{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "# Préambule" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Dès 1958, Charles David Keeling a débuté la mesure précise du taux de CO2 dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis. \n", "Ces mesures, qui continuent aujourd'hui, ont permis de montrer une évolution périodique de CO2 dans l'hémisphère Nord. Celle-ci provenant du cycle de vie des plantes. \n", "De même, ces données ont montré une évolution continue du taux de CO2 dans l'atmosphère depuis 1958." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "# Travail à faire" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Le but de l'exercice est de réaliser un document computationnel pour :\n", "* Réaliser un graphique qui montrera une oscillation périodique superposée à une évolution systématique plus lente.\n", "* Séparer ces deux phénomènes. Caractériser l'oscillation périodique et proposer un modèle simple de la contribution lente\n", "* Estimer ses paramètres et tenter une extrapolation jusqu'à 2025 (dans le but de pouvoir valider le modèle par des observations futures).\n", "* Déposer dans FUN le résultat." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "# Base de données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Les données sont disponibles sur le site Web de l'institut Scripps à l'adresse suivante: \n", "https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html\n", "\n", "Pour notre étude, nous prendrons les relevés hebdomadaires : *weekly_in_situ_co2_mlo.csv* que l'on peut télécharger à l'adresse suiavnte : https://scrippsco2.ucsd.edu/data/atmospheric_co2/mlo.html\n", "\n", "Nous travaillerons sur une base locale (copiée sur le serveur *jupyter* de l'INRIA) téléchargée le 13 avril 2020.\n", "La totalité des documents nécessaires à cette étude seront committés sur le serveur *GitLab* de l'INRIA.\n", "\n", "Les parties du code nécessaires à l'affichage des courbes ne sera pas affichées dans le rapport final. Elles seront tout de même accessibles dans le fichier *jupyter*." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "# Vérification de la base de données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Exploration des données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Nous commençons par analyser le contenu du fichier de données (fichier structuré *CSV*) pour ensuite faire un premier tracé de l'ensemble de la base de données. \n", "Nous utiliserons les libraries *pandas* et *matplotlib* pour *python 3.6*." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Import des librairies\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hideCode": false, "hideOutput": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "(3156, 1)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Chargement de la base de données (CSV)\n", "# Les lignes de commentaires sont ignorées\n", "# Le séparateur de champs utilisé dans la base de données est la virgule (,)\n", "# La colonne des dates est parsé et mise en index\n", "date_parser = lambda dates: [pd.datetime.strptime(d, '%Y-%m-%d') for d in dates]\n", "\n", "data = pd.read_csv('weekly_in_situ_co2_mlo.csv', sep=',', comment='\"', header=None,\n", " names=[\"date\", \"CO2\"])\n", "data['date'] = pd.to_datetime(data['date'], format='%Y-%m-%d')\n", "\n", "# Les dates sont passées à l'index du dataframe\n", "data.set_index('date', inplace=True)\n", "data.shape" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hideOutput": false, "hidePrompt": true }, "source": [ "Les 44 premières lignes de commentaires du fichier brut n'ont pas été prises en compte (commande `comment='\"'`). \n", "La base de données est composée de 3156 mesures et de 2 colonnes :\n", "* date : date de relevé. Avec un relevé par semaine.\n", "* CO2 : concentration de CO2 en *ppm*." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hideCode": true, "hideOutput": true, "hidePrompt": true }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " CO2\n", "date \n", "1958-03-29 316.19\n", "1958-04-05 317.31\n", "1958-04-12 317.69\n", "1958-04-19 317.58\n", "1958-04-26 316.48" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Affichage partiel de la base de données mise en forme\n", "data.head(5)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "L'inspection visuelle de la base de données complète montre que le fichier est bien formé et ne semble pas comporter de valeurs manquantes ou aberrantes. " ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Vérification des données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Avant d'aller plus loin dans l'analyse, vérifions avec un code de validation (une fonction *builtin* de *pandas*) la robustesse de la base de données. Nous vérifions la présence de valeurs manquantes et le type des différentes variables (date, float). \n", "Par la suite, l'affichage sous forme graphique nous permettra d'avoir une vue globale de la base de données." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 3156 entries, 1958-03-29 to 2020-02-01\n", "Data columns (total 1 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 CO2 3156 non-null float64\n", "dtypes: float64(1)\n", "memory usage: 49.3 KB\n" ] } ], "source": [ "# La méthode .info() permet d'avoir une vision consice de la base de données\n", "data.info()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "La base de données comporte 3156 lignes de valeurs numériques (float64) sans valeur manquante. L'index est bien au format `datetime` allant du 29/03/1958 au 01/02/2020.\n", "\n", "Nous pouvons considérer que la base de données est cohérente. L'analyse est possible." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "# Analyse des données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Mise en évidence des composantes de l'évolution de la concentration de CO2 dans l'atmosphère" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Un tracé sous forme graphique nous permettra de constater les phénomènes. \n", "Après l'affichage de la base complète, nous tracerons 2 sous-graphiques correspondant à l'évolution du taux de CO2 sur 2 années différentes. Une en début de base (du 01/01/1960 au 01/01/1961) et une autre en fin (du 01/01/2015 au 01/01/2016)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hideCode": true, "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Définition des périodes à afficher\n", "mask1_1y = (data.index > '1960-01-01') & (data.index <= '1961-01-01')\n", "mask2_1y = (data.index > '2015-01-01') & (data.index <= '2016-01-01')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation des graphs\n", "# Graphs de 2 périodes différentes de 1 an\n", "fig = plt.figure()\n", " \n", "# Définition des axes\n", "ax1 = plt.subplot(223)\n", "ax2 = plt.subplot(224)\n", "ax3 = plt.subplot(211)\n", "\n", "# Titres des graphs\n", "ax1.set_title(\"CO2 dans l'atmosphère du 01/01/1960 au 01/01/1961\")\n", "ax2.set_title(\"CO2 dans l'atmosphère du 01/01/2015 au 01/01/2016\")\n", "ax3.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Labels des axes\n", "ax1.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax2.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax3.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", "data.plot(ax=ax3, figsize=(15,10))\n", "\n", "# Optimisation de l'espacement entre les graphs\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Nous constatons que l'évolution continue du CO2 dans l'atmosphère ne suit pas une courbe linaire. Le tendance est plutôt quadratique. \n", "Sur année, l'évolution est périodique est semble grossièrement coller à une sinusoïde." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Caractérisation de la tendance continue" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Pour cela, nous allons ajuster une courbe quadratique à la base complète en utilisant la librairie *lmfit*. \n", "Cette courbe suivra la tendance générale des données initiales en \"annulant\" les oscillations périodiques et donnera donc la tendance à long terme.\n", "\n", "Nous utiliserons le coefficient de détermination ($r²$) pour estimer la qualité de la régression." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hideCode": false, "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Installation de la librairie lmfit\n", "!pip install lmfit" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Import des librairies\n", "from lmfit.models import QuadraticModel, Model\n", "import lmfit\n", "from sklearn.metrics import r2_score" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Les index au format `dateindex` sont mal pris en compte par la librairie *lmfit*. Il est nécessaire de se recréer une échelle de temps permettant les calculs. \n", "Cette même fonction servira pour tous les calculs à venir." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Fonction permettant de définir une échelle de temps en lieu et place de l'index temporel de pandas\n", "# Cela est nécessaire pour contourner un bug de la librairie lmfit\n", "def dates_to_idx(timelist):\n", " reference_time = pd.to_datetime('1958-03-29')\n", " time = (timelist - reference_time) / pd.Timedelta(1*365.25, \"D\")\n", " return np.asarray(time)\n", "\n", "time = dates_to_idx(data.index)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Instanciation du modèle\n", "model_long_trend = QuadraticModel()\n", "params_long_trend = model_long_trend.guess(data['CO2'], x=time)\n", "\n", "result_long_trend = model_long_trend.fit(data['CO2'], params_long_trend, x=time)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "hideCode": false, "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Mise en dictionnaire des meilleures paramètres calculés\n", "coeffs_long_trend = result_long_trend.params.valuesdict() " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[Variables]]\n", " a: 0.01297799 +/- 1.4176e-04 (1.09%) (init = 0.01297799)\n", " b: 0.76780276 +/- 0.00913486 (1.19%) (init = 0.7678028)\n", " c: 314.570495 +/- 0.12419930 (0.04%) (init = 314.5705)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", " C(a, b) = -0.969\n", " C(b, c) = -0.873\n", " C(a, c) = 0.756\n" ] } ], "source": [ "#Affichage des meilleures paramètres calculés avec les intervalles de confiances\n", "print(lmfit.fit_report(result_long_trend.params))" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": true }, "source": [ "Ci-dessus, les différents paramètres de la courbe d'ajustement à long terme (fonction quadratique)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Fonction de prédiction à long terme\n", "def long_trend_fitted_curve(time):\n", " long_trend_CO2 = (coeffs_long_trend.get('a')*time*time +\n", " coeffs_long_trend.get('b')*time +\n", " coeffs_long_trend.get('c'))\n", " return np.round(long_trend_CO2, 2)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data['long_trend_fit'] = pd.Series(long_trend_fitted_curve(time), index=data.index)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "0.9936252499490063" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimation du coefficient de détermination\n", "r2_score(data['long_trend_fit'], data['CO2'])" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Le coefficient de détermination est très bon. \n", "Ce modèle de prédiction simple (càd sans prendre en compte les oscillations saisonnières) suffirait à calculer de bonnes prédictions de CO2 pour les années futures. Nous allons tout de même caractériser les oscillations saisonnières." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "hideCode": true, "hideOutput": false, "hidePrompt": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Graphs de 2 périodes distinctes de 1 an\n", "# Avec la courbe de tendance\n", "fig = plt.figure()\n", " \n", "# Définition des axes\n", "ax1 = plt.subplot(223)\n", "ax2 = plt.subplot(224)\n", "ax3 = plt.subplot(211)\n", "\n", "# Titres des graphs\n", "ax1.set_title(\"CO2 dans l'atmosphère du 01/01/1960 au 01/01/1961\")\n", "ax2.set_title(\"CO2 dans l'atmosphère du 01/01/2015 au 01/01/2016\")\n", "ax3.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Labels des axes\n", "ax1.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax2.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax3.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", "data.plot(ax=ax3, figsize=(15,10))\n", "\n", "# Optimisation de l'espacement entre les graphs\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "L'intervalle de confiance de la courbe ajustée n'est pas tracée sur les graphes précédents car il est très etroit. \n", "Celui-ci dégraderait la lisibilité des graphiques." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "## Caractérisation de l'oscillation périodique" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Pour avoir un aperçu de l'oscillation saisonnière, commençons par retraiter les données pour soustraire l'effet de la tendance continue." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Calculs des données en soustrayant la tendance continue\n", "data['seasonal_oscillation'] = data['CO2'] - data['long_trend_fit'] + data['CO2'][0]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FddNpERERERFpcppU8NdYzZ07lylTprBw4cKG7oqIiIiIiDRSTSr4qylDd7T07t2bmTNnVtjfq1cvFixYUG7ftm3bCA4OLsn6rVq1ivHjxzNnzhwiIiLqpb8iIiIiInL80Zy/ejB06FByc3N58803S/atWrWK7t27s3DhQn744QcAsrOzueOOO7j33nsB2LVrF5dffjnTpk2jW7duDdJ3ERERERE5Pij4qwfGGGbNmsUPP/xA586d6d27Nw888ACtWrXiiy++4Mknn6R79+7ExMRwyimnMHHiRACeeOIJkpKSuPXWW+nbty/9+/dv4CcREREREZHGyhTXlDse9O/f3y5durTcvvXr19OzZ88G6pEc6/TzISIiIiLHE2PMMmttpVkjZf5ERERERESaAAV/IiIiIiIiTYCCPxERERERkSZAwZ+IiIiIiIhrW0IGL/2wmeNpbZRiTarOn4iIiIiISHVGvr6I1Ox8RvePpk2zgIbuTp1S5k9ERERERMSVmp0PQOyB7AbuSd1T8CciIiIiInKQ695e3NBdqHMK/upBcHBwvdxn3rx5LFq06Khdf9y4ccycObPK4z///DO9e/emb9++7Nmzh1GjRgGwYsUKZs+efdT6JSIiIiJSF3YkZpZsZ+cXVtmuoLCoPrpT5xT8HUeqC/4KCgqO+v1nzJjBAw88wIoVK2jbtm1JoKjgT0REREQagw3702rV7qZpy7j89V+Ocm/qXtNa8GXO/bB/dd1es1UMXPhsrZpaa7n33nuZM2cOxhgeeughxowZw7x583jssceIjIxkzZo19OvXj+nTp2OMYfbs2dx1110EBQUxaNAgtm3bxtdff13h2jt27GDSpEl4PB6mT5/OK6+8wpQpU/D392f58uUMGjSI2267jdtuu42EhAQCAwOZPHkyPXr0YNy4cYSGhrJ06VL279/P888/z6hRo7DWcvvtt/P999/Trl07fH19q3y2t956i48//phvv/2WOXPm8NRTTzFixAj++OMPHnnkEbKzs1m4cCEPPPAAY8aMOezXLSIiIiJytOxJyQHg5rM68cb8bcSn59AixL9Cu6SMXMICq/7d+FjVtIK/BvbZZ5+xYsUKVq5cSWJiIqeccgpnnnkmAMuXL2ft2rW0adOGQYMG8csvv9C/f39uvvlmFixYQMeOHbn66qurvHaHDh2YMGECwcHB3H333QBMmTKF2NhYFi1ahMfjYdiwYUyaNImuXbvy+++/c+utt/LTTz8BsG/fPhYuXMiGDRu45JJLGDVqFLNmzWLjxo2sW7eOuLg4evXqxQ033FDp/cePH8/ChQsZMWIEo0aNYseOHQD4+vryxBNPsHTpUl599dU6fJsiIiIiInUrOTMXby/DBb1b8cb8bSzbcYALY1qXa5OWk8/K2FQuP7ltA/Xy8DWt4K+WGbqjZeHChVx99dV4PB5atmzJWWedxZIlSwgNDeXUU08lOjoagL59+7Jjxw6Cg4Pp1KkTHTt2BODqq6/mzTffPKR7jh49Go/HQ0ZGBosWLWL06NElx3Jzc0u2L7vsMry8vOjVqxdxcXEALFiwoKS/bdq0YejQoUf6CkREREREjllJGXmEB/nSs3UoAJvjM7jwoDYfLd4NQLvwwHru3ZFrWsHfMczPz69k2+Px1NkcvaCgIACKiopo1qwZK1asqPH+x2NBSxERERGR6uQWFLItMZOIIF/8fTyEB/oQl5ZTod32JGdRmNvO7lLfXTxiWvClHg0ePJiPPvqIwsJCEhISWLBgAaeeemqV7bt37862bdtKhlB+9NFH1V4/JCSE9PT0So+FhobSsWNHPvnkE8AJ8FauXFnt9c4888yS/u7bt4+5c+dW2/5w+iUiIiIiciwY9/YSFm9PJiLYmcvXMtSfuLTcCu12J2fRJzoMX+/GF0o1vh43YiNHjuTEE0+kT58+DB06lOeff55WrVpV2T4gIIDXX3+dCy64gH79+hESEkJYWFiV7S+++GJmzZpF3759+fnnnyscnzFjBlOmTKFPnz707t2bL774osb+du3alV69enHttddy+umn1/5hyzj77LNZt24dffv2rTGAFRERERFpCL9uSwIgIsgZEdcy1J/49IqZv13JWbRr3viGfAKY42mIX//+/e3SpUvL7Vu/fj09e/ZsoB4duYyMDIKDg7HWctttt9G1a1fuvPPOhu7WcaOx/3yIiIiIyJFZtvMAb/28jTlr9gNw7wXduXVIF+6duZJ5GxNY/OA5JW0LCovo8fD/uOnMTtx7QY+G6nK1jDHLrLX9KzumzN8xbvLkyfTt25fevXuTmprKzTff3NBdEhERERE5bkyYvqwk8AOICCod9pmYkUthUWmybF9qDgVFlhMaaeZPC74c4+68884Kmb533nmHl156qdy+QYMG8dprr9VLn0aOHMn27dvL7Xvuuec4//zz6+X+IiIiIiK1tTkundmr93PHsC4YYyoc9/Eqv8/LbdMi1J8i69T0axHq1PrbnZwFQKfAHEjcDJFdj3Lv65aCv0bo+uuv5/rrr2+w+8+aNavB7i0iIiIicijO/fcCAK4b2J5mlRRm93gqD/6i3IVfEjPySoK/XclZ9DbbOfnbeyAgDCb8Al6NZzBl4+mpiIiIiIjIIfh2belwzn2pFRdvAfA5KHgr/hjg6+TJsvMLS475b/6Kmb6P4zHAZa83qsAPFPyJiIiIiMhx6uZpy0q2//XdpkrbeKoY9hng4wEgJ78Qiopg7jNctvn/2OrpiLlpHrQ56aj0+WhS8CciIiIiIse9tXtTK93v7SkfEhXPC/T3cfbnZabCR2Nh/rP85DeMF9v8C4JbHN3OHiUK/kRERERE5Li3LzWHoqKKZe56tAoBYORJbQGIdFf7DPDxEG3i6ffjGNj0P7jgWe7On0DriGb11+k6puBPABgyZAgH10isS3v37mXUqFEAzJs3jxEjRgAwdepUJk6cWO258+bNY9GiRSWfJ02axHvvvXfU+ioiIiIix6fkrLwK+/YcyCbYz5vnrjiRKdf1Z2CXSADC9v/Gl74PYVP3wNiZpPUdT3JWfqMt8A4K/qSetGnThpkzZx7WuQcHfxMmTODaa6+tq66JiIiISCPy4vebWLoj+ZDOiQz2AyAhPbfCscU7ksnILcDX24thPVs6O5e8RdTnY0iyYVya908KO57Nr1uTAOjZOvTIHqABNalSD88tfo4NyRvq9Jo9mvfgvlPvq7ZNZmYmV155JbGxsRQWFvLwww/TpUsX7rrrLjIyMoiMjGTq1Km0bt2ayZMn8+abb5KXl0eXLl2YNm0agYGBfPLJJzz++ON4PB7CwsJYsGABOTk53HLLLSxduhRvb29efPFFzj77bKZOncqXX35JVlYWW7duZeTIkTz//PMA3HLLLSxZsoTs7GxGjRrF448/Xqvn/OCDD3j66aex1jJ8+HCee+45CgsLufHGG1m6dCnGGG644QbuvPNOtmzZwoQJE0hISMDj8fDJJ5/g8XgYMWIEa9asqfIeX331FU8++SR5eXlEREQwY8YMsrOzmTRpEh6Ph+nTp/PKK6/w448/EhwczN13382KFSuYMGECWVlZdO7cmbfffpvw8HCGDBnCgAEDmDt3LikpKUyZMoXBgwfX/osVERERkWPOd2v38/KPm3n5x83seHZ4rc+LDPYlMSOXhPRcerYu3W/tQcNAC/Phf/fDkrcwXc9jXov/Y8ePe9mXms23a/bTLNCHAR2b19HT1D9l/urB//73P9q0acPKlStZs2YNF1xwAbfffjszZ85k2bJl3HDDDTz44IMAXH755SxZsoSVK1fSs2dPpkyZAsATTzzBt99+y8qVK/nyyy8BeO211zDGsHr1aj744AOuu+46cnKcJWxXrFjBRx99xOrVq/noo4/YvXs3AE899RRLly5l1apVzJ8/n1WrVtXY/71793Lffffx008/sWLFCpYsWcLnn3/OihUr2LNnD2vWrGH16tUltQf/8pe/cNttt7Fy5UoWLVpE69ata7iD44wzzuC3335j+fLlXHXVVTz//PN06NCBCRMmcOedd7JixYoKAdy1117Lc889x6pVq4iJiSkXzBYUFLB48WL+85//1DrIFREREZFj101lVu+sELgd5LYZf5Rst2kWAED8QZm/5btTSj9kJMC7l8CSt2DgHXD1h/Tq2A5w6vttTcggpm0Y/u4qoI1Rk8r81ZShO1piYmL4xz/+wX333ceIESMIDw9nzZo1nHvuuQAUFhaWBEhr1qzhoYceIiUlhYyMDM4//3wABg0axLhx47jyyiu5/PLLAVi4cCG33347AD169KB9+/Zs2uQsYTts2DDCwsIA6NWrFzt37qRdu3Z8/PHHvPnmmxQUFLBv3z7WrVvHiSeeWG3/lyxZwpAhQ4iKigKc4G7BggU8/PDDbNu2jdtvv53hw4dz3nnnkZ6ezp49exg5ciQA/v7+tX5PsbGxjBkzhn379pGXl0fHjh2rbZ+amkpKSgpnnXUWANdddx2jR48uOV78nvr168eOHTtq3Q8REREROfYUHrRYy/LdKZx8QnilbePTc/hm9b6Sz89eHsOpT/9YYdjnFf91phb18d4Fk++DzES4YgrEOGtVnODO74tNziYjt4DoRjzfD5T5qxfdunXjjz/+ICYmhoceeohPP/2U3r17s2LFClasWMHq1av57rvvABg3bhyvvvoqq1ev5tFHHy3J5E2aNIknn3yS3bt3069fP5KSkqq9p5+fX8m2x+OhoKCA7du388ILL/Djjz+yatUqhg8fXnL9wxEeHs7KlSsZMmQIkyZNYvz48Yd9LYDbb7+diRMnsnr1at54440j6huUvoPi5xcRERGRxistO7/c5/i0ivP3imXklP7uN2lsP1qE+hPs510u+CssslgLw71+4xOfx6CoEG6YUxL4AbQO88fjZdiVnEVWXiFBvo036wcK/urF3r17CQwMZOzYsdxzzz38/vvvJCQk8OuvvwKQn5/P2rVrAUhPT6d169bk5+czY8aMkmts3bqVAQMG8MQTTxAVFcXu3bsZPHhwSZtNmzaxa9cuunfvXmU/0tLSCAoKIiwsjLi4OObMmVOr/p966qnMnz+fxMRECgsL+eCDDzjrrLNITEykqKiIK664gieffJI//viDkJAQoqOj+fzzzwHIzc0lKyurVvdJTU2lbVtnid133323ZH9ISAjp6ekV2oeFhREeHs7PP/8MwLRp00qygCIiIiJyfEk9KPg7OBgsKyO3NPi74E+tAIgK8SM+vTS5MHH6Uu7x/pDXfF+G1jFw09wKhdu9PV60aebPruQsMnMLCPRt3AMnG3fvG4nVq1dzzz334OXlhY+PD//973/x9vbmjjvuIDU1lYKCAv7+97/Tu3dv/vnPfzJgwACioqIYMGBASdBzzz33sHnzZqy1DBs2jD59+tCjRw9uueUWYmJi8Pb2ZurUqeUyfgfr06cPJ510Ej169KBdu3YMGjSoVv1v3bo1zz77LGeffXbJgi+XXnopK1eu5Prrr6eoqAiAZ555BnCCsJtvvplHHnkEHx8fPvnkE7y8av57hscee4zRo0cTHh7O0KFD2b59OwAXX3wxo0aN4osvvuCVV14pd867775bsuBLp06deOedd2r1TCIiIiLSuBxwyzQM7hrJz5sTSz5XJjGjYlYwKsSvNPOXm87lm+/jXO9l/NpsBKff8A54+1Z6rROaB7IyNoW0nAKy8wqP/EEakKlpomRj0r9/f3twrbr169fTs2fPBuqRHOv08yEiIiLSML5etZdN+9O567yqR66V1eH+bwCYcl1//v7hCi4/uS2PX/qnSts+OGs1M37fRZswfxY9MAyA297/g/V70/jp+nbw4Z8pjN/IEwXX4hlwM49c0rvK+z49ez1vLtgGwB3DunLXud0O5THrnTFmmbW2f2XHNOxTRERERETq3cT3l/PyT1sO+Txfby9OiAhkZ3LlU4uW7khmxu+7GNQlggX3nl2yv2WIP51Sf8NOPhsy4rmx6CHeLTyfC0+sfmX6M9yi7wB/G9b1kPt7LNGwTylnwIAB5OaWT5NPmzaNmJiYBuqRiIiIiBzPUrPzCQvwqbbNzGWxJdt+3h6iQvxIyqg47NNay2KesYUAACAASURBVKhJzroaQ3u0xNvjVXyAC9M+5mSv/1AQ0hOfP39I4Wf76ZmRxykdqq/bd2qZun4eL1PbxzomKfiTcn7//feG7oKIiIiINCF9Hv+OO4Z2qXb4592frCzZ9vX2onmQL5v2V1wQcFNcRsWT87Lgy9s5ZfNMvi4aQMfh79I7vDXZeXtoHlR90Ang7+OhbbMA/Hwa/6DJxv8EtXA8zWuUuqOfCxEREZGGExlcusDKoQz/tNbSvnkQe1NziD1Qfuhn2VIORUUWUnbD2+fDmk/ZffK9TMy/g+R8J/+VlVdIQC0Lts+9ewjf/f3MWvfxWHXcB3/+/v4kJSXpF30px1pLUlLSIRWhFxEREZG6071VyGGdV2RhUJcIALbEl8/0JbsrgA7pHsXYVrvgzbPgwA7480fknnYHYErqA6bn5hPiX3PmD5xsY8kQ0kbsuB/2GR0dTWxsLAkJCQ3dFTnG+Pv7Ex0d3dDdEBEREWmS8gst3VuGsDGu4vDN6vh5exHhZg33pGSXO7Y3JRuwvNZlGQEfPAgRneGq9yGyK9H5hYQH+vDjhjiu6BdNalbNcw2PN8d98Ofj40PHjh0buhsiIiIiIlJGQWERUSF+xESHMXNZLFvi0+nSovpsYNtmAfRuE0qRBW8vw54DpcFfZm4BL85ZzavB0wn68XvodiFc/ib4hwLO3L2zukXx+/Zkioos6bkFhPof9+FQOY0/dykiIiIiIo1OQZHF22MYHuOUWthVRemGssac0g5jDB4vQ+tm/uXO+den8/nQ95+MKPgeBt/tZPzcwK9Y+4gg9qflsD8tB2uheVDlhd2PVwr+RERERESk3uUXWry9vOgUFQRAcmZ+pe0Wbk4s2e7VOrTc9rq9ac6H2KVM3DKe7mY3D/rcC8MeBq+KoU7b8ACshXkbnSlhXVse3rzDxkrBn4iIiIiI1CtrLev3pZGVV1CSfTuQWbFuX35hEWOnOKXIBnWJ4JxeLUuOtY8IIjYlG7t0KrxzITnWh8vzHmd5cNWrcrYOcxb7W7DJCf4Od9GZxqppDXIVEREREZEGV7zIy6KtSQT7eePjMSRVEvwt23mgZPucni3LHWsV5MUjTMZ8/SN0HsZj2RPYuC2f90f0rPK+xcHfvE3xRAT5EhnsVxeP02go8yciIiIiIvWqqKh02xhDeKBvpZm/RVucIZ+j+0Vz9aknlB5Ij+OSVbcw1vtHkk+6Ff7yCZleofRrH87AzpFV3rdlqBP85eQX0a2JDfkEBX8iIiIiIlLPsvMLADirWxTgLLxSWeYvLaeAEH9v/t/oPvgXF2Tf9Ru8cSbhKeu4I28i63v/A7w8pLttq1O2rl+HyMA6eprGQ8GfiIiIiIjUq4zcQgDuGNYFcIK/A1kVg7/EjNzyQzOXvg1Th4NPAHtHf8WXRQOJT88BcIO/muv2fTXxDK46pR23DulSB0/SuGjOn4iIiIiI1Jvluw7w+7YkAAJ9nXAkPMiX9cUrd5aRlJFHRJAvFOTCnHth2VTocg5cMYVwr2DgW+LTcgFIy86vVd2+mOgwno0+sc6epzFR8CciIiIiIvVm5OuLSrbDApxMXXigT5WZv37h2fDOhbBnGZxxJwx9GLw8BAOBvh7i3OCvtpm/pkzBn4iIiIiINIgWIc6QziBfbzLzCssd256YSUjCHzyU9TJ45cGV06DXJeXadIgIYnN8Ojn5heQVFtU456+p09sREREREZE68d3a/RQUWS6KaV2r9t4eZwmSAF8PeQVFFBZZPF4GrGXKvx/kQ9/3KPCPhms/hhY9Kpzfo3UIv25NYuN+p3REcTApldOCLyIiIiIicsSy8wq5adoybp3xxyGfG+jrrOSZlVcA+dnw+S086fMOC4tiyL/xx0oDP4B24YHsT8vh3UU7MAbO6Fp1mQdR5k9EREREROrAVW/+WrKdV1CEr3f1eaaOkUEl2wHuwi8Je7YT8uPNsPcP/p1/BYtPuJGh4VFVXqNVmD/Wwg/r4xjavQWtwwKO8CmOb8r8iYiIiIjIEVsZm1qyvXBLQo3tZ4wfULLt5+3FaV7raD79XEjcRNLFU3mp8AouOaldtdcID/QFnHqAJ0Q0vbp9h0rBn4iIiIiIHBFrbbnP2xIyazwnqnh+nrWcnzaT6T5Pk26C4K8/sbflUACnzEM1mpc5Hh2u4K8mCv5EREREROSI5BYUlfuckJ5babvf3Pp+AD4eL8jNgE9vJGzBY6wJHsitgS9AVHe+X7cfgIjg6oO/Hq1DSrajwzXksyaa8yciIiIiIkckM7cAgFM7NmdnUmalNfsAlu5ILv2QuAU+GguJG2How3yUcC77NzjDRXcfyAagS1RIZZcpEVqmrp+Cv5op8yciIiIiIkckww3+RveLJjzQl70pOZW2M8YAMKH1Zph8NmTEwdhP4cy7CfLzKQkis/MK6dYymLDAmou2Fw/91LDPminzJyIiIiIiR2T9PqfOXucWwQzo2JwZv+8iJ78Qfx9PSZuN+9P54o/d3Ob5nLsPfAKtT4QxM6CZs6hLoJ83WXmFFBVZDmTl0Syg+iGfxT67ZSA/b0kkLKDmQLGpU+ZPREREREQq9eHiXfy8ueaVO5MynTl+bZsFcGa3KAqKLL9sSSzX5t4ZC7gn5Qnu8fkYEzMKrv9fSeAHEOzn1vrLLyQxI7fcYi7V6RAZxDWnta/tIzVpCv5ERERERKSCvIIi7v9sNddMWUxhka22bW6+s+CLn7cXAzs7hdbX70srbRC3lpdS72SI10qe97oRLp8MvuWHaRbP30tMz2V3cjbtIzWMs64p+BMRERERkQqWlFmcJTmz8gVcij3x9ToA/H08BPh6CPHzLl3xc/VMeOscQr3zGZP3MDfe9Qy4c//K6tbKWdzlpw3x5BUW0SEiqEIbOTKa8yciIiIiIhWMnfJ7yXZcWk5pXb6DpJRZ2dPX4+SWIkP8OJCeCbPvhcVvQLvTuDtrIkFtWxARXPl1erUOxeNl+HrVXgDaq2h7nVPmT0REREREyvlj1wHK1m1fsTulyrZxaaU1/by8nIyeT1Y8Yzfd7gR+p90K475mX1Ez/Lw9VV0Gfx8PbZsF8Mcu514dI5X5q2sK/kREREREpJw5q/cB8NTIPxEdHsDcDfFVtk3MOKig+85fmVZ4DzFmO3uGvQIXPAMeH3f1z+rDjxD/0oGJLUP8D/8BpFIK/kREREREpJwi60zLu/qUE+gUFVwxwCuj9JiFX1+DqcOxPoGMzHuCrG4jAdgSn8H2xMxywV1lJl/bv2S7OIsodafegz9jjMcYs9wY87X7uaMx5ndjzBZjzEfGGF93v5/7eYt7vEN991VEREREpKmJT8thysLtWOsEYBFBviRVs+BLUkYeAeTwfvhk+Pb/oPuFrBn+JRvsCeQVOquAnvPifAAGdYms9t5tmgVwz/ndee6KmLp7ICnREJm/vwHry3x+Dvi3tbYLcAC40d1/I3DA3f9vt52IiIiIiBymlKw8CtyArCr7UnPKfY4I8q12tc+8uI184fsIp2fPh2GPwJjpeAWEAlBQWL5ERHR4zYu43HZ2F8acckKN7eTQ1WvwZ4yJBoYDb7mfDTAUmOk2eRe4zN2+1P2Me3yY215ERERERA5RZm4BfZ/4nv/37cZq23l7yv/K3TzYl6y8QnLyCyu03TpvGmNXXUeEScVc8xkM/gcYg7eXE2bku4HmoC4RAPRt16wuHkUOU31n/v4D3AsU/3VDBJBirS1wP8cCbd3ttsBuAPd4qtteREREREQO0bKdBwD4YX1cte2KDkoMRgT5ApQf+llYQNbXD9B53kQ22Whe7/42dB5actjHUxz82ZJrntqh+ZE+ghyhegv+jDEjgHhr7bI6vu5NxpilxpilCQkJdXlpEREREZHjxk/uip01lVDILSif4Wse5NTlS85wg7+MeJh2GYFLX+e9gnMZk/cID151brlzfNzsYXHmLyuvgADfqss8SP2oz8zfIOASY8wO4EOc4Z4vAc2MMcXL/kQDe9ztPUA7APd4GJB08EWttW9aa/tba/tHRUUd3ScQEREREWmklru1+rIrGb5ZVm6BE7ANj2kNQHM385eYmQs7F8GkwRC7lDWnPMsjBdfz1BUnV1iZszjzV+CmETNyCwjyU/DX0Oot+LPWPmCtjbbWdgCuAn6y1v4FmAuMcptdB3zhbn/pfsY9/pO1tvyMURERERERqZXY5CzAWZ2zOsWZv5vO7AQUD/u0hK96G6aOAN8gGP8DP/mfA8CAThWHcxbPG3zr5+0AHMjKJzzQt06eQw7fsVDn7z7gLmPMFpw5fVPc/VOACHf/XcD9DdQ/EREREZFGLSuvoGTOXmJNwV++k63zcwuyN/fN4yWf1+i79hnodgHcNBda/YkXv98EQFiAT4VrFC/4smhrEsmZeRzIyiMi2K/OnkcOT/VVFo8Sa+08YJ67vQ04tZI2OcDoeu2YiIiIiMhxaG9KNgCdooLYlpDJ6thUYqLDKm2b42b+/L09EL+ekI+vZYTXZuZH38JZY54Gr9L8UVSIH80qyeiVXRn0ixV7sBaigpX5a2jHQuZPRERERESOosXbnZU+T+vkLJ5/8asLq2ybnuMsxB+x/QuYPBSTncLtPo/yTbOrSwK/7DwnuBs3sEOl14hpG8aY/u0AePyrdQCEByn4a2gK/kREREREjnP/N2s1ACPcRVzahPlX2i72QBavfr+OR7zfI+SbW6DNSTDhZ3aE9C9X6D0xIxcoLQNxMC8vw+OX9i6379SOKvXQ0Bpk2KeIiIiIiNS/0AAfBneNLMnulZWanc/o52YyyfclTvbeAgNugfP+CR4fIoJ3siclp6TtH7ucTGKvNqFV3svfx0Ogr4esvELG9G9Hi5DKA06pP8r8iYiIiIgcx4qKShfMD/D1EOTrTWZuxeBv5odT+cbvAbqaPdyadwdc+Cx4nMVcwgJ8WL8vjZQsJ/uXkO5k/jrUUDMw2M/JNTULrLgojNQ/BX8iIiIiIsexsnX9/H08BPl5k5iRWxoUFhXB3Ge4fuc9xNlwLsl7kokT7yl3jcFdIwHYFJcBOFlCLwPBvtUPJIx3g8Tmmu93TFDwJyIiIiLSCP2wLo4f18dV2yY+LYdr315c8jnY15sTo8M4kJXPtsRMyEqGD8bA/Gf5znsI/+3yBnOfGV9hOOfAzk7wtz3RCf5e+WkLRZYKxd2r0r1VyKE8mhwlCv5ERERERBqh8e8t5cZ3l1bb5pWftrBspzM/79GLexEW6EOXFsEAxK9bAJMGw7Z52Ite4Pbsv9ImKqLS67RpFoCvx4ttiZlYayttU50h3Vsc8jlS97Tgi4iIiIhII1NcaqEmft6luZ6/DGgPQLMAb270zOaUuR9AeDTc+B1ZETHkf/Yt4VXMzfN4GdpHBLI9IZPU7HwAHhres8b7v3fDqeWGnUrDUvAnIiIiItLIFK+2WZOwgNJgztfbC3LT6fHzRB72+Yof7Cmcc/NMCGhGilsEvrqFWTpGBrE9MZO97qqfbZoF1Hj/M7tF1aqfUj807FNEREREpJH5y1u/l2wfKFN/72Ab49IBePnqkyB+PUwehmfjN3zZ4hYeC3gAApoBsM8N/iKD/aq8VseoIDbHZ7BmbyoArauoFSjHLgV/IiIiIiKN2G/bkirdv3zXAb5etY8WIX5cwgKYPBSyD8A1n7O07VgyygwdXRnrBHQxbcOqvM9J7cIBmL16H1C7zJ8cWxT8iYiIiIg0IsULrlw/qAPGwFsLt1fa7of1cfiRx53Zr8Ksm6HNyTDhZ+h0FkF+5Wv9bdiXRmSwHy1Cq87mdYpyavrtSMzE28tUmyWUY5OCPxERERGRRiS3oAhwhmjefGZnlu08wF532GZZ4dmxzPJ9lKu958Lgf8C1X0BIK8Apvp5faMktcLJ/6/en0bN19eUY/L09AOxIyqJzVDCeWpZ5kGOHgj8RERERkUYkN98J/vx9PJzfuyUAq/eklm+09nOuWX0NbUwiK8+cDMMeAU/pWo+h/s72gUxn5c69KTmc0Dyw2vv6+5SGDjUFinJs0mqfIiIiIiLHgC3xGXh7GTpEBlXbbn+as9qmv48XnaKcmn27krKcgwW58N3DsPgN4gJ6MdHczpdDr6xwjc7ueZvj09mVnEVyZh6FRdXX7/P39ZRs339hzWUe5Nij4E9ERERE5BhwzovzAdjx7PBq293/2SoANuxL58+neuPv40V8eg4c2AmfjIO9f8Bpt3LvtgsoyK98oF97N8CMPZBdsoBL8SqeVSke9gnQSit9NkoK/kREREREGpEQf6cW38iT22KMoXVYAGG758Ibz4MtgiunsbbZWfw2b2GV12gR4oeXgX2pOSUlG4b1aFntfX08zhy/6HCt8tlYKfgTEREREWlEQvy86RwVxMknhENhPv/n+yHn7v8AWsbAle9CRGc2/hELQI9Wlc/N8/F4ERXix76UbCLcVTv/Nqxrtfc1xvD++AF0aRlctw8k9UYLvoiIiIiINLDi8g0AWXkF1bR06vp5vAykxsLUEZyb/AHTC4aRePU3ENEZcDJ6AB/89bQqr9M6LID9aTnEp+XQMtQPr1qs3jmwSyQtQjTks7FS5k9EREREpAGNfet3ftmaWPJ5c1wGfdo1q7Tt/E0JJGXmEZO9GCaNg8I8lp/6Lx5a0Jr+OYZIt92upCwig30JD/Kt8r6tw/zZHJ/BzqQs+lZxPzm+KPMnIiIiItKAFm5JpEzij0tf+6XKtje8/St3e3/EVN/nIbQN3DSf7O6XAaVlGwB2JmfWWLqhdVgAW+Iz2JWcRb/24Uf2ENIoKPgTEREREalj1lr+37cb2Lg//bDO/3VrUoV9D037nvd9n2Ki9xd8WDAExv8AkV0ID3Sye8mZeSX3XrsnrRbBX+nwzeLSD3J8U/AnIiIiIlKHCgqLeHr2el6bu5Xx7y05rGtMXbS9/I4tP3DnluuJMdu5M+8W7i+4CXycVTc7Rgbh6/Fi1Z4UAL5cuZf03IIagz9PmTl+MW3DDquf0rgo+BMRERERqUOr96Qy+WcneNudnH1I5955TjegTCausAB+eBymX0GCbcbFeU8yP2AY3995Zsk5/j4eopsHEOvea0+K889L+rat9l4DOjUv2W4RqkVcmgIt+CIiIiIiUoey8wrLfbbWYkzNK2le3KcNfzunK6/N3UKhtZC6Bz69EXb9ij3pWi779Wxy8KNnqD9dW5Yv4dAyxJ+4tJyS+xsDndxC7lXp3SaM1Y+dh1ct+ibHB2X+RERERETqUG5BEQC924QCkJZTdemGnPzSQLG4fYi/Ny0TfoU3BsP+1XD5W6Sd9yI5OPX4KisF0TLUj7h0J/hLzc4n1N+nVqUbQvx9CPJTPqipUPAnIiIiIlKHcgucgG5g5wigdCGWyox541cAosMD+OvgTlBYwN/MB4zbdhcEtYCb5sGJo0nKyC05p1lgxfINLcP8iUvLxVpLanY+YQE+dfdActxQ8CciIiIiUody8p3MX5tmzoIsyZm5VbZdGZsKwCV92uBJ3wPvjuDagk9ZFHoh/PUniOwKwAUv/QzARTGtmDT25ArXaRHiT15BESlZ+Qr+pErK8YqIiIiI1KHizF9x8JeUUXnmb9L8rSXbp+T+BpMeg8J8Xgi+h9XNzuMM39LVOvPcoaQvjO5DoG/FX+Ejg51s4AvfbVTwJ1VS5k9EREREpA4lpDuZvjZhbvBXybDPoiLLs3M24EMBD3lP4+zlf4OwdnDzAl5NPIn5mxJIzSot2t4y1I/R/aIrDfzKmvH7LlKy8gkLVPAnFSn4ExERERGpI2v3pvLCd5sA6BQVRICPp9JC77OW76GdieMT38cY7z2HtBNvcIq2R3QuaZPoDhfNyS8kPj2XtuEBVd73vF6tABjUJYJdyVk1rvQpTZOGfYqIiIiI1JFv1+wv2Q7y86ZLi2C2J2ZWaBe6fTbf+D6CxZA04m0i+l9RoU3xSqA7k7KwFjoV1/6rRICvhx6tQvhlSxIA/Ts0r7KtNF3K/ImIiIiI1IH4tBze+21nuX3R4QHEHsgq3ZGfA7Pv5dw197DVtuWywucqDfwAMtwSEdsTM4Ca6/YVWQtAt5bBDHJXGhUpS8GfiIiIiEgN4tJyuHXGMjJyq67Zd+rTP5JSZp4eQFSIX+mcv4RN8NY5sPgN1rcfy5V5jzD5jpEVrjPr1oEApLvB3zY3c9ihhuDvrnO7cU7PFjxz+Yl4e/RrvlSkYZ8iIiIiIjV47Mu1zFmzn3bhgTxwUc9anxcW4ENadh5Fy97F63/3g08A/Plj5u/rQv7GDSUrgpbVPsIJ8jbGpXNOr5ZsT8ikRYgfwTUUY7/gT6254E+tD+3BpEnRXwmIiIiIiFRjzZ5U5rhz+d5YsO2Qzo30yeEl71fw+uoOiD4FblkE3c4nKSMXP28vAnw8Fc5pHuRLy1A/drgZv+2JmXTUAi5SBxT8iYiIiIhUo7IFW2pl9xJGLbmaC70W80mzG+GazyHEWZVzT0o2bZsFYIyp9NSWof7EuyUjtidm0ilKwZ8cOQV/IiIiIiLV2JeafUjtvSji98Er4O3z8fHyYnTeo9yzfxh4Ob96f7NqH7NX7yfQr2LWr1iLED/i03NJzconKTNPmT+pEwr+RERERESq8fTsDbVqFxHkSwsOMM3nGVoueR56XYrvxF/Y5NODE6PDStq9uWArAEkZFYu/F4sK8Sc+LYftSU7WsWNk1WUeRGpLC76IiIiIiFTBuuUTysotKMTPu2LWblTIWm4qeIEA8uCSV+GksWAMF/ypNYu2Jpa0Cwv0BeDFK/tWed+Woc4qoev2pgEo8yd1Qpk/EREREZEqxB6oOOQzM7ew/I6CXJhzPw+kPEqcbc6uUbPh5GvAnc/XMtQZwllU5ASSyZm5nN09itOrqcV3qluk/f9mrcbLwAnNA+voiaQpU/AnIiIiIk1KUZHlr+8t5etVe2tsuzelNPh70C3xUFx8HYDEzfDWMPj9v3zmM4L/dnmDHjH9y10jOjyQwiLLHvdaSRl5RAT7VXvf0ztH0K2lM9SzWaAvvt76tV2OnH6KRERERKRJyc4v5Pt1cUx8f3mNbd/9dUfJdq82oQCc/a95YC0snw5vnAmpe9h/0Tvclf5nsooqzqrq3ioEgM3x6VhrScrMIyLIt9r7GmO4ZUhn537dW9TuwURqoDl/IiIiItKk5BYUlWwXl1yoyuzVTn2/G8/oyCnuUMzAokz4dDysmQkdBsPlbzL+3a1AGqd2bF7hGq3C/AFISM8lM6+QvIIiIoKrD/4ARp4UTZeoELq21GIvUjeU+RMRERGRJiWvTPD39Oz1tTrnoeE98fX2oq/Zwje+D2DXzoKhD8O1X1AY3Jo1e5yFWcae1r7CucVZvsSMPOLTctx91Q/7LBYTHYZ/JYXgRQ6Hgj8RERERaTK2J2Zy2jM/lnz+ZtU+1u9Lq7Rt8QItdwztgrEWFv6bT/0fx8tYkq/8As68G7w8JedHBvsS5FdxYJ2/j4cQP28S0nNZ667eqaLt0hA07FNEREREmox5G+Mr7CubCSwrK99Z1TPKHIDpI2HbPBKiL+CiLVcwI+REitfqTMnKB+D1v/Sr8r6RIX4kZuTy+FdrAejZOvQInkLk8Cj4ExEREZEmo7CoYt2+7PzCSlrCku3JDPFaweglk6EoBy5+mb2RF5O25VcSMnIAp3B7Vp6z+megb9XDMyODfUnMyCU1O58erUI0lFMahIZ9ioiIiEiTkV9YGvyN7hcNHFS6wZWbk8XW6Xcw1fd5TEgruHk+9LuOaLfe3o7ErJK2WXlO8Fh98OdHQnouRRaG9dTqndIwFPyJiIiISKP2/P828MHiXexIzKyxbWFR6RDP6HAnkMvIPSj4S9xC3hvnMN57DlMLzsNvwjyI6g5AVLAfYQE+bE3IKGm+zd2ubL5fschgP7YmZFJYZGkWUPNKnyJHg4Z9ioiIiEijlZNfyOvztpZ83vHs8GrbF5QZ9nl65wj+/QOk5zhz9rAWVn4A39yNL978Ne8uvi/qzzgf/5JzjDG0aRbA/tSckn0v/7QFqD7zV1zuAeDMblG1eziROqbgT0REREQareLFVmorJ78083ditDNnLz23AHLS4Jt/wOqPof0ZvOD/d75fmVfpNVqG+hGfnguUziH09/EixN+nyvv+dXAndiZlUlBkS4q+i9Q3BX8iIiIi0milZJcP0NbvS6t0JU1rLVviM0jJKm3v5+2Ft5chOHElvPEEpOyCsx+Ewf9g3n8WAnk8MqJXhWsF+XmzO9mZ87c3JRuAxy7uXW0/fb29eH5Un0N9PJE6peBPRERERBqt+LTccp/nb0qoNPh78ftNvPLTFjpFltbXM9Zyq8/X/HnNhxDWBq6fAyecBsD+tBzGDezADWd0rPS+WxMyScvJZ0eSM8+wfYTq9smxTwu+iIiIiEijde3bi8t99hhTabvv18UBsM1dFKZHcBZMv5y7zAy+K+xH2vVzSwO/1BzScwpo567sebDv1u4H4OUfNrMjyckAdoxU8CfHPgV/IiIiItLoXXt6e6C07MLBwv4/e/cd32Z1/XH8cyXLe8exncTZe0BCCEkIewTChhYoo1AoBVpmoe2vtLQUaBml0AFllzLKaNl7rzBDIJAEsvf23kOWLN3fH48k27Eky4BDxvf9evmF9Ojo0dUfgI/PveektZ/H29+1gJeTr4D1H/Mb/zlc4L+UetuevC0trQfazwTGuteWei9rK5tI9bgozEr5Vr6HSG9S8iciIiIi25W6Zj9/eW0p/kCw++CQ3xwxluQkV8yB7Ulug4c2fpP0CA8l/xlXZiGc9y5TT7wcMJ3GPVQ1OucC+2bGSuic6mJ1o491VU0M6ZOByxW94iiyPVHyJyIiIiLblT+9tJjb31nF20vLu43tk5HMmOIs0pLdpHnctPi6DmwHyGhcy1PJf+D8pJeoHHsGnPs2FI4lP8NJ8Jo6JH+VKBpFOgAAIABJREFUjc45wvzM6PP4TgwNh2/ytbGmsonBfaJvDxXZ3ij5ExEREZHtyhPzNgKQ7O7+V1V/IMi0ofkA1LX4efDjdTR3TACthc/+zd9rL2WQKed832VU7H89eNIAyAwNZm/wtr9nWWkDfTKSyYoxtP3/Dh/N/qP6Ut/iZ21VM6OKNLpBdgxK/kRERERku/Hc/E2Rx75utn22BYLUe9vIy3AqdLPGFwPw8aoqJ6CpEh47FV68jAWM5MriuzBjj2F438zIPQaFmrosK20AIBi0vLGkjP1GFmBiNI9xuQzZqUmsrWomELRRu4uKbI+U/ImIiIjIduPhOesij1dVNMaNrQ7N7OsTSv6uPtaZtVdW3wor34I7Z8Cqt/DPvI7TvL9m+PDR3HXGniQntf8K3Dcrhdx0D5tC8/rWVDXR4G1j+rA+cT87PN8PUPInOwwlfyIiIiKy3WgLWiYOzAXg5teWYa2NGtfiC3DY394DiJzby033kIKPcQtvgIe/B2l5cO47vJVzIhYXEwZE796Zm+ahttkPwHvLKwDYZ0RB3HX+7QeTIo8HxxgJIbK9UfInIiIiItuNVn+QwqwUTtyzhKAlUpHb2leb6yIJW59QY5bUmhU8l3IVkzY9ClPPg/PeheIJfLGhBpeBfUdGT+hy0pOpbXHutaK8kdx0T8wZf2Edh7qr06fsKJT8iYiIiMh2w9sWICXJxTET+wPOwPVoWjrM8+uT7oG598I9B1Boarlv0J/hyL+AJw1rLU9+tpGDxxSSnhy9gUtBRjLl9c7nzF5W0elMoMjORMmfiIiIiGw3Wv1BUpLcFGU7WzlL66Mnf+FxDH2oY+gb58DLv4Qh+3FB9j/52D0lElfd5KOqyRd3G+eQggyWljawoqyBTbUt5KVHH/EgsqOL/ucPEREREZHvQGtbgFSPi+LsVCDUvCWKioZWDnAt4P7cf+NaWw+z/gzTzsfc+wl1Lb5I3MYaZ9toSV7sbZxDC5wtnDNDZwiPmdgvobVOGJDN4PyM7gNFthNK/kRERERkuxGu/OWkeUhOclEWrfLna2bSohs5P/lxbOY4+NFzUOR0+sxN97CivL1L6Feb6wAoyUuL+ZkTS3I7PQ8ng9158eL9EooT2V5o26eIiIiIbBc21jTT0NpGZmoSxhiGFWSwZEt956BNn2Pv3o9p5Y/zZNLRmHPfiSR+ALnpydQ2t1f+nvncmRsYL/nbrSSHSw4eEXk+ME6VUGRHpuRPRERERHrVrW+tYMgVL1EX6s4Zyw/untPp+ciiLDZUNztPggF47y9w30zq6+s5zfdbHs67ADypnd6Tl+6MbQiPiGj2BRhWkEFWqifuZ/9w+mAA9htZEBkaL7Kz0bZPEREREek1t761gr++sRyAe99fzS8PHx0zttnXBsDp0wYBkOZx4fUHoWYtPH0+bJgD47/HIQuOpDKYzqhQfEe56R7agpbG1jayUj2U1nuZNaG423UWZqfy8iX7MbxQZ/hk56XKn4iIiIj0ivIGbyTxA3hvRUXM2Je/3EJNs5+LDhpBUajZS1qSi0P8b8Od+0L5YvjevXDiv6mzToLm9Qe73Cc31KmzttmP1x+guslH/5zULnHRjOufTUqSO+HvJ7KjUeVPRERERHrF6oqmTs/Xh7dwRnHBI58D7QPbaa7m5HV/YLx9i0DR3ri/dzfkDaa22Yc/YGPeJzfN2d5Z2+ynxe/MAizOiX3eT2RXosqfiIiIiPQKrz/Q6Xltsx9/oGu1ruNZwEPHFsGqt+HOGYyueZeb/CdzTf6fIc85k/fhyqpI7O2nTe5yr4IsZz7gMf/8gE9WO7HThuZ/8y8jshNQ5U9EREREekXH5C85yYWvLUhFQyv9cztX4v76xjIALj+ghIFzroa5d0PBaC43v+b58kImbW4f3XDho06FcMm1s0hL7rpFs+PYhkWb68lMSYrb6VNkV6LKn4iIiIgkzFrLirKGhGLDZ/L2GJTLg2dPBWBpaX2XuPkbaplgVnPRynOcxG/az+D82QzdbR8Amlq7NnaJlvgBuF2GPx43PnLf4X0zMMYktF6RnZ2SPxERERFJ2GNzNzDzb+9FtlTGE6783X7aZHYrycEY+GrTVslfoI2j6h7huZQ/4PI1wRnPwhE3gieNSw8ZyYGj+0bO7rWFtoxePnNU3M8Nj3VYWtrAsL6ZPf2KIjutbZb8GWNSjTFzjTELjDGLjDHXhK4fYoz53Bgz3xjzgTFmROh6ijHmf8aYlcaYT4wxQ7bVWkVEREQkut8+8yUAf3h+Ubex4aQtzeMmMyWJoX0y+GpTXXtA9Wq4/wjO8z/K4tyD4IKPYPhBkZddLsOY4mzK6r0EgxZvWzByv3hy0tpn+g3po9ENImHbsvLXChxsrZ0ITAJmGWOmA3cCp1trJwGPAr8LxZ8D1FhrRwB/A/68DdcqIiIiIlupamyNPF5aGn/rZ1sgyNtLy0lOcpGe4iRrEwbk8OWmOrAW5j0Ad+6LrVzGpf6LeGPc9ZCW1+U+/XJS8Qcs1c0+WnxOMpkaY8tn2N7D+3DWjCHsXpKT0Iw/kV3FNkv+rCN8WtcT+rGhn+zQ9Rxgc+jxccCDocdPAocYbdgWERER+c7MXVOdcOyd767i/RWVXHPs+MjsvPH9s/HXleF/+GR44VIomcKK773Oc4EZFMWYxRee+bel1hvZRtpd5S/V4+bqY8fz/EX7Mro4K+E1i+zstumZP2OM2xgzHygH3rDWfgL8BHjZGLMROAO4MRQ+ANgAYK1tA+qAPttyvSIiIiLSbnWlM7evMDROodMWzq18uamOkYWZnDp1UOTapJaPeTXl17jXzoZZN8IZz3LjR04FceqQ6OMYBuY7nTrXVzfTHK78edS2QuTr2Kb/5lhrA6HtnSXAVGPMBOAy4EhrbQlwP/DXntzTGHOeMeYzY8xnFRUV3/6iRURERARwum4muQwji5wmKlc++1XM2AZvG7npobN3rQ3w3EVMm3MhpTafL454Fqb/DFwuNtW0MGFANiOLolfohvfNxBhYUd7A3LVO5XFogc7xiXwd38mfTay1tcA7wBHAxFAFEOB/wIzQ403AQABjTBLOltAubaWstfdYa6dYa6f07du319cuIiIisqtatLmeVI+bGcMLACjOTokZ29Dqd7purp8Dd+0L8x+hbsolnOC7ltXOr3gAVDW1stuAnJj3SfW4GZiXzoryRh6Zs47dBuQwrl92zHgRia3b5M8Yk5/AT24C9+kbjjPGpAEzgSVAjjEm3K83fA3geeBHoccnAm9ba20Pv5+IiIiIfAs+XVvN7OUVNLa28dMDhgPQNyt28tfc3MIpDQ/A/Uc4F85+hZTDr8ZPEuUNTuOYYNBS0+ynT0bs+wD0z01lfVUzy8oaOHhMoeb2iXxNSQnEbA79xPu3zA0MivM6QD/gQWOMGyfpfNxa+6Ix5lzgKWNMEKgBfhyKvw/4jzFmJVANnJLAWkVERESkF6wNnfcDZ5D65EG5LNkSveOnf/NX3Nb0K8a3rIXJZ8Lh10NKFqk4YxhK67wA1LX4CQQt+RnJcT87O9XDnNXOls9JA7utOYhIDIkkf0ustXvECzDGfNHdTay1C4Eu97HWPgM8E+W6FzgpgfWJiIiIyNdUXu/lztmruGzmKLJTPTHjktyd6wCjirJ4a2l556BgAD6+Hfdbf6TQpPLJtNuYdsSZnUKKs1Mpq3eSv/C4iD6Z8ZO/8LxAgH1GFHT7nUQkukTO/O39LcWIiIiIyHbmvg/XcP+Ha7njnVVx45JcnX9tLMxKoaqxlUAwdCqnejU8eAy88XvKivbj8NabyJp4fJf7FGanRJK/eeucat7Ybs7wrSpvjDxOTlKnT5Gvq9t/e0IVOACMMVH/HNQxRkRERER2DPVeP3fPXg3AXbPjJ3/+QBCAPqEtmn2zUghaqGr0wqf3wZ37QumXcPydnFh9IdVkM6xv166cTuXPOfO3pc5LXrqHUTE6fYY9cu50AK4+ZlzPvqCIdJLItk8AjDH3AkcbY9pwzgAuBBZaa2/rrcWJiIiISO9ZXdHU6bm1NmYzlfDWy2cv3Adwkr9Cakh74hTY8C4MOxCOu50yU8CmurcY1y+b1CjD2IuyU6kIVQxL67wU56R1u86hBRmsvO4I3C41ehH5JhJO/oD9gRJrbcAYMwCYCOzeO8sSERERkd4WbrwS9sHKSvYbGX10VnWjD4CCzBSwllEVr/F6ym9J3xyAI2+GKeeAy8UnCzYDcNOJ0X9NLMpOIRC0LNpcx5Y6L/1yUhNaa5Jb2z1Fvqme/Fv0CdAHwFq7yVr7srX2xt5ZloiIiIj0tvoWf6fnZ9w3N2qck6zVMyA3jTR/DTzxI4bNvpQ1th+v7fckTD0XQmcCV5Y3YgyMKMyMeq+UUDXwupeWUFqfePInIt9cT5K/u4HZxphfGmP2M8bEnsYpIiIiItu92hZfQnF/emkxry4q5UjPPLhjOix9Gf9BV3Gi7w/cOr/zGObXF5Wyx8DcqFs+AY6d2B+AYX0zqW7yUZyt5E9kW+lJ8vcw8BDOVtELgI+MMfFPBouIiIjIdqum2an83X/2XnHjnvrwK27x3MGVDX+CrGI4fzaeA35BADdLSxto9rUBUNHQytLSBmZNKI55r1SPmzSPm8fmrgcgv5sxDyLy7enJmb+N1tobOl4wxqR8y+sRERERkW3k0zXVDMhN46DRhZFrtc0+ctPbE7Lmxa/yesqvKaCOtwrP5pCf3ARJnRO2mmY/6clJrKpwRjJ0N7oh1eOKNJA5YY8B39bXEZFu9KTyN98Yc2nHC9ba1m95PSIiIiKyDQSCls/W1ZDq6fzr4OrKUAfQ1gZ44VLSH/8B9Tad6/vfxoyf3NIp8bv44BEA1DQ520cbvE4FMDctfjUvLbQldPKgXNKTe1KLEJFvoifJXxHwU2PMZmPMi8aY64wxJ/XWwkRERESk93y0qhKAo3bv3+n6llovrHkf7pwB8x7kswFncIzvOmbsN5O05M7n+PYdUQBAXahxTHgrZ1Zq/IQuNXSf/AxtIhPZlhJO/qy1J1trxwJDgauA5cC03lqYiIiIiPSOrzbVRTp7TujvbNE8fdogUmll6Gd/hAePBlcSgbNe4cRVR9BKMjnpni73CW8PrWl2Kn9vLy0Huk/+Wv3OwPjRxdE7gopI70g4+TPGHGGMmYMz3P0KYLm19pe9tjIRERER6TGvP8DbS8uw1saM2dJhvl9xaNTCNZObeSn5t4xb/whMPR9++gEf+kZE4gbnp3e5T14oIQw3jgnLSu2aKHaUk+a8vntJbjffRkS+TT3Z9nkH8AtgOnAP8BdjzKm9sioRERER6TF/IMiY37/Kjx/4jOdDw9ajCQTbE8OidOCNq0h6YBZpLj//Hv4POPImSM7A1+ZU6O4+Y08Ko4xkCFf+Nte2EAzd86wZQ0hOiv8r5h+PH8/A/DT2GpLf068oIt9AT5K/cmvth9baGmvtm8DhwJW9tC4RERER6aGvNtVFHl/63/kxq3/h4e4HZm2m8LFZ8OE/YI8zOD/zNj5z7RaJaw0lf0MLMqLeJznJxW4DcliwoZam0LiH/rndz+3bc3A+7//fweRnaMyDyLbUk+RvjTHmT8aY8L+lfqCtF9YkIiIiIl/DxpqWuM/D3l60gcuTHuf+wBWYlho4/Uk49lbSMvOoamwf/P7p2moAUuJU8vpmpVDv9dPU6oxuyEyJv+VTRL47PUn+gsAJwAZjzAfASuBdY8zIXlmZiIiIiPTIptrOyV64ctfJlgX8fPV5XJL0LOx2IlzwMYycCUCfzGSqQmMbrLU88NFawBnMHktWahIN3rbIZ2ekxI4Vke9WwoNVrLWnQWSw+wRgYujnXmPMMGvtoN5ZooiIiIgkYtNWlb7G1g6btAJ++ODv2Nk3kmcyOcv3Kx444Xed4vMzkqkOz+zr8N54lb9w8jdvnVMl3GNg3jf9GiLSS3pS+QOcwe7W2nnW2n9bay+11h6oxE9ERETku7eqopH+Oancf/ZeADzx2QbnhS0L4Z6D4J0/8bx/Koe13kT2bkd1eX+fUPLn9Qcig9uhu8qfh+omH3NWV5OVksSgPl27gorI9qGnox4+McYsM8Y8boyZ3psLExEREZHE1TT5mLO6igNG96UkNw2A/32yGmbfBPceBE3l1BxzP5f6L6KOTP5xyqQu90gJJXm/eGJBp/ENye7YvzI2hyqEby8tp3/oc0Vk+9TTUQ+X0z7q4WaNehARERHpPdZabnxlKa9+Vdpt7OIt9QQtHLN7f0YWZTEtbROvZf0R3rkOxp8AF8xhY9EhAFx55FiMMV3u0eJzmra8tHBLpPL3j1Mm4XJ1jY2sscPjfgl0+hSR745GPYiIiIhspxZtrueu2av46cPzqGxsjRtb0+wkawXpLnjnBh61V5DnL4eTHoTv/wvS8ylvcIa7TxkS/VzerAnFAEwdmh+538RuBrG3dZgZqMqfyPZNox5EREREtlOrKhojj0vrvHFja5v9jDHrGfrssTD7Rpb0mcnhbbdgxx0XialocBLIaAPbASYMyKEkL42S3DTKQ7F53cziO3Zi/8jjXx8+Jv4XEpHvVMLdPmkf9XCuMWYFMAh42hgz0lq7oldWJyIiIrILq/e2/529tsMZvK2tLaum+sWreCH5BZIa8+AHD/NZ9QQqXlhMVZOPgswUADaHEsiCzNgJXWZKEvVeP1+sr2FAbho5afHn9k0f1odV1x+JPxCM2xhGRL57GvUgIiIisp16KDRnD2BzXfSB7cFNX5D80I+5JGk1TwX24/sXPQTp+fRb5JwT3FLrjSR/c1ZXMbZfNilJsZO0krw03lxSjsvAD6cPTmidbpfB7VLiJ7K906gHERERke3UivL2bZ//9+RCrO3QXsXvhTf+gL33YNzean7s+yUnXPMCpOcDMKwgA4ClpfWRt1Q0tDK8b0bcz8xKdSp9QQvHTeofN1ZEdizdJn/GmM+/jRgRERERSVx4aDo41TigffzCxnlw9/7w4d95om1/ZrbexNvByZ26cg7vm0mSy7CmsgmA1rYAayqbIsldLLnp7a9PHqSB7SI7k0S2fY41xiyM87oBcr6l9YiIiIjs8qy1LCt1qn5vXr4/i7c0cMljX1BTW0v+B/+AOXdAVj/44VNc8S+nMctN39+90z1cLkNmahINoXODn6x2ksnuzvBdPnMURdmpnDVjSNRxECKy40ok+UukbVPgmy5EREREZGfnDwTxxBmYHvbs/E389pkvAeibmUp+eit7maUM+O9voWEt7HkWzLwWUnNIcr1MW9By1O79utwnKzWJBq9TLQx37zxlr4FxPzsr1cNPDxjesy8mIjuEbpM/a+26bbEQERERkZ1ZVWMre/7pTQAuPngEvzhsdMzYNRVNkcfZrmbGfXEN/0v+D97gAPjRizB0PwCCQUtykovT9ywhI6Xrr3VZKZ5I5S885qFvVsq39p1EZMfS44YvIiIiItJzL39VGnl829srOzVi2dqtb68E4A/jSjF3zCBvycM8EDicF2c8FUn8ANZVN9PsCzC+f/QTOFkdtn1+sb4Gt8tETRJFZNeg5E9ERETka/j5f7/gupcWJxy/vLSh0/PXviqLGtfiC5BDI39JuouzV18OnjR8Z77MtW1nUt7aeZzC5+tqABjXPzvqvbJSPdR7/VhreX1xGYGgjRonIruGhP70Y4wZAwwAPrHWNna4Psta+2pvLU5ERERke/Xs/M0AjCrK4qQp8c/RAdQ0+yKPk90umnxtUeOe/u89vJFyI/nUw76XwQG/JsWTxoDct1m4sa5T7KuLSumXk8q4ftGTv+zUJJaWNvCDe+YATiVQRHZdiYx6uAR4DrgY+MoYc1yHl6/vrYWJiIiIbK/aAsHI4189uZC68AiGGKy1zF5WAcBtp+5BSX4aG6qbOwc1VsATZ3P66iuotDk8OOF+OPRq8DhjHiYOzGF1ZVOntyzeXM/UofmdRjx0FE725q5xOn2ev/+wRL+iiOyEEtn2eS6wp7X2eOBA4PfGmEtDr6n/r4iIiOxyykLNU8IOvPmduPGfrKmmobWN9GQ3x0zsT0leOptqW5wXrYWFT8DtU2Hpi7zT7yecbm7gnJOO73SPwqxUyuq9kef+QJAtdS0Mzk+P+bn9c9M6PV9X1RwjUkR2BYnU/l3hrZ7W2rXGmAOBJ40xg1HyJyIiIrugzeHELaSmm8pfXYvz+u+PHgdAn4xk1lQ2Qu0GeOlyWPE6DJgCx93O02+1kF1f2+UehdkpNHjbaPEFSEt2s6mmhaCFgXGSv91KNIpZRNolUvkrM8ZMCj8JJYJHAwXAbr21MBEREZHtVWmdt/ugDsIdN/cZXgBAToqL/etewN6xN6z9EA6/Ac55nWDBaF5YsBlfW7DLPQqzUgEob3A++4OVlQCMLMqK+bm5acmd75GtMQ8iu7JEkr8zgdKOF6y1bdbaM4H9e2VVIiIiItuxjtsvw/7z8dqY8a8vcn6Vyk5LgsqVnLzoZ1zn+TdVuRPggo9g7wvA5WZZmdMRdEuU5LIwNJ8vPKx9TWUTqR4XE+NU99KTO3cHvfjgkXG/l4js3LpN/qy1G621pcaYVGPMhNBPaui1D3t/iSIiIiLbl7J6L6keF2tuOJJfHe4Ma//9c4u6xHn9Ac647xPeXlqOmwDZn98Jd+3DKLOeX/nP4+VJd0LekEj8p2udxixH7lbc5V5F2amRzwaoafJRkJmCMbFP4ZTkpTEwv/3cX6rHHTNWRHZ+iXT7TDLG3ARsBB4EHgI2GGNuMsZ4enuBIiIiItvKW0vKOOeBT/H6A3HjyupbKcpOxRjDviMKYsbN31DL+ysqGW3X8G7OtbjevAqGH4Lrwrk8Yw+itL69cczCjbVcFUogbzt1cpd7hSt/4S2n1c0+8jOSu8R1lOR28fYvDowbIyK7jkQavvwFyAKGWmsbAIwx2cDNoZ9L47xXREREZIfxiycWUNvsZ9HmOvYcnB8zrrKxlYJMJxmLNWAdwLR5uSLpMX7ifommtlw4+SEYeywuY8hN/6pTo5g3FrcPfXdHGd2Qm+4hL93DijJn5HJNk4+89PjJH4DH7eI3R4xhVJyzgSKya0jkzN/RwLnhxA/AWlsP/Aw4srcWJiIiIrIt1Tb7qA0lYyvLG6PG1LX4Oexvs/loVRUZKc7f0D1uF7sNcM7ddaoYrvuICc8fyU+TXuCpwP54z/sYxh0HoW2auenJ1HYY/J6d6myouv20rlU/AGMMEwbk8OUmZ9B7IpW/sPMPGM5BYwoTihWRnVciyZ+11tooFwNAl+siIiIiO6JrXlgcebyxpiVqzIbqZpaXdU0MT506CICaZh+01MALl8L9R2ADfk71Xcm7Y66iqKjzOb6CzOROjV1qW3y4XYYjJnQ97xc2tl82K8sb2VzbwobqloQqfyIiYYls+1xsjDnTWvtQx4vGmB8CS3tnWSIiIiLbToPXzzNfbIo8j5X81be0b9Osamw/r5eX7lTt/ItehI+uhKZK2Psi9v9gCtXBZJafskeXe+02IIcHP1pHIGhxuwy3v7MKAFeULZ9hxdmp+AJB7nzXiZ0+LPbWVBGRrSWS/F0IPG2M+TEwL3RtCpAGnNBbCxMRERHZVv4zZ12n5+uqmqLG1Yfm9QFUN7Vv2exLFXd6/sag1z+Fot3gtMeh/ySq33kJgOSkrputhvfNxBcIsrm2hT6ZiVXw+uU4HT+XbKkH4LDxsauEIiJb6zb5s9ZuAqYZYw4Gxocuv2ytfatXVyYiIiKyjZR12H45tl82CzfW0eILkLbVnLxOlb8mHwSD8PkD7PHaVfhcrazc7XJGHP9bcHtobXPO/501Y0jUzyzJSwdgc230KmM0ewzKA+CzdTUM7pOe8PtERCCxUQ8jjDH7WGvfttbeFvp5yxizjzFm+LZYpIiIiEhvauhQ0bv0kJG0BW1k4HpHFR22eh5TXAv3z4IXL6O1cHcO8/2ZxSPOBbezBfTm15YBMHVo9K2ZfUOjGyobfZH73nvmlLjrLM5JZVC+k/T1SbDZi4hIWCINX/4O1Ee5Xh96TURERGSHFt7Oef9ZezG0IAOA5aVdk7+/vLYMD218ut98bq65BCpXwPF3UnfSk2ywRTS1tieRqyucraMHjY7eZbMgtNWzosEbiQ1/djzNPqei+Pn62kS/nogIkFjyV2St/XLri6FrQ771FYmIiIhsYw1eP1OH5nPQmEKKQ+fq/u+phZ1i6pr97GmW8XLKb+j76U2YMUfDhXNh0mmkpzjVvt883f4rU12Ln+nD8rtsHQ3LS0/G7TJUNvpYXtZAcpKLIQls5QxNimBajIqiiEgsiSR/uXFeS/u2FiIiIiLyXfhoVSWfrKkmPZSkZadGaYngraPxmZ/zRPK1DMwETv0fnHQ/ZPYFICNKgreptoUBubGTOZfLYK3l8c82sLqikWEFGSS5u//V7K4fTubkKSU8dM7UxL6giEhIIsnfZ8aYc7e+aIz5Ce3dP0VERES2K9ZaXvlyCy2+QNy4Xz6+ACAy4N0Yw5VHjgWgrtkHi5+Df06l/4pHeDBwGK3nfgijZ3W6R5LbxSFjChlRmAmAry1IWb2XAXnx/04etFDe0EpFoy9yBrA7ew7O56YTJ5KSFL2iKCISSyLJ38+Bs40x7xpjbgn9zAbOAS7t3eWJiIiIfD33vr+anz3yOX9/a3ncuH65ToJW2aGZy4C8NAZQgeu/p8LjZ0JmIf8Ydjd3pp1HTm5e1PsUZKbQ4HUSyPXVTQQtlOTGT/5+d5STZC7ZUq8GLiLS6xIZ9VAGzDDGHARMCF1+yVr7dq+uTERERORrava1cf3LSwGob2mLG9s/N41562pICg9XDwaYuOkx3ki5keTNbjjsTzDtZ7xz5xxGFsX+1SkvI5maJj9tgSBPznMGxg/rG7+BS0moMuhrCzK4T/fNXkREvolEhrwDYK19B3inF9ciIiIi8q0VfHmCAAAgAElEQVRYW9kcedzsi5/8edxO0vevH+0Fm+fDi5cxYPPnvB2cRNX0Gzhpxgystawob+TkKQNj3mdUkTO0fW1VEzWhAfB7Do5eJQzreCZw1gQNbBeR3pXItk8RERGRHcrGGif5y0h2s7Em/hD1z9bWMKGvmxFf3AD3HgR1Gwl+71+c0/YrNtgCADbXeWn2BRhZlBnzPmOKswFYvKWBzXUtTByYiwm35oyhY2VwVFFWQt9NROTrSrjyJyIiIrKjKK33ArDX0HyWbIk2rtgxZ3UVI2vf51rPA/BxFUz+Ecy8BldaHllPv+Y0fAFWhAa+jyyMnaANCJ3vq2hoZVNtC2NDyWA8GSlJrL3xqAS/lYjIN5Nw5c84fmiMuSr0fJAxRj2GRUREZJv4cGUl069/K9JUJZ4tdV6SXIaJJbmU1bdGf0/dJopePY/7km+h0abBj1+DY2+FNGerZm56cmSQ+sryRgBGFsau/CUnOb9WlTd42VDdzMD87mf2iYhsSz3Z9nkHsDdwauh5A3D7t74iERERkShuenUppfVeFm6s6za2rM5LUXYqB48pBOChj9e1vxgMwNx74fZplFS8x03+kznF3ASDpne6h8vA2somAFaUNVKQmUxenI6c4eRv8eZ6/AHLtGEawi4i25eeJH/TrLUXAl4Aa20NoJ7EIiIisk0s2uxs3zz9X5/gawvGjS2t91KUncLEgbkMK8jgy3DCuGUh/OtQePmXNPadxCzfTdwROJ4Xfn5Ql3vMmtAPb5szI3B5eUNkhl8s7lC30PdXVAJQkJHY3D4RkW2lJ8mf3xjjBiyAMaYvEP+/vCIiIiLfguVlDbQFbeT50tLY5/gASuu89MtxzuCNH5DDp8s3EHj1SrjnQKjbAN+7l1uKbmSTq5hPrzyUkryuWzTTk934AxZ/IMjKssYeN2TJTff0KF5EpLf1JPm7FXgGKDTGXAd8AFzfK6sSERER6eCwv73X6fmmOB08rbWhyl8qAD/IWsCLrstwz/kn7HE6XPQp7H4y5Y0++uek0TcreoUuvI3zo1VVNLS2xT3vF01htip/IrJ96cmcv0eMMfOAQwADHG+tXdJrKxMREREBykOdOwEuOHA4d7y7iupQF85onv58E82+ACOSq+Cx09h32UsssYMoO/wuJs04PBJX3+InOy12dW5FmdPk5Uf/ngvAmH7dd+8MmzG8DylJ7oTjRUS2hR7N+bPWLrXW3m6t/acSPxEREfkmapt9bKqNP4MP4MnPN0YeHz7eGYReVt8aNdbrD/B/T3zOue4XOXnuibD6Her2uZJjfH9isXtsp9i6Fj85cZI/f6D9dEt+RjITS3K7XWvYP0+bnHCsiMi20m3lzxhzebzXrbV//faWIyIiIruKSde+ARB3zp3XH+CmV5cB8PA505g4MJcxxVnMWVUFM7vG3/foY7yY/GfGutbTMHAmWcf/jczsEsy7r7AhNPgdIBC0LNxYxw+mDIz52eftP4znF2wG4MjdiiPbQOMpyUtjXL9s8uN0BRUR+a4ksu0zfLp5NLAX8Hzo+THA3N5YlIiIiOy86pr93DF7ZeT5Cws2c8zE/lFj311WEXm878gCAMb3z+HDlZWdA1tq4M2ruXDNA2w0BXy+921MPuwMMAY3zgD2DdXtyd87S8sBGJifFnOdEwbktH/2iIKEvtsHvz44oTgRke9Ct8mftfYaAGPMe8Bka21D6PnVwEu9ujoRERHZ6dzz/irunr068vztpeUxk7/w+ISOSvLSKGvw4msLkuwC5j8Cb/4BWmp4Ju0EfltzDEsO/36n9wzMT++U/JU1OOcIT5hcktCah/XtWbMXEZHtUU/O/BUBHU9X+0LXRERERBK29Tk70zW/i2hs9QNwzxl7Rq4NyEvDWqhcswAePBqevwgKRmHPm81lNSfRQmqX+wzMT2fhpjqaWtsAqGp0fqXpmxm/I+eZew8GYGhBRvdfTERkO9eT5O8hYK4x5upQ1e8T4IHeWJSIiIjsvLZO/vwBGyMSHvxoHQCTB+dFrg3KtFyR9BjFjx4KZYvg2Nvg7FfYlDoi5n32GpKHtbB4izMfsLKxlZw0T7fn+K45djzL/jQLj7tHPfJERLZLPRn1cJ0x5hVgv9Cls621X/TOskRERGRn1drW3kVz+rB81lQ2xoydv6EWgKzUJLAWlrzAlFeuYHrSJtaUHM/QU26BDOc83sNz1gPw5uX7d7nPyEKnhUFNk1Pxq2r00Sez+6YsxhiNbBCRnUbCyR+AtfZz4PNeWouIiIjsAlr9TvJ36SEjcbsMf31jOXXNfnLSu45d6JuVwrh+2aQ0bISXLoeVb+IqHM+Jledw0LDjuDCU+K2uaOSu2asYmJ/GiMKsLvfJDd27JjQfsLKxlYIMDWEXkV2L9jCIiIjINtXaFgDgwoNGsHuJ01FzaWl91Lj6hgbON0/D7dNg/RyYdSOu899jgWssjaHze9Be9Yu1PTO81bS+JXTmrymxyp+IyM5EyZ+IiIh8Y5c/Pp+J17zebVx5g5ebX18OgMdtGNsvG4ClpQ1dYjd99jKvJv+aGevuhJEz4YI5MP1n4E7CH7B8tKoqEhtO5B4+Z1rUz01PdjY7Nba2Ud3kY2V5Y9yzhiIiO6OEt30aY1KA7wNDOr7PWnvtt78sERER2ZE8/fkmAF5fVMph44tjxj340drIY2MMhVkp5KV7Olf+6jfDq79h2OJnWevqR/2Jj5M94fAu91oQOg8IUN3kIyPZTf/c6HP73C5DmsdNs6+N91c4swPDnURFRHYVPan8PQccB7QBTR1+RERERAA47z/z4r4e3KrYZoxhTHE2S7Y0QMAPH98O/9wLu/xVbucH/GPkA1ETv7AWn7OFtKqxlT7djG1o8Qd4YcEW6r3O1s+bvj+x+y8kIrIT6UnDlxJr7axeW4mIiIjs9IK261bL0cVZrP7sNexdl2MqlsKImaybdg1/uW8tN4+JPoT9h9MH8fCc9VQ2tjIwP53KRh8FCZzhK633Ulbnxe0yDMiLXiUUEdlZ9aTy95ExZrdeW4mIiIjssOINau/I37ZV8tdQyumb/sRDrmuwrU1wymNw+hNUJfcHiJnQHTS6EHAatwSDlhXlDTG3fIYNzHdeL6330jczBbcrwUWLiOwkepL87QvMM8YsM8YsNMZ8aYxZ2FsLExERkR3DqopGrIWsFGdD0bx11VHjrLX8+8M1ALgJwJy74LYpDKt4g3+2HceaH7wDY44EY6hvcc7jZad1Hf8AUBDa4lnZ0EpFYytl9a1MHZofd52n7DUIgPeWV0QSQRGRXUlPkr8jgJHAYcAxwNGhf4qIiMhOpt7r560lZdgo2zS3dsgtswG49dQ9AHj2i81R4xpCoxmmmSV8WnAtvPprGLgXC45+hZvbfkCZt70SV9HQCkB+evTKX1F2KgCfrKliY00LAAPz0uOuMyvVSU7LG1rZZ0RBt99LRGRnk3DyZ61dB+TiJHzHALmhawkxxqQaY+YaYxYYYxYZY64JXTfGmOuMMcuNMUuMMZd0uH6rMWZlqNI4uWdfTURERL6uhz5ayzkPfsZbS8rjxnVMDg8c3Ze9h/Vh4aa6qLGVW9Zzi+dO/pfyR/LdXjj5Ifjh02SXjAHaEz6A+RtryUpJYlB+9ISuOCeV4uxU1lc3RzqFDu+bGXetOR2qiMWh5FFEZFeScPJnjLkUeAQoDP08bIy5uAef1QocbK2dCEwCZhljpgNnAQOBMdbascB/Q/HhSuNI4Dzgzh58loiIiHQQDFr+9+n6yID17oSrdPM7jFOIJjw0/bJDR2GMYUhBBhurmzsHtfngo9vo9599Ocb1EZt2uwAunAvjjgNj2rdwNvoib/l8XQ17DM7DFedc3oC8NBq8baytbCLV4+p2K+eADmcCRxbFTxRFRHZGPdn2eQ4wzVp7lbX2KmA6cG6ib7aOxtBTT+jHAj8DrrXWBkNx4T8xHgc8FHrfHCDXGNOvB+sVERHZab24cDOrKhq7DwyZvaKCXz/1JTe+srTbWGst973vnM3bWNMcN7be65zN65/rVNIG5qdR1eSjKZQ8svYDuHs/eP13fOgfzWG+m2g78HeQ3F7RywidFWwOvaeuxc+ysgamDM6L+9lZqUk0eNuoaGilMCsV003XmY6VwcmD4t9bRGRn1JPkzwAd/1wYCF1L/AbGuI0x84Fy4A1r7SfAcOAHxpjPjDGvGGNGhsIHABs6vH1j6NrW9zwv9N7PKioqerIcERGRHdZFj34ROWvXnfIGL+8sdf62uqCbSh7Awo11tIUG8j07fzP+QDBmbN1WjVnC5+62rF8Bj/8IHjgK/M20nvQYP/H/irW2H/1yOlfoPG4XHreh2e/8mjF/Qy3Wwp7dJn8evtxUx2uLyuiX0/02zryM9vOD3SWKIiI7o57M+bsf+MQY80zo+fHAfT35MGttAJhkjMkFnjHGTABSAK+1doox5nvAv4H9enDPe4B7AKZMmdL9qXQREZEdXFucZCyaqde9FXnc2tb9exvDVbuQysbWLglb2C8eXwC0n6cblJPE+e4XGPrfZ50/ER90Jcy4mA01bcB7/OXE3UlO6vq35/TkpEjlb966GlwGJg7MjbvO3QZk88KCzbT4A5wydWC33wvgd0eNZUudN6FYEZGdTU8avvwV+DFQHfo521r796/zodbaWuAdYBZORe/p0EvPALuHHm/COQsYVhK6JiIisksLV9u+jhZ/92f+Khudxiv7jXQ6YpbXt8aMXVbWAEB2qgeWv86E5w7nN57H2Jg3DS6aCwf8H3jSePnLUgD2GhJ9HIPHbXhjcRngnPcbU5xNZkr8v1GPLMyKPD58fHG33wvgJ/sN4/dHj0soVkRkZ9OTbZ9Ya+dZa28N/XzRk/caY/qGKn4YY9KAmcBS4FngoFDYAcDy0OPngTNDXT+nA3XW2i09+UwREZGd0WF/e+9rv7e5tfvk79L/zgfgspmjAFi8pT5ufImpYOhb58OjJ+FyuTk/+BvuH3Q95Dpz9doCQf76hvO/91jdOysbfWyu87J4cz1frK9h8uD4VT/ovI0zPbknm5lERHZN3f6X0hjzgbV2X2NMA06DlshLOH1cshP8rH7Ag8YYN07S+bi19kVjzAfAI8aYy4BG4Ceh+JeBI4GVQDNwdoKfIyIislOravJ1H9RBSV5aZBZeZWMrwaCN2UUzGGz/X/0eA3Nxuwwbtu7eGVJXV8Mvkh7nPPdLJK/3wCFXYfa+mPW3f0Jzh2Y04W2Ww/tmxO3eCU5Vs8kXoKSbmX0AQ/tkAPDTA4Z3GysiIgkkf9bafUP/zOoutpv7LAT2iHK9FjgqynULXPhNPlNERGRnlOQykYYs3QkELWX17Wfc2oKWqiYffbNSosaHt3yC0xQlPdlNs2+raqG1sOQFmv53KRcnVfNMYB+Ou/AeTG4JAJMH5fL8/PZB7zXNTrL6myPGdrveeeuqgfaB7PHkpHtYePVhpHvc3caKiEjP5vz9OZFrIiIi0nuCQUtb0EaapqytbIobv7ysAX+gc6L46lexT1Gc8+BnAPzzNOfvtenJblo6Jn+lX8GDx8DjZ1BnM/h+6x9wff9eXKHED6B/bhoNrW14Q+cLq0OVyo7bNLd29THOObybX3e2h2alemLGdpSd6iHJ3aNTLCIiu6ye/NdyZpRrR3xbCxEREZHu/f2tFQDsPiAHINIkJZa5a5xK2kdXHMyCPxwGQEVj7G2jX26qAyBcWEzzuPlodSV46+DlXzkz+8q+4uMxV3C073rm2dEcO7F/p3v0CSV54e2p4W2j4VmA0Yzt1/kUSSKVPxER6Zlukz9jzM+MMV8Co40xCzv8rAG+7P0lioiISNhLC53tlNlpHsYUZ3Wb/C0trSc33UO/nFRy0jxkpiTR6G2L+x6AiSVOcrm+qpG9616m7R+TYe69MOUcuPhz7vUeSgA3n155aJeZeX0ynS2lVaEtpF9sqCUv3UNxduzkb+vxD6OKvtFpExERiSKRP6s9CrwC3ABc0eF6g7W2uldWJSIiIlGtqnC2eY7rl01+RjLvr6iIG7+stIHRRVmRBC0zJYmm1tjJX6rHxZl7D2FwnwzYMJdX0v/A6OAqGjL3JOuMJ6G/sx20tnkJU4fmRz072CfTqfytKGtk95JcvtxYx5Qh+XEHq2/92oDc6HMFRUTk6+u28metrbPWrrXWngrUA0XAYGCCMWb/3l6giIiIODbWtHfdvPTQkQzKT6esvjVyti6a0jovA/LaE6mMFDeNvujJX02TD68/yFBPDTx5Dtw3k6GpTVziu5B5hzwWSfwAyhtaYyZoBRlOQviLJ5wB8KX1XvrnxK76Qc8H14uISM/1pOHLT4D3gNeAa0L/vLp3liUiIrLr+Nf7qznz33Pxd5MAdRzu7nG7GJjvJF/hMQ5b++G/PmFznZe+me3VuXjbPhes2cLPk57k5DknwNIXYf9fsfqUd3k+uA/etva1WWspr2+lMDt6x9CSULI5sjCTxtY2GrxtFOfEr+T16bDG136uvy2LiPSGnpymvhTYC5hjrT3IGDMGuL53liUiIrLr+NNLSwD4+f/mc/tpk2PGVW3VqKUodIauvMHLiMLMLvEfrKwEoKBj8pcaZduntZTOfZqhL13BgUnlBEafAIddC7mDSA11E23pUF2safbjCwQpyopezXO5DFMG55Gc5GJdlfP+wX3iz+0bWpDBm5fvz9CCTNzdzAIUEZGvpyfdPr3WWi+AMSbFWrsUGN07yxIREdn1vLQw9ggGaJ/BN6rISfTy0p2zdbXN/pjvgc6dMzOSk2jsmPyVLYaHjqP4lR/jw8Opvitxn/wA5A4CnFEPAC2+9spfeG5gcZytnGmh+YDrqpytqt0lfwAjCrOU+ImI9KKeVP42GmNygWeBN4wxNcC63lmWiIjIrmFFWUPkscdtCAYtrhgJUDj5e+pnM4D25C88RL2jYIch8B2n/GWmhpK/5mp49wb49F+Qks1V/h/xaOAQ2rb61SAzNQljYEtd+9bScPJXFGPbJzgjIt5fUcnqikYAp4GMiIh8pxJK/ozTgusSa20tcLUx5h0gB3i1NxcnIiKysysNJVIA/oClydcWdcB5MGi5/uWlgHNuDyA7zflnfUvXM3xlDc59PW7DCXsMiFzPSYajWp6HW8+G1nqY8mM46EpevGUebU0+nvrZ3p3uk56cxJjibL4Kzf+D9o6jA/NiV/PCZwRvfn05wwoyImsWEZHvTkL/JbbWWmPMy8Buoeeze3VVIiIiO6im1jbmb6hlnxEFCcVf/NgXnZ43tkZP/jqeuQuPRUhNCm/J7Jr87X3D2wDccvIkUj1OHKve4ZIVl5PHanyF+5F81J+haDxef4DqJh+/mDmKPQfnd7lXYVYK66vbO40u3lxPUXYKhXHm9l1y8AjeW+6Modg9NDNQRES+Wz058/e5MWavXluJiIjITuDu91Zz+r8+Ya/r3qS8Q1UvmtI6b+S83hnTBwMwb11N1NimKAmey2VID52t66ilw/PRRVlQuRIePQX+czwp+DnXdzlLZ/4HisYD3Z/hW1vVxKqKJioanG2nayobGVbQtcFMR+P7tyd8Y/plx40VEZFtoyfJ3zTgY2PMKmPMQmPMl8aYhb21MBERkR1R+IxbRUMrd81eHTd2+g1vRR4fOq4IgIse/SJqbHOrk9ANK+h8di492U3zVnP+lpbWA/DrA4sZPf8GuGMarP0ADr2Ghce9zhvBKTR2SBC31DnJX78Y4xgOH18MtCeJa6uaGVIQ/wxfqqf9V4wxxVlxY0VEZNvoyQb8w3ttFSIiIjuJtkB7e5UGb/wunGHF2alMKsmNGxPu0PnrI8Z0ub5wY22na4s2VnO6+03OW/ActFTD5DPg4N9DZiEZG52ze699VcqM4c7W1KVbnGSxX270yt+Bo/pyz3uraWxto67ZT3WTr0sSurXw1lSAsar8iYhsF3pS+bvAWruu4w9wQW8tTEREZEdU3tC+1bPjUPatBTp04yzMTiEn3cNZM4YAzhD1rb23wjk/13FsA4DXH+SrTfXt71n5JofO/j7Xef6Nq+8oOO9dOPY2yCwEICPFOf/34MftDbs/W1dDv5zUmAldRqhZS6O3jTWhuX3dVf4AHj5nGv84ZVJkHqGIiHy3epL8zYxy7YhvayEiIiI7g821Xr4/uYT9Rhbw+uIyvFttyQz759srI4/Dg90LMp3RDf5A5+Tv07XV3PTqMvpmpTBlq4YsFx40HIDq9Yvh4RPh4e9DWwu35P4Oc/Yr0H9Sp/j05PbkMZwwltZ5GZSf3qla11FmKOFsbG1jTaWzrXVoQfdz+/YdWcBxkwZ0GyciIttGt8mfMeZnxpgvgdGhs37h835rgC97f4kiIiI7hrZAkPIGL/1zU5kwwGl4sucf34gaO3dtFQATBmQzMN9JpMJdOe99v/NZwZPu+hiAs/cZQnJS5/9171+SxFVJD5H3wP6w4RPszD9yVOAWqgfPgijJXHFOKlOHOglkY2sbbYEgqyoaGZQfO5krzk7F4zYsKa1nTWUzLkNkzSIisuNIpPL3KHAM8Hzon8cARwN7WmtP78W1iYiIbBfOvn8uZ9z3SbdxCzbWEbTO/LvwFs4mX/TKX3G201zlv+e1z9VrCjV1+ctry6K+p1PVr80HH9/OXs8fzI/cr7G65Hi4eB5bxp9LldcwsjB2N85Tpw4EnEYv76+opKbZz36j+saMz0hJYmRhFstLG7j1rRUELaSExkyIiMiOo9uGL9baOqDOGHM28D1gSPh9xhistdf26gpFRES+Q19urOOdZc55u2WlDYyO07lyRVkDAHsP7xM559YnIzlqbL3Xz9h+2Z2Gn8c7IwhQlJ0C1sKyl+H130H1auywgzhiySyOH34oIzIL+WzBZgCmDOk6ry9sXD+nKrlkS30k4dxrSF7czx6Yn8b8DbVxY0REZPvWkzN/zwLHAW1AU4cfERGRndZxt38QefzMF5vixjZ4nY6cuenOkPYT9ywhJSn6/2rXVTVFzviFBYLBLnFPf74RgIxkN4P9q+E/x8N/TwN3Mpz+FO4zn2V90uDIvMBNNS0ADI3TkKVvVgoANU0+/vrGcgDy0qMnqWG5acmU1Ttz/sJnFEVEZMfSk1EPJdbaWb22EhERke1Qh6aclNa1xI2t9/oxBjJCTVVy0zzURqnmba5tYXlZIyftObDT9Z8fOooHP17HkD7t5+neXFJGITX8Z8BrcNcLkJYLs/4Me50Dbk/oc5KpbfYRCFr+/OpSoL1DZzTZoQYun66tobLRSejC5w1jaenQuGby4PhjKUREZPvUk+TvI2PMbtZaNXkREZFdQlUoMQIY3jcjMgw9msbWNm57eyVpHjcul9NoJTfdQ7MvQGtboNMZuZcWbgFgv1EFne6Rl5HM9yYPYM4qpxkMrY18r+4hbk55jLRyCzMugv1+AWmdt2jmpnuoafazKjRgvjtJbqca+dKXzjqO3r1ft+8pDQ14/8m+Q2MOgxcRke1bT7Z97gvMM8Ys69Dxc2FvLUxEROS7tqDD8PRx/XMiCVA0t761AuhcIcsJbaXcXNv5fXfNXsWIwkxGF3U9P1iSl05ZfTP+zx6C2/bk0PIH+Dx1KubCuXDYn7okfuCcwX9jcRlrK53TGH84ZlwPviWcvc/QbmOafc6W1qMSSBRFRGT71JPk7whgJHAY7R0/j+mNRYmIiGwPwg1YPG7D0D7pbKhu7jTEPeyL9TXc854znuGcfdsTqf45TtOXNxeXRa4Fg5bqZh9HTiiOOldvhlnEs57f4XnxYmzOQM5yXceTQ/8I+bETtCVb6gEijWkOHVvU7Xc7YkJx5PGkgd1v47zk4JEkuQwjoySsIiKyY0g4+bPWrov205uLExER+a7MXl7BZf9bAMCblx/A9OF9CFpYUdZ1a+UJd3wUefybI8ZEHh80uhCAyqb27aMN3jashew0T+eblC2Ch09k+gdnkWcambfnn1l7/LO82zyUfUZ03h66tRu/txvgJKHgbB/tjj/gNJf5xymTcLuiD3fv6LDxxay8/shO3UlFRGTHknDyZxw/NMZcFXo+yBgztfeWJiIi8t25e/aqyOMBuWmRc26/fGJBp7hgx44wtJ+nA3C5DAPz09jSYdtnVSgRzAknf3Ub4dkL4M59YONcmg64mkNab2ZRwSw21joNZuINYAeYOc6p9C0tbSA92U1Gcvcz+MIjHnK76fIpIiI7j578+e4OIAgcDFwLNABPAXv1wrpERES+U/Xe9i6dSW4XJXlO8hceqRC2oaY58viZC2Z0uU+/nDS2dOgS+lGomcukvv/P3n2HSVVeDxz/3unbe2MLu/TeERAQURR7CRol1lhj7BoTjcafRo0ajUZj10SN3dixAyqCFOkdlgW2s73O7PS5vz/uzOwsOzO7qCjlfJ7HxzuXM3fe8XkAz573PUeBBXfB8qdB9WnNXKbdhMGUhPOLz2l3eKjxN5jpkxy9wUqCpbOKOL5vStjtpHvzqap/fZYeY4UQQhwa9iX5m6Sq6jhFUdYCqKrarCiK/LhQCCHEQcXp8VLb6qQgLXo1bW9GvY6jB2fQZHN1ud9g1V6/9NuJjC3o3owlJ8nCGv92TIDVO2v4veULBrx5NdhbYNQ5cMztkFwAgBkw6XXBmYHQOZcvEpNBh9mgw+nxUZgWeb5fqIfPHs1H66sZmBnfq3ghhBAHv31J/tyKougBFUBRlAy0SqAQQghx0Ljn4y28uryce84YwQWT+4aN8fpUNlW1dbufHGPsNk7B6tSStARL+L9Sk2OMtNk94PPB5vf4w47byKUOcmbCcXdDzuhu70mwGGh3uHG4vSRYDD3O4ANIjTOxp9XR4xbRgPzUWK6eOaBXsUIIIQ4N+9Lt83HgfSBTUZT7gCXA/ftlVUIIIcR+sqhY64j5lw82RYx5bUVnP7NTR/cJXifHmrpt+1zm38YZaah6gsXIcOc61DSNKIcAACAASURBVOdnwruX0uqL4c3Bj8GFH4RN/ADiLQasTg+1bY4eq34B4/tqVcf8XiZ/QgghDj+9rvypqvqaoiirgWMBBThDVdWt+21lQgghxH6QlWChokk7g2d1esJ2rwwd5v6PszsTtJRYE+0ODx6vL9jY5Rl/Y5g4U5i/Ums38+viP/IH0xJ8tlw+KrqTG7YO4lf6As6NssYEi4EP11UDnUldT249cQhDcxKZMSijV/FCCCEOP/vS7fNloEZV1SdVVX0CqFEU5T/7b2lCCCHET6vJ5mJVWTOZ/mpadYs9bFygXcrcIwowGTr/qkyO1RqrtNjd3d7TpULXWgUfXA1PTyW7dT33uX9DzYXfsTblBFR0/PmkId3eHyp0y+novJ5n8IE2HP7qmQOI6UWnTyGEEIenfdn2OUpV1ZbAC1VVm4GxP/2ShBBCiP2juLYdgEv8g9i/3FwTNq65w4VJr+O+M0Z0uZ+fqnXd3F7THryXnWjh7PF52rk8RyssuBv+NQ42vg1TrmbRifN53nsKrW499VYn/dLjSIvv3VZOgDnjc/fpOwohhBCR7Evyp1MUJbj3RFGUVPatYYwQQgjxizr3ueUAjM1Ppn9GHCtLm8PG1bY5GZgVj26v4ecjc7UqXKDpi8+nUm91kh2v00Y2PDYGljwCw06Ha1bB7PuwJGoD2q9+bQ0N7U7Se5H4DctJBOCUUTkM75P0w76sEEIIsZd9Sd7+ASxXFOVttB0xZwF/2y+rEkIIIfajBIuRrEQLHS5P2F+vaXWQHWb+XYp/2+edH27mwimFbN3Twkl8xxUbPgB7JRTNgOP+Cn3GBN8TmAG/q8FGm8PNUQN7PpP30iUT+XJzLedH6EYqhBBC/BD70vDlv4qirEIb8q4Cv1JVdct+W5kQQgjRA4/Xx+9fW8M3xfV8dfMM8lJ61+nSZFCINRnCnvmra3ewZU9b2C6bgSYvAOz+lvT3/sS/TFtwxg6FOe9C/2NhrwHro/M6K3cNVheT+6f1uL7MBIskfkIIIX5y+9LwxQyMARKBNOAsRVHu3F8LE0IIIXqyfFcTX26pxeXx8cLi3b1+X/+MeOLM+uCMvlCb/c1WhuQkhH3v7Iwm/mP8O7x8KkZ7A/earsN89XcwYFa3xA+08RCh4yJG5ck2TiGEEL+Mfdn2+SHQCqwGnPtnOUIIIUTveXy+4HWTzRU11uZP9P54wmAURWF7TTvlTR00WLuewwuMebhoSmHXB7RWwTd/4+n217HqLHiOuYtTFw1idN9s0EXvsJkU0/nXbU5STG++mhBCCPGT25fkL09V1RP220qEEEKIfbTN33WzIDWW1WXNXebv7e3TjXsAyE3Wkq/xfVPYVtPO+2uquPyofsG43Q1WzAYdWYn+M3+OVljyT1j+FKg+thScx/nF03gqdxZVthVc14u5eqEzABMt0itNCCHEL2Nfun0uVRRl5H5biRBCCAHc/v5Gvi2u71XsA59tA+CciflUtdhZX9kaMfaWdzYABM8Fnj5GG6Fw36dbu8Rtr7UyMCsevc8Ny5/p7OA59DS4ZhVtM+6ihQR+8/wKQDuf1xOPv+vLPacPRwmzNVQIIYT4OexL8jcNWK0oynZFUTYoirJRUZQN+2thQgghDj+tdjevrSjnwv98j93ljRo7b3118ProwVr1ra7N0eNn5KVolb84c/itmsV72vi1ZSU8ORE+/xNkj4ArvoE5z0NKXwpSuzaVGV+YEvY5oa6eOYBzJ+Zz0sicHmOFEEKI/WVf9p6cuN9WIYQQQgCrSpuC16+tKOOy6f0ixn7hH9A+pV9acItmVZjunXvL8J/vM4bZHlq25guecd7KmKpdkDkcznsXBnTt4JkW17ULaKLF2ONnpsaZeGDOqB7jhBBCiP1pX0Y9lO3PhQghhBArdncmf212d9TYsQUpfLxhD/eeOYK0OBPZiRY2VYXf9unxao1hUmKNwcHtAzPjg79etfFbctc8TN/dizAqqeya+jD9jr0kbCOXGFP05i5CCCHEgWqfTp0rijIamO5/uVhV1fU//ZKEEEIcjpweLx+uqwq+bg8zhiFUIKHLTrSgKApZSRYaw3T8XFvezCPziwG46fjBwfuKonBsejNnt75E7rsrITadZ82/5ZHWGWybdUbYsQ17e+XSI3r13YQQQogDwb7M+bseeA3I9P/zqqIo1+6vhQkhhDi8PPJlMbVtnZOEqpqjb+F0ebTkz2TQ/ipLtBhoc3RPGJ/+ZieLdzQAMChQ7WuthA+v5nnrtUzVbeLdpAvh+nW8xKmcPK6ox6YsI3O1WX3jCno+7yeEEEIcKPal8ncpMElVVRuAoigPAsuAf+2PhQkhhDg0lDbYKEyP6zFuZ70VgPMmFfDainK217ZHjXd5fSgKGPzbOBMtxrBn/gLJIcDQJA98cTt8/zyg0jH2MmYsG8fJRSM5zRBHbZuDvOSe5/D95+KJrC1vJs4sYxuEEEIcPPal26cChLZe8/rvCSGEEGHN31LL0Q9/w/wttT3Gur0qAzLjue/MkVx/7EDKmzpwuCN3/HR6fJj0umCVLjnWSH27E69/rEJoXCwOnin4isTnJsCyJ2HEHLh2NfGnP4QlKRO720tNqwOfCrkpPSd/GQlmjh+e3WOcEEIIcSDZl+TvRWCFoih3KYpyF7Ac+Pd+WZUQQohDwivLtV5hm6sjz98L2N1gY0h2AgD9MuJQVShr7IgY7/L4MIdU9ab0T6Pd4WFNeXNnkNvOtLrXWRF7AyfUvQCF0+CqpXDm05BcAGgNXOwub7Bq2KcXlT8hhBDiYNRj8qcoygBFUaaqqvoI8Fugyf/PdcC8/bw+IYQQB7E9/oRqbXlL1DiXx0dlcwf9/NtD+6VrZ/N2N1jDxi/f1chLS0uxh1QGjyhMBWDrnjbwumHVi/D4OC6y/ptKy2C4dD7MfQOyhnV5VoxJT5PNFTxjmCvJnxBCiENUbw4r/BO4DUBV1TXAGgBFUUb6f+3U/bY6IYQQBy2P1xes3C0qrqekrp0BmQlhY8ubOvCpBM8GFmVo/95Zbwsb/9J3pYC2VTQgLd6MXvGRtnserHwRmnbSnjGOyxouZdTEk7g9f1jYZ22qagNgVL7WxEUqf0IIIQ5Vvdn2maWq6sa9b/rvFf7kKxJCCHFIqGy24/L6OGmkdjZuwda6iLG7G7QkL5D8xZsNZCaY2RUh+bO59urqqaroiz/jM/MdnFx8BxjMcO4bjKy4mRXqUI4ZktXjet9YUU6/9DgsRpnjJ4QQ4tDUm+QvOcqvyY9HhRBChLXLv2Xz0mn9iDcbqGl1RIytatYqhAWpscF7RelxlDZ2T/7eWlkeHN1w/NBM2DEfnp8Jb84lTufkhYxb4XdLYMhJ5PufN6koNeJnXzilLwBtDg+zR0gTFyGEEIeu3iR/qxRFuXzvm4qiXAas/umXJIQQ4lCws05L3PpnxJGXEsO2mraIsdWtDkwGHWlxpuC9wrQ4ypu6NnyparHzp3c3AirT9Zt5zv1neO0s6GiE057g9twXmadOB51WvVNQOGNMH3S6yM2pbw4Z/D6xUOb2CSGEOHT15szfDcD7iqKcR2eyNwEwAWfur4UJIYQ4MKmq2uMQdNDm9qXFmUiONTFtQDr/XVaG16ei3ysR8/pUXvxuN32SY7o8NzPRTKPV2eU9Vc12JirbuNn4PybrtkJbLpzyKIw5HwwmUkvWUVzXGFxnfbuT9Hhz1HUmxRiD133Tep5HKIQQQhysekz+VFWtBY5UFGUmMMJ/+xNVVb/arysTQghxwFm+q5Gb3lrH43PHMqEw8lZK0JK//hla187+mfG4vD6qW+zBrZgBr60ow+1Vu411yEww41Oh0eYkM8ECFSsp+uxO/mdeSocpHY79O4y7CIyW4Hsy4s002lyoqorN5cXu9pKRED352/szhRBCiENVbyp/AKiq+jXw9X5cixBCiAPcg59vo7rVwW3vbWT+TTMixvl8KsW1Vk4amQNoWzgBShtt3ZK/Jpsr7DMyErSkrm3nSjI3Pw47vkSnJnCv5zzOuewuBuZldntPcqwJp8fHytJmWu1uQDs72JNnzh/HJxtriDf3+q9FIYQQ4qCzL0PehRBCHMbaHO7gvL4ddVbcXl/E2IrmDlrtbkbnaeMTBmRqFcDtNe3dYhMs2rbLFy6c0OV+gXsXzxofYcAHp0DF93hm3sl052O84D2ZmLj4sJ97/HCtq+evn13GqtImjHqFGYMzevxuJ4zI4V9zx/ZqO6sQQghxsJLkTwghRK8s8XfYPGqQlkzVtkXu3lndov1aoHtnRoKZPkkWNld3b/qyqaoVoDNJq9sGb1/EsA9PZIpuM5sGXQ03bKR44OV0oFUD40zhK3SBbaYA87fUMjY/BbNBRjcIIYQQIMmfEEKIXvq2uJ5Ei4EbZg0E4PNNNRFjV5c1AZCX0rnFMyvJQn27s0tca4eb99dWUZgWi7FlN7x7OTw1GUoW4Jl6M9Ocj7Eo5xKwJAa3h94yezApIV1B95afqk0h2tVgY0BW+AqhEEIIcTiS5E8IIUSvVLXY6Z8Zz7iCFAZmxvPVtvBD221ODw9/WczgrAQK0jqTv/R4Mw3Wrsnfv5fsIk+p4+3sV+GJibB1Hhx5LVy/AcNxd6LEpFDubwTTaNPeO3t49IHtfz5xaPA6o4dOn0IIIcThRJI/IYQ4TNmcHr7YXENVi71X8W12N4n+83kTClMoru1+fg/gkfnFANS1d90Wmh5v7lr5a61k+Nq7+Np0Mxml82DSlXD9ejj+HohLA2DqgDTeWlVBS4cruJU0Oykm6joDZwiBfer0KYQQQhzqJPkTQojD1M1vr+fKV1Yz9YGvojZvAXC4vayvbCXRPxMvKcZEm92DqqrdYgNJ4YNzRnW5H2vS02hz0bCnDD69BfXxsRxj/4LVGaehXL8OTrgfErpW9Sb305LAU59YQnlTB6lxph47ck4s6hzULsmfEEII0UmSPyGEOEytKW8OXq+vaIka+9jCHQBUNmtbMBNjDLi8Ppyerkmj16eyo9bK8cOyOH54dpdfyzVaud3wKsnPT4SV/8Y+9GyOdjxC8fi7ILFP2M/V+btvVjTZqWjq6DYmIpzQBi9pUc4GCiGEEIcbSf6EEOIwlRqSGO3diGVvLR3azLxZQ7XKXHKM9t7SRluXuJMfX0xNm6PL1ks6mmDBXVy86nQu0X9GWfZsuHYVZ1ScQxUZDMxMiPi5oUPXK5o7yE+JvuUz4ONrp3HzcYMY3zel52AhhBDiMCHJnxBCHKb6JHcmUvd+sjVqbJ4/6bp0WhEAYwuSAdhQ2RqMsTo9bPPP8VMUwN4CX/8N/jkKlvwTddCJHOd6iM8H/h+k9qO41grA0JzIyd9xw7Rk88j+aVQ124OjI3oyIjeJa48dKHP7hBBCiBDRD04IIYQ4ZG2vaefkUTlUNnWwsaoVn09FpwufLDncXhQFzAbtZ4bZidq8PZvTE4zZ4T/rl4iN/0v8GB57FhytMPQ0OPo29FnDqFr/GW12rYo4JDuBnCQLybGRt2YqisK0AeksKdFmDAaGxQshhBBi30nlTwghDhGbq1u5+MXvqYsyfD2g0eqkqsXO6Lwkzhqfh0+l2xiGUA1WJ2aDLlhJi/M3Xbl73pZgjLWlgRsN/2Ntwk0kLPs7FE6HK7+Fc16BrGEAJMYYafUnfw1WZ4+dO7X3aJ9lMuiYNSz6mAchhBBCRCaVPyGEOASoqsrJjy8BtM6Yy287NuqWx4tfXAnAEUVpNPqTvqoWO5n+il6ol77bzRvfV3S5ZzKE/OywowmWP83kpU8x3WDFln8SccfdBjmj2FuixUCbw43H66PR5upypi+SBLN2fjAvJSY4akIIIYQQ+04qf0IIcQioaOqc1Vfb5uSb7fURY8sbtW2e6fEmRuclBc/+Bebo7e2ukOpeqCSs3GR4WzvT9+3fqUqZxInO+3Gf9XLYxA8gKcZIm91Do82FqvZuFEOg8pcuA9uFEEKIH0Uqf0IIcQiYt6G6y+ttNe3MHJIZNrbCP67hvjNHoihKMPnb0xp+2HufJAvVrQ6Men8l0d4My55kecyTxKgdMOB0mHEr763Xs62ypGunz70kxhhpsrmC3UV7k/wFRjcUpvWu2YsQQgghwpPKnxBCHALWlmtz+p69YDxmg47mDlfE2MU7tOYpg7K0LpuJFgNxJj2fbaoJG2806BhXkMyqG0bBgrv9lb6H2BAzgdnOB/hs6IOQNYzmDjdJMUb0EZrGaJ+lnfnb3aCNiOjNts++/qRv6oD0HmOFEEIIEZlU/oQQ4gC2s95KjFHfZSxDOFuqWzljTB9mD88mNc5Eky188tdgdfLMop2AlvSB1lFzWJ9ENlS24vR4uwxJV1UVb+sebo1fRNKzH4LHAcNOgxl/4qYXa6lS7czbUM2JI3Oob3eSEqVzJwS2fbq59o21AD1+L4CzxueRmxzDlP5pPcYKIYQQIjKp/AkhxAFqdVkTx/5jEUc+8FXUOFVVabC6gp0zB2YlsK6iJWxsaFIY6NgJ8JtJBTg9PiqbQ7Z+tlZR/tq1LNRfx4Tat2H4GXDNKvj1fyFrOKeP6QNAjFF7zpryZkbnJUVda2KMgTZH53iI3lT+FEXhyAHpMrNPCCGE+JEk+RNCiAPUnKeXBa+bI1TyABxuHy6vL9gYZUh2AhVNHaiq2i02NPkzh3TszPEnjjWtDmgph3k3wONj6LPjdd73TuWj6R/Bmc9A+oDge24+fjAAcWY9Lo+PunYnRenR5/AlWox4fdq6Th6ZIwmdEEII8TOSbZ9CCHEACgxMDyiubWdSv/DbHt9dUwloWyoBMuLNOD0+2p2ebqMRQit7oYlXVqKFAqWW3EV/gKp5oOhg7PnM/G40lWoG8wZ3796p1ylkJZpxun1UtWjPzUnqPipi7/cEnDAiO2qsEEIIIX5akvwJIcQBRlVVjnv02y73aqIMbr/jg00ApPrP2+Wnag1Stu1p54ii1C6xW/e0AXDPGSM6b9ZuIe/bR/nK9A5UGWHCpTD1emyWLOqWz+eiifmMjLCd02TQ4fL6WFKiNZEZX5gS9bsFqn4gDVyEEEKIn9vPtu1TURSLoijfK4qyXlGUzYqi3L3Xrz+uKIo15LVZUZS3FEUpURRlhaIohT/XWoUQ4pfUancHr6cP1BKkSDP4nB5v8Lp/prblMpCo7W6wdovfuqeNUXlJXDC5L+zZAG9fBE9PwVD8Ca+os3ly1Ltw0t8hKZf311bh8vg4fWxuxLWaDXqcHi+rS5vITrTQLz0u6ncLrfylxkVvDiOEEEKIn9bPeebPCRyjqupoYAxwgqIokwEURZkA7P3j4kuBZlVVBwCPAg/+jGsVQohfTGii98qlkwB48PNtYWOf+KokeB0Y3RBv0jZ1WJ3eLrE+n8rWPW3MTqyAV+fAs9OhZCFM/wPKjZt4IfYKylwJwfg15c1kJpgZVxC5mmfS63B5fJQ3dVCUHtfjGb7fTCrg4iML2XjX8VHjhBBCCPHT+9m2fapa54HAj6GN/n9URVH0wEPAb4AzQ95yOnCX//od4AlFURQ1XAcDIYQ4hASGrc89Ir/H2Aars9u9WLM2quGej7dw6bQi7aaq8t2X7/CU+xGm7NoCMalw7J3aFs+YZADS4k00WDsbwlQ22SnqoZJnNuqoaLKzq8HKxUcW9rjeWJOBu04b3mOcEEIIIX56P2u3T0VR9IqirAPqgPmqqq4ArgE+UlV1z17huUAFgKqqHqAVkCFPQoiD1p5WOyc9tpiSuvaocdWtWuXv+mMHAXDdsQNRlK7n5QIS/U1eZg/PCt4z6kP+aPf5YOs8eGEW05dfRpGuBvW4e+CGjTD95mDiB9rYhVr/Z3t9Kt+XNpHewyiG0gYb22vbcXtV5ozPixorhBBCiF/Wz5r8qarqVVV1DJAHHKEoylHA2cC/fugzFUW5QlGUVYqirKqvr/+pliqEED8pVVWZcv9XbNnTxjWvr40aW9NqR69TyPAnXmlxJlQVmju6j3sIDGT/19xxXe7r8XKybjnqs9PgrfOho4E3s27kgrhnUaZeB+buIxmK0uPY3WjD51NZVFwHQG4PQ9jPCkn4+mdEH/MghBBCiF/WL9LtU1XVFkVRvgZmAgOAEv85kVhFUUr85/yqgHygUlEUA5AENIZ51nPAcwATJkyQLaFCiAPSJxs7NzdYjPqosZXNdrISzMHmKPH+Yew2p4f0+K6VuE82VKPXKZgCM/s8Tlj/JkvjHyDLU43X3R/9mc/BiDn894llZKVGbrKSlWjB5fFhdXnYUavt0r/2mAER4wFuP3kY503qS0mdtWvFUQghhBAHnJ+z22eGoijJ/usY4Dhgtaqq2aqqFqqqWgh0+BM/gI+Ai/zXZwFfyXk/IcTBale9LXidYIn+c7eNla0Mz+0crRBr0pLFDlfXBi41rQ521tu0DpsuGyx7Ev45CuZdhykuhStdN1Bx7jcw+hw+39rAlj1t3UY/hAokpQ6XlwarE4tRF0w8oylMj2PWsKwe44QQQgjxy/o5f0ybA3ytKMoGYCXamb+Po8T/G0hTFKUEuAm49WdYoxBC/OTWljfzyPzi4OvFOxrYWd99DENAo81Fn5Bh6TH+5K+s0dYlbsXuRpKw8lLRQnh0OHzxZ8gYBBe8z/oT3+cL3xE02rWEsdg/NP7CKX0jfm4gyWy1u2mwukiPN/fYvVMIIYQQB4+fs9vnBmBsDzHxIdcOtPOAQghxUHvoi+3d7i0urg97Rs7l8dFqdxMXUnGL8VfkfvfqGkofOFm72VpF2pK7WGr5iLj1Dhh8Eky9HgomA5BW2QpAo78baJPNRYLZQHJs5G2fga2jl768ivKmDgZkyhk+IYQQ4lAiBzSEEOIHsjo9vLK8DF+YLpyhshI7q3ir7pgFaNW9vfl8KoP/8hkAxbWdlcEOd8h2z4Yd8OHV8PgYpjS8w7rYqXDVUpj7RjDxA21sA2hJH2jNYpLjjFHX2eGfC1je1AFASV3k6qQQQgghDj6/SMMXIYQ4FDy2oJjnF+8mI97MCSOyI8bFmTsbvKTHm8lIMFPf3n0+3/LdjQRONrfZ3cH7k4pSGans4ua4z+CJpWAw4xt7IcctH8WxwycyNWtYt2elxmnJXyDJLGvsID8lNur38e51rHr6wPSo8UIIIYQ4uEjlTwgh9pHH6+O+T7bw/OLdAFQ2d0SND3TBnNJPG1WaER8++Qu9d+tJQ0BVoWQBsW+exTzzHUz0roNpN8ANmyib/Fd2edIZmJUQ9jMtRj1xJj2NVheqqlJSZ2VgD9s4fzUut8vr644dGDVeCCGEEAcXSf6EEGIfra9sCSZ+AJuqWqPGv7OqEoD/XDwRgIwEM3Vhkr9Wf7Xv+pmFjGv7Gp6ZDq/OgbotfJB+BZPsj1E29haIzwg2cBkUIfkDiDEZWLyjnpo2B1anhwFRYkGbGXhRSEOYlCjnA4UQQghx8JHkTwgh9lGzzd3l9Qfrqmmwdk/mAtqdHqCza2dWopnaNke3uPs+XMu5+q+4futv4J3fgscOpz8JN2zCcvTNWInlpaWlABTXaMlftGpeg9XJjjorm6vaeowNSIrpPBeYnxp9wLsQQgghDi5y5k8IIfbRP0LGNgQ02VzdBrADOD3ebveyk2Kotzpxe33altCOJtTvn2Op+QnSlHaIHQuz79U6eOq0hPGEEdlkJJiDTVm21rSRlxLTpSvo3oZkJ7Ctpp0lJQ0AvereGR8yg9BsiD6MXgghhBAHF6n8CSHEPtq6R6ukLbjpqOC5uHaHJ2xsoEo494iC4L0+SRZUFXbv3A6f/QkeHY7yzf2s9Q3gzaFPwuVfw9BTg4lfQGqsiRa7izaHm6+21XHUoIyo6/zzSUO1dW6tJT3eFDY53ZvL4wPgyqP69RgrhBBCiIOLJH9CCIHWtOWODzZSF2Y7ZiSFaXEcPVhLwEK7cwasr2hh8v0LATh+WFbwfr5rJ48an6Tfa0fCyhdg2BnsmDOfy9y3kDTsWIgwWD0lzkiD1cX8zbU43D5+PSE/6vrGFiSj1ylUNtujng0MFWj4mRMyZF4IIYQQhwbZ9imEEMC0B78G4NviBr7948yoscmxRk4b3QeDXke2f4bfuooWZg7J7BK3trw5eD00OwFKFsJ3/2Tq7m+x6cy8qTuZ869/AJLymP9NCVDPiNykiJ/bNzWOBVtr2bKnDYtRx8gosQAJFiP90uPYUWftdfJ3ybQiPD6V30zq23OwEEIIIQ4qkvwJIUSI8qYOVFVFiVB9c3t9tHS4SYvTtlD2SY4hNzmGiqbu4x4abS4MeJgbt4bsN+6H2o2QkAPH/ZXbto+kuM3A+Ul5AOyss5GVaCY/NfIsvj7JMTTaXKyvaGFwVgJ6Xfg1hvL4B9APzu5d8hdnNnDjcYN6FSuEEEKIg4skf0IIgbbTMrDlcUNlK6Pzk8PG/WeJNuIhtJFLSpyR5g5X10BnO4N3vcQS85tke5vAO1jr3DnybDCYSW3cTEVpRTDRLGu0UZgWF3WNiTHaH9mrypq7jGSIJtBVdFBWz81ehBBCCHFokzN/QojD3nclDagq/OmEIZgNOj5cVx02bmVpE/d/tg2AMSHJYUqsieYO/5m/tmr44nZ4ZBin1DxFnSkP5r4Fv18OY88Hg1YxzEgwY3N5cfobrJT2JvmzdI5hiJSc7q3DpSWpkYbBCyGEEOLwIZU/IcRh75vtdZgNOi6ZVsgnG6vZ1WANG3f2M8sAiDXpOX54dvB+XkoMJRuWo777Isrm97US4vAzuXb3FBxZY3h+8IRuz7IYtU6eTrePDpeXBquLgT1U5xJDZvAdUZTaq+/2+uWTWFRc3yVxFEIIIcThSZI/IcQhye7y8tH6Kn49IT/i+b2AqhY7uSkxmA16+iTFUNpoixofrPr5fFCygOsqHyaHFfi2xaEccQVMuhJSCvn27i85LTF810yLUdt44fB4KWvUzgv2NIcvPd4ERPTe3QAAIABJREFUgF6nkJcS+WxgqCP7p3Nk//RexQohhBDi0CbJnxDikPTI/O08v3g36fFmjh2aFTV2W007uckxAOSmxPDlltqoTV+GZ5ph9Uuw9Alo3EFqTBZ/d5/DrLm3MW5wEQALt9bSanfTNy18kmbxD1B3uL2UNmjJZr/06MlfTpK2xsGyhVMIIYQQP4Akf0KIQ1KjTWvA0mB1Ro0ra7Sxq95GIM3LSNDO5C0paWD6wK5D1NNp5SLDF1y6aRGsbYacMfCr56nMPI6n/rmUATYj4/yx9326FYAzxuaG/Vyzv/Ln9PgobbRh0Cn0SY4+Wy8r0cwdJw9ldsiWUyGEEEKI3pLkTwhxyPl04x7eW1MFgNXpjRpbXKud7wsMTD9xRA5//3w7uxtsnclf3VY8S59kiflNTHjw9p0NR14FRTNAUch1e1EUbUwEgKqqlDbYmNwvlfR4c9jPDa38lTV2kJ8ai0EfvQeXoihcNr1f7/4jCCGEEELsRZI/IcQhxeb08PvX1gRf3/PxFi6dVhQxvqbVDsCZ/gpd39RYDDqFmhY7lCyAZU/Czq/wYuY973TUI6/hvJOO7fIMi1FPZoKZiibtWTVtDnwqnDwyJ+LnBhq+WB0edjfYKIywPVQIIYQQ4qciyZ8Q4pCyu6F7sxar00O8Ofwfd9WtDgw6JVih03kdXGb5iovWfQkryiA+G2bewaTP8mkhgTsSwieSRelxLCquR1VVtte0AzAoytm8wND1t1dVUNZo63X3TiGEEEKIH0rm/AkhDgpfbq5hzF+/7PEMX6vdHbwOnN/bXtMWMb6m1UFWogVdWyUsuBseHcGtvudxYIEznoEbNsKMW+jQJwFwUoRq3vSBGTRYnTTZXMHkb0h2YsTPDaztg3XV2FxeqfwJIYQQYr+Typ8Q4oC3qrSJK15ZDcDiHfWcOTYvYmxgqPm8a6aREmdk2oNfs2VPO+P7hq+sWerW8zc+hMcXgeqDQSfwl7qj2RkzitfHTAHA51PR6eCyKUX08XcF3Vv/DG1A+55WBwu31ZGVaCYptvez9fr2MOBdCCGEEOLHksqfEOKA9zd/50yAurbolb+P1lcDEGPSk5scQ6LFwLY9e1X+vG7Y/AH8ezb3N17HJOdSmHg5XL8e5r7BnuRxtNg9wfCqFjsOt4/+Uebwpfm3jda0OlhV2sQxQ6KPlwCYe0R+8Lp/RvQxD0IIIYQQP5Ykf0KIX8SO2nZcHl+PcVanhzXlLcHX93+2LWKs16cyz5/8xZr0KIrCkJxEtgaSv44m+O4xeGwM/O8iGmvKuNt9Af+bMR9OfACSCwBIijF12T66s17rCBotQUuK0ap8ayua8akwpX9aj99NVbV/3zhrEAWy7VMIIYQQ+5ls+xRC/Owue3klC7bWcdNxg7ju2IFRY2vbHN3u2Zwe4sI0cPnnguLgdaCbZlFaHGXbVsHH78C6N8Bjh8Lp1E6/lynvGvChY/WEQV2ekxxrpLnDFXxdUhdI/iJvzUy0aMnfyt3NAAzoRSXvqEEZvLmygmOHZvYYK4QQQgjxY0nlTwjxs/L6VBZsrQPgkfnFPURr2ygBBmXF89i5YwDtXF04X22rC14nm3Ww/TOuqbiRNz03oq59DUbOgd99Bxd/zDLDEfjQ8e+LJgS3bAbkJFnocHl5Z3UlANtr2kmPN3eLCxWo/H1f2kRSjJFBWT0nfyeNzGHDXcczIjepx1ghhBBCiB9Lkj8hxI9mdXp4+IvtndsrowjdTtkbu/xbLv97ySQy/MlXXXv45M+nQgId3Jb6DbonxsEb55LmrOB+91wqf7saTn8SskcAsK5C20o6vm9Kt+ecPV47i/fO6goAtta0MTQn8tgGAIux6x+nPQ1sDwhUDIUQQggh9jdJ/oQQP9rrK8p44usSTnxscY+x76+tAqBPkgWDTkENHHyLYGe9jTiTnqxEM5mJWvJX3x6m6UvDDi5t/RcrzFdzZcdzkJANZ7/Eul8t4lnvqVQ4u3bpfGlpKRA++UqKNTJraCYtHW5UVWVnnY0BUZq9ACiKErxud+xbgiuEEEII8XOQ5E8I8aOoqsrX2+qDr72+yMmcqqrc8/EWAIwGHR6fymMLd0R9/s56K/0z41EUhYwECxCS/Pm8sPVjeOkUeGICp3oX8rF3MtaLF8ClX8LwM8lP17ZUljd2BJ/p8XY2mtHpOpO2UEkxJrbVtFPRZMfu9pKTZIm6zlCBGX5CCCGEEAcSSf6EED/Kznory3Y1Bl+Hrcr5ra9sDV7PGJQBwD8XRE7+HG4vi3c00C9da7SSaDFgNuhoa66HJY9qXTvfOg+ay9gx8maOdP6LtePuJb5wYvAZfZJjMOl17G60Be+VNWmJ4MNnj4742T5/RfKoh74GwGzQR4wNuGRqEQDnTCzoMVYIIYQQ4ucmyZ8Q4kfZUaudybv5OK1jZnWrPWJsaAfNG2d1dtj0RagWXv3aGgBiTFpnT6VmIw8aX+CatafBgrsgpS+c/TJct5b3435Niy6ZO08Z3uUZep1C37RYdtV3Jn+BKmBReuTunXtvRz17QuTB8gF3njqMlbfP4sZZ0TuYCiGEEEL8EiT5E0L8KG3+822j8pMBuOrV1RFj2x2dg9NT4kzMGaclVFUt3RNGr09l4bY6TLg5lW/ghVnw7HRm+77lXfcU3Fcshos/huFn4PApPPXNTkAb7r63nOQY6kIqkoHqZGaU7ZkmQ+cfj5P7pRJr6t1knIwEc5fzf0IIIYQQBwqZ8yeE+FG+3FwLwLgCLfmrbYu87TPQCOXZC8YD8Ktxuby7ppLKZjv5qV2HnC9fv5EbDe8wV/8VmRtaIG0gzP4bkz5Mp414ZiUMJsMfu7la20564ojssJ8bb9ZTHZJgBqqT0c7mKXQmcKP9ia0QQgghxMFMKn9CiB9loX+2XrzZwNUz+6PXKV0aqoRqtGrbPgPn/QLJ13+XlWoBqgq7v4W3LmDKh0dzrf59NvkK4YL34ZqVMOVq2tC6braEbCFdsqMRnQJ/PX1E2M+NMxmwOTurjqvLmhmSnRAcBB/OryfmB6+PHxY+qRRCCCGEOJhI8ieE+MFq2zrn7SmKQlqcGa9PxRqSaAUU17bzyPxikmONwaQrMBh98aZd8P3z8NRkePlUKF3MV8lnMcP1CFUnvQz9jwH/VsqLjywEujaWqW6xkx5vJjXOFHadsSZ9l8Hw5U0dDMyKPrcvdP5fVqJ07xRCCCHEwU+SPyHED/bpxj0ATB+YDkC8RdtJHnq2L+DueZsByE/p3N6Z3LKZvxleYLn5Gvj0D2CMhdOfgpu28lL8paTnD+aCKYVdnnPDrIHodQpLd4Z0GLU6o27h9Pqbt2yqaqXB6qSy2U5hWmzE+L1lJvR+zIMQQgghxIFKkj8hRDeqqlLZ3NFjXGmD1kHzuQsmAJBgjpz8JZi1Kt+LF4yEDW/D88dg/s8xnKlfwmfeI+Dyr+CKr2HseWCMoc3hDjuAPTnWRN+0WHbUtQfXuqW6jcK0yJ07A41lSuqsfL6pBq9P5dTRfXr8foGzfqHNX4QQQgghDlbyfzRCiC4+Wl9N0W2fMu3Br6lrd0SN3VTdxsTClGCHzUDl7/Xvy7rFmtvLeCL1LdKfGQXvXQ72ZjjxIf4xah5/8v4Otc+4LvGNVlfEbZzZiZbg+cGd9TZq2hxM81cfwxmSnQjAHR9sorbNgU6BARnxUb8bwBuXT+L724/tMU4IIYQQ4mAg3T6FEF3c8/GW4HVFU0fELY9en1ZxOyekMUogyVpd1uIP8sCOL2DVf3i0biE+9DD8NBh/ERQeBTodg3QV+FY2sr22Pfj++z/bSlWLPThofW9xZgNNNq0yWd5k83925DN8geTU6vTQaHOREmtCp+t5HEOsydDrEQ9CCCGEEAc6+b8aIUQXCRZDsJlKTWvksQ1fbq7B7vYyMjcpeC8jwcyccXmUlGyDbx6ANf+FtipIyOF55tA87HxuPXtml+cMydGStoomO0OyE+lweXh20S4AzhiTG36NZkOwqUxgrdHO/IV6fUU5/TMibxEVQgghhDhUybZPIQ4DZY02vL7wVbRQLo+PssYOThqpjTYI7ea5t4/WV5Meb+KU0TnaDZ8Xdizgqpo7ec95JXxzP2QMhnNepfXKtdzv+BXJWQXdnpMeryVtjVYtidtc3QZoswBnDskM+9kGvUJls50P1lbxt0+3dXlOJLfMHhy83u0/qyiEEEIIcTiR5E+IQ1xJnZUZD33Dc9/u6jG2werE61OZNiADk0HXZTD63opr2xnfNwWzvQEW/wMeGwOvzaGgYyPPek9l3a++hQvep6lgNh9u1AbBh45PCEiLN6EoBEcxBCp5BamRu3EGGsrc8NY6Wu3a4PhoM/sA+u5Dd08hhBBCiEORbPsU4hC3qaoVgPfWVPK7Gf1QlMhn3er8iVdmgpmRuUl8FzJOIVSb3Ulu4zJuMa2ARxeDzwOF0+H4v7I9fip/f3olzxu06uG4e+YD2pi+0C2iAWaDnoLUWErqrAB8v7sJgJTY8M1egG7n8M6b1L2iuLfATEGAqQMiN4cRQgghhDhUSeVPiIOMw+1FjdAIJZwa/9bNHXVWPlpfHTU2UHXLTDQzJDuBrXvacLi9nQFte+DbhzA9OZ7/mh6gwLoeJl8F16yCiz+G4WeSGK+dpwtU5ALyUmIiVudykizUtztRVZWXlpYCkBzbfcxDwCXTCru8vmHWoKjfC7omf0/MHRclUgghhBDi0CTJnxAHkdYON0P+8jn3frK11wngA59tC15f/+a6qLGB0Q4ZCeZg8va/laWwYwG8dT48Ohy+upcaJZPr3VfjuHYjHH8vpA8MPiPZX7Hb3WDtkjg63L6In5scY6LF7qLD1RkfbRvn8D5JDMjURjVkJ1p61ewlUC3MT40hKUpiKYQQQghxqJJtn0IcRF5doc3P+/eS3fRNi+XCKYU/6fMDlb+0ODN3zkih/+YnOHHht+Cth9g0mHI1ztEXcMpTuxnbL5nE+O6z8pJijAzOSmBjVRtVIWcGEyyR/7hJiTPSXO6muUOb3ffgnJE9rjUwYD7WHP2sX0BeSgxF6XHcfdrwXsULIYQQQhxqJPkT4iDy0Bfbg9evryjvMfkLVx1UVTXsub8P11WxeNse5sSuxfTWy2SWzOd6g8oS1wgmn/13TMNOAYOJndVtWJ07+PWE/G7PCMhKstBqd7O2XJv3N2toJreeOCRifEFqHPXtTr4raQB67twJ2hlCAH2UM4yhLEY9X//h6F7FCiGEEEIciiT5E+IXduT9C5k9Ipv/O3XfKlLbatqpbO4gLyVyF0u7f9vlrScOISXWyJ/e3ciSkgamD8zoEqc27qLsnbt5Wv8NmUoL7MmGqTdw9MJ8ytUsvis4hlyDtp1zZ73WmKV/RveqX8DGyhaaO9wMyozHbNDx/IUTojaaGZ2nNYJ5bUU5Jr2uVw1Zvv/zLB74bBsXHVnYY6wQQgghhJAzf0L8ouwuL9WtDl78rrTHOXztDne3e6vLmqO+57sSrVtnSqyRE4Zr8/i2+Ofo4eqA9W/CS6eg/GssV+s/ZKOviJv0t8KNm2HW/2HO6A9AQ3vnsPfAdsui9MiD0gPf5H+rK0mMMUZN/EBrMAOwobKVkXlJPY5tAEiJM/HgWaMY1iexx1ghhBBCCCHJnxC/qECDFYBnFu2MGvvSd6XB6zPH5gJdm7nsbWe9lcv/uwqAOLOBpFgjZoMOQ90m+PSP8MhQeP9KaK1kz4RbmOp8nEvdt/CebRTotU0Bfz9rFKDN/wvY3WAjJ8lCjClygvafiycGr+tDEsdIMhIswWuZxyeEEEIIsX/Itk8hfkEzHvomeB3YThmJJ6Qy+Og5Y3h/bVVwMHo4T33dmUya3a2wYh4fGp5iyOZS0JthyMkw4RIonMaXy8qoYTMA0wd2brkMdNEMJH+qqvLe2iqOKEqNutbc5Jjg9TFDMqPGAiSGNINxeSJ3BRVCCCGEED+cJH9CHCCWRRioHhCYf3fW+DwATh/Th3UVLWFjK5o6WFxcyxTdZv6YuZIxn30LHgcetR+PWa7g+utvg9jOBK6yuQO9TmHBTTPISuxsthJovBJIMpft0tYYGLMQSWpc54D2p87reaZe6LbQ204a2mO8EEIIIYTYd5L8CXGA2NPqoNHqJC1Cp0udPz964FfaGIQ4swGb09M9sGk3Hz92L+/xDXmmBrAnwZjzYMJvOeWf5eCEq83Jwd/822raeH7xbhLMhm7n+CxGPf0z4li6s5EbZkFVsza64ZKpRVG/i1HfuaO8N+f3ABbePIMEs4HMREvPwUIIIYQQYp9J8ifEL8QXpsHL5uo2jhqU0e2+0+OlucPNzMEZGPyJlcWgp8HqwudT0XkdsO0TWPUilC3hShSW+EbQNv0Ohs08F4yBbZjlADTaXGT5k6xPN+wBOs/37W36wAxe/15736Pzi4Gu2zojueeMERSlRW4Ks7do3UOFEEIIIcSPJ8mfEL+QwEDzO08ZxpxxeYz+65d8v7spbPL39bZ6ANaUd27zNOpVJuu2UP/a+2RVfgHONkgpxHP0HUz7PItTp0/gz8cN7RyIF6KuzRlM/j7fXMPYgmROHJkTdp1JMUZcHh8er49q//bPaM1eAi6Y3LfHGCGEEEII8fORbp9C/MS+K2ngf6sqeox78HOtU2fftFiSYo0cUZTKgq21YWNLG7XxCq9eOgnqi2HhX/nDlrN503QvqaWfwNBT4cKP4Nq1rC+6lBrSKEiN7TZi4cnfaOfvAl1GVVWlosnO2PyUiOsMbNssrtUa0ozyz+QTQgghhBAHF6n8CfET2tNq57wXVgDQLyOO8X0jd8Vc5Z/RF+icOaFvCs99uwunx4vZ0LWyVlZezrVxCxn56UNQvRYUHbqimVzXdCZDjj6X3x8/Mhj7v1WVAGEriGMKkgGo849faLS5sLu95KZE3sYZY9R+RnTS44sBuPKo/lH+CwghhBBCiAOVJH9CROHzqaiAXhd9SHnA715dE7z+eMOeiMmfw+1ld4ON3x/dnwSLEYChOYl4fCo762za4HK3A7Z/StOyV/hr5SKMihd8o2D232DEWegTslhyz3zibV2fvba8hZmDM+gb5rxdZoIZi1FHcW07AH98ZwMA6fGmbrEBe3/3aLFCCCGEEOLAJcmfEFH89qWVLCqup+S+E4ONVqLZuqcteB3ojBlOZXMHqgqDshKC97KTLCj48OxaAqs+g80fgLMNp5rK296TMI6by6W/OrnLc3KSLCwtaQi+tjo9FNe1c+LI7LCfa9TrGJAZT2mDljE22rRzh1P6pUVca21b1yHtkbqRCiGEEEKIA5uc+RMiikXFWqOVU/61pMfYZpury4DyqpbIyV95UwcA+amx2o2GHRStf4TF5hsYtWAubHwXhpwCF37IVOfjPOCZSwkF3Z5z9OAMShs7gmf4Nla2oqowOj854mfHmgx0uLwAJJgNjMlPjjpeYe8toTlJMopBCCGEEOJgJMmfEBG4vZ2J3LaadlS1+2iGUK8uLwtenzwyh83VbbR2uMPGljd2kEIbg8regOePgScmkLbuSXb6+rBs9P1wyw4482nodzQ+/2/T7DAJ2rQB2rm+wLiGd9do5/3G5EVO/mKMehxuLfmrbrXTJzl6MnfOhHyO7K9VBs+fXECcWTYMCCGEEEIcjCT5EyKCCn91LqA93ED1EKWNWvzWv54QHKOwfHdj1yC3A/v69xi/7Pd8b76ahK9uA48Ljr+X9qs2cJH7Vq5Y3x9M2nk9t9eHxahjeJ9Erjq6e6OVsf4GLh3+ZG5dRQtDcxJJiYt8Li/GqKfD5aXV7mZXvY2cpOgz+3Q6hUlFWvIXOJ8ohBBCCCEOPpL8icNKWaONwls/YfGO+h5jF+/QztJdcVQ/AOz+rZKR1LU7GJ2XRIxJz+VHFQHQaHWBqkLZUvjoOnh4EDHv/5aM9q28ZzoNrloKVy2BI68lISMPgPiQytrm6jYcbh+/P3oAJkP3365m/z2H24eqquxpsTO5X+QOowCxJj12t5eXl5YCMLEwejx0jgqMMfY8308IIYQQQhyYZP+WOGzYXV5mPPQNAM8s2sn0gd1HIYTaXttOSqyRoTkJwfdHU9bYwbCcRADS483019VQsH4BLFsILWVgjIOhp3L+qiKW+objc+o4J2t48P2KojB1QBpOd+d20+W7tMrhhMLwc/gURcFs0OFwe2mze7C5vOQmR6/kWUxa5a/Nrm1JPWFE+OYwoc6ZmM+6ihZOGRV+ELwQQgghhDjwSfInDhs3vrUueP1dSSOqqnYbgh7K5vSQGGMkxqj9NumIkvwV17ZT3tTBGYMt8P3zGDe8xULTSnzVOug3A2beDkNOBnM8a9d9js/l5dyJ+d2eE2PU0xJyTnDe+mqG5SQGt5GGE2PSzvDt9g+C79ND8peZYKbJ5mJPm4M+vWzekpVo4T8XT+xVrBBCCCGEODBJ8icOCx6vj88313S519zhJjXK2Tirw0OcyUCMSdvquHVPmzZ/r9vDnWxc8ArPGd9h1voNsNYNWSN4P/13vNZxBO9cOCcY6vR4sbm8XDNzADceN6jboyxGbUsmgKqq7Kq3MfeI7l0+Q7V0uPnvsjL+u0xrOBOt0ydAv4x4AD7ZsCd4ZlAIIYQQQhz65MyfOCyEjl24ZfZgAKqjjGKoarGzcFsdTTYXHn/Xz5v/t74zQFWhfDnMuwH14UHM2XEbY3Q7sY+9DH63BK76jo19L2KLteug9f8sKQW06ly4wfExRj0Of4Wxrt2J3e2lMD12n75rT9s+Zwzq3O46Kjdpn54thBBCCCEOXlL5E4eFQPL3+uWTSDAbeeiL7VS12BmxV/KjqioOt49v/fP9atocTPYPQD+yfxo07oQNb8OGN6G5FIyxdPQ7gas2DuQ73wi2nHgyGLRKYXKskQ6XF7fXh9E/IP7Bz7cBRKy4ubw+qlsdfLiuiswEbUtmv/T4n/S/RVKMEYNOweNTabWHH0UhhBBCCCEOPVL5E4eF6hZtCHpuckxwaPnvX1vTLe7NlRUMvfNzbntvIwBvXD6ZOG8bf85Yyp/3XAf/GgeLHoSUQjjjGfhDMQ/E3My3vtFcN2soZkNnN8xEi/azlXZH54iIUXlJ5KfGMDQnzPZRoMnmAuD6N9exo64dgKKMuLCxAUeEdOs8c2xu1NiA935/pH89su1TCCGEEOJwIZU/cdBSVRWnx4elF+MHAls8s5MsmPxVOK+v+9D2QMUvERuz9SuZtORZKF3CFaqXbb58Oo6+k9jx50JSbnANr/iHu/96Yl6XZwVm4rXZO88WVjXbOX545O6asabO7/LemiqSY43kRGn2AvDKZUfg9PhYVdoUHPrek1F5ySy4aQb90qMnlkIIIYQQ4tAhlT+x39icHl78bjeVzR09B/8Ad320mSF/+ZylJQ09xla32MlIMGM26FEUhSuP6ofJoMMXmgC6OpjNUp4z/oOV5qt4yPgcupYymHodK2d/wAmuB1iQNjeY+AHBCuGI3MRuw9JT4rTkr97qBKDD5aHR5iIvJfKZvKuOHhC8XlfRwhGFqejCnA0MZTboSbQYOWZIVthZgJEMyIzv8dlCCCGEEOLQIcmf2C8cbi/XvbGWu+dt4b5Ptvb6fZuqWvlme12PcTWtDl72d7f8zQsrujR0CWdjVWuXEQgFabG4PD5qm1th26fw7mXw0ADOKLmD0bqdvOo9jo6LvoTr1sGsuxhzxAzMBj2rSpuCz9jTaufNlRUAfHT1tG6fOaKPdp5wfUULACV1VgD6R9nGOWavTp35qfvW7EUIIYQQQohIJPkT+8XLS0tZuE1L4opr23v1HrfXxznPLuPiF1dS5p9ZF8nWmrYur6c+8BVry5vDxta1O9hc3cbkfv6zcV4Po5yr+bvhWTKeGQFvzoWSBTDyLJ4p/CdTnE/Q7/zHiS2aBP45gEa9jmF9Ert8l6rmzoQzXAUtM9FCbnIMa/3JX3GtlvwNyEyI+t0ePnt08HpA5k/b7EUIceg46s2jeHLdk7/0MoQQ4gf7eNfHPLzy4V96GYcVSf7EfuHxb6ccmpPIznobbv+4hGg+XFeNzT/m4JONe6LG1rU5ut17YcnusLHnv7ACBR+nJ5fCxzfBPwYx8qvfcoL+eyqyjoHz3oU/7IDTHmclIxiSk8zMIZndnjMwMz5YvQPYWqMlgi/9NvLw87EFyawr76z8GfUKhWnRq3mzhnZ+9okjIp8PFEIcvlRVpdnZzDPrn/mllyKEED/YbYtv4+UtL//SyzisSPIn9guPV0v+5ozTzsdZQzpehuP1qTz1TQlDcxIZkZvIou31UeObbNqIgqfPG8d1xwwgNzmGhnZn1yCfD0qX8JvGJ1hqvo5hX5wL69+Afkfj+fVrTHI/w7v5t8PAWaDXzudVtzrISjSH/cyBmQk0WF3Bjpx/+WATQHAURDjD+iRS1WKn1e6msrmD3OQYDProv+2SYrS1GPUK/8/ed4dJUWXtv9U5TffkYTLDkGFIkoxkCYI5ssIqq+KuaXcNP1dXxbSra85xXVFRkaSogAkQkZwzk4dhcuyezql+f9y51ZW7+b4PVnfnfR4eerpvd1d13br3vOe855xki3IT+h70oAf/vfBHpA6wHvSgBz34tcIbOj31IXogRQ/560HCONHmxfs/V4FlpVUyxfAEwzDqNBx56YpD/r453IjKFg9um1SM/plJqG1XXwRKm7pg0GkwY2gv/PnCARjQKwmeYJgQvtodwNr7gRcGA+9fhGu0G9GRPBS48j3g3nLgyvegGzwb6cl2nOB9T2WLG0cbXBjQS74NQ0F3xE7cHF6t2mh+CnnP1wcacLLDh7yU+Dl8DMPg45vHYf3dE+OO7UEPenBmsKpsFZYeW5rQ2B0NOzBjxQy0+9vjD/4f4uZvbz5tn92DHvSgB2catV21/+5DEGBF6QpcvvpyhCL/ef2Qe1o99CAhTH3+R07yeG7dEsGzAAAgAElEQVTfdPTLUs9bcwfCsBl1SOrudefyK988LMvitQ3l6JNuxcyh2ThS70JTVwAsy4JhpLl0m0pbsGpvHQBClBCNoiRyBIWub4DnbwLcjYDWCPSbhk2G87FwRwY+vmIyUJAi+JzCVCtqeOTvpzJSNfT68QWyx2mnrRv8IbAsC4NWgxvP6636O9Dzf2DVQWQkGTF5gFROKodzitMTGteDHvTg9GNL/RY8vOVhAMA1A6+JO/6DIx+gzl2HCUsnYPvc7bDo4zt9Kjsr4Qq6MCJzRELHtL9lf0LjetCDHvTglwyT1gR/xI8rv7wSH8z8ACMzR8Z9z/H243hu13OYO2guJuZPPC3HtWjrIgBAg6cBBXZ5u/DXijMW+WMYxsQwzA6GYfYzDHOYYZhHu59fwjDMcYZhDjEM8x7DMPru5xmGYV5mGKacYZgDDMOMOlPH+t+ADk8Qi7dUwx+KJDSen+u2en993PGd3iAcFj2SuyWMbd1SSTlsLG3B4XoXbp1YDK2GgdWoQyRKevjJYc3BBmgQxTjmKLDmXuCFIfhT7Z2YFfoOyB8DXP4OifBduwQb9ReAMVglVTQBIC/FLCja8s3hRmTZjchNlm/FYDd3E1lfGC5fGMFIFBk2eYkohdUY86+0dAXQu6evXg968KvDwu8Wco+/rvw67ni+0+qDIx8k9B2Xr74c89bOQ4dfvnBVD3rQgx78J2JA6gDu8YJ1CxJ6z5VfXomtDVtxx/o7TtdhcWjwqNeg+DXiTMo+AwAmsyw7HMAIADMYhhkPYAmAgQBKAJgB3NQ9fiaAft3/bgHwxhk81v94PPTFITyy+jCueGNL3LFhUbGW443xq3fWd/qRmWREUXdbg6oWt+w4lmXx2vpy5CabcdlIkh9o7W507g2KiGkkDFRtwvllT2Ob8XYsNT4O7PkQyBmJlUWLcAH7DnDNR8CwqwETkW4erneiINUiG0G0GHQC8lve7MYF/TJkxwKxyF+XP8T17stIUid/UVEjeTkS2oMe/CfDFXRh0ZZFcAacCY1nWRbTl0/H2wfePs1HlhjEMvdDrYfivscTilUrbvI2JfQ9EZasRTeuuzHuWF845rQyaU0JfT4A+MN+PL3j6YSvRQ960IMenG5omVjqTJhVTxECgEg0saDF/wYN7hjh+6XsRf+XOGPkjyWgDEDf/Y9lWXZN92ssgB0A8rrHXALgg+6XtgFIZhgm+0wd7386krqJTE1b/ATbQ/Wxtgq5yWZ8e6QJPjEx42FndTv21XbCYdYjw2ZEkkmHihb51g3bq9qxq6YDCyf0gb67EIqxO4fup7IWIBwEyr4DvrgdeK4/sHgOJvu+xa5of2w76zkS4bvuY1Rnz0JLUC8x1I42uDCmd6rsd5v0Go78RaIsWt0B9HIoG1KpVpK/2OoOctVG40X++ovksWm2ngIuPfjvwl9++gtWlK3AyrKVCY1v8jah3lOPV/a+glD09ORaHG49jPs23ZfQ5/PllXaDPSEyV++u5wwaV8AVZzTQ6GnkHncE4kf+Ht/6OPfYH/Gj2lkd9z1tvjZ8eORDfHT0I/xj5z/iju9BD3rQgzOBMBtGSXoJAKC3vXfc8a6gcE1NNFdwVdkq3PvjvQnVrTjYepB7vKNxR0Kf/2vCGS34wjCMlmGYfQCaAXzHsux23mt6APMArOt+KhcA/4qe7H6uBzLYWHoC/Z/5M4offy6hiW3uJljBcBRt7oDq2KXdjcwfnj0YF/TPAAAs2618sx1tIDfmzef3AcMwKM6woUIh8vfahnKk24y4enQ+91xbRyema3YiuuJm4JliYMmVwOHPgeLJ2DjieYwKvImaKW9i/JybACPpg2cx6sCygI8XyYtEWbj8YaRY5QmXUadFOMqiyeXH8cYuRFmgd5qyLJNKOJ9edwwVrYTMFqk0bAcg+W4qg+1BDxJFvbserb7WhMZ6Q15srtuc0BoAAKFICE2exCJT/O9YV70O4Wh8Dy0AnOw6CQAJj/+m+hvu8crS+ITRG/Ji/tr5eGNf4uKQOzfcibVVa/GnDX+KO5Yv+RmUOggtXvVKxJFoBE2eJtw49EaMyhyFRm+j6niA5K9QeEKeuNfvhxM/AACKHcUAgO0N29WGAwCmr5iOl/e+DCB2TXrQg18yWJZFRWfFv/sw/uPAsize3P8myjrK/t2HAoDsDcnGZFza91JUu6oRZdVbg4nJXyLOr3VV6/DwloexrnpdQsqHenf89KZfM84o+WNZNsKy7AiQ6N5YhmGG8l5+HcAmlmV/OpXPZBjmFoZhdjEMs6ulRX1T/k/GHVsvgjHzO1gK3ofLr5xfR7Hq0D6YcpcgyHqxs1q9It0nO04AAG44pzcWXTwYFoMWm0qVf+u6Th+0GgYjuwusFGcI++NRVLd68FNZK353XhFMEQ9wcDmwdB5+v/NCvGV4AZO0B4DBFwNzlwH3VQBXvIs14dGI6Cy4+fwiwWdRYuYOxAxMSmqVCJdRT6b/1Od+RHk3OS3Jc6j+FhS0zUMve+KSKwBwWP4zyR/Lsj1lmk8Dntz2JKavmI5Jn01KaPy4j8fh99//HhtrNyb2+dufxNTlU/HkticTPqZX972Ke3+8F58d/yzu2Cgb5cjTmqo1cceHoiHBuPZA/GqZOxt3Ym/zXry+/3V8euzTuOOBmFTyx5M/qo5bV70O9226DwAwd+BcZFgy0OxtVn3P/pb9CLNh5Cflo8hRhAMtBwTkTg63r7+dexyIBASyTjGcASe8YXKvXdTnIuTacrHx5EbVz6efS3G6Iqr/jbj525vx181//Xcfxr8Fp1s+vOToElz6xaUJSa0B4GDLQQkx+HciHA3jrf1vYdSHo/Bt9bf/7sPhUNpRitf2vcYVNEkEf938V6w/sT7h8bWuWlQ55XsvixGOhqHT6JBiJDbjkbYjquM3120W/J3INb93073c485AZ9zxbf42GDQG3Dj0Rug1+jMiNT2T+Le0emBZthPABgAzAIBhmEcAZAD4M29YHYB83t953c+JP+ttlmVHsyw7OiMj4/Qd9P8SZR1lKO0oTXj8itIVpzSejxMd6lGCE21e+B2fQW8/CGvRyyhtko/KAcJ8F42GgVGnRUmuAy6fshd/U2krhuXZ8MmxJRjz0RhErFvR3BWQNGavrq3FVdqN+E3FPSTCt+J3QO0OaEf+Bk+mP42bMj4GLnkN6H8hoCPyyrpOH4bk2CW98mieYGtXjPiuPUQ87kp5eZHufLyuQJg7tqw4ZO6eC/sL/lbKD+TjhWuG48Zze2Png1Nh1Cm3hfg1Y9PJTRj38bhTIhH/jfCGvPim+hv4w/F7tDW4G/Dp8RiZifeeE64T3OM7N9yZ0Ga1oXYDAODT458mtIG6gi58eORDAIkVMmnwNHBEpryzPK6H9vV9rws2/kBYXZUgRnlnedwx7qAbJ92xyJea0+Ljox9zj/88+s8oSCpAo7dRNRJb6awEAIzJGoOphVMBkOIESpjy2RTu8YAUUvjAHVJek/mRxwVDF2Bo+lDBtU8EfCLYAyl2NOzAc7ueS+ge2tawDV9UfPGLIh1nAl9Xfo3zPj0Ph9sOn5bPb/Y24+mdTwMgkuV4CEfDmLtmLn7z9W8EObfx0OhpPG2G/aHWQ3h136sIRUN4cvsvZ2+kDrZUk3xKjBjOgBNfVHyBuzbclZCqZEvdFsxaNQsXf35x3LHekBelHaXY17wP0wqnAVC/3lE2iqd2PAUAeOycxwAAXcH4dSj4iOeI9Ia8ONJ2BGnmNAxMGYhQNITjHeoOvF8bzmS1zwyGYZK7H5sBTANwjGGYmwBMB3AdywpivasBzO+u+jkegJNl2V9dyZ0oG8VHRz7C5asvxxWrr0joPeFoGIu2LsIVq69IaJO+/9t3BH9XdqjLuOa9tx3RACHKel0E3x1RHv/aBmJMTT/3EB746QH87pvfwWpiFFs3VHT3ykvO2o2ndz4Nf8SP+jCRJFW1egDnSWD728D7s3HBF2fjGf3bsDrLgLG3AAu+Bf58FLjoOdSnjEVnQLrINHT6kS6TZ0dJ244qsmgcPOnEs9+Qm/WiEvlU0UZnzJhu7grAqNPAblLvftLLEasEOjzBKOFlI/PwyJwhiiR0dcVq7G3em9Bn/VKxvGw5AAjIyn8DmjxNeGzrYwndp6FoCOM+Hod7fryH27yUwLIsLlxxoeC5eMRmdcVqwd9i76gczLrYfD7adjTu+C31sQJRde66uP2PqGTrofEPAQB+qlMXduxr3if4OxG5KyWjFp1FQOqUsL9lP6JsFFMLCDFTy+HjE0Oj1oiRWSMRZaOqHm1qiKSZ0zAiI37bhmZfLJJ4w9AbAKiTP35OoFajRY41Bw2ehrhSqTRTGvc40Sh9aUcpHtz8YELOCoB4+8XXUAlRNoqDLQfx4OYH8eDmBxN6D31fojLo/yke3vIw3j/8Piqc6pJD/n1/8ar4hu4vGU2eJizasigh4sSyLO7/6X4AJH/2dOCRLY9wjxNxstIoZLWrGtNXTE/oO0LREKYtn4Zbv7/1f3aQceCPxO6bU+n5ubNxZ8L3EQAsPbY0ISUGBVWG8AutKCESjeCGdTdwfyfi5Fj4/cK4YyiqXGQt7Qh0INmYzD1Wwnmfnsc9TjeTllinWiFZ6Vp0Bbuws3Enblh3A3Y07kCaKQ2D0gYBSMyx+GvCmYz8ZQPYwDDMAQA7QXL+vgLwJoAsAFsZhtnHMMzD3ePXAKgEUA7gHQB/OIPH+n+GAy0HOO8VIK0cJ4dNJzdxj6lho4avG17ufkQWyMPNNarjSZGX7kuv9eFQYxM6vfJS0e+PEsNkS/tH+LLyS+xo3AHWUK3YtH3NAcLP89Jj51nnPo7faz9H/9UXAy8MAdbeC7ibsbnXPFzD/h2aPx4Apj8JFIwDNOS47Gad5JgqWtyobPUgU4ZEjSwgiwZtDzHn1c3oCoQxZWAmNBr5jcPWTfQ0DNDk8iPLboq7yUwblMU9fuGaxPpxqSESjeDBzQ9i/tr5Cb9nZ+NOVVnYmUatq1YgM0ykIeq7B99FyeISHGg5cBqP7NRQ2lGKdw++mxCRC0fDeO/Qe5i6fCqWlS7D9zXfx33PsuPLuMfxvOVyG2y83DzqQLis72UAENdwBYA8Wx73OBGD+qeTP8FusOOBcQ8AINIYNdANc3rv6TBpTXHPQctooWE0+Poy0k6BGgZKKO0oxfZG4lw6L/c87GveB3dQmTgB4Ay94RnDAahX72QhXK8zLaRP50dHPlJ8T42rBlpGC7PODJvBhn4p/dDH0Ud2LJ+E5dpyYTeQKsWPbnlU8fPF1ynblo1QNKTqLQ9FQgKDqtXXmtBe9MmxT7C6YjXWVq2NOxYAZq2ahXlr5yU0dnnpcsxdMxerK1ZjdcXqhAnpe4few6TPJgmK5PxfYnfTbtS5iciIRnGVwM+dbPO3/WqbQUfZKKYun4oVZSvwz4P/jDueXwTp8W2Pq4yM4YPDH6BkcQlKFpckRCA6/TFpXiKElC9BTVSOSp0a2xq2JTQeIA6qksUl3BxRQzAitGESzcVe8M2ChO+jKBvFE9ufSPg6hKNhVLuqASRGmpaXLhcQn0SisHzE/Z14P0myidhxatePH+Wz6q3IMGecciuGpceXyj5/74/3YsE3C3C0nThC08xpyEvKAwPmF9eA/n+LM1nt8wDLsiNZlh3GsuxQlmUf635ex7JsMcuyI7r/0edZlmVv636thGXZXWfqWP8vIZ4w8YwlQOj9TlTrDgDz+5LclGqXMvnzBsMAWBhSiQc/wgahMVehTCYnDwDsZj2G5QkrVnZp9qHVHZC0gPiprAXPfVeKPLseuQzxrNzm18IV7sJdhmUIRVhg6iLgtp3A7Tvwjv43cKeVgNFIp2FRuhWt7iBaecVorn2bLNDXjZU22zR1yymXbBfKn+6Y0k/wN8uyWFW2CoFIAHd1vza6d2o3+ZOSykOth7jiCoAwZ8/+f1C8hZ8/FK+QBEDm04JvFuCRnx+JO/ZMgcohrhlAml/zIxlyiLJRvLTnJQBE5pcoomz0lApVtPvb8fyu5xPOb7pi9RV4ac9LCRUB2d+yHy/sfoH7O96G2Oprxb8O/4v7uzi5WHU8fzO7fyzxsMerMlnaUYor+1+JR895FAaNIW5eA8uyqHJWYVyvcQCAxYcXq44HCAHt4+iDgakDAQBb67eqjq/orECmORMOowMZlgzUe9ST6CudlZjdZzYK7AW4dsC1qOysVDWYXtnzCvd4TvEceEKehOU5Y7LHIMOcoUjcD7QckEjvc6w5AIAj7fI5Keuq1mFF2QpE2AjnSBqSNkTReOVHgMdnj+cq3e1p3qN43NQQe3saKT+ebSXKBjUytL1xuyAy6I/4VaOLFLUusn+dquGTSAN68Xx+88CbCX02zZ2q7FQnZnwkSna9Ia8gytHoVieYYrntNV9fk/Ax/ZJAyQAAfHzsY+WB3TgVuwQgBTme2fUM9/fayvjOhAgb4WTQiRQmKesUjokXCafHRZHI/lvlrOJIWSIOP0ouZ/eZDQCnxWlbo2LvyaHN18b9NonkvvHnBhB/LRDvt/yqmWJ4Q17OJr655GbY9DboGF1CxwUAOo0O2dbs/5EjSM5RI55n+Un50Gv0SDGlnDLp/aXj35Lz998E8SRO5Eb9tiaWGFyVQBUjXSQbVrYv7j5nLliWwcYy5fdUtXpgyPhG8JxG34aWLvloR6PTB3uS8BwYQysC4Sg2lfEWy5AfW9d+jKd0b+NbdiG8ez+EMcpynpwZeBpv9n8XOO9PQEZ/BMNRHDjpxOBsu+CzWZYFy7IYkU8Sf/edIN8dDEfR0hVASa4DQ3Olcksa3TvR7kWD0wezXovLR+YK+uqFo2Hc+v2teHjLw3hx94sw6bW4oH8GOjxBbKtsl83Hu+7r6/DHDX8ULC53TemHCf0zkKZQRfRUwJf20Up8api1chYAYG31WkFVRDVE2SiWHF1y2ppHUy8uJQTxojt8r97P9T8n9B2NnkYM/2A4Zq6cmXCFspf2vIR/Hf7XKSWpA/GliYDUY3qiSz3n6u/b/y6YQ/EMDVpp7Kyss3DdwOsAQFUaHGWjcAacSDWlgmEYOIyOuC0G9jbvRbOvGVMKp2Bm75ko7yyPayC7gi7YjXaMyBiBTHNmXPJX3lnOEd3hGcOxu2m34tiuYBdafC1clKzQXgh3yK0qARqWMQwA8NqU15BjI8QsUUmgSWtCflK+IgniG3eD0waT9+hMGNtrLEe4+Hhj/xtcUQGLzsI9bzfYFSMd/P3gL+P+ggJ7gUCeKUYkGuF6To3PHg8ASDGRtVLNYNrbvBcaRoO3pr6FCwvJmhOvimJlZyUXVU20VyHF9Wuujzsmy5Il+DsR47vR08h55Z/a+VRChO65Xc9h0meTEmo1sviI0AESL6Igvu9/KdUTTxV8p1oiUTbxPRnvOojnD18+roRgJIhcWy4K7YVYXro87nfc8+M9gr/jrfs7G3di7pq53N/xiowAEChVnt31bNzxVEXSy9oLQHyytbNxJ76u/Dru5/KRSF4dH9Q5lmHOiGsTdPo78dFRonLYNncbdIwOOxt3qr5HHMFXc9iO+3gcbvvhNgDAlIIpYBgGdqM9YfLHgkWKKUV1PMuyWPidVIYqJ/3UaoQ2YJ9kshelm9MV95UaV01CUeBfGnrI32mGeCGNR/6Oth3lJlKgZTKqnFVxPQ4ReJCiz4OG0YBhWBgzfhBEzPio6/DBkEoM7gl5E5BtzYXOVqo4vtHpR4eBkNE8Wx5GZY7CMdd2gAmjubEB2P8psHQe2H/0wX3tD+MSw06Y+0+Cp+8kWM0psJ1PFuSoPQWNrpjX61ijC05fCBMGCIv03PPjPbh89eUY2MsCrYbBvlpyU+85QRapP0xUj5gAwI6qdvhCEeSnWgTPP7r1UW7TodHVTaUtXNRzc7nw5uZvNrNXzeYe/2lafyxeMFZRInq07Sh+rkuM1PCRiP6ejxWlKxIat61hG57a8ZQgUqWGXY27cO+P9+K9Q+8lZFzRXANqIMeTnzy/+/mEjoMPWnERAI61H4s7fl/zPs6YTEROJvZWxpMl/WmjMDq49PhSVa+uWD64o3EHDrYoe0Sp0fnshGehYTTQMlrVOVXZWQkWLCcbzLXlqhaMcgac+O263wIg68DwzOEIRUOqROt4+3EcbT8Kg8YAhmFwVtZZONCqLNv1hX0o6yjDwDTiFOiX0g/t/nbF5HwqsStykEq+BXYS4VcrZmLQEgfMqMxRyDCTtUTNC8yfz30cfWDRWxTnBz9y8NbUt7jHDqNDIktiWVYQxX5/xvuC8b6wT9bTnG0jJHL9Veth1BLlwZX9r5QcKwV/jtH1x2EgzjA1A+hI2xEUJxfjnNxzcFPJTQDit4fgGzurK1YnFEk5FYjPL8mQpDAyhmnLp3GPq5xVcY2uNl8b3j/8PgDgUFv8aJV4r41H/k6VFAPEoB754chTckp1+DtQsrgEC75ZkPB7ttZvxWfHP0toDRfPHbW2LCzL4quKr6DX6Lm5FK8PmjhnVClyLnhPxA+r3or5g+ejI9BxytGdeFV5xfvI7etvj1v4ZV9L4nl4AI/8WQj5i9fDc8E3C7hcSiB+kS8x4kneAXBkq7ejNzoCHar7Fj/KZ9VbMThtcFxlBbV5bx1+K8w6s0C+qwarnrTNSjYmJyzbZVkWycZk1XzKek+9wNngMJL1Uk6Fp9MIaz5QmyzdnK5oh/99+99xz8Z7ZF/7JaOH/J1m0JLcAKDX6CUhdLXxEV9vsIiqRhVavR1gtS7Y9DbB83vr5HNlTrR7wGiIERJhIzg351xozdXokmkP8cbGCrj8YZwIknLoX132FfqZibf2tpTHcfWPk4FVC4GTO1FXcDFuCN6H3VfvAHPVe+iwpsJuTEaSnmzoqUkRQYGVw92N44fkxKJ4W+q34Nuab1HeWY5D7XswICsJ+0+ShYOSwHOK0xV/C4q7PiULdDJPohmKhPB5+efc34faDkmMmfdvHCP4m78hBiKBhDbRso4yXP3V1bj1+1tPebNaUaZO5sTfv7VhqySnQA40Enes/VhC53D3j3djXfU6vLD7hbg5V0Asf41G/tQSo91BN3cdaFnneEalJ+QRRL3iber+sB/z1s7jIniJSG0ogf3d0N8BAH6sVW8BQPHe9Pe4x2p9gejGBgB3n3U3AHVpXKOnEQaNgYsCTe89Hb6I8nlctprk+VHyNzhtsGpREkq05vSZgxxbDmecqEVtX9zzIgBwn5tuSVclHDWuGoSiIa55b34SKd6sJBuijrHejt4JjQdixpVRa0SKKQWZ5kzVtgp0Lb1/7P1gGAZmnVmw5vJBizUsm7OMUzAA8uRPbHzQIgFA7JrI/VaugAuDUgchwxJzgpl0JsG58SEXlaHGjJLB5Al5cKz9GBdRHZQ2CAyYuPeF+JziRQlOpaAFIDy/IkdR3MgfPxeeIl4peb6zlUH8oiF8x0SqKTWus7bD34FcWy7WXUHaE9MWImpYVroM4WgYd224C3/f/ve444FY1H9n486EItu1XbW45btb8Pi2x/FNTXyFiHjufFX5leLYH0/+iHpPPULREOfAenmPumqFX/gEIFHeeEQrEAnAoDVwUbN46QQUVA4t/k4x5L4/Xi728tLlCR0DQNbSR7eS3N0sK7GbEiVCFPHShOh+Pij11IuS0Pfc8cMdimPEZCjVlBo3KkdJ9dheY2E32OEMJkbkaD51sjE54chfmjkNubZctPhaFO8LMYFeOIxEAWUjfyIHPF0zlCJ/UTaK8s5yrvDMrwk95O80g+9V1oTTUeNU3kx2N+0WGLlshGwkamVsf7v6/wEA6rxCuUlpu5QwRqIsPtwdC9lPKZiCs7JGgtEG8dzGTQiGY0b4yQ4vnl53DAwT26C1b56H+za+BR3Loszqx87c3wI3rwf+dARfF9yLjdERGN47C5FoBNsbtiPTksmVErZZvGhyxT5r74kOpFkN6J1m6T62CJ7d9SwyzBnQMlqsr12PgdlJXH/A0qYupNuMgpy7x7Y+hpLFJYpGh4OXk1frlhqQrb5WrLnzfO7viQMyBa/TJHBaFbArFL+c8B3rYwspn2zKQY70qBlAX1R8IXkungQDiMlJj7YfFUiKlUCN1XjHA5AoIYWG0eCGITdAr9ErEjq+55SWdY7XI0vsXackRAliB8vfd8Q3sEo7SpFsTMado+5Eqik1oabZAJFlXtr3UgDqJJNfVXP+kPnQMTrVjb2is4IkmndHd/ql9EM4GpYlBPyIEiURaeY0uENuxeI11Ij5XQkhu9Q4UYtkDE0nbVmfOO8JAECSPgmekEcxSkAlcFQiScmckjOLkudcWy73v4bRqDq/qPODGimZlkxVEkIj+LTQTZSNotIpn1fY7G1G3+S+nFODwmFwwBl0Ct7Dd/S8PEloCFPiSNtqUISiIRxoPcCRXQoaAZQr9kWJat/kvtxz1LGgRGInfTYJrb5WLjIKEMIYT95HJay0Ums8Q3TC0gkAgHNzzwUQv/x6MEqu3VtT30KONQc1Xcp7YzAS5CIWAHDDkBsAxJfR0cigWWdOyBlHJcDTCqdh3uB5qHRWypJqlmWx9NhS1LhqkGpKRa4tFwuHLYQ/4o9buZQfrfz42McJyfH555kI+ePLTxNRoYiP4aGfH0roWH4z6DcAyPqkBr4Bfs2AaxBhI3GdBYFIACadiZu3rV7187Yb7BiUOgjjssdJvlMOYVa6bqmpb06lj6035MVr+17j/qZrWqKkhmLpMfnCJBR0facOtq0N6jJ8/r5M91+1qG0Uwn3cYXTEna90fhbaC+EwOhJ2Cln0lrjfsWjLIu7xtMJpyE/Kx6isUWQdV8gB5q9D669aj4l5EwHI5+lLIn/dMtA0cxpafC2SfeKL8i/Q5G2SKHt+Deghf6cZroAbetjQVfoQ3J4UVU/iDetu4Aph+JtmYf44YnRUtSsvem0+cmP1towGADwy7vodKQYAACAASURBVG8AgFqn1Ig7WOfEyS4iY7ms72W4ot8VyEsiRhCjc8UasQfccO1ZgWf1b2JWHqnq90BbJ2BOgWHGUxiWNhQ/a4qxPucWIPcsQKNBg9MPm1GHJJMeG09uhCvogkFrQKGjEACgNbaiyeVHtLu3XoPTj/xUC2fcripfhbKOMtw/9n6M6TUGh1sPI9ViQKc3hD0nOrByT51AmlrrqsWyUlI9ccLSCQhHw/jpvkk4u08sX4ZP/hrc5LwXz1iMVyaTIhGNnkYMzrHjspG5snLSvc17YdVbudyaeJsJy7KCjT2e15iOvX/s/RiSNgQAVKV6/AhIob1Q8pwS+MaCOC9CjFA0JPjMRKUzfxhOivGmm9MRioYUDUs+GaH5Wl9Wfqn6HfyiCzTCrXYt5Iy1eFX46tx1KLAXQMNokJ+UH9dQNOvMmD94PjSMhiN/asbuTydJFPKtaW9Bw2iQakpVlXMfbz/OkS0gFt2R8xy/ffBt7vGYXiR6rSaBbPI0cW0h6OfS/Cu1yJ+GIdsFJUNUpicnNfKGvHhg8wNIMaZwOX+97b2hY3SykbkoG8Xn5Z8j3ZzOkR+D1oBsa7aq7DMYCXIyVACwGWwJOWnoukfnqVxVx0ZPI0eK+XAYHQhHwwKyT0nDe9Pfw6SCSYLxE/IIKRJLiddVrYMz4MT03sKy9HQeyeUA03XsrlF3cc/pNXpoGa3iPUGPk++dtuqtquSPryighr1aZJsfRbl2wLUApK1H+DjQcoDb687OORsjMkegrKNMUbbGJ87PTHiGkxvGM6bp/B+RMSKuhLPOXUf6lfYah+cnPs8RbLnoYkVnBZ7Y/gQOth7kyPeAVFKcRO28Aen6lEglVb4qJBFJHH8f+rz887hywG9rvgUDBv+44B9xP5tPkCYVTEKSIQl6jXrxMzo311+1HufmEOeA2t5S5axCV7ALZp2Zc2i1+NQdkaFoCGN6jYGG0cCkNcXdr+UKgandE3I5skrRywXfLMCq8lXc3zR6eapqIH6RMDnQ/bTIUYRhGcNU8wWbvc2CYmZp5jSMzhqNUVmjFN8jVhbFy68DYjJ9o9aIIWlDsLNx5yn1UVSSfbZ4WwT3wYzeMwDw9i4FxyW/rkCGJQNpZmIjypFSvuMb4EX+TMSuEa/hNFhzeb/L1U/qF4ge8neacW7aXHRW3QBErIgGMnCi60RCN0LYNRzjC4m36FirfGL+D9Wb4NEQQ+rdS4mUbEoh6YHS6JEurPWdPmj03VU4R9wGhmE4gyBdXwfDrreAxXOAfxRh8E+3Y6pmN1ot5GaY+bufgRvXAON/D5slDazGj7c2xQym2nYvcpNJdIMm+N4z+h7YDXakmlIR1jQjHGXR6iGLVU2bFznJJLLpDrrxyt5XMCpzFKYVTkOuLRf1nnqkWA3whSJYf1R6LmKStLJsJfJTLRicE7t5i9JjUjtaZTDHliOpjvfCNSNw3wyhdx8gRliyMZnzSMWTSfHbHQDx80WodzU/KR9vTSM5RWqyE7qwZ5gz8MUlJAr43K7nVL/jVNHma0OEjeCe0YQkxvMy13bVwqKz4NbhpHw+JWdKmyifIM0pngOj1ogkQ5KqHJW2LNhw9QauxYCa4UA9tE+c+wRHMNXk1u3+dmxv2M4Rq17WXmj0Km/SFZ0V8IV9XKENumGobey0/9w5OecAIBuvWiTFHXJzPY+AWORQbg7yfwtKnGj+pVwRA/7mTQ3XVFMqdIxOtU+eP+yHXqPnvKM0X02umhvN69Rr9Nyxm3Qm5CXlyTosVpStQJ27TjLf8pLyFAsGsCyLrlAXd84AIaSJ5L3Q4jC0Qq1Yct3gbsDR9qOyZJgSZr7xQJ0gYvk9QK6dXO4L/Y3onKBQyjfdXLeZ65/FLzhD5avx1id+Tp1Fb1E1dGkxKR2j4+RhtNCKHOicun3E7ZiYPxG5tlzsaVKuWMrPd2MYBv1T+gNQbq3AJxczes/gCEc851ejpxHJxmQUOYriFqKieTtULkijw3L3Nf8a0bXrrKyzVD8fIKTs+xOkkNDoLOKwjSeLC0fDgkIj8fLG6PfwofaeE64TqHHVQMNoMCmfOC7oNZcDdQJR5Cflq8pvfWEflxts0pmQaSUKG7X18pLPLwFAyFWKMQUaRqO6F3lDXvjCPk5ppCbnBoizia9YuLnkZgDq5E8uLUPpnhPv40mGJGSaM+O2DpGDmoydRvqibBSz+8xGjatG8Z54c/+bWF8bu++0jBZWvVU1oilWjiQbkxGIBBTPOxQJcUWTjFojRmaOhC/si5vuRJ2WgLJj6p2DsX7WozJH4cLepHAVddDJzafbfrgNb+4nVYSHphFnqkVvgVlnlnW+0kgfjYryc/4AabSwyduEIWlDMLlgsur5/RLRQ/5OMwL+FET9ZBNhg8R7oNZ8Wa8xwFt9K9iwA7n2TEQCGTjeKV8Y4rUdseplFgPZHJNNyQCrRZvMQtnq9kGfshUmrRkZxmSgahMcP78KAPiDYSn67nkCcDcD4xbio4Gv4+zI2zD1GoxRmaOQ7Ii1V7DpbWA0ZIN0ekMIR6I4WOdE30xi+JR2lMKsM3M5Jr3tveGOEiLU5AygwenDiXYvRhUQ4/mfh/6Jdn877h1zL0dIO/wdXMP1A3Vkc/zuTxdwxyA2nB/f9jg2ndwEk55M6XOK09AnI2aINbgboGN0yDBncF64RVsXKVwFAk/IA5vexlXui+dJpEnFN5XchJlFM1U95SzLcgR2fPZ4OIwODE0bKiGQfNANffHMxdwiFc/jSiNetNR0PFAiUeQogkVniVtQ4UjbEfRN7stFXqwGQiaUDHBagXLN5WugYTS4uPhidAW7VOWGFZ0VSDYmI82Uxnnt1AwBKrcpySjBw+Mf5j5DCbRsOfXc97L0Qo2rRpaQbqnfgku/IJE+uhEUOYqQZEhSLH4iF3VMNctH/liWxV3r74I37BVssGrkj85PvsFGfye5ip980kJzlLQaLQrthYpFKBYfXoz3Dr0n8JbTaLUcUaa/KZWVUqSaUmU9rkqGYJ4tT3EO/vPQP7G8dLkg0mc3kEpx4mvnDroFLXTo70mjCmKJJTXeaNSOD0pU+AVEaOU/fm4nH8nGZIEBThuVXz/oeoEkGIjlworx++9/zx0Tnav885GbG3zPfYSNOR2tOis8YWVD94HNxMny1AVPwaQzwaQ1qRqJlAzlJhGHZb/kfqqGrlgWTqPDSu+hxuDvh5PfQMNoMCpzVNw+oQ2eBmRbs5Fjy0FXqEuVAAaixNClUQc6N+hvwQe/Qmx7gMxnpevGBz3e0Vmj8a8Z/0K6OT1ugSJKFin+dUg9GgQA2+qFfeuUrl1pRykuWnURAODu0Xdz+aZH248qG/jdawB1ghQ7ilUluy/veRmrK1bj/NzzYdVbUZhEVCtK13pZ6TJORjd30FxoNVqkm9IV99NOfyfGfUyknnTd02v0WHp8qawk/cuKLzHyw5ECwjqneA4AqLY/4ZM/6hxVI5hi5CblqtoE/NdGZo7kHlPyIgfa8qnKVcWtx+Ud8nl/fEljsaMY2dZsWHQW1XOg68eHM8n6yFUWVshd5Du8jVojRvciDo546SlPnx/rhU3XMvEaTv+elD8Jz018TjDeYXRIbIgTrhNcnvD1g67HR7NivVlTTamyzld6nPRepo5/m4HYkuLfqsZVI5Ht/1rQQ/5OM1y+mLEU9pAN+/b1t0sMQkosSqxXIOLrDbNeC7tZj6g/By1+aQSpzdeGSh8hkdFgKvc8wzDQsg64wkIDq9Hpx/PfrITW1IQ/MGnQPNsPWDwHph3Em/KZbhA+Gvs5cNt2eCcuwl/3JUOj0aHZ2ySRPtkNdhgMfgAstla24odjzWjuCmDO8BxEohGsrliN8dnjOUJQaC9EW5AYcI0uP3ZVEyNofJ801Lnr8MHhDzCnzxxO5mbWmcGChc1MbvZNpS04r286+mXFPNfU00w9NACRt2i7ewZSYklR565DljULWo2Wi9SoyfROdp3EhtoNaPG1cBtiPBknzRG6a9RdMGlNaPA0KJb+7gh0oCvYhfvG3MdVLByROQLlneWy+XLUAzc+ezyXO3Vx8cVxK+TRHLuRmSPxp7OI5ENNRkelNenmdAzLGCbI6RPjcNth7GvZx+X4ALHIh5x8lfZ6MmgMnFedeprVDKCKzgoUJxeDYRiuAIoS+at11XLVyCw6C3o7ekPDaCQ9oPighPe+MaSiKDX65NpQ8EtG3zyMeIt1GuJUkJOqtPvbOfkelTsBJHorJ2Pa3rid887yCSslCHK/KyUc/OIzlBDKETO+0cWvWHtRn4twouuE7MYuV9acfq/YoP6+5nscbjuMqQVTuTYVFGnmNFnSSwtD/XHUHyXjOwIdsmqJ72q+kzw3MHUg2v3tEu/3i3te5Ppz/WXsX7jnlQp0UENi3mBpo2V6/zXLqCuoQSyGuIgBNTLlWkYsKCEVHfl5fXzMHThX8pxeo5edr7TgBECK+1DE8/hT0ChPvMgidVrRtTXblo0GT4NiRJ9PRAGSE2XQGBTzdigBu3bgtdxzeUl5cWV0jV4i3Z2UPwkMGFVJJpVKU+cEPRc5eSA/8kfve4ZhcFX/qwAoOwrpeT90NlF95FhzOCmvHD4v/xz3/khyLz+/5HM4jA4caTuiWuir1lWLCmcFLupzEVelVsnA598nVCUh9xofdB58MusTAGSvaPe1K17rE10nMDB1IF6f+jo0jAY2gw25tlzFqpGPbX0MAInGUUftgNQBiuP5RU5o5G9E5ggA8qqEtw+8jSgbFeS60X00kTYXD41/iDuuRNqTUPSy9FJ1cs5cOZN7PHfgXCybQ9Ja+qbIrwMAMDZ7LADicKapIEo50vz2MysvWcm1VWj2NivmhtPnKQmiahSlSDKfUDEMgxxrDjSMRnavo6kQQIy00+9iwXI5wRTOoBN5tjy8PPllSYGVHGuOxK7hOw0zLBmCNg5ppjSJE5I/f/88+s+4d/S9uCCPBByouoS/BvrDftS767nf/deGHvJ3muEJxDY5NhyTJIqJBC3vu6WMLNLLf382Uq0GIJwGZ6hZ4sG6e8MDiIDcmAv6Pyx4TRO1odnTBjYaAer2ABufhu69KXjKQrwl5zZVAANnA9csgf7/VQMATjgacSRIbvCKZrIADswL46T7JFcJkKI4uRhheGG1tmFzeSs2Hm+B3aTD1EGZWFdNqp5R2RlAckacwXYw2i7c/MEuHKp3Qq9l0D8rCS/tfgkaRoM7R93JjacLjckQO+fMpJi0q93fjlf2kry95yc+j4O/PYizss5Ch7+DK1qj18amdjgaxobaDZzUi2EYzBs8j5BM0Ya1t3kvZq+azRUJafe3c2Ts7h/vhhoavY2c/pxKuZQiTnSh4i8c/VL6wRf2oa5LGumgOS/8PmkWnUXVU7m3eS9XGtxusOOC3AsknyEG3cwyLZno4+iDCmeFYkGPDw5/AA2jwSV9L+GeK0giEeLlZdKqaE9sI4VCGIbhSAet8KWU6/hz3c/Y17KPM7jpoq9E/u7fHCuTbdQaYdQaUZBUoBr5a/A0QMtouc+eUjAFAGSvA0W6OZ0zNAAo9tV758A7XKl5PpHItGSi1dcq+W3558WvGElJyl9/FhbHibJRvHWAGHjUOwnEyOK7B9+VHBOVgt4xUljljXow5QgjX4JKQY0J+v0A2RD5bTDE7VDkIn8sy3LFjOYPmS94Ld2cjigbFRAnlmXxzoF3ZCWtVD4kLsnONwz4xSmUnCe02ir/Govfw29anWnOxLk55yqSP3GuDCUtdqNdMlav0WNOnzkCcsYn5FRuy4c/4kejp1GwngUiAY7svDL5FcH8iCf7pKDOGYveokr+qISVEqYcaw48IY9i/uUHRz4Q/K3T6FDoKOQk3krgX68saxba/G2qRKjR04hsazYK7AXIS8pTzammUQ2ag8kwDG4dfisYMBJnLb/4CN/pQ/NhxdLdUDSERVsWYfFhIomj91OGRd4JREGLjgGEINNKwar5ct0VmucOnMs5LpWihfz5kmoUznU5UuoNebG3eS+MWiO3n6aaUhGMBhX3InfQLcmlGpAyQPZa7GiIETK+jDbZmKw4X/nfS0kEdSLJOTrp2si/btSRpfQd1Pn0h+F/wNUDrsawdEKUr/36WtnxclDLl1t8eDFnZ1za91LMKJqBASkDoGN0qmlCJ1wnUOwoRq4tF3aDHRadRTbdxBlw4p+H/sn9TZ06ozJHwRf2KTq26T1v1pLfjM5bpcifeF/WarSKrRj4xJwvJaZ7nS8kXG/afe2KVTX7JveVRJL5RWPETj455c0/dsbyXa16K+YPmc8dl1wF5tquWrBg0dveW/aYfunoIX+nGd5gzLgrTLOgr4b01hLLJH448QN5wISh1TAoSrciyaRHvi0PLKISD+fhRrL4B5ovxN0TpsRe8HXCGvJAZzuO6LP9gXcmARv/Dqc/iiUWUhEqdeFm4NLXgUGzAWNsM232E2N3yfYaQONFqZF4yMWeJ1oApSC3EXtPdKLB6UNBmgUHWvdxJJaWzAfAyT81BnKz7aruwNBcBxq9J7G2ei3mD5nPedIAwKAhkbAqT4ykJJlikoVPj30KMax6K7xhL4bmkk0m1RZrwP7MzmfgC/sEEq5cWy58YZ8k9P/m/jdR46rh5AIvT3qZS4im5y2HJk8TjrQd4cgcrTimlNdFvaqU1NBjAuSNb7qJfTAzZjRZ9Va4gi5ZD344Ghb0HQtEAihyFEHDaBTzuio7K1HeWQ4No0GKMYXbCJUKEhxrP4YL8i7gjhsgvdkm5E2QrdZFI5z/mh4zRKhRINcbkGVZ3Po9ySWkidfJxmRoGW1CZZ3pRtXH0Uc1J6XR04hMS2Ysl82aDS2jVS0tTq8v/7vkrjXfCKSyHIAkqUfZqGQDovkdRq1REAVT8sxSAsR3tgBS0sXH4dbDmJA3AbcMu0XwPI18yHmzTToTLDoLlsxawj0nbogLCKsMDkkfInmdyjL58+NQ6yGUd5YjPylfImOWi/RWdFYIiqHwC6bQSJr4HPhyTH71zhxbDsb2It5z/rWqdlYj25Yt+zuKc54i0Qha/a2Sa8CHw+gQGExb6ohEfFSmfLGFdEs6mn0xp9+T25/kXqN9EPmg5cv5ROJoG8nRyzBnSNYutYIvVBHxx1F/5O4JBgy+rPgyblsWSmYpQZUjEEpzudhRLBv5Y1kWFp0FcwfOFcwPrj2JQjTlzvV3oivYxe0txY5i7GnaI3sOLMvi68qvkWRI4vKKATKfWLCSteC53THZGd8gVWq7sb95P1aUreByQymJtRvsqj1F11St4R6bdCbOWaZGGCnBoLmOALnn5cA/TkqczssldQPkDPZFWxdhbdVaUpWbVwkRkK+eCJD7Suxk6Z/aHzWuGslceGI7cRA+MO4BgaLEqDMqRlP5v0W6iVwLOg/l1BjUuUxRaC+ESWuCltEq3hM00kXXEblCUEr47eDfcsfkDrol86/B3SBQVlBZOcMwsBqssqQ6HA3jk2OfoNJZyTlMGIZBji1HVlrKd7bs/E1MgknnrlwEfVnpMi5vlzqOaOVipcif3L6cakqV2ANb6rbgk2MkclzsEBbbo+S8ziN0vu5s2qlI/rKsWWjztXG/bTga5hxfd4y8A1cNuEowPs2UJjjWBncD18xeDpQ88ucgJcw9kb8eyMIdIJv3ZSNzUZxhg7udePP5peT5Cb25thyUPzkTFgPZdPukEHIgNtg1mjDC7n74at7DQP0+YNOzwHszgH/0gVZPNqqT2WOAy99B6M/HcSm7APuSyEbsMMvnJrhD5AZtcvmhNcYWA5ooS0EXe4sxik5vCA2dfmQ7zFwJ/vNzz4deG9uk6YbF6Mgmt7umA2N7p3JSvMn5wmRZSn7eOBIzeG6bHCOge5qlhQQsOtKs+aKSbHywYCzmjo3lKH587GMARNZGQWWH4nwi8Y18Xu55sOqtGJo2VFUbT6Mf1LB0GB2w6W2yfXe8IS8OtByAhtEIiBNdYMX5cu6gG2ur1qLQXiioAEnJjZyeft6aeZzXeGDqQEwpmAKtRqsq37rki0uw9PhSpJvSodVosXA4MSjlcq6cASeqnFUCQkORbc1Gk6dJElX1hX0YlTkKJRkl3HNykQ8KvoyNHguV7SoZTDQKMCRtCGe4Z9uyVeU2NC+IQqvRSox1MeSi4dXOakmEgG9I83vF0Xvo1X2vCsbTKOHW67Zy3kYgFtESS7M2120GAwZvTH1D8Vj5xsaWui2ocFZIPgeAomHpDXnR6GnE9YOvl30fH9QoeOaCZ7BgqLQhNTWeaA9GAHhsG5F5vXuhNErJJdrziDXf8Liq/1V4dkLMcOKS+UVEvCPQgVRTKh4/93GJIUqdJ7R4kjPgxMaTG1WdPbRcOABsPLkRUTbK/X5ySDGmCI57XfU6LiIlhz6OPghHw9y9R+fCp7Olji8AnPeZ78GnfSQ/m/OZYC4BRJ7tCrok96gr6MLKMpJLzifJJ90nwYKVLT7B97jzI3+AfIVQvlz23tH3co8L7AWo99RLIh0nu07CG/ZKfiu1CoqfHf+MU0vQe/XsnLPR7GuWJTU017Ur2CXIjaLv5X8H//GLk14UyK2VyB+/FPzIzJEciTXrzGj2NsvmBfNrA3x5KamITCXpSpG/Y+3HuFYTDqMDKaYUjMgYoZiXRPPeP571MUeK6P0kjlJF2SjnCOQXWaIOGjnnF8uyaPO1SZQDOdYcRNmoxEkTiUYwMW8iVzGWwqQ1KToN6Gf87by/caQsyZAEBozsPsEneMPSh2HJrCWEaOmtsqkgoUgIkz4jEXC6X/EdQHLKGL5T554xJD8wSZ8EFqyEzImlyHy1gUUnH6GfsWIG/rb9b5Lnc2w5spE/vnSZvxbQPUlcBXx56XI8tvUxLs+R2iY0F04ugtkV7MKzO8nc4UvrI2wEP5z4QbAPLfx+IfcZ704Xrvv0/N89EHu+ZHEJomxUQtwp0kxpCLNhTn3z8t6X8XP9zzBoDLhl2C0Sp6JYNXDFl1dwr9H2JXzQ+c5fO2gRmx7y1wNZeIMR5Kea8cI1I9An3YoTLRr0S+4n2BTpxuOrvxJXDpwp8Db3TSUbXkV7TH//3bFl8DLV6GM8gf4fjALengCsfxwIeYFz78L56bMAAKXjHwSGXY2jLiMCRhJif3va24pFQjwRYpw0OP0Y2j2fh6YNlWwcdPHQ6cKo6/Sh3ulDpp1EIYodxXjs3McE46lRNGlIbMMY3TuVq+JHy65T0Dy+PFtss89MIt/JsqxsDzaLnpA/hmFwQf8MaDXkN4xEI3AYHZhSMEXgNaKkSyzt4/82l/a9lCOxIzJH4EDLAdkoWygS4tpOUINRw2gwOG2wbPL1DetuwKfHP0UvSy8uGgbE8uXEm8ON39yI8s5yiTE6o4iUOpbzAtNiFH8Y/gcsm7OMW7yVyJ8gYta9IdCo5Gv7XpN4K/c07QELlqtYx0e/lH7oCnVJcg86/B0SGR0/D0EMfk4XnyT7I37Z3J1AJMAtyHyi38vSi0jQZDZ2T8iDvU17ZfNaxVX4+CT7+sHXC14rtBcizIYlG68r6MLorNGSwifUWOf3guTL1/jOE4DI4sb0GgMdI+xDtKNxBwalDZKVJ/6/MaQHKP+8aXU4fu4UBb0/xIbl5asvF7zOx/WDrhdE1ajROzhtsCRCBsQKD/HnW0VnBXpZe3EyMj7kogpfVhBD+JZhtwiMDO49JmleYZuvTdCTkQ+63lIHwfVryLVVq944MG0gGDCIslGukAw//1iMZFMyuoJdCEVDYFkWh9sOcxEWOdCIDY2EuQIuFDuKZZ0tQOxe5VdGPdR6CNnWbNnrVuQogi/skxCnq7+8motC8KPbNHohF4WglRkB0gMRiEX+aJVlPu7cQCT+71z4jkDmSyW+4qjC+4ffBwNGcj3EVZv54Je8p8oVuobIEVKl4iNyBJP2yFx58UpMKZgimLd0PRM7Cvn3IJ9U0+jDxpMbJd/9/qH3ucd0D+Z63slEWJ7a8RSu+jIW4aBOjkxLpixZ5DsZ+Q45i84Cg8YguQ787+Tv2WqRvxZfCzoCHZI+gEryfVfQhSxrlmzE3R1yS77DG/JiX/M+pJpSuaItANl/7Ua7bOSP/9wD4x7gCLsr6MKnxz+VkDl+7zz+PU4jxHJEiJItvkOIyorXVK4RjBUXfKL5igCxteRIr5IzsyCpANXOaokDJRol+zc/mgoARfYi2WMQF8CidpHdYAcDRnLOJ7tO4pxPzuHy9OYOiuUlU9WNkvpGvD5dkHcBdBqd7H4tl+8MQFIIjtqISmSROqfofc3/rjtH3ikZT21evkKpxlWDDHOGYpGvXzp6yN9pxl8vGoQlvyNGe3GmDYFwFDo2RbAY13TVwKbNQNg5WtCbDgD6p3fLZ2p2At8+BLxxLlavJ9LK871OoHgycNlbwN2lwMJNwNRHkJZBvs8TJIvGwTondLajKEkbhbNzzpYc44uTSMTOF+1EdasHxxq7ENE2Qsto8d6M9yRGnF6jh47Roc5JFtEufxhh4zEEIgH8dfxfJTez3WCHQWOA1RLzYBWlW1HbVQu7wS7Jk+mf0h/jsschzSw1aL+q/AoAieysvjRGAJSqVn1V+RWcAafEMKMbtjiqRb1sfZP74pGzH+GepxEPuQWMH5WlCzygnM9BS6aLDSO5qAgQKyMvkcR1L3hi7ynfy3f1gKsFr7X6WjnjhQ8+UZPLxRBvokuOLYFeoxcYDRTUcOUbTCzLosHTIImOMAyjWFacLsjiyLAv7IMv7JN4RPlE+/pBMXKmVAraG/Ji/MfjEWbDEmJtN9olOXw0f/LOkXdK5jhnWIquqTPglM0DK04uRrGjWOAhpmvCY+c8JhkPEK9rWWcZFyVgWRbH2o5JIvPc+O65yPdWNnubkWfLk+TgAESWm2xMlhhk9B7RyGwXDZ4GeEIeLspM5T1KuW/Uc0498k2eJoSiIcH14oOLdv1tIAAAIABJREFUKvCMPto/a3af2RKSDHTnc/CiEEuOLkG1q1oxMkeb1tMqhNTopflucqBe/K5gF/Y070FJeomgaIEY1GPuDDg5uZNaNJrmDrf5iZTpWPsxgURcjNTutZJvlJV2lEqqglJQUiOO1vDXQ34EjJZVF0vv+BVUR2SM4K5HmikNRq1RIvtkWZZTQ4ij53LX2hvy4uuqrzG1cKqANAExw1qO2NBcw5+u+YmT0SkR0tquWk5GLHai0LWD/x2H2g6hb3Jf2cbmSuSP/zvTSpEAabkkPmcKer6LZyzmnks2JkOn0cme85KjMUn22svXcvt2piWTNKLmRXlDkRDO/kRqCwBkTU42JUukeuuqSD5/flI+Fp2ziHueI38ykT8qPRav8TSCyV9romwUrqBLdm2ilbRpbinFfZvuw9aGrbLOLzkHHiDcy+Sk6+LIcLWzmnvMN/Tpd8rlMB9sPYhRmaO4lkwAuMg1X8INxIjF5PzJ2Ddvn8DRadKaEAjLRzzl0C+lH8n/FaWOUKfN8xOEv59eq8fM3jMlLWqU8vypKkY8N/iKgxcnvih4jdpeNHUDiElb35wqrWSq1WgxMW8iNzf45FdJWi9WiNB1Simnm+6NYgfHlf2vlCWM/P2eOsKrndW/2kqfQA/5O+1IsxlRkEYm0+SBZLPaX82iqXvx7vR34uvKr+GOEAM+FGEBlgVaSoFtb2DyLpL38339l8C2N+A2O7DRaoEukAxd/1XAFe8Aw68FkmKRC6uBeHE8QbIB7aytgtbUiKmF0rLlAClwoWUtqHU2YeKzGwEmgJroakTYiMQjRBFmwzBYYhtQRiox5viyRAqGYZBpyYTR5EaOgyx02Q4TyjrKZPNXALJwu2U8P7RYyYuTXhS816In5E8sYyrrKINBY8CsolmC5y16C1JNqRLy1+5vR9/kvlh1ySqB8UNLL/948kfJMf12LfGKXzvgWoGkIt2UrtrIm+ZCUlCD+WCLfGsPsVGu1+iRakqV5KPQMvt/GfsXRYNUbMSp9eQChBtcq68V2xu247qB1wnkPxR086YGfjASREVnBbxhr6wBS3vkiMmcK+DC0LSheGHSC7LHJCakNG922ZxlAs+xUoSALyvlRwrpOShJS6nhwgf9DrGx2+xtVsxTGJI+RGCI0jLwcgU9ABKJ6Qp2cfkbDZ4GdIW6uI1UDEo46EYdioSwtmqtwLiQOze+Ycl3JMwulrYLoS0RqFSwM9AJDaNR3HRNWhN0Gh0XdZixkkSvlc7BqrfCpDVxThR+AQeltUkc+Xtqx1MAgJlFM2XH93H0QYY5gzMyTFoTLi6+WCKV5IOuPVvqt+BAywGJR10Mem83eZs454+SFxsQ9susc9eh3lOv+h0WnQU6RsfN2UAkgBpXjeLvSn+7RCp+AjEDlfbAo3h6BynRPj57PD6cFYsWMAyDbGu2ZH3l31PiSK9cL616dz08IY9syw2zzgwNo5GsG1E2yuWe8qXWSvcoJU0zes/A0tlLBa+Jf1eARGOVSLVZ392SRVSsglaw/P7K7wVqj96O3iS/WIbMtfvbkWPNETThZhgGmeZM1SqTGeYMQWQuy5IFX9gnKL7DJwevThZKzwGydvBl756Qhytw9ND4hwRrGpV0UvULH7evvx0AJL8XfT/fOfp5+eeIslFB/j8FJWni+bS1nkTl5NQsDoO0CFdlZyW8YS8u63sZrh1wraCiLu31J74naP6/GErkj7Zm6Ap1CYos0SIxJelChyk99sfPe1xCRkPRkCQqLCZm/7ggVqiEXgv+3hiKhrCibAUKkgpkiY3VIMz/ZVkW9e563FRyE/bP34+DvxXaI+LKxUBs775r1F2YUjhF8Bq1vfh7iVFrxLk55yquaXajnXP+0vVg0dmLFHPZxY4jarvRRvBiiH8nulde2e9K2fE6jQ4PjntQ8B01rppfreQT6CF/ZxRZ9m7pYtiODn87QtFQrAR92IKZmu2YXPY48GIJ8NoYYN39sLiJ3LNOr0PrXXuwcgyRa0X0Afz5QnkJkEXf3Ty9ewOiuR+0LLActDCD0RDjJzWF3NhKxQgoWiJ7ge5cBl+U6PqVDKZMSyZafC346s7z8eHvxiLCeHGw9SBGZIyQHU9zUh6YNRDLb415KE+6T2JYxjDJBmHRWRBloxLj5FDbIRQ6CmUXjTxbniSX8qT7JOd156OXtRfyk/Il8qDdTbs57xH14lLYjXb4I35BPgc1eifnT8Y/p/9TMF6v0eOsrLMExj+fzPKlFBRZlizu+lLQyJ6abI3vpWVZlqvSOiRtCJ48L+aZfG0K6ZnH3+Co5/78vPNlP5sjf90b76yVs3DZ6ssAQFbqRjdDcVECV9CFVHOqrHwQEG5wrqCLawI7IEVoaFCyI77W1Fu54eoNEhIrR/6oV59fMp8iy5oFDaMRGCcry1YSGZPMfALInGr2NnMSnS31W5BiTJGV0gLEKwnEeinRCK2SIcp5N7vJ3+cVn4MFq7oOZJgzBE4GKrF8dfKrsvKWy/sSSShNiHcGnHAYHIrXjGEY2A2xjZ0aMkrRX4Zh0De5LzfH+dEyuQqkgLTAAHU4DM8YLjseiDWFDkaCaPY2qxJkIJbncd8m0h6kX7I0CsQHlUPeuO5GBCIB5Cflq5M5vQUMGLhDbtS6yB6g1PoBAFe2nd4Tuxt3I8JGFM+ZGoH8+UrJ7w1DbsDma4W9aGm1P7HTiBqu71z4DsQYkDpA0uyaVvh7ZfIrAhIEyOd30siNnMOFYRhYdVZJlE3JkZVkSEKSPkki+2zxtqDIUYRnJjwj2VcYhkGSIYmbr56QBw2eBkmRCgq6Rnxb8y33HH8NF8vLNYxGdq0JR8P4svJL2WqptBiQEvhFwQBehJSXa0nv8YXDFmJCvpRYp5iEOap8NQqVnlJQQ7uso0xAwqgTM9WUKlk7Uowp0DJaAYml+c5yubYPjCUSS370iGVj7QDkIlUOo0Pyu9II4lX9r8KD4x8UOHjpPiTuf0mrp9LCUBQcgeWdA8uyeH0/KbRGe1JSMAyDKQVTJOTSFXRBw2hkUyDoXsu/T/lrW0FSgcCpJUf+qFNUrQUE/x5yh9wIs2EkG5Nl1/FkY7IkH55GM+X6CVPFEv8a+cI+Veca/5joXFVTVohln8nGZKSaUnH7yNtlx1NnHCVyfVP64qyss2SLlFFQZ1WDpwGtvlZ0BDp+tZU+gR7yd8bx9ryzwIYdYMGireIHNO8iSa1LGyvxhuElFDZ+B2QPB2a/ANy1H7hjN/yN5IZysWHsrqsGABg6fgONRt4LYuMif36c7PCi3lcKDXSKXmAAYGAANOTmTMkli8X9Y+9XHM+9z0ButhpXjaosiUYUUq0GnN8vA0fajiAUDeGc3HNkx+cn5aPF14LrxmdidO+YpKO0vVRW4kGNGfHCWtpeirMy5UlQri1XkPNX2lGKso4yxd+pyFEkkIC0+9txw7obABBjhu9lBmLee/4GftO3NwEguna5iJBJaxIYWJRsPnrOo4LGrxTn5Z6Hso4ygedub/NeTM6fLEsKqIeMv2FtOrkJu5t2Q8to8ensT3Fx8cXca1QbzzfIaB6SkgGUbEqGjtFx5IQa7CatSbbABTVO+AQzEAngaPtR2cbJtFkrfzOj/QjnD54vIfrp5nSYdWZJ36qX9rwEQF6iaDcI80XafG3whr24b8x9slIhvUaPTEumIOfv8a0kP4Cfi8KHTW9DlI1yRneVswr9U/oLDBI+NIwGBUkFnEFDi2/Iyc8AqbSFRjxuHHqj7HiAGHb8KMSOxh3INGdy/Y7EWDh8IRgw3EZe566TvT/54BvTRY4iTM6fLLl3+Dg391zsb9mP8o5ybh6uvHilovFAG/hSeY4v7MPl/S5XPSaTjtx3DZ4GsGDjkj++vBuQevMl6J6SvrBPtWQ5hYbRwKq3wh10c/ePUkSYgj9n6bohp8QAYiTl4S2xNkE0Mt4vpZ/knqC/tTjCEogEFCOqhfZCNHmbuOsQiUa4RvXiarmAvEyZOpCUZMRdoS6B3LG2qxY3fkPm94arN0jG97L1kigAnEGnrNSQwm60c44jKvvvk9xHdizdh/jFWj47/hmAWA6uGA6jQ6JioKRZLu8pw5whUZREokSlc1X/qyQ59HTe8AkEvcepnFeMFGOKgGTQCty3DLtFte8c/zxo3vlnsz+TjNNqtJJG28FIELOKZsnuEaN7jca0wmkCx9SuJuUetIB0DWdZFh8e+RADUgbI3heUoPJtCG/Ii1ZfK24dfqvEWctFknlrPk3RAKTpCgDZi1r9sXPwhrz4vOxzZFmyFNd9QCh9fGTLI7LPAzHyJyiQ1X0dbyq5SfazrXorfGEf54SkUT3FnqWmZIl0mt6z4nURiDkHaOSv3d+O8s5ydfLHU3K9sJsof6jtIge7wQ69Rs+dd1ewC8PShyk6IXNsOUgzpXHOAF9InYwCMal8vaeeu6eVHLW/BvSQvzOJzlpMcK/BrSwp8NK0fB4ay0jy7zfBmWBvXAfmvkrg2iXA6AVASm9oNQyiQeJpe2r7Myhrr0LEn4XfDp+l+DWZNkI6WtxubK1og8ZUizxrX4mnlY8smw0MQ25OnZ6QDyWjEgCnZT9vqBNvzO+Lvc17FYsRALGkc+oF3dW4CxpGo/gequ2mOQMASYDvCHTIGk5crgVv4Q5Hw+gKdSkaoymmFEFOAG1ULO41RlFkL0K1q5ozZvjFFSbmT5SMp9I3/gZODXalYg8mnUlgYNHFiVZ7FIN6qqhnttXXitquWlmiCACvTyVeSbkcqn/NkPaCorlE7b6YQVbprESSPknRgDXrzBiUNghVzirB5mTQGmQXY7F8JspGMfojsqjKyXmGpA2BWWcW5BvtbtoNk9aEP571R8l4hmGQl5THRVAACBLi5QogUa8xNR6oB7Y4WZ7wAsQLu7tpN1iW5Ta6K/pdIStjAmIVxGi0utHTqDiWf1z0mPa17EOeLU8x4Vwc+XMGnEgxpigWfAKIk4ZfMruuqw5FjiJFuY2G0SDNnMYVq9nfsh+je6lviDa9Da4QMepbva1xz5kaWZetvgyNbmK4q1bW7D7vrfVbEYlG0O6PT7b8YT821G7gnEHxyJ84RyYeMaP3b441B+Wd5bLFbcSw6kmZd2qoiyMuYjiMDjiDToSjYTy9k8gx5ZwngLxklkbE5BrP0zkmVgz8//bOPEyuqkzc71ddvVTvSbo7G+kshCUJCRAgIShrCAi4oICDC8F9QZlBHZxnRmQUHX/u4oIIyjIDyqCMKMoOAhpABEIWQgLZt07v+77U+f1x69y+Xam693ag00t97/PwkK46VXWqvnvPOd9e01lzUO6eZXLeZOIm7l6v3lDDVJ9vH/Pe8/a7+x38YDAP5382DXq9Usl8RsGMlHm5fsrf7OLZblSC7ReazvBl72lrNAPcionpDCgluSVDFN59bfvcokOpigiVxcoOSgF4pfYVuvq7Unr1bSSEt0m6/V0rYqnvo9K80iGeP2tcTA6Pt9g8Rq+nbc3+NUzOm5z2Xi2LlQ0xQjZ2N/p6d2xvVIvNwfZ+vpfi3KE5f43djVR1VHHx/ItTrmc2RNMb0rixfiNxE+fE8oP307xoHlPypgzxJNvXfu+M76U0EpbHymnpaXH3xW/+/ZvUdtX69vKDoecarxf2Cyd9Yci4WUWzyInkDKnKu7t1N/nR/JSFTGDw3rb3nX2trYiezNySuext2+saUWxk01XHX5UyDSRZ+Vv5Oycs1HuPJGMjuXoGety95ejJPs6LRGqRNXCmai/iJTuSzdKpS91WSR39HRRE/Qu3uOkj7dW8WP0iR006ytdTONZR5W+k2flXeOjL8NOT4cbjyH34C5wfryJi4FcLzqTq5NWYgRgPl34cmb0CUhQwWDDdWZSer15DQ+8+csxUrl6ZXjGbVeocpp/ftZc9LbVEC3Zy6szU4ZWW4rwCiDg3WVxaWTV7la8lam7JXMpiZcyYVsWuvr/QF+8b0sQ6mYpYxZAiHdubtzO7eHZa65JV/rxhQ7a3UioLlj0YvVL3ivuYVc7StRPIzcodUmHx8d2PM69kXtqD4pySOfQM9LiWPhvCZBvvJpMcWgBOlbRVs1el7RNkPRCWP23/E/NK5qVdiJdPcyzodtGz+QneimFe3F5unlyLDXUbuGDOBSkVxtLc0iFes7iJc+/r91JZXOnbS84qT14FOZ0VrjS3lJxIjruZeAvOfO7Ezx00PhqJUllUOcTzV9dZR3l+eVrFpiJWMeTgavtsfvNt30w53uYYWe+gVf78Qu9WzFjB/vb9tPa2sqN5B/2m/6BQIS92o+wd6KWtt43artq0pf/d75FfQU1HDTtadrBm/xounJfeCJSblUt+NN89WNZ11QV65UpzS+k3/XT2ddLY3ci6unW+RiNwvAJ98T7ae9tp72tPe61ainKKaO9td/OQUoX0eRkwgwejPW17KM0tTbtuwGDfv5vW3cS25m3ETTxQcbLX0vp6J7w02XuSjN+1n4rsiFNYoaqjiobuBk6fmTpk2kthdiEdfR3UddU590iAHLY0buGFAy/wSu3gGphuntMKplFZ5Fxr9vBmqxrax73kZ+czr2TeEGNcU08TffG+tGtZcs6p/f9Pzv5JyvHRSJTsSPYQ5e/5A89TlF2UNnTaKulWwbTKw28u/E3K8TMKZ7CrZZcbfr+rZRdbGrf49m2bXzp/cN9q2U52JNv3+rhw7oVDDv6xaIylFUt923p41zxv7twPz/rhQeOnxKbQ3NM8JJ3gkV2PkJeVxxkzD1YwbfsTrxfsldpXKMwuTHsfTcqb5FanBfiPNU7YZarDPQwWp7Gf0djdyF/3/ZVLjrok7TVYnj8YYt7Z10lXf5evkl8eK6e9r/2g6J6NV250K197Kcl1cv6sYcDuYenkYPvgenuV2n0ynXFnRuGMIR5VG6qYrhDIzCLnerWGSJv2kxxqarGtULyRPSW5JcwtmcvGKzcepIxnZ2UzvXD6EG/krpZdzC5OnfoCg/eMjTBYs38NRTlFHF+ROmT87TMcw7VNm7C/UVl+6nNTctin/b83lzUZ60Fv72unKLeIRVMWpb32LPNK5rk9D4OUP3CUT1sIqbWn1bftFAyGjR/oOEBzT7NbIGy8osrfSLPht7D2f6C0Es7/Flz1AjfP/i357ZfydMvr/H7nwwz0TOWNmoNLaFv++TTngJcrJXSaaiZnz/H9yOkF04lKDtU9m1mzzwk/WTrVX/kryokRya1h6oKfU91ZnbLvkBcR4bgpx/FG0xtsb95OZXGl78E1uT9RdUd1WosxOJvPjIIZrmXGbhIfXfTRlFZ5W43THjB6Bnrcpp3p4rJzsnLoGehxvZFV7VW+h3VrwbTKnC0kkVxR02ItrrbAQ9zEqWqv8j0c52Xlsa99H/3xfuImzs6Wnbx95tvTLtzWWm69R/+7xekDlq4q1uS8yeRH811lpru/m7quurRhTNY7a8OYbD5NkCdla9NWNjVscnttwWAj6mSyIllUFle6uRXWknrvO+89qCiOZVLepCGHmaqOKt8Dfn720H5JdvNNV3BocfliZhXNcg9lWxq3MDlvsu9n2ANhTWeNa2VPrlDoJTea8Pz1d7vySM5XTGZW0Sz2tu3lqT3O7/qBYz/gO35S3iRX+dvWvM3XcwlDryf7GalC9LzY+8gaaoIUWBv2Wd/p3NNBipnNWyvMLmRP256UyokXe59urN/IE3ueANJ7XZJ5as9TRCPRwDnB4G911wV3BYx08B5G0oVjeinILuDx3Y9z/9b70xpOvNjf/Y/bnKiMdEYpy+qFToSD9fBsb97OUZOOSqsIleeXD/FQ1XQ4h8V0illyGKdfaJjF24qmZ6CHv+37GxfOuzDt+me9GV7vdkF2QcoqxOAYy3rjve6h2xrw/PKj86J59MX76I/3s6N5B3NK5vgaRr1hzeDkGvulRBxZeiTNPc2u18xeJzbHN5lUuZEvVb/E8unL05a2L8ouGrL+7WzZySnTTkn7u9pImpvX3TxE2Up3AHfbJSTCdK2HNF3Eiv0eVnGwioSfccrbh9QqpZ8/IXVOFzh5tt6+ere/6vRjTLf/xqIxSnNLhxhr7b/TeSSnxKYMuSfsb5WuhZHbjzNhfLS50ukMIvb3s9dG3MTp6OtIGVJq8XqG23vbebbqWd/cNNvuwaa0bG3eyoLJC9IaUq0Caw27Nvz22Emp97pkz5/d4/zOWtYruK9tH03dTb5pAZYjio7gQPsB4iZOe297oPJXkV9Bz0CPE+ETEPptmVY4jaqOKjr7OtPea+MFVf5GmnO/Bv+2C674Paz4HFQcy9SSGC21y3jnvHfSb/oY6JzN585OfygTsulrPoke4xx2ZwaEDGVFsji14lyixRvYVLcL8C9bDs4GF4l20IljAf/QwoMbXSZTkltCe187BzoOBIZuuUnnXbV09XfxRtMbvmGlAAumLHBj6J/d71RmTBd2YuO1rfdo2a+Xce/r9xKLxtIWVrAb2XNVz9HZ10lrb6uvF8Ltw5fUhD3dIlCRX0FZrMwNGaruqKY33utrNbYKzU9e+QnVHdV0D3T7lhPOimQRjURdb2F9Vz3Lpy1P6yXIimQxp2SOa638zRbHQu4nvyXlS9ycF/u6dInUFtvU+OGdD1OUXcSG1RsO6o3npSxW5iaRW0UzXcgaOAdje5hp6m5iY/1G3wOcdzzgFkzwCx88dvKx7iFuc8NmFkxe4OvxsVbrpu4mfr/19+Rl5flWA7Mbf89Aj7vxplNGLWWxMnrjvbxU8xLTCqYFKuH72/fz0M6HaO9tZ1/bvsB7zpvbVdNZgyApCw15ycnKoXegl6f2PkUsGkvZTsaLLfhiZRCkaB0z+RgWTlnIkvIl7GndE6hcenlk5yPML50fGGZpG3VvbtzMGTPPSBmylYzNnQwb+uOt/JdOYfKyod6p/tob701b2dTLT8/5KTCY7+fnFQaYVTxryPiq9ipmFqQPd83LymN93XrXcm/X2iDl7x/V/wAGD5d+659X+Vtfu57eeK+vlzRZwazvqve9J+w6Z9dZe7hPVU3UnVOi2E1rbyvbm7enDfm0lMfKae5pprOvk56BHqe9is93tuFk1uhlDaTXLb8u5fiyvKFVUQfiA+xp25PWgAdORUerBHX2dbKteZuvQcGO/eXGXw4Jg0yr/CUKGtkwS/v7pivKBM5a1tjdyEB8wC1K4rfX2b25pqPGvUb87gvrybFzsfuwnyySi++srVlLWayMouzUikQsGhuS2mC9tunOBPbatMaKhu4GLphzQdoiXJXFlQjiGgebe5rpj/f7nlPKYoNVxq0B3C+c1hp7rOdvf9t+X2PF1PypRCXqngnsZ6UzLFol0q4XJbklLK1Y6hvJYN9rW/M29rbuDYwmAefebutrY0/rHgwmWPkrcPb+HS076I/3+0aTWGYUOJ7ejv4O3x7F4wFV/kaagjLIHppIOr0kj87eONec8O+cMuk99LecxOWnpD/QLJ83mXjv4M07d1LwwWHF9NOQSD/RgjfIicQCrRReS+a5leemrLiVTFFOEdUd1RxoP5AyT8SLPWQ/vfdpXql9hd54b+AhsTxW7lqlX296nbysvLRhd3b+d2++m+7+bjfUw1u8JBm7+Hzmic+41QTT9UyDwcNbW18bcRMnKlG3PHQqrHfUekSsF8mv8I6tXnbHq3e4C34675clLyvPjY2v66rzVYLA2bCssnjrhluB9N5RcBSC/ng//fF+rnv2usDxAD86y0nSfqPpDdr62gLD5GxPJmOMu4H6LcZeZW5L4xbiJu57zRZkFwzxFO5p3UOWZAUmke9o2UFnXyc7WnYEKk7WctjU08T62vWU55f7KhH2+usZ6GFn606ikWigkmIPU2v2r0lbKdeLVTBfqH4Bg/G99mDwcHfXa3dR31XPpDz/HEH7GtvOY37p/EBFxXpGPvekE9IbFPYJzuGyoauB6o7qQM8fwHdOd3LedrXuCi7GAkNyj5NLlafjs8d/lo1Xbgz8fSw2xHxW0azA4gLJJFcSToU1TlmLvN/BGwbv4ar2KjY3bGZb8zZfj6S9Xq0St7lxMxGJpD2wW6X+5vU3A/DcgeeoLKr0Vc5qOmv4w7Y/UNNRwwvVL5AlWb7rWXK+cH1Xvf89nVAIrEJT31VPblbuQTmcXmwI3VfWfIX97ft9lSwYLAazs3Wna8jyyyG1e2N9Vz1xE3f7QKZbO5IbpO9v309fvM83DK0wu9A1Wq6tdaI3bBGXVFjP0rJpy4YUfrHrSTJ2rbZr7BeednLRvAaPZMpj5cRNnLquOlce6XLVYbBq7962ve7+5XcfWYXUeiOzs7K5aN5FvkqHV/nr6u/imX3PcN7s83z3r92tu93f1oZcB+Vh2+u1oavBVzEryC6gPL/cNQzYnGS/qKny2GB/4SxxrqFPLkl/TpmcN5moRKnrquOxXY/R0N3g2wImGokyvXC6u87Y3Pt06749m9kG6WG8ZjMKZxCLxvj7gb/T1tcWaBS13wPga89/DUgf/WSx+a5/2PYHwD+lw3LM5GPY2rSVlp6WlH2lxxOq/I0CUxO97lo6hcWx1Zi+CrcNRCqK87I5c9ag92p2SbAVZF7pHACy8vewaFL6BdXyT8f8k/vvoNAwi7Xo1nXVBXr+7EHg15t/7fah8yu9DoMx+5saNnHXa3fRH+8PZZG3ShPAtadcm3bckLDBxOLqZ3m0h/v23nbHAmf6fRducJKUd7Xuoneg180l8FtkvJ4oW4AmaOHLimTx7P5nBws2BBSf8OYVnlBxAkU5RWlzBGFww/eGwwQdXv08aqmwhUy8C6rfBpGblcuBjgOsrVnrHoL88naiEqV7oNv1cqytXcvx5cenbBJusWEq77r/XfTF+3zD1WAwXGtT/Sb6TX/aMFeLPSDUd9U7eRlFs33DyWBoyJxfzoTl26c7ocnP7XcKBwUpsFZBuWfLPayrWxdxY/gNAAAgAElEQVSYI2h5tupZXqp5KdTaUZRTRPdAt6u8h/HkFeYU8nrT6xhMqJBJr9U3jHLpvdb8QnXfDJcefSkzC2em7KuWCm9oV6rCH8lYBaapp4mZhTMDcwTtetbW2+ZGWPh9znvnO+1abH7SlsYtzCmek9bCbtfG02Y4FZ13Nu8MXPMt1Z3V/OPAP1hUtshXgbD7ziu1r9Az0MPG+o2+12ByG5qG7gam5E3xPdxbb9aa/WswmEBjnPUM7mje4fah8zPUeBXY5L50qUhW/uw+ceyU9NdtYXah682zRVauOuGqtOMXTFnA1PypzCic4SoqMwtnpl2fYtEYFbGKg1p7pPOYweD6d8uGW6hqr0rb7sUyLX8aOZEcdrfudvcvP0OTXStve/U2+uP91HTU+BYZsa+xv+ua/WsYMANpWxqBUycA4NaNt7q/03mzz0s7r9ysXAqyC2jqbqKrv4vO/s7AM4S3b6lNIfGT9ZTYFDr6Opyc6t42crNyfdfxiESc9iGdtW5xIhuWmo4jCo9wlb+/7HUKGKa7h7x1FRq6Gmjva0+rHHvndGTJkTy661Eg2AAOg8aul2tepiS3JLASpz2jPLjjQXKzclkx3d8ZAUPPrEE5iGMdVf5GAdvo/C9batnX1EV5YS45UX9RLCgf3NAWlAVbKCoKB70mF6XoS5aM15r+kUUfCRwPQytc2g0+Hd7D1UvVLzG/dH6gW74k14nZv22jU2K53xzcyycV92y5h4hE+OTiT/reoN6S32Eq6tkFtK6rzt0ggsLuZhfPJm7i7Gndw+7W3VTEKnwPM97qXX/a/ifmFM/xDX8ER4nd1bqLd/3BkXOQBSuWFRusMNlezSlT0+dlwOAid+595wLhDqLezebHZ/84cPyc4jk0dje6BSW+8bZv+I634ZjXPnOta1H0k4X1Mm9t2ooxhn1t+0JZE2EwRDRMCwMYNIoEedmsEvPA9gfY1brL1/Bg8XpzguQGMLfU+Y73b7ufWDQWWMXSm6u0tWnrEENKOuz10R/v5/JjLw8cn7zxh9lE7W9bnFOctlKuF693Jkz+npcwIZmHwpGlR/LIJY8Eeo4s3z7j29x+/u1sWL0hlKcwK5LlHjrDKFlWDk/tfYrvveg08PYz4tnxHb2O8rezZWfgoWxpxVI3f7m2s9bXQOMlKlFerX81bZseS0luCUeWHMmBjgPsb99Pz0CPr/fIbQmUMDI1dDUEruHJjaKDIits4YvmnmYauxuZUzzHDbFNhav8dTW6eXx+h+MpsSlEJOJ6JPe37ycWjflW2y7MKXSNLUFFTNzXJAoOWa/cratuTXvAFxHmls6lpqNmSF9Dvz3e5uHmZeWFSh3JimQxq2gWu1t3u/uvX+id9fw8vvtxDrQfoN/0B37nI4ocpcYYw9qateRl5fkqBa4Br7PebQPy3qPe6/sZtsWFzXkOqmQ7JTbF/b7r69ZTklviq8Ta9zvQfoCW3hbXA+pHRayCus46V2F+24z0PUjB+Z3s/Qb+SrjXuLe5cTMN3Q2hjIpeQ+dwlD+Ai49MXdHVi1X+egZ6mFsy19cQbPGuq36OhfGAKn+jwImVkzjn2Aq+/fAWHnn1AItmBCearjpmNr2Np9K5+xMcNzP4Zi7LH3zPxRX+1n4Y9JosnLLQVznx4i024bfhWmzYxvMHng8sIgGDoSQ2z+zrp3091Lwe2P4AcRMPjOG+5OhLAEdZqu2qZXLeZN8FwFrSb1p3k6s4Bnm4rKX58gcvZ3/7fjdZOmg8OEU3FpctHnZlwSDPiM2r2d++n+0t2wM33eTckFRNzpPxeh3OqUyfnG6xPQn/vOPPQPAB3G42NocU/A9M9jfZVL+J56uep7G7MfCaTbZy+4UQez//tYbXKMkt8e2HBYNKz5N7nmRny85QDWO9hoCg9wcnmb80t5S+eB/HTDomsHDIO488uElvED85Z7BYQVDBGhgsyw/BSr7FerWOKDoi1P3gVXLDKn/XnnwtC6csDJX4fziIRWO+RTlSYb+3X66pxb7vyzUvu71I/Q5xrvLX30HfQB972/YGGlDsWnOgwzl8BxkfbBj9b7b8hn7TH6iYgRPK2d7b7oaj+uUrZUeyyYnkDDaQ7q5329mk46xZZ7lr5IrpKwLnZMMpewd6Q635BdkF5Gbl0tjd6O51P1/58/Tvn5VDZVGla5hp6m4KvMYLsgvY1ryN+7fez09fcXJDg4wuk/ImUddZ5+51QQd26120qQv/svRffCN1SnJLyI5kk52VTXVHdaj2J2WxMpp6mrh1460UZhf6tpXJycpxW0A8tvsxwDFG+DGraBad/Z08uvtR7t58NxX5Fb7fwYZVtva2ulElQffEpDynh+IvNvwCSN8z0jIlb4prFHix+kWWTVvmuybY+/RzT37OaWMSUMUSnOiIuq46V3H08wqDs7409TS51cW/eupX044tyini4fc9DDgRVm29bYEKLwyt9B0mkmjBlEHPcZhokpysHDeqyS/s24v3TBkmD3sso8rfKJAVEW7+8FJWLZxKR+8Ax88KrmQ0r7yQnpqLGeicT3FesIXCa3GbVhh8+IlIhP979/9x66pbA8dahntIuuzoy9x/+1UBs1iL1WsNr7GkbElgo+YfnPmDYc3vpKknsWzaMopziqntrA21wNgN8JqnnH5yQRYpuxD3DPSwr31f4OEH4NcXDjYtDlLMDgXbS/CezU5uSVB+p00Et4Q5kIFTcv+apQf33UuFfc8HdzxIUU5RoHHAey3Bwdb5ZOy1cMemO9wKf7YlQDqEwQ12+fTlgYqT9/mWnpbQuWCWMJ6/kjznngjytFtExN0IrYLtR3FOMZccdYn7t98h1FKUU8TT73+auy+8OzBsFQZLfYN/oQ0v1iAVlMeWinQlyJNZvWg1977z3mEbW8YS9gAdtiiON1d7ZeVK3+/u7YO2u3U3A2Yg8OCaF82jqr3K9YoEHYztWvTA9gcAf8+RxfZDfK3hNSISCQzbzc/Op7Ovk7rOOrY2baWnv8d3PAxWNg0qfgSDhq/W3lZ2tuz0LaIDzj06KW8ST+550o18CLpXj5p0lJtD3tjTGEoxA7j+uesD52+pLK5kXd06Htj+APNL5wcaha3yZ/PfgkL7wLk+Htv1GO197WnzCb0U5RRR21nLs/uf5bJjLgs08NrvvbZ2LcU5xYH7tTUcXPuM49UJev+rT7wacDzJO5p3EIvGAusfTM6bTGN3o3uNB4W7lsXKaOxyCuPUddYFGnasIb+6s5qWnpZQhUzKY+Vuler5pfMD13FrOH3hwAsAgYq7vT5tlE4oZS7xu+Rl5YVak73GjKBWPZa7L3QK4rxn/ntCjQcnkilVC5bxhip/o0RuNIubPriUb1x8HB85bU7g+ILcKDe8ZxFPfDHcYcnrwQp7YDp60tGhFgpLTlYOF827KG2Z4mRWVg4WUgjjxvfOJShcA+C8OecNyV0M812yI9nsa9/HX/f9NTD2HuDDC5yKlTYfLOgzvApA2GIV3rysMCXq777wbt5/tNNu4oK5FwSOn5w3meaeZjf08+xK/0qwS8qWDPk7TNllgO+f+X0+vvjjocZa5a97oJuTpp4UqGgtLl88ZBP86or0lkcYmo/Q0N1AQXZBYCidd+4fPy7c97CEOcjAUCU26NAAjnJ223m38f0zvx96LvYwFnTI8H7GcOYETmhS2HwuezifUTAjMI8yeU5B4Uhe1q9ez53vuDP0vCYCXzr5S6ysXBmqYBcMDWMKMtRML5hOcU4xm+o3uV6OoHU8J5JDQ3eD24ImyLudnKcYRvkrzC6krrOOms4ayvLKAu/r5p5m7n39XrdZtrf5fDqsES6o0icMGoFuf/V2uvq7OGV6sKEzNyuXqo4qXm96ncqiykDFaV7JPLfQS2N3Y+B9lOwNPbfy3MA5WQ/9rtZdBxnbUlGYU0hHb4frKQzjTcnLynO9nWEMWiLijg/K6QKnyik4/W/nl84PVCKS75uPHfexNCMdLj36Uk6feTodfR3sbHWiN4L2ril5U2jqbiI3K5d3H/nuwNzc2cWz6Tf9PFf1XChvuL2n3zHnHaHDPqcWTKWtt40XDrwQKqzeytYadYJyKWPR2JACQ2HOWhGJcN+77uM3F6Xu2elHmHMWOEaWjVdu5OL5F4d+73MqzwmV+jLWUeVvFMmJRrji1NmU5vvf/JbVK+YwvyKcexpg3RXreOGDL4TqEXWofPv0bwcqD5bK4kp3cQ2TV+M9hIYp9QtDD91hwkierXrWzfez7ST8CFM8wkvyBnji1ODwWG84gV8hFsvx5cdz3anXcdt5t/Ffb/+vwPGzimYRN3HW160P5Yk8u/LsIV7XsLIYDocSamcV69nFs0O93h4W7tlyTyiDiPfAFOZa8hJWQfaGQIYJnQZYNn1ZqEOxxeYGhS1k4n1vv1ylQ2XFjBU8dsljPHrpo6Ffc9nRl/Hvy/6dDyzw72voJSKRwPysica8knncePaNob3z1oh1buW5gZ5nW9lzX9s+drTsQJBAT94/HesY457Z9wxT86cGeqiSveVh7tMFUxZQ21XLH7b9IbSXF3DDxW8656bAsdedeh1XHX9VaI+Cl1mFwffQ+49+P/3xfrY3bw9l6JxZOJO4ibO3bS9bm7YG/q7JhZ7CGF28ylWYw3FBdgFtfW1u0ZAwhiPrrVkweUHadgde9rTucf8dRknxruFhcrxzsnK44bQbUr4+HcW5xbT2OG1AQkVv5JZQ11VHz0BPKCXl9CNOpyi7iKuedEIxw5wJjpl0DM09zext3Rtq7/KmE4QpqGV71O5o2UFUooHnIhFxPccRiYSSHTjKWVCRMi+2ZsJIRExNNFT5m8BkRbLGXCPKH571Q+6+8O5Q8/JaPz+x+BOh3t9afRdMXhDqsOtVtK5YeEXgeG+Y2nfP+G7g+OS8rDCx7uDkH91x/h2hxoKzuC6bvixUqKFtrmqr9YXBlpZevXD1iITFed/Tr6+XF5vzYpX3ILwHGGs9DkvY6qV/uewvFOUUcf2p4cKr7EZ7+/m3B1qADxU797BVfL2ek5GqaBbmgOslJyuHDy744LBDaRV/bEn3oCIVlukF06nurOamdTdhMIF5L94c0JOmnhS4diQX9Tq+Ithra5tUA1w417+3IcBnjv8MglDVXkVOJCeUQnfGEWfw2RM+e0hrX5icK2/PsTDFMOz9862/fwsIVuaSjWPeCozpePeR7+aP7/kjT1z6RKj92l5Lv3vjd8SisVCGF7vWhDWq2rx/QUIZtRdNWcSnlnwKCFcECRiihIZR5pq6m9jXvo/qjmrfojsWb3ROmGuvLFbGGbMGI4DC5FUX5hSyZv8auge6Q9VXsMocwMLJ/i0SYHBfqO+qJz87P1S4f1ScMVcuvHLEHBIfO+5jbLxyY6j5ZDr6CymHlaKcotCLsDfHIGwRGpuAHday9Nglj3H6vY6y8eVTvhw43rvJHopXIWxY7epFq4f93mGZXjidiESIm3jo6ns26T1Mq41D5ZZzb8FgQuez3Xj2jVzz1DWBuaCW4XjLLDbZPmxyd3l+Oc994LnQ73/JUZdwYsWJoRWzQ+HWVbeyrXlb6N5yNkx0uKGuyvjDKlthLeWF2YXsbvUvA+/FqzSEORgPxAeG/B1G2feuqWFy8gqzCzEY1tWuY2rB1BHP8QxjOPL2bQsTxWDzCNfVOT3Wgip0J69f3oiDdIhI6Mq0ye8ZtjCTlW+YcFqARWWL+Nk5PwsVQWO5+sSruXDuhaENnTMLZ3LjWTeyqGxRKOPX0oqlPFflrPlLypcEjHYiMG447QYe3PlgKGOF/QybDx9GsbliwRVsqt/EOZXnhEodececd/CVNV/h/Dnnh4r28EZYBRWHsdiq2eO9UMpEQZU/ZcxyKIuEDWMKu6GX5pVywdwLQnvkAC6adxEP7ngwsAWDZUnZEjbUb3A+7xAKVowEV594NT9e+2P3oB+ErZIWJs/iUDltZjilz7KyciXPfeA533LfXg4ljPi+d9/n9sUaCURkRBU/cEJWhxO2audjPcTKxOWG027goZ0PcVRpuNAqb7GeMMWAvBb+oKbL4ByeLzv6Ml5reC2UIgeD1VznlswNpSzaiJIN9RtC5b69GT695NOhFAivB+jKhVcGjp9ROMPtjTqzcGagUTHZyPeJJeEiaYaD3XvBv7+fl+kF09ncuDlUz1LLmbPC1T3wMtw1duXslcGDEnxi8Sf42Tqnd2fY0Pr3HvXe0N52cHILd7fuDl2YZOXslTwz4xli0Vios1A0EmX96vWh5+P1FH7w2HD3qSWMMqqMPKr8KWMWe3AIm7wLTsL2Lzf+clhx4mHCN73854r/5PpTrw/VFwbgB2f9gOaeZiryK0YstG+4XHb0ZTyy8xE+fbx/I3LLydNO5h8f+seYs9oNx5vnHfuLVb8I9ZqyWFno/KmJwqrZq3jofQ+FyndRxjdHFB3hhsWFweaP5kfzQ4WTgRMhsb5u/ZBS7OmIRqJcvyJ8RUpw8lKvPfnaUCGi8OajN8KyYPICPn/i50ONLYuV8cvzfkldZ10oz0tWJIvZRbPZ0LMh1Jqcm5XL45c+zqr7nEIVYQquDZcrFl7B7974HRD+gP8fy/+DSXmTQhcoGot4o2FGan+MSGTYfeVGMuXHGllOKD8htKF9+bTlVHVUsagsOAJAGXlU+VPGNPe/+/5hFVlZNn0Zj17yaOgqhYfCcBf4aQXTxlwCckluCfe9+75hvWasKX7DxXoITyg/IVQftExFRFTxU1JiG4XfsuqW0IasO99xJz0DPSOWPwrDC5P37g1hq80Ol5c//PKww0mHqwDta98HDOY+BxE2b/lQmVsyl0cveZSdLTt528xwVXmnFkzla6d9bUTnpYwMD1z8QKjCfZZfnf+rEZyNMlxU+VPGNGEaWScz3MqMSmZwRNERXHvytaHaYSiKcjCfXPxJrnn6GuaXDm9dHknFb7h4c7+C+oMeKocjwmNJ+RKe3vs07zkyXChgRCLccNoNI2r4Gm6IuTJ+CVM9VRm7qPKnKEpGICIjWkhHUSY6K2evZOOVG0d7Gm8KbzjcSBawGmm+c/p3eKnmpWHlUA0nz0wJT1F2EXNLVRlSxg+q/CmKoiiKkjF8ZNFHht3uZayRn52vxTPGCM998DmMMaM9DUUJjSp/iqIoiqJkDF86+UujPQVlgjHSLUMU5a1Em7wriqIoiqIoiqJkAKr8KYqiKIqiKIqiZACq/CmKoiiKoiiKomQAqvwpiqIoiqIoiqJkAKr8KYqiKIqiKIqiZACq/CmKoiiKoiiKomQAqvwpiqIoiqIoiqJkAKr8KYqiKIqiKIqiZACq/CmKoiiKoiiKomQAqvwpiqIoiqIoiqJkAKr8KYqiKIqiKIqiZACq/CmKoiiKoiiKomQAqvwpiqIoiqIoiqJkAKr8KYqiKIqiKIqiZACq/CmKoiiKoiiKomQAqvwpiqIoiqIoiqJkAKr8KYqiKIqiKIqiZACq/CmKoiiKoiiKomQAqvwpiqIoiqIoiqJkAKr8KYqiKIqiKIqiZABijBntObxliEgdsHu053EYKQPqR3sSymFBZZ05qKwzB5V15qCyzhxU1pnDWJb1bGNMeaonJpTyl2mIyEvGmJNHex7KyKOyzhxU1pmDyjpzUFlnDirrzGG8ylrDPhVFURRFURRFUTIAVf4URVEURVEURVEyAFX+xje3jvYElMOGyjpzUFlnDirrzEFlnTmorDOHcSlrzflTFEVRFEVRFEXJANTzpyiKoiiKoiiKkgGo8qcoiqIoiqIoipIBqPI3DhARGe05KIcHlXXmoLLOHFTWmYXKe+IjIlmJ/6usJzgTUdaq/I1RRGSRiJwFYDQxc0Kjss4cROQYEVkMKuuJjt7XmYOIvF1EbhaRq0DlPZERkbeJyH8D14nIZJX1xGUiy1oLvowxRCQC/Aw4B9gDvAD80RjzkohEjDHxUZ2g8pahss4cRCQK3AK8HTgA/An4rTFmr4jIRNpUMh29rzMLEVkK/DfwY+BiYCvw38aYdaM6MeUtR0TmAfcDPwLOALqAh4wxD47qxJS3nIkua/X8jT0mAYXGmGOBDwENwJdEpFAPDROOEqBIZZ0RzMaR9THAZ4Fy4CoRianiN+EoRdfwTGIZ8KIx5lfAJ4BO4EIRKRvdaSkjwEnAZmPMncCXgHXAO0Vk1qjOShkJTmECy1qVvzGAiFxqw0WAYuA0ESkwxtQB/wc0AZ9PjJ0wMceZiIi8T0R+lPhzCrBCZT0xEZGlInJ04s9s4GQRyTbGbAYeAAqAS0dtgspbhojMFZG8xJ+T0TV8wiIi7xeRL4rIaYmH1gKFIjLNGFMN/AXHuPP2UZuk8pYgIqd61nCAF4EjRGSWMaYJeBZoBt43KhNU3jJE5F0i8nkROTXx0IvArIkqa1X+RhERKRSR/wP+FWgSkagxZifORXZNYtgBnMPDCSIyXb0E4xMRWSgivwG+CvyziMwwxmwDnkdlPaFIKAIPAjcBd4nIKmPMFuBJ4MOJYeuBV4DjRaR0lKaqvElEZI6IPAz8Cvi1iCxM3Nd/Bb6YGKb39QRARLJE5Hrg3xIP3SIi7wI6gF3AmYnHn8E5JB6ReJ0q++MMESlNrOGPA+8XkcLEU93AGuD9ib9fB14DJnuMP8o4QkSmi8ifgC/jRN7dISLnG2N24JzPJqSsVfk7zCRtBLOAGmPMqcaYe4CBxON3Am8TkXnGmH6gBmfRyT+sk1XeFFbWInIG8Evg78aYE3FyQ5Ynht2GI+u5KuvxS9J9/a/AOmPMCuCPwOrE43/D8fTOMMZ0APuAmTi5BMo4IYWsXzDGrASeAr4uIgtx1vBTdQ2fOBhjBoBjgC8ZY34IfB3HmxsFqnCU+4UJeb8OvDfxOlX2xx8FwKPA1Yl/n5F4vA74O7BYRJYlron9wNuMMd2jMlPlzXIy8DdjzOnGmG/gnM8+mXjub0xQWavyd/jxWgyWMGgdvAr4TxF5O7AJx/v3fQBjzKs4OUM9h3eqypsklvj/a8B5xpifiEgOcBRgc3/W4YQNfRdU1uOYPHAVgw6gL/F4MbBVRObgeINqgWsTzz2Jo/wVH86JKm8aK+to4u/XAIwxP8PJ//oAjjLwD/S+HteIyGoROdPjna8BJiWidO4DtgOrcEI9u4FvJsbNBF70XCPKGMcj62JjzH7gVuC3OHJdJiIzEwrA8zhRGz9KeAQXAXtERA0744SErM8SkVycffguz9MNOEWbwCnWNSFlrcrfYUJEVonI48B3ReQDiYfXAgdE5HZgBU6oyFdwKob9CCgXkZ+JyKvAbqBFQ0jGPkmyvtwYU2+M6RCRPGNML7ARpxAExphm4AZgpoj8VGU9vvDI+nsi8v6ElX8NcJSIvAK8A8cz8L/AsTie3nMTeZ8bccI/20Zn9spwSCHrfqAROFFEjheR44FXgTlAFvAt9L4ed4jDdBF5CrgSZ62+KXH4qwcWAzYM8Cc4odw1xpivA82JcMHLgV8lrhFljJJG1jeLSJkxptsY0wk8gRMOeA6AMabGGPNjHMXgdhz5fycxVhmjpJD1B3Hkl2+MOSAi2Ymh03HkjTGmeqLKWls9HAZEZD7wa5zDwB6cUKG1OO7l7+DkCqwwxvSJyBXA6caYT4lIBTAfKDPGPDA6s1eGQwpZfwl4zRjzLXGKffSJyJk4YQVfSBSEQETKcTyCKutxQgpZXwusNcZ8X0SOAf6fMeZ9ibHX48j2nxNewMVAtjHm96MyeWVYpJD1l3FCgu7CydldjlPl8xqcXL9/GGNuFJGpwJHofT0uEJEsY8yAOEU+rjfGfFicBs8/A3JxZPu/ONfBS8aYThH5LfC8MeZHiQNkqV3XlbGLj6xvBGbatTsx9gs4Bdq+B8SNMW2JsfnGGDXejXHCyNoz5k/Aj40xT4hIhTGmNuHBj00kWWtIwgghTq8nEqW9lwMvG2P+mHjuL8APcLwAfwROxEkq/TWOJ+AScfpB1eKEiSljmBCy/qGI/CohT3AqP5biVAAk8do6nHwCZQwTIOsncGR9F45HaK+ILEhU9/wLcE3ivt6FUyBCGcOEkPUPgN8ZY76RyO3bkXjuWQbDO2uNMTWHf/bKcEgcBL8BZInIQzih2APg5PqJyOdxCvf8APgNjmdvOnAvToj3c4mxfeg6PqYJIet/AapE5ExjzDOJl/0SJ6T3cWC2iJxojKlCozbGNMOVtThpOXXAGyLyXzitHc5KVPucULLWsM8RQEQ+ilPM4RuJhzYCl4vI3MTfUWAn8F1jzF9xPIBfFJF/w7Eqrkm8j4YHjXFCyDobJy/k+/Y1xpgncJKMT0MZN4SU9Y7E8204Jf//ObHB3IITPqShFuOAkGv4dpzwfHDWc0TkU8DHcSI7tNjHOCARifEyTqjXNhyZ9wFni8gycIu9fB34njHmf4DHgNWJ0O4ozvWhjHFCyjoOfC3xn+Ui4Coc4/zihOKnjGGGKeuvJ16WB3wEJw+wCDg3ofhNODTs8y0mkRdwN07ltyuBDxpjtojIjcBUoBLnoPCdxH8fM8ZUi8gpwFJggzHm+dGZvTIchinrbwMfT8g6G/go8FjCC6SMcYYp6+/i9O+rBM7FUfRvNsb8fTTmrgyPQ7ivP2aMqRGRa3Byhq4yxrw4OrNXhouInA7MMcbclfj75zjKXBdwtTHmpIQXuAIn/PMLxpi9IjINJ+xvx2jNXRkew5T1T4AvG2N2ich7gKaEsV4ZBxyCrL8IzMCp4PtDY8y60Zn54UGVvxFARCqNMXtE5NvAXGPMPyXczyXAQmPMGhGZhWOJ+MxEKBubqQxD1jfgyFqr/Y1ThiHrbwKfTBT3UcYhw1zDP22M6RGR/IlQCCDTEKdy3wDQnwgF+xBwnDHm30VkHXCbMeanInIyTpuHD/i+oTJmUVlnDsOU9b8aYy4f1QkfZjTscwQwxuxJ/PNGYK44DSMHgBZjzJrEc58BOmvoOdgAAAOKSURBVBksCa+MQ4Yh6y5AK7+NY4Yh6w4Ge3Yq45BhruH9ideo4jcOMcZ0GmN6EvIFp3WDzdv7KLBARP4M3EMinFcZnxyKrDX9ZnwyTFm/DJkla/X8jTAi8mmcsKEzE38vw2nnkE0i5HM056e8daisMweVdeagss4MEp5dAzyIExa2TZwqr/XAccBO4/R/U8Y5KuvMQWWdGlX+RpBEZb+4iNyHUymsB6fow1ZjzPbRnZ3yVqKyzhxU1pmDyjpzSFj9c4BfAfcDH8Np+Hy1MaZ1NOemvLWorDMHlXVqtNXDCJI4NOTjJJSeBdxgjHlkdGeljAQq68xBZZ05qKwzB2OMEZETcYr2zAXuMMbcNsrTUkYAlXXmoLJOjSp/I89VOLHjq7TYx4RHZZ05qKwzB5V15rAPJ6T3hyrrCY/KOnNQWSehYZ8jjA0bGu15KCOPyjpzUFlnDiprRVEUZSKhyp+iKIqiKIqiKEoGoK0eFEVRFEVRFEVRMgBV/hRFURRFURRFUTIAVf4URVEURVEURVEyAFX+FEVRFEVRFEVRMgBV/hRFURRlmIjI10TkX32ev1hEFh7OOSmKoihKEKr8KYqiKMpbz8WAKn+KoijKmEJbPSiKoihKCETkK8CVQC2wF3gZaAE+BeQA24ArgBOAPyeeawEuSbzFTUA50Al80hiz5XDOX1EURVFU+VMURVGUAETkJOBOYDkQBdYCvwDuMMY0JMZ8E6gxxvxURO4E/myMuS/x3JPAZ4wxW0VkOfD/jDHnHP5voiiKomQy0dGegKIoiqKMA04H7jfGdAKIyAOJx49LKH2lQCHwaPILRaQQOA34nYjYh3NHfMaKoiiKkoQqf4qiKIpy6NwJXGyMWS8iHwHOSjEmAjQbY044jPNSFEVRlIPQgi+KoiiKEsxfgYtFJCYiRcC7Eo8XAQdEJBv4kGd8W+I5jDGtwE4RuQxAHI4/fFNXFEVRFAdV/hRFURQlAGPMWuBeYD3wMPBi4qmvAi8AzwLeAi7/C1wrIq+IyJE4iuHHRWQ9sAl4z+Gau6IoiqJYtOCLoiiKoiiKoihKBqCeP0VRFEVRFEVRlAxAlT9FURRFURRFUZQMQJU/RVEURVEURVGUDECVP0VRFEVRFEVRlAxAlT9FURRFURRFUZQMQJU/RVEURVEURVGUDECVP0VRFEVRFEVRlAxAlT9FURRFURRFUZQM4P8DLDsyOshZyi8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data.plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "La courbe verte représente les données de la variation de CO2 dans l'atmosphère sans l'effet de l'évolution continue que nous avons constaté au début de l'analyse. \n", "Nous constatons qu'en plus des oscillations saisonnières (période de 1 an), il semble avoir une oscillation, à faible amplitude, avec une période de l'ordre de 30 ans. Dans la suite de l'analyse, nous ne prendrons pas en compte cette variation.\n", "En effet, avec une simple régression quadratique sur la tendance continue, le résultat est déjà très bon. \n", "Nous nous contenterons donc de caractériser les variations saisonnières avec une fonction sinus ajustée à toute la base de données. Cela aura pour effet d'avoir un modèle \"ne fittant\" pas parfaitement avec les données mais qui aura probablement plus de capacité à \"généraliser\" pour de bonnes prédictions futures. C'est le but premier de l'exercice." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Définition de la fonction sinus\n", "def sine(x, amp, freq, shift):\n", " return amp * np.sin(2*np.pi*x*freq) + shift" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Instanciation du modèle\n", "model_seasonal_oscillation = Model(sine)\n", "params_seasonal_oscillation = model_seasonal_oscillation.make_params(amp=7, freq=1, shift = 0)\n", "\n", "result_seasonal_oscillation = model_seasonal_oscillation.fit(data['seasonal_oscillation'], params_seasonal_oscillation, x=time)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Affichage des meilleures paramètres calculés\n", "coeffs_seasonal_oscillation = result_seasonal_oscillation.params.valuesdict()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[Variables]]\n", " amp: 2.50225387 +/- 0.03484620 (1.39%) (init = 7)\n", " freq: 1.00450120 +/- 6.1470e-05 (0.01%) (init = 1)\n", " shift: 316.199477 +/- 0.02463756 (0.01%) (init = 0)\n" ] } ], "source": [ "#Affichage des meilleures paramètres calculés avec les intervalles de confiances\n", "print(lmfit.fit_report(result_seasonal_oscillation.params))" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Avec ces résulats nous pouvons caractériser l'oscillation saisonnière comme suit :\n", "- +/- 2.5 *ppm* sur une année.\n", "- Une féquence de 1 année pour chaque oscillation. Ce qui conforme aux observations.\n", "- Un décalage de 316.20 *ppm* qui correspond à la première mesure de la base de données. \n", "\n", "Les intervalles de confiance sont là aussi très restreints. Nous faisons le choix de ne pas les représenter sur les graphiques à venir." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "def seasonal_oscillation_fitted_curve(time):\n", " seasonal_oscillation_CO2 = (coeffs_seasonal_oscillation.get('amp') *\n", " np.sin(2*np.pi*coeffs_seasonal_oscillation.get('freq')*time) +\n", " coeffs_seasonal_oscillation.get('shift'))\n", " return np.round(seasonal_oscillation_CO2, 2)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data['seasonal_oscillation_fit'] = pd.Series(seasonal_oscillation_fitted_curve(time), index=data.index)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Du 01/01/2000 au 01/01/2015\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "data[(data.index > '2000-01-01') & (data.index < '2015-01-01')].drop(['CO2', 'long_trend_fit'], axis=1).plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Comme annoncé précédemment, nous voyons que le modèle basé sur un simple sinus, ne colle pas parfaitement au données. \n", "Cela n'aura probablement pas un fort impact sur le résultat final." ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "## Définition du modèle global" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Dans la suite, nous créeons le modèle prenant en compte l'évolution continue et l'oscillation saisonnière." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "data['global_fit'] = pd.Series(long_trend_fitted_curve(time) +\n", " seasonal_oscillation_fitted_curve(time) -\n", " data['CO2'][0],\n", " index=data.index)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Base complète\\nDonnées brutes vs Modélisation\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data.drop(['long_trend_fit', 'seasonal_oscillation', 'seasonal_oscillation_fit'], axis=1).plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "0.997596481376051" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimation du coefficient de détermination\n", "r2_score(data['CO2'], data['global_fit'])" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "L'intégration des oscillations prériodiques permet d'améliorer un peu plus le modèle initial. \n", "Au vu de la très bonne valeur de $r²$, nous resterons sur ce modèle pour faire les prédictions pour les années futures." ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "# Prédiction pour 2025" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Dans les chapitres précedents, nous avons défini un modèle permettant d'intégrer les oscillations saisonnières à la tendance continue. Nous allons donc pouvoir tenter une prédiction de l'évolution du CO2 dans l'atmosphère pour toute l'année 2025." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "(52,)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Définition des différentes dates de l'année 2025 à calculer\n", "# Une date par semaine comme pour la base de sonnées initiale\n", "pred_range = pd.date_range(start='2025/01/01', end='2025/12/31', freq='W')\n", "pred_range.shape" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Calcul du temps avec la même fonction que pour les calculs des chapitres précédents\n", "time = dates_to_idx(pred_range)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Calcul des préditions sur l'année 2025\n", "# Calcul avec oscillitations périodiques\n", "# Calcul de la tendance continue\n", "pred_2025 = pd.Series(long_trend_fitted_curve(time) +\n", " seasonal_oscillation_fitted_curve(time) -\n", " data['CO2'][0],\n", " index=pred_range)\n", "pred_long_trend_2025 = pd.Series(long_trend_fitted_curve(time), index=pred_range)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "425.0" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calcul de la valeur moyenne avec le modèle complet\n", "mean_2025 = round(np.mean(pred_2025))\n", "mean_2025" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "425.0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calcul de la valeur moyenne avec le modèle sur la tendance générale\n", "mean_long_trend_2025 = round(np.mean(pred_long_trend_2025))\n", "mean_long_trend_2025" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "La valeur moyenne attendue de CO2 dans l'atmosphère pour 2025 est de 425 *ppm*." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GFvf1bczVXetS2oPBL2dLRLigSTV6Na7K7PW7eXlOMndNWc30FWm8NKI1VctGej0GwzCKzpfLUildIpSBrdwfYX0qcy/Bx3wVn8rwd5YgInx9c1du7RVbLAnClYhwUfPq/Hh7d54Z0oI/tx3g4lcXMm/DnmKNwzCMs3f4RDY/rtnJJW1qndNniEkSPiI7N4/HvlvLfdMS6FC3Aj/c3p0Wtdyr0ugtISHC6E51+OG27lQpE8E1n/zJEz+s42ROrqNxGYZxZt+vSiMzO4/Lz7LBOp9JEj5gz9FMRr+/lE+XbOeG8+rz6TUdqVi6hNNh/aVhtTJ8e2s3ru5al49/38bgNxezac8xp8MyDKMQqsqXy1JpVqMsLc/xy6ZJEg5bs+Mwl7z+Owlph3jt8rb8p39Tn+xRFBkeyuOXNOfDq+LYfSSTQa8vYtryHU6HZRhGAdakHWb9riNc3rH2OVdX8L1PoyCStPsoYz5cSmiIMP3mblzS+uwbl4pL76bV+Gl8D9rGlOfer1bz+R/bnQ7JMIxTfLkslcjwEC5tW+ucj2WShENSDxxn7IdLiQgLYfINnT0uuuWkamUj+eSajlzYtCqPfLuWSUtTnA7JMAxbxskcvl+VxoCWNYuk5M4Zm7xFpKIbx8lT1UPnHE2Q2Hv0JGM/XMqJrFy+uqkrtSuWcjokj5UIC+HN0e246fPl/OebNYSFCJd1OLcGMsMwzt2MhJ1kZOWec4N1Pnf6Re20H6e7sRUKxBRJRAHuSGY2V3+8jN1HTvLFuE40rl7G6ZDOWkRYKG+Pac+Nny/ngekJhIQIw9tHOx2WYQS1L5el0rBqFO3rVCiS47lzuylRVeurar3CHsD+IokmwGVm5zLu03g2ph/l7THtiuyX6KTI8FDeHdue7rGVuW/aar5ZaRqzDcMpG9KPsCr1EKM6xhTZdADuJIkuRbRNUMvJzeO2SSv5c9sBXrqsNT0bV3U6pCITGR7K+1fG0aV+Je6ZuprvVqU5HZJhBKXJy1IpERrC0CJosM53xiShqpn5z0WkwFYQ122Mf1NVHpxu1WF6fFBzLm1TdL9AXxEZHsqHV3WgY72K3DVlFT+vTXc6JMMIKieycpm+Ygf9WlSnQhGOs3K7d5OIvA+kiEiqiCwVkfdF5PYiiySAvb9wC9OW72B874Zc1bWu0+F4TckSoXx0dQda1y7PnVNWsjLloNMhGUbQmJGwkyOZOYzuVLTNw550gT0PiFbV2sBQ4BugdJFGE4CWbT3A8z9v5OIW1bnzwoZOh+N1pUqE8cGVcVQtE8m4T+NJPXDc6ZAMIyhMXJpCbNUoOtZzp0Oq+zxJEkuBSgCqmqaqM1X1/4o0mgCz9+hJbpu0gpiKpXhheKugmVe6UlQEH1/TgZw85eqPl3H4eLbTIRlGQFubdphVqYcY3anoGqzzeZIk3gV+E5F7RaSHiDhbfc7H5eTmcceXKzmSmc1bo9tRJsjmkW5QJYp3x7Yn5cBxbvpiOVluzr9tGIbnJi1LISIshKFti74LuidJ4gvgM6yxFbcAi0Vkc5FHFCBenpPEki37eXpwS5rW8J/R1EWpc/1KvDC8FUu27OfB6QkE0iyIhuErjp3M4buVaQxqXZNypYr+y6gnRcZ3qOpzrgtEJKKI4wkIcxN38+a8zVzesXbQDy4b0jaalP0neHlOEnUqlmZ8ELTLGEZx+nZlGhlZuUXeYJ3PkyuJVSIy3nWBqp4s4nj8XuqB49w1ZRXNa5blsUHNnQ7HJ9zRO5Zh7aJ5eU6SGWxnGEVIVZm4NIVmNcrSpnZ5r5zDkyRRDbhJRHaKyAwReUZERnglKj+VmZ3LLRNXoMDbo9sTGR7qdEg+QUR4bmhLutSvxAPT1rBu52GnQzKMgLAy9RCJu44wuvNZNFjn5cKmuTD9xtNu5naSUNXLVLUpUA94FEgCOnkWVWB75sdE1qQdZsJlbYip5H9F+7wpvyBg+VLh3P7lSo5n5TgdkmH4vYl/pFC6RKj7A3RVYVcC/PJfmNAMvhgKG3867S6eDKa7WET+ABKAB4EkVb3X3f0D3byNe/j8j+1c36MefZpVczocn1SxdAleGdmGrfsyeOL79U6HYxh+7dDxLGYk7GRw21pEnWkO68NpsOhleKsLvNsDlr4L0XFw2Wdwb9Jpd/Wk4fotYAywHmgPvCgib6rqlx4cIyAdzMji/mkJNK5Whnsuaux0OD6ta2xlbunZgDfnbaZ7w8oM8oOJlgzDF329Io2TOXmM7lSn4A0yj0Di97B6MmxbBCjU7gQDJkDzIVDKvUF3niSJPar6u/18jogswRpgF9RJQlV5+Nu1HDqexSfXdDDtEG6488JGLN68n/9MX0Ob2uX9cj4Nw3CS1WC9nbYx5f85YVluNmz+1UoMG2dCTiZUrA89H4JWI6znHvKk4XqriDwtIvmVo7IBj28si0ioiKwUkRn264kislFE1orIR65FBEWkp4isEpF1IvKbp+cqDt+t2smPa3Zx54WNaF7TjC90R3hoCK+NagvAHZNXkp1rBtoZhif+2HKALXszrKuIjH2wegpMuw5ejIVJl8GW+dB2LFw3B25fAT0fOKsEAZ5dSeQBQ4DrRSQZa5Kh6SLSUFWTPTjOeCARyE9/E7FuYwFMAsYBb4tIeaxbXP1UNUVEfK629s5DJ3jku7W0r1OBm85v4HQ4fqV2xVI8O7Qlt3+5klfnJHNvX3ObzjDckpfHwt9mcV/krwxd/hL8sAJQKF0VmgyAJgMh9kIIK5pKsG4nCVW9Av4aQNcCaG0/3heR+qp6xpEcIhINDACeAe62jzvTZf0yIH/02RXAdFVNsbfb426sxSEvT7lv2mpy85QJl7UmNCQ46jIVpUGta7IweS9vzt9E19hKdG1Q2emQDMN37UuGhCnkrprC/UdSUASR9tatpIZ9oEYbCPHk5pB7PLmSAP4aQLfcfnjqFeB+4F9zdtq3mcZiXWkANALCRWS+vf2rqvrZWZzTKz5dso3fN+3n2SEtqVPJFMM9W49f0pz47Qe5a8oqfhp/HhWLsA6+Yfi9jH2w9murjWHnCpAQdpbvwKvZF3PLDbdSv04hjdZFyNMusEvt9oOpItLZkxOJyECsxu/CkstbwAJVXWi/DsPqRTUA6As8IiKNCjjuDSISLyLxe/fu9SSks7ZpzzH+76cN9GpcpcgmGw9WpUqE8frlbTmYkc0DX5v6ToZB9gkrMUwaCS81hp/utxqkL3qavDvXMSbrIVJihhRLgoBz6wL7Pw+7wHYDLhGR/kAkUFZEvlDVMSLyGFAFcB36twPYr6oZQIaILMC6vfWPTr2q+h7wHkBcXJzXP2Gyc/O4e+oqSpUI5flhwVP+25ua1yzHvX0b8ezMDUxbvoMRcSbxGkEmLw+2L4KEKbD+ezh5BMrUhC63QquRUM0q8fPHpn1s33+8WOemKbYusKr6EPAQWL2WgHvtBDEO60qht6q6dnP5DnhDRMKAEliju1/2IF6v+HTxNhJ2HObNK9pRtWyk0+EEjOu612dO4h6e+GE9netXMt1ijeCwZwMkTIaEr+DIDihRBppdYiWGut0h5J9d6ictS6FsZBgXt6hRbCEWexfYAryDVRdqid3d9VEAVU0EfsYa4b0M+EBV1xbB+c7avmMneXVOMuc3qsKAVsX3SwoGoSHCSyNaA3DvV6vJyzO3nYwAdTQdFr8B7/SAtzrB769ZVwrDPrRGPw9+C+qf/68EcSAji1nrdjO0XXSxjsdyogssqjofmG8/LzQGVX0ReNGTY3vTS7OSOJGdyyMDmzodSkCqXbEUjw5qxv3TEvhw0VauP+/s+nUbhs/JyoDEGdbtpC3zQPOgZjvo9zy0GAZRVc54iOkrdpCVm8eoYm4HLdYusP5s3c7DTP4zhau71iW26r86ZxlFZET7aGav382Lv2zkvEZVaFzd/F8bfiov1xrUljAVEn+A7AwoHwM97oGWl0GVf/XDKZSq8uWyFNrGlKdJ9eKdxKy4u8D6JVXlyR/WU75kOHf2dv8Xa3guv6x4v1cWcOeUVXx3azdKhBV932/D8ApVSF9jXTGsmQbH0iGyHLQcDq1HQe3OZzWWIX77QTbvzeCFYa28EPTpnTFJiMgKVW13rtv4s5/XprN06wGeGtzCK9MDGv9UOSqC54a24vrP4nllThL392vidEiGcXqH02DNVKs8xt5ECAmHRn2h1WXQsC+En1snly+XpRAVEcbA1sXfFurOlURTEUk4zXoBArZoUWZ2Ls/MTKRxtTJc3sF0zSwufZpV47K4aN75bTO9m1alfR33KlYaRrEpqMpqdEcY8BI0H+p2ldUzOXwim5lrdjG0XTSlSnh88+ecuXNGd77G5Z5rIL7qw0Vb2XHwBBPHdSIs1Nz2KE6PDGzG4s37uXvqan4efx4lS5gKu4bDsjNh62//rLJaoR70fNC6ajjLInqn892qNDKz87i8gzPNvmdMEqq6vTgC8UW7j2Ty5rxNXNSsGt1iTV2h4lYmMpz/jWjNqPf+4M15m0wRQMMZh1IheRYkz7YSRPZxKFkB2o6BVqOsyXu8NKjWarBOpXnNsrSMduaGTfFfu/iRF37eSE6u8t8BpsurUzrXr8SQtrV4b8EWhrWPpl5lUyfL8DJVSF1qXSkkz4Y99iyK5WOgzWhoeBHU71lkVVZPJ2HHYRJ3HeGpwS28fq7CmCRRiFWph/h6xQ5uOr+BKeDnsIf6N2HO+t089v06Pr2mgymFYnjHvk1Wr6SEKXBou9X4XKcrXPSMlRgqN/TaFUNhJv+ZQsnwUC5t49wMjm4lCRFpAtQClqrqMZfl/VT1Z28F5xRV5akZ66kcFcFtF8Q6HU7Qq1omkrv6NOLJGev5Zd1u+rWo7nRIRqDI2Adrp1ulMdKWg4RAvfOh13+gcX+ILN4xCf8I7WQO36/aycBWNSgb6VyvSne6wN4B3Io1UdCHIjJeVb+zVz+LVTojoMzfuJfl2w/yzJAWZ55g3CgWV3apw9T4VJ6asZ7zG1UxjdjG2cs+ARt/sq4YNs2BvByo1hIuehpaDIeyvlFy54fVO8nIymVUR2fHKbvzCXg90F5Vj4lIXWCaiNRV1Vexur8GFFVlwuwkoiuUZER70+XVV4SFhvDkpS247N0lphHb8FxhVVY732INcrOrrPqSL/9MpVG1KNrFlHc0DneSREj+LSZV3WZXcJ0mInUIwCQxa/1u1qQd5sXhrcxIXx/TsV5FhtqN2EPb1aJ+lSinQzJ83Z5Eq7vqmq/gSBqUiIJmlxZaZdVXJO46wurUQzw6sJnjbXDuJIndItJGVVcB2FcUA4GPgJZeja6Y5eUpL89Oon7l0gxpW8vpcIwCPNi/CbPX7+bxH9abRmyjYEfTrZIYCZOtEhkSCg0ugD5PWu0MJXy/DP3kZSmUCAthaDvnP4fcSRJXckpJcFXNAa4UkXe9EpVDZq7dxYb0o7w6qo0ZOOejTCO2UaCsDNjwo3XV8FeV1bZ2ldWhEFXV6QjddiIrl29WpnFxi+qUL+X8dL7uDKbbASAikUB+V59NqprpMgmR38vNU16Zk0zDqlEMbOVcdzPjzFwbsc9rVNmRUgWGD8jLtUc/T/m7ymq5GOh+t3U7yYMqq75k5ppdHMnMYZRDI6xP5U7vpjCsXkzXAtux2iFqi8jHwH9VNdu7IRaP71ensWnPMd4a3Y7QEHMLw5ed2oh9X19TADCopK+x2xnsKqsRdpXVViMhpstZVVn1JZP/TKFe5dJ0ru8b9crc+Qr2IlAGqKeqRwFEpCzwP/sx3nvhFY+c3DxenZNM0xpl6dfc3L7wBx3rVWRI21q8v3ArozrEmOlOA93hNKvxOWEq7FlnDXRreBG0HlkkVVZ9xaY9R/lz20EevLiJz7S3uZMkBgKNVPWv+SRV9YiI3AxsIACSxPQVaWzbf5z3r4wjxFxF+I0H+jXh57XpPDszkbfHtHc6HKOoZR6xbiMlTIatC/FWlVVfMnlZKmEhwrB20U6H8hd3koS6JgiXhbki4vcTEWfl5PHq3GRaR5fjwqb+07hlQPVykdzSswEvzU5iyeb9dGlQyemQjHN18qg1m9u6b2DDTMg54fUqq77iZE4uX6/YQZ9m1ahSJsLpcP7iTpJYLyJXqtmXVD4AACAASURBVOpnrgtFZAzWlYRfmxqfStqhEzwzpIXPXN4Z7rv+vPpM/jOVJ35Yx4939DDtSf5GFfYl21VWZ8H2xZCXbVdZHe31Kqu+ZNa63Rw8nu34COtTuZMkbgWmi8i1/D1laRxQEhjircCKQ2Z2Lm/8uon2dSpwfqMzT0Ru+J7I8FD+078pt05aweQ/UxjdqY7TIRlnkl9lde3XkPSLVUwPoGoz6HKL1dZQuxOEBtcskJP/TKFW+ZL08LFpCdzpApsGdBKRC4D8seszVXWuVyMrBlP+TCX9SCYTLmttriL8WP+W1elYtyIvzUpiYKualCsZXB8ufuPUKqthJa2S293GW4mhfPCWwdm+P4PfN+3n7j6NfK5d1J0usLFANVX9FfjVZXk3IF1VN3sxPq/Jysnj3d82E1enAl19LHMbnhERHh3UjEFvLOK1uck8MrCZ0yEZ+U5XZbXJAIgo43SEPmHKn6mECIyI850G63zu3G56BXiogOVH7HWDijSiYvLdqjR2Hs7kmaEBVVkkaLWoVY6RcbX5dPE2rugUQwNT18k5flJl1Vdk5+bx1fId9GpclRrlSjodzr+4kySqqeqaUxeq6hq7Kqzfyc1T3v5tM81qlKWnaYsIGPdc1JgZCbt4esZ6Pr6mo9PhBJfCqqx2udUa5OaDVVZ9xa8b9rD36Emfa7DO506SOF2dWt9Le274ZV06W/Zm8OYV7UxbRACpUiaCO3rH8uzMDczfuIeejU2XZq/bk2i3M3wFR3ZYVVabXmINcqvbw2errPqSyctSqFY2gl6NffMLqztJIl5ErlfV910Xisg4/u7t5DdUlTfnbaJ+5dKmOFwAurprPSYtTeGpGevpFluZcFOosegd3Q1rp1mlMdITXKqsPuE3VVZ9xc5DJ/gtaS+39Iz12aKi7iSJO4FvRGQ0/+wCWwI/7AL7W9Je1u08wgvDW5k+9QGoRFgI/x3QjOs/i2fS0hSu6lrX6ZACQwBVWfUlU+NTyVMY2cF3e3a50wV2N9BVRHoBLezFP9q9nfzOW/M2U7NcJIPbOF+n3fCOC5tWpXP9irw6N5kh7Wo5Oj+wX8uvspow1SqPkXUsIKqs+oqc3Dym/JlKj4aVfbr2mNs1llV1HjDPi7F43bKtB1i27QCPDWpmZp0LYCLCf/tbXWLfnr+ZB/qZKrEeKajKaothAVNl1VfM27iXXYczefwS327UD6pC/G/N30TF0iV8pk674T0to8sxuE1NPlq0lTGd61CrvF/2sSg+/6qyGmYNcGs1Ehr1C5gqq75k4tLtVCsbQe8mvn2rLmiSxNq0w8zfuJf7+jamZAnT4yIY3Nu3MTPXpvPSLxuZMLKN0+H4npNHre6qCVNg6wKsKqsdoP//rCqrpU3BRG9JPXCc35L2cscFDX22wTqf20lCrL6io4H6qvqkiMQA1VV1mdeiK0Jvz99MmYgwxnQ2tX2CRXSFUlzTrS7vLdjCtd3r0aJWOadDcl7GPtg0F5J+tga85VdZPf8Bq8pqpQZORxgUvlyWggCjOvpug3U+T64k3gLygAuAJ4GjwNdABy/EVaQ27z3GzLW7uPn8BqauT5C5pWcsU/9M5dmZiUwc1yn4xsXk5UH6akiebRXTS1sOKJSuAm2ugNajrKuHYPt/cVBWTh5T41Pp3bSaT46wPpUnSaKTqrYTkZUAqnpQRJyfpdsN78zfTInQEK7tXs/pUIxiVq5kOHf0bsgTP6xn/sa99PLx+79FIr/K6urJVrfVjD2AQK120PMhaNgHarQxDdAOmbU+nX3HshjdyT/aRj1JEtkiEgoogIhUwbqy8GnphzP5ZmUaozvFUDnKdybyMIrP6E51+HTxNp6dmUiPhpV9/h7wWSuoymrjflbDc4PeEOWbI3qDzcQ/UoiuUJLzGvrH78OTJPEa8A1QVUSeAYYDD3slqiL06ZJt5KlyXffAndHKOL0SYSE80K8JN09cwVfLd3C5j9bIOSunVllFoP751hVD04GmyqqP2bTnGEu27Of+fo19riR4YTwZJzFRRJYDvQEBBqtqotciKwIZJ3OY+Md2+javTkwl3x2sYnhfvxbVaV+nAhNmJ3FJ65qUjvDjjn0FVlltAX2egpbDoWxNpyM0CvHlshTCQ4UR7X2/wTqfR+8UVd2AH01Z+vWKHRzJzGFcD9MWEexEhP/0b8qwtxfz3oIt3NXHz0YL5+XB9t+tK4a/qqzWgM63WGMZqrc48zEMR2Vm5zJt+Q76Nq/uU3NYn4k7kw7dfbr1qjrBkxPa7RrxQJqqDhSRiVi1oLKBZcCNqpotIj2B74Ct9q7TVfVJd8+Tm6d8tGgrbWPK075ORU9CNAJU+zoVGNCyBu8t2MLoTjFULesHA8T2bLCuGNZ8BYdTTZVVP/Zjwi4On8j2uyl23bmSyL+p2Riru+v39utBWB/qnhoPJAJl7dcTgTH280nAOOBt+/VCVR14FudgbuJutu0/zn19TUkG42/392vMrPXpTJidxP8Na+V0OAXLr7KaMAV2rf67ymrvx6zZ3EyVVb80cel26lcpTef6/vWl1Z0Cf08AiMgCoJ2qHrVfPw786MnJRCQaGAA8A9xtH3+my/plQJHM3/fBoq3UKl+Svs2rFcXhjABRp1JpxnauyyeLt3JNt3o0ru4jDbv5VVYTpsDmX12qrP6fVTfJVFn1a+t3HmFFyiEeGdjM78bqeNImUQ3IcnmdZS/zxCvA/fx9dfIXEQkHxmJdaeTrIiKrgZ3Avaq6roD9bgBuAIiJsXqtJOw4xLKtB3h4QNPA7e5onLXbL4jlq+WpPPdTIp84OYNdfpXV1VOsKqvZGVCuNnS/y66y2ti52IwiNWnZdiLCQhjWzv+qT3uSJD4DlonIN/brwcAn7u4sIgOBPaq63G5vONVbwAJVXWi/XgHUUdVjItIf+BZoeOpOqvoe8B5AXFycAny4aCtREWE+XaPdcE6F0iW4/QJrBrtFyfvo3rBy8Z1cFXatsiqsulZZbTkMWo0yVVYD0LGTOXy7cicDW9WkfCm/GH/8D550gX1GRH4CetiLrlHVlR6cqxtwif2BHwmUFZEvVHWMiDwGVAFudDnfEZfnM0XkLRGprKr7TneSnYdO8GPCLq7uWpcyZh4BoxBXdqnLZ0u28+zMRGbc3t27fdYzD8OW+ZA8C5LnWInBVFkNGl8v38GxkzmM6eyf43M87QK7AusbvsdU9SHgIQD7SuJeO0GMA/oCvVX1rxHcIlId2K2qKiIdgRBg/5nOkz947upudc8mTCNIRIaHcl/fxoyfvIpvVqYxrH2RNIX97eA2q6tq8ixIWWKNZYgoB7EXWMmhYV9TZTUI5OUpny7eRpva5WkbU8HpcM6KL4woegfYDiyxG3Tyu7oOB24WkRzgBDBKVfV0B8pTZdLSFC5uWYPoCqYHiHF6g1pZ8038b9ZGBrSqQWT4OXYnPXEQ1n1rNT6nLLGWVWsBXW+3EkN0Rwj1hbecUVx+S97Lln0ZvDrKf0vVO/IXq6rzgfn28wJjUNU3gDc8Oe6BjCzIzGGcKeRnuCEkxBpgN/K9P/hw0VZu7RXr+UFyTlpXCwlTrCqruVlQuTH0fhRajoDy/nmLwSgan/y+japlIri4RQ2nQzlrnswnEQEMA+q67ufJADdv238si751KvjtZZ1R/DrVr0SfZtV4e/5mRnWoTSV3ikDmV1lNmGLVTco8BKWrQodxVhtDjdam9LbBpj3H+C1pL3f3aeTX0yV7ciXxHXAYWA6c9E445yYrN8+U4DA89uDFTbjo5QW8OjeZJy89TXmL/ZvtuZ+nWm0OYSWtInqtRkH9nuZWkvEPny3ZRonQEK7wk5LghfHkrzpaVft5LZIiUCI0hD7NqjsdhuFnGlSJ4oqOMUxamsJVXevSoErU3ysz9sO66VZySIvnryqr5z9oqqwahTp8Iptpy3cwqHVNv5+iwJMksVhEWqrqGq9Fc44aVosi1E/K7xq+ZfyFDflmZRrP/7SB9y5vbldZnQqbZls9k6o2hz5PWu0MpsqqcQZfxadyPCuXawKgl6UnSaI7cLWIbMW63SSAqqrPFMAJMfeBjbNUuVQ4T7U5yMnlb5HzwnLCso+aKqvGWcnNUz5dso0OdSsExLzqniSJi70WhWE4xaXK6pDDqWSERfJbSHcuGHs7Us9UWTU8NzdxN6kHTvDQxU2dDqVIeDLieruItObvEdcLVXW1d8IyDC86tscqiZEw+V9VVn850Zq7v0nm9WONGGQShHEWPlm8jZrlIrmoWWAUF/WkC+x44Hpgur3oCxF5T1Vf90pkhlGUsjJgw0wrMWyeB5oLNdr8q8rqpXnK+3/s5vmfN3BR82pEhJlEYbhvQ/oRFm/ezwP9mgRMcVFPbjddB3RS1QwAEXkeWAKYJGH4prxc2LrAup2U+ANkHbOqrHYbD61HFVhlNTRE+E//Joz9cBmfL9nOuB5mbnTDfZ8u3kZkeAijAqi4qCdJQoBcl9e59jLD8B25ObDjT9j4o3VL6eguq2ZSi6FuV1nt0bAK5zeqwmtzkxnePtovK3caxe9gRhbTV6QxtF0tKpQOnL8ZT5LEx8DSU0qFf1j0IRmGh47thU1zrPIYm+daVVf/qrL6HDS62OMqqw/1b0L/Vxfyxq+beHhgMy8FbgSSyX+mcjInj6u61nU6lCLlScP1BBH5DavkN3heKtwwis7BbZDwFWycCTvtwsRR1aDJIGh0kTUCOvLsux82qV6WEe1r8+mSbVzZpS4xlUzBSKNw2bl5fLp4G10bVKJJ9bJn3sGPeFoqfDlWWQ7DKH4nDsK6b6xBbvlVVqM7QK+HoWEfqN6qSCfsufuiRny/eicv/LKBN65oV2THNQLPzDW7SD+SybNDA288zRmThIgsUtXuInIUcC3VnT+YLrDSpuFbcrLsKquTXaqsNoILHoFWl3m1ymq1spFcf159XpubzHXdD5rCkUaBVJX3F26hfpXS9GwUeHORnzFJqGp3+19TpMYoHqqQusxKDOu+sa4gSleBuOug9Uir62oxja6/8bz6TFqawrMzE5l6Yxe/m8Te8L5lWw+wNu0Izwxp4d0ZDh3iyTiJ51X1gTMtM4yzVmiV1ZFQv5cjVVZLR4Rxd59G/OebNfyybjf9WpgCksY/fbBoKxVKhTO0bRHPbugjPHnX9QFOTQgXF7DMMNxXaJXVB6DpIJ+osnpZXDQf/b6V53/eQO+mVQkPkEFSxrnbui+DOYm7ua1XLCVLBObAS3faJG4GbgHqi0iCy6oywGJvBWYEsOxMSPoJVk/xiyqrYaEh/Kd/E679JP6vcuKGAfDx71sJDwlhbJc6TofiNe5cSUwCfgKeAx50WX5UVQ94JSoj8OTlQcpi64ph/Xdw8ohdZfVma5Cbj1dZ7dW4Kl3qV+LVuckMaVeLspHhTodkOOzQ8Sy+it/BpW1qUrWMZ+Nw/Ik7DdeHsWaku1xEKgANgUgAEUFVF3g3RMOvuVRZ5XAqhJeGZpdY7Qz1zvObKqsiwn8HNGXg64t4Z/5m7u/XxOmQDIdNXJrCiexcrgvw2TA9abgeB4wHooFVQGes2k0XeCc0w28d3Q1rv3apshryV5VVmvSHEqWdjvCstKhVjiFta/Hhoq2M6VyHmuVLOh2S4ZCsHGvwXI+GlQNu8NypPGm4Hg90AP5Q1V4i0gR41jthGX4lLw92rYLk2daYhrTlgEKN1tD3OavKapnAKJt8b9/G/LhmF/+btZEJl7VxOhzDITMSdrLn6EleGO4zc655jSdJIlNVM0UEEYlQ1Q0i8u8ymkZwyDxi1UlKnm09MvYAArXaQ88HodlgqBp4t2RqlS/Jtd3q8e6CzVzbrV5AzDxmeEZV+WDhVhpWjeL8RlWcDsfrPEkSO0SkPPAtMFtEDgLbvROW4ZNys2Hzr1Ybw4YfIScTIstD7IVWMb3Y3lC6stNRet0tvRow5U9rgN3EcZ3MALsgs2TLftbvOsL/DW0ZFL97t5KEWP8Td6jqIeBxEZkHlAN+9mZwhg9QtQrorZ5itTMc3wclK0LbMdZtpOiOjgxyc1LZyHDG927I4z+sZ/7GvfRqEnilGIzCfbhwK5VKl2Bw21pOh1Is3Hp3q6qKyEygpf36N69GZTjv4HarkF7CFNifDKER0Phiq1dS7IUQFjj18s/GFZ3q8OmS7Tz3UyI9GlYOmFnIjNPbtOcYczfsYXzvhkSG+0fPvHPlyVfAFSLSQVX/9Fo0hrNOHIR131qJIb/Kap1u0PV2aHYplCzvbHw+pERYCA/0a8xNX6xgavwOrujkvUKDhu94dW4yJcNDA3rw3Kk8SRKdgNEish3I4O8qsIHfvB/IHKyy6u/6Nq9Ox7oVeWnWRga2rmEG2AW4jelHmZGwk5vOb0DlqAinwyk2niSJvl6LwihePlRl1Z+JCI8OasagNxbxxq+b+E//pk6HZHjRy7OTKF0ijBuCbN5zT5LELQVVgcUU+PMf+zdbt5ISpvxdZbXJAGg9yrEqq/6uRa1yjGgfzce/b+XyjjHUq+yfAwWN01ubdpif16VzR++GATV/tTs8aW3rU8Cyi4sqEMNLMvbDsvfh/d7wejv47QWoUBcGvw33JcPwD61Z3UyCOGv39m1MRFgoz/y43ulQDC95ZU4SZSPDuK57YJfgKMjZVoEVIApTBdY3+VmVVX9XtUwkt10Qy//9tIEFSXs5LwgGWAWTVamHmJO4h3svakS5ksHX7mSqwAaKzMOwZb7V+Jw4A04e9qsqq/7umm51+XJZCk/NWM9P43uYLrEBZMLsJCqUCufqbsF3FQEeVIEVkWuAoUDd/P3sKrBPejVCo2CqsHeD1TMpebbVZTUvByLLWUX0/KzKqr+LCAvlv/2bcsPny5lo5pwIGPHbDrAgaS8PXdyEqIjgvCXryU/9LVbJ8OXASe+EY5yWKqSvsRqe139nld4GqNbCGsvQsC9EdzDtCw7p06wa3WIrMWF2Epe0rhl0DZyB6KVZSVSOiuDKLnWdDsUxnnyaRKtqP69FYhTucJo17/PqKbA3EULCrTpJPe6xaiaVC47yAL5ORHhkYDP6v7qQV+Yk8cSl5hafP1u8eR9Ltuzn0YHNAnZqUnd4kiQWi0hLVV3jtWiMv2UegcTvrauGrQsBteokDXgJmg+FUhWdjtAoQJPqZRndqQ5fLE1hdOc6NKrm/BzdhudUlQmzkqheNjLoR9N7kiS6A1eLyFas201mxHVRK6jKasX6VuntVpdZzw2fd1efRny3Ko2nZqzns2s7BkWl0ECzIHkf8dsP8tTgFkFTo6kwniSJIhkTISKhQDyQpqoDRWQiEAdkA8uAG1U122X7Dlgz4I1S1WlFEYNPya+ymjAV1kz7Z5XVVqMgOs6MfvYzFUuX4M4LG/HkjPXMTdzDhc0CY8KlYKGqTJidRK3yJRkZV9vpcBzndpJQ1aKaO2I8kAjkz/k3ERhjP58EjAPehr8SyvPArCI6t+84uP3vdoa/qqz2sxKDqbLq98Z2qcPEpdt5+sf1nNeoCiXCTJdYfzE3cQ+rUw/x/LCW5veGByOuxTJGRB61X8eISEdPTiYi0cAA4IP8Zao6U21YVxLRLrvcDnwN7PHkPD7rxEGI/xg+uhhebQW/Pg1RVWHQa3BvElz2mdV91SQIvxceGsIjA5uxbf9xPlm81elwDDfl5VlXEXUqlWJou+gz7xAEPLnd9BaQB1wAPAkcxfoA7+DBMV4B7gf+1ZonIuHAWKwrDUSkFjAE6OXhOXxLTpY16nn1ZEj6+Z9VVluOgArBU3I42PRsXJVejavw+txNDG0XHVSVQ/3VL+vSWb/rCBMua024GRAJeFgqXFXbichKAFU9KCJuf+UVkYHAHlVdLiI9C9jkLWCBqi60X78CPKCqeadr+BORG4AbAGJifKQXwl9VVqfAuunWFUSpyhB3rTXIrWZb084QJB4e2Iy+Ly/gpVkbeW6o6ePhy3LzlJfnJNGgSmkubWO6lefzJElk220ECiAiVbCuLNzVDbhERPoDkUBZEflCVceIyGNAFeBGl+3jgMl2gqgM9BeRHFX91vWgqvoe8B5AXFycehBP0VKFvRut0tsJU+Dg1r+rrLYaCQ16QWjw1X0Jdg2qRHFV17p89PtWRneqQ4ta5ZwOySjEjISdJO0+xuuXtyU0xHyJyydWU4AbG4qMBkYC7YBPgeHAI6o61eOTWlcS99q9m8YB1wK9VfVEIdt/Asw4U++muLg4jY+P9zScs5d1HLYttEtjzIJDKYBY5TBajYSmgyCy7BkPYwS2wyey6fW/+cRWjWLKDZ1Nl1gflJObx0UvL6BEWAgz7+hBSJAlCRFZrqpxBa3zpHfTRBFZDvTGGiMxWFUTiyC+d4DtwBL7zTPdp+tBHd1tlcRInmUliJxMCC8F9XtC97ugUT9TZdX4h3Ilw7m7TyMe/nYtP61Np3/LGk6HZJzim5VpbNmXwTtj2gddgjgTT64kPgXGq+oh+3UF4CVVvdaL8XnEa1cSWRlWZdWEKbBlHmgeVGwAjfpaczHEdIXwyKI/rxEwcvOUAa8t5GhmDnPvOT/oB2j5kuzcPC54aT7lSobzw23dg/JKr0iuJIBW+QkC/mq4bnvO0fmqvFyr9HbCVEj8AbIzoFwMdL/bGv1cpbHTERp+JDTEmur0iveX8sHCLdx2QUOnQzJsX8XvIPXACZ64unlQJogz8SRJhIhIBVU9CCAiFT3c3/e5VlldMw2OpUNEOWg53Jris3ZnCDHd4oyz07VBZfo2r8Zb8zczvH1tqpczV59OO5mTyxu/JtOmdnl6Na7qdDg+yZMP+ZeAP0RkKlabxHDgWa9EVdwOp8Gar6zksGe9VWW14UXWFUOjfuZWklFk/tu/GRdO+I1nZiby+uWBeyHuLyYvS2Xn4UyeH97KXEUUwpOG689EJB5rMJ0CQ1XVfyf1zTxi3UZKmGyqrBrFJqZSKW7tFcvLc5IY1KoGFzWv7nRIQSszO5c3522iY92KdI+t7HQ4PsvtJCEiEUAbrJpLYcBwv5uZ7h9VVmdCzgmoUM+qstpyBFRq4HSERhC4uWcDflq7i4e/XUunepUoV8qMn3HCR79vZc/Rk7x2eVtzFXEantxu+g5/nJmuwCqrFaDtaGssQ3QHM/rZKFYlwkL434jWXPrm7zz143r+N6K10yEFnZ2HTvD63E1c1KwanetXcjocnxa4M9MVWmV1JMT2MUX0DEe1qFWOm86vz5vzNjOwVQ16mkbTYvX0j+vJU+WRgc2cDsXnBdbMdHm5sPwTKzGkLLaW1ekGXW+DZoOhZHlHwzMMV3f0bsgv63bz0PQ1zLrrPMpEmttOxWFB0l5mrknnnj6NqF2xlNPh+DxPBtOtB2IBn52ZLq5WuMZfX8qqstpqpKmyavi8lSkHGfb2YkZ1jOHZIS2dDifgnczJ5eJXFpKnys93nmcGNdqKajBdkcxM51WlKsH1M02VVcNvtI2pwLge9XlvwRYGtqxBV9PLxqs+XLSVLfsy+OSaDiZBuMntkWGqur2ghzeD81i5aKjVziQIw6/c3acR9SqX5oHpCWSczHE6nICV5tJYbdqA3OfR8GERaS0it9kP0yXDMIpAZHgoLwxvxY6DJ3jxl41OhxOwnp6xHsU0VnvKk+lLx2PNR13VfnwhIrd7KzDDCCYd6lbkqi51+XTJNhZv3ud0OAFnQdJeflqbzm29Yk1jtYc8uZK4Dmt2ukdV9VGgM3C9d8IyjOBzf7/G1KtcmrumrOJARpbT4QSMkzm5PP79OupWKsX159V3Ohy/40mSECDX5XWuvcwwjCJQqkQYr1/eloMZ2dw/bTXu9jw0Tu+DhVZj9eOXNCcizDRWe8qTJPExsFREHheRx4E/gA+9EpVhBKnmNcvxUP8mzEncw2dLfKtfiD/avPcYr/+abBqrz8EZu8CKSCxQTVUniMh8oLu96g4gzYuxGUZQurprXRYm7+OZmYl0qFuRZjXNFLhnIyc3j7unriYiLJSnBrdwOhy/5c6VxCvAEQBVXaGqr6nqa8BBe51hGEVIRHhxeCvKlwzn9i9XcDzLdIs9G2/N38zq1EM8PbgF1cqacv9ny50kUa2gUhz2srpFHpFhGFSKiuCVkW3Ysi+DJ3/w34r8Tlmz4zCvzU3mktY1GdTazDl/LtxJEqcreFSyqAIxDOOfusZW5paeDZj8ZyozEnY6HY7fyMzO5c4pK6kcFcFTl5rbTOfKnSQRLyL/6uoqIuOwyoYbhuEld17YiLYx5Xlo+hpSDxx3Ohy/8MLPG9m8N4MXR7Qyc3UUAXeSxJ3ANSIyX0Resh+/YY2bGO/d8AwjuIWHhvDaqLagcNuXK8nMzj3zTkFs8aZ9fPT7Vq7qUoceDas4HU5AOGOSUNXdqtoVeALYZj+eUNUuqpru3fAMw6hdsRQvjmjN6tRD/PebtWb8RCEOn8jm3q9WU79yaR68uKnT4QQMT+a4ngfM82IshmEUol+L6ozv3ZBX5ybTvGZZru1ez+mQfM4T369j99GTfH1zV0qWMIPmiopHBf4Mw3DO+N4N6du8Gs/MTGRRsqnv5OrHhF1MX5nGrb1iaVPbTC5WlEySMAw/ERIivHRZG2KrRHHrpBVs35/hdEg+YUP6Ee6btpo2tctz+wWxTocTcEySMAw/EhURxvtXxiEC138Wz7Egn3/iYEYW138WT1REGO+ObU94qPlIK2rmf9Qw/ExMpVK8eUU7Nu/N4J6pq8jLC86G7JzcPG6dtILdh0/y7tj2ZlS1l5gkYRh+qFtsZf7bvym/rNvNa78mOx2OI56Zmcjizft5dmhL2sZUcDqcgOXJHNeGYfiQa7rVZf2uI7wyJ5mYiqUY2i7a6ZCKzdT4VD7+fRvXdqvH8PbB83M7wSQJw/BTIsLTg1uw89AJ7v1qNaEhwqVtajkdltetSDnIw9+spVtsJf7Tv4nT4QQ8c7vJMPxYZHgobSAFJwAAD+hJREFUH1wVR8d6Fblryip+WB3YNZ7SD2dy4+fLqV4ukjcub0eYaaj2OvM/bBh+rlSJMD66ugNxdSpy55RVzFyzy+mQvOJ4Vg43fh5Pxskc3r8yjgqlSzgdUlAwScIwAkCpEmF8dE0H2tYuzx1fruTntYFVMedEVi7XfvIna9IO8/LINjSuXsbpkIKGSRKGESCiIsL4+JoOtIoux22TVjBrXWAkihNZuVz36Z8s23qAl0e2oW/z6k6HFFRMkjCMAFImMpxPru1I81rluHXSCuYm7nY6pHOSmZ3LDZ/Hs2TLfv43onVQNMz7GpMkDCPAlI0M57NrO9K0Rllu/Hw5U+NTnQ7prGRm53Lj58tZtGkfLwxrFVRdfH2JSRKGEYDKlQxn4rhOdGlQifunJTBh1ka/KjF+MieXm79Yzm9Je/m/oS0ZEVfb6ZCClkkShhGgykSG89HVHbgsLprXft3E3VNXczLH9yctysrJ49aJK5i3cS/PDmnJyA4xTocU1Io9SYhIqIisFJEZ9uuJIrJRRNaKyEciEm4vv1REEkRklYjEi0j34o7VMPxdeGgIzw9rxb0XNeKblWlc9dEyDh/PdjqsQm3fn8GYD5cyJ3EPTw1uwRWdTIJwmhNXEuOBRJfXE4EmQEugJDDOXj4XaK2qbYBrgQ+KM0jDCBQiwm0XNOSVkW1Ysf0Qw95Z7HPzZefmKR8s3ELfVxaQuPMIEy5rzdjOdZwOy6CYk4SIRAMDcPnAV9WZagOWAdH28mP6903U0oD/3FA1DB80uG0tPruuI3uOZDLkrd9ZkLTX6ZAASNp9lKFvL+bpHxPpHluZ2XefbxqpfUhxX0m8AtwP5J26wr7NNBb42WXZEBHZAPyIdTXxLyJyg307Kn7vXt/4ozcMX9W5fiWm39KVMpHhXPnRMq7/LJ5t+5yZvCgrJ49X5yQz4LWFpB44zmuXt+X9K+OoXs6U/PYlUlw9HkRkINBfVW8RkZ7Avao60GX9+0CGqt5ZwL7nAY+q6oWnO0dcXJzGx8cXceSGEXhO5uTy4aKtvPHrJnJylWu71+O2C2KJivB+zc+c3Dx+Wbeb139NZkP6US5pXZPHBjWjUlSE189tFExElqtqXIHrijFJPId1pZADRAJlgemqOkZEHgPaAkNV9V9XGfb+W4COqlro5L4mSRiGZ3YfyeSFnzfy9YodVCkTwf19G/P/7Z15kFXFFYe/3wwosoOCoohoFChUZFEsExIhGlNGq1wrSlkqGo1Z1GhFy1TUxKyVRU3EJW4JISZBk7ihSURKQWJMVJYBREWjDg5oBJRhkcUZOPmjezLXkftm7pv33rw3nq9qat7tvrfP6Xu77+nT2z1t7GCqqlRwWfWbP2DGc3Xc869a3lq/lf127861J4zk2JF7FlyWk42yMBIfEprwJCRdQOhKOsbMtiTOORB4zcxM0ljgEWCw5VDYjYTj5EdNXT3XzVxGTV09I/bqxQmHDmLSiIGMHNS73QbjlXc2Mu2ftTy4aCVbG3bwqQN357xP7s+kEQOpLoIxcrJT7kaiEVgBbIzRD5jZ9yVdBZwDNABbgCvN7Olc6bqRcJz82bHDeKhmFdOfqWXJqvWYwYBeuzJx2AAmjRjIhIP2oHe3rjnTMDNWrtvCwjfXUVNXz8IV61i8cj27dqnilDH7MOVTQxmxV+8S5chpK2VnJIqFGwnHKQxrN23jqeVrmLN8NfNeWcOGrY10qRKD+najX/dd6LNbV/p134W+3bvSt/suVAleWLWemrp61m76AIBuXasYtU9fjh4+gMnjh9Dft/YuW3IZCf8yneM4H2GPnrty2rjBnDZuMI3bd7Corp6nlq9h5brN1G9pYN3mBure28y6zQ1s2NqAGRwwoAefGTaAMUP6MWbfvgzfqxdd/aNAFY8bCcdxctKluoojhvbniKH9dxq/fYfRsH0H3bpWl1gzpxS4kXAcp11UV4nqKjcQnRX3BR3HcZxU3Eg4juM4qbiRcBzHcVJxI+E4juOk4kbCcRzHScWNhOM4jpOKGwnHcRwnlU61LYekjcDylOg+wPoM4bni9gDSdqPNJ71c16TJKrScctCho+Xkm15H5zVXXDnntdA6lLOcctAhl5zhZtZrpzFm1mn+gPk54u7MEt7KNZnltEOHncoqgpxy0KFD5RShnJQkr63oULZ5LYIOZSunHHTI9xl9nLqbHskY3lpcPtfko0Op5JSDDh0tJ9/0OjqvhZZVqfe7nOWUgw55PaPO1t0031J2MqxEOaWW1dE6dDY55aCD57Vy5ZRSh1zpdTZP4s5OJqfUstLobPfV72lp6Wx57Yz3NDW9TuVJOI7jOIWls3kSjuM4TgFxI+E4juOkUpFGQtKmEsjYLqkm8Tc0x7lzJWUeRJJkkn6fOO4iaY2kR/PTOn8knRz1GVGEtDskn6UoJ22hNT3yLT/x2qI9tww6XC1pmaQlsa4cWURZgyU9LOlVSa9JuklS6ndRJV0mqXtGGSbphsTxFZKua4famUm8f5ZJWizpm5I65H1dkUaiRGwxs9GJv9oiyHgfOETSbvH4c8CqLAlIKtSHoyYDT8f/WeS35Wsz7c6nk0pez61QSDoKOBEYa2ajgGOBuiLJEvAA8JCZHQQMA3oCP8px2WVAJiMBbANOlbRHXooWhqb3z8GE+nI88N2OUKRijYSknpKekLRQ0lJJJ8XwoZJeknRXtMKPJ15O7ZU5TtJTkhZImiVpUCL67Gj5X5A0PkOyfwNOiL8nAzMS8sZL+pekRZKekTQ8hk+RNFPSk8ATBchXT2AC8CXgzBg2UdI8SX+VtFzS7U0tGUmbJN0gaTFwVBHzOU/S6MR5T0s6LGPeJiY9Fkm3SJoSf9dK+l6iDBWtNZ5Lj3akmfbc0vL7BUkvx/I7tUCe3CBgrZltAzCztWb2VlpdiV7TTXnWlc8CW81sWpS1HbgcOF9SD0nXxzSXSLpE0qXA3sAcSXMyyGkkzPa5vGVEfL88GWU8IWmIpD6SViTqRw9JdZK6ZpCZipmtBr4MXKxAtaSfS3o+6nFRQr+rYlleLOknhZBfsUYC2AqcYmZjgUnADbGlAXAQcGu0wvXAaXmkv5uau5oejA/8ZuB0MxsH/IYPt2C6m9lo4Gsxrq3cC5wpqRswCng2Efcy8GkzGwN8B/hxIm5s1OXozDn7KCcBj5nZK8C7ksbF8PHAJcBI4BPAqTG8B/CsmR1mZk+3UUY++fw1MAVA0jCgm5ktziN/uVgby9CvgCsKnHaxSXtuHyHe9zuA42P5HVAgHR4H9pX0iqTbJB1dxLpyMLAgGWBmG4A3gQuAocDo6NH8wcymAm8Bk8xsUsZ83QqcJalPi/CbgelNMoCpZrYeqAGa6uKJwCwza8goMxUzex2oBgYSGgXrzewI4AjgQkn7SzqeUCaONLPDgJ8VQnYlf+NawI8lfQbYAewD7Bnj3jCzmvh7AaHwZGVLLMhBmHQIcAgwO9qiauDtxPkzAMxsnqTekvqaWX1rQsxsicJ4x2RCaztJH2C6pIMAA5Itk9lm9l7mXO2cycBN8fe98fhR4LlYOJE0g9Bq/QuwHbg/i4A88/ln4FpJVwLnA7/NIrONPBD/L6DZCFYKac9tZ4wAXjezN+LxDELrtF2Y2aZonD5NaKzdB/yQItSVVpgI3GZmjTHtdtUNM9sg6XfApcCWRNRRNJeTe2h+Ed8HnAHMIXh1t7VHfiscB4ySdHo87kNoGB8LTDOzzTEPBXk/VLKROIvQGhpnZg2SaoFuMW5b4rztQCG6mwQsM7O07pWWC06yLECZCVxPKOi7J8J/AMwxs1PiC3ZuIu79DOmnIqk/wY0/VJIRKrQBfyU9T1ujq5+VTPk0s82SZhNaR18EUlvKOWjkwx5ztxbxTWVlO8WtD63pkYkcz+3hQsppC7EszAXmSloKfJ3i1JUXgdOTAZJ6A0OA2rbqm4FfAguBaW04dyah0dqfUE6fLKQikg4glNHVhHfRJWY2q8U5ny+kzCYqubupD7A6GohJwH5FlrccGKAwUIekrpIOTsSfEcMnEFzBtN0Wd8ZvgO+Z2dIW4X1oHuCdkpfWrXM6cI+Z7WdmQ81sX+ANQstwfHRjqwj5a2vXUhr55PNuYCrwvJmty0PmCmCkpF0l9QWOySONQlBoPdKeW1WKnOXAAWqepXdGO+UDIGl49ACbGA28RHHqyhNAd0nnxOurgRsIHuYs4CLFiRzxZQ2wEdj57qatEFvifyJ07zTxDHH8h9BQ/Uc8dxPwPMGzezTPRtROkTQAuB24xcLq51nAV5vGPCQNk9QDmA2cpzibK3EP2kXFeRKxEGwj9Ac+Elsu8wn92kXDzD6I7t3U2E/ZhdDSWBZP2SppEaGr5PyMaa8kvAhb8jNCN8w1hJZ9MZgM/LRF2P3AVwmF/hbgQIIb/WB7BOWTTzNbIGkDbWvN/Z+mcmJmdZL+BLxAeIkuykv5PCmiHmnP7UzCi+1Dcsxsi6SvAY9Jep/wbAtBT+DmaJAagf8QurHupMB1xcxM0inAbZKuJRjEvwHfJrSyhwFLJDUAdxHK7p2EPL+Vx7gEBCN0ceL4EmBa7AJdA5yXiLuP0EU6MQ85LdlNUg3hHjUSurZujHF3E7rQF8Zx2DXAyWb2mMJEj/mSPqD53rSLituWQ2F2y11mlmVWhJMRSROBK8zsxA7WY29CV8YIM9uR4bqyKCflokfUpWccQxBhYPZVM/tFiXWYSyhX80sp18mfiupukvQVwqDXNR2ti1N8YrfCs8DVGQ1EWZSTctEjwYWxdbqM0MV3Rwfr41QAFedJOI7jOKWjrD0JSftKmiPpRYWFcd+I4f0lzVZYmj9bUr8YfpbC4pKlCouyDkukVRvDayS5q+s4jtMGytqTUFilOcjMFkrqRZjLfjJhBsx7ZvYTSd8C+pnZVZI+CbxkZusUFpZcZ2ZHxrRqgcPNLO27sI7jOE4LytqTMLO3zWxh/L2RMLVuH8K8+enxtOkEw4GZPZOYJvlvYHBpNXYcx+lclLWRSBLnd48hDGTuaWZNKzj/S/NK6yRfAv6eODbgcYW9ZNq90tRxHOfjQEWsk1DYyOx+4LK4XP7/cXHutLU4fxLBSExIBE8ws1WSBhK2C3jZzOaVQH3HcZyKpew9ibiq8H7Chl1N++y8o+ZdJQcRlqo3nT+KsNjkJDN7tynczFbF/6sJi8I6fN664zhOuVPWRiIu+vk1YTD6xkTUTODc+Ptcwn41SBpC2LDt7LgzZlM6PeLAN3H5+nGEFamO4zhODsp9dtMEwt4oSwk7vUJYZv4sYeuBIYQ9cb5oZu9JupuwLfiKeG6jmR0eN8dq2lKiC/BHM8v1oRLHcRyHMjcSjuM4TsdS1t1NjuM4TsfiRsJxHMdJxY2E4ziOk4obCcdxHCcVNxKO4zhOKm4kHMdxnFTcSDiO4zipuJFwHMdxUvkfMgH83+M2P6sAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Affichage des résulats\n", "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Année 2025\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "pred_2025.plot()\n", "pred_long_trend_2025.plot()" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "L'oscillation saisonnière calculée respecte les caractérisques principales des relevés :\n", "- Maximum dans la première moitié de l'année.\n", "- Minimum dans la deuxième moitié de l'année.\n", "- Valeur au 31/12/2025 supérieure à celle du 01/01/2025.\n", "\n", "Nous voyons tout de même un déphasage (avance d'environ 1.5 mois) avec les données brutes. \n", "Comme nous l'avions pressenti au début de l'analyse, l'intégration des oscillations saisonnières dans le modèle ne permet pas d'améliorer les prédictions. Les 2 modèles (avec et sans intégration des oscillations saisonnières) donnent le même résulat (425 *ppm* de CO2 dans l'atmosphère)." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Préparation des échelles de temps pour le tracé des prédictions\n", "hole_range = pd.date_range(start='2020/02/01', end='2025/12/31', freq='W')\n", "time_hole = dates_to_idx(hole_range)\n", "\n", "pred_hole_range = pd.Series(long_trend_fitted_curve(time_hole), index=hole_range)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "hideCode": true, "hideOutput": false, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure(figsize=(15,10))\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - A partir du 01/01/2015\\nAvec prédiction pour l'année 2025\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data[data.index > '2015-01-01'].drop(['seasonal_oscillation', 'seasonal_oscillation_fit', 'global_fit'], axis=1).plot(ax=ax)\n", "pred_2025.plot()\n", "pred_hole_range.plot(color='darkorange')" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Ci-dessus la prédiction pour l'année 2025 complète (courbe verte) et sa tendance à long terme (courbe orange). \n", "Pour assurer une bonne lisibilité du graphique, les intervalles de confiance (très étroits) ne sont pas représentés." ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "# Conclusion" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Nous avons vu qu'il est possible de définir un modèle de prédiction crédible et précis avec une simple régression quadratique. L'ajout des oscillations saisonnières permet tout de même d'améliorer très légèrement la qualité des prédictions. \n", "D'un point de vue purement analytique, il serait intéressant de faire une transformée de Fourier sur les données brutes pour caractériser la variation périodique de 30 ans." ] } ], "metadata": { "celltoolbar": "Hide code", "hide_code_all_hidden": true, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }