{ "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'exercide 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." ] }, { "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 commencerons 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": true, "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": 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, "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 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": true, "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 donc 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 les mesures" ] }, { "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 15/08/1960 au 15/08/1961) et une autre en fin (du 15/08/2015 au 15/05/2016)." ] }, { "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, "hidePrompt": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: lmfit in /opt/conda/lib/python3.6/site-packages (1.0.0)\n", "Requirement already satisfied: scipy>=1.2 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.4.1)\n", "Requirement already satisfied: uncertainties>=3.0.1 in /opt/conda/lib/python3.6/site-packages (from lmfit) (3.1.2)\n", "Requirement already satisfied: numpy>=1.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.18.2)\n", "Requirement already satisfied: asteval>=0.9.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (0.9.18)\n" ] } ], "source": [ "# Installation de la librairie lmfit\n", "!pip install lmfit" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [], "source": [ "# Import des librairies\n", "from lmfit.models import QuadraticModel, Model\n", "from sklearn.metrics import r2_score" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hideCode": true, "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": true, "hidePrompt": true }, "outputs": [], "source": [ "# Instanciation du modèle\n", "model_long_trend = QuadraticModel()\n", "params_long_trend = model_long_trend.guess(data['CO2'], x=time)\n", "\n", "result_long_trend = model_long_trend.fit(data['CO2'], params_long_trend, x=time)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [], "source": [ "# Affichage des meilleures paramètres calculés\n", "coeffs_long_trend = result_long_trend.params.valuesdict()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [], "source": [ "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": 13, "metadata": { "hideCode": true, "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": 14, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "0.9936252499490063" ] }, "execution_count": 14, "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 ne compte les oscillations saisonnières) suffirait à calculer de bonnes prédictions de CO2 pour les années futures." ] }, { "cell_type": "code", "execution_count": 15, "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 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": { "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": 16, "metadata": { "hideCode": true, "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": 17, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "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 faible oscillation 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 \"fittant\" un peu moins avec les données mais qui aura probablement plus de capacité à généraliser de bonnes prédictions futures. C'est le but premier de l'exercice." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "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": 19, "metadata": {}, "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": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('amp', 2.5022539354204705),\n", " ('freq', 1.0044805631567757),\n", " ('shift', 316.19947719002874)])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Affichage des meilleures paramètres calculés\n", "coeffs_seasonal_oscillation = result_seasonal_oscillation.params.valuesdict()\n", "coeffs_seasonal_oscillation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Avec ces résulats nous pouvons caractériser l'oscillation saisonnaière comme suit :\n", "- +/- 2.5 *ppm* sur une année.\n", "- Une féquence de 1 année pour chaque oscillation.\n", "- un décalage de 316.19 *ppm* qui correpond à l première mesure de la base de données." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "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": 22, "metadata": {}, "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": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure()\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", "data.drop(['CO2', 'long_trend_fit'], axis=1).plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comme annoncé précédemment, nous voyons que le modèle basé sur un simple sinus, ne prend pas en compte les oscillations de l'ordre de 30 ans. \n", "Cela n'aura probablement pas un fort impact sur le résultat final." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### d. Définition du modèle global" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans la suite, nous créeons le modèle prenant en compte l'évolution continue et l'oscillation saisonnière." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "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": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "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": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.997596462036615" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Estimation du coefficient de détermination\n", "r2_score(data['CO2'], data['global_fit'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'intégration des oscillations prériodiques permet d'améliorer un peu plus encore 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": {}, "source": [ "### 6. Prédiction pour 2025" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans les chapitres précedents, nous avons défini un modèle permettant d'estimer les oscillations saisonnières. 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": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(52,)" ] }, "execution_count": 27, "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": 28, "metadata": {}, "outputs": [], "source": [ "# Calculer 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": 29, "metadata": {}, "outputs": [], "source": [ "# Calcul des préditions sur l'année 2025\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": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "425.0" ] }, "execution_count": 30, "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": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "425.0" ] }, "execution_count": 31, "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": {}, "source": [ "La valeur moyenne attendue de CO2 dans l'atmosphère pour 2025 est de 425 *ppm*." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "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": {}, "source": [ "L'oscillation saisonnière calculée respecte les caratérisques principaes des données mesurées :\n", "- Maximum dans la première moitié de l'année.\n", "- Minimum dans la deuxième moitié de l'année.\n", "- Valeur au 31/12/2025 supérieur 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 présenti au début de l'analyse, l'intégration des oscillations saisonnières dans le modèle ne permet pas d'améliorr les prédictions. Les 2 modèles (avec et sans intégrations des osclillations saisonnières) donnent le même résulats (425 *ppm* de CO2 dans l'atmosphère)." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "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": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nxRd5mezu+9x9P/ADYJq7Twt7dN4B5gATwyT0KOB2d89x9w+Af5dx7x0Jkr4r3H1nGOd/K/fkOB94093fcfc84PdAUyByiOGf3H2ju+8IY0grp76twB/DGKYAXwKnm1lXYCxwk7tnh8/wrwTDHivrT+6+Pnx2lebuK8P7y3H3bcCDBEl5ybrLusc84M7wnqYBe4H+ZmbApcC17r7D3fcA9wIXhNddCvzZ3T8Ne/v+DuQAx5QXr5k1J0ju73D3zPBwMpBZomgmkFJKFY8TJI5vRRw7HugBDAA2Am9UpXdVRORwoWRQRKRhugh42923h++fp3hP2vMEw+oSgHOAee6+NjzXHXg9HMq3C1gGFBDMzepKkFhW1vqI12uBOCKGd5Y43x04t6jdsO2xQEfCHsowqYysrzRdgR3uvrMKcRbpFFmvuxeGMXaOKLM54nUWQWJSlg1efMPetWEbncIY95Q4F9lORdZXXORgFizO8qKZbTCz3cCzFP9MoPx7zCjRE1l0vi1Bb+zciM/vP+FxCD7f60p8vl0JnkVZsTYlSEY/cff7Ik7tBZqXKN4ciHyemNnvgCHAeZGfQzi8NNfddwH/Q9ADOhARESlGfyUTEWlgwl+gzwNizKzol/oEoKWZDXf3he7+hZmtJehBixwiCkGS8WN3n11K3euBUVUIp2vE624EvUrbI45HJkrrCXoSL6UEM+sOtDKzpIiEsFuJ6yPraW1mLcNf9iOVVj7SRmBoRLsWxrqhguvK0tnMLCIR6QZMDdtpbWYpEQlht4h29hEkVkU6lFJ3RfdSlvvCa4e5e4aZfRt4pJp1RdoO7AcGu3tpz2s9cI+731OZysI/VPyT4JlcXuL0UmB4RNleBN/xFRHH7iD4fh/v7rsraM4Jhs+KiEgE9QyKiDQ83yboyRtEMLwvjaDXYxbBHL4izxPMDzwOeDni+OPAPWEChpm1NbOzwnPPASeZ2XlmFmtmqeF8rrL8wMwGmVkz4E7glXK2f3gWOMPMTjGzGDNLDBcs6RL2Ws4B7jCz+HAY7BmlVeLumwjmNT5mZq3MLM7MjgtPbwFSLdi+ojQvEQzjPNHM4oDrCIYyflTOPZanHXBNGMO5BJ/DNHdfH9Z5X3ifwwjm3z0XXreAYHhsazPrQDCHsaakEPSs7Qrnad5QE5WGvah/Af5gZu0AzKyzmZ0SFvkLcIWZHW2BJDM7vWjRl0jhs3+FILn8UVh3pOcIvivjLFgY6E7gtaLE2sxuIfgjx8nunlGi7sFmlhZ+x5KB/yVIOJfVxHMQEWlMlAyKiDQ8FwFPhXvvbS76Iej9+X7E3KgXgPHAexHDSQEeIui9etvM9hCsSHo0BPv5EcwvvA7YQZC0DKdszxCsZroZSCRIPksVJkhnAbcC2wh6km7gm3+LvhfGsYNgMZZ/lNPuDwl6IZcTzNv7RdjG8vC+V4dDFYsNUXT3LwnmLj5M0NN1BnCGu+eW01Z5PgX6hnXdQ7B3YlFyciHBvLWNwOvAb8J5khA8t4XAGuBtYEo12y/NHcAIgjl2bwKv1WDdNxEs8vJJOAR1BuEKoO4+h2De4CMEixKtpOzFd0YDk4BvESStRau/jgvrWgpcQZAUbiVIcK+MuP5egp7WryKuvTU8157gee4mWNynBzApnCMqIiIRrPhUBxERkcoxs5nAs+5+WG7obcGWGz9197HRjkVERKQ61DMoIiIiIiJyGFIyKCIiIiIichiq82Gi4f5TcwiW455kZncRzCEpJJgXcHHRJsHhBPGfECyUcI27v1VGtSIiIiIiIlIF0UgGfwmMBJqHyWDzoiWhzewaYJC7X2FmgwgWARhFsEfRDKBfOavUiYiIiIiISCXV6TBRM+sCnA4cWGygxN5ASXyzr9JZwIvunuPuXxOsSlaVva9ERERERESkDHW96fwfgRsJlog+wMzuIdgbKxM4ITzcmWC58yLp4bFizOwy4DKApKSkIwcMGFDzUYuIiIiIiDQAc+fO3e7ubStTts6SQTObBGx197lmNj7ynLvfBtwWzhG8imB/KSulmoPGtLr7E8ATACNHjvQ5c+bUdOgiIiIiIiINgpmtrWzZuhwmOgY408zWAC8CE8zs2RJlnge+E75OB7pGnOtCsHGviIiIiIiIHKI6Swbd/RZ37+LuPYALgPfc/Qdm1jei2JnA8vD1VOACM0sws55AX+CzuopXRERERESkMavrOYOlud/M+hNsLbEWuALA3Zea2UvAF0A+8HOtJCoiIiIiIlIz6nxridpU2pzBvLw80tPTyc7OjlJUUp7ExES6dOlCXFxctEMREREREWnwzGyuu4+sTNn60DNYq9LT00lJSaFHjx6YlbYmjUSLu5ORkUF6ejo9e/aMdjgiIiIiIoeVOt1nMBqys7NJTU1VIlgPmRmpqanqtRURERERiYJGnwwCSgTrMX02IiIiIiLRcVgkg/XB5s2bueCCC+jduzeDBg1i4sSJrFixgqVLlzJhwgT69etH3759ueuuuyiax/ncc88xbNgwhg0bxujRo1m4cGGU70JERERERBoLJYN1wN05++yzGT9+PKtWreKLL77g3nvvZcuWLZx55pncfPPNrFixgoULF/LRRx/x2GOPAdCzZ0/++9//smjRIm6//XYuu+yyKN+JiIiIiIg0FkoG68D7779PXFwcV1xxxYFjaWlprFixgjFjxvCtb30LgGbNmvHII49w//33AzB69GhatWoFwDHHHEN6enrdBy8iIiIiIo1So19NNNId/17KFxt312idgzo15zdnDC63zJIlSzjyyCMPOr506dKDjvfu3Zu9e/eye/dumjdvfuD4k08+yWmnnVYzQYuIiIiIyGHvsEoG6xt3L3MBlcjj77//Pk8++SQffvhhXYUmIiIiIiKN3GGVDFbUg1dbBg8ezCuvvFLq8Q8++KDYsdWrV5OcnExKSgoAixYt4qc//SnTp08nNTW1TuIVEREREZHGT3MG68CECRPIycnhL3/5y4Fjn3/+OX379uXDDz9kxowZAOzfv59rrrmGG2+8EYB169Zxzjnn8Mwzz9CvX7+oxC4iIiIiIo2TksE6YGa8/vrrvPPOO/Tu3ZvBgwczefJkOnXqxL/+9S/uvvtu+vfvz9ChQznqqKO46qqrALjzzjvJyMjgyiuvJC0tjZEjR0b5TkREREREpLGwoj3tGoORI0f6nDlzih1btmwZAwcOjFJEUhn6jEREREREaoaZzXX3SvUiqWdQRERERETkMKRkUERERERE5DCkZFBEREREROQwpGRQRERERESkCmasncEv3v8FmTmZ0Q7lkCgZFBERERERqYLZG2fz2abPSIlPiXYoh0TJoIiIiIiINDoFhQWs37Oe/ML8Gq974baFDGs7jCbWsNOphh29iIiIiIhICat3rWbS65OY+NpEzvrnWazatarG6t6bu5eVO1cyvO3wGqszWpQM1oHk5OQ6aWfmzJl89NFHtVb/008/zVVXXVXm+W3btnH00UdzxBFHMGvWLCZOnMiuXbvYtWsXjz32WK3FJSIiIiJSJDs/m2vev4b9+fu5fuT1ZOVn8bMZP6ux+X1LMpbguJJBqV/KSwbz82u+e7ykd999lwEDBjB//nzGjRvHtGnTaNmypZJBEREREakzU76cwtrda7lv3H1cNPgiHp7wMFuytvDEoidqpP5F2xYBMKTtkBqpL5piox1AnZp+M2xeXLN1dhgKp91fqaLuzo033sj06dMxM371q19x/vnnM3PmTCZPnkybNm1YsmQJRx55JM8++yxmxrRp0/jlL39JmzZtGDFiBKtXr+aNN944qO41a9bw+OOPExMTw7PPPsvDDz/Mk08+SevWrZk/fz4jRozgzjvv5Oqrr2bx4sXk5+czefJkzjrrLJ5++mmmTp1KVlYWq1at4uyzz+aBBx4A4KmnnuK+++6jY8eO9OvXj4SEhFLvbcGCBdx4443s37+ftLQ0Pv74YwYOHMicOXO4+eabWbVqFWlpaZx88sn87ne/q/7zFhEREREpQ15hHv9Y+g+O7nA0x3Y6FoAhbYYwqdckpnw5hR8P+TGpTVMPqY2F2xYypHlnmm98E3pcWBNhR83hlQxG2WuvvcaCBQtYuHAh27dv56ijjuK4444DYP78+SxdupROnToxZswYZs+ezciRI7n88sv54IMP6NmzJxdeWPaXrUePHlxxxRUkJydz/fXXA/Dkk0+yYsUKZsyYQUxMDLfeeisTJkzgb3/7G7t27WLUqFGcdNJJQJDMzZ8/n4SEBPr378/VV19NbGwsv/nNb5g7dy4tWrTghBNO4Igjjii1/bS0NO68807mzJnDI488Uuzc/fffz5IlS1iwYEFNPEYRERERkVK9v+59tu7fyq+P/XWx45cOvZSpq6by0pcv8bO0n1W7fi8spMPWd7jfNsIn70G7cdCsy6GGHTWHVzJYyR682vLhhx9y4YUXEhMTQ/v27Tn++OP5/PPPad68OaNGjaJLl+CLlJaWxpo1a0hOTqZXr1707NkTgAsvvJAnnqha9/a5555LTEwMAG+//TZTp07l97//PQDZ2dmsW7cOgBNPPJEWLVoAMGjQINauXcv27dsZP348bdu2BeD8889nxYoVh/4gRERERERqwesrX6d9s/aM7Ty22PEeLXowutNoXv3qVS4bdhkxTWKqXvmelWR/9CNu96/Y0awvjHuxQSeCoDmDdcrdyzwXOfwyJiaG/Pz8cstXVlJSUrH2X331VRYsWMCCBQtYt24dAwcOLLN9ADM75BhERERERGpbZk4mH2/8mNN7nV5qsvedvt9hS9YWPtpYxQUXC/Phiwdg2lBidy3kzoJO7DzuTWg9ooYijx4lg3XouOOOY8qUKRQUFLBt2zY++OADRo0aVWb5AQMGsHr1atasWQPAlClTyq0/JSWFPXv2lHn+lFNO4eGHHz6QZM6fP7/c+o4++mhmzpxJRkYGeXl5vPzyy+WWr25cIiIiIiKH6oP0DyjwAk7qdlKp58d3HU/z+OZM+3pa5SvdMQ/eGgULboKOp/Fwp58xPaYbPVv2rqGoo0vJYB06++yzGTZsGMOHD2fChAk88MADdOjQoczyTZs25bHHHuPUU09l7NixtG/f/sBQztKcccYZvP7666SlpTFr1qyDzt9+++3k5eUxbNgwhgwZwu23315uvB07dmTy5Mkce+yxnHTSSYwYUb2/fqSmpjJmzBiGDBnCDTfcUK06RERERETKMyt9FqmJqQxuM7jU8/Ex8ZzY7URmrp9JbkFu+ZXl7YZ518FbR0H2Zhj3Khz3Gh/tXMOQNkMa/GbzRawmhiLWFyNHjvQ5c+YUO7Zs2bIDQyEbor1795KcnIy78/Of/5y+ffty7bXXRjusGtXQPyMRERERia6CwgKOf+l4ju9yPPeMvafMcrPSZ3Hlu1fy6ImPclyX40ovtP41mHMV7N8MfS6FtN9CfEuy8rI49oVjuXTopVx1RNl7b0ebmc1195GVKds4UtpG7C9/+QtpaWkMHjyYzMxMLr/88miHJCIiIiJSryzfsZzMnEzGdBpTbrmjOx5Nclwy76579+CTWRvgg7Nh1ncgsQOc8imM+jPEtwRgacZSCr2QYW2H1cYtRMXhtZpoA3Tttdce1BP41FNP8dBDDxU7NmbMGB599NE6iemee+45aP7gueeey2233VYn7YuIiIiIRPp408cAjOpY9nocEAwVHdt5LDPXz6TQC4Phnl4IK58I5gUW5kLaAzDgWmhSPFVauG0hAMPbDq+dm4gCJYMN0CWXXMIll1wStfZvu+02JX4iIiIiUm/M2TyHPi370KZpmwrLntD1BP6z5j8s2raItDiCIaHbZkP7E4OewJTSF4dZsHUBPVv0pEVC2Wt4NDSHRTLo7toioZ5qTHNWRURERKTu5RXmMX/rfM7ofUalyo/pPIZkMwrmXgu7PoD41nDMU9DzIigjZyj0QhZsW8CErhNqMvSoa/TJYGJiIhkZGaSmpiohrGfcnYyMDBITE6MdioiIiIg0UJv2biIxNpGRHSq1ZgotdnzK1Pg1tN25GPpcBmn3Q3yrcq9ZvWs1mTmZjGjf8PcWjNTok8EuXbqQnp7Otm3boh2KlCIxMZEuXbpEOwwRERGnKEFGAAAgAElEQVQRaaC6Ne/GzPNmUuAF5RfM3g7zfglrniE+oSMX72vDHQNupXsFiSDA3C1zATiy3ZE1EXK90eiTwbi4OHr27BntMEREREREpJaYGbFWRmrjhbDqb7DwFsjdBYN/xd4eFzP3n99m5vqZXDT4ogrrn7NlDu2ataNLSuPqxNDWEiIiIiIi0jhlfgEzjoPPLoXmA+G0eTD8Ljq36E3fVn15f/37FVbh7szZMoeR7Uc2umlnSgZFRERERKRxKciBRZNhehpkLoNjnoaT/gsthx4oMqHrBOZvnc+O7B3lVrVi5wq279/OMR2Pqd2Yo0DJoIiIiIiINB5bZ8H0I2DJHdDtPJi0HHodvFLoid1OpNALmbl+ZrnVfbjhQyBYhbSxUTIoIiIiIiINX/ZW+OgHwbDQgiwYPx1GPwuJbUstPqD1ADond+bdde+WW+3sjbPp16of7Zq1q42oo0rJoIiIiIiINFzusPppeGMgrHsJBt8Gpy+FTqeWe5mZcWK3E/l448dk5mSWWmZP7h7mb5nP2M5jayHw6FMyKCIiIiIiDdOelfDeyfDJJdB8AJy2AIbfDbFJlbp8Yq+J5BXm8daat0o9P3P9TPI9nxO6nlCTUdcbSgZFRERERKRhKciGxXfBtKGQ8Rkc9RicPAtaDKpSNYNaD6JPyz689tVrpZ6f/vV02jdrz7C2w2oi6npHyaCIiIiIiDQcW2bCtGGw+NfQaRJMWgZ9fwZW9dTGzDi337kszVjK4m2LizezbwuzN87mzN5n0qQadTcEjfOuRERERESkccnZAZ/8BN49AbwATngbxr0MzTofUrVn9TmLlLgUnlzyZLHjLyx/AYCz+559SPXXZ0oGRURERESk/vJCWP0PeHMgfP13GHQTTFwMHU+ukeqT4pL40eAf8e66d/l88+cAbMvaxvPLn+fk7ifTNaVrjbRTHykZFBERERGR+ilzOcwYD59cBEk94NS5kHY/xDar0WYuGnwRnZM7c+uHtzJj7Qyuee8aCr2Qq9KuqtF26hslgyIiIiIiUr8U5MDiO2D6cMhcAkf/Fb71MbQaXivNNY1tyh/G/4HcglyunXktqzJX8bvjfkePFj1qpb36IjbaAYiIiIiIiByw9QP47ArYvQy6XwAj/ghN29d6swNTBzLtnGks3r6Yfq360Tqxda23GW1KBkVEREREJPqyt8K8X8Ka5yCpOxz/JnSeWKchJMUlcUzHY+q0zWhSMigiIiIiItHjDqufgvk3QP4eGPwrGHxLjc8LlIMpGRQRERERkejYtQTmXAVb/wttx8KoP1d543ipPiWDIiIiIiJSt/KzggVilv8vxLWAUU9A759Ua+N4qT4lgyIiIiIiUnc2z4DPLoe9q4MEMO23kJAa7agOS0oGRURERESk9u3fDAtugq//ASl94cT3of34aEd1WFMyKCIiIiIitaewAFY+DgtvhYL9MPg2GPIriEmMdmSHPSWDIiIiIiJSO3Ythk8vg4xPoMPJMPIRaN4v2lFJSMmgiIiIiIjUrLw9sORuWP4gxLeEY5+BHt8Hs2hHJhGUDIqIiIiISM1J/1ewXURWOvS6BNIegMQ20Y5KSqFkUEREREREDl3WBphzNaS/Di2HwtiXoc0x0Y5KyqFkUEREREREqq8wD778U7BvoOfB8Ptg4HXQJC7akUkFlAyKiIiIiEj1bP8UPrsMdi2CTqfDkQ9BSu9oRyWVpGRQRERERESqJmcHLLodvvo/aNYZxr0OXb8d7aikipQMioiIiIhI5bgHm8bPvw5yd0K/q2H43RCXEu3IpBqUDIqIiIiISMV2r4DPr4At70Ob0XDU/0GrYdGOSg5Bk7pu0MxizGy+mb0Rvv+dmS03s0Vm9rqZtYwoe4uZrTSzL83slLqOVURERETksJefBQtugWlDYMc8OOpxOHmWEsFGoM6TQeB/gGUR798Bhrj7MGAFcAuAmQ0CLgAGA6cCj5lZTB3HKiIiIiJy+Nr0Nrw5BL64H7pfCJOWQ9/LwaKRRkhNq9NP0cy6AKcDfy065u5vu3t++PYToEv4+izgRXfPcfevgZXAqLqMV0RERETksLR/C3z0Q3j/FIiJhxNnwrF/h6Ydoh2Z1KC6njP4R+BGoKwZpj8GpoSvOxMkh0XSw2MiIiIiIlIbCgvgq8dg0a+gYD8M+TUMvgViEqMdmdSCOksGzWwSsNXd55rZ+FLO3wbkA88VHSqlGi/lusuAywC6detWY/GKiIiIiBxWdswP9gzcMQc6fAtGPgzN+0U7KqlFdTlMdAxwppmtAV4EJpjZswBmdhEwCfi+uxclfOlA14jruwAbS1bq7k+4+0h3H9m2bdvajF9EREREpPHJ3QVzroG3joKsdTD6BTjhP0oEDwN1lgy6+y3u3sXdexAsDPOeu//AzE4FbgLOdPesiEumAheYWYKZ9QT6Ap/VVbwiIiIiIo2aO6ydAm8MgK8ehT6XBQvE9LgArLRBetLY1Id9Bh8BEoB3LPjSfeLuV7j7UjN7CfiCYPjoz929IIpxioiIiIg0DntWBr2Bm6ZD6yNh/DRoPSLaUUkdi0oy6O4zgZnh6z7llLsHuKduohIRERERaeQKsmHpfcFWEU3iYcQfod9V0EQ7uB2O6kPPoIiIiIiI1LaNb8Gcq2DvSuj+PRjxe2jaMdpRSRQpGRQRERERacyy0oMhoemvQ3IfmPAOdDgp2lFJPaBkUERERESkMSraM3DhbeB5MPweGHAdxCREOzKpJ5QMioiIiIg0Nts+DoaE7pwX7Bk46v8guVe0o5J6RsmgiIiIiEhjkbsTFtwMK5+App1hzIvQ7TxtFSGlUjIoIiIiItLQeSGsfjpIBHN3wIBfwtA7IC452pFJPaZkUERERESkIcv8Aj67HLZ9CG3HwMhHoFVatKOSBkDJoIiIiIhIQ5S/D5beC8t+B7EpcPTfoNfFGhIqlaZkUERERESkoUn/F8y5GrLWQ48fwoj/hcS20Y5KGhglgyIiIiIiDcXeNTDvF0Ey2HIojH4e2o2NdlTSQCkZFBERERGp7wpyguGgS+8BmkDaAzDgF9AkLtqRSQOmZFBEREREpD7b/B7MuRJ2fwndzoURD0KzLtGOShoBJYMiIiIiIvVR1kaYdy2sewmSesL46dDp1GhHJY2IkkERERERkfqkMB++ehwW3RYMDx06GQbeCLFNox2ZNDJKBkVERERE6ottH8PnP4NdC6HDSTDyMWjeN9pRSSOlZFBEREREJNpydsDCW2HlE9CsM4x9Gbp+R3sGSq1SMigiIiIiEi1eCKufggU3Qe5O6P8LGHYHxKVEOzI5DCgZFBERERGJhsxl8NnlsG0WtB0HIx+BVsOiHZUcRpQMioiIiIjUpdxdsORuWPEniE2Go5+EXheDNYl2ZHKYUTIoIiIiIlIX3GHNszDvOsjZHiSAafdDYrtoRyaHKSWDIiIiIiK1LfMLmHM1bHkPUo+GE96C1kdEOyo5zCkZFBERERGpLfn7YPGdsPzBYEjoUf8HfS7TkFCpF5QMioiIiIjUNHfY8G+Yew3sWwu9fhwOCW0b7chEDlAyKCIiIiJSk/asDIaEbvoPtBgEJ30A7cZFOyqRgygZFBERERGpCflZ8MX98MUD0CQeRjwI/a6CJnHRjkykVEoGRUREREQO1ca34POfwb6vofuFcMTvoVmnaEclUi4lgyIiIiIi1ZW1EeZfD2tfgOb94cT3of34aEclUilKBkVEREREqqogB5b9DpbeB54PQyfDoJshJiHakYlUmpJBEREREZGq2PxeMCR0zwro+h044gFI7hXtqESqTMmgiIiIiFRJYaHTpIlFO4y6l5UO866DdS9Bcu9g4/iO34p2VCLVpt0uRURERKTS3l66mV63TmPl1r3RDqXuFBbA8ofgjYGwYSoM+Q1MXKxEUBo89QyKiIiISKXd9OoiAD5ZnUGfdslRjqYObJ4B834JuxZDx1PhqEc1JFQaDSWDIiIiIlIp7k5WbgFA4+8ZzNoI834B616GpJ4w9hXoeg7YYTg8VhotJYMiIiIiUilb9+SQk18IwJeb90Q5mlpSmAcrHoPFv4bCXBh2Fwy8HmISox2ZSI1TMigiIiIilfL19n0AdGqRyMerM/h0dQZH90qNclQ1aOuHwSqhmUug4ykw8lFI6R3tqERqjRaQEREREZFKmbduJwCnDukIwPlPfIK7RzOkmrF/E3z0I5gxDvJ2w7jXYfx0JYLS6CkZFBEREZEKFRQ6f531NeP6tuH4/m0PHN+VlRfFqA5RYT58+TC8MQDWTYHBt8KkL6DrtzU3UA4LGiYqIiIiIhVasWUPO/blcvYRnTmqR6sDx9fvzKJVUvwh1b0nOw8zIzmhDn813TY7GBK6azF0+BaMfASa96279kXqAfUMioiIiEiF5qwNhoiO7N6aZvGxTLtmHADpO/cfct3/+HgtQ37zFvvDlUprVU4GfHopvDMWcnfBuFfhhP8oEZTDkpJBEREREanQis17SEmMpWvrpgB0Cf+7YsuhryqavnM/qUnxNI2POeS6ylSYB8v/AFP7wOqnYOANcPoX2i5CDmtKBkVERESkQut2ZNE9tRkWJk7NE+MY3TuVFz9bT0HhoS0ik74zi86tmtZEmKXb9jH858hg8/g2R8NpC+GIByAuufbaFGkAlAyKiIiISIXW78iiW+tmxY6df1RXNu/OZunGzEOqe8Ou/XRuWQvJYNZG+OQSeGd0OCT09WBIaMvBNd+WSAOkZFBEREREylVY6KTv3E/XVsWTwWN7B3sMfrQqo1r1ZuXmc9vri0nfUcPJYGE+LHsQ3ugHa56PGBL67ZprQ6QR0GqiIiIiIlKubXtzyC0opEuJoZztUhLp0qopyzbtrla9Uxds5LlP1xHbxDiiW6uKL6iMrR/C3Kth5wLodDoc+ZD2CxQpg5JBERERESnX5sxsADq0OLj3rlPLpmwKz1fVm4s30attEjOuPZ4mTQ5xEZes9GBO4LqXoVkXGPuKFocRqYCSQREREREp15bdQbLXvnnCQec6tkhk3rqd1ap3TcY+juja6tASwcJ8WPEILLodPB+G3gEDr4fYZhVfK3KY05xBERERESnVV1v2cPZjs1m5bS8AHZonHlSmY4umbMnMobCKK4rmFxSycVf2ga0qqmXjWzBtGMy7FtqOhdOXwtBfKxEUqST1DIqIiIhIqe6Ztoz563aRlVNATBMjNbn0nsHcgkIy9uXSNuXg82XZvDubgkI/aFGaSsnaCHP/B9a/Asl9glVCu5ylIaEiVaRkUERERERKlbE3F4A92Xm0TU4gppThnEU9e19v31elZHD9jv0AdKlKMliQDV/+CZbcDZ4Hw+4OhoTGVL5dEfmGhomKiIiISKm2780BYGNmNkf2KH21z8GdWgBUea/BonmGAzqmVO6CjW/Bm4NhwU3Q7niYuASG3KZEUOQQqGdQRERERAB45uM1tEqKZ9KwTsA3ySDAhP7tSr2mffNE2qYksHhD1ZLB2Su3M6BDCm1KGXpazL51MP9GWDcFUvrBCW9Dx5Or1JaIlE7JoIiIiIgAcPu/lgLBQjG92yaTV/DNojAdWxy8eEyRAR1SWLl1b5XaWrZpN6cO6Vh2gYJsWHo/LPtt8H7oHTDoJvUEitQgJYMiIiIiUsx3H/+Y2BLzA5sllP1rY4/UJP65YAPujlViEZes3Hx2ZuUdtIn9AZvegc+vhL0rofsFkPZbSOpWpXsQkYopGRQRERFpwCqbgFVVfomtIpLiY8os2z21GXuygwSvdVJ8hXVv2Fm0eEyJZHD3VzD/etgwFVL6woR3oMNJVQ9eRCpFC8iIiIiINGA9b5nGLa8tqpW6I4eGVtQzCMGKopWRHiaDnVuGyWD2LvjgEpg2BLa8B8PvhYmLlAiK1DIlgyIiIiINkLtz0ytBEvjCZ+trpY3ebZMPvC6vZ7BDmDRGLjhTnvU7swDo3DIRlr0Bfx8A6U9DxzPgjBUw+BaIKXuOoojUDCWDIiIiIg3QvtwCpsypnSSwSPfUb/YAbBZfds9gcthruDc7v1L1frFxNyOabqbDGz+CKd+Hgu4w8EE47mVoWs6iMiJSozRnUERERKSBeXnO+mJDMuNiDn3OYEGJOYL926dwbO9Unvt0HQDxsWX3ISQnBr9S7sutRDKYs4ejV/yee/zf2PoUOOVeGHUZxMRVP3gRqRb1DIqIiIg0MDe8sojHZq4CICUhlrwC577pyw6pztz8wmLv37r2uAP7DVakqGdwT3k9g+6w9J/4I6M4O+dfLGl3JlwzD479uRJBkShRMigiIiLSgI0fEGwG/+f/rj6kenLyC6p9bUJsE2KbGPtyykgGNy+GpybCyxeRHducc3Ims+m430JSm2q3KSKHTsNERURERBqws4Z3YsvubFZvq9qm7yWV7BmsCjMjOTGWvSWTwf27YOb98NmfoWkrmPQHXs4+jnlvfMnwri0OKV4ROXTqGRQRERFpwJISYhnTuw3b9+byyHtfVbuenIhk8K6zBlc9jvjYbxaQKSyAz/8KfzoCPn0cRlwEV82BkT9myeZ9pCbF06G5VgsViTYlgyIiIiINiHvxhV6axcfQsWWQWP3+7RXVrrcoGXzogjR+eGyPKl+fUtQzuP5z+OuJ8OZ10H4wXP4BnPFHaNYagC8376F/hxTMDn3RGxE5NBomKiIiItKA7MstPrevaXwMzRO/+ZUuO6+AxLiy9wQsS9GcwYTY4td+fMsEjIoTty6xmUz86j5Y/REkd4DvPAlDvgMRSV9hobNiy14uGNW1yvGJSM2r855BM4sxs/lm9kb4/lwzW2pmhWY2skTZW8xspZl9aWan1HWsIiIiIvXN7v15xd43jYthwoD29GsfbBCfvnN/terNzArqTYgr/uthxxZND2wqX6rCAvj0Cf6w7VJOa/I5f8r/NrlXfg5Dv1ssEQRYuW0v+/MKGNihebViFJGaFY1hov8DRK59vAQ4B/ggspCZDQIuAAYDpwKPmVnV/8wlIiIiUgfyCwoPaUXOyiq5fUPT+BjiY5twz9lDAdiwq3rJ4Pf++ikQrAxaaatnwuPjYPoNrIjrz7dyf8uD+eexenfpxd/5YgsA4/ppFVGR+qBOk0Ez6wKcDvy16Ji7L3P3L0spfhbworvnuPvXwEpgVN1EKiIiIlI1lzz9OUfeNaPW29mdXbxnsFl88Lfyzi2bArChGj2D+QXfLB5TqWRw90Z4+WL4x1mQuwfOfZqu1/yHW75/OhDMCyxp/Y4sHnlvJSO6taRji6ZVjlFEal5dzxn8I3AjkFKJsp2BTyLep4fHREREROqdWV9tB2DbnhzapiTUWjs79uUWe58YzvFrkxy0mbE3p8p17o7obSw5Z7CY3Cz46GGY/UfwQjjhNhh9DcQl0g44cWACcTHG8s17OKvEpTOWbWF/XgEPfHdYleMTkdpRZ8mgmU0Ctrr7XDMbX5lLSjnmBxUyuwy4DKBbt26HFKOIiIhIVR1z77uM7pN64P1Hq7ZzVlrt/P06O6+ATeEw0MGdmrNq216aNAl+ZYqPbUJKYiwZJZLFytiZ9c018aX1DLrDirdg+g2wax0MOgtOugNa9yxWLC6mCV1bN+PrbfsOqmL2ygx6pDajT7vK9AmISF2oy57BMcCZZjYRSASam9mz7v6DMsqnA5FLTXUBNpYs5O5PAE8AjBw58qBkUURERKS2FBQ6m3dn89q8DQeOvTI3nTOHd6rxrRN2Z+cx8q4Z5BYUEh/ThEEdm7M5M7tYmTbJCWyvYs9gdl4B5//5m8FYB20+v3UZvHUrrHoP2g6Ai96AnuPKrK9nahJrMg5OBtdm7GOAFo4RqVfqbM6gu9/i7l3cvQfBwjDvlZMIAkwFLjCzBDPrCfQFPquDUEVEREQqJXLIZkpCLFeO782sr7Yz5fP1Nd7OsMlvk1s0t8/gZ+N78/vzhhcrl5oUf9Aw0oq8Oi/9QAI5pk8qgzqGCVvOXnj7V/B/Y2DDXDjlPrh8VrmJIECPNkEyWFhY/G/0u7PzaNE0rkqxiUjtivqm82Z2tpmlA8cCb5rZWwDuvhR4CfgC+A/wc3ev/SW6RERERCppy+5veuZG9mjFdd/qT2JcExamZ9ZoOyV7AHPzC+nVNpkT+rcrdjw1OZ6MvVVLBmev3H7g9b1nD6UJDvOegYdHBPMD074HV8+HY6+E2PgK6+vTLpnsvEK+2rq32PHM/Xk0b6otrkXqk6gkg+4+090nha9fD3sME9y9vbufElHuHnfv7e793X16NGIVERERKcu2Pd8MyezXPoWYJkaP1CS27cku56qq25VVPMG7dFzPUsulVmOY6IZd38TaevdyePJkmHoVtOwOP30XznoEklLLqaG4kwe1J7aJ8dr89APHcvILyM4rVM+gSD2jP8+IiIiIVNPWiKSvS+tmALRrnlgsSawJ2yOGfj7zk1GM69u21HK92iSRsS+XtRn76J6aVG6dmzOzaZYQw4ad+2nLLq6PfYnkv/8XktrA2X+GYecftGl8ZbRJTmBYlxYsXL/rwLHd+4PVSpUMitQvUR8mKiIiItJQbY8Yktm6WTCEsm1yQs0ngxH1tWxa9lDN04Z2BGD6ks0V1nnMfe8y/v4ZTNw/lQ+TbuC8+NnYsT+Hq+bA8AuqlQgW6dU2ma+3f7OITOb+YG/E5koGReoV9QyKiIiIVNP+3GA5gwtHdePEgcH8vXbNE9i2Nwd3r7EVRTP2RSSDzcpOqDq3bEqnFoms2HLwpu8ljW2ymNsLn6F/XDpbWh1L+wsegTZ9aiTenm2SeGVuOvty8klKiGV3tpJBkfpIPYMiIiIi1ZSVW0ByQiz3nTOUxLhgs/Z2KQnkFXixXsNDFdnL1qKcZBCC4arrd2SVXSBzA/7SRTwbfx+J5HJ57i/YetaLNZYIQpAMAny5ZQ/uzg0vLwxiVzIoUq+oZ1BEREQahXUZWXRLbVZn7d0/fTl/m/01bZITih3v3yHYVH3Zpt20TSl9bl9VzFu3k2mLvxn2mZJQ/q9v3Vo3Y9ZX2w4+kZsFsx8KfnB+n3cuTxRMorBJPI90qtn9/0b3TiU+tgmvzk0nO6+AVeEm9G2SEiq4UkTqkpJBERERafA+WZ3BBU98woPnDeecEV3qpM3H/7sKgKbxxQdaDe7UAoAlGzM5rt+hJYPuzvOfriM+tgkf3nQC+3MLKhx62q11M7bsziE7ryDorXSHL6fD9Jsgcx0MPoedo2/lkYdXANC5eSJxMTU7WKxls3i+M6ILL36+ng279gPw1MVH1WmyLiIV0zBRERERafCKNlp/c9GmOm87MTam2PsWTePo0qopyzZVPG+vIh+vzuCVuemcNqQD7VISK1whFKBX26DMyq17YctS+MdZ8OKFEN8MLn4Tzn2K3QmdDpT/4wVphxxnaW4+dQCxTYyZX26je2ozThjQruKLRKROqWdQREREGrym4Xy91RFz6+qKl3Ksa6tmbAx7xKpjb04+4377HqnhENRbJw6s9LWDOjanFbtJfPsmWDcFEprDqb+Fo34CMXEH6gd44odHclSP1tWOszwtmsVx4sB2TFu8mU4tmtZKGyJyaNQzKCIiIg1eTn4hUHyhldqwKXM/f3hnBYWF36SAka+LdGrZ9JCSwZfnrGdnVh4rt+4lponRNrmSc+0KC+ix6jlmJlxHr7VTYOSP4Zr5cMwVBxJBgD3ZQTKYnFi7/QIn9A96A7Ny82u1HRGpHvUMioiISIOXW1B44HVeQSF5BYW88Nl6Ljq2O7E1OB/uhpcX8eHK7RzZvdWBY/mlJoOJbNmdTX5BYZXb35uTzx/eWXHgfUGh06RJJbaoWPsRTL+JJpsXsToujVfbXcXdp59batF9Yc9gSkLtru45uk8bALq00lzB/2fvvsPkrMo+jn/P9t6yJZvd9EJ6AiFEIITeQRBQARUBBZWqgIoKShGxv4AURQVEpCodpASIJJBQ0gvpySabbdneZnfaef+Y2Zad2Z3ZnQkpv8917ZWdZ57nnAN/7O499zn3LbIvUjAoIiIi+z2XuysYPOzOt7nsqFHc9+5mMpPjuWBW5ArKOP3zlHRr3eAJkhn0WqhobAs7ENq6u5nGNjffnjuavy3a1v8DDbvgzZ/CuhchowgueJQ/fVJMRWPwxvcd20SjnRksykrmiW/NYVpRZlTnEZGB0TZRERER2e91zww2tblZWdoAMKitmoEkxvv+dKpo6BrXa3sHg5MKfa0aHlm0Pew5yhvaADihv4IrLgcs/APcPxs2vgHH/RSu+RSmnsfQrGQqGtuCPtrkDwZTE2OD3hMpc8fn9tsbUUQ+HwoGRUREZL/XkbE7dUoBAP/b6Ouzt7Fy8BU9u+toLL+jtisYDLRNdObwLE6alM+CDVVhz1HpD+LGFaQRH2v46uHDe95gLax6Dv50OLxzB4w5Fq7+CI77sa9iKDA0I4naFiftbk/AOer81VezkhPCXp+IHDi0TVRERET2ex3B4G8vmMG26g/ZWNkMwCb/v5HSEQxu71aoxgbIDAKMzU/j/Y3VeLyW2FDO/PlVNLQRF2PITU1k011n9Hyz6jN4/YewfSEUzoAv/RlGH9NrjKEZSQBUNrQH7O1X3dxOZnI8CXHKC4gczPQTQERERPZ7HdtEk+JjeOsHx3LLmZOYUJDG9pqWgNU+ByreH9Rtr+kKBgOdGQQYmZOK0+PtzPSFqqKhjfz0xJ5FY1pr4dUb4KGjoGIVnPlHuOK9gIEgwMTCdAAeXLA54PvVze3kpikrKHKwUzAoIiIi+72O1hIJ/sqd3z5mDJccOYp2t7fPs3MDnaejNQPA3PF5Ae8dkePLyO3oVmymP063lw+2VHPIUF8wh9cDyx6H+w+HpY/B7G/DdSt8PQNjgp/3m16cxTe+MJL/LCulvtXZ6/3qZmdnD0MROXgpGBQREZH9ntPtJT7WYExXNm10bioAFz68JGLzOFxdZ2OjLXUAACAASURBVPDSEuN476bj+N0F0wPeOzbfN//68saQx/94Wy2Vje1cPGckbHkX/nwMvHwtDBkP33kfzvgdpITWJP7Lhxfj8lgWbNjd673q5vbQexeKyAFLZwZFRERkv+fyeDuzgh0OHZEF+DJz3lB79fXD4ewKBjOT4zsDzkAKM5MZmpHE8p31XBrC2A+8t5mNlU0UUsMxy26Aza9C9ij48mMw+Vww4a1/UmEG8bGG9RW9i+hUN7WTO07bREUOdsoMioiIyH7P6fb2KoaSkhDHnedMAXyZsEho7ZYZTA+hR9+hI7L4dHtd0CIzHdpcHh56cznj1/wf7yXeQOL2+XDCrXD1xzDlS2EHggDxsTGMzUvrVVF1d1M7jW1uirKTwx5TRA4sCgZFRERkvxcoGAQ6G77vrItMv8G2bpnBoZlJ/d5/1LhcdtU72LK7JfhN1lKz+AneS7yRa+Je4oP4ozBXfwzzboK4wW3lnFCQzoY9MoOfbK8F4PBRoW03FZEDl4JBERER2e85PYGDwY7sV2ld6EVcAqloaMPl8eJweSj2j3nFMWP6fe74Q3zFZRZu6n1uz7ewpfDo6RS9ex27bC7ntN/Bv4pvheyRg1pvh5FDUqhobMPtr7bq9VoeX7yd1IRYpg7LjMgcIrL/0plBERER2e853b3PDAKdgVtJzcCDwQ0VTZx6z/uMz0+j1enm5MlDueXMSaQm9v9nVFFWMulJcWyr3iMz2FgOb98Kq5+D1DzeHfczvrVmEpYYriuKXJA2LCsZj9dS2dROUVYym6qaWbK1llvOnKQegyLSfzBojAllD4HXWlsfgfWIiIiIhKW6uZ3XVpczPj+t13spCXEMz0nudW4uHCtLfX/ibKpq9o8ZG1IgCGCMYUROSld7CXc7fPwwLPgNeJxwzE0w9/sseKMESwkAhxSkD3itexqW5QuGy+odFGUls63a998wZ/SQiM0hIvuvUH6Slfm/+jq5HAuMiMiKRERERMLw+zc3AF3B2p4OCXBuLhybq5qJjTGdzeUnDg0vWBs5JIX1ZY2w9gV4+xdQXwLjTobTfwNDxgJQ0+LrBXjshDyOnxi4b+FAFGX5zjWW1fvOTG71ZyhH5wWvgioiB49QgsHPrLWH9nWDMWZ5hNYjIiIiEpa42L4rbU4oSOe9Dbtxe7zEBdhK2pdlO+p4+P2tjMhJ4cZTJvDi8l2ce2hRWGPMSK7ioqZfwXOroGAqfOMFGHtCj3tqmtuZPSqbf1x+RFhj92dYVjLG0LlNdevuFvLTE0kLMbMpIge2UH4SHBmhe0REREQiLj0pvs/389IT8XgtDQ4XQ8JstL50ex0A3ztuLOfMLOKcmWEEgi3VsOBurlj9KM0mgcq5d1JwwtUQE9vr1toWZ589CwcqJSGOMbmprNnVQE1zO2t2NTCxMCPi84jI/qnfj8estW0d3xtjAv607X6PiIiIyN7U1OYCYGhG4FYP2Sm+5up1ra6wxy6pbSEzOZ6LjgjjNIzXA5/8Hf50GHz6KI1Tvs7x7X9kYfZ5AQNB8AWDOamDayMRzIziLOZ/VsWsX85nfUUThw7Piso8IrL/CXmvhDHmb0ClMWanMeYjY8xfjTHXRnFtIiIiIv1qcLjJSU3gnRuPDfh+Vkq8/z5n2GOX1LQyckhK6A9sex8ePhZeuwGGToerFpN+3r04EnJYW9YQ8BGv11Lb4iQ3LSHs9YXizOmFpCd1bQY7YrT6C4qITzgbxo8BCqy1LmNMETADmB6dZYmIiIiEpsHhYnh2ctAKn52ZwZbwM4M7a1uZEkqrh7oSX6uIdS9B5nA4/+8w9Xwwhlh8Z/cqGgJvpKp3uPBayEmNTjB44qQCVt92KvWtTrbXtDKjWP0FRcQnnGBwCZANVFlrdwG7gNejsioRERGREDU4XGQkBz832LVNNLzMoLWWsoY2Tp0yNPhN7c2w8Pew+EEwMXD8LXDUNRCf3OO2goxEKhoDB4O1Le1A9ILBDlkpCcxMie4cIrJ/CScYfBj4nzHm78BHwCprbeD9DiIiIiJ7SaM/MxhMVqovUKwP88xgXasLp9tLQaCziF4vrHwK3rkDmitg+oVw4s8hM3CBmYKMJD7aWhvwvZpmX5A6JEpnBkVEggmnvvITwLP4AsirgA+NMVuisioRERGRIFaV1jPq5tfYutvXV7C2xdl5LjCQ9MQ44mJM2JnBjm2dQzP3CAZ3fgx/PR5eusoX/H1rPpz3l6CBIPiCwcrGNrz+XoXd1fp7DEY7MygisqdwMoOl1tpfdL9gjNFHWCIiIrJXvbB8FwDvbdhNTmoCDQ4XI3OCt2UwxpCZHE+9I7zMYKV/W2dnZrB+J8z/Baz5D6QXwpcehmlfhpj+P1sfmpGE22upaXGSl97zz6dqfzA4JEoFZEREggknM7jCGHN99wvW2vYIr0dERESkTzHG12Te4XSz1d9MfUxe3z360pPiaGpzhzXP259VAjAsxQMLfg33z4b1r8G8H8E1n8KMr4YUCAKML0gDYMXO+l7v1fq3iWbrPJ+I7GXhZAYLgJOMMT8GlgErgRXW2ueisjIRERGRAGJ8sSC/f2sjR2+tAei3YXtGcnxnP8JQ1LY4eerjEi5L/5Shj98ETWUw+Vw45U7ICqPnoN/hI3NITYhlwYYqTp5csMdc7WQkxZEQF85n9CIigxdyMGit/Qp0bg2dAkwD5gAKBkVERCQgr9dijG+rZqTEdBvrg801xMUYhuf03QswnMzgD55ZQcmK9/h3/L+Y5doEuTPhgkdg5JEDXnNCXAyHjshmZWnvzOCaskZGhNPLUEQkQsJpOn+6MWYJsAq4Gdhorb0paisTERGR/d61Ty/nqF+/G9Ex9wwsR+SkEB/b95806YkhZgYbyzl+zc08n3gbxWY37WfeB1e8N6hAsMMhQ9PZVNmMp1sRmeeXlbK0pI7T+mpfISISJeHsR3gQuBH4Ar42E78zxlwUlVWJiIjIfm/r7mZeW1VOeUMbDqcnYuPG7JFk7O+8IISQGXS1waL/w94/m1NjPuVe93lcPeSvJM7+ZsjnAvtzyNB02t1eSmp85xzbXB5uf2Udo3NTuXjOyIjMISISjnDODFZaaz/wfz/fGLMYX7/BpyK/LBEREdnf/fyltZ3fb9ndzNSizIiMu2dzhv7OCwKkJ8XTGKiaqLW+6qDzb4OGnbSOOpnTN5xBTvEhPHrp7Iist8O4fF8RmW3VLYzJS+ODzdU0OFzce+FMtZUQkc9FOB91bTfG/NIY0/HTygU0RWFNIiIish/7YHM1p93zPos2VzPSfxbu1VXlERu/3eXt/H5MbiqnTS3s95mM5DhanJ4eWzTZtQwePR3+8y1IzoZvvsLHRz7IDlvALWdOIjvCAVqhv19hhb9lxdqyRgAOH5UT0XlEREIVTjBogfOAncaYRcBmYIExZnxUViYiIiL7pSVba1hf4fu8+JjxuUwuzODh97fQEGafv2Da3F1bTt/6wTxmjczu95m0RN9mqLE/fZ3t27fCi1f5GsfXbIaz74UrF8Doeexu8nXNyk9PCj7YAOWlJRJjuprZb6hsYnhOcufaRET2tpCDQWvtRdbaycBI4PvA7UAq8DdjzM4orU9ERET2M22urmCtID2Jn5wxEa+F1aUNER8/rp/CMR3y0hNJxMlVsS9S9M+jYdWzcNR1cO0ymHUpxMQCUN3sCwZz0yO/bTMuNoa89MSuYLCiiUMK0iM+j4hIqML+KMpa2wZ86v8SERER6aF7BjAvPZHpxVkArNhZx9zxuYMev/s20ZBYyxmxH3Nq7s9Jat7Bpox5jP/6PTBkbK9bdze1k5YYR0pCdLJ1KQlxPLe0lKuOH8e26hZOnVLQ/0MiIlESbmuJj4wxG4wxzxpjvhDNhYmIiMj+qXswmJwQS2ZyPIWZSWyvaR302G0uDws37Q79gdKl8MhpxP/nUpKSU7kh6Xbuzbs9YCAIvmAwLz1x0OsMZuZwX2B8z/yNeLyWQ4ZmRG0uEZH+hNta4ga6Wkv8Xq0lREREZE/dg8GsFN92y4KMJCr9hVMG445X19EYSvP4pgp48Wr42wlQu9V3LvC7i6jOP4qSIEFpTXM7r64qJzM5ftDrDObX508jIymO/66uANA2URH5XKm1hIiIiERUg8PNCRPz+cYXRjLPvy20ICORrbtbBj1293OH8284tvcNrjZYfD8s/CN4Xb5zgcf+CBJ9QVduWgJbqpoDjt1R8XRETsqg1xlMYlwsk4dlsGRrLfGxJqS2GCIi0aLWEiIiIhJRjQ4X2SkJHD8xH2N8HeKHZiR1tlQYjIS4rj9dOvr2AeD1+orC3D8b3r0Txh4PV38Ep9zZGQgCZCYH6TcInZnL3395xqDX2ZeOdQ/PSenx3yMisreptYSIiIhEVH2rs9dWy4LMJJra3LQ6Q9ji2YemtgCB3I4l8Nfj4PkrIDkLLnkJLvwX5IzpdWtWcgJN7W5cnt5FaCob2ynMTIp6gHbshHwAqv1tLEREPi8hbxO11l4EYIxJAqYCM/xffzPGjLHWDo/OEkVERGR/saOmlRanh+Ls5B7XJ+T7snOPLy7hu8cGLt7SH6/XsqO2lTG5qdx74aG+c4Hv3AkrnoCMYvjSwzDtyxATPJjLSvEFqY0OF0PSehaKqWpqIz8j8v0F9zRvQi65aQn86NSJUZ9LRKQvai0hIiIiEfPWOl9hlJMn92yZcOKkfI4eN4QnP9rBd+aN6dw+Ggqv1wJQWuegzeXlu0cNZdrmh+CDe8HjgqOvh2N/DAn9n7/ryFg2BAgGdze1MzyK5wU7JMbF8uktJ0d9HhGR/vS7D8IYsywS94iIiMiBr6Smlczk+F5BlTGGU6cMZUdtKxsqwys5cM1Ty5j7m3dZsbOWL8Z8yLkffAkW3A3jT4ZrPoaT7wgpEATI9GcG6wOcG6xsbCM/im0lRET2NaFkBicZY1b18b4BMiO0HhEREYmSlTvrSUuKY2xeWv83D1Cr00NaYuA/L06bOpTfvbmB3/x3PY9edkTIY76+uoJZZgMjnr+J+xK24kmdBl/5O4w8Kuz1dWYGW3sGg83tbupaXRRnRz8zKCKyrwglGAxlQ7tnsAsRERGR6DrnAV+HqBnFmbx0zdyozOFwuUlOiA34Xn56EmdNH8Yba8pDH7CuhIdTHuIU70LKbQ6PD72ZS678cZ/nAvuS5Q8Ga1ucPa6X1PjaXowcomBQRA4e/QaD1tqSvbEQERERiR5rbef3K7v16ou0lnYPqUGCQYDRuSnUtbpoaHV1btkMqK0RFv4elvyZeV4v97nP5SH3F1l75XkQE/p5wz0VZ/vaOXxW3tjj+g5/I/po9hgUEdnXhF1ARkRERPY/Gyt7NlpvbncH3c45UG+vq+R/G3fzhTE5Qe8ZOcR3tq+ktoXpKVm9b/B6YMW/4N1fQnMlzLiIkz89mrmzZvLuieOIGUQgCL4+hTOKM1m6o67H9U3+RvQjlBkUkYOIOp2KiIgc4NweL6fe836Pax2ZsEhpc3m44nFfofHUhOBB5ih/MLituqX3m1vegz/PhZevhexRcMW7tJ/9ADs9ORRnJ1OYmdz7mQE4bGQ2a3c10ubydK79kQ+2ccToHDKS+shWiogcYEIKBo0xE40xJxpj0va4flp0liUiIiKRsm6PLZHQdUYuUpaWdGXagp0ZBCjy9x8sb2jruli9CZ66GP55Lrha4SuPw+VvQtEsWtp9AVtfW0/DddiIbJweL2vLfNtlt+xupr7VxTe+MDJic4iI7A9CaS1xHfAScC2wxhhzTre3fxWthYmIiMjgNba5WLS5utf1QNcGo7SuK9OYGBc8cEtLjCM9KY6KhjZorYXXfwgPzIFt78OJP4erPoLJ54C/D2FLuxuA1AhuaT1sRDYAH26uAWDLbl9gPC4/elVWRUT2RaH8ZL0CmGWtbTbGjAL+bYwZZa29F19bCREREdkH7axt5ZjfvgfAkWOG8MS35/DqqjLeWFPB66vLuf6k8eSnJ0Vkrl11js7vnR5vn/cOTY2Bj/5M++qXSHQ3wazL4LifQFper3ub/cFgJM835qUnMndcLn94eyO7m9tJS4zDGBidG1qvQhGRA0UoP1ljrbXNANba7caY4/AFhCNRMCgiIrLPKul2LvDu86YRG2M4Z2YRE4dmcNq97/PURzu5/qTxEZmrtL4rGGx3Bek4ZS1sfJO/Nl/PqPgKlnpnMOs7D8LQqUHHjUZmEOAHJ09g0eZqHl9cQkZSHEVZySTFR24rqojI/iCUM4MVxpiZHS/8geFZQC4wLVoLExERkcGpa/X10nv9umMY1S3rdcjQdIZmJLGjNnJFZLpnBtvdATKD5at8ZwKf+iqYWC51/ojnJv2pz0AQoClKweCskdlcccxoABrb3EwZlhHR8UVE9gehBIOXABXdL1hr3dbaS4B5UVmViIiIDFpHMJiXntjrvWFZyeyqj2AwWO8gN803T7u7W2aweTe8dA38ZR6Ur4RT78b9nUUs8M4kIYRM3JItvnN92X31JBygn505mYwkX5A5vThAmwsRkQNcKE3nSwGMMUnAOMACW6y1bdbaD6K8PhERERmApSV1rNhZD0BWgECqKCu58/3B8ngtFQ1tnD6tkFdWljF3XC44W2HJA7DoXnA74MirYd5NkJzNOKAgIxFnoAxitzGP+vU7VDa2c8a0oVE7z3fNCeN4cMEW5o3vfV5RRORA128waIyJw1c19HKgBF82sdgY8yjwM2utK7pLFBERkXCd/9CHAGQkxREf23sjUFF2Mv9dU47XawfdyL2qqQ231zJndA4/PX0CBdtegj+dDU3lMPEsOPEXkDehxzMJcTGBt5P6NbW5qGxsB+DEiQUYE50yBVfOG8uV88ZGZWwRkX1dKBvwfwekA6OttU0AxpgM4Pf+r+ujtzwREREZjJzUhIDXh2en4PJYyhocFGenDGqOjvOCk91rKXzuD7DrUyiaBRc8CiOPDPhMYlxsz+2ke2h0uDu/n1So83wiItEQypnBs4ArOgJBAGttI/A94IxwJzTGxBpjlhtjXvW/zjHGvG2M2eT/N7vbvT8xxmw2xmwwxpwa7lwiIiL7Mo/XRn2O7CDB4Ng837bLrbsH33y+vGQDD8bfw2HzL4LGMjj3IfjW/KCBIEBiXEyf20Qb27o2Hqn/n4hIdIQSDFprba/fVtZaD77zg+G6Hvis2+ubgXesteOBd/yvMcZMBi4EpgCnAQ8aY1TzWUREDgh/fHsjY3/6ep/ZsYHqHmTmBygeAzAmzxdgbdndPOB52hpreP43l3PKu2dzfOxKvMf9FK5dCjMvhpi+/8Tob5too8MXDD595RdIiAvlzxUREQlXKD9d1xljLtnzojHm68D6cCYzxhQDZwJ/63b5HOAf/u//AZzb7frT1tp2a+02YDNwRDjziYiI7Iu8Xst972wCoMp/Li6SWp1dWyyHZgRuKp+blkBGUtzAMoMeFyz5MzH3H8a5rc/zivdInjrieWKO+zEkhLblNDEuhnZX/5nBzOTIVxEVERGfUM4MXg08b4y5HFiKLxs4G0gGvhTmfPcAP8J3BrFDgbW2HMBaW26MyfdfLwKWdLuv1H+tB2PMlcCVACNGjAhzOSIiInvfmrKGzu+rmtoYnjO4M3t7cji7so2B2koAGGMYm58WXmbQ3zTe9eatxNduZIWZzm3OC0kbdRj/OCm8z2sT4mJpcASvQddxZjBDwaCISNSE0lpiFzDHGHMCvi2bBvivtfadcCYyxpwFVFlrlxpjjgvlkUDLCbC+h4GHAQ4//PDoH74QEREZpLfWVnZ+H53MYFcwmJwQ/Ff9mNw0Fm3eHdqgZcvhzVugZBHtaaO4ynkDb3tncdKkAv72zdlhr9GXGeyjgIw/M9jRB1BERCIvlNYS4/Bl794F3u12/RigzFq7JcS5jga+aIw5A0gCMowxTwCVxphCf1awEKjy318KDO/2fDFQFuJcIiIi+6TGNhf/+HA7h47IYvmOeqqaohsMJsUHPxEyNj+V/ywrpbndTVpikD8JGsvgvbtg+b8gZQic8Xv+3X4sb7/m2+Z6yZGjBrTGxLgYnJ6+zwzGGEjtI5gVEZHBCeXM4D1AU4DrDv97IbHW/sRaW2ytHYWvMMy71tqvAy8D3/Tf9k3gJf/3LwMXGmMSjTGjgfHAx6HOJyIisi9asqWGpnY3Pzz1EGJjDLujEAw6XL4tlglxMZw9Y1jQ+0YN8VUU3VHT2vvN9iZ495dw32Gw8hlf0/jrlsERV1DdaomNMWz85enMmzCwZu0J/ZwZbHC4SEuMG3QPRBERCS6Uj9tGWWtX7XnRWvupMWZUBNbwa+BZY8y3gB3Al/3jrzXGPAusA9zA1f4KpiIiIvutj7bVkhgXw2EjsslLS6S8oS3ic3RkBp/41hwykoKfuevoQVjf6uy66PXAyqfhnduhuRKmXgAn3grZozpvqWlpJzslYVBVPn19BoMHgxWNbRQEKX4jIiKREUow2NdP4uSBTGqtXQAs8H9fA5wY5L67gLsGMoeIiMi+aPWuBqYMyyApPpaRQ1IoqRl8n789dQSDKQl9d2TKTvEFg3Wt/kIum+fD27+AyjW+pvEXPgnFh/d6rqbZyZAg/QtDlRgXQ3VzO2+treCUKUN7vV/e0MawrAH9mSEiIiEK5SO9T4wxV+x50Z/JWxr5JYmIiBy4dta2MirXtz1zTF4q26ojHwx2VBNN7jcY9GUNPVUb4IkL4InzfdtDL3jE1zQ+QCC4urSBt9ZV4u3dgjgsHVnFK/+5lI+21vR6v6zeoWBQRCTKQskMfh94wRjzNbqCv8OBBMJvLSEiInLQanN5qGhsY4S/lcSoIanUtDhpcLgi2k8v1MxgpreWX8b9nbMWLYDEVDjlLjjiCogL3I4C4M5X1wEwviBtUGus7nZW8hcvr+WN78/rfN3m8lDd7KQoS9tERUSiKZTWEpXAUcaY44Gp/suv+auLioiISIh21TuwFkYO8QWDHQHV+vJG5owZErF5OprOp8QH+TXvbIUP7yPxg/v4amwbS/O/xOxLfg1pfReDcbq9fFJSyxdnDOOOc6YMao0ltb6iNSdPLuDtdZVs2d3M2Dzf/49d9Q4AZQZFRKIs5HrN1tr3gPeiuBYREZEDWpk/yCnK8gWDhw7PBuCvC7dS1+ritKm9z84NRF2rk9gYQ/qePfq8Xlj9HLxzBzSWwuRz+NrmUxmeO5XZ/QSCABUNbVgLc8fnkpUyuDODM4qzWFpSx+VHj+btdZWsLm1gbF4a1lreXufrwzguf3DZRxER6Zua94iIiOwljQ5fxq5jS2h2agJjclOZ/1kV8z+rYvuvz4zIPLUtLrJT4nu2Zdi6AN66FSpWQeEMOO9hGHU0Lfct7FlNtA+7OoPZwWfsbj59IpcdPYrctMQeY//f2xu5793NAIzPTx/0PCIiEtzAa0KLiIhIyB5ZtI1Fm6sBSOuWsfvZmZMiPldtS3tn2wiqN8PTX4PHzwFHPZz3N7hiAYw6GoDctMSQG9+XN/gCtsLMwZ/lS4iLYXhOCskJseSkJlBa5xv7P8t2dd7TXwEcEREZnJAzg8YYA3wNGGOtvcMYMwIYaq1VI3gREZE+WGu5w194BeixffPESQX84KQJ/N/8jbg8XuJjB/c57eaqJt5cW8kpIwy8diMsfQxiE+GEW+HIayC+ZyA3LCuJtWUNIY29qy46Z/mKspIpq3dgraW6uZ3DRmRx4ymHRHQOERHpLZzfOA8CRwIX+V83AQ9EfEUiIiIHGIfL0+N1WkLPz2KzU33bRhscrgGNv726hRueWUGby8PXHvofV8W+xL27L/cFgrMuhetXwLybegWCAIWZyVQ3O2l3e3q9153Xa3lpZRmTCn09EiOpKCuZXfUOGtvctLu9nDGtkKPH5UZ0DhER6S2cM4NzrLWHGWOWA1hr64wxgzs9LiIichDYM8jrcZaPrjOE9a2uzjN04fjJ86tZsnU33pXP8J/4ZymOr+b9mDnM+96DkDuuz2eH+rd8VjS0MXJIatD7dtU72FzVPOgqooEMSUvg4+1OqhrbAMjPUEsJEZG9IZzMoMsYEwtYAGNMHuCNyqpEREQOIB2FY4LpqMzZ4AitkEt3z366k5jtC3gl4RbuSXiQepvGxc6f8sKE3/YbCAIMy/Rt+byz2zbWQHY3+84VFmdHvt1DdkoC9a1OKjqCwfTwA2IREQlfOJnB+4AXgHxjzF3ABcAtUVmViIjIAaS/7Z9Z3TKDYanexMi3ruFfCUsotblc57yaV7xH8u1jxnLDyaGduZs5IosYAws3VePxWmL3yFp2TuUvMjOQzGV/slLi8VrYUtUMKBgUEdlbwukz+C9jzFLgRMAA51prP4vaykRERA4Q/QaDKb5gsKYlxMxgcxUs+DV26WNM9cbzTtF3SDn2ei5PSeVHaQkMy0zutRU1mLTEOH57wQxuem4l26pbgvb2q272rS06waAvM3rbK+tIivdVGRURkegLq8+gtXY9sD5KaxERETkgNfYTDBZkJJGXnsgD723my7OK8RXwDsDVBovvh4V/BE87VYdczJkrjuKXR53AkYcMvGH95MIMANaWNQQNBmv820Q7W1ZEUEdmtMNgK6qKiEho+g0GjTE39PW+tfaPkVuOiIjI3rV4Sw1J8TEcOiI7ouNWNbbx2zc3cMc5U/i0pA6AM6cVcuiIrF73JsXHcuUxY7jr9c9odLjJTOkZHOH1wKpn4b27oGEnTDwLTr6DZ1Z4qTEb+cKYnEGtdXxBGlkp8bzzWRXnzCzq9X5pXSt/eHtj51ojraOaKsAdX5wa8fFFRCSwUDKD6f5/DwFmAy/7X58NvB+NRYmIiOwNTreXi/66BIDtvz4zomM/uGAL/15ayqaqZlburAfg3gtnEhck69VRmGVXvaMrGLQWNs+H+bdB5RoonAnnPABjjgVgY+UyRuSkdG6zHKj42BhOmzKUl1eWBTw3aoO43AAAIABJREFUuGRr7aDG709msm/9qQmxfGX28KjOJSIiXfoNBq21twMYY94CDrPWNvlf3wY8F9XViYiIRNGizbujNnZKgi+D1hEIXjxnRNBAELoaub+xtoLJwzKgaj28+RPY8i5kj4Lz/w5TzoOYrjGqmtopiFAbhkNHZPH0JzsprWvt1WLis/JGABb9+PiIzLWnjq2nZ88YFpXxRUQksHDODI4Aup9sdwKjIroaERGRvWhZSX3n99ba4Gf1BsDl6dl96ZIjR/Z5f0cw+Mw7H3Fl/f+Rtu5pSEiHU++G2d+GuN7Zv6rGNqYWZUZkvR1nBbfsbu4VDK4ra2TG8CyKs6NT2CUnNYG3fzCPUbnB+xyKiEjkhRMM/hP42BjzAr5eg18C/hGVVYmIiOwFq3Y1dH5f3+oiO4LFUTqqb3Yoyuq7P9+QWAc/jHuay2PfIHGdhTnfhWNugtQhQZ+pamonPz0ymcGxeb5gcHNVMydMLOi8bq3ls4pGTp9aGJF5ghlfkN7/TSIiElEhl+uy1t4FXAbUAfXAZdbau6O1MBERkWiqbXGydHttZ1uHjobnkVLd3M7M4V3FYtKT4gPf6HHD0n8Q88Bsro57mTe8s3lo+jNw2t19BoLN7W5anR7yMyLT6iErJYGCjEQ+K2/qcb28oY36Vpdv66qIiBxQwm0tsQxYFqW1iIiI7BWlda1c9a9lOFwebj9namePvUmFkQt4dtU5GJOXypNXzKGkprX3DdbChtdh/u1QvQGGz4GvPctfnm2iuLH/7Zjl9Q4gsg3apxVlsrpbthS6zgtOLlTmTkTkQKNGPiIictD5/ZsbWFXawLwJeZwzcxjpiXEs3BS5YjJvrKlga3ULU4ZlctTYXC46YkTPG0o/hUdOg6cvBuuFrz4Bl78Jww4lKyWeBkf/zecXbPCtd9bIyLXEmFaUxeaqZl5ZWdZ5bbs/kB2TG7j/oIiI7L8UDIqIyEHH5bEA3HnOVOJjY5g7Ppf31u/GWjvosZftqOP7zywH4JoTxvV8s64Enr8S/nYi1G2Ds+6Bq5bApLPBX7wmOyWB+ta+m9QDvLa6nKlFGb2KvQzGuYf6qnm+3C0YLK1rJTUhtnM7rYiIHDhC3iZqjEkEzsdXQbTzOWvtHZFfloiISPS0uz1MLsxgeI5vO+bxh+Tz3zUVvLm2gtMGWSjlvAc/BCA3LZH4jlYSLTWw8A/wyV8BA0d/H+bdBIm9t15mpcRT108wuKvewYqd9fzotEMGtdY9jRySyuEjs2lpd3deK61zUJydEtFKqyIism8I58zgS0ADsBRoj85yREREoq+53U1qYmzn6+Mm5hEbY7jmyeX870dZ/Vb+DIXH6wWXAxY/AB/cC85mmHkxHPcTyCwO+lxWSgINDmefrS4+3FwNwEmTCgK+PxipiXHUO7qC0dI6B8NzBv//Q0RE9j3hBIPF1trTorYSERGRvaSl3cOQtK42EvnpSbx41dGc99AH3Dt/I7+9YMagxjd4OcG9CB64Eep3wCFnwok/h/yJ/T6blRyPy2NpdXpITQz8a3ptWSPJ8bGd7SAiKTUxll3+4jQNrS62VDUzb3xuxOcREZHPXzhnBj80xkyL2kpERET2khanu1egNa04k298YRT/XlpKVdPA2ky4PV6OjFnLiwk/5w8x90JiBnzzFbjoyZACQaDzbF5da/AiMuvKGplUmE5sTOS3bqYmxHVuE311dRlOj5ezpg+L+DwiIvL5CycYnAssNcZsMMasMsasNsasitbCREREoqWl3U1aQu+s29kzCvFa+GRbXfiDVn2G658X8FTCXeSaBhZNuRO+8z6MnhfWMFkpvoxlXUvwc4Pba1oYlx+d6p6piXGUN7Rx7gMf8LMX1lCUlczUIvUYFBE5EIWzTfT0qK1CRERkL2pp95DS7cxgh6lFmSTHx/LJ9lrOnB5iIZnGcljwK1j+BPFxqdztuojjvnELcycGPxfYl7F5vuqg68obmFac2et9j9dS0+KkICNpQOP3p+Ms5Yqd9QB897ixKh4jInKACjkYtNaWGGNmAMf4Ly201q6MzrJERESiw1pLi9NNWoDzePGxMUwsTGdjZVP/A7U3wQf3weL7weOCOd/ltYyL+cvLO7g4b+C9/8bmpZGblsCSrbV8dfaIXu/fM38jHq8lL4LN5rvr2D6bn57IBzef0FURVUREDjgh/4Q3xlwP/AvI9389YYy5NloLExGRg8/O2lZ++8Z6vN7B9/sL5ndvbsBaghZnGTUklRJ/o/WAPG745O9w32Hw/m9hwqlwzcdw2t1saUnEGCjMHHj1TWMMh47IZlVpfa/3nG4vf3p3MwB5aVEKBv3bZ8fmpSkQFBE5wIWzTfRbwBxrbQuAMeY3wGLgT9FYmIiIHHx+9O9VLN5awxnTCpla1HuLZCQ8uGAL4NtuGciInBReXLGLdreHxLhuW0mthQ2vw/zboHojjDgSLnoKig/vvKW0rpXCjCQS4gYXRI3NS2PBhircHi9x3QKympauzk7Rygwm+teenxGd8UVEZN8Rzm8rA3i6vfb4r4mIiESExReg1bYEr6Q5GN3HTY7vfWYQYFRuCtbCju7Zwe0fwN9PgacvBuuFr/4LLvtvj0BwwYYqnl+2izERaPcwJi8Vl8dSWufocb26qWv9OakJez4WETX+/0fRyjyKiMi+I5zM4KPAR8aYF/yvzwX+HvkliYjIwSojyddWobzB0c+dA7O+vBGAG0+ewNe/MDLgPdOKsgBYsq2W8eyA+bfDpjchvRDOvhdmfh1ie//6vPTRTwCYHqDoS7jG5PqKyGytbmaU/3uA6mZfZnBETgojclIGPU8gHes/MQoN7UVEZN8STgGZPxpj/gccjS8jeJm1dnnUViYiIgedjnN8e2bEIqXB4WvXcPKUgqBbOcfmpTIr28GYhTfCG/MhKQNOug2O+A4kBA7Aqhq7+hJGIjM4Pj8dgPUVTZwwsSso6wgGn/jWnB7bRyPpmPF5rLrtlM7AXEREDlzhZAax1i4FlkZpLSIicpBrdfqane+s7aOAyyA0+ZupB6okCkBbI2bx/TzVfh/W48Z15DXEz7sBUnL6HHdVaQMAF84ezjkzB9+gPTMlnuLsZNaWNfa4Xt3s28KZmx6dLaIdFAiKiBwc+g0GjTGLrLVzjTFNQPfT9gaw1lp1ohURkYhodPiCtQ2VzVEZv7nNN3564h7BjrsdPn0E3v8dtNbQOOIMzt10CneOOpPj+wkEAdaVN2IM3HrW5IhV4JwyLIN1ewSDJTUtpCfFkZIQ1me5IiIiAfX7G8taO9f/b7q1NqPbV7oCQRERGYzyBgfN/mwdQFO7bxvn5qomnG5vROfaUdPKHa+uA7oaq+P1wMqn4f7D4Y2boWAKXPEufOUxSm0+O0LMUH5W3sjInJSg7SoGYtSQVHbVO7DW9zmstZYFG3Yzd1xuxOYQEZGDWzh9Bn8TyjUREZFQXfzXj/jjWxs7Xze1uYkx4PJYNldFLjvY5vJw0V+XdL6Oi43xVQh9+Fh44TuQlAVffx4ueRmKZpGTkkBcjKGy21nAvqyvaGLi0Mh+PpqXnojT7aXRn81ctqOeisY2FXYREZGICWcvy8kBrp0eqYWIiMjBp7Kxja3VXUFfo8PFNH9/wTPuW8jGyqaIzHPzf1axq95XlGaC2QlPXgiPnQGOejj/73Dl/2DciWB8HZNiYgz56YlUNrb3NSzgO+e4vaaFSYWRDwYBdjf51vD8slKS42M5berQiM4jIiIHr36DQWPM94wxq4FDjDGrun1tA1ZHf4kiInIg8notrU4PZfUO/r20lDaXh8Y2N5OHdQVV3bOGg/HKqnKK2M0f4h/ijYSboeRDOPHncPXHMO0CiOn967AgM4mqpv4zgxsrm7EWJhamR2StHfYMBpfvqGf26JzgxW9ERETCFEpm8EngbOBl/78dX7OstV+L4tpERORz5HR7ael2ni/S2twewBdM3fTcSmbc/hYer2XWyK6CLaX1rTz2wbYBjd/Y5uJP72zC3bSbOxKf4N3EGzkrZgkPe86E61fAMTcGbRUBUJCeFNI20Y7ehZMivE00vyMYbG7H6fayqaqJyRHOPoqIyMGt348XrbUNQANwkTEmGxgPJAEYY7DWvh/dJYqIyOfh8sc+YdHmarb/+syojN/S7unxut1fMGZcflefvjW7Glmzax1fPnx42MVZ7n1jDTGfPIxd/BIXelt5znMs97jPp4IhfDeECqGj81KZ/1kltS1OclIDt3Joc3l4e10l2f5WEJGUl5YEwHVPLScrJR6Xx/bImoqIiAxWOAVkvg28D7wJ3O7/97boLEtERD4vVU1teLyWRZurAXA4Pf08MTAdPQX3NDYvtePoXqfaFmfoA3s9sPIZrlp7IT+Lf5LSjEM5xflb2s+4lwqGhDzM2dOH4fZa/rumPOg9v3tzA++sr+LYCXnExJig9w1ERnJX8Fvf6mJSYQYnq3iMiIhEUDgfs14PzAaWWGuPN8ZMxBcUiojIAeK1VeVc/eQyzjusqPNaSW1LxCtlArQGCDKvOm4s6UnxfPqzk1i4qZrvP7MCgLpWJ8Nzgm/pBMBa2PQWzL8dqtbiSBrPN1ouJX3IKWwpqyAnNYFHLj2c7JTQGrZPKkwnKyWeNbsag97z0bYaAL573NiQxgyHMYbpxZmdDe0vP3oUyQmxEZ9HREQOXuEEg23W2jZjDMaYRGvtemPMIVFbmYiI7HU763x99Z5ftqvz2rVPLuetH8zD7JmuG6Q9M4M/PWMiV87zBVVD0hI599AiirOTueDPi6npLzO4YwnMvw12LIacMXDBI9z6cREL62tgdQUA2SkJzB0feo8+Ywzj89PYXBW8omlLu4ezphdGJVgG+Ms3ZvHMJzvZUdPKmdMLozKHiIgcvMIJBkuNMVnAi8Dbxpg6oCw6yxIRkc9Da4CCMZuqmmlwuMgKMaMWqj3PDHYEgt3lpvmKqNQFCwZrtsBbt8CG1yGtAM78Ixx2CcTGU/Z2zyPt2anxYa9xfEE6r60qx1rbKxi21rKr3sEpk6O3dbMwM5nvnzQhauOLiMjBLaRg0Ph+A15nra0HbjPGvAdkAm9Ec3EiIrJ3tTg9JMXHcNMphzBySCoVjW3c+uIayurbIh4MBtomuqdsf+GWXmcGm6vg/d/Dp49AXBKccCt84XuQkNp5S1mDg7OmF/LqKt+Zv1C3h3Y3Ni+NBoeLulZXryIy1c1OnG4vw7IiWzhGRERkbwkpGLTWWmPMi8As/+v/RXVVIiLyuWh1ekhLjOfbx4wBYPmOOgDKGxwRr2QZrIBMdxlJccTGGOpa/cFgWyMsvh8+vB/cbXDo1+H4n0F6z+xcc7ubpjY3U4syBxUMdlQI3VXn6BUMdrSdGJqZFPa4IiIi+4JwtokuMcbMttZ+ErXViIjI56rV6SY1satISUfWq6yh/357obLW8vrqis5s318vOZyiINk1YwzZKfE0NTfD4gdh4e+htQYmnwsn3AK54wM+V17vAKCwW6A2kOIrHcFgaV0r04oze7zXEaAGazshIiKyrwsnGDwe+I4xpgRoAQy+pOH0qKxMRET2upZ2DykJXb8actMSiYsxncFVJCzZWsvVTy7rfH3k2CGkBesh6PVwfsz/+M5nz8LqShhzHJz4cyia1eccHcHrYLdwFmf5KpiW1vX+7+8IZrNTwj+LKCIisi8IJxg8PWqrEBGRfUKr001qtwxabIyhICOJ8ghmBquausbKSIrrMV8P2xbCmz/hJ87VbEuYQM43/gJjj+93/I2VTTzw3mbAlxl8/bpjqGwa2PozkuNIT4xjV4BguL7VBQxs+6mIiMi+IJxg8Cpr7Y+7XzDG/Ab4cZD7RURkP9Pq9JCe1PNXw7CsJMoimBlsaus6Kzg2P613y4qyFfDOHbDlHcgo4p7Mm1mScixPjz0qpPF/8MwK1pb5egMOzUiiODuGyQzsvKMxhqLsZEr9LTe668gMZiYrMygiIvunmDDuPTnANWULRUQOIL7MYM9gsDAzmbKGwQeD68oa+c4/P2V9RVcT97F5aV031GyB5y6Dh4+FsmVw8p1w7VJWZp1Ii9Mb8jzW+v697ezJxMWG82susOLsFOZ/VsV766t6XK9vdZKRFBeROURERD4P/WYGjTHfA64CxhhjVnVcBtKAD6O4NhER2cta2j2kJPbctlmYlcR/17Th9VpiYgbeeP711eW8ubayx7Vx+WnQWA7/+w0sexziEmHeD+GoayHJV7AlNTGOrdUtIc/f4HBx3qFFXHr06AGvtbthWb4iNJc99gnbf31m5/XaAO0mRERE9iehbBN9EvgvcDdwc7frTdba2qisSkREPhcOl6dXZnBYZjIuj6W6uZ38jIG3Udizr2AGzZxd9Re473HwumH2t+CYm3q1iUhLjKOkppVzHviAV66d2+ccTreXsgYHw3NSBrzOPXXf1tpddVN7Zx9EERGR/VG/waC1tgFoMMZcBpwHjOp4zhiDtfaOqK5QRESi7rPyRupbXTS3u0nZo6BLR3/BT0vqOGNaYdhjt7k8HPe7BdQ7fGfs4nFzaewbXBP3IhlrHTD9q3D8TyB7VMDnU/2VRlfvauh3rl31DqyFEREMBq+cN4YXlu8iodt2UJfHy8rSes4/rDhi84iIiOxt4RSQeRFoAJYC7dFZjoiI7G3WWk6/d2Hn6z2bqB86PIv0pDj+t2H3gILBsnoHFY1tGLx8MWYxN8T9m1ExlZTkzCXzq7+Fgil9Ph8XG/rW1B21vkIvkcwMTirM4HvHjeVvC7dircUYw4qd9bQ6PRw5dkjE5hEREdnbwgkGi621p0VtJSIi8rlYtqOux+tDCtJ7vI6LjeGwEdkhZeYCaWlzc3zMcn4Y9yyTY0pw5U6GUx9g5PhAdcl6a3QE3qYZSEcwGMnMIEBOSgIuj6W53U16Ujz/XFxCakIsc8fnRnQeERGRvSmcEmgfGmOmRW0lIiLyuVi0qabH6wlD03vdM6Egjc27m/F4bXiDlyxmxMvn82jC70jFwavj7iD+qg8gxEAQoMG/vRTod/6dta0kxMWQn54Y3jr70XE2sK7FxX9Xl/PyyjIuOWoUGUlqKyEiIvuvcDKDc4FLjTHb8G0TNYC11k6PyspERGSv+GR7Vy2wlIRYctN6B1ITCtJxur2U1LQwpns7iGAqVvt6BW56i8TEXG5xXcYznuN5+cTjISa8VgxnTx/G66srAGh0uPos2rKtuoXi7ORBVT0NJCfVF/Sd88Ai6lpdzByexQ9OmhDROURERPa2cIJB9RQUETlAeL2Wm55bybGH5LGtuqXzekJc4ECtIwDc3l8wWLMF3vsVrPm3rzXESbfxgjmdJ17ZwnUnjmdSYfjN30+fVsj/fXUGP3hmJXWtzqDBoLWW5TvqOGZ8Xthz9Gd8fjrpSXG0ubwMSU3gga8dFvT/lYiIyP4i5GDQWlsSzYWIiEhwT3+8g5zUBE6ZMjQi4zW1uXl++S6eX76rx/W4IFm7jm2X1U3OgO/TWA7v/9bXKzAmHubeAEdfB8nZ1L63GYCrjhs74PVmp/i3abYGmR9fVrC62cnsUTkDnieY4TkprL7tVLxei9PjJSk+tv+HRERE9nEhB4PGGAN8DRhjrb3DGDMCGGqt/ThqqxMREQBufn41QI+m54PR7u7Z8y8zOZ4Gh4v4IJU78/zB4O7mPYpJO1thyQOw8I/gccKsS31N49O7gtb6VidJ8TGDCqDG5fuykZ9ur2PWyMDBXsd21yNGZw94nv7ExBiSYhQIiojIgSGcPS4PAkcCF/lfNwEPRHxFIiLSQ11LVzbs4221fdwZuj0bwHdk/oK1cUiKjyUjKY6qxjbfBbcTPvkb3DcT3v0ljD0BrvkEzvxDj0AQoMHhIit5cM3Zi7NTmF6cyVvrKoPe8/G2OnJSExgbyplGERERCSsYnGOtvRpoA7DW1gEh/3Y3xiQZYz42xqw0xqw1xtzuvz7DGLPYGLPaGPOKMSaj2zM/McZsNsZsMMacGsZaRUT2ex6v5YrHP+WxD7d3XvvKXxZHZGyHq2cw2JH5C7ZNtOOe6iYHrHoWHpgNr90IOWPgsv/Chf/yfR9AeUMbBRmDr+45ZVgmJTUtAd9ze7ws3LSbOaNz8G1kERERkf6EU0DGZYyJBSyAMSYP8IbxfDtwgrW22RgTDywyxvwX+BNwk7X2f8aYy4EfArcaYyYDFwJTgGHAfGPMBGutJ9gEIiIHkrpWJ2+vq+TtPbJhLe1uUhPD+fHd256ZwY4KosG2iWItp8Yv56vbH4PN26FgGlz8nK9FRD/B17bqFmaNHPzWzcLMJKqbnbS7PSTG9dyq+cGWGqqa2jn30KJBzyMiInKwCCczeB/wApBvjLkLWATcHerD1qfZ/zLe/2WBQ4D3/dffBs73f38O8LS1tt1auw3YDBwRxnpFRPZrDmfgz742VTUHvB6Otj0ygykJvuAqPjbAr4Xti+Dvp/Cj2tvwOh3cmXQjfOd9mHBKv4Fgu9tDWb2DkUNSB73moRlJAFQ1tvd6b11ZIwBHj1MTeBERkVCFU030X8aYpcCJ+HoMnmut/SycyfyZxaXAOOABa+1Hxpg1wBeBl4AvA8P9txcBS7o9Xuq/JiJyUNgze9dhS1UzM4dnRXTsw0Zm4/JYvte94mfZCl+vwC3vQHohy2f8gi9/NBa3M44b3V5SEvr+PLG8wcHupna8FkbnpgxqvQBDM33BYEVjG8Nzeo63s66V7JR40gaZMRURETmYhFNN9B/A9dbaB/yvs40xj1hrLw91DP8Wz5nGmCzgBWPMVOBy4D5jzM+Bl4GOSgmBPm62AdZ1JXAlwIgRI0JdiojIPm9zkAxgX+0VQrXnmcGMpDj+8JUZvhfVm3xFYda9CMnZcPKdcMQVjGiPwf3RfAB21TkYX5AedHyv13Lk3e92vh6fH/zeUHUEg2X1jl7v7axt7RUgioiISN/C2SY63Vpb3/HCX0Dm0IFM6h9nAXCatXa9tfYUa+0s4Clgi/+2UrqyhADFQFmAsR621h5urT08Ly/yjYZFRD4Pn26v5eonlwHwm/OncfXxXRm7Bodr0OM7nO4erxPjYqGhFF66Bh6YA5vehnk/gutX+voFxiczJC2Rf3/3SABKAwRk3a2vaOrxekIfgWOohmenEGNgy+7eRWR21Tkozk4e9BwiIiIHk3CCwRhjTGcFAGNMDuFlFvP8GUGMMcnAScB6Y0y+/1oMcAvwZ/8jLwMXGmMSjTGjgfGAehqKyEHh3fVVnd9PGZZJSkLXj9vIBIO+zOD04kwyaGbs8l/BfYfBqmfgiCt9QeAJP4OkzB7PFfkDrl11fQeDS7bW9HidEBfOr5vAkhNiGZOX1nk+sEN5g4PtNS0RCThFREQOJuEcrvgDsNgY85z/9ZeBX4XxfCHwD/+5wRjgWWvtq8aY640xV/vveR54FMBau9YY8yywDnADV6uSqIgcLLZ3a6GQkhCL19u1Sz4SwWCry0MCLs5zvsrZiU+Qs7EFZlwMx/0YsoJvuc9PTyIhLoYdta19jr+pqomc1AQev/yIoL0LB2JyYQafbK/FWtvZQuLF5WV4LZx/WHHE5hERETkYhFNA5nFjzKfACf5L51lr14Xx/CoCbCu11t4L3BvkmbuAu0KdQ0TkQOD2ePloa1dz+dTEOOaMGdL5ur51kMGgx83YnS/wXuJDFDXW8HHMNOK/+ScyRvW/8z82xjAuL63XNtA9ba5qZmxeKlOLMvu8L1xzx+fy8soy3t9UzbETfEcDPt1ey7j8NJ0ZFBERCVPI+3aMMYnATCADyAEu8Bd9ERGRCPpkex01LV1FYpITYjlidA7r7zyNY8bnDjwz6PXCmufhwTmcuuWXVJMNl7zEEb9YFFIg2GFiYTrryxv7vGfL7hbG5acNbJ19+OKMYRRmJnH5Y5/wxJISrLWsLK1nRvHgqquKiIgcjMI5xPESvt5/bqCl25eIyEHD7fFGfY6Smv9n776j26rv/48/r2RL3nvETpzl7B1IQhIyIewNZbWlpaXQFtpA6W6//QGdUEaZZRU6oGW2hbJnSAjZZO/lDO89JNuSJd3fH5I8YnnLIeP1OCenku7V/XzIaXL8yufzeb/b/tUaE+nvARgVaSUxOpLanoZB04Td78NT8+DVb4DVxj+G/IEbIv4Awxf0eH7jshIorXNRWtcY8rrT5aHS6WZwSt97Cx4pKtLKf28+nfQ4O88sz2PV/krKHW5mDOt7U3sREZGTTU/C4CDTNK82TfOPpmneH/zVbzMTETnGVNe7mXDne/zs35v7dZzi2rYhK6JVI/ikmEjKHS68vnaddkI7uAL+eh7860pw1cHlT8N3lvOWeyqDe9kIfvrQFABWtdrK2lpZnb8pfEa8vVfP78qAxCiuP30oeeVOrn16FQlREVw4KbtfxhIRETmR9SQMrjAMY2K/zURE5BhXVueiscnHi2sPU9vY9yIuHckrd5IWZwt57fTcNGobPfz+7R0cquikiEvhBnj+Cn8QrDoAF/4JvrcOJl3F54drWZ1XyegBvau+OT47gXh7BGvyKkJeL3f4w2BaP4VBgMunDmx+fe6EAcSq2byIiEiP9SQMzgE+Nwxjl2EYmw3D2GIYRv/+87iIyDGkdaP2FXtDB6G+uuP1rby+sRDTpLlASmvnjB9AYnQkzyzP4+wHl7Z/QNkuePlr8NQCKFgPZ/8WFm+Aad8EayQAVzy+AoAhvVwZjLBayM2I40B56DDaHAY7CLThkJEQxc7fnMviM0fys/PG9ts4IiIiJ7Ke/FPqef02CxGR40CwNx/Ar17fyvxR6UTbrGF7vtdn8veVBwGocLr56/XT8Zltt4NaLAZx9ghqGppobGp1frHqICy9Bza9AJExMP9nMOsWiEpo8/01eS1bOy+clNXruQ5KjmZrQU3Ia8Ftoun9uDII/vODt581ql/HEBEROZH1pLXEwf7WPYq9AAAgAElEQVSciIjIsS64Mvj1WUP4+8qDbDhUxewRaWF7frAwjC3Cwr1fmoTFYmChfY8+S+s9HXUl8Ol9sO6vYFhg5s0w53aITW33PZfHy1VPrgTg5+eNYVBy71sxDEqO4f1tJfh8JhZL2zmWOdwYBqTE9N/KoIiIiPRdT7aJYhjGZMMwvhf4Nbm/JiUicixqDITB8ydmYTFgVV4le0sdmGY3i7l0oToQBu++fCKXTBnY4X0PXj2VBBz8JOJFzIenwLpnYepX/dtBz/ldyCAI8NGO0ubXaXF9W7UbmByN2+ujLLAltLWDFU4y46PaFL4RERGRY09P+gzeCvwTyAj8et4wjO/318RERI4VK/dVUFTT0LwymJEQxbjsBJ74ZB+LHljKv9cXhGWcqnp/b8HkzlbUXA5OPfgMn8f9kO9Y36Bu6Dlwyxq46EFI7DhAAjyxdB+2CAuLxmZy5tiMPs11UHI0APlV7c8Nrs2r5NQhavUgIiJyrOvJmcEbgNNM03QCGIZxD7ASeKQ/JiYicqy49ulVpMTa+NHZowGIjrRy2rBUthb4G6/v6KIBe3fV1PtXBpNiIttf9Lj8W0E/vQ+cZTgHn8XVe87kp6dezhmpmV0+2+cz2VJQw80LcvnxOWP6PNec5jDYwKlDWj7fW1pHYU0jNw1VGBQRETnW9WQPjwF4W733Bj4TETlhBZvMVzrdzSuD0ZFWZgxLab4nLkxtDYIrg0mtVwa9Hlj/HDxyKrz7U0gfAzd8iPvK59llDia/qqFbz3a4PZhmF6uOPTAwyX/esPX4eeVOFj2wDIAL1PdPRETkmNeTn2D+Cqw2DOO/gfeXAs+Ef0oiIscOh8vT/Dp4ZjDaZmXG0JYw2Ojxtvteb1QHVgaTYyLB54Ptr8GS30HFXhh4KlzyKAxfAEC6aRIVaeFwZSe9BlsJFqdJiAqx6tgL0TYraXG2NttEg9VFb5w7rN8riYqIiEjfdRkGDcMYAWSapvmAYRif4O83aACLgfAclBEROUbVNbYNg1aLQaTVIDnWxpgB8ewsrqPa2fcG9CW1jXyyuwzDMIk//Aks+Q0Ub4b0sXDNv2D0+WC0bMYwDINByTEcruzeymBtg/+/IyE6fM3ZByZFt1kZLA20lLhl4YiwjSEiIiL9pzvbRB8E6gBM01xvmubDpmk+BNQHromInLBqG1uCXoPbS3SkFSMQyh798inYIixUBrZ39sWv39xOw55PeTvu91hfuBJctXDZU/Ddz2DMBW2CYFBueizbu3leMfjfEa6VQfC3lyhoEwYbsUVYSIwO3xgiIiLSf7rzT8RDTdPcfOSHpmmuMwxjaNhnJCJyDGm9MviX5XkkRLX8tTkiI45TBydT5exbGPzefc9yZc3fWGDfhM+WCWc/AFOvg4jOz/dNH5rCe9tKKKltJDMhqtN7m7eJhjGoDUqO5oMdLb0GS2tdpMfZm8OyiIiIHNu6szLY2U8Y0eGaiIhIdzU2efH5wtPbryutwyBA7RHvU2JtzYVfeqxsF87nv8Kjjh8w2bKP/6R9B8ttm2D6DV0GQYBpgXOLGw5VdXlvcN7hXRmMxu3xUR7oNVhQ1UBmgs4KioiIHC+6EwbXGoZx45EfGoZxA/B5+KckItIxj9fHnHs+5l9rDuH2+Hjgg91ttnKGW10Xz06KiaSqvofjVx2E126GP8/ElvcxD3ouZ57rQTbmXAeR3f83tpEZcQDsLXV0ep9pmvz783wgvGcGByX7K4rO+P1H3PH6VtYcqGRUZnzYni8iIiL9qzs/FdwG/NcwjK/QEv6mATbgsv6amIhIKOUON+UON5vzqxmVGc/DH+0hKzGKa2cM7pfxjlwZXHzmyDbvU2JtVNe7m7dKdv6wEvj0flj3LBgWmHkz99SczV/W+8NcUg+3cMbaI8hOjGJfmbPT+1bnVbJyfwUQvjYYAGOzEppf/33lQZJjIvnlBWPD9nwRERHpX13+VGCaZgkw2zCMhcCEwMdvmab5cb/OTEQkhJLaRgAOVdZTEdieuOFQVb+FweBZO4B4ewS3nzWqzfWkGBs+01+gJamjHn4NVfDZw7D6CX/z+FOug3k/gcSBrH10efNtvdn4mpsR1+XK4Cvr/KuC10zPIcLak/aynRuQGMU7t85lS34Nv3lzO5dNHUR8GLehioiISP/q9j8Rm6a5BFjSj3MREelSsH3BmrxKVu2vBGDDoep+G6+guqVaZqjeeSmx/vBTVR8iDLoc/gD42cP+6qATvwQLfg6puQCsPVDJpvwarBYDr8+kydvzOJidGM3ukrpO79lSUM2ZYzK4+4pJPX5+V8ZmJTA2K4Ezx2YQFxW+VUcRERHpf+H7J2IRkaOgtM6/Mti6fsyeUgc1Df1zbjCvvGULZlqIMBgMgJWtK4p6XLD6SXh4Cnz8GxgyG76zHK74S3MQBHhvazH2CAtvfn8OERaDy08Z2OP5xUVF4DhiK2trjU1e9pU5GZPVv2f5UuPs2COs/TqGiIiIhJf+GVdEjislta6Qn0++630O3H1Bn59f6XSTEBXRvJ3yQEVLGAzVviElEAarnG7wemDzi/DJ3VBzGIbO9TeMz5kRcqy8cifD0mIZm5XA3t+f36v5xtkjcLq9eH0m1hBnFncU1eL1mW3O94mIiIiAVgZF5DhTFlgZDMXt8fXp2QXVDZzymw94+OO9ANS7PZTUuogIhKxBye0rfabE2jDwEbv3DfjzTHj9FohNh+teg6+/0WEQhJYw2Bfxga2ZpR38vry7tZgIi8HpuWl9GkdEREROPAqDInLcqHK62VpQS1pc27N5d140DgCHq+Ptkt3xj5UHAFi6qxSAA+X1AERF+rc/tguDpklmyTLesP0fs9b/kCbTAlf/E278GHIXQifN110eL4cq6xnaxzAYrA466w8fhwzDy/aUM3N4KsmxXfctFBERkZOLwqCIHDfm3buELQU1jM9ObP7srcVzmitYdnZ2rjv2B1o0ON1equvdnP/wpwBMyUkCYMyAwLk704S9H8Jfz8P20tUkWer5gfu7XMEfYeyFnYbAoCU7y/D4TGYMS+nTnFsXbTmykIzPZ7K/zMHYfj4vKCIiIscnnRkUkeNGsOdfWpydmxfkMnFgIuOzE8mv8lf87Gvz+cOV/pXAA+VO1h6oav78oWumsDm/hlMHJ8Pej+Dj30LheojPggvu5ysf5nCw0cNYs/sFVJbsLCUpJpK5I/q2fbN138DN+TVMGNgSlAuqG3B5fOSmx/VpDBERETkxKQyKyHHH5fHyk3PHNL8Pnps7skF8T5imyeHKesZmJbCjqJanP93ffC01zs7C6H3wt+vh4GeQmAMXPwKTroEIG49kVXPxo5+REaLaaEfyq+sZlhbb575/8a1WBrcUVAMt/Rb3lvn7D+ZmKAyKiIhIewqDInLcObJqZrw9sE20D2cGq+qbcLq9fOnUQby2oYA1ef4ehq9dGg3PX+HfFhqXCeffB6d8DSJagt+kQUnMG5VOdb27o8e3U1jdyLjsvlf4jLO3NHnfdLimzbWdRf5to6MytE1URERE2tOZQRHpM9M0mX/vEv65+mC/jdG6OMovzx/b5lrLymDvt4lWOPwtKzLi7UwbmsxII58nIv/ElHcvg4LP4axfw+KNMOPGNkEwKDkmkupu9jo0TZOC6gYGJrWvTtpTMbaWram7S+pobPI2v99eVMvApGgSYyJDfVVEREROcgqDItJn5Q43Byvq+eV/t/bbGMFVt99eOoGMI/r9BYuo9HVlECDLW8gNpX/gPdtPmWPZCgt+DrduhtNvBVtMh99Pio709xrshgqnG7fHR3Zi+76FPZUSqBI6bUgyHp9JflV987XthTWMD8Pqo4iIiJyYFAZFpM/2lPq3IyZG998KVGUgDKaEaJEQjjODDeUH+X3E05z6xtlkF33AU94LucL+BCz4GUR1HaiSYmzUNnrweLvudbgl37+dMxxn+WLtERy4+wJuP2sUAGV1/t+nereH/eXOsGxFFRERkROTwqCI9InL4+XLT68GaNf/L5wqHP6QkxzTfgx7hBVbhIV739vF08v2t7veKUcpvPMz5rxzFldYP8Ux6XqMWzfxl6ivY41N7fZjkgNbMbuzVfTDHSVER1qZPrRvbSVaSw8UrykLbHfdWVyHacK4LIVBERERCU1hUER6ze3x8chHe5vf2yK631qhp4pqGgHI6mBr5fcWjgDgd2/voKa+G2f36ivhwzvhocmw5in2ZF7AGa77Mc7/I0b8AK6ZPpgzx2Z0e35jAqFr1f6KTu87XFnPK+vyOW/igOZm9uEQDIPldf4wuK3Av/qolUERERHpiKqJikiv7Ciq5dqnV1EdCF7nTxzAhkPV/TZeYbW/l+CADsLg4jNHMi4rgW/9Yx2bC6qZOzI99INcdbDqcVjxiP/1hCtg4S94fW0TJQf3ExsoyPKjc0b3aH7Th6aQFmfjox2lXDgpu8P73ttWjNvr4weLRvXo+V0JbtH99ZvbueKUQSzdXcbApOiwFKkRERGRE5PCoIj0yvbCWqrrm8hNj2Xh6AwMAz7eWdpv4xVWN5AWZ+90NS14Bq+01tX+YlMDrP0LLP8T1FfAmAth4S8gczwA1fWbSYqxYRhG++92g9VikJseR0FVQ6f3rc6rZEhqDDkpHRej6Y3W8/7xq5tYvrecq6bl9Pq/R0RERE582iYqIr1SH2hh8MJNM/m/C8eRFGOjscnHfzfk4/OZYR+vsKaR7KTOq28Gm76X1rUKg02N/hD48FR4//8gazLc+DFc88/mIFjhcPHGpqIeNY0PJT3eTmldY4fX86vqWbqrjPmjOli17KPvzM8F4P3tJTQ2+ThzbGa/jCMiIiInBq0Mikiv1AfaOMTa/H+NBFe6fvDSJmJtEZw9fkCfx/D6TO783za+MnMwhdUNjEjvvPpmrD2CWJvVH8iaGmDtM/DZQ+AshcGz4IpnYOjp7b730Y5SHC4PPzqnb1s3M+KjKK3reHX01c/zafL5mkNbuP3svDHUNTbxz9WHiIq0MHN4+ArUiIiIyIlHYVBEesXp9q8MRge2bV40KYuhqTFc/OhnvLutOCxh8FBlPc+tOsiyPWWU1bmYOzKty+9kx1sZffgleOglcBTD8AUw5y8wbB50sGVydV4lKbE2Fo7ufsGYUDIS7NS7vThcHuLs7f96XbG3ggnZiWT34zm+pEBV0+zEaOz9WNBHREREjn8KgyLSKw1uD9GRViwWf8AyDINJg5I4d/wANoapkEzw/N3BCn8j9U6LoXg9sPlF/tl4FxnBlcAvPRtyJbC16no3H2wvZu6o9D6fr0uPC2xTrW0k7ohVTLfHx4bDVXzj9GF9GqMrSdH+1hvhrFQqIiIiJyadGRSRXnG6vcTa2weOYemxHKqs71bz9a4crqpv8z7kiprPB1tehT+fBq/fQmNkMrdF/gq+8U6XQRDgd2/twOHyNLem6IuswJnG/BBFZPaXO2jymozv51YPiYGVwUirCseIiIhI5xQGRaRX6l0eYmztNxcMS43F4zMprO64kEp3Ha5sGwbb9Bg0TdjxJjxxOvz7BrDa4Zp/8Z9Tn+N1x1gaPV2H0Savj9c2FnDtjMGMDUNz9vFZiQBsCfT4a+31jYUAjBnQv2EwOca/Mmi1KAyKiIhI5xQGRaRX6t1eYmztVwaHpPoLyeRVOPs8xuGqBgYmRfPdBblkJtgZnh7nD4F7P4SnF8JLXwGv218Y5jvLYcwFDEmLxTT9lTu7cqDcSZPXZNrQ5D7PFfyrcsPSYtl0uO022QqHi8c/2QfA8PTYsIzVkeAZzgir/noXERGRzumnBRHplY7C4LA0f9g5UB6GMFhZz9C0GH567hhW/fxMEkvWwF/Ph+ev8PcKvOTPcPNqmPglsPj/Ohuc4h8/eM6wM7tK6gAYlRnf57kGTR6UyKb8al7fWEBxjX919FBghfOn544hsp9Dmj3S/3w1mxcREZGuqICMiPRKvdtDbIiKmenxdmJsVg6EYWUwv6qeRWMyYO+HGEvvhcOrID4LLrgfpn4NImztvhMMQUU1XW9T3V1ch8WA3C5aVvTEpEFJvLaxkFtf3MiC0en87RszmrfM9ld/wdamDUnmN5dO4NIp2f0+loiIiBzfFAZFpFfq3V7S4to3aTcMgyGpsX1eGax3exhRv5HFh96ArZsgcTCc90c45WsQ2fGqV2qcPyCWO1wd3hO0q6SOoWmxYa28OTknqfl1WZ1/DkU1/oIy2UlRIb8TToZhcN3MIf0+joiIiBz/FAZFpFecHawMAgxLi2FbYW3vH354Dea7d/GibTkN7oxOVwKPFGm1kBQT2WUY9PpMVu2vZHZuau/nGcLUnCTuvGgcL63LZ1+Zgyqnm3vf2wVAYnRkWMcSERER6QudGRSRHvP6TMrqXKTEhg5nU3OSOVhRT15PVwcLN8I/r4JnziKyfAe/brqOnVctg+nf6lYQDEqPs1Ne5+70nnve3UlNQ1PYq3taLAbXnz6MX54/lsYmH/PvXYLL42N4Wmyf+xiKiIiIhJPCoIj0iMvjZe49H9PY5GPMgNCFV86flAXARztKuvfQku3w0lfhqfmYh1fjWvD/ePn0N3nWex6D0lN6PMe0OHuXK4PBip9fm9U/WyrnjEzjwklZ1DZ6iI608tbiuf0yjoiIiEhvKQyKnGCKahp4Yc0hHluyt1+e/+amIgoDxVk66s2XnRiFxYCq+s5X5yjaDK9+Ex6fDfuXwoKf84/T/sfod8ewttBFVKSFtLjurwgGpcV3HQb3lTm5atogkjtY3QyHCyf5i7h8/8wRRIeovCoiIiLyRdKZQZETSLnDxaw/fNz8/tKpA8PaYsA0TZ79LA/wV+0cmRm6CqdhGMTaI3C6vKEfVLINlvwedr4JtniYcxvMXgwxKXzwl9WAv0n7iIy4Xm2tTIuzNRdvCaWmvolyhyusVURDOXfCANb936KQhXZEREREvmgKgyIngAa3l6KaBs64f2mbz3/8yiaev+E0LJbwnFXbX+5kW2Etv75kPF+bNbTTe+PsEThcnrYflu2GT/4A2/4L9nhY8HM47TsQ3VKBMyuxpeJmTnLvgmxanB2n20uD2xtyRW5fuQPA38S+nykIioiIyLFKYVDkBHDxo8vZU+po9/mKfRV8urc8bP3t9pf5C8JMHJjY5b3+lcFAGKzMg6X3wOaXICIa5t4Os74HMe3PA1bVNzW/zkmJ6dU80wMBrNzhCvmM4H9Hbnpsr54vIiIiciJQGBQ5ztW7PSGD4N+/OYPv/Ws9724t7nMYPFjh5KGP9hBr8/+VMSyt6xAVa4/A5iyEN/4BG54HSwTMvBlOvw3iQs+nyesjr7zlvyUnuZdhMN4fBss6CIP7yhxEWIxeh00RERGRE4HCoMhxLlQLhR+fM5r5o9IZlhZLflV9n8d4e0sx/1lfAEBSTCRJMV0UXanYx+L6R5nnfB+zxMCY9k2YczskZHX6tR+8tJF9ZS3tKJJieteXL7g1s7yDc4O7iusYnBpDpFU1tEREROTkpTAocpxrdy4PSIjy/9EemBTN7pK6Po9xqLKe+KgIctPj2pzpa6fqICz7I2x8gXlYeNkzn0PjvsPPzz+7yzGKahp4c3NRm89Gd9C6oitp8bbAMxspqW0kM6FlzvlV9SzdXcY3Zg/t1bNFREREThQKgyLHOae7fRj0mf7/zU6KZsmuUkzT7HXDc5fHy7LdZQxPj+O1W07HNM32N9UWwrL7YP0/wDBgxo38svhMXt7VBJub+Nm1XY//2oZCAE4blsJti0YxPD22TYjribQ4OzarhTv+t407/reNFT87g+xAVdXle8rx+ky+fNrgXj1bRERE5EShPVIix7lQK4O2CP8f7YFJ0TQ2+ah0dtHvrxM/emUzBdUNBAuStgl1jlJ49+fw0BR/EDzlOli8Ec67hzxXS6XOvHInnalpaOK1DQVMzknipW/PYlZuaq+DIECk1cJvL53Q/L6guqH59bbCWuLtEQxNVfEYEREROblpZVDkOOc8Igx+/4wRXHHKIAByM/yBbFdxHbNH9LzFwf4yB29s8q/YXTdzSMuF2iJY9RisfQY8LphyLcz7CSS33NO6z9+6A1WdtnE450/LKK5t5OYFuT2eY0eump7DuOwELnxkORWOljC8rbCGsdkJYWu3ISIiInK8UhgUOc4Fw+CisZlcP3soc0amNV+bOjgJw4B1B6uYPSKto0d06OlP84ixWVn644X+Cp21hfDpA7D+7+DzwMQrYf5PIbV9iJs6OJkDFfVEWAzWHqjkquk5HY5TXNsI+Ju0h1NqnP/sYHBltLaxic35NXxr7vCwjiMiIiJyPFIYFOkn1fVudhTVMSs3tV/Hcbi8ANx/5WQSj6i+mRAVyejMeFbtr2DxmSN7/Oz8qnpGZsSRThW88ydY91cwvTD1qzDnB5A8tMPv/v6yidy8IJe73tgesvVFa2lxNhaOzmDSoKRO7+up5EDV06p6fxhcvqccj8/kzLEZYR1HRERE5HikMCjST27513o+21vBljvPJj6qdy0SuiO4Mhhrt4a8Pn9UOs9+lofD5SHO3rM/8t7aEm4xX4OH3gJvE0z5Msz7UachMCjaZmVkZjw5KdG8v62k03vrGj2kxHbRrqIXoiKtxNqsvLj2EPYIC2V1LmxWC1Nywhs6RURERI5HCoMi/WRbYS0AByvqmTAwsd/Gcbo82CMsRHTQM2/B6AyeXLafz/aWc874bm7DrCuBFQ/zbM1TROKFyVfD/B9DSs+3Vw5KjqHC6cbp8hAbIow2eX24PL6Q18IhITqSw5UN/PatHcTarIzIiFN/QRERERFUTVSkX9z//i6q65sAeGzJXpbtLuu3sbpa8Zs2NJl4ewRLdpZ2/bC6Enjvl/DQZMxVj/OWdybPTnkJLnu8V0EQYHBKDAD5VQ0hrwdXNnu6atldg5KjW8ZyexmbldAv44iIiIgcb7QyKBJmhdUNPLl0f/P7d7YW887WYg7cfUHYx3K4PGwpqCE+quM/ypFWC3NHpXXeb9BRCp895K8O6nXBpGuonraYHz62nzvSR/RpjkNS/WEwr9wZsol8XWP/hsHHvnwKlfVuahs8PLl0H1d3UshGRERE5GRy1MKgYRhRwDLAHhj3VdM07zAMYwrwBBAFeICbTdNcE/jOz4EbAC+w2DTN947WfEV664ml+3B7ff0+zuHKem78xzr2lDq4+/KJnd67cHQGb28pZntRLeOzW21ZDRECmfcjSM2luKgW2E9aXM9bUrQ2MiMew/C3twhVLdTpDoTBTgJtX2QkRJER6Fk4Y1hKv4whIiIicjw6miuDLuAM0zQdhmFEAssNw3gH+DVwl2ma7xiGcT7wR2CBYRjjgGuA8UA28KFhGKNM0/QexTmL9IhpmnywvYQJAxPYWlDbb+PsLXVw9ZMrafL6+Ns3pjN3ZHqn9wevr8mr9IfBdiHwapj34zYtIj4/WAXA+Oy+bauMtlkZmhrLzuLQvx+Ofl4ZFBEREZHQjtpPX6ZpmkCwvnxk4JcZ+BX8aTMRKAy8vgR40TRNF5BnGMZeYAaw8mjNWaSn8qsaKKpp5DvzczlvgodzJwzgzv9taw5W4fLm5kIqnG4+vH0+IzI6buYelJlgJz4qgpLCw/DeXzoNgQAr9pbztxUHyEqMYlhabJ/nOzoznl3FdSGvOZqroSoMioiIiBxNR/WnL8MwrMDnwAjgMdM0VxuGcRvwnmEY9+EvaDM7cPtAYFWrr+cHPhM5ZgUDz8RBiZwyOBmA04al8Omech78cDe3LRoVlnEqnW4SoyO7FQQBDGc5v45+ifO3vwk0dRgCg259aSNldS7uvnxi6DOGPTQmK573thfT4PYSbWvbAiN4ZrCzc48iIiIiEn5HtZqoaZpe0zSnAIOAGYZhTAC+C/zANM0c4AfAM4HbQ/0Eah75gWEYNxmGsc4wjHVlZf1XsVGkO4Ln3xKjW/oKJgUanz/44Z6wjVPhdJPanb58jjJ4///gwYlc0vBfPjJmwi1r4bInOgyCjU1eyupcfP+MEVwzY3BY5jtmQDymCbtL2q8OfrC9hBiblazEqLCMJSIiIiLd84W0ljBNsxr4BDgX+Drwn8ClV/BvBQX/SmDrsn+DaNlC2vpZT5mmOc00zWnp6Z2fmxLpb06X/0hrrK1llat1M3hPmArLVDrcnTdpD4bAhybBysdg3CU8d+or3Fz/bVxJwzp9dnFNIwBDUvu+PTRozAD/TvCthTVtPt9b6uCNzYV8bdZQ4qMiQ31VRERERPrJUQuDhmGkG4aRFHgdDSwCduIPePMDt50BBJdP/gdcYxiG3TCMYcBIYM3Rmq9Ib9S7g+ffWgKg1dLyx6zc4Q7LOJVON8mhwuCRIXDsxf6VwMufJCZrNNAS9jpSWO3vB5idFL6VuiGpMQxMim7T69A0TX7xny3ERFr51tzOA6qIiIiIhN/RPKSTBfw9cG7QArxsmuabhmFUAw8ZhhEBNAI3AZimuc0wjJeB7fhbTtyiSqJyLNt0uLq5sXpMq5XBCyZm8e7WIt7eUkxRTQMDwrAdssLpZurgpJYPHGWw4mFY+xfwNMLEK/1nAtNGNt8yMMnffL2gqqHTVb/CQFjMTozu8J6eMgyDhWPS+c/6guZeh/vLnaw5UMmvLhzX5/YVIiIiItJzR7Oa6GZgaojPlwOndvCd3wG/6+epifSZaZpc8thnAERFWrBaWo68Wi0G31s4MhAGG9v/Ieghn8+kqj6wTbQbITAoOxgGAyt/HQmuDIYjtLaWkxxDvduLw+UhPiqSDYeqAZg3Mi2s44iIiIhI96h8n0gYNDS1LFqH6pc3NC0GW4SFNXmVnD8xq09j7S93kOir4eLSJ+Chl7oMgUHBcHeosr7T5xdWN5AWZycq0trpfT0VXP0rd7iJsUXw78/ziY+KIDe9exVRRURERCS8vpACMiInmmB7BGi7RbT1Z/NHpfP+tnyB7zUAACAASURBVOK+DeQsx/3Or1huv5XReX+HMRfCzavh8qc6DYIAUZFWJucksXR351V3C6obwnpeMCgt3h8Gi2oauON/W1m5v4LbFo3CYul76woRERER6TmFQZEwaBsGQ6+oTclJorCmsbnITI/UFja3iBiT9zc+scyAm1fBFU9Devd7F549LpPN+TVUOjsuZFNU0xjW84JBaXH+gjd/XrKP51cdAuDSKdlhH0dEREREukdhUE4K9W4PFzz8Ka+sO9wvz69rbGp+HWqbKMCg5JYCLt1WWwhv/QgemuyvDjrmAr5qf5g3cu/CSB/d43mOGRAPwMEKZ8jrGw5VsbfU0Xy+MJyC20SX7y1v/ixVhWNEREREvjAKg3JSKKhqYFthLT9+dTNenxn25ztcrVYGuwiD+d0Jg3XF8M5P4aEp8PlfYfK1sHgDRYseYUVNKtOHpvRqnoNTYoCOzw2+sMa/Ynf+xAG9en5njuyL+NiXTwn7GCIiIiLSfSogIye8tQcq2Vlc1/z+QIUz7EVLWm8TtXZwBG5gkj+I5XdWzbPqIKx4BDY8B94mmHKtvzBM8lAA1m4qBOh1GMwJhsGK0GGwqKaRyYMSmdbL53cm0mrhnism8tN/bwHggkl9K6QjIiIiIn2jMCgnvCufWNnm/Zn3L2Xnb84Na7VMRyAMxtisXDktJ+Q9GfF2bBEWDpaH2KJZfQiW3Qcb/wkYMOlqmPdDSBnefEtBdQOLX9iAzWphbFZ8r+YZFWklM8He4cpgYXUDIzN69+zuuHr6YIprXORmdNznUERERESODoVBOaGV1DaG/Dyv3MnYrISwjVMbODO48mdnkhgTGfIei8VgdGY824tqWz6sOgjL/wQbngfDgFO/AXN+AIkD233//vd3AfDVmUOIsPZ+h3dWYjRFNe1/X0zTpKimkXmj0nv97O64dVHnVU9FRERE5OjQmUE5oW06XN3m/V0Xjwf8YTCcgmcG46I6//eV8dkJbCusxSzfA//5Njw81R8ET/kaLN4AF9wXMgjuL3Pw2oYCvjVnGP/vonF9mmtWYhTFIUJybaOHere3XyqJioiIiMixRyuDckI7sljLeRMGcMf/toU9DBZWN5AcE4m1i5550+Mrme55GB77DKx2mPldmHlzyADY2jtbi/GZcNP84Z3e1x2ZCVF8uqe83ec7AiuWw9K0hVNERETkZKCVQTmhlTlcbd6nx9vJiLdz73u7uO6Z1WEbZ+PhaibnJHV8Q8l2+M9NXLbycs63rKZ8/Dfhts1wzu+6DIIAWwtqGJIaQ0Z835vBZyVG4XB5ePDD3W0+X72/EsOA6cPCXzxGRERERI49CoNyQiurc5GV2BKgDMNgaGDlK9TqWG/UNjaxp9TB1Jzk9hdLtsHLX4PHZ8HOt6gY/w3muR5k/dgfQ1xGt55vmiabDlczYWBiWOabFDjT+OCHe9p8vuFwFaMz40mMDn3mUUREREROLAqDckIrq3OREd+2sXl2Yt9X1wBcHi/vbi3ik11lmCZMHdxqZbDgc3jpOnh8Nuz9GOb9BG7bgnnO7ygjqcPCNqGszquksKaR+SPDU9jlnPH+HoKZCW1/X/LKnYzICG/LDRERERE5dunMoJzQyupcZCdFMXlQIvvL/OcELUbn5/q66x8rDvK7t3c0v5+ckwSH18And8O+j8Ce6O8ROPNmiPFvvUzzmURYDNYdqGLh6Izmvn8dMU2TB97fTUqsjYunZIdl3kkxNq6aNoilu8uaP3N5vByurOfiyeEZQ0RERESOfQqDckIrrWtkck4iT143rfmzuaPS+M+Ggj4/+9XP85tfX5ZykMRXroT9SyAmFRbdCdNugKi27SssFoMBiVH8b1Mh/9tUyIG7L+h0jN0lDtYcqOSOi8aFtS9irD0Cp8vb/H7BvZ/gM2FoqorHiIiIiJwsFAblhFXX2ES5w83glNg2VT4vmzqINXlVvLDmEHWNTcRH9fyMXH5VPbtKajkvZhdf97zCzPodUJIOZ/0Gpt8Ato5D1ZgB8e2qnHZkWWD17twJA3o8x87E2yNwuj2Ypsm2wtrmvoPThoY49ygiIiIiJySdGZQTVnBbaG56+2AW/Gzine/3/MGmyf4Vr/Fv25087vs1Q41i3h10K9y6GU5f3GkQBEiOsbV6lNnpvZsLashJiSYrzL3/Yu0RmCbUu72sO1AJwJpfnMkQrQyKiIiInDQUBuWE9cjH/mqZuSGKosS3ag5fWtfNYi6mCTvfgqcXMm/tdxlgVNF49h95fNKrzLj2/8DW+fm/oB+cNar5dXV9U6f3VjhcYWkncaRYu/+/3+HyUFTTiM1qIf2IQjsiIiIicmJTGJQTUlFNAx/uKAVgcIgiLXH2lq2hGw5Vd/4wnw+2/ReemAMvfhkaqng5+ydcbXuMqNnf5q4rppESa+v8Ga1kJ0Xz2JdPAaCkiyBa6XT36NndFdcqDBbWNDIgMQojTIV1REREROT4oDAoJ6TN+TUAvHDjTCKt7f9vHm1r+WxPSV3oh3g9sPll+PNMeOV68Ljgsifhe5/zduRZJCX0fktlsK1DSa2r0/uq6t2kxIQ/DAZXBp0uD0XVDW16MYqIiIjIyUEFZOSE4vP5z+Btya/BajHa9v5rxdGqkmbxkT3/vB7Y/BJ8eh9U7oeMcfClZ2HcpXhMg8eW7GN3cR2jB8T3ep6ZCf7w1Vm/wT9/speSWhfJ/bky2OihoLqBmcNTwz6GiIiIiBzbFAblhDLm/73L7NxUYmxWhqTEdNiOYe6INEZlxrGn1EFxTWB1LhgCl90LVXkwYCJc9RyMuRAs/pXEVXvK+dOHuwE4fURar+cZPJ9X2kEYNE2TP767C4CU2J5XO+1KMAw+v/ogRTWNnDYsJexjiIiIiMixTWFQThimaeL2+PhkVxlTcpLISup462NyrI33fzCfrz+7hsqaWlj7DKx4JBACJ8E1L8Do86DVObp6t4cfvrKx+X1fCq5ERVpJionscJtoXrmz+XXrfoDhkpsRS7w9gre3FJMRb+eqaTlhH0NEREREjm0Kg3LCqGpVmbOopoG5I9M7/0JTA5c3vcmsyufgrUrIngrntA+BQSv3VTSHt1MGJ7FwTEaf5psZH9XhNtHtRbXNr2flhn8LZ4wtgkunDuS5VQeZNCgRi0XFY0RERERONgqD8oV46MM91Ls9/Pz8sWF7ZmF1SyP3kloX2R0VRWmshXXPwKrHucRRwirfWJKuexbbiAUhQ2BQQ5N/he7b84aHZd4ZCXZK60KvDAaD7epfnNl8vjDcvnzaYJ5bdZDJg0KfqxQRERGRE5vCoBxVaw9U8tSy/XywvQSAM8dmMiNM59UKWoVBgIToI87aNdbA6idh5WPQWA3DF7B88j189SMb7ydMY1QXrRXqA9s1r5s1JCzzHZQcwxubCqmud5N0RMXQmno3AEkx4T8vGDQ2K4F/fus0Jg5K7LcxREREROTYpdYSclRd+cTK5iAIcM+7O8P27OIa/5bLX104jkVjMzhrXKb/gqMMPrwL/jQRlvwOhsyGmz6Br71O4tgzANhX6ujy+U63B4BYW3j+DeW6mUNwuDy8vrGw3bXq+iZibFbsEaEL4ITL6SPSSIjqv8ApIiIiIscurQzKF+rzg1X8/D9b+MPlE/v8rAqHC4sB188eyg1zhoGjFN77Pax7FjyNMPYimHM7ZE9p/s6wdH+vwP2tCrZ0pN7tXxmMtoUnoI0ZEI/FgHJH+62i1Q1NJB25sikiIiIiEkZaGZSjpqZVgReA2YHCKC+sOURjU98rZpY73aTE2rDWHoY3b4cHJ8KqP8PYi+GWtXDVP9oEQfC3WEiNtZFfVd/l8+vdHqwWA3tEeP7YWCwGidGRVB/x+wJQXe8msR+azYuIiIiIBGllUI6a3aV1bd7PGp7Kin0VgH9b5IDE3q+4LdlZyrI16/hN3Nvw8MdgWGDyNXD6bZCa2+l30+PtlHVQyCXoL5/uZ/X+SmJsVowuzhb2RFKMjeqGUGGwieR+PC8oIiIiIqIwKEfNnpK25/LOGp/J/R/4G7hX1bsZ0FH1z66UbKfmnz/kE9sqfE1WmPFNfwhMHNitr3cVBpu8Pn771g4AMhN631swFP/KoLvNZ26Pj13Fdcwd1fum9iIiIiIiXdE2UTlqdpfUEdPqvN2YAQl8deZgAKqc7o6+1rGCz+Glr8Ljs1hkWc+z3vO4xPoYnH9vt4MgQEZ8VKdhsPW1cBWPCUqKab9N9IU1h6hzeThtWPj7C4qIiIiIBGllUI6aPaV1jMyI49wJWYzIiAPgqzOH8PyqQ20axnfp4EpYejfs/wTsiawfeiPf2DmdGuKItfR8q2l6vJ0yhwvTNENuAS2qaWkMH67iMUHJMTb2lbVdMd1aUENKrI2vzx4a1rFERERERFpTGJSjZk+Jg7kj0/nugpYzfMmBIikf7yzlgklZHX/ZNP3hb/kDkLcMYtMxF/2a8jFf5v+9sJMhgwxOHZLMeRM6eUYH0uPtNHlN/zm92PZFW0pqW8Kgw+Xp8fM7E6qAzL4yB6My48I6joiIiIjIkbRNVI6KdQcqKa1ztQs5wabq/16fz+HKEBU9TRN2vQNPL4TnLoWyXXDO7+HWzbyXdDXT71vD1oJa5oxI446LxveqgX1W4Kzi2gOVIa8Xt1oZPFjRddXRnkiOsVHX6GHkL9+m0unGNE32ljqaV05FRERERPqLwqAcFb96fRtpcbZ2q3+tm6rvaV1t1OuBzS/D46fDC9dAfSVc9BDctgVm3QK2GNbktYS3aUOTez23QcnRANz03Od8tre83fWS2kZsVv8flbFZCb0eJ5S0eP9KZJPXZE1eBeUON7WNHnLTFQZFREREpH9pm6j0u72ldewoquWui8czKDmm3fW3Fs/hgoeXs7fUwRkjU2Hrq7D0j1C5D9LHwqWPw8Qrwdq21cLBCic5KdHc+6XJnNaLFcGg1nM6VFnP6UdcL65tJDPRzn++ezr2yPD++0lGfEsF1fyqBhKj/ecHFQZFREREpL8pDJ7kVu+vYHh6nL9ZuyV8/fNa21vqDzinDgm9ejc+O5HsWMjY8Rys/w9UH4TMiXDVczDmQrCEDmC7SuqYkpPEzOF9q7rZup+faba/XlzTyICEKNLjw9tWAmjzzB1FdURF+ldKtU1URERERPqbwuBJbF+Zg6ufWgXA6Mx43vj+HGwR4d85XBpozZARqkefqw7W/4M3zftIKaqEQTPg3D/AqPM6DIEAXp9JUU0jl0xpv9LYU60riFbVt29xUVLbyISBiX0eJ5SMVmHw3+vz+ff6fOLsEQxI6GXPRRERERGRbtKZwZPYh9tLml/vKqkjr9zZL+OU1rqwGJAa2yoMNlTBJ3fDnybAe7+gOnoINxp3wA3vw5gLOg2CAOUOF16fGbbQtPaXiwCoPKLfoWmaFNc29ls4S4trH5B/cu5oLP20SisiIiIiEqSVwZPY5vwaAHJSojlc2UBJbSOjB8SHfZzSukbS4uz+bah1xbDqz7Dur+CqhdEXwNzbWXIglQ/e3E6F001qiIB0pGCFzwGJ0WGZY3q8nYFJ0VQdEQYrnW4am3wMSOyfMGiLsBAdaWVsVjzrD1Xz1HWncvb4Af0yloiIiIhIawqDJ7Fyh4sZQ1O478rJzLt3CcWt+umFU2mdi/GxdfD2T+Dzv4GvCcZdCnNvhwETAch1lgKwr8zZvTAYmGs4V+xSYm1UHrFNdHmguujUwb2vVtqVHb85F/AHz5QQfQ5FRERERPqDwuBJrNLpJjc9rvksX0lNeMPgZ3vLeeW9JVxU/Hcuta6AdQZMvtYfAlOGt7k3WD1zX5mjW70CC6sbAMK6Ypcca6PC0TYMvr2liJRYG1NyksI2TkcUBEVERETkaFIYPIlVOt1MH2YjKtJKckxkWFcGqw9uoeTvP+N+y2e4LZEUjb6OQef9EJIGh7x/YFI0UZGW5sqjnfH5TP6x8iDD0mJJDWOAGpEex7/yDtLk9RFptbCnpI73t5dwy4IR/VZpVURERETki6ICMiepl9cdpsLpJi0QpnJSYroVxDplmpC3DJ67jKS/zuE8yxqe8Z7P/q+sYNC1D3UYBAEsFoPhaXHdmkNpnYu8cifXzx4a1kIrk3MSaWzysbukDoDHluwlOtLKN+cMC9sYIiIiIiLHCq0MnqR+8upmwL81EmDm8FSeWrafhz7cw62LRvbsYaYJez6AT++Hw6twRaWzd8xirts4jpdvv5ARGd0rSjNxYCJvbynC5fFij7B2eF9hjX+L6KDk8BSPCZqa4z8XeMHDyxmdGc+ukjpumjdc2zdFRERE5ISklcGT0I6i2ubXDU1eABaNzQTgTx/uZldxXfce5PPBtv/CE3PgX1dCTT6/arqeSdX3csHGmVSSwKDk7vcBPHfiAOpcHlbsq+j0vqJq/3bWrDBVEg3KSWl53q7A6uC35mpVUEREREROTAqDJ6HvPv85ADOGpXD1tJzm1+/cOheAVfs7D2N43LD+H/Dn0+CV68HjgkufwH3L5zznPRsX/pW01Fj/ecTuGpeVAEBBVUOn920t9LfEGJgU3jDYuvn88PRYvn/GCDLi1fxdRERERE5M2iZ6kvF4fRyuauDiydk8fO3UNtfGDIjHHmEhv6o+9JddDtjwHKx4BGoL/G0hrngGxl8GFivl1S0h7toZg/nh2aN6NLfE6EgAahubOrynoLqBxz/ZB0BCdPj/7/v016axYl85d1w0PuzPFhERERE5ligMnmRK6lx4fSYzh6e2u2YYBgOTo8k/cmWusRbWPAkrH4OGKhg8Gy5+GHLPhFaraaV1rubXOSnRpHWjX2Br9ggLNquFmoaOw+DuwBbW62YOabOSFy5njcvkrHGZYX+uiIiIiMixRmHwJLFibzmr9lcwYWAiAAM7KL6SkxzTEgbrSmDdM7D6SWishpHnwLwfQc6MkN8tbdWa4vwJWT2eo2EYJERHUtvg6fCegxVOABaf2cMiNyIiIiIi0obC4Eniz5/sY/ne8ub3HZ23G5gcTdnhPfDGq7Dxn+B1w+jzYd6PYeApnY5RFGhav/oXZ5KZ0LuzdgnREZ1uEz1U2UB0pJW0OFX4FBERERHpC4XBL5jPZ/L9Fzdw8eRs5o9KB+hR0ZXuOnLrZci2DGW7+HLxfdzlewNzoxVj6ldh1vcgNbdbY6w7WEVGvJ2M+J5tD20tISqS2k62iR6qrGdwSky/bBEVERERETmZKAx+wVbsq+CtzUWsO1DJ8LQ4Vu6vYNbwVP5142lhDTyVTjenDE5i/aFq0uPtbQPnodWw7F7Y+wFjLTae957BOd+6mwE5I7r9fNM0WbmvnDkj0vo078ToSKrr3R1eP1TpZEhqbK+fLyIiIiIifmot8QXyeH3c9cY2ALw+k5WBlg4r91dw0aPL8fnMsIzz2JK9FFQ3MHVwMnddPJ4Xb5rpbxS/9yP4+0Xw7NlQuB4W/pLPLlrGHZ5vUGS2LzDTmd0lDsodbmaPSOvTXBOiIzssIGOaZvPKoIiIiIiI9I3C4BeooLqBPaUOAMod/tWw527wF2fZWlDLwcoOWjz00L3v7QIgOSaSr8/MIbfsI3hqATx/OZTthrN/C7dtgfk/ITk9G2hbGbQ7PgucR5yd27MQeaTE6AiqOwiD97+/m8YmH0NSFQZFRERERPpKYfALFAxcwXBjj7AwOzeNG+YMA2BnUW2fxwiuskXi4dTKN+HR6fDy18BVCxc9DLdthtnfB5t/62VGgr3N3LrD5zN5Yc0hxmYlMCi5b0EtMz6K6vomGpu87a49umQvEP5m8yIiIiIiJyOFwS9QSaAVw6RBSYC/kqfVYvCjs0djMWBnoKdeX8y+63VutL7JMvttzNp6J9jj4Mq/wS1r4dSvQ0TbYi9pcXZSYm18uL2k22N8vLOUPaUObpo3rM/zHZDor0K6o6iWP767M2QoDNUjUUREREREekYFZL5ApbX+1bdFYzN4Y1MhcwLn7aJtVoamxrKzuA8rg85yGj97nM/sj5NkOFnhHUfxwj8ydeGX2jSKP5LVYvDVmUN4+KM91NQ3kRgT2eVQL649RFZiFBdOyu79fAOyEv2rfg98sJtP95STEB3Jd+bn4vOZGAZ8f+EIYu36v62IiIiISF/pp+ovUGmdi0irwcWTszlvQhaR1paQNiYrnu2FvQiD1Ydh5WPw+d+I8jTwqe9UPk7/Kl+/6kuMGZDQrUeMGRAP+M80dhUGvT6T1fsruXByNpHWvi80B1cG6xr9jec/2VXKd+bncqDCiWn6C8yIiIiIiEjfKQx+Qd7eUsQTS/cxMCkawzCwRbRdrRudmcA7W4txujzdWwkr2w3LH4Atr/grhU66mo/SruXGt+p4/+p5jMqM7/bcgmfyCqsbGJfdeYDcWVxLncvDzOEp3X5+Z7ICYXBrQQ3gL6xjmiZn3L8U8PchFBERERGRvlMY/ILc/M/1AMwfnR7y+oiMOEwTDlbUdx7I8j+HT++HXW9DRBRMvxFm3QxJg9n+0R6grsetGLIDYbCguqHLe/eU+Kuhjsvq3qpjV2LtEZw+IpXP9vrbbFQ63TS0OjeYEK3/y4qIiIiIhIN+sv6CRFoNmrwm31sYurF7ZnNVz0bGcUTQMk048CksfxD2fQRRSTDvx3DatyG2pc9fSV0jKbG2tg3muyEtzoYtwkJhN8JgXrkTw4DBYWz3cP7ErDZhsKS2pbKpVgZFRERERMJDYfALYJr+ZvLfmZ/bvAp3pIx4/3bJNi0efF7Y/hp8+gCUbIWYNFh0J0z/FtjbbwMtq3ORHmdv93lXDMNgYFJ0t1YG88qdDEyKxh7Rs8DZmQEJUW3et26xoTODIiIiIiLhoTD4Baht9NDkNUmLs3V4T7DfX1mdC5oaYPPLsPJRKN8NaaPh4kdh4pcgsuOee2V1LtLjex4GAbKToroMg/lV9Xy0o4TTwtzqIfOIMLi9VRgMR5EaERERERE5imHQMIwoYBlgD4z7qmmadxiG8RIwOnBbElBtmuaUwHd+DtwAeIHFpmm+d7Tm258qHP7VvtROwmBUpJVESwPOD/+IueZDjIYKGDDR3yNw7CVg6TwU3f3OTtYfquayqQN7NceBSdEs3V3W6T0f7yzF6fZy65kjezVGR4JBOGjj4WoARmfGMzw9NqxjiYiIiIicrI7myqALOMM0TYdhGJHAcsMw3jFN8+rgDYZh3A/UBF6PA64BxgPZwIeGYYwyTbN9F/LjzNZAy4jU2A5W7WoKYO1fWBr5JEmGk6K4uWRd/TMYcnqnPQJbe2LpPgDqGpt6NcfspGhK61y4PT5sEaGD5+HKeuwRFiYNSuzVGB1p/ftii7Dw+cEqAJ7/1mlaGRQRERERCZOjFgZN/0E5R+BtZOCXGbxuGIYBXAWcEfjoEuBF0zRdQJ5hGHuBGcDKozXn/rL4hQ1AS0+9ZpV5/vYQG18A00tF+nyuKziTubln8ZOhY7r9fI/X1/x6eHpcr+aYnRSNafrbSwxNC70al1/VwMBkf2uMcLJa/M+bOzKNsjoXO4vrAEjqouehiIiIiIh031FdZjEMw2oYxkagFPjANM3VrS7PBUpM09wTeD8QONzqen7gsyOfeZNhGOsMw1hXVtb5tsYvSl65k4l3vkdeubN5pe60YSktvf8Or4GXvw6PnAqbXoJp34DFG8n93mu4MiaxKxCGuuvhj/y/hbcszOX2s0b1as6jA3NrfV7vSIer6slJDl8V0dZ2/Ppcnr1+OiMy/GE2KzFKq4IiIiIiImF0VH+6Nk3TGzgPOAiYYRjGhFaXrwVeaPU+1HKT2e4D03zKNM1ppmlOS08P3bPvi/bahgLqGj28+vlh9pc5Afjm6UMh71P4+0XwzFmwf4m/P+Ctm+D8eyF5CAAjM+LZV+bo5OktyupcPLfqIH9bcYDpQ5O5bdGoHreVCBqTFU+k1WBTfnWH9xQEVgb7Q7TNSqTVwmnD/M3sk2M6Pl8pIiIiIiI994VUEzVNs9owjE+Ac4GthmFEAJcDp7a6LR/IafV+EFB41CYZRvZIf+Z+dvkBnliym0stK5m/9A9QtgXiMuHs38Gp14O9/ZbOrMQoPt5ZimmaXW7H/OV/t/D+9hIAbpgzvE8rafYIK+OyEthwMHQYdHt8VNU3kRkfFfJ6uMzK9VcqnZwT3nOJIiIiIiInu6NZTTQdaAoEwWhgEXBP4PIiYKdpmvmtvvI/4F+GYTyAv4DMSGDN0ZpvONW7vNhxc4VvKTfZ3mSwpQzTNwoueACmfLnT9hCZCVE0NHmpc3m6bLjudHuaX88bldbJnd0ze0QaTy/bT11jE/FHjF0eqIh6ZOXPcBuREc8LN85kSk5Sv44jIiIiInKyOZorg1nA3w3DsOLfnvqyaZpvBq5dQ9stopimuc0wjJeB7YAHuOW4rCTaWMO4/X/hM/uLpBm1bPj/7d17lF1lecfx75PM5B5yI/eQRC4hXDSmIBiVAmIL6rKCSK0LL0CLiop0qegS2qWlZVGtWltrsWglS1vlolIR79iqFdBKXA1UwABJICEhCcHcCJPLzNM/9k6YkEkyk8zMmbP397MWi5y995nznvU7c+Z99vvu/XYczf0nfITXnn/xAZeHgOeKrbWb2g5YDA4pRwJHD21hxJBDj/b0ORO5/iePcvej6zn7hCl77Fu3uSgGD2ZR+57aNTooSZIkqff0591E7wPm72PfRfvYfi1wbR82q+8tvpnXrLmBn3TM4/qdf8TM+a/iE2+c1+0lInYtwL5m0zaOnjR6v8eu3tjGzPEjuPVdCw652QC/N3McI4cM5mdL1u27GDzIRe0lSZIkNVZDrhmslflv4Yq7WlncPpvl67fy3vnTe7QUw65icNWGZw947KoNz3Lu/Om7n3OohrQMYsFRE7hn6fq99q3d3D/TRCVJkiT1De/V38eydTg/3jiNM46dxLLrXsNpx/TsjqdHjBvO2BGt3PPo3gVZZ5vbdrCpbSfTKUhGRAAADwdJREFUxvbu3T3nTB7N4+u37rF24SNrt/DR2/+PIYMH7bFAvCRJkqTmYTHYx9Zs2saWbTs5auLIg1qcvWXwIM6aO5k7H1xDR8deK2vs9u3FqwF6vRicPWEkOzuSVRvadm/79I9+y4725E0vOYIhLX6EJEmSpGZkT76P7Voj8KiJey8b0V0vmT2OTW07efzprV3uf3z9Vq667X4Apo3p3aUeZh8+EoDl65/ZvW39lu20Dg6ufu1xvfpakiRJkvqPxWAfW7qrGJx08MXgCdOKNfZ+s2pTl/tXbXzuesLeHhl8QVkM/vbJzbu3PbmpjXNOnHrQC9pLkiRJajyLwT524amz+PmHz2TSIdx1c86UUQweFDy4eh/FYKebyxzK63Rl4uihHD1pFD97eB0AmcnqjW29PgIpSZIkqX9ZDPaxQYOCGeNGHNT1grsMbRnMlMOG7fOOoru2/8Vrj6NlcO9H+sq5k/jF0vWs2dTG089sZ/vODqZYDEqSJElNzWKwSUwdM2yP6aCdPbGhjQkjh/Bnpx3ZJ6994akzae9Ibv7VClb+rmjD9F6ejipJkiSpf7nOYJOYOnY4963c0OW+h9dsZtaEEX322rMmjGTGuBEsWbOZth3tABw5cWSfvZ4kSZKkvmcx2CSmjhnGD37TRmbuMeW0bUc7963cyEUvn92nrz9rwgjuuG/17sczx1sMSpIkSc3MaaJNYtqYYWzf2cFTW7bvsX3xig1sb+/glNnj+/T1jxi/58ij6wtKkiRJzc0efZOYNaEYiXus03p/AL9a/jQAJ88e17ev36kY/NQF8/r0tSRJkiT1PYvBJvHc4u97Ljz/P8t/x7GTRzN2xJA+ff3z5k/n1BeM56rXzOX8k2b06WtJkiRJ6nteM9gkZowr7t557Xce4Lz50xk8qLhucOm6LZw8q29HBQEmHTaMm9+5oM9fR5IkSVL/cGSwSbQOHsSY4a38busOfrF0PQAdHcmaTW1MdZkHSZIkST1kMdhEvnFZMTK3ZM1mAJ7aso0d7ck0F4CXJEmS1EMWg03kqImjGDO8lYfXbgHgiQ3FAvDTHBmUJEmS1EMWg00kIjhm0igeWVMUg7fcuwKAqWMsBiVJkiT1jMVgkzlm8miWrN3Mxmd3cMu9K1lw5ATmThnd6GZJkiRJajIWg03mmEmj2LB1B/P+6oe0dyTvPP1IBpV3FpUkSZKk7rIYbDLHTB61x+P5M/t+WQlJkiRJ1eM6g01m3hFjOXnWOMaOaOXKs+cyZnhro5skSZIkqQlZDDaZw4a18vXLXtboZkiSJElqck4TlSRJkqQashiUJEmSpBqyGJQkSZKkGrIYlCRJkqQashiUJEmSpBqyGJQkSZKkGrIYlCRJkqQashiUJEmSpBqyGJQkSZKkGrIYlCRJkqQashiUJEmSpBqyGJQkSZKkGrIYlCRJkqQashiUJEmSpBqyGJQkSZKkGrIYlCRJkqQashiUJEmSpBqyGJQkSZKkGrIYlCRJkqQashiUJEmSpBqKzGx0G3pNRKwDHmt0O2rscOCpRjdCvc5cq8dMq8dMq8dMq8dMq2kg5jorMyd258BKFYNqrIi4NzNPbnQ71LvMtXrMtHrMtHrMtHrMtJqaPVeniUqSJElSDVkMSpIkSVINWQyqN93Q6AaoT5hr9Zhp9Zhp9Zhp9ZhpNTV1rl4zKEmSJEk15MigJEmSJNWQxaB6JCKi0W2QtH/+nkpSY/j9q2ZjMaie8jNTMRFxckRManQ71KtaG90A9b6IOLz8/+BGt0W9IyLGdPq3RUQ12E+qmKr3k/zAqlsi4pSI+Dfguoh4YUT42WlyEXFCRNwNfBQY2+j26NBFxIKIuBX4ZEQcb9HQ/KIwIiK+BnwLIDPbG9wsHaKIODUivgV8MSIuiYih6U0cmpr9pOqpSz/JD6r2KyIGRcRHgS8C3wNagPcA8xraMPWGK4DbMvN1mbkEPDPdzMqzlv8EfBd4iiLfS8p95tqksrC1fHh4RFwGxXdzA5ulQxARLwI+B3wduBV4JXB0Qxulg2Y/qdJq0U/yj4n2KzM7gJXARZn578C1wCzAEYcmVk43S4rigYg4LyJmAMPLx5X7squBE4ElmXkj8Cngm8DrI2JOZqaZNqdyZHAqsAb4U+CyiBibmR0WhE3rJOCRzPwK8CNgGPD4rp3+rjYX+0nVVKd+kktLaC8R8WbgOODezLw9IoYD24DWzNwWEbcAX8nMbze0oeq2MtO5FJl+u8x0EXAl8GbgcOBJYHtmvqNxLVV3RcTpQFtm/rJ8PAH4BXB2Zi6NiPHA+4DRmfmBBjZVPdA514gYVHY0iYj/AN4LfBh4BvhCZj7awKaqm7r4XZ0ErAA+CbydopB4EHgoMz/esIaq2yLiXOB4YHFmficiRlD0k1rsJzWnTpn+b2Z+t8x0EfBBKt5P8qyidivPQL8L+BCwjOK6o4spvtw6yi+4VmAG8NtGtlXd87xMl1NkemlmPkuxSOr1wA8y8xzgauDEiHh1wxqsA4qI0RHxTeA24J0RMQ4gM9cDN1MUgAAbgDuBEeXIkgawrnLtVAjOAZZm5kqKkaR3A7dGxNDyO1kD0H5+V9dSTCFsAa7KzJcCC4FXRMSCRrVXBxYRE8sTM+8HngZujIjzMnNrZrbbT2o+XWS6MCIuKKfnf4ViSnel+0kWg9qtvHh9AfC35VSzdwNnAad1Gg4/HliTmUvKP3SnNKi56oYuMn0PcGZEnAN8iaIzMqk89gng50BHg5qr7tkO/CfwFmAVcEGnfd8A5kbEWWUhsR6YDmzs91aqp/aX6ypgTkTcDvwd8FPgsczclpk7+r2l6q59ZpqZD1HM1lhRbloErKUYXdLAdRRwV2b+fmZ+HvgAxQybzo7DflIz6SrT95f7/oFiWuhEqG4/yWKw5iLibRFxejmlDIqpKtMjoiUz7wTuB15BMf8dYDywNSIuAu4GXliledNV0I1M7wPOoOioXA68PSJeXN6Y4lUUI4gaQDplOjYzt1HcqOBOYAlwckQcWx66GLgJ+ExEHE1xMieAIY1ot/avG7nOKQ8dTVFMLAVOyszXAUdExEkNabj2qQeZAvwQ+Fj5N/RPgBMoTuBoACkzPaPTtMEvl9sHAw9Q9JOIiJbyKfaTBrjuZpqZz1DMtql0P6nlwIeoasovpSnAVynObjwKjCw/5CuAF1Lc2ewhimlnfw+Mo/jwv5pi7vQ24MLMvK+/26+99TDTm4DPAMdn5jciYijwxxQdkbdmplNbBoB9ZPqOiLgiM58qj7kHmEOR31+Xo4ELy2uSPgIcC1yamRsa8R60tx7m+iaKXFdHxJWZ2XmE96znPVaDHEym5VO/BLwU+D7FzUYuyczH+rn56sI+Mr0UuCIz10TE4Mxsj4jjKPpHZObO8ulnYz9pwOlhpruXkcjMm8vnVraf5MhgzZQf9qQ40/xEZp5FMR10I/BZ4BaKaYMviYgxmbm83Hd++SO+Bbw5My/xC25gOMhMNwBvAMjMrwJXZ+brM/M3jXgP2tN+Mn0a+Jddx2XmwxRnNadGxNERMTKKm458ArgsM1+RmQ824j1ob4eQ63CgrfwZg8pjLAQHgIPM9JiIGFFeu30x8PbMfFVmPtCAt6DnOUCmNzzv8D+kWCKEiJhcbrsD+0kDyiFkOgUgM2+iwv0kRwZropy+cA0wOCK+CxwGtENxNisi3gusprgm8KvAuRQXQF9HcQblnvLYu/q/9epKb2VaHu9thQeAbmT6PmBVRJyemT8tt99Wnsn8PjAKOBN4MDO3N+RNaC+9nGulrlVpVoeY6feAURFxZnmy5snGvAt1djCZAluAZRFxDfCGiHi1/aSBo5cyPSczV1a5n+TIYA1EcVvrRRRTGR6hmKKyg+JGIqfA7nVyrgE+Xl5XdgPFnc1+WT7vJw1ouvbBTKunm5kmRaYf6/S8CyjucPZfwIscCRxYzLV6zLR6DibT8vqySyhGkQ4DzszMFXv9cDVEL2a6st8b389cZ7AGIuI0YHYWC9wSEf9McXHss8DlmXlSOfVoEsW0wiszc3lEjAVGlndP0gBiptXTw0z/EfhwZi4rn0dm/neDmq79MNfqMdPqOYhMr6SYXXc58OXM/HVjWq59MdPuc2SwHhYBt5RnPADuAmZm5kKKofPLy1GkGcDO8poyMnODRcOAZabV05NM2zNzGRQdSzuXA5q5Vo+ZVk9PMu3IzMcy89HM/PM6FQ1Nxky7yWKwBrJYDHVbZraXm/4AWFf++2LguIi4A/gaUKtfgGZlptVjptVkrtVjptXTw0wXwe67U2qAMtPu8wYyNVKeHUlgMnB7uXkzcBVwIrDMUaPmYqbVY6bVZK7VY6bV05NMq3xDkSox0wNzZLBeOoBW4CngReUZkb+kGB7/uX+0mpKZVo+ZVpO5Vo+ZVo+ZVo+ZHoA3kKmZiHgpcHf5342Z+a8NbpIOkZlWj5lWk7lWj5lWj5lWj5nun8VgzUTEDOCtwKczc1uj26NDZ6bVY6bVZK7VY6bVY6bVY6b7ZzEoSZIkSTXkNYOSJEmSVEMWg5IkSZJUQxaDkiRJklRDFoOSJEmSVEMWg5IkSZJUQxaDkiT1UER8LCI+uJ/950bE8f3ZJkmSespiUJKk3ncuYDEoSRrQXGdQkqRuiIirgbcBK4B1wCJgI/AOYAjwCMXCxi8G7ij3bQTOL3/E54CJwFbg0sx8qD/bL0nS81kMSpJ0ABFxErAQOBVoAX4NfB64MTPXl8f8DbAmMz8bEQuBOzLz6+W+HwPvysyHI+JU4LrMfGX/vxNJkp7T0ugGSJLUBE4DbsvMrQARcXu5/cSyCBwLjAJ+8PwnRsQo4GXArRGxa/PQPm+xJEkHYDEoSVL3dDWVZiFwbmYujoiLgDO6OGYQsCEzX9x3TZMkqee8gYwkSQf2M+C8iBgeEaOB15XbRwOrI6IVuLDT8ZvLfWTmJmBZRFwAEIV5/dd0SZK65jWDkiR1Q6cbyDwGrAQeAJ4BPlRuux8YnZkXRcTLgS8A24A3Ah3A9cBUoBW4KTOv6fc3IUlSJxaDkiRJklRDThOVJEmSpBqyGJQkSZKkGrIYlCRJkqQashiUJEmSpBqyGJQkSZKkGrIYlCRJkqQashiUJEmSpBqyGJQkSZKkGvp/GUErAZkO674AAAAASUVORK5CYII=\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 - Base complète\\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 > '2000-01-01'].drop(['seasonal_oscillation', 'seasonal_oscillation_fit', 'global_fit'], axis=1).plot(ax=ax)\n", "pred_2025.plot()\n", "pred_hole_range.plot(color='orange')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Aucun(e)", "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 }