{ "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": [ "## Etat du système réalisant les calculs" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hideCode": true, "hideOutput": true, "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting lmfit\n", "Collecting scipy>=1.2 (from lmfit)\n", " Using cached https://files.pythonhosted.org/packages/24/40/11b12af7f322c1e20446c037c47344d89bab4922b8859419d82cf56d796d/scipy-1.2.3-cp27-cp27mu-manylinux1_x86_64.whl\n", "Collecting asteval>=0.9.16 (from lmfit)\n", "Collecting uncertainties>=3.0.1 (from lmfit)\n", "Collecting numpy>=1.16 (from lmfit)\n", " Using cached https://files.pythonhosted.org/packages/3a/5f/47e578b3ae79e2624e205445ab77a1848acdaa2929a00eeef6b16eaaeb20/numpy-1.16.6-cp27-cp27mu-manylinux1_x86_64.whl\n", "Collecting six>=1.11 (from lmfit)\n", " Using cached https://files.pythonhosted.org/packages/65/eb/1f97cb97bfc2390a276969c6fae16075da282f5058082d4cb10c6c5c1dba/six-1.14.0-py2.py3-none-any.whl\n", "Installing collected packages: numpy, scipy, asteval, uncertainties, six, lmfit\n", "Successfully installed asteval-0.9.17 lmfit-0.9.15 numpy-1.16.6 scipy-1.2.3 six-1.14.0 uncertainties-3.1.2\n" ] } ], "source": [ "# Installation de la librairie lmfit\n", "!pip install lmfit" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Import des librairies\n", "import time\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "from lmfit.models import QuadraticModel, Model\n", "import lmfit\n", "from sklearn.metrics import r2_score" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Version de linux : #44~18.04.2-Ubuntu SMP Thu Apr 23 14:27:18 UTC 2020\n", "Version du noyau linux : 5.3.0-51-generic\n", "Architecture : x86_64\n", "\n", "Version de python : 3.6.9 (default, Apr 18 2020, 01:56:04) \n", "[GCC 8.4.0]\n", "Version de pandas : 1.0.3\n", "Version de numpy : 1.18.2\n", "Version de lmfit : 1.0.0\n", "Version de matplotlib : 3.2.1\n" ] } ], "source": [ "# Affichage de la version des logiciels\n", "import sys\n", "import platform\n", "\n", "print(f\"Version de linux : {platform.uname()[3]:>57}\")\n", "print(f\"Version du noyau linux : {platform.uname()[2]:>16}\")\n", "print(f\"Architecture : {platform.uname()[5]:>16}\\n\")\n", "\n", "print(f\"Version de python : {sys.version:>56}\")\n", "print(f\"Version de pandas : {pd.__version__:>10}\")\n", "print(f\"Version de numpy : {np.__version__:>12}\")\n", "print(f\"Version de lmfit : {lmfit.__version__:>11}\")\n", "print(f\"Version de matplotlib : {matplotlib.__version__:>6}\")" ] }, { "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": "code", "execution_count": 4, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# URL du fichier de données\n", "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv\"" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fichier trouvé en local.\n", "Dernière modification sur ce fichier : Tue Apr 28 11:47:15 2020\n" ] } ], "source": [ "# Vérification de la présence du fichier en local\n", "# Si non, téléchargement à partir de l'URL\n", "import os.path\n", "import time\n", "# Vérifier si le fichier existe ou non\n", "if os.path.isfile('weekly_in_situ_co2_mlo.csv'):\n", " print(\"Fichier trouvé en local.\")\n", " print(f\"Dernière modification sur ce fichier : {time.ctime(os.path.getctime('weekly_in_situ_co2_mlo.csv'))}\")\n", "else:\n", " print(\"Fichier non trouvé en local.\")\n", " print(\"Téléchargement du fichier sur le site Web.\")\n", " # Copy du fichier à la racine\n", " os.system(\"wget \" + data_url)\n", " print(f\"Dernière modification sur ce fichier : {time.ctime(os.path.getctime('weekly_in_situ_co2_mlo.csv'))}\")" ] }, { "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": 6, "metadata": { "hideCode": false, "hideOutput": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "(3156, 1)" ] }, "execution_count": 6, "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": "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": 7, "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 concise 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 allons vérifier la continuité des mesures. Le but étant de constater si nous avons bien une mesure par semaine." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Entre les semaines 1958-18 et 1958-20 il y a 7 jours sans mesures.\n", "Entre les semaines 1958-21 et 1958-27 il y a 35 jours sans mesures.\n", "Entre les semaines 1958-33 et 1958-35 il y a 7 jours sans mesures.\n", "Entre les semaines 1958-36 et 1958-45 il y a 56 jours sans mesures.\n", "Entre les semaines 1959-5 et 1959-7 il y a 7 jours sans mesures.\n", "Entre les semaines 1959-10 et 1959-12 il y a 7 jours sans mesures.\n", "Entre les semaines 1959-21 et 1959-23 il y a 7 jours sans mesures.\n", "Entre les semaines 1959-32 et 1959-34 il y a 7 jours sans mesures.\n", "Entre les semaines 1962-33 et 1962-37 il y a 21 jours sans mesures.\n", "Entre les semaines 1962-51 et 1963-1 il y a 7 jours sans mesures.\n", "Entre les semaines 1963-6 et 1963-8 il y a 7 jours sans mesures.\n", "Entre les semaines 1963-17 et 1963-19 il y a 7 jours sans mesures.\n", "Entre les semaines 1963-46 et 1963-48 il y a 7 jours sans mesures.\n", "Entre les semaines 1964-3 et 1964-22 il y a 126 jours sans mesures.\n", "Entre les semaines 1964-23 et 1964-26 il y a 14 jours sans mesures.\n", "Entre les semaines 1964-31 et 1964-33 il y a 7 jours sans mesures.\n", "Entre les semaines 1966-27 et 1966-31 il y a 21 jours sans mesures.\n", "Entre les semaines 1966-43 et 1966-45 il y a 7 jours sans mesures.\n", "Entre les semaines 1967-2 et 1967-5 il y a 14 jours sans mesures.\n", "Entre les semaines 1976-25 et 1976-27 il y a 7 jours sans mesures.\n", "Entre les semaines 1984-12 et 1984-17 il y a 28 jours sans mesures.\n", "Entre les semaines 1985-30 et 1985-32 il y a 7 jours sans mesures.\n", "Entre les semaines 2003-23 et 2003-25 il y a 7 jours sans mesures.\n", "Entre les semaines 2003-40 et 2003-43 il y a 14 jours sans mesures.\n", "Entre les semaines 2005-7 et 2005-12 il y a 28 jours sans mesures.\n", "Entre les semaines 2006-5 et 2006-8 il y a 14 jours sans mesures.\n", "Entre les semaines 2007-3 et 2007-5 il y a 7 jours sans mesures.\n", "Entre les semaines 2012-39 et 2012-42 il y a 14 jours sans mesures.\n", "Entre les semaines 2020-2 et 2020-4 il y a 7 jours sans mesures.\n" ] } ], "source": [ "# Création de la liste regroupant toutes les périodes\n", "periods = [pd.Period(index, 'W') for index, _ in data.iterrows()]\n", "\n", "# Extraction des périodes non contigues\n", "empty_periods = []\n", "\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", " delta = p2.to_timestamp() - p1.end_time\n", " if delta > pd.Timedelta('1s'):\n", " # On ajouté 1ns à la date de fin d'une période sans mesures pour avoir un compte rond\n", " # Les périoees sans mesures sont ajoutées dans une liste sous forme de tuple\n", " empty_periods.append((p1.end_time+pd.Timedelta(1), p2.start_time))\n", " print(f\"Entre les semaines {p1.year}-{p1.week:<2} et {p2.year}-{p2.week:<2} il y a {delta.days:<3} jours sans mesures.\")" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Nous avons plusieurs périodes sans mesures. Certaines de ces périodes sont longues. \n", "Il est nécessaire de vérifier si ces périodes dans mesures peuvent avoir un impact sur le résultat final." ] }, { "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": [ "Après l'affichage de la base complète, nous traçons 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). \n", "Les périodes sans mesures apparaissent en rouge. \n", "Ne constatant pas d'impact sur la forme de la courbe, nous pouvons considérer que la base est suffisante et ne nécessite pas d'imputer les données manquantes." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hideCode": false, "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": 10, "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", "# Délimitation des zones sans mesures\n", "for d1, d2 in empty_periods:\n", " ax3.axvspan(d1, d2, alpha=0.5, color='red')\n", " ax1.axvspan(d1, d2, alpha=0.5, color='red')\n", " ax2.axvspan(d1, d2, alpha=0.5, color='red')\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": "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": 11, "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", "# Echelles de temps pour le graph principal et les 2 sous-graphes\n", "time = dates_to_idx(data.index)\n", "time1960 = dates_to_idx(data[mask1_1y].index)\n", "time2015 = dates_to_idx(data[mask2_1y].index)" ] }, { "cell_type": "code", "execution_count": 12, "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", "# Calcul des meilleurs paramètres\n", "result_long_trend = model_long_trend.fit(data['CO2'], params_long_trend, x=time)" ] }, { "cell_type": "code", "execution_count": 13, "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": 14, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data['long_trend_fit'] = np.around(result_long_trend.best_fit, 2)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Ajout des colonnes bandes inf et sup de l'intervalle de confiance sur la tendance longue\n", "# Avec 2 sigmas\n", "data['CI_lower_long_trend'] = np.around(result_long_trend.best_fit -\n", " result_long_trend.eval_uncertainty(sigma=2), 2)\n", "data['CI_upper_long_trend'] = np.around(result_long_trend.best_fit +\n", " result_long_trend.eval_uncertainty(sigma=2), 2)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "0.9936252499490063" ] }, "execution_count": 16, "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": 17, "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][['CO2','long_trend_fit']].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y][['CO2','long_trend_fit']].plot(ax=ax2, figsize=(15,10))\n", "data[['CO2','long_trend_fit']].plot(ax=ax3, figsize=(15,10))\n", "\n", "ax1.fill_between(data[mask1_1y].index,\n", " data['CI_lower_long_trend'][mask1_1y],\n", " data['CI_upper_long_trend'][mask1_1y],\n", " alpha= 0.25, color='#888888')\n", "ax2.fill_between(data[mask2_1y].index, \n", " data['CI_lower_long_trend'][mask2_1y],\n", " data['CI_upper_long_trend'][mask2_1y],\n", " alpha= 0.25, color='#888888')\n", "ax3.fill_between(data.index,\n", " data['CI_lower_long_trend'],\n", " data['CI_upper_long_trend'],\n", " alpha= 0.25, color='#888888')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "L'intervalle de confiance de la courbe ajustée sur la base entière est peu visible car très étroit." ] }, { "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": 18, "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": 19, "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 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[['CO2', 'seasonal_oscillation']].plot(ax=ax, figsize=(15,10));" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hideOutput": true, "hidePrompt": true }, "source": [ "La courbe orange 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": 20, "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": 21, "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", "# Calcul des meilleurs paramètres\n", "result_seasonal_oscillation = model_seasonal_oscillation.fit(data['seasonal_oscillation'],\n", " params_seasonal_oscillation, x=time)" ] }, { "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 et n'apparaissent pas sur le graphique." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data['seasonal_oscillation_fit'] = np.around(result_seasonal_oscillation.best_fit, 2)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Ajout des colonnes bandes inf et sup de l'intervalle de confiance sur l'oscillation saisonnière\n", "# Avec 2 sigmas\n", "data['CI_lower_seasonal_oscillation'] = np.around(result_seasonal_oscillation.best_fit -\n", " result_seasonal_oscillation.eval_uncertainty(sigma=2), 2)\n", "data['CI_upper_seasonal_oscillation'] = np.around(result_seasonal_oscillation.best_fit +\n", " result_seasonal_oscillation.eval_uncertainty(sigma=2), 2)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Définition de la période à afficher\n", "# Echelle de temps 2010-2015\n", "mask2013_2015 = (data.index > '2013-01-01') & (data.index < '2016-01-01')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "image/png": 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0BrixnwK/GOBxCfyEEMOB9PwJIYQYUNLzJ4QQQgwPEvwJIYQQQgghxAFAsn0KIYQQQgghxAFAgj8hhBBCCCGEOACMqoQvGRkZOj8/f6ibIYQQQgghhBBD4ssvv6zXWmdG2zeqgr/8/Hw2bNgw1M0QQgghhBBCiCGhlCrvap8M+xRCCCGEEEKIA4AEf0IIIYQQQghxAJDgTwghhBBCCCEOAKNqzp8QQgghhBDDjc/nY9euXbjd7qFuihhFHA4H48aNw2639/oYCf6EEEIIIYQYQLt27SIpKYn8/HyUUkPdHDEKaK1paGhg165dTJw4sdfHybBPIYQQQgghBpDb7SY9PV0CP9FvlFKkp6f3uTdZgj8hhBBCCCEGmAR+or/ty3tKgj8hhBBCCCGEOABI8CeEEEIIIYQYcvPnz2fDhg0DVn9lZSWLFy8GYN26dSxatAiAVatWcdVVV3V77Lp16/jkk0/CP69cuZLHH398wNo6UCThixBCCCGEEGLUy8vL49lnn92nY9etW0diYiLHHnssAEuWLOnPpg0aCf6EEEIIIYQYJLe+vJFNlS39WueMvGRuPmtmt2VcLhfnn38+u3btIhAIcOONNzJlyhSuvfZanE4nGRkZrFq1itzcXB566CEefPBBvF4vU6ZM4YknniA+Pp41a9Zw6623YrVaSUlJ4cMPP8TtdrN06VI2bNiAzWbjr3/9KwsWLGDVqlWsXbuWtrY2tm3bxjnnnMNdd90FwNKlS1m/fj3t7e0sXryYW2+9tVfPc/Xq1dx+++1orTnzzDO58847CQQCXH755WzYsAGlFJdddhnXXHMNW7duZcmSJdTV1WG1WlmzZg1Wq5VFixZRWlra5TlefvllVqxYgdfrJT09naeeeor29nZWrlyJ1WrlySef5J577uHdd98lMTGR3/3udxQWFrJkyRLa2tqYPHkyjzzyCGlpacyfP5958+bx/vvv09TUxMMPP8wJJ5zQ+1/sAJBhn0IIIYQQQoxyb7zxBnl5eRQVFVFaWsrpp5/OsmXLePbZZ/nyyy+57LLLuP766wE499xzWb9+PUVFRUyfPp2HH34YgNtuu40333yToqIi1q5dC8B9992HUoqSkhJWr17NxRdfHM5AWVhYyNNPP01JSQlPP/00FRUVAPzpT39iw4YNFBcX88EHH1BcXNxj+ysrK7nuuut47733KCwsZP369bz44osUFhaye/duSktLKSkp4dJLLwXgwgsv5Ne//jVFRUV88skn5Obm9up1Ov744/nss8/4+uuvueCCC7jrrrvIz89nyZIlXHPNNRQWFu4VwP3iF7/gzjvvpLi4mFmzZnUIZv1+P1988QV33313r4PcgSQ9f0IIIYQQQgySnnroBsqsWbP47W9/y3XXXceiRYtIS0ujtLSUU089FYBAIBAOkEpLS7nhhhtoamrC6XRy2mmnAXDcccdxySWXcP7553PuuecC8PHHH7Ns2TIACgoKmDBhAps3bwbg5JNPJiUlBYAZM2ZQXl7O+PHjeeaZZ3jwwQfx+/1UVVWxadMmZs+e3W37169fz/z588nMzASM4O7DDz/kxhtvZPv27SxbtowzzzyThQsX0trayu7duznnnHMAYzH03tq1axc/+clPqKqqwuv19riGXnNzM01NTZx44okAXHzxxZx33nnh/aHXae7cuZSVlfW6HQNFev6EEEIIIYQY5aZOncpXX33FrFmzuOGGG3juueeYOXMmhYWFFBYWUlJSwltvvQXAJZdcwr333ktJSQk333xzuCdv5cqVrFixgoqKCubOnUtDQ0O354yNjQ1/b7Va8fv97Nixg7/85S+8++67FBcXc+aZZ/Z5rbpIaWlpFBUVMX/+fFauXMkVV1yxz3UBLFu2jKuuuoqSkhIeeOCB/WobfP8ahJ7/UJPgTwghhBBCiFGusrKS+Ph4LrroIpYvX87nn39OXV0dn376KQA+n4+NGzcC0NraSm5uLj6fj6eeeipcx7Zt25g3bx633XYbmZmZVFRUcMIJJ4TLbN68mZ07dzJt2rQu29HS0kJCQgIpKSnU1NTw+uuv96r9Rx11FB988AH19fUEAgFWr17NiSeeSH19PcFgkB//+MesWLGCr776iqSkJMaNG8eLL74IgMfjoa2trVfnaW5uZuzYsQA89thj4e1JSUm0trbuVT4lJYW0tDQ++ugjAJ544olwL+BwJMM+hRBCCCGEGOVKSkpYvnw5FosFu93O/fffj81m4+qrr6a5uRm/389vfvMbZs6cyR//+EfmzZtHZmYm8+bNCwc9y5cvZ8uWLWitOfnkk5kzZw4FBQUsXbqUWbNmYbPZWLVqVYcev87mzJnDYYcdRkFBAePHj+e4447rVftzc3O54447WLBgQTjhy9lnn01RURGXXnopwWAQgD//+c+AEYRdeeWV3HTTTdjtdtasWYPF0nO/1y233MJ5551HWloaJ510Ejt27ADgrLPOYvHixbz00kvcc889HY557LHHwglfJk2axKOPPtqr5zQUlNZ6qNvQb4444gg9kGuDCCGEEEII0VfffPMN06dPH+pmiFEo2ntLKfWl1vqIaOVl2KcQQgghhBBCHABk2KcQQgghhBBi2Jg3bx4ej6fDtieeeIJZs2YNUYtGDwn+hBBCCCGEEMPG559/PtRNGLUGbdinUsqhlPpCKVWklNqolLrV3P6UUuo7pVSpUuoRpZTd3K6UUv9QSm1VShUrpQ4frLYKIYQQQgghxGgzmHP+PMBJWus5wKHA6Uqpo4GngAJgFhAHhBbnOAM42Hz8Erh/ENsqBlhVczv/2Vo/1M0QQgghhBDigDFowZ82OM0f7eZDa61fM/dp4AtgnFnmbOBxc9dnQKpSKnew2isGji8Q5PJVG7j8sfWMpmyzQgghhBBCDGeDmu1TKWVVShUCtcDbWuvPI/bZgZ8Db5ibxgIVEYfvMrd1rvOXSqkNSqkNdXV1A9d40W8e+mg7m6pacPuCNLq8Q90cIYQQQgghDgiDGvxprQNa60MxeveOUkodErH7n8CHWuuP+ljng1rrI7TWR2RmZvZnc8UA2Fbn5O53tpCZZCz+WdXsHuIWCSGEEEKI4WD+/PkM5JrdlZWVLF68GIB169axaNEiAFatWsVVV13V7bHr1q3jk08+Cf+8cuVKHn/88X5t309/+lNmz57N3/72N2666SbeeecdAO6++27a2tr65RxDku1Ta92klHofOB0oVUrdDGQCV0YU2w2Mj/h5nLlNjFDBoOYPzxXjsFn48zmzuOLxDVQ3uzlkbMpQN00IIYQQQoxyeXl5PPvss/t07Lp160hMTOTYY48FYMmSJf3ZNKqrq1m/fj1bt27da9/dd9/NRRddRHx8/H6fZ9CCP6VUJuAzA7844FTgTqXUFcBpwMla62DEIWuBq5RS/wvMA5q11lWD1V7R/576vJz1ZXv4n8WzmT3OCPiqWqTnTwghhBAHkNf/ANUl/Vtnziw4445ui7hcLs4//3x27dpFIBDgxhtvZMqUKVx77bU4nU4yMjJYtWoVubm5PPTQQzz44IN4vV6mTJnCE088QXx8PGvWrOHWW2/FarWSkpLChx9+iNvtZunSpWzYsAGbzcZf//pXFixYwKpVq1i7di1tbW1s27aNc845h7vuuguApUuXsn79etrb21m8eDG33nprr57m6tWruf3229Fac+aZZ3LnnXcSCAS4/PLL2bBhA0opLrvsMq655hq2bt3KkiVLqKurw2q1smbNGqxWK4sWLaK0tLTLc7z88susWLECr9dLeno6Tz31FO3t7axcuRKr1cqTTz7JPffcw7vvvktiYiK/+93vKCwsZMmSJbS1tTF58mQeeeQR0tLSmD9/PvPmzeP999+nqamJhx9+mBNOOCHqeRcuXMju3bs59NBDueeee3j44YdZtGgRlZWVVFZWsmDBAjIyMnj//fd79Vp1ZTCHfeYC7yulioH1GHP+XgFWAtnAp0qpQqXUTWb514DtwFbgIeBXg9hW0c92N7Vzx+vfcsLBGSyeO470xFhsFkV1c/tQN00IIYQQYtR74403yMvLo6ioiNLSUk4//XSWLVvGs88+y5dffslll13G9ddfD8C5557L+vXrKSoqYvr06Tz88MMA3Hbbbbz55psUFRWxdu1aAO677z6UUpSUlLB69Wouvvhi3G7j5n5hYSFPP/00JSUlPP3001RUGOk8/vSnP7FhwwaKi4v54IMPKC4u7rH9lZWVXHfddbz33nsUFhayfv16XnzxRQoLC9m9ezelpaWUlJRw6aWXAnDhhRfy61//mqKiIj755BNyc3uXN/L444/ns88+4+uvv+aCCy7grrvuIj8/nyVLlnDNNddQWFi4VwD3i1/8gjvvvJPi4mJmzZrVIZj1+/188cUX3H333d0GuWvXrmXy5Ml71X/11VeTl5fH+++/v9+BHwxiz5/Wuhg4LMr2qG0ws3/+eqDbJQae1prrXyhBA7efMwulFFYF2ckOmfMnhBBCiANLDz10A2XWrFn89re/5brrrmPRokWkpaVRWlrKqaeeCkAgEAgHSKWlpdxwww00NTXhdDo57bTTADjuuOO45JJLOP/88zn33HMB+Pjjj1m2bBkABQUFTJgwgc2bNwNw8sknk5JijPaaMWMG5eXljB8/nmeeeYYHH3wQv99PVVUVmzZtYvbs2d22f/369cyfP59Qjo8LL7yQDz/8kBtvvJHt27ezbNkyzjzzTBYuXEhrayu7d+/mnHPOAcDhcPT6ddq1axc/+clPqKqqwuv1MnHixG7LNzc309TUxIknngjAxRdfzHnnnRfeH3qd5s6dS1lZWa/bMVAGNeGLODC9WLibdd/Vsfy0aYwf8/1Y5ZwUB9US/AkhhBBCDLipU6fy1VdfMWvWLG644Qaee+45Zs6cSWFhIYWFhZSUlPDWW28BcMkll3DvvfdSUlLCzTffHO7JW7lyJStWrKCiooK5c+fS0NDQ7TljY2PD31utVvx+Pzt27OAvf/kL7777LsXFxZx55pnh+vdFWloaRUVFzJ8/n5UrV3LFFVf0fFA3li1bxlVXXUVJSQkPPPDAfrUNvn8NQs9/qEnwJwaU2xfgj698w+EHpfKLY/I77JPgTwghhBBicFRWVhIfH89FF13E8uXL+fzzz6mrq+PTTz8FwOfzsXHjRgBaW1vJzc3F5/Px1FNPhevYtm0b8+bN47bbbiMzM5OKigpOOOGEcJnNmzezc+dOpk2b1mU7WlpaSEhIICUlhZqaGl5//fVetf+oo47igw8+oL6+nkAgwOrVqznxxBOpr68nGAzy4x//mBUrVvDVV1+RlJTEuHHjePHFFwHweDy9zpbZ3NzM2LHG6nKPPfZYeHtSUhKtra17lU9JSSEtLY2PPjIWLHjiiSfCvYD9patz74shyfYpDhyvFFfR6PJy788Ow2pRHfblJjt475tatNYopbqoQQghhBBC7K+SkhKWL1+OxWLBbrdz//33Y7PZuPrqq2lubsbv9/Ob3/yGmTNn8sc//pF58+aRmZnJvHnzwoHH8uXL2bJlC1prTj75ZObMmUNBQQFLly5l1qxZ2Gw2Vq1a1aHHr7M5c+Zw2GGHUVBQwPjx4znuuON61f7c3FzuuOMOFixYEE74cvbZZ1NUVMSll15KMGjkjfzzn/8MGEHYlVdeyU033YTdbmfNmjVYLD33e91yyy2cd955pKWlcdJJJ7Fjxw4AzjrrLBYvXsxLL73EPffc0+GYxx57LJzwZdKkSTz66KO9ek699ctf/pLTTz89PPdvfyhjat3ocMQRR+iBXBtE9N3Z9/0Hp9vHO9eeuFeA96+PtrPi1W8oumkhKfH2IWqhEEIIIcTA+uabb5g+ffpQN0OMQtHeW0qpL7XWR0QrL8M+xYAp2dVMUUUTFx09IWrPXm5KHABVLZLxUwixb4JBzeOfltHq9g11U4QQQohhT4Z9igHz5GflxNmtnHv4uKj7c1KMzEtVzW4KcpIHs2lCiFFiY2ULN720EYfNyvlHjh/q5gghhOgH8+bNw+PxdNj2xBNPMGvWrCFqUf958803ue666zpsmzhxIi+88MKgnF+CPzEgmtt8vFS0m3MOG0tKXPQhnblm8CdJX8Vse/8AACAASURBVIQQ+2p7vRMw1hIVQojhTHIc9N7nn38+1E0YMKeddlp46Yz9tS/T92TYpxgQz361C7cvyIXzJnRZJjMpFotC1voTQuyzsnoje1ulBH9CiGHM4XDQ0NCwTxfrQkSjtaahoaFPaxiC9PyJAaC15qnPyjnsoFQOGZvSZTm71UJmUizVzXLRJoTYN2UNLkBuIgkhhrdx48axa9cu6urqhropYhRxOByMGxd9elVXJPgT/e6TbQ1sr3fx1/Pn9Fg2JyVOLtqEEPssFPxJz58QYjiz2+1MnDhxqJshhAz7FP3vyc/KSYu388NZuT2WzU2Whd6FEPuurN4M/prbZTiVEKLf1bV6uOfdLQSC8vkiRgcJ/kS/qm5289amGs4/YjwOu7XH8jkpEvwJIfZNc5uPPW0+8lIcuH1B9rTJcg9CiP515xvf8v/e3kxhRdNQN0WIfiHBn+hXq7/YSVBrfjbvoF6Vz01x0OrxyxpdQog+22EO+Tx2SgYgQz+FEP2rrN7FC1/vBuC76tYhbo0Q/UOCP9FvfIEg/7t+Jz84OJMJ6Qm9Oia01l9Ni/T+CSH6JjTk89jJ6UDPwV+jy8vf3t6MPxAc8LYJIUa+f7y3BbtVEWe38m11y1A3R4h+IcGf6DePfVJGTYuHnx/d9fIOneWmxAGSqU8I0Xc76l1YFMybZAR/PX2OvFpcyd/f3ULJ7ubBaJ4QYgTbXufkxa938/OjJzAjL5lvpedPjBIS/Il+8UpxJX967RtOmZ7NSQVZvT4utNC7BH9CiL4qa3CRlxpHbrKDGKuFyh6WjSlraAsfJ4QQ3bnnva3E2qxceeJkCnKS+LaqRZJKiVFBgj+x3z7eUs81TxdyxIQ07v3ZYVgsqtfHZiXHAkjSFyFEn5XVu8hPT8BiUeSmOqhs6v5zJDRMdEedBH9CiK5tq3PyUuFufnHMBDISYynISaLF7Zcb1WJUkOBP7JfS3c1c+cQGJmUk8q9fHNmrDJ+RYm1WMhJj5ANVCNEnWmt21LvIz4gHjFEEVT3M+Qv1+G2rl+BPCNG1f7y7BYfdyi9/MAmAgtxkQJK+iNFBgj+xz8rqXVzy6Bekxsfw+OVHkRJv36d6jOUeJEufEKL39rT5aHH7yTeTS+WlxnWb8CUQ1FQ0Gvul508I0ZUtNa2sLarkF8fkk55ojE6amp0EwDeS9EWMAhL8iX1S2+rm5498TlDD45cfRXayY5/rykmOk54/IUSf7DB77yZmmMFfShw1rZ4uM3lWNrXjDQRJctjYUe+SuTtCHOC8/mDUz4G/v7uF+IheP4CUODtjU+Ok50+MCrahboAYmZavKabB6WX1fx/N5MzE/aorN8XBhvLGfmqZEOJAEJq/l28Gf7mpDgJBTW2rh7zUuL3Kl5vJXn4wNZNXi6uoafGEl5oRQhxY6lo9nHDXeyTG2jnsoFQOPyiNww5KxWG38mpJFb+aP5kxCTEdjjGSvkjwJ0Y+Cf5En9W0uPlwSx3LTjqYOeNT97u+nBQHTW0+2r0B4mL6NmdQCHFgKm8wlnkYn2bM+QsFfFXN7VGDv9B8vwXTsni1uIrt9U4J/oQ4QG2tdeL2BTn8oES21jp5e1NNeF9irI3/PmHSXsdMy0nig811eP1BYmwycE6MXBL8iT57pbgKreHsQ/P6pb7Qcg/VLe7wEC4hhOjOjoY2xqXFhy/C8sw1Qyub3MyNstRoWb2LWJuFoyeNMY6vd3Hs5IxBa68QYvioMvMMrPivQ5iUmUijy0tRRRNf79zDzLEppMbH7HVMQW4y/qBmW52T6WYCGCFGIrl1IfpsbVElh4xN3u/hniE54bX+JOmLEKJ3yupd4SGfAHmpxudIV0lfyhrayE9PIC8lDofdIklfhBjBWtw+nvysHF8Xc3x7EsozkGveNBqTEMOCgiyuXTiN02bmRD2mIMdI+vKtJH0RI5wEf6JPyupdFFU08aM5/dPrB99/+Mpaf0KI3tBaU1bvYmJ6fHhbksNOUqyty+RR5Q0uJqTHY7Eo8tMTwgljhBAjz1sba7jhxVL+583v9un4quZ2UuPtfZpqMjEjgRirhW8l6YsY4ST4E33yclElAItm91/wl5Mc6vmT4E8IYWjz+gkEo2fkbHB5afX4O/T8gTHvb3eUnr9gUFPe2BYuPykzge0S/AkxYtU7PQA8+OH2DvP1equqyR2+8dxbdquFKVmJkvRFjHgS/Ile01rzUlElR00cEzWhwr6Ki7GSGm+Xnj8hBGCkYF/wl3X87e3NUfeHM32mdwz+clMdUYePV7W48fqD4fITMxLY2di2z0PGhBBDq9HlJcZm4ZCxyfz2mUIqGtv6dHxlszucb6AvCnKSZNinGPEk+BO99k1VK1trnf065DMkJ9khPX9CCAA+2VZPTYuH577aRTBK79+OTss8hOSmxFHZtPfnSHk4WDSGiU7KSDQXfe/bBaMQYnhocHrJSIjhnz+biwau+vdXeP29v5lT1dy+b8FfbhI1LR72uLx9PlaI4UKCP9FrLxXtxmZR/HBWbr/XnZsS/Y69EOLA80ZpNWAMBf+6Ys9e+8saXFgtinFpHUcgjE110Ojy4vYFOmzfYS7zMMEMFidmGl9l3p8QI1Ojy0N6YiwHpcfzP4vnULSrmdtf+6ZXx7Z7AzS1+fZpBNO0HCPLp8z7EyOZBH+iV4JBzStFVZxwcMZeC5/2h5yUOBn2KYTAHwjy1qYaFkzLJMZm4ZXiqr3KlNW3MT4tDru147+w0ByezqMIyhvaiLFZyDXnF0/KkOBPiJGs0eUNX4ucfkgOlx03kVWflPFayd6fF52FbjTvS8/fdDPj53cy9FOMYBL8iV75cucedje186N+Wtuvs9wUBw1R7tgLIQ4sX5Q10ujyct4R4zlxaiavlVTtNfRzR6dlHkJCd/I7L/dQVu9iwhgj0ydAanwMafF2SfoixAhV7/SSHnEj+g9nFHDo+FR+/2xxeE5wV0I3h3L2IfjLTIplTEKM9PyJEU2CP9ErawsrcdgtnDoj+vo3+yv0IVzb4hmQ+oUQI8MbpdU47BbmT8tk0excalo8fLnz+6GfWmvKGlx7JXuBrtf6K29oY0Kn8hMzEmStPyFGqMieP4AYm4X7LjwcfzDIqk/Kuj02FPzl9THbJ4BSimnZSRL8iRFNgj/RI18gyKslVZw8PZvEWNuAnCNXFnoX4oAXDGreKK3mxKmZxMfYOHl6NrE2C69GDP2sa/XQ5g0wMUrPX+gmUmTSl2DQCBYnZsR3KDsxI5Ht9c4BeiZCiIHS7g3Q7gswJrHjFJSxqXEcnJXEtrru/66rzJtD+9LzB0bSl++qW6MmoxJiJJDgT/ToP1vraXR5ByTLZ0go+KtukXl/Qhyovq7YQ22rhzMOMZJKJcbaWDAti9dKqsJr/pU1GBk6ow37jLVZyUiM7XATqabVjccf3Kvnb1JmAjUtHlwe/0A9HSHEAGhwGSOE0qPkH8jPSKC8ofssvpXNbsYkxOCw936B90jTc5Jp9wXYKdmCxQglwZ/o0dqiSpIcNuZPyxywc+R0kahBCHHgeL2kGrtVcdL0rPC2M2fnUtvqYUNZI/D9Gn8Towz7BGPoZ+RC72X1ZrAYZdgnSNIXIUaaRnOZhTEJsXvtm5gez649bd0u+7CvyzyETDOTvsjQTzFSSfAnuuX2BXhrYw1nHJJDrG3f7pL1RmKsjaRYm2T8FOIApbXm9dJqjp+SQbLDHt5+UkEWDruFV80sfjsaXNitKjy/r7O8lLgON5HKQss8pHce9inBnxAjUYMZ/KUn7t3zNyE9gaCGij1d98pVN7vDmYH3xdTsJJRCFnsXI5YEf6JbGyubcXr8nDI9e8DPlSNr/QlxwCrd3cLupvbwkM+QhFgbJxVk8VpJNYGgpqzexfgx8dis0f995aY6qGxqR+vQMFEXMVbLXmt6SfAnxMjU6DSDvy6GfQLdZvysbGrv8uZRb8TFWMlPT+A76fkTI5QEf6Jb31UbE6en5yYP+LlyUhzS8yfEAer10iqsFsWpM/a+0XTmrDzqnR6+2NFoLPPQxZBPMJI+tHkDtLQbc/nK69sYPyYOq7nMQ4jDbmVsapwEf0KMMN8P+9w7+Ovppo7L46fF7d/nZC8hBTmS8VOMXBL8iW5trmklIca4SBpouSkOmfMnxAFIayPL5zGT0kmLckG3oCCTOLuVV4orKW9o6zb4Cw3nqjRHEXS1LAQYF4qy1p8QI0u9y0OM1RI1+3havJ1khy083Luz/VnmIVJBTjJlDS7avJIwSow8EvyJbn1X3crB2UnhxZEHUk5KHHVOD75A1xO1hRCjz+YaJ9vrXZx+SPR1RONjbJw0PYsXvt5Nuy+w17INkXIj1voLrwkYJTMohNb6c4aHiAohhr9Gp7HGn1J7X5copZiYkRBO9NRZaGrJ/iR8ASPpi9awpUaWixEjjwR/oluba1qZlp00KOfKTXGgNdS2ykLvQowUbV4/FfuZ8vz10iqUgoUzu55bvGhWLm3eABB9mYeQ0CiFymY3ta0e3L4g+enRg8WJGQm0uP3hBBJCiOGv8wLvneVnJHQ57LPKXAN0fxK+AEzPDWX8lKQvYuSR4E90qd7pocHlZWrO4AR/oTH41ZL0RYgR4773t3LKXz/Yr7lzb5RWc+SEMWQldX03fv60LOJjjIzD3Q37zEiMxWZRVDa1h9vUeY2/kImZkvRFiJGmweWNmukzJD89gcrmdty+wF77QsPBs1P2XiaiL8anxZMab+eBD7fv980vIQabBH+iS5vNycyD2fMHsLtJ5v0JMVKUN7Th8Qf5w3PFBIN9Hz65tdbJt9WtXQ75DImLsXLK9Gwc9r0zd0ayWpSRObipnXJz3s/ELnoKJ4WSQ9RJ8CfESNFTz9/EjAS0hl1RlnuobnaTkRi730tXWSyKlRfNpb7Vw7n3f0Lp7ub9qk+IwSTBn+jS5hoj+Juakzgo55swJgGl5EJMiJGkttVDrM3C5zsaWb1+Z5+O3V7n5LJV64mzW/nhrNwey9+4aAZPXj5vr8ydneWlxFHZ5KasoQ27VXU5v2dsahx2q5KkL0KMII0uL+lRFngPyQ9n/Nw7+Ktsdu/3fL+Qoyel89zSY4mxWjj/gU9Z911tv9QrxECT4E906bsaJ6nxdjIT9294RG/FmVlFt9bJBGohRor6Vg+nTM/muCnp/Pm1b3u9VueX5Xv48f2f4PL4Wf3Lo3uVej0zKZYj8sf0WC4v1UFlc7uxJmBa12sC2qwWDhoTz456+cwRYiTw+AM4Pf4ehn0ac3yjrfVX1dTeb8EfwMHZSTz/q2PJT0/g8sc28Mz6in6rW4iBIsGf6NLmmlamZidFzag1UKZkJbKtVi7EhBgpals9ZCXH8udzZhMIaq5/obTH7JlvlFbzs4c+IyXOznNLj+XQ8an92qbc1DhqWtxsr+s602fIpMxEmfMnxAjR3Rp/IanxMaTG29kRZbmH6mZ3t8PG90V2soNnlhzDsZPT+f1zxdz3/tZ+rV+I/ibBn4hKa83m6sHL9BkyOTOR7fXOfZo7JIQYXG1eP06Pn6wkBwelx/O706bx3re1rC2q7PKYxz4pY+lTXzIjL5nnlh7bY3C2L/JSHPgCms21rUzoItNnyKSMBMoa2gjIZ44Qw16Ds+fgD4ykL517/lrdPlo9/n7t+QtJjLXxyCVHcvrMHP769mZcHln/TwxfEvyJqKqa3bR6/IOW6TNkSlYibl+Q3U2S8VOI4a62xViWJTPJGBp+ybH5HDo+lVtf3kSD8/slW3yBIB9sruPq1V9z89qNnDI9m39fcTTpAzSkPHRnX+vuM4OCkRzC6w9SKZ85Qgx7oWVZ0nsI/oy1/joGf6EF3nszxHxf2K0WLjhqPIGgpmhX04CcQ4j+IMGfiOq7msHN9BkyJctILrNVhn4KMezVmQFelhn8WS2KuxbPptXt4+a1G3n/u1qWryniiBXvcPEjX/Det7VceeIkVl40l7iY/cu2153INbx66lkMZQKVpC9CDH+NLuMzpzc9f5XN7g7LPYRu8PT3sM9Ihx2UBsBX5XsG7BxC7C/bUDdADE9bQpk+swcn02fIlMzvg78FBVmDem4hRN+Eev6ykr/vwZuancRVCw7mb+9s5pXiKpJibZw6I5szZuVywsEZOOwDF/SFjI24uOtqgfeQ8Fp/dU5OnJo5oO0SQuyf0LDP7rJ9AuRnGH/35Q1tTDNHMFU3hxZ4H5ieP4CUODtTsxP5UoI/MYxJ8Cei+q7aSXZyLKnx3d9d629pCTGkJ8SwTTJ+CjHs1bYaF1OdF2dfOn8ysXYLB2clcvzBGfu9plZfJcfZiI+x4vUHOwSC0WQmxpISZ6dkd8sgtU4Isa8aXV5sFkVyXPeXrxPDyz24wsFfZbMbpYwELQNp7oQ0XiupJhjUWHpYlkaIoSDDPkVUoUyfQ2FyZqIM+xRiBKhr9WCzKFLj7B22x9gsLDlxMidPzx70wA9AKUVeahzjx3S9zENk2QXTMnnv2xr8geAgtVAIsS9CC7z3lIU8NNy7PCLjZ1VTO5mJsdh7+EzYX4cflEZzu4/tsoSMGKYk+BN7CQQ1W2qHMPjLSmRrnbPHdPFCiKFV2+ohMyl2WN7dXjgjm9MPyeld2Zk57GnzyVAtIYa5BjP460myw056QgxlEcFfdYub3AGc7xcyd4Ix708+T8RwJcGf2EtFYxtuX3DQk72ETMlKpKnNF87qJYQYnmpbPeFkL8PN708v4LrTC3pV9gdTM4mxWXhzY80At0oIsT8anJ5uF3iPNCE9vsManpVN7eQN4Hy/kIkZCaTF29lQJsGfGJ4k+BN7CWX6HOxlHkJCGT9lsXchhrfaFnd4mYeRLDHWxvFTMnhrU7WMOBBiGDOGffbuMyc/I4Gy+jbAWLu4qtk9YMs8RFJKMXdCGl/ulOBPDE8S/Im9bK42gr+DswY302dIeLkHSfoixLBW7/SQmTTwF1ODYeGMbHbtaeebqtahbooQogsNLm+Pa/yFTExPoLrFTbs3QEu7nzZvgLyUgR/2CXD4hDS217lolBFMYhiS4E/sZXOtk/Fj4kiIHZpksLnJDuLsVkn6IsQw5g8EaXB5h+2wz746ZUY2SsFbm6qHuilCiCi8/iCtbn+v5vzB90lfyhpcVLUYa/zlpg7Ozaq55np/X0vvnxiGJPgTe9lc3Tpk8/0ALBbF5KwECf6EGMbqnV60ZlQM+wTISIzliAlpvCXz/oQYlva0Gb1ovQ3+Qss9lNW7qGoa+DX+Is0Zn4rNoiTpixiWJPgTHXj9QbbVOTl4CIM/MBZ7317n6rmgEGJIfL/G3+gI/gAWzshhU1ULFY1tQ90UIUQnoQXeM3qZ8CXU87ejwUVls9nzN0jDPh12KzPHpkjwJ4YlCf5EB2UNLvxBPaQ9f2DM+9vd1I7L4x/Sdgghoqtr9QCQNcALJg+mU2dkA/D2Jun9E2K4Cc2f623Cl8RYGxmJsZTXt1Hd7MaiBvdm1dyD0ija1YRP1g8Vw4wEf6KD78xkL0O1xl9IKOmL9P4JMTzVhoK/UdTzl5+RwLTsJN7cKPP+hBhuGlzGZ05vh30CTMyIN3r+mtxkJTmwDfAC75HmTkjD7QuyqbJl0M4pRG9I8Cc62FzTitWimJSZMKTtmJwZyvgpmfeEGI5qW4wLsYzE0RP8ASycmc36skbJ0ifEMBMa9tnbbJ8A+ekJxpy/5vZBS/YScviEVEAWexfDjwR/ooPNNa3kp8fjsFuHtB0T0hOwWpQkfRFimKpzukmLtxNjG13/RhbOyCGo4d1vZOinEMNJo8uL1aJIibP3+pj8jARqWz1sq3MO2jIPIbkpcYxNjZP1/sSwM7r+a4v9trnGybQhWtw9UozNwoT0eLbVyrBPIYaj2hYPWaNkjb9Ih4xNJi/FwVsy70+IYaXB5SUt3o7Fonp9TH66MYqppsUzaJk+Ix0+IY2vpOdPDDMS/Ikwty9AWYNryOf7hUzJTJSF3oUYpmpbPaNmmYdISikWzszhoy11tHsDQ90cIYSp0eXp03w/gPyM+PD3OUMQ/M09KJWqZjeVTe2Dfm4huiLB3yiitSYQCKC13qfjt9Y60Xrok72ETMlKpKzeJZmyhBgmQp8xYGT7HE3JXiItnJGN2xfkwy11Q90UIQ4owWCQYDD6//xGl7fvwV/69/kL8lIHd9gnwNwJYwCZ9yeGF9tQN0Dsu2AwiMfjwePx4HQ6aWtrw+/3Y7PZiI+PJzExkdjYWGJjY7FYeo7zh0umz5DJmYn4g5ryhrZw9k8hxOAJBAJ4PB7a29txuVy0tbURDAax2+3UtrpJiVV4PB5iYmJQqvdDsYa7IyeOISXOzpsbqzltZs5QN0eIUcvn8+H1emlvbw9fx1gsFpKTk0lOTiY+Pj58/dLg8jI9N7lP9SfE2shKiqW2dWiGfRbkJhFnt/Jl+R7OmpM36OcXIhoJ/kYgn89HfX09TU1NaK1RSmGz2bDb7TgcDgKBAO3t7bS2tob3jxkzhoyMDKzWrhO5bK1zYrcq8tPjuywzmEIB37Y6pwR/Qgwit9tNbW0tTqcx7FopFf58sVgsNDo9+AIau7+Nbdu2YbFYyMrKIi0tbVQEgXarhZMLsnh7Uw0NTg/poyyjqRBDKRAI4HQ6qaurw+s1MngqpYiJiSEhIQGtNU6nkz179oQDwZSUFBqd3j5l+gwJJX0ZrAXeI9mtFg4dnyo9f2JYkWGfI0ggEKCuro4tW7bQ1NQU7t1LSEggNjY2HNhZrVZiY2NJSEggMTGRuLg4Ghsb2b59O21tbV3W3+D0kJ4QO6jr4HRnshnwScZPIQaH1+ulsrKSbdu24Xa7w58hCQkJxMTEhO/AN3uNoeW5aQnhEQZVVVWUl5fj8XiG8in0myXzJ+P2Bbj15U1D3RQhRgWfzxe+htm1axdKKRITE8OfMXa7HaUUFosFh8NBUlIScXFxuFwutu8oo6ndR4qj75nIJ6YnYLOoIZujPHdCGpuqWmjz+ofk/EJ0Jj1/I0AwGKSlpYWamhqCwWCHYRC9YbFYSEhIwOfzsWPHDtLT08nMzNyrF7CpzUdqfO9TKA+0xFgbuSkOtknwJ8SACgQCNDY2UldXh8ViITExsdsevAaXcRGTHm/8C7FarSQlJeF2u9m+fTtZWVmMGTNmRPcCTs1O4qoFB/O3dzbzozl5nDIje6ibJMSI5Pf7qa2tpbm5GQCHw9HtKKRIoUDQGTCueYLtLTQ1NZGSktLrz5crTpjI0ZPHYO1DltD+NHdCGoGgpqiimWMmpw9JG4SIJMHfMOf3+6moqKCtrY34+PgOH5jK14bVVY3NVY3VVYO1rQZti8OTOQdv+nSwdbzLZbfbsdls7Nmzh5aWFsaOHUtCwveToZvafX1aP2cwTMmSjJ9CDKT29nZ27ty5940lrbF4W7CGPl9cNdjaagnEZ0LbRKzYSU/o+HkRGnZeXV1NS0sLeXl5xMaO3CGTS+dP5rWSKm54sZSjJo0h2TG8Ph+FGO48Hg87d+7E7/cTHx/fMWDTQSztjdjaar7/nHE34kuegDdrDv6k8WCWb3YbSWAyEh3s2rWLlpYWcnJyiInpeRjowdlJHDyEuQxC8xS31Tkl+BPDggR/w5jf72fnzp14vV6SkswPLq1J2LqWlA1/x9bedSY6bbHhHVOAN2sO7uzDaZ9wElhsKKXCvYBlZWWMHz+e5GTjg6m5zdchLfJwMDkzkTUbKsJzF4UQ/ae1tZUVa4uxWK0sPdZIRmBxN5Fc9ACJ3z2PxR99mPi5wGmxsfCf2fiz5+AedxyenCOAjr2AO3bsID8/H4djZK4HGGOzcOfi2Zz7z/9wx+vfcvs5s4a6SUKMGO3t7ZSXl2O1WjvcaLa17CRlw9+J3/keKtj1UMiAIw1v5mw8mbMJOI4GFGMS7CQnJ9Le3s62bdsYN27c99dHw1RWUix2q5LlHsSwIcHfMOXz+aioqMDr9RIfbwRkVlc1Y/5zG3G7PsKTdSitMy8ikJBNICEbf7zx1eJpIbaumJjaImLriknY/DxJm57ClzqJPUdci3v8D8BM3qCUoqKiIhwANrV7SY1LHeJn3tHkrERc3gDVLe4hmawtxGi1Z88eKisrKax2E9SA30PSN/8mpeghlM9F26Qf4s2YEf5sCSRkE4jLwOas4oP/fEBg99ec599FfMkqUor/hWvymeyZ9weCDuMzxOFw4PV6KSsrG9EB4KHjU7n8+Ik89NEOzpqdJ3fuheiF1tZWKioqiI2NxW43eswt7j2kFD5A4rdPoy12nAXn40uZ2OEaJhibjL1pOzG1xcTWFRFbW0xcxQecpP7JNbYfkRa7HIC4uLjwDfLIm9jDkcWiyE52SPAnhg0J/oahvQI/rUnY8gJpn/8PBP00zvsDzhk/BbX3vL9gfAbtE04yevoAgn7idn5A6oa7yXrnKtw5R9J01G/xZszEZrMRFxcXDgCH25w/MBZ6ByPpiwR/Quw/rTV1dXXU1dURHx+P2xvgB94PyXv+OWzOStrHnUDTkdfgSzs46vH+5PG8a/sB3ziO5AdnT0P520kufpTkoodwVH5G4zE30p5/MkB4SNZIDwCvPXUab26s4f8+X8zr/+cHxMX0PemEEAeKxsZGqqqqiIuLw2azofxuEjc9RUrRv1D+NpxTz6X5sF8RjM+MerxvzDR8Y6bhKjgPAEt7Ay1v/Yn/0/AC7R+U0HziiqjXMMM5AMxLjaOyyT3UzRACkGyfw47P5wsP9YyPj8fqqiHzrSWkf3wz3vQCqs95HufMC6MGflFZbLTnn0zVuc/TeMz12Ju2kbP2AtLX/R5rW214TcCtO8rx+IOkDLfgTzJ+CtFvgsEgVVVV1NXVkZCQgC3o4S7PbfxR30MgJpma0/9F3cJ/dhn4hTS4/KQnGPcOtS2O5sN/RfWPVhOIzyLzvd+Q/v5yLO2NgBEA2mw2ysrKcLtH5sVPh9VuCwAAIABJREFUXIyVO348i7KGNu5+Z/NQN0eIYau+vp6qqiri4+Ox2WzYmneQ88K5pG24G0/OXKr+63n2HHdzl4FfNMG4dJ7JvY7Lvb/D7msh++ULSdnwd/B7wtcwFRUVtLS0DOAz2z9jU+PYLT1/YpiQ4G8Y8fv9lJeXhydGW1t3k/3qxcTWfE3jMddTe8bD+JPHd1uH1jr6Dosd5/QLqFz8Ks1z/pu48vfJeu1yLO2NWK1W/FYjKYNDBfr7ae2XjMQYUuLsbJOkL0Lst9raWvbs2UNiYiLWgJvMt3/FEbqU632Xsf2Mf+PJm9djHVprGtr8jInvOHDEl15A9VlP0XT4VcSXv0PuC+cQW70BGB0B4LGTM/jpUeN56KPtfFs9fC8yhRgqLpeLmpoaEhISsFqtxNR8TfYrP8fic1Fz+kPUnXov/rTJ+1R3U7ufDTFHUnXOC7im/IiU4n+Rs/YnRqIYq3XYB4B5qQ5qWtwEgl1cowkxiCT4GyaCwSC7d+/G7/cTFxeHtXUX2a9fhvK2UvPDR3FOv2Cv3j6tNX6/n/b2dpxOJ06nE5fLFf6+vb0dv9/fISDUMYk0z72autMewOqqIvPtX6N8bbh8xn6fqxmXyzWYT71bSimmZCXyXXXrUDdFiBGtubmZhoYGEhMTsfjbyHxrKbE1X/Mb3695KnAKTWY2vUhaa3w+H21tbR0+Y+pdXlJiFcFgp2MsdloOvZLqs58hGJtC5lu/IrZqPdAxAAwt7DzS/OaUqQQ1fLatYaibIsSwEpqu4nA4sFgsxJW9TfYbVxCMTaVm0ZN48o6OelwwGMTr9Xa4dmltbcXpdOL1esPXL01uP6lxNnRsMo0n3EbtwvuxuarJfHMJFk/zsA8A81Lj8Ac1da2jYx1UMbJJ8DcMaK2pra3F5XIZPX4tFWS/dhnK66T29IfwZczcq7zL5cLlcqG1JjU1lfHjxzN58mQKCgqYPHky48ePJzU1da+yIZ6cw2lY8D/ENHxDxnvX4GwzhiOkJzmoqKjA5/MN6mvQncMPSqVoVzNu3/DqlRRipPj/2XvzKLnu+sz7c2/dW7f2tRd1S72otdt4wWDLxk6MzeIlccw2kITMvBAgk0lmyySQMMN5E5LJZIa8TN5hmEwyA0kYlmBIALMZYxtj4gDe8C4La9+lVnftdW/dff64fatbUrfULXUtkn+fc3JOjqiuLsvU5bs83+cxTZOjR48GUQ6OzuD9/wJt+lmO3vgnfMN7HQBlY951z3Ec6vU6uq4jyzLFYpHx8XE2bdrE+PqN6LbPmmyiPXhqtVqnPF/s/CZO3PlXOKlRBh/4TbRjjwNBAyhJEsePH19apdDHDKU1EtEIB0tCviUQhITDa2nOTC794mcZ+N5vYxW3ceLnP7uoYsmyLOr1Oq1Wi2g0ytDQEJOTk2zevJnNmzezdu1aVFVtN4Wlpk0uPq82aK27iZNv+G+otYMMPPCvkByj3QAePny47xQGo3OeBUL6KegHRPPXB5TLZWZmZoIbnNohhu97L5KjM33Hp7AHLjvltZZl0Wg0KBQKbN68mQ0bNjA8PEw6nUbTNGRZRtM00uk0w8PDbNiwgc2bN1MoFNqTtBBj/BZKN/4+8SM/5FXP/hESHoWkhiRJHDly5Mypfo/Yvr6I5Xg8c6jS648iEFx0uK7LoUOHgvsb12Do/l9HO/kcM6//L5xY+6b26yqGi+u6NBoNHMdh3bp1bNmyhfXr1zM4OEgqlUJVVUp60CRuWDvI5s2bGR8fJx6P02g0ThkaefEBpu/4FE5qLYPf/U20o48BgUtfvV6nXC539y9iFZAkifFCgoOlxSMwBIJXIjMzMzSbTeIxjdxjHyP/2McwJm5l+vZP4cXyp7w2HCzJsszk5CRbtmxhfHycYrHYvhNUVZVsNsvExES7Eay2XFKKj+vOD4HN0e3M3PwnaNPPMPDwB8FzArlpNMqhQ4dwnKVjJLrNaC5o/oTjp6AfEM1fj2k2mxw7diworOqHGPr2e5Ack+nbP41d3NZ+ned57e3d+vXrGR4eRlGWZ9aqKArDw8OsX7++vQkMG7vm5rdSec2/Yf30A3xE+TzpqEw8Hg+kXTMzHflnXinXri8gSfDY3lKvP4pAcFHh+z4nTpzAtm1issvQd3+d6MkXmLnlTzHW34ZuzQ94pqtNTNNsD42y2ex84PsCpuvBRH0orRGJREilUoyNjTE+Po7jOKeoDNoNYGZdsAE88iMAEokEx48fxzQvPgnUWCHBwVL/SOMFgl5Sr9fbBlLZn3ySzIufpX7Zu5m55eP4yry778LB0tjYGOvXryeZTJ4zv1dRFLLZLHUbRgppDMPAMOYbKGP9bZRv+PfEDz1C4R8/Cr5PNBrFdd2+UhiM5oK/C9H8CfoB0fz1ENM02xp5xawwdN/7kDw72PgVt7RfF+rhi8UiU1NT7dy/lZJIJJiamqJQKNBsNttbwNqV7+PJwbfxPuU+Jvd8FoBkMsnJkyep13t/a5eNq2xbk+Hx/eLORiBYCdVqlVKpRCKRIP+jPyY6/VzQ+E0GGz99gZTakjQ2btxIsVgkElk6ymB67mZlKH1qbEM6nW43jQu3gF68yPTtn8bJTDD44L8iduSHRCIRVFXtK4XBcgk3f/1SVAoEvcKyLI4cOUI8Hidx9Idkn/3fNDa9lfL23wV5/hnSarXag6WNGzeSyWTO2fQtxPV8yrrFaCF4xsRiMer1ensL2Nj2i1Sv/nVSu75G9qlPAIHCoFqt9o3CIB1TSccUjlX7S44qeGUimr8e4TgOhw4dCoogJULxBx8m0iox/ea/wC7MN36maeJ5HlNTUwwNDZ21KKsaNlX97Ld6kUiE4eFhpqamcF03aAAlia8V/znfdG9g8On/Ruzwo8HBdjzOkSNH+sKcYftUgacOlLGci6tQFAh6RavV4ujRoySTSVK7vkZq99epXf3PMSbf2H5NvTX/vLCk6LLUBKFhwVBGO+M/UxSF0dFRJicncV0XXQ/kkV68MLcBnKD48AeJNE+gaRqtVqtvFAbLZbyQoGV7nGxcfFtLgWC18H2fo0ePIkkSWmuG4iMfxspvonzDh2FBYxfeDU9NTVEsFhdVE5yLim7h+1BMaWiaxvj4OGvXrm03lQDVV/8G9S3vIPvcp0jt/BKSJJFMJjl27Ngpm8JeIuIeBP2CaP56xPT0NLZto2kamWf/N/EjP6S0/fdOufELTRQmJiaIx88dcP7v7nmG3/jCU8v6/fF4nImJCWzbxrZtqpbPHyu/iZXfTPGRDxNpHA/CWSWJo0eP9nw6v319kZbt8fwRcfcnEJwLz/M4fPgwqqoSq+4h/6M/pjWynerVv95+jW3bVBrzU+hSc3lDnul6i4gsUUhEl3xNMplkamqKWCzWdg/2Ynlm3vBnSJ5N4R8+Ar5HIpHg5MmT7SbxYmC8ECgvDom7P8ErmGo1cAaPawoD3/8gkmsxc+vH8ZWgVvF9n0ajQSwWY3Jykmh06efFuQifTYVk8B6SJJHL5c4YYpdv+AjG2hvJPfYxlMretgdCv9z/jWRjQvYp6AtE89cDDMOgXC6TSCTQjj5G9uk/pzl1J80t72i/JnSqmpycRNPOnLAvxsGSzuP7Sst2xYzFYkxMTNBqtagaNloszsytH0dyLQa+/0HwbOLxOLquMzvbW8nldesLAPxY3P0JBOekXC5jmiYx2WHg4d/Gj6aZef1/bkuxbNvGsiyS2eB7lY4pzC63+auZDKSiyPK5b3XGxsbaN8QATmac8vYPET/6Y9I7voAsy8RiMQ4fPnyKkUM/M14Mmj9h+iJ4pWLbNsePHyeRSJB76r+jTT9D6aY/wMmuB+Ybv2w2y/j4+LL9CZYifDYVk6c2kJqmtYfYjuOAHGH2Z/4IX4kz8MjvgWsTjUbxPI9jx471XKo9mouL5k/QF4jmr8v4vs/x48eJRqNEjFkGHvldnMwEpRt/vy2VWNj4rWRaVmpa2K6/IlfMRCLB2NgYVcMmrck42UlKN30UbfoZck9+ov2a6enpnpozFJJRNg+neGyfaP4EgrNhWRbT09Mk4nEKj34UpXaQmdd/DC8+AMw3fhMTE9hSUJRNFBPMNpf3/Z6um2fc+y1FJBI5owFsbn47xtjN5J78M9TyblRVxXVdTp48eR7/tN1nbS6OJMGBWdH8CV6ZhN/V1JEfkHn+r6lvfRf61B1AoDqo1+sMDg4yOjp6XjLP02lv/lJn1kPxeJyxsTEMw8B1XbzEIKUb/4Do7Etkn/6f7ddUq9We5/+N5uKUdRvDujgGXYJLF9H8dZl6vU6z2URTFQa+/yEkqxlIJdRgmtxqtZAkacWNnzd3EA3wxAobpEwmQ8uLkFCCB7c+dTv1re8i88LfED/wPWRZRlXVnjtnbV9f5Kn9JRxX3P0JBEsxPT2NJElkd3+F5L77qF7zLzFHrgVObfwSiQRNM5BCjRcSlBrL2/ydrJsMppenRoD5BjCRSAQNoCQxe9Mf4Kkpio98GFybRCLB7Oxs39zmnI2YGmFNJiY2f4JXJLquUy6XSTklij/4D1jFbZSv+yAwn0E8MjLC4ODgikxdzsbs3H1tIbl4TRQ6Duu6jud5GJNvoLHpLWSe/zTRE08jSVLbYbiXCoO1YdxDtf+fc4JLG9H8dZHQejiRSJB9+s+JHX+C8us+gp3fBNDerE1MTKxYH181bLy5vuzx/SvfjjUsj8Fskkajge/7lLd/CLN4GcV/+AiR+mFisRiNRqOn7p/bpwo0LZcXj/Z2eicQ9CvNZpNqtUpG30/+sf+CsfZGale+DwgGO61Wi/Hx8bZjcNN0kKWgKJltWssa7gSbv+U3fxA0gOvWrSOZTAZRM/EBSjd9lGhpJ9mffBJJkohGoz0fMC2XsUJC3PwJXnF4nsfx48fRoioDP/j3AJy85eOgBM8DwzDI5/MUCoVVa/xgXvaZP8udcSaTYWRkpB1lVb7+93CTIww88mEkq4GiKLiu21P3T5H1J+gXRPPXRSqVCo7jkDz5EzLP/m8am95Cc9PdQNAY2rbN+Pj4eR1Gzz8cVX5yoLzi7VhFtxjOpykWi8F0PhJl5pb/D4CBh38HXIt4PM6xY8d6NjkL7/4e2yciHwSC0/E8j6NHjxKLKgw8+vu4Wo7Zm/8EpOAx32w2GR4eJplMtn+m3nJIRhWKKQ3T8dDPIUdyXI/Z5sqbPwgawLVr1xKLxTBNE2P89TQ2v53M83+NdvxJNE1D13Wq1eqK37vbiKB3wSuRSqVCq9Uif+A+YtNPU77ug7iZMSBQFciyzNDQ0Ko2fhDIPrNxFTVy9pK1UCgwODgYZI2qSWZu/hMizWPkH/sYMH/C0isH85GsyPoT9Aei+esStm0HdziaQuGHf4STXkv5hmByFkolwsLofAgln2+6bJim5bLj2PK3Y5bj0bRc8gmVoaEhVFXFsizczBizP/NHaDMvknn+r1AUBc/zembNPpSOMTWQFGHvAsEilMtlbNsmv+crREs7KW//EF4sDwRSrXQ6GO4spGk6pGJKW051LsfPUjOwXB/MnN9zKhKJMDIygmVZwXR++4dw0uso/uA/INl6W5rVD858Z2OikOBEzVy2uZZAcLFj2zYnTpwgKVvknvwzzKGr28PrUFWwdu3aCzZ3WYzZpnWG2ctSDA4Okslk0HUda/jV1K54H6ldXyV+4CFkWUaW5Z7VMGuyMSQJjlRE1p+gt4jmr0uEB9K5HZ9Dre6nfP2H25bIuq5TKBTIZDLn/f6zc/c6t79qDQCPr+Dur2oEWV/ZRLQtzwrzBY2JN6BPvonMc39FRJ8mHo8zMzPTNqXpNtunCjy+v4Tr9b80TCDoFqHJSxqd3FOfxBi9AWPyzUBQtEmSxMjIyBkT+ablkNSUdmF1LsfPMOB9MLXyzV9ILBZjaGgIXdfx1QSzP/vHKI2jZJ77dDvHtN/NX0LHTyH9FLxSCG+JC8/8D2SzSumGj7RVBbquMzg4eIqqYDU5MNtkYJnPHEmSWLMmqIMcx6H66n+BVdxG4R//EMmsEY/HKZfLPbkvViMyw2kR9yDoPaL56wKtVotyuUzaq5B55i/Rx2+lNfazQHDnF41GGR4eviCpRLj52zaSYawQ54kV3P1VjeBnc3EVCJyxhoaG2u585df+FpLnkH3qE8iy3NPbnO3ri9RbDi+tYLMpEFzK+L7PiRMnkGWZwlN/huSagapAktoT+bGxMVRVPeNnG6ZLUlu4+Tu74+d0PRj6LBbwvhKKxSLRaBTLsrCGX01z6k7SL3yGSOMY8XicUqnU1+YvYwUR9yB45aDrOpVKhWxjD6mdX6a+7Zexi1uAoIaJxWIMDAx05Hc/vq/EC0dq/NyVI8v+GVVVGR0dxTAMfFlh9qY/RG6VyT77v3p+XzyaE82foPeI5q/DhNEOqqpSePxPAShf/7tAcOfnOA7r1q1rT7zPl4UhqNdOFnhif3nZD7aKHmz+con54rBYLJJIJGi1WriZMeqX/wrJXV9HndmBpmk0m82e2CZvnwrv/oT0UyCAoDCr1WpkKy+Q3PNNale8Byc72ZaTr1mzpm3wcjpN0yGlRSgmg2Zu5hyOn9O1oDk8n5u/hciyzNq1a9sKg8pr/y0AuSf/DEmS0DStL3K5lmJcNH+CVwhhDaOpCoUf/zFevEj1mt8AArmnbdurFumwGJ98eDcDqSjvunZsRT+XyWTI5/Pouo5d3Epz01tI7/g8Su1g+764FwZ2o7k4x6pC9inoLaL56zC6rtNsNsmdfILEgYeoXf3PcVOj+L6PruuMjo4uO8T9bMw2LFKagqZEuG6yQKlpsedkY1k/227+4vOaelmWGR0dxXVdXNeletUH8GJ58o9/DHyfeDzeE9vkkWyc8UKCx4Xpi0CA7/tMT08TVWQKP/pPOKlRald9AAic9zKZDIVCYcmfb7QNX5Z383dyTva5XAnW2YjH4wwMDAT5XKkR6le8h+Te+4hOP0M0GsUwjJ46852NYjJKIhoRzZ/gkqder2MYBoX930CbeZHydb+DH00D8yZS5+tVcC6eP1zlBy+f5H03TRFTVz4gHx4eRlEULMui8pp/hS+r5J74r0AgPz9+/Die193oqNFcnCMVo28HW4JXBqL56yBhYRZTIP/jP8HOrqf2qv8HCJrCYrFINptdld9V1i3yyWBzd+2cK+bj+5ZXOIWS0YWbPwBN0+atk9UU1Wt+k9jxp4gfeLBtm9wLZ77t6ws8vq+EJ+7+BK9wdF1H13UGdn+ZaGU35et/D1+Jt4cyi935LaQxZ/iSiEbQFPmczd903SQbV8+rEFuMgYEBIpEItm1Tu+JXceKD5B/7U/C9tjNfL3O5lkKSJMZF3IPgEsfzPE6cOEECg+yT/43WyHXoU3cCgdwzmUyedbh0ofyPh3eTjin8yvXj5/XzocOwaZo4sSK1K99P4sBDaMeeQFVVHMfp+oBpNBvDcrxz3lcLBJ1ENH8dJCzMijs/h1o/ROmG/wCR4IEjyzKDg4Or9rtmmxaFOenW1ECSgVR02Xd/84YvZ94EZbNZstkshmHQ2Pw2rPzGYHLmWsRiMU6ePNn1ydl16wuUdZtd08vbbAoElyLhcCnhVMg+/ecYYzdjjN8CBM+eNWvWnNN5r2k5pDQFSZIoJqNt46ilmK63LljyuZCwOGu1WnhKnOpr/zXayedI7L2PSCSC53l9G/0g4h4Elzq1Wg3Lshh85r8j2zql6+dviW3bZs2aNase6xCy60Sd77x4nPe8bpJ07MzaZLkkEom2wVT9Vf8MJzkSRD94btvArpsDJpH1J+gHRPPXIcLCLGlNk33uUzTX34E5uh0I5Fhr1qy54Du/hZSbFoW55k2SJK6dLCzb8bOi20RkibR2ZqEYOmf5vo+HTOW6D6LWDwfa+bntX7d189dPBXb1Iu9P8EomHC4NPfMJ8D1K1/8eEDh/app2Tvdg3/dpmoHbJ0AhFV2G4Yt5wWYvp5NMJsnn8xiGQXPjL2AVt5F78v9HcoyeDZiWQ9j8CfmW4FLEdV1OnDhBVj9AatfXqL/qn+LkNwBBDVMsFjsm9wT4n4/sIa5GeO+N6y/4vcLPanoylWt/i2hpJ8ndXycSiXS9hhHNn6AfEM1fh2g2m0Fh9vQn8GWVyvbfAYLCLB6PX1Csw2KUFmz+AK6dLHCkYizrAVMxggDVpSZ4qqq2J2etta/DGLuZ7DP/C9mYJRaLMT093dXibF0+zmg2JvL+BK9YQofPdHM/yX3foX7Fe3HT6/B9H9M0GRkZOacBg+l42K5PKmz+ktqybv4uJOZhKUIVhOv5lLd/CKV5nPQLn+nZgGk5jBcTtGyvfQcpEFxKVCoVXNel8OJfBWcfV74foK1c6pS7JwQRKvc+c5Rf3j7ediK+EGRZZnh4GNM0aU7ehjl0FbmnPoFkN4nFYpw4caJrNczadvMnTF8EvUM0fx0g3Pql9YMkDn6P2hXvwU0MtQuzTkglguZvXhpx3dzd33KknxXdbsc8LEUul0NRlEAjf91vIzktsk//z/YxdaPRPQmmJElsnyry2L5ZMXUXvCJpNpvB9P2lz+CpSWqX/1MgiJXJZDJLunue8h5mEKSejAYKhGIyetY7FM/zma6ZDJ9nwPvZUFWVwcFBDMPAXPPaU7JFezFgWg4i7kFwqeI4DtPT02TMY8T3P0h92y/ha8HA2jAMRkZGVlW5dDp/+YM9RCSJD/zM1Kq9ZyKRIJ1OY1oW5es+RMSYIfPsp9t1TbcGTLmESkyVxeZP0FNE89cB2oXZjqAwq2/7JSAozLLZ7LIKs5VgWC6G7Z6y+ds2kiGlKcuSflYNe9F7v4VEIhHWrFmDYRg42fU0tryd1Mt/T6R5vF2cdbMRu2GqyEzD4sGXps/52ucOV/jbxw924VMJBJ0nHC6lzOMk9n2X+rZfxNcyeJ6H4zgMDQ0ta7jUNIM7l9TcPU3hHDd/x2stLNdrNz2rTT6fR1EUbNtuZ4tmejRgWg4i7kFwqRKaoORe/Bv8iEb98ncDQQ2TSqVIp9Md+93TtRZfevIwb3/NOtZkV2/QJEkSQ0ND2LaNOXgFzak7ybz4GSKNo12tYSRJYjQX52hVNH+C3iGav1VmvjA7QWL//dS3vgtfy+J5Hq7rrqrJS8js3J3Ows1fRJa4ZiK/rOZvOZs/gHQ6TSKRwDRNalf+KviQfuEzqKqKZVntUPhu8AtXj3LZSIbf+fKzHC4vXXwdnNX5Z3/1OP/vvS+ILaHgkmB+6/dZ/EiU+tzWzzAMBgYGlh0d05jb/KW0YIJfSEYxbBfDWtz8IGxyJoqdaf5kWWbNmjXtbNHG5reS2nUvkeaJ9u1fP32H1+XjSJJo/gSXFpZlcfLkSdJOieSeb9Hc8na8eLErJi8An3p0H47r8es3r97WLyQWi5HL5TAMI8gW9X0yz326XcN0a/u3NhfniJB9CnqIaP5WmXZhtvOz+LJK/VXnV5ithHIzcOtcuPmDIBJh13SD8jnueCqGRS5xbl29JEkMDw9jWRZOcoTmhjtJ/fTvkY0S0Wi0q9u/mBrhz999Da7n8y+/8DSWc6YkrN6yed9nnqCi29iuT32u2BUILlbaRlJOieTub7QLM9d1A8fOYnHZ79W05mSfczd/A3NZf7NLmL4cnA2anPEObf4gGDAlk8lgwHTFe8H3SL/wf1BVlVar1dUB07nQlAgjmVj770UguBSYnZ1FkiSyL34GJInaq94DBDXM4OBgR2qYkHrL5nM/PsBdV40yUUx25HcMDAwEjWximMamu0m9/NW2vLxbA6bRbFzIPgU9RTR/q8h8YVYmufvrNDe/DS8+0C7MOpWHM7/5O7WBu3ZyeXd/Fd0mu4zNHwS6+XByVrvyfUhOi/SOz7VDmXW9e4XQ5ECSj73jSp45VOG/fGfnKf+Z6/n82y8+w96ZJm+7Zi0ApXPY2AsE/U57uPTTLwCcUpgNDQ2dM9phIY3Wqc1fODxayvTlQKlJRJbabnWd4JQBU2ot+tSdpH76ZeRWGU3T+m77NybiHgSXELZtUy6XSflNUru+SnPjL+Cm1uA4DpFIZEXDpfPhUMlAt1xuv3xNx36HpmkUCgVarRa1K34VfLfrA6bRXJyTdRPT6b8MU8ErA9H8rSKnFGY+1K54D7D8zK3zJQxpP735u3JdlmhEPmvz57ge9ZZzRsD72RgcHMTzPKzMJMbkG0m/9EUkq040GuXkyZPn9w9xntx5xQjved0kn350H9954Xj7z//0/p/y0M5pfv+uy/j5K0cAKOmi+RNcvLRz/fwmyZ/+Pc2Nd+GmRrBtG1VVyeVyK3q/edln2PyFm7/FvycHSwZrc3HUSGf/ZyMej5PP59F1neqV70N2DNI7Pk80Gm3HW/QLIutPcClRq9WCrd9LnwPPCZojglu/1Y6nWozwmXQhuX7LoVgs4vs+dmot+tQdpHZ+CblV6dqAaSQX3DKeqAqnYEFvEM3fKjIzM0Pca8wVZj+HmxrFtm2i0eiqRzssJDRpOL35i6kRrhrL8vj+8pI/W5ub/i/n5i8kGo22nfmqV74f2aqTfukeNE1rN8Dd5N/fuY2rxnJ88O+e5eCszlefPsxfPLKHX94+zj+9fqK90TiX/FUg6GcMw6DValF4+YtIrhXc3RIUZsPDw+eMdjid5mnNX3Hu+bHUhvzgbLNj936nE95GW9n16BNvJL3jC0hWg2g0yszMTFc+w3IYLySYrptL3kkKBBcLnucxMzNDQjJJvXQP+uRtONkJHMdBURRSqVTHP0PDDE5YUrHODMpDVFVlYGAAXdepXfn+MwZMna5hwriHI0L6KegRovlbJVqtFrquU9z1ZSTXpHbl+9p/PjQ0tOLCbCWUdQtFlsgs8sC8drLAi0eq7ULvdCpz27Dl3PwtpFAoIMsyrfwWjLU3kn7xs0iOgaIolErdzd+LKjKf/KVXIwHv/ZvH+d2/f57rpwp89BcuD+S2ibMu8OghAAAgAElEQVRvNASCi4HZ2VminkH6pS+ir38zTnYSx3FQVfW8CrNwyr4w5B3OJvvUO+b0eToLs0VrVwUDptTO3g2YlmJ8rhk+m+mUQHAx0Gg0cByH7E/vQXZ0ald1r4YJqbdOHUh1knw+H9QwmfXo47eS3vF5JLvZFQWTCHoX9BrR/K0S5XIZxWmSfulv0SffhJNd3y7MOmmLDEGxlk9GF3Xgumosh+P57Jpe3Ca9YgSTtnNFPZxOJBJhYGAguP276teItEokX/4KsViMarWKZXW30RorJPj4O69mz8kmwxmNP3/3a9rytLCoFZs/wcWKaZrUajUG9nwF2W5Su/IDwPyt3/kUZmHUQ5jzl9YU1IjEzCKGL1XDpqLbTHSp+YMgWzQSiWDkt2KsfR2ZF/4PktMiEol0fcC0FCLuQXAp4Ps+MzMzxGSX9I7Po4+9HruwBdd1iUQiHVUuLSR8JqU7vPkDUBSFoaGhuRrmA3MDpi8RjUZpNpu0Wp1z4xyZi7AQzZ+gV4jmbxVwHIdyuczg/nuR7Qa1qy68MFsJsw2rvd06nck5x6wDs4sfMVf1oPlbiewzJJfLIUkS+uBVtIavIfP8XyN5DpIkUa1WV/x+F8qbLhvmM796HV/8tRtOkcAmoxGiEXnJjYZA0O+USiUU3yK943MYYz+LXQwKM0VRzrswa5g2MVVGmRuSSJJEIRldVPZ5qMMxD4sRDpharRa1qz5wyoCpVqth23bXPstShM3fAeH4KbiIabVaGIZBYd+9RMwqtaveD8w7fHZj6wcLZJ9d2PwBZLNZZFnGKGzDGL2BzAufQXItZFluZx12gpgaYSAV5WhVxD0IeoNo/laBarWK5LTI7PgcxrqfwS5ubRdmnd76QSD7PP3eL+RcxUnFOD/ZJ5xenP0aSvMEyT3fJBaLMTs7i+t2/w7m5s2DbT19iCRJ5JOqaP4EFyWhA9/AofuImBWqC7Z+F1KYNUz3jCKrmNQW/Z6Ez49uyT5DstksAMbgq2kNvbo9YILAnKLXFJJRktGI2PwJLmpKpRKKLJHe8QVaa16DNXQVrusiy3L7O9gNGi0HSYJEtLPGMiGhg2l7wGTMktr1VWKxGOVyuaMDphER9yDoIaL5u0DCI+nBYw8RaZXbt35hYdZpdywIbtlCaePpxKMRhjPa0s3fBWz+INDNA+gj12MVt5F57tNEJHBdl0ZjcalpLygktbYrqkBwMVGtVpHwybz0RczBK7GGr16VwqxpOmc2f6noorexB0qBcqBT2VtLoShKIC+fK86U5vH2gGlmZgbPOzPfs5tIksRYIdHejAoEFxu2bVOtVsmf/DFK4yj1y34F6G4NE1KfeyZ1MkT+dHK5HL7vYwxdgzl0NZnn/xqZYHDdyQHTaC4mmj9Bz+ha8ydJUkySpMclSXpWkqQXJUn66Nyf/0tJknZLkuRLkjSw4PVZSZK+seD17+3WZ10JjUYDx7bJvPRFrOI2zOFruj4xKzeXln0CTBSSHCwtLvsMm7/MeTZ/iqIEmTmmSfXK96PWDhA/+P2uBqYuh0JSFYYvgosO13WZmZkhP/sUau0A9cveDaxOYdY0nbbZS0ghGV1083eopFNMRrsmx1pIGGGhj74Oq7CVzHN/RUSWcBynLwZMIu5BcDFTqVSQJInMjs/jJEcwxl+P53ld3/pBsPlLd/kZo6oq+Xw+qGGu+gBK4yjJPfcRj8c7OmAazQWbv36pkQSvLLq5+TOBW33fvwq4GrhdkqTrgX8E3ggcOO31vwnsmHv964GPS5K0cm1iB/F9n9nZWXLlZ4lWdgeFmSTRarUYGBjoysTM9Xwqhr2k7BMCR7qlNn9VwyYTU4jI5z9pKxQK+L5Pc+z1OKlR0js+j6qqmKbZN658haQmDF8EFx31eh3P88ju/FucxBD6+jfheV6QxXWBhVljBc3fgdnuOX2ejqqq7QFT7Yr3oNb2Ezv64/b2r9fF00QxaP56/TkEgpXieR6lUomMvp/Y8SepX/ZLICtBXnGx2LFs4qVomE7HYx4Wo1Ao4LouxtqbsApbSL/w10RkuaMKprW5OE3LpWYs7sQuEHSSrjV/fkD4LVLn/s/3ff9p3/f3L/YjQFoK9v8poAT01bekfST98j24sQLNqTvaU6KVBi6fLxXdwvfPzPhbyMRcFpVunfnXV9Gt87r3W0gYMN2yHOrbfpHY8SdQSz9FVVVmZ2cv6L1Xi0JCbP4EFxdhqHu6dZT4kR/S2PoukNVVK8wai8k+k1EapkPLPvVe98Cs3lWzl9PJ5/N4nkdj/A24sQKpl+5BVdX2M7iXjBcSmI7HdF0ENgsuLur1Oq7rkt15D54Sp7H5bXieh+/7XathFrLYM6kbaJpGJpPBtCzql72baHk32omfEI1GmZ2d7chgZ1Rk/Ql6SFdv/iRJikiS9AwwDTzg+/5jZ3n5J4FtwFHgeeDf+L7f2wOP0yiVSsT0o8QO/YDG1ndCJEqr1erqxCyc0p+1+RsI7nQWkyZVDJvcCmMeFiOcnDU2vQ1PiZN+8fNomkatVsM0e18U5ZNR6i0H2+2r/woJBEvSaDSwbZvcy1/Cj0RpbHlHuzALb20vhMVu/gpJDTg1689yPI5Vja7GPJxONBoNpFm2R2PzW4kf+j6RxnEikUhHXfmWw5iIexBchITxDnFfJ7n3WzQ33oWvZdvDJVW98LpgpdRbDqlY938vQLFYxLZt9Knb8aJpUjvvIRqNYhhGR2IfwriHY1XR/Am6T1ebP9/3Xd/3rwbWAddJkvSqs7z8NuAZYJRAJvpJSZLO8DSXJOnXJEl6UpKkJzsdzLkQ27aD3K29XwE5Qn3rO/E8D8/zVqUwWy6zy2n+zuL4WdFtsud577cQTdPI5XLofpTmxrtI7v0WEbOCLMtUKpULfv8LpTj39yNMXwQXA+3CDJPk7q/TnLoTL15Y1cKsYbqLyj7h1ObvSMXA82G8y2YvpxMOmOqb3wG+T+qnX+5ZruhC2ll/Iu5BcBFhGAamaZLf8zUk16K+7ZfxfX/VhkvnQ8Ps/s1fSDweJx6PY3oRGpvuJrH/AWRjpmO5omtF0Lugh/TE7dP3/QrwMHD7WV72XuArc3LR3cA+YOsi7/W/fN9/re/7rx0cHOzMB16EarWKbDdJ7foa+vrb8BKDtFotCoVCVydm5eU0f8Wli5OqYV+w7DOkWCziOA71bb+E5Fqkfvp3xONxSqVST2IfFpJfpKgVCPoV0zTRdZ38/m8hOwb1y36lXZitlhwr2PydepdcnHMNXiiRDjNCx3u4+YP5AVNTLdIa+1lSL38FyXOQZbknuaIha/NxJEls/gQXF5VKhYjkk9p5D8boDTj5DZimSTqdJhrtjb1Co+WQ1LrnLroQSZIYGBjANE0aW9+J5DmkXv5qx3JFB1IaakTiSEVk/Qm6TzfdPgclScrN/f9x4E3AzrP8yEHgDXOvHwa2AHs7/TmXg+d5zM7OMnD4fmS72bZG9jyv6zr5sEgrnqX5yyWiZGJK2659IRXdOu+Yh9OJxWJkMhka8XUYozeQeumLyLj4vk+9Xl+V33G+LLbREAj6lWq1SkSC9Et/S2vNa7GLW9qFmaZpF/z+rudj2Gdu/ort78m8VLsXAe9LEQ6YalveScSYIXHgITRN61muKICmRBjNxkXcg+CiwXEcqtUqhWM/QNGnqV/+K+0/LxaLPftcwc1fb2SfAKlUKrglTo7RGtlOaueXkeaujVY79kGWJZH1J+gZ3dz8jQAPS5L0HPAEwc3fNyVJ+teSJB0mkII+J0nSp+Ze/0fA6yRJeh54CPhd3/dnuvh5l0TXdRzbIrNzLndr8FVYlkUikSAWi3X1s4Sbv3Nt7yYHkmfIPj3Pn9v8rd7DNtTN1y//FRR9msT+h/rClS9s/srNzoW2CgSrged5VCoV8tM/RmkcaQ+XbNumUCisyu9omIH502Ih7wCzjYWbPx1NkRlKX3jTeaGEA6bqwGtwUmtJ7fwSkUik57mi44UE+2YXj9MRCPqNRqOB7/tkXvoCdmac1rqbsG2bWCxGPB7vyWfyPL9nbp8hsiwzNDREq9Wivu0XUZrHiB/+h47lik4NJvnhnhkxlBZ0nW66fT7n+/6rfd+/0vf9V/m+/4dzf/4J3/fX+b6v+L4/6vv+++f+/Kjv+2/2ff+Kudd/rluf9VyUy2VyM0+i1g62J2aWZa1aYbYSZpsW6ZhCVDn7v8rxwplxD3XTwfNZlZu/kHg8jqZpNNZcj50ZJ73jcyiKgmmaHTmaXi5hDuLCjYZA0I/ouo7jOEG8Q2oUY/z12LaNpmkkEquzfWsu0fxl4gqKLJ1SjBwo6YwXEl0NXj4bhUIB2/Wob/0nxI4/gVLeQywW66mz8MahFLunGyLuQdD3hBFVmfoutJPPUd/2yyDJmKZJsVjs2fdcn3MY7tXNX0g6nUaWZZrrfhYnMUTqpS8SiUQ6kiv6odu2UjMcPvyV58SzQ9BVenLzdzFjWRa1Wo3Cy/cEuVuTb8R1XSKRCKlUquufp6xbZ733C5koJjhSMU5xu6zOBbyv1s0fzOvmW2ZwQK5NP0v05AtEIpFVl02shPmbP7H5E/Q35XKZVPMAseNPUN/2SyBHaLVaDA4OrlphFjZ/p8s+JUkif1rW36FSb2MeTieRSKCqKtWpu/BllfTO+diHXjkLbxpOUW85nKiJ4ZKgvwm/J/mX78FTkzQ33d2uYdLpdM8+V6M1N5Dq4eYPIBKJkM/nMUybxpZ3ED/yjyi1Q2iaturGL5eNZvjtN2/m/hdP8HdPHV7V9xYIzoZo/lZIvV4nVj9A/OiPaGz7RZDVttGLLHf/r7PUXGbzV0jiev4p+vKKERR4+VWUfUKgm5ckifqGu/DUJOkdnyMWi1Eul3t2l6NGZNIxRWz+BH2NbdvU63UKu740l7v11o4Ml5aSfUJw9zczJ/v0fZ+DJZ3xQm+dPhcSDpgMKYm+/jaSu7+BZOtIktSzAdPGoeDfza7p3t42CwTnolKpoFpVEvvup7npLfjRVDuiqhc1TEjDDAazvcj5O51cLhfkim5+G74UIfXTL6OqKrqur7qz8Pt/Zort6wt89Bs7xN2woGuI5m8FhHKJgf33Brlbm9+O7/t4nkc2m+3JZ5ptWG1J49kIJ/cLpZ+V9uZvdZs/RVHI5XIYnkJz01tI7LsfpRUYMuh67x5uxWSUki42f4L+pV6vI1sNknvvo7nh5/C1bFuOFYmsngte0wyGMKdv/iC4jw2HJCcbJrrlMl7ozR3QUmQyGXzfp7blnyDbDRJ7vkUsFqNUKq36Xc5y2DwcbEx2nejd3aFAcC5c16VSqVA8/F0kz6G+5Z+0XYR7VcOE1Ptk8weBs3AqlcJQchgTt5J8+SvIrhkMtVfZvC4iS3z8nVchAb91zzO4npB/CjqPaP5WgK7ruGaT1N5vo0+8AS9ewDRNMplMz6yRly/7DCb3BxaYElSMoBHKxlf/s+fz+SCT67JfBs8lvfPLRKPRjuTlLPszJaNtgxyBoN/wfZ9SqUTx2PeQ3RbNLe/o2HApnLIvZqteWCD7DONhJnqc8Xc64YCpltmKVdhCeuc9RGS5ZwOmYjJKPqGKzZ+gr2k0GniuS3rXVzCHrsbJb6DVapHNZnsS6n7KZ5tTI/T65i+kWCxiWRb1re8iYlZJ7Ptu+7Z4te/z1uUTfPTuy3nyQJm/eGTPqr63QLAYovlbAaVSiezxHxKxajQ3vQVYXQe+leL7PrPLlH0OpTU0RT5l81fVQ6fQ1X/ox2IxEokEemwNrdHrSe6+l6iq0Gg0ehbIXEhET8kvEwj6ifAWJ7v7a1iFrVjFy2i1Wh0ZLjXM0FzhzO/+QEprf0/C7LrxPrr5C8nn8ziuS33ru4iWfkr05LMoikK5XO76Z5EkiU1DabH5E/Q1s7Oz5Go7UKv7aWx5OxBsA3tVwyykX27+QhKJBIqioA+9Bjs7SWrnPW3jF8NY/XiGt756LT93xQh/9sDLvHCkd7mlglcGovlbJuEtTn7/t3CSa2iNbMdxHKLR6Ko58K0U3XKxHG9ZzZ8sS4HjZ+lM2edqun0upFgsYpomzU1vQWkcJXb8CWRZ7lnmX0Fs/gR9TK1WI1F9mejsS0FhJkkdK8zmDV8W3/zVWw6W43FgVkeSYF2+v2SfEAyYYrEY1fE34ylxUi9/FU3TqNfrqx7IvBw2DqfYJRw/BX1Kq9XCMAxye+7FU1Pok2/Gsqz296jX1M9yh9wLZFmeM68zaWx9F9rJ51Bnf0okEqFSqaz675MkiT9+66sopqL823uewXR6448geGUgmr9lUqvVUPRpYkd/RHPjXSBHem6NHEqzltP8QSDdOrjw5s+wSWkKaqQz/zVIpVJEIhEa627Gi6ZJ7bq37ZjViwIplLOJ4kzQb3ieR7lcZmD/N/EiMZobfq6juVuNJdw+YUEmpm5xsKQzkomhKat3b7hatI1fXBl9/ZtJ7P0OsmMgSRLNZvcz9zYPpagaNicbwlRK0H9Uq1VUt0l8/wPBPbGawLIsBgYG+iLGJdz8LaZG6BXhbXFjw8/jyyrJXV9D0zSq1WpHzOtyiSh/cNfl7J5u8MPdvYuuEVz6iOZvGYS3OANHHkDyPZqb3oLneUFIaibTs881u+LmL8GBUrPd/FR0u2NbPwgmZ8VikZYr0Zy6g/j+B1E9A8uyOiKbOBeFZBTL9WhaYqIm6C+azSa+WSe57z709W/Gj6bbDnydKMyapoMiS2iL5IMW554ns42g+etHyWdIKpUK1AQb7kZ2dOIHHiIajXbkLudcbBKmL4I+xXVdyuUyxSMPIrsmjS3v6GlE1WI0zqJG6BWqqpJOpzGIoY/fQnLvt5B9N2gIVznzL+SWrUPE1Qjf2zndkfcXCEA0f8vCMAxsyyK95xu0hq/ByYxjmia5XA5F6Z1EoXwezV/L9piuB5PpqmF15N5vIZlMBtd1aWy8G9ltBc6fikK12n1Ne5j1J6Sfgn6jVCpROPYIst1sF2aKonQsd6thOiQ1ZdHGMnyezDZNDszqTPRRzMPpRCIRCoUClcw27PQYqV1fQ1VVTNPseubfpjDu4YQwfRH0F81mMzB6efnvMQcuxy5u7Yt4h4U0TIeYKqN0SIl0vhSLRRzHobnpLURaZeKHHumoeV1MjXDjxiLf2zktVEqCjtFf37I+pVwukyzvQK0daBu9OI5DPp/v6eda6eZvvHBq3ENFtzve/GmaRiaToZHZjJXbQGpONlGpVLqe+RdGYgjTF0E/YVkWjUaD3J57sXNTWENX02q1yOVyHSvMGqaz5G1NMRV8Tw6XDWYaZl9v/mAuk8v3aW68m9ixx4nUDyPLctcHTINpjUxMYde02PwJ+otSqUS69jLR8u5TIqp6Gep+OvWWQ6qPJJ8h8XgcVVVpDF+LEx8ktetrRKNRdF3v2IDplq1DHKkY4lki6Bii+TsHjuNQrVYpHPw2nhJHX38bjuOgaVrPj6RXuvmbPC3uoWLY5DoQ83A6+Xwee25ypk0/S7S2v6OyiaUopMTmT9B/1Ot14rV9aCefo7E5MHrpdHZo8yzNXyGpAfDMwcDUIBwa9SthJldl8g58JFK7vk4sFqNcLnc180+SJDYPp0XBJugrLMui2WyS33tvUMNsuBPbtkkmk2ia1uuP16ZhOqT7xOlzIZIkMTg4SMtyaG68i9jhR5H1GWRZplardeR33rJlCEBIPwUdQzR/56DRaCA5Bsl99we3OGqi50YvIbNNCzUiLdsda20+TkSW2vbtFd0m2+HNH0AymSQSiVBffwe+FCG5616i0WjXLdnF5k/Qb/i+H9ziHPgmvqzS3HgXtm0Tj8c7Wpg1TXfJ25pcXEWW4JlDQfM30eebP4BCoYCuFtqxMrIUmOh02/hl03CKXSfqQq4l6BsajQaKa5DY9x30qTvw1SSWZfVcuXQ6ZxtI9ZpUKhUEvG+8G8l3Se75JrFYrGPmdaO5OFvXpEXzJ+gYovk7B5VKhcLxR5HtJs2Nd+P7Pr7vn3Ek7fs+9z5zhJbdPSljeS7jb7lNqBqRGc3FODCr4/s+Fd0i10HDlxBJkigUCjSlFK11N5Hc/Q3USODI1827HLH5E/QbpmliG3VSe7+FPvFGvFge0zQpFAodHS7V527+FkOWJQrJKC/PBZb3++YPggGTLMs0Nt6N0jiKduwJVFXtiCX72dg4lKas22LAJOgLQrO6wtHvITsGjc1vx/M8JEnqG6OXkEarf5s/RVHI5XI0tDWYQ1eR3PU1IrKM67roun7uNzgPbt06xFMHylT17sfWCC59RPN3FkK5RHbvN7DT6zDXvBbLskin06jqqU3Tyyca/JsvPsNXfnKka58vCHhf2XZgopDkwGyTpuXieH7Hb/5CMpkMnufR2PQWFOMk8aM/Coq1Lko/05qCIkuUdFGYCfqDarVK9sgjRKwajS1vb0+RO12YnWvKXkhG8X3IxBRyic5Lwy8UWZbJZrOUhm6Yi5UJ7nK6nfm3eTg0fRHST0HvMU0Ty7LI7PoqVn4T1uAVbbO6SKR/XDUhGEj1S8D7YuRyuXYNE63sITrzAoqidGzAdOvWIVzP5we7Tnbk/QWvbETzdxYajQbR5jFix5+guelukKQl5RJHKsH054Wj3TMZKDVNCsmVNW9B3INOZa4B6sbNHwR3OYlEgurwDbixPMkeZP5JkkQ+GaXUEM2foPd4nkelUiG/7+vY6THMkWsxTZNMJtNxF+HlNH8QZINeLGSzWRxJbcfKyHYg+eym9HPT0Fzcw7Rw/BT0nmq1Sry6C212B40twT2x4zgdvSc+XxqmTbpPN38AsVgMVVWpjb0BLxJrZ/7VarWOmNe9ejxPLqHysJB+CjqAaP7OQrlcpnj4fnwkmhvvbtuvJxJnyqCOVloA7DjamQPgRT+fbq9881dMUNHt9t1fN27+QgqFApbr05z6ORIHHybqNrFtm1ar1bXPUExGxeZP0BcYhoFc2U/8xFM0N78NJLlrLsKNs8g+AYpzz5WLQfIZErry1afuasfKhAOmbjGc0Uhritj8CXpOOFwqHPouvqygb/h5HMchGo0Sj8d7/fHOoNHq782fJElBbrEfxZh8A8m99yG7Jr7vd2TAFJElbt48yPdfPonriRtiweoimr8lME0Ts2WQ2fstWqPbcVMjbbnEYvbrx6pBaPnO47WufVFnGyaFFTZv43OZXc8dDjaU3bj5C5k/mv4FJM8msedbHXXMWox8IkpJ3OMI+oBKpUL+8INzw6Wfb4cud7ow831/2Zu/fo95WEh4W1xLb8LOTbUz/1qtFpbVne+8JElsHE6JzZ+g5xiGgWtbJPd/F2Pdz+Bp2a7cE58Pvu+fNX6mX0in08Fn3Xg3slUnfvDhjt4W37p1iFLT4tnD3b1dFlz6iOZvCRqNBsnSiyiNI+gb7gLAdd0l5RLH5jZ/Ldtj30znp76261FrOee1+QN4ds7Jr5v3PJFIhGw2SyM5iVXcRmrX17puyV5IRYXhi6DnuK5LrVole+C7mGteg5tcQ6vVolAodDx02bBdPJ+zbv7ass+LaPMHQXHm+T6NTW9Bm34GpboPSZK6elu8eSjNbhH3IOgxlUqFVOl5FH0aferOvsz2CzEdD9v1+3rzB6CqKqlUilrxapzUKMm52+JGo9GR2+KbNw8iSwjpp2DVEc3fIoQOWbnDD+FFNPTJN2DbNrFYbEn79WPVFtm5LdqLXZB+lvUw42/lN3+wYPPXRdknBEfTruvS3PgLRGdfIlrb31HHrNMpJITsU9B7Go0G0dJO1Np+9Kk7gECmlclkOv+7TQeA1BJRDzAf9H4xbf6Adv5qdeL2dqyMpmmUy+Wu3RZvGk4x07CEwkDQM1zXpVarkT/8IJ4Sxxi/GcuySKVSRKP9Z+AUPpP6+eYvJMgtDmqY2JEfoTRPAJ25Lc4lorxmIi8iHwSrjmj+FsE0TWzTIHXgAYyxm/HV5Dmz/Y5VDW6YKhKNyF25+ys3gynTSjd/iajCYFrjSCWQqWa7KPuE4C5HURRqY2/Al2SSe7+Nqqpdy/zLJ6NUdBvH7V74s0BwOuVymcLRh/ElBX3yzViW1fFsv5CmGZgTnG3K/uqxPBsGk1w20vlmdLUpFArocprWuhtJ7vkmSkRuux52g41DoeOnkH4KekOj0cB3LBL7H8CYuBVfiWNZFoVCoeufpd6yeedf/Iiv/OTwkq9ptOYGUn2++YP5WJn6hruQ8Enu/jrRaLRj0s9btg7x4tEaJ2rd80YQXPqI5m8RarUa6ZM/IdIqteUSsLT9uu/7HKu2GC8m2LwmxY5jnW/+ZptBPl5+hZs/mJdyxVSZmNpdu+fwaFqPZDDXXEti731oc5bsjuN0/PcX5+RsFUNk5wh6g2VZNBt10vvvp7XudXixHJZlUSwWu/L7m3NT9mR06ULrinVZHvrt118UMQ+nk0wGd82N9XegNE+gnXg6uDWud6cZ2zQcOn4K6aegN1QqFXKzTxGxajSn7sTzPCKRyKJmdZ3E931+7++f5/H9JR7bu7TxUmMZz6R+QZZl8vk8DXWA1vA1JPZ+G1VR0HW9IwOmW7cOAfD9n4rtn2D1EM3fafi+T7lcJnf4QTw1hbHupnPar5d1G9PxGMnGuHwky4tHax2XGIWSouIKN38wL+XqVszD6YRH082pO1BrB9FmdwDdsWTPJ0XQu6C31Ot1kqUXUPQT7cJMkqR209Jp5mWf/V9onQ+qqpJOp6muuRFPiQcDpi7GyoxmYySjEXH3J+gJlmXRaDTIHvwurpalNXoDrVarJ9l+n/3xAb71/DFkaX5gvRj1i2jzB0GsjOd56FN3Bpl/lV0duy3eMpxmNBsT0k/BqiKav9MwDAPPbJI8+D30yTeCop3Tfv3onIRyJBvjstEMpabFidrSD7rVIGxeQmOGlTA5l93V7Xu/kGg0GmT+jd6ML6sk9n6baDTaFelnYW6TMSuaP+6pR3IAACAASURBVEEPCIdL+cMP4UViGOO3dC3bLySUWJ3N8OViJ5fLYaFijL2exL77UWQfx3G6EisTOH6meVnIPgU9oNFoEPFM4ge/jz75ZoioeJ7X9Wy/5w5X+I/ffIlbtgxy48YBZs6Srzt/89ebmmSlaJqGpmlU192CL0VI7L2vYzWMJEncsnWIR3fNYDqrnycoeGUimr/TqFarZKYfQ7ab6FN3LMt+/Vg1KChGsnEuGw1uZF7scNh72LycTwMXmr50+95vIYVCgZYUw1h3E4m93yGqRNB1HdPsbNNcEJs/QQ8xTROrpQf3xOO34KsJXNcll8t17TM0rYtryn4+JBIJZFmmsf52ImaF2JEfdzVWZtNQSsg+BV0nNKvLT/8I2THaNYyiKMRisa59jqpu8xuf/wkDqSj/9Z1XM5jSmGks/b/toRT9YnkmhbEyLTlJa+0NJPfeh6ooQURYB2qYW7cO0bRcntjXHW8EwaWPaP4W4Hke1WqV3KEHceNFWiPXLct+/fhcxt9ILsa2OYOETpu+lJsW2biKGln5v8IwuLlXmz8I7nIkSQrucoyTaCee6oole9j8ic2foBdUq1XS008SMSvoG+5o3+J0M3T5Upd9wnysTGXgtbjRDMm930bTNCqVSlekn5uGUpysm1SEs7Cgi1iWhWVZpPd/FycxhLnmNbRaLfL5fNey/Xzf53f+7lmOV1t88t3XkE9GKaaizJ5l81e/CJ9JqVQqOF9ZfwdK4yjR6WeDgVMHapjXbRhAU+SzmuYIBCtBNH8L0HUdv1UjcfgH6OtvA1nB9/1z5uIcrbZQIxIDSY2UpjBZTHTc9GW2aZ2X5BNgIpR99ujmD4LiLJfLURm6Hk9JkNzz7a7c5YQGOWLzJ+g2vu+3g93daAZj7U3tW5xOZ/stpG34chEVWudDNpvFRcaYfBPxA99D8S1c18UwjI7/7s1zpi/i7k/QTRqNBhGrRvzIo0GEjCQvq4ZZTT796D4e2HGCD9+5jWvGg3OZYkrDsF10a3FTt1CKnr5INn8wf1tcXnMjXkQjufdbRKPRjtQw8WiE97xukq8+c4QXjnRWVSZ4ZSCavwVUq1Xyxx9Fci2aU3fiOA6qqp7Tfv1YxWA4E0OWg8na5aPZVcv6e3TXDB/88rNnTJDL+vk3f/mEymQxwabhxd1Lu0Umk8GRVIyJW4jvfwBF8rFtu6N3OZoSIaUpIutP0HXCe+LEwYcxJt/UvsXpRrbfQhpzUQ+JLjv9dpswVqY+eTuyoxM79AMikQjVaueLpzDu4eUTovkTdIdQ8lk4/iiS59CcugPHcYhGo12JkAHYebzGf75vJ7ddPsyv3jjZ/vPQZXup7V/DtFFkCU25uErSfD6PLWkYYzeT2PddFJmO1TC/eetGCokof/jNHV3LLBVculxc37QOEoaiZg8+gJNaizV4JaZpUigUzimXOFptMZqdl21dNprhYEmn1rrwOIEvPXmILz91mHf8xY84XJ4PQp9tWOTP04ZdkiQe/Hc3876b1l/w57sQ4vH43F3OHXPTyn/syl1OPqmKAGZB16nX62SO/xDZ0Wn26BYHgil7MhppD6suVSRJIp/PU8lehhMfbKsLqtUqntfZnM+1uThxNcKuaWH6IugOpmli2zbpA/djZyawi5dhmmZXJZ//8PIMjufzH99yxSm/cyAVNJ9L3f01Wg6pmNK1z7lahLfFzfW3E2mViB19LMgA7ECsTCam8ltv2szj+0rc/+LxVX9/wSsL0fzNYRgGsjFL7NhjNKfuAEnC9/0ls/0WcrzaYk12voALTV9eWmL717JdHtxxYlmfa/d0g6mBJNO1Fm/98x+2V/6lptWepp0PSkTu+YNWluXgLqd4Da6WI7GnO3c5haQmmj9BVwkln7lDD+LEBzHXvLbrtzghTdO5aIwVLpR0Oo0vyehTtxE//A9E7Aau66Lr+rl/+AKQZYmNQykh+xR0jUajgWqcRDv2BPrUnSuqYVaLXdN1BlIag+lTN43F1Nk3f3XTuaju/ULaNczgtXjRNIm52+JyudyRGuYXrx1jy3Ca//TtncL5U3BBiOZvjmq1Su7o95F8F33Dndi23bbzPRue53O82mIkN9/8XR6avixx9/eXj+zl/f/nSV46x12g5/nsnWlwy9Yh/u5fvA5VlnjXX/6IR14+Gcg+UxdfAPPpZDIZXF9CX/9m4oe+j+KZuK7bUelnISE2f4LuYhgGvlEhceRR9KnbQI50/RYnpGE5l/y9X4imaaiqSn3idiTPJnHgIVRV7Yr0c9NwSsQ9CLpCGCFTOPYIEj7NDXdg2zaxWKxrkk+AXdMNNg6dmVdanNv8LZX112hdnM0fzJ2voKBPvIHEgYdQfLtjt8VKROYjP7+NgyWdv/nH/av+/oJXDqL541TJp5XfiJ3f1JZ8novZpoXleqfIPgfTGgOp6KJ3f5bj8bnH/i97bx4dyXme9/6+quqleseOwToLd4rUcBfJ4cxwsyRLthL7xnYsX8e+juPreHd8c6+dGyfxcRLdxHHixE7ixCdeJMfLtePr2JKjSCJn4Qw3cSdFkbNi35deq7q6ur77R3U3MDMApgF0D3qA73cOzpEaQKGGAArf+77P+zwjgK+P34iJZQu75HFLd4zbeuL82Y89zlBHlP/td16lVJa1zLqbmZr0c/8n0FwLc/T5pskmqrRHQ8rwRXFDyWazJCdPIrwShYOfqnufuBnkb9Iu+1aoWrJnYocoxQdrmaKZTIZyubmd81u748xkiqSt7cv/FYqNqEo+Y5e/jNNxJ27yAI7j1HWGaRRSSs7P5ri1+9qGVlWltF7WX67o3lRmL6tZWV/5BFopT3j8dFPPME/c2sVTd3Tz68+d3zA+Q6HYCFX84Xfljdwk4dk3KRz8FFJKpJREo9d2sK5mupbxtzL5E0JwV19yzbiHL74zyVzW/4X9YHpjSdD5Of/9VfOAnkSYP/6Rj/HYoQ4AOuM3f/FXlU1kUnfhRnuIXvyrpks/26MBZfiiuGF4nudLPsefpxQfwOm8u+594maQL7pEgzfnQWsrxGIxPCkpHPwk4alXMGzfja/Zrp+3VQy1zqu9P0WTyWazBPNThObfJX/gE5s6wzSK2WyRrO3WziurCQd04iFj/Z2/4s2rRqieYdJt91I2O27IGeYXvvVOrFKZX/3Kh025vmL3o4o/8A9mEycAyB/8BKVSiWg0SjB4/eJqsprxl7wyp+uufQnOzWZx3BVjASklv33mMoe6otzeE7+uJOhCZV/klq6Vh2k8HOC//MBD/Ovv/ijP3tVb17+v1Ukmk5Q9SeHAJwmPnyFQyuK6btMC39uiQeySt67ttELRSGzbRlpLhKde8V0+hcDzvBu6i7OarH3zHrS2QigUwjRN0sPfgpAekUtfxjAMlpeXm/p1q3EP12vyKRTboSr5bJs6CUDhwLfUzjCBwI3L8q3ut966RvEHbJj1dzPLPqFyhpGCwoGPY46dxCgXmhorc0t3jO/72DB/+MrodRVkCsVa7Pnir1wu+y58Y1+j2PkRyvEBHMehra2trs+fWl4JeF/N3X0JSmV5hdvb66PLvD2e5gce28/tvXE+mN64+Ds/m6M9GqTtKmOXgK7x1+8buKkflqsJh8Pouk7uwCcQ0sUc+RpCiKbJJqoSFLX3p7gRpNNpktNnEdKlMPwMpVIJ0zR3RPIJkHduXonVVmlrayNvDuC03060Iv3MZrNNlX72p0wiQV3t/SmaSrFYxHVdYiNfueIMk0qlbuh9nKv8nK81+QN/72+9nb/sTSz7hFVnmP2fRJQdIiPPoet6U53Lf/qZW4mHA/yzL32zaV9DsXvZ88VfoVBAz4wSWniPQkUuAdQtl5hK2wR17Rrnzarj52rp52+fuUQ8bPAd9w9we2+ciWWL7AZxEOdnc1dM/XYrVdlENnqAUnyAyOWvNFU2UY3IUMWfotl4nufvE0+cxI324HR9ZFPNpWaQL5aJhnZ3xt/VxGIxpJTkD3yS0NzbBPKTTZd+aprg1joUHgrFdvAlnxOEFr5B4cDHkVIihLihkk/w11QSYeMap88qHdHdO/mrra8kbsON9ddcP5sZK5OKBPm+jw1x+twcdkk5fyo2x54v/tLpNG2TVbnEsziOQzwexzDqexBNVWIert7d2d8RxQzoNdOXqbTFX707zfc8NEg0ZNSkEec2sAK/MJfj0DpdtN1GIpGg7HlY+58lPPUygXKBUqmE4zS+QKvaTqviT9FsLMtC2hnMybNYw88gufH261dzM+/XbJVAIEAkEiE9+BQAkctfvSHSz9uV46eiiay4fJ4CfMmn4zjEYrG6zzCN4txMjlu6Y+vuMXfEQmsavpQ9iVUqEwvdOIlqM6ieYfIHP0l48mUMJ9105/I7ehNICZfm8037GordyZ4u/q6QfHbdSznWR6lU2pRcYiptXWH2UkXXBHfui9fiHr7w0ghSSr7/0f0A3N7r74OcW+dgsJArslQorSuh2G3UZBODTyE8F3PsJEIIcrnG78tUJ39LyvRF0WQymQyJmZcRZYfCfl/yGYlEbuguzmoc18NxPWJ7yPClSltbG4VgF07HnUQuf+WGSD9v64kzn3OUK5+iKVwh+dziGaZRXJhb2+mzSmcsyGK+SNm7Us2TK/q79zd79mjtDDP0FEKWMUdPoOt6U2NlDlWUYRfm1F6xYnPs6eKvUChgpEcILX6TwoGP43keQggikUjd15hctulLmWu+766+BO9PZrCcMv/15VGeubOHwXb/2oNtEcIBbV0zgOry9F4p/jRNI5VKkYnfghvtqUk/l5aWGv612qMbB84qFI3A8zx/32/yJOVwO8Xu+1pA8ukftPba5A9WpPz54ad96ac1i+d5TQ18rzb51PRP0Qyy2SzB3BjBhfe3fIZpBEt5h/mcs+F5pSMaxJOwfFXTtVr8xW/yZ1L1DJONHvSln5UzTDOlnwc6owgBF2bV5E+xOfZ08be8vLzikLXfl0skEgl0vb59GM+TzGR82eda3N2XJFt0+fXnz7FUKPGDjx+ovU/TBLdtsA9SjXk41HVjdfs7STwex5NgDT9DeOIsAengOE7DXT8T4QC6JtTkT9FULMtCOgXM8dMUhp9GCv9xe6N3cVazW7rsW8EwDOLxOOm+4wCYI18jGAw2Vfp5e8Xx88PrmHspFJvlGsnnFs4wjaIWS9WzfvHXGa8GvV9V/Nm755nkn2Ekhf3PEJ58Ed3N43le03aLzaBOf8pUkz/FptmzxV+5XCaXy/mSz+7DlGO9lEolkslk3deYzxVxPUnfOsXfXft805f/dOoid/TG+djBKwNXb+uJ88F6xd9sDjOgXxEev9sxTbMi/XwSrVzEHDuFEIJ8vrFdLU0TtEUCaudP0VQymQyJuVfRXAurIvmMRqM3fBdnNflKvMnNbK6wHVKpFHmzDyd1iMjlrxIMBsnlck2TfnbFQ6QiAT6YUYczRWOxbXtF8rnqDJNIJG74vZybuTaW6mo6on7xd7UEOlf0Te92wzNp5Qyzsr7SbNfPQ10xVfwpNs2eLf4KhQKB9GWCix/U5BKapm1O8lkLeF+7QLu9N46uCUplyQ8+vv+aRejbe+LMZYtrFiEX5vIc6o6iaTc+BHqnEEKQSqVIJ++iHG7HHPlq0zrz7dGgKv4UTaMm+Zw4STmYwN730I7Yr1/NXpZ9AkQiETRNozD8NKGZ19Erge/Nkn4KIbitO77ubrdCsVVyuRyh7GjtDCOl3PQZplFUm9X966zAgL/zB9euW2R30eSveobJJG7DjXQTudR86eehrhgX5/J4XnMC5RW7kz1b/C0vL9M2eQKAwv5nKRaLJJNJNK3+/yTTlYD39WSf4YDOoa4obZEAnzncf837b9tgH+TCHol5uJp4PI6HoDD8FObYKYLCd8tqtOtnWyTIUn79mA2FYjtYloVXKhIZP4U1/CRS+AebnTiYraZ20NpjUQ9VdF0nkUiwvO8oQnqYI88RCASaKv28rTfGBzPZpsTWKPYmUsqr1laerbl83mjJJ8C52ex1m9UdsYrs85rJ3+7Y+auysr7yNOGJM+hlu6nSz0PdUaxSmalM81xFFbuPPVn8VSWf8dGvYvfcTznaQ7lc3pTkE3yzF2BdwxeAX/z03fza99xHOHDtA7m2D3JV8ZcvukwsW3vG7GU1VdlEfuhpNNciPHEWoOHSz/ZocN3AWYViu+RyORLzr6M5WQrDz+64y2eVfNGXN+7VyR9AMpmkED9IKT5IZGRF+um6blO+3u09cbK2y7Q6nCkahOM4lEolYiNfqZ1hdsrlE/xm9UZOnwApM4AmdvfOH6ySfg49hVYuEh4/3VTpZ83xc4PYMIXiavZk8VcoFAgsXyS4fJ7CgW+pST5Nc3P7dVNpi5Ch0RZZ/0B35NZOjt7Wteb7ehIhEmHjmuLv4pxf6Bzag5M/IQTJZJJ0+0cpBxO1vZxG2yW3R4MsFdTkT9F4ql355ORJvEAUu//RHT2YraYq+9wN+zVbxTRNREX6GZ58Bc3JNDXw/bZKk+8DZfqiaBC+5PMywaVzFA58S22qvNkzTEPupegymbav26zWNEF7NLTGzt/ukqKvrK/cTTncTuTyV5sq/VRxD4qtsCeLv3Q6TWryBBKBVZF8JhKJTUk+wd/560uZ64aaXg8hKo6fV8U9nJ/zDwl7cfIHvmyiLAXW0HHMsRMENL9gL5UaV6y1R4MsF5xrMocUiu1i2zblUpHI6PNYg0dBD+J53o5LPmGV2+cuOWhtBV3Xa66fQrpERk80Vfp52zoKD4Viq6TTadom/DNM1eVzJ4LdYWXiVM95pTMWvCbovSpFj+6i7NHq+oo19CTm2Ck0r9Q06WdnLEjSDNTiwRSKethzxd9KsPtXKfbeTznSvSXJJ8B02qY3sfa+X73c1hu/Zh/kwmweXRMMd+ydmIfVmKaJpmnkh59Gc7KY068AjZV+tlcyh9KWmv4pGksulyM6/xZ6cZnCfl/yaZomwWBwp29tzxu+VEkmk2QTt+JGezGb7PrZFg3SHQ+tm+mqUGwGx3GwbZvY6Fcp9j6AF+natFN5Izm3ieKvIxZcc+cvGtTRd5G5XU36Ofw0mlvAnDzbNOmnEIJDXVE1+VNsij1X/FmWRXD5AsHlixT2f3zLkk+AqWWLfantFX+398RJWyVmsysPxPOzOYY7IgSNPfftAfyw1GQySbrjfjwjUpN+NrIzXw16V46fikZSlXympk7h6WHs/sd3PNh9NbmiS9DQCOh789lSJRKJoOk6heFnMCfPormFpko/b++Nc25WTf4U26dQKBDKXCa4fIHC/hXJ507lh56fzRHQBcPt11c2dMZCa+787ZZ9vypCCBKJBOm2j+IF45g3QPp5YU4FvSvqZ8+dANLpNKmJ5ytyia25fAKUPclMtrjtHL619kHOz+1Np8/VJBIJXAyswWOYo88R0EVDpZ9tEVX8KRqP4ziUnCLR0eexB44gA5GWkXyCX/ztZclnFV3XicVipPuPI8oO5tipppoy3Nod58OZrLJjV2ybdDpNavoFAKz9T9fMpHYqP/T8bJYDnVGMOhpKHdHQNVEPOWd3PpMSiQRlNApDTxIZfR5NlvE8D9tuvPHToe4Yc9miUjIp6mZPFX+e55HNZomPP1eRS3RSLpe3FIo6ly1S9uS6MQ/1cluPX+RV90FKZY/L83kO7dF9vyqm6e9S5oefRreXCM++AdCwPK7q5G9yuTmdfsXeJJ/PE1l4F8Oao1AJdg+Hw4RCoZ2+NcCXfe7Gg9ZWSCaTZFN3UjY7iVz287gymUxTOvO398awSx5jS83JE1TsDVzXJZ/PExs/SbHrXsqR7h3PDz1fh9NnlY5YkFzRxS6tyKv9yd/OuiA3g9r6ypC/vhKeegVN08hmG68AqJq+XFTST0Wd7Kniz7IsjPRlX/I5/My2JJ+TlYy/vm3KPjtiITpjodrkb2ShgOvJPT/50zTNl010P4ynh4lc/gqBQKBhrp+3dMcYaDP5F//jmyyp6Z+iQVQln1ILYA0e2/GD2dXkiuU9v+9XJRKJgNAoDD9FePwFdK/YtM68cvxUNALLsjAKs4Tm38UaenLHJZ92qczoYqHuZnUt6H3V39xc0d01GX+rqZ1hOqvrKyuB743O/DzU5X//lfRTUS97qvjLZDIkJ08DYA0/uWXJJ8BUJeNv3zZln+B3hT+sLE1Xl3b3qtPnapLJJCUC2AOPY448RzBgNCyPKxzQ+fefvZ/5nMPP/vGbSo6l2DalUgmrUCA29jx2/6PIYAwpJbFY6/wu+5O/vRnwfjWGYdSkn5prER4/27TO/K3K8VPRANLpNKkZP/u2MPwUruvuaH7opfk8noRb6zyvdER9BcT8Ko+DnL171QiJRIKS1LEGj2KOPo8u/OltsdjYjOHB9ggBXSjTF0Xd7Jniz/M80uk08cnTOB13Uo71bVnyCX7GH8C+bco+we8Kn6vsg1Tteve67BNWpJ+Foaf8bufC+wANM2W4dyDFP/jUnTz/wRy/eepiQ66p2LsUCgXM5Q8wcpMUhp/BdV2CwWBLuHxWyRVdNflbRTKZJNN2D+VQishI8zrzsZDBQJvJBzPqcKbYGitrKycpJffjpg7WGtg7xWacPsGXfQIs5FcVf8XdZ/hSJRKJVJzLn0G3FwnNvO6vszTQuRwgoGsMd0RV0Luibq5b/Akh2ut4ax1d0zrYto2WnyU09zaF4afwPA9d17ccijqVtjEDOklz+x2323riFJwyE8sWF2Zz7EuGd20nbDPUTBl6PoYUOubI1xqex/X9jw7zqXv28Sv/8wNeubTYsOsq9h7pdJq2qVNIoWMN+cqCtra2LeeANgO183clkUgEtIqx1NgpdOE1pTMPvrPzOTX5U2wRy7LAXiY8/XUKw0/XXt8pySf4+36agAOd9d1DZ6wy+Vtl+pK1S7v2mXTl+koIc+Q5QqFQUzJFVdyDYjPUM/mbBL4OvLbB29vNusFGkc1miU+dQSCxhp7acrB7lam0H/PQiIPd6n2Q83O52vKuAlKpFEUtQrH3QSKjzzU8j0sIwee+8x4G20x+4g9eZz7X+EOfYvfjui65bNaXfO57CC+cQkq5oweztVBun1cSCASIRCJk+4+iOVlC068hhCCXa/wh6rbeOBfmcpTKjTeUUex+MpkMydlXENLFGnqqZia1k8qC87NZhtojhAP1Sclrk79K8Sel9Hf+dunkD3x1gSMN7L5HiYx8DUPXsW0bx2ms18ChrhgjCwX1fFHURT2Vz/tSyoNSygPrvQELzb7R7VDN3kpOnaYUH6DUduuWg92rTC7b2455qFJ1/PxgJsuF2Zza91vFivTzSQLLFwlkLuN5XsNcPwHi4QD//rMPsFQo8TN/9CZltf+n2CSWZRFKXyCQGcHa/yzlchnDMFrG5bNKXsk+ryGVSrHccb9vLLWqM99o6edtPTFKZcnleWXKoNgcUsqaZ4FrduF0fQTHcXZU8glwbibHLXU6fQJEggaRoF4LerdKZTzJrm5IVV0/C0NPYuSnCCx+0z/TNPAMA37x53qS0UXlKKy4PvUUf4826GN2DMuykHYGc+oVrKGn8KRE13XC4a3v602n7W3HPFSJhwP0p0xOfjhH3imrfb9V1EwZ9h0BwBx5nkAg0PA8rrv6EvzSt9/N6XPz/OapCw29tmL3k06nSU2e8vNDK8qCVpN8ep4k7yi3z6uJRqN4egi7/zHM0ecwdB3HcRrema8pPJT0U7FJbNvGcwqYEy9gDT8JQttxM6lS2ePyQn7TzeqOWLDm9pmzffO23fxMqq6vZHofQwqNyIivYGq09LN6blR7f4p6uG7xJ6Ws+V4LIdZccFv9Ma1INpslPvMywithDfsHs3g8vmXJp1v2mM3a9DWo+AO/K/zqZX/nbK/HPFxNIpHACnbgdNxZk342I4/rux8a5OED7fzlW1MNva5id7NixPA8xZ778CKdeJ7XUi6fAHnHP2gpt88rCQQCmKZJbuAYRn6G4MI3mtaZ1wR8qOIeFJskl8sRm3sNzbWwhnyXz0AgsKOST19iKOt2+qzSEQ3V1iuyRf+ZtJtln+CrC2w9RrH7MObIcwQCAQqFAqVS40LZD6q4B8UmqLv6EUL8Z2BUCDEmhHhZCPGfhRA/0cR7awhSStLpNMnJ05TD7RS7D2/L5RNgJlvEk7Av1RjZJ/j7IFWVkZJ9Xkl1b6ow9DTB2bcx7IWGSz/B3/+7szfO2GKh4ZIvxe7FsiwCmRGCy+ex9j9bM5PajrKgGeSL/p5sLLT7ApW3S1tbG0tdj9SMpZrRmQ8HdPZ3RtXkT7EppJQsLS2RmnoBLxDD3vcwxWKRVCq1o8qC85t0+qzSGQvWDF+qk7/dLPsEasaChaGnCC59iJEdBxrnXA6QCAfojodq3xeFYiM2M/o6CgxIKQeB7wD+DGgtN4M1sG2bcrFAZOI01tBxpNAQQmzZ5RNguhLz0CjZJ/hOcACJsFELQlX4GIZBNBol0/8EAok5egLDMBou/QQ/LydbdElbjevIKXY3mUyG5MRJAArDz9TMpFpJ8gm+qx6wa23Vt0M0GqUcSlLsfQBz5HkMw8CyrIZ25sF/zn+o4h4Um8BxHFynSGTsJNbAE6AHdlzyCb7ZC2w+lqojGqrt/OWLe6P4u3p9JTLqr6+k0+mGfp1DXTHl+Kmoi80Ufy8DHQBSygkp5ZeklJ9rzm01jlwuR3TuDbRSnkLFISsajaLrW5c+TVYC3htl+AIr+yC3dMda7tDYCiSTSfKRIUrxQSIjXyMUCjVF+jnYHgFQS9OKuqgaMSQmTlDsvIdyrHfbyoJmMVcJVu6KtZYJTSsQDAYJhULkBo4RXD5PIDMK0HB1wW09cUYW8tilxrgVK3Y/uVyOyOK76PYi1vBTlMvlllAWnJ/N0beFWKqOWJDFvIPnyZrscy80pJLJJFa4B6fttpq6oJHO5eCfboP10QAAIABJREFUHy/M5ZRySXFdNlP8/SZwUgjxc0KIJ4QQO2szVSfpdJrU9At4hkmx7xEcx9n2waxaGOxLNe7he0u3vw+iJJ9rE4lEkIA1/BThqZfR3QKe5zVUNgEwVCn+xhYbe13F7sS2bbTMOKGFb1DY/wye521bWdAsZrJ+06o7oYq/tUilUiz3Pg6A2aTO/O29cTyJkmYp6mZ5eZnU9BmkFsAaOILjODsu+QR/t2wr5nQdsRCuJ8nYpZrsM74HpOiRiH+2KAw/SWj2TXR7ESllQ88wh7qiZG2XORVZpbgOmyn+vgD8HmAAfxc4K4RoaVtEx3Eo2haRsZPYA0eQhl+sVX8JN8PYYoHfPHmBz/z6C/zLL39ARzRIvIFShXBA53PfeS8/dORgw665m6h25rP9RxGeizn+ApqmNTyPS03+FJshl8uRmDgBgLX/WRzH2ZaZVDOZzfgHgu64Kv7WIhqN4pg9vrFUpTOfz+cb2pmvxvp8qPb+FHXgn2FsomMnsPseQQZjlMvlHZd8SulHltQb7r6a6lrLfM4ht4cmf9VM0UzfUYT0MMdOoet6Q9dXVhw/lemLYmM28xs3LqX856tfEEK09CmiUCgQWf4mhjXH8rDvkBUKhTblkPXHr47x+ZdGeGfC7wDfO5Dk//zEHXz74b6Gd96+68HBhl5vt5FKpZi176A33I458hyh4WdJp9N0d3c37HsRCxm0R4Oq+FNcl2p+6ODESZz223ETg7i53I5nb63HbLZIJKjv+v2arRIKhTAMg/zgcVJv/kd0awEpw1iW1bDD9v6OKAFdcE5N/hR1UCgUCGcuEciOkbnnB/E8D03TdlxZsJB3yBZd9ndspfjzj40LuWKt+IvuEQfiZDLJVP4AbnSff4a55TNkMhl6e3sb0jA8VHGKvzCX49FDHdu+nmL3spmftjeFED+1+gUpZUvPltPpNKmpF5DCwBp4ouaQVS9u2eMX/uwd8kWXn//kHZz++0/y33/8CD96/BD9DXT6VNRHLBZDCg1r6EnM8VPolHFdl2KxsT+Gg+0RxpdU8afYGMdxkJlJwnNvUdj/TG3PYqcPZusxmy3SHQ/tuFysVRFCkEwmWe593DeWGjvR8M68oWt0xUK1/UuFYiOWl5dJTp1GIrCGnmwZZcHleX+ytJXJX8eqyV/WdgkaGiFjbxR/q9dXzMmz6GUbz/Ow7cakpfUmwkSCujJ9UVyXzTxBeoD/XQgxKYT4SyHEPxVC/I1m3dh2cV2XfD5PbPwE9r4HkaEkUspabEA9TKVtXE/yw0cP8iPHDtUkgYqdIRgMYhgGucFjaKU84alXEUKQzzdW4jDUHlGTP8V1yeVyxCdPA2ANP1MzkzKM1pyszWRsuuOtFT/RasTjcaz4QUrxASIjzzXFWKo9Fqy5HSoU6+G6LoVCgdjESZzue/EinZRKpZYwk7pUKf72b6X4i1Ymf/kiuWKpoeszrU4oFCIcDpMdOIYoO4QnzqJpWsPOMJomONgVVVl/iutSd/EnpfwuKeWdwAHgF4EPgUeadWPbxbIsgpkRAunLWENP1hyyQqH6larjS/4i7mCbKvpaASEEbW1tpNsP4xlmzTGr0aYMg20mE0sWbrmxTqKK3UU6nSY5dYZSYohS6hCO47Ss5BN8t88uZfayIeFwGE3XKQw9SXjyJfSyhed5DVUXdERDLOadhl1PsTspFAoY+SlCC+9TGHoKKSWapm3Js6DRXF7Io2uCgbbNqxzaIgGEqOz82e6e2PdbTSqVIp28i3IwUWswLS8vN8yh81BXjAtKVq64DpsJef+kEOIl4G3g/wI+lFL+XNPubJtks1mS02cBanKJzWZvjVWkf4PtrSnj2ovEYjHKIoA9cMTPyjH0hudxDbVHcD3JVLoxUgzF7sNxHIrZRczpV7EGj4EQSClb4mC2HrMZmx41+dsQTdNIJpOke48gvBLm2GmEEA01luqIroRcKxTrkU6nSc1UzjDDT+M4zrZjqhrF5fkCA20mAX3z8lND12iLBGs7f3ttBzkajSKFjjV03JeWC49SqYTjNOaZcKgrxsSyheWoOBnF+mzmN/ffA38P+Bjwn4B/KYT4m025q23ieR6ZTIb41As47XdQju3Ddd1NyyXGFwsIAfsamOen2B7hcBhd18kPPoluzROcewchREPzuGpxD2rvT7EOhUKB+OwrCK+ENfQkpVIJ0zQ3ZSZ1I8kVXfJOWcU81EE8HifbdhflcBvmaOM78x2xIAt5JftUrE+5XPZl5ROncFKHcJPDlEqlllEWXF7Ib8nspUpHNMhCZecvuseKv5qx1MBxNCdLaPq1hp5hqqYvF+fV9E+xPpsp/mallGeklEtSyq8CHwf+QZPua1vYto2wlgjNvok1dKwml6iGop49P8/Z8/PXvc7YksW+RJig0Xq27XsVIQSJRILlroeQQsccPdnwPK7BWtafKv4Ua5NOp0lMncULxin2HK5lb7Uqs5lKxp+Kebgupmmi6QEKg8cwx05jCNnQznx7NIRd8ig4bkOup9h9WJaFsJcJT7+GVZF8wtZiqhrNdmIeqlQbILmiu6d2/mCVsVTn/Xh6qBYr06gzzKFu//ui9v4UG7GZquaSEOKXhRDV1nYJaMm/Xvl8nvj0iwjp1SSfsVisJpf45S++zz/90vvXvc74UoEBZfLSciQSCUpGjGLPfZhjJxqex7UvGUbXhDJ9UayJ67rksxmiEy9gDTwBWmDTZlI3mtlsNeNPyT6vh67rxGIxsvuOoJVyhGZeA2hYZ77qdrigpJ+KdchmsyRnXkTIMlYlpiocDhMI7HwY+lyuSN4ps79j62ejzliIhUrO317b+QNfXVDWQtj9j2KOnsDQdQqFAq67/SN11aNCOZYrNmIzxZ8H/HVgTAjxAnAeOCGEuLUpd7ZFqtlbiekzuGYXTsedVzhkeZ7k4nyOS/P568p4xhYtZfbSgpim6cskBo8RXDqHkZtESollWQ25vqFr9KdMxhYbcz3F7sKyLMzF99CLS1hDx3Fdl0Ag0LKST1gp/nqU7LMukskkyx33+Z350RMN7cx3RCvFnzJ9UaxBdW0lMXkaN9KN03kXjuPQ1ta207cG+Pt+sDWnzyqdsZBfRO7BnT+oGEtpGoWBYxj5aYJL54DGNJiiIYO2SKBmWKhQrMVm3D6/V0p5NzAE/BTwjwEB/GchxGhzbm/zOI6Da+eJTL6INXQMhP9PrMolJtNWRXJTrh2I1qLolpnJ2ltys1I0F03TiMfjZHofB6jlcWWz2YZ9DRX3oFiPdDpNcvqsnx/a/3gtP7SV8/NWZJ9q8lcPkUgEAhHsfY9gjp4gYBgN68x3rAq5ViiuxrZtvGIec+Is1tCTILSWMpPaTsZflY5okKztslwo7cnJn6Zp/vpKt2+Yb449TyAQaFim6EBbRBV/ig3Z9DKblLIopXxNSvlfpJQ/JaU8LqUcasbNbYVCoUB0/k20Uh5r8DilUukKucTFVTroixtooieXbaREZfu1KMlkkoK5j1LyAOboiVoeV6NMGQbbTbXzp7gGz/PIZrPEJk9T7H0AGUogpSQWi+30rW3IbLZI0NBImHvvoLUVDMMgEomQ638CIzdBMH0BoCHqAjX5U2xENpslPvd1tLJdk3wGg8GWURZcWshjaIL+1NYb49UGiOvJPbfzVyWRSOAE2yh23VvzLshmsw3JFB1oM5XsU7Ehm416eFkI8YEQ4o+FEB9r5o1tlWpX3tPDFPseuSZ768LcigNSNah0LaoH/0E1+WtJTNP/vhQGjxGe/jq66+/82XZj4hkG2yMs5B3yxZZca1XsEJZloWdGCS5fxBo6jud56LpeM5NqVWYzNt3xUEtPJ1uNVCpFusf/M2eOnsQwjIZIP9XOn2I9pJSV/NAX8IJx7H0PtZyy4PJ8nqH2CMYWYh6qVH8HgD0p+4TV6ytHCc2/S8Ceb9j6ykAlq7hRzXDF7mOzUQ8/y0rUw6+0WtSDlJJCPk90/BR2/8eQRviarvzFuTzxkEHI0Lg4t74V7krGn5r8tSKGYRCNRsn2HUF4Lub4GYQQ5PONcbhScQ+KtchkMqSmXwT8xkOxWNx0fuhOMJst0pNo7QK11YhEIpTCnRQ778YcfZ5gMEgul9t2Zz4SNDADOosq7kFxFcViEdexiYydxBo8WjOTaiVlwaX5PMPbMHsB6Fxd/IV33sRmJ6gaS2V6jwAQHjuFpmkNyRQdaItQdD2VJ6pYl10V9SClJLh8HiM/hTX05JpGDBfncxzsjnGgM3qdyZ9FQBfqwNTCJJNJssk7KYdSmGMna3lcjaBq9DO6oIo/hY+UciU/NHUL5cQg5XKZeDy+07d2XWYqkz9F/QSDQUKhEPn+JwjOvYNRXMTzvIaoC9orOWcKxWry+TzRhXfQi8sUhp6iXC6j6zqhUGv87kopGVkobMvsBaAjuvLv2auTP/DPMPnoEG6sj0hlfSWdTm97YleV5Crpp2I9dlXUg+u6pGbOAmANHF1TLnFhNs+hzigHuzYu/saXCvSlTHSttTv6e5lIJIIUGtbgUcJjpzA0v3PaiDyu6uRPmb4oqti2jbSWCM+8XssPFULUJMitzGy2qIq/LZBKpVjueQyBxBw7jaZpDTGW6owF1c6f4hoymQzJqReQehB7oPXMpGazRaxSeVtmLwCdq55F8T1o+FIlEomAEBQGjxOafAlDOriuS7G4PVXAQHu1+FOmL4q12XVRD7GJFyh23YsX6bxGLpErukxnbA5VJn+jiwVK5bUlPGNLKuah1VnpzB9BdzKEZt/07ZMbYJecigSIhwz18FTUyOVyxKdf9rO3ho7jOA7RaLSWH9qq2KUyWdulW6kYNk00GsVO3oIb7a0ZSzWiM98e9UOuFYoqrutiFQrExk9g930MGYjieV5LKQuqDfP9Hdsr/qJBnZDhHz/38uSvaiyV7XscrVwkPPlSQ9ZXViZ/6vyiWJvdFfXguYQX3sUaPFaTS6w2YrhUcfc82BnlQGcM15Pr/nKMLxYYbG/9jv5eJ5VKsdzxAFIL+JbsgUBDTBmEEAyouAfFKqpmUuVwO07nPZRKpSvMpFqV2Uw14F1N/jZLKBRCNwwKA0cJT76ILl1c1922uqAjFmJRyT4Vq7Asi1D6PEZuksLQU3ieh6ZpLWUm1YiYB/D/vnZWHD/3YtTDapLJJJm2e/ECUczRkw3JFI2HA6QiASX7VKzLrop60BxfjlPtyl9txHBx3l+krU7+AC7NX7tcmy+6LOQdBtTkr+WJRCKUjQj2vodqdsn5fL4heVxD7aYq/hRARU5sF4hMnqkYMfjTvptB8jmTrWT8qcnfphFC+K6fvY+juRbhqZcb0pnviAaZzzvKjU9Royb5RGANHaudYTRt666ajebSQp6grtG3jZiHKlXHz708+YPK+ormZ8aaYycIGDq2bVMqlbZ1XT/uQU3+FGtz3aeKEOL1RnzMjUBzspSi+yi13Uq5XCaRSFzx/gtzeTQBwx0RDlaKv7Wy/iaW/V8YFfDe+oTDYXRdJz9wlEDmMoHMZaSUDTFlGGqPMLZYUAc0BZZlEZl/C83J1vJDQ6FQy2RvbYSa/G2PWCxGrvMwnhHBHPM789s1luqIBXFcj7xTbtBdKm5mqvmh8YmTFHvuwzM7cV33mjPMTnN5Ps9ge2O8EKp5l3u9+AsGg37TeuAourVAcP49gG2vrwykIrWzrEJxNfW0lO4UQry9wds7QGezb7QetFKe/MAxvHWMGC7M5RhoixAydNqiQVKRwJqmL7WMPxXz0PIIIUgkEqR7HgWoTf8ymcy2rz3U7tslz2XVbs5eZ3l5mdT0Wd+Iof9RHMchlUrt9G3VxWxl8qeci7eGaZpghLD6H8UcPYGhb78z315xO1zIqWeLwlcWaNlJQosfYA0db1kzqcvzhW1LPqt0xEIIAZFga+9MN5uqumC562Gk0DBHn2/IGaYa9K6a14q1qKf4uwP4tg3ePg081qwb3BTSozBwFMdxiMfj18glLs7lOdS18uBaL+5hJeBdFX83A4lEAjvUhdN+ey2PK5PJbDuPa0A5firwjRgK+TzRidPY+x5GBiJIKYlGG3MIajYzmSIBXdAW2Zt5WttF0zRisRjZvicwCrMEF78JsK0w5lrQu3L8VFA1k/LzQ63KGabVzKQ8T3J5Ib9ts5cqDw638dD+9pZxMt1JotEobiBOsee+2t5fLpejXN66MqC/zcQueeoZo1iT6xZ/UsqROt7Gb8TNXhehY/U8gOu61xgxeJ7k0nyOg10r7p8HOqNryj7HlyzCAe2KIFJF6xIOh32Xz8FjhGbfxHAyDcnjUkHvCvAP+cHMZQLZMayhJ1sue+t6zGZtumIhdcjaBslkknTXw0gEkQYYS1UlbyrrTwH+vl9i5iXcWD9u6mBLmklNZ2yKrsdwgyZ/3/PwEH/8I4825Fo3O7UzzMAxgksfYuSn8DxvWw2mqmeF2vvbPUwsW/zCn71Dxt7ePihswfCllSklhkD3u9tXyyUm0xZ2yePQquLvYGeU6YxNvnilOcjYUoGBtog6LN0k6LpOLBYjs+9xhPQIj/t5XI2wSxYCRhfUw3Mvk8lkSFbzQweP1iSfGz0f/se7U4wsbO/nr1HMZYt0KcnntjBNk3K4jWL3Yd+UIRAgl8ttWV3QEVOyT4WP4zg4+TTm1CtYg09QFelFIq2lPLpceZ4daNDkT7GCpmn++kqvL6IzR09gGMa2MkWrnhXK8XP3cObcPP/15VH+8Z+/t+1r7ariTwYiOI5DLBbDMK5cIq5O+A5eIfv0C8HLVx3SxhYtBpXZy01FIpEgF7+FstmJOXqiZsqwHb17OKDTEw8r2ecepmbEMPkCTsedlKO9lMvlK/JDr2Y2a/Ojv/86//Zr52/gna7PbKZIjzJ72RaBQIBwOEy+/wmCC+8TsGaRUm65M1+b/ClJ1p7Hsiyic2+glW2sgaO4rkskEiEQaC2Z9uV5/+/g/s7WKkp3C4lEgoLZRymxv2YslclktnyG6W9TWX+7jerE77+9McEX357a1rXqKv6EEHcIIZ4WQsSuev0T2/rqTWA9ucSFOT/S4eBVO3/ANXt/Y0sFZfZykxGJREBoWIPHMCfOYAhJqVTadh7XUHtEyT73MLZtIwoLhGbfwho8jud51zVi+B/vTiMlvDm2dAPvdH1msjbdCVX8bZdUKsVyb8VYauwUuq6Ty10bFVQP4YBONKgr2aeiIvl8EU8PU9z3EI7jtJzkE/wmedDQ6EuqxngzME0TIQSFoWOEp17BKFuUy+Utr68kwgGSpsr6201krBJCwEcHU/zCn73DdHrrq031RD38JPDnwE8A7wohPrPq3f9sy1+5SQgh1pRLXJzLEw8bdMVWDkHVDtalVXt/aatE1nZVzMNNRrUzn+07glbKE55+1X+QbtMuebAS96DYm+RyORLTLyKQFIb8iIdYLLZh9tZfvuV35C7M5Ulb29fmb4eiW2a5UKI7rmSf2yUajeLE91OKD9aMpbajLmiPBVnMK9nnXsbzPHLZLLHJMxT7HkEaYTzPaznJJ/hN8uH2CFoDYh4U16LrOtFolOy+IwjPJTxxdttnmIE2kwk1+ds1ZGyXeMjg33z3YRzX4//4k7fwvK39/aln8vfDwANSyr8GHAf+oRDipyrva7mnQDQaXVMucWHON3tZvacTCRr0JcNXTP6U0+fNSzKZJN1xH54exmyAKQPAYLvJdMbGLqk8rr2GlJLl5WUS02dxI92UOu6kVCptmL01nbZ5dWSRhw+0A/DW2Pby4LZLNaakR03+tk0wGEQ3DAqDlc68V6RcLlMsbq2A64iGlOxzj2NZFoH0JYzcJNagL/kMhUItaSZ1eT7P/gaZvSjWJplMkk3dSTmUJDJ6glAotK1M0f6UCnrfTWSsEgkzwIHOKP/3p+/k9Ll5fvfFy1u6Vj3FnyalzAFIKS/jF4CfFEL8Ki1Y/K2XvXV1zEOVA11RLq4q/qojciX7vPmIRqN4egi772OYYycJGAaFQgHXda//yesw1B5BStYMS01bJdzy9uIkFK2L4ziUi3nMybN+9lbl9Y268n/17hRSwi98650IAW/ucPE3m60GvKvJ33YRQvgNpp5HEWWH8MSLCCG2bCzVEQ0q2ecex1cWVMykBp6gWCy2pOTT8yQji43L+FOsTSQSQQode+AJwuOnMTQ/A3Kr6ysDbRHGlyyV9bdLyNglEmF/uPW9Dw/x1B3dfO6vvsm5mc0bA9VT/M0IIQ5X/0+lEPw0frD7PZv+ik1E07Q1s7dyRZfpjH2F02cVP+4hV/vlGFv0D/lq8nfzEQqFMAyD/MBRjNwkweVzwPbyuGpxD1dJP8/NZDny/zzHr33t3NZvWNHS5PN534jBtbAGj+G6LuFweEMjhi++PcUdvXEOD6a4pSt2Q4q///b6+LoP/9mMvxPQpQxfGkI8HifXcS9eMI45tmIstRU6YkEWlOxzzyKlJJ1OE59+EaftVsqxfUgpNzST2ikm0xaO6zUs40+xNsFg0M/46z+KXlwmNPvWtqSfA20mVqnMolIY7AoylkvC9M0shRB87jvvIRoy+Ok/ehPH3dwgop7i7/uB6dUvSCldKeX3A0c39dWajGEYa8olqjt9B9foWh3ojJGxXZYK/m7O+FKBeMio/QdW3DxUO/PL3Y8AYI6e3Lb0c63ibynv8EO/+3WytsvZCwvbu2lFy5JOp0lOn8UzTOx9j9QiHtZjKm3x9ZElPn3vPgAOD6Z4Y3SpqV3XrF3i7/2/b/HvnlvbWbQ2+VOyz4YQDofRjCCF/iOYY6cI6Bq2bW+pM98RC7GYd1RXfo/iOA5eYYnw7JtYg0fxPA9N01pU8qmcPm8UqVSK5c4HkJrhK5gCATKZzJauNaAcP3cVqyd/4Ct6Pvcd9/DeZIbfPnPpmo83DGPdh0k9Ie/jUsppIURYCPGRylu48r4zW/sn3FguzvuObIe6r+2oVQvCixU30LEli4F2lfF3sxKLxSiF2il2fqS297edPK6ueIiQodXiHkplj7/7+68znbZ5/JYO3plIb7rjomh9SqUSVqFAdPwUdt+jUHmGrqUsqPKld/we2bfeUyn+hlIsFUpNjQp5ayyNlPDypYU1i4jZTBFdE3REW+9AeTOiaRrxeJzsviPo9iLB+XcQQmxJXdARDVIqSzL21mXpipuXQqFAbOYVhCxjD/j5oYlEYkMzqZ3iUiUOS03+mk80GqVsRLB7H8IcfZ5AIEA+n6dc3rzvgAp6311Ud/5W8y139/LRgSRffX/mitfL5TKBQGDdfY963D4NIcS/AMaB3wV+DxgTQvwLIURrBdGsw4W5PJqA4Y5ru1ZVDXt1729ssaAy/m5ianbJg8cIzb+DYS/ied6W7ZKFEBXHT//h+Ut/8Q1evLjA577zHj77yDCO6/GNqa115RSti2VZhJc/xCjMYA0dp1wu88a0zZmL60v8vvj2JHftS3CwIi+/b7ANaO7e3+ujfpzETKbIyMK1ReZs1qYzFkRXDn0NI5FIkO5+CCmMbRlLdcT8rD8lydqbpNNpEjMvUg4mKHbfi+u6xOPxnb6tNRmZzxMyNHoTane42YTDYXRdpzB4lED6MoHMCJ7nbanBVM36m1hWjuW7gYztXjH5q/LYLZ28MbpMvrjSSLQsC03T9PWuVU+L6V8C7cABKeUDUsr7gUNACviVzd78TnBhLsdge4SQce1/h4E2E0MTXJrPI6VkfMmqdUsUNx/Vznxm3+MAmGMn0TSNbHbzC7FVhtojjC4W+PxLI3z+pRF+5NhBvuP+Ae4f8g/3r4+0Rp6bonFkMhmSMy8iEViDRylYNr9yepa/8/nXeG2N7/fEssXro8t8qiL5BLitJ4YZ0HljtHnF3xujS8TDvkT95UvXSpBnMkVl9tJgTNPEC8axe+/HHPXDmLfSmW+vTGMXcmrvb6/hui6FfI7o5FnsgceRwj+bbJQfupNcXsizvyOqYh5uAEIIEokEy92VTNHRkxiGsSXpZ9IMEA8bavK3C3DLHrmiu+ZK2mOHOnA9yauXF2uvVc686/7C1lP8fRr4YSll7fQspcwAPwp8a/23vnNcnMuvue8HYOgaQx0RLs3lWcg7WKUyg+2t+QBW1EcikSAXGcaN7sMc8+2S0+n0lndrBttMzs/m+Cf//T2euqObv//xOwDoTYbpS4Zr0xfF7sDzPHK5HLGJ0zjd9+KZHbw5WWCx4GLogh//r69fM6350tt+tt+nVxV/hq5x70CSN5o0+ZNS8sbYMp/8SC8d0SAvX1y85mNms0W6ldlLQzEMg0gkQr7/CYLL5zGy40gpN92Z74j6kz8V97D3sCwLc/F9dHupFvFgmiaG0ZpeA5fm82rf7wYSj8cpmj04bbfWzjCZTGZL6ytVx0/FzU2uMtVba/L34HA7QV2reVBIKavNgnUPvfUUf1KucWqWUpY3unCr4HmSS/O5NZ0+qxzsjHJpPq8y/nYJkUgEKtLP8MRLGLKE67pbzuMabI/glD0OdEb5te85fIWE7r6htqZOdhQ3Htu20XLThBa+gTV4HM/zOHk5Tyxk8IUfeoSFnMPP/vGbV4Sr/uU7U9zTn2T4qp2Yw0MpvjGZXjcnsuiW+bdfO8f52dym7/PifJ7lQokHhtt4+EA7L1+6tviby9p0K6lWw0kkEiz3+J35yNhJdF3ftLqgKvtUcQ97j6rkUwoNu/9Ibd+vFSl7krFFS2X83UCq6yvW4HFCM29glLJ4nrelM8xAm1mLMFPcvGSsSvFnXlv8mUGd+4ZSnL0wD/hnmHK5zFq1W5V6ir9vCCG+/+oXhRDfB3yzzvveMSbTFnbJq+3hrMWBziiXFvI1YwaV8XdzYxgG0WiUXP8TaGWb0OTL27JLfuxQJw8Ot/Fbf+tB4ld1Xe4bSjGxbDGT2dpOoaL1yOfzK9lbQ8fJFWzOjub5+N29PLi/nX/4bXdx4oMcggplAAAgAElEQVQ5/sPJC4C/J/zW2JWSzyr3DaYoleW6e6F/+dYUv/qVD/nO/3D2CslGPVSbDvcPtfHIgXYmlq0r/siXyh7zOUdN/ppAJBLBifbjpA5hjm5NXdAere78KdnnXqKmLJg6S7Hro3jhFFLKDc2kdpJvTmf85qcye7lh6LpOJBIh0/c4QpYJj59G0zRyuc03Cf3ib+2sP7tU5svvTa/xWYpWI2P7iQSJ8NrqgMcOdfLeZIblgkMulyMy/9aG16un+Psx4MeEECeEEP+q8nYS+El86WdLc7Ea87BGwHuVA50xHNfjlUrnfEAZvtz0JJNJMm334BkRIqPPEwwGt2yXfFdfgj/50ceumeoA3D/s7/29oaSfu4Z0Ok186ixurJ9S6hAvjWbJOR6fOdwHwPc9MsSn793Hv/qfH/DSxQW+9I4v+fzUPWsUf5W90DfXmQ5//qURhjsidESDfPa3XuaLFfloPbxe2fc71BXjkYMdAFdIP+dzKuahWVQzRQsDxwhNv4Zeym3aWCpk6MRDBvNq8rensG0bLT9LaOF97MGjlMvldWOqGoGUkksVQ7ut8Ctf/oB4yODZu3oaeFeK65FMJsnGb6VsdmCOrmSKbnZ9ZaAtQsEp1+LMVvNbpy/yI59/jZGFrf98KG4MGatS/K0x+QN4/JYOpISXLi6QTqfpuPTnG16vnqiHCSnlI8AvAZcrb78kpXxYSjmxqbvfAS5UIhw2lH1WCsNT5+ZojwaJhlpTd6+on0gkgqcFsAceJzx2CkPXKBQKuG5jbdXv7ksQ1DVeV9LPXYHjODj5ZSLTL1MYehIJnLiUpyMa5LFDfoHlh6vey/6OKD/5B2/wJ6+N89GB5JqKgZ5EmH3J8Jp7f+9OpHlzbJkfeGw/f/qjj3FPf5If/4PX+a3TF+u619dHljg8mELTBLf3xElFAleYvsxmKsWfMnxpOFVThnTvYwjpYk6cQQix6c58Ryyo3D73GNlslvj0SwBYg0/UJJ/Nipf6nbOXefJXTvD2+Ob/Rp38cI7nP5jjJ56+hY6YaiLdSEzTBKFhDR7DHD+DISSlUmnTmaIrWX9XKp88T/KHr44BkFVxMy3PyuRv7eLv3oEUkaDO6Q/nKFp5ohMvbHi9eqIebhFCPC6lfE5K+e8qb18TQjwuhDi0hX/DDeXiXJ542KCzsl+xFlUzmLFFS8U87BKCwaCf8df/BIY1R2jhfYAt2SVvRMjQubs/oSZ/u4RCoUB87jVE2cEaOkY6X+SV8QKfuncfhr7yuIyFDH7js/eTtkqcm82tKfmsct9QijfHrv35+MJLI5gBne+4f4C2aJDf/9uP8PG7evnlL77PL/3FN67YKbyaXNHlw5lszXFW0wQP7b9y768a8N6jJn9NIR6Pk0vdTjncfoX0czO0R4MsKNnnnkFK6e/7TZ/Bje6j1HYbrusSi63fnN4OllPmN5735em/9+LIpj7XLXv88l9+g+GOCH/rsf1NuDvFRqw+w2ilHKHpr29pfaVa/E1cZfrywvn5mhFM0d18hqDixrKy87f2cCpoaDx8oJ2zF+aJLryD5my8g16P7PPfAGvp5TKV97U0F+Z8s5eNumpd8RDRoG+1PKD2/XYFQghSqRTp7keQQsMcO4FhGNuKfFiP+4faeHtchb3vBjKZDMmpM3jBOMXeBzh5YQmnLGuSz9XcuS/BP/3r95A0A3z63mvfX+XwYIqxRasmwwRIWyX+vzcn+MzhPpIVGUc4oPMbn72fH3hsP//lzCX+8V+8t+413x5bxpN+YVnlkQPtjCwUmE770sPqHqqa/DWHcDiMpgewBp7AHD+NoUmKxeKmTBk6YiFl+LKHcByHsp3DnHwJa+gYEj+eqFkRD194aYT5XJHDgyn+4q1Jlgv1/6z9watjnJvN8fOfvHPNmCxFcxFCkEwmSXfcj6eHiIyd3FKm6EBq7aD3P3x1tPa/7ZI6u7Q6tcnfOrJP8CMfLi1YBMfPILWNY9jrKf56pJTvXP1i5bX9dXz+jnJxLr/hvh/4v2QHKh+j9v12D9FolFIgQbH7cE0zn8lkthz5sB73D7VRdD3eV2HvNzXlcpl8Lkt04jRW/+OgBTh5OU9/KlybsF3N//LAAG/+4rP0pdZ/bhwevHbv709fG8cueXzfx4av+FhdE/yjb7uL735wkD98ZWxdSWBVRloNkgd45EBl768i/ZzNFhGCDVUPiq2j6zrRaJRs3xE0J0to5k3foW8T6oKOaFBFPewhcrkcsbnX0Mo21tCTlEolotEout744qrguPzHkxc4cksn//w77qHoevzJa+N1fW7aKvGvv/Ihjxxo5+N3q12/nSIWi1HWghT7PoY5eoKAYWx6fSVhGsRDxhWyz/lcka98Y4aH97cDrOtGrWgdMlYJISAWXH8t7eH9bYAkOn4Se9/DG16vnuIvtcH7WrpSyhVdpjP2hvt+VQ50+h+jYh52D+FwGE3TKAweI7j4AYHCzKZNGeqhOn1ReX83N7ZtE5p/F91exBo6znzW5vVJi2//aN+GyoHr7erc059E1wRvVgo2KSVfeHmE+4ZSfKQ/ueb1fvDIfpyyx397fe3D2usjS9zSHSMZWenu3dWXIB4yatLPuaxNRzR0hVxV0VgSiQTpzgeQWqDWYNpMZ76687eRxFexe/Aln2fxjAh274OUSqWmRTx8/sURFvIOP/Psrdy5L8GDw2184aWRun7Wfv25cywVHP7hp+9q2i6i4vqEw2GEEOQHj2HkJgimfQnvZhpMQgj6K46fVf70tXFKZVmT86rJX+uTsV3iIQNNW//38UDK4J7gNEl7Amvo+IbXq+dU8HUhxA9f/aIQ4m8Dr9Xx+TvGxZrZy/Utig9U9v5UzMPuQdM0/3DW8xgA5thJ/0Gab6yzVV/KpDcRVnl/NznZbJbk9Fmk0LEGjvC1D5fwJHz74f5tXdcM6tzRG+eNyt7fixcWuDiX5/seGV73c+7oTXDfUIo/eGX0mkl1Ndz9vsEr+3K6JnhwfxsvX6xM/jIq4L3ZRCIRynoYe9/DmGN+Zz6fz9fdmW+Phih7sibpUexeSqUStlUgOvEC9sDjoAfxPK8pks980eU3T13k6G1dPDDsT3f+10eHubxQ4IXz8xt+7uX5PL9z9jJ/44GBNZtTihuHpmnEYjEyvZUzzKi/vrJp6eeqoHcpJX/06hgPDrfxkX6/8aAmf61PxiptKPkEyOdyfG/ibQAKA8c2/Nh6ir+fBn5wjaiHHwJ+qq673iE+nPGLv1t74tf92Hv7kxia4Nbu5ixeK3aGeDyOFemnlBjesilDPdw/nFKTv5sYKSWZTIb41BmKPfcjQ0lOXMpyS1eUO3qv//y4HvcNpXh7LI3n+VO/VCSwoUkMwN98aIgLc3m+PnLlz9XIQoHFvFOLGVnNIwc7uDCXZy5bZCZrq5iHJhMMBgmFQuQGjhLIjBLIXAbq78xXJbkq7mH3UygUCC99gFGYxRo8juu6tZ+fKr/6lQ95/puz2/5av/viZRbzDj/zzK211z7xkV46okG+8NLGxi///K/eJ6Br/Ny33L7t+1Bsn0QigW0kKXbchTl2imAwSC7nR8vUSzXoXUrJy5cWuTif53seHiIc8OXGReVX0PJk7NK6Tp/g54dmMhmO8jrvecOMex0bXq+eqIcZKeVjwD9hJerhn0gpH5VStnQ65LmZLEFdY7iOad7Td3Zz9uef2nB3R3Hz4dslC6zBY4SnXiEgfUOGzdolX4/7h9oYX7KYzaqw95uRYrGISI8RXDqHNXSMqbTNe7NFPnNff0NkT4cH28gWXc5eWODL783wXQ8O1v7wrsenP7qPWMjgD14ZveL1apNhrT3ERw74Xf5XLi2qyd8NIplMku5+FFjpzNdrLLUS9K6Kv91OJpMhOfMiUmi1iIdUamV675Y9fv25c/zI51/j7IWNp3MbkSu6/KdTFzl+e1ctZxR8Z+rvemiQr74/w+Ty2s2JM+fn+fJ7M/zYk7fQnVBGUa1AJOKfX+3BowTn3sZwMpteXxloM8k7ZdJWiT98ZZR42OBT9+wjXDHyUZO/1idjues6fYK/tiKsRfpy7/FV7wG+Pr59t08ApJTPr4p6eK7+W945PpzJcrArWtfOixBCueLtQgzDIBqNkuk7gvBKhCfOAo2PfKjt/Y0o6efNSKFQID7p5+JYg8f5ygf+3txnPro9yWeVwxWJ5i/++buUPclnHxm67udEggbffriPL70zRdpakQW+PrpELGRwyxoqhY/0J4kEdV68OM98rkiPOsA1nWg0imN24XTciTl2smYsVU9nviPqF+cLORX3sJspl8vkcjniE6cpdh/GC7fheR7R6MpKylyuiCfBk5K/83uv8e7E1hQqv3v2MsuFEj/9zG3XvO97Hx5CAn94VUMJ4O3xZX70C68x3BHhh44c2NLXVjSeQCBAKBQiu+8xhPQIT7yApmmbci6vGhm+O5HhS+9O89cO92P+/+y9eXRc53nm+fvuUvsGgAAJEgtJkVqsfaUkUuKmxbLl2N1O2klsJ3Fn6U7adqa7T3fPpCc+TnenPZN00j6ZJD2TSeJ0Jk7idCd2bMeWZImkJJISte+7SIIgNpIAar9L3Xu/+aMWEsJWRQJEgfp+59TBQeHWrY9HUOF7v/d5nyekEzare2NbRT20PYt1/kqlEsnxpxEEPBe6leeGC/i+P+88wSXtBPDORJHLm5B8Ki5t0uk0+fRV+KFU1THLNMnnl9aZ8+r1aUxdNOa6FKuLXC5HauwQlfQmvPQg+94vcN2GJANdSzMDvHlNnFTE4OiZEjsv72awa/E5ZKhKP+1KwN+/NNJ47sUTWW7oz6DPMfht6ho3D3bw0GsTBBLV+bsINIyl+u4mfOolDDfX9Ml8V032qRw/L21s20YvjROaegtrYBdBEKBpGpHI2cOZekTLb3zyatJRk5/7xrMMTbY2n16wK/zRE0fZc2VP48DpXPo7Y+y+ooe/enZ4RjTRy8NZPvvHR0hFTb75C9sWVSUoLi6ZTIZCcks1U3T4icb4SrPO5X01I8P/a9+7uF7AT97WD0DY0BBCGb6sBhaa+ZNSks1mSY8fwot2E9twLS+NlvA8b95TxUu2+Cs6HiNZi8vXqhm+DzuxWAwpdOz+ah5XyNBb1swvRsTUuXp9mhdV52/V4XkeTu400VPPYw3s4tiUxdFp94KNXs5F0wTX1zZjH4x3WIhr+9JcvT7FXx6pGr+UXY+3xgvcNDC/CfO2TZ2NTMFupWZYduqmDLne7QgZEB1+Ek3TKBaLi762I1Yr/tTM3yVN3UwKwOrfieu6pFIpNO3sFqyey3l9X4b//k9vwwsCfuZPn+F0ofmu8J8dOk7OqvC/nDPr90E+f/sgpwsOj7xRndp58cQ0n/vjI3TEQnzrn93RKBQU7UMsFkMisPp2EDl5CF1IPM9renyl3vk7cmyK6/rSXL2+auQjhCBsaDhK9tn25G2vkQn8QVzXxbNLREcOYw3s5Ia+JFk7IAiCef/DNl38iSqfE0J8pfb9gBBi4SCJma+PCCGeEUK8LIR4XQjxG7XnvyiEeE8IIYUQaz7wml1CiJdq1z/e7HtBdd4PmjN7UVzaNEwZ1t+Fbk8TPvMqUsplkX6+MpKl4qtTtNWEZVkkJp5GBB5W/y4eenMKXcAnb+hb0vd58LpebtvYyZ4re1p63U/eNsBb4wVePpnj5eEcfiBnzPJ8kG2bzw56K8OXi0MqlaKU3IIX6yE6fKDpk/mQoZGKGEyVlOzzUkVKSS6XIzl2iEpqEC+9Cc/zSCZn7k3Gap2/dekIW3oSfOPnbuVU3uHnvvEMhSbcYO2KzzcOH2fPlT1c1zf/4dDdl3fT1xHlL54e4vmhaT7/J8/QmQjx1790OxuU50FbEolE0HWdct9d6G6e8KlXEEI0dcAEkI6aJMLVebGfvHXmyEHE1NXMX5vj+QFFx5tX9lkul4mfeQnNK2P17+L6tdVDXynlvJvRVjp/fwjcAfxU7fsC8ActvN4B9kgprwduAD4qhLgdOATcA8ywoBJCZGrv+WNSyquBn2jhvXi35vSpZJ8KqEo/s2tuQQqD2In9TZ/Mt8JNAx3YlYC3xprX4itWnkKhQGrsMH44g9V9HY+9l+f2TR10L7Fk8jO3DvA3//yOOeWaC/HJG9YTNXX++pkTDVnxjQt0/q7rSxM2qh/taubv4jDDWOrkIXR8KpVKUyfzaxJhzijZ5yWL4zhIO0907Bms/p3UjwM+GPEwnrcxdUFnrRt840AH/+1zN/H2eIFf+eYLix4kfPflUaZKLr+wyLyergk+u22Qp49O8fk/OcKaWuGnzO7aFyEEyWSSXNfNSGEQOflES5miQgj6OqLEQjo/dsP6GT+LGLqSfbY5RacaHTSf4UsulyM9fohAj+Cs30ZHWNKXWXj/0krxt01K+S8AG0BKOQ2Emn2xrFLfbZu1h5RSviilPD7HS34a+Dsp5Yna61vyP35nokDY0BhQuX0KIJFI4JtxnHU3Ex1+vGXNfDPUrfdV5MPqIQgC8tkp4qOHsPrv5uVxm1Mlj0/ftHSSzwslFTF58LpevvvyKAffPcPm7jiZ2PwfvWFDbziBdidU5+9iYJomkUiE4vodaF6ZyNizCCEol8uLvrYrEWJKyT4vWUqlEolTzyKCCtbALiqVCvF4HMOYuZGbyNn0JCMzQpx3XdHDrz/4EZ589wz7FoiAkFLyjUPHuWJtkjsuW9jiHeCf3NJH2NBYm4rw1790B71pVfi1O8lkEleL4Ky9kejwExiGgW3bVCrNZYR+YftGfu1jVzU6gHXCpqYMX9qcvFUr/ubo/HmeR7lUIn7ySewNtyONCFJKtl+2Zta159JK8VcRQuhQPbgSQnQDLR0XCCF0IcRLwCngR1LKIwtcfjnQUcsXfF4I8TOtvNc7p4pc1p1o+ZRdcWlSl02U+ndiZo8SLo20pJlvhvXpCGtTYVX8rSJs2yZy+mV0N481sIuH3poiZmo8cN3SSj4vlJ+8bYCy63P4/Ulu7J9f8lnnx2/u456reggZl+xYd9uRTqfJdV5PYESJDh9o+mS+Mx5iUsk+L1mqRgyH8UMpnLU34rou6fTs8PTxvM269OxO/U9vG2CgM8bXH3133sPKZ45N8eZYnp/bvrGpaJquRJh/+PIOvvMr2+d8T0X7EY1GEUJg9d1FaPpdjFJ1ZrOZAyaoKk/mmjevdv5U8dfO5Guy77kMX8rlMqHsuxilMayB3fi+j2EYfP7OjQves5Wdwe8B3wZ6hBC/CRwE/nMLr0dK6UspbwD6gNuEENcscLkB3Ax8HLgf+HUhxCzvYiHELwkhnhNCPHf69OnG8+9OFJTZi6KBEIJUKkVu7dk8rmZP5lt5jxv7O1Txt4oolUokRw8iNZPc2tt5/GievVd0EQ21l9vdTQOZxufZTYPzSz7rfPrmPv74Z29d7mUpziGRSBDoYez1t1fz/nSdcrm86Ml8VyKscv4uUVzXxbHKxEYOYvftAM1ASjlL8gkwkXdYN4dM29Q1vrhnC6+O5Hj0zbm7f984dJxMzORTLZhUbelJko7Nbx2vaC8asVW9dwIQPfnkkjiXR0xNyT7bnHrUUyoyW/aZz+fJTDwFgNV3N47jkE6nuWbDwvuEVnL+vgn8W+BrwBjwKSnl/2j29R+4VxbYD3x0gctOAg9LKUtSyjPAE8D1c9zrj6SUt0gpb+nu7gaqVfJYzlZmL4oZJJNJ7Og63I4tjciHZjXzzbJ1bYKRaYsgWDo5qWJ5qNsjJ8cOYffexpMnfcoVyadvaq+uH1QPFj67rXpqe9vGzhVejWIuQqEQhmFQ6tuJURonNP0usHimaFc8xFTJVZ8ZlyDlcpno1Gvo9jTWwG48zyMcDhMOz5RjSykZz83d+QP4xzduYLArxtcffWdW9294qswjb4zzU7cNtN2hlWJpSafTlCLr8RIbiA5X5/6KxSK+f/6du7AyfGl78tbcnb8gCCgUCiRHn8Tpvo4gtoYgCGaZSc1FS5ogKeVbUso/kFL+vpTyzVZeK4Torpm4IISIAvcCby3wkr8HdgghDCFEDNgGNPWedbOXK1TxpziHhmyifyfhiRcIB1ZTJ/Ot0BkPEUjIWkt3T8Xy4LouYvI9QvkhrP6dPPz2NGtiBnddsW6llzYnn7t9kO9/aYc61GpThBBVY6me25AIosP7mzqZ71KfGZcs9VN5KQysvu2NU/lZ19keVsWfs/MHYOgaX9qzlddH8zzyxsSMn/3F00MIIfh8CxEyitVJNfIBrP67CY8eQfMdpJRNZYrOR8TUsT3V+Wtn5pN9WpaFXj5N+MzrWP0758wPnY9Fiz8hxL9a6NHC+nuB/UKIV4Bnqc78fV8I8WUhxEmqUtBXhBB/DFArLh8CXgGeAf5YSvlaM29Uj3lQTp+Kc9F1vSab2IGQPtGRg0Dzmvlm6IxXjTiUdXv7Uy6XSY4dAmC8ewfPDBd54KoudL095+R0TXDNhtkbR0X7kEwmqYQ6cLuvJXricUzTpFAoLJgp2lkz5Zksqs+MSwnf9ynVjBicdTcjQ0mklCQSs8dR6hl/axeYv/vUDevZtCbO1x99t9ElLrsef/XMCT569Trl1vkh4Gxs1XY03yY89iy6rlMonL/DeETl/LU9Zw1fZso+i8UiyXp+6MAuXNclkUjMyA+dj2Z2Ocna4xbgl4ENtcc/B25qdvFSyleklDdKKa+TUl4jpfwPted/T0rZJ6U0pJTrpZS/cM5rfltK+ZHa9V9v9r3emSgSNfVGsKVCUSedTlNIXY4f6Wxszi5UM38uXfH6Rk7N8LQ7uVyO1NhB3M4reGgsSiDhx28ZWPyFCsU8RCIRNE2j3L+T8JnXMO0zi2aKrqkdGE2qub9LCsuyMPInCOWOYg3sIggCdF2f81R+vJ7xt0A0i6FrfHnvFt4cyzcC2v/uhRHytscXtm9cln+Dov1Ip9PkOq6tGkudE/lwvs7lKuev/cnbFTQB8dDZ4q+eH5oaO4yXWE+lYyue582pLJiLRYs/KeVvSCl/g2pn7iYp5b+WUv5rqmYsbblTevdUgS09iRmWyQoFVKWfEoHVfzfRkYOEDHHBmvlzOdv5Uxu5dsbzPJzpMSKnX8Ya2MXDb2e5rDPENQOL26QrFPOhaRqJRILcuqopQ2T4iUUzRTsTteJPHRhdUhQKBdK1U/ly/04cxyGVSs3pxjmeX7z4A/ix6zewubva/fMDyZ8dPs41G1LcPLi4A7Di0iCRSBBoIezebUSHn0TXNHzfx3HOTzmgDF/an7xVIRkxZ9Q0juPg20WiY09jDeyaNz90PlrRN60Fzv3r5NaeazvemSiwVTl9KuYgFAoRiUQorL8LzS0QmXhx0ZP5VuhKqFP81UC5XCY+dgghA45m7uDt01ZN8qkMExQXRjqdphwfxEtsIHbiwKKZog21gJKKXzLUT+WTY4dwM1vwU/34vj+vEcNErfPXk1o4l1PXBL+6dytvjRf437/zGu+dKvKFOzc1Fe+guDSox1aV+3ZgFEcwskcRQlAqlc7vfqaucv7anLztzQp4r+aHPofmO1j9O6lUKsRisVn5ofPRSvH358AzQoivCiG+ChwB/qyF118UclaFibyj5v0U85LJZMituQmph4ieOICu60sm/czUrLNV56+9yefzpMefwot28+1TvWgC/tFN/Su9LMUlQDQaBSGq0s/RpzGkW+00z3My31H7zFCdv0sH27bBzhKZeKF6Ki8lQoh5T+XH8zYdMZOIufjh04PXrWdLT4K/euYEaxIhHry+d6mXr2hjGrFV3dsAGtLPbDZ7XvdTss/2J29VZgW853I50uOHCcw49rpbqVQqTUs+obWoh98EvgBM1x5fkFJ+rel3ukicNXtRnT/F3MTjcQI9gt27jdiJ/YRDIfL5/IKmDM0SNnSSYUMVf21MEAQUslPEx57C6r+bR97Nc2NvlIGexfPzFIrFMAyDWCxGYf0ONN8hMvr0gifzhq7RETNV5+8SomrEcAQhfayBnbiuSzwen1dZMJG3WbuI5LOOrgm+vHcrAD+9bZCwodQKHzaSySROZA1ux1aiw09gmiaO4+C6re87IkZV9nm+M4OK5Sdvzyz+KpUKVrlEfORJrA3bQTeRUhKLxZq+Z3P9wRpSyheAF1p5zcXmnVrMw9Ye1flTzE04HEbXdUp9d7Pm5JOE88com+uwbbul/3nmozMRUrLPNsayLGKnXkCrlHgjcQfjhQo/f2s3pqkCjxVLQzqdZrx4Lb1mguiJxwn17iCXy9HVNfdMaWct609xaZDL5Vg3fgg/0om75loqZYuenp55rx/Pz5/xNxcPXtuLAPZeNf89FZcuZ2Or7ib16p+hOTlAx7IsQqFQS/cK17rNrh+og4Q2JW95bFxzdm9aLpeJTr+Fbp3BGtiF53mYptnSf/v29DS/AN6ZKBAL6WxQtseKeRBCVKWfa28HIHriAJqmXZBd8rlUN3LqFL9dKRaLpMYOEugRvlu4gpAueODaDSu9LMUlRCwWQ2rVbLfo8AFMo7oxmy9TtCsR5oySfV4SOI6Da5eJjR7G6r8btOqGeiEjhvGcs6jZy7lomuAT168nFmrp/F5xiVCPrcr13oWQPpHhs66frVKXGivTl/blg52/fD5PeuIppNCw++7CdV0ymUxLs7+XXPH37qkCW5XTp2IREokETngNbtdVRIcXN2Voha54SM3vtClSSnLZLInRg9gbbudEUdCbNFjTkVrppSkuIUKhEKZpUtpwN7o1SejM6wgh5s0U7VKdv0sGy7KInXkZzS1gDeyiUqkQDofnPZWv+AGTJadp2adCAVV1QTG1FS/WQ2xoX/XzplRq2bk8YlbLAJX1177krUoj4N33/aqsfPQgztobCSIZgiAgHo+3dM+miz8hRFgI8dNCiF8TQnyl/mjtn7D8vDNRZKsye1EsQl02UerfRejUK4KlBxQAACAASURBVJhudkFThlZQEq72xXEc9Mm3MUtjWP27GC+4rE2YhMMLu+wpFK1QVxdku29FCp3oif0LZop2JUKcUSHvlwTZbJbM+GGkHsJef0fjVH4+ThUcpKQl2adC0YitGthNZOQQmu+cl3N5xFCdv3bG8wNKrt/o/Nm2jV4YITT1NlZ/NT9U07Q580MXopXO398DnwQ8oHTOo23wA8npgqPMXhSLUs/jKvRuRyCJDj+BEGLBPK5m6YyHmS67aoC6DSmVSiTHDgJg9e9kvODS3xVXVumKJScej+OZSZy1N1bn/kKheTNFe9NRsuUKlqtO31cznudRLlWNGOzebUgzhpSSRGL+PUkzAe8KxQdpxFZtuBvNs4iMPo2u6y2PrzRknyruoS0p2B5AI+qhKvl8GgBrYBeu65JKpdC01oScrVzdJ6X8jJTyt6SUv1N/tPRuy0zdrlZ1/hTNkE6nKSY248V6iA4/TjgcPm+75HPpioeo+JJ87X9aRfuQy+VIjR7CWXMtRaODghMwuEZ9XiiWnkgkgqZplPvuJjT9DkZpjCAI5jyZ7+uozoONZOeWhSpWB5ZlEcofxywMYw3swvf9RY0YJmoB70r2qWiVTCZDruM6glCS6NBjhMNh8vl8SwfPYaNaBqi4h/Ykb1fnxFORqqNnPp8nNXaQSmojXnojlUqFVKr1sZVWir/DQohrW36Hi4jjVdvWKuNP0Qz1PC6rfyeRkcMY+Liue8HSz8549Q+9kn62F5VKhcr0CJHJ17AGdjGar/533tit5v0US4+maaRSKbLr7gSqxlKGYcx5Ml8v/oanW5NsKdqLXC5HeuIwAFb/3TiOs6gRQ6Pzp2SfihaJx+M1Y6m7qsZ1BPi+X82ZbBJl+NLe5K1658/Etm2knScy/mxT+aEL0UrxtwN4XgjxthDiFSHEq0KIV1p+x2XErvgkwgbr1YeooglM0yQajVKsyybGnlnQlKFZOhP14k/N8LQT5XKZ5NghAKyBnYzUNtr9nRce76FQzEUqlcKObaCS3kh0uCr9nOtkvq+j+jt4ckp1/lYrQRBQKBRIjh7E7boKP76OIAgWlHxCtfMXMqpZjwpFK9Rjq4r9u9CdLOFTL7U8vlI3fFGdv/bkbOfPqBq9nHoGEXhYAzupVCoL5ocuRCvF3wPAVuA+4BPAg7WvbYNdCdjSk1DzO4qmSafT5DqvIzCiRIcPEAqFLlj62dXo/M1t665YGXK5HKnxw3iJ9VQ6Lme0duK+oUPFwiiWh7qxVLl/F5GxZzB8a86T+e5EmJChcVJ1/lYtlmWhWVOET71MeWA3QRCg6/qiRgzjeZu1qbDatyhaphFbteYWpGYSHdrXcC5vlrOdP1X8tSN5q7qPTEYMpqenSY0fxg+ncXpuoFKpkE6nz+u+TRd/UsohIEO14PsEkKk91zY4nq/MXhQtEY/HkXoYe8OdVVmWvnAeVzOclX2qzl+74Hke5dwksbEjWP07kcBE0SNsaHQnlNOnYnnQdZ1EIkG+dzsi8IiMHK66DJdmeqVpmqAvE1XF3yomn8+TmngagcTq34njOKRSqUWLuvGcrcxeFOdNMpnE06PY628nNrQPQ9dxHKfp8ZVG589Tss92pN75i+rguQ6xkwex++4CzUBKSSx2fsqlVqIefhX4JtBTe/yFEOJL5/Wuy4QXSDXvp2iJUCiEruuUNtyFUT5FaOotgAuSfnbFq8XEpJr5axssyyI28Syab2MN7MLzPKZs2JCJqhN3xbKSSqUopK/ED2eInTgwr7HUho4ow9NK9rkaaRgxjB/Ci/VQ6boK3/ebMmKodv5U8ac4P+rGUqWB3RjFEczpdxBCNB35EDZU56+dqc/8ab5NbOo1dCdLubaHCYVCC5pJLUQrss+fB7ZJKb8ipfwKcDvwi+f1rsuIcvpUtIIQgnQ6TbZnGxJBdPhxTNNsSTbxQaIhnaipM6WC3tuGqkPWIQIzjr3uVlzX5YwVKMmnYtmJxWKgGVh9O4icfBJDY86T+f7OmOr8rVJs2yZwy0RHDmMN7CJo0ohBSqk6f4oLom4slVt7Z3UPM7SvpfGVuuxThby3J3m7gibALRfIjB9Cagb2hu0NM6nzpZXiTwDn/nb4tefaCiX7VLRKMpmkEsrg9lxH7MR+QqEQpVJpzjyuZlFB7+1DEAQU8jkSo4ewN9wJetUyeSzvNlwWFYrlwjRNYrEYhfV31UwZXp7TWKqvI8pUyaXkqIiY1UaxWCR++gU0z8Lq34nruiSTyUWzt3JWBccLlNOn4oJIpVLYRgqn5wZiQ/swTZNyuYznLf5ZctbwRck+25G8VSEZMag4DvHhA9X80FACKSXxePy879tK8fcN4IgQ4qtCiK8CTwN/ct7vvAxoQqgTNEXLnM3j2klo8k2M8sS8eVzN0pUIKdlnm2BZFuEzr2NYpykP7MbzPAKhM1ly2ZBRxZ9i+Umn0+TW3IzUjIbr5wfVBXXHz5Gs6v6tJqSUZLNZMmMHCYwY9vrb8TyvKSOGcZXxp1gCotEomqZhDewmNPUWRnEUaG58RRm+tDd52yMR0onkj1XzQwf34Pt+U2ZSC9GK4cvvAv8UmKo9viCl/Pp5v/MyoJw+FeeDpmkkk0ly9Tyu4ScwTZN8Pn/e9+yIqc5fu1AoFEiNPokUBlb/3biuiyWqRV99w61QLCexWAzfiGH33kb0xP7Gyfy5xlKNrD8V97CqcF2XimMTHz6A1X8XUqtGNjSTvaUy/hRLga7rxONxcr07AIjVPmOaGV8xdQ1dE9ieKv7akbxVIWYK0uMHkQjKA7txXbcpM6mFaKXzh5TyeSnl79UeL573uy4TYaOlf45C0SCVSlGOD1BJ9hGtST/z+TxBcH5SiC4l+2wLpJTkcjmSo09g996CDKcJgoBpt/qhqWb+FBeDcDhMOBymtOEuzNxxzHzVKPvck/n+etafmvtbVRSLRWLTb6DbU1gDexrZW4ZhLPraiVrnTymWFBdKOp2mHO3FzWxpzP0Vi8WmxlcihqZkn21KznKJGpA4+Thuz3UEsW48zyOZvDB/k0WrJSHEwdrXghAif86jIIQ4/9aIQtFGRKNREAJrYDeR0SPovkUQBLPyuJqlMx5iUkU9rDi2baNPv08odwxrYA9BEKBpGqfL1T+IauZPcbHo6Ohguud2AKInDsxSF6xJhAgbGieV4+eqIpfLkR47iNQMrP67cF236eyt8Vz1b0RPSsXNKC6MuuW/NbCb8MTz6E4OKWVT4ysRU1eyzzYlW3YZ0CcJT75BeWAPUko0TWtKWbAQixZ/Usodta9JKWXqnEdSSrm4j7FCsQowDINYLEZ+/d2IoELk5EE0TaNQKJzX/ToTIexKQNlV5g0rSbFYJDX6JFD9o1iXS4xkbQxN0JNUJ+6Ki0M8HqcSW4fbeSWxocdmncwLIejrUFl/qwnXdbEti8TJuhFDsqXsrfG8TVc81LDbVyjOF9M0iUajFPp2ImRAdPgAuq43Nb5SLf5U568dyVsVdvjPAWAN7sF1XRKJBLp+YZ8ZreT8/Z/NPKdQrFYymQz59JX4kQ5iQ/saeVxSypbv1VULep9UcQ8rRt2IITX6JM6aq/ET66hUKiSTSUayFr2ZCLqmZoQVF4dwOIxhGJQG9hI+9RKGdXrWyXx/Z0xl/a0iyuUy4cIQZv4E1mBV8hmNRpvO3ppQGX+KJSSTyVBIXIYXX0u0todpZnwlbGo4auav7fB9n4LtcbNzhEpmM156I5VKpan80MVoZUju3jmee+CCV6BQtAnRaLSax9W/k+jJJ9EJ8H3/vKSfnbWgdzX3t3K4rovMjxI58ypWTS5Rz946OW3Rl1FmL4qLRz1TdLr3LgCixx/DMIwZJ/Oq87e6yOVyZMYPAmAN7GpJ8glVwxdl9qJYKmKxGIGUWAN7iIw8hR44TY2vRAzV+WtHCqUyIa/AZdYrDckn0LSyYCGamfn7ZSHEq8AVQohXznkcA1694BUoFG1CKBSqSrH6dqK5BSLjzyKEoFgstnyvzlrnTxV/K0exWCQ5Wt2YlQf3zjBiGJm2lNmL4qKTTCaxk4NUMpuJDT06y1iqryNGtlyhYFcWuZNipfE8j1KpROLk4zjd1+HHepBSkkg0nzWsOn+KpaRuLFXo24nm20RGDjc1vhJRnb+2ZPxMlj3ai2gEWIN78TyPSCSCaZoXfO9mOn9/CXwC+G7ta/1xs5Tysxe8AoWiTaifzGc7byQwog3ZRC6Xa1n62ZB9quJvxagaMTxJJTWIl9lMpVIhnU7jegETBVuZvSguOvVM0dLAXsLjz2E42Rkn8/XfSdX9a38sy8IonyJ85jWsWn6oaZpNSz4dz2ey5CqnT8WS0tHRQS5zDUEo2fQeJmwow5d2IwgCxiZz3Kc/RzHUjbvmI7iuSyaTWZL7N2P4kpNSHpdS/hSQB9YCg8A1Qoi7l2QVCkWbkEgkCPQw9obtRE/sx9A1XNfFdVsr4joT9c6fcvxcCVzXxcmfJjr+LNbgHhCiYcQwlrOQEhXwrrjoaJpGKpUiu75mynBi/4yTeRX3sHqoSj4PAVAe3IPjOGQymaazt07lq38b1qWV06di6YjH40ihV8dXhh9HFxLP83Cc+fciEVNFPbQbtm1TLBXZqb3CaPddIDSklMTj8SW5fyuGL78APAE8DPxG7etXl2QVCkWbEIlE0HWd0sAujPIpQmdeRwhBqVRq6T7JsIGpC9X5WyHK5TLJ8acQgUe5lr0ViUQIhUKM1DbWKuBdsRKkUinKyc1Ukn3Ejv9ohrHU2c6fMn1pZ3zfp1AokBx5gkp6I15m83lJPgEl+1QsKXVjqWL/LnQnR3jihUX3MCrqof0oFAqkTz9LTDhM9u7E87zGaNJS0Irhy68CtwJDUsrdwI1AdklWoVC0CUKI6sl89zak0Bthqdlsa7/qQgg64yGmlNvnilDP3vKjXbjd184wYjjZKP5U509x8YlGowhNozx4D5GxIxheCd/3cRyHzniIqKmrzl+bY1kWwskRGX+O8uBefN9H13UikeYLufF6wLsyfFEsIY3xlTW3EOjhGc7l8xExdWw189c21J3Ke88cJi9jOL234jgO6XS6aWXBYrRS/NlSShtACBGWUr4FXLEkq1Ao2ohUKkXFSOCsu4XYiX0YhoFt21QqrZkwdMbDTJdV8Xex8TyPcn6a+MghrP5doOkzTuVPZi00oTZdipVB13USiQS5DbsQgUd0+PGGsZQQgv7OKMNTqvPXzuTzedITRxDSwxrY0zhcamVjNp6rFX+q86dYYpLJJL4Wxl5/B9GhfRi6jm3b80o/leyzvbBtG7/i0Dd5iH3BDcQj4ZaVBYvRSvF3UgiRAb4D/EgI8ffA0JKtRKFoE6LRaM2UYTdm9ihm/jhQlRK2Qlc8pGSfK0CpVCJ+6nk0r0y55pB1rhHDyeky61IRTL2Vjz+FYulIp9MUU1vx4mvnkH7GVOevjQmCgHw+T2r0SbxoN273Nfi+TzKZnPP6v3l2mG89e2LW8xN5m7ChkY5euHOfQnEudWOp8sAujNIY5tRbCCHm3cMow5f2olAoEJ96naiX42H/VmIGLSsLFqOp3Y+oHmd9WUqZlVJ+Ffh14E+ATy3ZShSKNqFhyrB2OwDRof3nJf3sjIdU1MMKUHf5DIwY9vpts4wYVMyDYqWJxWJIBOWBvURGDmNKt2EsVc36U52/dsWyLGTFIjpyEGtwN4GkkR/6QZ45NsW/+7tX+Hd/+yr73z4142fjeYd16ciSybgUijqNPUzPHUihEauNr+RyuTmvj5g6jur8tQV1yWdm/CAVYXJQXocWVFoyk2qGpoo/WfWI/cE53z8upfyulFLtbBWXJKlUCjvchdP1EWJDj2GaJqVSCc/zmr6Hmvm7+HieR6mQJzHyBFb/XaCHZsklRrKWMntRrCiGYRCPx8n37UbzHaLDTzSkn30dUfK2R85SWX/tSD6fJ3n6eTTPakg+k8kkmjZzO1WwK/zLb73EQGeMK9cl+VffeonR7NmO7kROZfwplo9UKoVrpnB6biA6tA/TNCmXy3OOr0RMDdcP8IPWIq0US4/jOHiVCvET+3kneiMilEBKOa+y4HxpRff0ghDi1iV9d4WiTYnFYjXZxG7Cp19Bt84ArUk/u+IhCo6nwlMvIpZlEZl8Dd2axBrYM8uIwfMDxnK2inlQrDiZTIZ8+ir8SCfRoUcb0s+zcQ+q+9du1CWf6dEnCMwEdu9teJ7XMJM6l69+9w3Gchb/9TM38IefvQnXC/jiX75Axa92WMbztpr3Uywb0Wi0KvUc2ENo+h2Mwklg7j1MxNQB1F6lDSgUCkSz72AUR3gmfCeJsIamaUsq+YTWir9twFNCiPeFEK8IIV4VQryypKtRKNoETdNIJpPkencAEDuxH9M055VNzEVHLeh9uqRO8C8W2WyWzNiTSM3A6r8L13VJpVINucREwcEPpJJ9KlacWCwGmk55cC/R4ScwqWZx9SQMQGX9tSO2beO7NvET+7AGdiM1Y07J5w9fHeNvXzjJF3dv4aaBDjZ3J/g/Pn0dL5zI8lsPvYWUslr8KdMpxTLRMJZq7GHmdy6PGNVSQJm+rCwNyefYE0ihc9i4lZhZlfB+UFlwobRyt/uBy4A9wCeAB2tfFYpLknQ6TSk2QCU10Ih8KBaL+H5zp2NdteJvUgW9XxR836dYKJAc3oe9/nZkKInv+6RSqcY1J2suiirmQbHShEIhwuEwxf49aJ5FZOQwQggyZvXzRRV/7UehUCB5+jk0t0Bp80epVCrE43EMw2hcM5G3+d++/SrX96X50t6tjec/cf16fuaOQf7fJ4/xP547iesFSvapWFZSqRRWZC1ux+UN6edc4yv1zp8yfVlZXNfFq1RInNiH3Xsr45U4cVPM2MMsFa0Uf78ipRw69wH8ypKvSKFoE2KxGJquUx7YTWTsCFqliJSyaelnZ634U6YvFwfLsghPv41RHKW88V6CIJh1Kj9Sm7lRsk9FO5DJZMh1XocfShE7XpV+BlaBRNhQcQ9tRuNUfmQ/QSiJvf6OGfmh9Wv+zf98Bbvi87ufuWGWo/C///hVXLshza99+1VAxTwolpdYrCohLw/uJnzqJXR7as49jCr+2oNisUg4V3WYtzbeS9HxSYS0Oc2kLpRWir9753jugaVaiELRbtRlE/n1Oxt5XK1IP7sSqvi7mORyOdKjjyOFjjWwe04jhpFaN2W9Kv4UbUA8HidAwxrcTXT4AIaQVCoV1mciqvPXZti2TeBaxIcPUB7cg9Sq3b76Bhvgz58a4ol3TvPvP/4RLuuenckVNnT+8LM3EQ1VN9vr0uGLs3jFhxLTNInFYuTX342QAdHhJ+Z0/YyYSvbZDkxPT5MZf7LmBL2HguOTjoXRdX3J32vR4k8I8ctCiFeBK2qzfvV5v2PAq0u+IoWijchkMhTSV+DF1xE7+jCmaVIoFJqSfnbGq3/YJ5Xj57ITBAH5XI7U8H6cdbcQRDrmNGI4OW3RnQw3TjoVipUkHA5jGAbF/r1oboHI2BGEEKxLmMrwpc3I5/MkTlUln+WN9+N5HpFIBNOs5vRNFh3+8w/eZPcV3Xxu28C89+nvjPH1z9zA5WsTbOlZWgc/heKDpNNpivFNePFeYkOPzjm+Eq53/pThy4rhOA6u65I48RjO2hsJYmsouj5dqeU5qG6m8/eXVGf7vlv7Wp/3u1lK+dllWZVC0SZEo1EQGuWN9xEdOYRek35a1uKn8pmoiSZU5+9iYFkWZvZ9zPxxyhvvoZpOwyy5RDXmQXX9FO2BEIJ0Ok2u60YCM96QfnaGJSPTVuP3WLGySCnJ5XJkRvbjh1LY62/HdV0ymUzjmjfHCjhewC/evXnRPK69V63lkX+5UwW8K5adaqYolDfeQ2TkKTS3MEv6GTFqbp+q87dilEolQsVhQtPvYm28l4oXYHuSzsQKFX9SypyU8jjwBWA78FngZ4EvCiG+siyrUijaBMMwSCQSZPv2IIIKsRMHMAyjKemnpgk6YiEmVfG37OTz+apDFoLy4F4qlQqJRGKGEQNU7fPVvJ+inUgmk/jCwOq/m+iJfRgadMc0Co7K+msXbNvGd0rEhw9gDe4F3URKSTweb1xzbLIEwOY1s+WeCsVKEQ6HiUQiFAbumXcP05B9qs7fipHNZukYexKA8uA9ZMs2AB3x5ZGGtzLz9x3gk4AHlM55KBSXNOl0mmLq8qps4vjDhEIh8vk8QbD4KVlnPMSUcvtcVoIgIJfLkTp5AKfnBoJYdyPiYeZ1ktGsrWIeFG1FJBJB0zRKA/eg29OEJ15gbaLaEVJzf+1BsVgkMfEMWqVIeVNV8hkKhQiFQo1rjp0uETV11qbUHJ+ivchkMuSTM/cw546vNHL+lOHLiuC6LrZtkxjeh7PmWvzEOrK1pkFqmdQBrRR/fVLKz0gpf0tK+Tv1x7KsSqFoI+LxOBIobbqPyMhh9EqhaelntfhTnb/lxLIs9NwQoel3sM6RfJ57Kg9wuujg+gF9HbG5bqNQrAiappFOp8l230KgR4gd/xH9ndXfUeX4ufLUXT47Rg/gh9PY62/DcRw6OjpmyDuPT5bYuCa+qORTobjY1Pcw5U33z7mHCaucvxWlVCphlsYIn3md8sZ7ACg41UI8FVn54u+wEOLaZVmFQtHGGIZBPB4n37cXEXjETuxH13Xy+fyir+1KKNnnclMoFMiMPg5U5xoqlQqxWKxhxFCn3kXpU7JPRZuRTCapYGL37SB6/DH6MtXu0bHTi3/GKJYXx3HwrAKxEwewBu8BbbbkE+DYmRKb1qiDJUX7UTeWKgze09jDGIbR2MOoqIeVZXp6mo7xgwDVeb9KhQrVkZV26PztAJ4XQrx9juPnK8uyKoWizchkMhSSW/ASG4gde5hwOEwul1tU+qk6f8tL3YghNXIAZ83V+In1uK5LR0fHrGvrGX/K8EXRbkSj0ar0c3AvhnWartzrxE2N46cLK720Dz2FQqEq+fTKlGqST9M0CYfPyjsrfsDwVJlNa+IL3EmhWBnqxlKFRG0Pc/ShGeMrqvhbOc5KPvfjdl6Bl+rHdV2kWc0ATUWNRe5wfrRS/D0AbAXu46zj5yeWY1EKRbsRj8dBCEob7yMy8jRGpUAQBNi2veDrOuNhsuUKnq/kFMuBZVmI/AjhM69jDZ6VfJ6bvVWnbp2vZv4U7UY9UzS39nakZhI7/iPWpUxOnCkqx88VpCH5HNmHH+nA6b0Vx3HIZDIz5J0npy28QLKxSxV/ivYkmUwSSEl5031ERo9guNXCz7Kscwxf1D7lYlMqlTDtScKnXmpIPoMgwJXVgnzFZZ9SyqG5HsuyKoWizTBNsyr97N+LkB7RoX1omkahsPDJfFe8agiQVa59y0IulyMz+gQA5ZpcIh6Pz5J8QjXgvSNmEgstz0maQnEhZDIZHMLYG+4gNvQovckQYwUXx1GGUStFQ/J58gnKg/eAZiClJJmcmc93/EzN6bNbFX+K9iQSiaDrOsXB+6p7mBP7GuMr9agH1fm7+FSD3Q8ikFiD9zTyQ8te9dBvxWWfosrn6vEOQogBIcRty7IqhaINyWQyFBKbqST7iB17mEgkQjabXVD62Vkr/pT0c+lpuHyOHMDt2IqXHpyVvXUuJ6ctZfaiaFtisVjN9XMvRnGUW0JDTBS9pmaLFctDoVAgOf4UmmdR3nQ/vu9jGMYMySfA0Vrxpzp/inZF0zRSqdSMPUw4HK59vkhCuqYMXy4yrutiWRbJ4f1U0hupZC5rKAvylocmIB7Sl+W9W5F9/iFwB/BTte8LwB8s+YoUijblbFjq/URGn8Zw8/i+v6DrZ73zN1lUxd9SUy6XEaVTNbnEvfO6fNYZyVoq40/Rtui6TjKZJLvuTqTQucM9jO1JhsYnlfRzBZBSVk/lRw/gRzpx1t2M4zik0+lZjp7Hz5RIRYzGYZ9C0Y6k02n8IKi6fo4ewXBz+L6PbduETU11/i4yxWIR080RHn+O8uC9IARSShKJBHm7QipqLpt7cCvF3zYp5b8AbAAp5TSgPukUHxpM06zO5fTvQUif6NBj6Lq+YOB7Z0J1/paLbDZ7Vi5Rc/mMx+Ozgt0BcuUKJybLDHapzp+ifclkMrh6Arv3Vq7KPQlIRrL2orPFiqXHcRx8u0Ds5JOUN94LmkEQBLPyQ6Hu9KliHhTtTV36WRq8b9YeJmLqOCrk/aIyPT1Nx9gTCOk38kNN06ya8ViVZZv3g9aKv4oQQgckgBCiG1A9YsWHikwmQzG+iUpqYIbrZz0s9YN0xurFn5rbWUp836dQKJA6uZ9KaiOVzJYFJZ9//ewJXD/gUzduuMgrVSiaJxqNIoSgPLCXlDXM5eIk/8+zk3z/xRMEger+XUzmknzquk4kEpl1bb34UyjaGU3TqpLC2CCV1OCMPUzEULLPi4njONi2TXLoYSqZzVQ6L2/kh/qBZCxnL5vTJ7RW/P0e8G2gRwjxm8BB4GvLsiqFok2pu36WN95HZOwZDCe7YOB7R132qTp/S0qpVEIvnyYy9izlzfdT3xbPJfn0/IA/f2qI2zd3clXv7FN7haJd0HWdVCpFtncHEsF/2PwmU1bAv/nue+z+nQP82aFjlBxvpZd5yVOXfHaM7MePduGsvWlOl0+ommSM5iw2quJPsQqY4fpZ28P4vk9IF0r2eREpFouE7NNEJl6gtPljIAQFx+NvXplk528f4MixKS7vSS5+o/OkFbfPbwL/lmrBNwZ8Skr5N8u1MIWiHTEMg0QiQbZvL0L6xIYexTAMpqen57ze1DVSEUPJPpeYbDZLx+gBBJLS5o/hui6JRGJOyeeP3phgJGvxhe2bLv5CFYoWSafTOGYGZ+2N3FQ+xF997gr+17u7yUQMvvq9N7j9a4/xt8+fXOllXtLYto1v5YmePFiTfOoEQTDL5RPgxFQZKVGdP8WqIBqNous6hYF7ETIg6sDm4QAAIABJREFUNvQopmliaFIVf0vIfzvwPs8PTc3782w2S+fIPgCOde/lvz4xws/+z2F+65H36OuI8kefv5nf/onrl219rbh9/ndgXEr5B1LK3wfGhRB/umwrUyjalHQ6TSk+SCW9kdjRhwiHwxSLRTxv7hP5rkRYdf6WkEqlQrFYJDX0MG7nlXiZzVQqFdLp9JzXf+Pwcfo6otxz1dqLvFKFonXq0s/S4D2Ept8lUhhi92Vp/u8f38Lf/cqdbMhE+f397630Mi9pisUiyfHDaL5NedNHCYJgXsnn0dNVp09V/ClWA0KI6vhKbKC6hzn2CKFQCAOJpYq/JSEIJP/lkbf5oyeOzvlzx3FwHIfk0CMUO6/mJ//B5ntvTLHn8k6+/6UdfOuf3cF9V69D15ZvhrgV2ed1Usps/Zua4cuNS78khaK9aQS+b3qA8PhzGOVTBEFAuVye8/rOeIgp5fa5ZJRKJcziScJnXqN02ccWdPl8fTTHM8em+Nk7Ni7rB6lCsVTUpZ+59XcDEDv2UGMu54a+NB+/tpdjZ0oUbJUduhyclXwewIt246y9EcdxSKVSaNrsLdPxyVrMgyr+FKuEs9LP+wmPP4vhTBHSoeyoz5SloGB7+IHkmWNTc85qF4tFwoUhQpNv8lJyN44n+d0H1vNffuJ6rtkw9yH2UtNK8acJITrq3wghOgGVlqz40NGQfvbfg0A2NmfzST874yEl+1xCqnKJ/QCUN310QcnnNw4dJ2rq/JNb+y/2MhWK8yadTmOZndjrbiX+3vfRhGgcMF3TV90cvD6q8v+WA9u2Cawc0ZGDWJvuA6Hh+/6cLp8Ax06XWJMILaszn0KxlDSkn4P3VaWfxx4hYuqU1YHSkjBVru73pssV3j1VnPXz6elpOkf2IRF8u3IbnTGDy7ujcyoLlotWir/fAZ4WQvxHIcR/Ag4Dv708y1Io2ptMJkMp0ovT9RFi7/8A0zQplUpUKrM/PLviISX7XCJc16VULJIcehh77U34iV4qlcqcLp9nig7ffWmUT9+8gXRUbcwUq4d64Hvxso9j5ocInX4VwzDIZrNcs75a/L02Mn/EjOL8yefzpMYOo/kOpU33EwQBmqYRjc6dEXpsUjl9KlYXDelntA+343LiR39ANGRgVfx5x1cUzXPuYf+RY5MzfuY4Dq7jkDj+MHbvrTw+EeHatRE6OjoualRMK4Yvfw78I2CCquHLP649p1B86IjFYtW5nM0fIzz5BmZ+CKhKEj9IZzzEdNlVVu1LQLFYJFo4Sij7PuXNZyWfsdjs/L6/OlKNd/i5O5XRi2J1oWka6XSa6d67CfQw8fe/RzgcplAo0BkzWJeKqOJvGZBSks1mSY/sw4v14PZcv6DkE6oxDxu7VPGnWF2kUqmqmmDzA4RPvcx6eQrXD+bcwyhaI1s+t/ibafpSLBaJZt/GzA8xsu4+zpQ8rl0bnldZsFy0YvgSBm4AUkAX8ONCiK8s18IUinbGMAySySTZvj1IBLGjPyQcDjM1NdvdqTMewg8keSWpuGCmp6fpOPkYUuiUN96L67okk8lZkk/XC/j/nh7i7su72dKTWKHVKhTnTyqVoqJFsQZ2Ezv6ECLwkFJSKpW4ZkOa15Tsc8mxbRtp54mNHKJ8juRzPjOpouNxuuCwqVsVf4rVRT3wvbDxPgC2WY9T8Zl3fEXRPPXO382DHRw5OtU4pD47T/wYUjPYr91eva4veVEln9Ca7PPvgU8CHlA656FQfChJp9PYZgfOuluIH/0BpmFg2zauO1Pi2ZVQWX9LgeM4OLZFcugR7A13EEQ75w12/+FrY5wqOHzhzo0Xf6EKxRLQkH5u/ji6kyU6chDTNKvSzw0p3j9dVJl/S0xV8nkQEVQo1ySfuq7PK/k8fqbm9Kk6f4pVRl36WTLX4PTcwC3Fx3H86uHSB/cwitaYrnX+Pnr1Os4UHY7WPiccx8G1LRLHH8Hq28HTE4LOqM61G9deVMkntFb89UkpPyOl/C0p5e/UH8u2MoWizTkr/XwAM3ccc+othBAUizMHfDvjYQBl+nKB5PN54lOvYxRHKW3+WGMWZy7J558eOs7mNXF2Xt69AitVKC4cTdOqge9rbsaPdBJ/73uEQiFKpRJXrUsgJbw5prp/S0UQBExPT5MZ2Y8XX4fbfR22bZPJZBaUfAKq86dYldSln6XNH6PXPcZGf6i6p1HSzwtiulzB1AV7r+oB4MjRqiIsl8uRmHwFo3yK0qYHeHGkxHXrIhdd8gmtFX+HhRDXLttKFIpVRt31c7r3LqRmEH//Bw3pZ73ND1XDF4DJorNSS131SCmZmpqi4+RjBHoYa3APjuOQTqfRdX3Gtc8PTfHycJafvXMjmop3UKxi0uk0vhSUNz9AdPhxNLeAlJJN6erv/Ktq7m/JKJfLSCtLdOQw5Y1VyWcQBAtuzOrF32CnKv4Uq4+G9HPgHgI0Pq4dRjdDSvp5gUyXXDpiITatidOdDHPk2CRBEJDNZsmcfJTAiPJO6g6mLI9bBtKEQqGLvsZWir8dwPNCiLeFEK8IIV4VQryyXAtTKFYDHR0duHoCe8N2Ysd+iKFruK6L45wt9Aa7YuiaUNbsF0C5XMZzbeJDP8Lq34k043PO4kgp+doP3mJNIsSnb+5bodUqFEtD3ZI9v+ljCN8ldrwayBzyLbqTYV4bUZ8pS8X09DQdp56qSj43fxTf9zEMY8FZnONnSqxPR4iG9HmvUSjalbr009LiDCVv4se0wwRo2LY9Yw+jaI2pWvEnhOC2TZ0cOTpFuVzGd23iQ49iDezm+YkAgJ1X9q7IGlsp/h4AtgL3AZ8AHqx9VSg+tNSln8VND2CUJghPvIAQgnz+7KYsGTG5dkOaw+9PLnAnxUJks1nSky+h21OUz5F8fnAW5wevjvPc0DT/6t4rSIRVDKlidaNpGplMhkLiMirpTcTf+x6maVIul/nIuoRy/FwiKpUKhUKB1PA+vMR63DXXYNv2ovbrR8+UVLi7YlWTTqcJgoB319zDgHYafeLlOcdXFM0zXXbpiFfjpW7f1Ml43ub1E6dIn3kO3c1TuuzjvDhSZE1M58q+rhVZYytRD0NzPZZzcQpFu9OwZF97B4ERJXb0h0QiEaanpwmCoHHdnZd18fJwlqIyaGgZz/PI5/NVuUQoidW3Y85ZHLvi87UfvsmV65J8RoW6Ky4R0uk0gZSUtnyCyMQLGMVRhBBsXRPh3VMFLNdf6SWuegqFApqbJzp6mPKm+0EIpJQkk8kFX3dcZfwpVjnhcJhQKMTxzh040iR1/KE5x1cUzTNdrtBZG/fZtrla3D393hkyQw/hh9NYvbfz4kiJm/tTmObKZBC30vlDCHG9EOKLtcf1y7UohWI1kU6n8UQIq38XsWOPoIsAz/Mol8uNa7ZvWYMXSJ49NjsKQrEwxWIRKhaxoccoD+4FIzznLM43Dh3n5LTFrz/4EXQ166e4RKhvzvKD9wMQf//7RCIRNsQCAglvjivp54VQnyfumjiECDzKG+/D8zxCoRDhcHje102XXLLliir+FKsaIQSdnZ34eoTHghvpHH4EQ6t2wy3LWunlrUqmSy6ZWLX429qToCNq8P7oBLET+ylf9nGG8gFZ22f71pUzpGsl5+9XgW8CPbXHXwghvrRcC1MoVgv1uZzi5o+iO1kiI08RCs0cmr55sIOQoXH4/TMruNLVydTUFJ2nnkarlCht/hi+78+yXz9dcPiD/e9xz1U9bN+yZgVXq1AsLUIIOjo6KJld2OtuIf7e99E1jc2ZqqxZST8vjPp8U/L971FJb8JdczWO4ywq+Tw2WXP6VMWfYpWTSCQwNfiufychZ4rw2LPouq6MX86DIJBMl106a8WfEIJr10XpP7UfEVQobv0Uz58sACs37wetdf5+HtgmpfyKlPIrwO3ALy7PshSK1UN9Lme682b8UIr40R8QCoUoFApUKtVg94ipc/NAB4feU3N/reA4DrZtkzr2fbx4L876bdi2TWdn54yN2e/+6G3sis+vfeyqFVytQrE8JJPJasD7ZQ9i5o8TOvMaa5MhMhFDFX8XSC6XI1IaIXLqRYpbPwVCEAQBiURiwdcdO10t/tTMn2K1EwqFSMej7A9uoKLHiB/9AZFIhFwuh+epUZVWKNgegYSOmuzTdV2u6jK539tHOX05la6reH64wLpkiIEVzAdtpfgTwLnDBX7tOYXiQ08qlSIQOtbGe4kO7UPzrFlD03de1sUbY3mmVd5f0+RyOUzrNJGRw5S2/hgIbdYszptjeb717DA/c8dGNncvvGFTKFYjoVCIWCxGbsMuAj1M/L3vEYlEuKzT5NWTqvg7X3zfJ5vN0jX8EFLolLZ8gkqlQjQaXVDyCdV5P10T9HfMzhlVKFYbazpSOIQY7dlFbOgxhO8ihKBQKKz00lYVU7WA945YdZavUCiwPTHKddoxXuq8n0BKXhm3uH1z50UPdj+XVoq/bwBHhBBfFUJ8FXga+JNlWZVCscqIRCIYhkF+84NontWwZJ+cnGwMTd+5pTr4+9RR1f1rhnroctfJRxBIils+ied5mKbZ2JhJKflP//AGqajJr+7dusIrViiWj46ODmzCWAO7iR39AZr0uKwzxLunitgVZfpyPpTLZXzPJfH+97D7thPEunFdl87OzkVfe/RMib6OKCGjJesEhaItySSrB6dHu/eiuQWiJw8SDodn7GEUizNVO9zviIeQUjI9Pc21uX1UpM53/O28f7pE3gnYvrVnRde56KeWEGKLEGK7lPJ3gS8AU7XHl4HvLfP6FIpVQX0uJ5e6kkpqkPi738E0zRmZf9f1/f/s3XeYXHd96P/3aXOm1+276pIlWdLKRe70ajDYptkJLSEQckMSQu4lkJCEC+GmQ0LglwKXSzcQAsEGbDAlxti4NzVbsrTaXW0v08uZmTPnnN8fZ2ek1RZppZV2V/t9PY+eB7Qzs9/18+js9/P9fkqUgEcRdX9nqFQqUTNNQj3fp9y2Byu8hkqlMi3l82fPjfOro0k+8PItRPxL0zVLEC6EQCDgZhNsuhmlksV3/Bdsaw1Qsx0Oj4rT+bORSqWIJp9BLY1T2HIrjuPgOA6BwOnTsfomRadP4eIR8Lq/P3t83Vi+BIGjd6GqKtVqlXK5vMSrWzkyUzd/cb+HSqVCtVwi3HsPT3uv5ldjKo8fdxt0XbtxaUY81J3JkdWngRyA4zhPOY7zGcdxPgOkp74mCAJTdTlAccsteEefRM0NIMsy2ayblqUpMldviIt5f2conU4TyjyLljtOccstgHvTd3Itzr/f38OGpgBvu3bdUi1TEC4IVVUJh8Nkm66g5m8hePQuLm1305+f6RfPlIWqVqsUCgWifXe77dfXvBjTNPH7/adtv+44Dr2TRdYvYc2OICwmr6oAUKo5FDffjG/gl8ilCdH4ZYHqN3/xgIdsNkt49GGUcoqBrtcxlK3yi2MFOqNe1sSXNl38TIK/Vsdx9p/6l1N/t37RVyQIK1S9JXt2/WtxJJnA0btmzPy7YXMTxyaKjGbFSdp86kOX4/33YKs+SutfhWma6LreSPksVGo8M5Dhtbva0BSReiVc/KLRKDXb3Zx5Bx+kS8kQ9Mg8LYK/Bcvn86i1Av7j/01p002geKhWq8RisdO+dyJfoVS12Ngsgj/h4uDV3N+hpi2R3XwrkmMRPHInuq6Lxi8LkJ66+Qt7FTKZDLH+e7B8CcJbXwLAockK129a+o7kZ7Jjis7zNd88XxOEVaWe+llSo5Q7riNw5PvIklu7Viy6neGu2+Re9YvUz/kVCgVkq4y/915KG16No/ln1OI80ZfCsh2u27j0D1JBuBDqY2VyG1+P5NgEen7I1mYfB4dzjQMm4fQcxyGZTJIYug/JqlLYciu2bSNJ0mm7fIJb7weImz/hoqFr7s2f4tEp6m2U264iePi7yJL77+Xk5nXC3FJFE02RkK0qFCfwDz5IcdPr2dQSwqe55Sr1feBSOpPg7wlJkmaMdJAk6T3Ak4u/JEFYuYLBoBvsbbkVtTiCPvwomqY10ia2t4WJ+TUx8mEe9Y1ZbOQB5FqJ4km1OCdvzB4+lkRTJK5cd/qTekG4GNTHyhS9bVRaLiN45E4uafbSm66QLRSXenkrRqlUolarETr2farxrZiJ7ZTLZaLRKIqinPb9fZNixp9wcanf/KHo2LZNYeubUAtD6MOPisYvC5ApVYn5Pe584sGfIjk1CltuRcZhR4sXWPp6Pziz4O8DwLskSfqFJEmfmvpzP+7cvz88v8sThJVF13V8Ph+5jhdge0IEj9yJx+OhUChQrVaRZYnrNiV4uGdSPEjnYBgG1WqVyLEfYIbXUmm9gmq1SigUmlaL80hPksvWRPF5Tr9ZE4SLRTgcdjdnW25Fy/byAm8vNRue7hlZ6qWtGKlUCn+hD33yIMUttwLu2IdodL5EJ5fjOPz3oXF0VaYjKpKfhIuDR5GRJLCQ3DnFXS/B0iMEn/8umqY1Zu4K80sVq0R9KsVCgcixH1Jp2kUttolKpcLtV3TwtmvWLovnxmmDP8dxxhzHuR74ONA39efjjuNc5zjO6PldniCsPIlEgnINihtfi6//58jV/LR5OddtamI4W6YvWVrilS5P6XQarzGKd/RxiptvAUmaUYuTL5vsH8ouixM0QbiQvF4vHo+H3JqXYyterszeC8Azx9OiLucMVKvVqXriH+HIKsVNN2GaJl6vF6/Xe9r3/+svevjJs2O8/+VbUGQx6li4OEiShK7KVGq2O1amBsVNr8ff/3NkI4Usy2QymaVe5rKXLlUJ6TK+zGE8maMULzlxuHTT5Wv5qzfsWuIVus64S4LjOPc5jvPZqT//fT4XJQgrWTAYdIO9zTcjWxUCvT+eljZxg6j7m5NpmmSzWeIDP8ZBorj5ZizLQlVV/P4T3bEe70thO3CdCP6EVUaSJBKJBIatYqx/JS2DPyXhqXE0WRF1OWcgl8shORaBnh9irHkxtjdGpVIhkUicdujyTw6O8smfHOaWyzp430s2XaAVC8KF4dUUyqZFKBRyswsueSOSXSNw9Ad4vV4ymQyWJWaKziddrOKTbRLHf4yt6BQ33NiYT+zzLf2NX51okScIi0xRFKLRKLnAJqrRzQSOuPNyarUapVKJDU0B2sJeMfJhFrlcDgmH4NEfUO64FivYRrlcJhaLIcsnHlePHEvhUWSuEPV+wioUCrkjHvJbbkE2C7wt9AzH0iaTkyKdfD62bZNMJolPPo5STlFcQKOXQ6M5PvAfz9DdGeHv3tR92kBREFYar+oGfx6Ph1AoRDGwlkrLboLPfwdZkkTjlzOQLFaJayaB3h9hrHsZjh6eMZ94ORDBnyCcB9FoFGuq8Ys+sQ81cwxN00ilUkiSxPWbEzzck8S2xUatrt7oJZLej1oYbtTiOI5DOBye9tqHe5JctjaKVxP1fsLqo6oqkUiEbHQntWAnr3fu41iqQqlcwTCMpV7eslUsFrEsi1DPXVi+BEbXC6hUKkQiEVRVnfN9yUKF93zlCUJelc+/c4947ggXJa8mUzbdrsHxeNydhXnJm9CyfehjT6Hrujhgmodl2WQNkxfVHkKp5ihsfUujWV39wG65EMGfIJwH9fqR7LpX40hKo/FLLpejWq1y/aYmUsUqh8fyS73UZaNYLFKr1Yj03IntCWGse9mstThZw+TgcFakfAqrWiwWw5qa+be59AxN1gQ96RrJpMgomEsymcRfncB3/H4KW94AsnraRi/Vms3v3vEUE/kKn3/HHlrDp68LFISVqJ72CeD3+1FVlfzaV2JrQYKHReOX05nMFbEduCF3D2Z0I5W2PVSrVQKBAB6PZ6mXN40I/gThPKjX5ZTkIMaaFxI4+gMkx0JRFLLZLNdP1f396qio+6tLJpN4azn8fT+lsPkWHNXbSJc42eO9br2faPYirGY+nw9N08huuAkJh9u0B/hlf4l8Po9pmku9vGWnUqlQKpWIHfkOSDKF7befUS3OX/7wII/1pvj7N3eze83pu4EKwkqlawrlmnvzJ8sy8Xicsi1T3HQTvr6fIFWyKIpCKpVa4pUuT/0jk+ySjtFeOkR+2+2NZnWn7mGWAxH8CcJ5Um/8Uth0C4oxiW/wQXRdJ5VK0RbW2dAU4JFj4pQe3I1ZsVgk1n83kl2jsP22RmrJqbU4Dx9L4lFlLl8rNmLC6lU/YCpoCcrtV/NWzwPcfzSD7bi1s8J0mUwGxSoTOvI9SutfiRVoO22jF8t2+NZjA9y+Zw23XNZ5gVcsCBeWV5UbN3/gjpWxLIv8JW90m9f1/NDNaMpmxQHTKWq1GoMTGd6u/Iya7KW4+fXYto2iKAQCy28eqAj+BOE8qdflpFuuoeZvIfjsN1AUhVqtRqFQoLsrwnMjIu0T6h34bEKH/pNy+zXUIhvmrMV55FiSK0S9nyA06kgKW26lxRple3UvzyYtJicnsW17iVe3fFiWRSqVomnop8jVPPkdbzujWpzJQoWa7bCrK3IBVysIS8OrKVROCv50XScYDFIKb6aSuJTg4e9SPyapj64SXIVCAaOQ4WblIUa6bsTxhGZtVrdcLL8VCcJFJBqNYjkShW234xt+GDXd0xj7sKUlyFDGoFhZ3bO56h34YsknUIsj5LffDrgnaafW4mRKVZ4dyXHdxqalWKogLCuaphEKhUi3v4iaN8Zva/dy37F8o7Ow4CoUCji2Rfi5b1Bp2kG1eXfjcEnTtDnfN5J1a5vaI6LOT7j4ndzwpS4ej1OpVChsuw1P+gj62JN4vV7R+OUkjuMwOTnJurGf4pOqpC+5DXD3Nqc2q1suRPAnCOdRvS4ns/lWHMVD6Llv4PF4KJVKrIvpAPRMrO7WyYVCAdu2iRz+NjV/C8bal2BZbn3kybP9AB7tTeE4cN0mUe8nCDDVlc+WKW67jRdJT9N37DDIqmj8MqW+MYumnkbL9pG/9G0gSbMeLp1qJON2Tm0TwZ+wCng1hXJt+hy/QCCAoigUNtyIpUcIHbxj2ugqAQzDoFopc+nYXTxpb0FruxTTNPF4PNOa1S0nIvgThPOoMZBZClDceJPb+GWqaLrV656wPT+2eoO/+sbMXxnDO/QQha1vBlmjXC7POhfnkWNJdFVm9xqRhiUI4Hblcw+Y3gSSwlvsH/PUqDvwvVKpLPXylly5XHbTrw5/C8vXRGlq6LKqqjMOl05Vv/nriCyf4cyCcL7U5/ydTJZlYrEYJRMKW9+M7/h/o+SHGqOrBLdZXTj5NPHKIN+wX4lfk6lUKjQ1NS2r2X4nE8GfIJxnoVAIx3HIXfpW5JpB8Pnv4fV68dslPIrEkfHVmztf35jFj90FkkzxkjfiOM6c6RIP9yTZsz6Grop6P0GAkzoLK2GKG17Nber9/Or5EWRZJpPJLPXyllwymcRXGsI3+CD5bbeBop3xxmw0V0ZXZaL+uVNDBeFiMVvaJ7jlK47jUNj2a4BE6NB/TBtdtZpVKhVyuRyxnu9RkMM8pF2P4zhIkjSjWd1yIoI/QTjPNE0jEolQCKyn3LaH0HPfRMZGlmBd3MfRVXzzl0qlUKkReP57GOtehhVopVqtEgwG0XV92mvTxSqHRvNcu0GkfArCyeoHTIVL30oQg87Bu7EVD+l0GsuyTv8BF6lKpUI2m6Xp2H/hyBqFbW/Btm0cxzmjWpzhjEF7xLtsT+8FYTGdPOfvZLqu4/P5MDxxSuteTvDwd5BrRmN01WqWTqfRK0n8x3/BL3yvxOvzUS6XiUajM5rVLSci+BOECyAWi2GaJvlL345aGMZ3/Bfouk5nSOHI+OoM/qrVKtlslvjIL1EqGXcuztTfNzXNbOjyaK9bwyTq/QRhOo/HQygUohDZSjq6k7dLP+ZXvTls26ZQWJ3PF3DHO6i1EsEjd1Hc+BpsXxOVSuWMN2aj2TLtIuVTWCV0TaFSs2dt5JJIJKhWq+R3vB25mifQ88PG6KrV2lnYNE23i3D/3eDY3KW8kqhXxbIsYrHYUi9vXiL4E4QLwOfzoes6ufYbqAU7CD17B5qm0RVSGEiVMKqr73Q+nU4jSW4KiRlZT6X9amq1Gh6PZ9ZanId7kvg0he4uMd9PEE4Vj8epVqvUdr+DDfIYyYM/R9f1VduVr1arkUqlaB78MXKtRP7Stzb+/kw3ZiPZsuj0KawaXs0NCSq1mcFcIBBAkiTKTd1UE9sJPXsHiiw3RletRtlsFsmxCD7/XcpdN/C82UxIl/D5fMu20UudCP4E4QKQJInm5mbKVZP89l/HO/oEWvIQG5v8OMDRVVb3V9+YRUp96BP7KGy7HSSJcrlMc3PzrGlWjxxLsWd9DI8qHluCcCq/34/H4yG/5qXk1AQvyNxJsSZRqVRW5UyubDaLY9UIHfoW5ZbLMZt2YJomXq/3jDZmlu0wliuLTp/CqlGvpZ8t9VNRFOLxOEa5TP7St6NljuEdfhiv18vExMSqO2CyLHeeamL8V6jGBPltv0a2XCOoSbNmLi03YhclCBdIMBhEURRym27BVn2Enr2Dzc0BAA4Orq6uWfU6gfDh/8RWvBQ234xt2+5N4CxDl1PFKofH8ly7UaR8CsJsThwwWUxuvo0XyvvZe2Avuq4zPj6+qjZntm27G7PJx9Dyg+R3vA1wG0ydaQe+5NSA9/aoSPsUVof6zd9sTV/ALV9xHIfChldjeeONDKZyubzqDpjy+TxWrUbk4Ncww2spdd5ArmwR9irLutFLnQj+BOECURTFHfuATnHz6wkcu4e1ehFVhv39E0u9vAumvjHzU8LfczelTa/F0cMYhkE8HkdRZnby7J1000ou7VieA1MFYTkIhUJIkoR62W1U0Ugc/haapq262798Po9lWUSf/Sq1YCfGupdj2zayLJ/xxqwx4D0sbv6E1cE7dfNXqc1ehuLxeIhEIpRNm8K22/AN/BI124/X611VB0yO4zAxMUEsfwh98gBggjfBAAAgAElEQVT5He+kYILtQHs8jCwv/9Bq+a9QEC4ikUgE27bJb/91JKtK9Mh3WRPROTpRxDCMpV7eBZHP590By4e+iWRVyO38DRzHwXGcOYcuD6bd/zZd4hReEOZUT80qOj6ejb+cl1TuYyI5uao2Z47jMD4+Tjh7CH38GXI73wGyOu/h0mxGsmLAu7C6eLV62ufcDVzi8Ti1Wo38tttxZJXQc99cdQdMxWKRarVK9LmvYelRiltuJmvUAGiPz8xcWo5E8CcIF5DH4yEcDpP3dmJ03kDo2Tu4JAoDuRqTk5NLvbzzrn5i5pdNQs99C2P9K6hFN1KpVAiFQjPGO9QNZ6ZO4UXwJwjzikajbgr15e/EL1XIP/6NVbU5KxaLmKZJ/NAdWJ4wxS1vaMwOnetwaTaNAe/imSOsEifSPuduQOfz+QgGgxhKiNKGGwkcuROpWlg1B0z1PUywPIz/+C8obP81HNXHZN59XjRHZjarW45E8CcIF1g8HseyLLKX/Q5KOcWb7B8zmjeZSGWoVCpLvbzzqlQqUalUiB39L+Rqnmz3uwG3ZXIiMXc933DGIOLTCOrLd26OICwHuq4TDofxtW7hMambK0a/jWSWVs3mbHJykkBlDF//zylsvx1H82OaJoFAYM7DpdmMZt0B7zEx4F1YJU7c/M3ffbypqenE2AezSPDQt1fNAVO5XKZUKpE4/E1sRSe//dcAty8BQNzvWcrlnTER/AnCBVZvA1yM78TovJ4Xpf4Tr1NmtOhc9Ld/k5OT6LJN6ODXMDpvaHTgqw+RnctwxhAn8IJwhhKJBKZp8qP4OwjbWYLPrY7aP8MwKJVKxA9/E2SV/HZ3vEOlUpn3cGk2w1NjHsSAd2G1aNz8zTLq4WR+vx9d1ylGLsHovJ7wgS+vmgOmyclJvLUcgZ4fUNx8M7YvQa1Wo+hmfRIPiOBPEIRZSJJEIpGgXC6Tvfx9eM0M71R+wnDRIZO5eG//yuUyhUKBeP8PUcopcrt/u/H3c413qBvKGHRGRe2NIJyJ+lxRs6Wb++1uQvtPbM7GxsYu2s1ZMpnEY+YIHLmT4ubXY/ubsCwLVVUJBAIL+qzRrCHq/YRVZb5RDyerdxauVCpkL38fSjlNcBXU/hmGQS6XI3Hse2CZ5He+A3D3MKbsZhXERPAnCMJcQqEQqqpiJHZS6ryB96o/ZCSZRlEU0un0Ui/vvJiYmECVHML7v0S59QoqbVdiWRaKcvrWyG7wJ27+BOFM1Ddna0IK/2S+GbWSJvSsW/tXrVYvys1ZqVQim83S1HcX8lQjKXA3bE1NTQvuwOcOeBfPHGH1ONO0T3D3MIqiYCR2YnS9gPD+LyGZxYv2gMlxHMbGxtzMpUPfwlj7EmqRDViWhSRJGLaCpkgEPGfWUGqpieBPEJaALMuN27/cFb9HXCqwdei7eL1e0uk0pmku9RIXValUck/Mhn6GWhybduvX1NQ0bwe+XNkkX66JtE9BWIBgMMjGuM4zzmaOR68hdODL0zZntj1/atdKMm1j9ty3MNa8mFp0Y2NjFolEFvR59tSA93Zx8yesIvW0z8o83T7rZFmmqampkcGkVLIX9QFTPp+nWCwS778HpZIlt+tdwInMpaxRI+b3rJg0cRH8CcISiUQiOI5DObGDZ/Q93Jj/L5RaCUmSmJi4eOb+OY7D6OgouqYS2f9FqontlDtvaGzMTteBbyQjuu4JwkIpisLODW1ossT3I2+bsTnL5XJLvcRFk8/nKZVKxAZ+4qaUT936lctlWlpaUNWFNYqaLFYwLUcEf8Kq0rj5m2PO36nqhyrlxA6MNS9y08unOn9eTAdMtm0zOjqK16MROvhVKs3dVFsuw7Lc/07RaJR0qbpi6v1ABH+CsGQ0TSMej2MYBo92vYswBfwHvo7P5yOdTlMqlZZ6iYsil8thGAbR4fvRcv1ku98DktQ4MTvdxmw4487bEsGfICxMIhZlTUTj/tJ6jDUvbmzOfD4fY2Nj1Gq1pV7iObMsi9HRUXxenfCBr1Jp2kGlbU9jY7bQWz84ceDUJtI+hVVkIWmfAKqqNvYw2cvfh1LNEXr2DjRNwzRNMpnM+VzuBZNOp6nVaoRHHkDLD5Lb9ZuNPUz9cCldqhJdQZ2BRfAnCEsoHo/jOA5q+y5+al1B+OBXkc0Cuq4zOjq64k/OTmzMvIT3/l/MyAaM9a9YUDrW0FTwJ2r+BGFhPB4PW9uCHJs0yFz+u1Obs6+jqiq2bZNKpZZ6iecsk8lQq9UIDT+Ilusjv/M3Z2zMFqo+40/c/AmriVetz/k7831HLBZzM5ji2ymteQnhA19Bqubx+XyMj4+v+AMm0zSZmJjA59WJ7P2/mKEujLUvm7GHSRXFzZ8gCGfI4/EQj8dp98Ona29CM/OEDn4dj8eDYRgr/uQslUph2zahoV/iST9PrvvdIMlnfOsHbvCnKRItoTOf0SUIgmvXmgRJw2LCv4XS2pcQPvBVpEoOn8/H5OTkiu4ubJom4+Pj+L0eIk99FjPURemkw6WFDHU/2WjWPXASwZ+wmqiKjCpLZ3zzByf2MO7t3+8iV909jKIoOI5DMpk8jys+/+rrD/fejSf5HNkrfh9kZcYeJlMyia2QGX8ggj9BWHLxeJzOsMZzbOC50PWED34NqZLF7/czNja2Ypu/VKtVJicn8WsQe+zvqUY3Udz02gVvzIYzbst1WV4ZhdSCsJxs73T/nR0ezZO9/H3u5uzZO5BlGVmWV3R9cX3t4aN34kkfJXPV/wRZxTAMmpub520kNZ+RbBmPKq+ok3xBWAxeTVnQzR+4exiASnwbpbUvndrDrPwDpnK5TDKZxK86RJ74DJXmbkobZ+5hbNshXaqK4E8QhDPn8Xhoa07QHtK4w/vrSNUCkWc+h6IoSJLE+Pj4Ui/xrExMTLgPyP3/D7UwTPq6PwNZW/DGbDhj0CFqbwThrGxrCwFwLFWhEttKae3LCB/4KrIxic/nI5vNrsj6YsMwSKfTBFSLyFP/QrntSox17q2fLMtnfesH9TEPYsC7sPp4NfmMG77U1W//6p0/5Wqe8MGvIcsyqqquyMHvjuMwPj6OpmlEDnwJ1Zggfc0fgyTN2MPkyia2s3Jm/IEI/gRhWYjFYqyLajxQ6KB4yRsJPftN1GwfPp+PTCZDsVhc6iUuSKlUIpPJEKqOEd7/ZYqbbqLSftVZbcyGM2VR7ycIZ6kt7CXsVRkru+nWmav+CMmqEHvsH5EkqVFfvJI2Z/XRDh6Ph+i+LyCX06Sv/tCsG7OzMZot0xYWKZ/C6qOryqxpn5OFCk/2zz2DOBaLYds2ldglFNe/itCBr6AURvB6veRyuRV3wFQoFMjn8wRqaUL7v0xxw2saHT5P3cOkS252VjwgGr4IgrAAbmOGCIOZCpOX/R6OqhN9/FONzdnIyMiKaf7S2JhpGvFH/xZH0Ulf9UGABW/MapbNaK4sOn0KwlmSJImtbSH6Mya2bVMNrSW36zcJ9PwAffSJRn3xShr9kM1mKRQKBCrjhA5+neKWmzGbLl2UWz+A4awh6v2EVUnX5Fnn/P3TT5/nts89zP7B7Kzv83g8jdnFmas/CI5D7NG/W5F7mFqtxvDwMF6vl+gTnwYgc9UHgNn3MKliFUCkfQqCsHA71zZhOdBbDpDrfg/+479AH34Ej8dDpVIhnZ771G05SaVSlEoloiO/xDf0EJkrfh/b34RlWSiKsqCN2Vi+gmU7IvgThHOwtS3E8+OFRmpWbvdvUwt2EHvor8A28fl8jI6ONsYjLGeVSoWRkRECgQDRx/8RR1bJXvl+wN2YtbS0nNOtX2PAu3jmCKuQd46bv6ePZ7Bshw99dx+mNXsQF4/HsW0b099K7rLfwd//c7wDDzT2MCvlgGlychLbtgmknyNw7B7yO9+JFeygVqvNuodJi+BvbpIkeSVJekySpL2SJB2UJOnjU3//+5IkHZUkyZEkqWmW910lSVJNkqQ3X6i1CsJS2Nbhtgw+Ml4gt+Md1IKdxB79B7AtAoEAY2Njy75wulwuMzo6StAjEXv076jGt1HYfjuw8Fs/ODHjrzMmNmKCcLa2toXJl2tUFD+2bWPJOulrPownc5TQwW80Rj8s9858tm0zMjKCLMv4x5/C3/8zct3vxvK3NDZmZzPX72TJYlUMeBdWrdlq/oyqxeGxPLvXRHluJMfnf3ls1vdqmta4/cvt/A3MyHpij/wN1CqNBnbLffRDqVRym7z4fMQe/TssXxO57vcA7h6mtbV1xh4mVXKDv5XUIOpC3vxVgJc5jrMbuAy4UZKka4FfAa8A+k99gyRJCvB3wE8u4DoFYUlsag4iS9CfrmDLGumr/ghP+nkCR76HLMtomsbQ0NCyTZ2wLIvBwUF0XSe27/OopXFS1/8ZyCq1Wg1VVWecmE3kK1TmKS5vBH9RsREThLPVaPqSLDc2Z8bal2KseRGRp/8VpTiGz+djYmKCfD6/xKudWzqdplgs4tM9xB77B2qBNvI7fwNwN2ZtbW3ndOsHMDI15kHU/AmrkVdTZqR9HhzOYtkOf/DSzdzU3c4//+wIR8dnf07UZxfbkkLquj9Dyw8Q3v9FFEXBtu1l3fzFsiyGhobwer0Een+MPrGPzJXvx9H8VKtVvF7vrIdLmangTzR8mYXjKkz9X23qj+M4ztOO4/TN8bY/AL4LrMx2h4KwAF5NYW3cz6jhNi0w1r+KcusVRJ/8LFLVHfxeLpeZnJxc6qXOanJykmq1SqB4nNCBr1HY8gaqLZcBJzZmsnzikeM4Dq/9zAP888+OzPmZ9QHv7aLbpyCctUta3ODv0Gj+xObMcUhd8yfgWEQf+wdkWcbn8zE0NES1Wl3iFc9kGAajo6MEAgECR7+PJ/kcmT0fwFG9VKtVfD4f4XD4nL9PfcC7SDUXViOvpsy4+XtmwJ033L0mwsdevwO/rvCh7+zDsmcGcfXbP8MwqHRcS3HDjUT2fQE1N4Df7yeVSpHNzl43uNSSySS1Wg2PVCP6xKepJrZT3HwzjuNQqVRoa2ubtQNwqmiiKRIBz7kdPF1IF7TmT5IkRZKkZ3CDuZ86jvPoPK/tBN4A/NuFWp8gLLXNLSGOZ0xkWaZmWWSu/mOUcorwvi8A4Pf7mZiYWHads4rFIpOTkwR8XmIPfQJb85PZ4xZIVypuykcoFJr2npxRYyJf4dHe1JyfO5wxiPo1Avrph8ELgjC7iF+jPeLl8GgOTdNoamqiVCphhdeQ6343gd570YceRlVVJElieHh4WWUY1E/kdV1HreaIPnli5tbpNmYLNToV/LWJtE9hFfJq8ow5f88MZOiM+mgJeWkO6Xz0dZfy1PEMX3u4b9bPiMVigJumnbn6gziSSuyRv0ECAoEAw8PDlMvl8/uDLJBhGExMTODz+Yg+9inU4gjpaz7cGOgeDocJBAKzvjdddGf8raTRMBc0+HMcx3Ic5zKgC7hakqSd87z808CHHceZ9zeQJEnvlSTpCUmSnljJw2oFAWBLa5C+ZJGmllYMw6DavJPiptcTPvBVlPwgsizj9XoZHBxcNs0ZarUag4ODbkrEgS/jHXuKzDUfxva5Nwymac66MRueSq86OJylNkcB+VBazPgThMWwtS3E4TE3+SYej6OqKqZpktv1W5ihNcQf/muw3Bu0Uqm0rIa/T0xMYJqm20H4ob9ErmRIXf/njdEOkUgEv9+/KN9rOGvgUWTiK6h5gyAsltkavuwdzLB7zYl0xzdc3smLL2nm7+89zEBq5kG0pmm0tLRQLBaxAq1kr3gfvsEH8B3/bxRFQdO0ZbWHqdcS67qOf+hXhA79B7kd76TSdiW2bVOr1WhpaZnz/elSdUXV+8ESdft0HCcD3AfcOM/L9gDfkiSpD3gz8K+SJN06y2d93nGcPY7j7Glubj4v6xWEC+WS1iCm5TBZkQkGg27b5D1/iCOrJB78GNgWmqZhWRZjY2NLvVwcx2nMCPPnjhJ5+l8orX8lxc2vB9zTtGg0is83M4Cr19aUTZsj44UZX4epGX+i2YsgnLOtbSF6xguYlo2iKLS3t1Mul3EUD+nrPoKW6yP65GcBN8NgcnJyWXTny+fzbgMGv5/A0R/g7/sp2ct/DzOxHdu2sW173o3ZQo1my7RFvMjyyjnFF4TFomvKtJu/ZKHCQMpgd9eJen1JkvirN+xEAj7yvf2z1vDFYjF0XadarZK/9K1UY5uJPfJ3SGYRXdcxTZORkZFlUf+XTCYxDAOvXSTx4EepxraQOamDcFNTE7quz/n+dKlK1L9yZvzBhe322SxJUnTqf/uAVwKH5nq94zgbHMdZ7zjOeuA7wPscx7nzgixWEJbIrk73dG3/UI62tjZM08T0NZO+9k/xjjxKeO/nAXdzlk6nl3xzlslkyGQy+DWJxP1/iqXHSF3/UZCkxsasqWlGE1/gRG0NwL7BzKyvGc4YYsC7ICyCra0hqpZN32QRgGAwSDgcplwuU+56AflttxM+8GV8x+9r1P8NDw8vaf1fuVxmcHAQn8+HWhgm9shfU269gtyudwFuZ77m5mY8nsU7dR+ZCv4EYTXyajKVk27+9k3N9du9Znqztq6Ynw+/ZhsPHJnk208MzPgcWZZpb2+nUqngSCqp6z+KUhoj/uDHwXHw+/2N/cNSyuVyjI+PE/D7if/q48iVLMkX/w2oOpZlIUkSiURi3s9IFcXN33zagfskSdoHPI5b8/dDSZLeL0nSIG4q6D5Jkr5wAdckCMvKxqYgQV1l32AGXddpbm7GMAyKW26lsPlmIk//G/rQw0iS1NicLdX4h1wux/DwsDtv68nP4Mn0kHrhJ7C97i+J+sytuTZmI5kyiiwR8qrsnWVwbK5skq/U6BCdPgXhnG2d6vh5eMzt0idJEq2trY1DmvTVf0w1sZ3EL/8MJT+EqqrIsszQ0NCSpGdVKhX6+/vRNA1Vlkj88iMAJF/01yArjdEO8Xh8Ub/viBjwLqxipzZ8eWYggyydOJg+2duvWcd1GxP85Q+e5XhyZvpnIBAgGo26JSytl5O9/PcI9P6I4OH/RJKkRv2fYRjn9WeaS6FQYGDAbUQT6vk+/v6fk7ny/ZjxrcCJPYyqzt9zIFMyV9SMP7iw3T73OY5zueM43Y7j7HQc5y+n/v4zjuN0OY6jOo7T4TjOe2Z57286jvOdC7VWQVgqsiyxszPcCIYSiQSKolCzLNLX/RlmdCNN9/8JSmkcVVVRFIX+/v4LHgCWSqXGiXxg9FHCz36d/PZfp9x1A+DWAcqy3Cj8ns1w1qA1pNPdFZn15q8+5kF03ROEc7epOYgiSxwePdGi3ePx0NLS4jaQUnUmXvopAJru+yBYJl6vl0qlwsDAwAUNAE3T5Pjx48iyjMfjIXTgK3jHniJ97Z9ihTqBuWdunQvbdhjLVkR3YWHV8qoKpuU0OnnuHcywpSU0a9M1WZb45G27kWWJP/r2M7PW7re0tOA4DpZlkdv9HozOG4g98rdok8+iKAq6rjMwMHDB9zCGYTAwMIDP58NTGiH2yN9SbttDfsc7APcZ5PF4ZoynOpVtO6LmTxCEc9fdFeW54RzVmlub09bWRqlUwtH8TL7sH5FqBolffAjsGrquI0kSfX19F+zhWS6X6e/vR9d1PFaR+AN/gRnZQOaqP2q85kxmbtVra3Z1Rjk8mp9RZD6UFsGfICwWr6awPuHn0Oj0+VyxWAxN0zBNEyu8huQLPoE+eYDY424g6Pf7KZfLDAwMXJABzfV5obZto+s6WvIQ0ac+O1VLfDPg3gr6fL5zHuh+qlSpStWyxc2fsGp5NTcsKJsWjuOwd2B6s5dTdUZ9fOKWnTzZn+Zzswx/1zSN1la3gR2STPLFf4PljdF03/9CqubxeNwumRfyEHtGVsH9H3HX9qK/AtmdR1gul2lvb582nmo2ubKJ7UBU3PwJgnAuursiVC27cUIfCoUIh8MYhkEtupHU9X+Bd/RJIk/9CwC6riPL8gUJAKvVauOhqakqsYc+gWKkmHzx3+KobpBmGAaBQOC0M7dGsmXaoz52d0UwLWfGprR+89clgj9BWBTb2sLTbv7Arc3p6Ohwm784Dsb6l5Pb8XZCz96Br/cnwIULAG3bZmhoqBHcUauQuP9PsfUoqev/olFLXK1W6ejoWPTW6iMZMeZBWN28mntgWzYtBlIG6ZI5o97vVLdc1sHrutv5p58+z/5ZSjii0Wij+YvtjTH50k+hFkZJPPBRcJzGIfaFCADrWQWKouDxeIg8/a94x58mdd1HsIIdgJvZ1NTUNOdoh5Olim5NdDwgGr4IgnAO6l219g25qZAn1+ZYlkVp8+spXPImIvu+gHfgl8CFCQDrD01JkvBoGpEnP0Og916yV7wPs+nSxmscx6Gzs3PejZnjOAxnDDoiXrqnfrGcmvo5lCmjKRJNwbm7bAmCcOa2toU4nipRqk4P4AKBAJFIpFF7k9nzP6k0d5N48KOoueOAGwDWU0DPRwBoWRbDw8MUCgV3bINVpfm+/4Unc5TkCz+B7XVTyIvFIm1tbXi9Zx+g1Sybam1milq9A7EYLyOsVo2bv5rNM1O/k0/u9DkbSZL4q1t30RTU+cB/PI1RnZ7FM635i+NQbb2MzJ4P4O//GcFnvwFwQbKYTNNkYGCgkVUQPPRtIns/T2HLGyhteh3g3gp6vV7OdHpAumQCiJo/QRDOTVfMR8yvsW/gxAmarut0dHS46Z+OQ/raP6Ea30rT/X+CNnmw8Zp6ALjYA1QNw6C/v59arYZX14k88Wki+75AfutbyHW/G6CRKrFmzRo0bf5TsEzJpFKzaYv46Ih4aQp62Dsw/cRwOGPQHvGJluuCsEjqTV+eH5s5WqW1tRVJktzunorG5Es/iSOrNP/095FLk8D0ANA0zUVbV7FY5NixY+Tzefe0vVah+ecfwDdwP6nr/4Jy1wuAE1kF59rk5XfveIpf+/zDM2qURnPi5k9Y3U6++ds7kEFX5cZzYz4Rv8anbttNz0SRv/3RczO+7vf7icVibn0xkN/5TkprX0rs8U/iGXsaOH+H2I7jkM1m6enpwTRNfD4fvt6fEHvo/2CseTGpGz46I6vgdOmedempmz8R/AmCcE4kSaK7K8reU27CwuFw4+HpqF4mXvEZbE+Y1h//Np6JA4D78FQUhZ6eHkZHR895g2bbNhMTExw7dsyd5efzEX3in4js/yL5bbeTvv7PQXIfI8VikZaWljNKlRhunLB7Gz/vqTd/wxlDdPoUhEW0tXWq4+fozBExmqaxdu1aqtUqlmVhBduZfPmnUYqjtP7oXcgld+i73++nWq3S09NDMpk8p0YwlmUxOjpKX18fsiwTCASQrCrNP/9DfIMPkLz+oxS23dZ4rW3b55zuaVo2Dx6Z5KnjGb74q95pXxvOlPEoMokV1rxBEBaLrk4P/nZ2RtCUMwsVbtjcxG/dsIGvPNzP/c9PzPh6a2sruq67h9OSRPKFn6AWaKfl3t+ZkcXU29tLLpc75zmA1WqVgYEBBgYG0HUdn8+HPvIYTff/CdWW3Uy+9B9AdpvZnE1WwVjePTBqDq2sDCUR/AnCMtTdFeHIeGFa+kQ9/VPXdSqVClawg7HXfhHbE6bl3vfiGd8HuB38AoEAmUyGo0ePnvUGzTAMjh07xsTEBIFAAN3jIfrYJwnv/xL57b9G+ro/awR+pVKJUCg050y/U9Vra9qn6vm6uyIcnShQrJxIJxvKGKLZiyAsorVxPz5N4fDozJs/AJ/PR1dXF6VSCdu2qbTtYeJV/4ZSHKf1nt9CKY41XqfrOmNjYxw9epRsNrvgTVqxWKSnp4d0Ok0wGETTNKRameafvx/v0EMkb/gYxW1vAdyT+1KpREdHxznP9Ht2OIdhWjSHdD71k+cbcw8BRrMGrRFdZBsIq5Y+lfZZrFgcGM6eNuXzVB+6cSubmgP8zT0zb/8URaGrqwvbtt0SET3C2E1fpRZZT/PP3k/gsNvUX9d1NE1jYGCAvr6+xm3hQjiOQyaToaenB8MwCIfDKIqClnyO5p+9HzO8jolX/n8zehUsNKugd6KIV5NpC6+sg2oR/AnCMtTdFcWyHQ4OT0+FVBSFzs5OarUatVptKgD8EpYeoeXe38Ezvhdwc+z9fj9er7exQctkMlSr1Xk3aY7jUKlUGB8f59gxt3NXMBhEliSij/094YNfJX/p20hf+xGYOn03TRNJkmhvbz/jE/mRk27+3J83guPAgSH35zUtm7FcWTR7EYRFJMsSl7QGOTw28+avLhwO09zcTLFYdJ8HbVcy/up/RymN0/Kj30IpjgLus6getA0ODtLb20s+n58328A0TTKZDH19ffT19aEoinvbJ0lINYOmn/0B3qGHSb3g4xS3vqnxPsMwiEQip20idSYe70sB8P9+Yw8eVebD392HPdXWfiRbpj0snjnC6uWduvnbN5ihbNrzdvqc9f2awtuvXceh0TxHx2ceMnk8HtauXUu5XHZv8/1NjL32y5Q7riXxq48TefKz4DhomkYoFKJWq9Hb28vg4OBpU0Hr+5dkMklPTw9DQ0N4vV63eRSg5gZo+cnvYntCTLz637B192ezLLez6dlkFfROFlmfCKy4AyMR/AnCMrS7y30ozTb8XNd1Ojs7MQzDnZ8TbGf8NV/C8sbcAHDsmcZrT96gDQ8Pc/ToUQ4fPszAwADpdJpSqUSxWCSZTNLf38/hw4cb6VyBQACPx4NczpD4xYcJH/w6uR1vJ33NhxuB30Lq/E42ki27LZanmrl015vcTP28Y7kytiPGPAjCYtvaFuLQSH7eQ6Dm5mYikUjjxL3aejnjr/4cipGk5Z7fQimMNl6rqiqhUAjbthkYGODIkSM8//zzDA8Pk8lkMAyjEfAdOXKEkZERarVa47kEoGZ7afnRe/AOP0rqhZ+geMkbGp9fP1xqa2tblO6eT/an6Yr56O6K8uc3befR3hTfenwAqDTeYocAACAASURBVHcgXlkn+IKwmOoNXx455h6SXHaaTp+zec3OdiQJ7tk/MuvX/X4/nZ2djR4GjuZn4pWfpXDJG4ns/TzxB/4cLPcQSdd1gsFgI1Pg+PHjjI6OkkqlyOVylEolDMNoBHw9PT2Mj48jyzKhUKgxbkofeYyWH70b7Brjr/4cVqANcPcwpVKJ9vb2s8oq6J0ssrH59KUuy40I/gRhGWoJe2kLe9k/y/BzcE/nE4kExaKbsmQF2xh/7RexfAla7v0dAs9/D+wTqZ6qqhIMBgkGg3i9XsrlMiMjI40T+PHxcUzTHeocDAYJBALIsoyv72e0/9ct+Pt+SuaKPyBz9YemBX6FQoG2tja3O98CjGTLtIa9KFOnZU1Bnc6or1HnODyVFiqCP0FYXDs7IySLVUayczeFqt/kN+pzgGrrZW4AWE7Tes9v4h16aNp7PB5P4xmjaRqFQoHh4WF6e3sbAV8gEGgcKkmSBLZFaP+XaLvzLWjZXiZf+kmKW25pfGatVqNcLtPZ2YmqzhwyvVCO4/B4X5qr1rupXbftWcP1mxL8zT3PMZwxGrNHBWG1qjd8ebwvRdSvsTa+sN/t4DZMumpdnLv3zR78gTv+oampiUJh6nZQ1kjd8DEyl7+P4NHv03Lvb6OljwDu88jn8zXqjbPZLGNjYwwODtLX10dvb28j4KvvX+rPC8ksEnvo/9D6o3fjyCrjr/4ctehG4MQepqWl5ayyCkzL5niqxIYmEfwJgrBIursijZuw2bS0tODz+Rqn81agjfHXfBEztpnEgx+l7a7b8A7+asb7ZFlunKYFg0FCodCJW76pDleykSJx3wdp/u8/wgq0Mnrzt8hd9t4ZgV9ra+tZdd6brZnLyT9vfcafCP4EYXHVa3j2Dsx+sFRXr89xHMftAApUW3YzfuPnAWi593dovvd/oKUOz/re+kFSfTPWCPimqOkeWu9+J7HH/5Fy5/UMv/EujA2vany9VqthGAZr1qwhGAye888N0J8sMVmocOU6d2yEJEn87Ru7MW2b93/zaXfA+wqr3RGExVQP/rKGye6u6Fnftt/U3c7hsTxHxvJzvqa5uZlQKHSipk+SyF3+uyRf+Fd4Us/TduebiT/4v1FK44C7d/F4PPh8PgKBQOP5cmrAV6cPPUz7995I8NC3ye14B6Nv+C5m0w5g+h6mqanprH7OgVSJmu2woWlxnk8Xkgj+BGGZ6u6KcGyySNaYvYZGlmXWrFmD3++nUCi4KaCBVsZe93UmX/IPyGaRlp/8D5p//F605MwN2gyOg1IYIXD4O7R/71b8/T8nc8UfMPr6OzATWxsvs2270RWrubn5rB6ao7kybafM0uruinI8VSJTqjLUCP7ERkwQFtO29hAeRW7M8JqPx+Nh/fr11Gq1Rr1NtXkXw2/6PumrPog+sY+2O99C/IG/aDSDmZdjo6Z7CD/9b7Tf9RbU3HEmX/L3TL78n7H9J+Zq1QO/tWvXLkqdX90T/WmAxs0fwNqEnw++amvja+3iwElYxeppn8Bph7vP5zW72pAk+OE8t3+yLNPR0YGu640aY4DilpsZfvM95C99K4Gj36f9O68j8tS/IJln0PjFMvFMHCD+4Mdovfe9OIqHsZu+SuaaDzWauyzGHgbclE9gRd78nXsehSAI50W9Du7AUJYbNs/eRVNVVbq6uhgdHSWdTjfSNUsbb6S07mWEnvsW4Wc+R9tdb6HSdgVWoINaoA0r0IoVaMVWfXiSz6KP78MzvhfVcNszV5p2kHrhJzBjW6Z9v5MfmolE4qx+LsdxGMmWuXHHzJs/cOv+hjIG8YAHv0c8ogRhMemqwvaO8Glv/hqv13U2bNjQmL2l6zooHvK7foPiJbcSfubzhJ77Jv5jP6bSdqX7bPG3Ugu0unU1jo0+sR/PxF70if3IVfcmoLT+laSu+wi2b/qz7eTALxQ6/XyxhXiiL0XYq7KlZfpJ/btu2MAP9o2wdyBDu0j7FFaxesMXgMsW2OzlZC0hL9dsiHP3/hE+8IotcwZYqqqydu1ahoeHyeVyBINBJEnC9kbJXPNhCtvfSuTJfybyzL8TPPRtqs27Tuxhpp4zcjWHPr4Xz/g+PMlnka0KjiST2/Uuspe/D0c98W96MfYwdfXgb6MI/gRBWCzdjaYvmTmDP3BPz9rb21FVlYmJCfx+v1vkrHjI73wnhS23EN7/JfTRp9BHn8BfmkByatM+wwyvpdJxDbnmbiot3ZiJ7Y0xDnWL9dBMFqtUa/aMTdbOznrwlxEz/gThPLqsK8J3nhzEsp1G3e18dF1n/fr10wNAwNYjZK75Y/KX/jqRvV9ASx1GSz2PYkwicaKhjCPJmLEtFDfcSLWlm0rLZdQi62d8n/MZ+IF783flutiMznyKLPFPt+3mCw/2ntFAa0G4WNXTPoEFj3k41U3dHfzFnQd4fqww77+reor52NhYo9lcvQSlFl5D8qWfJL/jnYQPfBk1N4BnfC9KZfrhlaN4qCYupbDtdiotu6m2Xoblb5n2GsuyKJVKixL4ARybLBL1a8RW4FxQEfwJwjIV9XtYl/Czb2Duur86SZJoaWlpdPX0+XyN/HdHj5Dd84ETL7Yt5HIKtTiKVC1gxrdi++av2zNNk3K5vCgPzdHs9Bl/dRGfxsamAHsHswxnDNYnVt5pmiCsBLvXRPnKw/30TBS4pPXMgp25AkAAK9RF6gUfO/Fiy0QxJlCKY0iORTVxKY42f+OISqWCaZrnLfBLFascHS/whss7Z/36xuYgf/2GXYv+fQVhJdFVN+haE/c1unGfrRt3tPG/7zrA3fuG2dq2dd7X1ucYa5rG6OjoiUPsKdWWbiZf9o8nXl8roxTHUEpjOKqPanwbKHN3HDcMA9u26ejoIBaLndPPVdc7UVyRKZ8gav4EYVnr7oqy7wxqc+pisRhr167FNE2KxSK2bc98kaxg+5upNu+i0nndvIGf4zgUi0VqtRpr165dlNOyejOX2dKr3KYvGYbSYsC7IJwv9VqeZ84w9bOuHgDWswBmfb4AKBpWsINq6+VU2vbMG/jZtk0+n0dRFDZu3HheAj9wRzzA9Ho/QRCmk2UJjyqf860fQHNI59qNCX64f2Te0TJ1kiSRSCTo6uqiVCrNO9fPUb3UIuuotF9NtXnXnIGfZVnk83l0XWfjxo2LFvjB1JiHFdjsBUTwJwjL2u6uCMPZMhP5+YebniwUCrF582aampowDGNaIfVCmKZJoVAgEomwadOmRduU1VvMt0dmBnfdXVHGchWKVYtOEfwJwnmxIREg5FXPuO7vZPUawHg83ni+1Gq1079xFpVKpZGGtX79erze85fq/UR/Ck2RGun0giDM7oOvuoTfesGGRfmsm7rbOTZR5NDo3F0/TxWJRNi4cSOqqpLP5zHN2ZvenY5hGJTLZTo6Oli3bt20bIVzVazUGM2VV+SMPxDBnyAsa7um6uD2Dy1sk6YoCs3NzWzevJloNEqhUGikPZyOZVkUi0Usy2L9+vV0dHQsyoytupFsGY8ik5glT/7kjZm4+ROE80OWJXZ3RRd881fn8XhobW1ly5YttLa2UqvVyOfzVCqV0z5jHMdpvF5VVTZt2kQikWjU+JwvT/Sl2dUZmVbTJAjCTO990SauWLs4N2Q37mhDlph35t9sfD4f69evZ82aNY2xDJZlnfZ99f1LPp/H5/OxadMmYrHYWXf0nEtfcuV2+gRR8ycIy9rOzgiyBHsHsrxsW+uC369pGu3t7cRiMZLJ5LQHqCzLaJqG4ziYptm4HdQ0jXg8TlNT07Sc+8UykjVojegzmi4A7OiIoMgSlu3QGRPBnyCcL7vXRPj3+49RNq2zDohUVSUejzcOmDKZDKVSCcdxcBwHRVHQNA3Lshqn95Ik4fF4aG9vJxqNnvegD6BsWuwfzPKbN6w/799LEIQTEkGd6zc1cff+Ef7Xqy5ZUBAmSRLhcJhgMNgY7F4/XJJlGVmWURQFSZKoVCo4joOqqjQ1NREMBvF6vYse9NWt5DEPIII/QVjWArrK5pbggur+ZuP1euns7GwEetVqFcMwKBQKyLJMLBbD6/Wi6/qi3vLNZiRTnjXlE8DnUdjSEuTQaF50+xSE82h3VxTLdjg4nOXKdedWByfLMuFwmHA43BgKX0/pLBaLeL1empqa8Hq9eDye83KoNJ/9Q1mqls2edYtX7yMIwpm5qbudP/2v/Tw7kmNHx8LTrut7lHA4TLlcxrIsqtUq1WoV0zSp1WoXJOA7We+EG/yt1MZ0IvgThGWuuyvKfYfGcRznnB9q9VN3j8dDMBikubn59G9aZMNZY95N2OVro/QlizQFFi8/XxCE6S5rNH059+DvZJIkoes6uq4v6oD2c/F4XwqAK0XwJwgX3Kt3tPHndx7g7n0jZxX81SmKQiCwPIKtY5NFOiJefJ6VmUYuav4EYZnb3RUhWawyNNUlcyWzbYexXJm2OW7+AP7oFZfwlXddPWtaqCAIi6Ml7KUj4j2rpi8rzZN9aTY2B865db0gCAsXD3i4flOCu8+w6+dKcGyyyIYV2uwFRPAnCMverqmWy/sHTz/vb7mbLFYwLWfelM6WsJdrNp77SAlBEOa3e02UveeYUr7c2bbDE/1prlrE201BEBbmxp1t9CdLHJuqlVvJHMehd6KwYuv9QAR/grDsbW8PocoS+4dWfvA3kpl7zIMgCBfW7jVR+pMl0sXqUi/lvDk6USBrmOxZL1I+BWGpbGtzR0X1J1d+8JcqVsmVa2xYoTP+QAR/grDs6apCW8R7UaR9npjxJ5q5CMJSqw9yvphv/57oc4e77xHD3QVhyayJ+wEYSK38fUy90+dGcfMnCML51Bb2MjoVOK1kI1n3wS+CP0FYeru6IkhTo2QuVk/0pWgKelif8C/1UgRh1WoO6ng1meOp0lIv5ZwdW+FjHkAEf4KwIrRGvIzlLobgr4yuysRnGfAuCMKFFdRVtrQEL+6bv/40V677/9u78+g2z+vO478HxEYSAClwlbhooWzLshzJtmzLa2zVSeM2rZ20dicnziRtEk9PszSnk7TNTNvTTpu2p5s7bdqZxmkTn4mb1s7StE6dxEkc2/IiWasta6UoUaREifsC7gSe+QOArIUUSRHAixf4fs7xiUS8eHEJ9TzFxXOfezM/5BnAwhlj1LSsrCCSv+O9o/KVGDW6eBYxyR/gAssjQZ0ZnnB9p6yuoQktr8jNHB4A89vYWKl9HYOuX1tmc3Z4Qif7x3QzJZ+A45qjZeoohOSvZ1TN0TJ5S9ybQrk3cqCI1FcENTGd0PD4jNOhLEnX4LjqKfkE8sbGpkr1jU6pc8D9Z3Eu9sqxXknSravpHgw4rSmV/Ln9i6bjvaOubvYikfwBrlAXSSZMZ1xe+tk1NKEVdPoE8kZ62Hshln5uO9qnZWU+XbciP4bNA8WsKVqm0am4+l3cXTiRsDreN6o1Lp7xJ5H8Aa6Q3i1zc/IXTw14X36ZGX8Acuua+rD8Xk/BDXu31mpba49uX1stj4cyc8BpzemOny6uMjg1OK6pmYSrm71IJH+AK9Sndv7OurjjZ29sUjMJq3p2/oC84SvxaMOKSMF1/DzWE9PZ4Undubba6VAA6O3kz81NX44XQKdPieQPcIXaSECSu3f+TqfmFK7gzB+QVzY2VerNU0OaiSecDiVjXjqaPO9H8gfkh6Zo8otfNzd9KYQZfxLJH+AKAW+JouV+Vyd/bw94Z+cPyCebmio1Ph3X4bMjToeSMS+39mplVdm54dIAnFXm96o65Hd98lfuL1FNOOB0KEtC8ge4RF0k6Oqyz3Tyt4Izf0BeuXlVVP4Sjz72xE795HC30+Es2XQ8odfa+nUHu35AXmmKunvWX1vvqFbXlLt+XBXJH+AS9ZGAu3f+BscV9HlUUepzOhQA51lRWap//W9bFAp49ZGvvK7PPb1PQ+PTTod1xfZ1DCo2OaO7SP6AvNLs8uTveG/M9WMeJJI/wDXqK4I66+bkLzXmwe3fmAGF6IbmZXrm03fqE/e26Ft7Tundj72gHx0863RYV2Rba6+MkW5rYb4fkE+alpWpa2hC0y48Xzw5E1fnwLjrm71IJH+Aa9RFguqNTWlqxn2LpiR1DY0z5gHIYwFviT730+v0b792hypL/froEzv1xR8fdTqsRXu5tVfXN1SosszvdCgAztMcLVM8YdU16L4vsk/2jclaqcXlM/4kkj/ANdLjHrpH3LdoSsmdv/oIzV6AfHd9Y4X+41N3amNjhZ476K4zgLHJGe05OUiXTyAPNbl43ENbgYx5kEj+ANeoS41IcGPp50w8obPDEzR7AVzC7/WocVmZYhPuOvu3va1PMwlL8gfkofS4Bzcmf+kxD6tI/gDkSnrn78zQpMORLF5PbFIJy5gHwE3CQa9GJmacDmNRtrX2Kujz6MaVy5wOBcBFlleUyusx6hhwX/LX1hNTdSigSND9TetI/gCXOJf8uXDn7/RgesYfO3+AW4QCLkz+jvbq5lVRBX0lTocC4CIlHqPGZaWu3Pk72h1z/XD3NJI/wCUqy3zyez2uLPtMl0usqGTnD3CLcNCn8em4ZlzSme/s8ISOdsco+QTyWFO0zHWD3idn4nrr1LA2NVc6HUpGkPwBLmGMUX0kqDMuHPT+jV0dalxWqrW17p+PAxSLUNArKdlExQ1ebu2VJN15FckfkK/cmPztPzWkqXhCNzYXRjk5yR/gIvWRoOvKPo+eHdFrbf364K0rVeJhxh/gFuFU8ueW0s9tR3sVLffr2vqI06EAmENztEwDY9MadlEzqV3tA5KkmwrkLDHJH+AidS4c9P7k9pPyl3j08OZGp0MBsAgRFyV/1lpta+3V7S1V8vAlE5C3mlPjHty0+7erfUArq8pUEw44HUpGkPwBLlIfCejM0ISstU6HsiCjkzP65q5O/cz19aoKFcaiCRSLUCDZ1W7EBd/Qt3bH1D0yqbso+QTyWtOydPI37nAkC2Ot1a72Qd1UICWfEskf4Cp1kaAmZxIaGs//D2OS9J29pzUyOaMP3bbS6VAALFLYRWf+tqXO+91Bsxcgr7lt56+jf1y9scmCGh9D8ge4SH2Fe8Y9WGv1tdfade3ySMEckgaKiZvO/L3ZOaT6SFCNqV0FAPmposynSNDrmnEPu072Syqc834SyR/gKm8Pes//5G/3yUEd6BrWh7aslDGcwQHcJt3tc8QFO3+tPTFdVUc3YcANmqvKXDPofVf7gEIBr66uCzsdSsaQ/AEuUpdK/tzQ9OVrr7UrFPDqgU0rnA4FwBWIBN1x5s9aq2PdMbXUkPwBbtC0rMw9O3/tg7qhubKgupWT/AEuUndu52/S4Ugur390St99o0u/cGODygNep8MBcAUCXo+8HpP3ZZ9dQxManYozRxRwieZomTr7x5VIONu87pXWXn1n76k5Hx+ZmNbhM8MFd3SFT2WAi/i9HlWV+/P+zN9TOzs0FU/okS00egHcyhijcNCrWJ4nf8d6YpLEzh/gEk3RMk3FE+oemTzXyyCXDnYN60+fPaQXjvRIkjY2VmpVdfkl1+3tGFTCFtZ5P4mdP8B16iL5PesvkbB6cnu7bl0d1VUFVCMPFKNw0Jf3ZZ+t3cnkj50/wB2aUh0/c136eWZoQp97ep9+5m9e0p6TA/rMfVfJ6zH65x0nZ71+V/uAjJE2NVfmNM5sY+cPcJn6imBeN3x54WiPOvrH9VvvWed0KACWKBTw5n3ZZ2t3TBWlPlWH/E6HAmABms9L/m5ZHc3Ja/7TtuP6s+8fUiIhffSO1frk1rWqLPPryNkRPbWzQ7/xrqsV9JVc8Jxd7QO6pi587vxzoWDnD3CZfN/5+6dtx1UTDujd6+udDgXAEoWD3rzv9tnaHdPa2hBdhQGXaKgslTG52/mbiSf0hf88qI2NlfrRf3+nfue961VZlvyy6JEtKzU4Nq1n3ui64DnxhNXek4MFV/IpkfwBrlMfCapvdEqTM3GnQ7nEC0d69NLRXn38rtXye1leALcLB/N/5+9YT0xrOe8HuIbf69GKilJ15ij5OzM8oXjC6n03NJwrOU27bU2VWmrK9bXX2i/4+dHuEY1MzpD8AXBefUVAktQ9nF8dP2fiCf3RMwe0sqpMH759ldPhAMiAcNCn2GT+nvkbHJtSb2xKLbWXNmsAkL8al5XmbOevc2A89ZpllzxmjNEjW1Zqb8eg9p8aOvfzXe0Dkgqv2YtE8ge4Tr7O+vv66x062h3T5++/VgFvyfxPAJD38n3nL93pk2YvgLs0R3M36+/t5K901sfff2OjSn0lF+z+7WofUHXIf+58YiEh+QNcJt0WOZ/GPQyNT+ux547o1tVR/fR1dU6HAyBD0g1frHV2HtdcznX6rKGzMOAmzdEydY9MamI6+0dYOgfGZIy0vHL2sRIVpT49sGmF/m3vKQ2NJysddrUP6MbmZQV5lpjkD3CZ+nOD3vMn+fvij49qYGxKv/ve9QW5UALFKhz0KZ6wmphOOB3KrFq7Ywp4PWqY4xt9APkpffaucyD7u3+dA+OqCwcvW5X0yJaVmphO6Ju7OtUzMqn2vrGCLPmUSP4A16ko9Sng9eRN2eeJ3lF99ZUTeuimRm1oqHA6HAAZFA4mJ0Ll66y/1u6YVleXq8TDl06Am+Ry1l/nwNi8XxBtaKjQDc2V+tr29oI+7yeR/AGuY4xJzvrLk4Yvf/LsQflKPPrsu69xOhQAGZZO/obz9NzfsZ5RzvsBLpQ+S9fRP5711+ocGJ/zvN/5Hrl1pdp6RvV/ftIqf4mnYL/QJvkDXKguEtTZPCj7fPVYn77/1ln92j0tqo3MXksPwL3SyV8sD2f9TUzH1TEwRvIHuFB1yK+gz6OOLO/8zcQTOjM0saDk72ffsVyVZT7t6xzShobIJUPfCwXJH+BC9ZGg4w1fEgmrP3zmgBoqS/Wxu9Y4GguA7AgFfJLys+yzrWdU1tLpE3AjY4yqygPqG53K6uucHZnUTMLOOubhYkFfiR7e3CSpcEs+JZI/wJWSZZ8Tjnbg29MxoANdw/rMfVcV7LdjQLE7t/OXh2WfrYx5AFytOuTPevKXHiS/kJ0/SfrQlpWqLPNp67rC7VzudToAAItXFwlqaiahgbFpRcv9jsTwWlu/JGnrulpHXh9A9r3d8CUPk7/umDxGWlXFgHfAjaLlfvXEstu/4HID3mfTFC3T3t97dzZDchw7f4AL5cO4h+3H+3VVbUhVoYBjMQDIrnCq7HM4D8s+j/XE1BQto/IAcKloeUD9sSzv/KWSv+UV9CVII/kDXKi+IplwOTXuYSae0K4T/bp1TdSR1weQG6E8bvhyrDumtTWUfAJuVZUq+8zmEZbOgTHVhgN8SXQekj/AherSO38OJX9vnR7W6FRct66ucuT1AeRGiceo3F+Sd2Wf8YRVWy9jHgA3i5b7NTmT0NhUPGuvcWpwYWMeignJH+BCtWFnyz63H++TJHb+gCIQCnrzruFLR/+YpmYSaiH5A1wr3bOgP4tNX5Iz/hZ23q9YkPwBLuT3elQd8jtW9rm9rV9rqsvPJaEAClc46NPIZH6d+WvtTnb6bKHsE3CtqlTy15ulpi/xhNVpdv4uQfIHuFR63EOuxRNWO07065bV7PoBxSAU8OZd2ecxxjwArpftnb+zwxMLnvFXTEj+AJeqjwQdKfs82DWskYkZSj6BIhEO5l/y19odU004oIpSn9OhALhC1alu4dma9ff2mAd2/s5H8ge4VF0kqK6h3A963348Od+PZi9AcYgEfRrJs1EPrT10+gTcLts7f50DyQHvDSR/FyD5A1xqY2OlhsandbBrJKevu+N4n5qipVpRyWIKFIN8K/u01qq1O6aWWoa7A25W5i9RwOvJWvJ3KrXz18DnlQuQ/AEudc+6GknS84e7c/aaiYTVjuP97PoBRSQc9ObVnL+ekUmNTMyw8we4nDFGVeV+9WVp0HvnwLhqmPF3CZI/wKVqw0Fd31ChHx/KXfJ3tDumgbFp3UqzF6BohIM+jU3FNRNPOB2KpGTJpyStrQ07HAmApYqG/OofzU63z87BMc77zYLkD3Cxe9fVas/JAQ3MUzLxj9uO66svH1/y652b78fOH1A0QkGvJGl0MnuDmBfjWDedPoFCES0PZPHMHzP+ZkPyB7jY1nW1SljphSM9c14Tm5zRX3z/sL74fOuSm8Nsb+vX8oqgmqJ8kwYUi3Aq+RvOk6Yvrd0xhQJe1UUCTocCYImqyv3qzULZJzP+5kbyB7jYOxoqVB3yX7b087tvnNb4dFy9sSkdORu74tey1mr78X7dujoqY8wV3weAu4QDyeQvX5q+tPbE1FJTzjoEFIBouT8rO3/dIxOajluavcyC5A9wMY/H6J1X1+qFIz1znsd5emenasLJb8hfOdZ7xa/V1juq3tikbl1DySdQTMLB5Cy9fGj6Ek9YHT4TUwsln0BBqAr5NT4d1/hUZsvKmfE3N5I/wOW2rqvV0Pi09nQMXvLY8d5R7Wwf0K/csVorq8r0cmvfFb/O9rb0fD+avQDFJF32mQ+z/p7c3q7e2KTuu7bO6VAAZEBVatZfX4abvpw6l/xx5u9iJH+Ay911dbW8HjNr6ec3dnXIY6T339ig21uqtL2t74o79m0/3qeacECrq5mtBRSTUDA/yj57Rib1598/rDvXVuv+DfWOxgIgM6LlycqkTJd+pge8s/N3KZI/wOUiQZ82r1qm5y9K/uIJq2/uOqW7r65RXSSo21qqNTI5o7dODy/6Nay12t7Wr1s47wcUnXM7fw6Xff7Jswc1MR3XHzxwHesQUCCi53b+Mp38jas6xIy/2ZD8AQVg67paHTozolOD4+d+tq21V2eGJ/TQTU2SpNtSZ/VevoJzfx394zozPKEtlHwCRSccSJ75c7Lsc8fxfn1r9yl9/K41amG4O1Aw0mWf/Rnu+Jkc88Cu32xI/oACsHVdGjsqfQAAFgxJREFUrSRdsPv39M4OVZb5dN/65GM14YCuqQvr1WMLO/c3MjGto2dH9MKRHn15W5sk0ewFKEJBn0dej1HMobLP6XhCv/tv+9VQWapPbl3rSAwAsiMays6Zv86BMTWQ/M3K63QAAJaupSakpmipnj/UrUe2rNTQ2LR+cOCsPnBzkwLet0sebl9bpa/vOKnJmfgFP09LJKw+9fU9euFIzyWd/VZXl+sqOuwBRccYo3DQ69iZvydeOaHDZ0f0Dx+6SWV+PrYAhSQc8MpXYjJa9plIWJ0enNBPczZ4VqyiQAEwxmjrNbX6150dmpiO69/fOK2pmYQe2tx0wXW3t1TrKy+f0J6Tg9oyyy7ejw5167tvdunnNq7QhhURLa8s1fKKoOojQdVXBDlnAxSpUNDrSNnnmaEJPfbcEd17TY3evZ4On0ChMcaoqjyQ0bLPntikpuIJOn3OgeQPKBD3rqvVE6+269W2Pn1jZ4fW1Yd13YrIBdfcuiYqj5Feae2dNfl7/MU2NVSW6rGHN8pbQlU4gKRwwOfInL8/+u4BTSesfv/nafICFKpMD3qn0+fl8ekOKBBb1lSp1FeiL73Qpn2dQ3poc9MlH5YiQZ+ub6zUK7Oc+9tzckA7TvTrV+5cTeIH4ALhoFfDOS77fPVYn555o0u/dk+LVlYxYgYoVFUhf0bLPtMD3ptI/mbFJzygQAR9JbpjbZVebeuT12P04KYVs153e0uV9nYMavSib/G//NJxRYJe/dLNTbM+D0DxCge9OW34Yq3VX/7gsOojQf3qO1ty9roAci/zO3/J5K+hkrLP2ZD8AQXk3lTXz63ralUVCsx6zR0t1ZpJWO040X/uZyf7xvTs/i59cMtKhQJUgwO4UDjo08jk4s78HeuJ6csvtWl7W5/GphaXOG5r7dXO9gF94t4W5nQBBS4bZZ9V5X6V+lk7ZsOnPKCAvGt9nf7++WP65TtWz3nNTSuXyV/i0avH+nTvNclk8R+3tanEY/SR21flKFIAbhIKLK7bp7VWn3t6n3afHJQklXiMrl0e1g1Ny7R51TL9zPXL5ZujvNxaq8eeO6IVFUE9TCUCUPCqyv2KTc5oYjqekS97mPF3eSR/QAGpDQf18m9vvew1pf4S3biyUi+3Joe9D4xO6amdnXpgU4PqIsFchAnAZdJln9baBTVeefFor3afHNTn71+nq+pC2t0+qN0nB/St3Z36f6+1a8fxfn3hfddf9rlfeN+GWUfSACgs0fJkpVL/6JRWVC49aTs1MK5rl0fmv7BIkfwBRej2lmo99sMjGhid0pPb2zU+HdfH71rjdFgA8lQ46NNMwmpiOjFvKVV6566hslS/fMdq+b0ebV2XHNMQT1j96bMH9fhLx3XL6qge2NRwyXP/KvXch25i1w8oBtHy5KD3TCR/iYRV5+C43sVomDlx5g8oQnesrZK10otHe/TVV9p1zzU1uqY+7HRYAPJUKJj8rnghs/5+crhHezsG9cmta+X3Xvgxo8Rj9JvvWaebVy3T57/1plq7Y5c8d98czwVQmKpDyeQvEx0/e2OTmppJUPZ5GaysQBF6R2Olyvwl+uP/PKje2KQeZdcPwGVE0snfPLP+rLV67IdH1LisVL94U+Os1/hKPPrbD9yooK9En3hyt8an4gt+LoDC8/bO3+SS79WR6vTJgPe5kfwBRchX4tEtq6M6Ozyp61ZEdFvLpQPfASAtfG7n7/LJ348PdeuNziF9auvaORu6SFJ9RVB//UubdKR7RL/3nf2Lei6AwlKVOvPXF1v6zt+xnmQ1QVOUnb+5sLoCReqOlmpJ0qN3r1lQAwcAxSsU8EnSZWf9WWv11z88quZomd5/4/w7d3dfXaNP3btWT+/q1FM7Oxb1XACFI1LqlddjMjLu4bkDZ1UfCWpNdSgDkRUmGr4ARerhm5sU8Hn0s9cvdzoUAHkuvIAzfz882K03Tw3pz3/xHQveufv1+67W6ycG9NvffEMJK/3ZIp4LoDAYY7QsA7P+Ridn9OKRHn3glmZ5PHypPRdWWKBIVZT69F9vWyUvH7QAzCMUuHzZZ7rD56qqMr3vhoZZr5lNicfof39gk6pCAa2qKtP7F/FcAIWjqtyv3iWWfT5/uFuTMwm9Z0N9hqIqTOz8AQCAy4oEk2WfczV8+f5bZ3Wga1h/+dDGRX+hVBsO6rufvlOS+DIKKFLRcv9lG7785HC3bmupuuzsz2f3n1F1yK+bV0WzEWLBYJUFAACXNd+oh7/98VGtri7XA5tWXNH9a8NB1YaDVxwfAHerCgXmLPvcf2pIH/nK6/qHF9rmfP7EdFzPH+rWu9bXq4SSz8si+QMAAJdV4jEq85fMWvY5MDqlt04P6+HNTezcAbgiVeX+Oef87ekYlCQ98coJTUzHZ73mxSM9GpuK635KPufFKg0AAOYVDnpn7fZ5oGtYknR9Q0WuQwJQIKLlfo1MzGhqJnHJY/s6BuX1GPWNTunbe07N+vzv7T+jilIfo6sWgOQPAADMKxz0aWTy0rLPA6eTyd+1y8O5DglAgUgPeh8Yu3T3b1/HoO6+ukbXN1To8ZfalEjYCx6fmknouYNndd+1dXQLXgDeIQAAMK9QwDtr2eeBrmHVR4KqCgUciApAIahKJX8XD3ofmZhWa09Mm5oq9ejda9TWM6ofHeq+4JpXjvVqZGKGks8FIvkDAADzCgdnT/7eOj2k61ZEHIgIQKFI7/z1XdTx881TQ7JW2thUqfs31KuhslSPv3hh45fv7T+jcn+J7ryqOmfxuhnJHwAAmFcy+buw7HNiOq5jPaNaT/IHYAmqQsnk7+KOn/s6hiRJGxsr5C3x6KN3rtaOE/3ac3JAkjQTT+gHB85q67V1CvrmHgOBt5H8AQCAeYUDPsUumvN3+MyI4gnLzh+AJYmWJ8vGLy773NcxqFVVZaosSyaHD9/cpEjQq8dfSu7+7TjRr/7RKUo+FyFnyZ8xJmiM2WGM2WeMecsY8wepn3/SGNNqjLHGmOrzrv+gMeYNY8ybxphXjDEbcxUrAAC40Gxln+lOn+uX0+kTwJWrLPXJY2bZ+esc1MamynN/DwW8+uCWlfre/jNq7xvV9/afUdDn0T3X1OQ6ZNfK5c7fpKSt1tqNkjZJeo8xZouklyXdJ6n9ouuPS3qntfZ6SX8o6Us5jBUAAJwnFPRqbCqu+Hmd9t46PaRwwKumaKmDkQFwO4/HKHrRrL+zwxPqGprQxsbKC6795dtXqcRj9PhLbfre/jN659U1KvN7cx2ya+XsnbLWWkmx1F99qf+stXaPJBljLr7+lfP++pqkxhyECQAAZhEO+iRJsYkZVZQl/3zg9LCuXRG55P+HA8BiRcv96j+v4cve1HD383f+JKk2EtSDmxr05PaTsla6f8PynMbpdjk982eMKTHG7JXULek5a+32BT71o5KezV5kAADgcsKB5PfFw6mmL/GE1aEzI1q/nPN+AJYumfy9vfOXHu4+25nij9+9RtZKvhKjrdfW5jJM18vpHqm1Ni5pkzGmUtK3jTEbrLX7L/ccY8y9SiZ/d87x+KOSHpWk5ubmDEcMAACk5Jk/SeeavpzoG9XYVJxmLwAyoqo8oIOpc8RS8rzfuuXhWbt4Xl0X1vtvaJC3xCiSqkrAwjhSIGutHTTGPC/pPZLmTP6MMe+Q9GVJ91tr++a415eUOg+4efNmO9s1AABgadJln+mmLwdOp5q9kPwByIDzz/wlElZvdAzp5zetmPP6v/qlTbkKraDksttnTWrHT8aYUknvknToMtc3S/qWpA9Za4/kJkoAADCbUGrnLz3r763Tw/KVGF1VG3YyLAAFIlru19D4tKbjCbX1jmpkcuaS835Yulye+Vsu6XljzBuSXlfyzN8zxphPG2M6lWzo8oYx5sup639PUpWkvzfG7DXG7MxhrAAA4DwXl30e6BrWVbVh+b2MDAawdNWpQe8DY1Pal2r2sonkL+Ny2e3zDUk3zPLzv5H0N7P8/GOSPpaD0AAAwDzSyd/wxIystTpwekj3XkOjBQCZkR703j86pX2dgyr3l6ilJuRwVIWHr+sAAMC8woG3Rz30jEyqNzbFeT8AGRMtT+789ceSO3/vaKxUiYcxMplG8gcAAOYV9Hnk9RiNTEzrrVRHPsY8AMiUqlTZZ9fQhA50DXPeL0tI/gAAwLyMMQoFvRqZmDnX6fNadv4AZEh6529ba6+m41abmiocjqgwkfwBAIAFCQe9ik0mk7/maBnztQBkzLIyv4yRXjjSI0ns/GWJI3P+AACA+4QDPo1MTKu1O8ZwdwAZVeIxqiz1qX90SrXhgOojQadDKkjs/AEAgAUJBb3qGprQib4xzvsByLh06efGpkoZQ7OXbCD5AwAACxIJenUw1ezlugaSPwCZVRVKjntgvl/2kPwBAIAFCQd9Stjkn9cvpxkDgMyqSu/8NZL8ZQvJHwAAWJBQINkqIFruV10k4HA0AApNuuzz+ka+XMoWGr4AAIAFCQeTHxuuWxHhPA6AjHt4c5NWVZWropROwtlC8gcAABYklEr+aPYCIBs2NlUy4iHLKPsEAAALEk7N9VvPmAcAcCWSPwAAsCANlUGVeAyd+ADApSj7BAAAC3LP1bV64XP3qHFZmdOhAACuADt/AABgQTweQ+IHAC5G8gcAAAAARYDkDwAAAACKAMkfAAAAABQBkj8AAAAAKAIkfwAAAABQBEj+AAAAAKAIkPwBAAAAQBEg+QMAAACAIkDyBwAAAABFgOQPAAAAAIoAyR8AAAAAFAGSPwAAAAAoAiR/AAAAAFAESP4AAAAAoAiQ/AEAAABAESD5AwAAAIAiQPIHAAAAAEWA5A8AAAAAigDJHwAAAAAUAZI/AAAAACgCJH8AAAAAUARI/gAAAACgCBhrrdMxZIwxZkTS4SzcukLSkAvumevXctt9c/Vabo8/W/cthPelWlJvFu7L+53b++bqtXhfcnvfQnhfsrXGzMZN/wZuu2+uXov3JXf3zPVrLfW+11hrw7M+Yq0tmP8k7czSfb/khnvm+rXcdl/+bXlfMnBf1pjcvt+u/h14Xwrj/c7x+5KVNcbt/wZuuy/vd2G+L276N7jcWkLZ58L8h0vumevXctt9c/Vabo8/W/cthPclW3i/c3vfXL0W70tu71sI70suuenfwG33zdVr8b7k7p65fq2s/Q6FVva501q72ek4ABQm1hgA2cQaAyATLreWFNrO35ecDgBAQWONAZBNrDEAMmHOtaSgdv4AAAAAALMrtJ0/YE7GmNg8j//EGEO5DYArwhoDIJtYY5AJJH8AAAAAUARcmfzN980HMBdjzD3GmGfO+/sXjTEfcTAk5CHWGFwp1hgsBGsMrhRrDJbKlckfAAAAAGBxXJv8GWNCxpgfGWN2G2PeNMY8kPr5KmPMQWPM48aYt4wxPzDGlDodLwB3YY0BkE2sMQCc4NrkT9KEpPdZa2+UdK+kvzTGmNRjV0n6O2vtdZIGJf2CQzEi/8zowv+7DzoVCPIeawyuBGsMFoo1BleCNQZL4ubkz0j6Y2PMG5J+KKlBUl3qsePW2r2pP++StCr34SFPtUtab4wJGGMqJf2U0wEhb7HG4EqwxmChWGNwJVhjsCRepwNYgg9KqpF0k7V22hhzQm9/+zF53nVxSZRLFDljjFfSpLW2wxjzlKT9ko5L2uNsZMhjrDFYMNYYXAHWGCwYawwyxc3JX4Wk7tSCea+klU4HhLx2naRjkmSt/U1Jv3nxBdbae3IcE/IbawwWgzUGi8Uag8VgjUFGuC75S3/zIelJSf9hjHlT0k5JhxwNDHnLGPOrkj4t6TNOx4L8xxqDxWKNwWKwxmCxWGOQScZa63QMi2KM2SjpcWvtLU7HAqDwsMYAyCbWGABOclXDl9Q3H1+X9DtOxwKg8LDGAMgm1hgATnPdzh8AAAAAYPHyeufPGNNkjHneGHMgNej011M/jxpjnjPGHE3977LUz9cZY141xkwaYz573n2Cxpgdxph9qfv8gVO/E4D8kak15rz7lRhj9hhjnsn17wIg/2RyjTHGnEgNg99rjNnpxO8DwP3yeufPGLNc0nJr7W5jTFjJWTcPSvqIpH5r7Z8aY35b0jJr7W8ZY2qV7Jb1oKQBa+1fpO5jJJVba2PGGJ+kbZJ+3Vr7mgO/FoA8kak15rz7/YakzZIi1tr35vJ3AZB/MrnGpEZBbLbW9ub69wBQOPJ6589a22Wt3Z3684ikg0oOQX1A0hOpy55QcpGUtbbbWvu6pOmL7mOttbHUX32p//I36wWQE5laYyTJGNMo6WclfTkHoQNwgUyuMQCQCXmd/J3PGLNK0g2Stkuqs9Z2pR46I6luAc8vMcbsldQt6Tlr7fYshQrAhZa6xkj6ayXnLiWyER8Ad8vAGmMl/cAYs8sY82hWggRQ8FyR/BljQpK+Kekz1trh8x+zybrVeXfxrLVxa+0mSY2SbjHGbMhKsABcZ6lrjDHmvUoOa96VvSgBuFUmPsdIutNae6Ok+yV9whhzd+YjBVDo8j75S53R+6akJ62130r9+Gyqjj5dT9+90PtZawclPS/pPZmOFYD7ZGiNuUPSz6fO5PyLpK3GmK9lKWQALpKpzzHW2lOp/+2W9G1JzAkEsGh5nfylGrX8o6SD1tq/Ou+hf5f04dSfPyzpO/Pcp8YYU5n6c6mkd0k6lPmIAbhJptYYa+3nrbWN1tpVkv6LpB9bax/JQsgAXCSDn2PKUw1jZIwpl/RuSfszHzGAQpfv3T7vlPSSpDf19jma/6FkvfxTkpoltUt62Frbb4ypl7RTUiR1fUzSekmrlDxQXaJkwvuUtfZ/5e43AZCPMrXGnF/GZYy5R9Jn6fYJIIOfY6qV3O2TJK+kf7bWfiFXvweAwpHXyR8AAAAAIDPyuuwTAAAAAJAZJH8AAAAAUARI/gAAAACgCJD8AQAAAEARIPkDAAAAgCJA8gcAwCIZY37fGPPZyzz+oDFmfS5jAgBgPiR/AABk3oNKzmcDACBvMOcPAIAFMMb8T0kfltQtqUPSLklDkh6V5JfUKulDkjZJeib12JCkX0jd4u8k1Ugak/Rxa+2hXMYPAADJHwAA8zDG3CTpq5JuleSVtFvS/5X0FWttX+qaP5J01lr7t8aYr0p6xlr7jdRjP5L0q9bao8aYWyX9ibV2a+5/EwBAMfM6HQAAAC5wl6RvW2vHJMkY8++pn29IJX2VkkKSvn/xE40xIUm3S3raGJP+cSDrEQMAcBGSPwAArtxXJT1ord1njPmIpHtmucYjadBauymHcQEAcAkavgAAML8XJT1ojCk1xoQl/Vzq52FJXcYYn6QPnnf9SOoxWWuHJR03xjwkSSZpY+5CBwAgieQPAIB5WGt3S/pXSfskPSvp9dRDvytpu6SXJZ3fwOVfJH3OGLPHGNOiZGL4UWPMPklvSXogV7EDAJBGwxcAAAAAKALs/AEAAABAESD5AwAAAIAiQPIHAAAAAEWA5A8AAAAAigDJHwAAAAAUAZI/AAAAACgCJH8AAAAAUARI/gAAAACgCPx/pjm2+k55JawAAAAASUVORK5CYII=\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 - Du 01/01/2013 au 01/01/2016\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "data[mask2013_2015][['seasonal_oscillation', 'seasonal_oscillation_fit']].plot(ax=ax, figsize=(15,10))\n", "\n", "ax.fill_between(data[mask2013_2015].index,\n", " data[mask2013_2015]['CI_lower_seasonal_oscillation'],\n", " data[mask2013_2015]['CI_upper_seasonal_oscillation'],\n", " alpha= 0.25, color='#888888');" ] }, { "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. \n", "Nous voyons tout de même que l'intervalle de confiance est très resserré." ] }, { "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": 27, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data['global_fit'] = data['long_trend_fit'] + data['seasonal_oscillation_fit'] - data['CO2'][0]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Ajout des colonnes bandes inf et sup de l'intervalle de confiance sur le modèle complet\n", "# Avec 2 sigmas\n", "data['CI_lower_global_fit'] = data['CI_lower_long_trend'] - data['CI_lower_seasonal_oscillation']\n", "data['CI_upper_global_fit'] = data['CI_upper_long_trend'] + data['CI_upper_seasonal_oscillation']" ] }, { "cell_type": "code", "execution_count": 29, "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 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[['CO2', 'global_fit']].plot(ax=ax, figsize=(15,10));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'intervalle de confiance étant très fin, nous avons décidé de ne pas l'afficher." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "0.997596481376051" ] }, "execution_count": 30, "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 précédents, 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": 31, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [], "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')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "hideOutput": false, "hidePrompt": true }, "outputs": [], "source": [ "# Calcul de l'échelle de temps\n", "time = dates_to_idx(pred_range)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "hideOutput": false, "hidePrompt": true }, "outputs": [], "source": [ "# Calcul des prévisions pour l'année 2025\n", "# Calcul sur la tendance longue et l'oscillation saisonnière\n", "pred_long_trend_2025 = result_long_trend.eval(x=time)\n", "pred_2025 = result_long_trend.eval(x=time) + result_seasonal_oscillation.eval(x=time) - data['CO2'][0]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "425.0" ] }, "execution_count": 34, "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": 35, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "425.0" ] }, "execution_count": 35, "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": 36, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "image/png": 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\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", "plt.plot(pred_range, pred_2025)\n", "plt.plot(pred_range, pred_long_trend_2025);" ] }, { "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": 37, "metadata": { "hideCode": true, "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='2024/12/31', freq='W')\n", "time_hole = dates_to_idx(hole_range)\n", "\n", "pred_hole_range = result_long_trend.eval(x=time_hole)\n", "pred_hole = result_long_trend.eval(x=time_hole) + result_seasonal_oscillation.eval(x=time_hole) - data['CO2'][0]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "hideCode": true, "hideOutput": false, "hidePrompt": true }, "outputs": [ { "data": { "image/png": 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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'][['CO2', 'long_trend_fit']].plot(ax=ax)\n", "#pred_2025.plot()\n", "plt.plot(hole_range, pred_hole_range, color='darkorange')\n", "\n", "plt.plot(pred_range, pred_2025)\n", "plt.plot(pred_range, pred_long_trend_2025, color='darkorange')\n", "plt.plot(hole_range, pred_hole);" ] }, { "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 }