{ "cells": [ { "cell_type": "markdown", "id": "224d7d45-1565-4b79-8f68-9c96efa4438b", "metadata": {}, "source": [ "# TD : Modèles et apprentissage en Machine Learning \n", "\n", "L'objectif de cette séance pratique et de regarder comment implémenter les différents modèles présentés lors des différentes séancs à l'aide de Python.\n", "\n", "Nous commencerons notre travail sur des jeux de donnéessynthétiques afin de visualiser les résultats des différents modèles, puis on étudiera l'impact des hyper-paramètres sur les performances du modèles.\n", "\n", "Dans un second temps, on cherchera ensuite à optimiser ces hyper-paramètres en mettant en place a cross-validation de ces derniers puis nous finirons par développer un protocole complet d'apprentissage et de comparaison des modèles." ] }, { "cell_type": "markdown", "id": "2dee333a-2d6a-4b85-a509-4bebc62a31c9", "metadata": {}, "source": [ "## I. Visualisation des sorties d'un modèle de SVM : linéaire et non linéaire\n", "\n", "On commence par regarder le comportement d'un SVM mais aussi la façon d'apprendre ce dernier. Pour cela, nous aurons besoin des librairies suivantes de Python" ] }, { "cell_type": "code", "execution_count": 42, "id": "5b2ecae0-7e86-4b63-8e81-9a2d025a15f8", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "from sklearn.svm import SVC\n", "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "from sklearn.metrics import accuracy_score" ] }, { "cell_type": "markdown", "id": "ff4346ac-81a9-4d64-b9fc-d0ce0acda483", "metadata": {}, "source": [ "On commence par charger notre jeu de données. On travaillera avec un jeu de données classique **iris**.\n", "Ce jeu de données est un jeu de données multi-classes." ] }, { "cell_type": "code", "execution_count": 5, "id": "f747cf28-ce84-4bb4-a792-b098597039eb", "metadata": {}, "outputs": [], "source": [ "iris = datasets.load_iris()\n", "X = iris.data[:, :2] # On va garder uniquement les deux premières variables\n", "y = iris.target" ] }, { "cell_type": "markdown", "id": "40698bf9-d0b8-4e1f-82c4-54ca02cbaaac", "metadata": {}, "source": [ "### A. Apprentissage d'un SVM linéaire\n", "\n", "L'apprentissage d'un SVM se fait avec la fonction SVC qui dépend de plusieurs paramètres dont le \"noyau\" que l'on souhaite employer. Ici, on souhaite travailler avec un noyau linéaire dans un premier temps.\n", "\n", "Pour apprendre un modèle de SVM, on utilisera la commande suivante " ] }, { "cell_type": "code", "execution_count": 6, "id": "9fcd6b36-3245-4c55-baf4-73afad5d67d3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
SVC(kernel='linear')
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" ], "text/plain": [ "SVC(kernel='linear')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf_linear = SVC(kernel = \"linear\")\n", "clf_linear.fit(X,y)" ] }, { "cell_type": "markdown", "id": "361ec007-6247-4c86-ab53-d4d388207bf1", "metadata": {}, "source": [ "On va maintenant chercher à représenter graphiquement les sorties du modèle et on regardera ensuite la performance de ce dernier à l'aide de différentes librairies sklearn." ] }, { "cell_type": "code", "execution_count": 7, "id": "794f6f1c-b912-4906-aee3-b9a25ebc8d92", "metadata": {}, "outputs": [], "source": [ "# On va créer un maillage de notre espace de représentation des données\n", "h = 0.02 # finesse du maillage\n", "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))" ] }, { "cell_type": "code", "execution_count": 76, "id": "7df0ca3b-96d7-4bb3-9452-bd01cbf897d2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# On représente maintenant les frontières de décision \n", "\n", "Z_linear = clf_linear.predict(np.c_[xx.ravel(), yy.ravel()])\n", "Z_linear = Z_linear.reshape(xx.shape)\n", "plt.contourf(xx, yy, Z_linear, cmap=plt.cm.RdBu_r, alpha=0.8)\n", "plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.RdBu_r)\n", "plt.title('SVM Linéaire')\n", "plt.xlabel('Sepal Length')\n", "plt.ylabel('Sepal Width')\n", "plt.xlim(xx.min(), xx.max())\n", "plt.ylim(yy.min(), yy.max())\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "36de939c-0fea-41b0-b68e-2e4875d3594a", "metadata": {}, "source": [ "On pourra également regarder les performances du modèle en étudiant sa matrice de confusion et calculer différentes métriques de performance." ] }, { "cell_type": "code", "execution_count": 37, "id": "9dcb0414-0906-43f3-801a-50656431fbf4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# On commence par regarder les prédictions effectuées par notre modèle sur les données.\n", "\n", "prediction = clf_linear.predict(X)\n", "\n", "# On peut maintenant regarder la matrice de confusion de notre matrice et en faire une représentation graphique\n", "\n", "confusion_pred = confusion_matrix(y, prediction) # Mettre les arguments dans l'ordre (true_label, predicted_label)\n", "disp = ConfusionMatrixDisplay(confusion_matrix=confusion_pred,\n", " display_labels=clf_linear.classes_)\n", "disp.plot()\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 43, "id": "c37ccb8d-c939-42a2-9181-b4279da8bc55", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.82" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calcul de l'accuracy\n", "\n", "accuracy_score(y,prediction)" ] }, { "cell_type": "markdown", "id": "1713d116-1f16-490e-af63-042d546c0fd3", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 1 :** Refaire le même procédé avec le jeu de données généré par le code ci-dessous\n", "\n", "$$ $$" ] }, { "cell_type": "code", "execution_count": 75, "id": "34529230-d0bd-4a8d-8c3b-d986e7da3f29", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import make_moons\n", "X, y = make_moons(n_samples=500, noise=0.25, random_state=1)\n", "\n", "plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.RdBu_r)\n", "plt.title('SVM Linéaire')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "14a418f5-cfc9-42fd-9ed9-4cb752c09726", "metadata": {}, "source": [ "Pour le moment, nous n'avons regarder qu'un problème particulier du SVM.\n", "\n", "$$ $$\n", "\n", "**Question 2** : Rappeler le problème d'optimisation du SVM ainsi que la signification de l'hyperparamètre associé au problème.\n", "\n", "$$ $$\n", "\n", "On va maintenant chercher à regarder l'influence de cet hyperparamètre sur les performances du modèle sur notre jeu de données mais aussi l'impact que cela peut avoir sur la frontière de décision. On commence donc par se donner une grille de valeurs de l'hyperparamètre C afin d'étudier son impact." ] }, { "cell_type": "code", "execution_count": 67, "id": "943440a5-9b09-4272-8225-f022f64ecf82", "metadata": {}, "outputs": [], "source": [ "X = iris.data[:, :2] # On va garder uniquement les deux premières variables\n", "y = iris.target\n", "\n", "C_values = [0.001, 100]" ] }, { "cell_type": "markdown", "id": "61676f54-a891-4e25-a3c5-f6bcb443aa6a", "metadata": {}, "source": [ "On va maitenant regarder graphiquement et empiriquement l'influence de cet hyper-paramètre C" ] }, { "cell_type": "code", "execution_count": 77, "id": "2e7c9d93-f859-4de7-a2cf-de5e6ecfb7a6", "metadata": {}, "outputs": [ { "data": { "image/png": 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+61//ulCpVKK/v18IIcR7770nAIh//dd/DRlnNpuFVqsNlk+Mjo6KtLQ08b73vS/keSdCo9GI7du3Jzw+8N7G+1NSUhK8T6BM+Nlnnw0734MPPigACKvVGvUxn3nmGQEgYn+rz33uc0KlUgX//oEPfEBUVVVFPI9KpQorEQqYaQl5R0eHUCgU4ktf+lLI8dHRUZGfny9uuumm4LHZlJDfcccdAoCor68XQlzqGfbP//zPIePKy8tFeXl5zP6Y1157rcjIyEioX9B0JSUlCb3f3/72t2OeZybvYSKGhoaERqMR119/fdht69evF5WVlSH/Vt1ut1ixYoUAIP77v/87eNxisYj09HTx05/+NHgMLCEnoisA404/xp3LL+6cLlZJ9l133SXUanXE+1VWVorrrrsu+HelUhny2Qk4ePBgWHwx3fj4uDAYDOKjH/1oyHGv1yvWrVsXUoI+mxLy7373uyE9wQP/Zm+99daQcYnEhHfccYdQKpWirq4u4ccP2L17d0Lv16c//emY55nrdwch/KXd3/rWt4RMJgs+bnFxsTh58mTM+73yyisCgHjooYci3v7CCy+I9PT04Dm1Wq34xS9+EfOcRAHhNQ9ES1RWVhb+/Oc/49ixY3jjjTdw7NgxvP322/jGN76Bn/70pzh69Ciys7MB+EsKrrnmGjzzzDN45JFHoFKp8Morr6C7uxsPPPBA1MfYvXs3ysvLsX//ftx+++04evQo/vVf/3WhniLWr1+P4uLi4N81Gg0qKyvR3t4ePPbSSy/hmmuugdFoDCndueGGG3DvvffinXfewapVqwAAb775Jh588EEcPXoUNpst5LF6e3uRl5cXcz5//dd/DaVSGfx7U1MTLly4gEcffRQAQh7/Qx/6EF566SU0NDSgpqYm6jkTmVOg3OTHP/4xRkZGkJ6eDq/Xi6effhof+9jHkJWVFXwtJEnCpz71qZC55OfnY926dcFykoMHD8Jms+Hzn//8vO3CGc3nPve5hHY2jLQCLtbcEpl3tDHTj8/1cRLxhz/8AR6PB7fddlvIe6PRaLB79+5gWdhsjI2N4cCBA9i5cyeqq6sBXPq3+9RTT+H++++HTCbDxYsX0dzcjAcffDBq2crExATeeecd3HnnncjJyZnxXF588cWEysyNRmNC50v0PYznmWeegcPhCCvtAfxXx++880588YtfxDe/+U34fD585zvfCf6cmVr283d/93dYt25dzCvxRETLEeNOP8adyzfuTNRM4sbZxpgHDx7E4OAgPv3pT4e1JvjgBz+Ihx9+GOPj40hJSUlw1pcIIYJl4x/4wAcA+P/N7tmzB8899xx+9KMfIS0tLeGY8JVXXsE111wT83MXzU9/+lOMjo7GHRf42RLPXGL6Bx54AI8++ijuv/9+XHXVVbDZbPjRj36ED3zgA3jttdewYcOGiPd74oknoFAocPvtt4fd9uqrr+JTn/oUPvnJT+Kmm26CQqHA7373O9x+++1wuVxhVUFE0zGBScvO5s2bsXnzZgCA2+3GP/7jP+Lf/u3f8PDDD+Phhx8Ojrvzzjvxv/7X/8Lvfvc77Nu3D08++ST0ej1uuummqOeWJAmf+cxn8O///u9wOByorKzEVVddddmfU0AgQJpKrVbDbrcH/97T04MXX3wxJMCbqr+/HwBw5MgRXHfdddizZw9+9rOfBfsWvfDCC3jggQdCzhnN9DLeQGnMvffeG7UMIPD4kcxkTnfccQf+9V//Fb/85S9x99134w9/+AO6urpCfvH19PRACBE1IF6xYgUAoK+vDwBgMpniPufpiouLw8qSY8nPz0dubm7ccVODisD7PjAwEDZucHAQkiQhIyMj6rni3d9gMISMPXXqVNi48fFxuFyukLFzEfisbNmyJeLtc+mv+atf/QpjY2O46aabMDw8HDx+00034aGHHsIf//hHXH/99Qm970NDQ/B6vbP6bADAqlWrIvZPmi7e853Je5iIJ554Ajk5OfjYxz4Wdtsdd9yBvr4+fO9738N//Md/APCXSt577734l3/5FxQWFgIA/ud//gevvvoq3n33XYyMjIScw+VyYXh4GCkpKVF/FhERLQeMOxl3Tp3Pcog7ZyIrKwsOhwMTExMhvbMBf3yyadOmkLHR4hgAMWOZwHsdaCsUyeDg4KwSmIEWQ/fcc09IEvumm27CW2+9hWeffRZ33313wjFhX1/frOPGioqKBYkb4313qK+vx7e+9S08/PDDIf+2brjhBqxatQr33HNPxMUG/f39+N3vfocPf/jDYe2ohBC44447cPXVV4e0xvirv/orjIyM4Etf+hJuuummWb2HdOVgApOWNaVSiW9/+9v4t3/7t7AecZ/4xCeQmZmJ/fv3Y/fu3XjppZdw2223Qa/Xxzzn7bffjm9961v4yU9+EvOqebJkZ2dj7dq1UecWWOn1y1/+EkqlEi+99FLI6rOpzbbjmR7sBK4GfuMb34jaQLyqqirq+WYyp1WrVmHr1q148skncffdd+PJJ5+E0WjEddddFzIfSZLw5z//OWZPv8BV1Hh9hyK5/vrr8dhjj+HQoUMJ9SP67ne/i+985ztxx5WUlAQ3qikvL4dWqw3rPQj4+xFWVFTEbHxdW1sbHPuhD30o7P6B2wF/D6Nf/vKX6O7uDgk8Ao89dexcBD4r//M//4OSkpJ5OWfAE088AQD4yle+ErYZT+D266+/PqH33WAwQC6Xz+qzAfjfu6krVaL59re/jfvvvz/q7TN5D+M5efIkTp48ia997WtRv3D+4z/+I77yla+gsbERqampKCkpwd13342UlJTgl5Fz587B4/FE/Nz/7Gc/w89+9jM8//zz+PjHP57w3IiIljLGneEYd16yVOLOmQj0vjx79iy2bdsWPN7d3Y3+/v6wGDNaLAvEjjED7/Vjjz0W9XnHW8EbTSBu/MEPfoAf/OAHEW+/++67E44Jc3JyZh03vv/978c777wTd9ynP/3pmD1e5/rd4fTp0xBChC00UCqVWLduXdQ5Pv3003C5XBErfHp6etDV1YW777477LYtW7bg//2//4e2tjasXr066ryImMCkZaOrqyvixh719fUAwks0NRoNbrnlFvzkJz/Bv/zLv8Dtdie0q2NhYSH+4R/+ARcuXMCnP/3p+Zn8PPrIRz6C3//+9ygvL0dmZmbUcZIkQaFQQC6XB4/Z7XY8/fTTs37sqqoqrFy5EqdPn8aDDz444/vPdE6f+cxn8Pd///d499138eKLL+Kee+4Jue9HPvIRfP/730dnZ2fMFQ47d+5Eeno6fvKTn+Bv//ZvZ3QV+qtf/Sr279+Pz3/+83jrrbfCdusTkzswBnZnnk0pj0KhwEc/+lH85je/wcMPP4zU1FQAQEdHB9566y189atfjXmuwsJCbN26Fb/4xS9w7733Bl+jQ4cOoaGhISTJ97GPfQz33Xcffv7zn+Mf//Efg8efeuopaLVafPCDH4w790Rcf/31UCgUaG5uxo033hhzbOC1sNvt0Gq1McfW19fjvffew4033ogvfvGLYbd/73vfw29/+1sMDAygsrIyWJp3zz33RPyyodVqsXv3bvz617/GAw88kHDJTsB8lZDP5D2MJxCo33nnnTHHqdXq4JeJjo4O/OpXv8Jdd90VfA9uv/32kF1iA6655hp8/OMfx//3//1/85bwJiJabBh3+jHuXH5x50x88IMfhEajwVNPPRWSwHzqqacgSVLIRcy9e/fi85//PA4fPhwc6/F48Itf/ALbtm2LGQvt2rULGRkZqKurixjfRXouiazqHRoawvPPP49du3bhe9/7Xtjt//Vf/4VnnnkG586dQ21tbUIx4Q033ICnn34aDQ0NMRPokcxXCflcvzsE3otDhw6FbMTjdDpx4sSJqCtMn3jiCRiNRtxwww1ht2VmZkKj0eDQoUNht7333nuQyWRxN+kk4iY+tGysWbNG3HDDDeLxxx8Xb775pnj99dfFo48+KgoKCoRerxdnzpwJu8+JEycEACFJkqiuro543qnN1GOZSTP1oqIi8etf/zrsz9tvvy2EiN5M/cMf/nDE8019XKvVKkpKSkR1dbV4/PHHxRtvvCFefvll8eMf/1h8+MMfFmazWQghxBtvvCEAiH379onXXntNPPvss2LTpk1i5cqVYY2vozVTf+SRR8Lm8+abbwq1Wi2uu+468d///d/inXfeEc8//7x48MEHxb59+2K+NjOZkxBCDA8PC61WK0wmkwAgGhoaws75uc99Tuh0OvEP//AP4sUXXxRvvvmmeOaZZ8Tf//3fi8cffzw47r/+678EAHHttdeKZ599Vrz55pviP//zPxPajOTFF18UOp1OlJaWikcffVS88cYb4o033hCPPfaY2LBhg1i/fn3cc8RTX18v9Hq9uPrqq8Xvf/978Zvf/EbU1tYKo9EY1khcLpeLa6+9NuTYW2+9JRQKhdi7d6/44x//KJ555hlRVFQkamtrhcPhCBn72c9+VqjVavHII4+It99+W/zTP/2TkCRJPPDAAyHjxsfHg5/dr33tawKAuP/++8Wvf/1r8fvf/z7uc3rwwQeFQqEQd999t3j++efF22+/LX71q1+Jr33ta+Jb3/pWcFzg3+C3v/1tcejQIXH06FHhdDojnjMwj8OHD0e8/Xe/+50AIH74wx8KIYR49dVXhVKpFOvXrxc///nPxVtvvSV+/vOfhzTqP3XqlNDr9WLFihXiP//zP8Wbb74pnn32WXHzzTcLm80W93nOl0Tfw7a2NiGXy8Udd9wRdg673S4yMzPFzp07oz7O2bNnxf333y9eeukl8cc//lE8+uijIjs7W2zevDlsY4pIwE18iOgKwLjTj3FnqOUSd/b29gY/J7fddpsAIB5//PGQz03A9773PSFJkvinf/on8fbbb4tHHnlEqNVqcdddd4WMczgcYvXq1aKoqEg888wz4o9//KPYu3evUCgUYeeM5OmnnxYymUz8zd/8jfj1r38t3nnnHfE///M/4p//+Z/F3/3d3wXHBTa/uvvuu8XBgwfF0aNHo8Zrjz32mAAgfvWrX0W8/cyZMwKA+MpXviKESCwmtFgsoqCgQOTm5oof/vCH4o033hDPPfecuOuuu4KbSy6EuXx38Hq9YsuWLUKj0Yhvfetb4vXXXxfPPfec2LNnjwAgnn766bDHO3TokAAg/umf/inqnO655x4BQNx6663ipZdeEq+88oq4++67BQBx5513zt+Tp2WLCUxaNn71q1+JW265RaxcuVLo9XqhVCpFcXGxuPXWW2PuArdhwwYBQDz88MMRb78cgSSi7CgXuP9cAkkhhOjr6xNf/vKXRVlZmVAqlcJgMIhNmzaJb37zm2JsbCw4bv/+/aKqqkqo1WqxYsUK8dBDD4knnnhiToGkEEKcPn1a3HTTTSI3N1colUqRn58vrr32WvGTn/wk7uuT6JwCbrnlFgEgbBfP6efctm2bSElJEVqtVpSXl4vbbrtNHDt2LGTc73//e7F7926RkpIidDqdWLVqlfiXf/mXuHMWQojm5mbx+c9/XlRUVAi1Wi20Wq1YtWqVuOeee2a0C2Isx44dE+9///uFTqcTaWlp4uMf/7hoamoKGzf1szTVa6+9JrZv3y40Go0wGAzitttuEz09PWHjXC6X+Pa3vy2Ki4uFSqUSlZWV4t///d/DxgU+B5H+xNrNcqoXXnhBXHPNNSItLU2o1WpRUlIi9u3bJ15//fXgGKfTKT772c+KnJwcIUlS1M+Cy+USubm5MQN3j8cjTCaTWLNmTfDYe++9J2644QaRnp4u1Gq1KC8vF1/96ldD7ldXVyc++clPiqysLKFSqURxcbG4/fbbw5K/l1si72HgfYm0Q2VgN/P9+/dHfYyGhgZx9dVXC4PBIFQqlaioqBD33XdfyM+OWJjAJKIrAePOSxh3hp9zqcedgSRgrM/NVP/3//5fUVlZGYyRvv3tb4ftGC+EEN3d3eK2224TBoMhuKP6H//4x4Tn9c4774gPf/jDwmAwCKVSKQoLC8WHP/xh8etf/zpk3De+8Q1hNBqDO2i/9dZbEc+3fv16kZubG/XCuBBCbN++XWRnZwfHJBITms1mcccdd4j8/HyhVCqF0WgUN910U8S4+3Kay3eH4eFh8c1vflPU1NQInU4ncnNzxZ49e6IuUrjrrruEJEmiubk56ny8Xq/42c9+JjZv3iwyMjJEWlqa2LBhg/jRj34U8fNCNJ0kRAJdYomIiIiIiIiIiIiSYPbbvBIRERERERERERFdZkxgEhERERERERER0aLFBCYREREREREREREtWkxgEhERERERERER0aLFBCYREREREREREREtWkxgEhERERERERER0aKlSPYEFpLP54PVakVqaiokSUr2dIiIiIiWJCEERkdHYTQaIZNdedfDGVMSERERzd1MYsorKoFptVpRVFSU7GkQERERLQtmsxkmkynZ01hwjCmJiIiI5k8iMeUVlcBMTU0FAOz+/E+gUGuTPBsiIiJKlCw/Gz/fZscf7vweIJNDnW9M9pSuaBMeNz773qvB2OpKw5iSiIiIaO48TjveefzvEoopr6gEZqDER6HWQqHWJXk2RERElCi5NgXpehl0cjnUhSXJng5NulLLpxlTEhEREc2fRGLKK69pERERES05N20rQe8LLwAyebKnQkREREREC4wJTCIiIlrUbt67Gbtf/D6OHDgGdcGV12+RiIiIiOhKxwQmERERLVohyUuWjhMRERERXZGYwCQiIqJFiclLIiIiIiICrrBNfIiIiGhpuHnvZmhv3YcjAJOXRERERERXOK7AJCIiokUlkLwEmLwkIiIiIiImMImIiGgRkRtzsE9+AQCTl0RERERE5McEJhERES0qUrInQEREREREiwp7YBIREdGi8bNbNuClndcmexpERERERLSIcAUmERERLQr7770O704mL1k+TkREREREAUxgEhERUdIxeUlERERERNEwgUlERERJ9dw+PZOXREREREQUFROYRERElDTP7dPj5VvuA8DkJRERERERRcYEJhERESUFk5dERERERJQIJjCJiIgoqZi8JCIiIiKiWJjAJCIiogUnN+YkewpERERERLREMIFJREREC0puzMGBnXZ/+bhMnuzpEBERERHRIqdI9gSIiIjoyiE35uDHvc/i5VuOATI51AWmZE+JiIiIiIgWOa7AJCIiogURSF4eOcDkJRERERERJY4JTCIiIrrsbt67mclLIiIiIiKaFZaQExER0WV1897N2P3i93HkwDHuOE5ERERERDPGFZhERER0WX2g3MDkJRERERERzRoTmERERERERERERLRoMYFJREREl83Nezfj3Z3XJnsaRERERES0hLEHJhEREV0W+++9Lpi8ZPk4ERERERHNFldgEhER0bxj8pKIiIiIiOYLE5hEREQ0r5i8JCIiIiKi+cQEJhEREc0bJi+JiIiIiGi+MYFJRERE84LJSyIiIiIiuhyYwCQiIqJ5xeQlERERERHNJyYwiYiIaF6ktx1M9hSIiIiIiGgZYgKTiIiI5uy5fXq8fMt9yZ4GEREREREtQ4pkT4CIiIiWLrkxBwd22oPJS5aPExERERHRfGMCk4iIiGYlJHkpk0NdYEr2lIiIiIiIaBliCTkRERHNGJOXRERERES0UJjAJCIiohlh8pKIiIiIiBYSS8iJiIhoRn52ywa8vPNaJi+JiIiIiGhBcAUmERERzQqTl0REREREtBCYwCQiIqKE3bx3M1w//Hqyp0FERERERFcQJjCJiIgoITfv3YzdL34fRw4cg7qwJNnTISIiIiKiKwQTmERERBQXk5dERERERJQs3MSHiIiIYrp572Zob92HIwCTl0REREREtOC4ApOIiIiiCiQvASYviYiIiIgoOZjAJCIiooiYvCQiIiIiosWACUwiIiKKiclLIiIiIiJKJiYwiYiIKKIPlBuSPQUiIiIiIiImMImIiCjc/nuvw7s7r032NIiIiIiIiJjAJCIiolBTk5csHyciIiIiomRjApOIiIiCmLwkIiIiIqLFhglMIiIiAgA8t0/P5CURERERES06TGASERERntunx8u33AeAyUsiIiIiIlpcmMAkIiK6wt28dzP6XngBAJOXRERERES0+DCBSURERH4yebJnQEREREREFIYJTCIioiuY3JiDffILOHLgWLKnQkREREREFJEi2RMgIiKi5JAbc/Dj3mfx8i3HAJkc6gJTsqdEREREREQUhiswiYiIrkCB5OWRA0xeEhERERHR4sYEJhER0RWGyUsiIiIiIlpKWEJORER0Bbl572bsfvH7OHLgGHccJyIiIiKiJYErMImIiK4QcmMOk5dERERERLTkMIFJRER0hbhp22TSUiZP7kSIiIiIiIhmgAlMIiKiK8iRA8eSPQUiIiIiIqIZYQKTiIjoCnDz3s3Q3roPALhpDxERERERLSncxIeIiGiZ23/vdXh357UAwN6XRERERES05HAFJhER0TLG5CURERERES11SyaB+dBDD2HLli1ITU1Fbm4uPv7xj6OhoSHZ0yIiIlq0mLwkioxxJREREdHSsmQSmO+88w6+8IUv4NChQ/jjH/8Ij8eD6667DuPj48meGhER0aLD5CVRdIwriYiIiJaWJdMD89VXXw35+5NPPonc3FwcP34cV199dZJmRUREtPjIjTlw/fDrAJi8JIqEcSURERHR0rJkEpjTjYyMAAAMBkPUMU6nE06nM/h3m8122edFRES0aMjkyZ4B0ZIQL65kTElERESUXEumhHwqIQTuuecevO9970NtbW3UcQ899BDS09ODf4qKihZwlkRERMlxYKcdRw4cS/Y0iJaEROJKxpREREREybUkE5hf/OIXcebMGTz77LMxx33jG9/AyMhI8I/ZbF6gGRIRESXHc/v0ePmW+wAA6gJTkmdDtPglElcypiQiIiJKriVXQv6lL30Jv/vd7/CnP/0JJlPsL2ZqtRpqtXqBZkZERJQ8cmMODuy0X0pesvclUVyJxpWMKYmIiIiSa8kkMIUQ+NKXvoTnn38eb7/9NsrKypI9JSIiokUhJHkpk3PlJVEcjCuJiIiIlpYlk8D8whe+gP/+7//Gb3/7W6SmpqK7uxsAkJ6eDq1Wm+TZERERJQeTl0Qzx7iSiIiIaGlZMj0w/+M//gMjIyPYs2cPCgoKgn9+9atfJXtqREREScHkJdHsMK4kIiIiWlqWzApMIUSyp0BERLToSJP/ZfKSKHGMK4mIiIiWliWzApOIiIhC3bStBL0vvJDsaRAREREREV1WTGASEREtQTfv3YzdL34fRw4c447jRERERES0rDGBSUREtMQweUlERERERFcSJjCJiIiWECYviYiIiIjoSrNkNvEhIiK60t28dzO0t+7DEYDJSyIiIiIiumJwBSYREdESEEheAkxeEhERERHRlYUJTCIioiVgn/wCACYviYiIiIjoysMEJhERERERERERES1a7IFJRES0yO2/9zq8vPPaZE+DiIiIiIgoKbgCk4iIaBHbf+91eHcyecnycSIiIiIiuhJxBSYR0Qz4fD6MDA3B43FDq0uBPjU12VOiZYzJSyIiouXL5XLBNjwMQCAtIwMqlTrZUyIiWrSYwCQiSlCnuQMtjRfhdrmCx1LT0lG9uhap6elJnBktR8/t0wfLxpm8JCIiWj48Hg8a6+vQbe2EEAIAIEkS8oxGVNashkLBr+lERNOxhJyIKAHmtlY0nD8XkrwEgFHbCI4ffg9jo7YkzYyWo+f26fHyLfcBYPKSiIhoOfH5fDh17Ai6Oi3B5CUACCHQ3dmJU0cPw+fzJnGGRESLExOYRERxuN1uNF1siHq7z+dDU0P024lmYv+91zF5SUREtEz1dndNlo1HZhsZQU9X18JNiIhoiWACk4gojt7uLgifL+aYwf4+OJ3OBZoRXQmYvCQiIlp+rBZz/DHm+GOIiK40TGASEcXhdDggSVLccS6nYwFmQ8uZ3JiD9LaDyZ4GERERXSYOe/x40eGwL8BMiIiWFiYwiYjiUKnVIT2Koo7jzpE0B3JjDg7stPvLx2XyZE+HiIiILgO1On68qFZrFmAmRERLCxOYRERx5Obnx12BmWEwQK1hsEmzIzfm4Me9zwaTl+oCU7KnRERERJdBgSn+7/hExhARXWmYwCQiikOlUqO0vCLq7ZIkobyyegFnRMtJIHl55MAxJi+JiIiWubwCI/SpqUCki+OShBS9HvnGwoWfGBHRIscEJhFRAkrLK1BeWQW5PLS0V6vVYf2WrUjPyEjOxGhJu3nvZiYviYiIriByuRwbtmxDdk5O2G1Z2TnYsHV7WLxJRESAItkTICJaCiRJQsmKcpiKSzA40A+32w2tLgUZmZkJbfBDNN3Nezdj94vfx5EDx7jjOBER0RVEqVJh7cbNsE9MYHhoCIBARqYBWp0u2VMjIlq0mMAkIpoBuUKBnLz8ZE+DloEPlBvwLpOXREREVyytTsekJRFRglhCTkRERERERERERIsWE5hEREQL7Oa9m/HuzmuTPQ0iIiIiIqIlgSXkREREC2j/vdcFk5csHyciIiIiIoqPKzCJiIgWCJOXREREREREM8cEJhER0QJg8pKIiIiIiGh2mMAkIiK6zJi8JCIiIiIimj0mMImIiC4jJi+JiIiIiIjmhglMIiKiBcDkJRERERER0ewwgUlERHQZpbcdTPYUiIiIiIiIljQmMImIiC6T5/bp8fIt9yV7GkREREREREuaItkTICIiWm7kxhwc2GkPJi9ZPk5ERERERDR7TGASERHNo5DkpUwOdYEp2VMiIiIiIiJa0pjAJKJlaWJ8DF2dnXC5nFCrNcg3FkKXkpLsadEyx+QlERHR8iKEwGB/P/r7eiF8PujT0pBvNEKhUCZ7akREVxQmMIloWRFC4GLdeXSaOyBJkv8YgLbmJhQWl6CyZlXwONF8YvKSiIhoeXE47Dh97CjGx8YuxZUWgeaGC1i9bj2yc/OSPEMioisHN/EhomWltakRneYOAP5kphACEAIA0NnRjrbmpmROj5axm7aVMHlJRES0TPh8Ppw6egTj4+MApsSVALxeL86ePIFR20gyp0hEdEVhApOIlg2Px4OO1taYYzpaW+D1eBZoRnQlYvKSiIho6evv7cHE+HjwQngkHa0tCzgjIqIrGxOYRLRsDA30w+fzxhzj9XoxNDi4QDOiK8XNezdj94vfT/Y0iIiIaJ709fQAMdoOCSHQ29MTXJVJRESXFxOYRLRseL2xk5cB8ZKcRDMRSF4eOXAM6sKSZE+HiIiI5oHX6425+hIAhM+3QLMhIiImMIlo2dCnpiY0LkWvv8wzoSsFk5dERETLUyJxpVaXws0hiYgWCBOYRLRs6FPTkJqeHrPcJy0jAyn6xBKdRLHcvHcztLfuY/KSiIhoGSowFcUdYyrh738iooXCBCYRLSs1tWuhkMvDroZLkgSFQoGa2rVJmtn88LjdcLmc7LeUZIHkJQAmL4mIiJYhrVaLyppVUW/PzMpCYVHxAs5ofgkh4HI54fG4kz0VIqKEKJI9ASKi+aRPTcXmnbvQ1tyEHqsVQghIMhnyC4woLa+AVqdL9hRnpa+nB+0tTbCNjAAAVGo1ikpKUVRaBpmM16IWUrBsHExeEhERLWemklJotDq0tzRjZHgIwNKPwbxeLzpaW2DpaIfb5QIApGdkorS8HFk5uUmeHRFRdExgEtGyo9OlYNWadaheXQuP2wOFUgGZTJ7sac1aR1srmi7UhxxzOZ1ovtiAoYEBrN20eUkG0EveEv5MERERUWKyc3ORnZsLj8cNn09AqVQu2b6XXq8Xp44dwcjQUMjxkeEhnD5+DFWra5f0qlIiWt6YwCRaRsbHxtDTZYXH44FWq0O+0QilSpXsaSWNTCaHSr20k0wTE+NhycupBgf6YbWYYSrmSsCF8oFyA949cIwJTCIiWraEEBjo68PQ4AAAICPTgKycnCv6gqlCoUz2FObM0tEelrycquH8eWTn5EKt0SzgrIiIEsMEJtEy4PN5UXf2DHq7ugBJggR/4NnUUI+VNauY3FrCrGazf1OiGD0vLe3tfI8XyP57r8O7O68FAKgLTEmeDRER0fwbHxvDmePHYLdPBFcamttaodZosG7TZuhT05I8Q5oNIQQs7W3xRsHaaUFZecVCTImIaEau3EtoRMvIhXPn/MlLABAiuMGLEAIX686jt7sribOjuRgfG42ZvASAifExbuqzAEKSl+x9SUREy5Db7cbJI4fhcNgB+GPJQIzhdDhw4shhuJzOZE6RZsnn88HpcMQdNzE2ugCzISKaOa7AJFri7BMT6LZ2xhzT0tiInLz8JduvZ765XS50dVowNjoKuVyO7Nw8GLKzF+XrI5fH/zEtk4Xvuk7zi8lLIiK6EnRZzHC5oicoPW43Os0dKKtYuYCzWtzGRm3o7uyEy+WCWqNBQaEJupSUZE8rjEwmi1vVI0kSZHK2yCGixYkJTKIlrq+3J+6YifEx2CfGoUvRL8CMFrduayfqz52F8PmC5fad5g7oU9OwbvMWqNXqZE8xRE5eXswVtJIkITc/fwFndOV5bp8eLzN5SUREV4CeBKp2erq6mMCEf0XjhXNn0W3thCRJCKQF21uaUVRSiorqmkV1gVmSJGTn5KK/rzdqElMIgZw8xpVEtDgxgUm0xHk9Hn/QFKeE2OPxLtCMFq+hwUHUnTl96YAQwWBzfGwUp48dwZad70so2PT5vOjp6oLVYobT4YRao4bRVIS8goJ53fE8Jy8fWp0Odrs9arBZXFY2b49HoZ7bp8fLt9wHgMlLIiJa/rwez7yMuRI0NVwIVkFNj8PN7W1QqtUoXVGe0LmcDgc6zR3o6+mGz+dDWnoGCouLkZFpmNc5l64oR3+UxQ+SJCFFr0dWds68PiYR0XxhD0yiJS5Fr4+bvJQkCVqtdoFmtHi1tzRFvU0IgbHRUQz298c9j8ftxvFDh1B/9gxGhobgsE9gZGgI9WfP4PihQ/C43fM2Z5lMhg1btkGn85ciSZIUTLDK5XKs3chm+pfLzXs3o++FFwAweUlERFeGFH1q7Au5k0muK53b5UJnR3vMMR0tzfB64y8gGB4axHt/fgdtzU0YHxuDfWICvd1dOHH4EFoaL87XlAEAaRkZWLNhY3A3+alxZYo+Fes2b11Uq0aJiKbiCkyiJS47Nw9KpRLuKEkzf4lxAZQq1QLPbHHx+bxxk5OSJKGvtxtZObGvPF84fw6jtpGIt43aRnCh7hxq120IOS6EmHVAqNFqse19V2Gwvx8Dfb3w+XxITU9HXoERCgV/jF9287iiloiIaDErLCpGX0939AFCoLCYF/UG+vsTqH7yYGR4CIas7Bhj3Dh9/Bh80xKdgXO3NTchNS0dOXl5YbfNNq7MycvH+655P7q7rBiz2SCTy5Gdm4tMQxaTl0S0qPGbL9ESJ5PJULNmHc6ePB4eSEkSVCoVKqqqkzO5RcTn88UdI4SAzxt7nNPhiLure29XF5xVNZBkEsytrbBazHC73VAoFCgwFaG4tAxqjWZG85ckCVk5OXGTqzQ/5MYc7JNfwMsHjjGBSUREV4zMrCwYTUWwWswRb88tKEB2bu4Cz2rx8fkSa800PTE5XXdnZ9yS/I62FuTk5cE2PIz21mb09/ZCCAFdih5FJSUoMBUFV1QmSqFUwsRENBEtMUxgEi0D2bm52Lh1O1qaGjE04F9lKJPJkG8sRFnFyhkny5YjuVwBlVoNlzP6zpoAkJKaGvP2keGhhB6vr7cH7c3NcDodwWMejwfm9jZ0WzuxafuOYFk4LS5yYw5+3PssXr7Fn7xUF5iSPSUiIqIFIUkSqlbXQp+Who7WFjjsdgCAWqNBUWkZikpKuUoPgF4fO14MSIkzbnhoMO45RoaG0NNlxfnTp0J2EZ8YH0ND3XkM9Pehdv3GGScxiYiWGiYwiZaJ9MxMbNiyFW6XCx6PByq1GnI5V44BwPjYGLo6LVCpVDETmJIkoaBwfpJVVrMZTleExxICHrcb9WdOY9P2nfPyWDR/AsnLIweYvCQioiuTJEkwFZegsKjYfyFW+BOYTFz6q3UG+nrR29MDhUIBT7TVk5IEgyELWp0uzvkSe9zzp09FvUN/by+s5g6YSkoTOxkR0RLFBCbRMqNUqUL6XY6PjcFq7oDNNgKZTIbs3DwUGAuhUCqTOMuFIYTAxfo6dHa0J7RTe82atVDF6RWanpGZ0GOPjdpizmtkeBhjo6PQx1nxSQuHyUsiIqJLJEmCRnNpE0ghBAb7+9DV2Qmnww61RouCwkIYsnOuiOSm0+HAqWNHMD42FjOulCQJSqUSVatr454z02CI3XMU/l7ogZWw0Zjb25jAJKJljwlMomXM0t6Gi/V1IeUmQwMDaGtqwoatW5f97tXtLc3BHSJjJS8zs7JRuqIcmVlZcc+p1miQm5+P3p6eKJfNJaRnZCRUaj5qsyU1gTnY3w9zWyuGJsuXMg1ZKCotjdls/orA5CUREVEIr9eLsyeOY3CgH4AEQAAYQW93FzKzsrF246ZlXfkjhMCpY0cxMT4e/HskMpkcRpMJJSvKE2rhlG8sRHPjxZh9MNUaTdwEpn1iAl6vN2nvgdfrRZfFDEtHBxz2CcgVCuQXGGEqLYNWq41/AiKiBLBRBtEyNdjf709eAmGJNrfbhZNHj8Abp7H4Uub1etHe2hJ33M7d12DDlq0JJS8Dqlavidr7SJ+WmnBT9GT2KmpracapY0cw0N8Pn9cLn9eLgf4+nDp6BB0JvG7L0U3b2MyeiIgoksb6usnkJeBPXl7679BAPxoDMecyNdjfh/Gx0ZgXxDMMBlz9Vx9A5arVCfefVyiVWLtxM2TTNgwMrGgtWVEOrVbnX4wQR7JWwXo9Hpw8ehgX6+swMT4Gn88Ht8sFS0c7jvzlzxi1jSRlXkS0/HAFJtEy1dHaErO8xe1yoe7MKWh1KdDqdMgrKIBCsXzKykeGh+Lu6gj4m6fnawtndG6lUolN23egp8sKq8UMp8MBtUYDo6kIeQVGCCEgk8li7nwuSRIMM0iazqeR4SG0XGyY/NuUz8fkZ6Wp4QIyDFlIS08HALjdbvT1dMPlckGj0SAnNw9yxfL69XHz3s3Q3roPRwCoC5nIJCIiCnC5XOjqtMQcY7WYIZfLIZPLkWEwwJCVvazKyvt6e+K2IxoeHIzbriiSTIMB26+6Gp3mDvT1dMPn8yE1PR2m4lJkGgzo7e5Ct7Uz5jkM2dlJuzDe0tQI2/Bw2HEhhH/l7skT2HH1nuDnYXxsFAP9/RA+H9LSM5BhMCyrzwoRXT7L6xsoEQGY7FE0MICQ5FQEfT2XgrHG+jpUra5NaBMbr9eLni4rBvr64PP5kJaeDqOpaFHtdu5LcHVprCRjLHK5HEZTEYymooi3m0pKY65kNJqKoFAqMdjfD0tHO0ZtI5DL5cjNL0BhUfFlfS0t7bF7gkqSBEtHG2pq16K9pRmtzU0QPl/wPnK5HBXVNSgsKr5sc1xIgeQlwOQlERHRdCNDiSXmzO1tkCQJ7S3N0OpSsHbjJqTo9XHv57DbYbWYMWqzQS7392vPyctfVCXpPq8vTlTtJ4QPwMznrdFqUV5ZhfLKqrDbsnPzoNHq4HTYo74PJWXl8Hq96O60oKvTAqfTCY1GA6OpGHnGgrAVnvPF6/XCau6IPkAIOOx2DPb3IS0jE+dPn8Jgf1/IEF1KCmrXb2RfeCKKiwlMonnm9XgwPDQEn/BBn5qWxL4viV0BDgRCPp8P9WfPQKlUIjs3L+r48bFRnDx6JGQ374G+XrQ1N6FmzVrkG2e2mvFySYlS4j3d+Ngojh58F26XG9oUHQqLipGTlz/nK8ErVlbC6XSgx2oNJv4C/83OzUNFdTUaL9TDMhnsB96HtuYmmNtasX7zVqRnJrZh0EyNDA/F/CIihMDI0BDMba1oabwYchzwB6sN589BLpcvmvd7tpi8JCKixcxut2Ns1AaZJENGZmZSKiBmsqowMNZhn8DJI4ew7X1Xh2wuOV2nuQMN58+FHOvt7oZa04ANW7ZBl5Iyu0nPM31qKmCN/ToolSo0X7wYTNBlZBpgKilFatrces7LZDJs2LIVJ48ejtALU0J1bS1SUvU4+t5fMDE2FrzF6XBgZHgYneZ2rN+y9bJUWtknxuO2pJIkCSPDw2htaoTNFr7J5cTEBE4cOYStu94XsmkUEdF0TGASzRMhBFqbGmFuaw35RZ6VnYOq2toF/YUsSRJS09IwGiFIiKelsTFqAtPr9fqTly5X2G1CCNSdOQ2tTpfwTt2Xk1angyE7278SNcZKQ3NbW/DvDocdQwMDMGTnYO3GTWGlOD6fD/29vejp6oTL5YJWp4PRVIT0jMywhKdMJsPqtetRVFLqvxLucEKlVqHAaEJaRgZ6uqywtPsfe/oXA6/Xi9MnjmHXnmsvy+qDhL6HCIHmYJl5ZM0XG5BXYFyyZT/7770O7+68FgCTl0REtLg4HHY0nDuHgSmr1eRyOYpKy1BWsXJBf/empqXP+D5CCLhcLlg7LSgpWxFxzOBAf1jyMsDpdOLUsSPYftXupPYMDygoNKH5YkPMZK7b7YLV3DEliWtHV6cFVatqUVgcXrXinnx9Bvv7IIRARqYBxqKiiN8ZtDodtl+1G3093ejv7YHP518oEaiAOj1lg6HpbCMjuFhfh1Vr1s3y2c+NEMDI8DBsI1F6YQoBj8cDS1sbKqprFnZyRLSkJP+3AdEyceHcWbQ1N4VdhRwc6Mfx996Dy+WMcs/Lw1RSNqv7jY3aYJ+YiHhbT5fVv/IyRkKwo7V1Vo97OVSvXgOVShXW+DwQ9EcLQgf7+9A6ZeUh4O8DeeLwezh36gT6enowMjSEHqsVJw4fQv3ZM1HPlZaegapVtVi7cROqV69Bembm5OsUe6Mcj9uNni5rok81YR1trXA6Yu9kCQAOhyPuigunwxGx59FSwOQlEREtVi6XE8cPvTdl0xw/r9eLtuYm1J87s6Dz0ep0yMrOmVXStCdG78b2lpbom9NMlh739/bM+DEvB6VKhZpAAjDG6zA1dgr8f0PdOdhGhkPGDQ8O4uA7b6G54QKGBgYwPDiItuYmvPfO2+jt7op4bplMhrwCI1av24A1GzahrGIl1BoNJibG/YnuGHFbj9U6799FvF4vLtbXJzBSYGjaZzl8iEBXnD6fRERMYBLNA9vISNTm5kIIOJ0OmBc4sZdvNCIvv2BW9/VE2fxmoK8v4vEAIQQG+npn9ZiXg0arxZYdu1BUXBJcySiTyZCVkxP3vpaOjpBkdN2Z02FlL4HAtNvaibbmpoTn5fV6MTY6GnOMJEkYHhxM+JyJGOjrQ9OFRALNxMvF3O7w1biLndyYg/S2gwCYvCQiosXH3NoKp8MZ9Xdxd2cnRqOtZrtMqmrXQKmMXgoeTbSY0ufz+ZNaseINSUL/Ioor841GbNy6HVlZ2cFjao0GGXFa/kiSBPNk1Q0AuJxOnD5+NGLptRAC506dxNho4lVUI0NDcccIIWAbnt/PzMW68xgeHJi383nc7nk7FxEtTywhJ5oH3Z2WuDsTWi1mlFdVL9ic+nq60dvTPeP7SZIETZS+nYlseOPz+YL9HhcDtUaDlTWrUFFdA6/XC7lcDnNbK/p7YwfEXq8HPV1WKBRK+HzeuIlZc1sbSlasuGxN0udDR9vkSodZ7JAZjUarm7dzLaTF8ekkIiIKZ7WYEauXuSRJ6Oq0IDV95qXdsyGEQMvFhpmv4JMk6FIib+KT0IVSISBmudni5ZJhMCDDYPDHuz4fZHI5jr73l5j3EUJgqH9gcvNLL4aHBmP2jQy0OKpZs3Z+Jz+PwY/L5Yy7MzoAKBQKeLzehGLPaN8/iIgCmMAkmgdOZ/xyW7fbDZ/PtyB9fMZGR3H+9KkZNV0H/AFTbn4BlMrITb5T09LiJvJS09IXTfJyKkmSoJhh4/sL584mPNbjccM2MgK32+3vZeQTSMvIQF5+QVjDfblcHrdHqRACmYasGc03FiEEhgYGEW9zJ11KCiYmJhIKNFPT0pfkjpE/u2UDXposHyciIlpMhBBwx1mJJoSAw+FYoBkB7S3NCSWrwggRsfcj4I+FtLoU2Cci920MmE3/zYUgk8mAyZg+kajX5fKvukxEoKLJ7Xaju9OCsbExyOVy5OTmIcNgCIuzMzINcc8pSRLS0zMSevxEDA/G3hAyQCaXA1FW4U5XWMyqGCKKjQlMonmgUqnjrsCUKxQL1oTc0tE24/tIkgSlSoXyqqqoYwqLitHe0hzzeZpKkht8OB0OWNrb0GXthMfjgVarRWFRMQpMRcEy8gxD/EBvNs6fOgmn0xkMLK0WMxov1GPNho0wTCk3AoDishU4f/pU1HMplSrkFsyuBUB08QNNaQYrNKtWr57rhBbcc/v0eJm9L4mIaJEKXHCNVnodGKNWqxdkPj6fD+a22bVBys3PR3ZObtTbi0pLcbHufNTbJZkMBYWmWT32fBkeGoS5rdW/KST8ycKi0tKQuC7DkDWrjTNj8Xq9ePetNyB8vmBcaWlvQ1p6OtZu2gyV6tL7r9XpkJ2bi/6+6H0w8wtNMXeDn7nEYkUpwWWfarUahUWRk91ERAHsgUk0D/KNhTGTepIkwbiAAdhAb1/cq6KyKbtbS5KEvAIjtuzYFXO3dLVGg+ra6OUsGq0W2bnRA9X55LDb0dfTg/7e3uBKhbHRURz+y5/R3toCl9MJn9eL8bExXKyvw8mjh+Gd/DIQbZfGuXJO7s4uhAi+/l6PB2eOH8P42FjI2Nz8AhRP7so5/Uq6QqHAus2b53UHckmSEio1y8xKfNWnWq2Zy5QW3HP79Hj5lvsAMHlJRESLV0GhKWY1ixAC+cbCBZnL2Kgt7opQAJDLL62LUanVKK+swup1G2I+D6OpCNm5eVFvzzcWQhGlKmg+CSFgGxlGb3c3hgcHgzGcpb0NJw4fQl9vL7weD7weDwb6+3Dq6JFg73Ofz4eJsdh9zWfD6/UGy+enxpU2mw2njx8Li/NratdCr49crp+ekYnKed7dOzXB1ZyJ9J0H/J+Z+Yx7iWh54gpMonmQlpGB7Ny8yDslShIUCmUwWbUQEinp0OlSsG7TZng8Hqg1aigUiQWI+UYjLO1tGLWFNwJ32O04dfQoNm7bftmCEJfTiQvnz4W81jKZDAWmIgz09UVdsWAbHkZz40XkG42oO3P6sswt2lVvIQQs7W2oWl0bPCZJEiqqqpGdkwtLRztGbSP+8qD8AhSaiqC6DCsrikrKUHfmVNTbZTIZyspXore727/bfBwejwcLs/5j7pi8JCKipaK4bAW6rVa4Pe6IsUV2bh7SMjIWZC6JtiMqKS9Hbl4+AP8F7USqjmQyGcqrqjDY3xexz3qXxQytVovS8oqZTXoGBgf6cbHufMjFbbVaA1NpCZobGvwHpr4Gk//f0ngRGQYDBvr6MNAfZ4ft+SQERkdGMDw4GHLRWalSYdP2nejpsqKr0wKX0wmNRosCUxFy8/PnvQpMq9UiOzcPA329ET8jkiTBkJ2DkhXlkz1dY4vVE5SIKIAJTKJ5IEkSatevR2N9PawWc8gv8rS0NKxauw5qzcKtVkvPzEBfb2/UhJokScjIzIRao5lxAqq/tydi8jJg1DaCbmvnZSkD8bjdOH74Pdjt9pDjPp8PnR3tce9vtZjhdDjilvvPlFwujxl4CSHQ090VksAMCDSDXwh5BQUYGRpEp7kjZDOfwOqI2g0boVSpUFxahqaGCzHPJclkC/qZni25MQcHdtr9yUuZHOqC5JaiERERxaPWaLBp+3bUnTkN25TdxiVJQoGpCJU1NQvWbzxFnwqZTBZ3I8eMjEzoUlJmfP62pkb4YsRkrU2NMF6mC7tDAwM4fexoWEzodDouJS+jkCQJ5tZWDAzMY/IywTY+kiShr6c7rGpGLpfDaCqC0VQ0f3OKobq2FicOH4pY2aTRalFTuwYqtRr61FSMjcZYpRpjsycioqmYwCSaJzKZHFWra1G2ciUG+wcgfD7o09KQmpa24HMxlZSiryfCatBJQohZN8q2WsxxAyyr2XxZEpiWjnbYJyZmfX+f14uB/vjl9fEolEr4vF5oJvtr9vZ0Y2RoKO5jJ5skSahctRpZOTkwt/tXfcokGXLy8mAqKUXKZOmRsagYLU2N0ecsScgvMM54U6RkYPKSiIiWIl2KHpt37MKozYYxmw2STAZDdlZI78OFoFAoUGAqinqhWJIk6FJSkJ6ZOeNzezwe9HZ3x4wphRDotnbOeyWTEAIX68/POiYUQmB4aHBe4ju5QgEIgfSMTBSYTDF7pAd4fcmPK1UqNTbv2AWrxQyr2QyX0wGVWu1PohYVBau7SstX4typE9FPJAT7XxJRQhb/t0+iJUalUiPfaEzqHDINWShbWYnWxothK+2EEKhaXRtMVs2Uw26Pe3XY4bDHvH22EilBiWuOyUulUold17w/pBTHbrfDNjwcMwhO0S+O3bolSUJ2bl7MnlMKhQLVq2sjl9pPbhywojL6Zk+LhdyYAwn+zyKTl0REtBSlJuli+FTllVUYHRkOWQ0aoFAqUbt+46xWhLpczrgJREmS4LwMO66Pj42G9SefsTmugpUkCUZTUUiFjj+xWgf3ZF/1SIQQiyauVCgUKC4tQ3FpWdQxOXl5yMnLR19Pd8Tb842FMGRnR7yNiGgqJjCJlqmy8gqkp2fA3N6G4aFBSAAM2TkoKi1FesbMr5IHqNTquAHf5VodkEhfxliUKhVSUvQYHhqc9TkqqmvC+ggZTUWwtLfFvF+yd2efqXxjIZRKFVqbGmEbGQbgLxvPLzBiRWXVgux+Oj42honxcSgUCqRnZs6qf1PvCy/M/8SIiIiuIAqFAhu2bkeXxYxOcwccdjsUSiXyjYUwlZTOOiZQKuPvii2EmOfds/3mmhSVJAnZObno6rTM+v5yhQLFK8rDjpuKS9Da1BjzvgULtInTfJAkCavXrUdHWyvMba3B5KxKrUZxaRmKSssue0sEn8+HkeFheNwuaHU66FOTe1GAiGaHCUyiZcyQnT2vVzSFECgoNGFoYCDmuALT5VntplSp5hRwFpetgE6nSyiBqVAo4fFc2nVTqVKhoqoGBYWXAkanwwGbbQSD/X0x+0Nl5+Yh31iI8bFRDPT3QwiBtLR0ZBgMC9bDajaycnKQlZMDp8MxudmTZkHKxsdGbbhw/hxsw8PBY0qlEmUVK1FYXAJJkuB2u+GYmIBMLocuJSXsdZQbc/Dj3mdx5MAxQMZdLYmIiOZCLpfDVFIKU0npvJ1ToVAgKycXA329McflXYZk3XxcbC8uWwGfz4ueOGXwcrkcPp8vZLWpPi0Nq9asg1arBeCPscdGbRgfG8PwcOy2RNW1a6FQKtHf14vx0VHI5HJk5+RCq9PN+TldLjKZDKUrylFcWuav5gKg1ekWJA62WsxoudgA15RVralp6ahavRppk7up2+12uF0uaDSay9JvlYjmBxOYRBST1+uFpaMdne3tcDjskMlkUCiV8Ljd4YMlCRqNFsbLlMA0mopiXpEG/E3DHVM2+QmUzReYioLlLabiEljibPrj8bixsnoVFAoFVGoVMrOygysA3S4XGurO+fs2xVGyYgVMJaU4ffwYBvv7Qm7TpaSgdv1G6FOTVwYkhIgbPM5ms6fZGh8bw/FD78HrDU0Gu91uXKyvg9PhhNPpQE+XNfhFQKdLQWnFymDrhpv3bsbuF78fTF6yfJyIiGhxmBgfR0dbC3qsVni9XihVqpibK5qKS4JJvvmkT0uDLiUl4gY0ATK5HGJa4hEIbN65ASl6PSprVmPUNoqJ8ejVSV6fDxq1BisqKyGEgD41tC3AyNAQLpw/h/GxGBvdwJ/wXb1+A+RyOQ6+/RacTkewVVRjfR3yCoyorl0DuTx5F27jxZUymWxWmz3NlqW9DRfr68KOj9pGcOLwIaysWYWuTkvIRfOsnFxUVFUtmjJ9IrqECUwiisjn86HLYkZTw4WQHbZ9Pl/U3SK1Wi1kkgyH/vQnqDUaGE1FyC8snLdAylRc4t9J3OmMeKU7MysLazduRn9vL3q6rHC7XNCm6FBoKkZaRkYwoFpZswoymQwdba3RH0ySMDw0gDUbNoUc9nq9OHHkMMZjBKqXTiFhYnwcZ44fx+ioLez2iYkJnDhyCNt2XbWgO3p7PB5Y2tvQae6A0+GAQqFAvrEQRaVlSb9639LYAK/PByDyZ6y9tTns2MTEOOrOnILb5cTXv/rJYPJSXbi0yvaJiIiWK6fDgZbGi2El14Fy4ulJTEmSoE9NQ39vL3p7upGWngFTSQkMWfNTWSRJElZW1+D08WNRx6ysrkFObh6sFjMGJ3cbz8g0oLCoOBi3KVUqbN6xA8cPvRe9xZIQcDjskCQZ8o0FITeNDA/jxJFDCW0m5PF4MD46ipbGi5eqfqbcr6fLCq/Xg7UbN8c913waHxtDR2sLeru74PV6odXpYCouQWFxMWRJrILxeNxoargQ9Xafz4eG8+fCjg/092F4cACbtu9M6iIDIgrHBCYRhfF6PDh17ChGopWwTAZLCqUS5Ssr4fX5YGlvC9kh3OVyoqFuBJ2WDmzYsg1KpXLW83E5nRgb9e/AuX7zVlysO4+hwUtl7JIkId9YiMpVqyGXy5FXUIC8goKo55MkCU5XnH6aQqC/tzfsSnKXxRz3CvmlU4iYu8FDCHjcHpjb21BRVZ3QOefK7XbjxOFDIc/B4/Gg09yBLmsnNm7dnrTNAtxud+zXK47miw1Y/T8P4chvjzN5SUREtEjYRoZx8ugReD2eqGOEEMjOzUVWTi7sExMwt7VibNQWTOwN9PWiv7cHJSvKUT7HjQTHRkfhdPh3zF6zYeNkhcelFkVKpRLlVdUwmooAAKXlFSgtr4h6PrlcEXMlJwBAktDf2xMWnzZdqJ/RTujtrS1RFxIAQH9vL2wjw8HS6MttaHAAp48dhRAi+DzsExNovFCP3p5urN+8NWkrQnu7u6O2d4pJCHi9XlysP4+NW7fP/8SICHJjTvD/ffY4Pz+nYAKTaJGwjQyjp6sLHo8bWl0KCoyFC7oqb6qmiw3Rk5dTeNxuKFUq9FssUXtTjtlGcbHuPFavWz/jebhcLjTWn0dvd3cwKJLJ5MjKyUFqejomxschk8mQV2BESdmKGQVIPm/8gCYQjE1NYHaa52En9NBHQVenZcESmM0NFyKuEBCTwdq5Uyew/ardSenNOddNmuDz4d9f7sSNTF4SEdEVzOfzoa+nG8ODgxAQyMg0IDc/Pymr4Xw+H84cPxYzeRkw2N+PiupVaKz/U1hSL/D39pZmpGVkICc3b8ZzGR4cxMX6OoxNqYrR6nTINGRhaHAAHrcHarUaRWVlyJ9h3824SUgh4PN5Qw7ZJyYSirenirU7OeC/SN9jtS5IAtPn8+LcyRNRk4QjQ0Nob2nGipWVl30ukTidzpjtCeIZHhyEfWIi6dVJRMvN/nuvg+uHXw/+fdTpwtoE78sEJlGS+ZNGJzHQ1xtMGgkh0HKxARXVNcG+jQvF43ajy5JYkk6SJAwO9GNgWm/HUAI9XVZUVNfMaJdKj8eNE4ffw8TEREh5jM/nRV/Ppd6TXvj723R3WrBhyzbo09JgGxlBV6cZDrsDKpUK+cZCZGZlhSTl9KmpIeeJRKtLCdn52jqD1Zcz4UkgqJ+Xx3G70WXtRLTybAgB+8QEhgYG5nXzp0Sp5rjLqCR86NcbAMxtZ1EiIqKlatRmw+njR+GaTN4AgNVsRtOFeqzdtAVp6ekLOp++nu6QzVNi8fl8sLS1xl01Z25rnXECc2hwEKeOHg5LZtknJkIqiCYmPGg4fw7d1k6s37wVkuRfydff2wOv14sUfSqMRUXQ6S71cZQkKW4/TQAhPRW9Xi8u1p2f0XNIhIC/omUh9Hb3xH0sS0c7SssrQuLphaJSqWadvAyw25nAJJqLm/eGtrT4QLkB7+681v+XyYtqE17v9LtFxQQmUZLVnT0d3H1x+i/Zpgv1wQTcQhkdHZ1RuYXLmVhQahsZnlGwaWlvj1+OM4XH48HR9/4CSSaDmDb/bmsnMrOysXbDRsgnd9H2bwjUhKjJPACmkksr+To7OtBQF94nJzYJarUKLpcrZgCl0STWnN7ldKKr04KJ8XHIFQrk5ReE9PaMZ3x8POy1iTTnUdtIUhKYSpUKWdk5GBjoj7mbZzQCElKkuQWqRERES5XL5cTJo4eDGy1OjT1cLhdOHT2MbVftntEF5bkaHhqa0Sq4sdH4F4pHhma2alEIgYt152aUzBoZGsK7b74Br88bEpMM9PWho7UFK6trUDRlkYGppDROQlKCsagoOJ8zx4+FtENKlEwmix2nC5Fwwi1Y/eV2Q6vToaDQNKPqr1HbSNwxHrcbTocjKUnA3Lx8XKw7P6ckpkIx+xZYRFe66SstAeDdA/6+w1PbfXk9bqDxeELnZAKTKIkmxsfQF2cn69amJuQVGBespHcmjyKEQGpaGvp74/ctnOnsrbMs1Y6WoBsa6MeF8+eCpexqjQbVtbW4cO5scAfHqQzZOSgsKgbgv0oeqwl4NJIElK2s9D9GDIXFxXHPZWlvQ+Nkn6TAZ8HS3oZMQxbWbNyYUIDl9Say0lNASuAquc/nw0BfL7qtk5sl6XQoMJmQlp6Bwf4+WDo6MD42CoVcgdyCAhQWFUOVwBemFZWVGDo0ELO/U9Q5SRJ2qRZm1QEREdFiYzWbg8nLSDweDzo72he0pHcm8Z9ao4FcMf9l7mOjo9E32IkhVtzUeKEeWp0O2ZMX542mIgz09oZXJU3GmFWrVwcvWA/09c44eelf5alHpsEAi7kj5oXegkJTzHNFrf5qvIjyyiqUrChPaE6Jtv5JZPWl2+VCV6cFg/39EBBIz8iEsagICoUCXRYLujo74Xa7oNXqYCwqnmyJEPu8SpUKZRUr0dJ4MaF5TqfRapPWF55oqZi+wjJgn/wCXp620jLw/+qC2D+jYmECkyiJ+nt7446xT4zDPjEOXYp+xuf3+XyQJGlGyc/UtDTI5HL4EljKnZ6ZiYJCE1qbGmOOkyQJ6RmZCc8BAJzO+S8D7umyoqKqOnh12WgqgkarRXtLC4Ymd5fUaLUoKilFYXFJMDDylw3NrMxbo9WiZs06ZGRmwjY8DGuUsvzUtLRgojSavp5uXKyvC/596pXkocEBnDt1Cus3b4l5Dn+pUl3MMQFZ2Tkxb3e73Th97AhsI5euvI8MD6Gr0wKNVguH3R4M2J0AWpsaYW5vw8at26BPjR0IpqalY8OWbag7ewb2iUsrcGUyOfKNxqivoyQENqs8KFPMolk7ERHRMtAbpzUO4C+Hnk0C098X3AdJks0orszMyoKloz2hsSUryiF8AgN9sVoT+c85Ew6HfUbjE9Xa1BRMYMpkMqzZuAmdHe0wt7f5YyEAmQYDSsrKQypbrBZLxIvnsRiys7FqzToIAP19vXA6HBFXFpZVrIRGG7uyp/7smajVX80XG6BSq+MmQUeGh9Db3RV33il6fdwL2MNDgzh97Ci8U757DA0MoL2lGQqlMqTvp9PhwPDQILo6s7B24+a4/e9LVpRDJpOhtakx5PwarRbpGZno6bJGve+KlVVJ6QlPtFTsv/e6S+Xg07w8+d/53lh1SSUw//SnP+GRRx7B8ePH0dXVheeffx4f//jHkz0tolnzer0JldV4E9hwJsDn86GzowOWjsCu4BIM2VkoKilDVk7sxBQAyBUKmIpL0NHaEnNcaloa1mzYBJVKhZz8/JgrSfMLTVDOsL+hUqlMuGfSTPT39qCw+NIPUkNWNgxZ2fD5fBA+H2RyeViwkugVZl2KHkZTEVLT0pBhMATPU7W6FlqdDh2trXC7/c9JJpOhoNCE8qrquMGXv9Q9usH+PoyN2mImB/2l5/FXH2Tl5CJFHztZXnfmNGwjtpBjgc9wIGCfHpR73G6cPn4MO67eE/eKeXpmJrZfdTVGhocwMT4OhUIBQ3YOFAoFcvLzUXf6NNxuFxRyGbweL4QkYYfKjc+nXJ4vKES0/DCmpOUokY1yZnpB1mG3o6O1BV2dFni9XsgVCuQXGFFctiKhsuCsnFxoNFo4nI6YCbvishUoLCqGx+NBS9PFmM9lpv3hVcq59diOZtQ2Ao/HA8VkeyKZTIai0jKYSkrh83ohyWQRYx5XnNciIC+/ABlZWcg0ZEGXcqnn5ubtO/27fHd3BeMvtUaD0vKK4M7p0UxMjMdNPLY1NSHfWBgzedfUcCGh0uySFeUxz+NyOsOSlwFCiKibFg0NDKCl8SJWVtfEfHxJkvyfreISDPb3wT1ZLp+RaQDgT2R2tLYEK5yEEJDJ5FhZU4N8ozHu8yO6Uuy/97qQv6e3HQyusJzvJGUsSyqBOT4+jnXr1uEzn/kMbrzxxmRPh2jOUvT6uL/8JUmCNs6V1ACfz4czJ45hsL9/ylGBwf5+DPb3Q63RoryyCnkFBTGDiRUrKzE+Nuq/Aj7tCrFCoUBlzSrkTQlsalavgWPCHrEXTobBgMqaVQnNf6qCQhPa4yRRZyNabyWZTAZESawlUvoMAGs2bIyY/Bu12TBqs0GpUkKpUiI1LQ3FZeUJlaU4HPaQ3TIjkSQJfT09sROYFkvcx5LLFVi9dl3MMRPj48Gr9jPldDgw0NeLnLz8uGMlSUJGpiEYYAZkZedg1zXX4m+2F+D1+x6CGj7syE5FvpwrL4kocYwpaTnSp6bBbrdHT45JUtxKiKnGx8Zw4vB78Hg8wXjV6/Gg09yBTnMHsnJyUV5ZGfOcMpkM6zZvwYkjhyImo/SpqVi1dj30qf4NbpRKJdZt2hyW1AoklyqqqmGIUykyXVpGxqUKkXnm9XqDCcwASZKCPdcjUak1AGL3j9RqdVi9fkPYcSEEBvp64XQ6oNFoIVcqkJWTg+LSFVAq47cT6u+J3/bJbp/AxPh41AvaDrs9oT6kWbm5cfv4Wy3miMnLRHSaO1BWsTLs9Y9ELpdHjD/LK6tQVFKK3u4uuFz+EvWc/PyEzkl0pYi10nIhk5fAEktg3nDDDbjhhhuSPQ2ieZOdmwelShX16iIkCfnGQigSCEgAoLOjfVryMpTTYUfdmVMYHxtFeWVV1HEymQxrN25Gf18vrGYz7BMTUKn9mwnlFRghk8kwahuBfWICCqUSmYYsbNq+A73dXejqtMDpcEKj1cBoKkJ2bl7Eq88Oux2d5g4MDQwAEMg0ZMFYXBJM1ppKy2DttPh3N5zjDoJTxQooo8nOzYNcroi5aiE1LS0s0PO43Thz4jiGhwZDjk+Mj6Onqwsra1ahqKQ05mN7PYkFdfGCv0RWkarUqriftcGYO87HJkkShgcHE0pgxvLU1z+Id3dei70I/NJk8pKIZoYxJS1HpuIS9MUqIxcCpuLEv2zWnz0Nt8cTNQ4b6OvF0EA/1m/ZGnbBcaoUvR7br9qNrk4Leru64PV6oE9NRWFRCTIMBni9Xgz09cHjcUOXokdGpgHbr94Dq7kD/b098Pl8SM/IRGFxScSLv0IIDA8Nwmo2Y3xsDEqlEnkFRuQZjZBPVtZUVFXj3KmTCT/3hM0iRjWaTHH7x0fqjz4yPIzTx47C45nS59QOjNlssHZ0YP2WbXEvjnsn20vFr/6KHlcmUiElSRLS0uLveB+vXUAsPq8X46OjSM+cWZuq6VRqNUxx4nGi5W76CsuAZK20jGZJJTBnyul0wjnlS7vNFnsVE9FCk8lkWL12PU4fP+rfCzskmJCg0WhRXhU90TiVEALm9raExra3NCMnLw9p6RlRx0iShJzcvLCdw0eGhnDh/NmQZugKpRIrVlbCVFwSdqXV3zNJhKz47OvpwblTJ0KCJ9vICDraWlG7fgNy8vKhVquxadsOnD99KuLKzpnsaDlVWnr8YGo6uVyOiupqNJyPvAu5JEmomFbCIoTAqeNHYRsejnrexvo6fwP4nNyoYzRabdyepEIIpOhTYz4HtUYTt69ovJ5JgcdKpqlXABfDL1EiujIwpqSlIMNggKm4JGrPSaOpKKQXYyyjNltIr+tofD4fzp8+hZ27r4lZ3aNUKlFcWhZS/i2EQEdrC9qam+CZUjKuT01DTe0alFWsRFnFypDzTI8phRC4cP4cuizmkNhwaNDfQ3HD1m3QaLXIzS/AqrU+NNbX+S+Oz5NEFxlMlZWTi8ysrMmL+OG0upTgjuUBE+PjOHHkUNTNKt1uN04dPYwdu6+JuXpQn0D1l38O0dsDJLKLvRACanX8Hc2F4EVoomSLtcIyYLF871rWCcyHHnoI3/nOd5I9DaKYDNnZ2LR9J9qam4JXY+VyBYwmE0rLKxLuHenz+RIujZEkCZ0dHUhbkzGjudpGhnHi6OGw4MnjduNi3Xn4vF4Ul62AEALd1k6Y29owNmqDJEn+8payFVCp1GHJywAhBM6dOolt77sKuhQ9dCkp2LJzF2wjw7CNjEAmkyHTkAWnw4FOcwfGRkfhdDpi7rg5lUwuR1aMZGEshUXFkCQJjRfq/X2ZhAAkCZIQyDEYoJ+WQBwaHIiZvAxob2mOmcCUy+UwFpriNsD3+WKvwDQWFcE2Ens+8fomAYiZ9I5HCIGMGTbej2ax/BIloisDY0paCiRJwsqaVdCnpaGjtTXY+1qXkoKi0jIYTUUJb0oSr33NVE6HA4P9/Qn1Wp+qtakRbc3hfb7HRm04fvgQNu/YAX1qGlwuF8xtrbBazHC7XFAolTAWmlBUWoae7i50TW7wNz22tDvsOHvyODbv2AVpsqopN78AA319cDrsUKnVyDBkYaC3F13WTrhdzhntVp5bUBC3j3kkkiRh7cbNuFh3Hl2doS1+lAAKjYWQy0O/ppvbWqMmLwPcbje6rZ0xV9lm5eRCpVLD5YpemSPJZPC43VFL0tUazWQCdhBA5GSoTCZDbn78ipv0jEz/BaFZXCCXy+XQc5dwohnZf+91SG87GHJsMa2wjGdZJzC/8Y1v4J577gn+3Wazoago/hd0ooWWlp6OtRs3wev1wuv1QKFQxt3oZLqZ7JInhJhRYBrQ1HAhZvDU0ngR+YUmNNbXhezq5+/X04f+3l4YsrKihDqTYwFYOjpC+mampWeEJM60Oh0yDP5SpfHxMRz+858Smv+KlStnFWgGqFSqyaby/uQlAAhJQt/AACZefxWbduyCPNOfoOvtir8zI+Bf0er1emPOq6S8HF3WzpgN7S/W1yE3vyBisBm4Cq7WaOGMshNnekZmQqXdaRkZSNGnYmJ8bGarMSUJGo0mZrI2HrkxJ+wXLhHRQmBMSUuFJEkwmopQUGjyr2oUAgqlcsa7Kc80Dh0fG51RAtPldKK9pTnq7T7hQ0vjRVStqsWxQwfhdFyqIvG43ehob0OXtTP2gwiBUZsNI8NDwRJ3mUyGnLzQ6qICkwkFJv+u200XLqCjLX4PdkkmQ1n5yrjjogl5fcWluNItBJqaLsLb3oTSaz4ASeaPD7vjPddJA329MROYMpkMlatW49ypE1HHCCFwsb4O6zZtjni7x+OBISsHw4ODUfOO5ZVVCa1OLSwuTriCLPy+JXOK64mWO7kx9Gfyz27ZsGh6Wc7Wsk5gqtXqhJa4EyXK7Xajy2JGV2cn3C4XNDotCouKg30h50oul8/6F7FMJoMhOztmD8zpjxWJEAL9vb2wdLRh1GaDTPIHejn5+RgeHIx4nwCfz4fmhgshycup5wWAwSjlMlMG+jeJSXDjn5QUPQxZ2RgciP+8B/v6UWA0wdppgdXcAafTCZVKhYJCE0zFJTFXu3q9Xpw/cxr+FGvolwAhSRiHDF1/fAnFH9kHny4lpBQqHuHzARHeD5fLhbamRnRazHGvugufD93WzrCemsNDg6g/e2ZyR/pwgRUJlTWrEvoMS5KE2vUbcOLwockSrNDIVaFUwuN2h5X4+5vyb5nxF6gAuTEHB3ba8fIt9wEyBqtEtLAYU9LlMDY6is6OdvT39UIIgUyDAabi0jn39AP8v68T2dQlmsys7Bm164kWV3o8bljNZlgtZricTqjUahhNRRA+X+xzT8ajXu/pyH28Y+xQPZUkSRgaGIjZo3Oq4hUrYG5vjfu8hc8X7HFubm9FX3c3fD4fUlJTYSoujbth5kB/36XVl1PHTf5/q9uH4j+8APkNN0IIkfBGN74Y8eLI0BBamxrjx8yBjYIcDqg1mimHBdonS/6jtTZSqlRYsbIShUXhPTwj0aXoUbW6Fg3nz4V+3iY3EVUoFBFj6qzsHKxYWZnQYxBdiQIrLaf+FHppCa20jGZZJzCJ5pPDbsfxw++FXAF2uZywDQ+jy2LGus1bk34VsKSsPOEEZm5+QdgxIQQa6s7BajaHHLda/IFnPJIkYWAOm7xMncdMVNWuwfH3DsYshwGAwYF+HH73TyHNxx12O1qbGmG1mLFp2w7I5DJ0d3ZiYnwccoUCefkFSE1PR19P9+QKyMjBqJBkaNYbUHP4bYxe8+GYvYOm0mi0ETcWcrlcOP7eQdgdMXYTnaatuQl93d3Qp6X5P5tDw3BEWXEJADl5eahaXQuVamZfylP0emzd9T5YOtrR1WmBx+2GRqOFsbgYxkITbCMj6DS3Y2x0FAqFAnkFRhQUmhJuhzDd9OSlusA0q/MQEREtFj1dXTh/+mRI0qa3uxs9XV2oqKpGcdmKpM5PpVLBWFSMzjgtbAKycsMrLFxOJ44ffi/kIqrH40FTw4WEe0dG6xM5EzOJK1UqFWrWrEXdmdNxx16sOx+8rB14DNvwMOqGT2Ggrxer1q7D2KgNPV1d8Ljd0Op0yDcWQq3RoLOj3X+/KOeWhA/tw6Oo7rbAlW9KeBf1aK1+Bvr6cObEsRm9FiePHoZOlwKtLgWjoyMYHx2N2T90ZfUqFBYXz3hRR2FRMfT6VHS0tWKwvw9CAOmZmSgqLUVmpgHdViu6rBa4XS5odToYTcXIycub9UVxouVi+grLgAM77cGy8OmWcvISWGIJzLGxMTQ1XeqT0trailOnTsFgMKA4wk5tRPPp3KmTUXdyHh4aQvPFhpCy52TIzMpCzZq1qD93NnrSS5KgUirDNtsBgG6rNSx5CSQe+AkhEtrtOhZJkoLl4YnSarXYsnMXThw9DPv4eMyx0XZOdDmdOHn0MBx2e0iDeHNbKwxZ2UhJTYUEARElgQkAXpkcqD8F7PkQCkymmKVRAabS0uBjjY2OBnd277Za/MnHGQSabpcLw67BsF3Po+nr6UFlzeqEzz+VWqNBeWVVxN3sDdnZCW8SEA+Tl0R0OTCmpGSyT0yg7swpAKExVuD/mxouIC09Y8bx0HxbWV0Dl8uJvu4YO5sDyC8shEYTvhFg/dkzsEdJuiXav3yuhBBIz5jZitZ8YyGUKjVOHzsS99xA5CRkT5cV42OjGBsdDcZ5Qgg0X2xARVU1xkZHY7dUkmQY1OqhP3MEg/kmFBYVo/liQ9y5B/qZ+3w+jAwNwePxQKPTou7MqRkvEJgYH8dEnLh6qt6eLhSVls7oMQLSMzOxJsrK48Li4oi7shNdyfbfex1cP/x6xNtevuUYgKWfrIxkSSUwjx07hmuuuSb490Avok9/+tN46qmnkjQruhLYRkbiboBiNXdgxcrKmDv/LYSCQhMM2TloabyI7k5LWLCiVquxfvPWiFe+zW2tc3psSSaDhNjlK/EIIZBvLIRtZBhyuQK6lJSErrCqNRoo5LN/7YUQISsEpr5ugwP9/gA8vHo8fB72cYx5PNDpUlBWsRKtTY1Rxxqys2EqLoFtZBgN589H3G39cuvpsiZ9lUc0cmMOftz7rP+XcJTkpU8AFp8MbgEUyH3Q8WI8ESWAMSUlU6e5I2YySZIkmNvbkp7AlMlkqF23AbaSYVy8UIfRKbuSB1aO5uTlo2pVbdh97RMTc6vKkSSkpqbNOTZSa7TQaLWwDQ9Do9VClWAriBR9ypweF/BfmAbCFwI0NVyIPw8hoPR5oBjxJxBNxSXo6bIGzxlJde0aaLRaWDra0drUmFCJ/XwaGRqCw26HRhuezF4qPB4PJsbHIZPJkKLXc5UnLQoxe1lGaq21jBd9LKkE5p49e2Z85YhoPowMDcUd4/P5MDZqS7jHzuWkVqtRU7sGlTWr0NvVhZHhIUiShMysLGTn5kEmk2F0ZCS4Ui/DkIUUvX5WG/tMtaJiJUZtNvT1dMf8t6rV6mC3R+7JCACnjl664q3VpaCsoiLiitHpFMrL9yPNPjEe2qNoOiFgsI9BJ7zon0xil5ZXQK3RoKXxYsjKVLlcjgJTEVasrMT42BhOHD40p6TvbEmSFHVFarIFkpdHDkROXgoBvO5S4Td2NfqFv1RJCYE9Khf+l9aBlLm3pCWiZYwxJSVTvJ7iQggMD869dHo+SJKE9MxMbNmxCw67HV2dFjjsdihVKuQVGJGalgafz4e+nm5/FYlCiey83LgX/uORSRIqV63CySNH4PNF7/84dXVjJC6nE4ffvbTZoyE7GxVVNdCnpsZ8/LlcFE+Ez+cL2bwnkrLhPnjz/IkLuUKBjdt2oPliA6zTEuBarRalKytRYCxEW0szWhJYqXm5uFzOJZnAdLvdaLnYgK5OSzAmV2s0KFlRjsKiYiYyKWkirbR8d+fXACzPFZbxLKkEJlGyjIzET2AuRv5E2aWdFQF/z8dzp06GBZbReuZMl5mVBafDEVJSolAoUbZyJUzFJRgdGUFvd5QduCcbysdKXk5nnxhH3ZnTaG1qRGXN6pg7XOYVGOelV1JEkoQUpRITTidEpCBGkrC+px3jtZuDwagkSTBkZcM2MoIuizkYbHq9Xlja29DTZYVCoUhK8hKY3J18SnP2xcR/ZfFrUa8gPutQ43mHBlMLt9yQ8IZLhQseBb6XNsbVmEREtOh4vV5MTCRQlrsIEyYarRZlFaE7b/f19uDC2bNwu12Y7AYJqU5KeEfyfKMRfT298HovbdSSok9FzZo1SEvPQFFJCdpbo+8Krk9LC1kZOp0QoTHWYH8/jvT/Gbl5+Sivqo7as1yhVCIzKxtDCWwSORsetxsKCfAKH4QUetVVEj6ovB5UDnRi+NoPXpqTQoGc3DyMj46GtAuy2+2oP3Ma5rZWjNnmthhhrtTqxRlXxuLxeHDi8CGMj41halzpdDhwse48HHY7KqqqkzdBWvZu3rs54vF98guXellOXWm5jFdYxsMEJlEcvd1d6O2KkpCbQi6XIzUtfQFmNHsejxsnjhyCY8pGRAGjthFIMlnc3a4DG7KMDA9hbHQUSqVyspG2P/hKy8jA6nXrUXfmdNjVcJVKhZy8PHR2mBG9bXlk9okJnD5+FFWraqP2wckrMKK9uXlGCdJESQAMBUakN1+AVaGBJHyQBOCTJMiEwDZrI4rtI7Bu2xO8z/jYGI4ffi9qnye3y7Xg5T1TSZKEvAJj0h4/EZF+OXd6ZZPJS2B6Tb8PEiw+GV52qPFJ7dz6sRIREc23ujOn4/Z/DFwAXewGB/px9sTxKUcme0JO7iAejyRJqKheharVazDQ3wuX0wW9PjW4C7sQAmUrK+FwOtBjtQbL1gP/zc7NnUw6zVxvTzcGBwewadsOpOj1EceUVVRctgQmAFRXrERzfR3sShWkyfhbyGTQuV34QOsZCFMpHCUVwfGd5g40nD8X9XxzSV7KZLI5X1DPNGQt2gvjsVja2zA+Fr00v6O1BQWFpqifE6K5iNnL8sDy7WU5W0xgEsUQaLadiMLikqTvQh5Pl8USdQdDIUTcDWOUKhVy8vJhbmuFub0tuCO7QqmE1+OBEAIqtRqFRcXYtusq9PZ0wzYyAplMQlZOLnLzC9DccAGSNKO9aUI01J1DVk5OxPIUuVyOdVu24PCf/zTvpYFCCOjT0mC8/qNY9drz6BkYgEsmR7rTjorBbsgyMtH1v74AT+alLxz1587A4/HEOOvsZeXkYKBvbju+q9RqqGa5M/jldPPezVF/kQPAm04VZBDwRdsRHsBrThUTmEREtKiMjfrb7MQjhJj1ZigLaa6lygWFJvh8XrRcbEC3tTOYQFMqVZMrOoG09HQUlZbBVFyC7s5OOB0OqNRq5BcWIj0jE39+8/VZP77H7Ub9uTPYvH1nxNszMg0or6pGc8OFWT9GNJIkIbOkDO9LS4Xjjy+i3wcAAvljwygeGYC9Zh16b9gXXInrsNtjJi/nKis3D33RKqgStNgXckTT2dER83ZJkmC1mLGyumaBZkTL1fSVllNXWEZKUjJxGY4JTKIYxsdGQzZ2iUafmooVKysXYEZz023tnNP9K6pqUH/2DPp7e0KOT11J4HI60drUiJ6uLmzath2l5aEJMrVGM+fkotVijvp6j9lsCZ0/cPU+QKVWw+V0IdrKULlCgdz8Agi5HOLDNyF/dATalguQPG4M5RbCaSoNKfcaGx2FbXh4Jk8r7nwBBFcclJavnHMC0+lwwOlwLKqr5Tfv3QztrftwBNF/aff4ZIi9RkDCsJDgEYBi8VXgERHRFaq3uzss/ohkZXVNwq19ksVut8MWo3Q7HkkmQ2FxCY4e/As8bnfIaxJIXgL+jTTPnz4FU0kpKletDutFqNFoMDaHHc1tw8MYGx2N2hPTNjyMmVx5D7y/crkcXm+U3p2TFTBKpRLe3AIob7kLpdYOqLotEHI5rCuq4U3LCLmL1WKewbNKfJ6SJGFldQ3cbjfmFlUipKx9qRBCwOkMr0ybPiaR74NEsey/97pLG+9Mennyv0xUJo4JTKIY3O7EVs/lFRghk83/riGBwGK+OCOUjs+E1WLGSILBycTEOJoaLqBmzdqQ4/nGwoRXtUYTq1yor7cHgR5MseTk5cHpcEKlVqOgsBBp6Rk4ceQQJsYnpt3Xf65Va9eFrLD1pqZjbN22qOef64ZIwUeXJJStrITL4QgmUVPT0uZt8532lmYYsrORlZOb0GfN6/ViYnwckiRBl5Iyr5/7QPISiP2LPEUSkAExk5gqCCzu9dBERHSliVc6HpCTl39ZHn8+40q3a25VDsLnw4VzZ8OSl9FY2tuQlZ0T1lvTWFSMi3Xn5zSX8bHICUx/KXxP3ORlanq6Pxnp9SI1LR2FRcVwOh04feyoP6Kcen9JgkajCe2pKElwFpbAGSP2ibX7eMIkCenpGcjMyoLH7YZWp0OesRAqlQqd5tirEBNhnxhHe0szsnJy426SFOByOuF0OKBQqaBNwuY/kiRBJpfDFy3ZPDnmcm4USsvH/nuvi3g8ve1gzJWWlDj+SySKQatL7BepLiVl3h7T6/XC0tGOzo52OOx2yOUK5BuNKCotm9PjDPT1zjnpFatJehgh0G3tREV1DZRKZfCwWqNBWcVKtDY1znoeMnn0pJnP60Mi/TVXrV0flnzbtH0n2lua0WnugHey9DsrOxul5RXBfkyJmq92AqXlFShdUR52XKVSISsnFwN98XtMxdJp7oClox1qtRqr129ARqYh4jiv14vWpkZ0dnQEG+0rVSoUl5ahuGzFnL8QTb0qGe8X+y6VC2+6ope+yyDwPpV7Me5/QEREVzCtThc3WSeTyaCcx/YuE+Pj6GhtQU+XFV6vFxqtFqbikjm1PhJCwNLRPue5jdpmEFdKEiwdbWEJzIJCE6wW89z6P8Z4HRJJrmo0GqzZsCnkWIpej03bd6KtuSlYueTfXLMIpeXlUKnUM5qjPEbsmyhJklBZswqp6eGl3rn5BbhYXxe3F34sbrcbzRcb0HyxAYbsbKxetyHkO8BU42NjaL54IaRXalp6OlZUVi14/9f8AiO6Oi1R32shxKLvGU/JF2mF5XRMXs4dE5hEMWg0WhiyszE4MBD16qtyMpE0HzweD04eOYTRKUGY1+uB1WJGt7UTG7ZsQ1pGxozP63I6cfbkiTnPz+eLfnUyEiEEJsbHkJ4RmvwrLa+AUqlES1NjwqsRpsrJjb4yQZ+aGre/lFYXeeWgUqlERVU1VqyshMfthkwuh0Ix8x+T/tIhRUJlYsHHVqlCNvSRy+UoLa9AcdmKqPcpr6zE0EB/1KbriTx+4Han04lTR49gy873hTUp9/l8OHP8GIYGQ3d4d7tcaL7YgPHxMdTUrp11EnMmyUsAWKPwokbhQYNHHtYHUwYBJYCPadj/koiIFpd8YyGaGi5E/d0sSRIKTKZ5uwg6MjSEk0ePQAhf8DEddjuaGi6gt7sL67dsm1Wc09VpQXfn3NoSzZgQEUvW5XI5Nm7Zhov1dbNqlSSTyZFpyIp4W6DaZGI89q7xKfrIqw3T0tOxduMmeD0eeL1eKJTKWVWueD0eqDWJr06UyWQQQoR8zrQ6HWrWrI2YvAT8MfCKipVzrpIKGBwYwOljR7Fp+46w+HB8bAzHDh0MK7G3jYzg1NEjWLtxE7Jz8+ZlHokoLluB7i4rRJRVmOkZmUtiUy1aONNXWnKF5cJhApMojpXVq3D80EF4vN6IScya2jXzVkbb0ngxJHkZIISA1+vF2ZMnsHPPNTNOFFkt5jnvLAggdj+fKCK9NpIkwVRSCq/PN+PG6LqUFGTnRk8YG01FaGtuipm4M5XE/sUik8mgUl+6Mu5w2GE1m9Hf2wMhBNIyMmEqLkFqWlrYfft7e9F4oW5GvXIyDFlYv3kLRoaGYLdPQKFQQpeSgp4uK04dOwKZTIas7BzkFxZCobh0JVufmoaN27aj/uzZkN0T5QoFSleUQ63WoO7s6YTn4RMC7S3NWLV2XcjxbmtnWPIy5PbOThQYTcjMivwFIJab926eUfIS8Lei+t/6cfz7mA7HPUrIICAB8EJCpiTwNf0EjPK5f96JiIjmk1KlQmXNKjREKHmWJAkqtRpl5Svn5bF8Ph/OnjwR9eKzbWQErU2NM96YRAiBjtbW+ZjijEWLtxVKJVatXQfbyHDcZON0xWVlMZO4ppLSOCXqEoymopiPIVcoIJ/yGMNDg+js6MCobQRyuQK5+fkoMBWFbazo8/nQ2tQIc3tbzBLn6VZWr0Ke0YjB/j54PB7/yl+fgNVsRkvjRajVGuQbC2HIzg75TlFctgIyuRytjY3weC4tMNCl6FG1ejUs7e0JbUIFYDLhPIyB/j5kT1vo0Vhf5/8+ESVWrz93Frv25FyW9lyR6FJSsHHLNpw9dQJOhyNkAUBWdg5Wr1s/ry29aGmLtdKSycvLjwlMojhS9Hps3rETTQ0NIZvXpGVkoHxl1aySNpF4PR5YzbEbdDudDgz09c74qmSs5FNCJAkqpQpZuTno7uxMeFWhSq2OelXa7XLN+Oq9RqvD+s1bYwY0coUcFdU1aKyvi9h03ZCdg8Ki4oQfc3CgH2eOHwtJAE+Mj6NrcjfCotKy4PH+3h6cOXF8Bs/I3+eqZs1ayGQyZGZlIRNZsFrMOPKXP4eMG+jrQ2tTE9Zv2RqSOE1Lz8DWXe/DqG0EE+PjUCgUyMzKDq7eUKpUaG1uTGxDISHQ02VFzZrQ1ZSJ9EXqNLfP6d/CTH/h6yTgf6dOwOKV4aRbAZeQUKbwYp3CAzljTCIiWqQKi0ugVKnQ0tiIiXF/T29pclOX8qrqkAuoc9Hf2wtXnD6VVnMHVqysnNGKT6/HE5z3XOQbCzHQ3xdSfRJPrN6gozYbJma40YqxqAhlFdETxkII5Obmob+3B4P9/aE3TsaYVatXQ5Ng70YhBJovNqCjtSUkSTZqG0F7aws2bNkWEuNdOH92RrGyTCZHeVUVCov9cW5ufgF8Ph/OnTrp/w4TiIslCT1dVmRmZWPtxk3B91+SJBSVlKKwqAhDAwNwu93Q6lKQlp4OSZKQnpGJjtYWmNvbEnvfJh9nagLTYbdjcKA/xp383xEG+vqQk7dwqzDTMjKwc/c1GOzvw6jN5l88kJMbVpVEV5b9916H9LaDIce40jK5mMAkSoAuRY+1GzfB5fI3mlYqVQkHK4mamJiIW6ItSRJGbbYFLasAALVajfWbt0KSJPRYrQknMLOysyMmGycmxnHi8CG4nDMr8920fQfUEQJ7Mdlvs6O1NbgSUa3RQC5XBINsjVYLU0kpTMUlCV/RdTqdYcnLwOMBQOOFeujT0pBpyIIQAg11dbFPKEnIyMiEQqmEXq9HvskEnS60r+nI0BAunDsb8e5utwunjh3Bjqv3QKFQwG63o8tiDiYucwsKkGnICkk+ZuX4G947HQ7UnzuLwf7Ye0wKIeDz+UK+zCSymnSg31/KPtOr5R8oN+DdGd0jlEnug0k+PxsaERERLYTc/ALk5OXDPjER7EsZrVfgbI3aRuK2kvF6vXDYJ6JebI5oHi4S5uTlo2p1LaxmMxovxImdpsjNL4h4vKuzE/UzqDgBgNS0dFSvXhPxNo/bjbaWZljN5uBKRF2KHh6POxi7ZhoMKCkrhyE78dLirk4LOlpbAIT31vS43Th9/Ch27t4DmUwO28hI3OSlVqeDWqOBWq1GRqYBecbCsNWkzRenLMAIPObkf4cG+nGx7jxq1qyFEALDQ4Po7eqaTFzqYDQVQavTBc8lk8mC7Y3sExM4/O6fYj9hIcJaRdntiSWZe7qsC5rABPzfs7JycuetNRgtDXJjTsTjB3bag8nK6Zi8TB4mMIlmQKVSz7jpdqISSfwIISDNopwi05CFoYHZrcIsKDShanVtcH7rNm/B2RPH4fHE36F9cGAgbMdLIQTOnTwxoyvugD/QjJS8tI0M4/zpU2FJtsCO67n5+VCpNRgdGUZ/by98Ph+MJlPM91EIAUt7G1qaGmOW3kuSBHNbKzINWRgeGoLTYY/9JCaDQ8C/WnNocBBVq1dDn3rpanv7tKvy07ldLvR0WeGZbJQ+dS5WixlpGRlYt2lL2BchtUaD1LS0uAlMhUIBc3sbZJKETEMWUtPToVAo4vYq9Xo86GhtQWl5RcxxUyXS7JqIiGg5CvRXvFwSvaA407hSoVAiRa/H+NjsVmGu37I12E/QVFICt9uFtuamhO470NeLjGmbKk6Mj804eQkAeQXhydDA5kTNDRfC4j/7xDiEECitWAn7+Dgc9glYOtrh8biRnZsX8/V2Op1obbwIqyV2pZXL6URvdzfyjYXo7rTETUDbJyaC8W9vdzdGbTasrK4Jlqt73G50xtlsqdvaiZIV5bhw/hyGBwemPKaE9pZmlFWsRGl5RUgsL5PJkKLXQ6PRwhEr9pUkCAG0NTdBqVQiJy8/pBVSLL3dXRgfW8kVkHRZBVZYRrou89It9wFgsnKxYQKTaJHQpaRArdEEE2/RZOdEvkoUS6Av5Gz6YGZmha6izDRkYdc170fjhXpY45QWOx0OjNpGkJaeETw2MjyEsdHR6HeKoiTCTtx9Pd1xNyfq7Q7t1TM8OID25ias3bQ5YtN2IQTqz55JqBG8ECKYGI73vkUyMjyE44few+YdO4OrHwb7++KucLWaO8J6pQbuYxsZwblTJ7Bhy7aw+yWyatjj8aBlSmI0LSMDObl5MLe3xb2vub3N3z8pgS9Dz+3TswSDiIjoMsnKyUFrU2PMMVqtDlqtLuaYSIrLVqD+7JlZzEoK2dhRkiSsWFkJo6kIp44didu/srvTgvLKqpBjlo6OiC2DYpHL5SgoNIUcixf/BeKstmmvaX9vD1LT0rB+89aIu8c7HQ4cO3QwoThRkiQMDQ4i31gIh8ORcMVTYH5WixnjY2PYsHUbZDIZhoeH4sb+QgicO3USY6O24N8nbwEAtDY1Qq3RhPX5FEJAqVbFTmAKgcH+PgwN9EMIgYv1dSgsLoFWp4tf3SNJ6OxoR+Wq1bHHESVo+krLWCssA/gdZfFZmM64RBSXJEkojZCkmzIAmVlZIav1EqVSq7Fmw6bJxFLitT8ymTzihjlyuRz61MTKjdyu0JV7I0NDCT/+VH09XSGrNt1uN86fPjWrc3m9Xpw+fgzOCCXsA/19M9rF0uvzYbC/D0rV7Eq/vD4fmhouJQwTCVZjBviTSdXpCU63243GC/Uznt/oyAj6ensSSkq6XS447HFWoWIyecmrmkRERJdNWnoGMjINMTcfKSkvn9XmJPnGQpiK/b+/E72/JEnIycuL2G9To9VGTP5N545QDTI8ODCj5OXkZNDVaQmJuXq6uma1izkAjI6O4vyZyKtAmy82JNwySQgB2/AQJsbHoVKrZvXejAwPobe7K3i+RASSl9FE2hyzt7sLoxF2hY8kcN9AhZMuJYFVlUJgcJbVY0TT7b/3Ovy499mQP1O/i0T7Q4sPV2ASLSLGomLY7fbQ5t6TV5VTU9NQu27DrM+dlZODbe+7Gp3mDvT39kIIH9RqNYZjJBRLy8uj7syYaA/Q6eNmu4tfT3c3xkZHsXn7TsgVCnR3ds5pZ3Wf1wurxYyyaSXPnR0dcUt2QgiBU8eOQjvbMjAhMNDnb7SvUqmRmpYO28hwzLvE2wlekqTgioCAbmvnjHawvDQ9AYfdjvTMzFknnwPkxhz/1U4mL4mIiC672g0bcfrYkcmLmhIAEYxxSlaUh61CTJQkSVhZswo5efmwdLRjbNQGuVwOn88X/SKrJMVsM6PV6WAbHo4Zf0WOPWceV3o9HjQ1XIDb7Q6u6DS3zWFn9cmVhuNjYyElzx63Gz1difeOB4DxsTEc+vM70Kemzeh+U1ktZuQbC5E6i0UPkTjsdkyMj4c8t0Qqc6IZ7O+DQqmM256IG3/TTNy8d3PE4/vkFy6ttJRNuYAik0NdMLufgZQ8TGASLSKSJKGiqhr5xkJYLWbYJ8ahUCqRl29EVk7OrJN/AVqdDhVV1aioqg4es1rMaKyvg9frDQa10mSQGalsO8CQlQ2lShWzl2VaenpY75qMCGXbCREC42NjsLS3Q0Cgrbl5dueZYqCvNyyBOT42NquA0R6n7Ckel9OfwCwqLZ31ytKppid34yVF4/G4YgeZgH+l79Rm71OFJC8ZMBAREV12KpUKm3fsQn9fL3q7uuDxuKHTpcBYVDzn3oLSZGVQZtaluM7r9eLCubPo6bIGxwghoFKrsXrd+pALq9MZTUVxN60xFhWHHTNkZ8ddQRhNe0szMg1Z6LZ2YtSW2GrCWAYH+kNeV4fDPusk5GyfE4BgNYxGq0V2bh76+3ojrlKVJAlqtQZOZ/xy9ekbjSa6+jISIQRSUvQYGRmOvnpWkoK9Uoni2X/vdXD98OsRb3v5wDEAXDixXDCBSbQI6VNTUVmzakEey2gqQl5+Afp6e+Cw26FSqZGTlxe3lEcmk6F69RqcPXk84u2STIbKmvC+NWnp6UjPyIBtZGRWQV1LcyPEHFZeTiV84Y8fbcXp5aZU+l/v3PwCDA0MhDV6D3wJqFmzFg1152OuphRChJX4yyTZjHtETeUVPuhS9MEm9pEUl5aFJdlHR0bQ3WWFadiC+/58DuVyDYryF3ZXSYrN5/Ohp38YY+MOyGUy5OVkIEWnSfa0iIhoHkiShJzcPOTkXv7fvXK5HKvXrceKlZXo7+uFz+tFil6PrJzcuBfh0zMy/ZvXRCzjlqBP1aNwWh9GACgsKoa5rXXWicLTx4/O6n6RTJ+DXJ6cmHLqRpXVq2tx/PB7EXtOqlRqlJSXo+H8uZjnk8lkYReoZ1StNI0kSdCnpmJkOHpljwSgsDg04eTz+dDf24OB/n5ACKRlZCCvwJi02J0ik4/ZoLtwGvKJcXjSMzFevQ5CPX9x5fSVllFXWAZw4cSywn/tREuM3W6HY2ICCqUS+tTUhFdler1e9FitsFrMcDocUKnVKDCZUFBoglyhQL6xEIB/BWJrUyMGJxtup6VnIL+wEIas7LDHysnLw7pNW9DUUB+yG2V6RiZW1tSEbN4zVe36jThx5DDsE1NWLSaYXJuv5CUkKWwnS8C/K+VcrnpPp1Kp4XLF7n2UYciCWqOZnJaEqtW1MGRnw9zWhlHbCCRJQnZuHopKS5GWnoFRmw2WGKU7/p0eQ7+oGLJz0NVpmd2TkCSkpOixsqYGJw8fhtPpCLkNQiDfWIii0rLgYZ/Pi/OnT6OvpxuSJKGzAzgiBLyqldhrd+JmjZOlQYtA38AITte3wu32Bv8JNrR0Ij8nA2tqSqGI0KuMiIiWByEExkZt8Lg90KbooNEk1h4I8K/y6+xoR29PD3w+L1LT0mEqLkFmVha0Oh2KSkohJtvknDlxDONj41Ao5DBk58BYaIJu2gpQSZJQs2YttDodzG2t8Hg8weP5xsKQ3bWn0up0WLNhI86ePDGrhNpsk3CRpE+LezVa7Zx2bI/4GAm09CkwXUrWqNRqbN6xC50d7bCazXC6nFApVSgwmWAqKYVCoUBrU2P0Pp2Tr//03cMN2TkY6Oud9WuenpmJ9MxM1J05HZoMlSRIAFavWw/dlPZM42NjOHXsCJwOR/D7SFenBU0NF7B2w6aQlcCUJMKHzHdeQdrhdwBMtkHz+WD44/MYev9fY3TDzjk/xP57r8O70zbeeXnyv1xheWVgApNoiRgfG8XF+rrgrteAP2grr6xCbn5BzPt63G6cPHo4ZGMXp9OB0boR/P/s/Xd0ZOl5n4s+396VAwqxkHPsgM55ZjgzFIMCJYvSSJaobNmWjo7l63Mvj2zp+sq+Wral5etlW15HsiUdyZIsmUqkZQaTlMhhGs50zo1u5FwFFFAoAJXD3t/9o4ACChWBRs9Mz9SzFtmD2umrql17v/v3ve/vXZyb5fSFS5hMJpY8i4zsMSGPRiIsez0YjEa6+/pp6+jMEjLrGhqora8nHAqRTCQwWyxZAUc+zBYLF154kWWPhyXPIslkAqvNTiIeY/MpSlL2hZS0duSWIuUzl38aEok4bR2dLMzN5l0uhKB3YCDnNXdTc8Hvtae/n/U1f2439+2g79RplD0zkA2Njeku9/H4/rMwpaS1vR2bzc7Fl17Cu7jIssdDMpnAbDbT0NhMc1tb1nkxOjLCyvLS1uZy55BC8D9iFqqF5Lsthe0HKjx71jfD3Howkfludp8WSyvrJJITNLtrkVJS43JQ5dx/p9oKFSpUqPDuZMmzyNT4WFbzvbr6BvqPHC0Zx60H1rh780ZWNUgiHmfVt0xbZxf9Q0eQUjJy/y6+paWsbUPBIHPTU1S5qukbGqK6pjazTAhBd18/Hd09hDY30bcqSozG4o0S692NXPrAK3jmZtPZeUhc1TUszs/t4xN5CoTA7nBQVV2ds6icJoj7Qdd0bA4H0XCeihghsNntmaSEbYxGI129fQU9SI+fOs3dG9e34rXsfdpsdnp3WU9t09ndw6pv+UDvQVVVGhqbUFUVZ5WLxblZAmt+pC5xVFXR1NJKXcNOx+hUKsWdG9dIbNlW7R6jlkpx79YNLrzwUsnztsKzpfpbf0PV1a/tuNJufU8ilaLuy59B3QigOVxIk4lI31F0W34bi3K8LCti5fuXioBZoQLpm9/ykpdwMIiiqjQ0NhbMHiyF3OoCHQ6HUNV0F+/dpRwHIRwKcfOtt9C0VNbr0UiEh3fvMHQ8RUuespptRh8/yulKndl3OMyTh/fpHRjKES93k0omGX88QjgUZPDo8SyxarsUBNKZnkueRdZWV5FSp8pVQ1Nra07wqaoqLe3ttLTvjNu3tMTDu7cLfxD7oKm1FZPJzNz0FNvG9dtjlVIydGwYm92B3DJe9y0vkUqm8K+uHMrxd9Pe1Y3RZGJ2ajLLm9JitXLk+Alc1bmZoMUwGIycuXiZ+ZlpFudmSSQSW6JnEx3dvXk9phRF4dS5C9y9cS2r+/r252G12fKWF0H6waCuwZ05dktbO9FIBM/8HNFIhPVAgKmJMdo7u+jq7SOZSODdUwK/l8/EzHzEnMBQycJ8x5iY8W7/LPKyth5ibX0na6S6ys6pYz1YLaU7xVaoUKHC+5ntyd9EIoHFYqGxpRWz+WCxYCqVZNXnI5lIYrFZqatveGpRbGF2hrHHIzmv+/2rbFx9k/OXXyjoaZ1Kpbh/62aOlc22qLQwO0OVq5pYNJIjXu5mc2OdO9evceLM2UyMsY2qqri2qmTisRjTc7OEg8GM8JXPF95qtdI7OETv4M5ryWQS3/LSge1ztlFUlf6hIyzOzeWt0jEajQyfOo0QglQyyZJnkY31AIlEomD8/TScuXCRkfv3WdsTs9bW1XP0xIl9T8ZX19Ry7vILzE1PZZoOGU0mWts76OjqxpBHQHbV1DB0fJgnDx/kLDMYDEgp0XU9b4bm4LHjmTHaHQ5a2jsIh0ME/H4ikTC+JS82u4O+wUHq3Y0seRaLdnLf7m4+cDTXuqrC24MSi+C69rWCLbUkUH31a8itZ7I6RWHzzAsEPvixrLLvfBmW21QyLStARcCsUIGV5WVG7t/NNLGBHVPv46fPlJz13c16YI2R+/eyZrOFELS2d9A3dKSsgFPXdQJrfhLxBGaLmZraOiZGH6PphT0Pxx+P0NjUnLe0Jh6P4/N6Cx9QSlZ9PlSDsSw/G8/8PI3NrdTU1uYsCwWD3L15PR1kbNWjLnu9TI6PMnzqdE6Aupfa+nqcVVVPFexV19Zy9MTJTBlUTV0dCzMzrAfWEEJQW99Ae1c3rupqEok4927ezJRpH2YZ0TYmsxmL1Up3Xz/tXd34V1YyJvrVtbUHbsxkMBjo7uunq7cPXddRFKXkvuwOB5deepnlJS8ry8tomoazqorW9g7MFgvTE+Mszs1mupwbDAbatkTJ7X3rus7dG9dzfIu0VIqZyQlCwWDWrHkhNqTClKYyYNh/Z/QKT09K01jx7y/beSMY5urtJ7x4/ihGYyV8qFChQoW9SCkZezzC4lbVxXZsMTH6hJ7+ATp7esu+70spmZ2aZGZyImvy02gyMXj0WMnqm20SiQTra350XcdZ5cJkNjM++qTQQUmlUkyOjXL81Om8qyx7PJny7kLMTU9l280UQErJ4wf3ufLKB/PGyItzc4yOPGL3JLR3cQGH08nJcxdKisLtXV2s+pbRnyK+6xs8QmtHB6qqZppseubniEajGI1GmlvbaO3oxGw2s7a6yoM7tzJx1OGTtj8ymcycOneeSDjMemANSIuQT5OB6HA6OXriJEeGT5QdV7a0tVNTW4dnYZ7N9XWEolDvdtPU0kIiHmf8yWP8Kzsiq93hoHcgLUpuEwoGuXX1zZzPLBIOcf/2LY6eOJWp6CmElBLfkrciYL6DWCceI4qc9yLz79ZvUddx3XqDV4+4+dh/+BcAuGberGRYVihJ5QmkwvuajUAgqwnNbgErEFjj/u2bnLlwqaxgM7i5yd0b13O6P0spWdgShY4Mnyi6jyXPIuNPHmd19i7HQ1HTNHzLSzS35hoUb66vlyXMBbY8L0shhMAzP5cjYKZS6TL15Ha36l370jWN+7dv0X/kKEajEZvdkZUlqGkaM5MTLM7NkUrl73btqqkhGokUnYEFCG5sphvWbFFX30Bdfa6gJqXk/q1bBLdm0p+FeAlkeYcaDAYam8t74CgXIQSqqiIScewjdzD5PEiDkUj/MeJt3ew1mlQNBlra2vNm7PYNDtHe2cWafxVFUahrcOcYo29nFRRi1beMyWwqSxD+L2Erf9ca46Kp+INQhcNHS+3fS1ZKiMWTzHlW6e1segajqlChQoXnm8nRJxnxErJji6nxMQxGI20d5T2Yz05NMjU+lvN6MpHg4d07nDyrFp0Y1jSN8ScjeBcWssZhtdmK+4lLycryEqlkMm/m3bZgVoz9eIknEgn8Kys53t3+FR+jI9nNZbbfRzgU4u6Na5kJ1uqaWky7xMxwKMjU+HhB4UsoCu6mJpY9npLjWw+s0d7VBaQzQ9s7u2jv7MpZLxIOc//2zZzngMNF0tC4c/+12e2HXja9HVcaAqvYH91GjYTQHC5Cx86guXIrhrbtrPZiMBg5efY8m+vrhEJBrFZb3on78SePiwq+YyMPy3qPiUSCkQf36OzuzeoEX+HtQYlFkYgdgbIcpOT2f/s0pm+9js20k4VZES8rFKMiYFZ4XzMzNVG4eYyUbAQCbAQCVOfJNtzL9MR40Rle7+ICnT29BW/C3sVFHj/ILeEuJV5COtjYnfWp6zoBv594PJb1ejHK1e+klHnNyJcWF7OE13zbjY08yvztcFZxZDhdxn3n+jU2N9bzbuduaqa7rx+7w8HC3GzWPvKhaSluX7/GpZc+kG8QiFQKqapsbKwXPOZhsuRZpLPn2QZT1vFHNHz2TxHJBGxlMLiuf4NwSwdLf+cnEE5XJrMhHArimZ8nEolgMBpobGqmrsFNMplkcvQJS15P5sHGYrXS1duXJXZ6SvlJCYHNXJ4gvKAr/Luwne/XYvyYtfR5XuHwMBoNqKqCpu3/QWtxqSJgVqhQocJekskk80Ua7EE6Vmxpay9ZkZNKJpmZnCi6zsToE2rrc0upIX0Pfnj3dlb22zaF7GL2bh+PxzMCZjKRYM2/iq7rBSeaD4wQRHY3ddxiZnKy6PjCoRCP7t3d2oWgsbmFgaPHiIbD3Lp+Na+QKISgp3+AlvYODAYDsWi0ZEOcVd8yC7MzWY0Kdwaip+NKg5GFudlnNhm+m7HHI5y/8sKBK3hKouvUfvV/4rz17fQz0tZzUvU3v4T/0qusX/kQqnGnasu/4mPZ6yWVSmGz2Whp78DucLAeWGNydDRr0rumrp6+waFMEkMsGiXgXy06nFQqhWowlDUxvuzx4PN6OXXuQlnPbhUOj1RN3f7Eyy0EsIqF/taWwx9UhfckFQGzwvsWTdPyBna7EULgW14qeRNMpVKljayFYMmzSE//QM4iXdeZeJLrRVQu2141AL4lL2MjjzJG1+VSW1+Hz+stK/gy5CkfXdmnkXcouMmta1dpbW8vKiT6lrwZ8/DW9g4W5maJlOjmGAmH2NxYz/iYilQS5603qLr5bQzBdaQQeI5cQJjsB7jV7mBOJWkMryOkZMVWRcRkyVlHCMHC3AyDR48/xZG29pWIo8Si6FYb0pj+vk3eOdyf+aN0EA2g66ybbdxr7GKqxo1866102VNrGwJYmJvdCQKFYNnjweGsIpVKEovFspTsWDTKk4cPSMTjGeP3aKSEIC4lYmmeRj3OimJCL+iGw5YPDvx1zMJJQ4rjxvwz8Cua4MtxM9eSBhJS0K1qfKclwUlDqtLJ/IAoiqC9uZ7ZBd++fwOJRCVjtkKFChX2Uk5H5mQiwebGelbjmnys+JZLZvKFQyEi4RB2hzNn2fraWskYtxRGoxFd1xl/8hjP/Ny+xLkql4toNFp0YjuDlBjU7LgylUoWrfbI3YVkybNIJBxG07Qcf85dh2JleYnOnl4Ajp08zZtff73k/qcnxmnr7NqpqFn343rrdeyPbqGkUmhmC28duZyJaw5KdTREdTxCUlFZclSjKblelqHgJutra4fSdVuJhBFaCs3uzEyAV7/xZZy3vp1+J1KClMy4Grjv7mA1Brz+Faw2Gy1t7fiWvGnbpy2Rc00I5mdncDc3s7K0lHPOBNb83Lr6JmcuXqbK5SIWK51kIbYaJO1uYlqI7SZED+7e5oUCtgQAAb+fhbkZNtc3EIqgwd1Ia2cnNlulCdBBiXYPknJUoYaC+xMyhSCZrMSVFcqnImBWeN9SKLjZi1bC5wfSM+WlEEAymT+QW/OvkixjHwX3LQTuxiZ8S14e3r2z7+0bGpvo6uktq5QGoLEpd5ZMP0Aml9R1FudKd4j0LszT0z+A2OqyXQ4ry8tUuaoRqSSNf/a7mBdndrrhSYnYCCDqrMgDGOGrusbFxXH617yoW/uUwIyrgTfbB4kbdpqcSClZXV5+KgHT6PfheuNvsD+5j5A6UlEJHznJ+osfwfVWOvDe/lxWrE6+2HcGTRHIrVJ6TdPyl7Rt/Vuq1GtqfIzGllasVitGo7HgeQzpc7HeDD+eXODfmHtIIouKmAAKki/FzRw35maFPE6q/OuQnSRk9rOeEtwKGfluU5yftsUqIuYB6e1qZnl1nVgssS8R02p9uqZkFSpUqPBepJx4sdz1yhL+SJfN5pNcvJ6FwhVGZVBTV4fJbObh3Tv4lor4qBego7uHcDjMdJ4S+L0IIajfUz5+0DLs0pU1ks2NDULBTRzOquKl9LtIpVKEgkGcVVUYlz00/+lvIZJJhExvr8Zj6KkkGA7W5K46GuKF+Sc0RnbisYSicr+xk/vuziw7ICEE/tWVpxIwbU/u4XrrdczLiwBodgebZ15g89Rlqq5/Iytqu9vYxe3mHsSucykaiTA5Nrqz0nYsvPVvQe99KdGlZPTRQ85feQGjsfTnJaXE4aiip38gr6VCPpKJBKu+5bw+sZNjo8xOTWZldC7MzbI4P8fwmbN5bacqFOcPPvkRXDNv8qT9p/j9f/Jbad1bL+/aI6XEaqnElRXKpyJgVnjfYjAat8SYwsKhlLIs3xWjyYRQlKKBkJQy01hmL6V8HUux3eV6/MnjfW/rrKpi6PgwRqORI8MnePzgfuGVhdjqppkrYDpdLjY3yvPb3GZ7prQUkfBOxqWiqDsBeRHlalugrrr2DcyLM1mBF0BdNIi+D+XL4XRisVrxLy/zoan7NIcC7JY+BdC5sUJ1LMznBs6R2pVNoJd5E8+HaXmRpj/5LUQqlQmUha5hH7mLdfwRSjKReW8S+HrXsSzx8rDwLszT2dNbtJkUpL/TYc88vTLGrztD/ErQTtrGv8h3hWAilZtlEJXwGyE7CcjKatgWMv9XwkyfQeMl8yGXs71PMBkNXD47xNjkIp7ltbKbHLS31D/jkVWoUKHC84fNXp5VTDnrWaz548Wc9QrFlbH4gcVLIQQ9fQNsbqzvS7zcFoS6evtwNzWj6zqhzc2SDVha2ztymvEYjSaMJlPZQu5+iYTDOJxVqIat2GOrKqUYuq6BlBnLnpy4MhLE66wpO/5qaGxkPRDAElznY+O3MOyJr0y6xjnvFCYtxc2Wvj1jObjPZtW1r1H7tS8gd71fNRyi+o2/wfb4Lsougd1vcXC7uQcga/2nJbi5QSgYLOt9CCFoaGzMPGtNFmpAtWeb4MZGjoC54ltmdiptTbD7+SOTuXn7Fi+88sFMVVuFXNSWbIH3L65EM413AE41O5n0h9mIljehIwS0NFXK/SuUT0XArPC+RQhBS3tH5kZWaJ18jXH2oqoqTc0tLHkWiwpyTQX2ZTbnlh7nQ1GUrJu9EIKO7h56+gfYCASIx0p3fHQ4nWiahtliobm1jcbm5rQoCDS1tBKNRJibnsobVNjtdk6cOZfV2EXTNHxLS+i6/ky8f9Jm4unjmeeneHXiDjXeWYSU+K1OHjW0M1XTmBN4OpxVIHWct9/ICTIButeXudbaT1JRCwatzW3tNDY1YzKbsTsc6LqO78ufpTWUv6xJAarjEQbWvIw0tG+/Aaqqqw/25qWk/gt/hkglc96DkDpKIpFVprHkqCZoth3sWCWIRaMszM6UPMea9DiXtHXMrR2sJRVilBfIG0Xud/SthIl0Tmb+70cg+Vzc/L4QMBPJFLMLPua9qyQSKcwmA23N9XS2uTHtsyO4lJJgKIouJXabheEjXQz1txONxVGEYHRyEV+BDuUup43WxqcvW6tQoUKF9xrVtbVYrTai0QIek0JQU1uL1Vb6Pr3dRK9Yt+/qmpqC+zJbLCU9A/MtN5nNHBk+gaumhrGRR2XtYzs+cla5aOvoxFWTbvSiKAqDx46jaxr+1fzl7C3t7fQNHcl6LRaN4lvyYrPb2XhGAqaqqqBr1D26xQ+M3sAVDaIJhRlXAw/dHazZcsvybTY75sUZTP78lklHVxfxVBW/Pw4dP4HFasHhcGIymwkFN7F96vcw6FrBaGnYN8fj+jbCWzZFUkqqXK59vd9tDIFVar72BYA8caXEtJr93kbrW9KVP4c8KQ4QjYSZnhgvuV5nT29GUCxlIbUbkafCan56uug2uq7jXVygo7un7OM8r5iWFqi68U1s449A00g0thA89xLhI6cKPhf9wSc/QvXMm1mvff4T/5ykppOqdqMoAneLlcZ+QTSWIJlMoUvJzfsTpJKpvNU+/d2tmE25zcIqVChERcCs8L6ms6cX/4qPUDCYd/nAkWNZXQ2L0d3Xz+qKL53RmSfY6+kfyJlh3qamrq6smebdomJNXR1HT5zMiJ/lNPuBdLZmPlF2IxDg8YP7eY3UId3p8OylK1nipW/Jy+OHD9BSqacyEy8WIEspaWhqwnHvGnVf/EsQSiboqosGeWVuhOZQgG+3D2VuuIqq4m5uRolGMYTzBztGXeeVmUd8pWcYZO7McpWrmoEjR9NB7haqqnIimvbQzCeKbjPo9+wImFLS1nmwbnqmpQVMvsLZD9vipSQt8a1ZHGVlEewXIQQGg4GFXWXoeZGSM9oGztYOACZSKkqZJeQXjLkPaU9SKgpQaH5eIpjWVJISjO/hMvJoLMHV26PE4jvXh1g8ycSMl8UlP5fODGIxl1eGNbu4wtTsEvFEWvQVQuCud3Gsv4MqR/pB+PTxHsamPcwtruQ0+UmlNLy+AK1NuZ1EK1SoUOH9jBCCIydOcPfG9ZxJYCEEqsHA4NFjZe1LVVUGjh5j5H5uc0dIi4P9Q0cLbt/c2oZ3caHoMXbHXcpWd+3uvv6Mb2AikSg5MS2l5OylK1mxEqTjVc/8HBOjTwpm2XX29NA7MJS1zdjjkdLNAp8S1WCg2lWN+6/+K9apdDafAAxSp2fdR8+6j692DzPv2qk2aGppxWgyYfJ5MjHXXto3VxlcXWC0Pn+yQk//AC1t2cucZjMd68tFoyQJ9K0tca+pC0hXkO3uRL4fnHevglBAlpfB6bc6n4l4Cenzq9Dz1252v9dyfVGllNS73Tmvl7P9+trae17AtD25T8P//G8gBGLr92n2zmP57J9iXZol8ImfzXiibrM30xIgqelMrIRZCiaQcg1IV/d0tjXQ29mM1ZKOTS+fHWJkbI7VtVzLqvXNEBvBCC7ns0nAqPDe49lckSpUeE4wGAycuXiJ9q7uTJYfpM3HT5w5S2tHR9n7slitnLt0hbq67PJKk9nM4LHjmSYo+VAUhYEjhQPRfAT8/qyZy3KzOM2W3PU8C/PcuvZWQfES0uU23oX5zN9r/lUe3r2T8XI6UPalEEWN7IUQOKuqaDSo1H3pr9Kv7Qq6ti9gg2teutd9mdePnzqNqqpINbcseTftQT8fm7hNq9AzYozZbKFnYJDTFy7mBOQAhs31ouKlAGzJHTG5o7vnwH46Rr+v9Eq7x1aivPugbIvIpbIvBRCwVWf+LvcGowAfNR/cRmFJUwgdvJrqXc+DJzPEC0xuxGIJHjwpISxvMTq5yOPx+Yx4CenvdnllndffvM/Y1CK6LtNZMz2t1NVU5ewjHI3z4MkMo1OLB3szFSpUqPAeprqmlrOXrmSJJ0II3M3NnL/8Qtll5pAWzYZPn8nJsnRV13D24mWcRbLwXDU1+xK5dE1jdmqS9bWdRilms7nkRJVqMOQ0StF1nQd3bjH2eKRoifDs1BSx6E4Tl+1mQU9LQ1Px993V00vN3bewTj1BkC1GKkgEkldmH2LU0vGtxWKlbygttErVWFBsFMCVhTFemh3BucvTz1VTw4kzZ/M+ByixaEZAKoREYEvFEUKgKArDp8/kjU/Lwej3FRUvBWnBdHtS37BVNn/YmMzmgg129hLd9WxS7sSpq6Ym08hzv+i6TiQSTlsGvAdRwkEaPven6aabu6v6tr5nx/U3+PnX/z2/5ftU1v++8Il/DoC5tRNzaydKYxu3vRGWNuNZz4CJZIrxaS+vv3mfla1qHrvVzPHBzrwVQyurG1y99YS19dJidoUKUMnArFABg8FI/9ARegcGiMfiqKpadtblXqw2GyfPnScWjRKJhFFVA1UuV1k33MbmFoQQPHn4oGjJ0G488/N0dvditdmoqq4uXrpEOhitqc0ub4mEwzx5+KCs4y3OzdHe1Q3A9Hjpso9SKEJh4Ogx4rEYD+/dycrklFLirHJx4uxZqt78ClDYRVEHjqwuEBwcpqu3LxO0SLOFWFt3Xg/MbRrCm5wYGqK/sw9d10sGhZrThfR5Cu5PAlGDieqaWtq7umnYY0y/H2QZ5uYAyVo3xsAK7Zv+TPB5mNTW1+OqrimjlAwsu76kVlUrkX2Z3tc/s4dxq7n7PW5I8a1EsbKS9Db/z6ATgeSMIcWPWGN0Gd47amY4EsMfKBzUSWB1bZNINI6tSHOdYDjK9Hz+srdtJmeXCIVjnD7ew5IvgG91veC603PLNDXUUF1V6dhZoUKFCrtxVlVx4sw5kskkqWQSo8mUVb2yHxoam6h3NxIKbpJMJLFYrWV5swshOHbyFJOjT5ifnSn7eJNjY9RuTbo2tbYV31YIWtrac2Lc+dmZsjugexcX6O7rJx6LZTUbPChV1dUcHT7JtMXK3Mz01jB3YpfOnl46urpxfunPCu5DAAZdp3/dR/DsC3TtKmGO9gwWrcIRQE90E+NLL6NvZS4WE+p0ixUplKzJ+dx9SmKmtO1Te1c3dkf5InjO8Yymks2dpMGQztJMpehaX8HrqDnw8QrR0z+AwVBe2fDuuNxitREuUUZuNJoYPn0277Lq2joCa/6i73/Nv8rVb34DVTXQ0t5Od19f2WN9HnDevw568ej8G19+THRsTxKFomJu3skgnplfJhwpnNiQSKS4eX+CE0e6aG2q4/H4PMk8z7eS9DPfvZFpXrk8XKnuqVCSSgZmhQpbKIqK1WY7sHi5ja7rJJNJDAYDdoej6IU4EY+zubFONJIWHd1bfov7Ydmb7hwuhGCgRGnSwNFjWeORUrI4P1d2yfG2OBqPx8su4yiEw+nk7MVLOJxO6hoaePHV7+DI8AnaOjpp7+rm7MXLnL10GZPJjMm7UDTrUQHc8TAnzpzLmXHduPIdhcVGoRBvbCXW2bfltVl6Rjs0fL7oWBAC/coHOXPx0lOJlwDRrn70EkGTbraw9BP/OxuXP4jZYKDf79nXbLkQAmWrVG373Nt9jjQ0NnL81BkURaGhsano+awjuGRKZ/dFJfxBxEopOfVHLDFOmvLPcr9gSlIlJErBfezkTkgEd1IG/t9BB6N5GgI9r2wEC09I7Ge9Bc9qWT/z5dV1llfXmV0s/vApBMyVWKdChQoV3s8YjUasNtuBxcttUqkUUpeYzOai/plSSiLhEJsbGyQTCRRFobVjfxY2wc2NTDWOs6qKlrb2/CsKgclkyim11XWd+ZniPoO7iYTTx/KVaPRTDk0trZw6dwFVVekbOsKVl1+lZ2CQ1o5OegcGufLKq/QODKIm4hg3A8XNbYTCMZeD/qEjWQ1dNKeL0PFzRRvabFx6FdR0ZmqpLENpMhMeHC5api2Ahu/7YYaODz+VeAkQGRwuGsNKoRAeOoX3p/4x4cFheteXsaYSRQXWfOkFDmcVnT29mZhx+9/tirOWtnZq6upQSsTdqsFA9VbixZp/Ff9K6cqkMxcvYSrQhKejq7vsGFnTUszPTHP72rWyE0ueB0ze+Sz//HyE4ilMTa2Ym9uy/rebcmPAR6NzhKMxllfXi370sXgyb4l5hQp7qWRgVqhwSEgpmZ+ZZnZ6KuNlqSgKLW3t9AwMZgWwkXCYidHHrPp2bsTOqip6BgazymlKIYTI6qJe19DAybPnGXv8KCOKQrq8vf/IURrcjSSTSeZnplmcn9t3d8dtgS9VpHP7bqpr6zAa0wJcdU0tJrMJKdPNgPaWPqmqmvbmbM3dj1TVgp5DGZT8l7NozxCr3/kadV/+9M6LW54vyfpGfD/0syUF3O3uhIqiEOk/WjCrUwqFVHUtwVOXiu6vXKTZwuaFl3G9+ZWC73398gfRrXbWP/BdrL/4EdqDm6yPj+NbXU1nHQDb/1dTV4/FYiawtkYsGk03n2pppb2rG5vdTktbO/7VFULBIKqiUO9uzMr06OzpLdhNVEHSqeqcNKSDvDcSJvxyb3FWNh2Kzscthc/BTSn4DlOCz8dNu3wwt3NMc/erI0gh+a2wld+sCh22Feg7Qrkz0UqJ9SKxeNm69tziCqFw8euQlBAMlX+tqlChQoUK+yMRjzMx+oRlryeTQWixWunq7csRFn1LXqbGx4ls+X4LIXA3NWWyKfdDKpGELZ108NhxTGYz8zPTaNrOZGNtbR1Dx4cxm80ENzeZm57Ct7yE3Ed37G1/bUiLtKWqPAAam5vRNB2j0UhNXR0gUBSBq6Y2x2feYrXS1dObs49S9kLpwQEFhOe1j/4ASiyCffwRUlG2BDGBkDqb515i8+IrJXe/O67ceOmj2CYfQ56GjRLYPPcSqerDaZ4X6T9Oos6NcW01R5SUQoAi2Lz4Msn6Jla//ycQiTin1/zcfvKEWCyWVSWlKAru5pZ0k6YVH5qmYbFaae3opK2jE1VV6ejqxre0RCIRx2yx4G5qznznBoOBzu6eoo18unp6M88eM5MTJd9f3+BQQZFXSolqUKlrcJclhG4TCm4yPzNNd19/2du8G/jRj5/L+3rk1qe4N1Z821Khp67rJJLlibqarrPgWS1r3VA4RkPdwRpUVXj/UBEwK1Q4JEZHHuKZn896Tdd1FuZm2Vhf58zFS6iqSjgU4tbVN0lp2Vlnwc1N7t28seXFWV4AKKXEYrVmvVbX0MCl+pcJbmwQj8cwmcxUVVcjhCAej3Pr6lvEipSZF0IIQWNLWl00WywIRSkZqDY2N9PaXr6PaCGifUcyRuv5kFvCYiFCpy4R7T2C4/4NjP5lpMFIZHCYaPdgjkn1bmLRKHPTU3gXF9A0DaPRSEt7B8nv/0mav/557I9uZ4JNCUS7B1j9nr+LLNOPtBzWX/oISjyG89Yb6ZIeQTpYlrB56RU2L766s7KiIl01HD93geDmBkseD4E1P6HNdAlywJ8OIMwWy1ZWZfqciIRDWKzWdJalu5EGd/7M0e2yuO1yf4MAXZfoQtCravxTRwR1K+h5M2EoWc4e0gVKniApJuF3wla+nTTukioFRiROobEmCz986Ai8usoTTeWI4fn3L6qrdpZ8qFOEoLa6eFaG0WAoVTWWIRyJo6oKyVTxz89gqBRxVKhQocKzIJFIcPPqW8Ri0awLdywa5cnDByTi8Yyn4uLcLKMjj7K2l1LiW1pibbU84WA3u73ShRD09A/Q2d3DeiCArus4nM5MJuiqb5kHd24fyAddSom7uRkAm81W1j76h44+daWUNJpK2gsJXSfSeyTvMmkwsvIDP82Gdw7Hw9uo0TCpqmpCw+dJ1hevvFnzrzI3NcXaVjzmcDpp7+yGH/sF6v/XX2D2eTLr6gYjmxdfYf3FDx/wneZBVVn+kZ/D/Ze/j9nnSQuwALqONJnxff9Pkmxo3nmvJjOWphYuuZtY9S2z6vMRWPMTj8XQdZ2lrUZRNXV19A4MEQ6FkFInEg7hrHJhNJmK9hPo6u0jlUplsnazyv27ezIZvslkkvW1tZJvL1EgMSMU3OTh3bsZgX/n41BRVLVkQsfC3CxdvX3PTXnzH3zyI7yxp+HONoGN0n729bVVRd9r2o9VoOulf7NCCOKJ8sROVa3ElRVKUxEwK1Q4BDbX13PEy90ENzfwzKf9IydGH6dnsQsETXqZnQEhfVNoam7J+3pVdXXO62Mjjw4kXgIIRaG9qwtIz5o2Nbew5FksGHAqikJjc3PeZfsldOws1W/8DUo0knd2GinZPP+BovvQnC42XvhQ2ccMh4LcunYVLZXKvMdkMsns1BTLHg9nP/RxbK98D+b5KYSuE2/tPLQZ8iyEwtqHv5/N8y9hf3QbNbSZLmE6dhbNVdiXyFnlYtXnI7SZW44Rj8V4ePd21mtGozGdpdvYBFKiqGre4KWuoYGXP/F3+QFljM/+3hcxCbhQY2FI1bJmbKNSIEt0H4/nWSwl/LuQjQcpQ2b77W9cA8KyvODGoynvCQHTZDLQ1lzHfJHZ67aWeox5jNF309xYy+KSv+g62xgNKvW1VczMLxcVoJvch++LVaFChQoVYHZqcqsiJ/9VeGp8jKaWVlRVZezxSN51pJRlZzYCIAS1dXV5mz2qBgN1DdnZnKlUkof37h6siSPpypztRo717kYMBkPhUl0haHC7n1q83Gbj8gdp/Mvfz7tMCoVUTR3RAgLm9ngSLZ2stZRfor8wN8vYyKOs9LZQMMjjh/cJtLRy5Kf/CWafB+PqMtJkJtrVjzQdzvvdjeZ04f2Z/wPL7ATWyccILUWiqZ3wkVNIY37bIkVRqHe7mZmcIB7PbboY8Pu5+da3s15zulwcHT6B2WItWE4vhKB/6AhtnV0sexZJxOOYzGaaWlqzEjQ0rbQAJoTIyhLeJhqJcPva1bznlqZpqGVYPCQTCTRNe2o7iGfBj378HB/u3WmI6pp5M9Mt3Nyae352NOlMBR6QKCAqSqC7vXgjLCEELY21LHhLx5VSSmxWMxazkVi8eAWfu76SfVmhNO++X2GFCs+YcCjERiAAAqpra7HZnr4JhWdhvmSAuDg/h7upuaSxudR1FEUp2rlxm77BoSxvnmLEY7GC5b+lMBiNnDx7Puuz6ukfYG11Jd0dOc/7Hjx2/NBMr6XZgveH/yGNf/Y7GGK7BFghQCisfN8nSDS1Fd7Bfo8nJY/u3UsHOznvTRKPxxgdecSJM2eJHDl1aMctRtJVy/TQaSLhMAaDgTqbg2KfbjKRKKvcJrN+MsnI/XvAPQCsNjvtXV20tndkCZlqSwN/cSXKFz7x+/xkxtA7N2DsUHWmNVmwiY+CpE3JPccfp1TupfK/Mx1BoswWRdbnY5K8LI70tROLJ1jxb2YV0EvAXediqK/4ub+xGSYciWKzmolES3d7b2mqpdldy5xnBU3L/Y4EYDIZaW18BoJ9hQoVKjxHSClZ868Si0QwGI3UNbifWuSQUuJZmKeUh7R3cQGj0Vg09pRSlp01pioK/UNFRLs9LHk86HkEo3Koqatj+NSZzNhUVWXo+ImcyVUAhMBoMNI3WP7YShHtPYLvlY/R8PXP7zS12WrOk3LVsPzD/6Bohc5+iYTDafES8sbMS55F6hoaaGxuO9R4tiBCEGrrYsZkJ5VKYrXZqDUYik47L3u9hILld4oObmxw7Y1vZf6ua2igs6c3I1rvxrpljVAIk8mMajCgFfGilFJiz9Pgam5mOqfqbTeJPIJsLqLsrulvJ59+zcEXPvEab+RZlk+8hHSW44VTA1y/M5a3DPz4YAd1Nc6Cx9R1nRX/JmaTEUUI9DImMFoaazGbjDwcLdyoq72lHou5vGfaCu9vKgJmhfcN8ViMkfv30t3ndlHX4Obo8ImyhcB8RCLhkjPQsWi0LH9LIQTNbW2sLC+TiMfzCqMWq5Xuvv60Z2QZxKLRA4uX7V3d9A4MZm7c28Kq2WLh3OUXmBwbzfJncjir6Onvp75AGfJ+kVKyMDvDzOQEsv883evLtG36MRsMqP1HSJx9Ac1RVfb+dF1PZ6EKgdVqyxvYBzc2CAULG0lLKVn1LROPxfJmKhw2Ab+fkQf3icd2zh9FUejo7qG7rz/ve/AtLx04KwIgGkkH2+traxw7eSrd5CgjXv7znG6Ee/mwOcHXEoV/UzqC78zjf/mthBGFwsKnLOKBuY0JySljeT6t7wZSKQ3P8hr+QBCJpMbloK2pLpNVqaoKZ4f78AeCLC75icWTWC1GWpvqqN0qMc9HOBLj7sg0m2U2AtoWJtua6zEZDVw4OcCtBxMkkqks3yur1cy5E30YDE/fLEnTdJZWAiz5AqQ0DafdSntLA06HtfTGFSpUqPAO4l9Z4cnDB8TjOyWZiqLS1dub1cBkv6SSyaJCDQBCEI1ESBmNJSfQpZR0dvcwNzOdXi+Pn0hNbR39R45idxQWLnbvLxwKsbayAiXNYrIxGAwcO3mKugZ35jVd1xBCwd3UxKlzF5gaH2NzY33rbQoaGpvoHRgs2sBoPySTScZGHuHbiGI/cpnBNQ810TBGhxPlzCWiQ8NgKP+ZIJlMkojHMRqNBTNEPfNzJfczPztDY56qqsNGSsnM5ASzU5NZyRJms4Wh4WHqCvimehcXn+q4/tVV/CsrHDt5et8VWoqi0NrWztzMDIXON0VRMlZXu1laXNhXc8sctrJ/3ykB8w8++ZG8r7tm3kzH4+SKleFIjJnJhYwlUJO7BnedK3NNctqtvHzpOB7fGr7VDXRdx+W0095Sj81aOOvXs7zGyNhcSYuh3bQ21WGzmrFZzSSSKcam0ufR9uVRyrTAebS/QMOwfRKLJ5j3rBLYCCEQ1NdW0dpch6lEpVKF54fKN1nhfUEqleL29at5BUT/6gp3blzj3OUrKEr5D+RSSjbX1/EuLhAOhUqubzAYMBQozdi7X7vDSd/gEdZWV9jc2EAIgbOqClU1YDQacVQV9ybZZnN9nYnRJ6wHSvvG7GZbHGtpb8diSQsJ/pUVZqenWN8SgO0OJ+1dXRwZPsHAkaPEYlFUgxGr9XCFh+mJ8Z1MQlVlvK6FidomhlY9HL1zlcarryNVlXD/cTYvvVpw5lrXdWanJlmYnck0PjJbLHR299Da0Zn1eYZXfZnZ+GKEgsFnLmBurK9z9+b1nIcTXdeZmZxA07S8GRPJRKL8srEi+Ja81LvdtJ47xW/5PsUXPnGzpHgJ0G/Q+D5znM/GzeQKjpJaIelQsgOgFV0woallOMAW+14k32eJY3tOMjDXN8LcuD9OalcwuLyyzviUhzPDvdTXpsV5IdJB2PbfpYgnkly9PUqygMl6Pj9Mm83C2eHeTJBX7bLzypVhllfW04GgENTVOLOC4KchGktw/e5YVlZoYCPE7OIKfV3N9Hc/+we5ChUqVDgIgTU/927dyHld1zWmxseQUu676YemaawsL5U14SxIW78YjMay5MP2rm46untY9nqIxWIYTSYcDieKomCxWssSB6WUeObnmJmaJB4r7qO3F6vNRldvH+6mZlRVRdc1FmZnmZ+dJR6Lpu9xbjedPb2cu3yFWDRKKpXEbLFmmkEeBpqmcef6VULBECAJma3cau7Fnohx3DfHwBf/CuPnP4VmcxA8dZHN8x9At+av1IpGIkyOjbKya8K4uraO3v4BXDXZFivhZW/JseWz/HkWTI2PMTs1mfN6PB7j/q2bnD5/kera3CzJRHx/33kOW5/R4wf3qK2v3/f32tnbx+rqCpFQmHwiZm19Q1ZDQykl62trecvK9yIUJf0d5omZBekmlu8En37NkSkHL8Re8XJy1svYlCdrut+zvIbTYeX8yX7MpvTnbjCodLQ00NFSXqOvpZUA90am9zX+1qY6jg/ueKD2djbR2lTH4pKfaCyOyWigubEWp/1wnh2XfAHujkxnPfusBjYZn/Fw7kR/Sb/4Cs8HFQGzwvsC78J8VlfuLKQkFAyy7F2iuTVPC+w86LrO4wf3WfZ6yhOJhKCptQ2b3Y7N7sgxkd7L2Mgjxp88pr6hgY7uHlzV+/eaWw+scef6tQMJWO6mZnr6BzJ/z89MM/7kcdY64VCQJw8fsB5Y48jxEzic5WdBlks8Fsspg1Z0nQ9N36c1uCPKCk3DPvYA++gDfB//SaIDx7O20XWd+7dvsbaaXb4fj8UYezxCOBRi8NjWNlqK6mtfh7riAp0jHqXtxtep8cyArhPv6GXzzBWS7sMVXabGR4t+h/Mz03R0decIqWaL5anFy20WvIv8te8x1/+iPPFymx+3xnAJnT+NWfaIkoJ1Cb8SdPAvnWHaVI3/ErbyZrK8BzGADxgTvLG1vkI6SJPA95gT/JClnHKgd554IsmNe2Ok8pRpa7rOrQcTvHjhGPYis+GFmF3wFe0QKSX0d7dkzpHaakfebE5VUWhprKWlMfdh5mmQUnLz/jjRWHzP6+l/J2a82G2WQz9uhQoVKhwGk6OFGwtCumNyW0dn2dU90UiEOzeulVWpA+lraGNLC6pqKNrFGdITYG987asYjUaa29rp6Oo+kJfk1Ngos9NT+94OoH/oSKYyR9M07t28znogkFkupWTF52PV5+P4qdNpP24OPxPfu7iQUwbtioX5nvFbmDQNZSsKUSMhXG+9jv3RbZZ+4hdzKn0i4TA3r76ZYzW0vubn9vWrnDh7LpPJaFpawLq8CM7awhPjUtIaCtDwmT/CtOJFN5kJHzlF6OSFggLqQUjE48wV+Q6llEyOjXL20uWcZRarjUg4/NRjSDf/Wcz46peL0Wjk7MXLPLp3Nyeeh3RDqds3rnHm/EWi0Ujepj0FkRJXdQ0bgbWsihN1K2O4ylW9r7EehL2ZlsUyLAvhWV5jbCrdCGr7rNz+NxSOcvvBJJfODO57ElpKyZOJhaLrqKrCkb42orEEBoNKU0NN3mxOi9lIb2dxj82DEAxFuTsylTfZVtN0bt4f5+VLxzMCboXnl4qAWeF9gXex+EUX0iUG5QqY0xPjLHu3bhAlRSKBwWCgrTOd5dc7OMiD27dKHkPqOis+HyvLyxw9cYqmlvKFMSklTx4+OLCA1dqxc6MMh0I54uVulhYXqW9w4246nIY9Wfv25JarHF1doDW4lpODJ3QdCTR89k+Z/0e/irTsBL7LXk/eYGebxfk5GltaqK6pxTb2ELd3hqu1rcgCN/i2jVW+Y+YBCmSaChkDfhx3r7L20R8gePrKft9qXhLxOAF/aYPsZa8n06lxm4bGJkYfPULXn76RTWojwPW/uLMv8RLScfrDVP7bjI4gieQ3w1bqhc4jbadpT2kkHQaN37HF+FbCiF9XqFZ0XjQlqVcOR7R9O1jwrOYVL7eRumRuwceRA5TVlGOsHgxFOH38nckq8AeChMLFszkmZ700u2uem66fFSpUeH8QjUTY3Ngouo6UEt/yEq3thTswb6PrOndvXt9XVmNdgzsjqjQ2t2Ri0kJjgXSp89z0NEueRc5eurKviplwKHhg8dJstmSVjM/PTGeJl7sGigQe3b/Hi6/WHZqP+m7ylXK/PDuSJV5uI6TEsLlB7d98hpUf+OmsZWOPRwr4pKc/78cP7nPl5VdRFAXXm1+hfXOdBWeBCTkpubIwypDfgxQKQqbjWZPPg+v611n60f+NZMPhCD6+JW/JZ4ON9QCxaDSriQ5AS1tb0Vi6XIQQhELle2lmIWWOFdhughsbTIyNsuRZLG3DkLVbydHhEySTCVZ9PjRNw+F0ZjKGnzXFMi3LFS+llEzOFs70lRLWN8Osb4apce0vE3EjGCEaK96pXdN0DAYDAz3lZXQeNjMLy0WXa5rOgtf/TMTTCm8vFQGzwrua4OYmC7MzrPlXQaZNv9s6O/c9E5aIF7/oAnm76uVDS6WYn50p+9hWm5Xh02cypdgN7kaOnjjJ6KOHaJpWPINzV7lFTV0d5jJnzDc31g88S9rTP4BrVwfzxfm5klmm87Mz+xIwlWgYx/0bmBdmQAhinX2Ejp9FmrOzCOOxWPaxpeToSuFu7wIglcTx6BbBsy/uvIe54t5DQgg88/NU19RiH72PSU/hioVZt9hzZsutiVhavJTZcpvY6h5f++XPkHC3Ei8z4NhNwO9nfnaGzfV1hCKorimdeSuEIJHIPb8NBgP9Q0cYHXm473HsxWJMB2/7ES8BVnXBnZSBQiXfOoIlXWWJ/QeHZqBakXxvHh/N54Xl1fWiy+XWOgcRMJNlBO7xAh0o3w5W1jbylrHvJhSOkUimKrPlFSpUOBSklKwsL7EwN0skFMZgNNDY3EJre8e+MhLz3XP3IoQgWcZ6AP4VX+EqoTy4m5o5Mnwi8/eR4WEURclM1heP2STJRILHD+5x5sKlso/pWVg4kC2NqqoMnzmTldW2UCKG1jWNJY+Hto7y4yijz4Pz3nUM6350q43w0dNEuwdAZPsW7hWJ6yKb1EcLi2lC6tjGH6EGN9Cc6Q7JsVi0pJCXiMdZW12lvq4O2/gj3GY7ipToeSbkBvyLDPk9mePBVtQkJUo0QuNf/t8s/Pwvwz5sriCd6brkWcQzP0csFsNkMmM2m8v6HpOJRI6AWe9upKa2rqiAWC7qAf0klzyLyBJNThfnCjeKKYaqqlht1c8s2/IPPvkRXDNv5l2230zLfMQTyZITw0LAin9j3wJmsYqeg6z3LFjxb5S0OvWtrlcEzPcAFQGzwrsW78ICjx/ez7rRLns9LHkWGTh6bF+BjcVqIZEoLlCWOxO9sR4oq+tiQ1MTre0d1NTW5WQQNbW0UtfgZmp8lPW1NSLh4k2ApJR4F+aLduiDdEmLZ2Ee/4qvrPeyu9t5dW0tHV091DVkz5wFNzdKBjr78e2xTI3i/swfIlIptt1ZbGMPqP7mF/H98N8n3tqVWddoNmfdjExaCkeyhNAsFExL2ZmbpUpItg3pAYjH+FrnsbziZXowAh2BWqjYWVFw3vzWvgXMqfExZiYn9pzvpT2TpJQ5QeY2rR0drK35WVkqvZ9CKIrCh+tScIBJ90VNpbhf5TbFm/LsRQBnn6MmPYXQ9NIPgnqJQL0QFrOpaMdxIShq1P6sKfcZ+LBsECpUqPD+Rtd1Ht69w6pvJ0snkYgzPTHOwuwsZy5eLKuBDYDZUvraKaUs2yN7dWWlLFGpd2AQd1Nzjl+loqgcGT5Ba0cH0+PjhMOhoqXo296AkXAIm72wkCGlJOBfxetZZG1lpazr8fb7UFWVptY22jo7se86RjKZKCkACyHKjyulpOarn8V181tIRQFdB6HgeHiLWGsXyz/0s1kVOUaTOeODDlAXDZaMQISUmHweolsCZjRcntgciYQRripCRjNf6jtdsKrHsFVBlG9pOgt0Hdv4CJHB4bKOC+lGULdvXMv6HJOJBOEyMx/znbuKonDi7Dm+/fXXSSUPHoNJKalvPFijz1AoeCj+7ntxulwHslUohLrHV/IvrkT37WW5X/QyYkoQZa6XjdVSnhVGues9C8p5W5WY8r1BRcCs8K4kHArx+OF9IPtis/3fYyOPcLmqcbpcZe2vpb2DzY0HJdYpL8up3At/XX0DtXX1eZfFYlHuXL9ONFJ+lmRws3i50sLsDGOPR/J35yjAtjhiMptJpVI8uHMLKSVOl4v2zm4am5vLamxUbmc+w9oKjZ/+r6CldgVq6bEqiTiNf/57LPzcP0O3px8imppbmB4fy6yplXMcAdKQvrQZ1tdwPLjBC7OPiaAwWdPImi3/A4phq3HJQk0T83qBS6MQRI0mJmqbOeLP341R6DrWmeJ+VHtZ9fkyXp/7vbkKRSnetfIpbtZCgKKlODM6fqDAyiTKPfZ+SoQl/apGg/r8ByHVVTbCkWjBr0gALufBvK/aW+oZnSzcMVRKaGvOf316O3A5bSVPTZPJUMm+rFChwqEwNz2VJV7uJplKcu/WLS5/4OWyLCssFis1dXUE1tYK3mMVVd3ycSyN3BKwStHa0YnBkD8+WVle4uG9uyWz03YT3NwsKGBqmsaD27dY86/uSzDaXs9sseBf8bE4N4uiKDQ0NtHR3YPVVl6yQLlxZdXNb+G6+S0gHX+lB5H+1+yZpeHzn8L32t/LrN/S1sbELv9SXSjlTbOqBpASy9wk7Q9vYV9cYN1iZ7y2iXiBjuUGgwFpMnO7tZ+EqhYUMB83tHPCN4ctlV/YlYqCZW5yXwLm2OORgzUFEoK6+vqCYp6iKE8lXgohcDid1NTWHWh7dZ9ZqOXS1vl04uFu/uCTH6F6T6bl5w8hw7IUFrMRg0HNagq5FyklVc7SDbv24rRbqXLY2AwVFu9NRgP1NYffD6FcqqvsrPo3Cl5LBVC9z8zTCu9OKgJmhXclC3OzRQMmIQTzczMcHT5Z1v6aWlrwzM8V9CyqqavLmIuXwllV3sXZWZVfXJVScu/mTaLR8suFAIQoHMz5V1bS4mX6APvaL6RLXRK7SuiDGxuM3L/LesBPfUMDAf9qkXGJsoN05603kLpGvncipIREgvhXPs/s0Glq6+upqa2jraOTha1yEE1R8dpdNIY38u4D0gFstPcI1d/8Eq43vwJCoQoJEoZX5piqdvPNjqPoe4LjbRFwvKoeEVhDFvm8R+taCgqYafb3HczP7q+r3256BwaLdnJUFKUsUdtkNpOIx9O/OwApMesa/zg+S0/LwcotOhUNBzqhgt/WwXCWLYy+u+lodRf1qpRAZ5u74PKi+25pYHHJTzgcy3s2NrtrqHEdXmOA/dLUUMPj8XmSRQLtrjZ3xf+yQoUKT42u68Wtf6QkFo2wtrqS5dVYjL7BI9y6+iZ6gXtr/9CRgmLjXpwuV17P791YrNaCXnyhYJCHd+/sfwK0SJwzNvIobd/EwbKWdtsY6bqOb8mLb8nL8Jmz6WYp63k8MLeQUpYXk+saVW+9XjR70TYxwsL1N0nVuWlsbqGlrZ3FuTlisShSShadtehQNErRzRaSdQ00/bf/C4tnFqko1OoSgeSsd5I32wYZr8ueSN7uqq7pOtOuhpJR4URtEyd8xe2OyiWRiBf1RC2Gqij0DgwVXaccQdvhdBIOhTLrbW9jdzg5efb8ge7tUkpq6xsyzwSHiThgnLqfTMtnKV5COt7vaGlgam6p4DpGg0pjQ/WB9n90oJ1rd8YKfvfHBjtQlHcuZutsc7PiL5zsI4GO1nfGn7PC4bIvAfO3f/u3+cxnPkNtbS0///M/zwc/uPMDXV1d5cKFC0xNHczguUKF3QT8/pIl1eU0N9lGUVROnb/I+OORtH/K1r4VRaGlrZ3ewaGyb6Zmi4V6dyOrK768opAQAmeVq6DQueZfLbuEYzf1bjdSStZWV5ifnSW4sY5QFBrcjQQPMstaBp75eY4Mn8BoMpFMJCkkzJXTSVBKifHRHZSiQY+kenacNyzVzE1P4XA6OXHmHKrBwPzMdLqbeGMXH526l39roZCsrcew7qf6za9svahnBbbd6z6SioEH7g5qYmFSqsp6XXNGwIxoelHxEiEImQqXhUlFIdZRvNR/Lxv5zOz3YDAYSaV2Zr1NZjM9/QO0tBXPHK5raCgeyApBXV09w2fOsupbxr+yQld7LQPf/CIvpALUtO7ff/FmwsD/jJl5oj2LOTLB07clenfgctoY6GllbCr/g2t3eyP1tQebzTYYVC6dHmRkfB6vby1zqVJVha62Rvq6mt9RcVBVFc4M93Lj3jhSypxLaX1tFd3tBysxq/D8UIkrK7wdxKLRkn6UQgjWA4GyBUxnVRVnL15mdOQRmxvrmdfNFgu9A4M0tZTXFBLStkKTo0+KWoa0d3YVvGbPz+x/ElQoCjV1daRSKbwL83gWFojHY5hMJtxNzXhLCKr7ZTvufnT3DkeGT7BxN3/cI4TA7nBSU1dGht7CLIZICYsgwDj6gLGGdqbGx2jr6OT0xYs8fnCfgN9P1GhmoraZvjVvXglLAhvnXqLhr/8EszftwS70nbhSkZIX558QNpjQVAOWVIKwyYJ1aBiTyUwsGqV0TqwkZCwcVwpdJ9beXXIv22xulLZ+AjAYjVnZlK7qGgaOHsPhLGylIISgtr4B/+pK0Ynx9q5u6uob8C4uEA6FUFSFBncTtfX1+449NE1jfnaGhdmZrGSLw2Q/mcvbfPo1Byt//ams177wiZvAsxcrC9HX1czaepD1zewKPwEIRXD6eO+B/UdrXA4unh7g8fg8G8GdJBy7zcJQbxvu+vKqIp8VDbVV9HQ0MTW3hGDniXX7v48NdOCwlWfrUeHdTdlPl//pP/0nfvmXf5mf+ZmfYWNjg+/+7u/mX/yLf8Ev//IvA+mLy+zs4c+IVHh/Us69bb83QIPBwJHhE/QNDrG5uYEAqlzVGIpkrxVi8NhxQlffIpaTRSkwGI0cPVE4M9RfptfRzi4FZpOZencjE08e52QRLObpqHiYeBcWOH3+IndvXk8HDruy+RRF4fjpM2X5RgXW/DSWaCwiAEXXMp9NOBTi7s3rXHjhJTq7e/CvrqQDmZYm2r79N+mNtmd3AaROsqae6m//bdFjDKx5GFzbEfW0+cdsWiQblz+YLpspoS9bUsnCM/66zub5l4rvIO+oiuOqqaZ/6CjRSASDwUBVdXVZvwF3UxOTY6PpJlX5zjkp6ejuQVEU3E3NfP7f/RRvbM0elwrAkhJiUmATEnVrKP8zZuJPotY93Tz3HvfgwpmCpMfwXpEwobezCafDyszcMv719IlXXWWnq72RpgPOkm9jNBo4ebSbI33tBMMRhBC4nHZU9fAyYtc3wyx4V4lEE5hMBlrcNTTUuco6N2urnbx4/igzCz68y2touo7dZqGz1U1rU907OpNf4dlTiSsrPO84XS7OXb5COBQiGo1gNBqpcpV3b96N0Wjk+KnTPLhzG8jNeKx3u2kt4vu+6vPtO0uyta0dpOTWtbd2PMBJeyduW9o8CzRNI5lIMHj0GKMjI2zHB9txsc1u5+TZc2V9ht7ZGbpKrCMBZZc4tTA3i2owcPr8RcKhEBvrAQJHjhJ5629wzIyly7x3NWmUqophfQ3L4kze/QtABz488wB113eQWJ1lzWYi1VaG8CgULIXKx4VAs1cR6T9eej+ZMZV3/vUNDmF3OEglU1ht1qJ+qLvp7O4p7LUvBOYtEVxVVTp7essdNkC6szsSVTUghEDTNO7euF40Y/cwcLryTxb/6MfP5X39NfVJpvFOVnMlRd13w8vDRFUVLpwaYG5xhdlFH9FYAkURNLtr6O5owmkvz8KhEDUuB1fOHSEUjhGLp+M+p916aBPiuq6ztLLO8kqAVErHYbfQ3lKPo8xxD/a2UuNyMLOwTGAjjBBQX5OeEK+prpSPv1coW8D8nd/5HX7v936PT3ziEwD8wi/8At///d9PNBrl137t157ZACu8P6mtbyAcDhec3RNCUFd/sDRwo8l04G23MZvNnL98hYW5WRbn50jE4xiNJprb2mjv7Cpq3C51fV+Bptlk5tT5C1uZlzMHHrPFai1q6l6I4OYGDqeTyx94Bd/SEmurK8SiUVKpJEIoeBfmQaYz/YrdwDzz89TbqmjbXC1YqKEjWLHtzOBJKYmEw6wsL9HY3JLJktTa2lnq6KHxL34Pkdrx0xSAbeIxYp8l3GoiTvU3v4QaDtF8/ELJ7pItzc0wpiDlTsdIKRSE1AkdP4tldgLT0gKRgWG0quqSx6+pqys5m11TW4fNbsdm31/Zr6KonDp3gbs3rqVFzD0MHRvOZDr8wSc/UpZ4OZtS+KuYmetJIzoCA5JOVeMVU5w/iaaDjOy818MSotKfz4fMz2/n8Xy461y461xZpVaHiclkoM50sEzO7ezIvWKilJJHo3PMe1ezHAq8y2tUV9k5d7Ifo6G0V5XdZuHYQAfHBjoONL4Kzy+VuLLC24XVZsNsNue9B24jpSwv6y8PdocDu+PpHo7r3Y2cu/wCczNTrCwto+s6dqeDto5OmlvbinpC6rK87LFtkbChsZG+oSM8un83HWsfEKvNnrZD2kdMK4Rgc3OTI8eHqXc34lmYJ7i5STwWQ9dSKIrK7PQUre0dRT9TTdOYCkW4IESWcLgXBVjd430+PzNNZ3dP1ve22vEPSH39C1Rf+3pWBKloGo5Ht4o2+lEg5zMwrq3Q+Oe/Bz/yD4tWbUE6sml2N8DyTCaWhLR4qZvMhI6dwXX1dVI19UQGjiMNxRMvqqqrEYpSMquwpq6+7Aamu6murWXo+DBPHj5k7wS1yWTi1PmLBe0O8iGlZNnrYW56ilAwPZFrMBqprqnFYrU+U/Fyu2rO4cyNkf7gkx8h8R9/Ke92X/iLdzbTshiqqtDd0Uh3RyNSymdSbeOwW3DYD5bNqOsSIXJj3Vg8wfW7Y4QjO9dp//omMws++rtb6OtqLmv/7nrXO54NWuHZUraAOT09zZUrVzJ/X758mddff53v+I7vIJlM8k/+yT95FuOr8D6ltaODhdmZgjKUlLLobPTbgdFkoruvn+6+/n1t53S5YL70eg2NTdS73ZlZzCcPizchKkVjUzOz0/svxRNbQbOqqjQ0NuJZmMsKJkLBTVaWl2l0VTHc2wN2Z6YJz26ikQgjDW10bBb201SQPGnILbvyLXlzGtVUv/E3CE3PCSjLES/zZk4CVbfeoPnMFeaqXPmbJgmBxWyh4cwFFvv6qbr1baxTT0DXSblqMS0v4Hh4K90JU0pqv/pZgqcusfah74ciwVxHV3fRzvGqqtLcevAZXbvDwaUPvILP62V1xYeuazirXLS0tWc6mKstDbi2TMeLBWSPkir/KmRHZ0ekTCGY1FQmo3aKdRRXSGc1aGULmjv7UpDowM/ZojQo7w0PzL28036PUkp8/g02gxHiiSShcIz1jRASsFvNdLa7aW9uQFEEU3PLzHu3/dGy97O+Geb+42nODu/PSmEvuq6z4t8kEotjNBhorHeBECx4Vllc8pNIJrFazLS31NPSWFt204cK7w4qcWWFtwshBO3dPUw8eVxwuc1uP3BjkcPCWVXFsROn4MT+t1tfWyu6jslkot7dSFNrK67qGhLxOCtLhb3yyqG+oYH5A2RJb1+rzRYLdfUNzM9Mb2XepQkFN1mYneF4Zwetbjcppwtpym4qk0wmiAuFiZom+guUf+tAyGTF66jJfl3X8a+u0ti8I4io4SCuG9/MG8HsLkctF8GWZ+NX/ic9P/T3WVtdKeiX2tLWTvzYcZYHh3HeeQvTihfdaEI3WzB75nBd+zooAqHraGYL/u/6ISJDhSu9jEYjLa1thSu0hKDB7T6QeLl7zLV19VsC9AaKolDXkPYZ3Y94CTA5NsrcnueTVDJZsOnWoSF2qub2Zlq+pj7Z8bLM1zjoHc60LJd3Oq5MJlN4fQFi8QSRaJyNYIRINC1QNtSlS75rq51IKbl5fyKzbJvtn8z4tAeb1UxLY+1TjSeeSOJb3SClaThsFuprqwhHYswurODzbyCR1LocdLa5qak0/HnXUraAWV9fz/z8PF27vO6OHTvG66+/zgc/+EEWFw/XK6XC+xubzc7xU6fTpuSwcwXbSvU5euJkUY+WdzP1DeVlfza3tVFTW5cJBHZ7LO0XRVFo3yrB3p7dLIdtE/JtRh89zPFrdMSjnPVO0b3uQ/lG+nuKdvSx/oHvJN7WlVnPZDLhcdZy393BCd9clmn69n9fb+ljzZr7ve7tqGcIrGKdmyz7fZSLFArWu9cYOPsSs5MT6RnzXbiqqzl24hRGo5FUnZu1j3wcAMvMOI1//rs75ey7Zr2dd94CKVn7ztcKHremro7+oaOMPxnJsRdQVZWTZ89jNJmIRaMszs+xEQhs+RDV09zWjsmUvwPmblRVpbmtjea2wgFXqTBHk/CbYRsaIPOG+MX3ou/jMeCEIUFAU5mXCipw2pji+8xxjhjfO+Xj7yYCGyHuPJwinsjfXTQcjTMyNs/q2iYnj3QzXcQkHsC3ukE4EsN+QL+hpZUAD0dnSSZ3vu+HgLqnw2Y8kcqUsZ872Y9hnw9OFd45KnFlhbeT9s4uwsEg3sWFnPusyWzmxJnyypbfjbiqa0oLmGYzrR2dOJzOdBbkU8SUQgjqGhpo7ejcd2WQlDITB6dSSe7eupElXgK0ra9wemma+ruvA6AbDISGz7P+0nei29JVKIatLMQbLX00RDapjoXTPn9b+9CBlKLyetfxvL5UmpZ9TMeDm1ml44eBQGJa8WJZW+HYiVNMjD7JauAphKCts4vegUEQgmjfUaJ9RwGo/ZvP4Lz95tZ4JOhb1k3xGA1//Scs/10Lse7BgsfuGzpCJBLO2y/A6XQydPwEUkrWAwG8C/NEIxFMJhONLa3Uu91lTQharFZ6+gf29ZnsZT2wliNePgvS56yb9cAaqWQSg8FIc1sbHV3dfP7H6/nCJ7Jj9C9s/ftuzLB8HpBSMj23zNi0p2DV4ap/kxX/JsNDXVgtRoKh4lWCU7NLNLtrDnSd1nXJk4l55jwrWZPuRoNKMqVlVRItrQTw+gIM9rTS03mwJqYVni1lC5gvvvgin/70p3nppWxvt6NHj/LVr36VV1999dAHV+H9TUNjE5deepnF+TnWVleQQG1tHa0dnfsuo303UagT+l7u37qJqhpo6+zcd5ZnBpF2wjl+6jQmk4negSHu3bqxr120d6b9e+KxWE4zGGc8wveO3cSkpbJmvy3zkzT96W/j+4GfItp/DIDGllb8qyvcbO5lxVbFsZV53OENQOBxVvOwoQNPVW72gxACx54yIuPqs5mVlVISmBzjVlLFaDTS1tmF3e4AkX5AKCSaV3/zS+mx5lkmAOfda2xc/iCaq/DMYXtXFzV1tSzOzbEeCKCoCvUNblraOzCbzSx7PYzcv5cVCATW/MxMTnDi7Hlqap9uVvL3PnGazxfonLjN7aSBgHx7styWNJUr5iT/1JTArciyfHEBEhLie3w5KxQnHIlx4+44Whkm9r7VDSZmvEW7h2+zurZ5IAFzxb/BnYe5DzSS3MmMbQIbYUYnFyul6M8RlbiywtuJEIKh48M0NrewOD9HJBzCYDDQ2NxCU2trRhB7Honm+LHnEgoGufHmG9jsdnoHym9cmQ+zxcrgsWHMZjMtbe14FsooKwIQApvNTu2WjdOSx5PVRAag3+/hpfknWY1vlFQK591rWKee4P2JX0R3VGEwGKh3u1ldWeHz/Wc5urrA0Ooi9mScpKIyUdvMw4Z2Qub8WYZ2+964svik3NOEE5PX32Kxqg6H00lP/wBGoxHVYKCuvgFjnglodXMd5+23CsaUUkDNN7+Et4iAqapp+6BV3zKehXli0Sgms5nm1jbcTenM05H791j2erIE/RXfMs4qF6fOX8B4gB4B+2Vxbm5/fQEOiBDQ5bbx2o+/wve9ehqbNR2buGbezHhZ5hMrpYQIWxZVlZiybOYWVxgt0KBym+1v/OHoDG3N9VkiYj6C4SiJZAqzaf/n5aOxWRa8uWL+diy7+7jb/z06tYiryk5dzfOZMPVepmwB85/9s3/GrVu38i47duwYX/va1/irv/qrQxtYhQqQ9i3qGxyCwaF3eiiHQigY5PE+SsE1LcXs1CThUIiaujrWVv2Um8GWLvluoqO7O+PtUtfQwPDpszx59KCsjpzHTp7OdFMPrOVe+C8tjOeIlwBCSkDi/vR/Jdo9yMYLH8Ld0snctJNwKMRstZvZand2Zm0BpJS0tGeLEtJYOuMQ0v5BYtddqZiH0TZRQ3rfyWSShdmZzGdWaDZaDW5g8ZQooRJgf3KfzYuvFF3N4axi8FiuUXtwc5NH9+7m3UbTNO7fusHlD7ySbkB0AD79miNTKlNstnlOU1GR+ygBz0d52/qkymdjCv8rZuaXHBFOGvM3gNIkXE0a+VzMxIKmEt86hg2dD5uTfL8lhuM9UFkspSSl6SiKOHAHyUJMzS2V7aEG4PWV50el6/t/IJFSMjp5sMy7Be8qAz2tZXlvVnjnqcSVFd5utisXauvr3+mhHBqL83P4vN6y14+Ewzy4c4uBo8f2LRyZLRZa2jto6+jMiFsDR4+hGgxp26cS+7JarZw6dz4jnq6tZlsKmVJJriyMphvv7NlWSB3jRoD23/5XBM+8wPrlD9Ld149/dZWUauB+Yxf3G7vScWUJcdZmd1BVXZ31mjSaKKWgSEgnBuxTbNuOK0PBIKFgkKHjw0W71NtH7xetWxdSYvbOo26sFZ0YF0LQ0NhEQ2NuFtn0xHgmKWHv9xYMbjJy/x4nz+ZvYHOYBDc3n7l4Cel45NaDKW4+mOL/+nd/yK/EpqhiZ0J0d+y7oQu+EjPxlYSJdSnYdtpvVzS+1xLnFVOy7En1dzO6LtE0DYNBPdTsc03XGZ/2lF5xCykpmX25zUHiynAklle8LIUQMLPgqwiY70LKFjBPnDjBiROFTVmOHTvGsWPHMn//wi/8Ar/2a79G/XsoSKhQ4WlIxOPcuX6VZDJ/iWYxVn3L9PQP5gR7xRg4eiyvb2JDYyN1DQ2sra4Si0YwmkzU1NSysuJjbXUVKXWqXNW0tLVnCWJ74wtbIk5b0F9UjhKAdXoM68wYK3/nJzh1/iIj9+6y5t96H1s3TFVV0bT8mVXdff05Ru6xtm40sxU1XviGJxWF0IkL2B/dRkkmkIpCylmNYTNQMPhUkEzUZgd6/pUVfEvegsGmEiud+YBQUGL7b6C0zfzsdNEHDU3T8CzM09W7f8/BT7/mKDr7vBuzkJQnc+WTisuRj7PRESSR/NuQjd92BXHt8b6MS/j1kJ1HKUPO/iMofC5u4kbSwL9yhnE+p76ZqZTG9Pwyc4srJJJpEddd56Kns+nQ/Hm8y4H99GAgFk+U9eDrqrLtaxzhaJzJGS/B8MF+K7ou2QxGKsHmc0IlrqxQ4enwLXkZffTwQNtOjY3S1NKKd3GhrPWFEFy48mJOxqCiKPQPHaGrp5fVFR+apmG3OzBbLHgXFwgHgyhbE+oNjY1Zk8F77yF9gSWUEmXcQtdx3nwD2+h9xE/+Y06dO8/IvXvE47HtgWbGu3f/QgiEEBwdPpEj2IQHhnHevVrwuFIoxFo6kGYz1qnRtJ+31YaSSCC0/BOsOrBhtrFmzb5Xj408oqGxqWCGoxKNlBRTAdRYFO0AvUo0TWN+ZrrwClLiX/ERCYfK7kx+UNS3ccJRbn3nHmHh96oG+BVnbvw+nVL4l0E7kSxDgjTzusJvR2xMp+L8jC323IqYwXCUqdklvL4AUkoMqkJbSz09HU0Hym7cy1ogWFaVzm70rYaRxTAZDfsan5QSfyDIyHiZGeI528Paevm2axXePsoWMPfLn/zJn/DJT36yEmhWqLDF/OzMgcRLAIQguLme8UksB8/CfMHGL4qiZHlbArS2d9DaXrj80lWdHSVVJSJlyVGC9E2p/vOfIvqL/4JT5y8QDoVY868ipdwqzXYwNz3NwtxsJjPU7nDQ2dNHU0tL7k4NBjaufJDar30hdxlpKWvz/AcIvPox/B/5OEo8jm4yYdhcp+UP/yMkEpkuj7u3GattZsOSa0+wODdXUMDUnNVZXSPzomukqg9e4u1fWSkpFvlXVvYtYO5HvAQ4Z0zxR9HyIzZlK32g/Ny+XOSWiPl63MTHrdnm3n8csfAotR385o5LR7CkK3wqauYf2mNPMYp3hlRK49qdMTZD2UG2z7+Bz7/BySPdtDQVPq+klMTiSYQQmE2GvDPsUsqySsd3IwS0NNbiWfLnTRARgM1m2ZfA6lle495IkQeqfYytwnuTSlxZocIOUkomRp8cePtUKkVNXR2xWDSvT2K+4y0veWkr0EDTaDLlxJy9A4VLnCHtK767gWFVPIKOQC1RaSSQqKEgtV/5a7SP/xRXXnmVtdUVwqEQqpouLdd0jenxcXxL3kz8VO920903kNcOKNbdT7yxFZPPmzc+BMn6Bz9GvLULkUwiUkl0iwXHvevUfyk3U3x7SvV6a3/OjUnXdZY9i7R1duV9f8maOihxX5ZCkKqqLrpOIUKbmzm+o/lYW1195gKmu7GJYJnWWts8bcm5juBOyohXU2hWdz7nhIR/HbITzSNebh0ZgC8mzJw3JRl+Dj3ZAxshrt8dQ+4SDFOazsy8D89ygMtnhrBZC1e5aZpOIpnEYDAUrHbZr3gJYLOaiUbjRbftbHOjKOUFebouuTcyzdLK03Wwr4SU706emYD5dqSDV6jwvJBMJJ7OpFpKopEIw6fPUlNXx62rbxbMWNwmHjtcwcZmd1BTV8/6mh8pJQml/MuHAEglcYzcJnj6CnaHIyersruvn86eXhLxOEJRMJlMRUsaNi+8ghqNUHX1a+ngUAiQ6TKj0KmLBF7+7vSKiopuTWeCpWrq8f7Y/079F/4M8/JOmWpKKIw0tHGruTfvsSLhcMFx6BYr4aET2J/czytiSkAajYSLdIwsRTnXU13XWfX58CzME42EMZnMNLW04m5uzukIqbY08BdXomnxclcnRSlhTFP5VsJISBfUKzofNCdp2QrwmlSdK8YEbyWNeZr47EbwU9Yoc5qKBqzqgicpw4GFTAk8SKl8fNdrIR1eT5goFV7oCL6eMPETthjW5ywSmZxdyhEvd3PvcTo4G+htxbHLa1LXJTMLy8zM+zJNeWxWMz0dTbQ112X9roQQmM1G4vHyJleEgIa6ao70tbEZjORkSwrAYFA5fbyn7JKkzVDkUMRLVVGocuwv67PC80MlrqxQYQfv4gKx6MErOxCCeDzOqXMXWJidYbxAh/ad1QWJeLzoOvulpa2d6ckJ5JZYl1QNZQsGQurYxh6ihjbRHFXUNbipa8iemD928hSDx46TTCQwmozFfU6FwvIP/30a/+oPMHvnkduZorqONBhZ/diPEm/tAtIxndzKngydugRCUPP1L6Du8iING8281TbIYgFv90ik8L09MngC+Tf/A5KJvJ+HFAqRgePo1oP1Ayj3WppKpZifmcG35CWVSuFwOmnt6KC6pvwJeU3T8C0tEcgkLVTT1NKKYevza2lrZ3Z6KscLdS9Wm53m1lZOdlZhMRv53NduE4o83fk4klKzBMyrCSMbZfi8K0i+HDcxbHyK3987gJRpUa9QGXYikeSb1x7S09FIb2czqrrzWcTiCcanPXiW1tC3JwRqq+jvbqG6Kvs8tFv3b2fVWF9NR0sDN++PZ4mr29TVOOnpaCx7f5Oz3qcXLwXU1VY91T4qPBuemYBZocK7gVAwyHpgDQFU19Zid7wzpYXjTx4/9cOX0ZS+ITicTuxOJ5vr60XXN1sO1v23GEeHT3Dr2lVi0QhrVgdBkwVHIlZewKkoGFeKm6QrioLFmt9wPQchCLzyPQRPXcb+8CaG4Aaa3Uno+FlStYU7vSfdzXh/5v/AtLSAcWWJydkZxoWJpFr4cmgwFr9UBl75bqyz4yjRaJaIuT0D7//wDyDNB/8+XNU1+FdXipYTJZNJ7t++mfk7TIjAmp/ZmSnOnL+YZQeQT7yMS/gPIRu3UkZU0qXiAvifcQvfZ47z49Z0ucwv2KNEQ+nZ69yy8PTfn7DE+Jhlx2P1cVLlV0OHawY/qRkyvkSlSCJY1RXa1afJBX170XXJnGel5HrLq+usBja5dGaQKocNKSV3R6ZYXlnPWi8SjfNwdJZgOMrR/vasZZ0tDYyV6VckJfR0NGI0Grh0ZpDZxRXmPSvE4gkMBpXWpjq62hqxWsrzqQWYXfCVUy1Xko7WBgwV/8sKFSo8I6SUrK2uEIlEMBiM1Lvdb0ujk71omsbYyKOn24mUGI1GhBC4m1tKCphSygP7bBfCZDZz/ORpHt69DcC0y83J5RKe4rsQUmJYW0FzFBYZDAYDBkN5j7u63Yn3J/8xlrlJrOOPUFJJEu5mQsfOFo3hQicvEjp+FuvMOHJznTsTk3gdNUVLAoqNSZrM+D/6gzR8/lNIBGJXRqoUCrrFQuDV7ynrPeXD7nQiFCUjHBdifmY6q3IsEg6x7PXQ1tFJ/5GjJScpQ8FN7t68kU5M2MqaXPZ6mBwbZfj0WWrr6zGaTJw+f5G7N66TTOb35lcUlWMnT/G3P9uaqRryG1v4iqEO/cBlFzInz/dRylCWz7uOYEZ7/mINfyBINFa8/4GUksnZJdbWQ5w/2Y+qKkRjcd68+YRkKpUVp/nXNvEHgpw70Uf9LqGvymnDYbcQCpdOpBECLGYTTQ3VKIrCC+eOMrOwjHd5DU2X2K1mOtrctDfXFexFsBdN15ld8JVesQRSQlebu/SKFd52KgJmhfck8XicR/fusL62lvV6TW0dR0+ewnzIQVghdF1nZnKCJc/BmlLsprl1p4S5pa29pIBZzCD8oJgtFi5ceYHF+Tm8Cwvcae3nA9PlNyUq1nzHOvmYqhvfxLwwA0IQ7exn88IHiHfkz4rcJlVdy8aLHyl7DNskmtpINLWhudwkR4p7SDU25ylj34XmqsX7k/8Par72OWxjDzMem8n6JgIf+E6iA7mNefZDe2dnVplVPmIFupBGw2Ee3b/L6fMXc5Zti5cAvxu2cjuVviVsB2/bccpn42ZqFZ3vsSQwC/gVZ4THSZU/jlqY0dSMkNih6PyANc4LpuyZ9CGDxjFDiscpFT2vNyaUyqQ8ZsjOON6v1mXa9xbvLPFEsmDH7b1oms7D0TmunB1iyRfIES93M7vgo9ldk1Xe3dnmxrsSIBSKFv2UhBCcONKV2dZgUOntbKK3M7dBwH5YWds8sHi53eegvraK/p7iv9MKFSpUOCj+1RUeP7iflYUoFIXO7h66+/oPtQlGMWLRKI/u30Xfp/XHXoSiZJq7mM1maurqipaSbzeEOWwaGhs5f+VFFmZnWPEtM+dqoG1jNWNBUwpZQEAWyQTOO2/hvPMWhs0AutlK6PhZNs+9hFas9FoIYp19xDr36SmuGoj2HgEgmhSw5/kja8xSZjqBFyJ8/Cy62ULNN7+EaSXdpEkKQaT/KIEPfi+p6tzMznIxGo1p/9Mi3eOFECST2WXm24kYC3OzOKqqaGlrz7cpkJ5Uv3N9R5TcncShaRr3b9/kwgsvYbPbcVZV8cKrH2R+dobFudlMZrEi4GNn2vjlv3OMoRZXluXR92mCb25CAlkgriz1exQcyRNXlnnWYXnOKnqg/EY5kC41n/Os0N3eyOPxBZLJVM5nIwGk5P7jGV69Mpy5BgohOD7YyfU7Y5lszUJYzCbOnxrIiJMOu4Xjg50cHyxta1WIUCh6oDL2bbYn1I8NdBya13yFw6UiYFZ4z6GlUtzeyhLcy3pgjTvXr3L+8guoZc7IHhQpJQ/v3mHVt/x0OxICu92Bu2kncGxsbmFhdpZQKFgwbWlmYoKa2jps9oOVmBTCYDTS2dNLZ08v8DL+W9+m9vXPwZaJeaF7utB1Iv35hbzqb36J6je/ktU13Db5GPvEI/wf/n6CZ1881Pewm6aWFmanJ4nHYnmyZAVGo4HWAp5Pu0lV17Ly8Z9CiYQwbATQzRZSNfX7MuXTNI31tTV0XcPudGKzpb+72voGunr7mJmcyPL+2f5vRVEKPsxIKQn4/YSCQRxOJ2pLAyt//amsdVZ1wbdKlIX/j5iZ7zQnULdWOWLU+HVjmJSEgC4wCKgWMu/bFQL+T0eY/xCycS9lRNk6kobYEqBKB5onDNmiaL3Q0/6qJbeVtCk67uesic9+O41vbIYJhqLMLhbP2hQC5hZXsoIyg0Hl4ulBxqYWWfCuZsqLTEYDVosJi9mEq8pOW3PdoRi851DmV2O3munvbkHTdRaX/MQTKWxWE+3NDbjrXW+bgFChQoX3F+uBNe7fupkTI8itSWpd1+kbHHrm44hGIty8+mbGK/xp6Orpzcoe7R0Y4ta1twpm5UkpGX88wtETJ8vOhCoXh9PJ0PFhhhhGvvgS0c99Cvv4w6IylAQ0u5NEY+5kvYjHaPrv/xnTsoftCEONhKi68S0c96+z9GO/QLKhuID4NHT39XPn+rWCyxsam/L6cO4l2n+MaN9RDOt+lFiUlKsG3bY/QSUWjRLc3ERRBK6amkwZff/QEMHNDUKbmznbqAYDWgmPzNmpKZpb2wred5cWFwpmVEL6fFqYnUl3sW9pQAV62hrpeeEiv39mk7/62X+DQ2rYvnWfyW/9Lya3ttv2a29UJf8fZ5j/X8jGukz7pkrYEjNLx4UK0LqnKqdO0dApXT0igMvGA/Y0eAdR1P39bucWV2hx17K8ul50vXgiyYp/E3f9Tq+EGpeDS2cHGZ1cxB/YaYRjtZixWUyYzUbc9S4a66sP/XqynwnxhjoXPR2NrK5t4vNvIKWkttpJR2sDTnuZFYEV3nYqAmaF9xxezyLRSH7PQiklkXCYJY+H1o7CDWsOg2WvZ1/ipcPpBCFygonaraxRRdkpV1BVldMXLvLwzi0CBWZ544k4d25c4/IHXs7a9rAJnn2B8LHTVH/zS1TdfjN//2mhEG/tIJ6nUYxldoLqN78CkNUdfLsUu/Zv/5pYR+8zCzZVg4HTFy7x4PZNQsFgJhiTUmKxWjhx5ty+MnZ1m4PEPgNMKSUzkxPMTU9leZvW1NUxdGwYq81GT/8Aruoa5mdn2AisIYSgtr6Bmrq6srqQrq/5cQ328Fu+T3H9L27CrnPiTtJYUkPakApTmkr/nhlrg4AGtXS0YBfwz50RplMK15NGElLQoWp8PmZiRlcpFXAadi2+ljDwH8O2jLF+8W0Fr1njz11zF5PJgKvKzsZmYf/VvSytrJfs4C0ledcxGlSODXQw2NNKJBpHUQR2mwUpIZFMoggFk+nZhAw11Q6WV4p3Qm9urOXkka7M77OtudLIpUKFCm8Pk2OjRW2A5memae/qfubVPWOPR/bVDLK1owOf15u1jaIodPb05jT9q3K5OHP+Ivdu3yzoR+hb8mIymxk4cvRgb6AMpMnMyg/+NOurS9R/7lOYlhcLtlPZuPKhrFhmm5qvfwGTz5NVeg3puFKJx3H/jz9m8R/80jPr+lZTW8fxU2d4/OA+mpbKmnhuaGri6PA+PNGFSE+G75N4PM7oowes+naqdxRFobWjk96BQQwGI2cvXsYzP8fi/DyxWBSj0UhzaxuJeBzv4kLRcz4aCZNMJAraCqyUeP6RUuJbXuLBr15EkB2TfP4T/1/clG4uOWDQ+M+uIDeSBiZTBlQhOWVI8ashO6Xiwt1VOZqE34tY+WrCRKmYUiCxCcl3mJ9+EuHtxl3norw2sGki0Tj+MrtwhyJR3GQ3e3U57Vw4NUAsniCeSGE2GbCYTaQ0jWRSw2hUD128BHA4LKiKUrJB5ZnjPTQ21ABQW+1koOfwKxcrPBvKfhr51V/9VX71V3+1oGfH3NwcP/uzP8vf/u3fAvDjP/7jVFVVjE8rvP14FxfKWudZC5iLc+X7+AC0dXbT3NpKcHOTjfUAAqipq89pdrON0WhELWZILiXxWAzf0tIzKSffjW6xsfaRHyDR2Erdlz+DlFsOiiKdeRlvacf3gz+TN1h03nqjeBdvoeC8/SZrH/3BZzZ+q9XK+Ssvsh5YI+BPNymqrqmhtr7hbcnqGht5xOL8XM7rAb+fW298g4+G/di1BK7mdtwnLqA5d4KE9UDhMqXdnDnRzq/tEi93l4/7tfLeY+IQkhi7DTrdhp0SPK+mMBMvdSuS1G1lUM5qCv8hbNtqCJTX3j7zXwrwE9ZYTkn7NulZ4w1Smo7daqa+tupdlcXX19nMrQcTZa8/MeMpq0OjQS08oWEwqFQ5bWiazvi0l7lFX6YUx+W00dvZTGNDddljKoeuNjdLvuJm6/1dze+q76bC01OJKys8D8RjMTYCxa9PUkp8Xi/tXV3PdBylrGR2oxoMtHd10z90FP+Kj2g0LVDVuxsL+nbaHY6SmXeL83N09/U/c+/PZH0TSz/xj6j/3H/HPvpgp6mOBKTOxpUPETxzJWc7EY/heHAja0I8a7nUMa6tYJmb3H+Z+D5wNzVR19CAb8lLJBRCNRhoaGwqGNMfJslkkltX3yIeyxYGdV1nfmYabX6alzaWwGCkqv8Y7ZevwK7r8Njj8mSuYgJnPFra/9Cm6pmy8Cz2xKjFMAi4bEpx2bRz3rqFjk8qFBMi29Sd9f86Zuarie3zuVBcmX69Skh+xRGmukBVz2YwQmAjBALqqqtw2A+/H8FBsVpMtDTW4lku77kBKLvBYrG40mJOV/KEwjHuTExlJqyFgKaGGvq7W7DbDu9zMqgq7S31zBTwwRQCHDYr7vrqQztmhbeXsgXMP/zDP+Rzn/scf/zHf8zw8HDWst/93d/lk5/8JC+88ELmtf/8n//z4Y2yQoV9UE5pTSJxuJ0U8xEu0rk6H08e3mdleYnh06epcrlKri+lLCuYXfX5sgTMUDBIJBxCVQ1U19bmdKh+GkInLxLpP4bjwQ2Mq8tIo5nw0Ani7T0FZ7rNi7OFxUvSwaZlcX9i8EEQQlBTW0dN7cF9hQ5COBTKK15uk9Q0JsIRLi2MYZ18TPW3/5bVj/0o4aOngXTmbrES8m1+ePGrXP+b2zkz2qu64EtldPNWkLQ9gyY4f8ca53/EzUUFyTOGFFVbweIXYuYtn6LC420QOq+Yk3zYnKAmT5Cp65LRyQVmF31ZWX8Ws5ETR7qpq3lnmn3txV3v4thAB4/GCp8feynUXXI3zY01RZdrms71u2Os78n+3AhGuP1wkiP97YdqbF7jcjDU28aTyYWsZj7b/z081HWowW2FdweVuLLC80CijJgy7Rf4bDOyIgUqiwqhpVJc/eY3GDx2nNb28ibsA4G1kg0npa4T8Psztka6rrMRCJBMJrBYrTirDs/OQxqMrHz8p9hYWsQ+chs1EiblqiE0fJ5Udf5O2Eb/MkoJEVYKgck7/0wFTEhXSzW3lifEHSYLszMFfdEBPBpsehdpimxif3KP6m9+keUf/fmMr6arupqF2ZmixzBbrAWzL5c8HqJFjg/pCebmYFpIK5VpuV9es8b47Uhx+6yPWdIT2wkJn4uXjoGPqkk+ZE5yyZTEmGfVaCzB3UdTOXFTfU0VJ452PRv7nQNwfLCTlKbhW9041P3uLh/Px2YwwtU7o+iankkzkBKWfAFW/OlGlE7H4ZVsD/S0srEtJu/BZDRy+nhPZVL8OabsvN2HDx8yPDzM+fPn+fVf/3V0XWdubo4PfehD/NIv/RL//t//e774xS8+y7FWqFAW5XSxtlptz3wcBxEG/Ss+xh9nd4LUdZ1V3zKL83Os+pazhKpyOpvLLXEwFAxy8603uf7tb/Hw7h3u3brBt7/2VWanJp+6Q3rWeG0ONi++iv97foS1j3w83YSn2E2ijPJ2eYgi67sN7+JC0ZuoFArjNU3p+V8pQdep/9x/x+RJi1oGg7GokbqiKJyoFkTyiJcAfxm1EJXFb+ICySVjEtcz8JG0CviH1ig77Vh2I7Eh+Wnbzkz+zaQhj2F7Nk2qzg9b43nFS4CR8TlmFnw5JcuxeJIb98ZzAtB3ko7WBj545cShiKqCtEjb2lhcpJ9d9BX9DB6Pz5fsZLlfujsauXR6kMb6GkxGA2aTkZbGWq6cO0Jb89s7qVDh7aESV1Z4HjBbSpeFSymxWJ6tX5qqHszCY/TRw5zmPIl4nCXPIp75eTY3doSMUl2pt9mOQ70LC7z59de5c+MaD+/e4eZbb3LtjW/lNNB8WhJNrQQ++L2sfuxHWH/powXFS6CsmHJf6z2HeIo054F0YsBEbXMmS9WwuUHjn/0ObFkYNTQ2YTIVP+87urpyYtcf/fg5XvvYKWYmnpQcow58RAscungJ8AFTimE1SX6DbckJNcmlLQ/LyZRKWJaWQz5gTvKSOb94mUxpXL09mtfyxx/Y5PrdMTTt8BMADoKqKpwd7uPSmUGMhsP5DbS31GMxF/cOvf9kBm2XeLmNJO3//2D0cBNVVFXhwql+jg914nLaMBpUbFs+6i+eP1qZFH/OKftuWFVVxR//8R/zgz/4g/zcz/0cf/7nf8709DSXL1/mwYMHtLcXfoCuUOHtpKWto2Tw1PI2nK+NzS3MTU+z337JnoV5evoHMJpMLHkWGd/jeWQwGukfPEJzWxt2h4NwKHd2aTcOZxWRcJhb197K8lcESKVSTI6Nkkql6B0Y3Nc4D4tI/1Gcd64WzMKUQhDZ6uz4XiQez9c8KJuUaiClqJh0LdP0xnX9G6x8/08A0DswmLEe2I0QgppUjL/nncwbJMYlfDNhLCEISuxC8jO20uVAB+U7LEkcSpj/HrHgkdsBleSsIcVP2WI078r8TJUQW0GQKLJOJBpn3rNacLmUkvFpD+dP9u/jHTxbzGYj50/2Mzq5yPR8eb66BoNCKqVvPWBIpASr1cy5E30YigStui6Znlsquf95z8qh+wXVVDuoqa50fHy/UIkrKzwPmExm6t1uVldWCnaHUBQFd/Phd+jejbOqCrPFQjy233uxYHZ6ipq6OnRdY+zxCN6FbH9Dh7OKYydP4nCWZ9HgrKpicW6O0ZFc/+1IOMSdG9c4c+ESrpri2f7PgkRDM5rNjlokY1VISbTnnYl53w4S8eJVZlIohE07Ao6QOsb1NWwTI0QGh9MT32fPcefGtbyWAu6mZto6u7Je+/RrDlb++jf4okcnEimeAQtw2ZjgherS1WYHQRXwy84Ifxkz88WYmdhWjGtB8lFzgr9rjWUaUpYeaXryN1kkrpz3rBCL55/UlUAoHMPrC7yrJmNrXA5eunCMWw8m2AgWz5aFnTyUdOl3ujxGAq1NtRztL36vXg1sFu2ALtlpRHmYWZiKotDeXE97xTP9Pce+p/MuXrzI8PAwX/3qV7Hb7fzSL/1SJcis8K7C3dSEZ6G2oIhZU1tHvbuRgN/P5sZ6phlKOR0B90NbRyeLc3NoWjm3xx2klATW1pBSZ+T+vZzlqWSSxw/vg4C2zq6iDVyEELS0tTMx+iQtXhYIvmenJmlt7ygre/WwCZ59Eefda+mb4p5lUgikwUjo1KW3fVxvFyaTOcvgPR+qrmHQd8RnIXWsEzseRelGRBe3MirmtryuTPzjT7xK92/+BrUFSpgCuiBVIptRABeNyYJ+P4fFRVOKC8YQC7pCRAoaFJ3aPMfsNaQYSRXOwlSQOY2GduMtw/tndW2TRDKFyfju6XMnhGCorw2z2ciTidI+v8cGOhFCENgIIUS6jKmUx+e8Z5WxqUUSycKf3zazCz46Wt1YzIdXFrUZirCxGUEIQX2ts+SMfoX3BpW4ssK7nd6BIQL+tYLxXN/QEQSCJc8isWgUk8lMQ2MjRtPhXcOEEHT39fPk4YN9bilZW11B13Ue3r2bt7lkKBTk1rWrnL/yIjW1dQQCa/njRSGorq7BYrEwMfo4d/n2EaVkfPQx5y7lelQ+c1SVjQuvUPP1L+Q3pREK0e5+kvWNb/vQ3i6MJlNREVNIHVsye7lUFKxbAiakmzpdevEDLMzNsuz1oGkavd0tvPrKeU6dGsry235NfZLxsvyWsRFhcCNLlOd+pznxTJsrGgV8whrnBy1x5rT0pG2HqmHec8wOVUdBFp3Ilwh6isSVi0v+gst2r/NuEjAhPTl++ewQHJAfyAAA9uBJREFUV2+Plqw8khJevTKMdzlANBbHaDTQ3FiLo0gmY0rTeDw+z4K39OcD8GRygXMn+g6ttFvXJauBTWKxBGaTkfraKtR9dmKv8O5kX09nn/rUp/hH/+gfcerUKR4/fszv//7v813f9V38/M//PL/xG7+B9R0QPypU2IuiKJw8e57J0Sd4FuYzpS6KotDS3kFTcws33nyDSDi8Y7I2+oSaujqOnzx9aAGnxWrl9IUL3L91i0QiXlKk2o2ua0yMFi/BmBh9wpWXX2VtdZWV5eyMqe1jDR0/gcFgwLfkLShebrPkWczpSvl2kKxz4/v4T+L+6/+G1LNFVmk0sfza30NzvHONG9TNdRyPbqEGN9DsTsLHzmR8gg6DppZW5mcKm2QLqdO3tpTj9yH07GBKURRa2tqzysl//u9+B2/85r/O2acu4QtxE5+Nli6NE5BpoPOsEQLaS/hsfpc5wcNUYdFMAh8u0h0ykUyV9VtMvssEzG0aaqsoXZwFa+shjg920OwuLwNmZsHH4/HiZWe7SWk6N++P88K5I08dbIajce6NTLGxmZ0F0NJYy7HBjqLm8BWebypxZYXnAbvDwbnLlxkbGSGwtvMwbrZY6R0YQNd03vjaV9E0LXN/GR15SFdvH129h/dA3tLWTiqZzHRF309cubmxnle8BEBKUqkU89NTDA2f4NbVN0nEE2RVEAmByWjkyPAJVny+nIqenOOtrxMJh7HZi3sRPgs2L76Mcd2P8+7VTJNIKQRCShKNrax+74+97WPKICXmhWlsEyOIZJJEYwvhI6eQJUq290NzaxuzU5OFhyAU+tb2VFpIidgj0JstFnoHBukdGOTTrznSIuWdz+bs7wvABgb+qrqPbySMRT3Kt3G+TXGlWVB0UtulSC4bk7yVzF+NpCBpV3T61cL7SCRKJ6okEvmbSb7TpCeMq8qyTopGE3R3lCf867rk5r2JvB6UhVhd22RqbonezuaytymE17fGyNg8ieTOd2MwqAz2tNLR2vDU+6/wzlL209lrr73Gl7/8Zf7Nv/k3/OIv/iIA//bf/ls+/vGP89M//dN88Ytf5I/+6I+4fPnyMxtshQrloqoqA0eP0TMwQHBjEwCnqwotpXHt298itV0SsSvwW19b487N65y7dIV4PM6yZ5FEIoHZbKappRWzZf9+GVWuaq688iqrvmU2AgFSqVRZXdKhdAlIMpFgPbDG8VOn8SzMszA7QzgUQghBXUMDHd09VNfUEotGSwa4QggS0Qi2x3exzqa7HsfaewgPnsjqTPisiPYfY+F/+xUc965jXpgCoRDr7CN04gL62+BXmhcpqf7ml3C99XpaxdsSu6u/9WWCZ19k7UPfB+LpZ/I2N9YLLhNSx6hpnPBle8NIIUi4i5fv/sEnP8IbVz6Y87qU8F8iVr6WKC9zTkcU7OL9TnDemOKjpjhfTpgRyEygvD2D/rO2GC1FRFCrxVTG74F3jeH6Xhx2K7UuB2slgsJ5zwrd7e6yfH6SKY3RyfKuS7sJhqKsrm3SUHfwMrB4IsnV209IJnMfADzLa8TjSc6f6q+Yrb8HqcSVFZ4n7A4npy9cJBqJEI1EMBgNOKtcLHu9PHm0kxW5fX+RUjI9MY4Qgs6eXtYDa/hXVpC6jtPloqGx6UBe6R3dPTS1tKazPWMxwqFgjsdlvrEvez3FBU8p8S4u0H/kKOevvMj8zDSe+XlSqSQGg4GWtnbau7oxWyxbk+b5fKuz0QJ+qh5cx7i2gm62EBk6Sbylo7gv+mEgFPzf+RrBExdw3r+OIbCKbrUTOnqaaN+Rd8z/UomEcP/Vf8Ximd3pqq7r1H71s6x8348R7Tv61MfQNI1wKFhwuZCSluAazaFsyyEkJJrSE+B/8MmPZC1yzbyZybDMZ0e0oQv+ZdCBPyFKepQLJG2KTpvy7vCEBPgZW4ypoMqyrmSNX0FiE5J/4ogUPWWtVlOWULYXAdishydQHzbtLfVMznpL5bnwcGyWF88fLSseW1oJ7Eu83GZqbpmutsanypRcWglw91FuYkgqpaWbYgroaKmImM8zZSsTXq+XO3fu0NeXnaF1+fJl7t27xz/9p/+Ul19+uaxufRUqvF0YDEZq6nay5WYmJ0klU+QLuqSUhDY3eXDndqa793awNzk2SldvH919+3uQ1jSNZY8Hz+I8iVgcs8WS9q0MhwuW59TU1qIo5V24E/EEQgha2ztobe/IBKa7x2gwlhZiqiNBXv7KX2GORTJBlfPuVWq/+lmWf+jvkWgur4Pl06A5qth44UPP/DjlUnX9G1S/9dX0H5Ks78t56w10s4X1D3znUx1jyeMpagFgSSb5zqm7OBPZnldCSjbPvbg1tq0gcJeYulu83BtsPkypfC1RXpaxQPKyKVlUEHy7EQJ+1hbjiFHjf8VMjGsqCnDKkOJ7LXGOGYtnhbQ01vFkcrHgQ5wQ0OyuLeoT+U4zfKSTb1x9VHQdIWDBu8pgb+kOqEu+QFndy/MdY3l1/akEzJl5X9HsBf96kNVAkIbady4Lu8KzoRJXVngesdpsWG3pidXt+LAYM5MT+Ja8hILBTGwmpcRgHGH41JmsGLUcYtEoi3OzrGw1dXQ6nSUzMdu7utLiaQmFQtM0pNQxm830DQ7RNziErus5MWm6+3TxfR1ZWeD4n349vd7W+3bd+CbRrn58H/8ppPnZN9FItHTgb3n28WtZSJ3Gv/i/MS17ABC7GyYl4rg/84d4f+IXSTQ/nX3Go3t3WPX5CoxB0raxyquzj7JkRkm6WWZo+Byffs3B5y+/mh7jnuedQg13/jxqxq+XFi8h7Zv447bYM9ew94NLkfy6M8QX42b+Nm5iTQrsQvKKKcnHLHHqS2SLtrc0sLFZuAmNBNpa3r0+jBaziZ6OZiZnvUXXC4VjbIYiuJyls6oXvIW95ouRSmkENkLUHzDmk1KWtFkanVyktakOtcxn7QrvPsoWML/1rW8VFFUsFgu/+Zu/yQ/+4A8e2sAqVHgWLHkWKRV0bYuXkN3le2ZyAoPBQEd3T1nHSiYS3LlxjVBwZyY0FkubGAsh8o7CbDZzZPgE8Wh5Ju2WPVmh+cRVg8GAu6kZ3/JSXtHUnErwXRN3MOlpEWF3UKVEwzT92e+y+Pf/TzTnszHbfjciUklcb3618HLSAufGxVcKB+G6jm3sAc571zCsr6HZHISOnSHaO4RutaMbTUyNF3/wiRuMWHc1cJJCkBKCB8cuMr7kJzb/eSzJBP1rXnpMKvHzL/Fbv/N/FBQvAf42birh95M+RxTgw6ZEVgfwdwtCwAumJC+YkplTutxg2GQyMNjTypMCGYcGVaW/u+WQRvpsMJdhcyElRKLlCT+xrYmQcksRdx9DL7Nr7W7C0TjxeAKTyVjSO0oI8Cz5KwLme5BKXFnheWdzY4N4rHBzCkhfI7fjwN3X2FQyyb1bNzh/5UXsjvKalwX8fu7dupF13Y3HYlmT13uv443NLTS3thHeElCLXecNBgNiT2VJvt9ovbsRRVHR9fwThp3rPi4vju28sOuYltkJGj77p/h+6GcLv9H3IJbpccxL+eOO7VxW19WvsfLxnyy4DyUaxnHvGvbH91AScRLuZoLDF0g0taJbbQRD4cLi5a6DGXY9gSiqyobJQuQHfpDr3/46Da+nqKaL434PL5oT9HU0Fa3kiEv4esJUshkkCJxC8g9sUc4Y99cb4O3ArsBr1jivWeNbjWrK37alsZYFz2rBMuyGuircTzHR+3Zgt5WXIRqJJsoSMKOxg0887jeu1HVJMBRB03VSKa3ksVMpjdW1TRrrqw88xgrvLGULmOVkhH3gAx94qsFUqPCsSSWfrhR2ZnKCts5OlCLlJ1JK1tfWmBh7kiVe7l3H7nCSTCZIJhIYTSaaWlqpqaklEU9gdzoxmcwkEoXLyM0WC9W1tWWNu7uvH/9Kfs+iAb8Xs5bMG3oIKSERx3n3KusvfbSsYwGEgkG8C/NEoxEMBiONzS3U1tfvrwxUSswLMxjWV9EtNmJdA8gyskkPA/P8NGq8+EOJkkpinR4jMnQiZ5lIJXF/+r9inR7L+C4ZAquYF2cyn3OwrQeXxUXMUdijUFcUJgdOcHTsDug6ocY2vtx+hM1kEpJJ2Ookea+xi9FUgu/53J/x377+53TX2QrOlC9qaolAU2BF5z+5Qnkb90gJIymVm0kjCaBL1XnRlMD6Ds2mH2QWv7ujEaNRZXzaQyy+c02or63iaH/7O17qo2k6KU3DaDBkGeVvoygCRRFFsyaFAKOxvCxSs8m4b/FyG4e9fI/CwEaIJxMLZXktbSNlusy8wnuPSlxZ4XknlXy67GApJXPTUxwZzo0jdpNMJvGv+Hj84H7OtXr3367qaoKbm+i6jsNZRWNzM06Xi2g0QkNjE/OzM4UPIgQt7R1lxWkGg4HegQHGn+Rp5CMlp5dmtiSrPIeREtvkY4w+L0l3eV53Ukr8Kz58S0ukUklsNjst7e3Y7OUJv5ljJ+JYZ8YR8Sip2gbiLZ3Pvpx9C/vofaSiZGde7h7b1qQ3ug55ro3GFS9N//2/oMQiab9KwBBYxT6ati/QDUYWO/qx2WqJGApMcgrBgqsBk8lAIp5EERCpqeGvW4+TejiHFAqoBvy2Kr5udzG97uNDNx5z6VQ/1a78otW6Lsj/BLHrsMAZQ5L/lyOCMc+qcQlvJoxMaioG4LQxxbAhRZ7w521hv6eEqiicP9XP6OQiC97VTGymKgodrQ0M9LS84zY4yZSGlBKjQc07FmOZdmHGMquTLCYjkWhxK7RClBtXSimZXVxhctZblg/pbva7foV3F+++DgUVKjxDLFZrunnPAUmlUqyvrVFbn987w7e0xPiTEeKx0llrkXCIF175IEJRmHjymPmZGeamp4D8s+h7GTx6rOwbot3h4MyFS4w8vE94l6iqKCqD0Y2i2wopsT2+W5aAuV1ONTc9lXkPQqQ7c1ZVV3Py7HmMZYiQ5rlJ6r/4lxgDOyUIusnM+gsfZvPCy8884FSKCMe7Ecn861V/44tYZsbT62xnRuxZx7E4zXdJyde7jjNT7S54jLVTl5j9Oz8CUjLy8D6bi4vpve3aoRSCmMHI17uOUTV2k6bODgpJcHZFInRZ1GTdpci84uWGLviNkI0JzYC6NYOvAX8UsfCP7REumJ6fgKCtuZ7Wpjo2ghE0TcNmtWC1vLNdr0PhKBMzXpZWAkiZFirbmuvp7WzK6sgthKDZXYtn2V/Qs0jKdFZAOTS5axgZn9+3iCmEoLWpvPLHwEaIa3fGDnAM3vHvpUKFChXyYXlKj24pJb4lb0EBU9d1JsdGWZybLS8rSSi8/OGPsrEeYOLJk6xmkMXiRSEEJpOZjq7ussfe3tWNUBSmxsZIpXYmmWpVQW2suPedFAq28YdslCFgJhIJ7t68TmhzM+NFLoRgbmaa7r5+uvv6Sw9WSlxXX8f15ldRdonOiVo3/u/5YeKtXaX38ZSIRLxkM00hJULTdvwxt9E0Gv/i91Fi0UxMCdlxpZJK0jr9mO81mPhc/1kipvxZkxI43lmHu6WFBIKf33CS0kVW1/Dt/551NfCgbgPzo0leuTyc9xwqZ/JaAN0GLa94+SCp8u/CNiJSsC2NfSFupl3R+BVnuGT59rsFg6pybKCDgZ5WNoNpz8wqp+0db0Lo9QWYmvv/s/fnYY6kaXk3+nsjtO9SSsp9X2vfu6u7Z59hYAZsGBgYBoztDxubD2yOzfFnm8/25QPHGH/GC8c22GAbY4MZgxkYYIZZmZ6tl6qurn3NrNz3VCqV2teI9/yhTFUqtWYtXV3T+l0XTJcUiggplRlP3O/z3PcasXgxJNFqMTHQ205/d6Ds59nmdWIwqBQKtW2YTEYDPo+zqeN2d7Y19GrfjwDavK6mmwgmZ1aYWVhrvGEVLOa3p899i+ZoDf+3eEfR3Vu9K+0g1Epe3Fhb5ebVy02Jl1AsXLfCYS5feI3V5WWk1Mueq4UQCsdPn8EfbC4Jbhen281zL76Lsy+8yKFjJzh26jTv+sAHsSiioWuN0mSXwfLiQkmE3WtkD8VRq1vXrjbch2llno7f+w0M2+WjpUoui+/lz9Yd7X5c5NtqC4rl21X+DEQui/PKa2VFZjXEzgr6e+ZvY9RqC3+7Xlv5fJ71lRWc2RQn1mZ5fmmSIxsLWHZ+NlIobNpcbNqczC/XHiF6yZiva6KgIHlPldAeXcI/T9iY0YrFmIZAK6YbkQX+ddLGVOHt6xtZDSEEHpedNq/rqYtk27Ekr166WxIvoTgWs7gS4pVLdypGYob7O1DqhEi1eZ143c11p5iMBkYGDp76eGyiv6mwIyklt+4tPFSXp5TQ0/H29Y5q0aLFOxe7w4HL43mkfdSqKaWU3L5+jcW52aZHKqORLSJbYS5feJ3odnlIS72/v1abnTMvvLDjbdk8PX39vOsDH+D46bMcOnacU8+d5+zpM41fKASiyYmoG1fefDDNtK+unL0/xerycsN9eL75Bbxf/3xFLWuMhGj/3f+Eaa3xPh6VRnWlBAoOF7JKJ5xt6haG+DZC1v8eKFJized4fnmq5jZmqdHW1Y0QgtdyRhI6dCYinF25z3PLUwxsb5Qd51agl3Q2TyhcvdnBpUgOqdWzBXbREbxYpa5c1BT+ecJOWhZryQd1JSzrCr8Qt5N/NvTLEkaDSpvXic/jfOri5f25Va7emimJl1Ac7b4ztcjVWzNlfxNUVWGsgX3S2FB31amganS2+3A5rE3k0T/AaDRwZLw5z9pkKvPQ4qXJZKDN27IlepZpCZgt3lF09fbicj+aD0m1kRUpJVN3bh94X+HQBslEgka+nOXH0psK5qmGEAKX20NndzeB9g4MBgO59u7K1d69xxMKuWBjT0ApJfMz0/U2YGszVDcdEcD78udA12sKgJ5Xv4ySfvgu2mbI+9vJdA+UrUjvRSLQTGbavvSHBP7ov2OdvlMK0zGtL6MUmivMBaBKnaHIetXnTSYzvraieJOIRnlh4Q4/eOd1Tq3NMhFe5rmV+/zwrVc4uptSLiUbNhfReOXnIyX8edbI57Imqg92FcVLu5B8h7lSsL5eMDCjGWqMnxcf+0ym+s3PXEHh3yWs/KWIix+KuPjZqIMvZ01oz1hh+qSQUnLt9iyarlc0aEgJ+VyB25MLZY/bbRaeOzVWEl73/lQ6Ah5OHx2u6JaQUhIKR5ldXGdxZbNsNHu4v4PRwa6mmpuFgHMnRpvqvsxm80zPrxFP1rdkqEVH0FtzdK1FixYtnjbjh47s2CE83GSIzVb971ssGmVjrX6oRjXu3bp54MWiQiGPyfRw1imKouIPBuns7sHr86G5veiG+jWq0DXy/saL8LHoNtFIpG7n4vzM/brvV03EcL/21ernISVC1/B84/MNz+VRSZx4vuE2UlXp+O1/j+8rf4wx/GAh2rIwXbdO34uCpD8aKi1u73/ug5YChp2v6kwqz8fuvcF3TV/l6MYihzaX+MDcTT5x61X8yWLHa9JkIWs0EktUXsPjuuC/pyw7C9vVU+kFkvPGHL1VwiD/NGNGh6oTQTqCVV3lYr7yuyQlvJIz8n/H7Hwi4uKTERf/MmHjzjO2iP4kiSfSTM2u1Hx+LbTNyvpW2WN93QEmhntKIuVuPagqCodHe+mtEkSUzxdYXgszu7jOWihSWmxRFYXnTo7h8zbXsemwW3np3KGG3ZdSSqKxJHemFpvabzWOjPY1LcS2eHvSGiFv8Y5CVVVOnnuemcl7rCwtlv7QGk0megcGWVteqj1iLgQut7uq2fr21hbZ7MG8PoQQRLbqB1jUOo/I1hYeb3PjoY2In3oBx52rtQ8ndTYOnSqNg9cimUg01X26GQphd1S/oKmxbayLM/V3oGnY714jfurFhsd6FMIf+UE6fvvfo+RyZavRRV8niZLLYl5bwrS+gv3eDVJDE2x8/19tOCK0H10IvJnq37mJY8dKPnHdF75KIFwsRhQoHUcgeW5lmqxqZMrXiSJlhbeclPBfUxa+mKuVHFp8VwFF5x84UhXj47qEP8sYS9tVfR8I3sgbKEhKxTHAm3kDv5ywIXe2AVjSFX4jZeFSzsD/5UiVbf9OZGs7UdcrSAIb4SjpTK6sU9TjsvPe80fZ3IoRS6RRFUHA78FepQDc2o5z7fZsmeenmITezgCHRnvRNI3Vja2mvr4jA10NEyI1TefW5ELDkJ5aqKpCf3dwR1R9h39BWrRo8bbF6XZz5vyL3L93h0g4XPZ4d28fd2/eqPv67v7qk0Fry0sHDldzOF3EY/VtgaqRy2bJpFMH9pSshjSaSBw/V3MSRQKayUxkcJxGcw+bGxsNP4NUMkkmnS5Nq+zHfvtq3WMIKbHO3EVJJdBtj/7+a6E53Wx96Htp+/JnSt7ou+z+lyEawRiNYF5dwnnpW2x958d2at3atVc1FMCdSZIxmvY8JvErOt9vKdYamqYTuH0bJZcrPb97IpZCju+avsIfTTxH0mRF6BJl33U4pgv+cdzOuq7sWdh+IGIW/0vwgjHPT9krxc+0hG/mjHU92QWSCzkDL+3p3pQSfiNl4Ss5M4KiHZJOsdZ8I2/gJ21pPmhu+WYvrIR2HRdqb7McKluIFkIw2NdOT5ef9VCEbC6PxWyi3e/BsM/7UkrJ9Pwa0/OrZX7sRqPKkbF+OoNeYok0kSbHyE8eHiyzSqpGPJnm+u3ZqmJ6M9isZiZGelrhPd8GtATMFu84DAYDY4ePMDQ2TiqRQAiB3elEURR8bW1cvnABKfXygkkIVFVl4sixqvvMZg+e1Bzs7GR9pfbqWC0EHFgkq0e2d4jo2XfjvvTNshJp97/v+rp4dXEV+3aCkfFDtAWq+3/KJkachBB1R6HUVBMXOkVBbdDFWfXY+Rz221cwL8+DEGT6R0iOHwO1/M+gyGWx37mKeWWB9NAEhngM88ocQtfLpL9SubYjblpn7+F7+bNE3vNd6AYDSqE5P0gFgXGfKO7yeBgeG8frKxYWSjJO4PabdXPDT6/Nct/bQVc8QnuXp+z5mwV1R7zce+Zl75oftmT4mCVbYZqel/BvkzauFHYFzNpIBHmKF5YNTXAlb+C30la0fcfdXW2/UjDw+ayJv2B5tCCEp4GUko1wlKWVTcI5jYTdSYfPxRm/DbN6sOGGRJPdiclUpmLUXQhBoM1NoE7CZTSe4o2rU+gV4Q/FIrfY+SlJJhv/HQu0uRnq66i7jZSSyzen2dyKNdzfXo7ujKQrQuBx25/6+FWLFi1aNIPT5eLUuefJpNNkMxmMZlOpszKXzTIzNVn1dR6fj+7e3qrPZbPZA3dS+traHkrAhMdaVrL9nu/CMn8f41aoTKjbFau+2j3O0je/QaC9g7FDhzFbavg1Njk6X7+ujINQQNb29hMU68+DCpiG7S0cN97AEN1Cs9hIHjlFrrNyBHZ3OzW2TXLsKMatTUybxfHX3U9nb+m1W1e2ffEPybW189M/eJjfvvzqgc7NaxTszvYYkLzLlOcvWTO4dxaoV9a3MNTwe1cAg65xOLTEjLcds1Yg4C+vMT6VNu8TL0tnD0iMwD93xuk3VP5sljWFn4/baVQlS8TOeHnx+3mnoPLNnJGv7NSzezs39Z3j/nrKylFDgXb12RvxyecLLK2GWQtFCCkmcDoY87uY8NROga9FLJ5q+DtdazLGaFDp6axv3TM9v1a1wzOf17h6awbBEDfuzdcNm9zl6EQ/Tkf94J5UOsvrl++h1fHo3I8iBOfPjJPN5jGZjLidttaC+LcJLQGzxTsWg8FQ4V3kcns4+8KLzN6fIrReLC6EEAQ7OhgcGcNmrz7qYzYf7OLicrsZHpt4KAFTSonH11xwRlMIQeSDf5FcexfuC18vFVVRs42bwV4mfV3FMZJEgmtvvlHTf9Nqt6MoSt1CUkqJ01W7c0tzNOFJousUnAezATAvzhL8g/+Kskdodl67QJvJxPoP/DjZ/hEALPP3CfzhbxW32+liFLpO3uUl8tKHCHz+f9cUEYWUOHbS2hMnzuO8/EpDH8zi63Ts7/kO3tXWUbzxMZmwWMsv5Lb7d4rJlLX2AdjzWY6EFvBqWXq7iiJzXBds6oI/zjxYqa6GguS+plZNfPxU2sKl/O6lot6FX+IVEk2HX07buJg3NNi+WLh/PmPme8y5tyoI9LGg6TqXb0yzGE1zsXuUmZ5gMb0TsGzl+JC2zY/6jRgMzQmZapOCZ72RF03TSWeyKIqC1WIqK9Luz65UiJd7abZLcmywi6H+joYF4NZ2/MDipcGg0hX0Nf1ZtGjRosXbDYvVWnH9HhgewWqzMTc9XbLQMRqNdPf10z80jKJUX6gxm81NdWDubjM4MloxfdEsRpOpZgfjw6BbbKz92N/G/dqf47j6Omo2gwSWXD6utQ8QshdruM2NdWLRbc698FJV/02Hy93w/asGQ8VnvpeCw123foIdWyB7c6OuxRdI3K98Gc+3vlT2sPvSN8kGu1j70Z9Gms0gJZ5vfqHo3S6KPo+IYl2ZGD2KNJpw3L5ce3FaUfjQ8qssvrGESRXkmvTdMZuM/Hw7rMk4WQlBVce+7yCrG1vVX7yDAgxF1rHnswR8Lpw7ydAbmiCsC76WM9XpnhTkgAVdpZ/yz74g4RcTdqI7vpf1z0HSq+pMFlT+Q9LKqq5SfyFdIJB8JWfiR60Pl4D9tIgn01y8MsmCycHF7kNs2nbuhyS0ryb4UXOS815z0wLc/o7JajRKQMjm8uTyBcxGIybTA8kony8wPVff3uL21GLdQCAo1rTPnxrH42psEzSzsIZW0Jo2XBOi6MPpdtrhAL/aLZ4NWgJmixb7cDidHDt1mkIhTz6Xx2gyYahiqr0Xj8+HyWwm12CM3O3x0tXbR3tnJ6tLSwc+NyEENrsdj9d74Nc22DHJY+dIHj3L1W++TCIWJ6caqqZ93711k5cCwYqLqMFgoLO7h+XFRWoVGGaLhbYaCe5QFDDTA6NY5u/XFP+kaiA1caLpt2bY3qL9934DUchXrhPncnR86j+x8lf/DtJsIfi//wtC27EQ31PwGuJR/F/8dOOwI62AeWWeyPu+G+PGCtbFmbqDPxLI+wLkOvswCVHTQF/kszScBQHOhhY4d2KUpNHEf0pYeC1ffzxnFx3BvFZZ7KQlfClrqptYXjpH4MPmHP8saWe25IfU+FUhKUhKcDxDAubk9DLL0RSfGz1L3GwpiZcAGYOJzxqCzM0u8TMBgdfTuKMj0OZu5sfLwvImXrej7HcvX9CYml1haWUTbec7a7eaGR7opLujjXxBY6OG+f5BMRhUpIREKo2UErvVUlVwXF7bquGGVZvRwa6WeNmiRYtvS9o7uwh2dJLLZtGlxGw2NxQbO7p7WF5cqLuNwWCgLRCkp68ft9fLmxdee6jz6+0feGjxsxa6xUrk/d/Dyrn3cflrX6GgqGhK5RhqNptlfmaa0UOHK/YRaG/HaDKRz9We0uju7UOt062fPHwS31f/pOiFUwUpFFLDh9CtzXstO65dwLtPvNzFvLFC13/5lyz/n/83zsuv4dkNnpQS9oxp26du0egqKXSdO9+4Rvuon7OnJrhw5R6a1rgrdaA3iKIIuqi9bTP7sWh5TutJThwd4WrewKfSZma05qQDFcmiVvmdupQ3ENKb+67pCA4b8vx83M4e85uGr7n/jHlh6rrk0rUp5sxOvjh8oqLmXjfb+bfY+Pide3xsNIjR2Phn0BHwNFxILmgaa6EIHYHye8poPMXk9DKbkQevD7S5GR/qxumwsr65XXdRHCjzWK+FrkusFhP5gkY6nUVVFWzWSpFWSsnyWvhANaUiFIb6608LtXh2aQmYLVrUwGAwYmhgRL6LEIKxQ4e5efVKzW2OnTpNoP3BH9PQRvXglnoYTSaOnTrzxFrgE4kEW6kM1HnfuWyWrfBmVSFyeGyc6HbkQWLkDkIIFEXh2KnTZecushmss5OIfI58oINcRw+R930PHb/z70HTqoqY2+/9CLql/qjBXpyXX6kqXsIDt572T/8WqdEjCK16eJCQevNqjK4jjUbWf+gn6P/XP9dQxssHOqsKxWXb+IJNdXO+9/QYWauNn4s5iEqxT7ys76FkqfIGpwoq2aaESMmIqhFQdKabLG738ix5YBYKGgsrIW4FB4ibrTWDnm76e/ji3Yt878kBrJYHwnQ8kWZ+aYONcBSJxOt2MNATpLfTz8LKZt1jr25s0R7w0Bn0ls7lwuV7FWNAyXSW63fmyGTzpW0fB+FInPvzq+RyxcEvVVXo6w4wOlAuPmZz9ZPu96IoxeTL/u7aCxstWrRo8awjhKg5Kl0Nl9tNsKODjbUqSbtCYDKaOPfSuzDvLHwWCoVi4M0BCbS30zc4dODXNcvq6gpZo7n2Cp2UrCwtMjJxqKK2VRSFYydPc/XSRaSUFd2YLrebweGRsscMWyHMKwugKGT6htEcLrbf9Z14qwT1SCGQBgPb7/1I829I1/F860t1KypDPIrn61/EeeNizd2IJq+SEjB392MGJkZ6uHWvvqgNYLM0DmRy2CxE48m6C6cui4nzp8d5LW/iV5LN191QPO9q3/ZreQMqspQ2Xo8ftaZ5OWemmHHebKFYHF9/lljf3CadzfPq4Hjxfe6vK4VASviit4++m7c5f2qs9JSUkvXQNvPLIRLJNKqq0Bn00d3hw2Q0kMvXH9S/fnsO/0uuUsdmJJrg4tVJ5D7BfzMcZSsS5/nT4w33eRDuTC2yFtou/W7bbRZGBzvpDD7IedB0valR9F2sFhMnjwzhsB189L7Fs0FLwGzR4jER7Ojk6EmYunO7LNDHbLYweuhwmXgJoGvNXQDMFgsGg5GO7m66unswmhrZnj88mXSqye2q+6YYjEZOP/8CS/NzLC8ukM1kUFWVjq5uegcGH4zg6zqeb34R1xtfL/OKzAa72PzuH2btR3+Kti98GvP6cuk5zeYg8u7vJHHqhQO9J/udq3XLHgEY4tvYb18pC+uptl0jJIJcR0/xH6rSVN+ikk0j8jmksfbPNTMwSsHlQY1HqwusQJvPhcNu5bcSliriZf13IJC8aKpcLW2mexMkpw0FftaR4l8nbHVH1fejIBlTNSzPkIAZjSfRdcndtq6a4iUURe+73g5OLG3Q4feSymRJJNLMLK6XdVtuhLZZD21jNjVXcs8vbZREydnF9brp3pMzy0zNLNd8/qCsb26X/VvTdGYX1onGkpw78WB80Wo2NewoNagKh8f6qprDt2jRosU7HSEEh4+fxGS+y8riQpk9j8fr5dDR4yXxEur7QO7FYDCgGgzY7Ha6e/sJtLc/UV+4WvXiXjRNo1AoYDRWXgc9Ph/nXnwXC7MzrK+uousaFquV7r5+evr6S92XajyK/3O/h3Xugd+oFILEkTNsfcf3oZvNeL71JdQ9dW6uvYfwd32cfKD5Ti1TaBVDorFFivPKt1DrdI42y97x2mZ9oTPZfMPgzd7uAEsN7GOGBzrJIfj1pHVPNE9z6Aiee+i6En7KluR5U4HfTVsOIF4WOWN8fALbW0E4EiNkdxGz1LFxEIKYxc69nGAsEievaRQKGstrYcKRPU0j+eK49ezielVbqP1ous7K+hZ93QGklNy4M1dVLJQ72zbbBdwMQgjWNiJlUn4yleHqrVmyuQIDPUGgmGhuUBUKDY7rczsYHuikzetseV1+m9MSMFu0eIwEOzoJtHfspJJnMJsteHy+qn9InS430e3tuv4+Lo+Hs+efbNr2XpoVR411xDaDwcDA8AgDwyM1Cyjfl/+omFC573FTaJXO//mrrPzVv8Pq//F3Ma6vYNwOo5stZHqH4CFCPUQNk/K9SIohP49KtqvvgY+nopJt78a0sVKze1Igsc5N0fvvf574yfNsv/u7kPsLeClx3LxUPMca4qXBqHJkrI+0hG81OTa+i4LEKiQfMle+/0FVQ0E22J/gR2wZzAIiUmmu0JQSSyFHxmjm+54xnyIpiwV4xli/w0EiSJgszM/fZ25xo2IfD7Yr0sy4DTwwXZdSsrAcany+Te310djaTrC8tkVvV9H0vbuzjcXV+t2kA73tZemXLVq0aNGiHEVRGDt0mMGRUba3wui6jsPpwu6otCYxGo2YTCZyDUSzwdExevsHntAZV2I0mRpaioidoMxa2B0ODh07zqFjx6vWlUomRcfv/CqG2Hb5fqXEcetNDLEI6z/8N4mfPI9lcQYlmyXv9ZMPdh74/Yh842u1gMciXgL09zzwnG/GKxDgzv1F5pc3GB3soqvdV/F8Pl9gbSNSd6Ex0OamM+jjlbyR1AEFRAXJWWOBHrVScBozFPhqrvaCrUDSrui8z1RgUxdN15RGrVDscjYovLtKPft2J2FqrsM1brJy8dpUQ29YKSXNWKYK8aCu3I4lSabr1+SPS7wE6r6Hu/cX6Qx6MZuMCCHo6fQzv7RR9+/I4fG+kldri29vWgJmixaPGSEE3rbGN+ZdvX0szs/V3eatLDKhGGJktljJZmqvmKuqoWYS+X6qiZeGrRCuK9V9moSUkM/jefUrbH7PJ8m3d5Fv72ru5GtQ8PpR1+r7jQqg4HQjolu1vTdpFGED4Y/8YNljsXPvIfDZTzU8RyWXxXXx65hWF1n/4b9RSkY3bqzi/9z/wry+XPOi3dnuY3SwC5vVzLKmNDWWI5AogIbALSQ/50jiUSqP4FYkLxnzvFJDFN3toOzfKVIDis681oSIKQQfmr1OwKgwOtYFxscXHvCkcTltKAIMWoGCasCey3A4tMRQZA2TrhE1W7nr7+G+N4hZKzzWZFegNNaj6/KxjvHUw2hQKWha3feysBwqCZgel53OoJfVjcpxRiHAYjaVVtZbtGjRokV9jEZjxRTPfoQQ9PQP1Ew8h6Ig2tHV/bhPry7tnV0szs3W3kAIgp2dTXtwVm0IuPIahlikhgWQxLowjXXmLumRw2QGxiq2OQh5X6BhPfi4MJsMdAQ8pX/brGYCbW42w9GGi5OpdJZrt2fJ5R90sum6ZHV9i1tTCzWFKIOqMtTfzmBvB4oiWNOUpka+dys/DcFJQ4G/ba8+0fWSKc//SFtIy+pj4RL47p1gR6cimxs3FwKj1Pn47dcIdPgxObrgGZrs8LodmOMPuno74hGObC7SGY8ghWDF4eV2oJd1hwdLIddQvDwIUlKqJZOpt66hoFFAmZSwsrbFYF9RwB/q62B1I0KuhkVRX5e/JV6+g2g55rdo8ZSwOxyMTByq+fyu6ftbiRCCkfGJutsMjY7WXSlvhOPW5bLQk4pzkDr221ebWuVuhujz72+4jQRiZ99d12eyXgeBBJITxyvGkJJHThPbGXmvNm4sgTW7m6/3HeaPx87xsslN6OIrFPJ5fF/+DN2/+a9LY/S1yreg34PNWuwGtIkmUs93/Co/aM7xd+wpftUdZ9BQe0X1x21pehR9x69pd/8SsZM6/jN7itQPmnLNj49LUKJRXnvzLtFYsqnXPC2yuTzxZJpcvoDJaKCnw8dIZA1/MsrH7l7gSGgBeyGHUdfwpRO8tHiX75i5wfBW/ZTGh0HTddZD2yiKeEtGZAb72rFZzQ2F2FQ6i6brLK1u8vrle2xtxzGZDBXnGGjz8MLpiaZM6Fu0aNGiRfP0DgzirhLyuPt3+PDxE1XHtJ8kLre7rviqCIWBoZGazzeD49rFup4lUig4brzxSMfYRbfZixNBDXCaVYI7AX0Py+Gxvopr6LGJfqzW2hMgBQRTvg4+P3ySz4yd41fzbi6lBJlMnlcu3eb63bm6XXS6rtPfXQwBAnAIWScK6AHnjTk+as7xL5wJfs6ZqmkNZBHw9+0pjBRFz112//slY54P73RQWgS8aMzTzCyJkBKDrhNZ2eDi1cnH2in4uJFSkkxnSSTTaJpOR8BLbzaOuZDj6MY8H52+Qm80jEnXMGsF+qMhvvv+ZY6vzdGZ2H7s5xPajFIoaBjfItH37ImRhiKsEJBMZ8hkc0zOLHPh6iQgK2pHg6owOtjF4bG+J3jGLd5utO4gWrR4ivQNDGK325mfnWF7awsAq81O3+AgXT29T8XDo72zE13XmLpzm8Ief0pFURkaHaXnEbtC1WS8vhoICF1DyabRdgptY3gDw1YIaTKT6Rk80Ch5auI42dc6MW9UF5MkkBw7RvzMi5iXZrHfvVY8h93nhUBIyfZLH8K8NId1/n7psd3/zXYPEP7ID1V5I4KtD38/6aEJPK98GfOeTlAJvNY9xt1AD0LqRVFXSta2E1i/+hW+59alpt7fwvIDT0SvIhlXC0xqak0hUSL4GXuajiqjPdVwKPCLrgRfzZr4ctZEWFdwKTrvNxWLTOeezs1TxgLjap57Wv0bJHMhjzeTKEqiuuTm5AIvna0t5gNshKPMLa6ztZ0AwOdxMNjbTqDN3dT7qEVawt2CgYKEQYOGf8/7icaS3JtZLvMXCra5Ge7v5IWZNVLr8xh0rWwlcPe/uxIHD1NoltnFddoDHjoCHtZCkcfe5bmXYJubeKKxh5nBoHDxyiTbVcRoi9nI2FA3bV4nFvOT8/Bt0aJFi3cyqqpy8uxzLC3MszQ/RzaTAcDnDzAwPIzb8/hC3Q7C4eMnmLxtYHW5fBrGarVx5MTJqiPxB0FNJeob3UgddU+HG7qGeXkeJZOm4Gk7kAcmwC/9+t/g//vRf1hXVhse6cPjcvDam3crusaEKAq3R8b6uHN/kXxBK3tOShgb6qpIhwYwm4y8ePYQS6ub3J9bpbDntSnVyOdHTxO12Is7EYKI1c7/k1UYi2/yUqpxLKMuZckTEeA5U57/lq4dhiKQ9Kk6f9eRabDnBxwxavwrV4LPZ028ljOSQ9CvanynOccLxnyZd+MnrBlezxvJ1+l7FVKnJ/bAzzMaT7GwHCp171VD03QWlkPML4dIZ7IYDCpd7T4Ge9tLTQEPy7omWNBUTAImDAXMO6ctpWRpdZPp+TXSmaJIa1AVersDnDk8wNzsPfqiRWugcnG3yJm1mSfS+avpOsvrW3R3+FBV5YmKv0aDitfV3O+7pul888KtMu/L3fcf8Lno7wni8zjLQiRbvDNoCZgtWjxl2gJBVNXA3Mw0W5sh0qkkCzMz6JpGd19/02M1j5PO7h6CHZ2EQxtkMhlMJhP+Nj8Go6FhYnYjCg5X/XQPQKoqusWKMbRK2xf+AMvyfOk5zWZn+13fSfzUC82dixCs/pWfoeO3fw3L2uKDY1C8EArANjeJ+5Xi2Hq2dxDXG9/AuF0UlHPt3UTPv5/UxAnQdaz3b+O4/gaGWATN6SZx7BypsSOg1BBVhSA9egT7nauY1pZKF9+7bd3cDRQDf0odqTvvJ6NrfGnoBN9/90LDYiWeLC8af9ia4RcS9j3vcM+pIHmPKd+0eLmLRcBHLTk+aqnvK6QI+KfOFH8r6mRL7n66+5CSI6FF1D3fgVg8RTyRxumoPv5xZWaNtfnyMJqtSJxwJM7YUBfD/QfvVC5I+FTawheyJnI75yl2fJt+wpZGxuK8cXUSfd93NRSOEt6OMzHQyb3t7Zr7f5JLD5FoAiklw/2drFUZ035cWMxGvG4HXe0+NrfqhxYYjYaq4iVANptnZW2r5XnZokWLFk8YVVXpGxhEVRQW5+dIp1KEQxvFzrqhIXxt/qdyToeOHWdodIzN0Aa6pmF3OPC53WB49I5Qze5E5GqLc1IoaC4PAI7rF/F8/fMYkg8WJrMdvYS/6wcehDDu4Tf/3ofL/u2ee5XP/cg/5kyvmysr8Zpiz9TsKodGenjx7CFm5ldZWg2j6TpCCDoCHkYGOnHYrQT8bpZXw6xvRtA0ictpo787gMtZ21rHaFDp6wowuS+k7+XBo8TMO3XUTj25W19OOtqwB/s5tT5Xc7/FlwkSqQd1ZZsi+U5Tji/mTFUWxiUS+KS1efFyl05V58dtGX7cVv+17arkHzmS/HzCXl0wlsVa9/BmuTi+sFJbwMzlNb55dYpc4kHNUihoLK6EWF4L89zJsab9Rveyrgl+PWXlRuHBd9qK5HstWT5myTI1s8LMwlrZawo7YYiR7QRnjCob1K4fn2hduR2nvzvAcH9nxffqcSGAnk4/BoOK3+civBWrPdkmi40L+4N7drcPbcXoCHpb4uU7lJaA2aLFU2ZtZZnb16+ViXHpdIqpu3cIb25y/PSZpyJiqqpKsL0D++0ruF7+emmUOdMzSPT595EePfJQ+00ePYPnW1+q+bwUConDpzFEI3T+9n+oCNdRU0navvSHKNkM0Rc+0OSbMbL2V34Gy/Qdgn/8O4h8rqwQUHJZPN/6EoZYhPBHP0H89Eso2TRSKEjznpVnRSE9dpT02NEDvGNQUgks8/cfdHUCN4J9pRXyap9B1GJnxeGlu0Enn2HfxbtD1fmEJcNnMhYygMqD8Z/3mfL8hK12N11Sh6/liiviaQT9isZ3WnKMGzQKmkYylUURAofdUrM72Cjg/3El+KdxOyu6uqdTtdhlOhRZ53iVAvo3tiCi2zluLPBBc442RRLRBb+1lmNivrKY2i1iJmdWaPO6DlRsSgn/Lmnl9byxrCCXCN7MG1iI2fiBOzcqxMvd42qaztziRkMPnyeN02HlyHg/N+/NN974ITCbTUTjKToCXqbn10ilMxVrDwJQDWrdLk0JbEZiJFMZ7LbanRwtWrRo0eLRkFJy48plNjfWyx6PhDeJhDeZOHKMrt7ep3JuZouF3kAA18Wv47z6Gmoqia4aSB45TfT8+yn4mvNX30/85Hm8L3+OWqM9Quokjp/D+eYrtH35jyq2Mq0v0fE7v8raj/0tcu0PPEI//XEHn3uxep0ZGBnhg4M6kzPLzC1tVDyfTGW4dP0+Z46NcHisj4mRXgoFDdWgoO6p6U1GA4N97XW7BauxGYmVpUWHrQ7WHXU6bIXgVqCX4xvzZQvIlciyulKX8H5Tji0peCNfFOaKHupgAf6GLV039XtJU/hS1sSdggEVySljgQ/t1HiZbI5sNo/JZMRqqT2dccSo8XOOFP8yYUPjgXdm0fZJ8t7523gz5QuoyXSOfxiz4xCSd5vyvGDKYxJwLW/gW/fWGEgkK3z0pCzWd1duTvO+F44daApuSxf8o7iDuCx/TRrB/8qYSSRSBPeJl3vZjiUxGtS3xFu1HkN97WxsbtdckH4UdpPMc7kCowNdhCOxmtN4ToeNeKK6j+ous4vr9HS+9QsyLZ4+LQGzRYunSC6b5c6N68V/VCkotjZDLC8s0Dsw8Nae2M75+L7yGVxvvlLm32henqP90/+NyLu/i+hLHzrwbgueNmLPvRf3xa9XHlIo6GYz0Zc+hPerf4rI52v6Unq++QXiJ55DtzU5eiQEltVFRCFftUAQgPP6G8RPv0SuowfdsrP6LXUs89OY1peQioH08MSBimw1GqHzd/5DcXR+h6TRTMJc32xa6DorTl9DAXN3fHxRU/itlIXre1Z+fULnkKHAsEHjvDFPQK1dtC5rCv80bicmxU49IVjSFL6ZN/FiKsSh+7eQelEKNZuMDPV30N8dYElX+XLWxIKmYkFy3pTnRVOeX3YleC1n5CsJCKULuLJpxsMrdCYiVT//OWFmTTMwqal8JmPmZ+wp/mfawsT6AjoCKWDOE2Te5aegqPgyCcbCK7jzGeaXNvAcHqz7Oe3lbkHltXz1YllHoMTjZDL1zcybTQ1/Enhc9lJh7XEfvEtgFyEg2OYhHIlVrHIDxOJJXnvzLqeODvHcyTGu3JxmO5Ys/vx2xtysVjODvUFuTS5WvH4/W9FES8Bs0aJFiyfIytJihXi5l7u3buDz+7FY3/rACyWdpPO3/wOGyGaptlO0Ao6bl7DfucraJ3+SXNfBveziJ8/juHYBYySMkPs6toQgPThOpquP3j/8LaCyk01IiaprvO/OF/ibP/3/Kj3+uR/5xwCYu/urvx9FsBGO1j23W5MLBNqOoigCk6l4210oaKxvbpPJ5jGbjLQHPAfyH1xZ3+La7fJgpBWHt7RgXIucwUjE4sCfjtfcRkpo3xld/2bWyP/KmNnQd89N0qvoHDMUGDJonDflS+PR1fhK1shvpKwIKAVBzmoqf5Ix8X3rkzhWV0rbet12xod6cLkdXM4b+GbOSFQqtCs6HzDnOGko8B/ccf48a+LVWIFsXqMzsc1EeBlnrrKLM6eqTGsGBJJrBSN/lNH4pDXD/y9u5ofDqyhAymBisq2LkM2JIiXd8S2GI+uQzRMKxwj6m7co+kzGTFyKqoGXINhc2yTYwD6rWh32VuH1FO+lhBD4fS6isWQTzqPVaQ94WA9tV31uYTnExmaUF86Mc+bYCNfuzJLPa2UNAZ1BL0IRJBKpuueQSGYoFDQMz1BgU4vHwzMnYP7ar/0av/zLv8zq6ipHjhzhV37lV3j3u9/9tE+rRZPEYzGi20UBw+Nre2Tfm2edleWlhh1cSwtzT0XAtM7cxfXmKwBlIuLuf3u/+QXSwxNVR24aEXn/d6Nbbbhffxkl+6DwyHb3E/7ID6JbrNimbtUN1UGX2G9fIX62+d9/x9XX6+5TKgqO6xfZ2nlPprVlAn/8PzBGwqWiUPz5H5McPcrm9/xweXdmDfyf/RRqIl5W0tQrMMvOp8FmqiLo6w6ypCn8o5iD/ZJbRApeyRs5ayrUFS81Cb+YsBOXoqwjcbcQe9UWQHUHGY0UV4+zuTx3pha5Hsvz252HUZDoCASSNwtG/iCj8U8dSd5rzvMug86fv3KtrqdOymBk3V4sFCWCPJJ/m7QhgXenYiRNZr4wfJK42VYS+pddPq4H+3l+eQprLFT/g9rHyzlT6Zyr4cjWX/V9HFjMRoxGA163g0JBY2V9q+nXmk0PRGqHzYLZZHwoQVVK6O5ow+Oyc6/KyNDur8q127N84MXjvHBmgu1YkvBWDF1KvG4HbV5nw/HyXZ52Z0GLFtVo1ZXPLrqu71jvpDGajPgDQQxvcUjN242l+cYd+StLiwyNPloa98Pg/epnMUTCFXWY0HWQeQJ//Nss/+TPQZ2gx2pIs4W1v/TTtH3hD7BN3mJ3GVaqKvETzxP5wF/AfusKolC7U1DXdSZfv8Mf/tDPYd4VRBQVc2ftGnc7liSVrr/Ymcnm2NpO0OZ1AjC/tMG96eWdcfLidfbWpGBsqJvB3sZdmJlsnut35ioef1x1pd/rwu208fmMid9MWylX3ATLukIsb+QvWLN1xcupgsqvp6xQ+mkU0RHkJHw6MMoPhUJYC8XaJRJNcuHqPa6PHOMNu7tUo91F8nLOxHuMOX7KnuaHrFnem9jm8tR0zWPrCO57i76muzXtiq7wH5I2nNkERl1nxhPkG32HkeLB+c27A1zuHOK7pq8SjSebFjA1CV/NmmrWlADubLJhFpGUsvSdOChCgNVixmwy0OZ1sb65TTyRbhQ5UGJvgrff5+L+3MOFUKqKwolDg7yWvltzMiebzXHr3gJnjo/wgRePs765TSKZQVUV2v0e7DYLN+7ONcxLaPHO5ZkSMH/v936Pv/N3/g6/9mu/xksvvcSv//qv85GPfITbt2/T19dKn3o7k0mnuXn1CrHodtnjPr+fw8dPYjK9M4MdErHGN/7pVApd11BqeSw+IZyXXy2F1FRDKgrOy68S/miV8JpGCIXoCx8kdvY9mBdnUPI58v528m1BoBjaU1e8BFAUDPH6K9/lJyzLPI+qousYosWOR8N2mI7f/bXSCPve87Hdv0XwD36T9U/8BNbZSYyRMLrFSmr0CLr1gW+RcXMd6+JMxWHsuSzWfJa0wVTTx1MqCu3J+u9vfKQHq8XEf49byEJF8SR3rv7/OWnlnLH2SvmlvIGQXueGQUpuBPsYiayVHcG4vkabu5ewzbnneBDSFX4xYeffuBKoqsJIf2dVgWyXy51D+5LpBfpO1VIQCn8+eIyEaUcs3vV12jnWhZ4xgssaByGs11olL5JXm7sBtlnNpDPZmsXmQE+QzUiMxB6fUpPRwNhQF71d5V2848PdrG1E2NyKEWogCG5tx9F1WUoiH+pr5879pbqvqYbZZMTvc3F7qn73pK5LltbCDPa243HZK8b1PS47ihBVR+734vU4D3yOLVo8SVp15bNLaH2Nu7duks89sJlRFIX+4REGhoafSgji00ZKSTLRoM6hudrzcaNkUjhuX67okNxFSIkxGsEyN0VmcPzA+9dtDkLf/1dRY9uY15aQikK2Z6A0TfOX+tN8yaCiF+rXC7q3HXOTljSZbHMLh5ls8Tu6uLJZdr3dvWTquuTu/SUURaEj4GFjM0pB07DbLAR8rrLv8tLqZtXGh2Ay2lDENGgFPJnao8FCwPEjg8R1wX8vBfeU71NHEJfwe2kLP22vbR3z2YwJBaonmAuBjsK9ti5Orj8Q3HUJA/NTvHHIj77zXnZrtW/kjXRkdH7QmiXod+Ny2ojHKzv0dKCgKNwKlNskSAQZwCwUNq1Ovt5/pPjafZ9ZVjXw+eGTnEzO1Xxv+8kCjeKRcqqxTgxREYOqoOnFsfhqKEIw2NvO/EqoLLzJ7bRxdKIfl+PB/cfIQGdxwTkSZ3Fls/QdrMXy2ha+nRrN47LjdtmIxVMHFlN7uvwkUpmGtkIb4SjpTA6rxURn0Fexjc/jZGk1XPniPTgd1lb35TuUZ0rA/Df/5t/w1/7aX+Ov//W/DsCv/Mqv8MUvfpH/+B//I7/0S7/0lM+uRS3y+TxvXniNXLZylTISDnP1jQucfeHFt1ygezugqArNLLeJA65GPw5Ma0t1RUSh65hXG4+N1kMajWSGKgtVzWpveKFH6mjNjo8DCIFmsaJm6iQqKwqavXgBd138es0RdiEl1sUZev/9z6NmM8WiUUraVJXo8+9n+90fBqFgWqsuKilIDoeWeLNzqPqpSh1rPkdvtP7FW9N0wrrgasFAPdvvFHApb+QlU/Vi++aON5FWax9CsG11kFUNWLQHHQw6grHwCq/Zyn+GOoJlXeV6wcAJQx6f10l3h4+V9a0d28+i2KUJhUudw0y2de8/Yun9XA/2EbPUvpkQUnI92AfU7qzYj0eRdTswl5w+CoqCQa/dNWoyGjh3YpSLVydLaZL7nx/obWdipIdYPEUqk8VoMODzOFGUyuNazCYGettJprMNvTXzBY1cPl9K9O7vCZJMZ1lYbr4TVRGCE4cHkVI2LGwFVPUiSiQzLK6EiCfTmE0G0jVu5gTgb3Njf8RkzxYtHjetuvLZJBwKcePK5YrHdV1ndmoSpGRwZPQpnNnTRQiBoijoda5dAIr61tfbhq0QQqsvHkqhYFpffigBE0DtCkBXgOxE8WcvABX4/RfT/MZHv9pQvAQwm5q/NTYZm9vWZDSg67JhOMqdqQXuTC2U3RKYTUaOHxrA73MB1PQmbE9G8abjbFvs+xaEiwgpGQ+vYKzz3ZASdE3jm5qtuvC4g47gWzkjP25LY61RNl4vGOouFEtgxeErEzAF4Mxl6Ehss+bc7+cp+FzWxPdasiiazshAJ/dnV4jtCmU73Xopo7m46F3DpilqtnG1vb+4cZXPSQqFrGpkyttOs07/ZsCIpLpBVZE5T4DB7Uqv1NK7E9DV0Ybf5+LKzemqt4VBv5vRoS6GBzrZ2o5T0HTsNnOZcPlgfwKv24HX7WB2sbalxC57azwhBGeOjnDx6mRZoFMjHHYLowOdrNUYH688ZrrM+1RKSSgcY2U9TCabR1FEmc/rfprpWG7x7ckzI2DmcjnefPNN/uE//Idlj3/4wx/m1VdfrfqabDZLdo9oFnsKK44tYGVxgWym+h9AKSWJeJyNtTU6uqqJGN/e+APtrC3XKWiEoM0feCqdBFKt/+dBAvoTGtXSbXbSg+NY5ybriqjJw6cOtN/EsXO4Ln2rdgeArpM8choAx803a24Hxfe/O/5eOkdNw/3qV0DqbL/3o8g6NwnHNhYI2ZwseIKlgJvdfRk1je+YvY7SYHZCURQ2dYVGw7kKkg2ttgje7ALr/gRKBYmrxri1iuSVaIHtqZtlAp/NaqbN6+RPVB83PR3kG3zP5jztZZ9PxTkJwbzRTlZG644z7eU9pjzXoznGwyu4s0nyiqHor+kOoCsKuqqS7+rGsFRboB8d7EJVFPI1RtLyhQJvXJvipbOHcLvsuJvo6Ign0iSS6aaCgfaGAAghODJW7BZrRsRs8zqZGOnB5bDVHe1/cABQ9n3+0/OrTM6sNDXu5LBbOT4x0Pg4LVq8hRy0rmzVlG8PpJRMT96tu83c9H16+gcwvgPHyf3BdkLra3WvI/5g8C08ox0aXOuLSGSTExD7+fTHHYQ+86mqz33uRy4RdJqZDKXqfi5etx2rpfmFNp/H0dDCxWgsjvRubcfJ5esvtFY7tWwuz6XrUzx/ahyv21F1ARSKVeAHZ2/yudHTZAymB92FO2GR7YltzqxWTgRV7EcobGhKKainFgUE27qCVa1eQ9QTL3cOVLNj1JlLs0ZlIFFSKrw8vwnziyWRXghwO+0obhf/yxhg2dlWvxNVCJZc/po15S63FRvfR3N2QqqA9xhzTG3GGIqsYy7kiZut3GvrImwrCs9z7gBmu5VcMl215lYUhYHedmLxZM2aai20zdTsCmND3QTaGo+367pkcyvaXE25737FbDby0rlDfOP1W6QbLHIDDPd3MNjXgdGg1vyO7mfvdvmCxpvXp4hE64cH7X6lB3vb6Wqv7Nxs8c7gmREwNzc30TSN9vZytb29vZ21teqpXr/0S7/Ez//8z78Vp9eiDqvLjUcbV5eX3rYC5u5ITi6bxWyxYHc8vjFIfzCI1WYjnapxkZSSjq6ux3a8g5AaP1ZX7EMIUgdM4z4I2+/9CNaFaaRWqCiDJBB77r1ozuYNtgFi596D4+abKJl0daP3gTEyfcMgdZRcfV8jqC4bCsB94WvEzr2HTN8wUihVP0MFyQfmbjLnCXLH38O2xYZR0xiOrHNocwmHnq+7Ag4Q8LnYFo0LEwk4lNp7G1c1vliv2JQSZy6DRSsv0nUga6h+syElrG/FGdrXnZhKZ8nl8ngm+sg37AKRaKralCFQQVJXwJRSks7kKGgaprUtvn9xvRjYs5PSPhgNsW228cWRoqXFB4aCrCt5ZnZSI3e7IoUQjA110dcdYHJmmUKh+ucqZTGFdC0Uobujre65Z3N5rt2eJRxpPPoHxZssY5XOj77uQEMBc7dzdHdRRFUVfB4nW9v1Tf0De7ygVjciTM6slJ7bj6IILGYTZpORns42OoM+VPWt7yJv0aIeB60rWzXl24NUMkkiXv9vpZSS0PoaXT1PJ227EZqmEY9G0aWOw+HEZH583el9g4NsrNX2r1NUFX/wre9cygU6KThcqIlY7XkRKUmPHGq4L3WfBcvvv5guBe5QbZpLUXF09zOiW5iaXal8fofxoYN5ugshmBjpqQjU2cvEcDeKImoudjaDlDA1u8JzJ8cI+Nw1A1JcuTQfu3uRu/4u7ns7yRoMOLNpJsIrDEfWGqSPFzvozCYDzoxsamHbUaf+PKQWuFKnC1NISUei+vvI1RG7lzeidO7pIpWy2JXqEYKNgbGmvED1RtsIQTPmAJquk0plKWgah6bu0h9PolNMadcT20yEV7jT1sXrPWO8y1TgpZOjXL6xE4a4k4YopcRsMnL66DA2i4lL16bqHnNmYZ2B3vaG3b/hSJxrt2eb9kfvCHgqHlMUhe7OtoZ+mP3dAcaGHtzD+32uhovbqqrgdT+Yort5d66ueGkyGTCqKk6njf7uQGncvcU7k2dGwNxlfyfa7g1lNX7u536On/3Zny39OxaL0dv79ixmvp3Z609Ui1wTqztPg63NEFN375BMJEqPOZwuRg8dxut79JUfRVEYGh3j1rWrNbeZmZwk0N6Bory1AkD8zEs4r7wKmqzogpRCoJstJI4//8SOn+voIX78HK4rr5UfG5AGA8mJ4wfep+bysPqXfprAn/xPzOvLpTF1KQSJI6fZ+s4f2PHDEY0L7XoH0nXs964TP/UiieNncVx/o2onqQIMbW8wVGWsxN/mrptuGWxzY7dZsEmdfkVjQVcqOiT3Hud5Y+3i+bwpz2+ldRI1ExThSGih4hkFmPFUvxHShcCfqt6hpGk6h1ZmeLn/dM1zeoCs6RO6+3xASGx1NlnfWbWOJ8vtA3Y7XHd/s1zZNN89e533nBnHo4JnuJv+niCrG1vkcgUsZiOd7b5S4dhM8M7K+lZdAVPTdd64OkUiWcfaYB/D/Z1VH3farfh9LsJbsZo3H0P9HRXXzOH+jpoCphDFrtngntX+XVG3FrouOTza21SHQIsWT5tm68pWTfn2IJ9vol4Uoqna861GSsnczDSLszMUdgQtIQTBjg5GDx15LH7wLrcHn9/P1uZm1ed1TWN++j7D4xOPfKwDoShEX/wgbV/6o6pPSyFIjR6l4PXX3U21TsvP/cgloHZa+C793QGWVjer2r447VZczspR3EZ0tfuQUnJnapH8nhF1g0FlYriHns7i+zlIZ2c1wpE42VyeznYvkzPLNbs5LVqek+vzZaPZuzhsFpKpTM36YLi/EyEEL5ry/K9M7ZBKBclRQwGnUluh+m5LljcTNbppZdHncTxcOYGWV1SWndVrJkXX8WUSVZ/bjiZ4KbbGy+4mmmEa6JcKkhFD7f5TXde5P7fGwvJG2c+8+NoH+wCYCK/QbTfxA0NtGISR86fHicZThMLFzki3006gzY2iiKLdUINQKCklG5vbpe9VNaLxJG9cm2qq81IARpOBrhp1am9XgNmFdbQa1gOKEPT3lHd0m01Gujv8LK1W/xsExQ7K3YXtVDrbcOxc1yUvnT/cWgxvATxDAqbf70dV1YpV8Y2NjYrV813MZjPmx7iq2eLhsFht5PP1w0istoMXDU+azdAG19+8VPF4Ih7j6hsXOHn2Obxt9TurmmG13gg5kE6n2NxYJ9hRXbR4UhQ8bWz84F8n+On/BrnsAxFJSnSLjfVP/AS6rTmj84fBev92hXgJO3WHptH+v/8rS//nP0IaD1bwF9qCrP4ffxfT6mLRo1I1kB4cq+jmjJ96Ec+3vvhwcYCAYat44d760MdQ41FsM/eQioLQ9Yb+nkIIjk70c392lYWV0IMpIIoCrsdl5/jhQWKJFPFEmo+oaf6ToX3n2cp+1b9oyeKqU2gaBfxDR4pfiNvJ7fGG3B3dHo6scWiz/HsqgbDVwaK78negOAZfqOn3I4FMZBt3V5aosfbfaAUICp01WXtMXgAfsWRrapyLq5vcvNs4lbV4PIkjlcCYiMPO6q7FbKzps5PPN/bTyjcYGVsPbVcIq7XYHRWvJwyeODzIpWtTRON7/YyK35/+7gADPZWjg36fiyPjfdy6t/DgNRR/TlaLmXMnxkqCTj5fIBavP1YlhCC0FWsJmC3e1hy0rmzVlG8PLJbq3nZlSInF2sR2bzF3b96omEqSUrKxtkYsGuPcCy8+cop6PpcjEq7vn704P0//8AgGw1t7Gxg/9SJqPIrnta/ujPAWFyiFrpPpG2Hze364bPtPfuxs2b8/rt6t3mnZIC18l9tTi1XFS4B4Ms3tqQWOPYTdSXdHG51BL6FwjEwuj9lkIOBzl4ktbqcN+46A+LBks3lcThvPnRzj4tXJhiPpuwigzevi2KEB3tjna7h7rR8d7KIj4CUUjqLlCrxoFrwm7BUL42LnkU9Y6wttx4wan7Rk+FTGUuY5vjuR9L65Wzjylfu41t5Pocp0jpCS4cgaZq32ex4PLzclYHrQ2abWBFCx+/Q7TNW/J1JK3rwxzWaDsMVdBOBfXUIZ9BW/60JUDUMEKsTQWjTa7v7sakPxcrcuNJtNnDsxirFGGI7FbOTsiREuXb9fYTmkKILTR4ex2yrF7sOjveRyeTbC0b1OBkgJPR1tjAw8uKfdjDT+LAsFjWg8hc9zgOyDFt+2PDMCpslk4syZM3z5y1/mYx/7WOnxL3/5y3zv937vUzyzFo3o6u3l3q36AmbX26yLQUrJvVs36z9/+xbPv+vdj+RPKaVka7OxZ93mxsZbLmACZPpHWPzpf4Lj5puYl+dACDJ9IyQPnzywcHhQXBe+VjMFXUiJkkpiv32VxInnmtqfGo9iv3sNJZMm7/GRGj9OrrP29y529l3Y71zBGA7V9cKshgBcb3wD3WIj+tKH2PjBv45l/j6OG5dQEzF0ixXL7CRKPlv1/Y0Pd2M2GTky3kdPV3EVM5XOYjIa6Gr3YbWYeOPaFNE9Zu4f8GzyWt8EacVQGotWgb9oyfLDlsbj8KMGjX/rjvP5tJGXE5AXKt5MgkOby/RHQxXyYZvXyc3+I0gEAlkqchWKATkfmruJocHn9h0izqcx1ewc1RH8A2eK6YLKr6Wsxe7b3SJ4p8g8bSjwUXP1QjOfL3B7cqHqc7UQAkLhaFPjKTabua6YJwRVC7u9rKzVv9GE4qjNyEAn3R1tmE31b25NRgMvnJkgFI6yshEhny9gs5rp6fTjdtooFDQi0QS6LnE6rNh2gnX6ugIEfG6WVjeJJ9OoikLQ76Hd7ynzKWqUNF5ENgyRaNHiadOqK59NLFYrXl8bkchWzQVG1WB4KmPS9YhFt2taKkkpSaeSLC7MMzg88kjHiWyFG4oXuq6xvbX11nthCsH2ez9K4tg5nNcvYtgOo1tsJA6fIts7VDZtUey0/BdlL//c7zfXaVmNbDbfcGpieS3M2FB3w+ssFH9muynPAF63g6DfXfOeQAjB0fE+Ll5trjOuGq9dvstzJ8fwuh289/xRVta32AhH0XWJqoiaUzuKqjAx2oPFbOSlc4fZ2NxmLRShUNBw2K30dPmJxVO8/Or1kig6xjzRvnFueztBFOtaHYFbSP6WPc1YnQ7FXb7fmmXCUOAzcYW7BRUhJb2xMIc3l/DuS0MXQhDs62TO27svZLFY9fmyKZ5buV/3eCKbJaBohGp4wwskXYrOv3Yk+LcpKxcKpor6VQd+0pYmqFb/Ga1uRJoWL3fJ5QvEk2ncDTp8bdbm7qtsdQIRCwWt7vTWLk67laH+zooarxo+j5P3v3CMpbXwzvdd4nU76eks1qSpdJZ4Io2iFIODDAYVVVU4fWyY7WiS5fVwaYqpe6cW3YusE9RTtt1D/t60+PbjmREwAX72Z3+WH/uxH+Ps2bO88MIL/MZv/AYLCwv85E/+5NM+tRZ16OzuZnVpiVh0u+rzbYEgbf5A1eeeFttbWzWDh3ZJJRPEY1Fcbs9DH0c2KYztHWF/q5FmC/EzLxE/89Jbd1Bdx7I4U3/KQwgs81ONBUxdw/fnf4rz8iul16HryC/9EeHv/AGSR89UfZk0W1j7Sz+N96ufxXHzEuKAgowAvN/8AgWXm+Sxc2QGRskMPEhFNWyHOXbrG0S++UrpMavFxOhgV9nIsdtpw+3sK/07Ek3w6pt3K1ZCB7Y36I2GiPUOYO/uwCEkzxnrj/jsx69I3hNZwj9VP12+u8PH8UODnJV5vp6DL2TNLGkKZiF50ZTnVGSVUCLS8HgfsEu+mdcJ6UrV0fXvNmfpUXV6VJ1+VeOzGTOv543kgR5F57ssWT5gyqPW+KKsbETqJhhWp37q4V76ugLcvFe7u1NK6O2qPw6XbaKDQgjBUF9Hzecz2RzZXAGzyYDFbCreCPg9BP2e0ja6Lrk3vczc0kaZuOj3uTg63o/FbCSdKYrkAZ8bv89Vlg65i8loaBhaICVVuwtatHi70aorn01GJg7x5uuvocvqIsrYocMVoRRPm9WlpZKXci1WFhYeWcBsdvGoqVH8J0TBFyDyvu+u6LDc5VE7LauxFW3sMS1lscbqCFQGyOwlnclx+eY0sXiKHStDpCwuWJ45Vr0jDYpC0POnxrh7f6lmmng9dF1y8eok7z1/FIvZRF93gL7uB/dP66Ft7s0sl3V5tnmdHBrtxWkvdiQriqAj6KUj6N15z5Lp+VWmZst9DhUkzy/c5djKDPLQIYwOG12KzmljoWbNVY3DRo3o7C1ONXi/Z4+P4Pe5+Fd6ks9nTXwtayIhBX5F5zvMOVxzt0nV6b4EMBsN/E1bhn+esCH3CJNQFC8V4CdsaVQV/t+ONK/mC3wuY2JaU1GBU8YCf8GSZaKOONtMUGI1mvm9tFqKIZf1/NB3a7RaNNPFKQR4XA46g9W/51JKkqksutSxWcwYDCpGo4HB3vayiaR0JscbV6fKOigVRWGwN8joYBe6LsnkcjjsVsxeI8E2d9URcLezcb0oBKXvcIsWz5SA+YlPfIJwOMwv/MIvsLq6ytGjR/mzP/sz+vsPvhLX4q1DUVROnnuO+/fusLa8XPojrqoq3X39DI2OPVIX45Mgk2lupDOTTj+SgKkoKoqiouv1LzjJRHPhHt8+1OrJK6cZUdH71c/ifPNbD/a3e/OQzxH47KfQzRbSo0dA0zCtLyO0Avm2dnSbHd1iI/zRH8K0sVJ87oCrfxLwvPJlkkfPVvg4FjxtTPyrX+T07/5/ePWPrmENduByWGv+LqQzOW5NLhCqs7KqSol3YZYXAuaHFpBWNxoLj+HtoqCuCviAOc8HzOViVtbg4OWp+tP3bpedgM3EP9OT/LeUhdfzxpKI6RI632fJ8j17OisHDDp/y5Hmb9G8V2QqnWl4w7gfKWVTieFQFHJX1sNsbVdfYOjuaCszKa+G3WomnkjV/axsVYREKPoc3ZteLit227xOxoe7KwrCG3fnqnafhLdivHrpDgaDWuG91N3RxpGxvrKCUwjBQE+QezO1rS8MqkpnsJUO2eLtT6uufDZxulycOf8Ck3duEY08uGZZbTaGxyYIdtRe8HlapNPphteibDZT19u/GWz25q5fm6ENOrsfTgx8HHz64w4+9yMfr/rc53b+92E6LWvRbBnQaLtCQePClXtkdkbRZen/QSqV4fXL93j3c0cwmQzk8gUSyTSKUHA5baUOtZNHhvjaazce6n3oumRheZOxocqAz/aAh6DfTSKZIZcvYLOa6npvboSj3J5cqDlWD2Ar5LBM3uZ9Lxx7qO9lLldoKNYKUfT49PtceBXJj1iz/Mi+EfWFdi+36oQNAnR3+hkwFvgnjiT/I21lVnsgfg+pGn/FmuGQUSsd8yVTnpdMzYXc7JJMH9wCQFEEjibFt0Ojvby+06RQ7at4dKK/bsekyWhAUeovxEsJ1irdnlJKllY3mZ5fK30nFEXQ0+lnbKi7bMw8m8vz2pt3ye1bzNZ1nen5NTa3YiRSmbJmC4NB5dBIT4V/p9tlw+mwkkhUT2gXQGfQh8n0TMlWLZ4gz9w34ad+6qf4qZ/6qad9Gi0OiMFgYOLIMYbHJkjEYiAELpcL9S3232kWY5Pj0UbTo/thNVMP6LpOIh7H4XyHpK4pKtn2bkwbK7VFQynJ9AzU3Y2aiOHaK17uYdf3x/v1z2Pc2sR94WXUVFGIkkIheegEWx/6XpRsBvNa9bGvRgjAuL2FYStEoa18VEvtCvDeP/0XXPz8Tbw2E+Y6oyW7hUIzaYJCFMeSH1bAzDQRqKU1WOE1m4wM9nbUDXsZ30ks9CiSv+tIE9UzLGkKRlEsNA2PYU3DaDAceOTEaDTQXiWNsRqKonD2+ChTsyssrIRKhZrJaGCwr7hS3ajg7+3yNxSNe7sqO9Qj0QQXr0xWjHSHI3Fev3yvNGYGxYTOWqNzkuJ4UzUvreW1MLl8gTPHhsvex0BvO+HteMUYlRBFgfPU0aGW0XqLZ4ZWXfls4nS5OPP8C6RSSTKpNEaTEYfT9bZbEN/FZDI1XFAzGI2PfP7Ndp428sl8nPzm3/tw2b/dc6+WOiwfp0hZj2Zrokbbraxv1RT8dq+nc0vrpDM5Vje2SoKo0WhgaKcuaMY6ph5roUhVAROK12Cno7FYtr65zeUb000dL5PNE4kmHir5udCga7KIQNPq15Xd7W3MLW6QSmcqRGYhwGI2laaXjho1/qUxwZKmENEFPkXSrT4eWxujwUAu13yivKC4GFzLY3I/TruVF84c4u70UlnDgttlZ3yoizavq+7rVVWhu6ONpZXNmmFNQhQ/z/1Mza4wPV9et+u6ZHE5RCSa4PypcQw772N2YZ1cLl/zGNEq9kqFgsaNu/MIIcomzYQQnDwyxIXL96rWonabhUOjby+ruRZPl7enetTi2xaj0fhYgm+eND5/GwajkUK+tmBkMpvxeOuPmTSDoigNL9wA2Uz6nSNgArHn3kvgT3+36nMSgTQai52NdbBN3qDm1ZViYWHaXMP38p+WPy517HeuYV5dYOsDf/Ggp155nEL5BfmTHztbFC9//1JTI1EzC2sVq5y1kBKyByiu9rIdS9Zdid+lmTGOsaEuhCgWOXtFNpPRwLGJftq85d9ltyJxK5W/B5qms7K+RXhnRMXjdjRdDHYEvUzNrjTcDh6Ib6ePDqEqzYtvqqowMdLD6GAXyVSx49NuszT0FNI0nc2tGJlcDq/bTiRavUPB47LT3Vn+N1NKyc178zX9KHW9+Py7zh1GCMHyWrhknn5QQuEo27FkWSepogjOHBtheS3M/PIGyWQGRVXoDHoZ6Ak23WnQokWLFo+KzWbH9gQDBR8XHV1drK3UCW0U4jF1RDYngGqFh6sTDsqnP+7gcy9+oOpzb5V4CUXfwECbm81wtGaXV9DvqWqdspdGPpoAMwvrIGXZcfL5Aveml4s11p5Ak4fhUT2mpZRloX3N8LB15eJK7STqvefTqG5QVYXnT41x9dYsW/s6MT0uByePDFbUhUULosp9pTNZFlc2SaYyqKpKR9BLwNfc4kdXu6/puhLA4bAyPnyw32uH3cLZ4yNkc3kymRxGo6Gu7+UumWyOza04NqsZg8FAoVCo+l0fG+rGbC73eU2kMhXi5S4SiCfSzC9tMLwTvrO0WlsgbcS96WW62n1ln7fDZuGlc4eZX9pgaW2TfF7DYjYWbRK6AiXhtEULaAmYLVpURVFUhsfG6wb5jIxPPJaVfpfHSzhUPa15L0bTkw3NebuRPHwK8/IcrsuvIoVSCtKRQkEqChvf/1fRG6SRKpkMKAIO7INYFDEN21tYp+881PnvoqsqBc+Dcdq94mUzxbuUsu5Kaq3XaLp+ICEOYHputfFGQF+VJOv9CCEYG+pmsLed9c0ohUIxTMbvczcU93bZ2o5x6fp02QjK6kaEyellTh8bxu+rvxLtsFnoDPpY3ah9wyFEsWOlM+hlsLe9YehOLVS1OCLWDIsrm9ydXqKwp5NVUQQC0Ha+q0KA3WrBajExu7COzWpGSonZZMSgKiSS9ceYEskM0XgKj8tOJpt76BslIYo3bPtH4RVF0Nvlb+jx2aJFixYtwNvmL4YPbVV23wkhUA0GegcGHvk4NrsdRVEailyPmna+l/0dlrs8jU7Lehyb6OfClXskU5XBhnabhaPjjc8x34Rvdb0u24XlUPG6+Qh5JC5Hc7VGLcKReFMTPXvRNO3A9gb5fIG5xcb3N4KiMNgIs8nI86fGiCfTbO2GJ3kcB/o87k0vl00HCVGcNnE5rJw9MdowwKmvK8D80gb5fHVxcHefFrOZvm4/fd0BDA/px2s2GZsKlNI0nZv35ivEdYNBLaszjQYVu81CMpVhcTmEqipIil77S6vh0mRaLeZXQgwPdKLrsunE9Gpkc3m2thMVjQwWs5Hx4W7Ghxsnybd4Z9MSMFu0qEF3b1/R3PrePbQ9IxAGg4HRicN0dD2eP7DDY+MNBUyzxYLTVdu0+dsSIdj6jo+RHprA9ea3MK0tIw0GUmPHiJ15iYKvcfBT3tvW0CdTUrtfQUiJ/d51coFOjKHVJvsa9u5bkDj+HNJcFMUOKl4CaLpOQTvYavv65jYvv3Kd4f5OBnqDFQWnpumEt+MUCho2qxm304auy4bJhbufldzzmaYzOeaXNlheC1MoaFitJvq6AvR2BVBVBaPRQE/nwbqupZRMzqzUHEHXdJ03b9znXecONxQcjx3qL4lw8KDrwWBQOT4x0PS4+H7yBY2VtTCRWBJB0XuyM+hrODq9uLJZNfhn169oqK+DtVCEVDpLMp0hkcoA5SPmzRbDqXQWj8uO2WR86G4PKak60tOiRYsWLZpHCMGx02e4e+sGG6vli4U2h4OjJ05habAo2+xx2ju7WV2uH8bX1fN4RjLrdVgCjxS887gxm4y8eOYQi6ubLK1uks3mMZuN9HYF6Oloa6rLa1cAelj9UQhq+hs2S3/PowWfNmMVtJ8bd+eZW9zgyFgfXk+lt3cmm9uZJJF43Q4sZlMxIb2JwkNVVXL5QunzD0fizC2uE47EkYDP42CgJ0igrXgf5LRbDxzoks3luXRtilii3Ed99/TiyTSXb0xz/vR4XZHWZDLw/OlxLt+Y3pm6ebAfl8PG6WPDDbt4a5FMZVha3SSVyWE0qHS1+/C6HXXPR0rJmzfuVw3+0QoaRoNKX3eQ2cU18gWN7ViS7ViSpdXyhRSjQW34ncxm8zsiNhhU5cD3Jntp1ZUtHoWWgNmiRR16+vrp7O4hHNogm81iNlvwBwMoyuNrZXc4nXT19LKyVLvYHDt0+G3r6/REEYL0yGHSI4cf6uXp0SNoFitKJl1VfGymgFTTKULf80na/+A3ixfuGvvZ/7gECg4nopCn7c9+nxMfeRfn/+CfcfGPrx6oE0FVlIaG3NXIFzTuTi+RLxQY2/GblFIyt7TB/bnVslVZh83S1Irn7urstTtzxXEfAReuTKIVtNJnmUxluXN/iZX1LZ47OfZQYx9Ts7XFy12klCwshyp8cZKpDAvLITYjMaQsCovD/R2MDnaxFoqgaTp2m4V2v+ehfRrDkThv3rhf1hm6sr7Fvellzp4YxV2jE1PXde5N1/dTnV1cL3Vv1Kr7C01YTgClcarujramxriqIQRYze+s7u8WLVq0eBIYDAaOnjhFZmyC8GYIqes43W5cbs9jrfHGjxxhM7ROPlddqDKaTPT2Dxx4v5/+eKVw9XbqsGwGg0GtSFM+CL1dftY3tx/6+FIWr+G9Xf6Hui573Q6W17ZYC23T7vfQ5nUe+Ltjesju23gyzYWrkzx/6oHHdj5f4ObkAmv7vLw7Al7cruY6I/OaxmvX7vOB54sjxHfuL5UtuoYjMTa3YowOdjGyM8J8EDRN5+KVyZ0F4epISUnc2ztxIqVkcyvGwkqIRDKD0aDS2e7j/Olx4okUW9sJhBC0eZx43PaH+j3eu2i/+76FKC54t3mdnD46XLOWDkfiNVPLJcV7gen5xtNVzXRUqopSen/dnX4WljYeWoh/WJG3RQtoCZgtWjREVVWCHQe/YO4lEY+xND9PZCuMEAKfP0BPX38pLXLi6DHMFgtz0/fLRk8MRiPjh48SaH/7JWo+C0iDkfB3/SCBz/w2UlAWCCSFsjNertdtTdONRjJDE8SPP4fr2oXy/e/8b6arH/PGCqKQRwC6wYhUVIyJGIabb4IQzFy/yL8TglPHR9i/di6lpKDpKEJUiGq7ZtcHHSPfZXp+jd6uAFaLiZn5NSarePckUhku35xGVZUyUa4aAtARvDofwpqIlwmhe4nGU0zOLHN4rO9A55vJ5mv68OxFyqKR/V4Bc3UjwrXbMyAf/GxSO4Lm8UMDDPU9+u9RKp3l0vWpqoJyLl/gjauTvOf8UUzGysvr5la8YZF40NChWhgNKr6d8RyPy0673/NQN11SUpEY2aJFixYtHh6L1Up378GujXuRUhJaX2N5cZF0KonRZKKzq5uO7h4MBgOKonD+3e/lxpU32d4qHyt1utwcPXkKk7m6p55aJTQO4PdfTJfEyv08K+Ll48Dvc9EZ9DYM36uFEEUv8InhHkKbUTJVRrlVRWC1mMsEN7OxmGoeiSaIRBMIURxHdzlsnD0xUjFqrOsSTdMwGNQKUc3vc2I0qA81Biyl5O79JV44M4Gm61y8OkU8URnYsh6KEIvXTx/fRQC5dIYby2GW7y/tHGfvMYv/OzW7gs/jOHCY0PJauK54WToPARub0ZKAKaXk+p05Vta3ysaro/EUswvrPH9qjNHB6mFKB2FhOVRatN99rw/E2zg37s5x6uhw1dfuP7cnhRDQ2f4g92Gor53V9a26o/S1sNssNRf6W7RohpaA2eKZJZfNkkolUVUDDufBVyDfKpYXF7h362ZZ+mQqlWJ5YZ4jJ04R7CiKKoMjo/QNDhEObZDL5bBYLPj8AZQD+hg+TZRkHPvtq6jJOJrDSfLwKXRb5Yp9BVIWhcSH9InZi8ikEbqObrWBEKQmjrP+iZ/A+43PY14tdrlKIUiNHSE5doxgjaCg4nYKySNnMK0uVIiX8KAj0bK6wPJP/H0KnjaUZIzu//yvUHLFYklIWapENCl58/p9Xjp3CKfdiqbpzC2tM78UKvkR+b0uhvo7yrxhhvo6WN2I1BQLG7GyHqa3K8BUHY9LKYuiVyMBE0BBkt6KUtAL1PuJLa6GGRvqPlAXZj2/yv3sFRGTqQzXbs1UFFK7/75+Zw6nw/rI3lHzSxvIOt2w+YLG0upmVbE0VycU7HEzMthV8kAVQnDiyCB3p5ZYXN08kEhaDOV5OF/QFi1atHhWkFKSSibJ53NYLFYs1rdnGJmu69y4/CbhzVDpsUw6TTwaZWFultPPn8disWI0Gjn93HnS6TSR8CZSl7g87rp2RJ/+uANBuupzn31KnZbRWJKNcBQpJS6HjaDf05SPtq7LUjjfoyClJJcvoCpKSQw8cXgQp8PK3OJGaRTWYFDp7w6QyxfqLjhLCZ1BH/fnVquKlwC6lAhF8F3vO42uS9ZCEa7fmavYD0A8keLStfu8eLboy5/cCWNZXd9ClxJVUejpbGOovwPLzjSFoiiMj/Rw826lnU0zbMeSJFMZItEksSriJRRrr91R6GaEUh3B1c0kwTp2N0LA/FLowALm0mqzna6izDt2dnG9ZD+0/5RyuTxv3pjm3c892oSclLLhov1aaJtkOou9SpBPvSTwx4kiFAb31LUWs4nzp8e5fmeO7VhzQjUUf4ZHxvretvfsLZ4NWgJmi2eOTDrN5J3bbG6slx6zWK0Mjow+pgTHx0csul0KApL7lhMlcOvaFazWF0kmk+iaht3pINDe8ez9YZcSz7e+hPvVP6cYr6iAruP76p+y/a4PE33hg1DlPZlWF3G//jK2qZsIXSfv9hE//SKxM+8Cw8H+PNnuXsP9+suY14qrtwWXl9jZdxM7+xKZwTFWB8dQo1uo6TQFlwfdZgcpSd+8hGVuqqw7E4oipzQaiT7/Pjzf/CJSUar6aRZFTIHzymtEPvAXCP7Rb6PkMrX9MqVkbnGdw6N9vHFtikg0Ufb0ZiTGZiTG8UMDdHcUvSNtVjPnT41z7fYs8WT1m4taCCHIZPOsbkQaCleZbB6bxUwqU2lwX7FfJKsOHz3xykCCXXRdJ5nO4HY2nxCbyxXKxP567IbmJNNZLlyZrFvECQELSyGOTjzazddaaLthsbge2q4qYFqe4Cj2g7EjwehgF/3d5V00qqJwZLyP0cEuwpEYiVSG+w1CmwI+FxMjb6+/qS1atGjxuNkMbTB97y7JxIPrsbetjdGJQzic9cPi3mpmpybLxMu9ZDIZbl65wsTRY8Si2wgh8La1VfW73N9pWa/DEnjLvSxzuQJXbk6zFU0U66mdusBkNHDq6DC+Kj6MUkqW18LMLW0Q3/E6bPM6GezrINAg9G8/BU1jdmGd+eVQKbjH53EyMtBBm9fFcH8ng70dJHc6+2w2M6qikEpn6y44t3mceFx2Lt+crnlsKYupz9uxJDarmRt1hEYJxBIpwpE4JpOBC5fvoel6SQTUdJ2F5RCroQgvnJ4opVn3dhaDhCoDBRsHQEGxXmxGGDSZjE0JmBIIKyb8srYvvZQQiSVqPFubZhPUpZQ4dxa5d22Bam5LceE8HIk3DJSsRzyRbipQKRSOYq8SoGmxmB4p0b4eu/s1m4ycOjqEY5/nvN1m4YUzE8QSKeKJNGsbkYZe+scnBirCe1q0OCgtAbPFM0U2k+HSa6+Sz5f7+mTSae7cuE4+l6NvcOgpnV0li/NzdcUYKSVvvPZK2WN2h4PDx088U6E9rgtfw/PKlx88IHeKFV3i/cYXkEYTsXPvKXuNdeoWwT/87yAoCYOG6Bbelz+H9f5tNj7xE0hDcz497le/UjzOHpFUjUXwfvVPMC9OE/rYXwFFQXP70PZ+rEKw8bG/Qtvn/wD7nasUxVeBkJKCp43Q9/4YBa8fy8J03TAgIXUs8/cxr8xjWam/oi0pimA2q7lCvNzLjbvzBHxuTKbin2mnw8rpY8Pcn11lKxoveu54nY09lHaSq7PZfFPC4NGJft64t4ieru4bCqADGzY3mSZ+PgcV4y0WY9Mdgv09QTLZHK+/ebehIbiURXH4UWmmsK/VxdrmdRZ/FgdM/6yH02GlrytANpfHbDLSEfRWHV/fxWQy4LBbm/Leiiczz95iSosWLVocgPXVVW5du1LxeGRri0uvv8bZ8y+8bURMTdNYWliovYGUxKLbXHzlm2UPBzs7mThyDMPOwvCnP+4g9JlPlW3zuR+5BLw9xsGllLxx7cFosiw+COxYtVyb5KWzh8umA6SU3Lw7z9Ja+aLq1o5H4KGRHgaa9L0saBoXr0wSjZd3F25tx7l4NV5aYFYUgdNR3qlrs5p5/tQYV2/NlsTNXToCHo5NDJBIZZqadolEE6ysbzWsiYQojmxvRRNVg1UkRa/KW5MLnDsxWnq8p7MNi8XE9Nwq6UwWo8GAy2ljea32wvQuZpOxqTAgXdd5/tQYr12dQqnzPlQkG3Y3I1trGGTtz0Z5iJrEajE1da4Gg1qyB7h2e7bh9kIUvxOPImBqTdSUAtBrfF96Oh7OS7UeIwOdJSHb5bQR8Lnrdj07bFYy2XxNL85dBMW6skWLR6UlYLZ4ppi5P0U+n6t5MZ+evEdHV3dNb5+3mkg4fGBPu2QiweULr3P2hZewO5oYv37KiHwOz6tfqbuN+5UvEzv1YqmrUmQzBP7kd0DqiD0fT/HyKLEszeK6+HWiL36o4fGNoVW83/hC8fV7PuvdS6196hapW5dJHjtb/kJdxzpzF/vtK6jpBMnDJyg4Peh2F7n2LjJ9ww+6RpspmITAcf2NuqnmDw6tM79UvYNil91OgsG+YsE9t7TBnanyoKdUunGnpAS62n2EtmJNfRcdNgv2rnZi03NA9feiALcDPRzfqC/WmkwGCnmNq7dmCG/HERRF14HeYM2uzM6gjztTSw3Pta87QMDn4u79pVJ3RCMexwq1y2kjvBMQVA0hqOntI4TgyHgfl2/U7rw4KPFEmo6AtyR01yOZyhxo3OdhkkpbtGjR4llB1zXu3b5Z/Ukp0XWdqTt3OPXc82/tidUgGY+jaQdP791YWyOn65z9yIf53+/KPui03BtI+TZKCw+FozVHk6FYH80urnFsYqD02Fpou0K8hAejv3fuL+H3uYoBhA2YXVivEC/3cuPuPIE2d8ViYT5fYGktTDgSw2ox4XXbsZhNmEwGAj53qfuxWQlOSslyE12OUkI6kyNRRxySEja3YqTSWWxWM7quc+l6eXp1JptvasrH5bDisFuwmE2kM/XrBLPJiM/jZN0ToCOyUfW960BONbDk8KHWES+FgECbm6XVMIsrIZLpLEaDSndHG71d/gof0F16u/x1GwZ2OXlkCEURFbV2PR61rrTbLA2bCyTgrFFXul02utp9pVH3x8HWdpznT403te3K+hZ3phabShWXQLqJCa8WLRrx7JjrtXjHo2ka6yvL9f/IS8naSu2W/2cFTdeZm7n/tE+jKSxzUyi5+hckNZPGsvBAtHHcvozI5+uOWTvffAXqFDK7OK+8jqzjEyqFwHW5vMtVyaTp+J1fpf0PfhP7natY56aw372O58LXMIbXyfQNlYmW6cHxYuhPnWOkB8cxRCNNFaZ2m6WpLrxikrZkfjl0oIJqL33dAWxWM51Bb8NuOr/XhdlspE/VudxR7GTW97yj3Z/GtWA/UbONUbJ1tV2P086Fq5OshSLkcgWyuTyrG1u8eukuizWKcpPRwNhQfVP0saEuDu+E9yythpvy/xGCxzK20t8TrFuwSgl9PdVDEADa/R7OHB+p6mX0sOQLjQvHdCbHa5fvEj2AV5HxIRLkW7Ro0eJZYXNjg0I9b2IpiWyFSacPZt3ytkNKttfX+cFbnypLDTd39pT939uF1Y36tZSUsLpeHqIzv7RRd59CwEITnWpSShaWm1tg3kskmuBrr93k7v0lQuFiavbSapiZ+TUsJlNJvARwOKxNeYN73Q60Op7be9kfAFmLcCSOlJLXL99r2DFXi/Hh4nelmYC/3q7iNu2qxqKraIu0t7LXAV0ofHXgGGPba6h1Ov2khGgsxY27xYXYfL5AKp1lanaFb128XdHxuktn0IvHVdvKyGhQeeH0BAGfi3Ak3vSUjJRUtTI4CCajoVif19nGajHhr1G/CiE4NjHAcH9H09+BRjQ7cr+yvsW127NNiZdQ/B001pkQatGiWVrfohbPDPlcruH4phDibVVoen1tbKytHjxZWEo2VleZOHIM9TEE2zxJlGxz4wC7oTYApvUVUIo+mdUQgCEZR0mnGoYAmUKrDca7JcbN9bLH/J/9FObVhdLz8GCM3XHtAnlvG7HzHyhtHzvzLhw3qndXSgBFIX7qPIZvfAGJQDSQ1Pq6AtyarDMGtsPmVoyvvXaDTLZxMbXfKF1RBIO97aWERJPRwOhgF5Mz1QV+RRGMDXcD4HHa6F5Z47MjpzkSWqI7sYUiJet2N7f9PSy72vjQzHVOHRrk2p25sk6JXc+coN/NxmbRC6damuTNu/N4nDayuQIb4WhpVKUr6GOorwODqjI1u1JWGHlcdo6M95WCeHRdp6A1F2wkZVF8rIWuS5ZWN5lf3iCZyqIqCp3tXgZ628t8fwI+F31dARZWqt/gjA52NfT8DLa5MRlUpuZWiUQTTY2S1UIIUdZ1kEpnWVzZJLwdQyDw+1z0dvmZWVijUNCaNnsXUPJgbdGiRYtvRzJN1ouZdBrr2yDUx+50oqoqWpPXvb0oUvJfXw/zM2+jTstaFLTG16qiz6MsLczW69iEYg3QTCp2vqA1FGSEgMSeTsVsLs8b16aqXst1Kblya5p3nTtc6v5UFYWBnmBNH2oBuF12vG4HiiLKAgtr4fM4WQttN9zu5r15ZhbWmprgURWlbMTZYjZydLy/NDLd2e5lYXmjareqAJwOG51BHwDDVgMXTU7mPEEOhZbwZJMUFJVZTzu3/V3oQuX7I7McPz7Km9fvV4xWK0IQaHOzvln9PebzBS7fnOb8qXHWQhGi8RSKohBsc9PmdXLuxCh3phZZ3jOSL4Sgu8PHodFeDDv3Wgex+LFZzXXHx9OZHPNLGyyvhckXNCxmE33dfvq6AmUC9qGRXrZjyYqfiRDF8JyTR4bqNiAoimBkoAurxczc0jrJVPbg9517jrl3gV1KydZ2otjxmspiNBY7XoN+z4EbK6QsToS1aPGotATMFs8MhiZCXSRgNDbnm/hW0DswwPrqykO9VkqJVig8tIC59wL9JMn7aneb7aXgfbBSK9Xm/vQ0s51uMiN3fCtr7mfPd8ewFcJ2/3bNbQXgvvD1omfnzvHz7V1sfvQT+P/s94oC5U5nqBQCFIWN7/vLaG4fiSNncNy6XPd8bVYzvV1+1kPbTXkyNiNeQvHnfe7EKJlsDlVV8ftcFR10Q33tqKrC/dmVMrHTYbdwbHygNPrsdtkZJ4dYneFC9whfGzxa2taTTvDhmWucsUocDisvnJlgI7zN6voWubyG3Wamp9PP/NJGQ2PxC1cnyee1UhenXIG795c4eXiQvu4APZ3FsZ+CpmG3mitGv4QQGAxqU+nsnUFfzdHuaqNUBa2YJr68Fubs8dFS96YQgsNjvXjcduYW14ntBAV43XYG+zpo93sansv80ga3pxYf2XhdUOws2C2Ed32b9hau27EkMzsJlwc5lmpQm/YLa9GiRYtnEUOT9eLbpa5UVZXuvn4WZmcO/FpdCKImO2b/w4mXUha75dS3wBbZbrUgiNYVMa0WU1l9qyiCRrquUmdaZxe1iW32b7e0stlwIXJuaYOj4w/8RYf7O4kn06xXER2tVjOnjg4jhKAr6Ks6Gr+X0cHOov3O/cb2O9Cc/RBAm89Jd0cb+YKGzWLC53GWfeaqonDu5Bi37s2zulHeEdsR9HJkrK/UFdjbHeD5129yM9DHl4ZPkDUUQw2FlPRFQ7ywNMmhiR7avE7e98IxllY3i92iSHweJ11BH9+6VLt2l0AimeGrr14vJdBDsd5y2q2cPTHCsUMDjA/3sB1PlkTi/TYAFnPzv+tHx/tr3mPFk2kuXL5XtnCczmS5N73MytoWz58aK3UjmkwGXjwzweziOgsrm+TzBRSl+LMf6u/Avi88Zz+arvPmvhr2YZHyQdeslJLrd+YqxtPDkTgWs7Hpzstd/D5X3U7YFi2apSVgtnhmMBiNtAUChDc3a9+JS0l7Z/3x07cSl9vD+OEj3Lt9q+lk5V0URWm6uN6lUCiwOD/H8sI8uWwWRVHp6Oqib3AIm/3JXDRynb3k/O0YwxtVRUQpBLlAJ7n27tJjqdHDuN78Vs19SiHIdvcjzfUv2gCpsWNYp+/U2ZdCcuJE6d/WmXsNuyTVdBLTxgq5zr7SY8ljZ8l29+O6/CqW+ftIRZAenCBx8jwFT3FFMf/ii4zOfoOpN+5V3+9OsSeEYKi/47GEyuxS0HRuTy1y/vR4zRAXIQQDPUF6u/xsReIUCho2qxmX01ZRhI0OdhK/OcP3Tl4iYrGTMpqx5rN4M0kcVjOHR4v+OIoi6Ah46Qh4y15/ZTveUDDL54t3G3u30zSdyzeneeHMIdxOW92xbyEEbR5nzRX5vSTq+DrNLKxXLfykLBZwV25O8/4Xj5cK8eKqfRvdHW07XeGiqsF5QdNYXd8qjWx53A6cdiu3d1atH0m8FMVFnd1x+3gyzdVb1W9q9QMeyG6zcOrIEFbLk0tNb9GiRYunTaC9g3u3byHrTHHY7I63hR/5Jz9W9PHO50/yq//x97h1axpFSnQhoKyeqS6oKEgCysG7/Rc1hT/JmHk1ZySHwC90vtOS5SPmHOYnJGb2dPmZXVyvu01fd/niebvfw/JauO51tZkFRlVVaPM664pBUkL7npqnUfKylBQnUvbYCiqK4NSRIUJbsVJ3m8looLujja52X6neGBroZC0UqRrOA8XF05GBYh3Q1+VnvsH4+0HY2Ixis5iZGOmpKdQZDSonjwwxMZJne8dn0rPj/bkXm8VEX6cfsbrA4c1FQjYXmlDwZpLYCjn6ugKln4/JZGCov4Oh/o7S66PxVFPTKrvdqnu/B4lUmotXp3jXucOYTAaCbbVDUl1OG6oimhrdj8aSVWtUKSVXb87UnHpJJNPcnV4q83A1Gg2MDXUzOtiFrksURVT9zFPpLEurmyRSGQyqQnvAS2Q78VjESyhOCAV2Pp+ZhfWa3prNNlfs0hn0cWyituDbosVBaAmYLZ4pBkdG2drcrCk9dXR1vy0Kzb109/Xj8nhZmp9jO1K8ELg93oZenR3d3U2tFu+Sz+e5fOE1kokHRtW6rrG6vMTa6gqnzz2Py+N5qPdQFyHY/OgP0fG7/xE0vdSdCEXxUBpUwh/9obKXZPpHyAa7MIXWyrYv7VJKoi98sKnDJw+fxPPKl1DjsYp9SSGQqlKWgC60QrG+b1CbiCpL+QVfgK0PfW/tFykKP/5vfopf+ej/xXq83Njc6bBy6sgQth1RqM3r5PihAW7cnX/oUY/9pFIZ7u0riqqhKkqpQKlGKBzl8s2Z0nl5M0m8meLold1m4fnT45gb+Ng8apEys7DGqSNDdbe5N73clHgJxaLv/twqQgiCbe5ScqiUsqF3Vr6gce32DG6XnWCbpyx1NF/QyObymIyGsoI9Gk/yxrWpkkgLNDXeVQ2DqmI0qmVm+QGfm0OjvVgtxVGf6bm1h9r3XrxuB2NDXXjdjlaR2aJFi297jEYj/YNDzE3X9hwfGR9/6n8PP/1xB5/7kY8DYAX+AfCG6uarBh8bRjtOoeNTdC7lay966wg+YD5YMNutvMovJuxoPPDD3pSC301buJAz8k+dSSxP4KNx2CyMDHTWHLF2O230d5dbwgz0trO8tkWt4s5kNNDVpC3KcH9nTUFIAC6Xvcz7sJkR72oWWLv1SD1BzW418/ypca7erkw17+3yc2jHDxxgYqSXXF5jdePxBbrMLW3gb3MTaJC0bTEb6Qh6qz4npeTW5ELJ+1yVko7kA9G3r9vP4dHeur9nj/I1k7IYYrgR3q5YbN9LPl/gwtXJpsRLIWBjK4qm65hNxfe+2zwQiSZI1PDjhOI3dHk1jEFVsdksdO55LRQDFDVdx2Yxl42azy6sc3d6qXQLI2DnO39wnA4ryVSm9N1VVYX+7iCjg50IUbQtmJ6v/vt3EAZ6gwz0BEu1aosWj4OWgNnimcLl9nDi7DluX79GLptlrxLV1dPL2OEjT/X8auF0uTh07HjZYyazue4YUFtbc6PZu0xP3iWZqPT3kVIiNY0bVy/z4nvf/0QK8VxXP2s/9rfxfP3zWGfu7vxUBOnhCSLv+Qj5YGf5C4TCxg/+Ndp/7z9j2lwrhvDsEfG2vuP7SA8faurY0mhi7ZM/Sfvv/xeMkc0HgT66jm4yE/r+v0phz5h7trO37rj5LrbJG2R7Bps6B9PaEq7JqxxLLvKv7i8QdFkZPzRKeDteLGSSaTRdcntqkd5OP+0BT6mLL+Bzc+f+4mNJEJTAytoWE8M9D2WUreuSuaUN7k0v1dwmmcqwuhZuOF7s97lYWt18qC5DKWE9tF3mb7WfUDjKzELzop2m69yfW0FKmJxZxu9zcfLwIAVNb2oMZn0zyvpmlMmZFfw+FyMDnUzPrxHa03nhdTsYH+7GbrNw8epUU6PtzTA+0k1vp59YIo2mFbtm93c3bGxGary6eQ6P9Zb8RVu0aNHincDgyCgA8zPTxUW7HW8Pg8HA2OGj+INvjZXGb/69D1d93D33alnwzi7vAd6DDhSFtrSEn4uprOgKsorc4xI6g0rz16S8hH+TtFGAffsrzq/MaCq/n7bwl23N+aAflJGBTqwWE9PzD/waVVWhryvAyEBnRWCJ027l9NFhrtyarhAUTSYDz50YazqYrs3r5MThQW7cnSsbR5ayKF6ePTZSVpt43XbiyVTdeidf0NjajuPzNA4T1HWd9dA2K+tb5PIF7DYzR8f6QMDWdqLklxiJJrgztUhfdwCXw4aiCE4eGWSov52rN2dINjkqXg8BLCxtNBQwa5HJ5rl5b45QuPbE0cLyJkN9HXVFLofdUuH1flDWQ/UFzDv3l0gkmvPFlRIi2wm2o0mkLNb3o4NdDPW1E43V92OFYr0+t7N4fmfntRazkem51dLPTVEE3e1tjA13E47EubtTm8s9+3gYVFXh9NFhTEYD8UQaBLgctrLfqVgi+Uj+7FC0zJoYrt2926LFw9ISMFs8c/ja/Lz43veztRkimUyiqiqBYDtmS+Nx47cTQ6NjbKyt1jSRv3X9Gs85HdjsjTtKC4U8a8vL1LucZTMZwpsh/IHaQSaPQq69m40f+usoqQRqMoFmd6Lbao+ta043Kz/+s1in72C/dwNRyJHzd5A4/hyay3OgYxe8fpZ/4u9jnblbFFB1nWxnH8nDJ5HGcqEn2ztEri2IcStUV8h0X/wGuY5ekodP1T6wlHhf/izui19HURVmdy724WSeucgUiiJIph4UkMlUhs2tGG1eJ2eOjaAogmg8+fBVSBV0KVlc3aS/O3igREJdLxrN7wbv1GNuaYP+nmDdoqS/J8hiE4mftZBSsnsvWescDuohuXfb8FaMS9fvc+po/S7PamxuFRNG9xOJJrhw5R7dHf7HIl4KAaMDXfR1FQX4eh6ezSaV1mo+7uloa4mXLVq0eMchhGBodIze/gFCG+vkczksVhv+YPAtC1H89McdfO7FD9TeoIngHauAn7Kl+ScJO7JK5GBCCv5F0s4vOJPUCXoucTFvJCZr1xA6gq9kTfywNYPpCegTQgh6Ov10d7SRzhRDPK0Wc926Juh38/4Xj7O8FmY7lkQIgd/rojPoPXBCc1e7j4DPxfL6FolEGkVVaPd78HkqJxR6uwNNjW5fun6f971wrKbND0AuV+DitcmisLRDNJZkeW0Lv9fFVjReJtAmUxkWVzY5PNpLf0+QfEFjO5Z8bInUkqJoGokm8LjsBxKjUuksr715t6lF4sWVTcaGums+rygKA73tTM0+XK4AUFeQy+ULrKxvHbgc351UklIyObOMolS3FGq0j2oBm7vhkuHt+IH3WQuT0cDpY8PYdoJ6vDVS1Le2E1UfPwiHGnTVtmjxsLQEzBbPJIqi4A+242+86duWyFa4bgKmlDrzMzMVnZvVSCVTTSW0J2KxJyZg7qLbHA2Tw0soCunRI6RHH0PnrKKQHjlMeuRw/e2EIPR9f5nO//HvEPna41RSCFwXvlZXwHRcv4j74tcB0PcVRnvHffcTjsS5cXeOzUic/AFNsJvh3vQy03OrjAx0MdBbX2jcZWl1synxEorvraDpdbsZnHYrJw4Pcv3OLMiDa7RWi6luwVZc9W5uXwWhMO3t4L6vg4zBiCubYjy8Qm8sTCyewmG3kEg+ni4SKWF57eGFWwCXw0pnu4/u9jbMTRjK1/LG2o/VYsJqMZUVpoqiMNgbLKXVt2jRosU7EaPJRFdPb+MNH5H9nZa1Oiwfhj/P7S7YVl47dQT3NAM3CgZOGBvXHbMFBRWJVmd4N41gU1foUh+tU6seQoiS2NIMJqOBwccUQGc0GhjoaVwzO+1WDo/2lvyta6FpOkurxW7DWly9PVPRBbhb6lTzTd+tg25PLRJLpFheDT/ONXGg6Of9+uV72G0Wjk3043U3V+NfvzPXdI27HWucED/c30EimWZ1I1KxgN3MgrbDXrvRJZ5IH8jOKW6ycLetm2WnDykEHYkIhzaXuT+3yvOnxpreTyMkzYcu1aMj6KXd76Ej4GnKnkwRzQngnUEvkWiizBPTajFxeKyvrjVCixaPQkvAbNHiKbGxulr3iiulZH11hYmjxxoKUM1cjKSUB/LU/HYmH+ggNXoE++0rNUtzISXm9WVENlM9TEhK3G98/aHPYX9iYyMOj/WSyeSYWahvbL9LQdO5O72EpuuMDHQ23H6ugQ/kfpQmRNGudh8el52F5RDh7eKYW8DnItDm5vXL1YOOdtnvb7WfZhd1UwYTfzZyipjZVnphzGxl0R2gbztEZ2iF4f5Ort2ebW6HTfBo4TyCU0eHD3TDZlDVpkLC/D4XR8f7SaYyxBNpFEXB53GUeSy1aNGiRYsnQ81OyyY6LBshJXwrZyx5VVZDQfJKztiUgGkUzS08Gh+7XPZs0t8T5O70UkM/zM2tWE0BM55IP1IYy9Jq/bTyXQRgMKicODLE1OxyUyPPUOz2vHh1kvOnJ2pOhOySSGaIRJvv4mumphRCcOLwID2dfhZXNkmmMjvepj5y+QL3putnC/R01m57OUij4IKrja8OHCv67O+8cNti446/h3ct3uVEJk+wzd0w3OmtQAhwO+0NPeX3Y7U2F+I42NfOCccgkWiCbK6AxWw8cKduixYHpSVgtmjxlCgU8g2VDl3X6/oA7mJ3ODCbLWSz9bvI2p5w9+WzhDQYQVGgQedqrZ+RGtvGuHkw0e9hMBkNTIz00L1jPp9IZdloMrgGYGp2haDfg9GgYjEbq36XdF1WmMPXw+u2Nz2eZLMWEyz3U69bwet20NfzwLdU1yXpTBaEwGYxIYQg0OZmdWOroVj48sBR4mZrWXUqd1aWF9x+vqYU+LvtNlLpLFOzK83kOz02KrJjRTGV9CDiJRR9kno62xqO7O92pdhtFuy2Z8tyo0WLFi2eBT798drdaY+r07IaOpBrEHWiAynZnLBw2ljgDzL1rhOSbkXHr7QEzF1EMxVEnaerWdM8CVxOG8cPDeKwW3A5rHzj9VsUqgRXVkPXJfemlzg63o+qKphN1adEYonmRNFd6gVL7kUIgd/nwr/Pk1PXdULhaM3R54mRnrLaKp8vkM3lMRoNmE1G3M5iXdvI9zFhNPPVgWPoQlTWlVLyrd4Jns8vc+bwIJeuTTXVWfo42f8NtFrMD2WVFPC5GnqO2qxmXA4bQoimvF1btHhctATMFi2eElarreHMg8lsbqprUghB//Awk7dv1dymLRB42yW0P02yPQM4rl+s+bykmDpetfsSqqanP06MBpUThwdp87rKRqlPHBrgzRv32dpONC22vfLGbaBoZD/QE2Swt6Nsn0I0Fcxeot74016klCW/SCklbpedjkDRi6q/J4jFYmJmfq1U4JmMBvp7ggz2tqMqCrquMz2/xvxyqDSGZDEbGerroL8n0DD4KGx1sO7w1N5ACK7Y/ISiIdq8Ttp846ytR4gnM2xtxx6pk7IRR8b6SKQybEXiIIrdkX1dgQOLl7sM93eyFtquOa7V3x1oiZYtWrRo8RhRu8rDFn//xXRJpKzKY+i0rHkuAnxCZ0sKamU2K0C70lztMqJqHDIUuFdQa3R1Cr7fkj1Q59q3O163g3AkVreWquU5CEUP8ye5iNrudzMy0IVrT/ek2WTk3MlRLl2bajogJxyJ8/XXbwLgcdkZGeisECAP4tloNKpNJ8TnCxqr61vEk2lURaE94MHjsqMoCmdPjDK7sM788ga5XLEWcrvsDPd10B7wAMVx7MmZZdZCkVKN5/M4GRvsYqAnyPR8/XDIu23dxa7Lal98IRBS54JwMJZIcni0l0w2z+rGFsl0llj8YKLuQVBVhROHBllaC5NKZTAaDXR3+Ohqb3soP1RFUTg02sv1O3M1tzk63t/qtGzxVGgJmC1aPCU6e3pZmKs/ttrT1/wqfXdvH9l0mvnZmdI46e7/uj1ejhw/+Yhn/O1FcuIEvi/+IUKrPUoVO/fumnMlH/+xD3L9f/wrUql81ecfFSmrr0gbDCrPnRwjHIkzv7zRtG8lFM3hJ2dWiESTnD46XCowdzsaQ1vRhqLdxEgPQb+n4bHSmSyXrt0nkcrsfIQCuRziztQip48N4/M4afd7aPd7yOcL6FJiMhpKxZCuS968MV3RkZDJ5otp7l1+jk30c/PufM1if9XhpVYSkJA6J9bnORJa5NLOd6DYyejn9NEhZhfXuT+32vB9Pgz93QF6u/yPVPhJKdmOJYnGkghFIeBz8cLpcW7emy/rQFBVhaG+Dob7mxOdW7Ro0aJFYz79cQeCcq/Czz7BDstm+LA5x+9lzDWviTqCD5hr+3PvRQj4e/YUv5iwMaMZUJDoFEVQHfhhS5b3mJ9M/fOs0tPVVtWnchchoLer9hizx2V/ohMgZpOpTLzce9z3vXCMlY0t5hY3DjSRsx1Lcun6fY5N9JeNaLd5nCiKaDhSbzSonGsyIX5tI8L1O3Nour5TP0lmF9fxuh2cPlZM1R4Z6GS4v4NcvoAiBMY9gUnJdJbXLt2hUNDKPuet7TgXrt7j1NFhOgJe1kKRmkLyitNbGhvfjy2X4fnlKfqjIS7sPGYxmxgd7ORERxvfvHj7QJ9tM+zW16eODhPwuUpC7cOgaTob4SiZbA6zyUi738PJw4PcnV4q87i0W80cHuujzdvqumzxdGgJmC1aPCXsDgf9Q8PMz0zXeN5JT/9A0/sTQjA8PkFHdw8rS4tk0ikMBiPtnZ142x5NLHmWURMxHFdfLyad53Pk2ruIn3oRkc+h1BEvAdK9w1Uf/+THzvLeP/0XrFuNzD4hAdNsrv3neXeExmm38tXN6wfedygcZXVji+6ONhKpDPNLG2zH6ofiGFSF82cmcNqtDfevaToXrkySyRZvlIr7Le48X9B449oU7zp3uNQRaKySyLm6sVV3nGpxZZOudh/vOX+UxZVNItEE6UyudMxdqhahUvKe+TsMba+X9ZXoumRhOUQ0nuLMsWHWQ9vEk7WDtprBbjWT3DFgdzttDPS20xn0PtLvYyKZ5sqtmYrgoXa/h9PHRsjl8kTjKXK5PE6HDbfT9o79/W/RokWLh2V/h+UuNTstn2CHZTN81JLl1ZyRJV3Z1zVZTCX/mCVD9wECd1yK5J87k1wrGHg1ZyQtBZ2KxofMeTqeYHDP253tWLJUNwkhCPrd9HUFGi4om03GmiPXAD6PA7vNQiqVeSJCpt1We8LDYFDp6wogddkwjKgaN+8tlOyKQuFoU6nsbV4np48ON+XDvbWd4MqtmdK/93p+b0cTvHn9PudPjyOEQAhR9XO+M7VQIV4+2B/cvDfP+84fo687wNLqJql0llgiVSbC1hIvrfksf2HyEtZCnr39jplsjht358nmChwb7+fi1Un0RxzvsZiNZLJ5hBB0Br0M9rXjctT3JG3E0uomd+4vUdjThasqCqNDXbz3/FG2Y0mSqQe1rNPR+F6gRYsnRUvAbNHiKTI0OobFamVueppspiiUKIpCZ08Pw6PjGAwH/xW1OxyMThx63Kf6TGJaW6L9U/8JJZdF7BQMhlgE+70b5F0epBClxysROK++TuRD31v26Cc/dhbrj32ci8DY0XHi16crVtx3FkQfaQR5oKdxiqbZbMTrdhzIKH2X+aUNjAaVyzdnAFn1XHfFP6vFxLmTY9ibHG9e3YjUTWGXUjKzsMah0V4MavXCdaFB8StEUcQ8cXiQ8eFuAKLxFK9eulPapj25XbXY7EhsM7xdOwwpGkuyHtrm+VNj3J5abDiqXo/+3iB9OzfBj0NEzGRzvH7lHoV85ajX+uY22WuT+H1u5pc2SuNgiqLQ1+VnbKj7oUaJWrRo0eKdxqc/7iD0mU9Vfe5zP3IJeHqdlrWwCvgFV4JPpS28nDWVPDEDis7HLFk+ZDr4gqsqin6Yp5sI/nknMLOwxr3p5TIHqNmFDHOL6w1rvkw2z3YsWTPFuxjiN8SFK/fIV7nGN/IkbERPne7PXTqDvocSMKWULK+FSSYzLK5u1uxg3P3cutp9HJsYaHrUfHq+9kSMpCgqr29uE2zzVN1nJpsjFK7vMZrLFdiMxGj3e0rdhfeml5lZeDBW3pmIsGV1VtSWJ9fmdsTL6l+CyZll3v/icc6fHufq7dlHShZ/8ewhjAZD0f7pMdSVK+tb3Lg7X/G4puvcvb+EVtCIJ9OshbZLz1ktJkYHu0r+/C1avJW0BMwWLZ4iQgi6e/vo6ukllUyi6xpWm/2hhMsW5YhCnvbf/y9l4iWA2AntMca2678eiXlloeyxXfESHty4nDk+wvJamIXlEMl0BlVV6Ar6SGdybGxuP9QqutlkrDtmtJdanoeNSKQyXLk1Uze52utx0NcVoD3gqerFmkxlmF8OsR7aRtd1XE4bAz1B1kL1BT8pi2mZS6th/D4Xw/2d+Pb5QjUas5GSig5Et9NWHIXfSX70p+L4UzHCVkcpuIf/f3t3Htzofd4J/vu+L07iJA6CBO+z2XdLzZbcLSWWlERxdjYVa6edWNpyPBUlG7ti7aRSnq1MxmV7/khZU7E3lWQ8iqdmbWe2JvaoVmV5HNV47Zm15XhkqdVSs292k82b4AEQJO4b7/4BAk00cbzgBZD8fqpoiyBI/JpgNx9839/veQAcW/UUjsKVM7vgRVe7EwM9bTsKMC2m3Z3GOD23gnSq9A4CAFgPRrH+yETRbDaL6fkVBEIRPHFuSFFfXSKio+LFF0aK3r8sjT3cYSmWuMhW552WlRgE4Peb4vhf9XEsZUSoBcAtZlFDS0Iqw+cPFiZdP1o6Kb1gHQhFywaYAGAy6PH0hZOYmV/BwvIq0qkM9HoNOlrtO2pr093RUvaC8WaVasJKBAFY8a0XWtiUCy87Wh3obHfAYjKUfGyfP4iZhRUEglGIGz0uO1rtigYcXbs1CUkU0dFmR39PW9EuTKWBYTRafL/uDidmPV5kNnZuDvs8uO3s3NjUnPtLJWazGPQvlg0v8zxLq+jrbkV7qx0TU55tvT7QadVF7ZZ2SpZzQ5kqGZ9e3NIFNxZP4sbdaSRT6cKASKL9wpSEqAEIgsABO7usaewGpGj5nYm5A1XlyQDkTcdaSoWXQK5vYqfbsSVw/PHPRrdVnOh1Gjw1clxRceJZ9iO8g3461XoTAQLaXLaSH/H5g/jg5gRk+eHuzfzAnkpHpEp9HZ8/iMdO9aHV2Vy4XZLEqjsNSvVMOneyF9fvTGHFF4AI4Lnp23hr4DFE1Bu7RwUB5kS0YngJ5Hp4ArnnQ6WSio7VKCEAMBn1sJToN7UTC0ur2z5athaIYGHJrzgcJyI67HI7LV8tuu2t1xtzh2Ut9ALQqzq6x7z3wvT88o6H7IgKajudVo1j/e2F0yVAbnBOusqE7HLaW+04Mdip6L6bj2nXKhSu3HJHlgGzualseHl3Yh4z8ytFt88urGB2YWXL/cvJZLOYXfBi2beOi+eHodNqAEDRMfXc/YqrQ51WgyfPDeGDmxOIJ1KwpGL46OwdvN11EpCzkAURunQKqiqDPQUBiG7UlZYd9Drt7mjZ1Yvi64FIUX/Lcsqt996DebhdtprqfqKdYoBJRIeSbm4SsigWdlw+Ssmv/1j/icJ//2ZiFN9PpqFvU1YEZmuYUi6KAuzNZnS5HXDaLYqKE1mWMTZR+zGfPI1ahVimcjP/ckfTU6k0Prz5oGwAmkjWfkztxp1pOJ4yF4pMrUZdtagqOeRIknD+9EDuuMvKGjKZLM5mF3FH58JPE2r4U1lkBaFqgJ3vyymKIrrbnVUnU24mAFCpVTh7sm/Xe0/u5PgYAMx6vAwwiehIUrzTsoF3WFL9+NfCO+5N6bCZC/+dSKSQSqeh1WqqDrHJlqlly9Fp1XDaLejpdMG40W+8mlA4tq2WREAunKxWnwjI9avsKtFbdmllbUt4mf+6Na8FuTr07vg8HjvVBwCKvwelhlSaTU145uJprKwGsB4Io08Q8EvCMn6hacb7MQHIpqtvipBzdTcAOJpN0Os0FVstleKwmRW1l6pFcpunuPJkGfAs+dHbxV2YtH8YYBLR4aSw6ilVdMiCgKxWh/CZJyBGw2j+2Q/xxf/zKtLJNDC9DrOpCYM9brQ4tgZoeWZjE9aDEUVrkCQRI2cGFN03bz0QQSK5/cJDpaAXYrnsbWFpFZkai+lqMtksPCt+dLmdyGblLcfDS35OhZDYZNDD1PuwyXh7LAzr3fuIJZQVjJv7+vR3t8G/HlZc2DdbjDh9ogdNOmU9Q2uh06prLno3i+2g7xIR0UH1xmUj3nrpctFtbwEMK2nftDqtaNJr4V8PY3xqoXDcWhCAVmczhvra0VSm13gtQ1MEQYDL2ax412Xe3KKvpvsXPSYU7EwVCv+zxVSJ8HInZBlY8q4hkUxBq1FjdS2k6PMyZXa5CoIAl8MK16aA07HsQffdKcUha/5EkyAIePxUP94bvV84ml5J7qSXE8P9HYp7hiql12l29PmCIBR2lhLtFwaYRHQoxbv6YbpxpezHZQhImyxQRUOQs9miwDOr0SFy/DG0/se/hnp9FYIsY3NUGAxF8cHNCZwe7kZHW+ndbN0dLVi/M6VordsJunZaMFQLPwWg0MT8UWsBZcFsLQRBKISWyVS6akAqAIgrDPLS6QyuXLuHhIJjMsDGNM72hzsEJEnEhXODmPN4MTaxULVHlD8QxtjEPB7bgx2YnW4n7k8ubPvzS018JyI6DB7dYZm3eaflQT4WTvVlazbCtxqsGDiZTXoEQ7HCsJr8/5tNTRBFET/+x9EtLWnyYZtvLYiL54+XHJio02rQ4rDCq6C3uizL2wqmorHttySSkbswXumYuyyXritlWUZAwQV/URRr3okaiSag1agRUdoDM5YoGyJv5vMHcV1hjQ8ArS3NMBkehtBmUxOevnAC9x7MY3FlreLnZrMyZuZXYDE17frQHJNRD5NBj1Ck8vH/8mSoObeB9hl/4ojoUIoOn0Hm//sBxFik5KRxATLWf/nXEesbhun6FWgXpiGLIpKudphG34Vp9BeALFc8EnL73ixcDmvJUKitpRk+fxALS6tV19pZ4jhNNdWOG1VT7diIDJRszJ1OZwr9IXeXDGljuIyS3aEQoKghPZDrFaqkxw+Q60918fFjW/r5SKIIvU6ruMH9sncdt+/PYnigQ/E6K5FlGb61EKKxxLZ6cubtVvGbyWQRTyQhSWKhxxQRUb2U2mGZx52WtBt6OlwVJ1mLooCRM4OIxZOYX/QhHk9CrVZBp1VjcnYZwVC07OfKMpBOZTA2PofzZU7knBzqwi9CUcSrnCQRhNyU71pp1Kod9fis1qNTo1YV9TrPUzpgR6USkUzWFmBKUr6uVNoDU9n9Kk1Ff5TZqMeZ4z1bbtfrNBAEoWiifSU3x6ahUkloUdhqqpp0OgPPsh86rWbbAWZuovzW53Q7EskUUukMtBr1jl/j0OHGAJOIDiVZpcbyJ15G63e/AWyaRC4LIgQ5i+D5pxE5NQIIAgKXfqXweW1/91eQIuGSoeejsrIMz7If3R0tWz4mCAJOD3ej2WLE2MRc2cKu2WJAe2vthaa92QyVJCGd2VlPxEflC6njAx2wN5uLPrbsXcf1O1OKjo836bWKi1Ig95gupxVAroB02MwVp07KMtCmsGiqdnU7TxJFXBoZhtFQ+qjW6loIgiAoDjHnPD54lv04dax7Wy8m8hKJFN6/MY5QOLero9SrC7VKQldHC5ZX1hCJxrfcRQCg1qh23P8ymUpjfMqD+UVfoQeq2diEgd62oqNVRER75Zuff77ofcv0O9xhSXvOYTPjWF877k0uFIVOAh4eC9Zq1NBq1LCac4NqorEEfvbeLUVfXwawshpAPJEseWFQp1XjqZHjGJ/2YHbBW/brHOvv2NZQlbYWGxaW/DV/nhJqlYQL5wYLgSKQuzB75/4sZj3Kjq6rJAlJKG+dpNOqYd44et/isFSt33RajaLBi6lUunD8v5pmixFPnBsqe/Tb5w8qPoIuy8CHNx/AaNDh8VP9MCjs61mKdzWAa7cnkclky7aLMhn06HA7MDYxX/b75nbZytbMSq0HIrg/tVA45q+kpQIdbQwwiejQSrZ1YuEP/g8YR9+FYewGhFQSSZcbocefQrx7YEuTR83iHLSLygfjCIJQ8ViKIOQmlLe32jE+5cHM/DIyG6FPvqfNsb52iKKCHYePkCQRg31u3B3f/iCfUtwuO3o7XVv6La0Fwvjw1oMavo4NE9PKrlALAJqtxkLBDwADPW1YXStf2Dlt5pKTLEtRGvJmslnMenw4PtBR+uq2LKPWvQmZTBbX70wVrprXSpZlvH9jHOGNq+Olvh8nhzrR3uaAtDFwaPT25Jbi2mjQ47FTfTuaFJlKpfHuB2OIxhJF34VgOIoPbz7AyWNdJZvzExHtljcuG/HWpee2foA7LGkf9HW3wtZswsz8CtYCYYiiiBa7BV3tzpJhy+yCt+YtjdFY6QATADQaFU4OdaGvy4Xb9+fgXQ0UPqbXaTDY6972SQuHzQyr2YBAMLLjYUV5KpWE/u5WdLQ5CkNs8u5PehSHl2qVBKvZgFg8oTjw6+9pK9RyGrUKvZ0tmJxdLnv/oT63op2NtUyDXwuE4V8PFQ1v2kzpBfHNIpE43rt2H08/cWLL91SJUDiGD24+KDz2o0vQaFQYOTMAs7EJgiDA2KTD9btTSCbTRcF9R5sdJ4a6an78zVbXgnj/+kTR90GWc0OdfP4gLp4f3lFQS4cTA0wiOtQyRjMCTz+PwNPPV72vdmEasiAo2n0J5AoPSUH4KIoCjvW3Y6CnDaFwDDJkmAx6xUdVyuludyKbyWJ82oNsVi4UFqIoQJa3VxjZm00lm8VPziwpPuYy1NeO3k4XZj1eJBUMGrJajHj8VH/Rbc0bt12/O410OlPYeSgjdyX97PFehX+i3FXkUDiqaO0z8yto0mvRU2JXrdVixEyFXQ+VjE8ubCvA9PmDCIUrH+2Z9fiwFohAlmVYTAY8dqof8UQSq/4QZMhoNhthtRh2fOTowczSlvByszv359DqbN5WQU1ElPfoDss87rSkRmA1G2A9oawG8QdCNYeBKlX1ulKv02LkzAASiRQisQRUkgiTUb+j3/OCIGDkzACu35mCd+METL7uU6tVSG1jYnU6nUFXu3PLEe5UKo3pufJh4mYqlYSRs4OQs7lTT0oM9rrR+UiP+qG+dmQ2+kkCKOzIFAUBwwMdioNfrUYFSRLLDvx51NUb4/ilJ06WDOKarSZ4V9drmraen7I+v+hDX1er8k/cMDW3jEqpejKZxoPpRQiCCEkS4XJY8cxHTsO3FkQ4EodKEtHisO54AJAsy7hxd7rkaxUZuc0Hd+7P4cK5wR09Dh0+fJVBREeS2rsEw9h1CIk40jYHIiceBwShYs/LUmoZpiNJIqyW8rsGk6k0YvEkVJKIJr22aiEqCAL6ulvR6XZgybuem7aoVaPFZsGSdw33HizUPC281G7FbDaLlU1X+csxNOlw7kQvzBtHcE4NdVfctdnqbEZ3Rwuay4RrLQ4rnr5wAhPTHkRjuUbsvV0uxTsv8zrdDkW9SPMmpjzocju3HPlpdVpxV62q2j+0lGA4prg5/GbLvvWqwXEoHCuEnIsra7g/tYDHTvaht2trD9PtymZlzHq8FV+IybKMhaXVkr1TiYiUKLvDMo87LakBybKMldUA1jZOP9isJjjtZtReVULRhd88rVYNrbb8yYpoLIFUOg2dVqPoBIZarcLI2UGEIzF4V4PIZrMwm5pgNOhxf3IBnmV/zX0yM5nslgDT5w8iqyC162hz4FhfOzQaFWRZhttlKxtiqlQSutud6HQ7S4ZrgiDgxGAnnHYzZue9SGeysJib0N/VWtOAQ1EU0el2YHpO2eR0Wc6FhqeObb3o0tPRghXfuuLH3syz5N9WgLnkXasamC77cjW/IAALS6swGnS4cHZwV1sF+fzBiv3pZRnwrQURiyd3HJbS4cIAk4iOFCGVguMfvgPDvRuQBTH32zmbQfN//wECl35V2RbDTZa9a7ngcAdHc2PxJO49mC8qKowGHQZ73SUbnj9Krc71NpRlGRPTi/jZldtFQ160GhV0Wg0CFRrI5xmbtu6+zB97r8ZiaiqEl0Cup+XImQGMTcwjHH043dJiNuD4QAeaLcayX0uWZYxPeTA5u1x0ddbnD+LksW60tShvGt5sMaK307Vx1bm6VDqD9WAENmvx+kRRxPkzA3h/9H5NR4g2f91aZTLZWn8kkc3K+PDWJJ4aOV5yN+12JFPpqrsNBAGIRLc/xZSIjpY3Lm/9HcAdlnTQhMIxXL0xgXgiuXExVsbU3DKa9Fo4ms1YVzBhe7PJ2aWyR46V8q4GcH/Sg2D4Yd3X4rBieKCj5JTzRxkNehgNesQTSdy5P4flTSGbIArQa3MDaKr9zlerpJKnMpTWUC0OCzSa3OcLgoAzx3vQpNdiem658DUEQYDb1YzjA50Vg8hEMrWlxY5/PQT/WgjnTvbVdIF5oLsN3tWg4ppnccVfMsC0N5sw1NeO+5MLih87L5Wu/WI6gEL/ciXy9WckGsfV6xN46sLxXRkgBKCGyfBxBphUhAEmER0p9re+i6b7NwEAgpx9eBk5k0bzP/4QbYMdWBqfV3x1WZYB72oQHW3b6zkUTyTxiw/GkEymih4zHInj2q1JnDrWrWjwiizLuDk2XbIBezKZhlqlgr3ZBP9a+eNMep1mS2gH5KaCaxTsPDQ06eBfDyGZSheaoTvtFjhsZoQiMSSTaeh0GhgV9LMZn/LgwczSlttT6QxGb09CJQ3AqfBIdn4HQi0yZfpmWs0GPP3EScx5vJhfXEUiqWy6OQDotzGte/vN0WVMzy/j9HAPgPz3IAOdVr2tsF1SMhkeyid9EtHRIJXpi/v6pVghrCzCHZZ0gCSSKbw3er9wvHrzBddYPIFF75ri9jt5q2shpDOZbf8+XVxZw+jtyS23e33rWFsPKe4rmEim8IsPxpB4ZJdcNisjGkugu92ZaytT4Q/X1e4sGXgZDcr6Guq0Gqz4ApBlGWZTU6HPZ19XKwKhKGRZhsmor9q6JpPJ4r1r9xGNbQ0cg6Eo3rt2D09fOKF4J+Z6MAK1SnmMksmU/x71d7ei2WLAzPwKvP6g4qPp2+0NaWzS1Tx1XJaBUCQG31oITpsZ2ay8MTBShkGvU1wjbqZiXUnbxACTaBdFoxHEIlFIKglmi3Vbw1lo76hWV2Acu17yY7kpkkBwZhFNGgmRpPLdcrUc05ZlGevBCELhGCRJxMpqYEt4udmd8Vm0tjRDXaVf5nowUnZ6pAwgHI3DabcgGI4inc4UFdMCclfUz57oLVloCoKArnZn1aE8swsrGJ/yFN43NOlwcqgT9mYzzMbqkx2z2Sy8q0GEIrGS4eVm9x4swGEzV70SHIrE8N6H94p2pCpRKTjU6zQY6mvHUF87ZFnGsm8do7cny75AEZDbjZrfRVCLjrbcAKha+5nKcm5qfFtLEPcnF4p237Y4LBju76ip+FWrJDiazfCtVZkMX8POWCI63N64bISA0i+U/+GlLzCsrCIrAxMZCRFZQIuYRbtU+85/2ltzHl/Z3pCynOv12NHmgGd5taadb9msDCjMbTKZLLz+QO5itVrCrbHZ0utBrifl2MQ8zp8ZqPp1J2eWkEiUr09nFrwVdw+aDPqyR5ytZgMMTbqyOxgFABqNGu9+OFb0fWtxWHDqWDe0GnXJC+6PSiRT8K4G4Fsrv1tSBhBPpDDn8aGvu/qR7JmFFdy5X9sAzWqBrc1qgs1qApC7UH/vwTzmqgw46tzm0MTujhbcujdT8+cJArDiXUMwFMX03HJhU4NKEtHV3oKBnraagswWuxWCMFtlMry66GQXEcAAk2hXRMJh3LtzG+v+h332NBoNegeH0N65swlt5UQjYSwvLiKVSkGv18PlbodGwy32lRju36w4pEeWgUgyg19+4iTWQxHMerxYD1Q/+mNSeCU5FI5h9M4kwhHlx2yzWRmLy350tVcuVOYXfVWv8i951/DUyHGMTy3Cs+wvFA1OhxWDvW0VQ8beLhdWVgMIVjiGnnikb1MkGsf718dx4ewQ7M2miutfXPHj9v1ZpFLKgsZQJNdTsloId3NjCFAt8Z/DZlZ8XEUQBLQ6m3H2RC9Gb09t/TgAlVqFY/3be5Gu1ahx6lg3bo5N1953KpvF+9fHt9zu9QXgXw/j4vlhRbth8wZ62ioGmA6bGRZzbf1JiehweHSnZdkdlnkMLyv6x6Qafx/VwSc/DASGpDR+vymGXtXuB5lZGbieVuFWSgUZwDFVGiPqNKTdOS16aC2uVB8qEwxH8dGPnMLsgg8LS76Kff+A3MTsahet8+Y8Xow9WFB8kVYGsLIaqNr6SJZlzC36KtYcAnKnVUbODGBierFwVF6lktDpdmCgu63ssMr8cfD3rt2DLMvFF9WF3FcvdcLF6wvg3cg9XBo5XvF7lM1mcXd8HnOLXsW7X+eXVqsGmNFYoubwEgB6OpT3BlerJJwc6kIqlcGSd63kfVrsFrQ6rTWvAwDaW+1Y8a0r6m2/mSwDXn8IsXhxsJrOZDE5u4RAKIKRM4Nb+seXo9Go0N3hrNhLdLC3fdeOrNPhwQCTaIeikQg+ePedLcNPkskk7t2+hXQqhe6+/jKfXbtsNouxWzex5FkoDJ2RZRkT98YwcOw4Ont6du2xDhshmYCSszxZyGhvtaO91Y6rN8bhWw2WLeIMem3FXo550VgC7354r+SQnIprFgREFfSJicWTVYu0eCIFvU6LM8d7cHKoC8lUGmqVpGgaukqS8OS5IUzOLmF2wVvo52gxNyEciZc98iLLwN3xuYp9c5a96yXDv2qSqTQqxWWBUFRR38/N8oXjo9LpDOY8Psx5vIglUtCoJXS0OdDV7oRWo0Zbiw0qScL4lKfwmIIAuBzNONbfXvPwns062uzQadWYnF3C6loIACCJYtWdv+WuassAMukM7o7P4cJZ5dMdm625yfA37k4hncnmnk9ZhgzAabfgnMKprER0uLxx2Qjvm98puu2tl64CYC/L7fjvCTX+NtqERy9ZTWQkfCFkxJ+bwujZxRBzMSPi1XATPFkJ0sZj/iChhU3I4k+NkT0JTA+LdLr69yadzkCn1WCoz42ezhb85H/cqDjAptyx60fNeXy4da/0bstqYvFkxQAznclWPcosb3ydoT4LnHZLoVe2VqNSdALNajbg0vnjmJj2YMm7DiBX89qtRvg2ap1SjxmNJTC74EV/hbDx5tiM4onleUqmrFfbFVmK025Ge6tty+2RaBzTcytY9PqRzcgwGnTo7miB22WDIORORZln9ZieXynsdlSrJHR3tKC/u23bwZ4oCnjsVD9mFlYwM7+CWDwJQNHLI8QqDC5dXQvBs+yvqaXWcH9HbkjkgndjDbnJ8IIg4Fh/+7bbc9HhxgCTaIcmx+/nQqky/+pPjt9HW0cHNJrtBxib3b9zOxdeAoXwIPefMsbH7kCtUaPV3b4rj3XYpGxOoEroIwpCUa/Ck0NdeOeDMaRS6S1XiEVBLHvs+lGTM0vIZGsf4iLLsqKAsVr/HwBFV6slSYReqm3HrkolYaivHQM9biSSKUiSiLVAGB/eLD9pHMjtlgxFYiV3eMqyjLEH8zWtI6/aLsn8ZG4lBAFwu2wY7G0vfN14IoXp+WXML65uKWzjiSwmphcx5/HhI48fQ5NeC6c9V8TH4vl+kxpFz4sSDpsZDpsZmUwW2WwW8WQKP79yp+LnVCpEZeQGItU63dHltOI521ksrvgRjsQhSSJanc07GhaUyWQx6/FidsGLWCwBSZLgdtnQ09my7R5PRLS7XnxhpOTtl6WxhzstxU2/q7jDclviMvCtqB65f6WLa4ssBKQh4z/GdPiiqbaLc+VEZeDLIQPW5dxjZTY95ros4MthA/7SHIZNrHGa3BFhNOiQSCTLXuQWUNySRqNW4dRwN27cLX2qwmJqUjRZOpPN4t42aycAVXd4SqJYCJPKEYTi2lOjVgE1ttg2GfV47FQ/0ukMUukMNGoVbt2bqRqmzXnKB5ihcKzm8BKAogvNobDyv3dqlYS+rlb0dLoKrxPW1sOYmluGdzWwJcQOhKK4cXcay951PHaqD6IooL+nDb1drYjE4oAMGJq0u9KeTBQF9Ha60NPRgnQ6A0EUMDO3gvub2kCVouR5qSV0FAQBJ4e60Nflgmd5DalUGnqdBm0u247q52gsgem5ZSws+5FJZ6DTadHd7kRXu3Nb/TqpsTDAJNqBdDoF7/JSxX/NZVnGsseDzp6d706Kx2PwzFc+ujA1Pg5Xm5tb7kuIDp+F/OM3gWQCpb47+RBrc2Co12nx1MhxPJhZwsLiKjLZ3M6ztpZm9He3KhqyIssyFpZXa54mnaekr6DbZcfiSumjJnm7dSVTFAXotGr418NV+2LmxRMpmEtsVA2GY4p2mG4mALDbzNBVGYojKTz7duZ4L1pbrJA2FYWRaBzvfngvF1xX+NxkKjfV8tLI8cJtep0WuzP7eytJEiFJItRqFY4PdODuROkXMGaTHqFQrOqR81oDzPwaOtqqD5ZSIpPJ4sro/aIprelMBnOLXiwsreLCuUFFO5yJaO/kdli+WvJjb71+lWHlLnovqUbuN2Lp319ZCLiZVmM1K8C+C6Hi2wkN/LJQ8vGyEBCXgR8lNPikvrbf00dFV7sTPn+F3tAb99msvdUOnVaDBzOLhVMVGrUKXe1O9Ha5FAUsq/5g4SRMrUwGfdWwThRzde7iir9s7SrLgLvEzsLtUKkkCIIAz7IfK771qvVypQGKnmV/zYOTAGU9JZU8N6Io4JmLp6FRq4pei+V2zFYPZ5d965iZX0FPp6vw9UzbHuhYmSAIhcFFPV0u+NaCRVPagY1/GYTcQKX8bs1ylE5lf5Rep624o7YWgVAE7127j2wmW6iBY/EExh7MY3HFjyfODSnaGEKNiwEm0Q4kE8mqwzUEQUA8vr1/0B/lW16uep9YLIpIOAyjqXLPwaNIVmvg+59+B87v/9+5K8ubdmMKALQaDYb6t+5e1Wk1ODnUheMDnUil01CppKKwq5rcrrntvdBob7Up3IUmQyWJSJc48iMAUKtV6O5oKbu+Fd86Eqk0dBo1nHZLxSJNlmXcvjeLuUXlR2nKHVWqNtn8UQIAURIxPFD9xbJOo6laKOZ2EFq3PJ+jt6eqhpdA7msHQlGsBcKIxZOIxhJQq1VodVq3Ne27Fj2dLhgMekxtOlpuMujR3dkCOSvjdqj60TKlfbb2yvi0pyi8zJNlICNnce3WJJ65eFpxTyUi2plHd1qW3WGZx/ByV61mRUgAqkVTq1kRdnF7AdZm7yQr/57KQsDPk2oGmGW02C1oa7GV7YXZ3mqHo0QPcHuzCfZmE9KZDLJZGeqNAE+pWmunzYb6qm9yyGSy0GrVFesnl9MKi6l0I59oLAHfWhByNjc93Go2VHzMeCKJK9fuI6Lwgnal3XnJVOUeo6U0W4xwuypvFshm5arBryAArc7mLfVfNJYoDM5REqxOz6+gxWHFymoAmXQGhiYdWhyWPR0OK4kiRs4OYnbei5mF3NFyQQBaHFb0dbXi/oOFqgGm0inue0WWZXx4c7Js+4NAKIr7Ux6cGOzc55XRbmKASbQDanX1gEKWZah3abhOJpOpeqQDADLp7Rc2h110+AyW9X+IJ2evYuZ/5Hp0iaKA9lY7BnvdFUMnURS2FUpJklg2XHzU5sCto81esh/jox7MLJWdAgnkrmyfOdFbcsfizPwK7k0uFP2yV6kkHB/oKLvLbnbBW1N4adBrYS5zxFhfZRflo2zNJhwf7Kx4NToQiuLWvZmKA4fyeju37nYIBCMI1nBMCACuXLuPrCwXnr+747Po6XThWN/eNiB32sxw2syFJvj5oC+RTOHO+GzFQtmg11adjLmXMpks5jb6HpWTSKawsrqOVienmxPttTcuG/HWS5eLbnsLYEi5j8xitmp4CQBmYXeOdEdRevflZnGZF5DKyfUq7IHF3ITpueXCgB6dVoPeLhe6q/SzVEmS4mnjm1U7gVK8xlxdIkkiTg51ocVhrXj/UicjHmUxNeH08Nb+tul0BjfHZrYMnzEZ9Dh3srfsqaVrtyZrOo1T6RSIXqdVvPtSFEV0uR0Y6msvGw7KsoxZjw8TUx5FwXF+5+Rmsx5vTYMYY/Ek3n73FoCHz59arcLZ4z1w2i0Kv0rtJFFEb5cLvV0uZDdOnOV/fttabVhdL92bNM/t2p0dudvl9QcRT1QOWec9Pgz1uXN/9+hAYoBJtANqjQY2hxP+VV/FS2quNveuPF6TwVg1vAQAfVP5adIEvPDHn4T+U/8POvttkJy50HIve6IIgoAOtwMzcysVi5fh/g6kMxmoVBJanVboddX78QRC0YrhJQCk0hmM3prERx4/VtSrcHbBizvjW1sS5AtQURS3FCOyLGNydqnqujYbHuwsW8AbDTpYTE0Vh+2oVRLOneqDQa9T1PfyvQ/vVRxwky8GO90ODPS0bfl4rYN/ABR6GeX/esoyMDW7DAHY9gTyWuSKzIfvazVq9HS6MDVbftf2UH99pzvG4omqob4gCAiGogwwiXbZNz//fNH7lul3CjstOXinfp5Up/F/ASgXkwiQ0S9l0CrtzmCdLjGD+YyIbJkQU4SM9l16rMNKEB72E8yFJ7k2O3v5+9XebIJWo654lFqv06Knw4lUOoMmvRatzmZFte7mieLlBEJRfHjjAUbODha+pizL+ODmA/hLhFzhaAzvXruHpy+c2BK+BkKRqo+XJwDQatXobi99ogjInVwar9DLUUBuV2Fvlwsmg77qceKpuWXce1C5zgZyF5DPneiDxbT1NVggGFEcXj4qX1emUml8cHMCTz52bF9a6zwa6LpbbJicWUIsntjyklcQALVKtaVdwn4LBCNVT15lsllEowmYSzxPdDAwwCTaob7BIaz5V8sGix1d3dDrd6d3id3phEajQTJZ+uqSIAhwtLig0e7OwKDD6Juffx4/v/QcAMDUtX9Tk/u6WrG4vIZkKlXyF2v3Ru+jWs3Oryjq9ZPOZDB6ZxJPXzgBQRByDeCrBJ/3HsyjraW5qAiPxZOFHQbV6LRqnBjqQkuVq8UnBrvw3rV7ZadynjzWDUezWdFjjj2Yrzqdu8vtRGe7s+wuTmEXjytPzS2jp9O158fJSznW1w45K2N6fgXAw+mOkiTixGBn3UNBQdFRKJn9fIl22RuXjXhr4/dgEe60rDuTKON/0SXwenzr7ngBMgQA/6t+d9oSAcCvaZP4ear8hcEsBHxMy+PjSgiCoOjC82491smhLnx4q/QQRUEATg93wa6wdsrLZnND9ZTwB8KYnltG/8aFYN9aqGR4CeRq1HQqg+m5lS0tgFb9lXf1bdZsNeLM8V5oNOUjjFw/xTY8mNnao10AoNaocGKoU9Eu1mQqjfuTlQfbaDVq9HW50N5qL3uEWtylOkaWgfEpD544N7QrX68WkiTiyceG8OGtBwgEo4XemLIMNOl1ePxUf11q3c1EUVS0+3Y363zafwwwiXbIbLHgsZEncOfmdcRjD6ceC6KIru4e9A0d27XHEkURx8+cxY0Prm4JTHONmDUYHD5e5rNpc3i53ztMtBo1Lp4fxu37s/CuBgq3qzamFPZtI7wEgPVQRPFRmXAkjvVgBM0WI1b9QaSrNICPJ1JYC4Rhs9beT7WtxYqzJ/pKhk8+fxAz8ytYC4YhQECL3YJTw92YWfAisOkqvEGvxbGBDriqHHfKSyRTFZvp5xkN+opH0JWGpUrIcq4he5eC5vC7TRAEHB/szIXn3vx0Ry1aW6wNcXSmSaeBXqdFLF7+xbEsY0+PSxEdVo/usMzjTsvGd1mXgArAG3EtEoWDpwKsgozPGmI4pd5578u846oMfl2TwP+b1BYeJydXWDypTuFJNdsSNSKX04rzZwZwd3yu6Pi1yaDH8cFO2Ev03qwmlkhVrQ03m15YQV93a24Az9JqxQvqMoD5Rd+WADP/U1etlD13sq/kUMtMJov5pVXMebyIxZPQqFVob7VhqK8d03PLRce+nXYLTgx1KT6Cv7iyVvXkWyKZQpvLVrH/o9NhhW9NeVBbyepaCMlUekdTurdLp9Xg0vnjWA9GsOoPQkauf6jNamyIi81Ou7nqqTSdVg2jotkC1KgYYBLtAqvNhou//AzW/X5EI2FIKhXszhZFPTJrZXc48fiTH8HUxDj8vlwfQkEU0drmRu/gIHS6vZp/fLDVM7zM0+s0GDkzgFg8iXAkBlEUYbUYahoI9KhaG3qHwjE0W4yKG8A/ej+dVgONWlX189tc9pLFzPiUBxPTi0XF6sLyKuaXVnHuRC9MpibENwpQk1FfU0FU6ShVniAIVfvj6HWajemblae6KyEASKV278Xmdmi1avSUGeBUT4IgoL+7tdDYfuvHAYvZAKu59JAAIiqt7A7LPO60bGiCALygT+BjugQ+TKkRlgW4xCxOq9KQdjkjEATg5aY4ulVZfD+uwXI2d3HLJsj4J7oE/ok2CW5WalwtdgucNjOC4SgSyTR0WjVMhtpqp81q3SmYTKaRSmcKdWG1C+qlJqc3WwxVw0tJEkue5kmlM7gyer+o53k6ncH41CJ0WjU+cn4YyWQKmUwWhqbqbYgelUgkFc0eSCRTFXcftrtsmJjybHty/KPy3/N6sTZobWY2NsHebIJ/LVT2Z6qvq7UhwlbaPgaYRLtEEAQ02+1ottv3/LEs1macG3kCqWQS6XQaGo0Gkop/nctphPByM71OU3MRVY7LYVU0rCYvP+RF6eM/ej9RFNDT0YL7FfoL6bSakoWm1x/ExHTuSM/mwiJfF16/O4WPfuQ0HLbt7YDUKByqpeSIy6lj3QiGooonYpZ9PABN+t15rg+jjjY7orEEJmeXtuzcMDbp8fip/votjugAYC/Lw0svAE9pap+oXCtByB0l/1VNEn5ZQBa5AHO3w1LaG4IglJ0GXqv87rRwVHmbgnzoqddpqrY00mm31l/NFiOMBh0ikXjZ0KnL7SzZv3NsYq5sDZxIpnDjzhQunh+u+mcoR6NRK5o9oK1Sf6rVKlw4N4hffDCm+NRUOaIgQFvhCP1Rd+5kH96/Pl70c5H/ueztdNW9TyftHH/6iQ4wtUazaxPOD6tGCy93W6fbganZJUUTzgHAacsFizarCTqtumI/S6NBB7Nxa5Pr3q5WrIciWPEFtnxMrZJw/kx/yaub03PlB8oAueJizuPFUF97tT9GSTqtGjarqWwPJiBXxLSWOIL0KJVKgrvVhvGprT2UaqFWSVUnfh5lgiDgWH873C4b5hZ9iETjUKsktLY0o8VuLQTuRFRMcjvx+qUYe1nSrhEEwL5L083pYBIEAf09bbh+Z0rR/W1WY2EITkebA3MeX8X7l2qnIwgCHj/Vj3ev3UMyufV0j91qwmDv1mGoyVQaC0v+so8ly8B6MIJgOFqyllWiraUZYxNzFUNHe7MJ2hLB7KMsJgOa9FpEotu/MC4IuUnfjdAGqFFp1CpcfHwYXn8Ai8t+pNIZGPRadLgd2/45oMbCAJOIjoTN4aUsywhH4kinM9DrtSWvCB8UWo0aI2cHcfXGRNW+RR1tjkKRJQgCTh7rxgc3JkreVxCAk0NdJYNIUcwVm4sra5hd8CISjecCP5cNXW5n2UJuPRCu+ufxr1e/TymyLMO/HoJeV/m57O9uU9xk3KCwR44kishmsyV3Dpw81l1Ti4BkMo2F5VXE4kmoVRLaXLYj0avHZNTjxGBnvZdB1HDeuFxu2mwst9OSYSVR3WUyWYQiuT74JoNe0bTvRuV22RCLJSqetMnr624r/LfVbEBHmx3zi6tb7icAaGrSoatMOxtDkw6/dOEk5jxeLCytFiand7qdcLtsJS9mBkNRRbsj1wKRbQVX6UwG3tUALCZD2SnpgiDUdNHd2KRHNJqoeGRer9MgFt/a6khAbifnYN/WMLeSYCiKJe8a0hvH6N0uG9RVJq8fdKIowOWwKu6hTwcLA0wiOtQs0+8Uvb+4sob7kwtFDc+ddguOD3QoDqwaSTabK4POHu9FKBLFvMeH6KbCJ39swuWwbgmIWuwWXDg7iLsTcwhHHh4XMpuacHygEzZruRfOuaLN7bLB7bIpX6yCnjPbaUsTjSXwwc2Joj/Do0RRwECPW9GwpEw2i0QiBYvRAJVKKhsMCwDsNjOOD3ZibGIO3tWHA4T0Wg36ultLNpwvZ3p+BWMT85DljcnbsoyJ6UW4XTacHu6uud8pER0s0iO7k16/FCscBy+J4SVRXWWyWYxPeTC74EVm4ySMJInobndioNe9ox7n9ZJMpmG1GHHuRC9W10NYXPZvOeWTu8jdDecjLX9OHeuGXqfF1NxyoXYSBKDV2YwTQ10VgzONRoX+nrbCVPNqlPYx3E5dubjix82xmcJzWopep8GZ472KekGmUmkk0xm4XTYs+9Yr3new1w1REHB/ylP0WsViNuDUMeUDiNLpDEbvTMG7Gtj4HuR6eY5NzOHUsW60t+59yzOivcAAk4gOrTcuG4te/M15fCUHhvhWA/hFIIyLI8dh0Gv3c4nbJssypudXMDmzVDRQp9VpxenhHqysBhBP5IbhuFvtZQssh82Mpy+cQDgSRyKZyvU/qjCheyecNjOWvGsVj+I4bLVNnE6nM3jv2r2KR+EBQIAAe7OpYsGbTmcwMb2IOY+3UKzrdZqSAaYgAJIo4fhgJ4xNOjx+agB3xmcxv+iDLAOxRBK378/Cs+zHmeM9aKryc+VZ9uPu+Fzh/c27CjzLfoiigNPDPRW/BhEdXG9cNkJArOi2f2AvS6KGJcsyPrz5AD5/sOj2TCaLydllBMMxjJwZODADQ5KpNO6Oz2FxxV+o09QqCT2dLphNTVjxrSOTycJk0Bed6NlMEAQM9LSht8uFQDAKWc7CaNArPvlSC4u5CZIoIpOt3ELJ3lxbX3WfP4jR29WP0KvVKphNlevlYDiK8UkPVlZzLZcEARXbN9mbTWhrye04tZibMHp7CoGNXo7rwQjeuTqGznYnhvvbq17Uvr4RXgL5vqS5JzWblXHj7jQ0ahWcJfrVEzU6BphEdOgUeoNtevGXSmdwZ3y25P1l5MKr+w/m8dguDg3JZmVk5SwkUdz1AvbegwVMlegpuexbx3owiksjw4oLRkEQYDLqYcLWQiwWTyKRSEGrVUGv21m429PhqjjZWxJFdLTVdkV4YWm1angJ5HZJjN6exEc/cqrkc5EPQoPh4gAhf4xHp1EjvmnKucNmwfBAR+F4982xaXiWt/ZiWg+E8YsPxvDUheNlr5rLsozxKke15hdXMdDj3rXhT0S0/x7dYZlXdqcld1gSNawl7/qW8HIznz+IJe96TScxqslksoCAXd/ZmUpn8O6H9xCNFg/SSW1c2O1os9d0EVUSxZKneGRZRigSQzYrw9Ck29FRZpUkoavDianZ8v3VW+yWmjcmVKvH8oKhKB5ML+FYf+kj5GuBMK6M3oecffgdlWUgkUhBFASIolC4WC5JIrranRjscUMUBSSSKbz74X0kU8X1bVaWMTO/gkQiiXMn+8q+tgiGo4XQtJyJ6UUGmHQgMcAkokOlKLzc9OJvaWWtcNy6FBm5YjSZSkOj3tk/jevBCCZnlrDiW4eMXJ/KrnYnejtdu9IXKRyNlwwvgVxxFE8kMTW3jOH+7b/wXfKuYXxqEeHIw0DPajZgeKADzZbyR8srsVoMOHWsu+QuWABw2M01F7OlQsNyYvEkfGuhLUeeAGBqbnlLeLlZPJkqFNvuVhs62hyFFxCBUKTsOmQAqXQaU7PLOF6mx2M4Ei86JlTOim8d3WX6RxFRY3vjshHeN79T8mNvvXSVYSXRATPn8Sq6z04DTFmWsbC0iqm55UKrHKvZgL6uVric1h197bzZ+RVEKkwen19cRafbqei4dCnZbBb3pxaxsOhFMpU71SJutCI6NtCx7bp7qNeNSCReMqwTBNT8/UkkUmX7XZYy6/FisLdty25IWZZx8+50ydcd8sbHRUGE0aCDXqdFb6cL9mZT4T7TcytIJlNle2UuedexHoyUrceXvesQgIq9NteDESSSqT3ZHUu0lxhgEtGhUS68BIBYPAFBEKo2/M4fu96uZd86rt16AMgPC4dEMoXxKQ9WfOt44rGhHU8PXFhcLfS2LGfO48Oxvvaad34GQhHcvDtTaEa/2Xowgveu3ceFs4NFhVYtWp1WTEx7Su6aXPauY/T2FB47Vf6q8qNSVQYXPSoUjm4JMGVZxuxC9Rci+eJ+PRjB7LwXTzw2BK1GjYUlf8XnQ5aBuUUfhgc6Su/+zFT/MwgCFE+aJ6L6evGFkaL3L0tjD3dYiiX+/Wd4SXTgKLnwqOQ+lciyjFv3ZrYMxlkPRvDhrQcY7HVjQGHPyEpmq0wPFwRgftFXc4ApyzLmFn0Ym5jf0k8yuxHMrgUjuHh+eFu7MUVRRHeHs2SAKcvAzbEZiKKouF+7knqs6P7pDBLJ1JYTSuuBCCJVnvt0OoNwOoNINA7vagBd7U6cGOyEIAiYW/RVDB8FIXcCqVyAmc5kUPWFAnJ15cFonEX0EANMIjoUKoWXAKBWqRRNK1Srtv/PYjqTwfU7U2XrhUAoismZpZomFpYSiyeq1SRIpzPIZLJQ1VAQ5gLKe5V3qsoyRm9P4tlLp7c1VGZmwVvxyPeybx3+9XDJgFSWZaysBjAzv4JgKApRFEtOpqyk1JozmWxRH1ElIrE4Prz1ABcfH0Yikar6fGQyWWSzMiRp63qr9ccEcjVouWnksiwjmUpDFASod7h7mIh2JrfT8tWi2956nTssiQ4btVpVclr0Zjs90bPiC5Sc6p03PuVBi90Cs6n2KdubJRKV/xyyjKp/1lImphcxMb1Y/usid3F4bGIep4dr7/UryzLujs9XvM/d8Tm0OptL1ovpdAZziz7Me3xIJFPQqFVKcr8iperKcIXdrI/KP9bsghfGJh262p1IValJ80fRyzE26aq+5hFFEboyuy8zmSxS6QzUKmlXTo4R7Sa+0iGiQ+G3n+zGWy9dLvsisbWlGWMPKhc5VrNhRz0GF5fXKk4sBHIFysBGj5vtUlJgiYJQc9FxZ3yuYniZl0yl8d61+3jysaGaQ8z5xSpX+QEsLPm2BJiyLOPO/TnMFh3Zqu1KOZDrh/So7QSxspy7wr66FoJWq676fEhS+bBVq1Gj1WnFsm+97Nco1Ww9m81iam4ZM/NeJDb6c1pMTejrbkWrc/d6bhFReZf/58egN+b+vSq705LhJdGh095qR3BjwEql++zEzMJKxY8LyF0Y3k74t5lKLSGVKl9TCULtYWwsnqwYXm42v+iDxdSErvbSfYLLCYVjVcPCZCoNnz+IFkdxDZXrMzmGaOxhMFvrqR6zsankEWyVanuh3/iUB51uB9RqVcUQUxBQcohSXluLDXfH58sOOBIAdLbZt7xOiMYSmJhehGfZD1mWCxPkB3vdMJS5iE603xipE9GhUu5Fol6nqVoY7XRnZCgcrXr0ObVx3GQn2ly2imGZIABul62m4+PhSAyBGvr+rAcjigvTzSpdMQZyV+NLXeX3LPsfCS9r19rSXHK3oygKaHFYsZ1IefT2JFxOa9Xno7PNUfH5GB7ohEadC0JLff6ZE71FAWg2K+PqjQncn/QU/TwFQlFcuzWJydmlbfxpiKhWuv/td6H/1GXoP3X54QmA9m5o2zqK3ojocOlotUOv05SsHQTk6s6dBpjVAlIZuYEtO9Xeaq9YA8kyFB/Dzqt2wfpRt+/PFiZuK6VkiGPuflvryut3porCy+3o72ktebvDZtnWRoVUOoM79+dyNWOF+8ly5XBcpZLKhtoCAL1ei4Fed9Ht4Wgc71y9C8/SamH3piznZgj8j6t3q/4sEu0XBphEdOC9+MIIPvqDV6ve7/hAJ7o7WgohUb44UKtVePx0/7b7OuaJkojKLbM37reD3ZdAbqdoqZ2ED7++iL7u0kVVOdFtHA2anF1CqMLgm1LUmspX8AWg5LTusYnKu2ercTSbK+5Q6O9uxXYSzGQqDd9qoGxhLyDXlqC3y1Xx6+h1GlwaGUZ7qx3iphTTYTPjI48Nb+nbObfoxepaqOzXu/dgoWJDfiLaHVp3Zy6wzL8xrCQ6ElQqCU8+dgyWEn0hLWYDnnzsWE1tfEpRckJkNyaS93S4oFJJZcugZosRjhIDECuJxZMlL8pWcmtsuupJps20VWrKh/cr3q0YjsQq1lBKHB/oKHvaRa2S0NtZue4rZ27RB1uzERpN6YvaQK6ffLV+pG0uGy6cHSzqkymJuWnnF88Pb9lRe2tsGul0ZsurGBm5I+U37k4rasVFtNd4hJyIDrR8eHnl9avQtlc+QiOKAk4MdqK/uxXL3nWk0xk0NWnRYrfuOFQEAJfdiqnZ0tPB8yxmw44n/gmCgHMn+3D7/iwWlop7IzXptTh3sq/mox6abfT+lGXgFx+M4eL5YZiMekWf09nmqNoPyf3IVeUl71rNPSoBQKdVw2IyoLfTBavFUHEHpNVswOOnB3D99iTSmayigU95sx4fnr10BlqNGjMLK0XH8JutRpwe7ikZym5drwanh3twYrALiWQKapVUtqfl7Hzl3agCcoOchgcYphAREe0FvU6Di+eHEQhF4F8LAwBszSZYdtiTMq+1pRmzCysVT3nsxiRyvU6Djzx+DNduTxYmnRfW4LTi9HBPzUMh1eraw9tgOIb3r4/jwrlBRcGs2dSEJr224rAktUqCw/4wfJVlGdfvTNW8NkEQYGjSwmEzo6fDVbXl1GCvG+lMFjPzuTYA1aaCb7a0soaL54/h5thMUdAqigI63U4M9ysb0umwmeGwmZFMppHOZKDVqEu2lwpH4lgLVD6FFYrEEAhFtz2Jnmi3MMAkogOrlvByM61GXXOfHSWsFgOsZgMCwUjZIqW/xp2R5UiSiDPHezDY64bXH0A2K8Nk0MNmNdZcZAKAxdwEnVZT8phNJZlsFjfuTuGpCyeq3leWZahVUsV+kfZmExybdsLmprpP1rSmvHMn+8pOaCylxW7Bc0+dxeKKH6FIDGuBiKJj9el0Bul0GsMDHejvaYN/LYRsNguTsQlGQ+09gyRJrDrYp1rPJxm5HQZERES0tywmAyym3Q92ujtaMOfxlr2gqlar0LHDY+p5RoMeT184gfVgBIFQFKIgwGEzKxo0WIrbZcf0XOUenqWsBcKYmV9BX1f1ejmVysBk0FcMMI/1dxTC0Ewmi7vjcwjWeHoIyAWyv/TEScX3F4TcponeThc8y34kkiksLK4qmnQeCseg12nxxLkhRKLxwuBKm9W4rWGNGo0KmgqxTziq7PsRjsQZYFLdMcAkogPpxRdGoP/UZVwBagov95IgCDh/egBXb4wjEIpuCepODHbC5bDu6mPqdRp0uXcexgqCgOH+doxu46p0MBxDIBSpWLzLsoxbYzOYXyo/TbOj1Y4TQ12F3Y9jD+a3VfzmCds4Ey5JIjraHAByhe7b795S1LNUknI7DdQqaVd2Q1R9PFEs25y9cJ8dHl0jIiKi+jHotRg5M4gPbk4Ujlbna0uNRoULZwe3FWiVIwgCmi3Gmi7+lmMxNcHlyA0orJWSADORSOEXH44hXqYFkiSJOD7Yic6Nmi6ZTOO90XtbdpgqtZ2aEsjV6fnNC+2tdrxz9W7Vz9ncesDQpNvzATr5Grb6/dh9kOqPASYRHTj58BJonPAyT6NR4eL5YayuhbDkXUM6k4WxSYeONruiY8TbFQxHMT23Au9qALIsw2I2oKejZcvk6kraXDZkslncGZ+rqQcRkLsqWynAXPatVwwvAaC7s6VQHHmW/TsKLyVJLHmsPRCKYmFpFclkCjqtBu1tdpgMpY+/S5KIsyd6cGV0vOJj2axGqPc5LGxtsW5Miaxwn10Oy4mIiGh/2ZtNeO7SGSws+7EeCEMQBNibTWhtad6V/pelyLKMpZU1zCx4EYrEIIkiWlua0d3RAkMNOzLPnugt2e6omngihUwmWzEwuzsxh3g8WfbEk+aR3anX704hst3wUkDJPvnZrIxl3xq8q8Fc7W1qQnurvWyobDE1oaPVXrUebm0p3Vtzr9gsRqgkEekKtb8oCjX3QSXaCwwwiehAKRwbR+OFl3nCxrGb/fpFv7jsx+idqaIdnz5/ED5/EH1drTjWr3y6ekebA20tNrx77V5NEwerNZqfqdazUQBmF7w4dSz3nO50inZ3e0tR4ZvN5hqQL66sFb5PggBMzS2jy+3EiaHOkkfvbVYTbFYj1tbDZYvkgZ62Ha11O3o7W+FZXkOpjkoCcr1Q92MnKBEREe0tlUpCd7sT3XvQ/uhR+R6RiytrhdvSyGB2YQVzHi8unB2Ezaps6GW+3VF3uxPvXrtX1CO8mkq96RPJFJa8axV7SsbiSfjXQ7A3mxGJxuHzBxU/9qNkGejpbCm6LRKN4/3r44VhRbKcu/h+b3IB5072lT1x1d/ThsWVtZKnaAQh1+bK3VLbxPedkiQRfd1tuD+5UPY+PR2ufb9YT1QK9wET0cEk8pcokCvQrt+dBlC6r+Tk7BJWVgM1fU1JEvHkY0NocSjbvankqmwoXDkMlWUUAtNUOrPtIz4A4LRbMNhbHCrenZgvFOP571P+/2c9XjyYKR2YCoKAx0/1o9lq3HgfhamQoijg7Ile2Jv3/4q0yajH+TMDUG2EtJvXZTDocOHckKLppURERER5swveovAyT5ZzOw4/uPmg5lM6FrMBF88PQ6etPsRSEIAWh7ViP/dwJF7xBEpevtelfz2seK2PrgUATh3rLjpllMlkcWX0fuH4+ua1ZLMyrt16gGCZurdJr8WFcw+P/guCUHicfN/LnU6v346+LlfR5HRBQOHQfJfbgaE+976viagU7sAkogPl1/pt+PnrVxlgbqjU3B3IFR/Tc8toqeEoOQCoJAnnTw8gGI7i7vhcxeKvp6Ol6lXZXJhWuXF5IXBTOP07T69VQxBzg2+63E60OCxFhW8ymcacx1fxa0zNLqG301XyuJJarcIT54awHoxg2buOTCYLo0EHt8u2q72nauW0mfHsU2ewuLyGQCgCURThtFvgaDZta5ATERERHV2yLGOqSvuedDoDz4q/0FtSKbOxCR/9yGks+9Zw+94sUunSNaEs58K0SpT2Ynx4xL62urJJr4EgiLBbTehqd25pSbS44kc8UaE/ugxMzS7j7Inekh9uthjx7KXTWFpZw3owkju51WyC026pW/0mCAKGBzrQ1e7EwtIqEslUbjeoy7bnPTiJasEAk4gOjG9+/nn8/NJzAABtW0edV9MY1gKVryrLANYVTNIux2xswhPnhnB3Yh4z8yu5q7EbtZUs546cD/ZWP6Le6rRidsFbsYRs3TjyrFJJMOi1iFSYKpk30NOGwd7KV4V9a8GKIS8ApDNZrAXCZXeS7mZj+92kkiR0uh3oRG0vJIiIiIg2S6cziMUr116CAKwHIjUHmEDu5Epbiw3NFhOu3hhHKBwr7D6U5Y2TLcd7q9ZaZmMTNGoVkql0xfvl+8Arrd0EAXjysWNV719tMJGs4D6SKKK91Y72XZoiv1ua9NqqdTVRPTHAJKIDoSi8bNDel/Wg5Ertdicnbn6ME4Od6G53YmHJj0QyWbgqaywzAOdR3R0tmFv0QS7T/0itVhWKOEEQ0Nvlwq17sxXXNHKmHw5b9Z2lSo86ZatM9SYiIiI6tBTu/tvpJkGdVo2nRo5jdS2EFd86MlkZZqNe8ckWURTQ39OGu+NzZe/jdtmg1+WGZxoNetisJqyth8peSDcZ9Th/eqDwOZVkMtV3dNbS75OIlGOASUQNj+FleQ6bGatrobIfFwTs2jAhQ5Nu2z1wDE06nD89gA9vPeydlG96rtWoceHsYFHR2tHmQCAYxdzi1qPfKknEhXNDsJrLTz3fzFxiGnkpSsNYIiIiosNGrZJgNjaV7d8I5Oq23agrdzrwsrvdiXgiianZ5aLhjLKc23mZHwqZd+5EL969dg/REqd7rGYDLpwdVNx70mzSw78WrHiqyMSakmhPMMAkoob2xmUj3mJ4WVZHmwMT04tldxmWmpxYLw6bGc9dOoOFZT/WA2EIggB7swmtLc2b+hTlCIKAk8e64HJaMbPgRSgchSSKaG1pRle7Ezpt9SvkeWZTE0xGPcLhWMliUwBgt5nRpNfu7A9IREREdID1dbswenuq7Mf1Og1a7Nb9W1AZgiBguL8DnW0OzC+uIhZPQKNWwe2yw2Ju2nJCSbux63N+aRULiz4kkmnodRp0up1wu5prGnzY6XZiana54n26Oxqj9iY6bBhgElHDeuOyEW+99AUADC/L0ahVuHBmEO/fGC8KMQXkevCcGu5uqL6NKpWE7nYnutudVe8rCAKcdkuhh9F2CUJuWvi7H95DJp0pCjEFABqNGqeOde3oMXZTKpXG9PwK5jcKbI1ahY42B7o7nNBqqk/wJCIiItqOthYbwpE4JqYXCzsa87QaNUbODkIUG2dQoKFJh2P91XuxA7katKejBT07DBcNei2OD3aWPcLe6rSivdW2o8fYTcFwFFOzy1j2rUPOyjAZ9ejuaIHbZePQRzpwGGASUUN68YUReN98FQDDy2qarUY885HTmFv0wbsagCzLaLYY0el2cHLgBpNBj6dGjmNydgkLS6vIZmVIkojONgd6u1qh0zZGMBhPJPHuh/cQiycLtyWSKTyYWcTCkg8feXxYUX8mIiIiou0Y7HXD5bBi1uNFMByFSpTgarGi3WVXfMz6sOvpaIFBr8Xk7DL867lWTk16LXo6XehyOxomGFz2ruPa7QcAHobRgVAUN+5Ow7sawNkTvQ2zViIlGGASUWMTWSgpodGo0N/div7u1novpWE16bU4dawbJ4e6kMlkIUliwxVtt+7NIr4pvNwskUzhxt0pPPnYsX1eFRERER0lZlPTlj6SVCx/SiibzUKWAUlSfgx9PyRTaYzemSzaRbvZ4soabM0mdLmrn4oiahSN9beMiAiA5HbisjSGK69frfdS6BASBAEqldRw4WU0lsjtoC3zcVkG/OthhCPxfV0XEREREZUmimLDhZcAsLC4WnUa+vTcyj6thmh3cAcmETUUye3E11e+g7deugqIErRtHfVeEtG+qDT1c7NAKAKjga0BiIiIiKi0QChS9T6RaByZbHbLME2iRsWfVCJqGPnw8srrDC/p6BEV7ghtpOb5RERERNR4RFGAktJSAOtKOjgYYBJRQ3jxhRGGl3SkNVuMVcNJQQBsVtM+rYiIiIiIDiKHzVK2/yUACADszSZeGKcDhQEmEdXdiy+M4KM/eBVXXr8KbXs3w0s6ktRqVdVG6h2tDmg1jTExnYiIiIgak8tphU5bvmaUAfR1cfgnHSwMMImoriS3syi8JDrKjvW3w+WwAkDh2E/+/x02M44PdtZnYURERER0YEiiiAvnhrZc+M7vtzwx1AmHzbz/CyPaAQ7xIaLGIEr1XgFR3YmiiMdO9WEtEMb84iriiSS0GjXaW+2wN5sabnI6ERERETUmY5MOH/3IKXhW/FjxriOTlWEx6dHpdqJJr6338ohqxgCTiOrqt5/sxpVPXWWASbRBEATYrCb2uiQiIiKiHZEkEZ1tDnS2Oeq9FKId4xFyIqqbF18Ygf5TlwGAfS+JiIiIiIiIqCTuwCSiuvjm55/Hzy89BwDsfUlEREREREREZTHAJKJ9x/CycaUzGXiW/VheWUM6k4XZ2ITOdgfMxqZ6L42IiIiIDpBoLIE5jxdrgQgEQYDTbkZHmwMaNWMIIqrdgfmX48///M/x1ltvYXR0FBqNBuvr6/VeEhFtA8PLxhWJxnFl9D7iiVThtkAoglmPFwM9bRjsdddxdUREu4d1JRHR3lpYWsWNu9NFt/nXQ3gwvYiRs4NothjrszAiOrAOTA/MZDKJT3ziE/jsZz9b76UQ0TYxvGxc2ayM96+PI7EpvAQAWc79/8T0IhZX1uqwMiKi3ce6koho76wHI1vCy7x0Jour18eRTKX3d1FEdOAdmB2Y//pf/2sAwLe//e36LoSItkVyO2GZfgcAw8tG5F0NIBZPVrzP5MwS2lqa92lFRER7h3UlEdHemZ5bhiA8vBD+qHQmi4XFVfR2ufZ3YUR0oB2YAHM7EokEEolE4f1gMFjH1RCRUO8FUFk+f7BioQkAwXAUqXQGapW0fwsjImoArCmJiJTz+oMVa8rcfQIMMImoJgfmCPl2fOUrX4HFYim8dXZ21ntJREfW65di+IeXvlDvZVAZMqpUmfn7VatGiYgOIdaURETKKakXs1nWlERUm7oGmF/+8pchCELFt6tXr2776//Lf/kvEQgECm9zc3O7uHoiUkJyO/HGZSPe2ggveXy8MVnMhqpXyvU6DXdfElHD2su6kjUlEZFyVrOh6skrDvEholrV9Qj55z73OXzyk5+seJ+enp5tf32tVgutVrvtzyeinZHcTrx+KZYLL0UJ2raOei+JynC32DA2MY90OlP2Pj2dLggCGwEQUWPay7qSNSURkXI9HS6sroXKflwQgK52xz6uiIgOg7oGmA6HAw4H/+EiOowYXh4skiTi8VP9uHpjHHJ264HyVqcV3e3OuqyNiEgJ1pVERI2hxWFBX5cLk7PFw3zy/316uAd6HS8KEVFtDswQn9nZWfj9fszOziKTyWB0dBQAMDAwAKOR28+JGgnDy4PJ3mzC0xdOYGZ+BYsra8hkszAZ9Ohqd8LtsnH3JREdGqwriYj21rH+DtisJkzPrWA9GIYgCHDaLejpdMFiaqr38ojoADowAeYXv/hF/N3f/V3h/cceewwA8JOf/ATPPPNMnVZFRKUwvDy4DE06nBjqwomhrnovhYhoz7CuJCLae067BU67pd7LIKJD4sBMIf/2t78NWZa3vLHIJGpcDC+JiKgRsa4kIiIiOlgOTIBJRAfDiy+MwPvmm/VeBhEREREREREdEgwwiWjXvPjCCD76g1dx5fWr0LZ313s5RERERERERHQIMMAkol3B8JKIiIiIiIiI9sKBGeJDRI3rxRdGoP/UZVwBGF4SERERERER0a7iDkwi2pF8eAkwvCQiIiIiIiKi3ccAk4i2jeElEREREREREe01BphEtG2/1m8DwPCSiIiIiIiIiPYOA0wiIiIiIiIiIiJqWAwwiWhbvvn55/HzS8/VexlEREREREREdMgxwCSimm0OL3l8nIiIiIiIiIj2EgNMIqoJw0siIiIiIiIi2k8MMIlIsTcuGxleEhEREREREdG+YoBJRIq8cdmIt176AgCGl0RERERERES0f1T1XgARNb5vfv55vMWdl0RERERERERUB9yBSUSKMbwkIiIiIiIiov3GAJOIKpLcTlim36n3MoiIiIiIiIjoiOIRciIqS3I78fWV7+Ctl64ColTv5RARERERERHREcQdmERUUj68vPJ6LrzUtnXUe0lEREREREREdAQxwCSiLRheEhEREREREVGjYIBJREVefGGE4SURERERERERNQz2wCSighdfGMFHf/Aqrrx+lRPHiYiIiIiIiKghcAcmERX8Wr+N4SURERERERERNRQGmERERERERERERNSwGGASEYDc8fGfX3qu3ssgIiIiIiIiIirCHphEhG9+/vlCeMnj40RERERERETUSLgDk+iIY3hJRERERERERI2MASbREcbwkoiIiIiIiIgaHQNMoiOK4SURERERERERHQQMMImOoM0DexheEhEREREREVEjY4BJdIQxvCQiIiIiIiKiRscAk+gIuiyN1XsJRERERERERESKMMAkOmLeuGzEWy99od7LICIiIiIiIiJSRFXvBRDR/pDcTrx+KVYIL3l8nIiIiIiIiIgOAgaYREdAUXgpStC2ddR7SUREREREREREivAIOdEhx/CSiIiIiIiIiA4yBphEhxjDSyIiIiIiIiI66BhgEh1iv/1kN7xvvsnwkoiIiIiIiIgOLAaYRERERERERERE1LAYYBIdUi++MIKP/uBVXHn9KndfEhEREREREdGBxQCT6BAqCi/bu+u9HCIiIiIiIiKibWOASXTIMLwkIiIiIiIiosNEVe8FENHuefGFEeg/dRlXAIaXRERERERERHQocAcm0SGRDy8BhpdEREREREREdHgwwCQ6BPLHxgGGl0RERERERER0uDDAJDpMRKneKyAiIiIiIiIi2lUMMIkOgV/rt+HK61frvQwiIiIiIiIiol3HAJPogPvm55/Hzy89BwDQtnXUeTVERERERERERLuLASbRAVYUXrL3JREREREREREdQgwwiQ4ohpdEREREREREdBQwwCQ6gN64bGR4SURERERERERHAgNMogPmjctGvPXSFwAwvCQiIiIiIiKiw48BJtEBIrmd8L75JgCGl0RERERERER0NDDAJDqIRKneKyAiIiIiIiIi2hcMMIkOCMntxOuXYrjy+tV6L4WIiIiIiIiIaN+o6r0AIqpOcjvx9ZXv4K2XrgKiBG1bR72XRERERERERES0L7gDk6jB5cPLK68zvCQiIiIiIiKio4cBJlEDe/GFEYaXRERERERERHSk8Qg5UYN68YURfPQHr+LK61c5cZyIiIiIiIiIjizuwCRqQJLbicvSGMNLIiIiIiIiIjryGGASNSih3gsgIiIiIiIiImoAPEJO1IB++8lu/MNLl+u9DCIiIiIiIiKiuuMOTKIG8+ILI9B/Khde8vg4ERERERERER113IFJ1EC++fnn8fNLzwFgeElEREREREREBHAHJlHDYHhJRERERERERLQVA0yiBsDwkoiIiIiIiIioNAaYRHXG8JKIiIiIiIiIqDwGmER1Zpl+BwDDSyIiIiIiIiKiUhhgEtWZUO8FEBERERERERE1MAaYRHX0xmUj/uGlL9R7GUREREREREREDUtV7wUQHUWS24nXL8Xw1kZ4yePjRERERERERESlMcAk2mdF4aUoQdvWUe8lERERERERERE1LB4hJ9pnDC+JiIiIiIiIiJRjgElUJwwviYiIiIiIiIiqY4BJtI8ktxPeN9+s9zKIiIiIiIiIiA4MBphE+0RyO/H1le/gyutXAVGq93KIiIiIiIiIiA4EBphE++DFF0aKwkseHyciIiIiIiIiUoZTyIn22IsvjOCjP3gVV16/Cm17d72XQ0RERERERER0oHAHJtEeYnhJRERERERERLQz3IFJtEdefGEE+k9dxhWA4SURERERERER0TZxBybRHvm1fhsAhpdERERERERERDvBAJOIiIiIiIiIiIgaFgNMoj3wzc8/j59feq7eyyAiIiIiIiIiOvAORIA5PT2Nl19+Gb29vdDr9ejv78eXvvQlJJPJei+NaIvN4SWPjxMRETUW1pVEREREB8+BGOIzNjaGbDaLb3zjGxgYGMCtW7fwB3/wB4hEIvjqV79a7+URFTC8JCIiamysK4mIiIgOngMRYH7sYx/Dxz72scL7fX19uHfvHl577TUWmtQwGF4SERE1PtaVRERERAfPgThCXkogEIDNZqv3MogAMLwkIiI6yFhXEhERETW2A7ED81EPHjzA3/zN3+BrX/taxfslEgkkEonC+4FAAACQTsT2dH10tHz9f38OP3ryowAArbsT0XSqzisiIiLaW/nfdbIs13klO6ekrixXU/J3PhEREdH21VRTynX0pS99SQZQ8e39998v+pyFhQV5YGBAfvnll3fl6/ONb3zjG9/4xje+8W17b3Nzc3tVJtZsL+tK1pR84xvf+MY3vvGNb3v3pqSmFGS5fpfOfT4ffD5fxfv09PRAp9MBADweD5599lk8+eST+Pa3vw1RrHwC/tGr5dlsFn6/H3a7HYIg7PwPcMAEg0F0dnZibm4OZrO53ss5svg8NAY+D42Bz0Pj4HPRGA7K8yDLMkKhENxud9V6bL/sZV3JmnKrg/KzetjxeWgMfB4aA5+HxsDnoTEclOehlpqyrkfIHQ4HHA6HovsuLCzg2Wefxfnz5/Gtb31LUbGs1Wqh1WqLbrNardtZ6qFiNpsb+gf4qODz0Bj4PDQGPg+Ng89FYzgIz4PFYqn3EorsZV3JmrK8g/CzehTweWgMfB4aA5+HxsDnoTEchOdBaU15IHpgejwePPPMM+jq6sJXv/pVeL3ewsdaW1vruDIiIiIiOkhYVxIREREdPAciwPzRj36EiYkJTExMoKOjo+hjdTwBT0REREQHDOtKIiIiooOnMZoWVfHP/tk/gyzLJd9IOa1Wiy996UtbjkDR/uLz0Bj4PDQGPg+Ng89FY+DzsPdYV+4O/qw2Bj4PjYHPQ2Pg89AY+Dw0hsP4PNR1iA8RERERERERERFRJQdiByYREREREREREREdTQwwiYiIiIiIiIiIqGExwCQiIiIiIiIiIqKGxQCTiIiIiIiIiIiIGhYDzCNoenoaL7/8Mnp7e6HX69Hf348vfelLSCaT9V7akfPnf/7nuHTpEpqammC1Wuu9nCPl3/27f4fe3l7odDqcP38e//iP/1jvJR05P/vZz/Cbv/mbcLvdEAQBb775Zr2XdOR85StfwYULF2AymdDS0oKPf/zjuHfvXr2XdeS89tprOHPmDMxmM8xmMy5evIj/+l//a72XRaQI68rGwbqyPlhT1h9rysbAurIxHOa6kgHmETQ2NoZsNotvfOMbuH37Nv7yL/8Sf/u3f4s/+7M/q/fSjpxkMolPfOIT+OxnP1vvpRwp//k//2f88R//Mf7Vv/pXuHbtGn7pl34Jv/Ebv4HZ2dl6L+1IiUQiOHv2LP7tv/239V7KkfX222/jj/7oj/Duu+/ixz/+MdLpNJ5//nlEIpF6L+1I6ejowKuvvoqrV6/i6tWreO655/Bbv/VbuH37dr2XRlQV68rGwbpy/7GmbAysKRsD68rGcJjrSkGWZbnei6D6+4u/+Au89tprmJycrPdSjqRvf/vb+OM//mOsr6/XeylHwpNPPonHH38cr732WuG248eP4+Mf/zi+8pWv1HFlR5cgCPje976Hj3/84/VeypHm9XrR0tKCt99+G7/8y79c7+UcaTabDX/xF3+Bl19+ud5LIaoZ68r6Yl25f1hTNh7WlI2DdWXjOCx1JXdgEgAgEAjAZrPVexlEey6ZTOKDDz7A888/X3T7888/j3feeadOqyJqDIFAAAD4+6COMpkMvvvd7yISieDixYv1Xg7RtrCupKOANSVRZawr6++w1ZWqei+A6u/Bgwf4m7/5G3zta1+r91KI9pzP50Mmk4HL5Sq63eVyYWlpqU6rIqo/WZbxJ3/yJ3j66adx6tSpei/nyLl58yYuXryIeDwOo9GI733vezhx4kS9l0VUM9aVdFSwpiQqj3VlfR3WupI7MA+RL3/5yxAEoeLb1atXiz7H4/HgYx/7GD7xiU/g93//9+u08sNlO88D7T9BEIrel2V5y21ER8nnPvc53LhxA9/5znfqvZQj6dixYxgdHcW7776Lz372s/j0pz+NO3fu1HtZdISxrmwMrCsbH2tKoq1YV9bXYa0ruQPzEPnc5z6HT37ykxXv09PTU/hvj8eDZ599FhcvXsS///f/fo9Xd3TU+jzQ/nI4HJAkacuV8ZWVlS1X0ImOildeeQX/5b/8F/zsZz9DR0dHvZdzJGk0GgwMDAAARkZG8P777+Ov/uqv8I1vfKPOK6OjinVlY2Bd2bhYUxKVxrqy/g5rXckA8xBxOBxwOByK7ruwsIBnn30W58+fx7e+9S2IIjfj7pZangfafxqNBufPn8ePf/xjvPDCC4Xbf/zjH+O3fuu36rgyov0nyzJeeeUVfO9738NPf/pT9Pb21ntJtEGWZSQSiXovg44w1pWNgXVl42JNSVSMdWXjOix1JQPMI8jj8eCZZ55BV1cXvvrVr8Lr9RY+1traWseVHT2zs7Pw+/2YnZ1FJpPB6OgoAGBgYABGo7G+izvE/uRP/gSf+tSnMDIyUtgpMjs7i8985jP1XtqREg6HMTExUXh/amoKo6OjsNls6OrqquPKjo4/+qM/wt///d/j+9//PkwmU2EXicVigV6vr/Pqjo4/+7M/w2/8xm+gs7MToVAI3/3ud/HTn/4UP/zhD+u9NKKqWFc2DtaV+481ZWNgTdkYWFc2hkNdV8p05HzrW9+SAZR8o/316U9/uuTz8JOf/KTeSzv0vv71r8vd3d2yRqORH3/8cfntt9+u95KOnJ/85Cclf/4//elP13tpR0a53wXf+ta36r20I+X3fu/3Cv8eOZ1O+Vd+5VfkH/3oR/VeFpEirCsbB+vK+mBNWX+sKRsD68rGcJjrSkGWZXlvolEiIiIiIiIiIiKinWGDGiIiIiIiIiIiImpYDDCJiIiIiIiIiIioYTHAJCIiIiIiIiIioobFAJOIiIiIiIiIiIgaFgNMIiIiIiIiIiIialgMMImIiIiIiIiIiKhhMcAkIiIiIiIiIiKihsUAk4iIiIiIiIiIiBoWA0wioj2WyWRw6dIl/NN/+k+Lbg8EAujs7MQXvvCFql/jn//zf47z589Dq9Xi3Llze7RSIiIiImpkrCuJ6KhigElEtMckScLf/d3f4Yc//CH+03/6T4XbX3nlFdhsNnzxi1+s+jVkWcbv/d7v4Xd+53f2cqlERERE1MBYVxLRUaWq9wKIiI6CwcFBfOUrX8Err7yCZ599Fu+//z6++93v4sqVK9BoNFU//6//+q8BAF6vFzdu3Njr5RIRERFRg2JdSURHEQNMIqJ98sorr+B73/sefvd3fxc3b97EF7/4RR7bISIiIqKasa4koqOGASYR0T4RBAGvvfYajh8/jtOnT+NP//RP670kIiIiIjqAWFcS0VHDHphERPvom9/8JpqamjA1NYX5+fl6L4eIiIiIDijWlUR0lDDAJCLaJ7/4xS/wl3/5l/j+97+Pixcv4uWXX4Ysy/VeFhEREREdMKwrieioYYBJRLQPYrEYPv3pT+MP//AP8au/+qv4D//hP+D999/HN77xjXovjYiIiIgOENaVRHQUMcAkItoHf/qnf4psNot/82/+DQCgq6sLX/va1/Av/sW/wPT0dNXPn5iYwOjoKJaWlhCLxTA6OorR0VEkk8k9XjkRERERNRLWlUR0FAky95kTEe2pt99+G7/yK7+Cn/70p3j66aeLPvbrv/7rSKfT+G//7b9BEISyX+OZZ57B22+/veX2qakp9PT07PaSiYiIiKgBsa4koqOKASYRERERERERERE1LB4hJyIiIiIiIiIioobFAJOIqM4+85nPwGg0lnz7zGc+U+/lEREREdEBwbqSiA4rHiEnIqqzlZUVBIPBkh8zm81oaWnZ5xURERER0UHEupKIDisGmERERERERERERNSweISciIiIiIiIiIiIGhYDTCIiIiIiIiIiImpYDDCJiIiIiIiIiIioYTHAJCIiIiIiIiIioobFAJOIiIiIiIiIiIgaFgNMIiIiIiIiIiIialgMMImIiIiIiIiIiKhhMcAkIiIiIiIiIiKihvX/A/RI8FPfLR5NAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 10))\n", "for i, C in enumerate(C_values, 1):\n", " # Apprentissage du modèle et évaluation des performances\n", " \n", " clf_lin = SVC(kernel='linear', C = C)\n", " clf_lin.fit(X, y)\n", "\n", " prediction = clf_lin.predict(X)\n", " acc_lin = accuracy_score(y,prediction)\n", "\n", " # On va créer à nouveau notre même fenêtre graphique\n", " h = 0.02 \n", " x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", " y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", " # Plot decision boundary\n", " plt.subplot(2, 3, i)\n", " Z_lin = clf_lin.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z_lin = Z_lin.reshape(xx.shape)\n", " plt.contourf(xx, yy, Z_lin, cmap=plt.cm.RdBu_r, alpha=0.8)\n", " plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.RdBu_r)\n", " plt.title(f'SVM Linéaire avec C={C} et Acc = {acc_lin}')\n", " plt.xlabel('X_1')\n", " plt.ylabel('X_2')\n", " plt.xlim(xx.min(), xx.max())\n", " plt.ylim(yy.min(), yy.max())\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f5ae7423-2f32-447a-8f4c-ca5fbf893487", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 4**: Rappeler la définition d'un point support de modèle de SVM et mettre en évidence ces derniers sur le jeu de données précédent.\n", "\n", "$$ $$" ] }, { "cell_type": "markdown", "id": "9206e817-3817-4502-87dd-1658ae7f8506", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 5**: Faire le lien entre l'hyperparamètre C et le nombre de points supports du modèle. Est-ce une bonne chose un nombre important \n", "de points supports ? Quels sont les avantages/inconvénients d'avoir de petites ou grandes valeurs de C ?\n", "\n", "$$ $$" ] }, { "cell_type": "markdown", "id": "9aa56c04-5bed-447c-9a48-86cc51af3d92", "metadata": {}, "source": [ "## B. Apprentissage d'un SVM Gaussien (Noyau RBF)\n", "\n", "Pour le moment, nous nous sommes uniquement intéressé au problème du SVM linéaire dont la formulation a été rappelée dans la deuxième question. On va maintenant reprendre notre jeu de données des lunes et on peut remarquer que ce dernier est difficilement linéaire séparable.\n", "Il est donc nécessaire d'employer des approches plus complexes basées sur les méthodes à noyaux. Le noyau le plus couramment utilisé est le noyau gaussien défini par :\n", "$$ $$\n", "\n", "$$\\forall x,x' \\in\\mathbb{R}^d, \\quad k(x,x') = \\exp(-\\gamma \\Vert x-x' \\Vert^2_2).$$\n", "\n", "Dans ce cas là, nous avons un nouvel hyperparamètre à optimiser qui est l'hyperparamètre $gamma$. \n", "\n", "$$ $$\n", "\n", "**Question 6**: Obsever graphiquement l'influence de cet hyperparamètre $\\gamma$ sur la frontière de décision de votre modèle et sur les performances de ce dernier en fixant la valeur de $C$ à $1$.\n", "\n", "$$ $$" ] }, { "cell_type": "markdown", "id": "e4aa09f2-65b9-4bef-92a5-eb468d51d047", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 7**: A nouveau, regarder comment évolue le nombre de points supports en fonction de la valeur de $\\gamma$.\n", "\n", "$$ $$" ] }, { "cell_type": "markdown", "id": "313076f5-37ac-48ce-87c1-13515044a5d4", "metadata": {}, "source": [ "# II. Apprentissage d'un modèle et cross-validation des hyper-paramètres\n", "\n", "On souhaite maintenant regarder comment cross-valider les hyper-paramètres liés à ces deux modèles afin de pouvoir comparer leur performances et de déterminer le modèle le plus approprié sur un jeu de données. La première étape consiste à créer nos jeux de données Train et Test." ] }, { "cell_type": "code", "execution_count": 97, "id": "9d6f02c2-79b2-438e-862b-e83b2c4f630a", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split, StratifiedKFold\n", "from sklearn.datasets import load_breast_cancer" ] }, { "cell_type": "markdown", "id": "d0071fed-cb10-427e-8600-15e2d6a50368", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 1**: Télécharger le jeu de données breast_cancer et séparer votre jeu de données en deux ensembles train et test. On prendra soin de conserver 75% des données pour l'entraînement.\n", "\n", "$$ $$\n", "\n", "On considère, pour simplifier notre modèle de SVM linéaire pour lequel on cherche à optimiser l'hyperparamètre $C$. \n", "Pour cela, nous devons créer différents folds à partir de notre ensemble d'entraînement afin de faire la cross-validation de notre modèle.\n", "\n", "$$ $$\n" ] }, { "cell_type": "markdown", "id": "d3b44110-5616-457f-8f52-b0c850eba9c7", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 2**: Donnez vous une liste de valeurs de $C$ et créer vos différents groupes d'apprentissage et de validation qui vous permettront de déterminer la meilleur valeur de l'hyperparamètre. On pensera à utiliser la fonction *StratifiedKFold*\n", "\n", "$$ $$" ] }, { "cell_type": "markdown", "id": "10d438d4-592f-43bf-a29c-6e4502d43937", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 3**: Ecrire une boucle permettant de trouver le meilleur hyperparamètre pour votre problème de classification. Attention, rappelez-vous, il vous faudra penser à normaliser les données à chaque itération de la cross-validation. Il faudra ensuite extraire le mielleur hyperparamètre après la cross-validation.\n", "\n", "$$ $$" ] }, { "cell_type": "markdown", "id": "1d834e5e-1902-4850-8ae3-184a9bd0af6b", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 4**: Finir votre procédure et evaluer les performances de votre modèle sur l'ensemble test. Est-ce que cela vous a permis d'apprendre le meilleur modèle, *i.e.* est-ce que vous avez retenu la valeur de $C$ qui permet d'optimiser le score sur l'ensemble test ?\n", "\n", "$$ $$" ] }, { "cell_type": "markdown", "id": "3ff1888d-1a44-432a-bf25-ded0b0b00b76", "metadata": {}, "source": [ "$$ $$\n", "\n", "Il y bien sûr des moyens beaucoup plus rapides pour faire de la Cross-Validation à l'aide du processus présenté ci-dessous\n", "\n", "$$ $$" ] }, { "cell_type": "code", "execution_count": 98, "id": "f1131e6c-2e8d-4abf-8731-f02e0fd788ac", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import GridSearchCV" ] }, { "cell_type": "code", "execution_count": null, "id": "2e7875db-efd2-4fd7-bf33-39019507a5cc", "metadata": {}, "outputs": [], "source": [ "iris = datasets.load_iris()\n", "parameters = {'kernel':('linear', 'rbf'), 'C':[0.1,1, 10]}\n", "svc = svm.SVC()\n", "clf = GridSearchCV(svc, parameters, cv = 5)\n", "clf.fit(iris.data, iris.target)\n", "print(clf.best_score_)\n", "print(clf.best_params_)" ] }, { "cell_type": "markdown", "id": "06aed794-1b77-4165-b09a-5b5788a3fb17", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 5**: Essayez maintenant d'écrire un code complet qui vous permettra de comparer les performances d'un SVM Linéaire et d'un SVM Gaussien sur ce jeux de données.\n", " \n", "$$ $$" ] }, { "cell_type": "markdown", "id": "7ce9ca29-2859-4d17-aa65-9efe26a4f98b", "metadata": {}, "source": [ "$$ $$\n", "\n", "**Question 6**: Appliquer la même procédure mais sur un ensemble de jeux de données.\n", " \n", "$$ $$" ] }, { "cell_type": "code", "execution_count": null, "id": "2e06876a-8b6e-4878-9f87-e147ccbfaa8a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }