{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "#
Concentration de CO2 dans l'atmosphère depuis 1958
" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "##
Rémy MARION
" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "##
Avril 2020
" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "### 1. 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": [ "### 2. 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": [ "### 3. Base de données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Les données sont disponibles sur le site Web de l'institut Scripps à l'adresse suivante: \n", "https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html\n", "\n", "Pour notre étude, nous prendrons les relevés hebdomadaires : *weekly_in_situ_co2_mlo.csv* que l'on peut télécharger à l'adresse suiavnte : https://scrippsco2.ucsd.edu/data/atmospheric_co2/mlo.html\n", "\n", "Nous travaillerons sur une base locale (copiée sur le serveur *jupyter* de l'INRIA) téléchargée le 13 avril 2020.\n", "La totalité des documents nécessaires à cette étude seront committés sur le serveur *GitLab* de l'INRIA.\n", "\n", "Les parties du code nécessaires à l'affichage des courbes ne sera pas affichées dans le rapport final. Elles seront tout de même accessibles dans le fichier *jupyter*." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "### 4. Vérification de la base de données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "#### a. Exploration des données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Nous commençons par analyser le contenu du fichier de données (fichier structuré *CSV*) pour ensuite faire un premier tracé de l'ensemble de la base de données. \n", "Nous utiliserons les libraries *pandas* et *matplotlib* pour *python 3.6*." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Import des librairies\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hideCode": false, "hideOutput": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "(3156, 1)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Chargement de la base de données (CSV)\n", "# Les lignes de commentaires sont ignorées\n", "# Le séparateur de champs utilisé dans la base de données est la virgule (,)\n", "# La colonne des dates est parsé et mise en index\n", "date_parser = lambda dates: [pd.datetime.strptime(d, '%Y-%m-%d') for d in dates]\n", "\n", "data = pd.read_csv('weekly_in_situ_co2_mlo.csv', sep=',', comment='\"', header=None,\n", " names=[\"date\", \"CO2\"])\n", "data['date'] = pd.to_datetime(data['date'], format='%Y-%m-%d')\n", "\n", "# Les dates sont passées à l'index du dataframe\n", "data.set_index('date', inplace=True)\n", "data.shape" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Les 44 premières lignes de commentaires du fichier brut n'ont pas été prises en compte (commande `comment='\"'`). \n", "La base de données est composée de 3156 mesures et de 2 colonnes :\n", "* date : date de relevé. Avec un relevé par semaine.\n", "* CO2 : concentration de CO2 en *ppm*." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hideCode": true, "hideOutput": true, "hidePrompt": true }, "outputs": [ { "data": { "text/html": [ "
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CO2
date
1958-03-29316.19
1958-04-05317.31
1958-04-12317.69
1958-04-19317.58
1958-04-26316.48
\n", "
" ], "text/plain": [ " CO2\n", "date \n", "1958-03-29 316.19\n", "1958-04-05 317.31\n", "1958-04-12 317.69\n", "1958-04-19 317.58\n", "1958-04-26 316.48" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Affichage partiel de la base de données mise en forme\n", "data.head(5)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "L'inspection visuelle de la base de données complète montre que le fichier est bien formé et ne semble pas comporter de valeurs manquantes ou aberrantes. " ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "#### b. Vérification des données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Avant d'aller plus loin dans l'analyse, vérifions avec un code de validation (une fonction *builtin* de *pandas*) la robustesse de la base de données. Nous vérifions la présence de valeurs manquantes et le type des différentes variables (date, float). \n", "Par la suite, l'affichage sous forme graphique nous permettra d'avoir une vue globale de la base de données." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 3156 entries, 1958-03-29 to 2020-02-01\n", "Data columns (total 1 columns):\n", "CO2 3156 non-null float64\n", "dtypes: float64(1)\n", "memory usage: 49.3 KB\n" ] } ], "source": [ "# La méthode .info() permet d'avoir une vision consice de la base de données\n", "data.info()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "La base de données comporte 3156 lignes de valeurs numériques (float64) sans valeur manquante. L'index est bien au format datetime allant du 29/03/1958 au 01/02/2020.\n", "\n", "Nous pouvons considérer que la base de données est cohérente. L'analyse est possible." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "### 5. Analyse des données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "#### a. Mise en évidence des composantes de l'évolution de la concentration de CO2 dans l'atmosphère" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Un tracé sous forme graphique nous permettra de constater les phénomènes. \n", "Après l'affichage de la base complète, nous tracerons 2 sous-graphiques correspondant à l'évolution du taux de CO2 sur 2 années différentes. Une en début de base (du 01/01/1960 au 01/01/1961) et une autre en fin (du 01/01/2015 au 01/01/2016)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [], "source": [ "# Définition des périodes à afficher\n", "mask1_1y = (data.index > '1960-01-01') & (data.index <= '1961-01-01')\n", "mask2_1y = (data.index > '2015-01-01') & (data.index <= '2016-01-01')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation des graphs\n", "# Graphs de 2 périodes différentes de 1 an\n", "fig = plt.figure()\n", " \n", "# Définition des axes\n", "ax1 = plt.subplot(223)\n", "ax2 = plt.subplot(224)\n", "ax3 = plt.subplot(211)\n", "\n", "# Titres des graphs\n", "ax1.set_title(\"CO2 dans l'atmosphère du 01/01/1960 au 01/01/1961\")\n", "ax2.set_title(\"CO2 dans l'atmosphère du 01/01/2015 au 01/01/2016\")\n", "ax3.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Labels des axes\n", "ax1.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax2.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax3.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", "data.plot(ax=ax3, figsize=(15,10))\n", "\n", "# Optimisation de l'espacement entre les graphs\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Nous constatons que l'évolution continue du CO2 dans l'atmosphère ne suit pas une courbe linaire. Le tendance est plutôt quadratique. \n", "Sur année, l'évolution est périodique est semble grossièrement coller à une sinusoïde." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "#### b. Caractérisation de la tendance continue" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Pour cela, nous allons ajuster une courbe quadratique à la base complète en utilisant la librairie *lmfit*. \n", "Cette courbe suivra la tendance générale des données initiales en \"annulant\" les oscillations périodiques et donnera donc la tendance à long terme.\n", "\n", "Nous utiliserons le coefficient de détermination ($r²$) pour estimer la qualité de la régression." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hideCode": true, "hideOutput": true, "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: lmfit in /opt/conda/lib/python3.6/site-packages (1.0.0)\r\n", "Requirement already satisfied: asteval>=0.9.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (0.9.18)\r\n", "Requirement already satisfied: numpy>=1.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.18.2)\r\n", "Requirement already satisfied: scipy>=1.2 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.4.1)\r\n", "Requirement already satisfied: uncertainties>=3.0.1 in /opt/conda/lib/python3.6/site-packages (from lmfit) (3.1.2)\r\n" ] } ], "source": [ "# Installation de la librairie lmfit\n", "!pip install lmfit" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Import des librairies\n", "from lmfit.models import QuadraticModel, Model\n", "import lmfit\n", "from sklearn.metrics import r2_score" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Les index au format `dateindex` sont mal pris en compte par la librairie *lmfit*. Il est nécessaire de se recréer une échelle de temps permettant les calculs. \n", "Cette même fonction servira pour tous les calculs à venir." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Fonction permettant de définir une échelle de temps en lieu et place de l'index temporel de pandas\n", "# Cela est nécessaire pour contourner un bug de la librairie lmfit\n", "def dates_to_idx(timelist):\n", " reference_time = pd.to_datetime('1958-03-29')\n", " time = (timelist - reference_time) / pd.Timedelta(1, \"Y\")\n", " return np.asarray(time)\n", "\n", "time = dates_to_idx(data.index)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Instanciation du modèle\n", "model_long_trend = QuadraticModel()\n", "params_long_trend = model_long_trend.guess(data['CO2'], x=time)\n", "\n", "result_long_trend = model_long_trend.fit(data['CO2'], params_long_trend, x=time)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "hideCode": false, "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Mise en dictionnaire des meilleures paramètres calculés\n", "coeffs_long_trend = result_long_trend.params.valuesdict() " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[Variables]]\n", " a: 0.01297745 +/- 1.4176e-04 (1.09%) (init = 0.01297745)\n", " b: 0.76778699 +/- 0.00913468 (1.19%) (init = 0.767787)\n", " c: 314.570495 +/- 0.12419930 (0.04%) (init = 314.5705)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", " C(a, b) = -0.969\n", " C(b, c) = -0.873\n", " C(a, c) = 0.756\n" ] } ], "source": [ "#Affichage des meilleures paramètres calculés avec les intervalles de confiances\n", "print(lmfit.fit_report(result_long_trend.params))" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": true }, "source": [ "Ci-dessus, les différents paramètres de la courbe d'ajustement à long terme (fonction quadratique)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Fonction de prédiction à long terme\n", "def long_trend_fitted_curve(time):\n", " long_trend_CO2 = (coeffs_long_trend.get('a')*time*time +\n", " coeffs_long_trend.get('b')*time +\n", " coeffs_long_trend.get('c'))\n", " return np.round(long_trend_CO2, 2)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data['long_trend_fit'] = pd.Series(long_trend_fitted_curve(time), index=data.index)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "0.9936252499490063" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimation du coefficient de détermination\n", "r2_score(data['long_trend_fit'], data['CO2'])" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Le coefficient de détermination est très bon. \n", "Ce modèle de prédiction simple (càd sans prendre en compte les oscillations saisonnières) suffirait à calculer de bonnes prédictions de CO2 pour les années futures. Nous allons tout de même caractériser les oscillations saisonnières." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Graphs de 2 périodes distinctes de 1 an\n", "# Avec la courbe de tendance\n", "fig = plt.figure()\n", " \n", "# Définition des axes\n", "ax1 = plt.subplot(223)\n", "ax2 = plt.subplot(224)\n", "ax3 = plt.subplot(211)\n", "\n", "# Titres des graphs\n", "ax1.set_title(\"CO2 dans l'atmosphère du 01/01/1960 au 01/01/1961\")\n", "ax2.set_title(\"CO2 dans l'atmosphère du 01/01/2015 au 01/01/2016\")\n", "ax3.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Labels des axes\n", "ax1.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax2.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax3.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", "data.plot(ax=ax3, figsize=(15,10))\n", "\n", "# Optimisation de l'espacement entre les graphs\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "L'intervalle de confiance de la courbe ajustée n'est pas tracée sur les graphes précédents car il est très etroit. \n", "Celui-ci dégraderait la lisibilité des graphiques." ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "#### c. Caractérisation de l'oscillation périodique" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "Pour avoir un aperçu de l'oscillation saisonnière, commençons par retraiter les données pour soustraire l'effet de la tendance continue." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "hideCode": false, "hidePrompt": true }, "outputs": [], "source": [ "# Calculs des données en soustrayant la tendance continue\n", "data['seasonal_oscillation'] = data['CO2'] - data['long_trend_fit'] + data['CO2'][0]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\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.plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "La courbe verte représente les données de la variation de CO2 dans l'atmosphère sans l'effet de l'évolution continue que nous avons constaté au début de l'analyse. \n", "Nous constatons qu'en plus des oscillations saisonnières (période de 1 an), il semble avoir une oscillation, à faible amplitude, avec une période de l'ordre de 30 ans. Dans la suite de l'analyse, nous ne prendrons pas en compte cette variation.\n", "En effet, avec une simple régression quadratique sur la tendance continue, le résultat est déjà très bon. \n", "Nous nous contenterons donc de caractériser les variations saisonnières avec une fonction sinus ajustée à toute la base de données. Cela aura pour effet d'avoir un modèle \"ne fittant\" pas parfaitement avec les données mais qui aura probablement plus de capacité à \"généraliser\" pour de bonnes prédictions futures. C'est le but premier de l'exercice." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Définition de la fonction sinus\n", "def sine(x, amp, freq, shift):\n", " return amp * np.sin(2*np.pi*x*freq) + shift" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Instanciation du modèle\n", "model_seasonal_oscillation = Model(sine)\n", "params_seasonal_oscillation = model_seasonal_oscillation.make_params(amp=7, freq=1, shift = 0)\n", "\n", "result_seasonal_oscillation = model_seasonal_oscillation.fit(data['seasonal_oscillation'], params_seasonal_oscillation, x=time)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [], "source": [ "# Affichage des meilleures paramètres calculés\n", "coeffs_seasonal_oscillation = result_seasonal_oscillation.params.valuesdict()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[Variables]]\n", " amp: 2.50225394 +/- 0.03484620 (1.39%) (init = 7)\n", " freq: 1.00448056 +/- 6.1469e-05 (0.01%) (init = 1)\n", " shift: 316.199477 +/- 0.02463756 (0.01%) (init = 0)\n" ] } ], "source": [ "#Affichage des meilleures paramètres calculés avec les intervalles de confiances\n", "print(lmfit.fit_report(result_seasonal_oscillation.params))" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Avec ces résulats nous pouvons caractériser l'oscillation saisonnière comme suit :\n", "- +/- 2.5 *ppm* sur une année.\n", "- Une féquence de 1 année pour chaque oscillation. Ce qui conforme aux observations.\n", "- Un décalage de 316.20 *ppm* qui correspond à la première mesure de la base de données. \n", "\n", "Les intervalles de confiance sont là aussi très restreints. Nous faisons le choix de ne pas les représenter sur les graphiques à venir." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "def seasonal_oscillation_fitted_curve(time):\n", " seasonal_oscillation_CO2 = (coeffs_seasonal_oscillation.get('amp') *\n", " np.sin(2*np.pi*coeffs_seasonal_oscillation.get('freq')*time) +\n", " coeffs_seasonal_oscillation.get('shift'))\n", " return np.round(seasonal_oscillation_CO2, 2)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data['seasonal_oscillation_fit'] = pd.Series(seasonal_oscillation_fitted_curve(time), index=data.index)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { 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hhMPhVDdFEARBEARBEPaIA14MlpeXk5uby7Bhw1BKpbo5wgGA1prq6mrKy8sZPnx4qpsjCIIgCIIgCHvEAe8m2tLSQmFhoQhBYa+hlKKwsFCszYIgCIIgCIKvOeDFICBCUNjryDUlCIIgCIIg+J1eIQYFQRAEQRAEQRCE9ogYFACYOnUqixcv3mfbr6io4NxzzwVg3rx5TJ8+HYBZs2ZxzTXXdLvuvHnzWLBgQeL7Y489xrPPPrvP2ioIgiAIgiAIvYEDPoGM4A0GDRrEK6+8skfrzps3j5ycHI455hgAZsyYsTebJgiCIAiCIAi9kl4lBu98fRnLK+r26jbHDcrj9u+N73aZxsZGzj//fMrLy4nH49x6662MGjWKX/ziFzQ0NNCvXz9mzZpFUVERTzzxBI8//jiRSIRRo0bx3HPPkZWVxezZs7nzzjsJBoPk5+fzwQcf0NLSwlVXXcXixYsJhUI89NBDnHTSScyaNYu5c+fS1NTEmjVrOOuss3jwwQcBuOqqq1i0aBHNzc2ce+653HnnnT3azxdffJH77rsPrTXTpk3jgQceIB6Pc8UVV7B48WKUUlx++eVcf/31rF69mhkzZlBZWUkwGGT27NkEg0GmT59OWVlZl7/x+uuvc8899xCJRCgsLOSFF16gubmZxx57jGAwyPPPP88jjzzCu+++S05ODjfccAPFxcXMmDGDpqYmRo4cyVNPPUVBQQFTp05lypQpvP/++9TU1PDkk09y/PHH9/zECoIgCIIgCMIBjriJ7gfefPNNBg0aRElJCWVlZZxxxhnMnDmTV155hSVLlnD55Zfz61//GoCzzz6bRYsWUVJSwtixY3nyyScBuOuuu3jrrbcoKSlh7ty5ADz66KMAlJaW8uKLL3LJJZckMlwWFxfz0ksvUVpayksvvcSmTZsAuPfee1m8eDFLly5l/vz5LF26dJftr6io4KabbuK9996juLiYRYsWMWfOHIqLi9m8eTNlZWWUlpZy2WWXAXDhhRdy9dVXU1JSwoIFCygqKurRcTruuOP49NNP+eKLL/jRj37Egw8+yLBhw5gxYwbXX389xcXFnQTdxRdfzAMPPMDSpUuZMGFCO3Ebi8X47LPPePjhh3ssegVBEARBEASht9CrLIO7suDtKyZMmMANN9zATTfdxPTp0ykoKKCsrIxTTz0VgHg8nhBMZWVl3HLLLdTU1NDQ0MDpp58OwLHHHsull17K+eefz9lnnw3ARx99xMyZMwEYM2YMQ4cOZeXKlQCcfPLJ5OfnAzBu3Dg2bNjAwQcfzMsvv8zjjz9OLBZjy5YtLF++nIkTJ3bb/kWLFjF16lT69+8PGLH3wQcfcOutt7J27VpmzpzJtGnTOO2006ivr2fz5s2cddZZgCnO3lPKy8u54IIL2LJlC5FIZJc1/Gpra6mpqeHEE08E4JJLLuG8885LzHeO01FHHcX69et73A5BEARBEARB6A2IZXA/cOihh7JkyRImTJjAL3/5S/76178yfvx4iouLKS4uprS0lLfffhuASy+9lN///veUlpZy++23Jyx9jz32GPfccw+bNm3iiCOOoLq6Gq11l7+Znp6e+BwMBonFYqxbt47f/e53vPvuuyxdupRp06b1qFZeV79TUFBASUkJU6dO5dFHH+VnP/tZt23aFTNnzuSaa66htLSUP/7xj1+7jp9zDJz9FwRBEARBEAShDRGD+4GKigqysrK46KKLuOGGG1i4cCGVlZV88sknAESjUZYtWwZAfX09RUVFRKNRXnjhhcQ21qxZw5QpU7jrrrvo168fmzZt4oQTTkgss3LlSjZu3Mhhhx3WZTvq6urIzs4mPz+fbdu28cYbb/So/VOmTGH+/PlUVVURj8d58cUXOfHEE6mqqsKyLM455xzuvvtuPv/8c/Ly8hgyZAhz5swBoLW1laamph79Tm1tLYMHDwbgmWeeSUzPzc2lvr6+0/L5+fkUFBTw4YcfAvDcc88lrISCIAiCIAiCIHRPr3ITTRWlpaXceOONBAIBwuEwf/jDHwiFQlx77bXU1tYSi8W47rrrGD9+PHfffTdTpkxh6NChTJgwISGCbrzxRlatWoXWmpNPPplJkyYxZswYZsyYwYQJEwiFQsyaNaudRbAjkyZN4sgjj2T8+PGMGDGCY489tkftLyoq4v777+ekk05Ca82ZZ57JD37wA0pKSrjsssuwLAuA+++/HzCi7Morr+S2224jHA4ze/ZsAoFdjzvccccdnHfeeQwePJhvfetbrFu3DoDvfe97nHvuubz22ms88sgj7dZ55plnEglkRowYwdNPP92jfRIEQRAEQRCE3o76Om59XmPy5Mm6Y628FStWMHbs2BS1SDiQkWtLEARBEARB8BpKqSVa68k9WXa/uYkqpTKUUp8ppUqUUsuUUnfa03+rlPpSKbVUKfWqUqqPa51fKqVWK6W+Ukqdvr/aKgiCIAiCIAiCcKCzP91EW4HvaK0blFJh4COl1BvAO8AvtdYxpdQDwC+Bm5RS44AfAeOBQcC/lFKHaq3j+7HNvY4pU6bQ2trabtpzzz3HhAkTUtQiQRAEQRAEQRD2BftNDGrjj9pgfw3bf1pr/bZrsU+Bc+3PPwD+orVuBdYppVYDRwOf7Kcm90oWLlyY6iYIgiAIgiAI+5Dt9S08+t5qbpk+jnBQ8kn2Zvbr2VdKBZVSxcB24B2tdUflcTngpLgcDGxyzSu3pwmCIAiCIAiCsIfcOHspz3yygUXrdqS6KUKK2a9iUGsd11ofAQwBjlZKHe7MU0r9GogBTj0FlWwTHScopX6ulFqslFpcWVm5L5otCIIgCIIgCAcMG3eYsl85GVJYoLeTEruw1roGmAecAaCUugSYDlyo29KblgMHu1YbAlQk2dbjWuvJWuvJ/fv336ftFgRBEARBEAS/s7mmGYCYdeBUFRD2jP2ZTbS/kylUKZUJnAJ8qZQ6A7gJ+L7W2l2dfC7wI6VUulJqODAa+Gx/tVcQBEHYu1Q3tNISlRxggiAIqSYSMzWio/Z/ofeyPy2DRcD7SqmlwCJMzODfgd8DucA7SqlipdRjAFrrZcDLwHLgTeBqySS675g6dSodazTuTSoqKjj3XJMbaN68eUyfPh2AWbNmcc0113S77rx581iwYEHi+2OPPcazzz67V9v34x//mIkTJ/Lf//3f3HbbbfzrX/8C4OGHH6apqWkXawuC0BOOuudfXPQnSVIlCIKQSiyXNTASFzHY29mf2USXAkcmmT6qm3XuBe7dl+0S9g+DBg3ilVde2aN1582bR05ODscccwwAM2bM2JtNY+vWrSxYsIANGzZ0mvfwww9z0UUXkZWVtVd/UxB6K4s37Ex1EwRBEHo12+pbEp+jIgZ7Pb0ravSNm2Fr6d7d5kET4Lu/6XaRxsZGzj//fMrLy4nH49x6662MGjWKX/ziFzQ0NNCvXz9mzZpFUVERTzzxBI8//jiRSIRRo0bx3HPPkZWVxezZs7nzzjsJBoPk5+fzwQcf0NLSwlVXXcXixYsJhUI89NBDnHTSScyaNYu5c+fS1NTEmjVrOOuss3jwwQcBuOqqq1i0aBHNzc2ce+653HnnnT3azRdffJH77rsPrTXTpk3jgQceIB6Pc8UVV7B48WKUUlx++eVcf/31rF69mhkzZlBZWUkwGGT27NkEg0GmT59OWVlZl7/x+uuvc8899xCJRCgsLOSFF16gubmZxx57jGAwyPPPP88jjzzCu+++S05ODjfccAPFxcXMmDGDpqYmRo4cyVNPPUVBQQFTp05lypQpvP/++9TU1PDkk09y/PHHJ/3d0047je3bt3PEEUfwyCOP8OSTTzJ9+nQqKiqoqKjgpJNOol+/frz//vs9OlaCIHQmJh0OQRAET7C+qs3jKRKTmMHejhQW2Q+8+eabDBo0iJKSEsrKyjjjjDOYOXMmr7zyCkuWLOHyyy/n17/+NQBnn302ixYtoqSkhLFjx/Lkk08CcNddd/HWW29RUlLC3LlzAXj00UcBKC0t5cUXX+SSSy6hpcWM9hQXF/PSSy9RWlrKSy+9xKZNpkrHvffey+LFi1m6dCnz589n6dKlu2x/RUUFN910E++99x7FxcUsWrSIOXPmUFxczObNmykrK6O0tJTLLrsMgAsvvJCrr76akpISFixYQFFRUY+O03HHHcenn37KF198wY9+9CMefPBBhg0bxowZM7j++uspLi7uJOguvvhiHnjgAZYuXcqECRPaidtYLMZnn33Gww8/3K3onTt3LiNHjuy0/WuvvZZBgwbx/vvvixAUhK9Jk8QKCkKP0Vqzvqox1c0QDlC21jUnPotlUOhdlsFdWPD2FRMmTOCGG27gpptuYvr06RQUFFBWVsapp54KQDweTwimsrIybrnlFmpqamhoaOD0008H4Nhjj+XSSy/l/PPP5+yzzwbgo48+YubMmQCMGTOGoUOHsnLlSgBOPvlk8vPzARg3bhwbNmzg4IMP5uWXX+bxxx8nFouxZcsWli9fzsSJE7tt/6JFi5g6dSpOttYLL7yQDz74gFtvvZW1a9cyc+ZMpk2bxmmnnUZ9fT2bN2/mrLPOAiAjI6PHx6m8vJwLLriALVu2EIlEGD58eLfL19bWUlNTw4knngjAJZdcwnnnnZeY7xyno446ivXr1/e4HYIg7H2aWkUMCkJPWbhuBz96/FPe+48TGdE/J9XNEQ4wquojic8iBgWxDO4HDj30UJYsWcKECRP45S9/yV//+lfGjx9PcXExxcXFlJaW8vbbbwNw6aWX8vvf/57S0lJuv/32hKXvscce45577mHTpk0cccQRVFdX01aFozPp6emJz8FgkFgsxrp16/jd737Hu+++y9KlS5k2bVpi+93R1e8UFBRQUlLC1KlTefTRR/nZz37WbZt2xcyZM7nmmmsoLS3lj3/8Y4/a1h3OMXD2XxCE1NEUkXtQEHrK1lrz/qtqiOxiSUHYfaoaWhOf/S4G3yzbwh/nr0l1M3yNiMH9QEVFBVlZWVx00UXccMMNLFy4kMrKSj755BMAotEoy5YtA6C+vp6ioiKi0SgvvPBCYhtr1qxhypQp3HXXXfTr149NmzZxwgknJJZZuXIlGzdu5LDDDuuyHXV1dWRnZ5Ofn8+2bdt44403etT+KVOmMH/+fKqqqojH47z44ouceOKJVFVVYVkW55xzDnfffTeff/45eXl5DBkyhDlz5gDQ2tra42yctbW1DB48GIBnnnkmMT03N5f6+vpOy+fn51NQUMCHH34IwHPPPZewEu4tuvptQRB2j6aIsQwqleKGCIIPaGg1gydSikXYF1Q2tJIWNBIgEvd3zODckgpeWLgx1c3wNb3LTTRFlJaWcuONNxIIBAiHw/zhD38gFApx7bXXUltbSywW47rrrmP8+PHcfffdTJkyhaFDhzJhwoSEELnxxhtZtWoVWmtOPvlkJk2axJgxY5gxYwYTJkwgFAoxa9asdhbBjkyaNIkjjzyS8ePHM2LECI499tgetb+oqIj777+fk046Ca01Z555Jj/4wQ8oKSnhsssuw7LMqNL9998PGFF25ZVXcttttxEOh5k9ezaBwK7HHe644w7OO+88Bg8ezLe+9S3WrVsHwPe+9z3OPfdcXnvtNR555JF26zzzzDOJBDIjRozg6aef7tE+9ZSf//znfPe736WoqEjiBgXha9Bod26dDoggCG18tbWeQwfmoOzRkkYRg8I+pKohQlGfDDZUN/m+zmBr1ErUTBT2DPV13Pq8xuTJk3XHWnkrVqxg7NixKWqRcCAj15Yg9Jz3v9zOZbMWkZsRovSO01PdHEHwDBurmzjht+9z4ZRDuPesCQA89PZX/O97q3nkx0fyvUmDUtxC4UBj2v9+SG5GiE/X7uCX3x3DlSeOTHWT9piL/rSQFVvqWHLrqaluiqdQSi3RWk/uybIyRCsIgiDscxw30fSQvHYEwY3jEvrCwo0JS2C9WAaFfUhVQyuD8jMB/8cMtsbiRHy+D6lG3ESFdkyZMoXW1tZ205577jkmTJiQohbtPd566y1uuummdtOGDx/Oq6++mqIWCULvoTHiXzfRlmic/3i5hJu/O4aD+2alujnCAYbl8tBasKaK74wZ2OYmKu7QeZZSAAAgAElEQVRvwl7GsjTVDREG5pts736PGWyNiZvo10XEoNCOhQsXproJ+4zTTz89UapDEIT9S5MTM+hDy+D66kb+UbqFU8YNEDEo7HXiVltnfEdjFIBGuxRLq1gGhb1MbXOUmKXpl5NOWjDgf8tg1PL9PqQa/72V94ADKS5S8AZyTXmXss21cn48iFN03o9isDVqtfsvCHuTuOt5VddsxKBkExX2FU5ZiX45aYSDyv8JZGJxLA3b61rYUtuc6ub4Ev+9lXeTjIyMXdbkE4TdQWtNdXU1GRkZqW6K0IE1lQ1Mf+QjFqypTnVThA44RecDPqwt4cSjSMdc2BdYLstgfYsRgY4YbPV5R13wHpW2GOyfk044dABYBu175FevlvLvLxanuDX+5IB3Ex0yZAjl5eVUVlamuinCAURGRgZDhgxJdTOEDtQ0mQLN1Y1SqNlrODGDbpc4v5CwDErHXNgHxFz3RF2L4yYqlkFh37BmewMAhxRmEQ4GfB8z6MQLbqtrpVnulz3igBeD4XCY4cOHp7oZgiDsB5zOusTZeI9mO5tozIdiMBK347dEDAr7ALdlsLObqFxzwt6lbHMdBVlhBvfJPDBiBu3ncn1LtJ3LtdBzDngxKAhC78EZIZQMfN6jMSEG/Xdu2iyDMsgg7H3cHVjHTVQsg8K+oqyilsMH56OUMjGDvheD5h5paI35MgzBCxzwMYOCIPQeImIZ9CSrtzewsboRgJgPXZLaLM7+7jQJ3sRxnQ4ot5uoeYbJwJawN2mNxVm5rZ7xg/IBCPvcMhi3NFH7ndLQGhPvjT1ELIOCIBwwSKIPb3LKQ/MTn6M+FINtFme5roS9j1NnsCArjbqWaLsi2jKwJexNVm1rIBrXHD44DzDZnSMx/z2THdz1BcWles8Ry6AgCAcMiU67vBQ8S9yPbqIxp+ab/9oueB/HMNMnK0x9SyxhFQSxDAp7l801pvTC0L7ZgP8tgx1d91uillQP2ANEDAqCcMDQJgZlNN0rOIljHHztJiodc2Ef4LiJ9slKo645mogXBHmWCXsXJ+N2n6wwgO8TyCR7Jkd8vD+pQsSgIAgHDAnXKum0e4YdTe3LfER9aRmUBDLCvqPNTTRMXUsskUQGxE1U2LvsbDIxqX2z0wAIh/ydQCaZt4a8/3cfEYOCIBwwiGXQG6zeXs9qu5bVTrvm46njBnLsqEJ/1hkUy6CwD3FbBuOWThQFz0oLisu7sFfZ2RQhLRggKy0I4Ps6g8kG6MSdf/cRMSgIwgFDq5SW8ARXPLOYUx6az9Mfr+OLTTUAXHnCCI46pIBoXPsupiOSJJuoZWk+WlXlu31xU9XQStnm2lQ3o9fjWAb7ZBrXvQ125t2D8jLEGi3sVXY2RuiTFUbZJRjCwQBRn74vX/2inOtfLu40XQaDdx8Rg4IgHDBEJZuoJ3A6F3e+vpxb55QBUJCdRihoXjl+Mw46HXJ3NtHnF27goicX8mbZ1lQ162tz8ZOfMf2Rj4j52E3sQMCxDBbYrntfbDQDKGOL8sQyKOxVdjZFEy6i4O+YwXlfVVK2ua7TdPHg2H2ktIQgCL6nriXKFbMWkZdhRtZFDKaWwpx0Rg7IoTVm8dm6HQD0zUojFDSj0dG4RTAQTGUTd4tklkEnK9/66qaUtGlvsHGHafvaqkYOHZib4tb0XtrcRM3za8mGnRyUl0FhTpqUMxH2KjVNkcR1BhAOKt8mXKmx4x87Itb03Ucsg4Ig+J6STTUsWr+TReuN8JCYgdQStzTpoQDfGt43MS0vM0woYMRgzGemwWQJZNJDwU7T/Ma4IlNrTFxFU4vjJlqUnwEYkT56YA4Z4aAMbAl7lY6WQT+7idY0dyUG/bk/qUTEoCAIvmflNpOspM7OwufnDvqBgKU1AaUY0T8nMS0YUIQC5pUT91nCgmQJZNJDgU7T/MbQwiyApK5Wwv7DGRwZV5SfEISjBuSQEQrQGpO6acLew8QMusRgyL8JZGo7ZKp2kMHg3UfEoCAIvmfl1vp23yXOJrXELU0woBjRP7vd9LDjJuqz8hIRp+h8EjF4IFhuyirEMphKLFsMBgOKSUP6AMZKmB4OorXUTRP2DlprapqjFLjcRP0cM9iVZVBcq3cfEYOCIADG1bLCjoPyGyu3dxCD8jJIKXGtCQQUw/u1F4NB2zLot8LzCctg1O0m6n/LoOOtu7ayIbUN6eXEXWLwiuOHA3DMyH5khI0rsgxueYMz/+dD/rxwY6qbscfUtcSIW5oCt2Uw6M86g5alqevKTVTul91GxKAgCAD84NGPOeY376W6GbuN1jqJZVDEYCqxLE1QKXIzwu2mOwlkYr6zDHYuWeJ04P3c8XBi1epcRc6F/Y8zNhJUim8O68va+87k8MH5ZITtAQd5nqWcpkiM5Vvq+NWrpaluyh5TY7tVtheD/rQM1rfGusxKLWEiu4+IQUEQfM3mmmYaI+0f/jKSnlri2riJAjx16WTmXnMsQFsCGZ9aBiOu+K2ovQ9+7ng4YjASs3y9H37HcRO1DecE7PvESVJ0wm/fp64luRXED2za0USJXW/UrzheM9lp/smC3JGddvbNgmx3NtGAL2u/1naRSRT87a2RKkQMCoLQDr/VHFu1rbOLm1gGU4tlQcAuavydMQOZaMdBOXUG/WYZdAulhDCMd04q4zfirqH1BrEOpoy4bnMTdeNYBluiFltrW/Z7u/YWj7y3iute6lwc3E9s2mnE4IC8jBS3ZM9pbDX3eHZaW1W5NNvdPeqzAbqa5uTJY0As6XuCiEFBENrhvPT8wlfbjIvoQa6XtGTgSy0mgUzn6WGflpaIuASfI/4c1yo/DzxYrnukoVXEYKpwRLkzgOJw/Oj+HD3MlGeJ+HjQoTlq+f762my/F/vnpKe4JXuO86zKdFk3w67ar36iY41BR9SCvwfoUoWIQUEQ2rFqW/2uF/IQK7fVMzAvnYH57Uds5YWQOtxuom6CPncTNZ9Nh8rpPDVFfCwGXbdIvVgGU4Y7m6ib/Mww/3bSSMDfGUXjluVrMQsmHAFoV7DdbzTbYtBJTAQmmyj4UAx2SB6THhQx+HUQMSgIQjtWbfdXZsGV2+o5dGAuWeH2sRx+TuzhdyxLd7JygIlPAf91PCIxC6ef7lxXjqD1s3tl3GUZFDGYOhJuoknuGaez7mcxFY1r38ekltuWwbjPvBrcOLH0ma53Zdi2qPlhsKGyvpV5X20HOtcYDLstgz721kgVIgYFQQDaknuU72xKcUt6TtzSrN7ewGEDc8nqENgv5SVSR1eWQSebqN86VK0xK5EZ1enUOp0nP7u/WZa4iXqBtgQyScRgyJ8DKG7ilm6XfMmPbLbfi34QTV3hWAbTw21d/7YBOu+fm6tf+JxLn15EQ2uss5uoWAa/FiIGBUFAa52I42ps9Y+I2l7fQkvUYnj/bDI6iMElG3Yy7OZ/sK6qMUWt673Eu7AMOgLRDx0PN63ROHmZJumCM7rudM7rfZzl0dKa3AyzX37eD7/T1eAJtHXW/WwZjFkaS/svVtiN4ybqZ6HhWMwyk7iJ+uH6qmxoBWBjdRPVjRGy0oKcd9QQBualEw6Z+yeg/B3HnSpEDAqC0K5ej59ioJzRwb5ZaQk3UedFN2vBegA+WFmZkrbtDTbXNPPRqqpUN2O3sazknduwT7OJRuIWeQnLoC0GY7abaGvMtxaPuG6LgTpQLIMX/ulT/vZ5eaqbsVvEreQuonCgWAbbSrP4Facsg5/PQ3Okc8xgW8Za77/3B/UxeQE2VDeytLyGMQfl8tvzJrHwV6ckRG1eZtjXgj1ViBgUBKFd57w56p9OoSMG87PCCTdRx4Kzo9HEFGSnh5Kv7AOm/e+HXPTkQtZXNbJgjX9EYVzrhNuxm5APs4laliYa1wkxuKG6keMffI+1VSa21tJt7ld+Q2tNfqbZrwMhZtCyNAvWVLO8oi7VTdktLK0TNQY74gyg+LmDG0vU5PTnPrTG4gkh62dB2xKLEwqoxDUFbbUs/SAGB/fJBGDF1nqWltcyZURhYp6zTznpId9eZ6lExKAg9GKWbNjBii117WK4/GQZrLVrDfXJTEu4iTqd9oQY9HGRYEfs/t+81fz7X/xTp8uyksc/hewer5+yiToxQs4gw5db69m0o5kVW9qy7vo1iUzc0mSEgqQFAweEGGyOxtE+dEeMxXXi3uhIuk/rwLlx3i9+FVLu+9vflkGrnVUQ2uIHW3yQcM0Rrq9+UU7M0hw9vG9iXlooQFowQGY46PtkRalAxKAg9GJunbOM3731VbvOU7OPxKAjlvpkhckKm856XmZ7MRhOVvDOZ2yra2VHY8Q37ohxrZO6vTkJZGI+6lA52UOdBDJ1dkpzt1tlvU9dLOOWJhBQ5GSEaGj1f8xgY8ScB8sn94mDpTVdhAweMDGDgG876e6BEj+fh5ZYvJMYdL774dw4QnzTjmYCCiYPLUjMSwsGSA8FyAgHfSFsvYb/e0mCIOwxO5si1LfEiLtGnZ0OlR9wag31cbmJDshtXxTYb1YCgEffX82wm/+R+F5Z30rc0tT5wHqjtU6IjI44BY79dE6cTpJjca5LkmjFr5ZBrU2sWk566ICwDDbZya/8dH2BEeVdJZA5MGIG/W0ZdO6N/Mywb/cBoCUST8QIOmQk3ES9v19u6/j5kw9ODNCBGTRJDxtB6Adh6zVEDApCL6auOUpDa8zXlkHHNcRxE3XiChz8UsbgL59tZNjN/6AlGue3b33Vbp6TRa2mQ20lL+Ic7mSWwWDAfwlknPgTJ+tmXXNn0eQn12o3cTtWLTcj5FtB68ax1lo+uecdus8maqb7WYS0WQb9uQ/1ttW8MDuNiI/ddZNbBp2YVO8/w5wBkWGFWfzyzLHt5oVDAdJDQdLDAV8IW68hYlAQeimxuEVjJE5jJJYQTNlpQV91bGubI+RnhVFKJbKJ9stNT4ymg3+Ex+1zlwHJLU/Vthh0XF+9jHMtJfPODfmwtIQTM5gQg67z42SubfSpm6hxT7Qtgz7dBzfOs8tvlkGri1Is0GYZ9HN9OyebqG/FoD1Q0jc7jYgPRFNXNEfi7cpKAKSH/ZNAJmZZjBqQw7wbT0okvnJw3ERz08NSJmcPEDEoCL0U5wXX2BpLCKbcjLCdhMEfnamapih97JeC4yaaFgzQP6fNVdQvwsPpKCXTrk7ftmOhXS/ixGsldxM1rxy/WGuhbTTacRN1u1M6ZRn85FrtxhEhuRkHhptoo18tg924iYYDEjOYapx7ozAnzTfvk2S0RK0kbqL+SSATjSfPUg1w5CF9OHp4X/Izw9Q2e/896TVEDApCL6XWlQjD6ZznZoTQ2h8vBjD74HTIHTfRtFCA/q64wbhPLIMO3cUG7fSBm2jCMthN0Xk/JZBx6gm2uYm2dTSc0Wk/WdPdOO6JeRlhan1wbe0KR5THfTKY5RDXXVsGAwFFOKh8bhn0e8yg7Saak+7r89Ac7TqBjB8sg9G41c7rx83VJ43iN+dMJD9LxOCeIGJQEHopjrtbS9TqFBfV5BNLR01TlPzMNICEm2hHMeiHkVy3JaM7MegLN1HtuIl2nUDGD+fEwen8ZaYFUaq9m6gjBn3rJmpBQClGDcyhoraFnT64vrrDOQ9+dBPtyjIIxqIe9amQAv/XGUxYBrPTiFvaV54Nblq6EYN+ODexbiyDDvmZYVqili/ErZcQMSgIvRR3IgzH2pHnM0uH2zKYaVsG0zuIQT9YobbXtyY+dyeUfOEmaneUklk6Qj50E3WsGWkhE5PiPj8JN9FWf9wvHXFKGhx5sEnRXlxek+IWfT2c8+A7N1GdfPDEIS0U8LVFyu+WwYbWGBnhQOId49fMri3RzjGDQdvy7AfxFI1buywV5QzQ1Yl1cLcQMSgIvRS3hcP57KRq9osYrGmKJGIGhxZmM7Yoj7FFee1iBv1gJVhf3Zj43J1V1lduokmLztuWQR+57jodv3Q7W52bzHCQ9FDAN5b0jli2m+jEIfkEFHyx0X9i8P0vt1O2uRZou3f8cM+7MbGbXc8PBwO+FSBwAGQTbYmSkx4mLehk3vTnfiSLGQRTzN0PoSG7IwbFVXT3CKW6AYIgpAb3yJnz4PSTm2gkZrKhOtaZ/Mwwb/z78QB8lrsjsZwfOoYbdzQlPle6rIRKmVpwDn6wDMa7SSDjiMG4j9xEnU542M5W5yYcDJCdHvJtApm4nUAmOz3EYQflUbzJf2LwslmLAFj/m2k0+NUyuAs30bRgwLcCBNritv1qGaxriZGXEfJ9zceWWGfLIJjyEi0+SO4TszShYPduok5/oEbE4G4hlkFB6KW4R85qm9qLQT/UGnQEa1Za5zEtv7mJul103C6jHfFDzKBj9OsugUzUR511pwMbDgY6xduEQwGy0oKJYud+w9Jton3MQbmsrWxIcYu+Hn61DHaXQAaMm6if4mw7ciBkE83NCCUsg34Vtc2RzjGD4FgGvX9uonHdc8ugDwZOvYSIQUHopbjdRGvt+ME8H7mJOu6IyUYKJw7JZ2xRHuCPjqE7hs4tBt1WwWBA+cNNNJFApvM8pRShgPKFQHeIdGcZDCiy0/xrGbS0xrl98jJCiaLtfiVRdN5n2UR3lUAmLRjwdX07J4GMX0VUQ0uU3IxwW81HH+6HZWlaY1ZSMZgRDtDqGzfRXSeQAXET3V1EDApCL8WdQKaTm6gPRgm7y1pZlJ/JG/9+PAHV1hHxMm4xWNmFZXB4v2w27WjyfPKV7hLIgBHvXt8HN45FJj0UID2czE006NsEMo6bKECOXWvQLzVGk+FYaP1wz7uJ7SqbaEj52jIY933MYIyc9FDCKuVHN1Hn2CcXg0FfWG1jcYtQoHvZ0sfOLi5uoruHiEFB6KXUtUQTSQscMehYBht8UIC6u3p2DqFgwBfJStqLwZakyxw7spDGSJzV273tytedxRaMUF9aXrs/m/S1aB8z2NlN1M8xg5alE26iOelh4pb2RSKJZGitfVtn0Enk0xXGMujP8wIQ83nMYE1zlLzMtphBP4paxw00M2kCmYAv7vueuInmZoRQSiyDu4uIQUHopdQ2RxmYlwG4s4kay+CvXi3lobe/SlnbeoIjOpIlKnEIBZQvkpW4O69dWQaPG90fgC827twvbdpTEglkuhDp53xjMJ+srWZ9VWPS+V6jLWZQJU0g4/uYQfs0Ofd+fas/O1F1LbFEnUE/WZ7BTiDTzaBWOOjf0hKWpXFOhx/3YUdjhMr6VkYNyEnEDPrRMthsi8GuLIP+iBnctZtoIKDITQ9JaYndRMSgIPRS6ltiHJRvxGCbm2g4Mf+vn29OSbt6SneJShxCAeWPmEGXYK3vwio7blAefbLCnk//77iJdmXpOG/ywQQDinv/ucIXsYNOx8+pM+gmLejvmMG4yyKVEIM+8ApIxs7GSCLWOW5pLEv7xuU17rLQJiMt5F/LoHugq9UHgqMjTtmSwwfl+zpmMGEZTOtCDPrBTbQH2UQB8rPC1Pggvt5LiBgUhF5KSzROQVYaAdVWZiLL9aI4enjfVDWtR3QXM+gQDgYSLkpext1h6iqJR05aiElD+rB0s7ddLBPnpQuRPjAvg1+fOZZ3lm/j+U837M+m7RZaa/704VrKdzYDybOJhoIBstKDCYuU39CuLJY56UYM+sFFPBk7miKJeydmWYz41T+5/40vU9yqnmES+XTvJupHaxS0t9L60TJYVmGet+PdYtCH++FYBju6uoNdWsIPbqKxXdcZBBM3KG6iu4eIQUHopUTjFmnBANlpocSD0z3q5vVRdad2VXdiMBhQvkgm4e4wdZXJNTMtyJCCTLbXJY8p9Ao9cd+9/Ljh5KaH2OCqr+g1qhsj3POPFcwpNhby7usMen9UvaKmmac+WtdumjuBjOMV4NeMom7LoNOxfeLDtalsUo/ZZZ1BH1sG3Z4ZfshY2ZFlm+s4uG8m+VlhXyeQca6fjs8wgAy/lJaweiYG++Wksa2u6xJNQmdEDApCLyUSs0izE2AkxGBA8fo1x9EvJ93zI4XO+3hXlkE/ZOFzi8FkLodpwQBpoQCFOensaIp4OiaqJ+67YFx5vFwLyunw1TVHCQYUwYDqNKruuIlGYpbnO4j/LN3CXX9f3q6kjFuEOJbB+hbvnpPu2NHYZhl0MiN6fDwrQVx3P3gS9rNl0PX8bfXRPsTiFrG4xbKKWg4flA/g6zqD3SX2Sg8HfJEUJxbXhLq5TxyGFmazcUeT5we0vYSIQa/S2gAf/y8sezXVLfn6VK2Ct2+BHf4Ype2SqtUw52p45/a2Hq9fKX2Fm5of5huNH5CdHkyMqAcDASYMyWdQnwzPxxDELU2QOGNLHzTnZef6TsuYMgbeP1dxSzNCVXBz6M8cwtZO8/tmm3TZhdlpaI2n4yFilsX3Ax8zdNUsiHSdJKZPVtjT6b+jMU2YGL8IvsQpwRLQOmlpCce1uqrB2yPR2XVruDn0Z6huew5rjcsy6KOYwc+fhU8ehUibZXl7fWuik+4bC1RrA7xzG0e0LKK7UChfWAYriuHtWzs9h91u+r45L58/y81338kpD81n444mRg/IASAtZE5SxAcDjABs/xLe+jVUrUpYaJMNnnq56LzWmtZoDL1sDtcGXiJD7fr5NLQwi4bWGNWN3n1Peo1QqhsgJEFr+PMFsOEjCKbBgHHQ/7BUt2rP2LkeHjseYs2w4RO44m0IdPZZ9wXv3Aor3wRtwaAjYPxZqW7RntFYDXOv5TSrmUjFYv6R9yRr7FmONccPbiOW1vwg8DHDVz4FKgDRJjjv6XbLBAOKqIetaA46FuWR8COMD2zgp8F3ONN6mA1RMxp9ybeH8pMpQwEozDGisLoxQmFOesra2x3p1cv4r/BjhL+IQ91C+Onfki7XJzPN06I2allcE5rDNaHXgNeg+GDSQ99ot4zjJgrw7fvfY8ktp3jzvMQinLr8ZvqFVmM9Mx+uWwpZfYlr3TmbqNfF4MLH4Y0bzeeNn6DUj9EaNtc0Jxbx+rMLACsOL/4I1n/IncBjGbcARydd1GQT9fBzbPuX8Mz3obUWPn8GriuDjDzAhzGDn/wfvPVLfgdctzPCen0cI/rbYjBo+i6eF+YAtZvh8RMh1gKlrxA8dTaQ3GMjIxz0rFB/e/k2lsx+gF/xFNeGYM2qWjjtVejG82RYYTYAG6ob6efF57EHEcugF1k33wjBE/4T0rLhX3emukV7zkf/DToOp9wBmxdDWfKOoefZWgZf/dOck8LR8MHv/OOD1JFP/w+iTdzCNWRaDZwV/XtiVtAenk73QUB5LB7n6tBrNPQZA8dca6zoVavaLRMOBHyRsXJ81T8ZH9jAvdGfkE6UK0Nt52RAXgaHHZQLQGG2ebF52Qo1eNFvqCGbTeNmwJp3YePCpMvle9wyqOu38W/B15gb/zZljIL5D5AZaH/Ph0MB8jPbMvB6dn++eI5+jav5r+i5BCL1sPQloH19O0fUejpm0IrD/Adg+Inw7WvQX/6DgboagE2u+FM/uLyx/kPzd8YDlAcG8Z3617pcND0UIOJlT42FfwArBj98DFpqYdXbiVntYwY9vA9gLM3z7odRp/KFNYobwi8TwGJ4PyMufJVNdMVcIwTPewaaqjlohRkoTeYmmhE2pUu8GH6wZWcTF1hv0DLwKP4ndjYjq96H7Su6XWdoYRYA66u8G5PuNUQMepFP/wA5B8Hx/wETzoe170PU20kjktK0A754AY78KRzz75A9wFjW/MjyOcb6NOVK+NZVsK1slw8kT6I1lL4Mo09lTvxY1ucexfGt8xOzHX98P9QdSt++lJGBLZSPuRy+9W+AhuXtO1TGTdR7L7iOjK79mM3054n4NF6NH8c5+h2yMPe8O0ain2MZbPCoRa21gdytn/LX+Ilsnng1ZBWawYck9Mn0dsxg1po3CKs4j8TOYlbofKjZyJjaD4A2K1o4oDhl7EAunHII4OH6dmV/oypzBI/EzyY68AhY8gxgvN2VPcJusqUGvC0GNyyApiqYfBl882cobXFe0Dy/ttaa+yUt5JOafMvnQjgLvnExb4RP5dCWUqhcmXTRcFB5N/bZisOKv8Ohp8PEC0zfZfmcxGxfWQaXvwatdXDc9TwRO5MhqorjA6UM72/EoFPjzhfxm8tfgwHjYfwPYcyZDFz3KmlECQaSFZ03Fs9WDw449Nv5BSMDW6ge8xOej52CRnV6z3dkSEEWAWUsg0LPEDHoNeIxWP8xjDkTwhkw6mTj/rbxk1S3bPdZOw+sqHlBBAJmX9a8Z14efmP9x1A0CbL6mpceGKuH36heAzUb4dDTicYt1vY9joNjGxlEFdAWT5Ae8n5Aee7m+VhaUTN4KuQOhP5jYcPH7ZYJBTzciXKIRxlRv5hP1BEopXjVOo50Inw7sAww5QscHBfEaq9aBtd/SMCKMt+aiErLhtGnw7oPklrR8zONZdCrQf65a//BGquIVXown6cdBWm5DKtfApCwBobtxD7Hj+4HeFQMNmyHjQv4qu9JADSPPRcqV8DODXadwbZFczPC3k4gs2IuhDJh1KnQdzjWkCmcHPwcgK12lt28jJD3nTYsC1a8DqNPhbQs3gmdYKav/lfSxT0tcB2BPu4H5j0/djqs+hfEzICVr7KJLn0J+o6AocfwjjWZap3LBemfkGdn2vWNZbCxGjZ+CuO+b74feTFprTs5PrA0aQKWDDsW2oveQIOrPiKqg1QecgaV9GFbwTd2KQbTQgEGF2Syrlosgz1FxKDX2LoUIvUw9FjzfdhxJm6wi5eEp1n9LmTkw+CjzPeRJ0PzDhNo7ieiLcbF1Tkn+UOM8PDlOTFttkacTMzSlBceA8AJwaWAvyyDeeXzKdXDsbIKzYRhxxqXxHibZSPkhzqDmz4jw2piYeBIwoEAi63DaFHpnBgw5yTscuvpkxkmoPBuYPzqfxEPZbHEOtQMLAw71tzzlZ3rvfXJChO3tDctUS215Dd+owUAACAASURBVGz9lDesowFFIBSGQ6YwqKaDGLQ7h04SFk+KwVVvg7ZYXjAVgOYh9nNsw8ed6tvlpoe8HTO4/iPzTkw3MVzxocdxuFpPNs2Jdjsdd09T+SU0bodDzwBgO4XsCA0w75kkhIMB4pb25vW1bj5aBfnD5uFmYGeYnSNgWylAuwReXrQ8JbDiUL7I9FOUojAvh0+scUwOfJVYxClr4Flh7lC+CLDPBcCwY7FUkImBtUkTyGTa9VO9+M4fULuUFfoQGnUGAFsGTjWDWQ3bu11vYG4GOxo9OmjqQUQMeg3HsjHsOPM/LRuGfBM2JY+78SxaG8vZiJMgaOcpGm4/mMoXpa5de8LmxRCPtJ0TMFbODQsg5rOHzbr50HcEkTzj1lafM5Kdof4cFygD2iyDGV5PNd3aQG5VMR9YEwk5bi9Dj4VoI2wpSSzmizqDW43oKwuOJRRURAizIv1ITgyY/Qi53HoCAUXf7DTvisGNC6nt9w0ihE2qfGcAZf1HnRbtk2lcXmu86Cq6tRSlLRZZYwC7Ezj0GPo0rqUvdQnB4Qh1Jw7Hk531ii8gPZ8taSMBiBQcCpkF6PUfoXWbmyhATkbIm+IcTDxX5Zcw6MjEpOjBxxBSFpMDbe6VuZk+EIPOO/DgKQDEtWZj5rgu342ORcqT7onli6jOGc0D75WzozFi+isA5UbYOpbB7LSgJy1PCSq/hEhDov2W1nxhjWJAfFtCePimtET5IlBBk+gOIJxJQ+4IDlfrk1oGs+x44aYkZY1SihVnQN0yvrBG0WxnPN/Zd5KZV5584MTBFxl4PYSIQa+x8VPjppB7UNu0oiNMApO4x27U7qgth/ot7QVUzkATQ7R9WeratSdsNm5IDHFlehvyTSMQty9PTZv2lK2lMPioxMhmejjIpswxjFUbgDbh4flsoltLUTrO59boNjc3u2NFxeeJxcJB1c5NyZPUltOqMqgP5CdGnldnTWJoYDt9qesU8F+Yne5NN9FoC1SuoLbgcMDOWlcwDHIHmedaB/KzTKe91otJV2zvhWXWMMDujNvCdnLgKyYPK+A7YwYw9iCTMdGJw/HktVZRDEUTidu+k5oAHHJMYuDRbSnI8bJlcNsyk8m5aFJiUvSgyUR1kCmBtvjtvAwfJEkvXwSZBeZdj6nFtzFrvHHhr9/WafE0r1qkLAs2f872vAmA3b78wZBblBC2zmBcbkY4aQ1Vz+AI8SGTASMG+4+1B7Ns4REIKMJB5e2BUjAD2APHG2OCTU3+OCYE1iW1DOamezST8PYVhK1mvrBGJ0pdNfQ9HAKhXRoV0nwQ6uIlRAx6ja2lRvy5KZpk3C6qkgeXexJHJB00oW2aUuYBtc1nYnDbMvNyyy5sm+Z0SPzk8tpcA7WbYMA4ovZDMi0UoDJrFMPUVjJodVkGjRj0ajwXW8xxL7OGJVz0yBsEGX1Mch+bkB+yidZuYmd4AMFgIGFp2po5GoDDApsSHUGHwpw0byaQ2b4MrBi1fcYBtshQyoxOu86JQ59MD4vBLSW0ZA6kCqfYtP3sAkarzRTlZ/LUpd+kwK7/GPSqm2g8Zo590aSEUI1rDQcfjdq5nnwacPcNczNC3o0ZtO95txiMh7P4Uh/MxOD6xLQ8X1gGF8PgyYn0+HGtKc8y9417MMvBs7FqVSuhtY6tuWYAKBqzr/8hk2HTZ0DbPZGbEUrUs/UkHQW6pdmePaaT8MjNCNPQ6tF7BBICPWGhtdmRN44Bqoa05spOq3g2k7B9LxTrkQnLYDAtCwYevksxmC6Wwd1CxKCXaK2Hmg0wcFz76c7Lz+X+5nmczt+Ase2nDxhvsnB6PY7LzfZliY5ggoJhkJ7vr3PiCPSBhydGmMPBANXZowgqzWi12RUzGMDSeDf5ypYSWjP6U0lB20inUuYlsa3NWhsK+MAyWLOJHaEBBAMqYRmszDYufWPVxk6WwbyMMHVe7LDb90I7MQimTmrVqk4u1X2yPOwmuqWEuj5tz+FwMADpubRkDWJUYHOic+7g7KvnxGDVSpNevmhSom2W1uY+AcaoTcad1yY7zcMd9i0lkNnXxGzbxC3NSj2E0WpzYprnYwZbG4xLom2BAohbsD3L3PPJ4mud54Ln3EQ3mxjaLbnm/RiJ29dO0RGmL9NSl4jZzssME4l5s3wBYAZ9iyYlBHrM0ljBDOg/pt0Adl5GiLpmj4kmNzXrTUZU20V0R2MErTU78ozLe0Z154G5HFsMNnpNDG7/kmggnQ16YMJTKRRU5t6p+KLb8l5poaBYBncDEYNewilVYL+oE/QbbTKobfGRFWrbMsg/xCSQcTNwvMmOunNdatq1u8SjUPmV6dC6UQqKJvpLDDovtIHjEiNmacEAO3OMFWpMYGOiY5jhBJR7NeDf1Vlv5/YycJwRvXYHJBT0QcxgbbkRg0olhF80oz/V5DNGbWwXMwgejoXYUgIZ+TRkDAZc52XgeFNrtPKrdov3sd1Ea5o9ZuWMGi+MnfltA1mO+GvuM4rRajPpHcSgZ2MG7XhUDpqYGBTRWicGt8YENrZLIJOdHvJeh9Bh+wrTbld7La1ZYw1mINXkYDIH5nZwE7W8dk52rAG0ERk2ltbEwjnGpbrDfQJtbqKey8ZZuQKC6exMPxhw1Xd09q1qlctN1KNxaWBERdVqU0PYxrLsGpyFo6C6rX5tXmbYm94MDk55kv5j2LSjiW/c/Q5/+nAdO+zBhrQdqzqt4pwbz7mJVn7JjsxhaAI022IwHFTm+oo0mFCkLhDL4O4hYtBLONa0jlaoQNBY2PxU127b8s4WTmib5pdYu+o1Jjawo0AHM4q4bZl/SmVsW2bEed7gxAhzOBSgKecQmnUa4wIbE4umezi7GLFWqPyK2j6ms95eDI43L4lasy+ezyYabYHG7VQFBxrLoC380kMB1qqhHBbY1C6bqDPPky+57Stg4OE4V0zCfde5dzq4hzsZOT1nGdy5HtDUZg1LTEpkESwYzSi1mfRge4ERSFgTPHZeqlaZRBKFIxNCNW4BuQdhZfZljNrYdp6ArPQgjV60DGptOuT9RrebHLc0q7QZfBipKshKC3a6Xzw3oFVld8Zd+xK37Kyu/Q9LahlMD3s0ZrDyK+h3KFHdwY3VEYOVXyauO8di2+zF66thu8ni7j4nWhtPmX6jYeeGRKkMz3pmODjXT79DE+VW3ijbQnMol+26D+EdncONsr1qGaz8iqrM4QA0R9q8mRLnqXp1l6tKzODuIWLQS2xbDul5kG9G2epbom03Z7/RRpj4gXjUuCd1tKYBLfnGH7+xovMLz5MkXCuTCNt+oyHeCnWbO8/zIlWrzEtatQXApwUDpIXDrNGDGK7aRtkyQh4diQbzYtZx6nPMS8Jt2WCAPZBiu4p63k3Uvnaqgv3buYmmhQKsCw7lUFVOByOUd19y1auhcFTCEpMQ6X1HQDC9U9xgeiiAUh4ccNixFoDazIMTkxzLTP4h/5+9N42WbTurw+baTfVVp+p0t3n3dXp60pNQBwIhMFgRxiCQIbRxDKQbTiAkMTGGxLHjZBCSOCQmIchDIfbAcYwZxobYjGGbVijGqCG0Dwn1r73dufe0VXWqr92s/FjNXnvvtXfVue+9WusOzjcG4+rVqTrsOnuvtb75zfnN762okQBfsjVKfUTIq2PbemxPn2OSdteX6yBmFqKI996MZ5y8THQZxvbJEaenwHyYYm6ANBh82rmLRsVL7wewEHycPg+AyN40gLFQjsMZj+Mv5NooxFBw64pAx58H9t4gn3t5fb0n2Eis48/J5y5hBi27H0DC/O08JV+KxD3ZeT1TNvRfBsCKWOdWM4OfZx4H9S5qnijqMnnuc/EjBWCQvc+qnsHFCDi/g+PaEwAgmUHPcdg9AZLCiiYqrmP3KBPL4hIM2hSi8skPs7f+yK/jK3/s/2U/23kaOL8DLCcGL3DNGN5mm6dy2In49CnFIe3i9GZet25lnHEAvv1U/mfi+/Hk0fo4e1Fes+gFrHgEVc/By/QKHsd9+VbBDFq5mfK/96jBxmOoyaw8zPl7mIEMxSGvkFoXw9sAgBOX9QwKuWHVc3DPvYY6WaKxOEl9pOq59iWF0zOWsO8+LZkAmZS7nraYRQh79qwDtvzZ6dcSMCjYpto1xkbvzm6mPiKAr3WS5JPnZRVdzHsTiXu4+ya8gdyGg+SaGxW27q1L2AUDIJJAHjGluE33ERIfT5M7aFVd6ewqwsrvsvUo4NflSxFVmMFgws56JYRM2ar9eDlh7qd7z8g1L3vMXY/lLCdfUAxkGDNo3f0AElCxo2FrxWscMHbqHs5tk1Oqcfw59hwh2ZcWYYQwpnieXod7+vlcr13Vc1FxHYxsAoPcMPGo+gSApGjou4TJqf1GKUFS9S1V0Fgal2DQpui/zCpqSkhteibJtTr6PFHKfBcAOB4t8GJ8HbXhQ/A9AODsJVZlqzTyP3uYwOByCowO5DUnPYMuqp6Dm/QKbpATxuoiYQatnAvF/97nnLlJMQGNbeYoyt/juwR3BzN8+d/8MD59MNz4pa6MIUv6jpwMM+g6OHKvAQCaszTzXPEcLGxjbsShvPN6OcIglZN3H5eVdTWEa61VcfYiUO9h6rTkS9IwRqz5zHex0kAmjlkxiwMoAVQF6RR2n0STLNAM+/Ij1hpJSGllGgxGMUUEF/3aDTxBDhkzmMlqrHu+Tp5LMVAABx4OkUm87PviUbVRqXHyHFjv4xvlmpcGMgD7LkefzTGDs8CyZwtgAN2tSlUWpRQx5eta3CtekOjULGYGKWUgist0xX4kmUF6A2Q5Bs4Pch9t1SzrF+Zr4Kj2OICE4fddhx0u20+lejmzUXVZodFaR3TL4hIM2hJRyBLDLnvwcweY0EiX0OLWxECAwcdzPzoeLfASvYr25GbuZ1aGwqblon2dHSBnD4EZjkheJTMo9PcEVc/Fy/QqfBJJpqpmc89g/yWg2sHMY+ZEublJ26+TYFD92a3T6cYuce0Y3gFAcEx24BIiGaiK5+C0wmaNNiZ5lmBp2yF3mlTWczJRgO0Fg5uairRj3zPG17wqLxYgHc09VpHup/cvIRONbLon53eYkygHgyk3UQBhhyW+nXlSbLB2+PTp84Djy/NRhPguk8YNPEqO0dQwgzObni9KWeEk0/sYUy5J7DHpe9ZgTYJBm4pAEqC/Qa75FBOz83pgeBtxyFQZYuTHZGHR/RBx+gI7N/izE6l7WL3L1r0Ag3UfizC2b98CgPEh65nnaz7glR/BDL5Ar7P3neRNilpVD2ObGM/+ywAIzjx2Ds5UN1GAFYZK8mGhbrLWEd2yuASDtsT5XSAOJZt2p59JXAUgKWmYtSb6L7PZPJ1Hcj86Hi3wAr2Gejhk0jLb4+xFYPtJ/c8ch92vh4EZFMkF/y5LZc5g1XdwM77Cfs6BbQIGLUo+RPB7Iq6sDAz6Ck2QHQdgRQxvA+2rWFCPyUSdpGfw1GPMYH18O/URkRhaZSZx8hxb873HJSBKMba9J5iL8CQ946rmW2j/zcGg+veVzxEhWpbTsZEZlNI3zgxmwWCbyazbCvPc5DLRySLCLz57B7/4bLoQYSxOn2d7l+PKlwbTJYbc4n/ZehSPkiM0K26OGbRKljg9ZUYlmQKjlCS2rrAC4yBdbKjYyAwOXmb/dh+HWCqptdx7AqAx/DFjoTo29wz2X06d83IPE2dL7wm55sX3sNJERuxLPI/MMoO36T77+eBW7qPNqoexTUB9cBPoPIIl4cZDgcIMAmwNDW8XGviJPm+rzkmLw8Ls6E9oZNi0W2cZMFhpMnD1MJjI9G8C3cdSB7eI4/ECL/Lq1Ad+/pdxOl7k3mNNLCes0tYrAIMABx4PATMoAKuQiSpzBiuug5fp1dT7ar6QiVp0OIjgybrY4/Ng8El2SIRLydgAloLBwW1g64a0Mfc94Sbqgng13KPbqE70YNAqEHX2AgNJri9ZglQvp2B0MoxazbNMJhouGVvbezLV/5caJSFYTiU8G8FgRg2QZQaXnBlUwWCjwmWiyxA/+E8+gR/8J5aMzhncyrUdvONHP4Rv/6mPAwDCrcfRJjPse1O7mUGRhG8l/ahCkug4hBcY88UGYSBjVc/g4DZjzCoN+UylWBiey9TGrKBgrUyUUraelecrzp4tvSfk3iUYTitnDYr9le+3QgEkmMF7dBuUuOzeZaJd9TBeWARw+y8DvcchttR5FgxuPcoIlILxEkkBxaI1Y3FYmB39CY1MRef22QxA0tAPgAGsoSWV2rLov5yT84g4Hi1wi1enXvjCp/Ghzxxu8MIuGALkFclEAWD7SdD+SzgazjZzTQ8avA8K9R6AhBmscmbwCF3MaEUBg5bOGYwjnhg+KQ0xHKJhBmkMDG/DVWzmrXQVHd4Btm4gFGDQSWSinktwm+6hOkof3OKQs6o5fniH7U9I/s45ZhDIJ7m+Yxf7fH6XPTvdx1KOmirDLBNDRRIqDWRsesYGt5i0ss0KPaE0kGE/jtw6jukW2rPkTEl6Bi1b98PbKQCVjUWLDaK/gUNkJktgbhMTJcAgXytAcj/keuk+niuaVK1c88k9iXQyUb7ma3z/stZAZnLMVAtKziLWSuqeDO8AUZiAQZuZQf58qcY+URyDOB5I57psB1GjWXXtWvd9BtBjyW4KN1FxT/ga0rCcgKUKGovjEgzaEv2bbB5Uhx1qtzkzKGbzsP94JOcyZmVkqmxqHI8WOKA7AIBHyCmevTXY4IVdMDLSSm1sPQoSTPHvfPDXNnNNDxqDW6nDLlCYQVZ1ZsBDbKyqJbVVMboPxCFuxTvyoPOyzKBgcs9elHP7AMsSKYCBCQ4GY0pzoyV818Ftug///GFIDO8CW0wWHmmZQXFwv5z6mHXMoEiSuo+lWI4UGOw+zqR+iszdSgOZ4W12T7hCQzKDCkN4m+6hOVV7BoWbqEWsx2IEzPopAJV7C5e8fu21OVzXYmZQPl8JsE360/gLvWIwaJUaYHArAR1ytITyt25fAxwfjYkAg5wZtA0MagzvBDPoqMwgjYDzOzIns9JEZnCT/d39GoC0u3EoRmV0H9MCqFbNt2e0RDBnhnfdx+X6yMlE5ZmSB7aApdJqi+MSDNoSg5vs4HbZhnmTg8HUvKetGyzpsm2wsRrLCeuL6OqruMejBWaooU9buEZO8eztvvZ9VoRgYbfyScgf3R7gv/+XnwHtMMmrO7qLkY2VQhEcdIhQewbFpnlAd+V3tlUmSvn1/e5pHeKcc7JgUDx7wzspCalV4AkAJidsTuXWYwgj1jMkmuMrrgPfJbhD9+BODqXLK6DazFvyfcIlk1NzliDO9tsAzI23ua9lBq35HkCSWHQfRajsvSmJsYbltBIMDtJsmmAtReIeU+AW3UdrmhQYmxULmcFBHkDFmb/zss1+9ubaWW7OoFVM1OAWmyVc68qXcsWT3hPAYsgAMA/r5gyKQha/J9JARs1XHBfoPob6VMhELWUGpSorzwzKQqP4Wf9lbNXZGhnaCAb7NzMMZ7JOooiy77P1qBZAtaoeRrYYyIiiSe8JuV8lbqL8noh8poAZrFwygxeKSzBoSwzvyIM7iGL87kus6pza/LduAHGQM2GwKoa8yqyR9FBKcTJeAgAO6A6uk1M8dzS2U24BsHvi1dm4gkx8ywc/hr/30ZcQcSb3OjnFwcDSWXYKAyUizQwKMLgth6Ancwbt2kgFGOz7V/SulQDQuspY9uGd5OCARYmUiKHoH0qYQdH0XvUZM3hAd0BonOqLsC4xHB0AoNIwSvZyZuW7opilhHWjJQa3ABCgcyMjE9WwnMMkCfEyLoRWREYNIK5NqFujmOIu3UVtfiRNGJo2MoMiMVSKcrl5aJUW0NgBBrdyBjJWMVECoCtrQyS7ifwtAR4irCsAjY+YUy2/Vq1MFAB6T8hiQ5UXHq0Dg4oRjohkPI4C0AGgfzNhBm0BTmpkxpOpBa2InzHoPsb27Cidd7Wqrj2jJRSAnshEOUAXC9yvswLjUA8GrTsnLY9LMGhLKMn6b79wiuEswFN7zXRVQyTzNvcNChmrAjzkj2YhllGMds2TYJBS4Av3Rxu+yDVjeIextdmkVomgyZjB6+QEdwcWji4AgPmQ2U0r92ShuonyTfOA7vL+ibkEiFYl6gBiXgU89fb0vWkAY9fb14Dzu8nBAQsrhMNkrYg5Y3LovOvA42CQvTcBUQIwWmMmMUyv+VgmUpn3bd3I7V3WDZ0f3mbPjldBoAC7FDPI5bDqPRHPoDU9g+ECGN9PsWlyziBN/r1Hd+DQUBYYG1Yyg/k+u6xEz3X4IOrR/ZyBjFXrfng7p5qRzCDJMB7KLDjrhs5LgM57BuWcwczz330MzRn7Hp5D0Ki4dhUaAAY8mvupWcJCfCUBeucR5pbcf1kxkLGsiB0FrJirrBN1PwoFM9h9lPVFn6cLc62qj1kQpQCksVDPRv4VZkGGGQTYd1klE7VlzVgel2DQhogjtvHzyvqvfOo+mhUXf+ZNV7CMlHliYlSDzX2DYhFrxkqcTphz6Ov3WzigO7jhnAKwrKdDjQybpotlbQcBfFwnZ7hrKzMoNn3lnoh+qKqXMIP3BPA4v4uq54AQ+5y46PAuzmkdEzT1ckQRHHh4NstEtWBQ7RkkChhM1rx1BjJSDcDWStLLmTletm5wg5YkQbGSGeTJehDGaFZcVDwH++1q8p5alzFRyj0RRkVZ+aKxENemJIbivqiuovcpVz3wPcJ1CGq+g4lNCfvgFhu30NyTL2XVJA4hzChndC/HDNrH1qbbDnIKB274g9F9+R7WT0wsWvMCDPICUBEz2L6GWjBABQFch6Dhu/Yxg+cHuXM+ZyDjuKzYcH6Ams/2BOsUTeMjMIXGNfmS+uxPFiErlAjVVgZECVVAfxrgpZPJa365pTG6D4CNWhHPligiVFL92/r+R8DSPluL4xIM2hDjQ9aczDekW2cTvPFqG+2qB0qTBf1Tf8THMNjMDPIh2uC9dGqIRXm1U8M9uoM2Jmhilu6LtCnO70pDn6IIYuDM22PMYN9SR1EJOpKKtDi0fVfpGUQCPAghbCC4bRvp8A7u0R2EcZweDJyNrUceDjDoN4F6T0p4KioYdJwEoCvub9YZyIhr62QMZLK3ZesGc+1TeqFqtvUMDm+nXFG3WxV89L98L77uzVeT9xCSM/OyjhnUjDAQ7I0qE70nwWDCQjUrHs4my41c5lohinJKcSFr68+YwataZtAKpgNgRjiL89zZmJtp19wHQFheoETFtWitnHPZOv8ugr3Jg0G2bvYwgOc4qFdcu2S7ADA6TAA4j5yBDAC0rzC2HczYz7rREvza0Eq+i5pbDWcBOw/bHCxmnq+rW8x05tt+6mN474//pllGbXTAij+uL4u+8yCGQ5BS+7B9+CBVYBRhnbTa8rgEgzZEJlkPQoqq58qZY4Id/Nu/fYIFqVoOBu+yjdX1cz8SMqW9dpVJEgFcI6f2JLVqhEtWnVrBDAZRjGNnF9fIKQ4GtoJBUcVNmMFlFMF1CFyHKD2DaRbKOtYGADm/iwO6g2VIi0EHIFkoVd1nlVwMSFgoQpiBjEMkeGXrn2CKGmitm5L0WHfIDe8A9W0ps4ophUMAousZFO/nYZWbaBxzV1R2nUEUw3cd7HdqeZOijOQ1MZCx5J4IcKes+eycQUqhMIMKGKxaBgZH93IAKmve4Tpg587kCC5EoYutJ2sAumD62tcRRjH+ys//ET59MEzmcor14npAczfFDAKsj9saydvoAPBqclRRYiCTuT4OsvbJgDGDFc8+mej4PtC6knop18cJsPeMGIDq1D37ZKL82tBOvovKDA5nAS+a8J9nnq/X77cAJGPNgqzkd5Mxui8ZTvU7iJYWGe1rQDhjrTCZkEPnbTknLY9LMGhDSDDIDu5FFMP3nNTDfDxeYLqMcYid3CK2Koa3CwGUSMaf2mvhHlgScp2c5vsMbIjRPQA0lUzpIggpjsgerpNT3LUWDN5l/Q7KgRdEVGrvhVlMVjJmVaLOwzm/iwO6K5lBLegAGKMbLVFdJiyUdYeCIkOOKXMTFQWgiuckMssM8LAODI7upSTIQvKaC8GyK8CWzRmMEim8yZgPmEEXr6wHUZwaTZKKrUdSPYPJ0PnX/CrXixEHd+1EMiakb6pc9AxtxI6fuieNiotTm8Dg+UHqewAlMlEao7Fk5muiB9camagA3J1r+OO7Q/yzP7yLv/6Ln8ozgwB7BjXMoDV72Og++3uTtItuEGb+1vzM2ScDpWfQojMlXDL38wwzKGfYppjBq9LIq1PzLZSJaphB5dkfzALWk17rMtn1OJ1HPrnbTBVWjTLq5/fkmo+VsyHVuw0kkljN4HnhiG7NmrE8LsGgDZExYFiGMSqKfG8Zxbh1ysxJ7kUdxCOLB7Wf39X2CwKJZOHpKy38n9//fgDALoZ2LtbMPVFDTVyXUYwjbGMfA9zrG9bZF8X5XT7zKamqiWcMUAxJUGHSDGW8xHQZ4S/93LP4g5tn+d+76QgXcGanuE97CCOauKPpgt83f5wkudYxgwoY1A2dF32DJOPCKV3SbPk+o/vpajSlCcuhRgEzGFPDVWgRIvlu7QNgSgbfK3q+HgUmR8yoBUnSaA0zOLrPkj6/Ll+KpIEM/29KQeFgUb+SYwZPx4uNXm5hUJoADyX0BjIsMawvmBmO77CCin3M4DXc4S0F1zq1RO5O9MBDhFVjWEb3UwA9MZDRy0T3yQAOB4NWeQTINZ9hBnWOyK2rrGAUzLFV9y1lBoncvwAgyshEXUIYgG8nLKeIqufiiZ2m/G+j62aUgME0M5iBLO1iMFhx7XREtzUuwaANcX4XqLSB2hYANri1mmEGX+Zg8JhuITi3lBmkVNuMLULIRH3Xwc4+e88eGdrZMyg2l3a+91E9zMI4xjHtwicRgtGxpd8ln0wto1gWG1LuXEpFuua7OBjM8C8+cYDv/Zk/f6jMCgAAIABJREFU2NjlFga/riP0EEQx4iIGCpAVQ1+pflpVdAhmwPQkZcCgGshUPQff9Lbr+OGve2OuP002xtuSVI0PU9XowvvS3AMcP9X/WJMjTCz4LpnEcBnFeRMcEdLMK80ORjYwnACrrGeklSK5ozT977JxLQUGGxUXp2NLmMFZn83izHyXrK2/ZAYBNBZHAADPZTJ4a3oG5ZlyVYLBR7frxf1puWTdsWeAdoatLRwt0dxDDAdXnQEAC1sPxJrPMYMatlYUvMaH6NR9+0ZLjO+z8SpKi44K6M6FTBTg53w+jxRSUSA9sH6jES7Z2SjAoHIZOWZQPIPnGjBoW2+95XEJBm2I0b3UZiQSdfVhvnnKWKdj2sWifw+/+ikLAeFyzAwilMqUGupsO1RboH4De2Rg52KVVdwruR/1p0lFMAgp7lM2QHgXA9wfWugoOs43yKvMIMlVpNl3r/quHEKb24RNBE+OjmgXYcx6BnNjJURwcOLPjuRLVj1nknlOzEqYY2AiE33rjS1833ueYuBk1pdzoaqKYsB4xBFzsUv1qWjGfQDMAKR9NZXkCinP3IYkd8yfFQ4GQ0VKnQvdeAmr+tPuFSa4ArCKx2fRuJoCtZ2abw97owAoNbTMIF/ztcUJf82xrGfwHiv6Vtu43WfF3a26jyA74Bxg32WSzH8E2J5gxZqXbG0eDOZYGMfF1O/hCmFgsOJZJHUFlHN+HTCYGK90apb2DGa+h/rsL8JYcazNFxuADBg0pXIQIJUXdONSZlA47+bBYOImasleZnlYkOFdBiYnKQAVhCwJEYlhEFG8fDrFbquKY7qFDpni73z4U6autjhEMqVYgKuxlGCQbUi0ecVeZnB8n+nqa93cjwbTpGq+jGLcjxmju08GdprIjO6nmBuA90PpAF77SsIMKvbZVoBBfkgc0S6CKEYY07yxh4jmHkAcVOfH8iWrkhCNNbvrELzvLVfxg1/7BrSrXvLeJjNbErPgZM+gDQBqesqckFVmkK64L5PkngjJqxVsQVYmGsdyD86FkJVNkmKD6xApxTQemWQdSBJDKRMVfV7NfZYYcpAo5qiJMNrPKSr+2Z5BLRhkLpw1XgDyXct6Bkf3ZIJ7+4yBwSiGdNdsVBRzDN7/iMmJfKnqWWIgszgHgklqhEGsyER/+4VT/Ff/9JPyZyNvB/sCDNrkiApo++wA1eFVebGVGK906j6Gs8COXmcRGiOcLCsu5tgWMYPf8c4buM5dRY2tG0VOnb2OStZAxq8zEyOdTPSSGbxQWJDhXQbGRykAVcQMvulaG7MKc3x8pmUhAyUOrqaeGVRlogCA1j72MLDrcBAhqmwahmOgMoNRjINQgMG+fSYywZz1OWQYTpUZTEXrKnse4whV35UsaK4iZyJGaTAYl/UMuh7Q3MPr6mP5khVVdRGZntSIG8g8udvEf/61T6fZWlEoyoBBK76PhkEvNJAB2HdRAFTVt8gMZ3wIeHWg2gbABmh7RWBQ7NfjBNi6tshE44irAdIASrqJZuSiYX2fOfItRgCAbiMNBs26ChaAQZ2BjOsDzT1UZ4lM1HMcO/pRgZRcX4JBSjFZMPVFUy0AiaReSdirtrBqmWQdUA1kYnz0+WP849+7LYHIyN/BnrXMIO+zyxSwE2ZQWf+ChRofolPzEcbUHgYd4DmLvgAkQn6f9hXmwBmk85XX7bXwV7/hGQAG171Y83wNqAYy2jykfU1rqmjdCCbLY2MZHiGkRgj5XULIJwghnyaE/Hf89e/k/x0TQr5Ueb9PCPkHhJA/JoR8lhDy1zZ1rRuPyVGKGWSJuptK+k7HS+y1qvgvvuNPAwC82bH2VxkNkeS19MxgSiYKgLQtZwYzkgsRWTB4h4PBPVjIDEq2Q8MM6hLd9lXG9ExPUVMObjuYwUNQ4uAUW8xAJqZpaVU2WlfwqHeOT/7I1+F1e027DoXhHYA4shcqjKkcXJ4LUVzhwMMqy2zN81VoIAOwpEsBUKJn0A5mkO/DYmZgFEtDn1zUtwHi5plBG1ioyTFbwznJGHteRHIl5aINAWzZd9nKMIPG5GJAoYxPO2eQv68652DQcfg9sWCdANIhMYxi2TMYxTEmSw0YlPK3RMpX8Sxh1UR/qXJPZM9gFMuir5hRe+7tYA/M1bnquXbsWyLG9/k8Oy/1stbUp7HL1vzoPjp19n5rZg3KAlCWGUzvR57aMwhoQZTIC4ztZRm5fqmbKMCeQ6XnWYTnOnCIJYXGhyA2meEtAHwNpfTtAN4B4H2EkHcD+BSAbwPwW5n3fyeAKqX0rQDeCeD7CCFPbO5yNxThglVomhkwyJ0ExX/Pggj1iotGjyWPlbmFYFDKRPXMYFYmSlpX7O4ZbOX7BQGgr8pEwxijyMPcbeHxyrl9zGBBg/wijFMb6//6nW/HP/7edytSmHsyUQegZxE3HaN7CGs7iOEgiCmfZ1cCBrkjX6fmM1t2m4oOg9usosmb/ePS/keerE8E48GSXCskY5K5SdYKk7wWvL+1z8AKT9CtM5BJjV8pkYk6DpPvKpJXa/rT5AiDzHDzjExU/Bs2BPOsB4NmmcEDBry9aurl44zbqVw77auoTNme5/HRElbcE0plgbE/DeQ1RTEwWbBnv6nKRAuYQSuk4eKZz0jDAXYeiudFFHiG7g62MQSikAFam/bhUR5AAclaSflHOQ7bv8b35RqxZryERq4P6JjBZJ0AyI0vUd9jrEg/OQZAmBkOVriJAoXMIGBRn+1DEBvL8CgLodny+f9RSulnKaWf130EQJMQ4gGoA1gCON/M1W4wxMbK+4IopVImqhpFTBYhqxzyQ0I0yVsVme+SjbxM9Aq6ZII4sFDyqmnGFqEOPJ7wfo9ZdReP+ue4O7Dsu4hNMgNsgygtE/32d97Au1+3k6pIC3MPwBJmcHSIoCFs/2M5qL0wWkn/ozUSKxGZeZxhGcspmcGEhbJm5thIwwyWAdvmHktaZoIpsMxARlFohBFNemx00dzPyURjG4DHSN8HFWZkouLfhBlk9zILBo2yneOj3D5MKcW9YbroJpP29lVpGuW5zEDGCrZ2PgCiJdDcT/Wcx5TKIeyNlcyga0diqznnVTdRwSQLMHjm9OCAApNjKRO1ptdunO+nB5Lvk3MT5oPnOzUOBm0xkSkwvIviOAWgvCwY1DKD6dmRG4/xEXdFZetBrUVpwWBzj7mPap6pqufa47pteWw0wyOEuISQPwJwBOBDlNLfKXn7/wNgAuAegFsAfpxSasGws1c5JCXOkhBRVasoBjLzIMIijFH3XaC5CwqCZmDhn2J8xJp5XV/746xMVHznytwyYBvMgMWwkBkcLxJpyJi7bc6q+7hCBrjLXeKsiQKZ1SyIZb9WKpSKdIoZzDZum4jxfSzridNjqRwRYN95cgzEkX29KurAeVmFLvgulSbrZVONV2yZOTa+z0bi+DX5UrTK2AeQLJR9zKBi5BUX9NWKaO2lZaLEEhZqkj5TAPaMUckIJkPnASDOFBu6WZmoSQCS6acHmDRvHsTo1BLwlDAe1+DNTuAigucQuLb0DIp++tZ+yo06jKhkBlsVBQx6VXaW5phBC9bJ5JiNiOGjsIAkYV9GsTznRYHnGD32w/F9u5yQgWJmUGcgA7AzZXxfmiwNbQGDhe0gFBXPkSDQzcpEtcwg+9LG9rLJcW7vElHV5SHNPVZoWeS5oktmcP3YKBiklEaU0ncAuAHgXYSQt5S8/V0AIgDXATwJ4IcIIa/LvokQ8r2EkN8nhPz+8bGF0slVIats7OEXD65qICM2nGbVBVwfM6+LTnRmRxVajclRoUQUSMBg4mjFNuHq4vQ1v7QLhaZBXo2xMl9ovGD3ZlHbQy/u2zl7iLis30GJ2TJMu9eJkDLRQwtloodY1lliKOYMljI30pHv2K5DIY6Zlb8ycB4oGMcAsB621p6dzODkOLfmozJjn1YaeFgzWiIKmNRKlYmGq5jBdP+ja4tzpTxTEhClJnZxBhTSWg9wPJkYZt1EA5PfKdNPDwD3zsWMvoZ8Ta6d1hUQUOxiyA1kLOkZVJy2zyZpZlAYyNSz+3Hraoq5qdrSMzg5Yaygsl/FCjOYlYkextyRe3RoV79zHPHnK88Miu/jFjKDvGfQFploITNI4buJykzuy40dtuY1zKAAjsaKQJNjLesMFCiUpNt2nlSwzr3W4jCS4VFKBwB+E8D7St72XQB+lVIaUEqPAHwMwJdm30Qp/buU0i+llH7p3p7euMTqkPp7du3SsMNNhs4PeSWxziuH89ou9jDEeGkZ8MiMyMhGwnoKZpB955ptYFD22emZwckilJuqAIbL+i5aUd+Oyq0a40M+7Du91KfLCI2Kl3+/X2PjNMaHqCkbr3E30TgGpidYVFkfQRDHiGgJgAJSTfLWgCeAJSDREth6FECSlBcayAAMcGWYQSu+z/QsJwsvl4mmnVGtGS0h92FFJhrHxW6iAB+TcSTlSZ7j2AEGx8dAtZNja+X/pqJ3UDDSLpe86mWiZpnB4xwzeI/Pcr3Rq8vXHIUZBIArpA/fcezpGVTYWlUmGsUUk2XEzvvcDLUrKebGGnWDAINKpA1k0jLRe3z0Esb37bL7n5ywYqGmHaSwQMfVJp0qe90aA5mCERlhzGYLVnlhV8pEHSe15tUQ7zEqE1UKjCvdREvAoDUKmocgNukmukcI6fL/XQfwtQA+V/KRWwC+hrBoAnj3ivc/nJExXUncG10ppxzM2OEhGsyXtV3skYEEidaERtKjRl4mysBWY2kbGEy7WWVjtAjR4/brI17VjWrbqMRzkNAymejkVHtP5tyQSBt8Flw1JRM1DAZnfYDGWHIwyNxE42I5IqCMZDiBbxMYlGMlGBhcyQwCifEKD2sqnpMT2egvonTkR2ZMhjXMoJRZqQYydIVMdB8I58CStcI7xHB/nYhJfh9WHUGpBIPsv9mMvoR5tma0xHLC5tllvst9DgYf7WmYQZ7Y75MBXIcxg1lHRSMxThRAQibaqnoIY9Yz2KjqVBpZZtC1ZM3nAXrKQCYWzCC71oOww940OrRsLE56hIEaWgMZ+V6KraiPqufgC4ej1/Ya143RISviKgUggJ2TvkPkPpbal9tX9MwgL0oaUwRkZaKr3ERl60FeGVhxLTFdeghikxneNQD/ihDySQC/B9Yz+C8JId9KCLkD4CsA/BIh5Nf4+z8IoAXmNvp7AP4+pfSTul/8UMfkGKi0gAo72ALFcVNUQcQoAyHrixr72MPQHomCiMwizkYYxSBE2ZD4Im7aBgbFptLQG+GM5yG6jQp7qwCDdfbedjS0pzkeYI3VzZ38y8sIDb8EDE5PUzLRUqOWTQS/J4vqNgCWoJYyUEACUqYndslEMwPnk5lWqySJikzUlsRwmgeDpXMGa10uSeQyUc+SnkFNASiI4vLRJZleO6uYwcw+rF6XNI4RCS9BymypVfVS98/YaAkNWwswZpAQ4Fq3nBn0XGLRuI8jNkqmsY3BdImq56BZdRHHrGewqVNpCGaQnydVvocZP180YDBlIJNhBs8DB2O3k+oZ/MnfeA5/+8PPbfCiNVHgtA0kACRnIMPf60+P8A1vuYp//okDzJYWqIEKRmGJkUXCHyD1fVpXC5hBMVrCwLpfTllxTXm+VrqJloDBmu+aP1sektikm+gnKaVfTCl9G6X0LZTSH+Wv/yKl9AaltEopvUIp/Xr++phS+p2U0i+ilL6ZUvq3NnWtG40Mm7aQzGAiGxnM0jJRtPaxRwb4yBeO0Vf6D4xGMGcNvAVOogAb4pyyaveqOCdttELLwOCUX08jD6IAYLJMmEHR/E854NrB0I4kXcTkJAdqKWXDcrU9g4C0zFc3XuP9qXyjn1cYGAzjGFG8AkCJ+zc5sUdiBbCxEkDOQGYlGJyesD4XiP4hw4dcHBfIRFFs7OM4ibwS6pxBW5jBrJvoCgMZQD6bri2jJTTJepiSibJ/E5koSTmjEkJS5izGmDWFTVPjcDjHXquacjv2lAIjJQ6ukDP4rgPfdczOSRQhHBIdF2eTJXqNCise8J7BZhEzGC2l867IB4yfL5ozRUiPg9ScQbY/TZcRxv5uihn85T++hw9/7ghGo8BpG1DUGjlmMDFe+fNf9hhG8xC//hn9WIONxuiw8Hv4jnMhZtCVPYMG1r3O/Eq5DC0z2CiWidb8S2Zw3bDAFeJPeGQkPSJhrXqOBE5CDipkok77KmokwAd/9Vn8pZ97dsMXXBCTtNxVF9lxBgAwcHpoh5Y5o06OGYPhVbQ/Hs9D9DgzKGSiYkPaJiPz/U9qaJL1eRCDUqW4kA0uE1WZwciGajSAGQeDQRiXyxEB5nbn+MD0RFbVrYjhHaDSlm58IvEoZaFa+6y/ZcrWihXgdj5gYyIyieHK+9LclYl+MlrCNDPIwSDfv+SIn1UGMoBkBq0ZcK6RiarVdZrpGXQJYeqB6alkodS+QXOugiIxzPQMns9xdasGX2E55PPmeohrPexgxN1EbWEGE6Ol/jRAr1mB44iewVDfvy161nnCXrUBDC6nXLqbWfP8bxzGVF7fwWCGT94ZYLYMManssp5Bfv6fz0N71ryOGZSsuaZnEABG9/GuJ7fhOsQOqWgRMxiJnkHBDCrfp3WVFRijtMJMyESNrHtNASjNDGqKJl4FqG4VMoMz08/ZQxKXYNB0ZCQ9OjdR0TMoerwqXbbo98gAB5l5S8aiQNKjRhjFOXe+obuNjo1gsKT3cbxIwOCYS3UJT1h2yLn5yq2IcMlGZGSSdTnXqqxncHqGupt8D+OMB2drZz4HgzFFWDbCAGBud40dxgza1jPYfVS68aUYmqLISGGscBbkwFQnEy3/Lvsy0Xd4P8vcNMs5Pk6NyJBzxkoNZNLD2l2HwHh7WhQwJimzD6fdRJOB5wBPeBu7QLSQ/Y9bjaQQZsxARnHgTL08D9Cp+amCg5q00/oOemQk3UTtGC1xLEHtYLpEr+HDJQyoTpdRATN4JfksVDBocK1MOfuSLTYoxUJxvvzkbzyH7/np38E0iDCv7gLjoxSzY3w/Ht1n4zu8au5HxXMG9wEQYHwI1yHYbVVwdL7YwMWWBKW5GakiQi7ZFyAqxwwCqfYDIPnORs78khmWQIl3AVczZaPuu+aLDg9JXIJB05Gp4qomK6KKM5DMIKseVrusL2IPQ7zpWmeTV1scBZIeNXIyUQAjr4etyDYweLISDLZrHjyHyJmDLn//Ds7t2XyE3DXTMzjlPQ71wp7BXQAU7TipeNohEyWY+pxN46MlyogbAOy7TE/tYNJEaAbOA2sYyAASeDQqrvleFZkYagxkyu5LKz2svWqDlGd8mNq7xD3J7lepEAnLOJGJGmcGNWMlACBSAJHAdkkRAkp/Ldsz3nilhd0WA4TGwFTBd1lGbJC2WlhUk1za2MY2GcFzHHuYQcUh8Wy6RK9Z4cUDLhPVMYOZAlCTD6WfLgyu+4J7oj724nyZLCOcz0NQCgTVHSnXF2H8nJwWn/OFBjKuD9S7UpK4367haGQYDC7HzMhK813CKIavONOnivHKTGE1jI6W0MpEV/QMAkkbRSZqvmu+0PiQxCUYNBlRyKrrKjOojJYghKDiOVImKpiceo+DQTLY8AWXRIGkRw2dTHTk7aAb96U8yYqYHGtNVwDISm6r5sFziRwt4dfbiJwqtsm5+f4nEWJzzM4Y5IdwsZsoe38rTJ4v48zg5Bho7CCm7PmJKXueVhrbNJIkxB6ZaBoMrtczKMxKWDLWqvqyEGEsRI/GRQxkAClDFmveiib/8VGq52apGHkVhusD9e10z6BpFqpAoaH2zcWU4myyxO+9xIpwDiGKPTsDg//zt78NP/U978x9dqMx4WxthrlZBDEfpJ2cJerjRus76IEzgxb0DH7yzgCxojYZTAPGDDoEUcRkogLopUKCQbbOOjUm3TVqHDcpYAaV82GiGXkV13tAOEMNCXCyQtlQ4AuQDJ3XrP/Gjiya7Ler5sGg9DjI+zVIZtDX9AyK90/7qc/YIRPVG8iUM4P6nkFr8jHL4xIMmozpKQCq7RkUD33VdWRfmkje3Q6Tie6SoXl2QESBpEcNnUx04m+zA4LLk6yIEpmoOOhaVQ++68iEvOp7CGrb2CEj84mtCHlwZ2Wi7PpKZaIAmop81wpmsLmXOqAW4RpgsLkLTNloiSim5lmCxZjJ+HTM4Ko+O0AWXdo1DyPTbsIFScgsiFL9prlo7TNJ4uIcAKv2Gj+wx4cpACWYymrZ9wD4yA/hJkpSVWwjUcQMZnoGv/unfwe/8AdsxInrkBwzSAhRGAJTzGDeqARgQL2iMIMOYdcrQzKDfLSE4TX/Az/zcTjBFGjugFLKZaIVOIQxg9NFgZlXrQsQV97Tthh0bnK2nXy+MgUgpU9Yx1xGdfb+ZpAUGM0zg6fFYLBsT1bBYKeK49H8NbvEtWJSbHjHhs4nzvQp9UlmzYtI3EQNGchkCkDqZWh7BoGkwJiJmu9ibkuObHlcgkGToaHEFxkw6CuVENlkXu+BOj7e3p1Lfb7xmBwzUwy/XviWQCMTnfh8QxobdhYTEUfcdEUPBgUT2Kp6qLgOJnyjqfoOwto2djDEFw7H+PTBcGOXXBgFybp4ZkrnDAJoWMUMngLN3ZQMbx5EazCDu8Dk1J5hx+d32b98xiCw5miJeo+Z4fB10qp6GC9CszbzUz0zOFmEaOmYDhEZltMKZjAzFkdcT6EsSURzLyUTNb5OCvo4U26iMfC5++fyvx2igsGkum60dwgAZmdAYzv38jLkMlG+XnLrpsGZQW4gY5qtrQRDeV1BRBFT9sx7LmGjJZYF68VxuLKBPV8dbupjtAhUUmyo8bWiYwYJP4NqyplinhlcAwzqpPuNXbnO9to1nE6W5vpqAUWur2EGIwbSK7JnUNnPmgVg0DUoE80MnAfWmDMIyHYQ4bYt4lImun5cgkGToWHTpIEMB03i36rnJIceISD8wLOKGSyRiALsu2UdE2dVy8Dg9AxZtlYNMVewyZlBcWhUXAdhfRfbZIQf/oVP4P0f+Oimrrg4CmR8M8kMlriJAqgp8x+tYDyau6nEdBnGxSMMRDR3gcUQNRLJzxiN8wP2b+e6fGktMEhIqvrZqnmIKcw6pU1OAb8hZ6SKGM8LZG8iMiyncSlPuGQspbJOFoqrc2koYzKs6E8rGIuTmjNIaWrGqEOgZQmMJoUA24vrejDImEF2b7J7AGnuwiMx2nQC34LZjx3KgXdjJ+nTJAQuIVhGMeZBXL4XC5lo3RKZqN8AKs3Uy1FMZXFRt5ZJi4PBRSJJDGNq7tmi9BUwg9sSgO23q6AUOBkbHPFVcM4DTOLtu47cx1LKrOoWY55zzKBBmejkpHRGamnPII3lGBYRNc9FEBl8zh6iuASDJmOSN10JMsyg+DeXXDV20MW5Pba5inV2UYRc3qPGwu+y/zGzxERG42alhpDstmoefC/ZWKu+A1rfwQ45137OSExP2KDjei/1snhmCmWiXJ5UnSeHhOmEig03301dx1oyUX5AdmJWnTfeN6hhaxPnuhXfpaWAQb4fCKbaSExPtTK+8SpmUBz2yuB5o5IxsfcoLJSUiRbJkkQoZjieFWDwjK15PrZERJiRiaqqANchQLUNuJVU343olwxMfaeCnq5FGKPiuoXMIOGMRys+h+uaZ2u34oQZTEAGc9I9n4viYkn/NgcedshET7RnYxzTUmm412L3pLJMJ+vG2MHFORCHhWAwXqdnkFLst5mc8cikVLSMGYwFM6jpGXQcDmzTYND4nMGcOdGazCCQk4qKWaRz00XghyAuwaDJGOdNV9TREkByIOecHxvb6MTnsv/LeCjW2UWhk4lGVQ5UppaBwYJDQpWJqnOuKq4DNHexA4vA4OSEVdYzlmgr3UQdBiD9pSUy0SgEZgPGDCoH1DyIVgOohkgMLQGDonKpAA+VLSiN5r7cM0RiODJpIjM9yfUOUUoxKbLKFyFHMnDLfN8xCwY10kopE/XXYAaXIyCYsR4w42DwlBVznPTfX5VXRzSduBNCkjEsKjMoZKKm1kyJTLSiykQz68bhBYoOPec9g2bXfBfclbmxI41JHN6TKSSfpZJ9UQCqeCDEApmoRjUTUVp8ngDwO2zN+4v0OW9s3Rcw6CJK+7gbO0C0BJZjXOmwUTRGx0tMTgC3ClRauR+FEYXnKMygRlKddeEUOZoZAxnNjNR13USBnIlMwlZbkidbHJdg0GRMjtkiribjIVQ3UQBS651jcRrbaMUWyUQnx1qWQA2dTDSo8gp2pjplLGb6nhsRQiYqDGQAtsF6rgPS3EOdLFGH4YZyEVN9FXe2ykAGABrb8BYJGDRqIDMfAKBAfTslV12sKxMF0IoYGFyYPhTEc66wtXLo/Ko5GYpkzB5mML1OFmGMKKblMtHGDtisroQZNNo/JO+JwgyuKxNtJcDWcy0Bgzq5WKTKRNNrXya8WTDoGmQIghkQTHOqBkppbrREdqal00rUAMKx02R0VZmoAjIcQuReXG6Mwda84xC0q55kE41EwTkfxbT0PKm2egBx4S8sYQZLTFcAZbSEtmcwkVTvdxgzeGiUGWT99B9/4TTHUIYxy7lEPqnrr80W4sV7Nj4mJ1yys/5BZaJAnhn0LsHgunEJBk0GX8RQNpysm6iY9ZQHgztoRkM7mMGYa7ULNlYROpkoKi0sqWePTFRsjJpeFUCRiVYTmaioiDq8L2KHjLSf3XhM9DK+6aqeQQCob8Nd9OWjaZQZlFXc7dR1rG0gg0SqNTKZSAHs+apusbEEPEoTDzUa23KdSDBokhnUPF/i79suA4Oux5J8fl9rpgcDa1iCBAyukIkqSYgVzOBML63M9gzWlbUvmbUMGBTFrsAEs1ZghKMarAnmUpvgAnjPDQe+6xiXiXZxjhgEqHVTvWiuQ+R5XzjCpLnDJI0BS/LbNR/nM8M9gxpmMKa01Hm3UfWBxg7jYYf0AAAgAElEQVS8ebroayszWCrdV8DgXqsKhwD3hwbB4OQEaOzgP/i/fw8/8/GbqR+FMYXnErlGcoY4Gpmo+M4bny9aNMNSNZBxC54xcQ5lmEGh7LgEg6vjEgyaDE2D/FIZOg8A3/x2ZjTx6YOM/LCxg3o4xDwIzNv+zwesebdgY50tI3zDT34Ef3hrkJOJ+p6LPlqgtshEp/n+ITWyBjIA0GsywO62WUVrBxY4iQJaGR8AzLjbW61MAlfvwZn18YF/+4vxzNW2WQMZJTFUk9owpjlWIBecGdyi7J4MTCZSAE/W02zHWgYyAHsmgykQzNCqWQAGM8zzT3zoC/iBn3sWgKbHORsKsDU+WkKjBhAM8kpmUOzf074VYwxYn11+71KvK47TBjIyP+QzOUUkDIGB76Tp4wSS81E1VMsVUfh93CYj7vBqXiY6dVr4d//BH+IXn2Vuwg5hCbpIUr3cdHMeIjGeJiYyxphBSqWRVzaiuFwm2qh4QGMHziwrEzVlTpQUGHWxcrQEAEzP4LkOrnRqOBiY7RmkjV0swjgnIWYy0WRMTJQ9xzMFIIDJxo2YYWnc9YHMaIminKWxDYDkmEHxTBofXfQQxCUYNBmaxDArE33/29iA+VwyXt+GgxhtTM1bNGv6oNS4O5jhs/cYmM1W2iqegz5tI55YAgZnZ0x7nxl0LEKd0ZcFg36HHdzb1jCD+jld02WEuu+mZ3Nlo7ENzPr4prdfx41e3aw9u8oMZq5jZc9gvQeASJnoYGrQ9Q1g3yVTAFobDErgcYZ2lTGLxmSiyykDpsqa/1efP8Jvv8ju1UowWN+WIL9qerSEJjEUe2ppwUT9zOwMrgXOlUwmmt+H08xguo1YPnfCnp2H6IneOEMAFCo0VOWML6Vvmc9WWswMZ3pqHKBTStHDCCNnCx9//gR/dJtJ7wUzKJ6zQol4hvHo1DxzbqLzIRAHOeaGUjYuQwcGJelccYHmLsj0VOY2AMyt+xXMYExpfn6lCLG++O+43q3jYDB7La5yvZicIObfI2soGMUUruPIkRI54kDIRDMFE9chm1cECOluyYzUSm6x83Dc1BgWETX/Uia6blyCQZOh6e9YRjF8l0jGo1Hx8LN/8cvxz/+zr0p/Vql+Gp81uEJaqR5efqbSXnEZGKS29AwW2JmLmC0jOIRVpsXGtN1gibnPmcFdYgEzGEcMpGequJ85OMdHnz8p7xcEuIyP3VeHGB6mrRzc2T4G7RwoNRwXaGyjEbCCxWBqelB7XsZXOtNKDQV4GGcGNa6ot86m8n+XuokCqV6Vmu9I904jMc0XgNaWiSoA3XUMu+5SWujAGWZkokGY/HdKJjofABFbI0ZHSxQk68swzwzm1o1ihuM5Dig11/McU6CHEc5JB2FMEfC/pctHS4j7UigTVdY8YFgmOtUn6+JPqzPBub5Vh+8SBty5JFFtFTHKDDo+c9HVhHDh1EZmDMu1rRoOhgbB4PQMYY09J9m2ITZagsi1nHMGbuwANAIW6ZzFN9FrO8vnkWLdimem1NBLM3i+dskMrh2XYNBk6GSiYZyrfnzV07t4yyNpq3AJBjEy3ze4QnIxVA6v7HereA76aNnjJjo9zbG1qR8rrJrYYAUzSPghuQ0LmMFZHwDNMYPf+IGP4HP3R6vNShrbQDgDgpl5YwzlkMhW+VfKRAGgsYsKNy7om2YGNQ6JQrqz8p7Uk4q0cOs0BwbTs61G8yAFtC8iEzU+GFjDpq09dL7eBUAkM2hUJrqcANGioGcwSYbimKZcdVMyUUAqPSQYtEgmukgxg3oDGfa5HS7jM/gdwIoD22SEAWEmcYJlFcygiEKZqFJsAIBO3TPX9yx7uvTFLB2L/sRuIykMNXaByUkKDBplBhs7Kb8GNeKYFvdw17YAx5N5zyPdOu4N52YKDuESWI4QVdmIriwDJobOF0q+FcmrGq4JRl0ozBTTKHE2VjNzt7WRUTYACVttzQg2i2PFiX0Zr1nEMavCZnsiwjjHnmmDA5YuGZt/0AsObhFqJTMr6/NdBwPaApm/+Jpd3oWiwIBB/jiIpPmCL5lBBgZRaWIOH9t81iCltFyK+VqG6P3R9AwCwOEqK2wlCTFujDE9Bbw6UGnkeh5WsmkA0NyFMztFu+ZZwAz2NTJRluCuNpBJDu6q56LiOeYSQ8kSsGLD7bN0ZXwlM6gwz1XPQRBRLmkysF40bNracwYdlyWH0zN4jiUMukbZEGZkostQBYMKMwjIwc+JTNQEMygSwwKZqOsmzGDhYPDTZGZaHKNioPYdU4oeGeEmGBgU158DgyuZQfb36NR8czLRArZWPPO6OYM//HVvTHocGzvArI+ar5qAmWIGzwpnCQMMNBW2IAjmmZ+x17t1LMMYp5Ml9tr69pLXLPhzEfARXXlmkI3z8grBIP8bTE+Bnafky8x4acP3RirMuvIlcb1vutbBYLZEu+brPsmisQMcfir1Uu3SQGbtuGQGTUWB6UoQ5ZlBbaRkoqaZwXKZqMoM6mSiZ2jDmfWZzMl0rJCJzoMI9Qr7DmKjEswgCEEfW9jlYNAsgBLMTfrAe91ec73PK/IkzyH5xvNNhpKsZ6Ur7io2DZAHd7fhm+0Z5FXcvEyU/VvIDojISsaqHsYLQ4nhJC0TVSWiwJoy0XAGLKfm+zo0fZxSJrqqZxCQLKfrEHMz+YDSsThZN1EtwGsqiSEY4+YQQ6MlZmdApQ14ldTLqkxU9gxq+7p2Zc8gYI4ZjOMYPYzQp2wGnGBkHYekGM1iZjA9h7dT8zBehGZYqIJzXjxbup7Btzyyhfe8gctKm7sAKHb9ZK8wywwWn/MrzckU45VrW2zW4D0TUlG+5oMKA1BZYiCMYjnGBNCBwXT/owgjBjKzPmddk+dIFBq+5k37+PUffE/x0HlA+hyoYfxseYjiEgyaipIG+dIHXgQ/8HuwYNbg7AwgvEKuCZUZ9LPMoOegT1sgNGIN6qajwI1P/ngZouGn+7V2mknCMnS2sM0HzxuVjElmMA0Gp4sIz1xt45/9J19Z/nmRhMz6cBxi2EAmMVrK/k3XYgb5YN1eo4K+SWZQJut6N9FVWFB1rgSAVs0zZyCTkYbf6afBYOnQeeVzmJ2hxvc7Y0ZYmt5tkTysVZjjZjiuQ2ByyZeZYqTnDKZlojIk85w4inqmpK8Fcn0BHiqqm2ihTDQBg6ZmDUbzEaokxEnMwKDaM+itwwy6PptDPBMyUR+UJiOONhoFCiBRKFTB4Bdd7+BdT2yn3cP587VHxvIlY73CBfM4RcR0hUpB6Xm+3q0DgBkTGX4NywrLvbK5oBgtIZ6vYplofrzExo2jZvlC/Nr99AD77KyfMsO5HC2xflyCQVOR2VifOxzhY8+fYKGbxaeLSgux42ObjDALTBvI8CpbwYJNMYPZnkHXwYDyJm7TswajkDVSl8pEY9R4o7xIxHsKGBw5W9JN1OxsPj0zOJoH+FOv38WXPFbcFwkgJRO1Qv4mmMEsGFxHVtjcBaZn6NVds6MlVlTWV34Xr8LYEn5wt6qe2Z5B4gI1VpG+dTaFevnNshmWQOr5Ml691cxIXfDe7fV6Urclg250jEHJWJwUMxgDgQ54N9LMIMBAihkDGb1CI+Um6pQxgzvAbACPsPcbmZUIgHKX7GMOBhOZaPq6/bJKkCKpFrNhjRSAp2fMdKXSSr0sWErVQOY733kDP/8ff0X683yN7ThJT73xnsGCKJWJAlKGDEAOnj8arWi9eC2C50xzv4AZ5N9DMIO5nKQIDLoGnJE1hXhxCWvtw/UeU9stkjFsl6Ml1o9LMGgqMgf3n/2J38J3//TvYBGsKRMlBHFtG12M7ZCJlkgry2SiVY/JROXvMRkzfZ9K6i3LUM7oEon4tgoG3S52uEzUqGRskmZuAHbATZYR2rU1WoVTlvmG56cpB3fOQGYtZpDJkx6pzM3KRAuYG2kgsxbw6KUGzxubOcYHHQs68+XTKd54tcPaaSru6sNbmpWcma3ehkuWPGgMZFaax4io94ApY9CN99YCpW6iLi/sLKMY733jHv7hX3xX8ibxN5goYNDU2tcYLQHAIkrAoLvKQAYUjYgBD1P3RbhkH4dpZtAhGZlomdxdMVsSLQpGfALEPcnsueJv67uOLAhpfQ8EGCQjeQYZSdKF03YBGPyDm3384a1B+dmiyEQ7vI/NSGGO50wLnzGDai5IKeWgVu0ZzPy9K03ArWqZQSMGMvV0kVoUGtZqJc+0UQCXMtGLxCUYNBUFzf4vnoxxlWvQV0Vc37ajZ3DWL5VWns+STTIrE21WPQx4P4VxMLjCFRUQBjJsgxEDXnuNBAzO3A62MAFgmhk8ZbJdN2m4Fkzmyn4uIGcgY8qanV1D0tOVvY516iZCKnvdH5s1kCmSWa1rIAOk5vMZt5lXkqnnD0d45mobvUZltZMokOpVqXkGq7clrpVr9QsCXJ7Ee2uNrpMzgDhaub54xnyX9f8uwxiP7zTx1U8rYwJcn5vhKLMGXceQgYyeuVF7BkWCq90D+P1shGyunzGZO/9b3o9Yr7bqJqoWfwpHSwCpNS/dEU0xg5pCqShmOQ6Ryh8t08n34W2cyzNzEUZ474//Jr7vH/7+a3TRmpgNwJy29WDwf/ilz+Cz985Xy0RnbD6feBaNSPYFM+ixNT9XnguRf3gpN9HM55UxLGoYUQToZKJ0TdUMkHxW6Rv0XSYnN26y+BDEJRg0FQVJyIvHEzyxs57JB2lso0cs6BlcIblQmcGsEUmn7rHREoB5magcYbB6tASgZwZnXgdtMoOH0Gyf3SzvWilc6Dpljlwi/BrgN4BZ36yBTBSyXtICZtBd2WgHeT/3/DnO54G5hL1QJsr+XWkgA6QO7q26b9ZNlCd3o3mAg+Ecr99vYbdVQfuCxQZRvTUiGZMKjbyb6EonURGNbWA5hkdDxAZn2rECUDdlwCBCAO1GxQOlzMhE247A+2tFsKTQRM9gfv8C1PmPChgskokCaESsD93Umif8b3nGWyEEmF3bQAbIMINcJmqEGdQXfQXZ5BIinykt0yllomP0mhU4hD2XL51M8GufPnzNLjsXmbE42RjyguFKMEiZIzwhhPVvm2IG3SrmYATCNIhAKcVsGeHp//pXADDJ51c9zfbq7/ryR/O/o7GTUgMAMDMmp5QZXFMmCiROxOJl372Uia4Rl2DQVEzP2KyaKrOc7ijSvcd3Gmv9Cqe5gx4sGC0xPSsFUCoYzLKY7ZovD8psdWrjUZAYqjFfJszgk7sMtG/VE3Al5BpbmJipqIvQbKzisFpLJgrIirRjYgCtiHm6ihvF6SR2LWaQ/x123AkohfmhzUpCFUQx/tHv3ESz4mK7VSn4oBJKYrhV91Nra6MxOZHf44VjxoQ/vd/ClU4NnfoaxQbFoCiRidoz3PzCMlEArZi7CJsqnJQU5cQZ0ai43E2U6tmoRnpWl+c4m++3iwLeu50GHn9ws4/f/PwRgPRoiWKZKFBfssTQWC8n/1v2BRjMDJ0XUSoTrW/LBNc8M5g/58Xf1nWSuZyebmP2qkCljfc+5uJ//Ja3oOa7hgpA5QogUTRdCQYBmTO0qobMvLh0VwyTj2K2tgezpB3CcwiubdXx8o+9H+98XPOdlf5HEf6mmUFZ9H0FzKBGJgqw8RJG59g+JHE5Z9BUCOkbPxCubdVxPmf9Desyg05zFz3TMlFKC/s7RKhzkbKHWKfmYYQGYjhwTMtEV8xLBFjlTRzIP/sffjmeOxynNiox/LVLxoYHtefBoGCRSmf1qFHvMWZwyyAzmDm4w5ii5jmJEcMFKoZbGAPYw/k8SJn+bCxmfca2+nX50t/6tc/jD28N8IG/8MXry3d5YrhV9zFehAijWJ98vZYxPZWGI88dsn3r9fst/Ld/7s3ruYJ6FVYIm55KBs7IgV0g11+s6+oMJJJEAQZjCo3L/msfJTNSZ0GEiuugwmWfUUxRcTUX2dgBhnfkf3quIYt5cS08KKX49p/6uPzviueAcEfOMmawFgwA7JmT7E9PEVAX52AF3sI5g6uYwcUQiEKzQ7RnZ0Djy3IvC5ztECL9DrLtIDIa2+jRc/Qe2ULVc1ItJBuLkt5aIGlrKT1bpMz9BMDr0ap6ZhxeOYOuzg19w9/4FXzPux+T/70SSDV2gHufSL20cZ+AOZNzZ3OWi7mJJgVGNaqee9kzuEZcMoOmIgOgVLbmsTWZQdLYZqMlFgZNMZZjIFoWbqxRTDGcBeg2GADJAtdmxQOIg7nXMS8TLRnaLGK2jNDgzOB+u4Y/9fq0W+fXf9mbAABdjM06C87yVVzR49halxnkZiWOSQOZjNFSFNPUcOO1XcYANCKWrC+NjTBI90T8xmcO8Xd/60V8z7sfwze//fp6v6OxwxPDAJ06u48bN5ERBgxcJvr80RgV18Fj2w08faWNtzyiHzGTC+6SKAYDG7GZL5jNx3oG10R0/J42Q7OSRHUeZzZmywg1n7mjir+z7xUMa1eSKc/EWJlpXq7/3NE49ZaqIkcsYwYZGDTXM+jMztBHGwC7RtVAZq2h80CqF8qYgQylK3sGXYdI45jC4lQzYZ5rvot75/PX5nrLogQMzoNIsreljHjGhbNtasyPYAYzLN7P/n+35P8+XPU31vUMbrr/ucC8TxYa1jnnubN11nuiXrkEg+vEJRg0FZmeiEBxTbrRqxd9Kh2NHbiEIp4ZnM9XMnB+Gcb44h/9dYzmIa52uKY9AwYdh6Bd9TBxt3Ib0saD6+9R0TOzUUyxCOMUGMnGlf1rABgzuPE5PWqUMoMXk4l6jkEDmczBHcY0ZeyxlgNntQMQB7WQgUGz8+ySuXw/9AufwBdd7+BvvP/N6/+ORpIYCnnyxmWvsz5U6e7BcI7r3drF2UkueTXbM6iXjC2CC8hE+WfroeH5ogWz+QAGBusVl/VpiVl9uvvF1QAijBjIaBQav/zH91Jvkb1pjqNnDXjPczVgZ6Ope0JmZ0kbBJQ5gxlmsHS0hCJ/Ez2D802rgZZjIA60MlF1NI54pgrBrdKTWvUcHA7tAoOqiqkU3GXGsBgb88Olu9q5oTxWPvnNXcbMRcn1e46z2QKKLPpmmEFZaFjjd7geM8DKDZ53LnsG14hLMGgqlMQQSOY+PbrduIBxAdvM3Hl/xRtfwyiRVo7mgWQtntpnJjGPdPNOqZ26j5HTMe8mWmCdLWKu9N0UBj8su5iYYwjimDmmZe6JYAbXBoM8WXeJSWYwzdbGMZXuk8CaFUPHAWpd82CQP1/LMMZ/+o+eRRxT/B/f/SWlxYVcyCb5MwkGN943OEkbMDC2/AE6DnhFWoAuI9Xb6Rmbm+ZVUy8vwvgCPYPCuZIBDyOFE8HclMhE674LhxCZGGllsPUuEEyAkM1M81wDa1+TrH/m4Dz1FtWopFAGV+/BD4R018yad2Znsl8QUN1EcQFmMFnzQiY6XW4YeEjprsZARmEGxX0pHI+lFBtqvot7Q0OD2jNyfRGqbLUU3MkxLGwvbNV8M2BQMoP6NfofffWT+IE/83T575BjfhRFgLvhmamSGcwYyAin2nVkouLz2Z7BS5noWnEJBk1FRiYaxjHefK2DD37Xl6z/O/jnvblBEFVSZRNJ99c8s4+/+a1vxd//978Mf+0b35R7X7vmY0jauYrOxmPFvETBatbXAYNkZM5AhpuuHId1/NInk4q66GlYy00U4Jb5fTiEbchGktyMjC+MKRoVF29/tIt2zcObrnXW+z31nmQJTMtEf+xXPodP3B7gf/mOt+HxNfuDZSjypI4pMCjc+LhMdBaE5WuiKDjzbNYU41Sb4K5SAKRCMoMGWajlBIgW5WCw4nEwuIIZBLj9PjeQ2fQ+plGbZK9BKAI8p0AmCgD1HipLwzLR+RnO0Mq/fiEDGXFPlLWyaaajRAGk9nUljG3xPQFXMlU9x8ycVI1qRsRIYQZLlT1+g6mIeK9bq+pt3tmZUukaXrRG3/eWa6t70WWxweB80Zn++bqQm6j4vEYmatxk8SGISwMZE6HR3wcRxTNXW+v32wAJGOQHnpGY6rXeQAIGv/nt17FV9/HeZ/a1v6JT89Cft4Dpy6/VVa4X03IjHJFE1cuSxNoWKHHRJRNzbBoH1f/6doQf/dgn8f63MenqaB7Cc8jF5G80RoNOATDJhoM1N+VXK6angFcHKqyPNoopPNfBP/3+r7zY76n3UOFg0IgcEQBmZxiQNv6vj72Ef+8rHsc3vPXaxX+HIhnb2uYy0fmmwWC6APTgzCArNiSg1pDMSlvIuoBMlCeGgnmOTZgtreh3ngcR6r6DZRRL0O2XgsE+0L5iZnaiRm2S3UsJEWDQQSGOqvfgT832cbrzPoY0b+fvZkDsejLRvuyv3XhyW6IAEn9bJyUTLfg+tS7reY4jdJX5vGurVV6NmA2S/rJMrA1OCWEsOj9r2zUP48WG9+HFORCHUm2SvTxKIZ+X0qjzv8U8ySNdUzLRrIHMRdxExec1BjInY4O+Gg9JXDKDJmIxYvp7JQlZhrH+cC4L/vnqwk6ZqABPq5KqTt3HadxiCY0p10pgpSvqWswgIQgrW+hibI4Z5FX9IVoprfxoHqBd82QitTKk8YrBhGqaZ9DXPhjUqPfgLQwyg3EEzAY4J4zJ/HPrGsZkQ5nPZ14mKpjB+MGYwcYOsDiHT0O0ax76UwMHtnB1zsSF5gwSAjS20eTrxMS4j2DMwOCioi8mTmXP4AqZaC2dGBqZMzg9Azw+55RHGFE0Nc9YtvcuFfUu/CW7J4Eh6a47H2BQwAwK9swhK+TuyponhPC5aRsGgyXMoJSJKsygdmwJoACPIZ65mshn13JSfrViPkiuIxMX6r+u9+RZ26p6mAfxZs985Z5k//+KNGotdUMtrQYADBnIEJf1/CkRXZQZVEYviaj5DhaXzODKuASDJkIDoIIoRkXn7lYWfGOuhSaZwVMARFtpkwOCV1Sn2jUPx1GTyZyC6WtxletFQWIoYrYOMwggrG6ZHS3BK2MDtLDkNvIAYwbXHisBJC6J3IXzbT/y6/jwZzc4HBjIgcEopuvZTGej3pOJoZGewRmT7s75HMoLF35EKDJRY2AwM49zroxbuVAoLNR2s4KziSEw2NjG+z/wEfydf/2CfJm5iV7gHtW30QVzvLx5uvk97Nd+/7MAgA+9rGc2ZsukZ1A8/yuZQf6ejc8ZFKoZZZ2HcYz9Tr7f3HdJcaJY70nVjJGeweUEhIYY0rwUXAWxK42Xqm02k1gOnnc3L6ku6RnUGsgUMZ0iT5j18UYFDK6d7L8aUcIMXkjqWUuYQQFmJ5vsG1TyyCIDmbXUDRpm0HPJZtf97IxdR+Y5EJewPjO4nWMGa/6lTHSduASDJqKgJ+LCCWK1jQiu7FUxEtMzVs1x85U9UY2praiwd2o+7ofN5PeZiDhmm0gJMzhbhxkEEFe7bLSEKTdRfkj0Y/Y3FbLIySIqN7/JhuiFEr12UYwXjsdln3j1IzNIO4xpeX9NUdR7cBfssDPCDPJ7MvfZwVtYOV8VlQZjTWZnqHpsbtzmweApUGmzWYFgZhYPBAYVyWuvUTHDDM4HQH0bL51M8NLJRL58IZkowJjBmK2Tm6eTFW9+9ePg3gEAwGvqe6Hmsmcw2Ze13y8DBo2MltAoNIKIYq9dzb21WfXQLGKV6j24XA1gZC+eC4WGHgw6Uuq6Yi8gJNULVffdzc8WLpDxAYrJh7MOM8g/Px/gmatJv/dGGbUyZvAikvt6L+kZ5DLXjZrIKKYrQah/vtdiBjXz+Ywwg6VjS9b8PfUeG16vOKMaYdIfwrgEgyZCM9sqiOjFwSAhmLod1MPRq3hxF4wSaeV8TWawU/dxGNST32ciFkOAxoUGDAAzygBWM4NRrcdHS5iSibJNvU+ZPEnMFVtGF5idBiQuiVHi5DdebDoJSbO1cUwfWCbqLIZwEJthBnkyNXdfITMIyMHzhBB06v7mBzdnkikxtuDCIVnOMzPMYBwD83PQ2hbmQZSqHjM30Yu5vHrzAbbqPl42AAbP+0y6u/T1hkoz3jPoECJHS6zDDHomRktM8zNSwzjWSgn/9z//Dvzw179R/3tqXTjRAlUszfRvC7l+ATOomuCsDEX+ZmRu2uyMjehx88oS8XikZaJFbqIJM/jUfvJ32axZSRkzGKx3PwDeM5jIRIENg0HFr6Foja4nE+XSTFUm6hroGSzrR72ITBRIsZyXoyXWi0swaCKmeZnoMoofiPGYe200YoNgsMTOPKlAr2IGPQxi3lcxMyR5LemJEDFbsg1llVlGXOuZHS0hwGDMALZI/i40Ow3IuSQCG5bBADnntzCm6x/WavDf0cEESxMGMvxwmrnsOX9FYLCxIxPDrbq38TmDdNZHrCRT8wftGZS9UKeMGdw0GFwMAVBE1S5imjD/lFIsLzJaApDJ+hM7Ddw8nW40WY9iipgnhiMNCwXwnkHfheMQ6ZKo7RnkMzkTmaih0RKZMyWM9Ov+6SttPNItmMsrx/yMzYDBMmaQJAYya+0FvAAEsGLkxmVvGoAuIjGQSb5LYS4jZaKDVF4QbqrgEAVsdErBdzmfhReYw9vLg8FNOopmZKK6Y7G2zh7muEB1Ky0TdTY9WkL/fNELj5ZIzJZE1HwX8zCSv+sy9HEJBk1EBnhQSlnP4AMkiEu/g1a8YemeGiV9doIZXOVo1an58sDsnx29ute3bhTMuVFDzHZaKYmrd7FFxmZMCwD2XWpbmEVsAxVVsQvNTgN4xZCgagoMUsokHwoLFb0CZhAAumRssGcQmLqsT+aBAK2IRk+6R27V/Y3LRI8O7+PZY4o4pgijGMsofsUy0Z1WBWeblonyexJUGJsmEux1e51TwXtVHt9u4CPPneCZ/+ZXN9bX9dLJBB0ywZz6GEf6nuBZEKHGh86L0Er5+ExOsR+6jmPGTTQnE32ANgplzRvpGVzBDIo//1pFYJUZ9E30DBYrgPQGMiVzBurgOw4AACAASURBVAEJPD78Q+/B+77o6ubAuig2l8hEO3Uff+Fdj66ez1frAssREAVSJjraKDN4Jq9jGcZoVj2868ltuRd7DlndjyqivpVhBjctEx2Ujy25iJsokGo3qvkuKDU4X/ghiUswaCJmZwCI3JCimILSB2MLAr+DNkyalQwKAdS6zGCvWZEH5snx/Vf3+taNFYfE0WiOv/fRl+AQoFMvrxzSWg8dMkMULF7tq1wveBVXyEMFS7G8qPTNYe5eomcQ2LAMZjECaKRhBh9g25IswcRMzyBPfqYOA4NaVmbdUPqHOgbAIFkMcRTU8fLpZG1TJW0oZji9RgXzIN5skssBz9JjYHCeBYMXWSuNbSAOsVdN1vz98/mrdKHlcT4P0MUYQzS1cqgoZkxnw/dSFfbCZ1CxZ/cdslmZqOjdziSGolf4+/+Np/C9f/p16/0uZc3b1jPoOATuKrMVNeo9ueZrFRdTI8ygHgzqDWRWuIny5+upvRae2G1u7v4I9qvEQKZT8/E/fdvb8Ff+7BvKf5cEtkO0TTGD3K8hiFih9+e/7yvwrV/yCIA1JaIilAIQIOaLblgmqskjo4syg418/6P4OywupaKlcQkGTcSsD9Q6LNlGopd/IDBY2cIWJpK12niUNGOvW2F/zxv28Je/6V0AgOnQUM/gikPiX3ziHj53f4T/7d96R2o+kjb4oeksDBn7cGmlMI5JktwLykQBoLEth7UDm3ZL4xt6Lc0MltqwFwV/RnuOWWZw4rDE8BUxg/WufF636v7G5wzWwnMMaAufOjiXYLD2IDJRv84GN88G2G4yRmuj7CD/G849BtCFKYdYNxdaK3zNf8sbE8ni8WgzxaB5EGGLTDCgLa18UM5HrTipCnvh91PA4MZHS8wH2t5tJhN18Fff9wz++je+ab3fpTCDJnsGz3XMoDJ0fi0zKcEMUoqG72JumBkczgL8xIe+gCimScKuzLAtZKS8Kpsbq7BQ/iadK6UCSH/OT5fh+pJ3Bdg2TLiJKgBdZc5FYe5i+1cP6TmDG2QGwwWT7jbyYPDibqICDKrMIPs7zE3NF35I4hIMmoj5MJXgClvgB3EYjKpddMnYjHVuHLHBpwUAar4mM1jxHHzblz+NJXWxGJ2+6pe5Vqw4JA4GM9R9F//mO1bPhyN8U3OVzXWjIcFgIg8V/14YDNazYHCDz9k8z9aGcfyKegZ33FmhDfdrGvMBUGlhSdla8F8JM1jjxgWUGpGJ1qNzDNHEp+4OMRd9tA/CDAIc2A7R4wWWjfYN8oR04WVkooFgBi+YTAF46zbFr/7lrwawOTC4CGJsYcKZwfz6lPNRfTc1Y7RUyqcYyGy2d0g/woAluxcdvcTuyZYpMDgfgIJghHxPo+MkDolrSfnq20C0BJYTNlpi48xgmq39yHPH+MkPP4cvHI4Qx4lMVDxTpfcqAzw8xwGlG5pjOysv+kYX6UmXwGMge/M2WmhUALpqQCjAz4WYQcUMB+CjJTZ1Tpa06FzcTTSZySlf4n+HjUurH7K4BIMmYpZm04KwZAjwiqDVLbQxw2yx+UHHmHOQsIoZXON7+Z6LMWkhNjVaYgUzeDCY4Xq3ttbAdgkGFybB4Lb8+6vytwv1QQGMGVwm32Oz1tkCDCaHRBxfoEqohgCDzsTMAFruYCfNO16Rm2gPiAMgmDJmcBbIhOw1j2AGnwY4pwwMSpnogzCDAFtv8wG2mwwMbtRRVEh3eR/nfJntGbxgMgUAswH2WmwEwvFoMzLReRChSyYY0qY24RHrv+a7UHP09WWiG5aLAYUy0QuFYiATmSgAzQYIKx1QTZrlEgLXWSGpVEPpr9343LQoZGZLCkAXcuRAmWPrOgTdho+q55SrnDTAQ/yu1zw0BUY1wov0pCszE8Vesdgk+6Qwg8swKZaIUV4XOutzMtENMoMl5n3iXFtbJlrbYsPrNTLRS2awPC7BoImYDxI7X0Aetg/kMFjvwSEU83F/9Xtf7cjI+KbLMOUKdhEwCLCkjMxNSSsHbH6bnx9sDAAHwzmuF7nWZcLlEifPGBgUPYNCJspHS4QPYFJU30ZFYQY3KkfWyEQfmBnkv2PbmZhjButduT5esUwUAGYDdGo+YgqMN3VfeBI3QAufujvEZF1TpaLgiWGPg8GNzhqUpj7M4XUWvAKZqJIY9hoVuA7B8XgzzOAsiNAhE5yjqQUJ4rVGJd0zuDYzuMn1ohm7BDCgcOFe4UoT1PHRJZPNFrFEzAcIKlvaH7Gh8+x/rwVy/3/23j3akqwuE/x2vE7Eed/MynpQUEABUkVRAqKAtiiOraAyo+LoyPIxyxnsUWwfM+3YPcuGVtaM0mo7Tru6Z1bbLnXE6aX2krZtbWmxS22Uh1W8HwKFFFQVVFZl5j3viBOvPX/sR+w499x7z4nYe18y635r1YK8eTPOIyJ27N/v+37fp7hwdgPLMlHJ3FSbdXGPZEVZ5QwSgte+5A783uu/4uS9TFgvBkURY4W9PYUZLJswg0nFDFqNMFCYwVSVifLG3Gn5zjWI0QN+Lj3HQV5SOw6cJzGD+xrIEO7FsU0mej4zeCLOi8GzwEbOTSZlok2KQXacdH4GjNpGl+15b3wbvudX3yP/WkQZ7MKmAUDqj+CmZ1QMJsdnDwGcGRztVgySHlugvfQMisGylKY+lTxUmRncd9MeHSCoMYNnKxNt7CbqekBniAOyPJtBcskMliCkIbspoBQeo4jN2lmLl+AP7intYZbkePAyczLeS5KkImSW5sKafW7TgCGZAG6ApGSF6BE30b1komN5TMchuKkf4MrcTmGbcJlo7A63F4NCJhrU1+ITmcFkCpQFt5i3yQzyMYGN+aG8oPvLRAkBiQ5wyVvhcUuS3RriCbJjch+dWuj8LjLR6vqKfGYgY80qX4kwEFhLZpDK68N1CHodD/c8ZXsBLLFFJgpYipfQyQwqM4Oey+ZxrTKDcTVulBWlvJ/FM/40F/caogMmQ85iAJDPlas2lBonnJNyXwMZQDo7C4ii+FwmejLOi8GzwIbpSpuZQYc/NIvlGRSDW7ps7/zbq7Kbs87LvTaJRWeEKJ+dTR7MRoSBinVe4In5GreNt7OGm3B5MeifRWHLs9NoNK7JRCmlzWYGuxfg5Uv4YJt0uwYyR2Wiez2sNxGx+dr1GTKDaUHhO7s3SLZC6UgP+UPb2twgf3CXXNnw1w+xdafbRiYaT+Q5LW3e+7xATwpxn5QoS6rMDO4XOi+PCeDSoGONGVyvEwxIjCwYnjgzGPpubfbmWJWA4pLo2c4ZPFYmWu5uk68iOsDN3gqPz86gGDyJGSREFkE7PfcVZjAKXBQltSff3TJPL54teUEb2P9vZwatfJ54Avg9wN0ewbJXs1E5JwDL9LPGPpUFe9ZHSjG4YSCzt5soIM/1s29maokHH7cQW7blOS/QrBg8qEdLBOcy0V1wXgyeBY5hBpvMEXm88ChWZ8BCHdPReeAzbEHZ172SRGMM6AKT1RnMP26cExWXp2wjsatM1O+OUFBSY9SsgS/mWVB9liQrueRjT7YDqM3dAIw9sTZLkEwAxwf8rvxRUbQpBg8wOmNmMG9ihLEJRSY6sl0M8gf3zTffCs8huJ/f641nBrk8STgrWo3I4QW6uoFb52UlE92nsy6dUdn3canfsWYgQ7m0vghGW4vBRIn/2FkmCjDGg+cMWmWhiFsbowBEpEyzWeGL7gqPW5rfrCE+PJYZrMlE92QGxRpubXMrm77VZl3KRMtKJrpXEaXOp/EvwopR0Qnu54AwkNnxvnc9IBjIz9LxXXvMoPRrYOcky48ayDRVNgDAc25hxeAnrRSDR8dBBETfdq9nviJzBypm8Ey8Aq4jnBeDtpElQLHeMJDhOu0GxaDfZ8XgmRivHKO//9OPXQbAipB9NlROl23WrYdPAyc+JB6dMOnErjJRx3EwQR/BWTCDK14MdtQubiE7uXubFHFp0JhUD4Wltfm0Q3ZOlA1s400hwIpBujjTmcGsKNs5iQK1Lq7IvLQtE3W7B3jOLQN8+soSQIuZwXAMJDM4hK2B1oOOw3FtAxdnRTOZKFCL/Lg0sFcMVmztwc4zg4HnHL/BUopBq6wNf83Ne17k8DbNFx1jcWYy0fQ4mShRZKL7MIPJVK7h9rL5jhrFiXsky8tqw74rexONWZRAwdYssZ5b+TwnNH2BBtFFiuTVKjO4YXiXKs+VRszghrLh1mGIfsfDg5fnet7vSUgmAAjQOXqv7O0mCtTWYeB8ZnBXnBeDtrHFtbKNTDToC5exs2UG1c7xx/kCss6LvYaYy84II7JCmp4FMzg9nhnk4dG3jjo7HYoQgin66ORnUAzyzfpa2YQkWSm7YntJ3wAp1zpA9VCwJhXls48CTOpa7P8ZBKIDDOjcfocwT4FsxWYG9+k8HwdFJlrNDFo6J6Lw6Ixx7+3VNdZ4ZjAaA6BwM9ZssCoTTdj1pW4S4qzYORLnCKKDmkz0ymJtxeVVRNjkwXDrXEysREuIjW7vJCZXZQZtsjbA1s26UM7s7SYK8HueFYNWxw8oBZLji0HXIfLz7OQV0BkAxAHiifx9a9b/W/YsQl2Rl7RyfNzZ/r9eeFj9PKcwg3s3G6PRBjNo8T4BKs+IvEQg3EQ1yEQJIXj2zX1LzCA/J1suoL3dRAHOPFd7L6FaOZP4tesI58WgbUg2TXUTbS4T7fBikJxFpl08YdIoP6p1jj/JTSX2ZQYpX5Dy+AyKqBMeEonSWd8VM/TRyWZa3tpeEMWgV11fSVbIhkOTmUFggxm0VQxumPqs0gIlBQbh7uehBl4MWmcGlaZJpjy0G6Mz4PbZZyMTLUFAwiGef3t1jbWaGUQ1X2t1Pi0WMlGFGUxbMIOK/G0U+chLamUD4shicLS1+70S0RKBA7HPPXEtUzbrYmNsjRncsg6La6KRvDo6QFTMkOal3TzOdAmUucyw3IRDoBjI7PC5CJFmS+L3U9uFh7JnUd1EiyYyUUBxrLXsJnoKM7i/JJF9Px3P2SrTNoKNAl0NnQ8bGcjUZaIA8Jyb+/jEZUsy0RNyH4F9ZaJjln/NG1iCkLB2bq5TnBeDtrEtSFtESzSQj0W9PhLqn02mnfLgFgXtIPTw6CTGcp3vzeLQ6IzMcMqCLR7h9mF/UTzsI7GcoY/wDJnBuFYMlrKTu7dMVMwMKsWgNUdRIRnjEE6Tg3D78P+piA7QK+dY23YVU+TUWdHQCEOF2BjGh+h3PDjEZjF4iBntIgjqroHtmEHA4VI0a3mJgGw2qAVUospE983kVORJNtkOL2VNpzIcby0+k/TozOCJxbvqkuhYnuXcslmv4liayUSDYgUPuV2pKL8O1t7gyF85hDEvYoO7M+PJzZbEGm6VGQz6bEaOQzWQkW6i+8hExXFRnVd7zOBRoxKBoqS7fw6g1gA6S2awXgyKmcHmMlEAuG0c4crCAqN+QiO+aGIgEzK1CTPTU3IGz2WiJ+LU1ZUQcmGH/45vtZyjji3D2G2iJQLXwRQ9+GfCQlUPblHQ3n0b64R+6okF1lm5V3eK8AWB2pa8ipmIY7pTogO7z/mZkz7C3ILefhPcBjzm2WkAMxqo2I6mMtEzYAY3ZKLzhBU8/RbMoIsSXrHU8e52h8oMlg0s8reBFx6EEAwj31oxWMYTTGkPoefi7tsGcMgp82engTdgHP7gtkbalgWQzIBoy8xgK5ko+xxirbDBQns8B5SG2w1k4i0GMicWgwpzI2WiNguPjY1hlcPbhBlkxxphaddRNBbF4FFmUNwrshjctcjl93zVaDi7Al3ODBalbDaEu6oDjshELc8MniITdfe5zo7MDJ4VM0hlk0DMDO7VzAq4DFlhBoUywvgatvGcVyEK0f3mOMX6VTG2wLlM9DTssqv6HP/vpLPhArhDyzu60bGFGWwVLeEQzGivFgxuDSozyCn55902xHs+fQ0PPr5AkhfS+n4XOHxBoKvDU35TM7ZYZ6toIrFcOH1ExRkV6MEA67J6r4ztaBCkDbDgZuJhRKoCylqA84ZMdCaZwYbFID9Wx/a9ojKDedksT3QTijxpFPmYJXaKQRofYooeQt9FN/DwrEv9dowLPyfOegLAl51g40hYBAvCMZKJMjOoSSYaWNywC6MqEh4gzqaglNaiS+KsQOA68NwdZaI8kxPxIfwel4meJTNYipnBZswgwJQNVh1FBTPob2MGeTG4j4EMIJnBM5kZ3Hg2ioZJVlIZXdLdVR1wRCZqaS41T5lxzQky0ZLuOzPI73lK0fFd667OcmZwm0x0n2aW40i1iYBYw9K8bD6nvwuSCTDeXj4I1nmvcyIUXvwedByCjuecu4megl1W149RSu+klD7zuP8AXDX9Rm8YbGGh2swMAsCUDBB8gTCDz7rUg+sQ/O0Ty72ZQZHPB9vzj1sG5FUIZnCf87MkfXSKpdStWwPPS1xv2OWnTaVvhKDojDBEVQyubLiJlsWR7EdRhA4bM4PsWGFu+V5RGkB5SfUUgxvzabY2IXR1iAntI+LX0YuffoCb+kHzA/JzQhKWNVjYul+Uc1KbGWzrJprOgSKH7/EiyoJsrJPPEZMIQdgBpTgiVYvTQq7DOzGDgNzkWg0Ep3Rr3qt4tjSLlqiYQauRRXyznrhHmUFvgxn092YG+cygtWLwqLlaJRMtscpyBJ6ze7G+IRP1bc2lnhI4D7DPs3emHQ9rD20WHMlE+jUAdQOZRm6iQK3BCFR7BeOzqRvjICqyBqqszfxHgH0X5zODJ2OXb/jLNf3OOYATDWSabhIXpHc2ksQtM4Md38U48nG4SnnI+e4LkttlXVzrZjjxyQ+JNC/hOWQvqcLS6cNRdOvWwNk0Vfq2Vja4TRoORWdUYwbj1MZsx9GmiZCJNp4Z5McKC8v3ysbMoE6ZKAAMQ99etEQywYwzgwDwk990N97yupc2P57y4HYJsScTVc6JWjwJFj3wnBq7thOUsHab7E0nn2FJ+nITuLnpidNCOuqJNezUXEie1eXZjJZYzwFaHOsm2uj5qDCDVmVi/N5Mts0MbspE950ZFNeWzfm0TWZQMZCJ02I/A6mNzXolRTZ8jR0ThaWi2NdNVGE5rc8M8nPy8LUVFuscvQ5rko4iH699yR34qi+6ab9jhuNaIz6wIXWn9ESZaCPzqC1mOKHvnMtET8GpqyulVGorCCFbd2Hq75zjFCRMxqcOY4ucwab5YwvSR8c22wHU4hhUdlMwFUm2X+i812cLgvsFxgyqw9m7YuXwTUByBpLEaFxjN5JMDdLeX+5RdkYYKcxgaiNYV3Zx1ZnBljJR/pDoFhYc0lQoHek012AgA9S6uMPIkxJa0yAJnxnk19Eg9HHbjvmbWxH0AMcDkgkcx2K0hHJO1lkhN4BxWmCdlfuzgoCSBTexs5Hi6BYzrNyBPCebm544K6QsVOxze6c5I0cHQHxNrnvWAsGBY91Em0ZLAMABWdhRNAjwezN2jxaDmzODOz9bojFvNFh03wSOyPUBdWaQyUR3logCVVi7MJARDQfT19gOzGBBG8wM8mNbnxnk5+SNv/9hRL6L73rZ0wGwZsPPvubemsHXThCSVw4xg7g2abySLrY2gORfN2kEHcsMnhvInISdv2FCyL8GcJkQ8jAh5N2EkF8hhPywwfd2YyKeHHGtbDMzCAALZ2B/Pq0sGOvFF1b1gT3gxeA6L/eSKnTCHmIaSDMJa9iBGdzXhXPp9OvHtoWEXV/iYT2KfBYt0VT6BqDsDDFUmEEr8qQtc5zSQKbTbmawW54BM+j3AJfFDTSVg9cgurhlyWYGbTCDlMJJJpgozGBrEMI/yxSe49h1rQTYzGBeYNxlfU4hE200I6O4cPrS8dH85+kWC8TuQDKDm1mDcVbI8yUkcKcyg5yFEgWLNXMP8doKZM5gQzdRALjZW8nZNitIJgBxsHZ7R/5KzAruFS0BsO+lzNChbEbXmkyU71kevraSP5I5gwWtMc87Qyk8fOcLixncy01Uuec7vnMmzOD9Dx3iW190O24ft2jKAfKeFwhsGMic4tfQSCK+hRn0XYvPlusU+6yuLwdwC6X0aQBeA+CtAI6udOc4GVvd0ngx2DCMeukMEJYxUFiciVjz4nODGfQchxtaiGiJ3T9T4DFnVC+1La08xU202L8YjPmsyH3v/0Srt7Y3+HyHmF0YRX7NTXTvaAmw/Mchqo2AFcnYlgf3IslByA6sxnHg992ALuy5IwJH5NSNGI5NRGOAlkA6ZzJRCwYy6WoGQgvODGpMJYrYJsQhFiMMasxgiXGXzT3GXCbaiBlUXBJV8wXT6JVzJN7wWAv1OC3kjKdkBjs7zAwq82lWWKjjmME2M4OdEQCCi+7qSJFsFLyAKujR9+xsyEN3VgrwJrJQAVmRiRYZkC3xSBLg5T93H976vkcAVDLRvCyxTPO9MngByHseUHIGTa/Ju8wM7h06X93zoWdxLk3J5lsXJbqn3c+7QHFGBSo3ZaNrmGzEb5eJZkUJQvbMGfS7gOPXClvPIfYMl65T7PPEexeAAwCglD5KKf0jSumbzbytGxhb3NJkMdhQJiqlKDYliRtsWq7Yf48iH9NVykPn92AGPQdT2pMB1NaQTAA3kMPYm0jz/dkcMSvyO+/4cOu3txdEkLbCDH740Rl+/m0fB9CMGaThGCOylBtDK93PLTLRWZKzXL2mMQZBHyVxMSQru8Hzyj2fFZoMZJRNyDDya1JgU/jdv/wQAGCKvj5mEJAsJzOQORtmcBh6IIRl8q3zcn+jJX4sABv2/+avsz5dIPWHkp0RMlFKKR6+tkKcVcyNKOpO3bxzlsAjljbqwLHMTeUm2uC+5y6JF5wVZkmGf/hvP4hHDlen/7u24DK+bbJnd9NNdNf1bMMAy2ZT7lrZBQC8/WOPA6ieAWlRMpnovsygMp/mS5no2TKDZUlB6Z4xBrWZQYvMIG8wUkqZ26eWZwov0Pk1K2WiJj/TqSM6FL6z5/w2IVJSLeC5xJ6s+jrFPlfQvwLw54SQHyeEvJwQsqcg+RwAtrqltcpRgjKfFluMZNi4iVX772HoSbv5fRgEzyGYnUVmotisH7PgNGEGZ5w0V41XjIN3cVVm8HCVAgAeOYwBNMhOA4BwjBFYMRi4jhW2Y7tMNMewqXkMABCC1BtihKXZOYhNbDCDWgxklE2IcFedxWZnoj77yOcAABPak5JELQhHUpJoL1qiagAlGZOz9zseDlcZc0FuKxO16Pg4wAKZP0SPb8iF6+5v/NVDePnP3YcHPnOIyGfXiGANd3ITLTME3A7ASuFxDHNTPR8bbnijMcZkiT/56GX89v0P46f+/UfbvMvdwB0St51+wXJsMoSngt/zQcZk7tZC2gF4PdZ8enzGrgc1dH5vAxmgJhO15lh7CjMo1p5GzGDCmMGipHbOC/drEPdGE8XPEYRjNr+3ZteXaIAbbTKeKhNt+LzcMMPxHOe8GDwF+1xBbwHwO2DZhK8H8FeEkE8ZeVc3ID5xeY6ffOuHQLcMY7eViUrHMpvzaZs5N3mdGRTzGbcMwp0PSQjBjAzsm+Fske6qSPNib2bwYxP2+6rxinEoTrXiYf382+s9myaMBw1H8EiJobOG71qSW2zp4s6TrPm8IEfqDzEiS3sdXGAjgkVXzmDFQoksT9NS0cOrjBWY6ZwZBKQk0XUICttB2oRgnbOZuufdNsQHH50ymWgbZlDNgjN9nWUJIqRIgxFu5mut2LB/8JGqMy6YwYRv7E7dvG8471oxkDmGuSmaZI2piA4wIku5cW58nH0QH88Mise818RABoDPc1KtqBs4uyIiMh4TxSBvNuZFiVUjmWhlgFXJRC0wg3x2exvEdebusw/rDADiSmYQsKCc4X4N918u8R8//HkAmopBpbAFLEVL7CATbZYvWp9/9BxidzTkOsQ+3/IjlNJ/Qil9M6X0tZTSewA8z9Qbu9HwF594Ar/17s9uzVTJiv2jC1TILCObLpzHMIM+dxMVuG20ezEIsJiMzlkxg8egiYHM44mLjLp2mUEhi1DcRH/2NffiDa+ubtNG5iV8VuWiGyPwLDGDyQTwIsCvrp95kjd3EuXIgwFGWNp1Fqwxg2ZkogCMmsjkRYnVlMXJap8ZFGYlxDIzyL/DhOehvvCOMT76uSlmSd5sZtAL2GYzmcj1wjSjVq5YZ70IRrh52AEAPDZlG3Z1jkjMDIpN/Kmbd369irXYioFMMmEb607dgVPOoze9b8JxLSdVy8b5NPB7vtzCRrQykAFkprDNptzKZYZol2dM8SPdRMuGBjIKcyOYQStuoic5icpicI9jCkliPFFmdg3PDfLn/H95JMe/fYDNcGoxJVOUDeoxjT7vT5OJNs3lDUd1ZtAldtaw6xj7fMvvJ4T8qPoDSrmt1TlOxTov4SEHyVY1N9H7/uZx/Iv7PtVqg5j4vBi0KRM9ZmbQc4jcnALArXsWg6uzcEY95SHBNvD7FuoEU/RwwbEwnyKgLKwiK60beHjBU6vrrckmNw/Yvz8gK3vF4JamyWLdvhgsO2z+0aqzoNJsSHXLRJOJlM6ajJf47LUVepSxRBOqeWaQz3c4BFs3z0aguPElWYHQc/Gipx0gKyg+8PCkmZwakPI3WzOD6eIaAHZdh76Li70An+fsjWq0FG2Yy+zKDApJohWJlXDa3pDr5y3HKBCNMaCVg3CjQn9f8HtebW6Ij3U0Z3A/ZtBLLRrI8GeKGEVJ8xKU0qoYzEussoYy0TwBstguM3hC0zdvwgwCvJl1KK8r48wgPydXi66MWwqarlcqNiIZOrbcRB2PRQxtQZa3kInWmEHHjrrhOsY+V/0tAH6AEPI5Qsh/IIT8H4SQbzf1xm40ZEVZSQaVBenHfvv9AI5mQ+2DtSwGz4IZZIWCGgw8alEMLt0BOradUQ0wg089iDClPQyoxUw7pUBXh8qfolhO7x2kDSAYXAAA/N07Owg8x15HeuOczJOseeA8+2nU1AAAIABJREFUBw1HGGJpL4BWzHHKpolmmWh8iFEkZgbN3TOffHyBEdi1PNUtE+WzKn1nbZcZDEUxyAxjXnRHdb01Lhi4/M3WzKAsBiO2Dt86CiUz2FMk1VEgZgYL/ucdZgYBBDljIaxIrI5pysl59IZjFIgO0CurdbiRBHgfUHqEGXRIdU1tGsfsvNnlzqjCbduOgQxrMK9EVBKAJxYVB5CXPGdwX5moKqkWM4OmGw6KGmAbGsuRuQunNWYwFsVgJOOWTMhEreQMisD5Y/YleVNmMBofZQbPZwZPxM7fMqX0OyildwN4JoA3AvgEgJeaemM3GtK8rCSDygPv3tvb+/Dk/hnIROMJs+/1mcuYmjMoisFh6O39kDiTsPZTmMF1Ue7deXvbj30VwsEFDLC0Z2msFOhZUUp32psHnVaH7Q8vAgC+54Uj+K6Dta1ZlY0Htw6ZKLgz6nJtSSa6MQeVFbT5plaF32UGKHHFDE4NFoMff2yOEVkipw6WCPVHSwAYk6W9B/YGMxj5Hm4ZhriFSy33cUGugcvfZEaXYZYgX7FikITsXrltFOLzvBhUTX4kM8hnBk+NZ9mUJFpjBo+uw20N1hCO0S3mALjZhquxkbEN6RIocz4zyApBz3Ek2ywYwZv6HbzuK5+JV3zRzbsd13GAzhAOZwbtzAyy9WtOqmLwwctVYS0ybPdnBqvCw1q0RHzyc140HfYe14k2mEHT5mT8nFzJu1INoqcY3GQGebSEyfOyxUNDRdo0ioln10JpJFlpnlzH2Cd0/hsIIe8C8EEA/wjAJyilP27snd1gyIqyympTLn4dkhXHCxAjtO8mGo1lR0fNGRSb09tG+4egJq5lZ9SyBJJZTbq7iSwv99bk9zoeynCEEbHIQiky0SyvpK2NZ20E+EPCXc8suolOEHsDHC6ZGyqlFDMNzCCJmDNqbKsY3HCwY0W6BpmoDGu3YyDz/ocnuCNKEXsDAETPjIoAXw9HWNqViYbMmp0ZYLCNz123ssZac2aQbQwDSzLRYsnWScKvL8YMMudgtbCOAvZ+hEx0V2bQT8XM4BcAM9jYTfQALgr0wIpknZfuVij3fEEpXIfAdYhsoIhZQcch+Mevfh7uuNjd/djRCC4/vjWFhhchKavmgWg2ANWa00gmyo/v2cqyPKHwuLZM8fkJ+1yNmMF4IhtIieGIH1GsTdGrmEEdF7XiUA3ATkNryziIirwomxkrKjm8ADunxblM9ETs8y3/SwD/AMDLwGImfp4Q8loj7+oGRFbQrczgKi3wxU8d4QNv/PrGx/ZdBzPSt+8myheP//NPPoE/+ACznQ8Umei+ElHgDCSv6ykAemp3Kmiwgc+DEUZYWgyirTYhmS45IlCbT+tYk4ke4g8/GeMlP/N2AOw+yQqKg267YtDtHcAjJZJ4fvov68CGW1rW9OG2DUpHOnAdY9ESlFK877OHeFq0Rn90Ce97w9c1khsfC96IGWFpJ2eQu/EhGiMtSpS0Ko7uupU1o9ymn4+bSdiaGRQGMugKZjDC4SpDkhW1Ai7akLCdGg2yIUm0Yr5wCjPY3E20ajYA5tlaVQ1QlhQOIbhl2MGtvDm6V4D2JsIxSDK1F6KdVPeJgIgrAqo4m0YGMgCbr3Xs3CsnMYNv+oOP4Aff8gCABudnc2bQEjM4pT3Z3NEifQ56TO21IRM17iZ6gnQ3K2iz5qncs7D169xA5nTscwVdppT+JaX0kFL6dgCvBPCTht7XDYd1vn1mcJUVGEU+Ri02ub7rYIa+fTdRvrD+m/d8VobRqjLRfZ1EAaUYtPVZNoxwtiFtwAwCQNFhzGCSWpSJehHgdZCVtPae77xp+4D2TugMARC5ybXBDNJkiintISsoJqsUEy6BHLcsBr0um38sl5aYZ4WtLUqKkrbIS9sE70gTwkybTDGDn7m6wuEqwy1+AhKNcdAL9L4Av/eGZLHVil87hAQ9HCNO68XRXbexYvBznF3bG5ytrYpBs5+H8OuLdti6eeuQrbmPTZPa5npzZvDUzaPjAOEQrphPs9FVP44ZLKoRhEYIhQyZyRuNyytVZrBkzODv//2vxOtf8SwADWSIKqLq+rKW/RiOa6YoV5dKMdiYGaxkoo5D4BDDDYc8lRm823BlkeLKgn2uvRtB0QGQTBHyosUmMyigJXRecUYFoBjiGPw8p8hEmdN+Q2YQkJ/Fdx07a9h1jH2+5YcIIf87IUTsBDIAltrr1z+yosRQMIOKJDFWJEpNEXgsrN26myi/iVUZpOcS9EMPF3oBnnvr4Lh/fSxSn383tj7LKdbGADt3TTT5tMMszWNbMQbCjQ/Chat6z3/0oy/Hh3/6lc2OyzeGYhbKeDFY5CDpHFPKHnZ/8tHLmPBu9ChqV4j4fbYJKW1dXxtsLQA9MlGgZs8+jDxjM4Pvf5i9xpgsTmyaNAa/94awNDOobNaFq+ymTPTTVxpGwkRjIFvBp+x6NX2vkGSCGe3C81ixdwsvBi/Pktqcnyh2X/3FTwEAKeU/EeEY7poVg8YZW0qPZQZ1GMgAkMoc426PihqAzQyyBqkwGGllJsxdEj2bea/ckEzgUCkGxZoT+fvmDNY3657pzfopgfNxVsgmwd5Nh2gMgCLiJkU2mEHqBEhQPQu1xaVwlhNgTDwhZysTzYpmjXhVzQTAbobtdYp9vmUK4DUAHiaEvAPAgwD+jBDyHCPv7AZDqjKDGzLRvZ24NuC7Dia0Z99NVDFgkO/FceA6BPf9+CvwPS97+t6HzQJRDH5hMYNNs25cQpGuLJnhcEkPcHQ2LfTddoHtfCDbipsoZ25E5/Odn7qK6UoPMxj0GTNIbV1f6hynKAa1ykTZ8XuBJ1ku3bjC3QM7+fxESU9j8Gt2QC3JRBUZX7zhrvmsS8wo4+ued0uzY/NNCEmm8C1s2J1kgintyUKpzw2Wlmlel4nymcE3vPp5+MA/+frd3GCjqhg0zkKlC4AWW9fh1gYyGzJRW9b/InReEIHeRqREI3BmMHAtyfUT1mBM81K+/2tbisFeZ8+GNpchi8LDdwzL+DaMvI78tbJ27n1++JrYK1gxaMNNtBDfH4e2YlBx4SSEzYYbM4yTfg0nzQzSZoqAI8wgsWOCdR1j590hpfS1AEAICQE8H8AL+H//mhByJ6X0aWbe4o2BrGBuorkTwvMqd8ckaxDYugFZDCYPt32bu4N3cbOirG0UxI2rxkvsgyKwLBNVJGPHoUm0BAAQMSe2PARg4fZQJBepzplBoDYLZWszJZjBZZprk4k6kdis22825EnLTe0mlCyl0HeMFYOiY05OkfQ0RjAAiIMBbMlEq3OyKRMNPAcf/KmvP91t8zgo8jffwobdWU8xQU+uu32+KV+si9q6LFkph+y+NodjOGtL0RInbNZzydjoYQatzQxGYxTlXBYXzkbYfCOE1Tqc5WbvlSQrsLjyOMLRc5EWBYaRj8kqlTODnlPZ9e+tbnKcWjC45zpmr7FTmEG1gNtbJhqKZhYrBucGjbwAAMkEudgncegrBg+AxeO14xpjOoVfw0kzgyVFr2noPFBdX45jp9F4HWPvJx6lNAFwP//vHDtCMIOpP6x96au0QLdlZpfvOpiUXcsOnIyF2uyCtS1APD/ACiG6tmWip0ZLNCgGu+yYJbd/N454AgyZDEyrgQxQWeZHjvmZG2Um4tk39xFnJSaCGWwpExXnmaxtsbUTwO8Bro+s4G512mYGx+yBWhYIfRcLQw6paV6CoKwxz1rBN4Z9urRnVAIA4RirlZCJVqvyThLK46B0pG3MdblrxgyKmSGRLbhc57VCtJH6JBqDzJgxmBWnR/6am8ib5r8JSLdaPjNoo5lFHCAYSDdRQA2Zb8kMFmv0gtR4o+GRwxVuzmb4/LqD1GdyvV7HkzOD/dCT6/LeMlGgpmwwztwc02y4ulhjsc7rxWBTZrBkU1Mi7sEY4kmloOLQ5u4cjoEnPi7/2PFcc897scc7SSbaJnQekOfdtWW4dB1j32iJdxNCPk4I+R1CyMtMvrEbDSmfGVx71RwdpRRxVrSfGXQJrpY9IE+ALDn9H7TFegbhwLnJRrQtQDqey8xwbMtEj2E8KKXIirLRgLbLHf6k459pJMrMYEE12/+PmH22DXlSwr6vIhjhpn6AJC0widkGpC0zKM6zZ6sYVBzsxENV64MbYOYFviud5XQjK0ocODHIKV3cVgjH6NMzYAalTFTXOamYwcAzz6K76RRT9GShpBaDamF9qnvoNnDnSsCS0yN/zU1IeXXT+ybooSQextaYwUO2XjoOKKXSeXeTIWwEvr5fcFbGm3J5nmNIYsTuQKpjeoGHq9xoRR07aLSHqc2nnQ0z+Av/6eN43W/cf8T3YC/wYwYZG6MwGfEDAEgmSH1TzOC4psrqmPQIOGXvBbB54Ub3fWcAEFd+Fv/cTfRU7Bst8b+gipb4hfNoid0hmMFEKQaTrASlQKhBJjoTzlI25G9bNlMAM6NqNQ8BtvhM0LMoE50AjsdslbcgLyloQwdIv8c2hvbm06ZKuHnDsNbjEFUzg7ZkVt3RRUS+izgrMF1lCDxnt1mnk9AZogSBz8O0jUORVrZ2RdyE2NgkE14MmpGJZgXFRZe7a5qQiQJAxIpB6zOD3NypEbOxDQozaGOuy0tnmNK+XJ+EymSxzqUhR8dzcGnQOfYYxyIagyQTEELNb6TkM+VosyEvaLtnCyEoOmNlZtCC2yO/T4qSStnhJkPYCPy4B05s/NqiMVsjl86Axys56HZcOSeoXlNiVnUvKIWHcev/Y5nBFFeXaW0fs3exLq7Z+BDD0DcW8SMRT2qkAqBZJprMZFi70ee9so984DPXQLc0ArOCNlPSECIb2ABT45zLRE/GebSEJYiZwdjpy5+t+EakrUw08Bw5X2VFKrrFgAHQY4zR8R1MS4tmOOLBfcwDQCyETRZb4Vwp5xJNQgxjCxaqqenNcVAs863IrAB0hzchClgxOFllGDecQ63BcbAkPQS2ikGFGWzNcGxCkcKEnmOsGEzzEhfdo+ZXWhGO0C8XsNK8TSaA2wH86IibaGsoLnbGDWQohS+YQVdIEB2EviOZwWdc7OK9b/g6XGgSBxKOgSLFwMnNy0RPMPLKyvbZnGU4wshmtEQkikGlCCT1/20EftwxWRmXIAvH5aXTl/FK6iztpX5VDDaSViszz8z63+DnOYYZjLMCiySvqSr2dq1V1uFh6FlhBhOvzgx2XJ3rF62yBl3HXPOE74senHv4tv/7nXjnp64e+RU27tLCOErODJLzaIlTcB4tYQkpLwZXbtXRqTYiGtxEwYtMG0XUFgMGQA/j0XEdHNIeqM2ZwVOsjYFmxWDQvwjAklmJGMZWmEGtMtFoDOQJIicz7ywomMHhgWS8JnHaXiLKsXIGCHJLS5fCDFauiBolPfw1osAcM5gWJS46nBk0KBPtlQsUNh7YokAn5IibaGuElRuycQOZbAWnzGpuogCT7y3TQkqsek1dhPn1dcFdmTeQOSHip2jqKKgiPLAbOs8/R0kpxKmRMtFWzKAww1kYZwbFc2tB+lgLmWinMloa8uZc5LvNmClls+46xOy9H1ez27Ufp8WR5sDezK0fAl4IJBMMIh9zkzODvOkbu6aYwWr0AGDNedMy0cdS1lRQ8ysFsqJFI4g7oAOswKfUQkTOdYzzaAlLyHKKIZZYOtVNrGsj4qvMoI3CoyazUorBlhJRAOj4LndGtcwMHgOxEDbZwIe9EXLqSHt2o5DnpJoZ1OZaqRx3iKXxzRSNJ0ioj8FggEgUg6usvXkMR+wOENkqBrcygxrdRPlrhFxOawJZXuLAERmp5mSivXIOKzP+SoEu3UR1FYOux9xR40POopuXvk3Rq11TvY6H5TpHmjeUWAnw7+iCYyH/MeamK52j2bR5SVs/W4LBBXzRqMDfefZFO27IkVIMbspENTCDIwvrsLi+5qRXmxkEgIOuL5+Jw6hhs0Fs1imT0hrdqCeTrY2s1RYH5kYyXs5yDkMPM0N5rwCkX4OqMAM05wwCNWbQGJPOX+NK1gVQKeVUNI6WAGoGReIY+Tk7eCx2voIopa+llD4PwNMB/BiAnwbQA4uWsJhpcH2iyDMMSYwFqWbTdEmUApfITDYrMtFjZgZ1oOM57LPYzIE7yUm0hUy047uYoWunGBRSVDVnULdMFECfLpEW5VZ9vy5ky2uYoocL3YDNDKYFpnGGkSZmcO0N0C3tM4OCuet4mgoPdWbQc/gMsv7zwgxkTMtEx+iWC5QWg7SBag1uZLByHDjj4ZvO5OTr8IT2a0VfL2DFIGMG2xceB87KgmnUhDWcthRKOtYyEo5xi7fCU0aRVWawPjMI/r/tZwZHZGmeGVyz62tGe0iLEh3PQbcjisFAXluN3XcjJkNGFnNmUMvb3o54+3N+m5qi0fnh9/ww8s3KRAVbq5AKrkNaezVIbOTzGZ0ZjCeAG+DKmt0Yy/XRc9EqIiusy0QBnJvInIC9v2VKaUIpvZ9S+quU0h+hlH71ecbg6fBynkFDjs4M6sgZrGYGLTODymKqo3vc4SwnyWM7zqinMIPigdtpEi1BCObo2zEr2ZBZsdB5zTJRVFlKJudu8uUhprSHg15Qmxlsml25idQfoFcutBzrRBQZC9Pm393hSk9WooTKDPI1xATrkRVUOjGaZAY95PDo2szxVcSHFTOYFfBdor9xEk8QmJ4ZVJlBZTPY73hY8JnBVoxaWBWDxjdRW9bht77vEfzAbz6AvKDtN7vRAZBMzMreAIDSo8ygNI5h11g7mShTaAzo0rhc3+ENxil6yswgW2cOuoGUJg+brssKC2VcJnpMRuo2ZrDRPaMwg0ZlorGQ7lakgnbXcEDuJzqeg79+6BA//G/ep+81BHgDaMq/L5UZzIsS7/zUVeRtFE4bBjLsuOfF4HE49SoihLxXx+882REVPIMGPdz38cfxg295QEqUdMwMWncT5Q6cqkxUx40WeGfwWcLRsX/dNg5gbsusZMOAQTy8tSEUWUqsiDK5ESlWh4wZ7PkIfRclBa4u13oMZACk/kgWtUYh2NpQFINsJqKRmcc2+BEzQkkmCDnbaGJuMC1KDLEE3IC9pgnw76hbWGBslc16nBZ6WUGgYgZNmy0lgrnp1pnBjovluuCOwi3WAGlWYkEmukWh8T//9gfwxx95DJfnSftinbshdxwzDROJdAmU+XZmUP5vi+O7HhD00afmZwYdrmg5LLvKzCBnBns+fE8wg+1mUhFP4DjErHlUPMETRYTX/9YD9R/rZgZD36xMlN/zc1TFYMfXrwBSmUEA+IMPfE7fawjwBpB4Li6VveTbP/Y4Xvsr7+LNuoafT8yk0qopdi4TPR67fMt3E0I+eMJ/HwJwk+k3er1DFINT2sO7PnUV//HDj8mB2bYyUd91UMJB4Q/sOFcqDpx1ZrD9jWaV5SxPD9JuMzMIAEtiyaxEMoNmZwZFsK7RTW7MgrQPuoGMksgKikGbMHAFRTDEAEtQ0w+GjVDda0vNxSAhci5CfE8msgbTvMSQrE503W0N/h1Zke/GVQTLKs1bN+OOgHekjRvIKMyguoHtdoRMtGXWqCJJNL6J2sIM3nGBzRK959PX2hvI8HmxAVlZKdArZrBiAoUPRitmEGCZnLBRDM6wph4Wha/MDFbMoN+aGaxYKJcApdHQ+UN8ft3BH33osZoZ0mZOMtBmZnCKYeRjnZfmHDj5PT9DpTDTbhQHVDODykiDdhMp3gASipnVumIGRYEIoHlDKxyzxky6VGYGz5nB47DLU/CuHX7HcHDP9Y9uMQccVgwmnA5/5JA59LXtTAe8Q1d0RnBtuYlGY/yvv/sB/L7SMdJxn9WcUU0zg+kcoOVOMtGmA9pLt48w/0yjf7sXxMaQ9vDgZw6bh7UeB/6QEE0NkxsqZz3FFBfxnF5QuzcaGxVsoOiM0CE5kmSJsHvUsEIbNrKtDpcpuoHbPitRBZ+LCHl32AQzmBUlhnRxYtOkNWSzwTBjWxbMeVcwg1mpzzxGgHekg4GD1CTdkVT3vNr46QdMJtoPPQyasjaAPCcjLO3kDI7r0yZ33zbAZ6+tsEoLvOQZF9odPxQy92rmmZhobEiFBis+y5JC1BZCVtnKQAZgZkvLpdkoBgBuOsUMPSR5KZUm6syg2GA3vsYUFsp1xsYNZJYR21eknDHPi3LruEMjmSi/58V3MU9ydPqa1xVAuee7AJikXpt5DAD4XcDx5XWcKkXtKisw1LinyFeHeO8VD+8orgCoM4NLpTAM2hjIAEylwe+982LweJx6F1NKLexkb3x0S1YMTsouSn7Rf27Ci0ENzCAA5P4AgS030XCM333gEe2HrmcmGv4sG6Yr29DGQAYAYseSc2UyBRwPv/nAE/jn//lTzcNajwPfGEZSJmquGPTTGWZyZrD6DI2NCjZAxbzY7JrZYnCDJbi2SnHQ1cQKCnBmUBTNJhxFs6LEAIsT5dStwc9JzzQzuCHdjdNcv0xUzgyaZwYpCObo1qIleh0Pq7Rga0CbfD7HBTojjKh5sxIk02Obcg4BXv81z253fH4PDukcgMcNUcxt1qVMlFIlUoL9Vev5x3CM3nxm/Jx46RQzyiSiInReMIPjri8bT42ZdWWz7joH5orBPAWyFRbcgXOdlegGx6+VjZjbcAysZxh22EmexRluUnIYtSEWplE9GCkGhdqEX8cPXVnJv1qtC23PYADIFtfwufXTMM04M6jMDKpmMq2YQUA2GwAD7OYNBI1X0TmOA6UUfcoMGK6VXaz4hf4oZwZ1yEQBIAuGdmSip0gr2yBwncoZ1XRhu8HcAMDnpzFe+jNvx31/8zj+619+Bz43YSY2TVm2RDhXGnTfZC/ECvQry0yZc9TY+XZ9IOgj5IWtsbmbskBQLDAnfQw6Xm2j3orlUF+iw4qaYmnYeXcLM6hNIioQjoH4UJGJmpgZpOjRpTnzGECuJz3Ts5wbBfoqLfQFzgtEYyCPEZLMuJvo2u2Dwqkzgx0XyzRvF9gsEI1YnIzJz0Fpze3xN9/1GXzH//NOOZf8C9/+Ajzzpt5JRzgdnKnr8+vL2Pq1MbtdlEq0BNGQM8iP3S3Ny0S9dIopekiyopKJcmbwQi+QrHdjpUNts05QmHpGyjk7Xgzyc39cMdiMGWTX1wWXFU8zUyYyvOk7KwKp2NcqEwVq+XyfvrKUP16s9X4mL51XjX8wNvXtH72MsqS1wrDVzCAAJFPJYhvPSL6OcV4MWoA0YAAvBvki9ChnBsOWHUpxs6T+yDybBhzrzKUDVmcGNzaGAPCfPnIZl2dr/L3fvB8fenSKd/3tVQDN3EQB5lzpoWDGAiYRMyMcdXhdq0wUAMIROjkzwzEmE+UPocwfghBS22g0nk3ZQCGKQdMxLEeYwQwHuotB3sXtSJmoATfRvGTyTaMyUXbsvmmZ6EaBHmeFAZkoDwbHEpnR+bQpEm8A1yE1yWOv44FSxk60XgPCMYZkudV1URuyFVBmknl+w7/7MN7z0DVkRYkX3THGa77kqe1fQzLPptev+vVFacUEapOJhmN0i7nxiAw/nWFKe4wZ5MVgN6hkojHfsDdupsiZwSkckzmDYs6OiGKQXcvb5gWBFgYyAA4IKwbnpuIl+N4ryalk6ZruTY6Fks/3fV/5DPnjbTmAjVGW8NJZ1fgH8F8+eQWv+3/vx1ve/Rksa8VgUzdRRSbK18Hz0PnjsdNVRAi5ixDytYSQ/sbPX2Xmbd1YyAqKEVliTT3Mck8uoo8crhD5butOYSCLwaG90HlDG0PfJfbcRLcwgxf7bLMuOkifuMyYsKZSjNQbsv9j+rPwOc6p0WJwLItBY11pXqCVHT6jqBaDuiQqQsK1OgNmUFeshAA3LoiMMoO8GDTJDErLfLvMoBE3UTGfRpZmZwbjCWJ3cITJEOzNJM60GK8MsdS7EdzElnUYYAWbtjWMF+jdYiGPbQRbmUH2I20y0WiMsJgbZzmCjG3W46yQstpnXeqhG7h49s19OePVuBjkMmQRLVEaZgZnlBkSncYMNjaQATDkETxTU46ifO+1zgsZtaRVJgrU8vn+t2+4G//f614KYHsOYGOkcxCUNWZQ4C8fvFKXiTaVuituteKcGtm3PPpe4D2/AuQWYpEMYpdoiR8B8PsAfhjAhwkh36z89c+YemM3ErK8xAhLzNDDOqfyQi8pcNsobH18YfH8qZkLappNoxRIpqAdQ8Wgx5xRc79/Jszg5vPow48ypuop42aW+lnAu5825h/DcS3wVmvOIABEYwSZ4ZxBfk5KMaMY6DeQEeebrixcX34X8FiD4XCZmmEG11OE/GsyUQzmec5mRU3ODDouErfP5KgmsVF4rFITzKCYTzM8a5ewYnCzYOrzYjDNS2mc0BjRGH26kKMNRrBlHQbYtazNEVkYYJWGZe7xIUAcIGCzyAVVZKJidlADMxiUCQtsNwg/ZzK+BZc8djwHz7llgI++6VV42oUuEl4MtmqmREzN5DnmmcEJLzzWXD1xHNvdhhkcUcPFII/CSjKDxaDCDAJVc0lrQ0i6oh4tBj/1xLJmIKOHGTToJvrg24E/+nF231/H2OXdfz+AF1NKvwXAKwC8gRDyo/zvDPmM31hIixJDspTD2GpH6s5LLWchUDFA73msZGHtJjsU6zlAC2SdoZHDC5Yz80dnwgxubqZLCtx5U09usPZFHtRDXI2BdwxnsQYXruMQjuFnrDg23VkXc31hbWZQD6tGInZs440TxS4/zUvM1zku6DaQEfl8fBOSGLA09/MlHFCzMlEAiTtgRjVGX0QUHowpSjITzKCYTzMs5YsniN3+EfZPZWpaM4PhGL1yblYmqqzDarzAMm2RMbYJrwN4ESLjMne2WRc0YFlWBjLV/7Z8DcV511gcQ1kiyOaYoidD1Ddn01Y6cpI5C2VUJsrv+UPJDLL3nRxzTTdiosQ6zGXIk5VBZjAcI8nKqhhGfTaqAAAgAElEQVQ0MA6i7ldEMah1ZlCytUf3v3/7xAKPz6s9bOM1oDMEQHizQchEDdz38QTwe8xX4TrGLt+ySynT7lBKHwIrCL+BEPKLOC8Gd0LKmcEF6WOdF7WuR+vBeFSLQWW8YtBEht/EUv6oGb4qebXBDBIX6FSOktuYlXtub86IFKJotvFZwlGdGTTwkPBSvpkyzAymPvvexEadEGDQsCDfBOEPbmJJugtUuUlGmEFU8jcTM4MhP7ZRmSiY2dLAFjPIv7d1XpqZuQFzRjXNDK6cwZHNq9q40hHW3i0WtRke7VCYwSvLahMY6ywGASA6QCc3HI2zkZdYKm6iMnReA1sLACOyMMdwpnM4XMYnmtebDNS3fsntAIAX3tFiXeCZnK4FZvCwZPuj5DRmsAlzy89JkM0Q+o5ZZjAaI8kKDEIPhJiSiU5ZDjOAXoc9g7U2hPg56Y4u4o2vfh5e+5I75F+VFPjgI9WzufEa4DhAyEanPCkTNXCNiQbQdY5dvuXHCCEvFH/gheGrwYLm7zX1xm4kpEWJEVli6Q4YM5iqzGD/hH+5G8RiYMV4hR878cxY8gs638r8IzddUYO0VdZWFCL33t688KWKVMEYhBtfaHhmMBrDTe0wg2lQZwb7Ha+9Cx9H4PuY0ch8MahsDLUHzgvw44ec8TjOFKENomLG/4/ZYnDtDaTRljEkE8DtAD6TfSdZoTf3EVDMShbIS2qOvYknWDr9IzKqXq0YbM8MejRFkcagpma6FGbw89y9GQCWaa5PJgoA0RgdoWwoDDGdSgMIAAoKae6jjxnkxSCWmK8NMlCoy/g2i45X3nMrHnrzN+H2hiMUAKQBlmPBTfRqXmcGxbN+U/XjNrnmFGfUcRRgsjIk4RXMYM7WrY7n1ILhtSAas/zllDVOBPO7NMAMer0L+B++8pm4xL0axP2uLpmt1A085kfEUxjJSzXorm8TuyxL3wvgMfUHlNKcUvq9AL7KyLu6wZAVJYZYIXEHSPMSC6XLeqcGZlBs+mdgi53RwoMfO3HbF7HbIB44a29gh007MqdSFTkvu5MFHd/zlOZdH8FCUZPOlekSoAWKzqjWvTNhIONmS7gojLvx5YIZ5JI3nflGgedghh6cteEYFuX6Ei6vI02OqBL8+MLYx4RMtCuZQbPdz7U3xNC0TFQxv6KUMmZQezHIZXzU4HxtFgPFGktyVCaqFoOts0b5d9UvDbJQSt6ryN4FWK6ZbmYwyNh9sjbAoAM4ygyWFOL0EEJw160D3HlTy2enmEklq9pYgFZskfFplyMC1WbdIUabJgj6WBXsREgDGf6svKlfb9A1ipbwQ8ALgWSCcdc3IxPlfg2MGSwR+g5C3zUTLQFU7F1gjhn0utzYia9ZT794dD/c6vPxZoNoxOSmZKKGVTM2cOq3TCl9hFL6GCEkJIQ8nxByDyEk5H/3l+bf4vWPNGfM4JpLK9UGmE5mUC7cJmWi/CZeuRUz+C0vfIq2w4sbP/EGlpjB+k0suoUHXR8/8aq78KZvvgcvu/Ni89cIhygpMZtpJwr0DbY28DSruMUmBEujzOAaPpyAdZtDfm3ryhgEqvgS48Wgcn2J3CmdnwOAPL7PN7kmZKLd0o5MdO0NMSJLcwwUwAw+wkoiChiwZnc9IBigW3CzEhOFB1+H507/iElMTSaqIeAcAEYm4yWSCQACdEYybglgRbTWYjAcw+PKhrVJmbvKDCozgwDwxz/2Vfi2F7eMygirddhYhAG/vqYnMINaIDbrhJgx9wBkHIO43zeZwZuHYe2eaWzwwwvbUeRjYkImmi4AWrDPkhXoeC6e/5QR7rpVs0pL5vOxa8B3HQSeo1cqzveowYA13Hu84HzqwVGWWQczKA1kTMlEnwzMICHEI4T8HIBHAPwGgLcAeJgQ8nOEkOt7YtISsjzHEEvQqOqsi27UZleqCfodD//s21+AxLMwn8YXiCVhC9Bvve6l+KXvfJG2w4uHf+KaZwbL+BAPPE7xwGeuyZ8JLf773vj1uPu2Ib73y5/Rygo8CnzM0DUbYxCLc1JvLDS2ZD4OnPEYkaURBgoAkEwwQ09eB57rIHAdbRmDANv8T2kPLp9/NAblISE2bbpMcCS4EQpJJgh9R7ubaFlS9AVbZ/iBl/pDjLA0mwWlnBNRpGmXiQI8GFw4Vxq4V/hmaoH+kfVJzPgA+pjBERZ6ZWIq4gkze3AcPLGom5/plon6NmTuGzODrd1DNxFVBfrcWLg5Lwap4WIwHAN5ggCpWWYwUorBjZnBf/iq5+JnX1NNPDViBgFZ2I67PqYmmEFl3jnJS3R8B2953Uvx/V91p97XkaMtVbO03/G03v80niCnDnp9tqcQ6oxR5GO40TBt1RCK2Pyj2AuZYwafHDODPw/gAoBnUkpfTCl9EYBnARgD+AWTb+5GQR7P4RKKoHcgf/YTr7wLD735m2phwW3wbS9+Kgbjm9gfTDJqfEFaOOwhITZSv/59X4Y//Qdf3frwIg4hdodAHgNZcsq/aI5iNcHn1x185HNVUaDbXTD0XUxpD2Vs3tRnTuoSCxMyUYDNqpiYTQMAxBPMaK/23kPf0S4TnaInWQIjKDLWyQ1FMcgepJsPutZQspRC39VeDGYlM78CYJwZzPwhQpKhyOLTf7kplM26KNK0M4MAEI4RcrMSE2ytlPGhf6TgU90ddYTOAxaYQd4oXWwUN7ploi5XAxiRvFJ6hCUwUgyKphxMFoPse1KLwZsHHf2vI82WluZmBrkaYM3Xxs2cwRc97QBf/dxLAJh9QOPZdM5CjaMAk9jAzKCIXeqMkOYlQt2zggLKM0WgG7ha42Wy5TVM0cOFPrumRHMm8l3c1K9fZ60aQtyt1jMZLcFjva537LLSvhrA91NK5+IHlNIZgB8E8I2m3tiNBGFhHw0ruaH2bCsAecdCph134FxSRueLwukVz70Zz9IgeRU3/lLMJBosbMl6iint1WRccarXUCIKWOFhNMZAPLg3MnuMyUTJyuj80GSjGOx3PIw1hrUHnBn0TTKDyhwUYJAZ9CNmiJJMEHr6i0EhcS/hAIGZOWH5WgFTNhQm8x+VzXpimBkUzpVGmMG4agBtbpZch8h1uTWzxr+rMZZ45S/9BX7q33+k3fG2QSnQN+3rdctEnXwFH7ksDLQiXQJlLtl64KhMVAu8Dkov4sygPZno0y509b+OMFuiCxgz3k02mEEhE01zhL4DxyFyPKWRk6iAwgwamRnk5yTj8/RG1i2gls8n0As8rTLRbHENU9rDAY9aEs3lKHCPmKy1UjhF1UwqYEAmWuTMaOfJIBMFQOmWIQ5KaQFg52+Wzxy+hxDyAULIRwghP81//u38zyUh5Es3/s0XE0Leyf/+Q2JW8boDv4n7o5vkj7oGisEgCLFGxzwzGI4Qi06O5s8h5l9WzqB6PROgFO56iil6tc1akpVamcGIM4M22NpJWd+sm2IGx2RpJNwcAGgywYT2apKkf/rffjF+8BXP0vYavssMZISZhBFsZFjOk5w7vxmau4mZTDTWzEJlBcUQK6T+QGanmYLY5PzJez9hkHmuurhC6hz6JpjBETrCrMRE40Qyg72tsjZhItNY8iagMIMA8Ot/9VC7422DUqBvStFa5ySqkJLXJRKD56QuE23BNJ2EcIQRlvj45Tnu+5vH9R8/maCAiyWqLddF3U7IQGVQRBdmMuAAIJ6AhiNp5CSav3FWSBZdPCtbFe7hGIinGHV9rPNS/zOSX19r7g1gZN0CKsmjygx2XK3KgGI1wQxdHPRYc/QVnJl9zYueiosbo1OtmPVwDBRrBJTJz7Uzg6Lp+yRhBj9KCPnezR8SQr4bwN/s8VprAP8VpfQFAF4I4FWEkJcB+DCA1wD4i43je2DziT9AKb0HLN/QUBvMLISF/fDCJfmzVkGtxyAKXCyI4cKDP7jjtKL1dcJxCDyHYEEMM4PpEqTMGTOobAzirECoscDt+C6m6MGx4PB6rWQPbvE8MxEtAQA3ubFRmegUPQTKJvDlz7mkhXUWEMygVyZAvj79HzSBkp0GMAMZ7aygQDgG4kN0PBepZhYq47E4olAzCfEav/Gn78fbPvLYKb/dAGUBrCsbcLEp7JiQW0VjxdTHHDM4pd2tc4F9PjfYemZQmRM2BoUZnCc51P24VqdEztiNyMIMM7iRYQnwnEEDtSCJDjAiS/zaXz6E7/v1v9b/AvGEO4ZXb17XSEsNITsnvXJuNHS+7IylcZ943idZKQ3KXIfAIS2bJ9EBYwYjVsxoZwc3Yr2MMYOdActfVvYsumcGER9ipjCDz7llgIfe/E2496kjXNyQibZSVvD1S+Qj57rpZ9kAenLMDP4QgB8ihPwZIeSfEUJ+gRDy5wB+BEwquhMog/AN9/l/lFL6MUrpx7f8k68H8EFK6Qf4v7/K2cjrDoTPKfjKzKAJZjAKXMxI33zOYDiWenvdxSDANutLYjgzUQzIY0sxqJG9iXwXM9o161wZMze+B6fsXFzisx2mmMGL7sqogcx0QyaqG4HrVPInU9fXBjM4SzL984ICXJ7U8R3tLFSas5lBG8VgwWWiI7LEoYmcro0urllmUHGuNMhCsXvleGawtUzUcVEEQ7P5jyozmOZygwjol4kCjBk0eU5UlqAoDcwMAiDRGBfcVe11tCKZYOVUDTjtkTgCfBPdLRYwUgvmKZCtkAfV+iWKi7woa80S33XasbjRGFjPMI7YMbXPDfLra+UKmaihZyQh7LxszAwuNc4MEq7K2pa7exP/2QEfDWltIAPA5/mimYH7RH2d6xm7REs8Sil9KYA3AXgIwGcBvIlS+hJK6aP7vBghxCWEvB/A4wD+hFL67hN+/YsAUELI2wgh7yWE/MQxx/x7hJD7CSH3P/HEE/u8HWsQzKDTrYpB1fFNFypJomGzkmgsu91hoH9B8l0Hc+5WaowZjKvNlNolXmeFVulr6LvM5CGd1jNFdCI+RNEZ4df+6jN45T234GKPFYPa84d4ltIFZ2nGFKMsgWTGJJwm5JQcgesoMSxmmw3VzGCOgbENFZOJBq6j3SUxLUoMyRJ5YL7zmXUqY4ypCWv2jXNilhk8gFskCJCZYwaDAdKSbJ2pqYpBDfdROJLMoFZ3TwF1ZjDJcaBsEPXKRNnzd+ws7TGDJTUkEx1jTKpiULs7ajzB0qkiC4yYxwDyu+qaYgb5PZ/VikH2XWUlrV1fgeu0YwbDSjkDGGAGkylAHMRExC4ZYgYB2WAU0D0z6KXMr2HcPVoMCmbwF7/jhfi/vvOFeMHTWhRaInqJM4OFbmYwPtoAul6xS7TEswkhf4dS+p8ppb9MKf3nlNI/JYS8nBCy1yAPpbSglL4QwFMBvIQQ8vwTft0D8JUAvov/77cSQr52yzH/FaX0SymlX3rp0qXNv/6CgGCFvN4F+bPIgEy0G7iY0q6FmcEx4rSAQ8wE0fqug9kZMoMmZgadMmNB0SaQTLAgfazzEj/139wji1lft4EMAIRjjJylZIa1Yj0FATXODDoOYXJqwCAzyKNEpPzNPDMYePqLwaxgzGARWGAG/UqSaKQY3Hhwy4aWiQ67Mp9mjIWKxsgKurVAE7lprWWiABAdSEfZbZ38VsgSoFhLhmixznFB2SDqlYmKzbqhmcGNex5gBYeRAjoa19ha7cVgMq0xgzcPDRWDkhmcm3ET5fd86lfNLHHfZ3lZu758z4Hb1qwEkOdFu9Mr92tIcvY9GZOJArLBKP8YaDQnoxSdbI4Z6W99JorGw83DDr75hbe3ey1+ToRKQ//M4JOIGQTwSwDmW34e87/bG5TSCYA/A/CqE37tEQB/Tim9QildAfgjAF/S5PXOGu56ipw66HSrDVXPhEzUd3FYdplJgimImUFeNJmYIwhcgjntVq9nAiozuCkT1V0MwjALFU+wcgfwHIJbh6GUIBspqKIDjLEy2lmf0p6RJoOKlSuYZ0P3yjZm0FQxyI0LOp5+mWiWUwzJEkXHPDNYdLhM1DAz+Mk5Y2ir0HkDmyoRDE6W5txEwzHysjyZGdTASjnRWDKDQnWgDRv3yWKdS1MJQH+0BABcdGIz69eWjeFqnaNnoPGLcIyByP+EAcfaZIKF05cjB3//a56j9/gCrg8EfUSGmUFhugJU932+wQz6LkGry43f82HOJYkm5tPCsVTlGInEEeD5fAK+Q5DpcuJMl3BQIPOHW/ePX3v3Lfil/+6FeN5tGhqQoSgGWQmj7TMIyNGDJ8fM4DMopR/c/CGl9H4Az9j1hQghlwghY/7/IwB/Fycb0LwNwBcTQrrcTOarAXx019f7QoKznmKGLrodD3fdyhYlE9ESUcCKQWqq6KC0NjNo4jMArEO3Lh0gMBg8X2MG626iOovB0HeqrCaDn2Xp9DGMfBCi2sqbYTyGMCQTlQ6JXaMyUUBxqzXZbPAiwGObqXmSYdAxJBONxsB6io5L9ctE8wIjLFFaeNg5XoA5jTAmC8xiA/lp/P57/e/9LQA7zOAYC0P3CjPCyQu6VUopmo06mEESjSUzqH3NV9javCiRZGWNfdQqE+XX8IG7MnNO4glA+HMLTCK6TAt0OwaKwWiMLo3hop6dpw0xU5vcNgrx0Ju/CV/+rIun/5umCMeIckPFoDRdUWSi/NxnRb2R4rtO+xgDQEbKaC8GOTMo81FNM4PKs9F1HH3nhx/3uAZj4Dn4lhfdrodo4A0goc7T7lj7ZJKJAjgpziHa47VuA3AfIeSDAP4abGbwPxBCvpUQ8giALwfwh4SQtwEApfQQwC/y330/gPdSSv9wj9f7goGXTjFDH77r4Lde91L82vd9mZFutGChyHrGnPN0I10AtGAzg5rz+FT4rsM6OBu6da3gN/FMyRmklCJJNYfOBzaYwUPMUEkuKmbQjEx0iLkZmajCDJqUiQJA7BmOLtkIn57FhplBACMnkfbpulCkKwSkAO2Yf9i5DmvOjMgSM4PMoGjOVAYyJphB4VxpaD4tYRvDrCy33ivaDGQAQGEGTcqshEGFMQMZxwU6Q1wwxdbycyIiWMQaaUIFJJlnXqRrLQYpZQ1Gsj22RDuiMcKCsZyloeurVgxKA5m6hDdwnfbREoB0EdZeoEu/BpGPapgZVJ6Nvkv0Fbf8uDaeKaIB5K757Kh2ZnACuAHL+73Oscvu5K8JId9PKf0V9YeEkP8RwAO7vhBnF1+05edvBfDWY/7NW8DiJa5r+Olczihd7HfwNc+92cjrdAMXl6UxxhToXjj5H+wLpQuie7ZOhe86bFO7oVvXimQCCoI5IqzzEh9+dIpX//I7AOhdZEPPNc8MxhNMnLtkdEEUaDSP2ER0gH65MGOKobC1RgpZBWt3AOQw22zgm4OsKBFnhbloCWU+Lc31RrGWKzYHRW0wg4RgSnsYmpKJbgRpr03KrUzPDMZsY1gU20PN9RrIVMygdmt2+Uw5wHzNzrnKDGqXi0djjJaGlA3KPQ9AGm6YYgYBlvl6SId6FQHpEihzZnxmuCkHAAjHCBPGphWUwoHGtZ9fX+r8YyUTPcoMUrT4Hvk5Yfm1IzPM4PB2WcwanxlMJqwxQAhch2hnBh0bc3a8AUSSKVyHIDfBDIZj5sB6nWOXVerHALyVEPJdqIq/LwUQAPhWU2/sRkKQz3CVDE7/xZYIfaXwSCb6i0Gli2tSJhqILpRhZjD1BqBwsM4L/NM/rhTLOotc3zWXmfi2jzyG/+k378enuxMchj0MozozaKSrG43RpYaKQZUZNCwT9fwA6zREx1izocqzW3AjAXF+tEMJBl/nmgtOizIY12HF4JgsMEtMFIOHWFMfa7BiwywzWJ0TY5LqcHysQYnMGdSxBkRjdEiGDlLkJjrr/DUWPMdMZQa1ykQB5sK5XJhjBmvzguaZwZFkBjV+Hn5O5rDIDF5huaJFSaH1duSmPqIYDJX4naygCP3q83kuQUE1MIPpFMDTkBljBm0UgyOgzFljoMOaAnlJQSltL9/kzxRPiVozinAEJBNeDBqYGbwB5gWB3aIlLlNKvwLAT4NFSzwE4KcppV9OKTWQDHzjIcznWLn6QrOPQzfwzOanqcygQZmodEXcyLrRimSCNc9O++y1Fd7x4BX5VzqLXEJINbyu2azk9977CHpIQMocV4sIQ848vfjpB/jqL7pkKCR4jKhcIUtN5MBVzE3HcEfadx1mnW6BGRSucuaYQfZQHdCFdhZKxOIQC11czyFMJmrQQEasj2VJJTNoxKxIzKeZkCTy7DQxZ3eSgYwWZodfx992d89MZ52/hgi1VplB7eqG6AADUzPPG8ygKG57RphBds9/1wvYM0wrMyiacsQWMziSc3Ym8hIRDJCU7Jk+DP1KJrohsfZdB26bZyaPXnJ5jIFWyT6lvPBQZKKmDWQA+XwURlQ6zg/lBXrQ10xWHAcuefUdYqaZdQM4iQK7MYMAAErpfQDuM/heblhExRxr33wxGAWKWYkJl0Sli5tkc4y2ZMToAJsZNM8MJtxR8vJsXfsr3YPZud8HCmgvbC/0OrIz/HgeyZm0b7z3NnzjvbdpfS0JvgkRcxFaEU9QOj5idIwzg4HnYOn0ccHkzOCtLDlHsFzGZgb5w2hAF/ot5tfsPKsZqabgEIKrtI+Rs8RqXSArts/DNUY8kevjMs2R5AUCr2XQ9HFwPSAY4AKN8ZAJhgA40UCmr3lmEAAGWCAvNV8HMqh9iHnCNonDyINDgJIamHuOxhjQT5tjBsd3yD+uUsEMmpOJvvhm9v1obQLxvcMMXS1utKciHKOT8xw43fES8SEQjeX5Hka+bALlBa0xn4HrIHVafo/h2Mx8WhYDRWqRGeQFTjwBRk+Fy+9D5sDa7tDrxTWEAKKhQVMiFVzy6rmOGZl77wsz0m5fWGj7PMlBKbrlvDbAbAqR72EGg5EMShd3nZfGrI3ZzCA1PDM4RezWpbtiA6W74xYEAWKnr/2cjCJfGjs8nlXMoFFIxzQDxWAyQe4PARDjBjKB5zD5rgVmUIQPHxhqnojX6dMF0qIE1bihcvj341rofrqcGRzzBod2ExmFGZwlOdZZaby7fuAs9UuqlXX4OAOZe28f4Z6nDHHHhW771wtFs2FpoLM+BYI+4PrSQKbf8eVn0r4OhGP06dwQM3gom2WAOjNoTiba4TEGWptAQqFR9toZquyKaAy/iOEh128gw2drxfczDD1FJrrBDHqkvSw5GkvnShPnxGq0hPK6Plcf6JBZpotDlJSg07ckr4zGQHwIz5RM9AZhBs+LQdNIl/BQIPUtFIOBYbMSwTZGY6RFacz+33cdprePxkAeA/n69H+0L5IJ4g3proj90C1RC30XS6ev/ZykeYkxYS5sT+QRhpGFYpBvQqJirrXoAMDmOHm4uemcQd8lmBP95wQAUORAOpcPiUnMJLXjrlkDmV65AKV6O9JiY+P07BSDM9qT82napaIKMzhPMqzzwrg9O5vjNMwMbtmw33mpjz/8kZdjrKMBwa+vfrkwZ8AAYMENZHodVz5bTMhEu+UC60xzdImIXdo6M2iOGQwyJq/Ueo3xNfHQgqszgNr8o/bNenwom9cAZwalTLQ+b/sVz7oJX/Gsm9q9XjgGiSfwXaJXJiobQCMkeQHPIWYlvCozCMimgA5mjcYTzNBFx7ewXwFYgyaewHMNyUSfLDODAoThuwkhb+R/voMQ8hJzb+0GAS+g8sB8MditxRgYkonyHKWsKI1t2AOPG8hsLEhaEU+qrDmOlz+H0f26jXEi38WS9LSzUKs0l9biE9o3J0NUocyn6Sw6/vG/+xA+9umHkXIGPfDMdqQDz8UcPUP3iQiirTODY1PFuh8Bbge9Uv+sCuHFYGhhvsN1CCZgDRojc4PJBBPBDMY5zxQ1210fYWUkAw5gDq9MtmV4w86v4x6dG525kbO1HV8+W0zIRH2aMdmdTqznPHbpKDPYM8EMeh3A73LnSiAt9BvITGlXv4HPNgjnXbI0Ey0RHch4FzYzqMhElXvnh77m2fhH33BXu9eLDoBkUjW0daE2omPOr0FCMoNs/fcVmWhbkIQ15UxnCUsImajj6HV4LUs5x3kjYJ+z8S/BsgBfy/88B/AvtL+jGw38Js4D8xdM5LuI0UFJPHMyUZ6jlObmisFqZpA/WHV/FpGj5NSZwe9+2R341f/+S/GdX3bHMf+wGULfMcJCLda5lIlOac+qTHSIpXRj1IFPXF7AWU8kg25cJuo6rHFi4j5RHtxAxTQbZW6jMaKCsQQ65Ul0NcGcRhh29UZWbIPLoyUAYEwWRpjBGRXFIGcGDeS9SoQjDGHAeVc2GFlH2vhcF1+HGTNoQMa30TTpdVxzMlH+WYRhiTZwU4xatIQwkDHBDPLX8lO21qx1yl7jCQCCSRHZkYnKzMSVwZlB9v2Muz6W6xxJJmaS9TcbEE8ReJoLj40RHaNNLP46AOSzzBUyUR3NoGTK46MsFYPRGMgTDNxML1ubzgFaPilloi+llP4QgASQofCGhmBuIPCbuOyYp5I7vgOAIPUHhmSi1YM7K6hZmaiYGQT0fxY+jC0jHzj6oYevvfsW7Q/A0BcslG5msMAYTCY6Rc+qTHRM9G5y50mOXrmQzqumHxQdj5stpQug0F90AFA2uSki3zU+8C+Cm3UWg2Q9wYL0zJisbMDhM4MAYwZniUYpX1kA65k8/nydWWAGmXOlKZmoKAbNM4PsdbrlQr8Bg8IMvvvTV3Hv7SN4rmNOJsrvyVD3zLNsALFik1IqI2WMzAzy13JTPp+m87wkEyAcIqPVrJhRKMygVjdRKd09kPfg1959C7KC4m0feQzZMU68rcBZKJmVrAsbzKDRJhYAdNjsvoyBkMxg+8/knAUzCOCCu9I8x1lXAF3v2OdsZISQ/5+9d4+xZkvP+n6rbnvXvu/u/i5nzpn72DMeX8bjwdgONsE2yFjBsWM7QQZC5ABKbEisxCiKkLAgxEExsgXITkQCiczFiSCRMRxvhcMAACAASURBVJGiCBMlEJjB4DEww2XOjJmZM+fy3br3/Va7Lit/rFW1d3/zeU5X1aqqPd/pV2qd+Xq6q6t2Va31Pu/zvM9rAxJACHEHykzofItE1vhbAxi01QIROIPqmEG9cO8jw05/R+E5eiF9qonZWOjjHYNBz7EqW2B9V8t3K2IGI2mxpl2TTPTQ37Hbm3v9V0FIT64yU5+qNwrXFtU572pXxKxncBNW1y+Yhj/KElyTTolOMP8iOXVV4ViCmb4nQ7HOmBUjoe/xTKp3frGNqmcG/RG9pAJmUK8joZcWTioG6npwcydZVsYMLnYhv/aFGb/1K1XPVnpNlTA3gB8bBoPb6+/81/2Jv81P//KncSxRXf+zP8KuxKxkrseWPNup1ngc9QwaBYPhFuJAs2mqz+7b3nfB2898/td/9Go11+ePIFjgW5J9ZPBajpnBqotYAJYF7UMe6WQ9g+WvyQrmLOhU7guQhS7QjK1NNX2cb0Fm8M8DvwjcFUL8JPD3gf+mkrN6jiLZXN8kqgxX91ntnH41vVBHbmlVGsh4qUy0KmZQH28hutm3+lXMgtLRdm2V5FbQM/j+Yaz7rEQ9MlHbJXI6api2QdCx3u4ZsGGhe8bqcBOdJtppMU3kTMXTzOA2ZFg1a9se0Ur7hwwmhm60ZOvUAwaPmcGRWJkFg/oez49kopUzg+0RLQKScGf2uLsZuB0i1DNVy2Dw9ohOXAEY1MzgR3/9kjiR/JtfeRegcploN1maBR5ZYqiOv9TPbsezq5n3CtAeZW6/xg1k/JHqR63l2VKF8oFpZvCIrQ1C5X5uWYLv/MA9PvHa7Dd04i0Ves0fO1uzMtGMhRrW0zMI19zcU/WBCWbQ2c/rZQZ17j0W64ocXp8PA5k8cwb/mhDi48B3AgL4Pinlv6rszJ6T2Nz/CD8Z/gG+onu38r+VLmw7e1CR6coUxu9ESql7BqvZKFxbqJe2YmYw7R+CigYD6/Bdm0nSgXgH4U4NpzUQ6yDmzNpkCW4tzCBKnjYKzFnmSylhv8RypfqcqN5N1HMsJlU57z7dM1gTM+iF/xwwmxi2oyUz/+3Gjvel4rhncMg6MxQxEukg7UwmqvqGKjP1gYPj495wYU6zaalks5bB4P4QP1AASkppBuBEewg30B7y6UdK4vyht6vEqlWxTHSoE0NjZmHP6BmEw7iiSsIfIzRIMDtn8PB81fNsHZjBxGTP4BFbG0SH4nW3ZWefl3GwWyXwaA3BstlFNYHBoznPGTNYFqxLibOfs6BXHzOYtbYYvidPFX2/3CPX3ZBSfkpK+XNSyp+9BYI3i03v3fwv8Xfi+dUPnXcsgRCokQmVyEQVM5i6SFbbM5gcKi4VMYOZ8yrVbtpt12ISm5//uA4ienLF3bv3+Dfee869QfUmHwCxN2TImu3eDBgMooROokdkhD5Qh0zU4qqCewI8gxncM/Irbq9uj3DDVCZqbsPrJEviGpyQQbmJLumQILhwtoZloioxPMhEQzUrtWJmEMCroj/NHxHqxKwuZrCtDYqMsYNHs9O2YYxri0y2m4JA8zI+xdwNMTz/8amewTT2pt1Xj8MfIXYzPMcyKg1PjeLCpCaZqNMittu6Z9DgcY/Y2mNJeMuxiRJZjRNv2p9mrc0byPgqH9qF1c14vhbHzKApmWi4xUrCmplB/c6LteE+zsOotech3jQDFkL851/q/5dS/oy503n+YqMT5o7hcQXPCiHUsO6N1Ye14QQ3STKb5nSRq0rKlxrISMtBeBUAW3282REz2KuQVWt7No/jDtioxbV/38hx10FEz13RH73EL/y+bzZyzJtE0h4xEDN2hkDHchcx1CMyHoZtLEHlLnaeo8GgQzXMoNMmtlv8uV/+NJ9+tOIb3jF+898rE/4IJ1xikRirfkop6cs1sqbKp20JJBYrupzba14xKhO9XgBa7EIlt6q4ZxDI5LvGYjtDtof8zN/+NAD9mlyE29HrgEoIjRATR8nU9lGMf3TQdG8xzh60+iTCNj//cTsF2wPXvzZ/9XJVwYzcNNojCDf0nNg8C+WPiBNZj4EMELoDhoFhmegRW3tc+DkGUsbVTZkZzoYnxk19UjAYV992AOpalg+AYwOZkvdnd1iH65aJDqhKJvp8gMGb3I2+/vpNwI8AL+qv/xj4YHWn9nxEnWAQ1Oa5sXpqozUpuchsdMfZC1VZz6A+buYoWhEzOEvq6Rn0XZurWDFepoBtkkjW+5hOsqy9MpW0R0Yr68cjMl7ftWqxnG7ZFpeRvidV9Ay2R/yLN+b8+f/7MwAMq5aJ6g2pj7km+cV6Q0cEiJqer1R5uBI9zqxN1ndlJPQ9TqXhqyCugRlUBYB05Iex2M3Y2n3+9197je//8It811ffM3v8Z0V7REsznMYGzx8x6Nt9fE2yWZmbqBCEbp+R6ZEf2rUSIcy7x/5God/LO7bhWZbbGbKtwGAtoyVQrQfG3USf0TMI1/OWqpjBYRWSRH3sp9+VyqI9ygo2TjZaouQ16ePVygy2hoBgIJeG78kULAda9fTUVx1vejeklH9SSvkngQvgG6SUPy6l/HHgI8BLVZ/gl3tsQ5XQ+FXNGnoqPMdiZfXUANz9ytyBj6ps1TODagMKU0fRipjBeXKQVVbKDLq2cefKrU5k2tGi9sqUaI+MjpZY7sKMGXx169WySXiOdZAJV/F8+SM+9eAAAiqv5B5LYQxtePPJJQBOt2JWU0eo3fdWVp+R2BiWiV5nBndhXL1Fu07W26Zn2u3m7Bwl3f23vu6F2vq60tl8xgbPH/XWbsKYztEeWZlMFAg18DDODB4l67WEfufPrK25JFc7cMZ6FFblTrU6Im+g3EQr6xm8LhNNo6qewZEwLBM9GsGy2EX1zRR+WiZaFqwfKTTqeraUM+qQnlyZfec3k6wA9DxEnl3kHcD+6N974F1Gz+Y5jLqZQdcWrEUFxhjZwnqY2VNlzyBwcBQ1LuObQ2vINhZ09X2psmcwGy0Bxq5lHUQIEpWg+fUk61n4Y4asjSSFH/vXV/zlj72SMYNv7Nq1NJZ7jkWEg/TMj/xIq7ifengAAVer/Zf4BQNxZMJgon9ouQtZzp8A4PXqeb72sTrvjdVjyCqb02YktjMSx2evHTiDMNbDm6ud/Qhk/bDGYjtT6g+o3pgojfYIJwlosSesiBk8vheedsauQqYYe0PzzKBuoQDYHB33rFthr7B+vs4dg8xgNhdZHbuWQgMQtYbm3US3MxBqLMo+PjCDxzLRqgyK+nKdeSsYiSNmcLELGdRhFtceqdEc4fbgJlr2mtKinOxmo9BqCX9ET64Mj5aY1p97VRh5nqi/AvwjIcQvomYN/jvAz1dyVs9R1A8GLZbp/LzdDDDkBHgEBtOKV1VJewrM5tuQkT+CyWfN/gHdjL2PE/ptl/U+rpgZtI6YQUNgcB/TZ4tA1t/A7I/wxZ54vy19qB/6H/8hAP+RrcDgnC6DGhKQlIVIWiNs0zLR3QwGL/Kphwvec6fLiyOfH/rNFTtyGpQnffTXL/k9f/FX+KMfnPPVQLt/buAE3zxS9tTtndFfvczKcM9gOqS95VhsQ9VnVakRg+7x6cuVOQfOOIL9Mlvjh1UbE6Vx1HdjLGE/Yga34eTaHunZFo4lsCqQKcatEQPxmnlmcPCi+p96z//PfvtX8nu+6R3m/sbTkTKDYs0jUwYy+p5Eej2pxZwIbUom1mxMM4PtoZLuhkc9g+6xTNTw9bltcNr05cr47MfPrV1e/ucP2EdJrTOF2c5wbKWiKi0RT8d60alPJgrQHtFdVyATfY7A4I3vhpTyJ4EfBqbADPhhKeWfrurEnpfYZmCwPpnoggqGaR+BwbS6UtXL/MJQ9XI9nO+uSRWMhbbOPl5Uq54zuCSdaWeOGRwKzTjULRPVm4QVmLsvA7EmlDYbWtm8zCojve9rq8fnX3/d7MG3c2R7yKceLvnGd57xV/7AN/G+uxX3FRwxg2U3vFcmGwD+8ac+r445vlPqeDeN993t80t/+Lfwgfe8g26yMgsGdzMiLX3rt13m2xCgWmbQdtjbXYbCIEug1/R0PamTGQRVbDAmE82YwaHqg3rKQKYqJ0tpuOcZgO0c/DG7MGa+VSqAD75twJ1+y9zfeDpSSaJlkhlU+3zkqnelNjDYGjJgzS/8yhf4+CsTMwc9YmuDKHmmTLQSg5z2iB4rczLRKIBoy//3asRP/V8vAzWZRqVu7ruZOTfRI2awVjDoj+nEhgH6cwYGc2XAUspfA36tonN5LqPlWLznTrfaeUNH4dlHYLAimWg4VwtCVT2D94eqCvVwsdNNzFXI+IaEk4S7erOudrSETYRD7HaxTTGDwcGBs25m0O6oBVAYLDYMWevnVtQiE+3q4sy/mNhY4hHvSKQ5FkIbfEzWez7wQk3N5dkspfJSmPRTeG8/hADOL2owKNHxobeP4OUxnXjJeheaO/B2RqgT3EHb4fWZYrWrtmgPnD7D/ZooSfDyTXJ6dqROyNr8qhZXQbhWbDA6WsLxwWmxDRPOe9cNZCozkvJHjMSazxgFg6pn8Ef+6sf5zGNVpKtcDVTF/LQUDHpD4EltMtHEGzAQW37pn7yKYwk+8s6z8gfdTrPnVvUMPstApgKw64/p7Qz2p+k87jL2eXWhCnUDvyaZqP77jqtYb1M9g2urV5s5EaDUTPFnDctEZ3Dvq80dr+GoB6G8heO7v/YFvvtrX6jt77m2xVzP0jLqknjUjL2fKBBSVWUnBYMPUmYw3KgBxY4hSdRuBhdfwT5KuNNvIQTc6Vc3oy+teEfeENsUM7g/OHDWXZ2yumqjtoPyYPDFkc/rs62SCNkKONXhJprKgud0eRcP2ccJbctA8pbEECyyeYnvv18TGDzuGQzLbXhpEvPj33YP/g6HCnFd4Y+wiZF7g/LK7ZS9q9bhftvJrrHq4c17d8CAtTLHMbF86fXjKu7Q9exa3hUgc0ZVzKDBJNdPTVeia8zgt7//bmXmPlbnjAFr1oGhPt44VG7b/phPPVyqfYvqn630vRxiEniofT5MwWBNCXvSPsiQjRUbtjPoqL0qiJ7dM1gJ2PVHdDcGmUFdAHoS+pnCoN+qyUBG/32nnRrIlHUTnbGzu9h19gsCtEf48YI4keZccp8zZrBGnvY26gjPsQ7z80wyatsZuF1wWuy161+VPYP9tqNkou3DgmQstgeZ6EvjDv/HH/nWSu3ZUxvo0B2Y6xkMYkYpM1izTDR1l3T25a/lxZECTUPWBE6NYDDtS5VdRsLkxq0A8uuBKi584H49A9txfaTdYmBgsG5qQOOm97cBgyKATmwwyd3N2LvqXhxLrNpVjpYA9roXypjpyk4l609in1Gnpn5BuFZsMCd5PbLLD+NrTNpv/+A9fuJ7qplc5XbH2EISrAztKfqdj1tDHi8PcwUrZwZtB1oDBhiUv2kwuNMsel1SvkRLuIfCJBg8OLwGYZJdyzUDmSrAbntEJ1ma21N0AehReJAc19IzeMwM6s+pdL/wdsbO7tei/rkW/li7IUsz78pRAeh5iRs/UUKIFvADKAfR7PeklP+V+dO6jaLh2kKNTBC2eWZQP/iHnsHqqob3B20ezLfwbv2ybWfQu2vm4NqmeR+rDeJrXqyW+UgHW+/dgTHpbhAlR8xgMzJRe19+mHbazD8Qa3qjt8ECPvm6wV7X3yBSMDijy5A1W1MJ7kb1u3xu7XG336rWTfDp8EcMgzUPSm52KbPoBHPweuYY+ZvGkeR1HURmGJbtjMBJweBh26t0tASq92rIA+OJ4eO9X59EFK6NLjFnIDPP1q7NU26iVUZLGyKFa0P7o74nS9G79tn4dVxPe0Q/NuMgDKh9XthsUEW6uozvZPtQbDDGPF/rGXz2aIlKCo/+CD82aFaiC8iT+Gguci2jJcbZ30/nDJYuBO3mbKw+XsXr7heFP8KWER0C9lFSfk7jUdvU8xJ53oRfAr4XiID10ddtnFC4tsU+luohrQgMhuloiQqp/vvDdjXMYLiDaEfSGhHGspYKle+pvxE4fWPXsY+So57Behckof+euy8P2hLtHjdkzd07ip19YVidZDeN7hEz6Is9+93GzIH1O/fywuUDL9TECuoQ7RFjq3z/0C6KsS2BdZRM1RopCyXWZkxkoj2E62w23zEYrJoZDL2BWdMVvX482LfrM4+BI0miQZbzyC5/F9Y0SJuDsiHZmAKD6jhXcefat2sBUv6Inslh2nqf39Yko05Dtg/MoBHmOUmuyZCvyUSrdBOFTJJojEE/ms2XRj09g6mBzDz7nMoPnZ+xtnqV92p/UaQFRlYEsYHCyXMIBvM8US9JKX9nZWdyG0ai5VhM4qQiMKheqJQZrNL18YVhm5cfLq/ZGxsJ/ZnEugemDhlMWonc2X1Y/Ssjx9xHMUOxQtothOsbOeaNQ28SngEwmFbS73s7LH/Er/yx76SOLpUUEKRmS/FmCucGGFb9fP3Lmc03fLCmfsE0tDFGWZYgCHXidPTO1xp6gx1gCAxqALXTMuTeUb9N1cxg3FIz7d4wLUPeebxnXCMYtGwit8cwMjxa4v7XEMYJYSzp1AQ80mIWpsCgfr4ehz5wuM/tusDgfEJgDKArMLjTLui1sJscmMEBG9YmriVYAPK6m6j7DJloRcxgK94Qx6GZnucjB840amEGLTWj8VgmasJAZm3dwa17UPuRssFI4eQoj5yuAi56FboG1xR53oSPCiG+trIzuQ0j4dqWkiRVyQxWPGcQ4P7Q58kqIPQ0u2KKGdwqGV9qM19HhSqteG9sc8xgoJlBWXO/IACWGpXhReVlokkC3/zuMX68An/EvUGbu4PqmcGWY2FbIttgY8MswWXc4e1nnTf5YcPRHhlxFsyq6E01yB+5JBoZPK8LSalBUZ3MYOwNaYuQKCg/kxNQ1+K0udyJ+mYM6ojS/keTktf2iK129ayLGcyeaVOjcfQ7n/YJZ3+mJploJzHcM+iPG7gnhkeXpLlPe0QUJ8SJzAo/19xEK+oZBFXMMsIO6gLQgsN+Upc7fermfhg6X54ZXIlevWMl4NrzZRIM/vLn9vzWn/p/WJh0vm4o8tyRbwU+LoR4WQjxCSHEJ4UQn6jqxG6jWHiOpR72CsFgaupQpdHHWcdFSliJ1BnV0Mate7r2nloc6liU0qRgbfUPzqglY697BkVDMoU5PVrhsvRxYinpiS3IuFYjHCEEvZbDDPV8mZOMqedrKvsM6mjyPw5/xIB1adOVrL+mKTCYmZWsWO9NgEF1b7d2/T2DiWbRE1Nr8W6GbI+YbcJ6ZaIok48BhpL1OFIGDHrGINQPPEyN+Un3ptd2B3bAtUU9Tq/+mE68MDcz8WkwWBtbezy6xECynt5bf5ythwc30cM1VeUmCpgrnGxnRE6XSAv5ei2nvrEM7SFsZ9nfM8EMrkTNMwbhMCeV8qOXgGxP+cSVYLOP+cyjVfljNhx5spXvruwsbsNYKGZQyyOemJEkImW2SfzSP32dv/GrrwLVsmppg3Ggq/nmmEH1Ei9FHwgY1CC3SPsu1imw3c2hV26Q9z7WBjJNyPhQIL1lgBmME0nPasYIp9dymO8UMygNypAlgiWd+qq3abQVGNyUBFCZpKopMOj1kJbDUJQfkwEcWbMr5mZQo5to6pJo7vmaIVsDokQyqtNABiV5HYoJaxMy0XRGqT86gMGagEf6TJswwAKyPeVz6+Pnqj5g246X7KLYjCRxO4U7X5Xdk7quw3J8AumYZwb90TPA4LFMtDpmUDnvmlm/QvfQf15rkdFXzGD6OZUCg1EA0ZYF3QbcRKthBv/VzAZi/vXjFR9555d3/+CN74iU8hVgBHyP/hrp793GCYUykEmZQUOujOEW4j34I37+o5/nH39+mv2tqiJdsANpKUdDU5X1jLlRwGxYQ3XdttQg9WUGBssnhkGUMBbrrKJad6xEDz82IBOVkgG6qlaz5LXXcg5N+fq5KB3bKZE3IMGqp6/jOPwxPdbMVrtShwnChLZtXXPjqzWEIGkNGRlgOYGMufkfflWtIb1rMtFqk115ZM9uJHazzAjnfg1GS8eRtEZGE1wA2iM2GnjU5VyJ6xPi4oWG9sfdDLw+r872We9QbdfSHuHIEDcJDDEe6p3f1SwTtW2LBV0GrAhNFBu2B2YwTf5bbuomeiwTrZYZNAM8ZgROL/tnrfvKU8xgqX5hncPNaUImqnsGMQgGhcW/uFKfx2cel1dJNR03viNCiB8D/hpwV3/9VSHEf1LVid1GsWgdy0SDuZLjlI0j56RjQ4cqX+i02TuIEgUSDBvITFIwWFN1veVamVmJiWtJZaJNuVmtrT5+ZEAmmkh6STPMYLdlM5PmZch7PaOrdmYwNXhal7uWIIoZuKEuADXzfMn2SDGDJizz0yRE94del4lWnJS0D/bsRmI7y9aRr6rZrVa2h+ZGS2TJ+qFnsDY2DdU/2g7NMYPSH/LpRyu+8V3qftfNco5YZWxe4YhDZbzSgEzUsgQz2WMkDI2WOOoZTNeQ9F0XQmS5S9XMoClJ4kZL3Ie+W8+MwTRSZjAbLVHievQ9mclePRLq4/B6SGEzEob6azcTkvaYxyvVK/iZx1/+MtE8d+QPAN8kpfwJKeVPAN8M/KFqTus2ioZrC20gk45kMFD9PAaDR4YO1TKDWiYaJtmCZCQ2E7BbzPbq+HWBQd+1DyyUIWZwyLp2Ni2NtdXHTwyBwaaYwbbLUjflCxPvCcB2mg1srnXTBmNjWIIo4TyV7jb0fMm2mf5HgPXiElDOsbYlrrE2raqTXV89C8LU+rWbcRn5eLbFuy+6b/7zBkO2lTOqEebmiBlMWaiOV9/7snMGtGND1fztjNAdsQoivundZwD4dV3LEQu1Lds3mEl3x2z39Y6WcCzBlB5jVmaKDbtDseEgEz167zUYrL5n0EThZMLKGmAJ+MD9Pi+ManQP14V4yxIIUZIZ3BxUWbWPlhCCqDVkyJrAEEAPPb3Pt5znomcwzx0RwPFqE+vv3cYJhWsfMYNgRl75GzCDlVTVdGQy0Sg2zAxOoHPGbKuuo66+G9+zmSV6ETdwLVG4p8emsZ7Brd2jGy9VP2mJSKSkl+iFtOZr6bccEiwWsqNm6pmI7fSZRiW1RDaGpdw7H0QJZ6KZGZZpCH/MSKyM9AzOJ09YSJ8YGynlM5PCqiI1eDJXbJjzRtDmvXcbqK63x7RFSLI34Ix6lKxv6u4ZBPbugK6BYhYA2ykrSykMvvalIV3Pxq+4FzWLIxZqU5YZPNrnt2GMpx2X6whLpMzg0pDpyhScNrh+toYcv+utGpjBgSlJ4mbCUvTptRz++9/3Ef7r7/ua8se8aXTOINpCuMW1rHLgNlNlNWAgg5K5m3DbBmA7VYaAwHd81V1en21ZmxiD1GDkyVb+Z+BXhBC/qP/9fcBfMn9Kt1EmPMciSiRJa6SQvkEwKNsjVsFhAy3drP4l4gAGNTM4+ayZA29n4J8x3yp6f1ATGGw7NpN0KLEB4GGl5gcNMTdbu49DpNxRveIMRZxIerIZZrDbUsnnXHaxDcxMBFRi6NzVx2+GGfTjJbswLlzVD6KYkdMsGLQ6qj/NhEx0PXtColn5RB7YDiHqAIOqemwFBp6vJIZgwRdCl696f80zLDn0Pxq5liMZX+1jDIDQG9KXXyCKk/Ls0G7GRL4NgK+812fU8epjOY/mp5WWiR6BwV0Y1wrObUswlX2+zvpsecdKyHofgWwN8a6BQXVtlRRU3Dax3WYYGeivlRK2E2btPv22y1m33nEy+IrpZjPBsQVxGadX3Zd/FXd5se5CFpC0x4xYMjUMBv/Qt72H3/8t72wE4JqMPAYyPwP8h8AEmAI/LKX8s1Wd2G0Ui3Rxi7SluUkwuHOHmJo3/GaRvlh70z2Dmwn4Y+bbkK5n11Zd77UdHkfmmEF3f5D0NBEp+1X2WhIJ3WQFwoZWvQluOnx8RhfbRIILsJ2wFD18t75nK4sje/bZpvjco12YMBIpW9scM6h6Bstv3OFqem1gc/to+HSVBS0Az/VYSh/bxEy73RyQvB60+cAL9YNBq6PBoAmWMx3l0jljq91v6wSDyhl1zTow05P6aO/z9jOfftvlpbHP3UFNQ6j9dCbnqrxM9JgZ3NcMBsVBJhqZMvh4ahTWs5jBSuYMomdymugZDJaQRFzJXv1KE1DMIMB2gm0JI8zgZdytf28EpD9mLFbGmOeNNvJ6390eH3nnWSPXZDJyPV1Syo8DH6/oXG7DQKSWvXt3iAdGwWDmhllDZD2DUWy2Z3A7hYv36Tld9VXZxh2X16YRuB0j15I54TUkE92lVtfbKQxfLHycOJFKrtUeKqqmxugdMYMvmGAGkxh2c+aD/jXHytoilYyJNdPNvrDbZBDFDGkeDA7YEITlpTd2MOUJh7WrnbkKVp/sOrbFnC6Oiedrc5hh+QPvvSh/vJyROhc7ewNr8XYCbhecVsZodWoEH7KtmOd5EJZzlJYStjOu/A73+up9+wv//kdqnAN3kCSWl4kem/osagXntq1koi0RYscmZMjz7LPJDGSOni+vyp5BIPYGZtxEUzYt6dYyBuuL4ogZdG2rfM+g7bGIvWZYtM6ZOQOZ7YyNrwpytfc/VhRvehVCiL+v/7sUQiyOvpZCCEN2XLdhKtKXLPTM9A9lx7A9lnF94Omam6g/0sPag/IH3h6YwbokogDjjqfYGkMspxc2KxMNHDPzH+NE0kmWjYDa7/qa+3z/h19kTvfAtJYJzZhMZZd+3RJRMMYMBmFyGPfREBjEH2EJaaTXzo/myPZZ9u8UDFY9YxAU86BkyAa2Sp0Yxu0zPlizkyiA1dHz+QID17KZZKzD1XqPJertsRX+mL7YstqUBB7hFuKAJT0c3X826nj12f+3BkhhaZloycLJUz2Ddbq7KmZQ7Sn9xMS7csQMPqtn0E1lotWA9lgXG3Zl2VpdAHoSd5spMD7Fupmz2AAAIABJREFUDEZlZaL+mH0sGwGDwj9jbGLofBxBMGdlDfBqUJfUFW96R6SU36r/25dSDo6++lLK+nek2/iSkVLV+zRZNwUG/TErE5KaG0bWMxgm16pTpUJKLRM9Y77dM/TrW1zHXY/pRlv1G7gnrRQMNsQMBo4ZGXLGDDYAOr76bUP++O/6IHPZO4DrMpE2yCfdZiQ9rk9itxiINbPNvvBhgiihnyzBboFbo3PdcRgaDK5Glyxw++fZ99rZ8Onqk13PsZjLLq4BMJislCvqe975ElZdzNNRpGDQGDOo7/Ebsx33B+3KWJpnRXotu2XJPUUXwxaiAUMfAMsi8dRMTmMy0fZQ9wzWeD8ssjE/XSNgUI1g+aN/459lpnfPlolWc42Wr8xKUm+CwqELQE+ibv096HDIvbZTXEsQlZWJ+mcEcdIIGLS653REQByULADpd35lNeCKWmHkmTP4397ke7fRbKSVrn0i9MBQk2CwPrekazLRjk7kyg4G368hCaGjDGRGfn1M56jjEkQJsX9mZMB5J9KMSef8S/9gRRGkzHNJgB5LSTdeNHYdrqNkfF44L+2Mmn4Wl3GnmSouILV99rQMMxjFdKUG6E1VPTXj7ZTstXuy2DJkTWd4J/ueY1s4lqiPGaSLZwBABUsFBl+4X1yWXSbsFAyaKJwcMYNvzLb12uUDVlf97aAsGNT7azq2pIlI5z8acRNtD8Gy2ezjemWiQjDVYNAUM/j/fiHkf/v4a/zq59U9OpaJVuomCjjdMQOxZrIuXpQDst7aB6GftTXUGmmRdjPBtkU5c5/NFOmP2EdJ1s5UZ1hdlWOIXcmcOH3nRb+WgmJdkeeO/I5nfO+7TZ3IbZiJzHglToyxUCkYXO5qBIPHMtFUqrC5KnfQFIRpmWhdMwYBznR/4t4blr8OoBM3KxPdeykzWC6ZShJJN5ofKpA1h2dbTGQfW0awLzkrSL9rj8Iu/VYD/R2A0H0Rs22xJERKSRAl9OJm2Nossv60cjLRR08eYQtJ+wgMgpKK1tYzKLu4BgBUtFLrRgpk6g5HG8iYYDkVM6jB4HzL22oGgymwTTZlE0MF8meyV5kZyZuF6IwZYshNVL/ztRvIWMcy0ZIjP6I9hGv2uq/9yUq1lzzNDNqWqEzi5/bOVFGuLBjU++sbQYdeE8yg21Y+B9upHi1Rbui81O98E2DQ6SkwaBsCg3P6tRQU64qb9Az+iBDik8D7hRCfOPr6HPDJ6k/xNvJEZiATmQSDswaYweOeQUMy0awn4ozZpqRxQM5IzWq29rD8dQDdeK6sje1mGCicDjs8I8xgJ54fAH/N4dqCWWouUrrYoJ6vh/t2Y8yg1b3g3FoV7hkMY4mU4MeLhsGgThrCcmBw8uQBAL3x3Wvfb7tWLRu5pw1kWlH5mXbx6pJQ2nidZgpAtuOylL4ZSbVmBpNE8mC+420FzY6KhqPBoCy7P54AM5jO5DQJBsuMpikSQs8ZBBjIku+KlvFFulD6cL4Dvni0RJVzki3dkzpbb8odSO+vj8J2MzJRUGvxRvUMljKQ2U6I2+r5aqRnUOcYTmAIDMruW04m+gvA9wB/S/83/fqIlPL3Vnhut1Eg0r6F0DQz2B6x2pXUv+eIFNQqZtCQTFQvrIE3JIiSWpnBsQaeK1tLd8s0YqOkNKm1cRPhOjZzeqXBoJXsaSXbxsCgEIKF0J+joWLDG6HfTBUXoDPmQiyZFwSDqfNe42BQv/PtkmBwfvUIgOHZPWxLZElIy7FrSXYdW81Pc5IA9uUSw2RzxYwefkPPlhDiIKkuE9p1F/+Mq/WefZTUzgy6vXRPKSnf1cBjKru19jweh+WPlEzURM9gygzWPGcQyIpyQ5YkpUCHvqctBQY/83hJy7HoHc1+bDkWbkX9gkCm2NktSz5f2wmyNSTGbnRPYTvBscsPnY91e0kjbqK6wOiWHfOj9/mp7D1XMtE3fbqklHNgDvyQEGIMfAXQBrU5SCn/XrWneBt5InMTTcHg9JXyB22gZ1AIlbipnkGzMtEFPWDBuM7REnpY7MLqg4whmJdKtvtywTY1cWkgXNtiJvvcKwnQB8lClaQakokCLC39OZYGgxMkggdBi0FDzCCdc4Zixa7gsPZ0Jlc7apoZVH/bj8pt3OuZ6rPrDO/wyT/x4ez7bdeqparrWIKJlr+xuQKvU/xg2ylT2aNTYy/X0zFjUBqgq2RdQueMB3Nl5lA3GPR66vmyyo75OWIJ7jTEDOKPGZkaOj9+p/qfYb09gwAhDivZVrPgkoSWVfDvZ3ORVZEvjCUfuN+7ZrrUcq3M/bWS0DL3cFW+gB23RzCncWbQsUoMnd9vINplBexmxmTod94QGJwknayd6XmIGz9dQog/CPwY8BLwT4FvBj4GfEc1p3YbRcI9ZtRMMINaf48/ZrmJ8ByLn/53P1RLZaflWMpN1GmpmVSl+zvU718lqgJ53qtzzqD6WzOZJoaTUsn2QC7ZOfdNnFqhcB3d8F8SQGWSoIaYQYCVPQCJEZmobA+Jd1atY0uuReeckVwQFEwMswHN4aIxp1oAbIe11TsYJRWMvTZdEZ0zOkfMwI/+tvfV8v4LIViKIzA4envhY1nbK6b0r11H3TGjz7vD8mwHAP4Zb8wUGHyhZploS7vLitKJ4QyEzSz2G5OJ0jljwJpdUE65E28mSG+EQ/09g2nM6DESK6JYUhj77NI+zm72rffeuT4j+Qc/8hJfVeV4Fs0MxqVzlgmRZjgbA4OdM3j4SZwyBjJp0UTPqr7Tb5k6u5tHalj1xuts9lHxdXQ7BQTTxH/LyUTT+DHgG4FXpJTfDnwYeFLJWd1G4fActSGFsVRgYzcrJ0lMK6f+iNUuot9y+J4PvY3v+urqgUjLsbPklM65AZloavChqtAXNYLBkZaJpkC0LEgfyiWB1xxz49kWV7JXGkBlYLBBZnBtp8xgeTAYamOdt5+VYIDKhH+GTYJVsK9rF8a02OPE22aZQdR96cXlwGDmHPdUseEHPvISv+39d5/xG+ZjIcyYLdm7GVPZb5QZnItBabY2KyB1zni0UOYe9wY1g8FWi5Vs45Q1w9EOnLGkMQMZOufYJMig+LsShCFsZ/yzS2XqFURJrT2DaUxljxGr8iMMgFlyAIPvvuhe+5GPvPOM3/8t7yr+N94s0rXTQE/q3lVgsJHZtXCNGSx8X/TaN9H5z0WvATDo+iR2Gy+c89f/8avFj7OZqPErsXiuZKJ5wOBOSrkDEEK0pJSfAt5fzWndRtHwbPVwhikzKBMoMyT4aBDtOohqNcZoOZYywgGlWzfR0+X1uFL95Jx361uQXNui33J4HOtNqQTwkFIyYsnebVYmOpU9ZMkEd5gxg82MlgAI7D4JlpGe1I2tqs3vOu++yQ9XFPpzLDrKQA2cX6t/NAwGN/agNBh0dlN1b1vNvStL20xPqhMomWi3QWZwLgal2dpjI690KHe3Ztt8IQQLurhlR37sZuCPiBKJXWUP2pcK/c47u+LP12xyhS0kb4SdTGJet0wUYCr7jMWq3HBzvbc+SfrZt95zp+b1uJP2p02RZUYWbSbs3BNgBnczXEHx+5KNXVL3oRFmEDVe4r674eVHJZzDt1PonBGE8VuWGXxNCDEC/ibwy0KIXwLeqOa0bqNouJoZ3MfJYexAmeqU/t3LpMs/f2NRayLScq3M0EJVpwz0DPpjrlbK7rlOmSiovsGHmpUskxiGwZauCAhbzSXrrm0pK/CSZjhDmpeJuq7Dxu4bYQYX2gThHU0xg5nxSkEwGMWMRAoGG5SJAlt3RL+ks2ArnLO1B2qqdUOxtlIwWOL5kpLWfsaUfiNJehpLa0A7Wav2gaKRFl0640z50YTV/FL0yo/82FxB55w4SSp1p/ySkQGP4nvKcqKMlt7Yd7Lew3YDie6MHiOWJefZXYGwmUQHtvk9T8lEKw+tdOnLZTmvhe0067Oru2CShX8GMmEg1qVlog/3PpaAs269uVcW/hln1iorQhUK7aGxj5Jrsyu/3ONGb7tQw1j+UynlTEr5J4A/Dvwl4PsqPLfbKBBf5CYKB6lnkdAv8V/81SmvTTf8wW97d9lTvHF4tmVYJqrA4OU6wLOt2t25Op6dySTKXEvaB9UsGFQuiUImhZ+vJFEMJ9CoTNS1hTKRMQAGr5Iu9wat5hJ2nRi2izKDUcIQXTVtmBncOUOGsliyfrUK+PXHK/xoTuA257oLsLX7JIhyz1ewxJJR4wYyG8eA5HVz6BkMohjHEo04ca5EX/XGlonNFXQuNDPYnEwUiqsBADYzBQa/sPNZBylbWz8TNZU9ZSBTZp6dBuhbnTv0Ww7vrZsZ9EdIBGOxYrou2MsZhxAsWGtlQXNuompPGbEsLRN9LfA577UafFfGjFmx2ZcD6PiqkPWWYwal4rn/5tG//66U8m9JKUtO1LwN05Hq/HdhfEjmysiTNBj87Mrlm959zvd/w0tlT/HG0XKPewbPzMhENTN43vMqGzj7G4VtCVZ0QNilEsNopcBg3DQzKMv1P8ZSciaW7C1fDbdtKFzbYmkNjDxfj0KfdzYlEYVs4y7a1xVECWOhwWC7WWYw8MYHGXHO+Ld/9h/w23/m7zJiSdhq9josx2Vr90uuw+p3Z/QaMfZII2obcHbeTtQa2B6yC5tLqNZWX7nmljqIAh5RLBvtGYTiBSCA3VzZP3x23WahR0j1G3B8nNFnwIYoLJGsry+hc84ujPkdH7zHx/7Yd9Z/LZZN5A0ZseRqHRQ7ht5Xl6JhMKgLtUNWpZnBL2xa3GmiXzAN/4whSzZlnHczMPjWlYn+QyHEN1Z2JrdhJNLZebNNeDSSoVgScrkKePLkIQCvbNq1yyqVm+iRTHQ3g7hMRUcNOp6s97VfCyiDgVAKBdJLJIbxWiVicYPMjZKJpsPai11LnEjGYkXQYO8jqHEsi7JgUM9Oe23X5l3nDUlEIUsMuwV77YIwZiya7+ME2LdGdEQA4Tb3776uXSrHYkXSbpbhdG1LSUXLACj9bK6s0TWL/NrDNwAGUydlIQiieoebXzsNu48fl5AhS6k+h+458Qn0DHZKGPuEKwUGXw18niwVeGliPM5U9rCEJCkz/3EzUcxgGNP1mpvPF7dHnIllxrTmDv3Oz7UbcaM9gyizt6goY7uZgNvhwUY21i8IKOdduSw3hiUFg2HyljWQ+XbgY0KIfy2E+IQQ4pNCiE9UdWK3USy6no1rC2bbEDoX6puby0LH+nN/5zP8n//oXyKFxRc2Fuc167xbjnWdGYTyklf/jKtVUKt5TBq2JYgTNV+rjMwqWalETDYsrZzKI8v8ApFIyYhV1iDfVLi2xUKU7BncTADJq0GHd100yAy2BsTYdONijEcQJZyn0t3uhcETyx+hdstNix9FYiRWiAb7UUEVgZa2GTAYeM1KXg97SklmUN+ToEFmcOf06SYlwOB+BXGgmMEkaY4ZdDuEwqNTwmwp3VMmss9nHqvPpG427c/+7q/nQ1/5HvWPbZl35Qo6Z2o8RoOS6qR9xogV26L9aakaQPZwLNEcC6WLzgO5VPlLkdjOwD/jyTJoFgz6Z/SSJduiY1h00TeVibafozmDea7ku4H3ouYKfg/wu/R/b+OEQgjB0PeYbfa6+mop2USBmG1DvP0c2iO2IZzXTO+3HPvITVSzFEXZmyTJKjqXq6aYQUtp7jvnpVioRP9uk2DQc7SBDBQGtnGiZKKB1ywY9GyLOQN1HUWd33TBZSIHfP1LDV6PEGydIf2kIDMYJZyJBYnTBq9BUAvEmtELl/nXrxf1EPMxK+yGQa2SIQ/L9dnp3226cOL0DYDBzSRjGIMGTRh2zgBP7gsxz0D2GST+OYmk2iHmXyqEYOuM6JZweRWbSwLpsqHFp7XTYp3O4QDf9+EXecdLLwIgy6g00p7BsDnWGUD6Y8aiBBjUn8FU9ui2nNrbWrLQhZt+siAsaha3nSD9EZerhsFg5wyLBCssWATazQFJ0h6xj9+6zOCPSilfOf4CfrSqE7uN4jHuuKpp2bJKuXAGYUwvWWRDT2tnBq+5iaZzewpuEtupGrPRveBqHdR+LXDEDPol+x+PDBiaCte2mMnyMlE1IqNhMJgC23ivqv1FQhdcJgz4urefgAtnQcYjiGLOxBLpNwugAGLdn5b2yOaJF0c+LfZ0RIDXb1bu6tp68LyBd37vNit5bQ/Uc1EEoGehi3JAo303e+3SSFFJ4joFg+o5bYwZBHbeiIFcFJbx2bupLu4JPvNYrYH9BmSimaS7VNF3At0LdmHcaH8tnXPGYsmuqCRxm45j6DXXLwhqLI+w6MvFoTifNzYTotaYMJaN9wwCePuCDvu69zHSfg2ttygz+Due8b3vNnUit2EuRh2X2VZ7+3QvCstEgyjhjCUbRyW3dQ8KbdnPkIkWrUjr39s4I3Zh0kh1yrGFmtPTGZd047tiJdt4bd/cyeUM17ZY0EGWMMNJewb3XrM9gyYkr+k7Nji/3+zGjWKPRiwKzbcKwoQzFsiG+wXhkGQXAYMD32WkXVH94R2j55U3HNtiLsrKRK9IEMh2szLRfrfDQnYIl0+KH2RzkInuwuaYwTBdd4q2Huj7GbXVu9JYzyDKWfpcLAqPMWjtp6z1Pv/rj1KZaP3rWKp2EUXHYe1mIBPi9hlhLBsFg1b3nHEZmagGxI/jTrN7imWBP2YoV8X7H7dT1rbaY18cN5e3pEWoVliQRdfP5V47VL+lDGSEED8ihPgk8H7dK5j2C34O+GT1p3gbeWPU8ZSBDKgej4I9N0EUcy4WLCy1adY9G0Yxg4ZkojpZf22vzD3ed7fmuUMc9wxqmWhBSaLYTZjRa2Q2VxpqppZQFbKiMtE4ZMCGwGve4GOSmeEUe1ekZgZfevHtpk6rcOy9EWOWatZozthpZlA0LK0Esipu2s+UJxIpM1dUt9+0TFQoMBjtYL8pdpDthLXo0W41NJ9Lx7jjcSX7RKWYwclJMINRCgaLAg+9p0SazWqSGYzb54xZstwVA4PtcEbgjui3HNb7GM+xGpHApWDQ2hW9J5pB12qmJnsGne45HRGw3xV/57E9Jnu3uRmDafhn2czEQn2D2wkL3VaSSvgbiXT0UtGRMhkYVGvHW00m+guo3sC/pf+b9gt+REr5eys8t9soGOOOewCD3fNSzOC5WPAkUVWQ+t1E7etuolCcUdPJ+mc3aiH6irv9sqeXOxxLEMZaJhoHsF8XOo69mzKVPbwGq1IpEI1ao8IAXW5mWEISNt0z6FhcxikYLJaE7BeKKbl77wVTp1U49p7qVQkKSHqCUL3zVq95MJgav8gCAD1OJCMNBps2kFHOu2WZ5wlz0cd3m2Wdxx2XKX2SoqY++40CxZ2jnsGmwGA6cqQwGEyZQS0TbapnEJCdc87EMhsLkTd6yZzAG2eKmSacRAGs9oBQ2li7okVfdU8CLadusmfQ7qkCduH+R91bu9rHzTmJptE5o5coALXOO6NPSthOmSSqB/3t4wbdtv2DM2ohyau+lzsnBYNvIWZQSjmXUn4e+GHgtwC/F/gPgD8ihPiJak/vNorEqOMx3WiZaOeisIHMfh8xZsmDUL3EdTtwthzrwG54XbC90jK+Ty082q7VSHXqmpsoFAa29nbKVPYbXYhc/bf3XokxGfr6m54D59kWV7IcM7ifP2YuO4z6zZqugGIqxizZFRism0rDRbdZaSWA57VYyE6he6LMiXT/Z4O9taCKQPPSYPCKGf3GGYJhx2Ui+4iibo/b6/3OTdqzpz2pRfdH1pdguUSOWjuaZAZF55yh2LDaFDPDGSQL4vY4awVpSpbo2BYzujglAfpW96E3LRMFsIsC2+0UOmesg6jx1gP8MzraoGiVl33ezSGJeBip3seB3+C16NxrLAqOl9B55FYXsN+qPYN/E/heIALWR1+3cWIx6rgEUaIGz3cv1KKS5H/wvWiOIxJeCTp0Pbt2yUU6WkJKCUKUc+HUlexPTB3ee6fXyKwux7JUz2A2q6s4iJrR5x0NzrNLE5+9NyrO1m5SMNi8TPTADBZLcqPVY67koBFjoqcjbo9xRMJ+nb8XKt6v1Wy/E+gZbLmWBh75n684kXzo/Kl+44bCtS0mJYsNbCdMZI9Og7I3UDLRqezjlElw4YgZjBtLqBI/ZW5K9KF3zom1aq7JnsGUhQoW+a9lv98zEmti/yxjBpsYOA9qj7ySQ+xdOW+AtWZumpSJpmtoYTC4fgLdC1ZBdBLMYDsFg3n7UnWx5dV9lxdHfnOuqADtIRLBqKjL6/oSLIetpYp7z5NMNM8T9pKU8ndWdia3YSzGHZWQTjd7XuhcAFIl3r181X4/VMnkr6/bnPXrT3Jbro2UHCx8/bNy/R2tAS8/2fON72oGfFzrGYTCiaETzBDdr2fQ0IYNZBLVnTuEeb7W4ceLHQ/mO+6nMqsTAINXsa8a5QvLkK+YMKi9r/ZZkWjGI15dAvlkq26auJxAz2DLsZnSZ1jgnY8TyVBqR9WGmUHXtrhK0jEsRdevKZPkvXS8pmWiHhP6ePuipivXmcFdmNBuKKFy2h220sNbX1HoDDZX0L0g1OqVJplBt6/29n0BY5/d/BIPtW7c6aZgsClmUHAlB9wLyimA1trnoFE3Ua2ucIoC2/UTeNuHWZ0CM9g50w6ckmVeKfJaPZOf3fi8dKfBfkEAy2bvDTmLlmwKKGfYXELnnEC/828pmehRfFQI8bWVncltGIuRr0DCdB2qnkEo1DfYjdSG/zjuc7ffNnZ+Nw1X92Dsjx1FCzODlySdc16fbXnvnfrNY0AlC9E1mWj+xDDYB/TkisH4nuGzyxetYzC4ucplhvMX/t5n+YN/+Vczx7imwaDnWAQxytSiIEC3tldMZL92KfWzInUCLTKsPQODnebBYNu1mMpeocp6lCT05RLcDrj1r13H4diivEHR5orLuNs4M9h2LRZigJsUNMNJr/+4Z7AhZrDt2kzo66JJgdDDzVNDDbtBMNjSjrlFrmW3eAwopvTADDYDPlxbcMUAtwwz6LRZS1WUa7JnMAWDraLAdn2J7Fychky0c44dB3QI8psUaTD46XW7WSdRHWFrzJlYsCkiE11fQeeCIHxrg8FvBT4uhHj5yFH0E1Wd2G0Uj5FmBmfb/SGpK9AX0Y9Vsn4lB9wf1J9QpSYl18Fg8Yph6lr5rotm+roc+2jOIBQCtp/67CsA3L3/NpOnljtSecTGGUIS5prPt9yFLLZhJv9rHAzagjBOFIgq+Hy5wYQrOeCsZpOlZ4Z2aixi8tHanw4z2PEUM1hEkhhLGMhF46wgaAOZqAOIYs9XsEJEWy7loHG5mBDiMPi+yLXoxJDuXaBZN9G2azOV/cwJOHesL6FzoQp8NGsg0x6oz7PIO79PnWG7Z9kMuGZlogO8oISbaOecnc4ZGpWJtkdE2HT2BQrYUQDBgsi/IJE0/t6neeRZkfElmoj4wq7L/WGzhTlQzrvnYllMJrq5hO55Zs7WaLHBcOR5wm5nCn6ZxKijFvLZJoQ7xSWJ/XgOtgKD3zyon/HwNOAI06YM/6yUjG9pqQXtXefNgEHbslTi4KeDdfPfk+VUJVO98V2Tp5Y70gRuY2t79s0EWjdzaN1HCUGUILYTAukoc6AGw7UtpFS25qII85wktPcz5taAbsPMDZCNhSiS5LZS+d8J9Ay2XZuJ7OMWkCTGScIgmcOg+etwbcFOWuAXdN7VAOqSIS81nRQCK3sICWr9GuUcpbJ6DMJ6yk20mXfG189X8XFFumcwBYMN9gy2BncO55QzYg0G7e5Fxgw2ZyAjuJRDvGipAJGTM+/QbO12r8Fgk8m6ZbGwhnTCAsBWr907T70nvaZHS+g95ZxFAWZQXcuUfqOtLWkk/jlnPOBBIWbwEl74kPLj4C1qICOlfOVZX1We3G0Ui1TisQqiQ4U/p0xUSskwUQ3DU/rca4IZdJ5iBrsXarFPilgCKxkf0JjxipP2DNoOtIfFKus6cbEaTtbTBG5t6SHYOUB65hC7uWJGD6vBJAoOz1niF5Qh72ZYxATuWbPN8TosbSZRZHCznyYuJwAGO57DVPZw4y2E+VwS4wQGySyTajUZjmURxdo4qgSbdimHzcvFgHVWACpyLY8Vy2DZJIlk3+BoibarmOdCzqhxqAacH/UMNikTTcF1IRZdJ+tO76Lx0RKOZTFJnXeLMLYaoKesT7vhZH1pj+hGRcCgeuc3moU/HWZwmd9NdP2EuDUiwmlMfnwtOheciSXbQj2Dqk84ZQafJwOZG78pQsXvS8dJCCHeIYT4zdWd2m0UjdRkYBNEh6Qup3xkHyeciQVz2SHEaUYmmoLBWFdwundAJvl77aSEzSWP4h5nXY+h30x1yraESgpBXcs6f7O/0KA+dY9rKtKK2MLWkrEcG3eqtxebS+Uc12QShWIGAZLWuNhMztQVtd28JBHA9YeE0i7EcnbCKRG6WNFwpDJRIDdIj5OEQTw7id5H17aUuqGoDHmlerqenBwYLFA4WT2BnlI1pEWhpqRWvqfcau0iA863h6LJgRlscB1zWqzxcYrIK3Vu4A7ucDcFgw3tkamBjDqv/PtjCgZT5qZRZhBYOWcM4uLM4MpRKqLG33vtPXEmlixzu4k+IWyr32/8OgDRu2DMkk2Q0wgnLQAdPV9v1Z7B/w74FuCH9L+XwM8ZP6PbKB2pycAmjMF2NQuVL8lNB86nC/PdJmSiOkkPjplByL9JBEuI97wWdHhnw+MY0sSB3r1Cm52z1VXcQbMGMum9maVgUCesN4k0CbQ3l1zKAXbD62k6MzHyz3Ob4QDZu5Va1Tcdbc9hSr+QPXs3nrG0B2qUS8PRco6GteeUh0eJpBfPT6L30XWEeuY758Vk7mv1bl2dQM8gwMYp2TOo2dqmTRjajpKJ2vuFSvTyRFr86pyfRM8gwNIa0NoXAbZXLKWP73e4O2jzUz/4dXzv179o/gT0uGpCAAAgAElEQVRvEK5lcSl1saEEM3iQ8TULBjfumGFSwHlX5wYLS71rjYMoXVR7wVkVcBO9JGilctfm1y+7d4EtJPE651qcFr8653z+aoNri4xJfx4izyr8TVLKPwzsAKSUU+AE3BJu4+loORaW4DBUs8Dg+SBMOGfBFQoMNsEMtp6WiXYKgkGdrH9u6/POs+bAoG2LLHGgdxdWj3IfI7WpdgfN9gxalsCzLWZC9z+ubw4GU3Dv7i65ZIjVMPBopUZF7XNIIlX9yxP63RK95oEHqPfmSvYPzqA5ohfNWaUAv+EQQhxYqJzrlxdvacndSchEPVvLRDtnuRUagGLTgCuGJyGz2rsDEqziMtHewTwGmuu7cY+LDXlZzswV9TR6BkH1cvrhPPfvWdsJU9nLWLR/7ze9vbEk19FuokB+lUYcqgHnnWMZX7P3ZOedMZL570ma48ytE5GJtvpge9xzVoVkoltXg8ETWL8cPYYld7EhfR67F3zq4YL33e1nqqLnIfJcSSiEsAEJIIS4g2ojv40TCyEEHc9hHaTyyosCzGDMmVgy0czgafQMpi9xTjCoE7DPbtq8ND4hZjAHm5aGt7tkJru0Ws27cnmOxSppgdfLdS1qo5a0gisu5bDxJMp1FBgNW6mkutgmkW0yDUfLsbmSA9wCluaDZMbaOQ0wCLDRSUTed74fa0B/AmDQtS0SCUlHr8N5mef1E/bugBDnJCrrruOwtPr512EpFbBNmcGG+24sIbI+8tzA9igxjOLmR0sAbJ0xnTg/C+XsJkzoNw84UJ9hYZloJt09IwhjhDgFMHiOTwDBzd22AXXtdot5rEB54/dGCOhccMdaFhg6/yTbU/qt5g1kvFRVlfedz9QAF7z8cMlX3b+ZYd6XS+R5U/488IvAXSHETwJ/H/jTlZzVbZSOjmezDfVL27nIXZF+WibaxGJ06Bl8CgwW3LgvkwHjBoeCp26iUkpVHQ8WuWd1tTWAanqTA7XRBlGcm+XcRwlddjhJwKUc0DAWzKp7+1Yx4JFtEicwxgAU03LFkFaQnxkcyAVbp9lRH8eRgcGchZNMmnUiYBAg7lxAvFfsRZ5YP2brqUJF40khqngyt0b535P9CqJtdk92DZt8OJZgQkHgccQMRtrQrGmZ6M4bMYjzs1DufsZU9hufYQnqXVnhEwm31D3ZaWOipg299u20wFhgT+lesNLqrlNQBNBRIxlyuYkmMWwmLLXC4xSYQVsreOxdzqJvKt21RzyY73j/WxUMSin/GvBfoADgA+D7pJR/vaoTu41y0fHsI2bwPD8zuI8Ys2TtjHhx1Myg0GfOGUQUTtYnDBh3mqtMpQYDiUQxg5BLXgnQ3l9xJYaNb3KQgsEkN8u5j2IuhEpaLuUQu+FrSZP1rZeCwZzOu+tL1rKlBpyfQLQ1M+gXmG81knO23umAwdgbEOLmfk8GGRhsvo/T1SAh9AvK3FdPWDnq2TyFpNC1LaaiABhM14hMJtosM2hbgidpf1peyf76GAyeBjO4a51zxiw389zaT5nSP4kCo20JhBBs3XEBhcbhngRhfBJOj5HuI4+WOVVAGwUG15qFO4UiEN1zxizyGchsJoA8krs2f0/SPnKRl1TQ69fLazUK6wMvDIyeVtORx03054GHUsqfk1L+LPBQCPE/VXdqt1EmfM9hc9wzmNMYI1pPcETCb/uGD/IP/svvqOgsv3S4T4NBy9Z9N8V6Bq9kn3GnSWZQJQtRkhzAYE7Go7OfqETsBKLl2ure5GQGgyjhAg0Gad5NNGWgD2Aw3/OVrC+ZyEF2nKbD1X03XryGcHfzX4z29NkQnBAY9FuucqzNmRiO9FicU2AG0+ciSmXIeeXh68csnRG2JU4iYXdtiymjAtfxxQPnoTkpn20JHkv9rC8f5vvlzRW0hmC7xFom6jYscdh4F7QIc/c8++GMlTU4iQIjqM9x7YwLFH31z3fO2YVJ42MlABJfrT/hIm+xQcmpV7qg3zmF4eadC4Zykc9ARt+TCSM8xzoJgJ467Ft5zbxWD8Fu8cpaEQrvbmhedVWR5235OilltspoA5kPmz+l2zARXc9mk85R6V7kNsZItGmBbNCa/YtkolBsJMP6kthus6XN8ASYwTiRWXU8b0W6E04Ppi0Nx0Emei+3TDRlBq/kEKtpMKiLDjs3/5gMUMzgFf1mreWPQgiRVWJzKQJ0pTSTy55AdFybmcgPPEa62HAqoyUA9u2UGcwJolZPmIsRvZZzEgm7Z1tciWF+5iZdt3un4SZqW4IlPrHdLsAMPslY51NhBoO2Lnwsc1zLfk0r2TC3T+edd2yhRioUZZ7799lFcWMjS44j0cWoaJG3cHIJ3Tusg4iuZze+RwLQu8cgnrLLM6x9nZpf9emfArsJagyL6NLK67a9egy9e+x18ecUig0mI8/VWEIcslAhxBlwInf3Np4O37OvM4OQzzFNJ5GiQWv2L3ITBQ0G88tHUrbjNJhBecQM5ti4wx1+sjrM9ms4Wo7FJ16b82f+wUz1Qd2QhdrHCXc0GHxyQjLRILGhXUD+ppnBU3IWSy3J81xLot+r8ITAoO/ZTMQwN4AaJzMCqwNe89Ld7PlKweAqx/MVBRDMmWgweArhprPg9ksItzf/xTRZ7z4lE20oaVfrsWDXugPLB/l+efUYevcBDm6iDfcMBpqFShY5WE59T1IZ8imEbaVgMG+y/giEDf4ZuzA+CRY9zZ/iPMUsKXWx4YLVLjoNiShA7w6tZIsI1zf/Hb3/PIlPYyxOGkvnDD/M+XwtH0LvLqEmJ05pvzcRea7mp4GPCSH+lBDiTwEfBf5MNad1G2Wj6zmH0RLdAk3MmV1+czKrZzODF4UayzfaFGPU0DBdOGIGY6kBusjHeOjrXtqnwgzaPJjveEJq/3+za0nHlgBM6DdeUU+fszBOCjHPYnPFhEHWG3YKkY2HyFE4iZbquqP26SSGvqf6H3MBKGDMnI17Gu9J+lzs3BEIK+c6rH72ktMYOA8qCTr02uVfv9KenaYNZNIi1LZ9kY9NAwU8tLojNZBpeh3b+/p8FjmAbQoGveZ7a9NouzZza6ielzz9j6vHav22VC/7KTCDrXaHhewg87wn+xVEaizOah+dhOkKkBWw+1EOUkHvP4/i3smsXwAb7zzfdUDGDGZg8ASKDSYjj4HMXwa+H3ikv75ff+82TjA6ns06lYmmLFSOvghLM4N2k2Dw6Z5BUFXl3L0ql6zsAULAoEEwaOvrCZMEbEclRbmSKfWzyxOp4qbzwZ7IfIPn97GSiS7EgAin8TmDabK+z8BgDuZZSqztJZcnxgwewODNgUc4fwOAyG92huVxdFxbAY+cieFdJiy95vsF4bCOhVKofpU8LKd+p54kw5NJCl3H4nGSFoByANvVY+W4a6s1+BQMZAC2rbuqHyhP6MQQyEZLNC0TjzvqfGL9Ht8otDIlOCEwOPJdrpKBcp7d52ChVocZlrswpn0C/Wm+Z3EpB7DKsadkvY8XLLYh/Xbz4xiA7LPtRxPliH6T2FyCsHi4909m/QKl0hgn05tfB6g1on/vMCf5hIq/JiKPgUwL+HpgAJwBPyiE+ImqTuw2yoXv2QdmsP829d88YHCrKHSnwUHaXzRnEKB/X49kyLFJbC6ZiSFD3220enutZxDyA1v9s+sTYTzSJDcPSxDFCXEiuSemXAkFapuuqF8rOuSdybmZIOI9j+QY55TAYPqM5JGJzhWjEKfFoxMI37N5lAwgyWeMcZcpa6/5fkE4yInCSOp3Pj8z+CA+jTlwoN6Xx4l20stbzDoy9EmZwSZ7BgE2rZzMYLiDYJ71Ph5kos2+/6LdZy1byDxmOBoM7tqn8a6AauV4lPTUP3IVGx5lAH0XJlmxssloOTZXDLC2ecCgli927/BkGXCn16rm5PKG/mzPmRPGNwRR6yfQuWC5T06nZxCI/DucM2d90/7HOFQ99cfMYNMzsQxHnqv5JeB7gQhYH33dxglGt+UcmMHOGdherr4Id3elhpu3m1uIng0GX1D/vemGpwcdTxg2KhGFo57BdCHN6cKZ3r/ViTAe6WZ7mcOePZX83hVTHqMAS9MY6ppMtHc3n7OgvieP5PikKoWx3WUvvHzJ1PIBC+ljt09nfpLv2TyI9PncEETJJOEuUzat02A43WO5e+9OIWbwY4+sk0mmXFvwONH3JFey/uRgnAVMNnuguT7utDi38S5U/+NNC4zp/UuZweQ0mMGWY/FYjvIB29VjYqyTkoYPOy5vhOnzlQNEHbG1QZSchHNly7G4lEOcbf4CEN0LLlcBd/qnBQbviBnb8IYgShvhrIITkrsCsneXgdgym92wwLg6vPNhnOBY4jRMfQxGnjTsJSnl75ZS/pSU8qfTr8rO7DZKhe/a7ELFwiCEYtRygEFv+4THctTogupYAiGe6hkcaDC4uKEUZjeHaMsDOWLUoHkMPIMZzDmfj+VDEgS71mlUcdNn44qbM4MpsL8vpjzU8tLmZaJHYHDwNsVA7Tc3+2X9Tj2UZyclE/Vcm5l9nhvYPpJnJ2G8kEbHdXgjTp+vm11LspvTEQFr70TAYDpnME5yqwFk2jMohyfRAwXqfXkYp8xNcWbwarWn69n4DQ07T5O5jEG+6buyehoMnkbPYMuxeMwYsc4DBh8xY0CndSKAAxh3XF4NtG3/TVUaSaKer3SGZRifhNuj51hcyQFuHudK/c5H/jlX6/3pgMHOOQkWd8SM4MZg8GCEc0o9g3ZfmT8tJzfMI9O9p3ePMJYntdebijxX9FEhxNdWdia3YTTS4Z5ZBaf/Qi4w6O8e8UiOG00MhRB4tlWOGdTX/Fo0bnTgPBxkRFHyFDN4U9364g1mYoTjNgtq00ifjRCHwB3djBmMEiwS7jDj9ViBwaaTqGvzLAcvqm/e9F3RP/eY8UltEJ5jcWVd3LxoAtirRzySo5MCg75n8VBq1uKGxhixlrvu/NNg0L3jYkP/vlq7bvjOx8tHrGSbHS3+yavTKk/zxuHaFuvYRbaH+YoN68trzODlKuC8QQmck4HBdP7jDUFU+nOpgcyJ9Ay2HIsncoSVCww+5pJRY4D8WTHqeHx+p12Ab8o8b6dqfFYmEz2NofMtx+aSIW4wg/iGw9rT2XxygJScDhi0bILWGXeYswuTN/95yOYlLk+MGfRGCgzuJjfc57OxJffYR8lJqYBMRZ5d/1uBjwshXhZCfEII8UkhxCeqOrHbKBe+p168bNZg//6NkymATvCERzTPEni2lTXsAkdg8IZJrk7WvxAOTpMZjAPFXt4klg+5FM3fkzSOz2PXurhRMhVECefMsYXkjfg0mMGDa61UzCDA4vWb/bJOhh/LUePW8sfh2oJL6+LG17ELY7aTV3nE/8/em0dZkt3lgd+N7W2ZL/esrMyq6urqql6r1VroVkutBYk2CMkgNCwHfMaywUh4wALGLLaMx5bw8QzDMsBgn8Ee44EZbAzIEqgBsQitSKKl1tL7Vl1dW1bu61vjxXLnjxs3It57sb3MrMpfZL/vnDrZ9V6kFLfixr339/u+3/ebIMNAAWIdW5aNwTOOhXsBMBmZaBfzvCDe+Yxtfpzaqi/D/smHb79h9zgI5PvCR+ez7ylWW9R6h5jB9bqJ6ZHDW5MlM1jXB2UGZTDoGbYQqRksaKqoXR5IhryCVT6GMqlgUMeSPWDNYE+ALtxED3+fNDyZKAP3+7imorGOtlLGA7/0RQDAzCG+I73oFGcww7bRtrPLRN3yFDq2i7JOJxgsToh93trJSiqEmUEXBoFEw0FjkLfl2wGcA/CtAL4DwN/1fg5BEGXvQNdlIpN1s3NdVKx1rLOJQ29ybGhKt0y0MArolQGYQXHdRXMUY1RqBj1ZUdBrMOPmXVvCKiZJZDyB7v5gzcJUpnGYtos5JhgOyfgcNjNo9B7WgeyM2u51WIVJdKD7/zsUYGgqVtmUGEcGFuprlzYwam1ghU/6h30KKOsqWijCKYxnfiauF6CYRVrBoGCeB0s28Noq1jGG//2778V33jd/o25xIMisuDs6nz0p59fZhZjBWgfTBJjBujYoMyj7JXoNxYnVDKp2AzDr2X6pvooVd4zMngKIGlITBlxjNHv9Y08w2LZoNJ0veDJRANkl1fUVLNtB3TYZZhCAVZrGDNvxzZ8S0WkA5q7vcktpXxmZEmupnbUnZ6hHquW4MAglfg8Kg7SWuBz150be3BB7h5SJNkwZDM6JInmzlv7LzXWo3MGmcvh204bWIxNlTNQNZpXxeQfIS2b10DXr/cygdzDKegipLWEFEyRc0oBuZrCpT2WWiR7zgsEVLg1kDlsm6rWWsN2AeR6AGTS9ze6wD4NhGKqCVUwBTidTRtppbMBgDlb4BE5PVW7CHWaDlK9ZlbnMwSDblTJRGsGgocnWJXzgZANrrGGDV32lBwXI4NYZOZ49aSLNfyrdMtHpQzzoSkVCQxsDFH0wZjDUIsMhUjNoSAMZINue4rrg9RWs8TFSEndp9NapzA+wDnvnAS/Z0rZdEgqaghaWuWdPMC7x4Ow1M1K8AXe2NzjlY5hjm9lkot77ZFWEJJNSMFidOg6XMyiZE0DL4p3XDFEzSGgsB4WBRsQYu48x9k+8P/fdqJsaYv+Qh4eW5clEqwO0l/AW1k3l8I1KDE3xrXx9jB7PLk+qLYMXx9HixqHXRQTMYEgmCmTbuG0TaG5gyaVT0xVmwhqGxwymsFCm7WCOCYkclWBQ9YyKLMcFjDJQzM5CoXbdZ6AobRCGxrCC7PJK5r3z73vnQ5gbo3P4kO+sWZ4b6GC4w8uAXr6Bd5YdQWuJwZlBtbWGdT7mKz0owB9P5bh45+1O+i/11dm52GzSYAYdF56ZV8aD4e5SENQDvs2+esgqmoKmYhVeMJglWdpcB3MtXOdTpA7qspyjVZoDdq5m+yX5Po3O++2LKDCDhqbgugzsdq5l+6Xd66iHJO7To3Rkos7oAmawA7PdSr/Ym4MdLylHaY6pmo51jKPYzsrWrgpCBcLQkFLy5KAwSJ/BnwDwXwDMen9+lzH2gRt1Y0PsDxUjghkEsm0SXqC1oxFgBnsNZIDBnFFrS3BHBNtTOuTNQfP60vQxg1nqIrwgfsk5XIfXMMIMZV2b8poEJ8uTOraLWbYFhzOsey6kh32I8o2KZNKhujBAMLiMdlHIxSj1HTJUBUtu9oy02hDzi1XnbuRtDQxf7l48NgALtYwVPnHoSQaJrprBkVmAqdnGYpvQ2ptY5hOkarqMcDAIns3lVR7WvSBqs9kR5hiHWA8l54fDOTB6LDszuLsYBPUQ67nCcOhW8wVdwaqsr80yFu+ZUGuLM1ERzGCtMAfsZEwA7V4HylOAXkTbOy9QqBksaCrWMA6HqdmCQdcFatdRCzkhlwmpAnh1AQrj4AOcI6Vyhpq0cpVNoWxmVWUt++c1YSBz+HProDHIiP4RgNdzzv8V5/xfAXgQwPtuzG0NsV/IjHqzE3ITBbIxat6LvqsTCAZ7ZaKA54ya0ZGvtgS7Ihajwz5Q9fUZLE1klyd511xzDtfhNYxwUFrXvcAjpW6w47g4hm1ssAm43vJz2IcooCfpUM0oT3IsoL6Kps8MHv44JAxNweIAwaDmBYPqGI26NAm5jjUKx0TNTQYWSqkvYZlP0gwGFdUz88oQDMq2JZhEmZAtu5znZslLHGQZy+51QNH8OruNuniOh+kmyhiDwrzk3OjxAZjB613BoO3yQzePATxp+CAyUe+5LVFjBksiQbClzYrWElYGFir0TGQ9G4Wkqa4yuFBQN2az7SnNdcC1sQo6fR+7MH4CAKDUMozFW79aRXrMIABsKFOodrIaFK0CI2K9e8XXDAJgAMJVo4732RAEIRdC094DM+j1s2voNGSinSiZqGMKO+k07C75MoXDlolKt0mfGWQse8sPz6hhhdOsGdyVLHLKwdC0XMyxTWyE6lEpHNr1sBy5Op/tgFtfBcB910qNEjOoKVh2RjOzUEZTBPHa2PEbfWsDQSZwdmWmPMO7otRXsAo6zKBk0joyCZQ12RA6rB92IisMGdzKjH/msYweB7x3ZL1uAsChykQBsfY4Lhcy0SzrsNUWB/aQTNRxXRL1wgVdwQ4qcBQjIzMo5tcynyRlfjXutYBaVT3n2UzJhkVhkgf47uMUmEHGGAqagh3jWDZm0HuXljGJe+ar+NMff9MNvsPBoHrBoJbFOKq2BBgj6KiiBp0am7apTqNqZZCJck/94DGD1itdJgrg/wHwKGPsQ4yxDwH4WwC/dUPuaoh9Qx7UfbajMAoYoxlloovYVWj0s+trLQEEjefTxuLYQH0ZrZK4/rBrCPrcRIHsgYe3uS/zCRIZT6BbJrqtext3yjPpOEImGpYgH7ZMFBDzzLLlYX1BSHdtM/mXvGdSNzyZKKFsoa4qMB0v2ZBhfhVaK1jjVRQINZ8GgtrnXT3jwdB1oDZEv0QKB3QgYNIGTjb4weDkoUvcw5AHoWZJBoMZD+shNm15pw3g8J0S/WBwdE4kF1Pf+W6jEkAwgxQSD2JfYGgZ2dr8YHcRXNGwjiqpw21RV1HUFaxA1tplqBvcXepjBg97v5coaAq2tdmMwaB4lxadSZybHcE982M3+O4GgzZxEgBgNDIGg6Nz/hmUUsIBALa1GZTdRrqpYntbGLF5hIplv0KbzjPGzjLGHuKc/x8AfhDAJoAtAD8O4JEbfH9D7BFB77Rw4JGRhdq5hnV1hoQcMVYmCqRLXmtLAHfR9ORMh51d73MTBQZiCbhqYBsjZOQW4aB0W/VY5JSxdLzWEq1QgTwFQk3XWKhmUJotpc0vsSE2DDF2ShuEoSkwHTfz/Cq2V7HC6bQtkZBB0GbG+YXGOhh3aMpE7Z6a1DSZu2QJ+OShr11hyEOdqYwAxkj2wDYUQH3tyjZGixpOTR6uyY/KQswgkB5EybF6Y3n04gY+8eQyicSD3BcaxlRGZnAJdmUOHAop8ytAvPdripcASqsb7GFrA5kojTEZmopNbVbMHTfFhdObX9fccTLBbBjFShVbfASFZsaawdHj/r5KbY4FCca0fb67r2jHccmN5SCQZUS/BqAGAJzzr3HO/0/O+a8DaHrfDUEQvjSpq2H7XObC8lU209VH7rAQbSCTkRn0MnE1Q7zEh51d73MTBQKWIOVg6OwuYUuZAsDIbHJdrSVQAgpjqQdDy2xigtVheXWcAA1mUO8ykJGOj2mbhHiXdnRPJkqIGSx47w3PyEKVzDVyRhJAkMDZULPJkOWasErIQEYLu9UCYn5ZogdXInavw1RH0ECJlImEH9y6PFuygXMvGAyklY++vIH7Tx9+wK4qTKzHWROMfjAoxvLrf/0ilnfbJGoG5Xpc06cz7/NW2bP9J3D/YeiqEpQSpDFqPWytVBJROL8A4rmsq9OAa6X3GtxdBBQNy/YomX0+jKLnjlpuZfSeGD3un98KxOZYvZBR5l4PGs4DsmaQ1lgOAllGdJpz/kTvh5zzxwCcPvA7GuJAYPTKRAGhqU/b7DgHdq5hmU2TWIyiawYz1j96L/lOQVx/6DWDvW6igDhU2O3U+sfN5St4yRSNaCk8F6C7INx23UzyN63hZdlGA9fKwz4QAlIm2hsMpmwSnilGXR3z/zeoQB7Y3dFsyYYRcxVrbBKMQGAeRkFTwBiw65SysVDSdIVPkEgyAKJuSCQbQjWDQPpYdhdRM2bAGI36J4muvpxZkg2tLeE07I17tdbGxbUGXn/r4ZtkqAqDyzkwJmqhsJsWeMhgUASPlzeaAADXzWBmdoMhkw5+fVoq83wdHRkMEjK/AsTe0nQ1cQBPk4n6TrXimfgyUSIqh4KmYF3xlDBpge3ONWB0Hm2bTjAbhqYqWMYUKu2UZIPriLW4Ou8nwaixaY1Cxjp0+czGRALIclxy78tBIMvTSWo6VTqoGxniYBEdDHotGZI2idYWYDWxjCkSQUekTFQrCBvp1JdYbCJbmpADkGUGgdQDVdlc9fvyUZHyhe/Dcni2YLApgkHdK0QHQCIA6epnmfWwXlsGRuYg++9SYAck5PtvV+YEC9Xeib/YsVCxt7CpHP7hvBeMMZR0FU0ro+TVWxMotZYAvGRDuHUJkCnZsKPPoqSrJN4RCT1cgpClDYv83mPfvn5lGwBwP4lgUBHrsQwGUw/ri0ChChRG0bYcXN8RTpcbjQy9Fm8wpFnJpu69883N+Is5B3YX0faCQUoSdyC074+dSH9Ptr1gcewUAGFSBoCM0ZqhKVhhnsw9bX5tXwUfP4m27ZA4f0Vhhc1gNK0lQ21J1NlNnCZbM9iWNc8ZngnAgKpYIyznFVozCOArjLG+FhKMsX8E4KsHf0tDHARklrCLVRs9LqQKzY34X/RejEV3mkTQ0XWICkO2l0jCziJQHEedi3zGYUutNL+1RLiOUx4Mkw9UhdYKVrg4PFHZ5M7NjuAB70BnO9lYAsMLBkuTC4nX3Wx0yUQL1ews1Oic33SaksRSBoNWJYP9v/cebamH30omCmVDRdNyxPxKVQMsgYNhDeOkZLu6ygZPNuxex5ZKy0kUCPUZtN1gHXbs+F/wM+viMLVaEyYtJ8YPP5esKh6rV6yK9z6tPm3nKjAmTDSubTUzdTe6mShoKtZVyUJdib+wsQbYbTRLYi5SO9z65SHVhQwBugwGxfySDupkmEFdxXLmYPAK3LFT4JyOAU4v1tVZlJxasvHK1iXxc+KWgBkkNsdUo4QNjAPbl5Mv3L4i1jlNGCq+kvsM/iSAH2SMfYYx9iven88C+GEAP3Fjb2+IvcJvpB1m1aQLZ1KmzfvumjtJIuiIZAaBbC6JO9eAsRN+r0XazGDCM2nvQrObWPF6SO22rBt1iwNhomLgD37kDTgxURJjqi4IAwYn/v4KLVEzMTp76mbdZiboKgvcRBnLzkJVjwebHQUnHA++MqAs62uTgkERYG2ph99KJgolQ0W742RkoXbWOKMAACAASURBVBZhlWfhQIVCiU0LJ7VGMgToVhuoLWFNPXbo8vZe+IkGqQbgTnItlH8wPA0A2GkKFm3MayFwmNAkMwiIYCILSzAugsFL680bfHeDw9AUrGke47GdIK/0vmuU5/3fowRfqTF2UgToSVH39hUhJ9VF0rflu4nSGFNBVbDllAC9kjy/7I7oizwqEqVUmcFNNYOxz5YXYE2c9ms4qc2xkqHiGmaDe43DzlVgPDivdF6prSU45yuc8zcC+DCAS96fD3PO38A5z1ClLMAYKzLGvswYe5wx9jRj7MPe59/r/d1ljH1TxO+dYozVGWM/nfX/awgBQ+tpy+BtxkmT3/U2icvOJInFKDYYHFtIryXwgkFZQ3DYh6q+PoOA2MSYkrxJ+G0lJjE/VsRDZ2kd2nXVO1BV5wHwRMa2bK6gzXVUx2mNwdDUHufdFJbTq61FdQG2I6zlFUKyRLlZtbPY/3uH9XWNVo9BibKuiYROdT6dhdq6BHNEHNYp9X3UVQUdmWzQDKCS0oR6W7A6S8oxlHU65jFAyEBGykSB5Pm1fRnQy37D+a2mhbKhklCeKEqo3m/sRHrN4PYVnxm8tNG4wXc3OAqaglXmMYPbCcygx4bUi14wSOxwa0ilxtiCkLwm1dRvX+k6rO+2xPowVjr8ZAMglDymw9Pn1+4iAI7OiGA4KZy/orDlGaYljmXrkjjXjJ30lTPU5lhJV3HZzRAMbl/xE0DAsOk8OOef5pz/hvfnU3v4/zIBvJ1zfh+AVwN4B2PsQQBPAfgfAHwu5vd+FcAn9vD/94pHoS8YvFX83LwY+ztPPvM0OtCwZI+Q2Kx9i/xeTJ4Rcte4WijO/Y272bGhKuzQZXyRzKCqicOFzJ5HwZP7LPEpPPKBNx16o+ZeaAoTMlFZd5Mgu6i2ruEajmG8cvg9LMMwVNaddBg7kSwfaawBnTqssVvRthwS1vJhyINEqzgDgCUnGzYvwgXDpjEff80hohiWiaayUJfR9oJBQrFgd00qkJ5s8ObeNdBjBn0DGSkNB5ID263LIhHpMbVbzQ4myjTe/y5mME2S2N4BzB0/8Liy2cRokVagXtAUbLkVIXNPSpZ63+0WRAKIGtOhq6GaQSB5foWku4CYXwChYNCvf0yZX17w3vaDQVrvvcSukcEMZ/syUD2Btqv4TC01ZrCgq7jkToPvXotXM7mOmHuh+WW9gmWiBwIuUPf+qnt/OOf8Wc7581G/wxj7LgAXATx9k27zSKFPJlqsAuXpxGBQ37mEq+4MTJtGZsq3yO+ViUyeET83X47+xeam2Lgnz6DVcVEmYMIgZYROb3A7eSbxmcgxXuLHSNYRaKoisn9pzwTAePsarrE5jBRoHaL03trUyTMi4Iuri/Ce14f+poX/9Dcvk8t6+q1luCYOVEnJhs2L2FRnoBq0kgwSZd2TicoNOS6Ta5vA7iJaFYrMIOsJBhdSZFaXAABX3Fm6NYNZmcGtS8D4Lf5fd5oWmYO6wgCHh5jB5gZgtaIvlrJLjyVY2W3j+FgRP/Ntd+DHv+XcTbjbdBiaKlio8VMpzOBVoDiGllLxfo/OuwJIF3Hum3bEBh6uK74LMTfbTQujBY2MoZev0Bo7kfzOewF6syQCdAplOlFoGLNwoaSvXxO34Nt+7XP4zc+8BIDeHCvpKq7yWTDuxs+v2hLg2l3Ms+Vwcs6oB4GbOiLGmMoY+waAVQB/xTl/NOHaCoB/BiFPHWIPiGzLkBJ4jLev4RIXNS0UFiNpr2z2SkXTWE75+eQZtCwbRQIHKlWNYAaBTMGgpRSxhnESAXovdJWJ1hJjJwFFix8L55g0F3FdPX7ogXkv+pibtMDWG+OjO1UAtHoMAj1SvslbU+bXRSyp8+QCWglhIGMHz2Qr5pnsXAPA0ayIAyQlN9H+ZIP3TOKaUG9dArQirttVcsGgHjaQKU+KWqi4AJ1zwRLIEgV4zGCFRjCoKQoc2fJDJhviau1kcOW5VjZMByMFDT/2trP4p3/n9ht8p9kg1EBOhmDwCjB2KmgITmz96nITBeIP6/UV4VoZOqzvtCwS9agSBU0Vz6R6QqgabDP6Qs+1suG1wqLKDBqGIZynk5hBLwF0fbuFxW2RXKE2x0q6gqvcYznjkqXyHfKSDZxzdF7BfQYPDJxzh3P+agAnADzAGDufcPmHAfxqiE2MBGPs/Yyxxxhjj62trR3k7eYeYkF1uj+cPBN/wOUcU+YiLnNRZ0RhMZIMUsPsqROaHCAY7DiHbh4DBG6iTlQw2N6OtwLfvIit4gloikIm2xmGkIlyIXkdPxV/WK8tw+AmllV6ckS9l0VPCzw2L4IzFZedaf/3KaGrtUxqsuEiFpXjJPtaAZ5MVDKDTI0fi7ehN8qCraIWDPp9BgFg+hzgmPFSPu8w1bJdlAg1nAeC1hKWw4X0c+o2YOPF6Iubm0CnDkwEzOB2y8I4EZmoorCAGZw+K36uvxB9sXxWXuBRN21UiCkc/NKQyTPAxkvxyQbPFEMmKKgdboWqyRF1plop4bDuJSHGgmBwm5AMGQgptNIC282LQHUBJhfrMIVkfBSKuoJVNhO/drV3gfoK+NRtfr0gQI8ZLOoqrriyvjYmmbVxQfycvA1AkMinNpaDwKGMiHO+DeAzAN6RcNnrAfwiY+wShKPpv2CM/ZOI/63/yDn/Js75N83MzNyI280tIs1XJs+Iwt8oKUxjDQXewiU/GDz8CS+z4tIR1IdREa58icwNAyZuQctySGTXI2sGgUyBx4axQFIiCkiZqDfPkgIP7/MVjWgwGD6sZ2CeneoJWND836eEvmAwrr62tQ00N3ANcyTe9yj4MlHNEBna1GBQykTpBIOGqggmTWLKkxXKw0Yvti8DE7eg2bFRJvbed9UMAsDU2fhxyDUtxAxuNy2ME5GJagoLknPTHru39lz0xVuXRGBSEQmgummTk7v7e/7UWcBuRbsIu67YN0M94CiuXx3HFYW/U7fFzy8ZuE8HMt2tpoVxSsyg7gXo8h7jkg0bF4Dps74Kiup6XDI0LLJj8QH6ppCF2hO3dX1MyW0bEIaCy5iEqxYS5teLgFrwE0AWUSb9IHDTng5jbIYxNu79dwnAwwBiVl2Ac/5mzvlpzvlpAL8G4H/lnP+7m3KzRwSFXodEIFn+5h2yLkuZKIHFSG629V5mEEgPPMZOAloBzY5DIpCSNUyRzCAQ/UxcB9h6GWv6Ahmr7F4Imag3Jsk8R1mBe89qTafVYxAQc71Lxlesiqx07Px6Ge3RgO2gtjnIYNB03Ezv/FUcI/G+R8HvMwiIID0uAbT1MqAW0CyIwzqp1hJaT83glMdCRR1CXBfYuAhMnkHTdOgZyCghCTIgDrnbV6Llb2ueHYAXaLkuJ8XcKF4wuN3sAIVRIeWLO6yvPgPM3OEb4TRIMoNqT+ARwdjuXBGB4swdATNI7N0XyRNvD5m6LXocgJhfWqlfJkok2QCEDGSSkg2ci7VgKggGKZxZolDWVVzg84IZjKqpXxdrmjUeBIO6SsttGxD/vi4UmOO3BetULzYuiP1TEc9CzklqyZODwM0c0XEAn2aMPQHgKxA1g3/CGHsPY+wagDcA+FPG2F/cxHs60ugzkAGSs1PewdBnBgksRmVvs212IoLB6bPA+vPxgYcnJW0TYQblWtjHDE6cBsCiN7zd64DTwYo2T0K2GwVNUYSbKCAWTnMXaKz3X7hxATY07BpiflFy4hstaqi1rWAcQLyk2nWB9RdQq5z2P6Im3+1qDO4HgxGBrbcOvOjSnV++TBRITgCtPgvM3A6bixeNUh1nX83gyKxoch75zl8DrAb49B1oElm7wlAUBk0JBbdT5wDuRj+Xtee8zLpInNRMGy4HGeZGZcDXrmzhtf/mr3B5oyGCvThmcOUZ4FhQ2UKRGRQslJOcbJAH35k7fRkftcOtrrEQ83xOsFBRjo9rz4kzjRK8I9vNDpn5BYQMZErjoj/yWsTZq7Em9s2pc34rLKrJuZKh4jnHU/dEnSM3XgTAYHYlS+mNRQbbrbGz8e/8xgWRjPAQ1NjSG89+cTPdRJ/gnL+Gc/4qzvl5zvnPe59/jHN+gnNe4Jwf45x/W8Tvfohz/ss3616PCiJlotO3A2DRmZCNC3CgYJGLzDqFxWikIF7Yuun0fzl7j5C/1Xus5jkXi5S3ITaJ1AwyxjxZUs8z0YvikLv6TP8vrT4LALimniBbQyAOhlJq5SUb1p7tv3D1GVzTTkLTxUb9+Z99Gz7/s2+7SXeZjPnxElwOrNZC7MbUuej3ZOcK0KljoxJIk6htDr5M1HEDyWvkwfA5QNHwknOM7Pwq6xo6tisY9aT62pWngWPnfeaddM0gY568MiIY9OacNXU7HJeTCwYBGdyGmBsgen6tvyDWBFUETTtNcaCnUjOoKQpqbRGgXt9uAzN3isN67xpdXxXmH8fuBiCMJBoUg0GZAB49LtpLxL3zADBze0gmSuddAQBDVYOzy9RZ0VImSpa49rx4Zh5cl2OnZZFhngHB1jouF4nGuGSDTAp1yUTpvfcAUCmoeLrjBYMx50iMn4LFgoCcGvMMwD8T1kbOCGVDp6dvqGOLZHBIgtwhWmN7EDh6IxrCR1/TeQAwykJSEbUgLT2BK+otsL06KArBYNkzT2hGyUSP3SN+rjzV/fnOVZFl875vWXSkVqrC+plBQBwyooLBpccBAC+pZ1Akujloaqju5virxU/vvruw8gwuqadheOMYLxs4OVm+SXeZjONjRQDA9e1QLe2xu8UBsN5jTLUiOt0sF7tlMJTgt5awXfHOT94GLD/Rf+Ha88DUWTQdRuJ9j4IMhlqWIw5TgJ8k8dHcFDbgx+4JgkFCMlHfECOMmTv7xwH4a3NrTCSzqBnIAGK+m1K6K1moqD1l7bngmSHoATdBhLkJlzE1O7a4V7sFbF/qvtB75+We0rZcuBz0ZKKyPk0a+0Qxz2vPi3r70oTvjEjR3bkTliED/WMx62KvD80vGdhTkol2JeZm7hT//r1qJpkUmjrrv1d012MNL7sz4KoRH9hOn+sqUaKWLAWCYHBnxNvHe1nO7cuAawX13YBf961rtN6XgwC9JzTEgSGytQQgFqTeic85sPQNvKie8T+ikJlKrBn0g8GeNpQrXlDlSXqouIkCnmGBExUMnhfub51m9+dL3wCmzmLHLZKtGdRUBZbMpFemRd1NbzDY2gJ2r+ECu4XkJrcwXgIAXN9pBx/K+bXaO7/E369oQZ0Kta0hcHz0nsvx+6ID9LXngZk7YNouyewtAL8tTLNji3EA/WORa8Ds3USZQdblrAdAjKW+AuwudX++9jxQmUFDHQMAksxgpaChIaW7xao4MC1+rfuiTlO0nAgxNzIYpCLjC/eibHQcYO5e8ZelnsTJaveeUjMFwymVK1RQ0EKM2uzdwPKT/YFHKEAXDbTpvCcSUtXEOQ+Y597Aw2c4g/m13ZLzixIz6NVvWx4zaDX63SuXHhe1j2Mn6dcMGiocqHAnzwKrPc/ENsX6NXtXlyqNIpMmz1MbJU850zsWmTydvUtcVzfxwY8+CYBmcLtfHL0RDeGjEFUzCIgFaf1FQYNL1JaBxhqeQygYJBB8VOJaSwCix9Xo8X5GTTKFs3dht21hs9FBlUimMJYZnL0bAO/f8JaeAI7fh7blkAjOo6DL1hISUYGHx4BcYKdIBh3HZTDYxQx69UF9yYangYlbsWEFc6qPgT9kyM13eccUa8Dx+4QUJiyvtNrA1svg03egY7tk55d002x1HFFrN3o8PhgkLBO1ehNz8zEs+tpzwMydfp0kxWBwpKB1r8knvgm49lh34LH2LADexdxc3hDJrnnvfTtshE0tGqYt1mFF638m178u5p3nJNrwyhaoMYOG7DMIiGfSWO3uN+hYvpwaEMkiig20DS9AtRwOlCaE1P16T7Lh2mPi58Jr/Y+2pQyZyH4PBEn1juMC8969Ln41uMDuAE//EXDHOwBFDWoGCZy/oiDXI3PqLvGehN/55adEy5wT95NuKwEEwfZ6YQHQiv3KmWuPiXpn7135959+CV+6uAGAZnC7Xxy9EQ3hI7JmEBCZDsfsZgeXvgEAeJqf9j+iwODIhafR21pC4tg9EYHHM0IKW6zid75wCabt4j2voeFgqalKv5soEC15bW6K+rTj98G0XdLMYJfxyvH7RLIh7DTmHdaf46dQILiQjhQ0VIsalsLBYGUaqMwGTLPE8hPAsXuw0woMDeQGTgVy8/3VT76An/vYk9GM2uozAHdhTYnDOoX3PQpdMlHASzZ8o/uia18W0reRWT/ZQqm1hN7rVgt4hwzW/UxsU7A5c/eK4Bcgo2oIo1LQutUaUYHH5S+Knydf73/01OIOpioG5qrFm3SnydB6g0G9KPbH3j3l2lfEGMPXgl4wKPsMcs6BE/eLD699Jbhg5SnAbvtj6TicJMvRJa0ExFiufqU78Fh8DBidB6pBq6Jtb02eqNAJBo0wM3jsHsEAykAWAC78FdDaBO77AXFdDlpLAEBj5tVAfRnYXQy+lHPtxP1d6x3F4EmWDrUdBZh/Tfd7Aoi/z79atDRCd1KOYgJlvzh6IxrCR6xM9PSbxM+Lnw4+u/YYwBQ87QTSNwpMQUFToCksmhkEgJMPCtYpzHhc/wZwTMh9fv+xq3jL7TM4vzB2E+42HbHM4MStIgN6+UvBZ5c+L36eeABti0Z7jCjoKoMVHtPJ+wHw7rFc/gIwModFe5xsxnN+vITF7Xb3h3PnBSsgUVsWromnHvSz0ABdZhAAvvjSRhAMLoYOIS99CgDQXngDAMqHDy8hJE2kjr9aJLJkwT/nIvA4/RDAGFxOjxksaIof3AUfjoh6qPD8WvyaOKzf8kbfQblMsGawnxmMCDwuf1HUqo7O+R89dX0X5xfGyNSohduP+I61MtkgA4/GujAvkWNEULYwSiwYNFQFnHuO1bMRgYf8b28sHdsleVDvckMGxP1GBR6hAB0QTqIAMFYiKBO1HUDV+wOPx39PtDG67e3edS4YoxlAAUDFW4+3J709pWt+fQWoLgDV+e6aQYI1dr6bqOWIebT0RNAex+6Ic2Tona+Wgned6rPZD47eiIbwEdlaAhCs2fTtwIW/Dj576VPAifux7RT8jygcDhljos9YHDN4+iEAHLjiBR5bl0TT01vfDED0HDozXbkp95oFkW6igHAyuO3twIVPBk52Fz4JFMaAE/ejbbkknkcUulpLAMCpN4pDyEve/HJs4KVPA2cfRsfhZBfS+fESlnZa3R+efrOoGawti79f+hvx85aHcsEMAsC9C2NCUj33KvEcJF76FDD3KrQLUwBotJKJgjSD2JX/3qceFK0MLn5G/H3zojCPueUhAPAly5SCwblqEY2Og912jz3+qQfFnLK8JMTlL3ifv9HvrUjF/CqMSkHtZgZn7xGtMl7+nPi764pg8JY3+pe0LQcvrtRwfqF6k+82Hl3MoGxfdPzVwqVatsroCaAAwsygLgMPVzi4Lrw2mFOAOKyPzAFjJwAImShFCZ/exwy+Tvy8+mXxs77mBei9waB0qyXIDNqhsSw9LgKP5ibw/J8D936fCBQhgsaCRs/UR0KuRxuV24WMUga23DuHec/EIl4zKBUXzY4j3m3HFDJXQEiSHbNrfoXPoBTZ9P3i6I1oCB+xMlEAOPuwOIR0miLzef3rwNmHuw61VBickV5JUhgLrxML0iVvw5MB7tmHAQhpBiVGTe2trwvj7MNCarXylFhYL3wKOPMWQNVg2nSZQU3tGZNeFOzzC38unsvj/1W0Azj7LSITTfDwAQDHqkWs7PYwg948kiwaLn8BMEaBuVdhN9TcmBozGA6E5jynVJx9GLj6KNDeEX+uPioCdOKyJGkGIc0hcPpNgkV/5o/F3yWD7ikeKDKDCxOiRm5xqyfZcNe7gU4tUGlc+ryoW6tM+UwixZrBSkELmFpABB5n3irWX85FTVR7WyRTPDy/XIPtcpyfp6HSALrnSFOO53avu9Wzj4ifL38WUPTAKRkBM0guGPTUPL7T6+3vELL2rUuA6wAvf14ccJmsySNqIBN2QwZEIqs8BTz9MfH3F/9S/JQqJw8yGKTkJlroDQZPvwVwOsDFzwJPf1Q4Vt73/f71pkW3fhsAKtLh3fXklRc/K75Y/Jpgbm//dgDoYgYp7vmqwmBoiscMeokeuQ4/+4h45z22Fuj2raD4zuwX9J7QEAcGQ1NguxxulCzxzneJzMezH/cWVg77zNu7JIxUFqRyQYtuOg8AWgE4+QDw/J+Jze6FPxfM59RZOC5Hx6FVa6cpPZLKMG57OwAGPPXfRQZ09xpw9u8AEFbmVINBPewmKnH7t4kDyG+/E/j4BwDVAM58s5f1pDkOWW/Thbl7gZFjwPOfENKRF/4SuOUNgKphu2X5LqTUmMEw/BrVsw8Dri0O7E99VPz3ne8iX6MizSB8Wa6qi/Xr+U8Ie/kv/yfR3mD6dgDw1zBKweCJCdFC5VpvMHjrW4DimHjn154XB6s73gkApA1kRqMSdGcfFmvW+gvA1/9fQK8Ad77T/1qO/dYZOkoNNYoZHD8lDrnP/LFgb574fTEOI2iDI8dOrc9gX63d3d8pfj77iFAF1K4D936Pfz3V5FzfOFRd1NQ9/2ei5+OzHwfGTgaGLB62Wx2MFjRSzI1vICP3ljNvFSz6s38MPP7fBKsuXWwRMINUUQ7L9u/9HmDlSSGpfOaPhPnSHe8AgK6aQUrPI4yKoYokUHVeKEu+8V+EquGZj4vzWDFIXIV7XVMdz35w9EY0hI++BTWMWx4SDZwf/Q/Ap/4tMH0HOjP3dl1CZUESZgUJh+0H3g9svQw88hMisL3vBwDGfFc1SkGUoSld8okujM4B93wX8JXfAj75IZEJPf/dAOC5idJ4Hr2IZDtf9w+BH/wE8N6Piz//+G9gF8bhcppZQkBk+/rGwZjI2j77ceBP/mdx2H3g/QDEYX22KmTVcfH9YeIDbxf93xxZ+3TyAVGb+tc/Dzz2W4KBWnidMDYAnfe9F9XeYBAAXvsPRS/R3/kOcRh580/5bAdFN1GZNFjc6mkdoxnAa/4+8ORHgI++D9DLwIM/CgBoEa4ZrHg1gzxs6HH2YQAM+LOfAZ7878D59wCFUf/rzYaox5ms0KnnimQGAeCe9wip2Ed+SEhGX/vert8LZKJ09hagp40BAEycFoHtF38D+Mz/JvaUO4IAveO4JA+2fcwgIJ6BawMffb9Qatz9bv+dl9huWhgjJBEFwjJRb35pBcHYfv13hcTyvu/vGodp03wmElIm2up4waBWBP7yXwJf/R0RQJUmAAAdO0ws0BxP2dCCJNBr3yuk4X/w94Vx3z3v6bo2TEjU2jHkRI5B8wkNcSCQC6q/MYTBGPC6HxQbXm0JePe/g+l0L6xUXuCRghrddF7izr8rnPm+/v8B03cAb/qnAASbBgBFIuMAREYpMjiXeMvPiD5EV74IvPEDQGEEnHOYtku2pkv3THG6DoaqLuqFzrxV/Jm5wx831WBQVWKcXt/6z0QQ9Y3fFZloTzrquBwThPpZ9eKnvvUOHKsWAmWAqgPf+RuCsV1+Urz/oaQJVcZWVRiqRa2rRhMn7wfuf59Yv25/B3Dv9/pfUWw6Pz1ioKApWNxu9X/5zR8UbNTqc8C3/jxQETWclJnBSkGD7fJuJn3sBPCuXxayyvIU8Maf6PqdzYbn9EjonYlkBgHggR8BbvsW4Lk/EfvLmbd1/Z5MTlaIBeq+TDT8XL7r/xJB1MpTwLf8axGMeLCoBoNaRDA4cwfw7b8kpHyjc8A3/VDf7203O6TqBYEImSgAvOHHROJH0bvWLkDUPFPdI4Fgzjc6tgj8vvmDolawOAa861f863LBDBbUwNjr7ncLWftzfwKc/x7gVd/XdW3DtDFZMfC9rzuB194yfgh3e2NBayUb4kDhL0KOAyBigXzwRwVbMDILTJ6BGWq4bRAqYC4bGjbqzfgLFAV47x+L/lzH7xM1awike+SYwaRg8Ng9wP/0RVHTtSCKl4MmtDQXVM1b6B2XQ0vQ0lNnoIQrasSzMSrAj3xWBFAzd3XV21CqTYmCynrca299M/CBr4o6Ya84XkreKAYdEuNlw3cK9PGOXwBe/yPCkTMEijJRxhgWJkr4vz//MiyH41+8867gwFcYAd73aWGKMzLj/06TcGsJKY+sm3b3+nr/DwO3frMIbrXuoG+r2cFokZaET41yEwXEHvL3fh/YfBmYub3v9xqmjYqhdvUppIDIIGr2LuBH/xYA65pfgOjjR3F+yXH07ZWvfz9w29uA8Vv65hcgWkuME3ISBYJ9u+uZzL8a+NmLQGMNqB7vut52XVJtcXohmUH/fXnTT4rASSsKozIPFvGaQUC0yfDblukl4B88IuT60+cApfu9qJs2zs6M4Je+975DuNMbj2EweIQRuTGEoWrCzc6DZAhOTZZ9EwYKGClo8W6iEpVpoNJdTE4yGFQj6tJ6MXtX11+DIIrOOMKQAaDtciTdIn1mkIFzwHV5/yGvONZnVmA73C8kf9PZ6Zt1mwNBUVh/zfDUbeKPh62m7M1F6xAVxnhZ93uI+VC1vkAQEM9PVRiZZJaEZCx/+4uX0LYc/MJ3vyr40mMDw2hZDoq6Qi7gAIJgsGHamB4pdH85fTbydzYbHVISUQBQQ8mrvvZFqh4ZCMprqZnHAD1tDMIYmY28vmPTTGjpUTJRiYh3XmKnGdRxU4GhRrC1gAg+xk/1XW853E+wUkRBU6AqrLtVTqjXo0T42VFKAIUhagZD7z1jwOydkdc2TAfTI7TWr4MEvdVsiANDajDYA7lY/eTD5/DW22dSrr55KBtqfJ/BBPgyUUKMmqEpA+vNg9pHOuMIQ1eCLG5S4C3nIUWbaSDYsCzXRUFJD7xt14WmKnjsXz5MzkhCQlNYUDMYgx2PcaMmrwpjrKR3y0QTEwli5wAAIABJREFUYLuclERU4sFbp3B5o4kHbp3EF15aT72+2bFJ1gsCgYtmrMtzBLaaHVISUaCbGWzEmZRFYL1ObyxAjCQxAWTdRH1V02AuzVsUZaJRzGACqD4TCcYYyrqa+r7kgRksGxq2mxHS/Qg0TBunpsrpF+YUNJ/QEAcC38Uq44IqGahqUcdUb7b3EJHYWiIBbVkLRYgZLCS1+4hBUPtIZxxh+MxgXMsMDybB5xGGlBVG1g32gHMOy+HQFYbpkQIp9jkMRemRiUZAMoPU5FVhjJV07DSzBYOO65KSiEp8+N334Cs/9zBumSynviuAkGFRlPABYWYwu4vuZqODKWrMYJyBTAqWd1s4Pl68Ebe0LwyaAM6VgUwKXJdjh6BM1Pdu6GVrYyAUJ/SeSRglQ+1mBiPQCa1xVBPAood1trNl3bQxQjQ5dxCg+YSGOBAMuqAGwROtaTFS0GDa7h6CKI9RIxRE6WpKzWAETKLPRUILMWpJMIkzg7JOw8pwUJcBI2U5DyCYj8jWMiFsNy1UDJVs9haIkYnGwHFp1QtKFHUVM6MFaKqSaY61Og7ZOk7pojmIYmOr0SEnRY41kEnB8k4bx8foBYOBgUy2wINq0/nYmsEE1EwbLqencJD79iBsLeWaQcBzE04JBvPADFYKauo4JKhKww8KNJ/QEAeCgWWiRGvTpFV0rZ3tMChhEpWJZmVqJagzg7qSjRmk3txcG4AZtP1gkPamrSosdTzCgY/WIb0X4yVhIJMW2AJ0mUEJQ2WwUxIngGAGqQaDo0VxKKoNEAxuNunVDIYP3W3LzfTum7aD9XoHc1VatWnA4IFHx3ZJJuf2wgxK5QC1tWzQsdhuDphBXfVb38RBttCaqhiYHaWjNAujbGipDCcgWOem5WCEWCuZg8TRDXOH2EPNoLSYp7UQVYsiGNxt2wPJV6kayAzKcLa8cZSIHgzVjMGgzwwSm18SkuXLclCXWU/qGVxVYalmUNsti1w2vRfjZR0uB+od218P4uBwTjoY1FQlk0y01XHIvvOVkIFMFrQ6DtqWS67Ortecp9mxMZoyv1Z3Rb9EisxgIEnMykLRDDwGPbsAol4QAMaJGeJoqjBcGYStlckWqqgU1FSJeMdxwRjw1z/1VrKMWtkQtY+c80TDsZblgHOQHcdBgN4qMMSBYdAibLmBUJMjVkviBdzNKBOTaBNtOr/XYJDSOMLQMwZReWEGsxzUfZmoQnMsEmqmmkGaZhhhSMfDLHWDq7smOQYqDE1lmeRvTYu+gUzWYHDTO6hPVogd1PuCwfQD+5LXgmmOYDA4KDNoWg7J5Jxv5jWAikbKyCkmtgqaEt3vOQJUA/QwSoaGppUeDOqqgvGyQXY8ZUMD54H6Kg5ynRsGg0PkEr6zWMZFiGrzackEZHUTlKDoJqrvhRkk3G8M6G4tkYROTpjBLFIxWfNF2fUNABSWLhPdaVq+FJsqqqXsa8DF9QbOTFdu9C3tGbqipL4rgGcgQ5UZNAZzE91qiGCQWtJB6WEDsgS3y7siGKTIDBa8NgZZ9hjLcdHoOOSYNCCUyB5gr1zxgvQZgpLEQcpDbOJuogBQ1BSYKcGgZXMUiAaBErL2Oc1ERq5zVF3DDwK0n9QQ+4JkkrLKE6g2BZcHwd0BawYpGsgU9lQzSFsmqinZsrjkZaK+gUz685EsKHUDGS2DTFQwg/QOhGH4srGUZ+O4HJc3Grh1hm4wqKkiQE+rf2x1HJSJJoBUhaGkZ2/540v4iAWD8p2X8soszODyjrCip80Mpo9jhziTBmR3QgeAa9stMAYcHyNYyzkAM2i7nLziJIsRnuW40Inu9RJSeZH23ktJ7JAZHCKXkAtqOyWDIyEP69TkiH7NYGuw9hIBM0hnPDJDyFMO6GHIhYqqmYSesbVEx6HJPEtIhjOTgYwjZaK0M7hKioGMtGOnxtj0Qh7W0+bYta0mLIfjtumRm3Fbe4KewX3XtB2s1kwcq9ILOCQGdeID6GXWZc2gLEXIEtwu7bRRMdTU2sLDgF8zmCHw2PYk12ME3/3EpvMxWNxq4dhokWSysaCpmQPbju2SNybTVZbqiEy9XyIQnKnSnITrvkyU5tnlIEDvrRniwBAwg/k2kBnbJzNIaTyGqoDzdEllGNRrBrMar5CXiQ7QWkJmRanWQkioKTLRWlvYsY8RlIqFkZW1vbjeAACcocwMZqhNvbTehONynDtGN6jN6sQHAHUvs04tGJTPQiYcszCDO02LXIsMCUVh0FWWKfDYaQm2luK7ryoMqsIGCgavbTVxYoIeKwiIPS9zn0HXhZ4DZtBOmWNUe1iGIYPBdGaQZjLrIEH7SQ2xL8jgISsz2CYqEy3qCnSV7clAxtCUPse4w4S+B5c0XyZKNBgs+gx03vsMZq8ZPCqtJaR8jzozqGeUjV1cE8HgrYRrBrUMLOeLqzUAwNlZysFgdplog2hmXbrOSvfGLDWQlFt+AIKFGoQZpFgzCIh9JW1PCWNxu4UFosHgQDJRh0PXaO8ruqZ0NZWPQsem2cMyDCn7bKY4o8p1gaIa4KBA+0kNsS9kPaRLtCwHmsLI1UExxlAt6gMbyJiWSy6wNfbgktbqOFC9jC9F+AtqSnatQ9StVkL1/n2T5HsSQWsJmmORUBWGpD1bvlNVogdCCZkpT5OJXlitY7ysk3YTNTLMsxdX6mAMuG2GdjCYhUkDwjIrWpn1IBiUzGCGYNByUCLq8gp4gUcGFsoPBgnWDALCsbJlZUs22I6LpZ02FsZpBoODGMiIpvO09xUjY80g1cSvhEywp8lEZY/rITM4RC6hqQo0hWVmBndaFknJCCAOq7vtQWsGHXLSyr30T2p6RhJJfXAOEyUjmyMXdWZQH4QZzImbqGAG4+ealCBXCDMdAPxMedoB5OnrO7hnvkr2XQGyMYMX1uo4NVkmt36FUSlomYInQDCDmsLIJed6mcG03mkA0OrYZI19gOzti/xWDCWaiZOyoWaWIa/UTDgux4mJ8g2+q71hUAMZ6vuKnqE9Th5aZMjkVNo8k2dP6v0f9wPaT2qIfaOoq5mZwZ0WXYv5alEbXCZqOaTaSgB7s8xuWQ6KhA/r0mY+7SBFPRhU9+AmSrm5OSBbS8R/79ejEp5fQDbH2o7t4rmlGs7Pj92s29oTstQ/Xlip4yxhVhAYjBlsmDbKBr2Elryb6gDMYMN0yMldwxDMYIaawWYHjNE94A4yvxa3hMMrXZmoiqZl47FLm6nXWo5LTp3Vi8xuosSD2kpGA5la24ahKqSTc/sF7Rk3xL6RVTICeP3GSDODg/cZpNRWAtibZXbbcsjWCwLZmcG25aBArIYzDH0PbqLUM5+awhJbGLSIO9VKBPLq5Dq7juPi/ALtYFD3DZfix7JeN0m2LgijbGiphyiJuumQlFjJRyDr0rO4o7bIy0TVbDJRTwlEdT0uGaqfrEqDlLtTbZFjaAqeWtzF9/zml/Dc8m7sdZzzXDBqmqrAcniiK3rHzoGBjLcm1VJUZ7W2RTZpclCg/aSG2DcGYQa3Wx2yxeTVkr4nAxlqmZy9WGY3OzbpYDCrI9dGvYMpwrVcagaXRwnfQIboQUpC1AymB4OU5xcQyESTHOyeXhSHLOrBoKamj6Vm2hghfvgYRMbXMG1y9YJA8B4rCkPZ0NDMZCBzRGSiTYvsfg8Mxgy2iTtuh+XRSe+MTETqxPcVWfeclNDqODkwkDFUnJgo4dGLG4nX1XOwHu8XtJ/UEPtGQVfQzsoMUq4ZLOrYGbjPIEGZ6F4MZCyXtIxPVxUYmpLKEmw0TEyNFG7SXQ0OKUXM0vbDN5AhnvlM6zPYIu5UK5FFJvrVy1sYLWq4ZZJm3ZCEHEucOqBju+jYLkYJBk9hVApapho7QMiwKAaDkjVXGUPFyNY3sdlxfDUERWSViW63LJI9BiVKujZ4MEhMCSQR7q2b1Gc3cKmmva/oGc4xeTCQYYzh28/P4W8urCcqz2pte8gMDpFvFDUVZkapxXbTwjjRzaFa0vYmEyV2yN2LgUzbM5ChjCwswWajg6kRmvMLyMbYSOTGQIYly179tiWED7dAukyUc47PvbiGN52dJit7k9DVZAY6Lz2tSrqQ8SXJkCUapk1yPPLwraossyFOi3prCT17zSB1ZrCVUYbc9sZLLfkrEWbIktZjmSCivq/4waAdPxbLpi93BYB3nD8Oy+H49HOrsdfU2hZGC3TflYMA/Sc1xL5Q1LP16nFcjlrbJs0Mdmw3szMqIGvUaG3aewkGRY0KrXH0omKkswQb9Q5py3+/GXimPoN5aS2hJB4+ZOadWtKkFzJQj8tEX1itY2mnjbfcPnMzb2tP8N1EY1xeZRuGEeI9raSJSpa6LqqmKy4P5N7lDExnx3Zhu5x0MGio2d1EqbaVAAaTicqEd4HoOhaWiSa1lJEJIurlB1n6vlqO619HGbcfE0Zdq7tm7DW19lAmOkTOUdSzFZPLejyywaB3X4Owg6btkssUykyZ6S2i3/ebX8LvfflK7PWfe2ENtbZFXsYnNu74LC7nHOt1E9OUZaIph/QwrLwwg0pyJrplOdBVRj6DmyZL+tyL6wCQi2BQ9wPb6OcizQwoMmlhlKWLcAb2pk60ZtDpkYmmMYN+jW3ODWQ451ivmZggqgQCPAOZgWsGaa5j4WAwqSZdqlKoB1FGSnIO8GoGie8rQOAVkFRbP5SJDpF7FLRszKDfc4hoprDqvYi7A9QNmgT7DMpNwfIyt1++tIkPfvTJyGsfv7qN9/7nL+PSRpPcOHqRlsVtdByYtkvaQEYbyEAmHzWDWQxkqM8tID2AWtxqYaSgkW06HYae0mdQMoPUDx++cVSGusFGh6ZM1OkxkKmnjKXpNUGn3Jczi0x0rWai0XFw63TlJt3V4CjpKpqWk+hYKdG2XDBGt21RdzCYwKb5BjI0xyGRtdWPodFOlgKi/RKQnDSttS2//cxRBe0ZN8S+IdxE0zfrHeLBoGQsdwZwFO04nJyblTFAawk3tAlSliUBgiVIyqpv1IUEg7SBTAaHNAkrJ3IeNaW1RNuiXf8kwRiDpsQ3Ot5tW37CiDr8PoOxMlGxxlFk0sKQzGCz4+BvL24krs2izyC98XQxg4V0ZlDKSCnL9rPIRF9aawAAzszQDQbLhgrH5Zn2yrbloKjR62MpEZavWgnrsUwSa8QVJ5K5TGr1Yzku+TIKIGAG4/ZJzjnq5pAZHCLnKOpqJjfR7WYHwNGSiXZsh1ym0Ai1lkjLeIYXUsqHD0DUDyXV22w0xPyibCCjDlIzKINB4pu2ylKYQeI9LMPQVSX22ey2LH+NoI40ZjAvMlFZA7i43cL3/8e/xU/9wTcirzNtB5bDMUKwZlC+G6oqmMG0msGgLyfdZ5PGDP70Hz6OD/ze1wEAZ2ZGbtZtDQwpxc0iFRVtpGjt9XFIYgbzojhJk4m6LscuYQ+KMFSWvO83Og5cTn893i9oz7gh9o2sBjI7fs0gzcO6pOgH6TVoEWQG9ZCBTFpz83DtGnUpX8nQEo0kNuoiGJyu0GUGpTQni5uokxMDGUVhcBKyt82cyEQBEXjHMR47rfzIeNJca/MmE31hpQYAuLTR7LuGc46PfW0RAE2m8+13zgIA3nx2JlPNoPyeMptuqMkO4h/56jWs100YmoLj1eJNvLPBIP+NsxgUUXQOD6Me6l+ZzKaJ7wziSca0Gu6tZgeOyzFNOPkrId2n3Zikac0jIEZzsr/sFbRPMkPsG4WMrSV2yBvIeDWD7ew1gx3HJWfw4TODjpvKQIWDRersTcVQfUv8KAQyUbqbg6qm1w5I5MVARkupGWznwKlWwlCVWHOf3badG2bQr7eJmWf1nDCDkh2TwWCUU/Bjl7fwz72aaIrB4P2nJ3HpF96Fe0+MoVwQfe2SZNXNHLRiKehKJmllx3ZJt2Hxa1KzMIME/QHCCO+NSQZlgZso7aN5WjC4LpO/o3STv2FoCf14pVKDenJuv6A944bYN4RMNIOBTJN4MDggM+i4HI7LYai0Nohwa4m0YDD8PXUJjKgZjN+0171gkHJrCX2ApvN5kfOkNp0n3jMtDE1lsX2thEw0H5u1b4YTsy7XTRuM0WafANFOBgCeWxLBYBQLED4sUg9uKxmYqEAmSvfZFDQFlsNT+z9SHgMQJECzyERN2+0yaaGGMDOYZFAmg3jq5Qe6X+4SPRa531N2Dw9DSUiaDoPBIY4ECpooJk/bGHZaFiqGSk5WKVHUVRQ0JXMwaPkWzbQW1ULIQCYs34sy+Qkf4pNYNwqQrSXi6iAvbTQxO1ognb31awYzZNVzYyDDWKz8BchfzWCygQzNRFYv0lqY1NrCeZOqGYaEZMee95hBJeJ+w7LeDKaQh4pyIb1Vhkx4lXW6B8M0k7KCpuDUZBkf+cdvvJm3NTDCBkVpoM4Mfsd98/5/Jzlw+q0liCcZpUtoPDMog0G6yd8wVBZvtCbPXtSTWfsF7Rk3xL4hF8g0q+ntpkWWFZSolvTMBjJyvNQMZHQ1zAwGzyTKiS+80ErZBVWUCypcHj/PXlyt49wxumYFwIBN532ZKK351QtVYYnjyUtrCcALBiPG4rrC7S0vMtG0Nhl108ZoDg4evU3koxgcuR5892tP4OG7Z2/Kfe0VkhlMMpFpyZpBgmY4EgXN2/MjvAI4F+6c7371PO6er97sWxsIJV8mmp4INS16PYXDeNsds/jSB98OIHl/kd9RTzJqSnJCy5eJ5oQZVBWGuBi95fewpPvOHwTovj1DHAjkApnWhHan1cEY4Qa0gOg1mLXPoAykqDGdqsKgKqzPQGar2R/shb//tnvmbsr97RVSMhbFYHLOcWGlhnOzozf7tgaCojAoLHufQcYCNpEqVIWBc8Qytq2ctJYARBAVJa2smTY4R25aS6QZFdXbNkZyMJaipiI8/aMYNRkM/ujbbvODFKqQ95fUlqGZE5koEL3n2y4H5/SSpFHwDWQyu4nSfSZAKIBK6jOYk6bzWWSiusrIEwwSCos3kJFrGOVkw0HgaI9uCH+BTHMU3WlZGCf+4g7CDHaIMoOAuCerx0BG1myGIb//0x9/E95w29RNu7+9oJRQ7L+000aj4+DsLG1mEBASvqx9Bqk3BgYC2+zeukHOOR55/Dq2mp1cyUSjMtG7xM2vepHWz7Ju0mzQ3gtFYfgHbzzt/z3q3ZfmZZTruST0FLt8QNjMAyIQpgrDDwb7x+Hvizl4HgMbyBB+JkC6IiD8HfW9JVUmWjMxVSmQl7pLCAVN9Fja/hpGe37tF/R3nCH2BZnNSGs8v920cBvhnkOAMJHZjmDQomAR1t4bXh2n0xUMxjOD1J3FgIAZjNq4X1ytAwDO5SEYVFimmkHbcckX+QOBbbbtcoT3sudXan6vsSJhliMMTVXQiThISYl1fmSiyQ2ba2Y++nMBwP/yrrtxbnYUv/+VK36gFIaZo+AjaKQd//63OjZKukrahbNwRIJBP8GYubUE7TEFfWzTawap7y3pbqImpkdpK83CUBUlViZqDmWiQxwFyGxZWuP5nZaF8TLtA0i1pEfW1kWB8qZnaEpfa4mtBGaQuhQRCGpo6hEy0Rc9g4lzx2jLRAEvGMzkJspz8Vy0mB5Kl9aDnnB5YQYNNTpQl2qB3BjIpBgV1dsWyQbtUVAUhr/3+lO4/dgomhHvvgxI8pBVN1KCdEAkuyhLRIFQzWDEnt8hnCTtRdlvOp9eGkLdQAZITwIBQbsZ6i2LsrSWmCLcU7gXqoJYAxmpqisQTzbsF0d7dEP4EzhJJso5x3YrBwYyRS1zn0HKm17ZUFE3Hb9xORAtEw0am9PeGAD4hhdRNYMXVuuYrBik20pIaAm97MKwXZfk3OqFDFh7ZaLXtoJgkPrhVkJTot1EZR1xXlpLyGcS12dws9HJxbsSRtlQY5jBPMlE05nBummTt5gvhNoX9YJykrQXMkl1FNxEgWAfT2r14zODxNVAfs1gTGC7XjdzYx4DiHKKuNYSUlVHXYa8X9CecUPsG3IC//tPX4gtjG9bLjq2izHizGDZUDMVkwPBpkfxEDIzUsBard3FQEXVQvrtC4hnCQH4hhdRzOCF1Xou6gWB5OazYdgOz0WQLu3+e+PbK5tBMEj9ECWha9Ey0bwxg4wxYYYTEXTYjoutppWrrDoAr2F7BDNo0V2HeyHZmKSG7fW2jQrxes5EmaiTn+ehKgzVooatRnppSNt2yTM3WVoX5cVARrLoUWOxHRerNRPz48WbfVt7hqLEt5Zo2w4URp+t3S9oz7gh9o2Tk2UAwF89s4KvXdmKvEZKL8dLtLPRRV1F23ZinRHDsAhb/89WC1itmV2ulVGBep5qBqXhxepuGx/56jX/GXHORVuJHAWDSTIeCcvhJOdWL+LqVMLBYBQrTRF6TD2nbyBDPJkVhqYokWPZ9A6+06P5CgYrhgrL4X3rmGm7MDQlF0YSPjOY4CZay4G5T0FPCAYJG6tFYXq0kNpWyXXFvKPO3PhJoIRkY2AgQ/t90RLMlpZ22nBcjoXx0s2+rT1DTWg6L9qWqLlYw/aDfKwIQ+wZJyfL+KMfewhAfL+e7ZZYbKnLRIu6Cs6TM7cSlOUws6NFrO2aXQxUJEuQo5rB0YKYO7/4F8/jp//wcfzlMysAgLW6iZ2WlZ9gUFWyMYNuPgxkfJloz0Z3NRQM0h+FQFzT+S+9tIGJso4Rg/YhPQzBDPbPszWvWfNMTpo1S5T8+q5u5YZpO7lgoYBsNV2NHMhEDTW+RQblfTEK05WC38A8DoH1P+1gEIhPAkkEBjK0n0/Su7K43QIAnJgo39R72g9UFu8VkIe2JQcB2jNuiANB0K8nehGSzAB1A5kk+UsvAjdRekfdmdECaqbdJamMZAb9+gF6Y+iFbEAt6zueXtwBAFxY8ZxEc2AeA0hmMIubaD5kojIYDBODrstxdauF9735VvzK996H973lzCHd3WDQNaWvB+RTizv46+dW8UMP3Ura4bEXcW0y8tasWcJv2N6TcDRtNxfmMUCwVyTVDOeh7UchobewTKTmJhgcNVKDQb+mi7hMFBCMWlKywW86T/DcEoYvqY44t1zbEsHgwkS+mMEkA5m8JLT2g6M/wiF8+UQrxqJ5Jyd9ugp+z8T0ukHKlubHqkJLf93LoAHRi6rPDBLfGACRyQy7Ul5YE0FgntpKAGITzsIMWk5ODGRY/wF3vW6iY7s4OVnGd7/uRG6ynrrC+lQBn31hDQDw3jecPoQ72js0lfUFtoDozwUAUzkLBsuF6NYyZo4OUkEj7XzXDEoJqBlhGpc7mehIukxUOqXnYR2LSwJJ+ME68eeTVPe86AWDx8fyUzOoJngF5MGc6CBAe8YNcSAoGuIxxwaDzXwEg0UtfpPrhUV4UZ316oGWdtr+Z2bEohrUDNIPBoHARAYAHr8qmMEXV2uoFjXM5KQGSlWUTDWDom8f/ecSxQxKRpr6+94LXe1nBndbFoq6kqt6QUA6o/bPs42GCAancyYTLfvOj73MoEPe2EPC0NJlojXT7lrnKEL+e0eVU+ROJjpSwE7LSgzQpVN6LphBJToJJCG/y8OeHyfbX9xuYna0kKsASmGsr/2SxJAZHOLIQDI27Rgnzp2cGDBIZjBK/tILypvebFUGgwEzGGVaYOfIQAYI2ksAom5grWbixRXhJJqX4mvhJpot2aDm4LlE1QyahJ12k6CFMtFbjQ4+8tVr2G1buXERDUNXWaxMtKAp5KWIvZB9Rhtmb81gfmSi8gAeJxPv2MJ1e5T4s/H7DEYkf+W7nwdVAxDIpWWSJAp5sv4XAVR6a4k8+ATEjeXaVitXElEgmRk0hzWDQxwVyIkcxwzKz8vEJ7xkBpN6JkoENYP0pvjsqJBPLG4HzGBUFjdPWUIAfRnz69stXFit49xsPuoFAU++l0Em6ricvOMbAL+OLrzRBW1XaL/vvdBVxX9PHnniOn76Dx/H88s18oYeUdAiWE5AyESnRwq5SZ5IVKSBjBVVM0hvDY6C7jOD0fuL7KFKPVA3Emrr5djy8kwkQ75ei5eKBjWD9NczLSYJJGG5HLrKcvH+x8lEr2+3cuUkCoh9Mi5GF26i+Xhf9oOjP8IhoKsKdJXFBoOm7UBVGHkHq+IANYOUC+Unyjp0lfk1g0VdiWkt4YIx5MYYQx6SZMPs55dr2Gh0cO5YPuoFgXQZj4Tt5EQmyvqDQcr1tEnQQ3V2Uup6eaOJas7krkC8UdFa3cxdWwkgMCnrYwat/LiJGmq8vBII5hz1msGj0nQeCGpn1xOYQXmuyYMcOW1/sWw3N0qgOJnoTsvCRDlfMneVIbHPYN4Sp3tBPmbdEPtGUY9v2J6XIv9B3EQ7hOUwjDGMlw1seC5pJV2NNZDJCysIBMGgbDD/hZfWu/6eB2hKcoG/hOXmxEAmghmUMus8vPNhhA8fUvK+0ejkVCYqxvJzH3sSP/nfvu5/vlHvYLqSr4MUEDaQiWAGc8DYAMFeEXdYr7XF2Kgz0ZrCoLDkpvN5CQZnZDBYiw8Gl73a+7kqfcOSuABKwvaYwTwgTiZaz0FdbS9UJZ6xFQYy+Xhf9oOjP8IhAIiAI45R6zj5CAb3wgxSHZehKr7zXtnQIjcIx+W5qB2QkBuAqBEEvvjSBoD8tJUAsstEc9daIlwzaOVXJmq7HJzzLtfKPDKDujfPHn15E1+5tOV/XjOtXI5H9niUAZNEnmSiqhdExcpEO1ImSvv5MMZgaEqygUwOElmAaC0BAKsJweCVzSYYy0crg7T9pZMTl2pArGG9c8y0HVgOJy+l7oVoLRH9XdtrOn/Uka8nNsSeUTLUeJmolY8i/yAYzMDc2GLBpbqwFjTFz9yWDDWmvoNDz4lkBAgMZKYrBqYqBazVTFQMFfM5spjOKhO1HJe8rBoA5C1GyUTzIKsKQ2bMLYejGVrLqDM1UdBUIQ2/utmE43I/8dMwHb9nZ55QLWmYqhh4YaXW9XmG8G0IAAAgAElEQVSems4D3XWpvah7gW4eWI+CpkYayORNJlo2NCyMl/D8ci32mqubLcxVi7k4wwgX4fjzy24rP8kgXVX6jO/8dySHwWDcczFtJxfmRPtFPlaEIfaNUpJM1HZysTkEMtEszKCog6TKrIWD1LKhRh5AHNfNRY9BCXlIGisbfvuM23LkJAqI1hKZmMGcyHmk46l9RGSiAPAfPvtS11qWT5kow/JuG6btwnY51jzmo962yTNPUWCM4Z6FMTy1uNv1eV4SjRLigBsjE82JgQzQnWwMI28yUQC4Z76KpxZ3Yr+/utnEyYnyTbyjvSMt2bjdtDBO3NVdwtD690pZM0y9rrYXCkvqMzg0kBniCKGoJzCDOZHyDMQMOrQP6+HNuLdmkHOO3/7Cy1irm7mQIkrIQ+x4SffbZ+SpXhAQh/S01hJ/+sQSLqzWc1HoLw1k3MjWEvk5pAPwmdhf+asX8OWXN/3Pq6V8HTwAwRBc3mj6f1/cbonWBY6LkRwygwBwfr6KF1ZqXck6UTNI/z2RiHNIBPLFehhatCmZ31oiB2uXxPmFMVxcb6DWtiK/v7rVxMnJnASDKW6im40OJnNivhJV/1gzxTPKwzsShqok9Rl0clP3vB/kZ0UYYl8o6Wpss/a8bNgyO5O1zyDluohwoFoyuoPBpZ02PvTIM/jEU8tkmc0oSGZwvKz7zGCe2koAXiF5ikz0l/7iOQDAa06N34xb2heUCJlo0FqC7vsRBSP0zoQPhqM5ZQbDWNpp+a0L8pZVlzi/MAbb5V2SvjzKRGODQXnQzYVMNIYZtF3oKsuNQzUA3LswBgB4dqlfKmraDpZ32zg5Sb9eEEjvM7jd7GA8J8GgprC+hINkBnMXDMYwg5xzmLbrtzU7yjj6IxwCQErNYE6sc+U9ZmEGO45LWgrTKxMNH0DkAst5fhrOA0HNoAgGRZ3gudwxg+ky0brp4AceOIkffOjWm3RXe0d0awmxDlB+P6IQrtHcDRmVVHNwOO9Fb6b5+nYrN60L4nDPfBUA8OxSIBXNU9N5IPmwXjcdMEa/Hy/g1QxGJE0th3aSNAr3LIh59Y2rW33fLW61wDlwKi/MYIJrJQBsNS1M5Egm2lvekqeESRhKTNP5oL6e/ju/X+RrVRhizyglyEQ7OZGJynvM5CZKnBnslolqXRm28GaRh152EvedHMdrTo3j7Myo7+x2x1wemcHkZEOzY/tNtqlDzp+uYNDKJzMYF6TnxXAhjO+//6T/36MFDde3234wOJrTYPCYZ+2/XhcNwjnnudlbJAwtgRls2xgxtFywakYCM5i3JNDsaBF3Ha/iL59e6ftuZVfU2s7lxKRMU5VY5UnbctCyHEzkpLXMSEHzpdMS9Zwyg1pcMOjtlUM30SGODBL7DNpuLl5eRWGxm1wvLMeFTnjTMxIMZMKZ6TzJRG+druBjP/oQAOA9r1nAqclybmo5JIRddjwz6LqirUFe2BtFMoM9NYOqwnLhhhrGS6v1yM/zyAy++dwMfuQtZ9BxXHzhwjqub+dfJlrUVRiagl1PwptH19rEmkHTys2zSZKJ5i0YBIBvPz+HX/3kC1jZbftJBwD+XMuLiZSe0FpiqymSKHlp2D5W0v1/f4k81dWGoSisa4+UaHvs+tBAZogjg5KhxDJqppWfDaKgxY8jjFwxg4YKy+FwvU0inDnMk4FMGEVdxUNnpw/7NgaGkInGJxtkS4O82P/7fQZ7ZKJ5Ymsk/scHb8Exz5gojLwcBHvxwXfehX/9HfdgfryEpZ127mWigHdAbIkDouw5mCeZaJL1f56aaccyg8TLJ+LwjvNz4Bz4zPOrXZ/LOTaWE3WApiixypOthnhv8iITrZZ07LZsfPq5VXzhwjoA+AmtvLwnEipjXXukhDxr5mkN2yvytyoMsSckyUTzUjMIiCAji4GMRbx5a2/NIABYXhBihYIRNUc1g0cBUb2TwsgbeyODQbunz2Aeg8GzsyP44j//lr7P8ygTDeP4WMljBvMpsQpjrKRjp2Xh+nYL9//bTwLIV22qrimxyoC66eTm2ZR0FU3ThuW4XcEH9SRpHG6ZEgqTtZ7m8zLxkJeEkKay2JrUbY8ZzIuBTLWooWU5+IVPPIff+NSLAIL2K3moqw1DjWMGfZlo/t6ZQXH0RzgEgCAY5BETPk+Hw6KuxLqihmESl8OE700Gg7Ju8Cgwg3lFmtubz97kpGYwkhnMWe+3MFSFoeK9L/efnsA33zGDqZzU2MRhYbyIjUYHGw1x0M1bVj2MalHDTsvCy+sN/7O87C2AcKyNSwbV2xZGc/JszsyM4NJGA2/75c/gHb/+ef9zsS/m790vaEKCXOupUZMyxby8M7oSrzzZ9ILByZysZzIJ9/JGw38uDdPGSCEfdbVhKIwh6rFIZvCV0HQ+H2/QEPtG0VDBudgMeoth89JaAhCbQjsjM0g5AyqZQYUFEgQZDIZlSnkykDkKMFSGjuOCcw7G+v/tmzlrqqtG1AzmVSomMVLU0Og4eNPZGfzEw+cO+3b2jeNjwmzpglcTOZKTREMUxko61usdrNdDDE6yOS8pJLeWsH2XZOq4d2EMlsNxbavV9XnHcbtatOQJ1aLW5SIMCJnoSEHLTW29psa3Ltpq5kwm6rGxHdv1k6T1tp2bEoowVAWRBjJNz2ejZORvTIMivyeCIQZC0W/L0B9IdXJk/13UlWytJagzg96GrCmKf5/SRKYrGMzJJndUIIN003YjmzYHdV35eF9khra3tUSe2JpeSKleycjvGMKYHxfB4Asroo9aXuZWFKRMdHU3CAbzxBLoaoJMtJ2fmsHzXjsGCT/RSHxfTEK1qPc1nt9tWbkykEpKNmw3ciYTLQX/7pIZrHvMYN6gKtEtpZZ2RDIlL261+0E+V4UhBobMbETVDebpcFiM6Z/Ui47j9jV2pgS5IasK8wMQy+43kMlLxvOoQDrQfviRp/He//xo3/fNTr5kolpUMGjlRwkQBdlkvpSTZ5CG+XFx0LiwWkdBU3Ln8hpGVQaDtTYKmoLff/+D+K5Xzx/2bWVGUs1wng66pybLXZJWeajNsypgNIIZ3G1b/nqQB4g+g9HJho1GByMFLTfPJ2zaUw8Hgzl6HhKqArgRJVRXNptgDFjwEnZHGfmYdUPsGyVPGtrbXsJxOSyH52YBKmRkBi2b9phkAKh57TIAoOOIZ9PVZ3BoIHNTIZ/LxbUGrmw0+77Pm+OjEtl0Pj9KgCjIQ27eTAriILPO6/VObmrS4jBWEuzNyq6JY9UiXn9mKlfBbVxrCc456qadm+fDGMN9J8b9v0u5aF4NZACRBOplBmttu4uhoo6kPoOXNhq5asUUNu3pOC5M2/ESJvlbl1UW3Wfw6mYLx0aLr4g+g/lcFYYYGHIy9zKDUj6Sl8NhUVMztZZoWbQdUn1mUGX+5mz6NYNDZvCwIOW7jY4dyaLLGoK8SPl8Axl+FGWi+XgGaShoKmZGRcuMvCQZ4jBW0uFy4OX1BmZH+9uAUEecjK9lOXB5vp7PL37Pq/Bff/j1AICrm01sNjrYbHRIJ0mTMFrUIg1k8uIkCnjJhhgDmZfXGzgzU7nJd7R39Lo4X9loYnmnnRv2PIz/v707j5LrLO88/n1q701q7YslS/KG8G68YbAHb5zB4Zg1ZjkEsBl2cOCPIYQwCQTMIeuEIUMyMJnBwzCQYIhjsBM8MCQQsMNmg8EYjDfZlmxtVqu71d3Vtbzzx723qrrUklqtUt373vv7nMORVF0Sb/mpuzz3fd7nzeXm31riiX1TnOhRgn4s/DwryFGLbpy6E6mo5NKXm8Nga4lDzwzO1BocqNbZMTbNxuXJndrvnBmM/tu3uol2XCySXOqaRlFcDlQbrcSvk29bSxRStLVEJJqdSUsyCLBhWXCu8qX8+FCiG/Nf75pg9Tx7QibdoboJ+7iZ9vrRAS7aspx8znhy3zQ3fvEeduyf5opnrY57aIsy/5pBf2ZrIaj0ce7gZiXVeoMnnpni5JUeJYNdSfj1n/0hT+2f5qqta2Ia0eLlbf6tJZ54ZooNCb6P7CV/jiI5Ju0y0bmJVJRY+bKGKCgTPfTM4IUf+2br6eGWlcP9GtZRK8+zZnBWM4Oxi2IxWa1TrTdpNN2cGER7wflSopg7xNYSvs4OAAyXwzWDnsRgIV5x3gnc+/gYv3hqPO6hHJNotmCm1vSm82anUmH+MtFo/zSfEg8IyhLXLa3w5L4pfvX0BK++YCOvuejEuIe1KCOVAuPT3d1Ea17tMxp1B681muRz7fPX43unaDrY4tHMYKWYC8uqg2vL9rFpXnvRibzqwo0xj+zo5XMHl4lW6w2eHp/RzKCky0BaykSLhy8T7SwjSXLJRXtmsN1NNDqpzt1nUIdoP0UNZKIZwO7v2oHZOpWiP00+8vOsGZxt+L1mMOroOJiimcHrLghuoLZ4NDMwn86mEqtSVCYanQ98mhmMbFg2wKN7DrBnctbrrogjlSLTtUYrPs45xmd8mxk8uFID4JFwX86TEvwAu5uZHTQ7uHaJn9+v3DzJ4PZ90zgHG5dlIxn05yiSYxK1Ye9OBn0rE51v3cChnJTgG6vObqKHayCjmcH+itYMRiWiU7ONOSWhBzzqKAgdW0t0XOeqNb/XDC5JYTJYKeb57vuv8La5R6QzGYxKX31ypDJRX8rDO21YNsg/3LsdgDWe3qxDe1Z2cqbOsqESU7MNGk3n1ZrB6CFiveuBwyO7w2QwwQ+w57NkoMjecEsMwMvScAiS9O4y0R1jMwCc4OF5bDH8vvLIgkUNZLpnOqLOnL6UjS2pFKnWm0dsIrN8qJTo/XrmdBPtKhPt3N9O+wz2V7HrZry7++6Bap1Bj9Z1tbeWaH+nqnW/t5ZYNVImZ7B0ILnH92JsWDbIao9v1gFWjgQxWb+0wovOXBvzaI5eIW+t/V47TXg8M7hx2WBrJsrXmRtoJ4PRw+DoV5/KRIutMtG5icd3H9rNlpVDXm2TAcF/+5GOY8LHplEQdN12Lrj3+oPbfs4vdoy3tmNZvzQbyaB/ZzZZlIFDJIOtNYO+JIPhiX98pjZvu99o0+MkzwpC+6LQOTNYbTWQ6SgTVQOZvjooGTyoTLTh1exAvpUMtl/zfWuJF5+1jmetHfGyDDHtVo9U+Nq7L+W0tcNefsdKhygTjWYGfSpJjHTO0Po6cwNzr/2dv/oUk2jZx6+enmidv3ZNzHD3w3t51xWnxDm0RXnFeSewd7LKJ7/1EICX64ShfZ184KlxPnf3Nj539zZeHZbu+3zMHA0/MgA5Zq1N52cPVSbqx4U7KhHrXkgeieq+X53wRcydDWSimcH2msHOMlEdov3UnQxGm8xHDlTrDHlUnhjtM5imrSUK+Rxb1y6JexhyCGdtWOrN9aRbMR90e/zQbT+fcx4+MOvvzGBnMpiGmcEoCdw5HpTxrRz252b9kpNXsHyoxA03/6C1j+0d9z1F08FLzlkf8+iO3huft5l3XdlOYn1NnKJkcPvYdOu1W+/dzvKhUib2GAQlg5lRKczfQMa3bqJLu54OdqvWG7zj8pNbDRmSKko6ivl2A5n5uomqTLS/SoW5/70PKhP1bGaw1bAg/E41mo5aw3l7sy5yPEXn5f9197ZWUw9olyT6dOxHoo3Mi3ljWYKXThxJtDbwoV2TOOd4LEymfGq6tGXlELffeCmNpuNLP3oCgK/9dAdb145w6pqRmEe3OOVCnlI+hxmsGPLz+xU9NN2+r50MzjaaXj88OVp+ZAByzHLhfnaH7ibqx1ehVSoyfXAy2Gzd6Cb/s8zbQKauBjJxO1KZ6PRs3avGJbmckTNapW/R8e7LGmGRfurc1zWauYHg4WMxb15cW7qtWVKhkDNWj1RaDaV8FM0M/sFt93Pn/TvZtucAlWLOu3Vq60cHuPxZq7nlx0+wbe8B7nl8jGs9nBXsNFwpsGKo7E2X7W7RsLePTZPPGedsHAVgncfdd4+Wn5GTRRko5Zk5qEzUr60loqeD4/N0FI0W/vvwWeY0kGl1Ew3XDGpmMDYHl4k2Dvqzb5udLxsssW8q6Pjm28MfkX7qfPj2xL52Mrh7osqq4TJm/p2P8zlj/egAazwt4YucMDrAb5wVNCV6ZM8kj+2dYtPyIS9j8vLzTmDneJWb7ngA8LNEtNNIpeD19ytajvPkvmnWjJTZGs7S+rwVy9HSHUGGDBTzB5eJ1vzaWmLJQPB0cP88M4NVjzqjluZsOh9czObddF4NZPrqSN1EZ2oN7zY7XzFcYu9kkAw+EyaFQ2W/PoNIPzz+TDsBfOKZdsnY7okqqzwuGbvh+Zu93Ww+Usjn+KvXnc9wucDuiSrb9h5g0wo/94C77NSV5Ay+8YudnLtxtFXK66u1SypsXuFPuW636DZr+9g0a5dWOHVNsN9jlmYG/SuAl0ULksF2CWK90eTfHnkG8CgZrBy6TLTa8CexjZrGFPLWqrdvdxNtx6ioBjJ91b3P28Flov4lgyuHy+yZrAJw18N7ADh/0/I4hySSSNEG0zmbmxjuGq9yoqeJB8ANz98S9xB6ZtVImV3jVbY9M8UVW1fHPZxFGR0scc7GUe59fMz7WUGAT73uOV5XMbUayOyb4rJTV3HK6iAZXJuRbSVAM4OZUinm58x0/MNPdvCVe54E/FkYXynmKRdy8zaQ8WlmMJqByudymBmVQr617cecmUGPT7A+KnY1kOksE3XOMV3zr0x0xXC5tTHwdx7czQmjA5zs2ebGIv3wxudt5tvvu5wrt67myY4y0V0TM96tTUurVcNlfr5jP7P1prczgwBXP3sNpXyOF5+9Lu6hHLOVw+VE7+t8JNFa2vGZOmuXVrhw83Jeeu56Lj1lZcwj6x8/MgDpiYFSfs4+g0+Hm2refuOl3iSDEDSRmW9rifaaweQng1HCGj1NGyi1S3g797ny+Wmbjw4uE21/z2YbTZoO71pNrxgqsWeySr3R5HsP7eUl5673cp2NyPGWzxmbVgyxcfkgdz28F+eCpmT7pmre7qGWNqtGyvzgsaCiyadOot3ectlJXHv2etZ4XH6cFvmO6+G6pRWGygX+y2vOi3FE/edPBiDHrFKc2010/3SNgWKeM09YGuOojt6SSuGwM4N+NJBpbzoPQQnvTC1qINPRTVRrBvvqcN1EZ2aDuPhXJlpiYqbOjrEZJqt1zlivPfpEDueE0QGmZhuMT9eZDB8I+bqHWtqs6pihPXW1n9sxQPBA2OfS4zTp7LLr8wznsUj+FIr0zEBXmejYVK21b59PgpnBeZLBukdrBrtmBssdiXqtqW6iceleM9hZJhrFx7cy0WhT5kf3BvumjVT8O+ZF+qkcPvCpNhrsCjc397lbYppEyeDoYJGVw9m8cZfe6pwZ9GnrqF5K/l2z9EylOLdMdP+0p8lgZf5k0Ke2+aV8u5sohDODYeJRn1MmmvzPkibFrpnY6fmSQc9mBleEyeBje6JkUAUhIodTDM/L9YZj10TQfEllosmwKjyfnbp6WOXu0hOFjuu+bw97e0V3mhnSvbWEr8ng0oHi/FtLeLSh9kFrBot5ZqJN5zv3GVSZaF/lc0bn/UXn8RIlht6tGQyfnj8aJoNLlAyKHFb0kK7R7EwGNTOYBNHM4Ckel4hKsuQ6Lvq+PeztleTfNUvPRE1Kmk3HQ7smgmRw0L9kcPlQqdUdsVN7ZjD5B3NnN1GY2+m11nSthETdRPvLzOasG0xDmWj0JP0xlYmKLEh0Dqg1muyeqGLWnmGXeEXJ4Klh+3+RY9V5n6Uy0ePMzCpm9gMz+6mZ3W9mfxi+fl3456aZXdDx/hea2Y/N7Gfhr1f2a6xpFa0Z/Pr9T/PCv/gOv3x6wsuZwTVLKkzM1JmandtRNJoZLBeT/4wjmhGMfq107AFZbzQZKhXm/Fz6p7UHZM7mlInOeFsmGswMRmWiwx51DhaJQ+fM4N7JKssHS3owlxCnrRnht557ItectTbuoUhKaGawv91Eq8CVzrlJMysC3zWzfwJ+DrwC+HTX+/cA1zrndpjZmcCdwAl9HG/qVIp5qvUmD+6cwIWViH4mg8GTwZ3jVbasbH+FowYy3U1AksjMKBVyrTLQgVKeaq1dJjpUzjNZrbdmDqV/onWDo4NFpmrtBw5RYujbxWKwVGCgmOeJfcFWMlozKHJ40Tmg1nDsnZxtPVCR+JUKOW562VlxD0NSpPNBj2+VP73StztNF5gM/1gM/+eccw845341z/vvdc7tCP94P1AxM9VpHIPoS/7w7gOt10Y9TAbXhvvyPL1/Zs7rsx7NDEKQtEYnoUqh3U10ttHklNXD3PD8zVx2anY2PU2KqERsdLDEVHW+MlE/vl+dVo6UaITlx9Gss4jML3oI12g69h6osmJItx4iadU5f+Dbw95e6etdjZnlzewnwC7gG8657y/wr74SuNc5Vz1+o0u/6Ev+650Trdd8XDO4OkwGd03MTQarHq0ZBHjv1afy0nPXA3M3na83m5QLeT507RnakDYGUTK4fLDEZLVjZrDmZwMZoHUzO1wuzNlTSUQOFlVs1JpNzQyKpFxnBdZgRh+W9jUZdM41nHPnAhuAi8Lyz8MyszOAPwbedoifv9XMfmRmP9q9e3dvB5wyUTL48O7J1ms+lomuXXr4mUEfuokCvPmykzh/03Ig2nS+XSaqtYLxib4/y4fmJoO+rhkEWvtxjWi9oMgRFTrWDO6ZrLJiSMmgSFp17jPow9Zkx0Msn9o5Nwb8C/Ciw73PzDYAtwJvcM49fIh/6zPOuQuccxesWrWq52NNk0pYJlrr2LpgiYfJ4HC5wFApz87xuRPFPm06361czDNTa9JsOmqNJkUPP0NaROuFlg2VmJpt0GgGx0vUWdTHNQXRzKA6iYocWbS/6/Rsg/GZujqJiqRYZ2uGrFbO9LOb6CozGw1/PwBcDfzyMO8fBe4APuCc+15/Rpluy+YpCfVxzSAEHUV3zlMmauZnB85otqlab1Jvutamx9J/UZloNBtwIOxa29pn0JMy5E4rR8KZQTWPETmiqEw02mNQZaIi6dU5M5hV/Zx+WAf8s5ndB/yQYM3g7Wb2cjN7ErgEuMPM7gzf/27gFOD3zewn4f9W93G8qXPJSSsOeq3oQefN+axZUmHnPGWi5UIO8/DAHgib3szUGkGZqKdxSYPWmsEwGZycCZLBmVqDciHn5ZPD9sygkkGRI4keKO4cD64xaiAjkl7aNqaPW0s45+4Dzpvn9VsJSkG7X78JuKkPQ8uMQj7Hf3rxs7npjgf48tsv4Vu/3MXp65bEPaxFWTVS5r4nx+a8Vq03vWke0y1qSjJdawRlonmdnOISbU0SzQYcCNcNTtcaXpaIQvuzDKtMVOSIojLRVjKomUGR1PLxAW+v6TFxxrz5spO47vyNLB0scsHm5XEPZ9EGwjV2nar1pjfNY7pFScZMrUG96Vo3I9J/xYKRs/Z62olqu0zUx+YxAKuGNTMoslBRmWh7ZlDJoEha+bi0qNd0x5lBPm4n0a1czLUaxkSq9YaXzWPg4JnBgmYGY1PM5ygVcq3Om3NmBj1NBlcoGRRZsHaZaLhmUGWiIqmV83BpUa/pzkC8VC7kWvsKRqrhmkEfRUnGTKtM1M/PkQbFfI5SPsdQmAz++f99kHsfH2Om1vByj0Fol7ktUZmoyBFFa7bHp2sADOshikhqac2gkkHxVCXcl88512oYM1tvUvJ8zeBMral9BmNWyucoFfIMh8ngT54YY8fYNKeuGfZ3zeBQiQ9cs5VrzlwX91BEEi86/07NNsiZbhZF0kzHt5JB8VS5kKPpCLZhCEsq0zAzODXbCD+Tn58jDUqFHOVCrpUMQtBivpjPsWXlUIwjWzwz420vODnuYYh4ISrTn641dC4WSbmoTDTLjfuUDIqXoq6h1Xq7pHK23vC4gUww7mh9WpZPSnF7/SWbuGLr6laZaGT72DTXnLk2plGJSL9EMwXTsw3KRT+vKSKyMNHxXsrwgx8lg+Kl6AJdrTVaMzgztaa3DTKi5HZiJlijon0G4/OcE5fxnBOXzfuza85SmaVI2hXDbs6zDX+vKSKyMNGm875OJvRCdj+5eC0qB53paCIzPdtg0NM1XdFatPFwg3OtGUwWM1i7pMJ5G0fjHoqIHGf5jsoMlYmKpFu0k1eWk0E98hIvRQ1XqrX29hJTtTqDJT+/0tGawYmZqEw0uyelJPrIS85gw7JBbU4rkgHFjn1eiwUd8yJp1mg6QMmgiHeimcFq18ygr90eB4p5zGDXRLDJsa+fI61ec9GJStBFMqKzu6COe5F0c0EuyJqRSrwDiZGSQfFSZwOZyPRsg0FP94HL5YzhcoHt+6YB7QeXNLohFMmOzjL9LDeVEMmCTSsG+fC1p/MbZ2e3J4CSQfFSa2YwLBN1zjFV83fNIAQJ4I79UTKoQzMJzt+0jG17p+Iehoj0US5n5AyaLtulYyJZYGZc//wtcQ8jVrrjFC+Vo03aw5nBar2JczDg6ZpBgJFKgYd2TYa/18xgEnzlHc/DRTUkIpIZhVyO2UZTVQEikno6y4mXumcGp2aDXwc83hNqpFKgHi5kVjvz5DBTAwmRrIk2nteeryKSdv7eOUumVYpzG8hMzQZdOH3tJgpzZwOVDIqIxCdqIqOZQRFJO53lxEvdDWSmo5lBj9cMdiaAKhMVEYlPlASWtWZQRFJOZznxUmvT+VqDX++c4J7H9wF430AGgllPNS0QEYmPZgZFJCtUiyZeihrIVOtNPnrHA3znwd1AOmYGNSsoIhKvopJBEckIneXES+1N5xuMTc22Xk/DmkGtFxQRiVc+r2RQRLJBZznxUrubaJOJmXrrdZ/LRDUzKCKSDMVccI1Ryb6IpJ3OcuIlM6NUyDFTbzAxU2u9PlD0PxnUhvMiIvGK1gyWtLWEiKSckkHxVqWQo1prMp6SmcElA8GM4BLNDIqIxKoQloeqTFRE0k5nOcWJjZoAAA3dSURBVPFWuZhnYqbObLi9BPi9ZnBJq0zU388gIpIGhaiBjMpERSTldJYTb5ULOfYeqB70mq/UQEZEJBkKaiAjIhmhs5x4q1zIsWdybjKYy/m7vkMNZEREkiGaGfT5AaOIyELoLCfeqhTz7JmYPfIbPbFiqMzWtSOctWFp3EMREcm0Qi5aM+jvA0YRkYVQPZp4q1zIsbtrZtBnpUKOr7/338U9DBGRzFOZqIhkhc5y4q1yIU+j6eIehoiIpEyrgYySQRFJOZ3lxFvlor6+IiLSe3ltOi8iGaEyUfFWpdDeU/DiLctZMVyKcTQiIpIW0VrBkmYGRSTllAyKt05ePQT3B7///JsvVjmPiIj0RF5loiKSETrLibfO27is9XtdsEVEpFeia4q6iYpI2ukOWrx17omjcQ9BRERSqDUzqDWDIpJyOsuJt1YOl+MegoiIpFA0I1hW1YmIpJzWDIrXrn/eZqZm63EPQ0REUkQzgyKSFUoGxWsffskZcQ9BRERSppCL1gwqGRSRdNNZTkRERKRDe9N5NZARkXRTMigiIiLSIa99BkUkI3SWExEREelQDMtES1ozKCIpp7OciIiISAdtOi8iWaGznIiIiEiHaK2gkkERSTud5UREREQ65KMyUSWDIpJyOsuJiIiIdLhg8zKu2rqa4Yp24BKRdNNZTkRERKTDhZuXc+H1y+MehojIcaeZQRERERERkQxSMigiIiIiIpJBSgZFREREREQySMmgiIiIiIhIBikZFBERERERySAlgyIiIiIiIhmkZFBERERERCSDlAyKiIiIiIhkkJJBERERERGRDFIyKCIiIiIikkFKBkVERERERDJIyaCIiIiIiEgGKRkUERERERHJICWDIiIiIiIiGaRkUEREREREJIOUDIqIiIiIiGSQkkEREREREZEMUjIoIiIiIiKSQUoGRUREREREMkjJoIiIiIiISAaZcy7uMfSMme0GtsU9ji4rgT1xD0IOorgkk+KSPIpJMikuyaS4JI9ikkyKy/G1yTm3aiFvTFUymERm9iPn3AVxj0PmUlySSXFJHsUkmRSXZFJckkcxSSbFJTlUJioiIiIiIpJBSgZFREREREQySMng8feZuAcg81JckklxSR7FJJkUl2RSXJJHMUkmxSUhtGZQREREREQkgzQzKCIiIiIikkFKBnvAzCzuMcjBFBcREeklXVeSSXERWTwlg71RjHsAMi99vxPGzFaGv+bjHou0mdkFZrY67nHIXGa2tOP3utlNBl3vk0nX+wTSNd8POniOgZldYma3AH9mZqfry54MZnaRmX0e+LiZnWVm+p7HyAKDZvZF4DYA51wj5mEJYGZnmNldwIeA0bjHIwEzu9jMbgP+xszeZGZlpwX+sdL1Ppl0vU8eXfP9o4NmkcKn6P8V+EdgD/Ae4E3hz/QENwZmljOzDwF/A/wTUADeBZwT68AyzgWmwj+uNLN3QBCvGIclgfcAtzrnrnXOPQg6f8XNzM4GPgV8GbgFuBI4JdZBZZyu98mj631y6ZrvHwVm8c4BHnTOfRb4c+DvgZea2WnOOacLRP8555rAk8D1zrn/A3wM2AToCW6MzKxgZuuAncB/AN5hZqPOuaYuDvEJy3ccwU0uZvZyM9sADIR/1jksHhcBDznn/jfwDaACPB79UHGJxZnoep8o4fV+G7reJ044M6hrvkcUlAUys9ea2R+a2UvCl+4FLjCzk51zB4AfAj8C3gbBk5GYhpopYVw+0hGXLwA/Ccuq9gITwLr4Rpg9HcfKtQDOubpz7ilgC/AY8G3gd8NjpxnjUDOlOy7AAeAy4MqwzOptwE3AJ0DnsH7piMtLw5e+BrzczD4G/AzYAHzSzN4Piks/mNkLzOzijpd+SnC9P0nX+/jME5e/Rdf72HXGxcxy4czgU8BmdM33gpLBIwifcLwd+B2CL/WfmtmbgUngcwTlIgBjwDeBwfCJiBxHXXF5lGAdxw1AwTnXdM5VzaxIcCP1qzjHmhXzHCt/ZmY3mNmQmW0CHnXOPUkw2/FO4BYzK4dxkuPkEHF5i3NummDT378G7nTOvQj4IHCmmV0T24AzYp64/ImZvdU5txPYStCo5Pecc88FbgYuNbNL4hpvFpjZiJn9PXAr8DYzWwYQJhp/B/x2+FZd7/tonrgsD39U1fU+PvMdL1GyZ2anAY/omu8HJYNHED7xuwT4o7BE5F3A5cBVBOsHTjGzq8MDYC9wArA/puFmxjxxeSdBTC7rKNk5HdjpnHswPGldFNNwM+EQx8rVBLNP+4AtZvY14E8JnhRuc85VnXO1uMacBYeIyxVm9iLgfxKstVkdvnc78F1AT2+Ps0PE5QVmdo1z7lGCdYJPhm//MbALqMYy2OyYBb4F/BawA7iu42dfAbaa2VW63vddd1x+Ew6akX02ut732+GOlx3AaWb2VXTNTzwlg/MwszeE097R06cHgBPMrOCc+ybwc+C5wG6CssRPmNkpBMmIAaU4xp12C4jLz4BLCdYNACwHpszseuAu4Cyt7eitBcTkPoKYnAZsBx4BznfOXQtsNLPzYxl4yi0wLpcTXMxvBN5oZudasND/aoKZKumxhcbFgoYldwIfCs9ZrwHOIEhApIc6YjLqnKsSNCT5JvAgQWnos8K3/pSgLFHX+z5YQFxOC99XCP+Krvd9sNC4ACMECaGu+R4oHPkt2RCeNNYSJHdN4GFgKLw5egI4i+BJ7S8JLgh/Aaxwzn3ezDYCv0tQ2vMW59xYDB8hlY4yLn9HEJdlBDez1wCvJXia/jrn3H39Hn8aHWVMvkTQcOEW4L3OudmOf+oq55yeqvfIIs5hnwBOd859xczKwKsIEo7XO+dUatUjizyHrXfOfdrMXkC7U+KbnHPbYvgIqXOImLzVzN7jnNsTvudugodYrwI+Gs4G3hwm6h8AnoWu9z21iLjc5Jyrh3/936Pr/XFxlHF5NcHx8pSZva/rGq9rfkJpZpBgM8yw3GAE2O6cu4qg7HA/8JcEN7SrgQvNbKlz7rHwZ1GpwseBdzrnLnXOPRDHZ0ijY4jLK8N/4jbgtc65N+nC0BuLiMmjBIv6X+mcmw3XSeUAdFHonUUeK2PAKwCcc18APuice6lz7v44PkMaLTIu47TPYW8k6JZ4tXPuF33/ACl0mJg8A3w6ep9z7tcE5bnrzOwUC9Y+55xzfwK8Q9f73lpEXNaHcRkMf/Q1dL3vuWM4XgaAmfDf0DU/4TI9MxiWF3wEyJvZPwJLgAYEHRDN7N3AUwRrz74AvIxggfLHCZ6O3BX9W10zHnIMehCXu8P3fq//o0+nY4xJA/h++F5HsJ2B9ECvjpXw/YpLj/TgePm38L014Om+f4AUWkBMfhvYYWYvcM59O3z9VjN7NvB1YBi4AnhA1/ve6UVczOwK59xdh/i/kEXo8fGiNegJl9mZwbD85scEJYUPAR8FagSNFS6C1j42HwH+OFzP8RmCjm7fD//ev8Qw9FRTXJJHMUkmxSWZFJfkWWBMHEFMPtzx964j6LD7z8DZmgnsLcUlmRSX7LGsPgw2s8uAzS7Y2Bcz+yuCBiTTwI3OufPDqe3VBOU873POPWZmo8CQC7ruSY8pLsmjmCST4pJMikvyHGVMPgm83zn3aPj3cM79a0xDTzXFJZkUl+zJ7MwgwVOPL5lZPvzz94ATnXM3E0yL3xg+vd0A1MO1HDjnxnSxPq4Ul+RRTJJJcUkmxSV5jiYmDResdcY596+6sT2uFJdkUlwyJrPJoHNuygX7nTTCl15IsFUEwA3As83sduCLwD1xjDGLFJfkUUySSXFJJsUleRSTZFJckklxyZ5MN5CBoFMSQUOLNcBXw5cngN8DzgQe1dPa/lNckkcxSSbFJZkUl+RRTJJJcUkmxSU7Mjsz2KEJFIE9wNnh047fB5rOue/qix4bxSV5FJNkUlySSXFJHsUkmRSXZFJcMiKzDWQ6mdlzCbaJuAv4rHPuf8Q8JEFxSSLFJJkUl2RSXJJHMUkmxSWZFJdsUDIImNkG4PXAf3bOVeMejwQUl+RRTJJJcUkmxSV5FJNkUlySSXHJBiWDIiIiIiIiGaQ1gyIiIiIiIhmkZFBERERERCSDlAyKiIiIiIhkkJJBERERERGRDFIyKCIiIiIikkFKBkVERI6SmX3YzP7jYX7+MjM7vZ9jEhEROVpKBkVERHrvZYCSQRERSTTtMygiIrIAZvZB4A3AE8Bu4MfAfuCtQAl4iGCD5nOB28Of7QdeGf4TnwJWAVPAW5xzv+zn+EVERLopGRQRETkCMzsfuBm4GCgA9wD/Dfisc25v+J6bgJ3Oub80s5uB251zXw5/9v+Atzvnfm1mFwMfd85d2f9PIiIi0laIewAiIiIeuAy41Tk3BWBmXw1fPzNMAkeBYeDO7r9oZsPA84BbzCx6uXzcRywiInIESgZFREQWZr5SmpuBlznnfmpm1wOXz/OeHDDmnDv3+A1NRETk6KmBjIiIyJF9B3i5mQ2Y2Qhwbfj6CPCUmRWB13W8fyL8Gc65ceBRM7sOwALn9G/oIiIi89OaQRERkQXoaCCzDXgS+AVwAPid8LWfASPOuevN7PnAfweqwG8CTeCvgXVAEfhb59xH+v4hREREOigZFBERERERySCViYqIiIiIiGSQkkEREREREZEMUjIoIiIiIiKSQUoGRUREREREMkjJoIiIiIiISAYpGRQREREREckgJYMiIiIiIiIZpGRQREREREQkg/4/7x8yabVgP/wAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Du 01/01/2000 au 01/01/2015\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "data[(data.index > '2000-01-01') & (data.index < '2015-01-01')].drop(['CO2', 'long_trend_fit'], axis=1).plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Comme annoncé précédemment, nous voyons que le modèle basé sur un simple sinus, ne colle pas parfaitement au données. \n", "Cela n'aura probablement pas un fort impact sur le résultat final." ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "#### d. Définition du modèle global" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Dans la suite, nous créeons le modèle prenant en compte l'évolution continue et l'oscillation saisonnière." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "data['global_fit'] = pd.Series(long_trend_fitted_curve(time) +\n", " seasonal_oscillation_fitted_curve(time) -\n", " data['CO2'][0],\n", " index=data.index)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Base complète\\nDonnées brutes vs Modélisation\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data.drop(['long_trend_fit', 'seasonal_oscillation', 'seasonal_oscillation_fit'], axis=1).plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "0.997596462036615" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimation du coefficient de détermination\n", "r2_score(data['CO2'], data['global_fit'])" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "L'intégration des oscillations prériodiques permet d'améliorer un peu plus le modèle initial. \n", "Au vu de la très bonne valeur de $r²$, nous resterons sur ce modèle pour faire les prédictions pour les années futures." ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "### 6. Prédiction pour 2025" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Dans les chapitres précedents, nous avons défini un modèle permettant d'intégrer les oscillations saisonnières à la tendance continue. Nous allons donc pouvoir tenter une prédiction de l'évolution du CO2 dans l'atmosphère pour toute l'année 2025." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "hideOutput": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "(52,)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Définition des différentes dates de l'année 2025 à calculer\n", "# Une date par semaine comme pour la base de sonnées initiale\n", "pred_range = pd.date_range(start='2025/01/01', end='2025/12/31', freq='W')\n", "pred_range.shape" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Calcul du temps avec la même fonction que pour les calculs des chapitres précédents\n", "time = dates_to_idx(pred_range)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Calcul des préditions sur l'année 2025\n", "# Calcul avec oscillitations périodiques\n", "# Calcul de la tendance continue\n", "pred_2025 = pd.Series(long_trend_fitted_curve(time) +\n", " seasonal_oscillation_fitted_curve(time) -\n", " data['CO2'][0],\n", " index=pred_range)\n", "pred_long_trend_2025 = pd.Series(long_trend_fitted_curve(time), index=pred_range)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "425.0" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calcul de la valeur moyenne avec le modèle complet\n", "mean_2025 = round(np.mean(pred_2025))\n", "mean_2025" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "425.0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calcul de la valeur moyenne avec le modèle sur la tendance générale\n", "mean_long_trend_2025 = round(np.mean(pred_long_trend_2025))\n", "mean_long_trend_2025" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "La valeur moyenne attendue de CO2 dans l'atmosphère pour 2025 est de 425 *ppm*." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Affichage des résulats\n", "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Année 2025\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "pred_2025.plot()\n", "pred_long_trend_2025.plot()" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "L'oscillation saisonnière calculée respecte les caractérisques principales des relevés :\n", "- Maximum dans la première moitié de l'année.\n", "- Minimum dans la deuxième moitié de l'année.\n", "- Valeur au 31/12/2025 supérieure à celle du 01/01/2025.\n", "\n", "Nous voyons tout de même un déphasage (avance d'environ 1.5 mois) avec les données brutes. \n", "Comme nous l'avions pressenti au début de l'analyse, l'intégration des oscillations saisonnières dans le modèle ne permet pas d'améliorer les prédictions. Les 2 modèles (avec et sans intégration des oscillations saisonnières) donnent le même résulat (425 *ppm* de CO2 dans l'atmosphère)." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "hidePrompt": true }, "outputs": [], "source": [ "# Préparation des échelles de temps pour le tracé des prédictions\n", "hole_range = pd.date_range(start='2020/02/01', end='2025/12/31', freq='W')\n", "time_hole = dates_to_idx(hole_range)\n", "\n", "pred_hole_range = pd.Series(long_trend_fitted_curve(time_hole), index=hole_range)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lZsdE7FtkZreHQ1g3m9lQMyuWweO/IuzRej48dq6ZnRCxv5qZDTOzDWY238yujdg3OHKIZdoezbCOO8PXbPvBBEIzq2NmP4Sv7Toze8fMymTlMabWYWa3mdkaM1tpZldGnFs07JVbYmarzexlMysesb+nmU0Ln9vxZtY0vRrdfaG7P+3uK9092d1fBYoADcJDLga+cPfR7r4N6AucZWalwvMfcPe57p7i7hOBMUC7rD5HIiISUBgUEcm7LgPeCb96mFllAHefQNBz0i3i2IuAd8PvbwHOBLoA1YCNwIsQ3JtHEKieByoCicC0A9RwVdjOPuC5NPu7AMeE9VUHvgIeJugNuh342Mwqhse+C0whCIEPERFw0/E2cATQGKgE/M/dtwOnACsieoRWRJ5kZvWB94B/h49vOPCFmRWJOOw84GSgFtAUuCKTOtoCC8OaHwA+iQjW7wHLwufmHOCRyLCYBRcCpwFlDrTYvLtf4e6Dwx8NeDS87jHAUUC/NKdk9hirEPS4VQeuBl40s7Lhvv8C9QneF3XDY+4HMLMWwBvA9UB5gp69YZaFIcxmlkgQBueHmxoD0yMe3wJgT3jttOcWB1oDs9LsGh3+UeQTC3rRRUQkDYVBEZE8yMw6AkcDH7j7FGABQeBL9R5BmCDsTTk13AbBh/V73X2Zu+8mCArnhL1PFwPfuft77r7X3de7e2Zh8G13/zUMYn2B82z/SV76uft2d98JXAIMd/fhYY/Ot0AScGoYQlsDfd19t7uPJoPFxM2sKkHou8HdN4Z1/pS1Z47zga/c/Vt33ws8CRQHIocYPufuK9x9Q1hDYibtrQGeCWsYCvwGnGZmRwEdgTvdfVf4HL5OMOwxq55z96Xhc5dl7j4/fHy73X0t8DRBKE/bdkaPcS/QP3xMw4FtQAMzM+Ba4FZ33+DuW4FHgAvC864FXnH3iWFv35vAbuC4zOo1s9IE4f5Bd98cbi4JbE5z6GagVDpNvEwQHL+J2NYFqAk0BFYAXx5M76qISEGhMCgikjddDox093Xhz++yf0/auwTD6ooCZwG/uPvicN/RwKfhUL5NwBwgmeDerKMIgmVWLY34fjEQT8TwzjT7jwbOTb1ueO2OQFXCHsowVEa2l56jgA3uvvEg6kxVLbJdd08Ja6weccyqiO93EASTjCz3/RfsXRxeo1pY49Y0+yKvcyBLD3zI31kwOcv7ZrbczLYAQ9j/NYHMH+P6ND2RqfsrEvTGTol4/b4Ot0Pw+t6W5vU9iuC5yKjW4gRhdIK7PxqxaxtQOs3hpYHI5xMzewJoApwX+TqEw0v3uPsm4F8EPaDHICIi+9FfyURE8pjwA/R5QJyZpX6oLwqUMbNm7j7d3Web2WKCHrTIIaIQhIyr3H1cOm0vBdocRDlHRXxfg6BXaV3E9sigtJSgJ/Fa0jCzo4GyZlYiIhDWSHN+ZDvlzKxM+GE/UnrHR1oBHBtxXQtrXX6A8zJS3cwsIojUAIaF1ylnZqUiAmGNiOtsJwhWqaqk0/aBHktGHg3Pberu683sTOCFQ2wr0jpgJ9DY3dN7vpYCA9x9QFYaC/9Q8RnBc3J9mt2zgGYRx9YmeI/Pi9j2IMH7u4u7bznA5Zxg+KyIiERQz6CISN5zJkFPXiOC4X2JBL0eYwju4Uv1LsH9gZ2BDyO2vwwMCAMYZlbRzM4I970DnGhm55lZYTMrH97PlZFLzKyRmR0B9Ac+ymT5hyHA6WbWw8zizKxYOGFJQthrmQQ8aGZFwmGwp6fXiLuvJLiv8SUzK2tm8WbWOdy9GihvwfIV6fmAYBjnCWYWD9xGMJRxfCaPMTOVgFvCGs4leB2Gu/vSsM1Hw8fZlOD+u3fC86YRDI8tZ2ZVCO5hjJZSBD1rm8L7NO+IRqNhL+prwP/MrBKAmVU3sx7hIa8BN5hZWwuUMLPTUid9iRQ+9x8RhMvLwrYjvUPwXulkwcRA/YFPUoO1md1N8EeO7u6+Pk3bjc0sMXyPlQSeIgicc6LxPIiI5CcKgyIiec/lwKBw7b1VqV8EvT8XR9wb9R7QFfghYjgpwLMEvVcjzWwrwYykbSFYz4/g/sLbgA0EoaUZGXubYDbTVUAxgvCZrjAgnQHcA6wl6Em6g7/+X3RRWMcGgslY3srkupcS9ELOJbhv79/hNeaGj3thOFRxvyGK7v4bwb2LzxP0dJ0OnO7uezK5VmYmAvXCtgYQrJ2YGk4uJLhvbQXwKfBAeJ8kBM/bdGARMBIYeojXT8+DQAuCe+y+Aj6JYtt3EkzyMiEcgvod4Qyg7p5EcN/gCwSTEs0n48l32gM9gZMIQmvq7K+dwrZmATcQhMI1BAH3HxHnP0LQ0/p7xLn3hPsqEzyfWwgm96kJ9AzvERURkQi2/60OIiIiWWNmo4Ah7l4gF/S2YMmNa9y9Y6xrERERORTqGRQRERERESmAFAZFREREREQKIA0TFRERERERKYDUMygiIiIiIlIAKQyKiIiIiIgUQPlq0fkKFSp4zZo1Y12GiIiIiIhITEyZMmWdu1fMyrH5KgzWrFmTpKSkWJchIiIiIiISE2a2OKvHapioiIiIiIhIAaQwKCIiIiIiUgApDIqIiIiIiBRA+eqewfTs3buXZcuWsWvXrliXIukoVqwYCQkJxMfHx7oUEREREZECJd+HwWXLllGqVClq1qyJmcW6HIng7qxfv55ly5ZRq1atWJcjIiIiIlKg5Pthort27aJ8+fIKgrmQmVG+fHn12oqIiIiIxEC+D4OAgmAuptdGRERERCQ2CkQYzA1WrVrFBRdcQJ06dWjUqBGnnnoq8+bNY9asWXTr1o369etTr149HnroIdwdgHfeeYemTZvStGlT2rdvz/Tp02P8KEREREREJL9QGMwB7k7v3r3p2rUrCxYsYPbs2TzyyCOsXr2aXr16cddddzFv3jymT5/O+PHjeemllwCoVasWP/30EzNmzKBv375cd911MX4kIiIiIiKSXygM5oAff/yR+Ph4brjhhj+3JSYmMm/ePDp06MBJJ50EwBFHHMELL7zAY489BkD79u0pW7YsAMcddxzLli3L+eJFRERERCRfyveziUZ68ItZzF6xJaptNqpWmgdOb5zpMb/++istW7b82/ZZs2b9bXudOnXYtm0bW7ZsoXTp0n9uHzhwIKecckp0ihYRERERkQKvQIXB3MbdM5xAJXL7jz/+yMCBAxk7dmxOlSYiIiIiIvlcgQqDB+rByy6NGzfmo48+Snf76NGj99u2cOFCSpYsSalSpQCYMWMG11xzDSNGjKB8+fI5Uq+IiIiIiOR/umcwB3Tr1o3du3fz2muv/blt8uTJ1KtXj7Fjx/Ldd98BsHPnTm655Rb69OkDwJIlSzjrrLN4++23qV+/fkxqFxERERGR/ElhMAeYGZ9++inffvstderUoXHjxvTr149q1arx+eef8/DDD9OgQQOOPfZYWrduzU033QRA//79Wb9+Pf/4xz9ITEykVatWMX4kIiIiIiKSX1jqmnb5QatWrTwpKWm/bXPmzOGYY46JUUWSFXqNRERERESiw8ymuHuWepHUMygiIiIiIlIAKQyKiIiIiIgUQAqDIiIiIiIiBZDCoIiIiIiIyEH4fvH3/PvHf7N59+ZYl3JYFAZFREREREQOwqhlo0hanUSpIqViXcphURgUERERERHJIndnwsoJtKnShkKWt+NU3q5eREREREQkBy3ZuoRV21fRtkrbWJdy2BQGc0DJkiVz5DqjRo1i/Pjx2db+4MGDuemmmzLcv3btWtq2bUvz5s0ZM2YMp556Kps2bWLTpk289NJL2VaXiIiIiEhOmbhyIgBtqyoMSi6SWRjct29ftl//+++/p2HDhkydOpVOnToxfPhwypQpozAoIiIiUgCt2bGGoXOH8tK0l/hw3ofs2Lsj1iVFxYSVE6h8RGWOLn10rEs5bIVjXUCOGnEXrJoZ3TarHAunPJalQ92dPn36MGLECMyM++67j/PPP59Ro0bRr18/KlSowK+//krLli0ZMmQIZsbw4cP5z3/+Q4UKFWjRogULFy7kyy+//FvbixYt4uWXXyYuLo4hQ4bw/PPPM3DgQMqVK8fUqVNp0aIF/fv35+abb2bmzJns27ePfv36ccYZZzB48GCGDRvGjh07WLBgAb179+bxxx8HYNCgQTz66KNUrVqV+vXrU7Ro0XQf27Rp0+jTpw87d+4kMTGRn3/+mWOOOYakpCTuuusuFixYQGJiIt27d+eJJ5449OdbRERERHI1d2fQrEE898tzJHvyn9ufmfIM97e7nx41e8SwusOT4ilMXjWZzgmdMbNYl3PYClYYjLFPPvmEadOmMX36dNatW0fr1q3p3LkzAFOnTmXWrFlUq1aNDh06MG7cOFq1asX111/P6NGjqVWrFhdeeGGGbdesWZMbbriBkiVLcvvttwMwcOBA5s2bx3fffUdcXBz33HMP3bp144033mDTpk20adOGE088EQjC3NSpUylatCgNGjTg5ptvpnDhwjzwwANMmTKFI488kuOPP57mzZune/3ExET69+9PUlISL7zwwn77HnvsMX799VemTZsWjadRRERERHKxRyY+wvu/vU/3o7tzU/ObqH1kbaavnc7jkx/n9p9uZ8mWJVzb9NpYl3lIft/4O5t2b6JNlTaxLiUqClYYzGIPXnYZO3YsF154IXFxcVSuXJkuXbowefJkSpcuTZs2bUhISACCYLVo0SJKlixJ7dq1qVWrFgAXXnghr7766kFd89xzzyUuLg6AkSNHMmzYMJ588kkAdu3axZIlSwA44YQTOPLIIwFo1KgRixcvZt26dXTt2pWKFSsCcP755zNv3rzDfyJEREREJF/6cN6HvP/b+1za6FLuaHXHn71nzSo2Y3CPwfQd35fnpj5HuWLlOLv+2TGu9uBNWjUJQGFQDp67Z7gvcvhlXFwc+/bty/T4rCpRosR+1//4449p0KDBfsdMnDgx3esD+aL7W0RERESy3/Jty/nvpP/SoVoHbmt5298+R8bHxfNQh4fYuGsjAyYOoHml5tQuUztG1R6aSasmcVSpo6hasmqsS4kKTSCTgzp37szQoUNJTk5m7dq1jB49mjZtMv6rQsOGDVm4cCGLFi0CYOjQoZm2X6pUKbZu3Zrh/h49evD888//GTKnTp2aaXtt27Zl1KhRrF+/nr179/Lhhx9mevyh1iUiIiIied/jkx6nkBWiX/t+xBWKS/eY+ELxDOg4gOKFi/Pgzw+S4ik5XOWhS05JZsqqKfmmVxAUBnNU7969adq0Kc2aNaNbt248/vjjVKlSJcPjixcvzksvvcTJJ59Mx44dqVy58p9DOdNz+umn8+mnn5KYmMiYMWP+tr9v377s3buXpk2b0qRJE/r27ZtpvVWrVqVfv360a9eOE088kRYtWmT9wUYoX748HTp0oEmTJtxxxx2H1IaIiIiI5F6TV03mh6U/cF3T66hSIuPPtwAVilfg9la388uaX/hy4d8nRsyt5myYw9a9W/NVGLRoDEXMLVq1auVJSUn7bZszZw7HHHNMjCo6fNu2baNkyZK4O//85z+pV68et956a6zLiqq8/hqJiIiIFHRXfn0li7csZsTZIygal/7s85FSPIWLvrqItTvX8mXvLyleuHgOVHl4Xp/5Os/+8iw/nvcjFYpXAHfIhbdUmdkUd2+VlWPVM5jLvfbaayQmJtK4cWM2b97M9ddfH+uSRERERET+lLQqiaTVSVx97NVZCoIAhawQd7S+gzU71jBk9pBsrjA6Jq6cSN0ydakQXwqSnob32kHynliXdVg0gUwud+utt/6tJ3DQoEE8++yz+23r0KEDL774Yo7UNGDAgL/dP3juuedy77335sj1RURERCT3GPjrQMoXK8/Z9Q5udtCWlVvSqXon3p79Npc0uiRX9w7uTt7NtNW/cG+5hjC4EWxeCDV7wO5NcESlWJd3yDRMVGJOr5GIiIhI3rRg0wLO/PxMbkq8ieubHfwItl9W/8LlX1/OXW3u4uJjLs6GCqPAU5g/4WHiJg6gVvIeKN8YujwJtU6OdWXp0jDRNPJT4M1v9NqIiIiI5F1vz36bonFFOa/BeYd0fovKLWheqTlvznqTfSn7olzWu8N0AAAgAElEQVRdFCwbC+8eR93xD7DbCrGrxyC4bFquDYIHK9+HwWLFirF+/XqFjlzI3Vm/fj3FihWLdSkiIiIicpC27dnGVwu/omftnpQtVvaQ27mi8RWs3L6S75Z8F8XqDtPG+TDsbBjaCbat4OWq7Xi4Tm+KNbkCCuWfO+3yzyPJQEJCAsuWLWPt2rWxLkXSUaxYMRISEmJdhoiIiIgcpJGLR7IreRe96/U+rHa6JHShRqkavDXrLXoc3eNvi9XnqF0bYcJDMPUFiCsC7fuzo9mNvPJRd66o1jZ2dWWTfB8G4+PjqVWrVqzLEBERERHJVz6f/zk1S9ekaYWmh9VOXKE4Lm10KQMmDmDGuhk0q9gsShUehB1rYcrTMP1l2L0ZmlwFHR6CklX5ZflY9vk+WldpnfN1ZbN8P0xURERERESia9nWZfyy5hfOqHtGVHryTq9zOsULF+eT3z+JQnUHYd8umPQ4DKwLkx+HGifApVOhx+tQsioAk1ZNonChwjSv1Dxna8sBCoMiIiIiInJQRi4eCcAptU6JSnsl4ktwcs2T+fqPr9mxd0dU2syUO8x9HwY1hDF3QkJnuPxX6PURVNq/Z3LSykk0rdA0Vy99cagUBkVERERE5KCMXDSSJuWbUL1k9ai1eVa9s9ixbwdfL/o6am2ma/l4eK89fHUhFC0D53wHvb+A8n9f6mzrnq3M2TCHNlXbZG9NMaIwKCIiIiIiWbZs6zJmrZ/FSTVPimq7zSo2o2bpmnw+//Ootvun1VPgi3Ph/Q6wZTH0eAMumQJHn5DhKVNWTyHFU2hTRWFQREREREQKuO8WB0tAdD+6e1TbNTPOqHsGv6z5haVblkav4Q3z4LMzYUgrWPQNHHc/XDUPmlwJheIyPXXiyokUjStK04qHN0lObqUwKCIiIiIiWfbD0h9oWK4hCaWivzxYz9o9MYxhC4cdfmM718MPt8CbjWHpD9BxAFy3FDo8CEVKZqmJyasmk1gxkaJxRQ+/nlxIYVBERERERLJk/c71TFszjeOPOj5b2q9SogrHVT2OLxZ8gbsfWiP7dsPkJ2FgHZj2IjS5Gq76HdreA0WPzHIzm3Zt4reNv+XLJSVSKQyKiIiIiEiWjF42GsezLQxCsMzE8m3LmbZ22sGdmJIMc4fC4GNg9B1QrT1cNgO6vwwlKh90HRNXTQSgbdX8t9h8qhwPg2YWZ2ZTzezL8OcnzGyumc0ws0/NrEy4vaaZ7TSzaeHXyzldq4iIiIiI/OXHpT9StURVGpZrmG3X6FajG8XiivHlgi+zdoKnwJx3YFAD+OoCiC8BZ38DZw2HCo0PuY6JKydyROEjaHwYbeR2segZ/BcwJ+Lnb4Em7t4UmAfcHbFvgbsnhl835GSRIiIiIiLyl93Ju5mwcgKdEzpHZaH5jJSIL8HxNY7nm8XfsDd5b+YHLxsD77SF4ZdAkdJw+odw6TSIwkynE1dOpHWV1sQXij/stnKrHA2DZpYAnAa8nrrN3Ue6+77wxwlA9O9EFRERERGRwzJl1RR27ttJ54TO2X6tnrV7snn3ZsYsH5P+ARvnw7CzYWhn2L4KTnkLLkmC+ucccIbQrFi5bSVLti7J10NEIed7Bp8B+gApGey/ChgR8XOtcEjpT2bWKb0TzOw6M0sys6S1a9dGuVwREREREQEYs3wMReOK5siEKu2qtaNs0bJ8tfCr/Xds/B2+uxEGNwqWiejwEFz1GzS6FCx60WbCyglA/r5fEKBwTl3IzHoCa9x9ipl1TWf/vcA+4J1w00qghruvN7OWwGdm1tjdt0Se5+6vAq8CtGrV6hCnHBIRERERkcyMXT6WVlVaUbxw8Wy/VnyheHrU7MGn8z9l255tlNy3A8b3gxmvBj1/Ta6E9g9CiSrZcv3xK8ZToXgF6pWply3t5xY52TPYAehlZouA94FuZjYEwMwuB3oCF3s4h6y773b39eH3U4AFQP0crFdERERERIClW5ayaMsiOlVPd7Betjit9mn4vp0s/v4fMLBuEASb3QjXLobur2RbEExOSebnlT/Tvlr7bL03MjfIsZ5Bd7+bcHKYsGfwdne/xMxOBu4Eurj7jtTjzawisMHdk82sNlAPWJhT9YqIiIiISKBIXBGuPfZauiR0yZkLutNs/WyGb1pI5fWzofbp0PlxKJ99s5immr1+Npt3b6ZDtQ7Zfq1Yy7EwmIkXgKLAt2HynhDOHNoZ6G9m+4Bk4AZ33xC7MkVERERECqbKJSpzS4tbsv9C7rDkBxh3L7ZyIoVKJnB1oXge7fE6lY6olP3XB8auGIthtKvWLkeuF0sxCYPuPgoYFX5fN4NjPgY+zrmqREREREQkZpb8GCwWv3oKlKwGPQaxrXpHJg3rzYg/RnB548tzpIxxy8fRuHxjyhYrmyPXi6VYrDMoIiIiIiIS2PAbfNoLPuwGO9ZC99fg6gXQ5Apqla1Lk/JN/j6raDbZtGsTM9fNpFNCzt0bGUsKgyIiIiIikvN2rIPvb4Y3m8CyUdDxUbhyLjS9BgoX+/Ow02qfxpwNc1iwaUG2lzR+xXhSPIWO1Ttm+7VyA4VBERERERHJOdtXw5h74I26MP3/4Nhr4er50PYuiP/7shUn1zqZQlYoR3oHxywfQ9miZWlcvnG2Xys3UBgUEREREZHst3cHTBgQLBMx6TGocQJcPgNOfAkymRymQvEKtKvajuF/DCfFU7KtvOSUZMYtH0eH6h2IKxSXbdfJTRQGRUREREQk+3gKzB4CbzSAcffB0d2D4aC9PobyjbLUxGm1T2P5tuVMXTM128qcvnY6G3dvpHNC52y7Rm6TG5aWEBERERGR/MYdlo6C0X1gdRJUbgmnvQOHELZOqHECxQsXZ9iCYbSs3DL6tQIjF4+kSKEiBSoMqmdQRERERESia9FIeKdNMEPo9lVwyttw8aRDCoIAR8QfwUlHn8Q3i75h576dUS4WUjyFbxd9S4fqHSgRXyLq7edWCoMiIiIiIhId62bBJ6fCxz1g13o48WW4ah40ugTs8KLHGXXPYPve7fyw5IcoFfuXGWtnsGbnGk6qeVLU287NFAZFREREROTw7FgD390IbzWFFeOhy5NwxRxodn26M4QeipaVW1K9ZHWGLRgWlfYifbPoG+ILxdM1oWvU287NdM+giIiIiIgcmu2rYdoL8MuzsG8nJN4E7e6H4uWjfqlCVoietXvy2szXWL19NZVLVI5KuymewreLv6VDtQ6ULFIyKm3mFeoZFBERERGRg7N3O4x/EF6vHSwXcXR3uHwWdHs2W4Jgql51epHiKXyx8IuotTlz3UxW71hd4IaIgsKgiIiIiIhkVUoy/DoI3qgPP/eD2qf9tUxEufrZfvkapWvQvFJzPp//edTWHBy5aCSFCxWmy1FdotJeXqIwKCIiIiIimXOHxd/DkJbwzVVQ6ii4YByc/kGOhMBI59Y/l0VbFjFhxYTDbmtfyj5G/DGCDtU6ULpI6ShUl7coDIqIiIiISPrc4Y8R8F47+OhE2L0JTnsPLvwZqrePSUk9avagXLFyvDv33cNua9zycazduZbe9XpHobK8R2FQRERERET+bu2MYImIT04NZgvt9kIwJLThBWAWs7KKxBXhnPrnMHrZaJZsWXJYbX38+8eUL1a+QC00H0lhUERERERE/rJ9FYy8Ft5uDquToOv/ghDY/J9QuFisqwPgggYXEF8onsGzBh9yG6u3r2b0stH0qtOL+ELx0SsuD1EYFBERERER2LEWxj0AA+vCrDehxb/gqvnQ8t8QVyTW1e2n4hEVOaPuGXw2/zPW7lh7SG28N/c9HOe8BudFubq8Q2FQRERERKQg27MVxt4Hrx0NE/pDzZPhitnQ9WkoXi7W1WXoysZXkuzJDJo16KDP3bF3Bx/M+4ATapxAQqmEbKgub1AYFBEREREpiFKSYcZrMLAeTBwAdXvDFXOg10dQtm6sqzugo0ofxem1T2fo3KGs2r7qoM79aN5HbN2zlcsaXZZN1eUNCoMiIiIiIgVJ8l6Y/Ta81Qy+vQ7K1IWLJsJp70D5hrGu7qDcmHgjKaTw8vSXs3zO9r3beX3m67St2pbESonZWF3upzAoIiIiIlIQuMP8YfBmExhxGXgKnP4RXDAGqraJdXWHpHrJ6lzQ4AI++f0Tpq2ZlqVz3pr9Fht3b+Rfzf+VzdXlfgqDIiIiIiL53eqp8OEJ8PkZgMEZn8EVv0L9s2O6TEQ03NT8JiqXqMyDPz/InuQ9mR67dOtS3pj5BifWOJFjKx6bQxXmXgqDIiIiIiL51dZl8PWVMKRlsG5gtxfg8plQ9wyw/BEFSsSXoO9xfZm/aT5PT3k6w+OSU5Lp/3N/ChcqzF1t7srBCnOvwrEuQEREREREomzzIvi5H8x5N+j5a3U7tL0HipWJdWXZonNCZy4+5mLemfMOjco3oledXvvtT05J5v7x9zNh5QQeaPcAlUtUjlGluYvCoIiIiIhIfrF7M0x8FH55Juj5a3YjtLwVjqwZ68qy3X9a/od5G+dx79h7WbxlMZc3vpzSRUozf+N8BkwcQNLqJP6Z+E/OqX9OrEvNNczdY11D1LRq1cqTkpJiXYaIiIiISM7atwtmDgx6A3eug0aXQccBUMDW0NudvJv7x93P8D+GU9gKc2TRI1m/az0l40vSp3UfetfrHesSs52ZTXH3Vlk6VmFQRERERCSPSt4D014MegN3roWELtD1KajcMtaVxdTcDXMZuWgkq3esplH5RvSo2YMKxSvEuqwccTBhUMNERURERETyGneY/ymMvhM2zYcaJwb3BB7VNc/PDhoNDcs1pGG5vLVmYiwoDIqIiIiI5CWrJsOo22D5GCjfGM4aAbVOjnVVkgcpDIqIiIiI5AWrJsPkJ2Deh3BEJTjxZTj2aiikj/RyaPTOERERERHJzTYtgDF3wbyPoOiR0PZeaN0HipaOdWWSxykMioiIiIjkRrs2woQBMPU5KBQP7R8MlokoUirWlUk+oTAoIiIiIpKb7FgLU56G6S8H6wY2uRI6PAQlq8W6MslnFAZFRERERHKDfbtg6vMw4WHYuw3q9obj7oNKibGuTPIphUERERERkVjylOB+wNF3wpZFUOtU6PIElG8U68okn1MYFBERERGJBU+BOe/CxEdgwxyo2BTO+RaOPjHWlUkBoTAoIiIiIpLTlv4EP90Gq6dAxWZw6hBocAEUiot1ZVKAKAyKiIiIiOSUjb/D6D4w/zModVQQAhteCFYo1pVJAaQwKCIiIiKS3TYvgqSnYMbLEFcMOg6AFrdCfPFYVyYFmMKgiIiIiEh22b4axt8PMweCGTS5Ctr3hxKVY12ZiMKgiIiIiEjU7d0Jv/wPJj4Kybug2Y3Q5k4olRDrykT+pDAoIiIiIhIte7fDzDcg6QnYuhTqnAGdH4dy9WNdmcjfKAyKiIiIiByulGSY/RaMvRe2r4Sq7eCUt+CorrGuTCRDCoMiIiIiIodj8ffBMhFrp0PV46DnUEjoFOuqRA5IYVBERERE5GC5w+KRMPlxWPIDlD4aTnsfGpwXTBQjkgcoDIqIiIiIHIw10+Gn22HJd1CyOnR5EhL/CYWLxboykYOiMCgiIiIikhXbVsK4vvDrG1CsLBz/TDBLaFyRWFcmckgUBkVEREREMrNlCUx4OJggxlOg5a1w3H1BIBTJwxQGRURERETSs2crTHoMpjwd3CPY+HJo3QfK1Il1ZSJRoTAoIiIiIhIpeQ/MGhwMCd2xBhpeBJ0eCSaJEclHFAZFRERERACS98KMV2DSo7BtBVTvCGd+AVXbxLoykWyhMCgiIiIiBZs7LPgCRt8BG+dBQhc4aSDU7KFlIiRfUxgUERERkYLJHVaMh3H3wdJRUK4h9P4Sap2qECgFgsKgiIiIiBQ8KyYEPYHLx0LxCtDtBWh6HcTFx7oykRyjMCgiIiIiBceGeTD+AfjtfShRBbo9D02uhPgSsa5MJMcpDIqIiIhI/rdhHoy9B37/BAoXg+Puh9Z3QJGSsa5MJGYUBkVEREQk/9q5ASb0h2kvQlwxOO5eSLwJSlSOdWUiMacwKCIiIiL5z+7NMD1cJmLPFjj2GmjfXyFQJILCoIiIiIjkH3t3wi/PwKTHghBY82To8gRUaBLrykRyHYVBEREREcn7PAXmvg9j7oatS6BOL2j3AFRuEevKRHIthUERERERybtSkmHB5zDxUVidBJWaw8mDocbxsa5MJNdTGBQRERGRvGnx9/DTbbB2OpSuCSe/CY0uASsU68pE8gSFQRERERHJO9xhxXiY+Aj8MRxKHw2nvgMNzodCcbGuTiRPURgUERERkbxh7Qz46XZY/C0UKwud/gstbgnWDRSRg6YwKCIiIiK52/ZVMK4v/PoGFD0Suj4NTa+D+BKxrkwkT8vxMGhmcUASsNzde5rZE8DpwB5gAXClu28Kj70buBpIBm5x929yul4RERERiZGty+CX52D6S5C8B1r8C9reB8XLxboykXwhFj2D/wLmAKXDn78F7nb3fWb2X+Bu4E4zawRcADQGqgHfmVl9d0+OQc0iIiIiklP2bIVJ/4UpT0HyXqh/LnR4CMrWjXVlIvlKjk61ZGYJwGnA66nb3H2ku+8Lf5wAJITfnwG87+673f0PYD7QJifrFREREZEclLIPZrwKA+vBxAFQ9yy4+nfo+Z6CoEg2yOmewWeAPkCpDPZfBQwNv69OEA5TLQu3iYiIiEh+krwXZg2CpKdg4zyo1gHOHAZV1Q8gkp1yLAyaWU9gjbtPMbOu6ey/F9gHvJO6KZ1mPJ3zrgOuA6hRo0bU6hURERGRbOYOC76A0XcEIbByK+j1MdTtDZbeR0ERiaac7BnsAPQys1OBYkBpMxvi7peY2eVAT+AEd08NfMuAoyLOTwBWpG3U3V8FXgVo1arV38KiiIiIiOQy7rBgGEx+PFgzsGwDOPMLqH2aQqBIDsqxewbd/W53T3D3mgQTw/wQBsGTgTuBXu6+I+KUYcAFZlbUzGoB9YBJOVWviIiIiGSDFRPgvQ7w+ZmwbQWc8BJcPhPq9FQQFMlhuWGdwReAosC3FvwCmODuN7j7LDP7AJhNMHz0n5pJVERERCSP2rwIxtwFvw2FElWg+2vQ5AoolBs+jooUTPbXqMy8r1WrVp6UlBTrMkREREQk1cbfYcJDMPc9KBQPrW6H1n2gSMlYVyaSL5nZFHdvlZVj9acYEREREYm+nRtgQn+Y9iLEFYVm/4DWd0CphAOfKyI5QmFQRERERKJnxxqY/ESwXuDebXDsNdD+wWBoqIjkKgqDIiIiInL49u6EX56BSY/C3h1Q/xxoey9UPDbWlYlIBhQGRUREROTQeQrMfR/G3A1bl0CdXtD5cSjXINaVicgBKAyKiIiIyMFLSYbZb8OkR4JJYio1h5MHQ43jY12ZiGSRwqCIiIiIHJzF38NPt8Ha6VC5JZz2PjQ4FyzHlrAWkShQGBQRERGRA3OHRV/DhIdhxXgofTSc9h40OF+LxYvkUQqDIiIiIpK5tTNg1G2w5DsoXROOfxaaXgeFi8W6MhE5DAqDIiIiIpK+1VNgwgCY/xkUKwPHPwPNboS4IrGuTESiQGFQRERERPa3ZSmMvQfmDIFiZaHt3dDyNiheLtaViUgUKQyKiIiISGD3Fpj8OEx5KrhHsM1d0OZuKFo61pWJSDZQGBQREREp6HZtgkmPwfT/gz1boOGF0OnRYJIYEcm3FAZFRERECqrkvTDjFRjfD3ZtgAbnQes7guUiRCTfUxgUERERKWj27Q56Aac8DVuXQo1u0OUpqJQY68pEJAcpDIqIiIgUFO4w7yMYcyds/gMSukD3V6DmyVorUKQAUhgUERERye88BeYODSaHWTsNKhwLZ4+Emt1jXZmIxJDCoIiIiEh+tmw0jPpPsGZg+UbQYxA0uhQKxcW6MhGJMYVBERERkfxoyQ8w6b+weCSUTIBT3oZjLgIrFOvKRCSXUBgUERERyU/Wz4afboc/RkCJKtDxUWhxC8QfEevKRCSXURgUERERyQ/WzoSkJ2DOu1CkJHR5EhJvgsJFY12ZiORSCoMiIiIiedm2FTD2Ppg1OOj9a34ztL0XjqgQ68pEJJdTGBQRERHJi/Zuh8lPBjOE+j5odRu0vQeKlY11ZSKSRygMioiIiOQlu7fAL8/A1Bdg51qofy50egzK1I51ZSKSxygMioiIiOQFKftg5usw7v4gBNY+DdrcA9Xbx7oyEcmjFAZFREREcrPkPfDrIJjyFGz8HRI6Q5fhUKVVrCsTkTxOYVBEREQkN3KH+Z/B6D6waT5UbgW9PoW6Z4BZrKsTkXxAYVBEREQkN3GH+Z8HE8Os/BnKHQO9v4JapygEikhUKQyKiIiI5BbLx8NP/4GVE6F0TTjx/+DYa6CQPrKJSPTpN4uIiIhIrK34OegJnP8ZlKgKPd6ARpcqBIpIttJvGBEREZFY2fBbcE/ggmHB+oDt+kHr2yG+RKwrE5ECQGFQREREJKdt/B2SnoJfB0Lh4tDxEWhxi0KgiOQohUERERGRnLJ9VbBO4K8DgyGgx14L7fvBEZViXZmIFEAKgyIiIiLZbcdamPZi0BuYvAua3wxt7oISVWJdmYgUYAqDIiIiItllz7ZgYpikJ2HfTqjbGzo9BuXqx7oyERGFQREREZGo27sDZg2GCQ8FQ0MbnB9MDlO+YawrExH5k8KgiIiISLQk74UZr8LPD8LOtVCtPfT6FKodF+vKRET+RmFQRERE5HClJAdrBI67DzbMhaO6QvsHoXonMIt1dSIi6VIYFBERETlU7vD7JzD27mC5iLL14YzPoc7pCoEikuspDIqIiIgciuXjYMxdsHwslG8MPT+Aer2DJSNERPIA/bYSERERORjLxgQhcMX4YH3A7q9Ak6sUAkUkz9FvLREREZGs2DAPxt4Dv38MJatDt+ehyZUQXyLWlYmIHBKFQREREZHMrJ8DY+8NJoiJPwLa94dWtwXfi4jkYQcMg2ZWLgvtpLj7pijUIyIiIpI77FgDP/eH6S8HvX/H3QuJN0GJyrGuTEQkKrLSM7gi/MpsSqw4oEZUKhIRERGJpW0rYUJ/+HUQpOyDptdD+35wRMVYVyYiElVZCYNz3L15ZgeY2dQo1SMiIiISG1uWwpSnYeZrkLwnuB+w5W1Qrn6sKxMRyRZZCYPtonSMiIiISO6zZytMeiwIgin7oMH5wYLxZerEujIRkWx1wDDo7rtSvzezeHffm9kxIiIiInnCrk3B/YC//C+4P7DhRdBxABxZM9aViYjkiCzPJmpmrwNnmdl2gnsIZwAz3P357CpOREREJOqS9wYh8Od+sGsD1DgxCIFV28S6MhGRHHUwS0t0Aiq7+14zqw40A5pmT1kiIiIiUbZvN8x9NxgSunEe1DgBOj8OlVvEujIRkZg4mDA4ASgLrHH35cByYPj/s3ffcVLVVx/HP7/tvRc6SwcBG4iggi3W2GOKMdFEjYmm+KTHtEeNJiY+MTFGY0yMGjVFY4tJNPYKqDRBAam7sAtsrzOzU3/PH3dmWRTYmd2ZnV34vl+vfbFz5869ZxdfOGfO73dOQqISERERiRdrYcMj8Op3oaMayg+F8/8FE84Es79m6SIiB7ZYksG7gVeMMfcAb+IsEW1PTFgiIiIiA2RDsPUZWHoj7FziJIEXPA1VpykJFBEhtmTwQeDP4ddcDRxqjMmy1qrVloiIiAwt21+BV74J9cshbzSc+keY+TlISU12ZCIiQ0YsyWCttfZ/ex8wxmTGOR4RERGR/qtfDkt+ApufhLwxcNq9MOPTkJqR7MhERIacWJLBVcaYa6y1t0UOWGu9CYhJREREJDZN78Kr34GtT0NGPhx7I8z5OqTnJDsyEZEhK5ZksBL4iDHmu8AK4B1glbX2kYREJiIiItKX+pWw+Eew5d+QWQgLb4bDvuR8LyIi+xV1Mmit/QT0LA2dCcwGjgaUDIqIiMjg6qyDN34I790PWSVwzPVw+JchuzTZkYmIDBuxDJ0/A/hfnPES7wC/stben6jARERERD6kowaW3ADrHnQez/0WHP19yCpKblwiIsNQLMtE7wQ+A6wF5gC3GGPusNb+NSGRiYiIiER42+HNn8GKXztjIWZdDkd9GwonJDsyEZFhK5ZksN5a+0b4++eNMUtw5g0qGRQREZHE8LTAsv+D1XdBdysc8lk49iYoGJvsyEREhr1YksFqY8yNwA3WWh/gBzoTE5aIiIgc1II+WHUnLL0ButtgygVw9LVQOSfZkYmIHDBiSQYtcAHwBWPMRmAc8JAxZoq1dmNCohMREZGDS6AbVt8Ny38FHdUw/hQ4/pdQPjvZkYmIHHBi6SZ6EYAxJguYBRwW/vqjMWaitVbrNURERKR/At2w9kF480anSczo4+Ajd0LV6c4eQRERibtYKoMAWGu7gWXhLxEREZH+syFY+wC8/n3o2uEsAz3tTzDupGRHJiJywIt1tMR1QBHOaIlbrbVLExSXiIiIHMhsyBkUv/h/oWEljJgHZzwAY09UJVBEZJAMZLTE/2m0hIiIiMTEWqh+Bl75NjS/BwXj4cy/wPRPgklJdnQiIgeVWP7VrbfWvmGtbbXWPg+cBvwg1hsaY1KNMSuNMf8KP/64MeY9Y0zIGDO313lVxhiPMWZV+OuuWO8lIiIiQ8jOt+DR0+GxMyHodZLAyzfBjIuUCIqIJEEyRktcA6wDCsKP38XpUvr7vZy72Vp7eD/uISIiIkNF/XKnErj9JcgqhhN+BYdfDakZyY5MROSgFsvHcJHREtuNMa8Dm4CXjTFTor2AMWYM8FHgjz0XtXadtfb9GOIQEZEEstbyjYdX8eWHViQ7FBnudixxKoEPzoWmd+GEW+ELNTDnf5QIiogMAYM9WuLXwHeA/ChvO8EYsxLoAH5orX0t2nhFRKR/nlhVx2Mr6shMS8EfDJGequV7EqP2rfDq9yvEHX0AACAASURBVGDDw5BTCcfeCEd8BTILkx2ZiIj0MmijJYwxZwEN1trlxpgTonjJTmCctbbZGDMHeMIYM9Na2/GB614JXAkwbty4WEISEZEP8AdDXPfPteRnptHpDbChvpOZo/QGXqLUsgHevAnW/xVS0mD+j+Gob0NGXrIjExGRvejz415jTJ/rhKI5BzgWOMcYUw38DTjJGPPgvk621nqttc3h75cDm4GpeznvbmvtXGvt3PLy8ijCEBGRfalpdtHu8XPZcRMAWF3bnuSIZFho3QjPXwX3z4SNj8JhX4LLNsKx1ysRFBEZwqKpDM4wxqzez/MG6PNjY2vttcC1AOHK4LestZ/Z50WNKQdarLVBY8xEYAqwJYp4RUSknzbUdwHwkRmV3PvGVlbXtnPRvCQHJUOXqx4W/xjW/NGpBM6+AhZcB7mVyY5MRESiEE0yOD2Kc4L9DcAYcz5wO1AO/NsYs8paexqwCLjBGBMIX/9L1tqW/t5HRET6trG+C2NgckUeh44pYnVtW7JDkqHI3Qir7oBlv4RgNxz+FTj6WsgdkezIREQkBn0mg9bamnjf1Fr7MvBy+PvHgcf3cs6jwKPxvreIiOzbxoZOxhbnkJ2Ryuwxhfzh1S10+4NkpacmOzQZCnxd8PYtsOwWCHhg8vmw8GYo+dAuDhERGQZibiAjIiIHrk0NXUypcPZ4HTamkEDIsm5nB0eMK05yZJJUfje8dz8s/Qm4dsK0T8KC/4XSGcmOTEREBkDJoIiIABAIhtjS6OL4aU4zrtljigCniYySwYNU0OfsB1x8HXgaYeQCOOdRGLUg2ZGJiEgcRJUMGmOmA6OBN621Xb2On26tfSZRwYmIyOCpaXHjC4aYWuGMgh1VmEVZXgara9t56f0GPL4gZ84emeQoZVAEfbDqTmc5aNcOGHsCHHM9jF4IxiQ7OhERiZM+k0FjzNeALwPrgHuMMddYa58MP/1TQMmgiMgB4O2tTo+uKZXOMlFjDIeOKWLV9lYWb24iPTVFyeCBzlrY+Bi89l1o2wxjT4RT74Gq05QEiogcgKKpDH4BmGOt7TLGVAH/MMZUWWtvwxkrISIiw1yry8ct/32fw8YU7jFkfvboQl5c3wBAigFfIERGWp8jamW4sSFY/3d462fQtAZKZ8IFT8OE05MdmYiIJFA0yWBqZGmotbY6PCPwH8aY8SgZFBE5INz2wkbaPH4euPxoUlN2/9N+2NjdiWHIwrYWN5MrNET8gBEKwqbH4a2fQ/0yKJsFp98HMy525gaKiMgBLZqPd3cZYw6PPAgnhmcBZcDsRAUmIiKDw1rLf9/bxamHVHLIqII9nps9uij8p5MUbm1yDXp8kiA1L8CDc+Cpj4O31UkCL3kHZl6qRFBE5CARTTJ4CbCr9wFrbcBaewnOYHgRERnGNje62NnezcIp5R96rjw/k3s/fxS//fQRAGxt6vrQOTKMWAu1r8FjH4V/fAS8bXDmX+Dz7ztJoNESYBGRg0k0Q+drAYwxWcBkwAKbrbXd1to3EhyfiIgk2GsbGwFYOKVsr8+fOK0CgNLcDLY0qjI4bNUvh9euhZrnIKvUGRZ/5DWQlpXsyEREJEmi6SaahtM19DKgBqeaOMYYcy/wA2utP7EhiohIIr2+sYmq0hzGluTs97wJZblsGUbLRP/42hZeWNfAQ1ccTUrKQbzFfdcypzvothchqxhOuBUO/SKk7//vW0REDnzRrAe5BSgBJlhr51hrjwAmAUXA/yUyOBERSaxgyLJ0SzPHTt57VbC3CWW5w2rP4Oradmrb3AdvIthRA09fAg8dBY1rYNEtcMVWmPN1JYIiIgJE1030LGCqtdZGDlhrO4wxVwHrgWsSFZyIiCTWjjYPLl+wp0HM/kwoz+WR5bW0e/wUZqcPQnQDU9Psoqo0N9lhDL62LfDGj+D9vzuNYOZdC/O+B5kFfb9WREQOKtFUBm3vRLDXwSDO/kERERmmNjU6DWEmRTEuYv7EUgD++ta2hMYUD9ZatjYdZMlgywb47+Vw3wzY9ATM+QZcvgkW/lSJoIiI7FU0yeBaY8wlHzxojPkMTmVQRESGqUhDmIllfSdNR44r5oRp5fzu5c20e4b2dvE2t5+O7gDjSw+C5ZDtW+H5L8P9M2H9X2HW5XD5Rjj+F5A/JtnRiYjIEBbNMtEvA48ZYy4DluNUA48CsoHzExibiIgk2ObGLgqz0ynJzYjq/G+dOo2zbn+dv7+9jSsXTUpwdP23tdlJcg/oyqBrF7zxY3j3HmckxOwrYMF1kFuZ7MhERGSYiGa0RB1wtDHmJGAmYICnrbUvJDo4ERFJrC2NXUwsz8WY6JqszBpdyMxRBTy3tn5IJ4M1kWSw7ACsDHpaYNVv4e1bIOiFI74Kc78N+aOTHZmIiAwz0YyWmAxUWmtfBF7sdXwhsMNauzmB8YmISAJtaXSxaOqHh83vz8nTK/jtS5todfkojrKiONiqm9wYQ5/jMoYVXye8/QtYdisE3DD5fFj0cyiekuzIRERkmIpmz+Cvgc69HPeEnxMRkWGos9tPQ6eXieWxLaU8aUYlIQuvbGhMUGQDV93sYlRhNplpqckOZeC62+C178PdY2HpjTDpHLh0DZz7mBJBEREZkGj2DFZZa1d/8KC1dpkxpiruEYmIyKDY3Tym706ivR06upCyvAxeWN/AeUcMnaWJj6+s5Q+vbmVCeS4ralpjTnKHnKAfVv8eFl8H3S0w9UI46jswYm6yIxMRkQNENMlg1n6ey45XICIiMriqw/vqYk2aUlIMR1WV8F5deyLC6pdAMMQtz7xPIGTp8gbY1dHNx44cpp00A15YfRcs+yV0boexJ8Lxv4TKI5IdmYiIHGCiSQbfNsZ8wVr7h94HjTGX43QXFRGRYai21QPAmOLYP9cbW5LDC+saCIUsKSnRNZ9JpKff3cWO9m7+cMlcTjmkEm8gSEZqNDshhhC/B9b+2dkX2L4FxiyCj9wFE86AKBv8iIiIxCKaZPB/gMeNMRezO/mbC2Sg0RIiIsNWXZuH4px0cjKi+V/BnsaW5OALhmjo9DKicH8LSAbH/YurmVCWy8nTKwCG117BoN+ZD/jGD51KYOUc+MgzUHVasiMTEZEDXDSjJeqBY4wxJwKzwof/He4uKiIiw1Rdq4fR/agKAowNv257qzvpyWAwZFld287nj60aElXKqIWC8N59zp7ArlqoOBJOuxfGnaRKoIiIDIqoPw621r4EvJTAWEREZBDVtXmY1M8mK5GRDdtb3BxVVRLPsGK2o82DLxgaPg1jrIWaZ+HV70Djahg5H075PUw43RkeLyIiMkhiXxskIiLDnrWWulYPi6bENmMwYnRRuDLY4olnWP2ypclphDMhxq6og85a2PofeP37ThJYUAVn/R2mflyVQBERSQolgyIiB4FAMIQF0sNNVVrdfjz+YL+XiWalp1JZkMn2Vncco+yfrY1dAEwoG6KVQWth8z/hrZth51JnNuBpf4Lpn4a0zGRHJyIiB7Gok0FjjAEuBiZaa28wxowDRlhr30pYdCIiEhc3P72eldvbePSqYwBnvyDsrvD1x9jiHLa1DIFksMlFfmYaZXkZyQ5lT9ZC9X/hzZug7nUonAgn3wGzr4DUIRariIgclGKpDN4JhICTgBuATuBR4KgExCUiInG0Ylsr23ot6axrc5K4/oyViBhbksObW5oHHNtAbWlyMaE8FzOUllrWvg6vfAN2vQ15o5w9gbMugxQtyBERkaEjlv8rHW2tPdIYsxLAWttqjNFHmyIiw0B1sxtfINTzODJjcNRAKoMlOTyxqg5fIERGWvIan2xtcjFnfHHS7r+H+pVOJXDjo04SeOo9cMhnVAkUEZEhKZZk0G+MSQUsgDGmHKdSKCIiQ1i720+Ly0eKcRrHGGPY0dZNdnoqxTnp/b7uxLJcrIUtTV1MH1EQx4ij1+0PUtfm4cI5Y5Jy/x7Na+HV78KWf0F6HhxzPcz9JqQP0X2MIiIixJYM/gZ4HKgwxtwEXAj8MCFRiYhI3Gxtdrpthix4AyGy0lNZU9fGhLKBLa08YlwRAMtrWpOWDG5tcmFtEpvHNK6G13/gJIEZBXDcTXDY1ZBVlJx4REREYhDLnMGHjDHLgZMBA5xnrV2XsMhERCQutjZ19Xzf7Q/S1OXl7epWvnXq1AFdd1xJDmV5mSyvbuXio8cPNMx+eWVDIwBzB3vWYf1KePvnsOERyCyEBdfB4V+GnLLBjUNERGQAYtrJbq1dD6xPUCwiIpIAW5t2d/x0+4I8uWoHAOcePnpA1zXGMGd8Ecu3tQ7oOgPx3Np6Zo4qGFBX1Jh0bHfmBK570KkEzv0WHPVdyB7kZFRERCQO+kwGjTHf2N/z1tpb4xeOiIjE29bwUHYAjz/IP1ftYO74YsaW5Az42nPHl/Df9+pp7PRSnj+4M/Oaurys2NbKNSdPSfzNOmpg2a2w5m5nZMS87zlfmYWJv7eIiEiCRNP+LT/8NRe4Chgd/voScEjiQhMRkf1pdfm48s/LaHX59nve1qYuUsJbA13eAO/Xd3LMpNK4xHBkuIvn8pqWuFwvFi+ua8Ba+MiMysTdpGsHvPwt+NNUeOdOmPZJuOx9WPgzJYIiIjLs9VkZtNZeD2CMeRY40lrbGX58HfBIQqMTEZF9Wl3XzrNr6/n00W2cMK1ir+e4fQG2NLqYUJbL5kYXjZ1eAAqy+99FtLdZowtITTG8t6OD02eNjMs1o7VyexuF2enMHJWA5jXuJlh6A7xzF4QCMPNSOOYGKBgb/3uJiIgkSSx7BscBvT9+9gFVcY1GRESi1u0PAtDu8e/znAeX1uD2BfnUUeO46T/repLB/Kz4DD/PTEtlfGkOG+u7+j45zmqaXQPuiPohrl2w9CZ4908Q7IbZV8BR34GiSfG7h4iIyBARy7uBB4C3jDGP48waPB+4PyFRiYhInyLJYEd3AIDqJheX/OktHrh8HuNLc/H4gtz96haOm1zGsZOdLpcN4WQwLzM+lUGAKRV5bGjojNv1olXT7GbehDg1bvG7Yfmv4K2bnSRwxmfhqG9D6Yz4XF9ERGQIimW0xE3GmKeBheFDn7fWrkxMWCIi0hevPwRAR7gy+N6ODra1uPnve7u4ctEkXt3YSFOXjy8dP4nsjFQAGjq7AcjNTI1bHFMq8nl+XQPeQJDMtPhdd3+6/UF2tHsYXzrAJji+Lljxa1h5O7gbYPL5sOjnUDwITWlERESSLNbREiuAFQmKRUREYuANhCuD4WSwxe2s5H9tYxNXLprElkani+ihYwvx+Jxz471MFGBKZR7BkKW6yc20Eflxu+7+bG9xYy1UlfZz2Ly3A9b8EZbd4iwNnXAGzLsWxizs+7UiIiIHiPi9GxARkUHVHakMdjvJYKSr6FtbW+j2B6lpdlGam0FB1u4loYlZJuokgBvqOwctGaxudmYnVpXFmAz6PfDuPbDkevA0wZjj4ZzHYdT8BEQpIiIytCkZFBHBqbKtrm3nqKrhMzy8Z8+gx9kz2BJOBr2BEMuqW9na5OpJlrLTw8tEO8LJYBwrgxPLc0kxsLFh8JrI1DQ7Vc+qaJeJBryw6g5462dOEjj2BFj4cxg5L3FBioiIDHFRvxswxmQCH8PpINrzOmvtDfEPS0RkcP3lzW1c/9Ra3vjeSYwuyk52OFHpDuzZTbTV7aMsL5N2j4/XNjVS3eziuMnlAKSnppCeamjsilQG45cMZqWnMq4kh02D2ESmutlFYXY6RTkZ+z/R73GSwBW/hq46qDotvBx0EcSzC6mIiMgwFMu7gSeBdmA54E1MOCIiyfHmFmdo+tZG1/BJBj+wTLTF5WN0cTaTynN5bm099R1eJpTtrpxlp6f2dB6NZzIIMLYkh7pWT1yvuT/VTe79LxENBeHV62H1beDvgLEnwmn3QtUpgxajiIjIUBfLu4Ex1trTExaJiEgS/P3tbSyaWs6yGicZ3NbiTnJE0du9THR3ZbA8L5M544v5v2c3AHvuqcvJSKOjO0BORiqpKfGtihVmpw9qMripoYv5E/eypDfohzX/gNd+Ca3rIA847z8w6YxBi01ERGS4iCUZXGyMmW2tXZOwaEREBlG7x893H13DoWMKaepy9tvVtLiSHFX0dlcGnWpfq8vP1Mp8jptSvjsZ7NVtMzJeIt5VQYCC7PSeCmWi7Wz3sKujm8PGFu0+GArB6r/ByzdDWw1UzoaPPQTTz4bUwRl3ISIiMtzE8o7gOOBzxpitOMtEDWCttYcmJDIRkQRzeZ0kanVtO+Aso9w+jCqD3l57Bq21tLp9lORkMHt0IYXZ6bR7/HtUBiNNZOLZPCaiICudDk8Aay0mwXvxVtS0AXDkuGJnOeiaR+CN30DDezDycDj9Zph2hvYEioiI9CGWdwRaYyMiBxS3L9DzfXFOOoeNLaKmefgkg5HKYDBkaXH5cPuCFOdmkJpiWDiljJXb2vaoAuaEK4P5CakMpuELhvAGQmSlJ7YSt2JbK9lpcEj7K/DUzdCwFsqnwwV/hFkfg5SUhN5fRETkQBH1OwJrbY0x5jAgMpH3NWvtO4kJS0Qk/qy13P7iJs6cPYLJFfm4vE5l7aTpFRwzqZTtLW6WV7cOSnUrHiKVQYCacEWzJNfprnnDubNoCw+hj+hZJpqgyiA4+xcTmgxaS9rG//B85r2k/6MWSibCx++HQ85VJVBERCRGUX98aoy5BngIqAh/PWiM+WqiAhMRibeO7gC3PreBx1fWAeAKVwavXDSRKxZOZFxpLp3eAG3uwdn7NlCRBjIA1U3OXsfiHCcpK8nNYGJ53h7n9ywTTUBlMD+cYCZs36C18O5jhO6cz7XtPyEzPdVJAr+yDGaep0RQRESkH2JZS3M5cLS19sfW2h8D84EvJCYsEZH4aw8neTvbugF6KoO5GU4iM67EGcNw1UPL+cUz65MQYWy6/SEyUp1/xqvDy1uL9zN3L6engUx63GMpyHau2e4J9HFmP2x/C+45Ff7xebr9Ib7p+xIrPvpvJwlMUXMYERGR/oolGTRAsNfjYPiYiMiw0BpeNrmz3UkGI3sGczKdhGJ8qZMMLt3SwtPv7kpChLHp9gcpz88EoKbZqQxGlonuTXY46c1P4DLRznhWBqvfgPvPhntOcTqEnvNb7pn1AI/ZRcybVBm/+4iIiBykYnlHcC/wpjHm8fDj84B74h+SiEhitIXn8e3q2HtlcHxpDjNGFuAPhqhpdhEM2bjP44un7kCQioJM6to8uyuD+0sGE7hMtDA7skw0DpXB6jfgjdtg438hfyR85Ho46grIzGPx3UuZMaKAov1UQEVERCQ6UVcGrbW3ApcBLUAr8Hlr7a8TFZiISLxFGqrsaPNgrf1QZTAzLZWnr1nIZcdOwB+0PUnjUOX1h6j4QGWwKHvfS0BzBqmBTL/tWAkPXgj3nQl1y+CkH8HXVsJx/wOZeXT7gyzf1soxk0rjFLWIiMjBLaZ3BNba5cDyBMUiIpJQ7eFExRsI0eb2f6gyGDG2JBuA7S1uRhdlD26QMei9TLTN7acwO5201H1/xpfoofPQzwYyO9+BZ38EW1+BzEI45Scw7wuQvufvfsW2VnyBEAuUDIqIiMRFn+8IjDGvW2uPM8Z0Arb3UzhD5wsSFp2ISBz17hK6o92DyxcgKz3lQ0tBI41ktrW4mT9x6CYe3YEQuZlp5Gel0eUN8KXjJ+33/Mgy0UTsGcxMSyEjNYWOWBrI1C6HV26Gjc9CdgmceiMceSlk7f1/K29uaSHFwFETSuIUtYiIyMGtz3cE1trjwn/mJz4cEZHE6Z0M7mrvxuUNfKgqCDCqKJsU41QGn1xVx6Ip5fvdi5cMoZDFFwiRlZbKbz99JEXZ6Rw2tmi/r8lJYGXQGENBdlp0lcHa5bD4Nlj7JOSUwQnfh6O/CNn7j391bRtTK/N7lqSKiIjIwET9jsAY83Nr7Xf7OiYiMlS1uX1kpqXgDYTY2d6N2xfs2S/YW3pqCiMLs/n36p1saXJx7RnT+WIfVbfB5g2EAMhKT+X4qeVRvSaRy0TB2Te43z2D9Wvh5Z/Cuqec5aCLvgPHfg0y+/6s0VrLmrp2TpxWEceIRUREDm6xjJY4ZS/HzohXICIiidbm8TOxPI/UFMPOds8+K4PgLBXdEh7kvjX851ASGTiflR79P+OjwxXPUQnaB5mfnb73bqIN6+Evn4TfLYBNL8KJP4BvvAcn/SCqRBCccSBNXT4OHVMY56hFREQOXtHsGbwKuBqYaIxZ3eupfGBxogITEYm3NreP0twMKvMzeyqDufuoko0ryWHJlmZgiCaDAScZzEyLfuj63KoS3v7BRyjNy0xITAVZaXtWBnetgZdvhvX/hswCOPGHcNTlkBP7nr/Vte0AzB6z/6WkIiIiEr1o1gr9BXga+BnwvV7HO621LQmJSkQkAdo8fkYWZTOiMIudbd14/MF9NlOJdBStyM+kJjzDbyjx+iPLRGNZ4EHCEkFwlonWtXmcJHDx7bD6YcgqhOO+Dgu+Arn9b8azpq6NtBTD9BHavi4iIhIv0TSQaQfagYuMMcXAFCALnIYB1tpXExuiiEh8tLv9FOc4zUfW7uggPdUwoiBrr+eeMXskDZ1einIy+M0LG/H4gj177oaCSGUwK33oxDQ2tZkzO38Nd71Ot8li17TLqDrvR5BdPOBrr65tZ2pl/pD6eUVERIa7WBrIXAFcA4wBVgHzgSXASYkJTUQkfqy1tHn8FGVnkJWWyvNr6ynLy9xrAxmASeV53HDuLJ56ZwcA1c0uZowcOpN0uvtZGUyI9lpY+ju++f4fCNoQvw2eyz8yzid9ZwnPxSERdHkDvF3dwifmjo1DsCIiIhIRy7uIa4CjgBpr7YnAEUBjQqISEYmzTm+AYMhSlJPOyKJsvIEQ9R3dfXbWnFCWC0D1ENo32Ob20R7em5cVw57BuOtqhGe+D7cdDkt/x+aKj3CS95esmvI1zjtmJpsau+jyxjB3cB9eWN9Atz/ER2ePjEPQIiIiEhFLf/Fua223MQZjTKa1dr0xZlrCIhMRiaP28IzBwuz0nqYxgZAlZx/dRCOqwsng1uahkwxecOdiMtKcz/Iyk7Fs0tUEr/wclt8PQR8c8Rk4/jus2WTYuW01vz95Ck1dXqyFd+vamT+x/3sFAZ56ZweVBZkcVaVh8yIiIvEUSzJYa4wpAp4AnjPGtAI7EhOWiCSKLzyfLpJMHCwiA+eLcjIozds9QD63j32AeZlplOVlUtM0NJrIhEKW6mYXIes8HtRlop274I3fwIr7we+BIy6GBV+F8qkAnHt4iCPGFTG5Ip/mLi8A72xvG1AyuLXJxSvvN/LZBeNJSTFx+TFERETEEVUyaIwxwNestW3AdcaYl4BC4JlYb2iMSQWWAXXW2rOMMR8HrgNmAPOstct6nXstcDkQDN//v7HeT0T2dNWDyzHG8MdL5yY7lEHV5vEBUJSTzqjC3XP2cqIYwF5VmkNNy9CoDLZ5/D2JIMQ2WqLfOuvhrbth6e8g6IWZF8Cib0H5notDMtJSmFzhdPsszctkdFF2z0iI/lixrZVL73mLnMxUPn30uAH9CCIiIvJhUSWD1lprjHkCmBN+/MoA7nkNsA6IdGJ4F7gA+H3vk4wxhwCfAmYCo4DnjTFTrbXBAdxb5KDW7Q/y2sYmQtbS0e2nICs92SENmtZIZTA7nfL8TFJTDMGQJW8fDWR6qyzMYt2OjkSHGJVIxS0ioZVBT6szImLJHRDwwiHnwMn/C6WTonr54WOLeKe2rd+3v+e1rWSkpfDkV45lTHFOv68jIiIiexfLu4ilxpijBnIzY8wY4KPAHyPHrLXrrLXv7+X0c4G/WWu91tqtwCZg3kDuL3KwW17Tii8YIhCyvLahKdnhDKqdbR7ASexSUwyV+c68vb72DIIza7C+ozuh8UWr2eXb43FCRi142uDZH8GtM+G1X8KMs+Gry+ETf446EQQ4dEwhta0eWj8QczS8gSAvv9/AqTNHKBEUERFJkFiSwROBJcaYzcaY1caYNcaY1THe79fAd4BQFOeOBrb3elwbPrYHY8yVxphlxphljY1qbiqyP0s2N5OaYijISuOF9fXJDmdQbW91U5id3lMNHVHozBfMjaYyWJCFyxfEFYfOmAPV3JXAZNDVDM9fB7cd6lQEZ5wFX3odPvbHmJLAiGnhAfHv13fG/Nolm5tx+YKcekhlzK8VERGR6MTSQOaMgdzIGHMW0GCtXW6MOSGal+zlmP3QAWvvBu4GmDt37oeeFzlYBYIhvv7wO3xh4QQOHVMEwOLNTRw6ppCq0lxeWt9AIBgiLfXgaCSzvcXD2JLdewVHFmYDbVFXBgEaOr1MiGKPYSI1uz6wTDQejYDcLbDsHnjjdvB1wvSzYNG3YeShA7rs1EonGdxY3xlzE5nn1taTk5HKgkkD60QqIiIi+xbLu4irrbU1vb+Aq2N4/bHAOcaYauBvwEnGmAf3c34t0HvC8BjUvVQkarWtHp56Zwcvrm8AoMsbYHVtOwsmlnL6rBG0uv28EH7uQGXt7s+Htre6GVeye7nhyEhlMIpksLLAOXcoLBWNVAZHFWaRlmIGlsx7O+GVW+DXs+HFG2H8ArhqMXzygQEnguD8jvMz09hQ3xXza9+ubmHBxNLELIMVERERILZk8JS9HIu6WmitvdZaO8ZaW4XTGOZFa+1n9vOSfwKfMsZkGmMmAFOAt2KIV+SgtiO8Ry6SwLy6oZFAyHL81HJOnl7BqMIs7l9cncQIE2t5TQtzb3ye9bs6CIUsta0exvbaexbLMtHelcFk2dHmYcnmZppdXopz0plSmd//RMnbBS/e5OwJfOlGmHgCXLUEPv13qJgRt5iNMUyuzGNDP5aJNnf5qAz/HYmIiEhi9PmRuDHmKpwK4MReewQNkAcsHmgAxpjzgduBcuDfxphV1trTrLXvGWMeBtYCAeDL9DAi7gAAIABJREFU6iQqEr0d7U4SuCv853Nr6ynOSWfO+GLSUlP4zILx/OKZ93lrawvzJhw4w7xDIYsxsHZHB80uH999dA2/u/hIfIEQY3pVBk85pJJ1OzsZW9J3c5KKcGWwIUmVQWst1/xtJWvq2lk4pZyS3AzmTyylo9sf24U8bfDm750xEe4mmHEOHPs/MGZOYgIHplbk89y62PanWmtp8/gpycno+2QRERHpt2g2v/wFeBr4GfC9Xsc7rbUt/bmptfZl4OXw948Dj+/jvJuAm/pzD5GDXaQyuKvDiz8Y4sX1DZw8o6JnWeGnjhrHvW9U88m7l/DDjx7C5cdNSGa4cREKWY79+Yt89aQpPV0339nexv/912lYPLZ4957B8aW5/PITh0V13YKsNDLTUpJWGXx5QyNvV7cCsKy6hSmV+Vx1wiSuOiHKpi7d7bD8fnj9V+BpgamnO3sCxyR+1uSUyjz+vmw7TV1eyvIyo3pNR3eAYMhSlHPwjD4RERFJhj6TQWttO9BujPk8zjzAqsjrjDFYa29IaIQi0i+9l4m+Xd1Cu8e/R2fGktwMnv/G8Vz8x6U8uarugEgGm10+drZ3s3ZnOynG6ZpaVZbLYyvrAKKqAu6NMYbKgqyk7Rm87fmNFGSl0dEdoNXtpzQ3yoqZz+00hnn1FichnHgCnHIDjIwuCY6HSBOZDfWdUSeDkVEUxaoMioiIJFQsewafwJn9FwBcvb5EZAiKLBNtcflYvKkZY+C4KeV7nFOYnc7MkYXsbE9+Y5R4iCRrjZ1eml0+yvIyufjocT3Pjy7K3tdL+1SRn0lDx+BXBv3BEO/WtXPR0eN6BsyX5vWRJPk9znzAX82EZ38IY+bBlS/DJU8OaiIIMH2kkwwu3dwc9Wta3U4yWBJt0isiIiL9EkuP9DHW2tMTFomIxFWkMgjw6sZGxpXkkLeXsQgji7Jo6vLiC4TIiMeYgiRq6HSSwaYuH+mphpLcDM4+bBQ3/msdOZmpA+pMWVGQyfu7Ym+EMlA72jwEQpZJZXlMG1HAO9vbKMndR4XN2wVv/8HZF9i5E6acBsdeA1XHDm7QvVTkZ3Hy9AoeenMbV584Oaq/gza3sxdSy0RFREQSK5Z3fouNMbMTFomIxI21lp1tHiaV5wKwurad6eEB4B80sjALa4fG2ISB2tXuVO4aO720uHyU5GaQk5HGt06bxkXzxvXx6v2ryM9KSmWwptkNwPjSHGaOKgCg7IOVQZ8L3rwbbj/SGRpfPg0+92+4+OGkJoIRVyycSLPLxxPh5bp9adEyURERkUERS2XwOOBzxpitgBeno6i11g58GJWIxFWHJ4DLF+TIccVsbnRWc08fUbDXc53h67Czvbvfe+qGit7LRHMzU5kzvhiAS4+pGvC1Kwoy6fQG6Oj2U5A1eBWrmmbn76+qLJdDRjp/h6WRymDACyv+DC//DNzNMHY+fPJBGDtv0OKLxvyJJUwfkc/jK+v4VBRJeWSZaLGWiYqIiCRULMlg1DMFRSS56sJLRI8YV8wjy2sBmDFy75XBUUXO2ISd7Z69Pj+cRJaJevxBPP7g7qQpDo4Oj9/4z+qdUSU08VLd7CYrPYWK/EwWTCqlICuNaeWZsOQOeOM26KqHqoVw0g9h3PxBiysWxhiOHF/Mf9bsxFqLMWa/57e5/aSmOA2AREREJHGi/j+ttbYmkYGISPxEErsZI/PJTEvBGwgxbR+VwRG9KoPDXf0HlnHGswHJkeOKmT4in4fe3JbQZLC+o5vKgt3D1mua3YwvycUYw6SiVFafvgX+/i1o2wYTFsF5v4NJJ0EfCVayTa3I4y9uP42d3p65jfvS4vZRlJ3eZ9IoIiIiAxP1nkHj+Iwx5sfhx+OMMUNrLZKIALuTohGFWYwozCI7PZVx+1gCmpeZRn5WWs9w+uFsV3s32b0alPTZdTMGxhg+ffQ41tS1s7q2LW7X7W1LYxfzf/YCS7fs7rxZ0+xiUnGaMyfwt0fBM9+DgtFw8aNw6VMw+eQhnwgCTA3vWX2/vu8mPG1un5aIioiIDIJYGsjcCSwALgo/7gTuiHtEIjJgLm8AcBK98aW5zBpdQGrKvhOGkYVZe3QfHa4aOrs5ZNTuCmi8RxOcc9goAN7YFP2YhFjUtXmwFtbu6AAg5Pcxp/U//Lzus/DU1yCn1EkAL3sGpnwkITEkyrTwvMFoOrK2uHwUq5OoiIhIwsWyIeNoa+2RxpiVANbaVmOMProVGYLcviAAORlp3HLhoYSs3e/5Iwuz2TXMu4n6gyGaunx8dPZIlte0AvFPBotyMijPz2RLY1dcrxvR4XGS+O1N7fD2PYRe/SU3p9bRmDOb/HPvgQnHD4sq4N6U5mVSlpfBxvq+f3dtbv+wb2YkIiIyHMRSGfQbY1IBC2CMKQdCCYlKRAbE7QuQlZ5CaoqhsiCrp2PovjiVweGdDDZ2Oktjp40oIC1cBY1nA5mISeW5bE5QMtjldvPp1Bf44rufhn9/A1dmJVf4vsnGsx+HiScM20QwYmplflTLRFvdPko0VkJERCThYkkGfwM8DlQYY24CXgd+lpCoRGRAXL4AuRnRF/5HFmbT1OWl2x9MYFSJFalsjizMojzfSQLjXRkEmFiex+ZGF7aPamtMgn545++c/sq5/DT9HtpC2fDJh7hr0p28zFwOH1ccv3sl0dTKfDbUdxIK7f13Z62lyxug1eWnKFfLREVERBIt6mTQWvsQ8B2cBHAncJ619uFEBSYi/ef2BsnOSO37xLBp4eYe74X3qg03wZDlb29tA2B0cTbl+ZnkZ6WRkRbL513RmViWS7vH3zMYfUBCQVjzD2dY/ONX4iODz/m+w9neGwhO+yhLt7Zw2NgicmJI7IeyuVXFuH1BXlzfsNfnf/nsBo78yXP4giENnBcRERkEsXQTvR/YZa29w1r7W2CXMeZPiQtNRGL15Ko6Gju9MVcGI8PZV4T32g03P/vPOh5eVstVJ0xiamU+FfmZlOfFf4kowKSKPAC2NLn6f5FQCFY+BLfPgUcvh6xC+PTD3D71Pl4OHY4/CJsbu1hT294z3/BAcPrMEYwpzubOlzd9qLK6vcXN3a9u6TmuBjIiIiKJF8vH5odaa3v6qVtrW4Ej4h+SiPRHc5eXa/62ikdX1OL2BcnJjL4yWJ6fyfjSHJbVtCQwwsRweQP89a1tnHf4KL57+nQAvn7KVG48b1ZC7jepLJwM9mffYDAAq/4Cdx0LT17tJIEfvw+ufAWmnka7d/cy3cdW1BEIWeZPLI1T5MmXlprCFxdNZMW2Nl7b2LTHc7c+t4GUFPjnV47j0gXjWTS1PElRioiIHDxiSQZTjDE9G1eMMSXE1o1UJO6ufWw13/3H6mSHMSTUhUdDtHv8uLyxVQYB5owrZnlNa3z3wg2Cf6/ZicsX5OL543uOzRxVyDGTyxJyv9HF2WSkpbC5MYbKYCgI7z0Bdx0HT1zlHPvYPfCFl2Dm+ZDiJO4dHj+l4X2ODy/bTlqK6anaHig+PncsE8ty+frfV/X8NwuwZHMzZ8wayYyRBVx/7qw+mx6JiIjIwMWSDP4SWGKM+Ykx5ifAYuCWxIQlEp21Ozt55r1d+2xIcTCJzAns8PidymAMewYB5lQV09TlY1uLOxHhJUSXN8CDS2uYWJ7L3EFKmlJTDBNKc9nUEEVl0FpY9y+4Yx48cikEffCJB+CqxTD7QkjZ85/gju4AUyvzyUhNocXl4ysnTSY388D6zC0rPZW7L5mLLxDi2sfWAODxBdnV0c3EstwkRyciInJwifpdhrX2z8aYZcBJ4UMXWGvXJiYskeh4/UHaPX62NLmYHN7LdbCqC4+G6OwOOHsGY0wiIhWoldvaGF869N+U72jzcO4db9DY6eXnH5uNGcSxCzNHFfDqxiastXu/r7Xw3mPwyi+gcT2UTYNP/Bmmn9VTBdybDo+fKZV5nDS9ghGFWVxz8pQE/hTJM7kijy8smsitz22gusmFJ9zFtkrJoIiIyKCK+t2iMSYTOBwoCL/uQmMM1tobEhWcSF98AWfU5Yqa1oM+GdwZqQx2+/H0ozI4sSyPFDPAxiiD6PVNTTR2ern/snkcP8j7y44YV8RjK+uobfXsORw9GIC1T8Di22HnKqg4BM67C2Z/HFL7/ue2o9tPQVY6N3/s0ARGPzR88qix3PbCRv761jYOH1sEwAQlgyIiIoMqlmWiTwLnAgHA1etLJGm8kWRw2/DsghlPO9qdZLCzO4DLG3symJGWwsjCbLYP0WWi7R4/d7y0qWcW4s5wJXT+xMHvtnlEeO7fqu3hnlrBACy7F35zuNMd1NcF594BX3odDr8oqkQQnJ+xIPvg6KJZWZDFKTMqeXjZdjaGl9yqMigiIjK4YllHNsZae3rCIhHpB2/ASQyUDO5eJtrm9uHxB/s1m25cSQ41zUPzM547XtrE3a9uoSA7nc/OH8/Odg9leZlkpsWW9MbDtBH5ZKWn8E5NE2cHnnUqgc2bYMw8OPMWmHLah/YD9sUbCNLtD1GQdWDtEdyfC44czTPv7eKR5dspy8sk7wDbHykiIjLUxfJuZbExZnbCIhHpB68/RIqBjQ1ddHT7kx1OUkUayDR0eAHIjWG0RMT40pwh2UCmqcvLA0tqAPjz4mqstdS1eRhdlJWUeNIJcnXJCj7/zqfgqWsgI89pDHP5szDtjJgTQXAqusBBUxkEWDilnKz0FLa3eJhQltP3C0RERCSuYnnHchyw3BjzvjFmtTFmjTFGPf0lqbyBENNGFGAtrN3RkexwBsW/Vu/gz0uq9zjmDQRp7HSSwE6vk1T0pzI4tiSHpi4frvA1horfvriJ7kCQq0+YxMaGLhZvbmZne/fgjx8IBeHdR+H2OXyt/Re4Awb/J/8KV74Mh5wDA2hi0+FxPswoyDp4ksHsjFSOm+zs96waBk2LREREDjSxJINnAFOAU4GzgbPCf4okRShk8QVDzBnvNJ94t649yRENjkeW1XLP61v3OFbf7iSCY0t2J0f9rQwCQ6o6+OL6eu5bXM1n54/naydPIT8rjX+t3snONg8jB6syGArBO3+D386Ff1wGGXm8Me8OTvXeTF358QNKAiM6eiqDB9dSyVMPqQS0X1BERCQZok4GrbU1e/tKZHAi++MLOs1jRhflUFmQuc/KYENHN0+uqhvM0BLK7QvQ3OXb41hkePe0yoKeY/3dMwhDKxn8wePvMmNkAd8/cwZZ6akcPraI1zY24vIFGV2U4MpgKOgkgXcdB49/ETLz4cJ74UuvkTr9DCwp1LZ6+r5OFA7GyiDAKYdUcsjIAo6dXJbsUERERA46Mb1bNMYcBiwMP3zNWvtO/EMSiY7X7ySDmWkpzBxVyLs72tne4iYt1eyxfPC+xdXc+fJm5laVJD55GAQub5Aub4Buf5CsdKf6tzPcSXTaiDyeX1cPEHM3UYDxJU51Zlvz0EgG2z1+drZ3c9mxE3p+VicZbAJI3DLRUBDW/8uZE1j/rjMi4oI/wKzdg+LHFDv3rm2Nz+8qsuf1YNozCFCcm8F/rlnY94kiIiISd1FXBo0x1wAPARXhrweNMV9NVGAifYl0Es1MT2HWqAI2NXRx/p2L+dpfV+5x3vpdnYAzi/BA4PY5ywmburw9x1pcTqVwYtnuWYv9qQwW5qRTmJ1OTcvQ6ChaF666jS7enfQdNqao5/u4LxO1Ftb/B+44Gh6+BHwu+Ph9cNViOPQTezSGGVGQRWqK6anKDlSHJ7xM9CCrDIqIiEjyxLJn8HLgaGvtj621PwbmA19ITFgifYvMGMxMS2Xm6EJC1kmQVmxro92zu7Po+5Fk8AAZP+HyOUlwU6+loi0uH6kphlFFA9szCDC1Mo9n3t3FpvDst2SKVN3G9E4Gx+5OBuNW6bUW3nsC7lwAf7sIsPDx++Gry2Hm+XvdE5iWmsKIgqz4LRPtqQweXHsGRUREJHliSQYNEOz1OBg+JpIUPZXBtBQOG1NEaoph/sQSgiHLks3NAHR2+3sqNyu2tSUt1nhyhzt9NnXurgy2un0U52RQ2GuJYW4/KoMAPz3fmSDz2XvexB/el5kskb+7McW7xw6U52cyuiibtBRDWV7mwG4QDDjdQf9wIjxyqXPsvLvg6qUw8zxI2X9CPaY4O27LRNs9ftJSDNnpgz83UURERA5OsSSD9wJvGmOuM8ZcBywF7klIVCJR6O61Z3BEYRbPf+N47vv8PHIyUnl9UyMAG+qdquDUyjzW7min2x/c5/WGg1DI4g7/DM2uXsmgy09xTjr5vQaW92fPIMCUyny+c/p0drZ3J72RTG2rh+z0VIpz9lw6OW9CCVVluaSm9PPzqFAQVjwAvznc6Q7a3QHn3A5XvQGHXwSp0S3VHFOcE7fKYEOHl/L8TEwcOpOKiIiIRKPP0oExZjJQaa291RjzMs68QQN8DThwWjTKsNOzTDRcSZkQbk0/f2Ip/1q9k3e2t/eMSrho3jiuf2ot79a1M7eqJDkBx0F3IIi1zvd7LBN1+yjOzdij+UhuZv+XG06tzAdgU0MXk8rz+jg7cWpb3Ywpzv5QgnTd2TNx+foxCzEYgFUPwZLfQtMGGD0XzvgFTD29X4PiRxdnU9/RjS8QIiMt9tf3Vt/RTWXBII3KEBERESG6yuCvgU4Aa+0Ka+1vrLW3Ae7wcyJJ0XuZaG9nzh5JV3eA7a1u/rV6J3mZaZw5eyQAa4b5LEKXd3dls7H3MlGXj5KcDPLCCWCK+fDvJRaTyp3EenNjcvcN1rZ69tgvGFGYk77H/sg+Bf2w+mH43THw1NcgPdtpDHPF8zD9zH4lguAsEw1Z2NXe3a/X9+YkgwNc9ioiIiISg2hKB1XW2tUfPGitXWaMqYp7RCJR2t1AZs838hfOGcP5R4xm3c4OzrvjDaZW5lGRn0lRTjob6pPfFGUg3L2qYc2u3ZXBVref4twMUlMM+ZlpWBjQcsP8rHQqCzLZ3JDcrqK1rR6OGFfU94n7EgrCun/C89dD61Yomwaf+gtMOzMug+J7j5cYV5rTx9n7t6ujm2MmlQ44JhEREZFoRZMM7m/d0vAf2ibD1u45gx/eG5eaYpg1upDffWYOBVlpGGOYWpHPxvAewuGqd2Uw0kDGWhtuIOMsEc3PSiMQsgO+16TyvKRWBju7/bR7/Hs0j4laKATvPQYv/RRaNkP5DLjobzDltH5XAfcmsjT5vsXVHDm+uGcWYqzcvgCd3QEqC7VMVERERAZPNO+K3jbGfGiEhDHmcmB5/EMSiU7vOYP7csohlRw90am2TKnMY0N9J9YOPFFKlkhlMDcjtaeBTEd3gGDIUpKbAThDyweyXzAikgwm6/e1u5NoDJ85hYLwzt/h9wvh0cshIwcuvBe+9DpMOyOuiSA4Q+9/+NEZPLu2nmsfW9Pv69R3OH+XlflKBkVERGTwRPOO8X+Ax40xF7M7+ZsLZADnJyowkb7sa5novkytzKejO0BDp3fYNuqIzBgcV5pLfYezT63N7SwXLc5xksH8rDRSfQPvmjqpPJfO7gCNXV4qkpCkvPy+0xF2ckUUDWxCQVj/L3j1Fti1xqkEnv97mP2JuCeAH3TFwonsau/m3sXVfPu0abHtZQyL7DkcocqgiIiIDKI+3yVZa+uttccA1wPV4a/rrbULrLW7EhueyL71HjofjSmVTlKxYRgvFY3MGBxXkk2r20cgGKIlvHewONdZJnr2YaM457BRA77X5Aqno2gy9g12dPu565XNHD+1nOkjCvZ9orXw/jNOY5iHLwFvJ3zsHrh6CRz2qYQnghGXHlOFtZYHl9b06/UNnU4yOFw/pBAREZHhKeq1ZNbal4CXEhiLSEy8/r6XifYWGZewfmcnc8YXk9PPoezJ1FMZLMnBWmhx+Wj9QGXwkgVVcbnX1HDy/G5dOwsGubHJA0tqaHP7+fZp0/Z+QsDrdAddcgc0roOSic5y0EPO7XNQfCKMLcnh5BmV/O3t7XzjlKmkpcaWhEYqg+omKiIiIoNpcD42F0mAWJeJluVlUpqbwU+fXsexN7+IL/z64SSyZ3BKOLHd1uKm1eUH6NkzGC8VBVlMKMtlyZbmuF43Gm9XtzBjZAGzRhfu+UQw4CSBt8+Ff37FSfzOuwuufhNmXZCURDDirENH0uLysbEh9qY79R1ecjNSyc+Kbti9iIiISDwoGZRhK5IMZsRQhfncMVXMHFVAq9vP9lZ3okJLmEg30SPGOuMWNtR37a4MxjkZBJg/sZS3trYQCA5u4ry5sWvPvYKhEKz6C/zmCHjsC5BdCJ95zGkMc/hFkBb/nz1Ws8OJ65ra2GdZauC8iIiIJIOSQRm2vIEgmWkpMc3T++rJU7jh3FkAVDcld4Zef7h9AVKM0+kzJyOVDfWdtLh8pIXnC8bbMZNK6fIGeHdHR9yv3du7de08urwWgG5/kNpWjzP4PhiAFX+GO4+GJ66C3DJnTuCVr8Lkk+MyKzBeqkpzyc9MY3VdW8yv3aVkUERERJJAyaAMW15/KOolor1VlTqz4bYOw2TQ5Q2Sm5FGSophSoUzKqPV7acoJ2NAQ+b3ZX54LMeSzYldKvq7lzfz/cfXYK1la5OLVBtgUffLcNdx8M+vQno2XPgnuOIFmP7RQWsME4uU8GzLWCuD1lpqml396kIqIiIiMhBD7x2VSJR8wRCZ/RjyXZyTTkFWGtXNwy8ZdPsC5GQ6P/OUynw21HfR1OXtGTgfb+X5mUytzOOVDQ0JuX7Eul0deAMhGjs8uFY9xn8zvsuRy74NNgifeACufAVmfWxIJoG9HTqmkHU7O2Paj7puZydNXb5Bb9IjIiIiMrTfWYnsR38rg8YYJpTlUt00DPcM+pzKIDjdPpu6vLyyoZEjxxUn7J6nzxrJm1tbaAjPNYw3jy/IrqYWPpP6HAX3LGDum9cQIgXfhQ86jWEOOWdILQfdn9ljCvEFQzGNL3llgzNPcdGUskSFJSIiIrJXSgZl2IrsGeyPqrLcYblM1O3dszII4AuEuHzhhITd8+xDR2It/GfNzvhfPOCj8bV7eCHjm9yYfi+elHzuHfljvpB7Gxmzzh7ylcAPmjXKaSKzNoY9lq9uaGTGyAIqtGdQREREBtnweqcl0os3EIp64PwHVZXmsqPdQ3d4VuFw4fIFeuYjRuYmLppa3vN9IkypzGf6iHyeWh3HZDAUhOX3wW2HMu61b9Ngi/iU74c8MOtPPNI9j6qKwj4vMRSNKc4mLcVQ0xLdBw3tHj/LalpYNFVVQRERERl8w2/qtkiYNxCKeuD8B1WVOUPba1vdTK5IXCIVb25fkNLwCIlRhVl845SpnDFrRMLve/qsEfz6+Y10dvsHNgsv6IcV98Pi26H1/9u77/g2q7P/458j2bK894qdvXeAAGGHVSh7tBSeDigUSgfQSWn7PF3PQ+kubSltgQKFtj8odLJKGWGFMBIgg5BAdmzHSbyHbMmSzu+PWzYZdqLYsob9fb9evLBv3bp1KT5x7kvXOefaAmMXcV/ZV/nhe2PIyk6nbHcnG3Z3cHyKTplMc7uoKsxkS+PBpyB3+oNcfd9yQmHL2XMr4xCdiIiIyN5UGZSU5e8ZwjTRyI6im3Yn51TRrkCIP76ylWUbGwmHbd/xTn+QrEgLCWMM1586tW+66HCaWZkHDOHPK+iHN+6H2xfBY1+G7FL4yJ/gyn/zaOcsZlTmM64oi6ff2UkgGGbRpKIYRh9f44qy2BZFMnjXi5t5fUsTt156GPOqC+IQmYiIiMjelAxKyhrKNNFp5bkYA2t3DG//vMF6ZFUd//2PNVx25yt879G1fcd9gRDZnsG956GYXOo0gN+wq+PQnhjwwYs/g5/PgX99HtK8cNmDcNVTMPMcMIb3drUzrTyXsYWZ+AIh0lyGoyam7s6a44uz2BrFTrWra1uYWpbDefPHxCEqERERkf1pmqikLCcZHNznGdkZaUwuzTnknnDxsqa2lWyPm7PnVXLfsi18eGE1s8fkO5VBT/z/2o4vziLNZdi4O8pk0N/hTAdd9mtoq4XJp8Kx18GkxXvtDNrdE6LZ10N1YWbf+s35YwvIyUjdX03ji7Jp6w7S4gtQkOUZ8Lx19e0cNoy7wIqIiIgcjCqDknK6e0KsqmlxdhMdRJ/BXvOq8llV24q19uAnx9ma2lZmj8nnm2fPojDLw3cfWYu11qkMZsS/MpjudjG+OOvgyWBPF7z+e/jlYfDkN6BgPFzxOHz8bzD55P1aRNS3Ou0qyvO8jC3MAuC4Kam5XrDX+GLnfWw9wFTRDn+QmuYuppfnxCssERERkf0oGZSU8/c3azn/10upa+nC4x78EJ5bnc/udj872/wxjG7oQmHLOzvamV2VR35mOjecNpXXNjdxyxPrCIZtX9IUb5NLc9g40JrBUA+8difcOhce+xIUTYQr/wNXPgETjhvwmvWR3oWV+V5mjcnD7TKcNrNsOMKPm/GR9ahbmwZOBtfXO30Ip1fkxSUmERERkf6k7lwsGbV2tHZjLXT3DH43UYB51U77glU1LVTkD/+OnNHa3NBBV0+or2fdJQvH8uslG7jjhU1MKs3mosOrExLX5LIclqzfRU8oTHpvEt7V4kwHffV3znTQCSfAh+6BCcdH1Sh+z8rglLIc3vrW6UPbrTQJjCtykvVtB1g32NuUfkZF6uxkKyIiIiOPKoOSclp8gb6vB7tmEGBWZT4uA6trk2fdYDhs++KZXeVUjbzpbj5/ylSMge+eNxvPEN7zUEwuzaEnZNne5HM2hnnhJ87GME99C4omwUcfhssfgYknRJUIwvuVwYp8p+F6qieCAJkeN2W5GQdsL7G+vp1sj5uqgsw4RiYiIiKyN1UGJeU0de6ZDA5+/Vymx82k0py+KXuJFg5bTvjREna3+8lIczGl9P31ZB9fNJ4zZpdTlutNWHyTS7PJopvwkh/A5j9CVzNMPxtOuhHGLBjUNetbu8n1pqX0hjH9mV75or6aAAAgAElEQVSRy9t1A+9Uu66+janlubhc0SXNIiIiIsNhZN2ByajQHKPKIEB5XgYNHcmxZrC2pYvali4mlWRz4rRS0vZZD5nIRJDuVuZsupvnMn5J2doWmH4WHHcDjFs0pMvuaO2iIi+B72uYHDmhiJ8//S6tvh7ys/audvaEwqyuaeXCw6sSFJ2IiIiIQ8mgpJymzp6+r4eyZhCgODuDlc0tQw0pJjZEdur8wcXzOGpikjRd93fAm/fDCz8m3ddInWcBv8j9BDdfdlVMLl/f5u+bIjqSHDWxCGth+dYmTp1Zvtdjq2tb6QyEOGZSau+aKiIiIqlPawYl5TR3Bvq27x/KNFGA4hwPjR2Bg58YBxsjDd2nlCVBu4GO3fD0d+Dns+DfN0HZLLh6CY8t+A0P7RzT1xNwqOpHaGVwwdgCPG4Xr21uAmDDrva+zXKWbWwEYNGkJEn4RUREZNRSMigpxVpLky/AiVNLmVqWw8wh7sZYkpNBhz8Ys+RmKDbs6qAo20NR9sCNyoedrwme+6HTJ3DpL5wm8Vc9BVc8ClWHs3BCEYFQmDUx2HQnGAqzu91P5QisDHrT3cwfm8/LGxt55p2dnPXLl7jkd8vo9AdZtrGRGRW5FOdkJDpMERERGeU0TVRSii8QIhAMU1WYyVNfOmnI1yvJcRKvhg4/1Qnq39dr4+6OvTaNiSt/Oyz7tZMA9vicjWFO/y6UTN3rtIXjCwF4fUszCycMrbK1u8NP2EL5CEwGARZNKuZXz27gqj8sZ2JJNlsaO/nCg2+xfGsTlx45LtHhiYiIiCgZlNTSu3lMUVZsqmfF2U51prEjkPBkcMOuDs6cE+d+h91tsPRWeO0u8LfCrAtg8U1QNrPf04tzMphYks3K7UNfZ9k7bXIkThMF+PRJk5lUmk1bV5DzF4zh7qVb+OUz7wFw2j7rCEVEREQSQcmgpJTmyOYxhTGaSlkcqQw2diZ2R9HGDj/Nvh4mx6sy2LEbXr8LXr8TfI1OEnjc9VB1xEGfOr44i5qWgXvoRWt3u/NnntBdUodRTkYaFx5W3ff9l06fxlXHT8RlRkY/RREREUl9SgYlpTT1VgazY3MzXRJZt9WQ4E1kNsRr85iO3fD8D+GN+yDkh6lnwOKvRZUE9qoqyIxJZbAx0i+yNyEfDfIzlQSKiIhI8lAyKCmlOZJAFMZqmmhvZTDByeDWJqfSNrEke3heoL3eWQ/4xn3Q0wWHfRSOuQ5Kpx3ypaoKM2n29eALBMnyDP5XSEOkMjiakkERERGRZKJkUFJKU2dvZTA2CUSWJ40sjzvhjedrm7swBirzM2N74fad8Nrv4JXfQCgAsy+CE78CpdMHfcmqAifG2uYuppYPfjfXxs4Aud60IbcHEREREZHBiXsyaIxxA8uBWmvtOcaYIuBBYAKwBbjEWttsjJkAvAOsjzz1FWvttfGOV5JLsy+Ay0BeDNdcOb0GE5sM1jQ7/fY8aTHq9tK0CV74Kaz+C4R6YNb5cNq3oWjSkC/dmwzWtAwtGWzo8FOq9goiIiIiCZOIyuANOEleXuT7m4BnrLU/MMbcFPn+a5HHNlprFyQgRklSTZ0BCrI8uFwmZtcszs7oW7+WKDXNPqoLY1AVbNoMr9wOy+8BVxoc/glY9Fkonjz0a0dUFb5fGRyKhg6/poiKiIiIJFBck0FjTDVwNnAz8KXI4fOBxZGv/wA8x/vJoMheWnw9FGbFdhOOkhwPtS3dMb3moapp7uKoiUPo29e2A176Gbz+ezAuWHAZLP4G5FXGLsiIslwvaS5DbcvQksHGjsDwb5gjIiIiIgOKd2XwVuBGYM+5ZeXW2h0A1todxpiyPR6baIx5E2gD/tta+2L8QpVE+Mvy7bR19fCpE/qfzrirvbuvN2CslORksKqmNabXPBTBUJj6tu6+6ZeHpH4NLLsNVj8MNgxHXOGsCcwbE/M4e7ldhsoCb0wqg0dPGlrjehEREREZvLglg8aYc4Bd1toVxpjFUTxlBzDOWttojDkC+IcxZra1tm2f614DXAMwbty4WIctcfbPt2ppaA/0mwxaa3l3ZwdnzY1ttas4x0NjZ4Bw2MZ0+mm06tu6CYXtoU0TbdzotIhY9SCkZ8PCK2HRZ6Bo4vAFuoeqgswhVQaDoTDNvp6YJ/YiIiIiEr14VgaPA84zxpwFeIE8Y8wfgZ3GmMpIVbAS2AVgrfUD/sjXK4wxG4FpOJvP9LHW3gHcAbBw4UIbt3cjw6IrEKLDH+z3sZ1tflq7ephRMfhNS/pTmOUhFLZ0BIIx3ZgmWjWRClt1YdbBT27aDM98F97+B7g9cPwX4bgbILNwmKPcW1VBFks3NAz6+b27wpbkKhkUERERSZQYbV14cNbar1trq621E4BLgWettR8D/gVcHjntcuCfAMaY0sjOoxhjJgFTgU3xilcSwxcI0RnoPxlcV+8UhafHOBnMizQCb/X1xPS60eqdbll1oMpg3Vvw10/BbQvh3SfhhC/BF9fAad+JeyIIML44i53t3bT4BrfxTkOkr2NJjFqEiIiIiMihi1syeAA/AE43xrwHnB75HuBEYJUxZiXwMHCttbYpQTFKnHT3hOgcoDL47s52AKYPoZ1Bfwp6k8GuxCSDvZXBMQXe/R/c+Tb88WK44yRY/2846tNw3Rtw6rcgp2z/8+Nk8fRSrIX/rN05qOc3djqtPFQZFBEREUmchDSdt9Y+h7NrKNbaRuDUfs75K/DXuAYmCdfVE6InZPEHQ/s1I19X305ZbgaFMa4mFWQ512tJQGXwnqWbuf+VrVTkefd+v3VvwZLvw3tPgrcATvsuLPwkePPjHmN/5lblU12YyeOrd3DJwrGH/PyGSF/HYlUGRURERBImGSqDIn18gRDgTNn8wM+f5+k9Kk/r69tjPkUUoCDSqqKlK769Bhs6/Hz3kbVUF2byg4vnOgdrVsBDV8Adi6HmdVj8dbj+TTj+C0mTCAIYYzhrbiVLNzQManptY2SaaLGazouIiIgkjJJBSSrdPU4yuK3Jx7s7O3gpsklJMBTmvV0dMd88BiA/Mk003pXBVzY1AvCtc2ex2LMe7j4T7joFNjzjJH83vAWLb4Ks5Gy/8ME5FfSELM+/t/uQn7ur3Y/H7SLPm5DJCSIiIiJCgqaJivSnJxSmJ+RsCNvbtmBLY2fk/z4CwTDTK/Ji/rr5cVwzePNjazluSgmLp5exbGMjp3jeYcHzv4eNz0BeFZxxCxz+cciIfdIba3Oq8slIc7FqewvnzY++r6G1lmfe2cnc6nyMiX8rDxERERFxKBmUpNEVqQoC7GjtBmBzg5MMrq93No8ZjsqgN92NN9017MlgW3cPd764mZXbW1mcuZnz1tzE0a43YGe5syvo0ddC+iAazydIutvFrDF5rK5tPaTnrdjazMbdnfzo4snDFJmIiIiIREPTREeAFl+Ay+9+jQ272hMdypB0B/ZIBiOVwZrmLgLBMOt3tuMyMKUsZ1heOz8zfdBtEqK1rq6NM1yvc1Pd5+HuDzA9uJ5lU74EX1jt9AtMoUSw19yqfNbUthIOR9fis7snxD0vbyHb4+bseZXDHJ2IiIiIHIiSwRHgwde38/y7u3ny7cFt858sfHskg7UtTmUwFLZsb/axvr6NCcXZeNPdAz19SAoyPcNXGbQW3nuaCf+6iN95fk4R7fzCczXH+n9F4WlfhLTU3URlblU+nYEQmyIV3APZtLuDY255hsdW7eCSI8eSnaGJCSIiIiKJpLuxFBcOW/782jYA1ta1JTiaodlzmmhdpDIIsKWhk/X17cysjP16wV75Wemx30DGWtjyEjz1P1D3JhlpJXzXXMuS7NPZ0uzn6hMmMmMY1kDG07zqAgBW17YctGp7xwub8AVC/OHKozh+Skk8whMRERGRA1AymMLqWrr4y/LtbG30ketNY03doa3dSjZ7VgZ3tL6fDK6ta2Nrk48LDqsattcuyExnW5MvNhcLBeGdf8LLt0HdG87GMOf/miuXVuPxePnknApe2tDAV8+YEZvXS6DJpdlkprtZub2VCw+rHvC8hg4/f3uzlg8dUc1J00rjGKGIiIiIDETJYAr7zB9XsLKmlTlVeZwyvYxfPruB1q6evt0xU033HpXBZl8PORlpuF2G/6zdibXDs3lML2fN4BArg+EwvPsEPP0daHgXiibD2T+F+f9FKC2TtX97ksuOKuPyYydw+bETYhF2wqW5XUwtzznoNNEHX99OIBjmyuMmxikyERERETkYJYMpbFuTj0uPHMstF83l+XedXm9r69o4ZnJxgiMbnK49KoPgJGiluRm8tb0FYFinVBZkpQ9+zWBPF6z8f7Dsdmh8D4qnwCX3w4xzwOUsy926u4OunhAzKpO/ZcShGluYxTv1B56i/PqWJqaX5w7bBkAiIiIicuiUDKaQt7a3kOYyzKnKp7snRLOvh+rCTIwxzB6TD8Dbda0pmwz6evZOBvMy07nxjOks3djA9Io8JpRkD9trF2R56OoJ0d0Tin6TmlAPrH4Inr0Z2mqgcj5cdBfMvgDce1dnN+52KmfTykdeMlhdmMlT7+wkHLa4XPv3DbTWsqa2lZOmlSUgOhEREREZiJLBFPLf/1jNu/Ud3HrpAuZEkr/yPC8ApbkZVOR5uW/ZVsYXZ3P6rPJEhjoova0l3C5DKGzJ86Zx7JQSjo3DZiO9U2vbunoOngyGQ/DWn+G5W6CtFirmwQW/hoknwQBN1OsjayDH5HtjGncyqC7MJBAM09Dhpyxv//e3s81PQ0eAuVWpvVmOiIiIyEij1hIppKE9QCAU5gsPvMXGhg7g/WQQ4AcXzyXNZbj2jytojfXOmHHgCwQBKMnxAMR17WPvazX7evjnW7Xc+cKm/U8KdMJrd8JtC+Ffn4e8MfBfD8E1z8OkxQMmggD1bd2kuQzFOanbRmIg1YVZAGxv7ur38d6m9HOq8uMWk4iIiIgcnCqDKcJaS5MvwITiLLY0+nhlYyMAFXtUmhZPLyMz3c1H7niF17Y0pVx1sKsnDEBJTgY72/xxTQYLspzXuvLe16mNtLW45MixTgxBP7x+F7zwY+hqhqoj4JL7YOZ5B0wA97SjtZuy3Azc/UyjTHXVhZkA1DT7OGJ84X6Pr65txWVg1hhVBkVERESSiSqDKcIXCBEIhjlifBEAL0eSwfJ9puXNH1tARpqLVzY1xj3GoertM1iU7VQG8+KZDGY6r9niC/CRhWMB2FjXAEt/AbfOgye/AWMOgyufhE89A7POjzoRBNjZ1r1X4j6SVPUlg/1XBt+ubWVyaQ5ZHn32JCIiIpJMdHeWIpo6AwAcNq6Av79Zw5q6VjLT3eR59/4RetPdHDaugFc3p2AyGAiSme4mN/Ke4lkZnF6Ry7UnTebiw6vwhrvJfPNOpj/0Zeje4UwBvfC3MPnkQV9/R2v3sLbGSKQsTxolOR5qmvfv02itZVVtKyeoybyIiIhI0lFlMEU0+5xksCLPy9iiLKx1poiafqpTiyYV83Zd2+BbJSRIV0+ILI+b7EgFad9Edzh50lzcdPIYpq65leo/HMF30u+jyV0Clz8Cn/jnkBJBay31rd1U5GXGMOLkUlWY1W9lsK61m93tfhaMK0hAVCIiIiJyIEoGU0RvZbAw28OkSIuF8rz+NyM5emIx1sIbW5vjFl8s+AJOW4fsjEhlMCtOlcHORnj+R/DLw+DFn2AmnsSX837CN4p+ChNPHPLl2/1BfIEQFfkjb/OYXtWFmazc3sJ5t73Ext0dfcff3OaMwcPG7r+WUEREREQSS8lgiuitDBZle5hU6jTuruhnG3+AaeXO45sbOuMTXIx091YGM5zWDsM+TbRjNzz+Vfj5bFhyM1QdDlcvgY/cT7jqSDbs6jj4NaKws7UbgIr8kVsZnFySTVt3kFU1rSxZt6vv+JvbWshIczGjcmROkRURERFJZVozmCKaOp0pn0VZHiZHksF9N4/pVZTtwZvu6tsVM9lZa6lv68YXCJHpeb8ymOcdpmSwZTu8+ltY8Qfo8cGCy+CY66BsRt8pU8tz+PubtbR19ww5jh29yeAAP6+R4OoTJ3HKzHI+9YflvLOjve/4m9uamVuVT7pbnzuJiIiIJBslgymiuTOA22XI9aYxqbR3mmj/yYUxhqqCTGoH2N0x2Tz5dj2f//ObVOR7qSrIJCdjmDaQadkOz/4frH7I+X72hXDSjVA6fb9Tp5Y5lawNuzo4fNzQpjjWtznJYOUI3U0UINebzoKxBcyszGVdfRsAgWCYNXVtXH7M+ARHJyIiIiL9UTKYIpp8AQqz0nG5DHOr8jl2cjHHHWCHxurCrJSpDK6qaSUYttQ0dzGlLIcjJxRxwtQSxhZlxeYFmjbBiz+DVX9x2kEs+gwcfS0UjB3wKROKI43Um3xDSgb/uqKGR1bWAVA2wBrPkWRWZR73LN1CTyjMuvo2AsEwC7ReUERERCQpKRlMEc2dAQqznF542Rlp/PnqRQc8v6owk9W1rfEIbcg27X5/bWOWx83Myjzuv+rooV+4eQssux2W3w0uNyz4LzjhywdMAnv19jpsjmzcMxjhsOXrf1tNIBSmPC+DjDT3oK+VKmZW5hEIhdm0u5M1tU6FcF51foKjEhEREZH+KBlMEU2dAQojCUo0qgoyaeoM4AsEk77Z96aG9zdq8abHIGHa+TY8/0N45xEwLph/GZz8TcirjPoSBVkejHl/F9fBaOj0EwiF+eRxE7j0yHGDvk4q6d0oZl19G2vqWsnzplFdOHI3zhERERFJZcmdJUifZl+ASSU5UZ/fewNe29zF1PLk3ckxFLZsaXi/WXnmUJLB+jWw7DZY9SB4cuHY6+HoT0PemEO+lNtlKMhMp8k3+GRwR4uzVvDYySVMH6EN5/c1uTQHj9vF2h1tvF3bypyq/H57YYqIiIhI4ikZTBFNnT0cMT76ymBvMljTktzJYE2zj0AozIyKXNbVt5PlGUQyuP01WPJ92LQE0rNg0Wed6aBZRUOKrTDbM6TKYF1kzeZI3jhmX+luF/PH5vPU2zupbeniE9o8RkRERCRpKRlMAdZamn0BirKj312zqsDZACXZdxTtXS947vwxrKtfH31l0FrY/iq8/CtY9yhkl8Gp34IjPjnkJLBX8RCTwd4NfKoKRtc0yUuPHMeXH1oJwJwqrRcUERERSVZq/pUC2rqChMK2bwOZaJTlZpDuNtQkeTK4cbezXvC8+WPwprsozY1ix80NT8Ndp8HdZ8CWl2Dx1+GGt2JSDdxT0RCTwR2t3WSmuynIGqZ+iUnq7HmVfW1BZo9RMigiIiKSrFQZTAG9u4JWF0bfasHlMowryuI/a+u5+oSJFOckZ1uDjbs7KcxKZ2xRFk998aSB2y9Y6ySBS38BW16EgvFw1k+cHUI92cMSW1G2hxVbWwb9/LqWLioLvKNuzZw33c1/HT2Oh1fUMLFkeH42IiIiIjJ0qgymgL++UUOuN43F00sP6Xn/e/4capu7uPye1wiH7TBFNzTr69v6GryPLcrav/2CtbD5Rbj3HPjTh6BxI5xxC3x+ORx19bAlguAkg82+wKD/7OpaukbdFNFeX/nAdJ798km4XaMrERYRERFJJUoGk1yHP8i/19Rz7vwxh9x24dgpJXzv/NmsqW3jze2Dr3ANl2AozNodbf2vKwuHYfXDcMdJ8IdzYPc6pxL4hVVwzGchLfops4NVmOUhFLa0dfcM6vl1rd2MyR+dyaDbZcj1jq7psSIiIiKpRslgkntqbT1dPSEuPrx6UM//4NxKPG4XT6zeEePIhm7j7k66e8LMrc57/2A4DOsehzsXw1+vgoAPzrkVvrjGqQS645dgFOc4Cedg1g36gyF2t/upLBg9O4mKiIiISGpRMpjkapqcDWDmVw9uI448bzonTC3hiTX1WJuYqaLdPSEeW7WDnlB4r+O9ayHnVuVDqAeW3w23LYQHLgNfM1x0J3zuNVj4SUiPf4Wtd8OewSSD9a1Oj8Exo3SaqIiIiIgkPyWDSa7DHyQjzUWae/A/qg/OraS2pYulGxpjGFn0lqzbxef+/AbX3LccXyDYd3xNbSv5Hsuk2kfg9mPg0S+CNx8+dDdc/ybMuwRciRuixdnOZjaDSQZHa1sJEREREUkdSgaTXIc/SK53aJu+njmngnFFWXzpL2+xs607RpFFr8nnJFNL1u/m9iUbsdaytb6Bievv5Nm063H98zPgSoPLHoSrn4U5F4M78RvdFg1hmujGSP9E7aYpIiIiIslKyWCS6/QHyc4YWmKUk5HGnZ9YSHt3kJ/+Z32MIotee7dTDZxfnc9La7ew6m8/Iu03R3F55z20ZE+Cj/4VPrsMpp8JSdSGoSgyTbRxMMngrg6yPW4q87VmUERERESSU+LLL3JAHf4g2Z6h/5imV+Ry5MQi3q5ri0FUh6a9u4cCl49vZz/N5C0PkN/qY5V7Bs/NuJljTj4XSnPiHlM0Mj1uMtPdNA8iGdywq4PJZTmjrsegiIiIiKQOJYNJrsMfJGeI00R7TS3L4dVNjYTCNn7933xNHLb5Lj7leYCCrR08ET6Su4Jnccrp5/D5U6bGJ4YhKM7xUD+IqbUbdnVw7OTiYYhIRERERCQ2NE00yXX4g+QMcZpor2nlOfiDYWqafTG53gF17ILHvgI/m8Vp9Xey3jUVrnmOm7O/zptM48JBtsqIt/ljC3h9S9Mh7cTa4Q9S39bN5LLkrHiKiIiIiIAqg0mv0x8ipyQ2P6YpZbkAvLezg/HFw7SxSWsNvPpbWH4PBLth/qX8z87FvNFdwWNjFnDV8ZvZ1uRLmV02j5tcwmOrdrBxdydTokzuNu7qAGBykk5/FREREREBJYNJr7176BvI9OpNZt7b1cFps8pjcs0+zVthyfdhzcNgLcw6H07+JpRMYd1vXybP6xShrzx+Ymxfd5gdN8WZ6vnyxoaok8ENkWQw2vNFRERERBJByWASCoctD79Rw+kzy+n0B8nJcMfkuvmZ6VTkeXlvV3tMrgfA7vWw7New8gEwLjjq07DoWigY13dKe3eQcUVZsXvNOBpXlEV1YSZLNzTwiWMmRPWcNXWtpLkM44tT8z2LiIiIyOigZDAJPbZ6Bzc+vIpvnzuLrp4QORnpMbv21PIc3tvZMfQL7VoHz3wX1j8OaV5YcBmceCPkV+13ant3kLzM2L2HeDLGcNzkEp5YsyOqjXfe2t7CH1/ZyhlzKkh3a0muiIiIiCQv3a0mmWAozM+eeheArY3ORi/ZMaoMgjN1ccOujkPaEGUvNSvgoSvgN8fAlqWw+Ovwxbfh3F/0mwgCtHX1kBujHVET4dgpxbR1B1lT23rQc298eCVluV6+f8HcOEQmIiIiIjJ4qXuHPkI9vqaezQ2dAGxpdP4fq91EAcYXZdHVE6KhI0Bpbkb0T6xZAU99C7a+BBn5cMzn4bgvQPaB2yeEw5aOQJBcb2pWBgGOnVwCwNKNDcwfWzDgea2+Ht7d2cHXzpxBflbqvl8RERERGR2UDCaZVdtbyEhzMb44q68yGKs+gwBjI2v3tjf7Dp4MWgublsDLt8HGZyC7FM64BQ7/OGTkRvV6HYEg1kJeClcGS3MzmF6ey8sbGvns4ikDnreuvg2AGZXR/dmIiIiIiCRS6t6hj1CbGzqZWJJNSU4Gr2xqBIjZbqKwRzLY5OPwcYUDn7hxiVMJrF8FOeVwyn/D0ddGnQT2auvqASAvhSuDAMdNKeFPr26luyeEN73/abvrdzob88ysyItnaCIiIiIig6I1g0lmc0Mnk0qzKc7xEAw76/piOU10bOH7yeB+QkF4+x9w12lw/wXQ1QLn3QZfWA0nfvWQE0FwNo8BUnrNIDgtJvzBMC+91zDgOe/saKcgK53yvEOYfisiIiIikiCpfYc+wvSEwmxr8vHBuRV094T7jscyGcz0uCnJyWB7UxfhsMXlMhAOw7pH4OnvQNMmKJwIZ/0EDvs4pHuH9Hq9yWCq7iba6/ipJYwtyuQn/1nPyTPK+t1VdF19GzMqcjHmwDuOioiIiIgkA1UGk0hNcxfBsGViSQ7FOZ6+47FMBgHGFmWyvdnHzG/8g3/8/vtw+yL4yyfA7YFL7ofrVsBRVw85EYT3p4mmemUwI83NjWfMYF19Ow+v2E44bFm+pYlwpHobDlvW17czQ1NERURERCRFpPYd+gizucHp/zexJJvwHq0fYrlmEGB8gYfMdx7mZxkPUrG9GSrmwoV3wJyLwR3b12r39yaDqV0ZBDhnXiV/eHkLP3hiHRt3d3LHC5v4/eULOXVmOTXNXfgCIWZUaPMYEREREUkNqgwmkU27nVYSk0qyKc15f91ZzPoMdrfCy7/ie1s+yi3u37LDFvOtgu/Dp1+E+R+JeSIIe0wTTfHKIDgN6L9/0Vw6/EHueGETAK9taQJgZU0LALPH5CcsPhERERGRQ5H6d+gjyOaGTgqy0inM9vRNE/W4XWSkDTEZDPhgxb3w/A+hu4XuooV8sf5jPBM+nBPzymAY17i9P0009SuDANPKc7npgzN5YvUOOvxB3tzqJIHLtzSR5XEzU20lRERERCRFKBlMIpsbOplQnA1ASaQyOKSqYMcueO1OeP0u6GqCSYvh1G+zoWscz9z1KgDdPaEhRn1g7d1BMtJceNJGThH6quMnctXxE/nfR9fyx1e2EgiGeW1LM4ePKyTNPXLep4iIiIiMbLpzTSJbG31MKHZaPxRlO5XBQTWc72qG534Av5gPL/wYxi2CKx6Hj/8Dqg7nyIlFfPWM6RwxvhD/MCeDbd3BlN9JdCCHjyvEHwzz2uYm1tW3sXDCAfo2ioiIiIgkGVUGk0QgGGZHaxfjiqsB8Ka7yfWmke05hB9R81Z45XZ4437o6YRZ58Mp/wMlU/c6Ld3t4nMnT2FVTQtbGvrpNxgj6+vbeXbdTiryhr4raTI6fHwBAL99fiPWwpETihIckYiIiIhI9JQMJom6lmhwaiIAABWWSURBVC7CFsYVZfUdK8nJiK6tRNsOWHYbvPo7wMKcD8Exn4PKeQd8mjfdTXdweCqDwVCYj/3+VQzww4sPHEeqqszPZFZlHi9taMDtMiwYW5DokEREREREoqZkMElsa3IqdHsmg4smFR24Mli/Gpb9GlY/DOEgHPZRWPwNyK+K6jW9ae6Yrxn806tbWVPbyscXTWB3u59bP7KAWWNGbu+9Bz69iH+vqcfjdsW8BYiIiIiIyHDS3WuS6C8ZvOWiASpqtW/AM9+DTUsgPRsWXgmLroWiSYf0mt50F9094UHH3J8l63bzzLqdVBc67+PwcSN7HV2eN51LFo5NdBgiIiIiIodMyWCS2N7kw5Pmoiw3o/8TrIVty5xK4LpHIasETv02LPwkZA4u4fKmx74y2OILYC3c/dJmirI9jC3KjOn1RUREREQkNpQMJomtjT7GFmbicvXT82/zC/D0d6B2BWQWwYk3wrHXgXdo0y8z0lz4g2GstZgY9RpsifQVbOwMcOqMsphdV0REREREYkvJYJLY1uTba4oo4TC89x9nY5gtL0L+WDj7ZzD/MvBkDXyhQ5CR7vQw9AfDeNOH2Ng+osUX6Pv6sHHaUEVEREREJFkpGUwC1lq2N/k4amKRMx10/ePw9HehYT3kVcEH/g+O/BSkx3bKZW8C2N0TikkyaK2lxddDUbaHps4Ah43w9YIiIiIiIqlMyWASqGvtpsvfzWL/ErjjM7BjJZRMg4vugtkXgHt4mrZ7010AMdtEpsMfJBi2XHHsBEpyMjhmUnFMrisiIiIiIrGnZDDRwmFWPvpbns/4FVVvNzpJ4Lm/hAUfBffw/ni8ae9XBmOhxeesF6zI92qHTRERERGRJBf3ZNAY4waWA7XW2nOMMUXAg8AEYAtwibW2OXLu14GrgBBwvbX2yXjHOxx6QmG+/4/lXJP3KuVr7+as5k1szpgGH/oNTDkdXK64xOHdY81gLDRH1gsWZnlicj0RERERERk+8ck69nYD8M4e398EPGOtnQo8E/keY8ws4FJgNnAmcHskkUxtvia2PXQT16+6kMql/01TOIvPBq6n5kOPwrQz4pYIwp7TRGNTGWyOVAYLs4ZnWquIiIiIiMROXCuDxphq4GzgZuBLkcPnA4sjX/8BeA74WuT4A9ZaP7DZGLMBOApYFseQY8fXBMt/D0t/xUR/G/8JL+TO4FmsbpzBEROKOH5qWdxD2nMDmVjo3Um0QMmgiIiIiEjSi/c00VuBG4HcPY6VW2t3AFhrdxhjerOiKuCVPc6riRxLLU2bnUbxb/0Jenz4JpzGees/wAdOOoltK2rwBEL8+MPzEtKPr68yGKNpor1rBgs0TVREREREJOnFLRk0xpwD7LLWrjDGLI7mKf0cs/1c9xrgGoBx48YNKcbh0LTuefKW30N49ofxnHAdv12Zxqb1G7j82AmcO38MYWupLoxN38BDlRHjDWR61wwWZKoyKCIiIiKS7OJZGTwOOM8YcxbgBfKMMX8EdhpjKiNVwUpgV+T8GmDPLSmrgbp9L2qtvQO4A2DhwoX7JYuJ9lz6ifzI/0t4t4K7jqnmkVVvcszkYsrzvJTneRMaW+ynifaQ600jzZ2IpagiIiIiInIo4nbXbq39urW22lo7AWdjmGettR8D/gVcHjntcuCfka//BVxqjMkwxkwEpgKvxSveWLnoyEn87jNnY7Fcee/rbG7o5Nx5YxIdFvD+NFF/jPoMtvgCWi8oIiIiIpIikqGE8wPgdGPMe8Dpke+x1r4N/AVYC/wb+Jy1NjYlrDibP7aA7184l13tftJchjPnVCQ6JGCPymAwdruJqq2EiIiIiEhqSEjTeWvtczi7hmKtbQROHeC8m3F2Hk15p84s5+OLxmNM8mywMhy7iSbLexMRERERkQNLSDI4Wv3vBXMSHcJeMtJ6+wzGaJpoVw8TSrJjci0RERERERleyTBNVBIk3e3C7TKx2020M6CdREVEREREUoSSwVHOm+aKSWWw0x+krTtIWYJ3SBURERERkegoGRzlvOnumGwgs73ZB8C4osT0TBQRERERkUOjZHCU86a7YzJNdGujkwyOL1YyKCIiIiKSCpQMjnIZ6S78waFPE93WmwwWaQMZEREREZFUoGRwlPOmuXlvZztH3fw0j6ysG/R1tjX5yPOmka+m8yIiIiIiKUGtJUY5b7qLN7a1AfCFB9/CGDhn3phDvs7WJh/ji1UVFBERERFJFaoMjnK9jeezPW4OH1fADQ+8xeOrdxzydbY3+bR5jIiIiIhIClEyOMr1JoMzK/O455NHMb86n688tJL27p6orxEKW2qafYzT5jEiIiIiIilDyeAo5013hsCsMXnkZKTxrXNn4wuEeGRl9NXBupYuekJWlUERERERkRSiZHCU86Y5lcHZY/IAmF+dz/TyXB5cvj3qa2xr6t1JVMmgiIiIiEiqUDI4ymWk9yaD+QAYY7jkyLGs3N7Cezvbo7rG2jpnA5ppFbnDE6SIiIiIiMScksFRLifDTbrbMLU8p+/YSdNKAFi7oy2qa6yqbaWqIJOSnIxhiVFERERERGJPrSVGucuPncBxU0rIiEwXBaguzMIY2NLgO+BzQ2GL22VYXdPC3Kr84Q5VRERERERiSMngKFddmEV14d5r/bzpbirzvGxt7BzweVsbO7nsjlc4c04lWxp9fHjh2OEOVUREREREYkjTRKVf44uz2TJAMtjW3cPld79GXWs3dy/dDMC8alUGRURERERSiZJB6df44qy+XUL39fKGBrY0+vj2ubNwGeeYpomKiIiIiKQWTROVfo0vzqahI0B7dw+53vS9Hqtt6QbgggVVrK9vZ3VtKwVZnkSEKSIiIiIig6RkUPo1odhZR7i10cecfap+O1q6yEx3U5CVzs0XziVsbSJCFBERERGRIdA0UenXuD2SwX3VtXYxpsCLMQa3y5Du1jASEREREUk1uouXfo0vzgZga9P+m8jUtnQzpiAz3iGJiIiIiEgMKRmUfuVkpFGc7WF7U9d+j+1o6WJMvpJBEREREZFUpmRQBlSSk0Fjh3+vY/5giF3tflUGRURERERSnJJBGVBRtoemzsBex3a2OsnhmAJvIkISEREREZEYUTIoAyrO8dC4TzJY1+pMG1VlUEREREQktSkZlAGV5GTQsM800boWJYMiIiIiIiOBkkEZUFG2h/buIIFguO9YbzJYma9poiIiIiIiqUzJoAyoOMcDsNe6wa2NPkpyPHjT3YkKS0REREREYkDJoAyoONtJBnunilpreXljI0eML0xkWCIiIiIiEgNKBmVAxTkZANQ0+/jZU+/y5vYWalu6OHFaaYIjExERERGRoUpLdACSvHorgw8tr+GZdbt44LVtAJw4VcmgiIiIiEiqU2VQBlSc7VQGX9nUCMCudj+TSrMZW5SVyLBERERERCQGVBmUAeVlppHmMnQGQkwsycYXCPLBORWJDktERERERGJAyaAMyBhDUbaHXe1+Fo4v5HvnzyEjTcVkEREREZGRQHf2ckC9m8jMGpNHpseNy2USHJGIiIiIiMSCkkE5oJJIr8HZY/ITHImIiIiIiMSSkkE5oKLIjqIzK3MTHImIiIiIiMSS1gzKAZ0yo4x0t4tcb3qiQxERERERkRhSMigHdP6CKs5fUJXoMEREREREJMY0TVRERERERGQUUjIoIiIiIiIyCikZFBERERERGYWUDIqIiIiIiIxCSgZFRERERERGISWDIiIiIiIio5CSQRERERERkVFIyaCIiIiIiMgopGRQRERERERkFFIyKCIiIiIiMgopGRQRERERERmFlAyKiIiIiIiMQkoGRURERERERiElgyIiIiIiIqOQkkEREREREZFRSMmgiIiIiIjIKKRkUEREREREZBRSMigiIiIiIjIKKRkUEREREREZhZQMioiIiIiIjELGWpvoGGLGGLMb2JroOCQqJUBDooOQlKCxItHQOJFoaaxINDROJFrJOFbGW2tLozlxRCWDkjqMMcuttQsTHYckP40ViYbGiURLY0WioXEi0Ur1saJpoiIiIiIiIqOQkkEREREREZFRSMmgJModiQ5AUobGikRD40SipbEi0dA4kWil9FjRmkEREREREZFRSJVBERERERGRUUjJoIiIpARjjEl0DJIaNFZERKKjZFCGjTFmoTGmLNFxSPIzxuTv8bVu4mQg6YkOQFKG7m/koIwxJZH/uxMdiyS3kXxPq1+WEnPGmNnGmJeBbwMFiY5Hkpcx5mhjzD+Bu4wxVxpjMqwWMss+jDHHGGMeAn5ijJmlGzcZiDHmKGPMH4FbjDFzjTG6z5G9GEeWMeb/Af8EsNaGEhyWJKnRcE+rX5IyHG4A/m6tPdda+y6o2iP7M8bMA34NPAw8BJwCTEloUJJ0Ip/E3gY8DjTg/H65MvKYfq8IAMYYlzHm28BdwBNAGvA5YH5CA5OkYx2+yLclxpjPgDOGEhiWJK8Rf0+rgS8xY4xxG2OKAItz84Yx5kJjTDWQGfl+RP0FkiE5Athgrb0feArwAtt6H9RYkYj5wLvW2nuAnwJ/A843xkyz1lqNEwGw1oaBGuAKa+2fgJuB8YCqyLKXyL1KJbATuAr4jDGmwFobVkIoe4pMIx7x97RqLSFDYow5Cei21r4a+d4LvAl8BbgMKAHqgYC19pqEBSoJ189YKQO2Az8BLse5kXsHWGet/WHCApWEMsZcAMwCVlprHzPGlAIvA2daazdGPnC6Hsi11n45kbFKYvUzVrIAP5BmrfUbY/4C3G+tfSShgUpC7TFO3rLWPr7H8X8Anwe+BnQCd1prNyYmSkkG+46VyO+UFYzwe1p9AiKDYozJNcb8Dfg78GljTCGAtbYbuAdn+t+T1tozgW8Cc4wxH0xYwJIwBxgru3CqPmnAN6y1i4B7geONMcckKl5JDGNMaeTm7EtAE3CPMeZD1trdwF+B6yKntgBPA1mRT/dllBlgrFxorfVZa0ORRDAdqAbWJzRYSZh+xsm9xpgLI4/NAjZZa2twZqZ8FnjIGJMRGTsyigwwVj4cmU58PyP8nlbJoAxWAHgW+BhQB3x4j8duxymhlwJYa2uBl4BwnGOU5DDgWLHWrgNm4FQIwfkEbhfOp/syukwGllprT7TW/hb4MvDFyGP/D5hhjDk1Mh2wEagCWhMTqiRYf2Plq/ucMxPYaa19N/KB1FFxj1ISrb9xcmPksa3ANGPMv4AfA88DW621fmttT2LClQTqb6x8KfLYLxjh97RKBiVqxphPGGNOisyt9+Ms1H8aeBdYaIyZBmCt7cD5FP9yY8yCyOLs04AtCQpd4izasRLxH+A7kbn3lwKzcW72ZYSLjJPFe0zFuS9y3A2sjfwHsBp4APiFMWYKcCpgAE/8o5ZEiGKsrI58nxZ5ShHgM8ZcgTPNeO5IWd8jA4t2nAC5OB9ObgKOsNaeC4w1xhyRgLAlAaIdK9baTpylCSP2njbt4KfIaBb5x7MC+DPOpyAbgWuMMTdYaxsi5ywDpgGXAP8HYK39S+S5l+Dc3H/cWqvpOiPYIY6VjwD/G3nq3cAi4N84mz1caa3dGufwJU4GGCdXAzdYa3caY9zW2pAxZiaQD32bg9wbWWd6E041+WprbUtC3oTExSGOld7p58HI08/AWePjBz5qrV0V9zcgcXGI46QAwFpbb4z5irW2bY9LnWqt1WyDEWwwYwXAWvvgSL6nVWVQBhT5S2FxPkGrtdaeijOvvgn4Xe951tr3cD5VGWOMmWKMyTbGpFtrHwS+aa0931r7diLeg8THIMZKpTFmqjEmy1rbBXwSuNxae5q1dm0/LyEjwEHGyR37nP4BnLYjGGMqAKy1PwI+a6093lr7Tvwil3gbwlgpjxx7FLjMWnulEsGRawjjpNRa22acliQuACWCI1sM/v15gBF6T6vKoOwnMs3me4DbGPM4kAeEwPnU1RhzPVBnjDnJWvt85PjfI5+k/BvIAU4G3lED8ZFtiGPlCSDHGHNy5Ma+PjHvQobbYMYJ0AFsNsZ8D7jIGHOmtbbGWhtIxHuQ+IjRWPmgtXZpIuKX+Ijl75RExC/xE+N/f0bkPa0qg7IX42z/vwJnys0GnKl8PcDJvQvwI38Zvgd8Z4/nfRhnh6UlwDx9aj/yaaxINAYzTiJrNq7E+WQ2DzhZN20jXwzHyvb9Li4jhn6nSLQ0VqKjPoOyF2PMCcAE6zQCxxhzO84i2i7gOmvtEZEpFWXAL4GvWWs3R56HtfbFBIUucaaxItEYxDj5Ks6sleuA+6y1byQmcok3jRWJhsaJREtjJTqqDMq+VgB/iXwyArAUGGetvRenxH5dZDOHaiBkrd0Mzo29bu5HHY0VicahjJOwtXartXajtfYLo+UfYumjsSLR0DiRaGmsREHJoOzFOk17/dbaUOTQ6cDuyNefBGYaYx7F6fs1av6iyP40ViQahzhOVkDfjm8yymisSDQ0TiRaGivR0QYy0q/IpygWKAf+FTncDnwDmANstk7jTRnlNFYkGocyTkbqIn2JjsaKREPjRKKlsXJgqgzKQMJAOtAAzIt8cvI/OGX0l3RzL3vQWJFoaJxItDRWJBoaJxItjZUD0AYyMiBjzCLg5ch/91hrf5/gkCRJaaxINDROJFoaKxINjROJlsbKwJQMyoCMMdXAx4GfWWv9iY5HkpfGikRD40SipbEi0dA4kWhprAxMyaCIiIiIiMgopDWDIiIiIiIio5CSQRERERERkVFIyaCIiIiIiMgopGRQRERERERkFFIyKCIiIiIiMgopGRQRETlExpjvGGO+coDHLzDGzIpnTCIiIodKyaCIiEjsXQAoGRQRkaSmPoMiIiJRMMZ8E/gEsB3YDawAWoFrAA+wAaep8QLg0chjrcDFkUv8GigFfMDV1tp18YxfRERkX0oGRUREDsIYcwRwL3A0kAa8AfwWuMda2xg55/+AndbaXxlj7gUetdY+HHnsGeBaa+17xpijgVustafE/52IiIi8Ly3RAYiIiKSAE4C/W2t9AMaYf0WOz4kkgQVADvDkvk80xuQAxwIPGWN6D2cMe8QiIiIHoWRQREQkOv1NpbkXuMBau9IYcwWwuJ9zXECLtXbB8IUmIiJy6LSBjIiIyMG9AFxojMk0xuQC50aO5wI7jDHpwEf3OL898hjW2jZgszHmwwDGMT9+oYuIiPRPawZFRESisMcGMluBGmAt0AncGDm2Gsi11l5hjDkOuBPwAx8CwsBvgEogHXjAWvu9uL8JERGRPSgZFBERERERGYU0TVRERERERGQUUjIoIiIiIiIyCikZFBERERERGYWUDIqIiIiIiIxCSgZFRERERERGISWDIiIiIiIio5CSQRERERERkVFIyaCIiIiIiMgo9P8BGz1R52W7Q9AAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure(figsize=(15,10))\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - A partir du 01/01/2015\\nAvec prédiction pour l'année 2025\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data[data.index > '2015-01-01'].drop(['seasonal_oscillation', 'seasonal_oscillation_fit', 'global_fit'], axis=1).plot(ax=ax)\n", "pred_2025.plot()\n", "pred_hole_range.plot(color='darkorange')" ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "Ci-dessus la prédiction pour l'année 2025 complète (courbe verte) et sa tendance à long terme (courbe orange). \n", "Pour assurer une bonne lisibilité du graphique, les intervalles de confiance (très étroits) ne sont pas représentés." ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "### 7. 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." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }