{ "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 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 nosu permettra de constater les phénomènes. \n", "Aaprès l'affcichage 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.\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: 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", "Requirement already satisfied: uncertainties>=3.0.1 in /opt/conda/lib/python3.6/site-packages (from lmfit) (3.1.2)\n", "Requirement already satisfied: scipy>=1.2 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.4.1)\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": [ "# Ajustement de la courbe de tendance sur toutes les données de la base\n", "model = QuadraticModel()\n", "params = model.guess(data['CO2'], x=time)\n", "\n", "result = model.fit(data['CO2'], params, x=time)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [], "source": [ "# Affichage des meilleures paramètres calculés par lmfit\n", "coeffs = result.params.valuesdict()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [], "source": [ "def fitted_curve(time):\n", " trend_CO2 = coeffs.get('a')*time*time + coeffs.get('b')*time + coeffs.get('c')\n", " return np.round(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['trend_fit'] = pd.Series(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['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 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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Lp06dyhtvvMHMmTNra2giIiIiIiJylM3ckArA+G9WM6ZXDPVC6xzlER1dJ1UAo6aVEkdK586dmThxYqXlv/zyy35lmzZtIiwsjPDwcACWLVvG9ddfz5QpU4iOjq6V8YqIiIiIiMjRtTenkC+XJpe/nro2hQt7xlRZ/7NFiaxIyuTvozpW+Yfy451yYNSCoUOHUlBQwGuvvVZe9uuvv9KuXTtmzpzJjz/+CEBeXh633HILd911FwDbtm3jwgsv5N1336V9+/ZHZewiIiIiIiJS++ZtTqOoxPHqlZ60A1PX7q62/uSlyUxdm3LCBi9AAYxaYWZ8/vnn/PDDD8TFxdG5c2cefPBBmjVrxqRJk3jkkUfo0KEDXbt2pU+fPvzpT38C4OGHHyYtLY2bbrqJ7t2707t376M8ExEREREREakNa3dmYwantGvA706JZcryHWTlF1Va9+NftzNt7W7im4TX8ihr10m1heRoatasGR9//HGl702bNq3S8tdff53XX3/9CI5KREREREREjjWfL07kPz+uo2X9utStE8CANtG8MXMz61Oy6dmy3kH1v125E4A7hp/YK/e1AkNERERERETkGLBuVxZZ+UX85aOlALRvHL7ff1fvOPhUzcLiUuZuSuOK/i1p20grMERERERERETkN3LOAdSYn2L4f/Y/5GFIfEMAWtQPoUFYEAu27OXyfq32q7N4215yC0s4tV3DwzjiY5NWYIiIiIiIiIgcIQXFJcTe+w29H/mx2nqFxaUHlTWNDAY8gY9+sfX5dcueg+rM3JBKR/9EBm96Et4fd3gGfYxSAENERERERETkCMgvKqHD374FIC2nkKT0vCrr5hWWHFQWGRJYfh3bIJQdGfnlqzkoyoelHzFi/rVMCbyLoCXvQGAIFBce3kkcQ7SFREREREREROQISNybu9/rca/OYcZdQyutm1tUfFBZUIB/+XVU3UBKSh3ZyWsIX/4uLH0f8vZSt7Qx09vcwukX3wah0Yd3AscYBTBEREREREREjoD03P2PPd2+J4+s/CLCgwMPqpuW7Vk50aZhKBf1jOGJ79bSOMKzhYTiQjrtncqEwDcIf20l+AVA/CjmR5/H2B8C+XjwIAitf8Tnc7RpC4mIiIiIiIhINTLzi/j7Fyt4YNKKQ2qXml1Qfj2sU2PAc9JIZa5961cA7jqrAzcNjmPpA8NpWJQEP9wP/+nEwEW3E+u3kyeKLqH0tpUUX/Qmf1sWTXRYMN1bRP3GmR1fFMCoBenp6bz44otHrP+wsLBq37/zzjvp3Lkzd955Jy+//DLvvPMOAG+99RbJyclHbFwiIiIiIiIngoQHv+fduVt5e85WViRl+NRm0pIkbpywqPz1nWd1AGBrWu5BdTPyitid5Ql2ZGTnYmu+InLiJfBsD5j9PLToh7vsY74c/C0vlJzPqqwQ5m/ew7pd2dx5VgcC/U+OR3ttIakFZQGMm266ab/ykpIS/P39q2h1+Lzyyivs3r2boKCg/crfeustunTpQrNmzY74GERERERERI5HBybXfG3GJp4Z16PGdrd+uKT8+t4R8bSsXxeAbXv2D2AUFpfyxoxNxFgKl/r/zMUz5kHOLghvBoPvg55XQkQzDLiwaT6Pf7eemRtSqV+3DgAD4xr8jzM8fpxcAYwp98DO5Ye3zyZdYcTj1Va555572LhxI927dycwMJCwsDCaNm3KkiVLWLVqFRMmTODZZ5+lsLCQfv368eKLL+Lv709YWBi33norX331FSEhIUyaNInGjRuzefNmLrvsMoqLizn77LOrvffo0aPJycmhX79+3HvvvaxevZqwsDBat27NggULuPzyywkJCWHOnDmEhIQczk9GRERERETkuJeUvi/gMDAumi2pOTW2KT8pBBh/QRcu79cKgE5NI/hx9S5uO7O9582SIt598yV6bpvIbXWWgRl+zc+CXtdA2zPBf/9H9kbhwXRoHM6sDalEh3oCGA3D9/9D9Yns5FhncpQ9/vjjxMXFsWTJEp544gnmz5/P+PHjWbVqFatXr+ajjz5i1qxZLFmyBH9/f9577z0AcnJy6N+/P0uXLuW0007jtddeA+DWW2/lj3/8I7/++itNmjSp9t6TJ08mJCSEJUuWMHbs2PLyMWPG0Lt3b9577z2WLFmi4IWIiIiIiJywUrMLuP7tX0nJyj/ktmc+9QsANw2OI75JBGt3ZZFfdPCRp2Wcc/x31pby1xf3arGvr46NWJWcSX7KZvjpH/CfLvwu6e/E+23j3Tpj8fvLCrjsQ+hw9kHBizKD4xsyY30qXyzxpAMIDjzyq/qPFSfXCowaVkrUlr59+xIbGwvATz/9xMKFC+nTpw8AeXl5NGrUCIA6deowatQoAHr16sUPP/wAwKxZs/j0008BuPLKK7n77rtrewoiIiIiIiLHjR9X7eLH1SlETlnLfSPjiQ6redVCaanjrdlbyl+f2akxadmF/HfWZlYkZdC79cGnfhQUl3DVG/OZt3kPzSKDeeXK3tQJ8K4bKCliCL/SM+BVgl70rLag7TAeTP4d76bF886VAyGy5u0g15/ShlembwLg4fM6+/YBnCBOrgDGMSI0NLT82jnH1VdfzWOPPXZQvcDAQMwMAH9/f4qL950LXFYuIiIiIiIi1YsM8Rxb+umiRD5dlMj7v+9XY+6I2RvTePirVeWvI4IDaOgNfMzemFZpAOPbFTuZt3kPABf0bE7XmEjYuwUWvQOLJ9Ajexc7/OqzLO4Gup37Z4hqwbIXZ9G/nj+D2vqWy6JheBC/PzWW12Zs5oIezX1qc6LQFpJaEB4eTlZW5UflnHHGGUycOJGUlBQA9uzZw9atW6vtb9CgQXz44YcA5dtNDve4REREREREThR5B2z5mL5ud41tHG6/1+HBgcTUC6FL8wi+WJxUaZu1Oz3PVwEUc1HIYnj3QnimO8z8DzTrgRv3AaP9X+KpojEQ5dlasiuzgAY+rAip6L6RHVnx0FmEBwceUrvjnQIYtSA6OppBgwbRpUsX7rzzzv3e69SpE4888gjDhw8nISGBYcOGsWPHjmr7e+aZZ3jhhRfo06cPGRm+HeFTmWuuuYYbb7yR7t27k5eX95v7EREREREROZaVBTBuH+ZJnvnK9E3V5rEAyC8q3e91eHAAZsbobs3YlJpzUD6NFUkZfDN9Jk9GfcqG6Dto8/ONkLIaTr8bblsOl32ExY/kwt6tmL5uN8sS0ykqKWVHRl75CSW+MjPCgk6+DRUn34yPkvfff7/K98aOHbtfgs0y2dnZ5ddjxoxhzJgxAMTGxjJnzpzy9+65555q712xnwcffLD8+qKLLuKiiy6qcewiIiIiIiLHs7KjUK8e2Jqdmfm8P28b63dle7Z4VCK3sJjlienlr9//fT/q1vE8PvdvEw3A1DUpjO3TEooLYM3XpH/0JNOCVlJa4A8dRkDPqzwnifjtn2TzxtPjeHXGJqav3U1OQQmlDuIahh2JaZ9wFMAQERERERGRE9obMzcDEBLoz3WDWnsCGClZVQYw7vl0OZOXek75OK19Q/rHRpe/17V5JC3qh7Bq6XxIewmWfgh5e2jt14Aniy5m+BV3kNCxY5VjqRdah9bRoazakcnCbXsJDw5gSHyjwzjbE5cCGCeI5cuXc+WVV+5XFhQUxLx5847SiERERERERI4NOzI82z0C/Y1W0aEE+BkbUrIrrZu4N7c8eBHfJJy3rumDn5/3EIXCXGz1ZN5yzxGXuAKSAyH+HLa2uoghnxt1g+pwe4f4GscT3yScKSt2AnBp35blSUaleidFAMM5d8Kf2tG1a1eWLFly2PpzztVcSURERERE5BhX8dnGzAj0N1o3CK0ygLEs0ZNn8NlLe3B25yae4EXyEs9JIss/gYJMokNaMr7oMv5469+o36g561btopQFTLi+375gRzWGxjcqD2AM6dDwMMzy5HDCBzCCg4NJS0sjOjr6hA9iHC7OOdLS0ggODj7aQxEREREREfnNPpy/DX9vQOH+UZ3Ky9s2DGNdSuUnMq7dmYUZDG8bSp2l78CCN2HHEggIho6joeeVrCrpyGuvz2fQ3kAGN4KkvbkANI8K8WlcF/WMoUOTcNJzizi1nW/Hp8pJEMCIiYkhMTGR3btrPiZH9gkODiYmJuZoD0NEREREROQ3u+ez5eXXsQ1Dy69bNajLz2tSDlqtv2FXJrOnf8vzodMJfuYGKMyGhh1hxL8g4RIIqQdAl/wi/P2MORvTGNyhEUnpedQJ8KNBWB2fxuXnZyTERB2mWZ48TvgARmBgILGxsUd7GCIiIiIiIvI/Ki113DhhIYUlpbx1bd9Datu9QsCgYVgQhSWlZBUUExEcCLl7cEs/pHjKi3wSsJ3C0hDoehH0uApa9IUDVvNHBAdyarsGfL9qF1cPbM2Hv24nvkm4Vv0fYSd8AENERERERESOf4XFpXR98DsKiksBWJGUQZfmlZ8iUpl6oftWR0SH1cEo5ZcpnzCq+AdY8xVWUkg+bbin6HoevPfvEFb9CokBbaKZtnY3z/28gaz8Yh4a3fm3TUx8pgCGiIiIiIiIHPOS0/PKgxcA787Zyj/HJFRZP7+opPz661tO2fdG5g76b/8vv9R5hxZLd0NwFPS6lkUNRnHhZ1l8dEN/gmsIXgC0axwGwAfzt9G7VT16tKz3G2Ylh0IBDBERERERETnmpWQVlF8PahvN8qSMaus/9OXK8utOjUJg9Zew6F3Y8ANNXSmbo3rz59SxPPSXu6kfGcH9z80AoGV0XZ/G06tV/fLrAXHRhzIV+Y38jvYARERERERERGqyJS0HgP9e05v4JhGs2pFJcnpepXXzCkuYt2kPsbaDt5p/if2nE3x0BexYCoNug1sWs2bYBL4sHchOT7dk5RcT6G80jfTtJJHIkEDO6doUgH6xCmDUBq3AEBERERERkVqVlJ7Hv75dw/8N70CL+r6teJi9IZUGYUGc3r4RLeuH8vbsLTz53VqeGtt9v3oZGek8/M/HeCxgGv2C1uD2+EP7s6HnVdD2TPD3PAY3ytoLwK6sfNoUhZK0N4/fn9bmkObx+EVdGdS2AQO1AqNWKIAhIiIiIiIitWrQ4z8DMGlJMlseP6fG+ln5RXyxJJnYBqH4+xltG4VxXvfmTFmxgydLHX4GJC2ERW8TvvxT/l0nh02lTVjf9XbaDf8DhDc5qM8W9TwrLdbsyMKA4lJHv9j6B9WrTnhwIJf1a3lIbeS3UwBDREREREREaoVzjhenbdyvrLiklAD/6rMbPDZlDQCbU3PKy/rG1uOnRavZ+s1TxG7/DHatgMC6pLYcwU2rOnP2iPO5/rS4KvtsFBFMQkwkExdup1tMFEEBfvRvo5UUx7Jaz4FhZv5mttjMvvK+rm9mP5jZeu9/61Woe6+ZbTCztWZ2Vm2PVURERERERA6ftbuyeOK7tfuVvTdvW43ttqXl7ntRWgIbfuSsVfcyL+hmYhc8DP6BMOppuGMtcxMeYYGLZ2DbhjX2e1nflmzcncNni5MYEBdNcKD/Ic9Jas/RSOJ5K7C6wut7gJ+cc+2An7yvMbNOwDigM3A28KKZ6bdJRERERETkOOSc48o35gPwypW92PL4OTSLDGb+lj01tk1OzyPGUrgv5HN4OgEmXETkztlMKBnGyMLH4YZp0PtakvIDueWDxQA0iwqusd+xfVrQPMqzlWRofKPfPDepHbW6hcTMYoBzgPHA7d7i84DB3uu3gWnA3d7yD51zBcBmM9sA9AXm1OKQRUREREREpApvztrMgLho4ptE1Fg3u6CY3d6jUMu2aiTERLEqObPqRoW5zPrqTR7JmMDAoFU4Z9BwKJz1CNZhJDPfXYp/dmF59Tkb0wDwM4iqW6fGMZkZv9w1hF/W7WZQ2wY11pejq7ZzYDwN3AWEVyhr7JzbAeCc22FmZWGv5sDcCvUSvWUiIiIiIiJylM3emMpDX66ie4sovrh5UI31s/KLy68jQwIB6NI8gm9X7iQjr6i8DOcgeRGli94lb+FHDCKXrdaI1L530mDQNRAZU95P3aAAcvfs215SUFwCwFd/PtXnefj7GUO0+uK4UGsBDDMbBaQ45xaa2WBfmlRS5irp9wbgBoCWLZX9VURERERE5EhzzvHwl6uWongXAAAgAElEQVQAKCop9alNxQBGmZ4tPSkQF2/by+AYP1j2ESyeACmrwD+Y70p680nJ6dxw1VUMiT/4JJG6gf7kFpaUvy5b4dGucdghz0mOfbW5AmMQMNrMRgLBQISZTQB2mVlT7+qLpkCKt34i0KJC+xgg+cBOnXOvAq8C9O7d+6AAh4iIiIiIiBxeW9JyWbMzC/Ak2HTOYVbZ36D3ycwvAuDBczuVl7VvFMIQv8XE/vQ6pP4CpcXQvBeM+g//2BzPmwv38vpVvRkS37jSPndm5rMjI59Xf9nIDafFsSU1h2aRwQTWcKqJHJ9q7Vt1zt3rnItxzrXGk5zzZ+fcFcBk4GpvtauBSd7rycA4Mwsys1igHTC/tsYrIiIiIiIilVuRlAHAFf1bklVQzAOTV9bYJj3XE8Do2aoe7F4HPzxA9Ks9ebPOEzTYsxj63Qg3zYXf/4zrdS0TlqQD0Lt1vSr73JmRD8Cj36xhVXImXyxJJq6RVl+cqI6FsNTjwDAzWw8M877GObcS+BhYBXwL3OycK6myFxERERERETnitu/J5c/ekz6uGxQLwDtztlJSWvmCeOccK5IyeP+X5Vzq/xMdv74QXugDs5/DmvXg4br3ckeLD+Cs8dCoIwA7MvIpKnE8NLpztck4n7+sZ/npIaOfnwlAp6Y1JxSV41NtJ/EEwDk3Dc9pIzjn0oAzqqg3Hs+JJSIiIiIiInIMmLkhtfw6tkEoNw+J44WpG0nLLqBRxAFHl5aWcs9TL9E3Ywov+s0jJLAQVxwPw/4BCWMhvDHb3v6VH1enkF9UQnCgPwBfLvVkDyg7raQqHZqE868xCfR+5EeKvQGUPw1texhnK8eSY2EFhoiIiIiIiBwl2QUHJ9esSmp2ATkV6psZ3WKiAFi8PX1fxb1bYOpjlDydwD+z72OY3wI+LzmFe6OfwW6aC4NugXBPXosEb/vp63aXN/95TQoRwQF0aFLxAMvKRYfuW6Hx+1NjCQ8O9Hk+cnw5KiswRERERERE5Oh77ZdNjP9mNbPvGUqzqJBq6zrn6P3Ij+WvT2vfEIABcZ5VEv/+eglnFe31nCKydSZg7Irux+OFo7nu+j9xSasmXFZJcs0bT4/jrdlbmLgwkbM6NyE1u4B5m/cQ6F99UtAyFZOHXtAjppqacrxTAENEREREROQk5Jxj/DerAViVnFljAKPsiNIy71zXF5wjfNcCHgt4jXNy5sIXeVAvFob+DRLG8fL0DKamJvFMbNMqTympE+DHqISmTFyYSGFxKfM27QHg/nM7+zyXO8/qQGRIIJ2aKf/FiUwBDBERERERkZPQH95dWH7969Y9nNmp8qNKy9w/ad9JI+9f0gym/wuWfgB7NnFxUF2+KOxD1IBrOHPEhWCGc45F27bQpmFojUesDoxrwDtztvLevK1s35NHcKAf4/q08HkuNw9R3ouTgXJgiIiIiIiInITmbfasdDizY2Nemb6J2RtTq6y7cXc201Zu5QK/GWyOf4mBkwfD1PEQ0RzOfwn3f2u5s/hGlgV2BW+wYsHWvaxIyuTi3jUHIk73bkdZsj2dBVv30C0misBKtpvIyU0rMERERERERE5Cgf5+XNq3Bbec0Y7VOzK5a+IyfrlzCH5+FVZLOAfb5xM49XXmB31JhOVBRmsY8lfPKSL1Wnn6AhqEBbEjPa+86dQ1KQT4Gef3aF7jWELq+NOleQSTlnhOH7n77PjDOVU5QSiAISIiIiIicpz7eMF2WtWvS78ajh0ts31PLqnZBQT6+9E0MoTbh7Xnjk+WsnpnJp2bRUL6dlj2ISz5APZspKlfMJNLe9P5nJuJ7zeifJVFRV2aRTB7YxrOOTLyinhx2kYAwoJ8e+xckZQJeI5mvXpgKx9nLicTBTBERERERESOc3dNXAbAlsfP8an+0z+uB8Dfu9qiV6t6BFPAnjnvQvb3sPkXwEGrU0jr+WdO+yqcHELY0n9klX0OiW/E1LW7SUrPY2ta7m+ey7e3nUpQgP9vbi8nLgUwREREREREjlPOOUrd/q9rSpgJsHaXZ7XDHcPawZZZtFryPguDPyV0eR5EtYLB90C3cVCvNR9O3UAOa7m4V/VHlPZsWQ+ARdvSySssBuDFy3v6PJeP/zCAdbuyFLyQKimAISIiIiIichzakZHHgMd+5r6R+/JFvDdvG1f0r377xe0fLyEzeT23Bcwg7OV7IX0rVieMxCZncv/W7rx8/Z+oFxZcXn/upjRi6oXwz4sSqu03vkk4IYH+LNq6l2WJ6TSPCmF4DSebVNQ3tj59Y+v7XF9OPgpgiIiIiIiIHAOmrkkhLaeQMTWsdCizJdWzTePRb9aUl/3tixVEhAQyuluzg+pnpqfx+YTnGZfyNU8FraXUGdQ/3ZOQs+MoEjdmM+/tBaxLyaGfN4CxfU8uM9anct2g2P2Te1YiwN+PLs0jeGv2FgD+OrIjATpJRA4jBTBERERERESOorzCEs55dgabUnMAOLtLE58SXxaWlFZafssHi/cFMEpLYNNUWPohoSsnc3VpARtoxj+LxrGu8UjeuOq88nY9WwYSHOjHN8t3lCcDfWDySgDOSWji01zqh9Ypvz4noalPbUR8pQCGiIiIiIjIUZSckVcevAD4cP42rj+1TY3tMvKKyq8fvaArwzo1ps/4H4lrGAq7VsLSD2DZJ5C9E4KjWN10NH/d1JWlLo77R3Xm5j4t9uuvXmgderSox+Lt6eVlm1NzaBgeRK9Wvm3teODczqxIyuT+czvRLCrEpzYivlIAQ0RERERE5CgqC0TccFobXv1lExt3Z9fYZun2dG75YDEA0aF1uKxfS8hO4YU2c4hL/hJe2gJ+AdDuLOg2juK4Yfz5uXlsdp5ASVyjsEpXeSS0iOS/MzdTUFxCHX8/UjLzueSAQEd1mkWFMOueoT7XFzkUCmCIiIiIiIgcRWUBjLO7NGHJ9nTW7ao+gLF2ZxbnvTALgCAK+fX8fHjvYtjwE+e4EpaUtqF05L/w63oRhDYAYPKiRDan5tAoPIhzEpoywLtF5EAJzaMoKnG8MHUjVw1oRU5hCS3r1z2MsxX57RTAEBEREREROUpyC4v55xRPEs7IkEDaNw7ji8XJFBaXUifg4ASYe3IKOevp6fS09Yzx/4VR/nPx+zQXIprDoFt5P38g980s5JqU1jzoDV4ALE/KAGDijQNpGV11QKJj03AAnv1pPf3beLaNtKqmvkhtqjGAYWa+bHYqdc6l11xNREREREREyvz9i5Ws2ZkFQNPIYM6Ib8yEuduYtSGVIfGN9q+cup71k17mlzqTaOm3m1wXRHabEUScei20PhX8/Nn41SpgM2/N3sKDozuXN12VnEm3FlHVBi8AYhuEll8/PmUNYUEB9IutfLWGSG3zZQVGsvenujNz/IGWh2VEIiIiIiIix6nte3KZszHNp7wR7f82hcLifSeJ1K0TwIC4aAL9jV+37PEEMLJTYMVnsOwjSF5EH/yY6TrzTf1ruPEPt1I3KHy/Pkd3a8YbMzfTvnFYeVleYQnLEjO4uHfNx7OaGbee0Y5nflrP6h2ZPD22B6E+nIgiUht8+U1c7ZzrUV0FM1t8mMYjIiIiIiJyXFqemMG5z88EoE6AH+f3aF5l3dJSt1/wokxwoD/tovxosHkyTPgbbPwZXAk0SYDh43kupRv/mZvJxj+NBL+D/8bcrUUU53dvxk+rUygoLiEowJ/vV+0kr6iEEV18O9b096e1ISEmktYNQolrGFZzA5Fa4ksAY8BhqiMiIiIiInLCuu7tX8uvb/toSbUBjJzC4v1e+1MCG36EZZ/wac4XhOTkU5DdjKBTboOul0CjeHZm5PPZrDl0bBqBfyXBizJD4hvxxZJktqTm0qFJOO/N20br6Lr0jfXtKNSwoADO6NjYp7oitanGAIZzLr/s2swCnXNF1dURERERERE52WxOzWF3VoHP9bPyiwFHF9vMBf6zuCp8AUzYDcGRJLc8l3vWd6RF/BCeOqNneZtLXpnDtj25XNiz6sAIQNtGnlUTa3Zm0qZhKCuTMhjTK6baoIfI8cDnzUxm9jpwoZnl4MmJsQxY5px77kgNTkRERERE5HjwwtQNB5VVdZIIe7cSOPtdfqzzHm39kim2QAJanw0JY6HdcOICgsh7bgaJ6fsCIum5hWzbkwvAZX2rTz/YoXE4kSGBvD5jM2nZheQUlnB6h4b/2wRFjgGHko3lVKCxc67IzJoD3YCEIzMsERERERGRo+Of367BgLvOjvepvnOOaWtTyl93i4lkaWIGMzfsZmi8dytG7h5Y9QUs+xi2zaEhsIl41ra+isHn/56AqAb79dm3dTTvzdtKdkExYUEBLNq2F4CP/zCA3q2r3woS4O/HvSPiueez5SxPyqBe3UAGt29UbRuR48GhBDDmAvWAFOdcEpAEfHNERiUiIiIiInKUvDRtIwAD4qI5tV3NKxdemr6R1OxCAHq2jOLfl3RnyJPT+ONbs1l2GQStmgjrvoPSImjQgexT7uOsHxuTREOWXjKc0LqBB/V5ZqdG/HfWZuZvTmNofGO2pHpWX5RtD6nJuL4tSckq4Kkf1jH+gq74afuInAAOJYDxKjDdzN4A5uHZPpJxZIYlIiIiIiJSu/KLSvhg/rby11e+MZ//jO3GBT2qP3509oY0AF66vCeD2zcgZMc8Hgt4jXP85xH0WS6ENYZ+f4CES6BJAuOen0kSnvwUkZUELwC6NI8EYPWOLIbGN2bVjkzCgwOoV0X9ytxyRjtuHtJWuS/khHEoAYwJwDveNjcBCWYW7JyLOyIjExERERERqUUvTN3Acz/vn8viLx8trTaA4ZwjOT2Py2JzGLHrFfjhE8hMZGxwXT4v6EW9/lcwdMTF4OcPeI5PXbMji4jgAD75Q9WHOUYEBxJTL4TVOzL5YdUuJi5M5MIezTE7tGCEghdyIjmUAEaic+6BigVmFnSYxyMiIiIiInJU7MjYd7jipX1b8MH87dXWL8lI5tlnHuO54ul0zt4KO/2h7Rkw7CGs/dk89NgshuU0Yag3eAGQkVdEcanjtjPbEx1W/eNUx6YRrN6RSbOoEADuO6fj/zA7kePfoQQwlpjZrc65Z8oKnHO+nxMkIiIiIiJSC16fsYknvlvLKW0bcOuZ7UiIifKpXX5RSfl108gQLu4Vww+rdx1QKRPWfAXLPsJv03T+gmMJceSe8Sh1e1wCYZ6cGQYMjW/E1LUpOOfKV058uigRgAbhNf8tuGOTcH5YtYuNuzcR3yScBjUEPEROdJWc6VOlxsCNZpZsZl+Z2Xgzu/hIDUxEREREROS3eOTr1RQUl/LTmhRGPz/L53bZBcXl15f2bUnrBqGk5xaRl5fvScI58Tp4sj188UfYu4UvIi5nSMG/Ob/wH9Q99eby4EWZvrHR7MkpJHFvXnnZy9M3AdCpaUSN4zm/R3MC/T2Bj7vO7uDzPEROVD6vwHDOXQLl20Y6A12BfsAnR2ZoIiIiIiIih6a4pPSgshVJGeVJMQ9UVFLKtW/+Sr/Y+ixL3HdGQcOwOnQqXceDAW/h//TNULAXQupDj8shYSzZDXtw+0PfExUSyL/P6VRp382iggH4fHESt5zRji2pOaRmF/DQ6M4+nSbSpmEY68ePJL+ohOBA/xrri5zofA5gmNkI4AE8R6kuBf7jnHv7SA1MRERERETkUL06Y9NBZZtTc6oMYCxPymDmhlRmbkgFoJXt5JaGi+G5vzFkzyby/QP5PrcXo664DeLOgIA6AHy7MBHn4MXLezEgLrrSvuuHeuo+9cM6bjmjHVPXpgAwpEOjQ5qTghciHoeyheRF4A6gP54jVZ8ws0uPyKhEREREROSkl5FXxB8nLCQ5Pa/myl7LvasoOjQO57vbTgNgT05hlfXX7MiiPplc6f89n9W5n+lBt3Nh5gSIjMGNfp4+BS/xp6JboMOI8uAFwMKte4mqG0j/NvWr7DsyZN+Rpxt3ZzN17W7aNAylZXRdn+cjIvscShLPXc65sg1kP5rZHGAe8MHhH5aIiIiIiJzMCotLGfnMDJLS82gZXZd7R/h2AkdYkOcR5/ObBxIU4Fm58OT3axnTK4bQoAqPP/kZsPorBsx+h/lB8wmwUlaXtoRhD2NdxkBkcwy4JnUtL0zdQGFxKXUC/MrHNndTGp2aRlR7rGnTyBAiggPIzC9m5vpU5m5M46oBrX7bByIih7QCY4uZPWJmZWHHIiDrCIxJREREREROche/Mock78qLjNwin9ttSs2hb2x96tYJwN/PGNGlCVn5xUxemgxFebBqEnx0BTzRDibdRFjOVt4POI8Pen7A14MmwqBbIbJ5eX/dYqIodTBj/e7yso8XbGdzag5XDWhd7VjqBPgx/69nAvDA5JUUlpRyfo/m1bYRkaodSgDDARcC281sJrABmGZm7Y7IyERERERE5KS1bmcWoXU8Kyg+/HU7yxLTq62fV1jCsKems3DrXjo0Di8vf2FcAmcErqDTvLs9QYuPr4Jt86D3dWRc/i39cp5keoubuXT0SP7vrINP+ujvzW+xdpfnb7elpY7nf95A1+aRnNW5cY3zCA70p3HEvuNPOzer+fQREancoZxCcimAmQUDXYBu3p/XzayNc67FkRmiiIiIiIicTAqLS8krKuGOYe3p1yaaS16ZwzfLd5IQE1Vlm2WJ6axPyQagfeMw2D4flk/Eb+VnvOG/m9w9daHbhdB1DLQ+FfwDuO+9RZj5ccfwqo8oDQsKoGF4EOt3efr+fHESOzPzuXdkfLXbRyp66YpeXPjibBpHBPncRkQOdig5MABwzuUDC7w/IiIiIiIih1VGnmfLSGTdQPrG1ichJrLGFRhrd2XRzhI5z38W42Yvhqxt4B8EHc7m1b29mJjZke/PH15eP7ewmO9X7eSaga3pVMOqiAFtovl8cRIdm4bzzfKdAAw+hJNEGoZ5VmC0jg71uY2IHOxQj1F9EIjCc4zqU865uUdoXCIiIiIicpJKycoH9p3ikRATyaTFyRQUl5Qn5iyXvg2WT2TYrHe5KmgTzvywRkPgjHshfhQER5D53Vo2Tt9IUUkpgf6eXfT/nbmZohLHae0b1jieEV2aMHlpMo9+swaAC3s03++EkZq0qF+X8Rd0YXinJj63EZGDHeoxqrez7xjVJ3WMqoiIiIiIVGdDSjZt7v2af367xqf6hcWlnPPsTGDfioUhHRqRVVDM7A1pnkpZO2Huy/D6MHi6K/z0EMm5/rwddTN2x1q48jPofhkEe1ZWtG4QSkmpY/ue3PL7fLvSs5KiT+t6NY7p7C5NeGJMQvnrMb1jfJpLRZf3a0XD8KCaK4pIlXSMqoiIiIiIHBH3fraMD+ZvB+ClaRtp3ziMC3pU/fCflV/Eg5NXAVC3jj9dmkcC0L5xOFFkEb5yAsz9GbbMBBw07gJD/84pU6JJdI24pk1rCDt4a0dsA08gZHNqDm0ahpFbWMzqHVn8aUhb6tap+ZHIzLi4dwvq1a1DRIhnW4uI1L5DCWBsMbNHgIedc4XoGFUREREREalCcUlpefCizBeLk6sNYDw+ZQ2fLkoEYNkDw/EvzII1X9N02UR+DZpK4PISiG4Lp98FnS+ERvH8+/u1JLoNADQIq1Npv228AYwnvltL71b1+WX9bkpKHb1a1bz6oqIzO9V86oiIHDmHEsAoO0b192a2HmgJvGdm7Zxz64/I6ERERERE5LiU7k3EWeaCHs2ZsT6V0lKHn9/BJ3Es2raX9+ZtI5gCPhycTsAnV8L6H6CkAP/IGF4pGcmXJQN4buxVtGnkOSb15zW7eO5nT/DizI6NuXZQbKVjqRdah9bRdVmzM4tJS5OYtnY3zaNCOKVdg8M8axE5knzOgeGcu9Q51wloBdwGPASE4jlGdXu1jfEcv2pm881sqZmtNLOHvOXdzWyumS0xswVm1rdCm3vNbIOZrTWzsw55diIiIiIi8j9blZzJlW/MI6eg2Oc26bmF5dfvX9+PwR0akppdwJxNaQdXLi5g8ffv80zg86wIu5nuc/8Cib9C72vhdz9gt63gidLLWOlaM2XlrvJm33uvv77lFF6/ujehQVX/fXbyn08B4P5JK/l5TQrDOzcuT+gpIseH2jxGtQAY6pzLNrNAYKaZTQEeBh5yzk0xs5HAv4DBZtYJGAd0BprhybvR3jlXcqhjFhERERGR32ZvTiEjn50BQOcHvmPL4+f41G5lciYA7/6uLwPbNiC/qITIkEDen7eNQW0bQEkxbJ4OKz6D1V/yu4IMMgMjCOg2FrpcBK0Ggt++E0c2PjqSof+exuJte8vLCktKaR4VQudmkTWOJyI4kJh6ISTuzQNgZNemPn8GInJsqDGAYWaLnHM9/9c6zjkHZHtfBnp/nPen7ODlSCDZe30e8KFzrgDYbGYbgL7AnJrGLCIiIiIih0fZFo0yadkFRIdVf5rGq79s5NFv1tA8KoQu3uBCcKA/F/dsxsq531Ew6R2C1n4JuakQFMGelsO5c3VbmvQ4m/Hn9qiy3x4t6jFtbQrOOcyMvTmF1A+tPO9FZV6+ohczN6QC0KvloeW/EJGjz5cVGB3NbFk17xuewEONzMwfWAi0BV5wzs0zs9uA78zsSTxbWgZ6qzcH5lZonugtExERERGRWjJnUxrhwQGE1glgZ2Y+V785n6/+fGq1bb5ZvpOuzSP56A/9qRvoD4kLYcWn3LnqU4ICd1KyLBjiR3pWWrQ9k+teXciS4nQm9a08h0WZPq3r8emiRDakZNMoIpjVO7Lo2DTc57l0aR5ZfrKJiBx/fAlgxPtQx6dtHd7tH93NLAr43My6ADcAf3HOfWpmlwBvAGfiCYwc1MWBBWZ2g7cPWrZs6cswRERERETEB9PX7Wb1jkzG9Irh4l4xjH11LiuSMmtsl7w3l3Gts6j7y3hY8SmkbwX/Ovi1OYM/r4yj69Cx3HBmAgClpY51u7K4vF9LurWIqrbf0zs0xM/gy6XJJGfkk5ZTwB9O735Y5ioix74aAxjOua2H+6bOuXQzmwacDVwN3Op96xPgde91ItCiQrMY9m0vqdjXq8CrAL179z4owCEiIiIiIh4FxSUE+vlVegpIZa7+73wAokIC6dcmmv5t6rM8MYPsgmLCKkuYmbKarAUf8UHhh8Rt2AEb/aHNYDj9bog/h8CQKFY+OY385ELPXyCBpPQ8cgtLfMpj0TQyhLiGYTzr3dYyrk8L+reJ9mkuInL8O+Qknr+VmTUEirzBixA8qyz+iScocTowDRgKlB3JOhl438yewpPEsx0wv7bGKyIiIiJyItmVmc+o52YSFODHjLuGYOZbEAMgpI4nmeYfTo/j2jd/ZXliBgPivIGD1A2w8jNPMs7dqwnFj10unqjTbyG67yUQuv9RpQkxkfudRPLajE0AdGji21aQzPx9x7PePKStz3MQkeNfrQUwgKbA2948GH7Ax865r8wsHXjGzAKAfLzbQZxzK83sY2AVUAzcrBNIRERERER+m36P/lR+PWHuVq4c0NrntrENQgHKE3Ju37CcATsWe4IWO73p8loOIHngPzjv52iaxrRi8pBTKu2rW4sovliSzM6MfJpEBrNxdzaRIYH0qGH7SJk7z4rn/z5Zynndm9Gifl2f5yAixz+fAhhmFo8ngeY851z2/7N33+FRVtkDx793Jr33QkIIEFpC6L1Ik6ZYsGHvFVfXdS3rurZ1ravu/uy66rr2CohIFQIIoYYSWhIIIY30XkiZmfv7Y5IhkSQz4xpX8HyeJ4/v+84979x3nkeYHO49p831OVrrlY7cQ2udCpxSUlhrvQkY2UnMU8BTjtxfCCGEEEII0bGq+uZ25498c4DZCRGE+Xl0GtPQbMbdxcDcwRFcNCIayrMIPbCYVZ4fMGBLlnVQ1CiY/TTEXwj+UTzwzjaqXcp5+/yETu/bWufi8aUHePmK4ezLq2Lu4EiHt7VcMjKaeUMicXcxODReCHHmsPt/vVLqbuAb4C5gv1LqgjYvP91dExNCCCGEEEL8PI6V1Z1y7d/Jxzodn5pXycBHVhJsKuZuz5Xw9jR4eRisfQIXNw+ebL6awht3wi1rYfyd4B/FrpwKkjNLuXlyb4Z30aI0PtIPgJUHClmyO5/qBhMzBoU59TwerkantsAIIc4MjqQtbwFGaq0vBKYCjyilWotuyp8aQgghhBBC/Mql5lUCMGNgGDdOtLYq/Wx7TseDK3M48NVTLHZ7lGSPu+mz+1nQFpj5V7hnHx8Pfo93zecw/+P28S+vPUyIjzu3Tenb5Vw8XI3Mig8n3M+dB762bj8ZFRv0Xz6hEOK3wJEtJMbWbSNa62NKqanAV0qpXkgCQwghhBBCiF81rTVPfHsQbzcj/7p2FADvbc6ior6ZstpGgn3coSoPDiyBA4shfydXAPuIZXOvhUw8/2YIPpmUuHZ8He9tzmr3i4DFolmfXsKCUT3x83C1O6dewV6sPlgEwG1n9SHI2+3nfGQhxBnKkQRGoVJqmNZ6D4DWulYpNQ94D0js1tkJIYQQQgghfrL9+VXMe2UTANeM7tmuzkQUJVSufYngknWQZ232Z4kYyvPNl/OdZSx3zj+by8fEnHLP2BBv5g+PYlubTiL//D4DAJNFOzSvAK+TCYtzEiOdfzAhxG+SIwmMa7F2AbHRWpuAa5VSb3XLrIQQQgghhBCnaDSZeXzpAbLL6vnngmFdFuEE+HBLtu340pE9oTIHDixhf/RX+JTuhd1AxBCY/ggkzGdJtjtvHtsLwJDozruC9A7xZvHufKpONOPv6cry/YUAnNU/pNOYtqYOCOXvq9JxNSqGRPs7FCOEEHYTGFrrPACllAcQB2ggU2vdoLXe3M3zE0IIIYQQQrR4YVU6n27PBWDM02vZ+9gs/D0737KhFESrYs5z2cHAZS/A8V0A+EQO5RXDVdT1OZc/XX2ubXzFIWt3ke0PzyDMt/PkyJje1poVK/cXsGB0DAVnnBAAACAASURBVG5GA5PiQjh/aA+HniOhhz//XDCMXsFeUoxTCOEwuwkMpZQL1m4jNwLZWAt/Riul/g08rLVu7ipeCCGEEEII8fNIzixrd74ho6TjpEFFNiXbPufyvZ/yrPvRlovD4ezHIf4CCOrDln9tpa7KbAs5WlLLk8sOAhDs7d7lPEbHBuFiUGSX1dNoMnOwoJorxsQ4lYy4cHiUw2OFEAIc20Lyd8AX6K21rgFQSvkBL7T8/L6LWCGEEEIIIcTPoNls4XBRLQB+Hi5UN5hYdaDwZAKj9AgcWgqHvoXjuwgF8unD081X8Of7/gSBse3u1z/cl/eTj9FksuDmYmDr0XLba0ZD14kIo0ER7ufBf5KP0T/cF4DhPTvfciKEED8HRxIY84D+WmtbRR6tdbVS6g4gDUlgCCGEEEII4ZS6RhMmi+5y+8ePvbruCE1mC69eOZxZ8RH0/8sKDu1LgQ1rrd1Dig9YB/YYzmf+N/Nq8WC8w/ry1jUjIdD7lPvFhfkAcPnbW1i0cCLFNQ1OPUN+5QkA7vl8D95uRi4aISsqhBDdy5EEhm6bvGhz0ayUcqzMsBBCCCGEEAKwtjVNeGwVAM9dnMiC0ad2+ujID4dLGBrtz7zwCtj0Acn+X9CjMROSgJ5jYfYzMOg8COjJG39PosylkRV3jMe3k7amvUOsSY1dOZUAZJbU4eVmZNldk5x+phG9AnExGpyOE0IIZzjyp8xBpdS1P76olLoa6woMIYQQQgghhINaVy4ArDpQZD9Aaz795lumH3+Ld6tvgzcmwPpn8Q8I5Inma/h+ThLctBrGL4SAnlTWN5FdVs8dU/t2mrwAmNA3GDcXAwPCfWk0mUk5Vs6EvsH0CfVx6Dn+cu4g2/FDcwd1MVIIIX4ejqzAuBNYpJS6EUjB2oVkNOAJzO/GuQkhhBBCCHHGeWaF9d8AvdyMrEsrpqDqBJH+nu0HWSyQv5PqXYswHVzKFY35mIwGqgLGwuh7YeA83LxC+ezx1ZgK3Ti7Teji3fkATIwL7nIeSilunNibNzdkMuAvKwF47pIhDj/HzZP7cPPkPmitpZOIEOIXYXcFhtY6X2s9FvgrcAzIAf6qtR6jtc7v5vkJIYQQQghxxsgtr+e71AIAfjc9DsDW+QOLGbKTYcWD8I8EeHcmnrv/RWp9CH9qvpmtFyUTvHAljL4JfMNxNRqY0j+U5fsKbPfXWvPEtwfx9XBhZK8gu/M5e1CY7fiKMTFM7hfq9DNJ8kII8UtxpI1qHBCutV4HrGtzfTJwXGud2Y3zE0IIIYQQ4ldHa01dkxkfd0cWNFut3F/A7R/tAuCRefHcNKk3u44W452zAZb+B9KXQ10JGN2h30yIf4KRn0A13kwbEMqkoadu00jo4cfKA4U0msy4uxgprLYW4owO9HJoTiNiArllcm/C/Ty4Znwvh59FCCH+Fxz5E/efwJ87uH6i5bXzftYZCSGEEEII8Sv3wFepfJmSh6tRMTDCj8ULJ3RZxFJrbUteuNHMdaEZsOQFXj2+FA9TNXq/D6rfLBg0D/rNAndf6hpNNLmuwd/FyDvXje7wvqG+7gCU1jYRFeBJal4VAH+7MMGh5zAYFA+fG+/MowshxP+MIwmMWK116o8vaq13KqVif/YZCSGEEEII8Qt4dkUaob7uLBjd06mVFNUNzXyZkgdAs1mzL7+Kr1LyuHxM591Enl+6k3mGLcw27mCO+z5cPq0Ddz9KIqfwRGZ//nDDbST0Cm8X89mOXBqaLXx401iMho63aYT5WRMYK/cXcv2EWG77MAWAQZF+Dj+PEEKcLhz5k9qji9c8u3hNCCGEEEKIX6VGk5k3N1h3Qj+57CBJ9021tRW1Z0N6ie14xsAw1qYVszmz7NQERn05ZKyCQ0u5J20N7m7NVCh/XIdcAgPnQZ8pGGstbPh7Er32lbVLYNQ1mnhpdTpn9Q9lVK/ATucSG+xte4bNR0pt173cHE/ICCHE6cKRP9l2KKVu0Vr/q+1FpdRNWLuSCCGEEEIIcVrZk1PZ7nzaC+s5+vQ5GDpZ6dDWXZ/uBuC960cxtncwf168j21Hy60v1hZD2jI4uBSO/QAWE9q3B5+Yp7PRZTz/vO8O8D7574M9AmBYzwD25LafT3JmGXVNZu6Y0rfLIpkxQSdrXaxLKwbgijE97T6DEEKcjhxJYNwDLFZKXcXJhMUowA1poyqEEEIIIU5Dm9qsVmi1N6+SYT0DukwYNJrMACRG+TN9oHXFxAifSkLqvqbh7efwOL4d0BDUFybcBYPO419H/Hl6RTr/vHgY/t6nLm5OjArgk+3ZmMwWWx2Nz3fk4GY0MDwmoMvncDEa8HIzUt9ktl1zdzHafX4hhDgd2U1gaK2LgAlKqWnA4JbL37V0JRFCCCGEEOK0syunghAfd3oGedIjwJPvUguY/3oyf70ggWvHx54y3mS28GrSESwWDWh+n9gM65+DQ99yXdE+cIW8sr5ET3kQ4s+HsHhQivK6Jp5esQaAuDCfDucyJNqf9zZbOFJSy8AIP7TWbDtaztzECDxc7ScjzuoXysoDhbbzP8zs/5M+EyGE+LVzeHOc1joJSOrGuQghhBBCCPGTXPbWFswWzVe3j+9yBUWrw0W1TB0QyguXDkVrzXepBQAs3p3fYQJjS2YJG9d+xxzjDta77SR2fRGgoOdYLLOe4oLvA3Dx783iaRNtMbWNJkY8aU1ezIoPJ6FHx4U1E6P9Adh5rIKBEX4U1zRS02hiREzntS/aemnBUCbvDuHhxfsZ1jMAf09Xh+KEEOJ0I9V9hBBCCCHEae3jbdlsz7LWoMgoqmVAhG+nY9/dlMVbGzIprmkkOtBaj14pxetXjWDhx7twa9sK1dQE2Zsg7TtGpX7DIvcSmrSRbP8xcNZDMGAu+EZgAIYU7WNZagFaa1sCJb2wxnart68d1emc+oR40y/Mhy935nL1uF4cKa4FOl+x8WNebi5cNbYXPu4ujI4NcihGCCFOR5LAEEIIIYQQp63vUgt4ePF+23lyZmmXCYy3N1qTFwDB3m626+ckRjJ9YBgVlZVw6FvrT/pKaKwCVy82NyeytOkygoafx+OXjj/lvoOj/Pl4Ww67cyttKyce/cY6r5X3TO7yGZRSzB8RxfMr0ymva+KG93cA0D+88+foyAXDopwaL4QQpxuHExjKmkq+Cuijtf6rUioGiNBab++22QkhhBBCCNGJw0U13PnJrnbXlu8r4IaJvTuNUZzcXuLj0fJVuK4U0ldwX/nn9K7eBp83gWcgDJoHg84jP3gsN7+wBU9XI4c6SF4AzBsSySNL9vP9wSJGxATSbLZw4Hg1AP3D7CciRrYkPd5PPkaTycLkfiGE+rrbjRNCiN8SZ1ZgvA5YgOnAX4Ea4GtgdDfMSwghhBBCiC61brUAuHhENHFhPjy3Mo20wmoGRpxabyK3vJ7C6ga83IwENRfSP+sj2LMRcraAthDtHsHnpqlced1C3PpMBqP1q/IN/9gAwGe3jut0Lr4ergyK9GNfflW7uSX08HOoNevo2CDiI/14ee1hAP44a4CDn4IQQvx2GOwPsRmrtb4TaADQWldgbaUqhBBCCCHELy63oh6AK8fG8NzFiVwwrAcA57686dTBWvPWF0v5vfFrtgc/wSb335OQ+gycqICz7ofbNrJs2moeN13P52V9bMmLRpOZjKJaQnzcGNqz65amgyJ9OXi8Gq01qw4UohS8e51j/9ZnMChmDAqznQ9wcvuIEEL8FjizAqNZKWUENIBSKhTrigwhhBBCCCH+a7nl9YT5uePuYr91aFJ6MU8vTwPgqQsHo5Qi0t8DALNFU1B1gkgfF+vqivQVNBz4jr/VZGNxVRh8xsLov8GAcyC4r+2eiWbr6olvdudzzbheAOzIqgDgbxcOtjun+Eg/vtiZx4r9haxLK2ZUr0AiWubkiAuHR/HxthwuH90TTzf7n4EQQvzWOJPAeBlYDIQppZ4CLgH+0i2zEkIIIYQQvxlaa97ccJTnVqZx86Te/GVevN2Y5COltuPWrh9KKVYsHMU/3nyDpi8/g9KN0FAJRnfyfEbw7+az+dMf7sU3JLrDeyZG+zMg3Bcv95Nfkf/23UHcXQxMHRDWYUxbcxMjefzbgyzalU9qXhU3dlGLoyN9Q33Y9chMp2KEEOK3xOEEhtb6Y6VUCjADUMCFWutD3TYzIYQQQgjxm7Ant5LnVlpXUyzZk8/D5w6yJSU64+FqXaHQP9wHaksgYwWkLWfg0STedmugvsAXBs+zrrLoO5173t6Ne7Sx0+RFqyHR/qw8UEhDs5nqE82kFdaQGOVve7+uhPt5MCs+nNUHiwCYmxjhyOMLIYRwkFNtVLXWaUBaN81FCCGEEEL8Bm05WgbAndP68lpSJoXVDUT6e3Y6vqKuie+SNnKrMYUHfbPghW2ABv+eqBHX8fTR3uwknkXzpwCQU1bP/vxqHj5nkN25nD+sB1+m5PHD4VIaTWYAnnRg+0irc4dEsvpgEVMHhDI6NsjhOCGEEPbZTWAope7t6nWt9Us/33SEEEIIIcTp7M5PdtEz0Is/zR3ocMzunEr6hHhzVr9QXkvK5Nu9x7n1rL7tB1kskL8T0pahUxazzj3Her05EaY8CAPPhYhEUIqaRfvYtT2H8romgrzdWL6/AIA5g+2viBgQYS2eWVjdwLpDRfi4u5DQ49SOJp25YFgUFwyLcni8EEIIxzmyAqO1BPIArC1Tl7acnwds7I5JCSGEEEKI08+e3Eq+S7UmC7zdjNw1o5/dGK01u3MqOatfCCN6BTI8JoAXVmdw2aieBLiY4GgSpC+HjFVQV4JFuZChB/Fd8/X4DpnHAwtOrRnRmnDYeaycWQkRLN9XwNBof3oGedmdj6+7KwCPLNkPWDucuBqdadwnhBCiu9hNYGitnwBQSq0GRmita1rOHwe+7NbZCSGEEEKI00JhVQMXvrbZdv7imgyuGd+LAC+3LuPyK09QWtvI8JgAXI0GnpgRyocfLKH0nTcIqN4OphPg7g/9zob+c5m2xBU330D+sWBYpysjpg20FtzckFHCoEg/UvOqHF4R4uHaPlkR40DSQwghxC/DmRoYMUBTm/MmIPZnnY0QQgghhDjt1DaaGPfMWtu5t5uRuiYz6YU1jO0T3GlcRV0Tk55bR5zKZ2b5XngniSF5O/i7q6akMhRGXWMtwhk7CYyuVNY3kV2/hoen9mRwlH+n9w1qSZp8vC2Hinrr19dzBkc69Cw/Lh66YFRPh+KEEEJ0P2cSGB8C25VSiwENzAf+0y2zEkIIIYQQ/zN3fryLHcfK2fjANLvdN+qbTFz8erLt/B8LhjKhbwjjn1nLkj3HO05gmE2Ys5P5+r3XWe+2i1hDEewAIofC1If4oCKex7cr9kyfjZ+Hqy3s6135AMSGeHc5J0+3k3Nevq+QK8b0JCbY+ZUU3997FoHeXa8gEUII8ctxpo3qU0qpFcDklks3aK13d8+0hBBCCCHEL+3JZQd5d1OW7fzhxft58bKhXcb8cLiU9KIaANKenGNLeMyMD2djRglaa+uqhoYqOPK9tZZFxiqMDZVcY3Qh2ZJA/YjbiZ+yAPytxS/7ZZZh2baVbUfLmRkfbnuvj7ZmAzChb+erOlr9cWZ/XlyTYX2Oc+Od+BRg1T1n4efp0mUnFCGEEL88Z9uo7gJ2ddNchBBCCCHE/1Db5AVAUnqx3Zh9eVUAXDoyut1qjYlxIRw4uJ/KpJcJzP0espPBYgLPIBhwDr/fHcGapsG8ev0k4geGt7vniF4BeLgaeHF1ui2BUXWimazSOu6d2R9vd/tfYS8b3ZMX12Rw3tAe+Dgwvq3WTiRCCCF+XZz701wIIYQQQpyxhvUMYE9uJQAhPu40NJupbmhut43jx15NOgLAMxclgsUMeTsgYyULDi7nWvd0a8+6kAEw/ncwYC5Ej+ab1EK+2bYHgFGxQafc093FyJyECL5NLaDJZMHNxUBueT0A/cMdSy6E+3mw4+GzCZItIEIIccaQBIYQQgghxBnIZLbg4mT7z2azBYDnLk6kX7gvF72ezFc787hxUu8Oxx+vPIEP9dzc4xguS5dBxko4UQ4GF9x6TeDZ0rF4Jc7j7ktn22J+OFzC7z+zJi/2PDqz0+TIWf1DWbLnODnl9cSF+ZBdZk1g9AxyfFtHqK+7w2OFEEL8+jmcwFBKuQMXY+08YovTWv/155+WEEIIIYT4qTYdLuXqd7fx5tUjmRUfjsGg7Mbc/mEKB45Xc9HwKBaMjgFgcJQfi3Z3kMAoz4L0FdRt+ppd7rtxKzdDfQD0nw3950DcDJSHP2/+6TtIMXHnxRpjyxx251hXeDx/8ZAuW6z2CLAmKoqqG4gL8+HOT6y7mPuG+jj9eQghhDgzOLMC4xugCkgBGrtnOkIIIYQQ4r/1/aEiAG7/KIW3rhnJ7IQIuzErDxQC4O91ckXERcOj+euyg2QUVNC/6ZCtACclhwDQlii2hi9g8rlXoXqOA2PHXy2PltTSr2Xrx9GSWnr4e3DZ6K7bk4b7eQDw2Y5c4iP9bNftdUURQghx5nImgRGttZ7TbTMRQgghhBA/C2ObFRd7cyvtJjDqm0y240h/a+KAExVc4raFENcPiHn3djBVg8EFYsbDyGd5Pqs37xzQ7L1lFsqt46TCg3MG8tzKNLLL6ukX7ovZoknJqaC/A0UyI1oSGN/uPc6Fw3oA8MktY+3GCSGEOHM5szEyWSmV+FPfSCnloZTarpTaq5Q6oJR6os1rdyml0luuP9/m+kNKqSMtr83u+M5CCCGEEGcms0VzosnsVMz3B4t4d1MWrkZrEuP19ZmU1zV1GXPxG1sATZzKY2T+h/Dvc+H5vvgtv4NJxoPs9hwPl/4HHjgK1y+DcXewuyaAhB5+eHaSvAC4alwMBgXL9xUAsCungtzyE8wb0sPuc3i6GRkTG4S/pysfbs3GzWggMcrf8Q9CCCHEGceZBMYkIKUlmZCqlNqnlEp1Ir4RmK61HgoMA+YopcYppaYBFwBDtNYJwAsASql44HIgAZgDvK6UkjWDQgghhPjNeOeHowx6dCXphTUOx9z8wU4AvrhtPP93+TAAPt2e0/FgUyOWw2u5rOQVNrrdw/fuDzAy/R9wogIm3g03fc+jcYt4wHw7JFwIHtYEQlF1AynZFQyNDuhyLn4ersT38OO7fQVYLJrVBwpxMSjOHhTm0LOc1T+EqhPNrE8vYd7QSHy76IYihBDizOfMFpK5/80baa01UNty6tryo4E7gGe11o0t41objl8AfNZyPUspdQQYA2z5b+YhhBBCCOEsrTUr9hcyfWDYT6rB8IfP91B1opn3rh/tcExto4lnVqQB8NaGTF5aMMxuTEmNtUzZ9IFhDI8JZHhMIG9tOMoPh0u4c1qcdVB1ARxeBRmr4eh6DM11XGF0pSB4LIx/CPrNgoCT9Sn6Rx5m2f4iGk1m3F2sz/7vzccwWSzcMDHW7pwuHhHNE98epKyuiQ0ZJYzvG9xl8c62hscE2o5nDAx3KEYIIcSZy+EEhtY6Wyk1FJjccukHrfVeZ96sZQVFChAHvKa13qaU6g9MVko9BTQA92mtdwBRwNY24Xkt1358z1uBWwFiYmKcmY4QQgghhENSsitY+PEurp8Qy+PnJzgctze3kgVvb6Gh2dqetLyuiSBvx355f3r5Idvxot35PHTOILttQT/ZZl1pcVObriGT4wJJ2bKO5jXf43p0DRS0fH3z74keejk3JgexxRLPVxfPgA62aLS+Z1ltEz0CPKlpaObjrdnMTYykV7C33eeIDvQC4KI3NpNbfoJzEiPtxrQa2zvIdnxOov1CpEIIIc5sDm8hUUr9HvgYCGv5+UgpdZczb6a1NmuthwHRwBil1GCsSZRAYBxwP/CFUkoBHfX70h3c822t9Sit9ajQ0FBnpiOEEEIIYZfWmg+3ZgNwpLjWzuj2rv/3dlvyAmBvXqXDsWtbOol4uFq/ru3KqbA7z398nwFAjGcT7PsKFt3KH1Pn8ZXLI7gkvwQunjDjMbhjC9yzj/tPXEeSZTgvXDmOwZ3UlwjxsSYwPmvZhvLp9hxqGk3cdlYfh55jcr8QAHLLTxAd6MmtDsYBuBgNLFo4gX8uGIb166EQQojfMme2kNwEjNVa1wEopZ7Dup3jFWffVGtdqZRaj7W2RR6wqGWLyXallAUIabnetr9WNHDc2fcSQgghhPhvbMks45s91q8gTWaLndHtBXq5UVHfbDvfk1PJtAH26z+s2FdAUbV1O8ieR2cx9um1fJda0Hk3Ea3Zt2sztxuXMs24h+h3DoM2g2cQhn4zuWdPOJEjz+XB+eNtIZkltXyVkgfA3MGdr4po7Ury8roj3DtrAEt2H2dUr0CG2Kl/0crD1UgPfw+OVzXw4qVD8XJz5usnjIgJZESbrSRCCCF+u5z5G0QBbctgm+l4lUTHwUqFAs0tyQtP4GzgOax1MaYD61u2k7gBpcBS4BOl1EtAD6AfsN2J+QohhBBC/NeyyupOHpfWYTJbcDHaX8R6oslMSW1ju2uvrz/CPWf363I1QUOzmTs+3gXAkxck4OFqZFCkL8crT7Qf2FgLR9fD4dWY0lczpK6AIa5wwNILNekP0H82RI3ExWCk4UQKn6SW8cCF2vbeB45XA/D+DaPbtV39sf7hJ1uefrEjl7yKeuYPP2VXb5c+uGkMyZlljGmzJUQIIYRwljMJjH8D25RSi1vOLwTedSI+EvhPSx0MA/CF1nqZUsoNeE8ptR9oAq5rWY1xQCn1BXAQMAF3aq2d6yMmhBBCCPFfenjxfgAemRfPk8sO8t7mLG49q6/duM935FDTYOLVK4eTmldFRlEN69NLSC+qYWCEX6dxS3bn246vGR8LQJC3G8v3FZCTsYeYss1w5Hs4tgnMTWh3X1bXDyLJch7bDMP56v6LwM+j3T0nxAWz8kAhRdWNRLSsqEg5Vo6bi4FxfYK7fA43FwMDI3xJK6zhga+tDegiAzztPn9bcWG+xIX52h8ohBBCdMGZIp4vKaU2ABOxrry4QWu924n4VGB4B9ebgKs7iXkKeMrR9xBCCCGE+Dmt3F9oO75xYiyr9hfy7qYsbpncx25NhiV7jhMf6ce8IT2YN6QHKdkVrE8voaCyocsERkaRtc7GI/PioakOsjZyXflnPOS2mZ6flFgHhfSHMbdC/znsoj8L39pJ7xBvNt43tcN7tq6iWHWgkOsmxFLfZOLznbnMHRzhUFeVXsFepLVp5Tp1gNQdE0II8ctzahOi1joFaxcRIYQQQojTSm55PbtzKzlncIRDW0AAbv/I+rXn/KE9UEoxf0QUDy3aR2ZJHXFhPh3GaK15Y0Mme3IruWt6nO1668qHwuqGTt/PbNFkZaTycMhubjr2HiT9AOZGRrt6sVYPYmvENVy64HoI7GWLOdRSYPSDG8d0et+BEdYExmNLD3DdhFhS86poaLZwwbAeDn0OjaaTtT8CvVy7TMAIIYQQ3cVuAkMptUlrPUkpVUP7LiAK0Fpr+RtMCCGEEL96j3yzn/XpJTzl586G+6fZXXlgsZz82nP3jH7Aybaeu7IrOk1gHK9q4PmV6QDER578mhTm645SUFj1owRGUx1k/UD+zm9pTl/Dvw3W7iOU94XRN0P/WRhixvPKmzsIcnfj0jbJC4DdOZUEe7sRHdj5to4ALzcCvFwxma3PlJxZhkHhcHHMx89L4O/u6SwY1ZP4HvLVTwghxP+G3QSG1npSy39l46IQQgghTkv1TSbWp1u3XxRVN7LpcClnx4d3GZOaX2U77hXs1fJfb9yMBjJLO2+nml5YbTse1CaB4Wo0EOLjTlF1A5RlQsYqOLwKspPB3ESgdidZx/Nu81zuu2Mh/tED2t03yNuNY6V1aK3bbV/ZlVPBiF6Bdre0XDQ8mvc2Z1FU3UBSWjHDYwIJ8HLrMqZVbIg3r105wqGxQgghRHdxbP0ktrapdq8JIYQQQnSXstpGGpqdr+n95vrMducZxTWdjDzpwtc2A7Dkzom4tmw5MRoUUYGe5JWf6DCmpqGZG9/fCcDZg8KICbImPmiqh4zVPObyH+4+uABeGQGrHoLqAhhzK01XLmJ441vc3Hw/jcNvPCV5ATBtQBjHyurJLDmZPDl4vJqs0jom9O26ECdAzyDrCo1r3t3Gvvwq5g3pvHWqEEII8WvkcAIDmNnBtbk/10SEEEIIIbqitWb6ixsY+MhKpr2wnpKaRvtBwANf7eXldUcAuH5CLADPr0ynoq7JofgB4e0XoYb4uFFW1/F7f7Alu3W2vHOOH4Ztr8OH8+G5WPjkUmY3ruJQUzjNs56Du/fA77bD7KfY7zGCRtx48+oRPH/J0A7vPbKXdbvHI0sO2K6tPFCIQcGFw+y3Nb1iTAxuRgMZRbW4uxi4eGS0/YcXQgghfkXsJjCUUncopfYBA5RSqW1+soB93T9FIYQQQgjILKmj6kQzAFmldaxLK7Ibc6y0ji925gHg7+nKY+fF4+VmrX3xfvKxTuNqGqzv4+vugqdb+1oZwd7ubD1a3q5GBkBjXQVZmz7n757vcyTsT/DaGFj1Z6jKhzG3wDWL+WZ2Mjc1389nhrkQ1NsWu6ql20lXNSla62lU1J9MvKxLK2Jkr0ACve1vBfFwNTIzwbpt5uz4cPw8XO3GCCGEEL8mjnQh+QRYATwD/KnN9RqtdXm3zEoIIYQQ4kdSstt/7fhgSzaXjerZZe2H+77cazv+8zkDUUrx/b1TmPDsOkpqO15FcaigmmdXpAHw7MVDTnk9xNeaLEhKK2RGQBEc+R4y1+Gas40XtAmTizcukVPhrHsh7mwIiLHFetcXAPDIkv1cM85ajFNrzaLd+YzvE0yYn0enz2IwKC4Y1oNdORWAtRjo/vxqHphz6naTzlw/IRZPVyO3TO7jcIwQQgjxa+FIEc8qoAq4QikVCPQDPACUUmitN3bvz2wI5QAAIABJREFUFIUQQghxpsktr+dYWR2T+4U6HLMho4RAL1d2PTKTq97ZRnJmGeOeWcu2P5/d4fgmk4Wd2dZf9vuH+3DpyJ4A9AjwxKDgk205nD+0B+P6nKwfYbFo5v7fDwDMHx7FnMER7W9aV8qjMQcYkfIhY74+AGbr/YkYwjKfS1hnSuQff7wFXNw7nFPb96o60Yy/pysbMkooqWm0dTrpSlyoD9/sOc6R4loW7bKuLJkxsOtipG2Njg1idGyQw+OFEEKIXxNninjeDGwEVgFPtPz38e6ZlhBCCCHOVIcKqpn8fBLXvLudz3fkOBRT3dDMqgNFTOoXilKKV64YDlg7inTmeKW10OYFw3qw+g9TMBhOrtRo3f2RfKS0XUxyZpnt+NF58RgtTXB0A3z/OLw1Bf4eh9vS2zjbdT/bDENg/ttw32HyFqzintLziRhyNqqT5AVAoLcbn986DoCktGIA3lifSYCXKxcNt1/H4pJR1roVy/cV8HpLYdL+4R23cxVCCCHONM4U8fw9MBrI1lpPA4YDJd0yKyGEEEKcsS57a4vt+B9rDjsUk1d+ArNFMyfBuiIi2MedW8/qg4tB0Wy2dBizZE8+QIfbJdxcrF+BahvbdzS5+t2tDFQ5vBq7mcBFl8OzveCD8yH5FXD1hGl/hluSeG3kchbW34E58TLwCePeL/Zi0XDRCPtJiNYVEMv3FZCaV8m2rHJ6h3jj7W5/Z2+kv7WTyEtrMgD4y7mD7LZPFUIIIc4UjtTAaNWgtW5QSqGUctdapymlHN90KYQQQojfvN05FdQ0mACYOziCFfsLKag6YfvFvCPldU2c87J1W0d04MlxcWE+mCya3PJ6+oS2X4WwomWFwjmJEQyO8j/lnhvun8r4Z9aRX1lvbWV6NAnzkXXscF9NqKqCQiCkP4y4FvpOg9hJ4H6yG0nv/ByazBbyKuqpbTSxPctanyMu1P5qiNaVIKsPFrH6oLUQ6Y0Te3cV0qErxsRww0+IE0IIIU5XziQw8pRSAcASYI1SqgI43j3TEkIIIcSZpryuideSrO1M+4R4c8fUvqzYX8jSPce5bUrfDmM+2HKMR7852TY0sU0yom9LsuDltYf55+XD28V9uiOXJpOFR+clnHrTxloiizbzcfRiwo9sgZestSRMbkEkWxKIG3ceCZMuAP/OV1PEhngDsOCtrfxuehwAr145vN02la5MHxjGupYtJJeOjOa8oT0cigNwdzHQaLLwzEWJDscIIYQQZwKHEhjKujbxbq11JfC4UioJ8AdWdufkhBBCCHHmGPHkGtvxhzePpYe/B72CvXhmRRrXjo89pV1pbnl9u+RF0n1T2yUIRsQE4O5iIKOotl2c1pojRTWcmxhJhL8HWMxwfDdkJsHRJMjdDpZmxhnd2Wzpj3HUVfQeM4+FK0+QVlRH0uyp4NL1LtthPQMAKKxu4MDxajxcDZwzONLhz+KiEVGsSyvGzWjgqfnOJSJ+eHAazWZtf6AQQghxhnGoBobWWmNdedF6vkFrvVRr3dRFmBBCCCHOYFprrF8R7GsynaxTMSkuhKgAT5RSjO1trQexLavslJik9GLb8UNzB9K7ZdVDK6UUt03pS1phNTUNzbbraw8V41KdzZXG7+Hzq+H53vDODEj6GzTWwPiFcM0Sjt+WxrXND7GjxzXoiER25lQxKS7EVh+jKx6uRp4437q649PtOcwYGO7w6gsAT1drsubKsTEOvV9bYb4eRAV0vuVGCCGEOFM5s4Vkq1JqtNZ6R7fNRgghhBCnBa01vR9aDsDWh2ZYVzp04ZNt2bbjtnUs7p89kC925pFVWsfUH1XWyimrx9Wo2PvYLLzcOv7KMriHHxYNx/LySWzcA0eTGLx7JRvdCyEN8IuGQedBn2nQZyp4h9hiw00WlILjVSfIrzxB1YlmEqNPrZfRmdg2CZVzEh1ffQEwdUAYz1yUyHwHOo8IIYQQwsqZBMY04DalVDZQByisizOGdMvMhBBCCPGrtSun0nb85LKDvHbViE7Haq15/NuDtvO2v7SH+Ljh6+7CsdK6djGNJjPvbMoC6Dh5YWqE3G2MOLySb9xWMPijLEBjcvUhtXkA23tewfkXXQXBcdBJlw43FwOhPu4sSy2guMbajrWjgp+dmdA3mAg/D8rrmpjQN9jhOACjQXHFmBinYoQQQojfOmcSGHO7bRZCCCGEOK28vPYwrkZFYpQ/Gw+XUF7XRJC3W4djc8rrbcd7H52Fv5er7VwpRe9Qbw4WVLeLSS+saX8TraH44Mk6FtnJ0FxPsDKSRV9SYm9l1PSLuXu9YvnBEr6ePR5Cguw+R6PJwpHiWo4UW+toxEf6OfoR4Go0sPaPUyirbSKwk2cXQgghxM/HmU2XC7XW2W1/gIXdNTEhhBBC/DqtOlDIhowSJvQN4S/z4qlpMPH2xqOdjt+Ta12t8eFNY9olL1pN6R/KjmMV5LZJdCRnlhFKBSnnlcCiW+HFAfDGBFj9MFRkw/Cr4fJPUQ8e49Kmx7kkbQqmqNGkl9QzMz6ckb3sJy8AQn3dbcf/vmG00/UovN1diAn2cipGCCGEED+NMyswZgIP/uja3A6uCSGEEOI0cKLJzBvrj1DXZObGSb0dLgz55oZMAEprGxkRE0hssBf5lSc6HX/vF3sBGNen420W4/sE88q6I1z/1nrWXuyCJXMdZ29bxu0eubAG8Aq21q9orWMR0LPD+3y0NZvMkjquHNvLoecAeP+G0Xy8LYcbJ/Zul8wQQgghxK+P3QSGUuoOrCst+iilUlsvAz5AcjfOTQghhBDd6Ktdeby87ggABVUneP2qkQ7FubR023i6pf2nq9HAt3uP8/Llw1A/qjdRVN2A2aIJ9XXH1fij1Q0WMxzfw+jctXzmtoiRjRnwiRltcKPA3J+a+EsYPnU+hCeCofOVES9fMZy7P91tq7NxpRO1JaIDvXhwzkCHxwshhBDif8eRFRifACuAZ4A/tbleo7Uu75ZZCSGEEMJhDc1mahpMTq8g+HirtTNIoJcraw8Vk1lSS99Qny5jlqUeZ8exCm6YGMvQngEAeLlZW4K+uu4Id83o1278ruwKAN6+piU5Up5lrWGRmQRZG6GhElcg2iuOTxrncdmCaxj2fi0Bfr78cOl0cGBLx6z4cNuxQYFny3yEEEIIcWax+61Aa12ltT4G3ABMBK4CrgN+p5R6tHunJ4QQQgh7nl2RxuinvufrlDyHY15YlU5aS6HMJXdOpNFk4dNtOXbjfvfJbqD9dpDWFQwvrsk4Zfz6vYc533UHQ/Y8Dv83FF4eBsv+APkpMHAeXPwu3HeEXXO/5bETC7h1sx+NuDEpLtThehQerkb8PFwwKNj72CyHYoQQQghx+nGmBsYSoApIARq7ZzpCCCGEcEZJTSPvJx8D4I9f7uXikdEOxb2aZN068sVt4+kV7M2ImAA2HSlFa33KNpBWWmvb8ZjYk0UyowNPFrHMLamkZ91+yEyiZO9Knq46gNGoYb8PxE6GcQuttSxC+rVrbzqyl7WGxg+HSwF4+NxBDj1Hqx8enM6JJjO+HqcWCRVCCCHEmcGZBEa01npOt81ECCGEEE450WTm0jfbl6Mqqm4g3M/DbmyorzvNZgtjelsTEbMTInhmRRoV9c0dtkN9c0Mmh1panc6MDz/ZNlRrYszZPBu1ibDiZIJePQSqEZSRfN2XT8zzuerK6wgZMBGMnScXevifnHNcmE+nLVk74+/pir+nJC+EEEKIM5kzvcKSlVKJ3TYTIYQQ4jfMZLawt6XdqKOW7s3nWFl9u2uLd+c7FKuA2fERtvPYEG8A8is67iby7Io0vtlzHIAnp/jC7o9g0W3w0iB4fRyXl71OrCrka/NZsOBjSu9M58KGx/GY+RdC4qd2mbwAUEpx/+wB1mdYOMGhZxBCCCHEb4szKzAmAdcrpbKwbiFRgNZaD+mWmQkhhBC/Ibd+mMK6tGK+u3sSCT38HYo5VGCtYbF44QT6h/ty2VtbSEor5vYpfe3G1jSY8PU4+TWgT0sCY316MYnR7d+/ojiP8w3JjDccYLZXOkH/tiYy8AqG3mdZt4T0ncafv8gnp6yeawfNYFtqAYBthYcjFk7ty02TeuPhKkU4hRBCCHEqZxIYc7ttFkIIIcRvWFltI+vSigG49YMUku6bareApclsYVlqAbMTwhkeEwjA6NggPt+RS7PZcmrL0hbVDc0s/GgXJ5rb14voF+7LtAGhfLg1m7smhEL2ZmuXkKMbCCw5xMtuYHL1xaX3WdDnHms9i7BB7epYDI2uY+vRcmoamtmeVYaXm5HBUY4lY8C6CkOSF0IIIYTojMMJDK11dndORAghhPitWnvImrwI9HIlv/IEb27I5O4ftSP9sc2ZZZTWNjJ/+MminaNiA3k/+Rgr9hdy/tAeHcat3FfIpiPWQpkR/i1tV5vqIHcbd1m+wdC4Ef38MZS2gIsndZFjeKV5KMmWBP7zx1sI9PXsdE7HqxoAuOOjXRwqqGZkr8BOEylCCCGEEM5y+FuFsrq6tXWqUipGKTWm+6YmhBBC/DasPlhIVIAnO/8yk8Qof9YeKmrX8aMjP2SU4OZiYOqAUNu1WfERRAV4snjXqe1Um80WFry1hQe+TsWdJsYbDjCn+F14dzY82ws+nM+wvI9owpX8xN/B9cvhT9ksTXyVN83nc8n553eZvAC4eVJvADYdKaWsrol7zu7/Ez4NIYQQQoiOOfPPIq8D44ErWs5rgNd+9hkJIYQQp7HNR0o5WlLr8Pi6RhMbD5cyMz4co0Fx7pBI9uZVsS+/qtOYPbmVvLMpi2HRAe22XLi5GJjcL4TduZXtEyCmJnJ2r2VMzjt86vo3Uj1u4VO3p/Df+QpYTDD+Trjqa2ruOcJlTY+xJOBaiJ0ILu4cKqjGx92Fq8f2svssQ3sG8LtpcQD0CfVmZK9Ahz8HIYQQQgh7nKmBMVZrPUIptRtAa12hlHKux5kQQghxBvtyZy73f5WKQcHnt41ndKz9ApbfHyqiyWRhVkI4AJeN6slzK9NYe6iYIdEBHcZc8oa1dWpcuM8pryVE+fPVjixK0jYTVroNjm2CnK30ba7nDy6KEp/+uCTeBn3Ogpjx4OFni/UHIv09eGF1BrdP6YvJolm+r5D4SD8MBnXKe3VkzuAIXk06wuyECPuDhRBCCCGc4EwCo1kpZQQ0gFIqFLB0y6yEEEKI00zViWaeXHYQAIu2JjMcSWAs3XOcqABPxvYOBiDI243RsUEs2p3HPWf3Q6n2iYMmk8WaTLBoFk5t6TZiNkHBXji2kQsOJTHffRs+n1vrURAWT1n/y/jz7kC2Wgax4g/nYwzofCvIzPhwPtiSTdzDK3jyggRKaxt5/hLHu6gPjvJnw/1TCfP1cDhGCCGEEMIRzmwheRlYDIQppZ4CNgHPdMushBBCiNPMu5uyqG4w8cktYzl7UBiLduWTVVrXZczWo2WsTStmcr8QjG1WOMyKDye3/ATldU2nxDy29ADNJhMPj2gi+tB78PFl8HxveGc6fP84Pg3HWWKZxLf9n4b7jsDCLSwK/z2rLKMZEBtDuF/XiYVH5sXbjpfvK2RAuC/TBoQ59Vn0CvbG0026iQghhBDi5+VMF5KPlVIpwAxAARdqrQ9128yEEEKI/4E9uZXszqngnMRIu7/st7U/v4pBkX5M6BtC7xBvpr+wgfc2ZfHkhYM7HH+0pJbL394KcEqxyz6h3tYxpXUE+7iDxQyFqWSlrGHq7lX82TMN34O1cBAI6guDL7K2NY2djME3nEWvb2ZXaiWh4wyM84H9x6sI83Xni9vH230OV6OBR+bF8+Syg2w5Wsblo3uesgpECCGEEOJ/weEEhlLqP8DvtdavtZwHKqXe01rf2G2zE0IIIX5hF762GYAnvj3IgSdm4+1u/6/KrUfLWJdWzFn9rR1BIv09GRDhy9HSjot5mi2al9ZkAHDxiGgi/NsnShIjfUlQWfzwn5WM7lcM2cnQWE1vwKDCcEk4D/pNg96Twe/Udqn3zRrAle9s4/K3t5L1zDlsPlLGxLhghz+D84f2sG2HGRTpZ2e0EEIIIcQvw5kaGEO01pWtJy1FPId3w5yEEEKI/4lGk7nd+Wc7crmppTVoV97blAXAmNiTXTdig734bl8BNQ3N+Hq42q43my30e3gFAMNjAnjxsqFgbrbWsMjeDNlbCM1O5jv3KtCgy+JQgy9irzGRWze6MyxhEG9dMqrL+QzpebL4Z3pRDaW1jUyMC7H/AbQI9XXnzml9eXPDUaYPdG77iBBCCCFEd3GmBoZBKWX7ZqaUCsK5BIgQQgjxiympaWzfStQBSWklAIT5ugPw7IpDpyQ1OtK6guLOlhaiANMGhtFs1vxwuLTd2NUHinDBxAiVwR89v4MPL4LnYuGdGbDmUSjNgIQLSUp4mjENr1F10xY47//4sG40RQS1e4/O+Li7MCve2tXkjfWZAExyIoEBcP/sgWQ+fQ49g7ycihNCCCGE6C7OJCBeBLYopb5sOb8UePrnn5IQQgjx37nns90s2XOc0bGBvHXNKIK87Xf93p9fxV+W7CfU150tD81g6d58/vD5XvbnVzGyV+fdRN7ckMkHW7IJ8XFrVyuidevFwo93cezJ6ZC3E7I3MyhlDanu+/BSjZANhA6CoZdDr4nWH19r4qFxfyHFKSnklp8gwMuNY6V1jOoV2Glr1R87f1gPVh8s4ps9x5k/PIoeXXQeEUIIIYQ4HThTxPMDpdROYHrLpYu01ge7Z1pCCCHET7P1aBlL9hwHYMexCn73yS4+uWWc3bhbP9hJaW0jr1wxHKNBcVY/az2L7VkVnSYwtNY8uyINgNLaNh1DGmuJrtjGvS5fMNaQBs9eD+YmQOHi1oc1HrO44IJLrQkL745XRvQMsiYccivqSejhx8GCai4dGe3gpwBRbRIW84dHORwnhBBCCPFr5UwRT3dgGODXEneJUgqt9V+7a3JCCCGEs1qLYwJcMSaGr3flYbbodm1Kf+yrlDyOVzVw6chozhtqLYoZ7ONOn1Bv3tucxc2Te+NqPHXXZWubUz/qeHeaCVY/Yq1jcXwPXtrMnS4G9ltiKRx4HRFDzoaYcdz6VirRgZ5cED+6y+do3bqRW17Piv2F1DeZSYjyd/hzGBDhazse07vzFSRCCCGEEKcLZ7aQfANUASlAY/dMRwghhLDSWrP6YBFvrM/k+gmxXOjAKoKy2ka2Z5Vz78z+3Dktjq9T8vh0ew67cyoYFdvxL/ENzWbu+3IvAHMGR7R7bf6wKF5ck8GK/YWcP7RNt4/aYvSxzaSs+JrlbqkMMuSgtmgwukHUSJh0D8RM4PLlZnYUmJhWG8q/B4yhuLqBI8W1DhXU9PNwxd/TldyKep5pWeUxslegnaiTvNxc+Ne1o4jw88DD1ehwnBBCCCHEr5UzCYxorfWcbpuJEEII0cJs0WzPKue2D1MAuOfzPcxKCMfLreu/tlYeKARgcJQfRoNibmIEf168j6T04k4TGBlFNbbjcL/27UwXTovjrY2ZZKQfALW5pUvIZijNQAGTtDu7dBxMeRBiJ0H0KHA9uXXj+avqmPbCelsXkuTMMkwW7fCWDrNF89HWHNt531Afh+JazWwp5CmEEEIIcSZwJoGRrJRK1Frv+ylvpJTyADYC7i3v+5XW+rE2r98H/B0I1VqXtlx7CLgJMAN3a61X/ZT3FkIIcXr5/We7WZZa0O5aal4V4/oEdxqjtebhxfsBiAnyBsDXw5UBEb6sSyvh/tkDO4xbub/QdhwT7AVaQ0k6ZG/GmLOF9cYkQg6WwkHA3Q9ixqGHXcVLGaG8keHDH+cMZtLUvh3eu3eIN0Oi/alpaEZrzfvJxwj1dWdgm+0dXaltNNmOk+6b6lCMEEIIIcSZypk2qpOAFKVUulIqVSm1TymV6kR8IzBdaz0Uay2NOUqpcQBKqZ7ATMD2z0xKqXjgciABmAO8rpSSNbBCCPEb0DZ5ccPEWAD++m3XdaMvf3ur7bhvqLfteHZCBIcKqqlrkwxodaLJzNKUY9wQU0zG3HT8Fl0Dz/eB18fCd/dC1g8U+A3jb5Ybsdy6ER48Bld9yZbIq3klI4Cbpwzgjk6SF618PVyobjCRUVTLntxK7poeh0sH9TQ6MqW/tZDo3dPj6B3ibWe0EEIIIcSZzZkVGHP/mzfSWmugtuXUteVHt5z/A3gAa52NVhcAn2mtG4EspdQRYAyw5b+ZhxBCiF+WxaLZfqycmCAvh1p5tl11sP3hGYT5evDhlmwOFlR3WYxzW1Y5AK9dOaJdO9PW97zn8z3869pR0FANedshZxvHU75nTdN+PIuboBgIjoMB50DMWGuHkP9n777Dm7yuB45/r7z33tsYA2bamBn2zCKbZjQ7zZ5tRpO2adJmj6ZJk/ySZpLZDLIayGAECBuMsc002HjbeE+87fv745WFDR5y6oBJzud5eCq9eo90pdxK1tG953hHs3t7Hm98vosrHGKIMBl59Pe35GBScNe8oX0+Hyc7WzZmFLPw+R+xtzWxIC6wz5gOr1yeQElNE5GSvBBCCCGE6Fcb1Zz/9cHMKyh2ADHAy1rrrUqpc4ACrXVq5z84gRBgS6fr+eZjx97nDcANAOHh4f/rEIUQQgygptY2znlxI+nmOhPZT57VZ0xKbhUA71w7EX83oybFExeM5t6laeRW1He7EsHIkRtmD/frcptbawULTduYeCAd/l0Ih3eBbgdloo1I1rmdxelnng/hU8DV/7j7Tgg3CmduyiwnwseFzNI6vtl1mLFhnlYVxxwa4MqqfcUA/H5eLIEejn1EHOVsb0ukb39+axBCCCGE+OXq119FSqmxwHTz1fVa69T+xGut24BxSilP4Aul1Bjgz8CC7h6uu7vo5j5fA14DSExMPO52IYQQJ8+HW3MtyQuA1rb2PrdPrNh7GHsbE/HhnpZjIeZVFIerG7tNYDz4lVH74ukLRuNckw25myBnM+RuZmFlFgvtoRF7cJgEM+6F8Cm8kO7BP38s4pEFIyEussfxxAa44mRnQ0aJsYhwY0YZAH85a4RVr8F9C4cxK9aPHbmVXDklwqoYIYQQQghxPKsTGEqpO4Hrgc/Nh95XSr2mtX6xvw+qta5SSq3F2CYSBXSsvggFkpVSEzFWXIR1CgsFCvv7WEIIIU6Ov361m3c3d128d+nrW/j0pqm9xq3aW8ykaG/czZ07AHxcHQD4x4p0lt7cKb61iZL0zbgnfcT7LpmctvYQfGMkGHD2gbDJkHgtS0tDeWCLDcmXnGnpCPLuhyuxtzWxOLHzR83xlFI0tLTx5oYsHjhjON/vOYyHkx2JVrY0VUoxKdqHSb0UIBVCCCGEEH3rzwqM64BJWusjAEqppzDqUViVwFBK+QEt5uSFEzAPeEpr7d/pnGwgUWtdppT6L/ChUuo5IBgYCmzrx3iFEEIMoLXpJWSVHeGa06KsOr9z8uL66VG8vj6L7dmVPdaxKK9r4owX1lNS24SjfdetGT6u9gBk5uTA/iqjhkXeNijYgX9rI/fZQqv7EFT4AgibCBFTwTcWzFsTPfYW07IliYMldSSEe1FV30z5kWbuP2O4VdtAOj+njRnlAByz7VEIIYQQQvzM+pPAUBjtTDu00f02j54EAe+Y62CYgE+01st6OllrvUcp9QlG47pW4FbzFhQhhBAn0PbsCt5cn8V3e4x2o6ePCiTIo+9inB1mxPrx57PiiA1w496laWSXH2GIn+tx532wNZeS2iYAIn1cjHam5ZmQtxWf3C2ssl9FjKkQPgJMthA4Bp14HQ8kudAQNJEXrpvf4xhiA4zHO1hcS0K4Fz/sLwFgQqS3Vc/Bw8mO6oYW/r7M6IRyrZVJHCGEEEIIMXD6k8B4G9iqlPrCfP084E1rg7XWaUB8H+dEHnP9MeCxfoxRCCHEANJas/jVrs2fLnplMxvvn9NrXF5FveXys4vHABAX7A7A7oLq4xIYWmteXrmbRHWIC3wLWGybD09vhwajs4hy9MAxYCxPFs5ARUzmj9dcAnZOJOdU8NHazfwzofd6FGFezgD88bNd/CYxjOVpRQR7OBIf5tlrXIeN989h1EPfW67faUX3ESGEEEIIMbD6TGAopWKAAK31c+a6FdMwVl7cART8vMMTQghxMi3dkW+5/NtJ4XywNZeCqgZqGlu61Kg41re7iwDwdrG3dBKJDXDDyc6GnblVnDsuBGqLIW8L5G6lPnMjuxx2Ya/aoBawN7czDZto/PMdhk+r5tW/fgeH4G6TA7bAe5tzcLA1MW9EQK/Pw9Rpy0p6cS3rD5ZxxZSILsd74+rQ9ePSw6nn5y6EEEIIIX4e1qzAeB74E4DWOhlIBlBKJZpvW/SzjU4IIcSA2ZVfzRc7C7jmtEjCvJ2tiuno7nFBQgiPnT+ahpY2Pk8u4FDpEcZ1s3qhsaWNez5NZVmakcD46tbTjBva27Ar2cMVNiuI276PloN52NXmGbfZOFDpEsfXbWeyYOEihsTPAVe/4+7byR6evmgM9y1NI6einv1FtXyZUsjtc2IshTl78/Vt01j00gauW5JEc1s7i8YGW/UaHGvzA72vPhFCCCGEED8PaxIYkebtH11orZOUUpEDPiIhhBA/i0UvbQDgrY1ZZDx2Rp/tTAFi/F3ZU1jDMxeNBeD2OUP5PLmA5WmF3SYwNmeWsyytCHfquCm6nLCd/4C8rVCQDC1H+BNQbPIk12E8Q6bcCGGTaPQdxdnPbCAmxJWbp/feoaSjZsWmzHKWpxUS4ePMXfNirXr+o0M9mD7Ul/UHy4jwcWZsqIdVcR3evmYCmzLK+lX/QwghhBBCDBxrEhiOvdwmf8UJIcQpIKOkrsv1V9Zmcvvcnus4VDe0sDmznN0FNZw5OtDSNSTK14XhgW6kF3e6v/Z2KN0PeVsJ27mGFfZJxJoKjMbXRTYQOArGXWbeDjKJS988RLgG1HwEAAAgAElEQVSLC0umTgQgObOMqvoWbp41pM/nEenjjLO9DQ9+aawMue/0Yd12NOlJgLvxkXbm6KB+dxGZPcyf2cP8+z5RCCGEEEL8LKxJYGxXSl2vtX6980Gl1HXAjp9nWEIIIQbS35ftxcHWxLLbp/GPFQf4v7WZ3DhzCPa23a/CGPu3FZbLF08I73JbvB/UZq6lbfUqbAqTID8JmqoBCLbxYCvRxMy6GlPEZAgZD/YuXeKHB5WRfrjWcn31vhJMCsZHePX5PJRS1DcfbUh16TFj68uoYHeW7oCzRgf1K04IIYQQQpx81iQw7gK+UEr9lqMJi0TAHjj/5xqYEEKI7t39SSqBHg7cu3C4Vec3trSxObOMyydHMDTAjXPHBfPdnsOk5FUxMer4NqKNLUcTBFOiPJjpXgxJy4xERf52nihLB0BvMIF/HIw6H8ImU+M7jsRXsxge6M7sWdN6HI+Hkz3VDa2Wx3pvcw6zh/nj6Wzfn5eBR84diZdL/2KumBLJ3BEBVtcAEUIIIYQQg0efCQytdTEwVSk1GxhlPrxca/3DzzoyIYQQXTQ0t9HS3s5nyUZnEGsTGA9+uZuWNs3kaB8AJpiTFn/9ajff3TWj68lHyqjYvZ67bb8kXh1kUmk2vHrEuM3JG0In0BR3IdetVkw4bR53nplgCb3trW00t2oum9j7qghPZzuqG5rRWpNdfoTmtnbOiw+x6rkAvHhpPC+vyeDSPh6nOzYmJckLIYQQQohTlDUrMADQWq8B1vyMYxFCCNGLcX9fQVNru+X6+1tyuHxyRJ9xSTmVAMwaZnT28HV1ICHck4NF5bTmJWFbtNO8umIbVBwiGLjZxkSefTSmsZdA2CQImwBeUaAUDkD9/o0sT6/lzjONx6g40szGjDImRXlzSV8JDCc7Wto0pbVNpORWATA80M3q12HR2OCf3EFECCGEEEKcuqxOYAghhBgYWmsOltTx35RCbp8bg4OtTZ8xJTWNXZIXAH/5cje/nRTeazHK+uZWcivquX32EBzqCqBgB+Rt57XmDbiZ9mD7prGVAxc/CJtExfBLuXGNDbt0FDv/fC429t2PbdYwf55beYBNGWVMjfFl+a4i2to1D58zss/n0rFtZeLjqwEI8XQixt+1zzghhBBCCPHrJgkMIYQ4gbTW/O3rvSzZlA1AiJeTVVshDpi7fswa5scts2L4KqWAD7bmsqewhlEh3bQDbayBohTKUtfyb5sfmJGcC5vLjdtsHHDwHsWStoVMn3U6cYmzwSMUlOKzHw+xXe/j7+eOxKmH5AXAddOijARGZjljwjx5bkU6sQGuVq2kiA/vWqxzbJhHvzuCCCGEEEKIXx9JYAghxE/Q1NrGjuxK3BztGB3aTQKhB9/vKbYkLwAe+HwXFyaE9tgNBKC8ronL39wKwB1zh5IQ7kVsgCufJuXzeXIBowJdoGQP5G83toIUJEPZAUATDjSrYBg6HyImGF1B/EfSUN/OE4+vxtllJHGeYZbH+m7PYeKC3LlySmSvz8PFwZZoXxeyyo6wam8xlfUtPHreaKsTERcmhFpqedwyK8aqGCGEEEII8esmCQwhhPgJ7voohW93HwYg9aEFeDjZWRW3Navccvmi8aEs3ZHP+oOlzB0R0GPM5W9us1z2c7GHymw885N4wWs5YSn7IS0bWuqNE1z8IGQ8dbHnccc62NE2hPsvmELMMas8/Nw0TnY2vLI2k3PjQ3B3tKOwqoHk3Erumhtr1XMJ83bmYEkteZX1BHs4csaoQKviAK6YEsFnyfms/P0MhgZYX/9CCCGEEEL8ekkCQwjxq7ZqbzG/ezeJexcO49bZ1q0EqGtqtSQvAL7ZVWTVNhCtNevSSwl0d+TD6ycR6OHI58n5pOZX95zAqK8goPhH5tscYrztIcLeuhOOlAIwX9mT2hZB04Tf4hAxEcImgmcEKMVfP07hh7YCXr08gdNHBR13t0opfjspnDc2ZLFkYzZ3zB3KVymFaA3nxVtXIDPc25l1B4yx3LMgFpPJ+m0g48I8yX7yLKvPF0IIIYQQQhIYQohfrfzKeu5dmgrAM9+nc9PMIdj08SW8saWNUQ99D8D58SF8sbOABz7fxfy4AHxdHXqNzSip41DZER45dyTRfkbRyiF+ruwpqDZOaD4CRWlQuBMKk42CmxWHWGIP7VrR6BkDkfMhdDyEJLKzIYjFryfxSmQCZ4w+mqRoa9d8vrMAgCnRvj2O5y9nx/HFzgKeW3mA66dH89R3+wl0dyTCx6X3F87M3enoR0hChFcvZwohhBBCCPG/kwSGEOJX68XVGdQ1tWJS0K4h/XAtccHuvcasTS+xXL5uWhRfmBMFL/2Q0WsHjsojzcz/548AzI8LhLYWKNnHtc4/4pCTin6lCFWyF7S504hbMDokgc/0HD4rDuBP113G6CGhXe5zXFs77o62/LC/pEsCY2eu0Tb1r2fH4eHc+9aW8iPNAFz4yiYAEiI8ez2/s/PGhfDymkwAJkR6Wx0nhBBCCCHETyEJDCHEr9b3ew8zKcqHpy4aw2lP/sCZ/1rPocfP7HUrRH5lg+XyqBAPtv1pLhMfX83q/cU9JjB0exsXPPou55kyGWfKIPCT5+DwLmhr4lKgRjtT0DKG0Ol3Q3AChCSAWyDPrUjnxZQMbpwRfVzyAsDOxsSkaB+SzQmLDil5VQAsGtv3VhAbk6KtXbO3qAZbk+KpC8f0GdNhaICbbAMRQgghhBAnjCQwhBC/Sj/sL6aqvoW2dk2IpxPDA93Yf7iWjNI6YnsoKlnf3EpavrHdY+XvZwDg7+7IX84awaPL97F0Rz4XJYRAVY7RDaRwJxSl0pq/kzUORhvUdjtnsE2ASTdA0DieTHXi1d0a72oHkufMtzxWbWMLb6zPAuDOeUN7fB4hnk5szizvcuyrlEKifV3wc+t9SwsYqyg6uoFcPyMaN0fripEKIYQQQghxokkCQwjxq9Perrl2SRIAd5mTA88uHsvZL24gs6TnBMYlr20hLb+aucP9jc4ZWkNNIQkNm/iD7Up8vnwKVhdAfZkRYOMAgaPY6TmfT4v8iB4zjZsXnw0mG8t9Xh3eyKu7V2NSita2dmxtjHaqewpraGhp4+1rJuBs3/NbdYC7I3VNrWzLqmBilDcZJXXsKqjm3oXDrHotHjt/lCWBccXkCKtihBBCCCGEOBkkgSGEOKVV1TfzdWohmaVHuHpqJJG+fReg3HzIWLEwPNCNSdE+AAR7OgHwZUpBl3oSHeqaWinKz2aOKYtn/TV8+A+jyOaREhKAsTaKAzoUYhdCyHgITQT/OLCx4//e3kaJfxPPXDz9uPsN9HDkX5fGc8d/dpKSV0WiuZbEp0n52NuYGBvae02K2cP9eOq7/Tz7fTof3ziZp77bj6ezHRckhPT5OgA42tkwIdKL7dmVBHk4WhUjhBBCCCHEySAJDCHEKe2RZfssKwha2tp57PzRvZ6vteaVtZl4ONnx5a2nWY57Odvh6mDL93uKKaxqINi2DopSzd1AknHI38F2R3MBz20KfGMhZi4Ex0NwPA9u0nySWs6G2XMINCcC2to1f/tqN2vTSzlrzPFJkQ5jQz0AyC6vJzHSm+bWdv6bWsClE8PxdrHv9fkMDzSKjm7LrmD1vhJ2F1QzY6gfQR5Ovb9wnbx77STqm1tRyvo2qEIIIYQQQpxoksAQQgwKza3tZJTU9dkFpLO2ds2aTl1B0g/X9hnz4bZcNmSUccusITjambdy1B5GFabw7bhN7E/egMerv4fGYnOEAt+hZLkl8lG1DzdfdiF+MYng0HWbycVTq/hw50aScys507yC45tdRby7OQeAa0+L6nFMAe5GwuOeT1NZNDaIZ79Pp6VNW1Zj9OWqKRG8szmH371rbIuJ8Xe1Kq6Dk70NTvY2fZ8ohBBCCCHESSQJDCHEoHDv0lS+Silk7T2zrNoGAnCotI6KI808u3gsewtreHdzNsU1jZaEwLF0ezvfb07mKu8M7nFIg/+kQWEK1BYCEIqizTaEVNMopi64A4LGsq0xjA15TXyclEdgsBN+I0/r9r6HBbphZ6NIyjYSGFobyRVnext2P7yw184mlkQK8EVyAa+bi3dOjrIugfHg2XG8Y06UAET7Wff6CSGEEEIIcSqRBIYQYsCs2lvM5CE+uDr0762lubWdr1KMJMKsZ9fy9jUTmD3Mv8+43YVGR5DRIR6MCHLjrY1Z/O6dJL6+fZpRYLM63+gEUphs7gaSwrtNFUbwOvM2kMjTjJoVwfGogFE8vTSd1LxqNk6dA8Bv7l9uebwHzhjR41gc7WyYHO1jqa+xMaOcz5MLcHe07TV5cazlu4oA+MP8WPx7SMQcq6PwJ4C7oy2TonysfjwhhBBCCCFOFZLAEEIMiJfXZPDM9+kAvHDJOM4dZ10RSYBPkvK6XL/m7e1kP3lWn3F7CmpwsDUxxNcJm6pszjJtYVRxFjWvPYl75R5oMCcrTLa0+g5nefM49qsofn/lRTiEjAX741cqDA9055tdh9ldUM3QgK5bMXqrYwEwxM+VpOw82ts127ONx374nJF9Pg+AbX+ay8THV7P+YBnRvi7cPifGqrhjpT288CfFCSGEEEIIMdhJAkMI0UVVfTMfbM3lxhnRXX7Z743W2pK8ALjzoxSGB7ozLLD7dqTHKqtrAuDpi8Zw39I0ALLLjnS/laSthYx9yXyx/FsiGw6w1CkX22dugKYaXraHZm3DgfwwRo0/C4LGQtA4CBzNf3YU8+CXu/nw+kk4RPn2OJZFY4N5buUBXvohg7kjjFUgs4b5MSbEA7s+Xo/4cE+WbMpmTXoJy9IKCfN24oKEUKteg86rLRIivPpdUHP9fbNpam3vV4wQQgghhBCnEklgCCG6uPuTVFbvL2FfUQ0vXZZgVcx3uw8fd2zh8z9atYrisx35PL/qIAC/SQxjUpQ3M59Zywdbc/jz/Ego3gOHU6EoDQ6nQfFeYtqauBdo0PaU2MbAyMUQPI4675HEv5pPC7YcWnRml60bq/YWE+njzJTo3rdXhHkZ3Tu+23OY7/YcxtHOxNtXT7AqobBwZCAA171jFNN8+sIxfcZ0tvPB+aw9UGLV9pljhXk79ztGCCGEEEKIU4kkMIQQFtuyKli93+jqsSytiL+f29xnG0+Amz9IBuA3iaFE+LhYVmOk5FUxLsyzx7hNmWXc/WkqAF7UQOYaIg7v4i231QxLyYakXNDmVQWOnhA0BiZez2PJdqypCSJLB3H95FjuP2M4AK7APWd48sS3+8mrrCfCx1jBkZpXxboDpVw3LarPRIStjYlFY4P5OtWoyRHh7WL1aojOxTgBLhxv3eqLDl4u9pwf378YIYQQQgghfi0kgSGEsLjzo51drl/11jajIGYvqhtaLJcvGh/GxChvJkf7cOErm8gsqTs+gdHeDlXZvP/Vcioyk3jDLoeRphyCVAW8Z5wySvmQ1hqO97QLcQpPMLaCeISCUrz0w0Ferz7AfacPA+DyyRFd7v60GGN7yOp9JVw7zWhd+tzKA+bxWZccuCAhxJLAeO3K8VbFHH18HzZmlHPvwmHY9KN4pxBCCCGEEKJ3ksAQQlj4uNpTVN1IkIcjRdWN7CqoJre8nnCfnrcnPLfCWG1xx9yhTDS3/YwLcgfgnR/3cWFQKRzebd4KkmZsBWmu5XKg1cZErWsUXtHzIHC0scIiYDQTH9kCwN/cRnLViEjLY63Yc5hnVxzAw8mOs0cHdzuukcHuDA90Y8mmbK6dFsXGjDLWHShl7nB/RpjH1Zf4ME8c7Uz865J4yyoOa7151QSONLXi4+rQrzghhBBCCCFE7ySBIcQv1K78apalFXL3gmHY2/ZdjHNfUQ27C2qYO9yfN65KZGtWBVe/vY0/f7mL966b1G1Me7vmnc05gObKOBtI/w6Kd+NUvIdV9luIqiqC17Rxsp0zBIyEMb9hw5FgnkpxYP6MGdy6cAwcs1Lhjjkx/OuHDAqrG7ocf3dzDn5uDqy7dxbO9t2/fSmlOC3Glzc3ZJFXUc/T5u0sl0wM7/M16ODpbM/+R86w+vzOHO1sjttKIoQQQgghhPjfSQJDiEGsvV13KURprfe35PCXL3cDUFrbxHMXj+sz5uH/7gHg+hnRKKWYHO3DzTNj+OeqA+RV1B8tEtlcDyX7aC5MY8vmH/nYfi/xDoXYv15z9M48I7ALiOWloslcfd5ZeETFg1cUmEw0NLdx25OrcfGw5bLpw7vdZvGHBcNYk15KUnal5djO3Eo2ZJRxxeSIHpMXHbyc7QCY/vQaAEK9nJgfF9DnayCEEEIIIYQYvCSBIcQg9c2uIm75IJkFcQG8eFk8DrbW/apf39xqSV4ArNhbTFu77rUeQ0lNI1uzKrhnQSyTO7p0aM3Z4S3sMu2gdsUWMOUY20DKMwGNPZCgHUknDNsxF0HgSAgYBf5x4OhOTX41/3xpA4dzw3kicYjlsb5KKaCqvoV/Xz4e3162WcwZ7s8Lqw9SXd+Ch7Mdb27IAmCeFYmI0tqmLtcdrFiBIoQQQgghhBjcJIEhxCD1aVIeYCQg3lifxa2zY6yKu8XcEQTgpplDeHVdJm9uOMQNM4b0GLN5fw7x6iDnt+fA8leNREXxHoY01fCGPbAfYwVFwEgYvRgCRvJ0ih2vpLagMZG96Ph2qaNDPZgS7cN/tuVy3bQoYvxdqTjSzOPf7CMuyN1SL6Mn0X5G7YnSuiY8nO3ILD1CYoQXM2P9+nwNFieGmbe2GJ6/OL7PGCGEEEIIIcTgJgkMIX5mDc1tPPHtPm6bHYO/u6NVMZVHmknOrbJc33Ko3KoERmtbO5szywHY/MAc7GxMvLouk69Ti4wERns7VJlXUhTvhuLdVBzayaLGAs510LABsHez1KogYCQXfFZNug5jz50XWR6nqbWNz75Yg6aN/1w/ucfxXDctis2HyjlUWkeMvysr9x6mprGV2+fE9Nma1MfFWJ1RXtfEtqwK9hXV8Pt5sX2+BgCjQjx4dvFY7vk0lUgfZ0aHelgVJ4QQQgghhBi8JIEhxM/ok+153PdZGgCpeVV8dVvvLUk7rNxbTHVDC/+97TReWHWQoupGq+I+31lAU2s7/7o0niDHVijey79ikqnPTaX1tYexLdsPzbXmsxWtnlFsrg9mf/tkaj2G8fD1F4NnOHRKLnjt3s6R/SVdHueN9VkU1zTx3nUTmTLEp8fxDA9yA6Cq3mi1uuVQBd4u9pw+KrDP5+Ljag9ASW0T3+85DMBVUyN6C+licrQ3rg62XDbJ+uKdQgghhBBCiMFLEhhC/ExS86osyQuA1Pxq9hbWEBfcdyvP9GIjyTA80B17WxN7i2qoa2rF1aGb/8u2tUDFIUoyUyla9i3/tstl/g+l8IWxheIcoEY5U9Mch/e4S43VFQGjwH8ES1PKuf/zXdjbmFhy4QTw8j3u7hMjvVm9v4SG5jac7G1oa9e8vv4Qk6O9mRZz/PmdeTkbSYj7Pkvjo+25JOdWcdbooD5XX4CxhcTZ3ob3t+Swq6CaRWOD8TTfnzVCvZzZ9fACqx5LCCGEEEIIMfhJAkOIn8nH5hoWwwPduHFmNL//OJVNmWU9JjAaW9oAo51pR8FKe1sT9c3G8W/TClgco6FkH5TsheK9xuWyA9Degj9wm42izCEUU2gijL8CAkbR5BtH/D92c/PQGO5ZOMzyeHVNrdz/+S4Akv86v/vkCODtYnT0eG9LNjfMGMLO3Eqq6lu4bFJEn8kBZ/ujhUc7tsRcPtm6VRQOtjZcNTWSV9ZmArBoTJBVcZ1J8kIIIYQQQohfDklgCPEz2Z5Vwaxhfiy5ZiIAf/gklUeX7+OySeHdtgE956UNHCiuAzR+VHPD8CbY/H+86r6bdPstDPumAHSnrSQe4eA/AmIXsL89hHvWNJKhQ3jrihkEdFoZ4QAEumeSX1nf5fGSsisAuCAhpMfkBUCwpxMAj3+zHw8nO/YV1WJrUswa1ncxTaUUPi72lB9pthxLjPTqM67D7XNiLAmMCZG9F/0UQgghhBBC/LJJAkOcUtraNW+sP4S7kx2XTjwxtQ2+SingD5+kcuWUCG6eNQR/t74LcZbXNXGwpI7z4kMsx66eGsnbG7PZmlXB7GH+xsGGKijdDyV7uaz8W4bb5xGr8vBWdZANZIOTix/u7uF8VBXD3FmzCR+WCH7DwNEdrTV3f5LK5zsLAHjn2olM7WZbR6iXEwdL6roc25xZjp2N4tHzRvX6XOKCjq4Y+fePhyiobOCM0UG4O9r1+ToArL13Fi1tmpLaRgLcHLGzsb6lqbO9LQcePYPcinq8XKzfPiKEEEIIIYT45ZEEhjhlHCiuZcE/f7RcnxTlTbSfq9XxdU2t3PJBMuV1TXx4/WQ8nPr+Al5U3cCdH6UA8PbGbN7emM3lk8P5y1lxONrZdBujtebJb/cDHC1w2VjN/aOqadm2BqfVX8LWEihNh9oiS9yFNk4c0KGst53C/FmzcA4ZDf5x4OqH55FmnnxiNWnlQfwzbJwlZmdelSV58eO9swn3ce52TAtGBvLIsr2k5FUxLswTrTXf7TnM5GifbleDdObj6sC8EQGs2lfModIjAFzQKTHTFzdzosP7JyYg7G1NxPhb/99ZCCGEEEII8cskCQxxytiRUwkYqwnyKxtYnlbE7XOHWhVb39zKtUu2sy3L2Dbx6LK9PLN4bJ9xmzLKjzv2/pZcQr2cuWnmkOMDGmtYuW4dKmUdr/pVkLDuDSjZD7WFOACP2kBDiQPYxkH0LGMlhX8c2TbhzHo9k/tOH84VkyNwPmZ1g7eLPeeNC2H5riIaW9osyZMb3t0BwF/OGtFj8gLg4glhPL/qAEs2ZvH8JfHsP1xLTnk9t8zq5jl0499XjOfKt7ayMaMce1sT04b2XrxTCCGEEEIIIQaaJDDECdXU2ka6+ctzU2s7F40PtTq2tLYJgNV3z+S0J9dQUNVgVVxjSxvXv5tEUnYFL14az5ZD5Szdkc8j543qcRUFQG1jC8+tPIC9jYnUhxawNDmfaF8Xbv0wmeLiw5Bbamz/KE03immWpkNtIQuABXagGxzhSCxEzQD/4eA3go+yXXhgTRWbLp5HkIeT5bEefzcJUCyIC7SsWDjW6aMC+Tgpjx05lZwW40tNYwtldcZr8rvp0b2+Bq4OtiwcGcjSHfn8bnq0JZEzfWjfdSwAbEyKuxcMI6d8J0tvmtqvbSBCCCGEEEIIMRBOWAJDKeUI/IhRU9AWWKq1fkgp9QywCGgGMoFrtNZV5pgHgOuANuAOrfX3J2q8oneNLW18u7uIOcMDrNqK0eH1Hw/x7IoDlutRvs6Mj7CuOGNRdQNeznY42NoQ4ulIbkV9nzFNrW3c+N4ONmWW84/FY1k0Nph2rflgay455fUMC3TrMfb+z9JoripkvKkQp5R8rihPh/R0ftC78N5bCXvNJ9o5g28sRE0nrSmIF3eZOH/BPM6cMRlMXRMk4zxq0GvWs+FgGYsTwwDYcqicFXuLuXFGdK9bJYYGGLflmZ/3/iKj1eo/rFhJAlj+O5394gZOi/Eh3NvZUqDTGgnhXmz44xyrzxdCCCGEEEKIgXQiV2A0AXO01nVKKTtgg1LqW2Al8IDWulUp9RTwAPBHpVQccAkwEggGVimlYrXWbSdwzKIHH23L5eGvjW/wWU+caXW7yq9Ti7pc/9Pnu/nurul9xhdUNfCfbXlMjjaSHQkRXnywNZe6ptYeO2i0tLVz6wc7WXeglKcuHM0FCcZqjwB3owjn1qxyI4HR3gZVuUY70tJ0KEunpTidxwv24OFoTpJ8A9i7gV8se5wncECHct15ZxhbQDzCwGSsSHjk1U3kuNTz2syp0M1zGurvZnk+Hb7cWYC9jYlbZsf0+hoEujtiY1LkmbuJ7C2sBmC6lds5Oq+a2JhRzq2zrds+IoQQQgghhBCDwQlLYGitNdDRBsHO/E9rrVd0Om0LcJH58rnAR1rrJiBLKZUBTAQ2n6Ah/+I1trRx3ssb2X+4lvPGBfP8JfFWx1bWt1guL99VxNljgvuM2ZlbSXqxsWrg4UVxJOVUsiytiFfWZXLLrN6/vL+3OQeAc8cZxSMXjgzk7Y3ZrEsv5awxQced396uueujFFbtK+aRc0dy8YRwaG2C8kwii1O5w2YVnt+8CCl1UH4QWju1J3XxZ29TAGltU/GLGsOw0eOJGp4AbkGgFMuWprEmvYTrYud1ecy2dk1qXjVXTonoMSFjY1I42dnw/KqD3DAjGnsbE2vTSzktxqfPlSy2NibCvZ15eU0mFyaE8tbGbII9HPFzc+g1rsPNs4bw6rpMy/XYgJ5XnwghhBBCCCHEYHNCa2AopWyAHUAM8LLWeusxp1wLfGy+HIKR0OiQbz527H3eANwAEB5+Ytpq/lJ8lpzP/sNGQuHLlEKrExgZJbW8sPogACGeTry+PouzRgf1uYritg93AkZByIUjA1k0NpgVe4tZmpTfawKjsaWN97fkMDbUw9I6dUKkNz4u9nyVUnB8AqOxhtSd23Dcs5LPhzaQkP0+bE+HymzQbQQCd9kqCrQvLS5jsYueaayk8B0GvkMpbnXm3MdXc9aYIF66NP645+Xv7kBJbRP1za1dOnj8Z1suzW3tDOmjY0ZDi7GI6IMtuUyN8eFwTSP3nzG815gOk6K8ySo7wpx/rAPg9/NirV794uFkx9hQD1Lzq3GwNTEpyseqOCGEEEIIIYQYDE5oAsO8/WOcUsoT+EIpNUprvRtAKfVnoBX4wHx6d9/KdDf3+RrwGkBiYuJxt4vupeZV8ecvdnc5VlzTaNle0Zt5zxmtTAPcHbhxZjR//WoP3+w63O1KiA7f7S6ioMqoYbEgLgAw2nNeNSWCdzfnoLXu8Yv4Hz5Joa6ptUvXDxs0V4xQpKWuonXTVmwrD0HZQWMbSG0R8UC8PegCO/AZAgEjYdQFRpLCL5YVh9246eN9LJ83jW8IQXEAACAASURBVJHBHl0e79Wv9wBw9dTIbscU6mXUjfh212EuHB/KkaZWxvxtBW3txvQ7fWRgn68hgIOdibR8YxvIuDBPq2L+MD+WT3fkWx5rcaL1RVABXv5tAi1tmihfl37FCSGEEEIIIcTJdlK6kGitq5RSa4HTgd1KqauAs4G55q0mYKy4COsUFgoUntCBniLe35LDhEjvXgtSHmv1vmIAfFzsefWK8Sx+dTNf7CzovjVoJx2tTAEunhDObydFsGRjNu9vyek1gbF6XwkA/71tWpekQLi3M02t7ewprGFUSNdEQl1TKxe9sBKbykzuCarh9JKd8GkGlGdAWQZ3tTaADbACcPAwEhXRs9C+sTy0sZk69yE8d+N5YHP81oyhtnXAPjYcLOuSwHhnUzZvb8wmxNOJuCD3bp/LmaOD+ONnu7jvszTOGRfMnsIaS0Lhw+sn4eVi3+trePXUSJZsyqa+uY3knDLcHW2J6KUFamf+7o5cMTmCJZuyOX1kYL+KcAKEeln3OEIIIYQQQggx2JzILiR+QIs5eeEEzAOeUkqdDvwRmKm17txW4r/Ah0qp5zCKeA4Ftp2o8Z4qDhTX8pcvjZUUN88awh9Pt24rQm1TKwDf3jkdd3PthSe/3c9vJ4X32MYT4IOtRi2Kof6u3DQzGhuTYsoQH/6bWtjrKopdBdXMjPUjzLvrF+iFowJ56KtdfLF6PaMm2xv1KCoOQXkmrfn7+K75sNG3phLYYALPCPCJgcgZ1LlFce2yahbMmMbvTp9kKZr57a4i3q1K5tn5Y7tNXgAM8XNlYqQ3H2/P40Zz0qa5tZ03NhwC4Pvfz8Clh+KgHUVD29o1L/2QYdky8vY1E5g6pO+Cmg8timPJpmye/Ha/5Zi120AAbpwZTU75EW6b03vdECGEEEIIIYT4JTmRKzCCgHfMdTBMwCda62Xm4pwOwErzl7gtWuubtNZ7lFKfYDSrbAVu/SV3IGlsaePVdZlcc1pUv9qS/nvdIcvlNzdkcefcoTja2fQSATWNLby9MRs7G4X/MVtGkrIrmT3cv9u4ouoG1uwvYVKUNx/fOMVyPMLHmdrGVn48WMbMWL8uMXkV9cx7bh1Nre1cFOcMuVuNJEXZQSjPwL88g3THDOwOtULHU3H0oNkjkrUNQ3AJOZv5M2YYbUq9o8H2aMFKV6ApZSPfZrfzu04JgCXm4pYXxB9XMqWLReOCefDL3aw/WMr0oX6sTS8hr6KBf18xvsfOJtA12fDC6oPMNb9eEyKtawd7bLLioUVxVsV1CPJw4u1rJvYrRgghhBBCCCFOdSeyC0kacFyVSK11jz8ja60fAx77Occ1GDz45W72FFaTnFuFq4Mtv5sebVXcjpwKPkvOB2DucH9W7y/hP9tyuea0qF7jPtqWC0BL29GSIR/dMJlLXttCSl5VjwmMh77aQ11TK9cfMz5PJ2PLxFVvbSP7bzPNKyiMrR71e5L52HSACIdivDbVwSZzkMkOvKPAJ4bVzWNYXebJ0zdcgPKNBWdvvk0t5K6PUlh+zjQ4pkZFZ/FhnnySlEd7u8ZkUlQ3tLAtu4K75g3FZOp9VcNFCaH8/es9bDhYRmu75ob3dgAwe1j3z7+zO+bE8K8fMgBYvd/YHtNb0uNY/73tNM55aSMzY/36/O8lhBBCCCGEEOIk1cAQRxVWNfDelhzL9RV7iq1OYDz1XToAkT7OvHn1BCY+topdBdW9xqzaW8zj3xhbF9beM8tyfHK0D7EBrqTlV3UbV9PYwoq9xVyYEMq8oe5QvNdIVFRkEr8vhY/t9xKlDsMTXeO9TH5UmgJpGnoORMUZKyl8YoytIDbG9Pv7E6spbGtkQkkov4nwob1d83lyAZ7Odgzro9XniCA36pvbyK2oJ9LXhc/NCZ3pQ/veyuFkb8MQP1f2H66lpLYJMLp82Nua+oz9w4JhTIjy5oo3jV1Nv5vWvyTEmFBPUh9agFMfq2WEEEIIIYQQQhgkgXGSHSo9Yrlsb2MiKaeCsromfF0deozZkVPBha9stlzvKLwZ6ePCuvRS2to1Nt2sPsgsreN37yYB4GRnQ+QxnShiA9xYllZk1LJobYSKLKjIpLnsECvWbOQ9uwLiM8vgscNd4qKdfKnEh7VtY0lMSCQ6dhT4DuXlVHhmTS73nzGcyb0UB330/FFcuySJF1Yf5Nz4YD7ense6A6U8cMZwbG16TyaMMBfafOLbffzfb8fzxvosJkZ5Mz7Cuu0cYd7OrNxrFDSdPcyP169MtCoOwMv5aLHOv5zdv20gQL+2CgkhhBBCCCHEr50kME6yktpGy+VLJobx7uYcVu8r5uIJ4T3GvP5jluXy+AgvLplonDsxyptt2RXsyKlkYtTxX+DPfGG95fK7102ExhqozDISFZVZXFuxk0vtMmh85h6c6ovo6FprDyzQztR7ROIUOQP8hhr1KMz/bJw8GXqkmd88spIH/eOIHhVFXVMrz6z5HoArp0T0+hrMGR7AO9dO5Kq3trFiTzHf7T7M8EA3bpjR90qUWPMKje/3FPPaj4coqGrgz2eN6DOug5/b0UTRxRPC+kyYdNaRAArpZycQIYQQQgghhBD9JwmMk6y4xti6cM7YYB44YwSr95Xw8fa8XhMYNY0tAKy+e2aXL883zIzmlXWZ/Hig1EhgaA11xVCRRXl+Orewlgi7Ys4IacThkxyoL+9yv2OdfEhVXhR5xBM98WrwGUK+KYjz/lPI5LghvHRZQo9j8nCyw6Sg8kgzAD8eKAXgD/Njcbbve5pNMidclqcVkZJXxeLxoVZ15uhcsPSp7/YT5OHIwpGBfcZ1cDbHKwVzRwRYHQdGzYsvbpna62oZIYQQQgghhBADQxIYJ9nEKG/uWRDLbXOGAjA/LoAlm7I5//828smNU7A7ZkXAp0l5bMosx97GxBA/V2hrgYocqMjCveIQ//TchH9SIWTWQGU2tBidaX2A22wUzS7BODgNgeCzjSKaXlHGSgqvSFpsXLjgwe+4N3YYt84yaqu++80+qnU1f+2jU4bJpPB0tie7/Ah//3ovb200VoncONO6eh4diYjv9hjbU6ZY0Y60w7Lbp3H2ixsAGBvq2e32mb4e9/Y5Q497ra0RH+7V7xghhBBCCCGEEP0nCYyTbHyEF+Mjjn4Jvn1ODEs2ZbMzt4q16aXMjwuApjqozKa+OIOcr1fyqG0RcY4V8ML9UJUHnbrLnmFyIKvVlzaP0dhEzwKvKD7MsOH13RqTVzjLfz8Xeigc6Qg42pmoqjdWUTS2tLFkUzYzhvrh7+bYbUxnbo62LEsrsly/7/RhONhaX6Qy2teFQ2VHGBHkzsKR1q+GGBXiwc4H53PzBzt44MzhVscBnDsumJfWZHDmaOtXbQghhBBCCCGEOPEkgTEYaA1HyqAyC5+KLDZN2cvmpCTCvqiA5WVwxGjT6Qzco6DR0R0bn2jwGw+jLuq0kiKKbzLbuPPjNCbWevPJb6dwuLqRP32xGoCtN83osuWiO76uDuwrqkVrzRvrD9Hc2s658SFWPY24IHdyyo0VH6NC3LllVo8dcrv1l7NHcO2SJO6cG2PV9pHOvFzs+eiGKf2KARga4Eb2k2f1O04IIYQQQgghxIklCYyTbdNLsPYJaK6zHAoGZtv7kdnshx65AOUdRaVjCFd+UUatUyhr/3J+j3c3c5ixemJbdgUltY2sO2AkP55dPJYA975XUSwaG8wrazP5MqWA1PxqHGxNLBoTZNVTeeS8UXy729gC8tbVE6yK6Wz2MH9+vHc24T7O/Y4VQgghhBBCCPHLJgmMk81/OMRfAV6Rxj/vKPCMYHVqKfcuTWPV1BnE+LvxzdYcdundXBsf1evdeTrbc/aYIJalFfHosn1UN7QQ4unEhQnWraK4Z8EwVuw5zB8/20VzaztXT420ejWEr6sD950+jImR3lZtOTmWUkqSF0IIIYQQQgghuiUJjJMtZp7x7xjx4Z4AJOdWEePvxs7cKrxd7Hnw7L5bhP7x9OEsSytid0E1h2sauTDBuo4eADYmRWyAG5mlRwC4e0FsP54M/d42IoQQQgghhBBCWEMSGINUtK8rAe4O/PWr3ewtrOHz5HzmjQiwKhER5u3MzbOG8MraTACGB7n167ELqhosl90c7fo3cCGEEEIIIYQQ4mfQ/76R4oQwmRSf3DiFRWOCWbIpm3YNF1i5DQTgxhlH25eeN876OIDHzx8NwKuXj+9XnBBCCCGEEEII8XNRWuuTPYYBk5iYqJOSkk72MAZcXkU9KXlVnD0mqF/dOdYfLCXK14VQL6krIYQQQgghhBBicFJK7dBaJ/Z1nmwhOQWEeTsT5t3/JMT0oX4/w2iEEEIIIYQQQogTT7aQCCGEEEIIIYQQYtCTBIYQQgghhBBCCCEGPUlgCCGEEEIIIYQQYtCTBIYQQgghhBBCCCEGPUlgCCGEEEIIIYQQYtCTBIYQQgghhBBCCCEGPUlgCCGEEEIIIYQQYtCTBIYQQgghhBBCCCEGPUlgCCGEEEIIIYQQYtCTBIYQQgghhBBCCCEGPUlgCCGEEEIIIYQQYtBTWuuTPYYBo5QqBXJO4EP6AmUn8PHEL5vMJzHQZE6JgSZzSgwkmU9ioMmcEgNJ5tOJFaG19uvrpF9UAuNEU0olaa0TT/Y4xC+DzCcx0GROiYEmc0oMJJlPYqDJnBIDSebT4CRbSIQQQgghhBBCCDHoSQJDCCGEEEIIIYQQg54kMP43r53sAYhfFJlPYqDJnBIDTeaUGEgyn8RAkzklBpLMp0FIamAIIYQQQgghhBBi0JMVGEIIIYQQQgghhBj0JIEhhBBCCCGEEEKIQU8SGH1QSrmZ/1ed7LGIU5/MJzHQZE6JgSZzSgwkmU9iICml5imlxp/scYhfDplTpx5JYPRAKZWglFoKXAegpViI+B/IfBIDTeaUGGgyp8RAkvkkBpJSKl4p9S3wBRBzsscjTn0yp05dtid7AIONUsoHeBiYAHgDW8zHbbTWbSdxaOIUJPNJDDSZU2KgyZwSA0nmkxhISikb4BUgAXgUyAVGmG8zaa3bT+LwxClI5tSpT1ZgHO9ZjB8KJmP8anAFxgH50BU/hcwnMdCeRuaUGFjyPiUG0jPIfBIDxDxvVgLTtdZfAp8Bs5VSjvJFU/wU5jn1HTKnTlmyAgNQSs3HaCm7ArhJa91kvqkU2KuUGqa1Tj95IxSnEqXUYsBfa/0yMp/EAFBKXQDM1FrfCdyuta433yRzSvwkSqkE4Ih53sj7lPifKKWigMNa6wbgNnmPEv8LpdSlGL+IJ2mt/6u1/tR8XAHtwAHAGWg8eaMUpxKl1EygUWu9FUBr/bn5uMypU9CvegWGUmqkUuoj4M9ABYDWukkp1fG6aCAYqDefLwWoRI+UUq5Kqc+Au4EK83xplvkkfiqlVJxS6kPgQeB2pVSA1rpeKdWRfJY5JfpFKRWllFoOvAy8q5SaY/7ckzkl+k0pFWneQ/4G8L45UVHf6RSZT8JqynATcB+QBTyjlLpGKeUKljoq+4G5gGNHzMkarxj8lFJuSqnPMepc3KiU8jIfV0opJXPq1PSrS2B0TEqllDfwI1ChtZ6ltU7qOKdj+ZD514I24NyTMVYx+B3zJhcGFGutJ2ut/wPGh63MJ9Efnd6jZgCvA1u01vHA88AUAK11q/l/ZU6JPh3zPnUPkKK1ngJ8CfwOZE4J63Uzn7ZqrecCPwCPKKVGdtwo80n0h/nL5BTgSa3128CtGF8sZ3TMO611PrAVuKhTjBA9acZ4b7ocKAQWg+Xvc22ueSFz6hTzq0tgYM6uaa0rMPZpOgAopa5WSi1QSkWbr3e8Np8C/ubiUzKhxbEcO10eA4QCKKVuAf6qlJqplOp8jswn0Rcn8//uBRZorf+llLIHhmIsc0QpZer0JULmlOhL51+VjgAt5uMewD6l1LBjzpc5JXrTMZ86Vu3sATBvm5wIXKaU8u90vswn0SOl1JXmv5W8zYf2ASFKKVut9SpgFzCNo39f2QEHMd7LhDhOpznlad4e+QawCmObSKJSKtZ8nklr3W5+L5M5dQr51SQwlFLzlVIrMZajXWI+/AIwQSlVBJwDnAl8qZQa2qmISwgQJsWnRGed5tPT5r2aAMlAkVLqLYxfEKqBB4CrlVHxGIwPYJlP4jjHzKlLtNZlWusjyigq1YzxR9xvwVgl1umLgLxHiW4d87n3G/Oc2QAMVUrtBE4HbDCW/i/olBSTOSWO0818asXYfhuvlBqrlBoL7AYiMLqPdJD5JLowr94PUkqtAa7C+Gx7USnlDuQB/hxta/kxRj0MXwCtdQvgCkSe6HGLwauHOfWyUspXa91o/jtqM1AC/AaMv6XMSYxWwA2ZU6eMX0URT6VUDEabnMcxWuXco5SK1lo/rpT6M+CttX7HfO6bwNUYdTEA3gSGn/hRi8Gqh/kUjJEQqwNmAZO11i1KqXKMZIYXUIaRBZb5JLroZk7d3fEehbH8GuB74HqllJ/WulQdbfUl71HiON3MqXuVUuFa62eVUunAE1rrC8zntmEk8Feaw2VOiS66mU/3KaV8MVay3gU8BniaL/8BmIexrxxkPolOzCtx2pRSbkCB1vpy8y/g/wJexNjWNhfzD4xa62ylVDVwHrDTfDd3y2oe0aGXOfVP4N/AhQBa64NKqR3AfPN7Wj5GEv8I8AeZU6eOX2wCo2MLiPkP/EnADq31V+bbVgPPKaXe0Fp/3XG++dxvMN44McdnYRQSEr9ifcynH4B/YPyR9hUQj7HH7kMgFbiAo0ViZT4JwKo51fEeVWIOscNY8l/ZKU7mlLDoY06twphT72G8H+UppUZorfcBazC+eGKOlzklrJlP/wA+1Vo/Yk64HjLfthFzJX+llJL5JMCy5ejvgI1S6hvAHXOCXmvdqpS6DSgC4jD+fjoPY9XqExjbJ7d13Jd80RRg1Zy6AyhUSs3UWq8zH/9CKTUCo42qKzAb2Cdz6tTyi9xCopS6BiOr9oj50C7gUqVUpPm6HZAJPNsRY15GdBXwEMYvnUIAVs0nW4w/zp7WWv+IUWzxbqXUH4GPgI3m+5GqxgL4ye9Rq4BEYOoJG6g4ZVg5pw6Zb6/FWOJ/h1LqToxfqFadyPGKwc3Kz71MjF84wZygUErdAFyH+Zdy+VIgwNLCcgfGatQMjHnVAsxWSk0ES6Ls78BT5s+714BpSqmt5ri1J2HoYpCyck5pjDn1cKe4xRir7NcAY8xJfHGKUb+0zxZltFp6H2NiXgVcprXer5R6HggAwjE+aJ8CngSuwcjW3Q9MAO7VWm8/GWMXg08/59NTwLVa68NKqQlAApCmtd58ckYvBqOf8B51nXlO2WG8X63QWmeflMGLQamfc+ppjErr4RjL/BOBV7TWW07G2MXg8xPeo67VWhcrpe7C2Hd+i/wdJTpTSk0HIrXW75mv/x9GUqwBuF1rPd684scfYxvJveatI56Ai9a64GSNXQxO/ZxT/wL+qLXOMsehtV5/koYuBsAvLoEBYN7nm6uUehKI+n/27ju+yvL+//jrkw0kAULYARIQEAhD2eBAFAXc2lpn3VatrV2K1l9bq9a23y7bqh1q3Ru1Kq4qQwSUDWHKHmElBAgJI2Rcvz/uO3gIScg4yTlJ3s/H4zxyzn1f93V/zp37nPs6130N59x3zBtEsSXQ1zk3y8y64NXW3eJv1tk5tzlUMUv4qub5dLtz7nBIA5awV41z6iG8c6ogpAFL2KvGOfUIcKs/oJlIuap53fuec67AzJo75w6GNHAJS2bWHO9mYZE/VsE1QLpz7n4zWwI845z7u5kNwRvf4qpKM5QmT+dU09You5A457b4Tx8D0szsPH/061zn3Cx/3e3AQT99kSovpCLVPJ8Ky8tDJFA1zqlDQFEoYpSGpRrn1AG+GRhWpFzVvO4V+duo8kLK5Zw76JwrcN/MRDMOyPaf3wj0MbMpwKt4M7qJVErnVNPWKFtgBDKz7+E1fzzTfz0Mr+9TNH5z/1DGJw2LzicJNp1TEmw6pySYdD5JsPiteBzwAV4z/3XmzQaxG0gHNqq7iFSHzqmmqVFXYJg/s4iZTcYb2bgAb6Cytc659aGNThoanU8SbDqnJNh0Tkkw6XySYPIHM4/Bm1L+HeAmIAfvh+f+UMYmDZPOqaapUXYhKeVfdJvjDeByFbDFOfexLrpSEzqfJNh0Tkmw6ZySYNL5JMHkzwpxCt5grz8B3nHOXa8fmlJTOqeapqhQB1AP7sTr+zROA+FJEOh8kmDTOSXBpnNKgknnkwRTJl4XpD/rfJIg0TnVxDTqLiTwTfPHUMchjYPOJwk2nVMSbDqnJJh0PomISDhp9BUYIiIiIiIiItLwNeoxMERERERERESkcVAFhoiIiIiIiIiEPVVgiIiIiIiIiEjYUwWGiIiIiIiIiIQ9VWCIiIhI2DCzB83sZ5Wsv8TM+tZnTCIiIhIeVIEhIiIiDcklgCowREREmiBNoyoiIiIhZWYPAN8FtgLZwEIgF7gNiAHWAdcBg4Ap/rpc4HI/iyeAtsBB4Fbn3Or6jF9ERETqhyowREREJGTMbDDwHDAciAIWAf8EnnXO5fhpHgF2Oef+bmbPAVOcc5P9dVOB251za81sOPBb59zY+n8nIiIiUteiQh2AiIiINGmnA+845w4CmNl7/vJ0v+KiFRAPfFJ2QzOLB0YBb5pZ6eLYOo9YREREQkIVGCIiIhJq5TUHfQ64xDm31MxuAMaUkyYC2OecG1R3oYmIiEi40CCeIiIiEkozgUvNrJmZJQAX+ssTgB1mFg1cE5A+z1+Hc24/sNHMvg1gnoH1F7qIiIjUJ42BISIiIiEVMIjnZiATWAkcAO71ly0DEpxzN5jZaOApoAD4FlAC/APoCEQDrznnHqr3NyEiIiJ1ThUYIiIiIiIiIhL21IVERERERERERMKeKjBEREREREREJOypAkNEREREREREwp4qMEREREREREQk7KkCQ0RERERERETCniowRERERERERCTsqQJDRERERERERMKeKjBEREREREREJOypAkNEREREREREwp4qMEREREREREQk7KkCQ0RERERERETCniowRERERERERCTsqQJDQs7MbjCzWfW8z+fM7JH63GddMrMZZnZLJevTzGypmfWoh1jGmFlmXe9HRESkPCpX1J7KFSISrlSBIZjZ1Wa2wMzyzWyHmX1kZqcFrO9rZu+ZWa6Z5ZnZdDMbFbC+l5m9a2bZZrbHzD4xs96heTfV518YZ1Qx7YNm9lIdhxR0zrmNwBXAU2bWMtTxVMY/Hzeb2QEz+6+ZJQWsu8LM5pjZwYr+Z/72r/jPB5nZQj/9QjMbFJAu3T9Xd5uZqyCvTqWFJjO7y/+cFJjZc+WkvcXM1vmfo4/NrFOZ9aea2Ux//S4zuztgXar/uTpoZqvN7JzqHbWaM7Mfm9lO//P9HzOLDVhX6Xv20/zczB71n5/tx3/Qfz/dAtKd5S/LNbNNFeQ1yszm+M8fNrNlZlZkZg+WSWdm9oCZbTGz/Wb2mpkllklzjpkt8s+jrWZ2RcC6f5vZ12ZWYmY3VPeYiUjlVK5QuSKchGO5wsxizewZP648M1tsZhPKpK3xNdXMNpnZIf8zmG9m/6vucaupcCxXmFk7M3vVzLb76Web2fAyaWt8nphZpJk94udf+v9sVc1DJ1WkCowmzsx+AjwGPAq0B7oCTwIX++t7ALOBZUAa0Al4B/ifmY30s2kFvAf09vOYB7xbf+9CqsI597VzbqxzLreiNOYJ2feCmfUD/gVch3cuHcQ7H0vtwTtff1dJNhOBD80sBu88fAloDTwPvOsvBygE3gBuPkFeH/vPtwOPAP8pJ+4z8T5DFwNJwEbg1YD1yX4+/wLaACcBgYWJV4HF/roHgMlm1raSuILCzM4D7gPOBlKB7sCvA5JU+J4DlB7vZOBt4Bd4x2AB8HpAugN+PvecKC//+TrgXuCDctJ9F+8cGY33ndQM+HvA++oLvIJ3LFsCg4CFAdsvBe4EFlUSi4jUgMoVTYfKFbUqV0QBW4Ez8a5TvwDeMLNUP+5gXFMvdM7F+49zK0kXNGFcrogH5gOD/byeBz4ws3g/7tqeJ78GRgEjgUQ/n8OVxCW14ZzTo4k+8L4w84FvV5LmReDDcpb/A5hZwTZJgAPaVLC+DV7BZD9eoeRhYFbA+r/ifanvx/vRcXrAugfxLg4vAHnACmBIwPpJwDZ/3dfA2RXE8BzwiP98DDDjRPsHxgNH8C5Q+cBSf/kMvC/jOf7y9/33+LKfx3wgNSD/Uf6yXP/vqIB1NwAb/Pg3AtcELJ+N9yMtF1gd+N78GB720+Th/ThODlg/wo9vH5BRzra/8bc9hPfjuiXwDLDDP56PAJEVHMtm/vHcC6zEu5BkBqx3wEnlHfty8noUeCXgdQ//mCeUSXdL4P8sYHkEsAtIBs71Y7eA9VuA8WW2OQlwFcTzNnBZmWWPAM+VWfZH4ImA1538990j4H29WME+egEFge8R+AK4vYL0w4Av/f/lDuBxIMZfl+rvN6rM//eWCvJ6BXg04PXZwM5y0h33nv3lrYEsIBK4DZgTsK6Ffz6dXGabc4BNFcSzCDi1zLKXgAfLLJsM3FPmM3UYaB7wvh4ubx9l8pkF3HCidHrooUfVHqhcoXLFN9uqXFF+PMeVKwLWZQCX+89rdU0FNgHnVPFz26TKFQHr9gODa3ue+DHn45f59Kj7h1pgNG0jgTi8Ox8VGQe8Wc7yN4DRZta8nHVn4H1Z5VSQ5xN4PzY6Ajf5j0Dz8e6YJuF9Eb5pZnEB6y8CXuObOzSPA5jXvPQuYKhzLgE4D+8LvFLOuRnOuTEn2r9z7mO8L7jXnVebPTBgmyvxals7433pfQk86+exCviVH2MS3h3lv+EVRv6MVwPcxsxa+Msn+PGPApYE7GM4XiEk2c/v7cDmbcDVwI1AOyAG+Jm/D1aIsgAAIABJREFUz854tc+P+vu8B+8Of/uAba/Du1AkAJvxaqaL8C7Cp+BdtCvqC/sr/z33wDvm11eQrir64d0dB8A5tx7vAtKritsPAzY453b7eWU4/+riy/CXn5CZReOdy59WJbn/CHwNkO7/HQHs8ZsfZpnZ+2bW1V/Xz485L2D7pZXEWQz8GO88GIlXOLizCjGW55jj7T9vb2Ztqrj9ecBU51xx2byccweA9VT9eHfEu+uxuCrJOf54xwI9/dcj/DyXmdd8/aUynxURqRsqV6ByhU/lijIqK1f4x64XXgVaeXFX65rqe9m8blj/M7OBlaRrcuUK87r+xOC19jwu7mqeJ/3xzu1v+V1n1pjZ96sSo9SMKjCatjbAbudcUSVpkvFqY8vagXf+tA5caGYpeAWJn5SXmZlFApcDv3TOHXDOLce7qB3lnHvJOZfjnCtyzv0J74dJYN/XWc65D/0vtxeB0i/lYj9tXzOLds5t8r+AqqUK+y/Ps8659c5rRvkRsN4595l/bN/Eu1gDnA+sdc696Of/Kt5djwv99SVAupk1c87tcM6tCNhHFvCYc67QOfc63p2g88vEsMY5dwivIFjaL/Na4CPn3BTnXLFz7hO8wlRgX8vnnHMr/HiT/HU/8v9HWcBf8ApT5bkC+I1zbo9zbiteYamm4vHuBAXKxSsAVcX5fNMFobZ5nYF3NyzvhCm9fV5hZgPMrBnwS7w7FqUF8RS8AtjdeM2pA7uYVCtO59xC59xX/vmzCa/J45lVfE9lld136fNQHO+JwMdlCoYV+Qi4xbyxQ1ri3SGFY4/3dXjfNT0p08VEROqMyhXlULlC5QpfueUKv2LjZeB559zqIO3rGrzWE92A6cAnFY3J0NTKFeaNmfUi8Gv3Tfen2uwrBa+FUS+8bnHfAh40s3FVjFOqSRUYTVsOkGxmUZWk2Y13R6OsjngXxb2lC/w++/8DnvQvoOVpyzf9/kptDkxgZj81s1X+IDv78L4UkgOS7Ax4fhCIM7Mo59w64Ed4zUGzzBvY75iBFKuiCvsvz66A54fKeR3vP+9Emffrv+7s1yx/B7gd2GFmH5jZyQHptpX5Et7s51eq7HEp3Wc34DzzBkFabWargb54Bc1Sgf+PbkC0H8M+/xj8C+8OTHk6Ucn/s5ry8foOBkrEa75aFYFjKAQzr0o556bi3TF6C+/9b/L3Uzpq+iHgHefcfOfcYfy+kv6P72rFad7gdlP8Wv79eHfATnR+VqTsvkufn/AY+X2ax/HNGCH1drzx+ry+iteMdQVe4QyOPd6lBe98vGM0sYp5i0jNqVxRDpUrVK4oJy/g6LX0Rby7/XcFrKrVvpxzs51zh5xzB51zv8XrHnJ6eWmbUrnCv8n0PvCVf1wqirs6+zrk/33IP+YZeC26VO6oI6rAaNq+xGtyeUklaT4Dvl3O8iuAL51zBwHMrDVeIeM959xvKskvG6+ZVZeAZaVN6TGz0/Hupl4BtHbOtcKrAQ1sLl4h59wrzrnT8C6WDvh9Vbarxv6rcne4Mtv92AJ1xetTiXPuE+fcOLyC3GrgqYB0nc3Mymy3vQr73Aq865w7OeCR4t8FKuXKpC/A6+vayn8kOucqarK3gwr+n76DfHNnHKBDJbGu4Js7X5hZd7w7VWsq2aY0bQe841Y6MOMKYECZYzaAb5pnnshEyh9AslzOuSeccz2dc+3wKjKigOX+6gyOPcalz82Pp7uZBdbyD6wkzn/gnRs9nXOJwM/55vw84P+t0fH2n+9yFTfTDjQUr89pdnl5+U2Xe1TyPghIG413t6cq3XVwzpU4537lnEt1zqX4+9jmP+D44y0i9UPlijJUrjiaXuWKMuUKP59n8Lo5XO6cK6wk7ipfUyvgqPicbxLlCvNmQ/kv3mfje5XFXZ3zBK/MASp31BtVYDRhfrOpXwJPmNklZtbczKLNbIKZ/Z+frPRO8W/MLMnMEszsB3izAEyCo02xPgFmO+fuO8E+i/EGMHrQ319fju3bmIBXEMkGoszslxxfI1ouM+ttZmP9L6jDeDWixVU6GFXf/y4g1Wo+ovaHQC/zpmqKMrPv4N21mGJm7c3sIv8LugCvNjgw/nbAD/3/0beBPlTtjvVLwIVmNtG8aZ7izJviLaW8xM65HXiFxj+ZWaKZRZhZD/Nm2ijPG8D9Ztbaz/MHZdYvAa729z2eypslvuzHerp/HB4C3i5tblkaP17lQIT/XqL9bcs2FZyBd/x+aN50ZaV3Nqb5eZmfV4z/Os4/dzCzNCA2oCkn/v8rDm9gqdLjGBWwbbqfZ1fg38BfnXOldxKfBS41b/q1aLwRtWc55/Y559b4x+hXfj6X4hWI3qrgGCXgDTyV799Ju6N0hX/R3wZc6x+rm/Au9hV5AbjZvCkNWwP/D28wtBO+Z45t5glen/d0M7vc3+aXeH2FV/t5RfjLo/3DH2ffjNx+up92f8C+o/30EXifxTjzmorjfxf18I93X7w+3w8550oCjveNZtbdvP70k4ApAXnH+HkbEO3nreuhSC2pXFEulStUrii3XIFXcdAHb7aQQxyrxtdUM+tqZqNLr3Vmdg9ei4rZFRyjRl+u8P+nk/E+w98NKC+UqvF54rxuZV8AD/jnRR+8lk9TkLrhwmAkUT1C+8DrJ7cAr5Z1J17tcOAI1ul4H8L9eBe/GcBpAeuvx6t1POCvL310rWB/bQPyO2a0cLwvtGf8dTvwplHchD+SMl4zzpcC8kr19x2F96NvHl5zrz3+PjpVEMNzlDNidRX23wZv5oK9wCJ/2QwCRmOmzMjKeKMjrwt4fRreKOS5/t/T/OUdgc/95fv8fPv6627Au/A87q9fA5wbkGfZGG7g2BHYh/t578ErRH1Q+v8pu62/rCXehTXT399i4MoKjmVzvAvWPsofLXwIXs12Hl4zyVfLO/YB6a/GG9X7AN50ZUll3pcr83jOXzcZ+FaZvE7xj/EhvDsop5Rz7gQ+Nvnr7gIeL5PXg+Wkf9Bf1wqvBr70M/Rbyoyujlcg2OafO+8DXcrEMsOP82sqGTkcrw/tarzP2Bd4F9nA//UEvDE29gF/8v/v5Y4W7qf/CV4Bej/eD//YKr7nBQSM1B9wrq/238cMjh0lf0w5ec3w1/0R+Fk5n9Gy6W/w1/Xyj9NBvKbFPynnff0a71zPxjvvWpf5vJTNe0xdfcfqoUdTe6ByReBylSucyhWUKVfwTYuewxx7jl9T5v9ck2tqP74pk+QAUylzvS7znhp9uQKvksvhlRsCj3fgjEQ1Ok/89Z3xur7k4w2M+736+r5tig/zD7qIhDEzuwHvYnFaqGMJR37t/U68KawqnI++Gvl9iFfQqOqYDE2KeaOlL8EryNf6ImJmK/EKiStrHZyIiJyQyhWVU7mifqlcIdWhJrMi0hgkAb8IRiHDN4NvBoaU47XEa/UQjEJGDPCCChkiIhJGVK6oXypXSJWpBYZIA6A7JSIiIhIsKleISEOlCgwRERERERERCXvqQiIiIiIiIiIiYS/qxEkajuTkZJeamhrqMERERBq15ORkPvnkk0+cc+NDHUtdU9lCRESk7i1cuHC3c67tidI1qgqM1NRUFixYEOowREREGj0zSw51DPVBZQsREZG6Z2abq5JOXUhEREREREREJOypAkNEREREREREwp4qMEREREREREQk7DWqMTBEREQqUlhYSGZmJocPHw51KA1KXFwcKSkpREdHhzoUERGRsKKyRfXVtlyhCgwREWkSMjMzSUhIIDU1FTMLdTgNgnOOnJwcMjMzSUtLC3U4IiIiYUVli+oJRrlCXUhERKRJOHz4MG3atFEBoxrMjDZt2ujOkoiISDlUtqieYJQrVIEhIiJNhgoY1adjJiIiUjFdJ6untsdLFRgiIiIiIiIiEvZUgSEiIlKPdu7cyZVXXkmPHj3o27cvEydOZM2aNaxYsYKxY8fSq1cvevbsycMPP4xzDoCXX36ZAQMGMGDAAEaNGsXSpUtD/C5EREQkHDS1coUqMEREROqJc45LL72UMWPGsH79elauXMmjjz7Krl27uOiii7jvvvtYs2YNS5cuZc6cOTz55JMApKWl8fnnn5ORkcEvfvELbrvtthC/ExEREQm1pliu0CwkIo1QcYlj/6FCWjWPrnE/szW78rj/7WX889rBtE2IDXKEIqH16/dXsHL7/qDm2bdTIr+6sF+laaZPn050dDS333770WWDBg3imWeeYfTo0Zx77rkANG/enMcff5wxY8bw/e9/n1GjRh1NP2LECDIzM4Mau4g0HXsPHOGeyUs5p097rhzWNdThiDQaoShbNMVyRb1VYJhZHDATiPX3O9k59ysz+wNwIXAEWA/c6Jzb529zP3AzUAz80Dn3SX3FKxLOCotL+GzlLrbtO0R2fgHZeQXszj9Cdp73fM+BAkoc3H12T348rleN9vHSV5tZuHkv7y/dzk2nafpEkWBYvnw5gwcPPm75ihUrjlveo0cP8vPz2b9/P4mJiUeXP/PMM0yYMKHOYxWRxmdn7mGue2Yua7PymbtxDxPSO9KyeXSowxKRGmqK5Yr6bIFRAIx1zuWbWTQwy8w+Aj4F7nfOFZnZ74H7gUlm1he4EugHdAI+M7NezrnieoxZJOwUFpdw92uL+XDZTgBiIiNomxBLcnwMnVvFMTClJW0TYvl8TTZvLNjK3Wf3JCKieq0wiopL+CBjBwAfLd+hCgxpdE7UUqK+OecqbC0VuHz69Ok888wzzJo1q75CE5FGYtPuA1z7zFz2HSzkoYv78ct3V/DUFxv42Xm9Qx2aSKMQTmWLxlyuqLcKDOeNGJLvv4z2H84597+AZF8B3/KfXwy85pwrADaa2TpgGPBlPYUsEnaKikv48etL+HDZTu6fcDJXDutKYlxUuV9Qvdon8INXF/PVhhxGnZRcrf3MXp9DzoEjDExpyYLNe9m1/zDtE+OC9TZEmqx+/foxefLkcpfPnDnzmGUbNmwgPj6ehIQEADIyMrjlllv46KOPaNOmTb3EKyKNw6od+7numXkUl5Twyq3DGZDSirkb9/Cf2Ru5cXQqbeLVVVSkIWqK5Yp6HcTTzCLNbAmQBXzqnJtbJslNwEf+887A1oB1mf6ysnneZmYLzGxBdnZ2XYQtEnSbdh9g/+HCam1TXOL46ZtLmZKxg59PPJnvndmDls0qHuNiXN/2xMdG8c7ibdWO790l20iIi+LRy/rjHHyyYme18xCR440dO5aCggKeeuqpo8vmz59Pz549mTVrFp999hkAhw4d4oc//CH33nsvAFu2bOGyyy7jxRdfpFevmnULE5GmaeHmvXznX18SFWG8eftIBqS0AuDH5/TkcGEx/5q5IcQRikhNNcVyRb1WYDjnip1zg4AUYJiZpZeuM7MHgCLg5dJF5WVRTp7/ds4Ncc4Nadu2bV2ELRJUby7Yyjl//pyxf/ycDzJ2HJ3OqDLFJY573lzKu0u2M2n8ydx2Ro8TbhMXHcmE9A58tHwnh45UvefV4cJi/rdiFxPSO9CvU0t6tos/2p1ERGrHzHjnnXf49NNP6dGjB/369ePBBx+kU6dOvPvuuzzyyCP07t2b/v37M3ToUO666y4AHnroIXJycrjzzjsZNGgQQ4YMCfE7EZGG4Iu12Vz79FySWsQw+Y6RnNQu4ei6k9olcMmgzrzw5Say9h8OXZAiUmNNsVwRkllInHP7zGwGMB5YbmbXAxcAZ7tvfs1lAl0CNksBttdroCJB5Jzjr1PX8thnaxnZvQ15BYV8/5VFjOvbnkcuSa+wi0ZJiWPSWxm8vXgbPzu3F3eMOXHlRalLT+3Mmwsz+WzVLi4c2KlK20xbnUV+QREXDfQaPE3s35G/TVtLdl6BZiMRCYJOnTrxxhtvlLtuxowZ5S5/+umnefrpp+swKhFpbD5atoMfvraYk9ol8MJNw8q9hv/w7J68u3Q7T85Yz4MXhU//fRGpuqZWrqi3Fhhm1tbMWvnPmwHnAKvNbDwwCbjIOXcwYJP3gCvNLNbM0oCewLz6ilckmAqLS7hncgaPfbaWbw1O4YWbh/HfO0dz/4STmbkmm3P+9DmvzN1CScmxrTFKShz3v72MyQsz+fE5vbhrbM9q7XdEWhs6toyrVjeSd5dsIzk+lpE9vL5wE/t3VDcSERGRBuSN+Vv5/iuLGJDSitduG1HhDYjU5BZ8e3AKr8zdwvZ9h+o5ShGR6qvPFhgdgefNLBKv4uQN59wUf3DOWOBTvy//V865251zK8zsDWAlXteS72sGEmmI8g4XcufLi/hi7W7uPrsnPzqn59FxK753Zg/O69eB+97O4OfvLOO9pdv43WUDSE1uQUmJ44H/Luf1BVv54diTuPuc6lVeAEREGBcP6sxTX2xgd34ByScYpCv3UCHTv87mmuFdifRnLunVPp7ubVvw0fIdXDuiW/UPgIiIiATNtn2HWLl9P3sOeFOo5+QfYc+BAnIOHGG3/3zX/gLO6NWWf157Ks1jKi/u3zX2JN5alMnj09fx6KX96+ldiIjUTH3OQpIBnFLO8pMq2eY3wG/qMi6RurQz9zA3PDuPdVn5/N+3BnDFkC7HpUlNbsErt4zg9QVbefSDVZz32Ex+PK4XmXsP8uq8LXz/rB78eFzNB9e57NTO/PPz9UxZup0bRlc+HeonK3ZypKiEiwK6m5gZE9M78o/P15OTX6CRykUkrPg3RhYA25xzF5hZEvA6kApsAq5wzu0NSN8V7+bIg865P9Z/xCI1V1LiuOzJ2ezaX3B0WYuYSJLiY2jTIpbOreLo3zmRtOR4bj4tjZioEze2TmndnCuHduXVeVu4/YwedG3TvC7fgohIrYRkDAyRpmD1zv3c+Ox88g4X8Z8bhnJGr4oHmY2IMK4a1pWxJ7fjF/9dzu8+Wg3A987szs/O7V3hTCNV0at9An07JvLO4m0nrMB4f+l2uiY1Z1CXVscsn9C/A49PX8enK3dx5bCuNY5FRKQO3A2sAhL91/cBU51zvzOz+/zXkwLS/4VvZjwTaVBW7tjPrv0FTBp/MhcO7EibFrE0i4msdb53jT2JNxZs5W/T1vLHbw8MQqQiInWjXmchEWkqZq3dzbf/8SUlzvHG90ZWWnkRqH1iHP+6bjD/vHYwD1/cj/vGn1yryotSl53amaWZuazPzq8wTVbeYWav283Fgzodt8++HRPp1qY5Hy7XOBgiEj7MLAU4Hwgciexi4Hn/+fPAJQHpLwE2ACvqK0aRYPp8TTYAlw/uTErr5kGpvACv/HHtiG68vSiTDZWUFUREQk0VGCJBtnrnfm54dh6dWzfjnTtH07dT4ok3CmBmjE/vwHUjU4NSeQFw0cBORBj8t5LBPD/I2EGJ45juI4ExTUjvyJx1u9l38EhQYhIRCYLHgHuBkoBl7Z1zOwD8v+0AzKwFXkuMX58oUzO7zcwWmNmC7Ozs4EctUkMz12TTp2Mi7RLKn7msNu4Y04PYqEge+2xt0PMWEQkWVWCIBJlXEeB46ZbhdGrVLNThANAuMY7RJyXzzuJtx810Uuq9pdvp0zGRnu0Tyl0/sX8Hikoc/1u5qy5DFRGpEjO7AMhyzi2s4ia/Bv7inDvh7WXn3L+dc0Occ0Patq1aCzqRupZfUMTCzXs5o1dyneSfHB/LDaNTeT9jO1/vzKuTfYiI1JYqMESCbNrqLAZ3a33CGT/q22WndiZz7yEWbtl73LotOQdZvGUfFw86vvVFqf6dW5LSuhkfLdtRl2GKNFr79u3jySefrLP84+PjK11/zz330K9fP+655x7++c9/8sILLwDw3HPPsX379jqLqw6NBi4ys03Aa8BYM3sJ2GVmHQH8v1l++uHA//npfwT83MzuqveoRWroy/U5FJU4zuxZd5Vqt53enRYxUTz22Zo624eIBE9TLFtoEE+RINq1/zArtu/n3vG9Qx3Kcc7t24Fm0ct5e9E2hqYmHbPu/QzvC+bCcrqPlDIzJvbvyLOzN5J7qJCWzaLrNF6ROvXRfbBzWXDz7NAfJvyuwtWlhYw777zzmOXFxcVERganH3tl/vWvf5GdnU1s7LGVq8899xzp6el06lTx5z8cOefuB+4HMLMxwM+cc9ea2R+A64Hf+X/f9dOfXrqtmT0I5DvnHq/nsKURKygqZuqqLIaktq6TLh4z12TTLDqSwamtg553qdYtYrjptDT+NnUty7flkt65ZZ3tS6TRUdniqLosW6gCQySIpq/2bvSNPbldiCM5XovYKMand+CDjO08eFFfYqO8LzXnHP9dvI2hqa3pfIIuLxPSO/DvmRuYumoXl52aUh9hizQa9913H+vXr2fQoEFER0cTHx9Px44dWbJkCStXruSll17ib3/7G0eOHGH48OE8+eSTREZGEh8fz913382UKVNo1qwZ7777Lu3bt2fjxo1cffXVFBUVMX78+Er3fdFFF3HgwAGGDx/O/fffz6pVq4iPjyc1NZUFCxZwzTXX0KxZM7788kuaNQuPrm+18DvgDTO7GdgCfDvE8UgT8c6ibdz39jIiDIanteGCgR0Z369D0KYfn7k2m5E92hy9fteVm09L47nZG/n9x6t56OJ0uiY1JzIiOGNyiUhwNcmyhXOu0TwGDx7sRELp1ufnu5GPfuZKSkpCHUq5Pv86y3WbNMV9tGz70WUrt+e6bpOmuBfmbDzh9iUlJW7ko5+5m5+bX4dRitSNlStXhnT/GzdudP369XPOOTd9+nTXvHlzt2HDBuecF9sFF1zgjhw54pxz7o477nDPP/+8c845wL333nvOOefuuece9/DDDzvnnLvwwguPpnn88cddixYtKt1/4Ppf/epX7g9/+INzzrkzzzzTzZ9f+We6vGMHLHBhcO2v64fKFlJV97651A148BP3p/997c7643TXbdIU1/3+D9y1T3/lXpu32e09UFDjvDftznfdJk1xz87aEMSIK/avz9e5bpOmuG6TprheD3zoJv51pvvRa4vdk9PXuc9W7nRbcg644uLwLOuI1CeVLWpWtqhNuUItMESCpKComFnrdnPpKZ2DNntIsI3q0Ya2CbG8vWgb49M7At7gnZERXveQE/FmSOnIS3M3k3e4kIQ4dSMRqalhw4aRlpYGwNSpU1m4cCFDhw4F4NChQ7Rr57XkiomJ4YILLgBg8ODBfPrppwDMnj2bt956C4DrrruOSZMm1fdbEJEASzP3MSClJT8Z14sfn9OTVTvymJKxnSkZO5j01jIeeGc5p/dM5qfn9q5214yZ/vSpVZ2WvbZuPb07I7sns2rnftbuyuPrXfl8tSGHdwJmM2sRE8l9E/tw3Yhu9RKTiJxYUyhbqAJDJEjmbdzDwSPFYdl9pFRUZAQXD+zE819uYt/BI7RsFs17S7Zzes/kKjdxndi/A/+ZvZFpq7O4eFDnug1YpBFr0aLF0efOOa6//np++9vfHpcuOjr6aKVoZGQkRUVFR9eFa2WpSFNz6Egxa7PyOadPe8D7bPbtlEjfToncc15vlm3L5YOMHby5MJN7Jmfw4Q9Pq9bn9/M1u0lp3Yy05BYnThwEZkb/lJb0Tzm2oiX3UCHrsvJYsyufdxZv4+H3VzIiLanCGcxEpH41hbKFZiERCZJpq7OIjYpgVI+6md4sWC45pTOFxY4pGTtYtGUv2/Yd4qJKBu8s69SurWmfGMuHmo1EpFoSEhLIyyt/asKzzz6byZMnk5XljaOzZ88eNm/eXGl+o0eP5rXXXgPg5ZdfrpO4RKRqVmzPpbjEMSDl+JYVZsaAlFbcP7EPPz23F6t27GfJ1n1VzvtIUQlfrt/Nmb3ahvyHRctm0QzulsRVw7ryxNWn0iI2knsmZ1BcwRTtIlK3mmLZQhUYIkEyfXUWI3u0oVlM3Y/4Wxv9OiXSq308/128jXeXbCc2KoJz+3Wo8vYREcaE9I7M+DqbAwVFJ95ARABo06YNo0ePJj09nXvuueeYdX379uWRRx7h3HPPZcCAAYwbN44dOyqvJPzrX//KE088wdChQ8nNza1xXDfccAO33347gwYN4tChQzXOR6QpW5rpfQYHdmlVabqLB3WmRUwkL321pcp5L9y8lwNHiuut+0hVtU2I5cGL+rFk6z6enb0x1OGINElNsWxh3ngZjcOQIUPcggULQh2GNEEbsvMZ+6fPeejifnx3ZGqowzmhf8xYz+8/Xk1CbBRn9G7LE1efWq3t527I4Tv//orHrz6FCwY0rKkXpelatWoVffr0CXUYDVJ5x87MFjrnhoQopHqjsoVUxd2vLearDTnM/fk5J0z7//67jDcXZDL352fTqnnMCdP//uPVPDVzA4t/OS7sxp5yznHrCwuYtW43H999Bqn11MVFJFyobFEztSlXqAWGSBBM86dPPat3+I5/EejiQZ0wg7yComp1Hyk1JDWJ5PhYPlq2sw6iExERaVgyMnMZkFJ564tSVw/rRkFRCW8t2nbixHgDeJ7atXXYVV6A1z3mkUv6Ex0RwaS3MihRVxIRqWOqwBAJgulfZ9GzXTxdkpqHOpQq6dSqGSO7tyExLooxvavfJDUywhif3p5pq7M4dKS4DiIUkZpYtmwZgwYNOuYxfPjwUIcl0qjlHipk4+4DDCxn/Ivy9O2UyKldW/Hy3M2cqCV0dl4BK7bv54xe4Tu+VoeWcfy/C/owd+MeXp5X9a4xItIwhFvZQrOQiNRS3uFC5m3cw02j00IdSrX8/vIB7DtYSGxUzcbsmJjekZe+2sL0r7OqNAWrSDhwzoV8ELy61L9/f5YsWRLUPBtTV1ORurDMH/+iqi0wAK4Z3o2fvrmUrzbsYWSPNhWmm7WufqdPrakrhnTh/aU7+N2Hqzird1tSWjeMGzoiwaCyRfXUtlyhFhgitTRr7W4Kix1nhfH0qeXpktT8uOnRqmNYWhKdWzXjz5+uoaBIrTAk/MXFxZGTk6Mf5NXgnCMnJ4e4uLhQhyIStpZmejORJUofAAAgAElEQVSKlDcDSUXOH9CRls2ieXlu5TMCzFyzm6QWMaR3qvn1uj6YGb+9rD8OuP/tZfqelSZDZYvqCUa5Qi0wRGpp2uosEuKiGNytdahDqVdRkRH85tJ0bnh2Pn+fuo6fndc71CGJVColJYXMzEyys7NDHUqDEhcXR0pKSqjDEAlbGZn76NameZUG5CwVFx3Jtwan8MKXm8jOK6BtQuxxaUpKHF+szea0k5KJiAj/u7tdkpozafzJ/Oq9FUxemMm3h3QJdUgidU5li+qrbblCFRjSpBQWl/D2okwuHtSZuOjaT3daUuKY/nU2Z/RqS3Rk02vQNKZ3O741OIV/fL6e8ekdSO8c3neIpGmLjo4mLa1hdfUSkfCXkZnLkNSkam939fCuPDNrI28s2Mr3zzrpuPUrd+xnd/6RsO8+Eui6Ed2YkrGdh6es5IxebWmfqNZb0ripbFH/mt4vLmnSPl6+k0lvLeN3H60OSn7Lt+eyO7+AsQ1k9pG68Ivz+9KmRQw/e3MpR4pKQh2OiIhIvcnKO8yO3MNVHsAzUI+28Yzq0YZX522huJzZO2au9ce/6Bm+A3iWFRFh/P7yARQUlfDAO8vVrF5Egk4VGNKklE53+vyXm5i/aU9Q8jOjRjN5NBYtm0fzm0v7s3pnHv/8fH2owxEREak3GVurP4BnoGuGdyNz76GjlRWBZq7J5uQOCbRrYK0YureN56fn9uKzVbt4P2NHqMMRkUZGFRjSZBSXOKZ/ncX4fh3o3KoZkyZncLiwdoNPTl+dxcCUVrSJP77valMyrm97LhrYib9PW8vqnftDHY6IiEi9yMjcR4RBeufEGm0/rm97kuNjefmrY6cfPVBQxMLNezmzgd4gufm07gzs0ooH31uh6dZFJKhUgSFNxuIte9l3sJALB3bi95cPYMPuA/zl0zU1zi87r4ClmbmMbWCzj9SVBy/qR2JcNPdOzqCoWF1JRESk8VuamUvPdgk0j6nZsHIxURF8Z2gK01bvYvu+Q0eXf7k+h8Jix5k9G2YFRmSEcc+5vdlz4Aifr9HghiISPKrAkCZj6uosoiKM03slM/qkZK4a1oWnvtjAkq37apTfjK+97iiqwPAktYjhoYvTycjM5elZG0MdjoiISJ1yzpGRua9a06eW58qhXXHAa/O+aYUxc202zaIjGZzacGc4G949iVbNo/l4ubqRiEjwqAJDmoxpq7IYlpZEYlw0APdP7EP7xDjunbyUgqLqN2+c/nUW7RJi6depZs1GG6OJ/Tswvl8H/vzpGtZl5Yc6HBERkTqTufcQew8WMqBLzca/KNUlqTljerXltflbKfRbMM5ck83IHm2Ijar9jGmhEh0Zwbg+7Zm6KqtG5SwRkfKoAkOahK17DvL1rrxjWkskxkXz6GX9WbMrn8enratWfoXFJXyxZjdn9W6HWfjPzV5fzIyHLulH85hI7p28tNxR1UVERBqDpZleC86azEBS1jXDu5GVV8DUVbvYknOQTTkHG9TsIxUZn96BvIIi5qzPCXUoItJIqAJDmoTpfnePs/u0P2b5Wb3bcfmpKTw5Yz3Lt+VWOb/5m/aQV1DEWeo+cpx2CXH86sK+LNqyj+fnbAp1OCIiInUiIzOXmMgITu5Q+5aYZ53cjk4t43h57hY+L50+tVfDHP8i0Gk9k4mPjeLjZTtDHYqINBKqwJAmYeqqLLontyAtucVx635xQR+SWsRw7+SMo003T2T66ixiIiM4rRHcHakLlwzqzNiT2/F/n6xmc86BUIcjIiISdEu37qNPxwRiompfnI6MMK4a1pUv1u7m1blbSGndrNwyS0MTGxXJ2JPb8b+VOzXAt4gEhSowpNE7UFDEl+tzKhxss1XzGB65JJ2VO/bzzxnrq5TntNVZDO+eRHxszUYdb+zMjEcv7U90RAQPvrci1OGIiIgEVXGJY/m2XAak1G78i0DfGdqFyAhj5Y79nNGrbaPpojohvQN7DxYyb9OeUIciIo1AvVVgmFmcmc0zs6VmtsLMfu0v/7b/usTMhgSkjzGzZ81smb/NmPqKVRqXWet2c6S4hLF9Ku7ucV6/Dlw4sBN/m7aWNbvyKs1vS85B1mcf4Kze6j5SmQ4t47h6RFdmrdvN4UIN3iUiIo3Hhux8DhwprvUMJIHaJcZxbl+vq+sZDXT61PKc2bstcdERfLxc3UhEpPbqswVGATDWOTcQGASMN7MRwHLgMmBmmfS3Ajjn+gPjgD+ZmVqMSLVNW5VFQmwUQ1OTKk334IV9SYyL5p43l1JUXEJJiWPPgSOs2ZXH7HW7eXfJNp7+YgMPf7AS0PSpVTE8LYnCYsfiLTWbqlZERCQcLc30xs0aWMsZSMr6/lknMaZ3W05vRF1Um8dEcWavtny8fCclGtxbRGqp3tq/O+ccUDqvYrT/cM65VUB5zeT6AlP9bbPMbB8wBJhXLwFLo1BS4pj2dRZn9G5LdGTl9V9t4mP59cX9uOuVxQx7dCr7DxVSVM6FNiYygrN6tyW1EfRNrWuDuyVh5g16OrJHm1CHIyIiEhQZmftoHhNJj7bxQc03vXNLnrtxWFDzDAcT0jvyyYpdLN66l8HdKr+hJCJSmXrtwG9mkcBC4CTgCefc3EqSLwUuNrPXgC7AYP/vMRUYZnYbcBtA165d6yJsacCWb88lO6+As6vYWuL8/h3ZMfEwa3bl0TYhluT42GP+to2PJbFZVKPpl1rXWjaLpnf7BOar36uIiDQiSzNzSe/cksgIlQeqYmyfdkRHGh8v36kKDBGplXqtwHDOFQODzKwV8I6ZpTvnlleQ/D9AH2ABsBmYAxSVk+e/gX8DDBkyRO3S5BhTV2URYTCmiuNVmBm3ntG9jqNqWoalJfHWwkyKikuIOkErGBERkXB3pKiEVdv3c/2obqEOpcFIjItm9EnJfLR8Jz+f2Ec3gkSkxkLya8I5tw+YAYyvJE2Rc+7HzrlBzrmLgVbA2noKURqJaauzOLVra5JaxIQ6lCZraGoSB44Us3LH/lCHIiIiUmtf78zjSHFJUGcgaQompHcgc+8hVmxXeUBEaq4+ZyFp67e8wMyaAecAqytJ39zMWvjPxwFFzrmV9RKsNAq79h9m2bbcSmcfkbo3LM1rKjpvo7qRiEjwmVmkmS02syn+6yQz+9TM1vp/W/vLh5nZEv+x1MwuDW3k0lAtzfQGph6oCoxqGde3A5ERxkfLd4Q6FBFpwOqzBUZHYLqZZQDzgU+dc1PM7FIzywRGAh+Y2Sd++nbAIjNbBUwCrqvHWKURmL46C4CzT24f4kiatvaJcXRNaq5xMESkrtwNrAp4fR8w1TnXE28w8Pv85cuBIc65QXgtQP9lZvXalVYah4zMfbRuHk2XpGahDqVBSWoRw/C0JE2nKiK1Um8VGM65DOfcKc65Ac65dOfcQ/7yd5xzKc65WOdce+fcef7yTc653s65Ps65c5xzm+srVmkcpq7OonOrZvRqH9wRwqX6hqYmsWDTXrzJiEREgsPMUoDzgacDFl8MPO8/fx64BMA5d9A5VzqWVhygLySpkYzMXPqntNI4DjUwPr0D67MPsHZXXqhDEZEGSiPqSaN0uLCYWWt3c3afdipghIFhaa3JOXCE9dkHQh2KiDQujwH3AiUBy9o753YA+H+P9iM0s+FmtgJYBtweUKFxDDO7zcwWmNmC7OzsuoteGpyDR4pYsyuPgSktQx1Kg3Revw4AfKRWGCJSQ6rAkEbpyw05HCosZmwVp0+VujU01RsHQ91IRCRYzOwCIMs5t7Cq2zjn5jrn+gFDgfvNLK6CdP92zg1xzg1p27ZtkCKWxmDF9v2UODSAZw21T4xjcLfW6kYiIjWmCgxplKatyqJZdCQjurcJdSgCpCW3IDk+hvkayFNEgmc0cJGZbQJeA8aa2UvALjPrCOD/zSq7oXNuFXAASK+/cKUxWLq1dABPtcCoqQnpHVi5Yz9bcg6GOhQRaYBUgSGNjnOOaauzOK1nMnHRkaEORwAzY2hqEvPUAkNEgsQ5d78/hlYqcCUwzTl3LfAecL2f7HrgXQAzSysdtNPMugG9gU31Hbc0bBmZuXRIjKNdYrmNd6QKvulGotlIRKT6VIEhjc7Xu/LYtu8QZ6v7SFgZmppE5t5D7Mg9FOpQRKRx+x0wzszWAuP81wCnAUvNbAnwDnCnc253iGKUBiojcx8D1PqiVrokNSe9c6LGwRCRGlEFhjQ6U1d5rYXPUgVGWBmW5o2DMU/dSEQkyJxzM5xzF/jPc5xzZzvnevp/9/jLX3TO9XPODXLOneqc+29oo5aGJvdgIZtyDjKwi8a/qK0J6R1ZsnWfbmqISLWpAkManWmrs+jfuSXt1bwzrPTpmEh8bJQG8hQRkQYpY5s3/oVaYNTe+HSvG8knaoUhItWkCgxpVPYcOMKiLXs1+0gYiowwTu3Wmvkb91Z5G+cc/565nmWZuXUYmYiIyIll+NeiAZ3VAqO2erSNp2e7eHUjEZFqUwWGNCozvs7COTi7jyowwtGw1NZ8vSuPfQePVCn9F2t38+iHq7n66a9Yvk2VGCIiEjpLt+4jtU1zWjaPDnUojcKE9A7M37SH3fkFoQ5FRBoQVWBIo/L5mmyS42NJ76TmneFoaKo3DsaCTVVrhfHkjHW0S4glITaK6/8zj3VZ+XUZnoiISLk+WbGTaauzND17EI1P70iJg798uoZd+w+HOhwRaSBUgSGNhnOOOetzGNWjDRERFupwpBwDu7QiJjKiStOpLtqyl6827OG2M7rz0i3DMYNrn57L1j2aN15EROrPZyt3cdcri0jv3JIHzu8T6nAajT4dEzi/f0denruFkb+dyk3Pzefj5Ts4UlQS6tBEJIypAkMajfXZ+WTnFTCqh+6OhKu46EgGpLSs0kwkT05fT6vm0Vw1rCvd28bz4s3DOXikiGufmUuW7tSIiEg9mP51Fne+vIg+HRN54eZhJMSp+0iwmBlPXHMq0356Jref2YMV23O5/aVFjPjtVB56fyWrd+4PdYgiEoZOWIFhZklVeGg0Iwm5OetzABh9UnKII5HKDEtLYvm2XA4eKaowzZpdeXy2ahfXj0ylRWwU4M1i8txNw8jOK+DaZ+ay90DVxtEQkfCjsoU0BDPXZPO9FxfSs308L940nERVXtSJ7m3juXf8ycyeNJZnbxzKiO5JvPjVJsY/9gUX/n0WbyzYinMu1GGKSJiIqkKa7f6jsjb5kUDXoEQkUkNz1uWQ0roZXZKahzoUqcTQtCSenLGeJVv2MaqCyqZ/zlhPs+hIbhiVeszyU7u25unvDuGG5+Zz/bPzePmW4bobJtIwqWwhYW32ut3c+sICerSN56Wbh2vgznoQFRnBWb3bcVbvduw5cIR3l2zj9flbuXdyBvsPFXLL6d1DHaKIhIGqdCFZ5Zzr7pxLq+gB5NR1oCKVKS5xfLkhR91HGoDB3VpjRoXjYGzdc5B3l27nqmFdad0i5rj1o05K5smrT2Xl9v3c/PwCDh0pruuQRST4VLaQsPXl+hxufn4+acktePmW4eVei6RuJbWI4cbRaXz4w9OZ2L8Dv/lwFR8u2xHqsEQkDFSlAmNkkNKI1JlVO/aTe6iQUT3UfSTcJcZF06dDIvMrqMB46osNRBjcekZahXmc07c9f7piIPM37eGOlxdqwC+RhkdlCwlL8zbu4ebn59OldXNeumU4Saq8CKmICOPPVwzi1K6t+dHrS1i4+cRjaIlI43bCCgzn3NHR8sys3PZzgWlEQmHO+t0AjFQLjAZhWFoSizbvo7D42IqH7LwCXp+/lUtP6UzHls0qzePiQZ159NL+zPg6mwfeWVaX4YpIkKlsIeFo4eY93PjsPDq0jOPlW4eTHB8b6pAEbwDwp747hM6tmnHL8wvYkK0p1UWasirPQmJmTwO7zGyrmc01s6fM7Ad1GJtIlc1Zn0OPti1onxgX6lCkCoamJnGosJgV248dYfy5ORs5UlzC987sUaV8rhrWlVtOS2Pyoky25Gh6VZGGRmULCRebcw5w/X/m0y4xjldvHUG7BJUnwklSixieu3EoZsYNz84nJ78g1CGJSIhUZxrV04H2zrkuwGXAO0CLOolKpBoKi0uYt3GPuo80IEPTWgMwP2A61bzDhbzw5WYmpHegR9v4Kud1y+ndiTTj+S83BTlKEakHKltIWPhi7W7yC4p46rtDdDMkTHVr04Knrx/Crv2HNQaWSBNWnQqMr4DWAM65bc65D51zv6ubsESqLiNzHwePFGsAzwakXUIcqW2aHzOQ50tfbSHvcBF3nHlStfLq0DKOCf078sb8reQXVDw1q4iEJZUtJCxs2XOQmKgIuier/iycndq1NX+98hSWZu7jR68vprhE06uKNDXVqcD4N/C5mf3MzE43s5Z1FZRIdcxZl4MZjOiuCoyGZGhqEgs27aGkxHG4sJhnZm3k9J7J9E+p/lfLTaNTySso4q2FmXUQqYjUIZUtJCxszjlAt6TmRERUNrOvhIPx6R345QV9+WTFLh75YGWowxFpUHbnF+Bcw674q04FxkvAG0AUcCcwx8zW10lUItUwZ30OfTsmapqzBmZoWhJ7DxayPjufyQsz2Z1fwB1jqjb2RVmndG3NoC6teG7OJkp0N0akIVHZQsLC5pyDdGvTPNRhSBXdODqNm0an8ezsTTwza2OowxFpEBZt2cuQRz7jzD/M4Pcfr2b5ttwGWZkRVY20mc65XwUuMDMNzywhdbiwmIVb9nL9yG6hDkWqaVhqEgBfbsjhqS82MKhLK0bWohXNjaNTufu1JXy+JpuzTm4XrDBFpG6pbCEh55xjy56DGkurgXng/D5s33eIRz5YyYGCIm4YnUpiXLmTGokIsHTrPgBSWjfjqZkb+MeM9aQlt+CCAR05f0BHerdPwCz8W6FVpwXGEjO7O3CBc05DAEtILdy8lyNFJSp0NEDd2jSnbUIsf5u6jq17DnHHmB61+tKc2L8j7RNj+c9s3YkRaUBUtpCQy84v4OCRYlKT1QKjIYmMMB67chDj+rTnz5+uYdRvp/Hbj1aRtV8zMIuUZ312PolxUbx8y3DmP3AOv72sP51axfHE9HWMf+wLxv1lJo99toadueH9GapOBUZ74HYz225mU8zsN2b27boKTKQq5qzfTWSEMTQtKdShSDWZGcNSk9idX0DPdvGM69O+VvlFR0Zw3YhufLF2N+uy8oIUpYjUMZUtJOQ2+9Nwd01SBUZDExcdyb+/O4QpPziNs05ux1MzN3Da76dz31sZbMjOD3V4ImFlXVY+PdrFY2a0bhHDVcO68vItI5j783N4+JJ02rSI4a9T13L5P+aw7+CRUIdboSpXYDjnrnDO9QHSgF8Ca4DhdRWYSFXMWZ/DwJSWxMdWpzeUhIuhqd50qref2SMoA6ddNawrMVERPDt7U63zEpG6p7KFhIPSCoxubTQDSUOV3rklf7/qFKb/bAxXDE3hncXbOPvPn3PHSwuPNpsXaerWZR3gpLbxxy1vmxDLdSO68fr3RvLWHaPIyjvMT99YGrbjylW5AsPMJpjZV0AGcB+wxjn3szqLTOQE8g4XkpGZq+4jDdi3hnThkUvSuXhQp6Dk1yY+lksGdeLtRdvCuuZYRDwqW0g42JJzgMgIo3OrZqEORWqpW5sWPHJJf2ZNGsudY3owe91uLn5iNre+sEBTrkqTlnuwkN35BfRod3wFRqBTu7bm/53fl6mrs/jXzA31FF31VKcLyZPAT4EReNOe/cHMrqqTqESqYP6mPRSXOEb10PSpDVV8bBTXjuhGVGR1vooqd+PoNA4VFvPa/K1By1NE6ozKFhJym3IO0qlVHDFRwbsWSWi1TYjlnvNOZs79Z3PHmB58unIX01ZnhToskZBZ53epKq8FRlnfHdmN8wd05I//+5q5G3LqOrRqq8439S7n3Gzn3F7n3GfAecADdRSXyAnNWZdDTFQEp3ZrHepQJIz06ZjIiO5JvDBnE0XFJaEOR0Qqp7KFhNzmPQfplqTuI41RfGwUPx3Xi04t4/iPpluVJmy9X4FxohYY4I1T9/vLB9AtqTk/eHUx2Xn+2NrOQe42WPcZHDlYl+FWqjoVGJvM7BEzi/FfFwJVHinPzOLMbJ6ZLTWzFWb2a3/5t/3XJWY2JCB9tJk9b2bLzGyVmd1fjVilAdqZe5ifvL6kyoMuzVmfw5BurYmLjqzjyKShuXF0GttzD/O/lbtCHYqIVK5WZQuRYNiSc4BubTSAZ2MVFRnBd0el8uWGHFbt2B/qcERCYn1WPjGREXRpXYWucs4RX7iHZ888yEWH32PZP67HPX0u/K4b/KUvvHQ57FpR90FXoDojHzrgMuBWs//P3nmHt1le/f9ze+8tOx6xHcdOYmcnDkkIIRACBAhlr1J2S/sWCi2lFEp5SwcttP2V9XZAW0YXlFEIK6ElKZCEELKHRxI7HvHeQ96W7t8fj7wS25HiIVs6n+vSJenR/TzPUS5FPvo+53yPOgokAn9XSqVprY/asX8HsFprbVZKeQNblVIbgEO24z53wvprAF+t9VylVACQrZR6RWtd6EDMwiTBatV89/V9bMurJbeimbfuOhNfr6GFibqWTrLLm7j/ghnjGKUwWViTHsPUCH9e3FbAxXNjnR2OIAhDM9LcQhBGRGNbF/WtXSJguDjXL5nK0x8d5cVtBfzy6vnODkcQxp38ajPJUQGDt203lUPpbijdZdxXHIK2OpKAH3pCfUsQJV5pTJ17NUSnG7eYjHF/Dz3YLWBorW8Ao5ICmAPMt93+pJRK0VpPPcX+Gui5tO5tu2mtdY7tuCftAgQqpbwAf6ATENnURXnxs0K25dVy+YI43t5XxhMbDvO/lw79H+NzWz/WcjHwFAbB00Nxy/JkfvZ+DodKG5kTH+rskARBGISR5haCMFKKe0eoSguJKxMW4MNVi+N5bVcJD6ydRVSQr7NDEoRxJa/KTEZcCHQ0Q9lem2CxG0p2Q3OZscjDC2LmQPqlfUKFKZ2fbyjn9T2lvHTJEs6ZGe3cN4JjFRgAaK3bgV22m0MopTyB3UAq8Fut9Y5hlr8BXAaUAwHAd7TWdY6eU5j4HK5o5omNuZw3K5onr1tAqL83L2wrYOWMKM4d4j/JZ/k1BPp4Mi9BfpgKg3Ptkqk8+Z8jvLCtgN9cu8DZ4QiCMAwjyS0EYSQU1bUAkBwlFRiuzq1nTuNvnxfzjx3F3HNemrPDEYSxpasdao5AVQ7dldn8sOlTMrsr4RdlGHUCQEQKJK+A+MUQnwlT5oK330mH+snlURwsa+I7/9zH+/esJM7JE5vsFjCUUhcBjwJhwH7gN1rrzx05mdbaAixQSoUBbyml5mitDw2x/AzAAsQB4cAWpdRHWusB81yUUncCdwIkJiY6Eo4wAejotvDtf+4j2NeLx6+ah1KKhy5OZ0dBHfe/tp8N315JdPDJ/5E+y6/ljGkReI/i9ArBtQjx8+bqxQm88sVxHrooHVOwXG0RhInGaOQWtosju4BSrfU6pVQE8E8gGSgErtVa1yulzgceB3wwqjq/p7XePEpvRZikFPVWYIiA4eqkRgexaoaJv35exNdXpQzbqiwIk4buTqjNg6psqM6FqhzjVl8A2jCz9/TwYqqagjlqHmEzboW4RRC/CAIi7DqFv48nv7txEZc+u5W7/rGHf9653KlTmxwdo3offaPOfn26o8601g3Ax8DaYZZ9Gdiote7SWlcB24DMExdprZ/XWmdqrTNNJtPphCM4kd/85wg55U08cdW83h+Yft6ePHvDQswd3Xz3tf1YT5jbXdHYzrHqFs6U9hHhFNxyZjKdFit/31Hk7FAEQRic0cgt7gVy+j1/ENiktU4DNtmeA9QAl2qt5wK3AH8dSeCCa1BU24Ip2JcAH4eLkoVJyO1nTaO6uYP3D5Q7OxRBcAyrFWqOQvZ6+PhxeO0W+O1S+Hks/H45vHkHbPl/hogRkwFnfw+ufhG++TkbL9vDhZ2/pOHi52DVA5C2xm7xoocUUxBPXD2PvcUNPLExd4zepH048m1dqbXeZnv8kVJqO7ADeMWenZVSJqBLa92glPIH1gBPDLNLMbBaKfU3jBaSZcBTDsQrTHA+P1bL858e44YzprImI2bAa2kxwTyyLoMfvn2IP28t4Gtnp/S+tv1YDQDLp0eOa7zC5CPFFMS5M0387fNi/uec6XK1RRAmHiPNLRKAS4DHMIQQMNpPz7E9fhnjgsn3tdZ7++2aBfgppXy11h0jegfCpKaotpVkMfB0G85OiyI1OogXthVwxcL4wTz4BGFi0GusaTPXLNsHHT12kArCkyA6A2ZebNxHz4LItEFbQI4eNDyxU0wj8/pZNy+OnQV1/HlrAefNiubMVOdcTHZEwChUSv0M+InWuhPHR53FAi/bSj09gNe01u8ppa4AngVMwPtKqX1a6wuB3wIvYkwpUcCLWusDDpxPmMA0tXfx3df2kxQRwA8vGdys88aliWw5Ws0vP8xlWUokc21+F5/l1RIW4E1GbMh4hixMUm45M5lbX9zJ5pwqLpKJJIIw0RhpbvEU8AAQ3G9bjNa6HEBrXa6UGsxM6Spg71DihbSnug9Fta2scFISLow/SiluW5HMw28dYldRPUuSHbsKLQijjtZgrjRaQMr32wSLPdBUarzu4QUxs2Hu1UbrR8xsMM0EH/vFiLwqM/Fh/qNSafaDS9KZHh3E0hTnXUgetzGqNvFh4SDb3wLeGmS7GWOUquCC/Gh9FhVN7bz+jeUE+g7+MVRK8cRV87jo6S3c8+pe3vvWWQT4ePJZfi3LUyLx8BDVXDg1K9NMxIT48sbuEhEwBGHicdq5hVJqHVCltd6tlDrH3hMqpWZjVIBeMGRQWj+P0dJCZmamHmqdMLlp77JQ0dQuI1TdjCsXJvDLjYd5YWuBCBjC+NJSY/hTVOcagkWV7b69oW9N+DRIOtNmrLnYZqw5Mt2qfKUAACAASURBVNPM/Goz06ODRhi8ga+XJzcvTx6VY50u4zZGVRB6eO9AGW/tLeXe89JYlBg+7NqwAB+evG4BN/zxc370ThbfWp1KaUMb31iVMux+gtCDp4fiykUJPP/pMaqbO8TMUxAmECPMLVYAX1JKXQz4ASG2ttNKpVSsrfoiFqjq2cHWcvIWcLPWOn9s3pUwWTheZxh4ioDhXvj7ePLlpYk890k+x+tamSoGrsJo01ZviBPVOX2mmtW50FLdt8Yv1Gj9mH1F38jSmDkOe1OcCqtVk19tZuk012m9H9cxqoJQ0djOw28dYv7UMO5enWrXPstSIrn73FSe3ZxHdbNR7btcDDwFB7hqUQK//zif9ftK+epKEb8EYaJxOrmF1voh4CEAWwXG/VrrryilfoVh0vm47X69bU0Y8D7wUD/fDcGNKaztETBG1hcuTD5uWpbE858e4y/bC3l4iFZmQTglVivUHjXaPioO9okV5oq+NT5BYJoFMy40BAvTLOM+eAqMgwdLWWMb7V1Wpke7zvfcKQUMpdQerfWika4RBKtVc//r++nstvLUdQscGoF673lpbMur4ZMj1UQH+zJ9hCY0gnuRGh3EgqlhvL6rhDvOmiamXYLgZMY4t3gceE0pdQeGIXhPO+rdQCrwiFLqEdu2C2yTzgQ3pKi2BYAkuQLvdsSF+XPRnCm8uvM4966ZQdAQ7cyCMIDmCijZ1WeuWba3z1jTy9/wpph+bp9IET0LQqeOi1AxFHlVZgBSTaPTQjIRsOd/a7pSajjzTAWEjlI8ggvz2q7jbM2r4bEr5jAtyjEBwsvTg6evX8jFz2zh7Bkm+QEqOMzVixP44duHyCprYk68fGUJgpMZ1dxCa/0xxrQRtNa1wHmDrPkZ8DOHohRcmuK6VoL9vAgL8HZ2KIITuP2sabx3oJw3d5dwy5nJzg5HmEhYuqA239YCkguVhwyxYjBjzfjFEJ8JUWngMfGm3eVXG0LtaHlgTATsETBm2bHGMtJABNfnvQPlpEYH8eUzTs/RfWpEAP/5ziqC/EQlFxzn0nlx/OS9bN7YXSIChiA4H8kthFGjqLaFDYcquH3FNHy87K/uLKxtJTkyUC6KuCmLEsNZMDWMF7cVcNOyJDGHd0esFqgr6BMqqrINr4qao2DtMtYoD8NYM3G5IVYkZI6KseZ4kVdlJizAm8hAH2eHMmqc8peg1rpoPAIRXJv2LgtfFNZx07KkESUKU0JPnm0sCPYQGuDN+RkxrN9Xyg8uTncoyRUEYXSR3EIYLd7aW8Ijb2dh7ugmLTqI89Jj7N63uLaF2SJouzW3nzWNe17Zy38PVzn02REmGVYrNBYPFCmqsg2horu9b11YkmGmmXZBXwtI1IxJI1YMRn61memmIJcSauVStjAufFFQR2e3lbPSxHxTcB5XL07g/QPlbM6tYu2cKc4ORxAEQThNmtu7eOTtQ7y9r4wlyeHsO97AzsJ6u3+EdluslNS3cbGM13ZrLpozhSkhfry4rVAEDFfBaoXavH4+FXsM4aKrpW9NSLwhVExbZdyb0g3/Cl/XabPoIb/KzBoX+2yLgCGMC1uOVuPj6cHSaTJvW3AeK1OjiA725Y3dJSJgCIIgTFL2FNdz76t7KWto577zZ3DXualc9fvP2FVYZ/cxyhra6bZqkmUCiVvj7enBTcuT+NWHhzlc0czMKcHODklwlOaKPrGidDeU7oWORuM1nyCIWwiLbuoTKqJnGSNM3YD6lk5qWzpdagIJ2ClgKKVmAfHADq21ud/2tVrrjWMVnOA6bDlaw+KkcAJ8RDMTnIeXpwdXLIrnT1sKqG7uwBTs6+yQBMFtkdxCcBSLVfP7j/N48qOjxIb68drXl7E4ybgwsiQ5nJc/K6K9y4Kf96mN9IrqjKuxiZEygcTd+fIZiTy96Sj/2FHEjy+b4+xwhKFobzQqKU70qzBXGq/3GmteZTPWXGy0f0xAY83xIr/aNoHEhQw8wb4xqvcAdwE5wJ+VUvdqrdfbXv45IEmGMCxVze3kVjTzwNqZzg5FELh6UQLPfXKM9ftK+erKFGeHIwhuieQWgqOUNbTxnX/uY0dBHZfOj+OxK+YQ4tc3PSQzOYI/bingUGkjmcmnrvYsqm0FIEkEDLcnPNCH1TOj+eBQBf976Ww8xczTuXS22Dwq+vtV5PRNAAHwDjRaPlLPN0SL+MUQO29Se1WMBb0Chsm1KovsuRz+NWCx1tqslEoG3lBKJWutn8YYcyYIw7ItrwaAlakmJ0ciCJAWE8z8hFDe3CMChiA4EcktBLv57+Eqvv3qProsVn59zXyuWhR/kiFdZlI4ADsL6+0UMFrw9fIgJljMwQVYNz+WjVkV7Cio5czp4tc2LnR39AkV1TmGSFGVAw39PJ69/IwqiuSzBraAhCaCh5ixn4q8KjM+Xh7Eh7uWsGOPgOHZU9qptS5USp2DkWgkIUmGYAdbjtYQHuDN7LgQZ4ciCIBh5vnI+iyyyhqZHecefZCCMMGQ3EKwi85uK/e/tp8pIX784abFTIsavJc7MsiXFFOgzQdj+imPW1TbSmJEgIzOFABYPSuaAB9P3t1fLgLGWGC1Ql0+lOzq86qoONg3qtTDG6LSjBGlC21+FdHpEJ7s1i0gIyWvykxKVKDLVRXZI2BUKKUWaK33AdiulqwDXgDmjml0wqRHa83WozWsSI2SJEGYMFw6P46fvpfDG7tLRMAQBOcguYVgFx/lVFLb0smvr50/pHjRw5KkCDZmVWC16lPmHMV1rdI+IvQS4OPFeekxbDxUzk8um423p1zdP22sVmgohMpsYwLIUMaay++C2PnGuNLI6eDpPexhBcfJr25hboLr5bn2CBg3A939N2itu4GblVLPjUlUgstwpNJMVXMHK2V8qjCBCAvwYU1GNOv3lfHQRen4eEmiIgjjjOQWgl288kUxcaF+nJ126jbUxcnh/HPXcfKrzaTFDN3zrbWmqLaVFamSmwh9XDovlnf3l7Etr4ZzZkY7O5yJj9bQePxkr4rqw9DdZqwRY02n0d5l4Xh9K1csjHd2KKPOKQUMrXUJgFLKD0gFNJCvtW7XWm8b4/iESc6Wo9UAnGVH4iEI48nVixP44GAFHx+u4oLZMlJVEMYTyS0Eezhe18rWvBruWZ1mVwn0Epv3xc7C+mEFjOrmDtq6LFKBIQxg1UwTwX5evHegXASM/mhtjCrtL1L0CBWdzX3rgmONto/M2w2fClM6TJkjxppOoqCmBa1huotNIAH7ppB4YTiC3w4UAR5AglLqReBhrXXX2IYoTGa2HK0hxRRIfJh8eQkTi7PTTEQF+fLG7hIRMARhnJHcQrCH13cdB+DaJVPtWp8cGUBUkA+7Cuv48tLEIdcV1RkTSBIjRMAQ+vD18uSCjCl8mFXBY1fMwdfLDasEujug4pDR+lGZZRMsso0Rpj0EmsA0CxbcMNBY0z/ceXELJ5FX1TOBxA0FDOBXQDAwTWvdDKCUCgF+bbvdO3bhCePFR9mVvLW3lKevX4DXKPX9dXRb2FFQy/VLhk4iBMFZeHl6cOWieF7YWkCtuYPIIF9nhyQI7oTkFsKwdFusvLarhFUzTHZfBFFKkZkUwc6iumHXFda0AJAcObynhuB+XDo/ljf3lPDpkRrOz4hxdjhjS4+xZunuPnPN/saafmGGP8Wcq2wihe0WKK1Xk4H8ajNKQYrJ9b7n7BEw1gEztNa6Z4PWukkp9T9ALpJkTHq6LFZ+8l42xXWtrJphsvtKx6nYXVhPe5eVs6THVJigXLUogec/Pcb6fWXcftY0Z4cjCO6E5BbCsHxypJqKpnYe/VKGQ/tlJoezMauCyqZ2YkIGH5FaXNeKp4dyudGCwshZkRpFeIA37+4vcy0Bo7MVag73tX9UHBjCWPObfV4VIfGgxIB/spJXZSYh3B8/b9erJLJHwND9E4x+Gy1KqZO2C5OP9fvKKK5rJSLQh6c3HeWyhXGjUja3Ja8GLw/FsumRoxClIIw+M6cEMzc+lDf3lIiAIQjji+QWwrC8uvM4UUG+nJfu2I/IHh+MXYX1XDIvdtA1RbWtxIX5yaQJ4SS8PT1YOyeW9ftKaeu04O8zyX78dbVD7dETjDWzob4Iw2oI8PQB00yYcwXEZxpihWmmGGu6GPnVLUx3wfYRsE/AyFZK3ay1/kv/jUqpr2BcJREmMd0WK7/9bx4ZsSE8sHYmt764k9d2Huem5ckjPvaWo9UsSgwnyNeej5kgOIerFyfwo3eyyC5rIiMuxNnhCIK7ILmFMCRVTe1szq3iaytTHBYZMuJC8Pf2ZGdh3TACRou0jwhDcum8WF75opjNuVVDfoacjqULavNsZpo2kaIq12gJ0VZjjYcXRKZC7AKY38+vIiIFPCU3d2UsVs2xajMrXPQisj2f3ruAfymlbgd2Y8h3SwB/4IoxjE0YB947UE5BTQt/+MpiVs0wcUZyBM9uzuOazKkjKjmqNXeQVdbEd9bMGMVoBWH0+dL8OH76Xjbv7C8TAUMQxg/JLYQheX13CRar5rrTaGn19vRgwdQwdg3jg1FU18olcyfoD1PB6SxNiSQqyJf3DpRNDAGjx1izdLdxK99viBc9XhXKA8KnGQLF7MsNg83oDEO88PJxbuyCUyhraKOj2+qSE0jAvjGqpcBSpdRqYDaggA1a601jHZwwtlismmc2H2XWlGAuyIhBKcV3L5jBdc9/zl+3F/G1s1NO+9jb8mvRGlamif+FMLEJD/RhaUoEH+VU8uBFs5wdjiC4BZJbCENhtWr+ufM4y1IimBZ1elUSS5LD+b//5mHu6D6pCrSxtYuG1i4ZoSoMiaeHYp2tCqO5vYtgP+/xO3l/Y80ec83+xppBMYZXxcy1fcaaUWkyqlQYQO8EEncVMJRSqUCM1nozsLnf9pVAmdY6fwzjE8aQ9w+Wc6y6hd/duAgP23z1pSmRrEyL4vef5HPD0sTTbv/YerSaED8v5iWEjWbIgjAmrEmP4cfvZlNQ03LaCbMgCPYjuYUwFNuP1VJc18p3Lzj9Cs7M5AisGvYVN3DWCRdSiuqMCSRJ0kIiDMO6ebG89FkhH+VUcsXChFOut1g1z396jIvmTCHZnjxCazBXDfSpqMo1Hnc0GWu8A8VYUzgtegQMd/bAeAr4wSDb22yvXTqqEQnjgtWqeXbTUdKig1g7e8qA1757wUwu/+02XtpWwN2r0xw+ttaarUdrWJEahaeHfMkKE58eAWNTTiVfXXn6lUeCINiN5BbCoLzyRTGh/t5ceEJu4ggLE8PwULCzsO5kAaO2FUAqMIRhWZQYTlyoH+/tL7dLwHjs/Rxe2FZAW2c3910wc+CLLbVQndM3AaRHsGir71vjH2FUU8y9BuIWGOaaYqwpnCb51WYiAn2ICHTNFiJ7BIxkrfWBEzdqrXcppZJHPSJhXNiYVcHRKjPP3LCwt/qihwVTw1iTHsNznx7jpmXJhAY4VjqXX91CWWM7d62W9hFhcjA1IoBZU4L5d7YIGIIwTkhuIZxEXUsn/86q5MtLE0fkwxXs5016bMigPhjFdYaAkRghAoYwNB4eiktsVRiNrV3D5sJ/+7yIF7YVEEwrAZW7YNdnNqEix6iqaKnqW+wbCtGzIP1Lhk9FtM2vItAklRXCqJFXZSbVRasvwD4BY/Ah2gbScDUJsVo1z2w6ynRT4JAmVvedP4OLn9nCH7cc4/4LZw66Zii2Hq0GYGWqacSxCsJ4cX5GDL/9bx71LZ2Eu6hiLQgTCMkthJP4154SOi1Wrj/DcfPOE8lMCuf13SV0WawDJpkU1rQQHexLgI9MYRCG59L5cfxxSwEfZlVw7YmGst0dUHmI/L2fErhjE9uDContPg75GDefIKOCIu0Co7IiepbhWRESJ0KFMObkV5tZO+f0q9gmOvZ8e+9USn1Na/3H/huVUndgOIcLk4x/Z1eSW9HMU9ctGLLFIyMuhEvmxfLCtgJuW5FMZJCv3cffcrSGpMgAEqU8U5hErEmP4dnNefz3cBVXLjp1uaggCCNCcgthAFprXt15nAVTw5g1ZeQToTKTI3h5exE55U0D/LiK6lqlfUSwi7nxoSRGBPDB/iKuTWw2zDR7zDUrDoClk+lAmFc4IdOW8XrVeeTqZB657UoInQoejo0AFoTRoNbcQX1rl8v6X4B9Asa3gbeUUjfSl1RkAj7IqLNJh9ZG9cW0qEDWnWI01HfWzGDDwXL+8Ek+D1+SYdfxO7utfH6slssXxo9GuIIwbsyNDyUmxJePcipFwBCEsUdyC2EAe4rryasy88RVc0fleJnJ4QDsKqwfIGAU17ayIlVaXIVBsHRD3bFeY01VlcO/9D5Cjx+H31uMNTZjzfZFd/LYgQD2dKfwh29+icjIQD775z6+KKjjkfAk574Pwa3JrzaMil11hCrYN0a1EjhTKXUuMMe2+X2bc7gwydiUU0V2eRO/vmY+Xp7DK8Op0UFcsTCBv2wv4qsrU4gJGa7i12BvcT0tnRZWpkn7iDC58PBQnJcew/q9pXR0W/D1EuMsQRgrJLcQTuSVL44T6OPJunlxo3K82FB/EsL92VVUx+1nTQOgvctCRVM7yVKB4d5YLVBfOHD6R1UO1B4FS6dtkYLwZHxjZvBc3nzmL1rGyhXngGkmnVbFzX/ewb6WBl752jKm2ibamIJ9qTZ3oLVGSZuI4CR6R6i6eQUGAFrr/wL/HcNYhDFGa83Tm46SGBHA5QvsSxDuPS+N9ftK+b/Nefz08jmnXL81rwYPBcunR440XEEYd85Pj+EfO4rZnl/LOTOjnR2OILg8klsIAE3tXbx3oIwrFsYTeJrj2wdjSXIEW/Nqen9Q9hp4ioDhPrQ1QNleKN/fZ6xZfRi62/vWhCYaHhVpawyfiuhZEDUTfAII0pq3n/yULdU+rIzJQGvNw28d4IuCOp6+fgGLk8J7DxMV5ENnt5Xmjm5C/BwzwBeE0SK/2oyftwfxYa5rJzVuDkZKKT/gU8DXdt43tNY/UkpdAzwKpANnaK132dbfCHyv3yHmAYu01vvGK2ZX4+PD1RwsbeSXV807ZfVFD4mRAVy7ZCqv7izmzrNTmHoK1+5Pj9awYGoYof7yxS1MPpZPjyTAx5OPcipFwBAEQRgn3tlXRnuXleuXJI7qcRcnhfPW3lKK61pJigzsN0I1cFTPI0wQujuh8iCU7jF8Kkp2GVUVPQTHGoaamXf0Tf8wzQTf4CEPqZTi0nlxPLXpCJVN7by1t5TXd5dwz3lpXLZgYLu0Kdjwi6tu7hABQ3AaeVVmUqKCTpoy6UqMpwVzB7Baa21WSnkDW5VSG4BDwJXAc/0Xa63/DvwdQCk1F1gv4sXp01N9ER/mzxWLHPOn+NbqVN7YXcKzm4/yy6vnD7musbWLgyUN3L06baThCoJT8PP25Ow0Ex9lV/HTy6QEVBAmA0opT2AXUKq1XqeUigD+CSQDhcC1Wut6pVQk8AawBHhJa323k0IWTuDVncWkx4YwLyF0VI+7JDkCgJ2F9TYBw+gNT5IRqpOftnpb60e2UVlRtrfXWBOAwGiIXwzzrzPuYxdAQMRpnWrd/Fie/OgID/3rIP89XMW6ebF8Z83Jua4pyGi1rmnucGkDRWFik19tZmFi+KkXTmLsFjCUkcnfCKRorX+ilEoEpmitv7Bnf621Bsy2p962m9Za59iOP9zuNwCv2BurcDJbjtaw73gDP79i7oBxYvYQG+rPV5Ym8dJnBQT7eZMRG0J6bAip0UH4ePUd67P8GqwaVqaJOZYweVmTEcPGrAqyypqYEz+6ybQgCAMZaW5h414gB+gZXfEgsElr/bhS6kHb8+8D7cAjGJ4bp+6JFMaFQ6WNHCpt4sdfmj3qonFadBAhfl7sLqrj6sUJFNW2EuLnRViAXB2fNLQ3GS0f1TmGUNFzM1f0rfEJhth5sPQbhlgRvxhCE0ZtXOl0UxAZsSFszq1i/tQwfn3N/EE/q1HBxgj2anPHqJxXEBylrdNCaUMb1ywe+SjqiYwjFRi/A6zAauAnQDPwJsaVDLuwXSXZDaQCv9Va77Bz1+uAy4Y45p3AnQCJiaNbeugqaK158qMjxIX6cfXi05uucNe508kpb+JvnxfR0W0FwNtTkRodTHpsMBmxIXx+rJYgXy8WTA07xdEEYeJy7kwTHsoYNywChiCMOSPKLZRSCcAlwGPAfbbNlwHn2B6/DHwMfF9r3YJR/Zk6SrELo8Dbe0vx9lRcZqc3lyN4eCgykyPYWVgP9IxQDZTquolIZ4shVPT4VFTlGiabjcf71nj5Gy0f01f3awGZNapixVB87expvLitkD/evBg/78FNvk1BRgtJTbMIGIJzyK82ozVMj3btNjlHBIylWutFSqm9ALZyTB9HTqa1tgALlFJhGOPT5mitDw23j1JqKdA61Dqt9fPA8wCZmZnakXjchbf3lbK3uIFfXj1vQMWEI0QG+fLKncvotlgpqGkhu7yJnPJmcsqb2Hq0hn/tKQXgwtkxDld4CMJEIjLIl8VJ4XyUXcl9589wdjiC4OqMNLd4CngA6N/EHqO1Lrcdr1wp5bChjVwcGR8sVs27B8pYNSOasACHUkq7yUwOZ3NuFXUtnRTVtogwPRHoMdYs3W34VVQegoZiwJbGe/pC1AxIXAbRt9mMNdMhLAk8nJNjXrEwgSsWDn8RMDzAB08PJRUYgtPIr7ZNIHHhEargmIDRZaug0ABKKRPGVROH0Vo3KKU+BtZieGAMx/VI+8hpY+7o5hcf5DI/IZSrF51e9UV/vDw9SIsJJi0mmMsW9G2vMXdwpKKZtJihjZAEYbJwfkYMP/8gl9KGNpd2cRaECcBp5xZKqXVAldZ6t1LqnNEMSi6OjA87CmqpbOrgkXWjX33RQ48Pxo5jtZTWt7FuXuyYnUsYhO5OQ6Ao3d13qznS93rEdIhfBAtuNESK6HQInwae42nTNzp4eCgiA32olgoMwUnkV5nxUJDs4kbFjnw7PAO8BUQrpR4DrgZ+aO/OtqSkyyZe+ANrgCdOsY8HcA1wtgNxCv34v815VDV38NxNi8fUjTYqyJeoVN8xO74gjCdr0g0BY1NOJTcvT3Z2OILgyowkt1gBfEkpdTHgB4Qopf4GVCqlYm3VF7FA1VgELoycd/aVEejjyXmzYsbsHHPjQ/Hx9OCd/WV0WzVJEa6d2DsNqxUai/s8KqptBpvVR8Bi+0EfaIL4TJh7LSQshriF4O9aZoOmYF9qzJ3ODkNwQ0ob2th+rJapEQFDtjm5CnYLGFrrvyuldgPnAQq4vMeA005igZdtV1o8gNe01u8ppa4AngVMwPtKqX1a6wtt+5wNlGitjzlwHsFGQU0Lf956jKsXJ7i8G60gjCYppiBSTIH8J1sEDEEYS0aSW2itHwIeArBVYNyvtf6KUupXwC3A47b79WMRuzAyOrotfHCwnAtnT8HfZ+ySbT9vT+YmhLIpx9CxEiNlAsmI0BqaSm0eFf1MNasPQ1dL37qQBMOnIuXcMTHWnKhEBflKBYYwblQ2tfP+gXLeO1DGnuIGAG5bkezcoMYBh+qztNa5QO7pnEhrfQBYOMj2tzCuvgy2z8fAstM5nwA/fS8bXy9PHlg709mhCMKk4/z0GF7YVkBTe5fMcxeEMWQkucUQPA68ppS6AyjGqOQEQClViDGtxEcpdTlwgdY6exTPLdjJJ4eraWrv5ktjYN55IpnJ4ewuMow8Xb20elRprrRVUfSMK7UZa3Y09a0JijHaPhbd3NcCYpoJfu7pNWIK9uVIZbOzwxBcmOrmDjYcKue9A+XsLKxDa0iPDeF7F85k3bxYktzgO+6UAoZS6r7hXtda/2b0whFGi825lWzOreLhi9OJDvZzdjiCMOk4PyOG5z49xqdHqlk3b+wTbEFwJ0Y7t7Bd8PjY9rgWo6JjsHXJjhxXGDvW7y8jMtCHFaljP3p9SVIEz3EMXy8PooOl3XVQ2hsHGmuW7obm8r7X/SOMqR/zrhs4ASQgwnkxT0CignypMXdgteoxbd0W3I8acwf3vbafrUersWpjTPS3z5vBuvmxTDe5tmnnidhTgdHjyjgTY6zZO7bnlwKfjkVQwsjo6Lbwk3ezmW4K5JYzk50djiBMShYmhhMR6MNH2ZUiYAgTG62hrR7MVdBSZdybq8BcCS3VMPUMWHyrs6M8Eckt3Jjm9i4+yq7kuiVTx2Vy2eIko402MSJAflQCdJiNSoqyvX1iRc0ReqeARKbCtLMNj4roDKOqItDk8u0fo4Ep2Jcui6axrYvwwLGZrCO4J09syGV7fg13nZvKunlxzJzivoMTTilgaK1/DKCU+jewSGvdbHv+KPD6mEYnnBYvbC2ksLaVv9x+xmmPTRUEd8fTQ7F6VjT/zqqgy2KV8cDC2DKUCNFaC50tRm95Z/+b2bjvaIaWGrB2nXxMD2+jvDt44k1dkNzCvfl3ViUd3VYuWxA/LucLD/RhTnwIKVHudZWSrjbDm2JAC0iObWSpjV5jzWuMaSDxi1zOWHM8MdkqfGrMHSJgCKPGgZIG3thTwp1np/DdC8QawBEPjESgv61uJ5A8qtG4IFprdhfVkxEXQoDP2I+Eqmxq59nNRzk/I4azZ5jG/HyC4MqcnxHDG7tL2FVYz/Lpkc4OR5hsaG30iveviOgVKCrBXN1XJWGuGlyEUB7gEwQ+gcbNO8B4HhAFYUnG48AoQ6gIirbdYowfJf7hk+GKqeQWbsj6/WUkhPuzKDFs3M75l9uX4u054f8/nB7dHVCbd/IEkPpC0LapxJ4+EJkGCWcYfhWmdIid7xbGmuNJVJAhWlQ3d5AW475XyIWB1NraPx6+JJ0ZDn4utNb85N1sIgN9ufvc1DGKcHLhyC/qvwJfKKXewqgxuwJ4eUyiciHe2V/Gva/uY7opkP/78iLSY0PG9HyPb8il26p55JKMMT2PILgDK9Oi8PHy4D/ZlcMKRQhn+QAAIABJREFUGF0WK/UtnUSHiN+MyzGYCNFiEx5a606uiBjw3AyWQcbpKU9DYAgyGWJDzGzb80krQowEyS3cjOrmDrbl1fCNVSmocfxsR7jC1XBLF9QdGyhSVOUa4oW2GGuUp9ECMmWu4VdhsvlVRKSA59hfSHN3ejxWqs0yiUToY2teDZ8cqaaisZ31d69waMzpuwfK2VVUzxNXzSVYTOUBx8aoPqaU2gCstG26TWu9d2zCcg1qzB08+k4WM2OCqWvt5LLfbuN/12Vw49JEh/5oF9S0cKCkgRWpUUQFDW0+tauwjrf2lnL3uakyJkwQRoEAHy/OSo3iPzkVPLIufcD/W601WWVNvLG7hHf3l9Hc3s1nD60e9v+o4CQGiBA9VRDVRvtFj+AwWItGa71RLdHdfvIxladhXte/OsIvBEJijW3eAca2wYQJ/wjwGJ+WpNKGNmKCffGaoC1Qklu4Hx8cLMdi1ePWPjIpsVqM6omqnH6jSnOh9mg/UVRBxDRDnEi/tG8CSGQqeMnfIWfRkwPIKFWhP9llTXgoOFzZzOMbcnn0S7Pt2q+t08IvPshhTnwIVy+eOsZRTh4cHaO6B9gzRrG4HD96J4uWDgvPfn0hEYE+3Pfafn749iE+y6/hF1fOI9R/eBWtqLaFZzbl8dbeEqwaPBRkJkdw0ZwprJ0zhdhQ/961FqvmR+9kMSXEj2+eO32s35oguA1r0mPYnFvF0SozM2KCqWxq5+29pby5p4QjlWZ8PD2YHR/C3uIG8qrMImCMJx3mfn4RlX1VEgOMLG2vWYZIJj28bAJE0MAWjaAYo8T6xIqIHjFiHEWI06WupZPrntvOGdMi+M21C5wdzpBIbuFerN9XyqwpwQ6XUbssWkN9QZ+ZZskuqDgI3W19a8ISje+jtPNtY0pnQdQM8JGLVRONUH9vvD2VVGAIAzhU1sjsuFAyk8N5cVshq2aYOHdW9Cn3e+7TfMob23n6+oV4igFxL1JLNkZsPFTO+wfKuf+CGb1/pF+6dQl/3HKMX314mAMlW3j2hoUsTDzZKOl4XSvPbj7Km3tK8fJQ3L5iGmvnTOHTozVsPFTOj9/N5sfvZjN/apghZsyewmf5tWSVNfHMDQvHxWtDENyFNenR/OAtePI/R2jptPSOr1qUGMZjV8xh3dw4Gto6WfWrjymubWVZinhlOESHeWBbxoDqCDN0tg5s0eiyPW+tM6omTkIZnhCBNuEhMnWgCNFfjPANAS8XKCsfhG6Llbv/sYeq5g5uWZ7s7HAEAYDi2lb2FDfw4EWznB2K8zBXQ/k+Q6go3W3c2uqM17z8IW4BZN4OMRmGaGGaCb5uZj46iVFKYQrypaZ5kPZBwS3pqdi9aM4Uvr92Ftvza/neG/vZcO/Zvaavg1HW0MYfPsnnknmxnDFNxhX3R37pjgH1LZ388O0sZseF8PVVfdUQHh6Kr6+azpJpEdzzyl6u+cN2vnfhTL62MgUPD0VpQxv/tzmP13cdx8NDcfPyJP5n1fTevvrM5AjuO38G+dVmNh6qYOOhCh7fkMvjG3Lx9FCckRzBpfMmntu8IExmokP8WJgYxoZDFcSH+XPXualcuSiBaVGBvWsCfD3x9FAU1Q32g9oNOFGEaGuwCQ39fSH6PW9vtFVJVA8tQvS0ZfTegmwtG1PBO9DwhugVJnpEiWgIiJQ+bww/pM/ya/nV1fOYP3X8jBIFYTje2V8KwKXz3WA0dWvdCdM/bI9ba43XlYchUMy6BOIXQ0Km8Vy+vyY9UcG+UoEh9FLa0EZDaxcZcaH4eXvyzA0LufTZrXzvjf28eOuSIW0FHt+Qi9bwkDsLvkNg97ekUsoXuArDHbx3P631T0Y/rMnNT9/LpqG1k5dvXzLo6MVFieG8f89KHnzzAL/YkMv2Y7UkhPvzz53HUSi+vDSRb56TypTQwQ0Bp5uCuOvcVO46N5WS+lY2HqpgR0Ed3187c1wNsQTBXXjm+oVUNrWzKDEcj0FK+Lw9PYgP86e4rm2QvScpXW0ntGT0n5rRv21jKBHChof3wBYNn0DjamLCkr4qiZ5boE2IEBFiRLy1t4Q/bS3g1jOTuSZzYvfMSm7hPmiteXtfGWckRxAf5n/qHSYL7Y3GqNL+Y0qrcozvxx58giF6liFWmNINg824BeArbTSuiCnIl/LGQbyTBLckq6wJgDlxxiCHGTHBPHxJOv+7PouXPivkthXTTtpnd1Ed7+wv457VqSSES6vYiTiSIa4HGoHdgMiKQ7A5t5J/7S3lntWpzI4LHXJdqL83v7txEX/bUcxP38tGa821mVO569xU4hz4w54QHsBXV6bw1ZUpoxG+IAiDMDUigKkRw/8BSYwIoLh2glVg9BcheoSHtoaBRpU9LRk9z9ubbC0cTYMf0z8cgqYYEzQSlpzsDREUDX5hhkjhHeiyLRoTlUOljTz45kGWTovg4UvSnR2OPUhu4SbklDeTV2XmZ5fPcXYop4elCyqzjFtVtq2iIheaSvrWeAcYLR+pa2zTP2zGmiHxrj5NSOhHVJAvB0obnR2GMEHIKm3E00MNmER507IkPjlczS825LIsJXLAa1ar5sfvZjMlxI9vnCO+hoPhiICRoLVeO2aRuABN7V384F+HmBkTzN2r0065XinFTcuSWJVmwstTOSRcCIIwsUiMDOCDg+Wjf+DO1r52i9aafn4QJ3hD9DxuqemrkBhKhFAeAysifAINsSEgCsKnnVwR0TPuMyBKBIkJTI25gzv/souoIF9+d+OiQSsAJyCSW7gJ6/cbvl4Xz50Era5aG1NAejwqSndD+f6+iUSevmCaAUln9okUplkQljThzX2FsccU7EutuQOLVYvxokBWWRPTTYEDRqcqpXji6nmsfWoL97yyl3e/dVbv62/uKeFASSNPXbdAfA2HwJF/lc+UUnO11gfHLJpJzs/fz6GquZ3nblqMj5f9f8Bk5KkgTH6SIgJoaO2isa3rlBOG6O4YaFp5YpVE/22dzcMfy9PXcKLvESQComDKvJO9IXpHeIaBl59cDXQxuixW7vr7HmpbOnnzf84kcvJMw5Hcwg2wWjXv7ivj7BkmIgInmAhq6TamgFTlGNUVJxlr+kHsAsi8A+IXQex8Q+iVNjdhCEzBvlg11Ld2ymQygUNljayYHnXS9qggX/7ftfO55YUv+PkHOfzksjmYO7r55YeHWZgYxmUL3MAr6DRx5Nv3LOBWpVQBRpmnArTWet6YRDbJ2HK0mld3Hucbq6aLYZoguAPdHQNGdp7ZlM+tnodp27yPUD/LCdURrX3VEeZKaG8Y/Jh+obaKhxgjSe5f/RAYDYGRxuQM74C+ygnPU4glglvw2Ps57Cio48nr5jMnfuj2xQmI5BZuwK6iesoa2/m+M83orFZoKBzoU1GVCzVH+o1ZVkY1xayLDWPN+EzjuXzPCg7QI1pUN3eIgOHmVDd3UNnUQUZcyKCvr5ph4vYV03hhWwGrZpjYVVRPdXMHf7w5U3wNh8ERAeOiMYtiktPS0c2Dbx4kxRTIt9ecunVEEIQJQm8lhK3dYqi2jM4WaKvvVzVRaRi39WMuMNcb2Akozz4PiP5tGqaZMO3sgcJEb6tGNHhJoiM4zuu7jvPSZ4V89axpXLEwwdnhOIrkFm7A+n2l+Ht7cn5GzNifTGtoLDEEil6hIscQKrpa+9aFJBjixPRzIDrDaAExzTS+qwVhBPSMxqyRSSRuT1aZkSsOd2HhgbUz+Sy/hvtf309Lh4UrF8WzQC6GD4vdAobWukgpNR9Yadu0RWu9f2zCmlw8sTGXssY23vjG8gH9TYIgOAFLV1+lw6ATNPq1bgxVCdEfLz+j4sEvFIKnGEnutFUniRAtXuGsePILvnHBPL5xbrq0aAjjwr7jDTz89iFWpEby4CQctSa5hevT2W3l/YPlXDA7ZvT7uS1dhqFmyS4o22sTLQ4PbL0LmmJMAFl8q81YM8MQKvwGvyIqCCMlKshok6puFgHD3emZQDJUBQaAn7cnz96wkHXPbsXLU/H9tZPvb/l448gY1XuBrwH/sm36m1Lqea31s2MS2SRhV2Edf9lexO0rprE4KcLZ4QiCa9BfhOiZiHFiRUT/W1t9n1jRWjv4MX2C+3whotP7iRDRxhQNv9B+4z4D+owt7exzDgQ8A/MpaugW8UIYF47XtfKNv+4mOtiXZ29YhNfkMO0cgOQWrs+Wo9U0tHaNvJ/7VMaa/uEQMwfmXz/QWDNAcjNhfOmpwBABQ8gqayQpMoAQv+Hb0NJignnptjOwWDUxIX7jFN3kxREp/A5gqda6BUAp9QSwHXDrJOPvO4oJC/Dm/gtnODsUQZhYWLoM8aGtfujJGV2ttrGd/UwrhxMhevDwGjhFwy8UIqdD0vKBhpX9p2n4jL1Z7tSIAIpqW0+9UBBGyIGSBm5/aSddFs0rty6beMaI9iO5hQvTbbHy8vYiwgO8WZlmsn/HjmajkqKn/aM6xxArev42nGismZBpTAAR8ViYAAT5euHn7SEtJAKHSpuYE29ftdfy6ZFjHI3r4IiAoQBLv+cW2za3pbPbykc5lVw4e4qMuRFcE6ulT2gYtPrBbCSUPRM0+k/T6HFwPxXegUYrRmB0nwgRFGNURfSIED3VEd62aRsTdJRnUmQAuwrrnR2G4OJsyqnk7n/sJTLIh1fvPIPU6CBnhzQSJLdwUVo7u7nr73v49Eg1P7wkffCxvp2thjfFAL+KXGgs7lvj5W+MLJ1xESQsNsw1ozPEWFOYsCiliArylQoMN6exrYviulauWzLV2aG4HI786n4R2KGUesv2/HLgz6Mf0uTh82O1NLd3s3b2FGeHIgj2Y7XYRIcTBIf+BpU9fhF2ixABfVUPkdMh6cw+jwj/iIHVEv3bNLwDwMN1fGOSIgJ4d38Znd1Wh0YpC4K9/PXzIn60/hBz4kP58y1LekuVJzGSW7ggNeYO7nhpJwdLG/n5FXP58uIYqDgE1bmGZ0WV7b6+ENDGTp4+EJkGU8+AxTf3GWuGJ7vU3wnBPTAF+1Jj7nR2GIITybb5X8wexv9COD0cMfH8jVLqE2AFxtWR27TWe8cssknAxqwKAnw8OSvt5Nm+gjCmWC3QWnfytIwTKyVaavoJE7b71hrQ1pOPOZgIEWgypmn0ig79qiB8Ag0RIiDKWCMwNSIAq4bShjamRYmTvTB6WK2aJz7M5blPjnHerGie/fJCl6j8k9zC9SisbOCnL77JgtZsfjergfjdP4ONh0HbCm2UJ0SmQuw8w6/CNMvwq4hIkaoKwWWICvKlWFpK3ZqeCSSz4ybVaPNJgUPZj9Z6N7B7jGKZVFismn9nVXLuzGiZPCKcPpZu6GoZ3KCyrWHoCRqttYOLECfi6dtXCRE21egVPtEboke0EBFixCRFGqJFUW2LCBjCqNHRbeH+1w/w7v4yvrIskUcvnT0pDTuHQnKLSYzVCg1FNlPNPbQU7GBK5QH+TCd4ABURhj/FzIv7jDUjU2VktODymIJ92VMkLaXuTFZZEzEhvq5QKTnhOKWAoZTaqrU+SynVTG+dn/ESoLXWblkXs7e4nhpzBxfOkfYRAcMdvbujnwhhthlSVg9s1ehvVtnR1OeePhwDRIhEIxkMtE3O8A0+oTWjX4uGt22ShpiajRtJkYZRaHGdXHURRoeG1k7u/Otuviio48GLZvH1s1NQLvB/WnKLiYHW2r7Pk9bQVDbQp6Ladt/VAoDF05fc7mTyvC/knNUXETPrTKP9wwU+r4LgKKYgX+paO+myWAf3fxFcnqyyRuZI9cWYcEoBQ2t9lu0+eOzDmTxsPFSBj6cH5850wFVbmBxYrYb3Q39jyhMrIdrqTh7lqS1DH7NXhIg2RIj4xeAfNlBo6N+W4RMEviF9BpaSAE4KooN98fXykLJRYVQorGnhjpd3cryujaevX8BlC+KdHdKoIbmF83lzdwmPvpvF189O4ZvnpOLhoQyhoqV6oE9Fda7xuKOxb+fAaIieBYtuguh0/l0fx7c2t5MWG84Lty4hOljGAAruTVSwL1pDXUunjMV0Q9o6LeRVmcUncYywu4VEKfWE1vr7p9rmDmit2ZhVwYrUSIJPMddXcDKWrn5tGa3G445mW2XECRURvS0aVYOLEf0rIYJiBjGmDBy4rbc9I9oQI0SEcHmUUiRGBFAkFRjCCLBYNS9uK+DX/z6Mj6cHf7njDJaluOZ4NcktnMNL2wp46t0dnBlUScWmDfx3Tw1nh9fiXZM70LzZPxxM6TD36r4WEFM6BBqfR601z2zK48mPjnD2jCn87sZFBPlOfm8WQRgppiCjbaC6uUMEDDckt6IJq4bZ8VKBMRY48lfmfODEhOKiQba5PNnlTZTUt/Gt1anODsV90Npot+hsOfUEjdb6PkNLyykcoD28bV4QJgiOhdj5fZ4Q/cd4iggh2ElSZIBUYAinTW5FE99/4wD7Sxo5b1Y0P718DnFh/s4OayyR3GKsaW/sbfnQldkcP7yXixuOcKtfA3QD3tDc7E9uSyKxaRcSlTK/T6gIih7y796OY7X8/IMc9pc0cuWieJ64ap6UyguCDVOwMe692iyjVN2RQzKBZEyxxwPjf4BvAilKqQP9XgoGPhurwCYyHx6qwEPBmvQYZ4cy+dAa2hsGtmecWP0wYLKG7dbVMrRp5QARIg5i5g5eEdH/eaDJ2Mc/XEQJYVRJjAhkW16t/b3lgoBh1PnbzXn87uN8Qv29eeaGhVw6L9ZlP0OSW4wRbfW9hpqU7oaKg9BU2vtyl4c/dd2xdIYvJ3LJmXjGZEB0OgVNAXzzH3upzGrnB0np3DotecjPXl6Vmcc35PJRTiWxoX78+pr5XLUo3mU/q4JwOpiCjKqLmmYRMNyRrNJGwgK8iXftCxBOw54KjH8AG4BfAA/2296sta4bfBfXZmNWBUuSI4gMclNXWa2NJGmwFoyOphMmapww1rOjafCqiF4RIsqodAiJH+gH0SNAeAdCQMTACRoiQggTiMQIf9q6LFSbO6QPXLCL3UV1fP/Ng+RVmblyYTw/XJdBRKCPs8MaayS3GCld7VB5yBAqSnYZ93X5thcVmGZC8lkQnY4lciZP7FH88WA3t65I4ZFLMgzPCxvzQuH9b63ku6/v48fvZrOrsJ7Hr5o7oE22urmDpz46wqs7j+Pv7cn3LpzJHWdNk0lsgjAIUVKB4dZklTUxOy5EhN0xwh4Tz0agEbhBKRUOpAF+YPR7a60/HdsQJxbHqs0cqTTzo0sznB3K6KK14Q0xwLCy6oRKiX5VEtauk4/h4W0zprQJDT2iQ1C0TYQI6DOm7GnNEBFCcDF6RqkW17aKgCEMS0tHN7/68DAvby8kLtSfl25bwjkzo50d1rgwmrmFUsoT2AWUaq3XKaUigH8CyUAhcK3Wut629iHgDsAC3KO1/nDU3tRYYemG+oI+Y82eSSC1eWDtNtYExxrm0Au/YtzHLQQ/o3S5vcvCPa/s5d/Zldx3/iy+tTp10KQ6NMCb52/K5Pktx/jVh4fJLm/idzcuIikygD9tKeC5T/Lp6LZy49JE7jkvjSh3vYgjCHYQ4ONFoI8n1VKB4XZ0WawcrmjmthXJzg7FZXHExPOrwL1AArAPWAZsB1bbub8f8CngazvvG1rrHymlrgEeBdKBM7TWu/rtMw94DggBrMASrbUdcyfHjg+zKgG4cCK6ymptVDj0TMpoOUGAaG8c2JJxYpvGgEl2NpRnX7tFUDTEzD7ZG6LHL0JECEEg0TZKtai2lczkCCdHI0xUqprbuf75zymoaeGW5cncf+FMtzQ/HGluYeNeIAcjVwCjomOT1vpxpdSDtuffV0plANcDs4E44COl1AythxshNY5YrdBQeML0jxyoOdKvclFBeBJEZ8DMiw2hIiETQuIGPaS5o5uv/3UX2/JqefTSDG5dMW3YEDw8FN9YNZ2FU8P41it7ufy32wj196aquYO1s6fwwNqZpJiCRvd9C4KLYgr2pcZ8Ci82weU4Wmmm02IlQ/wvxgxHsqV7gSXA51rrc5VSs4AfO7B/B7Baa21WSnkDW5VSG4BDwJUYQkUvSikv4G/ATVrr/UqpSGCQy/7jy8asCuYlhI6dqdpQIkRr7cBWjJ6JGv3bNVqqDaPLE+kRIfzDbS0ZtjaM/m0ZPoHgG3yyMOEfAR5iyiUI9pIQ7o9SUCyTSIQhaGjt5OY/f0F5Qzt//+pSzpwe5eyQnMmIcgulVAJwCfAYcJ9t82XAObbHLwMfY5iCXga8qrXuAAqUUnnAGRiCyfihNTSWGOJETzVFVQ5UH4butr51oVPBNAumr7aZas4y2kJ8Au06TX1LJ7e+tJNDpY385tr5XLkowe4Ql6ZE8v49K/neG/tp7bDwuxsXiSArCA4SFeRLdbNTr7sKTuBQmTFyeo5MIBkzHBEw2rXW7UoplFK+WutcpdRMe3fWWmvAbHvqbbtprXUOMFg54wXAAa31ftv+tQ7EOiaUN7ax/3gD37vwFG+7V4So6mvJ6Gg+WXToXwXRWte3djARAga2ZfT4QviFGldefIKMsWZBMSdP0BARQhDGDV8vT2JD/ETAEAbF3NHNrS/u5Fh1Cy/cusTdxQsYYW4BPAU8gGH+2UOM1rocQGtdrpTq6cuJBz7vt67Etu0klFJ3AncCJCYmOhCOHZTuhj+d1/c8ONYQJzJvh+hZxvQP08zeFpDTobm9ixv/tIO8ajN/+Mpizs9w3HTcFOzLS7edcdoxCIK7Ywr25WiV+dQLBZciu6yJAB9PpkXaJzYLjuOIgFGilAoD3gb+o5SqB8ocOZmtT3U3kAr8Vmu9Y5jlMwCtlPoQMGFcNfnlIMccuyTjBDbvLyBRVXJ5ZABkZ58wvrO6r1VjOBECwMNroAjhHWBUR0SmQpBNeOjxhpBKCEGYdCRGBlBU2+LsMIQJRnuXha+9vIuDpY38/sZFnJXm9uIFjCC3UEqtA6q01ruVUufYs8sg2wbpnQSt9fPA8wCZmZmDrjldtGkW3Rf9Bu8pGYZg4R8+moenvcvCnX/ZzZHKZv50S6bb+KoIwkTDFOzLZ/lOv/4qjDOHShvJiA0ZYJQsjC52CRjKKI+4R2vdADyqlPovEApsdORktj7TBbZk5S2l1Byt9aFhYjsLo7S0FdiklNqttd50wjHHLMkA4F9fh+M7wFzFjV0t3OgL/Kv/AmVMzuipeohMHSg89Iz39A3pEy28XN5dXhDcmqSIQDblVjo7DGEC0WWxcvc/9vB5QS2/uXY+F0xEH6VxZhRyixXAl5RSF2MYgIYopf4GVCqlYm3VF7FAlW19CTC13/4JOHghZjQ4bvZgzbtxLJwKy6dXszzFyoLEMHy9Rj7Nw2LV3PfaPrYfq+Wp6xaIeCEITiQqyJfGti46ui2j8v9bmPhYrZrs8iauWWx/y57gOHYJGFprrZR6G1hse/7JSE6qtW5QSn0MrMXwwBiMEuATrXUNgFLqA2ARsGmI9WNDkAkSMmn3ieTpHY3Mm5nGRcvn2yokYiAgEjzdz3hNEIShSYwMoMbcSUtHN4FuaMwoDMRi1Xz3tf18lFPFzy6fwxULJbGBkecWWuuHgIcAbBUY92utv6KU+hVwC/C47X69bZd3gH8opX6DYeKZBnwxCm/FITw9FbcsT2L7sVqe3nSUpz46ip+3B5lJESyfHsmylEjmJYTi7elY1aXWmkffyeKDgxX88JJ0Ll84aHeMIAjjhCnYmNRTa+4cO+88YUJRUNtCa6eF2eJ/MaY4kll/rpRaorXeeTonUkqZgC6beOEPrAGeGGaXD4EHlFIBQCewCnjydM49Ii74GQDv7DrO77sP8N7qs0A+lIIgDENihDGJpLiulfRYcaF2Z7TW/PDtg7yzv4wHL5rFV5YlOTukicaIcosheBx4TSl1B1AMXAOgtc5SSr0GZAPdwF3OmEASH+bPw5cYo9gbW7vYUVDL9mO1bM+v5VcfHgYg0MeT8zNieGDtLLt/+DyzKY+/fl7E11el8NWVKWMWvyAI9tEzari6uUMEDDchq6wJgNkygWRMcUTAOBf4uvr/7d13fJX1+f/x15VBQkjCDDMkKEP2Lrj33jhaR221/dZarbVD+7Wts62tHVpX+7N22Nav1brALYID92DLBtlhJeyABEiu3x/njo1A9hn3OXk/H488OOee17lzcu6L63yG2QpgB5G+pO7uQxu4fzfgn8E4GGnAE+7+gpmNA+4nMs7Fi2Y2091PcffNwbckHxPpo/qSu7/YiHijauKcdfRo11pvSBGpV3GNqVRVwGi53J1fvTSfxz5axTXH9eaqY3onOqQwam5uAZEd3iQy20j1oN8n1LLdHURmLAmFtjmZnDyo6+ddijaWV/DRsk28s6SMp6atZuLc9Xz3+D78z1EH1dkE/dEPV/CHyYs4f2QhN57aP17hi0gdqltglJVXJDgSiZe5JVtplZ5G38559W8sTdaYAsZpzTmRu88GRhxg+XhgfC37/B+RqVQTqrxiL28vKeOrY4sPNFuKiMgXFHeIjDy9SjORtGj3v76Ev7y9jK8fVsz1JzdmYo0WpVm5RarpmJvFaUO6cdqQblx1TG/ueHE+v5u4kCenruLWswZxXP/9x7R4Zc5abp4wh+P7d+bO84coTxEJieoCRul2FTBairlrttGvay6tMjTxQiw15upe7e4rav4AV8cqsDB5c+EGdu+t4tTBGnRNROrXNieT/OwMVmzSTCQt1XtLyrh7UuQb8VvPGqT/VNauxeYW9enZIYcHLxvFI98cQ1qaccU/PuZ//vnxF2Y4+mDpRr73+EyG9WzHHy8Z2ehxM0Qkdjq2iQzarwJGy+DuzFmzlcHdNdRArDXmTnfSAZa1iG9OXpmzjo5tWjGqOLpTnYlI6iru2IYVG9UCoyVyd+6etIhubbP51XmDNZVa3VpsbtFQR/Ut4JXrjuanp/fn/U83ctIf3uLuVxcybcVAatk3AAAgAElEQVRmvvXPqRR1yOHvX/8SrVtplgORMMnOTCc/O0NdSFqINVt3sWXnHg03EAf1diExs+8Q+TbkYDObXb0YyAXei2FsobBrTyVvLNjA2cO7k64kVEQaqKhjDnNKtiY6DEmAtxeXMXXFZn5x7mBNnVeLlp5bNFarjDSuPLo35wzvwa9fms99ry/hvteX0K1tNv/6xhjat9H07CJh1Ckvi1IVMFqE6pxPM5DEXkPGwPg38DLwa+DGGsu3u/ummEQVIu99WsaO3ZWcMkjdR0Sk4Yo75DBxzjr2VlaRoWbdLYa784fJi+jeNpsvj9Z0qXVo0blFU3XJz+aei0Zw8ZgiHv1wJd87oY9mNxAJsYLcLMq27050GBIHc0u2kmYwoKtaYMRavQUMd98KbDWzK4DzgF7V+5kZ7v7zmEaYYK/MWUdeVgaH9+6U6FBEJIkUdchhb5WzdusuegbTqkrqm7KolBkrt3DHOLW+qEtLzy2aa+zBHRl7cMdEhyEi9SjIy/p8ak1JbXPXbKN3Qa6688VBY2YhmQBsBaYBLaYtVOn2Ck4Y0FmjyYpIoxTVmEpVBYyWIdL6YjE92rXmwlE9Ex1OsmiRuYWItAydcrM0iGcLMWfNVg5TYTkuGlPAKHT3U2MWSUg9fMUY9lZWJToMEUkyxR0jU6mu1FSqLcabC0uZtWoLvz5viIreDdcicwsRaRkK8rIor9jLZ7sr9c18CivdXsH6bRUM1vgXcdGYDOs9MxsSs0hCTP3XRaSxuuZnk5lumkq1hage+6Jnh9ZcMEpjXzRCi80tRCT1FeRmAWgmkhQ3d01kAM+BmoEkLhrTAuNI4HIzW0akmacB7u5DYxKZiEgSS08zerbPYaWmUm0RXpu/gdmrt/Lb84eSqaJ3Yyi3EJGUVZAXKWCUlleoO2kKqx7nZFB3tcCIh8YUMDQvu4hIIxR1zGGFChgpz92557VFFHXIYdzIHokOJ9kotxCRlPV5AUPjYKS02au30LNDa9q2zkx0KC1CgwsY7r4iloGIiKSa4g45TFu+GXfHzBIdjsTIpHnrmVOyjd9doNYXjaXcQkRSWadcFTBSXXnFXqYsKuW8keo+Gi8NzrQs4qtmdkvwvMjMxsQuNBGR5NazQw7bK/ayeeeeRIciMeLu3DN5Mb065jBuhFpfNJZyCxFJZR1zWwEaAyOVvTp3Hbv2VCkHiKPGfFX0J+Aw4OLg+Xbgj1GPSEQkRVTPRLJiowbyTFUT565n3tptXHt8Xw343DTKLUQkZWWmp9E+J1MtMFLYhJlr6NGuNaOK2ic6lBajMdnWWHe/BtgF4O6bgVYxiUpEJAUUd4wM2KWpVFNTVZVzz+RFHNypDecM757ocJKVcgsRSWkFeVlqgZGiNmzfxTuLSzl3RHfS0tRVOF4aU8DYY2bpgAOYWQFQFZOoRERSQM/2QQFDA3mmpFfmrmPBuu187wS1vmgG5RYiktIK8rLUAiNFvTBrLVUO5w5X95F4akzGdR8wHuhsZncA7wC/jklUIiIpoHWrdDrnZbFCLTBSTlWVc+/kxfQuaMNZw9T6ohmUW4hISuuUm0VZ+e5EhyExMGFmCYO659O3S16iQ2lRGjMLyaNmNg04gcg87ee6+/yYRSYikgKKO+aoBUYKen72Ghau3869Fw0nXc1Gm0y5hYikuoLcSAsMzUiWWj4tLWf26q387PQBiQ6lxWnMLCT/BNa5+x/d/QFgnZn9PXahiYgkv6IObTQGRorZsH0Xtz8/j0Hd8zlzqFpfNIdyCxFJdZ3ysvhsTyU7dlcmOhSJomdnlGAGZ2sMrLhrTBeSoe6+pfpJMNDWiOiHJCKSOoo65LBu2y527VHikgrcnf99ajblFXv5w1fU+iIKlFuISEoryM0CoEzjYKQMd2fCzDUc0bsTXfKzEx1Oi9OYAkaamX0+P4yZdaARXVBERFqi6plIVqkVRkp49MOVvLGwlJ+c1p9+6vMaDcotRCSlFeRFChilmokkZUxfuYWVm3ZqBrIEaUyScBfwvpk9GTy/EPhV9EMSEUkdRTWmUtUgT8ltaWk5d7w4n6P6duLrh/VKdDipQrmFiKS0To1ogfHGgg30aN9aBfKQe3ZmCVkZaZw6uGuiQ2mRGjOI57/MbCpwfLDoPHefF5uwRERSQ1GHSAFjhQbyTGp7Kqv4wX9m0iojjd9dMEzzvUeJcgsRSXUNbYExdfkmrvjHxwAM69mOC0cVctaw7rRtnRnzGKXh9lRW8cLstZw4sAt52frdJEJjBvHMAoYD+UAH4AIzuyVWgYmIpIKObVrRplW6BvJMcve/tphZq7fyq3FD6NpW/V2jRbmFiKS6Dm1akWZQWk8LjHsmL6ZTbituOmMAu3ZXctOEOYy5YzLff3wG7y4po6rK4xSx1OXtxaVs2rGbccN7JDqUFqsxXUieBbYC0wB14hIRaQAzo6hjG1Zs3JHoUKSJpq3YzANvLOG8ET04Y2i3RIeTapRbiEhKS08zOrTJoqyOFhgfL9/EO0vKuOmMAfzPUQfzzSMP4pOSrTw5dTXPzixhwsw19GjXmgtHF3L+yEJ6Bq07Jf7Gz1hDu5xMju5XkOhQWqzGFDAK3f3UmEUiIpKiijvksHjD9kSHIU2wo2IvP3xiJt3atua2cwYlOpxUpNxCRFJeQV5WnS0w7pm8iE65WVw6thiIfPkxtLAdQwvb8bMzBjBx7jqemraae19bzD2TF3NEn458eXRPThnUlezM9Hi9jBavvGIvk+at44JRhbTKaMxcGBJNjSlgvGdmQ9z9k5hFIyKSgoo65vD6wg1UVbnGTkgyv3hhHis37eTxbx1Kvvq6xoJyCxFJeZ1yW1FavvuA6z5atol3l2zkpjMG0LrV/sWI7Mx0zhneg3OG92D15p08Pa2Ep6av4rrHZ5KXncHZw7rz5dE9GVrYFjPlGLE0cc46du2p4lx1H0moxhQwjgQuN7NlRJp5GuDuPjQmkYmIpIiiDjns3lvFum276N6udaLDkQZ6de46Hv94FVcd05uxB3dMdDipqlm5hZllA28BWURymqfc/VYzGwY8COQCy4FL3X2bmbUC/gyMBqqA69z9zei+JBGRLyrIy2Jp6YG7ku7b+qIuhe1zuO7Evlx7fB8+WLaRJ6eu5unpq3n0w5X065LLl0f35NwRPT6f+USia8LMEgrbt2ZUcfv6N5aYaUwB47SYRSEiksKKa0ylqgJGctiwfRc3PvMJA7vl88OT+iU6nFTW3NyiAjje3cvNLBN4x8xeBu4Hrnf3KWb2DeAG4GbgWwDuPsTMOgMvm9mX3L2qmXGIiNSqIDfShcTdv9BK4sOlG3nv043cfObAA7a+qE1amnF4704c3rsTt58ziBdmreWJqav45YvzufPlBfzsjAFcccRBsXgpLdaG7bt4d0kZVx/bRy1dEqwx06iuiGUgIiKpqnoq1cXrt3OovslPuC07d/PtR6axbdfeWrfZtKOC8oq93HPRcPVzjaHm5hbu7kB58DQz+HHgECItMwAmAROJFDAGAq8F+24wsy1EWmN81Jw4RETqUpCXxe7KKrbt2vuFaVHvmbyYgrwsLh1b1ORj52dncsnYIi4ZW8Ti9dv5zSsLuf35eVTsreKqY3pHI3wBnp+1liqHc0d0T3QoLV6jsjIzG2Zm3w1+hsUqKBGRVNKzfQ79u+Zx3+tL2LzjwH1gJX6em7WGD5dtomt+FoXtWx/wZ2hhO+6/eAT9uuQlOtyU19zcwszSzWwmsAGY5O4fAnOAs4NNLgR6Bo9nAeeYWYaZHQSMqrGu5jGvNLOpZja1tLS0KS9LRORzBXmRLh01B/L8YOlG3l+6ke8c0ztqA3H27ZLHg18dyVnDunPnywu477XFUTmuwIQZJQzp0ZY+nZUXJFqDW2CY2XVEml4+Eyz6PzN7yN3vb+D+tfVTvRC4DRgAjHH3qcH2vYD5wMLgEB+4+1UNjVdEJCzS0oy7vjyMcx54l1ufm8t9F49IdEgt2jPTS+jfNY+HrxiT6FBavObmFgDuXgkMN7N2wHgzGwx8A7jPzG4BngOqK4d/J5JvTAVWAO8B+zXFcfeHgIcARo8e7U15bSIi1arHpCgrr6BP51wgMvZF57wsLmlG64sDyUhP456vDCczzbh70iL2VFbxw5P6qdtDMyzZUM4nJVu56YwBiQ5FaNwYGN8Exrr7DgAz+w3wPpF+pg1RWz/VOcB5RAbV2ten7j68ETGKiITSoO5tue6Evtw1aRGnDOrKGUO7JTqkFmlZ2Q5mrtrCT0/vn+hQJKK5ucXn3H2Lmb0JnOruvwdODo7ZDzgj2GYv8IPqfczsPUBfUYpITO3bAuP9TzfywdJN3HrWwJhMg5qeZvzuwmFkpqdx/+tL2F1ZxY2n9lcRo4menVlCmsHZw9R9JAwa04XEgMoazyuDZQ3iEfv1U3X3+e6+sI5dRURSwneO7c3QwrbcNOGTOueDl9gZP6MEMzhHU6CFRbNyCzMrCFpeYGatgROBBcEAnZhZGnATkRlJMLMcM2sTPD4J2Ovu86LxQkREalPdAqN6IM8/BK0vLh4T3dYXNaWnGb8+bwhfPbSIP09Zys9fmEdk2CBpDHdnwswSjujTic752YkOR2hcAeNh4EMzu83MbgM+AP7WmJPV0k+1LgeZ2Qwzm2JmR9VyTPVTFZGkkJGexl0XDmPH7kp+Nv4TJRJx5u5MmFHCEb070UVJSFg0N7foBrxhZrOBj4nkFi8AF5vZImABsCY4D0BnYLqZzQf+F7gsOi9DRKR27VpnkpFmlJVX8P7SjXy0bBNXHxu9sS9qk5Zm/OKcwVxxRC8efnc5Nz87h6oq5R6N8fbiMlZt+kxffIRIvV1IzKwP0MXd7w6aZh5J5NuR7wEljTnZgfqpuvucWjZfCxS5+0YzGwVMMLNB7r5tn2Oqn6qIJI2+XfK44eRDuOOl+YyfUcJ5IwsTHVKLMX3lZlZu2sl1J/RNdCgtXrRyC3efDew3qIy73wvce4Dly4nMUCIiEjdpaUanYCrVeyYtpkt+FhfFsPVFTWbGLWcOpFVGGn+espS9lc6vxg0hLU3dSepTVeX8duICerRrzVnD1PU3LBrSAuMeYDuAu0939/uCxGBnsK7R3H0L8CZwah3bVLj7xuDxNOBToF9TziciEibfOPIgRhe359bn5rJ262eJDqfFeGZ6CdmZaZwyuGuiQ5EY5BYiImHWKa8VbyzcwEfLN3H1sX1i3vqiJjPjxlP7c+3xfXj841X8bEJt3x9LTS98spY5Jdv40cn9yMqI3+9L6taQAkav4BuOLwhmC+nV0BPV1k+1nu3Tg8cHA32BpQ09n4hIWKWnGb+/cBh7K53/fVpdSeJh994qXpi9llMGdSU3qzHjV0uMRCW3EBFJFgW5WZSV76ZrfjZf+dJ+szfHnJnxo5MP4fLDe/HYRytZvXln3GNIJrv3VnHXqwvp3zVP3UdCpiEFjLo6CrduxLkO2E/VzMaZ2WrgMOBFM5sYbH80MNvMZgFPAVe5+6ZGnE9EJLR6dWrDT07vz1uLSnn841WJDiflvbFwA1s/28O5I5SEhES0cgsRkaRQPZDn1cfFfuyLunzzyIMAmDCjUSMBtDj/+XglKzbu5MenHkK6utuESkMKGB+b2bf2XWhm3wSmNfRE7j7b3Ue4+1B3H+zuPw+Wj3f3QnfPcvcu7n5KsPxpdx/k7sPcfaS7P9/Qc4mIJIOvji3miD4d+eUL81i1Sd+ExNKEGSV0ym3FUX06JToUiYhKbiEikiy+1KsDQwvbJqT1RU09O+Qw9qAOPD29RC1Aa7GjYi/3vraEMQd14LhDOic6HNlHQwoY3weuMLM3zeyu4GcK8D/AdbENT0QkdaWlGb+9YBhmxvVPztLI4DGydeceXpu/gbOGdScjvTGTb0kMKbcQkRbly1/qyXPfPTIUYymcP7KQZWU7mLFqS6JDCaW/vbOMsvIKbjytP2ZqfRE29WZy7r7e3Q8HbgeWBz+3u/th7r4utuGJiKS2Hu1ac8uZA/lw2SZ++eJ8Pi0t1zciUfbiJ2vZXVnFeSM040tYKLcQEUmc04Z0JTszjWemr050KKGzsbyCh95ayskDuzCyqH2iw5EDaPBIZu7+BvBGDGMREWmRLhxdyNtLyvj7u8v4+7vL6NGuNUf368TRfQs4vE8n2rbOTHSISW3CjBL6dM5lcI/8RIci+1BuISISf3nZmZwyqCvPz1rLzWcODEWrkLD44xufsnP3Xn58qmbcDisNxS4ikmBmxv0Xj+CGkw9hyuJS3l5UyvOz1vLYR6tITzOG92zH0X0LOGFAZwb3aJvocJPKqk07+Wj5Jm445RA1AxUREQmcP7KQZ2eu4fX5GzhtSLdEhxN1W3fu4Ympq5iyqJRLxhZxegNe46pNO/m/D1Zw4aie9OmcF4copSlUwBARCYmijjlc1rGYyw4tZk9lFTNWbuGtRaW8vbiUe15bxB8mL+L8kYXcfOYA2uW0SnS4SeHZmZFR1s8Z3j3BkYiIiITHEX060Tkvi6enr06pAsb8tdv41/vLGT+jhF17quiUm8XVj07n8sN78dPTB9Aqo/YRFP4waRFm8P2T+sYvYGk0FTBEREIoMz2NMQd1YMxBHbj+lEPYtGM3f3tnKX+espQpizZw+9mDOX1IV7UqqIO788yMEsYc1IHC9jmJDkdERCQ00tOMcSN6fD5gZfU0r8loT2UVk+at5x/vLeejZZvIzkzj3OE9uOywYvp2zuPOlxfw93eXMXPVFv546Uh6tNt/tu75a7cxfmYJVx51MN3aajbvMNNw7CIiSaBDm1bccEp/nvvukXRr25pr/j2dKx+ZxrqtuxIdWmh9UrKVpaU7OG9Ej0SHIiIiEjrnjSxkb5Xz/Kw1iQ6lSbZ+tocHXl/MUb95g6sfnc6aLZ/x09P788FPTuDO84cyqHtbWmWkcctZA/nTpSNZsqGcM+57mzcWbtjvWL+buJC8rAy+c2zvBLwSaQwVMEREksjA7vmMv/pwfnJaf95aVMpJd0/h3x+u1BSsB/DM9BJaZaSlVNNYERGRaDmkax6De+TzdJLORvKTZ2bz+1cX0bdLLn/52mim3HAcVx7d+4DdbE8f0o3nrz2SrvnZXPHwx9z16kIqg9zpw6UbeX3BBr5zbB910U0CKmCIiCSZjPQ0vn1MbyZ+/2gG92jLT8d/wiV//YDlZTsSHVpo7Kms4vlZazhxQGfN4iIiIlKL80YUMqdkGwvXbU90KI3y2e5KXpu/ga8fVswj3xzLSQO7kJ5Wd7fagzq1YcI1R/Dl0YXc//oSLvvbh2zYvos7X1lAl/wsLj+8V3yCl2ZRAUNEJEn16tSGf39rLHeeN4S5a7Zxyj1v8fqC9YkOKxTeWVzGxh27OXe4uo+IiIjU5uzh3clIM56ZkVytMN5eXErF3ipOHtS1UftlZ6bz2wuG8dsLhjJtxWZO+P0UZqzcwg9O7EfrVppONhmogCEiksTMjIvGFDH5h8fQuyCXHz4xS+NiAM/MKKF9TibHHtI50aGIiIiEVqfcLI49pIAJM0o+71KRDCbPX09edgZjDurQpP2/PLonE645gk55WfTvmscFowqjHKHEigoYIiIpoEt+NvdfMoKKPVV8/z8zkioJibbtu/bw6tx1nDm0e53TpYmIiAicP7KQ9dsqeHdJWaJDaZDKKue1+Rs47pDOZKY3/T4/oFs+k394DBOuOYKMZhxH4ku/KRGRFNG7IJfbzxnEB0s38eCUTxMdTsL85+NVVOyt4lzNPiIiIlKv4wd0Jj87I2kG85y5ajMbd+zmxIFdmn2s9DQjO1NdR5KJChgiIinkwlGFnDm0G3dPWsT0lZsTHU7cPf7RSu54aT5H9e3EyKJ2iQ5HREQk9LIy0jlrWHcmzl3H9l17Eh1OvV6dt56MNOPYQwoSHYokgAoYIiIpxMy4Y9wQuuZnc93jM9iWBIlItPzr/eXc+MwnHNOvgL98bTRmdY9GLiIiIhHnjypk154qXp6zLtGh1GvyvPUcenBH8rM1y1hLpAKGiEiKads6k/suHs6aLbu4ecIc3FN/PIyH3vqUW56dy0kDu/Dny0apOaiIiEgjjOjZjoM6teHpaeHuRrK0tJxPS3dwUhS6j0hyUgFDRCQFjSruwHUn9OXZmWt4ZnpJosOJqftfW8yvXlrAGUO78adLR5KVoeKFiIhIY5gZ543owYfLNrFq085Eh1OryfMj08WfMECzjLVUKmCIiKSoa47rw5iDOnDLs3NYXrYj0eFEnbvz+4kLuWvSIs4b0YN7vzK8WaORi4iItGTjRkYGv54wI7xffEyet4EB3fIpbJ+T6FAkQZTpiYikqPQ0456vDCcjPY3vPT6D3XurEh1S1Lg7d7w4nwfeWMJFX+rJ7y8cpinQREREmqGwfQ6HHtyBZ2aUhLL76aYdu5m6YpO6j7RwyvZERFJY93at+c35Q5m9eit3TVqY6HCioqrKueXZufz1nWV8/bBifjVuCGlpGrBTRESkuc4fWciysh2hnMns9QUbqHI4aYAKGC2ZChgiIinu1MFduWRsEX+espS3F5cmOpwmq6py3ltSxpWPTOORD1bw7aMP5razB6l4ISIiEiWnDu5KmsGURWWJDmU/k+ato2t+NoN75Cc6FEmgjEQHICIisXfzGQN5/9ON3DN5MUf1Ta550z8tLefpaauZMKOENVt3kZeVwY9PPYTvHNNbU6WKiIhEUV52Jod0zWdGyFpg7NpTyVuLyjh/VA/d+1s4FTBERFqA1q3SOXlQFx5+Zzm79lSGfprRzTt288LsNTw1vYRZq7aQZnB0vwJ+cvoAThrYJfTxi4iIJKuRRe14buYaqqo8NK0c3/u0jM/2VHLSwK6JDkUSTAUMEZEWYnRxB/48ZSlzSrYyuleHRIdzQOUVe/nJM5/wypy17Kl0+nfN46YzBnD28O50zstOdHgSMmaWDbwFZBHJaZ5y91vNbBjwIJALLAcudfdtZpYJ/BUYGWz/L3f/dUKCFxEJqZFF7Xn0w5Us3lDOIV3zEh0OAJPmbSA3K4NDDw5n/iLxowKGiEgLMbKoHQBTV2wOZQHD3fnZ+E94cfYaLj/8IC4YVcjA7urnKnWqAI539/KgOPGOmb0M3A9c7+5TzOwbwA3AzcCFQJa7DzGzHGCemT3m7ssT9QJERMJmZHF7AKav3ByKAkZVlfPa/PUc06+ArAy1wGzpNIiniEgL0TE3i4M7tWHainD1a632n49X8ezMNfzgxH7cctZAFS+kXh5RHjzNDH4cOIRIywyAScD51bsAbcwsA2gN7Aa2xS9iEZHw69Uxhw5tWjE9JPnC7JKtbNhewYkDOyc6FAkBFTBERFqQkcXtmb5ic+jmd1+wbhu3PjeXo/p24urj+iQ6HEkiZpZuZjOBDcAkd/8QmAOcHWxyIdAzePwUsANYC6wEfu/umw5wzCvNbKqZTS0tTd6Ze0REmsLMGNGzXWimUp08bz3pacZxh6iAISpgiIi0KKOK27Nxx26Wb9yZ6FA+t6NiL1c/Op381pnc/eXhpIdkwDBJDu5e6e7DgUJgjJkNBr4BXGNm04A8Ii0tAMYAlUB34CDgR2Z28AGO+ZC7j3b30QUFyTVrj4hINIwsbs+npTvYsnN3/RvH2KR56/lSr/a0y2mV6FAkBFTAEBFpQUYH/VqnLt/vS+eEcHdumjCH5WU7uPei4RTkZSU6JElS7r4FeBM41d0XuPvJ7j4KeAz4NNjsEuAVd9/j7huAd4HRCQlYRCTERgTjZs1YtSWhcazcuJOF67dr9hH5XNwKGGaWbWYfmdksM5trZrcHyy8MnleZ2X5JhJkVmVm5mV0fr1hFRFJV74Jc8rMzQtMs9Mmpqxk/o4Tvn9iPw3t3SnQ4kmTMrMDM2gWPWwMnAgvMrHOwLA24iciMJBDpNnK8RbQBDgUWxD9yEZFwG1bYjjSDGQkeB2PS/PUAnDhA3UckIp4tMKpHCh8GDAdONbNDifRTPY//Dra1rz8AL8cnRBGR1JaWZowqbs/U5YkvYCxct51bnpvDEX06co3GvZCm6Qa8YWazgY+JjIHxAnCxmS0iUpxYAzwcbP9HIlOrzgm2f9jdZ8c/bBGRcGuTlUH/rvlMX5nYFhiT562nX5dciju2SWgcEh5xm0bVIyPG7TdSuLvPh8hgMfsys3OBpUQG3BIRkSgYVdyeNxaWsnXnHtrmZCYkhp2793LNv6eTl53JPV8ZoXEvpEmC4sOIAyy/F7j3AMvLiQzqKSIi9RhR1I5nZ66hssoTcp/esnM3Hy3fxFXH7DdUkbRgcR0Do5aRwmvbtg3wv8Dt9RxTI4WLiDTCqOIOAExflbhWGDdPmMunpeXc+xWNeyEiIhJGI4vaU16xl8Ubtifk/G8uLKWyyjlxQJeEnF/CKa4FjFpGCq/N7cAfaszvXtsxNVK4iEgjDOvZlvQ0Y1qCupE8OXUVT09fzXUn9OXwPhr3QkREJIxGBgN/T1+RmG4kk+avpyAvi2GF7RJyfgmnhMxCUnOk8Do2Gwv81syWA98Hfmpm3419dCIiqS2nVQaDuuczLQEDcy3ZsJ2bn53D4b07cu3xfeN+fhEREWmYXh1z6NCmVUIG/q7YW8mUhaWcOKAzaepmKjXEcxaSA44UXtv27n6Uu/dy917APcCv3P2BuAQrIpLiRha1Z+aqLeyprIrreR+cspSMtDTuuWi4xr0QEREJMTNjRM92CSlg/H7iQsor9nLWsO5xP7eEWzxbYBxwpHAzG2dmq4HDgBfNbGIcYxIRaZFG92rPZ3sqWbA2fv1aP9tdycufrOX0IV3pnJcdt/OKiIhI04wsbs/S0h1s2bk7bud8fcF6/vL2Mi47tFhTrMt+4jkLSW0jhY8Hxtez720xCktEpEUaFfRrnbpiE0MK28blnJPmr2fH7krGjSiMy/lERESkeUYURcafmLFyC8f172CwDOAAABtVSURBVBzz863buosfPTGLAd3y+dkZA2J+Pkk+CRkDQ0REEqtb29Z0b5sd13Ewxk9fTfe22Yw9qEPczikiIiJNN6ywHWlGXLqRVFY51z0+g4q9VTxwyQiyM9Njfk5JPipgiIi0UKN6dYhbAaOsvIK3FpdxzogeGoxLREQkSbTJyqB/1/y4FDDue20xHy7bxC/OGUzvgtyYn0+SkwoYIiIt1Kiidqzduos1Wz6L+bmen7WGyipn3IgeMT+XiIiIRM/I4nbMXLmFyipv0PbuzqR56ykrr2jwOd7/dCP3v76Y80b04PxR6moqtVMBQ0SkhRrdK9KVY2ocWmFMmFHCoO759OuSF/NziYiISPSMLGrPjt2VLFrfsIG/J81bz7f+NZUT757Ck1NX4V534WNjeQXXPT6DXh3b8ItzB0cjZElhKmCIiLRQ/bvmkdMqnekxLmB8WlrOrNVb1fpCREQkCY0sigz83ZBuJO7OPZMX07NDa/oU5HLDU7P56t8+ZHnZjgNuX1Xl/OjJWWz5bA/3XzKCNllxm2NCkpQKGCIiLVRGehrDe7Zj6opNMT3P+OklpBmcrbncRUREkk5xxxw6tGnF9BVb6t321Xnrmbd2G9ed0I8nvn0Yvzx3MLNXbeWUe97iT28uYU9l1Re2/9s7y3hzYSk3nTGAQd3jMyuaJDcVMEREWrBRxe2Zv3Y7Oyr21rvtnsoq/vX+cjZs39Xg41dVORNmlnBk3wI652c3I1IRERFJBDNjZFE7ZtTTAsPduXfyYnp1zOHc4d1JSzO+emgxk354DMceUsBvX1nI2Q+8y6xVkULIzFVb+M0rCzhlUBcuO7Q4Hi9FUoAKGCIiLdio4vZUVvnnyURdHnprKbc8O5cfPTGr3v6s1aau2MzqzZ8xboRaX4iIiCSrEUXtWVq2g807dte6zcS5kdYX1x7fl4z0//43s2vbbP582Wge/OooNu2oYNyf3uW25+Zy7WPT6ZKfzW/PH4aZZiiThlEBQ0SkBRtR1B4z6p1OdcmG7dw7eTE92rXm7cVlTJhZ0qDjj59RQk6rdE4Z1DUa4YqIiEgCVI+DMWPVgfOFqirn3tcWc1CnNpwz/MBfWpw6uCuTfngMl4wt4h/vLWfNll3cd/Fw2uZkxixuST0qYIiItGBtW2fSr3NenTORVFY5Nzw1mzZZ6Yy/+nBGFrXj58/PY2M906Pt2lPJi7PXcMqgruS00qBcIiIiyWpYz7akp1mt42C8Om8d89du49rj+3yh9cW+8rMz+eW5Q5hwzRH884oxjCruEKuQJUWpgCEi0sKNLG7P9JWbqaplfveH313GjJVbuO3sQXTOz+bO84dSXrGXX744v87jvrlwA9t27dXsIyIiIkkup1UG/bvmHXAmkqqqyMwjB3dq0+ABu4f3bMeRfTtFO0xpAVTAEBFp4UYVt2f7rr0sKS3fb92ysh38buJCThzQ+fOkpF+XPL5zTG/GzyhhyqLSWo/7zPQSCvKyOLx3x5jFLiIiIvExsqg9s1ZtoXKfLzwmzl3HgnXbufaEultfiESD3mEiIi3c6OJIv9apy7/4rUpVlfO/T8+mVUYavzx3yBcG2Lrm+D70LmjDz8Z/ws7d+89gsmXnbt5YuIFzhnVXMiMiIpICRha3Y8fuShau2/75suqxLw4uaMPZw9TiUmJPWaWISAtX3DGHjm1a7TeQ5/99uIKPlm3i5jMH0rXtF6dAzcpI587zh7J682fc/eqi/Y75wuy17Kl0zlX3ERERkZRQPZBnzW4krwStL647oS/paZpJRGJPBQwRkRbOzBhV3J5pKzZ9vmzVpp3c+fICjurbiQtHFR5wvy/16sClY4v4+7vL9puGdfyMEvp1yWVQ9/yYxi4iIiLxUdQh8oVHdQGjqsq5d/Jiehe04cyhmi5d4kMFDBERYVRxe5Zv3ElZeQXuzk+e+QQDfn3ekDrnZv/f0/pTkJfFjc98wp7KKgBWbtzJtBWbGTeiUPO6i4iIpAgzY0RRe2asjHxp8fKcdSxcv53vqfWFxJEKGCIiwuhekWah01Zs5ompq3hnSRk3nj6AwvY5de6Xn53J7WcPZv7abfzl7aVApPWFGbXOAy8iIiLJaWRxO5aV7aCsvIJ7X1tEn865an0hcZWR6ABERCTxBnVvS6v0NF6cvZY3Fmzg0IM7cOmYogbte+rgrpw6qCv3Tl7MaYO7MWFmCYce1JHu7VrHOGoRERGJp+pxMH710nwWrS/nvotHqPWFxJVaYIiICNmZ6QwpbMtzs9awp6qK35w/lLRGJCS3nzOIVhlpXPHwRywr28E4Dd4pIiKScoYWtiU9zXhmegl9OudyxpBuiQ5JWhgVMEREBIiMgwFwwyn9Ke7YplH7dsnP5sbT+rN8406yMtI4dUjXWIQoIiIiCZTTKoMB3fIANPOIJIS6kIiICACXHVpM+5xWXH54rybtf/GXinhjwQZ6tGtNfnZmdIMTERGRUDhjSHdyszI4Xa0vJAHM3RMdQ9SMHj3ap06dmugwREREUp6ZTXP30QmOIRt4C8gi8qXMU+5+q5kNAx4EcoHlwKXuvs3MLgVuqHGIocBId59Z2zmUW4iIiMReQ/MKdSERERGRZFUBHO/uw4DhwKlmdijwV+BGdx8CjCcoWrj7o+4+3N2HA5cBy+sqXoiIiEi4qIAhIiIiSckjyoOnmcGPA4cQaZkBMAk4/wC7Xww8FvMgRUREJGpUwBAREZGkZWbpZjYT2ABMcvcPgTnA2cEmFwI9D7DrV6ilgGFmV5rZVDObWlpaGouwRUREpAlUwBAREZGk5e6VQZeQQmCMmQ0GvgFcY2bTgDxgd819zGwssNPd59RyzIfcfbS7jy4oKIjxKxAREZGGUgFDREREkp67bwHeBE519wXufrK7jyLSyuLTfTa/CHUfERERSToqYIiIiEhSMrMCM2sXPG4NnAgsMLPOwbI04CYiM5JQY9mFwOPxj1hERESaQwUMERERSVbdgDfMbDbwMZExMF4ALjazRcACYA3wcI19jgZWu/vSuEcrIiIizZIRrxPVMVf7hcBtwABgjLtPDbYfAzxUvTtwm7uPj1e8IiIiEm7uPhsYcYDl9wL31rLPm8ChsY1MREREYiFuBQz+O1d7uZllAu+Y2ctERgo/D/jzPtvPAUa7+14z6wbMMrPn3X1vHGMWERERERERkRCIWwHD3R3Yb652d58PYGb7br+zxtNsIvO6i4iIiIiIiEgLFNcxMGqZq72u7cea2VzgE+Aqtb4QERERERERaZni2YUEd68Ehgcjho83s8G1zcEebP8hMMjMBgD/NLOX3X1XzW3M7ErgyuBpuZkt3OcwRcDKekJrC2ytY30noKwZ+zdkm+auh+bHGY3XEYZrVV8M0TiHfl8N3yYZfl8N2UbXquFxxOP3oWsVvWM05VrVt33KmDZtWpmZrdhncRjeG9GKIxk++xRHeOMIw2ex4ojNMcLyHgtLHMnyuw3L9aovjgP9H724nmNGuHtCfoBbgetrPH+TyJgXtW3/Rl3r69ivtAHbPFTP+qnN2b+B52jW+mjEGaXXEYZrVWcM8fh96PeVXL8vXatGv44wvHd1rUJ0rVraTxjeG1GMI/SffYoj1HEk/LNYcaT8eywscSTL7zYs16u+OOr9P3ptP3HrQlLbXO11bH+QmWUEj4uBQ4DlTTj1lgZs83wTjtvY/evbprnrGyIa50iGaxWNOPT7it45wnAtdK2SK4ZoHSPW5whDDNE6RnPP0dKE5Zrrs09xJDqOZPkcVByNP0Zzz5FqcSTL7zYa+8fj99aQ/6MfkAUVkJgzs6HAP4F0ImNvPOHuPzezccD9QAGRFzLT3U8xs8uAG4E9QBXwc3ef0ITzTnX30c2MvdnHiIcwxKkYGi4McSqGhgtDnGGIIUxx1CUsMYYljrokQ4ypKFmue1jiVBzhjKM+YYlTcTReWGINSxz1CUucyRJHc+KM5ywktc3VPh4Yf4DljwCPROHUD4XkGPEQhjgVQ8OFIU7F0HBhiDMMMUB44qhLWGIMSxx1SYYYU1GyXPewxKk4vigscdQnLHEqjsYLS6xhiaM+YYkzWeJocpxxa4EhIiIiIiIiItJUcZ1GVURERERERESkKVTAEBEREREREZHQUwGjBjMrT3QMdTGzSjObWeOnVx3bHmtmL0T5/G5mj9R4nmFmpdE+TyPiGRfE1D8R569LCK9VaN7b9cViZm+aWdwHHwrL+8nMfmZmc81sdvB3PjZBcRSa2bNmttjMPjWze82sVR3bf9/McuIYn5vZXTWeX29mt8Xr/ME5qz+T55rZLDP7oZmF9r4aps+BliIZrnmic4saxw7NfTPR94MwXYuGCtt7PVG5RqLfO40RlnwjiEU5R8PiCF3ekYi//dAmWnJAn7n78Bo/y+N8/h3AYItMgwtwElDSmANYMDVulFwMvANc1MgY0qMYQ22afa0k7pr0foomMzsMOBMY6e5DiUw3vSoBcRjwDDDB3fsC/YBc4I46dvs+ELdkAqgAzjOzTnE8576qP5MHEfkbPx24NYHxiDRFonOLamHKMRKdXyiHSF4JzyUaIiz5RhCLco6GU96BChj7MbNcM3vNzKab2Sdmdk6wvJeZzTezvwRVr1dr3FgSGW+6mf3OzD4OKqjfrrE638zGm9k8M3swShW6l4EzgscXA4/ViGWMmb1nZjOCfw8Jll9uZk+a2fPAq1GIATPLBY4Avklwkwi+GXrrQK/ZzMrN7Odm9iFwWDRiaICmXKu3zWx4je3etcgUxM227zdnZvaAmV0ePF5uZrfXeN/H9JuDumJJhDreT7Vdr9PNbIGZvWNm90XxW7FuQJm7VwC4e5m7rzGzUWY2xcymmdlEM+sWxPGmmd0TvIfmmNmYKMVxPLDL3R8O4qgEfgB8w8zamNnvg/fJbDO71sy+B3QH3jCzN6IUQ332EhnB+gf7rjCz4uBzfHbwb5GZtQ3e59WfCTlmtsrMMqMRjLtvAK4EvmsRtX42m9mPg+s3y8zujMb5GyrZ7nGpIBmveQJyi2oJzzFClF+EKodoiDDlGfXFE6PzhSWXaIiw5BugnKNJwpR3xPs+pwLG/nYB49x9JHAccJeZWbCuL/DHoOq1BTg/zrG1tv828ayeevabwFZ3/xLwJeBbZnZQsG4M8CNgCNAbOC8KMTwOXGRm2cBQ4MMa6xYAR7v7COAW4Fc11h0GfN3dj49CDADnAq+4+yJgk5mNDJbX9prbAHPcfay7vxOlGOrTlGv1V+ByADPrB2QFUxDHQ1nwvv9/wPVxOmdY1PZ+2k/w+/wzcJq7HwkURDGOV4GeZrbIzP5kZscEN7v7gQvcfRTwd774rUQbdz8cuDpYFw2DgGk1F7j7NmAl8D/AQcCI4FubR939PmANcJy7HxelGBrij8ClZtZ2n+UPAP+qjg+4z923ArOAY4JtzgImuvueaAXj7kuJ3Fc7U8tns5mdRuT9NtbdhwG/jdb5GyjM97hUFfZrHobcoloYcoyw5BfJlkM0RKrnGWHJJRoiLPkGKOdoshDlHXG9z6mAsT8DfmVms4HJQA+gS7BumbvPDB5PA3rFObaazTzHBctOBr5mZjOJ3Nw6EnmjAHzk7kuDSuZjwJHNDSC4EfYi8m3AS/usbgs8aWZzgD8Q+UCqNsndNzX3/DVcTOTmTvDvxcHj2l5zJfB0FM9fryZeqyeBM4ObyDeAf8Ql2Ihngn8T8d5OtNreTwfSH1jq7suC54/VsW2juHs5MIpIRb0U+A/wbWAwMCn4O78JKKyx22PBvm8R+Wa0XRRCMeBAc2wbcDTwoLvvDc4bzb/rRgkSnH8B39tn1WHAv4PHj/Dfz4H/AF8JHl8UPI+26ht2bZ/NJwIPu/vO4DXE+/qF+R6XqsJ+zROeW1QLSY4RivwiCXOIhkj1PCMUuURDhCjfAOUczRWGvCOu97lojkeQKi4lUgUd5e57zGw5kB2sq6ixXSUQhqaeBlzr7hO/sNDsWPb/MDjQh0NTPAf8HjiWyB9HtV8Ab7j7OIsMAvZmjXU7onRuzKwjkeZmg83MgXQir+0lan/Nu4KkI94ada3cfaeZTQLOAb4MRHOAqb18sWiZvc/66vd3JbH/bKgvlrip4/30HAeO0Yih4H36JvCmmX0CXAPMdffamibH4u98LvtUyM0sH+gJLI3SOaLlHmA68HAd21TH+xzwazPrQCRxez2agZjZwUT+fjZQ+2fzqST2+iXbPS4VJOM1T0RuUS1hOUYI84sw5RANEaY8oyHxRE3YcomGCEm+Aco5mixEeUdc73NqgbG/tsCG4OIfBxQnOqB6TAS+U92nysz6mVmbYN2YoOlQGpEKYLSaNv4d+Lm7f7LP8rb8d5Cpy6N0rgO5gEhTrWJ37+XuPYFlRCqesXrNTdWUa/VX4D7g4yhXSVcAA80sK2j+dkIUj53MsdT2foIDx7gAONj+O1L/V4gSMzvEzPrWWDQcmA8UWGTALcws08xqfvP4lWD5kUSaDm6NQiivATlm9rXg2OnAXUS+zXsVuMqCwfKCGzPAdiAvCudulOBv5AkiTServcd/B1C7lOBzIPjG6SPgXuCFaP6nw8wKgAeBB9zdqf2z+VUi/XpzguUdajtmjCTbPS4VJOM1T0RuUS2ROUbY8osw5RANEaZ7e7zjCU0u0RAhyjdAOUeThCzviOt9Ti0wAsEfRgWRvkvPm9lUYCaRD5gw+yuRpjjTg75GpUT6OQG8D9xJpL/mW8D4Ax2gsdx9NZE/xn39Fvinmf2QGFQZa7iYyOuq6WngO8ToNTdVU66Vu08zs23UXd1tsOr3truvMrMngNnAYmBGNI6frLHUUNv76RIiN6kvxOjun5nZ1cArZlZG5OYULbnA/UGzzL3AEiLNOx8C7guSnwwi3wDMDfbZbGbvAflEmgw3m7u7mY0D/mRmNxMpdr8E/JRI9bwfMNvM9gB/IdL/8yHgZTNbG+c+qRBJdL5b4/n3gL+b2Q1EPhOvqLHuP0SaWR8bhfO2DppqZhL5fT0C3B2sO+Bns7u/YpFB9qaa2W7+e11jKonvcUkrya953HOLagnOMUKVX4Qhh2iIsN3bExRPmHKJhghFvgHKORopVHlHou5zFinYiJkNA/7i7tEcVVfiyCJNW6939zMTHUtzmFl3Ik36+rt7VRSOF5r3dphiaQ4zy3X38uAG8Udgsbv/IQFxvEnkPT813ueW5JIqf3vJRNc8dSRTfhHtHKKB5wzVez1s8dQmLLlEQyjfkANJ1N+aupAAZnYVkYFpbkp0LNKyBc3nPgR+FqXiRWje22GKJQq+FVTA5xJpNvfnBMcjUqsU+9tLCrrmkgjRziEaeM5QvdfDFk89lEtI0krk35paYIiIiIiIiIhI6KkFhoiIiIiIiIiEXossYJjZ381sg0Xmz65eNszM3jezT8zseYtM31O9bmiwbm6wPjtYPip4vsTM7gv6sImIiCRUFO9zd5jZKjMrT8TrSCZm1tPM3jCz+cF1vC5Y3sHMJpnZ4uDf9sHyjsH25Wb2wD7HetPMFprZzOCncyJek4iICET9HtfKzB4ys0VmtsDMzj/QOWvTIgsYRKblOXWfZX8FbnT3IURGlr4BPh9d9f+Aq9x9EJFRZPcE+/w/IiP29g1+9j2miIhIIvyD6NznngdCPRBeiOwFfuTuA4BDgWvMbCBwI/Cau/clMl3gjcH2u4CbgetrOd6l7j48+NkQ49hFRETqEs173M+ITLvaDxgITGlMIC2ygOHubwH7zo19CJFpsQAmAdWVoJOB2e4+K9h3o7tXmlk3IN/d3w/m3v0X/51iTEREJGGicZ8LHn/g7mvjEHLSc/e17j49eLwdmA/0AM4B/hls9k+CXMHdd7j7O0SSPBERkdCK8j3uG8Cvg+2q3L2sMbG0yAJGLeYAZwePLwR6Bo/7AW5mE81supn9OFjeA1hdY//VwTIREZEwaux9TprIzHoBI4jMCNGluggU/NvQ7iAPB91HblYXVRERCYvm3OPMrF3w8BdBzvGkmXVpzPlVwPivbxBpCjMNyAN2B8szgCOBS4N/x5nZCcCBkglN6SIiImHV2PucNIGZ5QJPA993921NPMylQVefo4Kfy6IVn4iISFNF4R6XARQC77r7SOB94PeNOYAKGAF3X+DuJ7v7KCJz2n4arFoNTHH3MnffCbwEjAyWF9Y4RCGwJp4xi4iINFQT7nPSSGaWSSSxe9TdnwkWrw+6nRL8W+94Fu5eEvy7Hfg3GodEREQSLEr3uI3ATiJjcQE8SSNzDhUwAtUjfJtZGnAT8GCwaiIw1MxygoHOjgHmBU1ktpvZoUHTzq8BzyYgdBERkXo19j6XmCiTV5AL/A2Y7+5311j1HPD14PHXqSdXMLMMM+sUPM4EziTS/UdERCQhonWPC8aOfJ7IgOEAJ9DInMMix2hZzOwxIhetE7AeuBXIBa4JNnkG+ElwgTGzrwI/IdJF5CV3/3GwfDSRkd5bAy8D13pLvKAiIhIqUbzP/Ra4BOhOpJXhX939tri9kCRiZkcCbwOfAFXB4p8S6SP8BFAErAQudPdNwT7LgXygFbCFyICqK4gMtpoJpAOTgR9WD6wqIiISb9G6x7n7PDMrBh4B2gGlwBXuvrLBsej/2yIiIiIiIiISdupCIiIiIiIiIiKhpwKGiIiIiIiIiISeChgiIiIiIiIiEnoqYIiIiIiIiIhI6KmAISIiIiIiIiKhpwKGiMSFmd1mZtfXsf5cMxsYz5hEREQkOSmvEGmZVMAQkbA4F1CiISIiItGgvEIkBZm7JzoGEUlRZvYz4GvAKqAUmAZsBa4EWgFLgMuA4cALwbqtwPnBIf4IFAA7gW+5+4J4xi8iIiLhobxCRFTAEJGYMLNRwD+AsUAGMB14EHjY3TcG2/wSWO/u95vZP4AX3P2pYN1rwFXuvtjMxgK/dvfj4/9KREREJNGUV4gIRP74RURi4ShgvLvvBDCz54Llg4MEox2QC0zcd0czywUOB540s+rFWTGPWERERMJKeYWIqIAhIjF1oCZe/wDOdfdZZnY5cOwBtkkDtrj78NiFJiIiIklGeYVIC6dBPEUkVt4CxplZazPLA84KlucBa80sE7i0xvbbg3W4+zZgmZldCGARw+IXuoiIiISM8goR0RgYIhI7NQbbWgGsBuYBO4AfB8s+AfLc/XIzOwL4C1ABXABUAf8P6AZkAo+7+8/j/iJEREQkFJRXiIgKGCIiIiIiIiISeupCIiIiIiIiIiKhpwKGiIiIiIiIiISeChgiIiIiIiIiEnoqYIiIiIiIiIhI6KmAISIiIiIiIiKhpwKGiIiIiIiIiISeChgiIiIiIiIiEnr/H0l21kqzRLC9AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "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'osclillation périodique, 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['untrend_data'] = data['CO2'] - data['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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data.plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "markdown", "metadata": { "hideCode": true, "hidePrompt": true }, "source": [ "La courbe verte représente les données de la variation de CO2 dans l'atmosphère sans l'effet de l'évolution continue que nous avons constaté au début de l'analyse. \n", "Nous pouvons donc caractériser les oscillations périodiques. Pour cela, nous utiliserons une transformée de Fourier qui détaillera les différents paramètres de ces oscillations." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CO2trend_fituntrend_data
date
1960-01-02315.72315.96315.95
1960-01-09316.40315.98316.61
1960-01-16316.73316.00316.92
1960-01-23316.57316.01316.75
1960-01-30316.68316.03316.84
\n", "
" ], "text/plain": [ " CO2 trend_fit untrend_data\n", "date \n", "1960-01-02 315.72 315.96 315.95\n", "1960-01-09 316.40 315.98 316.61\n", "1960-01-16 316.73 316.00 316.92\n", "1960-01-23 316.57 316.01 316.75\n", "1960-01-30 316.68 316.03 316.84" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[mask1_1y].head(5)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [], "source": [ "data_1y = data[mask1_1y].drop(['trend_fit', 'CO2'], axis=1) - 315.95\n", "time_1y = dates_to_idx(data_1y.index)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_1y.plot()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "def mysine(x, amp, freq, shift):\n", " return amp * np.sin(2*np.pi*x*freq) + shift" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "sinemodel = Model(mysine)\n", "params = sinemodel.make_params(amp=7, freq=1, shift = 0)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "result = sinemodel.fit(data_1y['untrend_data'], params, x=time_1y)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "coeffs = result.params.valuesdict()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OrderedDict([('amp', 2.913657292010378),\n", " ('freq', 1.0733831551163455),\n", " ('shift', 0.8693924761163696)])" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coeffs" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "def fitted_curve(time):\n", " CO2_1y = coeffs.get('amp')*np.sin(2*np.pi*coeffs.get('freq')*time) + coeffs.get('shift')\n", " return np.round(CO2_1y, 2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data_1y['fit'] = pd.Series(fitted_curve(time_1y), index=data_1y.index)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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