uzZpKamJq3Lzp07KS0tdfoXJrbtGWec4TTxLSwsZPfu3UnfiRBCCCGEEEerrgHinxtQdj5Q+906RLKjfAxi+/btWbBgATNmzOCWW24hHA7TsWNHZsyYQb9+/QBo1qwZixYtYt68ecydO5cdO3aQnp7OmWeeydixY5OaPC5btoxly5YBkJWVhaZpvPTSS0l9/B5++OGkO2gmsnn/+Mc/nEDz2muvZfHixYwaNQqAQCBAXl4e06dPZ+HChWiaxsSJE/n1r399xHUcP348zzzzDFu3bqVz5868+OKLpKam1nkbTZw4kYceeogRI0aQmZnJzTfffNT995599lkef/xxJ+vYv39/Jk+e7IyPRqNs3bo1qfnvrbfeSjgcZurUqZSWlnLuuefy8ssvJz0r8n/+5394/fXXnc+JbTt//nwuvPBCwG7q2qdPH2liKoQQQgghGpVS3xuYnOjy8/OtXr16He9qJClc/AxVK9eRdec1tOpd/z6ITVU4HGbQoEFMmzaNCy64oEFlJJ6D+OmnnxIIBBq5hiemSCTCgAEDePbZZ6nPvpyfn1+v6YWoD9m/xLEk+5c4lmT/EsdSU92/4vWqNU1Vp+cgCtEQPp+PvLy8pLuViqO3Y8cOxowZ0yQPNkIIIYQQ4sQmj7loSk7CbG7v3r2PdxVOOh06dKBDhw7HuxpCCCGEEOIkJAGiaNIuvPBCdF0/3tUQQgghhBDilFDnJqaapp2haZqrjsOk6aoQQgghhBBCnGDqE8htBTodblg8WNwK5B51zYQQQgghhBBC/KjqEyDWdpebug4Th5XYZCdfH0QhhBBCCCHEiUOagjYFElILIYQQQgghmgAJEIUQQgghhBBCABIgCiGEEEIIIYSIq0+AWA5kHmGaTOyOdOUNrtGp7CTsgvjggw8yc+bMOk9fWFiIpml89dVXdZ5n2bJl9OzZsyHVO2ktXLiQMWPGHO9qCCGEEEKIE0x9AsRvgJ8dYZo+QLGu63sbXqVT0dF1Qhw5ciRTp049aPiBgVNFRQXPPfccgwcPpkePHlx00UWMHDmSFStWYJqmU5amaWiaRteuXenTpw/jx49nz549SWU/8cQTDBs2jO7du9O/f/9a66XrOu+99x6jRo06qvVrqkpLS3nggQfo1asXvXr14oEHHqCsrOyw81iWxfPPP8/FF19Mjx49GDlyJBs3bqxXueFwmIkTJzJkyBC6devGyJEjD1rO8OHD+frrr/n8888bZ2WFEEIIIcQpoT4B4p+A8Zqm1ZpF1DTNAzwCzG+Mip2ajl0KsaysjOuvv56lS5cyevRoli5dyquvvsrQoUOZNWsWO3fudKYdNmwYH3/8MR9++CHPP/88mzZtYtKkSck1tSyuuuoqhg4deshlLliwgAEDBpCenn7M1ut4Gj9+POvXr2fevHnMmzeP9evX89vf/vaw88ydO5eXX36ZRx55hCVLlhAIBPjVr35FRUVFncs1DAOv18uNN95Iv379al2O1+tlyJAhzJ8vP0chhBBCCFF39QkQ/whsA97SNC2nxnBL07TTgDeBlsDBqSxx3E2fPp3CwkIWL17M1VdfTefOncnNzeXqq6/m9ddfp1WrVs60fr+fVq1a0bp1a84//3yGDx/O+vXrk8p75JFHGDlyJLm5ubUuzzAM/v73v3PppZcmDV++fDlXX301PXv25Gc/+xnjxo1j9+7dh6z3Z599hqZprF69ml/+8pd0796dYcOG8fXXXx807aeffsqVV17Jeeedx8iRI/n++++dcdu3b+eOO+6gT58+nHfeeVx11VWsXr26LpuuVps3b+ajjz5i6tSp9OzZk549e/LYY4+xevVqtmzZUus8lmUxf/58brvtNgYOHEiXLl3Iy8ujsrKSFStW1Lnc1NRUpk6dynXXXUebNm0OWcf+/fvz/vvvEwqFGryeQgghhBDi1FLnAFHXdRP4JbAL+E7TtJXxUX8EtgLNgMt0XS9t9FqeMo5NBtE0TVatWsWQIUNqDSh8Ph8+n6/WeYuLi3nvvffo0aNHvZap6zrl5eV07949aXg0GmXcuHG88cYbzJkzh5KSEu6///4jlpeXl8dvfvMbli5dSrt27RgzZkxS4BOJRJgzZw5PPfUUr732GuXl5Tz66KPO+GAwyCWXXMLLL7/M8uXLGTBgAHfffTebN292ppk8ebITlB3qlci0FhQUkJqayvnnn+/M36tXL1JTUykoKKh1HQoLC9m7dy99+vRxhqWkpNC7d29nnoaUeyjnnHMOhmGwbt26es0nhBBCCCFOXe76TKzr+n5gmKZp5wNDgJ3AHuBRXdffPwb1O+6KXltAxb//dUyXEQva/cvKFrxN5aKPSe/9U1pef2OjlV9SUkJpaSmdOnWq0/SLFi3i9ddfx7IsQqEQXbp0Yd68efVa5s6dO1EUJSkzCXDNNdc479u3b8+jjz7K4MGD2bVr12GzYWPHjqVv374APP300/Tr148VK1YwfPhwAGKxGJMnT6Zjx44A3HLLLUyaNAnLslAUha5du9K1a1envDvuuIPVq1fz9ttvM3bsWADuueceRo8efdj1ys7OBqCoqIhAIICiVPcfVRSFQCBAUVFRrfPu3Wt3zW3ZsmXS8BYtWjh9PBtS7qH4/X4yMjIoLCys13xCCCGEEOLUVa8AMUHX9S+ALxq5LuIYsaz6ZSYHDRrEXXfdBdgBy5w5cxg1ahRLliwhLS2tTmVUVVXhdrtR1eQk9TfffMPMmTP59ttv2b9/vzN8586dhw0Qa95sJy0tjS5durBp0yZnmNfrdYJDsAO5aDRKaWkpzZo1IxgMMnPmTD744AP27t1LLBYjHA6jaZozT4sWLWjRokWd1u9E4fP5CIfDx7saQgghhBDiBNGgAPFU0vL6Gxs1m1ebwqXTqHrzCzJvHEirC6+v9/xpaWmUlx/8ZJGysjLS09MJBAJkZmYmNac8nIyMDHJy7G6mOTk5PPnkk1x88cWsWrXKydgdSfPmzYlGo4RCIfx+P2A38xw9ejQXXXQR06ZNIxAIUFJSwogRI4hGo3Vc29q53cm7ciIDl7g7a15eHh999BETJkwgJycHv9/PhAkTkpY7efJk3nzzzcMuZ+XKlbRt25aWLVtSXFzsZCjBDsSLi4sPyhAmJLKpRUVFtG3b1hm+b98+Z56GlHs4paWlBAKBes8nhBBCCCFOTRIgNiUN7ILYoUMH1qxZkxRUAKxfv54OHTqgqiqDBw9m+fLl3HnnnQdl6hIZpkP1Q3S5XICdFayrs846C4BNmzY5/RC3bNlCSUkJ9913H+3btwfgnXfeqVN569atc+YJBoNs3LjxsHdQPdAXX3zB0KFDGThwIGCv8/bt25NuslOfJqY9e/YkGAxSUFDg9BcsKCggGAwe8pmM7dq1o1WrVvzzn/90+nSGw2E+//xz5y6lDSn3ULZv3044HObss8+u13xCCCGEEOLUJQFiUxCP6Rp6i5obbriBhQsX8vjjj3Pttdfi9XpZs2YNK1euZNasWQDcd999rF27luHDh3PvvffSo0cPvF4vBQUFzJ07lzlz5tCuXTsAQqGQ019u3759zJo1C5/Pl3RzlW3bthEMBtmzZw+RSIQNGzYA0KlTJ7xeL4FAgG7dupGfn+8EiG3btsXr9bJw4UJGjBjB5s2bmTFjRp3Wcfbs2QQCAbKzs3nhhRfweDxceeWVdd5Gubm5vPvuu1x22WW43W5eeOGFg5pe1qeJaadOnejbty9TpkxxnkE5ZcoULr30Uqep6+7du7n55psZP348v/jFL1AUhZtuuok5c+bQsWNHcnNzmT17Nqmpqc661KVcsAPvaDRKSUkJlZWVzvZPBOYAn3/+Oe3btz/knWaFEEIIIYQ4kASITYCCcuSJDqN9+/YsWLCAGTNmcMsttxAOh+nYsSMzZsxwnpPXrFkzFi1axLx585g7dy47duwgPT2dM888k7FjxyY1eVy2bBnLli0DICsrC03TeOmll5IClIcffpi1a9c6nxPZvH/84x9OoHnttdeyePFiRo0aBUAgECAvL4/p06ezcOFCNE1j4sSJ/PrXvz7iOo4fP55nnnmGrVu30rlzZ1588UVSU1PrvI0mTpzIQw89xIgRI8jMzOTmm28+6r55zz77LI8//riTdezfvz+TJ092xkejUbZu3ZrU/PfWW28lHA4zdepUSktLOffcc3n55ZeTnhV5pHIBbrvtNnbs2OF8Tmx/XdedYStXruTaa689qnUUQgghhBCnFqW+NzA50eXn51u9evU63tVIsmPZ7wi9kU/mmKFk/7T+fRCbqnA4zKBBg5g2bRoXXHBBg8r47LPPuOmmm/j000+lL109fPfdd4waNYq3336bjIwMAPLz82lq+744ecj+JY4l2b/EsST7lziWmur+Fa9XrVmqOj8HUfwITrJY3efzkZeXl3S3UvHj2LNnD3l5eU5wKIQQQgghRF1IE1NxTPXu3ft4V+GUdPHFFx/vKgghhBBCiBOQBIiiSbvwwguT+tUJIYQQQgghjp1GCRA1TWsO5ADrdV2PNEaZp6aTrI2pEEIIIYQQ4oRS7z6ImqY9omnaUzU+9we2A/nAJk3TtEas3yki0T9UAkQhhBBCCCHE8dOQm9SMBDbW+PwssBb45MB3UQAAIABJREFUL2Ab8FRtM4nDOLqnXAghhBBCCCFEo2hIgHg6sBlA07R2wLnAI7qurwZ+B/Q5zLxCCCGEEEIIIZqohgSIISAr/v4yoBz4V/xzOSD31RdCCCGEEEKIE1BDblLzGTBR0zQT+A3wd13Xzfi4TsDOxqrcKUe6IAohhBBCCCGOo4ZkEMcDrYE3gXTg4RrjrgM+aYR6nWJO3k6I0WiUgQMH8u9//7vO8yxbtoyePXvWazkTJ07k9ttvr2/1jrmFCxcyZsyY410NIYQQQggh6qTeAaKu69/qun4m0ErX9Q66rm+qMfp+4IFGq90pp2EpxJEjRzJ16tSDhh8YaFVUVPDcc88xePBgevTowUUXXcTIkSNZsWIFpmk6ZWmahqZpdO3alT59+jB+/Hj27NkDwDfffIOmaXz++ee11uXee+/l+uuvdz4vWrSI7Oxsevfu3aB1a8rC4TATJ05kyJAhdOvWjZEjRx40zfDhw/n6668Pub2EEEIIIYRoShqSQQRA1/V9tQz7Stf1vUdXJXEslJWVcf3117N06VJGjx7N0qVLefXVVxk6dCizZs1i587qlsHDhg3j448/5sMPP+T5559n06ZNTJo0CYBu3bpx1llnsXTp0oOWUVJSwnvvvcc111wDgGVZzJ8/3/l8sjEMA6/Xy4033ki/fv1qncbr9TJkyBDmz5//I9dOCCGEEEKI+mtQgKhpmqJp2g2apj2nadoyTdM6xof/t6ZpnRq3iqIxTJ8+ncLCQhYvXszVV19N586dyc3N5eqrr+b111+nVatWzrR+v59WrVrRunVrzj//fIYPH8769eud8cOHD+ett96isrIyaRlvvPEGXq+XwYMHA/D111+zbds2Lr300qTpfv/73zNw4EB69OhB//79mTZtGuFw+JB1f/7557nyyitZvHgxP//5z+nRowdjx46luLj4oGn//Oc/07dvX3r37s2DDz5IKBRyxq1Zs4YbbriB3r1785Of/ITRo0ezefPm+m3IGlJTU5k6dSrXXXcdbdq0OeR0/fv35/3330+qixBCCCGEEE1RvQNETdNOB74EXgYuBX4JNIuPvhKY2Gi1O1Uc4y6IpmmyatUqhgwZUmsg4/P58Pl8tc5bXFzMe++9R48ePZxhQ4YMwTAMVq1alTTtkiVLGDx4MKmpqQDk5+dzxhlnkJmZmTSd3+/nqaeeYtWqVUyZMoVVq1Yxe/bsw67Djh07eOONN5g1axZ/+tOf2LZtm5PVTPj888/ZuHEjr7zyCn/4wx949913kzJ3oVCIm2++mcWLFzN//nzS09MZM2YMkUjEmeaKK66gZ8+eh3xdccUVh61nbc455xwMw2DdunX1nlcIIYQQQogfU0PuYjoDu7NcF+w7lkZqjFsNHNwZ7gS2q2gBpRX/OvKER8HoUoZ5F0Qy3qPk/z4lK/2ntGl5Y6OVX1JSQmlpKZ061S25u2jRIl5//XUsyyIUCtGlSxfmzZvnjM/MzGTAgAEsXbqU4cOHA/Dll1/y3Xff8cQTTzjT7dixg+zs7IPKv/POO5337dq14/bbb+fll1/m3nvvPWSdqqqqyMvLo23btgA89thjjBgxgv/7v/8jNzcXgPT0dB577DFcLhedOnXi8ssv59NPP3VuXjNw4MCkMp9++ml69erFl19+yQUXXADASy+9RCwWO2Q93O76/2T8fj8ZGRkUFhbWe14hhBBCCCF+TA0JEAcAN+u6vl3TNNcB43YCpx99tURjsqz63fxm0KBB3HXXXQAUFRUxZ84cRo0axZIlS0hLSwPsZqY33XQTmzdvplOnTixdupQuXbpw7rnnOuWEw+FaM5NvvfUWf/7zn9m+fTvBYBDDMJyb5BxK69atneAQ4Nxzz0VVVTZv3uwEiGeeeSYuV/UumZ2dzX/+8x/n8/bt25kxYwb/+c9/KC4uxrIsTNPkhx9+cKY5/fRjs/v6fL7DNqMVQgghhBCiKWhIgAgQPcTwAHBSdbRq0/LGRs3m1WbH354l9Ld/k3nrZWT3qf+y0tLSKC8vP2h4WVkZ6enpBAIBMjMz69zfLiMjg5ycHABycnJ48sknufjii1m1apWTMfzJT35CTk4OS5cuZdy4caxcudIJKhOaN2+e1HcRYN26ddx///3ceeed9O3bl8zMTN5//33y8vLqvd4HOjC7pyhKUnB8++2306ZNG6ZOnUrr1q1xuVxcccUVRKPVu/MVV1yRdMOeA7Vt25aVK1fWu26lpaUEAoF6zyeEEEIIIcSPqSEB4qfAr4EVtYy7AfjoqGok6q1Dhw6sWbMGy7JQlOoOjevXr6dDhw6oqsrgwYNZvnw5d95550H9EBOZrUP1Q0xk5aqqqpxhiqJw9dVXM3/+fDp27EhVVRW//OUvk+Y766yzWLBgAaZpoqp2d9cvvviC1q1bJzUzPVxAlrB7925++OEHTjvtNMBu0mqaZp2bzZaUlLBlyxamTJnCT3/6U8B+ZMeBzUmPRRPT7du3Ew6HOfvss+s9rxBCCCGEED+mhgSIjwAfapr2CbAIuz/iVZqmPQRcDvRpxPqdIo7uLjU33HADCxcu5PHHH+faa6/F6/WyZs0aVq5cyaxZswC47777WLt2LcOHD+fee++lR48eeL1eCgoKmDt3LnPmzKFdu3aAfTOXvXvtp5Xs27ePWbNm4fP56NMn+asdOnQoM2bMYNq0afzXf/0XzZs3Txp/4YUXEg6H0XWds846C4Dc3Fx2797NG2+8Qc+ePfnoo49YsaK2aw3JUlJSmDBhAg8++CBVVVU8+uij/PznP3ealx5JVlYWzZs3Z/HixZx22mns3r2badOmHRTw1beJ6aZNm4hGo5SUlFBZWcmGDRsAnPUF++Y57du3r3NdhRBCCCGEOF7qHSDqur5W07R+wDTg99jRzSTgn0B/XdflVo0/svbt27NgwQJmzJjBLbfcQjgcpmPHjsyYMcN5Pl+zZs1YtGgR8+bNY+7cuezYsYP09HTOPPNMxo4dm9S/b9myZSxbtgywAytN03jppZfo2LFj0nJbt27NJZdcwurVq52mpzU1b96cAQMG8MYbbzgBU//+/Rk9ejRPPfUU4XCYPn36MG7cOB577LHDruPpp5/OFVdcwZgxYygpKaFPnz48+eSTdd5Gqqryhz/8gSeffJIrr7ySnJwcJkyYwLhx4+pcRm1uu+02duzY4XweOnQoALquO8NWrlzJtddee1TLEUIIIYQQ4seg1PcGJjVpmpaC3e9wv67rwUar1TGUn59v9erV63hXI8mOv00n9Le1ZN56ZYP6IDZlGzdu5KabbuLdd98lPT29QWU8//zzvP3223XKNDY13333HaNGjeLtt98mIyPjuNYlPz+fprbvi5OH7F/iWJL9SxxLsn+JY6mp7l/xetXajLGhN6kBQNf1Kuw7l4qjcYyfg3g8de7cmQkTJlBYWEjXrl2Pd3V+dHv27CEvL++4B4dCCCGEEELURYMCRE3T0oDLgHZAygGjLV3X/3C0FRMnj0Szy1PRxRdffLyrIIQQQgghRJ3VO0DUNK0v8Dp209LaWEC9A0RN08YCDwCnAd8A9+q6XusdUeN9IJ8GNCAV2AbM03X99/Vdrmj67r77bu6+++7jXQ0hhBBCCCFOeg3JIM4ANgG3A+t1XT/UMxHrTNO06+LljgU+jv/9u6ZpZ+u6vr2WWSqA/wG+AoLYd06do2laUNf1WUdbn+PGbHh/UCGEEEIIIYQ4Wg0JEDVgmK7r/2nEetwPvKLr+tz457s1TbscuAN48MCJdV3PB/JrDNqqadowoC9w4gWIykncCVEIIYQQQghxwmhIgPgt0KKxKqBpmhfohf3IjJreAS6qYxk949M+2lj1+jHFivcBYFSFjnNNhBCicSTukK3IBTAhxHFiWZbd8ckEK2KCCqgKVsRCTVVR1KZ5fLIMC1SwwhZmyED1qSh+Nel4Wt9jrBWzsEwL1atWz28BpoVlAiZg2e/NSsOe3rAg/tcy7OWpKa74PJa9XU0LDKo/GxaKW0HxKqheFTXVheJVULwqqr/pbnORrCEB4r3ATE3T1um6vr4R6tAScAG7Dxi+G/ivw82oaVoh0Ap7PR7Tdf3FuiwwPz//yBP9iFKLi/EA+3buYGcTq5s4uTS1fV80AQYoEVDKFFz7FNR9CkoUMBQUA4iCGlRQShUsvwVusFyAywJTwUqxUCsU0kMevpv9lV1eDIgBLrA82HdqrvlSwWhhYqWC5bMwm1lYKaCE7enNTAsrHSyPhRJWUMJ2VS034LHrBGClWXb5HrtMLHt9MLHrHn8ppmK/V8BKtbC88WkVu47ixHBCH78sUEL2Pk5if1Sp/r0YoIQU+72Kva8q1e9RgSgoVnz4Qb8pCxQw/di/UxPwET/pj89vghJR7HpE4svwxH9XrvgrYtdRCSvgji9MiXd/UWosmxrLTrx3fneKc1zBiA+Lr7NiYB8bVPu9lfj9GaAkghRTQTHtY5JiHLBcxareJkr1OLXSXi8Me16i8e0aBeUQt4q3FPt4hgoZqpfvlK/iAaRdH9ygBKk+dnjsbWq548dBd3yYK759Yopz7FOi9ra2j4FW9TbG/mu57WOXEgMlah/jlKBiL8+yj1mWYqFYNQJCrOrjX7wsxVCwXJZdpovqs3ojXk78r/3dKNXrbR16uxxLFhb4wEwBPPHtltjffYn9ocZ3HFXi34nl/A6s+Hdk+cBKqbHuzn5Rvb8m7zskPzXAOmC4Ei+7Rp0S2w5P/HuvWYZK8veaEK+D89UpgP/EO341JECcBbQBvtQ07Qeg5IDxlq7r5x51zeqmL5AO/BTI0zRtq67r/3ukmZras0i2rn0VAwg0a07bJlY3cfJoqs/hqQ/niicQ2REmtieCkqKi+l0obgUUcKW5cGW67c9AdFeY0HfBePBg4W7tRVEVVL9K5IcIZqWB4lFQXAqKWyG6O4IZNrHCJtG9URQV1Aw33tO8uJp7cDdzo6a7wLBwZblxNXOjKAqWZWFFLaywSXhbFeHNIcyggRmxiO2JYFaZGKUxUMHT2oe7hRvVp4Kq4GntRU1R7Su2MQuj3CBWEiVWFMXYH8OMmPhyU3BnuTHKDZQUFUUBo8zACBpEtlU5/7TcAQ+uLDeKR8GqMomVxojuiuBu5saMmAD2FVyXgqJAdHcEK3rk/s9qqooVtA45reWz8Dbz2dvSo6B44usTMe2r0/HvzjItrCoTdYtxtLtDMgVwKRCrQ1/uxD9+QPEpqCkqapoL1aui+FQUr4Ir3f6eFRd2NwAl3htArX7vynSj+Ox5jdKYvR2iFkZ5DGN/zL6S7lGwovZV++ieCLF9UZQUFVeqC08bL64Ml/1dqIkTIQXFBWaVSWxfFLPCsPdld7yePhVXM4/dZ92toHoUlBT7rCa2N4oZNLAM7Cv8iav+RjwjYdrfn+JT7f3WEz9pdyuoGS5cGS6sKhOzykT1u3A1d+MOeOx9M2rF90/T2c/NsIkVsTMJVsTCitqfzaCBUWngbu5BTVUxygxQQPWpdlmm5ezrGDiZCrPSwAyZxEqiWBELY38UywLFoxANR0lpnoLqV+3t5bF/r4pqv7e3m31CrrhVFBfOdlNciXHxeVwKVszOILlb2utnlNtZGlemG8Vrj7ei8VfMxAqZGJWGnVmJWnY9FAWj0rC/66hZYxtZYFj2/mhZRPdEie6JYIXMxt3nRTUF+/caz1wp6Spqin0cQrWzbIrPvopkGfY+ZZYb9vdmQCgYJMWb4vxWFLeCGTFxtbX3B0zsfT5kYkZMrAr72MaBhxsF5/jnSndhRk2sqvhxMHHsrOUQpXgUXM3cuFq57H3VbS9T9du/GTOeSbTCJopXjf+eqd5Xnf01foyP/wacY0v896C4FaxwdQCWOO4o8eMaqv1/QU11Ob8xXInfUPwwXmXGy6X6d6dS/Vet/v2YYdM+JkXsbWAEDcwK+/hgVVnOcQoLrMjJex8Oy2PRac7ZqKlN64rk4YLWhgSI+dS6ezdYEfa1jtYHDG8N7DrcjLqub42//UrTtNbYTUyPGCA2VYnmAsI+ObJi9oEw0RziZLP/rX2Et4QwSmOkdE21L5qlqIS3VxHeWoXiUki/MBN3wIOnjRffmX6siMW+v+y2gxqfgrd9Cp42XlI6+XGlH9VjTRudZVYHTMFvKsGwnHUwKw0iO8IEv6zA3cKDK81ln0BFTNQ0F2aViSvdhfeMFKo2BjGDJmalQdV3wToFM7jsf3DELMxjfFKm+OL/cOs0MaAqRLaH674A1f7HHvm/qkNPkuFCUcEoNYjtPfi+Ya7mbqL7ovYJgkeJNwWymxJ5TvPhaeVB9av4Ovrx5qTYJweJ4MOroqbbwVPiGGXFg101040ZNHCluShYv45evbrXebWM8hhm0MQotwNYM2jY333IJFYUJbYvihU1UTPc9sk4OCcZiZORWEkMK2afOGHgTJ84EUoEA4mTHMx48FYeD7osuylV4qQlFolhhWs56WtErkwX5v4YkSqT0PrKY7egE1k8AHQ3d4OiYMVMMCBWEsP8wf6uTySKz74I5Mn22kFMPKhNBCqK195HXWkuO4hJNNszsX+n8YtbiRN2Kz4cyz5hd97HLIwKA6M8hqIq9u8ifsJvmaCo2BcnMtyoqfZyzHB1YEvMsi+YpLpQ01xYEdM+2bdwLvAkXtaBn03L/q15q393aopqB2g1foeJAM6+eKJiRc3qC1YuBcWNE3S4Mu16HNQMMvHeSvwFVzw4bKj8/Hy0Xj3qNY9lxS+MGJadNPImLrwdImOZOMeLN3c1wxaq1w5cFdep3ezSsqqbp1Z/v6B6FWf/dy58xQNiMxQPPuOBcWKe6ouRJO23iWU408Sbuh70W6u5b8UvBpph0/6NJOZX4he24hfF7B1AqX15wN5IEYr/xDqXrfcZpa7roxqzArquRzRNywd+ASyuMeoXwNJ6FKViN6gQTUxpaSmDBg3itdde44wzzjjkdGbQYM8fd1LxSSkLf/grn+z/lFlnPXfI6d0tPcSKqk+GJ26cTE5Ke+5ofysAvjP9KAp4c1Iw9sdwBzwoPpXmV7UiuiPM3j/9QGRHFVY43hchRaXNPWfgy03BilmUf1iCr4MfK2Li65yKmmJnAKyoReT7KlLPSceyIPRVBUWv7sLb1ofiVe0sVbYXDAv/OenM/PsLVO6pZGzurXja+ohsqyJWHCW6K+LUPfifilrXMbylRr/UGlmPw3G39JDRJ8sOvJq5nZMSYlDxr1Iqvygn5Uw/7mwvqT3SsWIWoa8qCH5VgRWxcGW4cDX3UPVdEE8rD66AB1eqi8gPYcKbQ0QTAYhpX2V1NbOzWkZ5zD6IRyzMqFW3TE49KX4VX26Kc+XU09KLGTZxZdpXXS0DzIoY0aKoHcRUGKS085H+0ywUn53RihVHUVwKZqWBmurCc5rXPphHLYxKww6W0l1ggvc0L7gVjJIYsX1RovuimGUxjEoDxaUQLYoSLQyjxK/yqvHsk7uV197G8X3Ole6ys3rxLKdREsMojdlXV6tMIt9XgarY88czRe4WHtyt4hkmBUIbKsEEd8CNGTSxLHDHT6DUdJdzUmJFTYxyw+5r4neh+hQUd+P8Y0osQ/G7UP32lVBXA6+IujLcuDLA09pLypmpjVK/xmBZlt3vJ54Fc04Wapw4YIEZMTErDMywiVFq2PugV7UzARluXBl2vxsrHM8ixiw7WxW/4GVU2FlGo8JICgjs/jwWilfF3dyNK8uNZYAVi2cvKgwnwE1k7sygnaFzBzzx7DnOSbaiYp+gJzIF8QxCrDhqn9THr/YbpfZ+bfcZUuOZPHu/tyJmdcbugGym4rUzNGp83RP9jNRUl50JDNlBO8RPiqtMO1BJZPdqBg9e+7eSCKJqsltAdHe+o8SxxjLiJ3KG5fSFMiOmvS1rZPMSWUviWVXFZWf/YkVRzKBpb+eoaW+XWLyflrs6U6mmuOy6+e11NkN2lKqmunA1czu/3cRFGFQlns1RcGW5jktfXCu+3xoGmIZFzLAwDTDM+F/DQlXB7VYwYhaxmEU0BrGY5XyOxSxiUQvTjM9n2mWZJpjxz4aRPNwwLawYGKUWhmFiWRaqquByK/i8Cl6fitsNbrf9PyIYNAgFTTxeBcOwcMWDWiXxN/5yuxV8PpVw2CQctqgKmSgKpKappKa58HoVVBVUVbET/fH3AD6fgi9FxaUqqC5wuexpXS6FcNikaI/K1s1VxGL2OqSkqM7/XI9XwRWfx36Baca3k2ERi1W/N+L/92Ixi8pKszowT6wH8RYI4AQfimLX0zCqgxKvVyElRcW0wJ+S2GZK9cuj4HZz0vTxVpR4lrOWQPlo19CyLKJR+2UYoKr29nW7FWc/isUs3G77u1VrfM9ut4Kq2i2EystNQkGDqpCF6gIzXhZKPNZUkvdX+2XXvnTT7hPuu2pQykHTtDTgMqAdkHLAaEvX9fo+B3E68L+apq0FPgHGAG2BF+PLmw+g6/pN8c93A1sBPT7/JcBvOBHvYNoIRo4cSefOnZk8eXLS8GXLlvH4449TUFAAQEVFBfPmzeOdd96hsLCQ9PR0OnXqxHXXXcfgwYNRVZWRI0eydu1awN6xW7RowU9/+lMmTJhAdnY2AIWFhVx22WUsWbKE7t2TMwa33347zZs355lnnnGGvfjii/Tr16/W4DCyM8zumd8T3lKFp403KWg6kprBYW3Cm+zgqmpj8s1/9r9ZdNC0ZtCEoMmOKVvqvHyA4mgJ83a8wubgFnaGd3Fp4BLuz6l+ZmPZ+yUMiPZj9Po7GbjnUk7ztUmaP0VLxX9OGt42PioLyknp5CdWGiOlk5/w/1XZJ3Mxi+iuCOGtIWf7pPXOIFIYxtPai+JVqVxblrRdSpYfvI5Z+NjF9wCUr9lfr/WsSfEkrrqB4oJIoZ0NU/0qruZulGb2iWL1CaPd3MbdwmNnnVLsE0h3K699Mp3uwopaeNp4MSoNoj9E8HXyY1YYRPdE8J2RYjflzIifgB+HK62ell7o3HjluQMe3AGP8zntvIwjzpPaLb1OZSseFXfgxLpS2ZQoioKSEg/Sa3xHjc2V7j5+Wf90cLdIXjfLsqiqsk9yq6pMykoNijwxfO39ZGa68KWoeDwKKX4Vf2r1/lVVZRIKmkQjFpGoRTRivyIVMUxTIVilsH9nmJhh4XErZGa57PmjYEXiLXYVC1W1X75yk9Q0+0SsstIkK8tFeoaLSARCIRMjZjkX6ROBuwV2pjEeBFvu6my3z6eS4ldxJfps1ThJM83qE8doxKKywkBVDn8dTlEUTNMOBNLSXbhcCmlpKpVBk4pyA8M040GIgksFlxu8pQZer4rLbQcCLpddTjRqYRoWHq/iBDJgBxeKAuGwvW1374oSi1pYQHmZwQ87I5TuN6isMAkGDcrLTcrLDEwjHqQY9roZJ1im9fjKAAqPdyXqxeNR8KeqpKSo+HyK89njjV/IS4RWiT81P8aDVF+KimmC2w0er4rHbV8DM0yoCtnHgcT+qNQsR1HiQVG8YYxLIRI2CVdZhMMmVVV2EK+qdj3d8YtUHk88eK/5O0sk3ayan+OtVazq8c64mi11Exfv4vUKhy1CITsw93gVohH7eHa0DfQSycGGcrkzOb+nmXTsbOrq/d9J07S+wOtA4BCTWEC9AkRd1/+qaVoL4GHgNOBrYLCu69vikxwYWbiAPCAXu7vzZmAi8YBSHKysrIwbbriB0tJS7r33Xnr06IHH4yE/P59Zs2Zx3nnn0a5dOwCGDRvG/fffj2ma7Nixg8cee4xJkyYxb968ei83FAqxZMkSZs+e7QyL7Y9S/uF+wt9XUfFxqTO8ZnCY3icL75cpdPzz2VT8q5S08zOI7o4Q3l7F3pd24u+WRvP/bokry42nrY/oDxHcv3ajRFWyBgbwdfKjelWKFu6y+7JUGPhyUwhvrg4W0y7MJHt0WyrXlePLSaH8k1L2v3FwYHUgNd2FWWH/542aUQLZAXqGzuUf7jWkZKcSGJKNUWk3uwvplfiCfn4SuoDVbT7h3v83DjXVRUo8I6n6qg8WGX2bJS0n/cKsem9vgFhpjOB/yu3sRry5XnRPhPLicprl2MvwdfIT+jZI1XdB3M3ceHNS7CybAuX/LMWvpeJtn4IVifeDCpmo6S78Wiru1t7qhVl2X0BFVfCe3kgJ/G6NU4wQJxPTtAhX2Sc7sZh94hWsNCkvNyjaG6OyMh4wVNrBiMdrZ0xUFYr2xghXmVRU2NNEIiYKChUVBqX7Y86V9PqcAB3tCVP9ZQH1u4BXU6K+qgpen33ieDwDqAO3X3qGSlqai7IyO5tWH6lpKplZLjzu6sBUjWdAEgGpPbw6e5YYZwe7xDNSdlbKVSNT5XLZw5z5E2XH+5olylETy1JrfsYJlhMZzHCVRSRiOlk3gNRUFb9fJRq1cLntjGeiWasZbypoAdGISSRi4fWq+FLsDBsWVFba28zeh6vnMeNNBi0LwvGAJRE4J+pjmeD1qVRUFtG2bWs8bjvrXlWja4KdeUqeL5FNdLaZy86Qul0KFvb49HS76X+i/omMrhPwxOtmWXbWUnUpTkOhaMQOthS1uu5OVtewL2hUVJhUhUzCYZPycvtCR6wuXTCOIVW1g86UFIXUVDv4jEUtqkIGpgVGzN6O8Vaa1U95U2r7XB3RKgrVmUTlwGDXztyZpoXPpxIIuO3+9TELT5Z9UcsOoO3joQVEwvY+6PUppPpVXPEsuhHPiCe+71j8Io4FZGa6SE2zLzgZBk4m2QlwTSv+t8bn+NcRje0lxX/yZxBnAJuA24H1uq4fPo1TR/EH3NeaAdR1/ecHfH4OOHTbwxPMj5F2nj59OoWFhbz11lu0aVOdxcrNzeXKK69Mmtbv99OqVSsAWrduzfDhw5k1q2HJ2Q8//BBFUejVqxdGpcHW0RswLIPnt7/IlxVfUxLdT0tvgIEtfsGw7P/m9N/mktb32uPlAAAgAElEQVQrE+/zq+FL+6YGmf2aM3HiREpKSjj33HNZsH0BIT3E5cHLmTJlCqpXxZeTgqeNj/ROWfxvyWv89YG/oqoqQ4cO5YEHHkBV7UBs+fLlzP/zfLZs3ULKthR6b+3NQw89RGbr5vhy/LS8oc0R1ijZmUAf+gOw7vZv8Db3Ebgm+6DpBv/tSqZPn87kS6Y0aDvWhzvLTeYlzQ8anp+fT9de1ddamg+pff60Xpl1X5gCvvYHNiIQ4tgJh01UVSEUsjM20ajdNMjjVojG7KvXiROqygqDHYV2tiUSsaerbtJl/3Ovqqo+EVSg+iTGtD9XVhp4PAqpaS7S01VatPTgS7H7xZTuNygvs6OMYNDg+20RLNPOGrncdmYpLd2FAhTvixGNWmQ1s7NxWVkuquJX252sW9Q+AbaDFyt+MqwQrLSHNxafz/6fk57h4owcH9GYRUqKnRl0qQopfvvktmUrD5GInZ0Kh+36JJoDYtnr6EtR8Pvt5n0er4LXY/9NBBcpKSpZze3x0ahF2X6DUJXpNLcz4yfNiSaLoaBJKGTi96ukpqqUlRlUlBvs3FlCVlZW9XcY/8IURUlurofdpC9xOllzf1BVOyiJRu0TSY9HSXql+NXqpo2H2HaJZpYpPoXKSjujWVFpkupXych02SeNViKQsE8w7SylfUJqxQMUw4g3aXMrxKIW+0tiVFWZtGjhJqODne70pSik+FRaZntISYl/Z+kuWp/mIdDCTXq6nY2tmX0UDZOfX0ivXi2PdzWOWiRiYsQOyMCBk4Kzarw3LTsQdrmqfxexqOX8rvx++8KDO963MxHMOuXWyPwlMuEez6H7YJ7K8vMLT7jt0pAAUQOG6br+n8aujDg2TNNk1apVDBkyJCk4TPD5Dp35KS4u5r333qNHj/p33q78vJzPP/s33bp1AxO2jt5gj8OihTfAU7c+Qbt+Z7B+xwYmT55Mp7EaXQ7TSXzt2rX4fD5eeeUVdu/ezaRJk/j973/Pww8/7Ezz5ptvctNNN/Haa6+xYcMGfvOb39CtWzcnCI5Go4y7ZxwdO3akpKSE3/3ud9x///0sXLjQKaNnz56HXbdevXrVO5vavXt3du/ezfbt2w/bD1OIhopETIr3xaissDNM/lTV6WdjmlBSHMM0LdwuhdJSg9LSGGX7DTxehaqQSYrf7uNSXmY37QtWmlRWGJSUxEjPcJGR4SKrmYvKSpPS/THCYYs2p3nw+eyrr3t2+/mqYA9utx0UeH12xsHrswOFfUVRTNPOKCgqZGa5aNbcHe/fZB3UNCkcb+aYCBD27YuRnu6ieF/seG/qQ8pqZgdChmEHJnt3R50slder4PMp7Pqh9muqLpfdJMrrtQMXn0/F77e/u8wsF2lpLrw+e7jbbQeoqWkqaWkqLVt5SEu3A6qMTBeRiH2iF6w0MQzr/7P33nGSXOW9/nNOxQ6T00Zt1LYCEhILAoxsGWzAiIuNiZZFEME//APbJGMw3Es0JsnGukRZYMtcdMkSoGAwSRZgkNBaAqSVRmK1q827k6djpXPuH6e6ZmbzzM5qd6V69tOf6qmurj4z3Vt93vO+7/fLwJBDoSCzILA94Tud2LRpFxs3nn2yh5GTc0rRzkq2b0IILFujtcgCOMcx1+BD0dlpHXS+ODYLG4kyi1XtHr2Z3lQO+NkEl42Gol5PiCON48xUR1mWWUwyCzQmI+o45nsgSgVe7FR8yXFN5tHzpennFOC5EtsRab9n+rrJTK/s7MxqEpuMb6uVLrwd4pg4Zk6PbdBSJAlpcHuUP7ggW1A6loCvfYjj+lx4oT6tFnMWEiDeD/Qt9kBOVb44+mV+XvvFCX2N+GkT8EQPUdyMte2tPKX8JF7W/yeLdv6JiQmmpqZYt27dMR3/1a9+lRtuuAGtNc1mkw0bNhwyIHrZy16WZebaBEHA8577PLb9+TDJVMyDDw1Tskpsufze7JiV71jHex/3AaNuBqx+/Bo2b97MzTffzItf/OLDjsuyLD70oQ9RKpXYsGEDf/3Xf8273vUu3vKWt1AsGpGL9evX88Y3vhGANWvW8LWvfY2f/exnWYD4ohe9aGYcK1fy3ve+l0svvZS9e/dmwfM3v/nNI/59fH/+GbOhISPSu2vXrjxAzDkk7UzN/ZubjI6YIEgIGNlvAqvqdEKrqVi2wqVWTeZkXbZtDZiaPDH1cr4vGNk/NyhrN/nv3D67Z9jl/nunORH4BUFPj00Uataf6eN6ptemo8PCcQRxbCYEhYLMys9c15QCLV3q0D/gYM36tmsLa0hhzjNbfA5tJjfSIhOoaGcaa9WEkf0RYWgmZb29Nh3pBMtxBd3dc79SldIEQbsXzvSZRZEmDExpaKEgs96+w03gcnJyFod28BO0lBHYaZevaqhOC0b2R1mWTKtUHFbP/D9uNhIadRMsuZ4pW1TKBDlRZEpn2/2sYMpOo2hmXxRpgtBkyaNIzcouz2TvokhTq5kaTMcxGWYgWxSqVpPs/PMp8W4vQDmOzARa2j24bSGiOA3+HisIYQJX1xVIG5Jq+t7POiYrBW7/rCGJUkXVeeD4LkGgKZxGZaYLCRDfBHyyUqncPTw8vHmxB5Sz+MzXPuM5z3kOf/EXfwHA6OgoV199NVdccQVf//rXKZVK2XEffteHKX3Jpvy0bnpfOIBqKd79nndT/ckkySpzlQlVSLc901u3+tMV7F6HL33pS3zta19j9+7dBEFAFEUsX778iOOqVCpzXv/CCy8kiiK2b9/OWWedlR0zm8HBQcbGxrKf7733Xj75yU9y//33Mzk5I9Sye/fuLEBctWrVvP5ex0I7S9tqHd6qIOfkE4ZmJdH3Z1YHlTJfnJYleOg3LR7eZkR5Gg3F7h0h+/dHNBoK2zaBikq/OPoHbPoHHFasdI2oxFRCf7/N0uUu1WrC2EjM3j0h42NxVgJ5LDwwfPBnqLvH4uxzC5Q7LEplUyYI6YTICFzS3WNKhZLErBp3dFl0dVnEkTZlbrFZAR4YsCmVLYqp2IHrSpQyAdjYaEx3t02pbBZ3piaTbPX4vvvu5eyzzyWO2xMgUyZplPw0ff0OdmqxoZQpuZyeStJJkOlb8TzTu+Klk69yhxEokfLkqvVJaUr7ymWLJUvdoz8he544aEJgVp8tSuVTyw8rJ+dYaKs5VqfiQ4r5CCAMTTlyWyG1UDDXkkbDlPua88x6jjD9tIky2R8128KDmcm5wFyPpyZNZUM7qGm/XpiWawdhW3hIzQnAovBIfbadwMOHe/CEYjumRL5dmj0w4KSLSWb8QohMKGbpUhfXm6uWqTECy0Km9oZpT167TjqONWHL9NLFkQl2g8CUeTuuwCumnontXlMbpC1QUhvhZksbm6C2Ib0FWoKy9MzWAuFB4huFYkeBg0CRqtymfaVaanBBpeXW2MIE4onJFqoIVFOjovR1tEZHoGPz2sICOx2jTscUC0UioSW0USixQLuAw8zP1sx9LFLPWSDzapknx/qU9PQtBNo9uf2h82UhAeKngSXAryqVyh5g4oDH9fDw8OOPe2SnCC/r/5NFzeYdim2ffRvxz3dQeP75LH/+W+f9/FKpRLVaPWj/9PQ05XKZ3t5eOjs72bJlyzGdr6OjIwuSVq1axQc/+EEuvvhibrnlljkZPvvfFcu8pXAnxHemNg1bVfap6nnhAH3/d4D6WIPy07oY+vPlCEdyyy238Pd///e8/e1v58ILL6RcLnPdddfx/e9/f96/+4HY9tyPdNvAHKDRaPCa17yG3/qt3+KjH/0ovb29TExMcPnllxNFM2VfJ6LEdGrKiPH09h5O2ynnWFFKs3tXyK4dIXf8vEarqejtsxkfi1EKevtMVsdJ1VaTWLPiDI+hJQ5+QbJ9W8DI/oiJ8Zh9e01wNzUZMzlhIjutoVCU5ss0nhGyOJIoR6Egs9ITy4Iw0OzfFwHNQz9hFl3dFkuXuVg29PU7rF7jsWq1h5RQrysGhxyKJUkca4pFSa2m0uZ/I9YQRZqe3hMroy+loFi0KJ4xN6jp6Z35/7Znr2LZ8mMPnnJyco6Ptnx/GMwESNVqwtRUgiUFQaiYGDeBVBhqGk1Fs2WUTxUgHTOZb7UUU9MJzVZCEqXCHJGZmCdhqsRakMShJqirbBHslEQANggHhG1uFIG031PYYHlGRAdMlk9I037ieW4WWGXbto2BK9CeCYKEDSrEePIKo+ytbZ3aojAT2GjzuliAA64jKHgSuyBQtlmYU1JjSzlXgAUTV7QSQStJjNqosIi1ZlIrIqUItSZSmvCAjNfRsNp9ugiiE6Ay5UuBBgI199wCo1gsU+kZmfYgS/TM/bYiKhJbzAS7ZmueG2tNnP7upMeUpI0rBCVL4lvSxH2Y52WWIpjnw6xe5WxcAkcIHJlu05ud/uxLiSsFnjBbX0r8WaWiCmb6MbPfDWqJopEkhEqz76EtFK3Ta1FwIQHiJhYUbuecKNasWcNtt92G1nrOJHHz5s2sWbMGKSWXXnop3/rWt3jDG95wUB9iEJiMyOF6Ea30Q92YbqCCGUGHeCwyF94DEJ5k3ZfORQjBhdNP4IYbbmDJX67MHt+0aROPf/zjednLXpbt2759+1F/zwceeIBGo5GVk9599904jnPMJZsPPfQQExMTvPnNb2blSjOe//iP/zjouBNRYvrggw/iOA4bNmyY93MfTezeFbJnd5ipL27fGhDFmg2VAgNDNqvX+PT22VnPmeMIurosdu0MeXhrwL59EXfeXsuCucXAsowoxdASh2JRUu60shJPKcH3JH7BiKL09Tmc/bhCJie+dJlLX7+N580ttW5bBuzbG7J3T0Rvr83AoMPYWMyeXSHFkmRwyKG/35m37HVX99GPycl5tDM1GTM2GpMkJvM9OmICIb9gSoxt2wjmlDsss5jiScJU4MhKZ8lxpOnsstAKoshksFRq0q3SfihLGsn/JJ5RNpytctjOjiSJRrbLhNtKmkArVoxNxoxORgRC04oUiQY37cUVHigBSmpiZdQVg4aiNm6CuSTWEAEhZhsb/zUCEItcDqjT4ArHbLWD+Y5PoBUkaBtYAroMukSagTnwJOk57PR+bMYu4jSrc6ivTw3awwRS9gHnFXOPQ5rX1h3mWGGB4wJuGgxaIIQJBRLM++BLgUSgMBmxhlLZ+zODTAe7cLKgY1YQliXyBERKk82g4mN7uQ7LhFSBjrPAxZWSohC4aQDjSUFBykPmwtp/vkRrmkoTKjMCBXhCULAkRWlRsiSdtoUr04AMQdmSFC2JLyWOEFizXrM9jvb99kc/q7zRJni1MIHXY51N861JPQWYd4A4PDx8xQkYR85x8Kd/+qdcd911fOADH+AlL3kJruty2223cfPNN2fqo29+85u54447ePGLX5zZXLiuy1133cU111zD1VdfndlcNJtNRkZGABgbG+NTV30SV7isunEJD31vM/uC/dlrL3nrGTiDDrvev5WOp3VjfdGieE4pu0hcfPHFXHnllUxMTNDTY5Q1V69ezfXXX89//ud/smrVKm6++WZ+8Ytf0NV1ZFuHOI555zvfyRve8Ab279/PP/zDP/CSl7wkCxiPxrJly3Bdl+uuu47LL7+cLVu2cNVVVx103HxLTO+7z4jv1Go1hBDcd999OI7D+vXrs2PuvPNONm7cSKFQmNe5TyWU0tx3b5N6bab/rdk0kvmrVnssXeYyPh6zf19Ef7/NyP6YRkPhuoIdDwdsfzjk/s2HzqhtuqMOHJt0vm3D484vMDDo8HvP7qKn12Z6KqGn10YpzdiIed22lH8Ua/buCRkbjdl8T5PKWT5PeFKJnl6bvj4ToB24uHK8GAU4weo1PqvXzMyIenpt1p+Zq77mPPpp9zfVa8YovVE3NhvjYzFjaVn1xHg805uZZrha6a3ZNIIXQhhxnyjq4DpvG1Fkag+r1flZQZzWSJMRIy2bsx2B7E6zZA7odjBng/YhLmuEFtgOOJ1GMCrrzU1vHhJHC+xE4LuCwR6XFSUH15JYmBLFqTihFie00myQK02QECiFBNwssyJwpKSZKCbjeE7w4EqBm20ltjTKteORiY4cKdJMUjuwmn1/RiWzoRTV2GQ+ex2LgpSULItu20Iex7W7pYxH3l1338X5F1ww04s8C41GYAIxa3bEKmY21jGMQWtNoDVKa2xhyi8tBMksidF2kCcAT4rj+t1OJlII/NN07DmGk+TSm3NIFpiXXblyJV/84he56qqrePWrX00QBKxdu5arrrqKSy65BIDu7m6++tWv8rnPfY5rrrmGXbt2US6XWb9+Pa9//etZtmxZdr7rr7+e66+/HoDOjk5W6ZW8d907WeEf3CNYemIHQgjWfv4cAPzbi3PMnyuVCueffz633HILl19+OQAvfelLM4VRrTXPetazeNWrXpW95uG46KKLWL9+Pa94xStotVo861nP4m1ve9sx/516e3v5yEc+wj/+4z9y3XXXUalUeMc73sFrX/vaYz7HoXj+858/5+cf/ehHLF++nB/+8IfZvptuuom/+qu/Oq7XOZFobVbDZephBUaU40ffn2Ln9hAh4KEtAbt3hkc505EplSUXbiyhNVTOLjAwaIK0O243paKb72mwa0fI4JDDmvU+UWiULLu6bdau81i1xuOM1d5BGbtSaaZ0o7jqUGUcpUPsm+F0k5/OyVks6s2EmkqYaiTsGYuYbBmF2hAFEqoNRXM6QStIAghrivp0ggwEuqUJmxppQdjSNKdUVpoXNjRqAQkZIcFJg5hyb5rdSzSJhhYKma6vDK1wKPZJbF8gfKATbE8SNY0Kbhgb0ZCgplGYYNVyBWGiiBLM960FombGq13SmrZZ2/blrt2vlPYu6QN+ltKUKjraqPTawtwcBI4lKHRK+rodOpCUPYkjJY0kgUSgA5NlsbXAAkpFSalosWLAo6ds4brSVDk8yq5RS71ToxzdT4X2PKB8gksAxWGCJuewpio5OScPMV8BE4BKpSKAy4CLMCb2fz08PPxQpVL5Q+De4eHhY2t2Owls2rRJb9y48WQPYw7brn4b8c92UPjDJ7H8BfPvQTxR7PvsTqq3zgi59F2+hOkfjRPtNt+ay9+/lsKGo2fvbrvtNj74wQ9yyy23ZOWq86Xtg3j11Vcv6Pknk1tvvZWPfvSjfPvb3z6oR/KRZNOmTXSWz2HP7oh7ftngV3fXcRzB0FKX7dsC47nmCcJA46SS0uqARfqBQZuLL+nE8wVjIzFhqOntsxkdMT195Q6L8dGYUtlixRkuxZIRTNGY3sCNTyqdVjLPOcfOpk2bONWurac7WmsirXHlocuQo1ixdzyikSTUY0VjWrFzZ8jYeMxEPSZIFChBojQJmlqUENQ0UV2b9tgpEEdvkz3yGC0gARzQbQtVBfgmm0URE4D5QCEtD+xOyxQ7QESYzIljzoELizlfNj1Epm8o1pqCJRlwHHwp6E+3ClMSV7ZNZqqeKAppn5EjBSXLomyZjFWSZn8SrfGlKcFzRe79drqTX79yTiSn6ucrHdchL17znq1WKpXlwHeAM4Fh4HHA36UP/w/gecCfLWyoOacCqqV46Iq5ArVL376K0oUd9Dxv/kayv/M7v8O2bdvYu3fvUZVKH400Gg0+9KEPPSLBoVKa6nTC2GhM/4DNXZvq7N8X8cv/brBzRxewa87xrZamWjWqmGesdtm+zQT/caxZs9bj7McVqJxtymJXrfbo6s6LDnJy5kutkRBqxVQrYbKeMFWPma4n1BqKaj1hTzUkbhghkUArokQTNbTJwrVMECcaINo9XW2T6iDdN08EIFyQnQJ3hcBGYDuCjj4L3xF4vkRqEMqIanT1moU9yxUUOyUDPTahr2naGs81cwsrNawXAjwpURpCpaglipZSdNrmHEpDqFUmNmEL0x/WFrCQs0oLp+KEWGvKlmRqx3Y2rFuPwmTc5KzyPkeI7PyACe7S3ik7D9xycnJy5s1CZntXYa7dG4DdzBRhAPwIeP8ijOsxysnX/mn8ssruD81IPVu9Nquv2pB5Fi6UV7ziFcc7tNOWSy+9dNHP2WyYfp5CUbJvT8Rdd9b5r59Uj2oi3t1j8fTf72JoicO6M326ui1qVUWpZPzYgpZiajJhcImz6GPOeWyReWylSn9gxDXaMvZKGYGgIDAmxs2myjwNiyWLjk6LUsl4FEpp9tdrCb4vSVTq15WKgSSp2qzW5vWmpxNsW6Rqr8brqlFPMv/DMDSS8VIIpqZi9uyKCEKVeo1pGpECbcbbiBRSgedJRBe0morusk0jUUwFMTo2ZYWtKcXE3pj6lKI1bdSctTby7AsVExGYKkZskAXzgygBqYy95YPfbfq6bClwOgSdfRa9/Q4DXTZ9ng0yDd4izZIOl65OY1Piusd3TX+k2fTwQ2zsPHKpeE5OTs6hUGk1RqQ0ljALTKHStJQiyLaKljKLdFbac5po04OqmPHKVelc3ROmysCTkoZSmZZBW5go0jp7/k5hcerlD4/MQgLEZwGvHB4e3l6pVA6sF9wNPPZSRI8CtNZEu8M5weHAa5fR9funhi3Dhz/84ZM9hEcMlQoCbNsa0NVloRQMDDo0G4rv3jLJN78+ju8LWq2DFxQsC9Zv8FlxhscD9zepTic89496OLPiMzZ+7yFLHHr7ZiaKni8ZXHJ6TRxz5nJg8DVb9KPVMj2dU5MJ01MJ4+Mx01Mxvi/p6LRwUx/CPbtNybDvSyPzrs1nI3uNxHiNzfYda7XKfPMr2xESxkZi6vXFExFxfIFKNEl09GNPJloAZdB9Jii0tJHUt4umv8zxJW5B4BckfkFSLEpKRclQh0NX2abkSzwt8FxJsWQC5GLp9AvmcnJyco5Eu3y+pXQmWpugmYwTYmWqC0KtCVLl1UBrAqUIU2uPllKo9Pm1JMmOC7XOjpn984mw9JgXbplnJ8lpZXWx0Hqxw31N93Isxl85h+YkfoD3fXIntZ9OZT+v/cI5yHxSsujEsXmPt25p8fP/qnHfPQ2SBFat8RjdH/HQluCYziOE4OxzfYSAzi6Ls84psOGswhF96MbGF+VXyDnBaG2yY0HLeJiJVABjbDSmUU8yNdZtD7VwPUm5bGE7EEewb19IFJps2rEowi4GtmvUEuNYUq1HqETjdUq8QUGcGhuHbU+wBKMGYZO6XhsFRqx0f5Ler4MIgKYpoQxa2oiDdJhyS90+xyxREd2+D0aTKMF8U8n0vj9zvHbNa4vI9M3pHqAA3Vh0uBYlV2IjUBKKriSWmqil6ahJfFcy2UzodCQDBQfpCMJIYRclQyts+jyHZZ5Dp3VivSlzcnJyFoJOM1vVJKGaBlctpagniqZSNBOTTWumGbVQKUTad5ukzzUWIul9rUnS8wJpT6/JtLW/gzRGMXZ2xu5E6BDPVc6VlA/42RWCOLU/me1p6EmJJwS+JfGE6VcOlMJOLVJmvBtJfyL7GwVKU8z8F8l6ml0pM/uP1vbtp1VwCAsLEH8GvBa46RCP/Snw4+Ma0WORkziJUKHioVfM7Tdc/u41eXC4yISh4nv/PsXXvjR2yMf37Z275tLbZ9PbayMkPDjcQgjo6bHp7rFYt8HnpZf3Y9v55PNUpq0M236f4tRHbcuDLXbtCNm3LyJomS/eVprd270rZGI8JjkGy6TuHosoMl6LUaQRUrBkqYNlCXxfoBX4RYnvSwppxsr3BR0dFl3dNp1dFl1dFuVOizAwJZ5BS6V+jzYDQw5RpGklilaoGK/H7FcRv2kFjCUx0yJmr4qoZYbI7c4xqKOwgE7bQgNDjk3JMv1gHZZltraFJwRjcUysNFIIBhybUJsvWyedkAhE5s3lS8lknBAohZOW/zQS08/W41iULCMyYqdlPonWmQdXlH6J+6lfGBh/tD7HTr3STKlmTk5OziOBSjNhLaVpKsVYFBMqo7pbixXVJKGRJKk1hgm4lDbPM6WO5ro2nSRZtixQOvMgbF+RJSZwkkLQSBT1JOFEuvLNGNDPMqeHrC+40zaBmZcGaLrt6wH02LYxqU97mT1pAjuvHeCltirt4MuXktIsr8ZT1RZk08MPnewhzJuFBIj/C/jPSqXyU+CrmM/fH1cqlXcBfwA8bRHHl3MCCXe12P7W38zZN/i65RTOyfs8jsb0VMzb37SdKFJcfEkn/QM2K1d5nH1uISsHU8r0Oe3bG/E/37bd9EylrD/T57wLijzpKWUcRzA+FrN8hYuQUCzKgzIP7ZW5PCPxyKG16aHbuycy/QSxptkwQdzePRG7d4Y8vC1AKyh3SFotTRAoOjsthDDlnbVqQle3RXU6mfP+H45SWbJ6rYfvm8DOcQW+L2k2FUuWOhSLFv0DNn39NqvWeHM+Dwd6OWptJg5bmgFhGsRJzKSiqRQ/r9UYb8WMVc3AZLrSmvga6mBvFVTjhPH40FMJC+h3HS4seKwueOzauZN1Z5xBl23hS8m6gk/RyheacnJyTj7trFmclja2RZKiNCu2X0h2ByFKm96xUBt/xCAtd2wqlYkwAVkZZJweP/t8sdbZ4w2lmIoTmonJmLXSDF0rLZtcLCyML6Wf+koW04WwdpAYpiWZZVsy5Dp4UlCyJF22bYKwdNGuKE2wZYI5MWfBzRIi69+zEOnPZKJRWUCaz1MeFcw7QBweHr6jUqlcAnwUuBLzmXgn8F/AM4aHh+9e3CE+dnikC0z3fWJndr//FUvovnT+CqWnMo1Gwo03THDHz2qMjZpJ8DOe2cnLXz1Ao6HmeOcdjbZJ/Je+MMrOHSGFgpm0A9z6g+ljOsf6M31e/Kd9mSrobAYGjywKkweGi4fWmlpVMTUVUyhIkgRKJcnI/og7bzdiP82mIgzUETN5QsDgkIPjCmrVhHJZ0tEhqdUUlgWOI1h5hsf0dMzKVR7SNmIrvcts/C7JGWd6OAVBQyiU1ExbCRRgMknosm3KlqTXsdkRhMQJ7EwiIh0y4DgMuQ53jjRItGm43zDuasYAACAASURBVBOETMQJU3GcrhAronSV+UgIyIymI6UYjRJk2pzfUppu2+K8UgFPSgqWZInrsL7gs9xz6LLtLDsHqYhIb9eivEc5OTmnLzrtDZuK40yoo539gnZ5osmEKUymv6FUdu2qJ0mWTYsODLz0TGDmCIE6YN/sY6zU4qSpFPHRLoZuBzy4/YT9TbxUWKptjdLn2FkQ5ktJQUq6bYuCZQoaS5akw7Io26bkcbbKr8Scq63g22Fbp4xa76kxipzFYEE9iMPDw3cAv1upVHxM3+Hk8PBwY1FHlnNC0LFi6nsTjP7bnmzf2mvPRvqnV2304VBKs3NHyL9evZ+tDx3cz/fD703zw+/NBHR/8Nxunv3cbj5z1V4ufGKJJz65TCEty2uXBk6Mx7z59dvmnKfZVFz01DK//+wuRkdjwkCx5cEWd22qU6vOrazv67dZs9bjz14/NEfoI2fx0VqzZ3fE7l0h9VmB2vaHA8bHYkb2x4zsj5iaPHzkZ1mwZKmLXzDZu+4eG8+XOI5RxSyWJCvP8Fix0qXccfD/m8ko5r5Gk52tMJskDTdajESHSCEeuOs4r6IdqVdbj2Mu7QUpOadUoGSZ1WStyXoizvA9VvnenCyfSsuS8gWJnJzHFlprAq2zEsRGoqinQdt0bHrV6mlvWjuoa5c9NhNFQ80Ed8cUkM0TAdhCpOWHpgSxoTUyzWTZQuBb7cfMrd1HNiSdmedJccB5zG1kZD89/QNIYV7HS70t3fRY3zLFku0gtz0GR849j3PA1pWC7gMW03JyTgcW4oP4DuBfh4eH9w0PD7cwyqU5x8MjcN2IxyKqP5lk7Ev75ux3V3iPiuBwcjLm7W98mCA4+Fvpyb9lgr7bfjh9kPH7d26e5Ds3TwLwwHCLr1x36B7BNivPcHnFawY4szKTBdyQbn/392ayJ1prGnVFqXz6/21PRbTW7NoZcs+vGmx5MGDLgy2iyLz31ekjd1f09Fqc87gCvX12JhoUtDSeJzj3/CIbLypRLB75fVNasyeM2FkPM5+3iThmc73JL6uNg5rvPSF4XKmQNstLBl07W1nvc2wEZtudlme2J1vjUcxSz2HAcdKVZdjRCtgZhAy6DsXU/HvQNcccbw9dXhqUk3P60F7Qaas61hPFRBQTaKMMaaUBSllaNJS5noxFMeNxzGgYEyhFLUnS6oPkuJQeHZFmvWyLQWlEmjptC1emZYnMXF+s9H57nyXMYlbJsihZJsPWa9sU0l5kOy1tPJFs2rOdjcsHT+hr5OScTiwkg/h24P2VSuXfgWuAW4aHh0+EGNFjjxMkObjjXVsIthxaXHblR9afkNd8JLlrU52rPrZnzr5Ln9fN7z27i77+mdLNK1479+J//+YmN94wzr2/brJshcvZ5xb4wXencD1BeIhA8+p/W4vnHVsGUAiRB4fHydhoxNhozMPbAqYmErZtbTGyPyYIFNXp5KDyz55eC9sWVM4usX6DT7lsUa8Zv8iVqzyWr3BZttw5YnYsUpqxKKYWmqAvUjpbRd8ThDzQbDESxuwPI8LD/H89w3N5aleZlb6LIyRLPId+x160CU6vY/P4jrxPOCfndEBrc00J0tRTS6s55YAtpTIhj9l9XLHWTEYJ+8KIqTihlpjbWBQzGsW00iydLTiubJ0loNu2OcN36bAsimmAVpIzwVrZsuiyrUzk6cAAz0+FRHJych49LCRAXAq8GHgN8G1gb6VSuRb4l+Hh4d8c6Yk5h0Ef/8TxHe94BxMTE1x99dXZvu9963u89e1v4fmDz8MSFj+d/BmfPvufsm+gtV84B5HWmz3jGc/g8ssv5zWvec2c837iE5/gu9/9LjfdNCNaOzo6ymc/+1luvfVW9u7dS09PD5VKhZe//OVccskl2fl27doFgJSS/v5+nv70p/M3f/M3lMvl4/59wSiDfuB/7mTH9jDbd/W1a3FcgTyGTMpZ5xQ465y5tp0vf9VAdj+ONTu3BwwtcSkU8y+/E4FSmm1bA7ZvDQhDzdhoxL59EXv3ROzdfbCbjhDg+5KeXpt1Z/qsWu1x3gVFVqx0Dxv4xVozEkbUE8XdtQbbWyGx1nTZFlNxwsOtgC3NgCj1UzraaldJSpZ5Dis8l37XoWxJPCkpSsmZRZ8Bx85LNHNyHgVorZlKs2vTaYBWjRXTiREdAVNq2UoVJKNZ/mtBKlSyL4wWVYzEFYJB18FPSxsjrSmmPcK+lAw4dhastUssa4miIE1Pc79j0+NY9DumAsGVp67yY05OzsljISI1LeD/AP+nUqmciQkUrwDeXqlUbgM+D3w9PS7nJPHNb36Td73jXbx62cv5o8H/wXV7vpI9tu7/nrvgCezOnTu57LLLKJVKvOUtb+Gss85Ca83PfvYz3vOe93Drrbdmx77hDW/gsssuQynFli1beOc734kQgve9733H9bvVawk/+N4U139lxtivcrbP375nxXGd90BsW7B6rb+o53ysobXmgftb3L+5yY7tJgjc+psWShu11pH9h5f23HCWz4ZKgel6gt0PhfUW1qCZFI3HMV2WRZ/nsIeIrZMBW1sBu4OIIPVaAsF0HB9WhXM2pVROe33Rp8e2MnntQGkjJiAlyz2XNQWPPmeh9rE5OTknGpUaY0+kAin1xKg3AqnipPEta6tTBsrYCdQSlWbp0m2cUE3FnhZCW6p/ieewzHMppUGbI8UcbzhXiixrqGa9lC2MTcyQ69JtW3TYFh2WRUGKfAEqJyfnhHNcM53h4eEHgXdUKpVPANcBl6S3/12pVD4L/F0uXnMMLPK1/tprr+XKK6/kjWe8nmf0XoK72qf3aYO43/FN1vA4vlzawd03vvENSqWZMrd169bxh3/4h3OOLZVKDAyYjNzQ0BDPec5zuPPOOxf0ukmi2XRHjdt+NM09v5opl113psfr37hkTilpziNP0FL86u4Go6MRo/tjRkaMDUSrpQ4S7WmTJBrbEax/vEezR9Mc1OwkxO2Cctlidynmvnhy7gRt/7GNx5eCUJksYaXoU7asLLBbX/Ao2xa1OKFkWawuePTaual5Ts4jTZL6to1FEXvCiB2tkFpq3B0oNbPVmqpT4mu/2Z6qWZrntoOrthdmmFoWHK9ASlFKypZkpefS79r02HYaoMksUCtKCQJsjMn2jBm3WcTKs3I5OTmnMwsOECuVigAuxWQQnwuMAx8Grk/3vwk4G/jj4x9mzrHy8Y9/nGuvvZaPve4jnPnTVQCs/NA6+CQgQLoLL5WcnJzkxz/+MW9605vmBIdtOjs7D/vc3bt385Of/IQnP/nJ837dr143yi03Th60v1SSvOt9K46pnDRn8dmzO+TB4Rab7qhx3+bmQX2bhYKkVJacuaHAOecVOO/8IlYZqkqxqV7n3qDJnjDi7nim2KCtwjkRxQSRpte2GXBtVvouvbZNp21lwd5EFHNvvZmJIGwo+qwteHRYFpYQB/kC5uTkLC6hUuwKQna0jM3KZBxTTsVJBDAVJ2hgPLUsSDBZu4koZl8YUU2OTb7AmG5buGGEIyS2ML1v1fT8JcuigLEQAJN5awukdFgW7W89+wCzbTsVjeqwU0uBtAfvVLEMyMnJOTkorYh1TKSj9BYfsDU3pc01zBJWti/WCbGO0+fHJDpmwplgIxtP8m81PxaiYroOeDXwSkw/4veAy4BvDw8Pt+vF7qxUKncDX16sgZ4svrh3lJ9P1U7oa8QX/gmcEyMKLtbwNp7SVeZlS+bvSfjTn/6UW2+9lc9+6jOs/NyMIMtiTZK3b9+O1pp169Yd0/Ef//jH+eQnP0mSJARBwBOf+ETe/OY3H9Nz67WEMNR89hN7Gb5vbrXyW96xlPMvyEU6HimU0jQaiqCl+O9f1PnFz2uMjcWZtyTA0mUOT3xymdVrPPoHHPoHbQJ3ZiK4Mwj5fGOEe8abc7z5LAGDjs2TOss8rbvMGt+Yv8dKU1fGD/BIXNR1+H7WPDjMyTkySmumE9NjNxkZH82pJMn855LUIFynGbsg7bObimP2ziPAOxBLwIDjcIbv4QpBj2Oz1HNY5rr0Osa4u13m7QuJLQWbNm1i48bTa4KVk5PzyKG1pqVbtFTAeDzORDJFI2nQUA3qqkEtqVNXdQIVEOuY8WSCalIjUCGRjtAoJJJAh6ijqhHMkwK8IPkjilZxcc97AllIBvFBYA/wr8A1w8PDDx/muPuB2xc6sMcUizSP3bBhA9Vqlas+9L95b8/fUrZLrPnnsxbn5Jj/fPPhVa96FS960YuMN92ePXz84x/nda97HV/4wheQh1E801rzjx/ew69/ObcyeUPF52/fuzyf9J9AgkDxq7safP+7k+zZHVEqSVotxeREcpDArm3DuecVqJxTYM1aj8edXyTRsCMI2dIM+MbYOHdM1w96jbIleXy5yKDrcGFHkWWeS9k6WO3VloIumff65eQcCq01CRwy09V+zAKmU9XLfWHEWBSzJ4gYj43VwVScMJ1m4ObL7ABvqedwhmd6c3sci3rqm9dQin7HxhYis29p2xWULZmXYObkPIox16GEQAWEOiLQIaEK0m1IqMO591VATdUJVEhTNwlVSKxjpJAmO6cidPoPQCCJdEQ1qVJXDeqqTj1pkHB0zYE2jnDosjrpsMq40kUiSHSCKz1sLFzpYAsHRzg4wj5g62ALG1tYZgGNBFvYeMJN95vHzNZh5IF9p1VwCAsLEF8A3Dg8PHzEd2F4ePgB4OkLGtUpxMuW9C8omzcftn3us8Q/2Yb/3AtZ8eK3L/g8AwMDfOYzn+GyZ/4J7xp7H3+3/t1Yncf2FpdKJarV6kH7p6enM9XRVatWIYRgy5YtPPOZzzzqObu7u1m1ypS5rl69mkKhwEtf+lJuv/12nvrUpx50vFKa17/mIVrNuVOW1/7/g1x8yeHLV3OOjtaasVHJ978zyZ49EVGomZqM2XxPk45OiyhUVA/oFZyeSvB9wdASh8EhhyjSXPCEEo9/SpFGUfFAo8XtUzVuaE0SbTbPnd37M+jYnFMqMBknnF0qcFFniaWe+0j+2jk5pxWNJGEkitnVChlJPevMLaI1S8GknhgBFYs0SBTGJUkKCJSZQnlCHFY9syAFXbbNkqJDt23RZdt02cbKoNu2s346KzUKt6XAwtgZWEJQtOQJ96XLycl5ZIl1TD1pEOkIKaT5Ocu81aglDeqqRksFJDqhoRpMJlNMJdUsUxfogEhHJFotfhbuEFhYlK0SZVliyB6kbJXwpE+P1U2v3U1JlihaRUqySEmWKFlFfOFjC4uiLD5iSYdNatMj8jqLyUJUTL8JUKlUfgf4baAX03/44+Hh4dsWd3iPNY5fCntoaIh//L2P8tYfvJ33BR/mXyf+lZ6enqM+b82aNdx7770H7d+8eTNr1qwBTMB38cUX88UvfpGXv/zlB/UhTk9PH7EPsZ01bDYP9mTUWnPD18az4PAJTyrxur8YQkqB4+QTkaOhtUZraDYU/31nncmJmFtunKS726JeVyilqVU7gNE5z7MsGB+LcV3B8hUuq9Z4nFnxsW3BWecUGBicEf8Zi2K+PTLBl/btmDNZLUmZ9QWu8T3WFDxW+R5rC16eJch5zJKkCpqhUlRTZcx6omgkCYHWNBJFojW7g4gdQcB4lNBUh55QuULgpeInGmMqvsJzM7EWhUYKgdLgpUFcPUkYcBwGXJtB16HPsRl0jCdn2c49WnNyTmW01mnZoybRCU3dopbUmE5qVJMqY/E4CuOh2e51m72tqir1pIFCobQy1wgElrBQKBKtaKall03VzHrrFoKFRVEWKMgCZauMm2bXXOHiShdPuLjCxZNma+576eMOnvBwhUPZKuMJD1/6eNLFxk7HmuAIBykkbc1fhcLGpiALeWXZCWIhPYgl4Abg94EYGAP6AKtSqXwfeMHw8PDBtWU5R2DxPtxaacp7Cnz4zPfzvuDDvPKVr+Taa68FIAgC7rvvvjnH+77PmjVruOKKK7j88sv51Kc+xbOf/Wy01tx0003cfffdvPvd786Of8973sNll13GC1/4Qt74xjdSqVTQWnP77bfzz//8z3NsLur1OiMjI2it2bt3Lx/72Mfo7e3lwgsvPGjcN94wwY03TADw7g+uYO263F7iSNSqCVGk+fIXR5mciA/q02yTJDoTj1l7ZsTjLxhi5SqXvn4H1xUsWepw31iLnQQoARNRzG2NKi2luXFqkmBSM+DYTMYJOwPjN9lpWWzsKtDn2PxuTydLXCcPBHMek0zGJtvXUIp6otiZCrbsDSP2h9ExL/kVpGDAMUFcn2uzzHUZck0w1+fYlCyZT4Jyck5RlFaEOqSpWrRUi5YOCFRw2PvVpMbeaB9N1SRMhU3CtNyyocwCugnpFs8/UyAOOl9RFijJEv12P7awKcoCRVnAlS5KaywhKckiHVYHJVmibJUoyRK+9LCwKMgC3XYXZVnKr0+PQhZSYvpR4CLgpcA3hoeHVaVSkcALgX/GKJn+5eIN8THEIlwLwl0BAD1ON1+45gtcccUVvPKVr2Tjxo1s376d5z//+XOOP/fcc7n++ut5whOewDXXXMOnP/1p/u3f/g0hBBs2bODaa6+lUqlkx69cuZLrr7+eq6++miuvvJJ9+/bR3d3NWWedxfvf//455/7Upz7Fpz71KQB6e3s577zz+Jd/+ZeDMprD9zW5/qvG0/DMip8HhweglGbLgy2UggeHm9x3b5N7f31wFrbNU55WpqfX5im/1cGqNR7NpgI0v9p8Nxc9oYcEmI4T/n1skhvvPVgddjYS2BeaVcX1BY8nd5b5vd5OiofoG8zJeTRQTxIm44R6krClGbC1GWRm421PPSnM/6HDeWy6qapuOfWt60jVd0upmbkrBWXLKH0Oug4Djp0vsuTkPIK0VSrbgU1TNNkX7aeW1KmpOvWkRk3VqSY1akk9FT2ZJNYxLRUQpMFeoMMFZ97a/WyucHGEQ6fVyZAziBASicQTLkKAjY0nPTqsMh1WBx2yTI/dgyNMhs3OeuNsbEzPW4dVomSVsLAQGO9MlZZ9SiRSLFzRPufYaWeC43n0Rp4qiPkKj1Qqlb3Ae4eHhz97iMf+PH1sySKNb9HZtGmTPtWU0LZ9/m+Jf7wV/9ILWPGSdxzXuca/vp/xr++n8xk9DP5/yxdphCeOm745zte/bILD3/7dDl7z50MneUSPHK2WIo415bKFUpp7ftmgVlfcd0+DH99axfMEPX02e3cf+suns8uis8vispf3c/a5hWy/lIKWUoxHMT8Yn+bHk1WmE3Nxapu/z+ZxpQJnFn26bIvlnouTikos8VyT/U0zIcvy/sGcI3AqqEzGStNSClsIYjQPNwPG4wRLQCtRNJWmmiRIoJYoOiyZZf8mopiRyKhzHg4v7cVL0JSkZIXvssb36bQlBWkx5Nqc4XuU84zfonMqfL5yTh6hCmnpgLFojLpqEOmYhmowlUxTT+o0lOmda6gWoQ5QWqEBVzjEJIzH44xGY8QkRCoiJj7qax6IQOAKB096eMLDk2669fCEiyd9CtJPyyQ9fOHjS/N4+74rXMpWiSFnCF96i/+Hyjki7YUBMErn7X8N1STWMaE2WVwjnmMyu5GOCFOl0/a+to3FVDLNVDxFU7cyoZ2WatFULTQapRUJCZ72+My6f6IoC0cZ4SNLel095JfVQjKIXcDWwzy2NX085yQQT0aMf904iavgxDcHHw+TkzG/vruRBYcDgzZ/8vITKwZ0qjCyP+I/fzDNTd8yJbV+QRwkzAMQBDoLDlesdLEdwTP/oIslS02voG3P/T9dTxJum6zy08kqv2kGcx5b5bvEjQZ12yNQCeeXC6z0PJ7R28nyIwR+QohcWCbnlEBpTS1RTMYxE1HC3jBkOjYWDXWl2NEKszLohVK2JOeVCvSkZZ2rfI91Bc9kAKWFnXuu5uQckVjH2eQ4UEFqKxCmJZatzFKgpU3ZpbEcSFAk1JI61VQEJTigPLOpD91Gcaw4wmHA7sMWDq5wcKVrMnBpkqQ53WBZ7zLKsmxET6wy5bSssizLdFod9Nm9+cLPAjBZ1xaRjhGImaArDbxCHdFMAzSNzo4JVJB9BoLss2Duz87itnRApCKaukVTNREILCwsYWU9nDLNyoY6XNTS3dk4wqYsyxRl0XxWEEhhUZQ+9oSNL06vBYGFBIibgSuA7x7isVemj+csiOP70I5/ZX92f+BVS493MCeMX95V5+Mf2ZP9/AfP7X7UBof79obcv7lJq6XZszvk1u9PH3SM50laTZPh6+q2+J2nd/I7T+8kDDVJolm6zD2sUE+iNT+cmObzu0fm7HeE4IKOIh2WxQsGeuh3HbNSdP7i2Z7k5BwvgTKZu8k4wRECBWxrBQzXWwRa0UjFXappIHikIh1HCM4u+hQtidLGSL3XsVjle8RaU5CmvLPTtmgkirIlibWmaEmKlkW3beEdxn4nJ+exhNaaIM2SKBQT8QRTyTSj8RgT8SSJTkzPnI5oJA1G4jHG43FqSe24AzkwmTo/Eyvx6LQ66LQ68aRLv91HSZZwhEPRKtBpddAhOyjKAo500kydn5VQhirEFjaloyhWbtq7iY1nP/Yy1FprYuKsf9IEXCYDNmNREWSfiUiHBKk1hQn0YiIVZf6DTdUiSO+3lNkuJFt7LEhkmp31cIRDv9VHSRazoDAmQSKxkCg0igRXeFnprtJt4wxNURYyYZ2CLOBLb075ryvNwkJ7ny0cLCHpsjrptrooyMIRy3Y37dl02pX1LiRA/ADwjUqlsgr4GrAXGAJegulNfOHiDe+xQTNy+WV8EU+OF1bH3qbxyxmbCqt8anrIhaGaExz+5VuWsPGiw5udn26M7I/4xpfHWLrc5eZvTRCGhw76f/f3O3np5f0UCgu7YFTjhLtrDb49MsGOWVmTy4b6+O3uDjpt65AeaTk5J5panLArDNkfxvym0SLUOpPhEkAtSbLM355jEHIpSEGHZbG24NFt23Q7Fp2WxVLPpce26LStLMDLrRdycgxKK1o6oJE0mEqmqCY1GqqJRqcBXzU1EDf+cW0z8fb9+fjJCQQ9VjcDzgAdVpmiLCAQOMKhw+rIJvGz1Sl9mZZfppN7KQQlWTLHC3fRMnWnWknf8aK0ynoK28bwo9E4o/EYsY6oJjXG4nGmkmkUCaGOjLqpimioJi3dIswCOhPAzee9PhqOsPGFCex77J7sffelhyVsQGdBltveShdf+jjCzsR0XOFmn492Sa8/eys9bOw8o3sCWZDNRaVS+WPgPcCVkGrOwt3AHw8PD9+4uEN89POtzb/N/fFqggfuZc1xnCceN6s0qz65YXEGtogELcUH3r2Tndtngplrv7z+JI7o2AhDxY++P011ylxAd+0KeXhrwNr1Huc8rsi/3zjByH7zd3ccQRTNne5291g845ldeL5kyVKHVas9CgWJ588vMJyKY3YHEVubAf8xPjWnT+qJHSVeMNjD2kIu7pNzYtBaszMI+VWtwcOtkH1hhCsEvpTUlaKlFJNOmc/fv42JOD5q0CcAX0rWFDzO8Fw6bYvxKKHDNmWd6wu+CfykzMs6cx71tPuipJBpH12TRmICtkZ605j/N2PxhMnUqRYj8SiJNmbkCSrrn2qqJq20zPNYcYRDSRbptDpY4g5RkkUsYSGR9NhddFld9Nm99Ng9qYm4m2ZbfHrtHmxxai5Kn0oorairBtPJNJPxFHVVz2wpmqrJaDzGdFLNetjaZbjt97OpWlkwZ2EtSOnUWE54FKRPn91r+ibT/sh2INfOwnpp8OYKFylkGtB5mV2FJ1wsYeMKJ3tu/jmYi1IhiWoAwVGPPdVY0Ds5PDz8beDbqeVFNzCZW1ssnH3VXgDG6wvPpDXurWX3nf6T2zP27RvGuf4r41ywscgVfzbIPb9s8LnP7J9zzN99bOVJGt3RiWPN1740xtYtLR64/9DlMuNjMXfePvcjH0WacockCjVPfloHlbN8nvSUMq67sCxhK1F85OHd/KYZEB0gJtVpWWzsLLGxo8jGjlxiOmdxqCUJ25oBO4OQ3UHEaBSZvr8oZn80UybUXhVs4wrj0VcUsKHos6FoArxK0ccREkuY4y0EZVvSYeXZvpzTE611NjGPdJSV5pmeu5BAB9RVg5Zq0kwn9fWkbvql0vK8ZhrETSdVJpNJ4rRkc6G0+61c4VCURQbtfoqySEH6FGSBLquLDquUGoNLuq0ueuwuitIYiBdlEVfmvebHgtKKhmoyHo8zFk+Q6DgryWymwVx721BNqkmVyWSKpmpSS+rzytZZWPip8E233c1S4eNK15RP6hhLGKuJXruHAbsfT5ryyH67n26rM/1MmBJJR9hzSm8f7WidoFSA0i2USm9z7geotvqsTkhUE4FEk6B1DGikLGT3hXCz8wkshLBIVAOlmun5IrSOUaqR7jdbnb6G22mTJBdgWcWT9jeZL8cV6qdBYR4YngLs/sA2c+ckz7m+/MVRvnOTsU64e1ODN23adtAx//SZ1XT3nJqrTHf8rMqnr9p30P4VK13OPrdAsSRZstRlx/aAh7cGnH9BiYsv6aDZVPT22ch5ZDu01ozHCWNRRKg09zdabG8FhErTUIoHGjPBaVFKBl2Hs0s+z+7tYkkuHJOzQO6q1vn5VI1AaSwBgdJMxXH6WTy4V0SktwvKRS7qLHFm0WeJaz5/LaUoWBJbCNPjet5jr4cn59FBqEK2hzsZjUeZiqeZTqpMJVOMxKPUElOK2UhLMBejJE8gKMoCfXYftrDotDpQWmMLywRuVjEL4AppyWaCos/uoUN24Aibpe4SbGEbK4PH6IKL1pqJZDIrjTW3ZrZtqmYWlMepGXygQwRgCcuUtyIZL4zzwz0/SXsWTeZ0dgavqVo0VJNAzy8TJBB0Wh0UZIFBe4Buu4suq5NOq5OyVTbWFMLGEx79dh/ddlcWFDrCOTF/tFMMrTVK1YmTaeKkSpJMoXUCh1USgwAAIABJREFUQmDMthRaxyRJ7YDgK0briEQ1SZI6StVJVItE1dHzfJ8WC4GNZZWQsoRjD2DJItIqMj4qkadZufOCZumVSuUC4MXASuDAujY9PDz80uMd2GOReTqOHJLVnz15IiT3/LKRBYcHsmadx//6wIp5BVAnklot4cq/3822hwLWrPU4/8IiP/iPKWrVGfXX1/z5IBc9tYznHbzi9lQ65vxcKh+bL+CWZou/27qbUKmjTjFcIRhwba5YOsB55dNn1SnnkaNtUxRrCLWilPpTRkrzq1qD7a2AhlLcX28xEceESmeWJ7OxgIIlOb9cYI3vsdL36HdslnkuHUewbHBk7oeZc2oTqpDxeIKReIxd4a5ZpXtNxuNJxuJxxuIxppKDBcTaOMI2RuGyzJAzhI2VldwVZAFPeqZsWhTwpJtm7woUpCnVK8tSWpZn+qfaVgiPlWzOQlBa0VRNJpJJEq2op/YB+6NR9kR72B3uZTqZZn88SlMd3hf4mHE5ZLqjXUbbNoX3hU9RFuixe+ize1PbC59i+l7PvO8FitKnJEtY4tF5nWwHdlEyNSdLp1VAoltoFaJUiziZMhk7FaB0iFYme5eomgn6kmn0cS66CCykLCJlAc9dZgIz6SOFj5Reup11Ez4iLYcVIg3etEYIO92vUaqJEA4g0DpECDc9LkGTIGURSxaQ0kcIFyFs5GFKbEd2bTrtFnHmHSCmXoefBiaAbcDx6YrnIMTCI0MVKh56hRGOlSWJ3XVyMnO/ebDFlR/anf38T59ZTVe3xY03THD+hUVWrzl1+uPuurPOVVfOCOVsfShg60Mzq03v/dCKRR3vaBjx3fEpvj8+TVPNtR/ZUPRZ4jr4UlK0JGt9DwRsKPh0O6dmljXnkSXWmp2tkLEoZk8q/rInCNkfxYyGEYqZck+ByTZHWhPOWnGygC7bxpGCJ5VKPKevm/7081VMP3u5UXvOqUqoQpqixa5wN/W0N0+hiHRELalRTapMJzWqqkotqaO0YjKZMsqa6shFTo6w6bP7WOEuZ7m7jKXOErqsDjqsTtOP5wzi5X51R2Q8nmA0GiPQIaEOGIsnCFQLS9hITF/l7HLctj1BqENqqpFl94AsW3csJbe+8Ol3elnunEun1UlRFihaBQqyaO7LgimfFW6mUmmnpZYAiY4JUtuDX//q1zzx8RvxpEeiE5RWuNI9rXvqtFYo1SRRTbQO0MD/Y+/MA+yoyrz9nFPL3W/v3Ul3OnvShCXsKogDOjCuIDKb4ICIgwuio8AoDqCOaFgcRIVxRVwYcQUcccHxMy6gIBiWEAgNZE86vW93re2c74+qvt2ddEjS6UBC7gOde29V3apT556qOu/5ved9VVBAo0KFjqDiJhmoUuQuOf4+fC2ideh2qfGj5WXQfrSf6QdXlCKBYWSIxxZimllMI4shs5hmFkFopBHNvhXCwDAykeGXwJCpijEnZSIy+KrPsJlkOi3/SuAbwAc6Ozv3T+zaQ5TpmIm9X91Wea8KL03uQ6U0n/3EVgDSGcmt31hYWXfWOfUvSZmmYstmh09euYWJNlrbHJttW11q6wzmL4zxLxc20di0724drlI8MJxju+vxfwMjOBM662c21vLWpjrSxstzVLHK3hNozYgf0Od59Lk+Smu6XY91JYfni2UKaudru8YwWJCIYQiBFT0YC4Ei0BopYHEizrGZFAlDMj8eI2lU1YoqBwZl5TAajDISjDIajDLkD0fJzz0KQSFy5ytSVg5d3nb6/QHIApv3/BhxEQZPWRCbT51ZS4NZT6s9m6wMo2omZJxao5askal2LCegtSavCgz5Qwz5wwwFw+SDPEPBCLkgRy7IV1JcuMphOBh5QfV1d0gkCZnAigyxlEzSYDZEwVJi1Jq1WMIkKZOhG6bVwGxrFq32LBL77LIXI0UKgIxOkzbCOBD7y7VTa43WbqSmha9on9CNUodz2KJ1oKP3pYpRplQRpcoEujShw6jG9zfJ2CuG+99nRDTnzkQICyEsLLMBIQwEEtOowTTrJqh1ExU7GylimEZNZbkQsfCVMfWueu0dqEzHQKwFflQ1Dl96hn/ZT/7PI7vdbuvWrfzt3/4tP/nJTzjqqKNmtAz3/WKIH9wxUPn8ha/sSxzWmWeg3+MnPxjkwQdyk5Y3Npl87kvzZvzmpLTmgeEcX942HpTHEoLzZzVybCZJrWlO2VG/++67ufbaa3nsscem/Fzl4CfvB2xxXHJBQI/jscVx6XM9NjsuxUDtcoCoxbZ4ZSpNg2XSbFvEpODwZIK0WR1gqPLSMhZ4YyQYZdgfZpO7BVd7lQAtZeXgaReFoqTKDPnDjAajOHsRkCVrZDgycTjl0RJzG+aSlilSRhKBjNIopMkYGbIyfE0bKUAQfxmrflprSrqMq1xsaVMMigwFwyitMKOOe1mHc+YsQtVMChmlPPAYCUbpdnsYCoYZ9kdwdJisfiy65p7krTMIg+JkjAzHJ4+h1Z4dpSqwqDNrScoEnvZQWoepLYRFQoRz62xpR6kQxiNkHmhorfD8AVyvG8fdhhcMgQ4H6jQqdJ/UHlKYYYa9inFWrBh1esLA8LjBtn+StAMIYVXcHk2zNnJ/TGDIJEKE88bD9wZgIISMFLlkZdvJ7xNIEasacYco0zEQfwqcBvx2ZotSZW/p/243b35sh7STHZM/vu1tb+PSSy/dL8d/8onCJOPwqv9swzRf+hvJ0KDP5ZdunKQUah3Q1Xs3+dJKCsVeYjGbv//7ds4++2wuuOCCaR9La80Xt/Tw0GieI1MJNPBUIZwPYQh41+wmlqeTNNt7NyL5pje9iVNPPXXa5ary4uErTb/nM+B5+FrjaE0xUAx6PmujtrCx7JALplb4a02Dpck4daZJo23SbFlIAY2WyaJEnEzVEKzyElJWDtu9bra729nmbqfH76XH66PX690r5UggqDVqQhXPyEaBOjLUGFlqjBrSRgqJpMasISHiJI1ElAstdAd8uScyn5gCYSQYZdAfZLvbQ17lyQV5RoNc5EobqngzmXxcIjGFSdpIMy82l3qzljqzljqjltrI2Ks36yuG+IESDVNrjef34wfDBEERzx8I58BFkSdBEKgCKigSqEIUvMRHCDOcD6eK+EEe0NgZl6fXh276SjnoadevUZn/NtGwsq1ZE9S1WDSfza7Mg4PIwBN2xZiTMlZxqZQyHr6PVDqiXIggwv3J2C7nv1WpMh2m05ouBb7X0dFxC/AbYKeoJJ2dnX/c14IdSkzHpPJHwpvXHUfeBkDrlfN5cONDXH311TzwwAOV7eLxOCMju1cZ9/r4vuam6yYnvF/S8dJGaNq4ocyf/pDjN/ftfL5tC+/lmY0/5ROf+ATLly+nWCyydu1atm3bNsWeXhhfadYWS2wqO9zZPcBYt39NZAw0Wybvam3imHRy2iNv8XicePzAmbd5qDPs+ZSVQgG5IGBtoUS347HN8XiuNHUqlInUmAZHphLMi8eIScGcmM28RIw60yAhdx0EpkqVmUJrXWlnSivyKs+gP0Sv1x+qesrB0z7DwQg9Xg/bvR6KqshokNtpXxJJk9XI/NhcspGhlzUyzLHbSEZpExIyjkSSNlIIBPYMJj8/0Blz0+z2eujz+nG1ix/lu3O0w4ifm+RiG77mULzwNJGEiJMxMsyLzSVrZLCFhas9kjJBrVmLKUx87aO0igKrxKPjBihUJd1BxsjQYjXTYNZTa9TstxQXYQ64fBTAxEEISehOSZhOQDmMzS9DGPj+EJ4/gCaaOxcUUboURa8sEASFSKEroLSPVuV9Cm4yNgdOCInWGsvMAhopbKSMYRp12FYzMbsNy2ycYMyJ0JCTFlp5CGFEylsycsM8NNp5lZc30zEQW4F5wJnAByYsH8vjGqa7qrL37IXnwcivQ+Wu3qqj/h+bqT+xmczAUwA0NTVN3jYyELu6uvj85z/Po48+SltbG1dddRWvfvWrK9s98sgj3HjjjTzzzDNkMhne8pa3cMUVV2BHIe3PP/98Fi5ciFI2d911N0JI5rS8nZ/96lKuv/563nvJvaTTaT784Q9z9tlnA+Purf/1X//FnXfeyZo1a2hra+Pqq6/mlFNOAcDzPG644Qbuu+8+hoeHaWho4Mwzz+SKK66olH/FihWsXLkSx3E47rjjuOqqq5g3bxF3/XCQO777YzZs/SqHLbyGDVu/juN2k04u5ZZbr+eVr1qEEIK3vvV+3v72t/PmN7+5cr4dHZPl1tWrV/OFL3yBp556Cs/z6Ojo4KMf/SjHHnvspO8se9+ldK16hNEnHsduaKD9vZfyvuOO5sfXf5bHH32U4vz52CtWII44Ahh3F73pppu44YYb6Orq4phjjmHFihW0t0+dD3JHF9NbbrmFX//617z//e/n5ptvZmBggJNOOonPfOYz1NeH8zx93+fGG2/knnvuAUL12HEc1q9fzx133LEHrerQQWtNn+fT43rUmyaDvs+afJE+z6cQKAwBPa5HMVAIBIP+rkeT58Zs5sZjNNkmphAorWmyLTKGQdqQzI3HSFTn/1V5kRgNRnmm9Cyb3a1sdraywdlYSbJtCRNb2owGud0m2M7IDBkjxVy7nVZ7FrOsWbTZrbRYzTSa9Qd18I4XwtMeQ/4wnvaoN+soqhL5IE9ZOeFsLCExhIGvA7q9Hnq8Xgb8QcrKIRfkGPAHGPAH99iNNiHiZM0si6wmaoxMRV2tM2uZZbVExneWtEy95LkKgyCP6/URqBxBkEcT4Ho9eP5QZMTlIyMufFV6BqKLTkBgII106EIZKW2W1YhtNiFlHMtsjNwiTUCgURgyjSGTGEYqCmxioLS/k+vkqlWrWN7x8lWoq1TZW6Zzh/82kAbeBTxLNYrpjKH3Qksc/kU/AM3vayN7Wt0efefmm2/mox/9KJ/85Cf5yle+wmWXXcbKlStJpVL09PRw8cUXc9ZZZ3H99dezefNmrr76aqSUXHnllZV93HvvvdRl3spRSz/P0Mhf2Ljt63zgA2t5zWtew1133cU999zD1Vdfzcknn0xzc3Ple5/73Oe48sor6ejo4M477+SSSy7hN7/5DS0tLdxxxx385je/4eabb6atrY3u7m42bNhQ+e6VV17Jhg0b+PKXv0w2m+Xzn7+Z8867iMMWfBUjmmeilce27h9x8iuu4J/Pm83NX7yGb9x2Ha866ZsANDY28vDDD9Pf309jY+OU9VMoFDjrrLN4/0c/ymiguPN/vse7Lr6Y99zxAwrJFE8XigA8/6Pv03rBRbzlAx/ij9+6jcFbbuKny5ZxwTvewX9+4hOsWLGCK6+8knvvvbeyb9d1ufXWW1mxYgWJRILPfvazXHrppfz0pz/d49HGbdu28ctf/pJbb72VUqnEZZddxhe+8AU+/elPA3D77bdzzz338JnPfIYlS5Zw55138vOf/5zDDz98j/b/csSN8kk+ni+y3fHYUnbwNThaUdiFy+cYCSmiADCwPJ0gbRjEpSQhJQsTMZptixrT2Gv34SpV9hVXuZR1mVyQJx8U6PF6Wees58niU3R53ZO2HTMwGsx6VJTcfVYUqbPWrKHBbKDOCN0IpZDUGrW0WE2kjNRLdHb7B601BRXmMxzxR+nxe+l2QwOvzx9gJBghF+Qp7Cbq6e7IyDSz7dk0mvU0mY20WC0kZBxDyEq+u4kuti+W0RcGSHFCBU67SBEjUEV8f7hi8IU56HKTDL2xAClaO/jB7r2RQlUuhW01YxhZTCMTGW02GlWZxyeEUXGlDJOTB5hGNgqAYmHIOIZMhcpcxbibGRXaeJkOblSpMpNM5yo5Bnh7Z2fnz2a6MAciP/iffh55KL9fjzFUCnPqdXa3cvmlGznxVWne/i9TGzEA/rCPdsLR3/TJNXt8nAsvvJDXve51AFx22WX89Kc/Ze3atZxwwgnceeedNDc386lPfQopJYsWLeLyyy/nE5/4BP/2b/9GIpFgw7oyQrfTPvsdAHzzjss4/Yy7MU2Td77znQB84AMf4LbbbuPRRx/lDW94Q+XY5557Lm9605sAuOqqq3jggQe48847+chHPkJXVxfz58/nhBNOQAhBa2srxx13HAAbN25k5cqVfOc7d3D7lxsolRR+8H4K+QvpH/w9Sxa9iWNeUctXvhbwP9+/jqVLFwEwkruI//iP/6i4VX384x/nQx/6EKeccgqLFi3imGOO4dRTT+WMM85ACEExUPQvPow/NLSy3Q3DNuvzLsRb+Vt+unIl9ae+rnIuR/3dG7jjfe/GFIJnG7KceeaZnHLKKZx++ukA/Ou//isXXHABg4ODk9S9q666iuOPD0cob7zxRk4//XQefPBBTj755D36/Xzf5/rrryeTCdvLP/3TP3H33XdX1n/3u9/l4osv5vWvf32lnu+///49axwHOVprCoHC1Zp+z2Pl4Cg9bhgIJr+DIZiSEoXmxGyKtphNv+uRMQ2OSCVpskwabBOlIV1N/VDlAGDMXfHJ4hrWlJ5mdfGpMKrnFMRFnOWJI1mWWMqC2Hzm2G00mPUHhMub0gpXu1MGJdFaU1RFRoLQ9bKkSpV5cY52UFqx2diCLJh0e70E2o9SIXhoFKNBjpIqEw6zSgICikGRki4T6IBckKOsHMp6anfwsWTmdWYN84x2ao1aTGEwGuRIyiQZI0VcxNFoAhRKB0ghaTabmGW1UG/Wk5Bx0kb6RQmOo7XC9XvxvH78YBQhZOjOWTHuQjXP84fxg+EwsXhQmMa8OlGZ/yZlgpTdTtxuR8okphn2PWyzCctqxpRpDCM1aU5dlSpVDl6mcyV3Ai/f8GAHAf7geN4Zae+569pEl8oxdW9wcBCAdevWcfTRRyPl+P6OP/54PM9j06ZNzJmzBMfRJBPzAfib12ZJZ0waGhom7deyLLLZLAMDkzswxxxzzHiZpWT58uWsW7cOCF0hL7roIl7/+tdz8smvZmTwKAZ7jkQIiZVYhRCSL9+cRYqwo28aKZKJ+Ry+fICbPr+Au+9+DNu2K8bh2Pl5nsfIyAi1tbUsXryYn//856xZs4ZHH32URx55hA9/+MO86uSTedUnP8PKkTzeyDDbv38HzlNP4o4Mo5UicBxO8sucv3AO60sOHwTeceJxmFGHa0yNXLp0aeXYY8smGohj5zxGW1sbzc3NPP/883tsILa2tlaMw7FzHKvnXC5HX1/fpCi1QgiWL19Od3f3Tvt6udDnevw1V2Dl4ChbnJ2dGWpMg1NrMxyVTrIslaDeNA6IznKVKhNxlEOX181mZwubnC30+X2MBjn6/AFG/dFJAUlSMskRiWXERSyKFpmk0Wpknt3OoviCfXb9VGMKD6ISCdMkjNRYVCViMoaBQUmV6PF62eZ2RZFLQ4NtJBhlJBgJ//xRFApDGBSCIgFBJfqlLW0sYVWCszi7C8mfBra/8CY7EhMxTGGQiYLh1Jt1JGWSOrOWZquZWVZz5DLbcMAkM9daobSL621HqVC18/x+PK8f1+/H8/twvV6UKu7B3gSGkcWQCSyzaYISZ6G0gxRxLLMB08hgGGkMI4Mpw/dSxjGN7H4/3ypVqhyYTOdJcjlwc0dHx1OdnZ1Pz3SBDjTe/i+NL6jmzQRXvPuv9Bdq6Wjp4orPv26326tc2FnInrF3OQZNc2K0rChYwRT51Xbkmo9tJZUIv9vYFOfWbywgnTEq+5m437FlE8M7744jjjiC3/72tzzwwAN86ebfsGnLdSQTCzh88Wfo6faYuKt4QnD5la184lNxmprHXXOmKsOO5xcgWFnbzJpX/g35E05hzuFH86cv3UTPn/5M5sjlDH/5i9TkR/nYJz9BW1sbtm1z4YUX0igFi5NxFifjUx5rV8t2rNt9NUwsa7Ir497W88HM1rLLNsetzA18PFdku+vR7413nJcl46RNg1KgmBeP8fqGGposs2oQVjmgKKlSNDdwE+udDWx0NrHF3TblnMAGs555sbnUGlnmx+ZxfOpY5sXa99qY0Vrj41NSJUb8HK52GPSHGPAHo7+x9wMM+cME+xD4Y4y0TFFj1GAIg0AHNJlNZI00eVXEVU6YR0+7mMKkxWqmyWwga2ajhOdxlFb4OgiTlWOwbtt62lvn0GK1EJM2MREjJm0EkpRMkjJSSAQKhcSouMy+1GitUaqA43ZRdJ7H9XoqUTLDdAguOspjF6g8fjDygsnHhbCxzSbiyWOxrVmREacQwg4TjRvpcN5dZPBVI1tWqVJlOkznzvFFYBawuqOjYzswtMN63dnZefQ+l6zKLgny4cM71j5zQu6iRYv41a9+hVIKpQRPrynyqWvuQwiTeGxWZbsFC2MV43BveOKJJzjppJOA8IG5evXqSS6o6XSazjVH01y3mIT9WtY8eznvuVSzbdvRXPNJhTSf47bvvAXTFOTzeZ599lnOOeecPT7+qB/wnmc2TFoWb58LQMZ3uX5RO297eg1XX301p512GgD9/f309fXt9blOhVKK1atXV1xnu7q66O3tZdGiRbv55p6RyWRoamriySefnFTPTz755E5Biw50SoGis1ii1/V5qlDk2WKZIX/nDmutaXBMOslxmRTHZZI0VucCVjkAcJXLdq+HPr+fYX+Ybe52+v1++vwB+rz+nea4mZgcFl9Ke6yNVquV+bG5zLZmkTHSuzRwlFaUtYOJQVGVKKsyw8EIg5GxV1AFBIJckGOL28VWdyuF3ShOAkGdUcuC2DxiMobSiriMkZAJPO1jiDChuaMcFIqETFBn1DI3Ngdb2KRkClOYYdoKMzvjycZXrV/F8fUvfhARraOImqqA0l6U385DaxWlTshHOfEcfH8IP8gTqBxKlfCDPJ7XuweunQIp4hhGipjdjmlksK0WpIhjmjVYZhO22YhlNWLITHXQq0qVKvud6RiIq9ifmT6rvCDaV5TWhg96mZm5kcHzzjuP73znO3zqU58iJt/Ew39Zz7rNtzOr8Uzmz8+yZXPovldTOz03nO9///vMnz+fpUuXcuedd9LV1cW5556L52kuvuiL9PekSSYXIoRJy5yH2diV5rgT5vLq1yT4/R//lg0bvszjj88mk8lw8803k06nOfPMM/fo2GWlOOPdF5M6bBmpjmX8S8diurdt455vfZ36hga++pY3UJuIsWDBAn72s59x9NFHUywW+dznPreTajddTNNkxYoVXHXVVcTjcVasWMHixYv32L10T7jgggv45je/yYIFC1i0aBE//OEP6evrOygMxFE/4NFcgYdH86zOF/En3GGyhsHR6SRxKWiN2cy2LRYkYrTHq57uVV48lFYMByMM+yNsccPooINR4ndXu/T7AxSCIgo1pRpoC5sms5HF8YW0WrNYGF/AfHsubXbrJENQa02Xt531zkYUASP+KH1+P31ef+V1OBjZbUqEMQSC2VYLc+120kaaGiOLLWzqzBoazUbqzToazHrqzNoDxs1ypgmTnvfjByP4wShBkEepYmTkFdHarQRo8dUoWnlo7eL5g6hdzFvcPRJDJojH5mGatVhmA8l4BzFrNjJKVj4WvKWaGqFKlSoHGnttYXR2dl64H8pRhT2zujd+4FmCKAeikZ65h3lLSwvf+MY3uPba63n22bswjTSNdacyt/WdXHtjqLSdf35i2g+xyy+/nG9/+9s89dRTtLa2cuutt5LJNHHx+evo6Tfp6b+bktNFLCY5MnU43/jGN0gkwryK1113HStWrOD9739/Jc3Fbbfdtkd5AgPg2g3byBxzHEN/+iOle+/h2tFRGhoaOO6447jkxhuora0FYMWKFVxzzTWcc845NDc3c+mllzI0tKNAPj1s2+Z973sfH/vYxyppLm699dYZ7RRcdNFF9PX18fGPfxwhBOeccw5nnHEG/f39M3aMmWLI81lXKpMLFE/kijw8mq90d+fGbY7LpGixLepMg6PSSYxq56nKfkZpRVEV6fH66InSF/R4fYwEo2z3uun3BqZMTi4QGBjUmFkWxuYjhUG73UqT1URCxlkQm0+L1UQmUn7Gomn2eX30eL1scDaRVwV6vV6eK69ju9dNUU2dHkAgaDDrWRxfSFqm8LRPUiZIyERljl2DWU/aSKNQpGSS2daslzw9wowgSpTK61HaQWkXrRyEsMPPykHKeKTseYDA8/txvR4ctwvH3YLa3RzHCkZktJlYVlMYhTOKzBnmx4sjhAXIypw+KWMITCyrAUNmMI00Yoc0ClWqVKlyMCEOlTlMY6xatUqPRZI8UPj3d/+VvkItR8zezL/fvOs5iP6Qx8b3d1Y+z7l2IfElyRkrh9aad527rvL5so/NpmNZglh8+vM4xvIg/uQnP5kUQEVrzXWf2sazneHo7CUfnsWJr0zNyANVac2DI3n+e2tPxeioN02uX9xO1nzxR8h3zGn4YnL22Wdz/PHHc80117Bq1Speqrbva83WssuqXIHV+SKdxcmj8nNiNqfWZjgxm2JW7MDtzGrfxx8ZRto2Mp4A0wStQYhJbVf7PkEhj3ZdgtERnC2b0H6A1dSM9j1UoYDbvR2vpxuZTGK3thGbOx9hWQSjoyAE2vfQjoOMJxCJBDIWAykRpglK4Q8OYjY2hkmeAx9/eBjtlDFq61CFAkiJyudASrTvI+0YRl0dwjBAKdyurXi9vQjbxmpqxshkMGrrMGtqMbI14XZ7wUvZvvYGrTUlVaKz/DzPl9ex0dnEBmcTg8GuB4MyMk2z1UST1UidUUe9WcfhiQ4azAZSMslIMFpx8dzqdlFSJXwd0O8P0Of3M+gP4qjQC0Oh8HYxx8zAoMVqZmFsPm12ayXASpPZSJMVqn0vt/yDWuso4mY/QVDE9Xvw/SGUdlGqFBl5W/F2Ebl1dwgMbLuNuN2OadRgmnUYMhVG3ERWVLzxlAzJqmF3CHKw3L+qHJwcqO0rKteUN7yX15PmYEXsmZE+0TgEiC1OzGgxnn1mvNN++52LkHL/PSSffKJYMQ5v/vJ86upnpinm/IA2Y85iAAAgAElEQVSLd5hrWG8arFg85yUxDrXv43ZvRyvF6B9/h/Z9jHSG5PJj0EqhXRczUjAhCiYxOBAur6tHxEI3ymA47Lwa6QylzqcJRnOADjvypkls3gK2Dw5y/x/+wIknnkigNT/60Y/o7Ozk2muvnbnz8Ty8wQGEYSDtGMK2KT3zFMpxCIaHwTCQ8ThGKo0/OkKh7PBY4yzutlMUIjc6AcxFY+mAk22DxTGLRXU1aC8MQrNX5QkCtOvi9fagPS80oAxJqXMtQT6P1dyCka1Buy7KKSMMA39wEK+3J6rPFDKVDg2zXA7tlBFm6FY8ZsAJ00AHCr+/D1XcIUeaEKGBaJoI0wqNOCEqv9dBixCYjU0klx2JPWcOVsts7Na2sE2aZhh4o1RCFQvIZApUAIGPKpcJCnlkPB4atlMYmWOpZ/YHvvbp9wfJBaOsLT07KZG5gYElTPr9AfI7zAOsM2pZFu8gaSRpNhtpsZppMZtRKEq6RCEoMRQM4SiHgirQXerhofzD9PsDu006bwubBrOeerMetEYKgzqjhgargWazkaRMEpcxGs1G5sfmvjzUvglo7YfRN71+yu5mXK8H0ChVrqh8uzP+TKMO5c2nqXFZRcGTMoZSLlLGkCKOUiWEtJDCBjSmUYttzca2GqupF6pUqVJlL6neNQ8SRlYO7rRspjtZjz8adpreeGbtbo3DsQ5i4dFHSB13IkZyz5TMUknx/netr3z+j0+1zYhx6CrF6nyJ/9o8OQ7625rqeGtTHXH54kSz01qD74OUlNY+Rf8P/oehRx9Duy69t39tyu+YTc2YNTUVIyTIjVbWiVgM7bqwB0r/YCLFDx95jBuKZbSA+U1N3PLxj3HYrBa8/j7kYD/Fp54kyOUoP/cM3sAAfn8vwrRQroO0bLTvhUpU4JNYugwjkwk7+VKSe+jP6PLUrm8TySXTPHL0iTyz6DC2z16Ejup++donWLB5A0s2PkdtbnLC5Y1jb6TEapmF1dCEiMfw+/pQ5RJBLoc1uxXtOgQjIwTFAkLKsG72I8K00FHYf6upGWvWLKzmFlSxhA78ikGpSiWU46CKBYQhsefMxWpuQSYSyEQSq6kJYcdQpSIIGaqGLbMwGxrRrouzbQvutq2ocgkjlUHG7NDYtmMo10EVCijHQfteqFYiMLJZvP6+8LNlYSRTyESCIJcLDfhEAhGLh+sNg2B0hGB0JCyv5xJra8dqmYVyyvhDQ6h8Dn94mGBkGH9kGHfLZkb/uHKHCgnvC8Ky0e5kl70aYD07bB4prTIeR5VKBKUiaB0qlukM2vfRngsaRMxGWDbCshCGSZAfRXs+Zm0tVnNLuNy0cAOHkWI/bmGUnOXSmyjTl/XozXhsbPbIJ3aem5f0TDQaXyqSnslsL46lJFKFHgdx32Uktolttsf6AEaSAWo3twypBPUli3mlGPVunIyKk4xlWWi2k9EppGFQVzBIDpVDldd10UGAWVuL1kQK8SjCKBDkcgS5EYYTSYJCHlUsYmRrkPE4QhqhApzJoF0nHMDQCoQM20PUTsP6MUEIZCKJtKO6tGxQiqBYCAc4hIBAIdMphDQQ8Tj4ATKdRpgmqlREO07YdlSA9v3oGOF9emwgRpXDARdMibYClO3gGcM49OAZ/fhiFF+MouQL3zOEbxErzsLw08jAwjYbMVUNquQhhY2la5EiwabNm0ktXBCekxCoYhEd2OggQMYEGBmEYYIIB+ZEzMPTG3H95wnyuVCZ1xoMAzHheaB9H1UshN8xTDANhGGG52YYyFgc7TroIEDEYkjLruxDOeVwn9JASBH+Jo4TLh87P8vGyGaQ8WR4/yoWQalwMEuK8BrwfUCMl10IkDL0JHDd8BqRMrzn+UF4H9FEv68Vfsc0K22g8jqhXYTvTTBMhGkibRutFEJIkCK8T0gjGmQzQIqwHkwzPF/DRER1gzG9dEHa88IBouiZMtU+tNagVFQnGoR84e09L7yWlA6vB6XC8zIMhBXdmwsFVLkUenaMjKC1qtSJjMVQThnr2WfJKz+sC8L6UKVi2FYqc4R12F6iti+kDAcpfQ/tB+H9LhrUHbtewrGjsTYiwxHSaH868MPyetF9PRYD348G0aLfRUqEkIhYDGFF177SYT1phS47KNcJB0HLJWQsXnnuyGQSEYuhSiUI/Ki9B5U6m6pfIWKx8Dceq4cgCAdADSOqs+jaGFtmjC0zJ223q99rr9qLUhXvnPB8o7YR+JW2Op3jaK3Rnocq5FGOE/4u0fVV2SeCIJ9DFYvRs8mCQKFVgA4UBD7a88I25pTRUSC9na+/8BVv//ZV9gdVA/GAYPeNu+/rXZM+N5zbMuOl2BoFonndGTW73EaVSgzd93OG/veuCUu/AoBMppj3uS9hpFKVNXPmzKGzc1z5/PH3x0eK57cLlh627yroA8M5bt3aM2nZLZufpviHlXg93WwFzIZGGs97J+njT9zt/vzhIfp/cAfOhvV4Pd0YtXW0vOcS/P5+3J5u/MEBpGWBYdDw929H+x7l9evIPfAHCo8+stP+zjrtVP7x/Hl4A/2Y9fV427twNm5AqwCrsRm3Zzt+X29FtUnMm4/X000wOoKRyaJ9H7M+VB/8wUHii5YQmzef3EN/IrHkMIJCHnfrZhqLBW56xbEVI0G7Dqy8j00r7wMgA3TtVLodMAzM2jrQiuLqqV1i44uXINNZtOdSCAI2dxzJllltrI6lGDEtijJUjaTWLHTLLC2OcoJbYrYNqm0WuqkeDBkaGb6HKhZRxSJIgbttK972Lrzt4yUVdgyzthZn/fNRhy1WUbKEaWJkazDrGzDSmfCBGQRYzbOw2+bgbtlMkBtFplIIGR7TyGQxGxrCB2ehEP65DkYmizCM8OFvmtizWzFq66IHUlB58O8P7LY5+23f00UrhbtlM15PN27X1krbJwhQrotZW4dMJsP6tW1G+vrIZLNhm/U8VKmIKpcipbGITCYxm5oBjdfdjdfXG3X8DIRhoD23YvBrwE2adLWZ9NhbKbpreK7dYNtsgXoBmVkGmlQBtADTF/hSU0wLitb43MERw2MkvrOLp+VqUkWNZwpaewQiUNQNa2b3KDI5Tc2oJuZCzIFUQWP5YEw5V3B15Z0T/R1saBOQoFNABnQadByIh8t0Peg60AkgtYudeCBGQeRBFEAMgBwA0QcowI/WBx7QjRpfPCVJoPe3M3ueVfaByIitXMNSgiHRXjhwFhrOcrwjDzsNKiHEJINd+6HBtLtjhoMcwR4NnO4pSaD71zO2uyoA0XSGsXYi4wkwjNCgLpVDQ92aHKBJRwa19rzwNx77zZWa+vcW40b0mAfRuOEYDbL4fviMCXy041YG1l5MspaNOvpoZGLmpoXtb6oG4gHErm51/vDkxrz4B0ful+Nv2uhQW2fQ1Dx15E5VLrP+/e/a5fdVscCGD7ybzGtOo+Xd79tp/fe+08fK/wuVo4/EVpDqK/L8hZA8+ji87dtov/bGveqEFwPFXb2D/GJguLJs2fYtnPe9rzGyw7b+QD/dt9yE1dxC6rgTiC1YROmZpyl1rgWlafzndxDkRhn61b14Pd2THlLB8BBdN352yjKM/u7/TbncapmFPWcutX/3RuJLD9vtCJe7bSsyncasqX3B7SZS/9a/32nZmPueVorimicoPvE4QW4UHfiMdHdTv2QpwrJJLOnAbpuDTCZDA7ShcfKoulKhMaB1eFP1A6zmFjBNtjgea4ol7hsYodsdb5u2EDTbFkssk4WJGG9uqCU9DbderTXB0CA6CDCyWYQdBnvQ0cNiYjl3R/LwGbhWxub9HWIIKYnNm09s3vw92r5r1SoO28M5Fn1eP5vcLfR4vfR5YSqZkioz4A/S4/Uy6A9NyMW3F5GEDYNCKrx2kzJBkgTzRR0NohYtQBgGtjaZY7Yyz5hNi9FIJlaLlgKpQIpIeY0UMmfzRtTCUqWTAwIjmULE4wjDwMhmkfFEqPrl83j9vfiDg4RKQ4CwLMz6BgCkbYOUBKMjoSpihgqxVgojlcbIZglGR8O5oJks/shwONKvAlA6VKdj8dBDwZATVChjXEWJlBRVKlbUWe354bWUyYSDd1qjhcJ1uvHEMJ4awI/l8cQgvpVDWWW03F1aBhDKwlQpjHICGdgI38Isp7GCOqxSLVIlkFYsvF5rDIzZqXAUXsqK8oXWFYUyVONN/KGh0BU3lYYgCO8/SrFxwwbmtbeHHUetkMlo0McwUa5T2XbsQaqjehKGWalfIsWHMTWCcMRfJpKhEheErtLaD+tMBwG6XApVFWlEKr4fHicIkPF4qAbpULVCqVBljI0HUFOOg8rnUOUSwrLDchsyPPcxpcu0wjajI+VprHxahSqEHQsHqnSoqBipdHiOnjfu/REpGuHvHr363g7v/VABcZzwHIQMO+Ho8P/oHLRW4Ed1HwRh3VbqJFI8tQ4V5kBVXrUKkFZUXiEqal7YuVfIdCZU01UQ/Q6q8n1gXJ0cu+dG244N0qHVBKXGiK4jM/Q8EETqqBGdV1gPoZIWelcI04y8YsxKnSjHQVg2W7u7aZ/TVql7rTQykZjUVsbai4jFQjVJq3EFzTRQrot2nMpvgxDR+L8I60ipcUVR60ipk5VrQTlOxQsgVAqj+ovWac+LVEhRUbnC9haqizKRCNtbqYgqlsJXpxy6+5smIEIVOPLGCMs3oW+iddQ2grDetQ6nFARBqGyOtQPfn9Am/PE2MbGdRK9CyvAcggBVju6l8TiyqTn8nSJjbaLtJwRgWqHKHQRh+4iU3DGFMlyuxlVYFSmrSo3XdVR3wjBD1TH67YRlIy0bmUwg44nxdq8m17mRSiPTqbBOvPH7Sfgaqqfac8fjEUBYT2PX2th736evVA7v3wcRM9Lr6ejoqAPmAU93dnYefDrqS4zYTfzSTR98tvK+5UP7rjSU16/DrK2tdFwAfv2LYUZHAo45fvLohvZ9Rn73G/q/952d9jPvpluR8Ti5Bx+g/Pyz5B/6MwC5+39P7v7fA1D31r+nf1Dzl9/1stIP8x5eaH+NlBjPyVV84lEA1r/3nWAYNL3jnWRfe8ZORpXbtQ2vrxeZSvGH59fz7TmLK+tOfej3nP7A/6tosVZzC43vuJDEYcvo+fqXKax6GJlI4PX2MHzfL3Y6l+1f/FzlvYjHSS47EqOmFnt2K8pxKD39JGZDI6pcDue1ZbIUn3ycIJ/D3bKZ2KIlNP7TeXtkDE7FTClIY8cWUpJafiyp5cdW1u1NB15IidUYpsdQWtPjevyqf4S/juYZjB7QhoDDUwk6knGWJuMckUpgz4ArrxBiUtusLN/LoClVDhyUVmx0NnN/7s88VXqaze7WPf6uLSzSMk2DVU+73YZEEpdxlsYXU2PUIIUkLmJkjAw1RhaNDjtO++jeJONxEksP26NtzWwNZGuwW9v26ZhmXX3l/dj1tydorVG6RNnZiOcPoFTYSfX8oTCqpxBo1UfZ3TI+5y+983NHyiQxaw6mzIIwMI0sllmPadQgZRLTSGMYNdhWC6aR3qdz3Vu8eIqaAzDIQ5WXB+tXraK22r6q7Ce2rlq1V4PbBwJ7bSB2dHRcAyQ6Ozv/I/r8OuB/CRX6bR0dHWd0TvQprLLn7MJO1N74iszJe64w7bQfpej+75sprArdIBf8920YqTRaa75/R5gKobVtPEDC8xe+fcr9zF1x06SOUO3pb4DT30D5DW+h64ZrQ3/3iJ/f1cfv/L+rfH6LeTdz5BYaz72AzEmnsOmqy8ORlrG5bUFA33dvp++7t7Pglq+jHAcjlcbd3sW2FZ8i8H0++8GrcCYYh2f/+h6Of3JVxThsfMeF1J7xhsr62R+8rPI+KBQY+e2v0a5DYfUTxOa0k1/1MImOwymve5bsKadR+8YzJwWOAeCst+1UD3Vv2rM8jAcbjlL8bmiULWUXV2s2lBy2OuPjPkemErTHbc6or6H1AI44WuXFx9c+G53NdJaeZcgfZigYZrvXw3avm9IEd0yJnJTHLy1TNJiNzLZbmGU2kzASLI4tZEF8PgkR3ytjT+yBy/7BgNYaz++jWH6WYvlZXK8X3x8GAabMhtE3ZQI/GKJQWovWezY2axr1JOOHYVst0V8zttVMzG5DiumnMqpSpUqVKi8fpqMgng9cN+HzTcDDwGeATwMrgJ1936rsFr2bjk32tXX7tP/i6scqxiFA/i8Pkv2b17Jh07g70T+8vQFn6xa2XP3vO32/5u/eSMM/nBu6Sk1BfP5CFn7lW+QfeYjRB/7IqkfLFePQFD7vPvk5Dj/qeLKv/kjoUgEsvOUble8HhTzO5k103RBG3dzwwfdM2v9Qtpab3nPFeFl/8WOOWfsE6VeeTOMXv7pH7plGKkX9WecA0PAP5wLQwgd2+72XMzk/4E8jOR7LFXm+VKYQTJ4DIoCj00nqTIN3zGok8xJEg61yYOIpj6dKa/lL/q+sTq9heN1/E+wmgXtcxKk361gcX8jy5JEsjS+myWw8JA0TpcqUnE0EKkzS7vkDOG43rt+D6/UQBKOTtpciDmjKeuOk5TGrDctqIma3EbNmRTn4ZKj8iRhjo4+x2FwMObPRr6tUqVKlysuP6RiIbcA6gI6OjjnA0cApnZ2df+7o6Pgc8PUZLF+VCWROnb56CFBe9/ykz33f/SbrvvMjvuR8DIC3nOrS/YUbKK5+vLJNbOEi2j8x9fy7XZE+8VUU2o/jrr9sBmDOXJvP3LgYeGF3LSOVJrnsCBZ+/bv03v418g/9qbLul6e9kT+f8OrK5/e0NnHahz4czgU6BDuW06GI4Jf9wwRo1uRLNFomJaV4cCRfEa9ThmSWbXFEKsGpdRlqTZOsYRA3Di7XiCr7jqtcerxecirPaJBju9tNQRV4utRJv9dPSZcn5/OLxg0sYVJj1BATMdJGioxMU2fWUWNmOTa5nIWxBS/7a1ZrjdYefjCM6/Xi+YOUnQ2UnPWUnY1R0nbBrmeeCyyzkVTqlSTii0nGFxOPLcCQ4RyWQJVQqoxSZQwjjWlkXqxTq1KlSpUqhwDTMRBLhBHNAf4WyAEPRZ9zhMESq0yLqTsLMiFRJUXisMnh4rq/8iWsWbNpeNs/7n7PWjN07z0AtF97A923fB6vt4dfemdXtul46EaKYjw89+zLPjZpDtueHKN7u8dVV2yeFIjs09e37/E+IAzmMOt9H0RdeDHCtunxAv783CYAliXjfHx+64zMdTsU+OPQKA+O5tlQchiOZaG7f6dtGiyTk2rSnFqboT2+/yJ1Vjkw0FrT7fXQ7fUwFAxTCAo42mW7281WdxuD/jBFVZwQJGbXWMKi1qhhfmwetX0Z3rbsrdRb++bpcDCgdYAfjJAvrqbsbMb1uvGCQbTyUNqL8vpNVX+CmN2GIdOARgiTmN2OZTZgGmkssxHLbMCympBi18F5DJmoKoFVqlSpUmW/MR0D8S/AlR0dHQq4AvhVZ2fnmDmwiD2IpF9lMrsbTBcxiVU7+afyh4fJ/yUMClN/5tsmRVnMPfgAPV+7FQCzvp65132ewZ/dU1kfa5/H3BU3MfDj77Pp3kUAnG/fRmKCcdj60av3OgLk97/bz//9anL80K98a+FucyrukliMf3l6HUFkN8+P23xy4YGXDuBAQWnNX3MFBjwfreG7OxiDDSqgo66GtphNnWmQNgxaYhZzY/bLXtE5FFFaMegP0eVtZ6OzmW1uF2tLnfT7A5Pm/01EIjGFiRSSQI8bOAKoNxvIGmmOTR7NyelX0ma3Tmo3q7pWHfTGodYaPxiqBHJxvW48fzhK6j5QcQX1gx3jJIMQMaSwEcIgEVuAIZMYZhbbbMI060jY84jH5iHlwRXJrkqVKlWqHHpMx0C8HPg5cC+wCbh6wrp/Bv401Zeq7AF66k66KgWYOySTH/rF/1be5x95iMxJp1RCoo8ZhwD+4CDr33th5XPm1X8DhKGan593Np7q4agjbU5++0X4gwOkT3xVuH4vDYZyWU0yDr/yrYUkEvum8j08WqgYh02WyYpFe6dEHioUA8UvB4a5fzhHj7tzfp+PzZvNslSCpx57jOPbO16CElbZn7jKZb2zkeFghEF/iHXl9TxXXkef34/ewSshIRO02+0oAiSCcpRawo/ULoXC1S4mJkviizkqcThz7FaOSh5J5kWOWrk/0FqhCcPl+8EIZXcLZWczjrs5ivDZh9a7ylwoMGQKKZOkEodjyBTJeAeJ+GJi1ixMc9+mAFSpUqVKlSoHCnttIHZ2dj4DLO7o6Gjo7Owc2GH1ZUD3jJTskEJP+HeHNUqjHY2MG9FnRddN11F66snKNj1fu5XCE49W0ky8EC0XX1J5/9UvhcnlDzsqQ2Lx3GmXXinN5ZduBGDhohhXXztn+qphhKMUX90Wlu/8WY28ubHa+ZqKtYUS12/qwlFh61meTnBUKklMSgY8n7c21ZGszh88aCmpEuvKG9jqduHoMoFWlFSZkWCE7W43nvbY4m7byR00JVMsjS+mzqxjltkMAra7PWx2t7DZ3VwxHCWSufYcFscXsTi+kCXxRbRYzRgYB62qHARFAlXE8/tw3C4KpbU43ja09vC8fpQuT/k9KRLE7NlYZlMU2TOM8mkZ9UgZxzTrkOLQy4dZpUqVKlUOPab9tJvCOKSzs/PJqbat8sK8UDdMFUNXMJkMO/nrL7kIXd65g7OjcVj75rfS+I/nsvnqf8fdugWA+glzFdc8MZ6H8PQ31LAv3HvPEIV8WM6PfKx1n41DrTWf3rCNstK8KpuuGodT8NfRPCuHRnk0F/6Oy9MJzm1pZEGiOofwYCHQAUP+MDVmFktYaK3p9ftYW+rk96P3s8XdSkEVd/l9Gf23IDaPJfHFNJr11Jq1LIjNp8VsYkSN8ufcQ/zv0C/IqTwACRGnI76E07KvYUFsPrOtFmx5YKcqCVQR3x/Ccbfh+UP4wRAajRTxyBW0L8r956K0g1KFnfYhhI0UNqZZj2U2IITEkClidjvx2FzidjuW2XTQGsVVqlSpUqXKTDItA7Gjo0MA5wKvAOYCV3R2dq7v6Og4C3iqs7Nz3QyW8ZAmGAlTUBg1Jm531yTjMHvq60AIRn//252+V3v66wFov/ZGRn//W2LzFhBfuKiy/r+uC6eKvuWtdcRi01eYHvlLnnt+PAjAv10xm0x231Mg/KR3kHWl0M3rgtmN+7y/lwtaax7NFbmzp59tTuhK2pGMc15LAx2pasCKAwmlFWtKT+Mql+FglF6vl35/gJIqM+QPIYXBNrcLJ3JnFIid3EHrjTrmJeayKLaQubE5JGSCmIhhC4ukTDLbbtlJ6etyu/nd6B/4Y+5PjEQpEmLC5g01Z3Bi6jg6EkswDxAVTGtNobSGkfyDOO52DCOJ427DD3KgFaZZh1JF/GB4t/syjCxSxLFkAiu+FEMmscxGbKuFZHwJMbsNIapKepUqVapUqbIn7HVPoaOjow24D1gCdAJHEuZABHgLcCZw8UwV8JDgBQatg9HIQMyaDPzwjsry5oveS+Y1p0EQTGkgGlFOQCEENa89fdK6Jx4bH2E/443TVw83bXT475vHPYqPPSH1AlvvGd/r7ufe/mHqTIMVi9qpsw6MzuxLidKae/qG+HHv4KTlH5rTwkk16arq8RLhax9XuRRViaIqMhyMsLbUySZnc2VO4K4QCNrs2cyx55ALcvg6nBOYNTIsS3SwJL6YBbF5yN0YNUorHis8wV8Lj/FQ/mGKUTL6mLA5PnkMC+MLeF32VOpe4vlxYdoHl0AVcdwu8sXHyRUfx3G3TNpOygSW2QAIPH8QQ6ZIJ4/GkGnisblhhE+zPtqfE7qAWi1V188qVapUqVJlBpnOU/WLhNPllhJGLHUnrPsd8OkZKFeViIkKYuFXfwWg+eJLyEbBZjBN2q76T/yBAWJz57H5Py7HbGpGvEAaiGeeDjuRx52YoqZ2eh0rrTWfvHK8c3fxJc3T2s9EPrl+K53FUCG9Yu7sQ9441Frzq4GRSdFI58Zszmqq49VVw/BFx1UuXd52niw+xZPFp1lbfgZP+1NuW2fUclrmNbRYTdSYNTSbTdQYNWSNDGkjhad94nJ67sCe9ni8sJrO8nM8UniUHq8XgBojy4mpZbwifQKvTJ3worqOaq1AjFIsP4fnD+J5fTjedvxgBKVKlJ1NBJGb6xgCg2zqFdTXvJ5kogOlihgyXVX6qlSpUqVKlZeY6fTA/w54Z2dn5+aOjo4d/Qm7gLZ9L9YhyhRRagZ+EAZqMbLjP1XmVa+etE1iSUeo5wLzb/4yRib7gofZ3hXa9Bf+a9O0i3rH7X2V99/6/qJ9MlZG/YD3PLOh8vmzC+ewKHlohoJ3leLb2/tZnS+SC4JK8JnjMkn+sbmhOsdwP+Iql0eLT7C+vIG8KlBURYb8EUAzEozS4/VOcgNtt+eQNTLkgjy2sCLlbxFL4ot3q9gZYs9dsYuqxP8b+R3Plp+j2+ul1+vD1eE1bAmL12b/hlenX8XS+OIXxSh0vG7K5Q0M5x+g5GxAK4dAFYhlYf3Wqb9jGvWkEkcghU3MbiOZWEY6cSRygpEsjRe+b1WpUqVKlSpVXhymK9HsHEs/pB4oTXOfhzw72ofOpjJed9gRNGoMrNY2gtwowth159Ksq9/tcbq2eqQzkmzN9H7+p9cUWfmbcH7Tu96zb4Ed7uodnOQ6edOSubTFDuygGfuDfBBwy5YenshPDkqSMiTvbW3mFTUHf4qBA5Vhf5hfDv8f9+f+zNAU890EgrRM0xFfQoNZz+GJwzgisYxZdst+K1MxKPL73P38MfdntrnbKkplXMSZZTVzVPJIliePpCO+mPgM59XTWuF4XTjuVjx/kJKznlJ5HVp7UYL4ocq2plmPYaSxzCYK+TjNTQuxrEYsoy5MCG+kEMLCkJmq4l2lSpUqVaocJEzHQngQ+FfCXIg7ch5w/3QK0tHRcQnw78Bs4Cngw52dnVPuq5u4CwkAACAASURBVKOj4xzgfcCxQBx4GvhsZ2fnz6Zz7JcaUUlzMbkDpf3xZNZmjYkqFjGS+zbPb3Q0oLfH48jl0wtq4nmaGz8TBrhpajY59XXTn8P4xS3dPDgy7nZ2+7KFh1xKhn7XY33J4Tvd/Qx4PpYQHJaMc3w2xTHpFLNi1ktdxJcd/v9n77zjJKvKvP+9sVJXd3Xu6Z6caoY0wCASBmcAcUFFQVSM6JqW1UVdDIv5XUXdFdfVd/cV0yLKsuaACXANBEkDQxIGismhezqnyjed949TXZ27Z3p6phv6fD+f+tQN554699YN53ef5zyP8Hgmn+LXfbezo7CTfCntga3ZbImfx8bYqTTbizA0k3qzFg1t2rGAs0Haz7C7sId70vfxaPbxcruW20s5q+JMzqs8hxqjesZCKwgKOF4PnidFsOf343m9+EEBIYoEQRHH6yRf3INfCnAzhMz/F0HXQ1TYpxCLnkwssp5oeHW5zLZt21hUv3GGe69QKBQKhWK+MBOB+Cng7mQyeR/wY6Th6/JkMvkJ4GLg3Kk2nohkMnklcmzje4G/lL5vTyaTJ6RSqf0TbLIZ+BPwSaAXeDPwi2QyuWUyUfl8JCgMC0Sj0iTIZTGrq4+qzkcfloJs+cqZWR2u+8d9AMRiOjf83+UzqkMIwZue3lW2mIY0jZtPWLkgLAxtRYdb23t4Npcn6wej1m2qinP14gbMBXAcjheBCNhR2MXjuSdxhMvTue3sdYZvKS1WMzVmNSdF13NR1YVE9eMXDVYIwSG3nd/038G27GPlqKMA9WYdl1W9kvMrN1NpxGdUv+cPkis8R76wk3TuCQrFfUAw7XaWWUdFxSbCoWVYZjW22UAkvGZBXJ8KhUKhUChmIBBTqdTWZDK5GfgS8GVkDM6PA/cDF6RSqcdn0I5rgZtTqdS3S/PXJJPJi4G/Bz42QRs+MGbRPyeTyVcAlzFDC+bcMnHHK8gOd+YCP41wHLyeceknj4iH7pcCccWqIx/LtmtHgZ5u6ep2/Q1LZ9yGn3f1lcXh/1nRwroXeIqGPtfjG62dPJHJYcColOamBmdWVnBJbYI1C3Tc5WzjCY8nck+xPf8sD2a20uMNuzAbGKwKraDRauDlib9hdXjlhHUIzyPI59DDETRr9qy4Qgieym9nW/YxHshsLYvCmB7j5MiJrAqvYH1kHadETjwiQSaEh+v1ky/uIpdPkc0/TcHZN6pM2F5OJLwSIQJMowLTrMG2GtA1aRnU9TCmUYU5Q0GqUCgUCoXihcGMBqGlUqmtwJZkMhlGjjvsT6VSk2d0noJkMmkDG5FicyS/B845gqriQN+0peYhriblkiuGRyG63Q7tX5GWjvp3NrDvH/8eAH9w8tD503Hzdzp55mk5RHT1miMTI3t2Ffjcp2QEimXLQ1TXzGz8YrfjlsccvmNR/QtaHAZCcEt7N7f3DP9ntZbJOYk4myorSFgmURGgH4EA8QcHGbjrDxgVcRACLRzGblxEUCxgNTSiGQaaaaFHo2jmmP/IdRBBMGWE2+cLnvC4N30/9w7cx15nH4sGI+ieTyYKA1aRnF4EIYiLCBfaL+Z0ZwXxvb0kghj6QAbhurgdP2JvWyvoOmZNLfg+wvcI8gXcdulGjWFgNy7CqK7GamzCrKxCs200wyDI5wkcB7ejHYRAeC7OwQMIIdAtCyNRjR6NIQyNp5sy7KzNsieR5UClvFXGgzBneCtZm6nj3P6lhBIy56fw+8lGtqJFoohKCIw8vp7D0wfJF3dRcPbj+9lS3r9qfJGj6LUx8tWDplnEIicSi5xA2F5CRfQU9Fkeq6hQKBSKY48IAoJcDuE6BMUiaBqaaaIZpvy2LDRbxm4QjoMoFkHXCPJ5hO9hVlWjhcPyGed5iCCAwC99Bwjfl99D854LaAjXJcjJ5yWaDrouY2DouuxH6Dq6HUIIgWbo+JkMolhE+B7C9TAqYmimhfD90m/4CD8Y/gaE6yAch8BxytNCCBABBAIQpfnSZ7plpX3AMNB0Awx91LdmGgjXQwQ++IFsaxCA5yGYxFwz9mXt4by8HVMm5LiI009/XnniaEJMEDrzCEkmk9XAMmB7KpVypis/ZttmoBXYnEql7hmx/NPAm1OpVPIw6ngf8C/ASalUat9UZbdt23b0OzzL/OA7Lt19dSyp389lb5dj+ipusjB6Sh156ydgpMrlB675yIx+5z9uGB4veM1HDl9o7t9jcttP5djH+kafN1yVmWaLybnTjPCkYbPSd7nCm9E7hclxXfS+XtDAbD2It3gJoScfw376Sfy6BozuTvxEDQQ+xuAAfqKa4os34a5aA7o+8UUfBOD7WDtT6P19mPv3YnYO5350l63AXZ1E81ysHSnMtoN4DU3kFy9ja009A4aFEficsX8XiUgYOz2ItWsHACIUQisW8RPVBLX1+NU1aEGAuXsHBAFa6SYdxCvR8znwfbR8Di2Y3k1QmCZBrAI0DREKoxULGP2j35/4iWo0z0OYJu7a9YhoDK1YBBGg5bLofb1oxQJaoYC7Zh1BVYKgtg5h2QjTRFTEwTDAdTDaD2H09xJEomiOg7Bt9GwWzXHAdcCyEHYIEYmUj6lWukEH8UqEZcmHnueCH2B0dci2WxZ+xz7cQj+OrWM4LjgOpuNieoJoDvQxV3SggW/qmG4wVYpReZzsEELX0Qt5ROmBh64TVFUTVMTR+3tL+1Gc9pgDCMtChML4XoFdS3yeXaOTWm2QrhxuSfI5n7Mf9lm+P8D0pY++aAF/AwTNQAhEgsnzo/qgDYCIybL4oLWDNgh6J2gHQDtkogmjtE8aaDrCttEKBbTAl/+hbSMiUYJ4JUF1jZw3LTBNgkgUEasgqIiDPSZolOvK/8lxMLo6Mfp75f/peWjpQTTXAcNA2NJLQYRCCMNEhMPyfCgdJ630UNY8D1wHrdRJGToHhv4LoetorouezSA0TZ5zhoHQNPmbrosYWmZZ8hwOguFruvQtdF2+VCkWh+uwLHlMikVENCrPB8sEw5R16gZBLAamKcsbJvh+aXtTHtNsRv5OEMhryJEvJ0Q4gojG5PaGAY4j93mo4yMCOR8MzxMEaL6HnknL+1npusf30YSQnZhIRLbTNMG0ELYttxuqa6ieofnStaYVSte2O/QfyOtYHgdbXoND9QlRvj6H6tT8AGHooBvyeEYigIbQ5T0GO0QQicj7TUG+iNRcp9R5m+x81iZYN3ZZaSLw0XM5+b+YpvwvJr3Ap7jyJ1tV6lxqrivvi6WOsDzOJsIOI0KhUhlHHldk51SYpjxegJjpeOUj7TgaBkI3Sv/T8P0UkO3WtFHnP0IMn0cjO+AiQBs6/4Y62ELI/9i2wbJlXZZVOuaavB6G6p8M35fXQhCUro/h39BEIG98Q781tHxkO4SQ9wbPk210HHmtmyaa75XKMCwShBQJ5XoQo9eN+Gi+D4Y+6trT/KFrx0fLF8r3TQwdUTrnNd8bvh59X94Lh/aBMe0Z8fsaY9vJqGnN92Q7DF1upuuyfk2W09zJ4kIOM/R/H07/QHH8EabJ4DveC6H5F4l+48aNE17IR2wGSiaTnwIiqVTq46X5C4DbgCjQmkwmL0qlUqmp6phNksnkFcANwJXTicMhNm6cX4EUfvidBwCZ1H6obTtveGpEiUJ5qvE9/8DqGbQ/CASwC4DPf3kpLYunjxQqhOD6Tx9k147hzvG7rl5Kcv3MrH7bs3me3NNK3ND53InrMKZ5IAohpnzbIoTA7+tF+D77PvL+KesyumWuOKN/hLthfx/RO39dno+f+xJCy1cQWrocq6GR3tt+xuBdf5yyXmvfHqx9e0YtMzvbiXe2c+FU2zUtAsBPD8JAP0Z/H5PZEfVcVtZbW4deXUN41WrCa9fhdcl98vM5NE3H7ThEUCiU3jZm8bq7CPKljloohNu8mLBTlFZG28bt6kKUOnLG1vsn/vFSx8LY9tD4dYaBZprybeVxIgAcG4ShQSyK1dSI6Qn0ijhmZRWBU8Tr7kK4nrSihkJolo0RjRJek8SIV6JHI+h2GKu5BSMaBZjWshoUi7jtbfjZjHzD6bhoYVm33diEZlkU8Xgw+Cu/6b+dNrcdkNGGY1qETdZaNlnraCJG6GSX/Mo9FPJ7KUQPEugOaPKhrgUGmrCwCnGEF6BnTPS8gZbToMdB69QRHUXMeCVmfQPC98Bx0UyToFjEiFUgKj18Bke9sRW+R1DIo8di6OEIQSFPkM8R9E7vsq6FQhjxSjRdx8/nCNLpo/4fZ4JWEi7C84Y7WZqGZtsIxxleZhhoul5+G15ePlSPZY2uQ9fRIxGC3m4UCsURUBKgw1YlQ94ffW/cdfdCRDMtNMsEtLKg1IaE8wiBPnaZVn4hLbfTDAPNMKXlTtOk0DdNKVx1HS0cwYjG0EI2mlXquw1ZA31PWvoKeQgC9Ih87iEEejgCuo7f30fgOLIuyy79Z7ps7xiLoKbrw95HpokRi8thFiIYb3H0fXnv1TXwffSKOHooJPfHsqRF0ffl/DhrnnzeapbcJ8225baWNfEx00qCXaP8rWml41hapg2t0/Vx7ZTPQnnMNMuS7TBlu7TSC8PDYqLz+jDO9Sd37GTjOUfiFHl82LZt26TrZuIn+FbgiyPm/w3YClwPfBb4AnDFEdTXjfSNGhszvhFoH198mGQy+Vrg+8BVqVTq11OVnc+IcRNj0IYFollbO6Pf+OoNhwBYvMQ+LHEIcNM3O0eJw6/euJxE9eGfMtknHsOoqiK8fCWpbJ7P7mkF4LX11Tg7UlgNjZiJ8UF3ivv30f6N/4vb1kpo5Sqar/0YuaefJPPwQ+iWhQAKO58rC6TJMOsbiKw7gdCyFUTWJHHa2wgtWYbbcYjQ8pXkn93O4N1/orB3N6JQIH3fPaTvu2fCuqzGJuJnb8KoSmAmqgktX4Hb003uiccYvPtPVL3sEtJr1nFDRx+m51GVHuBlhTRLnnoczTCw6huIb9qMHgoRXrVm1Li2oFikeGAffl9vWdCFVq7GrKlFj0TIP7sdPRIhvHzi8XKTIYQgyGXRQ2HQdR597DHWjXi5IHwfhCAoFsk++jCaYaJHpBuiFpa/p0ciFPbuwTmwj6BYwO3skA+lQgGn/RD+QD/m8pWEFi/BqKpGM3Q008LPZrDq6jGqa9BDIYRTxB9Mk852Y5g2EbsCDIMer5dM5wGc/h4GbJeubBsFP8++JTqFMIRcjfrmdWxoOos6u55QJM7SUNOsp3aYzu1WD4UILVtRnneFy/bcs+ws7qTP20om38UThZ3khYOOxjLNpF7TOTFI0yIK6M5D4DxEWYKYQBwMPU7EWkLIXkRVxVlURE9B02aafejIEZ6H03EIr7uboJBHuK4c69zXiz8wgNffi9ffT5AZJPA8jFgFoaXL0cMRdNvGWtSMvXgpeiTCc7t3c8LGjdLlyHOHjBD42SzCdfHTaflgNk2E68pzxbLRQiF0W3YMtJJ1SLds2RnxfUTgo5kWRoVM9SJKlhBAikFNK7sbiWIBLRwZ9WJpyO1IlLbRh1yxPI+gUECPRNAMQ3ayigXp7lQsljq6Pv5gP8LzEZ5LUCzKzpPvEzgOQSaNWVMrX2bpOv7AAHqF9LbwMxn8wQH8/n6E78nxrIY5zuVprNuWZpqY1fLa1+Nx6YKuy+tKMwz8TFq+CHIcAqeIKBZL2xuy0zfq2yi5gdno0ZicDoVB1xCFPIHrIlw53laU9jko5OVxLXfqRnSgPE/+t0FAkM0gStYXP5ORLx0GB/FzOYxYDDQNPRyWHV35R5S+y//MiBOR0WUYWxY6u7tZtHq17OS58iXNxCf1VJ21qdZpYBryXLRt+RLB9+QxchyCbJYgl5PnZzgsj0mpsy9cd3g/Z2LBmYGYCpwi+AGaJV0NKbkcghjtLjj0okTX5PpRYmCMOCiJBkrW9iCXIygWIAjkNeF5sk5XvpARwVAHfEg4eCUXfOn6qEejw23S9NG/pZW8G8rTw+uGBMKQ66SmG/KYh0Ly3mHbw+JgrDAbOT80PSTINE1uZxrg+VIglM7zp599lpNOOQV0vRwtXpTuP/I+FJTuX/IeppnmC2K4huI4sf/AXLfgiJlJT6SFkikqmUwuBjYAm1Kp1P3JZPIG4FtHUlkqlXKSyeQ24CLgJyNWXQT8bLLtksnk64HvAW9LpVI/PbJdmF8MdWVGprkIJ6MUysM6hx842gzM00IInnxM1nXRJVMn8B7CdQX33iUtBf9wbRNnnDk6D1/x4AGshsZyZwukNezg9Z+WY7JGELrsdXxm9QYALM9jxYffS+uIB/WiD32M2MlyfdcPvs/Anb8b/p3du9jzD+86rDYv/vT1hFeuntQaFFq2HAC7uQWA+NmbiJ+9CQCno53sIw/R85MflMsb1TW0fOQT5fJjMatriKxeS/VrXs9POnv5RVcf1NQT03U+eu6LaQ7ZcOUbp223HgoRWb120vXR9SdOW8dEaJqGEZs8f+JQPk3DNKk8b8uk5cLLVxBevmLS9dPhCY9dhT38efAR7k7/Rdaph8kHpZSpTcNlDQyWh5IsCy3hzNhGVoaXUznHCdT7vX52FfewPf8sT+efJetnGfAHcMToDmocwbn4nI5HAgsNm3B4LZZZJ4PAaDaaHsLQIhhGBZHwGkJ2M7o2d6lMNNMk1LKEUMuSo67LzxWwm5rHLZ/tvdOGXNzGLtM0tEh04vJDImfkctMsi06QlkVjFgMSHSushlnKv1k58xRFc8H+bduomWfeP4oXDkF7B1Z9w1w3Q6GYN8xEIOaBoSfLhUAaeLA0n0YGizlSvgLckkwmtwL3IXMcNgPfAEgmk98HSKVSV5Xm3wDcAnwYuCeZTA51MZ1UKtXLC4Ehrag/Adqw65NuH7lA3L9veFjo5gsOr7N9YJ+0HNbWmePEYe8vf0rvL6UmX/LZf8VuWUzbDZ8n/+z2Cev6ni/FWm1vN/9401fHrT/0b19Ej8UIstnystDK1VRtuZDOm75ZXlb3lreT3/40TnsbsQ2nEz97kxRvuj5KEM7krZ7d2IT9ildT/YpXH/Y2e/NFns3luX8gw3M5aeU9u6qC9y9ufF4NRD4WDPppHsw8zBO5v/JcfifpQL5sSBhV1Jq1uMIlrIeI6lHWhddSZVaSMKpYFV4xp4LQEx6PZB/j4cw2DrntpP1Bur0+ROmFhglEEFQjWE5ACwENeoxodAPLQsuxjUpsq55IaBW6fniWeoVCoVAoFIr5xEwE4kPAdclkMkAKtNtTqdSQiWsV0HakFaZSqR8lk8laZF7DRcBTwMtHjCkcm1Ph6lLbv1r6DHE3sOVIf3/+MGxVE45AszWEPtpzdiYWxG1bZVCZ937g8N883/B5+Tde9tqaUctbv3Q9+e3D4yMPfPqfxm0rgI66RurXreMzZ11UXv6uH30HgOjJG6i/6p0YlVUc/PxncPbvHSUOa698M9WXXApA5UvOJygUSm4mOomXXnzY+3As8ITg9u5+ftfTT583HDWyJWTx6RUtVI2NHLqAGBJX96Uf5LHsE3jIlChxvYKLKi/gpOh6XhTbeFySzk9FEDg47iEct5sCPoecQ+T8DLudQ9xT2MlAKUG9DsQQNCFYi08dgrUYVISXY5t1xGMvojJ2hhKCCoVCoVAoXlDMpDf7IeA3wK+BfUhRN8SVSAvgEZNKpb4OfH2SdVummn/eM4GxSTgBmq0jvNHL9bERBadBCMH/3j6AYcDJG2JTlhuyeg30ueTzUvPX77yTnTf/jPimzaT/cveobaIbTiP3xGPl+WU3/F/2xyr55O6D4+o/6cBu1r3/Q0SS60ctX/rZf8HtbKfzpm8RTq4nceHfYFSOtiDp4eMTnt8XAiHA1OVx6HU9ftXVBxosCdk8OJChtejQWxKGTbbFafEo9ZbFRTVVWPrCshpm/Sz7nYO0OofYWdjFI9lHyQRS6NeZtVxSdREbYifTZDViHsdxdQB+UCBfeA7H7SIQBfKFXbheHx1OKx1Bhj3oPIdOH6PFqo3gRfhsQNBiJIiFV2OaCaLhNcQi6zGNquM6RlChUCgUCoXieHPEPZ1UKvUssDqZTNamUqmxIfCuZZrAMoopEMMCI3ACNCOAsQJxijFlE5HLBuTzActXhohEJ7bc+NksBz/7CYyqBC0f/SR3vf9fgTewwdiG+ZdfAIwSh5WbL6Dhb98jl299AN2yiZ56OoO+zyee3Tuu/jc01nDZSasnbaPV0ETLdZ8+ov2abdKez3W7DtDvebSEbFaEQ9zdPz5aow5sScS5pC7B0pC94FxJfeHzUOYRftt/J7uKu0eti+gRXlZ1IWfETuOkyAnHzVLo+zlcvw8NjXTucQYzD5Er7AR8CsDTGDyNQRcaeTRAvmQx0Vln1lJlVFBnVFFpVHJm9CQSVj2h0BJ0JQQVCoVCoVAsQGbUA0omkzHg3FKQmrHmHQH8+9E2bKET5AP0iAalIKLLvvwfCM894vF1jz4iLTorV03smiqCgD3veycAbkc7u971FnYHlwNwurF1XHl78RJqX/em8nz8zLMB6HRc3v/ccJaRb61bQaV5mGGD55h+1+Pq1N7y/P6Cw/6CHLd5cW0VqyJhnsnm2ZEr8LlViwkv0Mhl3W4PX2i7oZTCAVaFVpIMr6HRqmdNeDVLQ4uPqaVQiADX65ZJ4vUQheJeBrOPMph9CDEiYEwfGofMRg7pUR5xOnBLCeTrjGpOjaymwWrkpMh6kuE12Mo9VKFQKBQKhWIUM8mDeB7wC6BmkiJKIM4CohCglUIBJS5+JVZd/YzquembMhVEy5KJBeLeD/3DqPlA6Dzjn0QsHHDquy+n90e3sPT6G8a5fZbbKQQPDmb42oGO8rKvJ5fPe3HY73rc3tPPznyRp7P58vLvn7CS3fkij6aznBiLckqFDJl/XmImsZdeGAgheCDzEP/d82N6vV42xzdxefWlNNmzFE1xCrL5Z0lnHyVf3EPB2YfvD5bXFYG/YrBXi6AZNeSETxqf3iAPXj/QT71Zx4WVW3hJ5bnUmONTqigUCoVCoVAoRjOT1/1fA3YCfwdsT6VSkyQjUhwuY50UhScQrmAo+v3RjMGrqzfp6vQ4/6XjBd7+T1+H3yeDvla/+gqqzn8p77paeg2f8aI4VeeupercTZPW/eOOHn7e1Tdq2b+vWUqNNX9d89qLDh/csX/cckvT+O76lZi6xrpYhHWxyBy0bv7xVG473+y8iS6vGxOTK2tew2XVlx61a60QgoKzH98fpOgeoui0EgQFgiCH43UTBAVAw3GHY16ZRjVG9HSeCYo85naxx8/gEYDwwB/AwKDSiHNqdA2nx06lxVpEMrLmuI9/VCgUCoVCoXg+M5OeUxJ4TSqVemK2G6OQBAXpEqeZpe8jjFwqfB/NMAgCQU9nkbckfsaBj3cT2/gi+n97G80f/SQIgbN/LwDVr7yM2stfRzbjA1Igjo1eOpbd+cI4cTif3Up9IbijZ4Bb2odThmxJxDmpIkqjbbEqEkJfYOMJJ6LP6+dXfb9lb1GK6GcLzyEQnBnbyJvrrqTROvw8UX6QRwiXICgSCAffHySbf5Z8cSdFpxXHnXy4soaJbkSxzHqi0dPZYbfwm4E/0ZYbTqXSaDWwJb6J8+LnEjWiRLTwghsTqlAoFAqFQjHbzEQgPgvUznZDFJSzXASlCKLCk+MHjYrDd28cuOuPdN38beqveidbnRfxEvNPLC88idsO/b+9DYC2L11fLm9U11D72jcAcM9d0n0vuT5MQ+PUCaO/cbCzPL2hIsrHlo9PkD1fyPsBX9jbxo68TF9wcW0VVzXVLXhB6AufBzIPcX/6ITJBFk94HHAO4o4InVtjVHNR1QVcVv3KwxJfjttNOvcoA+kHyBWembScpllURE8jbLeUEsmHscxaQvYSdM1C10MM+jl+238Hd6XvZXDwbjQ0ToisY01oFRdVXUCdpW5DCoVCoVAoFLPNTATiB4H/TCaTj6dSqYkzoyuODE2MmhVFKRCD/AAAkRNOOqxq3O4uum7+NgBd3/8v8pV72WTePeU2Sz/3pfL0j/5bWg8veeXUY7WeSGfZX5RBXG45YdW8Te8QCMHXDrTz0OBwjsWrWxrYUj13idjnml6vj9/138lzhZ20OofIBsPHxtIsFllNvKzqpWyuPBchxLggLjKHYAeBKGAaVThuF/niLjyvD8dtJ50bTnsSDq3ANuvR9RCaZqOhEw6vIGwvI2Q3Y+jj3XgDEfBY7kl+238H2/PPAjI66qWJl3NR1fk0WDMbi6tQKBQKhUKhODxmIhC/DjQBTyaTyUNA35j1IpVKbTjqli1AhmRiUAhKEzJ4ilExfWqLIJ9j34evGbXshME/lqcbr34/+WeeInbqRg597QYAVt54E3okCsC+vcVy2Q2nRyf9HV8IvrjvEADXLmmad+JQCEGP65EPAj6y80B5+YviMd7T0kB8nrrAHmsOOq3cGvsJbXuH3ToTRhUvjp3BZdWvZFlo6ai0FIXiAQYy91Mo7sMyaxAEZHJP4XpdDJ+p4wmHllMZO4N4dCOR8IrDbl/az3D34L38afAe2lx5frVYzWyKn80liYsI68cnF6ZCoVAoFArFQmcmAnEbU/UQFUfNkED0eg+BCZo1fSj+rv/5/pTr42edQ/yscwBYffMPx63/S8m99P0fbprSlXBbyRrXHLI4s+rIcjIea7odl+v3ttHujI6bdM3iRs6pqliQ49N2FnZzY8d3aHXbwAQdnStrX8OFlVuoMCrw/EE8f5BM9lEKzn48v5+ic4hs/q/j6tL1CLHICdhWI4Yew3Hb0fUI0fBabKsRTbOJhtce9nFO+xl2FnZzX+YBHso8gitcDAxeEj+XVyQuZlloyWwfDoVCoVAoFIpjjhCCQOTx/RzlnHXPI45YIKZSqbcfg3YoRpB+4BGgDpBunIeT+zB9713l6cWf+Ty33RcnuONW9NpGLv+nzdNu/9i2LLEKwii93wAAIABJREFUnVNOjU1Z7r4BmTz+nYvmh6ufEIIBz+eXXX3c258mGwSj1v/PiasW5FjDQT/ND3p+wp8H7wGgzqhhc66FlzQto1h4jo7sQ+x3WgmC3ITbW2YDDTWvIR49Fc8fRAiXkN2CPguWvJ2F3dwx8L88lHm4PN6xyqjkkqpXc078xcqNVKFQKBQKxbxBCCGD7okCQVDAD/J4Xi+en8b1uvG8Xlx/oPTdh+9nEMIpb29XWvj+qRjG5B568w0V/30ekr77YeAS0DKHVd7rH/byXf7vX8esriHyeC8/9y7lfW9swm6e2tKXy/l0d3ksWxHCNCcXUx/fdYDd+SK2prF+HqSBeCKdLbu7gkwX8qq6BFc21mIsQFEIUAyKfLfzFjoyf6EBlyv0GKv1EJbXBqE2uvoeHlU+HFpJyGrCthZhGhVEwqsJWc0YxvCLAtNMzErbBv00P+75OX8Y/DMAlUacl1duptas4eyKM4kb88sirVAoFAqF4oWLEB6O24Hr9ZQ8qgbktzdQWjaA5/fj+xkgmLY+DRPTTBCyF6NrFoYeRddj9HT76BPEXZjPzEggJpNJDXgjcCawFPhwKpXanUwmXwU8nUqlds1iG1/4jNMyQxFEnbErJsRpPVieNqtleor2Nulmuahl6mikANu2SrfRkD25qMr7Abvz0kR+UU3VnFvlHhzI8NUDo9Mk/L/k8nmdg/FYkgvy3DNwD4/3/46k38WmoRtZMFi+p/nuGpY0byEaXotlVqNpNro+vfvy0dLmtPOb/tu5Z/A+PDyqjEqubngnG6Injxr3qFAoFAqFQjFTpKWviB/k8IM8vp/GcTsRoojr9eF6vXh+H67XVxJ+aaYaNafrUUwjQchqQtcj6FoIXQ/LyOtGDYZRiWUmsMx6TDOBoU88nKmzddvzbpjTEfemk8lkC3AHsAZIAScBQ3kTXglcCrx7thq4kBDlc3RI1LmTlByN0yqDsTRe/X4APE9w/73SFbS5ZXoB8MhWaam88G+qxq3L+wERQ+eHHTLC6apIiLcuqjusdh0rOh2X/2qTaTbe2FjLq+oSz7sLb7bI5p+he+APHMw+wiJRZHFpuW0vpT7x8tJ4wSimWcsTj6eoqdp43Nq2o7CL/+n+cTmXYkQLc2niEi6vvnRcdFSFQqFQKBSKkQghCIIsflAouXcWCUZMe14veWcvvp/G9Xpx3HaEmL7vrGsRaemzWrCtBmyrAdOoxDCqMI1KTKMSy6xF148sD/kLiZmYW76GlNtrgTZGm7n+DHx2Ftq1oNDGfCNKAlFzy6JvKgq7pcHWXiyDejz1xPC4Mv0woow+8agsv+H0YbfCW9u7+XV3/7iy1y5dNG19x5J9hSL/VIpO+pamWl5ZN3VKjucrrtdPOvvwCJcEQa6wg1xhJ5ZZTcbrxXU7MEtjCMPAoF5BS2wjtbHTqIydiTZH1rmMn+EHPT/lT4N3IxAss5dwec2rODO2UVkMFQqFQqFYQAgR4AdZfD9dstrl8IMsQZCX4/lEfozwy+P7GRyvG98f5HDjYupahJC9RAo9PYquRzH0KLbVgK6HMY0qLLMW06zBUJHRp2UmAvFlwNtSqdT+ZDI5NmdAG9By9M1amIghieifU1riEF65atrtivv2oIUj2C3SfrR/v3QFfdVrphdP+/bIsqGQRjgsO++/7OqdUBy+vqGG2jl04fzGwQ7u6peW0S2J+AtSHGZyf+Vgx414fh+T3RQLpWBYAtiNzr2YnFr1cl5fdwWWNr1L8bFka+YRvtP1PQb9NIvtFq6qeyMnR05csBZehUKhUCheaASBg+N14fvpktjL4ftZXL8Pz5MunP7QeD5/gCNNfqBhYFn1hKwmDL0Cw4iW3Ts1LYShh9H0EKZeQTi8EsuoXtDWvmPBTHv7k9lva4D8DOtUAMIdeWg9tNDUJ3zgOLjthwivSaJpGq0HHX7+o14Azn/peJfRkfi+4DMfk9a4hiYpLG4+1MUdPQPlMh9Zuoiv7D/Eu1oaOH8OE8z/vLO3LA5f11DDFQ01c9aW2cRxOxnMbKW957+RNmR5E7XMBqLh1YRDKxCiSHv2MXa7nRwM8rSi4aGxpfrVLAot54uxDZja3I693FHYyXe7bmV3cQ8hzebNta/nksTL5rxdCoVCoVAopscPCrhuV3mcnucP4HkDBKKAEC6+n8UPcrhe77Q5kUGmxjKNKqJWI4ZRiWlUYBqJYcGnR9C1SHlMn6GH0bVwSQTa6sXyHDOT3tsDwLuA30yw7k3AvUfVogVO3x2/QQ7vBLSBciL7iXA729n30Q8CYDU2AfDdb3WW11fXTP33/nWEK+oHPyJdR4fEYaVh8K31MtH5rSetPrKdmGXaiw4/6ZSi9/OrFrMq8vx1DfD9DL0Df8A0q8nknmAg8wBDN1lNswnbi0lUbqam8kI0zaAYFPlC27+RKrYCkAyfwKbY6by06nxC8+BtWc7P8aPen3HnwB8BWBVaybsb3sby0LI5bplCoVAoFAsLIQKE8AhEkSAoIoQj54M8fpAb9e16vThe54iInX3T/wBgGtVEw2sJ2S2YRiW6HsMouXOaZjWWWY1pVB+XIHiKY8dMBOKngLuTyeR9wI+RvdvLk8nkJ4CLgXNnsX0LCwFBNgNaDwgbtADdnvwCGxKHAEY8DsgANQBvftv0gWR27SgA8Ja311FbZ7EnL+cTpsE31q2Y8W7MJl4g+Mr+dgRwQXXl80YcOm4n7d3/TVXFWRTdQwxkHqDoHBxXzjLrqYqfQzS8lsqYDCDjCpeHso9yf/pBUoUdDPiDAFy/+NOsDq88rvsxFiEEzxV2clf6XrZlH2PQl1bdGqOadzRcxRmx0+a0fQqFQqFQvBARQuAHWVyvG9frkS6dXk8pTUN3+Xsm7pymWUMschK21YRl1mCaCSwjgWlUoesRNM3E0GOlaRVLYCFwxAIxlUptTSaTm4EvAV9G+sV9HLgfuCCVSj0+u01cAIywopu1dSBM0PwpN/HTg6PmndaDCCHo6nBpara46JLpc9fdd7fs3L/4HCkub22XkUrXRudehAkhuLG1k3tKbqU1psk7m+dvAnXX62cg/Rf8IEs6+ygFZx8Ag9mto8qZZg26FsK2GqmqOItEfHPZjcIXPncO/JHvd/9PuXxcj/PSyvN5W/2b5nx84dO5Z7i158fsLu4BoNpIENOjnBc/l7fUXancSRUKhUKhOEKCoIjnD+B6vSXLnhSArteP7w/g+v0EQb7k7jn5KC7TSBANr5Uum5pdSmUVQtNMdC1Sdus09EgpfUNVKdL5xKkZFAubGfXoUqnUVmBLMpkMI8cd9qdSqdw0mymmQQCi6AAGUKDmtW+YtKzb0TFqvvHvrmFgwCebDVh3wvTJOLu7XHp7PQDilQZCCA4UZUDaq1saZroLs4InBO9L7WXAkyI5pGv8y+olGPPwBlZ0WtnT+tnSIOzxJOIvIQgK1FW/mkho5bibcLvTwYOZh9nn7OeBzLCY3Bg7jcuqX8Gq0Mo5j/w54A1y+8Dvua3vtwgEZ8RO48LKLZwSPQlDGxunSqFQKBQKxRBBUKBQ3I/jdZRTMThuZ2mMXx9+kJ1ye02zMPQKLKsO22zAsuqwzBq5zKzBthqxzDrl0qmYVY7qlX8qlSogI5cqjgJthDtA4BQBA7OhlupXbJ6wfFAscvD6TwFy7OGyf/0qAG27pUZvXjz9TeLeu6QFcsVKOY7tYNFhwPM5q7KCqDG3nf7bu/vL4vDC6kour6+m0jy+bRIiIJvfTq6wA8/vw/czWGYtucJO8sWdCOFjGBWlEMxgW01oGMSiJ1Id34xl1mGaUwcJeiaf4rOt/4IY8f+fGTuDt9W/iVpz7oPwFIMi92Ue5PtdP6AgCtSZtfxdwzs5OXrCXDdNoVAoFIo5IRAugZ8rJWPPyQieI759P4fn9+K4I90+g3H16HoMy6giHFqJZSZKAVximGYNtlWPaVRhmgl0LaIsfIrjzowEYjKZrAP+EXgxsAg4BDwIfC2VSnXNXvMWHsJxABPN0ie9Iez76AfK03bzcFaRtoPSAtjcMrVADALBbT+Tg5Gvva4ZgKez0m3hpIrprY/Hku8d6uL2ngGqDIMb1iw9rsLQ9fro7v8NPf2/Pazyvj+IroVobngPifj0Q2+73G5+2PNTdhR2EdbD7HdkBNmN0VN5ZfUlLLKaSEwjKo8HrU4bX+/4NrtKrqRhLcwba1/Hy6ouIKLP7fmhUCgUCsWxJAgcPH+AonMQx+2g4Oyn6LTiuJ34/iCCqYcAjcQ0qoiG1xAJrZRBXcxqbLMB225Cn+NhIwrFVByxQEwmk2cBdyD9IP8E3Ac0Ah8Arkkmk3+TSqUenNVWvuAZFoJBUQpE3Z7YrVC4Lv7AcI7ChndeXZ5ua5MpMqYTiHtLuQ9BupcGQnDzoW4A1sfmTgB8q7WTP/VJi9y7WxqOizh0vT5aO7+B56cpFPcy8i2fbTURBEUqK15EJLQS00hg202YRhWO207Iajksl44ut5tdxT18r+tW+vzh/y5hVPHWujdybvysY7BnR4YQgjsH/sA96fvZU9yLQNBsLWJD9CReVnUhi+ymuW6iQqFQKBSjEEIQiEIpBUMW3x/E9fpK0Toz+H6mtDyLH2QIhAvCR+AjhF+O8mnHHbbv1kEEk4zz07DMWsKhFaPG8RlGrJSUPVKO5KnrUSyzGsusRVcJ2RXPU2ZiQfxPYDvw8lQqVe7tJpPJauB24D+AF81O8xYeQS4PaGjWxOJo13uuGjWvxyrK020HHTQNmpqnfiv15GPSFfXqaxoBuKsvXV7XbM/NG609+UJZHL68toozKmPH7LeEEAhRpKf/Djp6fzhufUvD1VRVnDOl+IuEpo/ymvWzfLPzu2zNPlJedknVRVxZ+1oc4VBpxGe2A7OMK1y+13Urfxi8C4BkeA0XV13E2fEz57ZhCoVCoVjQeH6GotNK0WmVY/b8Phy3E8ftKIm/HBy2RU8r5dcz0DDkdymQixAWlhlFQyvl7KskZC/CtpoJWYsIh5agqUBsigXETM72E4HXjxSHAKlUqi+ZTH4B+NGstGwhMWRAFOBnZaoJPTzJXyOGx6vVX/XOUW6oba0OdfUmodDkQU08T/DLn8qcgiedInMs3tUvhdmVDTXH3c9dCMFDg1m+eqAdgFfUJnjroulTdBz57wR09/+Wjp5bJ1y/qO7tVERPIWQ3H9XvZP0sP+n9BY9mn2DQT1MQBRqtBjZVnM3psVNZFZbCMszc5zBsdzu5o/9/+fPgPRRFkXqzjk+0fJQma26DFCkUCoViYSCEwPW6y+6c8tOO43XheQP4QXrC7Qw9jmnEse0mmXhdj5WseTEss7o0Hy8lZY9h6BWlBOwT94+2bdvGKcmNx3JXFYrnFTMRiDuAyQZKJYBdM2/OQmVY9AlXujhq9sQWRHvxUtzODlZ+47to+vCNrr/PY3DAZ21yaneG398+rOsr4gZOEPBcrkCdZXJ5w/ENjLIrV+ATu4dzA54ci/DGxtqjrrfgHCTws4RCSznU9T3603eNK6NrIQwjTjx6Gs0N7zzq3wRwAocvtv0bO4u7AWgw6zkveg5vrXsD9jyLLnbP4H18s/MmfHwieoRNsbN5R8NVRNUYQ4VCoVDMAoFw8f00vp/G89P4QQbPH8T30zhuB0WnjaJzkEAUxm2r6zFMI04kvJqw3VJKyp7ANGuwzFpMo2KCX1QoFLPFTATih4Ebk8nkgVQqdffQwmQyuQX4DPDeWWrbgkMAwpFiUZtgDKKfzeIc3I+RqB4lDgEevF++ZRtMT+5qsfO5PD++VeY6fOs7ZE7BH3TI+SXh4ytgnsrkuH7vcADcE2IRrlvePONUFkFQIJ17nN6BP5DNPzVhmYroqVTHN2NbjURmOeF8h9vJB/Z9FIC14dV8svmj804UCgTP5FP8rv/3PJzdRkQL86a6N7Ol8rw5z7GoUCgUivmBEAGBKBAEhdJYvgJBkCMICvhBHiFcCs4Bis4BhHAJhFcayyfjIASBc1jBXDQMbLuZsL2YkL2YkLUIy2ogZDVhKAGoUMwpMxGI/4a0IP4pmUwOAF1AfWlZH3BDMpm8oVRWpFKpDbPS0hcyIzSR8EoWRGu8UNrzPmnp8vv7xq0zDFn+4pcnJv2Z39w2vN35L63ECQJu75H5+15/HK2HQghuOjQc7PYHJ646KtfWZ/f8PZ4//pgAJOKbiUaSxKOnY5mTH5ujYWdhN588+FkATo2ewgeb3juvxGGv18cj2Ue5PfZ7DrXK/JnNVhPvb/p7loeWzXHrFAqFQnEsESKQYk34+EEOz0/jeb24Xg+O14XrduJ43XheL76fndCiNzkGumaiaRaaZiHH+VnlYC6mEccwKsouoUZp3jbrsK1GNa5PoZinzOTK3MZIn0jF0TPiaDr7pMulZo22EPqZTHk6fu5LxlXx25L4q0xMHvnz8W0yOM211y1C1zX25WQ002VhmxWR4xNpSwjB11s7aSu6xA2db68/ckue6/WSzm6jreu/xq1b0vRBKmMvRtM0hPDRjmEi90JQ4Fud3+X+zEMArAmv5qOLPjjnie2H6PF6+VHPz7gnfZ9cYMIZsdN4ReJi1oXXqrxKCoVC8QJACIHn91N0DpAv7qNQ3EsQ5PD8QVy/D88bYPpALgaWWV1KvzAUpTOMXvo29Ai6FimN47OwrXoioVUqObtC8QLliAViKpV6+zFoh6KM/EvGWhCDfK483fju8V68QSk7w4qVEwu99ODww+GUU2WE0H0FKRAvqT02lrWxBELwt9t3UywF2vnosiMPCJMv7mHXgY+NW97c8B5qKi8YtexYisN+r58vtH2Z/Y4U9H/f8C42V246Zr93JOwu7OVfD32FAV8GHwprYf6m6kIa99dxwerz57h1CoVCoTgchlw9hQiAACF8PK8fP8hQdA5SdA9RKO6n6Lbhl+73I9EwMc0EkdDKcoAWGbylAtOQaRgssxbbasQyayYN4KJQKBYeM7LtJ5PJU4HXAUuAsYpEpFKpK4+2YQsKbeSEFDXjBGJBunxUXfiyCauoqzPJZX0S1ROLou/c2DFu2VMZmetnRfj4RNS8+VB3WRxe1VTHmuh4MRsEBXKFXeQKz5IrPIfjdhCylxCLrKd34E4cd3g/aqsuxjRrCVlNVFYcn8wquwq7+dTB6wlK+RJPjpzIRxZ9YF64lHrC4/b+/+XWHhlIeEVoGWfETufSxCXYus22fdvmuIUKhUKhmIihoC2O214SfgcoFPcchrunhmXWEY29iLC9mHBoGeHQckyjEl2LKE8RhUIxI45YICaTyauBryPHG+4FnFlu04KjfPsWgChZEM2xAlGKOS08cZTJgQGfyipz0ofBkBfrJz+3GIA/9A7w4KB0W106SYCadPYxQFARPe2oHzJeIPh9rxzv+PmVi1k1Rhx6/iCZ3JMc7PjPcds6bjvp7MPl+cqKs1jSeM0xtRCOJZXfwc96b+PJEQFwKo04H1r0/nkhDrvcbr7deXO5fdc2XcOZFSpkt0KhUMwVgXBlqgZ/sJTDT35cr5eicxDX6wEEQeBMMI5eI2S3YJv1pXF68hksk69HCdnN8mM1o+tznzZJoVC8sJiJBfE64NvA+1KplDfL7VGULIj6mCim2cek9ae4Z3wWESEEA/0eS5ZN/JAQQvDkYzkq4jqrVodwA8F32mSQmA0V0bL4C4TL9l1vnbRl0fBaGmvfWHZHmQohfLL5p7GsBky9kicG2lijP8MKO0u1uwchzscPcnT2/pRCcR+5QmpcHWF7OYnK88jkniSb305DzeuIhtcSi6yb8rdnm7+k7+c/O74FQLWR4MToev627i3EjNhxbcdk/HHgLr7ddTMgk9y/u+HtLLZb5rZRCoVC8QJGiKCUv68V1+uRAV/cdlyvvywEgyA7ZR2mUQXoaJpJPLqRSHgVttVEyFqEbS/C0I9PbACFQqEYy0wEYgL4sRKHs4+08o23IArPo/93vwIgvGrNuO2y2QDPg0T1xH/nF/5PKwCZdICmaWzPDI9nvG7ZovJ0JvfklO3LFZ5jT+s/j1hiMDTwvbHmDdRVvwpN0+kbvIvWzm+M2jYEXFkytLV1MWGAGZD5CdevvHmUxbIu8Yop23Ws6PP6+XXf7fxu4E5ABnj5YNP7MOdJ1DUhBPem7+emrlsAeHvdm3lZ1YXzJkiOQqFQPN8QQpSfP0L4uF4frtdF0WnFcdspFPfjeN24Xlc5rcNoNAwjjmXWYBorMI1KTKMK00zI79InZDejKwGoUCjmKTPp6f4S2AL8cXabogBAlHL/GMMCKfv4o+Xp+LnnjdvkD3dI103fHx9cdvfOAjtScgzDO/6uAYCfdMrchx9b1oymaXT1/pKO3h+O2zYaXs+Klk9xoP1r+EGabH77mBLDgW86en84YR3ToesxhPCojp9HU91V8yYi2tbMI3y1/evlsYavqX4Vr699zRy3apgBb5Avtn2Zvc5+bM3m44s+zInR9XPdLIVCoZg3DIk9zx9ECB8h/FJ+vzye14/jduJ4XTjuIYrOQfxSrj9dk8JNjv8b/1w19BghezG21UjYXoZt1ZUCvtRjmbUq2ItCoXjeMxOB+A/Arclk8j+A/wX6xxZIpVL3HG3DFhQjh/d5Lwdg4M4eEhfXAtD+n18pr7YaFzGWX/60F4DOjvFvM39/+/Df85LzKwHYmZfRS/32v6O9eAnd/b8atc1Jq3+IEEH5Ibd00T+W1zluB5pmkdorI6kaegx/Ijcaazk3Zl6FK2x8DLJU8P+SK6i1TIKgCIh59fY0EAEaGn8evIfvdt+CK6SBfEv8PK6svYLqY5RDcSY8ldvO19pvJB2kOSGyjrfWvZEVKp+hQqFYYHj+IEWnjXxxN/nCDopuB0GQQwgXgcDzhp5/wbR1mUYNttmArocIAgc06dEyFOkzZC8pCcIlGEb02O6YQqFQzDEzEYjNwDLgUuB9I5YLpNQRDA2kUxwZAtAOgVhE5ZZqucgfttLVveXtEwaLOfHkCE//Nc81144Xj9GY/Cv++YtLABjM7S6vszV3nDhc0vRBgEnfgNpWIyBF5Eg8P0Nb57dJ557k1+4VPF4YPU7wK2uWUmvJ022+DagPRMDnWv+VZ0aMg6w2ElzTdDUnHOfxjlMhhODm7v/mzgFpvL+k6iKuqnuTilKnUChekAgh8P1BXK8b3XqG9u5ncNyOUnL3bvwgM6q8plkYekwmbUcQCa1E0wwMPVZ67hgYpdx+hhEnZDVhmfXYVj2GUTE3O6lQKBTzkJkIxJuBCuBvgedQUUxnDw3QD4C/iOip8mFV3DMs6BIvvXjcJkIInv6rjHDa3GKNW9/dJa2KvvEz/rrj13y++DkAlmp7ymV0LcS6FTIIy0zF21M5jX/puRT53mCYL6xazMrI/LEUTsQ3Ov+rLA5XhVbwysQlnB0/c45bNRpf+Py095fcOfBHqo0EV9Zeweb4JiUOFQrF85ZAuDhOO67XXQ70Mnq6tzzOz4pCd8kgqGkWlllPJLy6lNphOdHwGiyzQd0TFQqFYhaYiUA8FXhDKpX61bQlFUeEEBogx+DpIWnB6/7hLWPKCHr6f0c8dhqGUcH2nZ+msflyOtpa8PxewCC192oAspkYTz4mk8rnnF/RLoYT059kPMEJK7+P43Vi6hVHZdV7ZDDDl/e3j1q2PhrmY8ubsfX5PRbjF72/5p70fQDcuPyr88qVtBAUeDL3NM/mn+PB7MP0er1U6DE+0fIRFaVUoVA8LxAioFDcQ8FpJQjyuF4vjtch8/4V9yNGjGUfiWlUEbaXll08O9qLrFl9HiGrGcOoVEJQoVAojiEzEYgpZFBKxSwx6jknpEDUwtI1tLDzOQDsZpm/MJ17lPaeW2jvkcJRN+Ct772Rx+75D1J7R3r8wvbHTy1P/9l9Kff5WwA4NdzHW1ddi6bphO3FM273wYLDvf2D3NY9PM5xSyLOm5vqiJvz38v49wN/5Ee9PwPgukXXzhtx6AufOwf+yM97byNTGt8Z0cJcVHkBl9dcSo1ZPcctVCgUChnls+AcxPN68YOsDPLi53D9PtxyAJhOhBjvaKRpVjmpu202YFm1ZTFomjXo2miPmLb924hFVCAuhUKhOB7MRCB+CPj3ZDL5dCqVGhvWUjEDhmKkaQjKFsSITj71TLlM3ZuuQoiA/YdumLCO0877yLhlmUEZlGbD+Q+WxSHA+5afftRR1jodlw/v3F+eT0bD/PPKmYvN48Wewl4Kosju4l5u6f4BAO9rfA+nxk6Zsza5wuX3A39iV2E3XV4PrU4ruSBPVI9waeISVodXsiF6CuF5NnZToVAsHALhUnTaSuke2ig6h8jk/4rvD066ja7HCNnNhO3lRMOr0fUollmNbTViGgkV7VOhUCjmKTMRiF8DmoAnk8nkIaBvzHqRSqU2HHXLFirCBgSarTF4z5+HlxsGjts+6WZohfKkaVSxbsU3+VnHM+iGIHL+hvJI0Ssbao7KuvdoOsuX9h0atSyia/zTsuZJtpgf7Cse4J8OfGrc8k+3XDengWj2Fvfxrc7vsru4t7ys2khwTuVZXFHz6nlj1fz/7N13nB1V/f/x18zt23eTzW56AoFDCR0ioSNFQMWCyBf9SlH0CwhiQX8i+BUFRVFsICI2BPELIhZQqoj0Gno7kVTSk91s371t5vfH3K3Z3Wy23Zvs+/l45LH3zpyZOXP3JJnPPed8johMHJlsC+0d/6Gtw9LesZR0djPJ1Gr6ZgMNh8qpKD2SaKSWcKg0SP7iJgiHK4mGlfhFRGR7NZwAcRH9LQwkI+YTzEHM7vo2qzc8QaK2pnvn7CgbcsMhe3r52WPYZ0H3kpS7zv4J0UgNr73cyrIlESZND/PvVDCG9ce7zKYmOvxF3l9vaesVHFaFQ1xn5uAW6FwQz/dYnVrLHfV/4dnW57u2z4vtRF2mntMnnZq34LA128pDTY9wR/0fzJ7CAAAgAElEQVRfSPtpDi45iJPK30NNZArl4bK81ElEdnyZbDPJ1CrSmXqy2WayXgvZbAvJ9FocXFKZjSRTq3od4zpxErG5xGNziEdnEI1MIxqpIRqZol5AEZEd0DZHC9bas8agHhNa7/AqSvqM22loBpdD8SZD+QnHsXRNd+9XVdmx1E4+Ax+PG7+/hp13e4GSss3MnvqVrmUofnBVEMht7Mh0HVcb2zLL6VD5vs8Vy9d0vX//5Ao+VjOp4BIFNGaaWNT6Ik+3PMcr7a/12vfusiM5c/LHiOV5qOa/mx7jFxt+g49PsVvMp6vP4oiyQ/NaJxHZ8WSzrbS0v05L28skU6tIpTfmkpkNzHFiFCf2oig+j6K4oSi+q9b9ExGZYIbfnSSjJxdjZbJh8LsDLq+1jdS5sJEHexUvKdoX143i+z6tLR7//MulXHZF9/y/55d0rw2VPSD4edXOI5sf+McN3Q8Vf9hz54LrNWzINPBs6wv8qf4vNGWbe+07vPQQzpr8cYpDxXmqXbenW57jlxtuIuJEOKx0IadWfUjDSEVkWHzfx/NaSWU2kU5vIp3ZmHu9kY7UO6TSPacDuIRDFZQU7Uc8OoNIpJqwW0ooVELILSYSmYLjhHGdCI5T+EnGRERk7Aw7QDTGHAEcDlQB9cBj1tpHR6tiE0lrawKAutZqoHvCf9urL8KBW5aPx4JF75ubPbJZKC3r/Z/5v55s7HqdXQDX7TqbydHh9x5mPJ9764JMpZfOmVZwweHLra9y1dprem07tORgPj75tILJ+JnyUvx648080vw4Li5fmfp55hftke9qich2wvc92pPLaGl7hbaOxaQzG0mn6/D89n7Lu24RxYk9KYobSov2JRHfCcfRd8IiIrJ12/y/hTGmGPgLcCyQAeqASUDIGPNP4MPW2tZRreUOrqWlu2fLpzuQ8weI6TqHkX7/ytUA1E7rXXD1q0FGmvddUMlH5k8acf1eb22nw/M5oaqcvUoKZ6hRm9fOjRt+w8ttwVDSiBPmw5Uf4P2VJxIukAch3/d5rnURt9XdyZr0WmJOlK9M/QJ7Fildu4hA1mvL9f5tIpNtIplaRSbbRCbb3LU8hJ/LIJr1ukeHuG6CSKSaaHgykchkIuHer8OhMs0PFBGRYRnOU/TVwALgNOBOa61njHGBU4Abge8CF45eFSeYSLrrpTe/9654dA5zp/9v1/t3VgYPD9VTegeIjSuDhYcP2Gt0hlQ+1hD0ah5Ulv8hmp183+d/V13BqlQwL/LT1WdxTPlR+a1UD/WZzTzV/Ax/rP8zST+Fi8vx5e/m9EmnknAT+a6eiORBOlNPR3IFbR1v09r+BsnUSrLeUL5PdYmEqygrWUBJYi+KE3sQDpePeX1FRGRiGk6AeArwVWvtHZ0brLUecIcxZhJwOQoQhy17cHe2zey+vfftNPOKLRYPBjjqmO6sly0t2a7X00qjI65PxvN5vLGFmOOwW3HhBDbfW/ujruDwqhmXMzc+J78VIghaX2l/nT/W3cnq1Fo6/GDpkb0Se3J29SeYFq3Ncw1FZLz4vkcqvY6O1Epa216jtf1Nkuk19Fz5NhqpJRGf19X7FwqVEItOIxyuIuyW4brxrrKFlhBMRER2XMMJEMuBZQPsW5bbL9uke9WQzHv+NWCpnsFhJhMcs9seCVy3+8Hhtls3AZDdCWLu8IcXpT2fxkyGhzYHvYdTY1FCBfKA8qsNv+OltlcA+P7MbzMzNj0v9Uj7af6++V7+3nA/AKWhEtal1wPg4vLxSaexf/E+TI8W9hqRIrLtfN8jm23GcWNks010pN4hmVoV/EyuIpleje93jwhxnUTXnMBEfCeK40brBIqISEEaToD4BnAWcH8/+87M7ZdtMJS4q7ryw73eNzYEy1eUV/ROUPPiK8FwpdD7hl+fF5tb+V6P9Q5jrsNXZk8d/glH0bMtz/PPpocBOLH8uLwEhy3ZVp5ueY476//K5mwDESfC5PAk1qXXk3ATzInO4ktTL6RED38i2y3f98hkN5NMrSGVXk8qvY5kej2ZbAOe104ytRbI9nus40SIRWcQj84kFp2RWy5inrKDiojIdmE4AeIVwJ3GmNnAHcA6oAb4KMHcxFNGr3oThOMPuntGzQVUlB7Wa1tLiwdALN7dS5hKebTWefhR+PAuw0tOszqZ6hUcApxRO5mqSP6TvrzVvpgfrrsOgItqzmdh6YJxvX5Ttol/NDzAPQ33k871DLyr+EDOrP44VeFK0n6aMGENBRPZDnVmCW1qeZqm1udJpdfRc3RHNxfXiZKIzSESnkTWayccKu0REM7UAvIiIrJd2+anfmvtX40xHwK+AfyAYBU/H3gJ+JC19u7RreJEMHhA4TpbLux+153BuoSP/quJT35mCgD/+NtmALL7w/FV2z7S1/N9vvSflQCUhlyu3XUOAPFQfh90PN/j1rrb+UduKOcXay9gQUk/63+MoaUdy/naqssBqAiVc3TZERxS8i5mxrrXl4z0Mz9URAqL73ukM3Wk0mtJpdcHSWOSS0inN3ZlCXWdOEXxXQmHyolFZxCN1BKL1BCN1BIKlelLIBER2aENq1vIWnsXcFduyYsKoEFLW4wd190yQJw+M8qi51o56eRgkXXP8/nbnUGA6E6DxDCCusuXre56/fPd5hLO00OQ7/s83PQoruOyU2wOX3nn6137Tp906rgHh23ZNq5a84Ou99+e+Q0mhavGtQ4iMjyZbDPNrS/S2v4GbR2WdGZTr7mBEAwJjYQnUVq8P6XFB1BatB+uO/IkXyIiItuj4ayDeAwwy1r721xQ2Npj31nACmvtw6NXxYnJ2Qh+de51Pz2IoVAQvO25V7AuYVNj91yYgxcOb+7b4rYg6+Z3dp6Rt+AQ4Furv8ubHXaL7edNOYcjyw7r54ixddOmW2n2WpgZncH3Zn4LV0PHRAqO72fJZBtJptaQTK0mmV5NR/Id2josEAzJd90E8ehMopFaopGpRCM1xKJTScR20vxAERGRnOH0IF4J/G2AfdXAp4FDh12jiaifOYhOQ3eA2N832e3twQNPIhEEKzf+LMiemVkA1dFtH+q4PhV8oz4rFmWnRHwrpcfO2tS6ruBw97hhc7aBd5cdyXsr3kMoDw9wz7e8wKPNT1ATmcK3Z/yvgkORPPG8DpKp1XSkVpFMvUMqvYFMthHPT5PNNpHO1NMZCPYUj+1EefECSor2IR6brbmBIiIiWzGcAHFP4OsD7HsBuHT41ZmYpsyoZ83Smt4be3Tg9TcHsSMXIMZzAeIbr7UD4FcwrIQy/6xvBODAsuJtPnY0NGQaeaz5SW6tux2AD1eezEcnfXgrR42tZckVXLv+F8ScKBfWnEtUQ85ERp3np0ln6shk6kmlN5D12vC8dlLpjaQzG8l67WSzLaQzG9kyaYyD40QJhYopiu9COFRBLDqNWHQ6sch0otGphNz8feElIiKyPRpOgOgz8FqHlYDG6WyjRHEwtNN1u4eJ+j2eaRxn8B7EX9+wvmt7dsHwAsTOHsRDy0u3+diRWNaxnKvX/pjN2YZe2z9S9cFxrUdPvu/zn44lXLPup6T8FF+ovYB58Z3yVh+RHUE220Zrx5u0tS8mk23sShSTztTRf7bQgONECLnFFCd2JxadRTw6g1h0JrFILaFQqXoERURERtlwAsRngAuMMX+21nb9r26McYDP5vbLNvBzQ0x9P9dt2AihlyCTS5DZX5KazXXBOoiJIpfH/t0MgFcb7JsS2bYhpr7vs7w9SZHrMi02fpk4k16SS1Zd3mvbZ6rP5pDSg/M2lLM+s5mr1/yI5amVODicXf0JFpQckJe6iGxXnCaaWheRzbYEawamVpPJNpLNtuCTJZVeT99AMByqpCi+G9HIZMLhKqLhGsKhUhw3SjRcTSQ8WcliRERExtlwAsRvAA8DrxhjbgLWAtOAM4BdgaNGq3IThdMVILrQ4RK/1sMHMrnF7vsbYrrYBr2OsZhDTW2E9evSpD4Z7NvWIG9xWwcb0hkOLS8Z1/Ttv954c9frL9ZeyEHF++c1ffyzLYv44bprAagMVfDZms8wv2iPvNVHpFD5vkdbx1u0dbxNR3IZbR1LiJVtYOXaviUdQm4JjuNSFN+V4sSeFCd2JxKeTCRciavhnyIiIgVnOOsgPpXLZHo18D3AJcgM8BRwjLX26dGt4gTjBQFS1QdOoWjmAlLptVt8g+553d/Cp9M+69flUra7cPbUydscZD3TFKz9dVDZ8LKfbquMn+HyVd/h7eRSdo7N5fIZX8vrGoK+73PDhl/zSPPjACwsWcAFNf+Tl6Q4IoXE8zroSL1Da/sbJFNr6UguJZ2px/OTvZaKCLnFZNPzmFqzH+FQeS476HTCoXJlBxUREdnODHcdxCeAQ40xCYJ5hw3W2rZRrdmE0h3wNdSVU0s9JQcsIBabTSI2e4vSTU3BXMUDFxR3BYed8dXeJUXbdOXnmlq4py5IULNzYsueyrHwePNTvJ1cCsBFtefnfYH5H637Gc+2Pg/ABTWf4bDSQ/JaH5Gxks7U09axmPaOpXh+R26rg+e15xLFNODjA1ky2SY8r73X8Y4TJRKeTNRNEI/NpaRobxKxOUTC1bzwwgtMqdJwbBERke3dsALETtbadqB9qwVlUD1n5Txw3wc4g98SqakdsHxDfTD/sLIq3LX+oXOoA/jUbOMSF9esXNf1ejjLY2wLz/d4se0VbtjwawB+Ovv7TIlUj+k1B9PhJfnNxpt5tvV5Ik6Y7828kmnRgT93ke2N73skU6vZ3PQwTa3P5BLCDCzkdiZ9cYmEqwmHyolFp1Ic351YdAax6FQcZ0T/bYiIiEiBG9b/9LmENKcDC4BZwMXW2qXGmJOB1621S0axjhNKJh0Eac4giWY2bw6CwsqqMM3NwetkPAgz3W0YXroh1T1E7OY9xjZLp+d7XLv+Bp5qeRaAY8uOzmtwCHBb3R082vwEAJ+rOU/BoewQMtkm2juW0dL2Ek2tz+eWh4CQW0Jp8YEUxXchEZtHOFRG59dTrhsjHKpUQhgRERHZeoBojJlurV3d8z1wH7ALYIH5wJW53e8D3g98evSrOkH4gBvCcQfO4tmZwbSiKsyKZcngsMS2X+rB3NqHp9dMIjrI9UbD1Wt/zEttrwBwdNkRnDPlzDG93tY83vwkDzY+THmojB/N/h5F7jA+QJFx5nkpMtkmMpk6OlIryWRbSKZWk0qvI5XZgO9n8bzWrvKOE6O85BBKivalvORgBYAiIiKyVUPpQXzOGPMha23n8hU/IQhjdgXWAKkeZR8GvjW6VZwAenT6+b4zaO8hwMaNQc9fdXWYG68L1kD0K+HkyRX9lt+QSlMaChF3na4ENmuSKe7eFKw9eFzVQMtajo632hd3BYfXz/kRVeHKMb3e1vy76TFu2PBrQoT4bM1nFBxKQfF9n/aOxTS2PEN7cimZbAPgk822kfWaBzjKJRqZAkAsviux6HRKivajKL6LgkIRERHZJkMJEK8C7jPGXGStvRk4HjjTWrvSGNM3Pd0aYPpoV3JH5/eIENeum4kzafAA8d67g8BucnV3Ob8WKsJb/jpvWruR+3JJaI6uLON/pgcPkQ/keg93ScQpCo1t7+FzrS8AcGHNuXkNDn3f556G+/l93e0AfGnqhexdND9v9RFJpTfQ3PoCTa3Pksm2kM7U4XkdQLarjOsW4zpRQqFi4rHZhNxiopFqYtGZhEPlRCKTiUWmKluoiIiIjIqtBojW2muNMf8Ebs79AUgPULwKJa0ZkTmz/oOTGjhA7LnERUdH90MkLszNZSFd3p7kq0ve4cRJ5V3BIcDDm5toz3p8flYt9elgmOpnZ9SM8h309nrbm/yj4T4ADiref0yv1ZfnezRkG3mr3fJK2+s80/Ic7X4H5aEyLp56EbvEdx7X+ohA8EVFW8eb1DU+QFPLM3TNA3RiRCLVuG6CaKSGipLDKE7soR5AERERGVdDSlJjrX3TGLMw9/Yp4Bzg7/0U/Rjw2HAqYow5H/gyMBV4Hfi8tbbfcxljpgLXAPsTzIW8xVp71nCuW2hcx8cZJJvoQ/d3B3wrlqV67esMEL+65B0A7s0Fh7PjUUpDIV5rbefpphYutMvZmM5QFgoxJTp2GQnXpNZx9dofAXBM2VFEx+lBtynbxIOND3NPwwO09piPBTAtUssl0y6mOjJ5XOoiE5vve7QnlwRrCKZWkEqvJ5Oppz23zEssOovKsqMoLzmYSLgqz7UVERER2YYsptbaTO7l14FHjDFPAH8k+Pr7Q8aYS4ETgEO3tRLGmNMI5jaeDzye+3mvMWYPa+3Kfg6JAZuA7wKf2dbrFTLPd3DDAweIt/5uU9fr1mTQg5h+X/A+7rqs7khtccxVO8/EdRyuXLaa11rb2ZjrPdyjOLFNWU+3RcbP8LP1N5L0U5w75VMcVXb4mFynU9pP81Tzs7zVYflX06Nd26tClVRHqjmy9FAWlBxISah4TOshE5vvZ2nrWExz20u0tL1KKrUWz99yUEVRfDemVJ1CcWLP3LISIiIiIoVhm7uPrLXPGmOOBK4GfkCQYuVrwJPAu621Lw2jHl8EbrLW/jL3/kJjzAnAecAl/dRhOfA5AGPMR4ZxvYLlewMnqfH97uGlV35/Jt99YE2wvaR7qOjb7R1bHNcZBH5tzjQ+8cYSsrnTnDJl7OYD/m7jH1iSXMphpQvHPDj0fI/zln2elh69he+tOIGjyw5nRlRTYmXspDObSaU30J5cQlv7W7S2v0HWawHAIUwkMoVEbD+KE7sTjdR2zSHUfEEREREpVMMaX2itfRY4yhgTJ5h32GCtbQMwxpRZa5uGei5jTBQ4gCDY7OkB4JDh1G97Ux/tflhcsWoezvwn+i3X1uoBsOdeCeoqMrQ8GPQgnmuqObyiFIDVyaAH8etzplEdjVAR7j636zjcuue8MbkHCAI113F5uOlRHmz6FwBnT/7vMblWXaaer6+6kvpMPREnQtpPMzM6gw9XnsyeRbtTFiodk+vKxOD7Pp7XRkvby6TSG8j67fh+Bt9Pk8224nntpNLrSKbX9DouEp5MecnBlBTvR3FiT0JuPE93ICIiIjI8I5qAZq3tIMhcijGmBvgCcC7Q/3oL/ZsMhID1fbavB44dSf0GsmjRorE47bAld87Cs93vWzqS/daxfpMLlILTyKNLNgPBw6db/zadxV+OFIEbocG+SQfwzpjXPrAmtI47iv9Gyuke4nps+5G89dJbo36ttaF1/KnoLjrc3BqQnkexX8R7Nx1HdGOI/7B41K+5oyi0tp9/PjhtuKH14DbgOEnciMVxN+E4/uBH+mG8zFx8rwo/W4ufnULSm0xLXWeJ18e89oVG7UvGktqXjCW1LxlL21v7GnKAaIw5GDgTmAW8DfzUWrvEGFMNfAP4JBABbhuLio6mAw44IN9V6OX3/uP0HBhaVlnJbn3q2NSU5XPfXwbA0hlxNrd5dPZNHHZoUNb3fW54axlTXJdD54/vPf5t1ZWkesx/PHvyf/OeitGL7zel63ik+XFeaH2Jpcnl+PjsHjd8bfrFRJzBlwWRwKJFiwqu7Y8V3/dIpdfj+2mikVrS2XqSqdX4fhrPS5LJNtDa/gZtHW/3Wlg+4BCPzSXkFlOcMMSiswiHynGdCI4TwXWjhNwSXLeoa11RmVjtS8af2peMJbUvGUuF2r4GC1qHFCAaY04E7iaYb7gROA74mDHmY8AfgErg/4ArrLXb2n2ziWDRr77rLdQA67bxXNup3g+ZTj9Jap5/pqXr9eb9PdzlweuDDu5OurK8I0Vz1mOP4vFd+P3J5mdY3PE2tZEa9imaT3V4MseXHzPi865Krea+hgd5u2Mpy1PduYqiTpTza87h4JIFI76GbP983yed2YDnp2lpe4XW9tdpaXsV398yYVNf0chUYondiUdnEI1MJRwqIxad3rXovIiIiMhEM9QexK8Bi4APWmvXGmOKgRsJlrpYB5xgrR1W36m1NmWMWUQQdN7RY9dxwJ3DOef2p0+A2E+SmkgkKON3Fm0LfpjduoPBN1uDbIm1gyyTMdqWJ1fw0/U/B+Djkz7KQSUj+4bktbY3uLvhHtq9DhZ3vN1r3y7xeVSHJ/P+yhOZG5s9outIYfP9LJlsIx3JlSRTq0hlNhAJV+O6MZKpVbhOlODvjUNjy9OkMxt6HR+LTCMe2wnXjZJKb8R14yRis3M9fzFCbjGJ+DwtLSEiIiLSx1ADxN2Ac6y1awGsta3GmK8CpwNfHW5w2MMPgVuMMc8CTxDMY5wG3ABgjLk5d90zOg8wxuybe1kGeLn3KWvtGyOsSx5sPUBsbAwS0rzn/1VwFw24G4PtpWXdSWhuXhcsgXFI+dgmaLHt/+Ebq7/da9veifkjDg5v2XQb/2i4r9e2fYr24sTy49gjsdu4raMo4y+TbaKp5Vkamh/D89N0JJcD3pCOdZ04pcUHEXKLSMTmUlK0L7Fo7ZjWV0RERGRHNdQAcRKwts+2zvR9/xlpJay1txtjJgGXAVOB14CTrLUrckVm9XPYi33evx9YAcwZaX3G39YDxLqNaQDuCjcAEH4s2B4KB8dmeyyBURsbux7ExkzTFsHh8eXv5pPVZwxwxNDcWf+3ruBwfmIPjig9lIWlCzS/cAeUyTbR1v4WmWwT6Uw97clltLS9QjDSPBCPziYaqSEaqSUarSUenUk6U0c6U08iNgeHEJ6fwfM7KI7vRkjrW4qIiIiMim3JYjpQSr/sANu3ibX2euD6AfYd1c+2HSg7RPetFMeb+52DWF+X6ffIvfYuAuCvGzd3bYu5Y7fw9h/q/ghAiBAXT72IDq+Dd5UcOKJz/rn+Lu6o/wsAV8+8glmxmSOup+SP72dJZTbS3LKIrNeC5yXx/BTZbCNtHYvJZBu3OCYWmUZ56aGUFS8gFp02wDqBu4x95UVEREQmuG0JEB82xvQ35uuxPtt9a235COs1ofg9AsSQm+m3B7G93YMecV+iyKWqKkws7rIpleaODfUAnFE7eczq+XrbmzzS/DgzotO4euaVuM7IA1Hb/h/+WP9nHBwun/41BYfboY7kSlraX6Oh+TEy2UYymc0M9H2S40QpKdqHeGwOsUgtkfBk4tGZhMPbsjKOiIiIiIyVoQaI3xzTWkx0jkPqZIjeBU1tldz31iz6Li/f0eERme7QgQ8etLd5lM4J0Z71+Oay1V3lTpw0drH5rzb+DoAzJ398VILDtzuWdg1X/VLthZiEeojyLRjGuZlUegOe14bvZ2huexHfT+O6RbhODPBJZTaSSq3F8zrw6e7ddpwIseh0wqFKyksXEotMw3ViuG4Ux4kRDpXhai6piIiISMEaUoBorVWAOIYc38HbGyJPNZDeWME/35zaK0B8Z2WSpsYs3sHB+yMSpTxLM0XFLme/ubSr3Hd3njkm67Jl/Sw/3/Ar1qbXMSs6k72K9hzxOVen1nDZqm8B4OKyf/G+WzlCRpvnpWjreIuO1Cqy2SbaOpbQ2v4aA48m78klGplCKFRCNFJLcWJPyksWEI30Xa1GRERERLYn2zLEVMZKLqhzQluO4F2+rIPLL1kFQEcuSWioLviZKOnuxSsJucxJxEa1Wr7vc8um27in8f6ubadPOnXE592Y3sTFKy/tOt8HKt874nPK4Hzfx3HXs3HzXWQyDbS0v0IytZq+wWA4VEVZyYGE3FLCoTJ8P0Vp8f5EIlPwvSRZrx3wCYercB398yEiIiKyo9ETXgHw2bLXz/N8XNdhzep01zZ3GXhz4ZVftwLwjte9EPhPdh39dQHvqP9Lr+Dwp7O/z5RI9YjOmfbTXLXmB/j4HFl6mILDMeb7Pg3Nj1DXeB/R0uWsz3254DgRiuK7Eo/NJhHbmZBbTDRSQyw6HWeg4cOhCKFQyfhVXkRERETGnQLEghAEiF66+9ex6p0Us2bHaGvtThJbVOTSgkdrc9DTuHivJAAnTCqnONRf1sfha/PauWvzPV3vr5n1nREHh1k/yyeWfBqAPRK7ce6UT43ofDK4juQ7rNrwczqSwTDkbHouM6YeSTRSQ1Fid0JuPM81FBEREZFCowCxEOSGmGbqyro2ZTPB0L/V7yS7tiVqXJKrewxDzSV+PK5ydBPT+L7PJ5eeB8CpVR/ilKoPDPtcnu+xJLmUmdEZ3N/4UNf2L9ZeMCbzJScq3/cBn2RqFe3JZTS2PE1L20uAT1nxAmomncZrr65jUsUB+a6qiIiIiBQwBYgFYctA6YF7GzjnvBoe/mczAJf87zSuyawj9Nve5Q4rL2V6fHSzQv5g7U+6Xh9X/u5hnaMl28q311zNsuSKXtsTboIfzbqKEg1VHDWbmx5l3aZbyHrNvbbHo3OYMulUyoo7g8J14185EREREdmuKEAsAP31oz33dAsVld2/nqu+tabX/lQuzek500Y27LMv3/dZ1PYSAOdP+TRlodJtOr4t28Ynl53f777yUBnn13yGCq15N2K+79HU+iwb6u4gmQ6WOYnHdsJ1YpQW7UNxYg8S8XkDzycUEREREemHAsRC0M9Qy0wGnnmqZcBDvNlwVEUp8dDwAwDb/p+udQhrIzWcMfl0rl77YwBK3RKOKDt0yOdqybZw44bf8mzrol7bL532ZXZPGMLKeDkivu+T9VppaXuJTQ3/IJNpIJPdDDgUJ/aidvLHSMTm5ruaIiIiIrKd01N7AavflOl3e8dFgAPzS4qGfe4nmp/m2vU3dL1fl17fFRwCfHHqhVscsz69gT/W/ZkPV51MaaiUBxofYkq4mus3/HKLsseWHc2nqs/QPMNh8v0s7cml+H6appbnaGpdRDqzoWt/yC2mvORQqitPJh4b/Qy2IiIiIjIxKUAsCEEQVfvlP7Hu+x8ZtGTWALlRnweWFW/TVbJ+lrSfoSXb0is47OvXc39Gcaj3uZuyzVy04isAPNHydL/HHVN2FPsX78Mu8XnbPCIlJc0AAB40SURBVDR1ovN9n3Smjkx2My1tr1Hf9CCZTH3XfocQJUX7EA6VU135QWLRaXmsrYiIiIjsqBQgFoAWN/g1bIwfxOdO+QE/vfPiXvtrjo+w7t9pnBRkjgm2HVZeQtwd2vDSdq+dNal1XLrqmwCUut3B2293+jkJN0GH18GK5DuYxC79nuOhxocHPP/8xB5cNv0rQ6qLBHzfpz25lKaWp0mlN9DS/iqe19a133EiVJQejuvEiEZqqCp/D647usmIRERERET6UoBYAJpDEQBa/dk4OFRMC9GwJlj/0HVhxX5pOChXODdi84ypQ0tOk/WznJ1bsqLrerlsl7+aex0JNwFA3I0PGBxuTG/i9vo/4+Lyy7nX8lDTI5SFSjmq7PBtuc0JqT25gtb218hmW/D8FPgevp+hpf1VUukts4pWlZ9AUXweJUV7Ew6V9XNGEREREZGxowCxwPiOw1HnlPHXb20G4KCDi3kk0rpFubJwaPDz+D624z8sSS7rd//x5e8edKkJz/d4q2Mxf63/O6+0vwbAboldKQ4Vc3LlSUO9nQknmVqN56dwnRjr6m6luU/Snm4OpUX7U1l2NPHYbBwnTDhUhqNkPiIiIiKSR3oaLTA+Dn8K/5rDD/8ETz3WSqh4y2GkNdHIoOdoyDRy7vKLem27YsZl7BKfx4rkO/xk3fV8bNJpgxzfwLnLP7/F9q9O/eIQ72LH5fsZGluepbHlKTyvjUh4Eo4TJZttpKn1ecDvVT4WncGk8hOJRaeS9drxvCSOEyIenal5hCIiIiJScBQgFhyHTHohoUNehsfm4ZcGAcesWJSVyRRnTp3MkRUDDz18ve1NrljzvV7bIk6YnWM7ATA7NpMfzr5qwON7Ln3Raf+iffjy1M9PyIykQUD4DA1NjwDQnlxK1ht4+RGA8pKFpNIbiEVnMn3KZ7QWoYiIiIhsNxQgFhjfd8GfykMb7yF08DzqqoK5iCuTKQD2KSmiaJC1D3sGh6dWfYipkRp2je+CO0iQ0pxtIeWn+Ozy3j2EX5n6efYv3nckt7NdyGbbcN0EmWwDbR2W9o4lNLe9RDpTD/i9kseEQuWUlyxkcuUHiEWnk0yuIuu1EYtOI5ttIhadNSEDaRERERHZMShALDSdIxS9ajLHwiu099pdGgrh+R5XrP4e/zXpI5jELrRmW/nZ+ht5oe3lrnJhwny48uStBiv/2Hwft9TdtsX2b06/dMCkNTsCz0vS2vEWq9dfTybb2G8ZhzDhcBUliT0pLzmE4qL5hNziXj2CiXj34vSRcOWY11tEREREZCwpQCwwfmea0kys3/3FIZfHmp/gzQ7LN1Z/m9vm3cQ3V1/FytSqrjKXTLuYfYrmD3iNlmwrt9XdwdLkCpb2SWJz6bSvsFfRHiO/kTzx/QztyeW4TpRopLZraQjPT4Pv055cxqr115LObOp1XDQyjVhkKrHoDBLxuSRiOxGNTMnHLYiIiIiI5I0CxEIV33IZi9OmVOE6DhvSG7u23bX5nl7B4Ynlxw8aHKb9NOcs+2yvbbWRGr4z4xvE3figQ1ELme9nWbnux7S0voBPtmt7JDwF8LYICAHisTlUlR1LVfmx41hTEREREZHCpQCx0OSGmPo1tVvsOmlyBQB3bv5b17Y/1P2x6/Vt824CIONnuHL11bzVsZhPVp/Bbzbe3FVmQfEBvc4ZccJcM+s7hJzBl80oZG0db7Nmw410pFYCDqXFB+E4IZpbF5HObMB14rmSDqVF+1JeegjlJYdprqCIiIiISB8KEAtNLkB0Vjn4M7s337DbHGKuS8bP9HtYxOle+uK69b/grY7FAL2CQ4Bnc+vyfbL6E0wKT2L/on0KMlBKpTexuemfuG6CeHQWseh0wuFKHEI4jksqvYm6xnvZ3PQvPC+YpxkJT2GnGd/sNRfQ9/2CvD8RERERkUKkALHANEU8oAX87kXs9ykpIuam+Uv9vcyKzQDgiNJDOabsqK4lKd5VfCD/9fZZQ77OISXvoiRUsvWCedDc9jIr1vS/FIfjRHDdIrJ9EstUlZ9A7eT/xu2z0LyCQxERERGRoVOAWGB+uU8z8GNwLwNgUls755gKzl56Xq9yjdlGTGIX/m/n35L0k5y19NwtzvWbudfzQOO/OKLsUKpyvWoZP0OI0LgGTulMPZs230156SFEwpPJeq3UNz5AfeMDuE6MeGw2VeXH0dTyHJHwZOoa7+l1fDRSQyRcTWv7a/h+mmy2kZBbTEXp4RQldqcksRehUNG43Y+IiIiIyI5KAWKB8ivqgSrqWMING+7ZYv9JFScAQQ/ZO8nVW+y/eacbibpRPlj1vl7bw87wf+Wp9HoWr7iIaKSWqvLjiYQqcNwYpUX74vsZXLd35lXf91i94UYamv8NQF3jvVuc0/OTtHUspi03JLbTtOpPUVV+XL/1SGfqcJwo4VDpsO9FRERERES2pACxUJU2g18F8cd5vb13Bs6+axQ+0fw0AGdN/m9OqBj9jJy+75HNNrF4xUUApNLrWLfp5n7LhtwSwuEKKkqPoLH58VzimEBxYj5Zr5VstpVIuIJpU/4Hz2tn9fqf4/lpsl4rpUX7UlF6GKXF+w1Yn0h40ujeoIiIiIiIAAoQC4JDV26aHqLgpyBW37XlPeXHsHfRXlssYP9g478AqIlsuTTGUDW3vkgytYpJFe+jqfU51m66iUymvt+yVeXHEwlXk06vp7X9TZLp1ThODN9PkvVayKZaWF/3h+AuItOoKjuGyvKjCbn9DwPdZfY1w663iIiIiIiMHgWIBaD/ADEGThJCXteW+xsf4v7Gh/jV3Ou6Esz8csNNZHPr/u2R2G3Q63heCs9rJxwuJ52pxy6/kJpJ/8WmhrvJZpsAWFd366Dn2H2nmwi58X73eX6atvY3aU8upyO1kuK4GXCYqIiIiIiIFB4FiAWg33Qxfgyc9n7Ln7PsAj4+6aMcWLw/DzX9u2t7bIs5gD6vL/kY/YWfndZvJSCsKj+eitIjiISriISrBi3rOhFKivampGjvQcuJiIiIiEhhUoBYAJx+uxBjwOYBj7m17o/cWvfHQc/bnlza34kHqEOEXWb9kObWFygvXUg4VDak40REREREZMehALEAOH0HmfohIAxOekjHn5Iw7D/ptF7bfN9n6apLu96XFu1HRekRJNPr2FB/O8WJ+cyZdukWy11MqnjPcG9DRERERES2cwoQC8DeJUUsam7t3pB9V/DTm7tF2dNJ8X9Eu94X47N7+8vMjnyWTZv/juOEqCp/DyvWfLerzG5zbiAcruh6P6XqQ6N/EyIiIiIist1TgFgAzpo6OQgQ3TeDDd60Xvu/ULKAORXv4Y1VV1CNx2V08CIh/kGEhWQAeGvZZ7rKr930u67XNZNO7xUcioiIiIiIDMTNdwUEYm7nryE3zNRdEvwMPc+ppNi99F3UxHfmiJ1+3nXMfmS5bd5NnD79fwc9d3XlB8agxiIiIiIisiNSD2IB6JoF6O0EfnnXlg/4yzi47GjKig8AIOQm2HPn/6Op5WmKEgaA4oRh1tQvs2rdT5k97avEojN4a9mnAdhz5z+M852IiIiIiMj2TAFiAejOExOH5IUQfgCASCjVFRx2l3UoL13Ya1tZ8QHssXP3sNL5824by+qKiIiIiMgOSkNMC4DbZyVEp7ESgDAZQlpuQkRERERExokCxAIQ6h0fEnttfrCdLCG3JA81EhERERGRiUgBYgEI91mLMBQuym3PEAoV5aNKIiIiIiIyASlALABb/BKqgoBxUunBhNzSca+PiIiIiIhMTAoQC4DTpwexda4HwNTK926xT0REREREZKwoQCxgfYeeioiIiIiIjCUFiAUsogBRRERERETGkQLEAhZ39esREREREZHxowikgMUUIIqIiIiIyDhSBFLAwhphKiIiIiIi40gBYgGKpBw+N7NGGUxFRERERGRchfNdAemt8s0QP/3QbCJhxe4iIiIiIjK+FIUUmCLfUXAoIiIiIiJ5oUikwLgaVioiIiIiInmiALHA+JF810BERERERCYqBYgFIuz7AHgRP881ERERERGRiUoBYoGI5AJEX2mDREREREQkTxQgFoiIF/z0NMRURERERETyRAFigegaYhrKc0VERERERGTCUoBYIMKdPYhhzUEUEREREZH8UIBYIPZqSgIwd2MszzUREREREZGJSilRCkB7m8cTvygi5sL0E6P5ro6IiIiIiExQ6kEsAO+sDHoPHQ9CmoMoIiIiIiJ5ogCxAESjTtfrUMgZpKSIiIiIiMjYUYBYAGLx7l+DAkQREREREckXBYgFoGdIqCGmIiIiIiKSLwoQC0DPhS1CYfUgioiIiIhIfihALAB+jwgx5CpAFBERERGR/FCAWAB6BoibN2fyVxEREREREZnQFCAWAL9HhLhxfTqPNRERERERkYlMAWIB6NmD+MFTq/JXERERERERmdDC+a5AJ2PM+cCXganA68DnrbWPDVL+SOCHwJ7AGuBqa+0N41HX0dYZIB57QjkzZ8XyWxkREREREZmwCqIH0RhzGvAT4DvAfsCTwL3GmFkDlJ8L3JMrtx9wFXCtMeaU8anx6OoMEB3lpxERERERkTwqlB7ELwI3WWt/mXt/oTHmBOA84JJ+yp8LrLHWXph7/6Yx5l3AxcCdY17bUdY5B1HxoYiIiIiI5FPeexCNMVHgAOCBPrseAA4Z4LCF/ZS/HzjQGBMZ3RqOvSX/SQLqQRQRERERkfwqhB7EyUAIWN9n+3rg2AGOqQX+2U/5cO58awe74KJFi7a9lmOoqTlEeUWCSGwNixatzHd1ZAdWaG1fdixqXzKW1L5kLKl9yVja3tpXIQSI4+6AAw7IdxV6OeAAmDVnUcHVS3YsixapjcnYUfuSsaT2JWNJ7UvGUqG2r8GC1rwPMQU2AVmgps/2GmDdAMesG6B8Jnc+ERERERER2UZ5DxCttSlgEXBcn13HEWQp7c9TA5R/3lqrleZFRERERESGoVCGmP4QuMUY8yzwBEGW0mnADQDGmJsBrLVn5MrfAFxgjPkx8AvgUOAs4PTxrbaIiIiIiMiOI+89iADW2tuBzwOXAS8BhwEnWWtX5IrMyv3pLL8MOAk4Ilf+UuBz1trtbokLERERERGRQlEoPYhYa68Hrh9g31H9bHsE2H+MqyUiIiIiIjJhFEQPooiIiIiIiOSfAkQREREREREBFCCKiIiIiIhIjgJEERERERERARQgioiIiIiISI4CRBEREREREQEUIIqIiIiIiEiOAkQREREREREBFCCKiIiIiIhIjgJEERERERERARQgioiIiIiISI4CRBEREREREQEUIIqIiIiIiEiO4/t+vuswrhYtWjSxblhERERERKSPAw44wOlv+4QLEEVERERERKR/GmIqIiIiIiIigAJEERERERERyVGAKCIiIiIiIoACRBEREREREclRgCgiIiIiIiKAAkQRERERERHJUYAoIiIiIiIiAITzXQEBY8z5wJeBqcDrwOettY/lt1ZSSIwxlwAfBgyQBJ4GLrHWvtajjAN8A/gMUAk8A3zWWvt6jzKVwE+Bk3Ob7gIutNY29CizF3AdsACoB34BXGGt1aKpE0SuvX0H+Jm19oLcNrUvGTZjzFTgu8BJQCmwFDjPWvtIbr/alwybMSYEXA78N8Gz1FrgVuBya20mV0ZtTIbEGHMEcDFwADANONtae1OP/ePWlowxpwBXADsDS4BLrbV/GeVb3oJ6EPPMGHMa8BOCh7H9gCeBe40xs/JaMSk0RwHXA4cA7wYywD+NMVU9ynwF+BJwIXAQsAF40BhT2qPMH4D9gRNyf/YHbuncaYwpAx4E1ufOcRHBlxdfHIubksJjjDmY4D+9V/rsUvuSYTHGVABPAA7wXmB3gna0oUcxtS8Zif8HfBb4HLAbwe/+s8AlPcqojclQlQCvEfx+2/vZPy5tyRizELid4MuOfXM/7zDGvGs0bnIwju/rC498MsY8A7xirf10j23/Af5krb1k4CNlIjPGlACNwAettXfnvs1aA1xnrf12rkyC4B+ti621vzDG7A68ARxmrX0iV+Yw4DFgN2utNcacB3wPqLHWtufKXAacB8zQN6Q7NmNMOfACcA7Bt6OvWWsvUPuSkTDGfAc40lp76AD71b5kRIwxfwfqrLVn9tj2O2CStfZ9amMyXMaYFuCCzh7E8WxLxpjbgSpr7XE96vNPYKO19vSxvG/1IOaRMSZK0H39QJ9dDxD0FIkMpJTg7+/m3Pu5QC092lLuH5xH6W5LC4EWgl7qTk8ArX3KPNb5j1XO/QRDLOaM6h1IIbqR4Muph/tsV/uSkfgg8Iwx5nZjzAZjzEvGmM4vHkDtS0buceBoY8xuAMaYPQhG29yT2682JqNlPNvSQraMEe5nHGIEBYj5NRkIEXQv97SeoPGJDOQnwEvAU7n3ne1lsLZUS/CtU9c3nLnXG/qU6e8cPa8hOyBjzKeBecBl/exW+5KR2Ak4n2De4XsI/v36LsEQQFD7kpH7HsHwvTeMMWmCfA6/s9Zen9uvNiajZTzb0kBlxrytKUmNyHbGGPND4DCCoQvZfNdHtn/GGEMwD/owa2063/WRHY4LPN9j2sSLxphdCALE6/JXLdmBnAacAXyMIDjcF/iJMWaZtfbXea2ZyHZIPYj5tQnIAjV9ttcA68a/OlLojDE/Ak4H3m2tXdpjV2d7GawtrQOqewzr6hxLP6VPmf7O0fMasuNZSDCi4XVjTMYYkwGOBM7Pva7LlVP7kuFYSzAfp6c3gc5kbPr3S0bq+8APrLW3WWtftdbeAvyQ7iQ1amMyWsazLQ1UZszbmgLEPLLWpoBFwHF9dh1H73HLIhhjfkJ3cPhWn93LCP7B6DmROQ4cTndbeoogM9fCHsctBIr7lDk8d2yn4wgmZC8flRuRQvRXYC+Cb907/zwP3JZ7vRi1Lxm+JwiW6OlpV2BF7rX+/ZKRKiL4wr2nLN3PuWpjMlrGsy09RZ5iBGUxzbPcMhe3EMzPeAI4F/gUsKe1dsVgx8rEYYz5GfAJgmQPPb+Jb7HWtuTK/D/ga8DZBA/0lwFHAMZa25wrcy8wg2AZAwiSkiy31r4/t78csMC/gSsJHuJuAr5prb1m7O5QCo0x5t/kspjm3qt9ybAYYw4ieKC5nCBl+37Ar4CvWWt/liuj9iXDZoy5CTgW+B+CIab7EbSPm621X8qVURuTIcllip+Xe/skwZzpu4B6a+3K8WpLxphDCJLfXEbwRe6HgG8RTAd5ZoxuH1APYt5Za28HPk/wy3+JYG7ZSQoOpY/zCTKXPkQwXKvzz8U9ylwN/Aj4GUHvz1Tg+M5/rHI+BrxMkAXr/tzrT3TutNY2Enw7NS13jp8B1xAM1ZGJTe1LhsVa+xzBl1sfJVhb7NvA1wnWdu2k9iUjcSHwJ4I29SbB7/2XwKU9yqiNyVAdCLyY+5MAvpl7/a3c/nFpS9baJ4H/As4iWJv4DOC0sQ4OQT2IIiIiIiIikqMeRBEREREREQEUIIqIiIiIiEiOAkQREREREREBFCCKiIiIiIhIjgJEERERERERARQgioiIiIiISI4CRBEREREREQEUIIqIiIiIiEhOON8VEBHZURlj/CEU+6a19vKxrst4y937l621P8i9vxy42FpbkteK5RhjPghMs9ZeP4JzzAI+CVxnrd00apXrPv884GLgYGA+8Ja1dv5oX2esGGP2BxYNoej7rLX/GKVrDvkzM8bsAlwLHAa0A7cB/89a21YI5URE8kUBoojI2FnY5/1TBA+Gf+ixbdX4VSevfgWMShAwSj4IHAgMO0AE3g1cCnx3VGq0pT2B9wLPEIz42d5G/Syn99+B04HPAScBm3tsf3kUrzmkz8wYUwE8DKwAPgJMAX4IVAP/le9yIiL5pABRRGSMWGuf7vneGAOwsu/2icBau4oxDIaNMQ4Qs9Z2jNU1+rEvYMfwmndba/8GYIy5iSCg3W5Ya+uBrrZujPkUUGetvXcMLzvUz+x/gEpg387eX2NMBrjVGHOFtfb1PJcTEckbBYgiIgXAGLMAuJLuHpcHgItygVXPh92LgGsAA7wEnA2sBq4j6BVrAL5rrf15j3N3Hvsl4AfALsDrwAXW2qd6lNs9t/9gIJE77++ttd/cSt3PBr4OTAWeA87rp8zl9BhiOpRrGWMWAt/MlXGAN4DLrLUP9rinLxL04M0HPgXcsrXPM3fsmblyncOAf2etPWuw++xzP+8AM/qc47MjGbLal7XWG61zFYi9gFfH8gLb8JmdBDzUZ2jwncBvgBMJ/n7ks5yISN4oQBQRybNcMPMo8CDwcSACXA7cb4zZ21qbzRWtBX4MfBvoIBiadjvBcLVXCYasfRS43hjzjLX2hR6XmQrckDtvA3BJ7vzzrLUbcmXuBjYSBFoNwM4EweRgdT+R4OH298CtBIHaX4dw24NeyxhzKPAvgqGC5+TKHAjM6nGOabl7uhJYBqzNHTvo5wlcQTCkb7fcfnJ12RYfAe6j+74BbM8CuV7N0BDOlbXWDmW+6nYr91nMJ2grQyk71p/b7n3rYq1NGmOWELSLfJcTEckbBYgiIvl3NUFv4MmdD7zGmOeBxQTztn6fK1cFHG2tfTVXpgL4LfCEtfbS3LZ/A6cApwI9A8Qq4FRr7b9y5R4F3gG+AFxijJlMEKR9wVp7d+6Yfw+h7v8LPGmt/UTu/X3GGI+gl7NfQ7zW1cDbufvtDJAf6FOmkiDByZP9HDvg52mt/b0xZiMwewTDfZcAFcB9g5zjTILfz9YczdA+6+3ZzkAx8MoQyo7H51ZJ8KVDX5sJ/q7ku5yISN4oQBQRySNjTIIgm+GXgVBuniIEQy4tsIDuAHFtZ3CYszj3sytwstamjTHLgZl9LtXYGRzmym02xvwLeFduUx1BT+RVxphJBMPg3tlK3UMEvXpf6bPrTwwSIG7tWsaYIoJhpZf0CA77PU/f4HAbP8+R2Cf3c7AEK3cDBw3hXHbrRbZ7e+V+DiVA1OcmIpJHChBFRPKrimA43Q9zf/pa2uP15j77UrmffXskUkC8z7b+hlCuJzes01rrG2OOJxiueS1QYox5GfiStfahAepeTfD/yIY+29cPUJ4hXquSIPvkmsHOM8B1tuXzHIl9gPrOOaIDqAcah3CuwYLgHcXegMfQ5tiNx+e2maAHuK9K4K0CKCcikjfbW8psEZEdTQPgA98h6DXp++fiUbpOdT/basjN2wOw1i621n6U4GH1cIIH9btyvXz92QhkCFL19z3voLZyrQaCYGLaVk7T3/yz8fo892XryzOcCaSH8OfIUapTIdsbWGqtbR1C2fH43N4kmA/YxRgTIxgK+1YBlBMRyRv1IIqI5JG1ttUY8ySwR+c8wjFSbox5d485iJUE6/hd20+dMsDjxpgrgYeA2QTDQvuWyxpjFhEkbPlRj10fGWql+ruWtfYFY8xTwBnGmGu2Msy07/mG+nn218u6LXYjyNg6GA2V7LYXQxteCuPzud0DfN0YM8la29m2PwTEcvvyXU5EJG8UIIqI5N/FwMPGmD8BfyDoTZtGkITjH9baoWQF3Zp64Ne55SY2A18j6Gn7MUAuu2dnVtQlQAnB3MI1BMtLDOQK4O/GmFsI5vbNp59lLnoa4rW+SpDF9CFjzM9ydd4f2GSt3VomzKF8nm8CnzLGfJwg0NhkrV1ujDmKYCHzs621Nw1yjSZgoTHmaKAdeKnveoi5AGCLwHqocnMxT8q9nQ2UGWM6g+/nrLUrcuUGrbMx5gyCzJnHWGsf2Zb9Qzh20Gv3uI+dCX4XWzWSz22onxnwC+BC4G/GmCvoXrD+dmttz/aer3IiInmjIaYiIv+/vfvXhSCK4gD8o9DodZ4AT0BBotDyCEpPINFIJFrRk6hJJAqFnoe4pYpSoae4V2wimR1/krF8X7e7s3dOzm42OXvuzBlYuwvmcpKZJKep4xMOUn+jf2ou2kOSndRC7KKda6OU8nYd32Nqgbab5DrJSeoW0vWuQfCllOvUMRQrSa6SbKV2RLqMPVcp5TbJaupW07Mkl23d+4/LfYipTz5Pk5wnOU7tBO6352dHYuyyl3qt402Su/Qby/BZc6mf1UVqLuZHHq+NHDcu5ukW39QXXh/33j75Wmjr9O0gfkevnJVSnlI76M+p362j1D8stkcXG+o4gCFNvbz86dFLAP/e21D5Usri0LH8dq2rs5lkaVJmEw4Z8yTmC4BuOogA8G45yeGEFTtDxjyJ+QKggw4iwB+ngwgA9KVABAAAIIktpgAAADQKRAAAAJIoEAEAAGgUiAAAACRRIAIAANAoEAEAAEiiQAQAAKB5BU0fvse6uAd3AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses_moyennes(recompenses_moy, noms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En terme de récompenses moyennes au cours du temps, les 4 algorithmes les plus efficaces convergent vers $\\mu^* = \\mu_1 = 0.9$." ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_regret(recompenses_moy, noms, mustar=mus[kstar])" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_hist_regret(recompenses_fin, noms, horizon, mustar=mus[kstar])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette fois, cette autre simulation permet de renforcer les conclusions précédentes :\n", "\n", "- `MoyenneEmpirique` converge rapidement au début, mais son regret $\\mathcal{R}(t)$ ne semble pas avoir un profil logarithmique (il faudrait essayer de plus grands horizons pour le confirmer). De plus, sur l'histogramme on voit que pour certaines expériences ses performances sont très mauvaises.\n", "- Les différents `UCB1` semblent tous avoir un regret logarithmique, i.e., $\\mathcal{R}(t) = \\mathcal{O}(\\log t)$, et plus le $\\alpha$ est petit, plus le regret est bas,\n", "- Mais si $\\alpha$ est trop petit (e.g., $\\alpha = 10^{-3}$), `UCB1(alpha)` n'est pas assez exploiteur, et pour ce problème à $K=15$ bras, il ne fonctionne plus bien,\n", "- `ThompsonSampling` et `KLUCB` fonctionnent généralement aussi bien qu'un `UCB1` avec \"la bonne constante\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Une autre politique d'indice : ApproximatedFHGittins\n", "\n", "Je propose de terminer par l'implémentation d'un dernier algorithme, ressemblant beaucoup à `UCB1`, mais qui utilise des indices un peu plus compliqués à calculer.\n", "\n", "Il s'agit de l'algorithme proposé en 2016 par Tor Lattimore, dans [cet article](http://www.jmlr.org/proceedings/papers/v49/lattimore16.pdf) (et [sa présentation à COLT'16](https://youtu.be/p8AwKiudhZ4?t=276)), nommé `ApproximatedFHGittins`, pour *Approximated Finite-Horizon Gittins index*, ou Approximation *des Indices de Gittins à Horizon Fini* en français.\n", "\n", "Cet algorithme *exige de connaître l'horizon* $T$, et calcule l'indice suivant, au temps $t$ et après $N_k(t)$ sélections du bras $k$ :\n", "$$ I_k(t) = \\frac{X_k(t)}{N_k(t)} + \\sqrt{\\frac{\\alpha}{2 N_k(t)} \\log\\left( \\frac{m}{N_k(t) \\log^{1/2}\\left( \\frac{m}{N_k(t)} \\right)} \\right)}, \\\\\n", "\\text{où}\\;\\; m = T - t + 1.$$\n", "\n", "- Notez que ce terme $\\log^{1/2}(\\dots) = \\sqrt(\\log(\\dots))$ peut être *indéfini*, dès que $m < N_k(t)$, donc en pratique, $\\sqrt(\\max(0, \\log(\\dots))$ est préférable, ou alors un horizon *un peu plus grand* peut être utilisé à la place, pour rendre $m$ un peu plus grand (e.g., $T' = 1.1 T$).\n", "- Si besoin, voir [mon implémentation](http://banditslilian.gforge.inria.fr/docs/Policies.ApproximatedFHGittins.html#Policies.ApproximatedFHGittins.ApproximatedFHGittins.computeIndex)." ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [], "source": [ "class ApproximatedFHGittins(MoyenneEmpirique):\n", " \"\"\"Algorithme ApproximatedFHGittins de Tor Lattimore.\"\"\"\n", " \n", " def __init__(self, K, horizon, alpha=1):\n", " \"\"\"Crée l'instance de l'algorithme. Par défaut, alpha=1.\"\"\"\n", " super(ApproximatedFHGittins, self).__init__(K) # On laisse la classe mère faire le travaille\n", " self.horizon = horizon\n", " assert alpha >= 0, \"Erreur : alpha doit etre >= 0.\"\n", " self.alpha = alpha\n", " \n", " def choix(self):\n", " \"\"\"Si on a vu tous les bras, on prend celui d'indice le plus grand.\"\"\"\n", " self.t += 1 # Nécessaire ici\n", " # 1er cas : il y a encore des bras qu'on a jamais vu\n", " if np.min(self.tirages) == 0:\n", " k = np.min(np.where(self.tirages == 0)[0])\n", " # 2nd cas : tous les bras ont été essayé\n", " else:\n", " # D'abord les moyennes\n", " moyennes_empiriques = self.recompenses / self.tirages\n", " # Puis le terme supplémentaire\n", " m = self.horizon - self.t + 1\n", " m_sur_Nk = m / self.tirages\n", " logdemi = np.sqrt(np.maximum(0, np.log(m_sur_Nk)))\n", " terme_sup = np.sqrt(self.alpha * np.log(m_sur_Nk / logdemi) / (2. * self.tirages))\n", " indices = moyennes_empiriques + terme_sup\n", " k = np.argmax(indices)\n", " return k" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparaison de `ApproximatedFHGittins` avec les autres algorithmes\n", "\n", "Sur le même problème que précédemment, on va vérifier que ce dernier algorithme est plus efficace que les autres." ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [], "source": [ "horizon = 10000\n", "repetitions = 10\n", "mus = [0.3, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.02, 0.02, 0.02, 0.01, 0.01, 0.005, 0.005, 0.001, 0.001]\n", "bras = [ Bernoulli(mu) for mu in mus ]\n", "K = len(mus)\n", "kstar = np.argmax(mus)" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10000,\n", " 10,\n", " [0.3,\n", " 0.05,\n", " 0.05,\n", " 0.05,\n", " 0.05,\n", " 0.05,\n", " 0.05,\n", " 0.02,\n", " 0.02,\n", " 0.02,\n", " 0.01,\n", " 0.01,\n", " 0.005,\n", " 0.005,\n", " 0.001,\n", " 0.001],\n", " [<__main__.Bernoulli at 0x7f1810163898>,\n", " <__main__.Bernoulli at 0x7f1810163400>,\n", " <__main__.Bernoulli at 0x7f181035f080>,\n", " <__main__.Bernoulli at 0x7f181035fc50>,\n", " <__main__.Bernoulli at 0x7f181035feb8>,\n", " <__main__.Bernoulli at 0x7f181008f358>,\n", " <__main__.Bernoulli at 0x7f1810254c50>,\n", " <__main__.Bernoulli at 0x7f18102547f0>,\n", " <__main__.Bernoulli at 0x7f1810254e80>,\n", " <__main__.Bernoulli at 0x7f1810254eb8>,\n", " <__main__.Bernoulli at 0x7f1810254240>,\n", " <__main__.Bernoulli at 0x7f18100ca7f0>,\n", " <__main__.Bernoulli at 0x7f18100cacc0>,\n", " <__main__.Bernoulli at 0x7f18100caac8>,\n", " <__main__.Bernoulli at 0x7f18100ca1d0>,\n", " <__main__.Bernoulli at 0x7f18100c0860>],\n", " 16,\n", " 0)" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "horizon, repetitions, mus, bras, K, kstar" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[<__main__.UCB1 at 0x7f18103a49b0>,\n", " <__main__.UCB1 at 0x7f18103a4358>,\n", " <__main__.UCBV at 0x7f180bf82550>,\n", " <__main__.UCBH at 0x7f180bf82eb8>,\n", " <__main__.KLUCB at 0x7f180bf82128>,\n", " <__main__.ThompsonSampling at 0x7f181005f1d0>,\n", " <__main__.ApproximatedFHGittins at 0x7f181038a438>,\n", " <__main__.ApproximatedFHGittins at 0x7f180bffa630>,\n", " <__main__.ApproximatedFHGittins at 0x7f180bffaf98>]" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "algorithmes = [UCB1(K, alpha=1), UCB1(K, alpha=0.5),\n", " UCBV(K, alpha=1), UCBH(K, horizon, alpha=1),\n", " KLUCB(K), ThompsonSampling(K),\n", " ApproximatedFHGittins(K, 1.1 * T, alpha=4),\n", " ApproximatedFHGittins(K, 1.1 * T, alpha=1),\n", " ApproximatedFHGittins(K, 1.1 * T, alpha=0.5)\n", " ]\n", "algorithmes" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "noms = [\"UCB1(alpha=1)\", \"UCB1(alpha=0.5)\",\n", " \"UCBV(alpha=1)\", \"UCBH(alpha=1)\",\n", " \"KLUCB\", \"ThompsonSampling\",\n", " \"ApproximatedFHGittins(T, alpha=4)\",\n", " \"ApproximatedFHGittins(T, alpha=1)\",\n", " \"ApproximatedFHGittins(T, alpha=0.5)\"\n", " ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut commencer la simulation, pour chaque algorithme." ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e214b4578fa94dc586c8ab334559231e", "version_major": 2, "version_minor": 0 }, "text/html": [ "

Failed to display Jupyter Widget of type HBox.

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\n", " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", " that the widgets JavaScript is still loading. If this message persists, it\n", " likely means that the widgets JavaScript library is either not installed or\n", " not enabled. See the Jupyter\n", " Widgets Documentation for setup instructions.\n", "

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\n" ], "text/plain": [ "HBox(children=(IntProgress(value=0, description='Répétitions', max=10), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: RuntimeWarning: invalid value encountered in log\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "CPU times: user 1min 16s, sys: 527 ms, total: 1min 17s\n", "Wall time: 1min 16s\n" ] } ], "source": [ "%%time\n", "N = len(algorithmes)\n", "recompenses, choix = np.zeros((N, repetitions, horizon)), np.zeros((N, repetitions, horizon))\n", "\n", "# Pour chaque répétitions\n", "for rep in tqdm(range(repetitions), desc=\"Répétitions\"):\n", " for i, alg in enumerate(algorithmes):\n", " rec, ch = simulation(bras, alg, horizon)\n", " recompenses[i, rep] = rec\n", " choix[i, rep] = ch" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dimension de 'recompenses_moy' = (9, 10000)\n", "Dimension de 'recompenses_fin' = (9, 10)\n" ] } ], "source": [ "# On moyenne\n", "recompenses_moy = np.mean(recompenses, axis=1)\n", "choix_moy = np.mean(choix, axis=1)\n", "print(\"Dimension de 'recompenses_moy' =\", np.shape(recompenses_moy)) # juste pour vérifier\n", "\n", "# On garde la distribution à t=T\n", "recompenses_fin = np.sum(recompenses, axis=2)\n", "choix_fin = np.sum(choix, axis=2)\n", "print(\"Dimension de 'recompenses_fin' =\", np.shape(recompenses_fin)) # juste pour vérifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette fois, les statistiques accumulées ne sont plus entières." ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(array([[0.4, 0.1, 0.3, ..., 0.3, 0.1, 0.3],\n", " [0.2, 0. , 0.1, ..., 0.4, 0.2, 0.1],\n", " [0.3, 0.2, 0. , ..., 0.3, 0.2, 0.3],\n", " ...,\n", " [0.3, 0.1, 0.1, ..., 0.2, 0.1, 0.3],\n", " [0.3, 0. , 0. , ..., 0.4, 0.3, 0.4],\n", " [0.3, 0.1, 0. , ..., 0.2, 0.1, 0.1]]),\n", " array([[0., 1., 2., ..., 0., 0., 0.],\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " ...,\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " [0., 1., 2., ..., 0., 0., 0.],\n", " [0., 1., 2., ..., 0., 0., 0.]]))" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recompenses_moy, choix_moy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On affiche et vérifie les résultats attendus :" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "choix_moy = np.floor(choix_moy)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_selections(choix_moy, noms, kstar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On commence à voir une différence de vitesse de convergence, pour l'identification du meilleur bras." ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses(recompenses_moy, noms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Difficile de différence quel algorithme est le plus efficace, même si clairement les plus grandes valeurs de $\\alpha = 4, 1$ pour UCB semblent avoir moins bien fonctionner." ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_recompenses_moyennes(recompenses_moy, noms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En terme de récompenses moyennes au cours du temps, les 4 algorithmes les plus efficaces convergent vers $\\mu^* = \\mu_1 = 0.9$." ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_regret(recompenses_moy, noms, mustar=mus[kstar])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Note : un regret négatif n'est pas possible, mais sur peu d'expériences, on a une forte variance, et les échantillons tirés peuvent être suffisamment favorables pour avoir un regret faiblement négatif (comme c'est le cas ici pour un des `ApproximatedFHGittins`)." ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_regret(recompenses_moy[2:], noms[2:], mustar=mus[kstar])" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "affiche_hist_regret(recompenses_fin, noms, horizon, mustar=mus[kstar])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "## Conclusion\n", "\n", "J'espère que ce petit document a pu vous aider à mieux comprendre les bases de la simulation et l'implémentation de problèmes et d'algorithmes de bandits.\n", "\n", "J'ai adopté une approche très modulaire, pour chaque composant de la simulation (bras, algorithmes, fonctions de simulation, d'affichages etc).\n", "C'est une façon de faire, bien-sûr ce n'est pas nécessaire, mais ça me semble clair, efficace et facile à lire et à compléter (si vous voulez rajouter un algorithme de plus).\n", "\n", "> - Pour plus de détails, je recommande de lire en détails [ce petit article, datant de 2017, en français, écrit par Émilie Kaufmann](http://chercheurs.lille.inria.fr/ekaufman/Matapli_Kaufmann.pdf).\n", "> - Cette petite simulation s'inspire de mon environnement plus lourd et plus complet, [AlgoBandits](http://banditslilian.gforge.inria.fr/)." ] } ], "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": "3.6.3" }, "toc": { "colors": { "hover_highlight": "#DAA520", "running_highlight": "#FF0000", "selected_highlight": "#FFD700" }, "moveMenuLeft": true, "nav_menu": { "height": "389px", "width": "251px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": true, "toc_position": { "height": "523px", "left": "0px", "right": "1107px", "top": "116px", "width": "173px" }, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }