{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Subject 1: CO2 concentration in the atmosphere since 1958" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Importation des bibliothèques nécessaires\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import isoweek" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Téléchargement et chargement des données\n", "data_url = \"https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Charger les données à partir d'un fichier CSV local\n", "data_file = \"weekly_in_situ_co2.csv\"\n", "\n", "import os\n", "import urllib.request\n", "if not os.path.exists(data_file):\n", " urllib.request.urlretrieve(data_url, data_file)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Date Concentration\n", "0 1958-03-29 316.19\n", "1 1958-04-05 317.31\n", "2 1958-04-12 317.69\n", "3 1958-04-19 317.58\n", "4 1958-04-26 316.48\n" ] } ], "source": [ "# Charger les données dans une table de pandas\n", "# data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0], names = ['Date', 'Concentration'])\n", "data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], names = ['Date', 'Concentration'])\n", "# Affichage des premières lignes des données pour vérification\n", "print(data.head())" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Toutes les lignes contenant au moins une valeur nulle (NaN) dans une colonne sont supprimées\n", "# data_subset = data.dropna()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Réalisation du graphique complet\n", "plt.figure(figsize=(15, 6))\n", "plt.plot(data['Date'], data['Concentration'], label='CO2 Concentration')\n", "plt.title('CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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aSEhI8G1/9NFHueCCCwJeIz8/P+B7WbduHY899hhr167FGMPJJ5/MGWecQXJyMkVFRTz99NM88sgjXH311bzwwgt8/vOf5/rrr+f73/8+y5Yto6WlBY/Hw+rVqykqKuKjjz7CGMOll17KO++8w5gxY3q8zgMPPMCvf/3rLk1hnE4na9asAaCmpoZbbrkFgB/+8Ic8+uijfP3rX+fSSy/l4osv5sorr+zyXlpaWrjxxht54403mDx5Ml/84hd56KGH+Na3vgVAamoq69ev58EHH+TXv/41y5cvRymllFJKKRWYVhCHIGNMj81T/Le/9dZbPProo/ziF784puuvWbOGZcuWERsbS1xcHJdffjnvvmstOTl+/Hjy8/MBmD9/Pnv37sXlclFSUsKyZcsAK6GLiYlh9erVrF69mrlz5zJv3jx27NhBUVFRj9fpyec+9znf4y1btnD66acza9YsnnzySbZu3drre9m5cyfjx49n8uTJANxwww288847vv2XX355n2JQSimllFKH7a1uZF9No68Hhho5tIIIXSp9g7XMxYwZM3xDJAPt809yAHbv3k1cXJwvts2bN3PzzTfz6quvkpKSEvAamzZtwuPx+IaYevX2ix4VFeV7HBYWRnNzc4/HG2O4++67+cpXvtJl+969ewNepyexsbG+xzfeeCMrV65kzpw5PP744xQUFPR43tHeCxx+P2FhYXR0dPR6rFJKKaWUsj5fffbB96hraicr0cn5MzP54UXTCXNo9/eRQCuIQXLWWWfR2trKI4884tv28ccf8/bbb3P99dezZs0aX5fO5uZmvvGNb3DXXXcBsH//fi6//HKeeOIJX+XsSHl5eSxYsIB77rnHl0QVFRXx4osvsmTJElauXElTUxONjY2sWLGC008/vcdYExISyM3NZeXKlQC0trbS1NTEeeedx1/+8hffIvMlJSVUVgZcltInPj4el8vV436Xy0VWVhbt7e08+eSTRz1v6tSp7N27l127dgHwxBNPcMYZZ/Qag1JKKaWU6pmrtYO6pnY+MzWdaVkJPPbeXgp29v4ZT4UOTRCDRERYsWIFr732mm8Zip/85CdkZ2cTHR3Niy++yL333suUKVOYNWsWCxcu5I477gCsDp41NTXcfvvt5OfnB1zkHWD58uWUl5czceJEZs2axS233EJ2djbz5s3jxhtv5KSTTuLkk0/m5ptvZu7cub3G+8QTT/CHP/zBt7RGeXk55557Ltdddx2nnHIKs2bN4sorr+w1+QOrQnjbbbf5mtQc6Wc/+xknn3wy55xzDlOnTvVtv+aaa/jVr37F3LlzfQ1ywBru+thjj3HVVVcxa9YsHA5Hl8Y/SimllFLq2FQ2WA3/LpmTzZ+/MJ/0+Cie+HBfkKNSg0VGwrjiBQsWmE8++aTLtu3btzNt2rRuxw7WEFM1dPR0LxQUFLB06dLBD0gNSXo/KC+9F5Q/vR+UVyjdC+8XV3PdI2t56uaTWTwxld+9Vsgf3izi7e+eyZiUmGCHNywMxftBRNYZYwJXlvxoBVEppZRSSinlU+WyKojpCVYvh2tPGoNDhCc/0iriSKAJolJKKaWUUsrHmyCmxTkByEx0cs60DJ79+AAt7Z3BDE0NAk0QlVJKKaWUUj6VrlYiwx0kRB9e8OALp4yltqmdVz4tC2JkajCM6ARxJMy/VL3Te0AppZRSI4UxhgcLdrG9rKHX46pcraTHR3VZf3txXgoZCVG8U1g10GGqIBuxCaLT6aSmpkYThBHMGENNTQ1OpzPYoSillFJKDbiKhlZ++e+dfPEvH1FS1/Ma1ZWuFtLio7psExEmZ8Szp7pxoMNUQRZ+9ENCU25uLgcPHqSqqutfQVpaWjRhGEGcTie5ubnBDkMppZRSasAVVljLkVW7W/ny4x/z/FcXExfVPR2obGhlQlpst+3jU2NZsaEEY0yX6qIKLSM2QYyIiGD8+PHdthcUFBx1TUCllFJKKaWGG2+C+Lur8/mv5zax7I/vERHmoKKhhR9fMp3L8nMAqHK3smhCSrfzx6fG4mrpoKaxjdS4qG77VWgYsUNMlVJKKaWUGkmKKtykxEby2bk5/PKK2USGO8hMdNLW4eFte25ha0cndU3tpMd3TwDHp1pVRR1mGtpGbAVRKaWUUkqpkaSw0sWkjDgArpifyxXzrWk2n1++luJKN+C3xEWABHFCqnXunqpGFo4bNRghqyDQCqJSSimllFIhzhjDrgo3kzPiu+2bmB5HcVUjxhhfgpie0D1BzEmOJiJMKK52D3i8Kng0QVRKKaWUUirEldW34GrtYFJ6XLd9eWmxuFs7KG9oodKbIMZ3b9oY5hDGpsSyp0qHmIYyTRCVUkoppZQKcd4GNZMCVBDz7KRxV6XblyAGGmIKMCE1VucghjhNEJVSSimllApxRRXWsNCehpgCFFe6qWpoQQRSYiMDXmd8Wiz7apro9Oha4qFKE0SllFJKKaVCXGGFi9S4SEYFSPzS4qJIcIazq8pNlbuVlNgowsMCpwkTUmNp6/RQWtc80CGrINEEUSmllFJKqRBXWOlmUnr36iGAiDAxPc4aYtrQ2uPwUoDxdifT3TrMNGRpgqiUUkoppVQIszqYupic0b1BjZeVIDZS6WoNuAail3ctxN1V2sk0VGmCqJRSSimlVAgrqWumsa0zYIMar7y0OKrdreypbuw1QUyNiyQ+Klwb1YQwTRCVUkoppZQKQR2dHowxvTao8fI2qnG3dgRcA9FLRBifpp1MQ1l4sANQSimllFJK9S93awen/eJNjIGEaOsj/9GGmHqlxfWcIII1zPSTvbX9E6gacrSCqJRSSimlVIjZUlJPXVM7c8ckMSo2irOnpZMUE3jpCoDc5Bgiw63UID3B2eu1J6TGUVrfTEt7Z7/GrIYGrSAqpZRSSikVYraU1APwqyvn9NqV1CvMIUxIjWVHuavXOYhgVSKNge1lDcwdk9wv8aqhQyuISimllFJKhZitpQ1kJjj7lBx65dnDTI92zryxVlK4fn+db1uVq5Xfrt5JW4fnOKJVQ4kmiEoppZRSSoWYT0vqmZmTcEznTM9KIDLMQXp870NMMxKc5CRFs37f4XmIz3y0nz+8uYuCnZXHFa8aOgY8QRSRMBHZICIv2c9/JSI7RGSziKwQkSR7+zkisk5EPrX/e1YP1/uJiJSIyEb768KBfg9KKaWUUkoNF01tHRRXuZmRnXhM533p1HGs+NpioiPDjnrs3DFJrN9/OEF8t6gagJc/LTu2YNWQMxgVxG8C2/2evwbMNMbMBgqBu+3t1cAlxphZwA3AE71c83fGmHz765WBCFoppZRSSqnhaHtZA8bArJxjSxBjIsP7nFTOH5tMWX0LpXXNuFraWb+/logw4fVtFdq8Zpgb0ARRRHKBi4Dl3m3GmNXGmA776YdArr19gzGm1N6+FXCKSN8HTSullFJKKaXYUtIAwMxjTBCPxbwx3nmItXy4+xAdHsNXluTR2NZJwc6qAXvdoeTzy9fyu9cKgx1GvxvoCuL9wF1AT7NVbwJeDbD9CmCDMaa1h/PusIeo/kVEtHWSUkoppZRStk9L6kmNiySjlwXvT9S0rASiwh2s31fHu0VVxESG8bUzJzIqNnJEDDPt9BjW7qnhmY/34/GYYIfTr8SYgXlDInIxcKEx5nYRWQp81xhzsd/+HwALgMuNXxAiMgNYBZxrjCkOcN0MrOGoBvgZkGWMuSnAcbcCtwJkZGTMf+aZZ/oUt9vtJi6u50VE1cih94Lyp/eD8tJ7QfnT+0F5DaV74UfvNZMUJfzXgt6bzZyo/13bTIcHmtoNGbEOvj3fyeNbW/mgtIP/d1YMkWEyoK8fTLUtHr5d0AzAjxc5mZDUdd7mULofvM4888x1xpgFRztuINdBPBW41G4i4wQSROTvxpjPi8gNwMXAZ45IDnOBFcAXAyWHAMaYCr/jHwFe6uG4h4GHARYsWGCWLl3ap6ALCgro67EqtOm9oPzp/aC89F5Q/vR+UF5D5V5oae+kdPV/uGzBBJYunTKgr/VB83YeeWc3HgO3njWFpaeNJzK3moLla/FkTGXpzKwBff1gWrfvEBR8AECVM4eblk7tsn+o3A/HY8CGmBpj7jbG5BpjxgHXAG/ayeH5wPeAS40xTd7j7W6mLwN3G2Pe6+m6IuJ/py0DtgzIG1BKKaWUUmqY2VnuotNjjnmJi+Mxb0wy3tGVSyanAnDS+FGkxEbyn60VvZw5/B2staqH2YlO/rO1PMjR9K9grIP4ABAPvGYvU/Ene/sdwETgR35LWKQDiMhyEfGWQ39pL4WxGTgT+PZgvwGllFJKKaWGok9L6gGOeYmL4+FtVJOV6CQvzRpOGR7mYO6YZLbYcYSqkjorQfzCKePYXdXIrkpXkCPqPwM5xNTHGFMAFNiPJ/ZwzL3AvT3su9nv8Rf6P0KllFJKKaWGv62lDSRGR5CbHD3gr5UWH8XMnAROGpeCyOH5htOy4nlrZyUt7Z04I46+puJwVFrXTFJMBMvm5vCLf+/gP1srmJgeH+yw+kUwKohKKaWUUkqpAbCtrIHpWQldEraBtPL2U/nhRdO6bJuamUCnx7Cr0j0oMQRDSW0zOUnRZCY6mTM6idUhNMxUE0SllFJKKaVCQKfHsLO8genZAz//0Cs8zIHD0TUZnZZlVdK2lzUMWhyDraSumewkq0p77vQMNh2sZ3dVaCTEmiAqpZRSSikVAvZUN9LS7mFa1uAliIGMTYnFGeFgR3nozMvzZ4zxVRABrl4wmpjIMH7zWmGQI+sfmiAqpZRSSikVArwVO28FL1jCHMKUjHh2lIdmBbG+uZ3Gtk7fPM+0+ChuPm08L28uY/PBuiBHd+I0QVRKKaWUUioEbCtrICJMmDQEmqVMzUxge5kLvyXPQ4a3g6m3gghwy5IJjIqN5Oev7hj271kTRKWUUkoppULA9rIG8tLiiAwP/kf8aVnxHGpso8rVGuxQ+l2Jdw1EvwQx3hnBHWdO5P3iGt4tqg5WaP0i+HePUkoppZRS6oRtKx3cBjW9mWrPg9wegvMQfRXEI5YSuX7RGHKTo3nsvT3BCKvfaIKolFJKKaXUMFftbqXS1cr0IDeo8ZqWaSeIIdjJtKS2GWeEg5TYyC7bo8LDePSGhTx4/fwgRdY/woMdgFJKKaWUUurEHG5QMzQSxMSYCLITnewIxQTRXuIi0FqTUzKDP//zRGkFUSmllFJKqWFuqCWIYA0zDcWlLkrrmrs0qAk1miAqpZRSSik1zG0vc5GZ4GTUEcMeg2lqZjy7Kt20dnQGO5R+VaIJolJKKaWUCjWldc20dXiCHYbqJ0OpQY3XtKwEOjyGogp3sEPpNy3tnVS72zRBVEoppZRSoaO908O5v3uH5Wt2d9n+5Np9fFBcE6So1PFq7eikuMrNtKyhNf9t7pgkANbtqw1yJP3H28E0WxNEpZRSSikVKmrcbbhbO/hk7+EP7nVNbfxgxRauX/4hj7yze9gv9j2SvF9cQ4fHMG9McrBD6SInKZqsRCcf7z0U7FD6TWkPS1yEEu1iqpRSSik1wngXL/+0pN63bfNB6/G0rATue2U728sb+M1VcwJ2alRDy6qNpSRGR3D6pLRgh9KFiLBg3Cg+3nMIY8ywuZd2lDfw+rYK1u45REt7J0/evIjIcKuudrDWThC1gqiUUkoppUJFpasFsBLFigbr8aYDdYjA07cu4o4zJ/LP9SW88ml5MMMc8YwxrNt3iE5Pz9Xc5rZO/rO1nAtmZvqSmKFkwdhkyhtafEMzhzpjDFc99AG/Xl3IznIXH++tpbjq8BzKXZVunBEOHWKqlFJKKaVCh7eCCPCpXTncdLCeCamxJDgj+PY5k5mSEc+vV++kvVMb2QTLmzsqueKhD3htW0WPx7yxo4Kmtk4uzc8exMj6bsE4a9ir/3DmoayhpQNXawd3XzCVv335JAAKKw4v1VFY4WJiehxhjuFRDT0emiAqpZRSSo0w3gTRIdYwU2MMmw7WMWe01VQkzCHcdf4U9lQ38o+PDwQz1BHtkXetJkJbS+t7PObFjaWkx0dx8viUwQrrmEzNTCAuKnzYzEP0/m5kJDiZkBpHuEO6JYiT04dWM6D+pgmiUkoppdQfyxbUAAAgAElEQVQIU+VuJTE6gry0OLaU1FPe0EKVq5U5uUm+Y86ams7Cccn8/o0imto6ghjtyLSlpJ4Pd1tJ1c4eFpuvb2rn7Z1VXDIne8hWtMIcwryxycOmgljtthLEtPgoIsMdjE+NZWe5NcS0vqmdioZWJmdqgqiUUkoppUJIlauVtPgoZuYk8mlJPZsO1AH4KohgNRj5/gVTqXK18rcP9gUr1BFr+bu7iYsK5/RJqV0qWP7+vbWMtk4Pl84ZmsNLvRaMTaaw0mUnWC38+e1iWto7gx1WQN4EMTUuCoDJmfG+739hpfXfyRlxwQlukGiCqJRSSik1wlS5WkmLsxLESlcrr22rJCJMuq2jN3/sKE4aP4rnPjmgy14MorL6Zl7aXMbnFo5m/thk9h1qCljFLdhZRU5SNLNzE4MQZd8tGJeMMfD0x/tZ9sf3+L9Xd/DS5rJghxVQtcubIEYCMCUjnv3299+bKE7O0AqiUkoppZQKIVVuq4I4K8dKLF7aXMq0rASiwsO6HXtZfjbFVY1sK2sY7DBHrMff34vHGL506jimZsZjjNU980g7yl3Mykkc8stH5I9OItwh/PzVHXR4DGnxUbz66dBMEKvcrYQ5hOQYK0H0JoNFFW6KKtzERoaF9BIXoAmiUkoppdSIU+VqJT0+ihnZCYhAa4enxyrUhTOzCHcIqzaWDnKUI5Mxhpc3l7F0Sjq5yTG+BOXIeYjNbZ3srWlkyjCYDxcTGc5pk1KZlpXAyq+dymVzsnm3qJqGlvZgh9ZNtauNlNhIHPacTu9w0p0VLnaWu5iYET/kE/ITpQmiUkoppdQI0tjaQVNbJ2nxUcRGhTMhNRaA2X4Navwlx0ZyxuQ0Vm0qxdPLenzq+Ly8uYxVmw4n33uqGzlY28yZU9MBGJsSS1S4o1uCWFTpwhi6DQseqpZ/cQGvfOM0spOiuWBWFm2dHt7cXhnssLqpdrf65h+C9f2PDHdQWO6iqNLFlBCffwiaICqllFJKhQxjDH9Zs4eKhpYej6l0He7SCDDTHmaaPzpwgghwaX42ZfUtfLJveHSiHE7uf72QH63cQmuH1bTl7cIqAJZOTgOsLqCTMuLYeUSjmh1l1vMpmQmDGO3xCw9z+Cpvc0cnkZng5JUhOMy0yt1KavzhBDHMIUxKj+PDPTVUu9tCfv4haIKolFJKKRUy9h9q4qcvbeOPb+3q8ZiqIxLEi2ZlccqEFPLSeq6MnD0tg+iIMF7cWNK/AY9wbR0e9lQ3Ut/czls7rGpawc4qJqTFMnpUjO+4yRnx3TqZ7ih34YxwMMbvuOHC4RDOn5lJQWEV7tahtYRKtavV16DGa0pGPFtKrDm4miAqpZRSSqlhY/+hJgBWbSqlrcMT8JgjE8RzZ2Ty9K2Lel1HLzYqnHOmZ/DKp2W+Spc6cXtrGumwh+2+sL6ElvZOPtxdwxl29dBramY8FQ2t1DW1+bbtrGhgSkb8kF3/8GgunJVFW4fHlxgPBcYYqt1tvt8NL/91DzVBVEoppZRSw4Y3QaxrauetnYE/eFe5rOGnaXFRAff35JqFo6ltaucJXROx33jnFZ42MZW3dlTy7y3ltHZ4uiWIgRrV7ChzDYsGNT2ZPzaZtPgo/vjWLraU1Ac7HAAamjto6/R0+92YYn//453hZCQc2+/NcKQJolJKKaVUiDhwqJmIMCE1LooV6wMPBz2yjX9fLZ6YypLJafzhjaIulSx1/IoqXDgEvnveFDo8hntf3kZUuINFE1K6HOdNBL3DTKtcrdQ0tg2b+YeBhDmEn102g0pXK5c8sIY7n9tEe2fgqvdgqXJ710AMXEGcMgI6mIImiEoppZRSIePAoSZykqK5LD+bN3ZUBEzkquw5Vo7jGJr43xdOxd3awf97s+c5jqrvCivcjEuJJX90EtOyEqh2t7FoQgrOiK7rUWYmOElwhrPDriB6K4nThnEFEeD8mVkU3LmULyway3PrDvJuUVVQ46nuIUHMTnQyKjbS19Ap1A14gigiYSKyQUResp//SkR2iMhmEVkhIkl+x94tIrtEZKeInNfD9UaJyGsiUmT/N3mg34NSSiml1HBwoLaJ0aNiWDY3h/ZOw0ubu3eJtNZAdB7X9admJnD1gtH87YO97KtpPMFoVWGFyzd89Ip5OQDdhpcCiAhTMuP5tKQeYww7yq2GKcN5iKlXgjOCO86cCMDB2uagxuJNEI+cgygirLh9Md85d3Iwwhp0g1FB/Caw3e/5a8BMY8xsoBC4G0BEpgPXADOA84EHRSSM7r4PvGGMmQS8YT9XSimllBrx9h+yEsQZ2QlMyYjn+XUHux1T5W7t9gH4WHznnMlEhDm49+XtRz9Y9ail3Vro3rsQ+1XzR/O5BaO5LD874PHnz8xi88F6Xlhfwo5yF6lxUaQc4zzSoSo1LorIMAclQU4QvQ2cjuxiCtZ6iAnOiMEOKSgGNEEUkVzgImC5d5sxZrUxxtvP9kMg1358GfCMMabVGLMH2AWcFOCylwF/tR//FfjsQMSulFJKKTWcNLS0U9fUzphRMYgI15w0mo0H6li7u6bLcVWu1mNuUOMvPcHJ18+axGvbKnhtW8WJhj1iFVe58ZjD89sSYyL4xZWze0z6blw8jpPGj+Inq7by4e4apmUN/+qhl8MhZCc5OVgX/Ari8czPDTUDXUG8H7gL6GnG6U3Aq/bjHOCA376D9rYjZRhjygDs/6b3T6hKKaWUUsPXAbuDqXddvGtPGkNafBS/e73Qd4zHE7iN/7G6+fTxTMmI5yerttLUNrTWsRsuiircQN+XTQhzCL+9eg6CNRRzSogtt5CTHB30CmK1q42U2OObnxtKwgfqwiJyMVBpjFknIksD7P8B0AE86d0U4DLmBF7/VuBWgIyMDAoKCvp0ntvt7vOxKrTpvaD86f2gvPReUP6CfT98WtXB1JQwIhzCugorUavcvY2Cmp0AnJNjeGrHIR564Q2mpYTR0Gro9BjqyvdTUNB9fuKxuHJcJ/etbeG/HnuTz00Z2RUXOPZ74fXCNsIE9m/9hNLtfU9Irp0SxsObO3A0lFJQMHTWEDxRjuZW9lZ3BvX3ace+FpyYfokh2P82nIgBSxCBU4FLReRCwAkkiMjfjTGfF5EbgIuBzxhjvEngQWC03/m5QGmA61aISJYxpkxEsoCAvxnGmIeBhwEWLFhgli5d2qegCwoK6OuxKrTpvaD86f2gvPReUP6CeT/sqnRz42/f5ocXTePm0ydQ9M5u2LCdZecsITHGmiu1qL2T13/5Fm9Vx3Db5YusLphvvcvieTNZOivrhF5/KVDs2cxz6w7yP9ctOe7GN6HiWO+Fv+/7mLz0Js4+64xjep2lwCVL6pmaFU9EWOgsSLCxo5B3Xy/ilNNOJyo8UBuSgffbLWsYlxzJ0qWBZrkdm+H8/4oBu6uMMXcbY3KNMeOwms+8aSeH5wPfAy41xjT5nbIKuEZEokRkPDAJ+CjApVcBN9iPbwBeHKj3oJRSSik1VG0rszpZvl1oLQ1woLaJeGe4LzkEcEaEcfvSPD7ac4jXtlX4mnCc6BBTr2Vzc+j0GLaVNvTL9UaSwgp3n4eXHmlWbmJIJYcAOUnRAJTVtQQthmp7CZiRLhh31gNAPPCaiGwUkT8BGGO2As8C24B/A18zxnQCiMhyEVlgn/9z4BwRKQLOsZ8rpZRSSo0oO+2lDj7ac4iW9k72H2ryzT/0d81JY5iaGc/tT67nbx/sAzihJjX+vAmOdz6d6pumtg4O1DYdd4IYinKSrQSxJEiNaozpn/m5oWAgh5j6GGMKgAL78cRejrsPuC/A9pv9HtcAn+n3IJVSSqkQU9/UTrwzfMQ3XAhVO8pchDmE1g4Pa/cc4sChJiald084nBFhPHvbKXz17+t4fbvVdbS/PgQnx0aSFh9FYYWrX64X6t7fVc3qbRUUV7kxBt8SFwpyk6w/bgQrQWxo7qCt09NvfzwZzkKrNq2UUkopwFryYPHP32DFhpJgh6IGyI5yF5+Zmk5kuIO3d1ZxoLaZMSndK4hgLUb+2I0ncc3C0UzNjCc2qv9qBJMz4jRB7INOj+Gb/9jIMx/vp8rVyoWzMjllQmqwwxoyMhOdiBC0TqZVbu8aiJogDkoFUSmllFKDa1elm8a2Tv3gPoy8XVhFe4eHs6dnHPXYhpZ2Suqaue7kMTS3d7JqUwltHR5G28P0AokMd/DzK2ZzuD9g/5icEc8/Pj6Ax2O0Wt2Lj/ceosrVyv+7di6XzMkOdjhDTmS4g/T4qKBVEKs1QfTRBFEppZQKQcWV1pywsvreGz4YY7jkgTW0tntYNCGFi2ZnsWhCymCEqI7wvy9vx2NMnxLEwnIr8Z+aGU9kmIN3i6oBGB1gDuKRRPo3iZucEU9TWycldc19ev2R6uXNZTgjHJw1VZfw7klOUvDWQuzvBk7DmQ4xVUoppULQ7upGAMqPkiDWNbWzpaSBtk4PL6w/yPXL11LRELwugiNVQ0s7hZUu9h9qwuM5eoVvhzdBzEpgyeQ03/ZATWoGmncenVare9bpMby6pYyzpqb36/DeUJOTHENpfbAriNrFVBNEpZRSKgR5K4jlR0n2vPvvOm8qz9+2mE6P4e2dVQMen+pq84F6jIHWDg+VdiWjNzvLXcQ7w8lOdDI5I47MBGv+Vk4vQ0wHyiS7E2ehdjLtwt3aQVuHB4C1e2qodrdx0SwdWtqbnKRoyupa+vRHkv725o5KUuOiSI7RBFETRKWUUioEFVfZCWJ9S69zzrwJYmZiFNOy4slIiKKgsHJQYlSHrd9f63u8r6bxqMfvKG9gSkY8IoKIcP7MTCalxwVlgfEEZwRZiU6tIPppaGnngt+/w/n3v8O+mkZe3lxGdEQYZ05NO/rJI1hOkpO2To+vYcxg+fRgPe8WVXPTaeN0Hi06B1EppZQKOe2dHvYfshZNd7V0cKixjZQeGi9U2ENQMxKciAhnTknn5c1ltHd6Qm4h7qFsw/5a389r36EmTu5lHqgxhh3lLi7LP1yN+u8Lp9HW6RmMUAOanBE/4hJEYwyNbZ3EBRgyes+LWymtayEuKpzLH3yfDo/hrGnpxETqR+/eeCvgB2ubyUhwDtrrPliwi3hnOJ9fNHbQXnMo03/5lVJKqRBz4FAT7Z3G12ymt0Y13gpierz1YWzplDRcrR2s21fb4zmqfxlj2HCgjnOmZxDmEPbXNPV6fFl9C66WDqZkJvi2RYY7AiYqg2VyRhy7Kt10BmFoYLD8Z2sFM+/5Dzf85SMKdlbisSv1L20uZcWGEr5+1kT+eftiYqPCqW9u5+JZWUGOeOjLsddCLB3ETqa7Kt38e2s5XzxlLAnOiEF73aFM/4yhlFJKhZjiKmuI4ql5Kby2rYLy+hZm5iQGPLa8voXUuEgiw62/GZ86MZVwh1Cws0q7mfaTKlcrkWEOEmMCf/jcU91IXVM7J48fxcd7D7HvUO8J4o7yBsDqYDpUTM6Ip7XDqlyPT40NdjiDYu2eGiLDHGwra+DGxz4mOhxm7fyAHeUN5I9O4o4zJxIe5mDF7Yt5fXsF5/ShO+1I560gDuZSF39+u5jIMAdfOnX8oL3mUKcVRKWUUmqY2lPdyNrdNd2277bnH5460VqEu8yvUc3OchfNbZ2+5+UNLWQmHh7KFe+MYOG4URTs1HmI/eWmxz/mS49/1ONc0A376wCYOyaZsaNi2X+UOYjeDqaTM4ZWgggjq5Pp9rIGpmcn8N73zuIP187llOxwOo0hNS6K+z+XT7g9RDslLorPLRzje656FhcVTmJ0xKAtdXGosY2VG0v43MLRuv6hH71TlVJKqWHqt68V8vWnN3TbXlzlJjUuiglpcYQ5hHK7bXxDSzuX/L81PPb+Ht+x5fUtZB4x1+fMqWnsKHdRFqR286HE1dLOltJ61u+v44MAyTxYDWrio8KZmBbHmJSYo1YQC8tdZCc6SYweOsPhJqbbS12Uj4wE0RjD9jIX07LiiQx3cOmcbL44PYoXvrqYN7+7lHEjpIo6ELKTotlb09hrc63+8vKnZbR3Gq49acyAv9ZwogmiUkopNUztP9REpauVlvbOLtuLqxrJS4slzCFkxEf55iBuL7XWO9xRdvhDfEVDS7dmEEunWAt5v7VDl7s4UZsPWstXOAQefKvYt/3FjSU8uXYf7Z0eNuyvI39MEg6HMHZUDHVN7dQ3t/d4zeKqRvLshGyoiI0KZ2xKDBsP1AU7lEFR3tBCfXM707ISjn6wOiaLJozi3aJq/uvZTTS2dgzoa63cUMKUjHj9OR6h1wRRRHJF5Lsi8qKIfCwi74jIgyJykYhocqmUUkoFkXcY1pFNaHZXuZmQZiUQmYlO38L3W0utuWveJTBa2jupbWrvVkGclB7HmFExvLqlbEDjHwm8CdNtZ+SxZlc1mw/W8Y+P9/PNZzbygxVbOO9377CjvIG5o5MAGJtiNenoqVGNMYbdVW7y0oZWgghw3oxM3imq4lBjW7BDGXDby6zfJU0s+t8PL5rOt86exIqNJVz6wBrfv1/Hq8bdyl/f38v3nt/MlQ+9z5s7KgDrd2zdvlo+OzenP8IOKT0meSLyGPAXoA34BXAtcDvwOnA+sEZElgxGkEoppZTqqqW9k2p7rTD/jn+HGtuobWonL80a4paZ6PQlkNvsD7W7qxrxeAyVDdb5GYldE0QR4bNzc1izq5ryXjqgqqPbsL+WvLRYvro0jwRnON95dhPf/+ennDE5jT9/YT4i4DFw0nirIdCYUdbPbd+hwPMQK12tNLZ1MiFt6A1hXDY3h/ZOw0ubS4MdyoDbblfhh1KjoFAR5hC+dfZknvzyyew/1MQf39p1Qtf7zWuF3LNqK69tr2DfoSa+8+wmKhpaeHFjCUCX5WKUpbcq4G+MMecaY/5gjHnfGLPLGLPFGPNPY8zXgaVA6P8LoJRSSg1BB/2aOPh3/PNWB71DEDMToimvb8EY46sgNrd3UtbQ4lvi4sgKIsDlc3MwBlbaH6LUsTPGsGF/HXPHJBPvjOCGxePYVelm4bhR/Onz8zlvRib/+dYSVt1xKqdOtBNEu4K4r4cKovfnOxQ7hU7LSmBaVgIvrA/9e2ZbWQOjR0UTr8siDJjFE1NZNjeHf3x8gCpX63Ff55O9h1gyOY11PzybZ25dREt7J3c+v5kVG0s4efwospOi+zHq0NBjgmiM2dLbicaYNmPMiaX0SimllDou/kmhf8c/bwfTvFQrQcxKdNLU1klNYxu7Kl3MH5sMQHGl+3CCmNg9QRyXGsu8MUn8c/3BQWkWEYoOHGqmprGNfHv46FfOyOPHF0/n0RsWEB0ZBkB4mIPZuUmICGB1cUyNi+xxiOmeaquyOGEIDjEFuGJeDpsO1PkS2VC1vayBaZk6vHSgfeWMPNo6PTz23p6jHxxAfXM7RZVuFoxNRkTIS4vjBxdO453CKnZXNbJMh5cGdNR5hCJysYhsEJFDItIgIi4RaRiM4JRSSikV2MFaK4GIDHN0GWJaXNVIZLjDt56YN/l7p7CK9k7DJbOz7OPcVNjDR49sUuN1+bxcCivcvsqjOjYbDtQCMHeMlSDGRYVz02njj1p1Gj0qpschprurGnFGOMjq4WcWbJfOycYhsCKEq4jNbZ3srW5kqs4/HHB5aXFcODOLJz7YR0NLz42berLxQB3GwLwxyb5tn180ljOnpOGMcHDBzKz+DDdk9KXRzP3ADUCKMSbBGBNvjNHfCKWUUiqIDtY2ExEmTMtOoNRvOYrCChd59vIWYFUQAd7YYa1ruGRyGgnOcIqrrApiTGQYCc7wgK9x8ewsIsMc/DOEP+wPpA3764iOCGPKMa5XOHZUDPtrmuj0GO58bhN3PrfJt293lZvxqXE47J/vUJOe4OT0SWms2FCCxxOalefCChceA9OzdP7hYPjq0jxcrR088cG+Ltvf2lHJk2v39XCWZf2+WhwCc0Yn+raJCA9eP59XvnE6iTE6RDiQviSIB4AtRseXKKWUUkNGSW0z2UnRjE6O7jLEtLDcxZSMw8MPfRXEnVXERoYxLiWWvPQ4iisbKW+w1kD0Dm88UlJMJGdNTWfVphI6Oj0D+4ZC0IYDdczKTTzmBdLHpMRS1tDCD1Z8ynPrDvLPDSW47OrJ7urGIdmgxt/l83IoqWvucd3H4U47mA6umTmJLJ2Sxp8KijlgrxF6sLaJO55az30vb6ezlz9ErN9fy+SM+G5V++jIsCE7THso6Mu/WHcBr4jI3SLyHe/XQAemlFJKqZ4drG0iJymanKRoSutb8HgMrpZ2SutbmOzXWTE93koQXa0dTMtKwOEQJqbFscseYtrT8FKvi2ZnUe1uY4sOMz0mrR2dbC9t8A0vPRZjR8VgDDzz8QFOm5hKp8ewdvchWjs6OXCoibwh2KDG33kzMkmOieCptfuDHcqA2F7WQGxkGKOTY4Idyojxs8tmgsAdT2+grcPD917YTGNbJ01tnRRWuAKe4/EYNu6vY97Y5ID7Vc/6kiDeBzQBTiDe70sppZRSQXKwtpnc5Giyk6Jp6/BQ09hGYYXVGGRy+uH/TUeGO0iNiwJgerZV8chLj6PK1cquKnfABjX+Tsmzumu+X1w9EG8jZG0pqaet08Pc0cf+4dTbgXbZ3ByW37AAZ4SDNbuq2V/ThMcM3QY1Xs6IMK6Yl8t/tpafUPfJoWp7mYup9h9b1OAYPSqGn18+m00H6rjiofd5b1cNX1kyATi81uiRiirduFo7usw/VH3TlwRxlDHmcmPMPcaY//F+DXhkSimllAqopb2TSlcruckx5Ngt2kvqmn1/SZ9yxNps3nmIM7wJop1g1DW1H7WCmBoXxZSMeD4oDs3hggPlbx/swxnh4OTxo4753Dm5iTx9yyJ+eeVsnBFhnDQ+hXeLqthtdzAdiktcHOnak8fQ4TE8t+5AsEPpVx/urmH9/lpfZ1o1eC6ancW1J43h05J6Tp+UyvfOn0pSTAQb9wdOENfvt5pEzTuOKv5I15cE8XUROXfAI1FKKaVUn3gXvs9Jivat4VVa18zOchcxkWG+pNHLWyWcnmU1asjzm8OWmRB11Nc7JS+FT/bW0tah8xD7Yme5i1WbSrlx8XiSYyOP+XwR4ZS8FCLsuYunT0yluKqR93dZVdyhPgcRrD9CLJowiqc/2h8yzWoOHGri9ifXMyYlhm+ePSnY4YxIP754OnedP4XfXDUHh0OYk5vUYwVx/b5akmMihsUfVIaaviSIXwP+LSIt9hIXusyFUkopFUTeJS5yk6N9yWCpXUGclBHfbehbTlI0EWHCJLt5zehRMUSEWcccbYgpWAlic3snmw4G/iCmuvrN6p3ERYZz2xkT+uV6p01KBeCF9SWkxUcNm8XZrzt5LAcONfPuruE/PLmxtYNb/vYJ7Z0eln9xAQnD5GcQaqIjw7h96UTS7ZEP+aOTKKx04W7t6Hbsuv21zBuT3GMTLtWzoyaI9rIWDmOM036sy1wopZRSQXTQ7lqaOyqGhOhw4qLCOVhrJYj+HUy9bl0ygUdvWIgzwlqcPSLMwdgU66/qRxtiCrBofAoi8P4uHWZ6NJsO1LF6WwW3LJlAUsyxVw8DmZIRT2pcJO7WDiYMo2rIeTMyGBUbydPDvFmNx2P4zrMbKaxw8cB184b8HNCRJH9MEsbA5iP+eLW1tJ7dVY3aoOY49anvsohcLiK/FZHfiMhnBzoopZRSSvWspLaZMIeQER+FiJCd5OTTknqq3W1MDrDmXnZSNEsmp3XZ5h1mmpUY3e34IyXGRDA9K4EPdg//StBAu//1QkbFRnLTaeP77ZoOh3DqRKuKOJySk6jwMC6fm8Pr2yuocQ/fZjW/f6OI/2yt4L8vnMYZR/weqeDKz7XmF246UO/bVt/czu1PricjIYrPLRwdrNCGtaMmiCLyIHAb8CmwBbhNRP440IEppZRSI11zWyd3Pb+JyoaWLtsP1jaRlej0ra+XnRTNBrshQ6AEMZDpWYnERoaRGte3KtfivBTW76+jpb3zGN7ByNLU1sGaXdVcNT+XuKjwfr32aXaCmDcM5h/6u3rhaDo8hhUbSoIdynF59dMyfv9GEVfMy+XL/Zj0q/6RHBvJuJQYNh6w/v0zxnDnc5soqW3mj9fN83VwVsemLxXEM4DzjDGPGWMeAy4Elg5oVEoppZRi44E6nv3kIO8Uda3ceZe48MpJisbbB+TIDqY9uXXJBF7+xul9XsT9lLwU2jo8rN9X27fgR6D1++po7zS+pUH601lT05mZk+CbjzhcTM6IJ390Es9+cgBjhlezmm2lDXzn2U3kj07ivmUzdS7bEJU/2mpU0+kx/PzVHazeVsH3L5jKgnHH3kFYWfryf4WdwBi/56OBzQMTjlJKKaW8yhusuYYV3SqIzeT6LdLt7WSaGB1Benzf/mIeHRnGuGOYz7Zw3CjCHMITH+6juU2riIF8uLuGMIcMyAfTlLgoXvr66UzNHH5tIK5eMJrCCjebDtYf/eAhosbdyi1/+4SE6HAe/sJ83/xdNfTkj06ioqGVKx56nz+/s5trTxqt1d4T1JcEMQXYLiIFIlIAbAPSRGSViKwa0OiUUkqpEay0zkoMy+sPJ4htHR4qXC1dlrLwPp6SET9gVY54ZwRfO3Mir24p56I/vOtbY0wd9sHuGmblJPb78NLh7uI5WTgjHDz7yfBYE7Gtw8NXn1xPtbuVh7+wwNcxUw1N+WOsRjQ7y138+qo5/N/ls7Xae4L68i/Yjwc8CqWUUkp1U1ZvVRDL/SqIZfXNGEPXIab248mZA9vA5DvnTGbR+FHc+fxmrnn4Q9bcdaZ+eLY1tXWw6UAdtyzpn6UtQkmCM4ILZ2bxr42l/Oii6URHDu1q3MPvFPPRnkP8/pp85ozWRdaHutk5ifzkkumcNimViel9G2KveteXZS7exhpmmggkADuNMW97v452voiEicgGEXnJfn6ViGwVEY+ILK80cbMAACAASURBVPA77noR2ej35RGR/ADX+4mIlPgdd+GxvGGllFJquCizK4j+Q0x9S1z4DTEdOyoGh8CsnMQBj2nxxFT+/IX5tHV4eK9Yu5p6rdtXS4fHsGhC/88/DAXXLxqDq7WDP71dHOxQetXU1sGja/bwmanpXJafE+xwVB84HMKNp47X5LAf9aWL6c3AR8DlwJXAhyJy0zG8xjeB7X7Pt9jXesf/IGPMk8aYfGNMPvAFYK8xZmMP1/yd91hjzCvHEItSSik1bJTWdx9iWuJLEA9XENMTnLz6zSVcMS93UOKalpVAgjOcD4sPDcrrDQcfFNcQ7hAW6LprAc0fO4rL8rN5qKCY4ip3sMPp0TMfHaC2qZ3bz8wLdihKBU1f5iDeCcw1xtxojLkBmA98ry8XF5Fc4CJguXebMWa7MWbnUU69Fni6L6+hlFJKhQJjDGuKqvF4Dnd69A4xrXa30tHpAawlLhwCmYldh3ZOyYzvc0fSExXmEE6ekMKHe2oG5fWGgw931zA7N5FYnX/Yox9cNI2oCAc/WrllSHY0bevw8Mi7uzl5/Cjmj9UOmGrk6su/Ygf5/+zdd3ib5dX48e8tee+9R+IRZ++dQJywSoFQKLS0lO4NLW2hg19L59vd0kFb3lL6trzQF1rKHgVCEmeQvbftxPHee0rWuH9/SHacxHbkxFr2+VyXrtjSo+c5ENnR0bnvc6BryPddgKu7jH8LfAMYa833g8Ctozx+n1Lqo8A+4AGt9UU75ZVSnwU+C5CcnExRUZFLF+7u7nb5WDGxyWtBDDVRXg9mq6bNrEkJ90wiMRG567VQ3Grjp3tMfGVhMPOTAjDbNO29FhJCFc19mlc2FBEXYmDfKTOxwYp3t2299EndKMFuYUNLP8//ZxPxoZP39dTd3c2b72zmcFUvN04NnBC/J9zpthwD/3uihZ8+s5GVab6VTG+ttlDX0c+H8/Rl/T1OlH8nxPjw59eDKz+ZNcBupdTLgMaRuO1RSn0NQGv9yHBPUkrdDDRqrfcrpQpdDUgptQzo1VofG+GQx4AfOWP5EfBr4KIlr1rrx4HHARYvXqwLC10LoaioCFePFRObvBbEUBPl9fDj10/w5I4K3v7q1WMacSDOcddroWpXBXCMgIRsCgvzHcvwNmxhxbRUXj1cy9SZC1iQFcufTu0kNwUKC1eMewxjkVTbyTOntqGSp1HooaWtvqC1p5+3j9dz5+JMjAZFUVER5sTp2PR+Prh2AVflJ3o7RJ92tV2z79HtvNsM/+/DV3k7nEFaa374yBZmp4dw3x2rL6sL5kT5d0KMD39+Pbjykd8Z4CUcCRnAy0AdjqrgaJXBVcB6pVQ58CywTin1tAvXu4tRlpdqrRu01jattR34C7DUhXMKIYQANp5qpN9m58dvnLz0wcKjypz7soobHH8ONKhZ4OyiONCopqa977z9h94yPSWS6NBAdpVNrmWmz+6t5FsvHOU3G0oA6O7XfP+V40yJD2OJDOa+JINB8d45KRyv7aSl2+ztcAaVNHRT1tTDR5Zly4gEMeldsoKotf7B5ZxYa/0Q8BCAs4L4oNb6I6M9RyllAO4Erh7lmFStdZ3z29twNL0RQghxCdVtvZQ19ZCTGM6GEw28e7qZVXkJ3g5LOJU19QBQ2uDY1VHr3H+4IMuRINZ3mLDY7NR1+EaCaDAolk2NY+ckSxCPVDmGvf9h82lmpkXx12NmmrvtvPCFVTJM3UWr8xP51dslvHumhfXz0rwdDgBFxY0AFBYkeTkSIbxvxAqiUupxpdScER4LV0p9Uil191gvqJS6TSlVDawAXldKvTXk4auBaq112QXPeWLISIxfKKWOKqWOAGuBr441BiGEmIy2ljhGEjz6oQVkxoXyw1dPDDY+Ed5X1uyoHJ5p6nYkgs4K4ozUKAKNivpOM/UdJuz6/BEX3rQiN56q1j6q23q9HYrHHK3p4IZZySzMiuFLzxzkYKONb75nOnMy3D9iZKKYkx5NdGgg20qavB3KoC0lTUxPibyo+ZMQk9FoS0z/BDyslDqplHpOKfUnpdT/KKW2ATtwLC/9tysX0VoXaa1vdn79otY6Q2sdrLVO1lrfcMFxy4d5/qe11vucX9+jtZ6jtZ6rtV4/pJoohBCTnsli4/2P7WCz89PwobaWNJEWHcLM1Ci+/d4ZFDd08cLBGi9EKS5kstiobusjKy4Mi01T0dJDXUcfCRHBhAQaSYoMoaHTNDgDMd0HKojA4My/3WWTY9xFc7eZmvY+FmfH8d8fWURKVAgLk4x8avVUb4fmV4wGxaq8eLafbvaJbqY9Zit7y1tZM032jwoBoySIWutDWusPAEuAPwLbgFeAT2ut52mtf6e19p3F40IIIahs7WV/RRvfe/k4Zqtt8H6Lzc67p5u5eloiSilumJVCekwoW4p95xP8yay8pQet4cbZKYBjP1Rth4m0GEc1IzkqmPoO02ClzheWmAIUJEcSFx7E07sr6Ou3XfoJfu5ojWN56ZyMaJKiQtj4wBq+tCBY9qxdhtV5idR1mDjjXFrtTTvOtGCxaUkQhXC6ZJMarXW3s7L3jNb6JRdmGAohhPCSmnZHhamytZendlYM3n+oqp0us5WrnW+AlFIsyo5lX0WrT3yCP9kN7D+8bmYySkFxfRd17X2kOpe7pUSfqyAqBanRvpEgGgyKH906m8NV7Xzu6f3nfSgxER2t7kApmJUWBUBIoFGSw8t0Vb5j//O2Uu9/SLWlpJGwICOLpcmQEIBrXUyFEEL4iVpngjgzNYrfbyylvbcfcCwvNShYlXuuKc3iKbE0dJoHly0K9zBbbbx8qAa7feREfKCD6YzUKLLjwiht7KKuwzSYCCZHhVDvTBCTI0MICvCdf75vmpvKz26fy9aSJu5/5tCE/sDhSHU7OQnhRIYEejsUv5cZF8aU+DC2lzZ7NQ6tNUXFTazMTfCpnyshvEl+EoQQYgKpbe/DaFD88s65dJutfO+V42w+1ciGEw3Mz4whOuzcG9tF2bEA7K9o81a4k8LGk43c/+wh/nOsfsRjzjT1kBodQnhwAPnJkeyvaKPbbB1cYpoSFUJvv41T9Z0+s7x0qA8syeSB66bx5vF6jtd2ejsctzlS3cHcjBhvhzFhrM5PYFdZC/1W7zXLOtvcQ3VbH2sKZHmpEAMkQRRCiAmktt1ESlQIs9KiuWd5Ni8fquUTf9/Lqfou1k0/v3379JQoIoID2FcxORqMeEt5i2P56IsHq0c8pqypm5zEcACmJUfQ0OnY4j9QQRzorHiyzjcTRIAb5zj2T5Y2dnk5Evdo6DTR2GVmrnQrHTer8xLp6bdxsNJ7H1IVOfdhF8r+QyEGXXIOolJqGvB1IHvo8VrrdW6MSwghxGWoae8jPcaRQHx//Sw+vmoqHX0Wes1WFjorhgOMBsWCrBj2lUsF0Z2qWh1LeIuKm2jpNhMfEXze41prypp6uG1hOgDTkiMHHzvXpMbxp137TgfTC2XHhxNgUJQ2dHs7FLc4Uu1oUCMJ4vhZkRuP0aDYfrqZZc6OuJ729ol68pMiyIzzjdExQvgCVyqIzwEHgO/gSBQHbkIIIXxMbXvfYFKhlGJqQjjzM2NYmZcw7BDvRdmxFDd00WmyeDrUSaOqtZe48CCsds2rh2sveryp20yX2UpOwkAF8VyCOFhBjDo3m81XZiBeKNBoYGpCOCUTNEE8Wt2OQcHMVEkQx0t0aCDzMqLZ5qV9iG09/ew528oNs1K8cn0hfJUrCaJVa/2Y1nqP1nr/wM3tkQkhhBgTm11T32EaU4VpcXYcWsOhynY3Rja5VbX1sjI3npmpUcPOnRzoYJqTGOH8MxyjQWFQkBTpqDYOHd7tq0tMwZHcnp6gS0yP1HQwLTmS0KCLP2gRl291fiJHqtvp6PX8h1TvnGzArpEEUYgLuJIgvqqU+qJSKlUpFTdwc3tkQgghRlXfYeJHr52gvsMEQFOXGatdkxbjegIxPysGg4J90qjGLWx2TU1bH1lxYdy+MJ0j1R0XJVBnnB1MB/YgBgcYmRIfRnJUCAFGxz/TIYFGokMdDYZ8tYIIkJcUQWVrLybLxBp3obXmcFU7c9Klejjers5PwK5hxxnPVxHfOt5AWnQIs9OjPH5tIXyZKwnix3AsKd0B7Hfe9rkzKCGEEKPbXNzIe3+/jb9uP8u/91cB52YgjiVBjAgOYEZqFPsrWjFZbDR3m0cdxyDGpq6jD6tdkxkXxvr5aRgUPH/g/CpiWVMPIYEG0obMNrx+VspFQ7sHlpmmDqkm+pr85Ajs+lxVdKIobeymrdfCEpmTN+7mZcYQERzAttOeTRB7+61sK23i+lkpMstSiAtcskmN1nqqJwIRQgjhmmf3VPKtF44yPSWS4AADh53NMwYSxPQxJIgAi7NjeXJnBdMffhOALxbm8o33TB/foCepytZeALLiwkiKDGHd9GSe2VPJFwtzB2fpHavpYGpCBAbDuTep3xzm/39ydAhtvf3D7iX1FflJjv2TpY1dzEybOFWZ3WUtACz3UiOViSzQaGB5TrzH5yFuKW7CbLVz/axkj15XCH9wyQqiUipQKfVlpdS/nbf7lFIyIVYIIbzkhQM1TE+J5KV7V7FsahxHqh37B2udCeJYK0yfWp3DvWtz+foNBazMjefvO8pp7+0f97gno2pnB9NM57LQL63Lo73Xwv/urABge2kzu8+2csu81Eue6+Mrs7n/2nz3BTsOpiY49k9OtE6mu8paSY0OITPOd/d/+rOr8hOobO2losVzlee3TzQQGxbIUqkKC3ERV5aYPgYsAv7kvC1y3ieEEMLDtNacrO9k8ZRYQgKNzM2IoaHTTEOnidr2PqJCAgYrU67Kig/j6zdM5961eXzvlln09tt4ckeFm/4LJpfK1l6MBkWqs7PsvMwYrpmexONby2jv7eeHrx0nMy6UT6669GKdddOTuXtZtrtDviJBAQamxIdNqFmIWmt2n21heU68LEV0k6vyEwA81s20o9fCOycbuGZG8uA+XyHEOa78VCzRWn9Ma73JefsEsMTdgQkhhLhYdVsfXSYr01Mcy/fmZTqaZhyuaneOuLiyCkdBSiTXzkjibzvO0mO2XnG8k11lay+p0SEEDnkTev+1+XT0WfjwX3ZT0tDNt987w6eXjY5VflIkpY0Tp4J4pqmb5u5+lk2VSpO7TE0IJz0mlJcO1tDX794GR1prvv3SUfr6bXx85RS3XksIf+VKgmhTSuUOfKOUygEmVnsyIYTwE6fqHZWZGamOBHFmajRGg+JIdQc17aYx7z8czhcKHcsgn9lTecXnmuyq2nrJumAA99yMGK6dkcSJuk6W58RNuBb705IjqGjpxWydGG8VdpW1AnhtkPtkoJTii2tz2V/Zxh3/vWNwP7U7vHyolteO1PHV66YxW7rSCjEsVxLErwOblVJFSqktwCbgAfeGJYQQYjgn6zpRCqanOJqBhAYZmZYcyeHq8akgAizKjmXZ1Die2HaW3n6pIl6Jqtbewf2HQ339hunMz4zhB+tnT7hli3nJkdjsmrPNE6OT6e6zrSRHBTMl3nfHi0wEdy/L5omPLqaypZf1j253y37EmvY+Hn75GIuzY/n8mtxLP0GISeqSCaLWeiOQD3zZeSvQWm92d2BCCCEudrKuk+y4MMKDzzWhnpsezYGKNjr6LOOSIAJ8/YYCGrpM/NfrJ8flfJNRb7+V5u5+soZJLAqcTYYKnIn+RJKfFAEwIRrVaK3ZVdbCsqmy/9ATrpmRzIv3rqKn38ofNp0e9/M/urEUq03zyAfmYzTI36cQIxkxQVRKrXP+eTtwE5AH5AI3Oe8TQgjhYSfrOgeXlw6YmxlNj3PfTlrM+MzIWzwljs9encP/7a7knRMN43LOyabK2cE0I3Zydb6cmhCOQTEh9iGebe6hqcss4y08KC8pgruWZPHiwZpxXWrab7XzxtE63jM7ZdgPbYQQ54xWQVzj/POWYW43uzkuIYQQF+gxW6lo7R1sUDNgXkbM4NfjsQdxwNeum8aM1Ci+9cIRmrvN43beyaJqyAzEySQk0MiU+HBKG/y/k+nzB6oBWJYjDWo86TNX5wDwl61lg/fZ7fqKzrn9dBOdJqtLI2WEmOxGTBC11t9zfvlDrfUnht6AH3kmPCGEEANO1XehNcxIPX9ZYkFKJEEBjl/n47XEFCA4wMjv7ppPZ5+VP24e/+VeE12lM0HMnGQJIjiqQP5eQXxqZzl/3HyG981PIych3NvhTCrpMaHcOj+dZ/dWUtfRxyMbSpj9/bf4fy8epaPXclnnfPVwHdGhgazOSxznaIWYeFxpUvP8MPf9e7wDEUIIMbqTdZ0AFy0xDTQamJkahdGgSIoMHtdrTkuOZPGUWPaVt43reSeDqrZewoKMxIcHeTsUj8tPjqC8uYd+q93boVyW5/dX8/DLx7l2RjK/vHOe7D/0gi8U5mC22ln7qyJ+v7GU2WnRPLunkmseKWLTqbEtezdZbLx9vJ73zEoZ/DBNCDGygJEeUEpNB2YB0RfsOYwCxmeTixBCCJedqu8kMiRg2D1t181MJjTQ6Jahz/MzY3h8axkmi21Czetzt4EOppMxuchPisRq15S39DAt2b8a8bx5rI6v//swq/Li+cOHF5w3w1J4Tl5SJHcszOBAZRvfXz+Lq/ITOVbTwVf+eYhvv3iMnQ8lu3yuouJGevpt3DIvzY0RCzFxjJggAgU49hrG4Nh3OKAL+Iw7gxJCCHGxk3VdzEiJGjbhuHdtHveuzXPLdRdkxWK1a47VdLB4iuzFcoXZauNoTQfzM2MuffAElJ98rpOpPyWIW0qa+NIzB1mQFcvj9yyWD0S87Jd3zjvv+9np0dyxKIOf/ecUHb0WosMCXTrPq4friA8PYrnsJRXCJSMmiFrrl4GXlVIrtNY7PRiTEEKIC9jtmlN1nbx/UYbHrz2Q5BysbJcE0UXP7qmiodPM3cuyvR2KV+QmRqAUlDZ2Af7RFORIdTufe2of05Ij+Z+PLzlvlIzwHQXODxxKGrtY4sLvo9aefjaeauDORZluWWEhxETkym+/g0qpe3EsNx1cWqq1/qTbohJCCAHAmaZunttXzc6yFnr6bcy8YP+hJyRGBpMRG8rBKtmH6Iq+fht/2HyapVPjuCo/wdvheEVIoJGsuDC/alTzz71VBBgM/O8nlxId6lplSnjeNOfs0JIG1xLE328spd9q554Vk/PDGiEuhysfpTwFpAA3AFuADBzLTIUQQrjZj147wRPbyggyKr68Lo+b5nqnGrMgK5ZDle1euba/+d+d5TR1mfn6DQWTcv/hgPykCL8adbG/oo0FWTHER4xvoycxvtKiQ4gIDqCk/tKvrbPNPTy9q4K7lmb51VJnIbzNlQQxT2v9MNCjtX4SuAmY496whBBCAJyq62L9vDSe+/xKvnZ9AZEh3qlszM+MobbDRH2HySvX9xddJguPbTlDYUGiS9WNiSw/OZKzzT1YbL7fybTbbKWkoYuFWbHeDkVcglKK/OQIil348OHn/zlFcICBr1yb74HIhJg4XEkQBwbOtCulZgPRwBS3RSSEEAKAjl4L9Z0mClK8/8n3gizHPsRDssx0VC8dqqW918LXrpvm7VC8Lj8pAotNU9HS6+1QLulwVTt2DQuzJUH0BwXJkRTXd6G1HvGYveWtvHm8ns+vySUpUprvCzEWriSIjyulYoHvAK8AJ4CfuzUqIYQQg5+QT/OBBHFWWhRBRgMHq2SZ6WjePl5PTkI4czMmZ/fSofKTHK/b042+v8z0QIXjg4/J2nXW30xLjqSt10Jzd/+Ix/x5SxkJEcF8+qocD0YmxMQwaoKolDIAnVrrNq31Vq11jtY6SWv9Zw/FJ4QQk9ZAgljgA3tnggOMzEiL4qDsQ+S1M/1sLm686P5Ok4VdZS1cN9P1+WwTWW5SOAAlDb7fqOZAZRv5SRHSnMZPFAxpVDOctp5+ioobuX1hOqFBMqpEiLEaNUHUWtuB+67kAkopo1LqoFLqNef3dyqljiul7EqpxUOOm6KU6lNKHXLe/nuE88UppTYopUqdf8p6ECHEhFRc30lkSACp0b6xPGpBZgxHqtv9Yk+Zu7T19PN8qYXvv3Icm/385W1FxU1YbFoSRKewoAAy40J9vpOp3a45UNnOIlle6jcGGs4UOxvVHKxs49/7qwcff/1oHVa75tb5aV6JTwh/58oS0w1KqQeVUpnO5CxOKTWWnff3AyeHfH8MuB3YOsyxZ7TW8523z49wvm8BG7XW+cBG5/dCCDHhlNR3U5Ac6TOdMAsLEjFZ7Dy1s8LboXjNttPNaKCipZdNp86vIm440UB8eBALpNHJoPykSJ/vZFrW3ENHn0Ua1PiRhIgg4sKDKGnowmy1cd//HeTB5w6zv6IVgJcO1jAtOcIrY4GEmAhcSRA/CdyLI6Hb77ztc+XkSqkMHF1Pnxi4T2t9UmtdPPZQB90KPOn8+kngfVdwLiEmrMZOE996/ggnaju9HYq4DFprihu6fGL/4YA10xK5Kj+B32wooanL7O1wvGJLcRPhgY5W+3979+zg/f1WO0WnGrlmRhJGg28k9L4gPymCsuYerD5cdT5Q6dh/uDBb9h/6C6UU05IjKGno4tk9VdS09xERHMDDLx2nvLmHfRVt3Do/3Wc+XBPC3wS4cMwMrfV5fc2VUq6ud/ot8A3A1Xc4U5VSB4FO4Dta623DHJOsta4D0FrXKaWShjuRUuqzwGcBkpOTKSoqcimA7u5ul48VE5s/vxbOtNt49KCZdrOmtLKWLy3wjSWK/szTr4c2k52OPguGznqKilo8dt1LuSnFzo7TVr7ytyI+M3dyzYuza82GY30URGty42w8V9LCU69uIjPSwLFmK11mK6n2Jr/9veEOtjYL/VY7z7xRRGakK59Je97rx8yEBUDl8X1Unxh7QuHP/1b4s3CrmUM1Vs40dFAQa+CaLCN/OtzJR/57CwDJpkqKiqovcZbxJa8FMZQ/vx5cSRB3AAtduO88SqmbgUat9X6lVKEL16kDsrTWLUqpRcBLSqlZWuvLKn9orR8HHgdYvHixLix0JQQoKirC1WPFxOavr4XNpxr5+Yb9JEeHsDwvmndONjB78QoSZPjzFfH062FLSRMU7eHmqxayPCfeY9d1RYXxFI8VneFrty5hUfbkmfV3rKaDzre2szA1mPtuW8OrP93IMXMC66+ZwauvnSA0sI4v3LaWkEBpijFgZpeJ/z25mROWBO4pnOvtcC5it2v+68BWluSEsm7t0ss6h7/+W+HvqkMq2Fh5DJNN88QnlrM4O5ZD3bvZcaaFpVPiuOPGFR6PSV4LYih/fj2M+HGeUirFmaiFKqUWKKUWOm+FQJgL514FrFdKlQPPAuuUUk+PdLDW2qy1bnF+vR84Aww3SKpBKZXqjDEVuLiVnBCT2ONby0iNCeGVe1fzwPXTsNo1Lx2s8XZYYoxK6n2ng+mFvrQuj4SIYJ7YdvbSB08gW0qaAJgdbyQmLIjbF2bwz31VzPvh2zx/oJrCgkRJDi+QFBnCnYsyeH5/DQ2dpks/wYN2l7Xwvj+9y+nGbtZMS/R2OGKMBjqZFhYksmRKHEopfnjrLEIDjdy1NNPL0Qnh30arIN4AfBzIAB4Zcn8X8P8udWKt9UPAQwDOpPJBrfVHRjpeKZUItGqtbUqpHCAfKBvm0FeAjwE/c/758qViEWKy6DJZ2FveyqevyiE2PIjY8CAWZMXwz71VfGr1VNmP4UHHazv44j8O8NznV1zWkOZT9V0kRQYTGx7khuiuTFhQAIUFiWw82YDdrjFMkj13W0qamJkaRUyIDYD7r8knMjiAhIhg0mNDWZnrW5VeX/G5q3N5dm8VT2wr49s3zfR2OAD8Y3cF337xGKnRITzygXm8b366t0MSYzQnPZo7FmXw+TW5g/flJUVy4OHrCAn0zeXMQviLEX+CtNZPaq3XAh/XWq8dcluvtX7hci+olLpNKVUNrABeV0q95XzoauCIUuow8G/g81rrVudznhgyEuNnwHVKqVLgOuf3Qgjg3dMtWO2atQXnPg3/wOJMShu7OVzd4cXIJp+i4iYqWno5XHV5/99LGroGPyH3RSty4mnrtXCq3rc7VI6XTpOF/RVtFA752UqOCuGh987gM1fn8N45qcSE+V4y7wuy4sO4ZW4q/9hdSWtPPztON/O7d0rpNlu9Eo/Wmie2nWV+ZgybHijk9oUZk+ZDjokkJNDIr+6cR15SxHn3hwYZ5cNQIa6QK3sQX1NKfRiYMvR4rfUPXb2I1roIKHJ+/SLw4jDHPA88P8LzPz3k6xbgGlevLcRkUlTcSGRwAAuHzPO6eW4qP3j1OP/aV8X8TOnS5ynHax2JYVlTNzC2uXg2u6akoYt7lme7IbLxscJZLdtZ1sLMtInfSn5rSRM2u2bNtET6Kuu9HY7f+UJhHi8dqmX1zzfR2++owJ5t7uY3H5zv8Tfze8vbONvcw6/unCdD1IUQYhiu1OBfxjFawgr0DLkJIXyI1pqi4iaumpZAoPHcj3ZkSCDvnZPKq4dqMVlsXoxwcjnuHC9S1jT2X5dnm7sxW+0+NeLiQmkxoUyJD2PnmWZvh+J2NrvmD5tOkxkXet6HL8J1BSmRfHLVVJZNjeP3H1rAl9Y5EsbnD3h+f/S/9lURHmTkvXNSPH5tIYTwB65UEDO01u9xeyRCiCtyqr6L+k4ThdMunvxyx8IMXjhQw4YTDdwyL80L0U0unSYLFS29AJxp6h7z85/ZU4XRoFiVlzDeoY2rFbnxvHakDptdT+jZf8/vr+ZUfRd//PDC8z58EWPz3VvO7T+02TV7y1v57svHWJAVQ25ixCjPHD/dZiuvH6nj1vlphAW58hZICCEmH1f+pduhlJrj9kiEEFdkc7Gjoe+agou78S3PiSctOoQXDnh2JtRkddJZPUyNDqGseWwVxI5erfVaWQAAIABJREFUC8/sqWT9vDTSY0LdEd64WZGbQJfJOricdiLq7bfyq7eLWZAVIxWncWQ0KH77wQUEBRj46RunPHbd14/U0mexcedi6XIphBAjcSVBXA3sV0oVK6WOKKWOKqWOuDswIcTYFJ1ydFhMjrq4Y6bBoLh1QTpbS5tp6jID8OLBaj7+tz3Y7drToU54A8tLb5mXRmtPP+29/S4/9+ndFfT22/js1TnuCm/cLM9xzEDccabFy5G4z1+2nqWxy8x3bpohjS/GWUp0CMunxlPR4rldK//aV01eUgQLs2Q/thBCjMSVBPFGHCMnrgduAW52/imE8AFaa148WM3+yjbWTh95ltftC9Kx2TWvHK7lTFM3D71wlKLiJk7Wd3ow2snheG0nCRHBLJvqSKDOuLgP0WSx8bd3y7l6WiIzUn2/8UtSZAj5SRHs9OME0WbX9IzQTdNm1zyxvYwbZiWzKDvOw5FNDomRwTR1mz1yrcZOE/sr2rh9Ybok+0IIMYpLJoha6wogE1jn/LrXlecJIdyvqrWXu5/YzVf/eZg56dF8dMWUEY/NT45kTno0/95fzVf/eWhwL9W7pyd+kxFPO17bway0KHKc+6pc3Yf44sEamrvNfN4PqocDVuTGs7e8FYvN7u1QLsvTuyq4+hebsQ4T/+nGbrpMVq6fKUtL3SUhIpj2Xgtmq/sbaO0tbwNgVa5v7+0VQghvu2Sip5T6HvBNnEPvgUDgaXcGJYRwzdf+dYgj1R386H2zef4LK4ddXjrU7QvTOVnXyZHqDn7x/rnkJobz7mn/rf74IpPFxunGbmalRZEZG0qgUZ3XyXSkapXFZuexojPMSY8eHCHhD1bkxNPbb+OIn87ZPFHbSUtPP3UdposeO1TlSCjmy3JEt0mMDAagpdv1ZdiXa295K6GBxkkxlkUIIa6EK5XA24D1OEdbaK1rAd/tvS7EJLG3vJW95W08cP007lme7VIXyfXz0ggOMHDHogxunJPK6rwE9pxtpd/qn9UfX1TS0IXVrpmVFk2A0UB2fLhzFiLsON3MvB+8zY5hqrb/2ldFZWsvX70u36+Wvy1xLqPdW97q5UguT21HHwBVbb0XPXaoqp2okACmxod7OqxJYyBBbPbAMtM9Z1tZmB0jnWiFEOISXPkt2a+11oAGUErJv5RC+IA/bT5NXHgQdy3Jcvk58RHBbHqwkJ/d7mhMvCovgT6LjYOVbe4Kc9IZaFAzy1mlyEkIH+xk+vTuCqx2zQ9ePXHekkaTxcajG0+zMCuGtQUXjynxZQkRweQkhrP3rH8miDVtjgSx2vnnUAcr25mXGYNhAo/w8LaBBHGgeZa7dJosnKrvZMkU2UsqhBCX4kqC+C+l1J+BGKXUZ4B3gL+4NywhxGiO13awubiJT66aQmiQcUzPTY8JJcD5CfqynHgMSvYhjqfjtR1EBAeQFRcGQE5iBBUtPTR2mdhwooEZqVEUN3TxzJ7Kwec8vauC+k4TD95Q4FfVwwHLpsaxp7wVm591xNVaU9M+fILYY7ZS0tDFgkxZXupO450gdputw3ZFPVDRhl0jCaIQQrjAlSY1vwL+DTwPFADf1Vo/6u7AhBAje6zoDBHBAdwzSlMaV0SHBjI3I4btkiCOm+O1ncxMjRqsOuUmhmOxaf6w6TQWm+Y3H5zH8pw4HtlQQmtPP7vKWnis6Ayr8uJZ6afNM5ZMiaPLZKW4vsvboYxJa08/Zufy6urW85eYHq3pwK5l/6G7JUQEAeOXID74r8Nc+8gW3jnRcN79e8tbCTAoFsjfpxBCXJIrTWqmAtu01l/XWj8IbFdKTXF3YEKI4dV19PHG0TruXp5FdGjgFZ9vdV4Ch6s76DJZxiG6ya3bbOVodQcLs2MH7xvoZPp/uyuZlxHN9JQovnvzLDr6LCz7yTvc9fgu+iw2vvWeGd4K+4ot9dN9iLXt5xrTXFhBPFTVDsC8DEko3Ck4wEhUSMC4jLqobuvl7RP1GA2KL/xjPxuGJIl7y9uYlR5NWFDAFV9HCCEmOleWmD4HDO1gYXPeJ4Twgk2nGrFruHNRxricb2VePDa7ZneZf72590V7zrZgtWuuyj9XCcxNdGzbtto1dy7OBGBmWhQP3TiDW+al8ae7F7Ln29cyJyPaKzGPh4zYMNKiQ9jjZ/sQB5aXFiRHXtSk5lBlO1lxYcRHBHsjtEklMTJ4XCqIT+9yLNt++d7VzEyL5ov/2M9LB2swW20cqmpnyZAPboQQQozMlY/SArTWg/2ntdb9SqkgN8YkhBjF5lNNZMSGkuusTF2pRdmxRIYE8JM3TjIjLYr0mNBxOe9ktK20meAAA4uGvBGNCQsiLjyIHrOVW+alDd7/GT+adeiKpVPjePdMC1prv9lHWetMEJdOjePp3RX0W+0EBTg+Nz1U1T5YGRXulRgZfMVdTE0WG8/ureT6mSkUpETy1KeW8ukn9/GVfx7itSPJ9Fvtgx13hRBCjM6VCmKTUmr9wDdKqVsB2bAkhBeYrTZ2nGmmsCBx3N6EBwcY+evHltDUZebOx3YMjmQQY7e9tJmlU+MICTy/cdCNs1P4+Kop47Ik2FctmRpHU5eZ8paLx0X4qtr2PkICDczJiEbrcwljfYeJ+k4T86VBjUckRoZccQXxlcO1tPda+NjKKQBEhQTyj08v46MrsnnnpGOp6WKpIAohhEtcSRA/D/w/pVSlUqoK+CbwOfeGJYQYzt6zbfT228Z9FMLSqXE889nlmK12PvDnXXT0yX7EsWroNFHa2M3qvIsbzfz4tjk8dKP/7jF0xVJnd8g9Z1u8HInrajv6SIsJJTPW0XF2YB/iwP5DaVDjGYkRV7bEVGvNkzvKKUiOZHnOuSphoNHAD2+dzSMfmMdXrs2X5cJCCOEiV7qYntFaLwdmAjO11iu11qfdH5oQ4kKbixsJMhpYkRs/7ueenR7N/3x8Cc3dZv727tlxP/9Et73UsbBi1TAJ4mSQlxRBXHgQrxyuxe4n4y5q2k2kx4SSGedYVl3t3Ie4t7yV4AADM1OjvBnepJEQGURPv40es/Wynn+irpPjtZ18ZEX2sCsrbl+YwVeunXalYQohxKThShfTYKXUh4EvA19VSn1XKfVd94cmhLhQUXEjy3Li3NaJb15mDNfPTOav289KFXGMtp9uJj48aNImFUopvnJtPu+ebuG375R4OxyX1Lb3kRYdSkpUCEaDGmxUs620adilwsI9Ep2Vvcvdh7jhRANKOZZyCyGEuHKuLDF9GbgVsAI9Q25CCA+qau3lTFPPuC8vvdBXrp1Gl8nKX7dLFdFVWmu2n25mZV7C4PzDyeie5dncuSiD3286zZvH6rwdzqjMVhtNXWbSYkIJMBpIiwmhuq2P+g4TJQ3dXJ2f6O0QJ43EyCtLEN8+3sCirFgSZAmpEEKMC1fKEBla6/e4PRIhxKiKihsBKCxw7xvXmWlRvGdWCn/bfpZPrZpKdNjEbaxyOSw2OzvPtNBttmK22jBb7DR1mWnqMnPVJF1eOkApxY/eN5uSxm6+9q/DLMyOJSkyxNthDau+wzEDMS3GEV9GTBhVrb1sK20CYHX+5P679KSBBPFy9iFWt/Vyoq6Th26cPt5hCSHEpOVKgrhDKTVHa33U7dEIIUa0rbSZzLhQpiaEu/1a91+bz5vH63l6dwX3rs1z+/X8hdaaB587zMuHai96LCzIyBo3J+/+ICTQyM9un8ONv9vGppON3LU0y9shDWtgBmJ6rGP/YWZcKEXFTWwrbSYhIpjpKZHeDG9SuZIE8Z0Tjg6l181MHteYhBBiMnMlQVwNfFwpdRYwAwrQWuu5bo1MCDFIa83BqnZW5yV4ZMbcjNQo5mZEs620SRLEIZ7YdpaXD9Vy79pc1s9LJzjAQHCggeAAI+HBRoIDZM8awPSUSFKiQthS0uSzCWJtu6OCODD3MyM2jMYuM1tKmrhmepLfzHKcCOLDgzGoixNEi83O398t55oZSeSMMPd1w8kG8pIiRnxcCCHE2LmSIN7o9iiEEKOq7TDR1GX26Fy2xdlx/OOC4eGT2bFmG4/sP8l756Tw4PUFkkCMQilFYUEirx+pw2KzE2j0vddPjXOkRUq0Y4npQCfTjj4LV02T5aWeZDQo4sKDaLpgD2JRcRM/fuMkv3yrmC+uzeULhbnnfQjT0Wthd1krn7k6x9MhCyHEhObKmIsKIAa4xXmLcd4nhPCQQ5XOuWweTBCXTo3FbLVztKbDY9f0VVabnb8cNZOfFMkv75gnyaEL1kxLpMts5aDztetratv7SIwMHkw4MpyzEGHyjirxpoRhZiHuPNNCcICBG2an8Nt3Sln+k418/qn9/HX7Wd44Wsdf3z2L1a5leakQQoyzS1YQlVL3A58BXnDe9bRS6nGt9aNujUwIMehQVRtBAQZmeHCEwmLn4PN95a0syo712HV90Z6zrXSYNT+7Np/wYPeMGJloVuYlYDQotpQ0snRq3KWf4GG1HX2kOZeXAmQ6E8QZqVE+21hnIkuMDKapu/+8+3aWtbAoO5ZHP7SAu5Zk8uLBGnaVtfDm8frBY1KiQpif4bkPzoQQYjJw5Z3Op4BlWuseAKXUz4GdgCSIQnjIoap2ZqVFeXSpZ0JEMDkJ4ewtb+Vza3I9dl1f9MaxOoKMUOjmESMTSXRoIIuyYtlS0sTXb/C9DpM17X3nNaJJigwmNiyQ62bI37E3JEYGU9Z0boJWa08/J+s6efB6x4D7VXkJg5Xdxk4TLT39dPZZSIsJndSjZYQQwh1cebepANuQ723O+4QQHmCxOZZ5enJ56YAlU+LYV9GG3a49fm1fYbNr3jzWwLxEI6FB0oRmLNYUJHKsppPGLpO3QzmPza6pbe8jLfpcBdFgUGz42hruW5fvxcgmr8RIxxJTrR2/a3aXtQCwIjf+omOTokKYkRrFspx4MuPCLnpcCCHElXElQfwbsFsp9X2l1PeBXcBf3RqVEGJQcX0XJovdKwni4imxtPdaON3U7fFr+4p95a00d5tZkixLS8dqzTTH2I9tJc1ejuR8z+ypxGSxs+SCpa8JEcHSkMlLEiOC6bfZ6eyzAo7lpWFBRubK8lEhhPA4V5rUPAJ8AmgF2oBPaK1/6+7AhJgs9le0sre8dcTHD1U5mnwsyPT8PsCBvWN7zo4c30T3n2P1BAcYmJso1cOxmpkaRUJEEH/ZVkZ5c8+ln+ABHX0WHtlQwtIpcVwvzU18xuAsxG5HtXnHmRaWTInzyQ64Qggx0Y34m1cptUQpdSOA1vqA1vr3WuvfAZlKqUUei1CICe7rzx3hx6+fHPHxQ1XtxIUHDbbh96SsuDCSIoPZN0oCO5HZ7Zr/HKujsCCRkABZWT9WBoPiJ7fNoaa9jxt/t42nd3m/AfbvN5bS1tvPd2+ZKd1ofUhylKMx0NsnGmjsMnG6sZuVwywvFUII4X6jfTT3S2C4d60nnI+5RCllVEodVEq95vz+TqXUcaWUXSm1eMhx1yml9iuljjr/XDfC+b6vlKpRSh1y3t7raixC+Jqq1l7Kmnto7ekf8ZhDVe3Mz4zxyptZpRRLpsSxt7zN49f2BQer2mjoNPPeOaneDsVvXT8rhbe/ejWLp8TynZeODe4t84YzTd08uaOcDy7OZHZ6tNfiEBdbnB3L9TOT+cWbxdz/zCFg+P2HQggh3G+0BDFea11+4Z1a69PAWH5r38/5ieYx4HZg6wXHNQO3aK3nAB8DnhrlnL/RWs933t4YQyxC+JStpU0AtI2QIHaaLJxp6vbK/sMBy3PiqGnv40Rtp9di8JYXDtQQHGBg3XTpbHklUqND+fM9iwgOMPCfY/WXfoKb/OqtYkICjTxwfYHXYhDDCzAa+NPdC3n/wgx2lrUQGRLArDRJ4oUQwhtGSxBHW88W7srJlVIZwE3AEwP3aa1Paq2LLzxWa31Qa13r/PY4EKKUCnblOkL4q60ljgSxy2yl32q/6PFNJxvRGpZ5cY7c+nnphAYa+fuOs16LwRt6+628cqiWm+amEhkS6O1w/F5YUABXT0vk7eP1g50qPelEbSf/OVbPJ1dNGdzvJnxLgNHAL++YywPXTeP+a/IxyvgKIYTwitHa8r2jlPox8B095F9zpdQPgE0unv+3wDeAyEsdeIH3Awe11uYRHr9PKfVRYB/wgNb6ovVvSqnPAp8FSE5OpqioyKULd3d3u3ysmNjc/Vqw2jVbi3sJMkC/Hd54p4iYkPM/s3lsdx9JYYqeiiMUVXrvzdLyFMULB6pZHdlKVPDkeNO2rdpCl9lKQUALRUVF8rthHGQZLGzo6Ofvr2xiarRnm/48etBEaAAUqFqKiuqu6FzyWnCvOUbABkVFld4OxSXyehAD5LUghvLn18NoCeIDOCp/p5VSh5z3zcORlH36UidWSt0MNGqt9yulCl0NSCk1C/g5cP0IhzwG/AjQzj9/DXzywoO01o8DjwMsXrxYFxa6FkJRURGuHismNne/FvaWt9L39k5unpvKa0fqmDF/CQVDBneXNXVT/OYWvvGeAtYV5rktDldkzOzi2ke2Uh6QwZcLJ8ecuD88toOcxEA+e9salFLyu2EczOvp5+8n3qE5JJ1PFE732HWP13aw/83t3H9NPjddN+2KzyevBTGUvB7EAHktiKH8+fUw4hJTrXWP1vpDwHXA352367XWd2mtXRmKtgpYr5QqB54F1imlnh7tCc4lqS8CH9VanxkhrgattU1rbQf+Aix1IRYhfM6W4iaMBsXNcx0NUC5sVPPPfVUYDYo7FmZ4I7zz5CVFcvW0RJ7aVTHsUtiJprShi30Vbdy1JFM6XY6j2PAglk6J463jDR697u/eKSUyJIBPrp7q0esKIYQQ/siVOYhlWutXnbcyV0+stX5Ia52htZ4C3AVs0lp/ZKTjlVIxwOvAQ1rrd0c5bmg7wdtwNL0RwmNaus309duu+DxbS5uYnxlDdrxjS29b77kE0WKz8/z+aq6ZnkSSs/27t31y1RSausy8frT20gf7uX/urSLQqLjdB5LzieaGWcmcbuzmTJMrnzNeudr2Pt4+0cAnVk4hOlT2kgohhBCX4vEJtEqp25RS1cAK4HWl1FvOh+4D8oCHh4ywSHI+54khIzF+4RyFcQRYC3zV0/8NYnL74OO7+OVbF/VZGpPWnn6O1nRwdX4iceFBg/cN2Hiygebufu5amnlF1xlPV+cnkhUXxsuHJnaCaLdrXjxYw7UzkkmIkGYm4+36WSkAvO2hKmJRsaMR1C3z0jxyPSGEEMLfjbYHcdxorYuAIufXL+JYRnrhMf8F/NcIz//0kK/vcUuQQriopq2P0sauy36+1Wbnm88fAeC6mcnEhDmqGkNHXbxyuJbkqGDWTPOd8QoGg2Ld9CSe2VOJyWIjJNCzTUY85URdJy09/Vw/K9nboUxIaTGhzM2I5o2jdXyhMNft1ysqbiQ9JpS8pAi3X0sIIYSYCDxeQRTCn/Vb7fRZbNS29w37uN2uKRtl6ZzWmu++cpwNJxr4/i2zmJkWRXCAkYjgAFqHLDGtaOllZmqUz7V5Xzs9CbPVzk4vDjt3t51nHP9tK3ISvBzJxHXr/HSO1nRQ2nD5H7S4wmy18e7pZgoLEmUvqRBCCOGiERNEpdQcpdQupVSVUupxpVTskMf2eCY8IXxLl8kCQG27adhZbhtONrDu11vYcbp52Of/eWsZ/7e7ki8U5vKxlVMG748ND6S91zL4fUOniZTo0UaReseyqXGEBBooOtXo7VDcZmdZCzkJ4aRE+8bez4lo/bw0jAbFCwdr3HqdfeVt9PTbKCzwnUq8EEII4etGqyA+BnwfmAOUANuVUgPrgWSnv5iUOk1WAPosNjr6LBc9XlLvqIg8sqHkogRSa80T286yZloi37ih4LzHYsOCBvcgmq02mrv7SfXBBCUk0MjK3AQ2Fzd5Zdi5u1ltdvacbWVFbry3Q5nQEiODuTo/gZcO1mC3u+91VFTcSJDRwEr5+xRCCCFcNlqCGKG1flNr3a61/hWOJjJvKqWW45hBKMSk0zkkKawZZplpeUsvAPsq2th+QRXxVH0Xzd1mbpqbetFyt9iwoMEupo2dZgCfrWCtLUiksrWXs8093g5l3B2t6aDbbJUE0QNuX5hBXYeJXW5crry5uIllOXGEB3tku70QQggxIYyWICqlVPTAN1rrzcD7gaeAbHcHJoQv6jSdSxBr200XPV7Z2sP8zBjSokP47Tul51XZ3nUmjFflX7y3LS78XAWxrsNxXl+sIAKDy/U2O7tDTiQ7nPsPl+dIguhu181MJjI4gOcPuGeZaVVrL6cbu1kzLdEt5xdCCCEmqtESxJ8DM4beobU+AlwDvODOoMT4OFXfyQsHqr0dxoTS2Wcd/LquY/gK4rTkCL64No/9FW1sKz1XRdxW2kxuYjipw+wtjA0LGuxiOnDeFB+Zf3ihzLgw8pIiKCqeePsQd5W1UJAcKeMtPCAk0MhNc1P5z7E6evutl37CGA28PtdOl/2HQgghxFiMmCBqrf9Pa70LQCkVoZQKd95fqbX+jKcCFJfvuy8d58HnDg82VhFXbmgF8cIlpj1mK01dZrLjw/nA4kzSokP4zTuOvYhmq43dZ1tYnTd8Z8y48EB6+m2YrTYaOh0VRF9dYgpQOC2R3WWt9PXbvB3KuOm32tlbLvsPPenOxRn09tt4fGvZuJ6302ThT0VnmJ4SSU5C+LieWwghhJjoRh1zoZT6glKqEqgAqpRSFUqpL3omNDEWLx+q4Wv/OjTY8KG4vos95a3YNeyvaPNydBPHwB7ExMjgi5aYVrY69h9mx4cRFGDg3nV5HKxsZ2tpM/sr2jBZ7KzOH365W2x4EADtvRbqOkxEBAcQGeK7vaAWZsfSb7NT3jJx9iEeqmrHZLFLguhBi7LjuHV+Gn/cfJqScRx58V+vnaCxy8zP3z9XxlsIIYQQYzTamIvvALcAhVrreK11HLAWuNH5mPAh75xs5IUDNbx82LGf5+ldFQQFGAgwKHafbfVydBNHR5+FAIMiNzGcugsqiBXOZCk7zlGxuHNRJukxofxmQwnbS5sxGhTLc+KGPW9smCNBbO3pp77D5NPVQzi3P3K4Zbb+atOpRgzKMcpDeM53b55JRHAA33z+CLZx6Gi6+VQj/9pXzefX5DAvM2YcIhRCCCEml9EqiPcAt2utB9f+OL/+APBRdwcmxqa1x9H58mf/OUVjl4kXD9Zw85xU5mZEs0cSxHHTabIQFRpIWkwotRcliI4KYlZ8GABBAQbuW5fHoap2ntpVwfzMmBGrggMJYltPP3UdJp9tUDMgLcaxj7JmmEY9/shstfHcviqunZFMjPPvQnhGfEQw37tlFgcr2/mf7Wev6Fx9/TYeeuEoBcmRfPma/HGKUAghhJhcRl1iqrW+6N2f1roPsLstInFZWrr7yYgNpaHTzN1/2U232cpHVmSzdGo8R6rbJ9ReMW/q7LMSFRJAekwo9Z0mrLZzPwrlLb3EhgUSHXouCXz/wgwyYkPpMllH3H8Iji6mAK29zgqijzaoGZAQEUyAQV1URfVXbx6rp6Wnn48slwbN3nDr/DSunZHMj984yS/fOnXZlcTXjtRS32nie+tnEhxgHOcohRBCiMlhtASxWil1zYV3KqXWAXXuC0lcjtaeflblJrB+Xhqljd3MSotiQWYMy3LisNg0ByplH+J4GKggpkaHYtfQ2GUefKyytYfs+PMbYgQFGAYrGaN1U4wNdySVzV1mmrrNPr/E1GhQJEeFDI7k8HdP7axgSnzYqEm8cB+lFH+8ewEfWprJHzef4dNP7r2szqb/3FtFTmI4K2RMiRBCCHHZRksQvwz8WSn1d6XUl5RS9ymlngQeB+7zTHhigNaaf+yuoMd88ZsmrTVtvf3ERQTxrRunkxARxOfW5KKUYlF2LAaF7EMcJ519FqJCAkmLcSRwQ5eZljf3MsW5vHSoOxdlsOmBNcwfZT/UwBLTksZubHbt8wkiQPowy2z90cm6TvZVtPGR5dkYDNLQxFuCA4z85LY5/Oh9sykqaeLXb5eM6fmlDV3sq2jjriWZ0phGCCGEuAKjjbk4DswGtgJTgBzn17OdjwkPOlbTybdfPDbsXMNOkxWLTRMfHkRaTCj7vnMd6+elARAVEsjMtCh2l7V4OuQJqdNkJSrUscQUzo26MFtt1HX0kRV/cUt9pRQ5iRGjnjfQaCAyJIATtZ0APr8HESA1ZmJUEJ/eVUFwgIE7FmV4O5RJTynFPcuz+fDSLP727lmO1XS4/Nx/7q0i0Ki4faH8PQohhBBXYrQupnnAIq31/2itH9Baf01r/VdgiVIq13MhCjg3QuFI9cVvmFqdA9YH9rFdaNnUeA5WtdNlsvDoxlIeeuEIWl95t8DJaKCCmOpMEAcSpOq2PuyaYSuIrooNC+JUvSNBTIkKvfJg3Sw1OpS6jr7B0Sr+qKPPwosHa7hlXpo0p/Eh37hhOnHhQXz7pWMu7Uc0W208f6Ca62YmkxAR7IEIhRBCiIlrtCWmvwWGG0zV53xMeFB1myNBPDrMJ+oDHUxHShCXTo2j32pn7a+28OsNJTyzp4qqVv9fGugNA3sQI4IDiAoJGFxiWdlybgbi5YoND8JkcTS98YcKYlpMCBabprnHfOmDfdSzeyrp7bfxiVVTvB2KGCI6LJCHb57J4ap2ntpZPuJxWmvqOvr46/aztPVa+OCSLI/FKIQQQkxUoyWIU7TWRy68U2u9D8eSU+FBVc4EsaSh66KOpC3djgpifPjwn5wvnRJHcICBsCAjD988E4A95bIncazMVhsmi52okACA80ZdDAyMv7BJzVjEhTka1QQHGIgJG34chi9Ji3ZWUf101IXFZufvO8pZmRvPrLRob4cjLrB+XhpX5Sfwg9dO8Ou3i8/rGAyOeYcrfrqJFT/dxC/eLGZ6SiRXSZMhIYQQ4ooFjPLYaCUM31//NsEMVPwApjbOAAAgAElEQVTsGk7UdbAo+9ww78ElphHDVxBjw4PY+MAaEiKCCTIa+P3GUvaVt8qeqzHqMjkaBA2MsXA0aXEkRxUtvUQEBxA/QhXXFbHO56ZGh/hFk41UZ6Oeuo4+vxxI/sbROuo6TPz4ttneDkUMQynFn+9ZxPdePs6jm06zu6yVu5ZmMiM1ipcO1vDnrWVMT4nki2tzmZEaxey0aGkyJIQQQoyD0RLEvUqpz2it/zL0TqXUp4D97g1LXKi6rZeFWTEcqGzncNX5CWJLz0AFceTkJCP23NLHxdmxUkG8DJ19FgCinAliakwI+53jQypaesiKC7uixC7OuQcu2cdnIA4YqCDW+GEFUWvNX7aVkZsYTuG0kcePCO8KCwrgl3fOY0VuPN975Thf+9fhwcfuXpbFwzfPJCRQ5h0KIYQQ42m0BPErwItKqbs5lxAuBoKA29wdmDhHa011Wx/rpidR09530T7E1p5+woKMLr9RWjwljo2nGmnpNhMvDR1c1umsIEaFOBLEtJhQ2nstrP/Ddo7VdHDjnNQrOv/QCqI/iAkLJCTQQJ0fjrrYfbaVYzWd/OS2OVJ18gO3L8xg/bw0ylt6OF7bSUJEMKtkOakQQgjhFiMmiFrrBmClUmotjnEXAK9rrTd5JDIxqKnLjNlqJzMujDnpMRypbj/v8dae/hEb1Axn6dRYAPaWt/Ge2SlYbXbqO03nVRnFxc5VEB0/NgsyY4kMDiAkwMh9a/O4c3HmFZ1/YBZiSrR/rOBWSpEWHeqXoy7+sbuSmLBAbl+Y7u1QhIsCjAbykiLJS4r0dihCCCHEhDZaBREArfVmYLMHYhEjqGpzVGgyY8OYmxHNxlMNdJksRDorWS09/WPa+zY7PZqgAAP7ylt5z+wUHn75OC8erGbfd64jIviSL4lJq9PkTBCd/99X5MZz9Ac3jNv548KdS1f9pIIIzkY9Hf5VQezos/DW8Xo+vDRLlicKIYQQQlxgtC6mwkcMjLjIjAtlbkY0WsNx50B1cIy5GEsFMTjAyPzMGPaWt7K3vJVn9lRistjZJ/sSR9XZ51xiGuqeDqMDy339KUFMjQ4Z7OTqL147Uku/1S5NmoQQQgghhiEJoh+oanUkiOkxYcxJd7TjH7rMtLW7f8x7CZdOieNYbSffev4IadEhBBgUe85KgjiaCyuI421hViw/vX0OhQX+0zQlNSaUxi4zlgtGEPiyf++vpiA5kllpUd4ORQghhBDC50iC6Aeq2/pIiAgmNMhIfEQw6TGhHKl2NKrRWtM8xiWmAIunxGKza8409fDDW2czJyOa3ZIgjqqzz0KgURES6J4fG6NB8aGlWQQF+M+PZVp0CFpDQ6d/7EM83djNwcp27liU4RejRIQQQgghPM1/3olOYlVtvWTGnWtcMjcjerCTaU+/jX6rfUxLTAEWZccSaFRcPzOZa2cms2xqPEeq2+nrt41r7BNJp8lCVEigJBZDpMU4Xpd1HSa01pxp6qbHbPVyVCN7/kA1RoPi1gVp3g5FCCGEEMInSUcSP1DVev4g8tnp0fznWD2dJgvtPY5lj2NNECNDAnnxi6uYmhAOwLKpcfz3ljMcrGxjpbSPH1Znn9Vt+w/9VVqMY79kVWsvz+yu5IWDNSgFU+LD+cq1+dw633e6hNrsmhcP1FA4LZGkSP/Z5ymEEEII4UlSQfRxNrumtr2PzNhzFcSBvVMnav9/e3ceX3dZ5n38c2VvkqZplqYJ6d6UbrRAA5RCawoUBNkUUUAYnJFBB3UUH18OOM/iqOPDMOMyLsNYO4710RFQB0VUEEvD3tINKF3TpqVb2qRJk2Zfr+eP80s5tGnJck5Okn7fr1dfOeeX+3ef65deSc6V+/7d93GqG1sByE7vW4EIoUIzLVi1dMHkscQZmmZ6BqERRP1NJVx+sCXHN/6wjf/edJBPXD6F+6+aQUKc8bWntg6pexM37jvG4eMt3HTB0ClaRURERIYaFYhD3OHjLXR0OROy3tmjcE5BaKGatw7WUdPYBkBW2sA2vM9ISWR2QQZr91QPqJ+RZuO+Y1TWh+6vO97crhHEk6QlJ5CRksDRhja+ePUM/tf1s/nbK4t48LqZHG1oY9W2I7EO8YRn3jpMUnwcS8/NjXUoIiIiIkOWCsQhrnsF0wlhm9jnjk4mLyOZLYeOUx0UiH1dpKYnF0/OZtO+Wlo7dB8iQJc7d61Yy0N/2A6E9s+L1gqmw9ndiybzlRtm85krik4ce9+MceSPSeHRdftjGNk73J0/bT3CounZJ/YPFREREZFTRb1ANLN4M9tkZk8Fz281sy1m1mVmxSe1fdDMdpnZDjPrcQdyM8sys2fNrCz4ODba1xBL3QViYdgUU4C5BWPYcih8BHHgBeIlU7No7eg6sULq2a6mxWls6+TFXUdxd463dJAxSlNMT/Y/rj6Xj1825V3H4uOMW4sn8PzOKg4OgX0Stx+uZ19NE9fMGR/rUERERESGtMEYQfwcsC3s+VvAh4AXwhuZ2WzgNmAO8H7g38wsvof+HgBWuXsRsCp4PmIdONaM2TurRXabU5DBrsoGDh5rJjkhjtSknr5UfXPx5CwA7YcYONzoAFTVt7LjSH1oiqlGn3rtI8Whjegfj8EoYmeXs+LFcsqrGgB4ZsthzOCqWXmDHouIiIjIcBLVAtHMCoEPACu6j7n7Nnff0UPzm4BH3b3V3fcAu4CLT9NuZfB4JXBzZKMeWvYfayI/I+WUvfHmnDOGLoeXdx8lOy0pIlsvjE1LYlJ2KlsOaQQR4HDjOwusrNpWSWtHl+5B7IPCsaksLsrll+v309nlg/raT2w6yNd/v42PrVhLRV0zz2w5woKJY8kdPbB7dUVERERGumjPl/sO8CVgdC/angOsCXt+IDh2sjx3rwBw9wozG9dTZ2Z2L3AvQF5eHqWlpb0KuKGhoddtB8PanU1kp8SdElNDc6h4Ka9qZFLGqZ/vr5yEVjbuPjKkvgaxsr+2lZR4IzPZePzVMgAO799DaemBGEc2fMxN7eCFulaWP/Ecs7IHPsrdG62dzj++0ExBulHT0MJN/7qayibno+cmDSivh9rPBokd5YKEUz5IN+WChBvO+RC1AtHMrgcq3X2DmZX05pQejvV72MHdlwPLAYqLi72kpDchQGlpKb1tG221TW0cfPpZbl80jZKSond9zt352rpnqW1qZ9L4bEpKehps7btN7Tv53nNlXLJoMaMiMG11OPuXdU9TND6dCyZm8tNX3wageN5sSobQ3n5D3UWtHazY/Cw1KfmUlMwelNf83qoyjrXuZPlfXkp7Rxd3/+drANx34yImZaf1u9+h9LNBYku5IOGUD9JNuSDhhnM+RHOK6WXAjWa2F3gUuMLMfnaG9geACWHPC4FDPbQ7Ymb5AMHHysiEO/RsePsYAMXBvYHhzIy5wXYXkVjBtNus/NF0OZRV1kesz+HqcFMXU3LSuHx6zoljugexb9KSE7hkahbPbR+cb9PK+hYeeX43758znosmZ7Foeg4/vGsBX1g2Y0DFoYiIiMjZImoFors/6O6F7j6Z0OIzz7n7nWc45UngNjNLNrMpQBHw2mna3R08vhv4bQTDjonTbSuxbu8xEuON+YWZPX5+TkEGEJkVTLvNHB/qc3vF2V0gtrR3Ut3sTM1NY+G0bOLjQgPcWsW075aeO47dVY3sq26K+mv958t7aevo4u+unXni2BUz8/jbK4vOcJaIiIiIdBv0fRDN7INmdgC4FPi9mT0D4O5bgMeBrcDTwKfdvTM4Z0XYlhgPAcvMrAxYFjwftnYeqWf2/36GT/6/9ew52viuz63fW8Pcc8acdqrnnHNCI4iRLBAnZqUyKjGebYePR6zP4cL9nRnNb1c34cCUnDQyUhKZXxj6WmsEse+WzgzdJrx6R/RHEd86WMfsggym5Gi0UERERKQ/BqVAdPdSd78+ePxEMLKY7O557n5NWLt/dPdp7n6uu/8x7Pg97r4+eFzt7le6e1HwcVjvybDx7WN0djmlO6pY9q3n+eHzu4HQCNabB+oonnT6bR7PL8zEDM45aQuMgYiLM2aMH82Ow2fXCOKuynqW/kspP1sTutewe3uEabnpACwuygVgTKoKxL6akpPGlJy0QZlmWl7VqOJQREREZAAGfQRR3m1XZQMpiXG88KWllJyby8PP7GB3VQNvHayjrbOrx/sPu03MTuWpz17OB+blRzSmWeNHs63i+LtG1EaysiP13LZ8LXurm/jJK3txd8qD0dzJQbHxicVT+MEdFzJudEosQx22lp47jlfLq2lq64jaa7S0d3KorpmpOelRew0RERGRkU4FYoyVVTYwLTedvIwUHrplHikJcXzzTztYtzdYoOYMI4gAcwrGkBgf2f/GmeNHc6ypnar61oj2OxTtOdrI7T9agxn81WVT2FXZwI4j9ZRXNZKZbKQnh+45zEhJjHghfja5YuY42jq6eGVXddReY291I+4wNVcjiCIiIiL9pQIxxnZVNjB9XGjEIyc9mXsWT+UPmw/z2Lp9TM1NIzt98Df2npkfWqhm21kwzfTHL+2hsbWTR+9dyH1LpxEfZ/zujUOUH20gP62nnVekPy6ekkVaUjy/ef1g1Eam91SFRn01xVRERESk/1QgxlBjawcHa5spGvfOlLi/XjKV7LQk9lY3vefoYbTMHD8agO0VI3+hmjXl1Vw0JYtpuenkpCezaFo2v3ujgj1HG8lL07dHpCQlxHHnpZN46s0K/s+TW+jqinyR2D0tWAWiiIiISP/pHXAM7Q4WQpkeViCmJyfw2SumAz3vfzgYMlOTGJ+RMuIXqjna0EpZZQMLp77zdb5hfgH7apqobWonXwViRD3w/pl8cslUfvrq23zh8dfpjHCRWF7VyPiMFNKStRWJiIiISH/pnVQM7arsLhBHv+v4xxZOIjU5gRvnF8QiLABm5o8e8VNMX9sTWgD3kinZJ45dM3s8fx+/mfZOJy9VU0wjycx44NqZpCYl8O0/7+SG+QVcOSsvYv2XH23Q/YciIiIiA6Qhkhgqq2wgMd6YlJ36ruOJ8XF8pHgCKYk97384GGaOz2BXZT3VDSN3oZq15dWMSoxnXrDHIYS2sXjfjNCWFhpBjDwz41MlU0lNiqd0R1VE+95zVFtciIiIiAyU3gHHUNmRBiZnp0V8FdJIuGF+PnFm/NVP1kV1a4JYWrunhuLJY0/5+t+7ZBrXzh1PrkYQoyI5IZ5F07Ip3VkZsQVrahrbqG1qZ2qutrgQERERGYihV5mcRXZXNVCUNzTf0M4pGMP377iQzQfr+PTPN9Le2RXrkPqko7OLhtbTF7Y1jW1sP1zPJVNOvc/z4ilZPHLnAuJMBWK0vG9GLvtrmtkTLCwzUOXB/bxTNYIoIiIiMiAqEGOkpb2Tt6sbmT6ERzyWzc7j6zefx+odVTxSujvW4fTJ957bxTXffuG0q2V233+4cGp2j5+X6HrfjHEAPL8zMtNMu1cw1T2IIiIiIgOjAjFG9lY30uUwPW/0ezeOoTsumcjCqVk8/dbhWIfSJ9sqjnOwtplth3veqmNNeTUpiXHMK8wc5MgEYGJ2KlNz0iJ2H2J5VSOJ8cY5maMi0p+IiIjI2UoFYoyUHQlWMB3CI4jdlszIZWvFcarqh8+CNRV1LQC8uru6x8+v3VPDgkljSUrQt0CsLJmRy5ryalraOwfc156jDUzKTiNhCN7PKyIiIjKc6N1UjOyqbCDOhseUuMXTQ6t6vrzraIwj6b1Dtc1AzwXi3qONbD98nEXTcgY7LAlTcm4urR1drA2m+w5EeZVWMBURERGJBBWIMbKrsoGJWakx3cqit+YUZDA2NZEXyiK7LUG0tLR3Ut3YRpyF7jXsOGmBnR+/vIfEuDhuLS6MUYQCofs/kxPiWL29sl/nt3d2sfXQcV7dXc3b1U3D4o8tIiIiIkNdQqwDOGsZzD1nzHu3GwLi4ozLi3J5sewo7o4N8dU9DwfTS5fMyKV0RxVbDh1n/oTQvYa1TW38cv0Bbjq/gHGjU2IZ5lkvJTGepeeO49F1+7i1uJA5Bb3/fmho7eDOFWt5fX/tiWOz8zOiEaaIiIjIWUUjiDHygzsu5Pt3XBjrMHptcVEOVfWt7DhSH+tQ3tOhutD00g9ecA4Ar4RNM/352n00t3fyicVTYhKbvNtXb55D5qgk7v3pBmoa23p1Tkt7J/esXMfmg3V85YbZ/NdfX8LTn1/MjfMLohytiIiIyMinAlF6ZXFR6H69F3cO/fsQK2pDI4jzCjOZkZfOq+WhArGto4uVr+xlcVEOM8drtGkoGDc6hR/etYCqhlY+/fONtHacecGazi7nvp9vZO2eGr5563w+ftkUFk0L/X8O9ZFtERERkeFABaL0Sv6YURSNSx8W9yF2L1CTPyaFS6dms25PDc1tnXx3VRmV9a3cs3hqjCOUcPMnZPKND57Hq+XVXPuvL5525VmA9XtreG57JV++dhY3ByPEIiIiIhI5KhCl1y4vyuG1oNgayg7VtZCVlkRKYjyXTsumub2TJf+8mu+v3sXVs/NYUqTVS4eaDy8o5Cd/eREdnc7tP1rD15/a2mO7V3ZXE2fwkYsmDHKEIiIiImcHFYjSa8tm59Ha0cWfth6OdShnVFHXTP6Y0AI0C6dmk5oUT0ZKAj/+eDE/vGuBpiIOUSXnjuNP9y/hjksmsuKlPfxm08FT2ryy+yjnnTOGMaMSYxChiIiIyMinVUyl1xZOyWZC1igeX7+fm84futP7KmpbmJidCkBmahIv/d0VZKQkaBP1YSAlMZ6v3jiHXUca+PsnNnP+hEwmB/sbNrZ2sGlfraYIi4iIiESR3jFLr8XFGbcumMDLu6rZX9MU63BO61BtMwVj3tnCIistScXhMJIQH8d3bjufhPg4PvuLTbR1hPaxXLe3ho4u57Lp2TGOUERERGTk0rtm6ZNbFhRiBr/acCDWofSovqWd+tYO8jNHxToUGYCCzFE8/OF5bD5Yx3+8tAcI3X+YFB9H8aSsGEcnIiIiMnKpQJQ+OSdzFJdPz+FXGw7Q1eWxDucUFXWhLS7yw0YQZXi6Zs54rpo1jn9bvYvqhlZe2X2UCyZmMiopPtahiYiIiIxYKhClzz560QQO1ja/awP6oaJ7i4tzNII4Ijxw7Uya2jv56lNb2XLoOIumaQVaERERkWhSgSh9tmx2HhkpCfz29VNXmYy1Q7XBCKIKxBFh+rjR3H7xBH77+iHc0f2HIiIiIlGmAlH6LDkhnounZLPh7WOxDuUUFXXNxBnkjU6OdSgSIZ+/agbpyQmkJsUzf0JmrMMRERERGdG0zYX0y4JJY/nztiPUNLaRlZYU63BOOFTbQl5GilYtHUFy0pN56JbzqGlsI1H/ryIiIiJRpQJR+uXCiaGRnE37jnHlrLwYR/OOirpmLVAzAl0/ryDWIYiIiIicFfTneOmXeYWZJMQZG/cNrWmmFXUtuv9QRERERKSfol4gmlm8mW0ys6eC51lm9qyZlQUfxwbHP2Zmr4f96zKz83vo7ytmdjCs3XXRvgY51aikeGblZ7Dx7dpYh3KCu3OotpkCjSCKiIiIiPTLYIwgfg7YFvb8AWCVuxcBq4LnuPvP3f18dz8fuAvY6+6vn6bPb3e3dfc/RDN4Ob0Fk8byxoFaOjq7Yh0KAEcb2mjt6KJAI4giIiIiIv0S1QLRzAqBDwArwg7fBKwMHq8Ebu7h1NuBX0QzNhm4CyZm0tTWyfbD9bEOBYAdQRwz8kbHOBIRERERkeEp2iOI3wG+BIQPMeW5ewVA8HFcD+d9lDMXiJ8xszfN7MfdU1Rl8F04MfSl3zRE7kPcWlEHwKz8jBhHIiIiIiIyPJm7R6djs+uB69z9PjMrAb7o7tebWa27Z4a1O+buY8OeXwKscPfzTtNvHnAUcOBrQL67/1UP7e4F7gXIy8tb8Oijj/Yq7oaGBtLT03t7mWc1d+f+0mZmZcfxyXmxv+/vh2+0sONYF98qSY1If8oFCad8kG7KBQmnfJBuygUJNxTzYenSpRvcvfi92kVzm4vLgBuDRWRSgAwz+xlwxMzy3b3CzPKBypPOu40zjB66+5Hux2b2I+Cp07RbDiwHKC4u9pKSkl4FXVpaSm/bCiw8sIGtFceHxNfsG5ue54LJqZSUXBSR/pQLEk75IN2UCxJO+SDdlAsSbjjnQ9SmmLr7g+5e6O6TCRV9z7n7ncCTwN1Bs7uB33afY2ZxwK3AaYf7gqKy2weBtyIcuvTBhZMy2VfTxEN/3E5FXXPM4mhp72R3VSOzCzS9VERERESkv2KxD+JDwDIzKwOWBc+7LQEOuHt5+AlmtsLMuodDHzazzWb2JrAUuH8wgpaefbR4ItfOHc/yF3Zz+T+t5nurymISx84j9XR2ObN1/6GIiIiISL9Fc4rpCe5eCpQGj6uBK8/QbmEPx+8Je3xXNGKU/hmTmsgjdy5gfzCK+M1ndzJj/GiumTN+UOPYeug4oAVqREREREQGIhYjiDICTchK5Vsfnc+8wjF88Zdv8HZ146C+/raK46QlxTMxKzIL1IiIiIiInI1UIErEJCfE84M7LiTOjL/52UZaOzoH7bW3VhxnVn4GcXE2aK8pIiIiIjLSqECUiJqQlcr//dB5bK04znPbTl6gNjq6upxtFfVaoEZEREREZIBUIErEXT07j5z0JH735qFBeb39x5poaO3QAjUiIiIiIgOkAlEiLiE+juvOy+e57ZU0tHZE/fW6F6jRCKKIiIiIyMCoQJSouGF+AS3tXazadiTqr7Xl0HHi44wZeaOj/loiIiIiIiOZCkSJigUTxzI+I4XfvRHdaaZtHV3898YDXDgxk5TE+Ki+loiIiIjISKcCUaIiLs64fl4+z++soq6pPWqv8/j6/Ryqa+EzVxRF7TVERERERM4WKhAlaq6fX0B7p/PM1sNR6b+1o5MfrN7FBRMzWVKUE5XXEBERERE5m6hAlKiZXziGCVmj+OPmiqj0//i6/VTUtXD/VTMw0/6HIiIiIiIDpQJRosbMWHruONaU19DW0RXRvsurGvjB6t0smDSWxRo9FBERERGJCBWIElWXTc+hub2TjfuORaS/uqZ2vvLkFq7+9gvUt7Tz5etmavRQRERERCRCEmIdgIxsl07LJj7OeKnsKAunZg+4vy//ZjN/3FzBbRdP5P6rZpA7OjkCUYqIiIiICGgEUaIsIyWR+YVjeGnX0QH31dzWyaptR7hz4SS+8cHzVByKiIiIiESYCkSJusuLcnnzQO2At7t4oayKlvYurpkzPkKRiYiIiIhIOBWIEnWLi3Locni1fGCjiM9sOcyYUYlcPCUrQpGJiIiIiEg4FYgSdedPyCQtKZ4Xy/pfILZ3drFqWyVXzhpHYrzSVkREREQkGvROW6IuMT6OhVOzeXkA9yG+tqeGuuZ2TS8VEREREYkiFYgyKC4vymFvdRP7qpv6df4zWw6TkhjHkqLcCEcmIiIiIiLdVCDKoFg2Ow8zeGz9vj6f29Xl/GnLEZYU5TIqKT4K0YmIiIiICKhAlEFSODaVK2fm8YvX9tPS3tmnc18tr+bw8RbeP1fTS0VEREREokkFogyajy+aTE1jG3/YXNGn8773XBnjRidz3Xn5UYpMRERERERABaIMosumZzMtN42Vr+zt9Tnr9tawpryGe5dMJSVR00tFRERERKJJBaIMGjPj7kWTeeNAHa/vrz1x/O3qRu740Ro+tmINNY1t7zrnu6vKyE5L4mOXTBrscEVEREREzjoqEGVQfejCQtKTE/jCY6/zz89s55HS3Vz7ry+y+UAd6/Ye45ZHXmHv0UYANu07xotlR7ln8VQtTiMiIiIiMggSYh2AnF3SkxN4+MPz+NGL5fz78+V0djmLi3L4p1vmUVHXzD0r13P9915iVFI8VfWtjBmVyF2XavRQRERERGQwqECUQXfdeflcd14+Da0d7K9pYub40ZgZBZmjeOK+y/jWszsZlRhP4dhRXDkrj/RkpamIiIiIyGDQO2+JmfTkBGblZ7zr2OScNL57+wUxikhERERE5OymexBFREREREQEUIEoIiIiIiIigagXiGYWb2abzOyp4HmWmT1rZmXBx7HB8clm1mxmrwf//v00/fV4voiIiIiIiAzMYIwgfg7YFvb8AWCVuxcBq4Ln3Xa7+/nBv0+dpr8znS8iIiIiIiL9FNUC0cwKgQ8AK8IO3wSsDB6vBG7uY7cDPV9ERERERER6EO0RxO8AXwK6wo7luXsFQPBxXNjnpgTTUZ83s8Wn6fNM54uIiIiIiEg/mbtHp2Oz64Hr3P0+MysBvuju15tZrbtnhrU75u5jzSwZSHf3ajNbAPwGmOPux0/qt8fze3j9e4F7AfLy8hY8+uijvYq7oaGB9PT0vl+wjDjKBQmnfJBuygUJp3yQbsoFCTcU82Hp0qUb3L34vdpFcx/Ey4Abzew6IAXIMLOfAUfMLN/dK8wsH6gEcPdWoDV4vMHMdgMzgPUn9dvj+Sdz9+XAcoDi4mIvKSnpVdClpaX0tq2MbMoFCad8kG7KBQmnfJBuygUJN5zzIWpTTN39QXcvdPfJwG3Ac+5+J/AkcHfQ7G7gtwBmlmtm8cHjqUARUN5D1z2eLyIiIiIiIgMTi30QHwKWmVkZsCx4DrAEeNPM3gB+BXzK3WsAzGyFmRW/x/kiIiIiIiIyANGcYnqCu5cCpcHjauDKHtr8Gvj1ac6/J+xxj+eLiIiIiIjIwMRiBFFERERERESGIBWIIiIiIiIiAkRxm4uhxMyqgLd72TwHOBrFcGT4UC5IOOWDdFMuSDjlg3RTLki4oZgPk9w9970anRUFYl+Y2fre7A8iI59yQcIpH6SbckHCKR+km3JBwg3nfNAUUxEREREREQFUIIqIiIiIiEhABeKplsc6ABkylAsSTvkg3ZQLEk75IN2UCxJu2OaD7kEUERERERERQCOIIo23ogYAAAbDSURBVCIiIiIiEhjxBaKZTTCz1Wa2zcy2mNnnguNZZvasmZUFH8cGx7OD9g1m9v2T+rrdzDab2Ztm9rSZ5cTimqR/IpwLHw3yYIuZPRyL65GB6Uc+LDOzDcHPgA1mdkVYXwuC47vM7LtmZrG6Lum7COfCP5rZfjNriNX1yMBEKh/MLNXMfm9m24N+HorldUnfRfhnw9Nm9kbQz7+bWXysrkv6J5L5ENbnk2b21mBfy3sZ8VNMzSwfyHf3jWY2GtgA3Ax8HKhx94fM7AFgrLv/nZmlARcAc4G57v6ZoJ8E4BAw292PBkVBk7t/ZfCvSvojgrmQDWwCFrh7lZmtBH7q7qticFnST/3IhwuAI+5+yMzmAs+4+zlBX68BnwPWAH8Avuvuf4zBZUk/RDgXFhLad7fM3dNjckEyIJHKBzNLBS5x99VmlgSsAr6hnw3DR4R/NmS4+/HgD4i/An7p7o/G5MKkXyKZD0F/HwI+DMxz97mDfkFnMOJHEN29wt03Bo/rgW3AOcBNwMqg2UpC/8G4e6O7vwS0nNSVBf/Sgm/uDEIFowwTEcyFqcBOd68Knv8ZuCXK4UuE9SMfNrl79/f8FiDFzJKDXxgZ7v6qh/7i9tPuc2R4iFQuBJ9b4+4Vgxm/RFak8sHdm9x9ddCmDdgIFA7elchARfhnw/HgeAKQBIzsEZoRKJL5YGbpwBeArw/eFfTeiC8Qw5nZZEIjQmuBvO5f4sHHcWc6193bgb8BNhOMJAL/EcVwJYoGkgvALmCmmU0ORpZvBiZEL1qJtn7kwy3AJndvJfTL4UDY5w4Ex2QYGmAuyAgTqXwws0zgBkKjiDIMRSIXzOwZoBKoJzSKKMNUBPLha8A3gaaoB9sPZ02BGFTqvwY+H/ZXnL6cn0ioQLwAKADeBB6MaJAyKAaaC+5+jFAuPAa8COwFOiIZowyevuaDmc0B/gn4ZPehHprpL8PDUARyQUaQSOVD8IfEXxCael4ejVgluiKVC+5+DZAPJAOn3I8mw8NA88HMzgemu/sTUQ10AM6KAjEo7n4N/Nzd/zs4fCSYGtY9p7jyPbo5H8DddwfTyB4HFkUpZImSCOUC7v47d7/E3S8FdgBl0YpZoqev+WBmhcATwF+4++7g8AHePW2sEE0/H3YilAsyQkQ4H5YTuif1O9GPXCIt0j8b3L0FeJLQtEQZZiKUD5cCC8xsL/ASMMPMSgfnCnpnxBeIwf2C/wFsc/dvhX3qSeDu4PHdwG/fo6uDwGwzyw2eLyM091iGiQjmAmY2Lvg4FrgPWBHZaCXa+poPwRSx3wMPuvvL3Y2D6ST1ZrYw6PMv6EUOydARqVyQkSGS+WBmXwfGAJ+PdtwSeZHKBTNLDysgEoDrgO3RvwKJpAi+b3jE3QvcfTJwOaF1LUqifwW9dzasYno5oWmAm4Gu4PCXCc0ZfhyYCOwDbnX3muCcvYQWoUkCaoGr3X2rmX2K0EqF7YRWqfu4u1cP3tXIQEQ4F34BzA/6+KpWIht++poPZvY/CU0rDx8tvtrdK82sGPgJMAr4I/BZH+k/XEeQCOfCw8AdhG5FOASscK12PaxEKh8I/d7YT6gQ6L7v6Pvurj8oDhMRzAUDniI0tTQeeA643911e8owEsnfFWF9Tgae8iG2iumILxBFRERERESkd0b8FFMRERERERHpHRWIIiIiIiIiAqhAFBERERERkYAKRBEREREREQFUIIqIiIiIiEhABaKIiEg/WMhLZnZt2LGPmNnTsYxLRERkILTNhYiISD+Z2Vzgl8AFhPY3ex14v7vvHkCfCdofTUREYkUFooiIyACY2cNAI5AG1Lv718zsbuDThDZLfwX4jLt3mdly4EJgFPCYu3816OMA8EPg/cB33P2XMbgUEREREmIdgIiIyDD3D8BGoA0oDkYVPwgscveOoCi8Dfgv4AF3rzGzBGC1mf3K3bcG/TS6+2WxuAAREZFuKhBFREQGwN0bzewxoMHdW83sKuAiYL2ZQWi0cH/Q/HYz+wSh378FwGygu0B8bHAjFxEROZUKRBERkYHrCv4BGPBjd/9f4Q3MrAj4HHCxu9ea2c+AlLAmjYMSqYiIyBloFVMREZHI+jPwETPLATCzbDObCGQA9cBxM8sHrolhjCIiIj3SCKKIiEgEuftmM/sH4M9mFge0A58C1hOaTvoWUA68HLsoRUREeqZVTEVERERERATQFFMREREREREJqEAUERERERERQAWiiIiIiIiIBFQgioiIiIiICKACUURERERERAIqEEVERERERARQgSgiIiIiIiIBFYgiIiIiIiICwP8H91eGqsmXWWoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Réalisation du graphique pour montrer l'oscillation (300 dernières lignes du tableau)\n", "plt.figure(figsize=(15, 6))\n", "plt.plot(data['Date'][-300:], data['Concentration'][-300:], label='CO2 Concentration')\n", "plt.title('CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Date Concentration Year\n", "0 1958-03-29 316.19 1958\n", "1 1958-04-05 317.31 1958\n", "2 1958-04-12 317.69 1958\n", "3 1958-04-19 317.58 1958\n", "4 1958-04-26 316.48 1958\n" ] } ], "source": [ "# Convertir la columna 'Date' a tipo de datos de fecha\n", "data['Date'] = pd.to_datetime(data['Date'])\n", "# Extrayez l'année de la colonne 'Date' et créez une nouvelle colonne 'Année'\n", "data['Year'] = data['Date'].dt.year\n", "print(data.head())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Date Concentration Year Mean CO2 Concentration\n", "0 1958-03-29 316.19 1958 315.474\n", "1 1958-04-05 317.31 1958 315.474\n", "2 1958-04-12 317.69 1958 315.474\n", "3 1958-04-19 317.58 1958 315.474\n", "4 1958-04-26 316.48 1958 315.474\n" ] } ], "source": [ "# Calculez la valeur moyenne par an et créez une nouvelle colonne 'Concentration moyenne de CO2'\n", "data['Mean CO2 Concentration'] = data.groupby('Year')['Concentration'].transform('mean')\n", "print(data.head())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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KKwnf83vvvef77befDx061E8++WRfu3atu7sfdthhfsUVV/iYMWO8f//+/vrrr7u7eyQS8csuu8yHDBniQ4cO9VtvvdXd3WfOnOmHHnqo77PPPn7MMcf4ihUrkh6nsrLSe/bs6Z06dfLhw4f7ww8/7FdffbWfddZZfvTRR/u3v/3tpNd0v/328/Lych8+fLjffPPN/tprr9V+PmvWrPHx48f70KFDfb/99vM5c+a4u/vVV1/tkyZN8sMOO8z79Onjv/vd7xJei7KyMr/00kt95MiRPnbsWP/qq6/c3X3BggV+7LHH+j777OMHH3ywz5s3z93dJ06c6Jdccokffvjhfumll253rGg06vvvv7+/+uqrfsABB/i//vUvd3evrq72Sy65xMeMGeNDhw71P//5z+7uvmHDBj/iiCN85MiRPnToUP/HP/7h7u6ffvqpDx482H/wgx/4iBEjfNmyZbXn2Lhxo3fs2NE3bdq03bn3339/nzp1ql966aX+pz/9qbb8pz/9qd9yyy3u7n799dfXxnDttdc2eK4aU6ZM8fHjx29XdtBBB/l7773n1dXV3rZtW7/88st95MiRfswxx/j06dP90EMP9T59+vhzzz2X8hrU1Rj+TRARcXcHZnqaOU7Ok6ydeTSUoF3zzFz/1h1v7dLHNc/MbfADKCsr8zlz5viECRN827ZtPnz48O0SgMmTJ/t9993n7u7r1q3z/v37++bNm33Lli2+bds2d3efP3++17y/1157zcvLy33p0qW1P9hvvPHGdufcuHGjt2vXLmE8c+bM8REjRtQrv/jii+slGQsXLvSePXvWS+bc3du3b+/r169PeI6hQ4f61KlT3d39qquu8osuusjdg8SqJul47rnn/Mgjj3R399tvv91POeUUr66udvcgKaqqqvIDDjigNqF5+OGHfdKkSSmPc/fdd/v5559fG8fVV1/t++yzj2/dutXdPeU1rfk86r6+4IIL/JprrnF391deecWHDx9ee+wDDjjAKyoqfNWqVd6hQwevqqqqdy0Av//++93d/dprr62Nb+zYsT5//nx3d58+fbofccQR7h4kaCeccIJHIpGE1/a9997z9u3b+8SJE2vLbrvtNr/++uvd3b2iosJHjBjhixcv9qqqKt+4caO7u69cudL79evn7kHSZGY+Y8aMesefNWuWjx49ul75BRdc4LfddpvPmDHDx44dW1s+YMAAX758uT/33HN+7rnneiwW82g06scee6y/+eabKc9Vo6EEDaj9T8KJJ57oxx13nFdXV/vMmTNrP8Nk16AuJWgi0ljsSIKW8Wk2zCwfmAksd/cTzew3wElAFfAZMMnd14fbTgbOBKLAhe7+Yqbjy5Rhw4axaNEiHnroIY4//vjt6l566SWeeeaZ2v5bFRUVLFmyhO7du3PBBRcwe/Zs8vPzmT9/fu0+++67Lz169ABgxIgRLFq0iIMPPri23t2TdohOVle3fPPmzUyYMIFbbrmF8vLytN/rhg0bWL9+PYcddhgAEydO5Jvf/GZt/SmnnALAqFGjWLRoEQAvv/wy55xzDgUFwVewQ4cOzJ07l7lz53L00UcDEI1G6datW8rjJDJu3DhKS0uBYF68ZNc0mWnTpvHEE08AMHbsWNasWcOGDRsAOOGEEyguLqa4uJguXbqwcuXK2s+lRl5eHv/93/8NwPe+9z1OOeUUNm/ezFtvvbXddamsrKx9/s1vfpP8/PyE8YwYMYIhQ4Zw3nnn1Za99NJLzJs3j4cffhgIPoNPP/2U3XbbjSuvvJJp06aRl5fH0qVLWb16NQB77rknY8aMqXf8hr4fY8aMYenSpaxcuZJly5ax22670b17d2688Uaef/55Ro4cCQTfn/nz59OlS5ek50pXaWlp7fdg6NChtG3bloKCAoYOHVr72Se7Br169fra5xWR5ikac2YsXEtFJJp0m45lRQzr0S6LUaWWjXnQLgLmATW/+FOAye4eMbNfA5OBK81sb+BUYDDQHXjZzAa4e/Kr2YCrTxq8c5HvpHHjxnH55ZczdepU1qxZU1vu7jzxxBP1+ttcc801dO3alTlz5hCLxSgpKamtKy4urn2en59fr39VeXk5ZWVlfP755/Tt23e7un79+rF48WI2bdpEmzZtasvfffddTjrpJCBIZCZMmMB3v/vd2kSorsGDBzNr1izGjh27Q9ehJvb4uBMlBe7O4MGDefvtt9M+TiJlZWW1z3/7298mvabJBP/J2V5NrA19DomYGbFYjHbt2jF79uwGY04kLy+PvLz/dBl1d26//XaOPPLI7bb7y1/+woYNG3j33XcpKCigR48etdNMJDvHgAED+Pzzz9m8eTOtW7euLX/33XdrE8oJEybwxBNPsGjRIk499dTaGH72s59x5plnbne8BQsWNPh+GlJUVFT7PC8vr/a65+XlbfcdSnQNRETqen3+Kib97d8ptzl8YGf+NmnfLEXUsIwOEjCzHsAJwF9qytz9JXev+VWbDtQ0P4wHHnb3SndfCCwAGs+V+hrOOOMMfv7znzN06NDtyo899lh+//vf1yYC7733HhC0AHTr1o28vDzuu+8+otEdy00nT57M+eefz8aNGwHYuHEjd955J2VlZUycOJFLL7209pj33nsvW7duZezYsbg7Z555JoMGDeLSSy9NefwrrriidlRhZWUlt956K23btqV9+/a88cYbANx33321rWnJHHPMMdxxxx21P7Zr165l4MCBrFq1qjZBq66u5sMPP0x5nDZt2rBp06ak9cmuaar9Dj30UB544AEApk6dSqdOnXaoRTEWi/H4448D8OCDD3LwwQdTXl5Onz59eOyxx4AguZgzZ07ax6zr2GOP5fbbb6+9fp988gnbtm1jw4YNdOnShYKCAqZMmcLy5csbPFabNm34zne+w49+9KPaDv133XUX0Wi09nM89dRTefjhh3nyySdrBw8ce+yx/PWvf2XLli1AMEl0TWtdNiS7BiIidW2sqAbgtu/sw1PnHZjw8bMT9s5xlNvLdAvaLcAVQJsk9WcAj4TPdydI2GosC8uarB49enDRRRfVK7/qqqu4+OKLGTZsGO5O7969efbZZznvvPOYMGECjz32GEccccQOt0Kce+65bN68mTFjxlBYWEhhYWHtiL/rr7+eyy+/nAEDBpCXl8dee+3FU089hZkxbdo07rvvPoYOHcqIESMA+N///d96t2aPP/54Vq5cyVFHHVXbAnbGGWcAcM8993DOOeewdetW+vbty913350y1u9///vMnz+fYcOGUVhYyFlnncUFF1zA448/zoUXXsiGDRuIRCJcfPHFDB6cvCX0iCOO4IYbbmDEiBFMnjy5Xn2yazps2DAKCgoYPnw4p59+eu1tOghaMidNmsSwYcNo1aoV99xzTxpX/z/Kysr48MMPGTVqFG3btuWRR4Kv+AMPPMC5557Lr371K6qrqzn11FMZPnz4Dh27xg9+8AOWLFlS+3l16dKFp59+mtNOO42TTjqJ0aNHs88++9C/f/+0jnfjjTdy2WWX0b9/f8yMvffemyeffLK2fvjw4axatYo+ffrQpUsXIPg+fPzxx+y///5AkOjFj4zNtGTXQESkrupo0CAyrEdbenZoleNo0mOJbufskgObnQgc7+7nmdnhwOXufmJc/U+B0cAp7u5mdhvwtrvfH9b/Ffinuz9R57hnA2cD9OrVa9TixYu3O++8efMYNGhQRt6TSDpat27N5s2bcx2GhPRvgog8NGMJk5/8gLcnj6Vb29KcxWFms9x9dDrbZvIW50HAODNbBDwMjDWzmuRrInAi8F3/T4a4DOgZt38PoN5Mme5+p7uPdvfRnTt3zmD4IiIi0hxEokH3jYK8pjP9a8YidffJ7t7D3XsTdP5/1d2/Z2bHAVcC49x9a9wuzwCnmlmxmfUB+gMzMhWfSKao9UxEpHGpucVZmN90ln/LxijOuv4AFANTwpFx0939HHf/0MweBT4CIsD5OzOCU0RERAQgEg6AKshvOi1oWUnQ3H0qMDV83i/FdtcB1+2C82mRZBFJOGWKiDQ/G7ZVc8rtb7JhW3XC+q1VQXuPWtByqKSkhDVr1tCxY0claSItmLuzZs2atOa+E5Gmbfm6bXy2aguHDuhMz/aJBwH06VRGcUHiCcEbo2aXoPXo0YNly5axatWqXIciIjlWUlJSb6UHEWl+qsNBAKcfuAdj9+qa42h2jWaXoBUWFtKnT59chyEiIiJZUpOgFTahPmYNaT7vRERERFqkqkiQoBUpQRMRERFpHKpqWtAKmk9a0+xucYqIiEjzc+kjs3nl468S1tXc4mxOLWhK0ERERKTRm7FoLZ1aF3FI/8SrCJWXFrLXbsmW/m56lKCJiIhIo1cViXFwv05cM25wrkPJiubTFigiIiLNVnU0RlEz6mPWkJbzTkVERKTJqorEmtU0Gg1pOe9UREREmqzqqLeoBE190ERERCTnHp+1jJ8/PZdYkjV0q6IxilvQLU4laCIiIpJzH67YQCTqTDqod8L6vDzj/41qOUu3KUETERGRnItEnbLifCYfPyjXoTQKLaetUERERBqtSCxGQQvqY9YQXQkRERHJuaqIU5hnuQ6j0VCCJiIiIjmnFrTt6UqIiIhIzkWiTmG+WtBqaJCAiIiIZNy6LVVc8NC7bK6IJKxfuHoL3duVZjmqxksJmoiIiGTc/JWbeHPBGob3bEf7VoX16tuXFXHkXl1yEFnjpARNREREMi4SCyag/ck39mK/vh1zHE3jpz5oIiIiknHV0RiABgKkSVdJREREMi4atqAVaCqNtChBExERkYyrjoYJmkZqpkUJmoiIiGRcTQtaoW5xpkVXSURERDIuEgv7oOkWZ1o0ilNERER2iTtf/4zZS9cnrFu+bhsABXlqG0qHEjQRERHZJf7w6gLMjC5tihPWH9C3I13KE9fJ9pSgiYiIyC5RHXVOO6AXPzl+UK5DafLUzigiIiK7RFU0pvU0dxElaCIiIrLTojEnGnOK8vNzHUqzoARNREREdlrNSgFFBUotdgX1QRMREZG03DVtITe88DF4/ToPC4uVoO0SStBEREQkLR+u2Ehxfh7fO2CPhPWFecaJw7plOarmSQmaiIiIpKU6GqNj6yKuPG6vXIfS7KkdUkRERNJSHY1pqaYs0VUWERGRtChByx5dZREREUlLVdQp1CCArFAfNBEREQFg1aZKHp6xhEgswTBNYOHqzexWXpLlqFomJWgiIiICwDNzVvB/U+an3OawAZ2zFE3LpgRNREREAKiKBJPNzvvFcZQWaUWAXNKNZBEREQEgGgsStAKtp5lzStBEREQEoLbvWb4pQcs1JWgiIiICBAue5xnk5SlByzUlaCIiIgIELWgFeUoNGgN9CiIiIgIELWj5aj1rFJSgiYiICACRqFOgBK1R0DQbIiIiLUhFdZRtVdGEdVurIuRrBGejkPEEzczygZnAcnc/0cw6AI8AvYFFwLfcfV247WTgTCAKXOjuL2Y6PhERkZZiw9ZqDrjhFbYmSdAAupYXZzEiSSYbLWgXAfOA8vD1j4FX3P0GM/tx+PpKM9sbOBUYDHQHXjazAe6e/FskIiIiaVu9pZKtVVEm7NODobuXJ9xmr26JyyW7MpqgmVkP4ATgOuDSsHg8cHj4/B5gKnBlWP6wu1cCC81sAbAv8HYmYxQREWkpqqPBRLRHDerCN4Z2y3E0kkqmBwncAlwBxOLKurr7FwDhn13C8t2BpXHbLQvLtmNmZ5vZTDObuWrVqsxELSIi0gzVLOVUmK8xgo1dxj4hMzsR+MrdZ6W7S4Iyr1fgfqe7j3b30Z07a8FWERGRdNW0oBUWKEFr7DJ5i/MgYJyZHQ+UAOVmdj+w0sy6ufsXZtYN+CrcfhnQM27/HsCKDMYnIiLS7Lg7sXrNG4GK6iBBK1ILWqOXsQTN3ScDkwHM7HDgcnf/npn9BpgI3BD++XS4yzPAg2Z2M8Eggf7AjEzFJyIi0hyd/+C7/PODL1NuU1yoBK2xy8U8aDcAj5rZmcAS4JsA7v6hmT0KfAREgPM1glNERGTHfPLlJgZ2bcMJwxIPAmhdXMCw3dtmOSrZUVlJ0Nx9KsFoTdx9DXBkku2uIxjxKSIPa8OuAAAgAElEQVQiIl9DVTTGsB7tuPDI/rkORXaC2jhFRESakapIjEKtBtDkKUETERFpRqqjTpFGaTZ5WotTRESkCamOxvhoxUainnioZkV1VPOcNQNK0ERERJqQu6Yt5PrnP065TdvSwixFI5miBE1ERKQJWbe1moI84y8TRyeszzNjdO/2WY5KdjUlaCIiIk1IJBqjuCCPwwd2aXhjabJ0k1pERKQJqY7GKFAfs2ZPn7CIiEgTUh1zTaPRAihBExERaUIi0RgFefr5bu70CYuIiDQhkahToBa0Zk+DBERERBqRrzZWcOTN/2JTRSTpNnt2LstiRJILStBEREQakeXrt7GpIsL4Ed3p3TFxIjZqD02j0dwpQRMREWlEqqPBCgHfHNWTg/t3ynE0kivqgyYiItKIRKIxAI3UbOGUoImIiDQiVWGCprnOWjZ9+iIiIo1IzS3OIiVoLZr6oImIiGTZx19u5IsNFQnr5ixdD0BhgW5xtmRK0ERERLKoMhJl3O/frL2VmUzb0sIsRSSNkRI0ERGRLKqoilEVjXHGQX04aXi3hNu0LS2kW9vSLEcmjYkSNBERkSyqjEYB6NO5jJG9NJ+ZJKYeiCIiIllUFQlubRYX6CdYklMLmoiIyC62pTLCgq82J6xbsX4boARNUkuZoJlZD+BU4BCgO7ANmAs8Bzzv7ql7OIqIiLRAVzz+Ps998EXKbco1CEBSSJqgmdndwO7As8Cvga+AEmAAcBzwUzP7sbu/no1ARUREmoq1W6ro36U1k4/fK2F9SUE++/XtmOWopClJ1YL2f+4+N0H5XOBJMysCemUmLBERkaYrEovRuU0xY/fqmutQpIlKegM8SXIWX1/l7gt2fUgiIiJNW1XUtVST7JQGvz1mdqKZvWdma81so5ltMrON2QhORESkKYpEYxTmaSUA+frSGcV5C3AK8IG7e4bjERERafIiUacgXwmafH3pJGhLgblKzkRERP5jW1WUaJKfxqpojELd4pSdkE6CdgXwTzP7F1BZU+juN2csKhERkUbs1Y9XcuY9M0nVdDFqD60SIF9fOgnadcBmgik2ijIbjoiISOO3aPVW3OHSowdQWpifcJuj99YITvn60knQOrj7MRmPREREpImoigbztJ95cB/KirUoj+x66dwgf9nMlKCJiIiEatbTLNJyTZIh6XyzzgdeMLOKcIoNTbMhIiItWlUkhhkUaCoNyZAG22XdvU02AhEREWks3J3bp37Gyo0VCetnLV5HUX4eZkrQJDPSunFuZqcABwMOvOHuf89oVCIiIjn01aZKfvPiJ7Qqyqc4yW3MA/bUWpqSOQ0maGZ2O9APeCgsOsfMjnb38zMamYiISI5UVEcB+OX4IUwY1SPH0UhLlE4L2mHAkJqJas3sHuCDjEYlIiKSQzWDAIoLNQhAciOdb94nQK+41z2B9zMTjoiISO5V1ozS1GoAkiPptKB1BOaZ2Yzw9RjgbTN7BsDdx2UqOBERkUyZu3wDMxetTVi3bN02QNNoSO6kk6D9PONRiIiIZNnPn57Lu0vWJ63PzzO6tyvNYkQi/5HONBv/MrPdgH0JRnH+292/zHhkIiIiGbSlMsoRAztz87dGJKwvKsjTKgGSM+mM4vw+QSvaq4ABvzezX7j7XZkOTkREJFOqojFalxTSvkzLTEvjk85/DX4EjHT3NQBm1hF4C1CCJiIiTVZVJJZ0jjORXEsnQVsGbIp7vQlYmplwREREdo0tlRFen7+KSMwT1m+sqNYgAGm00knQlgPvmNnTBH3QxgMzzOxSAHe/OYPxiYiIfC0PzVjCr56bl3KbLm2KsxSNyI5JJ0H7LHzUeDr8U2t0iohIo7WpIgLAlEsOJfGSmUafTmVZjUkkXemM4rz26xzYzEqA14Hi8DyPu/vVZjYCuAMoASLAee4+I9xnMnAmEAUudPcXv865RUREqqMxCvON/l3VniBNT9Kb72Z2p5kNTVJXZmZnmNl3Uxy7Ehjr7sOBEcBxZrY/cCNwrbuPIBgdemN4zL2BU4HBwHHA7WaW/3XelIiISJCgqY+ZNE2pWtBuB64Kk7S5wCqCVq/+QDnBKM4Hku0crt25OXxZGD48fJSH5W2BFeHz8cDD7l4JLDSzBQRzr729429LRERauuqoK0GTJitpgubus4FvmVlrYDTQDdgGzHP3T9I5eNgCNgvoB9zm7u+Y2cXAi2Z2E0EL3oHh5rsD0+N2XxaW1T3m2cDZAL169apbLSIiLcjGiurahc0T1SlBk6YqnT5om4GpX+fg7h4FRphZO+ApMxtCkFxd4u5PmNm3gL8CRxFMglvvEAmOeSdwJ8Do0aMTj50WEZFm770l6zjlj2/hKX4JenVolb2ARHahrKxh4e7rzWwqQd+yicBFYdVjwF/C58uAnnG79eA/tz9FRES2s2J9Be5wwRH96FqeeLqMvbuXJywXaewylqCZWWegOkzOSglayX5NkHQdRtAqNxb4NNzlGeBBM7sZ6E7Q121GpuITEZGmrToa3No8ZZ/d6du5dY6jEdm1MtmC1g24J+yHlgc86u7Pmtl64HdmVgBUEPYnc/cPzexR4COC6TfOD2+RioiI1FOToKmfmTRH6SyWPoBgPc494rd397Gp9nP394GRCcqnAaOS7HMdcF1DMYmIiFRHg85nWq5JmqN0WtAeI5hY9s8EE8iKiIjknFrQpDlLJ0GLuPsfMx6JiIhIHZc+OpsFX21OWLdqUyUAhfkJ13ESadLSSdD+YWbnAU8RrA4AgLuvzVhUIiLS4kWiMZ58dzl9O5WxR8f602V0LCvi6L270ro4KxMSiGRVOt/qieGfP4orc6Dvrg9HREQkUBlOQHvqvj05+9A9cxyNSHalM1Ftn2wEIiIiEq8mQSsu0LLM0vKkM4qzEDgXODQsmgr8yd2rMxiXiIi0AO5em4jVtXFb8DNTrFGa0gKlc4vzjwQLnd8evj4tLPt+poISEZGW4brn5vGXaQtTblNapBY0aXnSSdDGuPvwuNevmtmcTAUkIiItx+ert7BbeQkTD+ydsL64II8jB3XNblAijUA6CVrUzPZ0988AzKwvmg9NRER2gepojN3alnDu4RoEIBIvnQTtR8BrZvY5YAQrCkzKaFQiItIiRKJOkSaaFaknnVGcr5hZf2AgQYL2sbtXNrCbiIhIgyKxmFYCEEkgaYJmZmPd/VUzO6VO1Z5mhrs/meHYRESkmauKOqVFStBE6krVgnYY8CpwUoI6B5SgiYjITolEYxTmaakmkbqSJmjufnX49Bfuvt0YaDPT5LUiItKgpWu38r//nEdVkrnOFq/ZSo/2pVmOSqTxS2eQwBPAPnXKHgdG7fpwRESkOXnrs9U8P/dLBnZtQ2FB/Zay3p1acZSm0RCpJ1UftL2AwUDbOv3QyoGSTAcmIiJNX1XUAbj/+/vRuU1xjqMRaTpStaANBE4E2rF9P7RNwFmZDEpERJqHmlubmkpDZMek6oP2NPC0mR3g7m9nMSYREWkmqqNhgqb1NEV2SDp90N4zs/MJbnfW3tp09zMyFpWIiDQLNS1ohfkaqSmyI9JJ0O4DPgaOBX4BfBeYl8mgRESkaYhEY/y/O95m+fptCeu3VEbIMyjQLU6RHZJOgtbP3b9pZuPd/R4zexB4MdOBiYhI47d+WzWzl65nTO/29OvSJuE2A7q2znJUIk1fOgladfjnejMbAnwJ9M5YRCIi0mRUhrcwvzmqJ98a0zPH0Yg0H+kkaHeaWXvgZ8AzQGvgqoxGJSIiTUJFdRSA4kLdwhTZlVImaGaWB2x093XA60DfrEQlIiKNxpSPVvLBsvUJ61ZtrgKguCA/myGJNHspEzR3j5nZBcCjWYpHREQamZ889QGrNlViSQZitirKp0+nsuwGJdLMpXOLc4qZXQ48AmypKXT3tRmLSkREGo0tlRHOOqQPPz1h71yHItJipJOg1cx3dn5cmaPbnSIizUI05ixaswX3RLXO1qoopUXp/FyIyK6Szt+4Qe5eEV9gZlqLU0SkmfjtlPn84bUFKbdpV1qYpWhEBNJL0N4C9kmjTEREmqCVGyto36qQa8cPSVhfkGccNqBzlqMSadmSJmhmthuwO1BqZiOBmu6h5UCrLMQmIiJZUBmJ0a5VEeOGd891KCISStWCdixwOtADuDmufBPwkwzGJCIiWVQZiVKsxcxFGpWkCZq73wPcY2YT3P2JLMYkIiK7UFUkxlPvLWNrVTRh/eerttCqSPOYiTQm6fRBe9bMvkOwvFPt9u7+i0wFJSIiu86/F63lyic+SLnNSbq9KdKopJOgPQ1sAGYBlZkNR0REdrWa5Zge+P5+DO5ennCb8hKN0hRpTNJJ0Hq4+3EZj0RERDKiOhpMcNauVSHtWhXlOBoRSUc6vULfMrOhGY9EREQyIhKLAVCYr4EAIk1FOi1oBwOnm9lCglucBri7D8toZCIisktEY0ELWkFeksU0RaTRSSdB+0bGoxARkYypucVZkKcWNJGmosG/re6+GOgJjA2fb01nPxERaRwi0eAWZ0G+WtBEmooGW9DM7GpgNDAQuBsoBO4HDspsaCIikq6Zi9by+eotCetmLFoLKEETaUrSucX5X8BI4F0Ad19hZm0yGpWIiOyQiXfNYEuSiWgBWhXl06ZYU2mINBXpJGhV7u5m5gBmVpbhmEREZAdUR2NsqYpy1iF9mHhg74TblJcWUqrVAkSajHQStEfN7E9AOzM7CzgD+HNmwxIRkXiVkSifr0p8C3NrVQSAruUl9GjfKpthiUiGNJiguftNZnY0sJGgH9rP3X1KxiMTEZFav3z2I+6fviTlNu01Ca1Is5HOIIE+wBs1SZmZlZpZb3dflOngREQksGpTJbu3K+WqEwclrC/Mz+Pg/p2yHJWIZEo6tzgfAw6Mex0Ny8ZkJCIREamnKhKjY+sijhvSLdehiEgWpDOfWYG7V9W8CJ+rHV1EJIsqIzGKCzQFpUhLkU4L2iozG+fuzwCY2XhgdUM7mVkJ8DpQHJ7ncXe/Oqz7IXABEAGec/crwvLJwJkErXQXuvuLO/6WRESaHndn4eotVEZiCes3bKumXStNkyHSUqSToJ0DPGBmfyBYh3Mp8D9p7FdJsPrAZjMrBKaZ2fNAKTAeGObulWbWBcDM9gZOBQYD3YGXzWyAuyef2EdEpJl449PV/M9dM1Ju840hu2UpGhHJtXRGcX4G7G9mrQFz903pHNjdHdgcviwMHw6cC9zg7pXhdl+F24wHHg7LF5rZAmBf4O0deD8iIk3S6s2VAPxy/GA6tylOuM3IXu2zGZKI5FA6oziLgQlAb6DALFgqxN1/kca++cAsoB9wm7u/Y2YDgEPM7DqgArjc3f8N7A5Mj9t9WVgmItLsVYW3No8c1JXu7UpzHI2I5Fo6tzifBjYQJFqVO3Lw8PbkCDNrBzxlZkPCc7YH9icYCfqomfUluH1a7xB1C8zsbOBsgF69eu1IOCIijVZ1uKB5kQYCiAjpJWg93P24nTmJu683s6nAcQQtY0+Gt0BnmFkM6BSW94w/L7AiwbHuBO4EGD16dL0ETkSkKaoZHFCYrwRNRNJL0N4ys6Hu/sGOHNjMOgPVYXJWChwF/JqgX9pYYGp4u7OIYFToM8CDZnYzwSCB/kDqHrMiIk1ELObc8/YiNmyrTlg/c9E6AE2lISJAegnawcDpZraQ4BanEYwBGNbAft2Ae8J+aHnAo+7+rJkVAXeZ2VygCpgYtqZ9aGaPAh8RTL9xvkZwikhz8elXm7n2Hx+l3KZPpzKK1IImIqSXoH3j6xzY3d8HRiYorwK+l2Sf64Drvs75REQas23Vwf837zp9NEcM7JJ0u5qBWCLSsqUzzcZiMxsOHBIWveHuczIblohI81IzSrO4IF9JmIg0qMG2dDO7CHgA6BI+7g9XAhARkTRVRoIWNI3SFJF0pHOL80xgP3ffAmBmvyaYPPb3mQxMRKSp+WpTBUvWbE1Y99GKjQDqYyYiaUknQTOCtTFrREk8Z5mISIv2P3+dwcdfpl5sRetpikg60knQ7gbeMbOnwtcnA3/NXEgiIo3Thm3VvP3ZGhLMoQ3AkrVbOW7wbnx3/8STaLctLWSPjmUZjFBEmot0BgncHE4yezBBy9kkd38v04GJiDQ2f5z6GXf867OU2+zbpwOH9O+cpYhEpLlKmqCZ2Rigk7s/7+7vAu+G5ePMLM/dZ2UrSBGRbFm+fhtbKiMJ6z5btZmu5cX8bdK+Cevz84x+nVtnMjwRaSFStaD9Bjg9QflHBEstjc1EQCIiufLxlxs57pY3Um4zomc7BnUrz1JEItJSpUrQOrr7orqF7r7AzDpmLiQRkdxYubESgMuPGUCfTolbwgZ3V3ImIpmXKkErTVGnXq4i0uxUhLP9Hz6wC0N2b5vjaESkJUuVoL1sZtcBPwvXygTAzK4FXs14ZCIiGbB2SxVfbqhIWPfZqs0AlBblZzMkEZF6UiVolwF/ARaY2eywbDgwE/h+pgMTEcmE8bdNY+nabSm3KS/RXGUikltJE7Rw5YBvm1lfYHBY/KG7f56VyEREMmDlxkqOHdyV/xrZI2F9p9ZFdG5TnOWoRES2l848aJ8DSspEpMmLxpyqSIy9u7XluCG75TocEZGk0llJQESkyXhvyToenbk0YV0kGnSnLS3Sepgi0rgpQRORZuX+6Ut46r1ldGqd+Dbl7u1KGdajXZajEhHZMUrQRKRZqaiO0qdTGa9cdniuQxER+dqStvOb2VAzm25mS83sTjNrH1c3IzvhiYjsmIrqKCWFmiZDRJq2VC1ofwSuAaYTTKsxzczGuftngMagi0hOrNtSxbPvryAS84T1C9dsoX2roixHJSKya6VK0Fq7+wvh85vMbBbwgpmdBiT+l1FEJMOefG85v3z2o5TbTNinfcp6EZHGLlWCZmbW1t03ALj7a2Y2AXgC6JCV6ERE6qhZjunfPz2KwnxLuI0mmhWRpi5VgvZrYBDBLU4A3P19MzsSuCrTgYmIJFIViQHBhLJmiRM0EZGmLtVKAg/WPDez1kGRb3H3JcBZ2QhORKSu6miMwnxTciYizVrK2RrN7FwzWwIsBpaa2WIzOy87oYmI1FcdjVGQp4lmRaR5SzXNxs+Ak4DD3b2ju3cAjgC+EdaJiGRdddST9j0TEWkuUvVBOw0Y7u4VNQXu/rmZfQuYA/wq08GJSMtTFYnx4yfeZ82WqoT1n67cRGG+WtBEpHlLuZJAfHIWV7bNzGKZC0lEWrKl67by5HvL2aNjK9olmM+sc3kJ+/bWNBoi0rylStCWmdmR7v5KfKGZjQW+yGxYItJSVVYH//+b/I1BHDdktxxHIyKSG6kStAuBp81sGjCLYHLaMcBBwPgsxCYiLVBlJJjnrLhQtzFFpOVK+i+gu38IDAFeB3oDfcPnQ8I6EZFdrjKc56xY/cxEpAVL2oJmZv2Aru5+V53yQ8xsRbgmp4jIDrvxhY95Zd5XCeu2VEUAKCpQgiYiLVeqW5y3AD9JUL4trDspIxGJSLP3zw++oCoSY1iPdgnr9+/bkb27l2c5KhGRxiNVgtbb3d+vW+juM82sd8YiEpFmb2tVlLF7deGGCcNyHYqISKOUKkErSVFXuqsDEZHmY9WmSl6Y+wUxT1y/saKa0qL87AYlItKEpErQ/m1mZ7n7n+MLzexMglGdIiIJ3Td9Mbe+8mnKbfp0KstSNCIiTU+qBO1i4Ckz+y7/SchGA0XAf2U6MBFpujZXRGhVlM+0K8cmrM8zEk5CKyIigaQJmruvBA40syMIptsAeM7dX81KZCLSZFVGopQW5tOhTEmYiMjXkXKpJwB3fw14LQuxiEgzUVEdo6RQfcxERL6uBhM0EZG6vtpUwX/d9hYbK6oT1m+ritKrY6ssRyUi0nwoQRORHbZkzVaWr9/GsYO70r1d4kHd+/XpmOWoRESaDyVoIrLDKsIFzc88uC/79umQ42hERJofraUiIjusZkHzEi1oLiKSEWpBE5GEbp4yn6VrtyasW75+G4AGAoiIZIgSNBGpZ1NFNbe+8intWhVSXlKYcJvhPduxe5L+ZyIisnOUoIlIPZWRoI/ZZUcP4LQDeuc2GBGRFkgdSESknpoErbhAtzBFRHJBCZqI1FNZHQwCKNYgABGRnNAtTpEW6hf/+Ih73l6UsM7dAQ0CEBHJlYwlaGZWArwOFIfnedzdr46rvxz4DdDZ3VeHZZOBM4EocKG7v5ip+ERauveXradb2xJOHrF7wvrSonwO6tcpy1GJiAhktgWtEhjr7pvNrBCYZmbPu/t0M+sJHA0sqdnYzPYGTgUGA92Bl81sgLtHMxijSIu1tSrKwK5tuPzYgbkORURE6shYgubBPZLN4cvC8OHh698CVwBPx+0yHnjY3SuBhWa2ANgXeDtTMYo0Z8vXb+OOqZ8RicUS1i9dt5W+ncuyHJWIiKQjo33QzCwfmAX0A25z93fMbByw3N3nmFn85rsD0+NeLwvL6h7zbOBsgF69emUqdJEm76UPv+S+6Yvp1LqYPKtfX1qYz/59tV6miEhjlNEELbw9OcLM2gFPmdkw4KfAMQk2T/ATUtviFn/MO4E7AUaPHl2vXkQCW6uC3gFv/XgsRQUajSki0pRkZRSnu683s6kEtzH7ADWtZz2Ad81sX4IWs55xu/UAVmQjPpGmatWmSjZsq0pYt3z9NvLzjML8RP/3ERGRxiyTozg7A9VhclYKHAX82t27xG2zCBjt7qvN7BngQTO7mWCQQH9gRqbiE2nqNmyr5sAbXqE6mrwhuWNZEXW6EoiISBOQyRa0bsA9YT+0POBRd3822cbu/qGZPQp8BESA8zWCUyS59VurqI46p+2/B/v26ZBwmz6dNAhARKQpyuQozveBkQ1s07vO6+uA6zIVk0hzUhUux7Rvnw6cNLx7jqMREZFdST2HRZqomvUyNQBARKT50VJPIo2Yu+NJuphVRsL1MpWgiYg0O0rQRBqxSx6Zzd9npx7MXKr1MkVEmh0laCKN2LwvNtG/S2tOHJa4j1lZcT4je7XPclQiIpJpStBEGrFt1VFG7dGei47qn+tQREQki5SgieRQZSTKnKUbiMYSdzTbWFFNiW5hioi0OErQRHLo/ulL+OWzH6XcpmNZUZaiERGRxkIJmkgOrdtSRZ7BA9/fP2G9GYzo2S7LUYmISK4pQRPJoYrqKCWF+RywZ8dchyIiIo2IJlASyaHKSEzzmImISD1qQRPJoK82VXDdc/OoqE68rOzc5RspLtAgABER2Z4SNJEM+vfCdTw9ewV9OpUlbClrU1LAQf065SAyERFpzJSgiWRQzXJMd58+ht6dynIcjYiINBXq/CKSQVXhgubFhfqrJiIi6dOvhkgGVUWDBK0oX3/VREQkfbrFKbKTbnttAZ+t2pywbsFXQXmRRmqKiMgOUIImshMqI1F+8+IntC0tpE1J4r9OB/XrSFmR/qqJiEj69KshshM2V0QAuPToAUw8sHdugxERkWZDCZpIA26fuoC731yUsC4WLnLeulh/lUREZNfRr4pIA95csBqAowZ1TVhfXJDHYQM7ZzMkERFp5pSgSYu3tSrCC3O/pDoccVnXkrVbGdy9nOtPGZrlyEREpKVSgiYt3rNzvuCKJ95Puc3YgV2yFI2IiIgSNGkBojHn4kdms2L9toT1X26oAOD1Hx1BQb4l3Ga38pKMxSciIlKXEjRp9tZtreIfc1bQt3MZ3duW1qvv06mM44bsRq+OrXIQnYiISH1K0KTZq+lbdtYhffn2vr1yHI2IiEjDNL25NHvVkWAqjEIttyQiIk2EfrGk2atZD7MwSf8yERGRxkYJmjR7Nbc4i7UepoiINBHqgybNwgtzv+CD5RsS1n21sRLQLU4REWk6lKBJs/DTp+aydmsV+Zb4NmabkgL20ChNERFpIpSgSbOwqTLC2Yf2ZfI3BuU6FBERkZ2mBE2ahI0V1cxavA68fl3MnapIjLIifZ1FRKR50C+aNAk3vzSfv721KOU2ndsUZycYERGRDFOCJo1CRXWU+6cvZmtVNGH9W5+tpnfHVtxy6siE9QV5xqBu5ZkMUUREJGuUoEmj8Pbna/jVc/NSbvPNUT0Y0bNdliISERHJHSVo0ihs3FYNwIsXH0q/Lq0TbpOneWZFRKSFUIImWfP07OV8unJzwrqPvtgIQHlpAfnKxEREpIVTgiZZ86PH3qcqGkuagPVoX0qHsqIsRyUiItL4KEGTrIhEY1RFY1x29AB+eGT/XIcjIiLSqGntG8mKiki4HmahvnIiIiINUQua7DKxmLNyU0XCunVbgkEAxQX52QxJRESkSVKCJrvML579qMHJZFsX6ysnIiLSEP1ayi6zcPUWenYo5fzD+yWsLyrI4xtDumU5KhERkaZHCZqkbdWmSn73ynwqq2MJ6z9csZG9dmvDqfv2ynJkIiIizYsSNEnbv+av4v7pS+jSppiCBFNlFOUbhw7olIPIREREmhclaFLL3Zk6f1XtrP51vfXZagCmXHIYbVsVZjM0ERGRFkUJmtT6bNVmJt3975TbtC0tpHWJvjYiIiKZlLFfWjMrAV4HisPzPO7uV5vZb4CTgCrgM2CSu68P95kMnAlEgQvd/cVMxSf1bQhbzm6cMIxRvdsn3KZjWZGWYhIREcmwTDaFVAJj3X2zmRUC08zseWAKMNndI2b2a2AycKWZ7Q2cCgwGugMvm9kAd49mMEaJ8//bu/MYq8o7jOPfB0cGGNxAsCAILqCh1HXELsYVFbtR41LUtiTYqAlN1TRttbZJ1TZR0ja2tU1Lopa0bmhrtNW4YGndtQOCgogioiCkUwUq+wzMr3+cd9rrcGf0Tp17z3CeT3IzZ95zzpv3Prkz85v3bFtaspP/DxzSwMFDyj+w3MzMzHpejxVoERFA+5Oxd0+viIhHSjZ7FjgnLU8G7oyIbcAbkpYBE4BnemqMRXTPvNSTdi0AAAogSURBVFU0rVhbdt3b67cA0H9330zWzMyslnr0ZCJJuwHzgEOAX0XEcx02mQbclZb3JyvY2q1KbR37vBi4GOCAA3w7h0r99JGlrNvcwl79y5/kf+h+ezBy0IAqj8rMzMxK9WiBlg5PHilpb+BeSeMjYhGApKuB7cBtafNyJzZFmT5nAjMBGhsbd1pvXdvSuoPzGkdy7eTxtR6KmZmZdaIql+NFxHpJfwMmAYskTQU+D5yaDoVCNmM2smS3EcDqaoyvN9ncsp1f/nUZW1o6PzXv+EP2ZeK4/cqu29q6w4cwzczMcq4nr+IcArSm4qw/MBG4QdIk4LvAiRGxuWSX+4HbJf2M7CKBMcDzPTW+PLu7aSWLV79Xdt2qdZuZs6SZPfvVIe086fjvLa387ukVnHPMiLL7b21to94FmpmZWa715AzaMGBWOg+tDzA7Iv6STv6vBx5NBcazEXFpRCyWNBt4mezQ5/SiXsH5w/sX09oW9KvrU3b9saP3YfYlnypboN234G1mPLSUZ15/t+y+Iwf155hR5W+hYWZmZvmg/x1h7H0aGxujqamp1sP4SO1oCw7+3oNcMXEsl00cU+vhmJmZ2UdE0ryIaPww2/qW8DUwu2klv567rOy6tlQvN9T7MKSZmVlRuUCrgbmvNLN2UwsnHza07PpjRw/i9HEfq/KozMzMLC9coPWA+W+t48cPLGF7W/nDx8ubN3LYsD34+ZSjqjwyMzMz6w1coPWAJ159h3lvruPEsUPKrj961D5MPnJ4lUdlZmZmvYULtG7asLWVzZ3ci6x5w1YG9N2NWdMmVHlUZmZmtitwgdYNzRu2cvz1c2nZ0dbpNsP36lfFEZmZmdmuxAVaFzZu285Xb+74+FDYvG0HLTvauPiEgxg9uKHsvocN26Onh2dmZma7KBdoXRAwsH7niAbW13Hw0Aa+eeqYsuvNzMzM/h+uLrrQUF/H7y86rtbDMDMzs4Ip/ywhMzMzM6sZF2hmZmZmOeMCzczMzCxnXKCZmZmZ5YwLNDMzM7OccYFmZmZmljMu0MzMzMxyxgWamZmZWc64QDMzMzPLGRdoZmZmZjnjAs3MzMwsZ1ygmZmZmeWMCzQzMzOznFFE1HoM3SbpX8CbtR5HD9kXeKfWg+hlnFnlnFnlnFnlnFnlnFn35D23UREx5MNs2KsLtF2ZpKaIaKz1OHoTZ1Y5Z1Y5Z1Y5Z1Y5Z9Y9u1JuPsRpZmZmljMu0MzMzMxyxgVafs2s9QB6IWdWOWdWOWdWOWdWOWfWPbtMbj4HzczMzCxnPINmZmZmljMu0KpE0i2SmiUtKmk7QtIzkl6S9GdJe5asOzytW5zW95M0QNIDkl5J7dfX5t1URyWZSbpQ0oKSV5ukI51Zl5ntLmlWal8i6arUXqjMoOLc+kq6NbUvlHRSai9MbpJGSpqbPjeLJV2W2gdJelTSa+nrPiX7XCVpmaSlks5Ibc6sk8wkDU7bb5R0U0k/hckMupXbaZLmpZ/PeZJOSe29L7eI8KsKL+AE4GhgUUnbP4AT0/I04Lq0XAe8CByRvh8M7AYMAE5ObX2BJ4Aza/3e8pBZh/0+ASxPy86s88/ZBcCdJTmtAEYXLbNu5DYduDUtDwXmkf2zW5jcgGHA0Wl5D+BVYBwwA7gytV8J3JCWxwELgXrgQOD1ov1O60ZmDcDxwKXATSX9FCazbuZ2FDA8LY8H3u6tuXkGrUoi4nFgbYfmQ4HH0/KjwNlp+XTgxYhYmPZ9NyJ2RMTmiJib2lqA+cCIHh98jVSYWanzgTtSH86s88wCaJBUB/QHWoD3ipYZVJzbOOCxtF8zsB5oLFJuEbEmIuan5Q3AEmB/YDIwK202C/hSWp5M9s/Atoh4A1gGTHBmnWcWEZsi4klga4d+CpMZdCu3FyJidWpfDPSTVN8bc3OBVluLgC+m5XOBkWl5LBCSHpY0X9J3Ou4oaW/gC6Q/FAXSWWalvkwq0Eo5M+D9md0DbALWAG8BP4mI9xUpBc4MOs9tITBZUp2kA4Fj6PA5LFJukkaTzVo8B+wXEWsg+8NKNsMI2R/UlSW7rUptpf04s/dn9mH6KUxm0K3czgZeiIhtHfrpFbm5QKutacB0SfPIpm5bUnsd2dT2henrWZJObd8pzXjcAfwiIpZXd8g111lmAEg6DtgcEYs6tDuznTObAOwAhpMddvqWpIPadyp4ZtB5breQFRhNwI3A08D29p2KlJukgcAfgcsj4r2uNi3T9t9bCDizbvVTmMyg8twkfRy4AbikQ3uvya2u1gMosoh4hexwJpLGAp9Lq1YBf4+Id9K6B8nOj2mv9mcCr0XEjdUdce11kVm7KZSZPcOZlcvsAuChiGgFmiU9BTQC7b+0CpsZdJ5bRGwHrmjfTtLTwGsluxYiN0m7k/3BvC0i/pSa/ylpWESskTQMaE7tq3j/LOMIYHXJ985s58w+SCEyg8pzkzQCuBf4WkS83qG7XpObZ9BqSNLQ9LUP8H3gN2nVw8Dh6aqTOuBE4OW07Y+AvYDLqz/i2usis/a2c4E7O+zjzCib2VvAKco0AJ8EXknbFjoz6Dy39HPZkJZPA7ZHRKF+PiUJuBlYEhE/K1l1PzA1LU8F7itpnyKpPh0WHgM8n/pyZuUz66qvQmQGleeWDl8+AFwVEU916Kt35VbrqxSK8iKb1VkDtJL9N3kRcBnZFSmvAteTbhyctv8K2QmOi4AZqW0E2WGBJcCC9Pp6rd9bjjI7CXi2Qx/OrJPMgIHA3elz9jLw7SJm1o3cRgNLUz5zgFFFy43s1Isgu9q8/b1+luyK88fIZhQfAwaV7HM12dWbS0lXzzmzD8xsBdnFKxvT53JckTLrTm5k/0xtKtl2Adn5ab0uNz9JwMzMzCxnfIjTzMzMLGdcoJmZmZnljAs0MzMzs5xxgWZmZmaWMy7QzMzMzHLGBZqZFUK639uTks4saTtP0kO1HJeZWTm+zYaZFYak8WT3fjsK2I3sXkiTYue7jVfSZ11kTxcwM/vIuEAzs0KRNIPsRpYNwIaIuE7SVGA60Jfs2ZrfiIg2STPJHrPWH7grIq5NfawCfgtMAm6MiLtr8FbMbBfmZ3GaWdFcA8wne/h5Y5pVOwv4dERsT0XZFOB24MqIWJseuTZX0j2RHusEbIqIz9TiDZjZrs8FmpkVSkRsknQXsDEitkmaCBwLNGWP/aM/sDJtfr6ki8h+Vw4ne9ROe4F2V3VHbmZF4gLNzIqoLb0ABNwSET8o3UDSGLLncU6IiPWS/gD0K9lkU1VGamaF5Ks4zazo5gDnSdoXQNJgSQcAewIbgPckDQPOqOEYzaxgPINmZoUWES9JugaYI6kP0ApcCjSRHc5cBCwHnqrdKM2saHwVp5mZmVnO+BCnmZmZWc64QDMzMzPLGRdoZmZmZjnjAs3MzMwsZ1ygmZmZmeWMCzQzMzOznHGBZmZmZpYzLtDMzMzMcuY/LKQerfBxMLwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Création du graphique pour montrer la concentration moyenne de CO2 par an au fil du temps\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(data['Date'], data['Mean CO2 Concentration'], label='Mean CO2 Concentration per Year Over Time')\n", "plt.title('Mean CO2 Concentration per Year Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Création du graphique pour montrer l'oscillation de la concentration de CO2 par an au fil du temps\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(data['Date'], data['Concentration']-data['Mean CO2 Concentration'], label='Mean CO2 Concentration per Year Over Time')\n", "plt.title('Mean CO2 Concentration per Year Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Création du graphique pour montrer l'oscillation de la concentration de CO2 par an au fil du temps (300 dernières lignes du tableau)\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(data['Date'][-300:], data['Concentration'][-300:]-data['Mean CO2 Concentration'][-300:], label='Mean CO2 Concentration per Year Over Time')\n", "plt.title('Mean CO2 Concentration per Year Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Subject 4: Latency and capacity estimation for a network connection from asymmetric measurements\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Importation des bibliothèques nécessaires\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import isoweek" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Importation des bibliothèques nécessaires\n", "url_liglab2 = \"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/liglab2.log.gz\"\n", "url_stackoverflow = \"http://mescal.imag.fr/membres/arnaud.legrand/teaching/2014/RICM4_EP_ping/stackoverflow.log.gz\"\n", "\n", "# Charger les données dans un DataFrame pandas\n", "df_liglab2 = pd.read_csv(url_liglab2, sep=\" \", header=None)\n", "df_stackoverflow = pd.read_csv(url_stackoverflow, sep=\" \", header=None)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 1 2 3 4 5 \\\n", "0 [1421761682.052172] 665 bytes from lig-publig.imag.fr (129.88.11.7): \n", "1 [1421761682.277315] 1373 bytes from lig-publig.imag.fr (129.88.11.7): \n", "2 [1421761682.502054] 262 bytes from lig-publig.imag.fr (129.88.11.7): \n", "3 [1421761682.729257] 1107 bytes from lig-publig.imag.fr (129.88.11.7): \n", "4 [1421761682.934648] 1128 bytes from lig-publig.imag.fr (129.88.11.7): \n", "\n", " 6 7 8 9 \n", "0 icmp_seq=1 ttl=60 time=22.5 ms \n", "1 icmp_seq=1 ttl=60 time=21.2 ms \n", "2 icmp_seq=1 ttl=60 time=21.2 ms \n", "3 icmp_seq=1 ttl=60 time=23.3 ms \n", "4 icmp_seq=1 ttl=60 time=1.41 ms \n" ] } ], "source": [ "# Affichage des premières lignes des données pour vérification\n", "print(df_liglab2.head())\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 1 2 3 4 \\\n", "0 [1421771203.082701] 1257 bytes from stackoverflow.com \n", "1 [1421771203.408254] 454 bytes from stackoverflow.com \n", "2 [1421771203.739730] 775 bytes from stackoverflow.com \n", "3 [1421771204.056630] 1334 bytes from stackoverflow.com \n", "4 [1421771204.372224] 83 bytes from stackoverflow.com \n", "\n", " 5 6 7 8 9 \n", "0 (198.252.206.140): icmp_seq=1 ttl=50 time=120 ms \n", "1 (198.252.206.140): icmp_seq=1 ttl=50 time=120 ms \n", "2 (198.252.206.140): icmp_seq=1 ttl=50 time=126 ms \n", "3 (198.252.206.140): icmp_seq=1 ttl=50 time=112 ms \n", "4 (198.252.206.140): icmp_seq=1 ttl=50 time=111 ms \n" ] } ], "source": [ "# Affichage des premières lignes des données pour vérification\n", "print(df_stackoverflow.head())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "# Définir une fonction pour extraire les informations pertinentes de chaque ligne\n", "def process_ping_data(df):\n", " df.dropna(inplace=True) # Supprimer les lignes incomplètes\n", " df.columns = [\"date\", \"size\", \"bytes\", \"from\", \"url\", \"ip\", \"icmp\",\"ttl\",\"time\", \"ms\"] # Nommez les colonnes\n", " df[\"time\"] = df[\"time\"].str[5:].astype(float) # Extraire le temps en ms et convertir en float (supprimer la chaîne \"time-\")\n", " df[\"date\"] = df[\"date\"].str[1:18] # Les [ ] sont supprimés donc la date est extraite de la première colonne\n", " df[\"date\"] = pd.to_datetime(df[\"date\"], unit='s') # La date obtenue précédemment est convertie au format \"datetime\"\n", " return df\n", "\n", "# Traiter les données ping pour liglab2 et stackoverflow\n", "df_liglab2 = process_ping_data(df_liglab2)\n", "df_stackoverflow = process_ping_data(df_stackoverflow)\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " date size bytes from url \\\n", "0 2015-01-20 13:48:02.052172 665 bytes from lig-publig.imag.fr \n", "1 2015-01-20 13:48:02.277315 1373 bytes from lig-publig.imag.fr \n", "2 2015-01-20 13:48:02.502054 262 bytes from lig-publig.imag.fr \n", "3 2015-01-20 13:48:02.729257 1107 bytes from lig-publig.imag.fr \n", "4 2015-01-20 13:48:02.934648 1128 bytes from lig-publig.imag.fr \n", "\n", " ip icmp ttl time ms \n", "0 (129.88.11.7): icmp_seq=1 ttl=60 22.50 ms \n", "1 (129.88.11.7): icmp_seq=1 ttl=60 21.20 ms \n", "2 (129.88.11.7): icmp_seq=1 ttl=60 21.20 ms \n", "3 (129.88.11.7): icmp_seq=1 ttl=60 23.30 ms \n", "4 (129.88.11.7): icmp_seq=1 ttl=60 1.41 ms \n" ] } ], "source": [ "# Affichage des premières lignes des données pour vérification\n", "print(df_liglab2.head())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " date size bytes from url \\\n", "0 2015-01-20 16:26:43.082701 1257 bytes from stackoverflow.com \n", "1 2015-01-20 16:26:43.408254 454 bytes from stackoverflow.com \n", "2 2015-01-20 16:26:43.739730 775 bytes from stackoverflow.com \n", "3 2015-01-20 16:26:44.056630 1334 bytes from stackoverflow.com \n", "4 2015-01-20 16:26:44.372224 83 bytes from stackoverflow.com \n", "\n", " ip icmp ttl time ms \n", "0 (198.252.206.140): icmp_seq=1 ttl=50 120.0 ms \n", "1 (198.252.206.140): icmp_seq=1 ttl=50 120.0 ms \n", "2 (198.252.206.140): icmp_seq=1 ttl=50 126.0 ms \n", "3 (198.252.206.140): icmp_seq=1 ttl=50 112.0 ms \n", "4 (198.252.206.140): icmp_seq=1 ttl=50 111.0 ms \n" ] } ], "source": [ "# Affichage des premières lignes des données pour vérification\n", "print(df_stackoverflow.head())" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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fjBNPPBH77rtvu2kuvPBCPPvsszjxxBPxta99Daeffnrbd3vttRfmzJmDU089Ffvuuy/eeOMNAMDNN9+MhoYGXHDBBQByDQWeffbZWGl1IkGyAE3Vu3dvraioyDoZRJShPu/MxOtTVuK+y0/ANacdmnVyiErWvHnzcOyxx2adjMS0tLSgqakJXbt2xeLFi3H++edjwYIF2H333Yuyfqf9KSJTVbW3yyztMAeNiIiIyk5dXR3OO+88NDU1QVXxzDPPFC04SwIDNCIiIjJedXU1zj///A6fjxw5Ej16dGwg1K1bN5RyKRsDNCIiIjJejx49MGPGjKyTUTRsxUlEREQAgnVNQf6S2I8M0IiIiAhdu3ZFdXU1g7SYVBXV1dXo2rVrrOWwiJOIiIhw8MEHo6qqChs2bMg6KSWva9euOPjgg2MtgwEaERERYbfddsPhhx+edTLIwiJOIiIiIsMwQCMiIiIyDAM0IiIiIsMwQCMiIiIyDAM0IiIiIsMwQCMiIiIyDAM0IiIiIsMwQCMiIiIyDAM0IiIiIsMwQCMiIiIyDAM0IiIiIsMwQCMiIiIyDAM0IiIiIsOkFqCJyCEiMkpE5onIHBG5xfr8ThFZJSIzrJ+LbfP8UUQWich8EflOWmkjIiIiMtmuKS67GcDvVXWaiHQDMFVEhlvfPaaqD9snFpHjAFwN4HgABwIYISJHq2pLimkkIiIiMk5qOWiqukZVp1l/1wKYB+Agj1kuAfC6qjao6lIAiwCcllb6iKg8qGadAiKi5BWlDpqI9AJwMoBJ1kc3i8hMEXlJRLpbnx0EYKVttio4BHQicoOIVIhIxYYNG1JMNRGVEsk6AURECUo9QBORvQG8A+A3qloD4BkARwI4CcAaAI/kJ3WYvcO7sao+r6q9VbV3z549U0o1ERERUXZSDdBEZDfkgrN/qeq7AKCq61S1RVVbAfwDO4sxqwAcYpv9YACr00wfERERkYnSbMUpAF4EME9VH7V9foBtsssAzLb+HgzgahHZQ0QOB3AUgMlppY+IiIjIVGm24jwDwE8AzBKRGdZnfwJwjYichFzx5TIAvwIAVZ0jIm8CmItcC9Cb2IKTiIiIOqPUAjRVHQ/nemUfeszTF0DftNJEREREVAo4kgARERGRYRigERERERmGARoRERGRYRigEVFZ4IACRFROGKARUUkTDiFARGWIARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigEVFJU806BUREyWOARkRlQbJOABFRghigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigERERERmGARoRERGRYRigEVFZ0KwTQESUIAZoRFTSRLJOARFR8higlYEV1XW4c/ActLYyD4GIiKgcMEArAzcPmIaXP12GOatrsk4KERERJYABWhloVeacERERlZPUAjQROURERonIPBGZIyK3WJ9/SUSGi8hC63d32zx/FJFFIjJfRL6TVtqIiIiITJZmDlozgN+r6rEATgdwk4gcB6APgJGqehSAkdb/sL67GsDxAC4E8LSIdEkxfURERERGSi1AU9U1qjrN+rsWwDwABwG4BMAr1mSvALjU+vsSAK+raoOqLgWwCMBpaaWPiMoDS/iJqBwVpQ6aiPQCcDKASQC+rKprgFwQB2B/a7KDAKy0zVZlfVa4rBtEpEJEKjZs2JBmsomohLC3DSIqJ6kHaCKyN4B3APxGVb2aGTrdXzu8G6vq86raW1V79+zZM6lkEhERERkj1QBNRHZDLjj7l6q+a328TkQOsL4/AMB66/MqAIfYZj8YwOo000dERERkojRbcQqAFwHMU9VHbV8NBnC99ff1AAbZPr9aRPYQkcMBHAVgclrpIyIiIjLVriku+wwAPwEwS0RmWJ/9CcD9AN4Ukf8EsALADwFAVeeIyJsA5iLXAvQmVW1JMX1ERERERkotQFPV8XCvt3u+yzx9AfRNK01EREREpYAjCZQBdjNARERUXhiglRFhPwNERERlgQEaERERkWF866BZXWFcBeAsAAcC2AFgNoAhAD5WZQEbERERUZI8c9BE5B8AXrOm+zuAnwP4HYDxyA3RNEFEzkw7kURERESdiV8O2pOq+rnD5zOQ6yqjK4BDk08WERERUeflmYPmFJyJyL4icpz1fb2qLkgrcURERESdUaBGAiIyUkT2EZHuAGYB6C8iD6WbNCIiouys3FSHzdsbs04GdVJBW3F+yRro/HIAr6jqSQC+k16yiIiIsnXWg6PwzftHZp0M6qSCBmi7ikhP5IZlej/F9BARERmjvqk16yRQJxU0QOsLYAyAFao6WUSOALA0vWQRERERdV6BxuJU1dcBvG77fwmAS9JKFBEREVFnFihAE5FDAdwMoJd9HlW9PJ1kURjsKpiIiKi8BArQAAwG0A/AcAAskCciIiJKUdAArVFVH001JRQZB0knIiIqL0EDtCdE5C8AhgFoyH+oqjNTSRURERFRJxY0QDsawC8AXISdRZwK4Ow0EkVERETUmQUN0H4EoJeqNvhOSURERESxBO0HbSaAbmkmhIiIiIhyguag9QBQKSKT0L4OGrvZICIiIkpY0ACtb6qpICKKSMGOAImo/AQdSYCjxRKR0djdDBGVE886aCIySkR+LSIHFny+q4icLSIvisjP000iERERUefil4P2XeS61xgoIgcB2ATgCwD2ADASwFOqWpFuEskPh3oi4nVAROXFM0BT1ToAjwN4XET2ALA/gB2qurEYiSMi8iNg2SYRlZ+gjQRg9YG2MsW0EBERERGC94NGREREREXCAI2IiIjIMIEDNBE5WETOs/7eQ0T2Si9ZRERERJ1XoABNRP4DwGAAL1gfHQZgUFqJIiIiIurMguag/Q+A0wHUAICqLkCuRScRERERJSxogFavqo35f0SkC8C27URERERpCBqgTRCRWwF0teqhvQHgg/SSRURERNR5BQ3QbgVQC6ASwC3IjSLw57QSRURERNSZBR0svQXAM9YPEREREaUoaCvOC0VkioisF5FNIrJZRDalnTgKhkMQEhERlZegQz09CeBHAGYBaE0vORSHsNkGERFRWQgaoFUBmKGqDM4MpsxKIyIiKgtBA7RbAbwvIqMBNOQ/VNXH00gUhcOMMyIiovISNEC7C0ATgC+CRZxEREREqQoaoO2vqqemmhIiIiIiAhC8H7SRIvKtVFNCRERERACCB2i/BDBCRLaxmw0iIiKidAUt4twv1VQQERERURvPAE1EjlLVhQCOd5lkZvJJIiIiIurc/Io4+1i/n3L4edJrRhF5yRp5YLbtsztFZJWIzLB+LrZ990cRWSQi80XkO5G2hoiohFSurcGHs9ZknQwiMpBfEeezAKCqZ0VY9svIBXH9Cj5/TFUftn8gIscBuBq5nLoDkavvdrQ1Bij5YP+0RKXpwr+NAwAsu/+7GaeEiEzjl4P2XNQFq+pYAEEbElwC4HVVbVDVpQAWATgt6ro7Kw71RJ2R8hWFiMqQX4CWxiP/ZhGZaRWBdrc+OwjASts0VdZnHRMkcoOIVIhIxYYNG1JIHhGVIr6gEFE58SviPFxE3nX7UlUvD7m+ZwD8FblSub8CeATAf8A5EHR8LVbV5wE8DwC9e/fmqzMRERGVHb8AbQNyDQISoarr8n+LyD8AfGD9WwXgENukBwNYndR6iYiIiEqJX4BWq6ojk1qZiBygqvkmS5cByLfwHAygv4g8ilwjgaMATE5qvURERESlxC9AW+nzvSsRGQDgXAD7iUgVgDsAnCsiJyFXfLkMwK8AQFXniMibAOYCaAZwE1twEhERUWflGaCp6iVRF6yq1zh8/KLH9H0B9I26PiIiIqJyEXQsTiIiIiIqEgZoRERERIYJOlg6ROQrAA61z6Oqn6aRKCIiIqLOLFCAJiL3ArgOQCWAfOV9BXCx60xEREREFEnQHLQrABytqvVpJoaiUWV/vUREROUkaB20pSGmpYxIKiNzERERUbEFzUGrBTBdREYAaMh/qKq/SyVVREQhMSOZiMpJ0ABtqPVDRGQU5hwTUTkKFKCp6osisiuAr1ofLVLV5vSSRVGo8/jyREREVGKCtuI8C8CrAFYBEABfEZGfqOqENBNHwYgwB4HSsa2hGfVNLdhv7z2yTgoRUacStIjzMQAXq+pcABCRY5EL2HqnlTAiyt4Fj47Bmq31WHb/d7NOChFRpxK0Zebu+eAMAFR1HoDd00kSEZlizVb2rENElIWgOWjTROQ55HLNAOBaANPTSRIRERFR5xY0QLsRwP8AuBW5OmhjATyRVqKIiIiIOrOgrTjrATxo/RARERFRijwDNBEZoKrXiMh0oGMfDqp6Smopo8A41BMREVF58ctB+4P1+8q0E0LxscNOIiKi8uDZilNVq6w/VwNYoqqLrf+/BmB5mgkjIiIi6qyCdrMxDsAXROQAAGMA/BrAS6mlioiIiKgTCxqg7aKqdQCuAPCkqn4fwInpJYuIiIio8wocoInINwD8GMAH1mdd0kkSEVFwHIOWiMpR0ADtdwDuAjBEVWeLyBHIFXsSERmBQ9ISUTkJ2g/aJwA+AQDJjcy9TlX/K82EEREREXVWgXLQRKSfiOwjInsCmANgqYj8Lt2kEREREXVOQYs4T1DVGgCXAvgYwMEAfpZWooiIiIg6s6AB2u4isiuASwC8p6qNAFrTSxYRERFR5xU0QHsBwAoA3QGMEZFDAWxLLVVEREREnVigAE1VH1PVA1X125ob+HElgG+lmzQiIiKizslvsPRrVHWAiPyPyySPp5AmiojdDBAREZUHv242ulu/e6adECIiIiLK8QzQVPVp6/dtxUkOEREREQXqqNZqFHAzgF72eVT18nSSRURERNR5BQrQAAwG0A/AcLB7DWMphyQkIiIqC0EDtEZVfTTVlBARERERgOAB2hMi8hcAwwA05D9U1ZmppIqIiIioEwsaoB0N4BcALsLOIk4FcHYaiSIiIiLqzIIGaD8C0EtVG3ynJCIiIqJYgg71NBNAtzQTQkREREQ5QXPQegCoFJFJaF8Hjd1sEBERESUsaIDWN9VUEBEREVGboAHapwDqVVVF5EgAXwPwcXrJoig4FicREVF5CFoHbRyAL4jIAQDGAPg1gJdSSxURERFRJxY0QNtFVesAXAHgSVX9PoAT00sWERERUecVOEATkW8A+DGAD6zPuqSTJCKi8DjUGRGVk6AB2u8A3AVgiKrOFpEjkCv2JCLKlICVL4mo/AQK0FT1E1W9WFX7Wv8vUdX/8ppHRF4SkfUiMtv22ZdEZLiILLR+d7d990cRWSQi80XkO1E3iIioXCxaX4unRy/KOhlElIFAAZqIfFVEnhaRD0Xk4/yPz2wvA7iw4LM+AEaq6lEARlr/Q0SOA3A1gOOteZ4WERahEpEvRfmWbV757EQ8OHQ+6ptask4KERVZ0G423gbwIoDXAAS6U6jqWBHpVfDxJQDOtf5+BcBoAP9nff66NZTUUhFZBOA0ABMDpo+IOrly7GZmRyMDM6LOKmiA1qqqTySwvi+r6hoAUNU1IrK/9flBAD6zTVdlfdaBiNwA4AYAOPTQQxNIEhEREZFZgjYSGCQiN4hITxHZJ/+TYDqc3n0dyy1U9XlV7a2qvXv27JlgEoiIiIjMEDQH7RfW79tsnymAsFlY60TkACv37AAA663PqwAcYpvuYACrQy6702L3AkREROUlaCvOQxx+opQvDgZwvfX39QAG2T6/WkT2EJHDARwFYHKE5Xdq5VgHh4iIqDMKmoMGETkGwHEAuuY/U9X+HtMPQK5BwH4iUgXgDgD3A3hTRP4TwAoAP7SWM0dE3gQwF0AzgJtUlbVjiYiIqFMKFKCJyF8AfBvAMQCGAfgOgPEAXAM0Vb3G5avzXabvC6BsyHU7AAAgAElEQVRvkPQQFTrnoVH42pe74fmf9s46KURERLEFbSRwFYDzAKxR1Z8A+DeEyH0jStvy6jp8PHdd1skgIiJKRNAAbYdV5NgsIt0ArAVwRHrJIiIiIuq8guaCTReRLwJ4CUAFgBoA01JLFUXC1pxERETlwTdAExEBcKeqbgHwlIgMA7CPqjJAMwRbbxIREZUX3yJOVVUAH9j+X8TgjEpdY3Mrxi7YkHUyiIiIHAWtgzZZRE5JNSVERfTg0Er89KXJmLp8c9ZJie03r0/HZU9PyDoZRESUIM8ATUTyRaBnIhekzReRaSIyXUSYi1ZiRs1fj/emr8o6GUZYunE7AGDz9saMUxLfezNWY/qKLVhRXQfNsCLinNVb8dyYxZmtn4ionPjVQZsM4BQAlxYhLZSyn/9zCgDg0pMdx6GnEnf2Q6Nw3+Un4JrTogzyEd93Hx8PAPjVOUdmsn4i2mnYnLXYb+89cOph3bNOCkXkV8QpAKCqi51+ipA+CqAzt9687b3ZePTj+VknI7QNtQ2+04yqXI+mltZQy52+InqR7cpNdRieQF9ytfVNGL9wY6h5bnx1Kv7z5Smx152lbQ3N2NEYbACUIMefyM/9H1WiV58hjt/96tWpuOKZT4ucInPMWLkF62vqs05GLH4BWk8R+Z3bT1FSWIaqtzWgvin5kazGLdyArTuafKebt6YGv3/zc7S0ln5k9+pny/H4J4tSX8/YBRswaEYyxcOj5q/HN/qOwKj5612nmbBoI37+8hT8bcQCz2UldQwnLanGWQ+Owi/7VQAARsxdh5p6/3MJAGav2trufD7hzo9x3YuT2oqRgxg6Zy1GVu7cH5+v3BI6OHWzdmt9auf630csxEez1gAAvn7HMJx27wjfeaYu34Rv9B2R2PlUbJ+vzBWnm+D2QbMxeemmrJORmWcDVCmoa2xOPR2LN2zDM6PNyrO59KkJuOCxsVknIxa/AK0LgL0BdHP5oQhOvWcEfvyPz2Ito7G5FU+PXoSG5p0Pxns/rMTN/f2rBt742lS8M60q8VaMG2ob0KvPEHzr4dGOdaG2NTRjfW3wN5pZVVvxi1cq0JzQg9pJ0Mf2T1+ajFten5HIOqev2AIg96Bzs3FbLodlxaYdnss64/5PEknTVc/vPB9HzF2HX/SrwIl3fuw737qaenzvifH488DZHb57MkLg3NDcgvlra3HJUxPw0LD4OaNrtu7A6feNxKPDc8uaWbUFJ9wxDNXbksnBemzEAvz6Xzuvudp6/4fh3DW1AIBJRQgsmltaMWVZsuu55KkJOPuhUY7f3dCvAr36DMHiDdsSXaebfhOX40fPTQw9X1NLK1ZuCh5kDp29tu3v7Q07j/FHs9ZgW0M6AVB9U4vjS0p9UwvuHDwn8AvUn96d1e7/2vomzKramkga83707EQ8MLSyKMFgGEEyLEzmF6CtUdW7VfUup5+ipNAQc1fXoFefIahI6GY3bYX7wzmIfhOX4cGh8/Hi+KXtPl+83v/GmI+dfp5wkVLl2hoAwJKN27FgXcd0XPi3sTit70jHebfWNaFXnyF47bPlbZ/d8sZ0jJi3Dsuqg+fEBJXPrbnxtamh5nvl02WOn786cRmW29I5b00N3p5aFTV5ga0NkYU/YdFGz1y7vF9YuWhB1FoPiRkrOxathgnG2+apaWgLTmevcn6I/OKVCoxwKYodNGMVevUZ0la0sb4mt6xxVpHrc2OXoLahGZ8urg6dNi8n3DGs7e8Rc9dhW0MzGptzD1dVxc39p2Hhulxgdtt7HYPZtDw2YgF++OxETItR9B1Gfri18x8Zg9sHzcb8tbVFWW/YxjF3vz8XZz04KnCgnr9PvDutCsffMQzz19Zi/tpa/Ppf0/B/78wMnd4gjrltKK58tmPw+caUlXj502X42/CFgZazrCC38z9frsD3nxyf6ItvnVW0rwq8PnkFevUZgq11pR0cmSBQHTQCxi7M5TZlOd7j+pr6thtR/oIIWuclyltmHE5FSlWb3XOD7hice2j95b3ZO7ezbRE7T8MZK7dgzVbvXKW46fRyx+A5HT6rb2rBbYPmtLuZXvT3cfjftz6PnT4AaG1VtDqk0ykH4M2KKseWqSuq63DtC5PaGoqYxCsn0cmIeetcg8h8Luc9Q+ZBVdvqeqVRT9MeFNTaclEeGb4AX79jGK594TNc+8JnuGPwHHwwc02H4ha/NL322XI0NMd7iOZflNKo87Z2q3cA3m/icnznb8kUMd0+aDYu9FhW2BLscdb9vCZAjqfdJ9aL3bw1NW3LWFVwX3tgaGXbi3xLq8ZqWe10bbRay2uNuNx8sJ7kJZHvLF0B9LFy7FZtSe4+3Vn5BWjnFyUVJeDR4bm6QA0p1B0LYvaqrTjt3pF4fcrKdp+PDVAZu7VV29XTWGF7sCdZzGm/X3jdPJyKP+xveafdOxIvjl/adgOxj5Rw6VMTcPaDzsUrUbnl1IRVEzQ7PcCNNV9/q6m5Fec8PAr/dnfH4sazXPbDU6M6Fi06FUld/9JkPDEy2Ft40BeBKMYvCtegIIjVW3bgxfFLQ+UGenlm9GK8WbHz2qve1oAfOuRuAMAu1vk6ZdlmTFhUjX4Td+YKz1tTY5vS+zz46wdz2/5ubtVIOR5JNPpwk+SLEgAMmbnGNeel38TlqLRy47718Gh874lxoZc/ZsEGbIrZrU7+xfg3b8zAPUPmdfh+0IxVeGb0Ylz57ETU1DfhyD99iGfHLIm1zkL5Bjgzq8K92CzbuD1SrraXbQ3NeGn80rb98vrkFYkuv7PzDNBUtfPWviyQL67YHvNBVXiB1De14NXPlvu+ZS2yii4/W9K+aKbwDWu1z1ttoZ++NDnU9Em4+nn/+ncTFm1s2ye7FIxl1dSSbHZIlOIfVcUL45b43vC37miKdFP824hc4FSxfBNWbtoRqG5TGBu3NWDMgg14ZLh3I4S8Y28fCiC33TX1TVBV9OozBDe+ll53iHGLIcfZXl40HwxFPHUeGFqJW9/eWZR1+6A5qHDp5NjrUr7o7zsDC3vQu3jDNs8i8VP+Ohwn3z08RIqLUzk8Ka2tipus+rNLNnpX01iycTtmr6px/d7p2tzR2ILrX5qMn/0z3v1utUOu0IyVW9o+f84WjFVvy63/jSnJBi35agr2ajLvFJw79v/zVS/OfXi0axWTqH73xgzcbXuRWLBuZ5H21h25aisDp3c8r4fOXpNqn5xZ9geZpKAjCVAITS2t+NPAWY5FAIXdD/yyXwVue282/nvA9FDrSKqSc1xzVm9ty50Lekk45UJ6jSfqVL8pjNZWxYDJK9o1qAij8EG3vqYeny6uxj1D5uHGV6d6PpDPvP+TjjdFAwZPbYxYdHbr2zNx4p0fY9CM1QB2vjh4FV8XWlFdhwv/NtbxHE7qvlq4iwsf6E6H4O8jFmLq8mDvpHGLHoH2AehFf/MuEm9sbm1XjBrEtoSD+qicgppCSVYdmbFyC+4ZMq/d/myxTqyZVuX4pB/fDw6tDDRdfVNLW73NKBqbWx2LcwtzSn9v2/bNEeuCfbpoI3707ETPnNvCOq326zdfd/jlT5ej0I2vTcNv3kim0RWQy6iwdzG0wZDnY1wM0Hy8//nqUK19gFz9hv6TVuCP7/pXHs0X73wwc43ndPmWQvm3wlcmdjzp3STxMHHz3cfHt9VvC/rWEvQhnC/2/O0bHR9cS0K0Evtg1hr88d1ZeDxgcd7tg2bjvo92Fl8MmNy+WPn8R8a0FSNOtjUacXroh32omu4t6818ZkErsDDn2D/GLUHl2loMmeV8ztuLaOMUrY4JWXz/2IgFuOKZ+HU1gz7819vqhTWm2FI5LbNXu+di2eXranmJ+vLkJJ/D7hYI2etGJfWqpMjlgs5d471PfvDkeJwQoHW0m+temBR53rB+++YMTF62CRu3uZcSeN3LP56z1v3LhF3y1ARc9nSuz7defYZ0aLlaqhig+fjvAWaMc/iWVf9lXMgOQAGgertZbxNOQUvYnJOnRgXvcyd/o960PdibZL+Jy/HcmCVtfXsVBp61Dc1F6xw4ra7q4i52R1P0wHPC4tw5PGWZc86oPWcpSD9PTsTl0auJ5510lFSF/CRfrNIo7ixma9S47LlAOwLsi8Gfr8a5DvU2Kz1apT4foK6ZU+v2MCa79CIwcUmyrZKjsl9dizfkctDCNgJKwoh5/q3VSwEDtAC83iDCemnCUv+JnMQoFpOMitR2NLYEfjOeUXAR++V+vDPNuwuLusZmx7oPTtyCrXw/Xn6tpUI/9ENEd1EqNStyRR43/Su9+mFBghC3l4kl1o37/c9X+y4jqc5qk+d1DM2r/7I54MtJKQlTz8itR323Jfzhrc87dE/hnZaO9wGv9CXdt6Mp/X2VSdUvYzBACylMqON0rhbWhUnihC5GrkAQhak49vah+NbDYyItK27O0V2D5+K3b3weq5POoB1Q5gOO+iZzgolf9qtwLUJMQlo34g4PuYTT4pazliRTHlLzbRW2o3bJkEg61obLNQqaUvsm+QVr+dyctHit3ekFeULC/fDlbd7e6Dr0U1hBThlDTvWyxQAtBcV4CJSKrPrCyXfgmkQv3043Knsg4dSthaci5mguCtBxcRQm3piDXHfFeJkxZd/Yu9bJcli3RSmNKnCZW66YX4637evE6qAZEpW7NdbZUhe9FMjrdlW43fbry5SMg1LGAI06kWg3jFK+zbiNfBD3gfJJZXJ1PFJ5uPk8edN8iTLlYW1nXori86vbFOUYvzllJXr1GeJY/8+r3zeNuL5isb+oJXkudFiWz8LHL9yYeP955WzXrBNQatp6TFbF21Or8P1/OxBdd+uSbaJMYX8zNeheFfXG2dA2VI/3dKGfxyk/wA3a9bFF3VXltA+iMiVODBuwJteyMvwOeG6se6OUsFUYmjPMtQzCbz9HqV7gN891L07Cvl/YLcCSi+OOQbNx+H574WdnHJ51UhwxBy2isQs34g9vz8S9H3bsTTpv9PzkeumPc9PK4mFlysMhCLcHSH4wYqcbfRJvy2m9cQfZ9Vk1HAkrTMXrQMsrwnlZ7FO/YtmmVIZyKlV+57Yi2nlw3sOjfZbbfqEPD5sPYOeoIKUq6p3C7f5mSoMGINdd1Z3vz/WfMCMM0CLKdwK50alDvNJ49lFCota1YB2Njjo8OKPmoPkVcaZ4jRb75eTKZyfiB0+O95ymlF6Yokhq8yIvR9FhtI8lHoFZWqef2z2lRN7HqAADtJCyqGfQ2qoduqGg9OWPtF8jgdAPPwPulibWk0qS33Vq6uZHzQlb4zPEW2d6GQhybqdxCX40u3gdsxZD3GvEgNtcyWOAVgL8+vwib/mH08iQnRem9kgzNTrISLtWdTFu6uXQgmzheveOUOOYG7DX/6y06zIjoWUW82XaqRsTr0Cx+GdnjH0RYlbGZMligFYCtkQcS63YTH0o5rsYWB8xd8K32X6kpZrd6ssUHUo8HXZ2lKAu7tu91ymRZZ9jbvyGkkuTafUdVT2On3mHrqTYd5+Bl0HJYYCWgmLfjkx80Jt0T47aWinoJph8IzI1aHaT2GDpBl4TlJ7IrX0TOk3CLqc0zs7SuneUIwZoIZkUeHR2gQdnj72eYJ+FXm5KN8BAPYAX6d47MaUe043G51o7WdV3jHJ9lfqhS+PFhC872WGARokxOScpjsQ3qxNF+f89IN54oB17Kg/GbRcbf46anr4iiHt1mFKkmsWhzDrH3L7nDTkMJY0BWkhBTrpi3yCyvijLXVL1njwXmKByujGmVXRVRrvIVTneF4LkxoXJsTM+YE9Ise4JnWR3Fg0DNEqMqTc7v3RFuXe1X2a0DS9G0cHYBRtTX0dcXnvP67tefYagqSXaAPWxi71TXHa5CfvCGmX/pdWZdFqyfIkKXDUkwoEo9+57io0BWidg+ttT2hd1Wq0wS8GKTXVZJyGUsMfigY8qU0lHHLHOZ3NjisiS3KSkbxWp3hs90mpCHBM0cC6nHPlSwwCNyIfT23kSzcmzbCRQLEHSEub+Xxj8zF/n3G+YX+5J7HpOHt/F2v0GHbtiKsvi2KwTYMMYqzQxQAstd6qX4w2FouGZEI9ncWERdu6Oxhb06jMkseWZEiCbXMSXJa97d6kX0SWZ/NLeE+WBARolptRvbsXGB2hOMU8bp4fz+lrvYZJKVTm+RLr2LxtyU8tx36SFd6nsMECLqJgP13KvA5DqA1r93wTd1h+0jgYDU3dBdmH7cU0Lu9WI2AAj5cHSvRsJ8HywM3lvFN7HkxwVZKnXYOkp3dOzflbY959pj63mllZsqWvMOhmhMEArAbEHrTXuUikN+WDBb/+b/AAqdYX7Po19nfT1YUq8bko6kpT0yxCDaXdx97Vpe/b/3pmFk+4e3jb0n52q4s8DZ2H6is0ZpMwdA7QUdNZwqP3bkyF7wZBkkLtyDCRoJ9MuQdUUgnLjwpH24vTNGWZek6/lQTNWAXAeK3dHUwv+NWkFfvyPScVOlicGaCUgfnGMwVeNwYIXcaackJiWeRS1pC3QsFMe3zVG7OcsjMLDvLLEuiZxk3VxV56Jl4fbPdH0a9lPqaef2mOAFhGDno6K/Two1s2o1I/02hrDK8HbDmRhUNx/0opIi4yTY3DNPz7zncar+KfUz5csBL2Wg0wWZv8nlZNmTIlBgjrTeWxqYMsALQVJv7n61oEy5ORq1zdYiMs77eR39jpkSZ2OXpWek+LbqXDB12kMq1azoyneAgw5oUy5L2xvaM5mxeUXM0Vm3xX5Klj1TS2h5/VjyCnnKEjaTMl1zmOAFlEpvTGVUlrD2Br3QRqU05NOHf8sGVEe3tvqwz9og7XiDGZ9TT36TVzW4fPG5lwxaJDzIci4qsFu5O4bFid3vRTPJT9JtpwLdd66TGtK4Jq1R4cvSHX5STx1Hh2+wPGa7yx2zToB5C9uVJ/FW0ExgsLq7Q2Bpkt7+8O2dir28yGNXKYkBd19v3x1Kj5fuaVgXsV7M1YDAB4etvOB47/FZu+TchL2fI82BuTOv4Mc2aSDtFKs8hI0pzjLLXt85EIAwE+/2Sv2slIb/SNFmeSgicgyEZklIjNEpML67EsiMlxEFlq/u2eRNoqubN9MnQIcg5/vaT0sosR5SZ4TW31yYloirsz0ADaqMt2sVBUr0ErrBTbMMTfpdr2+th5Tlm3KOhnG3dazLOI8T1VPUtXe1v99AIxU1aMAjLT+L0nlWqSYlqj97azcvCPAwiMtumAZyd7KeHa0166j2pDzugVXbg+qpI6kZyOBGCspx3Mj7DZ5BRlJBFAKTTx4NeWeH+bce3tqFXr1GYIBk70b4giA2vomVG/zL7GIuhe+/8R4/PDZiRHnDsakgDQok+qgXQLgFevvVwBcmmFaPFidl5bk4U5bcffJYKtoy4n9BuzfyMKnYnqYRAUw0OqPp1icHkYmnb9Jxb/i8neY+ZIQZ3OSPCqm5GgXO4fSkM32VOzrz+sQPPnJIt/5z35wFE69Z4TvdFG3al1NsOoqSXDaFaaOBpNVgKYAPhaRqSJyg/XZl1V1DQBYv/d3mlFEbhCRChGp2LBhQ5GS686UNydqz9DrDQCwclOAnL8EdZYzVF3+tuss+6JcuV3X+YBn4bpajF+4Mfehy8EWiPtyDL5vFJt9X2yuC1hfrQR2oFcKTavukFUjgTNUdbWI7A9guIhUBp1RVZ8H8DwA9O7dO4OzoXDsNvNPyGKdcvZr8+2pVUVaq7cNtQ2+RyjSRZnAYU9tPL5AVeSLc1Yk2YozCcVYVyk8pIqpmJX2L3hsbKjpk7oGwz4Hiv1i77U+v/PVsJglsmDnoVnXbiY5aKq62vq9HsBAAKcBWCciBwCA9Xt9FmnzlzuAXid8uZzQYdlP7YlLqiPNF2p9AS6mW9+ZGXHp9vXE+z7p+cLK8nwMNJJACvvBb5M990nM0Q8chvorW0GuwczOP5/cNupcSvGoFz1AE5G9RKRb/m8A3wYwG8BgANdbk10PYFCx00bJMe1NJA6/G7ppN/wg6TEtzXmJ1UcLERUE7bCz1JTqi2Ixbx2F64q6blOqukRJ/uqtziONlNM9PCgWcQJfBjDQ2hG7AuivqkNFZAqAN0XkPwGsAPDDDNLWjvMJ6n8AVwVpXZggv3Oq811m4US5EdkDHFNuzqUqqWAxyHF0muSeIfPaf1BChzPMufvZkmqcfkSPFFMTXezxhjO+ye0wJMhP8mUjv0vD3N/sh8G0YKcUFT0HTVWXqOq/WT/Hq2pf6/NqVT1fVY+yfmffKYoj/1acYxdm33ghC/abZDFumEFXEfdN0O8GFTXAKN79K6HxBtNKbxZFnLa/19cW5CAESE9quyLBfVG4rNvem53cwkPwun4e+Xg+bu4/LfhYnGH2T4CDlNQ5/UmlGTVyXhi31PHzptZW33mHzl6Dh4btrA5ea40cMnHJxmQSF9PWuiaMmp/OfjY1E8OkbjZKkgm5J343rexT6M30Oly+RZymXt0Wx242DE+zkyTfyO2bv0vBcktp13gdR1O2w+v6eeKTRfhg5pp2n6U/8ke6y89SY4tzINa3MJfYwY2vTcNToxZ3+LwqYolQ0ofxxtem4uf/nBKoPzYvXsfftGclh3oKzb8VZ9rXf68+Q1JeQ2lIez/nj7Tj+I0JXMrl/KAII43d4PaQdxwUIkJEwENHpWT2qq1ZJyGU7Q3N6LJL++tyycZtAICmlmSuvmaXYNYkDNBCC9CKs1hJMVgxKqF77eck3sKD9mjOQCuepCojt+sHLUQ/VyZdr0leN4XbVQ6nqdv+CbttvGbTF2cXH3/HMOzT1Tk8Seoasec2mno+sIiTUpH1CZ/E+gPXizH80WdSAOIkeP2jdIKXwkC8lFqvJZHS5pZWnP3gKAydvcZ/4giC5DYHCa5DK53DmLqi1XdNcJ/XWHXg8opSnciwmyUDtE7ArV6CKaIGOGnff7Xgd9LYyCknzv5NIpjq7Idh644mrNhUhz8NzKYRQRhJBG+tBgTgpXztr9qyA9samh2/M/1ltdQwQIvI60Q07RT9aNbaoqwnzqDXkdaX8o026D3UgPu9p3Ju7j5uoXMLM/dN7niwChsJBGHKMfcctD3EtACwaXtjAikyiMthfW7sEtfzo5RyT8NIMvfpjPs/wZXPfJrY8sKKe4jyzykTGvj5YYAWk9NBNu2wm/DGWM6ij4SQaDKMVB36oR99p4TZn/agtZRbcWYtjYHuAaChOVx/XmECq+XV20Mtu1S0eAxhkXTOVuXaWt9pkg52y/g90xUDtJiYpeusGG+iSeUMlWtP8klL640znVPFp+86Q6PjJJMV9GiZkMNq3+w5q7fia38ZipHz1nlOF2t9Zh7+WF4a79wHWpJaQ4xjVoa7uOgYoEVUCtmjxdauo9qI84VbXzK3gPom7zp6vquJOjxMSqdQYXqdVmPSzTOpl5yo+9OA+KRN6NaIIaZdvKE0co6mr9gCABg9v3N2+B3VuhrnIZuA5J5XLSHuuVHW6JULmJfUvavddW/SDdGGAZphtjU0Y8DkFca+4QdW4sm3K7WxOAuZFIA4SepUj1rEWbh/6hr9c1Sz3qfvf74aa7Z6dyBqylkZdV859jGZ8n3RlH0WlduujnO+2q+VIAFUHP0nr3BPR8xlBzl3TLtVMkDz4HQ8g9wf4hQZ3D5oNv747ixMWmroSFcGSa41fqnfloujGEGJZy/fKSWg1BoJNLe04r8HTMcPn53oPZJACZ3WcQOvYuTYm85rs5K6csIEaFF289Y6/zqrsc+VEjr+DNAiSuuhXr0td4KaMvhuGEU/7z0f5rbJfBLml/3vOxZnETdcVbF4w7birbDMOHZUa9prs4/8Jqzd6l6kZZL1tdGG5sniQcoGVR3ZAyK/Is7YLSxTfEHzmt/Ul3QGaDE5PbwTyYYPsQhTTq2SL5Z14XTx2ovBirnVb02twvmPjMGERe4DGBfeh7KuLznepSuMNPndy+1fR8lBM9l3HhuLB4dWGhN4hu2+o22INYfvkrjWvG5T62rijfMYVFqHJu1j7tdIoF095ARvjMV6tpjQYMaOAVpIaZ8nUc6P9R6VQ7NSlMvJayimJBPgsKy062K4mVWVG1PPKxfNtDj5Q58e6tO4+Zp1mw3Ob19MXb4Jb1VU7Zze4eScv64WT49ejI0Rc66y0O7BWKoHzwBup09SgUe4Is7krmt7kJ91o7Ji4licMTmdhElcDGFObr9WiFkoysUQcBVRK/kHPYxZXPjhKsQns87UWp2ms9jATHtr9nLFMxPb/vbbb29NrfKZIseErXe6hsLUAc7iejCNavrXUphWnEnyukaT6CbJ1NiNOWgh5c+TtIqN2rL3Q5wwpg/llJa06w0ErQ9RzGs7qYeLqW+TZqaqo7TSGbqbjYQT0qvPkLZc2qzk761LN8ara+l2qZhw6qeVhKi3hxfGLQk0XWvKjxq3AHAXjw075rahKaUmewzQQgpyccd5+KXxNl/Ob4ydlakBVhRZbkpDcwvGLTSvvy2vOoZp+6RyfeBp0zx0ny3ZhJWb6hJfrj3N5XpvDOueIfMCTRcmBy3KdV2xbLPj50lkiHg9W009DxigRWRqq480NDa3phoQpP2Ajrr8/EXr209tEU8FQ+8jnvz2j/1a8npTTuMcvHfIPCMD/WtfmFS0dZn6cAIcGhiUYOMpJ2XbSCDmXnedP4HtKrx/hGnpnxUGaDFl3UIubXWNzTj6Lx/h0eELQs1n6PnuyLVircc8WXdCHWadJj+AgcL9n0xiXQfDLvh/ycZoveubsEuTClgLF5PFy2fsNUauOB53xaUhi37QqjZ7d6QchteLW5JMu1cyQAupWDcvU24ctfXNAIA3pqz0ndae5uYWQzYghiaPm1FWF3JSReBRjk70lxG/t+6A64+57YNmrGorvsuvM+oyS//sdpf1vcfrkCRx/y2n6gHFlnYjAa9WqKYFT8XAAC2k1R2Kk5EAABbsSURBVFvad2mRdMBm6jkYdiv9Onysb2rBlgC9RkeVxMU8ZGaue4gkb+ifJlS3KFSrNWPPquK65fUZbX/nXziM2zOhWiOmk9uYRfgys2qL4+dpP5TL7aHvel9IaDvD9IMWRZTSjCTWYWrIzgAtorQfevYTJp+LFVWctEZpVQr4B2iXPjUBJ909PLfsiJdHUnHTrFU7W63VNXbc177N/UMkZGl1xyK1xRu24fOVzg+otJj0XLLvvsS6BPHZwvzLQak/oMslM8ie496u+kBh8WuoFxNzTV6W/FB+xSjdafYJ0OJul9v1WKz6YqadMwzQPDgFGV6Bx9Tlm/D82MWx1ul0gi5zeKiH8dqk5dFnbkuP/1Vhv0H4VVWoXFsbOilRc7JWbvZuCbZo/c7m/Gl3QOu0Cec/MgaXPDUhsXWE7bk9qFIKZvzSmlV/TklKraiuBPdN1i95YWXZSteP13nld3/cUtcUc93OnwtYxEkFCosz7ZxuCFc8MxH3fliZyLrtF4nfW4uf5dXRm6pHzX3zywpPQp1HB4X2C/3DWWsDLzNKqsPMk8XzIOsbm/9D0Dn3JKgo25c/P0v9np9ErknhNZ7GObq1rglTPHJXSjAmNNKWHfECJAAYXxA82o9N2mOVBuk0PI2cQlPrJTJA8xDkxp98UWfH5W1viFfEGUe+KGjjtnC5MmnkUBQucv9ue6S+jrTmAYDVW6K3cjLzdhJNGvVW/JaZf+mJ3EggpRu6QjN/WKSx+p+9PBk/fHYiGpudezq1H4Zdu+zi+DmQ/HmfWWOfIr8ahFlbbX0zvnnfSMfvki5haG5pbVeC4d5IoDj7zLRRRTjUk4cv7rlbh8+C3LySPshZDuY8d01N4Gnt+ybUmG0Rr/mkml77LcYpeUncpuwDrgcV6KUhpdPlmdHRiu+ziDfqm733bUvMHLQ0t2nILO+xS4utqaUV62sbcNAXvxB5GXNW5e4jQXJg9tiV+QZRqLqfz2GfSWu2OpcexclBcypV+eqfPwo0r0BiD+lUuHZDM83a4ZXgYbcuHXdPFn0EhQ3Q1tfW4+M5azF1+WY8NyZenbiob0wmnfx+ORLSPv889DJDnRO2+eIEmF7blFY4P3D6qlSWm8a5Mnq+9+gA+QdN1GB2awJFSU5uHzQn8CDniuJcZ38ZOBtn3P8Jauo7bnPg3L4Q+3l3jwDNbX3hxuI0K5fENF77Ms6ognEaEIgA663rwit9Qc7HUupknjloMaV1sO1LDfsg//E/JrXLNo60flWISLvK/vnPgmhOYdC2tC6ryMFW2/zR1hvlQVGMun1JCzNYfZR9IhKllXHb3KHXB7Rv+Zukqs07IgcQa7buwAH7Rs/lyis8XqMX5PqOq2towT5dO5YqBOHXGvyQL+25c1rGT5GIpL/v4hRxBsl9i9tLiOf4yR7LNxVz0ELKnwBplIe/PbUKk5ZUd/g8bA7aihiNAgBg4PQqHP7HD7FyUx2W21qQvvaZd2vQdpVJizB+e9CH8hE99/ZeToRlRs3qt89VeFTHL9yIGT7dbbwyMXcMFq5zD8ALH/BOp08p5iIkmeK0W+sWQ+ED57b3ZieyXLdTO87L6M5h05yXcViPPR0/L1dpXH6qyVSHKTxG9kXGKeIM9MxU51ww+/3KKwWlf1W3xwAtJG37nfyp8L9vfY5aq0GA/RztUqxxLiyDZ6wGACxcX4sNtuKWt6d5F3HZ90iYCznolGEqT9tvKmcdtZ/ntBefcIDrd4NmrHKs+7BgnX/FVj+jF2xA9bad+/e6Fyfh0oDdbWzc5l4MlmWdxSiyKA73y+F16g+vWIp++Fwq4i9cV4v3pq9KZqBqaxmxG4TETknxhg3y4rcdUXLKX/50GRp86l4G8fGcde3+j1q3uFDQ89rpHPG637Wf1z19pRjYsYgzrIIjWZyWJWFnSGa9qgUXpCo+mLkaQ2auwTPXneow/c5pi9HPVNA1+N1T9v1Crtjmk8p1+I+XK9p9Z+993u7Innth8YbtodJRaNP2Rvz0pcmR5p2zOnjjjR0RGiMUUxY3x3x8ZmIsG7g4J9VUABc8NhYA8JV9uubW57NCz3qRIfaz/Z4a9P5a19SCfw9a4dzAY16oMWJlr9mrnO8LYepMDv58tet3caquxDmvN6c46oydaacGA7SwrCOY7/oirU5B7adp2BwRt6bsQdmzk9vFZwBu7j/ddb4oRYXFEDTn7V2fHMJ2y4yclvb/R+2jbm1N8D76ij1KQaGken/3qp8S9nj4teKMc/6ec3RPjFng3UjBy44QrdXa1Z9M6JorXM7O4klv2xN6EfDq88ptG5dv3N4hqHHtlR6SeVcmfnf0pji18VPUFGOM5SDVKuKWTAWZ26Rnkx8GaGFZB/d1ayy/iQ51xpJW7CLOPNWQdQ5SPvHDLN6ebL9NiLR3CxpPRBUm9g56087n7OVlfT9q8HlhyOKGmc/hTSM3JW43EZu2R2shmtRujPqQbAnw8HYPsp0PxIRF1RgweWWk5Xq29vNdYrr8RoeJ+5KdlrSLONWlDppbWgrviVEbCZgatLEOWkTFrGNc7Cx5++rsF6TfSRy54nzk+Ty+s/0dNF1hUpFUj9phxlk9/V7nziMLFeaYZX3z8SoyAdoXvxTrXN85koDzCrPcZWECpFTSGXGhXsVfO1txOi98/tqaDtMCwANDKzFg8opoCXJLS4RWv0lbV9OAOau3uuZu23OqnLo3yUrcUW38KPyD7fw59Js3ZuCY24YWzB8vfaYVfzNAi8grqNhr9y6hl9dtD/fMzCwrfdsDEb+uBdIOWkNl5tkmnrZis+e0UXavZ4VTr4qqMZ4M1RGL0w19OWwzYt46/4kS5peDtiFgX2RZKlaQEfTy8Kp3mi/ecpvitUnBgjC3B3CYFyYJOX1avvv4eNcxeO05aBc8OqZYSXJk3+ctPnXQ9vZ4jgVal6rveV2xbDMufWoC3nd48TM51zQKBmgh5U/WZo/s/LOO6hl+wYUtqdT1q6IKcyMr9k0v6NvSZ0t2dpDoVGFeglaysbFva+FmG3Dvb8cpKMy6Do4bt2S1OhRn5EXpMiRfHOc26+SlzlUXzrj/EyxYVxt6fU52d+gIG0DkJ0nUYxp0OCW/5XsVf/n1gxb3fAw1u61/x3UedTmT9GbFSqyvdV5Xc0srZla1z0mz16dbV2POy4LXcw8ALj35QNfvgjcS8F7Hre/M9O2OKCxTO69lgBbS0o25St2eN6MIEZVXUVdWOWiKsEM2Ffkkd1ndH976HOMWbnT87sXxS5JZtcemegWqptwGTElHIbdz/c/vzULV5uhjlxbyayXndtqv2rIDz43xPoeC7tt9vuCc2xC1rmVavAJg++o9H95tEZr/cjyF2F6v22a+24YrnpkYfIEx3Pr2TNzQb6rjdw8Nm48fPDkBlbZiXlProL3q0xem17MqUB00OJ/TQc/zINPlJ5m23LtkxQQM0ELK1wfwqm+RxE3Tvoii10GzrS9MY6LUizg79nHi6K2pVa7LaIzRCqldWux1IgpbmnnMl9ZwSV4MzSxz5PYmG6SieBj5hgtuddC8Xkx8R0YIuMM3bovXArzwvtDQ3IqqzfE6qQZy2/6hbTzQVVtygbHTZtm7P/AKev1uYXFHyHCa255zbldY7+uIPw6Jte6g3Fr8Pzc2F/Dbi9VNasVpv0ZmVnlXc/E+zuk/yLyuzcK1+9WNNQFbcYaUv/kW3sCT6CDQrqmlFVvqGvHFPXfPrOLitoamULlikSv7R5rLeUa/NDh9/9Cw+Xho2PzIre8KF+mUg7Z2az3enrrS9wYHIPagwIWcblr2JPa+Z3ii6ysFXXfzPtae55HPCVusUQq0oEb1p4urceYDo2Ivt9/EZXhx/NJA026pa8L+3XL9pAXJ9cmfi4NmrGpX+T/uC2msQbyL9ALj1xq/sbkVN/Wfht+cf1SHYPfBoZW48OtfSTN5qQveirPj59NXBsvtCnPZ2nOGV2/JFz+b1UqAAVpIJx/SHUD71izra+vxyLAFia4n30Hqsvu/m9mwPL9943Occ3Tw+nTFHj3HaXUvjPN+sHg9RPy6g7Br17q1MF0OCTv9vmAtMAFgzupkx3l0Pi47P4ybk5O1KFdHWwa4y8y3DZqDYw/YB717fanDd36neZy+ooB0qwpc+8JnuOTfDsLXD9oXxx24j7W+9tN4pb8wbfbd55XrU3gP69ABdNAirNBfmMOvt6RZq7ZiyMw1qNq8A//3na+1++7p0Yvx9OjFKabOXVKPn0DFj6qOL5R/HhhsGLOQVRHbrNiUy3k2qcUswCLO0PbfZw8A7R/Qra3AlGXO2en1TS34x9glaPbJst7V4+otRnjW3NKKh4ZVdjhB3d5MnVq5pd1IIMji/bKt88UJcdk7ii18aMUezibh3RinTke5amvF6TGNW2ezfgFU1F7gi2HComrc+s5MXPz4OADAlrrGwMOLAR2DfftDLlAOmlsjkIAn5OL17mPQms4vB63V1nlyg8HnkBfvzIRgxziL1sn5a9q0un8M0ELKnzv2AG1dTb3rTfnpUYvQ98N5eGeae70owLt/mWI0Ehgyaw2eGrUY939UCfup61Zc842+IzBhkXNF/LQU3sSdOnusDjhmW5ri9ttUjJxIU+KzzQX1ct6YEr6uWZRtyd+QveZ1Cxr81jd5qfPLWlBhns1xWp9tqWvEh7PWYulG705T7Qr3SeXaXIvWf01ajiufda9w79dQOuhW/PiFSS7zm3JGu/O7j9u7fmkyLFBIQtAK/HGOZJDcZ6dplmwIfg0UEwO0kJzqoF3y1IR22fv2m0W+E866GMOgFGMggfw5u6WusV2/VF5vtqMq17f7P3pHtcGmKwxcpq/o2NR69dbiNJu3K0z+3R/Mjbe8hF8h/eqgZemxEe2rBkQpxolS5ys/y5CZa1yncQuU0g6g/fqasotzHJdX14W6ZlWBxRva52Dlh37zK4Ly66jWfn+MMr7xqi3Fv+7D8stBy59vArNyYZOoYvOzf072DODzwowk4Dh/gGnypT/2gPnvIxdGXmeaGKCFNGnJJrS0aoccL7d6G/npNm5riNRSqVhdV+RvHh/OWtvuc7eWUADwQkFF4jQfXKpqROeSjmzJuqn/tNiLS3o/OhZxGpLj0G+id7P9LLnmoKV8Hrp1+PqF3Tp2gB0nJS2qocYMfWBoJS7827hI68o/5E+9Z4Tv2LCj5q/3/N7Jbe8Fq6OUJb84R9ty0MSoVpxhVCx3fl6Mnh/sPJu1aiv+EuNYul2aU5dvbvvuW4+MwdDZa32H2zKBmNphZRC9e/fWioqK1JZf39TSYSiJJB36pT3bKicSlbMee+2OxpbWUENbmeLX5x6JZzKqoE3F022PXVHbUHrnJyVr2f3fTXX5IjJVVXsHmda4HDQRuVBE5ovIIhHpk3V60sTgjDqL6u2NJRmcAWBw1kkwOCPTGBWgiUgXAE8BuAjAcQCuEZHjskqPX50BIiIiojQYFaABOA3AIlVdoqqNAF4HcElWidnNbaw8IiLqtH5y+mFZJ4FS8IeC/ueyZlpHtQcBsLezrwLw7/YJROQGADcAwKGHHpp6gtIujyYiotLz10u/nnUSqMyZlkXkVKbYrhWDqj6vqr1VtXfPnsF7uSciIiIqFaYFaFUADrH9fzAA80c0JSIiIkqQaQHaFABHicjhIrI7gKsBDM44TURERERFZVQdNFVtFpGbAQwD0AXAS6o6J+NkERERERWVUQEaAKjqhwA+zDodRERERFkxrYiTiIiIqNNjgEZERERkGAZoRERERIZhgEZERERkGAZoRERERIZhgEZERERkGAZoRERERIZhgEZERERkGFFV/6kMJSIbACyPsYj9AGxMKDkUHvd/trj/s8X9ny3u/2x11v1/mKr2DDJhSQdocYlIhar2zjodnRX3f7a4/7PF/Z8t7v9scf/7YxEnERERkWEYoBEREREZprMHaM9nnYBOjvs/W9z/2eL+zxb3f7a4/3106jpoRERERCbq7DloRERERMYpiQBNRA4RkVEiMk9E5ojILbbvviQiw0VkofW7u8syhorIFhH5oODzF0XkcxGZKSJv///t3WuIVGUcx/HvzwopTMQoXaMQ1DAhL7RKVtCFIAgiIcIXYhr0ostmRVn2LgpByJLQd22ZkVCBXQQLBAOJiFJENDLMKLqwXd6lZELuvxfn2fZkZ9addc6cM7O/Dwx75pzzPPPMb/87/t2ZnZE0aYR1TJb0s6QtuX2vS/pO0sF0WdiK+1wnZeafO75Z0okR1tDo++f825B/Osf13/rHn1Hl5/qvNv90ruu/9flL0npJR9P8a5oc39X5d0SDBvwNPBERVwPXAQ9LmpeOrQP2RMQcYE+6XuQFYGXB/scjYkFEzAd+APpGWMfzwN6C/WsjYmG6HBzF/ek0ZeaPpF5gylnW0HA8zr8d+YPrv5T8GV1+rv9q8wfXfxn5rwauAOam+d9qcjx0cf4d0aBFxEBEHEjbx4EjwOXp8F3AtrS9DVjWYI49wPGC/X9A1skDFwKFL8qTdC0wDdg95jvSocrMX9J5ZD98T51lDYXjx4M65O/6Lyf/Jtbg+qe6/F3/peX/IPBcRAym835rcnxX64gGLU/STGAR8HnaNS0iBiArJOCyMcy5FfgFmAtsTvt6JfWn7QnAi8DaBlOsV/YU6SZJE5u9/U5SQv59wM6hOXK382/+o+D8KS9/1/+wMh5/KMjP9V+sivxd/8NKyH8WsFzSfkkfSZqTbsf1T4c1aMpeH7YDeGzoN1+tEBH3ATPI/mewPO3bHxH3p1MeAj6MiB8Lhj9D1tgtBqYCT7dqXXXT6vwlzQDuITXFeWfkPxLnP/b5Rpu/65/SHn8K83P9/1+F+bv+KS3/icBf6RMFXgFeA9f/kI5p0CRdQFYc2yPi3dyhXyX1pHN6gMJfkZ5NRJwG3gbuLji8FOiT9D2wEbhX0oY0biAyp4CtwJKx3H7dlZT/ImA2cCxle5GkY82sy/m3JX/Xf0mPP+ean/NvS/6u//L+/f0pzQvwHjC/mcHdnn9HNGjp9WGvAkci4qUzDu8EVqXtVcAHzcwraXbuNu4Evj7zvIhYERFXRsRM4EngjYhYl8b15MYvA75s4q51hLLyj4hdETE9ImambP+MiNlNrs35l5y/67+c/NPc55Sf8y8/f9d/efkD7wO3pu2bgKNNrq2784+I2l+AG8levH8IOJgud6Rjl5D99cg36evUBnN8AvwOnCTr2m8na1A/BQ6TfWO3A5PT+b1Af8E8q4Etuesf58a/CUyqOq9Oyb/gnBO57f/k32i8829P/rn9rv8W5t8oP9d/vfLPzeP6b23+U4BdKcPPgAVF+Y/X+vcnCZiZmZnVTEc8xWlmZmY2nrhBMzMzM6sZN2hmZmZmNeMGzczMzKxm3KCZmZmZ1cz5VS/AzKxskobeDgBgOnCa7M/2IXv/t+srWZiZWQN+mw0zG1ckPUv2nm8bq16LmVkjforTzMY1SSfS15sl7ZX0jqSjkjZIWiHpC0mHJc1K510qaYekfelyQ7X3wMy6kRs0M7NhC4BHgWuAlcBVEbEE6AceSee8DGyKiMVkn93bX8VCzay7+TVoZmbD9kXEAICkb4Hdaf9h4Ja0fRswL/v4PwAmS7o4Io63daVm1tXcoJmZDTuV2x7MXR9k+PFyArA0Ik62c2FmNr74KU4zs+bsBvqGrkhaWOFazKxLuUEzM2vOGqBX0iFJXwEPVL0gM+s+fpsNMzMzs5rxb9DMzMzMasYNmpmZmVnNuEEzMzMzqxk3aGZmZmY14wbNzMzMrGbcoJmZmZnVjBs0MzMzs5pxg2ZmZmZWM/8A3dTbdyb9vYIAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Graphique du temps de transmission dans le temps\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(df_liglab2[\"date\"], df_liglab2[\"time\"], label=\"df_liglab2\")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Transmission Time (ms)\")\n", "plt.title(\"Transmission time evolution (df_liglab2)\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Graphique du temps de transmission dans le temps\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(df_stackoverflow[\"date\"], df_stackoverflow[\"time\"], label=\"df_stackoverflow\")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Transmission Time (ms)\")\n", "plt.title(\"Transmission time evolution (df_stackoverflow)\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Graph of transmission time based on message size\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(df_liglab2[\"size\"][-300:], df_liglab2[\"time\"][-300:], label=\"liglab2\")\n", "plt.xlabel(\"Message Size\")\n", "plt.ylabel(\"Transmission Time (ms)\")\n", "plt.title(\"Transmission time evolution (liglab2)\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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+d+zt7UlNTWXnzp0X7dPQ0MBdd92FwWDAYrHwy1/+ktLSUoqKipg1axZ+fn7s3LmTRx99lLS0NJqamli5ciW/+c1vAEhLS+Pxxx+noaEBZ2dntm/f3uH4n332Gb///e/ZtGkTDQ0NPPjgg5SXl+Pv78/bb7+Nt7c38fHx5ObmYmdnR2NjI6NGjSI3N5eCggJ+8IMfUF5ejpubG2+++SaxsbF85zvfwcfHh8zMTCIjI9mzZw/l5eUkJCSwfv36Duf/4IMPeP7555FSsnDhQv7whz/w4YcfcuDAAV5++WVeeeUVXnnlFXJzc8nJyeH+++9n7969V/G0FEVRFOX61G8BmpQyVQgR2Wnxo8D/SClb9G3K9OVLgTX68jwhxFlgErC/v8rXn9LT01mzZg2ZmZmYzWaSkpJITk7m+9//Ph4eHjz11FNd7rd582ZCQkL47LPPAKipqcHb25uXX36ZnTt34ufnB2jBn4+PDxaLhdmzZ3PkyBFiY2NZtWoVa9euZeLEidTW1uLq6tp+7A0bNvDyyy/z+eefM3ToUB544AHuu+8+7r//ft566y1+/OMfk5KSQnx8PLt372bWrFls2rSJuXPn4ujoyMMPP8xrr71GdHQ0X3/9NY899hg7duwA4PTp02zbtg17e3t27drFSy+9xKefftrh2oqKinj66adJT09n6NCh3H777aSkpDB9+nRefPFFAPbs2YOvry9Go5G9e/cybdq0Pn82iqIoygV1zSaM1U3EBnld66IonQx0HrQYYJoQ4jmgGXhKSpkGhAIHbLYz6MsuIoR4GHgYICIi4pIn60lNV3/Ys2cPy5cvx83NDYAlS5b0aL9x48bx1FNP8fTTT7No0aJuA5QPP/yQN954A7PZTHFxMcePH0cIQXBwMBMnTgTAy+vCh23nzp0cOnSIrVu3ti/fv38/H3/8MQDf/va3+dnPfgbQHuTNmjWLNWvW8Nhjj1FfX8++ffu4884724/Z0tLS/vrOO+/E3t7+kteWlpbGzJkz8ff3B+Cee+4hNTWVZcuWUV9fT11dHYWFhdx9992kpqayZ88e7rjjjh7dN0VRFKXnLFbJvpwK1qUb2JJdQqvZSvZv5uHqdOn/x5WBNdCDBByAocBk4KfAh0LLm9BV7gTZ1QGklG9IKSdIKSe0fdkPRleSDiImJob09HTGjRvHM888w29/+9uLtsnLy+Oll15i+/btHDlyhIULF9Lc3IyUsttzRkVFUVdXx+nTpy9b3iVLlvDFF19QVVVFeno6t956K1arlSFDhpCVldX+c+LEifZ93d3dL3ttUnb5OAG4+eabefvttxk1ahTTpk1jz5497N+/nylTplz2uIqiKErPnC2r5w+bTzLlf3bw7X8e5POjxTSbrMyNC1LB2SA00AGaAfhYag4CVsBPXx5us10YUDTAZesz06dPZ8OGDTQ1NVFXV8emTZt6tF9RURFubm7ce++9PPXUU2RkZADg6elJXV0dALW1tbi7u+Pt7U1paSlffPEFALGxsRQVFZGWlgZAXV0dZrMZgGHDhvHxxx9z3333kZ2dDcAtt9zCmjVrAHjvvfeYOnUqAB4eHkyaNInHH3+cRYsWYW9vj5eXF8OHD+ejjz4CtGDr8OHDvbonN910E7t376aiogKLxcIHH3zAjBkz2u/XSy+9xPTp00lMTGTnzp04Ozvj7e3dq3MoiqIoHdU0mnj3QD7L/u8rbnt5N2+k5jI62JP/uzuJe24ahhDwkzkx17qYShcGuokzBbgV2CWEiAGcgApgI/C+EOJltEEC0cDBAS5bn0lKSmLVqlUkJCQwbNiwHvelOnr0KD/96U+xs7PD0dGRV199FYCHH36Y+fPnExwczM6dO0lMTCQuLo6oqKj2WiYnJyfWrl3Lj370I5qamnB1dWXbtm3txx41ahTvvfced955J5s2beIvf/kLDz74IC+++GL7IIE2q1at4s4772TXrl3ty9577z0effRRfv/732MymVi9ejXx8fE9vifBwcG88MILzJo1CyklCxYsYOnSpQBMmzaNwsJCpk+fjr29PeHh4cTGxvb42IqiKMoFZouVPWe0JswvT5TSarYyKtCTXywYzdLEEAI8XSirbebJj7JYlhBKTKDntS6y0gVxqaanqzqwEB8AM9FqyEqBXwP/Ad4CEoBWtD5oO/TtfwE8CJiB/yel/OJy55gwYYLsnGPrxIkTjB49uu8uRBl01DNWFEW52KmSOtZnGNiQaaS8roWhbo4sTQhlZXIYcSFeHbrBPLsxm/8cyGf7EzOI9Lt8NxWlbwgh0qWUE3qybX+O4vxWN6vu7Wb754Dn+qs8iqIoinKjqWpoZWOWkfUZRo4aa3CwE8yKDWBlchizRgXg5HBxTyZjdRPvf13AXRPCVHA2iA10E6cCVFZWMnv27IuWb9++HV9f32tQIkVRFOV6YbJY2XmyjPUZBnacLMNkkcSFePGrRWNYmhCCr4fzJff/6/YzAPzw1uiBKK5yhVSAdg34+vqSlZV1rYuhKIqiXEeyi2pYl25gY1YRlQ2t+Hk4cf/NkaxIDmN0cM/ymJ2raOCjdAPfnjyM0CGul99BuWZuyADtUiknlOtbf/WZVBRFGYzK61r4JMvIunQDJ0vqcLK347YxAaxICmN6jD+O9r1LxvDnbadxtBc8Nqvn0w0q18YNF6C5uLhQWVmJr6+vCtJuMFJKKisrcXFxudZFURRF6TctZgvbT5SxPt3ArtPlWKyS+PAh/G5pHIvjQxji5nRFxz1dWscnh4t4ZPoIAjzV/6OD3Q0XoIWFhWEwGCgvL7/WRVH6gYuLC2FhYde6GIqiKH1KSskRg96EebiImiYTgV7OfG9aFCuTQxkZcPWpMF7eehp3JwcemR7VByVW+tsNF6A5OjoyfPjwa10MRVEURbms0tpmNmRqTZhny+pxdrBjblwQK5LDmDrSD3u7vmkJOmqoYXN2CY/Pjmao+5XVwN1opJScKq2joLKR2+OCrnVxLnLDBWiKoiiKMpg1myxsPV7K+nQDe86UY5WQPGwoL9wxjoXjg/Fycezzc/7vl6cY4ubIQ9O+2RUYVqsky1DNlmMlbMku4VxlI+5O9nz9i9vwcB5cIdHgKo2iKIqi3ICklGQUnGddupFPjxRR12wmxNuFx2aO5I6kUKL8Pfrt3IfOVbHrVDlPz4vtl+BvsDNZrHydW8WW7BK2Hi+htLYFgNAhrjwxJ4aVyWGDLjgDFaApiqIoSr8xVjexIcPA+gwjeRUNuDraM3+s1oR5c5Qvdn3UhNkdKSUvbT2Fn4cz998yrF/PNZg0myykni5nc3YJ20+UUdNkAsDRXrBwfDCrJ4YzZYRfv9//q6ECNEVRFEXpQ42tZjYfK2F9hoF9OZVICTcN9+HRmSNYMC54QGtr9uVUciC3il8vHoOb0439lV/TZGLnyTI2Hyth9+lymkyW9nUjAzxYPTGcO5LC8LlO+uDd2E9LURRFUQaA1SpJO1fFunQDnx8tpqHVQriPK4/PjmZFUhjhPm4DXiYpJS9uOUWItwt33xQx4OcfCGV1zXx5vJQt2aXsz6nAZLmQK9PV0Z7F8cGsmhhBUsSQ6y71lgrQFEVRFOUKFVY1sj7DwPoMA4VVTbg72bNwfDArksKYGOnT701oFqtkbVohZ8rq+PXiuA7rdpwsI6uwmhfuGIezg/1VnedMaR2ZBdWsTA675s2ChVWNbMkuYfOxEtILztM5f3l8mDerJkawOD4Yz+u4z50K0BRFURSlF+pbzHx+tJh16QYO5lUhBEwZ4ccTc2KYGxc0IE2JRdVNfHiokI8OGTBWNwHw3wvHtKflsFolL209zTBfN1YmX1nuSCklB/OqeCM1l+0ny7C3E8wbFzTgAw2klJwurWezPvLyeHHtRdt4uThwR1IYd00IZ0xIz6a9GuxUgKYoiqIol2G1SvbnVrIu3cDmYyU0mSwM93Pnp3NHsSwxdEDmtTRZrOw4WcaagwXsPq2l55gW7dceoJXWNhOil+OLYyWcKK7lT6viez0dlMUq2ZpdwuupuWQVVuPsoO2/qJ9SgHSlPR1GdglbjmnpMLpyc5QvqyeFMzcuCBfHq6slHGxUgKYoiqIo3ciraGB9uoGPMwwU1TTj6eLAssRQViaHDVi/pvzKBtamFfJRuoHyuhYCvZx5bOZIVk0MJ2yoK8Of+VzfrpGQIa5YrJKXvzxFdIAHS+JDe3yeZpOFdekG/rEnl3OVjUT4uPG7ZWMpqWni/3bm8P0Z/Tt/Z1fpMBzsBKFDXRni5khNkwkpwd/TmTuTtdqySD/3fi3TtaQCNEVRFEWxUdNk4rMjxaxLLySjoBo7AdOi/XlmwWjmjAkckJqaFrOFLdmlrE0r4KuzldgJmDUqgNWTIpg1yh8HvVasor6lfZ/CqkZuHuFLSqaRnPIGXr0nqUczEZxvaOU/B/L5175zVDa0Eh/mzf/dncS8sUG0mq1M/cMOZo3yZ3Rw3zcddpUOw8XRjpujfBkTDGV1LWQX1WIn4Fb9+meO6v0k8dcjFaApiqIo33gWq2TPmXLWZxjZkl1Cq9lKdIAH/zU/luWJoQR6Dczk4mfL6vjgYCEfZxg432gidIgrT86JYeWEMIK9L25GPVtW3/46v6oBk8XKn7efJi7Ei3ljLz19UWFVI//cm8fatEKaTBZmjfLn4ekjmBzl014z+FF6IZUNrX1ae9aWDmNLdgm7TmnpMLxcHLhtdCDDfN0prmnii2Ml1DSZCPdx5anbY1iZHE6Q9zdrgncVoCmKoijfWGdK61iXYSAl00hpbQtD3BxZPTGclclhjAv1HpAmzKZWC58dLWbNwQIO5Z/HwU5we1wgqydGMHXkpZOp5pRfCNAKqrSBA4VVTbz9nbHdlv2YsYbXU3P5/GgxAliaEMrD06MYFdRxQnazxcobqbkkRQxh0nCfq7rG8roWvjxeyubskvZ0GP6eztyRFMq0aD/K61tZl27g40wjTvZ2zB0bxOqJ4QOSzHewUgGaoiiK8o1S3djKxsNFrE83cNhQg72dYNYof55dHMatowOuOiVFTx0z1rA2rZCULCN1zWai/Nx5Zn4sK5LD8PNw7tExbGvQzpTWkZZXRVLEEGaO8u+wnZSSPWcqeCM1l71nK/BwduChqcN5YEpklzVzAJ8dLcZwvolfL467okC1LR3GluwSDuVr6TAifNx4YMpw5sYFAvBhmoEnPjxMY6uFmEAPfrVoDMsTQ9WE7qgATVEURfkGMFmspJ4uZ126ge0nymi1WIkN8uS/F45maUIo/p49C4iuVl2ziY2Hi1hzsJCjxhqcHOxYMDaI1ZMiuGm4T68DoZzyhvbXJ0vqAHh5VXz7cUwWK58dKeb11FxOFNcS4OnMf82P5e6bIi45IlNKyau7cogO8GB2bECPytJdOozYIE8enx3N3LggAr1c2JBp5JmPj3K6tB43J3uWxIewamI4CeHXXzLZ/qQCNEVRFOWGdaK4lnXpBj7JMlJR34qvuxP3Th7GiuRQ4kK8B6QMUkoyC6tZc7CATYeLaTJZiA3y5NnFY1iWGMoQtyuvLcqxqUEDGBfqzS0j/GhoMbMmrZC39uZhrG5iZIAHf1w5nqUJIT2qIdx1qpyTJXW8dGf8JZsYu0uHkTxsKD9fEMvcuCDCh7qxL6eS/9t5lq3ZpbRarCSED+F/7hjHoviQQTlR+WCg7oqiKIpyQ6msb+GTrCLWpRs4XlyLo71gdmwgK5LDBnQEYHVjKxsyjaw5WMip0rr22qLVk/qmtqihxYyxugk3J3saW7V5J2fFBvDilpO8e6CAmiYTkyJ9+O3SOGaNCuhVX65Xd+cQ4u3CkviQi9aZLFYO5lWx+VjHdBg3j/Dlu9OiuH1MIAFeLpTUNPPRoULWHirEcL6JIW6O3DM5glUTw4kNujGSyfYnFaApiqIo171Ws5bEdV26gV2nyjBbJeNCvfnNkjgWx4cM2ATZUkoO5FaxJq2AL45po0HHh3nz/PJxLEno29qivAqteTPQy6X99V+2n0EImDsmiIdnRJEUMbTXx03Pr+JgXhW/WjQGJz1JbVs6jC3ZpWw7UdqeDmNGjD9z44KYHRuIt5sjJouVnSfLWJtWyM5TZVglTBnpy8/mxXJUPv/IAAAgAElEQVT7AKUouVGoAE1RFEW5LkkpOWasZX2G1oR5vtGEv6czD00dzorkMGICPS9/kD5iON/YXmuXV9GAp4sDqyeGs2pieL81pbYNEGgLztpsf2IGUf4eV3zcV3flMsTNkYXjg/kky8jmYxenw7g9LogZMf64OmkB17mKBl5LzWFdp2S6d00IJ8J34CeKvxGoAE1RFEW5rpTVNpOSZWR9upFTpXU4OdgxZ0wgK5PDmDbSrz2Ja3+raTTx2dFiUrKMHMyrAmBi5FB+OGskC8YFtwcvfc1qlWw/Wcb/W5t10bpvTYq4quBsX04F206UAjD1Dzs6pMOYNzaIyVG+7U3EzSYLKZlG1qQVcCC3Sh8NG8DqieHMtEmmq1wZFaApiqIog16zycK2E6WsTze0z0OZGDGE55aPZdG4ELzdBmaOyGaThV2nytiQaWTnyXJaLVai/N15ck4MSxNC+7W2qMWsBURvpOZ2GL3ZJsrPnYKqi5dfjm06jLRz5wHwdHHgW5MimBsXSGL40A79104U17LmYAEbMo3UNpuJ8HHjp3NHsTI5bMAS+n4TqABNURRFGZTaRj+uTzew6XARtc1mgr1d+P6MEaxIDmPEVdQU9YbVKjl4roqUTCOfHS2mrtmMn4cz904exvLEUMaGevVreoiaJhPvfZ3PO1+do6yuhTHBXryyOoFfbDhGfYu5fbvQoa6cq7x8gNaWDmNLdgmbj11Ih+HlooUEN0f58v73bupwTXXNJjYdLmZtWgGHDVp6kPljg1g1MZzJw7+5yWT7kwrQFEVRlEGluKaJjzOMrM8wkFvegIujHfPigliRHMYtI/x6NL9kXzhVUseGTCMbs4wU1TTj5mTPvLggliWGcssI335vwiuuaeKtvXm8/3UBDa0WpkX78b93xTN1pB8Wq+TxNVoT50NTh/PPvXmE6eksTBbrRSNVrVbJYUM1m7NL2Jpd2t5vzTYdxjv7zvGf/fm8dJeWR01KSUbBedYcLOTTI32bHkS5PBWgKYqiKNdcU6uFLdklrM8wsPdsBVLCpEgfHpkexYJxwXheIqlqXyquaWJjVhEbMo2cLKnD3k4wPdqPp+fHMmdMIG5O/f+1ebKkljdSc9mYVYQEFo0P5nvTohgbemGwwYHcSgCcHOyI9HMHINzHFYtVUlTdxDBf9/Z0GG3Nl7bpMB6aOrw9HQZoE6avOVjIkoQQXBzs+MeeXNakFXK2rB53J3uWJYawemIE48MGZvorRQVoiqIoyjUipeRQ/nnWHTLw2dFi6lvMhA5x5Ue3RrMiKZRhvu4DUo7aZhObj5aQkmVkf24lUkJC+BCeXTyGRfEhPZ526WpIKdmfW8kbqbnsOlWOq6M93755GA9OGU64z8X92h5fkwnAK6sSON9oAiBsqLbdP/fm0dBiuWQ6jM7e3neOJpOFY8YaJr+wHZNFkhQxhD+uGM/C8cG4q2SyA07dcUVRFGVAGc43tjdh5lc24uZkz4JxwaxICuOm4T4D0p+p1Wxl9+lyUjKNfHmilFazlUhfN358azTLEkMZ7jcwwaHZYmVzdglvpOZyxFCDn4cTT86J4d7Jw7qdjzKvooHKhlYApkT7sfZgIQDPf3YCgH/vz8fLxYHZowOZ2ykdRmfFNU38a18+r+3OAbRJze+7OZJVE8MHNE2JcjEVoCmKoij9rqHFzBfHSlifbmC/3jx3ywhffnxrNPPGBg1IDY2UkvT882zQO/tXN5rwdXfiWxPDWZYYOqBzQTa1WliXXsibe/IoqGpkuJ87zy0fy4qksMsmc/3zttPtr3/0fia7T5cDUFLbDMDoYC82/nBKtzMmmCxWtp8oY21aQfuIWIAHpkTyX/NjB2yyeOXSVICmKIqi9AurVXIgr5L16Ua+OFZMY6uFYb5uPDknhuVJoe1Ncv3tbFk9KZlGUrKMGM434eJox+1jglieGMrUaL8Bm/oJoKqhlX/vP8e/9+dT1dBKQvgQfr5gNHPGBF528ENhVSN/3XGGT7KK2pflVTTg6+5EZUMru56ayUP/SmOYj1uX15RbXs/aQ4WsTzdQUd9KkJcLj8wYwau7cpgU6cOvF8f19eUqV0EFaIqiKEqfOlfRwMcZBtZnGDFWN+Hp7MCS+BBWJoeRPGzogNRSldU2s/FwEZ9kFXHUWIOdgCkj/XhiTgy3xwUN+ATd+ZUN/GNPHh+lF9JssnLb6AAenj6CiZHd3w8pJWfK6tl8TOvkn11U22H9xMihfPjIzaRkGfnJ2sMADPN1J7+qsX2bZpOFz48WsyatkIN5WjLZ2bEBrJ4UzvRo//Zg79GZI/rpypUrpQI0RVEU5arVNpv4/Egx6zMMpJ07jxAwdaQfP5s3itvHBPVbVn1b9S1mthzTOvt/dbYCq4Rxod78ctEYFo8Pbh+xOJCOGKp5PTWXL44WY28nWJ4YyvemRRHdTf+u7tJhJEUMYdH4YD49Usw9N0Xw3tcFLBofghACOz3As0hJhI8bB/OqyC6qYW1aIRsyjdQ1m4n0dePpebGsSA4lwNOl/Vyv7c4hNsiTmaP8B+aGKD2mAjRFURTliliskn05FaxLN7Alu4Rmk5UR/u78bN4olieGEuzt2u9lMFms7D1TwYZMI1uPa2UIG+rKYzNHsiwxhJEBA9/RXUrJrtPlvLE7l/25lXg6O/Dw9BE8MCWyy0z7l0qH8aCeDiPQy4X73zrIUDdHZsT4897XBYwM0BL1ttXA1TSZ2HOmnPoWMwv/shdnBzsWjAtm1cRwbhruc1FN3faTZZwpq+fPqxJU6oxBSAVoiqIoSq+cLatnfYaBDRlGSmqb8XJxYGVyGCuSwgako72UkqzCalIyjWw6UkxVQytD3BxZkRTG8sTQAWtG7azVbGXT4SLe3JPLyZI6grxc+MWC0ayeFH5RHrdmk4U9ZyrYfKyE7SdLqW68dDqMtHNV7D5dzjPzYynVBwOM8PfQksnma9Mz3fH3fe3b35EYyq8Xx3U7BZaUkld3nSVsqCuLxgf39a1Q+oAK0BRFUZTLqmk0selIEevSDWQVVmNvJ5gR488vF41h9uiAy4487At5FQ3tnf3zKxu1SdJHB7IsMZQZMf44OVybybnrmk2sOVjIW1/lUVzTTEygBy/dGc+S+JAOZaptNrHzZBlbskvYdaqcxlYLni4O3HaZdBhSSl7ccgp/T2fuuzmSP2w+CcDGw0bWpBWSW36hGfSem4bx5EeHmTHK/5Lzk6adO09GQTW/XRqnJjUfpFSApiiKonTJbLGy54zWhNmWK2xUoCe/WDCapYkh7X2Z+lNFfQufHi4iJauIrMJqhNDmivzBrJHMGxuE1wDNMNCVstpm3t53jncP5FPXbGZylA/PLx/HzFH+7TV45XUtfHm8lC3ZJezLqcBkkfh7OrM8MZS5cUFMjvK9bGC592wFB/Oq+NWiMRw8V8U7+84B8PznJ5kwbCgjxnjw5fFSfrt0LCMDPHjyo8MUVDZe8piv7jqLr7sTdyaH98m9UPqeCtAURVGUDk6V1GlNmJlGyutaGOrmyN2TIliZHEZcSP9ODA7Q2Grmy+OlpGQaST1TgcUqGR3sxc8XxLI4PmRA+rZdytmyet5MzWVDphGz1cr8scE8PD2K+PAhgJYOo60/2aH880gJET5ufOeWSOaNDSIxfGiPk/FKKXniQ22E5t935VBR39K+btsT0xkZ4MmXx0v58ngpUoKLoz2BXs4dRnJ2dqK4lp2nynlyTsyADN5QrowK0BRFURSqGlrZmGVkXYaBY8ZaHOwEs2IDWJkcxqxRAf3efGi2WNmXU0lKppHN2SU0tloI8Xbh4elRLEsIZVTQtc9qf+hcFa/tzmXbiVKcHey4a2IY350axTBfN86U1fOX7Wc6pMOIDfLkx7dGMzcuiNHBnr0KbFvNVrafKOXR9zLal40O9mTx+FH8bP0Rfjp3VPsAiLYWSqvUMs5G+Lhdsgbttd05uDvZc9/Nkb28A8pAUgGaoijKN5TJYmXnyTLWZxjYcbIMk0USF+LFrxePYUl8CL79PAellJKjxhpSMovYeLiIivoWPF20nGnLEkOZFDkw0z5ditUq2Xq8lDdSc8goqGaomyM/nh3NtycPw3C+kTVphWzJLumQDuPnC2KZGxd0RXOJni2r50M9mWzbdE4Au56aSaSfO4cLqwHaR3DChVGclvYAzZ2vzlZ0efzCqkY+PVLMg1MiL9lHTbn2VICmKIryDZNdVMO6dAOfZBVR1dCKn4cz998cyYrkMEYHe/X7+QurGknJNLIhy0hueQNO9nbMivVneWIoM0cNzICDy2k2WdiQaeTN1FxyKxoI93Hll4vGMMzHjdQz5Sz+615Kapu7TIfRW02tWjLZtWmFHDxXhYOd4LbRgXi4OLAu3cArqxOI1OcGzSmvB7QRnG3s9QBN2tSgra9tptlkuehevrknFzsBD02NuqL7ogwcFaApiqJ8A5TXtfBJlpF16QZOltThZG/HbWO0Jszp0f79PpLvfEMrnx4tJiXTSLqeFmLScB++Ny2KBWODB01tTk2jiXe/zuftr85RUd9CdIAHSxNCsBOCv+44054OY3q0Pz8bO+qidBi9ccxYw5q0Aj7JLKKuxUyUnzvPzI/ljqQwhro5cvufU4kJ9GDR+JD2fc6W1eNgJxjme2GarPZEtVbt97Z1hvONHfLAVdS3sDatkOWJoQR5D3zSXqV3VICmKIpyg2oxW9h+ooz16QZ2nS7HYpXEhw/hd0vjWBwfwhA3p349f7PJwrYTpaRkFrHrVBlmqyQ6wIOfzRvFkviQAZuLsyeM1U38c08ea9IKaGy1ADDEzRHD+SbOlNXbpMMIZHqMP25OV/b1WdNkYmOWlh4ju6gWZwc7Fo4LZvWkiA7TPq1LN5Bb3sBr9yZ3mKMzp7yeSD/3DnNt2nXug6YHaPmVHQO0f+07R6vFysPT1bRO1wMVoCmKotxApJQcMWhNmBsPF1HTZCLQy5nvTYtiZXJov2fWt1glB3K1zv5fHCuhvsVMoJczD04dztKEEMYE9/8o0N44XlTLG6k5pNhMQN7G0V4LnnqaDqM7UkoO5lWxNq2Qz44W02K2MibYi98tjWNJQijerh1r4FrNVv687TRjQ72YGxfYYd3ZsvoO/c/gQg2a1XqhiROgwGYkZ32LmX/tO8fcMUEX7a8MTipAUxRFuQGU1DSzIdPI+gwDZ8vqcXawY25cECuSw5g60q9DLUxfk1JyoriOlCwjn2QZKa1twcPZgXljg1ieGMrkKN9+PX9vSSnZl1PJL1OOkat37m8T4ePG3LjAXqfD6Ep5XQsfZxhYm1ZIbkUDns4O3DkhjNUTIxgb6t3tfh8eKsRwvonfLRvbIZg1WazkVzYyb2xQh+3b7q0en+Hr7oS7kz35NiM5P/i6gNpmM99Xk6JfN1SApiiKcp1qNlnYeryUdekG9p4pxyohedhQXrhjHAvHB/d7EldjdROfZBlJyTRyulTrGzVzlD+/XBTKbaMDB0Vnf1tmi5VXtp/hrzvOdlge4u3CnRPCrygdRmcWqyT1TDlrDxay7UQpZqtkUqQPP5g1kgXjgi+bd6zZZOGvO84wYdhQZsZ0nMA8v7IRs1V2GCAA0BZDto3iFEIQ7uNGoV6D1mK28I+9udwc5UuCnqtNGfxUgKYoinIdkVKSUXCedelGPj1SRF2zmRBvF34wayR3JIUx3K/3qR16o6bRxOfHitmQaeRgXhWgBYW/WzaWheOC8XHv335tvWXVm1wf+tchmkyWDuuenBPD4viQ9hGSV6OwqpGP0g18dKiQ4ppmfN2deHDqcO6aEN6rJsV3D+RTWtvCn1clXhQoni3TRnB228SpB2igDRTI0aeA+iSziNLaFl5cGX9F16ZcGypAUxRFuQ4Yq5vYkGFgfYaRvIoGXB3tmT82iJXJYUyO8u3XfGEtZgs7T5aRklnEjpNltFqsRPm78+ScGJYmhLZ3Sh8szBYrB/OqeO9gAZ8dKe6wbkaMP/+zYlyfzEbQarby5fFS1qQVsFfPOzY92p9fLRrD7NGBve6z1tBi5tVdOUwd6cfNI3wvWt+WYiPqohq0jn3QQGuq3XWqHLPFymupOcSFeDEt2q9X5VGurX4L0IQQbwGLgDIp5Vh92bPA94ByfbOfSyk/19c9AzwEWIAfSym39FfZFEVRrgeNrWY2HythfYaBfTmVSAk3DffhsZkjmD8uGA/n/vsb22qVHDxXxSdZRj47Ukxtsxk/D2funTyMZYkhjAv1HlSd/ZtNFvacqWBLdgnr0g0XrX/rOxO4NTawiz1772xZHWvTClmfYaSqoZXQIa48PjuaOyeEEzrkygO/d/ado7KhlSdvj+lyfU5ZPcHeLhc998590AAifN1pMVt590A+ueUN/PVbF9fIKYNbf9agvQP8Dfh3p+V/klK+ZLtACDEGWA3EASHANiFEjJTSgqIoyjdIW2C0Pt3A50eLaWi1EO6jBQArksII9+nf2qrTpXVsyDTySaaRoppm3JzsmRsXxLLEUKaM8O33fGm9UdtsYufJMrZkl7DrVHl7eow2SxNC+NGt0X0yarGx1cxnR7Rksofyz+NoL5gzJpBVEyP6ZBBGTZOJ13fncNvoABIjhna5TU55/UX9zwDa4i5Lpxo0gGc3HWeYrxvzOw0sUAa/fgvQpJSpQojIHm6+FFgjpWwB8oQQZ4FJwP5+Kp6iKMqgUlDZyPoMAx9nGiisasLdyZ6F44NZkRTGxH6e8qikppmNh41syCziRHEt9naCadF+PD0/ljljAq8451d/qKhv4cvjpWw+VsK+nApMFtlhvaujPQ9MieQ7t0QScAVZ/W21TUW1Jq2QjVlF1LeYifJ35xcLRrM8KRS/PpwK6x97cqltNvOTOV3XnkkpySlvYGVy2EXr7DrNJAAwzCaQf3h61KAKrJWeuRafuh8KIe4DDgFPSinPA6HAAZttDPoyRVGUG1Z9i5nPjxSzLsPAwbwqhIApI/x4Yk4Mc+OC+jUwqm02sflYCSmZRvbnas2n8eFDeHbxGBbFh/Rp8HG1Cqsa2ZJdwtbsUtLyq5CS9qa+840mQBuJ+eDU4ayeFHHVTb81jSZS9GSyJ4prcXG0Y+G4EFZPCmfCsKF93lRYWd/CW3vzWDg+mLiQrtNvlNa2UN9iZkQXtYFttXcWmwAtxKapdUXSxUGdMvgNdID2KvA7QOr//i/wINDVu112sQwhxMPAwwARERH9U0pFUZR+YrVK9udWsi7dwOZjJTSZLET5ufPTuaNYnhja4Yu1r7Warew+XU5KlpFtx0tpMVsZ5uvGj2+NZlliaL+PAO0pKSVnyurZcqyEzdklZBfVAhAb5MkDtwynqqGF/bmVnG80ERvkySMzolg0PqRDdv0rOefXeVWsOVjAF8dKaDFbGRfqze+XjWVJQki/pix5bXcOTSYLP7mt69ozuDCCc4T/xc+orXLVtg/a6dK69teDLd2J0jMDGqBJKUvbXgsh3gQ+1X81AOE2m4YBF6d11o7xBvAGwIQJE7oM4hRFUQabvIoG1qcb+DjDQFFNM54uDixPCmVFUhhJEUP6rQO3lJL0/POkZBn59Egx1Y0mfNydWD0xnKWJoSSG99+5e8NqlRw2VLMlu5St2SXtCWSTIobwzPxY4sOHsPNkGe99XUB9i5lbRvjyx5XxTI/2u6ryl9U1sz7dyNq0As5VNuLp4sCqieHcNSH8kslk+0ppbTP/3p/P8sSwS/aVO1umBVxdbdPVKM5Xd+cAXQd0yvVhQAM0IUSwlLJtzPNy4Jj+eiPwvhDiZbRBAtHAwYEsm6IoSl+raTLx2ZFi1qUXklFQjZ2A6TH+PLNgNHPG9G8i17Nl9VoS2SwjhVVNuDjaMWdMEMsTQ5gW7X9VtU19pS0dxma9+bKkthkHO8HkKF8emDqc28cEUtNk4o3UXF7aegqLVbJgXDCPTB/BuLArD57MFiupZ8pZc7CQ7SfLsFglk4b78Pht0cwfGzygNU5/23EWi1Xy+OzoS26XU96Ap4sD/l00PXfOg3auooEvjmpftdV6E7By/enPNBsfADMBPyGEAfg1MFMIkYDWfHkOeARASpkthPgQOA6YgR+oEZyKolyPLFbJnjPlrM8wsiW7hFazlegAD56ZH8uyxFACr7Lj+qWU1TWz6XAxKZlGjhprsBMwZaQf/292DHPHBvVrWo6eajZZ2Humgs3ZJWw7UUp1owkXRzumR/vz07hRzB4dgLerIwfzqnjm46PsOFmGi6Mdd0+K4LvToq5qFGthVSMfHirko0MGSmqb8fNw4rvThrNqQvhFucUGQmFVI2vSClg1MfyyueTa5uDsqrawc5qNN/bk4mBvxz03RfD2V+eobzEPimev9E5/juL8VheL/3mJ7Z8Dnuuv8iiKovSnM6V1rMswsCHDSFldC0PcHFk9MZyVyWH9mjOsocXMluwSNmQa+epsBVYJY0O9+O+Fo1kSH3LVIxn7QlfpMDxdHLhtdCBz4wKZHuOPm5MDFqtka3YJr6XmcriwGh93J35yWwzfvnnYFc9Q0GK2sDW7lLVphew9W4Gd0JLVPrskjtmjA65pTeJftp9BCMEPbx152W1zyuuZ3mnqpzZtby2rVVJW28y6QwZWJIcxYZgPb391joLKRsaEePVl0Qe9VrP1iie3HyxUSK0oinKFzje0sulIEevTDRw21GBvJ5g1yp8VSWHcOjoAZ4f+aSozWazsPVNBSpaRrdmlNJkshA115bGZI1mWGMLIAM9+OW9vtKXD2JJdwldntXQYfh7OLEsMZV5cEJOjfNu/QJtNFt49kM8/9uRyrrKRCB83frdsLCuTwi47d2V3TpdqyWQ/zjBwvtFE6BBXnpgTw8rksH4diNFTueX1rM8w8J1bhl92VoPaZhNldS3d9lG7UIMmeeurc5itVh6ZHkV9ixmAgqqG6y5AM1us1DWbqWkyUdtsorbJ9rXpEsvN1DabaDVb+fmCWB6efv1ODq8CNEVRlF4wWaykni5nXbqBbSdKMVkko4O1GqulCaH4e/ZPegopJVmF1XySVcSmw0VUNrTi7erIHUmhLE8MJbkf0j/0luF8I1uyS9lyrIRD+VVYJYT7uPKdWyKZGxdEYsTQDgldzze08p8D+fxLz6AfH+bN3+9JYm5c0BUlfm1o0ZLJrkkrIKOgGkd7we1xQayeGM6UEX79mkuut/607QzODvY8NuvyAURO+wjOrgO0tj5o1U0m3juQz/xxwUT6uVPTpPU/K9AnTR9IUkrqW8zUNpsvBFRNJmrbgi49qNJem9sDrLZt2oLL7tjbCbxdHfFycaC8roUGmyTF7k72LE4KY/7Y4P6+zH6lAjRFUZQeOFFcy7p0A59kGamob8XX3YlvT45kRXJot7mr+sK5igZSsoykZBo5V9mIk4Mdc0YHsjQhhJmjAq5pM46UkrNl9Ww+VsKW4yUcM15Ih/HDW6OZFxfE6GDPiwLHwqpG/rk3j7VphTSZLMwa5c8jM0Zw03CfXgeZUkoOG2pYm1bAxqwiGlotjAzw4L8XjmZ5Yii+gyifW5sTxbVsOlzEYzNH9CjfXHeTpLdpC9D+sz+fuhYzj87Qgj5vV0eGuDmSX3llAVqzydKxZuqiGizzJWuzrJfJs+Dp7ICXqyNero54uzoQ4eOmv3bEy8URL1cHm9f6clcHvFwcqW4ysTGriJRMIw2tFhzsBDNi/FmWGMptowOvuOZ1MFEBmqIoSjcq61v4JKuIdekGjhfX4mgvmB0byIrkMGaO6r+RkJX1LXx6pJgNmUayCqsRAm6O8uWxmSOZNy6oX3NyXY7VKjlirGHzsZIu02HMjQsispt8aseMNbyemsvnR4uxE7AkPpSHp0cxKqj3TbLVja1syDSyNq2QkyV1uDras2h8MKsnhZMUce1rEy/l5S9P4+niwCM9bH7LKW/Ayd6O8KFdN4W2VQwaq5uYFu3Xnh7EbLHi6eLA3rMVHDFUt9dUdVeD1bmWq9VsvWS5XBzt8HJpC5wc8fNwYoS/uxZ0uXQMqNq2aXvt4eLQ61rSmkYTnx/TBsF8nVcFQPKwofxuaRwLx4dccT/FwUoFaIqiKDZazVZ2nCxjXbqBXafKMFsl48O8+c2SOJbEhzC0n74EmlotbD2uZfZPPVOBxSqJDfLkmfmxLEkIuWw/pf7Ulg5jS3YJW7pJh9Hd6FQpJXvOVPB6ag5fna3Ew9mBh6YO54Epkb2+JqtVciCvkrVphXxxTBshGx/mzfPLx7E4PhjPaxi49tThwmq+PF7KE3Ni8Ha7dHmllDS0WthzppxWi5X0/PNd1lwV2NSQ7TlTwS0vbL+omXDJ37666Pi2zYRtNVQh3q5aUNUhyNK2sQ2yvFwd+q2Ppa0Ws4WdJ8vYkGlk50ntPkT5u/PEnBiWJoQwzPfGzfMmbOfuut5MmDBBHjp06FoXQ1GU65yUkmPGWtalF7LxcBHnG034ezpzR2IoK5LDiAnsn073ZouVfTmVpGQZ2XKshIZWC8HeLixNCGVZYgixQdeuY7dtOoztJ0o532jC2cGOGTH+zI0LYvboAIa4dR+smixWPjtSzOupuZworiXA05kHpw7n7psiel0DWFrbzLp0Ax8eKiS/shEvFwfuSArjrgnh10Xn94YWM8U1zdQ0mVjx6j4Anp4Xi1XKy9Zm9aSZ0KoHcgBzxgS2Nwt6uzryemoOja0WXrs3GR93pw7Nhm5O9oOyptFqlRw8V0VKppHPjxZT22zGz8OZJfEhLEsM6ddR0f1NCJEupZzQk21VDZqiKN9YZbXNpGQZWZdu4HRpvda/a0wgK5PDmDbSr18mmJZSkl1Uy4ZMIxsPF1Fe14KniwOL40NYlhjKpH6eGP1S6ppN7DhZxtbsUnaeKmtPhzE7NoB5Y4Pa02FcSkOLmTVphby1Nw9jdRPRAR78ceV4liaE9KrGxWyxsutUOWvSCtl5SksmO0UXYAIAACAASURBVDnKh5/cFsO8sUGDdvoiKSXG6ibS88+TkX+eQ/nnOVFce1Gg9YfNJ4ELzYRtNVh+Hk5E+bu3B1GuTva8uOUUIwM8+M2SuA7BV1sz4dq0Ap5ef5TkYUN5874L3/3ZRTXsOFXG4cJqkiKGDIqUK5dyqqRO+1xkGSmqacbN6f+zd97xVRV2/3+fm733vNl7QSZTCAIyZAgIira2tbWOPlVrH1ertVv7tD7Wp78Oq612t9ASCCjKEIEAikAmSQjZ496sm31zk5u7zu+Pm1yIGdyEhOV5v175I2fdc5N77vme7/h8bFibHMjmdDmLo30+d4bvUoAmISHxuUKrN/LhhTZ25SvIq1RhEiE9zJOXt6SwYU7wFctO06Wpa4C9RUr2FCqpUWmwsxFYkeDP5jQ5yxP8r1vAcbkcxsfVneiMpgnlMCajXa3lLx/X8/fTjfQO6pkf4c2PNyWzPN5/SgFnQ6fGIibbrh7Cz82BR7KjuDcr9IbxCr0cvdFEeXMf+Q3dlp/WPi0AzvY2pIV68s3lMcT4u/KtHUUAvPfEEgLcHa0qE1a2qXn14EWeWBHDbTG+Y9aLosibx2sBWJnoD5gzjv978CK7ChR4Otnxk80pszZdfLW09A6yr6iZPYVKKlrV2MgEsmN9ef7OBFYlBVzxgeBW5vP7ziUkJD43iKJIYVMPOfkK3i1upk9rIMjDkceWRbM1M2RC+YKrpVujY/95c1PzuYZuAOZHevPQkijWzQmctEQ4m0wkh/GVxeHjymFMRo2qnz+eqCWnQIneaGJNUiCPLIsiI8zL6vPR6o0cKm9jx5lGPq7pRCbA8nh/ts8LZXnC9RWT/SzdGh0FjZeCsWJFD1q9uZle7unE/EhvMsO9yAz3IiHQzZL1yatUAfDjTclT8vi8ksTGyeoOy6DGoM7Irz6s4vfHazCYTDy8NIpvLo/Bw+nG6s3rHdRzoLSF3MJmTtd1Ig4/JP3ormTWzw2yarL184AUoElISNyytPQOsrtASU6BglqVBkc7GWuTA9mWGcqiaJ9paW1dCa3eyJEL5qbm45Xt6I0isf6uPLsmnk1pwYR4Td+qaLpMVw5jMvIbunnzeA2HL7RhZyNjW2YIDy+NmlKWq6K1j51nm9hTqKRnQE+otxPPrI5jW2YogR7XvxwniiI1Ks1wqbKL/IZualTmYMhWJpAc7M7988PICvcmI9xzwqEHURR57dBF5J5ObJ8XOqVzGJHYiJrA9PyNYzV4OtvRM6Dn1x9VA7BuTiDPr024oRrohwxGjl1UsbdIyYcX2tEZTET6uvDUSnOz/0STv59npABNQkLilmJQZ+RgWSs5BQpOVncgijA/wptHs6NYN2d2Jv2MJpFPa83N/h+cb0U9ZMDfzYEHF0ewOV1OUpD7NW9qHtEHO1jWysHSS3IY6VbIYUyEySRypKKdN4/XcK6hGw8nOx5fHsOXF0VYXULrHzLwXnEzO842UdTUg72NjNXJAdw3L4zF0T7XVUx2UGekRNHDueH+sfzGbovZuIeTHZnhXtydEUJmuBepIZ5Wa20dLm+jWNHLL7bOnfLkY42qH7mn07ilvqKmHj6u6Ry1bNdji8iK8J7Sa8wWJpPIuYZu9gw3+/cO6vFxsecL88PYnC4nNeTmbfa/FkgBmoSExE2PKJpvBLvOKdh/voX+IQMhXk48sSKWrRnyWcskXGjpI7dQyd6iZlr7tLg62LI2JZAt6XIWRs1Ohm4yDEYTZ+q7OFjayqHyNlp6tdjIBBZF+fDV2yJYlRQ4rczUkMFIbqGSt/JqqVFpkHs68YONSdybFYqLFSbcIyXmnWeaeLekmQGdkbgAV17akMSWdPl1069q7dVe1jvWRVlzH4bhbv5oPxdWJwUMlyu9ifJ1mVbwaDKJ/PJwJZG+LtydIZ/y/tWqfqLHEaitUfWz+bdm6Qx3R1v6tAaeXBl7QwRnlW1qy3Wh7BnEyc6GNckBbE6Xs2SWhm9uRaQATUJC4qalqWuA3QVKdhcqaOgcwNnehnVzgtiaEcKCyNmZhmzuGWTvsIL5xTY1tjKB2+P9eHF94nVRMJ9IDiM7zo9nVsdfUQ5jMnoH9fzj0wb+dKoelXqIpCB3fnVfGuvnBFl1k+3W6NhdqGTn2UYq2/pxtrdh49xgts8PJT3U85pmTwxGExWt6lHN/MqeQQAcbGWkhnrySHYUmeFepId5zVjQ+N75Fipa1fzqvrQpByYmk0hNu4b5830sy7o1On51pIo/f1wPmLXMzrx4BwkvHYDrKJvV1qe1NPuXt/RhIxNYEuPLs2viWZUUYFUgLzEa6S8mISFxU6EZMvBBaSu78ps4XWtWE18c7cOTK2JZmxI4KzeC3kE9H5w3K/vfCArmMyGHMRnNPYO8c7KOf51pRKMzsjTWl9fvTeO2GJ8rBlUmk8gntZ3sONvEwdJWdEYTaaGe/M/dc9iQGozrNbpR9w7qKWy8JHVR1NTDwLBWWIC7A1nh3nxtSSRZ4V4kBrnPimWWwWji/w5XEh/gxsa5wVPev6VPy6DeSLS/C0MGI3/9uIFff1Q1SoD20xdW4mhng41MwHiNAzS1Vs8Hpa3sLVLycY252T811JMfbExiw9zgG3Zy9GZBCtAkJCRueEYU5HPylXxQ2sKAzki4jzNPr4pjS4Z8VhrvzQrmKnILlXxU0W5WMPe9fgrmHf1DfFjexoFx5DDWJAeyyEo5jMmoaO3jreO17CtuRgQ2zA3i4aVRVk0dtvZq2ZXfxM5zTTR1DeLhZMcXFoRx3/zQWRfcFUWRhs4B8oeDsYKGbirb1Yii2QYpMcidbZkhlulKuafTNcne7S5UUtuh4c0vZU4rmzsyIFDV1s+qX+bR2DXAsjg/HloSyUN/Oct988IsE48ygSuK2s4EOoOJ45UqcouUfFjexpDBRLiPM0+siGVzWjBRszQR/XlECtAkJCRuWOo7NOwuUJBToETZM4ibgy2b0oLZOtyoPdM3WZNJ5Gx9F7lFSvaXjCiY2/PFhWFsSZdfcwVzixxGWSvn6i/JYXx5UThrU6YmhzERomjOeL15vJbjlSqc7Gz40qJwHloSecXAV280cbSinZ3DYrIm0ZzNfGZ1PGuSZ09MVqs3UqrstZQqCxq76ejXAeDmaEtGmBfr5waRGe5FWqjndSmv6QwmfvVhFXNDPFidFDCtY+wuUADw54/riQ9w4y9fm8+yOD9e3l+OSYRHsqMs28oEAdMsZdBEUSR/uNl///kWegb0eLvYc9+8UDaly695ufrzghSgSUhI3FD0afW8X9JCToGCs/XdCAIsifHlubWzd9Mfr6l5bYpZwfy2a6hgPpEcRnyAWQ5jTXLAjE2EGowmDpS18ubxWs4re/F1teeZ1XE8sDD8ij1r9R0adp5rYle+ApV6CH83B75xezT3ZoXOSmZRpR6yNPLnN3RTquxDZzRrj0X4OJMd50dWuFl/LNbf9bpOgo6w82wjyp5BXrl7zpT/X8qeQX5xoIK9Rc0AvLJlDvdmhWBrI6N3QM8/P21kw9wgQr0vBdAyQcA0wym06nY1uYXN7C1W0tQ1iKOdjNVJ5iGYJbG+N5Q+3a2IFKBJSEhcd4wmkVPVHeQUKDhQ2sqQwUS0nwvPr01gS7p8VjSxxmtqXhp77ZuaZ0MOYzIGdUb+k9/EH0/U0dg1QKSvC69smcPdGfJJg1+t3ixfsuNME5/UdmIjE1ge789980K5Pd5vxoJYo0mkql3NufpLUhcNw2bg9jYy5oR48NXbIsgI9yIjzOuG7HPS6o38+qNq5kV4kR07Vv1/ItRaPW8cq+Htk3WWZQmBbnxhQZjl97+drkejM/LYsuhR+9rIhBkpcbb3adlX3ExukZJSZR8yAW6L8eXbd8SxOjnwmvUQSkgBmoSExHWkur2fnAIFewqUtPZpcXe05Z6sELZlhs6KRpJaq+dAaSu517mpebbkMCajs3+Iv37SwF8/qad7QE96mCcvrEtkVVLApGXSCy2XxGR7B/WEeTvz7Jp4tmWGEDAD3o79QwaKGnuG+8e6KGrsQT3cBO/rak9muBdfXBBGZrg3KXL3KeuIXQ/+9kkD7eohfn1/ulWfYYPRxM5zTbx+uJKOfh2b04J5dm0Cm35zktQQT8t2gzojfzpVz+3xfiQGje7rEwRzcDsd+ocMHBy+Lk5Vd2ASYY7cg5c2JLExNQh/t+svGvx5RArQJCQkrim9A3r2lTSTk6+gqKkHG5nAsjg/XtqQxMrEmfek1BlM5FWq2HNZU3OY97Vvah6RwzhY1sqHMyyHMRkNnRr+eKKO/+Q3odWbuCPRn0eXRZM1SQ+fWqvn3eIWdp5tpFjRi72NjLUpgdw3L5SFUdMXkxVFEUX3IAWN3ZyrN/ePVbSajcQFwVzK3ZgWTNZwM3+Yt/NN19vUP2TgjeM1LI31ZUGUzxW3P16p4uX95VS29TMvwou3vzKP1FBPegZ0dPTriPa/lD39T34TnRod3/hM9gzMGTRxCj1oeqP5usgtauZweStavYlQbye+uTyGTWlyYsbRXpO4tkgBmoSExKxjMJo4UdXBrnwFh8vb0BlNxAe48eK6RDalB8/4E7ooihQ0Djc1l7TQPaDHy9mO7fNC2XwNm5rVWj1HL6o4WNrKsYvtaHRG3BxsWZnoz5rkQJbFX50cxmQUN/XwVl4tH5S2YCMT2JIu55HsKGL83cbdfuRvtuNME++VtDCoNxIf4MYPNiaxOU2O1zSkRHQGE2XNvZZG/nP13bSrhwBwsbchPcyLx1fEDmuPeeI+Cy4P15o/n6qjS6Pj6dXxk253sVXNy+9fIK9SRbiPM79/IIM1yYGWz2WNyjzBORIoGYwm3sqrJSPMk/mRY8VoZcKVZTbM/+Mecoeb/bs0Oryc7bgnM5TN6cFkhM384I3E9JECNAkJiVnjYqvaXMIsVKJSD+HlbJZe2JYZQnLwzNsf1aj62VuoJLeomcauARxsZaxODmRLejBLY/2uSVPziBzGwbJWTl0mh7FpBuUwJkIURY5VqnjreC2f1Hbi5mjLI9nRfPW2iAnLkV0aHbsLFOw820RVez8u9jZsTg9m+7ywKZeZuzQ6i+5YwbCR+JDB3Mwf4uXEomgfssK9yAj3Ij7A7ZZTlO8d0PNmXi13JAaQFuo57jYq9RC/PFzJzrONuDrY8r31iXxpUfiY0u2IxEaMnzmg3n++BUX3ID/YmDzu/8Q8xTn+eY13XaxKCmBzmpzsOL9Z+zxKXB1SgCYhITGjdGl07CtSsqtAQamyD1uZwIoEf7ZmhrA83n/GbwYq9RDvDjc1lyh6LU3NT640Tz3OhvfmZ7kWchiToTOYeLe4mT+cqKWiVU2guyMvrkvkvvmh475/k0nkVE0HO842caisFb1RJCPMk19sncv6uUFWDUiYTCK1Hf2WUmV+Q7dlwMFWJpAs9+CBheEW7bGZ6Fe70fnDiVrUWgNPr44bs06rN/L2yTp+d7SaIYOJryyO4MkVsRNmJmtUGuxtZci9nBBFkTeO1RDr78rKBP9xt5cJjJriHO+6WBx9ba8LiatDCtAkJCSumhE9rJwCBR9VtKM3iqTI3fnBxiTuSg3Gx3Vmm+81QwYOlbeyp7CZk1UqTCKkyN353vpENqYGz3owMCKHcbCslQNlsyuHMRlqrZ4dZ5p451QdLb1a4gPceO2eVDamBo8bCLf0DvKfc+ZsmbJnEE9nO760MILt80KJDxy/9DnCgM5AcVPvcKmyi4LGHnoHzUbiXs5mI/FtWSFkhXszN8Rj1jTQblQ6+od451QdG+YGjWrgN5lE3i1p5ucfVNDcq2V1UgDfuTPhir2P1e39RPm6YCMTOFrRTkWrmv+9J3XC/j8bmYB6yMCeQsWo6yI5eOavi3a1ljqVhvmR3lJJdBaRAjQJCYlpIYoiZc195BQo2FvUTJdGh6+rAw8ujmBrZsiMq8cbjCZOVHeQW6jkUFkbg3ojck8nvnF7NJvT5MQGTB5gXC2iKFKi6OVAWSsHy1qpVV2Sw/jOsBxG5AzKYUxGe5+Wd07V849PG1BrDSyM8uaVu+dwe5zfmBum3mjiyIV2dp5t5Hil+aa9JMaX79yZwOrkgAmnIlt6By3ZsYLGbsqa+yxTgjH+rtyZEkjGcHYsytflc3+j/v2xGrR6I99edSl7dra+i5++V06xopcUuTuv3ZvGougrDw6AuSw54uDwxvEagj0cuSt1rF2U3mjiZFUHLb1a9pe0sL+kZcavC53BxLmGLvIqOzheqeJCi/mB5JPvriDIw+mqjy8xPlKAJiEhMSVU6iH2FinZla+golWNvY2MO5L82ZYZQnbszOlhwSWNsNxCJe+VNNPRr8PDyY4tGXK2pMvJDPOaVVHSETmMQ8Ply1FyGItnRw5jMqrb1byVV0tuYTMGk4k7U4J4JDuK1HH6neo6NOw420hOvpKO/iEC3B345vIY7s0KHSVwCub3eaFFTX5Dl6V/rLlXC4CjnYy0UE8eWxZFVrg36WGeszJtejPT2qvlr6cbuDsjhGg/Vxo6NfzPBxV8UNpKoLsjr92TypZ0udWfVa3eSFPXAJvT5OQ3dHGmrovvb0iyZEVFUaSoqYe9Rc28W9xMp0Zn2fc/jy2akeuioVNDXqWK45UqPqnpRDPsYwrg6WzHK1vmSMHZLHPFAE0QhCBgO7AUCAYGgVJgP3BInMpcr4SExE3JkMHIkQvt5OQrOFapwmgSSQ315CebktmYGjzjN+yGTg25heb+mboOcy/OHYn+bE6Tsyzeb1a1sK6XHMZEiKLIuYZu3jxew4cX2nGwlbF9XihfXxo5RrVfqzfyQWkLO8408WldFzYygZUJ/tw3P3RU8Nw7oKegqZv84QxZUVMPg3rzDTjQ3ZHMCC8eHs6OJQa5S4rxV+A3R6sQRZEHF0fw0/fK+csn9djZyPjvVXE8vDQKJ/upfV7rOzWYRIj2d+WNY7V4Ottx3/xQ6jo0w44XSuo7B7C3lbEqMYBNacH8cF8Z8yK9mRcxdsLTGjRDBk7XdnK8UkVepYr6YXHgUG8nsuP8OF6pYkBnZGmsL69uS72mDyafVyYN0ARB+AMQhTkY+xXQDjgCccBm4AeCIDwniuLJ2T5RCQmJa8tISW9XvoJ9xc30DuoJcHfg4aVRbMuUTyjXMF06+4fYf76FPYVKCht7EARYGOnDN5ZFsyYlEA+n2Wtqvp5yGBNhNIkcLm/jzbwaCht78HK241srY/nyovAxPX1lzb0WMVm11kC4jzPPrY1nW0YIfm4O1HVo2FOotEhdVA1PCNrIBJKC3Nk+L5SMcC+ywr0I9pSyIlOhqWuAv59uBOCBtz+ld1DPvZmhPL06Dv9p9nyNTHCKosiHF9rwdLbj/j98SnGT+bpYFOXDfy2PYW1KoEWa5GcfVEzJSUAURSpa1ZaA7Gx9F3qjiJOdDYuifXhwcQTL4v2pVfXzfE4JBpPI9zck8eDiiBvCSuvzwJW+cX4jimLxOMuLgH8LguAIhI2zXkJC4ialtVfLnkIlOQUKqtv7cbCVsSY5kK2ZISyJ8Z3RacRBnZHDF9rILVSSV6nCYBJJCHTjO3cmcFdq8KwGCxPJYdyVJmdtyuzKYUyGVm9kd4GSP56opbZDQ6i3Ez/elMw9maGjMjF9Wj37iprZebaJ88pe7G1lrEsJZFO6HBd7W/IbunlhTykFjd10DZfA3B1tyQj3YlNaMBnhXqSGXB8j8VsFURTZ8OtL+YnkYHdeXJdEUvDV9V+eV/YC8K0dRQD0DOgJ8jDxwroE7kod3/rss1Oc49Gt0XGiuoO84aBsRJMuIdCNr94WybI4P7IivHCwtWFQZ+Tl98v5++lGEgLd+MfXF15xkERiZpn0yhwvOBMEwQOQi6JYLoqiFqicrZOTkJC4Nmj1Rg6Vt7ErX2GZ/soK9+Jnd89h/dygGRUQNZpEPq7pYE+hkoOlrWh0RoI8HHloaSSb0+RjLGxmEkX3AIfK2jgwjhzGmpRAMmZZDmMyegZ0/P10A3/+uIGO/iHmyD34zRfSWZscaClNjpQ7d5xpYv/5ZrR6E76u9iyM8ibUy5lqVT+P/PUceqP5Rh3p68KKBH+L1EWM341hJH4rUKrs5Wt/PmuZZH3nwSyWx/tPe1jCYDRxsrqDvcP+sJdz8KnsKwZHZh200QGawWiiWNHD8eHm/hJFD6IIHk52LIn1ZVmcH9mxfmMCvhJFD0/tLKJWpeGR7CieXh13U1hs3WpY9egkCMIRYAtgAxQDXYIgHBZF8dnZPDkJCYnZY0Q5fle+gvdKWlBrDcg9zVYvd2eEzOhE4sjE555CJe8WN9OuHsLN0ZYNc4PZnC5nQaT3rAUO1e1qDpReXzmMyVB0D/D2yTp2nm1iQGdkWZwfjy6LYlGUj+W8OvqH2FOg5J9nGqkb1hoboaNfR0d/FwW2PaSGePC1JZFkhXuTEeY54/ImEuYM86sHL7K7UMFIPPTpCyunJWEx0kaQW2S+Ljr6dbg7XrotywQ48fwK5FZkkm1kAkaTSEvvoKW5/2RVB31aAzLB7Dn7rZWxZMf5kRriOe6DiNEk8vvjNbx+uBJfVwf++fUFLI6x3uxdYmaxNrftLYpinyAIDwF/EUXxJUEQSgApQJOQuMlQ9gyyp0BBToG5Ad/JzoY75wSyLSPkqnwWx6Opa4B9xeaMQHV7P3Y2Asvj/dmSLmd5wsz7bsKlm96IRtn1lMOYjLLmXt7Kq+W9khYE4K7UYB7OjrJkEI0mkQPnW/hOTonFPPxy/NwcLJ6VGeFepAR7SIrws4hmyMCbebW8lVeDyQRLY/3Iq1Tx+PKYKQdnI0Mwe4uU1HZosLeRsTLRn01pcm6P9yPhpQMAbE6XXzE40+qNnK3voqJVTUWrmkPlbQAEuDuwNiWQ7Dg/lsT4XnGwpalrgG/vLOJcQzfr5wbxyuY5eDhLYrbXE2sDNFtBEPyAe4Dvz+L5SEhIzAIDOgMHSlvZla/gk9pORBEWRHrzX7dHc+ecIFxnsA+pZ0DH/vMt5BYqOVvfDcD8CG9e2TKHdXMCZ2UCciI5jIVR3tdFDmMiRFHkVHUnb+bVcKKqAxd7G766OIKvLYkkyMORpq5Bfnu0mlcPXhyzr52NwPZ5oWSFe5MZ7kWIl9PnXnvsWmA0ieTkK/jfQxdpVw+xYW4Qz69N4EfvluPmaMvDS6OsOs7IEExuoZKCxh4AFkZ58+iyKNamBFmGYJq6Biz7PDaOKbooitSoLklgfFrXiVZvsqx/YV0Cy+L8iQtwterzIYoiuwuU/GBfGQLw+vZUNqfJpc/WDYC138ovA8eBk6IonhEEIQqom73TkpCQuFpMJpEz9V3k5Ct4/3wLGp2RMG9nnloZx90Z8jFaWFeDVm/ko4p29hQqOXbR7CQQ4+/Ks2viuSs1eEZf6/LXPFXdwYHSsXIYT6+O545rLIcxGQajif3nW3grr5ay5j783Bx46o5YUkM9qW7r56XcUo5UtI/ZLy7Ale/cmcC8CG/Jmuc6cKq6g5/uv8CFlj7Swzx544FMMsO9KGrq4cMLbTyzOm7SLNN0hmBGBgQ8ne2IGxaZVWv1nKruJK9KxfGLKpQ9gwBE+bpw37wwlsX58cr7F5B7OfFI9tigbiJ6BnS8mFvK/pIW5kd489q9qbNyrUpMD6sCNFEUdwA7Lvu9Ftg0WyclISExfRo7B8gpULC7UEFT1yCuDrasnxvEtsxQ5kV4zdiTsckkcrquk9xCJR+cb0U9ZMDfzYGvLIpgc7p8VszQLXIYZa0cq7gkh7Ei0Z+110kOYzIGdAZ2nm3i7ZN1KLrNN1UvZzuCPBz53bEadAbTmH1WJwXwvfVJhPlIN8rrRXV7Pz97/wJHKtqRezrx6/vT2TA3yPJ5fu3QRbxd7Hnwtsgx+17tEMzL+y8A8JVFEfz2aDXHL6ooaOzGYBJxdbBlcbQP37g9mmVxfqOCqV8dqZqSzMap6g6e/ncxHf1DPLc2nkezo6/bgIzE+Fg7JBAGPA5EXL6PKIp3z85pSUhITIX+IQPvl7Swq0DBmbouBAFui/bl6VXxrEkOnLJQ5mRcaOkjt1DJvuJmWnq1uNjbsDYliC3pchZF+8z4l3xn/xAfXmjjQOnlchj2110OYzLa1Vpeyi3lYFnbmHXdA3q6B3pHLVubHMj2YTFZ6SZ5/ejsH+JXR6r4x6eNONvZ8J07E3hwccSoXsnTtZ2cqOrge+sTLa0BoihSquwjt8h8XaimMQSjUg9xtKLdkh371ZEqwOwx+0h2FMvi/MgI95pQNNgamQ0wZ57/9+BF/niyjig/F/Z8+TbmhHhY9feRuLZY+6i5D/grcBgY+8gnISFxzTGZRD6u6SSnQMGB0lYG9UaifF14dk08W9LlM6oh1twzyL7iZnILlVS0qrGVCSyL8+OFdYnckRgwowEgmAcZDg5PXo7IYYR43RhyGOOhGTJQ3NRDToFZP+6zrEoKwMFWRnV7P7UdGnQGE5G+LmyfF8rdGXL83a5/f9znmSGDkT+fquc3H1UzoDfyhflhPHVH7JgpWFEUee3QRQLcHXhgYThNXQPsLVKyp1BJjUqDnY3AigSz48WVhmD0RhP5Dd2WXrKy5r5R61/fnsqSGD/83KybxLWRjZXZ+CwVrX08taOIilY1X1oYzgvrEmf82pWYOawN0HSiKP5yVs9EQkLCKmpV/eQUKNhToKS5V4uboy1bMuRsywwhPdRzxsqKvYN6DpSalf0/retCFCEjzGzvtH5uMN4uM9vfNSKHcbCszdKHEx/gxuPLY1iTEnjd5TBGEEWR5l4t+Q3d5Nd3kd/YbZHvuJz/uj2atSmBFDX1sPNsE2XNfTjYytgwJ4jt80KZH+l9Q7yfzzOiKLL/fAs/P1BBU9cgKxL8eWFdwoQuGXlVHZyt7yYh0I0H/vgp5xqGh2AivXloSdQVh2CaugY4fpm/Zf+QARuZQGaYF0+viuO1w2ZZ9zIbjgAAIABJREFU0fvmhbIlPWRK70UQBIuZ/WcxmUTeOVXHLw5cxN3Jlj89OI/lCf5TOr7EtcfaAO3XgiB8DzgIDI0sFEWxZFbOSkJCYhS9g3reK2kmJ19BQWMPMgGy4/z47rpEViUFzJhcxZDByLGLKnILlRypaEdnMBHl68K374hjU1rwGO/Hq2EiOYy00BtLDkNvNFHe3GcOyBrN/pWtfdpxt31gYRhProilvnOAHWcauef3nzBkMJEU5M5PNiVzV5p8Vi2rJKynoLGbn75XTkFjDwmBbvztofksjfUbd1ut3sjh8jae+FchABWtauICXHlurXkIJsRr/H7BAZ2BT2u7LHZKtcMadnJPJ+5KCyY71o/FMT64O9pxuPxSOTzG33XK78dmggCttVfLM/8p5mR1B3ck+vM/W+fiK+nj3RRYG6DFAV8H7uRSiVMEsmfjpCQkJMzNxieqVOzKV3CovA2dwUSsvyvfvTOBzenyaQljjofJZFan31Oo5P3zLfQO6vF1tecL88PYki5nbojHjGV6DEYTZ+u7OVjWyqGyVppvQDmMngGdxbMyv6GbYkWPRcZA7ulEWqgnip4BS9Ys2MORh5ZGcUeiPwdKW7nvrdPUdmhwc7DlnqwQ7psXRopc6vG5UWjqGuAXBy/ybnEzfm4O/HzrHLZlho4pmRtNIqdrO9lTqORAaSv9w1p03i72/P2hBSQGuY25LkRRpLKtn+OV7eRVdnCmrgud0YSjnYyFUT48sDCcZfF+RPm6jNpXFEXeOFZt+X06AZpMBjrj6ADt/fMtfHf3eXQGE69smcP980OlrO1NhLUB2r1AhCiKQ1fcUkJC4qqoalOza7iE2a4eMhslzwtla2YIc+QzFyxVtanZU6hkb1Ezyp5BnOxsWJMcwOZ0OUtifC32QlfLZHIY/706npUJ/njNcLnUWkRRpLZDQ/5wMHauoYua4UyejUwgOdid++eHkRnuRXyAGx9VtPPOqTra+oZICHTj60uj8HCyIydfwc/ev4DBJDIvwov/Wh7DujmBN9RE6eedPq2e3x2t4Z1TdcgEeHJFDI8uix7lRTrieLF3uNm/rW8INwdb1iQHklOgIMLHmQ//e9moa6NnQMdJi79lhyW7GhfgypcXmQOyeRHek2a5z9Z3U9DYQ2KQOxda+oj2m0aAdpnVk1qr54f7yskpUJAa4sHr29OImsYxJa4v1n57lABuXFbelJCQmDm6NTreHS5hFit6sZEJLI/3Y1tmCMsT/GfMB6+tT8u+omZyi5SUNfchE8yK6M+uiWdVUsCMGWffqHIYgzojJYoeS6myoLGb7gGzl6KHkx2Z4V7cnRFCZrgXc0M8cLa3pbVXy59O1fGdnPP0Dxm4LcaHp+6Io6VnkNcOXaSlV4uPiz1fWxLJvVmh08p+SMweBqOJf51t4v8OV9Kp0XF3hpxn18QT5HFpiGbE8SK3UEnVsOPF7fHmZv+Vif4cLGslp0DBf6+ORxAEChq7OX5RRV6ViuKmHkyi2Yg+xt+VQA9H7s6Q8+VFEVaf4xvHqvF2sScjzJO6jn6rrJ0+i0wQzNnw+i6e2llEc88gT66I4YmVsRNOfkrc2Fj7DekDVAiC8Cmje9AkmQ0JiWmiN5o4flFFToGCDy+0oTeKJAa589KGJDalBc9Yn4haq+dgmVks81RNB6IIqSEe/GBjEhvmBls9JXYlJpPDWJMcwOJo32suh9HWp7WUKvMbuylT9mIY7tOJ8nNhVVKAxUg8yne0kfjFVjVv5dWyr1iJ0SSyOimQSD8XSpW9vLDnPADZsX58f0MSKxMDbjipj887oihy7KKKl9+/QHV7Pwsivfnz+iSLpMSI48XewmbO1HcBMC/Ci59uTmH9nCBLVtdgNPHd3eb/94HSFl7KLaV3UI8gQEqwBwsifTCKIt0ancUhwNnexuoA7UJLH0cvqnh6VRz5jd1jPofWYhJFihW93PvmJ8i9nPjPY4vIDPee8nEkbhym4iQgISExA5Q395FToGBvkZKOfh0+LvZ8aWEEWzPlJAfPTK+S3mgir1LFnkIlh8vbGDKYCPN25okVsWxOC56xcseIHMbBslbOXmc5DIPRREWrmoLG4XJlfbdFU8rBVkZqqCcPZ0eRGWb2rhxvClUURT6t6+KtvFo+qmjH0U7GgkgfXB1sOVPfxYGyVoI9HPnWyljuyQqdVqZDYva50NLHK+9f4ERVB5G+Lrz5pUxWJwUwZDDx/vmWKzpeDBnMZfnjlSreyqu1HPdsfTfpYZ6A+RorUfSi1hqwlQlkRXjRPWBP94CeF9YlWn2ubx6vwWU4oNt5romMMK8pv99aVT8nqjoA2JoRwvc3JknOE7cA1joJHJntE5GQuJXp6B9ib5G5hFne0oedjcDKhAC2ZYawLN5vRkoQoihS0NhDbqGS90qa6R7Q4+Vsx71ZoWxOl5MRNjMSHNXtag6WmTNl11MOo0+rp7CxxyJ1UdTYg0ZnBMDfzYGsCC++tiSSzHAvkoLcJ81wGU0iB8taeTOvluKmHpzsbAjzdsbORuBkdQe2MoFVSQFsnxfKUklM9oalXa3ll4cq+fe5Jtwc7fj+hiS+sCCMgsZuns8pmdDxAqCuQ8OfT9VxvFLF6douBvXGUcdelRRAa6+WYxdVgNms/s6UQJbH+3NbrC8FDd08+KezfHN5tNVDIU1dA7xb0sLXbovA3laGsmeQezJDrX6/oijyzzON/PS9C5Zlr96TavX+Ejc2kwZogiAcBf4N7BVFsfmy5bbAYuArmP05/zSrZykhcROiM5j4qKKdXfkKjl1sx2ASmRviwY/uSuau1OAZa4yvUfWzt1BJblEzjV0DONjKWJUUwJZ0OdlxVx/8XS6HcbCs1dJEfy3lMERRpKFzYJTURWW7GlE0K6gnBrmzNTPEUq6Ue1pnJK7VG/lPvoI/nqilofOSSbXeaKKxa4AoPxdeWJfA3RkhkjTBDcygzsgfT9TyxvEa9EYTX70tkjsSAzh2sZ3bXz1Ga99Yx4tBvZGPqzv415lG8qpUNHWZs60RPs6sSgpAEGBvkeW2x5ELbaSHefHM6jhuj/cnKcjdUorsHzLw4p5Sov1ceGJFrNXn/YcTtcgEeGhJFLUd/Yii9ROcHf1DPL+rhCMV7SyN9UWtNTCgM0zhryZxo3OlDNp6zPIaewRBkANdgBPgABwBfiuK4rnZPUUJiZuHEcuXXflN7Cs2Z7H83Rx4aEkkWzNDLObHV4tKPcS7xc3sLVJSrOi1WDs9uTKWNckBV13emEwO4yuLI1g9y3IYWr2RsuZeS6myoLGbjn4dAG4OtqSHe7FuThBZEV6khnpaLHespVuj46+fNPDXT+rp1OhGrXO0k7F+TjD3zQ8lK3zmvEslZh6TSSS3SMmrB83DGnNDPEgKcudkVQdvn6yzOF68uD6RlYn+1Ko0HK9U8euPqshvMPtbOtvbsCjKh8VRvhhFkVpVP++VNI/ytfzVfWlkx/pN+FD18w8qaO4dZNdji63WJOzoH2Ln2Sa2pMsJ9HC09MFF+1/5YefIhTaezymhT2vg+xuSeHBxBI//q4DKtn6rXlvi5mDSbzVRFAeA/wf8P0EQHAB/YFAUxY5rcXISEjcL7X1acouU7MpXUNnWj72tjNVJAWzNDGHpDElWDOgMHCprY0+hkpPVHRhNIsnB7nxvfSIbU4OvWhdtRA7jYFkrh8uvrRyGSj1EfkO3pX/svKIXndGsPRbu40x2nJ8lOxbr7zbtEmNT1wBvn6xjx9lGi7bZCHPkHmyfF8pdacG4S/07Nzynazt5ef8FS5ldEKBE0UuJopfMcC9+simZRdE+lCr7OFrRzo/eLbME+UlB7myfZ9Y+6xvUc6qmE5XaPP82N8SDx1fEUt2u5v3zrfz70UXMj5y42f50bSd/O93A124zl9Ot5S8f16MzmngkOxowG7TLBCbNRg/qjLz8fjl/P91IQqAb//j6QuIDzQ99l8tsSNwaWP3YOayB1jSL5yIhcVOh1Rv58EIbu/IV5FWqMA1bIb28JYUNc4LxcL76m7zBaOJkdQe5hUoOlrUxqDci93TisWVRbE6TE3uVGbn+IQNHK9o5MIEcRnac34xJb4xgNIlUtauHrZLMJcuR8qK9jYw5IR48eFsEmeFeZIR5zciUaamylzfzanm3uHnUcjdHWzanydk+L1QSk71JqOvQ8ON3yzg63As2QqSvCxvmBhPm7Ux9h4Z/n1Pw/X1liCJ4OduxNNaPIA9HDCaRUmUvO882YTCJuDnakh3nx/J4f5bFmb0v+4cMLP35R2TH+U0anA3qjHwnp4Qwb2eeWRNn9XvoHzLwl4/rWZMUaClp1rT3E+btPKGkTomih6d2FlGr0vBIdhRPr44bte2IzIbErYOkoighMQVEUaSwqYecfAXvFjfTpzUQ5OHIN26P5u6MkGkJTI73GiWKXvYMN/t39OvwcLJjc7qcLelyssK9pjWGP8KIHMbBsjZOVnXMuhxG/7CR+LnhYKywoRv1sCq7r6s9GWFefHGBWQw2Re4xY5pvoiiSV9XB745W82ld16h18yO9uW9eKHemBElm0TcJXRodX3r701Gm4m4OtiyO8cHbxZ4ujY4/naxDPexvmR7qyaPZ0djZCKjUQ+RVqmjuNYvIJga580h2FMsT/EkP9RyT4X7nZB3dA3qeXjV50PXLwxep7xzgnw8vmJKu378+baRPa+Cx26Mty2pU/eN+fxhNIr8/XsPrhyvxdXXgn19fwOIY3zHbmc3SrT4FiZsAKUCTkLCClt5BdhcoySlQUKvS4GgnY21yINsyQ1kU7TMjU30NnRpyC819ZbUdGuxtZaxM8Gdzupzb4/2uKnCZSA7jS4vCWTuDchiiKKLoHhwldVHR2odJNJeg4gPc2JgWTGaYF1kRXoR5O894j5feaOK9kma+n1tmCQTBLLXx4G0R3JsVOiOBtMS1oVTZy91vfIzOMLokHePvisFo4mCZ2cMy2MOR9XODCPV2RmcwUdDYzTsn69AZTbjY27Ak1tyjuSzeb5RI7WfpGdDxh7xaVicFkBrqOeF2hY3dvH2yjvvnh7E4emzANBFDBiN/PFnLoigf0oaPbzSZHS2WxY32Am3qGuDbO4s419DN+rlBvLJ5zoSZeUFgQrN0iZsTqwM0QRBCgFhRFI8O96PZiqKomWT7d4ANQLsoiimfWfcM8CrgN9LPJgjCd4GHACPwpCiKB6f8biQkZpBBndGiIH6y2izwOj/Cm0ezo1g3J2hGdIa6NDr2lzSzp1BJQWMPggALIr15dFkUa1OCrspY+1rIYegMJspb+jhX32UJytr6zL08zvY2pId58viKWDLDvUgL9ZxVo3DNkIG/ftLAzw9UjFp+W4wPX1oYwcpEf0lR/SahpXeQvUXN/M8HFRNu09Q1wIIoH+7JCsXBVkZT1wDHKlXsOGvuxInxd+Uri8NZHu9PVoS31Vnht/Jq6dcZ+O/VE2fPhgxGnttVQoC7I99dlzCl97a30Gwh9eq2S3IYiu4BdAaT5cFBFEV2Fyj5wb4yBOD17alsTpNPer3aCAKi1IN2S2FVgCYIwteAxwEPIBoIB34H3DHJbn8GfgP89TPHCgVWAY2XLUsC7gOSgWDgQ0EQ4kRRHC1EIyExy4ii2Th81zkF+8+30D9kIMTLiSdWxLI1Q064z9XLSQzqzL1ruYVKjleqMJhEEgLd+M6dCdyVGkzwNMVPRVHkvLKXA6WzJ4fRrdGNkrooVvQwZLhkJL4wysfSzB8f4DZjfp6T0a7W8uKeUg6Xt41a/tQdsdybFTrtv6fEtaVPq+fA+Vb2FCr5pLZz3G1i/F3JjvUjys+FQZ2RT2o7+fVHVWj1ZkPyxdG+fH1JJLfH+1tEZ6dCR/8QfzpVz8a5wSQEuk+43W8/qqaqvZ8/PThvSgMlRpPI7/NqSA52Z2nspaxbdbt5+jLa35WeAR0v5payv6SF+RHevHZvqlXvRSYIGKUA7ZbC2gzak8B84FMAURQrBUHwn2wHURTzBEGIGGfV68BzwN7Llm0CdgwPItQJglA9/HqfWHl+EhJXRVPXALsLlOwuVNDQOYCzvQ3r5gSxNSOEBZHeV9XzBeYv5k9qOtlTqORAaQsanZFAd0ceWhrJ5jQ5iUET3wwmYzblMEwmkdqOfkupMr+xm9rhoM9WJpAs9+CLC8LJijA388+m7MZ4lCp72fTbU6PKOnJPJ3529xxui/GVxGRvAoYMRo5dVLG7QGEpVX6WOxIDyI7zxcnOhso2NUcvqnjnVB0AYd7O3DcvjNvj/VgY5WO1xMVE/O5oDUMGI0/dMbGWWXlzH787VsPd6XKWJ0x6GxzD4fJWalUafn1/+qhsWI3KHKC19Wn55j8K6Ogf4rm18TyaHW3151gm9aDdclgboGlFUdSNfKAEQbABpvztJwjCXYBSFMXiz6Rq5cDpy35XDC8b7xiPAI8AhIWFTfUUJCQsaIYMfFDayq78Jk7XmpvIF0f78OSKWNamBF719KIoipQ195FbqGRfcTPt6iHcHGzZMDeYTenBLIicXu/a5XIYH15op0ujw8FWxtLYq5PDGNQZKWrqsZQqCxq76Rk2EvdyNhuJb8sMITPMrD12tTfD6SCKIu+cqucn75WPWv7FBWH896o4fCQx2Rsek8mcpX4rr5YPL4wflAH87O45GEwiJ6tU/PyDCjQ6I/Y2MhZEeXP//DCWx/sR6esyYz2MLb2D/P3TBrZmhExohWYwmngupxhPZzte2pA0peOLosgbx2sJ93HmzpTAUevKhwcf/usfBUT5ubDny7dZPEOtRSYgTXHeYlh7BzolCMJzgKMgCMuBbwLvTeWFBEFwBl4EVo+3epxl437SRFF8C3gLICsrS/o0SkwJk0nkdF0nu/IVHChtZUBnJMLHmadXxbElQ06I19TLIp+lqWuAfcXN5BYqqWrvx85GYHm8udl/RYL/tAKbyeQw1iQHsmwachgtvYOjhGDLm/ssRuIx/q6sSQokM2LESHzmboTToVuj44l/FXKyerQE4+8fyGRNcoAkJnsTUKrs5Xu5pRQ19Uy4jYOtjNXJgVS1qS0G5cEejsODMv4sjvaZcdmXEX79UTWiKPLkyomzZ2+dqKVU2ccbX8yY8kPQJ7WdFDf18PKWlFGl/4rWPnKHHQu+tDCcF9YlTmuy2DzFKd0SbyWs/aQ/hzlrVQF8CzgIvDnF14oGIoGR7FkIUCAIwnzMGbPLDchCgOYxR5CQmCb1HRp2FyjIKVCi7BnEzcGWTWnBbM0w2wNd7Q2+Z0DH++dbyS1UWhTB50V48fKWFNbPCcLTeeoZrYnlMIJZkxw4JTmMESPxc/Vd5Df2UNBwyUjc0U5Gaognjy6LIjPci/RQr1kTpJ0KJpNIXpWKB/90dtTyuABX/v7QAvyvUphXYvY5U9fF0/8pstgoXU5aqOeYYG3IYOKD8y1kRXjx3TsTWJ7gT6y/66wH4I2dA/z7bBP3zw+bsN+rur2f//uwijtTArlzTtCUX+ONYzX4ujqwNSMEMH++3zlVxy8OXATM5fmfbE6Z7BCTIhMEaYrzFsNas3Qj8Mbwz7QQRfE8ZicCAARBqAeyRFHsEARhH/BPQRB+iXlIIBY4M93XkpAAc9Px+yUt7MpXcK6hG0GApbF+PLc2njXJgVddotPqjRytaGdPoZKjF9vRG0Vi/F15dk08d6UGT6tJWdkzyKGyVg6UjpXDWJMcSGa4dXIYvQN6Cpq6KRjOkBU19VjMnwPdHcmM8OKhJZFkRXiRGOR+Q003tvdpeftUHW8erx21/LFl0TyzOu6aDB5ITA/NkIHD5W18d/f5MWbjAC9vSUFvMPHDd8tHBWd+bg4sj/ezGI9fayeH/ztSiY1M4PEVMeOuN5pEnttVjLO9DT/alDzl45cqezlR1cFza+NxtLOhtVfLM/8p5mR1hyVQ/frSyKt6D4IAUgLt1sLaKc61wE8wT2/aYi5JiqIoTiixLAjCv4DbAV9BEBTAD0RRfHu8bUVRLBME4d9AOWAAvilNcEpMB6NJ5FR1BzkF5hLmkMFEtJ8Lz69NsHjeXQ0mk8indV3kFip5v7QFtdaAn5sDX1kUweZ0OcnBU5euGJHDOFjWSonCLIcRF+DK48tjWJ0ceMVjiqJIfefAKKmLEU8+G5lAYpAb2+eFknGZkfiNhsFo4thFFa9/WDlKiBTg7a9ksSLBXypj3oCIosiFFjVHLrTx2uHKMeu9nO34/sYkZILArnwFL+4pHbX+yRXmz/jlxuPXmup2NbmFSh5aEjmhXdpfPq6noLGHX96bir/b1L9Dfn+8BjcHWx5YGM7751v47u7z6AwmXtkyh0hfF+7/w+mr1uazkaY4bzmsLXH+BrgXOA+YrrAtAKIo3n+F9RGf+f1l4GUrz0dCYhTV7f3kFCjYU6CktU+Lh5Md92SFsC0zlNQQj6u+uVe09rGnUMm+omZaerW42NuwNiWIzenBLI6e2sTgZHIYz69NYE1ywIRNymDO3J1Xmo3E8xvMWbIRw293R1sywr3YODeYzHBzM/9s9ezMBI2dA+w818hvj9aMWp4a6skrW1JIDpbsl240ujQ6TlSpOF6pYneBcsz6GH9XvjA/DM2QgWOVKr69s3jUei9nO3Z9Y/ENIxb8+odVONnZ8Niy6HHXN3YO8OrBi9we78eW9HFn1yalvkPD++db+MKCMH60r5ycAgWpIR68vj2NKD9X/n66AcBi+TRdZFIP2i2Htd/cCqBIFEWrgjMJiWtB74CefSXN5OQrKGrqwUYmsCzOj+9vTGJlov9VWwaNiGXmFiqpaFVjO3z8765LZFViwJQaeSeSw1gQeWU5jHa11lKqzG/splTZi95o/iKO9HXh9nh/soab+WP8XK9bJsJatHojh8rb2HGmkY9rRutdfXlROI9kR83IsIbEzGAwmihq6iGv0hyUFQ9neS8nOdid5GB3DEaRk9Ud/PgzU7YAy+P9eHF90lUHIjNJWXMv+0taeGJFzLgTwKIo8p3dJdjIBF7ZMmdaD3pvnajFJMJ/zinQG008uSKGJ1bGWtoKalT9ONvbEHSV2X2zF+dVHULiBmMqQwLvCoJwDBgaWSiK4v+bjZOSkJgIg9FEXpWKnHwlh8vb0BlNJAS68eK6RDalB0+r/HA5l4tlnq7rRBQhPcyTH29KZv2coCnJOGj1Rj6u6eBA6Vg5jG+viuOOxIAxzfhGk0hlm5pzw5mxcw1dlgZre1sZqSEefG1JJJlh5oDsZpKVuNiqZsfZRnblK1BrDaPWPbM6jgcWhk9rmEJi5mnuGbQEZCerO8b8v8DcN+bjYo+djYwLLX2UNfdZjMfdHe04UaVC0T1IUpA731ufOK5/5PXm9cOVuDva8vWlUeOu33G2iY9rOnl5S8q0BI+bewb556dmTXZ/dwf+b3sameGjO4Oq280enFeb5ZcJSBm0WwxrA7QfAXrAEytLnBISM0lFax85+Qpyi5pRqYfwdrHnCwvC2JYZMq2+r8vRGUwcu9hObpGSDy+0ozOYiPR14amVcWxKCyZiCur7I3IYB8taOWqFHIZaq6eoqcdSrixs7KHfYiTuQFa4F19ZFEFGuBfJwe4zZiR+regfMvBecTM7zjaNmdiL8HHmkexo7s6QXxdNNYlLaPVGztR1cbxSRV6liqphZfuJsLeRoVIPoVIPkRDoxsPZUSyP98fX1Z7XDlXyrzON+Ls58Ittc9maEXJDigYXNHbz4YV2nl0TP64FWUvvIK/sv8CiKB/unzd1zc1aVT8rXjsOmC3i3n4wa1x7uFqVhnkRXlN/A5/BRib1oN1qWBug+YuimDmrZyIh8Rm6NDr2FpkNykuVfdjKBFYk+LM1M4Tl8f5WS0yMh8kkkt/YzZ5CJftLWugd1OPjYs8X5oexJV3O3Cn0rXVpdHxY3saBstZx5TAWRfvgYGtjMRI/VN46HJD1cPEyI/GEQHc2p5t7x7LCvQnxcropG+NFUaSoqYcdZ5p4t6SZAd3oeZ/0ME8ezY5mVVLADXnj/jwgiiI1Ko0lIDtd28mQwTSchZl8Xxd7G26L8WV5gj+3DxuP9w7q+e3Rav58qh4bmcC3Vsby6LIonO1v3P7HXx6qxMfFngcXR4xZJ4oiL+4pRW8y8T9b50ypbUAURf55ptEyECET4N+PLRp3W82QAWXPIPf7h467fioIgoAoml//ZvzekBiLtVfPEUEQVoii+NGsno3E5x690cTRinZ25Sss0hUpcnd+sDGJu1KDr7qkV92uZk+hkr1FzSi6B3Gys2FNcgCb0uUsifG1Wm6iuWeQg2XmJv8zdWY5DLnnaDkMo0mktLmXv33SYOkfU6nNHQKuDrakh3myekUsWRFmI/GZMF+/nnRrdOwpVLLzbBMX29Rj1t+RGMCjy6LImgHdOYmp06fV83F1B8crO8irVFl08KJ8XUgIcqdbo0PRPTDuvjH+rtwe58fyBHO/40gmV2808ddP6nn9cCU9g3q2ZoTwzOr4a277NVU+qenkZHUH31ufOO4Qzd6iZj6qaOelDUlT8t/t6B/i+V0lHKlotyzb9/iSCbcfsU6biYEJm+FrShx+4JO4+bE2QHsYeEYQhAFAhxUyGxIS1jJiiZRToGBvUTNdGh2+rg48uDiCrZkhk5oWW0N7n9as7F+kpFTZh0yAJbF+PL06jtVJ1ls6Vbf3W4Ky8eQwgjwcKWjs4UhFG68erKBY0Ytu2Eg81NuJJTG+ZqmLMC/iA91uieyRySTySW0nO842cbC0FZ3RNOrmYG8jY0u6nIezI4nxd7t+J/o5xDT8gHD8ooq8KhUFjT0YTSKuDrYsjvZhbUog3Rode4ubxwicjgzcLI/3G9d4XBRFPqpo5+X3L1Cr0rAoyocX1yeSIr/xp25FUeS1QxcJdHfkgYXhY9ar1EP88N0yMsI8x82uTcSRC208n1NCn9bA82sTePuZ1uJDAAAgAElEQVRkLYlB7pP+TUY8OGdicGLk68Qoisim7sQocQNibYB243V3Stz0qNRD7C1SsitfQUWrGnsbGauSAtiaKSc71u+qBEn7hwwcKG1lb5GSU9UdmESYG+LB9zcksSE1yKphghE5jIPDwrGXy2E8tzaeaD9XujQ68hu6eeJfhdR1mNfb2QikyD348sJLRuK3mup9a6+WXflN7DzXRFPXIO6Otsi9nOge0NEzoMfN0ZYvLgjnq7dFTKgtJTHztKu1nKjsIK9KxYmqDrqG5VfmyD14bFkUycEe1HVoePXgxTH7+rjYszE1+IrG42XNvby8/wIf13QS5evCH76cxR2JN49O3bFKFecauvnp5pRx3+MP95UxMGTkF9vmWvUQNagz8vL75fz9dCMJgW784+sLyW/opqNfxzcmkO4Yobq9HxuZMKUs3USMlGGlQYFbh0kDNEEQYkVRrAImkk4umflTkriVGTIYOXKhnZx8BccqVRhNIqmhnvxkcwob507PEmkEvdFEXqWK3KJmDpe3otWbCPV24vHlMWxKl1tVRjCaRM7Wd3GgtJXD5W0oewaxkQnMkXtwZ0og3i72KHsG+f2xGvqGJ9u8XezJCPNi+7xQMsO9mCP3uCWb3g1GE0cvqthxppGjF9sxiWY7qyhfVxo6NdR1aAjycOSb62K4b37oTV+yvRnQGUzkN3STV6Xi+EUV5S1mkV9fV3uWxfmxLM6PzHAv3itp4ecHKsbsHxfgyvZ51hmPt/Vp+d+DF9lVoMDDyY4fbkziiwvDbygXiisxkj0L8XLi3qyxfV8HSlvYf76FZ9fEW5XxLVH08NTOImpVGh7JjuLp1XHYymQ88rdzpIZ4sCjaZ9L9a1T9hHs7X1U/7f9n77zjo67vP/78Xi6XkL0ue+8BhBA2EkDZLhwo7j3bqtVqq7b9tf1Vq/5sraMi1brbgspSQRAZYY+QBEgge1/mZV8ut7+/P26QkIQMEkbI6/HI4+6+6z65+973+/q8x+tlhcTy3Y1JbYwe9BdB+w3wEPCPXtaJQNqwj2gMow6iKHK8qpV1x6r49ng1rZ16/NwceDQtklsmB51X6ksURbIqW9iYpeD7EzU0dejwdLJnRWoIy1OCmBzq0e/MXmswsr9IybacOrafrrNFHcBcK+bhZM9JRautCzHWz4VrJwYwOdSTKeFehHs7XTbRg6GgTNnBVxmVfHOsivp2Lb6uDtwzIwyjKPLTqXpq2zTE+bny1xXJXJ8cOCw3mzH0jYpGNekWQnawWEmHzohUIjA5zJPnF8cxN1ZOlNyFd3cW8sza7B77Twv34pG0yAEbj6t1Bj7cU8oH6cUYTCYeviqCn8+Pwd3p8iPg23JryVG08eaK5B7naYtax2835pIY4Majab3LblhhNIl8kF7MW9sL8HFx4D8PT7fJiHx/opryRjW/uWtyv9eFonoVUcOkC2flyWMRtNGD/n6dHwCIojjnAoxlDKMMta0aNmSZuzCL6lU4SCUsTvLn1tRgZkcPTn3/bJQ0qNiYXc2mbAXljWocpOb06PJJQaTFyvslCV3lMLafqkNr6H3aaTSJhHg6cVNKEJPDPJkc4nlZ3pgGC43eyLbcWtYcqeRgSSMSAa6O92VenC/ljR2sOVpJu8bAzEhv/nLLBObFykc1Sb2YUOsMHCpptNSSKW2p9GDPcSxPMZ/vs6K80ehNvLOjkOve3dfjGAsSfHluURzx/q4D/p5MJpH1WQr+b1sedW1alk3w59dL4oclHXcxYDSJ/G17AZFyZ5ZPCuyx/n+/P02LWsdnD049Z1SwsknNL9dmk1HezLUTA3h1+QTbNUEURVbtLibSx5lFSf7nHI/BaKKssYNrEvzO7x+zwBpBG5PaGD3oj6CtBiZfiIGMYXTAqhL/zbEq9hU2YBJhSpgnf7l5AtdODDgvE2SlSst3x6vZmF3N8coWBAFmR/nw8/nRLBnv329KzSqHsTajkmPlzb1uE+juSGq4F6mhHqSGeZEQ4HpFmXOfrmlj7dFKNmQpaO3UE+rlxPOL45gU4sGmbAV//C4Xo0lk6fgAHk2LJDnE42IPedRBFEXy69ptxf1HS5vRGU042kuYGenNvTPDmBsrJ9zbmROKVj7ZX8pjXxzrcZybU4J4+dqEIXU+HyhW8srm0+RWt5Ec4sF7d05mavjl3RP23fFqCupUvHdnSo/f9K78etZlVvHz+dF92ouJosj6TAX/820uAvDW7cksnxTUjfDuK1KSW93G67dM6HcCWtGkRm8Uh81ZwUrQxvx+Rg/6I2hjU+Ix9AtRFMmsaOabY1V8f8JsIB7kMY6fzY/m5snBRAxC6PVsqHUGfsytY2O2gr2FSowmkcQAN15elsD1yYH9tvMrWjpZnV7M5wfLe12fFOjG1HAvWzH/UNTCL3eotAa+za5m7dEKjle1IrOTsGS8P7dPDUEqEfhwbwn/ty0fR3sJK6eG8vCciMs2inKpokWtY2+hWf5iT2EDdW1mOZY4P1fumxXG3FizvIVGb2RPoZI/fHeKPQUNPY5z38wwnl3Uu/DqQFDcoOIvW/L46XQdQR7jeHvlJK6fGHjJ24f1B73RxN9/KiAhwI1l4wO6rWvX6Hl5/UmifV34xTXRve7fotbx8sYcNp+oYVq4F3+9LblHZyvAqt3F+Lk5sHwAnp3FNomN4fktde3iHMPoQH8ELUIQhPV9rRRF8eZhHs8YLiMoWjrZkFnFukwFpcoOxtnbsXSCP7dODmZGpPeQL+oGo4l9RUo2ZVezLbcWtc5IkMc4HkuLZHlKELF+fdesafRGNmQpeHXzadq1Pe1p/NzM9VOpYV4kh7hf0kKaIwkzqW5h7dEKvj9Rg1pnJM7P1aY3d7SsmTd/zCerogVPJ3ueviaGe2eGXVbWUpcyjCaxm7/liaoWTKLZ7H5OjLm4f06sD/5ujpyqaWN3fgOvbjltawLoisfnRnH/rPDz0h5r7tDx9o5CvjxUjqO9Hc8vjuOhqyJGTbPL+swqyhrVfHTvlB7Xpdd+yKOmTcO6J2b16tSxv0jJc18dR6nS8sKSOB5Li+o1Ona8soUDxY28tCx+QI4fRRa3huGrQRvr4hxt6O/u1EDvDQJjuEKh1pnlK745VsXBErNX5YxIL56cF8XSCQG4DFBT7GxYJS02ZCn47ng1SpUON0cpN04K4qaUIKaEefZK+OraNGSUNfPZgTKOlDX1euzH0iJZMSWYSJ9L30h8pNHUoWN9ZhVrj1ZSWG82ab4hOZDbp4aQEODG+kwFt35wkFJlByFe4/jTjUmsSA0ZlDH8GHpHbaumm79la6ceQYDkYA9+cXUMabFykoPdUeuN7C9U8tb2AnacrqexS9OKFY/NjeTmlGDi/M9PW05rMPL5gXLe3VmISmtg5bRQfrkgFrnr6CHiWoORd3YUkRziwTUJvt3WHSxu5N+HK3j4qggmh3a3W9Lojby5LZ+P9pUSKXdmw72zmRDct6bZB+nFuDlKuWPawGyhiupV+Lo6nFfZR1cIti7OMYI2WtDf3bRdFMUdF2QkY7hkYTKJHClrYt2xKracrKFDZyTUy4lnronl5slBvYb6B4qKRjUbsxVszFJQouxAZifhmgRfbpwUxPx4ebeZqNEkklfbRmZ5M4dLm/j+RE2vx0yLlfObJfEkBp6fwO1ogckksr9YyZqjlfyYW4veKJIS6sHrt0zg2omBGIwmvjxUziOfZ6BU6ZgQ5M57d6awJMn/iqq/G25o9EaOljXZSFlBnTli4uvqwKJEP9Ji5VwV7YOHkz2F9Sp25dXzf9vyyChrxtDLTfaOaaEsnxTI1HCv855oiKLI1pxa/vJDHhVNaubGynlpWcJ5E75LEWuOVKJo6eT1WyZ2qxfr1Bn5zfoThHk78dyiuG775NW28cyabPJq27lnRhgvLUs45ySluEHF1txafjYvesDyMsUNqmGrP4MuMhtj/GzUoD+CVnlBRjGGSxIVjWrWZVaxLrOKquZOXBykXDcxkFtSg5kaPnS7nqYOHZtPmIv9rcX6MyK9eDQtkqUTAmz1M20aPYdKmjhW3mwhZY3ojT2vPnJXB55dGMuSJH88nYeuozbaUNPaydcZVXyVUUlVcyceTvbcMyOc26eGEOfvSlWzmr/+mM/ao5WodUbmxsp5bG4kMyO9xzoyhwBRFClVmv0t0y3+lhq9CZmdhKkRntwyOZi5cXLi/Fzp1Bs5UNTImz/mszv/jO1SV0gEWJzk3+tk5XyQXdnCK5tPcbSsmVg/Fz57cBpzY+XDcuxLDZ06I+/tKmJ6hBezo7trkv31x3zKG9X895EZNvJlMol8vL+UN7bm4zZOyif3T2V+vG9vh+6Gf6aXILOTcP/s8AGNSxRFiutVA6pVGyisc6mxGrTRg3MSNFEUb7xQAxnDpQGV1sCWEzV8k1nFkdImW6fkrxbFsTjJf8ipLo3eyPZTdWzKVrA7vwGDSSTOz5VfL4nnhkmBBLo7UtGkZsfpOjIshCy/rp2+rjU3JAeyZLw/c2PlA7ZquhKgN5rYmVfP2qOV7LaIyV4V7cOvl8SzKMkPB6kdudWtPL0mi+9P1CBg/iwfSYskIWAs4jhYtGv0HChutJmOVzWbiVaEjzO3TwlhrkWV30kmpVTZwa68el7ZfJrDJU3ojL23282I9OKmlCCWjA8YcrF/b1C0dPLG1jw2ZVfj4yLj1ZsmcNuU4FEdJf38YBkN7VreP0uTLLOimY/3l3LX9FCbmGxtq4ZffX2cfUVKFiT48totE/EZQM1lbauG9VlVrJwaOqDtweyi0q41DGsEbSzFOfowdmcbAyaTyIHiRtZlVvFDTg0avYlIH2eeXxzHTSlBQ+5sNJpEDpU0siFLwdacWlRaA/5ujjx0VQTLJgRgMJlV0P/0XS7HyltQqrR9HsvbWcaiJD8WJfkzK8p72KIJowWlyg7WHjWLySpVWvzcHHhyXjS3TQkh1NsJURTZX9TI6j3F7C1U4iyz44FZ4Tx4VcQV2bk6VJhMIqdq2mxRssxyczrSWWbHrGgfHpsbxdwYOaHeTmj0Rg6XNvHG1nx259dT1mg2Ivdzc8DT2Z4Wtd6mvxfv78rylCBuSA4c9u+jXaNn1e5i/rWvFICfzY/iiXnRQ64XvVzQrtGzKr2YubHybhIhWoORF745gb+bI79ZGg/AlpM1vLj+JDqDiVdvmsAd00IGHEX+eH8pJpF+xW27wtogMJwEzU4YaxIYbRjdv9AxnBMlDSrWZVaxIVNBdasGV0cpN08O5tbUYFJC+lfg7w2iaL6BbcxS8O3xauratLg6SJkW4UWolxNSiUBGeTOf7C+zRRDCvJ2I9nXG08kepUpLs1oPQJDHOBYn+bNkvD+pYZ6jwlx8OKHRG/khp4Y1Ryo5XNqEnUTg6nhfVk4NYW6s2cvUYDSxKVvB6vQSTtW0IXd14IUlcdw1PWxYozOjGUqVlr2FDewpULK3sAGlyly0nxjgxiNpkcyNlTM51BOZVEJlk5rdBQ3s/q6e/cVKNHoTDlIJ0yO9bQTNKqER4O7IDZMCWT4paESilwajibUZlby1vQClSsfySYE8vySeoCuEkH+8r4wWtZ5fnVVf9t7OIorqVXzywFQAnvvqOOsyq0gOduet2ycROQBLOCta1Xr+faic6yYGDKoW12qSPhD7uYFCYnMSGLZDjuEiY8AETRAEfyC06z6iKB4YiUGNYeTQ2qnn+xPVrDtWRWZFCxLBXFT/4rIEFib6DbmtvqpZzabsajZmKSi0zA4BHO0lODtI2ZlXD4DMTsL4IDfunx2Oh5M9De1ajpU3c6jE3IEZ6+fC3TPCWJzkT1Kg21gtVC/IrW61icm2awyEeTvxwpI4bp0cbDNlV+sMfHGonI/2lqJo6SRK7szrt0xgeUrQWPSxH+iNJjKt/pYFDeQozNIWXs4y5sT4kBZjlsDwdXVEZzCRUd7Emz/msyuv3nbuh3iZvR7lLg7Utmn48VRdt/f4zyPTmRExdCma/pBe0MArm09RUKdiargn/7pv6hUlKtyi1vHR3hIWJ/l167zMrW7l/d3F3Dw5CFcHKUvf3kt1SydPXR3NL66JGbSv6BeHyujQGXks7dym6GejqF6Fi4MUP7fh65a1OQmMMbRRgwERNEEQXgXuBvIAo2WxCCwboXGNYRhhNInsLWzgm2NV/HiqDp3BRKyfCy8ujWd5ShB+bkPTT2pV69l8soZ/Hy4nt7qnPhOAs0zKxGB3HggLJzXM3Ma+K7+ebbl1tjB/cogHv14Sz+Ikv0HNXq8ktGv0fHu8mrVHKzlR1YpMKmHZeH9unxrK9IgzXX1KlZbPDpTx+cFyWjv1TA335A83JHFNvO8VLzFyLlQ2qW2G4weKG1FpDdhJBCaHevCrRbGkxcoZH+iORCJQ16ZhV149u/LMchkqrQF7O4HpEd7cPjWEaF8XTla1sjFbQXGDuTN5fryc5ZOC+OxgGYdKmtDojSPyfeTXtvPKltPsKWggzNuJVXdNZsl4/ytuorN6TwkqnYFnF56JnumNJl745gRujlKcZVJuW32QIM9xfP34TFLDBu+SoNEb+WR/GfPi5IPuGC9u6CBKfm5z+sHC5iQwluIcNRhoBO0WIFYURc1IDmYMw4uCunbWHatiQ5aC+nYtHk723DE1hFtSg5kQ5D6ki4NGb+TLQ+X8efPpXtfH+bmSGu5JaqgnqWGeBHuOI6O8mW25tTy9JhtFSyd2EoHpEV7cMyOMRUl+BLhfGSmXwUIURY6VN7PmaCWbT9TQqTcS7+/KH65PZHlKEB5OZzpWS5UdfLi3hG+OVaE3mliY4MdjcyOHdOO5EtCpM3KotNFmp1RiUXUP8hjH9cmBzI31YVa0D26O9hiMJrIrW/jr9nx25TXYxGID3B25PjmQ+ZYb9K78BjZlKciwdCZPi/Di4TmRLBsfYPNqtHYmv7+rmKvjh8eDEcxF53/bXsDaoxW4OEj57bUJ3DMz7IqMlta3a/h0fxk3JAd2kw35554S20Tyi0PlrEgN5vfXJw5YFuNsfJ1RSWOHjifmDi56BuYI2qyzukrPF2eEaof1sGO4iBgoQSsFRm+rzyhCc4eO705U882xKk5UtWInEZgf58utqUHMj/cd9AVbbzRxUtHKB7uLe6RpANzH2XPfzDBSw72YFOKB+zh7tAYj+4uUrNpdzE+n62js0CGTSkiL8eGZBTEsSPAbk8M4BxpVWtZnKlhztILihg6cZXYsTwli5dQQJgZ3J9ZZFc2sTi9h26la7O0k3DI5iIfnRA5rbctogCiKFNarbITscGkTOoO5PmxGpDd3TTf7W1qjGkqVlp9O1bEr39yd2dqpx04ikBrmya+XxDM/Xk6YlzM78ur4KqPS1pkc6+fCC0viuCE5kGDPnjVJCxP9eWlDDhnlzRwpbWJaxPkRaI3eyL/2lfL+riK0BhP3zQrnqatjrujf16rdxeiMJp5ZEGtbVlTfzv9tywfAw8meV2+awLIJAX0dol8YjCZW7ylhcqjHoL/Ddo2e2jbNsP9GbVZPYwxt1GCgBK0dyBIE4SfA1moniuKzIzKqMQwKeqOJ9PwG1mVW8dPpOvRGkYQAN353XSI3TgoccOs3mAleZkUzGeXNHCtv5kRVCxp9dzmAhYl+/OLqaBID3Gwt+iqtgd359WzNqWV3fgMqrQFXBynz433H5DAGAJNJZG+RkrVHK9h+yvwdpoZ58satUVw7IaDbZ2cyiezKr2d1eglHyppwc5Ty5Lwo7psVjq/r0O1+Rhta1Xr2FSltQrG1beYEQIyvC/fMMBOyaRFeONrbYTKZnSze3lHIrnyz9ZIogo+LWVR2frwvs6N9cHGQcqikkY/2lto6k/3cHHjwqghLsb/rOSPTXs4yZkZ6s69IyardRUyLmDak/81kEvnuRDWv/5BHdauGhYl+vLg0/oovEahu6eTfhyq4tYsHcH2bhgV/2wNAQoAbn9w/9bxssQA2n6yhqrmT31+XOOhMhDVaO5wdnNBVqHaMoI0WDPSOudXyN4ZLCKeq21iXWcWmbAVKlQ5vZxn3zAjnltQgkgL7tiSxwmQSKVGqOGYhYxnlzbaLh1QikBTkzp3TwjipaOFoWTOfPziNtC6Clk0dOn46Vce23Fr2FinRGUx4O8u4PjlgTA5jgKhuOSMmq2jpxNPJnvtmmsVkY87yHNUajGzKruafe0ooqlcR5DGO312XyO1TQ0a9ZMJAYDSJnKhqYU+BkvSCerIrzf6Wro5Sror2YW6snLRYuU3GolWtZ/upOnbl15Oe30Bjhw5BgJQQD55dEMv8eF8SA9wQBMitbuO9nYXdOpOXjvfnppQgpkd6D6rDeOkEf/YVKdmV38Cp6rZB1y8dLWviz9+f4nhVK0mBbvz1tkk2La8rHe/uLEJEtJme7zhdx0OfZQAwMdidjU/OHhYXhlW7i4n2dWFBwuDT1DYPzmGPoI0RtNGGAV3VRVH8lyAIUiDasqhIFMWeTtRjGHEoVVo2ZZu7ME/VtGFvJ3BNvB+3pppVys/VhdSpM3K8qsVGyDIrmmmxSFp4ONmTGurJranBpIZ6MjHYwyZK26kzMueNnXy4t4RoXxd+zK1la24tR0qbMInmup27p4eNyWEMEDqDiZ15daw5Wkl6QQOiCHNifHhxWTwLE/16kNo2jZ7/HK7g432l1Ldrifd35e+3T+LaiQGD7jobbahr09hEYvcVKWlRm/0tJwa58/P50aTFypkU4oHUTmKTgNmQpWBXXj2ZFc2YRPB0smdurJz58b7MiZHjZUkPVjWrWZVebOtMtrcTmBfny/JJQVyT4DvkjudFif78bmMOJhFWpRfz7h0pA9qvvLGD137I44ecWvzdHPnrimRuSgkaa/6woLyxg68zKrlreijezg78duNJvjxUAZivUZt+NntYivJ3FzSQV9vOmyuSh/TZFzeokEoEwryHbpHXG8Zq0EYfBtrFOQf4AlAAAuAvCMI9oijuH8nBjcEM6w39m2MKdufXYzCJTAx25083JnH9xMA+601qWzVklJ+xSsqtbrN5/EXJnVmcaCZUk8M8z9lRVN3aicEksrdQyazXdgLmNNHP5kePyWEMAsUNKr46Wsm6zCqUKh3+bo78Yn40K6aE9KqhVNPaySf7y/jP4QpUWgOzo715c0Uyc2J8rtjPW2swklHWbEtb5tW2A2a7r2vi/UiL9elGsto1en46XceuvAZ2F9TbNMgmWAjcvHhfkoM9bDe3FrWOfx8uZ1NWNUfKzNIvU8M9+fPy8Vw7IWBYarvkrg5Mi/DiUEkTm09U86tFsYR5O/e5fataz7s7C/nsYBlSiYRnF8byyJzIMQP7s/D2T4VI7QTSYuVc++5eWzZAJpXwzRMzh+03s2p3MYHujtyQHDik/YvqVYT7OA/75EoYq0EbdRhoXuQtYJkoiqcABEFIwEzYpozUwK50iKJIjqKNb45V8u3xaprVenxdHXjoqghuSQ0m9qz0l8FoIq+23ZaqzCxvtvn7OdpLSA724NG0SKaEe5IS4nnOG431vbdZImVFXXTNAHY+N/eKr3UZKDp1RracrGHt0UqOlDUhlQhck+DLyqmhpMXKe4025te28889JXx7XIHRJHLtxEAeS4tkfFD/aevRiLIu/pYHixvp1BuxtxOYEubFr5fEMzdWbqv9EkWRonoV3xyrZFdeA0fLmjCYRFwdpaTFyJkXJ2dunLxbrZ5Gb2Rbbj0bsswTIL1RJNrXhecXm4v9ByNAOlAsmxDAoRJzBHr1nhJevWlCj230FhP7t3cU0tqpZ0VqMM8tihuyLM5oRmFdO+uzFAA89sUxfFwcuG5iAN+fqOGPNyQNW6f4sfImjpQ28bvrEpFJh0awhtsk3QrrtWRMZmP0YKAETWYlZwCiKJ4WBOHKbRMaQdS3adiQpWBdZhUFdSpkUgmLEs0pzKuifWxF+a2derIqmm3pyuzKFtQ6s0Sdn5sDU8K8eOiqCFLDPEkMdOt3tmY0iRwta2Jbbi0/5tb1Koex7lgVb/5YYHufMfSNHIVZTHZjtllMNsLHmd8sjefmyUG9FvKLosjh0iZWpxezK7+BcfZ23DU9jIeuihgRgnApQ6U1cLC4kfSCevYUKKloMivwh3k7mVP5sXJmRnnbGifUOgM78+rZlW/WJrNOTOL9XXl4TiTz4+RMDvPs9hswmUQOlTayMUvBDydradca8HV14L6Z4SxPCRrxqPDiJH/+59tcRBG+yajimWtibCLDoiiy/VQdr/2QR4myg9nR3ry8LHHQtWpXEp77+rjt+eLx/vzi6mhuXXWQWVHerJwaMmzvs2p3CR5O9kM+pt5oorxRzZLx/sM2JiuskbOxCNrowUAJWqYgCKsxR80A7gKyRmZIVx40eiM/na7jm2NV7ClowCTC5FAPXrlpPNdNDMTNUUpZo5qN2dUWQtZEYb0KUTS3VicGurEiNZjJYZ5MCfci0N1xQDcXrcHIgaJGtubUDkgO495Z4fxzTwnv7ixk9T1jwdOz0dppFZOtIEfRhoNUwrIJAaycGsK0CK9evxOjSWRbbi2r04s5XtWKt7OMZxfGcs+MsCtGKsFaG2atJTtW3ozeKOIks2NWlDcPz4kgLUZOuM+ZNGCZsoOvMirZld/AoZJGdAYTTjI7Zkf78LP50cyLk/fqaXnaYkO2Kbua2jYNzjI7lowP4KaUIGZGDa7Y/3zg5+bIlDBPchRtaA1G/rW/lBeXJpCjaOXPm09xqKSJKLkzH98/hflxvldsSrs/iKLI/35/mhNVrQC8dXsyyycF8eCnRzGaRF67eeKwfXaFde38dLqOp6+JGXJHenljBwaTOKwNAq2det7fVcTqPSXAWA3aaMJAz7LHgaeAFzDXoO0B3h2pQV0JEEWRrMoW1h2r4rvj1bRpDAS4O/LEvCiumxhIh9ZARnkzv/r6OJnlzTR2mP3/XB2lTA715PqJgXSmkr0AACAASURBVKSGeZIc4jGoi4VVDmNbbh278upRaQ24OEi5Ot6XxUn+zIvrWw7DzdGe+2dH8M6OQvJq24j3H5vRi6LI0bJm1hytYMtJs9F8QoAbf7oxiRuTg2wCpWdDozfy9bEqPtpbQnmjmjBvJ/68fDy3pgYPufj8ckKjSsu+IqWFlClRqsy1YQkBbjx4VQRzY+WkhnnaGiY0eiN7ChrYlV/P7vwGSpXm+qJIuTP3zAhjfpwvUyM8e+0arm7ptNmQ5de1I5UIzI2V8/K1CSxI8LtotVxLxwdwtKyZ8UFurE4voaShg59O1+HpJON/b0xi5bTQK74J5FxoUet4eWMOm0/UALDlqTkkBrqxIauKXfkN/P66REKHsRD/g/QSHO0l3DcrfMjHKKofPokNncHEvw+fSYFbYTCZzrHXGC4nDLSLUwO8Yfkbw3mgprWT9ZnmFGZJQweO9hKmhHkRYSkaPVDcyD/3lKA3mqdB4d5OzIvzJTXMkynhnkTLXQbdOdTUoeOn03Vsyzl/OYwHZ4fzr70lvLeziPfunDzo/3+0oKFdy/rMKtYeraRE2YGLg5RbJgezcmoo44P6To81d+j4/GA5nx8so7FDR3KIB79ZEs+iJP9R3f1qMJrIqmyxFfefVLQiWjoor4qRkxbjQ1qsvFt9VVWzmt35DezOr2d/kbn2zEEqYWaUN/fPCmdenLzP4vrWTj0/nKxhQ5aCw6XmYv/UME/+98Ykrp0YaGsiuJhYMt6fP31/yub1uf1UHY+lRfLk/OgxI/t+sL9IyXNfHbdp2/1qUSyJgW40tGv543enSA3zPC8idTYULZ1sylZw94yw8zp3rCbp51PDK4rmqPtrP+RR1qhmdrQ3Ly1LYO3RSj4/WE56fgNzYuT9H2gMlzzOSdAEQfivKIp3CIKQhdl7sxtEUbxy79CDQKfOyLbcWtZlVrGvSIm1hlMQwEkmZV+Rkn1FSmRSCROD3HlwdoStu3IwIrNdUd3SOSJyGB5OMu6dFc4H6cU8Uz8yxa6XKqyepmuPVrL9VB0Gk8jUcE+enB/Nsgn+OMn6/jlVNqn5aG8JX2VU0ak3cnW8L4+lRfaZ+hwNULR0mglZfgP7i5W0awxIBEgJ9eSXC8z+lhOC3G3nod5o4mBxI7vzzfVkBXVdjceDmRfvy8xI7z4jjFqDkV159WzMqmZnXj06o4lIuTPPLYzlxklBwxpNOV8YTSL7CpU9lj+zIHasO/Mc0OiNvLktn4/2lRIpd8bVUYqDVMKDV0UA8D/f5qDWGXn9lonDOuH5aK85ffjwnIjzOk5xvYoAd8ch6xZmVTTzyubTZJQ3E+PrwicPTGVerBxBEFg2wcDnB8v57GAZv70u8bzGOYZLA/2dJc9bHm8d6YGMNlhTX+uOVbH5ZA0qbU/ZOG9nB6aEedrI2Pggt/MSdi1uULE1p5Yfc2s5bqnJGAk5jIeviuCT/WZ7mb/dPum8j3epo6pZzdcZVXydUUl1qwZvZxkPXhXBbVNC+iWoJ6taWb2nmC0na7CTCNw4KYhH0yJ7dOGOBmj0Rg6XNtnslKzdvwHujlw7IYC0WDmzo3y6pX3r2jSk55tTl3sLuxuP3zYlhPnxvkT69C0BYzKJHClrYmOWgi0na2jTGPBxceDuGWEsTwkcsufsSGJ/kZI/bz7NaYunJ8CbK5L51dfH+SqjclgjP6MJebVtPLMmm7zadnNaO17Og59m8Mx1iTjJpPxwsoYtJ2t5fnHcsE4cmzt0rDlSyQ2TerfvGgyKGlRDqj+rbFLz+tY8vj9Rg4+LA3+5eQIrUoNtTWMADpauUr1RpLJJfcU1F41GnJOgiaJYZXlaDWhEURQFQYgC4oAfR3pwlyOsyvDrs6oob1R3WzfO3lz0PDPKm1lRPkT7umBvJwz5BtKXHEZyiAcvLIljcZL/iHgyers4cNf0MD49UMbTC2LOqeF0uUJnMPHTabOY7N7CBgDmxMj57XWJLEjwO2eLvSiK7ClUsjq9mAPFjbg6SHlkTiQPzI44b4uZSwlWSYv0ggb2FCo5XNKI1mBCJpUwPcKLlVNDmBsrJ9rXxXaOG4wmMsqabB2XvRmPz7JYKp0L+bXtbMhS8G22gupWDU4yO5Yk+bM8JYhZUd7dblyXCorqVfxly2l25NUT5DGOd+9IYVKIB3Pe2EWjSsuUME/+uaeEO6eP1Z51hckk8vH+Ut7Ymo/bOCmf3D+VeXFybll1AH83R+6aHkqLWsfvNuUyPsiNR9Mih/X9PztYRqfeyONDMEXvClEUKa5XsWLKwDtAW9V6/rG7iE/3lyGRwFNXR/Po3Khefx9dI4b/PlzBb5bGn9d4x3DxMdA4614gTRAEdyAdcwfnSuDekRrY5Yr7PzlCQZ0KFwcpc2J8SAhwY92xKho7dHTqjezIq2dHXr1te0EAmZ0EB6kEB3s783N7ieXRDoduryXYSSTkKFptRdJdEe7txPXJgYR6OeFgb0dhnYqKJrX52FIJDlI7ZJbnsrNeSyWDI4qPpUXyxaFy3t9VzOu3ThyWz+5SQFF9O2uPVrIuU0FTh45Ad0eeujqGFVOC+509640mvj9Rzer0EvJq2/Fzc+DFpfHcMT0UN8fRUVPU2qnngK24v4HqVnMNUJTcmTunhzI3Vs70CO9uabpGlZb0goZzGo/H+Z3bwxLM9ZvfZlezIUtBXm07dhKBtBgffr3U7MBwrhTzxUSjSsvbOwr59+EKnOzt+PWSeB6YHW5L1U4MdmdLTi1PXR3NQ59l8N3xam6eHHyRR31poLZVw6++Ps6+IiULEnx57ZaJ+Lg4WJwgWnjlpvE42tvx0oaTtKh1fP7gtGElt2qdgU8PlLEgwfe8o961bRo6dEaiBhDd0xnMGnjv7DQ3ANw62ayBd64JntXqSSLAVxmVPLMg5opoOBrNGOgVTSKKoloQhAeB90RRfE0QhOyRHNjlivfunIzBKBLn70plk5rHvzxGk1rHE/OiiPF1QWcwoTWYLI/GLs+tf8Ye2zR16Mitbuv3vcsa1by7s2hI4xYE+iVxDmct1xlMrM2opF2rJ8LHud99rcvOft11n8ESxeGAWmdg8wmzmGxGeTNSicDCRD9unxrCnJjexWS7QqU1sOaI2YqpulVDjK8L/3frRG6cFDRkMctLBVYTcSshy6pswWgScXWQMivam59fHUNarE838moyiRyvbDFHyc4yHl+Y6Mf8OF+uivEZUCF8m0bP1pO1bMhScKi0EVGElFAP/nhDEtdODBhyjeaFgNZg5NP9Zby3swi13sgd00J4ZkFsjzEvHR/A61vziPN3Jd7flVW7i1k+aczCacvJGl5cfxKdwcSrN03gjmkhCIKAySTy5o/5hHo5cduUEHbl1bM+U8FTV0cPu1bc2qOVtKj1PDHv/KJnAMWWDs4oed8ZB1EU2ZpTy2tb8yhvVHNVtA8vLUsY0P9lJWh3TQ/ji0PlbDlZM0b0L3MMmKAJgjAVuBN41LJsjJr3Aussa/upOp79Khs7icCnD0xjbuzgumq6ymHkKMwRt77kMIwmsRfCZ7SRvrMJn40Q6o3ojCa0epP58Rz7avVGVFoDjSrrtmfEarecrMVOIgyLQKJEoBeiJ0FmIXbdyaLdWdv0TzC7LrOqjx+xdPl5Oct4+poY7pweOiC19vp2DZ/uL+PLQ+W0aQxMi/DizzeNZ16s72V9c61v17CnQMmeggb2FjbQbPFrnRDkzhNzo0iLlZMS6tEtUtGq1rOnsKGH8fikEA9+uSCW+XG+JAW6Dehz0RqM7M5vYFO2gp9O16MzmIjwceaZa2K5cVJgNz20SxGiKLL5ZA2vb82jsqmT+XFyXlqWQEwfEZil4/15fWseW3NqeWJeFE+vyWZHXj0LEwdvxD0a0K7R84dvT7Eus4rkYHfeun1St67Hbbm15Fa38dcVyWj0Rl7acNJca3t19DmOOnjojSY+3FPCtHAvUsO8zvt4RfVmW7K+6uO6NgDE+rnw6QNTmWtpABgIJJaf44xIb/YXK/niUPkYQbvMMVCC9izwR2CzKIo5giBEYk57juEsGE0ib20v4L1dRYwPcmPVXakDLtbsSw7juokBLB7ftxyGnURgnMzuonR/vbj+BOuOKdj76/l4O8u6Ez69CZ3RiKbb6+7E0EwCu0cSe2xj29ZMLts1BhqtZPOs99MajEMWamzq0PH2jkLe3lGInUQ4K91seZTaUdWspk3Tvekj0seZKLkz6fkNHCppsqWtzyaYXdPXXY/raC9BZmfX7f0cpHYXRHpDZzCRUd7EngJz6tJavO7jImN+nC9psXKuivHpFvkRRZFT1W0WXbJ6jpWbjcc9rMbjlv0GKklgMolklDezwVLs39qpx9tZxp3TQlmeEkRy8KVX7N8bMiua+fP3p8isaCHe35UvHprWr+RBuI8zCQFu/JBTy9pHZ/Dmj/m8v7uIBQlXnkBtRlkTz6zNprqlk6eujuYX18R0mwgYTSJ/215AlNyZ5SlB/G5TDnVtGt5/YtZ5NVj1hm+zq6lu1fDnm8YPy/GKGlS4OkqRnxVB7doAIHd14LWbJ3DrWQ0AA4Gd5VwREbl7ephFwqX1irWIGw0YqA7aTmAngGC+YtSJovjkSA7sckRTh46n12Sxt1DJ7VNC+OONSf3WAFjlMLbl1nG4tLGbHMbiJD+mhHtd0vpYT8yN5quMKlanl/D76xOR2klwusgSUwbjWdE/g5E9hUq+OFhmk24ASIuVszjJz5au7S293PX1geJGihu61/45yewIcHdEazCx43R9t32HQ9HbTiL0HiW0kbi+o4u2fboQPuuy2jYNh0qabCr8Vvi4yLhjWgiLEv2ZFOKBo715HzuJgEprYF+h0iaDYTUeHx/kZlHv92VSiMegztfCOnOx/6bsahQtnYyzt2Nxkh/LU4K6WZtd6qhsUvPGtny+O15tu8mumBIy4M9i2Xh//rq9AKVKx6NpUfxuYw6HSpqYGeU9wiO/NKA3mnhnRyH/2FVEkOc4vn58Zq9Rq2+PKyisV/GPOydzuLSR/xyu4JE5EaSEeg7reEwmkQ/Si4nzc2V+nO+wHLO4vqNbw0yrWs97uwr57EA5dhKBp6+J4dG0yCG7FFiPazSJ3JIazP9ty+eLg+Wjqkb4SsOAzgRBED4Hfg4YgAzARxCE10RR/NtIDu5ywomqFp74MpOGdi2v3TyBldNC+9y2uEHFttxatuV0l8N4cl40S8YPnxzGhUCotxPLJwXxnyPlPDk/6pKoCZLaSZDaSTCY9GzIUvBVRiWlyg5cHaXcMyOM26eGDHhWaTKJ/HS6jn/uKaG2TYOHkz33zgjj3lnh5/xfRVHEYEs995Je7uX1QEhib/u1dur73FdrMDEY72SlSsd/j1Ty3yOVA9pe7uqAzE7C0bImTlS19iCS3VPL5mXNah3bcmu7kV2JAPfPCuf5xXE4O0gRRRGjSUStM6CzRFV1BhN6o/kztS6T2UkI93HC9SI1YbRp9Ly/q5iP95ciEcxddo/NjRr0TXbphAD+ur2ArTk1rJwWyts/FbIqvZgJwe4YjWKfjhSjASUNKp5Zm82JqlZWpAbz++sTu32fRpNIi1pHU4eOv/9USGKAG/Pi5Cx9ey/h3k48uzBu2Me0M6+ewnoVf7990rBdi4saVMyNlaMzmPjiUDnv7CikTaNnRWowzy48dwPAQHDGLB3cx9mzPCWQDVkKXlqWMKrPn9GMgV5FJoii2CYIwp2Y5TVewEzUxggasOZIBb/flIvc1YGvH59JcohHt/WiKJJb3cbWnFq25dZSeIHkMC4UfjY/ig1ZVXy4t4QXlyZc7OHY8O6OQj7aV0qcnyt/uy2ZpeMDBpwG1uiNbMxS8M+9ZgueII9x/OH6RG6bGjKgbkFBELC3E7C3k+B8ETirKIrk1baTXtDAztP1HClrsq2LkjszI9KbGZHe+Ls7otIaaNcYUGkMNLRr2X661qZu3xtkdhJ0RnPUraFdS0O79rzHaxLh0wNlfHqgDAep+fiDIZa+rg5EyV2IlDt3ewzyGDci9YAGo4n/Hq3k79sLaOzQcXNKEL9aHNer/+dAEO3rQqyfC1tyarl/dgQPXhXOG1vzuedfhylvVLP20Rl91rBdbhBFkXatAWW7lvd2FrE+SwGYbb6cHaS8uP4kTR06GlU6Gju0NHXoukWjP75/Cn/bXkBFk/lzGe7SDlEUeX93EcGe47huYsCwHLO1U09Du5bCunYWvpVOeaOaOTHmBoCEgOFpbLCe5tZa4LtnhPHfI5V8faySh+cMr/TIGC4MBkrQZIIgSIEbgVWiKOoEQbjiDb80eiP/symXtRmVzInx4e2VKbaaG6NJJKOsia25tfyYW4eipRM7icC0cC/unhHGoiQ/AtyHdjG/1BApd+G6iYF8cbCcx9OiLhmT73tnhvP9iRoaO7RMDPYY0IW8Va3ny8PlfHqgjIZ2LUmBbrxzRwrLxvsPOd0miiJ6o4jeaOoWDdIZTWeWdV1ujRQZjZblomVZ1/Vn6vX0lsf6Ni0HSxrPORb3cfYoVTo2ZClYe7QSwxDysFZy1huspFQmlSCArcFgIHCW2bFiSoitDk9mJ8HekqKVdX2USmzv0akzUqJUUdLQQXGDyuZra4WDVEKEj3MP8hYpdxmSmrsoiuzOb+CVLacpqlcxPcKLT69NZELw+df5LB0fwDs7C6lv13D3jDBW7SqmqrmTpg4dd310mK8fn3nJag526ow0dmhtpEqp0llIlnmZ0vLcSrx6O4dO17RR1azGx8UBL2cZYd5OFjcVGd7OMrxcHIj0cUZrMPHx/lLunhHK9MjhTwEfLWsms6KFP96QNGwp9m+OmSVFj1e1EufnymcPDr5xrD9YuzhNlplNUqA7qWGefHmonAdnR1zWjUtXKgZ6hfoIqABygHRBEEIB1bl3Gd2oalbzxJeZnFS08vP50fxyYSwGk4ldefVsy61l+6k6Gjt0yKQS0mJ8eHpBDAsS/C4JD8CRwM+vjubb49V8vL+U5xYNf8phILB2s1qJjp2dwKs3j+fBTzNY8Ld0/n77JPzdHXslReWNaj5IL+5GWCYGuzMlzIujpU3sL1SaSZHR1I0sWR+11udnp+Isr4cTEgFzXZgg0KEznnPbpEA3QjyduhEdEMmqaCGvtr3H9i4OUhYl+jE72gcXR6ltH/tuJElAZmdnWS6cIU0SCYIAxyzF/ptPmk2svZxlXD8xgBsmBdLaqeezA+WkFzRgbydw7YQA7psVPmw1RKIo0tihsxG2kgYzecutbuWHnJpukRg/NwcifVyI8nW2PLoQ6ePcZ9TtdE0br245zd5CJeHeTqy+J5VFiX7DlgJbNiGAt3cUsi23jntmhHHPzDA+SC9mfJAbOYo27vzwMN88MfOCTOz0RlO3KFajSodSpaWxQ0dTFxJmXafu4zx0kErwcXHAx0WGn5sjCQFuHK9ssWUR5sXJeW5hHD6uMrycZf0W+msNRq59Zx+B7uP4zQhF61ftLsLLWcZtgxCU7QsVjWpe35ZnM3R/fG4Uzy+OG5G6Yus5a+oSer53ZhhPr8lmX5GStGEmhGMYeQy0SeAt4C3ra0EQKoGrR2pQlzr2FDTw1JosjEaRt1dOQiqR8MzabHbl1aPSGnBxkDI/3pclSf7MjZMP2XftUoQoir3WA0kEgQgfZ97dWWQrLtedFfE5O3rUneiIttop/VkRJm0v0aOekSixX5mPZ9YOTrovr6adkoaO7iTETmLr0LSSFmcHaXcCczapkUqQWY5hf3Y0qNdteyFFlueNHVr2W4RirV6OEsGcLp8bKyctVk5ycM9CfUVLJ7vy6ns1Hp8f53tO4/GBoKhexcYsBZuOK6hs6sTRXsKiRH9uSgkiOcSDDVkKnvvqOGWNanxdHfjlgljumB6Cr+vwOisIgmAhBA5Mi+heZK41GKloVFNsI28dlChVfJvdd9QtSu6Mq6M9G7MV5Fa34T7Ont9fl8jdM8KGXeMu1s8c3fvhZA33zAjjgdkR/GtfKV7ODjjaS1C0dHLXR4f56rGZg671NJlEWjr1NKq6RLesJMsS5Wrq0KG0EK7Wzt4jn1KJgJezDG8L6Qr3dsLbEvEyR7oc8HaR2aJgTjI7G4Ht1Bl5ZcspCutVxPu78vbKFOL8B5e2fXdHEUX1Kj57cNqIXFdP17SxK7+B5xaenydqi1rHezuL+OxgGVLJmfPkV4tiR6zpy84WQTuzbMl4f7ydZXx+sHyMoF2G6M8s/Q5RFP8rCMJTfWzyzgiM6ZKFyWSuTfjr9gJE0VzL8/w3J7rLYST5Myu6dzmMgcJaYN6DiHSLzBjRGcQeRKdPUnT2dl1JUZc0Wa8pt27r+0+JPfRZxoD/V6lE6IOcCLbX9nYSXBykODifIS39Ep2zSFVBnYp3dhQC8P5dk6loUvPJ/lJbJ+K1EwN4Ym4U4T7Olve88IK5vUGjN3K07Iy/pbUL1c/NgSXj/c0SGNE+eJzVOqs3msgoa+5hPB7sOY4VU4KZH+fLjEjv87oJ1bdp+PZ4NRuzFeQo2pAIMDvah18uiGVRkj81LZ18drCMn/0nE7XOSGqYJ88uimNJkv9FEfB1kNoR4+fao5bLGnUrrldRouywPWaUN9migFZoDUZ+Ol1HiVJlSZeaSVyg+/nXugmCwLLxAby/u4hGlRa5qwO3TQlhzdEKbpsSwr8PV1DS0ME9/zrCmkdmIJHQLaVoJlnWyNYZ4tXYYV7e2/xFEMDTyZJCdJaR4O+Gdxei5W0hY94uMnycHXAbJx3S7+JEVQvPrM2mpKGDR9MieW5R7KCvkTmKVlalF3NravCwpwetWJ1ejLPMjntnhg9pf63ByBcHy3l3ZxFtGj23pYbw7KJYXt6QQ0VTx4h2JZ9dgwbmc37ltBBW7S6mqll93l6iY7iw6G8KYs07XPHUW6nSMuXPP3VbZu1CmxsrZ2KwOwaTyP4iJbvy68/UCJ0dETKIfabJupKpwRRI9wernVRvNTzWRweLFpebo7RPAtRfPZDMTuBn/8nCaBL5+P4peDrJzhklsreTXFAJkbQYH2794CBP/jsTMEtKPL84jrumh/YgOBcLoihS3NDBnoIG0gsaOFzaiEZv7lacFuFluTn5Euvn0uNGWd+mYbfFeHxfoZJ2i/H4tAgvbpsSwrw4X6LkfRuPD3R8m7KrWZdZxf4iJSbRLGD7u+sSuT45AG9nB3acruOxLzLYX9SITCrhhuRA7p8VfsnqMXWNuk2P9Lb5H+60WLJFyZ1ZMSUEo0m0Rd42ZVfT3iXq5mgvIdzbmShfF6J8nC3pUnNEbKAdnRq9keQQD0wivLj+JAsT/TBZ6hf/fbjCtt3pmjaS/9S3FbKrg9RMrlwcLHVcHmcIl4sDPs4yvCwkzNPJfkRJg9EiV/HW9gJ8XBz4z8PTmRXtM+jj6I0mXvjmBF7OMn53beIIjNQslfLdiRoemBU+6K5HURT5IaeW137Io6KpZwNAcYOKhICRbfKw/q7Fs24ed04PY9XuYv5zuIIXloz5c15O6M8s/X3L4+8uzHAuXfzyHOmxdMvN1N5O6JPIdCU87jL7LmkyoVfyMuDUV2/1QGeRpwtpn7T+iXHc+I/95NeqhsUeZTig1hn4OqOKj/aVdFu+5ak5+A7AMWCk0abRc6Co0WanpGjpBMzityunWvwtI716dI8aTSLZlc3syjOTMqsdmL+bI9clBzAvztdcSzaMqaD8unZbqvjW1GAenxtFtK8LLWoda49W8sWhcqqaOwl0d+T5xXGsnBqC9yUgvWKFKIo0q/UomjupalajaOmkqtn8p2jptIn0WvHrJfG9nseiKKJU6ShpUFHc0GF5VJGjaOWHkzW9RqvcHKW4O9njMU6Gh5P5GtCkttR5qbTd6gl/PFXHj6fq+v1/XrlpPEEe4/CxRLkGUsd1oVDZpOaXa7PJKG/m2okBvLp8wpDlHlanF3Oqpo3V96SOmGTEh3tLkAjw0JyIQe13rLyZVzafESc+uwFAazBS3tgxbB2hfcE62T271CPIYxzXJPix9mglTy+IuWTOjzH0j4HqoIVi1kEL77qPKIo3j8ywLj38676p/PdIBQeKlezKa0BnNOHjIuPmycGsSA0mSu4y1iWDuRYqLVbOR3tLuG9W2EU1sG5Uafn8YDmfHyyjWa1ncqgHLy9LxNFewqOfH+ORL47x5UPTLriGlslkll1JL6hnT4GSYxXNGE0izjI7ZkX78MS8KObGynt1oGhUac2WSnnmlGeL2mI8HurJC0vimB/nS7x//8bjQ0W8vxtv3DqRP36by7bcWnxdHWjq0LExW4FGb2J6hBcvL0tgYaLfRRGZFUWRBpXWTLgspKuqWW0hZObXfRW0d8WcGB9eWBzfrTvTZBJp7dR3Sylai+Q1BiOO9nb4uTpiEkUqmzp7HLNNY6BNY6CSnusA4vxcmRbhxc68ehQtnWz62WyifV2obFaz5O97+eWCWI6UNZKjaOOZBTH86ftTbD9Vxz/vmXJJeb6Kosj6TAX/820uAvDW7cksnxQ05HOysK6dd3YUca2lhGQkoFRpWXu0kptSggbchFHe2MEbW/PZfLIGX1cH3rhlIrekBvfICpQ3qjGJfVs8DResb9vb5OCeGWFsP1XHDydrWZ4SNKLjGMPwYaB3z2+Bz4HtwBUpryGTSrhvVjj3zQqnVa1nS06NWSdrTwn/3FNCSqgHyycFcd3EgEsqYnAx8Iuro1nxwUH+c7jioujvlDd28NHeUr7KqERrMLEgwY/H50YyJfxM0fj7d03m8S+P8eCnR/nswWkjTiQb2rXsLWyw+FsqaezQAeYuy8fSIkmLlTM51LPHjdZkEsmpbrVFyY7bjMdlXBPvx/x4OXOi5RdUiPLmlCAaVTpe35rH+7uLAbhuYgA/mx89bJpOfcFoEqlr06Bo6ewRBVM0d1LV0tln16xMKiHc24lwb2ci5M5Ej2ywrAAAIABJREFUeDtjbyfhs4NlnLAIRgd5jGN5SiAdWiMf7i3p0sGoo1mt67MRxdPJ3lyr5SxjYpAH82J9u6UUrYX01shbqfJMl2lxQwdVzWry69rJrzvTWXvjP/Zzz4wwouTOyKQS3vqpgI0/m80tqw5QVK/ileUTeGnDSZ5Zm8U7K1MuCdeFFrWOlzfmsPlEDdPCvfjrbckDtrrrDUaTyPPfnMDZwY4/3pA0jCPtjs8OlKEzmng0rf+of4tax7s7i/j8oLkB4JkFMTwyp28HgCJLx+pIa1321sVpxVXRPkT4OPPFofIxgnYZYaB3Jd1gXQMEQfgYuA6oF0VxvGXZ/2LWUjMB9cD9oihWW9a9CDwEGIGnRFHcNpj3u5Bwd7Lnjmmh3DEtFEVLJ99mV7Mp2zxj/NP3p0iL8WF5ShALE/0uagTpYmFquBczIr34554S7p4R1q/d1XDheGULq/cUszWnFqlEwk0pQTySFkG0b8/ajwWJfry9MoVf/DeTRz7P4F/3TR3WceqNJo6VN9tqyazpRy9nGWkxPqTFypkTI0fu2pPMt6r17C0yR8nSC+pRqrobj8+LkzM+0P2CR2wbVVrWHK3ky0Pl1LRqCHR3pE1jQKU1kFXRgkpr6P8g/UBvNFHbqrGkHc8mX2pqWjT9arfJ7CS4jZPi5miPq6MUt3H2uDnaY28n0KzWU9OqIbOiBaWqp8CuoqWTf+wqxtVBaqnTkhHi5URKqLmOy9zBKLOlFIdSxxXjRw8LJ43eSHmj2pYqffPHAgA2Zilo7/K5Lv/HfgD+fbiCBQl+TAx2Z8vJWiCL9+6YfFGj+PuLlDz31XGUKi0vLInjsbSo864x/WR/KdmVLby9ctKIuZSotAY+O1DGokS/c0a5ujYAtGv03DYlhGcXxvZbJlFsIWiR8pHVsDtbB63bOonAXdND+fPm0+RWt5IUeGnWg46hO4SzCwp73UgQ7gHCgG2A7aomiuKJc+yThlkr7fMuBM1NFMU2y/OngERRFB8XBCER+C8wDQgEfgJiRVE8Zy5iypQpYkbGwDsGRxp5tW1szDKTtZpWDU4yOxYn+XPjpMDLyldwOHCgSMmdHx3mTzcmDbkjaiCwCoeu3lPMoZImXB2l3D0jjAdmhQ+ovmx9ZhXPfX2c+XG+fHB36nmliiqb1LZ6xIPFjai0Blv6MS3Wh7mxviQFuvW4iVpV/3fl17M7r8GW8uxqPD4nxueiRWZPVLXw2YFyvjtRjc5gYk6MD/fNDGd+vC92EoFj5c38cm02Vc1qnpwXzdMLuhtcd4XWYKS6RdMj7Wh9XdumGRYP07Mhk0qQW6JYJxWt3dY9mhbJrChvWyG9l7Psgk0q+sIrm0/x6YEyMn67EK3BSHF9B3d8eAgw6/NZI35nY3a0t7m71NqoIHchwM1xRImbRm/kzW35fLSvlEi5M2/fnjIswr3ljR0s/vseZkf58NF9U0Ysbf/hnhJe2XKaDU/O6lWPTxRFtpys5fWt5gaAubFyXlwWT7z/wKLFT6/JIqOsmf2/GVllqk6dkYTfb+2zbrJVrWf6X37ippQg/nLzmD/nxYIgCMdEUZwykG0HGt6JBR4GlnImxSkCaX3tIIriHkEQws9a1rUC19lyDDBH1daIoqgFSgVBKMJM1g4OcHyXBOL93fjNUjdeWBzHkbImNmUr2Hyihg1ZCnxcZFw3MZDlKUEkB7tfEhIOI4mZUd6khnnywe5iVk4NHfYaGZ3BxLfHq/lwTwn5de0EuDvy22sTWDktdFBF8TdPDkajN/HShpM89d8s3rtz4Kkitc7A4ZImW3F/idLc1RvkMY4bJgWSFiNnVrQ3br3UuHU1Ht+d30BtmwYwG48/OS/K1nF5qqaNhnYtRfUq1Dojfm6OF6TeSGcw8UNODZ8eKCOrogVnmR0rp4Zw78zwHlGG1DBPtjw9hz98m8t7u4r4eH8pzy+OQ2on6VEHVj8MtlBgLoj2cjZHuLoWyPtY0ozeLt1lIpxldpQoO3hx/UnAXA/08rUJzIuVX5K/xaUTAvhwbyk78+q4KSUYX1dHPnlgKg98cpR7ZoRhMIm8uP4kP58fTWLg/7N33mFRHXgXfu8MvXcYBgHpoBTFgt0YuzGaxGh6+zS9l03bZLPZZDeJ6btJNL2YYqrG2KKxK3YRFEHp0nsZYPr9/phhmJGq0kx4n4cHmXrBgXvmV85xMW0m782qIvVsnUXVzd5aavB1MxrxmicqXGyFP6O0noe/SyGjtIGbk4J4Zm50j0Qv6fUiT/6UirVEwstXxfba/5FKq+PjPTmMC/FsV5wdya/mpfWnOGZcAPjyjjHn7SeWXaEgtJfnz8CwrQ/tV9DA0PlZmCBnzbFinpoTjav9YD7nQKe7v52LgWCjgLooBEF4GbgFqAMuM14sB/ab3azQeFl7978TuBMgMLDjQPL+RCIRTFmHL1w5jO0ZFaxNKeKbgwV8vi+PoV6OLEjwZ2GCnGCvgRndcrEIgsAD08K47bND/HS0kOs7CY8/HxqUGr49WMCne/IorVeacjaviPO/YOFyw9hAlBodL/6WzmM/HOfNxQnttmZEUeR0mcI03H8wtxq1To+tlYSkEE9uSgpiSqQ3IV5trSwM9hkK0yzZobxqNDoRZ1srJkV4MTrYAy8nW8rqlaQW1vHED8dNgu9cvJxs8XezQ+Zqh8zVHn83O/xc7fF3tUPmZo+vs+0FV2vL65V8faCAbw4WUNGgYqiXI/+YH8M1iQG42FlTr9QYI3maKapporCmmcyyBlIL60zmpk1qHf9cl35Bzw8GQZEY5M5QL0dLLy4zg1QXO+vzrgp9vb+Ag7nVeDja8Ma18W0ycwcSCQFuyFzt2JBWylUjAgCYGuFNtMyFFTuz2fzwZL4+kM9PRwu597Ip5P5nLs+uOcE3Bwq4a0oIi0cNaWPIm3K2ht9Siy0sfPxd7UxebiFmcVgyV7tORZFeL/Lp3lxe25SJi70Vn942imlRvj32/X97qID9OdW8cnXsRYeId8baY8WU1at4bVG8xeX5VY28uimDDWmlnS4AdIVeL5Jd3siYMT0fSXUurWHpHZegb0oK4rtDZ/npSCF3TDy/bdVB+p7uCrRUwBmz9uaFIoris8Czxpmz+4F/AO296tt9lYmi+CHwIRhanBd7PL2NrZWU2cP9mD3cj7pmDZtOlLDmWDHv/HGGt7eeIX6IGwsT/Lkizr/deaRLmRZ/uPd3ZHFtYsBFtXjL6pV8ujeXb/YX0KDSMi7Ek1euiWVKD1VA7pg4FKVWx2ubMrGzkvKfq2ORSARqm9Tsyapk1+kKdp2uNFW6InyduGVcEJMjvBkz1KPdllizWkdyTqVJlBXWGLb3hnjYEx/ghqeTDdZSCadK6tl4otR04vR3tSM2wJWrR8qJNZ6oy+qVlNQqKa5rpqRWSUm9kpyKRvZmVbWZ/ZII4ONsh5+rnVHI2ZvEnMzNDn9Xe7ydbS3+oB8tqOWLfXn8erzY9DjuDtaIosg/16VflOA6l2iZC6OC3BkV7E6Er7Oh+uVg0+sjAE/MisTHxZYPdmSz4L29zIuV8ciMiF7frrsQJBKB2cP9+PpAgSmdRBAE7pkayoPfHmPrqXJemD+MRSuS+WBHNo/NjOSlBcNpVut4/ffTONhYccfEoe3OuuVVNRqisFqMeSsU/HS0yOJ1ZG8tNWWWmsSbsfpW36zl8R+OsyerkunRPrxyTVyPzocV1zbznw0ZTAjzZMnoi49b6gidXmTFrmxiZC5MDjd4s9U2qXn3jyy+2p+HtVTCI9MjWDZ56AVXGkvqlTRrdIT69P4b8ZYZtE6ichkud2VkoBur9udz2/jgQeeBAU53X3WeQIYgCAewnEG7GJuNb4D1GARaIWD+mxgAFLd3p0sZV3trlowOZMnoQErqDMsFa1KK+ee6dF5af4qJYV4sHOHPzBi/bptbDmQMVbRwln15mLUpxVyTGHDej5FV3sCHu3L45VgROr3InFgZd00OIS6g56sf904No1Gl5b3t2aw+fJYRgW4cP1uLXjR4WE0M92KKcbjf3639Vfz8qka2Z5SzPbOC5JyqNhuFTrZWFNU0m2wYfF1siZW7sSBBTqzcleFy13aFeoRvxyaX9UqNQbTVNVNSp6SktpniOsPXGaUNbE0v7zTgvCNqmjTnFXYO4O1sy+hgd0YGurMnq5IdmRV4OdnyxuL4XnN/7y72NlLunhLKDWMD+XhXDh/vyWXjiRIWJQbw4OXhA85lfW6sjM/25rEto5wr4/0Nlw334w1PBz7YkcWa+yawMMGflbtyuDZxCIGeDixfFEeTWsuLv6XjZGvF4nMEjp21lCg/lzbzU6IoUt6gMlXcWj4fK2hbdWvBxkrCpHBvMkoaCPHWd1l16w6iKPLML2no9CKvXB3Xq+3nLeml5FQ08t/rR6DW6fkqOZ93/ziDQqXt9gJAV7RscIb18gYnmNtsdF63uHlcEI+sPs6+7Comhp+/afAgfUd3VcDLPfFkgiCEi6J4xvjllUCG8d+/At8IgvAmhiWBcOBgTzznQEXmas9dU0K5a0oomaUNrEkp4teUYh5ZfRx76xPMHObLwgQ5E8O9Ohy4vhSYHu1DtMyF97ZnsXCEvFstAlEUOZRXw4e7stl6qhw7awnXjwlk6cQQAj17/iRaWqc0bFueac23BDhWUMuD08KYEmnIt2yvwqPS6jiYW832jAo2nyw1mcy2h5eTLXEBrsTKXU2fL+QEoNeL1Cs1phxFQ4aimop6JeklDaQW1vbYrFdHjAx0Y3yoFyOD3Bjq5USAu32b1+nSSSGkF9fz0HfHuPXTg9w2Ppin5kT1+wC+i501j86M5JbxwXywI5uv9uez5lgxN4wN5L7LwgZMJTsx0B0fZ1s2ppWYBJqVVMJdk0N55pc0krOreGpONL+nl/HyhnRW3jwKK6mEd68fwbIvj/Dkz6nY20iZb7xvZwiCgK+LHb4udowPtTxpKzU60orquOWTgzRrDHtbzrZW6EWRf/x60nQ7BxupKcPUovrm5dTtubSfjxaxI7OCF+bHXJQ9R1eIosgHO3MI9HBAL4pMf3MnZ6ubz3sBoCtMFht9MoMmIAhdC7S5sTL+9dspvkzOGxRoA5zuCrR9gFIURVEQhFAgEug4awQQBOFbYCrgJQhCIYZK2VxBECIxLBrkA3cDiKJ4UhCE74F0QAvc19UG55+JSD9nnpwdxRMzIzmcX8Ma43LB2pRiU8bnghFyRgxxG5ADzZ3RMot279dHWW92omkPnV5kS3opK3flcKygFncHax6eHs4t44LxcOy5KCaVVseh3Bp2nalgZ2aFyXvK29mWGTG+TI7wZkt6GeuOFyMIAolBlqHbRbXNbDlZyoqdOaaW57l4ONpYCLHYAFf8XNqvMIiiSJNaZ/DbMvpuVSlUxjzFVjPUsnolZ4x/8PubowW1HC2oxdZK0to+dbVD5tY6F9fyed0DE3llYwaf78sjObuKt69L6HW/tO7g5WTLc1fE8H8Th/LfbWf4an8+qw+d5Y6Jwdw5ObTfh6hb2pzfHz5Lk1prarNdPVLOW1tP8/6ObFYtHct9l4WxfHMmu89UMCncG1srKStvSuTWTw/yyOoU7K2lTI+58PmwtKI6Hlmdgkqr48FpYTxwuWFL11R1K1eQXdlo8nQ7WlDDunOqbnI3e4vlhJbP5r8T5Q1KXvwtnVFB7r26+Q2QnFPF8bO1ADz0XcoFLwB0RXaFAjcHazx78O9XZ0gFoUuBZmslZcnoIazcmU1RbTPyDroBg/Q/3bXZOIxhY9MVOAQcA2pEUbyldw+vcwaazUZPotLq2JlZwdqUYracKkOt1RPk6cCCeH8WjJD3uulhT6LXi8x6exeCAJsemtxm7kGp0fHT0UI+3p1LbmUjgR4OLJs0lEWJQ3pkI0wURXIrW/Mt9+dU06zRYS0VGB3sweQIb6ZEeFs48Ov1Ik/9nMr3hwt56PJwXO2teXfbGWo7aPmNCnJnzFAP4gIMbUovJ4PDfnWjmkpTaHVreLW5AKtUqFB1YK7aHRxspMQHuDHM3wUbKwkaY6i9Sqsnr7KR5Jyqdu8XP8SNEC9HC+PWYC+HDpMV9HqRykaVZTu1TklxbWtrtaxB1cbM1d5aiszNjpyK1qWHcB8nnpkXjdzNHj9Xu3Y3XfuanAoFb209w7rjxbjYWXH31FBuGx/cr16GydlVXP/Rft6/cSRzY1ujglbuzOY/GzP49f4JRPg6M+vtXVhLJWx8aJKpktmg1HDjxwfIKG3gs9tGM+E8MzA1Oj3vbD3D+zuykLvb8/aShDZvVjpCqdGZmfE2WkRimUdaOdgYZ928nCiqbSatqI6ND03q1b9veZWNTH19B2AYO3l2XjTXjDz/BYDusHhlMjq9yE/3jO/xx26PiGc3csfEoTw1p/PMzcKaJia9tp37pobx+KzIPjm2QQycj81GdwXaUVEURwqCcD/gJIriK4IgpIiimHCxB3sx/JkFmjn1Sg2bTpSyNqWIfdlViKLBC2lBgpz58TJ8nPs/T7Ir1qYU8dB3Kay4aSSzhxtONLVNalbtz+fzfXlUKtTEBbhy5+QQZg/zu+iBcYVKy76sSoMFxpkK08xXsKeDSZAlhXi2mfXT6vRkVSj441Q57/xxpkNXejCIMrm7PfbWUqqMYqzKKMYaesC0FQyVB7mbPQHu9sjdDf+2t5Gi1upRavUU1TSTV9lIbmUjeVWNnQq9McEePDQ9nGiZC+4O1r1SjdXpRSoaVK3LDCYh10xxrZKTxXVodG3/5jjZWhkrcIZtVD9XwzKDeUWur4TSyeI63vz9NH9klOPlZMsD08K4bsyQfskw1OlFxry8lXGhnvzvhpGmyxuUGia8so0JYV58cFMiW9PLWPrlYZ6/IsZiO6+mUc11H+6noLqJVUvHdFtg5VQoeHh1CqmFdVybGMDz82N6JBJNFEXK6lUmQ97sikbDokK5guK6Zp6dG91r6SM1jYYEgE/35gKGNw5Hnpveq6+rUS9t4fIoX15d1De+Y1HPbeTWccE8PTe6y9su/eIQKWdr2fvUtMF8zj6kNwRaCrAMeAe4UxTFE4IgpImiGHtxh3px/FUEmjmldUrWHS9mTUoRJ4vrkQgwIcyLhQlyZg3369Fg7J5EpzfMeTjYSFlxUyKf7s1l9aGzNKl1TI305q7JoSSFeFywaNDrRdJL6k2eZEfya9DqRRxspIwP9WRKhDeTI7wJ8jRsU7WEZh/MrWZHZjlbT5W36yzfFRIBPBwN1g+2VhKUGj3NGh3NGh1KtQ6lVteuIAGwlgrIXI3iy82eAHcH5O6Gr13srGnWaDlb3UxOZWOrCKtstBB/1lKBQA8HhhorYSX1SnZlVtCg0iIRYM5wGbeOD2Z0sPuAaY9rdHre3nqa97YbYqJGBLoRH+BmEnPFtcp2/y9c7Kzwd7M/R8i12ovIXO16dL7tSH41r23K5EBuNXI3ex6eHs5VI+R9bjj99M9prE0p4uhzMyy+v9c3Z/Lejiy2PDKFUG9Hbv3sEMcKatj++FSLrcryBiVLVu6nUqHi22VJDJd3bCIriiLfHCzgpd9OYWst4d9XxVpU7noTrU7fKz9blVbHl/vy+e82wwJAS4E39YWZvVq5rW1Sk/DiFp6ZG9WtCKmeIOb5TdwwJpC/XxHT5W13nq7g1k8P8s51CSxIGIx/6it6Q6BNAx4H9oqi+LIgCCHA46Io3ntxh3px/BUFmjlZ5Q2sOWYQa4U1zdhZS5gR48fCBH8mR3gPuOWCf647yWd78wCwkghcmeDPnZNDLnggt0qhYvcZowXGmQoqFWrTdeE+TgzzdyHYy2ALUKlQcSS/ptMh/nNxsrViYpgXrvbWrD58FgCZqx2zh/uh1OhQavQ0KDUmZ/x6pWXVzNZKYqp6Bbg7EODeKsbkRhFWUN1ErlF85ZqJsJasTjAYUAa42xPs6WhoSXo5MtTL0Bbyd7NDpdXz89FCvkjOJ6tcgaejDdePCeTGpMBuBz/3B9kVCh7+LoW0ojoWjwrgH/OHmSqaKq2O8nqVqX3aWpFrrcpVm/2MWnB3sLaYgZOZ+8W52uPrante1QJRFNmTVcnyzZmkFtYR6u3IYzMjmT3Mr88sCnafqeDmTw6y8uZEi7DwKoWKCa9uY36cP8uvjSerXMHst3exKDGAV66xrNgU1TazeEUyzRodq+9MIrydreBKhYonf0zlj4xyJoV7sXxRfK96kPU2oijyW2oJr23O4Gx1M1MjvblhTCB3rzrCsskhPD2n6yrTxXAkv5prPkjucY+4zoj9x2auHTWE5+d3LdD0epFpb+zAy8mWH/uoBTtILwi0gcpfXaC1IIoiR4zLBb+lllDbpMHD0YZ5sTIWjvBnZGD/VU9aTnAf7spht9mG5L6npnVoVdGCSqsztg0Nc1rl9Sq2nCpjS3pZjx9npK8zl0f7kBjkTrNG1yaGKKeisU0GpION1Ci6HEyiy7wa5uVkg0YncramidwKQwvSvBpWUme5YODrYmsQYd7GuTCjEBvi4dBuZSivspEvkvP48XAhDSotcQGu3DoumHlxsn7flOwuaq2hmvbBzmwCPRx4e0lCu47u7aHU6FoFm7GdWlynpNRsLq7FPNccLydbo2izs6jItVzm62LX5s2NKIpsPlnK67+fJqtcwXC5C0/MimJyuFev/25pdHpGv7yVqRHevH3dCIvrXvj1JF8fyGfnE5fh72bPy+vT+XhPLr/eN7FN3FJuZSPXrkhGKoEf7hpvsRH9x6kynvwplXqllqdmR13yHlmH8qp5ef0pUs4aEgCenRfNpHBvnvkljR8PF7Lnycsu2kKjK1YfKuDJn9LY9cRlvbJ93h5xL2zm6pEBvNDNYPmPd+fw0vpTbHhwEjH+/b+481egNypoYcCjQDBmm5+iKM68wGPsEQYFWlvUWj27TlewJqWILellqLR6hnjYszBBzoIEeZ+Zcmp1etanlbByZw7pJfV4O9ty67gg6po1fLQ7l7unhBLj79JqE2GxuWj43KDseo7LzcGaEC9HyupV51UdM7+/u4MNJXXNKDWW81sudlbIjZUvuZs9no42vLHFEGK9fFEcixIDEAQBnV6kuLbZNAeWYxRjuZWNFNY0WwzNuzlYm4TXUONwfrCnoSrWnfa0Xi+y80wFX+zLY0dmBdZSgbmxhjbmpbjl28KBnCoe/f44pfVKHpwWzn2XhfZIu6tJraW41ija2gg5w9fnzgsKAvg421oY/LZU5HxcbDmYW83X+/MprlMyZqgHT8yKZHRw92a7LpS//XicDWmlHHluukUFsLCmianLd3DLuGCenx9DvVLDtNd3EOjhwE/3jG/zesgsbWDJh8k42Vrxw93jcLO34eUN6azaX0CUnzPvXDeCSL+OPfcGOrmVjby6MYNNJ0vxdbHl8ZmRXG1cAChvUDLx1e1cMzKA/1zd+9M5L69P54vkfE69OLtXFhDaI+HF37ky3p8XFwzv1u1rm9SM/fcfXN1HP5NBem8G7RPgCGBawRFF8cCFHmRPMCjQOqdBqWHzyTLWphSxN6sSvWjIelyYIOfKeP9eewf5W2ox/9mQYSGYnGytaFRr2zW8bJnj8nS0wcFWSla5ol1xlhTiwdihnvi72ZFf1URaUZ1FxJC1VCBa5kKs3JWcikbSiurauOyb4+FoY1bxspwDa2lBnkuDUsM1H+zjdJkCBxspcjd78qub2l0mcHOwJsLXmWg/ZyL9XIj0c8LH2Q5bKwk2LR9SSbeESL1Sw4+HC/lqfz65lY14O9ty49hAbhgbeEksiXSHumYNz689wdqUYhKD3HlrcUKfVB4alBrTNqpByBk2Us1bqy3+Xx1xWaQ3byxO6FE7GHO2Z5Zz+2eH+OTWUVwebdkue/T7FDamlbLvqWm4O9rw/eGz/O3HVN5aEm+KiTIntbCWGz46gEKlxdXemrpmDXdODuGxmRGX7LB4TaOad7ed4avkfGysJNw9JZSlkywTAF7dlMHKndlse2xqn0Ts3fH5IYprm9n0cIeR1T1O4r+2MHu4Hy9f1X2x9bcfj7PueAkHnr18QGxT/9nptS3Oiz6yHmZQoHWf8nolvx4vZm1KMWlFdUgEGB/qxYIEf2YP9+uRDa0W7vrqMPtzqvF0ssHL0dYQau3UmqP42/ESDuZV868Fw5gbK6NSoWb3GYMFxoHcatRaPTZWEoI9HXB3MIRgN6p1nCiqM80dWUkEIv2cjT5jbsTKXYnwczKdYG78eD9nyhTGtqODxSbkEHd7/N3sL3h76/jZWha8t7fHfl4SweBNZC7abK0NnwtrmtuITEGABfH+ONpame5jKzV+7uBxTLezkrYKRNN9LAVjf1fh1qYU8fdfTiACL1w5jGtGyvv1mERRpL5ZaxBrprQGy4pcbbOGD25MbBOt1FOotXoSX9rCzBg/3lhsmRt5uqyBmW/t4qHLw3lkRgR6vchV7++lpE7JtsentqnM6vQid3x+iJ2nKwD44MaRzOmjRYCeRqnR8WVyHv/dlkWjSsuS0YE8MiO8zZuWeqWGCf/ZxuQIb967sW9OZZNf205sgCvv3dB3p85RL21lRozveVXD0grrmP+/Pfxjfgy3TxjM5+xtekOg/QMoAX7BMuqp/kIPsicYFGgXRla5gl9TiliTUkxBdRO2VhKmxxiSC6ZEeF9w6Hh3Ka9XMubffwCGoftzZ7GsJAL21lJT60kqEQj3cTKIsQCDGIvyc+7XOatKhYrFK5LJq2rk09tGE+PvgkqjR63To9YaP3R642U61Fo9KuOH+fWGy3UWlzWrdWw6Wdqm5QqGDFD1OY+jMj5OT2Eu+FqF3bmiTtqOODQXetJ2xKH540jbFYe2xseuUCh56qc0DufXMC9WxstXDcfNoW/MPgcqj36fwtb0Mg7/fUab39FlXx7mYG41+56ahqOtFUcLarj6/X3cMzWUJ2e3emKdrW7ikdW5C/3dAAAgAElEQVQpHM6vMVXPEoa4sWrp2AG7Ad4eoiiyLrWE1zZlUFjTzGWR3jw9N7rDSLQPdmTz6qYM1t3fdjavN1BqdEQ/v4kHpxlEc18x9t9bmRrhc962Hgvf20u9UsMfj07p9zdof3bOR6B19zdyqfHzc2aXiUDg+RzYIAODMB8nHp0ZySMzIjhaUMta43LB+tQS3BysjcsFchID3XtkUFinF0krqmNnpmHbMsXo4A20EWcSAUK8HYmVuxkFmSsxMpcBN/Tu5WTLt3cmsXhlMg98e6xL+4LuUNuk5vvDZ/lqfz5KjSHb8KakIK4bPQTPLsKoRVHsQBzqzcShrh1xeO59dCbB1971LYKytkltuO6c52m5Xt+Du0fr00pYn1YCGLZZzQVi++KwHRHZjsi0uI20nduZqpBSbKQSrKVCv5685g6X8fPRIvZlVzI10sfiunumhrIlvYxvDxawdFIIIwPduWZkAJ/szmXJqCEEeTrw89Ei/vHrSQTgrSXxLEyQ83t6Gfd+fZSlXxzi89vHDLjfs/Y4lFfNS+tPcfxsLdEyF1b9X1ynkUVKjY5P9+YyKdyrT8QZGGbhRLFvIp7MkXQjSaA9bk4K4rEfDPmc52toPEjv0S2BJorikK5vNcilhiHGyJ3EIHeeuyKG3WcqWHOsmJ+OFvL1gQLkbvYsHOHPwgR5u2v5nVFerzSaxFay+0xFhw78AFeNkJtikWL8XfrVuf188HWx45tlSSxekczNnxzguzvHXdCAdUZpPV/sy+OXY0UoNXrGDPXgmTnRzIjx7fagvCAIxvblwDjBanXnijYzsWcUgu0JStU5Qk+t1XMkv4YDudUAFNY0MyPGF1HE9DiNai01Te0L05bLegoLEdeF0LOoPpoJvY6rkp23qKNkhtfWL8eKmBzubfHmaWSgO0khHny8O5ebxwVhayXlydmRbDpRwuM/HMfX1Y71qSWMCfbgjcXxppzLWcP8eOPaeB75PoV7Vh1h5c2jer2CfqGcuwCwfFGcaQGgM34+WkRFg4q3l/Sdr3p2Rd+FpJsjEQR0FyDQ5sXJeGl9Ol8l5w8KtAFEt8+EgiBEATGAqbkviuI3vXFQg/Q91lIJ06J8mRbli0Kl5feTpaxJKeaDHdm8tz2bGJkLC0f4c2W8vF1vJJVWx5G8GnYa8y0zShva3CbEy5HhZvmUO09X8P6ObG6fEExcgFtffJs9jtzNnm+WjWXxymRu/PgA39+VREg3/ihrdXq2pJfx+b48DuRWY2ct4aoRcm4ZFzwgciovFivj8kNPdSWb1FpeWn+Kbw4UUFTTzDvXJXT7TYNeb6wutlc11Bpa0G3FYcu/dW3u17ZyqLO4vlGtbUeYGh5HpdW3uyhzPqxNMcySWkkEC6FXVm+YPon8+yYShrhhYyWhUa3jcH6N6b5DPBxYuSu7jaAM8XJke2YFEX/fyOvXxmNvLbWsJBpva2fd2p42f24rSe9VF6sb1bz7xxlW7TcsADw2I4Klk0K6FQOn04us3JVNXIAr43tpPrA9ssoVCMZuQF8ikXBBry87aymLRw/h4925lNQ1D2j/xL8S3Z1B+zswE4gCNgOzgD2iKF7du4fXOYMzaL1PeYOS346XsDaliOOFdQgCjAvxZGGCnNmxflQp1Ly8Pp192VU0mWXsBXk6GMSYMSh8uNy1zYZQg1LDxFe3M2aoBx/d0q2W/IAlq1zBkpXJ2FhJ+P6ucaYKxblUKVR8d+gsq/bnU1KnJMDdnlvGBbF41JC//IxVd9iSbvDralRpeWZuNLeMC+qWMFBr9TSqtChUWprUOhQqLY3GD9O/jZcrNTpuGBN43lXj7iCKIlq92O6coqqNOGw7p7jOuGAzOtidUcEebaqNa1KKARgd7M6hvBqL55a52qEXLZ+7o5SL80UQsGgt23ZQBTy3bexib8X9l4W128JXanR8sS+P/203LABcNyaQh6e3XQDojN9Si7n/m2N9vgjxwLfHSDlbw+6/Teuz5wSYunw78UPceOccv7zucLa6icnLt/PAZWE8OnMwn7O36I0lgTQgATgqimK8IAgyYKUoilde3KFeHIMCrW/JqVCwJqWYtSlF5Fc1YWMlQSoINGt0TI/2YWSQO3FyN4bLXbotNt7eepq3t55h40OTLvnK0amSeq7/aL/JY8r8XWhaYR2f78tjXWoxaq2eiWFe3Do+mGlRPn3mkXQpodXpaVTpUKjPEVEqHXlVjbyyMcN023lxMuytpRYC7Nz7nE+b09ZKwjvXjWD2cL+ub9zHKDU6Rv5rC1eNkLdrpbA+tYT7vjlq+vrmpCDGhXpy79dHeXZuNMsmW+ZctlQXW0Th8s0ZfH+4kLFDPXhmbnSbNnV77WlVGzHZdt5RZYxAO1FUZ2H47Ggj5ad7x1ukiZy7ADAtyoen50Sdt2AWRZH5/9tDk0rHlken9Onv2Zx3duPnYstnt4/ps+cEmPb6DmL8XSxyW8+HOz4/RGphHfuemjZgW92XOr2xJNAsiqJOEAStIAjOQCnQO4m2gwxYQrydeHRGBI9MDyflbC1rU4pZd7yYZo2OQ3k1eDvbkRjofl5eOrePH8rHu3P537asPlt/7y2iZS58eccYbvzoADd+dIBVS8dyKK+aL/blcbSgFgcbKUtGDeHW8UGE+Vy6ZqDtodOLRnHUIqjOFUmGy5rUlsJJYV7FUmtpMl7WWej7uaxPNSwQhPk44WhrhZOtFE9HB7R6kcKaJpSaZjP3xlYEAQI9HIj0dSZK5kKUnzORfs4EezoOWNFsZy3lsigfNp8s5cUFwy2OU280TG7BPGJoWpQP7/xxhgUj/C0qUBKJgJ1EaloOePWaOFztrflody6bTpZabIBeCFqdnv051axPK2HzyVJTPu60KB/mxcqYGulj0ao8mFvNyxsMCwAxMhe+Xhp3wTNRe7IqOVFUzytXx/bp/6dOL5JToWBCH7ZUW5BIhItqod88LojbPzvE5pOlzI/377kDG+SC6K5AOyYIghvwKXAYqAeOdn6XQf6sCILAiEB3RgS68+y8aPZkVbL2WBFrjhXx7UHDcsGVCYblgq6G5l0drLl1fBDv78gmq7zhkhcucQFuLL82jrtXHWX8K9sACPZ04PkrYlg0KmDAGEHq9SKNakuR1PJ1e8KqUaVFodbSZC6szKpb7VmCtIcggJONFY62VjjaSnGytcLBxooAdwecbKVGgdVyvZXpMsdz7tNyu4LqJu5ZdYTsikaKappZlBhAfnUTxwtrTTNZYMjojPJzIdLP2STEInydTdmflxJzh8tYn1rCobxqkkIMIqC0TsnjPxxnT1ZrnJp5XNVzV8Qw862dvLYpk9evjW/zmC0IgsAzc6NpVOv4YEc2TrZW3HdZ2Hkdn1anJzmnig1pJWw+WUZ1oxoHGymXR/syL9aPKRE+bebHcioUvLopg80ny/BzseP1a+O5eoT8orbIP9iRjY+zLVeN7Nsg8OLaZlRafZ+ltpgjEbBILjlfpoR7E+jhwFfJ+YMCbQDQ5V8nwTDg8YIoirXAe4IgbAZcRFEcFGiDYC2VcFmkD5dF+tCo0rIlvYw1KUV8uCuHD3ZkE+XnzFUj5FyZ4N/h4On/TQzhs715/G9bVpuswUsFURQ5draWL/blscFoCdHCmvsmXPR8mV4v0qwxF0+Wwkqhaq0+tV5mKbbMZ6/M5wW7wtHmXOEkxd/NDkejuOpQWNm0ft0irOytpRc8TK7XixTVNpNR2kBmaT2nShvILG0gu6IRgGaNjq/25wNw9Ug50WaCzNvZ9k/j7zQ10hs7awkb00pICvFkQ1oJT/+chlqr599XxXJNopzJr23n/e3ZTAr3BmColyN3TBzKyp053JQURMKQjpdyBEHgpQXDaVbrWL45EwcbaZcGpi2ibH2qoVJW06QxE2Uy4zG3Heo3XwCwtZLw+MwI/m9i9xYAOuP42Vr2ZVfxzNyoPt9szio3bHD2tcUGXLjNhun+EoGbkgL594YMMkrrLVrPg/Q9XQo0URRFQRB+AxKNX2f1+lENckniaGvFwhFyFo6QU6lQ8dvxYtakFPOfjRm8simDsUM9WJggZ06sDFf71kqSh6MNNyUF8fHuHB6aHsHQPohh6SlUWh2/HS/hi+Q8UgvrcLa14qakIG5OCiKztIF7vj7K1Nd3sPKmRAAL4WQunlraf+YCzEJcaXTdbl042LRUnaQmgeTrYteOcDITVjZWZiKrtUplby3tl9Ds2ia1UYg1mARZZmkDjWbCMtDDgUg/Z+YM9yPSz9kY95NFTaOaMB8n7pg4dMC2Ki8GR1srpkb48OORQhqUWn4+VkR8gCtvLUkwbRAvmxTCS+tPcaygxhQ+/8C0cJMX2i/3jO/0/1UiEVi+KI4mtZZ/rkvH0caKxaMt3ZY0Oj3J2S2VMoMoczSKsrmdiDIwzNJ9vi+P97Zl0ajWcv2YQB6eHoG3c+d+f91lxc5sXOysuH5M31t19pfFBly8QAO4NnEIb/x+mq+S888rMmqQnqe7SwIfAB8NtKrZ4JLApUFeZSNrU4pZk1JEbmUjNlIJ06J8WDjCn8uifLC1klLeoGTSq9u5Mt6f5Z20YAYSa1OKeHFdOlXG+CkwBKyLokGIdbfTYGctaa0+2RhEkkOLeLI5p9VnXqmyOfcyKQ42VpeUKFFpdWSXN5JZVk9GSYNJlJXWtxoYuzlYE+nrTLTMUBFraU+e63wviiIniuq5e9URimqbGRfiyRd3jPlTDjs/t+aEqVr44LQwHrg83KKlqVBpmfDKNsYO9eBDsw3pn48W8uj3x3n92ngWJbbN6TwXlVbHsi+PsPtMBe8aFyeSsw2Vst/TW0XZ9BiDKJsS0bEoA0MVdF1qMa9tyqSo9sIXADoju0LB9Dd3cu/UUJ6YdXEzdBfCUz+l8nt6GUefm9Hnzz3/v3vwdrbl09tGX9TjPP7DcTaklXDgmct7NAZwkB5cEhAEwUoURS0wEVgmCEI20AgIGIprl/ZU9yB9QrCXIw9ND+fBy8NILaxjTUoR644Xs+lkKc52VsyLlbEgQc51o4fw9YECHrw8vEObioFERYMKb2dbhno5thFJrXNSUrZnVrAtoxyJAN/dOQ4PR2scbFpFVnfNaC9lRNHYnixpILOstSqWU9Fo2uqzkUoI83FifKinoTVpHNz3aac9qdIaNgLTi+tJL6knvbieUyX1pngwiWDwTtPq9djw5/n5anR63tl6xiTO4oe4tWuJ4GRrxa3jg3n3jzOcKWswCaCFCXK+2p/PKxszmDXMt8uTr62VlP/dMIK4F37ngW+PWTz+5dGGQf/JXYiyFg7kVPHvDac4XlhHjMyF1xZd+AJAZ3y4MwcbqYTbxvdPrmR2haJfqmdw8TNoLdycFMSPRwr5+WgRt44PvvgDG+SC6KrFeRAYCSzsg2MZ5E+OIAjED3Ejfogbz86NZm92FWuPFfHr8WK+O3QWQTCYLD68OoWf7hnf34fbJUsnhbB0UtfLzDePC+bHI4U8/sNxVu7M5oObEv+UVZ0W6po1ZJ4zJ3a6tMEknsAQ2RTl58zMGD/TnFiwl6NFFaiFmkY1p0pahVh6ST1Z5QqTsHOwkRItc2HhCDkx/i7EyFyI8HW+6DmmgUZOhYKHV6eQWljHtYkBnK1pIr+qCb1ebLddedv4YD7alcOKnTmmgHWJROCF+cNY+P5e/rsti2fmRrf7XBqdnr1ZlWxIK+H39LI2j/vUnKhux0LlVCh4ZWMGv6cbFgDeuDaeqy5yAaAjSuuU/HyskOtGB/ZYu/R8ySpX9JtFi9ADLU4wCP/4AFe+2p/fba/BQXqergSaACCKYnYfHMsgfyGspBKmRHgzJcKbl9SG5YK1KcVsyyjnSH4NcS9s5u6poSxIkCN3u/RdrRclBqDU6Pj7mhM8vPoY71434pKvnKm1erIrFBZzYhmlDRb5qq721kT6OXPVSLlRiLkQ4evUbuVGrxfJr2psUxUrNns8XxdbYmQuXB7tQ4zMEA0W5OHQL3NyfYUoinxzsICXfjuFrbWE928cydxYGT8dKeSxH45zvLDWNGdmjoejDdeNGcJXyfk8OjPC9HsUP8SNxYlD+GxvLktGDyHUWO1pEWWG9mUZdc0anG2tTO3LuABXbvnkIN8fPsv8eBmJQR6dHnd1o5p3tp7m6wMF2FpJeGJWJHdMGNqrwvnTvbnoRbhzcv+4QFU3qqlp0ph+pn2NVNIzAg3gpqQgnvgxleScKsaHDsY/9QddCTRvQRAe7ehKURTf7OHjGeQviIONFQsS5CxIkJNaWMuV/9tLvVLLa5syeW1TJmOMywXzYmW4Oly68xA3JQWh1Oh4af0pbK1SeePa+EtCWIiiSHGd0lARK2kwVscayK5orWJZSwVCvZ1ICvE0zYlF+Tnj52LX7rtvpUbHmTIF6SWtbcpTJQ0ojFU2qUQg1NuRMUM9iJa5EOPvQrTMBa8uQuP/bFQqVDz5Yyp/ZJQzKdyL5YviTVFr06N9sZYKbDxR2q5AA8OywKr9+Xy0K4cXrhxmuvyJ2ZFsSCvh+bUnWDophA3tiLJ5sTImRXhZbEF+tXQMS1bu57bPDvHtsiSGy9uGj5svADRpdFw3ekiPLgB0RF2Thq/35zMvVtZvIxItG5z9YbEBhhanvoeiZ+fH+/PyhlOs2p8/KND6ia4EmhRwwlhJG2SQ3iYuwI1rEwP49Xgx3ywby76sKn5JKeKZX9J44deTTI30ZuEIOdOifLrdYhlILJ0UglKj4/XfT2NnLeHfV8UOqPZBvVJjWREzzow1KFvbk3I3Q3vy8mgf05zY0A7ak2CoKpwya0+mF9eTVaEwzco4GluUV4+UE2MUYxG+zpfk/29P8scpQ6xVvVLL81fEcNv4YAtB7+pgzYQwL4PNxpyodl9H/m72LEyQ892hAh6YZohUUmv1pBXW0aDSsjerir1ZVTjbWjHDWCk7V5SZ4+Nsx6qlY1m8IplbPj3I6juTTPNt5y4AXB7lw1M9vADQGV/tz6NRrePuKaF98nztYbLY6LcZtAsLS28PO2spi0cN4ZM9uZTWKdvNYB6kd+lKoJWIovhinxzJIIMYue+yMH46WsimE6U8Oy+G+6eFcaKonjUphnm139PLcLa1Yk6sHwsT5IwN8bykNhfvnxaOUqPnf9uzsLWS8o/5MX0u0jQ6PTkVjWQY25ItVbEiMyd6ZzsrovycTYbDUX7ORPg5d2i2q9eLFFQ3WcyKpRfXW2xkylztiJa5MCPG1zQvFvgnb1GeL81qHS9vSGfV/gKi/Jz5emlSh4bPc4fL+NtPqZwoqic2oG01C+CuKaH8cKSQWz87SKSvC1vSS6lXarG3ltKsMdiW7Ht6Wre39eRu9qxaOpZrVyRz0ycH+OGu8RTXNfPvDadILaxjmL8LyxfFMb4XFgA6QqnR8dnePKZGehPj33/eXdkVCuysJf02liERBLQ9VUIDbhwbyEe7c/j2YAGPzIjoscftL2qb1GSVKzhTruBMmYKyBiVPz4kiwH1gLqV1awZtkEH6kmAvR66M92fV/gLunhKKp5MtsQGG0PVn5kazL7uSNceK2ZBWyveHC/FzsePKBH8WJPgTI3MZUBWpjnhsZgTNGh2f7MnFzlrKk7Mje+W4RVGkpE5pqoplGP3EsisUpqDslvbkqGB3bvQLNBm8ylzbb0+C4YR4uqyhzbxYi0+ZVCIQ5u3EuFBPU1UsWuaCh+NgIHxnpBbW8vDqFHIqGrlzcgiPzYzo1Gh1Rowv0l8ENpwoaSPQ1Fo9e7IqWJ9aCsCJIsP/08IRhnGBieFeHMip5pZPD7JqfwH3TO1+5WmolyNfLx3LrLd3MXn5dsAgvt9cHM/ChN5ZAOiMHw6fpapRzT39WD0DQwUtxMup395wSCUCKm3PVNAAgjwdmRLhzbcHC7h/WliHVfKBhCiKVCoMQiyrvMEkxs6UK6hUqCxu6+9q12Mt4d6gK4F2eZ8cxSCDnMP908JYe7yYT/bk8jezPECpRGBSuDeTwr15ST2crafKWJtSxKd7cvlwVw7hPk4sHCFnQYL/gH1XBIZtq7/Pi0ap0bFiZzb21lIemh5+UY/ZYNGebDF5raferD3p72pHlMyFy6J8TJFHIV5OnW6VVilUFiIsvaSe7IpGU4vSydaKaJkzixIDjFUxV8J9nf7yLcrzQacXWbEzm7e2nMbLyZZvlo7tVgXK3dGG8aGebEwr4W+zItHoRPZkVfBbaglb0stoUGpxtrMiwteJ02UKHpsZaRHdNDnCmxkxvvx32xmuHinH16V7bawqhYqvD+RbXPbD3eP65XdOq9OzclcOIwLdGDO088WF3ia7QsHIDuYB+wJBoNv+i93llnFB3PH5YX4/Wca8OFnPPvhFIIoipfVKzpQpTFWxFkFW26Qx3c7Z1gpfVzuqGlvFWZSfM3dNCeGKOP8BLTo7FWiiKFb31YEMMog5YT7OzB0u48vkfO6aHNrucoC9jZT58f7Mj/enulHN+rQS1h4rYvnmTJZvzmR0sDsLjMsF7gOwciMIAv9aMByVVs9bWw0zaXd1owKg0enJrWy0mBPLOLc9aWtFpJ8z8+P9TXNiEb7OFgkO56LXi+RXNxmrYq3D++aZlv6udsT4uzBrmJ+pMjbEfbBFeTGcrW7ikdUpHM6vYV6cjH8vjD2vZZjLo3x4YV06c9/dQ2FNEw1KLS52VsyM8eOKOBkTwrywsZJw48f7+WJfHksnDbWoyv19XjQz3tzFqxszeHNJQqfP1dJKfH+7YQHgpqRAJoZ58fDqFJZ9eYTvliX1+SLP+rQSCmuaef6Kvh8VMKdZraOotplrE4d0feNeQioR6I75/PkwJcKHAHd7vkzO6xeB1hLxdqa84RwxpjAtFYHB0DrCx5k5w2WE+zgR7uuEi501G9JK+OZAAaII40M9uWtKKJPDvS6JTsullxQ8yF+G+6eFsT6thM/25fLw9M7nHzwcbbjZGLF0trqJtSlFrEkp5u9rTvDPdSeZEmFILpge7TugKjsSicCr18Sh1Oj4z8YM7KylJmNIURQpq1dxytiWbKmOZZcrUOsMdXkriaE9mRjkzg1jA4kyGrz6d9KeBMOJNrO0wWJe7FRJvSmjUyoRCPdxYkKol2lWLFrmMiCF7qWKKIqm6CUBeGuJoT3YnROHSqtj92mDT9nPx4oAOFVSz6LEAObFtooyc+6dGsaNHx/g56NFFhFIQZ6OLJs8lPe2Z3NjUmC79hl6vcivx4tZvtmwADA92rAAEOZjmI370MaKpV8c5tbPDrJq6dg2KQ+9hSiKfLAjmzAfJ6ZH+/bJc3ZETqUCUey/DU7o2SWBFqQSgZuSgnhlYwanyxqI6KWlD61OT0F1k0l8GYRYA1nlCpSa1j6kt7Mt4T5OXDNSTpiPE2E+zoT7OuHpaGP63TlT1sCHu3JYk1KETi8yN1bGXZNDO5zTHKh0K+ppoDIY9fTnZ9mXhzmQU8Xep7o/xNyCKIqcLK5nbUoRa1OKKW9Q4WRrxezhhuWCcaEDZ7mgtknN9Dd3UalQYWctIS7AjczSBuqaW0v1Mlc7k4VFy5xYqHfn7UkwWDWYz4qll9STU6EwtUKcba1MVhYtVbEwn8EWZW9S26Tm2TUnWJ9awphgD95YHN+lNUSLKFufVsLW9DIaVFpc7a2ZGePLD0cKCfRwYOcTUzsUeKIosuC9vdQ3a/jjsakWr/1GlZbL39iJt7Mta++bYFER3Z9TxcvrT5FWVMdwuQvPzI1u13Zh88lS7v36KKOD3fn89jF98vrZnlnO7Z8dYvmiOK4d1X+VKzBEvz30XQqbHp7UbyHjS784THFtMxsemtSjj1vdqCbpP3+wZNQQ/rVw+EU9llqrJ6+q0TgXZmhJZpcryKloNL3xBEO1PszXmXAfJ8J8nEyf3Rzaf5MoiiKH8mpYuTObPzLKsbOWsGTUEP5vYgiBngNn3KXHop4GGaS/eXBaOPPTy/gyOd9idqY7CILAcLkrw+WuPDUnmv05Vaw5VsSmE6X8eKQQH2dbroz3Z+EIOcP8+2a5QGvRnmwd3C+saW1PKjV6DuZWmypikb4Gg9euWkd6vUheVWObLcryhtYWpdzNnmiZC3NjZcTIXBjm70KAu/0lUe7/s7A3q5LHvj9OpULF32ZHctfk0E7fKIiiyH+3ZfHRrhyTKJs93I95cTLGhxoqZXEBrjy39iRnyhUdVjgEQeDeqaHcveooG9JKmB/vb7rO0daKp+dG8dB3Kfxw5CxLRgeSXaHgPxsy2HqqDH9XO95aEs+C+I4XAGYN8+ONa+N55PsU7ll1hJU3j+r1xIwPdmQjc7VjQYK8V5+nO2RXNCIRDAsU/YVEoMeMas3xcLThijgZPx8t5Mk5Ud2qkCo1OrIrjJWwstZqWF5Vk2l+VRBgiLsD4T5OTIn0JtzHmTAfJ0K9Hbv9hlynF9mSXsrKXTkcK6jFw9GGh6eHc8u44Et+KWlQoA0yoIkNcGVqpDef7Mnl9gnBONhc2EtWKhGYEObFhDAv/rVwOH+cKmdNShFfJOfx8Z5cQr0dWZggZ+EIeY+YXIqiSHmDqs2cWFaFArVWbzqmEC9HEoa4cf2YQCJ9nQn2cuDva05wKK+GSWFezIltf+ajWa0j07RFaZgXyyhtMLUorSQCYT5OTAz3MlXFYmQuHb77HKT3UWp0vL45k4/35BLi7cgvt0zosuWi1up58qdUfjlWxKxhvlw/JpAJYV5tBptnDfPj+V9PsjGttNMW1MwYP0K8HflgRzZXxMkshPmV8f58lZzPkz+lkZxdxbrUEuytpTwxK5L/mzi0WxWxhSPkNKl1PPNLGo+sTuGd6xJ6LTHjSH4NB3Oree6KmAERnZZdriDQw6HTrdvepieTBM7l5qQgfj5axC9HC7l5XLDpcoVKS3aLdUV5A1nGjcmzNU20HIpUIhDkaRBic4bLCPc1VMNCvJwuOFlCqdHx89EiPt61ZV4AACAASURBVNqdQ25lI4EeDvxrwTAWJQ7508S8DQq0QQY8D0wL55oP9vH1/gKW9UCEi521lHlxMubFyahtalkuKOaNLad5Y8tpEoPcWZjgz7w4/269A2tUackss9yczChtsNgk8nMxtCcnhXuZIo9CfRzb/WP+ya2jueXTgzz43TFWWkuIlbudUxWrI7eysbVFaWdFjMyFxaOGmIRYuK9Tv54oBrEko7Seh79LIaO0gZuTgnhmbnSXJ5G6Zg13f3WE5JwqHp8ZwX2XhXVY6fRxsWN0kAcbT5R0ug0skQjcPSWUv/2Yys7TFUyN9DFdp9Lq8TWaka5JKebmpCAemh5+3ukNN4wNpEmt5aX1p7C3kfLaNXG9skSyYmc2bg7WXDe6f1ubLWSVK/rNoLYFiSD0SFh6e4R4Gb6359aeJLeyiawKBVllDRZRbDZSCUO9HIkNcOXqkXLCjfNhQZ49J1xrm9Ss2p/P5/vyqFSoiZW78r8bRjB7mN8lH593LoMCbZABT2KQOxPCPFm5K4ebxwX16GyLm4MNN44N4saxQRTWNPHr8WLWHCviubUn+ee6dKZEeLNghJwZxlidvKomCxGWWdpAQXWT6fEcbaRE+DkzZ7gfUcY5sSg/525VrnQtLcrieqJlzhzJr+GOzy1nLOVu9sT4u3BFnL9JjA22KAcuer3Ip3tzeW1TJi72Vnx62yimRXU9zF5U28ztnx0kt7KRt5bEc9WIgC7vMyfWj3+uSye7onOhsDBBzltbTvP+jmymRvqg14usPV7E8k2ZFifbW8YFXXC01tJJIShUWt7eegYHGyn/vHJYj75Gz5Q1sCW9jAcvD8exjxYSOkOnF8mtbGRqpHe/HodEInAxBTRRFKlqVBu2JY0C7IyxOlZhNirx6d5chstdGDPUg3BfZ9OMWKCHQ6+JpMKaJj7Zk8vqQ2dpUuuYEuHNXVNCGBfi+af9+9f/r+xBBukGD0wL57oP9/PdwQJumzC0V54jwN2Be6eGcc+UUHadqeTVjRn8kVHOHxnlbW4rESDE24nYAFeuTQwwDO7LXJC72XerWtCk1pJR2mCxQZlR0mBydreWCshc7UzB44/OiODWccGXdBbpX43SOiWP/3CcPVmVTI/24ZVr4roleE4U1XHH54do1uj44vYx3Xbknz3cINA2nSjtdF7TxkrCskkhvPhbOu9tz2LTiVLSiuqIlbvyxuIEInyduOz1HfxzXTpf/d+YCz75PXR5OI0qLR/tzsXR1oonzfwML5YVO3Ows5Zwm3Hjub85W92EWqcfABU0urXF2bIhbrKuqFAYW5MN1JhV/p1srQjzcWJKhDfhPk4EuDtw3zdHmRvrx/s3Jvbmt2IivbieD3dlsy61BAFDK37Z5BCiZf2XGNFXDAq0QS4JkkI8GRPswYqdOVw/NrDHyuVNai2nyxRklJhFHpU1UN2o7vR+148JZMnoIcTKXbs8gZU3KNtsUeZWNpre6brYWRHj78L1YwJNVbEwH8N2ZqVCxZKVyXy4K4fJEd4kOLj1yPc9SO+yIa2Ep39OQ63V8++rYrl+zJBuCZ0dmeXc9/VRXO2t+fHu8R1GPLWHzNWekYFubEgr6XKhZnSwwUpj+eZM/F3teHtJAlfG+5veXDw6I4IX1qXze3oZs4b5dfsYzBEEgWfmRtOo1vHBjmycbK3Oe9GnPYpqm1mbUsRNSUEDZgg8u8KYwdmPFhsAUsFyBq3FQ8zcsuJMuUGMNZh5iLnaWxPh68Ts4TJTNSzc1wk/l7Z2PccKhvL5vjzK65X4dNPY+HwRRZF92VWs2JnN7jOVONpIuX18MHdMHIp/P8Vo9QeDAm2QS4b7p4Vxy6cH+fFIITeODTqv+7a0D02bkyX1ZJYZ2pMtf88cbKRE+DozM8bXNCcW5eds8v5SanRszzAsF/xwuJCvDxQQYlwuaEkuyK1su0VpHi8S4G5PjMyFK+P9TcP7creOW5ReTrZ8vTSJxSuTueWTA3x7ZxLD/C8tL5+/Eg1KDS/8ms5PRwuJD3DlrSUJhHSzqrL6UAHP/HKCSF9nPrt9dLdd/c2ZGyvjpfWnyK9qJMiz7TZhpULFO1vP8M3BAtNlK25OJC7AUvjflBTENwcLeGm9oc1/oWMFgiDw0oLhNKt1LN+ciYONlNsvsgL+ye5cAJZO6p1KenuIokhds4bCmmaKa5spqm39XFSr5PjZWgDC+qmCpjPm4G49VUa9Ussjq1NMXmItVXkw/D0J93HiqpFywn2cCPVxItzHGS8nm25XSm9KCuLjPbl8e/DsRaefnItWp2fDiVJW7szmZHE9Xk62PDErkpvGBv0luweDPmiDXDKIosjC9/dRpVCx/fGpHUZ0VDSoTJmTLVWx02UNqIzbkxLBkPfZ4iXWMid2Po74JXXNvLXlNN8fLmz3emupQISvoe1pnkXZmZN/ZxTWNLF4RTJKrZ7VdyYR3ktmkYNcOIfyqnlkdQrFtc3cf1kYD1we3q0YGVEUeXPLaf67LYvJEd68f+PICzZ6LaxpYuKr23lqThR3m6VSKI25rx/syKZZo+PGsYHcOj6Y+f/dw6xhfrzVToLA3qxKbvz4AI/PjOD+aRd3Itbq9Nz3zVE2nyzjtWviWHyBg/01jWrGv7KNOcP9ukw9ON/jK61XUlyrpKi2ieJaZRsx1rIh3YKtlcT0NwUM4ufw36f32DG1h1qrJ7+q0Sxf0lAVy6lsNG2Hg8EzMcwovlo2JsO8nXrMaPqWTw+SWVrPnien9UhUUpNay/eHzvLxnlwKa5oJ8XLkzskhLBwh/9P5MQ76oA3yp0QQBB6cFsb/fXGYX44VMT/On9PG7Ulzt/0qs/akt7MtUX7O3JwUZJoTOx8TVlEUqWhQcdLccb+4ntyqxk6HcZNCPFmUGMCMGN8LtgYxJ8DdgW+WGSppN3x8gO/vGtevfkuDtKLR6Xln6xne35GF3N2eH+4e164bf3uotXqe+imVn48VsWTUEF66avhFnfAC3B2ID3BlY1oJd08JRa8XWZNSxOubDQsAM2J8eWpOlGlW6oYxgXy2L49HZ0S0sZeZEObFnOF+vLc9m2sSA5C5XnhryUoq4d3rR7DsyyM8+XOqKabtfPkiOY9mja5bkWjmNKq0xmpXM0XnVsFqmimtV7bJsPRwtEHuZk+otyOTw73xd7MjwN0efzfDx4od2Xy8J5erR8rJLlf0qJBQanTkVDS2tiWNYiy/qgmtmYdYgLs94T7OTInwJszHiU/25HK2uonkp3s3RvuWpCCWfnmYrellHVoBdYcqhYovkvP5MjmP2iYNiUHuPH9FDNOjfQfj4xisoA1yCdBSvs8oqedUaQPv/nGmzW3sraVE+DpZbE5G+jnjeR5baC0msukl9Rbh4JWKVsE3xMPQooyRuRrmxfwtY5UySutZc6yYX1OKKK5T4mAjZdYwPxYk+DMxzOuiN5zOlDWw5MP92FlJWH3XuB7xbBvkwsmpUPDw6hRSC+u4NjGA5+fHdNtgs65Zwz2rjrAvu4rHZkRw/7SObTTOhxU7s3llYwbLF8XxRXIeJ4rqiZW78uy8aJJCPC1uW1qnZNJr27h+TCAvLmjrEH+2uonpb+5k1jA/3r1+xEUfW7Nax62fHuRoQQ0rbkpkekz345ma1FrGv7KNUUHufHzraNPler1IpUJlEmDFtc1tKmDmiRxg8AmUudnh72qP3N0euZvho0V8yd3sO7RB0elFnv0lje8OneXWcUH8Y/4wEl78nfnx/rx8Vex5/TwaVVqyK1oEWGvY99nqJpNglEoEgjwcDBUxXyczM9e2HmJP/5zGlvSyXq/k6fQik1/bTqCHA9/emXTe98+vauSj3Tn8cLgQlVbPjBhf7pocwqjg/g277wsGK2iDXLJUKlRt5sROlzWYstjM31SFeDnyt9lRRPk5E+hxfoHdjSotGaWWs2IZpa1tUBuphAg/J6ZF+ZhyKKO60aKM8nPhqTku/G1WJAfzqlmbUsT61BJ+OVaEl5MNV8QZkgviA7peLmiP/2fvvOObLPA//k66R7r3HpRRCrRskA0iyjwnoigoznPvcd7pz3Gn58B1xxIciKinghOVWWZZbVmlu3SkI91N2rQZz++PJ0mT7nRAxX5eL15t0yQNaZrn83y/nxHjL2PznRNYuu4wtxgmaQHufSPUHUD7EARB1Gj9mIaDnZT/3DKaa6yYJMirG1ix6Sg5ChVv3ziKa0d3HqPRVQz2F6djT/7vFMEeTq0MAOYIcHfk2oQQvjxWwIOzYvCVWZ7QhHo5c8/0aN7blcmtE8MZH9mzA6iTvQ0frRjLLRuSuH/LSTatGMcVnbhU1RodxTVqXv0pjep6DY1aPU98nWoiX8XVaouKIBDry4IN064x4Z4i6fJ0ItjDkWAPZ3xlDt2qedPo9Dz6ZQo/nirmrzOjeWLuEMqVTdSqtR12cNY0aMiymIaJ+rCi6uYGETsbCVE+rsQFubMkPthExiJ8up4hZiPtmyaB1j9Hwi0Tw3hjRzpZZXWmTtbOkFpQzbrEHH45U4ytVMq1o4NZNTXqkvaX9mcMTNAGcEnQ0KQjs6xZI2bMFjOfVvm42psmYsb+yRh/V+xtpFz97n50gsBvj0zrkJgZE/1buijzzFaUHs52hqmYm2kqFu3r2ivaChA7FPemK9iWXMSu82U0afVE+riwOD6IJfHBRHRjVZlaUM0tG5Lwc3Pgy7sntTqwDqDvUK5s5On/nWLX+TKmxvjw7+tHWUWSz8rFGI36Rh1rlo/plKBY87hW78zgi6MFprDS8y/P63T1lqNQMvvtfdw3PZqn2ojCaGjSMfutvXg42/PDg1N6pb+2StXE0nVHKKiq54NlCfjJHNsU3xdVNViYbEBc7fnLHAnycDQjXs0TsGBPJ9ys7O3tCtQaHfd/fpLd58ssNH6Hsyu4ef0RPr1jPMOD3FqVfWeWKi3q1hxspYaSb2O/pKgTC/Ny7vF7zt+3n+H7VDkpf5/bo/vpCiqUjUz6525uHh/KS21MX40QBIG9GQrW7svmSE4lMkdbbp0YzsrJEX3mAu3PsGaCNkDQBnDRselgLi//eM5C82FnI2FqjC+To70ZFiiSso4yo75PlfPQF8kWkwutTk9OucqCjKUV11po0sK8nC2qj2KD3Ah0b20l7yvUNGjYcaaYbclyjuRWIAgwKtSDJfFBLBgZZBXROpZXyW0fHSXc25kv7prYawLgAbSPXWmlPP3NKWrVWp6ZN5QVkyOsmtzuy1Bw/+YTuDnZ8fHK8VbFaLSHlgaAWyeEIZVK2HQwj8PPzuqSduyvn58kMUPBwWdntUlufjwl54Etybz6lzirHNQdie9TC6st2jaMcLCVtiJdSbkVHMyq4KVFw7l5fNhFr3ZSNmpZ9ckxknIr+b/FccyN9Tfpwl764Vybt3Gxt2lV9h3jJyPY06lXSG5bePH7s3xzspDTL17VJ/ffEo9+mcLv50pJem52q8DgJq2eH1LlrEvMIb20jkB3R+6cEsnS8WHdNsFcDhggaAPo10gpqOaTQ3lklSnJVigt3FHuTnYmx5HxLHOQn2urANiaBg2jXvoNgJvGhpJmSPZvMltRDgmQWUzFhgbIuqwPuhgormngh1Q53yXLSSuuxUYqYcogH5YkBDE3NqBLCekHs8pZ+fExhvjL2LxqQrddogPoGA1NOl79+Rybj+QzNEDGu0sTrCZXxhiNwf4yNq0Y1+PVtNEA8O9f0yluYQDIViiZ/dY+/rEwtkuxFmeKaljw/gGenjeU+2a0FuALgsDSdUfIKK1j7xMzTZEHPRHfB3k4IkHCjrMlALx94yimD/bFy8Uy8kGvF7hqdSJSiYQdj0y9aCdTer2AvKaB43lVPPJliulymaMtdWptq+svHRdqkap/MU/8jPi/H87x1fECzrx0cQjaiQtVXPffQ7yyJI5bJ4rEvU6tYevRAjYezKW4Rs0Qfxn3TI9iwcigftGZeqkxQNAG8IeBXi9QXKs2rQSyypRkl4nJ1p2FxZrjikHeZpMxd6J8XXptRXkxkFFax7bkIranyCmqbsDJzoa5w/1ZEh/MlJjW5djm2HO+jLs/O86IYHc+u3NCv6i+uZxwqrCaR75MIUeh4u5pUTw+d7BVQcmCIPDO7xm8Z4jR+HBZQo9PFA5ll/PqT2mcldcyMsSd565pbQC46p1E3J3s+OreSV26z+UfJZFWXMeBp2fiaGdjIb6XV6vZlVbKt8lFAMQGuvWa+D63XMUNaw5jI4Wv75lMmLel8WXnuVJWfXqc1TfFsyQh2NqnqlPo9AIFlfUWZd9ZCvG9qGW0xsQoL8voCj9XHv8qlep6DT88OKXXH5u1ePWnc3yelM+5/5t3UX6eIAgseP8AOr3Ap3eMZ9OhPDYfuUCdWsukKG/unh7FjMG+l20VU3cwYBIYwB8GUqnE9CY+OdqbHIWKc8U1nJPXciCrgrTi2i7dj5OdDVKpBK1OoL5Ji1qj+0MRtMH+Mp6aN5Qn5g7h+IUqthnMBdtT5Hi72LNgZCCLE4JJCPVo9WY3c6gf79+cwF+3JHPnJ8fYtGJ8p0XcA+gcOr3Amn3ZvPN7Bj6uDmxZNaHLtUtGmMdo3Dg2hFf/MqJHr8ussjr++bNYQRbs4cS7S+NZOLJtA8DVIwJ4d1dmu4nvRvG9cdrVpNVTrmxk6As7CPd2blN8b0RNg4ZFo4J6RXwf6ePC56smcNO6wyzbcISv751kWssKgiDGl3g4sWBk9+McQBT4X6hQmUT6YpZYXasMsQA3R2L8XZkyyIffzpUC8MGyBBaMbDsWJLtM2WPzRG+hL8vS24JEImFytDfr9+cy/rVdSCVwdVwgd0+LYlToQOtJTzFA0AZwSVCn1jR3URo0Y+mlZitKWylDA2QsHRdq0osNMawo65u05ChUZCuUvPpTGmV1jexMK2NfhgKNrvnNyd/NwbQujTZbm/rKHPrtGZ1UKmF8pBfjI714ceFw9qaXsT1FztZjBXxy+ALh3s4sjg9mSXyQRUL9vLhA3r5RzyNfpnDP5hOsv21Mr9Vh/RlRUFnPo1+mcPxCFfNHBvLakhFWJ5nXqjXc+5kYo/HYlYN5sAcxGoo60QCw9VgBznY2PHO1qH9rzwAgCAKTo31YvTOTx79OZdZQvy6J742IDXRjXlxAK/G9Ticw8629hHk583+Le68AfUiAjE/vGM+y9Ukmd7KPqwPH8qo4mV/NS4uGdzmiRq3RkVuuMlQaNZd955WrTBliIEbmDPJ1ZZohQ8yYrO/maEe2QsmtG5KQOdry8cpx7ebaqRq1yGvU/caF2NOydGtwPK+SNfty2JlWarps9+MzumV6GkDbGCBoA+hTCIJAcY1lF2VaSS0XKupN1/FysSc20I0VkyNMa8ooH5d235Cd7W2JC3YnLtidq+MCmfnmXgLcHdl690TyK+tN2jbjuvR/JwpRma0qZI62rXRu0b6uhHo595l4tzuwt5Uyd3gAc4cHUKfWsONMCdtSinh/dybv7cpkZIhox18wKhA/mSOL44Np1Oh56ptTPLBFNFD8kaaI/QGCIPDtySL+8f1ZJMA7N41iSXyw1UREXt3Ayk3HyFYoeeuGUVw3pnsxGg1NOj46kMN/92bTqNWzfGI4D82Owc3RtpX4vqUOzLie259Zzv7Mcgvx/bBhfqaVY5CHEyGeTvi7ObI3vYy7PzvBvLgAFse3vU58/MrBvLD9LDvOlPQopLQlRoZ4sHHFOG7bmMTyj46y9a6JrNmXjZeLPTeObd08YMwQyzJNw8QcsXyzDDGpBCK8XYj2c2VurL8puiLK16XdAOmz8hpu++goAFs7qVbLUagALnlJuhFdLUvvLvR6gd/TSlmXmMOJC1V4ONvx0OwY8itU/HS6GGeHgZPC3sSABm0AvQaNTk+2QmkxFTtXXGvh1Ir0cWnlovTr4UTrs8N5vLD9bLsrKEEQKDHTuRnf1LPKVBZTBHtbKVE+LhbTtkF+rkT6uPSrupHSWrXBXFDEWXktUomY+r4kPpir4gL49mQhf99+lvkjA3lvaUK/Ip39GdX1TTy/7Qw/nSpmfIQXb904qltBwOfktaz8+GiPYjTq1Bo+2JPF2n05pstGhrjjYCvtkvg+2MOZIA9HvjxWQGaZkt8enUaMn2unf2dGQb6NVMIvD7ctyNfq9Cx4/wB1ai07H5ve6+v0xAwFqz45jo1UQoNGx11TI5kXF0i2MbbCQMZaZohF+rgQ4ycz9EuKoa4R3tb97Z64UMWKTUdxdbBl86oJnRKv75ILefTLVH5/dFq/qF97+7d03t+TRe4/5/fq/ao1OrYlF7Fufw45ChUhnk7cNTWKG8aG4GxvS45Cyay39vH4lYN5cHbv9nNebhjQoA2gz1Gr1nC+uI5z8hoTEcsoUZo0Kw6GFeXVcQEmIjYkwK1P7NU3jA3l/d1ZvLc7s02CJpFICHR3ItDdiakxvhbfq6nXkKWoszApnC6s4efTxaZVgUQCoZ7Oza5S48rUz/WSuCb93RxZNTWKVVOjyCqrY1uynG0pRTz+dSrPbzvNlbEBTIzy4qdTxTja2vDv60cO1KZ0goNZ5Tz+VSrlykaemjeEe6ZFd4vYJmYouP/zk8gcbfn6vkkMDXBrdR29XqBc1WiYdrWOnzjXhu7SViqhqr6JIHcnJkZ7t1o9Brm3nXw/OdqHa97bz/G8KgZ3gUBIpRLunR7N41+nsie9jFlDWyf929pIeXHRcJauO8LaxGwemTO4i89Ox6hUNZFZKk7AfGUOJgK2fn8u6w0F6Q62UqJ9XRkb4clS31CDWF9GuHfPM8QOZpVz16fH8ZM5sHnVBEI8Oyfn2WUqMem/jWL6SwGJRFxxCoLQK+vnmnoNm5MusOlgHuXKRuKC3Xj/5gSujguw2HBE+boyNcaHLUfzuW9GdI8bUwYgYoCgDaBDCIKA3LiilNeKAv7iWgoqm89evV3siQ1yY+UVEabJWGQHK8rehqOdDfdMj+blH89xLK+ScVbUhbg72zEm3KuVxsTYhZdltirNKlNyILPcQjjtK3Mg2tfFbGUq2uz93S6Ozm2Qn4wnrhrC43MHc8LMXFBlmFp+c7KQs/Iafn5o6gBJawNqjY43f01nw4Fconxd+O62KxgR0v5KqyN8dayAZ787Tbi3M68uGUGFsomvjhW0qCASSVlbyff1Gp2FwHvOMH/unR5FiGf3k++HBcqI8HbmlzPFLJsQ1qXbLIoP4u3fM/jv3uw2CRqIXbPzRwby373ZXD8mpEtkBpq7bY0C/SyFcTWptMgrbIk1t45mWKAbIZ59I0P47WwJD2xJJtLHhc9WjcdP1rUIlKwyJeFezv0mPsL43OgFsOnB01RU3cDGA7lsPZqPqknHtMG+3DMtisnR3u2+ry2fGM7dn51gZ1oZ8+ICuv/DB2BCnxE0iUSyEVgAlAmCEGe47N/AQqAJyAZWCoJQbfjes8CdgA54SBCEX/vqsQ2gbWh0erLKlK1S941WeokEIr1dGBniwdJxYcQGuTE80K1fiO6XjQ/jP3uyeG9XJp/dOaHH9+doZ2PKTzOH0ZKfVdZsxc8qU7I9WU5dY3M2kszBlijTtM3FtDIN83LuE+IqkUgYG+HF2Agv/r5gOIkZCralFPHjqWLOl9QR9dzPPDBzEEsSgvuNoPlS43xJLY9sTeF8SR3LJ4bz3DXDOl3XCYJATYPGouexqKqBDQdyTdfJUai4ef0R09fmyfdxwe5c1UJ872ArZYPhYChztOWBmYO4vQMDgDWQSCRcPSKQdYk5VKmauhRmbGcj5a6pkbz4Q8cnPM9dM4xdaaX88+fzfHjLaIvvGU/sMkub641EMlZHrVmGmJujLTH+Mq6M9Td0TYonOGv3ZfPF0XzumzGI93Zl8kNqMXOG+fcJOduWLE6f44Ld+WTlODycux74nK1QEt2P/p6MT49OL3TruUorrmV9Yg7fp8oRgIUjA7l7WnSr98G2MGuoH0Hujnx2JG+AoPUS+nKC9jHwAfCp2WW/A88KgqCVSCSvA88CT0skklhgKTAcCAJ2SiSSwYIg6BhAn6CmQUNasZi0byRimaUtVpSBblwzItA0FRsaIOu3GVtO9jasmhrF6zvOk1JQTXwfWbxtpBIifFyI8HFhDs3TBeNkoCVx25+p4JuThabr2dtIifBxtliVRvu2XXzcXdjbSpkT68+cWH/+ea2GKa/voaZB1DR9sCeLuGA3lsQHs2hU0J+yakWvF9h4MJc3dqTj5mTLxhVjTZMi8+T7Ztdj2+L7tnDd6BDCvZ1bie/bmrC0NADcNimCh2bH4NXLjRDXxImTrt/TStsU27eFm8aF8f7uLP6zJ4tNK8e3eZ1gDyfumRbNu7syCfjxHD6uDmKOmGHibG7M8XaxZ5CfK4vig8QcMb/2HdXlyka+PFbAkvhgHrtyMG6OtrzyUxpO9ja8cV3vrus3H7nAC9vPMCHSiw23j7NKgqHV6cmrUDF7WNcL3/saUtMErevackEQOJxTwdp9OezLUOBsb8NtkyK4Y0pElyejIK6+b5kYzr9/TSerTDlwItgL6LOjrSAIiRKJJKLFZb+ZfXkEuN7w+WJgqyAIjUCuRCLJAsYDh/vq8XUVGp0eG4nkD7seEgSBouqGVlOxwqrmFaWPqz2xQe5MjfE1kDEZEd4Xb0XZW1g+KZy1idm8vyuTj1aMu6g/WyKR4OfmiJ+bYysdXE2DhmxFcwBvtmFKueNMiUnoLZGIB7y2WhRantHr9UKXX48yRztS/n4lz313hi+O5uPlYo9UIuGVn9J47ec0Jkf7sDg+iHlxAf2qZaGvUFKj5omvUzmQVY69rZTZQ/3ZniLnv3uzOxXfR/m6MDXGlyAPR0I8nZA52vHyj+c4X1LHo3MG89DsrsVo6PUC3yYX8eav6ZTUqrlquD9PzxtqEZvSm4gLdiPE04lfThd3maA52duw8ooI3vwtg7TiWgb5uXKhS/iUlwAAIABJREFUop4sQ7ekMbrCmFP4kWGCGODmyCA/V24YG2pyTA7yc7WKdH5yKI8mnZ57pkcBsGpqFMpGLat3ZuJib8OLi3on3mPNvmz+9ct5Zg314z+3jLZ6YplfWY9GJ/QrIiKVdJ2gaXV6dpwtYe2+HE4X1eDjas+TVw3hlglhVk0RzXHj2FBW78xg85ELvLhoeLfuYwDNuJTjkDuALw2fByMSNiMKDZddUgiCwJTXd1PboCXKoDMyTjui/Vysdgj1NZq0hhVlsZleTF5rWilIJKKLMj7Ug2UTwsxclJfHFMXVwZY7rojk7d8zOFNUQ1xw97REvQ13JztGh3kyOszT4nK1RkdehcrMXSp+fji7gkaz4EwfV3uiDKStsKqBxAwFQwNk3DU1iqviAjo965dIJLy6JI5GjY5vk4u4f0Y079wUz/bkIralyHnyf6f427YzzIkVmwumD/btN5qa3sadnxzjrFwkFU1aPd+cLDQl31sjvjeP0XjzhlFc38UYjYNZYgPAueJaRoW4897NCX0eciqRSLhmRCCbDuZS06Dp0NhizBDLKlNSrhQ1YVe/ux87G4lFxmCIpxMxfq5MGRRJtkLF7vNlPHnVEP46c1CPHquyUcsnh/KYG+vPIL9mU8PDs2NQNWpZvz8XFwfbNkvduwpBEHjzt3Q+3JPNgpGBvHNTfLcMBlllSgCiffuHQQCaV5wdZdU2NOn4+kQBG/bnkl9ZT6SPC6/9ZQTXjg7u8fHMV+bANSMC+eZEIU/NG9JulMkAuoZL8uxJJJLnAS3wufGiNq7W5ktMIpHcDdwNEBbWNdFrdyGRSHh5cRy/nyslpaBa3MsL5t8X3X3Rvi4G0mYkcC6t+uR6GzX1GpN70jgVyyqrM72JOtnZMCRAxoJRQSYiNjRAdtn/wdw+OYL1iTl8sDuLNcvHXOqH0yEc7WwYGuDWyumn0wsUVTW0cpf+mCo3ke3zJXU8/nUqj3+dCsCoEHfunBpFbKBbm442qVTCG9ePpFGr55Wf0nCwlfLY3CE8euVgTuZXs92gV/vpVDEeznbMHxHIkoRgxoR5/mGnx23hhQWxlNU19ij5/py8ljs+PoayUcvHK8czJabzGI3M0jpe+zmNPekKgj2ceO/mBBaMCLxoz+3VcQGsS8xhV1op144Oob5JS3aZiixF80Qsq0zJhQqVRYaYEXOHBzB7qJ8hxsIyQ0wQBG79KIl1iTksGx/WJZ1be9h6NJ9atZZ7p1v2gUokEp67ZhiqJh3/2ZuNi4Ntt8igXi/w0g9n+eTwBZaOC+XVv4zotq4t25iB1g8naG21CVSqmvjkUB6fHs6jql5DQpgHz10zjCtje1fbt3xiONtT5GxLlnfZmDKAtnHRj9YSieR2RPPAbKE5hK0QMJ+9hwDytm4vCMI6YB2IOWh9+FABTEGhIEZLnCqoIaWgiuT8alIKqsmvrCe/sp496QqL23k425nIWvPUzZVQTyerVoeCIFBY1WBBxM7Jay0ygHxlDsQGujFjiK+JjEV4u/wp86/cnexYcUUE7+/OIr2kzupC6/4AG6mEMG9nwrydLVx0giBQrmzijLyGlZuOWdwmtbCGh75INn0d5ePCYIPgWjQpiAfW1UvjadTqeWH7WRztbLhhbChjwj0ZE+7JCwtiOZBZznfJRXxzspDPk/IJ8XRicXwQS+KD+0XOU0/Rsq/SWhhjNFwdbPn63kkMC+xYPF1Wp2b1zky2Hs3HxcGW564Zym2TescA0BXUqjUGkX4dAI99lcrbv2dYSBxspWKG2LBAGQtHBZlS9SN9XKhtEDWMHk52XDu67SmhRCLhHwuHc/W7+3nr93ReWTKiW4+1Uatj/f4cJkZ5kdBi2mz8Oa8sjqOhSce/f03H2d6mS0XwRmh1ep7+5jTfnCxk1ZRInp8/rEcn0VllSvxkDrj1I2mAkaCZ55vmV9Sz4UAOXx0vQK3RM2eYH/dMj2ZsuGefDBHGhHsyLNCNTw/ncfP40EtuIPsj46ISNIlEMg94GpguCEK92be+B7ZIJJK3EU0CMcDRi/nYugI3RzumxPiYzpgFQaCgsoFkM8J2Tl5Lk05Pdb2GExeqOHGhyuI+jCJx81VptK8rUb6u2NtIySyra6UXqzNbUUb5uDA63JNbJ4YTG+TGsEDZZbOi7C3ccUUkGw/k8sGeLN6/OeFSP5xeg0QiwVfmwMwhfuS8dg2v7zjP2sQcpsb4sGhUEOv355BRKq5dcspV5JSr4KzlfQR7OBHqJfYcPvm/U5wqrOGROTF4uzpgZyNl5lA/Zg71Q9mo5bezJWwz6LM+3JNNbKAbf0kIZuGoIALc/3yvua+OF/Dct6cZ5OfKppXjTH2RbaGhSceG/Tms2ddsAHh4dkyPpksdoUrVZCr7ziwVw5gzS5WU1KpbXXewv4ybxoYaXJOuhHu7tLvic7Sz4boxIXx9opCH58S0+14z2F/G8onhhoNyWIfp++1he7Kc0tpG3rh+VLvXkUol/Pv6kdQ3aXnph3O42Nty47jOdXWNWh2PbE3hlzMlVukFO0KWov8J4Y0n5Tq9wKnCatYm5vDL6WJspBL+khDMXVOj+vxESyKRiK7o705z4kIVY62IPRqAJfqsSUAikXwBzAB8gFLgH4iuTQegwnC1I4Ig3Gu4/vOIujQt8IggCL909jP6Y5NAo1bHOXktKQXVFlO27mLOMPGAaeyivNxXlL2Ff/6SxrrEHHY+Nr3f1LD0BT5PusDft59lsL+MjSvG4ulsz57zZXyfKmfX+TJTt2mUrwvDg9yRSsQzf6MOywhPZzuL2ivj50HuTlSomvjxlJxtyUWkFtYgkcCkKG+WJAQzLy6gX00Q+gKCILB6Zybv7spkaowP/7lldLuGCp1e4NuThbz5WzqltY3MGx7A01cPJbIX+gkFQUChbCTLJNJvXoEb9WIAzvY2pt+fuWOytFbNTeuO8O7S+HZrnNrChQoVM9/cy93Tonnm6va1XzX1Gma+tZdBvq58ec9EqwiQXi8w5519ONra8NNDUzq9baNWx12fnuBApkJcF7dTZA4iWb5n8wkSMxS8sCCWO6d0ferWHgRBYOSLv/GX0cH83+K4Ht9fb+HTw3n8fftZYvxcySxTInOwZdnEMO64IhL/i+jYrm/SMuHVXcwa5se7Sy+fk+TegDVNAgNVTxcBacW1bDqYy1fHCzu/chtwsbchynxdajiIRvg4X/RCbONBwsfFoV9rk8qVjUx5fTfzRwTx1o3tn5FfDtibXsYDW5JxcbDho9vHmcwRtWoNv50t5ftUOQezytHpBYYGiGushSODaNDouGp1IgBB7o4EezqRVaY0hdyCqGWMMgvitbGRcFZeS0p+NUXVDWKkxzA/FscHM2OI72VX0N6k1fPst+Ja7IYxIbx27Yh2p00HMst59ec00oprGRXqwd/mD7MqNNkIY3+tKcy1rLlv0phJCGKnbIyRhPm7mnLEAt0c2/zb1OsFJv5zF6PDPK3WZz74RTJ7zpdx8JlZHZoMtiTl89x3p3n/5gQWjmqfNLXEjjMl3Lv5hFW3a2jScfvGo5zMr2Lt8jFtxl3UqjXc+fExjl+o4l/XjuCmcb2jiSqtVTPhtV28tGg4t0+O6JX77Ak0Oj0/pMp57CtRkyqRwLNXD+Xm8WGXzJ394vdn+TzpAoeemY2vzOGSPIb+iAGC1o+g1wvEvfirRXbSuAhPwrxcaNLpadToKKhqIL2k1iTODfd2JsTTCTdHO2SOttjZSMmvrCdHobLQnkklEOblbEbamvVufbVKWb0zg9U7M3GwlRLq5Uy4l7P40duZMMPHEE/nfuFu/b8fzvHJ4Tz2PD6DMG/rOxX/SEgrFoXrNQ0aPliW0CoBvlzZyM+ni/k+Rc5xw9p9dJgHM4b4sSUpn6r6JjatGMfkQT5UKC3z3LIVKrLLLLsPbaSSNoXIi+ODWDY+jHERXv2awHcFtWoN928+yYGsch6ZE8PDs2PanOxkGAwAe9MVhHg68fS8oSwYGdjpFMhoBjHvl8wyTMVaZoiZ+iUNJCymnQyxzvCP7WfYeqyAky9caVWm4Vl5DfPfO9CpU1OnF1j0wQEqVU3senx6lyb+giCw5D+HqFI1sfvx6VZpdOvUGm7ZkMT5kjo2rRhn0XtaoWzk9k1HOV9cx+ql8R1O2azFoaxylm1I4vNVE7rVtdpbUDZq2Xo0n40HcpHXNK+zE5+cecnf87IVSma/ta9X3L2XEwYIWj/DvgwFP52Ssy9DQWmtWM49NEDG9MG+TB/sy5gIT7Q6gdNFNYbVqKhpK6sTr2tvKyUuyI34UE+GBshwc7KjUasTD5yGXK2ccpVpnQVidpOlQUH8vKdVKVWqJn44JSdHoSK3XPxXWFXfytYd4OYoCt0NJM74eZiXc587XI0orVUz9Y09XDc6mH9eO7LPf96lRmmtmjs+PkZacS0vLhrObZMi2rxeYVU9P6QWsz2liPMldRbf27RiHDOH+rV5O1Wj1lB/VdcqGqQ93DYpnKvjAhnk54qP68X5vfcGimvEGI2sMiX/vHYEN7SRH1ZWp+ad3zP58phoAHhwltgA0HKKqNXpuVBZbyJgRjKWrVBaxKn4uzmYcsOMQv1Bfq54u/be9OFwdgU3rz/Ch8tGM39koFW3XbHpKKcLazj4zKwOT8CO51Vy/ZrDPDRrEI/NHdLp/R7KLmfZ+iReWRLHrRPDrXpMIL4nLV13hIKqej67cwJjwj0pqVFz60dJFFTWs+bWMe2+prsL4yrxyLOzL4kes6xOzccH89h85AK1ai3jI724d3oUZbWNPPPtaQ4+M4tgj/Y1khcLt2w4Qq5CReJTM/9wuZp9hQGC1k8hCALppXXsS1ewL0PBsbxKNDoBZ3sbJkd7GwibH2HezqY1h5GwpRRUc6qwxvSG7uNqT3yoJwlhHiSEejA82J3aBo0pCNVI3nIUlvoUe1spkd4uJsJm1BtF+rh0uyWgUaujwDDhM5K2HMNHhYFkmsPVwdY0fQv3tpzABXk49bj02BwvbDvD1mP57H1yZr94w+prqBq1PLw1mZ1pZdw5JZLnrhnWISHPKK3j+xQ5Gw/mmqa8Qe6O/G1BLLOG+nVpEqrR6Q0hpkpOF1Xz373Z7eYwjQn3tAjiFU8anPrVtC2tuJaVm8QYjf/eOpqpMb4W369v0rJhfy5r9mXTpNWzfFI4D82KwdnBxpQhZuyXzCyrI7dcZZEhFuzhJK4kfV1NZd+D/Fw7XB32FnR6gfGv7mRitDcfLhvd+Q3MkJRTwU3rjvB/i9sn/0Y8vDWZX86UsOux6YR6dTzJWf5REmnFdRx4ema3J+9ldWpuWnuEcmUjb1w3ktd+SaNS2cRHK8b12LnbFv6x/QzfnCzi9ItzL+pJR7ZCyfrEHL49WYRGr2fe8ADunhZlcr1+fbyAJ/93iv1Pzez0eb8YMK6u1y0fY0pD+LNjgKD9QaBq1HI4u4J9GQr2ZpSZCsgjfVxM07WJUd6moEyNTk96SR3JZqQtx5DFI5HAYD8Z8aEeJIR5EB/mQYyfDBuphCpVEznlSrLLDBM3hUjg8ivrLdZUQe6OFlluxtWpXw+6NuvUGvLK68kpV1oQuNxyFUqz7kojbKQSgjwcCfdyMRE38zWqtXqKouoGZvx7DzePD+tXYt6+hE4v8PKP5/j4UB5Xxvrz7tL4TldNgiDw69kS7t180nSZq4Mtc4f7s2hUEFcM8rGaOCvqGtlwIIe1+3I6vJ6DrdQUxGtO3i6FxnJ/poL7NosxGptWjrOI0dDpBb45WcgrP54z5dHNHxFo6rC9YPb3ZJQfDDLqwwxkLNrX9ZLXpT333Wm2JRdx4m9XWlUvJggC1685TEmNmr1Pzujw9VBSo2bWW3uZGuPD2uXtH4vOFNWw4P0DPDVvCPfP6NkarKi6gSv+tdv09fa/XsGoPqp8u2XDEZRqLdsfmNIn998SJy5UsXafWNdlZyPlhjEhrJoa1cp88u3JQh77KpV9T84g3PvSB+hqdXqmvrGHQX6uvdKRfDlggKD9ASEIAnkV9exLL2NfhoLDORWoNXrsbaVMiPQyEbZBfq4WZKmmXkNKYTNhSymoptog8naxt2FkiEjWEkLFj+Y2+UatjvyKehNhEydv4ufm5MnVwbaFQUH8PNzbpduJ80azQW4bU7cLFZYTB3N4OtsR5u3SvDo1rE/DvZ3xl7Utjn7mm1N8m1zEgadm/qm6JzcdzOXlH88RF+zOhtvHdimOpaCynuv+e4iyukbGhHuSUVpHnVqLl4s980cEsig+qFvhtXnlKranyNmeUiTGfwA+rg7EBbsR5uVMvqGA3jyfq5nkiK87I3mL9nPtE+fo18cLeNYsRsPVwdYkzv/kUF4r5yuIGWIRPi4mfdggfxmDfF2J8u1fLSPmOJBZzq0fJbHm1jFWl1rvSivlzk+O885No/hLQsftCR/uyeLfv6az+c4J7Yb5PrDlJHvTFZ2aD7qC04U1LPzggOnrvtRhTXxtF5MHefP2jfF9cv8g6pd3nS9j7b5sjl+owt3JjtsmhXPbpIh2Rffbkot45MsUdj8+vc+qw6zF+7syeev3jH71mC4lBgjaZQC1RsexvErTOjTToPMJcndk+hCRrE0e5NPqQGUkeiktstm0hjP7YA8nE2FLCPNgeJB7qwOJIAiU1TVaEDaj1s1ciGojlRhMCi4Wpd+DfF1xd+7+m61Wp0derW5z6mYuVG8Je1spoZ5OBrOCi2mNCrDq0+PcOSWSFxbEdvtx/RGx81wpD36RjJeLPRtXjOtScG+OQslN644gAT5fNYHcchXfp8rZmVaKWqMn2MOJBaMCWWRoqbBmuioIAqcKa9iWUsQPqcWUKxtxc7TlmhGBLI4PZmSIO7nlKovu0qwyZas1ob+bg2UkiG/75dtdeUzv7spk9c5MAOJDPSitVVNc0zpDTCKBR2YPZrDBNdmTk5RLBY1Oz/hXdzJtsK/VEQh6vcDV7+5HQGDHw9M6JOpqjY657yTiYCvl54entpq45ZWrmPXWXu6aFsWzVw/r1v/FiKO5ldzx8THcnez4x8JYnvrmlClMuKO8uu6gTq1hxIu/9Zn4vVGrY1tyEesSc8hWqAj2cGLV1EhuHBva6fT1+1Q5D32RzM7HpvebjLayOjVX/Gs3yydG8PeFf67337YwQNAuQxRVix2M+9IVHMwqp65Ri41UwpgwTxNhiw10a/MNU63RcVZeQ3J+NckF1aaIBBAnALFBbs2r0VBPIryd2z3IGYXizatScXWaW66iSde6P9K0LjUcRIM8nHpkUjD2V+Yqmiduxn+VqqZObx/l60JCqKfJcWpcnXpfJOPCpcDpwhru/OQYDU06PrxlNNMG+3Z6m4zSOm5aexhne1u+vGciIZ7OKBu17DxXyvaUIvZnlqPVi0XRi0YFsWhUEBFWZn1pdXoOZVewLbmIX8+WoGrSEeTuyEJDc4H5elGr05umbFmG15xRb2k+7ZU52poIm/nULdSrfXNMekmdKW7Eyc7GpAc7kFVuus4zVw9l5RWtDQB/VDz9v1P8dLqY43+bY/WkzzilWX/bWK6MbR1tYY7fz5Vy16fH+fuCWO5okT/23Hen+d/xQg483bPJ9t70Mu7dfIJgDyc2r5pAoLsTpwqrWbY+CT83B766ZxI+vWi0SCmoZsmHB1m7fAxX9aKuqqZBw5akfDYdzKWsrpHYQDfumR7F/BGBXRbY/3hKzgNbkvnt0WkM7kfNHw9+kcze9DKSnpv9p8/yHCBolzk0Oj3J+dXsyxDXoWeKxNWLj6s902J8mT7ElymDfDp0f5XVqUkxI2yphdUmkbinsx2jQj1ICPUkPsyD+BCPTidiOr1AYVW9ibCZa93MiZODrZRIH5dWWrcoX5ce/+FW1zc1r0sV5mtTJWqNvsPbutjbEOrVHBVivkYN8nD6w01JWkJe3cAdHx8js0zJq0viWDq+8zyoM0U1LFt/BE8Xe766Z5JF0GWlqkmM7UiVczS3EhD7QBeOCmLhqCCrQzEbmnT8nlbKtuQiEjMUaPUCQ/xlLEkIZlF8ULsGD0EQKK01xIKU1ZkmblllKsqVzQYVe1spUT4uFqTNaI6xt5FyqqgGH1d7PJ3t2bA/l7WJ2Wh0epZPjODBWYP6LLbmUmFvehkrNh1jw21jmdMJyWoJrU7PjDf34itz4Nv7Jnd4YiMIArdtPEpKQTV7n5hhek8qq1Mz5fU9XDc6hH9e271qKICfTxfz8NZkYvxkfHrneAsidjS3kts2JhHp48rWuyb2aKpvjm9OFPL416m9NqUqrmlg44FcvjhagLJRy9QYH+6eFsWUQT5WnzT+crqY+z4/yY5Hprbq+L2UOJZXyQ1rDvOva0d06b3ncsYAQfuTQVHXyP5McRWamKGgql6DRAIjg91F7doQX0aFeHR4FqbTC2SW1Ylr0fxqkguqyCxTmsrho3xdDFM2TxJCPRgSIOuyaLxS1USOGWEzrq4KKi3jOYI9nEyhqObxIL6u3TcpgLiWKa1Ts+C9A1Somrh2dDDV9Rpyy1sbJdqCVAJBHk6WUzcvF9PnF8N91xuoU2v465ZkEjMU3DcjmifnDulUS5acX8WtG5IIcHfky3YmEfLqBn48JWd7ipyz8lokEpgY6c3i+CCujgu0+sBYqWrip1NytqXITVVp4yO9+EtCMNdYcX819c2u5mbipqSgqt70upZIINTTmShfFwv95pRBPryyJM7qqeAfBU1aPWNf+Z05sf7d0lF9djiPF7afZevdEzt1SWaV1TFv9X5uGBtiirt5fcd51uzLZvfjM7rdsvD18QKe/uYUCWGebFwxrs2/w8QMBas+Oc7wYDc+u3MCrr1g0Hh9x3nWJ+aQ9vK8HjnO00vqWJuYzfcpcgREw8nd06JMQdPdgdE1+dNDU7pVt9VXEARxNS6VSLrUFHE5Y4Cg/Ymh0wucKaphX4ZI2JLzq9AL4OZoy9QYcRU6bbBvl7J76tQaThfWGFyj1aQUVJkiOxztpIwIdichzNO0HrVW66HW6LhgNCm00LuZB/vKHG1b5bmJJgVnq94gz5fUMm/1fot8Jo1OT0FlvWnqZpy45ZarTJl1ncHD2c6U8Wa5OnUhwM2xX5XWa3R6/vH9WbYk5TN/RCBv3Tiq0xVXUk4Ft286SoS3C1vvnoiHc/vTpGyFku9T5HyfKie3XIWdjYTpg31ZFB/MnGF+Vk9J8yvq2Z5SxLaUIrIVKuxtpMwY4suShOAux4C0hFqjM8VhZJUp+fhQnkVCvxE+rg4M8nMx07iJcRj+bj07YegvePyrVH4/V8Lxv11p9YRYrdEx5fXdDA9y55M7xnd6/Vd+PMdHB3P5/q9TCPdx5op/7mbaYF8+vMW6qA8jNh3M5aUfzhlcomM6fF39eraE+z8/yfgILzatHNdj88bdnx4np1zFzsemW31bQRA4klPJusRs9qQrcLKz4aZxodw5JbJXYjF+O1vC3Z+d4McHp/SI6PUFPk+6wPPfneGb+yYzJtzzUj+cS4YBgjYAE2rqNRzMLjeZDYzlyUMDZEwzOEPHRnh2SVsjCAKFVQ2mtWhyQRVni2pN2jN/NwfTlC0+1IORIe7dWlsKgkBJrbrFqlRcnZqXP9tKJYR5mxXPm5kV2ptq3fPZcQ5lV3DwmVmdOgFVjVoLjZtxZZqjUJoK7DuDvY2UEE8ni6DeZhOD0yXRYwiCwPr9Obz283lGh3mw/raxnYahHsgs545PjjE0QMbmVRM6fe4EQeBMUS3bU4r48VQxJbVqnO1tuDJWjO2YGuNrFSkQBIGz8lq+Sy7i+1Q5irpGZI62XB0XwJL4YCZEeVtNhNNLxAaAfRkKQr2ceGLuEEaGeJBjNm0zTt7Mf98yB1uiDG5mc4NCmJfzHyqM0+jI/HjlOGYMsT7I9T97s3hjR3qXyECtWsOsN/cS7u3CnGH+vL7jPD88MIURIdaRCEEQ+GB3Fm/9nsHcWH/eX5bQpfeubclFPPpVCjOH+LHm1jE9kizMemsvMX6uHcaHtIROL8bYrN2XTWphDd4u9qyYHMGtE8N7dX1u/J32ZcRId6Fq1DLxtV3MHubH6j9xP+cAQRtAmxAEgYxSpUm7djRXDMp1sjME5RrMBtbk5zRp9aQV15piPpILqrlQIZbD20glDPaXGcwHHowO8yDKx7VHoaR1ao2Zy6+ZwLV0+fnKHFo0KYgH1CqVhoUfHODxKwfz4OyYbj0GQRCoVDWZEbbmqVteRb1Fo0Nn8JU5tGpbME7gerra7Qy/nC7mkS9T8HdzZOOKcZ3qaXallXLPZyeID/XgkzvGdznPS68XOJpXyfYUOb+cKaa6XoOHsx1Xx4lO0AmR1tVC6fQCh7Mr+M5gLlA2aglwc2RRfBCL4zt3lpbVqnn79wy+Ol6Aq4MtD82OYfmk8HYP9IIgoKhrNDMoNBM38ymrvY2UCB9nC3fp3NgAq7LGLiYatTrGvLyT+SMCef1665s2atUacRI2xLdLobdfHSvgqW9OAeIKefMq63KxBEHgn7+cZ11iDtcmBPPG9SOtIsTGntD5IwJ5d2l8t8i0Rqdn2As7uGd6FE9e1X5xvBFqjY6vTxSyYX8OFyrqifB2ZtXUKK4fE9InMSx7zpex8uNjfHf/ZFN4bX/Ci4bp/aFnZ/WqceOPhAGCNoAuQdWo5UiOISg3XUF+pUisIrydTdq1iVHeVk95KpSNpBZWN5sQCqpNEwiZoy2jQjxMpC0+1KNXqmy0Oj0FVQ1mq9LmGiLz9ZWjndRkGLhraiQjQzxMJoXeeMPU6QXk1Q2tpm655WLGlzV/bk52NqacN5N5wTCBC/F07hXjQnJ+FXd9epwmrZ61y8cyKbpjPdHPp4t5YMtJJkZ5s3GF9euiJq2e/ZkKvk+V89vZUho0OgLcHFkwUozZiAu2LrajoUnHzjTRWbo3XTQXxPi5siQhmMXxQYR4Nq+N6psSPoY3AAAgAElEQVS0rEvMYV1iDhqdntsmiQaAjla2bT3+0lo18uoGimvUZJTWcSCrnNNFNW3+bp+/Zhh3TYvq8v1fbDyyNZm9GQqOPT+nW3qq13ecZ+2+bHZ1QUum1wtEPfczgNXJ8jq9wAvbz7AlKZ/lE8N5adHwbp3obdifwys/pXH9mBDeuG6k1feRVVbHnLcTefvGUVw7uv0cuCpVE58evsCnh/OoUDUxKtSDe6dFMXd4QJ9KHvZlKLh941G+uW8SY8K9+uzndBfG5+/P3M85QNAG0C3klatM2rVD2eViUK6NlPHGoNwhvsS0CMrtCvR6gZxyVfOULb+a9NI6kzg/zMvZgrDFBrn1WpyBcdplnuX2zclCquotNUcSiWhSMNe6GaMaeiuCQ60xVGK1mLrllqss6ri6AokEgtydmtemLUicNaSjoLKelR8f40KFin9dO5LrxnQcQPpdsphWPn2wL2uXj+n276q+ScvOtDK+TyliX4YCjU4g0seFhYbYDmsdclWqJn46Xcy25CJTIfy4CE8WjgqioUnHRwfE+IJrRgTw9LyhrSbFWp2esrpGimsakFerLT6W1KiR16gpVza2ImLuTnYEujsS5OFk+hjgJn4cF+HZr9eev54t4Z7PTnQYJtsRmt2Ynffd6vQC0QaCdt+MaJ6e1/kECsSp1RNfp7I9Rc59M6J56qohPfp7XL0zg9U7M7l9UjgvLhpu1X3tOFPMvZtP8v0DVzAypPUKsaCyno8O5PLlsQIaNDpmDfXjnmlRjI/0uii6xf2ZCpZ/dJSv753EuIj+R9AAlq0/woWKehKfmtmv9LkXCwMEbQA9hlqj43helWkdmlEqBuUGujuaWg0mD/LptoOxvknL6cIaE2FLKag26cvsbaTEBrmZrUY9CfF06tU3uOUfJZGSX82nd45HXq0mW2Es/xbDcRs0zSYFdye7Fk0K4rq0NzVHNQ0a8lo0KuSWK8lVqFCZGSa6CjdHW8INUSHmpfWhhtiQlm+MNfUa7vv8BIeyK3hodgyPzonp8PneejSfZ749zVXD/flg2ege96dW1zex40wJ21PkHMmtQBBgeJAbi+ODWDAyiCAre1QLKuv5PlXOv39Nt7h8TLgnyyeGU6lqEglYjZpiwzSsrK6xlaPXxd6GQCPxcnci0KP5Y6C7ePmlrm7qCdQaHaNf/p0lCcG89pfuxV38bdtpvjpWyP6nZ3YYr/LTqWL+uuUkzvY2aHUCvz06rVOXrFqj44EtJ9mZVtYrdVAgnrS99nMa6/fncv+MaJ7qIlGE5naEMy9dZeEIPVNUw9rEHH46JcdGKmFxfDB3T4u66Flkh7LKWbYhqUvu2ksFYxRIV3L0LkcMELQB9DrkxqDcDAUHMpuDckeHeZhK3ocHtR2U21UU1zSQYiBryfnVnCqqNq0jvV3sLcJ0R4a696ju52huJTeuPdxmgKZeL1Bcq7Zclxr0bmVm5e92NhLCvV1aad2ifF16rYrIqH9qOXXLKVeRX1FvaoiwBnY2EoI9nAjzdrGoywpyd2LNvmx+Ol3MkvggXr9+ZIfTsY8P5vLiD+dYNCqId26K77Wz4dJaNT+kyvkhVU5qYQ0A4yO8WBQfxDUjAvFqIaoWBIGqeo1p7Vhc08Ce82XsSVd0+rPEdbETge5OBBlJlxkJkznYXhaOzY7wwJaTHM6u4Ojzc7r1OyyorGfGm3u5c0okz13TdiOAIAgs/OAAqkYdX9w1kdlv7WVStDcbbh/X7v2qGrXc9alo6nl58XCWd1LQbg0EQeD5beLK1Jp126NfpnAkp4LDz85GEAT2Z5azNjGbg1kVuDrYsmxCGCuviOj19oKu4nB2BTevP8KWuyYwOdr6iejFgFan54rXdzMkwI1Pu+AAvtwwQNAG0KfQ6PSkFFSbnKGni8SDqLeLvckZOjWm46Dcrv6c9JI6sylbFdlm5fCDfF1NhC0hzIPB/jKrDjA3rT1MXoWKfU/O7LKWqlatEZsUWmjd8spVFmTJT+bQKhZkkJ8rAW5t94V2B1qdnsKqBgudW2652LIgb6OmCETjho1Ugo1Egq1Ugl4QOpzQ3T4pnJEhHmLfqZdzqyqlNfuy+dcv57lhTAivd0PT0xnyylV8nnSB9ftzW/0/4oLdqW3QUFzT0GEQ8fwRgYR5O+Mvc+BCZT1HcytNvZp+MgcWjQpiSUIww4Os079dLvj5dDH3f36SL+6a2KkGsT08vDWZnedKOfTM7DZz6oyrN2NQqfF1056DtKZew4qPj3KqsIZ/Xz+yQ71Xd6HXCzz+dSrfJRfxj4WxrLwistPbLPrgAM72NiwdF8baxBzSimvxkzlwx5RIlk0I65OOWGtgPPHs7sr6YuHdnZm8szODPU90Pwfvj4oBgjaAi4pypSEoN11BYmY5laomJBIYYQzKHexLfGjHQbldRU29RjQgFDQXxBv1ZM72NhbZbKPDPDqskDmYVc4tG5J4eUkcyyeG9+hxGfPUjFo347o0u0xJrVlEg7O9DVHmEzcDiYvw7t1y7YYmQyWWIRbEuDbNUagsTBO2UgnuTnZIDaTNRirB1kZicuK2hKOd1CwuxIUwLye+Sy4itbCGm8aG8q/rRlhFcuqbtCadV3G1Grn5R8P6sbMV79AAGQtHBfFDqpzzJXUArLwigodnx7SrxVNrdOw+X8Z3yUXsTS9DoxNrq5bEB7E4PrhXMqn+KKhv0jL65d+5cWwo/7c4rlv3YcwYfOzKwTzUhjt62fojZJUp2f/0TBxsbWjU6pi3ej8SCex4eJqF4UVR18jyj5LIUah47+YEqwvdrYFWp+evW07y69lS3rhuJDeOC233uspGLXH/+NX09SA/V+6eGsXihKB+UwF2PK+S69cc5tM7xnep0u1SoaxWzeR/7WbF5Aj+9ifrRx4gaAO4ZNDrBc7Ia0zTtZOGoFyZoy1TY3xMQbm9tQIQBIELFfUWhO1cca0pciPI3dEiTDcuuLkcXhAErvvvIUprG9nzxIw+qXMSBIFyZVOrVWm2QklRdUOrRPu2tG5evdwTWqVqstS5GYhbXoWqw0lUQpgHtlIJUomE6noN+ZX1Flo9IyZEehHu7Yy/myP2NlLsbKXYSiWoNToLzZe8usGCvBrhK3MgyL31utGo+fKVOZBSUG0KxDUnnPNHBPLUvCFWRcVU1zfx8+kStqUUmWqrxoR7siQhmPltrFQvR9y3+QTHL1SR9Ozsbk9B7/z4GCfzqzj4zCwL53dqQTWLPzzIc9cM5e5p0abLjZEQ5k7XouoGbt2QREmNmnW3jWFqTN+TjEatjrs+PcGBTAXv3ZzAgpFBFt9X1DXyyaE8PtiTZbpsw21jmTXUr9cnxj3Fyfwqrv3PoW5n211M/HXLSfZnKEh6bk6/jaLpCwwQtAH0G7QXlDvEX2bKXetqUG5XIZbD11qQtsKq5nL4oYEysWc01IOaBg3/9+M5Xr9uBDeNu7gdcQ1NuuZMN7MarJwW3aEeznYmsmZegxXi6dSrDkG9XgwINp+67TlfRl4b0zQ3R1uc7G1QNeosysqtga1UwsQobyZEejEm3JNQLwOp6yJR3peh4KUfzpJjWHtH+biw45FpPSLahVWiuWBbchEZpUpspWITwuKEYK4c5n/ZHki+T5Xz0BfJPXL/Gac3LdeF920+wYGscg49MwtZixXgyk1HOZZXxe4npqNUa7l1QxJ1jVo2rRjH2IvoQmxo0nH7xqOczK9i7fIxzB7mT45Cyfr9uXxzshCNTo+znQ2qJl2/1ncZi9w3rhjLrKH9W4CflFPBTeuOdDq5vNwwQNAG0C/RMij3WG4VTTo9TnY2TIr2Nq1D+6L/UFHXaEHYUguqW63OHpg5iLERInGzJqait6HXC8hrGgxr0uZ4kGxFiwJwQzBqyxqsKF/XHnUO6vSiMcG4bjxXXMOHe7K7dV/2tlJCPZ0I8RT1a+XKRvIr6imoqrcIFraVSgj2dGpVmRXm5UKYt7PF/yetuJbXfk5jf2Y5YV7OPD1vKJlldazemcnkaG/+e+uYHvejCoJAWnEd21OK2J4ip6RWjYu9DVcZmgsmR3v36/gMa6FsFNect0wI4x8Lh3f7fm5cc5jCqnr2PTUTOxsp2Qolc97ex/0zotsMds1RKLlqdSJDA9wormlAL8Cnd4y/JDVFdWoNt2xI4lRhDW6OttQ1arGzkXLd6BDumhpJYoaCF384x9HnZ+Mn67wq71LgdGENCz84wIbbxjKnnzskBUHgqtWJ2NtK+eGBP08/pzUE7Y/rDx/AHw4SiYQhATKGBMi4e1o09U2GoNx0BXszFOw+XwZAuDEod7Avk6KtD8ptC74yB66M9TfZunV6gawyJSkFVbyxI50KVZPFCiPSx4WEUA/iwzxICPVkaGDXy+F7CqlUQoinGEY7Y4jl92rqNWSXNxO2bIWS9NI6fjtXahEREeDmaGFQMBI4f5kjFcaICaP2q6Y5eLW4uoHSNuImbKUSCxPEX2dGE+blTIC7E26OtjRqxQyxrDIl7+3KNF2vSas3PE6xRzPcW0zan23o5TSaFlSNWvIr68mvrOen08Wm0nIjvF3scbSzoai6wXTZVcP9+dv8WII9nJgvDSTU05mnvznFDWsOsWnleIKtjOYwh0QiITbIjdggN56eN5Sk3Eq2JRfx85livj1ZhK/MgYUjg1iSEMSIYPc//MHF1cGW6YN92XGmhBfmx3Z7dXffzGhWbjrG9hQ5148JYd2+HOxtpKyY3LYAP8rXlYQwT9Nqeedj063Ov+sN6PUCSTmVNBhO2mrVWiZHe/Pu0gR8ZaLZaePBXGSOtvj24wR848tQ9wcYvEgkEpZPiuCFbWdIKajul80HlxoDE7QB9BvklatINJgNDmVX0KDRYW8jZVykpynKY7C/9UG5nUGvF7jmvf1U12t484ZRZiaEatPEysFWLIc3dY2GeRDk7thvDsxNWj35lSpOXKhif2Y5B7PKW4XxdoRAd0fCDVEbRr2XMXYiyN0JNyeRJL/zewbv7c7iikHe/OeWtidVWp2eB79I5pczJTw6ZzCTor3JLTcYFRSi9u1CRb2pwxVEjWKUjwuRPi5E+rji7Wov6t2kEgoq63l/d1arn2OEg61ULKf3cqaousFkFFh9Uzzz4gJ61Xyh1ujYmy6aC/acV9Ck0xPl68KSeLG5wBrtW3/DtyfFAOJv75/M6G4eLAVB4Jr3DqDR6fnszvFMe2MPS8eF8fKSts0Hh7LLWbY+CRDL6Y8+130NXHfQqNWxPUXOusQcssqUBHs4sSg+iG9OFNKgESNBjNO8pesO06jV8939V1y0x2ct0oprufrd/ay5dTTz4gIv9cPpFEpDP+fcWH/evin+Uj+ci4KBFecA/vBo1BqDckXCll4qHnQD3MSg3NsnRxAb5NZrP+/HU3Ie2JLM+zcnsHCUKBIWBIGi6gaLMN3TRTWmrk1fmYPFlG1kiHufhpbWqTWtpl3ymmYHZHGNupVo3yjqNydDbUEqETPBzHtLjZO3lmXO/ztRyLPfniLC24WNK8a16Xhs0uq5d/MJ9qSX8eb1o1q1ExgrsYzl87lmLlN5TfuVWLdODGNytA8OBp2ZvEZNfoWK/Mp6LlSIE7j6FqvrADdHi7Be8+L6nhgwauo1/HKmmG0pRRzJESdACWEe/MVgLuiNCrOLiZoGDWNf+Z0VkyN4fn73nXVGPVuEtzP5lfXsfWImYd6tXyM7z5Vy/5aTRHg785eEEF7fcZ43bxjF9Z00WfQGatUatiTls9HQLjE0QMa906OZPzIQOxspRdUN3LjmMA0aHV/dM5FBfjLGvbqT6YN9efOGUX3++LqL9JI6rlqdyIfLRjN/ZP8naAB/336GrUcLOPLc7D+FIWeAoA3gskNxjRiU+8GeLAoqG1gSH8TqpQm9dv86vcDcd/ZhK5Xyy8NT2z2Lb9LqOV9Sa0HacstFkbpUgqkcPiFUnLIN8u1aOXxDk84yYsJYNVSjpsTwdV0LMb5UAn4yx2ano7sjAS0qh3xcHdrNhqtv0oqZbgpLrVtOucqi8N3Lxb5FGK8LZbWNvPJTGo52UjbcPo740Na1N2qNjlWfHOdQdnmb7rj2oNbo+PRwHq/9fN7i/+rpbE+FqrkSy0YqIdTTyTR1i/R1IdLbBXcnOwqr6rnv85Om646L8CS/st6i3BzE1V6oV+uy+jBD40JX19ry6gaTueB8SR02UgnTYnxYkhDMlbH+vbKmvxhYuekoGaVKDjw9s9vEVavTM/bVnVTXa1g4Koj3b279d7o9pYjHv0olNsiNT1aOx93Jjmv/e4ii6gZ2Pz69lZmgt1BSo2bjwVy2JOWjbNRyxSBv7pkWzdQYn1b/39xyFTesOYyNFD66fRwL3j/AM1cP5d7p0e3c+6WHsevS/ESzvyOjtI657yTy9Lyh3Dej/z63vYUBgjaAyw6CIPDhnize/C2D8ZFerFs+pteF/N8lF/Lol6msuXWMVdlLVaomUgqbCVtKfpUpPsLVwZZhgTIC3J0IcHPA382RRq3eLPdLJGItNVcAPq72pmgJI+kK9HASIyg8nPCTOfSJLs443cpSWGrdchTKdjtDh/jLuH9mNNG+rkT6uJgmifVNWlZsFOMX/nPL6E4Lss0NAOHezjwzbyjz4gJMB8+aeg25Fc1TN/O1qfn00NFOip/MkfxK0YHq42rPmlvHEOzphFKt5UJFPRcq6ymorOeCYQJXUNVgQUxtpBKCPBwJ93IRSZy3pYGhPRJxvqSWbclyvk8pQl6jxtnehquGB7A4Pogpg3z6tbngq+MFPPW/U+12TXYVV/xrN0XVDfxt/jBWTbUsi9+SlM/z204z7v/bO/PwuMqy/3/uWZLJnrRNmyZdA6V0g7a00LLU1iqIIEV2VCyboKKAr6gg4surgoC4IP6URUBQZFMQhAoIpaylC3Rv6V6aNG2WZt9neX5/nDOTM5NJm6RJM0nvz3XlmnOes8zznDmZ8537uZcxg3hk4YzIdQyn47h2TiG3dFCRoLtsKa3joXd28OLqPQRDhrOOy+faOYUHDUbYvK+Oix9aGvn/TPTyRNvL65n/67e575KpLJha0Nfd6TSXPLSU4qom3v7BwK/PqQJNGVC0BkLc+sI6nvuomC9PK+Cu86f0SmLIQDDE/N+8TXqyh5e/27mookAwRGldS9t0Y3UTJdVNfLB9P1vL6g96/KC0JD43YSijB6e1lRqyLWGJkvzSiZVDrS2f27Kdlawuqm63X36WL5LLbWhmMve8atXEfPzKE/lMnASapbXN/Pr1zTz3UTGZPi/Xzx/HZbNGdzplhjGG0toWdjiqKeysaGBrWX1EpIXJSfVGrG6FuWG/N6tuaW2zPzJVutt+/bSykd37G9r59OWkehll1zt1lswaNSiVPDtB8opdlfxr9R5eWbuX2uYAQ9KTOPs4q3LB8SMSL7igurGVGb94g6tPK+TmMztfo9JJsz/IzF+8QV1LgNPGDeGvV50U2fbQO9u5c9EnzBufy5++dkI7/8Af/sPK7P/ajXMozD20YAFjDMt3VvLgOztY/EkZPq+Li2eM5OrTCruUiHhtcTXn/OF9AP7xzdmHNf1HV9lZ0cC8e5fw24uP58vTen+quKcI12l9ZOEM5k9IXAHcE6hAUwYMNU1+vvU3q4j3DfPHceNBingfKs+uKOKH/1zLo5fPYO4xQymvb4n4fIVf99W0TUOW1TUTWw4zI9nD8GwfeVkpkYSrg9K8VNS3UlZn+Ypt3lfHXrsck9ctTMzPYlqk1mg2owalJtzDuyOsgtareGNTKUPSk7hs1hg+3d82dRovT9p50wo4yi599eYnpby+oRSXCAtPHs135o2LWy6ou/iDIX764gaeWr4bgDMn51Hd6GdnRUMkL1+Y/CyfNVUaFnBD0ijMTaMgO4VGf9BKERIWbQ4Rt6e6KSryNZxexLK2pTEs08fOino+3l3NNlu4jx2SxoKp+Zw7taBXUst0l8seWWb7js3t1j3416W7uO3FDXz22KEs/qSMf3/nVCYXZEYCTM6aMpzfXjw1rvgur2vhs/cuYcaYHB67ont1GoMhw+sb9vHAOztYU1TNoLQkFs4ew2WzR3fbx+m8P77Px7urGT8sg2evnd2j92dPsnt/I3N+9dZh8+XrKfzBEKfctZiJ+Zn8pZufe39BBZoyICiqbOSKv6zg0/0N3HXece0czQ8FYwyVDa1RwqukpomiykYWrdsHtE8tAdbUWVSkoz3d6JyG7Kz/TGltM6t2V7OqqIrVu6tZW1wTmaYbZBeHD1dAOG5E9iHn9upNQiHD3a99woNv72Du+Fz+8JXppCd7MMZQVtfC9rJ6lu+q5HdvbO3wHB6XMHf80Oj6pbnpPfYwfGXtXr737GoKslN47PKZjBmSRkNLIFISK2x1CwcuOKsceN3CqEGp7axuhUPSyM1IJmBPC4eDFYocQQu7Kxs7lcz3nOPzuW7e0b0SqdwVnlq+m1ueX8ei60/rciBOIBhi7r1LyM1I5okrT+SUuxZz8lFDGJ7t47H3d3HxjJHced6UA05j/fndHfzilU1dTrba7A/yz4+LefidHeza38ioQal8Y04hF0wfccgJhq9+fAVvbCojye1iUkEmf73qpEPKNdhbFFU2cto9b3HPBcdx0Yz+lfzVEvBbWXLT3H4dDX0wVKAp/Z7VRdVc/fgKWgMhHrxsRpeKOBtjqG0K2PUcm9rXeqyxrFhOfyOwEr/mZbX5LR0/IosLZoxkeGabI352qrfXHp6BYIgtpfURwbaqqM3aAlbtv6kOK9v4YRkJ58/092W7ue3F9Ywbms5jV8xsV9KrrLaZE+98M7Ke5HFx6cyRZKZ4I6WwdlY0REWdDklPojC3rfTVUUMt4VaQndLllAwffVrJ1Y+vRER4+OszOGF0/HQSxhiqGv3srLCsgE4Bt3N/dBBFWpLbtrqlR0Tb2CFpjM1NI9PnjZwr7Ou2e3+bBS6c/ysep40bwrF5GWSnJpHidZOS5CbF68bnWLbaXVab3e7zuA8pVcX++hZm3vEG1807mu+fPv7gBzh4cfUebnh6NQ9ddgKnT8rj3tc2R/ILXnnKWG47e8JB/39aAyHOvO8dgiHDa9+bc9Cp/urGVv669FP+8sEu9je0ctyILK6dcxRfmJzXY/5M8+5dwoThGSyYWsC3n/yYE8cM4rErZvZoCpeeoKS6iZPvWhwpSt+fKLXrc1516lh+3MM+iImECjSlX/Pq+n3c+MwqcjOSeezyE9slrqxvCUT5fO2taZ9wNTbVgtslDMtIbmftcub7GpyWhMsltASCfOaeJYwanMqz184+nENvR22zn7VFNZEKCKuKqqm0IxlTvG6mjHBOjeaQl9X3Gc7f2VLOt5/8mLRkN48snBlxxN5YYgUAvLetIrLvf244jQnDo600wZChuKqxXe3S7eUNkbGDlf9s7JC0iK/b0XZ6kMIh6Qe0mOysaOCKx5azt6aZ3108lTOndC0dQbjSgzM1SHi5uKoxasp7SHpylGALC7hRg1MjwqPZH6S4qpE3NpVx/5tbD1ocvjMke1xRIs4XV+C5rPUosWdt/+E/1gLwt6tOajuP83xJLpLcriixZYzhzPveJRAyvH7jHFwuoaK+hQsfWMq5Uwu4fv7Rnf5x8/aWchY+uvyAUZNFlY088t5Onl1ZRGNrkLnjc7l2zlHMKhzUoz+iWgJBJtz2akSw/mvVHr737GrmjR/KA187oVdq+HaXfTXNzPrlm9z55Sl85aT+JdAAvv2k5c7y4S3zE0789hQq0JR+iTNSE+DHXzyWFn8oKtdXSU0TdTEFtkUgNz25LcLRIbrClq/cjI7TTcTjsfd38n//3sgz18zipMLOW+96G2MMRZVNrCqqsqdHq9lYUhMpmzQ8y+ewsuUwpSCrT+pHfrKvlisfW0F1k5+fnDWRVbur+MfHxWSleLn+s+P4zPhcvvrwMgKhEM9cO5ujOukQXtnQyo6Y2qXbyuspqowWRgXZKe3yuR01NI3c9GREhMqGVq5+fAWriqr58ZkTuPq0sT3yUG8JBCmqbGxnddtREV2myyVQkJMS8XMb6/gbnuVjVVE1L6yyggtqmvy4XcL8Y4dyxqQ8xudl0BII0tQaoskfpMkfpLk1GFluag3S7Fhu8seuh6x1xzGx1uTO4BKiRF243i3AZ47JjdoWtvTFswDGCsTwPtc/tYpVRVW8/YN5DMts++GxoaSGh97Zwctr9yLAOVPzuWZOIcfm9VxeRCfh3GLOyMi/L9vNj19Yx1nHDef3l0xLmMjDsrpmTrzjTX5+7mQumzW6r7vTZZZu38+lD3/Iry44jgv72RRtZ1GBpiQkrYEQpbXRPl/hfF/FVW0Z4GMZnJYU8fmKtXoNz/J1qcB2Z2n2Bzn17rc4Ni+Dv1190sEP6ENaAkE2ltRG0nysKqqiqNJ6WLpdwrF5GW0VEEZmUzgk7bBkaw9HlIW5Zk4h1809OuJTtr28nosfXIrH5eLZa2fHTWbaWZr9QT7d3+ioW9qWHsRpTc3weSKCrSAnhT8t2YY/aLj0xFH84tzJvfqgrW32syuO1W1HeX2U1SzJ42LsYEusjchJYXdlI2uKqyM53EYPTmXB1ALOnZp/yJGOYYIhEyXiiiob+cqfl3HyUYO5Zk6hY1uoTfA5BF5za5DnV+0BYPqobIIh4xCMliBsbA20C6jpLBk+T7sfZgAThmdSmJvWzgJorbtiBGJHU8Rukj2uDgX6onV7+faTH/Pyd0+NSssR9pW74IQR3HP+cYe1AkJHVNS3MOMXb/CzBZP4+uwxfd2dLmOM4fTfvkNKkpuXvnNqX3enV1CBphx2AkGrFuPeGGuXM+FqRX1LuwzxmT4PmSneqF/f9154PPm25Ssvy9dnpu5wSoBDKX3TV1TUt7DaIdjWFNVEHNUzfR6OtwXbNDsQIbZawKEQCIZ4dmUxv/nvliir0RWnjILt5yoAAB7USURBVOEnZ02MEkGf7Kvlkoc+JC3Jw3PfnE3+IdTPjIcxhn21zTFTpdbUaWwEJ8CpRw9hyoisiL9bYW56rwdnGGMor29hZ7md1y0i4KwUIc6i8vE4f/oIrp9/dI87Vl/04FJqGv289r05B933o0+rOP9PH3Db2RO56tT4dTeNMfiDpkOBF88C6ExW7OT4EVl43a64xzf7u24NFAGfxyni2qaIV+yqAuDzE4dFasKGtz30zg7qWwKkJ3u46/wppMYRhE4rYW/X861qaGXaz//L7V+ayOWnxP8cEp0nlu7ipy9u4MXrTuH4OAmw+zsq0JQeJRQyVDS0tIkth+gK+4CVxSmwnZbkbvP5ckw3WtYwywJW2+znyr+sZEtpHb84dzKXJpBja0NLgFPvXszUkdndDvlPFEIhw/by+si06KrdVWwprYtYNMYMTo2ysk0Yntllq6QxhiVbyvnlok1sKa1nxugcbj1rAseNyOaOVzbx6Ps7+dyEYfz+0qlRmfXX76nh0oc/ZHBaEs9eO5uhmYfHj66u2Uq1sb28nttf2khNU/zapbkZyTFTpZZ4y8/qepBCVwkEQ+yxS2LtdFjdPtyxv12EcZgFU60C7uEp05GDUrslDP7y/k5u//fGThUw/8YTK1m+s5IPbv5sj5Q7a2wN8MyKIu5fvC3id/jL86Zw3vSCgwYNhEKGlkDo4FO+HQrEUNT+S3fsByzLpfP4gwnneHhc0m5a1+fwB4y2AMZOEbvjCkCnYGwNhJj1yzcPKJQTnbpmP7PufJMvTB7Ory9K3LJa3UUFmtJpwhFmJQ5n+0jUo72+r6a53ZdRssdFfnYKeY4Ix2gBlkKmz3NAv571e2q46vEVNLQE+eNXpzMnTgLTeKzcVckr6/bicQlul8t+FevVLbjFuR6z3SV4XC7cLtof6xI87rZzukR48J3tvLi6hD98ZRpTR2bbx3bwXi7pN7nLwBKga4tr7LJVVhBCWZ1l8UryuJicnxkRbFNHZjMiJ6XD8W0oqeGXiz7hvW0VjBmcys1nHssZk/Ki9n/8g1383783MCk/i0cWzogSYh99WsVljyyjIDuFp6+Z1Sd1LN/cVMp3/r6KrBQvP1swCZdIVIDCtrL6KBHn87ooHNK+dmlhbtphsfo2tQb5tLKB1zeU8ts3tnRYv9TtCqcIiU4PMjY3jbxMX4efadjh/KbTj+E7nx3XYT+2ltbx+d++w/Xzx/E/nz/mkMZUUd/CEx/s4okPP6W60c+M0TkMy/Lxytq93H3+FC6eefh/wJ31+3cZnG6lDXHiD7b58n3/uTW8u7WC0ycO44pTxh5cEEathzr2IfQHO/xcD0ZOqrfDIJDw+uD0JL459ygye6m0Vnf5yb/W8ezKYpbdMr9HrfuJgAo0BbDTTTQHohKrxhNgsVMCXrcwLDNabDl9vvKzU8g5xHQTiz+xHobZKV4evWJmlxx8H3h7O796bXM7i10i4G4nBsXR5mrfZgtCt9C23R1PUEoH53a1298tlniMK2Dt87tE4orN8roW1u2psf6Ka9oVWR8/LIMZY3KYMSaH6aNyaGwN8rs3tvDahlJSk9z8z+eP4euzx3RofXtzUynffSr+5/7hjv0sfHQ5R+Wm89Q3ZvVJMtB1xTVc+fgKmv1BHrzsBE4+akhkWzh3nrNuaVi8FVU1Rh6kInaQQiSytC09yOBDKM5+MIwxfLy7ihdW7eHJZbujHux5mT6yU73s2t8Q9f+e4nVHIkwLowSclX/u/D99QFNrkEU3nNbh+37/2TW8sq6ED27ufrHrXRUNPPzuDv7xUTEtgRCfnziMa+cUMmPMIIwxXPjAUnZWNLD4prmHNR9gKGSY9L+vcemJo/jplzouIB8KGb7/nFUF4VCmF0MhQ0NrgLrmAPUtAeqa/VTUt1Je10J5XQtl9mt5fQvltc2U17d0y5IH1n06NCOZZ6+dnXB5x8KBGbeceSzXJnDt0+6gAu0IobE10D7HlzPXV3VTu5B9l8CwTF90Xces6DqPQ9KTe3Xq5omlu7j9pQ1MzM/kkYUzoyK0Oku4xFJJdRN7qprYU20FGpRUW8t7qpqiajOGcbuEoRlWTcy8TKuk0rBMH3lZyQxOs6w2wZAhEDIEQyECIcOvX9/CzooGrjxlLOOGpVvbgiF7HxN5DUatx2wPWq8h49gejD4+EApF1kNR7Y7tQcf7GRO1HgiFuu2E3dM4RaHLFS0WY32/JgzPjFg01zjKRk0blU12ijdKZLa3dkYLTVc8ARuzf8Tq6Y4vYEtrm/nRP9cB8LVZo7jwhJGR/Z3ndL5XIGilBtm136rt6UzB4bwPs1K8bdY2h3gbNSi1R3PatQZCvLu1nH+tLuG/G/fR7A8xalAq5xyfz6zCwbgEtkemTa3yWEVV0dUQBqUlRaYXL5oxgnnjhzI2N40xg9sshCXVTcy55y2+Nms0t58zqcv9XF1UzYNvb+fVDfvwulycN72Aq08rbDelun5PDV/6w3t2LrWOhVJPU1zVyKl3v8UdX57MV0/qOCoy/GP4648uZ01RNV85aRRfmJRHfUuA+uYAtc3+yHJEfNkCrD4ixgKdSmgMVo3f9GQPGT4P6T5rOdPnxeMWXlxdgs/r4qbTx5Ph85Dh81r7+zxk+jykJ3tJ93lI9R5avrze5qIHl7K3pom3b5qX0P3sKirQBgDN/mA7y1c4wWp4OjKez8yQ9GTb2hVt+Qq/Ds1I7rPkpsGQ4c5Fm3jkvZ18bsJQfn/ptChfpJ7EGEN1oz8i3PbYNTL3OJb3N0QX/na7hLxMHwXZKRTkpFCQnUJ+dgrpPg/XP7WK+ccO5ZHLZ/ZKf3uKUFi4xQjHiPiLIwpDIaLEYZTIDDrEYMjQ4g/xxyXb2LW/8aB9KcxNY0pBFjmpSVHnDIasB98yR5LWzx47NLL9/W37I+1HD00nye1qJ2DbC+K27d21KPQ0IuAS6bal1+d1ccwwK1FteMo9bO3sSITGs7A2B4K8uamULaXRtWGPGZbOudMKyM9Kwe0SQsawt6Y5qoRVbB1TJyNyUiLBPTfMH8fc8bmMHpxGkscVZc2NfbiGQoYlW8p48O0dLNtZSYbPw2WzRnP5yWMO6H94y/PreG5lEa/eeBpHD83o1jWNxRgraKG+OSyYArZg8lPbHGDRur0s2VzO8SOymJifSZ1DYIWFVW2zn4aWzkWopia5LVGV7CHd5yUjLLJsAZVht1nLbSLMKbLSkzwdCpaWQJDxP3mVH5wxnuvmHd0j16iv+PeaEr771Coeu3wm844d2tfd6TFUoCU4/qCVbsIptiKJV21BFisewPIpiJfjKzzt2BvpJnqKxtYANz69mtc3lnL5yWO47ezoaL6+oKk1aFnbYsRb+HVfbXPch+uUgqyIeAsLuRE5KT0y9ZuoGGNYsrmcOxdtYmtZPTPH5PDjL05g2qgcjDHsrGiwfdmsyNFNe2sjTuwF2SlMHZUdSag7KT8Ln9dNfUuA6578mLe3lHPtZwr50RnHRh48L68t4fqnVnHyUUP488IZXfbpClsgIxbLYHuBF2vpjNoWtNJO/OAfa6iobyUrxcvPz52M0N7C6hS+EXEcjGNFjYhICIZCVDX62Vpa1ymxG0uS20VuRrLDImsIBNuPL5Fwu+KL1ZxUL1kp3mhraOy0vUuoafKzfk8tAF+YlEfAkRqksTVIU2sgstxdJ/7OIAI5qUlkpVj9zkn1km2v56Qmkex1cdd/rOjT6+eP47xpBeSkJpGW7O71H8eBYIijb/0P3//8MXx3fsd+g/2B1kCIU+5ezJSCLB5N8B/GXUEFWh8SDBnK61ri+nyFox7L46SbyPB5ony+LAtYdMb7vkg42hOU1TVz9eMrWb+nhtvOnsgV/ST8OzyNuqeqiXV7avj5yxsBKwlnR9OoqUluS7jZAm6ELeAKbAE3rA8tmN1lQ0kNdy7axPvb9tsBABM4Y9KwAwrRZn+Q9XtqokTbnmrL2uJ1CxOGZzJtZDaTC7J4cXUJ722r4ItT8vjNRVMjYuyfHxVz0z/W9GnGdmMMv3tjK/e9uZVTjx7CH782vdcdqv3BEEWVjWwra8vltr28nm1l9VG5wFKT3BQ6o0vtZLzhKUhjDCFDeyuqvb6ltI5/flTMv1aXRM45dkgaZx83nFOOHoJLhEAoxJ+WbOfdrRX83zmTyMvyRc7xm9c3s2t/I+ccn49LYGuZ1ceWLia9zfB5CIZMu+ofAw2X08/UYQmNtoy64lhBO/ZjjQ1qcgk891ExYKW1iWdhbXf+OIFUcV0EOvJh7ZLPbNcCqX7z+mbuf2sb7/xgHiMHdT9PYiKhAu0wUtXQyp2LNrGzooG9Nc2U1jYf8Jer1y2MyEll9OBURg9KZdTgNEYPSiUnzUuS243XI3jdVhmVJI8Lr9uF193W1t/m4reU1nHFYyuobGjl/kun8bmJnS9+nGj84uWNPPr+ThZ/fy5jhqRFRcAWO6xvET+46qao0kTgmEYNC7eY6dSC7MQR4ntrmrj3tS08v6qY7BQvN8wfx1dOGt1toVRW22yn+KhmdVEVa4tr4j6Uf3PR8cw/dhhZqd5IxvYzJ+dx/6XT+kzcPreyiFueX8eowakcP6JvcjMZY9jf0Mr2snpKatrncDsQI3KsoIV4TvzGGFbsqooI6Fg6snwpykDjcJTIUoF2GCmqbOQbT6ykpslPayBEazCEPxjCb0959DQel0REW5LHEm3eiJBzkWS3h9e9bhfJnjaR5/U4xZ/E7ONqf+7I+SVmH+cx0nZeh4h8b2sF3/rbR/iS3Dy6cCZTRmQdZHSJTVltM6fe8xbnTs3nngs6l5/HOY26JyaIoaNp1MFpSZbFLatNvDkFXW8WbAer1ukDS7bz5/d2EArBFaeO4dtzj+7x6LmwFSec5uPZlcVR2wtz05g2ModVRVXsKG/g7OOGc18fltV5f1sFP395Y49YeoIhQ0sgSEsgFPne6MdfxYoyILjghBHce2Hv5l5TgZYgWA7LtmgLWKItWsSFHOvG3sdab7X3j96nTfxF2qKOMY59wseZqHV/zLl7w08l3i/uUYNSI4IwSuhFBGObWGwThx20eWItjHFEpfMYT3sh2t2H/P++uJ4nl+3mrZvm9ojJ3TmNGhZvsUENB5pGjWeJG5bp69b4AsEQz6ws4rf/3UJFfSvnHJ/PD84Yf1inFt7bWsHXHlkGWImOU5LcVNRHWyGvPnUs00fnMG1UNsOzOld5IOD4vwqLIqc4ao0sB2nxW22R7e32CdHiD0b2aWwJUtPkj/rrbDSeoig9j8/rYtSgVEbmpDJyUCr52T7ysqwsBUMzfGT4PAct8dVbqEBTOk1YRDqFX0RUBkP4A4bWYDBK/EWJypi2Fn+I+97cGjn/gqn5JHtcEVHYXpxGC1N/HFHZGyLSJcQIP1eH08tJHjdJtljcX9/K8l1W9OHC2aM7tEqGj0+KJyAd25zCNFaIhkVWVaO/LYChi9OoIxz+b04R53S6N8bw1uYy7lz0CdvK6jlxzCB+fNYEpnajzEo4itQfDLUl4mwNWlFvjsi3+pYA1Y1+KhtarWTItc3sq2luJ8YURemfuF0SFUCVl+kjNyOZwelJURURfHGS6Hrd/Svpd1dQgab0Cc3+IDc9t4aX1+7l0hNH8rMFk3uk9lwoZPCHYgRkII41MdZSeBCrpN+2gLQELItIcyCcxTtEc8B+tbN+N0cygHe9zp+iKEp/YeLwTD43YSjDsnzkpiczNCys7DqkyqHRFYHWO0molF7FmLaQ/lCISGi/M7VAOHIrvGy9EtVmHe/IKdVuX0u8xAqjVqcIstf31TTz+sbSSB/31TRzxWMraAkEqW8JUt/ip6bRyi2kKIqidJ30ZA+5Gcnkpidbr/ZfZorXTkIbzp3mjcqv1tEP5abWICt2VfL+9gre31bBhpJaNu6tpaiykZMKB3Pq0YMpzE0jP6vjkmBK76EWtG6wv76FOxZtosqeWtpZ0dCtXEaKoiiKMtB594cDJ03GoaIWtF6kpsnPZY8sZ3t5PePzrGzWJdVdC3lXFEVRlCOFrubGUyxUoHWB+pYAlz+2nG1l9Ty8cAafOSa3w32NMdQ0+dlbYzk/hwuTt61by7Eh+y6B3Ixk8rJSGJ7psxPXWhEow7Os+pHOigHh3Ejvbi1n8SflLPmkjLo4EWQF2SlMGJ7JhpIa9nYxh5KiKMrhwOsW0pI9Eafx1CQ3qV4PviQ3qXZbir2c7HWmF4oN7IkOvPG6pdcjvBWlp9Epzk7S7A9y+WPLWbGrij9+dTpnTMo75HOGC+yGBZtVe7OZfVFCrrldyL6IVXMzLNjys1PIsysP5GX6GJyeTHldC6uLqlm5q5IVuyrb+X59a+5RnDVlOK3BEP9v8Tbe/KQsss0lYEDzMilKP8frFnJSk8hJTSIlyR0VJdwu0tgjtItsdsfJgeiJn2+xo0jmyHu5+l+ibUXpaRIiilNEHgXOBsqMMZPttguB24EJwInGmJWO/W8BrgKCwPXGmNcO9h6HS6C1BkJc89eVvL2lnN9dPJUFUwt6/T3Bcuhv8gcpq21mR3kDOyrq2VJaz8aSWjbtq1UBpSgJxOA0qx5jhs9yzE5Lspy0w5ae6BQrcdKxONK8eD3RKVqi8gc6LELh4z1dLKGjKErfkCg+aH8B/gA84WhbD5wHPOjcUUQmApcAk4B84A0ROcYY0+fF2QLBEDc8vYolm8u567wpUeIsGDJUN7ZS1dhKVaOfqgZruaK+ld37G9lZYYkqze2kKD1HVoqXzBQP6cleMuwotbTkcASbm7RkSxzFm/JKihE4HYokh0DSKS9FUfqCXhNoxph3RGRMTNsmIN4vvQXA08aYFmCniGwDTgSW9lb/Osv4216NZMW/+fl13Pz8uj7ukaIcHlz2VHpmijcSvh8O2w8vp9nrGfayz+EXFFUKzCmEwtNgOuWlKIrSIYkSJFAAfOhYL7bb2iEi1wDXAIwa1btFTQHGD8tg497aXn8fRUn2uBiSnsygtCQGpSWRneptE0RJ0WIobDXKSPZEfIuS3e6IBUinvBRFUfo3iSLQ4j1J4npYGWMeAh4CywetNzsFsOiG03r7LRRFURRFUaI49Do8PUMxMNKxPgIo6aO+KIqiKIqi9CmJItBeAi4RkWQRGQuMA5b3cZ8URVEURVH6hF6b4hSRp4C5wBARKQb+F6gE7gdygVdEZLUx5gxjzAYReRbYCASA6xIhglNRFEVRFKUv6M0ozks72PRCB/vfAdzRW/1RFEVRFEXpLyTKFKeiKIqiKIpiowJNURRFURQlwVCBpiiKoiiKkmCoQFMURVEURUkwVKApiqIoiqIkGCrQFEVRFEVREgwVaIqiKIqiKAmGCjRFURRFUZQEQwWaoiiKoihKgiHGmL7uQ7cRkXLg0x441RCgogfO05850q+Bjv/IHj/oNdDxH9njB70Gh2P8o40xuZ3ZsV8LtJ5CRFYaY2b0dT/6kiP9Guj4j+zxg14DHf+RPX7Qa5Bo49cpTkVRFEVRlARDBZqiKIqiKEqCoQLN4qG+7kACcKRfAx2/cqRfAx2/cqRfg4Qav/qgKYqiKIqiJBhqQVMURVEURUkwjniBJiJfEJHNIrJNRG7u6/70BiIyUkTeEpFNIrJBRG6w228XkT0istr++6LjmFvsa7JZRM7ou973DCKyS0TW2eNcabcNEpH/ishW+zXHsf9AG/94x+e8WkRqReTGgXwPiMijIlImIusdbV3+zEXkBPve2SYivxcROdxj6Q4djP9XIvKJiKwVkRdEJNtuHyMiTY774AHHMf1y/NDhNejyPd9fr0EH43/GMfZdIrLabh9w98ABnn3943vAGHPE/gFuYDtQCCQBa4CJfd2vXhjncGC6vZwBbAEmArcDN8XZf6J9LZKBsfY1cvf1OA7xGuwChsS03QPcbC/fDNw9UMcfM243sA8YPZDvAWAOMB1YfyifObAcmA0I8B/gzL4e2yGM/3TAYy/f7Rj/GOd+Mefpl+M/wDXo8j3fX69BvPHHbP818NOBeg/Q8bOvX3wPHOkWtBOBbcaYHcaYVuBpYEEf96nHMcbsNcZ8bC/XAZuAggMcsgB42hjTYozZCWzDulYDjQXA4/by48C5jvaBPP75wHZjzIGSPPf7a2CMeQeojGnu0mcuIsOBTGPMUmN9Sz/hOCahiTd+Y8zrxpiAvfohMOJA5+jP44cO74GOOCLugTC2Begi4KkDnaOfj7+jZ1+/+B440gVaAVDkWC/mwMKl3yMiY4BpwDK76Tv2dMejDjPvQLwuBnhdRD4SkWvstmHGmL1g/SMDQ+32gTh+J5cQ/aV8pNwD0PXPvMBejm0fCFyJZQkIM1ZEVonI2yJymt02UMfflXt+oF6D04BSY8xWR9uAvQdinn394nvgSBdo8eaQB2xYq4ikA/8EbjTG1AJ/Ao4CpgJ7sczdMDCvyynGmOnAmcB1IjLnAPsOxPEDICJJwDnAc3bTkXQPHIiOxjsgr4OI3AoEgCftpr3AKGPMNOB/gL+LSCYDc/xdvecH4jUAuJToH2oD9h6I8+zrcNc4bX12DxzpAq0YGOlYHwGU9FFfehUR8WLdoE8aY54HMMaUGmOCxpgQ8DBtU1gD7roYY0rs1zLgBayxltqm67AZv8zefcCN38GZwMfGmFI4su4Bm65+5sVETwP2++sgIguBs4Gv2tM12FM6++3lj7B8b45hAI6/G/f8gLsGIuIBzgOeCbcN1Hsg3rOPfvI9cKQLtBXAOBEZa1sWLgFe6uM+9Ti2r8EjwCZjzG8c7cMdu30ZCEf6vARcIiLJIjIWGIflINkvEZE0EckIL2M5Sq/HGudCe7eFwIv28oAafwxRv5qPlHvAQZc+c3v6o05EZtn/R193HNPvEJEvAD8CzjHGNDrac0XEbS8XYo1/x0AbP3T9nh+I1wD4HPCJMSYybTcQ74GOnn30l++B3o5CSPQ/4ItYkR3bgVv7uj+9NMZTscyxa4HV9t8Xgb8C6+z2l4DhjmNuta/JZvpJxM4Bxl+IFZmzBtgQ/pyBwcCbwFb7ddBAHL9jTKnAfiDL0TZg7wEsIboX8GP9Ar6qO585MAPrIb4d+AN2gu9E/+tg/NuwfGzC3wMP2Pueb/9vrAE+Br7U38d/gGvQ5Xu+v16DeOO32/8CfDNm3wF3D9Dxs69ffA9oJQFFURRFUZQE40if4lQURVEURUk4VKApiqIoiqIkGCrQFEVRFEVREgwVaIqiKIqiKAmGCjRFURRFUZQEQwWaoigJh4gYEfmrY90jIuUi8nJf9qsziMitIrLBLiW0WkROstv/LCIT+7p/iqL0Dzx93QFFUZQ4NACTRSTFGNMEfB7Y08d9OigiMhsrS/90Y0yLiAwBkgCMMVf3aecURelXqAVNUZRE5T/AWfZybAWENLvQ9Qq7uPMCu32SiCy3LVdrRWScve8rIrJGRNaLyMX2vj+1j18vIg/ZGcIRkZn2sUtF5Fcist5ud9vrK+zt18bp83CgwhjTAmCMqTB2mTERWSIiM0TkHLt/q0Vks4jstLefYBep/khEXovJeK8oyhGGCjRFURKVp7HKrviA44Bljm23AouNMTOBecCv7DJe3wTuM8ZMxcr8XQx8ASgxxhxvjJkMvGqf4w/GmJl2WwqW5QvgMaws67OBoOM9rwJq7PecCXzDLgfj5HVgpIhsEZE/ishnYgdljHnJGDPV7uMa4F67XuD9wAXGmBOAR4E7unrBFEUZOKhAUxQlITHGrAXGYFnPFsVsPh24WURWA0sAHzAKWAr8WER+BIy2p0fXAZ8TkbtF5DRjTI19jnkiskxE1gGfBSaJSDaQYYz5wN7n7zHv+XX7PZdhlYsZF9PneuAE4BqgHHhGRC6PNz4R+SHQZIz5f8B4YDLwX/v8PyG6OLOiKEcY6oOmKEoi8xJwLzAXSxCFEeB8Y8zmmP03icgyrKnR10TkamPMYhE5AasG3y9F5HXgHuCPwAxjTJGI3I4l8uQAfRHgu8aY1w7UYWNMEEs0LrHF30Ks2odtJxKZD1wIzHGce4NttVMURVELmqIoCc2jwM+MMeti2l8DvuvwG5tmvxYCO4wxv8cSd8eJSD7QaIz5G5bYm44lxgAqRCQduADAGFMF1InILHv7JTHv+S17OhIROcaeVo0gIuNFxGlVmwp8GrPPaCxxeJFt4QOrMHOuHWSAiHhFZFLnLpGiKAMRtaApipKwGGOKgfvibPo58DtgrS3SdmH5kF0MfE1E/MA+4GdY/mK/EpEQ4Ae+ZYypFpGHsaY/dwErHOe+CnhYRBqwLGHhKdE/Y025fmy/Zzlwbky/0oH77anSALANa7rTyeVY1sAXbH1ZYoz5oohcAPxeRLKwvpt/B2w46EVSFGVAIsaYvu6DoihKwiAi6bYvGSJyMzDcGHNDH3dLUZQjDLWgKYqiRHOWiNyC9f34KZbFS1EU5bCiFjRFURRFUZQEQ4MEFEVRFEVREgwVaIqiKIqiKAmGCjRFURRFUZQEQwWaoiiKoihKgqECTVEURVEUJcFQgaYoiqIoipJg/H98Bdf14pqTQgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Graph of transmission time based on message size\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(df_stackoverflow[\"size\"][-300:], df_stackoverflow[\"time\"][-300:], label=\"df_stackoverflow\")\n", "plt.xlabel(\"Message Size\")\n", "plt.ylabel(\"Transmission Time (ms)\")\n", "plt.title(\"Transmission time evolution (df_stackoverflow)\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }