TP-reseaux-profond/TP3.ipynb
2023-06-22 20:35:38 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "1qjWcjWFVcs7"
},
"source": [
"# Introduction à la librairie Keras"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "77ojmk9zVgUt"
},
"source": [
"Dans le TP précédent, vous avez implémenté l'apprentissage et l'inférence d'un réseau de neurones. En pratique, il est plus courant de faire appel à des librairies qui masquent la complexité de ces algorithmes (notamment le calcul des gradients, réalisé par différentiation automatique). Dans la suite, nous utiliserons pour les TPs la librairie ***Keras***. Dans un premier temps, pour ce TP nous allons détailler sur un exemple simple (le même que pour le TP précédent) les différentes étapes à mettre en place pour entraîner un réseau à l'aide de cette librairie."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "b2Sq7AygNuNL"
},
"source": [
"## Exemple de classification simple"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "luY3XIU7WfWQ",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
"image/png": 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Q8Wu3dc1qwis8fXp3CqBPohU/Zdq+mMQJ9Sc3krRyz6YfLNGPEVrjiGSNehv12DWPUemPN9yZyUa/ljhpZfKq/jSY8sWOuD0h/eTiIKNEnx65a0K7gZt089qgxjF66vQAf/z+VXxmax7Hp+aKeb8Nx/5te4Vnz+58fd99Jk7uMtEr7oH7NDIAwvvJFSJN3Zt+0CMPmLU1Mz1MCI2x1tb00p6r9EVM6N/jKn1Db62292uLPK+wrMeY9MhF/PLAl5f98shDBvTIiRXm5oDHHx+6W69/vb+NsVZXMXnlEgRXoLiEW3qrmJ/3wxXL8gqrxM+jmPh99wF/+qc7J1/24Ybixob7m5xdh0JORpNMsQhlbDo/D5naC928BEzsxTs+Oo8bPDd7ddVUZ25tmeeiYry4aMIp8YuAqxt5aaGjUE6ZUKGQk3yyXMRI3A8dcm1hNttBYlldxZ75edwQgJJMTxsRB8zz9HTxz+bFxNssgqkbm+9iwU7TUMhDwsUZnjVJYlzc3/Mef39xgbmCGxumzH5ryzxvbJT7fNru2k53LHIaVj3sXS3YaRoKeSi4OsPTxsm+pSF0iPl5YGrKbnjE5tfV9GnIU6saPdcGkIJkecZt8K53AXfeOfzVNjodeIwA2uDaJgpLHD9eTSQHA1OSPxgM37P5dTV9GrZ1anWOtFSWsg8AtwP4OoALAH5p1PJMP4xRNNfMRVVF3jbbqKrg5I+laOPrauM0DLlgp2nQVPqhiEwA+BiAnwTwHIDPi8gfqepX666785QZp9qq7igTZ88b59aJPfNuViPY/rrSvqY2iozavK3RmVMxTd3LPADMAXg49vowgMN5n6FHvo3tWu1RFHGn4kU9o5av4jqNWmcbU8UHzKhCoqxDW/bw+VZW3wQh7iMyPHIbMfJXAPhW7PVz2++RUbQZEBwMTMx5czM/wHns2PDvvIBtNJo4etQ8x4OyeYwKsvb7Q/kGzPPamrkDWHQbtkgLODtk1CHP+7riX2sRXN6SaYs6++jZqdFe1oqILAJYBICZmZm2Nus3bTXDiBQgqjTp9YpfOLLGuW21lx0MgJtvHi7/2GPtjIE9zIMrcshthSU62yUwRtV99PDUsOKRPw/gutjra7ff24GqnlbVWVWd3bdvn4XNdoS5OdPXs42e3pGIHziw8+zr9wER8wCGf+dljVQdTZRJy1haMvODbW4az3xzE/jIR4ptpy4euqRlD3mVrzWibvZMCFTdRw9PDYjW7JMhIpMAvgHgVhgB/zyAf6uqX8n6zOzsrK6vr9faLilAdCcnOf9X3lkrUrx3Sht3it73PuA3f3P4emICeOKJ5pXFR7cL1Q95ma+V5OPy1BCR86o6u+v9ukK+vfK3ADgFYALAGVX9cN7yFPIWSJ5tp06ZMsFRCuDbL34wAN74RuP+AGZE8Su/MpydoO7FpN/PdlE7k9Lg39caOq5OjSwhtxIjV9WHADxkY11B4fMPPa0FXd7ULG31Til7zObmgN/4DeDuu82+TE0NYwo2XKNjx7KFPLDy/jyWllxb0C18OzVYol8VT4feL1HmTk5yX5rqnVL1mEWt/ZIXgKy7fz5fYFsmOhQHD7a3LR729qGQV8X3phBlMmLa2pc620lzgdIuVkUuFv3+zny86G7g0lKn2gK06Wv47td0HfZaqYpPTSHyQgNFMmLq7EuZhFrbxywt7aBISkFarrpqp0QcaDi7IvG9+5jJMVakVQk1/ehMZacvTSFs9CRpokrTxnaqLF/Gpg73c2mscjFlxSFWSYYIONVbA/h2xyONooHLKvuysgK88EK5ucXKbKfKeL1skVXKXcCuxHobqzdLcb/nDs9xOjeXpKl704/OeORptOWlF+lJ0qSbtLamOjU13O7evfb3ue1eNBpm/43W4UFyBhrstUIiqvYfqUKROG/cc9rcNP+zZdPqKnD5svlbxKQt2nbDHNyHYKy3AONQ9hkYFHKb+KYCkRBGc4c9+qi9C0xcZF/2MmBhwbxvs5tQG4KRsLfytaNjN0pH0kZrCY/xrWkWQys2cTXkjMIpaWGdtTXV225T7fXshyiS2wttyJ1hb6XoWJWbpkU25MsNdfISLk9zZIRWKOS2cfXDGzU9TBtnnoOYdi1s2ltWyIt8J6FdGMcEl6d5lpAztGIbV0POvLBOWzFNn3Lri1DX3jrtBYuE4RyF6rwLG3iGj6e5laZZZWHTrAawWVoXz78DyuWUhZa7Z8vesl2pinxfDsolQ63QbPu0861pFoW8S9g4u+K/5IkJI1CXL4f1q3ZBlfaCRb6vlhXj5EmTdHXlivn6jx/P77XmA6FefKrQaPdD4gk2CpTiw/mtLfNeVPCzshKWt90mVdoLFvm+Wi46C3FmIN/bHrUBhbwsoYUOyjI/b1yxrS3zPDFhPPLJSeDMGfNr6brbU4WOpB+2NfugTUK8+NiGQl6GcRnDxW/evfnNwDXXmNf33++X29PERbXrF+oChNB5Ik6IFx/bUMjLMA5juKhiUxV48UXgwQdNwc+pU827PWVEtImL6rhcqDtIaBcf29RKPxSRd4jIV0RkS0R2BeA7h495R7aJ9jHyyqP4+MZGvRTGUTltZdsbNJGa51tlLiEFqeuRPw3gZwAsW7DFf8ZhDBft48oK8Nu/PcxYifa3ioAn15V2ISg72mkiMMpga6MwatUctYRcVZ8BAIm8t3FgHMZw0T4uLNT75UVedtTqFsgW6bIi2sRFdRwu1I5g1KpZWqvsFJFFEVkXkfWLFy+2tVl31M1i8CELYm7OdE2s+ouLvOxIxEWyRbpK9WkTVbRj3gyqKRi1apaRBUEi8iiAa1L+da+qPri9zCqAX1TVQlU+Y1EQVKVApMjn2x6f1tmPZHHRoUPGy6dIFifl+w4xREGP3A6VC4JU9UAzJpHShPZr8CVUEaLyAanf9wBzQZ0CEb6cCl2FTbNsUqeJUpHPx8enL7xgbiI2QZ39SGanuA5VtDnZh21S4hEhhyhcnwqdJq0lYtEHgLcDeA7AJoC/APBwkc91uo1tRN1JfdM+38b0akXsSLPrxAnV5WU3bVfzWgeX7TnadBviMuvnJMckAdiPvGWaEHJV1bvuUhVprxnyqP2IK8uePc1MYFF0+2nKFv0fGK18TatklfWnCD/nmhhfsoScoZWmqNJEqcjnFxZMpWW8KKnJBtKj9iM+1r9yxUwr1+uZUMz0tH178rYfjzVExwQwwdnoOW9c33Tcosr6U+IRDFGQXaSpe9OPsfDImyTukrkea0fhHhHjkf/ETxhber127Enb/+i9aOSSfERT4xVZV9O2ElICZHjk7LUSIvGipJMn3fd/idITX3wReOKJ0cU/gN1Mkne9yzxHqY3RMVEdNtU+cmR0GmXTqRVM3SANQSEPHddl5aur5iISiWSR4h9baZTJ9SwsmPfrHJOmK3fHoTKYtA6FPHRce3mRaG5umh7mvZ7xgm+6Cfj5n0+3x1YXyaz1pB2TuvcsCPEYTvVG6hOFSaangS9+cXSDrKY88lCqYwipCKd6I82RjNlfvpzvbdsaRYxaT6gVnYSUhEJO7FI0Pm0rVpy1nri3PjkJvPvd7PNCOgvzyNumyZxvH7aZ1sXQxT7H4+ebm8Dycngl+oQUhB55m7iI6dbdZpXwRNxLHgzMZ198Edizp730yGhkEPVCV+3u9Hxk7KFH3iZtdDxKer91tmmj4dTKyjCn+9Kl5hp9JYlGBu99rxH0NqtNCWkZeuRt0nTOd5r3nbbNol526JNNRyODm24C7r7b7Mc99wA33BDWfhAyAgp5mzSd850mvIcP79wmsFPsT50yEyun2WPjwrOwYNIRk0U7Zci78BS5KG1smBz3ra0wL0iEjCKtbr/pB3utNESRXh7xtq69nurkZP7yNlrt1VlH3j4V7V3SZI8TtiIkLQL2WhkDinj8cS+71zPee5qnGvd0Dx+ub1fdeT+j7JN+3zzm5oqHfpoYCQ0GJt4/qviJkBagkHeNUaIZF7XpaRMzToZObGbX1C3KmZ83eeBRaOTRR01jrmT8f3ISePZZs70sMbclstHxiTJiAIZsiFNqZa2IyH0i8jUReVJE/lBEXm7JLtIkUUPrxcX0meuTnu7KSrU88LJZL1n55lH6ILB79HDuHHDnneb/99/fTq54dHyKNAizTdFpA8lYUTf98NMArlfV1wD4BoCaY3DSOmmzFESe7sSE8XTPnCkmxnVSH7NEP+quGJEUzbk5YGZmOLFFGxNZxo/P3r0mxbGtsMqxY81vgwRHrdCKqj4Se/lZAP+mnjke0FR/jpD6fsTDL88+azzdUXHooqmPWayuDjsobm4Ot5MMn6SV2rfdytd1x0lCEtiMkR8C8D8trq99mqq8dFXRGcXB4+mFRS8oUUx5MAA+/vHRIlkk9TFve9PTRsQB8xwV7hQRTRfC2mZf8X5/pycuYp6XlhhqIQAKCLmIPArgmpR/3auqD24vcy+AywA+kbOeRQCLADAzM1PJ2MZpqgCm7cKa6MIR7xE+NWVyxuM3N4tcUIqKZJZXXFTwNjaMnZG9Gxs7bShiZ9VWuPEcex+97ChTBzAi7qD1NPGbkUKuqgfy/i8iPwfgrQBu3c5zzFrPaQCnAdOPvJyZLdHUEL3toX904Yh7uJcuAWfPVrugFBXSOl7x/Ly52LQ501GyQ6KqOTZMJSSBUSu0IiK3A/gQgDep6j/YMckhTQ3R2x76p83as3cvcMcdJnWvilgWCcnUCTe4CI/ER0rRRc/35lqc6YikUGuGIBG5AGAKQDQO/qyq3jXqc5whqAXqxsiT6+riTDz0yElgNDJDkKq+ss7nSYNkecdVvGYXzbPayPJJjgIAP2PkhIyAlZ1kNG3H+PNGALYFPnlho4CTAKGQk9G0Hb/OGgF0NcRDSE0o5KQYbeZNZ/VQ7/eHN3B9viFJSMtQyIl/pMWuk3nxbaUoEhIAFHLiJ/ERwMmTw7z4Xg84cGDYypYQwjk7SQDEm1RNTVHECUlAj5z4D5tUEZILhZyEQZs3WwkJDIZWypI1+QEhhDiCHnkZmMdM2iakPvbEGRTyMrgoVSfjCx0HUhCGVsqQnOKLeczlYWiqOGWmyiNjDT3yMjB7oh70MMvRdo8bEiwU8rIwe6I6DE2Vg44DKQiFnLQHPczy0HEgBaCQk/ao6mEyc4OQXCjkpF3KepiMqxMyklpZKyJyXESeFJEvicgjIvKDtgyzDrMlwoSZG4SMpK5Hfp+qHgUAEflPAH4ZwMg5O1uHXl24MK5OyEjqztn53djL7wFQfSbnJmG2RLgwc4OQkdSOkYvIhwEsAPgbADfnLLcIYBEAZmZm6m62HPTqwoaZG4TkIqr5TrSIPArgmpR/3auqD8aWOwzgZaq6NGqjs7Ozur6+XtbWetTJfGDWBCHEA0TkvKrO7np/lJCX2MAMgIdU9fpRyzoR8qowvk4I8YQsIa+btfKq2Mu3AfhanfV5CbMmCCGeU7dp1q+KyNMi8iSA2wB8wIJNfsFGWe3T77u2gJCgsBZaKUNQoRWAMfK2EQEcnJeE+E5WaKW7lZ02xZdZE4QQj+lmP/LoBuXRo+aZ1Zz+0+8bT1zEvI7+ZpiFkJF0U8h5gzI8+n0TTolCKtHfFHJCRtJNIecNyu7CnjmE7KKbMXKWdYfNUkZNGXP6CUmlm0IO8AZlyGSFU9gzh5BUuhlaId2EITNCUumuR066B0NmhKRCISdhwZAZIbtgaIUQQgKHQk4IIYFDISeEkMChkBNCSOBQyAkhJHAo5IQQEjgUckIICRwKOSGEBI4VIReRD4qIisjVNtZHSCbsfkjILmpXdorIdTDzdT5b3xxCcmD3Q0JSseGR/zqADwHgJIukWThhCCGp1BJyEXkbgOdV9csFll0UkXURWb948WKdzZJxhd0PCUllZGhFRB4FcE3Kv+4FcAQmrDISVT0N4DQAzM7O0nsn5WH3Q0JSGSnkqnog7X0RuQHADwH4spgJc68F8AUReZ2q/rlVKwmJYPdDQnZR+Wanqj4F4Puj1yLyTQCzqvqXFuwihBBSEOaRE0JI4FibWEJV99taFyGEkOLQIyeEkMChkBNCSOBQyAkhJHBEtf2UbhG5CODPMv59NQBfM19oWzVoWzVoW3l8tQuwY9s/V9V9yTedCHkeIrKuqrOu7UiDtlWDtlWDtpXHV7uAZm1jaIUQQgKHQk4IIYHjo5Cfdm1ADrStGrStGrStPL7aBTRom3cxckIIIeXw0SMnhBBSAgo5IYQEjrdCLiL/UUS+JiJfEZGPuLYnQkT6IvK8iHxp+/EW1zYl8XEOVRE5LiJPbh+zR0TkB13bBAAict/2efakiPyhiLzctU0RIvKO7fN/S0S8SKkTkdtF5OsickFEfsm1PREickZEviMiT7u2JYmIXCcij4nIV7e/zw/Y3oaXQi4iNwN4G4AfVdV/CeC/ODYpya+r6o3bj4dcGxPH4zlU71PV16jqjQA+BeCXHdsT8WkA16vqawB8A8Bhx/bEeRrAzwB43LUhACAiEwA+BuDNAF4N4J0i8mq3Vr3E7wC43bURGVwG8EFVfTWAHwfwftvHzUshB/A+AL+qqpsAoKrfcWxPSHg5h6qqfjf28nvgiX2q+oiqXt5++VmYCVK8QFWfUdWvu7YjxusAXFDV/6eqlwD8AYzD5RxVfRzAX7m2Iw1V/baqfmH7778F8AyAV9jchq9C/sMA3iginxOR/yMiP+baoAR3bw/Fz4jIP3VtTESZOVRdICIfFpFvAfh38Mcjj3MIwB+7NsJjXgHgW7HXz8GyIHUdEdkP4CYAn7O5Xmv9yMsyYi7QSQDfBzMM+TEA/0tE/oW2lCs5wrb/AeA4jEd5HMB/hRGAVrA1h2oT5Nmmqg+q6r0A7hWRwwDuBrDkg13by9wLMwT+RBs2lbGNdAMR+V4AZwHckxih1saZkGfNBQoAIvI+AJ/cFu4/EZEtmIYzF13bFkdE7oeJ97aGz3OoFj1uMGL5EFoS8lF2icjPAXgrgFvbchYiShwzH3gewHWx19duv0dGICJ7YET8E6r6Sdvr9zW08r8B3AwAIvLDAPbCk45mIvIDsZdvh7kh5RxVfUpVv19V92/P1vQcgH/ly0TYIvKq2Mu3AfiaK1viiMjtMPcUflpV/8G1PZ7zeQCvEpEfEpG9AH4WwB85tsl7xHhWDwB4RlV/rZFt+FjZuX2SnAFwI4BLAH5RVT/j1KhtROR3YexSAN8E8F5V/bZLm9LwbTJsETkL4EcAbMG0ML5LVZ17cyJyAcAUgI3ttz6rqnc5NOklROTtAP47gH0A/hrAl1T1oGOb3gLgFIAJAGdU9cMu7YkQkd8HMA8zcv8LAEuq+oBTo7YRkX8N4AkAT8Gc/wBwxGbGm5dCTgghpDi+hlYIIYQUhEJOCCGBQyEnhJDAoZATQkjgUMgJISRwKOSEEBI4FHJCCAmc/w/Shfe/FxmxiAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn import datasets\n",
"import matplotlib.pyplot as plt \n",
"\n",
"# Génération des données \n",
"x, y = datasets.make_blobs(n_samples=250, n_features=2, centers=2, center_box=(- 3, 3), random_state=1)\n",
"# Partitionnement des données en apprentissage et test\n",
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.1, random_state=1)\n",
"\n",
"# Affichage des données d'apprentissage\n",
"plt.plot(x_train[y_train==0,0], x_train[y_train==0,1], 'b.')\n",
"plt.plot(x_train[y_train==1,0], x_train[y_train==1,1], 'r.')\n",
"\n",
"# Affichage des données de test\n",
"plt.plot(x_test[y_test==0,0], x_test[y_test==0,1], 'b+')\n",
"plt.plot(x_test[y_test==1,0], x_test[y_test==1,1], 'r+')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "lTGP4a9WXWpU",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" dense (Dense) (None, 1) 3 \n",
" \n",
"=================================================================\n",
"Total params: 3\n",
"Trainable params: 3\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-03-25 18:31:29.078560: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudnn.so.8'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory; LD_LIBRARY_PATH: /applications/opam-2.0.4/default/lib/stublibs/::/usr/local/cuda/extras/CUPTI/lib64:/usr/local/cuda/extras/CUPTI/lib64\n",
"2022-03-25 18:31:29.078622: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1850] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n",
"Skipping registering GPU devices...\n",
"2022-03-25 18:31:29.079207: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
]
}
],
"source": [
"import tensorflow\n",
"from tensorflow.keras.models import Sequential\n",
"from tensorflow.keras.layers import Dense\n",
"\n",
"# Définition du modèle, auquel on va ensuite ajouter les différentes couches, dans l'ordre\n",
"# NB: c'est exactement ce que nous avons implémenté avec le perceptron multicouche dans le\n",
"# TP précédent ! \n",
"model = Sequential()\n",
"model.add(Dense(1, activation='sigmoid', input_dim=2)) # input_dim indique la dimension de la couche d'entrée, ici 2\n",
"\n",
"model.summary() # affiche un résumé du modèle"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "nZEDm5I-Lu-p",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/15\n",
"9/9 [==============================] - 0s 26ms/step - loss: 0.2186 - accuracy: 0.9444 - val_loss: 0.2752 - val_accuracy: 0.9111\n",
"Epoch 2/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1951 - accuracy: 0.9500 - val_loss: 0.2616 - val_accuracy: 0.9333\n",
"Epoch 3/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1809 - accuracy: 0.9500 - val_loss: 0.2516 - val_accuracy: 0.9333\n",
"Epoch 4/15\n",
"9/9 [==============================] - 0s 4ms/step - loss: 0.1698 - accuracy: 0.9500 - val_loss: 0.2434 - val_accuracy: 0.9333\n",
"Epoch 5/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1611 - accuracy: 0.9500 - val_loss: 0.2363 - val_accuracy: 0.9333\n",
"Epoch 6/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1543 - accuracy: 0.9556 - val_loss: 0.2300 - val_accuracy: 0.9333\n",
"Epoch 7/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1483 - accuracy: 0.9556 - val_loss: 0.2242 - val_accuracy: 0.9333\n",
"Epoch 8/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1428 - accuracy: 0.9611 - val_loss: 0.2190 - val_accuracy: 0.9333\n",
"Epoch 9/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1382 - accuracy: 0.9667 - val_loss: 0.2145 - val_accuracy: 0.9333\n",
"Epoch 10/15\n",
"9/9 [==============================] - 0s 6ms/step - loss: 0.1341 - accuracy: 0.9667 - val_loss: 0.2104 - val_accuracy: 0.9333\n",
"Epoch 11/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1303 - accuracy: 0.9722 - val_loss: 0.2066 - val_accuracy: 0.9556\n",
"Epoch 12/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1270 - accuracy: 0.9722 - val_loss: 0.2030 - val_accuracy: 0.9556\n",
"Epoch 13/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1239 - accuracy: 0.9722 - val_loss: 0.1997 - val_accuracy: 0.9556\n",
"Epoch 14/15\n",
"9/9 [==============================] - 0s 6ms/step - loss: 0.1210 - accuracy: 0.9722 - val_loss: 0.1967 - val_accuracy: 0.9333\n",
"Epoch 15/15\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.1183 - accuracy: 0.9722 - val_loss: 0.1940 - val_accuracy: 0.9333\n"
]
}
],
"source": [
"from tensorflow.keras import optimizers\n",
"\n",
"# Définition de l'optimiseur\n",
"sgd = optimizers.SGD(learning_rate=0.1) # On choisit la descente de gradient stochastique, avec un taux d'apprentissage de 0.1\n",
"\n",
"# On définit ici, pour le modèle introduit plus tôt, l'optimiseur choisi, la fonction de perte (ici\n",
"# l'entropie croisée binaire pour un problème de classification binaire) et les métriques que l'on veut observer pendant\n",
"# l'entraînement. La précision (accuracy) est un indicateur plus simple à interpréter que l'entropie croisée.\n",
"model.compile(optimizer=sgd,\n",
" loss='binary_crossentropy',\n",
" metrics=['accuracy'])\n",
"\n",
"# Entraînement du modèle avec des mini-batchs de taille 20, sur 15 epochs. \n",
"# Le paramètre validation_split signifie qu'on tire aléatoirement une partie des données\n",
"# (ici 20%) pour servir d'ensemble de validation\n",
"history = model.fit(x_train, y_train, validation_split=0.2, epochs=15, batch_size=20)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fD8fXJj0WJID"
},
"source": [
"La cellule suivante introduit un code permettant de visualiser la frontière de décision du modèle appris. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "8iSYRgNaL6F-",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"import numpy as np\n",
"def print_decision_boundaries(model, x, y):\n",
" dx, dy = 0.1, 0.1\n",
" y_grid, x_grid = np.mgrid[slice(np.min(x[:,1]), np.max(x[:,1]) + dy, dy),\n",
" slice(np.min(x[:,0]), np.max(x[:,0]) + dx, dx)]\n",
"\n",
"\n",
" x_gen = np.concatenate((np.expand_dims(np.reshape(x_grid, (-1)),1),np.expand_dims(np.reshape(y_grid, (-1)),1)), axis=1)\n",
" z_gen = model.predict(x_gen).reshape(x_grid.shape)\n",
"\n",
" z_min, z_max = 0, 1\n",
"\n",
" c = plt.pcolor(x_grid, y_grid, z_gen, cmap='RdBu', vmin=z_min, vmax=z_max)\n",
" plt.colorbar(c)\n",
" plt.plot(x[y==0,0], x[y==0,1], 'r.')\n",
" plt.plot(x[y==1,0], x[y==1,1], 'b.')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "ltsUweGrMPor",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print_decision_boundaries(model, x_train, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mSaSWEnoNxqG"
},
"source": [
"## Exemple de classification plus \"complexe\""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "W60rDDAzWTpq"
},
"source": [
"Pour manipuler un peu la librairie, voici un second problème légèrement plus complexe. A vous de réutiliser les cellules précédentes pour mettre en place un réseau permettant de résoudre ce problème."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "KvhN3uQaN5ji",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x, y = datasets.make_gaussian_quantiles(n_samples=250, n_features=2, n_classes=2, random_state=1)\n",
"# Partitionnement des données en apprentissage et test\n",
"x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.1, random_state=1)\n",
"\n",
"# Affichage des données d'apprentissage\n",
"plt.plot(x_train[y_train==0,0], x_train[y_train==0,1], 'b.')\n",
"plt.plot(x_train[y_train==1,0], x_train[y_train==1,1], 'r.')\n",
"\n",
"# Affichage des données de test\n",
"plt.plot(x_test[y_test==0,0], x_test[y_test==0,1], 'b+')\n",
"plt.plot(x_test[y_test==1,0], x_test[y_test==1,1], 'r+')\n",
"\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" dense_1 (Dense) (None, 10) 30 \n",
" \n",
" dense_2 (Dense) (None, 10) 110 \n",
" \n",
" dense_3 (Dense) (None, 1) 11 \n",
" \n",
"=================================================================\n",
"Total params: 151\n",
"Trainable params: 151\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"Epoch 1/20\n",
"9/9 [==============================] - 0s 24ms/step - loss: 0.8085 - accuracy: 0.4444 - val_loss: 0.7453 - val_accuracy: 0.2667\n",
"Epoch 2/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.7223 - accuracy: 0.3500 - val_loss: 0.6925 - val_accuracy: 0.4889\n",
"Epoch 3/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.6862 - accuracy: 0.5333 - val_loss: 0.6650 - val_accuracy: 0.6000\n",
"Epoch 4/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.6658 - accuracy: 0.6000 - val_loss: 0.6499 - val_accuracy: 0.6444\n",
"Epoch 5/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.6495 - accuracy: 0.6500 - val_loss: 0.6355 - val_accuracy: 0.6889\n",
"Epoch 6/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.6341 - accuracy: 0.6944 - val_loss: 0.6214 - val_accuracy: 0.7333\n",
"Epoch 7/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.6157 - accuracy: 0.7833 - val_loss: 0.6037 - val_accuracy: 0.8222\n",
"Epoch 8/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.5970 - accuracy: 0.8222 - val_loss: 0.5851 - val_accuracy: 0.8444\n",
"Epoch 9/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.5773 - accuracy: 0.8556 - val_loss: 0.5629 - val_accuracy: 0.8444\n",
"Epoch 10/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.5555 - accuracy: 0.8722 - val_loss: 0.5383 - val_accuracy: 0.8444\n",
"Epoch 11/20\n",
"9/9 [==============================] - 0s 4ms/step - loss: 0.5328 - accuracy: 0.8778 - val_loss: 0.5116 - val_accuracy: 0.8667\n",
"Epoch 12/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.5093 - accuracy: 0.8611 - val_loss: 0.4857 - val_accuracy: 0.8889\n",
"Epoch 13/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.4856 - accuracy: 0.8944 - val_loss: 0.4567 - val_accuracy: 0.9111\n",
"Epoch 14/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.4606 - accuracy: 0.8944 - val_loss: 0.4294 - val_accuracy: 0.9111\n",
"Epoch 15/20\n",
"9/9 [==============================] - 0s 6ms/step - loss: 0.4375 - accuracy: 0.8889 - val_loss: 0.4041 - val_accuracy: 0.9111\n",
"Epoch 16/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.4195 - accuracy: 0.8944 - val_loss: 0.3805 - val_accuracy: 0.9333\n",
"Epoch 17/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.3965 - accuracy: 0.9056 - val_loss: 0.3602 - val_accuracy: 0.9333\n",
"Epoch 18/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.3770 - accuracy: 0.9000 - val_loss: 0.3413 - val_accuracy: 0.9333\n",
"Epoch 19/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.3600 - accuracy: 0.9222 - val_loss: 0.3242 - val_accuracy: 0.9333\n",
"Epoch 20/20\n",
"9/9 [==============================] - 0s 5ms/step - loss: 0.3447 - accuracy: 0.9167 - val_loss: 0.3099 - val_accuracy: 0.9333\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model = Sequential()\n",
"model.add(Dense(10, activation='relu', input_dim=2))\n",
"model.add(Dense(10, activation='relu', input_dim=10))\n",
"model.add(Dense(1, activation='sigmoid', input_dim=10))\n",
"model.summary()\n",
"\n",
"sgd = optimizers.SGD(learning_rate=0.1)\n",
"model.compile(optimizer=sgd, loss='binary_crossentropy', metrics=['accuracy'])\n",
"history = model.fit(x_train, y_train, validation_split=0.2, epochs=20, batch_size=20)\n",
"\n",
"print_decision_boundaries(model, x_train, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XMMppWbnG3dN"
},
"source": [
"# Classification d'images de chiens et de chats\n",
"\n",
"Dans la suite du TP, on s'intéresse au problème simple (en apparence) de reconnaître des chiens et des chats dans des images.\n",
"\n",
"<center> <img src=\"https://drive.google.com/uc?id=11W1SmzrBhL8vyzPCjSkZfHWnxb7kByi5\" style=\"width:1000;height:550px;\"></center>\n",
"<caption><center><b> Figure 1 : Quelques images de la base de données </b></center></caption>\n",
"\n",
"Pour cela nous allons utiliser une base de données de 4000 images, réparties en 2000 images d'apprentissage, 1000 images de validation, et 1000 images de test. Compte-tenu de la variabilité possible des représentations de chiens et chats, cette base de données est d'une taille assez réduite et le problème est complexe. Il correspond bien aux problèmes que nous pouvons rencontrer dans la réalité, lorsque les données sont souvent difficiles à obtenir.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "m7K-oLcaXkcY"
},
"source": [
"Il faut définir une résolution commune à toutes les images, qui sera donc la dimension passée en entrée au réseau de neurones. Pour commencer et simplifier le problème, vous pouvez d'abord considérer des images de taille $64 \\times 64$ ; plus tard, lorsque vos réseaux fonctionneront bien, nous pourrons envisager d'augmenter cette résolution pour améliorer les performances. "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"id": "8th8b32kV2kh",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"IMAGE_SIZE = 128\n",
"CLASSES = ['cat', 'dog']"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "z3mdNJJXc6Wy"
},
"source": [
"## Chargement des données\n",
"La base de données est à télécharger depuis Git. Ne passez pas trop de temps à regarder les cellules suivantes (mais exécutez les !)."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "n_OkpjrpFXXG",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fatal: le chemin de destination 'iam' existe déjà et n'est pas un répertoire vide.\n"
]
}
],
"source": [
"!git clone https://github.com/axelcarlier/iam.git\n",
"path = \"./iam/tp3/\""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KoSVj5OGXa-4"
},
"source": [
"Chargement des données dans des tenseurs $x$ et $y$ de dimensions respectives $(N, 64, 64, 3)$ et $(N, 1)$, où $N$ désigne le nombre d'éléments de l'ensemble considéré (apprentissage, validation, ou test)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "VcNp4xl0QfOT",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"import glob\n",
"import PIL\n",
"from PIL import Image\n",
"import numpy as np\n",
"\n",
"def load_data(path, classes, image_size=128):\n",
"\n",
" # Liste les fichiers présents dans le dossier path\n",
" file_path = glob.glob(path)\n",
" \n",
" # Initialise les structures de données\n",
" x = np.zeros((len(file_path), image_size, image_size, 3))\n",
" y = np.zeros((len(file_path), 1))\n",
"\n",
" for i in range(len(file_path)):\n",
" # Lecture de l'image\n",
" img = Image.open(file_path[i])\n",
" # Mise à l'échelle de l'image\n",
" img = img.resize((image_size,image_size), Image.ANTIALIAS)\n",
" # Remplissage de la variable x\n",
" x[i] = np.asarray(img)\n",
"\n",
" img_path_split = file_path[i].split('/')\n",
" img_name_split = img_path_split[-1].split('.')\n",
" class_label = classes.index(img_name_split[-3])\n",
" \n",
" y[i] = class_label\n",
"\n",
" return x, y\n",
"\n",
"x_train, y_train = load_data('./iam/tp3/train/*', CLASSES, image_size=IMAGE_SIZE)\n",
"x_val, y_val = load_data('./iam/tp3/validation/*', CLASSES, image_size=IMAGE_SIZE)\n",
"x_test, y_test = load_data('./iam/tp3/test/*', CLASSES, image_size=IMAGE_SIZE)\n",
"\n",
"# Normalisation des entrées via une division par 255 des valeurs de pixel.\n",
"x_train = x_train/255\n",
"x_val = x_val/255\n",
"x_test = x_test/255"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vwngS1p9V1VN"
},
"source": [
"### Visualisation des images"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"id": "YXUxcuIPOS5W",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
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FT9f3hBCapt0XK1JpzYBVNp5QFb0pZzQlqigXQsCFgGYDY6a5T8RobTpo3g0nXjzzbRYAtvCt6oXinO35vfEYt1BcppRIOdlxEboQcGIK8GrZFmjCryZ7ACdC6AJD3xuQCr4pdV3vcd5zs13Tdz3Pn7+g7zrWqxWVnZg1RVkLJFEmTSTg5mZLPww4Z7KPK+MWqrI2a5t0TeeJmkxV5dBqzcB4lriFCsHQrwFDcfQu4L0SsslTLguSTamuTqA3kJaz4hJMcSJNSowJ5wPeget63NDhhx4JnukwkrOBrIwSU7RnSAknwsp7+mlCdkf2X3/Du59/Q3izIxxGDinjsyOkaPNmn8Ap+vU70Ih70REGR792RK/syNzphOoRV+THIB1eHOvNmj4Lw+Rwx8juq7dMhwP7t2/ww0B3e8PLlzf8xotb7l3iQGZHIgK+63Dek6dIlIQkJSHE42h3cQ7fBcLQ4/qOVRdwfkPM8MWzV4gK+7sD4zjxzdevGceRu7t7pjhxPB4ZjyP7/YHj8cjxcCSEgHeO4D3OB262a0IITNNESpn9YV8UiwnNCVLE+d48TXRWOFdZfvYkeZx+VSDqD4HfXfz7d8qxJ0jbhpuZTXv1IaoAaWyg2AuykqW6/BmTqFqMS489u6U81NYv+1GFi6rYk7LQpLQhCCpVk7Loj11q7TMzqeWtlvddnD73+AxlLPlbsyAUYVtPhGATrLM0+Hdyn9paYxT1eANLtQ9V+lpu/rqUAU9apIA3WWgRResbKBYnrb/RelxbMGY4P/tT03VpUVla2M7BxlPUrIsLRKMyXzf38qm2Kggvc2X5MHp6ztzXx1tSpEyyCpTnjQtom2pzqXx07r6f5n3z6TaWm/f8jh8CvFmI/bWCqI/mN4I0N09xuWjC6zzKZC2WbGgChA/BrMBdR4yT8aistlFnDGxUvgUnf86bhQZn8zTmbO+4uMR4pPAwa68BVhXUzQvD9m5p80YxDTYs1qCrQlJ5xtJ/nJi1X6yNut6yZqaUyDmRYlnFmsmpiBZlKLRp/xbKmTKWy7evjWkyT4sq9S24TD2ulLW0AHYfDI0+4tTzyz6ePmXdfcKdHjzTB9z3I5Hap7oBXxruB22d/HO2RJ0qEfXk5OU0+RHQR/Obus5SLn/F2pRVcao4Ebz3DUQ9UJSV9WPWZPvNUYGJokWpVXmzE7FjaqEBmnLheY55zE/dmZo7lRofq3JGVRjryT6t5IU1KRcvl8pUcs7Gh8521CYXOONNnQ/0fcdqNRD6zp6/gJgwdPjgWa16uhAIISDOGb9TTAvsHOJN0ee9Q4r1yHvfQE/js1q8XpjlEGPOxjNNX79w4iuKYikbs5SQhdmSrsUiWEEakKWAKGOBQYp1fcokATThUjaLvVdcJzgfkBAgeHJwqBdwEIOQszOvIQRUkAxeoBOhRwhJcWMiHifi7oCbIqqZpIlY5paqIjEjo8DdwaT+d2s0eXLoGMnsNDNqZMqp+FgJa0104lnJygwVMcMYmd7dM+73HN/c0W0S3gfczZoBx6hKFKVrCFXNguoSihQvnVkZZ3uWWfpEM6RgHk5afJfU5rATWK8H+i7Qd51ZH8cjh8ORu7t79rtds3IChGDgzaylwd6RRMbqHVGsupozWQxMlbfb+kVZS+/jlb8qEPVvAH9WRP40xlz+EeA/9fjp5gNJ2aRRCpNREyCwuBbvHc6Hdl5KNtgixaoC1S+Eqj4Q5+bNWU+F0Upy2hX7yLVPRQshp4J7bceJaYuyVN9fbYvuvHGp+GQpxyuY9cnRLFGiiJxqaE+tZoKKo1qyZHG8appmO9m8QWURMg41b9n2uA9g5wnCmb9WbZLJQmYxM1NqEdiKiFddhE4wRX3eNhALhtzc6y4LC8txv+TKd+7OdrmRel9OX0Dr10Uk9PgznADV83t/jLBVwfaZJaopDU5B1NIS9X24F50DtyIHt83RV2vDB9sOfiX0kfzGQM12u8WHjmmKiDiyKLvjAUTIAv2qZ7VesV6v2Ww2bFYDOWdevnzBejUQx4nxeIQ0kaaJ6XCk7zu6YSCmbBaiyeGTWbVC1yFOyJq5PxxNUOg7RBwijpQTMU4GuFosgxDHyeKuso27dyY+uZRIMZGPR2z+mBDWdQEfAj54uhDwxSXaOUfoQvO4bW6+OXGYRqZp4ng4FM1ybK5/zhcffD0UAQ9AyGVzN0t2sW5VS7hUhZeJK64hKkNkszUql5VUtN6FiVdrxIfQp+gUPmXliLj3n/TgRh/Amx7cZ/lA+uC+l9x14TRW4AO69dH0mPLmMVdgMMuI9/6Ef1v8SBW4z0DU4j7VQnCJ7u4PH/8A3x19NL9R1aJFvyOmyH6/Y5zGsr7MfXfoe/rB3ObN9Wgq1iezQGlRwpg+xOGdMyAWIwmIGJgSzPXMrNjm1qTRgFkY+tKjbPJtXYcipJyKQiU2YIZA6DpbmkoRWAzkmEueAZRUwIvmbG7rMTdFjnkKVYVbsZY7R991rNYD2+2Gm5stw7Ci73qKRy+r7Rrf+Ran44rS6nCwmNScEqHvGcJgVryhp8dcI0PfIW72DhLncUCoklGJ81FVXCguZaV986jJSHG5lMXkFJm5mlAGMGd8UkICkqBRCNGu896jDt7cTUyiHCXjM/TBPKnCyptLWwikTkhBmIKSJDP1BsCcdwWsOVyGFY61Bm7V4ybgfuL4ds/4zTt8Bp+FKUWOWfBZkaz4Q8THiPyRwm6AQUnPe0bZ8CZkvuwSb3TkTqeyz8Cr3HNDx4t1z1oc/hhJ73bs/vAXjLsd9998w3C7xR0jN6sV65cQxWT2hI3VOEayMy5v+5w3kD3ZXMs5I+OIHD3qPThnLpmqxKgFJ5tV8/ZmTfCB9XoNCDll7u93vP7mNe/evuPN27fs94cSBmFW3fV6ZfPeQZxg9I6omSlPJW45klMmM+FcdSktruxVia1Py1q/EhClqlFE/kvAXwY88D9S1f/XU9c4J2iuWk3FOVAvRcMg5qffdwXYVOZQkZPSPGYyTSg1q4OcbDKqOsc11cV5Yskwd74WXF4AWP39RIhXKBhilsl1tvUYQ6ua1nqO/WqnVpFcCnB6KBAsj7XNBYrmSXDqWvvWWnnx1Xxe3wlaLC51gKT8vzyjlP6UsUNmMCjOhGXzBCrHK3OSolky3VTR5FSBadEc7VDTqi38BhYnLU6R+v0UQD1Gc0KA00Gc49EqGKgPXDrV7rO8qMzFM9BcL6mjunwvyx1fFs+jBejbM81xdHWuIK4o7k+frwY/5pxPwMwcFPkJkpBCe+EXf1bTFjWAeWb5OnlGTp//10Sfwm9Ui+a1KVzmOVLnRi4uMXGamMaRKXiqCs1cVQKaEl3XQc5M1GVhk9d5DzGZf30yN5OmHWXhhkxVpCRyiuUR5rGvGusiuRQLkLncJpwJV1SIYu4t5IwmO+azkLIJNT4nBANOdf6pKlMBTjGmFjDsMOtZDU5P49jATtWMll62/i5dsZaT5SlrReG61kZZYL9K/cCnNl2VcJ9w4UeevuQ5D+97ab19LD/4Lsf3KRC1BHaX4lpPrju7Xvn0d/WrpE/hN2Cud+/u7kgpcRyP5Jzp+57gA06EnBLTND0AnPZXlA9SXOmcMwtA4Ss5m9Bf99SmkFNtPKmu67qnVKrxaDXRQI3NKppTMnqyn6ELgCs0S71b8KgEkEvSAhEIrlierO9d6AhdwHehxHu75g0gzvikLwBcivDgFVQU6UviHufwwQRv64/x3ZNY4cavrbMiJVyjxDctwWJWi6dqWwKWuKFZxsuErAr1aqWSnHFZ8VkQQ7OEKeOSEhxkLwxi4Df5ouevgmN95jK8ohiIcdqsexYDByFbDHyngk8ZHUfi/oDu9qRxsvHG4mbNUtgcMvEKIYM/RFwn5DfmcHdcZ+4H5c0q842LvHWxgeV8nDho4J3bErQnTQmdInIY8cfIMCndISG7I+ndjvH1O9h4ut4TJJPIiCiaBfHBvDCKfO2kykhFatWyX5WEarnEmggC2Ty/xvFAct4Ub0XxKJLZrAecKKuhY7ffczyOto+pgtp+1neevg+s10NTUIwxsd8fOU6J/TEyT/BMThZfV6b7k/Qri4lS1X8F+Fc+5FwR8L7oJAuQceIQHF1n8QH90DOs+jaR97s7G/S2bnWekzUri0pjJFlnE3rL2lLiPGZYs2Duy43sTOBs58hSKGIWios2ZLYTneKHKgDZN7H0KkuUUeS4akaSAl7aYImQxU5I4tvpTaitf8UiVe9pHEHqDJ6frgAatzBdVrAhYqZU74QQXOlHCYXXhR2svowS07UQFdt/Czq1e7Rxrj0+Fx5Ojz2lZT23EFYwXIcLYfHOK4iios5FQ0th70xQ+VCcIIv5crb6qltf6297DQXQFsZOdfUq56WUmn98tUTVBBofS7rs38Xun4LZNmZlM0aX7+l9ToHfH30MvylXWMxAFezaZlbNNJBiataZ/W6Pd/N7FRH6EJCcGfoBUuYATbuG2MahzrIWTccJmCyQWwTnpfhu2zuOKZLTRIojOZmAVK28sbgAVVna2IWt/4yQxSNlwyzokKQRSYLIdAbApWjFD20OIuAoWm2dE7ME5wiuo+86vHOMh70lElFKnOUp12keeczZkcovRW9SpZCHIAsoGaL4KAn/U/UI39dVlQ9/1J3OlXWX2r1gjfrYHn7s2r2koHoKQAEPkiSc3P+8rcWnLg/8AOlj+Y1gY/HNmzclixuELrDdbgtvVeIUmWIsbsMyuxulKhBaQ847gg90oSM7M/HkkuiJco3DgI2m4qKXs3mvqO2lMc4ZXsULDt8SXsSSWRRPcYHLJSa2PEjdr4XmeuydN4VMmjMLZ82Qisuf9ARxuNATvMlzXdfR9T2+6wxUFDBh7siuWNMDxfkYX+9c9qCcim+bq4lutLj3mapHcypeLsX1UcAS35gIZCwqk51YMglhHue89OIpz1tFEL9QHJVAcx+hS+Aj+EkJ+4SLmU4U9UJ0nmMQYolJxUPJ7HUKoBRc1vKeEpMmi5tSuMkep44BIUyZ9PZAenPH9M074v6AZCU4oXMe1OZDKs8asqBJCfdHXJ7IfWIcO+78wDdb5RfP4Osh82aAqXh63e8zt9HzO7pGGPjJMeCOI253pNuPdEdFmBC3I/Zv2LmA/+IZw4sNBzKJxEjJTRC6NmfMm6JY2cRV9TuSElkTKY6knPChxzkPOqEZ9uMOQTjsLJlJ3w9477nZrnj+bIv3jt3uwOFw5PXXr9nv9+x2e7Iq2+fPWQ0DL1++REQsmdRx5N27e9682/HV67fElJhi5Hg8EONEnMyKyyKu8xL92hJLPKSMamoaAMSsUQ31A03gX4ATAEuCoFRNg306qCCpyj5qLoLnFp9lW1IXUhEcq9ZHyo8ppSZEtZiKhRCvaRbeZdHmKRUB2ViYBR6W9iTPAo9ponVmXicWhPkhlnuN4Yf5iQyjzIBlBlzS+mUbcDW5GrJwWBY9xFahd8avrBnFXCozNUthddOBOfKKxT3mThaBvLZUBMIG3h7Z2s+B0pKWm/tFS1SFekKbH0uJr/S0gOliKarHT8a4CjaLZ+EMVDef60Xb8nhM1IOT60d5DlUlxtgAVP2sAOBjqU2h5VR63zWt/7NgXLv967ZCfSuqGlRvAk3fd/R9T85KTNlYQM7EGIkxNjeUrutsoZUAX5gtOtW9pet7XAf7mNFoQaxaAA4oOtn7TTGWeZlMKMgJRIsm2GZuzkU1kwsMmaWZtt7nNS/NaiVyKry29yW1JEENmi4rtroOFUWHqLlMoBZjUPmeYvOoOMQsFoTMU0sX62fRt6ZQYTkRZ15RrbYfKkDPPOwjXnv5/LjV8xGdOrnsu18fl9bcU/zxwbm/wvteUmhdUo6duNPLcna0Cxdg+8dPdZZ3fWex3BSPGDULVU6JVKwHPsWSHGYxRkW5tcyS2tZWYQfOCUG8ufmZ+clc+F1xmyojPLOhIt+U/VBbP0v/6kyp7KalND/dA7XIZIY9tAE9h0MCeOd58eKWruu52W7ousBqGHAlBsxckDs6H8zqXVCOOLEY97If16QVIYTSUVMcZVFziSv8vCZiaKyRAp6qfKOY0kntOWNWIlr9thYhEXZxHfsMJ0koyMVlT4VOhJXzBE24JLhdRI4TLinqhF5WSO+YcMXy5XCieCc41eI6CDlbhsAsau+NUuomG/8XBR8Tsh+Jr++I39wxvblDDhNdhqBqeeaSuYAmndebEwgIIUM4RtxOyXeZ5IRpEKYgjAijZDKZO42QI68P9/Qa2acNXc4Wv6tCFzGkecy43YHpzTvC7YourumdeUP5Mvtd8WDSnMiU5EflHSIlvborWRMlkNWyzVLGCoQuNHRge2Sa0DSRJmmuozkr3sHQezQFdneRaRz56pcHQgjs7t9ZcpLNBu8Dr14+Z73ZcHt7y3GaGKeJ3W7HeDyy3x+IMdr4P8GJflAgqm7LBiBK8KHM2eSABmaqMGzywsJFzl4HM5AqDEK1rpHW0mmsx1IoockGciG1c2VYTbB1UrQjS6FlZjazyDOTFgGpZdJbaIpP41Cs/7WtZloWaYHdp+2Wz9aLmTXW011rn/bM5upXdS9iCxwzlxqIkhb/YhqcBJoQrfqh4m4AVHfG2U+w9mmxTdYOlvf3lMb1Y8HCEki1dyBtH7CxK6CgakaqAFyvPQFSrbttG3rQx/ZMVWCsrwku9t8umZ9ZF1+aWwJVaxht4yj3+vbApbiaPjKsFUzW+zlxi9IB83PN4PTHCaSkCCWKbYJdSqwGM/fHlAqAycXNbSr1Lnxx3zO3uZaxqWLy0qb3geA8bn8kH0eLE8AyZaHFMqUwHk1B0XdQlReaM7m4VFblhn2WXHZNCWHuzE5mzai2uZ3nRBclYHT5urtQrfV1Pls8AEmLRSqjqYInLXEtJoxAFYwL351Z0imAqv9bCMmnEGYJwCiKAy3PdPayHgH/s8Xm7LcnlASP8ZPlPK56tNrO0rr9MWTr54nrFs0+xecuuygvmmmeBBf2Giofoq3dkzbmzeLRcW73LQ08BpyU8zpmD61qp/vbeftlZjzyLD9aKoqJvu8bH61rMxU3vlqCxMXi+tb3VGs0aPOwaXGxC8FCikziCq9obntiFuYU5/0Z5nIaKpmqaK4ucQ0sLNNoln1TxLLRNeXiwkVwuT84Z54TIVhw/8tXr1itVjx//oyu61ivBqo3EJS+i8OXuC8EsrPetAQWJWW4jUvZH4v1LIspo523RBM5Z4sjctVmL43fLXfdrErUzJiz3VZtjjsRPG5Rz8jGKANRE5RMqqjgVejxFjeUHS4CuwndHWE/oiKseodfeaIPZOfIziyANbbKqZKT8T+tz95ZfFFMCZcB9ZAy/hiR+yPT12+J39wzvblniJkhOwLgNSPJ+HfCZOCugMIOR5eVcEy4kMjvRqL3xJVjXAVGPMfiiueZSEn5Or6j04mddmxyIuAI6lhPRRryien+QPQgnz+nS0onkBB82V1c2cFiAfMqvr6CJu+7EjgXfFcSS9iMleqFIyYDpZRL+Zqx1FRNbe4N/YoudAxdgNyjOTIe97x9+xZV5Zv1is1mw2/+5m/y7NlzPnv1E7IKSYXdYeRwPHL37h2Hw4F3b98xjiP746EkmrpMPxAQpaC26TfkqXYsZyGlyDSNpWCqLYJab8FcBaw+FGIT2uR6MxM6StKJPG/qM1coC3ipSRVthWQNGOnJRl2LaIqcpppugnURjsVVF7b5ju1ZmzBetUkliNx5S0Hu3AzSFiBsFuZ18Vdvq4unkpa5xy3OVWyySQ0IrZcvtdLtT0ESaEbUxDcvWtIpK1bZxmpVqSjOmWam1n/Q1qs6LnOAZnNlLONcNV5Lwf1DqMaLWFvvB1pVC19lNz2XLJ+6ltPRnukMFH4wnba4bC9XxlKEk1zdK+qVCyHl05JMVG3O5S6cW2Z9yWwklCJ6Ois2nDud3T8mqjbTKiAY+CmBpUWbm2NkGi2VuQn3dk7yjumYm8vfFO0vloQ4obMkDmAbfdcHvBM2K8tbtL+7J8XE8TCaP31T2mCaai2K0ap6aBrnCmghZUMtza+/gRYTsJxYQLLKkuvJQpA24FTbdwi4gIjNt5pR0Is34UZ8Ef5SHUDaSlfafcD4TtEpnMSVziQLlLJ8J6fKi/ZlZtGPk5x+XyoDHr77J2iJ7b7l1D55hkdPeE8b7wFQjzdX9prFGF68Uk5O/+B+nfepKp4u/VY/z/9OenvGwx7jkD9GjpPVEkvUtOBVjrD6NfaUtSBpHZY0WRr3aoFZAqjKq2pbNYqySgJWnxF858nZkZK5JjlflCc11kiEZhSoIlGtgSgli8VSE+nEEjGAuQ7aw514STjnWsry9WZN33e8fPUZw2CWqBDMEmXyFo0VFNsVuQoK3tbwOI5FCW4Wm2nhFZDR0m9rJM9bPCpSXADn/6liPLEWbtWMimV5RmvGw8VYLwBjkpqNz2SXnKzEhFnrwWmgOyb8IaL3E3o/EnYTAIO7Jw2e/q4j9Z64HaALyKYneyF5IZbEYgcm9mQOfUf0QuocJEXHDBH03Yi82RNe7+neHtncRwYVBnX4nPE6x/IrVscvY/FeqWT+CwpdUlaHzHYPt/ew7xIHp8ROSc6smMkLX+/3SIr8LAeeHyOfkwk5E45WA4zgyIeRySuHb96QOmF6tkKHYMFYYnVfTSY3PpCgyPiKqEPUASWdu1ZPpho3VuPW7D04MJ92b++tZvM26+tUlH9K3wvPbtcMnSWlEIFhMBdAJ8o0HnjzzVeEfkU3rOk7wfuevntGSltevrglxcQYxyflqx8IiAJz5yupetsWDJSJHlPEx7EJ3LVmQqtm3Ha+srBdbUUs40rxNmvWHZbMfNmPGkc0u5zVfjSrV6lf1WIKoE0ICqpupg9Y7MiLGCmtWnzMj7dMEudkYeWS4t7XunYBSC3pNF/fDBMVmkan+EtXwUbnvruy27oK8UrGxMZbqctSG8gVMZc+L7W55Ztj4TWn8/2Ww/oogLLnPrEMLV7U+zbgE2oDXT/0I0EHVDBcn6m00vr/YMc/+7c9yyxszCedUrtkodm95Lr3Ka58j9zyYrt1XQjSMj3VnbYKujZlvwvL2K+P6iqqWtEKoLxzpJhIxRJoRbS1xQc6kRIEa1arWicll1gAESlxbMYvQujou8Cz2xu8QNDEeJyIh8nyZSqlbVoB24rxTTDQEjNXdcVz582PX0hStLnM7KeCpqqJbRmHivKp1kSRMgZOZsDcAtjFxBsV4x6NmVLXQgVM52ihOSyXf5Zv5RQ9A1dSzqE9+4crKB519f0I7cZJG2eXXYzf0bOnraygMYkGVT9ayWJuk3qBLz5ND8dBH3wslTAPG3i8P/bz08/yAAid8eynrFAXrz/r1o+V06hasdrB+7Ll1vpNpd6VlOKtITTF7ViST3ShQ6sLH2Uc3ZxgyHmPq0JzXliixTJrOqctQ6IIOO/xXZjXYRGwte7eNTin9Gv+w+7rizVaFsDEG8/sQkcIns1mTdd1PHt2yzAM3D67pe86NpsV3nv6rm9KTbGuN3Cci+wl3tZAdXckzcWItYC7Kus1axGL5yj9b8rzyquKhqryUS1AbBZJbC+oGRDtnPpblTOLjJiUHAE1vumnRDhm9BDR/cSwT2Zl0gO5c3RjIhWLj64FepgQJjF5NWti1ImjJkY8yXk0FNlDMxoz7Cbk/kh4dyTcT4R9ZhDHSkxhVzTxxZqrLdAiC6Vwr4HLkJR+VFbHzOYAqwMMnbIHCOaGmLzyNo64GPk69RAzr7Dx82OphTolphHwynh3x9QLDA4N0pybUkzgSkp6KogyQCuq9uxF5jRwW8famaJPzNJYzSBeQLw9UwJLxpEVSsiO1ZQV1queLlgSKOdcKSGgHI8jKU7s7t+xQumGnuBdAfid3a9YWeN7Qid+ECBKRBj6rrmlBO8L8MkPNv8mgxcprvmoLvEMtn1nZvO2OQtWTQQnFqZT/dmSXZ8KBQ1+yen5zcUB68i5KPEY1X5bwVpX0rHrySZTlD8PGnRteVTIVPyGizbQEpnbJDWJpKTsLILgiQsQWuprzVqbOoKNGeUMuWREzLlYsxTVBMUiVVLZFC259ekcSInUjDfSsp80HHKy4Z4+76e49Z1T9Zt9gHXe12zVsH/bPsiSU59RnQxtMpd7Ll0lTgDOp4kTS9Hu6Vlqv9e4P801R9NpH/xCQ/TjIinFI3Ob8dUNz/tQtJDZttniumFuBKlZb5z3LRW5beD1D7w3bexqNbA6HtEcSTFzs11zu13zt/4tfwJNiXevv2EaD+zv3xLjxDgemabENCWOU2aq2k41C1Ath1DdzdS6V2QIZ7GMFMReBN4qpBhoMhVJrW8yP3/Nxje7mIjmUu8kF+1fUbBo5aXFcwApgkfhs7oQZHK5+XK+LbI/LudO4+Ha/vNB9G35wqeQtP+cHTv78UP3gsv3WFz5AQ196Dhcihv9lGs+VLFzup+d8q62B599nvOUHyOHOaecM4eDpWbXkj67hgOIcy0tc+X5h/2+xGIuAhoWYGGZsKMqB7PmluEMVcSZLSZ4P8crOSt5oI1/FGWpc8UaFCDnxt+6LixcCaXVthPvkV6K/NZbyvLVir7rrNht33N7e0vXdQxD19KamxXJA7NbcCXrz/wcQJEJA743YNOFEkKg1vdU6vplVdJIizczHl3AoorxvFis77lmO7R08L0rCXsUi/mhcq3Z0jHmSO2tYvJpjpl0KAq0FNG7A3I/0h0i/qg8y4FOBTkIeYJDjIxD5l1S4qpj2k9oH6APrHogQAyB3nveTJkxKcRMiBn/bkLuI+nLHd2bI8PdkW4f6RN0Ch2ZKIXlFlknlTEeNZMUxuK6FlRYJ+H5KEw7OLrMiDJNMN6ADiXpg8DbPJIn+Ple0b3wOymzRlk5j+BQdYwJZErcvX7LYdyx2QRCBzIMeO/Yp4hmrLA0yxCZ2RpZ4/JqsWXLAp1s3xJBo/EP5w2I+VIwWlyV72EarcC9SHV9n3BkvPMED6tVBwjroceHjn61IiOMh12r4WaeP0ouqf5Nif34uv7BgKgQSuAypsHVrGiJS6jnGGlFUMyiOTSIIxVSzGec/j1kx8sBOrH6NLczfbAJNAtWQWX1Oq3ajqIZWsrN5wJ7g1tLgULm51rerwK0NunaU9q5Dp1TboJByPbv2kcTbEJLV17gUl6OyxJE1VSZRfvuwCUKI5ZiTTM3ylpwFFfwllRBbW61DkJLpf7ExPyuBCMtc2rW4tVjde48cp+HKM7a0KK1Uk6FwdJaO52KhxZzR2lA7EQoWc6/R/pzHqD9ofTgGl0+8dPttbVXvi/LNNbMlj9aS9SsEWmg4txdZlYoUIBUItcimSXLp2sxC9ZoWfatLYuh8sTjVLTKjvV64Ld/8yc4Ue62PYf9jjdfw/F4ZLcTxjFyHCecRNxk5RuqdSqrknTmI3OCPFuLNtcLgNHcHpMy92qNF3Tpvqsl41+NSTIffVMU57mgZE1Ruxi+qhhBoIRLlXsvEswUNneuXqr8pSE8mPnmB4KoT+UTlwT504ZPuvprp3ML0Hv7v7z2gnXo5JjIBz3q49Y+HtVEvQ9AXQRRhc82Zs38Oupdvn/Y/O1IizC7dD+v4+Gc1YUL5W/5+3Jcz/ltLuDhPJFHrS1li9E3QdMcpnT2kirrtlSNafzQFSuP8xZW4PwcutDeZbHWe+/xxT1vNQxs1isDTzc3DMPAzc1NqVFn4CuUWKnqil/d/22MaLKO6pzhs7oy+mpNKPGZNSbJEgOXDMxavJJUm1K6xpGi5sZX+RkYz/OFec2yvMxxnWpjljGwVh5+1nfmjKaERtAEjBE5RkJUugQbdfTqcNFinnzOhKQcA0gssUd9h64SXfbkwbN2DnGwmxLZZYhqKdP3EdmP5N0BdiN+TISY6RIEakIMPREpK9tIGIiKODIlGUaGdRQ2o3J7gE2XWDtl6ByjCNqZ+91REz5n7kblZnIktTjZzrkyFlZcmKQc9wfuMoTxiKQ1wspATlEGqpq8WJORCNJc1ZtE1vhCnoVmrR+CiCWccPjZwFD2l5wjcRqtwG7ZRyyUzj5DcVGXzuFDRzf0HKMln5imRCxlPmostP5YQJQTYb0a0KG6f8yZO6R81iwyVdgXkSJQmIRh2cxLMV4xi1NKatmuNM9CL2Kf2XxvDbdoaxMKICjgqLrv5Vx65spLLACmBpw7H6higq3RAlyKkOEW7dcdoE2kbPn0RSxb1/E4Mk5TifsCEWMamhWclhE63U5CeQ6XUwNOXXAMIdAFT+c9w9DTBc9mvabrAkM/4Bd+v+Yr6nAl9kHJpBxtYiXLUjKOE1OM7PY26fbT0VC7SvmDKUb2hyNTVMbJXJtomQxd2Ru1pEtWqzNchLQPpeWmq1oTfbB4jwuSmgDEFW2buWPa4ILUOp+5gmFZ3EPKHLWAVXu/uWZyL7Ei8zaw3BTqu6kbJbkmN7GNrtbfyeXUWhjaFQGibqTV9z3G2NzNqivHU2NzOgTy4LcH2t+TRuyxZjfOasu1LaUCjJb69kdI86ZtTNsVZU4ocVEhFEEHM+1/8/obvBO+/OqXqCovn7+wjH5dxziGUkLKNvzD8cAUI+SRdSe8uYuMMfLLn/0RcX/Hn/npT1ivB24+f4nmW9IXL8y9ZxoZx5HD8cA3b95xf7/jcIxMMfFuZzUtXr85WkYprZq7KhB5nFh8hBXtni3VFO5JWS8l8BMvFUyZZSlN5d9qMQrixFxWcuGbouQSx2HrxeFC0QgyK22qQ00uG2FzTCsBxVIC4zNVYKJqJsrbeahluRQb9KnKBVnGs14Q5lnwkifd3953n4++4gLIOaNPfebl9SdW/yf6cX7dxfP4MFDzKGj6ADrVVemH3fCHRk7YrrdNYMwpEafYstMNpdBuHdCh60s6dHtfXddRrd4xRo6HQxvTOo6WBCfShYBzvsVg+WApzKdpZIoTd/u91WLyjqTmtlxBlA+BzlnxbxN6acKsCZXmHrjdbhmGgc3GgFNXsp71fc92vaYLAUFLTHuy/Xe9mhM2YOEYVW4K3jIL9qXPU4lFqR4k1bpU405TGZuakCNT3BUXbtmuAPLpOCJZcVOmE8eqG4g5kccJr4He+eZ1MU2juWlj4xEpWfywcfAOi6PKCYewCj0rFVbZUo+73cQ6CSsCG/VmiUrGEbucOaTMROQYBHYHUudJfaBbdayHwGrTMfYO1yeOokzjCGOi+3qP30Xc1/fILuKOExLtvefCcaNAcpBzLF7XhQ97y5ZX+a1PsEb4TDzdITNEs764KZPEfn/bZyYp4FSUQ5zYT8JhdGh2bMOa7C2jnytyeBwnjjlyPB6RccSRQBy+DyZnO5O7R53mFHA6Z0KsCFCq0q2BXagaypy17cmqWmKITaYauo6h74s3iZDi2sKBxmjjMx5x3tN3A1aXcTTPKhLe2X656odZXgTGRe22S/SDAFE2MWsqBKhROUDhNnqiHeAxy0zRrlRLQdPe1c25fiy0DHZWbWPWKDcTYz61VVQLVNsEStG3Cmqa8LDQdrjqKifL59JW5E1KMVUnuU2GOkEubXEm5NQA7GKSbpaWku1FDESthsCq71n1Hev1iqHvuNmaqX29Mv/kUCpChxCKH3Aw5kQmpokpTRzHI+M4cTyOTDHS90emGAm7YDEh2UBtzIqMwnEcT3reFAZ1gSxqzMxKx4/fGedL6lyYBZ6lPPQw9o159y8bxMnvSl3JxT93tmTVuCCgbWrtklZAufZv8UxnmsV5MFhojxbB8HX+uNPiupc0uh/r7vjhQoy0bkrTHs3v88cpzcxUrYv2D2b3GilxTyXJTXPFUeX+7h4R4cWz51QrevOdr+s3xuL6l8zVVU1jedjt2QfHNB7JvWe76hA6ZOhKivHIOB4Zx4HghFXnORytMKD35fshc5wSxykVbW2lhUWJbJm32puaUxw3+48Ul4jy8JpNOHDl2avSQ2tB7TJVXRkrm7bV9Y/WtqNaaytPbKNNRed1+lbr5gy7liDq4Zq9BKTeR5e4qLH7hyBhuY7O19kHWVzbzcoXPdGxPOhI24cWxz9lPT/ZlUu/nQGpJcmsFrY58xhvLodU6tg8dcfTey8/L5xgc+QSVvqWY/Jro9LtmtjBjs3Wb18sLDULK8xgOptvfPutWkTyCSitok5Gz6xTSHHBy9KuizGaggRnQnJOzTXZlHS+JJCp8a9Sm2qKPavdObBerQhdIHSdpSrvOkIplJvihKrFjboq8DotiTBsYKzf831qYhxTKuY5gVcFBMvYKJllLuA0g+Eis6FZjLKBGV+E96wwJZzz+Kx4Z0rkhDSXQqrasAr1zP4/hgnE6umJxRm5BJIyQS0TXkDwpk2ibvKdKN2UyRm6DD4qaVJ8gm4qBXUnz2HKBMkcjxM6xRL/FHHHiIypJPIqirQypZKD5KRYKE0hW/s7y8P27AFYiRAVpgzbI2y9sh4zuyA4t7QEaXFxo4AzsyqmKreUdnPKJMn2jmqGxFIAULDEH6Al7q3uPFUOEszwUBVc1TOCU0awuLYaLGoxauc93vlWa807V7zaahK6ItCp1V1MUUipxNyVOeicELwVcjY54Gk56YcBorTyzZJa0pUCsmLae0vcoeW8MpWds0rRzrXBUSz95DywVZC2WezKZNBsNWA8RVvhbbF5Pxc/KztHiZuYBYvqw6taM/tVObguONO+pmzanRwTdRZ48bN/s5ZsIgghmL9wGFZmSiwWnYrDli6IrgQ8CvbSTfMsbIcBNJPGhHPCEBwvnz/nN7/4jNvbLTfbDevVwND3PLu5Yeh7brZb04KFofhJV3/lYJoXNfPmmEazQE2J/eHANJm1LKbE3X7PNEXe3u05jiOvv3nL23fvOOx3pOJC4L3ggyMlJcVIrNkSpboqPp4+8jH6KGFKnnY7k/ZfPRlre01lHuWSlrMkBKnphJEaeKpnLc4b3JxZT2aL3yJ1vpaX/W3Fg49x8flQciJ0rjOHcYcByJI4oUnVP1ISV8a+PEtNpFA1mACaTRO43+25e/eWGCNffvkl3jtu1pZp6kUp4Pf69ddMceTr16/pizCR0kjOkeAyEuCwO/AmJf7aX/2rfP7qOX/H3/a34oBpLP4gOdF7z2qz5dlmCzq78d3vD4zjyM9+9nPu7vf8wR9+zXGM3B8jMcExGu+bstB1ShfmjTMnIAt9Z4V+QzAr9NAHlm5DopbBaLVaYa6BjrvdHeM0msVYlKn3pJQZj7HU1CqxArFsQIs6L6nuWW0zt2xYdc3NuTy1KaJmZcvlNb4EOct/P/qeHwMvHz9l3k9NPl4o4s5+e3D6IyDrMSD1MRaiT6Z68aXBOztnhk/f8Yie6qN+1KQo0zSxL4qYqihNyYLzu9AZD6pCnyrj0YqOViA7TZbpzRLYnAMlZlCryjiNMAn9yuoxuWDKIZ8DOEf2NLCRNePUkk2Ye57tS3k0BVJ1MxyGHh8Cw3rN0A/c3GzpgtXXq5RjJKpyKOCnukTlnK3tEtzv+h7ALG+l464orJLGGRSKFIuYkoubVZwsU2rWIjQHj+sCPni60sdq3s6TZWuTDE4dvRcCgo6RfDgyvXmHX6/pJ2V14+lXHU4yR4FjTkQS0RkGqkDFZcWp0PmONY5NFoac6MZElzIhw6COAds2bXGUhAllwQ9ZCApDUhgNAOR3mSwjY2c1m9Y9jE7ZpcksdvcjbkoMh0SIxerkhdHpnKLeOytJE0GSwlQSNyS1mKQC/FQyQYTgMBlSEu+yckyZbzoDVYcseA9hVFajsj5mVpMwJDHrmhMyBpAnSUwkYmfgUAsw0qJISqlkCCz7rZMKlaoMWOUzabtChVKnytoZZNV9Ai84LUlWWgIWmcGZs3lmcpytxRhH28NiYoqJY4z0ve3ZUxqJYqnWnXdW08zNsP+cfhggChYbiLSkB2ZVmrWXS45aYxiWloCKmpUaLFk3mLJ95+KDJfaqpGhh1fkGnOb9aXGvJoS3I3O/FxulohV7WSB4ydxlfbIF5Jw2zXfKxd2mBMH5wjlsEizdTeoTzOPimmXEtRpOqCF9L0LnPauh5+Zmy+3NlpubDethYOg6brfGBLcl3WgDUT6YtaykmYw5EXOky5ZNZ4qJEDxTjKxWK1JK9KuecYqIC+wPR3NFHI9470yTQWXWQko6T+T6nN9y3z037pz/1l7RQpPWQrK0CirMwoLWK+ZGKxivgmDVKM1dX3bi8s5fff056culh19c/y0G5ykBbKnpflTjLbMgW1nbDEQXsUI/elq8C1msrfLctgHk4pIymRvNccR7x+FwZBgyq1q3RGjFeYN3qPpWwNYVX3XNmWmKvHv7jlUXyCnPdV+yguRmBfKl1EHlYME7ptgRj7ese8/9/ZH9YcLvjhynjBxTUVQonRc6PyvxFAM2q940bKthhfeB9aovzzknyFmv1qzXa+qbd145HANZrPhj7CIpZ4Izl+PjWN0pamqNOrJy8u+qCDUqPrQLFQamiDxReDSF1vKNXQBXTwKpR6fqI+Dj2zIlPnHpVn61AIfv68tj5yzH45Jy5RIPepwfvX+MP+lxHwPBiz29Anw9u+Y7eEXfO1XrCZgrX1XQ1bgmLQlsqhY/JYvBrK6vFYykRV0cAKSWnsjNOnUOfeu5NSV4jXPy3pNK0innZyu8iLT4rC6EApb6lp6873tzmwq+uZuDnmQXFpm9KJpLO9j7PHvngrZ6UDWxQC4ePPX8pYfOUkFe+zsL0DReVrmPKcggqMNlRWMmHSem3YGu5HaX0ON8xifF5zZapsQSy2xXOZpTc+UPmMXJ54REs3RVkLWMTjBASAFRVvS2ZOk27xUtCiaEMEH0kEcYRXHF3TIfsyWZKGBInTTZsHpb4+fls6y1V+tj+WawsPO9ltpXIqymzGpShhH6TumCEINZx/qoDKmCP8HpfO85Vleb+CRFKXmyA1zg5fP4LOZDMS60Rd6sreWzhl08aEoW88UC9OtcabytrKOUkoG/cSRWS1Vy5BJH55xYBsgaa/GENucHA6JqZaNqzrWHtgA7cxXJMzNVYwSUha9FONE2qLNJu54valaQnFLL+NehqHMEF0Cq+bfGQdlsO9/MXS2uuRjYeqShX4SUYZoyx8PY+uKq362dTprMX1RuAp0DkYBzGe87vM94CZbBbiF8VP/RVT9YsgcSzkHvPTlBzJkQAtvNwIvnN/zkJ6/Yrlas1ytWXSgxUUMxu/siqJn7jxUtKxlJslmhjOla0GLvBfpACMJmZXUenuszphQZVm/Y7w84MVfCX3z5JdOkkKJVLUeIlPVQnslJ1Tu4k/H8qHkj1d3s0oZc5lMz8YOIZSdUanIMWkB8RfK2huvmbe1ZtqBZ4GsuB9USdZIjtcyHJ4DMKYCcgT0Ckh9axN43Bid3fp9m/gOA1OzkZeSkZLsUi31r6+KDe/kDpLbRQ86ndaJMMJCi+RwZGz9XxjGCZr785S9Yr1e8evmCaZpMeYJiKj8hdJ4YjWE7J7hOiAdlmhK/+OVrNMPd/ZHtZs3N9hnkhMaJnCZSGi39sSolFx6bocMPa15tf4eUEn/qpz/hfn/kD3/5hne7A7/46o7jOLHfjwRvFmCassWCsrebFUPf8/nnX9D3wwyWck1KIazWazabbRPqvv7ma3b7PccU52xYOXG43zNOoxUlnEb2uwNT0e7lCLHV/TM/dlUroIiYAst+s13fS8m4dT6XPxCuf5T728k9ZqXFr8KS+23AxVPPdA6Glsc+5PinAMVPcTH8pPs8bOSBpuy7eTvfH9kqNgAElALYs3CYyRyPB+I0MY5jK90igqU9R8vxxBQnpFh0xFmsbowTKUbGaSROka7vLO14b+s+pkTMieN0tEyAQ2cu/ZuN/RYjUxxJKVo8v3PcbLaELvDi2TO6EAjFUtWvVvR9x7qkK6/xJyJCHzzBO7p+aGnVYX6n9dOez4AiZy6IFVTW1NwWZlCEcieEphxSUwL3vQUqiTCNI6MqfdeZ5w+COE/Xe7zCSoU8Ro77d+xfv+Ht3/gZuV8TVhvC50fC81ukF1wQ1CeyZI5E41udbxYUn6EXxwphjSOMxVK0n3DHiIsel4SaBSj7bOm4gxkGenEGohK4pEgq2bhyiRNFuScykbknEckccyJlZcqWYS8FIQlMroA8mVdFnyCo4sUAV1BzKwyFH3uchciIsEIZJPN2gt0hc/suspsSmyO4AJvs2EbHb0wdn0fHrQZWGWK2rH9HEqPLRBScw3vLNNl1AxoC6gPBmZ9Btlz8i5j+Kt/PBo+Zx0jbm1BMSVdkLpPnZgDdlATRLJ8xuhPe00JpxEDY8TgyTROHw4HQ96xXAzknpuOBru9wEgheCF6I0/HJtf0DAVELtqlV0C573bmSCsw6lasXvdbLymcBHReY/eyjX5mXtXhq0RITgjjdqCpDmzVzZ/1qMnRp42QTq9YMcwvLTTDXgppLNsEKIGu5XHFIzWBwsrXYea7Uwlr2xZc0otvtlu1mw2a9NobSso4JVcVumiuBnMr97FY551bI2ApezynmU66o1hUBTcBB33WklFiteobB0p0GH+d3Wl7sAwVCbYpvFwPwmDb2FGQ9tqGfAQipfa7XtVVOfbcX70fThVwUVk7g3amSZT633OPbgJMlOLJ7vH9c27ntQO2fUv3sT5UGzO/yOxI4v3cSaXPe5om2NWhaTTstFSEDse91Rpjwkebgb1eUMDr/Vaoj54r1O6swxcy7uz3OeZ7d3FpdNueYRizjk0ZysqBX20XMYh6CIzi43QwE79hPib7vyOo4Hkf2q0NzM3bem8DljQfU+i3PbzdWu6rvbbYttMXDMDD0oWQhFFarHiTT5a4FMOecGYJnGie8KOM40QfPOEUO48Q4ZWLMxFT836tWGSzGSgofklOePPPXC8z/va9T6iK0NhVOl+k5Hz27tp71hAVouQecNvlE25c7c3rNI5c/piC5dPwpHnixX2fj9b7jJ7+dHFze8OGx97lhXurfrKKpK2fOp3p+yx8LNeVwVdK14/N4pJJsIlbFywK4tn1ZLaaoBr877y1rqFSr9SIORquVIBfFqMUmuWTeJlWh4b0jZUfO0pRI65UljNis14SS7tx5Z4CqxDy14uQiiGOWM872v7oGqhtijLEUHE5tj6nn1WKr1Qlevbdi4EVGsxQ59ozVRVCdubG1ZFVZUSlxUCUUxBTQxRVMBZcVGROSjugIuR9I4uG2x2FCdBKzRijVg8hmolPBl7+QwccMU0LK/SwDoCyK81YZwp7RqZVN8tncA6W9MIqSV+hLSFICJrVsyElBa5KgKq5KKQTMoihN4VNVrK01U6VcsEzjHsSsaYMKQ3asEqwjbCbFJ2GrwjYLN8mxSY4umxWtJvPIc9eL0nqWqavS3Iqxn3oltK/196Kwrwrt+qZrbEuNijDwBJDbfl1WUpG17XrVNgwLTjLfs1mpsJIkmhOqCdTcQV1Zpnmh8LhEPxAQBZJnt5Ua0Ffl/QeABUpO93kBtqA5WWzIFc+oFO+R0lBdjM4jbsEIau0CaLUWNGfTQpRaDlzqT2vW2nSIaRacZ/bsXPbPGGOq+2oV3MSjMrv3OHFkEVhEDsyiq1uMkWW5EUzgef78Gb/zO7/LF5+/4vPPPjfNdpxM+1tc9VLOjONoffaW79/5jlpEuLoGBHElRWkBbU6JSSyuSUtWPOdYrzqrAv3sluM48vz2hvGYEdkBmZyKBkLsPznPQnuzwCzrYXzovDlj1qdaV8o9T4XiecnTRrRxNwzUipSMfIVxNgtaY04zKNNizjLAe9q3xwSYE2DdBI8K0Jb1Px6CsfeNxXyPbwduFFrGuJqOtnKy6k57WTj8kVCZi3NdydkaVYvzicA4mtaqFuHugwOVkiHKLLaqStd3phGurgIxtrjHXIpgrlYdXkxbNybH7//Nn/OTnyR+8lu/a5ovUfT+nikJ03RPHEccEYcSXUa8ENTjnfB8PXCzGri5ueUwJX5nP3E4Htnvd8UlSOmGwVxw1mtCCKXIpWuutXVdCuCcJ3QWIyVMtqHkxHrw9N0K11V3XxNiYrR0sIfdS4v32O05HA/c7Xbc7w7c7w68u9tz2E/U0i6lOgvZlfQXZR3EXOMgaur8ckGhD7cyLb4+mJbnBx4HF4/f78JmdOH4A/DyvjXyK1pCn+zq+FR/PvK3x+Hl402c7AT68W380EhECvAwAa3mzRSwGkjiCqjQUisuMgy9afZVGyBCZz7VF3e60HUcSlpyGUezeJTA+TElJGeL80hmqULEYsdF6IfB4hg7jxIQoShee7747DNWq4Htdttiz5ECsoKnDx3eu1JUfHbfExFzQ8y5Jb4RaPFMMVnynJbsoayNBr5KG6lkBuxKkoCu1O/zUuwYoog3EFljglAlKpCyZR08jJAyHm8yVmdx6UMIJDybUemPB2S/I+4ix2c7/E9f0T/fkNcbQifcHSYS877nVQlZGDIMCYYR5BDh/oA7RsKUkWgx+9USVcvM+CJCBPunJVCdUU+LJRWEjkSJiKDH4vITGUciiTIV5Z1mJWE1oUaEKGoZEJ3inOLRUoy5ijBSEhAJDSmIYyuB58Bnk8nVPsHk4BbHNjt+6+B4Fs0q1UVlzIkJZRIMbBpaQ3wBNgKasqV/l6KQD8X1s6YJJDcZqILnCpCzWJ1YUlUilCGqiv16S6csan00xeisTsDkswL0ywEbB3EE5+l9IE0TOUXIAVEDcA6Yyv7+GP0wQJQqMaYiSGcSNTbBNRBln7PgnVItcJYWg9+ao3kFV/RRrCaqS8vTPOBVe1HTmmddIFlg/lbZebsbqlJiF2YknCugrv6IWips69zeSYaRbObK5V9V/s86A6jgSbMx4uRqHIISvDCsN6w3W7Y3twzDCsSVLICCC4HQd5a5xLk6Gy0DGW6eaIhpiGIqadZjS/vcAlqLuVBKrv6hBJcOw8RqtWKzWbNZH1mvfIuXMNA3W91mzeJlcPr+aXN5Yp+7r9hCm7Uyc6V1nRfcvPJYKmKbAqlaFsQhYv62dkn1ay8nV5DB6Zxt75nHLUQnyvcLmspzuqjBXQhNTwlQj7nynbRYn60AKCsQ+f4+/ChI6rqiZJ8rh+XUvx4s4xDMvvpVIwo2NuM0tarmp1rlXIQeq9AC4EPXXGBwgbf3B9b3R/bHiPYdvu+Q0BP6VWHopd6bZnKMTEnReMQJdMGj4sgakAydF6QPBFk197l+WBFKEUxfsm+CEKO9z0lSGQ4pWuY5jb/P5nw/9B6lCiol+B3F4fECDJ1VhXfQ957QObou0HeB4D2HYWRMFke1HyMpG3gzl53Cm8TcXJqtus7Jk0VR6DuWqB+z6nzXlvELZ723jQ/pQ+WnD45fsPQ8af15z7FPHY/awvssUvP5c8xlmwa1Dz9iKNXin4qbrIFFaXtq3S/qnpUKT/GV754pe1wBEK4ofXLOdMMwrxaxtmsxXy+evu9tvrTC82rJIoaeYRjQrGaBCl2xRHVFt2hCTZGN5+fJikgue6uUpF2zJ0UFUdWilmIk52UmtOrRMj/7OeWiILbCw0KunRBLFmEWjMqTLVapKj/NQubMaiSuKcwcFpc04BhiYjgm3G4Cd0D3I6w6XMq44NterqUkitPiIpcFnxQX1eKhSrySxQzR7tUEDzGpzynFWgVN71pAoC4F3upiXsYwqIGdUGqAahVU1BWrkAGLKKbsdqJ4b0CqJq/KlH7l4h2QStpzsfYHHDcEplICJips1bNOwmaC1WRp0C1le43FkiWGQbXE6CUtFlJQl4u+VerEaO9XztZ4k3iXjfII31IpjmPL3+frli6iiLVprqQPeUkIHuibUqCuvyLcPZiX7bpHf/keKatyPM5+h3UIKohqgd6lspYCU55K4oZFFekyWc3EWBZvBVKt7Wr1mesjtYDNlAqISsVnGVvg8/ospA8+RTyKlCB0s7xotX4VIKWL1O2zeVfI2bKXmNuQEqdMimrChnE8qrudJdIUYirmfSk1plBC6Hj2/BUvXr3is8+/YDV0pu3FAua6Ehvl2sPYg2kBUBRNj3Od+YHGsfhpHxhKMGnKNrZaina6ktRiu9nQ95GYlGmc+OzVS2JMvH37lvv9xP1+KrW+XItdS01LtRzcT9yonxBaxM1ai/LUM5ArQKpqO9s1yMm/bX5kxFUBy86qWhQTPAuIKqZgy3joGkhvT1i+t5i91isq8pqlhyfpVJq86EL4hED4GJBa9MaeG6guruXCD+jbD59kuQ4WVK1RrgR0x2hudWmaAKXvu5JFK5NiZLfbmbvf4npVmnVYnFmYFQirrcUjhh7Nys++fof6NV+9PfDsxrJLuV4YxDJlTs5D3EMeiYc9OY2k4z2imb4zS7p2K3CBrhsYBodbb6iuQ8NqTRc6usGydE2TudHEwqeOx1lTZ4WBQ4m7SIi3hBibvsd5z34aSaolLlRIomQPwQ82X28GYkyM0y37w4H94cD9/YHDceSbd+/YH4/E1/ekY2I6WPFFHLggdEOHOZ1444fLTXaptPqOAdQlOl0P8w0/RWHwqV39mHs9duYlNvJtlB6fAixP7/eBL++PB3s5JTXvGY3RLAfT1GQc7z25Mwu17ae2X6dosThLhY6ItBTOy79epKV1nvqe/eFAzDUGS+iHDiTge6s9VWsOKsqwGnj2/BlD19P5wND1lo2vs1inaZxMqZqVkp0BVEkxFeF47ltOtv9VN72ambbWRKxxLw7sObw/BWVLRVRVYsVkFo0pFeBlcot4iwfzwZcakAuPomxxpD4EXIY+u5LMwZCKU6FXi+9Zj5H1fWLSPdNxQm/XqHe4FxvLVFj7l4olDqXPsMpCPyn+GHHHhIyZPgkDnqDmpte2dW+u3r4UL5daMV1LKJQISUoyA2f3cTgkW9Fej4EkrxnFm0VK7B4+VxlEmbwnOoc6U1J5MRCgqby/mtAk19paEFXIeLos3BD4XB0rMi+SxfiuIvQRnt8nVhHcwTJGZnsacyMVLUqwohyLmRgT8Vj2Tq/G6+uQ1E85/cwyH3ClXqyKtVnzklTAXpHCzJIWyebKb1WZmHPdn6W4qRerXEuDD0Nv6frt98x4PKIUS2i9+QX6QYAoita2CfdSwZIx3Yw239ImwBV+3FyKauKX6nepJXGBKykrFMR7spr53Lk51XR9b8vAtupiVrPNzK6F9vbnzSSfbi4FPUsRxOi6on3yTcNWLTlSUqkEX8z8OGDO2lMGo/WlIefiSmSxBZZLPzjBh45nz1+wvbnFdz0Z2I2juQl1Pc4HxPu2leVFMgQp78GsruZqmKE8R4mlQktMhxTQYYvRTD2VKWS6zvP8+S2Hw5Hb21umdMfd/VSNaA/o5FDbdB/fcB9acJ7YdasSaAmG6/zSBSAqvrhSFnAFPjElpsmKBRrIrkGN5h6Qi5awWefUBOfgpGg2PG1Nz2FFrd+Wlah1rJ3QLHVPCj1PAMdHANKTVrAzMNt6VNfDPEBN27jUOv64SNorgVljWudLzSzkkKaIWo6dCQllbMW0xtMU7dqSkcpAlDWaso3mcUokdS1r5xTh3e7IH/7RL9m/GPHeM3ix4o9hoF9BPEzkydKJp2QWJMim6StxjSoRLbWkulKzJfgOrxnRRJ6O5OjKtaWunFNS8a4wC2kGjUAumTXnZCyqiVSsSa7viwBY7P9FYKrWae/MSsbQ450V9xbvWB0OxOw4HCa8H4kpl+QTlB2tauNP59VS4fG+yXaiQODy6c1L4YESosz6E4vimeXkwXy3Ni62WPeos3+f9+vBv0/4/3zsqX+fa/G1aOKX7ONRvvnIQH2oteq0Y1wa2nr1xUueVICd8asfJ6+hySpmxc0mLAPVxFStVNV6lNPsGm7gpcqWNebEeJbkbKENyfYncQ4fAtubGxTLsGsxiSanDL1ZwrtSHHdYDeY1st3QOU9wvpVzmedHUUgX61e3SGhhHkP2gKYvthTt4st1ISDQMv3VPSO42XU6Fy+HGOPsySFW+mVWWJZ04UJx+ZMCnFw7R2tsai7ynhrea8+j5mFDMiW5pExISpeUoRZL8pnj/YHUC/luTZIB8Vo8aEw+Es2ICj6DTxkZIxITLia8WhItaqKMsrfX7HnmyUAbswo+sgP1QvLzlu/TIg04RViXEs9UhH8P1ATzAkTniM6RpICP8h5SeWamaICUZDJ1kd9MnyV0CutUXh0GzoYIXYJhgi4pLlE3SZqnVQM/uci2tnd23pO9a0rEsq20bIFLbqqyVJcteZWcsBRp/1tmsK6hEeYS631xS6/J4krdrKr0trhnTwhdqQeFJWrzzmLSnDBOJt/GUlrgMfpBgKiqta2+sAtZDWT2l2wktGQE9d9VQFZMMKrv1zlo8CVYvFJX4h2WVa2r2q5tNFI10vYnVCGhhu7Nf+0FQkPYNdjSu0Wh1HZJ0RI4m2xdV02I5vYzWyikMU5dLByFkm/fwi+dmFYndAOvPvuCZ7c3+G4gxiP7/Z7b7YbNsMZ3vaVbKZa6lBoPN+2RK60XrYWWdOdd8CfucDZWJlzGaGk5raCogYi+C3z+2SumKfPm7Y7dPqJ6f7Kv6vn7/MAN98FZC6H+qTgGWSTUWF7bBLMqJNeNq7zXOE0cDuajHmPlAFLi52pq2fJitQQpOiEHj0jfHsUsoIv4p2Xfz/u6EPOepg876/x+j/z6nmuhOhSLlGKFP1oAdUr1XcOCQbeNl7Y+ajZH067OL3IsMWMpZUJnmlEFYsqg1dJtbnL7Y8RN4G1HRJPyzd2e3/v9v8lvfHGgH1Y83655ebMi9Gtc16FxT44jKZv2VwofyknRBBORrFYksut6WA0Eh2UZIkLKxFjBiPFY33U4D9pJ0wCjiZyLtlfMQkQpxplVSaUPXWdClCsbdU41iyClph4MvafvPDdicVTd0LE/HBFvn96/ZZwiu0MmKSSqRtsCimsW1Nrugxij+u6esIw0aKM6bw5FeKlnnF8xb+KPtXneATkBSpcA1vm/5ez4+b+/G3rfk5yden7oUy1WFwbi27pGWnOVK/54qcY6KwIetNb6gLYGbZ1ZFuGqsNNqlXU1prjEDKVkrEmkuMmZQBy6jvVmgw+e3WFPjJH7/R0iwmq9YrPZ8PkXn1tmu1IYN4RAjUKMcWq1NKWuH9Xmhjx0fZPBlko162NBL5XPFAtUaKEClnyi64rXizc3vWkaAUVjUWsJ5oLsvXkCZDV3QmhxQ64kk6DMr5wSWtzMfBXiS4y6L9nwUowQTeFEyoSoDNESKciYQRK7t3fsdSS/Gsiskdue4I33O1VIGaeOThUfExwn5BhxY8ZnoUMsw26ekzxUEJWEkh69Mg1BPaizmk/ZzTKBCDXFGBnMdRoI4sklY3JwQu/Al6zNqVgxp2CFd6OYPDxl80DgMFo6b4kFSJoSS8XGrFfYRiEAsXhTDckA47oUBHY2NdGWQ72kN3a159bvIA7xHRo8WaeicJtleylgqh6oW61Zn+YcCXVXqAB8vucCgGkNGSn7kHi8r/sdmHEiU5JjIjirX+o9IbgiQ1tZEaoSNJpycByPT/KvHwSIMg1JCeRmjkfwC6vErBEsEGbxIlS1ZX+aq4+UArkYSHLqUG+DF7pgWWRKykpfmUXbt21QnaMs1gKwmIXg2pcTCwel0jFVG+GwFTI/QzXhmknVruk6X1Cxs3sXwKKoTVQB0TqpTEPlSixUShPiHc+ePePF8xue325Zr3uc5JJuXCyV6XpdgkNrZpMqBNlgikgrOiyUmK4ykZPagUwuSSiEamERSe0aJ0LXhQIQJ7abgc8/e8E3b+4IQcq7s1UkbtYjVAtkPknMMC+sc5rrDsjiX2dnloKwrmjKjBlpe+bySIs7lU26WISqn64BxcQ4ZaYpzWcXk3vTbNRea7Y54F0D/qqNW8yfi/82VnBB7nlUlDlZBJW5LJjKOdQ/A5DLe1UG0XhiNS6Wee1cy+vTUlM3TVKb+z8uKm/Z5omevgspyg8rDOlNQJEZZNV5UjPtGV+oG7m54mpNZkMV3u0OxxGECXVTuU8g7TPpl78kC9w+v0XlJZvtiiEEc3mZ1qgoYbw3HDspohFVC3jVZAqW4DtC19GFDiuYbSDNNhB77hAAHDlOgGkyM5DiZLXtVBEXcD6Uf0PMltpm2L5EvGe1Wrdi5zlnhs2BGjOXcyTFiSlOxWXIrP4v5IbtdkXXBY5j5PntLcexFumeePN2xxgz+zGBLIo51zfTNlWdhcoLb1XbNxrAAZqCY1aSLC+b95l2r8WiFpqse3kiPUZn7Z504IGiRM8+z++pZ8eWPz7shDT0XzX5emGdnj9UHev6mzy4prb1YbS8/3zdqYHjUlvLga8jNf/7w+//wyERaVntVJVU6tGoJlzwqFtkrhNzf1oNNX7SzBM1c1lNDJVKYqhZUMTaErjfvSt7nMkoL1+8oBt6Xr56Qdf3bDabImcYj/M+WPxKsVjknJHOeOBqvUaArmjt+/VQBO/zvYymLG55BoplqyncqjJEpFlm6l4lzuFdaPtZTa5VrV3aLNU1JENmb4CFAlwoMfOquBJjj4pZkaaESxkfBDcE/HZF2idGb/KOz+B3E14z7u0RdYEXL56Re8+9RlxWhix0WQhjbgkl5DjhY0KyWdwSZv2oe2XORe7Qwosbb6uKclqiCWH+vtzABWdxTmVsxc8ZAh2WwryVjij4snlmOU/G4Tohu0zWgC/WP7t/sYRGpU8JzQkpCRW8OryCCQZYLSWpbohWP6u68uGsmLvvrHiz6wLaeXxMLaa4hlDMnhwLuR6g1EbEnfL/xWqa51r5XKbIt2OmlBMx1/qKKVyxmrkGYm08UTPk5Jxn/OE8eBiZ0Iq+LtAPAkQ5Z8J3WzBl8fhFtbCKMnOeF938MkzAr8GZNfhbmPPhO0BKnaauK9nvihnvFNMW0NL+tMlBVBCn2hj7zEKqwF7M4E1rPzOa2eWrCNbtWktn7oMvL7GAqBMzqZGyiLmRzBQncB3PbtY8f7bh2c3aNMXksuCEvutYrdakZEGdrShdE75LjS43+//WYm45VVO5Wm5/qT7JroHVuuidCF15Bu+F9brns8+e87Off0kXhJRqrIMUK3ARyOsCWYTdnMgFRYt8shcv9lkELmkKhNmU38rSXBAcyts5WajNtFxcqOKUre5Vvd5VN765ldqOAl3ONTNnYZ5Vll6898r0haZpOREC6/cKWOqzPwBaM0OuA7QEUHWQ6vp4jFwVWhYAydX3C23OzMtyViL8GEkqWC5zt71aTOvXrNAl5rBc1D69rzXCzMcaxeKkLKldm8+mGLIJGKO530VGnHiGYcVxmnh3f4cEz4tXL1lvVnymSuc8dA43rAmihMPKrJmSIHvLetTSq3t86AihJ3S9xUoppVRBEWywgr1gGZMQi6MgZzSZtnfKiu8c4i2dbsrm5ZIQbp49pxtWDMO6KLzM3WE1HS09bI7E6cg0HjgeD0zT2FyBQ298YTX0TFPmxZgYx8Trb+64u98RDwnyyC5Opmn2QuXMzSWjzc95AbT1VN+fzsC26FgWr2yxyZ68zPNVp5wsRk5knkeuWR5f7ibzmptBw5ngyQzwHig72iWnVuyZ8cwdfQi6znndY32+/PtSQaKFkYictnkJ1J0eWw7kY+BHT09t++3ijIfR5z8qEiggqkPRlqQp56K8dCXjsCaSs1TmYWWWolaLkFKMdzKLca0lpQpdqeEk3oTt3f6eGCNdb7HMz589Z7Nd8/lvfF74VvGQyQnn7dopmaBbvStMserput6yAXadufMNXeuPnqwVPZlC1RLVqPBHmOf5vEcWYOSr8q4kghApWYrzvOdXOavJVbXdeQ9PKZXkHRlH8VrLQEx4hFXnCYPHbwfSuyOjn+s/uX3Ep4i+G5HQs3E92vWoHiEp/ZTpFfyUcYeI3h9xxwkfzZXfEj3U5N+lj7mOV7KHl6XUOSslzZAnc0bpXJnCnPLbi4El8TX5mqucklB5AZZYohbIEPHmNYBHXbaaZSnjXLDSGqpkncgx0k1KjhGSZZf1riaGr66HYqCLZWIJbfKNeJs3PljsngZnRowMMVlskmjtpclYNWmViiBZZgBVxd/Fu6/v3GRxqButSMUJpyCqudFqcTOlgqo6Lw3lpmh7aRdKCE/xNprlq8v0gwBRAgzBtC1LS1QN7K4OEEDRQhbNL6Bii36aLNGExtgGTupCa6ZgM1GTLZW55DIZSy+W+/GDDSQv3PbUEkkIFB9KZz6Y1kHML7RkG9RFQ/VdVGmAGoiXC9Ow4DnvQZxpqczxzmEpfz1CQsh4Z+dvBsd20/On/+RPeP7sGcFnREfSZIh6s14RnCOnWCp+V+Q/g5cZxCSqyTVrKtoAB6Gz+ztHFhOrnVqa51q4VnPGieP25ga3u+ft2zcMnePVy1s+/+yWL7645evXB+7up2ZFy/iiJbDbuzL4UlKYzvuqzEP2YPJYTNgcZwagpKSmERGzNDqw2hpICVityT5Ma2SMrIozsxBh6VwD4tWkyZJe8wHoqYJeCeQVZ8GuWhZv1hmEVCGjbiAnTGL+Wh+vTEKKbCetwjm1zXJVO1VnK9uJ3IUWBYNrG59ggrYF+gZQmKZogm9x2WqGdc04MUWEVY6fp/aPkRyOlCNOoRNvCWk0NzfcvgukVc94PBBjbn7WtdZazTSZMza5uvoylc6XTFblZVcrT9PKlncQ01R+V3aHA7/4+itubjd8tn+J8ytc6An9gPfCdNwWX+2jCWKhN+afJoLzdP2K0Pf4fmWpx/dTEdS0FdbWcSrPZ/MmZwv8zTFC4WOqwnFSJrWg42H7nGHYsH31G4RhjbjCq0uWrU4TaELyxPFwT77/BlIijgdWQ88wdAWkZTRH+iCsh4GU4GbYcDiMPFvd8u5+zy9ev+HusOfN7p5U+t7iEMVX9WrTLlaYUuf2Qg4/BUGVN1ywKFbStqrLNZX/Vy50Mtcfm/jnx2cuMa/901Upi1MfsrkZBZ64A5+BucfcHS8zzfNjjwHBBeC70HRd/w/1V8sD+fzHy92Z5Un+OFiezkkVxuNESrb/WkbhTMaAi8ehQdEA4j2ShdFHImoJBsBkkKzEZPt4isXtviQOEOcIOeA6xzBYMdyXL1+xWq149eoVfd8RSkkHpViOS2wmOdEHz3roba0t5bAiK4i57FiyirLAli7wwMlUUs3NBV4K2K9W5LR8xWaasZhtpw1E1fsH71HnyHrqqSRi7vSkhIrV+amWtDhFVDO+xFVNYvyYzrL7eR/QmwH32Q373cj+67fc4NnguVVlPcH9lzvSMeM/v0NvVwxbAxM3EhhSxN2PuPsj7u5Ad8ys1GKKHJCcFaevPMlnAzWOqmivIMqV0hkG8hQDEYIUS1QBElI8QpygvQGZKVis1VjfhVqWQFJuQSe5mARdkdtwmNVTU0lg4XCaCTnTF1SUJNq9ciaRSBrJKJMoXoSVd3iB4CxThDo7b8qJ7DwEB95ktv14IGch1h55mbF28dyornhSDQYl1q1Nq8J83Elyh5L9djn1hOYGnnMB0dVTSqqcW0GYWQSbwtjABAKkaEWWq7Ju6FczT7pAPwwQJUWr2wRNacGTNRVnW51uXnSmHLMU2qkE+NSYhobNVUywrak4qUh/gfgrgCqbQjlyso3khRse9XeRZq42jYst6IK6rD1zYp4BiyGrtjErlp2vggEnOlvASpxAVgME4sS0BuRmXek6x3Yd+OKzZ9xst3jRohmPBN8z9D3OycwsmTe/+pyNFubWqjEyn8ZQBBmD8ZbKvaaf90WLYRa0YRiYxhE00YXAquu5uVnx/NmGd3cR1XEehzPloluoe5v7zrySbINVTpDFg8Bj4SSBQy1YaJorLd67JUi0vHSpmp5m8SqMqwSvVqatRXCWKsgtR6+AKEgllrSkjy9Hm5BTLVxFg3guE52/Ezn5kzYhZfG/cyFIzz6XkpmixcR/+t6p2po0++lLGU9pktIi2UQd6x8pGY+Q4qFQXPNyhkzzjw7elxoldo1rwdCnAa0WfAkE39aPF9MYUtqcikmy8TUxP/dUmTnCGCfe3t1xt99xfzyyXnUMqqW+jOD6AZejKTLE4VwwYUgi6jwuBFzocL4jTZnjGJu2WnwJAE7Fil1SmVPqSWm2mFTvPFMWppSZ1CpUbYYtw/YZ/c1LQr8u7jEKKSIonYCQEJ0sg9R4QPzOgJ43MKrB+PB4dCQHTgbIjnUnjKvE4Ne8Wd/Z3H4Du/GAThNJEzXs2YmBt1zXZxNErD9a1CGzPb3y+7Z1Nh5/AhTOgNQ5MrCfK5hodqPKRea2l9+K8F/5rM2V0zXz/jghfeT7Y+ec0zkkO12ws5LwEqgqe+wCnM3DUvnlhzzTBwCgC4ykjXLt44Pe/7ioxViATdcSz5wlN55sUqD9iTpiybxbQZSohQBk1QaecrJaSzWVOV7xzjOsNgzDwMsXz1mv1zy7vWmlCUCLViebFbrwrNBbmvNQ3IhTMhem5j4rZg1OapnvmkRz8v7abG/tAifn1L2v6QdkdkkUZktU/fPe+Kqo8V23+I2cyWVPFQVNlmQj1yx0XueMb0VuUCfE4JAhkG5WpHVH7Bxr9bjsWWVFExzfjRaj9WaPAKEbbGxxVgj3ONnfIeIj9NliiRxKKmwpF2mjJKcjSJUBKfNeSrKKhSDfslAshlTMTU49+GBuZhKELMrk1GQ3tFiV4rzfyyJBVZWVELI3q5KJqiYfeZSgSiceJBNLjH7UYrlCyeLoqougiMnj5TmjJgNtbh7vKU1EFYu9rfKdMBtD0AZmmlwjrijSZ5B0OXGOnvxuc9GO5aLkhdTmEFTwurRYackCOFs2czWE2BV0oXuS+fwgQJSqmfmaWOhMsBVXhJyLajAAKRNBn+TVFZ1WQbrN39KOydLty+LKWUzVkra42a2KVaEJ1UvJvc1XaRvBLOrOvvBVGOi6gCJMKRJzRGR2xcupIG5nNVlq1rDxONF54U//6Z/w8uUzbjZbhn5ok8jM7z3b9aakMrWHXmbdqSlE541+HmeLnzIUb6Ci5gh380RHoGZ5YU5h2vc9X3z+Bbv9njd392w3a37nd36Lt+8m3r69t0WsUCPYcirvZKFpOH2dc78uaz6lgROHkks2RV+PiTQwJYuGqu3mZAsQgVJozSwTOlvwCnKolgRVK3CnUFLi60mX6jxoLg9n01guP8wTpIu/j6EqLNr3xptl/pXyDAYutVljvBOCr2lBF5qfukE+kfrzx0BPvYO679QMnVrmQgVBS760dBkwEDUHAoNymEyDnEs2Jt9h/uPOMobmlDkcj3zz5ht+9rOBPgj609/E85Ju0xGCox8GvGQOdx0xJ/a7HU6EzXqDcx7NmePhwOEwtkry4q02SvFYsDgLZ9bZlCLv7u5w3rPe3IDzqA+M+4m39ztWNy9YbW7YPnvB+uY5Kp4pK6EElmsRYqY4Fs2kpx/WPHv+mWXo88Jh/453796yWVna5M16AwhpclbGISb6zvPqxXO2tze8+PwzXnz9JZtfbPnyq694/eYt02Sp5J0vglbRV9RAeuvMzJsvURPCm2zy+Lnnu8D5r/LI95Nv8rFrdHGHi12rgObh8UotGccjv8NT7EYX5zxU7VTe/j7gVxVTy/s/pWx5P47Uxtt/9CS0OWyaerUipEUgboKJC7MyE9CauCWBeX9YljwvHryiKeOCZct79uoZ65sNn332ivV6xWa7bSAkV0+TpZZNC+8qBemdcyVbsG/XxRjnd1+E/apEe+hae7Zznyk567EaIzUrLmfQVQVcc8eTZoFwJR165bM1Vfs0TS07YSwAqvbZVyWo3dj4OJbgwXtn9aC2A92zLW6X4agMYnHtd+/2xPsdX/0//xp528Nvv2A1DLjVM/whEb7eM7w7shmVbRI2RVYVTC+ZakysCK4odIroXkR0W8/ZWWwXWq2EUthH4W1FgU7vyR7GlWNyyr1PHFF2kpk0MmkkpT0pjwauszLGXLK6Ggf0eLwEhrDCe4uH02g1QV0QhA6NiuSAHBSiI0+51T21oI6iIHbS9pmomSklsppDYdLMlDMx21iL+PY4mousUeeUiO1Tzgq5l2QEZby0JDGaXUMrL1rOA5tjnHzOQL5OdrnII81A4poOYwngBWkGlMfohwGi0LZgRAoylxkZVjoBUwtJ0MbolMG3+I9yTcsx3/6zkGvPAZTO17VtRKrlwc6bBakZHFXboOjc1xl0cdLevE3VtKeQY2y+vYZbBNK5NseE/5wtTeqzZ1tevLih66x6eN1oHa6kO+7aeCzN4CexBAttrCx6WK1BS81JtfNJ0/eWc4rEWe+z2WwYp4kUI10XeHZ7y2qwLDcxS6s+LdTnm9N5tvdZR6zaXM/oskBRLE713SzBbvlNi+Bc3mR7fgHMj3bxktpmNotes9ajPIfqsnbcWY+WDoKLF9/m0WXxoAl9j9JHCGnLe7Zp/sgdFs06ObW8nARy1tM/CgT+sGh+L2d85gLfWQoIF+PvHoAq2vxTN9+hCUbFMkVLWmNuMsfjkbu7O15//ZrPn9+wv1mz7R2dx9wJQ2e+2iKMUyR4xzaYo6pqid9Lk1WGL0lglrzUOY/3Amqa2mmaTHvqS+FeEVLOTFNk5Tz9MNAPA90wMKortZ2KZd0VLbpKEQocLnQMsiZNGzSN7O7fst8fLUlQr/T9YBmQcnWLjpY8oxvoBAYRxjyxGw/s9jvu7++LS1CxqJUSAght7VXtYhv95ZcF79BLvz/QZs7fH3eR+ziqK01ksfTO7vf01bWvH0JPn3cu+J7e4+zoYt9ZurJfblcufp/bFy7xnJNT2/arj5zwI6aynzvLcoR4V0AUBqKctIKlksteWhRz1Xo0z6NiOXDeLOfeLMvSOTbbLTe3W54/f856syZYJpm5DueF17eMQ69x6ZfeZ9vjtL5NPVknJ3LK2X3OLVL1OUzG0CI+leQGWvnjnHSqKbsWc7ECp+XfUjhfCtgN3LQEXWp8OTik79Chh+NIzhMOT1AhTBmvkfHLN8T7QOgdab2C2w45ZtxuJBwjXVJLNFE8ihADQU6Loqnt83X/mBN+GFYSy4SsRf6oIJVivfFm3cnBkTxMQTiKsnPKnsw7IkcmjjoxcSQyloyq2Yqcp8wULbNFJ4HOdWy9fV85wFnKvVBS3OcyrzR6VDMkt7AcyeKPYjCrmSVzMzTU43bVLAM3ENnMT2XOizTPn1moPvWzWcqudT7NAGoeWwNPp/MulyLQOT/CT0reBD2RG2e55yk554cBolQZp6nEakiL2XiKfVqdFmzQ1Tb+fLZoTLNiLnJ27HTxXqa64y6EZ8U0yHVqC9S883Va5BL36BuTmO9xDv5O4KFo8d+0dNoxpebPWQGRd0Lnzb0oTRMxRW5WnpvNwE9/96e8evGcfhgASNPUamCFEAhdIEVjMFXTVKmmdnfL/tVZq5YJhuzImZm5told4aQF3rf4opwQL2y6DbvDARFhvV7TDWs+//wlu92BL7/acThMzcd6Wce1jmgF/3XMl4K7vR5bKPY45sIIuli8ZYOSah6WBvTmJzATu5pMZxa1JnfN704wPuaLKd00IsWVqGZUorpG2DW+ps4/f7DlUJ9vPA9n4QVSPgpA1cb0/N9ydmDZL9P2Wa0hRxcsk1ROqU2PGYv9iEHUchPn4TuwYsmh/eWzDbrS6bGyeZcx7Zz5j99sLdvdlCxhw6Gs8RRHRKz2CihxPPLVl7/g/u1rJO7Zv3vN+Fuf8/LZli+erVitVmw2a8iRX+7ucWLJIrzzLSNfrptlCCU7nmuW2L4zbe7u/p6UEsOwssxcWTlMI+8OdyQC/WrNsxcvePn5T+hXZuly1QqNlkQyDnUBQt1WM8F7+m5g1QX09hnHw4H97sjd3Z47zZAtW2jwA12AvApoFnKacM4zhMCLZzdmxsuJIMKXX79mt9szZSvmXS3ZMQEIztV0ybXo1cwrnrb2vl9V8ek0L7oGoKkqng9bM6c+/A9dl78vOheSn6KHbjdzMdb3jvVyoP6YkXeO9XZVhETQkgpci/seXmah06R9gvPmkRN625uSxXGTzOq76lZsVmtu1rf0q55u1dFvBrohsNluWibAqtiEOa5kKSc1WaEArpqUoWY8y3kGcMtXeA6yT9772Z6zlIWW83gJdupfbdd7E9SnaTo59/z8mlHNlRpZodwn50woBYiXVF0rxTn67Rp5HpHPI8d3P2d/95Yv3AonHZ/1G54LSLzncJ+4/+tfIv0AzxMuO1ajYzhmhkMioJj9yuQOl5N9r+4IYoCoxl8rFB5aZBzB3A4xC4/aAIAIUyckB7uQOUrmdR65zxNfph136cjrac8+H9mlkcN0ZIwTIZTyPSFAsHg7A0Z7KzS8e0MQz4rAyndsXM9KOgYJllhBhTT0ZO9BBUmpKPkhq/UnOSWpWoa+AqJ88ITVYKnzu4DvxJI5FPdx1byQ64ycWHKVWjC5jpVjoQCX2SJZ3+fSKHA+PyqQWvKtx5RitW1xi/m50KQ/ng3W6AcBogBbcDXJw3t4bV1EqiysF0W4rANWNKQNB1eEeaH5xbQ2zaZbDOASMQNNTUA9fc4IuNSanQ+7LP7bkLLULuei5dHlI7S22yQSIWZjasPQs9kMbDdbVuvN2Sa3LCQ8o9FL4HGJ8uu4SRMA5GRSzSDqTFevlGcvDJviblDTsxa3zPVqYLvd8M2bAxUMVKe62q3mI8tiHOrxk1suNQ/MC6edf/qQVR6xcWKpFinPPz+LPWddcLL4LObeEudWz63juNw42jp8RIiTxdx5ON9/dVLE444x50BK2sa0ZFZ/HOmS1rU+73IMllqvxwTa5XxUKC57UrLlCTiL5x2nooRR0764kqFFMSFmHDP7/Z7d/T37/ZZ158k3Q6uPYq4Mxjdq7EL1JXcl/a8r7piW/Kb0o8zHms41hIA4T8pWYX4cJ3zf0Q8rhvLnfE36swDOBWiXAiPmi5+nojyCLgy44Oi7FV3XMx52lvp8isVlyJ7F+xIblmoKWatLt16t2G423G433N3fM00j8WCWepWy9uyp29otHKgo4PTCMqoMd/HPBm0Wh07e5xmT+BQAUxP5VO4qsxA131AfNH1JyXJJEFhsJWeA7RNh4tleVu/7GJ0rC09B1Jk0XbfZS/0qBx/wmfOTf4wgS8TqxyklHmr2ZqmpY6vkcnpd4UVqJTpMWw+971gNA5vthtvbW4b1QD/0uN5qL3k3Jw+y29s6MW+V+Vitl7kEGzOfqzUr63ttkH6hqHgIpB7yRL04N+pvF62cZQ7W9pYAq36fecbyGR/+Vbevds4sEIF3SBdwq54YLAFCyhar1mOJONaTyS/jIRKSw3UjTj0+BfyU8almLq4DS+MTTToo8sf8hE3gaTFE1fKUEbII2Rug2geIoryViT2Jr9KeuzTxy3HHfTrwzbRjn0b2eeSQIxOZwYu5gPcBJ96SVmRI4wQxczhOeI3sc2QjmeggqjKpshJPqEVWHaWooZh/orY8bfN7EyxGT7W53VkRZFPeqSzG4AKPm/+qFUraflPXyFPz67y9S5/vo2UOhgec6UK/l/SDAFEijmEYWmG2cwGlDt7y+DjKaU73cjy71LQnRcFjgoSrRXersLF0adN53C4u8upqeLbxLSX9ktBh0lP3rWrJQKStsVnIr8F2HWDm+SyWFYWUzU/VeVxn8VBoIkUrsvnbv/Ub/MYXL3j+7Bnr1YrD4djGKYTAZrOh67p27ARUFTpH9jCbzxVpGXRYPs/i0U8/iyYta9GyCf0w8Pz5c+52B6b9gc8+f0XoV3zzdsf9fm/ZgTBBSgSyRlQp2vRq8i39aZtMFUKM0ZsFXdGSTVAcs+ZgOfGlgtECEhtjL6BZl0unstk5BkFO5sfinSKnt5HZLF3NwfOP5ytRz9arcL5+v0uJ4TIvkJahsgLRuvFYgLFtyOfPcq4B+jHScoM93+jrmqlAo2ppl3FhS6Z+Kjg2JAVq6YRD6My3OwspKxGr9SK+FqUUQuhY9Vt67+iDlSZIKXJ/d4fTyPO1I5f0wiF4tpstqrU4rtWb877Dhb5pvOuzBG9ZFbMqmhIpRUSEzc2WGBNv7vYcY2aKys3LWz77zd/m9uVnrLc3TAQSZU4jpGwueKvV1rICOk88HtndvWWKkek4sVkFhqHn+fPPyClxuL/jMO643+2IMdKHFd55+uCJJMbjgZydWeacY7vu+MkXr9hsVpYkx8F4fMuUMqETxDtC3xufKh7QTfi7/LZZqsuacm1W4zy4cpHv8gLo+RiauecJHz1b+5+qo7jEmx8DhRevPxdMPqIjHy20lGG+eNpjl54f/8Rx+nWSCLhOOI5Hi+XJyRSNnUfU4SgpzzUTUzSPjiJLBNdZgdrQ0/nAZrViPax5cfuCm5sbXjx/Qd/3dH1gnEamlJjiSJpiW/9D4RvWF8E5S50+g6qH1qAT4CFiVo3lMy2+n/PC8z3hQ4TZJdgBCCGUWlB6stcs+1ZBYNd1dF3HOI4tHqr+Xl0VgaaECs4hWTgCfuXxtwO8uCHcH2Gn5BF8zLgkvJgcWwI3viNEz7OdMmimjxN9hi5SvJ0s5jWjrYaSiJWLUO8sAYOaj4LPFl0ezLcTXCB7K5Q7BpgcvO0yB8n8kiM7jfzR4S3305Gf33/DPk68OeyIGolpInklOgjPt7jtivDyGav1ilevPmPoewbfk3Pm7u0dx/s9b3/+FYf9yNu3e3qNDOnAKgUGAjduYOU6tq4ndB6nQ5FHlaSZWEJOktqzgiWWmDQTukC3GqxGlHc4Z1tglpnbLvcleydmhTpVJswT7Py9PwWklharDwFdZqWtLnztaFPcNz79xPT9gYAoSyXtCoiqqYOpA8dsjVkujvp5Arq0uvQtEj0wg5kZbc73Xiommnao3FfKKLYp8FTA8EIL/eAZL53XfrRv3nmSazPntE+a0VzAoHhubrbcPrttGqTqXlitPyGExpSauXIJHJfj8uAYTWNawcTyGU7Ob4Ok7Xt9Lu8NHB/GCRSGvme7hWEY6LrAeMycC6Dz+C2Ec52BZ3k1J4JQxbInKYBLh0/eqRQwvmzoDBZWqxOlvfoqWrvlZrMl7AxELHFQu6+w1FIJ8MS6fq/m45NIFh8Li2X97wM5pfR96ZJ4SaP4mIn8h04Pn/fyulhaoi7R4wx6qVWtfv91fprGTp0nLJr1ztbLdj1wuxl4frvhZrOi6zqcOKYpcsTSkaecLfW+Gtjtyl+tz1GiiGx+lvjJum4ySk0bDrKwZlnyimG1Yr3ZlgQSJci3JJJxFXIUZU3nAr3vSvbTgBZFT0qZlB3e9wz9Gu+tTIIVIy4gDi0OgopzxSVXjdt6JwxdR16tLE16353UK5GqybfhpXrrzwusQZ8Lb32pvJgB1NJKqycLvp5+ltXysdcui89Hfv7OqDT4QPv/nssurdmL+9Ynru3lXn1xjbyngz9GnvI+UiypeY1XkYVL9Sy2zXuLxYlDlmSuX87hu8BqvWa9WrPZblitB0IXcC0xxen8Ot/3l0qgpdB47qp8ma/N3j11b4WHe8CnKNaWssrJHRftXBKOK4iqf5dA/YnAvmg/qxIBvMOvOmTVwaonHUYitc6UEHIJCcDh8XQJvBbXyhpjo5Q6TKbeLXkirJ9NBgCQFjMv1dpTMtpVF7mjg6OD1zpyr5Gf6577NPFvj3fspiO/HO8ZY2SfjgiWgEyCp+8cw82G7tmW9e2WfjXQb1f0XU8IHTllujSRJdPtVuCFmCJ5TBzHVErbZHy2vaJzAcQSS4laRthaH6ruI1qeNTPHeVU5vlViKfLTstZbTSIm0MAT5/y3JgSxA4/yk3OL/WPv+5zOwTlQytwAReGurZOP0w8DRGEbsg+1Dos7Wcw559O0ljAfXyyspT9kStUiVYq2UQUiaSBKFhznfKzF1dQJrrV5ukO2zi8+xJhja3OxkOs5ZQHpohUp9wu9xUW0QrlCKXaqVs8lRzarwGro+e2f/ha/9ZtfELrZ71lE6LqOYRhYr9ft/udC4DmDOXnusrgtyC6ZDJW1AYoGMuoTi6O5AJZFJs7Goet7nr96wXGKvH17z812y3q15fNXL5nGiZ/94g1pmgg6Fz57AE50oT1ebszVElWE0ioh6rnxx9HS5EtJ2VlBcrNEzbNhNiyezQdVi3uLKZV3YikzLYU0i7iuCvLnTIgNfM7TpZ1zAtBO73h29ndB5+hsnoHG7GYm55zF6UjZMC1tfp7BxUKL9GO2RF0Cg8t1s4wXuOSbf07LWEYWc3ocR1StPoqK1UTx4ll1PTEl9vs9fQi8fPGc3/3pb/Gn/8RPuVl1rPtAOt6R45H97p59ntBxBzkxrFZ03nGzGgjB03c9YJvdcZxIU2QiGQfpu2KNtk71wwqA4zEyTpFxygzbDZ+9+gnPP/8JLz/7nEkDUwK/6sySlgsIVMvgtVmt6ULHKqw4uMDh/shxShwPEcmZPEa8DNzcvGS7fU6cIikdGPORw/6O4ANd8KgIXS/4LLiE1TGRzM0qsOo9L55tmcYDr79+S4qW+clq44xFGbIoj4GiC6hlnxfePR8em/RR1Bb75fX7nUODb9HghwKpK317UrCaOzmRKQHUjubKVYVRCu8QB3GyWk6aFQKEPrDerPn8J1+wWa158ex54eiJ/XEkLeKJwBSqwzAgIs397Xg8WObefmhp0VNKpDjHTC+VrnCqMIMPU5qdz6Pl3rGkpeXgnFKMzU0MKIWHTQZIKTFNU/OY6Lqu8eiUUrtP9cCpSpUKInNKuAwxC5uVp+9v4c09HI4c7kfibsSnzKBCQOicZyO9WY+SEpRWGiU7IWLJpWp28uwFnENLrI8Wbw9PTSderS/BamA5Yecye0l85TJ3PvFv3v2Cr6c9fyPecZ9HfrZ/xzFN7A6WqGflPLfDimebG7Y3W7a3W25/6zNWr27JAfBSisVD0hEVxa+EVRjous+Jx5Hjuy33r9/y7qs3xDFxmCCmTJ899MLK9WxdwAVI3iGqRKvyTqeZiAGohBI1I8HTDb09OxBzJopS04ZVrbZryGOxB5epUUFa55x5wZwBqKVn2vkevpxXwIO5dQ7EVItnRkwL2aaUtHF1fj49338QIKoKcGrmhAYwVHV266KE8hc0T/s+a801z4KpUIWkub7LLExbG/OC1kU7VWnwmHvFGZCqOEwFSjE1Fte6ckKNKKh1RqrAblrdklGvoKwqiHnXGi/CtrLZrHl2s2W1Wj0IHF0yv3OtzZJ5XULp8/d67sKnWKSMx9IFsk7cMhpaTaIWXJmSpR+25BZmao/J3s1mPXCz3RD8O6bpdHRlObZn465a+3kJCNSxBHT+frrYtI07IrY4pexgFy1Ry/lSrqsCdL3JYh6UWWNtlGbm+XRJK375ORcNLo4tYffH0+lMZwa+53dTnb/XsSkWglmlxPyM+hBw/iho0efH1sbyb8mMzxnxw+sXqajr+69ZoYrFOGsuCooEpcAvqKXyFuj7js1mw816YPJKmhyHaWdV1XNGNBPKJuNLwW+hpJytNfMWAD6ruQnXzH5VsBrHkZgzznu6rme93tB1PUs+UC1RwddZY4ksVK1OTSSSsxJ8Rwo9XTfgSgHs0PWEIBZf1Q8c9gdSTu05Edc+64owC1pxewE26xXPn93w8sUtXRe4PxxbIqEZzFYlyXJdzXvB/O6W7+XxiVuFtbZB1+sfTp+LNKtmHqfH7n8JoC///V0CnQ8RiC8JKcvj3zUYW7bbuGb5ovBtssf/GqkI8M4y55oixWQSpRYHTSQ1oKWlErspRgN917FaDaxWg3ly9B3OW9a0vEiqtRQeT61DlONzKRJFkXzZ9e6SNn+pZJtlqMUTPjFnz+kSzz1XUNUxeKydOePaWfmNRbtz/KguFrGpT3KZWMkL2Xu092jncZ2DYHZyVUFS2XtzqfqkVsQ2oyQnWCW7ouitMUB+ju+xsNEqG1S+bCALL0SBySl3OvImT/w8H3kjEz8/3vE6HXitB3Ya2QWLXcrqCc7R+Z5hWLFZr9mu19yu1mxCx0qcgTksQyDFqJByxqUIOaGSrQxF7+jXHcOmt3qDmoij7UnHPOEUS/muFp+FWIHfDERyid+apRNxDh/8IlGE7YXzKyw5rtt+upij1bKlZ5jgTGl5ie+c88yn3EkvzTHLDFezzgK4BpJL2PKj9MkgSkR+F/ifAr+BPfNfVNV/TkReAf8C8KeA3wf+YVV9/XRrypSSme/Kw1cgUV++F4vNmDP9GF4Vmd3V1CmoQ9SRF8HUIXjz7cSEWVmAYqNF4CHF+rNEuCdCNE2DKe2vgh2xQqYLAOVmjkMVEeYrF0CqLsOcmOKEaqIPjqQlni8lMspvfPEFv/mbP+HZ7Q19F4hxAtXmvnfOOC6h8/Pvp++1dFekZONSaJasaoEwE/Ryg0saAeMdWRNTPBI6E6hWg2UU2+/NmvbZq+c4EX72s68YD8dWE8FJ8SPOLFfdyTypnTzpfZGUZuGfAkrnQrtWK2KBrgpgr37ndUzq/FoKz8sNKavichH1Fu4YroAKoYJ1A8e1iPKJJMCioyyZzAWgtBDG7e/bgSkbrkeuX0iYDQyaxG/pdrOW2MKFe637/mKivlue09p8oGhYCiJLBUW1fi+Z8LnAYcJSVTBr0TZa3ianppnLOTHGBCL4ZIJA8A5Nifu7d4zHIwLc3mz5/NULpvuO6bjnF/u3pOmIub0pvvNW68OZtlGzudGNMYEr7i1qczbFSC4CmXOOhLnwvX7zDS4E1rfP2dzc8OLlS6RfE1NGvVnMnPM45wnBwFTNThmnkaSRMU+IwmpYEcS0tmnak+OezeaGvhOePXtBiiO7+2+I08RxPAKZzaorSi7L+iQJYtKmKVaFL1695PntDZvVmvvdjj/8o5+z2x/46u0duQZutmLgrmg9izuJ1rKJfOCymd9jfecfRedS/3dAHwKgLmn533dNvW75+TBl8ONJAR479tQ5H3J+pQaY5u2ybrPfC32X/CarFR51wYRL70N7rpQiMUWmaLFQTYmKxWVutzesVyteffaSzXrDze2W4IPlNlKLU6nXtCx11aVKZ1kKhL4fCu/KiyK6nOxzS2XscqctpXffqzS7ZK1fxl9fsj5V3ppyqfGU7fkX7+KkzWV9qPqsYRGzteThtd4V0ACnxWMrycHoHb0PxFUgrz26CeSxI8fO0nvvR1AljxM4yIW30vUmJxVZw1d5QQSCawBKEILZnlr2ORxWZykIB8nckfibh3f8bHzH7x1e88u452/KnjtJvF1B9DCtPE4CK1asJfAyrHnRb/h89Yzb9Ypn6zWdC/gx4RTEi6XSxzKvTimSD3vbg1IiAGHtCLJi6B271/fs3+4Y08QYE93kiFIy9OIJHlBLeBGBY04ktTiu5CA7cH0grFf4vrNMfRbMz1Ti3QHzuvLlXWmZw6VGZWYuF5NyWihuH8botbW1iOVbzpXzuXD+nTIPSAlyprlXKgUjmEy3xN+X6NtYoiLwX1HVvyIit8D/Q0T+d8A/CvzvVfWfEZG/APwF4L/+VENZrV6Jlod0JTAwL1Js4pxpYMsY5BLc1ph8PVcruJJWl0FkyXwvo9h6zUIlv+ihLgRMXWjCKvx5uNGcMprZdewEeeup1idnq3NQgVndizUr3gc673h2e8vLF88tIDTPBV7PNeeVzr8vJ9ilzfH8e30ntHbn3UyKVsbOtVTn4oA0u4epZkLwrNdrjsc7Uops1ms0C9v1mvE4tUBF5z2oFSWVRV/qOM0V11nc1zqjFUgth1nmZ3ay8EUuD1D1nFLMKe2eunju87HldIGeL66TKVTPkHp8XpTnVxpe0fl7G7/ZR772+sEu9qS8pie/13c5a+8fNiPQAnDr5nZOTwltv0L6zngOnD7DpTVxrv26tLaWx+p4eS+lntE8b10w989IUYhMk82DKC3WIefE8XDg7Zs3/OLnP+d21bEdOlzOeCesVgOikTEeoKTQlWKB0Zw5TodS58KyYzrfMaV8ylOKcJRKocoYE50P9P1A6LrmXpS1rOnFHLCUs8YLBYvRVFVLw6yWFheKABY6cMpmM7AaPDc3N4zHe4IP5DgV65mQUjTFl3isrIKVVjB3YisZsRo6Uxi9eM56PTBOE7v9Ad/3jFPicDRr2hRL2viUYVaZnShXdKE0aQcv8vz6jss1VfnCEmZd2FrrOm/7zMM599S/3wfaLgG7SwqAZVuX+Pv5fS+t8UvXLkHVk89gA/dxwKswoKVC8/sCTI/Qd8hvlKQJjSXdeH1nDmKMHI7HBqC6viP4wHazoe86nt8+YxgGNtstQ2+lTLLa+s1FIC56SFNI+BkM5SbbLPZQVVKa95fqoeN4yA+Xso1zdX0vY48/DOCfjMSCrzbwtKj11K5bKK+W836ZBn3ZXh2PpeLrnJ+XYcKJxYLmUn8uqeI6j1uv0C5YTaYMMVvmPcs+SuO3qJU1qQowk5WkxffU8jH13o0nZDUAFRyTKHuXeR0P/DLu+Fm84xd5z1sf2TtFup7OKduVuftpuU+vwsoFtmFgFQZcF1AnRI2EqDjnGXwornAGFnPOSM5EFF/ktDIzyMEROkfoPd3QkUc7bjFSypQn0GxZl0tedi3Pn0VIQsmfJG3/cMHjuoAQETKOCmTPQHiTh4rgpvM8q/OvesKc1PxazOU6h5bhPU8plE5S6Rc5qCrbBcxDKecmOuUSGvQYfTKIUtU/Av6ofH8nIv9v4KfAPwj8B8pp/xPg/8h7GIxmZX84EmLNJrNY4GVhZym+iYuiQiYc22d28+JXnStVeyf1vRo5qP6ZNYVnZQTOSROtWRxvjL0dWwzocnAfAVCPUT3P3PJgjJGcU9OlUkyJmoXV0LNaD/zk88/47d/4CcFFcootJu88HXUdn0tC4pOaQTn9Wt+Hzes6uavbzAyozE2gjI0za1tWJaVI13fcPrvl7bt7Upx4+fw5z26e8+LFHzBNkW/u7lCULgRSzoxjBLGsivn/x92f9Ni2bXme0G/MOVext1XnnFu9wj08wj0IUHgkymzTpEubXooGUrZp8wlo8QFSooWQEBJI0KNDhwQJCSQkpCQkyIj06hW3OueY2S7WWrOgMcaca+1tdu67jj/3uDfXe+ea2S5WMYsxxn8U/5ELORVtyBmCFuXmvNmQOrkXKR62H+vaWWuTFJ208bEPVoDr6n/F4XK5GE/vpfWtqOrlUsPb+tgMiwKhNpKtFu9TXpJ1jvROtsqifacCMifalPEHj6tBkcvrtrJNM3gaiJKVnS/lTNp6EzeA+p8aRP0xZU49tvtjK5i3dLr19Wul/FrKbPOwZk2bEDNqhmHEOU8qQlkWctaUtJSipbw64hJZzpGvf/c7JC3sgmMMjje3A0PnuL29Yew8j/FMXmbIC5hSjylyODwT+oF+3ClbVT9Q5oUSE5WRVKNI2pdvXhZtttsP7Hd7hr6n9Yssus/FefUMpkwoVckIFGlgxdXUBwNRIp5+GAm+5+Hhhtubnu+/+4ySZ77+TU+Os/WwEpZlJntBRIknnHSmzGo6s7DrlGZ9f7NniZF+GDifJ94+PnGaZr57/5Hj6cz7j49KXJFqtL/u3808lTWPoO7/prA3Mv+F4Ud50fdNuBT/+r31vfpbae/9MPi4Xo+f+txrjrDXjk9db10HNMOz1pH8oT39KRD26jP8AJB6/Yuv3zf8YXD5j3H8UW0c0GjTMuO8Z0BBgvOO8/nM4XhsRuJ+t+fm5oZf/uIX7Pd7bvZ7utBxs983lrmcEjEvLR2pOmrWPoa6Nouds2Zj1BKAamNpXVSNOq33WqqDGnPVyCZ6QEakRoXaWG3H7ZPOp/p6rVkvRetFa1SpsqF673Ghe5FRU9fqNnWxnk9E2nkvZLEdqyMU26iZlNTxnkqmH3q6+1vS7iPxcNZ60FxwJSmIiqp3NZU5k4tmE3SVEI2qG80ZVK+LrBZdTJTOQec5k/mWmb9ZPvLvDt/yrcx8lIWPfebkHeFm5Lbz3A3G7Go2TMhWo+UDg+twriNTmNLMMGtt6U13Q+9F0z3JkCNLSQraS80YUi8BnVCyZ9h3ULLqqC4jZ6HEzDRN5OIIDGqXhdUuy2SSKMgjeCUwEsF3HWEYcFEdUN4c4A2c1KbpWxuqmk+uEhnZGktrVtp2HrfzW4HRa/O+XZNbvW487XjAi1vtoVKgRrdKrWf+RwBR20NE/jnwnwD/N+ArEz4Av0ND4a995z8D/jOoxnImZ2eGXi3WX8FQkUIuooWWlNaICzOiS6UC2XrtqwGas6Z0VCOWWhuzVZr1W1Z/ZBEnkWo0VNxepQZbDKG/Xtmsl1EE2fy3vk8TZvUeBKXLlNaPSif//u6Wd5+95fb2hq7r1BNdQPwKEhot9YYqfutR3/5tc/C6gjProFRfRTOc14+0aMoFYNPvSgUMomOvLH09fd/RdYFgXuiHuxvmeebj4aBpOXI5TpfLtjTBvkZydBKkTs/6UZvD9XnEzq1AqgKv0p7rYpasvouN8AYF8TXUrKDRkbFC15g297S5Vv1rA7DXOXftvi6fR9kWa7R1O1eXioC2RmpNSd4MhJqir29+u7x+p47R5vpOdN8lWy/CZbHxdlaQl+f/xz7+oTJnvyFe2bx/IaCv/37lfC8Mhq3XNKesRr1sG1s6uuLpOwWohlpZlspWp/URyzxxPDzx+PE9u+4NnRtwojVQ6pXTgtilFJYYyaXQ9T3OB5T2W9MUlPV0bRS8LJr3PkeNAHe95dXv9/TjqIaS95r/DuSUtZeKaIpdyQkpSY2CrMZazpGcCnFayCmS40LnoQtwNweWQdjtRu7v79ntduQ0twwB7QDpDaDoNb0IXaiUOkIpiWhjWXJiZ0Qavu+Yl8hut+dwPNEPPYfjxNPjgZi0LtNbNoL6wKR5njX9D03fsGM1HKXJMcAyIrgAUcX0xHaHGYS8+G5p71yum9f+/iHg9FoE6LXPfeq4Bj/VYK+GyTYVvEXANw6cT+mKH/L4Xr//wiH0A/f62vc+9fc/xfEPlTdD75q9UkphXrTJtvZTDNze3LZap7dv3rLf73m4V+ry3pgpSylGka1j46yVhpP6020cdQClFcVXXZBSYtXsdX62bkFpDjWT7g24rQ5Haed/LVJ07aT9IXC+7flUz1PJfPQ5LgHU1pa5rv/eRirqsQVrF59BZVtJmt3ki9CFQN/3HIMjSmEuBVegdxZlzyr3xIm2pvBe0+XcFi6pCevKpi8fUFKyaHYhSeKQC+/zxN/GJ34bn/i6nDgOjmXo6XYdvnPIEBrQlqIAjFwoMeO9WFSokLzSi1Oy9hGNBckDPgsxJ83OiguOwug9EW2zseRMWpK2pUiLgq0guMHqZpPOcZ4TMWeS2U4aZVMa90hhyYksgnTW2NdLYydsPNlmo1VWSvUtWz+zXEC0PKKRBpkN3CyjKz37yl5r6+W6Dck1eGqpfwVc1r5gYj2wmk1ocrzwjxiJ2tz8LfC/Bf4npZTHK+FX5BOc4KWU/xz4zwH64EpuD2+ZkZUJChXwahwqNWgLEEnNOV3z3jWqKKvhTx1EK4quqVr1/ilrg61izlRyEyTa8kgaINPrbk5gv9YNQqmTDjRxpb+vn74Yh4YANBpacJKNAY52soeHW379q6+4v72l73qWeTLF7hpxxjWI2jYJvaQ23QKfV4zi7W3K+m8VoK8ZnzYuTr0u4k2wlaypiF1gGDqGQVnJsoM3D7fEGPnb33xNLCsgEtlGA6udUzTdsVwbG9tfrpbaduNtP1vHtaIn2QDhirjyxWnW57TXlFreqKSz0ja3qSxX12IzPvXi9ZrrA7T368/rSOnFXNm9XE3F5m1LM90ifapQWe9rHYyyjsUFkFiNqC04vxAq/8RGzR9D5rx7+8bk+KVxWfPnr4u0t1GnzX1cvKbpBNVIVZmTUkaoBgIE7ynA0HdKjgCklFnmRQ3+4MgpEueJw/MjHz70vLkd2PdeqWw395diAqcgSkQ08mS1ijEVsiQFRl3HMs3KaGV9VOZlIaVM3w+M48j+9obQj3p/3mueuz2HOE0HTNGevYDg8DLoHwnmaeH4dCSnhZwW+k4YOsd56hlHTecV7tnf7IjxjPMgmDeQ0ry2im8czgWjzYUlK4hKWSPz+91AYeTeeWIuvHkz83w4EvqODx8eyTExTTPzbPS/4tq6T3Xf1xC+FYALrytqjV5tAHQ1MNeheOFDqLJG7P5/7O54YRwUGi1we6+8NFILlxfZys7td6+ByTYCVWtqtyDqNY//J+/14rb/EeRB+Uc67484/hjy5v62L1W25pKJc1QQ5TzjuGO83fHw8MDt7Q1vHt4wjiN936uRCeY4oboVVO97RzBq7wp01G6qkdhLHV9K0ToTbI1s9FFp6/kl0H1pQFZddZne+RqQ+lQkqv6+NWxF1PlaWzaUWot79fl63gq0rh0DW2ffNkVw+339QtE63wydF7rQ0Y9w9FrjM1NwZC1vKgLJHCfG8CzeamicWEqzASiMhQ99jwI5abkKARbgMUe+WQ789fl7fp+O/J4TjDfI3chwf0MYezp1VRFygZSJi6Z8zjEa5b0HMtFlSkkUIyXJOeOysh4vcbK6nwXnYOxHFoQ5ZUvpXljiwhRnlWUeXK/Nct2iwCyJ1rsnWzTBqQ7TSFZmSpnUg+87JHhN93NK7V6BVFtdlW1RnLJP25w7rIdhRkkABE0RVMF8sfqu11xbldV5ucngqSB6ZeuuZT9FWadLoSwLZV7UYZhXgO6C/0E5V49/EIgSkQ4VLv+rUsr/zl7+vYj8spTyWxH5JfD1HzqPc45hHE1grLVQNRKlxpsaIRVEVZDRDPh6T1iymQGLJoSkKJrOtaBS08ecc5rTujUoy6oEFcishvj2J7Ay17ma6lWacdto8Td2rGyM5XqmkiKI4JwWinfekaKGS4eu42Y/8OUXn/GrX33FMPTkbKkXzVvuGg1z3/dNIeqtX4a2/5BHsyFw83qtAX273QYQLAdYMFO9GONQPUeNaKjHzDvhZr8nL5mnxyPLtPDZmweCD/z7v/4tz8cTyzyT0c+nonnb1XufciHHZAZWnZJL4PRDav2Hjh/aJqVcecBszEPX4V2ggKZlGYgScgOCF6BJn6wBUXN71MG3B7pC5+27Nae9XJ2TDUhqENDuu83KqsD+0Fi0U20jXrLZZ5u/7WcrTv4nOv5YMucT5wbWYuQKqGrT3aqcq8K/9tbrz82cYGBKMsmADqKpDeM4GKOWCnhHgaKRFqHgvEYjY1xIMRJjJJ3P5DgrGAuBvrvBkiQIoWO/2zHHxHlerNmuU2II3xHzmWVZmKaZlKKt14Izrtm4LBQJJDdTkqhHMSh7lJRaR7G0dSo4fAiUIsQlkksidIIferx0UBYokSWeOZ0LhYTzQtcH+j7gJOFw+K7XtD0bw1TUyxq6Tps5Fiv/ckJZUqWbUoUflCo4hB3D0NGPPZ+9e8tn797y/HTk+fnI4XBgOk9M00LKmeDVy5pFNg281/X9mvH4mgG4XTOfjuzLH5A89UK8LoSa3tgY7degyt4vV3Jwe93riNL23tfUr0obnZSsJPgLr//f5/ihCHi97h+KJr0wtnk5L/8Uxx9T3gSrPVQwk3GiTbjv7x948+YN9/f33Nzs8T5YbaDbyF+7H1ZHsbO0+ipXLm+cprO30h8uHbdN71zhwBbB2ugCNdQ/HVV6bV6u99BrKdBd162Rf2drUgR4vY/kpyJdW5m8dYRV+8yJ48JbgxrSfYZuyQQjsxh2I3J7izsdKNEAZjGiD4RQTO64QCeOHk8HdCgdejBARS41JMDZZZIrLKPnKc/8108f+C6d+CY+k2563t1/Tt73lLHDhYADBtHr+ZwoGeakUaN5mcnJEUvCkfAaAIJQmEqiK4kDmi4+5UWjO8EhIRD2I4WCn3XtpGkmOUd0juILpQjOa52r75Smxy8FvxTKonWwyZj6Mo5FMsecoBvo7wb6mx3dfqcOuBgbgErJeA5yQjCK96Lnr/2m1NhSuzOTFJyKqPdgM+/VmVv18/bftaOoHls5BxsckXLrcTWniTnObU8M46B9F/3LDJzt8Q9h5xPgfwH8v0sp//PNW/8H4H8E/M/s5//+R5yLvtcO2oBFohTsiGjIT0RBf41WVVa1bRSkmqCCFViK5a+awRpTJKW1+NB7y+d3/gIsVekjFQWbjFlBVBUwrMWYUtPCNoO9YVK7vr/V2DUWEhG8D3hL2XGiKSR913Fzs+ftmwc+//ydYrwqHJqQXUPgVSDRzv/p/ODt7y8XyZonXS6+Y8XaUgu3dcZazEOgNecUtI+cpe7shgFuC08fD8Q4c393g/ee3TgwzQvH6aTg03nEihq91ZSknMiWnnMBRMwt/AcB1LVlcTEY+h9dAy9BzLUHTJz2yfHmCXM5MzlngGJdC3bCFxe+tLPW+/thY6UCqMs1tXkAC66tYGobifoxhsvlTW4vrePbur7zyUf7Rz3+mDJnc84XP+s4VfDkvX9RM7IV3PXQvzcGZHVG5EKs7KMWOe77fn0vLhbBKXYdbVQNmkKn3tTIPM/kZVaZGDxDUCKWMk94Hxh3e8p54rwk3YM1t1wcKRWWRXurpBj1OoB4fZ4UE0UWROaqkREJBrI01aKkRM1lrz3XStFaDwqETuiDZ+wD81RYlpmYZqYlE6znXGVKxdJouqCyV+069TxLMKVXLJ+eAhmSS1ZjXGWa7sXedwzjwP52z8PdHW/u73n//pEPHx755utCSVEjcTlZL0KnBB+g9X5Vfm/WwWuR+1IuoUFdK580Kj+x1i7+/hSAqp+5evP679fucb1+uRjb7f1ujdrVa1uIMbexLUXIf6Du8vqZfmzKzcv3X9bXNN/SK+f/pzj+2PLGe8+426nOTwnvPCF0vHl44MsvvuDu9o7dbsc8z1bXZ/dR/6lBUqETqyvrtXuvaq1pAF4Cqfrhl+l4uiVc+719h0JtZ9IAHD88L1sDdzvvNUumOoCbDtziu6tzv7aHXktFjTGu16YQsB6kvkbsMlKUZCEU8DHjjVW1GwZkv0PCmdIkBQ1EeQMBnTg68QRxhIICKKw2yspLSilkKUw+s/jCqXe8nxd+c/zAxzLzsZwZ+5H7d2+InbL1VffoKHo+KbSoXMkJiZHkIOIQDylpWqH3QsyZmcypLAoMshIYhW7QernR+oOVAlHrmZITknMUl8kOghfNwOo0WOF6s0dTJhdzQOHIXuurpqxM0v1+pBtHwjAoDXqKyt4rkKJlkZnzoK3P6ks2WU9ZKftTca31R531axbJ7fp6bc2t6/kKaKOATZySikjOFDmTctQ0z6Lst0HAhzVN9rXjHxKJ+u8B/ynw/xKR/6e99j9FBcv/RkT+x8BfAf/DP3gmkWaQggl9EXCmLE2oO6FFq5phZwZ6fcZV4NBqCGquO+jmaRsMwAnBe0S0yHZrc7eoURUAbDwqtuErC0v9Waey2AqRi/sqFwCqHiF0qtBjxFHY7/bEOJHizJuHe/7Fn/8pn719IIgn5Ugp2aLI0grXO+vFVBvS6TheLqLrhfaaAVl/5pqHIu3D7acgNL6vmk9psexizYa7rkPTCmphK1rL4ANj/545eLpuRwgdf/onv2D//gP/37/6W/X4Ww1J8FzQ0WtRp6UotlS3mt75ihCXjTKp59jMwEV9W1m/o5+69HBUAb9uXl2Dms53KeRbPzIuQeiLm2u/1d8vLaqXyqPO6/aZ7LWqLKtR+Eok6kqNvrRQ2v27i0bBbR3ZIP6wWfWPevzxZA6fBq2f8nTWxo3XefYXRx1/Axq1NjCmZCnJVRKshxPthZRiZFkKfdA+IPtxx/3dHSKwzDPn85kcF8a+J3jHru+gFNLc40Q4nSfEe+7fvLVIlOfj4xOn0/fEuKypMU40NUhWz/Ayz3jxdH0heEcYeugGJPTgNEWjv9lpG4JUEHGM456SCt5N6sgRpbTtg6OUkwI1pw6i7777PafjI8fjEzEu3IwDDojzWeU4grhACL0Ct2Ips84TSqcK+HQixkSOMzlHUrS0JZnV8RJ69ruBm92O/W7kzf0dY+f5sB/59pv3nE4n5qj9eExyqBwzz/y1kXdt/P0Yg/HlWnp1m20+8KNP9SOvtzGGq2yurq4rIAWrh1aPxLzUtBdLgf97RqJ+jLPm9c+8Jilfvvb3dgb9w44/mrzxXhkqMYdn32ka7c3NLbvdnr4bSDFzOp5b/pN33nRelT+19L2s/aFyJk2xXUdbeawkB26zbuvYtbqgjZ6qDp/6uSrvqjN0+71icuyHlsW1M+K62e62FqqlS5t+rilptfD/U814t/e6TbnePms9glHKN6eBU6a5joKPAtFY7ETwuwG5S8TwkewKCfACQ9epkzsXfC4ELSHSCJQo8Kj3rNEUOEpi8YWn28BRIn89f8eH85G/OX9A9j0Pn33G/rMHbt/cc1wmpmVqMqEzlmKypuoVyRTRKI1GM8ElweUOisrKhcwxR8pyICRtCeScZ+/3eOdIc2SKie8eDxymmY+nWetqs+oLPAqagiBScLHgygSzppg7CiWbwS3q3E654MeB/cM9/c2OMHYccmJZIrNXG6k4weHV1i5A0lqj2WqRikXtnDj64Fd7q673zdp8LSDwKcr8rUNUZE0B1Z5tGozpgsPtBjKZJSeNzqVINA3RWf3bp45/CDvff8GnVcB//+9zri040UOBUi0sE1eFQR3Y1erVlPY15N0QK6VFo6rTpRqESk6xub5z7fsFWgSsAikqTth49SuIeoFy7QZye6YVOK3tJDfXFsE5ZcxJMSJA8B3eRaQI+/2Ozz9/y343Ki0nBlR4aeDVf/Cy30f1+vwYICWbsb4w9u1vZV1qMHMzidVgEPPiX3p0QxdwEghdwHtH32n08c2bO5aUlPK4bO95c/mrcf7hqNK6FsTArbR7fuXDFF6sZPu7eXHr2FBVu6UMFMtBr+D7YvzWU730Sr9y6y9efOlJuX69nqxeY2skvYxEXZ734p6awbVCzO1zXg3LD3qc/7GOP6bMqcf1+v+U13OrrDf38/Ie7Z+uOdfGck0J3SxQdI1X4a5kMl6jNd4z9D27cUREoz0xRUpOhG6kD57eQFQsRkaREn3oGMad3YcwTTOPj09KeS6ivT5kJfdXYKj56LX/V03nkuAhBAUaIvR9IDhHNLa/oe80ehYTTpylR2sgy09QYUopkcPxieePHzQVpWS6EBAKy7ka6jVFQyNFoA4z3wWcGSVhUZYkiQqBSrLmlyI4CoGOEBx9NyACnQ9MxyOkzPlwNsYl7ZNSg9jWT9GcN+pAeGV3fHLRvbqPX3xGXv79mvzaODt+6Cht9q5f5xKxvXKiayC1pQROeX3ybUrURcPSTx1XDpc/dPwhMHRt+P9Typl6/DHlTY0+x5gIPrDf7djt9zw8aEp7cFoDFHPEi7cMGU3Z867u3TUlSQ1pY5fLa6sTQiVA0c++No7bf9v5v64pumb6vXYcveZwuH59+972etsC/9XJtwIsTXHW1/5+TosqVy+NauevniVrVot3GDCwJugC0gfc2FGCNZYV1aTBebxl/7gCrmhUsBaDqL/CHBBSSAKzJCbg1MMzhd8fjzzGAx/zxD703N/fsr/ZsR8HUlpIec04sVJwqwXPtKIrKateLrnmOyPiSVJAMqSMy4KTgEfoRV34cUkc54Wn48RxWTjOkYwSSFUHcEYp0xtVaxf1ubzaxlhZgX5WybZcF+isP5QETy6JmCNR1MFb7WWlXUejWrmsqXpqvDQZLK6SbmHO+E/r5teOFjS5cgy09V7XVUl4CboOuqD3PmuGQiy5UcTLD6zBPwo73z/0KKBFw69FaupANoOwRg/qZ9VQqTTmFbkKRWkpmxFeowpVSdTNrSFSZNN/IGfrzvzSA1Kvs2XEE8Q6MBe0Ja7dcbk0oHN7vgsIh3dQijYFzjkxz2e6Tvjlr97yy19+zq9+9UtKEc6no7Gy0Iz0LXiqaPsPHa8Bp/pza5ivw7+GU9fP1JooC4+rG6YV14fgta4rY8IevARCcNzd3iAFjoeJnDJ/+id/yu72jv/qr/6Gw/HE8bwoAA6aThXTAqIU42C16AayMQOPkvWO6npR1KoMdH9gSNSo2VZ/bVdhQ0ea4mIG6DIvLKJeGL3HhEghOKeCVtyLuZA2b1eKwYRmS+0r0sZyBZRrDnA20hVVTK6NgfAaO9/m+V9Dc6z619lYuCrEzHBalmVlydwYNP8hDJs/5tEcH59IBbjoJ8FaK/XjveFa06P0uNKAbSmFOVqfqKJkE+PYM/SB+7dv+eKzt3z1xWd8+cXnfPbuHdPpiWmatIg8eO5u7/BOWM4njV5Nk/k0hISQgcPzicPxxNPzkWlZGKRHvPWNKaUxUX3++efs93vefvYF3bhnuHmArqd0I/gdxQ3qhXOOoRPEoQ4ehKEPgNAFzRvv+56SIznNHA6ZJZ358PiMlMh3333N8fmRlBYlz3GCZHNYIQTfEbqRYdhrg/GijX5D6HBoekcIXtmdFkGS5bWjn6NklunIfIZDKoht/s/fPvDu7o6Hm1sOhyN/99vfcTid+HicWHLmnLI5zrKR4shG1ul2qSxbShdshssPzPlmhf3A4vv0S1erceMKqc7ASw1SHYTb7f2pNVr37LJYsbgxOO52CtbroqwF+Vvj97qX1I/Z//XeXvvO1nC/Pu8Pnbs6qX5Oh4ijDwOSZzrfKaFLP7Ibd0pKQCU4EcZhxDuvTWdLwREMoJpbq8qkcr3WrHDfXRqRF07esq7nl/f4abn2h+TdFnBvz3f9/WvZuo1Q1c83QhM2jr1XzrW931LKRYbAtm7m+rr2gtb94FjQms0o6tTyo0PomUZPHh3DSUsxfdAaqOADznsCHp+hLJE5JUq0nl05E3tH9HDoPacO/v3ygffpzL89fktxcPOrd7x5+4Zf/OpLtUEPJ7rzzLgksoMihWjWZHSQXSHuHCkFRHpcTvgYCRT6JdEHUUrzADk4jstCKYXR6z0vyTPFwvvH9zweTvzVb79mypljAdd3+GHAB32uvXcMTps5dwGGIaiZNzrwZleXBCWyeMH3I93tjvH+BjcEslOypFQyRSzC6LXGL3ivtWKCRdVK82EHpxEf54PWwJorMOfLCOprfcLWPaBy+9pW2ZKt1cyigqbyTcvMvEw8np54Pj9zOB6Ypxk5PKqt7/wrLqv1+EmAKMA8+rX24tLw1RzGjf+87a0VqLTPl2qMmr+ubrLqvW//rYZoRbobT8sWaZlg06hYoaX4Iev/qhduveOL3+TitepHfKkGnTgQrX8IvmN/s+f2ds9uHJkm7eniXDAP0SpIrvNEPyXwrhXY9c+L30t979Iox0DAxveioyIq5OulWzTGHk9Z+vT1vu8Yh57j85lSMjc3t0wxMY4Dc4xwWmzoq2dKC+1rseulR+L6GWnAoQIW6rMVe//V4Vk34OvvSjt3KZCsqXPapr1sxrFF8ZoHbzsu16ZFnUv7VS7XxupFEVIqF9/54eMTqGlz7pfVZJvxsmetXvoX394o6J/jcb32rwXztef1OmVke54XEV7UA1eJN7ZvV4VfwbB6Lz3O9ex2O/b7vfaE2u3o+575LOSU6Lyn846+6xGBcz4oqUnOltZrpAm5aI3h6Ww06mt9VDHiEx+UMXO/G9ntdozjSDcMDMNAcsFy5JV9yndmNAQz37OC9xBUuVTyn37oSLEQF0CyRsfiiZwm5nkiGkOUsx4g1HCQ+nYt/drr/sob4w+HSDZWLHVgZfOUqsJcKeVTTMSY8S4QfGDoe1zvWO4XuhB4fHpCRDjFTIkJl7V2QNODXZP513Mp6+S11/7QsY0Y/dAu/OH9c6m+5erna/dyvR4/df66DsXWDID30lgl63evoxE0HWivXd/P5vqvAaht1PcP6atPR6F+fjJHRHDitRbKB62Bdp5KYabr3OlnvNc5KJlteouKi9VG0bUpL4bjU+PWbBdZI4s/FF167XjNgN0yAL/WCmP7+evrXsvZ9t5V7ctrx/VaWuvd/cV3L+R5vWcTP5lCpFj2EHRBkM4ROyXXSaLRKFWNm36ciBIhoCUiyVKFcynMxZEQzt5xcoUP8cz7eOIxT3Sh4939DcPtjnE3skxn5vMZydnihxZp0ngjyVlMX4UdEj0uFU3lA3zO+JSRlMAXMkI0ediJ2tM5CynB6bRwPEw8Ph6ZC5xE8BFC8YReCEEIZj8PZtsGL7jsoPNISWSnOiDnTHEO1wd83+H7AN41WvPmHml22Mb+rnZZncNSmaZrCrzqqgIv5M91ltW6Zl7KmOu1sl1zuajunOLCaTpzniemNDOlhTnOVhvFHyTP+kmAKB0YNSrEUJQgeJHVW4Eu/pr+oqkn9v2NlhLJG9IzaRORARz44OnMDnKCejAtja55eHKyECcWTn/dgKxe/2rg6h8vn6+CvEsCHDE0jKJecXSdhvtTXHjz5oE///N/ydvPPrsAYW57LaTVQVVq823o/Dq0vTXwX4Cm68X32k9hUwOm/Ii50t2IeZSMDjimZF4vR0lGGW+eiZubG7rQ8eHDMyUmdrsd9wV+/Sd/yu7795zOf9MUea3N0mhfNUpX0HHB9oM0Qo6SK4ORWP+MKvQ2j9Qmk6sXNrO0La5tm7amhGrD0RbRFGmf/yFF8oPgxgSKyvpy9Z3rGy4XL5X1i/Uu26e2t190wC6cDPXSdUxV4et9bg2ippTad35+xkw9foyRsN0rlbzlhwT0xZ6yNStA6HyrNcslE3MipUxckrH0Jbou8PbtGz7/4nO++uordrtxEw2Du7s7dkPHMPZKg15JJ0qhDz23dw9M88LHx2c+PD7y+PjEm7dv+fzLL0lxUVAznaFk9oOmCt4/3NH3g8m4onS3aWZKEMaMH+Dm7oZxv8ebck0pAsLQj8gmOuc8zFNU408ihZnT+ZHp/My4D+z3DxBnSJk0J3LMmj8DLEsGSfgQwYc2zrmokZLL2kix6wM+azqwLkqtkVwkQhFKBJIyGuIL3nXc7EZ2fc849JymGf/Xv+XpeGT+7j1LXDb7uLRaEfJm7W+BwScdMZs1ZCBRy9CtV8qPXZj/kGNzc6/uTQOJt7e3lFI4Hg/M88LzYSYEx9hr9D/lTN/3dF13QQ98fd5rAPWj7q/9+ocN9v+mHCUr2cG4G633U09wnrwUizB3tbMKcVpIU8R5jxNvaatYXMKAFUWJWnzAdVYnLjTirGvwce2th5dG5fazdb5fA76VlGYbEViscXeVBbU2u9KL11TET/V6qudWo11tmc6HV5132+jltWOrnv81G8d+sVHQ8VpKIbtMkqQkOyIM5iBa7nrK3HP6cIJcOKcIXhhc32zLKS7aLDgu2q/PK3PdWQLROR4DPLvIv/vwe57Lgtv33N7f8+s//2cMIRAlcUoTh/OzEj/sApFILJmlFBKF6MVqngWXYSCQFpAU8SXj5hlImgWQoXQFpqyc5AnwaO+mDJwcxf7FlDmXTJ4WygT9rtANsCTHEKA4YUCfp+s8/e0OlkTOM3kuLPNCt99z/+4Nu7sbwjgSgTkuZAfiNHMCofVqnVPWnlzitNa2c2YXi/bdcs6Y542IgpWtO1V68mQ1ra+Q/9Tm6tfzXvXosiyaObREYo7MceH5dODj8ZF5npiXiSUvRMnMaSHFxHye7F5eP34SIAqq7VcjQvYa9vDG6qGGuDRDr7ARAtT9scacanf60gZYSRiC1M+vm7ceq3m79ZhU0VMuANv2u/qjqs6VxUm237HPCJfAT3/Wza8MVuMwcHd3y9D37ct6rUthWIVIFUZbpd+e6UqgflLAvJiU7ahUb0JNS5L19c3HVaCtjWLFuUb1WT8bOi0cd97jXLL51DSlaZpVgMWk4AubV9ncSlk9aqtXVN+QOq5NZlpETGRzt68BEmwSZfP2dnxK+0xbX2zXy+aQFTivp74EK7S1u96szt/21upcVorz7UUsCivr+q8/r/wz9f/rfVygqe04rM++Dvf1utnc++Xt/yyP1yJOn3IuvAaMrw2A9r1NFKKuO2nvadSlWFqbd2uj7KHvGYeB3W5HCB4orU6p67SeMKWkDHvGYhS6To0p5ygF5llTOZz3hK7TaBaqUJ1zUGoN5Up8URmbNM1uk/pS2UytEFeXiJgDqNLLaL+SyjQ4z2dinEl5IWdt7huCIzhRim6XmOds+1jvR0V8IaWCc6UZT+VqrNeorLt0EhSr5xKj301rvWLJWm/pgme/2+F8YLcbmJPSeadkkTGTz7U+sF27lKZD9BPyg2u+6Yr1xjevr596TezKyw9enLXez/paWe+1XH/+pS6oem9Na9EZrLK773uWZdH0ZNZa2tfS7n5oGH4owoTJ4nL9HFfHf6OAlShRRCWnqc+fUsZJQUnjNuNSCli7kBfj0ES1GdZNORRNn3IvdXqb6r8HlN+CHaiyY72F5qwrpWUS1ZS+T0XCruXta1HJWgvmnHsBokopF/V519GmT4NHmu0CtuKKtCjUUtuHOI3GUhyp89B7oodFCnPOhJzWlN5UmGNkWmaWlFhStEblnskVFld4KjPPKXKKM4vLjONegfQ44IGYozqJHNrWIjhyxT9ZWz5ka2SBzW0tK3Cispqca3YdJVpdfkLTpaPVaBk9uWSHFI8Uj/bgjWQKyWUIheILwWcgMRnZxyC60UNQUojiHdllsoALnmE30g09znogxpSsx9MKXEsl3MA1mSHbebnQlVRAYI7hq0XUHEUba32z3l6sLUrrTxWj6rN5VrbWKc6c54nTdCZGlXuahlijf5BYAyavHT8dEJXzGokSTSfDFevBs7Rc09qB3g9Dq0NarVZYGwHUd1bjvQsdPtR3WCfKBqhFnKx4UB37qoithHkTxXAm4NSQKFaQnCRvDNmaAli/o++4pkT0pivl4zRN4BxffvEFn3/+OW/evsF5ZeRLaSGlhVwcnjWyFEJ30Wfh2gvzWn+oaxD16nxUAPrq2llN6zoDhWwUxj1xmTkeDvR9x24cSCzEEs1gE4ahp/Mdtzd7EOF8PlFy4c/+7E8ZdyN/95vfcDydmJ+POO8YBusZs82frtG1VihYAYUgToWcs3qoZvzX5y3XT2MvVktkA1raV4quzxrZdV6jTjhPyUolWs8jaPrhJ0e3grKyXv3iZiogt7UHK5DS13NLQaKsQqkZelXI1MlrH3jFUMHWxsW6vEzL0CiD13Qx3RQqoAuNbv/neGy9otujRp0qc1Rl9NnWHbb9s9lTdSy0XnKl6KaoEE+lpk/aWHslkOi7wP3dDXe3N9zcKCPfuzdvyXGmpIX9bg9jz9ArYcLXv/+dpsctM+Mw8OWXXxFT5niaOJ4mDscTu92eN2/fgYim+4m2eyAEVbqlEFPmdJpYlswcCze+436/x8dCiIVzLMynEx/ff8/xcGAcQgNeInA6HXFO6HynhcRx4enpPe+//5rD8wcOzx8JLrPfDXTackpz4Z0j+YQUIfQGoCKkLCwx4p0QcqiYDW3sa330XMHJYj3sNl5thN57inhy6FjmyDIrEUfMuYHMcQg477i/u6GIcPM04p0Ql2l1T4lF2p2tjSpDmwSHVYi8lm5XNr/Jlbh5uVd+3O658Ay9IsPK9hMGrDZy2nkzIvXv6px0zhHGjvuHHfv9jnfvHvj+u+/5/e9+R2H14F7qj82Ftjd/ade8+pAXX23OqXIhmn4cePp5AazgAw8PD420aj7P5AglOVKXKb3QedtflbzA5q/Scmv9a6GUpIYhCbDeO6YTfQiEFwC2GpdwAe5Z9UONnOvnatrb+nXBanJdaV75ll5VcgNyW7vjokG5rZ2YYjvpFsxvdXvfdXgfVh22BUms66M1Ts1rlHrb3686m+rYaJTLU3VryoU5ZWbJnF3USIh3EDx9cHA3QkwcOiFOiQ9xYnYJt3RQNIVvjgun6UTxjuIFP3TIruN5hKMv/FfP3/GUJiYp9OPAn/361+z2I87BvCxM5wMShOHdPYnEXBLTohGbY1qsObIaMp33UKrNpWQHWm+e1ZGVNQghUXAJBYLLTCFzXk4gHb3sGDwM4YbTcmY+TaQsJDyJyJyl9YqbvdA7IfU9oxMIDg+UoVPZGx39/S3vfvEl3Ztbut3AczxxPM043yPeK7hORbMOSpWGQhKxZseZmsLqjEiukk0ooUbRZIWNLSu2lp3JZ009rmDK5MpGLgmwpIWUEsfDkZgS0/lMzJFzmng+HfhwfLJ+VaqbnRdkDPjstdasFODD63v71Vf/AxxrxMA8LG1jo0h2s1koxhAnirrFFEY719UvzZPSxrZpEg2TltVgVlpYm6wL780W8cKVhFlF04uIA3btemXZIOwNkgbt1u0D+5tbdrsd3jtFxDmZJ4J2LU0bNer3jbF7kXKxvYEKTuVK7X/CAK4i1cnq9Wivy0oCstWb9fN6L5sGxtaZvVI+SxHEQdd39DFyOMzkUtjvem72I3c3e3JOPD0dtTzcKa0ypdg5VraILURVZ43VNWBF5yKbed+MRVkNjzoHsh0nXjIZQbFUSp0nnINUDGALtFoniyjJOtLSLA/ZXGdVbG2orhwvq1HWznzx/Yt/7Zs2VmxwVAWYrT1roYjV+Dld9xVMBe/VobB++eJufsTy+RkcWw/l5s/NA73mjKgfb++h4LUaCpf25Xri6slyFRY412iKq4HShUDfaSRqHEeWcyaWBEYLW4CcNP04powPHb5SgseFZdaUPe80HaULXhOA6hqjEDotUg9eIzNJfQbauNN5nAsEQzzFFUhGtYy2YCi5Ygp9Sq0XUErYaTpxfH7idDgQp1lz/F1ltTLlbyDKh4yQySFq1CiXSlVo5C2WvhGT7jlZW1bUKF5NBdxIJvuckYBYaog2qK1pvnrd3dARY8d+6CgpcjQGLqoeaPLFriBCdaVdOw2UvamuqlUuVhmwOva2sAaTZ+uaauuyRqjbvH1KRtv1q1F7EUm3UZENJ2x7X/VmKcrI1/WBd599xsPDPb/85ZcIwnffffdCn6yPveq+snmGtqNkfTY1yKuOXg2gF+eS9T291f8wjHz/WIc4xzjuSNZGRYrVQBeo5QwJoFiT3TbeJofbnG50RdU5qnibfofN+i0VdFzZAusZbOzrJK5gvM1n3UN51SuYTZApkC39KiUcYnrFahfr5ey8F2J3s88uHHaiTpMqMysZTmUh/FRU4DIaoRerTtYtEFsHYXVy+40t5bJ+N9t5so35ZI6gs2VG5ZyZUmRKEVxAxJO9IEE4lcghRZ7nM4c84/eBfhwYx56+0957duaWaZBLVtvI5qO23klFe6a2SoZcM6z0OYpotARUXpuGQYozkp7CFBNFhLmIUpoDkUIsRcvuClQmrlwEyTBbicJJEtk7ei/4gjnjhNxB7j2l0+dOoP2qnKfZQLlK0EvdmKuMo2wtks386JxXZ75O4cYmoayypcpkMRKIug8ESwW0YUMBWSaTSmLJkSXOCrCyOuZSybjmmK4Ml7WG9/XjJwGiRCB4LR4GWRe0d6aUCiVGkg2cz6IFdt5TpLDtB+g2P8U0agOmZmi2VBGrA6gkfgIWMV0Fin6j0lhepdSJFXM3xYUWXddr2xGcJ2wmd5omJUuw+8imcLoucHNzy69+/Sfs9nvEqRc5RgVRLjiMW7PVIoQu4IO3UGppxFFVaZbm7cNA18Y79Opk2Pg5Vf5OvNafubVnhI6vGhQ1EuWw6A0F7xxDPxoRAkBozC9OHMXqQG7v97jO8c3Hj+RSeHj7OZQ7/sWf/ZLf/Cbw3dcfjLp49TQ45xHnSXpFbZZpgkAEOueASLa6jeDVe+JKgpLbetJNmFfWUCxdwQR/MaPPWyQiFw2vh67HOU/X94g4zueFmLJFpsQ8vkrvXuv3dOwKTlaWFwFwxZRc3ihKtQ21J5paHso0WkFkQSSj9chuY59taDirB28jj5Ca6lQNm5W5UsP0hTxHRDw3w8AQAqQ6ZmiTPWrYvRjwKvifsaFTHRfqicnrnsGcIubBdObZVI26el19peu171SDYWvaq94vLcreBW22i+/V8zidCFb7MPQj97f3PNw98PbhLc8Cx5xsrHNrlDtF3XFv79/Sdx25eOb5zNPjI9577m/3hOCV9dOE3yku5JK4u7+na40tHQuOIoG+3yPdDgk7dt1I6PcsSZdAssjn+fSBOc2outQnzCUR55lpOvP08SPTfOJ0OhKc0HvHgF8bUKJ7okhBdoN6EN2ijRhdVI978BQvJArLMpHnwtD32pDTe7xzxCUiOB3Tq/GuqUWdOHzXadqJEU6kEollIiN8/rDnZvCcnj/yURKnj9n6mejYFIFYzMRygdoTJYPVe6iGKSWTloVKZiRmFFSyGaVE9vXubGVtnDZFZSYmO7EUyQKWnVFrfFXX1EhnG/+cSWmmDq4zB1a9G+9VXp6tgatYnYmEQJLMeUncvbnhv/uf/Mf8ya9/zX/0l3/J/+W/+D/zm9/8Rms9lkXXp3dWk7Ct7jL9eYGern5t9MQqn3MRLtOWiwFfm8myiq/XjhVY/bzkTggdn332JefTSaN7S0JT8TxSMmme1BA2I9U7x7gbdNxT1X3SQH5d+M67lhUhrM1ma5uAnBM1Ei5iGRSq7WwtrQau9jZK6rApGyBl0YSY5mqqr2yxsVBSJk4z0+kEw0BXOvxO9WYj0LH/rfXqalN5qevaNdZA77yuB9vLcZ4b7bmOg35ejfX1UPBXHV9qn/iuUypuq+tbko57dRI6CqMTZbHreoIPlNNMWRLPc1SZS6Fz8NwHIg5KRHJBUmJKkWOaCb0jhA46oXTCN9OR9/HE18cPzC7z61//Kbf3N+z3AyE4SomIZLpO95b3AtkhKdOj+3gcdxQKj8/PxJiYZt3ntQm8kjhkUhGimaASCxILfa/OtUlnlOMykSUy5cjTMvExLzyVyImMF7T/le/ow4i2jyic4sy5ZNKU6Zzj3Pf0znHTd0goSIicbjzHAYJkfIqEceCu33FKM0vUSKnqPWX4K7YeY6mRKZOIorWvri4O2BD+sC4aIMfUauZbBNZ32ki9pdzrl+Y0qRwVtfdlULKkuGTmvHBcjszpRMlKfjTPi9YpJ7jZ3xFCh6arf1re/CRAFKzeijXKsyqKrdAArBl0sSiUqaeN119lUTWXVTDXnlPX3pfmLESV2BqpWQEU299K9XhsLFS5+ISBsfXFRoduP73RProm6DLiPMMwMo4j4zgQutDuoBp7dYEVignPbT1Ue6jLf9sxlqrAfsjLJ+Y1tHQ1FGWsXnlDHW35by8jtjG21KIGQFcUa0an1nJ0KdMFT8yZnBe8Kzzc7Xm6HdkNAcQUABBMiZSrBzSY3X6nsgRWLwVYfdyaXPOiZZSNT/MVF15o8zUqYUqruWBfpoTVK0tzwVYjb11vlbKWUsdOL+za05XNz8tkIkQBv07D5tplVVTXR9l4aOplpc7temZVbKAAqnqo5CWfZDX7fl7mTD3EABTrmmq1e5fOkuvtdJ0KWyWP26zM9o7oO87ZuZqXuTqNzKNmysXX9NB51tzyen4RUta901taXz+MeBHN707Jai6U8UvXXSYETV/LeSDnROjU4eK9dbKWgA8d4gO5OG22KhnxmiISvNd9R4HckyLkNEGxOpmcKXEmLzNpPkOM+FIICEE8QTxeKvhWOVYKeO9AMj44iiQkQY1CNQ+7zYEaUNF6OBWcU2CWq/OhbdPS9nVxDidaW1DBRq31Egq97yi9524/kuPMzdAxx8w5aXNgvEbPQVm29DJ6/ZgKiHqNC1YZZjpHHfbNnKOUliR1sdUvPRybfd1Wjr63rqVPI4vaWFXcurk19VhrZKTU+9f7KUhtJaNU8qHj/uEtb96+4+27z7i9v2cYd9ogeprAUsy299oi6J84LtWLyVyTfdcB7vbZuhfN6aDvycXPn22dlD2Tc95YeNUwkyLNQabDZD3McjFHoDNHsLR1U502FF17DmXrdW0+1gwe1WmuyflWP1XWNVvnsznzzLh9zUaojrr6/sVn7L6LgTZyaQ7Kdleyfq8avA34IC/m+VPXWWW0/p1Kze7ZrBvR9MZqD9QURY1y6/iRDcw5hyQlu5kPR+Jp5nQ6E+dZs2eCZxKHZMcxFlzOuJxZCqRKXOUdSQqpJI5p5pRmfB/oO2HcDwxjT+3xVO1a71bHtGBgRhxFvLUYQSMjOSlbnH2yFCjitGZHzHOeMx7rjSqO4jzZ132eSblwSplTWlgkk53gOo8EZ0yIZtNUSvEE5MKctWbKSyJ66EeHVQpxSAuP5yNjEMbcEfAE0XXtiuk7ey5bvReZG6ANjmumTC2bUVlwLfNW4SE0C8vWfy2LWR2b2UowUs7EHFli5HA8Mi8Tz8cDMS1Nh1T8QbYehsEIgVLGyw+3DvrJgKhNTNF+h5ruVpVv3fs1ENpiIU2B0ASxChi2GKcx+q3kdvaLw66t16iZTC8VxarsWpBxqxBLuei1o4+SW3i+eliyCzgyIlqIl9OM9443Dw/c3N2yv7lpPXqq/S3etXzEXCpFcdciPDWNbcvEt9ZJ0V77g8rIwI6RZ+r3DfCtC6lcfFzrsBUYVjrIEEJLV2qQoGhjtprR3e8G8I79zcA0zcTlhJPEL754wzKd+M3DyOE0czjN+N7jO0cs2pBXDXjXYlTFXim2boqFk9akwtUoU2/vxuC9UuZNp2VTBmVlIVrzveszWY2S9cda07xqLFTWBbguEy5u6Xr4scC6KLVq1Xtbw2vd09Uy2X7/an4+CXb0VWd00fUZO2fpFFG9dzi31ltth/HyUj+vQy6ZHUHD/KSNqVj/Uy7H87qmsBLY1Ejd+kn1mjY5IkamIgJeKbVVj2TislByJnjPPM98+PCBnBZTNrqSlpwpRbi5f0Nwjv3NDWlZ+Pj9d+SU2A07bSrpHaUo3e6uHxnGnnHXqcIQVZj9uNeIRQl43+H8SMqOw2GiWxwxecZxzzD09ENP8I5dSMR4Zj4rQ988TcScmJYJ5hNlOuFypgcG5+l8t3qVa7+QWs/pCj4XBVAxEoujlEwptSiZpkRjWkhZG/E65+hCB2jEO2eNNK3kBxatNX0RnTKEpZoSXZRkYuiEznX84t09YxAOjx95PJw5vX9WRSEO3/WE0HOaE0uyAm+B0xwVEFjqjQ9eZUAqFnrUeQxWw1DTTrabVHW9rpq6qZqsNz1Utim1VGeKOcGqzU3R5qxecEHHI1r2wrwkXAcuFAOAjmQGZVz0VmNx+H7ki1/8mi9/+Wu++tWv+OyLL7l7eMM0z8T0ZI2RdYeUlbj4lWM14tdXLj9/6cDb/lzlmLJVXjIBXhsxPzcwlXNhOi90XcA7R2c1PyVrGlxOEVKiJDUlteam4LKj6zeRTwqxRAXJtY7InHpOPMHpniutHlhrTUw9a4mA3U8xwpiyKjx0/0jTc+LWmttWQwrN8db+lWp2rT3GXmMFro5ktvKznkukre+CJVkYqNDsm1XP1X2VU63v1D1eHUrDMChrcd+11MCKU4uNu+SCLxDEMXhhOp6ZThMfvvme89OR6cMT5RTZdZpdclgCSywsc8KlRLA+XviOEgK585wkM+WJD8uBx3hmeLun2w88vL0zEJXMcnVaQ27OiZyLASBHccEcz54shVC8srnOGgnPwYxUcSQHi3MqA2Oid57gHJ0LOB9IQYipcJgjSyo8zYlTjEySSZ0Qdj3iO+3j5BzOIvwlCXHRDJ+Eysw5wtjDeOMpZOYyE8/PxPeeNy7zdtezb7Wsgsc3yvI618lZr0tnRHHmHMiCyu22Fk02rr4DtiUa+j0r7xCHF483x0QBI4mIOm45cZomztOZ333zNdM8cTw/473TXodSNPutAClzd3/PMOx5fjwR54Tvug1oeHn8dEBUMwyrZ8RSjux174RiOaLbGpU6yNtNbe6G1ag2743U3V6VlF1ZNrTZFLQHSdHw4sVRHTgVRAvNq5CbJ6kqQdc+qLm8KOKmSbd6SkLXMfQDt7e37PZ7TR9DBQOiaY1rHZA+ZzAQdd1VvP7bFsB/qnj+U4d6r0xht7GtgED/rdn9a460fnn1nlbK7zqrm7gsGKjsOmG/v0Gc5+n5mZIL427k7u6Wzz9/B9898nyYLW/Yk6K0uRLUi5SpEbHLZ9oKZvUa25S0Oy9trbABm9V4rkWzlVqzKpvmabP5XxmHaPdRmYWcjaUNwCUkv0AjVMdMG6dS6mqqzyNcnKBBx8tn3v6s4GkbeZNXfqvnb2Oz8fIh25Gt92ZpOj+wjn7qR90b18e6X17umRde0e37F79Vb3Ftsa1rIMZF91WOjTo65cx5njmezjw9PzP0Pfv9qI4WMpRISxsrGd93AMzzTE4q5J1zZHO8pJzVgOgCXT/gQ0dvjpaUzZvpNMnO+Q7nO03ZckLOibjMZt8XBdJpIAXPMk+kODOdz6S4cD6fiMvCfD4TFyVWEafpsyEEuhBWRw5tKQHVa1joTICHGLQuJBnjn1Tm0ZXcQETHS1MsAA9ZMrFosXrJmtPrHBq5N9njRNN5hHX/ppQsqtez3+94+/YN4g8KmLJSH1OMlbAkU+4qf4OxUDlLZhbTL6Veg7XWQuVDXtfG1uqk4USVt6Zb6v3XlKvmQS8vM/MFAW8pyNm0kTgFzjcB349Kn+0CLapmd5lTZhgHHt68ZTTWwuN5IuVCP4yIOKV+p9TAxat75XqP0PTuqkte7JVPyY2mYl6Cp597jZTImtaqa1qJD0rK1gfOGDi9t1R+JYwIlqZUnNV4xNWx03RLKWTJJPMCpcamqJ+ruqiusUYWspmbSx1dX1yppWvz3y1DXpVhlYCnGcs5IUlY67tWELUFUFWXZtbGu/Ueckx2/dpEN2/MNGkgMFfgduFQ0XSvtMQWHQNNlaxAChJ5iUwpMafE88cnjocjTx8+cj6cSMczTJE4Q5+EPhV68wkLGZcjwSu5VwmO5OGUFk4lMpdMcnB3f8d4u2fYjfSdp7Hpmm0ooo7lDGRLnV5yISWs7Y9Fu/SK+jnLxHfBMpq8J6dqr1R5YvvcnBJzXJhjZprVuVLrynwIzfZJMRLFEWfVTXGe1bFnMlxr3pSQiLyJiIrK+3HoEdDUaWuY7IM60V71eWz2c9n8d/XSrhEqMzLtelKJCmk18qx2bkuXFs3SmBd1Sp6nE4fnZ2JalKUvCiWrAyOnTMkOkY6SlSFxHG+RneerL39J3w/8n/6vf/Xatv7pgKgt812t18h5VUjeOVynt7stcrWxbcxiooiG6t3TQz1oqVRlsOaVt+ttPX7N4qwCCAMO9krDQQb46jnqk0hVHkCxXlfW5BJvwM9QnAB9r0023759Qz8MhBBYki5kH7Rp5NakE1EGm2EYGmVqPVqPn02h5ponvSqmKlQKrNl59p6uWak2Q3toaa3g1pfb57aTsd0AzQhYgYYaW54QOpwL3N/f473n/fsPOBFu7255+/aBP/mTX7Ishd///kPrdr0o+6YBPIscbu+hjdFGGV9YMAb7GlDaKo86wqWBo+rxK41ifwVXlDVauHqbaQCxNo0WxNjENkdzEqz3u97jZaoCiPbfKlXxwOtS6RVj5erVet6VQrp6tjfg11Zb8+xfX6GopxTQuqwrMPZzOCrAhpeGYH2tznMV3M7qo14AqetBtu+vPfpWxTkvjdbQ2IcyKRUOpxOPz8989/0HglFwd0YLnuJZPdU5IgJjFyglczqf1KHS982jPc8zyxwZ9wO397d4S/u9udX87tl6Ik3LDDi6blQyidqXKUVySizTRJxn5u5MXka6LpDigZRmTocDyzJzOj6TYmSZJ1OwFfh4+q6j77uNUZXXNDfRQmpAO9S32s+FXGJbTt7em6aZUjIxKiNT3/WNOCIZa6uAMqTahr7oUJ/VYy2IGqzGrAXCMI6I93yZCt3wyGlJHE4z8TSpgi1LS02qArHrOgWLotGzuMyUkiDFBgJUxWsNUYsmmt5quqGpe9Mj1V4QaSkTjd2xlBrkWgGKrWFnLLUpWyqiBG5u79jf3tGPe0I/4HwP4lux/BwXUs4s88LnX37F7d0dzgcen56JKRuo0oavzVj6JzpqJO6HANTPDk+JZnM4c67movU286SGKrnQ73YMw8Aw9HjveT48k80h4rzTnkHGbnchWqTKKwX8uZKobJynnX/ZT8luy/RUTflcj/r9Sgt9Pp9X/eEcvjLfidY1dX1/8Z1SCuMwvhqR2tolycDCxVEKy3m6ZORte6e0GuUaSVtBVGqyMIkwT/Omj50j9H27xFJgyQvTaWI+Hvn+2+/4+OEjx48HlvOEHDIuFs4TDMXhSQxZUzGdJCgLo++5GXtyL2RXeI4Tz3niTCR54eHdO27f3HFzMygPVTyz6ndHdlprnDNMObMsUanNc2GO+kxT0ohxltBS1Fx1eYrHeyFJsjnXukO1Q63nUi5M88y0RA4njUgphhN6IxdKuZAWBRPzVEHGoiDWB8sfyEhJxJi06e6GtbPvO/b7HXOMzNNMNAbJmrZZWj26KstXVKaZ7NVuLybL6pqV9hkRs9F9zTNadczKpK02znQ+czgd+Ob3X3M6n3g+P+s1HCCFeaJdL2eH9yMpe+ICtzcP7HZ3/Ot//R9ze3sL/8v/46tb+ycBogTLDd0YoVUZFcRSYmrvAf2I33j6RWQ1AktmheNrvUe9TtVUhY23y/67TdFr39l4cOpGLqU0wSNu673HQIKmSJWs0aci0jb71sNdihJE3NzecHt7yzCO+BBUGOR2Mpx5kHMpVuPg6bq+FThfK5tt3yiR2sVbH6wKy+oxlHUA2vcvUgArWLGPtbqazZhK+4/ZGaWCtHW86qCK1LNWQAe7cWzKQkPz+vsXX3zG+w9P7PcdiBCXDEWLQlUEAVZMm0u9043C3wjsdQ82tGisXW06WCuQqjCqxstKW58r4FA0Uc2f5pFpY8LmKJdAZHtv9eJbvLo16msk7fqkdvlXa7s+eWzA8qeOBqRKaZ4wSkLHxVhqquZlBe0/t2MFvpf/rg/hUvH/kAedtq8qTspQKxXsa9W4qCmiqagCzUvi6XDk999+w34/8mX5XIWzE2JSo9+TcaLUuN5qfvqu4/7hgfPpxPfffU8p4EJHN+wYxlti0n5Sy2IptN2O0kEumm/vndIJ912HRj48MSaWqBTqJ545H4PSgMcTOS+cjk+kGJmnsxluRokvmjEQOq+ELt72U9FCdNmuV3Mi1ZQNLVSvjXvrbtPvr8af/q19A69BBBf7iSq1BMR6cRWvjpgkQpoX9WAvCzErecXd3R2/+qXw/Ycn0ncfeT4rfbH4Du8dwansfXj3TkEnsMwz77//nkRGso6TFo4XIBtN+urMuSAHUOtXHW11YKS0lPUmXAtNpup7phdEacuLGSmxZPpuYNzv+fyrr/jiy1/QDTt8pyk7znn6flTPNRrVOJ/PvHv7lmHckUvhw8dHztOkVNHBCIFcaMX8VX99Kp1um/bctsYn9swnX3fS2nh8+rM/L5kj2Bq33m9kyJU5sSioiSkyLbo4vDfyFifKzpa0p1DKWvTvnOBCsLXt13Q1M5BT0qbX6iyAFJSsYmsXbO2QrbzfghxQmZXMQQNYPaWV29v+67oOb6nIKSWWeSG6qEx7m9YQ273aIsJ5vU9YHXwiWqt0Sahiur9o2m6x89XekwoESyOJEmgMqPqw+iPnzDRNfPz4kefHJz6+/8Dzo0ai4nkhL5m8zDAnng8LfRbwe25cR9/t8YAfPdI5fAcLkSUmntKZ5zIhN4FhDPT7gW7sLbK8yZlxTuuWxDPHhfO0cDyfOU8T0Zj4ktUkZ3FkEfA9JSdSihQc3tLBvfOEoKl3YkAkWXhLy1aLjU2tDbPXavmB2WlZF46B2pU8qJpPtfYopUiQQj/03N7d8eVXX/H27Vtub285nE4gEGcl91qWBV98s7XKxkG9TrhbbXiRNkZNA7RIk26WXB1yuaaervpBnHIOPB8PTPOZD+/fczwdmadJgxKi91Jk1fld1zMMI4KD4jifJqZT4V/9yz/jq69+xb/6V3+pIOoTx08HRFWv4fZFqvOvbjzaz2rctAhUBSdbAAUX/9qxMSalnXhNUKtvOFtgK3EDzet3XfvkqjGfViCCMf21Eq9S1gVt3hQnws3NDTe3t4zjqJSS87LxFKlQLdD60NRUvpUlqj7Ueu1LcFVB4Pr7xSC/MiMtiiTrPVShVLbnrafZvl+9qtvN0nCAtLnDAOc4jqRS6LuOmNTT0XUdn3/+jq+//pb9vuO8ZKYlN8+1pvHZTwEjDLNzFja3fAH6VsiiP69NgRUUlQaklGlr/Xx9nepNs1M2Y1mgEpnU2oVVNGxG+XK5tTu6vqetAVE9jJQVSP0wOjKFhFE0b4XXFrnV+zGtvqZqKMNONfz1gza+COLdJ6/8kz7K6o19DURtPVxA86i9bvht9kH7uY0ySNvzCqLsuuabw1JPDocj33z7DV98/s5IAXSvxZxYYtRadIQlJrJkQlCG0ruHezJwmheCD/R9T+hH+nFPOmnK3RILSGG/HxHnmBdNo/FOI91d6KjpoqlkUpyZ54VliYaXCymeKEZlnnMkmyfam4HmvUaHgnd4YyEs27Vle7+6FIqdV8SIJtCUoGJMmjo3NIKHNnU5k6U0Ao1KYqPpiGLgVY/Kxu69Ao1sn8UomadpAXF03cBdCAy7PQXH83Hi6ThzPp4Zbhxd8IROve2ff/aWvh+gZE7HI4fHD0S8Mol6/WyMC0tcDMRt5LK73PfVOJCyNhBtzppqvZisLFnIUmjl5ZUS3nlyFlJJSOjY393z7ouv+JM/++eEflQQ5RQM3d89aGSjU6/28XhiNw7040hOkcenJybz3nvvNVXUe0SMnZVCacL273f8QTBV2gttkH6ODppPHa6tc5WfyRkluGmdmBIuqu72qdYOimZDSGoRIW0zoHulzlMroC+JHFWHppS092QplC40u6GBGqRFStd+YC9BVEp67WVZNut4bahb99/2s9VZFHy4iibZ3t/I3Aqk2vp3zmqCa9Q6XNhaVf+K1Lo5TDZX+WzZPyUrOU8lDGqOm0KKiXmaeHx64rvvvuebr7/RiNQ041TwEpeZPC/Ew5EuQzfAEgZuxx2dE3oJ4AXxhSlHpjjzlCaOeaLv7+ludvS7gTB04NLWy95AVC7ClDLP08Tz8cTheCaaGVtBThh6nQ9fKJZiq1kwtlacUEKnOm3R7IZcaEQ62+DOha4z5041sTUVsmiNXl6Z8nQ7Kmh2CDlGSufo+47buxs+//xzHh4e2O/3xJJIJcGkZEB1HUi3tWEuU+6aXSjQ6j7ZioPGtU2WtW+dJqytpCkAwWtq+/l84vnwxIcPHzidjiyTstMG58321hTSRKbrRm72D3hRmvrz8Vum88Qvvvpn/MVf/Lf4l3/x3+bm5icOooCmWtvgmdHRBnmjhJBmx5kpXQ3LclHftEaRKlrVTacN7bbNu6wjdPWi1XtqRvg60cW8AzUCpR4PViRvXo9KS0sFh7Z5YE0hC12g7wfuHx7Y3+zJqBCa5kkXr3l8dMHowun7nmG3I5gwLM21q8m6r3nM1zS+athsUs+uZqE+75rLJxe6rW6qXFz9iv5rxB51pFZDsV6/ejLqCVOq1O2BoR94eHjgeDzy/v0H+q7n5uaGN28e+MUvvuT3337g9OGREFRo1FSpYh7uZMZ/LdQWKkX5CtpKRQn1p6tRJQsA19fLasjUNImctThVsuYTWuWGprtYjrDu8g2Ir+B8A6TqfIgo685lZLIC0JdNYIUtScYqYNZJeOWNOtZ1TSBN8V18s86PCbGqVIFmkMrGkySlQoTS6lB+fkdZhfFmrC9A/1Zx5/wiwnt9bCOeDcRrgcvqfVO2kFawXZzl+1vH+6fDgd9/8y23f/3X/OoXX/LZu7cMuz193+OtomXoA13w3N3c0HUdS0qcl4XjPHF/N3L/5h39uFNXjwRNP/YajUjF4Ytn6HfNieGcrasaxU8LpJk0n4jTREwK/EpazBOqhBcOLK0NggPvzflSMjktRO0c0gZDpO7O1ZsYY24KDTGShlQsx1/nw3u/RndKYYlRDUNX1r1U8Ubdrwm04UvLE8CJEILVfpUBtyycTidSLsR5QXzAdwM3u5HPP3tDyppxkE3G3+5H+mFA4kzKkfPpzPl8Is1nrYcqNfKYyHGhxNikoDhnVPXuwrFTNk4LqPvK2Xm2laf2WSfUBttKIAKz9R7CB8abW959/iX723vE98RcWKaF0DmcLzyfz4SY2DmtvX33+RcMfUfXj8zTmZiKRcU8YlHKjBCNIEicM5nwqgL55PFjwFBzBZU1encdlf+5HjlnjocD3kBH33VIr32HKhFDNQzmeVbHQvC4IpRpQkRaP7AaUXLiKBkFTjXtsoC4NfLT0vmCJwRPsPrJSsqSskWgktZf1mhAlX31dx/WUoq+73Hea1aMcw1EiYjdu7RnOp1OreRgW3qwBW71u/V+az2x92Ipwis7mkZZqhFdGqGYYD0ha8TUq53mvdVMRU13Oz4fmeeJDx8/8uHjR377299xOJ54fj4Sl6j1PIvq9DInJGe6caQUeC6ZVBb66cg+BN7sRqaSec4TczwzpYnZZ3Lvuf3sgf3be1wftG4zLzisFYqVpsSkTXUP08L7w4mPj0eeno9Es576YSSEjn0fNHXYOwqRmBczNzIhgHMBEUfwgZQdWZS4IhdAtL6uH3cQEjs8bklMeW4sedVBXJ2lKk+19tOL0FldU2e/g77f911L204p8vz0SC6ZrgsqJ01u5pJw2X6vhtuGFbj9kzVDqaI+vTW131X+W2ZVLqRYAw2bNNWUEOf48P49Hz5+4Ph8IMaF3W5HKZnD+diiviF07Pe3iHScjom4aLuNu9vP+PLLW/7iL/47/It/8ReU0nE6rZHS6+MnAaKqQVaHsJTSlK0zB4KrjVo3tq6m8FVrupjwNeY1AcG3Xj0iGHJXj+VlGtJGVW3PSTWEUO+EfbZ5B0UamBKvyL+yqVXHh1hjyK3wqFDNB0/Xd+z2O41CUUiWr++s+SayMexKwQf1NHvrrVBHsHpqqydm/Z32++V7n5qNrdFzwWG3rvbN0t+cch0wrhXgCmTdBrBqmlyh6xyhC+z2O/V4zTPBFM3NzZ63bx/48HhotQ9OaoGutNQXG3IVAnX+N1O1zp17ca9s1sGFFVznayNoclaKTpdT+ztb87u2bEr7dhVN1MgoVLwpq2OMdY5Xm2FjpIi8Ml/m5Zf1S9s7L4LVuknFhRfffW3+69MXzNvPOp7tnkq9V33mTN7UEP58jsJlJGr7E1aZUfcBG4PiAiyV9fMvDkGVvO0jqc3MRNYmkCgw17z0zOk88fHpka+//YaHhzveljdq+HQByQtC1ibVXeDm7hYnauAuKTHHBM6zu7kldMFSwjRFz7mAuEApytLWheHCM9rkZ06UHClpIceJuJy0V0qOypVLbvsQ7xFqavMKwjGmOvVqa7TEuer90qeuKcsp1+aZa0QqFVfzUMwHsBpqOWfKYpH6ogBQewwaPrXrK8DXYuxVSev5FUQFc1ZoRGqJBd8VfDcw9B13t3uOpzNLXDgviZRhN3QMQ4/kSIqZ6fjMfJ4UMJne0XsWG0eL4gJIVgoqMqtg2i6hTfTe1s7ajF3aa/rXKrc0/TnpGAUFQ3d3DwzDDpwnxqxz5zq8ZE7TjI+ZMIz4INzc3tJ3yuQl4jbF4maoe+2RV3JpVPXb9f5DIOcP/d2OcrE0WNXdpcPn+u+f05FzZjqf2Y+jGfsOCUHXrKVQpSU28JFzZnAAjmIR3+rY8cbwWZ1iqUYQcganjldn+6XrlMkyBH+RVredv5zV7vCsJFFbB1IFP2UY1Jju+wtQ9FpNdk3Rq5kz2ZxQ2/F4be1Ux7dzDk8t2ajkVKVFVC50rVvvd2X/UwIJaTWRGmGZ5onj8ch3337Hh48f+ebb71iWxLRUxkNtL5FiwiXBFaHrOyjCeU4UEh/jmexH9p3XqF+amfKsPfR6h/Se8faG/f0tLjgKmVwSkOmcgSjnISuT5rREDueZp9OZx+MZlfLCXnp6Cl3xFJQaP0tNxc5EMuKcASobd5cQa7bRAIilWxbn6ZOQWHCTuriyOZCrw0rlmI2/ZRZ46y0XLOVae16iDKQGzlOKnE4Rb31LuxAoFGJlRb2yHS7m3P7VnJbVmlnZIuva1w4Alb482TlTW8tV5xwPR56fnpmniVIKN11HoXA8HY0wKeOCYxx2LAucp8x0npmnyOef/ZqvvvwFX331K7744hccDiem6dPR958EiKJoDm/rLcQ6IDalqneKa8bqSgyxev6rodomxSa7FlsVaxrZIiPeFHtZ3wdVWQ0rAFKkpVDUKIFuWqGw5usWKQRPMxzq/YmFp+v1nWgvlxoCHS2yVIu+nTU3rCHzFLVHSt/37MaR/Tg2YajKtxp3XAhIuPz7xymgWs9ViRvUQnJS4yCuvV71fFPs22feGE7rZlmthirg1EOsXpT7u3vI6PM5x3w+sxs6fv3LLzkcDpyOB+asRei17w52H7WVjVBabZ2I9X+4uP46Vpr2u3qzCq7dW609aDBQWAVNypZtJLZmtFbFWe2FdzTvvrB2Pv+hMV+FhtXI5FroayDIqKkb604jd7e1lqs9fAmoeOWvTx4bjogKMlrB70b4AUassY7zz/F4zUCrP1v0WlT555xNofjmMSuvjjUX51TDxpiWSiGXRC7ZFJ0xYtd5Bijw9bfveXw64l0ACl+8feBmPzJ0Pd45djv1AA79SMqJp6cnlpgY98oCFYaeUoSYBB8GQue4v39D3/erIjOylBiVFGE5R0queexn4nyGPOFdREKhFGespSaLsSh/7V+XMylq4/MYV6Dpgsky67VhUINUSmOlaquqYQZZ/11FCpuXXIRcKiW0W/Pk69nMq19IZiRkc6BZ+rVzBOe5v7tjmmeWpwM5RU7HZwThfjfivviMh7s7Pjw9c54W7m52uBD48OED0zTz8cNHzbMvSWWQ1T1QoHfQ9b6Bg9Lsx+qA0PtsjZpLMzWaQVFa+m0rIze2T328xkJm9aTj/pZxf0cYb1iK8Ph8ZI5Z2bSez+QCx9OJXAr7/Z79fs+f//mfc3uz4/N3b4jLrDjZBcIw0g07+mFknpV9Ea869Vq/vFYH9drfnzyuPibOGX38p8/3cxM5JSsRTH/q6Bb13NsbLaoUhp5eNlTiVfaaB6DrtOebN4r/2oB2ibGlnItTI7KCF/2+EPzKlAdomlvRxuGuC/TSNedDa3y8OUTE6ib1qGl7W8dSBU+1RqoCrQq26lqp6+U6ClXBW6t3xyJRds1clHmzCxXurcZ+lRfKLDfju9AouxOZ0/HM+Xzm+/ffczg887vf/p7nw5EPH55QL7nX2tNUmBdlCd0Zs+Vud0coMH//SIyJeD5wJtPfjhQiiUjyhSRw93DL/n7Hzdt79nc3JB/V0ViZnp06fueUOEwz3z8d+f75me+eDjweJ23wW4RcHDEkupLJh0jwmSDq5JqXjKOQXaGUhDf72GF2QgVaWVsy4KELPZILY/FkcbjT3GjutWQBirVoqA4pb+es/SJj0TpMcWOz3ebpzIf33wH6XLubPcM44J1j6HtcWtamudVWx6ar2D42oVdlX0PJ1Z7drB1noE7MeZtSIi2JeZqZpolpmpSw5XymDwGGUck5jhOForTr3tGHAR8CeYFlykynxDRn5qXwz//5v+Qv//Lf8PbtFzjXMc1PLMtPPBKlXsOsRYJbd1TOusDbxitbO659lxV3r95408Gu4eCygrP2ra2oKBc/K1gTab5BKIbcc6X43F6MhuCrod6UC6gBnFah4ZzTxrr7XaMwVY/mWiwnTlqvpWDCKATNbd6yC642xxYw0a61/fljvXkrKNqCoxWEwGr4VaNqpXVYIx3Oba5/aYc3Y1QNEAWJw9A3YR2XheA9d3c33Ox37MaedI7EuBay14QXozxYAVQd9xW6rZuyjc3GeF1navPh+tL63KvXeAPeWedASbVWkClgKRJQ01Ss0OzVUb9clfr3CqSqYcnFVlhLMMt6Cl5/aeP7a3+VQmuiWG+6EWps956N1toj+DLl8Od0qF3ychIujYLNUF4ZC3oOWU92NQ7rUi9QND9/q0zqp1ciYlWzDjieJ47HifcfPvLx4wN3+5Fx6HB9p6QNwbqz2/7MuYA4ur5XA0uEYoQVSl0e6LqBvh+IlfKXqPdohcdxWazOaSHGhZQWtKdSxnn0fAClOlRYPYRVwuZyydRp72tKb9mAKNn0d6t7QaCswPSaOn8Lcp2IEvZYpGqt5ygtsHZ5bGqkqtdaChTPMAyUAsGdiLkQ44IPHSF4bnYDXd+RctI+WYOy8pETOc6kRb2cXfAreYUpDhFa5kQdA9U/Nv/mUU2FBv7qeFS9pelbl5JMKCTWjA0dFzUsxnFP1w8aPcpKQDJHJeqJBraenp81zep85nQ+8+6zz8g5cXuzVxBt5wuh02boXccyT+Y83OqW1/XJp36ve6LNcFnl8DZjof13s89eP9/PC0WVUtY6OTQlz95RSvMg1izb4WxeU4y6xm0JuE1aXM6ZYhErrV1VEeQQcGtKXB3HmpFT7+WiJsYycyp5STPBNiAHVgdEtaO2jHrXrVa2RBLXIGp7D1v94cxgboRh9WKbQ1htLbFoaaMtR2VZShnxq02YU2Y6T5yOJx4/PvJ8eObp6YnjaWKeFo3CBkeMmSUVoulWCR2u7wnjgMuQvLNaswWfA6ccgUQRAzQihLFnvN3TDT2+C6SSms1pg0MBYk7MMXKaJo7TzGleOMfEnAtLVieTTxoxCUsipELn1E5OqeBF06l9hmREIyr3V92zdcJ6HyhS8D6tDnjrr9BMmWpDi7Saf9lMglLFO5Oh+npKkel8Vke0c3SxIyQdT+80E4Bs6dVb26/aQFsAVda11VLfr3Wu1LUK4rE+nlp7NZ0nDodnTudzswnrs06L2tZevHIVeGVZzJY6rktZAfnbd5/xq1/9mt24Q6xuLV2RR26PnwiIQj0yNqLq5K+WYqUrrJ9TddR47mVN0asGazVvVqGxmb8NLmgb3+qotoW9lUtWmV1KW2S1uZsvGgEKwehEa0PdUIWRXq4VVdp5cykaqQiee2M0ESetCFLEMe527V5TKa153DAMDJ16oasGuqjNYiW+KOVS+GnRdWYjs9rYbHVTU1RbY0gvtA5cHV8sQ8UEmp5vIxQtP7lu1JRjoxoWES3Obso4a6+B3cgXX3zO8/Mz33/3PX0/8u7NWz7/7DOOxzPTb37P4XjED8E6bRckVy8MtLSazTxvnk5noab0CWrcNYvWBHRdc6hiC11HZbapnvQV62i00NERgqMLQVMn2nrEhNuailCyGlnNcy4bQpUr42AFP5cPUzZvlhffunrkq5M1+CRbE23zMV2oazPGnChZhSRSI39iTZg/BQh/4odcFkRXo+AyTWlj1MELYolL0+/1I5t3N6XcejQVsX1TSuvnonsFDSwaNfbX335LSjMlR87TO/7Vn/+Z9lTLkbgsfPf993R9x5dffcXxPOH7HYLw/uMTQzfSdQN50R5Hz89n5jnjbfLjMmvUyUgiUjxbz4yZlCZSnEASQSAYSMhZ2YtqDnqlaK9pFYhR73oxcaHRlByzRZ6KrSGHC8pY5S0bQKl49bOVohbvccX65cXY5HXXBUopTGddm/NsGtoaYwNrj7YKrGySgtXDphwJDm73O4a+p+t7pnnm6fmk6ZHLhBPH4B1fvnugFKEbBkQc9/ueZVk4PB82jUX1WTQVSaibvToakqUOzsuiTGeLsphNlpq4WN+qVAopo4ZgUfCqZ9HaM8zAyaVwOk/4rufLL77i/s1b/vSf/wUF4TRNhK4QRPChpxs8x7NSaf/Jn/4znHN8/KD1C3/7t3/H3d0dfVBmQYeS99y/ecPxeCBFZYI8HR0lz1CSzX8FcJd1S7q1XgNP7d2LlhqXHyxtz7yoCX3FGfhzOlJOHI7PjONAyZpeVy3dUjSCq5arb8Am9JqCNM9L9TGo7MiZJWo9H+hpNHtFm43KxniszoWczInhcnu/lArUt+NZiFZzklNcgZZoLdQ2u6M6L1JKF/PinGMYBmC1sS7Sca8A2HX2TH2mRl9uZFxrL6S6Tuyz1daRaocI81nbIpzPGqH493/1Vzw/P/Pb3/+euMRWizkOO6YlcXyemGMkxsTd/R3DOHB390DnA6fzRJ4XJhK4jAuCSOb75UzvhWHQ/kJOAjefPfDmi3e43hOzpkGXklobloywpMzjeeLD85GvP3zk/fOJj6eJcypMBBYcSYQ4ZXycOS4ZL47eq3Olt7RA1zlCdpTiNHPICUvSKJrDMiBqVpSrLMYGNHNqbVu8OELnDUyVVrsevFdbIWutbEkLQqHvA8Fj7TAiOSfGYce435FK5ng8EnplMg29Nn/WNj9FZdiVXm1zvolQ5lLwQRlFnZGg5KwNnPuug6ArfTpPRmSycDwcePz4yPF4bCUv1cbpvfbDCpsSmZhhjoXgO25uet59/iXv3n3GX/7rf8Of//m/BAnkIrx58/YH5c1PB0SxDmKLUGw8+vaJBlcLmxjCFtVennA1YFecXc/UvIb1hUuH2OqVaeiY1TtfIx+XHpU1Z7ydtJ5yI2S894Q+0A+qvCsobEV9zrVrVSFb2Xi2RZawemagegeqsql1QbJZsqv3r97LawBKo0bFPAQb0FTdqrKO4WZIL55867UvdS6u5qdG7XIzJB1d6Bj3I9M0ad8TlPFqN47c3d7S+e9WBHEBsNVoaRG6qx2q43AVhbtYM/a6LYwKgOo6bKO9AS56Xn3dudJS+holvn2wnqNcfBO2THx6K5eLuFTrT9Yxf+1Y15xUiHcxAOXis9fTUK6+YWdr1yvrN2wK6zIAaTU/P8fjtXS++nr1wm1TUITLdZ1rbVC5PNd6AX2zyo76Wp2v6itdt60xtdm4TsYe9Xw4cHOz09x3p6ldJUNMEZ+1iDfj2N8sTOeJ8/GMoIxqJEGKKpuStDM7FOI8aYphjOS0aLQhRwNtC6VEnGTzaquHPImHIgjenrlGfuoaKSsTnT1TrdVYa5+wRokFKtHMldS0IV3X4QbgioA4jxT1vmackr2YbyTnrRd7EzFmdRjU+xWhpQKNNj9zvyBLIudonlBH5zS1OhgbqpMdKfb03m3SmiCETQ1H7Q9lM5+yMqtN80xMiWnW73beKwV90pSsJWf1iJPM4IFUG4XbBswoIU5JCRdgHEdu9jfc399znmam5wPOa6rfMHZ0/cCcCiVGhmHEOU/ojixL5Hg84Z1nmmaCF7yJ/tB1jLuR/c0tx8Mz83wmLVbQbmv4tTS+a4N4G9kQNsb6azZJ2xuXTrkfnRb4Ez5KKSzL0hjuYuzWNSpAguiqQ9jSNyvxVfUg2165tjlWb30lytron3p9+28u+SKtr4n26tCj2jTmcN0Yj8VsguvnWiOiL6MG25/X36nvbaNTYiBJndtm/1SWuWSpr3mTTVSdk2YzOq/yofaMOp/PnI4nnp6eeH4+cHg+2hh4Gzevci8mdeBkbeY9jiPDMBKc5/l4UtZgSwkWr7VJU45KitUF7QHmCr7vCH1nttOaxaFTp86iaH2bztPM6TxxniNzSixZm2EnsbrQoiUHpSScJHLS/SmupoNbVH/Fv2jGQGX8rDF4i2EL1Oa0TurncmvXU+dj7UFVI96rlaD2ljSba+t8DCGQ5pmUIpLq+rJmvlzJiqs66qoRK5BT7WhrutSx1GdskSizA1NUp+I8T5pFESPJAKBzvsmVSzBfNDW5aPmM+I6Hhwe++uoXPLx5w2635zyrTO76jhcLf3P8ZECUChat/fGWsub9YAVkq7dEiyohxdyQNXXjQQtDKoPb2pleka0uIN2bhZwXnbRNU19YvSc635pvmtPSvI6lFKRTD8A0L8okE5RBpXOdMYdojVdvzd1EpHkf37x7y/3DA+PNHt8FlmVWD2QFaiVbb5elCZi+H7jZ36jSL0UNiS3AaWV5lwC0Lc9GB7kq42vdtBqOWgzZNmKp6QFWl7Oxr69xSPBd+yPnLcsWlA35RS2MRcTAEuY9cDh5R06J8LUWLB4OB969feDu/p5vv3/i8emkeeApM972KljTAhSGQTtOp1nZjuZ5ppS9pkBQwJptlkKLDNRNqnVIhRxrxFE93eRIzakom87g9jD6o6jn2Kv5ihenBYz2weqhv3CL2/bbNrOs6Q/RvGI+aORRihCX1MbTibvY1yLaZ02MJbApWHvArSCsyqfeRqUzrTTVoQuUlLR3qHi862xNYN5BGnhyXX+RWvpzPKpS36aFbY2BbW2YM0FcaxEo1uOOVUEUSqsr1HSOrODaC65YVNMUnQp13Y+pZJYY6Tvt/n5eZpYPE99++z1O4PB8YD8O3N+MOIFJtMhbRNsEfPnlyDdff8M3X3/L4XDGi0eKwyE8Px+UvWlZyDmR5pkQHO/e3jNNJ779+nekNBGXI7ux52bfo12tE133liF0lKgU4hU0DtZMVw0hjUglY+/LRVNRlhjV62myyFmTXZwDtxqK5LqmbAS3UYhKty2r7EBEvd2lOlP0p/aomVnmiWWemwFWi/GXadJ1b6f34nRepKPzjqELzDExzZElaeF39f/0nUOcZ/A9ORfudmuNiBoXG+NWFQvBaVRayTk0AlUjT6UoaKopSDFnppg4TxPH85mUNFXnNC0sS+I8a4Nc5fcohJTpRXjY75Q5sOuYzVB3PhCAL7/8gi+++Iq/+rvfGH351AzFUgrff/yAUDgej1rPKYV5mUGEN2/fcXdzS5wnlnnisJzIKeGDN2y7GkbXBnTdV1syga3BfR1lagxuztN1A8OwuyApqEQFdW9+eJ7+IVv+n/woRYva3UdNW5+WSeWtMen54LVtSdDCfCeu1UWPw2COjEApWs+EOLphbOdust72WTYgVVN4qmG6xGj1RlbbaHaSfiaztrEQQheac6+UwhQXBKzJ9OU8VoKJythXrznPut4ra1/91+rfNwCq9oqqEShvoEpbHFgkivqYysTnxeOsT1ZG9bbSfGs099vvP/D09MQ333zL6XwmxqT2giSVw0XBky+C+EDnhTe399zfP7C72UOB9998w/l8JsZIJ8Ldwx2+ZA7LxHDTc/vZW1yJCBHXKYDrXSB4R05CKSpjAKaUOJxnvvnwkfdPJ779+MRxKRznzFxgyQ6CBx8ovgcRTvMMpbBIwaNVWPuh527fk4F5KTinNUz4QAgOTTRUUCWsdWa7mxsIHbfnieM0cZ4PgO77ZtaZPVLMLkum58agbJ3V8PNe61LP04lhNyKizqJlmTXFMSudOCLMUXuM9X3fiEBqE3Qn1jg9aqP3Cp6C94hznM9nCyjoOhv7nhQTp9ORjx8+8vvffc3T4xOPHx8ppWimQtYU5hDUIbkkzWSoewYj0Oi6gHQ73LDnn/2zP+Nf/+W/4c27dxQntSDM5N3PBETVzVEVZUWc1fRbjcANm0gFO81Qr5vy1au031QA6Bdzo0W3dJ5cI0JVqa/Xyxfc+1aQJ+Cy5sXm2lI+F3CrkMkm6MQ5+mFgHLWTdyMwKKuAqB6MivAvCjQvvE1y8UwVQF0/6/b3ZkC8uibW79bweLlSkEWq96jJ6wtP+vY8KxDdGphcbFbKpUKtgjgEpXEuRSgpEbzWg+x3ozbnnRR41iZcpTFy6TldY8HZEkvUC6/Cu6GXFU1djMbqZV//rlHQsvncajjRwPz2ffPdrrUedTxKfY8Gfl5uWLeut+Z54/U5VOtGz7F5xAtP0Oubo3k0a81J82iKcEGwLpvPXqW4/dyO19KRNu+u6/bK6LsYR9u7F+NQ1ina7o9tVBOujMwMpfjW/0dztdWoPh1PTJP2buJmbIaId+pU8cHRjyPjMGpRt8F5ZzMX40JcFk7HIzklyImh74D7ujJbQ80QhJg8pSwUEtN0tkfqoVSKa01N0WCN24CoqM0gy5rKtpUn1RN6aXCvQkku5Mj6Ls3Bs77WCuDFmmmWYlT0sv69AVliwm91nK2XqvZmCJWO3mo6spjnuxiI093kpJBbVrCZmkXZWUv1EQsEKXhMRwjg1IsdzHjtbF+nrE6dPiU67wjOEVPRegfxzE4N2JQyS9K6iOQTAUjLTJxnlnlWEiI01TIui6YkDj1vHh7o+p6np2eWeWk9B2s2wLIsZCckMjEmBan9gHSdsrF5r87BXAhX++VTAOp6X21B15b5rTobFUB1hK6n78YGrLYNWSsw87//np/TUYo6VpfFaqK8N/YzBVAhK5tZJuOLRTZyBSYdrmDOFygpmbypTsnNdZDWf42yyUvYiCu1d7SlgFxM0UbPbTdb1Tem4mq67Vb+X+uB16KU1+mf258Xr23k6vZzamtcAfar82t6YWaJiWWJPB8PPB8OTPNi61rlZbbIeE4qCxpjovN0viP4YE7QrFEqIxYKwei7c4KScF0g9AEpBkyda8NV2/Dovet1l5SZY+I0LcwxkgoUcbjgLXpTm/bUOm8hFfRebF6jOdlTroGDrFT4TsFapQOvs9nsZbsPZfIMhGVNkb7OuqKsZF21/EDHe32/ytOa1l0XSLF00LKxfy8Nv0t7RGxe6/zVmttmv+Q1GomB7WWeORwOHI9HjkdtpptTbBep5G4tq61q4lIBe9ISHLMRvddSkrv7OzpzDq7Ku1yss+vjJwGiqkGgOsZZl3T1xKj2USVdig0m6r2jgHRuTeeyzaG9f9a8+DWlzYRArsZkxTs2+VRqBC2uLV4p0r2nFZelymiSFD0V65rsHeZBmVGTkyb4o0WwvPeM447b2ztu7+9BlGkum2BCzJjJWb235kGthAvDMFxRm69g5Xo8t++vBsr6+R8yHNefDnFmhDjXNlIFrsU2Wuu/RJV7lZ3PE1oPCfVo5Jy1iD1lohFpZAOvlR2xCx27YVTmrPPE+XTGi+bYfvnFG3KO/M1vv+FwOhOnc0sZKiVzOkWCF3a9Y+gDu/1o+b5lgx1WFseLpxYoKuvwjsa019gaTesIm+hR9cjVykNrTuudI6MFlSvgqqvrEmCtJmSdO6HWYLU7LjU1yvpk/P+RRie2vuqzVuGl+8PqWaxYtxqZ2szPt6Lmahhr35vVg/xzPD6VbtLeXz94+W97lI1zpyoQ8/qK6DpwiEaZVUNRzW5xDhc0wutDsKLh2m8okZJQovDhwyMlRb77/j19F7jf7xj7Tpvq+qAR2bHj3bvPkKQ9j5x4nTdUhv7m7/6Ox8cnfv+737EsyjR3d3dHN3T4AA9v7nl+KhyOH5mXhdMEKU6kvPD8fEDEcf/wBaEbWOZozopkzwkKTsyRUdR7FwzY9X3fWDy1FkrvrdbY5QtRZAa2N2WtwlqHfpMqq5+0sd+kzmltba1J1v1LUa9pbW1RSuE0zS33XtBC42KSOzjBdZ7eu5bFkG1uc1YWw5IzpE2j0pIb41oBgtPzxKT1YDWC6wU8aFRaRCmpq6GD+t5qVsISC0vMHA5npnnhdJ6JNUoWEx/cM4nCt7/5W46HA2JNdYPzxPOJ0/OR5XxESuY/+st/zbjb81/+23/L+/fv+e1vfkNKwps3D3QhcDg+611YiqrDcXO7Yz8O7G9uCF3PvBSmU8RRrCeY/msscGwN2csGqtsIRCVV6rqOu7s7hmHgzZs3dF3Hbrc3kCsNYFUju2aBOOf493/z2x+9z38KRy6Z83TGeacOjbjY/At9UAKPbhgIfddsFmdOkmlZTAaH5uQKPtB3faOZruUAKSfLANkw+6H6rCptrc1LTZbXmmndI1eRQ1YQ094rRj6yoTjfRgtrRAloEac6d/XnlrSoyt96LmdRY2drsWaq+NoPyQUKEIvW7M5xaeebbW98+917Docjf/O3f8fxcOR0MhKYriPmzPl01rTZObdm48Mw0vU946AsqE8fH5nnmfl0puTMw/0dQ99zf3uj5DJzx3h3Q9iNBCkEyfhOCRxKLrSekQASSCXzeFp4PE58eDpzjhnX7xhcR3ADz+cIS+I4JZYlkyThxBHtFEGHnmnJeEmcTjNBIFIUkHtPcFrbWOu+i1HeJ0uBTAaAhjCQe9iPUWWUrZkKQkvJdEZtbpZgW0sKmlyzG2pbDHJSdr+Nc1xs2XXeyD+yUaqLsTKH0DI5ckzM50mjmbbvndnyFIxOPvH08SOn45Fvvv6G4/OBj+8/tvUW40JMmXHYNVp/bY+k45AXdRI9Hw/4vmfY92qnhsD+5oaHt28ZdiOuc0hS8JUl0dgVXzl+EiAKmpmvv1eve740UC7SbbjygLncaJ7NCWnG/uoZyBRj1ntpNFX7pgoNV8FDMaKIakq3z6xG7mpXrUZqpQQvlpsbY2QYB8Zxp7VQXWfU10b9WA2DLcARFUJd17Xu5BUQ1rH6VP7xpwzE5nX4MQa4CFhX7GpstzEt1TuhN1ojieux5rJSvb/2rzb9FaneBf2GeiGsNqoL7HcjxZh19ByJm/2ON2/u+f13HzhNEzFqumYXPDk70jKbJ856yARrvlfBXZuv8oJis82t1P4z2qtqNw5U/u8aicyNmloNrLRkgnd0nRqPtHVQf9uCONaF2lbO9nNXHrjNV6pBV70q7cs/8mjeuw2grCdpaZYNJG+9gtuPW45zoRGt/NyO5iq43h9tI2JA8+Xgvoyi6LE1OooJo+KgsiBdf77+XWWPOKu/KQVHIuAo3vp+VKcRa5S+85pG7ESBWmWGrI0qvRN66+De94Gu9/RDh3PQ9YHOHFDiHeNuIKaR8bRj6DxdH9T5QLLEekE2LFgXkU1nIHwjj33w+GB0tBsAqs4Y134Wt7KRKYO6t7GzIvRPyqmaEZC15UAFU7VgmrKSETU/5CqEqEQMvQABAABJREFUZLM/65gqiKlOOOMRLEWrD0SbCoigzhHJFJJdP2kUzoxHESjeA17PY449vWuTyyaPSjY9ZXckVW6Jw0shOE+JmWCvxZTpu8iyROZpYoqJaZlI80RaZnwHXQjEWMhp4fnpke+/+4b7hzca4XdO+0KJKClTCHjvmk51TrSI3AzeGjmpGQLJPi9SKaoLpcQmM+px7Vyp+qs6Avd7bfZ7d3dH32tj9RC0+XzJkBLWGNmtsqbWI9va+XkdzWtlJFLKjpkx0FkykULI6k0XkVYc70NH8IXOeUtldU3OVAdtzWa5jNJs5FdjYttkMpj+qs3knRXi16OmUF2cF7mSfy+P1/TBNaHE9WdqNKv9Y7VVsqXd5xJV1okjU53UiWVeGng7nSameebjx48cjieOxyPn6dxSr3Gu1VS1SEUFmt7T952m4ArkGEmLEqsEA/6D2WKaktPjvCPlpE4Fr4a62gTWP7JUBtGi9Okxa9uBrMycBQU4c4osMSq9eq4EEHnVQwZiStEIdswa0SrmXMJhpRdoe4Aa7Xd+ZfVF51ydGYGuy5peFxPFWFulfqisjKqyLt26ksGklcqwtXa/GQr1krLO7WpjVyejNY62Od1eYc0sKFZ3mpjPJ53j45HT8cTpcFAwvCxK/e8sEIPa1SklvMsUKSyWxulDp/VQXudwWSJhhK7XIMVo7YPaWublWr4+fhIgqhSIqVi9j7S8b8nF6DeFJSZjM1IP4m4cTagY3bfbeELro4sDFyqXEDmltUalyeA27M0zUnLGFQhSo1zaraDUf0UjU41koNRzKFRTgoSgz2GKaF4WPt9/ztt377i9u2XcjTyfTsSUV6PfVmu2jeecox96bvY37MZdY7xRIXgZWfqhn+1JL16vSr1OQvvQ1Xe09qamGEkryCwNe4gZR1AZc6QJ31pQrZ4Z3VXeBVyQlus8zUoiEePc+gvsdzs+++wznDjOp5N6epeZLz57x/39A3/3u280nLvMlAK3d3fElPj4fiJLQRtxOrquv9gUUFqqXcUS9ZFdWRl/FDh2hHDLbjdSpYKGlquTqbSIYYwJJ8IwBDrvlVpfSotsNSrrvBlzg9wVQAkqAMltIF9gmGwGhk7HJRD7scdlqJoGzJsCE9dSCpqDv5R270VK67GV0vRizfw8jkuva/1dySJqesO6X7Z7qRkUFrFb95Ap/JwpbAx7Z+tFr3R5G7Y2ckwG2McWBXU54UqmFy2E7nxHFzo639OFnl1lQPIBL2JMSQvkBRHNkx93HUM/cH+/R0g4+YyUkhkFA85rzcGb4Z5+9PhOrx28p+89ofNVp3I8aiTEWd8oETW6uxDMYaEe8q7vGm3yPM+t1lWdJ5quGHywuijNmxfJLcVMDS2tady2OJS2VzClbWleS1TZb9Ho+rMCJMSkcwEMHHmjJFfRq/OZixo6FGWcImmNiJghEJosVKNoLgukxDxPKuenyQwUB12H0OPMMPHUfaeroPZmSRuHmUb+axuLjuw9uQiDE2LqNTJZ1CCY5gXSwtPxzIfnZ+I0kOez1XU54pI4x4m/+5v/mu+/+4aSC59/8SWSE7uu03oNbwaMU13mg9aELfPEMi0cDpHzUWtwuq7n5mZHF8A79T4fDgc1DmNZ5z8EBnMSBqPhFxH2+z3DMPDw8MAwDNze3hpoWhu36rSqbIlRU1QryUJ9b2vQ/5wOEaxnmqdIYU6LEowsiwLMrsOfFTRWJ9nd/QND31PMmReGAaxPlBSISWuNzjXdthRub28Yh+GirgpKy/qobKDinSmT1XEAvkVqW9SoZSSYvBRaScEWFG0d3PW9+nNbG1Xnb5sG2OrhKi26zW2tcZqtVkYBtCf2dQ/B+azNcw9HTe368OGRw+HE4XBinhc+Pj0bG18CBJ9rzY06mqQ3nVsyfR+42e8Yek/nhDJP5OnMfujpQse7t2/pvMNLRvB4At7BaTrjdwMuaBQqlUSMQJEGACdRAPV8ShynzFyc0ZlnDtPM03TgOEXOc0LCgPhAikK2iLa0XaARuDlpg97eO+g7dep61MbKaD1bWKOXsc5NyTjn6ccB1wVc8JynCTmdWWRmKQmXVHs51NGCr6n7rZTVZGtR+vKcWkpfoVBbV6p+wFIMlVF1WWL1wjXdIYimQ1qqYQNVSe2t+aQMi4/vv2eeZ56fnjifzzx+/KipfctCR9faAAliADia/SQ8PR8pBYZxR+gC+92eKSaeng70N/fc3N1y93DPw9s3BB9WR6glr25o7F4cPw0QVf9t0DLmCXcGWKoASDG38C5Se5egbEVCq+Ex7bhBv7R6klKUxalGJLZRkpK1gFERdjGbpy5iBVMNgFSvfFEgdSEATKhkS0dxVgu12+8R5wxg6QJcgYq08wGtL1TXdyoULWxeEb4OwRYYyeYnm59QrebLv1cT/BJSmVlfLZbtNaTOjfpOLw1oWb9DjUyZl9WeT6hRqJU1sSrFUifLnn2323EcjvRdpx3FYyKEHucCu3FkHEeeDgsFtBGhKXIvNFKLSuuuFO9s+iFJ80hvgYiCHzO+vIJo74SaY1tBhTnpNLWuqEdMRNN4vFvTHStgrT0Qqh21OuKKrfu6Di3SVQH9Zgy3wEe/uQrWP+wwWWe6prKymb9qKK4GyponfSnCBaXwX/se/YiL/2SPVyO1dWTl6v2N91S247aZlDVPv21QhLJ64sRjWewULP/dvI5RItM06eelsOsqXb5rBufQ9YQu0JnXvu6lnBLHpydOzwfOp5MpFPXoxn4g5wVxGcUujv1utNSWxTyYmnaschJizgTpEKsPEHHgeqs3iOaprEQbBqikNPAEtHO1klM2XJ9iEW5nUWJvvZ+aR7MOrhhgqu4xUVlfjKXLvL2r8K5Atqbb6kZNpUo1g7LVcWLOIRDISg1cqJEoowo2r2itEXBGQb9+Ru+spf5WIGfpfepoqhUOVrPSmMfyunvEAUpQI8W3qGIODucgeyMjcdrnatcHYuq43Q30fYAcScvEdDpQUqYLjrRMnA6Z3/ztX/P0+BHfD+RcWJZJWa2KzmHOHnKg866l452nM8s88/z8zOl8Yl4UEFeHpbd0977XlLJxHOj7nv1+p+lpXdfmchgGbWExjg1cVUP9sqm3rZksSO0tY3tsS4v985M5YhGDCtzRPWC1u+s/UZa4ko2hNiPOEWPU6EFQkh/vHJ0LhL5jZ5FEKBcUzhktORAsra7Wv9j8rn7TNQOBzWsXNTCw2Zeow8j+Tml1dWzJQLbZQ9epnTVVsxJRXKcRmvLEeUfXd5QSKEnHQv82x9T5zOl04sOHRz58eOR4OjHPM8fTxLIkLZeA5uQtdt7muqwGS8k4p9FPLzUurKJh6Ad6ay3jnUBeGhFTzonzPNF3wpC99kUSc9qbXK9ycMmF0xw5TpHTOTLnzJRgmhdt+B211ilIaSJJRFONvYjZLhqdz2iKeBathcJ5cEFfz2o3S20wJrUZrzrWivWY0r91Hrqg41uCyd8kF3ZanXcFRs74AnQNaF9BJRCqOtNZ8ENNbI1q1Xr6OuTbc9c10Xd9c+SmuJBz4XQ8cj6feH56Vha+aVbiMSsBqutbU4u151oyArC+7xEcU6/rfbA04t3+hnKeyMczXdfzcP+G/f6Wru+t1CSt6d5lq+FfHj8JEAUr0KlGXTXqC4JHlWA0BZ6SlTY6Zx7ejUB11bjRqFHlxdeQdQVQV7Z/vX7WTZEMRGW3GrHNlLQFaSti3cyW8qfRFQuzNxAFvgvc3N7y8OYBnFj4diElC6na81SvvxNn4eWBcTfS9Z3l7ZdWh1W92q8DqevXLw3Cl8bjasDTnplqeWyMw83nq/m4fX1j7EsRxPoLuaxUkl58A5rLspBLbpuuphoUlGGlu7tjOp14HAeNRMaFm/EGF3ru7245Hs989/5ESZndMJBS5NR763eTSKnmZ1dv8goldApril3ZPFOz29QzEmrfDn8x5g2Mb712ZhRpTUu9ZgVp5eLa61VZwZIJ3bUx6/qhNofb+WVzItmc8JVDrj665jqtqZ1NoUsVfvoJ1xwIBq7AGCSVqvXnmM6HcKG4LwEkF5Goelzk8JtjZE2BaKcF84ZRkimwYjnZGhkHZU/KGZYEmnqghs08zWp854R/+8BuGOg6zzB07Mcd+92e0VIPbvbaTy4uC8s08fTxIx/ff+Dw8WOL4E+nI6HriMuMc4kQ9P7fvL3FOccUz5YWo3UaGatBSIUwjvSuo9/dqOK51TWfsoEo1lSPkjMpzpt6GCWZiFkbWLpSlP68slzWAufKvFUcSWoa3+vraQVSOng5mvezgaian58vjDhqdHAzf73JUx8sSm1U4jiTr6o9DFCZo8eK8V3R3i+SE64kgmScy9r8seqjEinJDDbRyL0yauq5U0l2v6u3VAfSaUjcO4LX/eg6IRUF36CR6HkR7m56vIc530E3IGkmniPTdKYfRvbDyPF85nR45r/88AFxns+/+op+GCni1bCbFzM+HHkc6Ts1XmJc+P777/nw/j3fffcth+cnpuORHBeCryQc2pR4v98zjhpl2u12LUWv73tijC+M7LqXtvUz9XWLiSMSNL3bXe7JT6U6/9QPEaXTl1BT4S1CWTyuC/gurADEbIfn0wE3OZa4aPp/LgzDgDNjsx89o9e6SDMcSNa3p455wDJa+s6wjxJc1B5TFajU+qaLe3YK6isdb8pao1MsnT9vAHAlg6rPEGv9s81/vZ8Kniqorr2nKvDSzB2lltZ+qJ59ryyYOWUQhw/GyJsLHx8feXx64re/+4bf/OYbnFcAMs1qxxVzFIrfgCg22rgpuoz3Qt9pdMmJOrK8CHc3e3qrlZICyxzVYdvBfJ45HQ90AYbRs6OCGZBiNWoFki9MsfB4nHk8THw8nFlyYSnCYZo4nCdiUbKeQMZXdSHQdQbsclaQ5tQRs+RMp8YlEjokKIjKGVxW28trDLylxXqngDE7bRIcku6z3OXVzgOcW3t/bdA2lZRCh1Pl/DIrfb/WhGpGWbAarXV8a+2ptPWErRPvvGUNdWsNZC6cDBA/vn/P8XTi++++U/Y+s0/GYWhrpsqGvu/pup5l0ayz3f5GGblF7fNxd0vf99zd31M+PpG+/8Buf8NXX/2Kh4e3jOOe5+dnpnk2B3mxZ/20vPnJgKiMNs5V74xr3hpxWodTQVZreloL4KR6N/UDgoUgW3qOfdbYWAqq0JuRy9aYXc+vzkRlR0qusvKtxnOqf0vBFe1k7Z3Te82aega6XrpOw/XDONL3gwYJU1JDx/yY2MJoBdje0Q09nRWQ19S31UO+GrVig7UaguvfwCf+tgF+MQs6IlslVT+/Mbsv/ro6adsk1fNaCRHUu5TMyKweJ7Q5Z67eDR2/WnSoqX0j5/OMYAWqRN4+PJBS4Te/+55TjpxPx9Y4UESsRsRdPLNbb63dd7sPm//tGNfcWg22FPXkNc90BRpqwIl5vDU615x1IGJAERvXKwDfrllp00tjGDSvggF3HXO3md8ffdg6/eTb1Tsn1SjWB9D52V5PFBTondBm+Wdm0PzYoz1VNdA3/9oOkNp61j5qHsM6Z6JhhbZfs1hUtqgX2jePnKWYOEFKj5DZjTvGYeB2N3AzDvRmeKSkzGvLrApnmTSl5+PHj0zns9bPdFrTFIJGLbpdRyFQirZqeD4+AmwUEC262AVNxdrtbhh3N+ADicpTqU0KdW0YsURRhqZojWRTjA3c5Iyl8JnXXSpf4ArUFZSvcte2kEJ3qdkENgc2H63+DPN+21zUOlMn0lJuK3Ng/V0BbmgFy5Qq3xM13c9JUfKWykxFsbSVTI6zMRwuSFbWPucE8ausk5zUGWKWkOD12s6AYNNBTftsHFV1bLXWaG0hUPejOhdvdgPOOxYXSC6QOm8eamUFdCTGPtB3gaXUml41ojPR5rzYfDjisnB8ftbnjKuBrADAc3d3h6MwtsiTenVvbxVk1zqnahgDzcipxzb962I/tWcURCxN39U0opfMb58C2j/Vo5RCzAm3aCuOrHEiTZVyZuSL1RxbBLk2q58XjRLnRKOxH4eR+eaWcRi52d1odHJT6+2sqbQL6zg2W0dWgo8GVF3tTbnOhfcezKilOQcs8lTWVL5t/VuVJ8uykj2ARiK36Xv1O9eOq5qdUopS/kupjYOVt0CdJwug91wbVC/WGsD4A1hiNmd5XUMbF6ZzzdldSlF56R37mz37m53Ks5S1FMGAgXPC0Pdm00SzA7SWbUmR8zJzOJ3YDR1D6SxNtzQGvqUsHKfI82nRKFTM2qfJgIlzjmD6QSPaWcGcEzprKZCtqXjLWBJlPfNdjwsB8WF1MtlaKi3SafI2q62SStVJOkbeO2UmLZ6UnMlJWosbSo2aVzlVmuNdAbMCKoq0erZqQ7T1I2YCmk1TyyCKK+BpgYNlnomLtrY5n85M5zNxno0gokY7K6mZ1gOv1ynEZSGEDhFvTrTCOO4MlTpiSnz48EjMhS+++Iovv/wFX/3il9zc3qFph5XsqF4nXMif6+MnAaIqTi0VQFWvfwPCpSnSqvdqbw3NdNV/TsCL18Ul29xeFWCrutpkOV4Y/2b4FkXzMWZEMiKpKccKpnLWvFGA7DLeBEtxvlEF19SWsN+xv9G6pn4YOM0TMSWjV6zG2iaeJiAWxu6Hnt76RFSjXKjCYcvSd2UEX4GmH4pKQQUStTasegQ/sXA+acRfoy0DZLmQYrbSMtdqv+r8VG90TXkpKSNB6yaGfuBmv+f56YgTyClSivDu7Ru6ruff/n/+HecpcTwe2nMJtemlNCOkGUayejLFACtlBVIVGAhQnN53ThkpTv9VcEYFXbpoGpCv/+zZW/1VE27rNWyQLtL7tkD9EhhXgWdF1W1vXIGyP3C8ZnrUfbWmcNjTqP2v92qMP+vaWiOypfw9buBndqx29mrw1aPtt82gNmDlCjVTbHXo1VWiEMIhakQV0H5cuua9Uwrsm/2e/bjj7nbP7X7HOA6ELihRzQyzU2U3nU8cDgfef/ctIqL1Tr3WpqiDpjDuBpwXSp6Ypsz7x48tlUrvVxt5e+cZQsf+9pbd7T273Q1LXFjMEC5ANAOqJK2zKEmZ6aLVP0XrJyNo09aaYoTtze2CVf1qsiDbWmqKtu5EQGoEyqBcTbVgZXbFm/zIVu+BkUBkbZ5bm5eLyQMV5DavOWlflFozZbJB/KpfpmXRKMEy6blS0me0Z/Oisj9Zb8OSC8lp4kxCHUNVytc1pcXb1ZNi1eGStYgeVfpGG2LjVZqRcnsz0A8dfoSpCIfijUEWRDK+JPphxIWOOYPerRqhS02NE1+9RcRl4Xk6a4qmc42tSx1anvv9nqHz1pNKSSG6Xhn2aiSiRuVrrUKNRlzsqfI6S1s9nAS87y6M7tf6Tf3cjpQj8yJtQWkvGqeUjdVZjOp+JTbqocD5pNHiw+GM947D6chu3LHMC3d394TQM/SdrS9d1jX9X39uYuq2/utcNbujOSnW9Po1klCN5WQR59QcSdv5EVGq/O3cV8BUW7qsoOYyhW+9PXN6lFrqAIPrzUFi9tyi2Ss+hJa1MceF8zw30VIxtjdbcnVqqQ51myhJ3wfGvufmds/N7Z75NLHkmZwiMc2ARqTGvjNnrIKGGGdNjc2J8zzjHNzf7sgMxsaqICrmwmlZOJwXno8Tx/PCvBQLM1kdpA9kMYAnK4gKQcGNiDDPei9VR6u9HPChw4WgNNKVF+CqgMlZdoTzCnRdTs0h64xltzIcp+ggayFvBbTVWaoO12pnqcNKewNGq2l1q21AdT6iWT9g921sfEYakS2jo+97ggtMObMsM89PzxwPR87HMykqqYh47WVZZXKR3PqW5ZJZYibmhWHY0fU9h9NELnB7f4uI4zxF5iXydHhif3vHV7/4Jb/45a/55a9+ze3dgwIvY+J2RuTiXPfqWq3HPxhEiYgH/u/A35VS/gci8i+A/zXwGfD/AP7TUsr8Q+fQwkNNJdEUNmd0ts76jiRmI2dYzEN2Op8JQRdfzctXMoGVkrZajCokVnpp2XixNM2iekJWpQ4rUHPOcuy16Mo48LHPZMiClwS+EKW0JmXVQu9CYLfbIU6IObbFZFclqdajSIWEuvnHYVQaUyu+0zQ/MWXr2mftdFcAavv6SwB17dm7yH29nGFD45qnWmpe9QUUkHbd1XsPMS1M08zhoFz+tanx/a2me+x2e503exTv3cpiZcI0eMduNzLuBoZjz5IKcZnp+479fsfNfmSaJp5O/z/y/uXHnmXL84Q+y8zcfe8dEb/Xed1H3ryZebOyHlR30wL6QUmoxRAQI0YwYIDUUySEQD1jAANGNCNQSwyYtcSIPwCpkZiirgni0V1dXZ3vm/f8XhGx93Z3M1sM1jJzj/j9zs2bWTez7qn2ozgRv4i9fbubmy1b37W+67uMVpaSGbzohqEVvbcH3Cu1WlREoDRXufM8pYOd6BSk9msrkdOGjCyrKTQBs21j2jvb0CPq7q/sgKh4LtIuqLqD3TI9baNyy7WbV9u5/9Jjw2v2P0ePLSQh/WXtP3udiSyYC9fkWiVKHzv3QfnstPkbPH4dNmd/7AHSE8oQ+uTvu8/f1tBuwu9fo56tkbDND1W8S7yg2jrO27PtkftS0aJUqTw8KGVZuDuMtObUolYzkVVZrrZG1mWhrCuU6tkezFGWSqlGmZ2XBxC4f7hnXRcu5yuK9ohdiLb+hmE0WfLjCQmJUuF8WZiXhVwWpwp5vx50qxkEQkpMKTKp1WqF3VraIuCJLjDRbJjS+4BYDYHNdQmRKME3d+nAqDUEtUy+UdFQi7DmRgvbfNVtSYtsga1h8AyWU7gdRFkBe0XV5Hqrul3QSnYBCS2NzqjdvlZVkwdX7UAMapfZfQ4GVdVZB82R3QIwWrzhuhYkzwYoQiC4M9nm3DgOhKSsoSIFchZqNBr742Xm4eNHakhoiAyHExIHNMwowuw9cw6HE3hPvp5daEGnYApxX331FTHCi+PEOESmwRyZph63zzIY6NrAz8El7ltWa1mWJ/Lnbe8ZhsEd9+QskG2dPQdSrX/i39bx67A3EoQ0DC4oohQqUoNRQNeVvAsQt7WwiPkRvT8WASosy2o2tyrzdeF6uTJ6nWRT6Ly7M9pS6+81ryuo1ZUbvW+068LAUWmS60/v2/ctuzbrH+iZiV2w1fp5as9KrMvC6tfcJKxbdrI9832tVAMFW+bKldu8zqVlQnLJFA/IhpiQEDmeTvzgRz9EQuLuxQuu15llWbuglJVJKtfrTC65S51XL6YXUeKQOJyOpMNAGAL5cWVerjvaslGRh8EyQrlEypL7a0IMLHmlPCy8enHitE72fLVaf6qiPNaZx7mwFFBJHG/vbLxTpJ7PJmPvmT8TIAkcDwMpDRzGAVRZ234t4qIh0TKN49Tr3VqwNabBWwU1iqU97eb0BNkpIYYtKNtsi3jgVPZBbrdiWtVFs563MDBQVTFaacBtvGx+RakmIiQxWkWBpeZ74qHkzMP9PZfzhceHB+br7PRqYRyGTdVUq81Z+5eJZYSREEzdcJomA1Hn2dWxi32UwDhN/ODFC7746ht+/+/+A37427/Lq9dfMgwT61pBjU5sNEPxveq77c2vIxP1PwX+38AL//f/Fvjfqep/KCL/R+B/AvwfftkJVK2TtiJogpRsg9Zg9Ig1N/nH7HVG6pMzcxi3YkZ2C66l+4VtA9+ijpuDZIOjOwNiIKVtni1SuAFrBws+2VrDsxJsAy2hbaL2BlV60a3Ilu5uH6WuRghsjW29aZs1HrRIrvWl0l6A2mqw2j3uj88DqPa7PeWvramnsuebM+gACo/kNAC1k5dt1DdLfTbKQMsA2qb5+PjA+/cfXO3H0qs3NzecTjemQuVKXBJMErjXL9RKiIFpmpjGkXEaWc8LpVSG6YQehMM0MY4Dy8cLqtUKPz3b1YBUk5vfrnkbn5YCxo23h7ufgFFxmuG2jrRPrODniA1YtO8+uNLmmNLnxP4nRLypnvbCSyTsntMGfHdultWW9Ov57gXecROYaqFfl37yIjeSzft0x7bdZJ8Sun1ai3r+C6DW/HPbHMDG4TuMY6cg7Jybduyfje6jbc/QZKOmIK24WJy2JjQ4r66z3+aIUWTMgb7UYtLV5Y2vLfEInokPLJ45yS66Iu15iVKzktUiqUVXytWiu4/nR9a8cp2tFiamsEUko4GLNI6k6QhiIOo6u3TwevaaC2vomjwqOI3JxS8iKQTrL+KbsxUct5z9tiEF748EPUf7WaDax9JiVWwSkZukegjRRlOF4PSb50fzIZoUbnPK1YbLz1udklKhFlfibLLp5miaDTNaTditzX3GufUUEbHi85i2XkfNNqrs7ns/V/D9o1hPKkQYhkKMyeyCt45AhXGISIVRKxqUQZVWd/fw8MDjw0eWKhQVbl9WhulA9Vqoy1IsAh6SO0ZNrtxArAkvWaPXVy9vOR0nXpwmhuTqZA2kiktjP1tXQbULBwC9NqbVyrQ65facmwT6MAzev6f0v7Vsxr7n0N8ihoJfg70RMRB1nWeTM68FCRbwM39+E2ropladclnsN945g7XYGJYls8wL1+vVaoiTZVSGlEyhLwZSTVSx+mP1cR+GgXQc+jNEl17P0gI6ncHhdqf28oe2OcB+37E5XK2h8K7WrQUBm5hIA9A9E+lSs2EHsJo7FpqvAy7rXSilkosa9S0q03Tgyy8t0Hz74ob37x84n6/cnEwyP+dKLoV37z+4UMc9JTfpfttzQzS1ujQkJAq5rCzr7NLdjd5r9q5RAxW1mnY1HyUvM3NeuDqArGr9/oyKCde8Mi+FXC1LNA1TzxIt3hQ7NACVTMF0GgeGlJiG6AHNFriRrX45Wk1d829s3IQQk301KrU/pfbY2vtjjJS61T81e9iftYjR7Zq9RbC+fM1ea59HQYSiu1pU2cQlJPh+1wNhXhMYNiGbWisZTG3xwah8y7IQiV1F1IJMLgNfSvtgrHeaFZIFVYbRhG1w0F+q07ixwNAXX37Jj378Y/7g7/49Xrz5mru7l8Q4WrZVg9GJY+hz8Jf5WP9cIEpEfgv47wL/G+B/JvYk/tvA/9Bf8n8G/lf8ZQ6NGnVOKQ5gHFH7z6VgtUmlUepgXjylGysJYXBKUQNItW1y4pONajWSbbPqGQ/s7z0b4xf0bCMWbOKak7NP7TkAwrjo1yXbggvRUs3ZpC3XXHh4fGStlTSMzuet/oDNMw1YxidFMyrWTM+VsbCJmQbbTEyKtw+fAYInoOmpE9Ld7za2DSBIc4K3LxGFYGPZzxDYnRdarwrxe28RkOqp38bzFbF6scvlyvnxkWWeKcvK8XiirIXj8cDt3Y1xjlPyIvAFHIRBIMaBYTowHY6c50pdF+uRsmSGcbAs1WAUzJbqzdX6R5k0e+jz6eliaHewGZB2j004xO5lD7J58tpm9LuaXtcw1w3A9zmk/f/sPrn1cQiumiNhR/F5fq1N7qwVeMn2WZ+8/IlTrz2B1nDvdg+NSuKqP0ABqggpREIautMvLWpVG/Wzs7D/Vo5fm82BbRz8n5/PRO2pvy0w0Z5PW1O1P/s+pjh9VF1pyccthmjrRaNlpyqWCVELMGj2jVsLuVYuCvknuVMuJERKsezSWlZqyczXMyWvqJYtQCSW6YpBiDLweHlgWVdytrX14tYKbo36HFECIQ1Mp1vieESJXLJtblkiMh1AMyKBqMkjs4kUI9NkmbIUNkDWKTQIQVqtJd0mxJhokENUUSxyXXyMFet71QFKEKPW+pyzvXMLlrQsSluHT9Qt2x6gkOJg2W+39ebcZ+Y1d8Akz+az7ta2Of7297a/gK//mml0GqsziUh0xbWqXea+LVtBUOcNqvbJZbZTImsp1gKjFJuBIRunPxdq9bpcAkMwxTZCYC3KvM4MUjiOgXJZWJfMh3cFJDIXy4bKcEBC5Hy50IKPNzc3fPXlFwwusa5aKHkmxVsO02A9dGKg1cI5bu3WpzmYRpdKnnXx3k4uGzyME1qriwrpk3qpFmEfBjDsZQM1JHtmLSOfP5M1+Zs6fm32JgTkePA1qlDNaY7D0O1/i9qT7PuSM1V1k36OyYMolrGe15XLWkh5YUyRIVqPwhACbx8/kFLixuvVbm9O5pAfD2QR7tfrzhlXOAy+d1WqO8ur7/mtFiZrhQjx9mh7npdTFPX5Lol0OiKTKZwJcDhYX7A125wpTgnU5tQGIZhehEuNAx5sqqogpTs4x/FoNiJbZro6gyfFyOvXb3j54hXffG31Y4MLcBhV2MQg8pp5+PjA9XLh27ff8vj4wNt3b0kpcJ0fub+HvFx5+/ZbLvePlJxNBVECUZXr5YKiXOcr8zqz1gJBSNPEmhfm1cQIqmK1rmr7pwCHMJG9n5pWE0iLQ7TWAXe3DIfJgldDYllXSrWa2JQSYxpMmdh9GAkWoBiTAechJlo9q6KuzmfPUqvRxU2MrbrQRRMgacEMB0vg7XXsvwZ8o9ePJQm9p5zRLTNWlhX6+sxq5Q81Z6RWYlJCjEzJWmXkXk9XLMgyDEYBLdb3Lq+Z+/t7Hh8eqSV3PWxRqE4frz6HDGy3+nezqCGI44lsNL7bO4rCZckIyotXr/nq62/4N//Nf5u7l6948/XXTDcvTbhF4TqvvY43yC/PQLXjnzcT9e8D/wvgzv/9BfBeVRsJ+o+AH/9lJ2kPnlqt8SK+qeAZF20CEfSkQTG8ZZMgbM7w3nfsv+1R421D3Lu36inOJ+H2/jf/9Q5E7P+2ObIWScmleqNLB4AuapFL5XpdKFU5nDA+b1OQshODWMpRdkV2W2PBLZprxvZpRqvFiGjnej7CT+6tZVVk97ttTDwovoUkds+pQw5pnNhdxMKdAZvP4pbRHIicM/N15nq58BATZS2cpgMlZw7eV2QYDZgVf1Ytgi0xEVMiDYMpMmKUhnlZrU9OSqZm06Jn7ByoDvBaPU9g/3yfHrL7au/dBmRztp993/3XfvMJgJI2p7Uhp/atPzsRsd5ofgktKyRdRdCflfoz7Ci6Q9l+F+2pftf1tNe1rFn7qmqbopewGn3Tu42b0yTbB/i9V/5Wj3+fX4PNseNXccS2Ufv01fYsPgVRNppl9z5xG7NRLnyRNRtQi0kb59ybveY10yS7m2RsCGJ0r1qpDorm67VnEtpaN2nWHV1D1YqkfX4dJqOALLn2dRpiYhgPxDSgIZFzZimF2uoK4tACf1az4U51Gg1ERa9pDG0uim3gYTdDuvpjp3l4/UJpjrg2n6nbbbEKYqr5XDauu78H2T2lvn9sTam37K6rgzk9RdEuUFS8J5QbtE5j2p32SfADeFKsbq9tANh6sYTYxHL6k3kymzY7CVS/Ti96DxKdoeArU9v14fVdFlSkAVKBMQRUM4uuxKCMnjWiZpZLZq1wyUolMBwViZHrYg7bdVl4nTOvXr8y6eAggDlKrWl5dMWtJhJUtfVUa/uJ1XT1yDSWNSq1Og1aGAYb+SEX3xfWT8Qn7Jlu2a19o3mgf+7f0vHv8+uwNyKQkjVhDupUvkgYhm3njSZ7KMMAUdBVzKbEhEiEmGwq5EJZMzkr1EzImbVGhhgI2cbv/vKISOAuzxymiTAlpigM0TJfS7FMdNDgampxN/2lTUm23a2SXSAnjS5dX6op9OVKa/AtMpA0WWEedNtQs9m5JkpBCxxXA3HBg3K0P6kHJoQOsoY4gELBRCfKmrvdmQ6js1p8uK2hmauhClEFLZXz/SOPj4+M08D792+Zlwu1rlavtlwRrVzPZy6XC1HbWsRV+WYUutS/1TmaTVGhs6TaGAboImdJIilvDcBLLQS3z+M0Mjj9LA2Jy+XCmrMFM6LRyiRYUiA48IxNoCOYjalVDABrs0RqZQoe1M7FhG6yUxSrM352lrn/1O2cbL3BxDNRnd7ZgFATeQhuj9uMMR4lUt3Oi/sOu4xrk0oXsXOteWWeZ67XK/N8hbLNRat1beyAXU0e5iu3K28tdIwWXhimEwnhPD8gCKebO968+ZLf+/2/Y/Wiw0ScJkJMlGxBK9gJQ/0KduavDaJE5L8H/FxV/58i8u/8Nd7/7wL/LrSa9UCIA0g04yCQsN+lAcKcwWPkIrVHXEQGIKBNSjvaoorBF2WtLndtxcWW7erX4FfT4FbbLLU/eGgUjz24AHTblAHPmlj0oahlpWIciOOB61z59u1H0sdHQhSTLB8Gbm5viCluoCRG4nTg5sWJ21Oju40GIN0VyWr3Wtp17rx7UQMgwi4VL2JurtY+IWMyp6I5f7kYPSeGaOOXBvKauc7WSDUEk1mttZpEeQiM44HgWaaqmOwprmriqyqXyloKKnbON2++MOO42kJ+9/NvOQ8fuRtHwvHAxMHBky2COVuqX+JIONwy3sL1Fx95/3jh4+OZy3Xmw8MDj9frNhZOxYthcMpQ8KgV1BKodYuWt2ccoit37Wg4G5jSPkPwV3S40gGWO9DuEYoEgm6gRKor3fRf+rkc8Rct/fmDyU1rLcTo+4Dg6kzmoFmdlrqY4l4gpaEvN2jaKIBej+XTPTut0hrwWU2LIsylkueF5e2HHmUMtXJtSpNsjmBxpbISGkT7mz9+nTbn5uZEo7FCqzuzw5q4qmc4WiGrWsGtBobBInMiSqVQyupjHp4BXjpFtyIek/DoLwaYu5iBthVeScH6jWkIiFaOx5Hj8cjheGQ6HMii1Lwyr0pGWbUQk1h9i7Y6gx31Q4RXr16jwHU2UQQNRusqYvUFw+GWm7tXvPziG9J0YjicmNbMkgvLYjS2w/oCUI5TsiBPywDl7Blkl/dv0UxVQhq8r9MGUPDMUMuAmBOdO5XO+k3RQUOMweujErUGFpcFb1moEEMvl3p+WPbO6IZWq7P1KKq1sHiNrVFCEikObRKguGQ7ttTGcQJVrlejDpdSrG5osKL+spq9KLWYOIDswjLNsXJw0EQAWr2L+jVItMwcAcY4MDQmgrioTgaqSUQM0T+PxZpV1sCIIkOFUZEi6BoIVQhLJVSFlChEshSK+TmW8VxXpnXlMs+EAGMNxKQcD4EUC8LCsiiLSAc8rV5gHFMPttW6F4uAtrcqLRBli6NgKpWEhEjdQkLqqmFBdhFur41pCoteZ/g3ffw67c14HHhXK8PtLUksi2BzMLOsq4mWBFACYQzIlKjTEY2BnNym+xYX1oKsFbmOhKKEYiNcwelUW63KIldiWXl8gGEZONWz9+MZbD1ohAqSnbaP2Z7WaFXYZZYPtjYeyXY9yfUHBKJYS4BpGiz7UgpUZbVKLlrQYBxMJlyKdjAVqvV2pPoc8QVX3PFubSRUHLeK9UEaMdGViBCqEqqpNVu/WcuwrHlGUYZiSqg3B+E0nvjixU95ePySn/zoS959eM+3794ySCARKPePxLyyPM6QM6wrJQQ+fihUKud1NiAnToEsylwyRVx1MlfGlBhDoJIt6BMDOgRuT4nzvPD+4RFlJAyQpgPD4YAiLKWSNVA0Ml8LqxakWpAslkCUREgDQ4qcDhNjEjS7/6NGFVQJFE/frMUyvq0VSXuWwRkRtVZWVVcLDEgaSJ4ta+UvVqDoKowRGlel1IxUayNUXLwnDYk0jVzmhbUU1mKU5KWYFsA8z+ZblGIiRuPIuq6s68rj4yOX84Xr+WJ178F6PFWnT+P1lsM0us+jXUVbwfzYYDW+WMUu13lBEeI48eLla/6Nf/sf8fUPfsDrr75hyYX3948cw0Q6ige0tGOAorYmbP//boPzz5OJ+kfAf19E/jvAAeML/++BVyKSPFLzW8Aff+7NqvofAP8BwJCCNtKMZZkqITZD0PBmK8i2bWmjq1mUstON9n/b0XNarcGn8Xh2xn0bKHE0imCpUo+q7v/efrJTqAemt2sKWAq+VFgWU6wRgZILaWgccC/8C0KolZrG3nk5eW1BJxTtgEqPXrUrkP0/tF+hSP/n/oftxvvIuZhLsPR4LWWLnIrRI6s7NVorGk2aUovzY8XOVGmeg+5k5c1JndLIECLXxzN5XcnziuTKOs8MIVCHZNEKXxi5VOfCRiQmJI6spXJZFu7PZ86XK5d59kJbbROrO2ldGtztdRMGeQI49uOwHyNpf2nIueXh6JFl9v/u49wRugFv6HNxg2TbfNvTx0I7V92kRLd57o4o7CSPd0+zOyxPr+vJtGiZreKCEHXL+jbecFU1JTY/n7TssGwfo9Admmo442/r+LXZnC+/eKPPawFFGiZ++m/rYeZZoCC7CFoLvHiAIvTptx0ive5K+/zYzTttAQ6zT+Ic+xg9n6O75+/nE1deymryvhVIMTIcRrQYnUK1GBh0MDOm0TIwEp0KWCkKQ4SYRg6nWw6nG6bTDWk8EqcbasomVpFMDIBiDtDpMHQApaWyzJ4J8ya86F5O3Laz6vUF3YjuxuS5qEezeH2VeI8llY3iB/Rn8Ekt5y5tJJ6Jiylu4jhgEXTd3tOeaXSBBVVFcthPgn7PTUAB3c2PatfWovcCmxhI/2+zB9ImiyuOqP/cpocoXv/aLLQ+oWMIeLbI5LKtJ59lfJLAEGCKwpSEnAJLVbSAhkgmUqqPmduyokYPXHPpUWsLEkor3XD7L7Sm9YhsdoVNgKDUjda6e9QA/b29jFJshlgwWY3q5vUaIYYtm9dAWAPifzvHr83e3Lw66qrqxereS6hkcrExn5eVqhbki2rOo4wRhkhJ4oQXRaoSkhAGC7Y4n66vnaLF7Hmj4Hn9Wi0zKRfmNZA0cQjVhVksIAR4JlkY1GmyO5XbIEKS5Gtn24eqViqFoOKBw8jkWV/xFHFQz167D+Objk+C1nLAd0cVxM2EvWzjeGjfUHdZiHZ+tb2KYPdSfb8v1UU5PKsRw2A0usPIEI1qLFTWdSZpIKpwnibqOFMf5w4itGTyUsgYjVpF0dRow2ZnzVd05gCemRenEYuxNIcUiCvWH67a9UW1hV+r+0zVwEEpLmxTbN1b09fA4HWnY7T+UVrLJlIjggYHAShFrYHvWlo/tthtaGvaW9t4iVGQA+pZIwtqKdpVepuPZLWTdWtN4YqKUZIpATab7PvPkk0MZc2ZWkx9L0qg5kwu5hvP1yvz9cK6mjKisjWObmvfAuStNq35ic03fW50xOjQCIfTHXcvXvLND3/EF19+SRon1mrMsI0JJk8Cq+bXNn/wbwBEqeq/B/x79vny7wD/c1X9H4nI/wX4H2DqNf9j4P/6K5zLCrqwRrolW8fgUp0OUCpLa56mbfnYXZZiRdY1mAx19XoS9Q0eLwQWUctQiXgkvtXcKMXpCE0Os2WX+kLGF7xsCjKtQM5AmzUgoyFysYij0dBGazAmgbxeKWXl/PiAUnn39ltSitze3TIMA4fTDVpxBaNshjNEQhw8wmvqbYqQ4tD2dqBd+45iItumjU/k6LVW1dOiYBLr4zB4zUVD3AEJFjkQdyxSTAiBy+Mjy7KwztkW9HQw5O8X0hZNW7wQEUlIsP4hh2GAtZAJxDQRgG//4hd8HBIvX94abW88WNYNSCERSOQKSyl8eLjnL959yz/7L/6Y+4dH7j/O5GwOTdvsm5MSJBAl0oqxhYBI7AWia28IaAu89V9oQMYi+u48NfqRA5M9+DHbtUVS/7JdfpMEsefU+6FEjxq32hLoG1gMZhxTalH3Bmeefpbuvj8XOtgXDGvz+HpRp3SBiAbiWs+QlqZvRmZ/r88/42/y+HXanN05n3z5b3f/p9uEYbTajFwsGBJTRDFJ2FYruBlh/+6Tsvn14uEiYy83J0K9obgDD4mkIVEwCt4v3r5FgvCT3/oxuWRe3t1SJfBwWdBaGI83jKcDL754RV4z67wwz1fm5cr54SPLfOV4OjEMAy9evrSedRh973D7gvFw5O71l4RhIow3ZBVWDQyTRWZbI86yXC1z5nK2+TqjFOJgmbp4wHeeSi3WY0WqIXZRz7ioBWeKb4rWWNRGoerG3Q9qHelDDLYHrJm8Li42Y3Z68B422WWVl3k2mk0TsgibHWjqrGvJmDk3e9qKj3v9ldvHUjJpMFW8yR03cu31HKUW0OLOolGzYjInMzkQhtZcNIF683U2Kozd/1Oa9tZFq4XBQl/h7XsjJG/fbR6VNsnUAJRMVit1PB45rMpc4TEHa/BZIlmFmWiORjA1r/P1QgwwDQYmYzKp/MNhIoQBkMbU8gwRiCsoNtGIkusmQqQGjHoWqe7vly5PH5MB1Orzo9GxLWCjINvv5JfIDf86j1+nvWmtW+7vHynzyvzxkXVZWM5XVq+Z5hBhDKQ3J8JpYvzmFeE4Ug6DtfzwNgVDCsQaGaZIqEosJlARAh4JdWe17cEK9xGQQpCzgfVZNoeUjk0so+lYpWWiotcejsnodOr1TlHFlc9yBzM304FpGDjEgUEit9ORMSSOp8FA1mqBmYBRwYYUHaAFrxVTqpc6LMvSswyt5kWqIqU45RkkBnRMlu0JsFSliGVhpUJoAUEriWcmIxWW1UQwhjnz1XTD6x8cOaSBMST+JEy8v3vHH+Y/5HK+oOtC1oIMRnM9jAkNUKNQtJCLUGOkSGBdVy7nM3XwtjQOYmOAFGEaYM2QQkVrZp2v7usYgCoV8qrUooRi95g8m5fac4iBFKL7c+AIA5UtTbBUa9jeGhdnrx8bozdLxgInWUEJ5quGFtgxqfTMjJEDsgdZCrkE1py9aYPVrKdo1zxfM4PJQDAME2mYzCYKXOaZUirTENFBmcYDeV24Xi7kZfXeUNYaI6+rtQgaTFtAWlCz+3DJBXsGt7cuHqGVtWDiHe4aPZ6vpHHi3/qv/xv88Me/xc/+4A+IceDdx3sqwuHmjmE6GnOgZ8/xerHicatfXrDwN9En6n8J/Ici8r8G/mPg//SrvKk5fdURdwm2kZWy0QPAAWHv2uWThwZCN6f2k/NryzQ8P/bcdPnUaWzOz2eu2KJiVq8k/R56EoINwUr/XeMFV209FwJpSEaL8430/uM9MSaON+9JySZjLrbA0uDdnVOrkbDN3wQojJeMg4gnzjpKKcGjphtqFwRJW0akpe8b6m+6/zE0MCIWIckuf51Ga+ynWxSy8XFLsaimiHSVwfZFVaILWmQvip/nRCoDldhBlIGnyv3DAx8/3vPw8GiS6ZcLl8vVO1PT6yKa/Cbb3fnz99+I9Oe5Oc4biG5ZJgPsHl/VzUFuj7WNz36B7efM8znYsx6fm3+79zfQ+8uObR7vzrbd8pOAzP7mP/e27SVb88Seve0iGW1dOP94v5D+FkHULzn+WjanHRuI4sl32IAn+jQz2EETWyakHfsMl69+tNsmj6zu7dVnjmYvaoXz+crHjx/59t27jeLkUcOYEsebA8fjgel4i4TZ6kVzgZBRSVSJqERUEpJGo9gRCMPAdLxhOpyYjrfWVDcktLR6BMtchVbYj9EPyyquqpURhJDMoY8BD2mWfq9mA92DaTVjvYZMezZoyz21f/s4YGu6lk1+PIW0iTqo7ja8uq1HW4xPMoYGbPdUM3duhc7tN7tQOzgKqhZ0CdbnpyreY8azJvunKLKpZrXAiAPw4s4gWrsaW5srFnp6mlV7vuvIzk7s/9JDiuKUKB+/4Pc0DoJEKBFiFbQElirUEllVEA3kqhAGpnGwOh1nQogMSDAZfFPZs8L2lkV/3rup91JUU+d7vi62OrXtrvaZYITuMO3f01kePHnrv8jjr2xvtCrrdWE+XynXhevjmTJn1svsSmMKFLQEOJsQVrgeCcGeHUTQZNmhEDzAaqIMNQjFWSTEgAZhjdZstjXG1uZsS2vo4dkc3XUh0wak7Ktlj1IIBA0MpZg/5M69gSgTbAgOatagTLpyiMY6qcHAV03B5qdUF0aw9ljqbQpyy26IoTEFiqvgVQ9iVux+mzyUmA/fA1TbDdCBYNiVFfa9tVQDc7kSizJIRIaR4zAypoHHww31sHAzTbAWBs/QKdKb41bfrFU96OHnL9na8VRVLxQKVgPngZoUpVP0KxZcIK+wRor3J20CodooRy34GcSoi41h0+aWNqaQUV1ry/K5L7AFB5s/2pLa6n6lBVLFF5m1adiCGM/9Xz+1jYf39iulsq4Zicn3jOTCESOINT8OUtHYfOBMyZmytp5y2eaVO2DNtsJTd6M9wv0+sb/HjiN8DEJKjOPEF199xRdffcU0HagIa74QYuoN7O1zNvu79+329ZqfO34tIEpV/yPgP/Kf/zPg3/hrngmAQrZoyRr6ALUsS6NoqcvsdkdFmjMsfdAlCKrBZiQtygmWHaE3MWu9VRr9IjqNbz+gXbmmsEUQdw9vi7QViyt7fQtoBztWx5WQoGiNpGRT8eH+wagUpRBC4p/+0z9mOhy5uXtJGkaGcbSGatH6TQ3DwDR6c07v2TFNB2KIDGPy6KdRbmKQvhGJS0GeDgdSSgxpcGfEHId1XRmGgbvbO+trkcYOemKIBISqgTUrl0fT7w9xIiYDYrlWHufZChhR5nnmfL6QUuLNF18yivGsNVdyjJR59sg2aK2cHy9ImAmXhazKXAr35zMf7u/5kz/7C37+7Vv++M/+nPcf7zlfztRSSMmBq/tOJRvwqaX05+6Bmg4KrZjZZDIBl4ONTIcDilo/snXl4spV+0N8vIKYSo0t6H1dkn9kj7g+fe9GUd393v9vzqJlYU2BqzwBNvt3tIZ29nvdndLOr9rOvL2vUWXar57+lc98zu76WnaFp0DwbzMTtT9+fTanne/Te5EWWGlZ1qpd3ag+EZP41GHcvNz2dBuY35z4+nzs2ganypor81JYl8Kf/Nmf8+23vyCvmVcvX/Cz3/td3rx+xT/4B3+fFy/u+OYH33Sg9/HjBx7XvwCNRBk4DUeOtXL0NZ8OExKCtWZIAwwnajow10gusOSZrEJWkCiEKOS6EoJwGgdiGpwinwmDgewR6Q5CzYWyLqCWMW1Kk9qoaHlxFb2lU0erVkqHmWKKgfu1W4ptuN6fakguy+3AavX+IjnnzhCIviE2IYk9KO4BI8Frbkxim5Ypc0XYVkc1DcmanC73Jl3sNKjqzz+70pX5O8F7HlmwYRgSwziCBGNZ1NZItD6NcIZtr/kEH+z2Ifzv6pNWQmBIVhecBsuuX65GldGA9e6SyCgjRSIvwoFM6JmoazXntIhnBKLw4ubEm7sbtMxQF25f3HI4TKxrs5lNDMUur8kTr+vagzFtvJs4UpO0btmq9nCbg6LuuOH7lATx8doJ5sgeaP7toqh/XnuzXK/80f/3PyGslYgw1cAkkWk4gQdVFjGa7XrOJtZwfESWFfSITokyBuoQqcnGZ3bFSalQgwUPV7JlNYYt64nS6dgtoFMoFkgR76tI2J6BfxmdD5JEghSi+2XUQlRICEUzRXPjzzEtCzFHYlGCCqdhZEyJL1+8YhoGTuOBISZuhskob4hlmZfVBFMoJDG/5XgcGDCRm0Y9C0UZ5kCsSsqwRliCic4UlBSTKRWWSqww1OC14rZP1+aBLwXJSlhhDJFDGpnqSKqJPN4wnSrLyy95HM/WyynAlUJBWYMBoNWVM1lXozKXwuP5EUrhm9ev0RTgMLjyM/bch4FlWBliYFVlzbNnszJKNN9RHSZagbllnYIwek/UEHF1Z6MlixYyVh+rFTRWY/lEqwE18Qs7VxRTYVy9IfL5fDal4+vFVe7MdtoVNHmpRs+MIF5WI0YDVSK1Bi6XFcI901IYp8yLly9J48g0Hq2GPh0AY9vkbAp862Xl8eFCXhaWZektMpIkNCqH8eCZSmMS5WzqhkWVvGZ0cSZRKU5LFBMSCZG6ZAjKD3/4Y9588RW//wd/j9dvvuQyrx7QEsbpwOsvvujCbwZUw5boqJsYyi/zc/4mMlF/jeNphLcBmBala3/fd7muzyNWz88oQqt/aWdRj3yZYlKTbjRHAZ7XmuwBmfRIRBtkIe42DHzz9SsRdXpIA3dtA/diaA9FGIgCpUKpLO48r+sj5+vCw3ntev+tedphsn4G02AiECkZb3waJ0uPj4P3ZRhonee7HII7BcfJHKrjNFkPq+MEIibpGSPXy9Vem8whGMexhyTe/sW3nB/PnB8u1FI5n2diGiBE1lp4uFwsC0VlWVau15lXr17x6tUrSKlfm6iJFmgNSGuA4SqLtZqzkdeV8+Mjb9++4xffvuUXv3jL4+PZnKaiXa0RdT/DvwvuAIXA86LABjxsHriTNFnaeRrHrugFm3NQXVGoKaw9nXcbzWSbd59xjrdUGMbpFs90bXO39fFoncOfU832XyHI7lJ24O27FoRfK7tr7df7mZ+BXhL8XX//FwWgfi3HX+KD9efogRX2maf9CXZ2q9mmltF9/jH2rD1i1kJofvSf3EHUfm6zN7kqH+4fKLVy+xe/oFRlWQtVA8k3KlUYDpnxeIEwQBgINRvl73Cwol+nr5W1WH1MFTQrdV4pKiwFCJa5Ei/OLS7PXZRuB5UAIXrE2oVsmhatR2z72LhNbL9Dtmhh+9Ld+mj8e2tgu21gDWD0rKl6hspr+fo4tnXqz+75HLevBtn8/6q7tbxFGezZf2ZuBEFqq9Hd/S1Ydoem7uSGqQfrdAPUT6ixbR6oersB+9htie/ZETtbwkZ1QgJFGv1P2wlBTCRFQkSGgSEkYCRrINVo9J6Y/Fxwc3PkdLohr4G62j6ac+31Gl2BTLaeMJ+jvHwuu93vuT2v3fdtfbX9tgWp2uN8xhT5Hh0CHCSSUmQgcAqjOe9x6Hb5qoWFynVS8gBFbE0X/3tll68VjCoG4OIOVcyRLlSKeDTeB6qDKAFVMREB6AAj9v4XWABbpbdMaQLEoToM0WL0MsWEdaS2Dg5oUFJQKKYyuubKoIm4nJnqyBqEQTML1tdOS6WumbyuZmCq9YBKKpRQGSRy0EqU4MIPFphJvr5rcMyBIkUJFEJximNRkpd7NK3HWivkQr1mB1GVIQgpZkIGUiWulVSVQxqo4wRjtPEtKwWru6pAkMrq9fJFAiUEalGT7FZ7Biqt5sa+UhSGGCzgVNTFhSrVxTqUVqyyo/R7MLw1MG9zoDU9bkqGFaWKzZLgLQKa5HdX7fO1aoHa7OUyhda3rSg9OxjDprTZ+tqpujK22/NajbWzrAUuC0qkVDgeCylVr5+TfldaTeZ+ma1NzTqvFK+TIjSW1WB6AvuWNILrA7iQhKoHmtXKc8SEmBozS7GM3ctXry2AP06EEFiW1Z+HVd72uv3vcGU+pfp/evxGgKgWEUzJpXSxGqPUFWy0p9yMZgDLXNj35LECOPu5gx/f0JqkcIMz4sWdKbbGj80k+4C5GkkQ6c6quiqexGbQvYv0ulJKNSU7xYUQIA0Qkzqar1gDLyAKwzAiYn1WWs+UXCvv789crzPv3t0zL5XH8y/IxTi06pt5TL6oovP4O51P/HvrsuzFd20VoB5ZDQgGtF69uuHmdOD3f/93mKYDKUXymnl8fLCxDMJ0OHI8nZjPV9Z54eP7j1zPFz5+vCevmWk6WnYHWHPhw+ODRVplSwf/K//wH/Kv/MN/SHrxksPxxPF4hHFCXe1qHC3Td7leyKWwrBZ5npeFt2/f8s/+2T/jv/ijv+DPfv6OMNg956VSXLRFBHsuwYzlMFhz48M0MU2TF9u3hnLOy6/K6WSyoq9fv+4SuqVWhnVhyhPjNHG5XDg/Pm4Rupbp8f/2UVd+xc29OXVhVyvTnMrWkHJrSrn/2qIj0bgRnwIfddE+oCnN+ArxSOMGzvaZ1qdUou14bkD+MoPyfT1adLv53/bdwH2jiocYiWrd0WPwjIRLzTYQ1Z3EBob9vy0T9ZQ62AM8zVmMAfE+Rk18ZhoTKQjfvn/g2/f3vH3/wJdffsFPf/dnaBz5oY6MaWKcDtykE0x3XC9n7x+VqaVwPE6WwQmBWpX1wdbpw1yo80y5Xw04hYHpdGI6HY36F4euzDnEatShinll0exYCMHVIqvHuJu9Ct32NL5LxZRFrXGm90HyzExwGyXVG5evK2spiNcCxNFUmYr3z1kWbyDamnjv5m8PhfS1tgUEQggm907DdGpZLS+OboXz+Dlqk9XFsmoxRleDtdfVGtzZ2dfGBRrxyBqlN/C0D5vQAcUTO9Kud7c+n3x35dkGtKP3j4lEqpiDK9UCc1b4H2AyNsHhMCHDgbvDS2pIrDKa8zIcaJnV03Hixc2Rx4/vuDwErvOVy+Xaa4abE/O5LHnL/rXfr6uruu7WyD4z1c7Rfm/BAJsTG4S0cQshuRrjr9a/5TfpmNLA3/nqh5Z9iokX45ExBqaUKL4WLmRmrTwMlWtQvk2ZOYKmSEmBJeBOuVHyTL0OcMCj0gXuaOJ3ZtYMwLOz8SLJAHG2TKBgNdOxCZ6YwfP56fvTYnVWWd3Xwa6HqC7HHSkhkgjMLNS1QJkJRXj/YWaMibv1xhz0oqzLzOXh3AMYUxoZY2LAajFfxSOTJG5CYpDAMU0MIXKaBqaWzSpKzIosmbRkUoFYlbgWomejosKUneKXa89eqxkiq5UnkqNRI+v1TFxXXgwTxzQgNxNFIFwfyFpZxOoHJAau1wsPWomlEKuppl6uVy555aJ5K1wEQlCOQ6COgZsxElZj25RiNaTW4iYhYbTseIgGHgdnHe2CdBZYK+7+ioE2zCeqoqQRUyX12sxlWZ3lMpNzYZ4Xcl5Z5sWopBLJ2QBNFstITck+V/wcq/dpDRVKMJ/LWi0U5uWCxJlxuppUexipJtpKTIkQEuDP/HLh53/255wfH3n8eO8QSwgu+vHidEeQwLxcKdWk5G38jC3QAOA8z+SqrEUtyTCMDINpCASJxOHAz/7g7/KjH/+EmAbmeeXj+UqIA6e7F+Ra+fDxAymNDMO4A1Lm5z0PXH/X8RsBouAzkaZPnLqnmaG2F6k3FCvV/larRQaAXfTfN6Ue1bIIT+uq3Die/iajqQmG6gs9y9EAGnhtSBBidQFPV24SzHewqAGbfn4Pwm73UVW9KNgusoGfLctgF9bGht15ekahWkRq9b5DJRd3bFoEvTkTJl0qEijZ6DZDskzVNB65OZ0Yp4nz+czbd+9YloXzfLUJNo5cH6/Ml5n5crEM0cOFUgrDuNg5gbUU7s8P5GqRcwmW5Xt8PHM+n3l1+4KUktEqxTJjZrwtNXw8mkLUUCppWSBGXr16zddfn1lLIA0TBXN2Pny8sK6ZkouPhRXoWx8BB0reC0G9AWZ1tZnm7AzjyDiO3ZFZXAa0qhVGT+NoxY4+6I3u8Hz77k/wM5mqp5OcHv2jO+otsiS7zIT2De/5WpD+su13z6l+bd48DXH32e3nkSeX+llK2i85/mUAUvtame139u8nYyHNiWvRrkYBDoh8ni+95fv2Gcz28Bpypv3vyXjuszON617YZKLP15kPH+/5J//0n/FwnknHF5xubnjx6rWLIhTyklmzUlYDKKkAQRhispoDcYlbfdqawGhokRBM7jt6Y3BVJbqSdSj2XuNzqfd1UafIbr1KbM04DbpW7/PhzTabo+Zf6ipQPhgWeff+TS3b3tpWVI+c1n22lk83POXz87QBHrPneKR2sxcOAbegS4v4Ogho+8Zzalmn1rJfqw1MbxHVfXZMxJsJ87m1/BRA9Z/bzfVtsM0xA+spBLwABapRM6uDXFOCNIeZmIhxhJCQYezz9jBNjOPEMkws6doVzhqTYW9YnmQJd2tmkzn3Omd5WkP1/B570M9BfnPc7T7V93qlq99+z3JRKUTenG4ZPKNySiNRhNRULkM1x0+EOEZSdGXEqIQhUZM9U3XqWpXeWo3Wz/FJz8HdNPpcjS5g+6TudI3bHtD2lx76ATzA14J823n9HGp2I3otYAlCidB2tzWCBiWWxcQjlkxeFublYrUzIYJUVCrLmpGqLGVhIHAbBsYQuYkjQ0rc1gOHNFC0Mq7KtCjpspKumViEsUJaC6FWkoOocbWYhxRb46G1FigQQiWKkoNJtrMUS7fUSqOuKg70FZIYgIopUuJCFGEIEU3JpM6rAZzVWyCICBGzB0MMDDEwDpFcK6anUi0wJU6Vo3g2KXVfsJuZzV3s33deAyGa7Y4xmfALltHP2Z7dupjwTi3VxFKbkqJYqE8VdukIt6H2wcUTFdljYsUvbCdNYtdfzY8zQaDWPsayTZfzI5fLmfP9A3NPPIjX3IsrlAqtJsmEd5rthT4YsqlUW5DAhFtyqay68uLVC25fvOTNF1/y6s0bYjS2VBpGq9sKYbvevg3t95Cna+WX+Ua/MSAK2uB5RMo7IJuCVdmABNukUm/ShYqp19VADuLRQ4+OshlwU7Tbeh4t674AelO2C8FkH0MLEfdN1eqaYgy7aFhCQiHl0AsBXYHYmu5GT8U2JLM7craeV+JUnEY/S0NkqMowClEDwyim0BeSP/sGvjbno/imZVFP7eh9G1so0TJRD/eFkuFwSBwOR7786hvevH7Nze0t3377LX/4h3/Mu/f3/NGf/Enn8T/eX7icZ49OCNVkXUjjaKBUArkWHucLS1bOV2UYA8dj4N2797x9+45vvvyKcZq4rqsJUzjQC9EiJrfTnY1FDMzLysP5yunuJV9+/Q2//dN3vP94z4eP95wvF/7oj//MwdmFXDLz9UIplZytCeW6rOTVMjpCo/6soJXk1MjT6WRURYxv+/HjRwAGb/57PJ3ITnFsTq1WfSLp3RrIwWf3qe+Y6NiclU2Wv83/na+1yfx2YN3Wx+c/6VfBNc+jxvvfNWfn+ev/Zc5ENWpXa1jYRERag1rz46y2MiXjpMeUiLVaQ23ZJsMTINQzCxslAnbfn4zhBqRUveecuoomSihWt5JcHevhbHTf/9v//f/By1ev+f/8F3/Gmy++4Ke/83ucTkdub28JbiPyOltNkQxMNXI3JKsVDaOBEfsEkICEgZBGon+N04FxOvSaUS1Ww1jUMzfuiJRa0JKpTZq2ARHBN+vsvzeVvVoz6qqpuMBOd1hEwcFM9lqoYRhIaWAYTMkt975U2mugWhal1Ru1wEdtaqktS+QP4XlfsLK2LG/tIMtYQhs4DGIqVmg2GeEW2HJPZk9pM9vfABc41/EJKLLXRW98+R0qUA2ciEfkau33IP73Dt7Umn9Ow0CKMFTlkgsU6yVWy4rmFeLAGAJhSITDEQ2JGka75xQ5TCOnw0SeZ9ZlZqVSswsMyDbXn9aXSWeLtDqCUopRm3Lut7PP1u7/3WqnWibqOUVQZMvo/S2J8/1ajyklfvrmK8Rrh0KjVZVM1UKuhToINUXCMZIGYUiREmE5Jqrr1msUcqgGprpT2SAPJszRA2b0eE2nJ0iTqzaVO6NzOB1Z25x3GpluQKmWyjqbavA6z/YBwrb3RaFKRFy1bh3E2sIkq6VekwVal3wlryvX+zM1F+qaOR6O3BwGNNk9XS4X1uvMcn9Bc+FFmJhC5EWamNLA3e0tN+PEF6db7q7K60fl8LASH1ammjhpIGQDYkmtP9RpgdhAFJBFrUGuBFfXLBDUMix1Bc1G35OKroEaXebd65NiDKQxoevCNQTiMDAIlHUh58qSVy7rwjANnukyX/AwBGpN3BxHFOWygFarhVPUgCS2ruIwkiKEuAtQ7Bd/2DaWRrEehpE0WBAkpcH7S2bmeWFdM8uysrmGYuBCi2WjVHrrAcVKsoIrG6vCWou1nwiWsYvBwEgSA2z2Zb1em9BEmBfCKlznK+uy8vbtt8yXKx/evuvrPqWBcbBx6ggNq3ta89rtdRwGm+8xGi3Q/WYBQhpJ48T9+cplufDTn/09fusnP+Wnv/czvvz6G65LpSqchpMHHJzeLFbSs6cll1Kf2fL4S32e3ygQtYVnG+Wq3UyrEdmn+Ddg3vn1lb4RtnigCC7pHLbNqKHmqn3ztdM2WVZ7SW1RUnMzLNNTQdnofm1sx3HowgDRNxsROoDaMgq7e612PyFE0NbMLBooQXZOWAOW0R0aNdDollHRXhNBbKBPtzHyja5FiQ4Hcxanw8A4Db7wRndWmjBFctBptJAQFpMM9w7aeAO0tpAU8X4QkRiUNFRitKs4ny98++1bHh8fWVbL9iDSe1Fdl2q9sVIkCkRpPbQGbk4nr88aOd2+4HB4x+P5jEjier3y+PjIuq48PDxYoeTDBUFJUUgpekbOHOIURkSUYZw2+l4pzPPcN/0uIqCt9sjqwnLO1j/Jd6WmDibu3Kg7bp3L/+zYInxPA0otKPBJgEm8K7nTxXJuijx7QEP/9z76/t1ra3c97bO6E9bO+fR1z2sX/mU8WnCmCdds0ShXlWvj/km06unXk0i7qs+J3WeIPANP9MnQhAkA24xSpGbLuqzZWj+ko/XgSF6j+Hi+kvUD+p/959z+xbf8xduP3N7e8PLFC+5uT9zenIjBbFBRmKa5U6tyE9nRJq5jcuLJGwvXnCnrShYL6kiQJumEOiCqtRWUtyxTNjCVV6gZccfdmsSaAmctJiwhtVhPLLdj6vZEKT0iboI2gcG/iw9WoykH3wxr3aLtTSXLw20dOLXvm1WkxVmfrL2qm6oi4HVMbZ1bCqBvuLqpzSl0OWkDFdG0hVq01oUmVC3rJXUHJAhI2IqY9zVDe/C9X6/CVrMiO2fWxCG855WKN7U1QQjVAg54S15AAmGq/fkRjA4utLpUoxrZfByIsu2pe7uwzzS1a2/7Xcv0t7+19zzPGj7PXD2tlZInfyulfNbG/iYfFuC0PmoWQzPAUETIIbAE4TrAHJVrUpYE10FYorImJSdT4GsUvlYv1ue5mqqxFgsuhOZKNfvTSxbA/CsH3RVSEKIYDS9ocPVeXD3XnHxKJeRCzfYzCMSWjTdwkcRVer2Zas0mY97mbFGlrqtRCAXikJjGgXEYCTGak19mzpezAbaaQdRoxCKMVKiZ4+MVvVaGa2C6wukMN4+Fm3PmFcItIIaJzP8CxgJURbMFd0bxrF4ImOB6YK7WWy+XTK6ZVVej7tVIlYDG9ixdZbSasISuRqENMdnai9Y2PddqmcYYzE5WJQYYgsmk55IZkyl3Lrn25xrEv9x2R2m1UPsIq2VfrCGE0exKVUb30YIH94pn83Ou/nOzE8HLB0xKfr5creF5KaQkvZ+eojtg1TJTlrXCW/scjkfGcWScRvPhYmCaRmIKzoyoXC8XE7C4XFiWBdxnHYfB/U0bo9Z0vdmYrnQarD2N3bcSIoQ4eJKlza1MVUs4vHz9BV9+/QOG0VrwFLV68+KVhRWTjh/HRlF+XjrxlF79vclEqWeOWr8ar+ffFdqbpmWnQ/jirChS8L4qhepOLT75zIf21/fP2orsWmNBaBFI2273VBHAIrulmhpOrVsaMgjHw8FkTJfFnTHtC6CpQrf6q/ZZTQk4xmSFmkWJuWKVPU0JSZ0eaKBi21bXXQYD/+4m1SNOze1oGw+eURtu7T5PNwcOxwPDdGAYJ5KDqRQNWE3T0Rre5sI4ZPJQGdJEipEVU2JKg22SRUEJxJTRUJliRdyj+fhwz5/86Z/yuz/9bS7XK8nTyMXrfK6zZXvSGBlkJE2BFBPTCMM4cnP3gpevCsua+fPbv+D+4YEvv/ySdV25v79nmRfev3/P5XLhF7/4lryurPPVFmho6Wq8oNNU+AyY5N4pu6lEBXiyYYcQrK4KZa2NuqU9Ah3FFqQ6XRSeg6RP/739tv34tJaqzRXx+dVEMvaR7DY/n6yfTz7j6fH05dIvbO+k/Jft2EfEVdu/G/0sGKVX3HPxkNxzJ3BfG9Ki6XuxhJZhbPNQ2XBZf5pt7EUIKZKGwcVTbFNHlePphjgMjJjoyceHC+X+wh/+/B0xDUyHA3d3d7x5/Yaf/NaP+PGPfsDdzYnDYeJyWRjHgets349HE6MwxU4L0MRg6khSvR5JBK2FwEhIEcpqTrirW1ZvrhtQqBktq4GmvJpMZs2UspqqXl5cTc/qmPYASrQ6o6BStXgmPzDEphjXmo7bxtaCYjFGm/PF8+4dRPk9eQ1oCLteS7Y7P4laNJBloNKfW9u8ZftqUf/imZLSXist+1J7YC5GpYtL7NavUdQC6tlkq32yjbi4vekb+DMgtZ+zPUi43wPUwUz0goUmxbzCuvoYlxXNkTJfURVStUxExeuSoykfllxY18Kai7EPUvQsmDmC4Fk031s+B5RaveA4jruC9vwEMLXXNuUtXw1P1kQDUg2sFV8P36tDlbwu9nMQJEZqtEzIooFrDTxG5RKVy6CsA5xHWJIwD1CiGiWu+9EK1QQhggRrulsrdSnWIHsnbCKyyd8DvY4QbN6MQ2AQ60YkFWqxAHNwe1drJZRKmIv1XcpWE9SEAGJMDGFgFMsQVM2UxTKQYRhNdtuzxss8G5B0B/rmeDR/rsLl8cz58ZHL+WxCEzE5G0NZRUlUtCi3j4+gC0ct3M6Bl5fIi0vlxVX5IgbuxAO6CGEIEGAFz/yZXzSJMV5qiCwSuIogtdi8LytzWbniICpbqwcGq4PXYj2SNIDmjC6r1a8OyWrDSjQFuVrRGK1B1JrNBxGoMXCaRmqpHEcDAvOaLQsvIA6iUrSASAqNMof7sB7QCaZi2pIIpRqraXB2ECqU1XpFrbmQc7UyCw8IlWrS45fLzMPHey8nEa/LciFGmzG0zIL679R9zWEYubm95ebmhtPNySioQYiufL0sVnv1cP/R1Jof7m0dB7M3kwuhWZ1ktrosFwsK42A99qLrGoQIBGKEqpE4aO8Fuxal5JUqiTSMfPXNj/jJT3+X6XBDxdo4lGLNqKtaHEAkWR8rD3g2W7ZX4/tVShx+Y0DUPsXfosCq5mjnvEeG2gu622O1xmu5byDBqRQte9RoWI3T2TpBixfuhVa4tt8w8YyPGIgS93iaKIE2oYKk1l4sGFgTNR5ry4LgUYIWQVXduOEtHprzSlXLili/COljQuvNoVjDNG0BJpviLcAUY6MEenZMtzyVccx9TJym1BrLqsK6rizrylQMwEqIBLFUZ1MTjGkkDYXkwKRlO8fxgIRgWdiSiTXbRivWVyWXlXle+HB/z/sPH3n3/j2vbm6td4Q/mxgTKbnyipraSi6VNa+op5it8SucjkfLiAVrbDcOI6UUXtzdsSwLX7x5w3y98vhwz+l45NXLFz2jc5hGhiG5GEjxBZ775tzk4w+nYwcWpiaYkOWZUh07B8vvg6c+wHfNdH+2Buw7wNo5TQ0Ib47btpA3512eRIT733en+pyfobvPaNfRwFkDA3vK0fNM1D4y/C/bsdkfz0hJ2Z7v7lns7URzkoWNmtTWmDn21aXlaakEH3nfMNVtGGybYc7938HluVVdUne1nhqlVOsrFwNTHMGpz1Y8bO9PydT4hmHoUt5DSv0riHTFL1ETiQ1URE1iedVMXgOajW4ramI+ebn2+pogHkio2Wh7eTEHPa9oseyTaqVmawysJWNk/EZAMUpf0GxBsloI0a/R+xW19ZR9c22ZKG8TSFNIffosovfUik+EDqpft8VY9UnQpAdOusMenq4FPAzVA2sOkIDgr7eOomoZQ28GaRuHfbOI8UYX2QdHguCyHJ9MzE/2R7sGgGrZMQTx5jUtN6YSTCWtFkI1yemaV4SA1EIU5TSNaExkEsN04ObmaA2QS+4BOBPOEIo3Ox6G6KJL4ROqS7MP273Z2K3ralf7GZrep46K+H7WbA5+vv2++P06qsAyiEfCoYZCDsoqlYsWzpJ5CJWLVC5qDZGvwcoT1rbb7wK6ojjIwcCzJZZs+snWS6jbJL8OE1lSNJdtvVTr+dRqFUv2usUWhHXHssyWVaasSLKG4ClERu+vNKSBvK7m7/iXeTCbqrGqgZhxaC1WAsvlyny+cn18ZLlcTKEvRI6HE0NKvBqOjBq4O1dus/CTNfFFTfx2GXiTE9/UgROVo1ROOTCoMjQlu9qsbetJZ7LqycFI8Qh3iYFrzjysVx7LzFkzS6qsEdIYYUhWk+a+VYyBaUgsKVqdkwe+xiGxlmQUPQ82Wd2NBYtEWuNde8+YIusQmbL3iYLeC3BM0UQlejjchWqkCYmYyMuSM8uamXNmnBdCnImxAIHrPFuGb166XwVCCLZPXK9XrvPMkjPDYBmsVl9kSQprAt981SCgToVE1JpATyPT6cDN3W33mddlNobQ40eWeeHx/EBeV7TJDnkzstrmLkLR2r9arz4NruYcAoRku1W17DrBogqlYPMxRH78k9/lq29+yO/83s/48psfIGkgVwwYUtFs+25w8aacW0nPp4GdvQ/4vchEPb3IjU7TnAL1LczDbzT1IsGthwtANC56jJtiFEpPXTZJQ2iDA56qQqGDkm1DVpDqltwpHJ7GxWspLN1oKdLom6E57tIzaKqt9snpDmFr4JazNXFsjYVhi6a2eoWqoGVPgbBS840q2BzzPqK+2W6BVxHjre4BXa2mctUds0oHUCLRi4khpoFhLEbnk2AcbYVhnLyAUSFH0rqgASQFlmW2eqVl5f7hkQ8fPvL+/QdupiPTMLnTCOPg6Vyb5uRSfcG79GbFak8c6IzDaE7lunLbwqK1UkrmfD5zuVx49/ZbhpQMOHlPrNPpyDQOvHv3jsvlQqnWL6FRnE4urnG6OXX1lxYlaXSI/f+3kX4+mZ//Yw84fA43EAR97unulXv81P+mT8/zHMc8B0hPf8eT62iytc2Be05Hew6kngOq76Mj87lju8+2drZ77dRM/2MHzi1iJ835le6wdIPbHXPoO6/uaGL+vYk3BbHNyiRgswGvtqFZh0JyqVTNzIvX74hRgcfJ1lJ2+9GUKIeUGIbB+sxF67eRYmRI1ksFDJgYEimIWkBJvbA/Z3M+yhJcYteAT1ktmjyIRUNDiohmVDPkhTJfDEytM55osUyU10CBRSJtHCpQCGqCMUohiGXExnE0x8yleFutVCtkFtiN827+imdwY3S10s0hbyIX4pTsBopogTsfV5xizX7uNxDja6+pN0oMBqJagApTpIoxPZHP7TTAXfZmT33bfz2nknSwsbvfDpaq04ibNJsDPmvobgXyQSFUNUdGBbQQgeM0IGlkJTIeJm5OR5Zl4Xpp/Zs8gEVT+MqIjKQYnyjmPndA2tEAbPb6uXb/slszz2l+FrjyPjS6P982Vp+xur/Rh4qwjMJSoWB9FFdRZilcpHDWzIMYiLoCaxWKDNRgsvUqWJAB+hYCIFWtzsel+cQBlNmkYP0d2xakaky8aiDKisuC0VUVelPr1Xt5uVx+8frHsiy2Dutqc1zFJMi9GXMKERWjxHUQpbZSYxBqNcqWBGEcRpL3nlznhY/v3lPmK2VZSOOBmAbuDkcOw8SXw4mpCMeHCy8y/DiPfFkSv70OvK4jX+vISGWQgpSClMqYrAYJFw7IqIGUBqIUqjggcRGMa808LFfOunChsA6QYyAOERniZqyr1SmNQ7KvFA1Epei+htU57rOuuMBOcJ8tuTr0NCRTJB4iq5UvWkNeF58YkvWNaiDKdyETFnG/ds1lA1LLSogLIViGeZ5n1rUw+7NrvTEhsrqS4LIsLKVYtlkEJCLBhYd8vgHeYtIdB5dvlyjEMTEdD5xuT4AFzZblSs4Lj48PXK9XzucH25da8NAnctXidxZszKq9X7H+ZYjVINv1eM2lL38JyWjlgvU0HUZ+52c/4+/9/f8KP/3d3+XNF19xWYs3E4++n2cLhIYEElhzcWr4pxTj57b5u47fGBC1d1q0Yj2zUiDPK5fLQnC1GlyeW6I9iCFFVCvnh5VE4HA42sQeR9ZlZlkWqnqs1x2g7E26psmoaNE3rWVdqGKSse2rbZjdoPs5xL2AqpW1ZB4eH0khcBhHS28Pw1b8rFvUM7SNsBQkJV8c9v8UIUff3IXeX8Ch4pOHGiQZ6t9nQD43rmyuc1U16otvYmmw4vEgsRsbVfvcUivLunitxLDVanm0JCUT6Ygu2aW5mHEPNma5WNo0xNRB4Nv3H/jjP/kzpjRS7jJjtPerWnp1XTPkwuW6WiZqXb2g3DZtQmS+LiZt6dLNoyv7XecZBO5ubzmMo6XCQ2QcEi9fvODly5cssxmMP/3TP+XDhw9o9Vosz0Dd3NxwPB55/cUb5nnm48eP1Fo5n8/m1FZFvC5t78g8ATi7xdae22cfSp9XPud7lFw3mhK+AWTv7u2Oly3oz57ZAfPWCPNzGaOWXam7ifPcSDyPLj9//78MR5NaBtj6crWM95b9Vn8u5qRHVz7Km8GVpw6yn9DmhT+r2gt37GiP0ACUOHUteMDGHBoVpyR3KpjFhKw2MvZ13Kg5QZQhCtMYCVrJy4zUIxHlMNqGj2bKqizULZMplsGvNZPr2nJTPeqNWP1GivbbuhqnvakzrTGgJZOXmXy9UuZH6rpQ8uI+vUL1DJRHITfKtNH6IlYjlWsxIYxi1JogodeLtcBSi+bnUqxup25iEBLNMYuu5tfmavVi4bxaxiulsIGwWsjrYhH3nH2Nb5LczRkq2T7Pp8MeyuG7elvNNE/BZMFDtxFr2bKMtO9anWKyNdfeA/J9f0QF1CXeK2r0K0BUrLdKsEBeU34dglgfvhAYVHgshZJXLh8/WIuK2xfE6UA6vaDkSFlnSjYKpohlM2tZKblwvV4NRFEpDtBbzWij5O3prbD12mt7V3vtc4GJvQOzAUljg+yBlP29jcT358ii/PmQmUsma2UuK2utLBRmURapXIOp2K0xUBOoFQhv7UJqtTXg4lmpRX4UpyNhFDjoczuxX2tK9oBuaWAruLIu9AasNRud6eSU37pafU/x5tZglNrBgVPAGuaWHoxt9kjolTwegxiGgSEmjscDebFa5svjI+vlwjCNHI5HBkmMMfH3v/4JXxzv+GGZSI8Ll//kn/BqDfw3xle8zMI3Z5iqcHTBmpyzMZFSJMfowht230bAszqsYNF21gCPoXAvwkeBDyy8Z+EyKEsIXGOhSEHwtgEELJCejQXglLS2DlBrVBtDpCwrM9i4iFFQRdXBpHRAlaIwjIlJK/W6si6ZMFimahxsjZW1rQHch42g1eq2SmbJq/tb6n1GjUatVbksC+u68u7tB6OFB6PsHo5HV1rcgFWphXW151RLRpPbkxY0jIYi15qJGglDJE2Jw2mEqCxl9hrYwsfHD9bj8/23RuGsBtJevnxp62Epbs+dMRAiksWzGDaWEhMherNlAqvXdF2X1emLyuF0yxc/eM03P/oRP/zxb/G7v/v7fPPDH5HGA9clW3sHsf1ApALZtiHf/w7TSM6r7wv6xCbtv38vQFQzij36i0Xqq5rk5cAGXAQs+ocJOtTijW6lRS8tCpnBi1BNPQ5sQFqX49FX9p6HrmobU2jKJz2KuDPbHuURLOCC0x9KjEzezDJ6XYQpbLnzgBmWUquf2IEdnvKO8qwA1O5We8rCJnjvA4VHOLbLRGlJ+A1AbQ751otIZFNG6RPEHXCLYiq5ZKuRCFtNQAusG13RnA177zYJUacQQk8LV1UeHs+8ffuOr16/sX4Qd7eeGas9U1jV0tOlqqsXBsapZYNiz0xW56220SolE0PgeDhYPxyxnjNDTLx584avvvqSt99+azVUy8L5fPb+BUbXG4aBw+HA6XTixd0LzulsHN7z+Ul0woZBPnEW+rV4lHRft9Cj3ftn0uaVj/celJlc/rYWGp3i6SL/bidiH/neniu0NdXnsP+uAbrP0fSegik3LH5juvmK37tjT8fcO2gNSDWno2VlUKcRE3q/tUarAn+OdTvPE8MrYrSFncPd/+RA2vq8KSriGeEd4Aph54iDZYntfUAXsGg1zONOHAJXVBpSZBwTolZXkHdUYBuDaBQjLf28NLMjrrQX/buDKBWPiBbru5TnmbLM6HKl5pWarQbEibqIb1ztyz7CalJbibS4k9eb6D6pn9nWldmy2mstmo1qClqtMSVPXls3Op86C8FBcltjtVYXIdrWejuH0fC0S+uG/gh2c8nnVvNkQwwEif2ag0e/2zl98nQqVZs7e5Cxz9o0i9PEk1SxvlptL1FvJl9bQ1BhiOY0BhUupVJqZr0+UlW5PNwz1Eo8nIyOWS3bVKuBqBgCOWvvXVfyagBUtixaSulJhm2zlfIksLDPOn0uA7UHWy3LZ2Nr76+79fX9glAGot7FwkJhLZkLC5nCXAs5wCqQg9HKalTU2S2IWK0MmLMhArX1gPS9pLZyhadB1QamNslqB1GANqpqCFQRsipLKSzrutmxECBGW4vuizURLpuPsdcbNulzA1oWZWgMGftsu6LW/3MYBsqycr1cWeaZsi4cTkemmxumIhwk8eO7N/zw9jU/uQ6E9cwvHuBNFn6WTtwUeLEsSLHA8LUYoJA0whCtLl6wGk4POLRgUQiBmiJZKlfP/p0FHik8klliJCdhlUoWiFJMXc8egv9n42ylG6k/HwO5wXrZCQZIYzQBCrAAjftIhuUCqRpgus5rt+Wtb+qQoqug0txFF7ix51Hcly26+W2lVJMyL5V5nlm87juXQkjJRSCmpwIKYqykIs78qhXB67HH1JMQZgetybtEq30apoQEJZeFvC6UnLlcz5yvj5wvDyzLwphMeOR4c0AkMF8XqKBFO9On9TLD5424f1lNIJ5cM7lW5pzNy5XIeDjx5dff8Du/9/v8nb/793jz5ktu715SENZcINne2YQ2+p6p9qxSil6LlT8J7MAGoH7zQZSv9oplM0p1pRl32lJq9Tyt8C2486KUamoe1vSrMs8LWo1epmpNeq3bsrBU4wOb6lBmnq8GBKYRREhjegKaSi1tj/TovfTIRnOeGlwx4x8cXNkm1oxbmyBN+U78em33tPchxt9tmamWSu1RJcG5qMHh2OaU259l/+rPDLD2hdg2ud59vq1Of2trEhqiAyDUP9ucEXN97PpbjLiKRd0rLesXQJRKJdeKOD3ucr1yPl84jAcO00QdILqU0JK9T1M1Gsjx4IIXKZGzUpfZqU6Vwzih1bKHqHJ7OlkRc0xEAa0Dp6MBIhF4//49f/iHf8jPf/5z7u+tuPHoVKdXr15xOBz45ptvrIZkHJiX2Wk/T8UdntdJtIzD0+jFX22Tl937dyGn3fziM4v4lwOpv9pLf7VzbQDs2b+/bx4N7hSX8omDZ3Rbk1lGzQERzxRoseL8LoHqEfI9Bbcd5mTYuTrqtE/u32S3ZFWB4EqbavC5qb/V0uZY8g1mk2VFvCUQRp0JNRM0k6QwhMoQYYzKECCJKXGJYCDHgzAShEETGiJopPWaannWYUjEKEg1y8Q6mwS5W6IqWPZoXSl5hToTqcYW0rJTEoXQJMS1ZfKLgYBqksSNBtRo07VaRtoaZM5m60vxwneLysZp8sh49Oim+PPzZ+xASYBpmuw6xBzCnJc+DyxTYtTflFJ3uJIHW54qyCkEo6GklBxAWV1J1cowjISQ2KpR7AgxEuEJFQ58nslWZ9Qds2dAo9MWxftBiSCdkiW9QTyCUb18bhXPTEWK2eigNgZlQerIGJRDCtyME3XNlGW2+iktTFPiMEVTScvFaqJ8vbTn8ykIkicAa3/9z7Pcz2mN+zUE0muL93U1+7X2fTgWrfzn9d5ESaSSo+VTC6DBIiCagjl9MVofIgKiweKkezDlKzN7AMHqSGzN2A689R4r6j6Fr5niadS25wRnVeScWZeFZVn6c1hLpqLMi4Ecd8ggRkgJSdEU7sCa0LbnLKBOs69ee3LNKzFGbl+/REvl4/mB6+XC43xBhsj05RvCOFJjYIgDB0kMl0zKFw7vzhw+Lny53vCqBL46w7BW4jUb+NNqkuXJpMgJENTsYTTFKyL2tzVF5kH4eBTOMfAhwn1d+VBXfi4Lv2AhhBFi4DEvZFWiHhlcpZQivRyE0ESA0hNA0gBIwAQuqLB6o+IQowvISFfeTVWJpXKYJiQkbm5OTNORKFgQvvqzUyvtkOD+VwiElEjjSFDz5w6HiWmcKNmyTPMyMy+LSehr7fa/0dRDcony6CqAwYBmA2sq0mnmUq1mtSwL05g43t1w8/KOl29e8fDwwF+8+5b7jx+4nB8JPldfvnlFLYXlerV7VwvovXz9hpILy7xwnRceLhdiHDjeHbjOCzkXNI3UmLhcFxTh5uaO0zjyw7tXJqL04hVffv01v/3T3+N0e8fx9o6P5ytv78/c3L5gHCemkHATi4hwPB4A8Tr8uPO3eBKoBrq92bdo+NzxmwGigAZENhDTgImtWcMZZlRtw2pRqepc+i3LUgLUEvqGo+LZnJrN7XfKjvUAUooOLjYTe2QSvDuzbBFNm3xmnpT6xHlskeF9dK39XfBMU4smqlp0TaF1Xm2RxB799THpY/NUu/e7/VbFi+BxB3+DWf1sPfK+89fl6bX3jIgvuP5fiwS3SH27Pr9ai3JtQBCkA9y8mqGe54V5WaypngQk2TnWklvouzsS1j8kgq69T4gBG1O4mmd7VuNwIHkGElFSTIyj1UFdLhfO50c+fvzAe28kDFa3MI6jKcucTtzd3Rl9pz6TGd5v7p9gmU/rXPo/dPthcxR49vA+BTDNx2jiH0/m1NMP3x76J8d3/e5zzsdfAwVt0+p7eSjaaSftaGvY/+XR8C0zs2WmnF7R5v1unrTv+yzGdw6S0qPJ9irngQcltkCMtqAGVkzbQHz7LIVG6xUBE+zVzr2PYiIv5qdJV1bLXregmk3WOLR5iktgW081RUnB6iPsQiuaF4yC5oI76iAqm7iEaKsXtUhjtwyqm1XoQSgbRWH7mzZw2rJHHuW2ovXSn4Hg0Xo2FT83Zb2+VFVNwcmPmJINXc3d8am10Qyly+2aI7Ftpvvnu4EBs4/BqX8jTQm1El1Z7PkhIj2oJru13SL3jbrX64zaVHkGPoIYvcYyEkbHtiAc5txV0NCAPi4ssY1zmyNaTUUxYPNkiMGct97Hq3p9mUAZqbF0JkS7rjbOnxOM2H89B1J7ALUf36c/S1+X+4zV9+0oVN6z+h6qaGiS1jaHpTmvIZh6n5giWwNDFtBpq6VlHTzzYF4NRQ08mLhE81cwP0C1+z2oes2UjbPWne/kfRHF/RRq7VTypgxINHooDuKtPqcJd2kzSh74tb+3zEs6TORl4fpxYV4XY7t4MNPEfExufZAEc0aXGT5k0n3mdY68LJHDqoS1otmy14Vq1Ed3+ptPYnWAdjlRTO5/DcKahI8H4RzhPgbuV7hfC4+SOWPBpxADy1rIDlAjOI2fHjhtPlN0mluXAtedjpBadrh67WlugTl/vymIegY9RVQC42hiQGanmr9Kzz6LPhXSiTHakAcXE0rRgyfaKcr2XOh7R3NNNttGz953X7s9Q7/mNodM1EiJgwG4YRypKJfrhfuHex4e7jkdJ6u9nUa772w8wVIrCRimiRCzBQLmlXnNHKK12SG7hHxMEAersQ+B4+0dx+OJL7/+AcfTDa+/+IIvv/yaH//kt6nY810uVx7PF9JwQGJiUO39/oDej84CX+GJLWp7wZ4+DXT79l3HbxCI8jpHj5wEX9ygLtqwe9BBKNlvnFZLYpMml0IIirciIKboyjZehOeIXLVYU2qtDCURsaLADgrcSbIs0a5Ro7/iCaUDB0n+f2ky7P3OdugHXwzqjgnGf1WEUDYHTKWbyv6Z0KLX8sQv23cn331MV2Xu4+sb+KqAmkkOwSiR0zQyHQ6kcfRaAzNQtoqs2I/d/dOMZRfB1D5e4rKrETxLaCnYdx8+kNeF03Q0GdN55nQ88sUXL8wQtXtrEeY49L5UKYFo4HQ4dhWgUgqDG/xXr155VNcWbBBIMZGzNXj785//OW/fvbMu2ZixOR6P3Nzc8NVXX3E8HpmmiZxNnKJF5IAnzpZU8Yn69HjOo23QuMEW9b812p+2W1Wa67g557rRFDcf66nj8Vc/vgtAsbvCv8Ih3/Hz9+SopfL4+AjQnWdoCmDao3UdEO1ott3pCaF/7R3itrHulfXsaIDi2Y9qG3BUIFomvqrJ8eaCC0r4PDGk1A8rUrZ+ImMUTlPk5jhwPCQOY2IaIkMKDFEYor3W0JsRU4wLLqi4HG9QtCyUPHdKXWRASgSx+qW6ru6YeVS7VqfE5e6kRxHvE+dqStXtWTXnsbrR0iax18bNzQBVyYvVZ8yzZaDX2TJRIbQ9wsa9bf6xBcH2G14LSLjDM3jWqOYC1erJmoPT+5akTfp2f22fggF7JmkwSvQ40UFfX7h1Owc08yydXvKEAggdQEWPWOsOMNQ2zi17WqX390IbxbyhJncefZ9KPs+G0OrJZvKiPHz4llJWbl++NhGeqIiulPWM5hktM5JGAkYtahmGlsn9HDBq19pe9zzL9JxC+3x899n+9rfttVtfqu/TUQXmoW5WVnt4fLtnZzpEDYQqpNIyKqGvmSqQ3T8owVqLrLvPafsHLcjgGdianarqhfQpBJJYtivXlbKs1GVFl5VwsHpwUe3tDoqrKxIDMg6EcSAMCRU8G1SYy2p/D+JATCh+fymMSIwsUljKwv35Hs2VOCWGaWI6nDpYGw8Th3Dgz/7oj3m4z/BHM28u8Pp+BBlZj4lQre/WEmAJiqSBMCZSsMa2hwKpQlptnuQhUINwPiXenuA//RLOUXhIcP5YeHh/4Rdc+VAv3MbEOEQu5+xMpwyaSF6rnFsMSzBVuMNEXRagOtD0dWDF5WhWymIZefPrbFxUMT9ngFECYYRRTYF4GCbWpfpeUHDWopWlSOiUYBEhptjFQYIzthBX8MNQZErRzII3e8staxxw8Z0tABXEA13BXU13N5sqn3piIqNclpn3Hz9yuVwp1RRk11z5+HAmCLx8cUsIgavTRHN5z3Q4UGRw0By5FOX+unKtV9KixDQQxonDizecTrf8a7/3+7x88ZLf+Z3f43A4cry9BQdNVeFxWa38o8CclSqRORe4Lki8Wt0+Tm0eR4yl2ny7rWazyZs3ZkH72jNWPnf8xoCoLXLbnATZbWJPQUQzn20jQ7eH3SZw1erpyVa7sP2tI3LfcLrxb5Pl2YVtAMquixaBxqKRGwfeo4s70LT/zwI76rz6FhUM/X0tK7V9/pbpMceubTj03wr9o3a/29/B7mfx+IjfZPXag3leuM4z03xlvl4t/Vtyf79FRJ9ntdpz8bjK7jX67JPtnivLsnINgfPlwjgMXC5XggjLemTQREjii7gVUYvPgza80iO02SkkJm4RXMY5oq7+lVx9bF1XrtcrDw/GzW29WFoz32EYmKbJIz82iHt6j7JFKBqNR2RHT9lPlSc/S1fA29dEtRd6cO4zE077g+3rYT/7do7cLz+en/i7nI5fBq4+82rd5t/3+VDVJ9SVLp0dpNuSFnXcej49C2awrXL73fa9NciuWp9GM/ycT4dcrG6oD2xw+e5mn8yhaUIgPSLcVojswFTvLeIFwSKeheohHPDgSbsWpdnRBvtbhqlaAKUGUwaVRo1zRT8HUa0xutZso+GgszXDVQl+7U32fRsD9cFsNlZ2073X2bR6nFqcKhP6snjifMMnS2l7XtvrgrScF0+ea88E+Wvqk2f/9Fz96Xs0uL2vVivab+duwacOGnY/b09/f87ngGJnzZ8BlScA3VD/p6vZtxVBe2uZoHhvrpW8XEjLSFlnk6+mbs9dC01VTOt21u8CSs9pevvvz0HocxDUn03oMfzPjLfd0PfS/ggmdND+sf9ye7EFa42aKbWNnWfsQncRXOJadz177BlvTad360mxep0mjiQejFacbubZ2lJdUc9DwU1NtDZ2jl+r0w2Joc/x6j5XY9Sol11oe+4pQgjkWlk9s9ycfknWXLydp9UNnc9n6ocLHz5cSdfAur4kh0COq2V6Wn1XoIt2RYRYhVgxmpxPySVATsJ5Eu4P8O1RuUbhnOByUc5kzmSuFA4elCpUD2SoB1mEpqprh49ltPogyh5x+NxvZR1uJ40kLZSW6QPbKyI08m/LBKor3e0z32arTY1Rm/Tpzmg23xefM802NRAljbbuJRtbZrxpnra9ae952k9diEoMHy45c10WHh7PXObZG7ibkSllpaj1pYpiQcJG6lZsDsU4kNLEcVWO14yERIiJcToyDCMvX73h9sVLfvyT3+b1qzf86Ld+wjhOxHGkKsxr5jov3J8fDUS1+mUJVheWM2nNxigLweTSHTOIO2DbXfKJDXtOL/6u4zcIRBlP0YyIOR/GZ28S5SZDZJFH56fXYkY3COPovUw80tpkq0MQ773UgAiM04COqRfxNfBVPWrT0+lhkwptgKuq1000ZWBp1IqIhETTXxSC8UJj7IuurMZTXfNK1cp0iEikb34t+8UTMNKmXbeO/e+CbjzpnVOxHW2K2HuMxt845nD/+ECplX/8j/9jDscDx8OBjx8/8k//s38CIqQhWppfV1QzJhQarQaC6ilU73tBoWpmybMbdneCHOHnNXPhSs2FDx/uQeHl6RYB3r0LDEPieJoY0sDxOKCKKSvWTWlOGhhR5fx4ZlkXpmlkHAaPStt1BRHGYeA6z3z4+J5v337L+/fvWWaruTqdTkzT1NX4tnqYrYeLRWlMve16vViB5rIQUiQUUyCkGSU2MNudnk88us/O+u1bc2ib49Uj1U9f2+ZlrZ86d3+94798AAqs3vH+/v5JlDz07FKjaDgY9o0stOfjfuZTx2/3bwkuumI9WHq29pmH3xycTk4WtxxRQCNBlBqUFC2hUTDbU/1ctVq9luYMKRBIDMHU+YbUqHvFapxqJjQGsQjJHRVZV8DmfYgKAetNEifWHCyzL9Dqh9BKaJmQJ5N8/72ByE14Zl08OKGNUm0zL2wyq545cWehRwarBXVy9l5WrX7NGzDK9qktc9NULsEo2sEV+0TEzWfttQYNXEgw8Dl4JF0wsFhL6YDryTNuynk+li171ESLrHbLaSlVqY0+uBPMABsT2Yn3iEivRe11Rz3I5w6q/7uuFQnVCrBRRKIDntLpnB0gugs0RENV82oKfNcHUyt8+PiWYYyU/CVaZ4RMMM028lopWVjX4kEkG492fY0isxeLeC5lHtt82/19T83bF3U31bDPgbXv7yEQx90/W0CzNYZlq6HRtr6LzYsBEyyLYdtbAp7Mcn/D/ZhIIFYh6a5Pkipi7FxCNmrbKIGgQkSRa0GvKyyVkGHSyCgDg9djyVyQ1f2vGBmGkTgMkAI1F1a1+U4tQDT/KRnQEmxutzYM948P5MvV1CNFrLbKa3DGcUQmo/9f1oX7hw+E+wf0PPMhR348Hlkl8KrMnAjc1sgQzD9IQUkChwADQlqdyoeQI7y9C7y/Cfy/fiD82Q3846+V4gBkvRZWrjyycpHCKQrj4JlCr+eOa+GAZQRziCTxLIYoDCAaERJhTIRi/osWCwBFsQemWpnX1WrIxDIpGROaiWHwEgV7xrlkU84rno2qWHsezAdFBI2x24ZSvPac1jJHCSlwPB0ZxpFhmnpLF1UoebW16MBecfCl1WtYLdAmQHXbFF2dkCBc14U//8UvePfhA3/653/OwdlMEhO3L15aX6i8klsPu+HAlBJff/UNt3cv+PFPfsrtzQvevPmGeclcrgbGzucrh8OJcTrwd//+3+eLL77kRz/6CWkYeXw4s+bMh8erqY2OEzVUKqmXu8QkIJXLdebxfDVRusFYRyklxhgtuK0DLfzZwlQ9MPrMxjfb9V3HbwSIapG45oCIhN4T6Tsd0R1qFCCmppq1bTT4eRuytoHBNhugKdu1xnQtG9Ujo0+QaDtP9+O7U6nQw8NPk2eNmuDvw6IS1ek6dokbdbC9uf/cB2gDgXsgxa+yqTTE3SJGzfER28CXdeHj/Ufm5cr1MvLw8MDj4yNpHDgOJ498OKh71ni4gTn7qW6va+FQ2aF5oddGrV702IrH52UxWuXY+li1jVa74lOL0JkjsnFUB+8SLj74tVQXvzAjtywzpeQeERYRpmnq9L1xHL8zCtw2+ZbmLcU4ou2exW7K5htbsfNT/CR97rXXyHdM6/1TNlC2bZB2e0/fJbv5+MuOX5frIfIpkOrX+n079CnX2bJRLZgTsAajuxer8pR2qT348cs/xmeLv7B/nkfBpEVP2s+yzY/gtqhrU2B9TtB9mMVrUjzFI2JRVFsvvuarSXPHGvy8Qt8h/ZnuMy7iWSz1dS49kKXmKKnLJgeLmG+zwOeq9MVv92MnBVcftIiq3Y/uX7uDK2YKt3obHOy2utIesd8/H38Pu2e6We9tTWurtVIHskjPnPX3uBHvNrqd5xlo3gOHbjvauDQ70p7U7hqfruVGg94yZXub5K5LZ1X0+/D32n1sIB91W+3X3kSWoGWjrC+KredCLZl1nVnXmbzOmDLfVj9lWSm3daoon97zExn23b3ta7yeZ9Gfv65l3psa33cd0hDD9+1oKWR3qjtjRbSrdEKbehb0FFWja2JiINsh22axnan3Zdp5LU9cBql9KSJVra6o2Ffr69QLEipPsilt2++Audkhz2psH7hbda0djG8exUsF7LKkn7fVNMYQKOfMPBt9V5aFa81cFa6hcqWw1MII1tdOhUGkq+eFlikS0CBkEZYB7ifhw0F4e4S3R+X9wa49qpBjJWthoVL8fYTdmBajLAcf6+T07drqlQSIYtfjYjSltCz9LouHdCDUwFPZs4OCBZ42EaMW0N1sh82Pinpv0y4+pJs6ZtuXGgBoUyV4O4i6e15P1uwz/7O536HbQJ9XDvQWz/JYc2YLOo8pkWIiDaM/d2tNc3M7cTgc+eGPf8Ld3Ut+8MMfc+MgKldYs3J//8DD44VpOjAME19+/QNevnzFdDxZQC6uUL3XmSpk82djGqAoitHehUL1cg8bww0ndPvodcYtGC17X9XHbn/8xoMo2LjgZgACBa/LEdyIwM5qoE0SF4uCDYcDUaw4r2+s+NwUW1gpBfCUoWWZzDvJ3qF7Xddtk+wDuh+8nVvVooHueKkItUDO1gyyhAbaUueWlrzaQ81el1UrWgNVLNrZFkNrNvb02LnYDex91yG7t/R3ae+n0lbZmlcQ5cOH9x5NTTw+PvLt23fc3J443BxsYlKxRLQX2YuPvwDsih4tPN8VXhS6kk3bMItLlC9r7jm28/nsxdx2rXe3L3zsN9592xau19n7R1k37xd3d1aM6K+9Xi59DJZ55vz4iGrleDwgzGQJvPniC169fGk1YK6CVWs1JUfgME0sy9LViub+NZN0IJTNidiUuXyf6Ahqoxdt3+Uzz/XZo2yGV57/8bnj9RSq/bLjV3/lr3Au2QGnZ4Dq+3S0DWYfEW+OZs47ykYP1KjVCdCihNnX6qcZQXNgfV24s+5etDsN1cQX9tejWPNcacEVt4RuuxTrVlKBnLd8da2VvFjfDp0SISgpWWNcqKx5JSyBNCdqLbbOXPJV3Yo2sZ3gRdQpWX+1VJJnkb3/x2KZmeSDEx00tcaMWhsoUVfqDESJDgSLZfGrfR7NZjYw1wIQ7rTh0deWzYgpMcTQMz8GetuGWLqzZ8/WXZZddkOdlrO6umdxkYogwfu9NMU5u/5uZ9k5E+5wjOPYn/lzcPBkJnQ/d6MEN6fn6cue1df1wFPnH7i8ss3bXDII/TyNGl6pFjnvqVKbaxZcsnlq4huBAxEpyrkU0JXr+Z7zw8T9h/es80LEaDhJtjGIMRA0uPRweAKQ+tzfASRVU8dtgao9gNrXIXy6NsMTJb52vicZsE/e9Rt+KMgiHi8Qc7qfBWptxfpPapkFwCT3vViwChZUqSBVPIOFwx46jc8l/bw9SqPyGXBCFQ3VxSBWa01wnaEaqIiYUlstHkBcslE9gwWcTXnS0uO6Fqtd9GBi6z0VcYDjMuhaCzVbP6daKqSElkq+LpAmhpA4HY5Mw8j7P/tDLr94D2/vGT4srBpZg3BP5qiBx/VKYjCnPQ4chsnUx0Kw2jMBjhZ8ehgCjyP8p1/AL26V/9+ryi9O8Ce3lqmaslJiJusVDaVJmJq9CdFs/roiITJk78uXEghkVzitYLVRKZLmiaFWyuXaGTgRy3KrRpZiAhyr2/sS1Hqe+phJSJRl6f2ealG0hg6MLBNFBwxZlVxrb7abQyFKJEWrORqGRCSRBu8hla0dUKUQg/nLW2bcdoPW4qPt7z20JS0zMyICq9frLlSqBqoKL+4Ghmni7oWpoK55JaXEH/z+H/D119/wj/7Rf4vb2ztu716RhonhcCIMR8Jw4nK+cL3MRIk98K6qvL+3NjNpmLzH18ySM5cP94zTgdsXb7qfJmsmFKP5tcCTNZg3wSBr8WE9DUutrGtBpQn5eN2Y2/l9Jv2XHb8ZIKob2IpVxLaHqa5aknofjbYx7Q1QawhmAi3uMjZ06VHBELyrvLS6By/I8wdVaOlMaFtfU+Wruq+VCJ7NCuDcVOgg3pC5RwRi9MJnCd49e8uG0KILtZpSD7sasA0rfgYseTboL/WK9dnPzzZuEe9FkLy3ViLGxDzPbA1HW7y7LapdSOvZx7QsFPtN1L/3OjBApHpdhbvi7szG5EiTLXK7RYXZZe5skrcC8d682Md8nq2HDQLLuvSeB+2eQwim9lUK4+5aa7WeCtn/9lTOeFN0rLtzmSNX+4KntzR34CINwMjOGX8KafrrZHvN7iH1z/IL3X32py//Kx0dCf2qr/dIVLvV/ft/XQjtb/mIzyLnLUuxDfcWtQKQsJ/b333T29zf/W5bKH1D7NUu/u3Jmt793AIKpqpmNU6tZUz7CsHsWUoDwzSShoGQLKtrNqkgtfWGqZRa2skxo2pXU2o1tb4GCES2NexLv7odbpQcYbuQHjRQ6ZF08Su3MHdoE74DqWZRRPWJeWnRweak9xovjwQTtojiNlZsGaXd5repKqr3V7F6n2ZDWh1Cd2hVPSC0UWcbwElNdIK24e73AO1j9zxo4ti4AyT5zFfPcu2mwCeZrvaF7UMt2Ndia3sL3fYYi1TjbCtz6qrAMNgeWfLCuly5Xs7maJXs40M/fzDyF0hknzl7Xgu1p8g+eQZtbHbjtD+07708Offz17Yg5/fpEBWmsl8n7iS26eN+TYFtD/WxKNJfsndPOj03iDyxHebPmH0JzT/x33fyvWeU1UG9Ci313ddk3SkfgwclwtYnL7jstZbqcvqh1yXZWjaV0ZbVoqhndRzQqT3nJMHAVlWkFPJ1Zj1fuVU4xsQXpxu+YOQmTBxK6mOTVRmw+VCC1ZzNEXJU1knISXh3gMcRfn4Db49wPyhnUyrvNszk2Z0CG7e1FcWhaaloKeD11Emsq11u/bOCggOukBLBg7G17ueuZxMx26gOhhr4lFKQ6NrPurFw7BzifuazTdsMbbdptVq4W0LrS+i0Wra1ZbbpqRop/qyfWKzdR3X/pE1C7Px1rR7MHkwMIg4gHlDzk+RcCBJ58eIVr19/wYuXrzkcjijR5PeLCVkEUVQDEgbLNFUDiqpGQayq0P4WoonNxdpp83jrHwmBoCY7r0ByoaC2Ibfw457ZJO2Zh+DBR57Ynb+MRvwbAaIEXwilAMU3LjPiLUOy5tX/vhWmBl/Q0bs7m6QvtGaNiKeeMfsQdFdkHWCaUndQWE3VTVXJYr2BGNSjtt5Y1kUMVJUaLfJXnPdeRBEqWTKigQyIJojW8HUcknXRVquJ0lW7ZHf12VkRqm7NeT8ZpLZRftbbam5Z276FT3hjsv0gQTiejNb25VdfMg4j0aNGMQZX72qx6ufqfPrsc7ff1zZRa5uIWARkWa3HlQgle0pfjP9/c3MyOuYYIZrEeAjRowO+KZSn8pOpOTxVbcyCZZ4+fvzQ6XzLfGWdZ8qaweXqCYHHx0eK18w1p6jWysPDgwGxdeF6vXZ50F7UznMZ3/Zd3OHSjQb2FCt9ft7LM7MobRR3IEt2wOXXefxVT9gA7efe//3yZwDfvIeBUDZaqW0yW11NA82tsXOrlXy6AuTzDl1/hI2M9Sz4sHth25v2Om3731oxs8sdq8vtim9uAUjCMEaOpwOnuxvuXr7kdHfLdDohWJ+PNReLcosSCNA58UJTCqsKi2enQ5TufK+lUnIxD6+anLGKCayYCqdfZ28IbHatSSeLVMuiCaZ+oQ0B4s6aWlsBL34PVCJGY0qk7jSn/T4O3hvFBBLa0PYAi7+mevPPWhqVxVgHec2AMo5mZ0bvH9WyW2C231pyGdWpAZzQ5Md3kUpVuiOz0dDFx7V2umTLfNFqqtwx3WeiYAPwn5u3FsgTV6wNiFgzzNLBefU56Y0xSyZnC/ilYSQEYRoSEWGNA0WFeb5wefzI+7d/4eoTkVpXBOt5FWNCvThHtT1n7dmkvaPRxqRn6XfBp1L2+wj9Xj8HlPaA1tgI/QO+dyYnKXwxJ2q0bNJazJHPUakBShDrdSR0oIOrpBGUEFwkwUGRNBDCFrpr77UpbOMcuz2pqNh6FoXiGUqqByh3dXk12bWUao2ZLXOM9SQaBqZhNAc9F2QtMK9ICKQYGIlWO+Oe+ySRKNGEoHIlZEXXisyZGLwnVBo4xQHWSr5cWN7fs7z7yFfhwFe3E//63W/xpUz8+DFwmpU4W630tWaQgSEG1ghzUN4d4eEgvH0deDwIf3oHD6Pyh6fC46j8+UG5DG5TrdCUJa/c55mTKIcUvam6MJJQMjpno1EvGfG6mrUWLutMDTZeY0oM08gwjxaEgB6MNZ/IM/8aLGOMuN2zDLmWisSBmKyXaS1Gk7P1su0x7XnX3RpQzJfMOROS+au5mJqiARAI0XtZaSttMHs2TZPV6C+NOaFIDabWum0/vtdsVbA5K/P1yt3tLadXLzgcJo6HiZAipQqrq54+nmdOp8APfvgTfvxbP+Hu5RfUCr/49gMqkZAWJJwReaCqsRfmeSGXwjQ1TYMVBLIuFjSII4OAxEOnulbxvqrRenoeTzdMtXK6OVoWsGRKtjYOxMg4jCwsqBYamy3RWAtmb1p/qEYF/861/c9rHH49h08NN5ZrKRb1FKMOWJ2MqwU9e5cHdGxTcScILfS2r+J8cdEOoFTrpjjjUc3W3FedsyoqlFC7rJX2TbHHB3s0Cd/MC8Z5DRJtQqig1VRnEKdDgCmlVO/6oOY4qPjGWXdZJjeSPblGQ8nPgdTTY8vYGdBrBlb8eu2cgbZPl1LJoXRnpjlwlrWpzjFoEa3OlPfzSjP5Fgno4XHL1LWGtSkm4yyLMIwD02HicJg4HA4cjpMr3KgBOAdO1dVW9r15WrPlRh9cZjMWMQXWvJDz6h21K8tiYhDZHeV289d5JtfK6XRy5RbjDS/rSs6Zy9VS8eM0MYwjKQ2wzORcSMnGRhqo3Qbdo0Wbadv+/5npzs5HEkC2CK09eFcDao69b2TitQwdIOtusvzS4+ncNW/rV3NFvvPMzwJj37ej9d1ApPcAES8eFg8J9h5zHuzwJ2LGPEQ0Qmzy3bp75t04ORV1Xw8h0Fo5SHuufk3SoFR7XC1KjM828brOFp0MkXE4cDoduXvxkpubW2vUGJOdrUfYAjFszn+tJsASU+PWG+BYa7ZeU+Kfp1CzNdEVd8DMbm1NJ5v6e6MONWoytbo6VwvIbA62D7D1llGlZi9qrmU3zwMhCiFEt+/22dUpYC2qGIILvbCBmqa/1xzS1qS3gahSW31ja2Acut20Bxh6kq6nePxBdaDTVUTZIvput9j/rlnLhjXbc+kZsK22qgGwns2EDuqavY4SDMS2LFgwW17bNfrduxibOdV+rS0DloLR5g8J1oqBynVhOT8iKRGG0Xt8tXMGDxi2SLZ/zhMjtgU3ZQcIt6z+DhD5tUrb4Pw8beza+D1Zr30svn+HYIIx6va7h0jaGvc0r7b5RgPILazy6d7yiWHe2eOe0d2/pW8V2inGHcCKrU1i6L2dsgdRWtRZhuQqe9bsteSNnurVltvz9+sPLr3dbVmtNq+KzZU0mkiFDAPL5ZH8eEEvmbQoR0nchJG7MHKnIzdVGWthFcv+rLJyiImbuLIMgWUU3h2FxwP8xVF5OMKf3SgPo6vxJXhMMEfrqSXVMz6qVNE+v4zOaOymKoFCNdqcmy1JES2KFLNh6kwbrRYkSSn29gstgKMxtWVMC4oJldbhoQXvqE1xVXZrpfkuWzbrydxqYNqzK/Qp5MFnVfdHtxpgE1HyieGGRXz9lt3eYydzH7jbc09GuB+2zIsxBBDW0Oar3cer11/w+tUrvvr6B7x6/QWlGgVwLTavYlVKXl3Nz3zmXFodU3S1Wbsv269tP4s+HKVW5mU2QN/XjnqQacuaFveZQwiEaNTLUpPtLTs/SESeBsNo9vY3HkQB1WTqainMa/bmc4ngNUyQqbUZ7c2ICDin3QxxXVdMcck6skO1OgOpxIA/JIvK1lJ6Z2sU1DK29gBjRaQYyEpgKdjN22nOlZs+U19Sk6kUKqVaj46qwTdq0+OXkJjGAcHSwVoLtRVNgUeHWkR2u8fN/vlPwvZbefr3JzQIWgr/GRUkeCTEMy/Fz3tdFooKSCSG+KTBbUuZmsn0e28bOB4JaKBUIkWBYhzdOARrBChwPJ24vbvl7sUdd3d33N4dEVFynq1OTe0ZrLnuMlq+sQTjtq5rppTMw8MHaq0cDiO5mDpgzpk1LyzzwuV62ahIft/3Dw9UVVIaOJ0Wgjsy1+uVZVm4f7j3Jry3nE43TIcDD+dHlmWlqYK1YPq+1ncD2v03uMvZ/7XPMWozjm0JPIvINhDVhDFaDSrS5EH+KgDquRF4Tiz8axzfZwCF9gJn99pptTMSTJXKulaqGZhQN3lud2ijN+wLIfai3k7R9cHZNhTf/ELo26DrFn3iGNpe8OzJtNgE0iPPtskEjqeJFy/u+OYHP+T1mzfc3L5gGEa79Ohy/mkgpUQpM0XNtkhw6Vuv4SolU/ICZYBaeun7Os/kdSG5XW2zWorauPgmRxAbNwcARc2oimeowJpktwyYqlJWBzWrMQ9MQgxvdmtZ8eQqq+3JlVJ6Q3RQU7MLitathqxBiabEV4oFSNSB1FqybZgYwJDg3ev3TUVbtHcX9hcJBjx9LjT10Y0q2GiPfWewQJbvRS3IlLyxakrpSTBjT3nb/656xJqKqdhiGTHMFbNGqw5utZp8clEoVWiZI1qT3yCMMRiwCsKSK+uywHLm8vEtcTwwHG+sfjgk8HqHZcmURsNGSGnoYKjZOnEGQfTG59ntdAuItaPR49sYq2yBsf1Y2mVvkeA99fZ7dQhIkt3ad6cOfEwbQLW/Nrq9iCAaLGiyC7YYIKFnC/oe7fbJi6u2ptaOpkMfW3af1zJexgxREQqwqvdJShZkiMeJMI0QjSK8YlS4Fiaw2IgFPRKyo/bZEqKq1YPnAqsSh8h0OJEORziMXP/8Leefv4X7mcNVeTFNvI5H3siBNzrw2muEPkZlkcpjqEyjcJMi5TBQjgMf7gKPJ+GPX1Y+HuEPX8HjoHwYK0uAS4IsyuprN1TIFIoHehqIGiWQo/VFy7mwaGUOikZhGKLJzZcEtaClmBBEriSJHIaJFKKJR6yZrDCm0csT7RkZ6AgEtnpczRWNtrfHXQY3JgUHANseZHOgCYFEsd5eQWyutOx3yS7TLrt2DUJnHfVa9kZjF6PXtdKWFnvWClUyBGMHIMIQzT88P57Ja2ZdcrfNaUhM08Tf/we/x49/67f4nZ/9XV6+fMm8FuYlM+eCRGEIynWeeTybRHqp6n5/JJdIioEXtze9RhKhl8mA+Wznh4cOjpr9SMGppV7qYyrSVlubvElwBdsn2ZR4297be0PZRv8EaD0/fiNAlEXNvKeTQC4LSSIxjuAbnQkSlGc8U5tchjDV62Ks0WqM4iu39EkCHlTxKEwn+bsBiiH4XuC9SFzNqnjn3uIZJdQyNnVn9Bu/3rJn2puaqRZqzeS8EMJAwJwCHVp61V1rDZsRVN+z3SlvSk8tkgfb5G6UMBtHj77uNppuKHe/C16XsOQCIXNdVlKxhXNd1s6hVc/jigZoXxJsoxbfhF3psKWre70D9ALuGCzFmpfFimW1+kItRsVTawAYPWou/hklb05u8IxkcN52iA3I2XmWbNmj6qWere5hzZmYBsaYOgAaD0fA+LIA8zxvUV2xqGtKI3cvXvLh4z3T4QhiwC2lgRBbkXO7XtnkjHehvwY07V/s+vvsfok76eLRqEbjCGYsSrU0vXqUyHdfG2uhr4MeNOon308Od0L0+ceLB4GfgzHtPzdX8NOL//4fm8NCBzmNridOA0aa2MPOWfbkbEyjSUyXAqVYnwo8q+xBhd1QPsGcff5QXbFOd69xmLLPRtAf/e4cDuR97uairGvmer16RHQgpYFptE7wMQTKavMMryUq62rzrmTE6wIomTKrUUYUpNaeRTb8YxfRRRDCtgl5oYPdhW5iAHSKn9+IutKmAxupLdNqjlxIrWF5R0Q+h/cjZE5bkoRqpVoXcXJeafny6rVP6hLMOS+05uzm8CUDUK3GFfGP2Ac3zNG1Pj1NLa2BG7w/SnvITgFsjkkN3UZY8q1urxNrBt+e7gbE3U7LXuLcxsyySO18255goHibm67NYfbZae8G2kafL2pS6EWJtTJQKGVhOd+TSkUlkqYbo/FpoBahVChFuwhHbE0p21i0AB4to9QcN+kUKfX9tuHMVteze8gbJGvn9M/zQafVq32fDg3WbDcXo3oVn2cKthabw6Z46cDmLEppYEiaOe/WWX2MxU/mFUiumokHYlvpgO6+7PdGvbeGruJ7fsWU6EoxECXRhC3CaN2612AZ5IVqFETUm2e3zL1lvaMEKF4Q0FTSfA8OMSIxoSmSo7CIMUGWxyunVTnWxOvhxOvhhsMqjFk5LLCqME+Rj0H506EQh4UhKWE6EW+E8+3AfIJfHAofR+VdgvMAjwPkoMxeplA8q25ZWrEs23VFSyUiDC2IHCNzXkCUJQqSAmkwivGoCi4CUZYCZbHfp4EpDZQ0UJbVVOSmIwpdzEyxoId3uLGx8V5dwTagvic1W2dsJV/zvogCFrivIaKJPkd6EK8pT/uMaY1nW9w+5/VJs/EQAkW097zrv5cG/CzoF0QYYrKa+mHgeDhwPJ76PvblV1/x8uVL/rV//b/Gj374I25vXxDSSF2uqASm44nmP1lLkRZMKMSYvEQnulKu8cilNQSmBf0qtWZr0C4mvdR88ha6zOtCdTsZQmsfEVwh2kCb7LJn+Hox/7tZpmeO07PjNwJEoZaxCcHSpLkYCDEQZbzuXJS81h7R6ugZ7c6EUsl5JsUAafCbt0201urKNeKiReoy6vR0aAzRQYN0ENX4xWbM8eLL5lA1FG+f0+Q1W/M0CUqlUOpKLsqgQmBgcEGLvFj9AaqomNLgk8Jq2s9bMfbmLOvusW8AaffPzQnb0Uua06yqLGtBMRAVoznrl3mhNONiYVrvhh1AW2Fx6zoSUYkOEPw7JrEpVVGvKYqDRUnm4hFPDERpNYCJ00M2xUTLBGTNiLQeJAPDkPzmqoEoMRGSqoVl9SgIBqQa3ziXQhompsPBF6dlNhv3FeByvTo/+EAjDY3jxMtXr3n/4SPH4wlxEDVOldR2svasg1NdwAEONl7SHIanOaO9Y+xv8WdpIKpRPgxElV6PJaacsnGVffI+AdZs1+ZoYOeFSzfM7XP1yZX4FfbU7M6wbDPyX56jZzek/19DMPlx3yhEg2U5WpahVM/amrRqxFoF6LpaAbIrilbEYjjqsRza82l0zKYEJ6YY1J6h/66BscZuegrANkAlfWMwGsQ8rzw+ng08HQ4Mw2A9MpqimdpmrUFRLWTfoJrTHwFKoeS1f64AQ8vwOBho4O2JSEK7zmDUln7Nu6CXqfPZUWulrqtl/9TIksEzT2kYtiCXO40NvNn8t/NHEcZxMLGYWii5kLM3xWkOY60WMW4gSitdHCFExOSx+nnRlr23a3eWzaY+uP2J4namj5VHQFHLykmwyLA0EUIPAuKBtpScoqObgEen8YQt+KFV+ngOaWvLUH0vElEimyBIVaxwW5I5KUPyjKTRV3LJJttcMrFUBq3UvLKsF6MgSSQOR0IYKBqoFUoxPy8mG7eUhic1XPuMXCkGYM3h22Ug/bU5GyWz6C4g5aJNphSpnsk02mIrgH8abPj+HFWU61DJeElCTyF5ACUbiAmK1bWEQHJA1Hoe97XQTLoqVaqXH0CoDV15f0t/CwrSJLfbmqA54l5TXLP5YAQL/AK1mCqfpGANcacBSZFFKkVclc09+cZ4qRb9s0aqEqizKxJrdVsWPFuZkBgpKbKGwEXgOq/MDxdezXBXEm/GG76Ybjm9h8NcOS1wCcJ8irxPhf98LJRQKGHmdBAOtwPlLpFvhJ8fMx+Gyi9GuA6wjIEaIOO+45qRirFlgrEKIKO5kNQyUSkmakxGH6RydRA1jQOhKqOLzshloeZKZeHgfZmmYaQkA4WFTLkpPUBsGWPfX8V6ogZVxAUsYkhPggagHXArzf8VGsE8hdB7hmX3nw0jW2Y4YGwWofVi9b1fq9WquWqzZW7MN61SETKo9tZBoQeybOuMKTEMI9M4cTqeuLm960Gwn/3s7/CDH/yQf/Pf+m/yzTc/IKaBXApFryCRg5dSlGK+XErBVEdLJUZhHF3nIAQD88V+JxJtv6yVvM5oLQzRfVrfR0Kv37fedl1AQ4zdhgTmNfcyj6BN/Vm75D7a8lMGdnfO1SfHbwaIwh5oyTa5xhY5jcELIcXU9xplr9aOsGNqNVOGJlsUZ0+LsqicUqprzOOCE6FF4i1CMKbBBCNqRSQSQ9r4kZgDlUKyKAoW9bMiQmWIkSFavU9K0foFPKch6BYjCNAfbN0Z1E3RaL9NfOrIquIJyl+OkoF+j5vn5RuwWoSoTaacs2f73GlQetF9v/7uRcjuErcNnlrdwWoiFRZrsUVslMZhGBjHkTQOpCF5lFRMdhiodSWERIxjF/WIMVkmz1N013nxXlM+ot5Mp9UliQSin6MtplqtF9Dk/SiqGzOj+1gX9RAiL1+95PbulmEYqLXw8PBArZVxHHaSxpuD2R6Lwk4Wsz22X/589Nn3/TP+9MXbYm4ZActISadvfJpU2gMseYKvPntsyB1z+HdAQ5+qjfV58CvMwd/EY+OPb9ffhUP0GVnS57QBnF2NRysc9nXbKBd91NxJrF7M2+xSaLVXrbatv2H37GX3T38uTTrdLrGyLpW3bz/w8Hjh8TLz9VdfcjhMfPHFwKtXr7g5nZjGkXW+2hr0DSU2WqFWQhDLUIgJ8+S8si6zy4JXpmn05sNmv0LroSLhyRgqzbyIZ5LwTaldd2vhYLRtrR4hZ5MYT8moYAYMq9v7Rq2gBxdUhOBORJNizjlTstHH2lpp8ufm0LttIhCGwYIqKXUQauBjRyXr+0f12kl9Mkca5UObwpZIV5O1sUosanbnqVKdGYumWio7IxKC2ajWT/BJLajsgIhfx0YA29mj2vbC4LSdaJTIaHseqpScvUYsoxVXtsVZGjZuokoKFlAiDIRklJvPyrHDk73uuXJfo6Y1xbEmFNSYEdHpmyE4Q6OW/npTjt3aEXxOFv37cLQg25Mgp68By0RZwNJKsQ1YqchOwc+zVy0wJy3zXcH3NlElaPUA4xYoNKbE5svsz2HH5lc0cGUF5Ft9W3IVtOpCCDVny/D25735PMXptnm1Bvdq6YKupAb0rE3JhceHR8p1JWa4DSOvY+BlibxYhLsauFEhUSDAPMB5Cny4ieQIeYDzi8B0q5QT1CO8P8DDAJcBlmTCXxZzVEJVUlaGAlOxQPkCeFrZ/o5wiAmJCXKhoKzX2VQEjydjzYjLknuwsWVIVYSQBuIwUPSCVmtu3RRA2/or1RhNpVjQYc2FKivTwTMx04jESPUyipaRbozaVpfagntNyU+CdCGd4lny7rd4/ait+2ZjbAZUNbXFjSHFbm5Id2cUA5+2RgvDoMzzCpz57Z/+lK+/+Zp/9V/9r/LDH/6Iw3RiWVbmxwu5FC7Xxbe7YBnyGDkcjgzDxHQwES92tqPZ9mYvQwgMg9GIu7puy3LiNfVeodewQvPJWiCvBwPbV/AEzueAkq/RX5b4/g0BUbZoWzR/GByIBDHjgN107BOgUT/s5kPcVEM6MOoZqxbho080iz62yCodhac00OqIjI8/dGDRNmajnZlhKe4coBBHk+lO3i/gecPEvVPbPjc2p6wxPHZu+afP7NkD9uvcinQ/f3TI82zi0CbpjkKSXTWv+Q/9711hxjfZNmj7qxTLcahHlAW6U6TVQZTg0dDkz9gzQ8Gi8qunjyuZlML/n71/6bElSdIEsU/0YWbn4X6fEVH5quoaYnqajW4OQZDTO4LA/ADuZssXMLsBl+RP4Ha2gwEILrggwQ133AzA7SwIcEViFj2s6uqqyqzKyLj3uvs5x0wfwoWIqOo57jcysiq6Om6Tlunh193PsWNmqioq8sknnyBGU0YMcBTgSAoNicT5yLm2Z2caRRYskAZfIUSAHVIq/XrZCqDlHlOqrX/Vsix4e3yL/X7feiiczydwrRrYv9y9WgyDOIkO1DaK/njo2SLtU2Kgpw5/M8re7WRgjYjJqFODE34lyPhZAIXwAzTyr679iqZ5FZh9mQHUiytsAF7ad0N/GZL1IQeqNtcqxlEj54AqTqY5o2QIBtv5ZcJWBRv6Y+01It0pARocNjhe7TtX5FzxeNrgwxlP5zOmKeLrr94jhID7+3tMMSJ4j/V8Qk5JhVmGYlpmEEnNlHcOwcs8TVhhyoS2bhlDxoVslaPNXUanoDWhBFRFOlXsoFYFzPomTkSqwuoRQoALnb5lrS1MoMbZpkdGYRKmgjTDVgegGH27B2CN5qG2K2gA5b0EbObgWiBlgdKz7NCwjkstTfSG9P1CTbEsI5C9B2ULMHTALQAf5puNv/XUGWujjMYstmegEtpehes4HDo+Yi/FxnonWR57UQuitJGuI0Gshf4ldE8CwztCnCb4OIOJkHK5+owxiLKee+Pf7bD5YAq8t2vOaS2NBEsFpaAFUV7nhv0s9OYv82jUKh3/UljFFqSEgEh7PzGkAa7adya12QQlbgiYKEFQBVdqBbdGJban3+o0R0AUuGFoDxuN2nWTPTdpc+dEVKKY862y3/JuA7BVUEHBnqzy1OQnQP0mWxyeRHBqTQnn8wq3JbgC7Cng3kfcFY8jCPvqsGOCJ5Hv3gLhMhGe9h5bBLaJMB0J8QDUHaPOjIcZOAXgEoDk5X4IUqfuKyNWxlQJExNShcqwyz05FlXD6ALYB6CI/chbQom51Yp6zWY7iAJq2wscwQUPH6OUolTpR1QhJQSsPpaBCaKCKEFzBWFapCY0ThFwHrmqImoxK2t+bffRamXUAvXDqAHkVd6EEKWvFmndUK1ZzzPYb7WlNkfMzpvDamuuAkJBzRXey72klMG84tWr1/iTP/lT/ON//z/Az3/+C7AjpJTx8PgkQFeV2eIcwwd9TkHYAHMRO75uosTN+tyLgQzIzVd0Vk8KgL0Iz5ViyRF3Bbh0W9qtxhhAjW0i0EexO0/M4O8xOD+RIAqoLA+QvFPdeXm4NSllDgw4QTALiQortElZV5oT59kOK+IjKO/SepXohp5zVsMl9TK73a6jyRoFO51DcZIMV4xCj0hJAq86RRCAZZ4QvUOIHt6kkHXgsg5kzlm5pjooqpDkIOgCDVbNhnK0czx+Z5amimrsbtHA8bDfmWNiSJ5NuLu7O4QQkFLW4BFgLli3DbXkro7XztXMMzoDl3Vyy/MTWUlCYlZ5yYIYPGIM2B92OByPmOIkMrh6Pu+9IF8UEEPEFGcxFlXVD4vI9AISQJVSpfBZomYQEWKcmxNVvUPwcr8lixQyUW4bszlF0zS1fge73Q7HuzswM7799lt8++23+PDhg0ie1y6zfvV8gUZXuXVkzBiZk0aw+OX5qmwLXVfsOJY2H5iHKImolaDUF8738vE9EfdnX98DqC/We3nhGB3iWyPbXoO+rlipkzZ37PeGOlTnUAApNNYIto2/Ob3mdKgRd/7m866Q/b7JacwEtEBkcO5rRQwz3r59i6+//ho///nPcX9/15zWWots7DHCVEtB4pTvph2ctyLhgi2t2n7AtSxNqUBNudlCQwDlOnt2yTJ0RFq0bZtZ7XRduScHqiz9VXIWB807rfEx9T0BrJx3UhMCqJwN1AGpyNsmND79XnJSQAxtLbbXluE6SOoa5P7smjpqOYqEAD3jZPPEpLuDD2DHGG0vM4aNuw5ZE62B8j0YG+3I+PmNQaGZqlaDpICTUOG4KbqRM/l7pQXpvGUdK6/jxJWxbVKDljbJEIQYEZzH7Gf4UFEooYbYJZS5aI2x0CwBUtp0z7qPGalx/tp9Aj2IGttU2GGiIc+c/MH5uR2f7/VqfopH883EJxHVtipCC6W2gIm0UKe55IQrAKunHCWIkrVsqKeRtY0poTsP0VXAdLUv8XBt475CnSbsgvTaCcELUyRv4FyAlFsQ5bwXUCJ4OE/it5WCi2ai4hy7TLYXZz44j8l5rJcn5A8fsTxdMKeCN27G+7jD6+RwvwG7S0XMQKoFF1Q8TcDTjvBwH7BNhHUm+LsIf/QoC1Cmgo+x4hIYF5WU9wx4ZoQMxMLYZYdYCDMTEnlE8tJTq7Bm84B9nBEr4DKjcMbl8QkBBLyW3kcBhAhZXyIwk0VSPGnfKu+QCchc8Xg+w6eAw0FpqaqwWbWWnAGkIrzNg3MI04ypAuQLypq0bq1qACt7EYh7Jqrqeuk4jU4fApz5yfIHs2+WvbeBN1vFLPbL6qAIAGsQTQoUMUvTeecCdrs9Xr16g1evX+Of/tN/hn/2z/853n/1NeI849vf/Q5rSmK5SdpPmKBZ2TK2VKR2N07SamIKkqAoFevlomCbysA/u87uk97anVtl0BhjA+6tnZLdfwgO3gFpk9Y2adukDEXrOIvrgOFLx08miGJN4YuaZm+ICxh9wjbn2ugRTSqyOUMSlBBGRFm2X+e4ocqlGpIoXNDgoUhfbBS0UgoSEmq1ruxO+fryebVIFBcUIZtiQPCuI35qwMz4y+exZnq6A9YCfUCN4M1zQYv7rn7JHZNof2rPYXDmBal8PsnsGqxXgGRZMtb1otfPrVHtrbLSdZym94KOXPQv9EWbM+bJI0aPaZowTbJonErOSRCmcr/kG/pYijmf3PoryHxBQ2mJoVQGwGl9g6MiaIeLEMCsXO0YtnFbEOVcpxlO04R1XfH4+IjT6YTT6dSakzZU/CZYFQRO/331e0uDjzVst696PubfdzSUSAdDfr4++495kP7nc37Li2nwn/hBA/AAPL+H2/G9RbEAyxpUVahUqW1mkZqu1++xrPHV51D/h11Pd36eH7bSm2MpP4gNiwHH4xF3d3d49eoV5tb3yAqzpE5TJHT7xjrNs2wWDkiswQZLJh6kjX2rFA+w0+Jid3Nd5uSyiPxUqoD2xzL5X2rPXAo62BdR67qhhMFQ+sraGNaNGDls/RooVXLGtgr1sBbpPUNDttiCTQv0DH00++LoOuN1G8zcfo1HU4wa5oegn0adMlR3tIuSxbSM0rjHXY3r8FyBThWVYKQoQGi2V2cRW7CJRi+195ljVBrlcQDSvKDmhSpiAbI2zJTnrBRI+3ygUR3H7Nzt1/h7u8+Xfu79oDoz4nN27HNAx5dw6OxogQvbnlaK1GZXBjkLmtDGlrnbX+j39jr1ZxrJmmWdX5suC6z0pwE4sozTeIX9owaqk/o+Tqlo1tcIFswOa8r8NsvmGoAsJTtCNYMG9k2oIGeU0xmkAld753HnJ+w3wq4wYqrwRYS9MjG2AKyRsO481olwXhzczsPNDmUCSqg4ecbmKpIGkE6fqauAr0CohMCEAGme68eaUX28wQeQr1rfXZEuK3KcJNByrH1HRRArQcY0a+1lBcBOqJgFwJoSAjPmqi0hmuNnEjhyf1ygtjrA+yKlHi4D9VpoSM1CzyZh+JuOp73myno2G9ftXHtHW9Niv7wT2rT3Bvz5Fggb08s5j2XZ49Xr1/jmmz/Cz372c/z8Zz/H/iCKeuu24byumKdFdQ6COG8KTBUtSnO+IoTQskuOChIRjNfEz65xAJztWQ5/N+BptDMjBfnKxuv3nAu2bWtBVFTaO9dxf3p+/CSCKEkjZpTShRYsaLJpYWk972WTduTAjlUm0ktDLpaBFg+mDAGUnIaV6yQUBnHICaT1Sxb8CEXmcrng06cnmKjE8bjHPEeYnj+rqMV+v4jM8DJrGr6INAGNtQudFldayl0Oc5wcBinXwWu4BYnGCX+zPvrGdfV0++S6zUDNs/RpEupaANG5oeyiCqeBhzmE9pmDm9f2NK19sE7lqMKZLikhp4qcgSnOuNvvcdjtsV8WDYqLGg2H/TQBLJK8jmTjzynjckmY5wXTRAhOauUOhyNKnXG5PCGlDQ+PH5FzwrpuqEUyVWC0RpHTtKDWTWsjytVi875noZbdDjFGPDw84Ne//jW+++47UTsbFaJ03BrlCKNTTm1e8TBqLwxJRwLRnezPRiqD8zgGzrfn/LGPz5321nn8Eo/RMI5O90u/GzPL9jfvPVjpKeY4MLNo2agDatSPtrHpfxtLT9c7ub7oR7fGXs9ARx25G33vPb76+h1ev32DP/7jP5bG2cuCnAs+ffqkAZJmW31AzbJlRwV9yHswhI+flFoCcnAhaq8oEjEGa1oLhnMaQDRhDgmYUKUgGSqR69h1u0Cy4zt9nkbAtuyWfTekkxwQFLwqGqzaWHBRJ2BEU3UzNJpikcIipC2LQhNLOmu/7FRRamr1CS8GuMMxAk4Gso3zoVEzzTlmy6jUwc/Uuh+T020godPgRgRkpAnwGGhw+8wmCy6zQR2HHtCggYK+1Z54pVgZTSdnFQtgZQ3YpymFT4QvMnK6YDud4dyEOB/gfcQUPSIiNpe7augQdF5n0eRno0CPzgsRtSDfnuOYASS6DlBbwKv2dpomlXf/sg4u0AJtq2Ep2odRHQJlzlgdUzt0mAkEUKdwypLqPwMtWsC1x8BtHY6Iftufbua97W3BBzCkFYhTWn6tFZwzUIvSZySzG33AHGOTzs4sAVQpGRXABPVNvATtMUR4JtTLhvp4Rv3wiOmScVcd3voFX7kdXmeHu40xJVGse0TBIzE+TsCHHeHDXcBlJpwWAu0ItADFV1THWD0jO24ZuMBdpwYgeEj/H1OZjPMEDgHQLEhKGYuf4ScguoCUEi6fnhDhkE4X+DjBTROi81imBYWBrRakXLDyiq1WZALCbgd2HqenM7ZUEdYVIQTESeh1wTnUnJCZARMwcw7kAypvyFUon7mydT4daji92gdISxwGUmVViTUlm24PmRkpSR/NlNbB5klAZHWjrc1A5Uaf9l5YE0Qe87xDooQLVnz19Tf4j/6jf4F/8k/+Kf7Jf/efYllmXC4b1vQRwu46YLc/aOLDIcwzmIEYZ+RSkFLWLKcoyQYfIcyxit2OUacC3o82tdvqlNKzrJqxBmKUhMi6yn3udrv2WstEmfiRvP+Cp6dHPDw8oGZ5Dm7ZwQXAqRDc546fRBBliJcNaCP3jm5E8y+7I2Kbk6Dx0CCqKx3B3jMgvA2V4R6wWPBig1NKQdoS1nUFgJYp8rrArMkkgRG1H0bwXqZraReCZ09+AIBGu9WyFS+9p7+tB14/9KmOgNPwrzEiH8/WkQlooMf9YnvU9/y27OEPARR0ExwDg+AlCxVDEAOtjo9smoQYgiAy2QIMKxhPmKYoBsNLg9CICFcIyV9Qimt0v2I0icqSlSS7V0Yh+ayi0oO3KIUhIRZIWt8oo6BIgHqNpLYxvMof6ISxxh6DE05Eov42vPTqWf7QgX1xElBHKNmG63ktVvugPyDweum6/l0KpD5Hh70KrhgvvsYcPmkyev230Z25/XdzfMbPufnvGEhVs4PoDrtsVAsO+z0Ohz2maQKDkUvWfh3Sa8Nso4EsTvsUdZunGWeMr1P6qfbJag1B+YVgs0tGdietqhgE0GwAD/+2u29fhGFN0tV6A8we8RV6eO0AXqORrJn/UqyGFrphh96aoDkRLwdSt/c5opv9b8+fibzXrr3bCqfiSM6Cb5h/y0ONWLdZxtcfWQvPnGTuPxMsCFXbZ/O6vUT3gPG8dg6WPY1ZauFqTsjJJJArHEXAObjqMN6p3fdIsxmpzy+tLVPbs7VjtKJSXs5sjfZ2POcXc+iivULSK/cAakg1sQKXMGCOLV7WMbZxbOPJ2gyUOyhwPUL6p75exkDK1hWAq2dtTaylcan5R0qtqn2+kfYnMhU3YAR8+tWQgkXOUcv81JTBKQNbQijAxA478thTwFxJ6HQs6oMJjI2EorcGwjY5rBNwmQgUAHhGdQA7RiJlBGDM/g1zpj9uATS8B7y0AxDaXAVFCVjsvnJKyOuGkjKqMmAMTHNar9ioarrHuxDgKqPiDGhgCUcIiLL+dZ1CbSij2wPlXw2+gtrD3jCy3YjT+m4MQEbzi4FmWyTwKG2t2vxqM2WcnySBWzW/zrKT5OFI1AZ3+wO++eZn+MUvf4U//dM/xcePn3A6nWRMiXC4u4MPHikJ6GMicAzLqEPrNj2cKaYSK4U4qJ2SazObMgZLYxA1ftn83ZS2bGCO+bfPAJ8izyYlkbkn8/FvbM9Lx98riCKi1wD+SwD/DDIU/0sA/w2A/xOAfwTgzwD8J8z83e89lxMJZ4ZEmE1xrz1AoeBOsxY4qhtiRbfFEE+Y+ok0VctenWXnROmjdmcgKj/SOYnCL+czck44n89IqWC9JMzzhGmeMAWPyXtsNYNhMoqMQEJ5wRB8iLVQlUBn2SFqG3e/aXuOKoPLxiFX2dvhRTyu+uHB2MZq9JDPjxV08mudAREeH084ny/48z//VyAinM9nXC4rQA5hitjt99guG9bzKsWETY3L/su9CLqqTGpOco1F/u0AxECIweF42OHV/T3maZIxywmZKpyfECNhf5hQKuN82lBKxnZJInu6bjgc91h2C3a7BSF4nJ6sVkuKo21xTDEikzTX7I6qUp58AIIDuQlEaPxYW2DzPGO32+Hu7g6Pj4+98NwCrBiEz01SD9HQUg0abUOhYWws3jHntNFznm1yFnBe/fbZMTrRL63rPjrD59PtHPpDDnuK8n0MnP5t0Gt+TJtjjoGAKeIwkLvJIN440eKkqgNgqj3aG4ggDo7IoGvNCPACAHFbR4L2iLszzm3TL6qeKUXoell6lT543N3fY15mbNuGjx8/IOUNh/0B+2WH42EPmuaeVUZVdFHqGz4+PCrnvIiwRFzaWs7qLMUpIroJ6XIW1Tai5ujb1dQ2GbWGVaMiT1K0LffQ++H0uhZ5/t755mCZ+h/Xily1CXBJTelPeltp0KprlzXzzUOWLqUeBIQQ4J3HPAl1eSsSKOSSmz96jXbihsZMipaGRgU20Mbkuu2ZWIBAxNhWsXNdaGO06hoIc23jXhlSU+ucUsUdQowqfqHOa3v+9r6qe5808RUBAKE1W90ckWQM5jgDofb6MoiqW85JgSdR6EJh5G0F3BNQcus3xMWyKE3R59nxUrBpr7ff9zov38YyZ2nKa+Ic4/nsWY1j9A9x/Jj2xpy1WiXzyNrIHqNvwCLtLmZFi+gBsGYkxxYobD0F1RpUlvofUNUgpT83ERgYGoyzZWlsraL5SU6bJdu6kMwHsGUp+O+BtYCfIQQRi1IQVGh8GSknoeCT0NpY17n3hCmKnbx8+IT8eAbWgqVMuKeA14h4g4ADGDvdvzIxHlzBxwh8nAifZsLT4nCJjHMA4ESSu+2/TNpiQrMNVQKBTZ/J6qXvGSqQgwd2E2iOwBxxKRmPlzNeLwf1g3YoqPhwecTlfMHp6QlUGHsXQQyp364VCxgprU1MowIIywIKEf7pLCqE5zNCkudk9WHSioWRlK308PgkmScaatJcRXASCBYQaiUpUyimrgwVsRgtTAeIZG1lXC5nsZFgtfcBKquB6hwq++ab1DbPJAPmg8iDPz5d4EE4Hl7h3buv8Mtf/gkOxzusKeN0vuDh8SQ1uE77QZFr18W5iB3WTPSO5e9GcwagYm4ZpAH8NA0tHaqwxOw1doxZ6xBCC7YeHh6uMuZWr1q1dUwuGeuacDlvOJ1O2NYVc4iIIWDR0g78Hlvz/Z737z/+cwD/N2b+JwD+QwD/bwD/WwD/FTP/+wD+K/35+w/dUYyuYFQI25dJI+paAVOwMTfeegt1kIXaBiiUDx42KFWZG/qykDqGrFF62hJSEide6Lu9cziG6Uk0OOjcDfxwIVdO60uRbPOZeyR05WgN9rK93i6A2ms7ItFwWwZaHtsWglEFuJ+raDr1crnI1/mifZxsk1ZFJGa0zF3/FAxen/5bKR21tAZu3kkANcWAeZowT5MgO+ibK+lzjpNHDBLUitKd9rBBbeNg9CRDZK86bkMkLm0D7qIXtrFTW2QxRszzjHmer2g64YY6Ms5RQ23JEBkriLYpbONxGye/iGLcjFcf5Rdeez3+/fvngxibQz8ESfm+Q80wGpI5fO6/pUDqx7E5QJsXNp6WkbbvVwGpvtYp6jquAvubt3nkOn2pgx7Xc4GGdf7y/ACeRdTDjy2Y0wZEtTLStmFbN6zrqrQNVdY0xE7rG00ql6sEG/ZlDhbffLV55K7VtQZT155Bey3oZvMZ5glp9t+N87P5csP7rtevrZWewZZn3pU+ve4FHZAYr9tRH5PRIbfnYgBHs6fNxnaZ557F7zTOwQttAYS9pr2nSYzr3LCvYW1egRyK2voQ2lxiRfaHSdCnF3VJc7NfTp3yVpjNRg20jLv2jBnWdnBDRkEDU6nb6UqE/RI/nzF6KYM02qAfajfG1/1bEpb4kewNt/FrYivmg1Cfa7a26gs2dpzXDWwZvuxnyxT10gNG6092dZ6bL7q2cdYGxuaY0Wevrh2D3TSPyMaJbwJtdZxELt2DmJEvG2oqcFWaxs7kMYEwgeBZicIEFAJWx1h9xeYZyQPFkzRSpS79bodjgmeSvlv6+8qMAkYmRiIgE7ARIztI/ZJ3YE/ItWLLWYgkXgBlH4U5Y2UOpWVDuNniRrMbfM0mD6/2qVRj16gSMgZbq/7glhLOlwtyyY2G1zxP6nuSfY6xCIxJAEIDa/q86b4ZK23X5p4ISKgIjfpHYQCQ+3l0n0mi7Lfb77HfHbDfS1PulLPKr5tqtke3jRbcXnnR1/YUKrrWhMyGa2yU5uetFW7Xh/i1wiR7enrC09MTLpcL1nVtAIwpI+ackVLCtm0aaNYO8lw1+f78yv47Z6KI6BWA/zGA/7neyAZgI6L/KYD/ib7s/wDg/w7gf/P7zue9qpxUyURZY1Xh3wtFrxYpZItx6shpmOGJwHxqqE6tkCZbcPBU4FlqX0rWhoyKAM1BSDIlSwD19PgJJhcZg8fxMKnDHUAkPFKgwjsGFEGTHg99s3eKvFRyANf+8If9sUfFsohCUASWZcO/eXGfeNRPRE4QA/d9o2vNUhkApAmb/CDqUlU5r1xJF788O5nIAFf53ejiXTmYjMaNJg1kSt7QUNHgMe8XTDFgCgFvX7/Cm1f32KmSoSxqSdcHT7g7Lg1BJmTkVBEjAA7YLfJFpAEaZcCJ4l4tG0rZQERY5hkbEVa/NocrRCtYFOTO+njd3d3Be4/z+dwyUVFRD2bWAkPtUVAqiitw7EAOKjISFMlmkNYs+KDy1vUHOAnD8LTACN2h6Y5pH/cxkLE/XX2M7XncA6mrj/s7+h7diA61KdwR5n+I48e2OS0QcsKRHw1xbRscq1QNMCnS2hwRBQoYguW5ENt6N1orKwpG6mQ70nWrKPNNzK2/EyDIcBurm6qOgNqpWJMa+o8fP2JdV+RaRFRit2vjnHPGBpJ6Iadd4J3D6jaAoSIIej+5gHnt16QUvVS0KSJ5bXJdRYXQMjAwwMJ+6qiiPceqAUqMuk6UTVBUaU5F4/v8KrpOnRMKMMfm0Oe0gsEiU+49phhRcsYKIEMydpZhjkE+x5bCljJSqVqawtqjz9aalx5UOqbXFHNprmz0HgYQQai+tuCnO8NaI8YMb20RnDnHtQeCzPLeCqgkKqTpr+wBwZBQPbZtUAl06kwxpLeQc4ghih3yQexokRqrLaXm0O7mCcE5xCB1ZufTSZ4/EZY4YT/vcdoq6JKxMbBtK9bzCSFOCDsHhNju9bYB7kv2bpQnB7pyYUqpzc9bWyKOTW1OjZ3b3mtI/7/p48e0N4xBYbZUWTtmK5yDC6F50zWXKxXPJigDXV2uO8kdJB2ABwIYg/gR97nMLbChXiSkS9boaU09kaCNwyX427ZNAoec+7UTIUDsJ2BZePGpzL8hauxEDaIIyxRQLhvWjw/g04qpEI4c8RozjjVgx9KUtlLFxResVPExSibqIRLOE6HOHuSBKSiAAUKoDh49u2/qd0mDmjMKNhCq8whcZQ27Ao6AiwQXPR5LwrSekTwwTQHz/RGbA8rjBySuOG8rHAiz1mf7IKUcU4yg7YLKjFQkq+pJfK27u3uklPDhu49IpYIvF8Rpxm6aZEC1nQ9X4NPDI/jxCcv+AOeD1EKR1EDZYNWi9U2lYNuyZJ6dA1QApKaKXAuq+ic8Br+smWm+DgCc9uczu5uS+Mqnyxk5V5xOFwBASRXL2x3++I//Ef7o57/A/Zu3AHl8/PSAECe8fbfHPM+SzdS566Oufw1iLpcVFkRZ2YXpD9hewbWiUt+Tzd6Y8JvNe6PwpSQssm2TrNK6rviLv/gLpJTwq1/9Cm/evMEvfvELxCiti9Z1xcPDI9bLhtNpbfTzGCPm3a41Exf118/7OX8fOt+fAvhbAP97IvoPAfw/APyvAXzDzH+tr/k1gG9eejMR/acA/lNA6Asvv2ZAXMDNwXBEQh/RyNaic0avhRK0UTerChkMPa/TFVZZiqGtZ4ZeF2L0LXiSQbZIPl8jpgCaQAW7fr00RNHA4ETYe4bIGWIQ2RqZvrA5aAzUjKh9v8oI9ad29c7r0/WfG+LkeqH0da3UeCmDMb75hPbRAwJGJEFxDJp9ihHTFDFPURulUVsUwbvW+2lLF9TCIKpwjsUuVMA5hveEEJ02iJQMFZFknkKQc8ilikKYUydD+kXJ+e3Cne+IS8tAWe8qXai3hdLjuDUn+jo1MHwzggU64jce/VLV+OvGp3P3ZcT25jquGkK1WFu/v7yeri/hufBFc4ZuR/nm8m+dpX/ATNSPZnN2y9zWkkUs3Z3mqzEYH0d/Tx8no+H2bIBkQ6t3KLoxjicbR9MNWRi0AGoQsrBPpUFIhvprATTqzLZt+iXc7pQTovcoRr0bUNJty82eml2wzd8rUoyWLVNBCfv828ei/6Gb5wRDYmG2StarU0fKAsQ2Bm2uo68HDLx07QfogwdVYyFQD0Y1a2QZIaNnUnOqNKtuATLr6+VPYg99B7HMHrcaWLONOlecZrxtc7cTCbtBg2aIY9PsT5Hrqlw6eDLMHfuM2xV1ZYeGvxJwlWW7tc2yt/AA9FFDhPs5uu0Xm0yIAciZNRsltEi/VBVN0j34BQDlNut9K39+W5Nwm93uSPH1uW9tzO+3cD/K8aPZGzoEGesre07dmIjjcPX+212dx7eMfzc7ob6HTCyz74bE3J74ek/R6x0yUA4dRkK3RVdvo67aqP2SwAzOIm9uIMtgsNTWac1cLijbBsoVngkTOSwuIDLBM4sqHjOKA7IDNs/YPKEEQtXu0JqIV6U/JwGdAb8MFHAL4KzSnkg7lZktlQIcIMhazZWRUAWQIQgwETzIS4P0lBKSC1LfRBABnWb3qD1H68XIEJvFzPAhKBsAmkUqmrHS+iuilqVKOcMzWhAlpkrOaxRewDLtJPVczZ5q4FzNdy0N9CNIjy6vtW7X9kehxWqZR6XhkpQwEBGiIxwOR7x7/x73968QpwkhRngvUuXBh0ZBbjTeAQyu1WilCnjRUNOlz9ARtdqwTsETn2zbtiYqYRQ9yzwZq+rx8fGqpt3AHAB6jhWXy6pBl9IHSZlnQa9fG5OfTmdkBX1eOv4+QVQA8D8A8J8x839NRP85btLazMxEL3f1ZOb/AsB/AQAxepaH2/uM2IbIzMhJC1sdt8gfSTYEySqRFo0xStpaj5JRqamybGLeed2MSTJTnJE2UfCYJuliv9stsr5IBrCWBKCALQ1NrvVo6go1AUYNbMEGEeB8n8TiebVGaFknKPkKJkYqjDykb4lIC0avN0NyChGpg3N99MCqB6B9c5OAQu5hmiTNvN/vAJA0FIZ0qSdInVhlAM66xat6ExggcarIy4KTAKqipIJpCjju99gtMw67nSDJMeJ4OGA3z2CuSDnhzfEe8zJh2U0gV/Gbv/nXcM5jjns4T5hmUehLKSNOhP1+wuPjA3JZwchwruJ4nJESYV2l7oM5AVQRo0MIE6Zph7RtSEkyVVZrEAYKEJHwug+HA0II2lcqt4VqmYHaHJHe/8U3pZz22J/P9ds/mfNtTg8TnKutWNIPwWwzInXAIwcno2WbxliNx3nwmeNZJDwGUOg79u3bzLm/QY//gY4fzea8fnVv3pv9rb3OjDjb/0xpUx9H1X9bl3PijvoKlTQAPMERsDEjGxKoc8iesaxFzUg5tI3MDqu5ET9IN1Hu9EPbJEsSRwHuEaSbQKPxHJXGFTwI0iC85orTdoZzDvf3B4CdUvtEyW5ZFoQldGcqbwJEwdjxPSiBOtQEo83Ipk06IaegjV4t0NHnXLXXEGmTvGq1lajN9rdzqYNGMQCBwTg0agpYslnSRF3rOXxErhsqVB2RZM8QdHXTvUAClqCgju0XArB0qV1A6CvW4gBAyyoFF8CeJTvHQ98ulj2Jq2tBo3GKKmTjT1tuDYCZ0dSkxvVkzsFtYNKuw2y6TU2uUrOk13I992sL/Mk55JIEedVzeBeEPghgjgHkJ5TTii1vSOsF5J4wH18Jtd15VBZnclw3YyA2XuN4jEIS5gAB1xluCZzlvWMWy95rQNw/wPGj2Rv3bmEow6PrZqmvUCokt0sQtUbInkLQtgLAiN6OFpfHU9lVENq+Za8w/6G9q71WghG4LroSY4SfIvJ2RmGhwDGPtNqOlEgmeEIMEdEHXC4r8npBPZ3AKYEmUcFkvQfvHZAzLucT1qcnpIcTlkLYweHeTXgbFuw3QsxF+ktWRgoOZ894iMDTDKTFo8weFDwcMTwYEzlE5+EhGRbLsmVmFFQke3ZejG2G9PTLFfCTR9hPqLsJvItYV8K5Mk5c4LmAYwTNE/w8gZnxcDoBlXGMC4BJAiMFVb3zmIMoApfK2C4bKlf4OIF8wPFelP/O5xNSychPT2Kbgsc8Sc1RPZ1Rtw1bSiL/LsYdYZqlUbrTei7Impjm2Nb1Wgo2zTpJE2dZZ9t6UbssjIRlCtr7Tah3XhuOMwNlS702qxTM+x1inPDq/hVinLBbdvjlL36Ff/7f++/jl7/6FfaHI5Zlh2VZ0CaptZDxolFgdD3vSSiNvDXRMOd8qzE3ap/UA4vfbOIQ5/MZpRScz+cGNOacsW0bPn36hI8fP+J0OuFyubTenqZC/f79e7x58wbee+Sc8d133+F0OuG77z6A2QEQgaY4zVj2OxwOB1CVHoR/8Rd/gcenx+81En/X418D+NfM/F/rz/8XiIH5DRH9jJn/moh+BuBvfsjJmNURhxne7rhaJGrAAdpmDXH82TUjYYHYlVKWoonGwfdu7CNS1ehz47WG4GVD0iJXQu8r4rVvCTNg0t/khki7FUd7jfpZKXK1F+qZA2rUDgCGGI2ZhJZR4P5NsQfYG2+td99bqL3xOpgyZEI3VkCpFaTFekX6WWnBtPFsZYFRczAdzHmya5HasCkGLPOMu+MBU4xY5hlxipii1ENNU2xc62VZsNvNmJeIUlZ8+vRBePp3HsFP2B/2unEC3pMGdVIgGaNK9xYWUR1PYkCdh3TRFmWyeQ4ACirL4jTHKd4EUfZzCEGCrBAwz7MqeVF/rnQdSADDz5XB/vN5INIBIg3ozStvhZxWC9jkj3vdGKPL13ck+rY/1OcdCzbUagjK/6DDPpv5H8qBeen4UW2OgR4932POwQ2i/5lnRu1vnb5m32j4b/s0IhlbxjDG+jYFTtjEKKgDMdYQlgQYa4GY9SAqCiZJQk1opsF7xCA0Wq/OKJtwAHAFDthlk7MGuwEuRBiWzRrlEcl88yaWo8iyIdBmkBo4MGQg+vWzZDcGaok9Kcv8iHmvwhSuI7pr9l+BBGuIO9T7VKK2HnMp8NrUUgQMZMWY7bVwtT9jHR/9MupyW396oTQOBnqgQGSzhPQ5DMOvoFcPiEgDYqUH0/P+JTYv2vx44d9ij23C2LwAetmK3o9mwBqiWzplzM5ZuQIlgxFA5FtwJoh0kmbxOYM9tT5Udv8NySZqwc5LAhC3dnPMvLaVQnT17PpezVfv/wc4flx7U0W0o7FlbMnoHJYX6cTRQAptxfZfj4ctoTFT1G3PGDQN7zRvediDbIG2OkXgau9he70Gds0PGOs/FSyqSRo6Y5CrH9cIs1LlU5LXVQ/P0rh2Ii+1UFUyUaiMDKlj2hxjc0D2QHFQRXgDLUR0Q9xhiG8GKRVgoBdGYXi2pOcgknYN3oGCR00ispxqQdJG5eQ9XIzSqDonpByRa4avZldYVz71rJxTP7R22XCpFWIVikHLjKMSiAQw8qpinGqvoQO4NQvnIcPV5wErS0fKKsCjH9Inm1emRAxGq9ZacSLpcVWq1K37gPdffYUYJ9y/eY15XvDq/o1SqAO+/vprfP3NN3j9+jVCnJo6oc3Z3HrkGSji2r0ZaA108KRog3rXAJQOKpoa37quDVgyuvY0Te1c3nscj0eklLDf77FtW3vNmzdvsCxLy1B997vvcNHMVQiz+KXq48vekZEvK7b1go+fPuLx8d9AEMXMvyaivyCi/4CZ/xsA/zGA/5d+/c8A/O/0+//1B56w90dQNNYc+S2LLCO1TUCDIjDWbRUlmmryh0lTj9e9KWplOHSH2XvfMg2W1pyXXg9TC5BrQXAOLvhG9bJNvF4yCiqoVihpoxVdSzAmEXitwiGWgETaxRrvs5QMZkKEOcyqytcCKf03dfAKGDeYH7aZ3G4+MqElLeqcw8PDI4hIU5tJqT4Jl3XTgkWY7I906rbiY60lqWo8HYC7/Q53d0f87OuvmhNi3aIPhz32u502JvZ49eoex+MOx3vC41PGX/3Vv0IIE4g8Xr9+h6++eoPT0wXzdEaIhJQvKGVFrRvu7u8wTRG1brisAX/zWwmkDocdci6SyZomLMuM4CV4lFS4IA7TJKIS46K2n+M0YX844NWrV9jtd1c0m1taSowRjgipZMAxKgfZXEhCI1NaGl3F5kRZzxgdylIkjU+a7bSxK6X0ovg2+Bp4NWN5E9g0v/bHdThsfdi1/UMeP7bNaY5bCyR6oGqUKgkiBKQpmi0xz8WcRSZomx2tjxzAjbZROvE+vP7FaqKgjsBIb2rOPDlZb8otN8fYahPkO2PL5qA84unxCaenJ+HL5wxwRVGRiWmaUMosAgeANqnuGzIpqjzPM6ZpQc5Je/c5wFvBORB9V9ED0FBPFCXP8Bg4DcEJgFq0t4cqK1ngQSQOT4EqzpVeP2PzbJRQZqV1GI9daoK6CEOuFeuWelNP7xHI2l8QckkgR4jzBFKFMVtC1lzUhCokc0XX8vXc65uagaaBPt2mlswjU1Xr6p3yZf2jZGxK4/tbzVDPKHQ7bhlrQALY4JWqCfHFC1eRJta9wjmhlorkO4NZWngALO+FsA5E4bCC4gIXYwtaa85I64r1ckElD5pwJbQxKu3ZNY8yxLfrjYe1M96XHW4Arf4tZr1/VHtDzKDMoCzNW5sSgmwSmhV04uwTxAeiXpcEm2I3gVSjjQ87zHUtNBrAcbVzKKg2bhstE677TNE+T2yfSWQKBAKmkG9ZWwKJUty6IZ0v4G0DSpG1FIbMJKTma3s8YT1fUFOGI4dAhAUibR4L4JLak8rYAFyI8eArnrzDGgkpAMX1fnHMQve1vRfaf8tAMhcZ7CResQCqPUNHqN7BTwE0R5RUkJhxzglh8+Dg4eaIuNshbyvOT2d453DeLiDvseijllNLZidABXxCFFudRP3SeYeAgGlZkHLWepuCwtILy3tgmifM5PB0PmPLUtfELE1vqdH5+vhDm6RLhqcOgZmpclKrnZ9CQAge+yW2uSG6A0BOcj3v377F6zdv8T/6F/8C3/zRH+Hnv/oVdvs9jsdXqBU4nc5YlgXv3r3HMi/Y7fbiE6Fno9PTpdVsCQguAcqyiD+1LEtT1zPquatdhMMEcJgrLpcV2yYiEWZXpmnC8XjENE3Y7/etT5S911672+2afbpcLviX//Jf4tOnT/jrv/orQP2+uzuH4919Y0ylnPF0OuHhwwecnp7wl3/913j49PDZtf337RP1nwH4PxLRBOC/BfC/gHiG/2ci+l8B+HMA/8nvPQsDxk83v88angknszuP1mlZpF6tqSKDNIqWoKObmeZ4WvRuPhB6V2MHKfyNpsCitDZmc15dUzAhNqyRtd+P/LstXjNCQEP8Si2DysrAMWYDRWQWO6fosDlwXMHkGn1Ibkj+02lX7T+fyRAoxnu1SbkWyVu60zY1IsK6rkot6SomRtkh+3wNZs2pDkGM5TLPOB6EyseaRfRONvoYPKYpNgU8o605Ernx+/t7hDDheDhgmScQcwuIgYpSNqHHzBPmeUKMQbnFBTF65MTYtguYgSnK5wXvEGPAvMwCoYEQ43TVBNI26HVd5fdBAiHLRDktJG9O9oC8An0Dg40rbIyGIRr/1SBDGVhTMmpOdHvR9Ty2DY6ImtxzDwSo7Z397YNTBzzbPG4urv/80jT66Rw/js3R43bNjNSp9jdzri1oGpw6Uq+m0W1vEXgW1Nb43dcPnNp6Gv1zsnFSR8vUl3KWjTkno0KJbZymToWwTO+6rvj46RNKyfg0z23DubuT769fvYL34mvINcjmH6cJPkSQ82BkEV7QGgORIH/u5OZSgFKliauFDSSvE5n3fo6OTCqgICe5CSLR7KDVkrIisUVfbwpgQBe7+cwAN3tsAW0dbJcFMsHHhmYQOQFzSQJkCXRM2rxnpqyBaa9lMQp61eHrSme2nsV3NRqdsiWs74si+wwB1hqF2t491ADY3xxJA3IHh+id+csS1KuUMaBBD5nqmyU+xjnLKmjBzekWynZtrStqyai1SHsPvs7G3wZEY7+WcU3ZHmPfxzU1ZissY/FSJusf+PjRfBxKFa4wDDDuAXefn1YecLXfOxtFeY+tHcZzJouU3j1/RvaOzz69vqBh5QemEFjtvWbXdH1aA2hAGEE5iyNeS5G55CBiNEbHZVVLtiyFOvpwKswj/4Sv8uVYgs/CBZmleW7WJrrFCa6reTJUyOuE+mtSQLrW0Z+3ZIoYvjKoElAAKgBXhicVZ0HRvkEZyWWp22ZR6KslIwHIpeKybQhhkhIMYyOpbcpa6wRgUHPtrCoJFjyAqUltswYd00ygcJsRlPfKdiE2ovfmM0Xkqs8c0BoLaIdnaZsAQnCE6AnBNS1FAY5jhIOoc+73OxwOO/zRN9/g5z//OV7dv0KIsQWri6oaxzj19gusdU7UM95tthlmBLFJrewFJo4lPrc05O1fITgAXvc0wvF47CUPg2CN1DPRFc3XfFuzNVYrZc127+7u4EPAbrfDbn/E8XiHZZ6lkbfuC3GKmMuCn/3853jz5vLZpf33CqKY+f8J4H/4wp/+4z/8XARy2pugVqRUcD5fkLOo7JFuMoJimvS1oCUgSIfWthHTlbHtDqh+lg5uCFooF4yGoHVAJen5TTlKInlnmyxkcZusNkEmHzkpTLT7YUXkci4ohRsHXjZy2xCsoM/DeUFT5FPUTBrSDaAVFtgrnjllnz90fYOoa+kbnW2/31+hiufzBc75QTqzNuTRdjgRdzDknjFPwqV+++oVdrsFx8MO25ZwOZeWPp6niN08wSllTiTLZXOfQsQ3X3+F4CX1OoUFYJFID8EBLKpcMUp3691uQYwBpToABcscca4Zp9Oj/H05IGgQNc+y0MEegMMyz43SR0QNMTHObZxnaSSn9VzOOXVIxs1j6PnF6BthlfGqNGz4bTN6aRPrBZOjI/mM9uKEcmTpC2rjf3Wqm4Dt7xANfc4XxQ+daf9mjx/T5oxO3Pe/UL45MtT+mm41vr/JCg9Ofvu91VG2z7egDQANc8o2nNyVQ3POWLei6l59HvkQsN8v8D4gxqk5oKfzGafzGb/9rZzu/u4o3PC3b3E8HnE4HBEikFWhU+qGIqZ5kYyC9hnqfamg9oHkT/rbWmtznGpOIIgJlD41DpXU4Qb6nGVutEaYg1OK9JRBR0+h4hMV0GaRpTWNHB3v3oLCsANZCAaAkXOSlbEASjd814I7hxinYTwFpKtgoeQMNVUA9XoeoxGhO0viJGiT0sFWjAERCLLXkf1MDUxzPoAcg33omQCdUyZXn/TzKwuKLyq1qtbImtHjKn3F9AN7k8v+DKjNZaXVEMR7bZaqgpwyJkAoJcHlDITuCFlWnjRzYYchxgZC9Tl/Td/7bPCLz4j6/AMfP5q9qQy3CdhgdYEMKJUMElSzzV8Dfvt7YT4ASXB/1TBKD2qOwvjLz13QsHcB5mHJx9UCaStVVap7WBfqRJBz8DGojDVUJjohrRtyygAcEDycC/DkW1azqOCEyOYbAC4ZGsckAVRh+aoMx4xcKrbA+iV0vuwYhSS7BAepe1JwwMNUi7szz0WBHZb1HMCy/ArAmcGZEchjmSY4rKhZMt0rOUx3BwRP8JOogFYQUil4Ol8QwoRUktTEOwFQSslIW0IpFVMUdpNTIC2XBBDBBw8PhzhFXC7SkiJVqdf0UZ6Z2UFWMFuyNZKxlErI0OdMNeEz9dNYwA/S/mDBkfpZhOgd5tCVNedJ272EgFxmvLo74vX9Hf7kj3+FP/mTP0WFiF18+90HkHM4Hu8xLwui+lHOe2kwXIsIg1Xqvk4D30nnsFKpWX1rR+2Z2X7pVWzM+9hsR1UmxQhUjpksyyIZyDQC5KUUPDw8iIJtLvA+4N3799jtdnj16hVCmBDijFnPsW0yh+dlQQgB//gf/+PvzYL/fTNRP+Ihht42m1oYacuyGTmRtgbM4Num1dWGvPfC3VeVPMUdm+MrjmhoBcRgMRZi/KtmkgSJ8xYMaUZC6qIqYMXPLIbQQSZG6woPkfiskAxZ0f4rYw8SIteMleUcSq1KraltUxOHmHSD7SgemMXwDko+7XxjZuKF52tFzF0w4Zqi1jcqU9iTDJAhUqUUpA0oLoMVdfbLhOA9joc7TFFEOaIPyFtSZBqaifKNYsmlIrOoqXhPYFeQ84paCKkWfPzwCURPcHjAsuyw2x1a9ig0Z0bu4+npE1Le8P79VzidnvD4+ATnHF69uof3Ed7PGlQ7nM8btjWLsQPapm8yuzlLX4Y4z8g5XwWbOWfk2jthXykZ6tyxbcgcOVvsrTcIegAvk7Q3y7wN+j87ji02Ivu/jv1nht3mzfC2//9xfYwUxfG4HZPbf9/WhJBlF6hqwOFQvQrLNDugm4llBIzFQ9f1MKYcyhpoCAUigshhmaTh9LLfI4SIZXdQlASq0ifUq3XbpPZAhVJiCNjWFYf9HvevX+N4OKDWolTWCS5npCTSvNVLjt3FCU6VMEEyl7PKkltfOOPsk9NayVYXKlng6H3rAM8qaFCyiBLUklvASQTlpQulI5fcApBaVRra9SDKnAxvTjpboNfX7Vin0yiyQHM2bhVJiYBaqY3PaFPHNV3qCHoAgNZVOdfKLwYAtqHJIy2tYyz9s8b5ZPvTuH+3OakBeO+31T+MzDCQZqA0IyB7XQbXAmF6KphnN64JMUZFqbmBhIZqOyeiPC54yVTegD23+8/43F5acy+tNUHpqY3VSJ3+/N720z+IAbdKkZ+5J6zPnLWZUSXZ85lqq0MEKcMArGPK1xPLWDfjIx7m0Qis2dv6bqCBxUDJJLJspvkrCthB6KHtY7yDiwGtT10Rpb2aE5ALKAQJ8EnqbUijwJ5Nrc2PI32N1TM1W6pXXKggE6NEhzo5cPTgIBRjQDPWkPYGDHmO3uJQ6jbUpjKBpe1NBVx10sqlOuzdhEMgOJzgmVDXhAwHOh7g4OBJ+rBJWYdDKRVbSli3FYGA4KdWV0qbyMCXJI6+2SlhtQgwYffpPTX7m62Zca0AnAqpOaF8srSEyVsCkTUnF1EGkNCQy1U/qAJwVuDK2lE4OGIEZ/NDWRAstMGaCz59+A4lZ/zm13+N3bLD3avXqAw8PTyiMuOyJhyPd9gd78QeeKGpM7pNKKqi7JxkIuNkqsxF29hsLR8QQsCyLC17bQp8Bs6M2SVA/GTr7bRtGy6XS5tHy7JctYWw99vv53nRLJfsEctuJ0EpBW2JIXtkThnLrNm339Ou5icTRInzoYIPbOIGSdN2oTn8jUYGBivPXiZoALsCgSZ6loa5wjkvk9sLMkLoGyJB802O4DnIAvMOBA+nj8dcY6756n2W9rO0K5pjVJFZUMRc6lDA2w2D/cyghgLaxgw2V9u189cbB308mpEk+xu1TVZ+f+0UbFuCcwUxhgHFvVZdsyCKGULVYan/2orUptUqXex3U4CbAu7vjq2hLjRQ41phTdyiqnR557BtCdBCQedIlFpqEhpvzVjXjyiZkBPw1Vdf4/7+Dfb7PeZ5ade7pTNSSvj06RMAxldfv8fj44I/+7M/h3Me96/u4CjCuf713XefwPUMW70WRF31H6kVFw2izBGLMYo6V+Em6XpFU1GkadzjWyA1jNcVncIC4mEumjN2G0Q9W8A2xC+sa9ka6ebFN2/8AccPf+WXfYzI+FXmEPbP54HU54IoR0rFdQ7M8uW8g2ePUgWlvPV1LCNi1DdD8DsVSmyAqDBJ74o3r15jXha8efsWMU6Ylr1uPAmn0xMeHj6hlCKFs+uKbV1xOZ/hiPDw+ID9fo+vvvkG27bBBz/UBjr4QTrWmr2KmjCDyyoZDlXF66CSWivn9F4MSXRSYxUD0PrIoWWtWCV+uVpzdcuqhMYSsEBKeobUtrECnUlAgCr81av3W6aZhjVrxxhAjX+zNWiSLeNY2X2anTYqeT+fv/oMcKcdjjTPFnzpbLCeVbfz8tYGXM1F6J7phjoQe9/wfqMLBt1DkYFSAF7FHhWzJTp3LcCXOgxWxrEQprwFUT4AzjUkeFTWa6yPYX3c2q/P2TcD8MwGWgA9ZrLGc3xRR2W4NavvoXZa2THsWQMpQfAVO5UAy1qztABqCKJuH4E9PvtxBM+ALuiL4ZwQ+qrQVRWgZDQ12LYKrH+BInHkRISBIK+vuSCvG2qSCeaCqj2SCD61y9M2KL2/puydXgMuy7G0OQxCgWSd6uRRJw+ePBC9NMhlEmlvDciqqgYLlVbjLH3mFksRM0Kt8OwQrN67EvYUcec9CgJQCXVLyAwRBCG9RguSKiPXgpQzLuuKJXg4RPEzYX4so2QZc4oRzsucliboEkRZOwznJ2CVIDWnhLptmJa9Kuh5AEXo3LUIBZEqXCBdk06EtZixbpuUjtQCrhmoRcEQyR47VAmifA9UibgFXbVkPHz4gPPpjN/8+tfY7/eY5gVEDo8Pj8ilgJ7OKKXi3TffYFL1RSHeoflQtRbNCAX44Ftgs65nLdVJjUZoAc0oXV5KRkobAKltl3qqBZbxtrpRUdj7rr333bt3uL+/bzbd2Fa73U6DtR1CkN6CIKOMA7mw+qhyrTlllCxK0t4NLSxeOH4yQVRTKgIgwYOgnh4qc2oGxzacWhqq65w0kWR2yBDeds2bIHhK7SP2ADyYRUqULBMAyGZHQOKq6IUEEXEKaGxW3eyJZIONwTck0TlT7JPCXXE0LIMzOFsgEFNDYorK/G5JireTcmmLvc+sKcm/eUjXWyKKGrZkptIycWNwpYu3WNFvAaCbJDnkLEjz5bJiXfW56XPPRbm2pvii6WFHDPJSILjfLbg7HuHJoWRdBFuSpmXLgv1uh91uwW5ZsMxzu/fz6YxaCvYQZ/P16/dgJpQMnM8bPn14QtoqHh9X5EyYpoK3b95gWWas64p1zfizP/tXKKVgViTj1as3WOYFzEJPWpY9QpgRw4RtLaL4ZfiqBk8hhI6oE7XMlBU5TtOELQkyAicKjq3pMMmGAuUce33wxCxKYdAsA7qG27Ur1A8bN6+INmioq7p6I7f/uuE3HXW7OqsYSXvBDzy+MBfl73S8dI+W7dUfbhxpDXY1q4jaVZDaxq0bO5MDu0GxSJFlLavpzVerILJl0yynCptIdqijZyFEzNNeWxJIBup4dweAkDTjXQpjt5PX7HZ7rOuK8/mEbV1xOp1k03l6xKeHR/y3/58/w/F4xPlywfF4AH/zDeZ5Rq21BSGTct6htBgp9M4oWQUdagGBGjV3Cl42asKVyhJg37v314KJKgpeUWkhIYYB9FFZbnXawNcOuNcgyhsApA631BVBaHxF7TDMPmszda199MEDTug53W5anYVy+NXjbGIxtWodg4AwJhLSekyZp8xiS0rSwvImV6/ng1M0WepTO2WqB4sWSJDNLYiADivjwmTZTVGwJarIhEuoOQsgaqwC9VJBXgJ153wjsJeSsaWCtBUtWAeq0+CXq7TA8J0R8BK9dczayfVcAw9jvcJ4jpbVJH+V2bpt7PulHcTAkozSTQLcUhXARVVdHUlfouokGCAS1TipzdMNgAB4jQiskLLNKbNfQ5D5oiEfIgszTbquGEabvX7W7V+2qL3UcYuQiYjuGCAChmZuSBX2qlDn+Ma+GgDphgDK9jkWih6j4uIqLh5Ic0CeA2r0qN61/k9E4g+VKoGCKHQKME7sus1WUIAY8AWIFZgrgATQBhwScMgErh6MgCkxQi2gNYOCw+QjKDIwb9KYfE3YUsLj0wnFOVQfgKiqqLMIROXLplTcDIa2wCCG5041MxGbaQrwweGkghulZKnbglKDRasMSctZapW6fE8aaDJjXc/Y0gauGd4B8zJLoMZSjhIcVLXVNfZMZaln9cSAV+ozGL/+q79UXy9gmmaslzMYpPtC0ABrkmC/arkKDbZF+yxVpRoytFxGKXfiO/VMKJTxIFTIPucM6OpTUAKrd+/e4dWrV3j37p2WzWQVRZpa4HVbemEJg5y7YEplQmWlIzPaXGk2LCd8n9X5iQRRhnnod1JHRJVURuTfNnRZrPpgHMFHr6wDD2RpDim0GEW2mEBU9fza/BAqQQ7WU1UtnDZepm+LO+sG3JA+NeqGmNjRHj66ailg/ZkGB8KKNwFt2iabVdFNH3Ze/RLuK/V4Sb1qvvp8Q/7657bM1BBs5SwbtdBmtMcKASnlgX6oBeSglh0TyEmpjLr5mpO3m3cgME5pA2uQNE0Rs4pAmLx5jBHerailYls3MFdM04xpjjgejgAIKTFqeQLzCTkzLucNXAk5M968IYQgIhE5Vfzt3/4OJW84/+k/0vouof6BRcp+nmbEOCPGBfN8xrrl5kgl4+A6cf6Kk8LNUSbfqEEmemIZhz51LZDy3UVkVtqAwgH0PNSVw8KqPmjU5ucLux/J+LNmWvtLLFAar6t/E9GW56f7//ljcNKufg207PHV2r4xrn3MzKcRgMWagTtD9sdAwvpCqcNiY1lZCny9qkQuy4LD4YjdbofD4U4469MO3scmirLsFpRS8fBwgqk3ee/0/TvJRl3O2LYV3/3udzidTnh4eEDOK/7mb/8Wj09PmOYJW0q4v79v/fWirg/nA1zLmLIqPklvj1orUGorkJbvTWdU+ugNogjm//Vnac9RMlDBe6kTCKFlqDT90+zmVf2aBpykyDUAoO0TToV8NCOeC4zKbJQ6H0T10FQ3i1LnruYA+GpdarfLBpLZe4zwZLZAjAhgrIlchNpdS23BswFk4hx1aV1mp1Qf3bcGsMYcXqfBEkFrz8xhoWEXJRVCsQAKJlZk+5LSALXvjPdBs3lW5yaKX7UyCjkwXKvpvc3sWaA0BkK3dWt23GZvR7qezYdaHZzjq9f1JWtB4Jdl0ByAWJQ+SVIKwM60SRTkUmU+2Xsh6mpgVDcENGMmSkUZ2jF4eu25j5tOQ1XH96gs90CJrWzAQwfr2nkIUrftXBMYbGIt1nKATWqcRJVQOaNkk0+BJ8GVbM3qZTXnRWuewEhUsTlCnjzKpAGU6wF4Ayf1mgkdwKw69xsVUfdmp+IVsYhqokuMOQNLITBL/XQoVURUkoAl0XkgBNQ4oXJCRkIuGefLBW6e4HOWprMhIkTN0q6i4lxrBdvahWSPq/qBAnwLxcyxg1vVz61FWgmI5wfvSNU1axsnR4TigwZRFTlt2LYVRBJ4LbOUWwQosMVF2l9410RvUraWDwRD+QiMD999B0ce795+jWW3R05ZAGQv2bhpNnlxgZyqAu3dETKRiV4f3HvjSe0lALU/oiBaq0NxXYkWQLM342HgttkGy07ZsWg9k4lPWIbLAPJSTZJE/KMK187RMum6/5j8+ueOn0gQBdk82oOz9Jmo4zknaWPWDIkjCWqqNuOq1YEoglSJzRGDq2vqL9boVoRvBClwWrwmynsVVqhpDVXBBagZmSU9XFnS0DFIsZuPko2wgXYURM6aGVQFNXXE6NCKnCNXQY1zEspic9hMEcos1g3iZg4yw6ae9XzRgIeuC3blPd1qCtrrNXUqfbEsYhfaCxCnCczANGXh2Wogy2ybmdPAoGK/W7DME968fq2y5RGlZHV+ausXddjv5fwAgvft9855qdfICYf9BL9EfP3+56iV8d3vHvAhnfCbX3+LbQUcFoQ3ktFKF8YTVqyXhFoYX7//Bjkn5CR84WXaCXWFPaa44NX9K3z89IRvf/sbpKxIte/TvipyZkW0gC1I+XfwAfMkaE7V1Lg+3DZ2DLQ+M32jGgIn0s1ERqv/Xpsmmz9uCHHng/f97gpZ5AFMoNtXqn/BZgo19voDEdznAd+/u8f30abG4xZdvz2HrT+CyX9LEF65YoPMNevDElVFb5qOUt+0zE2u1dalKSDFqHQ7mNS5GPanx0cJnpyDn3wrvK1cW5Cy3+9QitT3nU5CpbhczrisK3Ip+Mu//Es8Pj5hWWbc393r9QIEJxlyqAvCDKoJqBklG+LcAQCGTUsJtkqVZpmCcEKDKqONVORtaypdzXmyTSsXpLw1Z9yohldOt4pRwJDnYRxGil6vYco9Y0JACFGyXk4Q7ZozzE72Me0O3rXjqff8wjwxJ1KUWSuIPEKQjBggrRfE/+0Ub+g+YoGbKel5MFBY6EGVwCiNTdA+22k2yYlDVPQCycs+WfS8SamXWxamRpilNcMcre7XS/P3XJC4ALnKHklAJem/pXJpTULZxmd0Xuz5mwNj368pe33NWZbNMlDj0roFOG6Dri/pcACOiMgsDewzBAEvrjv4pMGTxuCqZCey12JO2o7fsbdq6ARfaU0YncyAt5H7Tfr7FlSgK8JKvY6oCVc/rGm7D+dACuLACXrPKTcal7V4MF6RY8kuWa23rQ+vaDXrOq3oNeGFCzIIF6ooqHjyjHMklMWjzEH7lDG41BYM2bMqlVG1Aa/toqwBWWUBdzITSiVwAXx2CBsjrhXzqSJeGAt7+LCgbglUGHzagMljjhEhEDAl8T81i7iVBLpcUL3H4kUBj4JDcBGoQukrlzMYAj5Lxt0jl4x1XWVNDaIQu3lG8AGnywWpCI1PgNDQYmgLGnNJwCbZqVSy9LVi1jYuEd989R7zFOGqiP9cTk8S0CtAPMWInB2SIzyeLtjWDX5a4HxAdB5TCDgeDrh/9RrHu1cI04T57ojd4YgQhcFzOp1bfZKUiPQyEVOz3tLW55CJfTkRwBD2UlYbWRsoZ7LwKW0t0zTOQ1PgM1r3qPRp8/E2+BpfY4B0ZQ1AS1bhCfXtqwCBBqN97vjJBFFGu5NAR+h8JuHYpaT7hmaGpA6bWUPfnBQAirylIRSWQkQrRLYuzbCN0sQ82RYcmoy5bXZEQnOLXmknTarUEAMCSB1lQ91sKTekrTbnfcweNbpe802sjkl/Rn+9wUOjkzw6ci8drt23fBelO6lVAnUt/+6AjDGBFmiTqE/FKEjAbtlhtyxw3sN6jVjAFEPAFG2x8NUGy2CczpuC2wyCw27ZI6UC8Ak5VZyeVhx2CSXL34OLTXAk5wIujMP+DrVmGOQfQ4R3AU57WMQ4o5YHPD2d4LwU5ouiEMG53J5orZ12150UcU5skQ6eju5LQ1bCBmX0q+w99iPGP3eH7bnjfus82Hfq++Lw8iuURDfNHkBdz4nfG0rZJvz7XvfvyPEy6PCHvXd0DFsNjqJ6rXklaeZBOfDW3Hm3k0Z/h8Mes0qRW181yTgFOBXEkeazDGalROQMEMH7ScEBL5kEC1gY8MELZXa/gsjhcDzCeSdBVM54eHiEc9IrLoSom4g4UaVUZFcEwURtDTCvC22pAQY2MY0pIGIQjIJOA2YuEgDVHuh1eyf/MT692UmxGwKAyQvlmVelhMBsE67XhY3Nlc0FNxvgnG+LS/5mWRJ5r8k3X8+R0S5/JtiGjFOpQ9bGORD3Td2N94wbYRPLKOl7TRZYnKzbzM7I0iDNZIiRMDqNodamKCjOnPT7i9HqyiRr5RiwVhtOFb0IoyhHf55SS1qbxPCYobIvm+e39WDjPZizY/Ty63t6vuaMDfIlHQTCpNLbVf2K4kiyIlDPQzjBYuMZAgA7qCI+QcuPpO3A9whKjEBeywy04KrvFsTNs7kCDwRQ1Pryca7pnGxKlbq3FKX8d58GjTbnmFQ10PZODdoIrb7Y5r9lZioLsJEgcuabYyQnwhIcHFifgwVsTu+5NnDDyPP9cQgxUOxYZe39xpKRCpUxZSBmht8KZnaYKCCxyrwnaXkTpllAEecbVZshtjLnjC1tcCkDMYuIhLFYABWcqU111FhVSdsSNAAVkAw5EU5n1ga66ovA3w5ne/4lp0ZRIwKmKWC3zK1dDIo0N65pBdjogbr+gZb1LDnDx95aZgpynsN+h7dv3yBOM6bDAUHb4uQqwY0IPUiNexfz0TFCBx5blsebjynqj+qo62t0jWe506LB1bjPmp9qz8B+b7ZltDcvZbL6XGfF/bjtnY4lW9hs1e/xmn4yQZREj0PhNQuSK2ITUu9UCgOQ4j4OUQxCNeREuKXLPKEGj+iBvG3Y1lXQiQrI7ls13QkwCwc1zFOTVSR9jS1GcgRPQJxmxBCxTIIScJGHfrmcdRFtKAzNkHWkADBKYVd1Mic3BHHqpe7AoSaGc6WBR5K11f+1wk5xGkxtpRknZyIU/ZnaQjV1OKlXcLg7HhCniKp0HGlkLI3YpDHwpvcuSfn9fq8TvKIkofQEHzFPE+6OR+yWRfp0acARvMNht8Nhv8dunrGlJOOgiOU8C6f2dDrpRkzYUsVvfv0dTqcz/uzP/jU+fnyAo4jXr97h3/tH/x0cjkfs93tcLk94fDjh6fGMnDN+9rNfIgSP43EHZukH4LzHMi8IfsLDpwsu5ywILmQ8dyGKc6mqaY2bTAngilxl0RKJQZvnWWhGLfcHlQ9mVC4g7ZJn+nzyxXpeC8ptLK2IvEJLYFFLbb3EzLDIRkMtmpGUt29OpzR+bWG0OpZt5Ifx785Ip5f+kGDhS3NT/rCDcM21NvrmS2DEFaUK14X04/dalV4B2M49tFEIIALuX91jmie8enW8Ai2myasYwtQ2EcvAmGoWkYNnaBNCo8/ouLaxBhw7VEjjW0cO5B1ev36Nu7sjjscD1nXFb37zGzw9PeGv/+qvUGvFb37zNyBy+Pqrr+F8QAgFrha4KtcYXBBEHNJ8Ejp7vXfYTVI0Hbxv1B41co0SvV0kK0W6KTkv1wXtDZK5gEpFrgVb2rCltdn1aZoQfIB3sl2t6yqbs9KQLXvrzT6CsK4b1m3Ftm7Y0gbLEC6zAD7Bi3pYV8zTARuWhvcGLMVeH6pUw5xFNEhkzBnOQ+yyLsRm/9XRK0VqqEQtj+BInqEBHaQFD11Snpt320GtAKoOgVkzEEoH9DK3CpQSXhmk90gVKAyUuoIrlALppB+Y1dsA4CrMCJnvXYRpch6uEjIcuBakbQPFDS6w1jEo6GZBnrf+N7bKoM8qt+wcwE0sSjJV0JqwsS1AX1u3IFNrtfEFHR6Ee4rYyKGAsbGMVQJQIDbDkxS5bywZRDBbS7EBO1WwAGQV3Q1Q1h/km06fKzN+jdFCygMU3FQ6baf1qUqxBuIMocg57zFNszFbpR4qJZScVLGkZ7UANNGTbLWJlq2yz297l6r/pozEDhscEBiJGOcJOM0O2yEgHwIwB5CvcCgIGpxKv+sCyhW5ABTETzLRlsKS1UKt8MxIBaiVEBjYV497dtivGctTxhuO2LsZT7Vgywnnjyfw5BAXaUCdyYF8AC8zUsrgNUmj2scnZAfEsmG/OyCGgBCDCBZEccq3vIkNqQXeO+x3O7UNGTmrbLfzAvSSPCWrUaskQDFYRC6s/YrzoWW3J5Udf/v2NQ77Hd6/fYMpBpweP2Ljqop9LOqKjmFKqqYQ63QeBufw9ft3+MUvfoFf/vKXuLt/BXYBpAqAbghcnO+COrUUqevTOeNVbMe+k5PEQ9agL+fU2udEbX1jxUreSdCYUmq+jYlEyBSVjNO2bU1IaNzPX8pEGTiXU24y7LkwktarNnAAwLqtqKUgTuGziQngJxJEaYjR6pegzmNHem/dPossx/oE+YtzTtLVsgOiemPM1uZ02gZcK4G0+R24S5WD9BwwzrrQusTgCz1BGot12WoTkRjAlhfuU69XbuGqj4ll2Sx3dfVwrm69144ZQez7DhofoC7KEARhyBC5b9mrVYJzQJNtEjrnhYZjDTPRe01NUZrels0kNAnB+aa577wHUurBIzn4oPS25twLB3bbMtY14XxeUSuLvPn+0GpD4jTjfDlJUXeWgHSe95jmiGWZ1TjJwo1xATMhbVJwbzuRyMZLcO6cBzw6oq3P2xSELJChhpZBjTLQRUMEVRYjB3US0QJ8C5rMqJhzxUDLZJm4QMt+tbHv87qR9uyPbZxuUFmbDiNcNf7xBwVSdPV9fGUPHL7n7V/KcY04NIdizBzZ2rAvgXHkGGs+mFnFDzQYqyJTbO+bpgk+eByPR8zLLM3+vDXyJoSgjow6xIDZh77eSaFKYYHq2KjSlQwSW+wityQnUcW8SUAjJ6DA+XSCze9aK87ns/TRKAWTTWy2gN8c6wBn3RxZlK+ckwDA2ka0J6rOk30106qeXc/yyHU3FBnicCdVKRQ6XwWRfoF6ryh1yC1zY+IJRK6j4ypRa9uK9VVqAEVD73sGze5irMGitt4G5sPVPKJ+Osb1aytw28bA5lY7t57Q5lIfwT7vrJZXmrOrrWhy4Lav2BzW/ljMTRiD0BVlRUlQ7RQLU6MFfoQWvMNJ4F5BXTZZYUJnezSLTXX6mZa1svk51klVBf8cM0zAyfY0oSx1UZHPsSq+zEwUMEHsQ+aqdlufNdvqFmqfgTBZQYIrwRDo2ifb07qzwTefx+07DZNV3sftvfrqhkZY7K5zSzMorPNQ1g+Jn6v1TU1pb1g77budltHEJfo96JcouLR9t7BkrwGgEJACIUdCnhxyJKmHIoM0u23xLIUgzCxZc21S3PwunVdVa2AkSGWESpgKMGf52sFhD1FUdZWwJQkMXJHMoCjRSWBQnQDfRUGtvCXAOZQ4IZCxBAjORxUbyyLUUksTp2KucFXr9G1N0VhH34EOaJbEMj3eUevDyRy19nzCMkkd+jxFTDEghYDqRSHWKGqsa9CymuSs5554SjFK3dNuWTDPMy5ZGwhzZztgmCvWR3EEPpiuxZnETndHudYqAiTty7WgvdPnr/3REcy0jPit8MwtS2AEOg20hs5D68NnrBHbSxs1nm+1Wq+Pn0QQBTByTdhyhnMkDbyCQ5wnMFWc1icwFYQpiHoIOTHa6JuZJycqTaWCuCJA9efdTtSrSsGWCnJhaQAJBucNpTqsJKgacdQJT4hx0todQddEpx9ISRoBp8049gS4gDgHlMpIKbed1OaKId7MIiIhe47ThotSC1XVkagQ5SW2LnLkIU3VpIWcrGIHVuFQS85zbTFS20jbJFfDFTTVGpzIYhJJQHjczQAInDdw9NhPEV1JTBZZrZIyriWBmHE87vH61Sscj3tMIeDT5SLOXKmIuwnv333VFOZAEiQ6HxAmaWwGAuKnT+Btw5YYIQE+LJh3Hm/efyUN8ULE+6/eY7rbwU8TXHSgyQFFig8zO7CPgJ9Q/QwwMC1aPxEm5G3D5bSisEecD6gkakcFTgOgIBtUEmogZykAT2lDrgWcJZWcK2PLBZetYNoK4FWMAwQXZ8B5bElGo5YMRwzvujOTq/TWscJXkdwX41xrxWXN2LYCVOnBEv0EYsJ2SUBhTGESpCmnhvo6qAIc+qIf15OYQTWYSottAXzbNO24NRAj1dCm82CEhsLx7uR8YVEVjTRhoEfEQ1+hz73V3ldrC76g5+B2DuGFQ/sh3b26x363w5u3bxCn2MRKgndNnKE5rurIiNPJLSNNqkdldXgSoFeUvLXgX2SKvSqoSTNMAwEARt3pphM87h5e4fQkwhMfP37E4XDA09MTdssOh/1B5v6WwUEQyGV3h+Adat5AzIhBHOu0CrCBmhBVtlaq5sVGOzCWeQJPcQg8dJNSGlAqGSVnbKlLsssjZTB5TCyOgvce8yy1GJenkzoFBnZYdkfpLWmToBaKkAKoQTIr4q6qs68OIBeRLO6upeaKS0ElQlWevew3BBelrigaBdrmQBXEG8xI24acBUkVp6hTmWydWVBA5ET1rBYF9S0zJTQwaZhLcG6o3UUvVHfew4MQ4axtMUpN4CRZPqqyTxp9T/4rfWsqMowmSix1HTqp4HIBVUZdn1AdsItvEWabpwRHAdLTKAyOh45EzZplz6io2j6E4KMEW1Ui9XY/EiBnpQheAxiNCvklZqIYOGRGLBUZjMhAcYRChOI8svdIxMgQu7KBwbyJuAIJU4WhKLkjVAKKFkE1h1GcDQyFBajGdbNiK+fRiqcoCKklOGRUoCRlwxAmlaZ2zmFR2itpUF0YKlOdUdcM3jI4VSn0cmL/OHhwCKheeooF7SSEAjA8eFmADDBt8AUIl4JYCJE8SqlYcwX7LJmovcPTncfvXgd82js8+IwLZ5CqGlcKShcuWCopPZLBVHFBReaKUrQ3ZpOa9LLvnxPoieE/AW/ODu/Sgq+yx6EQHi8RawEiFWwVuDwVcFAwg500xPWEMDupdS8F6SJtJXwuqPOEu7dfYZ4iyAUUrvAkzbIdV6RSsG6bAiTC0Fmcw5aFzrwsE5yXDFZKBetlFTtCBHJBEkrTjP08435/jzhNkvUKHuQAnxNmB8zBwd/tcfIVf1kkuwJEkGOk7AVw4qzU8gnnNSFtZzw9PeHp8VGa6HLFeT2jQqTUKxF2WQIRD8ISZ0QXevCTpUl4WqUBe4jaN8wEdCrgXcBhPyGGqPX44mxczhdsW8LT00nsgNXNacB0Op2uaqGsf1RKqQFvJr5kQZfVSK3rqn6L7ONS664+lGIADGF4BHLwPoL4ZSqgHT+RIAqChHFRQ6FRcXCNm8/oiEztnp1y7zVzNHBvBagR+VdodsCUTYTz2IEQdTEbAuPVETHOPGu9FmsjXQn6ao+MAUXTjNMthdhyOdyjZxrQVxqQIma0eL0lCwZ0yBBJDG8cfo8hu8WG9GAIqoY4Wp5DaSol/ffckEZn6CCZolNtqioKZEm90zQJOj3QzGSTlzUf0WAAAQAASURBVJoPEdLoKBZ5ST37EAAi+BClK7n3Wmw5geGw2+3gvCjrzcuiEr5y8RWSmjfKpAWjpP2/nKJ6DEKthFyrSMZD0DdxLAZpe+7ISfOehvljzkbVjSPngi3lphwZir6piisiWS0GB5kLpqiTiyHRDJCTrt5V6H5XNVggkFF9qkhuOkMNLZihjjDa3OMxkOKGXbXfj7f3w46Xg6OOxHcnztCyL+mwtd7R2v77dhiq9ezNttCo1RVc/a2dx9Yoa9NEawLb+xcZTQ+tOwpa0NQQuGFtvXRd4mIrLYcwZH/GrJq+n8WmzbsFuRTsDweA0IqDT6cTtvvUsgLm7LPEGajEcq0kTn3V+2Rm1FyVDqJzt9aO4NwEDA2NrPJv62Rizr/xheTje8beOScsA4ZSkQGoKO9o99jqrgYbN6LRV2NEfQ6YjUPLCPH1nLfzWeBjNUBAV2+stX89y6jomtSp0dkWfRaR2lCu3KWtMWRu9GqZzbLL85Igqxd0l7YXan2vrddxD2k2nmD1OHYNba5xVWU1abLuHUMYeza/5ahs6n48/Il6VoN75oycfcKwfoZ97aUM1Jj1xfC8vpRDhLPlkKqd66y3tivqYzU8GGMxQIZJxm3s3WRbi+yCw6hwy1rbGmxvUEfSpNJ1tjdE3lE/22gvi6RSwFm/CsNU95o3RaI+qNMKDjTYMQBaU0SQuepqV/RjdPZGBiMHhxQd1kjYApCd7JuotUnAAyLq5RjwWjNWSOwV67qVzBNarTtVBuUCSoDbGFP22BeHfSbsCoGLQ6gOO3JAAdYsAIqLClyoHQRJNogAFBb135I2JLAAz16z32qjrZcdNDDIBrqYvdanGLwGSt5r3bjt75qprRI4QtsOzCG03p/MUqJBLLIlMXoRXXMiFla5oLLv84BIhdYIbisDc6YqM0CaCjMcYogI1vJHZ5ojEuaXKk47cuqqmk2U5MVIkZfm3aH1KKsqaJLVzzKhMstUya1z6+t5KyA0ZrxHxsBVJnwAfx2qANFq02kEQ0e/+feYm59IEMVgKgAVgEiaiHmHEANKSoLiq2a08NIZNa8gMDwF6clTVLKQRIHFQTIvwqV3CFpvkn3pRkXtj9UmxChykCadWAqQ8ybZJQA9SCLtEcKYvCg8SbaqIhRGsUHVu2tUOSswdr5tcqz8UjEcLZQbviR5bCZGij3tufVNrA22/jT6te3lLBv908MDTk6MZIwR6f4IMOPp4SNSSkDJcB7wLiIpL1hoMQXeSU3GbrdTJbHYlEy4VngfEHyE9xElJWyrKHzFacY0S1rYxwgGYb8/Ik4Zh+MdDvsj7u7fCOphTZS9w7yfgQCwYxQUrGnDeZOmn+wcfJwR5x2maSfGzAuKs20JqTBSZmypYE1ZmiQ4h5SzGlwtlE8FXKrWVDhU57UJnvbKCRFcGWvagNMJIWWULIqKpQapPSjq+PIG5xghVqV+RqRNumurVcE0OwjLUdQlc9ZNQWYjHHkJXEtujtLo0KGb03F0h9Wk35tN6AFPm/RX7+fhddeHOWT2nu/jBn9RhzkQg6G9plKNz1FX1XDvjO5UXK918yXomeW1OifjeoPRa3EGx7g253t0/M0BbnFaa7Q6T5M43uqM2XUBisiy9n2BBSiEw+GIEAK++fkf4bvf/Q7ffvstPj084M///F8h+Ih3b99jt9thXnZglvVUUgIRYZ6k7lHsJOBcVIAhI28Fp5rANYNLwTIFTCEgRt/EL4QuLYEf6xBUqlKsHSZEFxDmRYExYApRe1GpMmrw8K4qlbGgbJvYC7JnKHtAbawAs92dsy82UuqyZJN3IKvHuZnilRmkwIvcr4nu9GddmVWNcGiYPPSba/OGNZvYXFMZY1OeIpIGkfM0IzulNOr4p7RpsEZgBWEkmSb1SzHO7b5KyUDOKg7LrYbBNMu4MKpj6VcEgFklzKUcVDJwVdworxkqTmewJ0RfsUQCKKBWwroJQiyouji/cZ4Qpyi1KfAo7MCoLWjwTtQBhFWjgaw2XGWWgncLQF/8ul3PP/HDAZh0AnlI3FK0kWpSOmwlWa+eBAw0GixL4zVR5xvcALR5xYAKOHhWJWP1/EoDu9orBaWpGUTSONl5BwSCtbTzKnvvzEiJCKbMPYZmdhglFdQ1AZt1cJYXMKCZMmpqkbbXIquypndS+0OEwIxQlSJHMk8yRNp8dYzzHHHaOTzsCY8LYSWh/Fn9ekYFVZEjn4o00C0sfl7xci5UhqtArIRYBfwMqSJcKuKJsTwxjmfCq4vD602yhrvssTGw+opIFafzBp49dtOM7ETxo0CULxftnUTpDCobLucnnE+MJQTslgX740GCppzhnMfd3b0EBMzSeuLxEakUpC1BKk8ddvOCKVbkVLC5JM+7VNSi9502JCJk74EYEDBhgkckiOqhI9S0ojrG7m4PoOBwt8flcsHlfELQZvASzHitydIeeuxEwjxGPJyesHLF3373CeQ9XkH7ypV6tSeKDXYAV7gQwWDkIYMEBQa9+tgiUx7bu1MStcLzSajl25ZQmYWZNgRL27ZdCUtID1Rpvmuvu20A3psA1+v9lAogHftkq1D2R3eeoJm7zx8/kSAKMOPfePRWTG3IhgYAVR+k0CqUDuI1ymxO0eg0oimiBN8DEB6CDGeomBnoWpVeJ5tb1sFx5CQbjivXs7+v3clzZ3NEhQ2R7Q4bw5rJ3LhdeLajv3AY1krXv3z2+RZllVJBBUDwDZUFOlXLUC/j69aGqnJrDjmiAM1p06AsxABrQCmyzg4xaLd7pTVWFa6Q2ioRerA7kd4DKqYQfJPLFGdFM4BBpHnjJAvdxy7JjtK5sqVkDQCFpiLDrIuoqFJYyZJlbP0LzGmG0jt7sWEpBaCMXIReVYo0HBVvhKWgnxnOM+SXvf+AjacJbMizNcdARtCc5BG0o6ugCYNjKP/5IaBse0kLhmxDvXndEEwYP/ilufzlH9fo1tU9owdOLwWWwO36bb8UtNOMAxmv3Q0byYA+61GrSdyO87N/Tv+8dunNxtj/mtKVrUe1R82qaP+PppzkHSpPOBwO2NYVu90OBMLj4yMenx7x+PiIGKQdQS1C580qQCMtJDwulxXggryJ8lNKSddSUgS0oGRCBkCktWIEEAnFVAJGaT/hCIAnBHjNNLHm5qTG0moz5Xn2gJSgDgOugyjwIACCjow23rsFnKqQZkqKFqES7GcY9iHv0zqRhmy3c6Gh7s0Qk55nQEr7lBlGh7t6VZuHej/snCDuaNbhxbkoyK5vf7/abxRUo9upzM3v7TbxylAMkB6p7VOJ9FoLnOt7n4kX2d4x1oDdhjztftUEAxDKTLtmq0XrwEJfF3adX1YYpea9PXObf3wzd2w8LKhs9Y9EaJIbzP3Fei773/UH2vSlNi8tiwV4ZXC4BsZ0routH+2Po9fjlIkjQiUVNde2t3K9HpPuhfXsb1PsVEe1kQ4J/d/togmFGJkY2ROyIxQnNVLS+0zXCkmGy6m/VmqFqyId36v3AKsnDAACE3wBfGEEEdNDLEDIDF8qXCFR7YNDJUYkhwiGKwyX5V4dCzWWR3/VO7jq4SDZfqHqn1G5wk/Sgiep+JBjYw44BZ5FuApsgYncl4dQK+ErpuBRQNKuAEb3LshcNAOWUdiJ7HsQW1lVtMKC43mahQp9Hteh7iHOIwSpzy1VwRZmrOuKSgI++8G4jeCQBSeWJRptmwBAAqY7J6+bpqmdR66jNBlzE6F5CTwZzzm2RxjbPlyBnTfvvd7fJaiTJeibLcPw+h9y/GSCKCtcDiGIElSj1AU4Ki1NyrUKilMyCIzkSShTJYvakvLOxfsDAEFYHBPmOWICBsd1fLgAF+FvrzqIuRiiWCSDoopGEggIUkxKWbGfux272fDUofIa+TcOOI/Kbbcb5Pjz8+Cw/fqHPmMI+lu0+eSiBeLOeZ2UnUJkz6+ycJ+tPsBpQ1CvSipWHyKNOj2Od6KiF2PEqvUAy36P3X6PaZrhfcCakihVaU2IKcpsaQUgVMEelE1Y5kUXl6Z7a8Wy22GaJhzujtJcdJpa0SAD2rdgbeqJlSs8HJzTXhLq/KEU1CRdxVkLJ0stutkIUhOnAPKyiaUivcNMdn3bkhSXVkA6l61CP3cEooqSq2TFkiBMlsYWg3M9B9tEpOeOxxi2vzg9ftgEaB8xHi8Zqes32RueF3p/yQHVGKDcKu794ecZHWSoY9PV+VLKuFwuAHrm2zIQpVRs29ZosHaY8IQdV3OFSGgOw6AKbWroj8TSQLESKU++88hZaw6//vprTDHi4+8+4PHpEX/zt3+D3X6H3X6H4AnHww45y/zd1gvAFbXs4R3h9FgBLuCyoeaEvJ4kA5UT5uAweY+1JpSckbKo0vnUa3IApS+RKPsBDgihATXRB5ETVgfNqbPk1MnmUlEoo+Ysz9pZDxAZSwE8JPCxVgtGCSR1eih4Qant/Cb5C7SmotBMgDAIeu0TLHPl0NatGE0nRTAsdbpgIJd8NYZsVBr9XXc+eguO26D41jkQEy308+CDKtwZdeWazmniE7BrNzvDtUlLfw4UcE7u45wymC9Sr+YCpujBLIyNarZMP6UXbwuDRNQih/mrrUFKlr0/uIDgrwWjrOm7gU32jL7ETBQAZAKKUx0FnSZVSnxRnJQUJRYaWiGhu8MROHCrbRKKpwIqxkqxeQebFx0Y9ZpeYhM9cwyQB6IwPVwQKpWDgydF5IvsZDnLvmhZBHJiSxJ5VUWukoXKBTBxm4YLKxita5dqAeeCnFKrnXZKQ5OYwShVEJ8iMC4OODlgCw4pOCSSGjJx6DygGf0CNAGVtYo63+YcsiNkFlW76AI8AztULBWYN2DZgP0KHDbgmIBpK3BrBWUGWFoAwAE7F5ABhG2VubhmAVicFxaRr5Jhdw5+jojssJWMAuB3nz7AOYfsHXyM8hpfUUjW7BQivItYph2mUlt2h0Dia5SCHGZEduClIuUCYBPKW81IyHBICHWFyx6VKkoNuJuPiFPEuq3InHGPO4Tgcf/qHs4RHj89oBYJkLwLiD4ghhneT6gsitZEDrlUfPz4gHhJWAswUYRzQkmPSkm07FBKqWXhx1qkUgqenp7AzJJln2fsdrtmqyyLtK4rLpeLnKfkVls52kazgb3FQg+oLOvfWtKg21v7+bbdQi1ao+pc8wFuj9/n4/xEgijFS7TwxSLxq2NA69iQiwaTmdM5RKroaCerg3ONk1x/NzSO6BpFc0QgbVDrldvqnEM2VMkCDhgtxAa2y1Sbk2VISak3PRWub7R9iVi6auRDlVV0U74a1wZdjefQ7AVb2tsQGbTGnXFotsvMrbhv02LHatLw+l6rV+hsdgzPSfo3hKFDtDlfOwKmKbZCVWbL4MgFec3yMVcNrHwLltK24Xw+w+ThmeX6D4cDFlWNiSHK33NR6cy+mG1M7fwlJ5SSdXNI4FxQ0qaF5bUhhlLkLUFnLqLwVwoDjuHYDJ36Is42r9vgYxwiqWmwefY8YHnuFvTX6by8whot0/DDgpge29Nn/vD5AIJtrb103i84iLJjvO9bh3XMON3e6/Ngs6PnNrctYK5VeN4jJ/v7np1lW0bJ1qs5wyxZCuAq0GrvdyRy5KQ2zA8BBCnu6500480Z7796jxADzmdpHfDhu+/w4dUr7Jblal7bJhWcA9ekRsCDfAVCAFiCk2WKWGIAQejK5HQOV7PNpc14p333oPdshr0DDnWwaH1zTDm3DJh3qhoGbhLCKWdBh/E8KKG2eKkh37CaK1vb3suXUmNMbXP8wvCdWrZL6jNEwl1ecTXWhGab23jqZ8reZVmd67n2Eqo6ZtVucRbLfI12un2WPmtyA41RJ17PXHVGAjlo4CPOcykFxUlljyMHBIfZdYl78sZikKL0ioKeCtNgoKKBUSqrJtk3GJ31mtY6roUvzerI/sn6JdOiAFLzAwmgMgv1LJPQ8NiR7EFktFydG8XGWoFiFX8ikrneQB0IkwJEClZI7SHQ547pTrACi3CkvZqkIXYdGmKTdyJq4XRelS6g0qadrSW77zafuQVk8j7ulEXb2QaMWKh4hOwlE1W0tlh0Idg+VoNJlno7kDw3ZgE6AVg+O7DImS8VmCtjSYwliRrfUoBdcYhFsm1S/Gk2lBDIIZITKfUKEXwKDi46BCJwiCgE5FpQ9f7jPIO8x+UkrQMenp7gYkRcZkRMiJD7SU2sRkpPyKOpHTqWtg1BSwwCeTBxp3nq/yoYlaDzRMaucIFnpz3JtC8WQZu4i99EDAHIo2bRyMGRF/ocEw7HO9y/eo23b98hzDP8JcN5AbjNBthYW68o87u8+oFGozP7ZwBiz567xswZ65ascTOjMwrsPN+3Dz8DpW9+NwZVrqmcCnBzRU38A/yan0gQBfRNs3ent1CiRZpV8CwCELwKzuhXW4OVwVRlMmkhdKcViEiE/DBshWwmx2oUupNjjv+sHE5rhJYyoajSvNkyZlFn67LAfQMip719sm7+RTagjmACTLXdL7e7V5PLOtjWTa3t4teBoD1LvVu9VbYnDIJQ4Lz32O9nQQX2ezBz098/nc+oFbrANUNmAaPK2doDr0WoOM57wEv/ESLC5XzB5XzBuq4gEJZlh2mKCEG4tDklAIpyeglQRc6YME0RW0o4r4L8pJxgD5RZOLvv3r3D4XDAbtFrfnxESgmX9aJ82q3XGTiH4Ahblfo6oyCU7YKaM9Ll0gync6IKSU6CZwZLv5mUkTNAnuHIFiHBB8mEGpUFg4N869xeL+SrvzxbC89ABIwLm9urXj74M3/9w1yPvm5qu95bB+5LDqJug6fx358LpMbjlvp3lZHSfwvFqqNp9t0yUeMzvH6e6hQNjqMpD3EfDNkI/FBIbk6yBUy+0/eas92u30szxmmGJ8JvfvMbnE5PyCnh13/1V5hjRMkZd8cj5mnCsiyIyvH3zqEkQGSWpAi7OBGV8GAc9zvsdwvS5YycVslQcUUpgm6nVgMExBDhprn1tBLF437/lVk4RO3JyH5wOZ+RNUMWtT+dbMAFW0q4bKu2pdBeJXpua3ZJDdVmfYYMxz2Y86Z0ZXRe7gXX1mPEjibk4RzIG1XJi/0u3ASOdGQBdFl3cw5s1VZmpJLbPmiBSadbQ8eYVKxHgrxxXpuyo9Gfe5sFG/uekZNfqNOozT+bva+Csvsq91GrUdwzHGWQk7rP6AN82EGUFos04ay5o8oaRNl1cpFAKm1y79EVlBBakF2tMH5YG7eNfL+kg8HI1r2NNGgCI4GxMSMxYeWCC1hqfghAILB3KCgibDRmCwmwEgABayC92rQMotH0Pel85mt3AZpAZQAKHmZ1KgxoTBpEmU2xTEoNpfkE1hsK4CEj222YAdq1sPSgTAlcGVRF5U2ohEPNlPk5jrB5wiUSUtRMVGHkLMISMn9cm9OOJeBJen9ZTYZocDrMlTBV4FgIS6o4XiqOF8bdCtxvhPvssEsVMTHIwFcvJQMTeSwO2HEA5Yz18QKOHv4wwUePME94zCvWtKFMDuw95v0eM4BN66H/5rvvQN7j/t0b7ADsIXXkOWURuCDCEiZEH7CeV6SS1D6IYiGc1N+DAe82zbDV9sUOYC9BVOaMVDZQZlD00jewSnbosN8DAI7HO2yXFZfTWXQFooMjyUrOUwB8wPuvvsbPfv4L/Mmf/inCPOM3v3toStepiI21dbhtG9Z1bQp51rNpDKKsFsqU86yu6dkep+wvG9sOhlM7z+dAJTvPS4HV7X7vvNSmD7oesi4aOPnD7MxPJohq2Q3rAQICQwrpxofQwLbP+Z10/TvbNiwwsUyKBTgWWjy7HkKjxkhDw97bRI6e4QGJKlajHEBEIgC091RN6ZRCyEmoiV6b7baQSVUDmdpvgPZXvelbYnsr7rLfj457R8dbFgu9x5MElWjXTM0AK72jFFTWjbUFGaSF1ZpZKwXspOEj1MjnnHEqJ1zWVQIZgqjGOJVNhwWq8pyr1gzJ+HZ04vHxQRpvbhvmZcY0zVj2u7YQQwiyQRfpcyNdszfkJA4b1AmwcPJyPmPVjt1gRt02oQSlBDCL/K/zmOcJLgTQFDW4Ky0rJ012Ra3KOylsr+owN0qCBc+ENteuhozN0bk2BLeL9iUD0ebB8O358fdwMG7iLxlnDOvl+m/Pr+1LOT5HX+wO29Wrb1579Z6r2FbpV+OaRf+9nXue56ugyn4/yrJaAGBHl4cVB8nk7r1mMcwWAdD6TZHMd+0c3JUpATAXrEqfIAiN9ng44HI+43w64bd/+7fI24Z3b99gv9/jzes3WBah1roojYEl0+RRi0d2st6oZhjIIjTCGTVTs4GVCpzVRuSMzMDlcpaNVam8EjhVZHIouhEHkmBFKH7DvlBZVZ2kVsca2+ZSVPYbGnB48fOc0vTG9aaghwVCUgupdSPkFLeS/cLyIJWtObYGfXrdGhtpFkgQNkfuKldpwVCrhVLbKMGNBlQaKDW1RvTMEAgtCLLPaz1Q1J7WIejus/BqBbQ6lazz0Ho1ElFznh0Adh6MLpRhDpFzAXCx1deIQ8tw8PCkwWNFEz3pzSyrqDJ63bRHB8jmslK9rD76Sw6iQEB11DJQBULvS8RIADb92YIsaViqdSbcwVU7F4BBQVZsgAVFBN1bbLaR0PNkzynyq+KA4OFmAuBkLFSdt6RNRI2SNJ83UIbGwi2gfZd4bhjHG7CmeTHMwvao3GSjm8umC0baNwjYkR2QHaFqv0+Z3yZiZUp7ZmsF2BUg07LcJBkqBmImTJmxW4HdChyMxrcB+0TYZwmyvCA4EsQX6Sflgij+LU7qZi4sqqA1VblvL0Jmznn1BWwuA9MkYi+PKaGUisfHE3KuWMKC6DwmH6SPH4Z1rllap0rVYvetzIGlThysWUZTLC7STNhZOx2h+y1+ajXqznssOxHgev36NZ4eHrFdNqX1JWwbg9yG46t32N/d4/Wbd3j9+i3mZSfNhYfEBmA2S+7V2ExGl7NGwPIcuGWbbE8b97k2T5jba0VWXX4/ZqJu92XgGmgx//PWPozUP3utJW1eOg/Qg6mXPnM8fjJBVPMLWYUPWIOSbA52f9lNnNR/fiGIat4Fc9vUbLN0DZE049yDuY5UoqGY3g/e0ihA0L5YqGIQw9Q3aeN+yiBuSTI8LkTZnKlvuAyW7NkgbQvdiKn9PDywzx62ZYvcZd/QJZIPMQAQlDPrBDe5U0O9KifpUu10mhB3mWHuFKXgheIjghwVJWectw2b1j4BNOj296DPnrmIP/h2S4ZgPDx8wu+++w6//fa3ePX6Ne7u7/DLX/4Kd3d3LYgyDu3p6QlJu1dXRccskDJu9uV8wuPpSRwkAMhaFJuSBG9BlAZ3yyJB1CwiGY2SwtLd2rHwr9nJgndaAGwSpuRenkstC4ohu8q9Fu3WQbjy7fVZtSwWP18L33doKP38HS+BEeM72AIGenbddm9f5NHu6/nx0j2N2ajbe2/j7CxQIC2ersP7R8PtsCyL2IJtu6IpGMAxonV2NId4CKLkDxK8GOBkf5N1Lucxhbdc1qv72NJFqbWMKQa8urtDWlecTyf8Jv0a3337LS7nP8Kr+3utW6rIWfpF7XezriVGLQkbMWpOqJkVoGH4EBEoIDs0+f9aHGpJUqCeRfilsqhZxhChnjPSukmAlKTHy6xAzBInXQed204FSDl1jr016+Xa+/KpEIUEH773sYMEL+Sk3YKNg3PXz78HUDQAX2rLJCJqG7VljmAAhAUAMvVa5toCsYbK6ucRcxO6EAl4pbaAJbgANZqhjWXNo6COFGobfdxofLKV2FoW0NICzqv5PgQ2jhqnAcy1Cf4sywLnIiT36KTHIRwci8IcWBxL8rIfkjqEAjJ4VGJUnxv4YHPGbI8Aan0srpyuL8zuMLQeiiSQytAgCkAiYKOKBFEzyyTfCxcB7tAdVzsseHIqxuWp01ah1Lmqm4Q45kJh55LElHsCzxPIe/gAgAglZ+ScULcVnLMUrDEDIQLMLYii2u+JYEG9iqDYHqa/Z10bbb2aih8g5yQnIjQVrb9aBYPJIXtC8kANHuy8UOpJ2Tks2SxS4JWqzYfS2iVItozgmBAzMCfCYWXsL8DdBbi/EO5W4C4RjpkwF0IoEGEqhvgHYLgqtL0dpEH1WkVYaluLqB86gIJKkTupdzNfbpoXkPPgpyekknF+eMS6JSxhwm5a4HcHEZrQ3pWlScYDpHVqwRXAE2KIYAJiCigKZoDQ+jhVLiAXEKITamZh+CBKlybiFaeIGKL0jIPDp+8+oRbGJW/IZUWpwJv3P8Ob1+/w7t1XePf+ayy7PYoC/C0D39ayzAELmmxvmRpzy2qCUwuQDCB8CagsTebc7BFd1TvdHrc+k2Xr7W922OfLXosmVCR2xlou0NX5RtDm+46fRhCldlOKAysSCkjlzvOQpQBMa1/R8Yq2YRnlSCR8Yau7Ofwgbhxv7U6ABp5okNWRDACtA7PuBlxRy+g4SX7DafNAURUEiLrhGjcqKMJQG7JkCw3NIeb2G/tJUBmh8xniogHa6Emjh3N9vPXVg6No8uoMEU8gIlGyYZX/ZRO56M8PMFqjpLbn3YJ5nhC0xomBhhiYYYcjaUJHAfCEeZbMkUih95oFaVhbsIYzTLJTslwVIUjd03m9YHqccTwe8fr1G3z99dd49+49fAhIKeN8viBtGy7r2uhO5kjknHHZLj04zRnEVZrogsEpC6JVqiDFSmexBsukTqyPAT7KZkNenGUuOu+4giEiGcbuBgyZripXPk706+DoJQ6vBZcWtBgpoatWXS+dH3pIQGT8ZHN0X76Gtoisn08Lqng4X8+g/bty3FL5xuMl2gCGYNl+hjmgalbEx3Atw2pI2RiYvdTvws55+9orB5IZVWutDO0DAajSi4xrADuraes1Wt67lkl2LKjmfr/D119/hRg8oveSpdoSckpYLyu2bcW6Rjw+fELaJlA9CICifUkqi40J0wRy0mRami4WFC1SJwU2yDm4do8VeVvBLksgQrKOBECrKhVeUbNInVsthUnfsm6Mdu+3weikCp4xaPNhbZ/RQSMGOV1jQ/ACtYltbjjSIvwqz1Z/b1Q+aYypc8SxBG3ap8VsowWzLVVl51Bwyms2Z/ybSLlL5g6DM2H1uVCnTWohanOqWK3RGHwYyOO92O5UMhjXjoeBh83xVVpyyhkbQ3u4lPaZKVelf1NTtTVJbu8dZkxgbdDTGuVqjVnrTVV7b7MeIEuvPwNzxsJvHv79RRxEKM4hkWSbMoAEkfFO7d+ajSJCJak94wKRMzdv1eYaSDsVyXeqDIZmIHWPZbA0bwZgdWZmkMhJK43og/hCDKH1lQrOVblwpJ+nMtikangDyEeQup2CwT8ZgiQwQ9s2qVvDQO2V1a6dSz67lgJ2vmXtKumaI4dQgEhAIaeS5YzCIsZh/SFr9ZL5rKKcRwz4yphPLEISDwWHlXF/qri7AIcTsKyMsDFCrnDqh2ZWP65UoAZ4AuYqz6K4CRtVoCSR9+cNbgmYtX8dmAXQ4SoNW+OEd2/e4rJt+O13H3B5WvGXp99iv8x4c3/GblpwWBZMXuh8hRyql1FjZrgQ4D0h0gQuDgsXwDtsJaGQUndTQrpcUH0AgoIulZHyBpdkv3eOsEwzMnmUKWGdd9gve5SstYlE8Ez4+utv8Md//MfYLXvUCnz34QGFCNOyQ1x28M5hirGrVru+Z9r+ZTQ+AG3P6UGM1EoZ0Gd71wjOOqLmV46g3+e+xs8Za7DMVoYQhn3V/GjbX0W5sC/V68DsywiiAM0cqAG2Zn2QjEhRRGSwI815tw3J6Hp6MpjzP96/t6DATt6+9UjEgiiqstk0u8Di8JuTTJBaIG/ZLEhQ102JBHX15t6Mn848Bk09x9TS3tzvZbwzU94RhIfb3Y6TAsM12vtaxk1rDIiLbupKJ2QJpgxp4OEZMYwC6DHNM+Z5go9RmuzqBg51zAlSY+C0kN2HIOhHDH2R1Z7FAgh+XUGQ4kTvharjnBS9L6cF0zxhfzjg/v4eb9++w/v37/Hw+Nh4uNu2YU0JrBLM1menlKz9meTnWor0FFNUruTSClxN+tgCqUblbGqEJIidlYMVe04V4DHNLM+hVgnMrok0w5h+xhDYWPXXPw+wRnrOH3LwzXxhDfJfOpoBYRJgYHj/9/37iznouXEcg6TvzVL1JXZlH+S0LxlcUhqsuw52hs/8viBq5Ghf3QCLOZBz9qbkIMmo9H5TQ6Zdz+G9KEtt2gTVsmP73U6pQYRvf/stPqVPKCljW1ekLSFtG05PTyhpQ3Ta0yiGBh/YxgiIQ59zRslJRSiEkmfOEzttg9CcJ6VtQNQD03ojEFMragiImiGKIaA6J++19gSiOgSngZJlrO1L7JaoksFoc7Vq7RjafWhq+WqNWNsGxx5MtfVeas+VSHsES12Ug6DwVrw/LtqXqCXta3ipzYXb7G9DSgd0tqggQKuhYnQg0WaNNdRURVYG98BOQbhxF5WCdNagNiNVZQ5Uq5Os2l+mYt3ULlmtVpBCdYpCzbfGpAa0cYX2vFJHe1g78ny0FxbqM3vzpdkcBkQgAUbn0wAAUhclqnxOlPm0f5f1vuxo70iBs0CKWk+vWqXW2NT0ZCIFtVU6AZlhdc3OeVXvQ9+XTWmv6OeyMXVEobHqZ7NeiIED9r+rGwbwbINhE9TigY4orzNqqeSitPG2+i2ePHyFBlIiBOBY1i5X9M9nyeg4dkqJA0JhTBfGvFbsngr2K+PuDBwuwO7CmDaC3yp8JTjWsQIDVfw9qpLtiyxPnf0EzxlbzUjau4mCR2AnPhQDSW3aNEkfrlfThOmy4re//YD1kvC7xxMO+wmcE+4OR0kPTJLJ1VQJGogavPQAI0YsDhOLevC0ReSasRVRRC0bgXcmSy/rM+UNzpOAL+QwhQkeHjluWKYZy7xDooLEFdUJQP/2zTv80c9+jmlewAx8fHhCdQ7L/T1CjFimCcTc7IBl68f9yYIio6DLEF/va/a+WzlzO9oW+z1B1FhvheH1twHQWIM8fg5zFZXF0Ua+EEB9XyD1kwmimFlrcIYa4iYdXpvxbZ3OtfC0nwAaBOm5UCHNa11HYPQ1LZRqfUH03NaFnTGggtcZnYaWeeko73XzlCBLIlpiUZGRwGlQWVKnvBkNqI3RTarRjckugwcIx25SlUQ+60bTzffu8RVzqlDgs1M6hsc0zTohVXmpFlRygIst2CMnzYh3uz32ux2WZS+patI0bytAVc+OhP7ovGvUJHJyjy3FrP1znp4ecT6fUEvFNM+4O99jmme8fv0KPkYcDke8/+orvH77BvOyKH9f79L6vjRnR8Q9tu2CdT3jcj5JEEAAUOGDQ75o2lhroSYf4JwoCMq1BoCcBr2lbUrkgaBNQzMZBZLBxChVaCmVi3KVhR40TlKrrTDUuWVXhwXa/zksdJuh1KW4b4Or33s0o6GX1P/z+UOdQqrdiFyhwYwr1OfLOmgYg378oOBw9HI/8ysBewSJl3OJg/Dw8IBSCl6/fg0iwuVyaRvKyCG/pSWMxtyaATIL7ZmqovmwdSBIaKlC06KmhtRpZKeT1C2FIBQ5P88IzkvGGITovTQ6TxsIjJw2PHz8Dmk94fzwAdM0oeb30mZgv0MIUpAsPH4nlOWcUNIGLgmlbAAXzCHAOzm/IwJ2ov7nICIcPkTkykiF4cm33iG20aaU8VAe1SEIzZaacS+1tA0c9lvqkrgUROs5aL+nSmJDOCskUvtclv4zaHQ4V5U+U7LWYQkQ5XSMDVUHaS0sS9NMB2qUxTFb/tLxUtBkIjlWt2RF236oFWpAnO0reh3knARzFqBZc80QxW4T4PTc4+xlQndqq2TuDfwz2vTj4wNAHltiMDswTFqYFMRidMapsUUMbFD6ktbIsCVRyep3jfrzXJXrSwugABmPjSRgymCsXLCBcWERltiIkYhRmFCYlBKG5ziaBkHyfKVvEzF3jQkorQwD5dcRjAJXq9T5hRARtIWAZC5Zsi5KJZONQvZsTzKL2xh55QQNgW+P08w2qUojW3ED9QehwT2RAgyEJiZTS4ExcBxLZmSHgIKA+0pYSeTL7ZFsKLjU3qg6VwdXda2C4EvFlBn7p4LjueL+Y8H9xnjzJNS+w4kxbQxsAJMHyGvT466I6IoEddFJtrRozdWOPdgBiYG0FSRa4SbpiekoooYoNVsF4JThMuPt3Stsc8Yurii14HcfHvHpYcPf/PYJd3c7HPYL5mWHGGOj4cE7MLRNBVfsvdB+pV6cwKXAZSm/SOcLVg0qyBEePn7CZZrw1fuvMSktk0vFetlQc8UyLQioCCRtEZgcXr16g3dv3+NwuMO0O4B3QPUe0/Eo61A2/t7uAdfZbqMTM3Pr+XlL3+tiP37omzlklUjWwEs+yi3QOAJQphI4Xo/3sq+N9iMpRdzqrKymy45ntuZ7TM5PJoiyhWfOvP6y/Y8AzQ6gL1tDyG/ukO2dDK1LGFEYfS8YGCYByBxV+ffQd7FT4loAZkhq3zgbg1NTyOLXc9vUwIICKmw5XCcUCdLQiOjq93oB19eNYQN+waF7ceIBAEuHbZQRBXU3aifVNAd1QxMHzTbeGGdM8yK1FtonwALC0eIbUhpUNctfUUqUuqIp621b21uneQKIcffqNV6/ewfSIO/1mze4v3/VFl3PuNFwu4ZmSZPdnNUJNFTZ6SYNc1SUnx3EkZLGvirDTtRqqazWxDnp3eO1t0yPSLrSlnDRtVDUJgzQnIu+4O13PPz9arT6aBJdDenvdyE+84pn9uD559w6KBb0fc5x+RJRYQDt+b90z993Py/9TUbxZiEa4t7eJ+9d1xXOOWzbBuOKG0d8vJ5bOp+csht21gCfmODhr1Fg6uheYVGbGrNQlRnreoFzhBiOqjIp9LdlmsElA7Vgt1swRdl4S87YLhegFqQLNHhaUMqCGDyAiBi9UjBEvndLWeh8pSglrzQ2QNRNPoQgaLEKOTgfRWY4Wz1RD95rSrK2kzZZzAXWe8/scjVhotsxBTe7BnCrJ3IkS1koKQ5E18GNsR3kWXYp3mYvofLK4xg5gFh60lmmoNZrGd8xqzTOrZGO3D63XAeGzYY0mzrMC5ujlhnTINHAJqn5ck3AI6ioUAvg21zVnYaFfl7a3CdRV9VAiuGQMoHIK717BLWEktfmtKnL2YbI0CJ6bq2N5L19z2a+dpL+Ppn4f5sHk6jKZRaVvsSMxPLdZM4LV2QWMYMOAYwnkXG1Z8haS2T7EAk1Ruay+lA9iNLxY5v7QpFz0PqhWrW2cvSTAPGKdBar60ESx13DtbrVGZ7R8NQXbmP8BQ120rJhdkJiUd0LTIiVMBVdY6z5YpL7TCr5LnQ+yFyqcmWhACEB81owXyp254rdJsIS+5UxbxUhscj5BWnTYkFUaTdTgergi7BsAgvNMJJDZEbkipoZGRmOJPPngzTcLbXKeXKFq8B+2SEGUd48nc54eHhC5YxaL9hqxsYZRyLMxJiDE1Ectd1B+1JFyFqaYgSXggwSZcOapa5NhYKICWvapCQmd6l65oqSCrgC0UfAF0lgOAkid8sOh/0B0zQjxgkcPNh7+HmWKbBtze0a7ZcxLcZsz2323DJGBiSPwc6479nMu8YP+Orft9koA5nHNiIWxI1CFiOINWay/q7smp9IECV1TtQCmeHh2//MiALyWkBRKs2goCI6hzhFUJWUNLMU6jlFEKDndUP2om2ohIaatUyWypLJg1cRAkjH6aLcSkciDkFapFU1BWzp8kBOsjtckDdFfJykqKvNRMtwwxztYTMfLRUPYYoWL9kGTi1y6+7U6Nj18EYDQCKsKYGs6LxKw8+US1OkAhGmOMHHGfevXuF4POD+eMRunlGqNJE93B0EySaAUOHbp3T6pSwcU+OjRrMrVVLeRXtR5McEd/Y4Xc44XS4g7zHNC+bdDpf1jPXbDbvdDiFGRVWAy3rBtq1gCGJ8eXxCLRklZQTvcXd3wGW9COJPEOXDnIBapEYChDlKESSxg3cB826PlDNOlxPO5wseHp6Ew+ud1ldMiF4ybzEEKf5U9S1y0ombNGBzNBqL3mzXOY9abQ7Lol+WpXGEuXsVMIXHviY04GZGEw1hG+dueJ7F1+0XV9tfnyO/x3DcGkTgywygbo/bQOo2uPrc9yuDT502VauhvqbAWK82DGZu1FX7nfXWGDcVM/Yjv/xZwAXGljcQBDEm5+B8UFNATayzbXYkAcPd4QhyhKjncgyAKzYNru6OB9wd9ng67PH46RNyTvjq7a9wPB7w8cN3YK44PTyAmLG8fwci4Hy+IMagQdqGbd2Q1zNK3hDUvtdygQPjSasoPDFicNgvMzwD0UmGOkQJDIsr7flUQGSNSWzxtq7NVkNvd4oR87Jg2cnrnfdgJ40u4zz1OipAQTa1k+S1p5Q+pxH8copy6dgno7OpGAxIVhBps9jgg6ibFa3xUvGGorLuFrDZYX2A7LWNvq1j6KNQDylTq6tllnpL9SXFmSi110IRtK5TVNXoChXUbKbufU4FSK6CN1UO7fiU1XWJgEdMGfE+wrmIGB1Yq+utptbeyQytXzL7xOh/sMCu0xJtr621Nye2y7b14S2L+QUdFcDFEbZSkJlx4drrn5w676w0zJyhCIIOLrohJ76y7/akxR64VudnrBYTShHxD4GjJTtp76cWHPXYVedmkTkpRYgM9sLuqZlFUtvqzWF7HTVRBdsbvJMArKrICTuJUGrO4OK0LstjFyeEjYBaEQJhdgF7Bkqq+PVf/BofJsa3u4zVE9boQD7AT5OKcnCbb07naNHb8rmCEmP+dsPhDHz9GPAqO/xRCpgyYynis3gPyUw7HRO4rmRqNay1AM5hniQALSTr8ZIqamIUX+EqgTPAswM8Ian/uvczqgemSVrcRBcQvEeujIfzhqenDTsCZu/wIa9w5wy6PMERYVkWBO9x1FYUQQHtu/0BM3lMRTIrW05Kb6w4X84tFnYkbWW4qPoxtGm4GB5cni748OEBu/0Ry/4Ir42A53nGtFtE1t45rb8S+4dSQFl8LMvibNvWAB9bq5aBug147HgpiOolL0NGU4MfC8KMnt3W1xA8mSBTVxB1V3+3ZIFzhBgnabExXOPtPg9dZ587fiJBVI9qCd1o2j1co/e6+NtrOs2AIQuBwCKFyZIhcB2sQ3fm+/lbCEOGwqmTBO3Don+oXEGsyE1T3hJ0ztCThpJRd6KrFlIapQe6+bVPHoEfDaSu7CbdvqYjPQAat/j6afZrU5PWfmWOdrGCPp042RrraURJzsHHgGmetRZqbhmoyhW5lqb64qfYnCK7JkbV+iZz+6nfiyLppWo9QxUVKeKKegGm6Yzz6QznA3ZakF9yBogQSwHN8mCSNvQtJbfgjGsR4w+RA8Wqqom2H7EFwF6bdPpeWEhaL0BS1J5ywbptTUXLacF61c3Hua6OZA5BQ9I0IHbew1kxLY2qL+4KMLB+Wczc5/7VmD9fyFcBFOuDR6+r6AZKB7/Nkx/ghLCBCNef89LLvrTjpWu+zQpYwPP7slVjFsJAGi50dT4LoMf3y2uvFYdG2pIdYx2VoWY2j4xyZfV3jtBEUmAODV0HUUSklDATz5H3WcNNTyIkE2PEFGVd15oxxYDdNOHRiejDtq2Y0wST2uXCLYtRmaVZtq5baeYIMGeARSXMgRE8g2vAFDwAB19FyMAcQue4Z0KVXg3HyjiyGlN7NgA3VUPdZC0DE6S2scuCq43n0RVFqxVSSbHBBo/1aiNbYvBxGW29Q2vRrK9UQ1nVKW7rcrDqlq3B1bzpNqMqNe8q6TgE/D3LIw9DHErNIui4d4iLn53f7M7VWm+bcftEnScmde4AUnU+ljEu+vzGTLudSnb4fp2WifCuu/VSA2VrTz6zg0/X6PUXc5Co8+WC1ly3kKr1OSgDpTMarmy1uhg30VP7QeqzzW5Ilqavd3F2mtVXAaSrg4Ee/aqzxAaSoU1wy25JkE2AqeTZJdGVo9WujlrQrhdvlH+9EgEevAAYzDJjieAZ8IWRP52x+YL1tOLigMvkQSHA7xYUJyp+FrgHJwrARUPGmhmcGP6UES+E/RZwKIRDcQiVMTFAxCAbAzJQoz8SqE9kM5Q4wDMQ4KSJbwU8M3xlUJBAkYP5o5Lt9npP7OSu81SQa8E0T/BJVP6kHo6QWcQ9rIwgA5iCUC+jU9ErcgIkh4zqg2Tlq9aZQcaqsPqvNnaMQYyEJIgqjJIy1tMF87xvIIX3gxQ5qaAIowuWKOgD3YtGVVButsE/2/Ne+vf4u+df/fd23AZE43vbvGsxwzUges1SMNrjdSB3e02/7/iJBFGCjngWlSURP9Ci1meGQ3G6ag+FUYtwq2uRf9ufjSdcgc5tLxWt78fgfJJOFAzRsikJeYybz7U9Q/u3GjDmFqTAHGUv6Koj6ezFigoWlonsVWqx1IycC9YtIaWCXKs657IYiQnXLtfNsxlz7LeHxVCsDc304aRQsG3CD91SEpQVIqe5O95hd7zH/u41FuvLVCtO6wpUkTSHcwjzhOMsGakpiGPHuSDlhG27CHrAEiRMccJO5Z2/+/A7rNuGkhMcEe4OexA5KfQj4PHxE3z02B32IA1eUi7YcsHvPnxEzgmXpyekbcPHD9+hlgJXpFYuOEJOCWm94Hw5S80VhDseDdF0hOCdNA8VnVfkXPB0OmHNGeuWcL6seNLmw9MkweQ0TSguazrcwxNh9oJmhKgOrtexh0POBTmXZhSsCa9zGTl3wYHPjdnL49kDf5t3vz8ueuEFw2R+KVj4Icc1IPHlHZ8PDq+NsiFftz0nXkKuzGEUmoDWBw5OoAkejFRJ427bYR3gbX7Ye+d5/v+S9y8/ti3Lmif0M3cfY84ZEeuxH+d1762srKQqKUo0UQmKHtBAdOjQQEgIIUrVROIvKBo0kWiCSqJBLwUIiQYdOrSR6tGADsokKzPvufee136sFStizjmGuxsNM/MxZqy1zjlV92Syd9bYih2xIuYccwwf7ub2fWb2maXeHY+02njsjx6JMjGF+XAYqVPx39YrxHtQeW2mdHNmcClwiz6YnZlL5niYKTlRVfnw7ltYz7TrM603Ls+P0FfW659xur/nyy9+iiQjAr7/TrlcrqTstTd4dH/taK/U6wW0k6Ux5UxdFso0cTgs5GkmT7N3kQhw4A61CNNsUWgDeGyRIu1DlS9PmVQ9upRNEGc+WaTXyJe9itkGapKksUy26K59X5d1OJIvwex+wzZtCQMVkRER5Fo4m9GHe0+saJwrbUqOIQkc84O8sbemeLqlqBBOzm7cxn0FWN+xkMNRCfa3NS8Wj713m5dShFLWUetrpFcDSbSoIxMvMMed9SwOpjaQMMbUnTrtkSa2OTEiaahpEVIGLwmIT67YH+7RBa5TYpVE7Z3WhaoOpohA0I7g+pTv43MzecR09IbCn3OSj5pABxG2K2oY5O7ecbTH/QlwBTvw4ARAj1/Y7wLE+cnp4mR4PKe4l70T5TyFAFnSaJadUyI3JWsntQsiK+nxAymt9HRmFeVDFnpJ6LHAlNGpOGHk59RYs0rXjDQhf3fgWCfetiNvVXjbE8nblTRMVr4nGT26mvh4jGtXqxkDS49WmIBjzzwwMfXGgc71AnXtppw3JdKdyZKvy9WAkq/zeT7QJHEvwjXBURfSMVNLpqoRyt98/45lWTlN3zOXwlcPD5zmma/vH5hEOEmmSGFOhcrK0rEoUpk53E3mR9dKyQVpQFOmNCFZOE4HVl1YnxeW54XlfOXuZ3f8/Kuf8dXbr/ji9VumbD7e2jurKEt3VdBIxZatT1TzjImXR5B/n+rxNnzRvtXv5ZytDKNWn9m351LVIVcer4+fRbaaqHmeP7LP+yN+bzXLurv2W/D2xxw/EBAVBlv3ZsT8ux14sv/vUgyIOa6uTrNtuGPuxzpQr+9hA0K3Z/7YERzgSGQsUmBrLOdXvOVuyie+4obiPGkAtuhjEDtqXN/YxOJ+3dEddz4M7N7ovrgp9n+/ZdODsdwzpEPVCXcQSmaaZ+Z55nA4DDndcMrE0xWn2SSEj6cjU87MUzap0nUlLULvdTeZ946kbM+4dzR+L8mYHFXW1QqquypTtpSctUZhtufRO7t6uVzorTGJDHWxEIXoLVIxHYA7u5IGC2rh+fAbom/KWq3fzLquKAx2JmULj8fmFSkxOdiXUPhDDDgHwHYGN57Ly6jDPgJ1OxF1YyXj+X3u2Dy1MSs/AxE+NWFesJafly/5l/l4yWrF8ZL1vxXZeBGx8rm1T0d6mQ653wT2G8HLzxspTCndbAqRShZsfqSJWoQqouLbZ8b6Gn50rAfd/i26ReotHcPIhpTEU0mEu9PBwFtdoVfW5crhcBhNarcoUkKzp5xpA7W1YqlsYeuURrNCXwUkU9QUuARxXZ1tDAlyCwcGfp1GfoWoi4//zt6EoEKkjWk4RjtHNQAN2698lWwAYDzDGG9f/8NBiOcGt2t790x58beXjGlc877gev+eT0Vkts+/dVJuVvluzhiI2u99oR6rN3YonPNo3pzlZQqOj+OLyN1+DD913zHv1Gtt9k5LcpWwjXT6eMx+jEdP3isKMdEriRS+F7Z/OC67f49jX96QNgATJLB3SLo9PmXrffd1h8g+ew923HGS7dXb630+apxFhq+27Wk7X+VTjy02W2UQQMm/BEhdyWr1P3NW5qZMYgIIxoibDPyQuo955XVd6uPQe0ZbotSZuZlM+UFNaS/55/eduxaRqM19G84XuJ+JE0+SjGCfvYgh7JmiSFNI4VPJAHUm7GW+BuLqv1OhzAWyCd2s7nuc18qyWOlBb43LPJMQ6rGb8+/2PCTg4+ecsqWo5cyqLt+tAj0i0+6L1M56XWlrRWtnKoW70x3Hw5HDfNiiT93q5Jv7O5GimUaS1rb2h/3b2TP4dO3R1ifzVkTpJmr/KQLF/x4E074m6tPRrI/rim/2UNh9/su1GL7X5z2hHwaIUqWv66063bjmnUOjoBJqL4x1rt2Lb6ux/g5PNtCkxsSQovYpwozbhmjOsNXuaKTwiYwGcuppL+q9o6J3hvrrbPEIpcxmIDW7GlPfGh6OOzIFK6TYQijFHlpSU4jZAbDRf8iZnq5bj4Vt/PCnP952c4wJ5D2i1OUvxZ2KhteV+e+OpyPHuzseHl5xuLtnPhwGG1V8EX3x5Zc83N/x05/9nPvTkbev7jy3eaLVlcv5zPPzE+W99Xs63Z0sSpMUVeuMfnJVr8vzkzWKbM1qlhRqu3JeVo53DwDc3z/w8Po17x4/cLkuvHn7BTklnp8e+fD4yD/7J/+Eti7I4WDRMW8QLBIRsMlqsLQzF6uBSmrG+2You9KasiwrH56eefzwzPsPz6SSOR5PHGZLadSmdCxHWrxWapN3VqAz+mtkm2NRzxAg8FNh6ZvF+gKH3z5TNtt+84fd8hH5mBnYJswOYt9+5O3p/osJpPZHGNt9esLL9IK9A9y7joJtEdtzW+v+86YINBqP7p7/3nEWkdG0cL8hxDksddX+XUqxmp9iufatOfj39FpLbfMoO0qvq4MIi2AkRmsfklh632Eu3B0PHOeC1szf/Yuf89Ovv+Lu7sSyLPx//uE/oit8/+03XC9XumL9mKYDtVbm+YAcjk6UrNA7bZ7RVqmz1Q315Yz2xnWtUBvnZWUqM/O8MHut4miKnjOojhSTPJxJRmPdpkqtK83T4rKn8UXaxrbezAYmInoUe8BmD6JW1J4HaKv0Wk1aWYSj11fJzoak5C1Pfb+gq7dWsHqNEnPIAU8suOwRyb7b8FV1SLzHM44o5ksArrua2P3RXSkVsc8PJUG7rXBGXOmtdavlwlzxcM5TzpASd6cTE4nT/R2H08lsrJisc6RAhjOp3cc3e01nONPumBrw9fp/j2zYWgi7CSHPv+2F23r8sR1d4Jqhenq/CRd0arN67tYjdW53b6FWZZmu4GlnI33fVWAh/o6JLuyIOtiRr7ARDJKJvBZzqOuuP1S8OI33K1saoIk/2PMMTCMRwU2WShxJfq33zV/xz7aTbCAqS2LOiSknShZyhdKVLw8z9zlzLsK9VL4X4R0NWFmnxHme6HOhH2dUkvlkLtHe2gK9M3UDTm/TzBd64EsOvOqJuYI2tdr2DWOYnxVBWydnTC56E6zpq6LZMmYmhCIzBxrX3khtJbXGNVvD3utaaSTy6YCgrOuVta08nS+sLjCSpsLdq1foVFh659t3jzydzyyLoppoJKom4vFsNZwTUpQ8V2afU4f5wFxm5nKwetC1ew2U32AV2rXz9P0T7797z/e/+47LeYFVeXW652df/4S3b77g7uE1zxopepWmytKa9wE8GImUbXyGiIlspFWkAkb0KADPnsgPIBTRo9hHW+uusGdZA1EDDAzQ9BKIqepQ4Ctll4r4GQJyX1Kxro3VhZ72wOqG5H4Zpd0dPwgQpewjL9shux+CKIlqj9g89z1sYhNKhrbchwwgtZ3MMIcM9iU2te1Tb93GMAj6ydfsz+9RCRV6T4PpjCjZCKn725OawfJMDDNUu4mIhNnaFIlkDMaLUfoMgBqvGgzkfgyiPsCYQfts72o9WRF2djWnsC05WyHo3d099/cGsMo0GfOd1AtZYe6dtS4fFcuPTT9GVTxX2MEd+CIRMTbJFbzmw4HT/T1rV3Ix2fOcM9nrrR7uH1iXK6e5uIOlCBnR2dJVvFO7BMERBJlCXRs5qxklbGG1pjw/XyzVUZWcMmWaSbkQna51sDQbe2GL2+4vYbKhfXfPwO51Lw+9+XnPoGzP91MrRHf/kjFPFB1A6hZPySdm+X+xDhlO263Tan+TF6+9ZcL2v99HoIKYsQjenjEOkLQZ57HG2TaUl2mBL435y/xvVR3rYyq2ZnNEXGQXHUkvZPU1xC+czSM25k3ExMimAHo2q5Kp7VKy0BK0ulJb5/npA12VcjhQpgPzbDVQ4tFZEfH8mEaShnZrz6ltpWozUOUCKb01RCqyppFypJpGutB+xoezPsBAb8OWoTFuHn36jOO9jdG2qY71FJEV3a9vWz1J9puzAwLtGxjbMaj79LOI0Ikz7sF/iTDS8CKVru2LrP2hvJw7wK431FaQHe+LvSqAljqzqvGe8brNHtxYmHAkfGwSaau/GU6H25sBJneASbf5is/X3dnHh22kpnwCLH0Mon58MMoa6XaxlLEuLoYXzyZA1Djk9oG8+HmfaroHSRpoJf4usSN85lA/R+xP43PiHEI0RBaJerb4vT8v/+dGRtvcsLUTV3gbpYz5gDopLhHtdtELVUo3UHMkcZLMSQoLcJAGKbPmTC+FVjIqmR61lLmb7nhr5NrJJGZJzCkxkcguEb/5Imy+XYiWGSI1UCoD76E48BKgWw1gdpEwJTFpotJHv6nViZ1EslYoolRRmnTvKaWoWIpmF8uWijbKJdmcyN4XL7vgVygH1mYRoi4JKYXpcGByRb3w26Y8kVKmJEv9Xa8r1+crT49PnJ/OrMtKb1ZTG4ISKbltGr33fKaZMzsylsI2wu2edgM+/Nir4e2JwCCJbtpS7Ob2tod+/BWv3e+L8flhmz8PnrZzpLBt6cXvdzb29x0/DBCl1gU9BemUtg3QFmOoKe0U35Izp6khlnpuJES1SZmFOBEjjUtdeFpkOL5gBi0c+gA+EEbbHxZsKXhsCyrKI22jE1Nm8gZ1xmQ2WrMJH7nPqDUelC6kBF2qM0rGEJV5pouQm+Wc+9zd1KA+On7/lrKfLAjePwtSKaRcxs1G4fWr1w/MhxPH0x2SZ9vaUiFnYyPvDjM///nPefP6gYe7A6LKd99+xzxNo3bq4eEVrVbey/e+H9gmn7RbJMqb4XZXyYs8exXLUZZcyGXmeDzw8OqBL77+mq9+8lNev7UUv+PpDkmJ6/Mjzx/e8vT+kfV6JfWV5Xrlw7t3BvpE+fD4yAc6qysEiSraKiqFTufD4wdyLrx689ZAZDmwLu/41a9+w4cPT+SUOcwWnRv9rvRMa51aV3JKHPNMzh3ViGYGA9depMhsTMqnjMJweDTWRjjl7pPE7/nY2dmDpO373ulnbIafmh8vAcK/3Men+0S9NOT7Yx8Jevn3bbxMLGRLD1UneuzvwZCFutA+lSHOvY9Ofcqo7417ksTkPV9GvzftFLVmt7lEHdVMSpZv3lp3ydvKulp7gSzC5IpXotYfaSqZw2FG6LR65fr8yPlDpi9PnM8Xfvebv2apjXQ4MR2OfPv9e+bDicPpgS+/+oq3X34xesRZsWpH9ADa0OVAbyvrZaKtC5cniyYtUQ9ar/RukZji6kklewquj1dt3et5TC2v9jocewWXTE8fbYYbyImshA0sDsJKN53L4eR2QLf0ynk6DECk3lg4eapLPPMxX0TRJJR5siL6lH3f8Gqx3hGiLmljZ/d1Biknb/xtzKz199nUG6unOkdfq7Ffpl3NpZuE2mxfMudl15zVAYoqA3wmGyi7pzA87kcmcYl5yWOvsH2xe/NfV2Xrfex55p+6q6oWA7XaigBQsWZu7dDLlJwf09GBqwPLLlATtK60aKHRwll1ByhseOiJh3peCgDiUUZMTS4cf/NTPsZdvPh5z81FmvnN/hGoAQN7SSW0IOzXyUQMLBdxc0xTNnXAKJPrrTGAVpB6ftL43HB6J49GpcXaMkzXRkrKq5ToRfmiTCCJ7zLIlFgPM/0wkY6zgSgHSQlhOZ/ptTK3hQPC/XTgvs0cWiH3Tu2Lid94P9EgFvdPwHreWTpeDH9XZTX1D6SazHnOcNDMTHLfM/OeimrnqVWuAtlrL2tqVJQVYW2dpTe8KtOgkybenO65mw5cLmd66xznmSkXToc75lKs+0Nv1KUadBMopxN39/e8evOK0+k0JM3nuyNTLry6e2DKhe9/+w3vvnvHL//Tv+R6vnJ9upCkcMgzUypkBGqjLyutVzodKb4uuwm+1LoCYj3wxK9bEuRbX2K/r70ES2HjrtfrmDsv91X7edMniEjT/jNe+i4RrX+pDvgpcOd8ku/FByezPg3Uft/xgwBRIrjEpD+s0dcie7pcGms6jKyFkL0rvMvvBdBy8ztskqqt9eGm+uANg7K7FmVHtNwsKyGIGuf2tvfs2JzeN8YSNgZPImdcld4UpJtjkZQsq23E5J3qU1B54bxt1y2xCX3qBj66m23c9nVWmzXUwXSGg2eN3iZyyQa0ponJC8aLp8eUqVByYfWmmu/evTena8qcjkfevnnDNBUeHh6YZ5P9to1+HdfTvJ9TOC8hD9/U0mzytCmTdQ8LG9DLo+lyKYXD8chPvv4J18uZ5fkR1NT4EKEUU+uxgsXqzor9N00OdsUWqjlrllq5ro0PT8+0phyPJ47HE/N8dABlNWEg1LXRaFzL1eXJC7cNkmWwjPvC3T0bszEpG0jab33ujvnfPg2KjGHeZsBLligiIXs2dwNmnwYEt8DsX77jY6OqN8DqpRHdR4D2v395DtkezDDM8XCGs/EimhDpDltB/YvzsYGnlwWzWbI78r7GugN3NoZwb0tsY2Ksg83l2mxUfK6ppnW0VZ4e3zMn5eHuxLKulCRQMtPhQHaRh94bS6hZJsvbH/KoujGtpISoqUChyjQfTBRGNiZtS3f09Ncohk8hRC5OkvmPTmZ1Z4pVrOCZXYPblDZCLlh403e3k9xEfpEtPUq38bLo+VbDgcR93W7Q8X2/9kaPHpfqlZAAk1Bni/Tvts2vwaLmUQc29jr1iFXb5Ml7pI6rwn7f6X1kpbS2NdLd5jF4Ht2280n8z9VclR3wwuel7dEm3T6kIPw/Iy7ZrZERzCDGdW/TNjJpb6/2xx9yan6IhwLNbzx6b4VU/TD8I/qzgV87LAtm2BHZ+Ttg4BRx4KmbD8P28n27k/01jUjMR6jLX69sqGz3nkjB1Hhz2Dtu7V28K/pNxjX5bz3tU2/XlqotSQcrk8KswkRiEvUaTUujJyfUozjGcficy9nIlgHOLdqMlWZS8cisGKkevUBDvEtxs6A2doMUERiFGd3UiEdWDZaWW+LZJajSWETptdHFhWwEes42Jr6+crISD5FEmmYOeULWRqUySaaQvHGvcrkuiJpNTmIiWkcmNM2stZPX6qDcWrAkybS10ZfO+2/f8f779zx9eEJrZ84TSEbIViN1WVivV+qyuLQ947lu82H/eDebKWzZEtVl4cPuRLreRvjUm8a4sbfFfmWpyv7Z8uko1z7ytM/UuJnjL/bs+IxtNu/nqdy8J45Pin7tjr8ViBKR/wXw7/rV/L+A/ynwC+AfAF8B/xHwP1bV5fefBw7HtKVU5JC49X5FpJsokD1M69MjagXPREpFV8/JTWPtd/MbnDlzULULn/cexdQb6AhDH46vLzH7DDa7Ee/dJksDr3lStY0vZ+874AIHtVoot+mKIqRrdznx2V4zlmSw2X1cq4hvpOO5vthl9vNINsNpQLK50xAO8tbDBGCaTdb4eLxjOhwtVW8+MR1Oo2nkNB0sdWieyFPmw7t3XJ6f+OVf/iUi8O77b/n6qy95uD9xPB65/7M/Y1muLOvCui6+wXdSTqyr9ZIxwkdpdcX6ECjlYOlB67ry9PTE5XJmWa5MhxN5nljXi9UJTIX78sC/8ff/DS7Pz/zql/+UXiuX5yfmaWLKJ1MNnAqXy5W6VlBj8E+HO4or0ORp4ni6I08zvSvP5wu//e031Nr54ouvmY9HpsOB2oxRSamArjw/X6B3UlNKTswH74wtW0RpS9V4GUqWXZQqFrSM98VzCwJ4D/w3p3wPvLj9683ftnkygNRH00U+/llg5J/+AI4/nc35uMEe3OZYv0wZ+HQN23Y++84w/qh+9Lxz3vLF9zVWsVHse0DF58Vr9jneOWeOxwOqUJdKq411raaIWVePUtic2qcNtm71iBYJgV7NZRAnpsAEGqxVjc1peqeuC3/zV7/k8duZn/3kK1JK3B8PpDJx/8VXdBJLM8Wx63Kl9W6pvV4A3bUTVdvmj2QjkKYDORWKuJCAN8BW1UGejMitZtj1tpIiaJeRNpuwpsBrXYdz0tVqqNZayaVwKNZDy/o8GejLGZMeTls6n8fDzer5eoxanTKkf3fPL9ZupGZH09/QS/MFmXMejY1VFa3qURpzAlvv1FZZPQIlOY0c/2meRpo3Dp5as+feW6e6AA5sq1W6ktKuJqHbHlDXZtfYPJ0vCWgaINPmXZzLzrbWlWtTlnUlTdUyCwT2QiJW42TtxkPjw+oDG9HiY3O840oNQN6m721Rqf0a/JRT9M/z+FPZG4BVQOkOlF3saN+AuKn3fbRHnFK0KnDfZ2TmbORBl9gbdBAiBloDgDtxg9doOtjZg3Dd2njdmnkdCMz9h0gJ7aNuKPBU9GfyQRt7lfqLeldQS8/X3edHixMfaxNnwtT5pCupKycVqiaOkjn4+itTJs0TbS70KbOqRfWyBURMSEZzTCWPELv6HkoTV40rMNqC9CgxABBS973X2AWrWcferw6ApStTZQC7KXkrggxaGtdceZLG+8sHunRLiS6F0+GBJgItkaPOP2VEigt5ZfKiLMuVHN5XhVUrT/VKbQuXy5lcEtNh4vXdPa9zQp/PXK+rRchSYr4/kkicny4sl4V/8g//MU+PT3zz299xf7znJ1/8xCKitdOWhQ/v3nN+/MD1wwf0/mj+JurzKyyBj1f8l+xhS5cRaaq13qzV6/V6A6aip9S6roO4j/0tFGqNFNpS0T9VGvKSjHxJeO5J6k+lBO4JpPCzAzS1Hfn2++zNf24QJSJ/DvzPgX9LVc8i8n8E/ofAfw/436jqPxCR/x3wPwP+t7//XDBNeaQPyKjDcZGFvfHwQ7vgu+DACjYA7vdZDbItLFG62AKzD+SWGQurtfdSd2xP3xmR2C4jYLTfDzq3Kh/2fcsTj5S8yEPvGszJBnTsc/wzw1Eemw3bh356JF98d47EPfEwXEl2+aK7PNDD4eAg6kieZlOO8dQjTzbcjKM7OqvLUUpKaGs8Pr5nLpl3777n4f6et2/e+Gcr7WIh3FYbvbkc8WTNka2vgaV0SoY8mbpMa43z+czlcmW5XsllJodkvG8QqKXqXa5X3r9/5PHxkfP5TG+V4pEjW6S7fFnJ3h+q8PAwM00zh8OJDjw/n7mcL9S1IilzOt1RolFny7TeOByOptAnssl7aiLlAN2R+7sBqWDZ986C6iYm8PLBbql8tkFuOevxb7l5X7hzL4FRpPV8ZAf+KGwkf+gF/8KOP6XN+T2f8Xt//zLq9PLn8asXxjwGOgRF9gYajM3/mJGLKPYt+A6jfr3GVhav6aNxePaoxeiN5I5NzqZ+aU0ZBfoEqiRRU7X09VK97cBUJo7zgePhyFQSc8l88faNrZe7K42E5pm1w9Lajd1Utc25JwcKaqm0JkO8bcQk8bRiu6bwnUVMLrnWapFodNjhLD42SUlqQKeppQ8ZMSMeAQPENvfWTXVT8A26G6vdB6GE7wGehtLNUYpm4PLR8+8muQZDJlyweoWtZ4o5AdFEtzuQiDU/ap4+Ac5jPpSbZ7g9/30kSYeDY/cQ17p3Fnq3pu+RDbF9VDB09t4gdMLO57EnYs8qfaJfkxr4HmpewdB7vyhxx18kXH1//iqfsDAv6gt1+z7W1Efv+dMff0p7Y3X9Aam7p+I5ON8+b5AMggUCZNQj+Z47gC2EAf9YwZjxV4vAeI3mzrcJi2Q+iG549vaqB6GBA32NxLaQusfAv7xoID3uJ076CeBr89DtoHYEj7CLC76oeVW5J+uB1DuIg1BNQ468pq2+jJxIqZheXk6kaTWb042M76LUpPSkJkxDjLkDqLABoj7+Nv9jvEcfKcHXM+YHeGmGvXcb514SLSer3aJStZJoUK9oVVrrZLLJiTdMia8uQOIohTmLieQo9NWIi7WuLK1yrtVqp7KS1oxcEyorK5m7+cCUCk/9iUs6c5Yn1uvK0+MHruertcPIpuIn1VIK12XlfL5YtpC3G0rJVY6xfnwiptaaxdL5YCP7IkVv/z3+FrLk+0jUS3Xb2CeDUNy3OIpMrz25uf/+qX17//r4/ql93Fz/DZjtv/8xx982na8AJxFZgTvgb4D/FvA/8r//H4D/JX/AwCQRDgdT+okUEIt75A087VJSALR72k115kU30BSMg4o5B0i3GqmEAzVj2wLpGJOTGNI3hr0jYm1RElWvZ7L/BYjqbuBCHjZUuMQVDCI4rCrj780boTXfqEbYOABUB4uA7YqciYfsF2E34KPxhx3dAD2xqYdUd0T/cs6cTifmeebu4Q6SFWtOU2GaSpgbfx7hEFiX6mVdybmwtsq3336P9sbbN6/IP/85v/j5z4aA0PlyZlmWscBKmcmpQFutHwHGUk0pk8qEeAre4+Mjzx+eOD+fmQ4nE3jw+ZCARudyvvDh8QO/+c1v+P7bb3h8fGQ9WH3HcZ5NVa9M5LwwORDLeaKUiS/efsU0zxzv7nm+XHn3/Td8eHxiWSp5LjzcnUhTQUqmuDN2d3fn7JH10FnrSu/BYptyX+/qDUjDYbFneut845GtHZsynvqYnduPnzluU+/kE38LmWj56CUvDcgP/PiT2Jw4PgeK9mOyN8Ivj4/HbDPCPdLQ+talJZzr+IrXbgIue+NuRMGmJsrNRrQsCzll7o73DpCyERGSSF4LlT2d1d/MVAqg5iz0TnFHJ+RlUFPq6rWSk3A8HkyN7+6e0wynw8Sf//xnnO7ueV4b56Xyu++f0KXSl+a21Dy+7r37zNfT8TnC5qCYjczIJIiDLItg2EYa92ogTAfgsF52Zq8LhaoAK7U2LpeLMdHF0sELUFv1miVLo1vraqxXtvvvzSJjY/idaR55/K2BWO3YeL69E9kLcY0xG1qt1FYh5k0QfV3p0gfIHj3H4v07Z3PP0O6jlvu6go2Q29I3b79uHZ1gghnRnnRDpgxC0h9ZkGaC7Z0hLhSF7iklWndyQKvtcQHqkqvz7eZ0pMtK39Iwb/hB3Z7B9n2Lzm/r6V/Y8SezNy3ZXqUYobBntaK43fwN+0rRl0nH8tk5lfG1QdLtRYy9mkgTiyhVgFiNfWprnqo3J94+NPpBqioqDqL8IqNBbY968xsIty39yHrZH72rqRN6VC7GIYlFo4xwUXLrJFGkNlQbrXTvueQNjJPPOQGZMylPpCkjrZOfVzKdpLZ+1rXTpVOLUtTqeaRhUSh16sCd6hymKwiFuNeUiBhzV6U1j7bKTjgE6EloczaeKk10FS6XFemV6/KMVCFVOJUjU7GGue26UtcFGtwf70jzkct6pfbGebmw9sqlXrm2yoeRVSOsSVmkc12FU09w/4pDmXl6fDIVwutKWyofvnuErkypMJeZwzyDLqxUluvC04cP1MWUVHMSJIvZMm10sah9LkIhU8hOIIdAxFbHuY807aM5e8D18thsqvmjIf1vcYAtsmRTe5/hwfjdp46XwOg2eyDOtS3Hz6UGfu74zw2iVPWvROR/Dfwz4Az837HQ9veqGtWwvwT+/FPvF5F/D/j3AHK+zXOMWsrBhAi7/FaAjdHqbuXDoLRhgIzF6VioVUXR5qHn2Bx245T6ZkQCGKXAVM76bwWIW2Cz6xaZUsScfzIiky8wm2TrWllqZanNwJhYPY+kzHw8+maWfSPcjROhXscwUV3VDOP+xYGm7RJt4u2NmhsngFImb0g5UaaZ4pLfpUzMh5nT8Z6OsI4eVvbdxlwHg2QRJTOA05QRnajzhPbOt99+405RZ5qK1SYBp8PBCmm7pYJ0dPR+ql1JOTHNBwe61ljNIlFnrpcz2laDt/7c1+uZ6/nM3/z1X/H+++/47ttvuDw/cZhnckq0utBLAimUkpimwjxF7ZMt7Pk4M80HK/5dV779/h1P57Mp8TnYklQcgGdEO4fjCVWY5iO9m+MXzL9F3lzKNu1SJvxB9Siq9Zk1Hthgsfbgfnh14/sOVsVaGsbm5qW3K+7255uJ9vsMxstP+//f8ae0Ofd3dy/PvX/dR1EB2BzAfcHsxwxW/GwESnLHfKshiWcdzk3IQHs+vIj1Kat1ONWwxlUyPgSrn0q7DWAoKe2c0N6b+2vqYM1en0QgJ4oUDzBYJKGt1pet9U45zEylcLq/53p55sPj71jOz/z617/heDzy3eMHns5XfvW7d2jOyOGOcjgxHe9Zr2ce33+PuDpUgLlSGAp2RjQ36A2tizlS3dPoPIV0kD8EQebpZNI8795uORjtpp3aOyUbITeVwuSNF633UjVnvPWxicK24gLQtG7pcaunB/bW3F6n8fpNBCQcgzoe0wBeDgalR4TP0lzCpo9Ukd18Cydi/5UkjShWAMsoHje/T7y9wq0ClY4po+zFJwyYbyZgXIPbppeMr3hNhnuT9owk5N23OS0u+OQEvwtfeBp5vMy8ItJus7rNtghbJtv25mSq+Gf8i7BIf0p7w8laajQVmwtRCweb4iHcgEp7tjFGBjrsuz+GtMdNejso8XD3zzjuy+HTDm6Nt3xKyTnmxkcobudnkBjCK3HN+0cabx9pr9zOt952KVMC6umlA5KppfZlCbAjgygpU0Gbrfu1NxKVopiIlf8XbWZac3sT/mTyKLRph5st9O/Zr7b5tpxGlGw3zN180+72ai3CtQsLsIrSp0yfhZYmWhe6zgbYWkKl09eK9gpttZYPvVv9ecpoMbGM5do88mRqpk0EzZmSZstdnATx2qbT6Y7X+cDD4Y5ZMu+evme5LFyez9CV43QgiTBL4VgKXBfyWjm0Tlkr6bJ41DF5OnamXiu1NzQDWSipmOiG2hxdl4W11tEkd6+6ty7rELpBdzLxukWcQIad3/RVdvuaCxq01tnUY2+FoV5GmOL3QVBv0a3uKbPbRDd/3wmsvmVshfFMaVuDnzr+Nul8XwD/feBfA74H/k/Af/ePfb+q/gfAfwBwmPOOAowBUKJ6cRTgBYgRa5CKiMuqdgcX9vwbvj7s1QZuwqjzGRAVoA12DJwQbzRFO/EIUQAqZykUere/55Kx5TfRWqX2ytoay7qyrPYzXvM1lcny9A8HRAwA9pDAiXH2jSNc57hPM7gbgNr74dzciw7BDpGMJOvlYqBpJpeJXKYhZ344HDidTEq8rw0RK4AMhihq0aKQOXKap1JIdNo0oa3x3TffsF4uXJ6e+OLLt7z1FKDT4cD1utBqi5JjA1HN+ipIFso0bzKetXI5X0w04nrx/jYNSZO993Lh+cMjv/rrX/L+++/57rtvoDfmeUZoVFcABCXnxDxP1oguZfpqfNJ8nCnTzGVVA1Hv3vHhfEFy3oGoDCnbdEA5Hu8QFabD0aKPnu+dp7JzyDptB6KCTRXfwlR3G9mOIGD3u1tQvW17Y3PZz+NPYaHxwpd/l9+Pnfan+IFEqP6UNufrr77U/Xr3V3yGhXphqCMH/IXHcZvSZztvqPSFgw47Z9CJieQRh3Dqa796nnqjjdzyUHSE4hGAeQeiQkZ9S2Hwa3LnITavhAEBU1zyptBu5mwTNK68qdUtToeZ0/0dy+We3/zqL3m8nvnNb37DNBV+/dvf8fh05q9+9VsO9w989Ys/505NiGW9nnn/XijzkVxmDqeDpRZ6doHtS54C1lb6Ys2y21qd5HaQmPJ4PiHfzbqOiT820yB3ujlMGUYq3L57vUVvPPIzXDp/aLoDRLWORttWy9m2Hk8+JzYwvbGr/ogH42qgdVeT5pGn/WZ/Oz82B2Ef8RERKw5/AaL27OmnUj8DPIXjUqtd1zTtXMEd0NLIXd9di/iei4o5jQF8JDIttteRPM3HJ9V1uVKrR2IFPBDo6Vp+nrB5AwzE/u+RWR+rjPkBMYf+eR9/SnuTvjiqAVEf2gjo4M9bnbH1XD411mD0oYSotxPLwhF3Ls2938RRPvL3ZJPv3gEfi+UGGbzfQF7YPvMoGSmuO6Bzw691oLuvRny9OAeYGqNuTvOIwHqtnGF03/tSGhhSUHJ3nRpcpTObo19KoWG1lFU70lZGq4Kd+mXvjdoUcdEFE5Xw8UhKahb9S2r1ocVBfIURHY8k+gQbWd/NzlZgacI1CwvCKkKbMn1OdCmecjgRwbym1YCWWrsHbaboJ95GpU+2nhdtXFvl3KzdSs8YAZbnAWwMRBWOp3veHF/xkGeKCt9dv2X5cOX58YmUEl+9/YI5Z45popDQ60Kqnbl1yrKSros1Csb2Jc2Z2hprX9E0gQrZVfy0mR9oNnJl8Zr33jt1NRC1rNXJpLB1L5zucFhVPLtr77Bs5IFIEE6evfVCAAdugdRN6q9G/8bublX4PhIrxP4f9s9Ostm9P2Br/jbpfP8d4D9V1d/6hf9fgP8m8FZEijM1fwH81R9zMkv02ICC6FYPMlaXfZAtQnwIIrzn9VQNY/qry4EngukVsg/6iHxtNAdJjCWy/h+T79FCr7BWsNlqkYiEmLCAmLS6qrI2R2lponeotbOslct1Za3N+uYlZ/SSfcUmiZpT3Zot9q1zd4Cm3YYyxiDGLWoqXFo5JZeXbe6kK+ISlMF4p2yqe/Pxzh2MI6XMnO7urZFjuWMC0uQdq/3zDVyaCtP1eiZRyQmkJGpVtHakWz5tq53nXmnXM5fnR95//y1v3rzl7nRHksRxKlwvZ1q1Dt4NOK8rhURubrCBKSeOh4mMosuV5fkDV1E0F1pr/Pov/wkf3r/j3Te/5vz8zJwcoFhlvBlLl1W3ZoVK7QtJE6/evOVwOKFZWLXxdLlyXhc0C3maON0/WH1emSyU70pdilLmE6TMq7dfkqcDTx8eUZSqgtARjzzEMzSny4ChdRUXtLn8r/UCJ+WCJBlNgTc7Ir65ytiE1ZWLIg89Mlz8t/FGG4K4jgBxYbcC7g3lpD2RsRmjl8ZvH0b/Fwyw/qQ2x7JlPwZM4oSNEP6kjWprL+pWxnA5Y67Y+mZjsswpwGp+xCLnKon5eMc0z1yuV6RhqU+CF14XJHVrFJsmqkdCWlvsvGUTOCihVKdeX+BApLe2A1jiWT2+9ncRilTSuA2L5HfImXQ40FLi0jtpnjk83HO4P9GyOTtTmfj7//rfY1lWfvr1l5Az+XCyFJblkXfnR64dfvKLv+DVF1+NOoKn5QraKfUCbaVd3iO9kvt1OJa9m2CEIuQcgCKRi92nOpNco8FuKBt6b6rT3d0QY5i9notuOf+W72/wyVrMdbuwSLkUodXVXrta6rGo1WBZLQCmrCcQ0urLsgyga7VCxWvcolGwtfBQhd50ALIbO+4TJeo0RTayK/oMRqpM9WhhtLwImfbkIjmRYhPOC2Jy8M3rUMVFj4z88+a6fZ966g5i8iyIbvUQFjUQ2tLpRRFNLihtBF0uByINvnoGhmpGZB6BkeQOMeHIevRUAvjLBiwk9RuSKBRaW2/Dqf/nfPzJ7I0oTA1oQu9i+0RgpnBvhq21NSbZ5sGo79vZXSJINSBoiuA2ksenEoIOlkIIrt3tIozNmtz3ykjRM07aX7tFXUdtQxzWgGqs0yZq58vJnOG5eH2SgcOmaRdCk+3LG96uHkVaValJWEumYy1I+iQgiYNOHDqkukJttHVFs5DWTO6doiAhrS+JpHCaJ+4V8mNHKuRVmLowMQ3lzZagTcKcQLpQKpQO4nVrVtcHebK9/DjWjjJ1mNR6gFWUqyjPAk8Kjx0el8oTynnqNBFamWy+dzFgJYWli8mWl4KunbM2EspBLFp7OSqtCEuaRjRa0U0QpEOvyiqNS1/5cLmifaV0JV3gqAWZT1bjChRVCp3SO1OFqQszwny+0L/9jvf/9J/x27dv+Nn9v8U0v3KNAmGeT5ScTcCodfp5oa4mU27p0k5ae9AgasZTLm5zN7In55Ax8qyIiGqnbd/t6iqgYrtq8oh8+ERGSIvV1buBibYWq9fRCranFtmkzoMACC8p9uplWYbQhUjiMM9ISrS2V175+PjbgKh/BvzXReQOC3X/t4H/EPh/AP8DTL3mfwL8X//wqcyx2Byy3WqNqNS4hxiELf9c2DzDrhv7ZtGTrYFbw+xE7ptzEWdI7lQawLJogiiGtnt3UQJIao3VYhL0Hvnpxk/knOl01mape9darTAZY1g25cE0epjEghhssV93OLHNfzdEKuJ2B9MC2y7lv9Y+8p3tV2aIowmm5Mw0H5gPB1KeSeXAfLz3lJWZkhJZCmtbrZv5AOg2duu6kMXVmbLQRUnSQZtLCleWurBenlmvZ87PT6Og/HR3T8nFL19BMiqwuLMQAFjEwOE8FYPYbaFenllEjSGple9/9xvev/ue58d31HWhJOvqXQlFL3WmuCHSSdlCvE07x/sjx9Md6sDlsq4stUJKpKkwH44W6cyF5kA++rrkaUZy5nj/QEf4cL6MAkxRSL3vGNwwCnZ/0bsHZ0aGgEjaOWcD7TBEkojn7DO/e5FePJvB5MUkYZvfuwV1Yw5uTcNerSbYwk0s5QcQkfrT2Ry58WG3Xw/W1sdPIxVTt0jI9uLbE4JL74s5+rqNdhAnODOcp9mUIC8u6tXVnFY1WyhpsvWUdKR/OqMysLUpQrkT5WDPgFSHpnRhNN+N+pW9XbG9yx0lB9EdIFstVRdh7d1aHBwPTIcD0lfAarj+7Oc/o/fO3WlmrY1zrZzXxuPlzNPTlXfPV1598SWv5cvhMy1LpfdKXi/QFtrlmaSVAyveyhXtidZcKMOJoZS32q66LnTFUvdaM8GZnEBmRJLZtGRkT7RraL65Vy9wnsvsDXzdGw0F1C70VqnrYmqh3vspGlBaXyS7jsVTVpblupsOW/3SXnghpUTqyes/FHV1xLF2e6y7TbSh5EJOmdotGllro9Y2wHzMV3uPycU3Gnjt7bpWv45QATWwk9JGjNy0WNilmMnuy17r161CW40ki0hSXHdOZdgy2mo9GxGgDBEg8+8VVWPdcSl36c32pwQjVZAxsR2A1pE2+S/IFv3J7I0ApYnZ7O71TrAzQJ5kp93zatTruPcAyq16PKY+3mrzYKfsN87aI6HNSbloI+M+VdNIbetD0XI4GOIQzbxVttTCuHb73rtdYhMTklERS1lLjOfYX5B6vvENH6C25orFSpNEy0Il0UTo2T5zqplJu4lMNLN1tGa1T2r7aBDHIQJ2yJljEZJ2pEFqSu7CgWz9utS0YVqWgTGzYMIUHr0NcJksBsrkDrx2q5vKGIDqAivKFeWMclblXOGc4JrtczT6cnas7jwXE9+p3dIzi6C1Q6/M2m0/KKApUcn0JvR1txd0jISj01RYtHGZVmRRSlPSClMvZO+DVLDrNQVEJbXGQQv3ZPS6oK3z9Jvf8u6v/5qv/82/x8yrQZxPk9nXWht9raxnyx5Y19VTJbu1fGlO9PROKbP5h16HufVvmogIvjuwG5CCYRuNK1YTc93VBodPhdvZmF6SxETOdCOEBk0ojGbfYZlsctp41rqyLFevnc8oEUxpI5X2U8ffpibq/yki/2fgP8Yinv8JFrr+vwH/QET+V/67//0fOldKibu7u9HHKLzBYeijCNOLlWJjAGMtDQSZ9diY805XH9xmG6UpwLj4A5vDJD64TSFVY9AkpVFEjCqrM2cpm3Sr1fh4s8SurNV6Ey3LhdaVZW1hukYa2EFK0GxEjZHStxpTz0e0zvPBeo8RJyyQKqjLYgbIrNUMXXKQaeFORh586yulTZSp8Parn/Dw8Iqvvv6pNZE93ZvIwnx0wYmJCMmLFHKG4sBuylASKMmUD92oWuqRRb8kwVwmcvKmotl6S/VmRd+Hw4lpSvzk65+YGt7SuKwr/bvvCCcziVBSYsqFuRS0N66XC9998w3vU+L5+YnluvDtN79huV6YS6bIjDZhXZTlebXNF6W2idabpSvmbB29y8Sr1685HE6UwwPr2tD3z6SSuX94RdPE+6erNdoTq61IKbM0Mxi5JJTOF1/9hMPpnsfni9VnLU9kOgd8W1QTEjFREQfckon0GoUIQQxAZWH/KLy2zWCrn9pmw+cO+QN/3xAxt+us3zpn9tKPa4P2f4/X/Is4/pQ2R8D7epmhDUD6+VcnpinfjNNLdaE4UtqGWD11LM2mKBlF+LVWci6knE2gpTYSnvOteNNGM/9lnk0WOyfobURnQi66teto/NxdVUkcROQXKmphG5dluVEEzClR5gP30XRWQiyhkR5ec5gmvj/cocvKulTW62KEFMIkwlpXLu/fsTSlVyX3ziEr0ir1cjEb2DttXem90q4LWq/Uy4XUK12vXux8QJKv0SFpeysqRKjyZUsrSckiLnXUnW3Sty9rgVpt5kw4q6ldx+YpTnKFNHl2VjPU8UCpzZpQKhjb2YOtlt312jXsN959ndP+iPS+iKbtU1HWdR1CPPs0viHOEA/KLYORHjZXU8qUojdjaCIZt2pZ8Vl7GfyItoeDK+5tCAk6XC8ryJWnp2dLvZYCyZzUpr7dBgTqRujh41J8fknCG4Za4Xlbr75nN6Qk0pytnk/tWls11UVLEbJ2Gf+8jz+lvUEtPXdr2rx9bWOOgZyIdEhgmTAmZrCttMBeMAjkyEQYPulur/B+SIB7pVtNObvX3u4bTiL5H/Z00e19yXbauJeuqPtYzSNlKeqlwl8YENnyMFY6i3SWpCwlsaZkUQ06a1cTNlgqLVVabtQmVJxkkf01OmlBIqkRHjltXyGxERFAdOeSxXkipTL2YwdAzZsIjyi+ptAhI07acqdmZRVlQVl6t7YAVeg7tVDrledkpXjqYkr00m0BdWVZ1Zh/b03TxLJpukcVQ5I9qVgui3a+fz5zZeULJk6aeIU3KSe5AqulIKbaSF1JukmoXa8X1gv8zT/7S2pJfP1f/a+Q7u5IaoI6y9XW6nq5GnCtbSNdhLGf9J7J2bJ+poOJgEXgOHrdlXlyu9d37SAsW8fayHh5h+RBBMY+NjJCeqfVRG3NI/7Csiw7klCY58kzEuYbnyVsdkp5gO6cC6VY6Yf1O7yyrlsGz+eOv5U6n6r++8C//+LX/xj4t/8znUhkIFM7sffw8A1fVMAHORb/+B5MqnxqmRtzNlCrQqQHenaUL5otP7v7A0jS0d2GN5rCdXN0VPG0mFBoMabwcl1oXanN5YbzltedMgMEIrLrrae+AQZweil3Kxty1nFrRD6zncKjBX1zIKJmo3WTAJeUkaxWm3R3x/39gwOagzeAjEa2eRj4YDktoieuFuaf3/HNUUYxsqLO1mZK9qJu2YoAIzSaRDje3SE5k9dGua68v1zpqtbQV4QpZ+Z5Yp5nG/PeWK62cN9/9x3Xy4Xz0wdatc7d2WVWmwjiz8VArkf4cianxPF4ZJpn5nn2psKF5imiJGGaZ8q02Hj5fzkXe52b/ewpPcfTPYrVcbW6sriyie4igtaZfbdZanfwH9NfXMEwNpYdQBlbw20E6dPraGNw9tvex+IUn/nnJwDTy9996jWyi4798z7+dDYnCkbDId2chpf51MBg/Pd//1T9VDic4+dxjlvQGalTIoa4uvfvCaEaEUE9nSqRLTpKh+5pu4MwsvW0r08U8SLoXfrexgfpcNpV03aPIqP1QdjFWleqKmU+kIEyHVhzoVZXXWpGq/fa6OvKerngHYJI2IatrdLWlVQb0cvvxnFsFiVurZKyoMlFWnL6jE3fnkXUS0U0vw+HP14XRcsvSQIf1yRWe+agQgSk7WqKkqfXDVGK5vaE3Rhuc2G/0f8xabC/j7wAhjLgUCi8mYvxuu37tu638Ul+/eZ4cAPsPnVtA5z3zd7E0ghLFNe0LhVIUGwj62qRltrxvSYTjZI11JrcWY0aZdTSM1u1CGVrK6knhDxIp+V6pdbK9XyxyOOy+Nz753/8qeyNOiANPyTmJU4Yh5dmf5KxBjcPIF4j2/dgW3bk6ohOpXE2I/Nk9xk6fmQ/f8a1/AFbvqWov7zHzW7aZNOhuhfw6aP3YBXtDbWUOLH0uo444eSpprGPe4ZJENQBgGLqxxyVnfhJONixZAbt4EBqoyHk5hoVQUU3xb0UmY7b89l4DLFIUsJ7UVlkrqo1qK6dAXxt7/FricUQ+3vcUPc9Qf0Ck0W6iDqu3QAqSuvm81zaSmuduywuGmTBgBkhSaiwdveBB9WBYvZmbZ33795Rfvc7zh+eeDhfSbNHs5u1iLhcL+QOcwBS/y+izcM+s5E40W4i9pji6nsiTka2Zo3Rh6LtBvY3u7qv44wAS9hR++ytFjV6KrqomdvlPfEp7vsPm5T25KSOhsF/6PjbSpz/aQ7t9HXxVBg7QuVHJA+J1Nspjk2g4rUnu1xJA0/d8rWDcRFv5tr2YMVOk7wBHD5hK7sF7wyR+kKOSZKD3dUY8IA0tnkdynHQHW08bD9vsv5MJgvbTVjBHYva+qZ6p32s0iRbfrGoq32pAyYGIYTiTkmP1IfG2kyGs0wzd3d3vH79hjdvvuD+tYk99O55qi79Pc8HuirJQ63KxljkpM60W179NBXIhVQmUm+U6WjPLQuSTYzB7tdky/NkwGo+Hrh/9UCZJu7LTFPly5/9lJQSp5Pl3s5TYSqFwzw5oy7eZ6pSlytJrLnv5XLhw4dHUGV2YYfT3d2AmKXYND+djhyPR8p0sLoGjIW+rE9c18rleuG6rt47IyEeBSvTTC6z5ahfz6xtJXvTTimZMls9mfbG5VEs3znA0hAK2dji3rGUGp9itxLGgU43h0qCDHjBE9pU9zQPDbHb+MPHx8Y+yjiHXdMmPQq3zpXu/v1p0PAZgPaDP2L32zkkHx168/t4RnvHNwzzy7EJMDKcH9nqkFCrkSnFVNKM9cwOuNsY8+zWPRdLK5DJ6ye7RVmb16rshQbMNgllKiYWMzYf22wMsymlTF7/aWtjWdbhaATLd75cWJaFV8eZeT7y5ouvmSTx67/+p3z7rXB3OtLbyq/+6pcDvL39+qf87C/+Vf7y17/ll7/5huuH97wn8WUxQZe3r99a6l17RV+vPH+X6euFfnlv9l3F20AsTugY0LOxD4U/u+ZpmjxNV0xet16JLb2UmcPhsIsi+XPJxTdOb2OhW/NTEa95SvuUPAcIngIchJW6NywSTZDFU7732l23YGn/9bIpZcyZl0Bs32tlc1D2IMqyMeJfUYuVc6L3TWhii8ht+wLcgj87V9852ZvTLWLjPnkaOoKBn1ZHH6LamhOIxupmnairiZU0ryu5iNuztqLdopS9VerlTFfLmECAvIlzrOs6lL4sfd6A14/pUJS1N0uxd0fY+jO1AaLcFd0AlDkejNYrvhaUZJElsUwWCaZfxtZhu80euQzn4xZEmX36vKPos5xQZBzHy7c4ANPmaYO1WmTF09pTUxfSkEGySlZ6aSwK59Z41soHKmfJzALLcjXRmSnRvAdengrldCCfChyL/81AWEfJpOha4HjExXuKIMUjSgrr2Pw8xY+IlhnOIVlz5AYs2XpRrXmLREkXigO5pJ6q55GolqxGrKmBqNUzk7rgUn+yEdMpk3xss8ioPxoEbOqQLMTbKWhrNFmNfFpMebU1pdFZ1aJla06cRSmiZhtUmLu1+SmrzZvuKXAyQSNzlUwvidTh8ekD9Ve/5t2vf8v9mzfkr94yHSaWsiOBxEU13C+NVguxh8Trgmg6zAcHT5OnlCavg1RrsJy37JzwP3vzflVsdmrssSKkLKPXVcpmfy+Xi2d5ZG8RUQagMt8rQHiA4fBtGPvKqD31huc3/fA+cfwwQBRgqm8DntsikFBiCQfwEzcS7Kbs3osOGcM0ei3poL9C4SMMSzScHa+MQd4xiTfAS5z13P2+Ni9WzsnS0aLWiUDXZuUkwYhvuTWL8GRXhvx3bNLhJA+W5QXrH7gxHPDoGRIFiDGxc8kcjkdOp3uOxzuPQFlam1bjj8WjUCkVB4+bLLOEPrwENPEhdbmllAsSSnbi+dBuEEY9SKixpOhN5epZxyOaEoeTTeS7uztythS67ClJGqyMfyU/VxSWL9cF545GKuAWFfAIWLAV2i3tb11BOmtrXFdjWUbzS93CvblMQ+5TciapSwQnYUpCrZ15PrBOB2sE3KsDqFCWkVErswcw4xkOx+hmQWygaufk3xKFMv5048THXHm5XmQjIka06wVb/lHkyX93CxI2lmj794/x2IDUFqnZA0MvXpUAsf5b2Z7ZllZlYxJ2JebeaLTqy3n/PlUGcZREvG7SC+7ZQHaoayYMRKmYjbC5yljzcW37FL1g8EJivXveTZAyW8pbFFBvbF5dG+ta0cOMpMzhdEdbrqyt09bG0/PZHGGXGp9KYS4Td8cDhzIxpURfV5bLmbau0BpTzkzFhDMa0OYDHaXW2SfbJuDStSPORNt12fOKSP5N9GRXn2PjEIILW21fPKstGvQSJm9zYnvdTtxo/5qdo7BFKW/X2z7qtCco9iBcd7Zmf237926fIR/9/NGMlpfr8vYabvc0HeDpNpXw0ym8DAcptl17rUVRZfRFayNKJF5X1tzd9NQh7fS6GAi7XswxvF4GiLJH6XuYM8K9eSroyFf78dmcbUgjmhDzKr6bzxBk13gG6s/RyZibuegAbH8qdP/kP3ctejOHLK2MW27p5Xu2F3/iBbpdS++ORLzOEBk9n/xfVpviX12spmihc6Wz0FkQavc2AdkASqz1PBWS1xVoTjRxTRq1vqBBJwZuFAdFKrIRh0E3hl1W9Z9dzAu9iSg1EfscH7LkUScUk2MXj0SJEfLdXxvX1bo1oA6SR5OBYvPhk6cZ2v/D19Vgxz2qKMXOTzNtRc3mX2pEuVCqC4dUvE4rxkE3ifhd+M18KDFhDCOOTZRBzheuT88sT8+kt6/JPZ7fNgcjg2PvL/sEuZln8Xc3mkCoUG+zKkkaJSpeiWLA1DUHYLh+m2/s82hf6zs8n2FPgyCKOXF7vRqbgL8ne6197IN7G/m544cBolTRXhGXA7b7shuMzX5onLl1OB2OxmiGZmoMhCvgxSZrIMweTp+SOR/R4NCBVi7mECfxYKdvOEOyFoYjXD2n/Lo4O1Z1pD6IYMV63Qtmu0WF1rqO6EVKiYMImWhgq57KsHOIekdfTLLRO2tPI+Gbsxh462rFxLV1lqWRS6LMibdv3vDw+g1/9md/zhdffskXX/2U4+nOAFRMbEkWTUoZTeasWZ8bY47qejW2thuTVsVS7lKZSaIc7u4pkzlOaEe8lDShLg9uzG9TZWmNXBuHtaK58OZwYJoPHO/vPRI2+3126rpYQ99lMWUtf35PHx55+vDoqR6rpwRZ3VS8NxiMMlkt2PV6ZSqFqzc8ng/WVHht2YRN8syyVp7PZ67rgnu3IInaO70vZkRLsS+xUtP5KPz053/G86tXZBrL+QPn7383FLRMrCQbG5Z3TnrfFns4tOPZ7wyS2Sx39nkJq/bHBp0+5WJIOIQfvWNn7HZf24teRqBeOmm/b7v+YR5mrF1xc+c07sFUgIsgSiK9YotCxLOxMw4HeecshAqaKarB8XRiypP/DU938Tkggkhx8YHGnmu33kqWyicY2OoKmjolOzQeam2efpo9JaqtrMtC621sEPe+Xss0e82kR3HE+nG0VrksK5fLwqu7O0iFL3/yc149PPD9r39Fu55Zq/L64YF/89/5d2h15fnDI12F97/7HUUbP3nzmneXhafzN9zfvUIaHPNMm2cyC7RKZmKahFfzNJyNZWlcr3Xce7CCy8LwJcN5t2cWaYkx7/uoN1xrG+nVvVstq4iwrHb+kIku08FryPJG+gQh5SRXCkn5LO606tinLBshGq1vohJRCzma6r4ARVEjtXdq43s0230JfPYy6TFPzWZUixZNs0ewZNSCVZdrf+kYRMTtNrJlnzEia+6EmlqWKyaW7AIbncv1avOcNIijer1Yek6sJW+o3qqDpvVqZGG92l7Tq5MHIavgItlizp+oYtrQuiOJflyHJjU1u50T6nUL0DQE7+yQZH4ETnztbjjU4tTrpxg1aJ6+g2wbwO8ZqM2LkDgx+1qql6+zn1/uILsXKV5c6tfbPVKmtn+JOVd2pSWTZqBaFOms8L5Xvm1XHprSWqbUhVQbJQtkIc8T5aAcHmam+0S6K7ScWEuCZtGapiaDXZuQugtNuBhYR1lx+fIBsMQb7eoQTqlONC0IVeAqShVlERsrwZuFOyWZ/VloAs2JXtSEMbKYMIYE0eXNx/29Ney+qydn7w+VJZuIhQhS3JaoQjKlzpasMW/lSquNqou1hAF0MiGO52aNy5+vVqt4WppnE6nZrznRMqxFICuaYMozJU/U1tCnM9/91a84Ho785O0bckrUZMqHkgRtnet1GUAlgElky1kQwY7eO5fL1T0Fj2IPEirqdoulcCcTNRIRKKYMer1e2KugWtN0oZRM+B+jtUXOHI9H5tl6n4Zd2+/dIxugd6/d2wissLf7Ru/7RuefOn4YIApnUCWcPHUjEzVS2+six1Z7swcRG+dga8bJnFVw5Th70zBAEh8qnpqXgk3cFhfjX9jGKgmlotJQqhXRtrjOiCSYyoq0hI5o0K6Rl9j37hvChqrjBm/d0liosamMQKTdgI+H11gE4+HRlCklDocD9w8PvHn7lldv3vDw6jWHw9Gkc11GPXkvk+TSjvFAbHgsfUOq1xfsrswKvDMpWdPZnJJHrDq06uz5xiCR0hBMUCB7qtx8ODDNM1OZQIR1sb4sJjW8cL1cvJjYxSJ6t98tq1+J10d0pXaXg17X4VBqXK5YPv9lrdSudDIpTVTtkDLTdCJ5p71YzDepNaob6Bz3YQDpeDyhvXF3d4do5ZKyGeYxluKO2R7kbI775kB9fo28JIe3DddBjs/rcOq31+3A04aaxj9ess6fZKE/uo7b6M2P8TDDuUWZYk1tz0BJSQnRCdV2s17j9fHaAFL7344zORsYG+W2rtnOFa0bhoHagVsJZ8edMCziLeKbLYy2EAYQd2IS6CBnujPCI2IdtYy6zUMDax6VztmjroXpcLTm2Ycj2htrrbSu3N3dUetCW68stVGXzulwoMwnrv2Ra716fYSBiVSrpSS2SquNjBrrOOZtOPUR8d6tFr0dlxi7wS3dPJPgU3ScM9J7uurNCkm72tVh+8X3EwdUN9Gi3YfavNgiZhHRG/ew27jj3PsI0MtI1cdzNByBT6TbKu4oigPMj+fm/vUvgdrLCBhjpPdkim2yRgoGUWMAR50EDCe++3hbGnkddbnq/fr6eh3ftXdoK9CREOgY+WibvUoaJOUuOsuP77AlPibwBjxeuAChYvvSF0C3lyn+GrfuXQOYxbyU3Vr4NKUGfCS4N/4mevO2z0Cn2zOOe1EXAdtuld3fYk8kCeREz0pLnTUpF+lcaBwHyNku37hecfm8BDmhJZnSVUgvNYisnkFyoNE9wRUA7fLSwIxeHxRj6Bcb7+nxsw367X0iN4rtUTtlEan4vQ+wyvAJQjURxdM6u0XLktn65FGr6KemiounuS+a1DJjeoe0kSldlCbKSmPVRPX7DVuVwk/wOTLAjz+OBGhr0IXr0xOX90+Ii1C0Wi1t0sFYZC/E7NBhgLfJtO+l55uY2Zq8kcciPi5OKoQ4TvQPC0GcII+ilnhvu9TvMZqIRxr3+BvKp/yasNmj9Ee2Hn1D3e/HEImSJMxzsfx8NZW7iMwkebG+vcBwuZyJsCco0axN/CEFW2ibpz3s4kXWsShTcqSqPvOzRbCiKNtqEZKhZ0/H6nKlrZXWr6xNuawV7Z4OJyDSPJWm3jxg2T2kKFCOtLHkalOjN5bvI63tN0uPUHnj2CkbqFk8/a+vnabKWi0ylUvi4fUrfvqzn/CLP/sLfvbzX3D/6hWH0wlJBdsG7RzTZBGoMh0BK7YOI5xyMXTeFO2QtZKkk6ZCKgXJM6VkvvhqpreV69N7eq205ULK1g/AFpA3REZM3neaePPVV7x6/Zq3X36FSOJ6WXh6+sBf/fKXXK8Xnj88OQu9jm7YBMB2mduUMvPhwD3Ksly5LheWdeXp8YOxFTlzbGZga1MkCeel0jtM84Opb00TeTpw/+YN5bLy/dMCaaKnyYqlNdGrRfhSKUjK1k9Hldpt0b9685bj8UjqKx++P3D98M4AoJoy2ab2aAWawzFUJWo9UjL8GWIBsIGqvaP7YvX462ID2H538xK9ff0ffXwC1d2Ch98P/H6ohwIh+xy2NSLTcWy+9AaUgth56XiqRm3U7edE9kQWI2ruTkdOp9MuBWGU+u7cFGETg7Yc/t6hJweuYt3uNRdT/ZyLSfPuN7Nwpj0nPjySyD0/Xy5kj0z4zuxNf2eKz7WUJ47He0539xxm61mUU+b4+i1dhG/efUPXzmVZ6K2ytkpKmbu7mbdf/4zXX/6E//c//E/55a9/x+kwM6dEXxeWVrk+P9HqSr18INGZktnNMmWil56qO9W+iaUX35GI/DW0qu8XoZJXMNEQ8ZYUttVl773Tqku1i2UhRL8+YACs2EyLA9PW4yndApGI3ERdWQgPlSKuhrfVH8XmPk0TsIlH7FlWVbXmy+NebO9YlmWIOgRbqqqsq9vWbp87TfNHxEY0Hn6ZJvgSYEV0NeZ7kFZKY10XrhWmtqJ99rnTWa4X+wwvFu9dWa5XrtfLNqk9xZm6gkfN0E5S7/nkReUEmJItLXWfWjnu58dmdMSFbKrNL087YXjqWE2OwGiPkdy/CfW58N377t84YG9NaYKRFSleLKN1gQzQ9Akw9PJ3w0eyD9Ix5/8IINWdaIx67vH8t1RnvzQ0JzhONOmsNJ4avK+N783TYp6Ti4zIza5lUuCJPhV0SjBnqNlU7a4runj/uM4QdlgVFoVrtxThSaGoO/G9u8iCbFS1MOqs2gBlZkulQ+pizyv2DnchW7avmqFmiwr17KnFmqB2tLnaoGfVxINNktk3zJ6TRaSKGOk2Yel/kkCzwJTNi9NOyhZpX7Vx1cbcE9oSZwqTCJoL0qG0aOXgpIT6fSYjOura4Gq1Zd/9zW84lAP/2nVlap3L+YkF6CmTWmfSTSApSDrrjZfGUg0BonX12k8f83Io3gj9MJ5ra41eFcWUQ5v3R7xczjc1yGHH7LOyAx6r/zrME2XKuzoovSGp9mnL+7917UPBb19HG2qov+/4QYAonB2NmqTIbxTvg7Kxqt7UrW95o/H7HjSN12GmIf8DMUu1NRdHcYOCoC79KrLVzDC+oshTDEQo1mhs9W72NaQYTc1PsOLASOkxPA0g20PRbnHXfktARToPPTZHEx/AF/a4rjCQvrHbBHJFQRgdvA/HI2/evOHt26949eo1d3f3lGlGJA9m3XeqMRltcg3PcXPyFG8OXLxXXydJBnHmEWE+nqDP0K3HSu/Nnl/JA0QNCfuUh9OWQr3FWfxaK09PT1wuF56fntzJsHSe1qqD5dh0zantagpO0a8AEab5MOqqItIV+co5C5JMaCNP1iNL8mQbkaqrKrpMpwqiFk5PqiYukby5cI8ohd1TSmYU5sOBw+GIqnJdljGfLC1jx5zgm6Z87JSPucgu4mMzYXvj7rU3vxzEwx4QyAuHaXvfy7/t37O9mI9e84ciVj/kw2yHAfwIKsQS++i1ErVPKYIS/vvtNVtdy+3vk5Mv8eyDpV+uJql9OBx2b9DdueN3mxLWAMgClroT9XaW7iwRGfFXqq/xcMb3ERRrhGqpe5bKfLuBA8wz5Dx57WShFGNI716/AZSn5QOaEo9PT/S68vz0RJkmDoeTOdyXC+tqabitWmNpUwy0CHQSgXZAtCFUkMgGCkZy2zjj/o0s8Mj/4Jl3tjQi6q5Mtz2HcMbTdi5kpHHvN1xhByhGLWM85yA5tud+E7GBwbjioK7HPsIGDOK9UX+2V43az7uX//44cvXx61+mDQYY3L9mryz48vxD0YwAicYid++n0j1NPcCh9jrGJWqi6nqlrcsA9NoNNElviHZEms/ZsONOLKmLX8d6VKuXEGGsox+j1RGsEF+7It7KRBxIGdHipQfKUMyO7wPjdLxuxMdg8B8WgVJlizr4Nwm0FfY+pBb3NkzN1xl/2xEFEW25PXT7ttvHPnouqgOMRRlO7zoiNiKRAif0nKhFWIvYdxV6uv24sS49c8hVYDyi5SOWfM2GTDkbTm2YAEPD8aunoY0xlu1OdTcUyQFU9nso/nNxkJr2y17cvfN7HHVU7qcKgGxpv/soijpJF3+rapk8SOz7yXtQ2jzqDvbCRiVJ9KZWR6pK08YqiVWSKR6KoBqKbZ4hBJhmX3oRSezU84Xr8xldK7RNEMWfqD2HmGse0YGwoR6JC5satoXk5Lr1tQsCP6dIY98JP4z32r5raqOm5F2KpTpHU/Xb6P/GMrwkizaXxtGG+/2RLRbHpyP0nz5+GCAKoDcrnPYJhOdUlmkyhQ3fFOu6WEPJbuxbDnASHdAdhORiJkjEiltbXanLQm0mT51EqMkc7jVS1aw7nAEI3+whgSTW1qjNcjvXWvlwfjY1orqF/FJOfj3BupjRS8nS3npvaOuszZB2yJ+XMvl9J/dxbAcpYMaNDdh1jytbrRKUcqB35XpdUGBKwsPDAz/7xc/56uuf8os/+wvu7h843T+w+D3UZtGT6ZBJUqxxrGQHlfFx4YTYZ+Y8U3JBtJG0k7Ndw3XtSIZXb74koUzzxOX8zNKa41Cr4wB1lgo0F9Rrr9SBGKqstXI+X/j22++4XC6cz8+EWat19SZuxsY2b+a2LpYesiwLqFpPq1L44qvXzPPE8XA0afOSWWujdqUczELePbw2+ebpSOvw/umZa21oyqb2MiWvk8v0mqFWUpmsjqo+sbp0OeCdnDOH0z3aKm+//Ir379/zfL7snmHyjcAaiaaIRCLW78ZBXpz0Zv26Qd+2NBk//dHHi53Ozu9n2xmMlyo4/7IeFpXoRNrt77tVEfHogbUyCKdZ97stxGMOFVnKZDKz0WrhuizU3vn+u+843d3x05/+1Agf1CPQuzqIlMbGjJh9MqfYnawQT/HUG6XvIty7S0qJw/GIyBaleP/+0WpXWidpJs9lJyyTSZI5HMzhn0uipMRhAvo9P/9X/y7nD+/4bWlQr/zTv/5r6nLm8v4dD69e8cWXX/G0VNI33/LrX33Lu3dPlOMryBNfzTOH44m708kaNV5OaK/09WLpu+vFAVfdoq/2AG4U8wbp5CCqdTVHIBXKdDSQVqYxj8tsfaei/jToLWsuvkXoRkoeeHrznrW0edL8+ffdBm21qWMKONnkNUdpm1gBZgI47aNLe7D7OWJj/3mxTyDJx2KT8Y1rzk6qRS1VnDfqo/YqfRHdirEYtQO1WbSveeuRutDWTF3ONi+9d15v3WvXFlNQrZXaVnqrlnakphCWBEo2v1d87gsbKRYgIHl70yyM78Pn/7GZJYXU1RqptmaS/w6irPmp7ffm3zpc9BtNTTe/UITm4CLGYfjozSMKsTWk8CXYRKE8AhFv2pzO23KBuObP3csfc79gACOpK406adMFuwcR0pQwCiVxVWtMe5bMqVgfyl4NGYpAQSiSmIrt56NpZQ6/zTJFchekVsSBRsP7NolypSFqkShVpSQh7wjvDUKqNz6HSYXchdTsNVM3sFscXMUO0DExh1WUNcUXrAlsbZoSXUdIeXPgVXQLAuAkjVqjc4BVDexkb3+RIi1O7Z6lQNIMmsHJDW3m6zyLgY9LmslqYMr0PLq1kUnJCDSyQalu+5B0uLx75Pn0Hf18hWW1QUtmK1JOzNNmJ6oHFdTHdaQqdmtNZG1qEtNk31PJlDJxOp0I8Yd1XVlrpXZL7+2rzc3Zlf3u7++GPbPIugGp4/FwQ0bVteGNFh2Y6rBzewVUMGDZMdG0lyqo8Zp47+eOHwiI8pSBYLaCvXKGSnuEWdkiEepFcsMJdMfT06KGBLkIotnYr2kyRTiPJqizAC7ctkVK3GIpwfpZqsayVi7XhdpMBKOURCniSFY9ZzXZebwfEk2H3OJQ+It8WM8bNlnQBCnUbNwGhoV0h4qIZiS1Ooh42NkD7ikxH4+8fv2ar77+CW/ffsH9/QNlPgCWWifeBK2rh0WTNQFFxEPWzmD5eMa4lGCrffGqdDMazRpZ1qaULBxO95bu1puHyF2pTxib4/F0z3Q8Qso0hefzmd6VDx+eePZeIArkMg3ggIt8qNe5kRyQJBPoSMUM4VQsVeZwumMqhRJN1kRM1SdmjSSmw5GcJ9QB7vm6sDbPt81WmGrpfNjYJwOaxhrZHNnXNoA3bJsPnO7uuVwXUy2M+eH06suIUHL2zCf/WBN7QvB2tWzT4vdtaHs2enze7hzbNXzssL1kYPQzr/uxHnuHVTWRUoT7t3HbGvFuapnmaJqzN5r+bbrCNheTjB4Y7FIEFVguFxDhu/wty/XKm9evKfNEnidEuzmcXpPkRmDn7Bhk8GAr0fJAwaSTWzMGsjVw1r6r3kwl9bk8zQdjxX2zKGXynnvOavrvcskjnSiVDGryuBVYWoPWmHOyiD7KZV149/jIdGxMs1oD3CQu99tcgVBIU/HGtjOtQq/WbNJUMBOFydtKRDrZNud7txqC2KBHWkbrlGkapFVKeai5yciP9/RqB2HRlHjfwDZA2z4SE+wosSfsokExn1KAXEl+3qiB9Ge3AyYWWd/S+OKzXwo97JvrvmR14xrTeM9tCsun5/ptbdYno1E3IjcustRtlglikuTryrJcABnE5uriFdfr1VVmPVrl0v3BtndXUIuaPnFgRcJ3dNtTI+XVajW8mF8+axZ/0IcAxSMINCU1T9/v1sg+S7L0skjBC3ysDAXP8IFSZ/guJHN4m+hW49Nhk5HbORS7Rz2yGpzA/MNX/6mdw/+6d5v2//afA6DEcxuWTCza1JPQitAK1C7WQFWFJt37Mvqt+JrNYuRm2lbWBrwlIlXuT/lnVFEDOKomTa5WKz+iHv67NMZpxH4I+aHUbW4GiMoqm6ADG2CLnlcRhTIhkb6/zGEnrJ7JAWzgV93Igji6O2YyzuGphTublfz+VRKZDl1ZtHFR5VlWhMxJEgVz/FX9+XS15rndQKq3sqIuK8vlynK9kpcFmc1XUZ9zsd/to92RIp+83GSazcYYeDI5chExG1+mkZoX4hSIkQ3mc1pdlJ07cXd3R6jNhn+ac0T1t7TqjSyK6OpmDz9lG/fW5FPpey/f8/L4YYAohd4qre5+FQa3OkpPnS5ppHSNiRbp8f4/y4m3Ls2RnqK4TZmMBZym2VKyuqUfLIsVSNfezTmW6PchNLXIzdP5zPl8ZfG0lLv7B1dCspzOy+UyHK2u1RXjbKMvJTO54ojgTCFR5Cc09Unhm0gspORskQEkv64cjloafwchzwfmeebLr77i7Rdf8nf+7r/G6XTP3f0ralNaV3MwSsaDdqQ8eb1Bcja3DxvZY4GNzSt73YCYs6fex2qtIMJ5WTkdD7x+9Ya7+wfu7h9ss63XreO0b/6T11eQJ2qH775/z7pWHt898vThA0vtIJnDcfJN3NKPulZUMoIzutl2EVX1aJpwOFgD3fu7e0LmOfrpzPORXCbv+ZTJxVL8lma5xO+fnugkyuEeEasx6a3TajeW259FKH8hyXsLuOVNIHrgQOf12y+5LpUyHSwS2kxwNI/C33DJQplPBnFgVJBP6M8BKf/IP8aZGE7TC1wWNjuM4OeK2x1Z/BGf9OM5IpVu7yiaX/kiV9qLWG1MQhUNVz5bbxj+5MWy1nctKgl0ONJK58PjI+u68v3373h4/cDbL2y9vJ4PNK30dbWm1yU7cE8DADS/1uZs2ZzMNYkGlN03kNaap6jZprY/cu5et3S3uQlO/mwRFbN/1pD6QPd6Fpkn0MQicO6d9+cLhcqr09HSeFNmuVx49/TE/cNb7h46qzZkylQ6S2s0AU2J7AqcXS3Ful7P1iJBYJoK05StNtajNHFfvXfWFgDkOmxsAIWp6xDEsHYEyR3y6DlVHUR5tLnkrQcf9vzjCNsTnx3EnCUDbFLeOafx+eHcxWtzNrWtfQPH1troZ3K9XoGtEPq2Zxw3LOq+LmDUh0nynnUGHOM9cQTraj21+riX/T3G94hEKaC7aJT14DJ2PJGoyxXVzvMHEwKqq0WdLpczy7JwPl8GCWiEpkCv4LUHVpTujm6eSM6IC0D2YvouDuo3QmdLWb19Tj+GQxDmLuhqETtqN0ccq3Upksgqo1cRMCJSCQPMIVJgRITV4OBZkE1M3lri0XopwBB4CF9hj2TSC+dwx9/dDu/LmhC5edEen8lug4lUtxT3ADQRgoJUrI6rFqGIUHtiFVhaYkG4ykrRzqy+lsTGaUrZIyjigmGWFird1kNxshgVU8nrsKAs0rnSSArV8p7ogw7lJhqEWiuaFHusj13CnOZ4NpUQnjDlv0U6V+ks/tWzoBlY8f3dR1QsrS6SU8318jIQzzaKbTfE1Jpa/ZRE7Zw/l4RQHOxNLjTU1fzk51apCN9K4iqZicKBxF3UVzW1FNuuTGlilox6zvp6ufD84QPPHx6R8z3p9R25JPoA9XhGVBqzIdLds4OjmRkE5vloxFwuY37kUkbtJ+4H5Z7H8i5e6jFN01Ddg30T8gV//MO2La6arRpZAHaySD0eMzptEHxM/92+//LfP3wQJWZoY0KF8xEsQzSeNWbVEUD4+3XzJAXxBm+NVoOxS0NrPs7ZtbviiaeLeM5lySGZmKzLdLM+Kdd1ZV2t/qmUiTknXr1+7Y1q1SMxz/6g+vi8JIk8F28am5mnSCnZAJaxmvbA6upMclcsfOMF5IirsEQXevH8aKHTySlz/+oVd3f3/ORnv+Dh4RWH4x0pT9TmnFNsspIpU/YR9pCmT6dpmsyx6ZslzClRUh5ACDUgZUjMDEFHeHw6s6zriECpNldaspJ3kUTw49FcTiWjkmkqrLXz/v0Hnp+fWNZqKmYevWtqoenaXYRhKsy++Oq6EL2iRBLzPDFNE9PxRBZjMII1ztPkDqoJhqwui/n4fOWyrLRutXV9XemY8W3OihhoivAw5FQQ+oji4fcqKSNlJt3dc7q/53i643o5c63V3y8OfDd7bQAz2TzfOTgyPs8dp51jMzbam4Wk49tYPfvFL/Y0hqBCALFwUnZM9ef+fbNsf8SRKUmJw3zYiQVAoFLtWwrAUNjsFiWKKhz1ovrWOyyMc4yx8v9Fil7ypuHHg6UmXJYr5+dnfvnLv+TV69dD3vVwmH1Dah6x7hzmE7kUnp/PN0xbLuY0t9ZDOopITBGXOM8EsPOomm842dsXhM1TdgxntgbSKSL2nmN/rSu1Lvzmm294/93veP/8zLEIaXrFaXrF3Wkmp0wpmfn4wHS8I333xLvnK/l4REphVWXxtC7AUnlUudaK9EbSStNGa1HDxBBlSS7+MM0majBNhVob5/OzR1AMPJVpIudpRLIFB1FiG3fqZlutvNTWvLr08raXbOORQk3R66lGGmikJ/v/zKYZ+7VXrkI2ABRzKeZJ2oGtfa3U/tjATBtAJwi5LXc/XmtzcR9x2q/hlwTBy+t5Gaka60WwfbU3OonaGqNXnytnLaul8YnWIYpQJHnanivgej2uqVYrRQxIZNnuNVJhwxaK18DlyMZIL92fH/6RFKbu6Wy1W4YKwiTJ0tRcqCB56pbVuGx9FhGrrRsqcKiXVnsdb1cDUKHE1YyMCylpGR1oA5AS3qeNNbuI+s0hjr9kN5e6O7qhVOfnjD0lkJrITUsiYPQDwksp4j5WgUWUJYkDEKFmDIS4idZm9eR9reiaDJh4HRSSIGPj0C0SIgrqjW+vNK5qqXZzRHGTjW2sgRSgz9Puk5PL4uMTbnfetlk0ORAUi3bZfcDqoFYtPGTz322Cehpe7MHqw6XxePx2AiZps41E+55AkPFsVARpFhk7KMwIVRItedsbVZ5YUTqvUqIDM2b/svupkyo5WW1/1MiZIMRK7Y2mbcsoMo9ylNIQcymuSDbyBtlI2iCJIhK11Wq6DUuC9K1mNadIUzb7eT6fx89jdkpM410GhiT3cSopKil2c9guV2/s4o2a7Qt7+4eOHwSIEvCeE5sDMmy4Cwfwcn27cl2ITBCbCdYkLVLUDURtyhzJHQqLCPnE9U06DxAl9LVRl4XrsvB8ubAsndaUu5NJcn/xxZfM84EPz2cul4vVTNUVRoGsMk/JRAbmicNs+Z/zNFvTwNa4Xq8jpaPWxnpd6Kqsvbu4QRmOd0TIrC4jj1Bv7co0Zx5ev+HNm7f8+V/8Heb5wOF4R1dLtzMN/oKFsTJlPlh9WY3u77ZpHubZwFzz3zclZQN/ZpvVPltlKDZpMhD0/eMHSk6m+pUsb9kicGZJjCdRgpUXhC6ZnjKdxFo7337/jsv5zPVamefELNmaLbbO2jprM9WqXAqnh1eUUlgX6yFQ3bGcPEQ8Hw/WCTtYEsEYdq91UxHWp2cuy8p37x5Z1jakT+uy0Im+VjLEM8JhCpYjpewOr9rYdiBnSpop82uez2fuX72i987lfCFkiOMIyiDnbLnS1Zh3WwPba1WVaAjdfdP7w0TsxnqNc/g6iXQkM96bYXlZSDkMzX6tvvj7jxVIJUkcjydv+neLSCM1bF9Ar9pZPfVKcjwTaK068dCtMPYGdKYBui0PPXE6nSil8Hx55unpA//ff/QP+eKrr3h49Yr7h3te379lrZVlDREVMQLmMPP09GSbWmtms/rkbR6aC/P47ptkiDdElKT5/SxrG20REEheL9OjQarY+rBUV4vedEzlqq6Ny/XML3/za95/81vOj4+8vjuQDjOvTke+fH3H6Xji4f4ByoymCf2r38K371m0oKlYn5bemMTmeMNs2HlZkV5JupIFShLmeWaevNG196uLdB1VZV2PXK9mo+3S02ibUKbJUhRfbJxlin2mje+WKtPHFBjvUXOgcjL2NNZ6zoqIg48eJJ/TUikZuy1K26Ww7TfmvVLUpjS11TPtQa89uy0K9xJExX41FNG8RmMf+XopZrEHUdELZV8b9dIOBEgzcrJbb0SEdblsY9udUNCNrLTIgTDlXepVB4/lkZOnsiXvtRMOuoL2tDn1vsdnsYhbkpeRkR/+IcCheUZF7aSqZEnMyaIrhU1Uooy+QZ5qn8TT0rJrlnjKGJYia4IdPl9CbKH12PS2Yh8RvOwccKvX92y7/XsLKxliC1xm+52aavDO5kfMfaCBccf2LWTuY07oEH2w8zSUleRRnMRFlIuYul0t0KunOLaOrh1dOnrNRl5JQYr5SeawK1k6yedcqwZmLnQudBZRDikuzMYqejhJV1KH4rVLkUIavmcIS8Q9R7peS1CTsmTlmpRL6izJgKG6bniI/+B+1ACubMNNmCZ/ViNaIgI9ub+qnvFyO9LS7fqOJO5UWCRTRfmQKk07j7pS6TykTKNwAgNOiteEiQMqSwsWz/qyHqchCuSp6kTqcXJxLb2ZMjZ3HTDlLcU5QNNomDyAi30lkkXt/ERpb1vcT47MipyNcATG/G2uPGggyva41uyapqnc+DqDOBok26YEGrb2ZW+/zx0/DBAlYjc5oPje1/w066TZQlFpD6D8Adq7xmM1B9fehYL3F1qNrEHIefZicItMXNeV63Xlw9OZ5opDd3dHSpm5e3hgPlg9wfPzmd/99ndcl8VSbDyiIEAS5XQ88vBwP/K6LXXQ5IDpyjxPCBPzZA3OEDH52mV1h936cth0sHSg5mlHvUPKha9/+jPuHx746c9+wd39gwsfFGt1mxLZVfRULK3F1ME8VdINaOzFGos8Wa5t6yZrq7WTs1hahnvw6nLjqkpzp62j6PnqQ90pOTFNBqZKyaOGISbs09OVaZ6Yc6GtK6RCmo5MRyWXAmUGkrF4R0WlMHsq4Ku3XzBP82i0W2sDwfJsc3a5Shw0G2i4XBeutXJ9PlNb4/HJol6Xtdl4FluUoZq01ua9JdywJGswnBEHU96wrZuzgqpxR842lWnm7v4Vy3Xh+ek5YJg7Z9uGM0iDPcsq24zdzWQiwrRtThsLfbM+VBh1bS+MgAQz82JlvWRn/tjjJWv9YzjM5kwfAZ8YcSlC1oSqgX9Vr03pHck25g8P9wZMrguX64X379/bxrNWU50keV84vFG0Uor1VTsdDlyXK+8/PPL9t/CP/9E/5Kuvv7ZU5GnmdJhZmzWKbevK4gzpFDU/vjFJRFHEgL2mbMXBCMu6MstMLpkymamv7eKbnjUO//D05LdtDv3hcCAXc5Zqq1RPneuqroC58POf/5y3r++pX73ibs68+fILZm8see2KXq+szwtLg+8fP/B0ucLBosCrWs77Ujs5CfPxQErwpr1B60Jfzqbk5lHA2qpHwC2dp4uMetDD4UjKhVd1Ywyn+YjkbAX4Pci5yPlWZ377qNUJmjvAU3LgO9LGgjlhW0cf5dUH++o/366H2LTbDWiJObjPvw9nYB+ViiOl9NGmPmxQ60NaPD4zXrcXzACTHA4hiz0w219D1ESFCEbr1rCzRUYGFlXPWEQ/JZvnObsrJNHwOTGX7A6p+Fy1uaa+dyc1W9uxvanXZs8ryBv5xP6/N5A/kkNbpz1dSIv13MEV3mY8IkdE7RJzNiGtoSTpICoatzZhtHEKoi9rInsUj6ixVvXeR4y0PneXtk0AzI8i3dRP2g8yJNIJUgG26FM4oNvORmCOkVUU1zkSiLrXxHnGhdhe1VRpZKp0akqsySJRLUMXd/Y7lC7MFeamHJpx1t7VBSQxJbV0Pu8JqsXJsDnRVuhFzTcKUt6cNZgyWhsNdbrXY/oxTr7WFNBkqZRrFq5ZeS5wnhPnSbnOiXXK1NypydZmU0Wbpwb6IEV2y6h78qid3Yj7CCMstUW4o2VGjHvcgoEhi0Id1OxQTomLWFbV2pVE5xHzaR4wQv0glvJcsHTS3K2HaU82Bl3sflUUbc3tp+yilx/XGO0jT5YBJUOHIIi5PfkaGWFjfHePJnzWqEE23GsZWda2Ij5fYhgHjLDT72y3m/vhaw1X6tM+VFxj2MHPHT8YEFXK/kJvDeeeeRoPLfKl/f021yLG4fNet8cxWPzeqavVQDV/r6RiufPdGoqZMtyVp6dny6svmeNx5v7+FfevXlOmmfePT1zOF7777ntzVo7m3FiOvaUnHI4n7u7uR4Ftc3W8YOsOhxM5JeY5UgI9fNqsM3TUQPSOd9wGrXVEZ0qZuX/1hrdffMGXX/+Uw+GIhFACloaSyzzIJTNmwRz0sZCHEx+jlcSIWgwc1N6YiqmhmGHe0pmsjYtQCoh21tWVYepqqYBTpuRQfLIIV7C+j48fmKaJL16/toLIVEiTUDqWupMmY9a6kidhTpbGN00Tdw+vOR6Po6dYXa2gLnsvm2mKqR11DZ3z2lnqyoenC5dl5f3TB9bWgAwpW7qfQpJOVVOJCRfLmBRP7ZE0Fj21ulnyQXb2TknkMnN3d8/z0xN5mrEK+nYT+fEfbI56B/p9DcD+GDZBY47fsn5xus123P7ekfL4TFsjt+vqcwBqz+Z/dP0/wkPEldmag+zuktroTjJ2f39hjPtQc7u/P3lEZOXDhw+uJrmx/1kMjHQ6V3ee53miOIvWenMZcJcArytffvkFr16/Yb6/949ttLXRmo46mxsxk11EcUQbEm5PGrlY2lAp4fBWojmsqnK5XnzD3VLhknnDHqmOsmn1iHnlq6+/Rtsr+OqBOSkPpwl6o60XtHfW68LztfJ8qbx/PvN8XTgcLN2uOuMe6+54PJBLQlipy5X1rNTluqv/8tJyEW9CaXY6Z6vZyqVYym3v9GapflHPavhHxv4A4o0txUgrNRsW9s/2mZCQDqOpY4xjT9mzmOM5sNnRcH7GeZCb2qp9euzLFJJ93VN8BaiKusU9mFI1kNN6p9aIpn1+XQZ4CjD3cs2Pn2/mmdcH15W6rC7ZbhESyV6j6sAp+nRlTxUtOXmqvi2haBWiGrUovq66R39dkEkinT3GYjdeP75kPoxNPy+k1i26SbJ0vm5RuCJWzzKlwqHM5LTVmZjJF6owiv6beC2Oi1GMTJE98B9S+xrIxoi1jUWD7dsQLbgFSTLqf8Z8D1RBOP6fuN8Ninlk0a6tu0Ucdb/J1mgn0aRTJVNT9FqSAaKSWAZg7srUlKnC1KyX5tLVIz1YVM+rDhCFgolIlEyfoBeL7uu6DVVE+iKFySugiTU87knV5dmVmoQ1w1KES1HOE1xmYZmEdRJacsDbGy0ceO8zNR7TSzJg7DfxqfvXihH9++ey83UtqgsTMKut2ZyUQkYVrDKq86ymmnylU3yNJU0UTeSOi2BFOxp1AOVfvXuiVYDm4s93B3tEBgmTktsIMcGgKNHYO5sRAQ2Rpu4ISMFSf1/6JSlELLa2FGYvtnTT6H+1PbftGgNw2RVE64nNHr889lkCnzt+ECAKdhvR7mIDmW9bVPxdB3oMFjCMa4g17I8x/i7ZPU+WcFB7HwXC69q4LGeWWvnwfKGryXUfT3ec7u8o5YCI8N133xmD+8FqgEyaFoqzR9Fcdm3VVec6bV1odbWNRmxzyeIymTlzd3/neveFWiun44nruvJ8vXBdVtq62r0hXteTefX2K0739/zZv/J3ePX6Na+/+NLy/b3nU5kPllOdrAmd5bBvjSX3bMCYoO5EolYpIGK5xSmbgEIpadfvoflz8MiYL2mTH87OpAmaTM0rSaKp1Xi1ttpCfV7IudK7LzhPi+kdkiq1VzNCDZomOgXRQm+Jb98/k5+uDqLU0+CM/ZQUgI8RLeqtc7kuFnmqUDVBOZJSH+p7DUafB1IiTxOZ5NWSm1pj1MnsnYHiY5oAutDWlTLNvH7zlqfnZ6Z376lXK3BMuzkLXngbDErMcXFnXncTGNloKN+89mZ++D+7dcKLtwehEJ3T/9Ca1JsT/Mtz9K5cLsswuKGciTvsRrxGuuImg669GzhSZV0XxMVF7u/v+cUvfsHz8xOPj4+sS6UuFq0VUcqUvL2RObzn5w+01vjFz39qDQWvV7793W/4T/7DJ/7u3/t7/Jf+jb/PNB853B24LAt1qcynOyQlni5nNByxnDnMM2i1SI5GJ3knEiSZsEyzlLc+REs2QJB8k4tIVPTn6y2coQBRF9b1ymkysiMlq2Fa24pWv1+xTfO8dq5NoRwopwN5PpGmA8iWHhhNgA3AWF1s92haF+GyXF2K2yJhoplIgcs583B/Z+fr5iFGY3RJGfF6EsVY395s3Y7zdaOlUuqeKRCp3LtjjNPuV3twQTidOv4t4LYVENnqiOIzY83vaqH2kaJ4LqHaZ3PVC8tfpJmE4zFqaWuMg3x0rfE9WNVPpfcNYNY7mjaVv7quLNcr2qzeaS4HIxFOhyE5bFG8zfaMmuberHdN4FiNxqZbzbMvudHiwaIr9jfx+1cRqNVrS1zU6Md0qCJLM0ltF0coJCaxyF3GSMIi2VX6GMRLF8NANVlN1JoNjFQxMawgXLuF9xxlsWPI3HnfK/XF166+LKIkugdh7Hi3qEPX7bXDBx1LZ/tHgJSOEu09kirdwgl+DR7zcZzXUKp2VhXWnFiLoCVBVeYGc4Pp2imTIo8NqYWMkiZIUyF1i76F+MaaITdlyRY5alloTQKfeASsU/Gm3dqGUETKrsbrW+miFplpMywZnqbOe2l8IyvfaOPb1vi1dr5HeUK5emfc5PeJXxeyezRjELlRNRwAz5+Tbd32Q3IQtZdGiFZZk1g0qqRCw0SAFq8H671zbgtC5lHsRKds6sbz/sk5IIl00eZ16dK71Wj5s6pUggaJ9Lm9n2513FZIZVkFZoMDaO2J29aixGDnl/TdtIJRmxoqqPE5luKcTWnZibG9XfPlZ36qtwfaSx/a/lDHvrL/2t/L544fHIja2JFbvun2Hraitj1jF3N1O48vZi+kF9/gc7ZceUuX6Tw/mzN+uV5Z1sr1spBKNnWqw8GiSWo1VM/Pz5wvF56er6NfjKH+6CzvKlfaWaIXx3Kl1ZW5FEpKyDQjOVn0RLfeHCVPlnuaM/l6deOo1vPAr73ME2WaefvVVzy8fsPbL7/k7v6Bw+nOc5aNVbbGuqa819TSByOcOpC1yE2pmY4eNbbJpeQNAMXAYXbWURCkC65uAUAPrRhfZcEMGYuStqJYxFTIOmhrSO2IXG0M/EEb+2UstIHcYD+s/ko7PJ0XQByQKdr6WLTighLhHI8eJs3q2mqHRkLSRNoXiNsd2YYtydXWosdXLEpui7F9Q8me85zIzuRYAfrxdGKeD8aYr5GcHs7GNrf39Q37hbCjFHbf9aPfxoluXuXKEQMMvXQSXxyfCs0P6/PpdwDyo8RYVi/SRi3mPkXq5e2qAxN0S65Utf45KSvTVEhpZprMmVzXFW1nqilOAErOJj0LBqTX1f72+tUb1nVlWa48P33gm2++4dXr1/zZn/8F02Q1QdfrgrZGSS4B7uA9iXgke6I3YanrAFE5W30QiM/ZujnxImMKha8UZEkueU+I7gfBotJ1JR8mSipknaBBu169LtFEcFRg7Z2qQJ7IkpAyIV6LGM5LDgcigJQTPD1bCkirBi7XdbFUDncbci4jcyFqE5NHPcwByMP2xfx8WQOEp/tI7Ke7aIfd+57VGI8RYDCgIXQRe85+rXowamzke5XEl4XWwA2IiWvdz7+op9p/j/P23ocDYnN5czDiGce/X369lE8fn7e7nlYtcqXNau9KEmtnMZnTMU2Ty5Bvc2WQTc1TJ3fb+5heQVSw7dtW6B/O+u1i7M6wRQTuR3UoSO9kKRRJHFImk0xlDhkiE9lV4+iWMt96N0VLMKEAMTGWLkoTdSGqTve2C/TE0BN38ayQox5iXD7gt5kQ7CJRum0xO2czdsnhY+3BU6TKvthjdPeyAbAFhEREmMH2qu6f0YCqShWhJiNiJUGuULpSaictwMXB+ZTdR1HzS3SLoIRqYU32vbtEt4uKm38mnTp67DUX4/GEQycyrVbdImRrhmtWPmTlPZXvWPhWK99q470qH4CrWBuIIBcCCdmWbPetY/bHIOkLIHU7yfc+8vDDxtrG/Q9x0RarszskA5WrrKYg2CsLylUyM4kldSZ1OfBxVjsCTEYjWgnJZoWhVfBis7TtZQ+k9ql7Sm0ukuVgKfbW7qU0A0SFb7UDZQaiGAET/P2A29JCqK/GXncbZb/9ikvXvpFIL23jR2P/ieMHAaIU9fQOP8QjTe5Mgw/mzkkMWduPvthFqAiXc0urUN36eOCFemutLLWyVotm3N3feYNWS9EzJ6eyro3375+4XK/GCCThOJujsixXY3CzCyhgKWnzPFOOR0oWXt8/cHc8MOXiQgLGqLW2Unsl0kDM6Z6Yjkded6VqCCpMTMc7yuHA17/4Vzjev+Lu4RWlzFTvYZBzoUtGPYxrczGZESrzSDe0yZ5Mxru30bhPgxLKZolHQWAxJytkypMbaO+US0QEVWLTb4OpspJBG08RIZeDPz/AGdVWTSI0fLx4amEaYnFdr8YWJVkBfIH768XSS5L04Zxsi1SIqlqZZ2tsODvYrQamr94EmaSknDhKGeHjtTZrsrl6elMsOk+tCxAVykW1Ww3N4XjieDpxOt3R14W2LESqUBrGwFIc1Gs0gmUVTTdGAHYM1X+m9bX9LwzXzd9fOFGwOXrRp+eT51XZPa8f3yHCqDEyqfrdGAiWhqud1qB3IaWDz0N7RpfrZaRYmTNZmKbC8XhgvS4g4upAJg6BWi+0dV04Hmd6b7x/9z0Ap+OBnARtjb/+y3/Kt9/8jn/97/+X+fO/+Du8/fJLHh7e8uHJavlyKlZv6IIktjNncp5BbH3kMlGmsoF/j/KmYhvRutpcP5yOlFK4O504HA523+ycrSR0b5hKXdFl5dwuJDqlXaBXWC9OvFh6CCTKdETmieu5oYuJwlQapZkgR07Ja2Xsc7JAKYlZDqzJzM91XUjL1RyspvS++nq+gMDj0xMlF06nOw6HA69ev97RQMEwWgpxq9WcJE8rMrIF8uTpIR45T7FXuB0wlhNQ9d5H2xwZe9QOIIQt2gCRK7Umc1Q+x25+Lq3vc+ApXguePofVf20F1nuJ/j76qQRo2suo7xtMxnkj9bC1xnW5cr1evHQkcTcVyjRx8FS9RL8pdCccL2/62Xsbfwvy09hgDCwQgRObRZIY9Z5gTi8iVJ+cuiMzfiyHALMIh+SNq72+dtr3XmydtTeuPmeerxfW1g1ICLSS0Jzoc7YMj2zRghVz8KsYyUcL73DnYatHfrxqIsZUenIxNrGUuz6chnEO4aWzHKIs/jox8aW+PbLbG8dS20yozgVivLdlT5sP0VunrsplgWmBs84ccVJFE6ckrNqZzgu5V1Sv6N1s9dn3fUTKGsJaXPSBhoqyZPudHgoClKtF+3pXlt44q6U5Q0eyRZzSbPWXTWxInxAWUd7lhafU+C0r38vKb2Xhu9T4XjqPkrggWPMHEx/PTiwBnr64Z7C2WP8NwRDj5+AqfrelT74EqzoieQ04YK2q36bESqfkxkrlqiY08V4WOsrUM10nEnCQbGJeKdn8Ejtf14b2iouPu8ry7fyS+P5SQMKJrd4CFEVK+qZwEiBKPKjRvYwi7OjQOfDX7yPy7Hz/MmV6F+8tFaAoSKLwYdxHUxn+S0z2PXiK8p/9CH/u+EGAKHQnW+g70T7nE0eIUQsCjB4SHx27CWbuafxwk0AwZK/bTa66FWROUxlyuQDrWlkWK6pdPYWvTGUUzwK0tZoUpUFl31y9aeVUmEvhdDpxOh6Ziy3kulj/oMX7boRUpyRTLpnzgTknJGfm+UCZZqbTHWU+8ObtF8yne5fr9hooFQghCXxTciMn3icl0DzgE41NzMBVX9QNnqmHRi1QfMUEi6Hut/MrVnq3kTaD4cIWkl0JMXo8OTvRl5uJnvYGQixwreKpKx4JGmyJbgYGMUEPERm9BlHLibZh2BY5ydgQUSXpinWt3jaHKFwUl/HNXdFkqlwit8ZOZF8/Y6awqwlxWLrL5M56DqTqrxS2klwZxjRe8Ln6pM8eweLwIjoUDDPb/hgO2KeOG1JCd4zlON0tu/PjBVFbapiBKNinCbXu01t3NUjOpunOZpnkOJiUv0VHsoupRCfv7Ma8tUprlZIzDWVZzuSUOZ5OoJ2lZItIffsdb7/4klevXvPm7VumqZiAyrpSDsWdES/Xj8ch1m9O0lZTItLH3NedoxzrxtTsCtM8efoKA+THaUN5kG4qYLUtJG3QF0Qb1OppyolI1JJUyPmApAWVanXtnd3m5Up7DPPsJFBCS6b1YoSPA5zuqUgG6quLuSy03L0pcNnMkGxsY6gSBsuJkz1mC+O7N6zFybebTXc3v/V27u9ZUna7izWH3xETnkL5h3Lr98ceBL38up3DEDVLMZoBnF9+3TLEH/+8/+wAUrU2n7M2x0tKlJwNwIvLcfewiWPHNbuxp323k9/YQN3ZJsCyAHzv1JCVk3imAfJ+fAYn8EsW8S+vI9v5Kq01AxJ1NVLvulC7gaguQtdkqoXZxyBZ25Dmje+thMT33sSog9q8bwwoCZ5aHGshABS7DQJujICq2Q//mXA+g+0XBu05PP2X29eObJABLLYXRTSidmXtSlUDIlYPJK5iqOTaSdIgLUbazgmmAvM0oso9Cc3FETJK8ygUWZBshIM0B294j1AXmaliRE9IlK8CVYRLgovAO6k8UvmtXHknlW/SyrvUeZc6Z8kskmjegWqfGTVSA3d3rTG28W9RI6jHqIwd3U7yoghtvF83INV9iWUMTBWENWVyV2tXBSzaWDRz1caVbEBL8hCSiLmxkeIutOGP9wYny7i6EYnaf9kvd8STP894b0y4faaExFzefcbHRJNHtXIQ/N4qZodAZf8Aduc0e7jHgfJJW7h/z+eOHwSIUlwOdndsW4L/W+T2u25/F9XbYutx3p2TW6wmpys8fnhiXS19r/bGungEQsSLq6P/U2U5X6z/kW/GOSdOpwPTZDVSl8Wa7GZ3tknOgmIpK7U11mXhqTUuH56YSqE4aKnriqWVAKrU3oipOh8P3L16xcPdG169fcvpdMd8ONCTiSBMhwOpFCz4bPmgkgt5OoBC9f5Zlnc/efqL3IyLjZdtjAAkHZM8JqlGIeMLlC7J1H9w2dMwyoNpBS8UNrbAaqbMyYp0aHvySpos6hXpceP6kri0cXIWuYOuaGvm9Ow2ofhM2fUhGGDRZ4pFFjPLYtLya18t1YkCOTOlPELYwlY3AN64TVwsoHd6sQakVmvh6SVqTp4kU37LYqD4MJ94eHjN5emJy/Mz9K1p6zbWIacdxnzvktw+s9u18/HvN4CkH/1e9WOj8DISJThjmIxFYsd8f9qg/AidGpfQPh5PJsU/zeMZaKQq1GCoGiI6CJOuFUgcj3cGWkSpdXVhCROs+OLLt3zxxVu+//Z7zh+ehniEYueaslj/tXTkeDjw5Zdf8/T0RBLl8Vdn/uZvvqVM/5Dvv38HwM//7M+QVDjMm6KgTNbsdKnVfU2bo1OZaL2yni+UXEjZIqKRatg8OpOScDweLYLmapbVUwJVlXU1db7l8kxbF1JvzKL0y9UU9MTFGboi2SSZa4O1KXJIphTqm77IhEghJ6sdTSQriO8NWiP34QYaICuFh4dXTJM1RB4OIYyGiovb7ZQ84p/LWLMBOOJ+rb9e5nA4WBRErB4uJR2SvIDZtF16b7gvZsMaRgntQODOsdzWhm4pIm3n1Eps3lst6r5/1M383O9jL4BQ/G3YpDz5dW7PN9639U4RUuo36nzx932d1X7slmUZrxeBQzGgfZqt+aX4PKytur2UQUjkJJAKRYTe8wCVL++rR9QMNdCfjPCjFE8Qd4drZ866k50/pkMQiliT2ACfNKv71dYtCrUs1NWyYmpvLM3lvyWiAubVS4MgS6soFTDLEvtQshYwYp9sDryznhppdzhpq1ubmI3XZD/gm8n3fB7P+5O0m8/jRnc7kmDKgt2DTeOsu5QtyzWG2q2tzLWzXDvXFS6pcAEaRhJPJGbtnFblUCtpuSK10dVImo4gJSMlUVOiiqXSpQRrEdosMGdSF6ZiEVT1coBV3YZ67ZRm0KxI6jxJZ0nKu6J8oPLP2hPvWPmlXHiahfcH4TILlylTy5aOLKrIWt0vLLaVupAGXUefxhtA5eDSapbDtsBugG8nlvtMXU0F8No7z70zaSFr4l5NUGjmwCIZ0krVxqKNsyiP0kjSOUhYEI8SJ4HIPkqmGinOhGVP/Qv/QFwEBXA7uwlLGJkHJRnUEIk2M7u6Jm8Mt7WMsfsx6ZXN79+n6AWJaXYNylTQqYzXm83bIu9DiZpbP8YyowqHPN+I90Tq90ub9anjBwGift+xdwfdBjiC1Ju/izMnkfZlbnPUQu1Tu2BZV5Zl5bJcDRy15nYjDbbRNphu+eBrHXnnqUQ++7aBmmEJxB2IN/ZjTyVZV6vzqdVBlFr0SpWSzQitrbrBsnyWgwPL4p2d53mmeUfpaMCHOsMc4CaiULRt4fnvX45spODFHBk2V9yF9wI8VRn3O+iGEYJQrGDSUtuUbVxCNl7judkaHCzE4F9cVth+DhQloxkeSVzXVSA1N+AeJRqspI6Lj5qmOEYqaMreeyuapsq2mWD5yDF6e2Y1FlJKxmLhvRJUkzlW3ZryKn08g1zKSEWNtM5IoYkNJJh4I/Ji7uo2x/22Yuw0xnsjb8adbxue39fOoYvfx9we//6McRhsUDxHkTEG++9jJv0BpuaHeIgY0I1u6KWULRrNdt+RYrsdbnzTVpdpandGuljtYKLkiZwL58OzR5wbPcbUVUREhGOZORxm5nniungjbXdun5+e+P7bb/nu2285no68ev2FqTzGw9ddeqY7PtZPDFuT3fwpi/yYzdruHyIqm1La1qR6LUtXWreoWV1X6rLAurgM+QLayMlEAujN5mcp9G6KWckFuKK+JXrVxSY7jIJum7fZTFdJVB31Ni8diJzLAEaqRuAEgBo5+A5ktvu12kZLM3FvSdQj19tmO/zI2GjDFsWz39k98WL5PRP7qQjQWHv947Uz9qwXBMUeaH2KvNgILXNIVF/OWW4+AzbHY3/Ozyn0BbDag6vkogijX5dbUY2apyHjtVXGJGfP+804MvrUqUYz83hPbEAeSQ3bLdv4/tgAVBz2fLbeOKqKuv/RqzlttVXvyxPNdD1rBmhqiykRm6lHHmQbww2cjA+0tNQA8mNOM3434NKY/Fv5w42XP34TLP5+PgsvoyRjExsPz34d12jv05FCqF1va/GwRsItCARMVCG7omHWjqwN1oSuFV0NCKk4NtM0hKJCLc/6b4Y/o5uP5ucXEXryjEiP4j/TWLTzgc4jlXesfJ8q71LjXBJPc2adTZWvZ4uCJd+mc0gjRyQw/MMQNIp9fozbZnOGTY/0oBevfAm/FKVpZ9VGa0JXtdRvGdVSTBJAxQRLqt9rE8Pdzf+aYq7ufV21uih77upLdazacdm3R8wN21Ul1rJ8fBfxeyOo0ih3+LR/sc2f3p2wT5twz+dwz4Yfts8MRdFPRbv2YOtzxw8CRAmeIxn/dtUmiMG4jUqpWvjVHBHbyCLd46OIFQaiRLIxO015fH5mWVZTQOrKKIkVZa2dpYa8rudk5uQ2wnK9e9PBAloKC5vRnwpdLQoFJim7rCvrdRnS5yRLF7T6Be9HpJ21mkx3yplaV67XK+fLhcPzM9M8c+BoznmZQDKdDHny9DT7ipCxpDI2qOb1EHMxh7H3rbEiclsQHB67iDAlSy20NDzxdS1j8wug2buNm4hQutV7lWxiDKZobrUEKRT/vJi2a0UxZbvtAQeDkEleGA9Cl0anIdOBXDo5Tc5O7J2BnUMZk38HFDVZTw4rzE1Inkl5M0A068+Vd6Hm7ulXKfuGXryw32tc+up1Cs1SEZYGuXSm2XpfrdcL02Hm4fUrvv32gORkMqE4MBPL4W2wqXi1hqgZkeEf660rH9e8I+j93v1rVBdvICciDH1YkJv9cbcgnSjI2Qq5sbn/EkD9GMFTHCUX3r79gru7O78nby9Q1xdO5Qak19XV9kJwZVeULyLDQRex5n7zNPOTr7/i7es3fPfNN5yfz4CyrleeHx8pJfP1T76ynG9trMuVp6cPlNT4+u1MWz7w29888R//R41X/+gt/7V/+7/BV199zenuHsnZItli6b6qSq82T63BbqYUB3k98sgj9U+Y5+NIzwUZDj6EE72yLBeu1yvPj+9ZLs88/+5X9OuZY2pkgWPOoJ11uVCmwununi6ZKhnVK6yJ67VTK7x+deJwPHGYZ3IS2rJQM8hkNQMpZ+pauVxMIfVaKzkX5nm2lhRD1htynsjZSCWrd+pDmCf666QEZDuvCW0YgMuleDsFq/VIyQmTlEzeuJqYTe3NnLu+Nbc1ARqrc4qNHtk1hXRHsDdX5NNQ5qv06sqnvlFPk9mvUopHfbbmuHHsBWz2a230CfP0bAOTuHjF5zf77dn2m5/H72QDb7VWlsX6n2l3BUMsl8C+rIk7qsR2bak+HXp12fnN0Wlum7c0fJuLFjQTSImUrFFyl4xKGQRaQK/emjVD7+1HaXsEU+aNNNymlWVdqMvKuqyjwXcFF3sRBzuuCpfU5m3SKD0cNTCRxjVCPkMnwOo/DKzE73UDWHuBBw2g6kgkKlOGSppHSURRTxu2l4p/Rtr2cZ+GmsJx3SK2otYPTFHQZinP1ZrdCuFKJSrKQmdpK0vNaE0kOoecOGrimBJrVdJ1Rc8La85In5E50ycTseklURWuClfJMGekC5IFXTtrayy9cumrrSXJps2RYWWlqvK7duGZxq/qwofU+eWh8WGG394X1kPieipoETQHiQBa7VlktVXT4hlK0MUvkGmAjCFXvz3LUPuUUXvohMMu5bjTqdI5s9K0cVwbqSVKKxwSHKeJhcw1zZy1mnJgztSp0HJB80RdYVk7BRM6SSVRnGicSjG1SDF1Q8mFdJh3pJJfRw/JcrORWtVtZPh4DlzruvMjd9heZAg0zWUmSWL1IEatVgdv+677Z549siwL1+U6VPUk7QAb22fg83t/2WHLw8ft/Ta177bVycfHDwJEIbcXGo7v+PeOwTI33lC2+iDBxhjfgCh1R7Pb92VtrNX6adTmjqazJ4pvQoIV0hHOkSPiZMZGW/cnboAgR/pesCqqoyEabAxbNCCMCNIgfdhYOfGaGRXvm+D9hgx0TaZ0Nc1ImdABbpxN3gte7hxuHf9jgIkbNtRJDtm/bhv4j8Yy2Nr95tuDQXJAYAWO7gT4eKk79mEcNNgAYUSxxkeK3CzM7R4iOpI9ehQMB1jY+DZkO747WBSP9PXRDygFbsNSuIJZZjg7qsmMLrs5OJwutchUV0S7pQ5o2oBm75bmVArlMLsEfRoFuC/n9ceMs1+3xkX6VTgTvoEkdmfZ81K778FUxriM/+9TMcSJCRn3v4+2xlz4MTownzoiH9vmcdR+VAOy2kYKb0RGImc+ubMQoDWGI+9EZSK/P6XCNCfyNJNLHX9bm0VD12V1sN4HqSNAyYm1WjTgw+MjtXW+++YbAxaHo6l8yk4EQbd12js7Rs+eZfdulxERGA1dJbytWCvq915p1aJQrVV6s/pRY23tfquDhuoLfm3dNlmxGkaolu7azU5OJTNlk/zV2twHsJRECRLIEA0R0R1CNpK8buF2bUffOxl5/Fs0atsbdKT/jmg6N1yL27C9PTMApe702ed1rynZr9sdOdG7p9X49xe1TIqnyoTDJGFXbs9n97Up7n2OEVUn9QjHxZ9PD3vhYygO9vb7zrCxAQ51Jw5E1As3S9UbznWk3Dff02xdpL2kGF607bY/Ps/ryq0Fid+7+d0ORFNCckE8NbHFqOzqn2rHAa7yY7RAaTc3Ub8X7x0ZEuX+lLeg3kCnDJsczxFiDuuwRcNS718Q3/1z2Vv02ITR3WtlWxjsXLFx6nDi9y6Dn3snCBL3nMAcVBfy0sHeaWTwbtdn6hMWavJbctFqB4sRpbAGscnP0bsZvtRdobCpY7ru+2emA+deee7CswoqjZaUK3Al/DOQpCCdK8pK5ztWnrXxnVSexZrrXiahzpk6JXpJHhoDdlUp4fcJVtMWY/fxwMb4h83ysYl/6BYX3P7nvwlQ4gCtCogY+CxY7VPuQvFnNqVEJTOTKcnSS4t4baPPIelGwApRB29+ZsMl4bWTNI/72QtPidflRkuQLQtIXswR3c1du6fbchFvV0MaDY8H6PFUSfW5tu0J9mUCXelmiDeCkBs/OX6n7rfHGguCcavT4rPHDwJECZbvav8Irxj2BkHGn+1uuhr7llPkZ/7/uPuXGFuyJU0P+2yt5e5773icc/JxM/M+qqqr2QQhdjcFsUEBIggQ0EiCAM4EaCQJAjiR5uJMU04FCBDAgUBxIomABEgDzQQIGmkktQiRze7qenTXvVWVN29mnkdE7O3u66GBmS33HefkvcXmratMeiIyTkTsvd19+Vq27P/N7DfdJGNIffOoRZWKLkthXgsPTzOXZbUIU2SYRgSLBJTCvFx0EtlleBPZISbrPRI4X2aVNi6F0CrDONCAy7KampebGE920PdPx8RhUhnkZptdto03F3Xojzc3VGBeCyVOZJlgvGW4/Yh485J4umU63hDTSJZBZcV3tToa+qwdkCg43Zz1a1iyOX9tb3zx4TdQ00DqJnPpeQK9cXEum7qKqJJNLcJqjoCm3biYAwS06FIsRVCfpZ5fdMn0Z6nXtltogvVz2e5DTAEjWYaQy6K3smdxFTR15t5YinHSPFjxMTA1LqkWbQhupHdssLND5kiHGGhmdGkVy/6nEnvqgEQhDsLhdGQ4TJQyU1u2eq/tGfh9bg5w7HPRgZm4vJL4M+xJHN0YPXcS/RVbysfeoLVt83bH6kMF8M/A6Q//aJQycz6vnXlfV43+av1dMYBUFUTshQaMDCglm/OsZMs4Jo1C5MzlsnK+rJyONwzDkTQdiaVyWVaens68fThDa5yfLoBHLywa0AkCfQavX7+G12/4T/7hP+Sjjz/hv/Vv/Vvcv3jJNKntmdesqWpp6GlYMaXePDeGyNPlqUc5QogcDyd1GsDYN3B3JS8L8+WJ+fzEcjlTykqTRjwckZgsglypVAVdScghsGade1UqUlfIjazdFZgC3IyRaVT9u6fzQmlCDSeNDA0HtWO1ISkTy+CPiRaTSjqXRVnHNVv0e6vnmaaJyfpoidWBhRAQF5Qw4KLSxxpBV5fMlTDNThSNRpXSNE3NNtcgKrleW2McRj1PUEJhXbPaQmv8XWqx5snZPsM1A9UxCKJNVTsIBmLQvnYF6ap2bpXrLutCPwdoZs8QFd1BhQeUIFQ7EWIiDiMpJbMzDY0jVZBooFXVy2rzalyh1MpaVuZ14TLPvb9hFO1xp/XIkSgNIl35EZqK+LRCrsry16bKbU0UIEdRR0uzDwJhCBaRGzRFO426Z+eiIgq2P9em5KeqZTbKhwVDv7eHiJgqr0nal0bOVftAZgVS7jw2I2ZL0FQ9d+zikFS2MmiUpRjYv9q+Q9sW9A549Qhg31edHBDb5Dd7H7rLvheN2hzfTroAm6yvfklVEjhYyUGUYBFM8yOKzm8xV6J5c0YCLTqBLNQM7aKbehFhlcBjgDUEwnRgAA7lzEMoFHKPNMSqGf+yNkKD0ApDE1IYKdL4+eNrHmaQJTAgpFPkoQbe1kHFOwKsUsgU3rIwt8o3YeZC5Vcps4yB8+3EcoistyM1cu1FWwFYaGiT86h+mWqOtT187cMqNo5hv+U2jYY52IZG7bXk4vDR1n7pgow5CWkMxFKZpTC1mWPL3FoZxWFKJKI22BVhInJbhWOpDGslrVrfH4KQgMHmnQyJS1BwdsmF1ApDq3a7G8Gj7kMil5VSSycN6q5h+B6zN0wBWiIxBVOP3pNgFUIGKjHpvae0+S+lCkjdzUgjGJRJ1Np4Jx+g12BifpG6d4VcGpGorTuihnm3lOp6DX6fHd8LEMXOCIgjcNv4uoVwlL4jTtwB6Iz5s94gxTbaJWfmVQs1cxVycadZ1dyUgdwcxGh5oDFaY1zfkCUwDYnSQ4WaF07Trannu/YbE2MjdBOu5qzVnfFronKSSGC1Asy1KhgcjrdMp3sONy9J0w2kAy2M1DCgrTY3R9h9rn1ELzibG4LJRDZ6k1yB3kzPnW8b3E3t6f0GlHrPOj6t14TYJYhKRW859dBaNfWrTeWvP2uvs2rOeoSen7p9ri5UjElvxnp6czdvoOwymO44ObutUQR1HBze6OeKOsFVr6nZOG6s8w7UsP3dMYTY5PNn3Qm1XlvRIEaSDMbgFsZpYjxMLJdIydKV//z+n5/zKt+4olGKfW2aPzuxuetRomcMlhurffTvaun5ee356n1Jn1rfBaB+XZ7w9/1Q4LRQihhQKtb3LdvaVFDcnzebC9Has9RRf0VfR6GbMPXVq9XjDBptJrAsq4qulKIblktQi5IIw5CoKHhTn6jy8PAOiZG/+vKvmJeZzz77sUY5Le3VwYIzhyLB1IMbIpEQdcNoVh8kIRjJ0jbb2monXGIQUoqITNSUiKBS53U1m1fVMajWsyrFjTmueu+xacRpiDCExjRofs/Z0opKVTtsCWI0iRYJKxbFcjnabbw9QtjTPEomJhNXECewtm3F/Tz1TPQZ9b5KFl10FrZZxMjtx5U6pYgCqp0zoM/YiKTWzB+U/iXmXDrD6rVbbq9c2EHl0z1dx0gU6OBG1+buC9EUR6zvXgvK1pdKrVhaZ7S5EDsJ5pGqvu7tHNXuv2K1Odmjsjo+VbAU5oBHosAj+3lbJ7Z3eJSpVq032ZjJuNWmhtDJSUKiBZ0DuTWW6hkedNKxVM+w/OHZHcFJMY38dQn5fQRKN3As0Q3VJFFQRa8Pdv9Gerqp+0jdXfLI4N4+tW3ebDVM/hqxH1vfG649GbG9ZItW9muwNSG20Dx6GAhI0xo6t50+15p/9P7L1m4RVdUrQbriYBEhC1yC9o5qQQU29BzVCCDZxgYgq10aBQY7bxUh3B2RY0COA/Nl4fW7J85SeYhNCWCBi1SywFsqi1TeiLCEyGUK5BRYD4kyBO05Jdto+VhKRUVzPI1SZHsmdoW7ke3zw49WfcfeIlO739DrqkWfQbWobhWQKJAi86Dneajary9I2ZQhEU7W1HmsMDUYa2NsgSFYfXfLDENimkZNFw/CKlXbDAwJwqbk2tP8d/NHiUXvxaf1w609A+Wd1LW5r/rv1Ob2xey4Cymx+bk+KkEU9Hn0yH0792U9Ta+nANo+4nZVH1vtQkvejoKd/7UnGD50fD9AFE1j9bZ7ixX6bxKYzXGUjf2WUiTG6PnoVnNmaoV5KZzPF57mwnmtLFVYW2RZM6UWxmp7HZ4+gTWvnEgxMA7uZGjdTgiBaVAnefVu4kUb5g7mQ5WgDmj11LWmuc1BRDu/l9L7eKRxRCQiMVCBh6VQKiwFhrsTNx99zv2nP+Wjz3/fmLxADhrEdt2S6spc1lQtdWDTLD80GSgMprZUSClujACyizI5gNqxBvjiVRCWTH49WJ6uqyoGew6DFejPy0LJhUWsIaY365VNf9+jQOrbCIP3kYpxU0fxVBgzLJ4i48opXRhgGNnSl4JnA9CqpflRNXWilp5TXy4LgqYZ9WJfOmawQlcdFwWGO8Dp7IbYptjUoWkSqaIbY4yRMY3EQZ3i2xcvuHt6YD4/kPOiG6NtXq1YBK3aRO9y/pZOZ1FV7ddl1yqNZjL17wEoUIfSnMLWmjUS3oGfps+2pw2Jq+zo5+e+QW8A6q9TaPlDOGqrnM8PuCjEllaAGftrwOzztjUou7oVdXbN+Bef18ayE1hrY15WiANpgjQekTTz8HAmLwvnMXAYR169fIEYOJvG0dLGLmrgm4KNb7/9mrfv3iJR+PjTT/k3/807bm7vuLl9QS6Fp8usjWiHwdKGA9lq7NIwEGXkcpmtrZRFqqLOwUiFqhLLLpwzjSPJ120IrObwrVlVRSMarZ+iqrGlGCwSt/L0+MT5/IRcLuS1cBgaxwHujgO0xtM7XTdzLmafIq0NVDJrnlkvC8u8sC4rwzhq/7uiazCvmZwL54uynUteNQ1Mgtled+pMsYzWcY0ktWN5Vttdazbnx54dWL1bJGqHl602SiIteH2VgonWCsu6aDzL2FOJaqE9CUekahTCBGZcWKOUwjprvVcua59rUQISda2FZoX1GCnWBU0aedUshsuqznZpqTspIWkUKgwalVsWbVicXTUQ8BYfOr88qqctN+blokqNVcUOaJVjGiFGRBaQ2MWWctWImI5c2urSolDXTG5WVxYjMk4qMDIcLGroEUdN4VsbnKvwmDV1qGI9zqrXcgoiia3JxQ/jcAAtVUmAZZ6tBtPscxCa9dTJVcesmGgUg/oIIY1gTbulgeQNRLkP2oGUASttgiuElpC6S+9lnybqhs6d4P0+0tkVXQvWk26PY9U5VdAQq4mdNP0eLcOoVFOD9DSvKrRqnr+hqoJGiucAMcJCY20wB23u/KY0WhBKSlASiYQYWRtCULXSYED/kgmtcZomJgnkmilp4Pj7n3ETJ07xll/+xZf85//fL8khsobIKo1V4BwKizQeU2UNcDmMlBTItyM1CnPcBD2MTdWGxrUhRbSpcsWsR8NryxwAbDh3t9tuw4ynj7uPVq1MwR3/fepyhd6QuQq0MVKslPwyFMpcmFphCcJBIh/FAyPCixaJpTEshUNtnFrjGBPTMPDt+ZFLydwcj7x48YIwDpQYeZJMCcJ4PBJa2JSJzT93f0h7CxbzQXUetKa9vjxjqRPQrfZxaBXLEig9ndlmGLCRg0F0PJ1gTCmQ0mD1pR4UMREWq0GMSSP93mw959yBbWutK5B6MEZFNejEwAaB3z++HyCqWU6r1yX2avmOda9e21DA44jcHeDasI2xkUtV8Yg1G7IGR5duY3IuquRo7XumaWJIkdPhYFEoTT0RDJCE0B1OZ/eKpbO1tRjrq9WbVyB2tzBAQaL0RGeUQamNZV0JaeDu/gUvX73i408+5XRzi9Y+WY8lZzLbtYPbGybaPUq0ybD7O1hjyZQs39Tc9OyvcRW6rWGavoBucFNyJvUapfceKAISgkmqw9BSf03rEkH06+7PH2WLQn/izlDoOSQ4y4YBLUs6cEOjK7DPG2dZ3XCJaAA8BS12LIaIGpC9CLJt88Tv6fmxr73r9UGyNaYVsXRKe+a+VmNKHA5H7m7veDtOLOcz9B4+AZWXZ7c5bffgpEG3u02NzRZn2o1lv1A2RT+7xr4tGnh+RgrhynTKR2MGxBgbkfea7v6ggVTTnk0+zvti+w0w9hfvfm7sh7rXkvghbpe2Wh6RQBo0teVwmJgvo7JmVObLArVyuYw9chxD4DCNvbdRaYvWaZZKyZl3794RQuTP//yf8/LlK37806Sgrc912wyC9J5Fu9uwey84c2qBcHWDY1S52HagJq0Pi1634gqlZjsO09h73rRaqXlV4y3SSZOUBoKINSKOtpmpg+BJEhVdA81teG2a4pRVilttvdZXaR2J2v+UUm8WGkLEG82upRCq1R95DZI7j/WaMIrJxBFcuKJoHWPqfZCEvCyqjGZrfqsHVeBB8KbBOuZKmnkKc4ViKTKyEVy1119pipqni0rDftZoaGV7XaAhLSCixFWx+q1SmqZANekKhNEi/61qjVbOizoOzcUCtJbKFr7anlpVSdLIK39uVcw2CAa4KhRRmGhj2RCr6VWyr+JmJ1ofFxNTCpEmWl8hDa2NQxUdS4O1wpId3OGxTpAty6LXeP3ADt+LW3/mbWPvbe/UrUOdBom2MG0ON7M9rWlksO52gPecPOn/A6zuTQCLOvte7Z/Z1SNEPCBgQ9yQZ5/rpFzfW9AaFbEz6tv0PosD9l2j6E5O7gCc2IbVmkbiVhpz0N5MZ4VXDD52GaiVVNSBTQUVMMi1G8B9ZLlI45IrYwiEmwMhHWjDgeXbyJu2stbCSqBEjS4tg1CiUMaoKYZjoCX9u/ab2jJP9N7t/l2ZspNxBmLZ9hLfdbsvuHtK20O01xhoddsVvAUNWx1+q5tfqfNHgWhJ6mOuVZsQX1oDqcx1BQJTDcTS+nNrtD7ul1Y4kzm8uOPu449I06jiakVrjbbIo92Dk0d+7Wa7NjvbHGv277r/NcsECn3fcrDe2NoWbb6NXM9F9j6I+eVgQRjVMAi7a2v9GrZsHn279RIs6r+BEGMHIbi/913H9wJENTSECN2W4HayR5/wFLjWWXURYWju5mmKxrys5FKYl0xei/Y6aUGBCFzVoKw5q4meEkOK3JxOjMPA7e3JkwL16lrthdh+DYPV3qzeQ6rNmk+/lp1R3DZuXFlFhBhiv2bdfAKtFc7zzM0w8ulnn/HZ5z/mpz/7PYL1o9Lmv8ma/AaVNarVOr2rcXLVnxBCbx7qTYV9bFOKjMPQwZAzHtrkL+9A1NZsdsNLG8DyIzxzrEEXiDaX1Y3cUxcUpLXd+41drLo83CHZ1zHADkAZ40VQha4t3U26/CvXkLsvmCAwpKROieW4ekSwWnpnLV4Vag6W5/F6LcIOQO37knXWyEGPRa80XSMzxMCYBu7u7mh55esv/4rLwyPUBajEmBT/uWS7i5XUrdbBRZc8fO7Jic8ohutD6KDaQ+7PHX7chErrjpwaNr2HgL9nM5j/VaiLah1EbetnD6A+9Prv+rntxqYTE75ZRKtNEa0FON3csKwL0RT1nh4fWZfZekWOHKYDQ4pMVmspIbCYGI72JSu8/uZbzk8XhvE/5ZNPP+V0e8fhcGQ6nlAh0abfg7lAzXumeZImrMtKCeoUxAAMquo3xMgYDmo/WqHV0uf6YulHKWv099WLl5qmXFaWy4WHt6+7cyFmgwSoJaqM+zQwjMoWxpiAYmlkWI6/pWEXrbVcVyXB2rJoeqA1OY5JHfJhnEitEUu0CHhFckbWpQv5pEGb9vqGkh0sARIjQxp0LuRMzZmSK56WPMRElKAtLlruTrwrBWo6neb0E7Y6ELGGnor0FKzILkWntq0Gbv+FTpkebS+t4P3xPCrVmycD2SJJOWsUvGLNcIdktVdQq0a65nmmWD8ngQ4aPU1aEJpFSDTNuZGsYXSJwWTMPRJZDOBY2rWx4hI1AqpqbaZQGxzQWSqrpe0VA4t5l5qpTVYhNyFje6SnlnvBebf5P6yjj3vdRDv2dZbqAHuEQ1eqJJ1PtdcKbamtFbFGu7omqvtKPjn2MvBNhWuU/de9KkSvr5Pu8HY6yD7DgZR/ZB91+8OWlaB/6foXdp9tN3c7edG/6OB9fzQqq3EfTxFigzdLJiOkJoQaqHODVhgLjA1GIK+VMudtLzSQVoqmhj3Mi2YTvbghTCfqcOL8q4Fftpm1wdps/sYE00AbE+04QAqQFJhkqV28oUMg9432QHKHaq+Jt7aBjx3wUZ9i5+P0e7CXmC3rOmj2tfWV3FLiatD0yjKo+NaMciXnVdfuoTRqC5xqIlbp6W0NFdEorfCuLTy1zM2nH/PJT3/MdDpBSshckaDtK1SpumhKZdhaPWDkkmd44CrBVwDKMi/x+rnNR/OgRbC9U/3n/b68zRj3X3Wc9by97YONqwsT7ffoJqa4rQ5l31tUFcQ/31thXJ/zQ8f3AkQBNAnQasfgFEwlxQffh9ccPgvX5bIJKZRSWSxEvnTJUM8DL9oFu7qTYQ4xwpgSQ0qMtvnkbM0DDclqrqQbhQ3EadfwhFCJqWrPoEWbsGraVLAH7SpGbKFChGxM4nq5gARevfqI+xev+OKLz3nx8pXWF6Gbagwbs9Kg1+6M44inwPlk8SaTHUCEcPXdwcH+74CG4NnQfa06tnt7DHSH3P+9P55/bgiBdV07kPOjRxHB4x4bKGgbMOgRLnuPF1mH6ChbjY+rqDnDfiXj24x98yLDIERUznS/CDP+WW27f1t0u4DO1Rg8d7ydaXPhjVYKUVQCPaWB4+nE4XBgPBxYL1Z/g22afa7tIqY2MhvT4wyVOWW2Znw/1jXvz2ZjDbeB3/gcN+zO3Dk70+WMRTbFmnYNxvbP8Yd4aE3UBqJ+HYD6rvfvj60uU8cjWD1KsNqPvCys62Ly9Y3jYaKVTF1nQoC8LkhrGtVJ1r8qBKZx4DCNds6FUptJl1e++fprcs780z/6J7x69Yqf/PRnDMPIOE4q0R2EmFRYIJdszrn2wgoZU9JrKCcTiEHIaYu+S9vWUHcWfKMze9ZaZZnPnJ8eefvmtaZDD4nDNHGaJi6XC3ldGUe/p6juvs1v7a0FKQ0GOoP2hpqUPNL+Xfps1rUYiNIGkoRo6WTqPNVSKVFFf6pfa5Dty6NINJLJ6MZAVxQVccnwYMSWph+pSp2lHbrz2CxSLR71FyP7fD7tt15Ln6oNjR9AdYAkCkI26W/UfrHZIt97fJ5lA/85e5ZFA9Hr1qJwEPO2Ss7kvJKXWWvH3Da4A1ayRaQ8NSYSg1Dr1h+mjaOev67K1EqkoSk6+LwPkWAplZpWqf9pun2gBX1PyTr/Cvosc9nacFQUQFWi1r7aPunPru8t/ADtjtnvXIr1hSqb0q8Rlb4H9LUWg4l/bDUvTTAi0Gp4UMGBnsHwfFzcxqvTYCnbjRY3p9Rrh70xKiY4s/cdP1SGtn82e5+B1nqU7SpS8mwwgrGjHbj596Dz/zLoXvSYFHzcSyDZ/jQg3EjkRiKnFjmvhfx0gTBpNDjpXFnKSm5wnAYWafyjP/tTTiHyZ0TefP2GfDex1sZSGzJGZAgwBtog1KR9n0pUKfncCnV3Czh4QMfWQYIaHgO3liHT/QffuzuIsriSP/bm9df+wc2yGehp460YEVy0DUMzX3h7Dga0xVLyS2XO+pq5NmJrrNXUDUOklMa5LAZuhHR/x+2YGD+6J97dsLQKJTMStS5xXtSHDQNXisg0QrNcorZF0MGJp2q+5qYxEC1jKuzmUQjuZ0SzL3uC00n9zSdsbbMH+rpdVok4NSA7P9H9Qx13d03977UGPCL11zEz3xMQpXm+GureQe3mNnknRS0+B7WoTvsTAVQDUbmzmEq0ac1PqWhkqlqHehEwtm5MydJNRkSgZBNfoGlKn0RchtyLcv26XWY8Dr7xbZEC7+ztkMCb5HrxrTNS5/NCGic++fwjPvr4U7744sdMxxMpRnJTtaRgE6ODCHTijBbxcUGHXqhca0/J86aV+07SV9Gk4IXwe7TkKYL0G+4O4g7YfOjYX49PWr+uHhHxSf/svQ56/Hz71ML9OaPVMXmuvAO15mNUNxasGeOQJJlza6mM4Rk4wxfRViezH6d9JMqv9dr5tmff6q6Wy9SkMBB1PHE4KpDK85Omafnnh+tC9v3mo0ZUcFZLBTKasZM+kLK3vTuHbpfueQWA9D3ulITdeIgBqQ4ad/Pgejx+gA4NavD3IGr/3Y/nYPHqufSBfv+1IWg6mNbp6UZwyQvLfKEVTU05Hg5QC2WZqLVQ1lUjFk0rfYOI1QolDuOAAOuq0YBkUurffP01T4+PAHzx4x/z8Uev4HBUJxi1YDfDwDgkSl2VHayWE953f60uWe18S9T6AwUMCpRqJ7KsLqcZyBIFIPN84enpkTevv+V0PDIN9xymicM0EUJgvlwYhpFkferEmDFNv9YoytgsVSUGhjER64EYgkWYtCYsxmy1hl7/ZMSZOIlWkBwocatZC8nSyVroaxMaadCUygBU8b5PgrgYg2i6NrX0SPpWS2hKdga40phsTplASfFN3FeXE3lbmksHUbaRB0+dhi0Fqlnan6fG2Bqu5oit1mtFz+J23VW+Gq0VSllZVwXwJWfdg6BfB7WYoEXt0XplZDR93VM5obEuZ6o11rUkd31mYoRB0LTSapR5pfUIVMFEk1aNni2emunZJTYTm5hdDkl9UXsuW1Poa6Lvh3LYzmE1g9pc12sowX2cTTDACQUsYqRpfupjlKbpfKUZsDJWvxvrq7F55rTj+4ID4NAdzZ6iLvvPuM528L1FsZalrTqhiRMSLvffNg91t3/359rdWywigv4v6v2dh0YL8Dg3Qm2sIRKaMAADgZMkTlRuKUqwnC8wBiRF4pSQGDjPT0hrnG5OzKXyj/7ZHyNrYVoKQ0iMtxNraSy5EoaotR2Wvqe9n1QlsdCMAMBA7y6l1MGR+D5hbGv3ZfRBmSu/A472tw6clQTvGhTG2no0JaJlHwUl4ih1157Az62jWpP6RmstVITZ6ojmWkktkltQoY0QyXXVPllmQ9LLl4x3t4yvXhLvb1hbhVwYCZTWmOeFFhMyDXaPpQPqnimz8/vUj8q0Fq72WBVv2wj9zdcKNl0D21Bck5w6h67ZfZ3mO1DXrmatPob63GdztyZcAT+dq/a9ve8b7I/fCKJE5H8D/PeAX7bW/q797iPg/wD8AfBnwH+/tfat6Jn/l8B/F3gC/kettf/XbzqHYpFIK2omNPSsoxJMInM/mdTA6M1VQ4/aU8UkQ0tlWUsf2NKE3LQGwUOFPjjeG0DlzJ1ptBB33RjT/RDuh79UzRGfLZfc2Rx3QGW3SHzT9SC2y6FPxxOn2zt+9rPf5/7FS06nG0IaLYISSEFTVXK5MLgjsk+zY5s8Pmn34g27Z9kBw74TvYMDTbHx0LO/qfUJu4947b++a4L5wtDaiNRft08lbA0YNnW+zmJ5PvXVotuFb2kdRHmagKACIG3HGDuIas5+G1CvrVqa3gYMvfHozp/ZbdaOIlqPVNHHfeeUNHWA05BoRbuk00oXwgghcDqdWO7vuTy+Y1kzy6KF+t6ceEu/3FJVHcDbw8A3NzfGzRlHPHTttX/OVJlBF7EN04yO3ZPmdNPnbhB6+uoVbSDX0ai/CWfmd2JzduMMzwHrBpa+8/4+8OvnINUjo6VWHh8euJyfOD89slxmYhTGMXE6TZQ1s84q6vC0nqFpWlYzB3YYTARinMi58vXrd5TamA4HRODp4S1f/RX8Z0H47PPP+b3f/1tMhwPjNFHWmcdlJqTIGAOMg6bVep2FMYd0sK3aawG0ulvczjTyOtOoHKYJCYHHhwfmy4Vf/fJLWinc3Nxwd3vLq1cvfXIpeSNWVL/bkJwxXHNhAGO/BalCdWIqaXqY5EqoWodKg2GcENGUsDVn5nVFCJTSevPsavYj5USx+qwmzmRKTzXMq6oklmI1QONgwg1aM1ty7rVGm+NkDpOl2BSLFO0lzlW218iZqv2AvBamEyGbbKBOKFtzSUSdzhwgZ637alvNqxKJDa+NikmJvpTUgat5pYkmp+j9ZajFRGaaPXdrUbHMaJqofv5hHLb9o+rvXYhIxkOvCdZLjqaGGCgtUGukNnXu3TFtecXcPowU32qdZCMVNdVP2Gqqtr/FELvC1rU9/u0cvxN7A2Bjvp8H3fF2f0E2wNXVUOzQooBdc12PQO0dAbgmeNx8N3fsbWmai0Wkkxq+Z/jb+NC/lY/sc9WBtoJkJ0tLj4706whWw/zcnto1sfOVXFvpkcYaGu8SSA2UIdJqYKiBQ2vckXiicEfgUgpPa4VV60brgopxGAF1qZpdxO1JBXxKYy6Nc67UQWgMFAeQsaE66RYFjNpeOoRxG87dkIv/y3/w7COhZwx59keoG7n53iHY+m7vE5ZsALf7ej1FErPT7h8HesTbSKscC5GmgNAiAQ21EQXIAsNhRG5PTD96xfTqJdwdWcbI8viAzJFhOugzT4Ou0W7HbQ7Xa1+wk+etdf/vORm591W3RuMGa6xk47mfuZH5/jk+nh/2QzfQtCt9cAfIP8+iomr2ttooEa585Q8df51I1H8I/K+A/2j3u38P+L+11v59Efn37Of/OfDfAf6Off03gf+1ff8Nxw7ZN2NRa9v8VgyFm9FFVDqzNaGsi/a1yFmLirNuiDrB9NNz06JbdXDdD23bxLMcTc0jV4NWqrIPCDsWXvaPQQFabXberDU1IruFBbCpkXgqX3dugSbCOB443dzy6Y9+xOnmjulwNLUl3ahjjOQ1s+aifRdELP1xZyv7hN4VIj8rzPPJ6MzqHtQ4QNp/jjvjIjphe6rLMxC1P/97T9Y+dw+iPK2nWh2T9Cay5tjm3Gu94Lud3Q/9zoHYBtIsWoPJynq3+8329AWq49WuQNT759rOt/++/72Y01jFmG4D+B5lmg4HTscTISQ0xWVhY6g/xJL09b4DuG37au1qvjUX2PDN076af4DI9nk+ELCxjLIZ/Z2t6cdzAPU3AKT+Q/7Gbc71vPrQ8Rww7o/nBv2DR2uUvKqjfz5zeTqzLDM5L0QRhhio40gWqGuglswyLxZ9ydDUsUwxkVJgigM5V/7ql9+Sc+V4OiHAfHniTcnkZSGGwBeff8HhMDGNiYfHJ+Zl4XRzSxoGWoo90uuP1cUNdNNTXdHqRJVEPBFfU2ULg5334eGBp8dH3rx+zTgMvHxxz+l04vbmhmVemOeZlDZ1UDEywOeT1tdkel8428ycUTUMR2sKDjyqp+AxUGpTsGXvL7USbW3Xuo/KW0pvn8hqy8DrU5QYCVEdhGDPzmt1GvR9Z59updLs9Kjzmr1vWO0S361uhJBHuHczDHYRBN2LQo9CqoCSSdz3ujafW15ED95yQs39FuForanQkqnbbWBZn75GyXNPuYq7GrFaKrmt1FyQFC1Kp05k7kJNYDFJaAGqOsBr0UjTkqtGTZo2Ya4oQQmist2IKvWFSDDA7M52bbZf7jIn9vvNb9nm/If8DdubZrbYx9r31w6aRHB1vI6LzFmxHbZb/ErbaqAAj2KYkpCdkO37fhMxNq5WK7rfPqDPQ48mbBNOrj5QtXoN9AUXVbL7KoWW87bIwza/9RLadk978OebcWtW/9WYTXb8KcIYoZgqbazCSODUIieJnFpgqkIq1v6gVOq6QgukaSIEYWna42w4amp0BfKycnmadY7FRG7au3MrI6nms2HiMT43fT91Y7YT1bB/bLX89vu2vcYJ0b0vuR8L6QJZ/idf59fj6KStQayuvNgvJEAz5ecag6Ymi82dTi3rGGcR4pjgdCC9uGX86J52VFXCy3xB1sBHg4IoiQMZTQ1sXJPuV/5j26Jk37Vf7gFO9dREe02S656h+1r6/QD5R+59MB9M/52n+PUx3nvpNo+rpdduLpP+21tqfNfxG0FUa+3/ISJ/8OzX/w7wb9u//7fA/x01MP8O8B81vZP/p4i8FJEvWmt/+RvPIypxquBBb1CAJhGwHGwcDGH1RFWb35ZiPUOaRY9tkxRLc0AXTSnWTb5qD5KS9SyRRsuFozXDPUwHYovUaEID4s18Q0f/azZlpayNBRfrWdId0meOCkFUvQqx/kpCShNpGPniZ3/A/YuX3L14RUoDS87EODBOIzENxGGitidyXrX4O0XGccD17Ftr1KybvafSpZR6Kp+HTP27N8B1B7HLhJsYhdf05KrqZSKt9xzx4zmIuqpBqptIhb/W0wkdYGiUxUZHsyc1BdI3GQMgwRwLd8QcfHpkh3YdFekFyDiG0CiXK2CJKd0VK36ksetLpYtmv2Fval57wPR+SFiLGQPJ1cA8nz0EMpW1ZLxR8M3pBmmV6XhkXVcueYamTZlD2N2PS9zugIyLGvmW2toWQu9ryQyEy9h2FsevOYRuzXWMlHDYwtj0e/51UUb4sILhf9njd2Vznp3zg7/fM2C/jo3azwcR0WarpbDMF9Y1I01TgwNqG2rRRqwxQBgS6fbIPC+W2pd5/e1bpuPEOA1Mx5E4jBAG6gA//fGnLMvKw/msaVFroCRt9v0XP//ntFL42e/9jC9+8hOOpxuO97esWeW0Q1CHuJiPVDHfy9Mcau0bjEZf6DUbKY20Wricz5SSefPtt5Scub255XQ88MnHrxhTMmU9vf8YAmFQGetSKhJrj7ALYVczsW1qtqV2MqgYyFMSJ3I8HS2lT5gvC0/nS9/oHBAWS8PzvjTdNlR1XLPV5iyWBlzBipxjB0Uu/x0satWdIIvo7Jv9epuDjQ3eHN6GRxHovQRDjzBEn0Aqc+2KiqLRGq+Nau5kQndYqw2W8mmNUlcTCPJ9a+eYWPxCwaQTJhuBArYXBhUZakArmsK0SqDERhgSIt5OHIrbDfuY2qop7DXWUllroxn5yT66aCIUWLqq1vxsgFLt6AZanwMou9jf2vG7sTcmXmIRSc3AM5AUTJjE5k30gnaxyAM78ITWQCHA3vR6eGhHihlrtn+R37CmgrWmqZcBA7X0/aYzav5B/WcHQParqiSlR5/adb2D7TViaX37dSHbuvTLt++6TvTlhcY5wiE27YcEhLWSWuVY4dSEmxCYEJIBVVolVyy6OmrtZ16VfHa/aEi97kkIVInkWrpqr+6iGr2lNKsNj9d4s21CPf0pi5hAlP6+2ngIslO1o/99H9HaPvjZYb9yH8azG1pTW62ZI+4fKVHhyaHJ5tMUE2NrjLGQJCAtUhAuVNbQWJNwLgvt8sDj+S2nc+IPx4DcHhjWChXWJROLtuCIAHb+LcWWThS46IVI6LW1OvVav3dgyxjyeYn7fApqaqkqJCTaZ819oQ2gbf5K6/LpNktl85dqNbsrWxor/jm7Feby+/5wdOp+qK5vO/5Fa6I+2xmNvwI+s3//BPjz3et+br97z8CIyL8L/LsA4xDx6bjhenfUzAjv1JsaypSVWllssy7Za0tMzcedfGNAu72p2yaowkQKpopAyas17gIFYlvUqDfswoGaDbttuNkGWp2kzeHyySGIbfAeddF6pnE68urVx9y9eME0HSAE1tIIkV0qnKvE6SYXLT0lenpbu6552fcj+VD63XNGb183RdvqgijbBAsmnXsNHJ5tbD5WBj4+dA5Xu9uDKI+GNL8Hqw26EsQwENVZIL/n3Tn1qdE3X2lqeH38e0jcz2vRyut78NqgbZy8P9AHWZY9gFMayZiNjTWpnrIiWmQ6jCNTOWhdRkx2NfucYBtjZ6R2jjzVfR/dlKoZso0pcQBpm5PslPnaNuLbhko3JtfP8NeDBr/n3+HxW7U59/e3793zB15/DUKf/e35sX+tf+WcKXlF04h3rHKzQlsRjTaNA7VWhhRZl8KyFuvgru9JIdCipjbf390wLwsP50d1mk1MZQ3Cu7dvCRK4vT1xf3/H4XBgSElrBnMhjKE7LZvb5fNtF8kWU5HzjR+PDEDOF/K6MF8u0BrTqKqCp+MR2nVdZrJ173Z0A5vXUWwbVdtHN7ug2XAmrR5ccW8gpRGRQK2YXTJVO7Zorq9bW5DbGmQnROOOH1s2hAKC1gEYZrNcyU4Xx6ait65rt/Mh7vrrGSnjn2WnoUfd7LN97D/kODvOcQbfP9fBVXdqm9YmlFqsB8o2jjR/xq0LE4U9M2Of0m2Yv8fHsahKKNGcGyt+L9XBW/fLKU3Z/Fz1ZxG3pVpnFuKghKQ9P5U838AmLtNuLTI+tF/t7vpv8vit2psp7ggDs69dlqADRsObVte2+UNczQlkc743NEPHUD11pj/ftr3O11e1Z1r0jZrmaXNiT4x1xL0/nfTppWu00qxZdJeR9fntc93Pa2vfz+eRCj9Na2gTW7+NoKlmWegtpbQPU2NoMCCMITA0IXZZ/C0zxOd9NQGmQkSkqeIhgcZAs76MSjigqa8NvOWHGgSrDzRA1Ngi29Kux6gJVkiqUR9ffR2b7o7NBtuQ9eW3+TO9/AO3I5V9ZMWjUEG8ubpjbG2sGwkkiQxBBcqiKwA3IaORqCKBWSprWYktE1qhDQGZElEalEadqzZY78/SH+8GrHVva52IjxY97Lfmc/IZAL0ibe0zXT3ZfT/pY+Pn4er9/b27vUV63uq251wRXRb3cM0DvfbdMnoGkj90/JcWlmitNRH5zWd6/33/AfAfANwcx5Zr3dIEzJEOIW2MPvrQS1Op7GXWZq7rkrfN7gMbs0CPYsQglNYYDAxULQEiiPaLenp6YJ4jy+Wys032eZYfu66FnDUSVZo5Q2zhwj5RajXFoth7ZMxW1B2TFp1/8tkX3N7d86MvPud4PHUlryEpa6cSuiulwWEaOR0O2jTTgUjQBrVAd1xcYCHnzGBS5g5g9ml++8nkP2/KJVvdj/cc2Uex9qy7/3tZFr1/uX4GtdYO6Pz3XjuwPaOwM8i72h1/brviQ29KO4wWli8Knvdh4G6YbFPwyenN6wbUYW3JDJBtGqVsdXS7eboDUe+zEj5+QxpB0Ga+pXB+PKshM+uSxhEpAWpmOpwIIpxON5pScH5Ulayo7fm8y7vNaH02ZmDE0pM8SuDqfP68NhvlqldCDWFL72zNLkq6MYJCaJWM12LtFmrfeK+P52Pwuzx+Gzbniy9+1Ha/f/464MPpfs8duv062IOuvTojrRGjRhiCVG0QuWoNZTKyJIhwnAYiJ57OMzwt2ifp4YKINmcOw5EQI8fjxDAmXl5esiwLT4+PppZXWecn3nyb+ed/Kjy8fcPv/+Ef8vGnP+J0c8s4jKoM1iwvXkBiIgCDF//X2lOyxMInpWqPoog7AoI0oWSdU6fjicOkKXbzPHN+fKC77R7dNkfGJ+gwRGo1UiUqE09rXamTLo3bdDerzUQiBsZhIqbEsmQlEUJAQtVGpA0TFsosq+bYp6StIVKMzKux5vMCRg6FKKSoLTCyKaeVUpRVjlstlBcliwMtrLl7iKQQmMbRouaikt2rttvYSLZq6Xo67gJIqB2A6aTCGmtbn6wuRd66hLRV02zOrhjQzMUUafPmu5pzUPKqUc5czInfBBpEO/tqZsdZgXGzcECMiYbe+3JZaVJYm+/Ffs06M3pqXwikaGSUp+kH3duCRaBwJT9j94N7kOKlQJtN2YDY/uff3fHbsDe3U2q9RxJNU8MEVcaz2iaRzSFGxKS0dabB5rDuPFI7k3SjrWQZW1TI/uz1vrJrn+Fgq1mL6Ssk08fYQd4GnpI3krKISDVlxQZahxTiJiThGKRsa9/BVNudQ4G9u9t2fiPX61AoNWiUFqhLJjQYgOMQuA8jxzqTSmGpldyAw0QYo5ZktGK1UZpeXfLC5ekR0gCHyaLwaC1StIHW4mRbbFVBhwMGA4Wt7QAF/QHqHUZoQdNb6XVQsjnoZtYQVBjEo4EuEsI27/31qsS3S/k3W6QdFhQwhdZoBYampV2HKgxVuGuJicZtSowm650DSoyMB9I0Ug8JpsjP/uV/ic9+//f46Eefcri9oc6FlhtB1J6ez2dqDJCU7BjHEU9tVFIqU/JCqYUhHkgxdOVrXd86KIqbPIJZe8NvSNQQuFwWam0cWiWlxDiYnSlb6vlurem0LTp2rpzqjXuL1XySBvMpNzBWTdfAexN6dkBK5n+27677h39xEPWlh7BF5Avgl/b7XwA/273up/a733j0NKXWMeMOmkvPIS3F08Vq7z30HOfrpNtHCSxsaBGOijnX4uvaxNOr9cFw5LxjUzy1YllqB1G1NQi20fcr2DunVoOFspzNPmOIiZRGTjd33NzeczgcGccJp6JUqWljRCnFJtHQ65KcEengwgHJDsC4g+9fe7GJHp3YfflE3KevCbwHup6nNz13JP24Zp53z7puqTf0O7V/PXPOPxTt8nvYn2fb0Lc58PzooLGrEG7Rqe169d37S/5QJOK9zzQVJW2CnHt/CpeLFQO9gjZMrmlQRn1IupHuJNBcaVbnpV8z1n+lWXBWX+97XjcJ++uvaOporeoQ+vjYl6+TECq1mqqXM6J+ORYNew6OnzPDv4Pjt2tzGlfP9EORpufz+UOv89fu/+ZpcdepApoWW0vZ1akUddLZ1tkwRIacGFJhLdpHZ1lXBf+SaDQGmYgxME0TAszns/rTrVJLJrfG4+M7JAgvX79iGEdL2Q1AtDmju7lm6BpQ3zkBanMtEmW/CX4fhA4sgmwKS7p+lcDxlAxP1dBmn5uN6nVSfXxtrNpu7e7mnVxNSszpV9CwZy87EdOlv/X3odfT6ts9or1Fu41YM5KmWuuBq/fYs+0Ov1t8s9kxpS5+JFL6XuYkX7PxIrhoAmCNOt8D8nWzR1d/2o+BOcw4WdSUzNuz1N5CwftNuSMvlv51lYzbvAk57uey34eKpetlbKzsIUlwAKRCEyIRonRHZgNLu+8mIOGZInulVPUj93WePqb01/wOjr8he7MpqW0uy5ba1uudrb7tfWvTvSPs8Vwdm7IbOq9sjsj+7f3hNtt3sJTd5x/m12h7Tf8sm2+1WQPw0l8r0Z6pP/urBf38VjZPiT4yjR6j6MB6t1/hAMIiLU2V+hIKIvx0Yk5+q0qMShBrhaM+Y8lZCQ17LrXtr8TP7WNFz2DC1293kfyEbfdk2CKHAo45/Xn1exMHUru5sAOWTtZs2LN1MvXKP7GzBtyHbsQKqcFYhaHC1AJjawxUVaYOVUFpCjAmwmFADok4Je5eveCjTz9hPBy01CEaYEyRZiI5Cqqj2f9d/XndGoV7ZpG3CfKac49c9RHutrx0Iju0aCmBW43/ZiM/7FfybGxEpJMJzaTmn/ukDkZ9SbTn88BG+Ncd/6Ig6v8C/A+Bf9++/593v/+ficj/Hi22fNP+OvVQTfPLMZBRijqjXiMjVQt8S9kKYX3z9PqPLnfYUKexaTNN7UkbqTExDJEYtlvu67wmc3xswXULRR9cK4tF0L4qITYDZFukQ4xI0PSEbV0UmwzZWOD7+5fc3b/gxz/9KTd39wzTCWKkYnU1luK1icBZ87FePNxMYWVjRj3ao/d1LQvuk3AfkWqtsa+VAmfeN0enNXp0y1/7vnSlntP7Ve0FHbRWbb36jBhjr5foUS2rY3PVvmiL1aNrvQmwiDordk6RTQzDz7uPHnQQacqMuRSkNlJMRjbswdO2qPYMxzAMjOO4m3/lyrnuqYkNemqDLXzss1IQUnBnS4gp0erI4XBiPiwgkdq058vGwrpxBk1b1/PVJpon059T6CTBfj3VpgWyUpsCpOrX6Bu4dIO3j0aKjXEHzLVRS7saax/b/fffwfFbtTnw69X59vf1/B7XdQU2lUkfF49Y+vjq29SAl5JZ15XXb77h8eEd83xBgGlQgYNWCiI63+5i4nSc+PqbR87vzrx9/YhE4fa+MoxWM5kSL1/ckPPIECrLOnM+PzGkgTROXM6P5Lzyx/8k8xc//zl/+1/6O7z6+CN++tPfZxhHXr99oIkwWS+6tVRiiIyD5p5LSJSm/fZS0kiRik5UJlPcu7u9s3FsBi5U5EHTgvW+tWZ0hrHSYuL25gYR7X/Vmiq/RRGNxBYrjuzgU22qitIAVpP67t0jIsJlWVjX1ZrNNly0Z7X60B7B9vQgnMygS7U74NAaqbYVF+vZbW6YxLGtaQcHMQ26T8WiURdL/6a5Ap19iRDSAEEYRp0zg9eFVnc+NDpfS+6iQs1Ahwv9uipraDrfhNWcAN1tgljKT81svaXUU/NUJXdKltXsN+qEhWjZAJ5z2BcGrLZvVUlUCdSQFACZ7cPqjwkOrm3MowFrbGw6iDJC0352+4MogURrvXZtv/I8zfo3tdj4LR2/dR8n56zlAk330dIq61qRGIGgWSZDokQVdpkvT5RakFGjlq1o77ek4WtIUX2LkntdcasqA+51KNHIDU0D9zpnFG2ZwxKGtLP/oUdI4qhiH9nLH/TXtGzsfs5btKsZhDCCxEFU6bXLZmv9uXlWxM6JrUYaNl+s3RnWaytUKkIcEqloH+tRYKBwjJG7YeQSAxeq+klRICY0wGQ9P6cTtWmNcqVRlnUr6tuBRUS0/1vb6ppYDTx4vb2lxHUQZshAxB0MAAEAAElEQVSqiZcM1B5QL3UjUgCLPpoaYBC91j1RJCrg4mtBHePqObTmCyUCogCyommOuSEFjgXGCi9bYGrCbW6k2ohL0WEZB+I0Mt4eyTGwDpF4c2S8OfLFz37KH/7hHxKGgWJ9V2kQx0gtjaVkTYQMGnVMccs2WNeVddEIkiDWf3VQPwn33yKj1ck2GnPOPD0+sSwz67oyHQ4MaUAsCwoUZM2z9z7VeRHj5rNUiyZ6P6pt/9Dn6ABV3wNa/6SNykNMDMNgJsyxROt+56+LQsFfT+L8fwf828AnIvJz4H+BGpb/WET+J8A/A/779vL/Kyr9+U9R+c//8W/6fNA15A1RHbRUg+ACSPUu9sbgtl1vnOfG9APodKMSbEazI1jsB8EnuK9cuxbp2wABrDkYyqS1LZe7+d8R67vQtgiQKwPGiBA4HI8cTyem45FxOtiiNDlNZ17YnLm+YbjBEbYxMJEI2EQl9hEofVvrQOP9vkf01/S+Sn1w6aBgG9oNcOyvbV975Z8H9P4qH5qI16zAs+uSLS2qVq0dqbvNdn+ODx3vX6ONpaXTKHsr7wEvf/ibrfco3hal+1Ca137MEEx9sNCuXurzy56vbzYGt/sn+HjZsxZ/r02N4Ea6G+5na0A0HirNo0rXEZW+SfQzb+DqClAhVFG5z++KzPxNODO/C5sD2xz5dVGoD0V4f9Pn2U/gptyXb63M88zlMiup0de1btQh0NPBnL0DtX0UyHlVEYHdJp5iZJpGoDJf9MOqOVYlCJfzE7UW3r59TUyR+ZOzPWN78u6AdxZ4c47Dbk3uGT63oDFGs0m6lnycggRNy2tQSqYWjVDVpKSKNng0NVMtQrBeRe2ZTaBfa0PTx1qtrOsCCDnnnu6mGGvLAtApvtU4tb3d2j1PX3TV7enu/vxpbmt724zdnrB94sZiuhkIXtuJpQW6Gp1c1UyC1XK0ZinirX/u1XWKr9arS+8KgB9mZ7f3eE2xn6sTWGL1Hebris0tj4JLiGZm1NlvovuVj6/sQJRL3TZzyPWaw8ZY+twVVZ6UnfO+2/r6v59Zm27Lf5vH78THMYJNgvSabDBiNAaCi0ENSevOBMZhQFqkDgqk1+Ku+Y4UsH94NEJg70DhAyliPkhtu3qqBlWBwrYL0fe56DuPz3/7DJ037b32F/j1sD2hvo9tg20+l62vvuj0Wr0Ngbtsej/6aWYpcPDnEbbQGikEhhiJz+aMR/zEMZy68mrjlCXuIG57ha0BrpfcJhzWNrZ8T8BCLyF4z/bjIHF7nZrN98HT7kHiaXLsr3V3b8FEJIKNQ6gQamMowthgasLUFFDFiv49BuKQiGMiHkaVPbdl6vfrfoaI9OvQhtlo77J9c9z+LOnj4eUmG+Fh853tfT16ZWT7uqws66LpoA2GINaGZjeX/NnsfToDVh/KrvI9Idic2wR92Mjm/rlbQKHbzN8AoOCvp873P/iOP/23P/DaBvxPf+NZn78PRYReIFwbir63mCnrqkyuD0F0hnHnCPUbFgi9E/K2hZSyUsrSXQNBruaui+L4SewxQdCiQhFhmnYbg0gnMTw4EBrG3mc0fS8QSmOtjePhhjQd+NHnn3P/8iNOt/cGohKe6qB5tFrzkuKOpWuNvC67HkuVViE3rkCUImq5AlAe+dmn9XmkSER6dMUZ9s2t1mherpkUEzGmLnLxHKxtk2+b5Dnn92qxnr/W2V9PqQnmQLYQlDn1QvC2GSBhU+d7ntb3XlqMgfMgyuC1ZtcetKaj1sY8X54BSL8Pfa2OaSCEjJV+bfVjXrjY7XAjhcjtzQ05Z9Z1MVZQTWht2kU812bMrD0n2ArPdyuDppGkGFRUIAY1mr1JZfV3O/Dbnp3bYk+z9mL0K0C1/24KP8nSSfU5XivgPD/+Okbmv+jxO7E5bYum+rGxWvXKELtxdvC8j+A+JyI8suE1UUqIxl7I/+bbt7x9+4bTmKx43tKTV1XeHHdepK6zwDyrUtzlMpNL5hASiDCfZ1KKvHx5z3wZoWXmeeH89Mjp5oZpGCjLzJxX/vxP/5SvvvySKMKLV6/4/IufISHyeL4gITAMEzhQsfsYxwPDMPH09I51WbVIWCLLslpqi6n3iViqqahzHaOJ0sD56Ym11x+J3Wfk7du35KIiCIL2NpJWEZ/Xzebdrq3Fepm1F+C84PU3tWkja93MtaawK/lF7T/U8CJlNuacDaC2plkCLtyDBIhB6y+7LLmSYC4EAuZa1ErLCoLXnDdFURFziode++IOh2DKdrWy5kWdiMVUAqsq/UmIPZLcmoYZPK/f02XyqtH8dZnRHkTZHD+dN4ILD8GSFTDnuqg0vKlTFYsWzsus9yRCigNpGBkHTTmeokYkLmugNKGRTMlQ5yHRU/LMFbdoRhO09itGtXW76FVP9wo7p8UcRxGLou9s4R5Y/rZtzu/C3gDUmslrtV5alTQkjtOkzddPJ1rSubXUSqFx++KeFoSnmllrZpzPrKXwtK7kWsmX1YZNGFPSthpzptZCXpWkqDYXhyERg5As7VyFFnR0owhJLFOhWq13bYTstdkatSGoZH9ZLQK1c2pbv8cGWYkZEXbqm7vDbJxRfT6y9N3dX541BUuK1pOurbJKoA5bT1ERBQfjEDmlkUE026SVSssVGdRGt2pnsoi/RgTB1eyak45okoquY4ORQccjW4SjlarCEcFJdI8y4ejD7hMsPKy7/9707CNRNs87gNxvys3PVyEXBZbmZw4o0eWRqFRhyI2U4b4Ejk14WYWxwrgWBVkSiOPA9OKWcDqQXt2S15l1vTDXhfZU+OqXX3J/f8/v/f7f4nQ88O3yltIqpIFGYAgjgUAUayqfkgY4DGQKwvF40FrUmPQ5V3teg/btUmE4tf/zZeZyPnO5XJjnmZKLZWTcWf2/kg2x+/TB/HYdvNYcgzar399JoztGt7mVLGuklGL4otgc8D09dXt/lUL4a0zOf2lhid/K0a6NZEc2/ufnjg5b09fOXFrdR0+kE09T0qXaofIVU1J3g6z/b9sPdPav0z3qVMKWTtBRuMnp9EZ0kjoZlEQbnh1vbpiONxxPNxwOR83Dx1m40DfaXozr9yvSJ81GVOh1eXh0H0XYj5tPBHcCPUXuQwy7O497dbraguUSu5O4PYd9WsVecML/ts9lff61P3evpzBG1tNm9iFZR7fOHjjX4zm0V+i3TyrdLMLOMIlfuwRqQB23ncMMPvTvp3TtFWL83rb3OhhqNoV3bAiCR0Gbf65oWl9Kg0YoHRjvFmsDU1GzMevDIB0qbQ/EybwtYub322yjVT0iuRqq/WfI9ut+nz5e+yjU3wRw+v/H8V/kPvav3dchPrdNV++prTN23nh3WfTrOA47G2dS2v55fV3oxhGCRQ9KJQvWu0jIgzWQHLVo93g4ECQYE6iRqxC0qfS6LoRL4Ntvv6GUyv39RwzjuGvjYraxqkCD/6eX5xuVpsK16ky4zsJuWhu7Wp5dil+MlobdtPlrLT0tO0V17GIMXcgCUTGU4LVXuJO2qxOlgewV3NwWGSsbTFHPNtm9LfR1iNuR/gi3ddyfoX81FaHYP7ONZHencNvcNe2uUsx2OfvvQLzUreC5lr2d3K5lm0f0Z9rE0//8Sz9DC7RLlzru126v7b0TdzsI0ro4RrOxkhgJaSQNKqufhgEJKowUmliNXNJ7dRLBU/F2kSevBfEMix79fvbvjRbbPQMsPdnqonZL4r2x+aEcggJplSzUu9zakVh7kSQmNa7PZTgclPXPC2srEANzzuT2hHRxpm2f0ExIZdajbFkUIajoiZcD1GYtPjAsIFpb1Hdc0bUtuUJoukcaYeBsn+zJONmEj+B9MvMDU3r7i+xf0HG0HnYeLzDKNLLolwRIBkRcVCGJ1g6HtpU7XI1/Y4s67MCIrhPprl7AQdS2spuNp/slvrZ81K57du2+uw9pAlBOYm4AyuwDzTbq3XrYjI+HjzVDsGLRJ31usYmm6lVIpZFyY6jC0AKxFC3btxrtaGIJxABRKNIooVGkseaV0hbevnnNt7/6FT/+/MdwOGrNk4hK66ORrMCmsuwX2sXVZOsNGnsgwPwn22dKyV2yvdGuXrOfQ/vPdD94s9s7zGDG2Pvsef25y9BuHo4/l7aL0eh5XKzLSQFXsN23LvrQ8f0AUbjzqYMU2i4/t/l2Lb1eSNXQBguNa0pId7yldlSqG8o2wN5NuxMFPkGN6XPWrjsEe8AV9MFsOdxJNw1zqKIBJczZDilon4xcGccjcTzw8Wc/5u7FK+4/+pTxcAKi2tSo4gLB8uSRzYHxawghXBVjBwFCUFW/EHtkyA1b77Gyi0Ct68qyLO+BmP13XwB9UkchFr+WDcw5G++o/nw+d4DmEbHngGl/bfsoUjMnsVg9wpq3sCwCcbCc26bFzc37oADLuvTPUsZt6OPWFEXRgotJtA1AiEUz0ZqL3u+l9eBQv3YHS9EiNLVWlmXRPjgxqrNmNVa+CXm6TnDnwgyhMuxam3c6nqi5MI4HU5q80Jr1CWm7dWHMoAMw3fRkY+3tWj3Fzx27PZBC1PCqTXeLsJvkrZk7Zb/3d/Z98n0A9UMHU8/n5nMwvX/N/t8+b9d17fM/pdTrAhHpjnG0/nLrmpmXmYenlaenwovbZNEGVWwqJSMSqcQOX2ISxjGQS6VKYy0FaiHXR+2d0QLTNDIO6ox98sknLMvC+Xzm4eGBh4d3xKgb2TiN5CD88R/9EYfDiWEYuL9/yY8+/zGE0FPl/JqTOQxa0wAiEUkGorJu+LUtYE6Hk6WlaP0qTVXgpmnkMI5c5oulbSxIhlZVfOIwHRjGidM00UqmkKkkCiPJ+kKp0AOEuFqtjG2sIarDGBTgbeAh9FqojeSpSNhATLK9v6uWY+xl2PWMEyV2ioGbZESX2hWNYlOB4LWsGkmPoo1/VXK9mqiDbtS1au+ZYpHK2hv0fmB+Vqw21ICT2a+eSWCN5fOaaQaiXBXP7d+6asrjsmrNpafWqXPQdLyDaEPdFLX9wnjgcDz27ANtmKvZHbEJoIp9IXpaqUeg9k2T6XV0pVpk4vrutm9OTNpfotk4fw4iP3xbI1YPl1s1J10YxkHX7zgwDEEbDseo/bhiYLg9IjFyXBdKa5QonOeZ8PVXXJaZd086tmtthFJBKqFWpFXGpPvSNE2kmLi9ORmhDKVmLpfZhEKq1nCX1mtzPMVsmbNlxRQET2O3nkQSVSAJl78wVV0MuBetB9pnB9mDtD1oi171v+1/bCC1ERuqSNuEc1TVucdYONgeSAgMITKFwgGNugzZ12eBps50NHJFQVojmO+3n1Y9PdBeFw0AiV2fp9EXq2dzAMDVlfthjqRs/mdX6WPzbba3NMyYvM8aVDeuFakQiwLGMWjj4aFByhBLY7xkhqVwlIEjgbgWpDSrpwvE44kwRtoYWGIl15lzXVhYebo8cTnP/Nmf/FPmh0d+9sVPuJkOHMeRIsKDPf+YEpHA0FTZVAUgzLcOqrw6joP1MvXMpS1ro7Zie6faqCDCdBgR4cr31Iyu2p9JtBRj7f+nqpC6X2/R7GTz8n0wtiuRsNRx9vO12c4bNjJO549mY/06+/P9AFHO3nUG1lgxsYGsuxxcK2vS8Ks7dyqpine1x1ICoLPAOteD9YFqRoLs2YpdbmTbs4xtYxN2NIl0ud5mRsfZTUEjSbEziDFFpmnieDpxurkhJpV3rQaW2t6zty9d49LTEb1GYgM6et8xpi60AO8DIh9PL35/PhmuQVN4lqonSNXve3lf2CbnHqzto07PWfm9g7pXBwQFUK6S46zx8/f5658DwA+dw49tAblhL71fRIihO1DPnWO4FqnYIk4bs7c/eqQIY8BEdkXr/jx2ZIboHEnDyDBOCp5j7JuQLYj+3v1id+O7Rb+UJTS3cud07MbIpq4rdXWwxzPnZH9Ou7PvGuvr5/HDc3D28/S75uvzw5/71gqg9t/vo699LbA9t/PlwuPDk6Zg7Z6DmGPu0Ui6E+q90SISdHPylPhStO3mWjKywvmiQg2jMX+Hw4FlWRiG2YBN0ea/MROSUMrKV7/8JfO8cHt3zzBOpOmgjmtTZNFqpZB1w7GNztNtW7DfBe0R4bVciLLcKs6gX943aUiRKsKQbJOqmnY8jQNpiEQjUlrQaIi0RAzqCIrN6RAj0XJeXayAZucXrS3pNttCbNtzEm1ejZMKzqBuz/v9Wey23J4jnpazPT8EcyqlEyfd3jRN8Vtr7mQHbiOd9NvZZCc/alXFM29Y6UpX12tTgZ9I1Qa5hudUmSH03lSlNmsabLUBnoLnTl5Shz6NiZgS4zQxjCNpnJTElKBzpzVa0AhUkLTNUz+n7wtX5qPP8v2IYm6kv0gd3b4nY47rNcH3/vFdv/9+Hq3RgTM2Vz112lscOKnVrDZgvSwKRGtRwZAitDUTGxzTyPRiYF5XzvOin+syzjEwBHUkbw4HUoyMnfhZNGJpwh0pRgUEqNCUpEgYVLjiiYum3IoKnfTG1VjNpgRc5VE3nHZ9w54/DteggA+A4g/t56bQVZsKu8zSuEhlDqqONwUFfFECicBIYGwKpJprMDSfqtfzrZP2fi770/ZtIy22a7PvRso6sWEszHWtmfuNHsXo9xu2++3bbfvAFiodOCmIaohFoVITBlS6PDYhFQVQKVdSqaSi7S7EbFUQCEnJkxIahUItCzVHTS+VxjBoP9IUI/Plwts3b/j6q18yjiMfff4F0zCwmMDMVm9Ht2Fq49PuuTYj1E04qSrJ2xuFe9aTiCkUCykmIxMtHXoYu8gV0NvZZCMv/fOjpRPvp9A+Kno139oHyjZw50x9NrfDm9Lpr/dxvh8giq3OAEAsJcknn8to1lypwfLCS1VkLbqBp8Gb0fonmiNg/T5a04jDNm9dSFMjAw6olAUxWrB5f6DNEddL8tQIoErvtq6viRS0x5XyN5FxGLm9u+P+/p77Fy8oYVSVI7saD81epVrQXVgjiNRYBHMOgihLO1oN1JpVdWcbw20T8tDq88njgGAcx95sd0uNAaSRWqK1QYu47RzAe+DJa5SeA6V9012/jr3cOngagn1uq2yNULajO+xXQPt6k92iRdv1+bOrtTIvCzmvmtoUAuBpkPreDTxqHde65v45zujvmwbv0yJ9bLNHyXokars2zFFrog7gdDxRayOOIzKrGpr+HbyPS98N+pDYNmYglx0IVDO15Qh3SOYODpt0894ufDfLsgN1zz7r+n0/LIfGj3065oeA1P7Ykw2uOLmPuvqc0Bzvy9UzqcCbN2/5+utvuMyLRRYAZ+8jDOPQo5YaoTKCJCVizJRaQIkxcm2EWrgsC7ms5LxwczxwMCnz4/FofYYy5/PFItAzCNwMA9TMH//RP+Hu7p4X93fc3b/k4+OJZiw5paJbbTHHWzfXEAcFKjSogTSoDY2hEkzlzyNzWMRlCEKMpvQFpEFTJuqga206TBZlN4Ur6yWyMYKoumbDosyCB3a7bxLVMZVkkfFqkstG/qiNsjXjKljX7hPuwNb9POhg1v7mDtNWXLhJvLvjX5WpzmYbz+czZ6s32tuavZV/7nvmYv3+cqbtZNzD/nJxG5ggjVRLF1UwKOZ/VXKBXKythwgyKDgqFAiNEAcD3jekYWQyWeOQkok5VebcWGsmDgMhJlO4vU7heu6A9iHt4+js+yZxfHW0dvVEZPeMgmUMSPiwHfohHK3Z/mOZIdowWvdc7VFmdSMm9dxEWM8XnWpRidaVxloyMVfubk58/KNPeffwyDdvXnN+fOT8dGaIgZgSUxoZUuL+7o4UImVdWdeVx3cPuksYsTHESGnCWgqHYWKYRobjSIiBb6nM68Jc0Hqg0novpeB7vN4dIhu5sHeW967q+4Oy/5t7P7v/NLhGpjEDD6FAFN7FQCUwGU2VRDhI4IbITQ08FUGyiunlLjVoe2W1NGwDflv2BRvpZfuoX5nsLrOJxrU8QyTQui/ogvTNDZMi5+3fjie7oMr+Pa2fqWchZauDWhVEhaKy5QeEsQnHJoQCUiAulbgWprUylkpq2qjHSfY4aPreEiuFlXmu1BaoITIcDhyPR1ouhNI4P7zjV/PCH//RP+bp4YFPP/+c2+NB22eUyuW8dJLMxTUGI/BCCCyi4inrsmh9dQvdP1yz1t37fjqkZKmmGwHlGQSLlYhEyw5YLRX8crnYZ+geKbKlFnoKYN9fd5Ntn2bu83MT0UIDNmxlKaV4G57vBlDwPQJRW/6jCSuwsVF9grXny8zRPlpIaMzEZoS9ZskYQx8wM/xBvDzZe4cbs+wL68pB3kAUDZWgxZa+GfzaIBe7TlEgNaSR080Nd7e3TNOBGAdW2+BCDIjE7s86aHqeOrVFH7BXtL4p+TXtRSKeR32e/9z7M33gNcp0Z9z9841/U+h7P9IkIkzT1K93X6+2vw8HXVqEuPUESLaxxxgJLVDEO4Y/YxF25/NrdnC4j6Q12pWy2OYTGaPRmWBfzEJniNjGfg+StD4lMlhqoaqMbecIYlLrPleendf8q/651Yq7ww6U7R07EYhW/K3LtPb5qJuWPZdmc7c500O/x+6q2JooqNGvrWd1d+juecl9BFq/kn4jP/SUmufH83n8PNr5odf7IaKpox65bU0bTs/zzDxfrNG1NnUuNfP49MTDwyNIIUSVoS4ldNsWrPlqc9smcT+BNG04KBvpc2hdVmrUmX65zLx+84bDNHE6HRmGgVevPiLGt5zPZ5Z1Yc0rh8NB53zQiNRf/OIX3D88EYeJmAZSmszBKMSgacalugiHTUETlAhxQKjKeooqWBav0bE+WGtolmYWVNTJ6klDVEciRZWdTTFSgxDRiHGxRrluBxSzaGSuExbGbirokk3ExsRefLNUQQYdxyQa9dqAlI66NrAWKzZvmz0WoO3iJr4ByM65F7U5pSjgKetKLko6rVlbI2j/H7Uj/WNpGpmC3sukR6FK6dkXnVBkc7R8bMTHBaunccASNZ09jREpKsXeaNo0nkBw0lGsIXyaIEYyotH0XJwAhzQocAoqcd6t0M7WXV2UX5u4muquVkz07jd1Qrn6AN+71bHxfW8HPjuZ9sEl+j0+NPqURMnc4/HAzc0NL1++VFsxjszzzLKuzOtKqZXpeFCJ8abtOZ4uZ2prHOPAJy9e8a/87X+Z12/f8MtffcWb1695++ZtJ4YpFUEYJGgLAdFaIayH2xgVQB3GiVwyq/1ujIkUIhIDB0tvldbIAmEcKcDagjVyd/EsNv/En2+fBu0ZaYEbkT4uXge08yjYwjpaAxUEnkIjtMBj0Ca3pypdBGJowqGqmMKxBYr7hc0jtNLTcxtiTXi3sokAu95+27VfT7Pdxm72xOe5f4bfnr+z+fxudj57q9di9ZYwO4ak1+pkLV0QS+MbWmBowtQCA6q+J6UhayOulbBWxqqKfKGpnxjGgTBE0nGkhcaFlVUqc1ugJSLRfA3hMI6km0BdVOjoF7/4BU9PT3z2s5/y6pNPufv0U6IExhiRJsSqIGicJpO8LyzzwrLMRpZHG1NYjHh0/1SjT9Gi+KHX9QMbwGy6n/g26ArJ7iOHqD5jNDCvacOl76lqM56n9V1H/3Vq6oCXakTB1T7PlRDah47vEYhy1LelVQjB2INOaXVwZaRWZwRqAZqqlThjZb4HvsJ70Zn+xqT5t07wQt39vF9AO2e+bQuzLxRjLGuFy1JpTQUZwjCRDifu7+95+fIVh8NR628umVwbk21gDt8qsslv75ay34t071Y681ltE845E0LoNVD+4PfiD3swtf/ZwYduUCoh7M5IjBqm3TfHBa7AWgiB4/EIcPWajRnQe3AFF68nmmdlx+/uBlLawsGhbqIU103Wtk3Wgdo4jldpVZ3RcMazO8XXP2vvB0vzkdhTghSYeA3DBmI9t3cYxh6puo7OWeStfymw2W8ffl4vCJcQVfLYvjx1SGSXvmlzV2/B+pjR6A0ukR22ar0hqNB262hzFgtNe681B1C+22xz4rmvtp+N/1U69nPTo0r7yOmHXu9HCKEDEq83fHp66iDKVR1VcWjh7bsH3rx7h1BIsVFqplR1RjSaMXYb6BK83Rba4g+m39tW7e91mWdSVFCQ88r5/MjN6UQphZcvX/Lxx/d4xPLrr79mWVfu7++VDIgDdc386Z/+CS9ffsTxdMPt3QtefXzqm1eM2gvpPC+UrHL96qhruo+amEawJjW5aP1OKU3rFmtmbpkcheM0qtqVVGJPVQwMSWs9x0HXfo2RZZ6puWyp3Db2zn6DEyGrTtWwkRyI1tTWrpJokSkA0RYVre37DInZa1QRltqdJN92vG+I7QL9s5z99ChCMZW9dVbAuuRVeyzVaiAYWpOrz3KgtNm7ohEoE5xo7xGhTrXZ3o9mJTQaxNhfGoIgESRpbUepOmcWU4dL44jESBoOZncCFVhtzGopdpaADBNRpIOq7F3q2/Wa2B9b9oGSDP47t99XjrU73N3eWpbBLn39vX3rg2f9Hh9iBflRRR5ub9Uv+OSTj60Z9sibN294eHhQhbJ15cWLF6Rh4DxfmEtlfXhCYuD2xQt+/NGn/IO/96/x9Tdf84u//Au+/PJLvjr8ipwXSsk8PjyoyplsEtSlVU0HDCpCM6WBm+lgc1XrzAeTWicKc0zEWq1nZ+CQBtbWeGs9xhYnOkS0uW3c6tq2bWQjtmHzma6HZgMXV6DasNQqjRYa7yJUKm+jru3bKkxNODSYDFTd1MA5BBUIrI1s6nsSrQ5QNIJadrti7ODIgBTbCu29n+zqwYigHbkoQXORt3vUdd4aPYW4tX53XeBCyRexsg5/swGzpjZU1kLIKl0+NWFsgYODqQqsDZZqkajKAeFgJBhAOAyk48T44kiRynp5w1wbT3UhNTjKwYQ5YJgmZJh49/qRyzzzp3/6x/z8FxMvPvmYz3/yE/7+/R3TdCSmpIokEhiHgeN00H1uOTNfLlwuF47HI8MgtNKoUpnPF6tl0rTRFKJGwtEMq2j+lZesIFpX6qD82ghqxoaq/+n7ys5XDFXoQCtsAOg9ICWbnaJp37PsQmVsfSA9Q+m7ju8JiGq0VihFZ3JroiE8K1xVB1+T41w5JZoSUimrso1ZpStL1AeRkubrirGGDZ2YVYTgS3lbBxqVUhqys/L+QIN4IZZ0QrDvbbb+muhn1xTRFJ2J8XDD4fYFtzc3jNMEsjWCFGOHfJP2qEQwhC0WLt3YOx+namm20VjTvO1Fu+jJfnPbp9x9yEl8Py9fr2sLZb6/UX4oIqUEmDcsfj9F6jl486hOLYW1bUp7W8jVJnutfUPVubCpT4WoUsb6OB06bAtIxUk0t3UcNYXCC0Jr3phebbyW6XDaokUKSDc2Y5/Kt4+4Keui91ZKZckWzau1N152cKX3oE3oYhCOxyPLMhvwrduIm3HV+i3LPe5z1wHhdS4wzUfAe6ltymaIFtfv2bM+T3Y+zZb+R5/fHzp+6ODqQ+tg+9X7RvN5zzMH0L62lkXTRE+nG6bpwDCMfPvNt7x584ZlNYff0sk0VaqQSyUG0WwTW78hdlcYDFAFiV0dCal9zrZWOF9WYoAhNJZl5XKZeXp66pGSwzRxd3vLsqw8PjwwXy589NGPCEEoBZ4en/iTP/kTPv74U0JMHE43nE63rBWWeYHarO8ZRuuyuz5LZXFH3UKhmsveiMFU5Wqh5MrScldPCkGoxVI+poORXKmTJMXq/a7TRrUC8Goz1Ke3f7BKwNmh5UdqW4qlTtWq6UcdvBS1McaiqG024NGBS7XzNM1UyEbklaYtLdbLTF5XlnnRPalugjQhhq5UKPa8aY0Wt+bctRRKUUhaWiOK1XhZ8eZGxhixZECm1xCjjsdqym0acZZO8kkQhsksiJE2zXoUikkR2wm6kE3DIuLBFPfMwfM0nv0qcYLTCT6x54xsT877kblxsWEwm+QjvRXYf8i+tO/4/ff5EBHG44FpGBmGxHQ40AQeHx9J88wwjJScSSlxOKg8tNRGXTNSddwOw8g4TXz28ad89tEnfHz3kqe3D5TLSp1X2ppZ5zPLOjOfzzqfhgFJiSEIkhK304SIOn4JTQ9ztllyVse1ZiQGUmv63KOC9BojqUGWwuzp7s1T9u0ZRxN0YcsCarKtzo1CMNQim8PbX2VlRNWIzbVqHyOxWpzHUBhqY25CqhCKkEJjCnCMmub2WEQFqqoShBX1z7LorKtWxhdEM5+oZk+N2LqmIe3wNI+u6uyCUfWqP1bYvc1XSMH9GjOgVW1n8Ki+bHu8FaBZc11T3Wuawjc0UQW+2rSxbm6EtZIypCKMwODni1DGwDoJHIQswlxhKVBWda9DgJZX1qfGNOielYZAKpHLw8x6zvzxP/0j3r17x+/97A94+eojPvr4c1oTctZFOy8X3r17y5u3b7mczyzrynSYNF111GyNeZm1/1lT4aKYlFDYoUoa6tv6LNE+gk3ruQgMg5VQmF+mmSDa7Letq8qw73sb4oSy2yA9v08/r/PtT9V8/82HrlZTnH8IIMommMluwlZoKbI53TrZ7Obt52zsXcmadx4tPaQ1ZWg9deOKXQAFWOJcWwfWGL2mYSq2OitBOsLo1VR7wIExlykgcSANBw63N9y+eMHh5qTqWEDOhdaU+Wv2Wfqf1ULIpkwEW/REdJB6yLla9KDUzB5ouaPnzHqPVrXWwdS+/szHfvvulIw7dTrB9+mV779nAzAOhHqI+5kIg/9N5SyT2aBiBbf2STtH9XkKlTpawa+yd63213bg5/VjCLVmam2kMICNXWuNjKXfWOG3gygx1lXPSR9fB0t+fS7WoYpmVlQpgkhmLd5/wO5BNlDo8svTkIhRmA5HpstZo5JXTqqPlRnjFkxu1iZtfyYb6Im4k+HnNjtvgFbse3P9zufeyDNb0WjsHkF33nzL+3XG5Yd4bLnp76f6PZ+L3ug1r2uPSk7TxPF4ZBxHUkqcLxdev3nTaxY9Sq51M6quBh6lsAfSnUS1QWIF3OI2SqQb+IpGZFIUZFCSZp5nzmcDI0EVum5ONwxx4ds33yIifPTRp6oMuFZV8/v5z1lz5sWrV9ojaBxZzzPrshKSboS1e0O7iEKzqoLWsD2vE08xJIRCkKq1HrWxZvp9iAgla0puoJHSSBi9TjEY4K/d0d42OzaCpbVuizdCQPo1eu3DXgykinTGuRZTz2uaKqmFGFtufe12qW1pNn0elO5ElXVlvlzIayYvqw8TYdB+YK4W6OqysROgtasi1qC9V1b7TOP/oDteRi5VBVLFd49dD6baMrVqXVUuRQm9EEzaOBJM1MgpyWZRRYnJwKfoub1VAlAl4s1waa035t0fIsrQe58/F0uoJorhT0SMjNx/gKfXb4SN1d252ER/Hlfe6Q/qEBHGaeJ0c0Oy+mOAx6dHhpQY0oL3hjxME3XQvUojuqomdxhGTscTP/roYz55+YqXN3f8Kg4KoJZMW1ZWiwis82zqj1qDMtg8PI2jOqZg8thGGMfAmgtlXaEVSJp+KyFAU4lrUiIBa4i0nAml0rzXXnUSGuAaPLt/1HbPWQfFx8aWrAk++PRoVvNbLLO5meT5kxQmaawIpQlSILXG2BpT1XS+oWqpJJ4mC1RpCi5ENH0uCFX7Bug6LEILjVbFqKHN58P2cAD3UjHwJbXuspnElP/oY0EzqqmhI2HlJ5o15fuMNihXIFe1PKU2VSg0AYkBva9UG7FAWCsxayrfUEzWnKYp0VqKRB2FMgbaFMjSWFZYBapq2xOk0XImL5kpDsSgSnppCOSaWZbMP/uzP+Px4Ym3/42vOQ0Hbr6YqATOkslZM4oeHh95/fo1y7KoP9c+0oyHMWlacbJa2Ga2IQbLrGgblsZSjruQnLfnGbYMo6rReRVlGTrJXYpHFrf9u9tq95/91zufNdjk03TXcJXFoK8zYPdr3JzvCYgSYkhd4rqH2jo9vhUI51JBNGVNGqp0VXVjEbENxpZAli0XoolKM/Y8diBapKqgDzGGhk9nKSa1al2T95uDOgBx5/RjylYBaZGYJsbjLafbF9y//AhJE60Ja63klhlOd4Q0UkPcmq1FlTyNovUKztz2tB5zhksx5icaQxVBYuRw0HQ6L+DzRrdpl4rX5X13+v0i0pvx+nsdbKlkpbGcQYxBMMUsl0stm8CEp7Rs/S80pWnvwGz1S7HXlDigdKfUGRlnDdy5dBbCyGJE6ClVCFAdRAYLYpoMb679s0QgyWCvX6lSWC+rMeh7oQCPeKkRXldl/8dx7ECqp77B7p5Gcq3EYSAvC/Ploik6rRpga0jUtM0hDQRgGkfGYWRMI7WstKY9dbqxx0QkqijQBnNc9yvInEYfCvdVusFXA6ND5UXA/p++YJM+t8Ocpf7b9wDXDzCtxo7WVCJ6q6F0sBwIwQmI0I2sRhQ2Fb7+HZjM4XHlRxq8ef2Gp6cn/vIv/oJvvvmGVjUS+i4rcJBJ5WQM4SqJg3RRCRElhIYhUlDJ47a6yIi5mkkVJktWu1WisObKZVmo71QR8P7ujuPhwM3NLadTVbW4vPL1118zDBMvX34EQYvLz09P/JN/8o/58Y8fqa1xc/uCFy/uebrMrDkTqwk4bGopgOAGVDfGREwDY4QhCmW9UMtKyTO5acNHEXXqRGBZCyUGpBSG8YBIsLRAjwJ5BLexWHH8kh2QacpZCIFoDohVe1pjRvHtg5I35cDShFU8BdEiNk0BbnAHni6KhSvkeUuMVrStRie1VlU/XOZLd/rTMDAMiZAiEmWLpBvzLDZRSt+g7R8ixDh0ak3YxGk6sWWRppgGtbmeZlcbhMQwBGJqJMDbcISoNQjEpM4j1oTYn2GwCJUAIRGaRdhwAsF9wr3d20cCYYex9W8o2Gu4HVEH57mj0wkzzORI03RsUzp14mmf0vdDMzyaeTEwTZOCQjDp+8o4joyHA7c3txwOB41Q58wvf/kV8zyzViVGX97dc//ini9+9CPuTjc8vn3HV3/1JX/2T/+YebmwLjNSK0OIjLc3BIRxSARgPp+1XYGRrjEkUhBSFJpEEpGSzyx5JQyBSODF3R0hRc7zTKmVuRaGEBjGkadc4HzhMl94fHoylNOX2ybg1msA9Vl2ktMN5YdIuAaI1zXrHG3SWENlDnAW4SBwoXKwdL1QVf78UIRTCYxrYwgQSyUXMUly3U+bLSr/XnakoII3veINBL1PGmwgqXWiUZexbbzV7EM2nyXrG1pTddMimUa0NiuWettUKbPkCmtVoFSFicDQAlOFVCAtlVgaYS6q1pc1ophAn2kQ2hSog7AmWGMh1wuZyjk0SEJk0D3FcpYFUzk0sbJG4+7+jnUtrHPm3evX/Kf/n/+EN9+85vPPfwIxcV4K796941dff42IcJgGXry4YxwGbkxSP6+r2sOULKOmXgcFnBzpW0qg1ExtpYtupBBwlb/STKXPo38pkaymltHb22wlDmEXmNCoVL0igL1lRUNVXtOgsu1KFu8M7685vhcgStk0HSRgm7T9y+pYnEmsW+2C/97XpdeiYDLAzZSamgiJoJsrZsLFB1Q3dgdi0QZafQMhiNYGxRCIyZqcBfCCWQ1Za8EuIRHiQBonxunI4XRDboGM1kzl1jikgWGcWKoic98ctEhOUz0qjdaVQ9zoWuPEahKWogAK6HnnDoA8IqXDuckxA1c1U/6e/fdeh9QjU3T2ICWTHjanwBXsvPDcI2AOpLxmyUFaKVs64TDsG80C62qOjt6D1J2BdSC1Ywl8bNxZahbt8dJnEa0NqMEcPfsYd4ZrKLaQPTXqup5LC9V9PNVJczUYf802fxXoDONIrBUJgRlYl4XaSgeGW6RDnU6aAt0hDRbZKlu2QNucDgH2TkQn/a4WkvTNStB1oKxeu37De2/cNrM9kNqefveg7DxX336wh0qF67GBqGZRUjWqTTYHWMTVG71Xm/4+uQyrqPzqvCw8PT7w9Tff8Ob1Gx7evWMclGVuVXr9pke3lTjQi9B1BZhRj0mILaoqVLVaO7EagqC1lKU2qqiMdTFlt1IK86K1D4dpUhU8CZpGdNE0onHMfPTxJypuQiQvC1/98pdM04G7+xccjrccppHLsmzOsI+X04e7aaXMntqWNESGFKCq41asr0dtKrKQLEW25JVWAgu2gZaswn59C9hsXy6ZJWeWbnN0zGIDCRvo8nXiIg592tdGLbqRFo/O161hafDXmsO/1TAqCePAp/XeTrqZ1yVrPv2aLQKnqdnDMCJpmz+I2wyxHm+Yj2abvgF2BedDn1/BALbb5CLGloqRi1mZa+XbjejC52eweizL3fH0PU9jaTrG1ccNTd9rfj7UaanvG43t8GggrQOpzX5tEaTuqD5jiv21PfJlQErEasnaLnXcbdtvWNvfu8P3d9unPYLTWtOeUNMmQLUuShZ8+eVXrDlbbXLkdDhwe7rhxd09h3FkPp95ePuOb776lWX+Nm1CG6OliqsoRKuVvFpdI1aDaem0MXi6p2dbVGvWK5wOKnfvRGtdNfV2PB6RnJkbtFqZw6WXN3jOj/h8Bp33++ijT7w9TS4ahfLX9b8aw9UEbQwrsIgpFUpVv8o+LjaNxow1MJRCLArExWzXtp9tz6TjJA8l7XMPN1TP1Zt39U39U81P7SlJnhJmtaTirkVT4XRVOpQOKpwG1XQ+oFRC1Ua6gwlJeHQt5kbIlbAWQhNi0TUbsZY4AcIQYAzkqI1055bJ1N6oOCYl8bR1Qug9sgQlC2PVtNIYC8v5HZfzhb/8+c9JIfL48I4wjFzWysPDO7755hvu7m65u7vj7vaW0+nUbbD7ocHAIlcZUHTBMhDLBNMx7ZE78Zp9K11gC7RU64tG0zmdUvTEgA1EmQ2UfhZ2NsSzFfS5iGiPv+43dzL/Ohvn+fG9AFENWIkWWgUCZAmukksBjdqkgQVhLZXsUucE7S0y2BPo7LuzZK7fEshVW64FX7wGoqL1lArmQHrKVHdWgKZRcUJoSFDJa1eEaqCFjBKQeOB0uOV09yn19IJ1uGUtqiQVxoGDRStiSgxVN7DpcNCJUldagcUaAkfBDG+EWqmtaPpiqYSkKRgueOCT1VP1nstxe0TKAZVHqnyye/RqixQFbRJsvQN8FraqBarrqgzLmtdeVyQSOEwnNcYVliWT16LXGHXRxiDUoO/NWftVDMbOxThAKZrTX5rKwYobe40iKqu5gZFqYW91RjaQE4MuqHUtrGshr1qjJKjDKt77CmEcD1epIuqgZZZlNSA4EeM2dvM8d9AaU+w1DQ1IDkDRWqbxMBFWIWcxek5oTcHk+Xyh1cKL+xdIrfziz/XeYgikIExJ86apRfs9sBk6BY10ef2+lnYOoBXNOe2teeHVnGFBGXIx9n3zacwZ8/kezLj73/cboW8iP7wj58y3v/qWbCSLK1j5sTm1WM+e2omDwbq+H8ZBlbamSd9D4+HhnSllveHdwzuVeaVo7QFwGgMrgfPjTFkLt8dJ57M3gw2W8lCFSiHESj7PXJZsUQvhxf0NtcHTeSG3QgutO9QLVetpovrLb59m1ia8jAPTlLj/+BOO68rlL79kbfCrN284HI68fPURdRVqLnz5y1/y5u0Df/DmLZ9/8WNu719ycziYIay9L53OpUqrmblkHpYLp8PIi1cf0cpKq5m1NZa1EMNACpGWV6RVyqq1UVPQOtBYK3VZuDw+QhggqkpgFViypo0sRRuL5iY0EpK0T9VaNeVCihIkg6XZ5uyN1zEVutDHugRlhZciVr9UCEWIZWs4na05ey1FncsOemv/HJpGgjSqow5dro0yzyxlZRg0/9+j6Vv6rQFQ36hLTxJSuz1sKoTF/LRq0r2rAfFl1cyE2YRGcnNwHza74I6sO3ehgdQ+1z0Vs/t4ggGvyGBR0TCOSLCMhWry62yp24pV1R3RaKBYFkegtd01YJ8tGpHra80cJufspGmDY2MKtDKuGXFWNTvjh2Z13G17enpiHEbubm9Jw8A0aoqfRqGOpDTw9beveff2Ld+8+ZZ5nvniix8zHTRN+HTS+upcCl/96ivO5yfGcaS0QmmFu9s7psPImpVIuZy1ybWkyJAih5tDTxlMMZKGgbVodHo8TaTjyOE4kYYETcHXEIQ4JBqaCptN7aSkwHQYOcgd87oy58ycMzkvpGlEQqSKp/Lt0lNxCKVObrKUrA6pctGI+2WFqjFTnd+6HmZpPIXIQwqMtfKUQ68TmnLgTgL3q8Kmh4uJ8ISVFgOMJj5j8x7QqFTU+8XJY/fGRe2KPsTg5Tt9nmLeZN+F90CrNVQkSBuCt6YS9TQlw6o0ZApKloegLXyKKvKxVqYaGRvc1cRYhdsVYq7EuSG5IkthIDCKCvQMQ4Kxsg6Neoq0IdBG0bzNqrWpp/GoWU7nhUzlUiDUjBQo7R2Xy8pqkX7iwBAi9/e3CIFv3n7L/Kcr/8f/03/MOB2Yjnd89PHH/OSnP+PTTz7lk08+MQVitYc0et0cEjvobE0zImIUCCgQRKtYRehNvN0ulOKS5KJ7Y9zqZkPUkEeplZJrL+Ho6EjZ5E74ueCxACGaUFErfSo02ysEq+VrWmfMjmB/fnxvQJQ2AwwOFXUDtTmtzJQWwRbo3axl50RehfmbYdmmTrKDqNoiUhVEIZoD6bUqIiYBCjhLvBXhex56A3OkYjPn3vLxlqLRhyEOTPEA4w0tHcgyUKRSUOAVkvbaCMGC1bYARIIBJSuoC54+RGdimp2rObqWrR5o3/Nmz5b7v0FB4b6BrEej9hGrDgAciBlIe157UD2NLxcDXsFyX9P2WbWRW+2pdc1onw4Caut5wM4KdUfe3o8p1LkU5sZ52qOqOiGcUdrGRDrTXIsXvLsiXVXVHLehYRsHdb5WNrVI/UxV9YJal54a6bVNVey13sXcN3yxFKcaCZYaGYI3+bUarKbpHNM0XilHujNkqKaDeWfDnZXtX3bOK+Ox/3Fn4TvrFwRpu+iWn8QP+zmIPf/mMgJmDtuHtJZ+IEejS1AjQg1b80RXZnT2clkW7Utn4+6y3IdRe7wsh0lnZW28e/eGb7/5hqenR87nJ41KBOlzLkWhBeFyyWSxjbZ5itxG/niRq4RGbcXkhJVmnA4jrcG8WPptUIupCnO29kTrbuacYV44lUpsMEwHJA2abpoL53ne6mGsViOvmTfzG16//pbD4cDhcOQwTZjnQJcq6WOkCnjzsjCNiTSMFGnUXH21kUzO1nPaNUPA2yEY3q/aW0QGbSLbzIEuVUko7XVk6qu2meq8XKnKUZrzHntk3OdnsKv2Xjaa9m3pIdXsRFPr4CDKhTK82Xt4Nn+8YZUEJ022vnS5VepaaFJJTcVttoUJYiBCLMuiFAXzSmqg9rBp/YVHKmvRebFaWvBqSohzURBU7D5D27G9WjrbEYpUsf1E0wf3nEgnV0LU/TVZHywxKWbbR1bxAbQ3i9sD+6zWrJZG77fbCLExE1FG2u2Ovqk7p61WpOrz3wOwHxpwujrMrym50hIMw6j1k6cTx+OJcTr0Ivd5nnk8n3tfqXEaLQ0wWH2bzvvz+cya106iOomo2R9bs2aXiZYgJLNZadSifKzpfG1VI2Ih6GuSriEsPT8AKYauJNdC4BgDYUi44FdrlZwtpR8rcbC9whMcAuqzeW2uR0zj3o8T8xFKgawR+SqtCzQVgRIaa0S/gto9rfFSAYaxCFNopNwIoelnSYOq5RjBCE1EM37UjzTSsm3PrO+3u8e4fW0RjeeHRtXcAG3jIx7VcJ+rv37LNMJqoZKp8I1NmKowVhWZCKo8o4I/olHDGLUXVB6hDo02BgVRwQGFjrf2BTPhibr5WVJRtcXmysyQUIn7wXoAzstMroXlj/+IcTpyd/+SIPB7P/sZ0zBwe3PDamJJbqtyLruo5FbbWKuagorssg5shD3FUUofF/H+Xo3eQ9Cb03fMa3upRq3as4e1E5Pz76IEUNu1sMD24r4LWBTy12Co7wmIako+dJNrzkWXmgbNi7UeIbtX9k3Pa4cA+oqNniKgIAoiQsQ7UVcbWF+cOzfe/EfpNlwZlW11SY26kTeVKC9NGIYDN68+Y7x/Qbr7hJIGHrOi59oCxzgSLQoVU1KmT2x7b8Z2Ni2rpVZW66W0rmuXczze3FrBriuz6QXuI1H7tK+eBgG9mNUjUh6lcvDgx/4zlmUh56z1ArJvLBoR8fCpgxTpspAxxl5sX8rWIK0TjGId3HPjMmshdjMwgDnnnjqYYugbbFlXSqkcpsnk4XcOQFMg4GHxaoxmBXW+OuNpKUIWQfP6l7Hn1B56tG4TF9ijE3pUyh0PZeSFNWtKotaulT6uuvmpw+hy0Tmv2kMnJaZp4u72hsuTcHl6p+mcUbpMerAIqvF6Gj0y599caH2OtW3P09aRf/cantb0/cV+t60br/WJ29xhn7qoKlH7Oogf6jEMAz/58U+4zHN3/lzZrNi8XUtRAYhcqWUFNDXmvCyUnPnLh3eavvc0ozajal511NSCw5gMtDeCgesUtGF4LdqTIqWRw2Hg9uagkeaysJaFJc+EqM6Hpu660ptwczqZEz6wLAvv2jvrz1RsbYkWVEvjfFlY1sIwPbLmyt2Le2Ia+OSzLzhfLvzlX37JvBbGw5FPP/2M/9q/+re5zAvn84XLZeaf/fk/57yoNPpPf+8POI4nbYHQGqC1Qg4C5mXh8SKkh8CYImMaGCat1TykSBLI85PW9MwX28xCt715LVwuK4WZNTwiknr6GSKcbu9NfEftzpJLty0hBKsptZqypqSYq1lWY5a9P1E2hrQ3TferqNtPLpTQlHHre0KK2hxySMpYBqthXa1m63KZyevMmhfWpydazTS8JjPYc7SIuQFYkC5ZvpaV1lbWNbNmjaQ7GUTb0t7cxi1FweBS2jP7t1cx1DmuNahq+7D392NHpgS7xhA1kiYhEAeLSPXPdFvjjdXb1UeJKejCRnY2t1f2TMWzT9gAb2xouqP9fCUo8YGffyiHFtoPHI8nbu/uiCmR0qB1iu/eUUqh5MIvv/6ah4cHxuORKQSIkcu68uXPf8GPfvQj/u6/9ve1kfbbt1wuM/MyKxnZKm/evObdg3qKrTUu80UJ1qCekvc3fLI2DNM09n06FH0ea1lB4OnxkVorp5sT4zhwd3+vDZeno8rht8pcCpd15c3jI++eAgONsyhJIBg5hTAY0dmMLK0UI/k0uhhq7XM0ro1QGlOGWAUZBloQzklJkClmQgmUnChDIMfAsIKsjSQaIZ5WmFpjOBdSaYRUqUNQUjYGBqt78eyMLmYC9IiUh1Xs2oKLvVhvxr0KZQvmaBsOs0ZNzg7RTFjICfxq225tCvBaabBkWDNDgdgC0wqHAtNamQpMSyMUTeNzpcAUI8M0kE4D4TjQhkxOFaZIS6JKU6KeL4iqWrfKvFZtcTBNjHFgSoOSPmvR9PBSKfUMSPef0jCyLpnH81l9qJ//nC//6i/5xV/8nL/7d/8uf+/v/X0+++wnvHz1Ee/ePqrAjtm0FAcakGvWGrxxI/obKoSj9lZfrz1fTUW50cVn9rZMf74m/9257F6bSN8TnTjeXothNkGI6iu2pqmWbHoLOV+393l+fC9AFNCNubupPjhdhQnpDqszaJ0fcGiJM1uO8v31oX+13es6Vd9/MpZVWr8O/6zqtt4jPwZiYt8cEpJGxsORNB0JwwQi2pTXnHaxsO3mrD4DMM1rX3b3vwM8GEhSgOIpdLso3O54/rv9+eD9yNX+Pc9BWClF2c2wbWDbe3Xi13otT+7nc5bsehLqmDl7lssWSfIRVwCr4KCDKywC5gqA7JgcYx689Kfu5g7+3Jr7K35v2/U8HwugR+D2svB+X/77qz5WAt5czoHlfryC5/eH0B2crU9Q5DAdqDlzfjTmuTr8l36NhgONUdkYE2weybPvGOvXDYtP/+b3Qf/uDE9ncrZP/4HTwO8fKkV+sno8ix6UQsiRHJQkIGekZKtlsggKzuA3FTmYFx4eHnAQNY0JOQwMngbbNEYiRtGEsNXqwDYvhmFQ9TsplObO52bfXBTEc79D0E7vNAWEKk9sKWHm0IpoSlpDRRlCjBxNgTINA2OtpGEkDSPDqKz4i5cvOcwLh+PC69dvqA+PrOuqrPe6Mk1FU7yagsvWPEyq9rmUyrJmUhQISha1qv1nogBl1ZSgnK1WwTbpUslF0zwylVWqNowNjZgGVS4bRoviW08pWUD0XqIJ1UQRa1KtxJSTMq56pcOqqZLVbIrg5AvmCfk+cr0/ONhzwZEUEzFoTVxrjSEllpQAUXZcYGlFU0b7Zt/5dES6QTIwqevb5dGXNbOuhWXV9F8HUQ4qnVJxReRqz96JEq/nusowMNvw/Pd7u6cEo87xaDXIISppE+LWHP79YyOZrg7bJ7bJLLtXbkRlv47mDHG7tmX71/xAD0+/R1Rae81e32d9B0thsWa7aVAQm23/1MiUpuE7ueptS2orWndI07TWlJ71EtSnlouKu3hueMiBvGo6X4zezkPHfF9fXasV6GMNbkW0zq5BjZUxBAbRr2wkh7pSnjlj2TTW08znqgMVr3trqBJhbDD6uUKgxUBNRgYWjEgOlCTUZNGMKn3Nh4bWFLmSXdUvdcjpdqGTEq3/8vpvZgNsy9RBc3fNl67/vg93M9LAfy0fWC/2OdUo/da0QXJpKhJh8u2xqJR5sAhUKFrj5c6MREGGCEOEMWomdKq0wUGUrtsogGXzBFPadNI9DYlxmFjrzJpLJ6VrLmZfzOYE9bvzqo24c25GsiQ+/ugjPvroY0IYlOBaikVAVRTpuW+pKcMGbppHkTTFmu1J2DxqfXz3NquZ/X5OqlzZMvmwL/yhQ/zE2Hmq29Brguj58f0AUQ3t2WM/9FQaS8HaJjm46bUsrm1298ak+w/eQNW/qA+4MXhxB4JgXnNPEYspcnNzw83tPZ988imH44nD4dDFFHyy+hdgTk7txkrPcS1YcIWw7fc+aR2x753/519+OHjaS5vvwVTPvd8JS3gdldZGjf2z9jVWNkJXtVYPDw/EGLvE82iFqX6fpajjVWvlfFGWrKd2iDLBxWqzWq2kmNQBC6pkU0xHed+zR0GTSRazmzM2NcQYzyhhi6S09myc65U8+36TyjkzDIN2lrfGaw8PD/3vItJVAt0g6sIrJpturFFKECNBoIZAWZc+Q1Ma+OyzL3jz+lu+/eZrcmmsa2GIKlPdW9j4XDDr7cXwH5rfDjL9PoPVgXm+r9e2tBY7mEI2JZtat9SG/4phKGKM3N/fkyw1xhnJNdce1VnzSi4aKVyWheVyptbC8XCg1cI0DKzLzHEarHZm1Q7uY2IcVZ0N61EWRB2Odc0gC+lpJUQVSyglmROtazvVQimDSfHX3s5BawMDYxpIaSSGiXzIpBS5zBfevXvDulaWuRJioYRCGiKtht7Es9bKMAwcTzeM48Tf/3t/n9u7O37y09/jdDpxd/+Cj4aBYRwppVJK4xd/8QvevnvgV19/zfly4Q/+1h8gIfAXf/ELWmscTweSATJEo9fjoPc0HY4cp4kxBaII6zBQy8oSEjVn8nLR+sPLhbVULjlDSpAGxqDqneM0kZIqmKkd1mbXl7wSh8jddMs4jNzc3KgIwlqY5zPrDOsyW5RsJufVCoe1XlGC9t7xnlWlFJYl48ZDTORDVc2q9iFp0FKkxsggEIeB6Xggpcg0pi78k9eVdV149/CW8/mJ1RuML6vZBa07WGYttq27tJFStUZLVdqqRdxqZ5+1Htcai8vWXzDu64xa62t420euxXh6SvDu6M6kGg48rV3E0ipb7vba9wftm6fWF31b3ydCiFf1T/r33T6Fp5yDe6T6u3B1D9u1+fcfFpDqZKQIpWS+ffMtJReWee1qfLA5tsfDgWk60IAv/+qvaK1yc3vD3f0dNzcncl55+/Yd56czNRfm9cKcF6bjyDAmDodJ999hsHl96dkVoMqwrTXOT2eezmeens7c3Bw4HCbu7++Zpolpmmyf1IyFvKyUtcC8IiEShoGSM2VZaOcF5pWxCRISS1b1UxlM2n8albAKTgTq/l5yoZViPYF09x6akARuYiQFIaaJmgLDZHXMEohZa6SWBo/Dtj/lxcViTBa+RmoVFhILgQuR2oS1mlCZI/bg6bZ27MhWovmP1WqH65Z62rNSjRvxT3C/RIKm5lVVi7CItvcF1DpQKdAyDEXV9+5rZGrCNC+kpRAXA4AZu68KUQjjQJtG2s0IxxE5DRxPA3EKtKQgRWPgjWyX2IKurWGaGJParsMwMg0Hai6s82IgsHFZLuRcuCwrDatdD4EYR2JMHE5H1nXmF7/4c759/S3/73/4D3n58iPu7u/51/7r/zo//vFP+MM//Dscjycus/ZHPRwPpvQcKLWw5EzD6vGJRHYEdLbIu3Zl6IeT2uu6XmVT7TUAPkQO+c97n/oalOlDLZbOWLJeh/qs33MQ1YE/2828f3NwZTg7gPrQd7l6detRjb/+9Qgb0u2f1ZmGbbU4k+xGZxw3R3tzXsPVw95HL/YP9XmUZw94/HXODHl8wt/nE+dDQGofddpHUK7u+RlY+y607kBj//NeQn0vTgH0Xkp+DgdQ++cbgytIqeSmgKpeiTJjOm7ODtSre+gAkK0+A2M2jLrvz6Ab72dj77fq1/08wrQHmftas310z7+26NMu5cXHFOweVZUvxEhrtTO8h+ORy+Ws6ZRdhZAr49wn6PN/7ueQf7EnED6Qgteve/er6xfsvn+AS3tmkH5Ih0fcgkUFFYxqVFXtkaU/1k1tstfv0Dq7KtYDozWBJNYDJtl612i1R/1oQhoSpVZCNAe9FLK3F1Ao19VGgc3O+L87M2frJkWmaaS1yjwMtJrJYuui4IUClKLO0+VyodbG3f1LFZR4+ZKbuztu7++ZxpE0DBrZSYmUlK6+vbvX9CtgWVaezjZHTZ2UpsXABwOXOa+moWJqcG3LX4/DoBvekI3JrjSCtmxA8+clJoiW8jzqtYTkqbtqA6r3S5PtWcaotRsFZdg1o8AVPbcov0eUApuokEdvpG5RbmnKvKsUde6kXs1N062D1niNKUJVyWjfMgQ62TSMWsNGyIRcLEKukbDcVU31fc7KKgmzkSCehgcYs2syXB0MhZ6q2KfNe1Gc1p9Z2L+337Hbz+uUGbFB69VwZqs97Vvnun62H75mtD1IeM9OdKJe9myxgSiPyvm5/ep35NcPC0Khe9IODCrBWjqAcjJORDpZp+OmCsMSAq9evuTlixc9Lf9yOWtqre9XxVNGt70piJjjLNs+1MGx+S6l2N629T3sPgNCw1oKrNmecSHERCJQc1EhhFKJFQaJSNR+ZWJgQ5qosI7NaR+Q1lRUoFk9vNbuVQYJJGCMgWQ1LlWEFUFMoQ/R7KAssEpjFViAQu1ZHmLNaUeECbVXRbSufm22SK8iDHtj+8FHiMvYNftnj1tfyeV6kx1/lxEYuOto9VLVIsMFqDAUUXXBhsmZV2KpBCvn6qIWgkaFktY91UEjcuI2MCVatMBCK90D0Lye7Yo8nXnNhcCipGE1+wSdXEop4ua8n8PTglsll6xpzPOFX339Fd++ec0nP/oMCYHPPv+xpaxqO5EhWjpv29S2PZoXWtywQNtSjp+T3s990w/5IB96zfOgxNXvnvl6mgm0ZRN970EUcCVd/aEIzPN//xdx3j7sAtrxAVLrKqxH6/12gp+3qSBCQ8Pm4zTx8tUrjjd3qrSXBlwuO1qxttcSOYIupfSfPVqzyUFGYgxXTJ8fXluU4nC1aT0HT8+d+/2YdfBi59/3vdlHmRxQeNodwLquHxx/f61HZ5Zl6fLmzz/LUxCSyZsfTkdCSETbHHpov0u9NPKqtSqr1WhpUzfbPNg1wDOwVZsJJ1xF/6pJeu6jM+FqrFpr/fr87+M4XkUV93229uIctVaWZd5SUw30dbASvS9EU5GUumpvH+sD8urlR9AaNzc3lHWl5cXUZKQbZdlJyDkgdALC52ZfQ9czWlMHTMQD6AXsWwT3WQS07d777NgA6A8TSG1jt4t8m7O91flUU2ZT93EcB2qNnJ8eWdeF8/mJaus4xoFxMHlvk6pvrRh0bcRB5/qxHYkp8e7tA61pcXitRZvlhgai76t1owW88raWpk5CLjTJQCKFwP3tDYcxkULl8fFMK4VlaSxrY0i68eZlYWVlviwcTzf8K//Kv8qLl6/40eefcziceHGvtVLDMJJL4fE8M44TQxr5W3/4LxFi5E/+5E959+6Bf/SP/jHDMPCz3/sZIQjzfGEYLJL65lu++upLTje3SBgoWUUhIpEkgThG0tAIcaLVQl1mSs4MlwtrWUnLrB3SQ+R4c8N0OHSwsCwrda1kF/np07pQrJA+xMA0DCwLGs0pmVytZ15UdVChmXOhzSmlNc2DzxnJc4/yeB1iKSstrx3kzPlCAx4f3hJj5PHdgWFIHI8HejNwX38xcDicVEV2XWmzKo+upj7qcu3ahF29Q7f/EhIpCsNkuVfikWNb81Y3VMFArmxy/L6W3W6YDer1rvrbDpCC7MiWds3Q2gdsDljQa9krwXYQtL++1q4A0bb/vL9fea3Yc8GkPUF4dU3fQfJ9X4+G9iTbO4jCtn/AthedTieGcVAVxFwZJ42y/oN/8K/z8Ucfc3d7w6+++iXffP1L3r19zWLRVhomX671SLStt6KTy9HmZ62N082Jly9fUKoK17x7+47Hp0fmy0VVRYdkr9UnPzOjtJwwpIHjQXuWtWUl5coB4ZBGWog8tgsLhVqNlZrVjtas/dkQSBIZYgSJSIzWxLkxICTgNiQSQhat+VuLCnQ1QxM5wCVUHkQjLguN1lQVtFZd67cyMEkghoklBJIEZmk8kFXIi4KjMnGd72Dkq7jvhznZFonuz9QP6cSJv8DJXAWSmyiN2F5CqYQmqkzXhNQChyqMVbgrMJaGzAWZC2PR0qZo67sNQdP3bkbqlFiOAUkgoinCcWcrSrW68KBpeXNee+1myepTuZCFguFGsnU9HlQ1+X4YQIS5rgiBIU3U0pjnBRDiELh/dcenP/qMP/njP+XLL7/ifLnw8cefcnt3zxc//ikhKhl2Iy/wKHMumXmZCTFqinpMRKtNq6hY0d6fcTvznMjXx/O+D7KPYj+PZrvfUkrp5EK3T1UzMErJPG9986HjewOigI4G+cCAwMbms7vhX2dKt0jUX+NF+8t47/96Ta0vEH2jBOn1BNPhuCnoQM+h/FB63f5Bfij0uK9d8onwHIU//8znv38OpvyzfFPan+f5ufaTdA+CPhQ18+M52PO/f1cUrNbaWebD4aj9omJUw5+tcW8rG4OGMu+tNVLOPdqn1M6OpfB6HgdRNgaaR/7hOoDnY7cHlc8jos+dEd8E9xE5xeVbhKd/788qQGikqMIDJSw0IIjVphxPLOHC2pSCau6Kt3Y9p91Y757tNTDws36YqXFXS55fqN8vm1bZr2N/foC8cHdgYopdIQ2EWtW57s/cGfruWFod0G4uqNO9Nd/doq0f6E8ixhAGoZXWnf99BNEjEZa6rjL/oqq/zdJEVcHTItVN/z4OkTwNnI4TsFJq1g27Voo9o5jUQX/x8iUvX77keDxppAQxQZTao0jBokHBGme/fPWKYZz4q7/8Cy6XC69fv2aaRm5ujjsyQdfamjMPj48YIcq8ZNYgBFOoqqumyFGgtaASw6JSt+7ESAg9atOarbHW8Lx5CQJV1TSDCDm7AI9nAkAyMZchajphivo88+UM7tw0E4Epmeo1I61B0NShWoqmTFlKnjusEk3B1AiUvT2tli5EVAB4nmfympnnReXaV7cXrvzqkSZTnJJojZ6D1SpuAjC9Cbmz276SXT7c50Wfdx6B2u0H1pXbxyk4QJPnJMpGurgNqMHBXrgCUcHaSrS2qbfuwZWZavu4D+9j2PX+OvLmh3i0BrVUsqkwxoh9j1cOoohJ7luKW22VcRg4mMR5jIFvv/2Gb7/5hq+//pa3bx+4nBdNEwube68RrG2sYowa9dnv+U7yNX3+IioeVUvT6JcEWtjtlz6jqiqG5qBkcLVIlJjiGtb8NhZ07QpQrI54UYEeETTaPARC1H5VfgxoLdRg6se1aXReSkXE6oSDaA+21qiDAoTSGi2jNgVVnIu5UoMwZCDAVAWisIREdrEX+9qelYIilWbf9t8u0dYN+rWH2frv90irdjsjKBjSIdTfpSYMBCbRrxFhKI0hN7A+VwmtvY+2b5SoGQgyRGoK1AiNoiJVi45zSFrDdMkrlUqJakvnVe3Qai0mqKpomkRsP6mmQK3ZBQ6mECiL3lSIpk8QMAEK3edCDEzHAze3N+RSeDo/sawLuaxMw2BtZVQNt1W158VI5tbibo55BBQVSNr7Gjt7ITtbB5vdep5BtAdT76/LTXBLJ6X7TZUtErWJnnzo+B6BqL8egPqQEf1tm9UPuZ1N6SMjhTWqEGLieHPHzc0NL168ZBgnk6XewMOHAJHfzzAMXXjBDaluStcCEP6gNUqk74khvnfnV2H8Zxvc/hqegwc/v39f17VPxH10amMcr6/r+UaoEZkFUBlpj2ztI1GtNcZx5HA48PLFS0JKlKY50tpdvWyKgyEwDgNBArc3N7RauczKvrWsKlvRGCTv26WKRAqykqkhljV3J2gPiGDL4d9HBv3Z7BsX+6LdR+taa6ZiuLvmlIgtUPbP35+Tn+dwpJaBbHUSg0SOtze8+vhjnh7e8aasUAut5Y1f2J1zD66ef7nJ2B7L+4A7mGJhCdZ3pTPd1723dMPlu48foF8TgnA4Tpaq1UyFr1Db8l4RaWuWtrAu7BUXo9W30cv6PJJZetf1EFXmvjR1MlqQnkjfBNactSfLDvx7c1fvkea1UFX1uMmrRkWCKcaFCELlMCWGFDgdRr59/Y7WHhBpGsGq6nJPh8TpeOL3f+/3efHqFYRoaWUVKqxFDDwNDIcj4+EAQQV5/vbf+TuUXPjqq694/fpbvv2j17x69Yp/49/4B7RWeXp8ByKM05GHxye+ff2a+7s7Tscjj5rQTyu69skqgzxYylGMI2GAcTp0r6ay9YiqPieBkDQKn1Iir5nL+YmSF2LCmgvfEm3cj+mAINze3jAOA2MMtFZ4+/VX2oB0viiQnVVxsS4LBE2JqQZ4y7qyLgtff/UVl4tGoUIIHKcjaRigNdIwbOnFVaNMuRRy00jc6j2WlpVaNSoBvhZDB9f6Zey829adrVcfTYUztLxkk0TfANc1rdEjQqJjovMU+ttE04mfk23dpruDa7avdrvjoDn1jIvWFOiva2ZdVhM36FcCbOf2+7/e0ysekXt+XDtQ37Gwv8fHmgvzvFIrpKQKj2m4zoIAWOaFvK5GIsLt7Q0v7u+5PR2pJfOP//P/jD/+4z/jn/zjP2WeF+Z54XQ3croZ1PU0EOv9xYIE0qR1ze4QNiMOzuez7XViRGUkr6vN5V2dNrqP0hptyRSpLFY/6rWzAUtPC5W0asTc5ztRI1rr5QKYmNI4kW4i45AYx9iJ6tgUbByCtmkoizYcDtb6RQbzSaaIJKipUYZGHpoVDllqY66EMxolmwZSgTaNjCIwCWurLCUqOKtFhbNkk/1eaVRpZMzmW6rvlrWxK9RxANUcfaEAoKrdT6J7TqqbUz8QmAgcQ+QUBqYqDEBcF2TOhLWqSqERNWkQWgyEKdHGRDsOlCTMCZaysK4rc54ZCAxJ1T8veaHQkFFVqc8WtVzmRfeUoXK0ZuzN+lQFdH2lQf2m090JRMiP9cpvCkmVHM/zhbUsQOXTTz/ixYt7Xr95x2V5Yi4Xclu5P2hrnzWrGm6t2uzeW4wMfWAFsVKVZuPXrG7eo+VbPf61Tdj713vw9Lx8Zv/6/rtgMbAGNBN7qUVbEvw6BMX3CkTJe6yt81F7znv7p/QXtL0hFnnvfY2rD/lrOn32CZ1J0/M5QRej9lo5HA9Mh4OJPcT+3ucRqH1fJv++5T1vgGVvUN3Zb63tpMNNFpfNsX3+kL8rtOlpalvR7zUAclbsecToOVP2fBL6te7PtX9tSknVx3YRNWduQftisC7WSFgNbzPAJdFUFRs0ab0mSnO9LfrVmvkhWypily4WdvcXYBj6/X2IpXjObDiI8ro3HzcHgh6B0rHdgUro975/Hr1fVWt4zUhIA1IM2MTE4XijY8Bu7onP6F0BrDtC7Ob687lg0SS/HvEaEBGVWW0Qqsm7ysbAWdIhiLNC78+p/cb/QzvU2dsK4fW5btEEJyCQxjBEWk2sywVXofR88WZOoTujCJoEFqLmywftS9KXa9uf31onlLbVAnaG03ujya7XFPSoSQ2IGDmRC4jWU0UR4jRwOozk9UA2tm+dC7UJh+nI8Xiy+hnpKr5+TrdvDRUSKNU9MY1SgfDZZ58xjAN/9Ed/BAhf/vKXHA4Tp+OhT9fL+czlclaQEQLNeiUV9VJo1RS+CESJatOsQTBWhO0OWrX+a/toCmJCNdZvyqPOHfiHwDiNJBOkGceRIem/WxVtoC2WSgsszzbibJu7CBbB1hTqYWhgUcfxcPj/sffnwdZt210Y9htzztXsfc75mts37z1JSDJCSBYSIKOQOC5sB+ECgx0nESEJ2DhUUqRwWsoKSWGq4tixU8QkMSQUJqQIQcSYOAomJnSVVEV0olH/niyh1+q9237dOWfvvdacc+SPMcacc+1zvu/e7+ne+5373hq3zv3O2Xs1c8015+jHb0jkK/RwTgrWc2akKHUGMSZEiIc8qsc2F6RWkQG1xYBrZJnUO7Hu+xLV55q6KzLmCIgIDU8GSk8sVhc5EcBc++jZugeuZgwsovVFoHKBqDZFvALyEEKwcVmElhbXLEoStXyqCmPW55P75sXn7e/v6dS5gWROU3OyzfNU5saci872ubL7rmkqSgCm6YD9bo/PffaL+MpX3sJhLyAAm7FDcCiRq3ykOwAoxjO0+lNklzg7Q/AAgvaYMicOq7JrGhkJxHdmIGlKXSN/StKmeDClfUsggA0MQmDN2YmxRAT0qjx7FkhziYrlAmcdnciimCISZ41iO4HcJzFMvJNfrD0AjRkEh7w7SAPzOUmD5ssJLgWEPoB7h945OLD2nia45FSBlh5UTAzvJDov5kFWhGbWZ1e+z4Dl/NlKJqprW+oqWZEGJaok+9whwGOEx+g8Ni6go4wABqcExAivzxe8GrneAd6BvD68QphnykicMKeIXlMWDbgsJkFtdF5KArLuQ2kfU7OHBEwpIs9J/TkEF7ygsCYBk/HBy9qKdr8ZmQWy4nDY4f7DexpDJKQckTLj8vICl5cXeOmlV9B3PaZZU+Uz4DwDFhjwAcy1pryyB4XE59qO4XH6cpv9ZMe1oGfAska/PSZRampRta7Oskneg9fcGCNK1ZkCI1mEAR0riaiegJJoaopmvV773Mf20/V+Lhx9qgKhKLCicGQVYkM/YBhHnJ6eYbvdCvyuC+Xq1kNAxlxfZpsK1tZCtdEmY6xm9Nh3AIpBYsghxwuizKcKxTY6sd/vMc8zxiL8lzVXbfpam55m124ja62hl3MWQ6i8jqqEdl2ngBv9ot7KoFoB4NH5owL32q5YYcwB3kmWbM6kCqQoSUHTfUiNKO89ekUUEoSrLEqvvocQOgRF9prV2wbUVDwTZCVVsPnOnsHmx/KKpaalepVDqDnu3hGIwjWbWZmAKoWh65G9AyLDdwNOb93GPE3I1vQZppAAyLV+0FbsdZt8sb7VEDKlyZQvgRG2915PJEgD4VJIfg3Z+//4GlKN4U+SDtdGcEXp8fBMiLEHwDi/EKEknjopsM2kfSzMUFdFiJ0Dw4t3E+J5YzXsTUhkZnCU/OuaAWLviopS5Z1HcB4zpJccxyhNL12nRtUERgYoI/QDxnEAckJwwMX+gP0043LHyIlwenoLt2/dKXU7SYEdQL7U1RhSXEwZPiawBxwLqIT3Ht/8Ld+MO+/cwY/+vb+Ph48e4fTnTvDyyy/h2779l2PIG2xOTnB5fo6Li3Ote1RewUDKhJwJYFO7Ath5dN0I8gTfEcAzcj6AFerZBKj3mjrpZa4Ph0nS7zTq5L14MFNK8MEV5ClBM3Ta/BNAJmy2W+Q5YK+1UUSVf+WkqGEQ+WNpwH0/wPsOFAKcdxjHjSKRDrqiZM6mmDBNCfMcpTEo6v43DZngyxqi4tWmpUNbBZ9Et2rPRBEx0qR9IfOqdYMS1TxSPIx3mwxq9/DVqFBDYvk046uKiQK+IaVOIqekSp8ZvMA11yUb6sIZZ3tzaWgdD+WrR9t9VuScw2Yz4nA4oDZerh5zABj6Hr7viuOk73tp1u7EaLg8P8e7797Dj//4z+D+/Ye4vJxwetLj9q0Bc57F2MhiSFk/KEDlUnf1PYiDMKLvB4xjKDrBrGiQ2RhXy5kkbC1yh5KgBfsgfQuhaaxgjCGAQeh9X4y65BJcTEVg9c6jJ4Jnhte0QHFsCZ+cnDo45oPufwi6bQ6GuC1GFBHgPCg4eBaQmjxncJqA/QSFrQD6gN450OAxcofsxFBzrDBduh4zCNkxZt2DewAJDrP1LdK6LHM+mZMSsF2MCgQBiRRvILVKvdWxO6CDx0AeG99h6wI8JTiOgsY5zQjkEILsc3IOCA7sSRrp9g7ckzjPKCFyFHTGEDB4Qha8BnmXnBCC0yibOPb6EGqTY5KMiPlwQJxnTR938J3A5B/iBOcduqFDShmH6RJznDHNe2m74Bjnlw+R3kw4O7uNcdxiihPmmHD/wT3cfnAbw9Bjs9nC7Wfl57K0usTa+0+NOeO7VdG/4uw+zqZq1/R1BlIbibquvEVag2RNq4bWCFqd7VVnzzHdGCOq5ZdFUJS/dYGXzQwUZCj7pJ3I9jdufi+uksdPSP2WqhffvIJ6BKNGV0S5HlAEIEuHbevrBNQXfRz9aeHP28VgUQ7gqrVtgArBC1DFMdLd48iiIgAK+k8bCWsjVdYg10AkAAGUuO4ZWrIFa8zbxmTXsk0wDAN67iWC5wNGFYqzpRVGQcLKKTUw3JomEyVX3J6FG+Wk9hSrikdMSQo71egyGMzWMG2Le1vD096N3ctAM5gZXdeJd1u9i5eXl8UQq1E4h+AFwSs7Vxp8VsNY5s/5ACJpvkvOo+sGON8haZ8ou5b3VGCWq9NA65aO3r/4GVRhMycDbJ2Y4mTPXJZ242FuGNnjt0uZs48bCbNswvza2Z1VTNpvANQhELQZMyPNk6ytGMVIt/ol58o1pH4nlV4iVRfRuhXv4KzoWkaAlnOV3PBSC2Matb43taOLhzvPmOYDXCTEKHVP2+0W7Dx8N+PR+QVSyvDOlCXprTTNqUAQy0NIPdNuty9ewFtnZxiGQSLFzDg7PQM5h+/6Vd+Fd995Bz/zM5/GO+++g3EzYnuyxa2zU5D36AcBXHDOCQpdzki97O00q+bNBDiHCOFlaRa8X2JJ4eiGAb68p+U6k7RnIOQAgkS04zzjcDiIUeUcLOl1miYw115LIQMgD+c6+AB03Qgmj6QRs6yOGnJevfgOt+8on1Rvv9Q9AQdtxmhIi/McNfIE8Rw7gqNlvn4FXHDlrRsqlkk5xzWaww5S/G3TQGJQ2qqxfb1Y42WtN+uqcQ61f19n7LQRJbmfyDRuoldiDGkkyiewY5CmEkkUvh1Jq+yIx756j2X89p6J3iuN5uNlRpns3u/3CxnU/nQhgDljnieY6A1BAEtSSvj85z4rxtPFQ+Q04fSkQ9dBkTcZjhw6H9CHrq6pbIX1SxAQywyJMTbZMFUPmGOUFPqCMioKLplMUp7kXUDf9aoUi+xOKSEMA7yr52avqe6WzpuzRInF84CYp3KuReLCIHU0rIAPnfbvC+TALHU10stNHOrsCDR4iSDtgtzjoOnZB+0vGQ7gnYM7TLJWHWtNllP0BkLuCOwlXS0TQB6CDkgCrpIU/IBZEACJXampcup6NI7tWFIcN5zgGYISCJEVgRx68hiI0IEUsS9XyHflHdD6JnYAOyBXC03mCuJIppzROYcudGXNWa+jlLIYUSmLoyNojzvnEZxD552AWU0spSrOASROtt3Dh2AC+o04qK2+M8YZXdfj5PREHNTe4+LyHA/Pz3FxISiwn/nMp/HwwQO89toncPfu8zg5PROZlmW9us6rfi+8IXMWYBQnjZotdbit1W/rT1uDqt1rx78fG17OuZptlZLUnys/jjEixVTqOmuG2fV0I4yolh3W53/8xADV07Uwioj0YjZx9Q6WlFTPue7u1YAq17UJ52okgaggWQ3jiL7kG5sCVo2o1gNYUoSUzIgSQIoKvND2jFiiHwHzPCHGGacn3cJYeVLhXJuu55wrRlSncMNtM1xjola7ZNRGq+waxwaeRXjaaFobrbKxWFrcsNmUaBVAiCyG06z1CfM8q1YvDLooriX1oQF+yBBmay/e5jKlAlMtzTrbHlfLZ2s9F20qovUJOhwOpV5su92i73tsNpuCFtj2jRIDVWu0nNOam6j1EBp51NSazgdtzncAkUfoB6kRy8YozQPvBA3JDBsCLNXOfGFLhlIS+YqlZM7wylxQzlV1prrCn+xv+FgTMzfNS3WOURWJ6i1WAzx49F0PMGOnsMKyFnItdDYjTBn+nOeSZ69t3+HRL4yonHIxdtUCA4DSZLmilqFEJcq7gazdvneY5oS0m0EE+NnDh14i3cEjTBEh7DHN0nct+E5rHAP4EEEOCN1QjIYpRuz3e1FgANy9exfjZoOL8wskACcnpzg5OcX3fM934zOf+Qz+0l/6T/DW2y/i9u3beOXVl7HdbuCcxzBuFO7dQTKBGJyktslqJWY1piIglmYUqHOHhGHopF5MnQQpKp/KooiV2tEOJRpuoB7bzUb6ealyeDhIn6gURRCf9QMceTjfw2WH0CfABYBCSSP0iig1jGNBWAURdvs95hjx8NEFpnnG5eFCe/5MighoDSuhcMBeEJC5GubVMK6OizZlhYik9UGBInca1azyqqQe2zmNV6RIuWPnypGjrsin5jtrbm4y1gwpp02PUURY47xjQnRS/5qdMA5x8i3rgJd7sO7F9qc6ea43lN6P0/CmEbOswf1+jxAChmEon9csBWlqa85Meb8M56QW6rOf/SwePnyEy4uHICKcnQZRLmMs0NOd9oaajzJJTAE1lOA2tbCmdKrM1BrAoe+LEzHnLD2E2PoMmmPPo+sUvRai/Mc5ohtGBO9Kdk5xMKozBTmL7aNO0zhP2kstFuCd3ImzweRc5zw8OfTqeIiZNcUug70XI2oMcAHwfQBiQgdJbXOHhDyrc9AB7oLFiPIM13uEzouxEgg8eHDw8GpMBQayA2YnmQeCLygRNzGUVPaqbeO4+R0OjhljTghMGHXenHPw5KR+CQ4dBBzDlPqUEqjrJIUvUDGispdxg6QmUuQE4HKGy4zgPHo1kFOqfY6QJXom6c9ipDhFku28Rx8CJkV+lhpViVwlTnjw6AFSztimLZiAaYpiYKSMzXaD23duqY4GPHj3AR4+vNCYhcOnP/1TePONr+DbfsV3YI4R33iyVeexOB69F0dLAf0CSh8pp42foZ/bGm4DDE/iA1cj3I1jqNFbY4qYpr0YS+QQ5yROsJIh5p+oBt0II6ql9/JqX5cWcOVPXh7bKpj1M6B48a/x4IlSJd43ckGYQ8oFMvv09BSnp2foO0nxkGiCB/lQmiG2EQ0AV/62SFAb6bAXbszL/m1THQDxogPV+LHna2HL23sCKCl1UZWkaZrKOa2x097XrmFKhKUCtvVMzjmcnZ1pU7+pjMWAI9pIV7sRkqbvWZqK1ERlxKkaUQQq4WXnBGCClanHGBUdS4rNmRiTKrgxShqfGYqAhKyjGnkmGGxsTtMnbB7MMDIoejum05oq+87Ot+bCqXSgTzqfXIEk+gGh6wVeNFf4bEvPk0bKHfpxRD9usNluEee9wFMTg6Cd4G1tQnK1ZY50Nbs24lSVNDMsAfVOiiVV1zrZIW3tmysprNftvY9vKp+QIe1Jg9OEWb1PZU/IUcihGqnM4kHz3qHrO2kYOx+QIiE6FapUU2UQqCBWAfK7cwI8kjNjnpI2tc1wzqKKVFJgGAzvRFHJKSJGVtAPRj/08I7gXETwThtsduiHHuTEi9zlHsweXXDoPErq2zBuMIwjLg8RmYHLiwuEvlfDp8PJ6alEcOYJO/Wey/08Li4v4Yjw3HPP4VOf+hS+93v/CTx4eB8/8iM/gtdffw3vvvsOXn/9dbz6yisahY5FGUpJUyhIvLxZIa1lP85S35Wlh9IcpU1kFzoVthqhUIvSQaPfiUtUw4qRLy4ucHFxge0wou+7EtHe7fbgnHBwe+kTpYYrdSO6HujMIcRclJBDAvZxwuW9h1LnpLUnMWrtiOuAEBCog2OGt3YdQPEYm3OvRMt177E2mhHUMSoZ6mJAWRRIgSfYXIF6TQUxIrHQCsJeWafMMr8mA5hrWxxTThujrTlZoqmlHkZlYmRVcK+2xsgQZcR6z8jllj0RK1m0X67MLPNg/k/zJzzJw/xxo8wZMSecnp2WCI2VCsxxQpwjnHclxV/ksEcXAm7fug2Asbu4RN/tpQGtd9huRswqp1gdOI5IUsCGDgTSOkbWFNjawiPOCYfDAefn5+j7HsMgDVQlguvReSkZAEd4F0AQ2SdOzhnECZHE8Tmz1CERSUQ79D188AABh3lCThnT4SBr1IByfND9mqqzUtF5I2VkYuwhAD0uSipciFmKJpM6OMkhOSA6h5RnHFwGJ4eQCD54GcsQwS4hTRGcgGECZgeEJPx68oIUmn1EcnJft+lBfQBteyA4pCBpfUTS2Ca5JidKHbiUpS7LJdl3Ljs4FoRCx8AWHh2ADYTfOWtJwFrPxVIPxsTgQEDvkHuH7B2iNixmB9l/FpmKEcwSuQ+ZMZDD2PXYjiMO0wyg1m3HfZbzNT10GAYMfY/TzRY5RmRFNu26Dl0vUSVDSJ7niJgTaL8DiJATw7uAk9MTLS2xXneShtt1rmRexDjj/PwRfuzH/j7efPMr2G636oS7JRlbjlUm1AwbysLPvfO1rRBqQMD2SKufAkt+cV30XXjV0ogiInnOmBA5IUNTIFN1djHzotnvMd0II0qzEyADLk5zLFzhVPNO3/N61yh7NT1GrWC985XsaqrRKPEYCEoSx9bACNhsNthut/BaFEcaavZdt2h6eB21qWIWaTpGEGkjRqbEL2qUsqLvtM94ZEQdw5VL/n6PaZqKAWWLEkBFljtCagJQIjKbzWZRG9Qi7Zn3zMZqhtdxpMvQfLKNLWUpIFXDImofrRgFhpNJiinJOXjdONI0NMMHmcPQi/dlt9+JQjxHhK5D12y0eT4gzbEYggAW825NDI/TGm3DWhqGzVU7t4bSlb2Gg5OmLYElSyAE8apr0bhLCRNPir4HWENSF3yBze/HEZxmTCkjEhWvExHVbaELtipXqqBoznbxRld9qPms8VwvDCll8MTawHHpCLju948f1aiTKczmDSNoAaoqeFIwr2exQOc7dgjeI3HGdJBUgJSq4ps1ImIFz4ATgak5+N45JC0Ath8JSDkAVSgxtE7Pd8hMRbEHoNFggLMpYB180Gbf6lULQZpZBoURdk6KzLtelB3nPVIShYpB6IexnL+fDphm4RUHdaB0oSuOk7t3b+Gll17CL/+2b8OnP/0z+JEf+f/h0fkjkANOTk7w+uuvY9LaQa9F8kl7POUS99O+QL4TYyBL42Krx+AIhCCGhAiyGpUT/2AC0YzqFuPi9Z+mCfNwwND12Gy38N4LqmdM2PMBnhyGri/edK9KBMMiBxOmaca8nzDNEe/cf4TDJL1yQALpTQoFTw7wgVBQpouzK6L2H4MoSlx7oFTx5tRp50q0qQh5Q++zfdouY/uDDZikhHcUrCRrpNoSG/UYMljfa3YG19o9WKQEgGBYE+DE0WAOKuv7Yk6jnA3NtGYoXB1wGySrUVh53nrU14ohxSwAI5vtRp4pcYnwxURgzgsnnaSyi7F0crIFWNL9pNcZ0AWPcehBBGQFXsgwI8XqqXyBiDZ+FJM4beIcsdvtcP7oXJtkM4YB6KiDIS6KEp3BXXX8gIGU92I4QKHFIe06QggIup9k5UEauMaI/X4HArDdbETncQ45J0SdBx8CvOotB46YkTDnHaac4HNGYOEdjhjgoMA+LE1lbRxZQkY5EzbewXcC/gUmpIPK+ZkRSSDmZ0c4OKm9mihBu/DBZYabsxp1kFpOMJJ0qSpAQQRLrRY4dcqkBpQEa502GfZM2MIhEGGrNckOrtQFWXqj8EUGB4A7SSvMnpCC7n1Hogd5c0hJT0FKET4DPTkMXiJRMWXEpg47zgJdHnwvaZ9ainJycoJpv8c+RkmV7ELRdeY4i1xUPfJgYCgs8mgcR3itMc+aauxI2koYGE/KEfvDDv/o538elxeX+PZv/5UgAk5Pb2kkTddYTiggByyeW++cAi9VZ3XN8nGLlLzHkTl626yplqWYPWBw6yllxCQ6gXO+fH8to1S6EUaUkBo3C6ZpgvFJj/C093g6ymAQmxBx6IcRw2aDzfYE43arRpNHylpwqIsRYdnA1oyl60KQx0hx7e9t5KaNKmULhx+l1ElKSz3uWOk1cAlD6WujVmYgtIvVan/M8Hr48GG5lwnOtljvOMe+/b1tOFzGVIxBrT9yHmM/iAdb679MkY8xlhoo+26eJSx90nfwXiJiMUbsD1KMOk9TmUsHaRJoxp9FpOxZzs/Pyzw453Dr1i3M81yiazYv1xkO9kad8wiBsB1RULnEOqlMr0b8OgABOc5SHBoVLQ2Senh2dhvEGYfDJeBEKEE9zGgYudz/aO/YpmH5hSEIix6o/S/KOlRXAlsUa5nKZggU9vzXe5c/XsSARBSKoGmeuw1OayDAWRTHEVKcxUhWCOJxGCQy1WmxrhO0py4FuI4kpz5KJGHsNuAMHDYzHB2wv9yDYE3/nPT3gKGzyUjLUHQs5nVyGtWCc6DkwOybCHRt7FntOC4R1ukwCUiCGgM+mEJnQCykPZZ6zDHicrfDZhg1LVEuPE0CUvNrfs334PRsi6+88SVcnJ/jp37iJ8A5Yb+7wCc/+Sk8//zzCvvO2lRWE1BJEPSYCbOiQvnQC4oXR4h+QuKGKJDfjBQZOcuYstYQkCMMwwiowRBChxD28FQL3okYXegRAjBoOp9XcI6UM+bIuJz2ooCkJEbULA2KU4wIwxbd5gS1FYDuEpa3lPUDtggOK4oopyJ5rA6PSGtizOpqapIWGQul8awJ/6tGhR173Z4sfLb5ndjGer23tsoL2ytc9kiFN+eSumzOs7ZfVCsTFtdq5FK9L8FRU5f6hDHZc37cnDdd1+HFF15E14lhI06biDlKrfEwDDg7O8Pdu3fx8MEDTNMBXRfQdQFDFzDNM974ypvY7S5xenKKfuhxdnaCbudBnDFsNxg2G3TbAaGXetqYtbCKJUqYUsJud1AHofC6s9Oz4iBNiiiZk2Q3kEYD4zyjNEAmj64fiknunLR6IR8AH5Cd7QWJ8JNzCF2Hs9udOKdUKc05Aw4InVfEYSdOQnW0ZCb0fgNPwGkY0DPhdA+4mIFdAmXJvg19h3G7AQcHdoR5NyEeIqLLYMroNO0tOAIlwEXJ3vAzIzpG5xkHx3BOI0icMfYSzRs4wHHAlDISMQZIRCqpEyur4wIaTSIWkAwHwLHTRrqAZ2ALKul8AESes6bwseCRApI2mINDYo+DA2bK8EhwRAIG4SVFOHMurVEoR/TOY/Q98mHGBT/CQeszibM8v/ZEPDk9Qz8O2G62yCnhzTfeEHHCjNAF9N1pyaYhIgQfcHZ6Jgh/nQNnxjRFEAjzNMGPG4yammo7N3gvKX+Z0Q8bOPJ4++0v47C/xN/7u38Hr3/iE7h1dgt9N4BDj2k/43J3kFYJLsCz1lVqWp/pHkBN4au1fksU6WMeePz3cRRKt0dBowSROMOgxhp5Tee74UZUdZI/bqDLeFFxvi3+pnINOj7w+ku+5xesgpDVY0hECAYo0A/oul48vpa6l7l46xxXNLvWgLpO2B0bSO1nLSz48ffA1etYitlxmp+RfW+ft4tpUWOk31v+tkVnWoAIO8Y5VyI2x2HUVshfB0hhXng0HobOCxQxAZIvzbHCtyo6X9k8zPDNPfq+BzmHOUZwihpqZjUaFUgjS6SmNWrt2YxCCCXiNqkhdjw37b9t3r9z0meGsmRNZ1O29FlZvTZSN4diGLaQ5t4HDJsNDvsLzdW1+1skCdWTTMLAr6xpLpaUeLLK9aGRqqbComjadScqTylIbmTG6PH7/jjaU8ylB4UYlRZx40XjRVPKxWEhRpTlrbdRWjGiOm31Q5pvL9EJ8oQEBtiMeJQ0CNsKOWfpIWWTLslqrZ5bHfZU/zbFmrSOoJjUrIoMm3IuPyklUZbmiNQoSwuoa0vTIsnHt70RY4R3UrjNavh5H/DKK6/g0aMH+MTrr+Hzn/scPv/Zd/DGV76M09Mtnn/uObzw/PO678VQlf0uIPrOSd1MylmMT+/BLgDkYQZkWZFkb0RSTKdZWiE4QGHSva5XQk41VZPMmGSU6FHXj5CoX5AU4nhATPqcKWGOEYdpxjxHTJPUUp1qqqMZUSlbFFOjSm1OGjOArPeosETyviRiUHgKIGk6JskK4IJazQsjoizfo+V8vQHFXM9ZfMestU/1gGOjpb2kqMxZalgaQ+j4x5A+j72/1Xiysde/xcf0eMPo2DFXM0s+PuSdF6CXnAT5lAFBm9V63dBhGHqM44DLiyANpF1F5kPO2O/2mKcobVWGHptxAHFGijNOTrbYnJ6CNdUrTdLTDma0KPpd1FTylKRtyjgMBbxkboAdgDrP2ZrcamsVF3wxlEg8OfpTHX05Z01VFT7S95oRoo7QzFn8OmpAhU4azxOL4eWY4UMH8oTNuEXPDgNHABFzVpCrLBEd33XIilwXD1F7OwlaqdeWHl75gs+W0prhVI3JWeHU1aDpMtAzYQMPhwDHUXotgRUmnPT55XwHVCQ+1owR1t/ViOpBCCAFtDFQDAirsH9J+Z2TWqzoWABpzBD0qABIXGt6pRZKDB5kLn2+JOOnglN559H1PfpOALEOSfqEeSegW+PQo+867NUxJc4N0amYGCjZTQyLPhNhgWbcdUGzdGTN9FrT+ujhI+SU8MUvfl4yAnaXOjaHGGfEaYKG7ZBDALODgzXgxbVM7NiAui4idayPFiH6WBK0QKcGpPCzJ/OaG2FEAa2YaYma/9fPjsWFiBs79jqD60hILFzNj6NquAiiiYcLUgt1cnqGzXaLbhxV2EM9exmc5NwQdOFqCliLagegpIu1EZtl7uZVKMb2OIOqtsiT3Wuj4fIQwhXAg3EcS0ErUA0q8yjaNUpKgRZr2zVagAgbn3kfd7tdeS4zGtsaL3uOlmLSJrLOSz2QptOVyFg2QBACW8qjNrZJXQfOGdM8F42/jHeecXFxoQoYq4AakGOFrgRqTdo4jgBEsbV6MUtxMi9hrXHK5VyiCk9vhhbYPDiu+VciC1H77jClUmjEYO2dATjfI8PB54zN6RleeukVECecP3wAjgckFayyNK1f1mK5lr3AVOt4QKQ9Y1SpWqxxBiCCWvYOSQE7WwqQeB8Nnrt9x2Vd0nvtpZtHDIWvL2syl+kw1d1ACgCZm3EYAQYePrivNYniFRz7TpCOgm9cOSyIS17264yEnKWBIVjqlzhLQ13OGdNBQFS60AgOHZBFoHzQ1BJOmLPkqYuSIj2ipA+TNdaVdL6krV0kouFxebnDo/NzXO728P0I5wMCA6yQ9jFOsKatoQvotaFtSjMuLy+RYsTJVouDszg15sOM0+0Gv/ZXfw9eeuEuTsYOl7tLfPqnfxIcI9564w1853d+F55//nncf/gI0zTjMCct6L0QhM5xi+AJXU/SgDoGzIcD0jzpsRX1ymu60fbkVJpZsryreY61KBsMRx7d2CP42ih8nkXA33twjpQYsyLrGdCF9Z0CAEszHE56AITQ9yCvMM45Y1J+MDdKi/kUSPeP9aI59uyZMVGMpXKMU6O2NR6vSixSRaqVaQwu4DrHER9u2iKABchDDG0ulsxx1kI93JwF0gPGq+fWeqbZ8fY8VV6xRjC8pF6Zo5EZrb5DpDwRZsCZ7VgNsPbfVmZ+XMjG/fD8UZ1nZoS+x2YYsNmM8N7jsN8X8KgcA2ZM+MLnPg8A+OZv/lRRXLsuYDOOZb0fUsScEiJJ9sx+v0ecZ80u0dobVYqd9xg6cRJuNyfY7Xa4vLwsddLjILWVFGTPGMBUCCIb4D0yJ8w5S3QnZ3jO8NlLdD/V9K6+6xG8oGAyM3aHvWaZSKRtHAcx/IIX0CROChahKX5e1g9n4HCYwfsJ06Uo/kPfg7xD3HnMJIbQ4TBhnhPiNMPPCaeU0XlgDB6eGF0SR0eXPZIjzN7BYVZJ5+DBOPM9xjBiG6T/50UCImd0mpGUnDjErLVF+Y+0Obo6Bgia1gegy5LWH7J8kXUJJ0AcerbLCGDvwHBI3klfNi/vTZIZGFBE2ABJKe/6UXW7EW4YQaHDo90l9tOE3bSDm4HkARBj3u/QecLY9/AEcDzD7uIcDx7cR7hzFyfDFjMdkJgEXRZQIwqYc4Yjh81GatNvnZxh6AdsNhtt+nzAfrfD5cVO0VghvbrIofOEnGZ85tM/hfv33sHZyQleeeU1/GPf+m1gJgQHcIpyXteBvOALEDkkqiUFFvk2arO3nkR2nOm6reM8s/VwlTGLs9QXHTvn9MTr3xgjyoyjq6YULWXM446t7pPF2eW4I0/esWG2OI0svck8cIqSFwK6vscwDKW5ruX+st3paK6Poz3AMspkf7fHP+m8+nc1xkypbaNeZggdR0raaFgbAjXDyI5Z1F8dfX9sRLURMHuWto6rHX9LdfHXzeH03+vCsyZgWa+fiaSLubnZoc+loWyUOdRn0j479l6PPZwtgIfd34zg43dlEUIbq9SGiXdN4FJdeUuk4xPlgAAnChZab7NjkAtwzGB9f5vtFv0gjDwmM0hdEcBlsV2zvwkSsSiAhcc7q3iDq/sBakhVxax+mxtv8rF3+cmenRtKRYHl8hpQwnsq1BplEKxgL5onX4wbIkVgo9qHCJrGBapLE81aALS4vKaFpZiQvb8SYZATm0iTeSFzRuIsEUgYYIFFnhR8gS3aQSDN/7TIiqXteIXXJ4VO58yAU2eF9jJiiMIc4yx9WXQ1SU8XRk4RfRfw0osv4PL8Id58/i7mNybcv3+Je+++gxACvuVbvhU53SnG5jSJIpBTLk2FnZPUHumgEhHnCNbaAWSGQ7O/FBkMToATUpJeKfYM1l8naI2Yve+kqXq7/VR6OnGqtZ2SCy/v0uotndc+JpqCYxFwQ/EztE2r8bR36NQL3mw1e6Gom7Zx7GnNXI1Itd+XZXs9UbnKlY+5HlA+OY6kNzeEyUNeDFz5P5HlAy/3z8I4bKNTy+dor2dk51TDsO4Vk0Wt8bSIoH+MiJmLY7Gthw6dZT1kTNOh1JbZlF1cXCJ4h9t3zorMCd5LGpXOxfnuEnm/02a7BriSFcCgzpb1r/Teo/MBXQg4ECnaWtIIux1rsqaOn9DIWvkUiSENbclpmqKOnwHu2F6mOD91v8Sc4NlDQ/cCnJAbB5byVobUgVJkIMZSm06qo3EWRM9IjJkE5S0jaysQbZAroWph7yoYPanjwDkEOHgmeHV7dM6jdx6D1rlPSdL1cpZ0PqciwV6RRXoIrmlJonoQq90JnYbiZCk7psoiroaUbQJ2JKAhDtqwWH4cEboQ0HmPTddh6MWIon4ABY/9HGSONXuCtU1BSlEAvSAyaBwHHHY7xHkuDd8NJCQnTdmE1WIqJ3EKPhJqeQaUBxssuC2inNWh5aT+9+HDB+hChy//4i+iCx32n/wGBN8jeEnrhs1ncWTyQn+3dXjd79ftt+NjWj1OkFRr6qLJfuM9y5S/X4IRRUR/EsBvBvAmM3+HfvbvAvgtACYAPw/gX2bm+/rdDwL43RAj+/cx819+r3uUe72fY+jxR10rGOSDxfWPDaiFaDKthyVflcXpgLEfsNlucXJ2hu3ZmRhQLAWHAASNBlJ010afgKXRZAZH+zJbIIc2etUq9cf/WjoVgEW6oB1j0SdrCjvP4kmOMRaI8cel/rV1VeM4YqNQ5BZ5uc6gaKNORFTqn7wWrrdGkS3OAuSgaTF7jWZJ2lhthkp2DlBC2G3DYue9wBlDGvaSFq4Kc5aGvNMsIeMcIwYFlrAasDaK1taKmdfimGx+7blTSjjs9/DO4XS7Qd8FnJ1uEWPCYZoR51miUArNypD0ByJhziACZy/dJ5JACPddh+3Q4+LRQwzjBmmaECOjC4ALAnRiyofNOdcB6rw1ChwYbDDTLbMGA009Aqgx+lhBXBfbo67TD8sj/NHwnOL7w3EkzVJVrI7AVFNxpNhelbxpiwTmnDHFGWZcqZ6PrMACcT8jZcDnThQbFtAJzpKjP0+zGGhyhYWK7RShzXlJDZzmiAzCfr9DCA7BZeQswlEEkdM6LmuiTJqG53F+fg7vO0yHA1KM6MctiKX3kZn9SZWcEByo81LMTcB+f4k4z7hz6xYckexXYnjH2AwDPvHqq5h2l3j7zS+j7zxunW5x//4DvPP2m+i8xyuvvIpf+R3fibPtCQ47QRTrgwc5YJp3YHTwYZBnoA7OJ0Ed17lk7TETtT+MGIYa8SHxevvRowvSANRaE8QY8eDhQ+z3ezx6dCGNJZOKadI6HjXkzHDy+q4tA4GIsLvcIcUkNQOqEBa+LqsGtrGa/IJ2ZcPSJxV2SgxhO4rqv49bs/JPrUuy9XKFTPklM5p8uQST1qa0xkiz4K7qC6pwakGeIy482RSdlqy+UOo+W6cMqePxauq4GVx2PW7S2FuFxvjOIrL2S6SPgt/EGHH//n1cXu6EP6jMOj3ZSj8mAu7du4fLy0uMvaRVnWxGBB/w7rvvIAePW7dugaBImkGiSSnlAmeeUsTFfoe9tuPI2k6gKogoyGakNYatPO+6XqPCG0X5HEDk4EOvDoYsDbGHIA4LpzIzZulpFDwCEVwOEoEAsBmr7pCVr4Ik66MbO4wnowBoOI3wpgqEkg8iN+/vH4LmhOEyoWPpfxeCRzcOAg7BCVPOmDQLxAUZY+kxGRkxa5rfrKmJTALgEACA4OHRsQAdjH2PcRgwdB2cd5hmAmXNXAAXdFCG2oBOa6Ko7PCyl8vUK9CTmC/azkCvYSn+Fr0jOCtDVoeQcIiYGZ6ArvMY+x7PnZxh0w8422xEX2LGIRsgl9SBOeWNoe+Rwbjc70HMeHDvHs5OT/H6a6/DMeHRvfsCuLPbw5HD0G9wsdtjmicMEERXdAFgxnTYg2PGw0wFoGKaZ8zTLEAoW3vnDodpRk4MwCHGhOmww/17b+NnfurHcdhd4qUXXsJLL7yMV199XXAGhg12l3tM84xpErAjL2ldZS89yTF/nZ7c8hnjO9LTL2KeD5rhlEujanJSZ4jGkHsSvR8t6E8B+P6jz/4KgO9g5n8cwM8C+EEAIKJvB/ADAH6lnvNHiVoN7emp9eJ+VSc3DNyWuI4V5nFbOOPKd0uvX9DoQAjSO8QWf1FYFbaSNAT4uOjTcXTl+LPj846vUQdWDZKWDIzCfq67n123jV4dFwIfH2vGnR3bHtPe04ylY8F35Rkgnn0fQkm3sRfRzknxCthccFMPdZwDa+N0Em7uGkPJGqO2z3TdnB3XNh3Pg/1r9y/n2TyXsWJhtYuiZt52Q/kjlCQlIm3sqYqbGtGhk35kpnwsHvdorsB1PV45mK/5la8eUNdYvQ7z1cvVKacr6+YDoD+Fj5jnqFO9KHPtvBqyVc5Hc416rK2FWqunCnbj4c0Ke55iKhNqfEkM2/beOi5dTDUSRUhaQxS1J5Eh9i1AMlBfISDeQ+ekB8Y0icCLMaER+9VgA2A1YmAtlCatT9Q6JC71idK8MQTxjA99V6CZ+75TuPeId999G1/5ypfx4P59XF6cA2B4IkUbU6Q4VZ6tyFeQ+3Q/kCXGEI6XuiPxjFZHkhiP0nJhxm5/wG63x24nqb5zFGEp9o7sPefFWPJBr+MNEU8jfDmX9yfPnQDFGHTWs4U0nYca0VN+Kg8jouLddY2sKD9A4R1EUqdnC4YW+/NorRY//vJnsc7rigDIZJXKLZVdx3Kh8CS6CpZkaS/HMkTWYd0bnKvTwuahPee9ZGZb95CaaMkHRH8KHzK/YRgI05F8R03tnxTEyFD6RE6IwZhSwn63q8BQKWu2R8a032OaDovUfXOUMeeFvKRGMGVVuM0JYGUAbSoTUU1tKmsNdb1ZbzPjjTpHpS3JdfqMNHt1zT7TyACrIqs/HDMQM9I0I836zong+w6u60pvqAzlk9o4SXogCdIteQI8IXkgOUlrS0H/1c+ykwgTnAN5V6LYshcbVFwGXAZcFieCY3UmZHX0MpcI07HDnkl+rM+UJGCjzqUKWYv2ucUaOV4z8k66XtCPg5dYiPXQzFn5Uml3ktVQrbzWgLmC9hUb+gEE0rWjOk6S2tk4R4W71ydjicpZ+4ppmjTlWxyOFl01oCWxOYUbkcqDRw8f4P69e3jn7bdw7967ePToAfa7S8zzhJRmfQ7JHGrjzo/To9vv2/V+/NPqxpYKK8GG2rLG1unjdNhjes9IFDP/f4noG48++383f/4tAP+S/v5bAfwQMx8A/AIR/RyA7wXwN9/rPk+ir1ZJO17Iy2+4MZ7k75asloxUUIybDU7PzrDZbNH3oxYVR7gCtxiKUPGuNtU1q7eNGpV7HFnN1/3eCg/mJqUCy5fbKnAt/CNQa3/6vteeEMOiGLAdJyDz3fZ8ahszGux3rZGShXh+flHuRVRTvdpx2CK28Y2j5IEzCYMukJwxFobilCEbc5hwkD4XsfZAcMHDdY3hEQK22y3mFHGYZzx69Ajn5+fonDS4s3PbflfMjN1uV+bYe49xHEtdmdHx+zMhFFTgEUnPocvLXVEZQujQOQ/qepAPmJMUpV9cXIqHLIvXrgsdkAk5R1XCEvpxxNnZLRwuL3D5CCVCZ/Uh7VjK+2S+ZkVXT5lr3o8cLxGnhcICSxEjALVz+DHj+hAMqGfCc5itzsOMnspwzaA4THtNt4lSO+MAzgnTrJ73GOHUq+pY0PNSnJBTxDxJTdQh7dQg6ECQdDODlG4tA5trAhQwQrrMU2JM+4QIxjQfkLOXZoxNmirLLyg1bqQQ/aHD4eIc7vIS9+8/QD9scHb7DoxDOuek6SQypL1MAqeoAtjj/PIS4An7/Q5gWYM+OAzaULcLAr+c44Q0H5AOe9w+PcHZdoNf/MLn8Nmf/3nsLi/wwgsv4ju/87ux2WwBCtpIWhxTMc6qTGWApSbJB4fgCDHLfIOVPyivG8ZRnSsJ0+GARxfn2O8POOz3OL+81Ea7AkgzjAP6bgCFTpQm441dr2hQBE5Z+VosaY+Za8qfReaCAXlQKO8MqlxCHWycLKWNilIGANA+ZJSzOlkyWkklDhnU60JcLqz/oqgWJkOw4AjHsoWPPq/OqRqlKBHoogAvlYmoaVplPNSAYxTeURVq4Y9i5BtcsHd6bdc6MwEuqac699kavVd+0zq4Hu/WeXr6KPiNsc07d+4gZ6mhdeQwTbPW4ErDWWbG2a1buH3rFnpvqYwSBf6H/+AfwHuPs5MTPP/883jxhedx//59fOHzn8MuTtjNE5Jzku4VAnzQbBM1YkGaBq/ogMUo0trj0HWa3ivOCuuZZ+OXflQMyhMSJ0xpEgdOzOiC8EpvhhcMfEVqDE1sdr20MiBPGoFTXSNO2O13mKZ9A9gQ4DKBJgFq2Gw26EKHcbtFZsYhR0SS6A6FDkNwklKbM8JICAkAInLMOMzqYCUnxhDJPCUw9iljnxJ85+G7AOoCqFPQJ91VTg0ocappLSBJzV/xmjqJRjPVGqmseyuTpUUvd26GIvRp81pkad3gyIOz5Dl5i5KD9PcAT9JqJ2XG+W6PR48e4tGjhxhOtghDL44t7wRJdp4lghUChs1tMDP2uwschh7xcMBmGPDqy6/g4vwcF+cXGukLOOwP2O33SLo2TocRDgTvOjgQchKDaDpEWI12r060oNF7cQBE5Fm+PxkH5Mx4++23kaLI2hdeeBmvvfo6XnnlNbz44ou4fes5bDZb+HEjdVFZAINannacCXOsn9pnre7a6sumO86zwO/vLi8wjCP6YcCgzgRp4eBL1tnj6IOoifpXAPw5/f11CMMx+qJ+doWI6PcA+D2Ahtjsc/t/a+CUaJJQFVZH58iFm/Pb69RjlxNiBlVrctU7WQTGJtW8nZnFm+CPIk/tjzGoK2NoIhrlxTafGR0bUPa9c64oVu33RBXhzlIBzYCz71rj6bpIlj2vGRO2ENuxtXC2MVqPm6USflzXJF55ZbTeN8df9Zg6rapmaGPTxovrvIeznGjWuoTImKcZLuSj8YnnpY2eFTQt1E1p47HnPn6O90NXgEOSMFOWFwmAQClD/Gau9rwiVHQv5GZty/oOocN2u5VGpyGAiJcpGs26aF5iMaSKg4AapC5x6aGy86MXoH9zc1w7X9d5gD5i+iXznNu3TmHPX5SJYy9XeQ8iHFO2mgExqgTlUQtdrcGqrmn5TNeB/k6q+GeIMmlrTloGVSS+dnY5M7jAmquHUL2eEkkx5dcBpPVa3PIUfe9OULAYUjfw6NEjbLeniqIk4BatYmteTHPKyDGsIBgTHAHjIPDg8zwD2aFzHYa+x53bt3H+6CGmw0EiO05qxgiMe++8gxwT3n39HZydzbh1+zlRt8x50fXSn8T2nT0bJDVXYK2KhwvM0NRaaYkwHcTIOxwmHPbS6BOAeGsDIYRevN/at4q8K9FhUmUvWwNMNENght3e6d6zLViMHd0u5V9AeIA6g6oRVSBbUPJBrW+TfVf2s0WX5Awii1LWGoWyVhZjvgbynK85vrIH2J+mE5aomb5/l1kVxXqPuuZNUWEQ1chodezUm4qRrx5q1DVHZIiADK5th78m+M3QmYwJIMpFHkkBvjgIh2GUNL2+h3MOF5eXiLOCOsWEaZ7h5hkOQD/0ePjwAXa7S+QsEQhDna2GsKRgspOmqYDpFDI+i5Rz5prmrYasPkGVZ1n76FEGooDbWBqUncMpITsxUGDbVm7U9PoRGedYa1JiFHS2FBGTOGZlHRI6NcacC+JE8pKCOLNErXYpIjuJJnnt52myVjazRH4YDCm/Eh1IDBwHTlmMfAYSSUmG7xVQwwmoAxUDyfStVv6ZlBYnJCnyHunDszqyQChgGbHds9VnJntHFSF5b0BQvViacGsPQmUsKSfsDwftTyUO4MM0YTzdou97HNIMZEsVNh1BUrwzM6CRpN1uB86McRywv9wVnZWzIKcKQp3WhCqKslfIb/usOBqRkaK67tRZUoy5LLLM0jaJGSE4dXzt8ejhQxAI5+fneOXlPW7duoO7L76CfhMKT1iWhFSkTluf1+mcS/3Z5Fqdc3ne2kroOKouMsHhSSzol2REEdEfgDgC/szTnsvMfxzAHweA0Fn1oSy0I7W++WnOb1TvFhqaGqOrGl9cjpKP35sp27HeCyzkqM11+17Qng662UPX6SLzhXlRo3SklLQxXINmp8aJCVbXFOe1i+LYQDLjSAw5KZbe7XYlCmU9nfq+x8nJSYkYWYh/s9mU6EobuiwMPcYSgSGq0Ma73a4g+/V9X1AAAZT0AotM2c/hcChC1CJHVp/AzCXkG0KCVWMIcA2J0eSEgXrnSmoA5wzucgl1GxPIzJiTjH3Q6FbfD+oBcxiHAcwsBZTTLIpkruiI2+22zENbO9ZGoKqNUhWLnHN55147rlsEshSfM5Cy5HZTGADfoR838KErc3g47CV0Pu2LYQj1Hm42W7zy6qvY785xef4Q6bBDShG+czonV9dya5QXgwulDAO52UHteifId0vzylSrm0EfFM957ZWX2JD5TOGrP5ZGoHnRLOlrcZ4xtUhsyOpppIZDKWR/0taMOQKsBd6OFDoWGvXwGLoeM2apUUp6rhpNWVOgmLKilZkHX4W30zqEoYMlhuYMpMjabJdgKRghdOg6ET7zHPG5z30eh2nG69/wjYLkmSI8Ab4LKvg8wIyUJjBbdFm8pQ8ePMA0Ddi89AIyZ9x/9wHGoYO/fYa7t2/hu77zO/Hw3rv46XffxsnJGcZxxHO3byGeJXzxC5/DF77weQCEl15+Bb/2e38diIB5P2Nzeoo7zz2Ph+ePMD14oDU4GQyHLBqAzDFr1ZgDcpxx7/59HPZ7PHrwQHPdU2ly3PcDxnGLvh/gvC9pfEkVAqdNvIOvSrsZQAKioZYVi1eZufIf2PqwM7Ma11yvkQjI5NRD77TQX+rgGAxiBy2MRJtqtdx/KvDtzZsiwZZSpdIt133aOt2qQ6B1iehdinag8se5st0lfbQqFNJM2ET1dal3VvPLZU/J78ZVCClLTYro+tL01NCw5HIOOTu4VNd5cWo0z/VR8aQPit+cbgc2x5lr0op2u7021SW88vLLeOGF50VezhN+4Rf+ES7Oz3Hr9KTU6c3zjDfefAOPzh9if3khkW/vELJHyAI5np1AVovjRJypVsMrdb6G3ivpWoamB56RfHXYWh85gukCUVKb5yjLRXucEQBkBmuTcCaAgtM6QwCQnnKcE+ZpBpDBTtLNDnunUd8Zc5qQcoSHg4fHJgT0rgMPo9zPS0bEg8MlppxwPh8kejR2GMhj8BB0ZHXMJgAxR4ATwgAEFxA2W02pdIj7A3YPzzFPQGRgsx0wnpyg24xwfSf3I4YLAqVucrX2gQMYCaXDNqGkxQKGyuvBREhetNA5iyHmGCAmuFQ1U2IFolCnfOeCTq40ag/qeMucsdvtcdhdIseIeJiFH3LGS+MreP75u3jznbex389wDvCeYCnBzklricAB8zzjrbfewun2BLdPz3B5fglHTtrCZMZ2lKwrhZpGjrK++m7UthLSQyzGSbMzZN06R+iHQfSxrgN1PZKvJQ/OBwz9Cc5Oz/Dcndtw5PDowQP8ws//I9y/fx/f+q3fhldffQ2/9tf/k3hxsxEjvFnDJSMLHYQPoei4umcLz6gZWrama9+9bI5rle/eOwyDtC6yYAORIGE+id981UYUEf0uSDHmP82Vs30JwCebwz6hn73X1RZ/MZlacvRV89HSMmzFw/Xn6V5eqI6t876wg0aQlfQ8rdkRL5IZS65Y5c57lICFurZpcdWqeHvvocniOgbSaBZdERStR7z2btHCWvUoWQ4zERoDy/D8a40SUAEgzJBpI2Y5W2qawKOaEAQA73UTqcfKemDJd77k1tpnNo62hkryn70KYfWPsPVaSeZAXxjBBFFAHBFK5/Wj3PhiZC68ZtJ0WDp8i9LShYBJhcEwDJq6IMbr4XAo82Pjr7n3rRC3+oTqPXXkClypjWvx7qmqLayduZPOvykupnzZujYvNUMa4LmTE2w2WwzjFvs0Y04RvFir10cU20gjQdIG0P6UPWAbREv11QPIsDS/so2OfN+44t3+MOmD5TmNYnrkuTLFrbnxwrVT3DfFjUgwu5VgUSh51wsHDtUkTLKSG0/i2c0S6UqcRcBqzyiLbEGNgsrYKj8R7ypAEKVVXKCurCJiqKKm6Xac8fDBfWy2G0yHHYABZizmFAFIhJ1hqVmxXEv6ZKXiGPFOUnRcCOJhdB79OGJ7coqzs1vCi9SRFJzDZuiRMuP+vXdBRHjjK1/GyfYEp6e3gZwQ5wnIGV0I6t106IP0ppqToOOJ4hcx7XeifB12SEU5lEbVVullKUr9MMA5L7Fe1l5HhBLRJ5L1LsqkCFXbk2WPOAK4MbZg78S8o2W5iBebCYKMKEAC4jTzuk5ouc5sC8KS9o483my7kWqEpwC/VH5UjLDjNd38yFFUl1JZ5kfZFMZTy9+sRfVP2lPLv0Vhrc0qKy8VwypLoUjjWYZ6f+mjZC3X0gfKb5ilT9Mk4DPizZJ30XUdNqM02719+zbeeftt7PcHQbrLGRe7g6wXrRWCc5LGdbnD0Ethv8hPKvzapJSt3dabblkpAJBTEAhpQ7lFdcJZbRBAoOzQ9R1SjtjPU4HSd6q/ACgRLZAYSWwN2oDiFLQaF05SY0Mq75xzCBTg2SHAw8GhcwGeJO01MwuqH2dMHBGZS1sUU3olUiX3Fo8sC/AXKciOd0AfJHsAQNRaKXQenoAwdghjB9cHuM5XvCV16lKzZSw6AnUuVYeVsl+i8hJYr2H/2i6tqgQvWyJQ3YtMxgcYsL5JKtsn00+cAGwNXYALHnOM2O32uNjtAHWgSQo5YToc9HlEbzvsDxh7aXsTQsDQjxppJ5xsT8AinpA54zBP0uQYgpDaeS+OnK5D8g4pe5h0zInBOcFTKBE0rwGDrutwenqCzTgiaJaCOLAPOH/0EG+//SZAwMX5Q9y5exfdaA5BrSLT/n+5UbqtrKQFaVtsP+OphedaHTLggkc/DNL7VaPAAEp0SozQD9iIIqLvB/D7AfwXmfmy+eqHAfxfiegPA3gNwLcC+DtPd3FdWVWvU2oMJPW6FjEmrhAs1Tz9vfWWtY00qb1iq5Ba8FNywr0W94fQI3R9gbs1xKyuE6S7wzSrbpph0Cp251bZCeqJOk7Bs8hPCUcepfBZFMt7SY/ZT2KV9/1QG302tViHw2EBLgGgRILsHpb6Z8r/4SA52fv9vtzPeY9Oe0vFnOE1PdCrN6Drglrr3eIZx3HQ32VcJUzvXNEgpZ+NQgTXF4kElDkwgU+g0lPHPGuGPkhEGH01dq3XEylwRRcCxn7Azl0i54zNZlP6aTEzHj58CGYWpD+tsWiR9+IcG+Ev6SqmgHnvQeKilpSiKBHGoM8pxjMUIjUj5xmTNhu1lC+pQ5Fu6YLwVZWrfhwxnG5x6+7zOHv4CNN8QJomUWZMwSlG3dFWUgPOvs+cCqKYnVCdFTrTZN4uEUQZQNLC2arT8NHPh08fNM9hoGm02xRIgxuhZfeuqQOERkHNAo4gsk0NUP0uR6kn0l7c6p2kCuXjGOTFy4lIOMSIkDximhHIwys4Qs7KElmUcieQBAJx22lR8DDCPJEpZcxIEGhw0r51jBAIXZZ+HdMc8ZWvfBHMCRfnD8A4RT8M4MyIU4YPHl0XMFvhrQKneHKgQEg5Yo7A/rDHMPQ4O7sFIsbMGfABw+YEz73wIj7xyU/h3jtv4+L8HF0naFkvPncHc4z4ype+gHvvvIXNOOCll17Gd3zHdyGnCbtHD8EgjF1XDNC+C/COcDlPmDlK6sp+h3ffeQs5JTiI0XWy2aLrevT9UJ0Huq6DCUdTZvTaJlSlLYLWJhhwhPIfR/LeHLyuDS1y5yqIq6sCgPVo0x5JzATnQ3Eo2QosUZbqwisjy1bjxgBK1ArqhVUHCcsaMYxCX/b5442o6jxZYkq1KYQ1laWNsEIVmSZG1lxv6WyywzUDAxWJT+QAgznp82WwzokpU0B1IoCr0ri4Nj5c+sD5DTPmwwF747HaZ41AONlucfe5O3jp5Zfxyssv480338SDBw8UyY7w7r1zbUYtToLTkxGJGfcfPsLJyQlCPyBxNaBACnoFLnW6zgUwJzHqyWlGSQDBa3Pp2XRUkJdoSj8KoJHpUn7wOEwHXE4XRXY5HxCc1xQwiKGHDE9e3ntiRdbMpTargNI4AgVBn3M+oA8dnCN0akYNqYdjh5klXXE/HTDnhEtIHXQ3jhjGQRH+tA48sjbYludPJHqf6yQKyNsBGcAcI6ZImINE3zvXozvboN8O6AbRZcCiO1F0IBbEU2KWZn2No8N2r/p6RTcwQ6ouKBC0PQOzpv6pI6c42hojqkk7m1OU89VAcN4hImM/RSl3GDps797B3Tu3QeRwsdvjnfv38eDRI/SbASEMCL5D4ozzR4/gQsDZ2S3kOeEwH7AZNmAG+n7E6RkX8KBbd24jdB12k/QPe/OdS4F4pwHBSa+prPpVzrlk91gWT84ZnhVpGgL+Mw6C9vzi88+rkx1S89p5pPmAhw/u4bOfTXjr7TfxXb/6V+POc3dwu1eHN5LoITkjk5RxmB4v902LIELZe2Akzb9B41jOWr/WDQO6YcDJ6Sk2m03xMU9Fx17Wwh/T+4E4/7MA/ikALxDRFwH8QQhSzQDgr+iA/hYz/3eY+aeI6P8G4KchBuzvZbYqvCeTWL+NOGq5JF0FcS1egaIDUvm7zQEVCaeCrnElmCOBUSfIMqNyFs+FDx26YYNxe4LQDSAKKjil2I90Q4CB4FQRJpR0DylYbmpycpYoRG6EJ0lItM0Hh+akphQRug5910Ose+k4npMoDeQ8hmFoDDDGZClhDZiFRdGYuVlo6n1lBY7IWjdAJkSdIucoIhZUEGifhqTw396LgZTiDAuzBu/QlQhZU4vlPELXS241WIxSRdexNBvOFToYXFMegcqwWoFt9WEGKmHCwd5xW9HUBY9x6EE6l5ZCacea54+t+bDzJQ+4PP8cVQkwCFcxMOd5kvFqNkyGwWZqh3O15z05BTrP5Zm9rTvO0k8iBHCWAneAEROjH7e4/dzzuP/gHiI/wqxw5Z3VUixcZFcVDtJ16YHiTWZLV7K/j+bWyBFrJZfpNeZVs9t9sIbUR8VzmKxZsqq0yi+y7pOk8+B9k4bFXARFEA1bBS7XNEBVjqQgNSvEK2vkSVJ/qZM0Mj96uOzAXhh9zFEiR2Ys6X/EikDnuFGuzVCXFA3kDAfSXHMBtxBPKSFq2V3XEXIG4nTA7vIR3nrry3ieX8CnnvsmzDHicr8HXA+PTngABU3JUYcGSeQ4scOUkjiESHif1DE5wHUYT85w9/kXsbvcYbfbCQ8kTWdMCZuhg3PAW1/5RcTpgFtnZ7h1+y5efPkV4buhU4+sQ54nTCnh4uFDHPZ7XJyfI84znAuKzEeiyMEhpox8mJrceHnXPoRFqporrmDhtTklhbW3Qvxc99Wi5hWQXlzCA1rHHZWtpJ5OOJUXJKmc6lluDZTWNWGU1UACm+GkzhC2aDUVT7ZtP+FJUNmkhlTWmDZp8sPR/ZYytXoVLbJv9byZrS9PdbpUrllrW3PJFmj4M9mldY4cpLdZ67uBKdYE0FVoc3M2LupTP0Ar6qPgNwSgcx4nmw0YoqgmjYiIEc945513sd8f8Nbb7+DBo0eIDFDosDnRwnbS/nOuGrfsAuZMEFdC0Bo/wqjNe/f7gzj3ZjFaBcZc27MkacuQzRFQ6vPkfTkvdZRRe/9M2gTYMjDMieh9QIaiaoJRmhlliDFFBGQSIy1BHELqDnINp5NIFjBzUuh/iXTsowBYzDkjE2HsBjF8+kFS2qeImUVvynMUePWYQZkVtMaL/uYd9vq88xyRwOg2Q0GuY8+Y8iwmXIl8ZHG+W8Q9OhjioaCbqpPXOZCCZME5GOpuieoxqsNS9ySTZB9IOllq9ierI1Xrx0R4Q2SIvhfXYfCVp0yOcJFm9BQQQBhPzgDfFRTA/W5CYnG1BNdh7DfiOO5E97t/76Gm5iloV864vLyAcw67/aUY2fMBRIS4v4Tre6ALSDFq6YapSg7BD5g4ISeBlEciDEOPzgecDCOGrpfmzNqvK8cD9vOEGA8AZRymHfiC8TM/81N4+OghPvkN34TNdovtZqOZYZ20n+ic8jnRk8gBKUdwrEi6MUflX8JPQheKHeCyA3nRg71z6Loe5Lz0bMxZkW8TUr5qf7T0ftD5fvs1H/8HTzj+3wTwb77XdVsST0lhC7jCIctH1WPXWurV4LKFVgVbe16rMAKA1UQ4L8VrhsKUGegoIPQjhs0JTk5vo+838K4DswgXHyRKY5IrOF/uZWOzhpoFAS5lxHQVlns+TI2QVuGqEZC+k54FFkWa0gRyDrdvSyPWcRzBDFxcXGCeJ5yfX5TcZwPD2GwCuq4vKFWVkUoEapokl3TohwKFLEyh6d2gQnHKM8xFTgS9f8Y8TyIoxhHBO/RdKAaY11B76EXA7g4CJ9mrATjnDMqSrsDMpRkcAK3taFbEkWdVIHilc3foAjbjBpklvXCOMw5xlnedM/qugxctBHGetGlnXQ/mcZ/nGaHrMG42sLQo8Q4Dh0nyf81YvHNLUpbOzx+pkBdtNbMw2dlgpMkheGiNlyhfSfvKeF2HSXtouK5HzhGRJL1qjgnjyRle8B5f+vKXMeEdUMwIxOj60DwCq7dRFTFb/gQVU2Y4oWh8beJpOprbGgltDSjdTVS9nh+wDfWR8BwAAKECGMCeS5oCirNAHiwYdLYy7GlWxKNeagaCDxrJmNXDnrXJoYeARUkFDDnA9x7kPVzvwBnoTgImdmCfkRBxiBPIkaZKSP8SpzVJwXlJkzGjXLCS4F0Asrx3R1o8TAKQYPn1SSqbMfaCqnRxscPFowf4xS/+IwSfcec7vwPnF5d48PCB8LVBr09OHAM5AaTF6ZyQMmFKES53iCS8ZOYkIyKPk7O7ePGV13H/3j08evgA3kkxOccZnBJONwNiSvjS538BD959G8SM117/BG7fOsU4btB1HkEVwke7Pfa7He6/+w52l5fY78VRZAX4Ifjy/qao9RWqEJSIvzqGAFnPXemooEZUsw5IHUlO64GKY8lb2l9ZLShxKLL0t2Zx6d5ydtE2eqy8ZyHpbCOpt7VYSBDFzSKdBF83NqCw8FbLp3fPgggmEO1UHIm2by2lpR2t6OmyTrjBai4GkKZ1t2eVSJ6UcS4MKICRFQZebk1FdrdOUhlPEj6broL0HKcmf9D0keg4IIwh4PbpKWJOOD8XmH8ruI8x40u/+BXM84y333kLu92lpBZ1A063wmeSGjMpTurk9GDf45AJmT3Y1R6VJye3EILHfv825ln60BFp/a+TNMpZozsS3fAKBkAokOdBeqXNWu+yO+yKc9aRZtf4AO+C9NXhXAEk1BHs1dFx4EmiURFlP3k4jVgRwFJzYxFKMJC9fHcxa1YNpLTgdHsCHzz6vpdslN1UYLbt3kgZxIyTE0Ga6wapP7447Et9VwgOw+kGzimgTM7Y5z06eHWGa9mFE4fKMPTIQZ4zxog0i2wHSOYgdEVfSOYUVv4bsuh2oRhQQGQByODctFxwpM4dkf3MjND3msmgNdhF39liRsaUMw4eSPOEjWMMrsPJrTs4uQWcX1zgME1498E7SJwFgc6PONmcln21u7zEO2+/WxrzJm0HMz/Ygznj8vIcOUuat3PC9ymP4HHAPB2wu7wEswOzxzhKZBR5Qp4TYs4C6DMGDGHA2eZE+vilJC0ukLGfJlzu9ojTDqCEw3SJ/bTDj/7o38LP/uyn8V2/6ntw97nn8MlPfgrjuMHp6RmIBjjqldfkYkOkFDHPpsdXQBXLiOr6XvpuOeGBIcn6Da6m8WVOmJOsEcEP2D9xb38Q6HwfCC3BHvhaW+rqOUcH2Porxpb6+opkKSfKt675kFAMqJQzeucwaOjx5GSLYRzEm2mFaYwa/mZRXADAqafYIJIF5US+s3zN49Cg5bhb81mn8LdOGVYL7VpzfyVFYrcTprDb7dDCm1tdkhlShtZXUgo1xc5qrdB4Wss7gBhRsqDEC9UF89KI+n2YDiBw8cZbvVVOSVJYvIzX+bbPi6HLSbF98AHZZeQsymSwlA5Yvwn1iuaMCFn8fd+j6zpl+BKeT1rHZHOcNZLFOQuwg5M5toaZe+zLeBxRiZLNc0RKGfu9RJfIOXjqSqpgyhHzNCECuOwvtS+OB1FACFK8PscZPia4OS7qy3KWylfz6YpHWdapM2NH6wiAgEyETGqIhoBuGDCMW4R0gOMkUYjizZVZ43bNq0JkDQIJrMYTw0IvxTAyvYnq2AAUhaj9YbZ7fsAW1EdIWR0g9gRmfLKxn4VxCk2PbZXtZa4064msMLZMKFFn+YRKu+XMWdN1DNHMlEsqkdXMNSIie8GiTgAyF0UgxiiNkTVyaVGJnEXxNa9vcIS+90jZY39ISHnGm2+8gc24wf1774LJ4fT0FAypE3S+g3cBzB5cgjhiqTnvkFh7VbFG3nywVi1aF3WCcbNB3w/IqghJk2H1FCbZC9N0wBtf+TKYGduTE9y5cxfPPfc8kgLgiPMnglMq4DlivPoFz5JnFmOiUwG4NKKoGFxx2mvvJ2uQTGUtiCMnQdS2KmcsZbq+f8ibIfPyNJDfZl5pDW1rPNHRv3JmJWZWx4pFl9qoWl2vJU03Sw2XwYKzGvsyF2p4kRk4uRxTn61Jozta06ZotWM7rouylGXAlVTDx/GFZZrlch7r77j2/KW8/3AMqg+LnK8AR8SWuSIBmxgjzh89wmGeMGukxIWmdkej5QZqk+ZJwJO6Hs4zem2u7ak6blmdn4SmFhtqIGVLEJU1bY7TunaFUpKsC2vpIIatFOcXYtQ2ACmXdJ4SRVRER1G1HBA60dO8XCcolDg5QuaEzE7HyDjEWTJTOBfMFIaiBTMjkkOOERyTwpYrQEmgkpKWcgZiBDlx8kotJKEbelmz3mGKE+L+AE9StzPGXlInUeUhHDSyLwhzTBq9AmQ/sBhuouLU+Sn9stj6SlFpnwMDqGiFrZIEn4Tpes22gZdol3NiMCd9nilHeHJS/xWBGQlebzJrWwLnPDgLbP08x9KShpkxHaQdhLGpzThg7EdEbUS7HXsQ9WJE5iztW1LCbneJGBneeTA7ZDhBsD1MkPYdPfo+oA8B47DB0HcaZ2gzgbwAoEUBFolpRuhHON9hf9gh3U/4iZ/4h9hstvjc5z6Ls7MzfOM3fhPu3L6LT37qGySdNARMs6A8WkYW6T7wisLaKSDaMPTFMZSy1JR63yEUEBUHZslC4iT6clsScx3dGCMKOLKb6HFfHFlXzZ+kG+T4muV3cd8WwVFSE1RQSFqZCCsisVrHcayofF0oY2NIUaShQJkyK6ncFX0nWmqYGklWs7RIUeNlbZQxtBbpzc6pMOWSiid9a0TRsHOMadrvbZ+okgKnz8xqSAFViSuTylDACekZNU0HcC8GmTkqMUkUzWvqUtSGnIf9XtJyNLolaU+ilLmSWkPVC8aSGiiQzh6LN8Rc0gVM+guGf60j288TZmbsD3tFGBxKKD+mhBhnDKHT3glRPBaaa+ydjKfrOoDEI5qTIJNJQ2AP6QkozQEpUml4uOsv0fcdTtXjNWwGETiTEyPK+SZErkIq5+LRJTLFGpKdBUXncQBRQDKlOohBGvoB/TCCpiw9NBp5RjCGXteW1fZKBCPrS1uGkBjLXWVGVPVK1nXaKkgfZwPKDMDW4BS99aqSZ8qrgY2IHVqL7+169RpiSGWy+ZLPiaXmyhGr57EKUQ3aAmosOS/1BMVtybofyOqyoDWB6gxhg1JnMGoPGK+RR6fCuO/EiPIeyCninbffwsnJCR48uI/N9hQnp7dweTjg8nKPcfQIXpQFyewyjxEVgImkKaveVSOKAHT9gM12i2EY0fW91PJlA2zIpX6C1Ih65+03wJwxbjaYDgcE57HT5qL2foZhQBdCqWcsue3ZDAOZ75QzQqi95IS/yvF9L7VWFykichSlCgorrC+wpqUpiA3nch+pSa21CUQNL7efRhl13klRtyGJHBlRBZkVVWGz581cMwCuQ+G0m7KmBvtcFeHaXLKmkwIZKS2NFaDWIi1qoagxCMsaNi6xTEKs5yyNrev+xdF5j6MaBadr//54mVCyvsZhgDED6Y9I6Jz1ZDzHYZpEJjmCD12Z91nriQ7TJPttnhE8A+QROga0Rpua9yhRdMl4kIiq6hJJ+HnUvj6tERVjRExmiAsEORNKyplkC/min9j6SjFJDWhmheK2XlHmbJbPJYqiJQPBwXl1asi2QMqkfaUImTKmadImr81EsmaqqM7EmkdGLFDghpDLOSGpopyZAS2ZAIQPBu1XxciYU8TF7hJDCOi8RN66rDWM1DgVNRXVwL28cyVzUZyhXIxGUTGppDG7ZBDmtS5f0egXPATQv2H1U9CSBjGgyHnNNBB+lZgx54gML5kkieESEFQ/TSxp6eTE+ZbV+XZxcVnec5wnTIe9KbM42W4wjgN2eQYzYTNK3f3Z6SnmecZhtwOniP1uJ45j30lbCDiNls4AOc1I6tF3UpPed4rAyVlwTByps0f0sxRnpDRj8Ft0Q4dp2mO3v8Rbb70N5xzuPvcc7ty5C4Dxyiuv4aWXXsaw2aALAzDPYuwr0mTohe9a1lU/1H/FgEogrcUvjdoVfIMBCVJkWdsGMPE4ulFGVBVFx2a5fq45/tecpL/TlbPNJJDPNQ3GelSUa+mqVo+dU4V6u91is91is9nA+656h4tH0ARMC4BwVcC0CHVm2LRCygwte1nLpoJYoMTpMHF+fg7rzwTUFIiCutOAVNj1DM2uhTRPCqAACBMCan0SSML+DELX9dKBWkP+yBK92W4GEEkH7JQq6l9Q48PmLCsaT3aMoNeYFBVvjpN6SDVCw9B0AUUUYl50mLbnKf1LiictF0jvopzoPKeUwBoNK5G44t0VZh9nmY8qJGSz5SmVXjdS59bDn8haGpTBlCbESeYyaVpda8QyO1WIucw32bplhrXnYI1U2HsnIvRDD3LA888/D+SER299GXF/WSJbsj/aFDwq69E1jLoqMzXiYj/VG0xFqWRZOFcUno+3AaUqZc5H+0q4hTkFbM7Euy5CXfK/63sxh4wx33r9Bm2Rs0Ybq+FlhlXlDQpWc0SZWY3sKrilPkXSTr0Xg56QgWRGQy7GHJjgnRoGkJqIzEDfT4iR8fa7j9CP7+Bzn/scXnzpFXzD7bsAixfaDGghi4hLrUJCRtzvkRg47HYIXSeRYRYLkhxhs93g1q0zXN69i3PKmPYOpFDxj84vkXJGF3r4rsNGEShjjHjw4AHAVBxRgLyH/X6vdR77BQ9te+E5dZwUzl6Miqhzrv1AvENHAd6Pi+OWBojwGsqk9VKyx81DvGhb0RgfLf/p+hE+dEVbcs0xAIpy05I9l1RPqhFHj9lzJHLHwYF8NXjatekIiLE6D2XOlv2C2ntfG2G1m2Gp0x6PuzXA2nl9v9Set5in5po18vfxogyU9FBKTqPHqpl4QQgLME+5ti/J0sidzAmaM5Km0Y3DKLUmXTAWJOslJUyToNNWhN2avr90nQEpRkxa58OZGwArA9ESfcGcsMd6hTl3wVbzK5D+YGDa7yGomV7Q9wzKPogOJocZoJI+Q2r60wWtTWaUNP95nosB2HUdhs22RpCVZ/Rdj+xzQZrzrjqkZU9xcThNMeIwa9TLZRyGCO8iKHh4cggmSx3Ds9OoRirOJdGXFCxL37O9C+IEq6MH171jOQOtc8zIshGqMts4EkwvIcacGFOaMM1TMYSnmUGR4bQXk9P6N3PYpZyl8e1FdY4iS0rhZiNAHZ98/RN4/vm72F2eI8YZDglE0rdqt9vh0aNHmFNGzBnOA6H3SNkBmXCYZsxT0iipL87yhIzEhJQAdoB3ABKB4qxRKAELGccRm5MNhnFb6jrP/Q4xJTx8+ACHwwE/9mM/hjfefAtd1+PlV1/DL/uWb8EwDOp4ELkaekFj9cF4szqxVCZKvwoDvZFUWXaAI63RcwFuIKmKxJMdPjfHiFosGDOYjj6/7jmOrKbjQyqrqIbU4sgjQ8qKBC3ntteNSopSQ3xVWTJvcuuUNrmxEO7ND1AFhqXzHXv62+OOBVGtb+qupO8tFIAjgdaGJu0YU1SSS8UDZTmlzgWQD9qFukfJYURWz66ExUXpkrlxakRZSDUnUewya+2TemxiFqVvitI7oiiwEjuvrybz4pmMwZpn2ObZiSq53DT63C3UezFkU9b0Ta5z0ximRKpQGcPVJqbeC3MlWEQMyFH6T7EixpAX1YY0d9yMKJk+uZ6pT9epGPWdy7fBS+3T6ckJ5v0tHO6/g3zYg61wcrGG66YXeFHzjKEo9lDGWg2pakCYYUekjV2N+VBVbuzfjy3xUnGu28v2axNddkDOVNAgM9cZK2vsyg3MY998YwY7qM43RLH2npr+Q3Z4VXfsnZKrL1EirEkin+LyLYqQvdhMCm6gYwreI4dO0gBzwvmjAx48vMBbb72FcXtS7rtoWqjjyRpFEpAcSfOVvlPiOLD2DZzEKdR1nUTyNxtMu0Fy/+dZ514VttBpX7tT9Joust/twfn+FYU+pVTTkKlG7NtGiZbu1yKVtnwvZ1HeQuHJYcEfC3w4lgq9g1NeIMhQQOXtbRq13dfGJ0iHXXFKLX1+771/rovkHEdl9NKoQqgaICWt2TnkLGu58sP3vH25j60DBq7I3HYsx+/saYyolrccX/fqvT5evMcUViIqwBpFiYU8kw9BanbVSbLb7YDGmAwA4MS4adP0vffm0kUBPUgMSlWnqNHS5Z4GSfnCHG1fcrnmwimgDoNWjha1x5Eih0o9pKSvybXmeYYjh64ToAvLIBH4cAYTqyHSoqaJ7mGZMQUoSvef8QFmhvcBwziWebbItfcBzjUtCmwdcZ13c1BErVV36vyJaiDk7OBKuEh1RwXTsDS93OylDBTFryR9G/iM1Rq2a6KRB1eMqFbfJdt3pofI/ERtlzLPc+lPRbOCakSpCQtdX5xujOqgTyVrAQURMISA7bjB3Tt38OILL2K/2yLGGWAxWjlGfZc9GDPmPIszyTswOWRyyDxhjhFd6BdAPsU5xYySm0kJlEQOpSwZUV0vDdsl7U4iqtMcgQl49EiitTFlzDHilVdfwzBKH6ngRT+1Gu/QD6p/6prKNZouxqjOO8TYr+A5uehAXteqyZHH0c0xogioS2y5gIxrc5mix1hN1zH39itTJBfniHLMulec9xjHLbbbLcZxLLVEwsyOr6veGCJ4W5yaViMRAiyMpjbtpI0gGcKeGUTGtOxvYxhA46UkB+8lxcWONYYn6QFTMTpM+TNq+zeZF4l0LJkzchRkkmme4UMHH1hyW/teix3F+HA6X4D0GzDvdfDSK8b7ABc6+JQ0TUByluTZpZeT5KVWvH9BommMSK5zTSRdxR27kh4nyr58HlzAxpqkQXLJ5ySpezb/KSWNqDlllIy0l0an0yw1UmiUIdt08zxhPkSkJLnWg4aJJV0HYM3t3e8P6ldL8CGgD0NRyAWefWksEwQ5DCRQnwBLAS4yYqyRTmYx8ELoMIyDhMIhqYHEuRpKus5JBZlhKxI1gsNYajGg2s1DxTvOjRIGLph8XzO0jD5wYRDHius8S7rBbrfDbneJFKOmdFTDp7ArsvnTqDYRskaRSNGuyLtiIJnjo+97ENf0VEPozDnBszoKHMGxQwiEmM1x4RWhDhUpMxkEt6ZxOMArRG8/DnAh4HSKcH7Co4tLXF5e4Gd/9meRmfDq658CO6cNt9HwDUspW64BM1DM45lzRo5RI88CE7vb7YEsgm64fRs5J2SIgd6PWwzjiNt3n4NzHs4LKiDBad1jKO+oRHs1Naf9MZ5W3oH+WCrtbrfTZoy2lhXwgGv2QasstgaR1WC1NVbt+rFMAqDye3nfHvuDpLZUA2TpKFsgzjVr7jrD4/hZ61irV19v0VwQV56rRqu4rJXWaD6ORJW1p9FMc6NdN+7rxvt+nS3H17Dxtt+X8b2vK94cyjnj/Py8IH5dXF4iJomAuODhu9DUJ8v8lnYhKuPbefTkEEInzs0uKIpY0nQmkbcSlcpqVPgCqABA+ieqmiXofXNxMBcnaxZFvHXqMjPmaSpZGp2XPk2OtLdgYiCbQ1IzUCDotd57DKM8i+8F0ZNIU/WRkTgpQIqO2QnC72bcSlRtK7VXApIhayPlhN3hAKsbNHCw4iO3FNXmPQCSdQJiRd4T9D6wNN2dUoafIwIT2LHwbdT0e+8NHAgwA0lADKQ+KWZtl8BSzwXmkolgAzMkQ4YKae2ZVaJShBKNKhEoeTmgeUZkAfk6zBMO00EM365D70UPmrL0GZNAEMF1HaB6QtElIW0Rhr7DOPQ4PTnBdrPBYX/Ag3v3pM0DZzhkdTw5jP2AF154ARf7HeL9B4pIiFKKkJEROUqvLgdMWjrx4Dyh9w50MiIEj34ImFPE/vKA3SRN7Lu+w9nt2xi3G4Suw8NH55JtERw2YUA/9ohzwsOHF3jr7TfxUz/545imA27duYNbt27j7OyOWAhECFFq8s3hYoBu4luXbAWQ1NBBwV0ylhF/Yve+eNjNMaIAVLMV1WXeWujvxTobiPTHXBnHc1EEmx4llnZXvDykhbLmgivOA3PGNJ4BArQu4QiBT+k4Ta8FnLgOkaitkVoKW0FJAflFimD5lmvkJsa4uH7roS1C2ZQPR+ZOAavHR1Zd0ldhjX65wmSzRXEqNKY9G5khAgZD+qUomwCACgTh6nMVT+cThDIYmHkuUOhEhF4NIwPnaA1IiS7VsVqDwMwAk9aPQD3aR4Lb0MnmSYEFokKS1vI4NeRk85q3OrIg97BXj5YzT0irvDfPBqmxgK4lZ94a8xxqdME5KjUZ+gKOPLdlVCDDQKbqnV6m5lxjFDUbpbD9Iy8Zjj77eNKxh7y+jzYKyIyyj2b9YWZ1ZNHSsdIYVOb8NK+iRUdJaxcKo1aQBsnj1yaFxVu2VNYrQ5drc7P+HZEiT7brq6Z0SaRW03pA6PqALsl6SnHGu/fu4f6DB7i8vEQ/btBvNsiZkFNSeF2ZozJXtoupAePgynuMZ2adO4neSeQaYGw2I5gJ48kphmHAyXarxobTRopaeK6RdTNWWiOmdQLZ/LcGkK13M7wsDQiwNBs1pppz2rTrNqLUKvStAVSN8Fo3RaTpfDnDGhXnxnhaGu/vz4hqx2jpwTY+7w1uunoe6/5s9yuBtE5PnqXWSNk9bfzHygMRleQQPfjKmI/HW+/z9NTOu/29iIJ8zNgPM2OOEU5Rdvf7vTgq44zAAkVtMhOqRJf3HIKCCxiolThRg/OLNdmux5SPSgDycr05azJte5uL9F2uTaKi2xi1+5tIotuOJDndAHNK5CGLMyUp0JY5HqGRKDOi2OpHG7celfUuYAoZvlyvHYvt68y51BtdWZM6byWqWu4FALJfoQZnyoyUGMlJKnWmWuMke8iybZxqM06bpHPJRGEkUAY4mfO/3quMrDX2iuxQA8r0JFK+SqxBLW7QOMVgzikjOwGjcV6aFs9uFrRjda4QnPamqnqDySSvTjxbb4fDAeePJOXOERBIHeYhwIGw2YxInEtdX3ljhGKYsgIGWH3pYcrg4JByX3SbxFLnN8caieoHX9pRzHHGNE8YhxHOO/S+w+RmZH6I/X6Ht95+C3fuPoe33noTzEDXDfqwotv5kEFa55Q0jVVKMqxGTFOP1ZnGTKX+lVnBUJoAxuPohhlRqAYUoAsf5cVfbyLVT1ldOI/T766k8sGsZ6hABULwUgs1jpJrDPHGOi+pbUWDUeVIFFw1BgCB+jwiE/5GwyCNaIdhWIQK7feUUvFOt2RMiYhwcnKiKYbywg9aX2TeIruHeW3NmJJppeIBt3Psc5e0MS4RBpJ8UWZpwJvirE10PZjlme6px8Kaq9lY7t+/j2EYMW62Zb4kJc0J8hAU0ZCgDXulUL2mN/nafydZqBXFgPCzR06yCUGA6+TaIQRE7V1wmGfsDnv0XShGls1vzhmHeUYyNCFo7QtqNCDGqAZ1v1hUotApk+IE7x02fY/OOWy3GyRFyqqoR4pgpMqhrTVoAa69I+tPIcYzAIxah6GwnYqA1Brj5CVahywCSUcIwPKwWZXtJaqck8A1Foll7cZRBwaRIBZpP+Gyvo4Vyo8fLes3mDW33QSoCaiccTjsMc8T9vs95mlWeH9f+AlzFcdioOtkgQtoiqVbWJ1BiVSrAdV1PeI0Y4rS4NkUkat2rqUZ5hJR9Brh8sWYr1DTZYyQd2zjG4YRDIfTkx5TzHjz7Xu4ffdtvPHGV/DSK6/h7gsv4PJyL5EUTYEzr2bWtRG6IMiaTf2lOZTMCBRHScR+t0eOE4ZemjPevXMXznucnN1R4BmnxgZJtFn3eWs4tWijrVHRK/JS2/C7OEyKEi9z0/edpLiy7Imc5jL+4xqs41QmM1rMudX+SLS6XsuUCuc6VQCFWjnwuL3TKrtLBwkt7m/9/qSFREUrXETDmui/OViYAe8VSbZphHvd/WyNWmora0SyKL3XGPrtuQDwJEPqcQ6aY8PVrlPn5uNlRZmDb7ffa6NXqWMZxxFQ2ZZSAqeEYdNkwKDKq6L8J5GTniyaRAWS3gdXMkosMsPMyCRIdZPJy6zlCv0IIun1ZJHeqGh8ec8qc1WOAQXCHND+k/ad9eWZZ6RZ9xFzqUVKVqusxn8IQdYSC9S1KN9OgCzMmEmN8emyAhFwmauoqdU557IaAgmQQ9J2JbZnusYhLXKTiqcrdBLlidOElMU5G3PCnJxeU/YOu2X9IgHKewM8i8FARHA5wTmtryad/2jO2tb/UNf7IkCgKq1TI03AeOyLx60v4QebzQabblAdDqUuidR4szQ+06daOuz3mA57fOUXv4x5mrDpPTpP2I5S1vL83bsIfUC/GTAMCaHvMcWE3X4H5zqQE9wASaf2qktJNIvnCE4eUxpArhq/F5eXmGLCISaEcUToO8kemmfsD9LklwjoQofNuIH3Hs8/9xymecabb76BlDMudnt86lPfiG/4hl+G7VZaZJycnqHrB2y3p6JHGu/zHuwB56vzrPoGRa7VwID0NETD166jG2VEMY7qL3DVIHp8rAkNvPnxgmyNpiWTX8gxUxob8Ac5pgqOEhpubmMe2HqP5f8X3lnUY9tUPxvTdUKsfmbKsaLwNQrMwkuHWkjaemTb6x4rCcffCaKP9P9g9SgnWj6nGRO5YfIAigESgvQbkAajy3QZUBXsda6rQVOVk+b9oJ5Xx5CvzL+NwZTgpXBfepKtF1AJHegaqp60xyk6Vk9F5VQyj5ZCobbr0BT1FmWrlP1p3jSzAzfvxDkHlwXi3NbR0n9GNnAUF5w9jHnkrh19fWSLKC72lDETO45I0jrac+lroC7qmI6iKa1iHTVFjRsleDFp1zs+lXcvI0hXGFhZ09WgO17PR2zq6HSLdkEiXZnUoKblifqR7TnvHEJwmKP0ihMEzklrfDTaaTzLPKaL+7YpRlwnEBDjvXj4KpKXWRddF+C91C+BCFHrCmSO6h5vlcfWmGl/b+tBa/3h1SgPUNGyCNA0juW9Wj52XUTGsgKOoyTyyDUDwPap9ySOKGre64I1HPEJoEQYWyNl8a6b8TA7wCUAgthl47tinDCaSNL1xs7jDKm6dk0oX2fc49pzuVkPxwv3yhjK+lwar4ClH14d88eFCAA5p7JSFHwPNQypQWJElX8tFR0iSy8mUYpzVb697H3P1xus5uy16BIoq2okSKA++0XkqAAbAXBdd+16FLl3JOPyUtcxI28xFwsZrivS1hdxXcPg5X0ZVfrZXjPHsl4pOwBEJUvF7meAPMe6jvBe7SFXGDQag6eNjemtj96s6YTGf50i+Ek6vDQ3p2vPbWX4VSp6EFf++3iqWUXSBmepZ4EbnqEPaFEk+zCrY+ni4gK7yx3i4NEFB44j4tDjbLsFCOi2IyyrAjDHUIajNjW6eV4Wp17h5U3E09JQswGLkRiNVa/VOng2wCeRHXMUeXVxcYF3330Xt2/fxfn5OYhE1+y6AYBHGpK+26r7tQ6fx/ixrui5T5z5m+BJJqK3AFwAePtZj+UaegE3b1w3cUzAOq6noZs4JuCrH9c3MPOLH/RgPiy6wTzna21dfJh0E8cErON6Glr5zbOnr6V18WHTTRzXTRwT8LU3rmt5zo0wogCAiH6UmX/Nsx7HMd3Ecd3EMQHruJ6GbuKYgJs7rg+DbuKz3sQxATdzXDdxTMA6rqehmzimD4tu6rPexHHdxDEBN3NcN3FMwNfPuL66qs+VVlpppZVWWmmllVZaaaWvU1qNqJVWWmmllVZaaaWVVlpppaegm2RE/fFnPYDH0E0c100cE7CO62noJo4JuLnj+jDoJj7rTRwTcDPHdRPHBKzjehq6iWP6sOimPutNHNdNHBNwM8d1E8cEfJ2M68bURK200korrbTSSiuttNJKK30c6CZFolZaaaWVVlpppZVWWmmllW48rUbUSiuttNJKK6200korrbTSU9CNMKKI6PuJ6DNE9HNE9K8/ozF8koj+BhH9NBH9FBH9a/r5c0T0V4joP9N/7z6j8Xki+gdE9Bf1728ior+tc/bniKj/iMdzh4j+PBF9moh+hoi+7ybMFRH9D/T9/SQR/VkiGp/FXBHRnySiN4noJ5vPrp0fEvrf6vh+nIi+5yMc07+r7/DHiej/TkR3mu9+UMf0GSL6jR/GmJ4F3QR+o+O4sTznpvEbHcON4zkrv/mqxvV1xXNWfvO+xrbym/c/rpXnPN2YPlR+88yNKCLyAP59AL8JwLcD+O1E9O3PYCgRwP+Imb8dwK8D8Ht1HP86gL/GzN8K4K/p38+C/jUAP9P8/b8C8L9h5m8BcA/A7/6Ix/NHAPynzPxtAL5Lx/ZM54qIXgfw+wD8Gmb+DgAewA/g2czVnwLw/UefPW5+fhOAb9Wf3wPgj32EY/orAL6Dmf9xAD8L4AcBQNf+DwD4lXrOH9W9+rGmG8RvgJvNc24avwFuGM9Z+c1XPa6vG56z8pv3TSu/eR+08pyvakwfLr9h5mf6A+D7APzl5u8fBPCDN2Bc/w8A/yyAzwB4VT97FcBnnsFYPgFZkL8BwF8EQJCOy+G6OfwIxnMbwC9AgUmaz5/pXAF4HcAXADwHIOhc/cZnNVcAvhHAT77X/AD4PwL47dcd92GP6ei7fwHAn9HfF/sQwF8G8H0f5fv8kJ7/RvIbHcuN4Dk3jd/oPW8cz1n5zVc3rqPvvqZ5zspv3tc4Vn7z/se18pynHNPRdx84v3nmkSjURWH0Rf3smRERfSOA7wbwtwG8zMxf1q++AuDlZzCkfw/A7weQ9e/nAdxn5qh/f9Rz9k0A3gLwf9IQ/J8gohM847li5i8B+F8D+DyALwN4AODv4dnOVUuPm5+bsgf+FQD/L/39pozpg6Yb+Vw3jOf8e7hZ/Aa4gTxn5TcfCH2t85wb+Uwrv3lPunH8Blh5zgdAHzi/uQlG1I0iIjoF8B8B+O8z88P2OxZz9SPFhCei3wzgTWb+ex/lfd+DAoDvAfDHmPm7AVzgKKz9jObqLoDfCmGArwE4wdXQ7o2gZzE/TyIi+gOQdI8/86zH8vVGN4nn3FB+A9xAnrPym18arTzn2dDKb94X3Th+A6w855dCHxa/uQlG1JcAfLL5+xP62UdORNRBmMufYea/oB+/QUSv6vevAnjzIx7WrwfwzxPRZwH8ECTk/UcA3CGioMd81HP2RQBfZOa/rX//eQjDedZz9c8A+AVmfouZZwB/ATJ/z3KuWnrc/DzTPUBEvwvAbwbwO5TxPfMxfYh0o57rBvKcm8hvgJvJc1Z+81XS1xHPuVHPtPKb9003kd8AK8/5qujD5Dc3wYj6uwC+VdFFekih1w9/1IMgIgLwHwD4GWb+w81XPwzgd+rvvxOSR/yRETP/IDN/gpm/ETI3f52ZfweAvwHgX3oW42LmrwD4AhH9cv3onwbw03jGcwUJcf86Itrq+7RxPbO5OqLHzc8PA/hvKYLNrwPwoAmJf6hERN8PSaX455n58misP0BEAxF9E6Qg9O98FGP6kOlG8BvgZvKcm8hvdFw3kees/OaroK8znrPymyfQym+emlae85T0ofObD6qY65fyA+Cfg6Bm/DyAP/CMxvCfh4QefxzAP9Sffw6Sn/vXAPxnAP4qgOee4Tz9UwD+ov7+y/SF/xyA/xDA8BGP5VcB+FGdr/8YwN2bMFcA/hCATwP4SQB/GsDwLOYKwJ+F5CzPEK/W737c/EAKaf99Xf8/AUHe+ajG9HOQvGBb8/+H5vg/oGP6DIDf9FG/yw/x3TxzfqPjuNE85ybxGx3DjeM5K7/5qsb1dcVzVn7zvse38pv3N66V5zzdmD5UfkN6oZVWWmmllVZaaaWVVlpppZXeB92EdL6VVlpppZVWWmmllVZaaaWPDa1G1EorrbTSSiuttNJKK6200lPQakSttNJKK6200korrbTSSis9Ba1G1EorrbTSSiuttNJKK6200lPQakSttNJKK6200korrbTSSis9Ba1G1EorrbTSSiuttNJKK6200lPQakSttNJKK6200korrbTSSis9Ba1G1EorrbTSSiuttNJKK6200lPQakSttNJKK6200korrbTSSis9Ba1G1EorrbTSSiuttNJKK6200lPQakSttNJKK6200korrbTSSis9Ba1G1EorrbTSSiuttNJKK6200lPQakSttNJKK630sSQi+lNE9L941uNYaaWVvj5o5TkrtbQaUSs9MyKizxLRP/Osx7HSSiuttNJKK6200kpPQ6sRtdJKK6200korrbTSSiut9BS0GlErfSBERJ8kor9ARG8R0TtE9L8nom8mor+uf79NRH+GiO7o8X8awKcA/D+J6JyIfv8zfYCVVlrpxhMRfTcR/X0iekREfw7A2Hz33yainyOid4noh4notea7/xIRfYaIHhDRHyWi/w8R/avP5CFWWmmljw2tPGelJ9FqRK30SyYi8gD+IoDPAfhGAK8D+CEABODfAvAagF8B4JMA/g0AYOb/JoDPA/gtzHzKzP/ORz7wlVZa6WNDRNQD+I8B/GkAzwH4DwH8l/W73wDhNf9VAK9CeNEP6XcvAPjzAH4QwPMAPgPgP/fRjn6llVb6uNHKc1Z6LyJmftZjWOljTkT0fQB+GMCrzByfcNxvA/AHmfm79e/PAvhXmfmvfhTjXGmllT6+RET/JERJeZ1VcBHRjwD46xAl5h1m/v36+SmAewC+FcA/CeC/y8zfp98RxIHzh5j5T3zkD7LSSit9LGjlOSu9F62RqJU+CPokgM8dG1BE9DIR/RARfYmIHgL4vwB44ZmMcKWVVvq402sAvsRLz9/nmu/sdzDzOYB3IFHx1wB8ofmOAXzxQx/tSiut9HGnlees9ERajaiVPgj6AoBPEVE4+vx/CYABfCcz3wLw34Ck+BmtYdCVVlrp/dKXAbyuXl2jT+m/vwjgG+xDIjqBpNF8Sc/7RPMdtX+vtNJKKz2GVp6z0hNpNaJW+iDo70CYxr9NRCdENBLRrwdwBuAcwAMieh3A/+TovDcA/LKPdqgrrbTSx5T+JoAI4PcRUUdE/yKA79Xv/iyAf5mIfhURDRAHzt9m5s8C+E8AfCcR/TZ19PxeAK989MNfaaWVPma08pyVnkirEbXSL5mYOQH4LQC+BZL3+0UA/zUAfwjA9wB4AGEqf+Ho1H8LwP+MiO4T0f/4oxvxSiut9HEjZp4A/IsAfheAdyE85i/od38VwP8cwH8Eceh8M4Af0O/eBvBfAfDvQNJtvh3AjwI4fKQPsNJKK32saOU5K70XrcASK6200korfd0QETmIo+d3MPPfeNbjWWmllb62aeU5X7u0RqJWWmmllVb6miYi+o1EdEfTbv6nkNrMv/WMh7XSSit9jdLKc74+aDWiVlpppZVW+lqn7wPw8wDehqQe/zZm3j3bIa200kpfw7TynK8D+tDS+Yjo+wH8EQAewJ9g5n/7Q7nRSiut9HVPK79ZaaWVPipa+c1KK60EfEhGFBF5AD8L4J+F5IH+XQC/nZl/+gO/2UorrfR1TSu/WWmllT4qWvnNSiutZHTc1+eDou8F8HPM/I8AgIh+CMBvBXAtkxm3Z3x2+8k9WKn5/6LT0LXH6W9Hxy2Q/u2KtPz76nHXXaOOY3G/K78tT3zCZZ+Omgs9nQl8fPT1I/pqx8n2/2sGVT66xmjn8tV7Pw3b9Y9eL+Nxf7xPYr324hqPGevxzbh59mvGwY/54LEzwUfnHF//eJjXXvu6Y697N4wrH/OVq5bfHveKLh6+9TYzv3j9tx86PRW/AYDbZ3f45RdfAyDrjtnmQR5Q2noQiJp3bmuOHAjHc9NuSrkeQ/gF6YlXOECzhml5Qb2/znlmMBic8/JFKS8iIuUvTj7TsYNInw1IKSNzRkoZzAznHIgI3nu5j445paRjBrxzcM6VQTKyPpM+CWcAkhPOmZFzaqaDFnNCzqNttUJkc2LrSp9NhiLrTOeMnDwjOQc5o5n5431bxnrNQrUpJchcNeNjru+QUddEzvVdXkd2BUcyzvYzgEFEcFQ/r/yjXWftd6z7lMsNrufHfLQXqRFcR4upGRXr9W29v6csOeJ11HxYx071mnY3clXmkT2OPVtzYbsGoe5BZiDL3JGuYRu70VvvvoGH5w8/MJH6lPTU/KbrBx632yuft3MIPIFvw/bdVcHHus7KdQhl3y/uJRfR81jeDxGcIzjndK3nuvQeowgx2zq4+n3ZqzpW5lz2Ux3DYkRVpzpS75ivPoewOlqef3ThxT0a2dbyYuNR5UoNv7GLlDFTnVMClA8tZuTaX5dPefX35cNePbWu92O9gB/7+3V75bphXac7LdXj5Rs23mTfiZh5zPZreN5jdcxrz6WyFhZft2u2eQACLd5hkU1E8N7BkYMPAc45eKf8yK7fjlOXRMoZOZsQsvdO5e+f+Ikfu1bH+bCMqNfRdGuGeGv+ifYAIvo9AH4PAJzeeh7/wu/8gzj6/sq/x5+1x173ffm3COHlsa5seNecIz/y3dX7O91A3svMO6qKC4FAjPpvc68njb8ocdc8/zExASCu6+opxIjd58o4lKE+ia4bz/GGbZ8h5/z4Y01BoUZhAZBz0n/ruXZfG3s7V+V+x4YDrjIR+Wqp2BWlxa6Zl/cQpXX5blqFG0djasdmjyBCaTnm644/vr4ocLn8a78vz2nmIcu8Hh/Xzrddqz3nujktP8qUU3PO48b8N//TP/Y5PDt6T34DLHnOS8+/gv/dv/F/hiNCZsYcY2NEmLIijDfpOwxdB+ec7nmCLQNABKt3YpAwM2KMSCmW+QohiGIJWYHeOzhH6DoP3dIQJZXhyCF4PZZZr5ORY5K1kGQ97PY7OOexPTmFcx7O9WAiZCKEboDvBsB5gBzuP7zA7jDh7XfvYZomzHNE1wW89PxzCMFj6AIOh0tcPLyPnCI4zjg72WI7jhg2HXxwuMwHZGQMQwfHGXl/AcoJPiXEecJ0eQmCg4ND0iVJvgf5gH48he96MaYcoQsBACOlCZwTUjwAGeBMSBFIM9APA7q+x7AZEboODAcGsJ8mpJyRsilogPMOvgvwwSP0HVKOSDliTjNijo3eJjx8HE9B5JGTQ8wZh2lGyowYM+Y5Yppn7KcZhzkiZkZmRvABzpEIZiJ4ElPME8N7h67z8N4jeH2nYIzBo1MhTkS6PzNSigBEzjgSI4xzqu86R5Ulsi5Q/mUwzJhWzc95EDk415X5SDkhp4Ssq8qcAnOckXMu613+I7CYwgBlNZXoyj7vXIYHw6kyaYY4OY/MjBRTGaX3AT4EkYtOlWnOmFNUfjbL0EOVsznLGkdkIGZ0LsA7h8Sy7ud51rXP+AN/+H/4PlnDh0JPzW+GzQa/+r/wG+zzokt478s8HvN9YKkbhCD8JwQPAA2vz3BlDXgADiklXUf1Wq0OAqDcfxxHbDYbTNOEGGORN+JgAThXg54ZyEl4lHeqPjIjpoiYEkIfhJ/0A7z3iLrOvNdnDpUH6kqWsahDx3uPLnQgctjtDogpIc2xjF+ev1vqZRD+S+Tgvcxlp7w6JVs7ESAu+3PoBwTn0IUOaZoRpxldCMLDHYGJMMcJzIxu6HR9JuFdXWgMxap0w4ws25ssOwusThY8wfA4etdgyNgb/cEcYDmn8o6OdQTZK+mJekY7hvZ7W4euMRKrjrjUr8wB59TRZtfw3sPrO/LOFV5S35+3KyyuT0QIIcA5X9a5OO1YjRvZ//YcXdfh9PQU2+0Wt2/fxjAM6Pse4zii73tst1v0fY+zszOEEOB9ADPjcNgvnjeEUObvcJgwz1N5LltD0zQh54xv+aZXrtVxPiwj6j2Jmf84gD8OAC+++k183eJqvcFV+W29F+3fTzC60CzgK54Mu371fLXW8GONOFp+X4yoetX3bURdcQmW57vuOBOKS0/e09C14/gqjKjFyBrjrPWMXXeMPe3yEIZ4+JfnHv/eGgFEVKZOVIH3GmO5U3lP7cybJ6Nc+4nPLGeWZ2qfv9iky/faHnP9+K4a0gtv2OPuX0TSVSrPSFfHau+p/Xx5LpVznzTm91obN4VanvOPfdOvYNI1Q5CoS84ZcK54uJir0U8APLnicDHjHwCYCGS/A4XHkF5D7l2+BYNgajaRq4Y6Vb7B5ICcVQnWPe9M4cpAznA+gAiIcYajDB8gCrUPADKAJPdlhndAFxxOtiO64HF+/gjECfO0B6ED9R5d8NhuR8yHPeY8I6eIeTqg7wkIAR4ZRBnEEeAM4hngBOYI4hlEEZ48vAOQIEY6RV1DCUQJzpviDRVeETklxBgBEBx5UBBFx/cdfBdA3oFJDAMxdCIymwImSrophN55OHLI9mbFLpAj9b04OOQkH85JonPzHJFyRowZkxpRMSVd3/LuxeAheP03aETSEcMR1R9X41zlh+r9TbYUpbmskdZ5JEZN3ZLVX8zqOhXvuTkBG0UcolgXIxMANEppTp2W6REsxpjFcQRCe9vCxRwWPJEXTwhQUZBQ9o8woKVyaM8Bc/DY5+oIktNpyZgB8yC2F7nR1PKbszt3i47zXjpBq5S2ZLrJ8joAsytrAKgOYmZn47j2WvZdzlmNrusVbaCR6a3NoN/I/03ZJrS38t7r+xeFGGzRWacSS9+3/oBNprA6KhzgxHnidK27Zmx0zU8xWOx358DqlBL+QNWxmDOgBgE5J1Emda4LH8n1Xbnle3PO6XrNC+20HR1B+brxdjwF6Tm2A236j2nx3nD87q7qlrhyTP3suvV4HP2k5tj2Z6k3ieOJ2cbu6tUa3bbe03RHqPEPVOkHdXyNxfDp+74YUbdu3ULXd+i7HsMwoOs6dF2HEHxZ385JhLXdW9ftgRgjYowgIszzXP49Dgq09GEZUV8C8Mnm70/oZ0+gYyOCHvtva+TU76oBdOUct3xh1cBxzTUAjfgBaKNU8r1Z56LE1PQNKjtElruysTKO92NEMbsrTO46MuW8XIueTqQcK/vNF1+VotwuwiveDrc0Hooy3iib6vsEmzx1otgvguU2ZzYBqIueUZUBU5iOx1sUBoJ4urkxLOy6+u7YUfFQQA5X19syMlaiOOCyKe1flKcro35fc/mkOX7cu2mNIXuGq2vrqqH0pH+Pz5Vw91IYt+/6hhhQXwW/gRo+GQ4iEC2KY0pkyhmJ63rsfID3HjMnVf4s3CiKbW6UYBBAzsGRpYRVI5509RMcHHnxtiHJGnYEeFEcSnqBbhKLgKBjOB1bihGXl5dwJJ6zrh/QewfiGZwZKRMyCMEBbvDYbp5DjBFfmHaI84SLR/eQxhGn2w6bscPdW8/j/MF9PEwH5LjH5eEC43AHXTcgUAJTgksTwAnIOyAnIB9ASAjugOADum6AjxnzzIhIyEwg6uAcxNvoAXKMnDLmOCHOMw77HULo0I8bdH2PftjC+6CeS0KGRKBiTJimWQRikPfRdR289+i7vnikGVk8xwnyo2w6+ACAMO0l8rSfxYiaYjWi5hgxzVEjNObV9qrEEYLTKKILusMzvBOFLzhCsOgSDP6Wi2xwjpDZIScxXWKMQLPGzHZw5MDUpFexXUXXDgnfJCI4r1EIcuAszx1zQsxR01NsQZJ6tmWZsX0GBjjruRnHsqgaVH6h9Kh9rlkXDs7Xz4v9kwE2h19h9q46F/TdMLFEPHJ9fqDhOc0eeoI+81HRU/Mb0zkAFAXcdInrHLVtRMreh6XdtZECORYwI9qUVYsi2TUsImR8vsi4LGuw9fJfZ0DJMziARDkmMChnwKmuxARiy+jRqJDz6LoAMOPy8lzTkgHyHj54saPVkGLO4hTIGZwScmYE5+DJIR3NoVejKtvGAECci6Fi+872G0AIrlsYb5wiUnYglrUWur5Eiy2FOSf73nQ9X99BY0Rx1swgknuDdd/b+N6nAXWcEeJYHHtEpvgTkCWD53EXI3JwaA0Q4RmPd8geGUA40jkWxpPpznof566sR9OJMzPACTnJvrXoUl2nrS5vadoA54zIAFFGzBKBHMYBXRdw+/YdDMOAW7duYRgGnJ2dYRh6jJuNpuz5Es2c5wkpJez3exAR+r4vjrbr5l0iXRMOhz0OhxqRPY4MX0cflhH1dwF8KxF9E4S5/ACA//qTTriq11fru35/bEAtv29/Ft/pAa0RdfWcpaFz9Z72t4zLvGeWzWf3MSH4dJGo6z+79sXR1T/enxprGpwZfiiewjp+unoxxsJgu3aMjaGTwSC+at1RMwZuPqHFuMzteXynerHFRm+kdev1tEhBuYse08recgfSKMI1hgQtX/zVIR3Ng0Ue5Lz3Z9oSkTLKq/e3v6+uDSpPU70/y2tKhGo59ivXJ4nEPMmgut6PVa9n93vG9NT8BjCPZZ07ifa45fpkFmUVhOAdyBNcRBHsi/fMredfFWFIRh2XDKw24m0Gaka7QywtO4PUOS+b1XiKcx7kGN3IcPOMHGeAJaoTI4ADQCmAogdcBzgvRgAkncaRx+nJiGki7HeXyGnGYX8JNw7w4xZdFzCOA+YDS1pYnpEiAT6CKCHlPZATXD7AISN4jUa5GV0gDH2Gd4D3wCFlJCY4n+AoApAoEmVNQTEPNTlRrroeoe8Q+k72JKDpK4yYExKr4kakaRoeoZPUEUeinOeYkGMCR1FEQB5OoyiUZd3Ok6TpHWZNFVHFLaYkKUSqvJCT/HrvA7w61oKlJqHyfOckxdvZ56pAVXmgW1ENGCIW/sUWjWqUGDlA96+vytgVJ00rixgZWaJ1qab7sAqqkkpaFBerY9KxpVx5PNVbFdZiCroqoWTDKfLUlVoR4npt4ckk8lzniTjDXGiuODjNiQXzXsm8oNalvX934YdOT89vCOoQqO676lhp+XzVN4Cq4AFLHcUMp1YuXhtFOPqs5dltStixp/2xPL2tH7DxOAfKDEcivzlLhCenhKx7put6ABLxtxXDZQKEt8nekTRZIlIzgME6FjNevPewVHObXNdGicDgnIrDwOYXRHBe17DtVapGkUWgYKUcZhzqGi+RqKLhyasse4tlV7U6oDnarOzj2lnlVjNqDEN18tcItd6bW5Ps6F2z5eTInmSNktWMFX2H1Jxj87N4sson7DbU3Oc6naN+Lu9RFr08S039q+uQC49kEPliCImjzeG0P4P3HicnG0nfO7uFrutwst0idAHDICmjObNkM3DEMI7wzuuyavTAZn+wZTPkLGmoMYkjbzqog07TVRdpm4+nD8WIYuZIRP89AH8ZAgH6J5n5p550zvGerfprNaaOdVozaiqjwDXH0SIMW4p8aWkN10Vw3T3QSEI0mnldYE9SN78aA+qJVJS+9r5PUndRjqHm5LoPaHHU0eDaf65eVZVuM0JgESK0Y6zXLcbndfdoBHfLINtr2V+uMZTqOXYtNnvqaKM36THUPrmc7NzSkHDOlXD/1Qdf/lkjUlfT40xgXblEe58jA0ZC0K4YWMsb1wer8388DlfeB3DVgLJrHaf0tde4Ous3k74qfgMoo28+a5gHQ5SerJ9LLrxEiGKioiSjHF1r+WTGRKm3PPOktRxW6OJI0kegKTggiWwmfWWegCRZe6ps6bsBwWlEauw75HkC4owUZ8zzHvM0Y5oOIB/gQodu2Khh4kTJ9w7ZE567ewu73Q6H3TliPODi/AECnSKcbTH2Heh0g0uOOKQJKU6Yp4huyCBKmHb3gRwxOEkTHHsgUwTlA4aesB17pEyIGXATY0oZwUc478CYAPZg9hppS2JAOK/jHdGNI8I4SHpFSpi13mLmGRksz+88ur5H8AHDMBa+lmNCnCNiilrf5tA5X2pcUxQjY787YEoZ+ygRvaxGXcqMmDMSZ3gvqXuSPtJJBIokyiRWrtWwEbwX40oiUCxWc84g7zSKpd5pEsXQETT6onWXMDnnGj+SJn26utZkW5qHVDlt1v3PSWtTYjGkymLXOlpXwEfkCwZAamzlzIBmKGWYLG1kp9bdgK1aAarQmYfZo/AK5qL8kc0ZGZ92sFoSLS9Uts3I5JBjlPqPUufZeoOfvTH11fAbUfRrzaRcR+a86i2ktY1V6aiGsCnVlrJncynywCIu5W5P0DdaKrU0Vgt6zfHHqZiLNaHpdewIbEXOKSNphJUg9Z/bzUlV8nNCirEAWQAQZwUIwXl4kohnpCxLu9Sh+0U0QWSWK3odEanTR6NZLHVE0DF45TGS/itrmXTPydybUajP5j2Qq1LpfTUAiyNerQtSfcqp6VTfutfTj6XNYmkssxhg71TXQJLJp8IlMtj2HTJIY0/CW5zwnjK+Nm2y0am4WRt09Cy4ug5IN2+rDtuSaJ297bwCgAWpuk7q3Ey3iFrfa7qK93LMMAwlJe+5F57HZrORdL2uw7jRdD4vZkvWmr84R/mJUWqqfBD2u2ATkvnBLCBLl5c7zPOM3W53JRJrNVTjOCIEMdaetI8+tJooZv5LAP7S+zmW8Bg9tXnH9fer0SgAqB6tqx6d8uKpWQh1byyYQr3f0vB5/BQ254AlpI2r0ady/+bf488XxCjGyKLaRQV4dSYcL+sn0fGmweLva6+iz/64RXTFYAAt/m447/JXi5QUlmPnQ72jy/sdV/5ciZqx3UKVfl7ccnmlK8JCPbpHzwKYAl3D1TWFLoO4RpHqv7w4rv3drt2G7Ns18bjPrx8r1Xms1vDV96TGphlk5fqiyS+e4fo0PZ31a6JkiyE9Y3oafgPI8wXnYOhRKDyDFuLGAyDvi2AV72kGIcN0HXI1jcU8pGT/WZoVEeBUaYamouQG/Y3lM3sXKanx7DygSieTA5NDLkA4DPiAYbtBjgFhAmJizDHJFlCgAugatggQAPR9ByLGrVtnSHFGnA/YXV7i3r13xHDwDpvNiC44ME/IKWLa7wCesb94AEJEGDx8cCD2oDwDaQ8kBieHzKJUdUHrmgLAjjHFCYkJzF7XsOS4D32A73v40Ema4nQQxD9mJDUWnA9wnuBdB0ce3geQpj3aS0sxFtAEAKqUimLBOWO3O2COEbv9HnNmzJkW7985QiCCh0PoOi1C79B3HTqvCINsho+km3it3+hc5WgGDpHJI4PFUKO6Z3NOYAWZECsZYsAop2OTHzY2qouSLVKj8VBLO2adq5ya9JOGNzBQ0KgsUmSF61CeS4Cm5FTgiPIvvIyNueE9ZuTLk5uyBc66BjKADA6i6Fr0gRsUrGLUqeEpaX1qOB3tEflpa8WeDT09vxFF3tC/WkPK5rIe28rQWmPU1jy1z1/1oMfrANfVglTFtzp7jp1/7biy1tjpXVFTs8SYgkepDZWICZu6IutJvwE5iY5D+BWYgZiRE2OmiFgAS9TBZPLTnIImh9T5QJqKTU5S/YKCUzjnZH1nAb4AAzlFuOzAQbeGc5D6K0utBBZRLTI+rnVTqOtexlT1Q/ldKwXZDJL23V3Vcy1S5kx22NpQ/m73qa+hyin7V2S5RCWpOF2pXN/2KPRdFJ3ODCNqr93qqeVNFmVZfm9lv9V0qm6RAaJ8dC0CMIMap2IFkQgFEGK73WKz2WCz2aDvewxqxPQKUgIQODOmNBdHThm5gllM04yUUgHhMLktoDcsta8p4XA4LJwHIXQK9uTQ95I+OAyjZDqEJbLsMT0zYIkF0eOV9MVipuOX3Booxy9/eZzlalbBVNZFc21qPlveH0fH1p+jjXFVh30fY79q+TNzSYsohoVyJAtvP155ve4LWv5j4zj6/DqynNfjQ5groxXlk5XnVeOvGDtcTUFq7m/PZ4z22pETKZKcMie9SI2q6X3teY7/hozJEWrIvmHE7ViPhVn77zJaJEzvOPJjkSgT/Nct62NDZTGHvEzfMDKvTVGeQXVN1MVxdR85Jylp7X1gDHr5DAsDVS7WcN8jw6l9nptgRT0lEYDgCKlFDae6Nmy+iAhOmWgqyk8GWI0ospoUW8+mKDqIKi6Kp0UvsgogSe/jAnDAAFISD50Jct91cMGrQ0AcJ5mogCYwCN53GLdbcJyRAuEwzciY5Lk4I6coDxudplFFkHM42WzRdx45nmG3u8S9d85xmSLmwyVun53i9q1TdNsRhBEXj97F4bBHThfIeY/9+T0QEjZuBMPD5R6cZ1Deg1NGjgCzA8OhGzxc8IgAEjJiPCAmILGgiHkaEUKHcTwRYzUEzDlh2u+K0sgMMBF8EC9nF0ZRelQVSFKFrGkaEr2SVyOpi9555DgjJcbuco/9POFymiTqRwEwJdLShfS9d12H0AWMfY++74sRlaMg6CVWIwoE72Q9AbJPImuUDQyGR8wN6iMsRTEvYevNQNCxt+uxMF/jo8xqhBX2qgZHLhEquwY0TY4A4X9A4U8lwsPyuXd6L50TgQqWeefEqiQZL6yGgNmBVNZmrRfJnEVxJjOcGJz096Lvyb5iZkAV65wM8KCyIYbxx48XzyFYJOpqncXCCKVqnEiN9jJtrdVTKts/UnqPjB/57nr5YDUkIQQdy9WUdnMOMnIZp42n3NsJtzPDqX2tBKqoxbII4bymRGtrhJwYKcu+UuGOfhiqA1MsHr2wKewKgqLKMiAOGR8CTk626EIHQGTnxcWFggbMyCT1U+xN3mmamemJbUQKpvuROG1IEFzb+XFMmqIrD0xmZFVJiqpAlhelxqHJVVsEDMuVdeQ0QkXNezY9QdcCy9jl7eSyJ9s1UfZ+a9XZerL/3OKLxfmmNzcfoN2vUmNmUdUM4up0NiChrO/KF2CIEX0/4OTkBNvtFmdnpzg9PcXJyQlOT0/R933jDNN3wFLTOWvKHUPlpPcKSESYpgNinGH7wKKWl/ESKSXs9rtiZNm5bfSr67pixFkd1XvRzTCiHkPXGRePM0Zay/z487p2uSzGanQtDaeloVSPxeJzO8fCyZWBWcD3OkOrbEgARQhQxapfyAX7uwinpRGyXMyPM5rMzbf8mK77HVcP1ae/1hCwISy9krwcUustY4C5FiObwlCmQnd7a7DIPZr3SVgWNtlxxSCsl1v8bZ4sR5aiKxu7aCC4VvDYcdRco/xrr+yKYWPjvjqhbUSqMpZ6n+NnPjbolml2y+c3Q+m9qBq7dBzvLuuzRhXfW1V5nGH1cSAHU1rrPpXCf63tK2qhIUJVRZPgRNl2TuG3TcEzIctiKcHBUp4cFV8jBMVKfgAT5OpQLMU2To2RCi5A1BQyM8OZQQeC7waMoUcYt5hjQowJcwZiZqR5BmKSVDj2OEwHEBGGzQbkCPM8IU4TpsMeu8MEv9tj7Af0XUDoB4Aypt0jEBPOthsEDzx3a4suEMaOkRPQ+wHeB4TO4Xx3wOVuQs8O3UjICugg0OQAw4OcR+gHBN/B+06APVIuURrnXfVAAnAUQCCFkoemfAEpFpw+3dNOolc5I6YJBMjzxYjz/QFznDGnLNUCQRI9QujgQ1AQiabmKniMw4Dw/2fvT3plSbI8T+wngw5mdoc3+hBDRmRlVlXWwCYIdK+4IcAPwF3vCBIg0GsCXHSDn6BXBLgtgAsS4IIESIBcstFAL0gQ7GYXqroqq6orMoaM8PDhTXcyM51k4OKIiKrZtXvfex6eke7VFHd7ds1MVVRUVIbzP8P/WItNACQqI1TsqkJYCkX7m0kkImDTfqER96WY3JyLdj2NmLy3kISi2SJAqo0yCbPA4mO2zOT1JbnHLfaicr6azw3JPU76KbUgsKgnj0WVR/1BTEgo182HqyL7xTTcY1r3DgBCQICRVmU/iz4QCwF7esIxC+rzviXtTv2a++Fvn1jiW5djpdupNT/vE8aYo2P0vX1gef7SArEs+ZzjksHckqZ6WYrbHBkMJ2ugz9dKDz4kdzqT4gHz3NGapq4FDDhHVFAnEpjKNITk1jeOI1MccSG576UxFCYHybqkjaGxBmMtbdMWggdjZM6axOiZrcdnZ2dUVZ321cBut0/uW/sUCzMTsGRwlj2rjZF13fiZ+EMbTV1lSnd5aSVyjWZmBCTJQdl5L/d6KELoov+Pd9gl01b+JZ2T9BzytzxUeeXMBIirboxBLHN5MsZwcInFoCh7TAF2Ma9e6ZDUBpUUKyr3U+pT7/Pcl/hRnWXcBE5UIjsyxrBarbHWpveqUJCv1xvq5MZnK4u1Vp7NMOKDXMBYW4DeUkZxybqUx3KM8zqf55OkFsmKHZlXVVXRtjZZm5piDVumGhiGga7r0nXcvbmxLN8TEHUfLMExEHrYmnMKQC2tUmVTymDo6Jx504nzQQvAc4/dbwmM1Kn2zML30jS8PObgPmf2x7nkphwAKTmo/F32vgdQzgML6uHnx39/rPpTbh0l1nUJopYgKULMgGGxYGQAdawJy22a3VzmuK5Txz5W5uc+tzm37Z7m7pE+ya6IMbdtAaTmQ8sRJ/rsYRKJe21WpzWLB23LQOpEW1m04gAEPgAY88GnwNry9UMvsunEQumQWTWzIl6FyMLoCaQYKpXZmpCcR8ZQWSt6uRjw+EMSiayZVQKYwnJCx/zoFtrnHFaiEG0+KhFMJGEpIgJp0urrKLl7rFLUthJGLKUxU8px1I8E5yT/DgGbyBfGyWGMpmlqUNCuNvTAfr9ncB7Tj1hbSV22QimP70VF1LQNtVWcr9dYA0aNRBOpdC33oSH6kb7bouoVytYo7YnKJAuMSuM1s2JVaG3xMZRYnhgCyqoCokSZY8jcWxkUSM4jD2S2LNKT9cm1zaUcIAPOOfpJGP4coggxyaVQG4u1FU3bCoBKAE5Y/2yKh8rrbiRqhVESmxB9EfllLOX1X4sQkxnzsoUSpRZ5Y/KATCAqW4/SyCvAIQk4McZsqCkjUyUJUOqLKYaKsibIdf0iTiAJHiwAVJyX6yx0KBRiUU2RHjGmcbjQscsFEliKsj4vjAdF6jt6FVCHL0IgSbst5yaSkHAE3Mp3Jyb197zktTkDmvetp8fHPSZHzOBqXrtPue7l74EDAJXdvZfXKUIlyc04xINYk2L1SGuY0P8n5spE+tLUNQpF341yTiKBaeta3KkSBXpwjqBkvGfCnxC8hPpUFRqok5Jj07aYFKdYVVVyvxKrcb7u+fl5yfMTY2S3FhC13d4xTY6+7xndRDf0oi5Lwly2ROlEKJO7OVtQYkz50NQc/1SMt1nGYd5PcgdpEqaBhUhwqCwoItM8/cliEvM0LX8rfTi3FApfhNkj+eMehk7ybZZtU/y3Yo7oOpAzlZq9eEqFyapa9CNzH5r0HPKzubi8pK4bzs8v5jxOVc1qtUKn3FJ5fRGWVE9JYrFwN12O7ZyHMe8ZmaI8WwozmM9xdHlM59xodS3Xz5bYXPc0TYXZzyWQH8PDC873BETdL4+Bjsd+PwZQ935bDO3jc3Nw5gyqjuubf1sm4y0v5gVAL79/BAAu/z62PDwoWOd/HgI3x8ce9cHiw/3+e6CuU99nAb4M7oVA/2jJ56jsvibASjNvKssFKLc7cuTbfQ915omvDj/nPicLHzNgiEoEHRbnLGucqYcXzyPf5sEtzaj3g8DKvXMfL4fnKDI/XFwA1AfPvXdnJECa++R0LNgSLP67WFRM6VtVYg1TaTNIMU8xjUuCuIfpymDQ+KQhVikmpzI6LeZpXISYhOcs2KbrKSEqkI1xFppVOsgU6l9ZZEIMJRGwX8S52Jh8+LXAhbSdEbwHFUAbIhplG5p1RRUj0ySMcy4EnPeMzqdEpgL812fn2KpC6QrnRnb9gEfRDSNnK0NVtZKXKljaStFYCfA1Okr+LF3T1BbvZCPru56b62smGhqnqNa1AESsuF6YBmNrKtuiMLgpWQBDFJeKthWKc2MS2xeEmK0hCRD4mEIksvVG4o9CDPTTxDAMDMMgm2ICZj5EYkq2qbSRpMQpeLiqLG3dlHUdIioGcZXUQuiRnyFQLFIuLi0qSYDSkvMq529wPlkQjTxfm7T8OoPEBJ60kdg1SfCck2bKuBJb1qwrzvNW51gZsgUrr2dznKNP7IPZdSgni1foxUqZ66VYf5QKBegfJF0lzix6RAFaZa9LSxIiTCtrC3NhTrorFlVPEN/P0q7srZCBWW5PVrpl68kPsczzXRVwsnTtW8oB2VqV1+G8v+SxuVyrT4GlYy+HpSVqaYFaAqpjsJZBiA22jKGYElInSakogmIMeCfSdNQamynqvccYw9OLS6w1bNbrwsI2DgP73YTVitpaLjZildhsNlR1hY+eCBJXaQzr9QpjZK5qrZP1SSwKea0QwgrP7u6OEHxxCctyWVNVNFXFZtUyTCN3+4phnOjGseSUyvkAl2BllvGSJXyhHMu25dnBeMYdWUbxOWZIzYNaqawkeXyHXcoTsxwwg6S8fwDoaGQlijLXxMXu/pyZ5+qSnjyxybK8zgzu1CKmOo8HGVuWuqkPk92u1lRVxXq9oaprLs4vqKyk4MiAG2AYx9T0+/JyXhOWbKMhhAJuhmHAe1/yOHnvC2NrLlkRtl6vCzFJHu9T2iPyPR3Pt7xmLrQ8J8v3BkSdkruXwsfpcw7Bzalz1HJUL38/uMYS0CyPVQdAY7lBHAOocrJSD/b3Ka3Qqd/hULA9ef+PgKjjwx66Rr6/h45NDTl5rvxGAhSxAKpZoFfHKGO+ylIyV/mrY1B0+l5CucaywfKhABt19DlfdnFOPG7riYVM6lIHzyESU9DosTb0NIB66Jnm/nwIZD0EqKXZ2ZVn0e8n72Cx1C7Gnmid71vTTl4/HXQM9H/41qiF73oCT3mAiGvRHBxLWszzUmFUEvT0nIA1khUB6ay0OSqVh7gqoDyqebSnpwKoo5g9nXLjJBfBBQ2x8pqoZ8tYoQIOUUBUAG0qlDGFySgygfdM05goYQWgGe8TeYJQEPsQ2e8ik+9Ro4CPVbOisuJ3HpWWnEglN4y4qBktuUCIowTvOs84jNhxRFUjqprQsUJRobTBaJssUBVENbMQBgFlTcr5pJUWQKGyOxoSdxU5mEeQlDJBksxOztOPI90wME5T0XpkraatKrSxVCloua5rrE15bVKPSbxSEi4DUJKapuepFDHlhJIhcjiHlFIQcnydBh0KCUmJMy0xHwuaukyokJ59TLTsIYGXWfgizeWsGsyun3kfUgWAFCCWxpBexAhnQelgQVOLjzHOWvR80eM1M28li/1VAvZNGi+Zrjm5sQYjRBtFcRbSS6EixfK6uMki3Pwg1540Zgrz25E730P7wKGr3ZGccuL4fLFTSttjkLYsp75bWqmy50bJW4esP2INpjxDYoqLUpATUws734q6rjjbbBArk1CgK8TKUyeAtVmvubg8p2kaXLLeVnVyCWtnq4FSqlgwrDFl/vTB412g2+8Yx5FhGIgx0jaiLFm1YvkQsgCYvFis1TguQK6e+zI/t7RvqkXfFvCkVCZdLWAqPyOV1mi12A9muYkyJxY7NSdlkXvPUWQApY7HhbiFS6Lz5NZHPo6D4w7rna9e7j+1uSToZgb+eXHIxEB1NZNDNE3D2UbimjZn59R1zfnZeQIxlhiFUS9TjGcFSR5rGezktSrHCSulBRhPU7EQZRAlcU4C6rLVKb+WuQSFEj0wjmOpIwOw/Hvul0wSlvO5PVS+FyBKHtzRGq4y8s6fj9+TYFOAjbwvrUnzO/MiX0o8uEYBFEfHH+Gj+9crsydvY9wDA8cC6gf1ydEieFiybkAaeqjMOI6NOdrYUaWt6pgWFe7VdbAzLupb7OHkbViR3ZWSgH+vtekKUS2+UcWPXt6OwEkWAJLKSyWa2EBcDBhVNvpTn7MAoBN977HVrFhklgA49/+i7w6K0pIwdMHOB4o5p8P7wdFjv50CY4caR9L1ZrCTW3/PipTutWzcCwbB5fXmLj9ecOfNt2wgZWP9sPH8fSyKSGV0mQ9+sbhL3h7JEyQcs7FoRotG3isZXFr63hqFiibFWslvWlWgDN4lraBJQnV21UnCugsuPavMQleBEgHDJB/34EXrH7y4QBljU7tFWB9zsD4RW2kMpri8B2XAaOqUdNIma9o4jYwu4tyAUmCbFS2ikZ2micE5rm47KhM5o8Za6Lpbhjix396xaiyfvrwQK866IbIl7Cfa9oJnzxTUZ0BN3zvQA+36ksq2GLNCqQo3xZQouCEEhw6K2hhqdGGhk77zTIMIPDEqlDasVxsiisl5hnHi9m7LMI50fccwTQzTmIAT2LqWzdlIzqy23SR69CYJcVXJCRVjSMYcWdt1Xsu8k1goMsNictXzyZoSUsB62keUImnvfWIStAk8zQJaSdWQrGwSMyYCgc/MdJkoIkevKyUuk2me5tiw4IRaepwmWet1nrsqCVdLYUvGhhDhJJYqcpB+sjKaRMoRM9PVctVnZiYrLohahLfgyy6klMRmZAKVHPtkErgKSUvupoVLINnTQGO0LfWFMCeM/aEVpRRVXXFfNolobYrWPeZ1J/WrCKnVAYDMYDPXq/XiOaSSter5GLivADsGVvm8bKnK1qqqkut758VEmb83Gq8inoCOso9enm9YrVY8ubykbVrONjLP6qqisobNZk1wjt3dHhMD485yvlnTNg1Pnzzl4vycvIbt+44QI5cXF9QpuapC4ZKLrk+5fsbBsd1u2e62fP3V11xfXxfq6hCE+rupJfZls9nQti3Pnj2jahrWm01yCXZFjrNa1j9Zx0XxQYyMwyj5g0wRJAqoUgkoFVferCTL/XskE+VnHYvb+EKSilk0MXKt5DZnTJYvVLIwebJCNEtlKoqSN68rSqe5G3KC6+Wz1wuAMOcNK0qp1BbnRE1nqxqbXMCN0dR1RV01rFbrRM7QUtUSk5ZBi7U1WhtxAQ0R50eCF2uS92IpzPecaeiNkfQfwQmIFnKZ+V1coxfzqqoRHaAqHgU5VUCeE3d326M6wkKOz8fNso3MO51A2GLNPlG+FyAql4fksYeB1PJv9ej7vT44ca0sNh8CpkMXhcPXsaC9rGsJIY5BSIYdC8H3uE0Ja5zukqNvj00uDwnqC1BZJvrxBY6be6rjjqwU+T4ykFoCvHuVH6HlSP5KlbjKuU0Le0n6QZXbjfOBMR52/tHnuLgpAUul6YWSdakDOmklJIGIcp/zsTOYOHTJeKx8jEXq8NjcfaJdmk+brz9bzdIvGSy+B8Cdbnt+og9ox+6Nlx9OydS2RaaNyVUsA02NMA2lpI0xkzLlsZg0rypbOZSWXVQnsTvF2yg0UQUyNWwZYyq5aCVhPJLG5iIvkIKShLI8+7QZ5rUjIpatsIhvKSmpgjwgIctQC0tMTYyB0TlI+Ta0EdpwYwNVLa5v+CDB1yEQrJa4JidU2h6HVooQFD4ovAfnIuPoIQqLntcVAUPwMla0tlgjViAwYmXR84YORnIZJe1kiClpZwITOSBDBBad4sWEka8fBgFRw8DoHZN3yb1DoyuLTq4expi02YsrUBaMVFYukWMvKddSIuGnrk+2vxyvk3M9JfrloGJRUMWYAZAum7M8osM5FpFbXrK25Ye9hC5q8VfZYZI1wPtssZS4JBVmt/N5kM/7oirfqrKu5U+SDytZIRZMo2qxJ+UaBIgloYulpjoJhEramNeRcl2VrJnM+3ReTgABAABJREFU43aem7NwI8rO2ZVo+f7DKeoQQC++P1y307Nd7EG5D+YUFct9e6nUXZ5z6CVzygsia+mX+XpmheBxK+fxUhJKIyNXRWE606ZivVpzfr7hycUFq9WqgCib3araWiwJw4irK5qmYr1esdlsOD/bsFmvGcce56bEPhmTpaNivWqJwDAonJvwkyiUpnGi2++5u73l6uodV2/fiZUik7mg6G2HsYZx6Fmt19R1xZrIKrkXWjuTeOS+0Uola6mUGCJRxzJ289MrM+FYtiJPmOS9QvI2iHlWR6IKBWxlYLx03YzxWJZNlOxa5tgs28TFsQmIMzPCz3rjed4sx8fheDk1lrTEm1mh/q4qQ9s21HXDerWhrhvqpknPWXLjLcFJHmPZ6jMm69E0TXIPUZj8TIlf0pKqIYTiVlfiSlOblpbS2Yq1zPk1A8fs8jdNU7mv2eo15wjLo/q4/seUxd8rELUs79Nwzxan069TdeQ+WmrTc13lvAKYHr9+eZg5mKI8gKPrsfh5Ppt5E0yT4MTaqg6OXp5779CjLTl/jkfHzZPzXs2LZhyem4HD4fXV4dkH0HC5Zy8PKot4SiJHxn4pEP/U0n14D99WYj8EUDnVYwZts1SgDjaabM35tuVDwFG+zvvOOT5flGNpoWX5bE9smmkV/ZC6P7r8UAEUEo+izRy8LeySSViOgegTdXZUyc0u58kB1JxYVWMwKlkxtCaaKDlyogCMGCMhe5zkQa5ieW4Kyeko67dYDKwWq24gYhBtZWOEwELbtGGUzhfwpqs5jwwJYHiXYqF8FpQkG7yxQgLRNCtEg6mOGK9qqmbF5B3aj6jg6O9e0U+OBotRGmtrIpG37zq8G+j2d3R9z263EzIJW2NWFm0aKrNBmZamOcNWK6AlRI1gONFyKwUai5scfpqYJskmL6p2TVW3qMokNxXouoFhmnh7fUM/jtzu90TE7U0ZTV2ljb2y1KvEsFdZjDas6xVGGWwWgJJiRqNSrBkleWhI1qRkTEnJdBOAIi6sLHn9m9cbmxjCjBarpuCLTKqQV7cEoJOVAWSOV5Uks0l4ctaiej8D8YgAJx9xia/fVEYEXZ0SbcZIZsLTKQo+JkKH4KUFc8hMGgcKYpT+n6YR5x1W2OCp62ohpESmKbk8eoryIKPCHFKQ+yPvDUbJ3edcWSEDVBChu7KJklpo5L0H77NL4A8zJgoyTfbCBThbfXxxyk1svXmsZPlBzpU5fGiNy8rQvL5nl084LcccA64sB1VVJexoKTh/GYuSZQBhybOSj63v8D7gnefFixc8f/aMn/70Jzx//oyz9ToBn5XELiVrm0txijjHZtXw7Okl69WKzXol4GqaePP6G25vbxmnCW00Z2eSjqFtG5lbIeCnkd1uS7fv2O623NzccHt7wzj0aK04P9+k8Q8xJHa+YeDtbktdN4z9wPnlBc5NVO2Ki80ZXd8xjqOAQhSruiHGmjFRZsv1mZUE6r4CoEBNpee+zYIHSWmm4IBissidiV1PLZgSVbIox9m1WyUAtdC8kKdZzIqJpO049jBZAuT8bJfjYgka8t/i6mw5Pz9PyWfrRL6hkyKqPnCzFNAkLQpB5m92q8xjasrufOndl3bEoiisq0pcL5N7n7Wy7lhblfYdj+WcRDeDuONj8jyZfzfpPs3ivs3R+w/EEnVa+/+YhKYeXCCO61tao44B0j3QpQ5R+UMA6B5gKq/5YeX3uY5TsOO4/lN3+p7vct1ZgamSUF3W2cW18l+F5S69q9N1UY5dVhXzW9rMSRv1vElmkLQ8aGmxKdWdRn/371fNcQD52SwXmoPKjj4fNueIUIHZsrR8EKWtCyD1MSDkGCgty7FW8Pich+pbnr8cR0qp1M33wVi+Bz6i7R9avi2k/V6Uo3mdpr688nRY5NzIGenTqfKexkZ+13napM01sPAhT5+KR1W6WIwqufiJMiYmgVsv5olOQme2bpSNIVWVR+isBJLjZH+dXXNyO1AikGs1N+ZY862NxQBoIbDAK4KpIXg0DVoFlAmgxRVmHALb7UDfD+y6kaq1VFpjsOLSqCuUssSgZspqwGhh3JP7yRtvSPTkQZIOJ/r33E4xkEWGYaQfJ4ZxnDPOJ5c8bQUg102NqdJGb00BUdYYsbQEKNJqeuaqWARmN5kMmhTLeRYX68PCInBPKZeEYmbLVH5fymDFLedYqZLW42z1CiGZRItVa07UmV34VLZAzUNYRkrWuBZLUSxjPhets+teriCk0ZyHrbAhztplT6ZoV2kcl4S/CxCVgZ8wtMayzRytgpwq89r1HSuB/qglabYzwE1CsYSwLTppjqpJ583zWylVWBCTAXzx23ylx0DU8TGldUkzv0zKvnwXJUdS4CUZw2qFrSvONmueXF5yeXHO+dkZTV1jE7OlsYa6qogh0ntH8Ia6thAtioa2aWjbluA9YxDCgL7v8CFgoi0Wqax7TY0ieEkm7p0jJvKftmlkfluTrORCpNP3Q3EBnFB0XYetLPv9no2pWK2TFSSvqzEmN+o03pXEwsrY9gcTJueunGWI9EoTS/YTfbhu5LVgKSAuN5mDJ6/FMp4AlMr7STpWyLHkYI0iLGJ4HnN/PX7+1trCZreMTWrbtuRPkrjR2S01Aw2ggG1Se2S+z3FNMYbiYulcYtRzOQ9cXPRV7r9DMDdbto7vLa3KMeUJdF7WMDXHR81xUrooC/PnOQbu2BJ32jJ3XL43IOq4zNq8NIyWbjcnQNBjFij5LgsZ8znZH/SAfaV02nzOEkhljZ1e1FHakR//ApMct2GuQ937/kN7Rv7NEltcgIAkLy9Vf4s/SgxzmnFKZW3KUXlMOl4IklnAyK4eyw3uoD15z1ZZiFDlHAmyl1MPXPRYTKwEEE4CY5aL/OF3ZTwwa2ky6IsscnYkymQeyNvEqUXoVL8xN/8UUHqofSfbnDaAZYDl8l7nZ5pik7Qs5rmOg1it8gC+2/JRw/b7WHRkmX1dpyBlrTVWL93r0oKrs4tEmj+AjhHtQ2IcV0WLnJNDh0kS+4H0l14u6sk6AbMAHWPaFJFEwD755Pv8vcqMbtn1C3xaeeKCgjaWZLs+WVLk2JD867u7raxf2f2hrHOzRapKm2qcFBjD+vlnGBxq3KPCRPQdREfwPS7C6Br6ybPrFK02YC0rvaFpLvE0BCzbu57IhDYTVdXw/PknsrZHyVXV9b0IRl4y3CtTp3gijQ/ggmfXjYzTxNXtDc4HXARlDBcXF2hrMJXFVBZbS/4YZST4Wel5M7VRibtb4mwO3otgmoRaEfIT20Vw6e+wAMnMY6Ik5zTFpQQlGuTMrBjSww3Z8hIEiCyD2DOgKC6CSonWPXhCDLjRCSFIYubMbi9KW7RR2LJ2pNiMFGAui3B2jUogx8XSjkge46ScWbFYnZRSWGvwHrRK7I/0eBcZhkmWlaCpKstqvRFAjKXvB7p+IGWbIguVeQyHNN5yDJRKScoJAvBL3MtB4Pjj+Vq+z0WhEnivJPbDzIx3yjlcBskxzl42KcdcFvhyfrSo5/iowxITrr6/5zzUb7me7M5nFmvLTEIiT1ArK3ukm7BEqqbh7GzD5ZMn/OhHP+KzTz/j/GxD0zR03Z5u8OAlVUJ9eSHKIKuosJyfbcSqYGwZr84P7PZbun5HP3TJbSzZikOcrZLTSPAOlYBOXVkuLi7YrNesVpJ/qO/EIrHdbRnHEWJk6Hu8E2XLfndLiI6oAaWEEl1rdNPgvCc4j0pxkjZZk0pC3dlsS7Ywla08y49auPp0Wgt04tYkxdtGQp6gZAfXmFwV8pM6yc6YFaIhEPFFGWPSs9TGprx/Ezmhd55HS1dFm0FFeuYZJGXAlC1LWmthQ1zI1yXdRpLjsgKrAJqUFHcpP00JPMlcDuVZxhAllYYVuvGmbQqz3+xeOsdECTvfUO6pJBdP16vrKll787oqIMkYm6xZGSRmUJWf3TzPDl0Ec5Lsh8v3A0TlG4lH3x28L4XOpZYsvR8IpHFxImQCiSWAWl7oGHwdg6dsPcmdXTp+AeoycFoCqWX9y3PhqLmLa58uR6hmoTVNtR513sOltIPlewYNLO7z0VpmEBRnwHEaFCRtu1oCixnIHGpKF9r1AqCSpi4u6z4krVBKHVSzBF8zsJw74KQlKj20Jfg5dT8yrKTSUz0+P9/7dRzXfepajx2T7/CwL+Oy107Xm9r6+Bj771bJwioqLDRflITMEb0gJFlowRSHcXQL8B0RDWWZS3G2R2VWPp2ekWzI87okcyox7cU52a+O87lK62JpAXEBlIDdpCC4twYm1yCt53GeTWGJCCWDv+LwFSPG6MReJQtdCB58IFqNokKZiqgg+BGIGFVh7Ip2fUFQlskr6naVaNFrlLIoLApThA7IayugklY5CD0xCkxVIUFpugCQcRiEPbAfZVOWh4PVQhhRVZXEPdXJba+yYpHSGm1UEkSTlj+7aoacMTLFNan8AkmkO+d4yclmpS8Xlp7jdSKt+TJ+5ngn1Jz3SHB4TMKPnFUA1D0BOVk6lQKjS2Lt+bIxzfF5jYg53k9LC0K6R7lUxIcpWfsSKcaUXVkjNlnsrE1sVl60yEpHtMrWLrBWF9ApwyrnZ0nHpuTEC4PuwUsUBiU6RD5ndUKc+3v5mmnaf3hlVtzqk7FI83FZMbuURU5rw/PYyccXoWlxzfe16ZSSLit6DupI+7lOQnhbVzy5vODF8+c8uThns5Yca95NjCkvm0nKCIUAHmH5BB2zm2vOHZfHjriLtq2w6WmtcW5iHAd22y0Q2e/39H3PMPTF1TR4V8C3dkoSarspCdo+sQQaKmsK06l3jr7r6LuOoesk95S1JT41Z4/OsoH3PikbZsX5vM6XHk17QHqmOYVFyYqb5mpaFJZDWZHW+RgXyuXsNnz4zOJiPCzziS0ft8wnipJEQ7EuVVWFeBxooR6vLHXTUGUCHj3nyavqOq2bsk84n+OGQ7lGSAqitIQkcqZQ4ildIokIUdpS1XWKuzQJsFXCwmhNWhty0noWeaCyFcsd/J7lydnSNLvw6SMDyfL743ly6pWP+WFYog7viTnAMr3rw0NRSVOX35H3JaxYVCZvpUPTgnay4+ZTZgCVY7CyT7kqG0l5Fvm8uIAo6v671Dkzonx453zYMRnYnDzioBPvL8rzue+/3iyk3xf84QRgugcKkE07910GOgX/5kDlxY+zYqP8nVu6bHE+d/ljGkXlyGzZiumZZiHnsO33O1IlAeVh3Hof0Nzvs/cDqYf7PYPSxblJ6Pj/l48oMeLChCb5PS/y9Kj0ex43OsVC6cTSE3SOTUnin08xDdovhnPWQBYJM4E0CZLXWiyFy803kCwhi5wtELEqYgwCbLQk9xWB3ONjpJ8CAcFFWSAFEb2ryh4A6awhdJMk3xUGqoibHC5p/Y0VATozHE3TSAyeatUQtUZTESOMTmGUZVPVbNpznj7/hKHv2e720p4IqmqJSP4poyxKV6A1RldUlUEx4Z1nv9/hvFCT16sV7Xoj8DNGtts9wzDy9t0VwzAy+oDWhrOLi5RtvimLsbG2UCJba1Is2yxgWq0hwjAO4pYTsptaTOAkZJ1x0TyL8UaL5SUEIehQEKOMnajleesQ8XEGAQoh+wgJIMdEVR9LXimV4heYx1yCs5EkwJGC0ZXGtikmDz8LKiHg/USIgSk4qVMprDIYTIqfU0SVXJ+8ANVhGHDeMfQd3osLVXAO50ZsSmrarlraZhaq1m1NVRnWKYfXelUTQ2TonYAeN4AyROMxBlarSnJ5+cXiqvKdS5FxIv0WovR9WV6PwFMIszb6B4ej1DKQfU7+CXPS26VFCGblTXlfxG/GOOeXynssHMowB5c/8WWWeXKS0qzdz7/lGJd8PT9NqCiMoednG37y6ae8ePmSH//4x9RVha0q7m5v2HZ77u7uJKZtvWbVtugXz6itpalXECMhrInRl6SmUz+hTaRpLM9fPOH8Ys1+L+QQ290dfd+x3+8IMRTmvb7vCuHANE1M48S7qzeEEIslJveX0lDVhvXZmmmaxFI1DozvJnT679NPP+Pi2TkEcZ2bnCcQhcmUSN/3aK1ZrdeJKMbIPMxiTMwyVhLmAWUy4BJLdg78jgsX6wMZAVJuwvlZ5JKPnYGA1D3nRYpMbhKXNi/W66hUSQifaeKttbRtWwBSJu7wIccrTUzOS047oGokYW5dSYLkfuhx08Qw9HmlkvkbMvvdHPM0jq5Y1bNrYF3XXJxfJrC8ImvTx1GAbz8OeLcjZJc/L2tmBk95fBaQl2L5ltazXJZJdh8iiZh/PwZQHPz9UPnegKjTE//o/WPqOUgKRKIhfhxRzgvRIYCaLVGy3arFJkDeAFXGA+mcE0DqIQvYx2nW4nzNEz1yyoJyeI/3B9Bjn0+2YDGQ74OAvKifsqIsr1PmTum/eEBHOMdsLYFPvq5KFSyVnPOZy206XST/qw6+OllmC89hDe8DRUtk9ZAl6qFzH+qn5fFSxyFQft/QeRDrfYflhybPHJYELpLNQITULMSRxmXKGRUTU1hWKMrpszJgkVpKZTeNbHnJAz6mINWQ/Op1HqtiYcgpE5ajKfevUZDJL0ShKZt9ypuKTmQUMSMASPl55tngE/ugzVZsLdYEHcXnXxNL0l+tjSieohWCDKUJSqFtJfWPNRAISoEW64WPmsYrXIi4EIjaEtDJ8BWwteQKkc0s0g/7BBod2ihqW6OsYYyRcZqYnGPXd4zDhIuRqDWVSQHHVpJsZtdIsThJXEOObZB4tQRqkhZYHniia07zPMd/587P1kOjch/m+K38OLNlMsc6JddLlVgQozzTiJK0DDENmqDSGMhuPGkUFg1ussgUrfJCiE5KsKzlzQxmOY+WtRksZ1dp8MGJ9a7bMo0jQ78XN6ftFjdN9P1erIApSan3ToSRylBXtZBbpD5qW6Gpvrw4p6prNutztDYYJVptRXI380mJHw6VU2mmkPcIAZY5CfLMxJWBYwYIMzhYus9/+Az/PpXjPWAp4B0Lyac144cl7wVqUd/ysOVefVyW7mIPMZDlOmOMBCXJk5+uW55cXPDJixdcnJ9RW4ObRvpuz831Fbvdjq7bC0HFNOLGFX23l7glRQI5OU/PQNd37Pd7tnd3dPtOLEzOMQ6eEGfwUm2TEJ+SrY7jQEzMouM4Mo7TYsws7jutzWLFmJIL66xWjT4wjSN+mohpLrjJ0U8jgUDTtmTr4UygkOZ+VpovnsFBTJsqKt3yPA4B8H3Lal73lxam5XHH4Kucr5Lkk0gYIpEqPb86WZgyeKqrqrjyKSjWuZKLcDHmMpjLJBD90Asr4iQg1zlP8MllMN2pTi5067XETy0tYFobIkg+Qb8r4N05UeRl93NyuoMQ7/XB8Vh97PdTc+f491lhMVuvThFXnCrfGxB1XI6tOPLhQ8/9wFPU/QOO++sYBBVrUg7gnRFNqbMEGqqH348f4scAqcfu6UPr+pDB8UFtuXe994vtqgAt+VySVS7BwaJ+eBhoftwdfEc7b0Fj9wHk8bVOA8jHLVGnjp0/z+/ZUvG3rZb9gcozovPPeTF0sj6QtVip3xdA3WRrVepyywKe5+THkTIWFLPLQ0mim0GUz2hYp8VEl3gqbcBENQuaUS0sIxEVUzDu5FBApTRRKYKZc7zoJCBk3/IMBCbvBBTGKt2mMClN1snG6GzKpaQlfksrXGXFAhAjDrBNhY4BPU0QA44gsWRVS60blG4ZnWd0jtELe93oPJHA6qKmqlJiX++4uXmD1oq2sVTNinpzxm6KbEfHzd0t2/2efj8wTY6mbrFtzWq9xmhDlWKQspa1slV5skLvHtCENGeyChgBBc7NAEpJ3INCJU5gOcamPEpVznQfIt6XwFIKA2LyCBQrlJdnqxXKp6S+1iTyhSB5WwhkQausbyxdYrIgI+DOpvxWJglV0+jFAtTtCTGgjDDytW1d3F60DqA84zgwTSNv375mv99x9fYtXbfn1TffMI49fb8HKHEfINeUODUZ3TmWpLISM/jy5UvONht+9ic/Z7M54+XLz7GmorKtEIdEJ/F8QQESt8UisH4e15LjKrvoZGFKKXG7jOFQKFpqlX+4q85hyfdjUt62vB4thbhl8tB8TrFepQTbmXVxmRj0eE853l+ONfNLDT7M4pFO8VtBO9arFX/685/x4sklf/qTH4kFMgRubm94+/Ytb9++FYDuhbq6qWvW6zUvXjylbVtijAXE933HdnvHbr/nbrul2+3ouy7Fw0WMqQGVrBpzrG/JMTRN5Bxnklh3LBaJpmmKlUJpVcaSxNXN/WGUIXrPsN8z9gNTPzJ2PX3fc7vf4kPg8ukTqrqmXW2wiXEwREnUeyxEqrR/iAJn7ssYcoqtKIyG2SXuAVCwfP5LevAQJUYyhiMgli4qwMhSGXm22T1vtVol8FQXGVbc7MQNckjU33lN0oWmXDMMIzGKG2W2+qW7YprmpLfeB0xyAT4/O6epG87PL8Sq3bYopXDOMU2O3W7PMAzc3d1JPsJhKH2Qn2Gd110y3J37ZTl2c98cj+nHLE/5Pc+vfKzUYe5d47HyvQFRczvVPRH8oYXggzU2an6/J+vC4gt19Lf8JvUdIaWDdqv0vyoGMHXwe36PZQDP9S61jh9eTlpayuLAwed756pTf8/3e3zucX2Pfy46l6P3+3/fb988uY/B04dYzI6PncFHrpcTz/4DMIhKGqtl/TGequrEqQ+38/i4h74/pXU5UemBNiYmKWV57MdZPMtZ/LsisNwvyepT5miKGyrJoGffdVBEHcjZzA7md6mAlM9JiVFKgVdiHVrkSU2HpjpiJDMtxZhimNICEpG4GnHTSxaolAOIiOSpQlyeBQyklmWtRIyo6FBRi9tiVFgkhmWpxVQgDIHaUFstBAlmZi2aErnJmDXlRkPwKFOhgkepQFQaF8B5mHzAecldpLWh0hU+TuLy4T1eTck921NVovmrKo2PjtvdLXeD57r3jJNjIkIleWa0rVBGiCKU0RhTpTgLW4BinswixEh/qoWGJiTEYxcpMoQtTTTGYjUKpT+zJ+Y9bb2CqDQ6K8xi0pjmJ5vmbQFH6fdQQHkC0fLQDii+Tcq1InM4iMY9BCY3Ebyn78SadLe9w3vHFEbJX2NEyBKBIgGgoWMaR66u3rHvdtxcXTEOA7vdlhA8ilCAqAjzYmFTWpeYJB8GEYoDeK14+yZwe1PT7Xa07YonT7+krls2q3PqesVqfUbTrCWhsRXroPd5PcozSxULcEgU5yGKVU3H9MzSwdlFMQtG32a//NsuZXfNwnB5Rklzn+bYEsjIenFKrsku6GpBarJU7ibr1GJPeUiRK/0pYy6D9bx3LI+1xnC2fsr5WujIq8oyjQPDMNJ1Ha+++ZpXr19zdfWO3W4v4yUGqqpKTH1Cla20CNL7bl/GYdd37PYd0zDgpqn0SmUblNJMkyiNtF4SGUCMYU76Wtecn+dkq+ImVlVCjINSDH3P5Cb2u11yBRxQURx3nZskSfUw0Pc91ljWqzXdODI6cRNUKKqLSkCJFYINWfsUSi2JB9L6nRP15TEfcyxknIFQXk+VQhhK0zPLydzzeEmxRSHOllkUxb0zyzcoJXGgZhb+M4iq6/rA4jmz5Lmy7oTkNpcNA8GHsifGGBnHsVjzchHrUk3TzIx+SitRaCnFMPSM48j27k6UcOW6cu0pgTi51zw+VVFexkhhkV0qFY5dY5fA6fjYU1alY6C1VFQYM8ct/sAsUbNG7lSTjzUxy+/uvVDLKmda18Wl1L2ryJK+1CzkxbpYn8o15gVuvs4s/GQNxDKu69hSsfxcBPyP6qmPK3Ob588fKyDfb2cs3+X7eRhIzX8vQ6Dn+hbOew8Aim9blDoN6ZblQy/3/rYdgtFvU+dyrP4h/TD38R8SjP0Dk1Y+tJS1Oot0Sbudp39JpBqTESMSdaAYqphdSlmsBUYJG1lQ4Imi1U8CQFm3EBAlDyi7CmZwntzEiiZG4TWFXEEByqc4nmSx0CGCNiSiKVBZexnQQXIfaTUrcGJMkT9LRYnNOTMya6BYD4hiYfExokPAZ01E0AKitBHmKQWDi7gpME2hMNKZusLaiilEovfighYDIttE6loE97pWbIeBt3c3XHWOd3uPrRts3WCaGqtNon7XKGtQxmAq+b6uLKm1wrQXAjr1lSFtwklmnVKAc13bInzmIn2UhPYSLJ7uN8biGpkX0oiWoaETY2MGSSmNQs4ZHDKLVIxLAlCy5jiPs+yGZ62lbWqcm0RL24uL093dDcMwsL29ZZxG9vs9kxvZdreMfqCbtkkrHcs1+27POA7c3t0w9B13t3d455KAaTjbtJL7pW6w1tCoKgkPFqVTu+nxYSQEmGLk+uot3nv+agwYY9mcXdCu1jx98pInT57z6Wc/5pOXn/HpJw1a11irCUFYCuedQBQNwjUorwykgJTkmrS5yDNZWmt+iEUpStuzxU2+nwHNEgA/rByWndKYed/IlqilTCEG8uN9ZSnDLIVGRVVXVNYuYu1CAS91XfHyk084X7Xiwmc03X7H7e0d796944vff8GXX33F7c0t+/0elyzexshz+/rrLwuFdgiBYRoZx5G+7xiGgWEcsk6rWMLreoVWCYCTY38WwM4ajGlp25b1el1ebduy2Wyo65rKVsQYubq+ous7Xr96Tdd17Hf7FH86UVmLn1YMXcd+u+X88pJNXbPrOwEPwwgomhTPY2yF8kKlrbQusUMAmY2orK9J2Zr3YB9S3r6cODaKfGpyrD0quVjPueN8tkSlpO+y3yQ2zUJUIkK/rYVQJysesieC0JKTAJRfWI98ARIh+Jk1L+ZUE5FhHMo4W8bNAazXay4vN4XZL4/RYRB3zd1O3Dpvb29L3jdpT1OOzcBwSTWe98Qiwx8BniXT3tKSdPxaxkgt51kGWMcALLPxfagVCr4nIGqGLWWKyL9JIHgIVB2/H4CaJICog39VmahFYk/XKdcta05mF5qvPj9eNRNI5PbFJBgV4ef4zjgcIPfu5+H+OTpy8VfWJh/WEYs74aHgfIyqD//O5x63J2978zNZHhPjw+/H1zkU5DPAXJyTtPNZO54/53apgzMfaXRauMp1U1+VWJLcd6U9qR8PrAOHLYV5yBzC4eNyuGk96IaoTsdCnQLUj9XzseBIhMB8vx9SHoOf3x3Q/aOXCKbMWIVJ8RxZeM6bEPO+XTRieRrPjgbqoOKsJFAqYrWWKrLgnYddnEFMVBCDnmXGdIEck0QkQbx5EwBQRpjrxkyxnq6jFRB8Ik5I6iHjD+f7waiWtxAUHiftXKxVAfnsgxZA5RwxOIITdjldVwIWTRQ3vyAsgjpGUIEYRjQerTxu6HBAj8RH2OQWPRjFfvIM/YRRFRdnwuynjcVoi1aS2NEoQ2NrjDbUxs6WpogA3hhQKTZJL16SoDIQjQjv2qTvUr6dEL1kP4rzOVkh5FPOI2ts2UMouCxbnhJrXUwPtMS2+QUQyJYX0Fbc+Xov1iClAwqPihNDd8fues/Q7xiHnr7bMY4D767e0XU9795dMUwTwzjhgqeb9gzTwLa/TUAkFuta8GK9GsYB7zxNo6EWmm2tFSE4JufxfsIYzTBYYeqqK4yV2LN2vWG12uC6Dj85opvwWhEMoDQujuw6Tz/03Ny+4+b6NW++ecGrZy/45JPPefLkGe36HFPVBGUIwOQEZAvrZJR4PK0wUac5mPowqkKpPAuTP8B1R2Uh8VgwU0UYPiCYWOx+B9akxRo0M9aqsiaR3FdDOOyjGUDJSpKJskgCrFZQGbHoTOOYjCgSn3bWrFivV7y4vBTwtNuzdyOu37O923J1fc3bt+/Y3m3Z7/b0/SBW0xCwlQij3iVijcS+BjAMPdvtLlkkpkL0ZXRMrooDSpnZWpOtKJOjaRo2m3M+/exTfv6zn9O2DU3dlNgesQAFIbiYJrp+xziMRO9SrrukbFAwjSO3tzcYY/AxsN6sqTYbPvvkEybvub69IcTI3fU1tqpo12tJOlzXRfVOavsyH588R5/iFh0hevKqsUy2TExMc0mG9CXH2rz3RhCgxTIpujkEAlqxgOB5QCRFTsrXlGKPhmEsLpEFRCXFCwlkBy996H2YySGUWPvy9a2x+Mmx81u6/R6fyCDGlJaguFEmcGZzWoYyuhVZSaIUKC2uxUaL67DS+oAAblk+xnNnKW/N82E+fml1elh5cbp8L0AUHIKnJQACHryJ4w7J5UA8yEDsCMAcLGMZEInkc//35X+5Y5ctjMkVJO+UiwaImXYOEi5aoIN7PVXiwdtjJWvEZ+KFueWPnsP9vjsJeEoiwIUQyfsB1GFdh9BjqYVYAqYSFF0AT3ouB6An312+UPpi0WXlagWQUTSbBwDtCEiVJShmIUiRYxTeD6AWbTuatBAP+uVDAdQHlQcWk/lu5JhvZeErfZ8/yEsdXPaHJ9QoFDrqsoDrBU1tXiVyIL/gq6UFmqJ4mVeUNP+iuGah5BlUKU8ICIAK6ThfNvp5XGSKcQClNNFaTDRFYWAyS2C6oLFGGO2mCElYVzq59gSPCq48pJiJLEgbh5b7zltZJqRwQVYRHyMzBakFZfBYQlSMgyN6D1MEo1DGojUoE9DRoIOR/EvIpi1JGB0acU2TTPUTSkFtZQsKITCEwOgjZm25WLcJ6SQiCqWpdI1RmsbWEriciR58FMthiifSJDebtK5rQKsggMkkQGpJ81sEhZhiFGQs69JX0idJMNMC2vJSlPGSPOzkjhMjMadmK2tWirtTYp0MRJSyRBXxfkKrQG0CSnuUduz7K67ffEW/u2HYbxmHjmkaef3mDbv9nq9fvWUYHVMUV8EhjPTjwPXuulhzqkoYt4yawT8omjrnX5FvvPdEl93LRFCtq4raNaxWaxpjWa9W1FVFFyOOnjgZglYCiGJk8BPT2NHtOiptePN1zdPLJ7y+eMr0Z3+POP6El5//hLo6J2qJc3FBXLKUtqCye6XkRZrlR3WgWCuucD/A9QYo+eZQCxVGGk/FSkzOKTfvy8udaZaJ5hxzxYdDpbG73ENZzHmV+lipck5hQ1TiHlvZiug8zgfJo6Zg07ScrzY8Pb+A4Ni+eUW/23J79ZbtbsfNzQ03Nzds77Z0XS8MmlMCUd6itWLofcrTpko6gr4f2W27EuujtcTCBSUgynuF0g6QGB1b1WIZGifqpmW13vDpp5/zD//RP6auxIp2c3PDvuvY3d0JSLu7Yxx6fJjEyuIdynt0DMXvaJoG+n5EG4OPns8//5yqslw+uZRnFQNd37O9vUMbQ4iBdrVis17jQ2BKaRmUlvEaQiBq8QSI0RNVwMXEUhdF7SIKjASWY7JQHpGs5JIt4GKhmy0odWLWyznwUIphEna+LGNmmSynBpCYpEmIerz8rfI4ROZZzh2YAVAoa6NGW13izeq6JviAS6x6U3J9nKap0KCrFOtb13UhAxL5eTk2SfulWD2tFvfRpZWIRRvLvIinPWyW4OdU7Pl9F1ctDLyZ52Ch7PgQIPW9AVFLgX/W7c5LySFX2vI0dfAey79Z0l8ckl4LT9L0nT54zw90CZ50fj3UqQvhJ7dbJSGNJdFEFtYWp99/QKn9MVLCM07f/Pxjuc6RhnnRTR9CrR5Lf+W6Fku4ut+vM3CaXfsOoYZagDp9VGe+5uwfnoVzlYXLLNgc9cFx5NwS4JT3eBy3FMt5SyAVlveYvp+7aAFyFucUa06573jUH/dB0Qw+TwO3w+9nQLysaxb05sUiQvL3onz/mAVsKUzP9/AYwJqfzfzNDEZ/iEUpqLQlZFNNHmMHczELliIA59xJMfp7AIgEqgrCIS3yzi2sS8znZLedOLPz6ZgFbKG3EJe0DLbERUShiEHmkU/afOVTu2MQSumkhY34ogxQzBswKmn18wYeI6P3+BBxIaK1RRmLMgLKJJ4nJEuPotENSfIiY8RASC48HmXE9c1oRXdzx3634+bmlnEcExDUaC3B6reDQymNtTVYQ9XU2BipcLRNTd20GCPsb9ErCErcGGMU8BSR/K+kNUHNWmgRaEg5k9J41fm+JclsUOIm44JLVg5h4ausJQucjpwBKaJiwE8peS46MWHV5dn6FDguKTciRkeMhmiEqc8k9OWNJhLwIaJw4DuG7TW3r3/H9avf8farX1PFARMnztYtm9rCWc+Zndje7FBxBKeJ2tA2Dc0UCaYpQdqbVc1ms5aEyUbjUpLLWdEmlletFCFq0YQrAYMeRT9J7NoQlAT4K4tGUxmLU8JEOEYvIr8RZse1rtAhUvmRqbvidtryb/sbvvjVv+bnf/8f8OzFpzz76c+oVhtiJTnDMmOb1QgFvPdpH0uxGMx5YnJiYK3N0Tz9/helFLaqC3mMUlkpS7kXrUTSmCnc0ypbWCApG5y4fSU3sqyJzHUoAe6HMTSZwEYUMSiSO1vKbQdEH/CTx40TfnI01lJXNZ+/fMFqtSIMPdPQs729Sa58t9zdbXl3fU3XdcKmmdx4Jc+eAmVRylDVDUohyW6DJgaDwmJMLWtccNS2prKWaZzwk0diPRXaijvAft8DAgjWmw1/9ud/l89/9GM2mzPevX3L1dt3/P7L33N19Y7bmxuGvufu5hrvJ2prgMg0DCU/lDYW27T4qHBRoe4UwzTwi1/8W7755ht+8ic/5ezsjE+eP2Nynr/+7e8Yx5Hr12/YnJ2xbhpMXbFpa0J6PoPzBBfJybmdm/DBM/me6CPRCUiaxlFc+1xyjYuZOEgJgVFKTaCVos7kQMamZ58SI9ukHIriFRBiLCkFZJaHI/e8WBJXzwlrBaQup5PyoYwxGbsmyY8yL4dOnsMubmVfSOtKTGPRanFpj8x5qbKlJ4NDcReXVBWwmM4JgIboUT6BOj1TuT9kaToFqJaKl2Ws1EEeKZUpmOZXce3PqOCIcOW4fG9AlDr6O0/0A4vNQoNT1MH5byjJJvMCpFUGNbPwqBZdBksgdWhdmr9bACl1+LmU5cOLMwA7rucY0B3cb9JIZaASD6TxVPHRmTNgWVx88fnYdS8v3I9gqEX7Zjh6+FtkTp57X8iXax62Ix4hQRFEF3WqLEzm242Lqy8nx9yn2dWDRRedBFL5PcaSJDXdxSEoWgAoaUdcXPH+OfmbQwB1GkjB4RDJ5556P2WZmsHYcX/MvZJ/vm8Bk4s/BnUesowtAVtRD8fFs8p994PEUWkBjRAXfVqWztLniUlNzT7Tmco1u91kzB3zRqNUcQsMPiUcVGmjOuhHythT5Uppk0zvKmd+z+0EVJTn5FLAtcIUATiGnIcov5hlqJjIFxSFHSoEEeSdEyrsKUSMBatN6YjgFyAKsKaStqmIUsICF/H44OVeNBirsEYT/Ejf77i7vaLvehorWsymXhNCZHfXo7WhacC2NXUNNkZs9KysYt1WGFOhlWYaRUDwbhGvljMiM/dlTMAz5HxMRWsWyyv3ZYgSHybuNilmSZHyh8naHRQlF4pCAGdI65SOYjBbzl+x6gRU9Kha6NajUkIPbwwhpkTJKHxiW8T17HZXvPnmr7n65q95++UvOKsj6ypy2TxlpdeExlMpT2tHJjMweo3SFc1qjbaW3lm08ngHTWPYrFuaFOeSaaGncSLEuIgFM6hEq573VA+So0U5PJrRBSofqZKG1iDANAZPUIDWaA3GavTkMVGorfs+sLt5B1FTrWqGqad9/pRNZaBaEUkkHkqsqwEhTpEnk91b8xj1xY3P6IPd9wdRsiVhsYPJOqEP12li9lo59Fw4dE2fgViuJ8/1TGATlrITkEFUpuaWuoRmP/8XQ5Tn7sQyW9U1q7rm8uyctqnpdlumvqfr9nT7Pft9x26/Z7fbpRw/XvI2RRbuwGJNNok507tAjCrJBJIvjiiKptrWNHVDcCGtmzK9s6Ddj6OMDGOom5aXn3zC5eUTjK3Y7fZ8/fU3/Pavf8vr16+4ub5i6MUVlhjYtE2KjUy5h6YRWzfipoxiSrkXnfe8+uYbbm9v2WzWKOCTly+JMfJ7bZj8SNftMEoxjQPWaupqJesDkSmlckiOu7jo8MEJ0YYXxY/QeY94LyCnyKOJgTOnazBGpXg0K0opW6VxkdyVJQhU1roQ8D5KKoowx2TFtH9kRYTQivuSc0ncPu9v4LPS/cgaE8Wd0nsvJCBpzM7pJRJISfg+xyTlsepzrFcIyVVvHuOz6CGLcIhqVpCdUJosLUsfElN+z00vY4zyWc9za8Ge+gOyRB2WYoo+wgjvU0Ad4AqlZqkIDgwpM9iZyyG4kpdkVc6m9ng03nIiRHV09nz5R8sp/HOIP95jIfgOS7ru0eUfAFzLaKVvcakCCBbdeYB6DkHX6fI4GHzw2qc+xKPXQVvvaze+j+VDeuyhUiDrt723H5pEg8wrYy3eZVeFUIBSXhcy1a53k7DkgQRh57muxYoVXPaDj+gofv9Ky4bimcEHxOJzrpOWeNYPzLx/2bUnC1LLpJpZiIox4rxDBBERjrSRWKQYNcR5I1/W453sStM0iUbUh5TsFJS1rNoGW9VUdcPkPS54+q5nHD1NtZEkuXXa5HVFjA7vxkQcMGJSYmClFcYa2lXLmdvw6puv6bs9PT3WVnz6yRlt1XB5+RSjLXW1wkXPECbwPW43sA8Drrulsi1GJ621ErY/jEqGKHUwjSXXkc+YMgn4KjHLq0RxHIt2WzZM0YhKIlEBidZWZAuh8RCjF1fH6BO5htwjGpTJ8ye1IgQkWZInePABsQShwFo0AsS1ipy1lt3tDb/8t3/J69//il/9i/83F03k2VrxdFNxsbLYODDteirTgFU8PW8xWrHd3+H8hB4qfIgph01FXXuauqZpalZtQ2VFk+3cREciNUi5WrRWs2BDEl/SJpqZuLq+I8bAU2uwTUvrNykppgioDj+frQFrMUZho4bRMU2Bf/OLX6B/+ztuIzz75DN+/ud/QV2vAENE4dGChw/20ljmqtIanfYHrWcg8EMqsyZ+qeRauB6FkNUe5filIHfwvZqZCks9JAIbnUI5C1vkrGgpSmVUygE3xwDK847UlcXUFZ998pKzzZr1qkEB27tb7u5u+ebrV3T7PbfX1+w6oSd3TggHfMhrjbRK5mRku91hjOXy4hyIBOdkPgBN3VBZzZ/+/E/5/NPPePP2DdvdHV98+XuGceT5s6dobXj77h0RaNqWi/NzNqsNv//iC/6r//K/5OuvvuLV19+w3+8YUjJYQuDi/AKjFWEaAUmca63hbP2c0Xl2vcQVDi5gTU1VwehG/D7wi1/8Fesvv6JpWi4uLvi7f/7n7Pcdv/7rXzM5x6/+6pe8/PQTfrZezXJnmvtTynW13W7Fva0biD6AIyXdFnp0nVzXrLVYk9JL5A0ouYUXspFF7l2tVFLazU9fKSUU5C4T3NxPfrskhVBKEirft+LkvekQZOVY9eyKV1VVSQyvdFJKprmZFdbHrnhLpr1jVz35M7PvJZIjNR93zKi3/Lwkl1gec2wJO2DrM6rEkmXdglJJSaNAmyMA+UD53oGok42dR8oHVHC/nqXd6GOW3sMOXGroj5ql5prv1/8AOlpc4+DEZfuT9vn09WcT7LGP5/GVDvr0oQ447uLF5FyozFN9cA9PHojxs6WK0qJliYu3eNg9j8rxh+Dtg5/los6CoeP93x48/aOA1PcTZL2v3HN8jItn9MOTVz6oiEAR0lgVqVstQBRetGM+iFXDpg3ImIV1Oy7wd9bKpT4rgg5AZmtK5xzP6Ux1DUe6leKSsLR/xiSrh4M1SIQimXhFno8LgBxJrmYxBWAn//0EJrQ22KrCVlbirYJog11KPlkbV7SHVssmE4MSoJiotZUGq/KmLprIuq5TjqOICx5CEh4qw3q1lrwmVcvoRlw/SVyP87ghgp+I1mGMpa7lWF3Jswp5zVW5/1Xq55TrCRE0op4FDon9iqiYkxBrIlnjKu2WGCxbFngZE8nyEvJckUEi3ttxfgYxCmGFTxaxAFGnMQRELUBXRXH30wTc2PP29de8efUlb775kublGesnT1g3lk1bMQ17gpvQ2mK1YVVbJufRKrlOhRSUrnSJO5CX/F1VVRkrkx2TnmqRDw1QKtNkQKHsT2MvB6PHyqK1sCJGBSYYoT3P7pXZjKcUSlm0MiL4ec/17S1TvOXFN9/gtebzn/wJRhuMashWp4SQ5r1l3k7KOvQ+geb7W9TB9lbIEjIgUgqvDi1sSwB1CkTlv5f1z8dHtI6izZcDyftyUQIlQCpWZQCx7hprqSvD5mzN2WYjhAvO0Q8DXdex2+3puj37rqPvB8ZxSvmP4pEuMseBivUCMsOegKj8jKvKslmveP78OT/60eegIlWl+eqbr4DIul1hqoq+74mArSoqYwjec311zS9/8Uvevn3D1bt3yfISJOG21lRWEkRPQdbu2hrapuby8oJ9PzL6Lc55dHBJiFYlJ97NzQ3DMHJ3d0dd1Tx7+oLKSp6ou+2W25sbNmcbpnEU5ZVSEj+UCBskd5XQtrtxJPqAcvNeIQL/gmEuxQFJ10VikBGzjJvKz1sIY2NaeuKcg6qs6RwAocy4uJQVH5pLWRmUz4fZ2lOAOgnIaS3xbAns8MhYPRyvh58PwdSc8PZ9r2Pg9NDvp4DYfByLd3mduv5D5XsHoh4qeaO8//3iJtMx5YHcO/jw73udVKSnE78BeTAtQdOyHaAkDupeSfrjk0juBMg63jwOPix/PF0exEkftfkcgqLHwEG2lmXgdAigHj6+lA/GHYebzIfK9/cB3R++CceFcHr4+oOr/hsveYFddrxi4US5vIkP6aofwD2fKlFpsBbFTIUtLjdyQ0Zp8F4y2QfPMDiU8rStuKTZyorwqn1JQiguGoMIiCkBrLVG3FhggeKzsJk+p7UrLPUVaS6leORyvtEpt0sl2eCLq5hSkIKzszgT3UQILsXEeEI/gIKmXWFrw7qqkwBgksuauLT0417yNCWffVsZmsZQV4bKBowWsOCjI/iRmEgsdAJjPkSGwVE3K6qq4Sc//TlPn72k6weIkXrVgIK7/R3WWFYrDyqyapNmUGn6oaff3dGJzxirzRlVVbM5u5Q4KW2TG0lFdlfyQWNMIumQnZ6IwiWAO/lEphESS5Sy6Vkv11ZN8Im/K2ZhJlEKm1jAlbaiwYw66dQjoAPKJCAXQ6EvrrTkXerGPUHBarPCuZHf/fKv+PJ3v+T/+//6L2gY+Mmnz/jZp5f86U9f0KiJSjmuuzuGrqdSNZiKJ+dn1M2K7QCDh17XjCEyao+xAWsb2vUmPWMJ6K6J2MomymgvloMQGMZE8JBoS+VOSQAxaWSTltZHcChsu8HS8vysxoWJ/bBlGke63SgMj14RjCIoS6wrjIXW1Gjv+atf/YIvvvoClOLF85f8/b/7j7GmBadRlYA+N02EcSxrqk/B9rkorR/fYL6HRSkKRfuxi1HOcRaZBWXR7muOBbiHBdKkEEpsZpkhfjZtHUeCJ1p0LeudihES7Xbb1qxXLZeX52xWK7pe3PdevfqG7d0dd9st4zAwJBc+72XdypQYuUREAaO0oqqEUODq3Tv5JYYEOByff/pT/uLv/z1+9PnnPHv2nLdvX+OdIzgHIfD06ROePn3Kf/Dv//vsdjv+5b/8S66vrvjP/7P/B1dX17z65hUxpoTfWiw5Ty4uqOuK/faOwU08e/KEddvy6cuXrFYtTy4vGJxn2w3shoG7fuDm+pa77Q7nPcoHzp9c0LYrvvjiC66vrpPbccuf/dmf8/rNa66ur7l6+45//s/+OecXF5xdnDO6kSk4bre3DKPknQoxUptKnnXyZBArS/qstSi14pTc7GSvsNZgUm6ssBgHEUmb4MexxEBOaa1u2jOqZpXyQ0k8JKiSVFcS5oYSG5Up9x+SDbOsu1T66aJs4d7er/IIOAJFZUwcKQ9OKQQOcz7dBz4PgaWHrFVLS9SpJLrHACrHQB/X+VD5/oCoBxDq6UMehAmoexKdyiqdrJz82KZ8QJEBlut/AMId1n3y51kVHZOWobQ5zuM113G8j5yCV6eQ/nxCXFSWT4y5AbAQrEvfqmU8U5rUBUBlC9RHbHDxgb8/oHzoYzpszrcHUD8U174PK9mE8vA9zVqr91T1h2PSP3qJZAY6VdaGOT9Sum8tftE6hKRldIdDtBDGZEYs8fUXj72IyoLfrINZ6ETU8usD5FSm4nJBWX6ZF/0UgJ+VPzkmKy6UBrLPJepblZIAx+QepY0kjtRCUEBKguh93mRFKSBsUFBVGpuDmQFxvvcI0UZIrs8poWMIOO8TlbZltd6glMHYjhAiVV1DjITgJCYpOOkzLTmexN3fC522lzjMySiimwSYVhW2XiFBzxK/RBJE096bLFUzlbD8l59RcoHUmQgoPxkJxMjuMLNiRB2scfIIs9IhFK16TLFoUSUSh6LQy4KHkJIYFZn8xO27N1y/fc3tuzc8O7M8/eQpTy7OuDxbY0KPCbCzmkkLCUNMD1orJL+NijksorTTWHELUomAIZKeN2CsTWPcg/co5USIyEMrHpEnJaFcJzAaUImmWFFpi/aRyQvph1IxhaiJldApU9x7TAVWO253W/qx4+rtKyqt8W7EKguqhlgSURxYbLJFbJ53P8x197RMk/paa1QCUB9tbVPZfeoQYN1XaM4AKj9zpYCwYLAlYqyhqmxyE4Z+SHFQXUff93jnUx64ZK2YJ0RxBZXJIBZ8FZJ5OkaGcURrYYk0WlFbw2a9ZrNeQ4z03b7kRcuJsY2WRL0vX7xIiXsNu92eN3ev2e+lTTlPkk45k9pVS1vX9PudxHelBLzPnz1jtWq5vLxg8oHN5NkOA6uuJwQYJ8fQjwXMKkXJKXV9fc35xQWXT5+wXkk+qmEauX53Dcg6OfoRFzxj1zNOY7LARaK2CwtgfubSbyGGosCARe4vI0p5HwLHo8GHOVmtXMczOU/VJAbApFTLcXgh6GL9WuZZWyqDTwH0k2MWylpX5EPFR4/dh+bD+67/vvreZ71aHv/Q50ML1ULZeaJ8b0DUPIkX391r+cMdcOqY+e/Fe5abTkh+annkdykY5oqL28f7Ky/AXy0G6VLLszQWqHninQJQJ0vk/k2e+u5eoxZ/v2cvO1zA53IwiZeVnBoEx817/JIf1Y5vU76vwOnbtCorkpYL6amjvqe3/AeVECO7cZRkhEp8wzPQgLSpWIsFTC3sa95lynDxOR/G4ptBMkMkNwBNTtgHWoR2hI2NYqnWzFJMqkMlRj5JbDRr5pS0Nwe+FrYg5RNhhbieBQU+euIo7EY++OKbrqsam+4TJXEwnhSjkbywJufohpHJyYZsq4amqdis18IQFUeIHj/t5Xwvuai8GzHGsGrXGCMJDne7O3b7Tmi2jaFpN9T1itX6HIB2XRNDZJ+SMQ7jhBt6+t0tlVbURgT+TWWYcHjv2F2/xYfA3fU7qqbhxaefUTcNtpJ+DU6jtKGqLT4Bxyzs+ZDUXLpCGNAS32o0RYgluQK5IHmTQvqsdd5EsyIJINHUI3Xn2STkFCEB6EiIhqg03jl8jFjhW0f5jv7uLf/mv/mvePvNF9Df8OKzH/Ef/Ht/wfOzipcXFdoPqDDQWsVuv+N331xzd7fj7X5icDCMht5FrntP7wO3o6OqG1btihBVsgQEwsLKZmyVkj97TEq2OSlwzghgVpkCWxcgtqorqroCbfDK4JOrmFERpT2VdmAiTW1wzjApS6AmqCqNe0W1rrFErrdvGfqR3/7y39DdvuNPf/ozNptnrFc1wXmGYcAAJs7TKgMpGfM/YHc+Nccxze5ch9rzU5r6ZblHGrSoHyAGsUzPbu9Zm5IF+ASl1CyWSC6gSXJ1GU1dW+qmouv3DP2er778Pfvtluubt4zjKONJK0ltYCNVcgku1vIIeJ9c/MS65aaJEDzdfsflxTk///mfcL7Z8OzpE9w48s2Xv+ef/9P/mndv39KneKK+79HGsN/e0a1XKFJ+pRi5297xy7/6K+q6Yb1eE2NgnDzWSPLo87MzztZrwjjipgmtNG3T8Hf+7M8426y5OD+TeakNfQh0PvDLX/6K3//uS371q19x9e6K7W7LOI7YquP27o7b2ztevnzJs2dP2axX/KN/8A/4zW9+w3/zl/8CN41M48joBibviqBSmUTmkaj5lc5UHhC9gMzg5ZW9oWyV9g4XcUrR9T4pSbLVaGmpidRVTVUrVkpjbYs24iERQmDoJVFuTq7b932qY6ZKz0lw5zopxxwAi5Q8T5iTA3ERo7UE58fj9aHyNyFLHV//Q13ycnsOj83r/uPt/N6AKDgtIC9NmB9TiUqrRFGSHPz+UGe+R4rn/kO6D9RmUb8MPhZIdtm+RZnPigcGoofbeSh/LVvw/jafOPix6x39lgFevHfQwmqVgIu837duLNv9oUUteulvs3zI5P9j4473j1wpBwLJ8feLv7+vYPG7KiFGJh+EjlvJxqCykBwF2pukLczBsDMjXMoblpQckjhRrCcxBeLmRTgLF7B8PrP7cCKYLMKHfK1Bz+kWNDpp43XR+Ek1SQxKVoKYBIzZEqVKeAtKiYlGL3OACAtbTOTpzvmU1ykBLy1WJGsttrIoNxJDxAUniRmzO0gMKAzGWNEIa8kn5aaATuZ0o8ViJGgmCkjUEVtVAupiIAZx5zLZHhFBhVjypwQv7pLSSZFx2BPxKKuT1cWiYspDkqic06HleWhtxeIREv9hKFq1Ys2JIVEFs3DfTs8r/7lUPoSYlUJ53sSSbze7oznv8SFQtRalwY09Q7dje3vN2O9YNzWr2lIZjSYQ3EQMEzr4FHw+59MSrXNgGDyDi+z3A0OIDD6itCkJN2NOVKtmxWHRqi4EeaP1ApjnHCk5R0v6XQmwJ411WSMcMUjOHa1Cch0yRCrJKYaFoNOskgB3oyGqyNjv2G/vuL15B9GyXn1KROI6lMrJMFJ/lm1lBiLfrZbzj1seE+we05qfVHYtj8ugs+yTJxTFMctFigK11CxUS34eed7jOBBDoNvv6fpOKOaPSEhkHptce0lmryOUhLNFwXvoTtW2Lc+ePhXCinFgGgf2u21ybYtJIWPw3jP0Pe/evuVuK0ldh75jmqaSdyiPk7qWmKX1as1mvYHnz3CTJAe3ibK9qRuapsnp5SQvVqICFyucJB0myS4ZaPZ9z36/Z7fdYSvLql3RNELcQoxM48Q4SqJhW9niqgfifpeFIrHO+hKn5H0mw8nwqhKSoPTci8td+qyTx0SOM83K78LpmhQ5yzAD59zJmKjjMZc/3x8483gj7ZUxH1v0G/P5x/LER1tX/4DyvuucuvejI5gB1PvL9wpEfVRJgs7Bg18+aO7DmwNbxtFiVc7PCOEBYb1oh/XpRer0Sfcacv+QcskF+i2A7/0C7fHAfeiYDy6pH2SyxA8eUPnUR5uSbinfWWE9fO81vt0k/JuAA/djoQ4tNh8Kar6z9nzs8f9uY6T3lhAiu2HCkfIC5QDsLDSjqG1FpU0RIkWADyKsK4VVAnRs9lsnbYhTZiuLhdihhO1nYTzn/MjzNm+ysHDFQurxQlYRYlwISBy6PilEO6wNCoMKJmkMEzFFaoNkrlcSxxAC/TgIS5/zyQon+UiMrbFVLQkdTfLNxxPDyDTsZiaudKfaaJpmJQxNyhC8oe8SmFQaVQl42HdbvHe4KAQdVV1jm5rV+Vpyag2XhGEg9D390DF2g/j8e4mP0ERimJhGz9s3X2GqitX6DFs11OsNtm6pWaNNjdEVSmuCMmJhQVNVLaDpdxMhgHcRpSQnTekrL/EaIbmrSPD9LHzq5DPvg0qaZFHJqqxjzluRjjgfcCGw7zpCcHz65CXGKL747W958/UXXL36PToM/N2f/4QXly23714xGc/WOCoVsDoQtVjVtDGScBSJf7i6uuG2H/n99R1OGWKzJqBp12eSryrKvhKQZLZKL6we6T7qqkpxUiLcSeyAWFKz6GuNwqjETKkMIYEnN24hjuB7KgVmZXGxYQgbRl8x+jq56hm2V18z9VvOVhVqpXDdLXfR8W//1T/jk89+xosXP0fpSvLtZjexQneeBHAjgmndNIsEwj+ckoHK8vPx7/n9ob+P9/ilFBJjJhxgATLVvc1BK3meRWlkJCZys1rRNjVtXWMU3FxfMw4919fvGMcBrcVSFVI+OZesu7KW5TYma7kRwOWmScgqkuG9qS1tXbO9ueXF0yf86PNPuVs1tNaw397ipoFxEKtJ1OKO5saRN69e85tf/4a+73n1+g3DOKUcaHZ2P9Xw8vlzPn35ks8//5zzszOeP/vHxBD4N3/5r6grWxQlVlv2+z1fvX3Lq6srvnrzlr4fGfqRs7MzmrrBTULYstlsQCn6bmC/3/OLv/oFT5885ac//ROeXD7hZz/9KcM4MPYDw37PMPRszs4wdQVIIt4piCt4VHNsTmbP8z7li0qPzFor8bQpP1QmnFiv11RVxXq9LoDLOcc4jrhkzXLeEV0gszDm8TJlOvITRWvxHjg1XkvJ4Hzh8aRVihtVMcVPPmw5PeWm9zcBqnLf6qViiLkf8ndLC/BSplfzFg1LpdMj5fsBohJ4Wbb1oIPTb3H528k7e99DWf7+mNR+aiDcX9BS007XWIDQESg7umT+OaqHScOVWt793Kbjyh572BmYfdDATRr2GdvMbRetzP325fYo9bilJh9b3Phm49W3KB9vmfrYMz7cKrM85o+/wX8MaDt1XHku/x1CVxESEAjgXBEqJIM5xQ1M6QSEgjAdmRxHk5NXFykmuUHpPL5ltAWy1QpYumKkdSxGydVETKArpBxMLJRD6fxsTYgLc7VfbGxFm6lJ+X9CarsAguyBsWRzylThwu5mJSDZCgmBHOsFbAQPwSM6z1hikJxQ1hHjDOq8j+JKFhRgMLYRIUxXKWYsETtok9YMn/rUSF6oChok0au2Nc45+rHHBccYhD4cJzmPtOlxKWdRFQIKjaki1ipQdiFwx5Sol9S/s+KjCDFKfstKMgFRoFVy1UvullnfplGEBW20CBriuilGoLRBW5Ni2LKbTU/fdUzDgFUTRq9wbuLm+opeezo90daGxgoDVkyaZmMrmnbFGC1R7ckxXujUl4j1yaWcMAKLQdmcoFaXvigCkaLkp8l5XXIyZDHUZYFsPlajMbUlBo9XicUyjQGrDUFZvK7QSkg/jDF4ramtRkWF6yb82LG/u6Y/e4Kb+pRfrEGHiPICHkmJpGXqzFr4j9LqfQ/LKWvTUuA8du1b/n58vlLZ2j2zciqVxyNlT85jVilSklFZo7J7WNNUrFZtIjMI9F1H33X4RDhRrBopt1w6G0obZ8IEhZLE1iEQlCgatELIeJSi63rJNbXdAXBxfsbTJ+Lal0kPYsrkrY3BOU+339MPPcE7FLEkktZKYeoKow0vnr/gRz/6ES+eP2e9XvP82VNiDLx48YIYArvtFmKgrSuub274+uuveXV1xddv3oqFOkrb67pms6oLwMgW4Bgj27st1lh22y0KePr0Kbc3N7hpkrFvLcE7piGggyjLfLJOB2bmUEisqzFHa87POSSmS6WERMj7UFgQs6u41lryaaVxobUpJETLcZYtzo/FdD8mFx6fl4lntNYEAjrqB8fzQ/Wfsrh+KKg6PvfYYvuYpff0MffBXVaWHcv9p8q3BlFKqZ8C/wfgU2SL/ycxxv+tUuoZ8H8Cfg78BvgPY4xX76ntQQBVFo574OPxjjqqfj7n4IcjCX7xMV9XBu1hZ9+/5rwZq8IGwf025/+OsFxxucng5eCMB+oqC+fjJYOnXMExiDgJKpa47wNl6gz0jjwNTrcxyZd/uMD+8RvpD3vr/e5KcZX5AZXvdM1RCrRhEjTB6EJZOI3WWG1QWggCgpM5OzkHIaJrARja2DSekgNVjAICdJoLRIlRKvTkGqONuGfVwtYUEXeNEEWQn7yX3C0xphwXEswfVVZSyMZKAlshRkafqceTn7vW5FxrMYIPXjSVKWlpVnjECFOQv7WV3EhN06QN2oCSjXccR7yKVGFARScx4sagreQnCsMEQeHGUHJuDEOg6x3tWqN0Q7s6p6os27sOpQdsVaGNQhvJbTJOI/iAdlCphrpZcXaWfPbDhPOeN+++Fqaw67d47zEEtJ6Y0v2b3ZZ2tcFtRpr2jLYNEiNg62Tp1zAOxJhSKWba8hjxBEkWWRmMlcSxIVn/hJ8hxXXEKC6BKS9KVLKJJi++ZC0UIdP7iFWSNHNlz1BaxsE0jdxe33B3fU2/39KYQAwr7u467t68o1aBRnsuzzecbVaS/BaoN8+o1ysuK4PuRszrHcqBqSex0jQrjK0IITKOjp3qEoE7rFcNYIkmAS0vjJICXiPWigWybpsCop0PiRI/AeToiQGa1lIZxZndEINl2PdMPtBNSRDUBmghbtBJ8z7tWwwjGzOigqO/6vBTz+3rL1hVNbvbt7Trp6zWZ0QfCJMDn/of2SuMkVxo2po/ykL+3co4kWNQtJQhlnHCxwLvqeOXYEspsYiWuKQIJpHHzPqdlIwXcVO2RhIdxxCpjMYazcXZGZcXZ/TdnnEYuLp6x363k7xvKoFz7+mHcQZRCZhnIGZtJWuH9Qm4Rbxz7IceoxSbdUvwnqurd7RNxa9//Wt+9Nmn/PhHP6Ktaz55/lzWQyJRCVPoF7//Pbd3d/T9nnEcE6mKxtoGayuMhvOzDefn5/yjf/gP+Yu/+AvapqaylovzM4gBA9ze3PLrX/+Kpq4Y+p7ff/UV//Qv/yXvbm95dXXN+fklm/UZL1684OzsnJ/86Ce07Yrr62uGYRDLtfe8ff2GoeuxSnP55JI//9O/w29/+1u63Q6zWuHrmpvbG4ZxEDdoo1F1RQCmmGM0xX1P4pJssT6JzCnuv5tK1uR+GPDBs+96lBKAZ4wp71VVSZqIphLrmZvdyfOYyRbQEqNWku0uM5M9MnrjTHEuZDOSYFul/ctoU8bi8XjOY/rU2D3FfHcKCJ0CXA99f8zA9xiQkuNkf89yvtaURMfvY+aDP8wS5YD/VYzxnyqlzoH/Win1nwH/c+A/jzH+p0qp/wT4T4D/+NteJAOfyMNIdUbxMyRQWeWCLCoZqBxW8UDnLLTLH3R8aoVaHKMW559+iMfncQSglp+Pzz8y6WcMGJe/iZCQu6SAvKOzE/Y5gZXiLBnkdhwct9CI32uTDMqsZTkuS83aweVSHTHOkzbHGCxbflr2f/jZqHyjfyBo+DjQkdv7MFh5qG/yZvvRIGfxcA/7j3v1KSUxNBxd66Gx+lBT/shA7Ltdc5QuYzsm3UdMVpnMaBfS8JctQIOSTZAYUV6orZduc1rNuaGUivikKSQv5koekfNzzg85ViPxwFk/PFulcv6qXHz2d0/aZmNSwtIYCc7jC3ve4ljySiPrYsxLQ9okrKkw1opwpbKiJyLxTiSrTRCGuHxy0tpaI5u40lqY/Qah0I5ofFA4F/GewvAWoxbLm9ZUVUMIPuWYihitMFGho8aTcs8oC0azuXhKs16jqgrnJ0Y/EUJg9JJY03th1iMqvAuEyVPXDmtrjJVEvVpXabfQaewLiBCLnYbok1VOoZCYLl32kkhJYCw0dBJb5zxZE6y1RquKGIVaPirwCtGYJ9bAGCPD2DOMfbJuicufHyf62z2bRqNaQ9AWZRuhJA8RgiI6xe2u53Y/cLfv2fcDIZkbMtOgS+yKKj+/GAtVcm0rAXPxMHdMpgGurFgI86SY3ZQjwU8E5dCqoTKKzUrAaWs29OOE2/by/McRbxrQKQdZFLICS8NK9+gYCJdrYoBKB6Lrubl6TXCKtnkiBIZhTlKdFT553sVkTfwjlO9wvXm/5v348/Ga/NBam8ceaKIPxfp8z/VPZdpmIOX20iqKO3NlU8JdIR/oOwEs0zQlq3VgSLTmPvgUFroUchZgD2TNUqHELDV1DYgiwjvHOE50Xcft7S0vnz+jaRratmVarZimURjpjMF4T11V1JXke4rBJkCXyHaSoicUtjqhCScpg2LKj/b0ydOU5Nqx2418+eXv+eb1G25vb+mHIbGVJoupD4zjKHKlUjRNAyi03qZ1SuGDl/xRTY33ktz6yeUT9p0k+9VKoSIlh5RRELU68BrQZSzImHbiH1nW7NubW7HCJeCT2zc/8wUIUbPFSbI2pFV7MQaWcsVyLB57oDwEamLaJJdGDUVKsvsIWDn++33HPgaUHjv3Q0DTwy8O3h9q+6nyrUFUjPEr4Kv0951S6l8DPwb+J8D/KB32vwf+Cz4CRJ3qyPwej45J1xbTsZrNocf2pkWrEQcMFhahWWObzazq0ToW1z3u2OOPJwfFgzU+drWD98ixUKuOjpO/FWrRpofqV7P0eO+a+fXAeffad7zgz5t1/u6eIB/njZJTzTi4xuPP5H3lWwGTP+h6h/dzKo7qVPuOF7pTbb53flq043uki6JN4j6gXrZjbk84edTfhuvfd7nmKKVQZpHTLc7RFwVoJECTqXxzLqKQ3OS8D4LBEkWw0qTAbCP5g4hC053cw1QGZ5ESyKxIBA7GYrAYq5i8E0HCS5xV1QhldUSEy2mSHDpKG9CKSkti3DEHD4fZqpY10+VR6UR568WtRKxXlrpusEaEKfHVn5+7Rii1Y5BEkkKukceSobYVxlYobRiHgbu7jn70RFUxORjGwDjKehCCIUTN6CK1hma1EYbAKC5GlarAQZhgGDrGccDUBmMrnr44x1rF86ljnAZevXlF3+8ZkmXKOcfUDwz7jqbZ07d7Vu2GumpokpWmqlfJhVAov7VyIqSnSSHU5ySXsSzoZBclL+6AQRGVJJn0XvJhaWOoa0lsW1U1YPBhICAgrTLybJWS/tvvd+z2e3GV1JHJe7r9wJs3Nzy7XFG3ZwTboNozXDcwBs/kDd5Hvn53y83dnldXt/TOM2mLRajNQcZW9I5pTMk/Q0ARWfmGVS3xRD6BzszKJe221FWVBFTK2p2VWm4cxJJxbmis5cnZCmsaYjBsdx39MDI4R9ftoK5Q7ZoYIipqVqsa0wbO1IjF8LQFP3m2W08Y93z9xW+YXjouLz8lBk30+oBmPhCFYCS1/Y9RvtP1Boql4Vh+efCcdFzW4h/vHULDLcBZKL4VMBVlZ56nAMbIWLbJFTUGX/L9WGto6hqlwE2O3d2Wu9tb+m7PNPVMk1gwttttIZ9J6puDOyzyTZo3YNA1VMFilcI7R7e7w6fcRtu7La9eveInP/qcVdsyrtdE79ntd0zTKEl1o6VtG8ZxpK0bjDaSqiGIVWyanLzGkcFInNN2u2XVtkAtLnbW8KPPP6dtarxz3N7e8Nu/vuHq9pY3b95ASplQNzVN0+DcRNeBSy6+680GW1W8ffsuWScs3nvevHuHrSzPnj2lbVs+++wzXr/+hhg8VkscZr/f4wnUCjCakNYWbUwhdQHK+iVxTaJUur6+IQQh3zHGsN6cCeEFc2L0HDMFJItQ2ivSmp8tT8fjahkbdHzMErwvj02/Lm0M8vk94P8YjBzKF/evdfzKY+uhvE1ZVjLGHLX1Png6tlAdg6hjIPYQKFuW7yQmSin1c+B/APx/gE/T4gPwNWIKP3XOfwT8RwAXT1687wL5nBO/pfesWT0+5KCzKdqFJWA6WaXiqIPlIsWiUwTd+fPx9ZbfzwDqFOCZr0nS+h00LH//HgC2vHRc/Fu+O5S5gUQacXRWOfgxLHrcoPdYKo4tIkqpUkUkomKKJ0h9fBI48EgXnCgfuln9TZVjAHX/98MF5NtboB6CQ6cOnSGU1iw24xOWqg9ox9+WS+AfuuZ88vwzQiAlP4Qyh9KxoqjI2u/8vULFmHItHcUwKllNQkxxViEQUxxNVnqk0S1/S2CQMPsla4dKFidNRAdDIX1LC1AI2RVEdkiT2Z+sFatYYniKSh3GjSjRMB/MnyygJbBljLyskTwiiqWGUhrvJkdwk9y7EtdESXjbgNLEANPk2O87QLFarVHKlMSuIab8UAqGaY/CM02SCyYkEIWuCFoRNEQrIC1o2eR7F5FctxZtFZeXTyXYuq6Ypom+6wg+SB6baWI/3TJs92htads1tqo4O7sUoWTVErWSuCmWSjpX1h8BTlqC4rXGmkhQ4uohc7YimAgxs9lZFInYo7g4AYmgwoVADBPDNHB9e8N2d0fVNqwbw+XTZ0CA1zXUK1SzIVQrvG0IlSYojwuK0Ueudj03u57Rg4+SbFjpxN4XI8FNQu8OktssBMahwuY5rZT0UxJCVQKKWWU2OfnepWPEaBHBBYxWDL2h1hXeGSqtWK9XAKxXLXvnicER/UQcB+kTZVBKzr08O2ddRS7bT/CT44sv3hBUxbi/ZdjdMnZ3QA1UkOLmFpusCHDvEWr+Jsofut6cXzwpgl4ux+t//u6YWS0fc3xe+lQEwAyo8n5aVnpFIccRACUJwWtradpGYousoes6dnd3XF9fs99tmaYJ53xS6HjGKcfkKApleirZFap8l9Y2scgI+6lW4KsKpyS1gjYa53yKM9RcXF6y2ax59+4tXbcvbKN/8rM/odt3hBiFIa/vE+NlYL/ruLu9k/XJTbx985bfrb9g1TTUleXi8hlt01DVNc1qxZPLS9w08ebNa4wxPHv2jP04sR0G3CSWrIuLS87Ozrm4uODs7AxjbMpFZRKLHmWN6PqeN2/ecnFxzpMnl+x2d/TdnrqWOM5xGBndiNcKbQ26riUhdyISUmld90GIIaIshMj+rAv5jrhpiyuu9wJkM1OpOYI1R2PwxJiZAUMI4cB99HhMngQRpa5j+fK+Mj3/fUr+O27TsYJA1tll2pAltfv96x0DqOVvx/dyfF/3lRvz+yz/ny5/MIhSSp0B/xfgfxljvD2a7FGpYx+18ts/Af4JwOc/+bN4Cs0+tFg++P1DUvY9YLXolGPkUeSOJXo9vYDdtzSdqJMlgMr1Hy6CB21U8/eZJvdeie9FVQ/8Eo+OmKkqy2+PysTzNQVH5YPVAgCyWGTSWY9YXERAzQDq8XL/nt4Hqz4Wdn2XZdE3JxabU+DjoF+4r9E5VVTubLXAtsvfOX7qefDHA+XE8rqHnz/QEvZHLN/FmvP3fv4PYvARbeUexbNvMWhJ9xjElpD1rjH1h4opIWzus2xlCpEpCm34MhlhSA+naNdTrEkwGqNEJ5w1lCZGvDcElZQ2CRAJgJrjVGwWnIwRq0p2I4Tkppep0VNQcwaDC22T0hKXJCBKp+S4pAS3sx98jIFpnAhONLtGgdYWYyqqusUHGFxkGh37rqNuVqxWLZMTJjnvIyFAVTcordl3W2KIjGNixkMRMaArcXvRCiqDMg7ve0KYCGNEm8iqtejK8qSpCcFxdnaWNNu39PuO3XZL1w0MvSShDD6wWm2oqxr1wtG0K1ob0JXF1LZohGMUZj4XUo4tTAJHSfNrhZAjb+5VVQtJBhYh1dBoZQRURSFfQCnQioBomUOcGMaBq5srbne31G3D+qzlyfMXOD9B1aDqFt1siPWKyTSEyhKVpx8D+8nx7q7n5q5jCBAxGFOjtC2WyhiDuA2FQHDCpDc2FTbF6qkEqr13ODcVAdx5L8lGh5G+F9ZGH4IMnCDCQqU147llUhVuqqGqON+co5RivWqp+54YhwTkRqKJGBNQRujNn1ye83RT8yefPcdNE0Pn2HWR2/0Nw+6cYX+HMi3KrOW+hEYuAdoFWPgjLuvfxXrz6Y9+Gk8xhuV1dikYFsE6017fkzPkPQvA+Tut9L1uUSrFQWkhy1FRnv009Fi9oq4rqlpA1Pbuhu3tLVfXV3T7PdE7QvDs910B3KAwRtISyFK51N7r+ZXYICut07oq2MDXtbQlihvhlMhhlJb4oja5/d3eGkY3gVL86NmPmZzDh8B2u+X1u7d4L3GH1+aaoesBcRV89foVIQQ+e/mS8/NzVufnomgB2r7n6ZOn9F3POE0Ya3hx9oLXV1dcb3eS52kcOT8/4+XLl1w+eZIY8WrqfYcxFq1d6thIDJGu63j16hVnZxuePHnC9dU7dnc1bbJoDUNP13c4DaaytDopxOLMtuomcUHMSjNbiWt1u1pjrU1xqjOImpxHaQFSKq358qx1Udgtxu7J91yW4zErU5e/LQ0JM3ZagPvyz+E1H7JOHcv1yzlwPK6PLUfH+dSWr6ygOL7uQwDq8JglM58qwCkWEelxOfIPAlFKqQpZXP6PMcb/a/r6G6XU5zHGr5RSnwOvvmXlj/588rbU/Codd+q4Ry75Pk3XUpO/fC/KMkiwZFnH/FkdiLTx6Ijl6F8O0Lio7h7aOrrCUfmWOCIL5AddkXJMHAvrWfNVPhfhP7X0hNYhn/eHlQw2Hhou3+1O+8HWmfdc+dtYyI4XgWPN0XtOLuM65ji5E/U/Zok6tTh9TPu/q/JdrTlZcaDCLGikCxzcm1/SHamULydZZ0LasXJf5XiDwtWmDNkKURQK8iBSUlMKQHLegw9ENckmpZQI5ErhQ8QFsdrEGNDWAgqSa4t3XoTmFPCrdCwWq2y9ihGxUJFOTZtnztQQgiMoiV3KNjPIyXojELDWEFWVSDV0AWBVXUmulUHY85x31Dpia4NHYoxccExeUdUWYzV1UwOBcehTF0S8Ckwh4KNiiqkjtQVlhYyPCeUDahTGPKclZslWDcYIKYYbJ6ZhYBhGxmFgf7en74V+2I0933z9e5TR1DcrTGVpzlfYyrJetZiUE0sseWKFUkiiTDAlb1j0A1EZgjHEKGyM3guNsPaexF5PXdW42OOjo20sxsDu7o5+2HN7e812txMQdX7O5cuXRA2f3V1hNGwniLuRfejYDyPj5LndD+z7ibd3e7p+QtcNylhWmzMwogjIlMcppy8heMjxIon1zHtP1/Up3iVirSkCm61quq4HNMM4EsYJHxzRByotVoWp39Mrw37Xomjoxg2Dizg0aMnFM0aF81MihQgEHFEFrLFUdcPZ+Tl+cpyfnxHVxHY/4cc9u7sr6vaSet0mAK/SnBSGQ3FfSpTzf4TyNyHjnNKAn3JDyhapfMyxALoULMXlMRS1jU6WJ01MycQl5YGbRkLKPVbXlrPNiuAdfbfn9vqGq6t39F1XYpd8EItHCDG5wc6xdyQbyGxFV3Ns0VLwjRGjPdpWrFYrIWjxjhCDWL+2W+7u7mgqyfFU1Q3Nas1KC63/5eUFMUb+/M//jK7veXl1nQCI4ne//YK+G0vCWIDJTVzf3NC2DZ/++HOMVnTDSNd3XD59gify5/3fo25bLp485de/+wLsr3AuMHQDq3bF82fP+OzTT1lvNjjnMcawOROq826/EwXDIvl63/eMo9Cja/VZyct0tjlDKUU/jUx+WrjzWSEwshZT1VS2KjGAkuJCFGDBB9zk0CaCcKKi87ruI0ELmCvK1PxojsbSQwACDmm/j/f8Q0C0yDOVL6Pu138KRD30+6FMMwOoJTHFcpyfqje3X6xX5l69j/VDVhQf1pmBVf778bXmD2HnU8D/DvjXMcb/zeKn/zvwPwP+0/T+f/vA+uSPhQRaEPaRlHwgpH4gSHjfIeX66ujzY8ee6Py5HOr/ZxPmEt2eaF/+I99XjCcaf2xReuT+PqhvPgTOzPSpqWGzHSs+DIgesq4c1fqeK/OARS6WDfbxEx8YOx9QPhzwPF7rQwDsfRP01LEnzeELoLQs0gWP9/JDACqP1w9p0x+jfJdrTpmCaXotF0uV/ovJMlUAq4ZQ3GRimZqzVTWgUcQU/6TUrE4J0c/PIC/8SpVYHJcIKHwMhR1PyAgMo3O45MIRY5xjK7QmIBTj4qaliyIoOF8sCUulRnFPOHJjDIkiPIQ8jiLERKKA9IMxmrxlqKT1VkpjK4nJCtHjg8MFBwpMZdA+xQ5Fh/OK1UoIHqq6IvgJN43CVmgNQYkVyAXFhMIkKxDJBhjcJOPRCXgKRlw+1o3EBlRG4qskHmhkGidu6mt2d1vejRPj0LPdbfHRY/c1pras+zOatsafn1HXDevVGmVMsSjJKxKDQSthVJy8UKzHWJOZyUCEqqgjCrEoVsbgXSRGT1U31JXm7tYxTtKOru94cl7TrNecXV4SoufZp5/S7Xfstne43rELQh4xjI6r245uGLnb90wuUK3OsHVNs2qTu+AoVijnhDQmUVUT4+wClCwcmTQAxArQNA22kpiQGBXj6BL5yczipbTASjcOjErT9RJrMzrP6CMuKlCaylY4p5JSIBF3BIkFyzTqbbsiVJ7VesUwgooD3g30+zuUbqjaQDR53KpZQD8R9/A3Vb5rGeeo7gNB7thCtbQKLAXPrKw5riNCiV8DkvU0OZYqyfEVQxCykxjQWlFZw6pt2O8cY9+z2225vblJ1sycoNUvwJxZtEWXdVIryvPJNPSmgLgUWygUl1jdopW4hMboxVLTdex2O55cXqJSrE9dNzRthbWGs43kRTKmYhhHLi4vZR3TFjd5vvjiS/q+ZxhHlJI4oN1uy81ty9B11JVl2O0Yh571+RlRK37iJtabM56//ASH4t3NDe/eXXPbbWnqhvOzc54+fcLm7IzdrsP7QLtaMU2O3W6bLLlzPsBhHBnHiVXKtXX1TsDoarXCB8/ursMTkjuwoaoadFUlxYz0TUxeCkWzlUCFxCyB1j4dJ8Apv0KIKam5SrLY4Tg79jI5VYwx72XqOxAFyl75YQDpeNyfbk8kxsyILZ8FzJwGTw9blu5f/7gNh+9yJ0rNoTsFDnwAHvhDLFH/Q+B/CvwLpdQ/S9/9r5GF5f+slPpfAH8N/IcfUlkRbhdtFUEnloEDS7Dz0E2pk1qquDilQKBHBcDHxe1Tpz50xn0AdVzZKdPA4ftcd9aKHyHNb1tKo05XtLShzcfIt/e/X1Z7P37s+O/5Go/fxPG4WNivHz3vlK354Tv9uHIPrMQ4C6kfeM7y3Meu85AP8fL+l4qGxwCbCPazhvd913/obh4CxX/D5btbc5TQ/FojeYqKx27W/KZjyhqUhApiLMdqZi1y6c+FNlZrnaxSERWEkOIg+W62EBEJfp4FyftF2PaSJUmaIwgpEFGRFE+AJKJVirhwCZK4lildfQ5ql0SpkeBGNEro2LXCaCvMeEaUKprI5Ce8myRRY/BUiZQnJF98D1QxULmWYRrY7e8Yhj0+Dpgq0m4MUWv0CD4MjG5C2xXWaJpa4SZw40DQIC5xUSw8Ue7F4/ARwKNMoLIViojRAvC86/FTwPtJctCkdSzHX5jK8OTZEy4uz7l4csE4jOy7HeM08m77lslP9Ptrxl4zdrfYKsWI1A1109C0rSQDrpqUgLhB3PsEOFnrUJjiKiVhDhGlHOAJAaz20qdhwI2Bm+vXXL37hq67w/uRi8vnXD59wtnlE5TRPB87vvzyS96+eovb9jgf6EfH5D3jJGyFwQg9fLPeSF4nk+IkpiHl0BGLT11ZwqQSlXlIVqpBBB+tsVWFUuI+pLTEe+z2e7pOBFJtLOuz8xLTcm41lYpotyWGwN1+ZIpgr3Z0w8Tbm479AB7JWVVZEaaNNgQ30LuJ33/zhtvtrSw9IfD163fsdwP9fkDRsL+9xpg167NQBDRtjFifjP6jAahUvlMZZylAHivEHjr++P2UwkuKbDzGGuknpdLak2MhJd22imJ5XK1a2rbGu5Hbm2u++fprrt+9o9vvqSpRFmRrR3ZkBiUeJzGtESmXXbYLZtutfLcQsFXKDxWjELMQaZqGaRzoh5531zf89ndfUFU11laSSkILbfvkAt8kF73JC5FGVQsbaN20/Onf+VNJCF4Juc2bN2/Y3t2hjGbX7/nLf/WXtE3D2WqVFDKRumn45NNP2Zyd8/zlJ/TThA+Rv/rVr4nxK/b7Pa9fv+by6dPk9ldhrObs/FzWvSgMhrc3t7LeG80w9lzdXHFxfkbbNKw3G8Zp4tmz59Rtw4SkcejdKPsAGhejgKiUL6+UqEu/SaxpKInSFULuE5TGOyckMdaAJrkk3xeLljLEKcCRXeJO5ZKaQXpEh8RmG8WVffbeOD3eT9VzSgEwv2frZXbZm3Mzan1aEf8+4HY85w6/nwHUXN/pOv9GQFSM8f/Jw933P/7Y+k6CD+4LvUug8kHWonsjSv4pEOCRAXBocTollJ5u1/KHpQB8gIZRGSUu2rX4fPT3sYugaIrVyY67b6c6/lXN78s2HLgNHtZ0MLniie9gdlk6hQnfI3Q/BqQ+1np0fOJxzQ94tL2/rnz+CZBy/F18oI8eO+eh3x8CUurw4AIA7vkdp2OXcWin+rvg8nj83cNA7o9pifou1xylFsHWSpHDGg58vY8UBdm1b1bIJA15TG6SuWJFiQnI/RNIAnbSKhba5nTNA6BE0izHzA8o9Sotz66QVSRQFhJrWW511mSHRF5xoMkmgbbsOqJkO8wbilay1oiFWUgCvBsJ3mFtM2epj5HoPdo7sT75iXHscX4kRo82kboxTE4RAjjviF6hlGjBrVFED1N0EJLHnNao6IjIZp04PcmJcU0SonWKFXMTYnmZxG3M53sAKissic1atL1VXeEnx7prGcaBzt/B4Jn6UajUXY+xhnGqaJoW71cIw3WLuLFU6XmKCx8YiNMif1fE6NzfswunNkHuxQ+EMLHb3rDd3jBNAyE62lVLu2qpm4bJr1mdX6Kqt/Q+sOt6+n5kSDFlKKGyx1i0MpiqStZBYYucmfjAaFES+JR8OB/jncebTMkurnHGCG20D5LQc3IO7wNVsk6VXFNWU6vItOsgBobJE41j2410w8SunxidIVAhxCP5pXCT5Ma5udsxTh1nqwYdI7fbHUPncOOEswNj3+ES+ySRA6Eq0/H/scp3ut5wX6B7DEDB4dr6uCZdFacLndxQdZ7DId+BzHxiQCtD29RYI4J41+25ubmhS258RmuMtWLpiIvdd95I0j0tiLUWLx1FyZOBQAbtsqYodJCx69yE95F913N1fcPd3ZbuSV9iPiVBeOD27hbvPQFhkTw/f0Jd16xWK54/f0ZVVbSrNe1qxb/9b/9bmQcqMk4jr169whrLp5+8pK4r2qYCrWjalqZtaduWi4sLXrx4wavXb3jbXjFNE3d3d+y2O6ytODuX9A11U9P4lmZo8YkYI4/JyUks6GazFit0LVbd1XpFiIG2aYBIPw1lriolrthKR3TaVBQcjYnkrpeeXQx6tkD5QDCyzuucO5DFHnY0Zh4bb6fOOfi8EBszvtPqtA/TgzLvA8Dm8Dt9YHlaxj0t23mqjQ+9P3Q8nHZDfOj1UPlO2Pn+psrJZs/mjcVxGRQ9MACORKKHr7Ks49QDuQ9PZtKJeLq9LLVNhW7rcfR2PDAfNGGdOPagdQ8UdeKgxeJ4XPfHGxviB50TY3yvFSo37aHrPHqnZYE/usppTPz+RsT3A5+D1j1w2Ckt5MfGRh0Atscuxv3bPVYwzG1YjOVjwPYBm/4PqSjA6mSJAZEvYpLmlUrxRYk9T5J8iJvLoieDynSvIdWZEHtyASPGAqQ0pgAwQiwuGnOOH0nKaIwuwCh4l2JWqsSEJ5rCaeiTVSvVkWyLUc3WLQFJGmssJgEKhSJEL5o98pQXwbr3owi7owjgRiuInkoHdKXAWtrKYrTBVBsZBynpqYsD3XjHzfY1HlidG86f1Dx51uLjnsmPBNcLPbtfoU2FrYVifZpIQn9AK4fWA8YasBpJ8EqiQF+4pGixiFWNJUYD2AIcsrY7EBiCZwxeNKYGlDGs2jOauObPLyvGsefd1Wt2+x2v33zD0I8M73oJJG8aVhsRzJqmxVQVytagNOMYxFpGBUqjqKmqlvXmgvX6jIuLp2We7rueod/x+1e/5/b2in/1L/85796+Zhq21LXl4nJD09Zcb+/ox4EpKqrNOU8/+zHDq9cMwxV9CDgfOTsThkGtRGs9DSNuCgJ2oye4EaI4P1qtqI1mSvm2MpgxGnkZ0fQaOyf67PuBN2/eUdU1q/UZLz79lGfPn/PFb/+am6srnrVntJWh5pwQJ5waGbzm7d7TjYHrLkJiWLSmxZo2CeIQtWbyiq/e3UB03NzuMcC068FHzKRRQ8/+7oZ28xznJkztAbGiGpuSliYB//H98/tbjpOOHireZmayY7e9U+VACEV0qroAF5F2ZN5HQMaIDyMmWIJ37Pqed91bXn3zindv36CQROPRB1yY6DsBNNrYWcAn7dkqMQ0m7UvZiVUkIvT0ykcIHqWV5CcDYvAYY2mbFRphiXQu8PrNOy4uX6NtzWbTigvedss49nz19VeM00hEcXH5hOcvPuH8/IKXLz9hHCf2fc92v2e329GPI904MLgJpRVWGVZty/mTCwB+99u/Zr/fc/3uHe1qzeXTZzjnGZ2si5vNhu32jnEcefrsOT4E2vUatMZUlqquhPK8rqnahqHv6PY79n3P9fU1TduIJbAyNOsVVVNTTWMBUeM4JCY+IcrovSu05LaqJfGuMmhj8GW/CLKteFGERBcIeHxi1jTaYmpNCkA8EIlOAaniARHnPHGnlKNLKnFxIcxpL2YLpCgA77sBHo/rY8C0ZKlcXmv59zIm8DFAtiRs+RhQVBSHyfVVJUVkec9kE/rx5eZ7A6I+Vpg8PPng7XAQpX9mnXJWjTxW3TEYO2zjvQsvDlLHbUnlwN2rDIoHGrCwoKhlpfcb+jFfH16ggEI1A6jFVw8K5SesOHGhpkiyIw+Cu2MQ8i0e93yu4mFKxlS3+sPpK3KZ2/4wCsvP+H11fNvxfsoqNUOfE8en70+Br/vHzgvQcrw+1pYfctEq7TuQQE+ap8xLhFqsHVorQljO+WzXOfovC0Mxilb2ALSqMrfjYsIVF0BjJRcTwj7lvcfYKgkxooiZ3RwkmWlA5kFISUjzHFTkBLDySluDjIV0f9klZ643bY4oFMKcJ5afpMnO2mct5/gQGf1AP+zZdbcoazF1hQ8Dzg8M045+3NJ1e0II7PYtztX4YUzuZZ1cXWuJRYojymtUMDOI8iLg5AEuVOKUQGxFZmeSp6liTADUifY2BrE6Jip3paCqK1CRylYYrYUpbpC4EFtV1MmqNo09fdMI4YSpiEozDA4fYPLSEVo1tO1aGP1UYL1uZWNWmnHY0u1uuX73iqurt7x78zXXV++I0SV2Q0UksN3tGJ1jcJ6oDfVqja5qgjI4HA6FshZb11hjiSHQd/tkfZL7zHl/UAvqeq3BRKzR2DzGkpUogpBJ2CoJNYpxmsSdsW05v7jg2fPnfPP1VzKWlST7NFVNiJopBAKK3ikGB2PICUst2gg48z5RNycGym704n7JXuJ1JocJijZKLMs0jkJqkHLl5NX7QCOs1Ydsct+vog4FPDgULk+tze+zUp08tyw1SdBNcz0Gn5QuPiXAdsJoub2j20ti3TqNgyww+0RxjzJCqKLEypRVnzlNAypbyRUxKgFtMVKUxsk9TVY7WXm0MQIYbIUPkX3XcbfdcX17m5JB1+y7PcPQcXd3KyQnUeKixMIuY9fHiHGWaRq5vbtl1+3phh4RhmHdrGhioGlbQgjsu46b21u+/vpr6qblbrfH2Apb1YTgsdaKm3To6YeeYRjES0ClNluLsZYKWY6894S4ZfJO4qImseRqY6mbmqqWl7UW61IycxDWzLQ2SbqtSEjrNOm5Ze8EcldmY2Lap0IIklw5J6ZeWGsesmIeD8pTvz1ogcl/L3HaQhR6yDtnOT5PKWLfZx0TsHe//lPA6fH7vXenCzC1vN/FHrkAWw+V7w2I+oPLUvI58dN7T8+dlU54vylQyoGR6AEAtbToPKrRz/K5kg/iJvQQTviOdpGjah7wEDw8PpIm7AKYshTijyXvh0HHh5QHYZLioV8Ofn8fscLHlbQVvGfinzzzaFFRi0VJ3u6fe2ohmu9ZxmwyZqTPZUWDh8bakVIgLxyovOm9H0h9jEXu+1gUoGMSCrJ8vgBQevHKq2hdV0DKuRTnJNJyaky5mCKZ2lwHDSG70cmDKhtjWZzFwmS0FcHbzMxE+RoSwJz6nIL38Is8UuUeUjFWqLttVaHNbBnLYMwmQbppDEZDbbOfe0AFDzGxubmJoe+Z3MRNogvPWtvRT7jg6YaOu+2W37/6SjSqteXXv/03NG3D1dUVu92esRdL1NOLCwEuKGKIuH5CoaiMJapA0A5lI5gcyC6gxU2efpgIPgrBgzbUdYvWhioly1y1wrRX1xXTNDJOI91+xzgOxChJda0VMPF03aBjoN/d0fcdb69e49zEOPWJ8l2XwI6c40pVFRHFrutxztMPTohGVE272vD8+SdcXj7l5cvPiivb9bvX7O5uuL55S9ftePvNF/RDx6o2tJXm+t0bbm7e8evfibuS04aAIlYNqllh2hXKR2J0mLrBNg210Slh6V7iIhCQaKs52N9qPcf8AU0j+YDW6zV1VUnsjNas1+fYqmbVrkFZbnZ7nj1/yaef/Yif/enf4Uc//jGvX71hd7dHacldtlptiEQ6V+GBEcugKnwt7HxGNyjbYGxDjBMheIxticrAOBDdyKC1UKYbh1KR6ERo77o9u/2Ou7stXlUEXUlS7BR3pkHSA/wA1x6RMbLr7H0l2qn9Qf6eEx7n45bnzCUpcLKiQyGumkT6YcK5kXEaGMeesdvT7ffc3twwjWNy7xM30XHMIDYSohJXs5gpryM6JW+OUSjPlZJ1DpXozFXR4ohAkRctJdTeMd+30tiqYZgcb6+uCfE3vH7zlufPLlmvW1QciWHi5vaGyU2Mk8N7x29+/SvOLy+5297x7uqaL79+xS9/+St+/Zvf4CaX6NgnlNL89/+9/x7P2qd88tmnklhaa3b7Hb/41S8BRVU1rNcbNmfnaFsJoU+KzYpB4mAlLspyfnmBtobr2xtCDOgUi+SCZ3STWMDGgXEaubi8KJa6u7tbdnuJA3Te4aaJfhjwQRLs+jDhJ1nbvA8pUTHSn2WDzx0n4DV4hZsmNApvHMHY5NmQ3Z8PAcVhwmbSmBLPBqVVcfvMSrZT46xk1plVGwfg6FQ5lSj6mJr/IXk4BLmXLGM/BsBOvX+IJWo+Z/5O6/yaAdZj5XsHok4KZ0lgj9nNKB2HOuWgp8q/WfM6f/shDThuz+k2PnpafpB51J88Kmmg1eKIw0ry//dQ1Hz5PMGYJ9pCu70sD8YiHR16dNZBVYdVLJnbTtW93ByOfipA7GST7pWPg4vx/t+Lyf9hFz3WqCy+LRP6oxr1YefEo/dy7vHmeljnIYaff1ySTRxuyplXMS7OiYtTH2LnmwHkvwuufTlhbu7HmCZj1t4eLKDlb2EQggxq0pgqU3Feq4KgpgRyjheWxI6X3QiKrJG3p8U1YhAL2PLBKwHMM6hKG1tqp1gi5lgncasKyY9di4uCzmukaJ5d8EQ3EvxEcAPj0DNNA92+Y5omhmHEu8AwThI/E0TY6saO7X7H9fVbtDXYpoKttGW329L3A24cJelrv6MyBqsk0NyPHo2iMhVReYIaiSZIQkotFON9BlG9xFAoKpQy2EpAlLEVVVWxWq2pKkvd1ilR6ETXdUzTQMSDihIrpDXTusHESBh6xnFg6HsRarxHB8mTFWIgxMDoBCwqawVE7TshehhTBjHdME0DWiHXir6AqO31O7rdln13xzD0uKkn+ImqqdAKhqEnENmNA1FrgqlQtkJVtYwkI3FQhyuXfBIrlE907LEMDa0Web9SO9q2pa4qqqRJtzEi5BhifVApPqoqcVbZMjSJJSkmVyI02tSy1wRHiBEXxGUwaktUFpSRwUWOcYhoYwWTGnHrUslqKMYKUTqEOLOROedKjFfMCoB4OEd+uEU9uIYeC4FzOe1ytfiQBkhIx+blXMaK9w7vxLpHCIx+YhgG+r6DGJMFZN4rRLjWlCxECcTlNYZiHtH5lhZ3l38/lL3KnpKFbyV03iF4nPPsu44YI9YoxmnAKgfR0w99AjOOndnx6tUrtvs9wzTx9t01X371DV9++SXffPONAEGtGYYBpTT9MDCMI/t9h3Pi+tf18h3IPFdKPACaFqpamCpX7Zo6JbkNwaNCoiO3Rtyt07PQxtC2LUoppmliTLmmUEpYKFctzk2SfiGlGZi0llhFpwjeJwIheUYRhasqUayZapZ3c5eW4RBLTGwGRg+JN6fGUpbfVFKqPQSgiuiUnl9Wxi1FqmN3wPdZmh6TG+67Fj4Wl3T6+4+1RHF03wVgKe71x6nyvQNRD5VYHvyRuw0kgWLpH3zUqQvBMnfM6YciVzoFRI4PzcLJ3IhTwv6pUa1IUZcoPS9Qj5ZjTPTg5zzhPly4PQAIy/oWzf3Qcn9vO31jCogqElV4eENczt4Pu/rD3z8I9uL9V9L4lBFwBH6UjvPqUTa2oxXsiLliruN+G5VShBKIPp+3HIEHj1tR5sBhu6VPsyYwhnRhYS44vGYGQ+lsrWIRYvK1KcqMJUQ7IrlYbLA/xKJIcTS5R2IUevJkEVquD9JPMulDDEn4yxM/DZicnMfMa4vP+TxCTHWIy1NVNQeg1jlXtM1yrsFahTai5QzTlB6zEqBiLEqJtnhyLgmgMQU7G4wR6nEJYnZCex0jVS3WneiFDnsYO7yb6Hd3dPs7bq/e0O3v2O/u6PY7hq6j6zrGaaLvR5wLQhIBmFoTiExhZJgmtt2WqqloVw3b3ZbtfkfbNFSVTZ6Pkbtr6bcayXUVnWglG1uB8kQ1EZhwcSzAcBwlD5NzkrA3BEMIir4XAWTyQSxSVSN9Y22JRauaShJWtsJoF71DxcDrELBAg2gdTZL7ra0EcOGZ3MQ0jQzTgAsTEdGk33V7Yow07TrlpzLEOHJ9/RU3t6/4+utfF1Y6GyRo3BgwMWDwWOVpqhpjItu7a6YQuOt7vNJ4ZcCI62A3jOLKiQCaYRwE8FpFmCain1Ax0tZtErI8RhvqSrNuKs7XLW3b0FQ1mzOhcFfJJZEkNIcYic4TgrgGrtuWfr/nr3/zS16//oa2XfPNV1+x/f9x9ye/smVZeif2281pzOx2r/Hw8GgyIpJMScxi1oSqkgBNijVTVUEjjUoQNBBQUwGCIKFmGkgDjUSNJBSggWYENNJ/UNBUJIssisyOmZER4b2/9t5rZqfZjQZr7X2O2b3vuUekZ6a7zoO9e6+ZnW6f3axvrW996+6Wq5tL2k2H73qwlhgTIUaGEETe3HXyTHWdTknq6zTek52FFPDzBcRA17XYnOB4IM9SI6qK7kcRC8kxqjJgGYRZCgin+H0MRKmRWmwHnSMUrBhjToqMrqPcpVTdQybC2jkmnvOotKcYgpQ/IENOHA8HLbwsggRxnhmGI3d3d2y6nk2/YZ5mpjARg0TaN30PxjAMk5RKiCWfbrmE9b2sc0fOjc8YI9ZY2qYhGBiPEvpo2oYYLdEaDseR/f7IMA50jcfZGVTVTgC84dXrW/70z38pojH9hsNx5O5+X8FEcBFrHcMwkDN88vGn7O/2EvEJgT/9sz9lOBzY7rY462mbDmMsYQ54H/E+87Of/owffvQR24sdvmmYxhGmWaXbnZRsiBLxurjY8eGHP+DzTz/j808/w3lR6uu6DnN5Sae5UM+fP+dit+Nyt2WaJm7v7kXh7/5ewOw0EuZEyiMhBHzTcH19Q2NbLYOh+UxK3RNxoLK2lCXenPSN0v7ntq4BEgZrEzmrJH1yKzv2FPxSIkgxIeIWIl6TzOMAqrzWhXLLVv723r/TBs9ivAgF3chP51ylmp5KsT9uy6/PfX5Nj0aijKk5UKcAQ6mq79m+NyDqIaxZbSuPu77B6USjxzCZrMZfsQ8LCq8hBj3ZO891cnwNm66+XA8lJ+T9iKQgmK9bEczj9v/6z/zOj1bnyg8s8xND+dEdVxN3OcSD7+liUNpVvVTSBssOdbDlpFEABSKUga2QQEHIuezEO5vpBHjk5c0KcM7vZfnu8jPXv9cHzKtjlM9y/c7qVb5XH3leHvcJCstLV6uPQyOSDzyPkFSWdv2Mzq+5Kpmpdy8rDTRXAGXqCc1ygUu31Wex+LtPR1uFW48MwvNI5vdpKzWQxACxaqjYOpEuke/VEy/I2oLJkj1UFNrWLZhyoUIuFBtpu7XakKkAO1dvZNIcJjmP1CuapW5MWdzKpJ9LNErofphyLwbrEtZK7SZyIsSBGALDJHkR43EvOUNaq+m4v+V4uOfuzUuG44HheM84DIRpZBhHQozMs+RApaw5CdGTTSbmQCZgHSpFKy9nofGWthUQZXImBcnbkjIgGbyAeGyu128QfbGUxWCwVprOG0tOMAd9dkbuDVMiGQaiJRBUdc7q0CxqhJacBUSlLPNN0odttcaNcdrnMyI7bK2uGfoyGe9l2Syeau9Fvj6mREZqMeVkyMZK3lMVE5B7LDNbyokQoka1JiKGiCVZR7az1A5LYrhUda6ciAExZKzFaC0vI9idxsGmMew6y2Vvudh1bPqepmux3jMlI7LxRnLOSt0zmzPeWi76jnkOTPME45EpTNg40lkB4E3nsa0UeUb7XopSv8titOh6MfQSOI+oP0ZEel3k4Z21mAQxicMnG4t1DX2vdENEZt/mhDMqX1/GZS4rxfdpM6srLhba2m556A2HtVNl2SoboU7VC5AyVoZSWjnPipNGqJ/ST6dxIgSJpOa8SEkXZ8+pw3m1tublM7kI5byegMNVYVSzjKeiYGqMwXovfdYabJDIeMhCaZsmoYCSVckuBzmvNcxz4H5/wFhLMwXGceZ4HCRfydpaY8k7cT4Mw8itvePzzz4nxsj9/Z4YAs42eN/Qdh3WSC7Sdrdjs91yfX3Fzc2VFDU3hilGMlFoxIgsuSh6zpBbvBOnlXOWGCPDOEodtjCDMTilHKdmJjQOkz3bvsOQmaeRHCOTGcvyIEV8QfNhkxY5Xtp3PX/IS2nfKeGsweQFED3shaambAg7wpz0vZMeera21/zh82M+0lffHVF99/7L9+sVsBgdj0Vi33W8r//9wT7lVbpswQasbfnHt+8giHpHQxlzirM1qVHGtDlR1Vobh2KNFCNHGiblpEmSJeFRjRI1XNbmY8FnYp/KwiF7FAC1GJflWlbTIqWqt75RjQSDQW2Rb9gm5xasOf346zYDldRaR9HZcR7bbbHd5WfdZzUAASjukEghM2HUc4HWulFPRnHcO+PJxhBQ2eYVcFrDlpOWqPjGrD5ewMwCzATILYqIxTgzdY8CQuz652qgLqYxFPBUo0Up6s+0AiHL2QQQnUXaTNKD2nrJ0g56ZSvFmpxFVMAkQ0zV0l7qDmWRkjZWriumYhTKnaasRU6jSHk7s6qvkqNccxbDzKrKm8kLDaTi3WK4rLpO6evfbwCVSSaQjNFk+aXyRSzy4CiAVDuhFLv13mNw2EY97jEIIUkXNBE8kMEtRjA4tLhulu+FEBS4eT2G1H2atS6J9xbn1LgXVCagzlo1RI0aF5HEBCYLiPEW5x2+iTSN12KZkXH4kv3+ns+//IzD4Z6vPv9MkvhHobmMw545TEzjUdSgUmKxSWTi8iUHqXGab+XVqPWk3HKROgEv3rHbNoR4Rd93tE2j00OWCENOAvDJNQ2vTm0WsBljM/MchNalPgrnZLk6HEZCiPSHUcGOPKDM4l30jcd7NT6IZAKkjGvEQ7n1ndDeyvxlAGcx3i7zghMhBSEMOKwVA2p7cSkyxk2LMYaoOXJt7xYQHaUfdK2j8620dchEEoGE0yhLzplpCuzvDhJVk6dMpPAtDS7OdCbhSZgcmeZATpG278gpMsWR1ht2veeiNTzdGp5fez64afng+TVXV9fcDpHjnPhyHwkxE5CIVMiuRuS2nWd3sSWMR6bjnmE4Mh5H2jaSO8/z5zs2uy3dRcucIuZugjyQxnsMht55mYSirLvROXJusM4J6MuZbQs5O1wSmefjccLFTGs6+u0VH370E7ruio2FDYkuR7YOusYyW6l6FHKsjo3v01ZEYIqBmleOLYsgIEOqEe9yhzJPyJipTr0sg6WYebbkwTih65KNshFkn/3hSIyBvvHM48Ttm1tiDHjXkDNM00yIsYooLGkVqeaGSDSpgKOi77n+KbQ4cQKJM2pZy+W3mEQ1b3e5lTnEOcI8E+aZw+HACIwhcJwih8M9MQUajSxbrWU2zuKkCTGo2deWVpVivc5zsbvAWcfd3Z43b2754vOvKIa4d47ddkvX91xc7NhuN+y2O548fcrV1TW/+P3f4/nz57y9u2OcJo7DQMqZzoDNkc5b4pwZjwcaZ4kbURO8vrlSoHbP7f4e453Up3KWrvUQPdFZmq5l07YMY0frDG+sEcVVBbTDNDGNI5vtBmOg2+5Wa1QJAkRIGZsCIc3M0WKDpTEt3jwsUCuP1Qh9HKooj0zMluVJrZhe6ygwqHiIUHfJ4oI8V/D72jGg31lHXc9f9XymOBlFWKLck7UrcG+W65Z9qO+Xz5bfiwOmCESJ+E6xq4rlXzJL1z37fdt3CEQtQ+0U9C0LY/mlgqk18l0dx6hCjDFm8eKv8oXWnmX0e8tKWo6yREhqByzA6QTULFdvKtAqR1oW6PfZmidYYHWf5TqWaNca4C17Zm2L952g6g2UffIp6W9JRdQjGj27WNfroVWvwayA2XIPAqBqcT+TyCYvqj7F85gzSSkyJT/E1LPr1ZSBpZNLzhBjqs/jvEZxfaqF1lYB1bu2h5/UazD55HoqcjjZJy/PduXBq96UvHC/S59ZlkazSJKW57s+dgVMK3pMaQSSSMcqYDVALAm8lIJ1Tg+tvPWy6FUQWs5X4XHtQ2fxuMVJsAZQ72zB78dmDDhntG+LR6+MWclmksm2ev+q63fZ39jSLzUikM1qLJZ8K/X0m5JgWz5ZIlJrisLixS1jRI0sU0z7RAgTGPFYphzxhV5jRO46hJF5TuQcORz2jNPIyxdfcDjsef36JcNw5PbuJXGeifOkOQmT5Ne4pLlSthpP1SvtlIJrDMkgUS65K0oUiZzJMS79N0nuztJ0Jfqni54rs6QmLsOSi05p99Lo5WcGkzBWWtJ7nUOqA6sUZ4ylwSmHcsZrvhjVyCvnxJSiy3oiIxnGxjqsy1gni27bdpIYbcQYmDS/grK4W/Gsk6U20hTEKx1CxDiHyw1N24IxzJrXEDU3ouYG6bwoDheJRDkrohjByMg3alyXNaxxlq6x7FrHzbbh+WXP86stV1dbQtxL5EGjcKHkU5BIJtOmjE2GmAOEGZ8CrUkYl4nGki0Ym0kkjvPIHAPzPBLnCeKMNXJttS+gjoiYSbiqrmhUQVI6UBTAroDCaFK/s07eDzNpnioF0xqnRVi/p96bVYQm1/lkmWtNjRyhPxfDkLx8cELnzmIwZv1ZnC2yzi75ZdMkIjE2ZaZxYhhHqu3Dae5rNYp1TTD1sa7nAzUzzTL2yqBaDNxz28zUH7UYuXPYlLApqapjIKZITFkop9pXSeBcBixN2y/OTORYRaa/8V6Oo6I0XdeLEINSQHNOdF3Pzc1TttsNT26u2Gx6dtuNRKI2Hfv7O2IMvHnzlnGamEPAec92s2XTdzx/9oz9fk+KkaZpiCHQes/l5SX7+3vGaZTxHCNt22KAxnlmY9SJlDGaI+idk+iRPv9yjTklRqUkGudxPtFaV/NYZS3PJ1GoGCPeF8ftw5W52E1VXIJlejwdT8s7a0ugQC2LjlftKycU/68BUl8nvHUKotbXswZKS/8y1bY6xw2Pn+sUZC390dTgSHnr9GDvm22+QyBKtvOLNefPtlq22gg5r24ccQAbaQSTs8qhnoEeowu15iadbwutqyTf6771q6cT4HJxp/fwWMOXa/tGN1/fkut8CKAWM/+xrX5fDeD1Hst3lsjayZVnoSllSjTJABbxWmgDFqWhVX2hnCMo1cZarWpeAEkWABWCyN6GcZY8HOUl1z6dUZ645pAYS9JkbwFRcj2nYeJ1y4ixh177u+68/Fwf5gFOegxorACaMaekQ6sLZJEoNQWIYiRJ10iy/IJTjXityZDiia1psqifGiMe2JwSOQZt4wlDxFmd0LIavsYq1caTsRBZjDETtH1lsRU0q3TB1aJ0TqN8T2t8bzdjDG3riVkob7Ew4oyt/PpCTSkes1ifJdUQqEBo5fXNKVcVZmdslS8HfdYZMZgVEOekNDdjNNHfYm1Jspf+6b1jjjMpJw7HARlrCesM3Uai74nEPA8Mxz1v377h9vYNn332Ka/fvOL1668Yh6P2n4R0DNnLGCnM6lpL58WIXerZLBHYOUZyDkSj3ry49h5Ku8SYCHOqC+w8jsRZpcd1MlqLIBiVQrK20IpQafeshv7KmKyAU4CfsZKn0HWNFPD1TvtxqkZMVHEC65x8x6jMuV8W/UKjzbaAO53xrajNGd/isLStiDBsNh0Ah+OBaQ7c399hrKFpPL7xNL4T6qLJHKeBHDMhRHLKuKbDtz2b3YYMhP2RnGGOoSarpwJwyoofkxQQdpbWe8ltKWANg4lCnexby2XvebZr+NGTLb//w2s++OCGy8sbhkG82+RIipkxWGLKhBglwmXkuToT8DnQENiYxKY1pMaRnSXZyBAHDveRaZ453N8S5hkzjjjn2XgFllaiuSFmYrJSBbkIsEeJPppkMVHrsmVDwmKcp+02uGwhBOIwMBtLvLwg9x2+9eCdrFnfOwxV8jHc6tpl3GjwR5cWjWgXpxyLfVPWHsndVMXNYvTo2KkUL+33YwhM08ThsCfMgdk5pmnkbr+ncZ5N19VC3cYo+Nfz5hSFsWNXn4Ou1bKmGKuAyrrqABIZxbVTY3VMtTeccxVI+UZKOLgQcKp0lwDfdFifORwO5JxoELXJ3cWFUJOPA9bKHNZ1PV3XCU20nDUbntw80RpoA0kB5eXlJT/7+S+4urrkBx88o+8bNpuGECIxJj7++Nfc39/z4uVLpjlweXnF1dUVP/3JT+j7DT949py7+3u2fc/hcODu/p7NZsOTJ0/4JAaOw1Gj6JHdxSWtc7xsW6ajZTzsyUDbSxHvxjspPYDS87S2Vk6R27dvsW7PHBNt13HpNNLnGqXyyvMOKWBCyTVyeO8WUFwdRfq/5vKWdWrBGeWLy/qm36zPzpVPjTndjwWcPUY9fWxbOxDfL7CyjIkFLC2OxvX31j/Pj/kYQFu/6ns8/nrf9t0CUdXYP4MLv8WMeTLhFJD1AImdfPM9l3Man/mdt8ccZ8VgNSe4sEYwSpil+AS+ycNczrUYAvXcaiM/5L4uwKnah2tsZuBkHBgBUOdeJokcFYNTciPEPsqqErWcKahUsvcNMSbGlInqoTRoiJWVgYmEX3NWZ1elMbyrCUp8Zh2IXVqwtGmJNS4/y/5Lo536dJaznn+34MikADNrwdXljGdgvzxTIx7uDFJELwnVqyyYEoUA66HxCIjNYGwvnnaTxRhKoS6iYMRLb7NEE1bXkEvr1LwzVp+u7tXovYkFvW5c/ZlP//6ebdYYGmuFegSQBEyUWjvVL5UzJonR5lDVOyTSaTTBtordmAUi1Am5Tt7LTK0mifxvJM9Golqq0JQt5pF6VFajNlLTJyM5LZHD/p5hPPDm9hWHwz33d285DketsfKWaThCihJl8QZwS2Ss5NNUaoUCsnWULIt3M4Qo8Tkr14uVQp6l6CKsFs2TRS2v+lOuP6XZJWqE0xFfDUkdwcbWUVhoTs46ssvEWOoeGS0k60DloGNRrkOutVMA5Jzce6H9miq1W54flJpZBsnZaBtPUvqiVbp41gjUOI0cjwPGwhw8TWxFuEG9vdMcCPOSDO6dSM5b3wjdtkSYWQBpzFFrK0k7plIPy9iaZF2MIBJ42+CtxeHxmiy/7bdc7q6kTk7TClU5RuI8E6ZMzl77aaGwZsYcMXnGE/B5lrnDQgpyrnCYSDZwN07M88xwmMkxYZITIxpJFpd6ajMxTjVwXpKzwxzICRrjycjaIFORGP8hqmx2SoQwg+aXNPNMm/taAPu3sQm+E5s6DNYJ7et85AfRA1PWVKM0c1FPzOoAq5EcU8owsJKgBtThM40j0zhKuYJ5JgepEaUnKF+t69e6VVeO+kem+Vz7q11FoMrYyEi+4TllSwqb2gqiyk/vhdZsrZV8KAPTNInjQft7yU8N86zzhvTdOq6tqEuK6I6cb7fb1cKuBtjtdlxdXfHDH/4Q7x0hBG5vj7x+PXF3d8/hcOTNmzccj0eOw0BMmdvbW27vrvi9n/2c6+trnj37QMRq2pb7+3vevn1LOxxpW3GuXFzsMAZV6xsxTcNmuyWGiabtRD4+ygrTNi2bzYarqyvGOTCHKE6JEDhMIoc+TxPGGqH3G4v1+vjUVs4xkkyQnMrQEn3EuUTKIjl/MlbWolfWFP6/zn3VAGdxeqmDPSuHoHSGxdA+tQ8f2d6rKvmefU7zq5b18l15Vqfj6vFt2X/VL7+BZf2+b3y3QFQd1+++5MfwyCOHec/+3wos+p22UxP89E6L4XUyuZXP166q93XAetjzA3zD6zsDT6cEv9LZxJsGFefpKaVDOuOxVhIcnRM1n7Zt8I0TD7cxhDmQYmIYA/MceHV3R4pJsZ9VKlomKzAQ+p+c2xqH8aa+/+Aea1TMUcOSBQucvdY3m/U4FWDlcwC17JdOQJeCMCMy1kK90xVNraAS6TF1rxU50hicl2ebEO/VHAY1XKMYR87jG/Ewlcic18TcOQTmGDnOkmORkiQLWyQa4p0RIJq0sN+6ap/ewQmN6gwb1ZhUjVYtBvD3eTNAq7kaxSA1RpWndAxWd0tSJSmNMopsear93yPfdcaSjQoclMMUr205lgItW6kwYmA6b1WWe6r7eu+x3krk0SbJnTNLbhBkUdh69YqXr17w7375Z7x984ZXL74SJpozmr9kMCQabzBWDIylYvxS0LQMFLHTki72AuxTSgT1XDovqkk0VMPpQftWNx8n4zOrcZdCPPlu01AnIOleK3qFHsepwoR3HjJEF2tR2ZJfkTUXZM5CI3TOYZ2l7ztJ7l7dqgCs00XdUDy0Mj6ctbhWcp8K4Eo5EGJgGAeGYeB+v6/Pq+tVudCJZ17yG0o9HYNvO1zT4NpGVOhSJmaWRd1ZTMoi+qFTSEoLhVnux2GzUj0TNK6lsRaPp7UdfbPhYnvFk+un7LY7+lZAVIozYRyYx0xyDdl4kVDPhjlLVGqcRywBr+Ic1jlyFPrmPA6ElLm9P0g9nmnGApu2weQGQ1MN43lOpJBJJpKtwToximath+O8RM+bxgkFLSRSCoQ4iaOARpLzo/RxP3Q0lxcYI7mC37etAHJ7pvS1GHwPZlxR2iz751TBRMkJKSDKqJOivnRqzzlzPB4Zj0fmaSTMs+Y7CgAxiAqgKXMea0ffmZ2kNoFM/wmtECv9dq3CVtbNszWiqLGVn2v1tAKCnHN0XSfUamulwG5KVcilzB3jOMl+1tU8mULn67qOTum21lqurq5qu7Vty89+7/e4vr7mJz/9Kfv9PS++/Jw3b17x+tULPv3sM7568UJKEYRA2/YYa5k1evXTn/6MaZp49uwDGu/ZbDbEGHnx8oWUDfCem5sbbm6eYIxhmkaRbU+Zy8srnIGu3zIqqBV5dJ2TrOMwiIiP9Z5xmjkMb0TkZRwAiPOs6q6FVpmFRh6D1JjLEMKMj1Lk2phEXuVZm9KKRpwjJsl8QyxrgKGwhtYAutqkaksZzSMymOpsq+dYgZz3gaWHUuaPbY8Bp3cf8zE64WN5Vguwt2f9fH2OBVx+3fbdAlHrkWrOJxtd9P6aHqjfbe9vAt2Wo5/zQxeO8eIIWFBz+eRxb8/yaz79+ei382Nvn7TZN0r+O7mdwnnV4mdozlM5lYIDZ+X52KKwpS/rjEZEsoIqg7einNP3G0JMGG+FFnMciDExzSNZ6XvWqNdckieWNoWTQJNcy+lKUjzC5dFV6FC7WT45ZtI8GAFU6olfLWpiWJfv6D+NGi6QpNAJ5HqtHkuMM6U6qnu2AOR5nMk5kuKEybDpxBBp2o6ubem7jr5vaduWtvFax0VC3PeHI8M4MUU4jjPzYZYcNJFD08CVTIKxAFKjbWUWpcraNgU8nHaCR7fziPH3bbMp0yjJ3LiysBcZVclnKap4Jc8Ms1SSPzG96xjPYvjmwm+XPBJOolHLmJQFSY0W47CuFRpaCqQ8EWdoO68GlXjrX795xTAMvH4tkacvvviEw+GeV29eMM8TTeNwXuoECUjIEmHKCGA3JbqhlJ01jCrXrIn/SWWsJSKs3SJJW6UseU8ngrNmMcdq+ygoK7LXOSeJSCjQsdYSYlBjTMAHRiJM2GUetaZEuR3OZXxyGoWSOaLI8MYokVz5TKM3GiW3SNQ41TlXBkQhNKcUa96mLeDNCWiMMVRwOavEcYxRVPRyZg6RkBJzVOU8Y0WlLy/y+CFlcojEvST6H4ZBPO6aT1ccSc57Ma5KlIpFHt85Lx56I8of3hoa63C2ofUdm35H23TyvYzI58cIMZCmiTQlaHtJt7Iigz9F+U5OEW8NrW2kYLP3zDETUk1hIgyZGDJkaXdHi8VB0vwxPODJWah3tWimyZUy1VqPRR1I0WAVHOQcSSRhJmhebYiiYDiHQA4zIdlvtI59H7bF414iVKbShBdAU+bwVQS1GoenXq8i2kTOWpdNgH7pq2mexWnhvEaf5buihrc4+06UYtdrfVkrSnkWsxRULfdTx2uN8poKlrquq5GnYtA2jdR5kwK/iaZpOB6PhDkwHI8VlEUV9oGMNbYKTpQoFCx1xjbbDX3Xc3l5iVfA03UdH330EU3TcNjvef3qFR9//DFv377hzZuXvHr1ivv9vShuNg39RoR0GKS49p/92Z/x5ZdfcTge8V7U/YZxwBrD7du33O/3KmN+wRRmyJlhGCFlLhpdzzcbUs4M4yi0/5TxTcOFFvv1TcMUpKC5cw6X5L7DPHE8HESQyBX7oFUbQ9YGQyJrAV/nRZTKZg8mqw21UDLFPtGIYdbyJsUAkIdW7Zqae14nd1MBFavnfQ6g3merP/ad8zG9CEiYB31pve/Xnev8nKVvLiIp5/uXxvhmQOq7A6Lywk1/d6ju78pgK5PV4+eXechUg/wBP/Sx3TKVuvjYkTOqjFJR18ozfv7dr1lQ6rU8AKfnZ17nwqyPaWq/EqAmntFCWTGIwhwVPOX6u12/FEj5xuOsw7kOyR81DJPkOYzTxDhMYuxHwAkFplxmTGVRXlritJDposYoQEqNJW3GWt5nBaSWf1paUBcWARS5Glxy05b1HvUYOuFIzphy3zFafTyJrLJVCk6hbhggJ+bpKJ7nNOGdo9/0dF3D5WXPZtNzsRMFoe2mV4+6JwRZLF6+uWN/OPL67gDGcD8Ufa+ENQqKJDe9zoFLr1uBJ6iRqOW9AgzM6lvrfnXeT75Hm2BMGo0AOF8UpaQQoiiAURGlyQgoMYa0MsELaC/8/wJKA4lolvyWgu3L90z5Xf8w1mKzwTdWaxMFrWYf6OwW7xsgkUPg9ZsX3N6+5Ze//CX3d7d88cXHSgMMNG1D33ei7qdRrFTHvcU3shhN8yR5F5qHt35JorIAnBgCMSRN9NYFTam3OdtS6P4EULLuZ9p+JZoVk+RqzEGoYCEEaf/oVS68wblGFAhtoQgVEKXndxZw+OiqR9oYsyTTa02sAopLAU5rTFXAnBU8rvM9hboYK00u21PKUQgTMUgUKsQgydyatybJ8JEpBIZppgi5dG1P0xRjB0JKxAxJn+9xFAMtFUM1ZdAiuCEK4DDaoMW77qwjWxFaMGQa6/DW4U1D4zr6dkvb9DjXIDTMmRQDxEiaR9KcwIv8skFohbOqOIaU6LRWlXMt1jcMKRBShJDJMTNPmRSgcQ7jHNa0WAQwkuTZGH1lVf5MKrQhICqSvFCTiiEvebAyQ+ecVC5enk+Ikvcxx0COvqpkft+3Bx58nU+KsXcCpMp76Hh7zPhcNUlWEDVOI+M4qkNE1D+9c/i207VpAT5GX0U0oDgb5dAS9Sw2QF7lAp+DqJNjroxg5xxt2+K9p2ma+n7XdfR9X/crIOr27VsRhciFSbFEiOV4Ojb9Em1JCjr6rmd3sWO329G2rRTj7ns+/PBD5nnmxYsXvHnzmk8/+4zb27e8ffOK/WHPcThW4NX3Pc5Jfwsh8hd/8Rdstlvu9vcSzfrxT5jGEWstd3d3fPrpp/zB3/8DdrsdHPbEEBmHAVLiqr+k6Vq6vpd5XdkPNmWcb2j7rYhNeM/t/ogZRnH+WAG4c4DheBBFxcbTtKLgKlOXqyVj6pydIiZbfFnF7Xk0x6pYkaYAVOMI+dws/aD2LXX4UZzT0jEf9Ovz2lC/+1h9Pyj7puCpfPd8v4Ve+y6wtKxs7zvNdwdErR/YI9tiFv9dQan3n/W9z7LgoILsi6GhN7PW4y/2zolG/3uwWD3F13VUnRFP2+/U28S5Z8uc7p6yHMFgFAwgEs4GjPGAqOCYHMkp4Ixy5VXHOMdEzDPGNmQr0u/GWp5c7wixo3GZw3HAxJk5RKYpYG2hWClsUb71ihBX76U4SQRClFs5p93VtzVPoThfipJeXr6f1+eS9llHolBVpGxWoels1TvrqrFcvcxq5AkXUWpPGJPY9Q3etWy3N/Rdw9MnF3Rdw8Wup/EiKS1UEHB2wjDjrXiUutYRgqdvPfPsRXI1abxQE/TFOx/FlYxm7VhgYVQtESjkObMCVLUpWfrH992EMcjkZ6ypsuGlD8QkbneHOAec8zWyYIwUtITCBS/9bxlf2rHVaBcfYVSKmDp7MTnqritIniMpiXEOkba3WNsR4pFhvOXjT37F7e1b/t1f/Bn7w577+zsBXOM9zolQRtdZNp0j5ijGc4qkHGsgbBy0sLOO9WzVt11oOKhEslQoI1sr4P+R+SWvxp84feQYJUcqkUkhkFKsXuYyulJREVs3YWnGlWdT8mvkvbLYOe37WSNEjeZTFPphDFFoeOrZdV7ofykl2qaRCJERD2zIGhnWZP6UIkvksQiEyL1ZNfpsttjkxFFipEpvzok5Sp4cca59IWEJSO6DNTIHQmIcx0WRT8FduYeS+0RMWkBZPe1Z5l25PqVDJYmG52TIyeJdy257Qdd24tjS599a2DSOzkBLxqjY+pwCIczstW5YjBOpb8E0NN7jm46EJ9uEiTMmRlrbkJ2l9VKbp7WieEjUKF8UwmrjG62mEGsUoRQpnaYJbx3WeRXtcDhnxJmUJSrW+o6m69lut+y2F6J05hwhrmOf359tPYTOAZT8tJrzS42E5ywsj3oABRTVKMxJa4XJv6gR32mamKeR4+FQIxgS0YgKkNR5UG0TU2Xoiy1WKbm6lXzbKqy+Mm6L4VyAjve+RpnWAjwFTG02m/p73/dsNhuaRvIWr6+vpdSDc9zd3vLZ559Lwe9JaHxt11BoWCnLHGN1vp1ncXTsD0Kxffb0GX3f89EPf4j3nuNRCgx//PHHvH79immaGUfJa3TOc3FxiTGWeQ7c3t7ivOfm5qkCpXsM8PLlS1KK3Nxc453lox/+kLdv3kBKfPbZp1hn+NGPfsTFxaU6cIyWJcjc3Dyl6zYY14gzJkTK5Oy8p8kdm36jjJzAOM2i9jcH7m/v8I0npUTXdeQYaZqOrgfTiLhOUSKEU0ZQCVGuXacpa33JsjhUU2oxTIVoozumtd1qMHkREFr3h3W/fpfAw3mu3GPb4mh8/2sN2srv7yq2++Ccj5y6fvQNgcZ3B0SxNkMeXn19rn/bF/UtbFnNjXUg6IH3aDWp5gfvnRowX8c1fey7dfDk86OdXOhqR1hTvh58nou3KZ3sLKBK1PmExuIUeBUjUR0eOZGtxRrPbrMh5YYcZ7yF413DZIAYKx0p12TvAmnsyqQvl2vObm7F9zPmtI3LP2PEOKlCHmVhSQVurFuv3IkejyWPyCznMVlrDZyAUDHUTMlNyglywFjoO0/XNjx9esl20/LB8yv6rmW37TFVLjiQktSHkcWoAawqdom0a+MFbIEW1CSrV1cWUJOTxNFqAWS9r5V3Yt31yjeqd3H1+t5vhpqkbo3BGYmaRPXGkpM8Q821EV59edaLCMtpe5RxnoWWZq1QSrGkHNUIEaO9eFSTyjBmdUDEOMsRjSjy+cZxvB04HPZ88smvefHiK/7yr/4dwzCI5z4nTAxY6/G+ofGWprGkaSbGmZhEjc9qwcY5SqTSNr62A5ShYdQpoP3cCABcHA1yj6dOjHWfkXdlfAtFSySWtQbNyvgrDqWHAOrkESkNpcaC6wJJzjU/wFkrUS6dj3LKGLfkSZT8L1FNlMU1oeHZWJwzuY5R0CgYaP0dvWNTRA0sxiYK7VDmSM3TpNTzkVuxPpJtxPokqnNaN2wYJd9DfFEG65xEC5JE643OLyklGifGpYGa0ihRbmmb2m5JijO3TVeT60WNb9ZCvJbGgNc5IKE1l2Jgmkehr+aATQ2NMeIAc56clLRppTd446FQCJ1ExiyyRuektG8jio9FJCMmoeglrUEWYxAAaES2WSLB4rhK6miyztJ0TY1UWOelDmT4foIomY8fX58X4w6MSTI+sjjCrFkN0rNIT3kv5sVJkXImhlCFDeZprO2eUiRHs1xLQtes8nehLOh11Ssvp86siR/nxmwZ42vBCKHCxvp951wFTE3TVBDVdR1t21bq4TzP7HY73rx9q84FObH3XubQomKZslJTpdhtQooJN01Tv//kieQpffHFF+z3e16+fMl+f08IQYtLz/R9T9e1IsIREyEM+Maz3W7wvmEcR0JMHPZ7urZhHAf6bsOTiys2XY/B8Ob1azDw4Ycf0ncdZFlnQpSCwZvdBc43xAzjOLI/7DUCvtCU27alC4Gu6wAjuWFRylDMQRwXOUYa50RYRoGaS46UE7au7cUZxRmAklm6/J31SzW37tzQXr1nslE14Mw5IHkX1e68v59T8873PbXqHoKzx8bP+nvvA0+n+56eY/3eN41wwXcIRFU79DEMVd7TBf5vH0g9Duze/W2N1jxA4e863mNm6eMACtRYOQdj77qWs2v4JtsSiylbMSjEWwYi1ZxSZh5HIJHCiLMZ76NOBFKHx3tL28jLaFE3ARjiDSXBdLjHGNi2ls5t2DQfchxG3ry953AcuN8fiVGKzlrf4rwnpETKhqRiDqmCKlPNu9O7MIqjVpKxCqweb8H1YH60kc6+uZxXVAUnqne+RJ1ywJhE0wgVoXWexluef3DDpm959vSStnFsNk6iTiaQkogNpDSTY6weODHyHJte5E6fPrmm7TrmZJhDZgyGeY4M40yYPWGWSTgFNdJXi+ECltQWWy+ddS5eFuzViro0wPdsMwiNFKiFoGUxy5q7VuhTTr2qjlDqHxlZSKIm/Me0qpeEGCDGIABMvfSSpyNguDgfMomYS3RQ6jP5VhLnnbe8ffua+/0tf/wn/4YvvvqcLz7/lGE40raWpt0QwqhgxdB4R9sYUhy5vz0yzBPTNOEah3VG5IKtI6vaXYmySpFgzZfL8ndSQzio8EEJnroy/s0iilFBttKHjFVPdQaMFGZMUEFUTSY32pPVeVHyLZPJWAUJiyhHWs6RZZeS71S8naVfFtEVr0U/nbXVlWIyIg9urRadFKGKnDIxzEu/sAZnBUBJYeRZjm0t1nvJ1FkbEYWvXI0NU+kzc0qEaSIosJa6MfJ+RkRCBJxZmAvYlNyseQ6EObDZbNn0YqSllOrYEw8/pCAFfMdpZpwDU4yEJMZkTjM5jjgTaF3iaqN5fxc90Xrus+foI9NkCQnmDE1rtTxVJgQtjJw18gS41GJSwhrJy2pa9f4aiV9Kv5QcJ+8dWJjHQAxR20w8/ckkGiy+tWy6DV3bUxUIjWe723H15AnXN9dcXF8RvBeBi9/SyPmubGXtlO00b1o+X/1SvOlGacQsOYl2FaktAkY5ZpLRyABadyxEcpTn54w6hIqHPq9WxnK8yiktHgC1ZeqFlToOS8TpXCCg5A8WB0aJSK3/Lq8CoAS8CFAukSuQeeX6+hqAu7s7fv2rXzMMR/b7vUSGbVHBFPZACIGL3QVd14naX8q8evWKaZq4ub6WyNbdHXd3d9zevpXo1jxXIYuYE+M812c1B3FCvX79RimBLZuNZ7PdstvtsNap+Irl+uaaH//kx+wPBz79zSf8wz/8hzjnuNjuAHj94kupK+U9ru14+uw5wzDimpZhGDgcjzKvpEy/2eAaqSU3zzNtKyIr+8NBQHIMjMORFANt0zIeD3SbDd12wyZnOmM0d6rQaU01nE0uTBqde0tHMJzS91ZbLl1SnWyVKcApIFr/LL+/i4L3PqBTutPjny8RpjWN9F1A7rHz1PvKxaZdbMTHtq+bar4zIGpt2D6ALKt7LOHmv93t/edbX+85gHoAYnL5BtWAeHhL+RHcpvvp++uJ6yGQykvPZwWkygRpFqP/9PrXgOLdAMJgKk95DjM5RVIoxfDQo5XaMEKJcRYtgrx8oxBeUpiwpc6KczTNFu8tIczEGDgeMlE9vBaPtWLYyfXaerzl6s/v7RTIZjhR+pTW4MG9K8ZaTRoneF7fOwUTJeq2gI6S3CXUPWsybeNovGHTOal0fiVF/q4vtwo8pV1IM+RATjPEAClQaj4Z0Q3GOzGeN31HTJm+67AuqXKpEeqLXkaKC82xREIey42i3Pe6A2ZqMcBC26qt8H4c/93djBiKGFVAQ9qlPOM6CVuthxJZijDr+MpalwWoA3mpeb6auLUvZI1EJs39SCsQ5awsyCLmlzgc73n1+gWffvYxn33+Cbd3b0gx8uTpjQpgyOLoEOBlDcQYmOeJMM2EMGNcg7Fa4cOox3YFOsRzXQMkIrmdllwuoRUpf9/ZBTufdg1QAGorxta8CT1VUkMHUxKhVdBjdaAC4tC2NyefchaJPm3brMDLGqt1tk55+WVLSWouYd3quLl6up0pDiNx9AAiN57BK2A6jRqgoLn8UcaQjNOUUfWrgLUyZq21xAKEKu3TilR4EchIy0vGeCvKbjqXWxYQBbneQ4xR866SAmSp7SX9K9M3hpQdtJ5oPSGJmmjXGFyWvDynND1xCmfQedtbS+MzTecxqjJhjaFxS3sEQcxgxdFnrREBDJZ1yBijMtZaZDpD4xu8GuByf1I/qOs6Wo1QFFZRqVv0/drWRqbMMI+u2+s91FFR7tcW0LI2WHXSjqksbNTnllWJrzh+Sj8161OdXMNqPtcvmWUxqN85B1BrILWmUq1f6+hUrQ+lQKqAqrVKnzEiT940DR88/4C+77m9veX+3ovYRJH9P2s1773Ui9JjDMOAMYa7uzuccxwOB47HI8MwaMQpahqiOiRSota7AnJOUmMqJXbbXRWpaLt2mX8MdH3H1dUl9/f33N/fS9RqDpr7BfMciCHU++ubFoxlDDMhJcw4UcpLFAqyMaJmOQ4jztqFkpkk7ymFQA6xTIwYZ2k2Mz6GSuOW9Uyj6+vl2iz9hUeGkzz+1dxMWdseWlnnQOq8Dz8GpM4/ewzkPNz3lN3z2DEeO9Zjfz8WXDCm3vnqfGb12ePbdwZELdvjIuSLof/dmzxP8pfqm6vfC/BRg00W3sUcNw++ayrAenDId9z+6YT8jvYrBzgDbXVaX9WnIgsHOmnCdFGZMuqNOt4PzNPM3dtXmnA90DSGJzdb+t5jTU9OI6QjsWtInadtGxrnpKK4ldouJmfSPIvqU57F89+27PqG9tkNl9sNN5c77u6P7A8jh2HS6JfHILlHWSf6RURc8jrE477kqVhWIhGIpxlUlS9rFkgBmhRQllS1T/dZfS77qjGkwNUaObO1wlUnl6KmmbYRRaEnNxdsNz0/eP6Evm/Z9F483wSMiSqpnTBZ6tw450SGNou8McYQk5M6EE5yMrq2YZrlXClF5mlmCqJoVQsUF2N/jTDrD3P69/nqdN5XOFtbv2dbJosXkqyGt3DK3Uo+GvW8zTEIC6+ATh08wimXGl2FWlIS/5NGDUNMRIS6MQcRf8hkoeKZjLEJ5yxd24nfwSa++uoLvvjiM/78L/6Ujz/5NXf3bxjngc22wdiWEKWAa0pK02oclkgKonxnbKbvPb1p6gIZ5pE0ZxEIAJxvJJqWxSEy1wRuzcfIEFVJLWqUzjqnxphQFMvjLzK3SSXQJc9KFu9ZaUUlB6hpJULkG0+Bm7Wjnck/q33CQmNaDCcDoHVzghoSBqVAGqX3xUBOAlJKSYBxHOX++45sUI+9XKM14u2RnCvNecuJaRwJMdJ2PdZa5hCZi0BCkvyfEqEr1Jwy4ZYipPvjUVTDNqEaeMYYUhbvfe89znm6fqPXE1RMxHB1ec311fUyj6kR4I0jhUh0EzZHApExRe7HI8fQM+UR4kCKR8hHPAMf3myZk2XuGqZkSPcDjY+Ymw3ZOmgasnFgPSE6QtSoYzJc+UyLod1ETIRxCNLmzeIZHqbANB4RijT4tqHxDcfJEGLGNJ5ks8xVymq21rLdbuh8j/eNOMqyw3qPbYR1MEwzhxCYc2I+i358HzZjOFORiw++U5ypD+5Nx0Eunvp1TtR6Z1QFEsnRKxQ+AVGIkp1GZmMIKvik4KqOqsW4tAVtrYBXXl37XKM27zaKS/T5+voa7/2JsESjILlQ/kqNxKiKnV3X0XUdlxeXzGHmgw8+4M3rN/zpn/wJb9684dNPPqngbLfbSe7cZkvXdWw2G7z3jOPI4XDg3/zbf0vOmePhIGUJ7vfEKDQ+gLbrKqW3zHdN02Kt5f7+gLVi77RtS8qJi3jJxcWF5PqR2G43fPD8OS9fvCTOgX/z3/5rvvz8c/7xP/7HXF9dSbQ7Rvb7g6rstrRdx7P2OZvNlr7fSA7Wfi81A4G721uMMWx3W503pc3v9wfmeWJ/ODJ6zzgORFWR9W2HsUKDzSRa7yE3kqFtpKC1OAZdBY05o+sV6rjSebbm4nFqFKgDrjzndUQopVOq7TpXTrppPokQrfvPMlYW4HIaVfr6CPS7IlHv3fKpAf8YcHrfdPMdBFGP37B55ONvSlWTyekxpPO7X8/6/OsjVwB4drpi4p8dYfVwFk9O8SycfvXMB1BO876I1Kqjk5e9H3wmOz+wmU89TcWWkUEXghSB2+8PTNPAONzSNBZrZkLoaNuMwdP6hugNWfMBsjV1sBabyZisUWWVk0bqTNnGkVMLaCJ6zjrJhsX7bwwm2ypPXsyy8jcsBv8CrdCEyZIILyafKYZa1ud1tk/9b9VQllxPIN9NFLlRa0TaXTyylk3f0Laey13Pdttzebml71q8k3vPMZRbWsmKWjG2jcJD68BaUlruDXLlu0vitnqi1DMti8MyuVUn5DI7lpOd9YW8fhdWHpzvmxFzvpWoR0qlqKlGCRBjpaTMZEruge5YmkgxZyKvQETS/pgl6VZBVsoQVZ1uoVCsHCpIblScZ6Yw8ubNa7786gtevPiSl6++IuVAJmm1ekuYJ2rNL40AVM+zPtOiPFSAn3gmpXAu2vdLO1SFygKiSiSkjHsevpa5S/fLWXKSxBshjoxMjY6U+49aY6vkzayatLavKS84WcmWPNIVmNU5qc5nLHPaoryp+6ihJg6jVI2ImERGu9TxqYIyqggWy7gKgVxzl2IFdksUavFOZO0ghoX6WVS+MmpQV3NlMUZK0VETYr31tmnZ9Bv1c+Qq0tH6hmQsIWdMsljNN51iYEqBOc6YHCBHSiRq2zli9gyaa9qZJIWOnSc5R/ZeZrFsmLPBZQFQxkJnM63JdBkpExRlTWvaQmu0SPmvoOuV5MRKrofBOY0uruaiktPWKAXTrNrRKGAXammsiojJvMPD8x3fFpCRT/royc/H9lvt/6jAy7kNkFNV4yv7lz5aFC6zrsUFINUWVbul9L0SsFhfRzlPmfNOlfNO77WIR3RddxJ1KpGntfolyHzhnKviCSVyU87jnOPJkyeEECr4Ksff7XZsNxu6tmO73db6UvM8czwemeeZw35fI1BRBZdylnykTKr3JDZjAYKBlKS4dgaGYaBphGrnva9gsmml0K+zljdv3pBS5P7ujq5tmOeZWeXla+TGWrwxtK0U3J2mSSjjCqQHlX1vvIcs9bJSktp1wSgLQnPH5mlimkaaacROcj7nPbU+ZF6tOyxzpKwTkcKPWtb6hZFRO8K5Ucu6T7+/j64/f9fv5bXsfwqyzKpflj742LHOr+tdEbJ6CrPc+dLvz4/3zlv6roGozNclPZ3f3Fr1Jeez6tY1xAwCPLL+lHNU7q0c6MH3T8579s5DLvMZ+eTsHh5gIgrgOjdk1eN08t5iMJS/BfGbhxNovaZT4+O8c78TfOo4KXLE0k5Oz28Yx5kQIsNx4Lg/8Jtf/4bb2zd8/tmvcDbz9NkFz55c8ft/78f88AdPufy9j2i8p2taDJLw2mieiEnyLJrWYw003qnhFSThOmb6xtJ3W7Z9y3RzwctXt+z3A7f3B6Y5SuK7yZKkjKmJ2kWuvCj15azFOk3hc0OudRJKQu6SmFsSbb0x4Ix69EoieFHIWh6JMG0iadojalQTTd9yuduw2+24uLjgcrdls+nY9h2Nd3hnMGYGlWxvG2kHpxnaKbsq22zItf9mYEwiPT0zM44zX331grf3e16+ekVKhmxa5mnmsD+qnHwpjmg08T0vhWYRSk/pv8WgzuQVZ/j/fwAUIPWHvGcaR8iiXGijw2Vfh2QBEUaNDec8haKXgWhFzGDOqQIUlyU/zyqgLjlBmIhxibYVekeh8WFFbvz1ixcSffrzP+H125e8ev2CcToS04z3IjyQEcOo7CvFl+VYIoZRaj6JKmOuwIbKzLBaWyUrCEoKohTLKeCDGCFjwYJbUd9SzoQYSCpvnnNWUJEIcaYctICXGOZabwqodYJSOmqEyKrqXSkJIHWQmqZd4RJTz5vVWYExKqKCKu0lLeArmSNGDUatrUBExlTpuSkJwD2OUoR0GI5SrDflanQWOpTQiqMUvSyAKC1UNOc8LoN1It+u8o3ibIpCezPWYb0hZFHLdL7BOkfX9por0uo+sm8KM8cwMwwHtrueDz58xtXlFcYYfvnLv2QYBvq+AVrsbosh41LAbwx30z1vDpYX+8zOBjob6HoV+ckNMVle70dczDzrIBhLaFvGGLmbjsQIc4ING5zbSC5cNjgGHBObNmJNJrbgnePiYovkv8HLVwNvbw+EKDRQ6xPGZS42DZvWc9iPzDkw5oQzjquLC652F+z6HWRLnKLQHm3J18sM00QwhmANScfe9w1DFQdgiYg6jaKu59Oy7sACqmVb6gIWujG6b8pL/SQDDMOReRrY7++EykYW8Q+kybx31ZZxxtJYv9g+anAXuq1Q+UrkqVAxeTSKUOjh5b0Sabq4kBylJ0+eVKnxtWpfiUb1fc8wDIzjWAHX06dP6ft+iWI3jciHp8zz58/x1jGHmRAC19fXXF9dcXN9w3a75eLiAu890zQxDAN/8Zd/yd3tLfv9vlJ3U0oq0CNlE3wr1zQOIyEEHbtR8vowTGFmDoFB1fysMWw2Gy4uLqodenm544MfPOOzzz7ns88+5oc//JBnT58xTSPWmOW7oI5PAYYXFxe1eO/d3R3HYSDHRNe0xDlgMhzyAYuha1qcsTikvl6YZu7vbrk73HExDfT7S7IVQCpgcpm/JconTjbU/yuOKC3O7p1QBdVpbcgC4oAYFoe6MeL8KPdd+sFSxH05X7HPy+fvijyd/10AdhkLxewwhpNzrvc7caCtXueRqfJ7pVNXBwM14lVA2yrQ9uj2nQFRi2GWFTM8BAHfLOr0ddGpAl+KF/TM02lW7yxuQtbeo1NAvvpDMdGjdMTi4WH56uNXdypR8Oh3qkN2BaAefCc/aMNvvOWzn+b0s3XnnKaJ4Thwd3sLRGI8EKYDm43B5JmLbYvJib4V9Ti/UnIqh7aoUpqesqQ+oka8tYbsLcZ4Nl0rdWbmGWsNc1BhAJVsLd7dqHV+UjY1ayrrQ6jXT/G2CHgqikiL/37Jv4Ck+TBL9HDNEJaiugnnpZ8649l0nu22Ybdrudi1XOw6Nn1H2zZKGSrZ/OINy6pvK/UbTBXiEKNO2qOoB4JEqFLMKoc6rzjeFuNWk8ijHYQaZTh5zut+su7/j3SfbzIev7ubzJDZnPYHk5fGKNGm4teJuURKJTYZsyZ7G1V3NCXLT/vJqmCzsaonWRJ5NcIxHO85HPZ88dVnfPXVF7x89YK7+7fsD/cCynNUUGxEkt6w6pdlE+pcqn26yHVLXowIcJW6S3pvuYBllhdni8+D2WodsUrVAJQo1OKRJi33HaNSirQDVYMxJQGy2a6o94ur8dSFtOwjczQqOW5PrjdVymrGWXGk1GPIzS0jvly3KscVwFyeoUTvtDhwKvcc675LvbeV190YsrFYk0+M/RI1K+B7GWKSY2XVuYPO/ZVWqoWGs1o7V5eXNI3n1792kAu90kopCTIOh/WROQWmODPOE32XQOvz4XV+TJZNA95C9oZoDXPr8BNSWDeLU6oxicZIrp6YkQlnMhcbi7OQWqnRtd16wBCyYd9ZusYSZ83hTDM5OiwWnME7S1Y1Uac5nU7LXSwrZ+mfyzqYpaGlrd/nZf2Ob6fr8uOMkse39zg9a7+GFKX+WBEgsdbIuqI0K6P2jTXrGjnSl5c6qyvqlIFco4oL66Y4Glj9XN9DUd4rAKkAozWVFVhKHxQgp/uuo1Ul4lRAaNu2bDcbrq+vq7P3+uqKy8tLdrsdfddX2mCJZG010rM+Tz4bv/Ja2qUUuxazMKvCoMEBYZ6Zpml5OivQ2zQNOUvk6ssvv2QcRxrvaZumAiXq3Fvq2dkaAJhUTXFoGkrx4ZSSiNLonFuUEAGiEedSmKPQlb1nGAZ80xLmmeA9Tbs4h0ofWK59qcFX20T/Mzonm/WXH+uGq369tgvKNT5ml6+dCL+NLbH+/u/i0H14rnef+5tc1ncGRJ1vv00Dvyts9/ChfV2jPIYaePje+47xGLh6/xfP3n3PZPnOTcUs3veVd+75jivRg6W0eL4KSrSIfK3znqJedfv2lmHY88lvbmkawx//W8+PPvoBf/D7v8e//0d/yB/90R/yox/+kOvLK+ZpFq50Qf/CIRKVHAyNUQEEKws3KeANeAdcdlxsPLtNyzQFXr25ZZoD0yiiC9Y1YpxOs3jjQ8Y3MiHPIRLCYtBVOmFBt07NxJJUH0WWOsW8TDKqSJHqwrW0uneWi6uevvPcXEm0qW0btpsNm41UUG+1yKABUhBjNMyTeiGtyL77Rta1kixc1HWQBS1liQ5kk9lPU60nMc1LjRtFY6IepDksFeWfoqYVeFrxmfXtB6l5J5PW0ie+j1tyjuQ0MpcMGEtaLah18VAjYhhHUpZE/xMA5qy4q7LUVkrVyoCiwucbB1iRHddcw/3+jj/5s3/Ll19+zv/33/wrIGEdzGFkDiMlj01y3RSgW1NBeFaVrEiJRKmMcY5a/DVVRS/nPTZbMf5trsb8GkCVHK9CnUkaTzOq1xjVqRFC8eQu4EJob7nmYGQ9cFIQX/r8Yqzo7yrcIREyB1ZcGiGG+p2lUK+AnQrpFDAVkRvxegrNMaOR3pww2dTFPGmnTkoxnGbJGUzZko3DNY0W8xUPfJxmYpilXXUMFQon6nBx1ojognXqZFmMYymqKb8bY7D5pPBCuZH6SingvaPZ7RhHKZQqORz3/PgnP+bJzQ1//Mf/ln3OtOrNd86rKqHB2CPHeOR+HrgdLNuuwbSebuPAQZMcBs/VticZx2QaZjK3RPbHI50dGcfAOAaaPNNkS2MbATyt5D998OEFbevISfJRE46UDRGLYcv+uOPV2zvG25E4Q0gzrtlgnGe37ckRWlSe2TpMhjAHnDF417EUPdccDt9IrpRzWjLgkZyg79FWHjec2ij25DsP59Rq57BesxUQKJ17nmYpAIuhcZ6u7YhmZjweSVHGkbdW+o4R0Y+cIJkkZR6wVVHPqrhILMa1VedDWAzttfEdY6Jp5Dq7Tih1JZp0eXmJMWZVL0xFUDQfseRBtW1bozIgIKttGqK17Pd7AQVhpus7fvbzn9H3PRcXF6Ly13UiGDHNKu8+sd1KjtSPPvqIvuv45De/qTWnUkqSC1WdQyyUbGtBr1Ui4DDPk1BPmy0pJ45HUQp88eLFqpRCpmk8m40U1f1X/+pf4qzjZz/9Kdc3N1xfXVHq5pX2LZRW50TtT4CTSL1775e6akodPBwOjONYgVuMiRyjqPYdBsZpFmW/aWTb96Qw03e9RL5VNj1lMSliQhwa1hHmiXma67xbpNMBoSiUvmct33T0nY/T4nw7B0HvoqmuP3/fmH8XmPomwZfiWJM1S0pVqPCj9on344bvLIiCr284eAig3vVzOeZ5YGUdbXj3dYgH+CxK9c5dTj+U+ygXvDrmu87F+qHld3532aec813Hek8blkjF6cHqZiiduUzUej3qrSoeo2Ik5ZQIITMcA2/fvOHTTzzPnt7w9Mk1l9sdl7uLmnxv1BNTlHbK6iDeoIwz5dyxeoScBbxl03q8NQydx1uqRHVG8ke8kbC1tfJ8bc44pP5GWslLmNPGrp5fSyKZpPhlAVHr/JfzMHHTWC63LZtNw/XVBmeliGvXedrG4p0KTmgnUJYYSSuBC6gsoAc16DOkZdIqPctaMCkzz4FRudQlyb16y7PQpGDxrsvjXffj09EgNuZZfyn9SI3tpY+cderv2bbO+SnwsWTSLXdUogeiLhfLIiuhJdmUGrG0pRHjWXP3ROxBwabN5Bg5HO55e/uGzz//lJcvv+J+f4d10HaN5rSJUZS0dk8mS5QjW80nkvMUDLvQMxUAlZym8h0WoERKLHRXfSnaWqIuyzgpiniVDp2oUducqfdY5bfPvONyndVqrEbK+iVG2xKtSbkULVjNbGd4Pa3nKiMAU+SXdWCVNtIf5eulHWLKomRXHEVWaYVlgS/ATEFcjWjXO8vVi1sk1yVCKZ/JedCilI+MKWk8oRWXfLYCOlffSyp+0Xcdu63InXddq0aYxRiHcVqs00e6dku76Wk2Pb7z+NYy74+kFPEpYo3MScY2tK5hJpGzwZmWlDbMXWAcPU3q8KmlNS0ei2kmbBO43DY0rYPsBTwlKUA9RWg8NC7jbMaqsyBjSHbGZPBWCle3jcdkAZ/WGFIMuoZ4jFOKpHOYQv+p/WIVXf8+bSvnwenbKztFi5e+zyCEMpSKcblEaEs/Xcvgl+hK2VyJeqwUE3Neilqso6pFBHExeKlju9zP+Vby+tq2rRGotm1PZMvXtKrydxGgWIsUiJ1QxFpOn3tKSQ3+VY4RAsYLOKtULkTxrkTCSo5Vce6U40uh7WLvFQqZqTdudcFOKZGiiGDooyXnRCx1c8l0XVdFawqLxFCKd+vLaD+vkSirY6PBAF3bkVKm7zc454gx4f2sbWaZppmcYZpmqW8YS5Q8MU8j4yBKht45ghYvPlk2UmHdrKZLPXZdAzM1Gl/7R3mWq372WD8tv59Hqb5tB8hjkcWv3eqauAJQdX0pNne5dqQfvGP7ToOor9u+MYA6b1Rdpb4JSCsg64Fm4Ht3e/zDU+/RX68jlYf8N7ktoX5UpECUulJcCuptNxuOW0nmTHEipxZDhDzz8qsXvPziM4bDPW9fvaDzDZe7Hc+fPaPveg73B1EAS1FziizGGVDqkzFSg0cSigVsOefxztDvGlLyOLaM48TrrLla44DN4GxWAGSIORJjxkvCkdb3UVNoNQesyFDyt1E+ufMUc1MM3EwgQM7qIbX0fUPftTz/wSWbbcvTpxdiEEXNh7BgrUQMpI6OJGtjwCpn2VmtqeE0PyKJuEW5xsJbpxQNjYn7w5Hb+z3DNDGHAMZBhhDFwLXWV6P4dL5b+rOtdyfvnv6t387LdwvQWA73vTNpSDkzhUhYrQM5ZdVqyLXYqqFIgGemIpKAwdqMQ2v8KB2ptELOIrwSxhknOiCUYrcSaQp89sXHfP75Z/zLf/nPOR73DPMR3ziyaVYRqEmoOSpV2+YVvQWDaWxdwEuScY0iZaXxWXFKiDEPeVnp68qZs1EJfI3Cqsc6KkBCDZHkBDAoq5BCZ82ai1XmihM/ZZlDjEqaK1CyTpQmrffqhdU8SUU7SRPfbYn8mGK4rXtdrk4XUdoU2fcYkYXe6nxizNKh9cccE3OIDLNy9jEY6/BNi0VUNWOKzGEmBRnrWetjSZkAo/mL0GgNh+gdJkq7xwKQtGWK9HvpUyZlMOI9ptbPU6OjRN2inDfOM/M4sttuePrkhufPnpFS5HgcpO9aacum69jtOp48ueLp844nzzsu+kTvI8dXbxjHIzZlrEtcP+nwbUdyDYHEzk7MqeEHT3viHAlTxM0eHxwdDR7HZA3JzWxvOlzjMLYhZ0MIhmlO3B0nNk2mdZHGBBwBsbOi1MUyHtc7nGvYbXssliY5vDWEcSRqrK/bbum2G5q+w7ce4xwZtGCvjMPfhcbzd7kZlnyRc5OjAgd1VJ7QsPWDxfiUMZBULKg4L2KIVUwohbjQ+YypAhLWGryTqKJTgZQY5qVUkI5NZyU/phT5VQ0jjdjmOh8UcLu+x7Zt2W63XCm97vLysuY/lfsSNcZtVeODhfZVaGohiDx427bs7++Z55kS3QbDOEx88cUX9cQ319dcXV0Jhc+6CqKKOEWj0uebzaZ+VvaVUi3quFIBB2ctjdOabvNMzknGOaIGapg4Ho90Xct2u1kEdFQp9ObqkuvLC1ovgG2z6ehaLwIryrBpnFzTOZXQb7fknJnnSNN0OOe1PXqJwnW9SrdbvN8zzyLTPodQgdCwPxDnwJuuJ4wjlxdXmAy7zYU69HT+TJGy0hl9rsVhXJxz0zBDTuL4MOI4TzEy6bOj9IVHtvLcy3fWIOocWK0B9GPj5Jts5+d671aAlK6VNi+A2Kg9KkDq/dfynQFRXwcJ1pPmux7E+rP135n3HLw6Swuyetf1lFXwEYGG8uW67+kEXz05epqC/Jd7Wy7km4csz8zY93oETg3oE+5rcU2c3L56TvQzazNRz7H2duUkVLmu7dhsN5ADKR5xNtG3PdYkvI1cX1+z2+6UQmCrwWateFCtSgqbs2dQJoScSrhaZMONlYiNAbadp3EQppZxnIhzFJvNSQTGYIXuN8caUUBr+2T1movBbBZby2rbWEvTeLq2rRNsDFIVPCcZOm3b4bxju93Stp6LTUvb+hr7EU+13JvVeyznMqUAnpPBKnxxVSrKeh0r489kRLTAiKE7x8ThOHI4DEzTzByiFgI1KtMqBmZZbGsUqvysvWNp7xJ10Bl06V8PehyPeqG+X9timNRoc/FAabRHvKQoINU+VdBvHcj6HFnGlTw2pbohRUmtNeyPR/b3d/zm41/z1VdfME5HEpGuFyGFEoFaR5QWcFb8g1bAMm7xpLGOkiotj1wBjUHuIVH6fNYpbSW0wmK8iUdzSXZf32qda7Ipd6nNubiaTP1Pf6lz0UKVLFtevXTAKMBTyuTZ54tzrB6xXneZ68tVJZ1b13le5f2UJc0MljzEsmhmBc41DyvLEU2JcpFr3TvJS5JE/WQTNi3XUyJU5RqKF9ggDpKsHvEc1TlRMCel5k0rtcPINI2j61s++MFzUo78xV/8JSEmus7pNY9gMr5LXB1hPxquOo/xDb5pSW1LEz3eOpxRZ0mW+nXegfOW1rVkpUG70WAnQxs9LhkOOIKN2BQhZErBYo8n5EQOgRwCaQ6QEl6fnzGWmEs+jcyDjZNcrm2zobGeTdOTkyUFS9e3ktvSSx6NUQ+9RaLrIkHyN+tA/Na3Gtk4zRGpo8KouI9Gq+rUmrOO+1OHr+TopJM+mmOq69RqFMpvagk652Qu0nElEdZV9MkKjUuch67uk1PCaf7gRKx2UKHRes2B2m63XF6K/Pdut6s5UIWydzwea64Sq3sHTupGSeRFlOdQp0vTNsQoQGgaJ/k5T4zjyN39PdM0Se6Vb2rh3tLWs0qnt21bo2Mpy/3Y7LBWI8FRBQecjBEA5pMHWSNXJ8p+eXkOMQT6TY+zjqdPn0LObDcbvf6geeQSGS7gaV37rNC0nbO0es+zc4SgyoUx1UhUTJn+OBJTYo6BMc3EEBlUjfDt27eEOXB5dcM8B9puI1G5tpXn7nx1Epa5PanwhnUigtKsnMg551MQ+si2Zuisn2/5fR2JXAs9nH+3rBVlHX7Mtv9dIlvF7isRR30TYTEsf37T7TsDopaUxd9in3cAqfPPv+6wKwxTO5KBlVDgCmScRa/qwqhf/lowePZ5zisr+Rtu9UHXpeS33f/sHpBJuebdFA9vMQ5LLdGklCYNU6cY6VVO9Ob6hsZbcjzSNpbrq55N77nYen7y44/48Ac/5GJ7gbeeFBLRRLxtMK50wkyMk5xdowEyaKMW850lNB71uTqHc5br3YacW3yeORxgPgSMEclc5xzeefaHwD4FKVKXRHHH5ERWFS2HVll3kiCdEdqD94bNpmG32zLPs8qri6fMOpn8tputqBBdXuAbR9NLbZ5cczoUIKrxYBVYGYzS9gy0YLBY26h54BajL8ukWp60FC2GMB0Zppm3t3vevL3ncByZYyLSElJWqeFi8Oc6cagSQp00qKCpGHcFvC59Zd1P1n3o+75lzLIArikBYv2eAqIstZVsXiiRRcb6VBx2Ub7LORHyDCnSb1ucs9zfv+XFiy/51//6v+H1m9cM4wHfeC6vLphVJS4qja/W96otbxFtaU/Gk1VQQIiqYoxHBQeJXIUxKvjNC6iolnrOFI2EEp0tNEdxlJzS5koB13KIem1mobVRuP76QRG0WHvTF4NBgV9OGOOkS1qtf4YCO6N0yzLPO1vHFkCOqYKtkquYEPBXJLEXJwIkJH8nZogaWy0SLgkU3KjnPWoNqjIejdGFoQjWSBFasuREJjJO+fTJIAa/MeL4WLWjlZuvkQfJ9ZJGFSPO0nUNzu5ovEQx267l4mLL3/97P2ezaflv//W/YhwD19c9OQfmEDmOkTlFumbLZhN5urvGND3ddotL0I2W1ngk4J8IKWActA5c5+l2HQ6RNjeHhDkm3ABmzvjsmHAM80gKUt5BoncOlxJxGAnDSBhHTBLPvbGOaDwhWTIGlyMWS+stXdPy7Oqaxnp61zKHzPGY2O223Dy5YafKbsk5UhW3UL/5WU2x7/om3doudPiTz2Q8CJBafbCekwr6RnJopFvmqiBZylmkGMlao87YMs8vkaO2aUTIKUuOY5KwrUaGpeB92zYV0JTIqOQGFYn+kai2QNbjWufoNxuePHnC06dPefr0ac1rSilxOByYpon9fq9S3alGmgqNr4CwUjtqmiQSX6Lvm41Q5KfrawD2+3tuVXFvv98zTRO77Y5N3/PjH/+YzWZDoQoWULHdbgGRKZ9DYJonsjF4A1nFRUUd1Nd6bJhpNefLGE1JAF7f9zUXKufMOI5M88zV9RXbzYbnz55irSGFgHWOcRywBu5uW7quX9EY3UKl1nM1bYf3DcZYjdiJuIaznqYZZd0xjnkS5+kcA+NxYp4G5qM4jedppt9s8E3L5eUV3jdstjtunj4VVk/TEmNinkN1RoUoXkPXCfWx7YTNMs2j5NpqBMq+w+4+6dtfE3k6/7nebwFYAjLPVSEfA1Zft4ltr05SXT2VAnAy7Ioj45sc9jsDotbRmLItXNyHwGXNtXwXLa++X0GH/F9oXBKlOs+JKv6yxfgoi+f6fOfXWLyfhkXg4RQsFWAgn7wvJ2qZTPPJ++ffe9hi7zvW+Yd6zcVTW9/MK6RnKNkikv/kVJUK5jxr8eAiDWk1OiTnk0EZIU3s90eOh0HCzhGs8TjXLMmKRs9jSjafGjwGLMLfFgU0yOrZT3mGaIhOrrJ1mdzA5UZqKeQ0YbPD5ShKVLuGcc7MIRGiIWVDduoBc2US9zpoTC1M2DXQu0QDRGcgy5DxjYT8u77DO0/fFW9SqnQegxYUtq7KaZYcBjA4o4ZiXPqEYPFEiQrI4rkY6MVTPU4zh+PA/njkcByYZqWmWaMy1cvCmTVP5LxfrsFS+buUkjjpMrpwnHej8s73zisMCGwVNTW5i7SgpdWcsf5+kfouUT7U2E6V8168s5pnYNA6HBDCxDhFfvXrv+LLLz7n7ds3jMORvu/AZA6HPSEErUWiUvtqIK3pHhiryfWWFNXJURZ4pczJG4WUaZZr1Qf7gJqcVz/LdyuAz8scUehpZ2paYkhBtlbLM+jfxiiLr8zj+l6FC9R+LhEvEYTQ21kAVjEU9UYqOCs2IlRxifJTv6HiNEVYIovSIUYMc2OxTiSejREgFlLCxITRulp1KqxtdbKY6HlkbremyLcIIDI51TFfwHcZM0VO16waX+q5pGXu1bnw5vqKDz/8gdSU854Pf/ghGHj69Cm3t/eMwwDGYU3DNE68eX3Prots+8BH1z3TZY9revzG4FPCJqsgORc0pwM/ggnq4DFYE2UOj5EcsliZRJzTshGq/jiNB8ZZpN0b67nYXjBHy3FKWNMQcfR9j3ENbbfFu4bWdXS+Zbft6ZuO682OORiOQ6bdbmvB0aTGe4qJZPXZfZ3m8HdyM2c/c51rit2w7lTSBaQPLDkfy9Fy7e8SfRKAM1Pql222GxEfmgOTlmAgJmYj4gidRpualcBE4xstvSGKiU5z7jLU8YNRWqIRWn8BQJvNhqurK548ecLz58+5vr6m67oqT17qNhX6XhF2KEIDRVSi1HYqdaLWeVJpXuZWr7LgJboVYiQej4zjUGsnxRhx3tcWT6u2dM6RcsYlR0SjytZiUqrzigjIFGqtlk6AGjUqgg/H41GeE5kYRPhiHAZdXyWi1ClF0ChwHYYjOUuZCue8inTJc4217F3JkTYale6xLjCHhI0RYyy+aeg3G3FCWYNrHf3YsR8OQgWPgWkYeP3yFcNxwFjHZrtjGEe6rme7u0DquIlaZte0xFK0Xa//BKyw2MHfBLi8zy5/l11ffj870jsB1GPHf+xVx43WI5WosETxq+4Wi7n1TQNc3x0QxdlixdKQ5w37GIB6F53tJGRXkQN1ka7mhFl9vjr/ejLj0QdfjpzrNGjqe1S0a1ZzZP37BEw97EDGlN/PwdTjHe0U3J0ev7ZV2dcUIEnFTauWO70RsipWGaRkhByjqOmtAZR4rjLzOJPmxDwm7u8PQjkbIzFKno53DVEFI4p32hi3GBLagBZJPkZV1IT7LTWSkoHoROWvdWBbuNo1zNPMcByx2WKTZdt6bN9wGCLDGAihKL7KfTSNTNRd5x8M1KaB1kal+Nk6qRcPVPGkeeXtTwhvP+VVHQLN+ZB2KpQwg/hWqYntmYQowSVyWsBvtRkKwMswTCP7w1Fex4FplqkBY5SqtBIIVmP/XYi7fKeCKBYHQpWkUI/mQovKJ/35+7YZBKAbY8lGjOtSl2YZcouxL8aD1/49V4lsaZMlS+xk0tacOmNFce94PPKXf/nnfPrpp7x585JM5oOrZ8xh4vXb11Wud/0AjI6LCr6NqPzlbBUQZBxFTEE9CjYDRcxATfoVVUEKKZo6jpcW0fdk92rnFbhTgUgs0ZNU55dax8MaUfFTimyhCi2z1oowWkAai2R6zElIikaBUY5Lu+hWGXU6eZVntAZSpeBxAaGlgKb4gCzRCaCzvlHhBxGmn0PEpIiJ4VS4ovSD5T/KxFkeV0nGdywy95W6WOTYq3mkIK/0ndqXovY/+SynxJMnN/zoRx+x2fR47/jRjz6i61o++OA5ORs+/+wN1jRsNj3TGLm9v6NrJrp24u4H14zhksu2p7EtTBM2iLfbpkS2uhYo3SAj9Cm5n4AhiEDKHIEZqYImkbFpEgPzOEVCyhCgtZ7r3RXTDPdDwGIFRO22NF1P119I7mcytL7l8mLDrt/wg5unhGg5joaQd8ymAKhEQGiXyYoTQdrym4zy79JWB1/9u/RZXU3fOT9Llzul5NfcRwVSIc5M81QFE3abLW3TMB6PxBgE8MbIlJLkB3mv0c5O50KqDLdXUQ+nIivFtpGcmYzzHmIi5iBrm/fCRrm54fnz5/zgBz+odZpub2+l8KuulSW6NI5jZXcsa21TaX4lUgVU6e91YV/nHZeXl6SUGEeZW2NKHIeByUxLbSkvQiYZaiqCUOVcbf+YM5ig+WMlD0bFJvIi8CP2kqnXKLXjRvb34mC21koubBBGQQG0bePZtg3eWaHkx8hwPJBTwjtL07T41Og8LfZAypkcRYW36Xq8NfS9w80z4zTjQsBaqS+32Wxx3tH2HW3fMIwH7FvDMA4chokxBF589RVt2zIOE5vdBcfjxG53wc3Tme1mKyDXWLy3BHU6yTKy1HiSEg6Lg/GdzK93vHfCankEML1r/4W9cAqg3nWurwNRGM31NQKai20rx4A1YHvs2s+37wyI+rrtsWjT10WklkjUGkh9zfFPPIzLw/uaq6MYXGYFcuSTU9LdMoWak289do/nz20NuL7uus5vefEan/uhjRps+XTnajzrsSjKO5ID0DSNFMPte8I8SVG84cDxcBRVPDz9rufJkwuuLq7oGlGrOR6O5JuMxUnRzpiIpUDmWtEgZzKxGiLWWinGG0GUcCTZccgT1orqU4oRl2diGknjndKCPF17wXbb07c9ITRCy0uLAbiufE7OWmtJDBibEiilwFpL4zzWGVobcTbjVCs0RbQ2TCMUF9dgrccZr8ULHWt+lUSdcn0EZJSiIqZntqgKm61APOekaliZ4/HI4XAgBAFc1joFYGYBsxgxtiVtkiU6UYz+NVhiKWiel99LV3jQ2/LD/vl92nKmGtgnoCGp62MFppMCIhMRAzNb7Ioe9sD4yeshlYDIbz7+Fa9evuTTTz/m9evXXFzuMAYSUepP6cQ+z5NSa6w+T428GOlDFofJBUgtFCABeqbKz5q85EiRMslohENCRFi7MuoUGNTeZyQ3IiW07lpSvCB9sIydlEvEZ8mdStp+SQ0Ob1zRlKhovfSlEl0r6nxyKUITEr6Snkcs+mXsaKsWw6bQj2suVdRcqgpgqitA9821vVzTQM64HAUA5ozNuUb3rHUQg+y9mjNAhN8rj0Hn20JpFO/+Os50aiSYGrFbot6YLI4kVR7z3tF3Lb//+7/gH/7RH+IbxzAc2O22XF1f8T/8H/yHfPzx5/y/b/+ZqqHuiXkgpJm7O3i9iXz51Rt23hCahp2x+DliI+Q4Yp3FbT3GW1znsY0BJ1SlmBMmB8RPLxEokWc36r03pHkmhMR0mAWyu4bO91ztGo5j4u4wMWGJWLq2xTcNXeNx1pPmQM4zx/1bmAfuDGQa5tSB73CtxzcNvpUi7VYwmuazvccj9B3fpDuq00O3YuTVCKaO4xSjipioPH+2Oq8suUi1zpkKLzW+ofWey8sLuqbjzavXTDrGTBJhKENkDkGiT87Vftt4yZer6rAalYlR8onGcVJarRTs9k1D2zR0fc9ut+Py8pLNZrPQAAtYybnS8jabXnJ5VL6767oKjmKMDMNwoqLnnBOAFCPjMBCUFldyrcoxrq+vMcawv7tnGkfmSYBUUQtcqwEWx3SJJI36EjEOjeisKPWSj6esEsT+EBXiqOqBiZxtFcYxSB2pAqCsKdToqOUSAjlJOkTOmbZtadsOYz1Yq04qiFbyxrPSLYsSlbOexrf0/RZrpTREM7c0U8scRqbpSOMc0Te0XtVHlX54f3+veZQbwhzAGA73e7quZ6OlWErNqiJQMhyPlEipNUIJraPPrGzaFVA5V2Nc+vrXmuKrbXFqihqsvHdu858wFh4BT2tZdSOLrtRwVPGilLMWo84qwKSfVQXL91/wXxtEGeEm/TPgk5zzf2aM+QXwT4FnwD8H/uc55+l9x6hbWRB5HJWefPUdAOqcalciUeY9T68YkQX/1IjNuy4hl0Vx2fskqnUOch47zrvWgHfho1wOdOqR+tpjPXL+EyD14FjvOripQMMa8L4hNakmanZdh3eOcZhwLtN5ASfXVzds1SuWY5aJOIHBkiLEmIlJ8ocaL5NEoQSmpBLlRqtIq6hCJJHTTE6RKUaR+/Yt5IQjYNJEmo9gLY6Gxm7Y9Y4+SR6EgKhYb7Vyb0GTWWVxCilgUgQszjZ442mceGsaK3LpaH6IeACtFp8S75w1Dmc0AiWaXwsoMaWvL8Y6q4FevPrl86x1tFKWNhumkeMwVGpZqQVVolHGOql/lDNkLexbnQJiSBeQdAKkWP+9AO8F3K5ef0fbtzPnZMmJcyVNXeeIonWugKO+rwPeGBYDm+V51uFJ6cGr8+TEl19+zqeffsLLl19xOOy5eXKNsTDOI0n4nOociOUedYEy9TpkERVBCapykKrFlc+NgnHhW+k4SrUYsB5uNczXT15xSAFSBo1YFxBfqHfnIMooXU2LD8dCY8tk69aHXz/DBUSt+r54YkWkwJjSE3M9hsHU/Cft4MsxnYWYySZWsFWiYOKX0etbgSirtZ1sFldFVQFNCwtBgkJlkV46iGY41r9Lm9X6O3YRsCj4FWPrMiTOjhXwUpnjaZqIIdC1G7bbDT/68Uf8/u//AmMM4zRyeXXBxcWWP/z3/gG73RX/4v/zJ8zDPYf7exIT2UaOh8Tt3czrN7dctpbN5QW2begCuAgxTUIz6i0ei2s8xmcwkWwiMc7YHLFIBIocMVkcQik7TIIUMnHOzEMgW4ftxcm06y2bbqBrO0w2BCRH1WuRXWstcwByZBj2ECb21mJsJ4WBbdQ6hFKLEBaAvtBL//a2b8vGWTNMjEYm18VIrVk+PxmoWaOtaSnNsY5CiYEuY7LxskZtN9u6JhvtXwkjANnIGmh9g3O21ikSaplb5pu80GNjFAW7jME2UpcMBVKdypmLuNJCySvGdJEUd1qnyBhT6x41TVMFJFJKNTpVFP2ccxwOh1r3KaeMs46oUbJyzN1uhzWGeZwERCk1uoKo4kxZG9iqAijHLvWRZP5ZHpo8K2ulbXPOUtcxiVJvTL4qIZZnZ42p4gsCHi1Zi6anGMjJLEqq+p0YE863WOcrwwEkT9Q3DS5nrG8pjh3vGwVeokLqJskbu9+/kfnHORrnmL2HGAkxidPicCQn2G/uNbfbqeJxw82Tm8qysdYSCdJfZgEhbaulbEo7qCT8u6JNv+UYe2S8sHpeK6vkDECtQdIayJXP1gqB5bvidLNCuS7HLGCpYIUVHnjf9m1Eov5XwB8DV/r3/wn4P+ec/6kx5v8G/C+B/+vXHaR6KvV6H4s8vWt713dPIlGnZo2uy2dA6eQQ70Iz6GL+ns8fXAj13srCvvJJro7zHuC2apt3naACwfJ99Drze46r+58cvt7a4lk5AbcG2s5hbYvJl7SN5dmzpxgizz94Ts6Bxme2uwsuL6/56KMf8bOf/pgPP/yQ6+srUgocj3vxWudEjCLNKfxfsQWzEWpLMUBKR661evRaGt/V2gsxZYZxIIQZa8Vjst1s6NpGKIFJRCocSfZxKinqxNCLSShQ8xTVQEs439REWxGqkGuMKQgDRtvWlno3jSc7D02DMQ5jPSWiaWorolEEBY2G6pE2mEo/MKkojGlSbwyMU2CaAvvjwHGYwXisB5eiTAJZlLS8lbyskJNGR1dwWD06C+Fv3bFy7Q/l96y3efK19/bHv/HtW5hzhCZnrat/S6RuUUwqE3NKVsUXihdTnpMrysRlsgUyYtT0XYdrW168/oy3d6/4y1/+kk8+/YRsodv2RCMg7jiKdzXmDM7SbDqZJ+r8ZMrKrH1kdanl/Kk8s0ITrtB7Ufgz8rfRAbbMmcurOIXqMQz1PVYgqgIqHZzLHLuM00Qpcivy5KVoY6H/rimKJXG4zIsCpPKSTGxl7JT5usxHMeiiWQzKWOg6SpG10sbFMMpJZdvJZJvITmg4BgREpQQpLFOlsRjrSGE+VUEr40fVRLNdpKvFIJWcS1OER3KqbV3mU6tgyjqNRDkn92tMVQ/77/53/oBf/OLn/OLnv+Dq6lqMyJwYhiPWOp48eYIzLf/p//g/4ZOPv+Bf/LN/w93+K17dDsRp4PbVPS8vOzYWbnxHY0Rl1MTEvD/inOXJztFjuex6jMsYF0hjJs4jeZwIw0w4jKQhYPorrLWM48QUE/v9QEwZbAPWkZIjJJhjhuxp3BaMqMHFaBnHRIgizRymSehlxxGTMx/zOaKws+PpB0d+8OMdF67B+U4cHcVoKsIMf7tzz197vikg/tROydo/ljFVxlMdU3XOWW65OgSUolfU1Brvudz29F1baw0FVaXr2pbGOZKVSOc0jNBIgV2h8FkxzJuWpm1xmhuFkXUkpcTF1cQ8B+4PkoMU5pmsOUcpRuZx5O72FkokQu/VGEPf97Wm5DAMHI/DCS2ugKhpmipFfpwmqZvUtnjnMUkAx3EaMUDfdbUdYghM40jbNlWYooCwwiLx3leaYYrCRpmD0HaF7bLYSYsqJyeOGkCj/RmrIlPDOFKKgWMsTdvp3CXlVEI9BxpBA7JQnVeqPhgtb64nwWoR7RSlTlOOMt90batS8jumaWYYB+7v79jv78gpMw6T5jVliSxisUbnxRiYp5H93Z1EonKxPSz3d29pmobr62s2mw1Pbp7QdS2+64DMNEkBeHHHmiqJf9I2q/558v7KSWbUXqp54mXuN8saUPqOzLdJm+gUrD0GpOpzW13DAzpfGXo6l2ddK+TxKZjSmiBG6YzvgyJ/LRBljPkJ8J8C/0fgf22kRf9j4D/Xr/w/gP89X2vQLN6Wxz8uyDBzcjelQVYIdM2LfJTKd/broxGqh2iiItITUGYe22cxQR9cqikGLCee6xOAl9+x7yObqV3W1O/V3Yp8NsVra5Yre4cB/NhwWJMRpY2teoAsBo/tOwyJ3cWOcTpycXlBDBPkGd+0WoH8kidPn3FxeUnf9+ScmeYJh9VFoggp6GUuZ9R7WiaaZbGRpMviZcpKuYkagrbqWWvbRih4xmIIWqdJ+pqzYtA1vhjSmVTzj6SByuS7noyNNSuvqOZ+2EJNcmAdWZNyF6v3sdY+pY0VGp7VySYbqipYygVETQzTLGAqRFFos2Jw5gwmLspoRaEsk1f94uxn+WTt0edsEqpPg8WLv9r+Nu2Zb2/OWRkroIa8FB21Z5M6utiF8szrZL8Y9XIQya3CStX6trOM08jb27e8ePWKl69e0XZCU5Jir0sCdCKDsfjGSh+ORTb87KXnkdVvATUClFeUoDKnFm+3kf5ks1b6qg6dpS0eNtDZ32sAVb1d1d9Sp6IMGtETozeZkohcvlgEVspLx44CuWK3lDsq+xYYRu3XGolLy32uIxUl8lSKehcp38RygiLw4JJbbuTEWbAIHChW1fvXY1QO8jJ2nbUiLKNtsDSVqZG+6jgxC32y/F2URT/66CP+4A/+gGfPnrHR5HHxnAecy1xeXOGfdPzhP/gH7DZXfPqbr/CvZg7HL8hpYDhOHPYj9/cDw5SYeq2FkjP7acA5y0UMNKkVh4IRgY2UjeSchoSZQ62V1UqDEWJgniPTPJOyAefBOPG0a/kK8DjXkozQkEKSIuwxRTKRMIvK1/39gRQCaZoBD3lL9ldcPNnTbS+F+lQ9a0sk6m9rzvnW5pv3XHAdUyd9fPX5eh4uhiNUB0lS55+1TsqN9N1SJkOdB955srHEhAKOSDCWEIRWZ51EN5q2rZQ8570KfMg551lymaYQYZqYp1Gj9JkUAmGeGY5HWWuLg1L78ma71WiXr1GpYgQXKp/YGAKI6kvzmqyxEoEyS40wAX2RuW3lWo2oBLoVfa8Y64Uy3Gq5krZtccOgUaTFqUHBruQqfHXWIQREZaH5pZyZ57kCEWcM1vvqgCpFvTNZ9VMXG2r1gCm2mdU5KCPOGGuM5HKZTE6mll2pESTN+ZrniXE8AkYp1dKLnNK7s74fkjitp3HQNlQxLWM47vcYY4jzzHa343K3o+9amkbEF8ZRaJWybgitUM6ziKMUm2Xdd+u9apsUO+dkTSsXrJ+f2+T5kWM+pO3lYiaefOexSFmJPNX5pBjPZX+ztn5XOOCR7a8bifonwP8WuNS/nwFvcs6lCtfHwI8f29EY818A/wXA1c3zepmlqRaj7wxArYATq++ax/Y5P2f5Tu3L8j3pQyrPa1ZCHbn+V/N/S4db+kVZ9VOtiXG+1cs5n/zPxujpw14MCvLDTqAm+IlJW2BPva6Tdlla9wEoK7N36eAYSm2hAjhy+acUGmclGZsWWuP4wUfPaXvLy5cfcNzfcffmFfvDgY8/+5SrqwuePLnmww8/ELnw8cg4haos2XYi7R3jWPN7jBN+d4yBMEelsiWS89CCtz3OGKl3YCDHGTsHNkFUc9pupnENvukwriPRVBAYZ1lYGi8eLt+05JwJecI6T9MZXAbfZZq2pe27+gxMmaB14M1T0PZssMbTeke2hmwCiaRULRE3Lz2rUO9KH3A68dTJR43BGEvBU0MMmZgMb+6OvL0/8PLtgbd3I+MEIViEzp1JQZLpCZLP5WoyrUTWCqFJbkYoV6hASCpZHkkXqkofUWECIGfpETlpn3j33PI3tf0TvoU556MPfiTtqmM3qfx9jBNEGejOO6FF6r3PGuUwiJd1SUjNSIHejLEyZkKeCHPir37zV/z5X/45X715xWGe6K42WGe5vbtlniYOw4QoU6K5MQ7jDdlEFbpIYBLJSIFHhxif1lqSa7Am45nJREhzje6GVb5ETMWDU+x+WSgLLaSCRSP9NaZITFLgOiE5MlUlLQnAE+CmNZKKwVIBBdXpEaZANJGmlTyHTothSm4XxFlU10gW5y2uaavzZA4zIU4SSfae6uqQzkfjWzUIRnJKoN5IZ/0Z6CrPvyhsyfxmUsQobdCWxkFuIaVMDkm9wAaDqJWRM6HkSCHzZfEYY6WOkhRuXFGC0OMRNffJaDQ9Q0IdNEqRIfHB06f86Ec/4o/+6N/nH/2jf8Sz50/ZbLeQRUJ5f7gHEJU73/MHf/BzPvrBD/jJBx/yF3/xx/zzf9HxxRe/5PMvR6YjvH0zcfs80HUR07XYxrG/zxgCzeGefRw5hiONN3SNxeWEzxk/OywdtoVsAsFDtpHZBeYUma2oKXbbnpAs4wzRekzTYBuLbSzTceIwBbY3T+m6jtv9nikEhjAyB8OBnuQyeZNEiOgYyK9fEn75p/yB9zy5eUKIEJNlnmUOtG33OOj/m9n+Cd/CfHP95NmiGmkMTktkOA8mmZqPU73maktIl5N+V2hJJfIyzzMxSASnbxr6tqFvOxrrefvqjYyLmGidF3BLZCRUB0AMgWEYuLy85Omz5/zggw958uQJl1dFWW8GDFfX11hrGYaBaRx4/for7u9u+fKLzxmGkcPxyNtXL5mHgXEYuLy8YrPb4RsPWM1bkvpEAqoaLi6vCWFmGke89+x2O7qupWk8282Gtm3IMRLGCTSqEkOAlGl9S4pRKInWStQti+LfPM01+pZzrvLoJc9qmmdiSnR9z2YOXFxccBxG0jBUmnKxgYqMfhHriDp3GOuEXgqQIaRMYyzWN5R5YZolatz3G0zK3N4fpMhxLrTGnu1mw263Y7PdsrvYVSXPeZYomckBg8U6cSIkLah+mMYqbJSz5Mo557i6uubDH/yQpml48+Y1w3BkGEZCDMRhlL6l+eCzHQjTxHC4l5ysvquA91d/9e+Yw8zxcMvTp0/5xS9+oUWL0WiPrIcxREpNreJQLOB1UudgoZOujV0BKCKiFRU8ouuqzN9yvMY6LUEiU3MIqTrwFxtWAWj1BWfNJc8KoHQNLU4uLXpv9KTGFAXGAqSlHIWUZNT0jFWE8rHtdwZRxpj/DPgy5/zPjTH/0W+7f875vwL+K4CPfvL7mbyGA5wAp0fpeu8ASo+BrROw+wClnTl563HqfytX6+lWAFS9DL2H08taHbnez+qQqx3kks3q9tfvl+sxZ0ddQ6cFPK3vdWm79YWdcstru1R4VhGceFQoAE5fRt43NuO8od909ENPt+kJ84hRj+X+cOAwHBnGAXLCe8s8ZkmyzFHD3mL0BM0HUeV0ifhE8V4KIMlgHBLsEfqLKUYgBrKlaTe4GIm2EWPNeTBe21LyH8hKZ1KPuOogixR5Nrgmax0NcE0jXORcDFBJ5Czu0OKxyMZRcyR0kqjAs7arnLM+pdq9FvUjYMnBiBIZSZga9Z9CZBhnxikyzaJ2mNKivlY8j4WOWKMS1cVSf6xwtaHompvSz3JCMzAr+M9nP8+65N/49m3OOf/e3/+H0puLFysvAKLOGVn8LOW5JlaR0eWglJpmwmGXcRFzIEwTb27f8uLVC4ZpJEoBNLIxzCEwx6gUkKKJIJ5GkHOkFMUDaeVCskk1ipKxUt0oy/vFI1wAoShRxYX+pD3B5kRORS7i1NAHFmfFOklXwVypSXNCpyr+l9p3TvNSa/vGkvNx6vISsI7SdxcnVAZSnjXnz1BafRk3mudhpPZOST6q1JBHe8C5421xIIDVe9D7LQpZ6qmmzDEFhNUDFZqlAStS5oKT1tGmRV653EOJPhhYBCv08jabDc+fP+f5Bx/w/IMP2Gw3kuuiXnRjbM2JMQYudls639LiiPMdX3z6EWF6y93tlzTOk7MnZkvAEp0HEtFbiJFjmKV+Xgg03rBpHL23bLzHI/WqTBOlrZ2MgWT1pQ5FKV5nSXOW3CjT4ZpE0yQYijR9A6ZlDHuGMXGYJE9jTIakx4ghMKWZ/TBwe/uW4XgQKqWDbHxNgXv38/12t29zvvnRT3+eTz87jUY+dj/iSa/ezbqOVypfiks/KJRQjeiOw8hwOJKj9FdnnTo9ZMwsNXcMznn6fsNmu2O7u2C7u6BtO6wTEPXk6fMq8DCPA95lusYzHu4xOXPY3zMNAzlnNvdbdYJamtiCscSYmOYARox9Y1UV0MA8z6qSigosNJWKh65ncTVHA3jnCNWZXJw31Llp/SrtWO43ai6S0Tbw3uOdKvNlsxqHi6O8PjN5W86X6kpJLYhuCutHFP/EdsnYlBmnGYvBJgEW1jpi27KeEddnMuLJUcqwUCYlRxVSkhyqOYqDFi2V4r08x93ugkGfR4yy5hg7C11ZDYAUIxCJQc5lnREQnxz7/R3HYeDNm1c4Z5jGH+Kc0RRt6YtFAVhsBvOgrSlz57rttG1PIFXO1WYyWZ9LsfdP7OI1Ja8ekaRIVpZNtYEUXBpT8uoXZdpTit96/Zd2scXGUWOoPPOTwXu2/XUiUf8j4H9ijPlPgB7hC/9fgBtjjFdPzU+AT36Xg78rHPc7bdpT6xpejFYembzW1uG36u3KpyPlaw+9Bj7veYT57Oc32E6w2zv2q4Z/kVROQWriJEH6Ues11Q6ox2saT9N6fOsxVkQj5jAyjgdCHMl5pmmkRtI0TlJlPcjOKYlzL8aZnBOx0lcmmXhUktU5V8FByem0tsW2DRdtDzEJRSRKQmwkM0yRxoohYqyv6itzgDEJ99q3Pa41tM7KAj/NOO/Ai6KUU+UiYwxBecomCfgpICokra9gBPCVPBZTJubSuAWNAKAG60kEKjPHRDKOZBwhZeYsNSRihBAzIWSCTtTluWRVrnIUY0PHkTXEZJbnyqlClFxWof7lR7pnPnlVH8cjhvjf4PYtzjlGFng1SEKcazTKWq1NdvJPPJCYTAhiWDupfwg2kXMgppG2a9hsOl6/fsHL1y/41W9+xa9/8yvGMGO95TiOYLJQoVKi2/QA5CwFnL1zIvFNQ0iBlBON1nTxXnOHitKzUZCcRXFreT4FxGtUMumabzIiMJjV24cuELJf4fWXdiiGvyh/LZLK6y0nkaA2xpTAfi3CuMxhooSVU2ZyE77Qa0sELBtR6DRCbyyUWDF0nHg6rdRzKtRWqkc+qmKnnC3lrMbC6VZBYaltJ34gbJbcLYMAUROziFOo8bMeL6WlVhSBVYsXmLfawyAgRJXRyqJd21FpjilLXkWrVKqf/OSn/Af/wX+fX/ziF9w8eVLb8/rmKSlFdhcXxBC1phi8fvMSh2Wz8/z87/2U3eV/zMcf/4xf//rvMc93xHjk+QfX7HadUlYj7cVMmEZe3d2K+uA4YnPC58Dzmyt+9PwJ26dXXF/tGIYDYZ44BvXyhkYcUE0kZcNxDqTsSKbBdxv63Q1+d832SaZ9dcfb+yNfvnnL3Zev+dVnn7I/Hrkfj2QD/eUFvvVsLjbM08zxcMDEhi53vHrxJZ/vLtlcP6PZXOD9RsoM2HdRpL/17dubb9S4LPbMo6aFgqli8Ast3ZDT8uWFtprqXA/UyMxoDClE9vsDh/2e4+FAzpmbyytA1NVijLTea17Nlic3T+j7Dfd39xz2Bw7DXxBj5OnTD4SK/+QZprUMx4GcAhe7S0iJ4/U1YZp4TSaGiZgiL1+84Pbujv6VFKHfXVyKwIh19Juem5snNI3n6uqKGAK77ZYQ5iqDbspiqe3ljK01pYATWv08z7pexiqI0LZtFacoMuplXA0aKSsFcYvwRIlWOU6N7KLjWezPdcmSnDPON2R1Os0xMsxTjcoLT8dwGAZp87kRwY+2VWXRxOF4JH75pRQdbhq9fsmHdN4RNQdqaz3eWzZ9C0ZyJkOMHMeJaQ5atmWSvLKc6bqem5sbttst2+1R59RXjNNU789ZVJ5eysoMR6lTGIKkZlxe7Lh984bD/T1t47m+uuKnv/dT2sYzzqLUaayrVOQYdY4nY5RyeZKzlGMFoAtN7mH/h4pP1XmeIa+p9QvwyTnXsXKe/7SOSK2FJ8BodHcBUSkLTyinQpOVeTxqriFa5vtd2+8MonLO/yXwX8q9m/8I+N/knP9nxpj/J/A/RdRr/hfA/+vrj7X6fXW57wJQvw3AqqHxBx8s6LgeYw0oTnZ4/Bzr8xcP2em2nvz0HXP69/l533c7J+1kVkdfLeinZ119aX3cvHpjce3W98qR8km7af7BCr0XEJWLF7xi+AUwClBLWu8lknKUCKkzZF/CsmX/U0OjeEhTEsqP0cHkauEk8dZXT7EVyVZ8IluvCZ2i4lfkLKnGsAIJs9yvVW649Q6C1D4xzlX+sXNuUXBJGgHQ+jhl8q9tkTMlWiftcN4HF/qe8HNLUVH1MJYmWeWTlMhZiVaUPryc8iya+9iW16beuk/l02OtO0um5tys/DSr/vdbIPi/xvZtzjnLQeuxlwhKdf4ubjMxblQwwOTT7+dFojdrbs0wDLy9fct+f8/heBCevnMSHcqFamC0FoqAX+H0r8ZsEhlv50p9Mk1+tuoVXBrm5Gehw5X+UMfzCrifez/X47lGTdavVRst0EiOdGp4lOFoVoub0W6kAMIstJn1RSwgZ5mPak7a6oGtx9j6OZT5/NHHvH5eq01nAe3WaT2YyhVQ0Oay/+l1r65smYVNGfOmtsdyLcUjXK5gAXnFGLy+vqbfbPDeazQsy++IMECZF3MSmpNxDus9213PBx9+QEgHMBOHwxvGcc/VdU/XeryJkCMmZKZxYDqOxABhHshhJk9H+qbheLElxARO81uSA81dtc7hksH5RuYTYzDZ4azk1HT9BhqDDYbDlJmSJb+5VcN1ZhgnjseBbA2270gGXKFgaTuanAnTxPFwwG8ucW3ANvmR/vA3t32b842Aarnu9ZqwfMHUMbnOxyz2y3pyPveilzEbYyK5pEa6vB+17xRjs+s6Uox4K2VKOqVGztPMEAdSTOyPAyEkuk6iSne3d7Sd1HgyOeGt0MqWPliUXxPTPGmdRDSi5EkpMwwDxlrJcWo83jcKOErx2uW+12ClAJa1weycqwZueRXKXqGkFXBVHBbl89Km8zxX5ksZq+Uayjhf2zqmPIPVs7PWClU6y5iOMUpkrKjqGlOBwDwDyRG9xyaJzsGi4CdqftRomo8OSYu1tK3Q+sqcaa3BZgFALmWsjZT5yVpR82uaFqCqBIoollPlxFzbTfYTm2OeZqZ5Znexw3svRYzDzO3btxhUtr1ZevS6r4LOfymdUPyXdWNxQ32jOLJZgKwo0a6O+QhgOv88q71yvjaxXhv1Zx1TZn29j+37+PY3USfqfwf8U2PM/wH4b4D/+9/AOU6A1Hp7F7gq5p9ZfT0nCXUWpFqNc1P/+9rzl5H1rQatvsGWVwNaOtzKMNaPCtB6gA31zXzy7sO/5CVtIunASyG4mDI5R4kkxVxVaI6HA6OG/V3n6ZoWb8HmSJpH5uHItmtoW09zcQNkjuMgqjEhV6WtqEbpWgK25GOViRRgVL60eEQc/XYn9xgT4zgQ84E4IwaB0qeMLQIQxeMFzns2u0usd9imwc0TUY/pvCgXee+Jc6x1pIRG4bBQF4RqSGkDGpbyNSWRvkiPFwpWjlowcR7FKEpRqEHWSw5W00ECm6Dvero+SCKts2CCUKFW4s3FIE55UfcrDL+TPlR/yoRSIw+1MKvRelGLUVl/1nyp78T22885+jwysT4nYwzGWQXSvhrBZUFsXCP9hbCotSEe4eIkCKo09cWXX/Bnf/anfPnll+zv9zx99oS265ingZgSXuWsLy8uhHZAmcy1v7MUmjVW6GKueLDLNJWLgARVmn29WOgbJ++XOe/84dWIkwKZmrRewP05WKlnSeQkS2qKUrjQeFWkrBGYBbZLkrSMIRx44xcngVmAlDElf2SRQFycDNJOtvb18kiLglupBLVMkqfLRNYsRc2LMkgDln21SGbtJ4WeovdhjNA8SzmBvG7uArDqDaH9S94vuRqmdiujBl+oRl7TNGw226pSNpcE+14kkDfWKB0HMZyDSMrnBjbbLZc/2HLzwwt+/7/3cw77W4bjAZIYwI2VDM00jgz7PX/153/K4fYtr+On7O/e8Pr1C1UCnbC9pbtsSHEiIUIEyVq6bY9PBnwkJsMcpNK5bS7otlfsrp4TsmfOHtvvaC/ueXF3y348cnGxxTjDmGZiTqQwM+dIzBON8VxsNlz2O652F6Qw8+blS1y7wTjPptngfKF1/Z3OPr+TjXMOoh77/BxElUhUhpN1UV7qdABiSExppjEW41R0oe3J3MmYydA1DTdXV/p9EW6Yx4k3r17z+aefSR5LCGw2O9qu5+71a6bDgReff0HXd/ziFz/HWkMYD7x5/ZJf/dUvOQ4D4zTRdB3OesIcmEPicBwAw/E40vU91jdM88zl5aWAt67FGNjknmEccMNQ1/dWwVCnqnzjOAJUml8Rp/AqtZ1z5uLiokanSlvO88zxeKRpGi4vL+v3Ykq8fvuGEHQtj4VOW+aKXEHRuuxE+cw5eS7ee4ji6IoxkscR02WM8VVoKoaZmCKHacJbi0VqR1FsFh3vbSdU3WmeSLdvIYPzLc55Qow0Tccco+Rf+kaYM95jjMP5lnmemOeOaRqYw0RSNk9x7llr8doOadWHpmmuFO5pnhhHra/lnKqBZj755BPevn3L5eUlu4sLLq+uwViZp3VtMhZQO7AGLoyRtaSmNqgMAZw4yh4OBPkRozA+jMmiUphO5crPHX3rZyQ0voQsd3LAWjRYwXlKYO0yr6/3Xx+zyqK/Y/tWQFTO+b8G/mv9/S+B//B3OMbyO+eeu4dA6X3HeQig8okqXhFkeICIVwNpfayTa5OV/gSslc/PL2u93zoUeXoPeVmvHznmY8fKC6x/8Hk+uZAKp7QzVt214hyW89a2WT8DMaaLR174wkWpR4zsImYgAzIQonhU5jAzzxPOJGafmadRXvNImCdyY8jJkaIMrRhn9eKvKUNZkxa1wJwzOhG0uKYR+VUkuTGnhLNam8l7vZ+Ec6IwpPapPm0x7rBFOGD5vUSiJNKziD9UQMESxclqORlz6k2rbVies/63RBXSfssAAQAASURBVJPqU5L91Sgrhnw2Cx/YFHlna1SlTwGRTvo14mdYHXXxwDwWTVi2Ja+jziG5XpF+IBdWo1C5OCJy/fl3tf2155wMiyqkto329VPvWuF+J4wtDhOLsUt+UI1kWktKkXEc2N/f8+bNG8I8Vw9qzXOKUW1sVWWzZgEEufjrhCpqjalKN7Z2ptXSczKvsZoXzBJFWc8NOcsc9rA9eWe/Oes/a88jJY+g9MWyFQyh82VdVCnjZwFnxcGwfjin8x01Pylr7RqTqd4JmS/X/Z/aVx8ztpeRTAWhJT9qyQUsuW7LvFGx53p+PR0q+rupY1762RrM6bNd9bH1VqV/i3ywXbVLmXhWa4i1FtPotdlEVEPcehF8SCSs98TxSIqRxkif8n6Ltz3X1x/gTMPxbs88zRjXMiW4Pw7sjwP7YcQayfULOROzASNzpPNWRDeyxboG33ZS08ZLHlZKDt94mlYiVG3X0vU9IWe6Y8scxUueYyROkbYXCeqLdsu277FqhIYQiLPQbW1KUgfsb3n769s4BUA9BFJLXzi1XWToLJ7Q943NIjQQUyKo869EJJKL8rycY7e7kLUqSU2m8TjUHBZyZiprqTGgxWH3+yPj0HLY7/HOEucj84pid1rMlsXRYURgwFih5LXzrFS7uVIVRc1SKHq1rqE0cr23Gp06o26VdlsX5i2qf8VZcTgc8N6z3W5F0KHvaYdBT6Hy4yVXiNN5P59dw8nTNDpWk1nW/jPQsjz5Zb5IKvozzZPkSOn877XeVIlMpZTY+GYl/71ap3W+dN7jvKHJUqpBokzi2GtbEcsqaoRyrSpPbs6opeWfUqznecYqcLXWVmrk7e0tKWfafoPVNA9jDNn7aovU9iptWNaIYm9nzsSozNlPVt+RX8qKCCs79xEAtaYPlgLI6+8XMLQ802U+LmtvsetObcY65T66/U1Eor6VbQ0mvhFlT7dz8GVq79P10VIXsXMULEFpSS4rx3pwfjUIHru+NaL9umteH+6x+3jfPZa/8/LHYuCUz7QX16GsHaYO6NM+W1/oANBUCsrEEll4vgmRSk0pE+aZME/sD3sOhz3DcOR42HN/+5bJG+aD4fX1ltfXW+7evuZwf0VrduTWcz8N6r1Xv7FZwvDOe/peJNL7vq/Pq+l7mTwUWHjfCIjSydh3PeRMmiMeQ58NqROgFWfJkzIGjDX0280CvKzFNXr+lGuRzBSzequjJIOqNzBrJr2oLJnK9SWtvM/aH9aZSPVnNdgyTuYjDJaUDCEmjPPYpiFbT7KGOCfmOXI8DhyOB+Y410TbAoiWyWCJJsQSMan8QGqkKSUdG7n8sHWmXhazGuKQvqERKPsAlH2/toyorIk6T6aEBgqIIi/qR2GWSJ7Pti5eNqlakko2W2to247jcM/rt2/55LOP+dVv/ooQZy4vdjgrCcHTNJJSlFosbjGcrErRFgAlQg7qsDBKozLrsZuXgroUIGKwWLLWZUppKZiruiEL2Fq3RcHIRSq8FNOteUSlZso5DBcDr8R9Vtp81ate+pG1ouKHFQptUdYSY0Pqry1RJ70W9bKnJPleQXMgLFqg1nlZmq2VdqhF5R6DTvKRlijG5IhJGmktwiBJKDZFkEUbuNa8ztlgkqLDglj1ftZuq3ImU6LDaxCrv0h9lDKsljYqOZ/6htRI8h6bM6QIKTKpEQpIrlznSTkwzFJzbD6MNN7ReoftelrXcoyWFGdCNnjjuLi+5OIi0pgLbt+8wuaWtrtgfzgQxjs+e/Wa7fVbfN9webWh61tGzYnyjeaseYNNCIjyHf1mh2t7MKKolRDqX9s2XF5dMKXIGBPdsSMQOY4Db+/vCCkwDTM3uwt+8bOfc2k33JitqPHNM/NwZGw62s0gc6RdasF8n7Z3OVzLrazXhzobmWKEL3N7YWicgKiUiMA4BaJJ+KbDNy03T3Ol73X9ho8++oi2bemahnkaGQ4HxnEU+vGbN9zf3+uUL7UGiTNvX73AWMv1hajmNY1hniXC5JuGtuuQVMKsjlGqo2eaJlLO7A8HjDXc399hDOz3F7RtQ99JTaXWe2IU+htIxHYcR6KLdTwUYFLU98p7tfTIqlGPR5Hj/uSTT7i7u+OnP/0pxhiePXsGwKeffco4ThwOhxPbqTwnqfG2AKg1kCtiH2X+zpxGdpyLGlVW55k1eOdxRlhPU4wMxyPGGLy1XORM23W13Qq97/r6CZvNlu12q4C4wTiH8w2+adhsd8KQabq6z4sXX5LvMjc3N2JHOcfheOD+sJc+MklN6MY3Et3JC/On60Qa/3A4cHd3x4cffkjf90zTxDAM/NWvfsXFxSUZS9O0tG1P3/f1+Tjraq2+0mYC4LSfo7WYtK3FUXTe83U+TItz69wGP8/LXW/r8bAGwAVIlu/I8aw6FKiLo8zHi+MCY1A9qHdu31kQBTxovPP3H0Z1Hv/OY8CqgpAHIGlBvWuPa43WrCJRZ2dkbZ4UpHvSMdbHXC0C33RBOPleMaTq2de/ox3QVA/BAv/zSQepexfDQ9ulgAjp8SUfSsUI1N5ImkwYtNBdmGaBWMZodXpovNRhahqpQ5JTJMWZFBJxHiWqIqhG5CzV9KgDzagKVy7XWcwUmZwaL9LlVpMcsVYvPIGxMukUxTPjRLJYz2CbRqJP6vHBimoZSUCMbxr1dINrWqyXidBE9WgUqhUU5zXFKF6iBcX4FJUxo22MGmkm52VwGwmLZ0oEytYkyxSjRvgkryDGkvxfANBaDTCf9AdjTAV9NZq4+sbK+bdMIme96+Tnauw8sMi/h1sxVIoRX+k0aHsYuV/h4WeJbmoHNSqZJPQOS0yR+/t7jscD0zSKgdA1AkyC1OjIaTGuk9ZHscaujPEyVyzW1YlBVfoEpwB3uR81wYyh5NQV50hezWnFSHjQHpS55tTT/e4GXDBFjcxk8T0uCnfqKFkZfMUgXEfIqxNo5ZAqQC4pUCq1a2RsSo6gqNiKmmQpglsnwtom5W+zaq+4el8jUOIB0f4t31938yVCkJd2ri23tL0YUUmoLno9NRKh80ZxhBhjtKbehcgeaz5UeW5mFc1c070wiKpkzuDE+LPekY1B2dHkbLCuxTeSy2QxzLPBJIuxPc5v8M2Opt3R9ZfEMDHNcBgCd4eJZtNjW0MynmydKOWp/EnKEBNSc8VYUhYnUMx26TO63qYoUdphGJjnSSSrEZGTXddweXHJk5sb2snAkCTvNGXiHJgnoZq5GMi4B4D++7KtjXL5m+oAOYf+9a8K4hfjcF0TLes8XOisMSddO6HfbKQPxag0ODlqq6VBSInGezZdS9d4ri4vub/bM08TZKGWG4T+Whx/KUJWo7TUqEpR1EZDEvEjqmKeRI6HQYrr7vd7nHMMGg3qWsndkXxRGQshSBHYyU1EG2t06WE06JQ1UNMy1KhPKXE4HJAC0SPWWrbbLf8/7v6dx5ZsSRPEPlsPd9+PiPPIx828t7u6mgU2KRAgQPRQJAjMD6BCjMoXMNqAIgf8BaOOOiBAUKBAggo1KgSojkCAVAgMyWHfmq6qvDczzyMi9t7+WA+jYGbLfe+IczKrK7smsz0RGSf20335WrbsM/vss2maGq3PnVyjLZsd29oeYBX6uM0SihMu/askCwWteVX/QscHLEqWRGjjb66V9K6rCgwzSrHG3YSUE/yyIOUEEMGHCs8WeZHJI5mvLHLxKivOqnLnPTAMIly02+0AolYHFrz2ACNpXYGcQRqksrVldtj8k2VZMI4XPDw8iET7Xp/fZAG389x+GyXdXCFnor9bP74lO1Y7vbW6txmnl46X6H634GtbY9co+aYEabd9s522+Opnjl8diLqGIp953WcAFvAzgZWO0HNwgisHw8gfzQF+cVRfBks/5zp+zrW9+Lr2+7m7a4/bRNwQ+VYAtQVyG4cJCqAKA4ADnGYtKqlCn3CwS6lY5gXLPOFyOmEaz8L5DYTDrscQCYfe4/64w/1hhy44EBeUNCFVQhpHVK6gKFz/GAYBBbUKU0cXNEMpg7XChShgS52UfhDjAB/UDyoiJAFIXVGM8CSFqiVq3UoWY+H7AT5EkIIlHWiRISWPweh0RPDa4C4oauGcWv1ErRXzNINqbdPHup+v/ZRkMyI4acLJDJElZDiKINKNhBnOMeA84B0SRL1rydKZ/DKOOF8umJdZ++jo/agbepmBG1rnoXPi1FjLPwPJrMZ4NZw2W3g7Y9bftHnPvwMHWZNkCBXCNr9GxVKHmomRcgLBicIjGSUCABxidBiGiPRuwfc//BmPjw+Ypwv29zt0fY+Hxw+iFqWRwF4V75ZlFiqpC80pBlYwRbSN7K7UDt2CoSfZfrXrarFsaa6rl9My01ylKxhZjZTJ/BNtvt0kz7e28Ll9unIwNkGiyqsAQggBDmigqW4Kw5kZIUY4OAm0ADJPFfhXpaHkXBR0BMAxiLwGPwIIBZaVE/u2AZWbH6dg1DKstm+TOpRtMFWuHmw0SnN20QIr1N4ov+WdNpYMOIYLBF9ZwF3boBnBCQjJSfpUWa+cb775Bl9//TXevv0CQ9+LPdIspUV0PTMcVZVhr5jyIjc2SP2m7wLykjEvGZylZi12e8TOwS1i2M/nrAhrALkjuuE1hv2C4/3vME0LxuXP+PiUEPoz4uEIPwSQG0AUUN0AZoeMjMyMVArYAxkawFqSAC5aWzNIT6AJHz+8x8PphKfLGVnD0v3Q4Yuvv8Qffv97/LN/+k9w+eEBT4/vUBJQM2EZJxAFpLsZzkW4/lfntvyMgzcR9BV8W5RcDgFSFuBYX6kzsq50sdUfWP0N5xxqMZGJAk+EL96+RvAeaRwRnPR6Ct6j6zpE7xHJtUCnU0XMP/7xj/jw/gM+fPiANM+IHgjBIXjpoWMN7b1zKLrel2XBZZqkryEIzkt9Xy5Sg/zw8IBlWRBjxLIkHA573N0dW2PgEAJKyaipYl4WpXCKHLhlO7Z2xsCSjYMFcy2ba5S+jx8/Ypqm1rD6iy++QAgB7z+8h3MOHz8+iF0p1xTRWldguv3uFewavVCEGsQuFfmsWpGz2DeHdQ+uSpMU5oo195bWLgby7LXee1w0S+hDQDdIXRQRwTM3qqVkvxZM84xpnjFOIgYRY4RzUgM1DANO5xPO49gCWZYVS0UEQyZMMhd5ZUbYXDNwNE2T9tn6G+x2e7x9+yV2ux2WnLHf73HY77FlSLGCd3IO1gMKhVGdBQhtvstvCyZIz0VpSLOleW8zXC8B6NsM1UuvtddYc+daZY8Tv5hBdRtwtu3s8778r84abeDK1fEpyt7POtQZepZxUkSxBVRtBmyQcgtevnhmnz63q8+/ee1Lj33q2rbIen1hu4x2rrcHYROVBTYOBt2Ms2WfZJcXB0iBE7EUT5aqqlAFtUpRatbiVJETl9+cE1AKAgFD3+H1/Q73xz2OhwFcEsbTI/KoPWM0T+pShg8dQuwb7Cs5Y1kWPD09onDF+TJimmcMuz26rsebN2/QDwPu7+4RY4d+kIXOxZwLu1TXelzJWElHcfF9vXom6gx5jXBWjTzVog1QNVpVkqEilZU2g0OIMYCrpIc3AQ0F4xWiX1BBcK24kqiKU8vaH8uiiyCAqSn2FVXgyjm3JqpWXF9VMdHApl1nM2W3AU5a54x53nzzku3f3ObO6livv3/blD5StTud/RI8gMpkQ66ZyEkbHEB6k/C61mQT16wsKlJJGMczHh4+YJlHjVNUlJqRk/xYlNKaDcq3sPYpUUeLFALRZoWyZGUJ8luAOfRmGd3OMlPbO3N9h9rWpdfqW/SP1oCLbTowMGZqepv7v8kyrIED16CdUVlZL0Rospsgg27U7ULl1e36r+u21poAZr0/bHUgm4i8hYrUZq827np2sz3XNklgvQpbPWaneWP0beGu52UgaiXt6piYIwKJ4lcNnBgzQOouuY3bMAy4u7vD119/Jcp8wyBzbp7bvWhDrt8RQkCuBXmeRMCqyjg5Im2FwCrfDmnRQE7k+NU5ykvC6eMHnB4/4u+++wGX00ecTgtAHe7uv0a/28GFAdNMeHxKSkEFQpATydUhMyOzzOVcJNtUeIaLBK/1UX3fI8aIGAN2u50oxqmdDEOHu/s7/PO/+m/gy9dvsR92mOhJ6E6IIESUnDDPkr3yOaHvdz8r0PprOsx5BbaBig0oAFYbLoUrL1pXsxHPKU36eU4bwVdpY2pBsRgjwIynpxNKzui7iC4EDDGoSl9A3w+IocPr+3vUnPH08BGTqvABjDTPqNlLD7ycME0Tci5IqgDnnNP9m7RRLbX1ZRLm0zSh6zpM04xh6NuYGFVuC1jMv0gpgYga1dWyKwak+r5vtDOTQ48xXkmdPzw8IGcRb2Fm9H2PrutVnEJtCknQdFX+swDUdRbK/LotXcw7r0qrcjRBrM0YuFqRndICgzYEdwJcrHas1ro2fXUZzgcsKcF5WeuoDpSlFQwl6ePFRCIssSwwldesrzFafz8M+jplsZgvUWsLDjVmhNouE5YwgRtRTSS9HxOenp5kzFNCLRlen183LgkAE1v/JTHiBKeCDhXMXnzULVNKz9s732KFFkiXOnHXwKmtK2lTUgTQ2P3SPWLL9rH74nTvNr+3lKqBb14zrG6tn/ockPrVgKj1NH8Z8/jzMkLyrZZOpE9mmT73PfaWG2flKlr7Sfj19/qu27favLt1gtuxccIqrqPJt85FI4GpIRcQpedN2rsoF60rSkjLIoIQy4KSFmmKmBPKMoFLQvCE467HV1+8wRev7/Hm/gjOMx4/vkPNI7hm7Pfa9yPsEbsew26vvQeAZV7weHrCx8cHfHj4iB/fvcfD4yN2uz2GfsBf/tVf4fWbN/in/+QvsN8fEGMvtD/l5AqwkAFY+ycJqCKv6jk+AM7r3SEgyHIgBigRUNa6jTxPSGluY9YpTVDWpoN3nTjMxUsjvGwN7TVD1CruZPQdqKn2gYsasGwutby2CEUgFyCljGVJ0qS1Fu3nw612zdLwWxfwynW0DVpvvTmkzJabUuNlIEtQpn7aNTC8Bok6YL+xg0hk9iVKpk2NdTzEHri2kQbvwU4cE1GrY6XviSFesjjzy7Lg6fSAH374E8bxospa0tDQNnhAcbt9Dyuw1iigNEdUvriBB6CBJwEfgDnwTGgyxlcR7O39vgmw2MbhtL6N2pisWbgrx4HXX8+CNZYpsder82eNGIHVUcBW5cppSwC9FAvwMBfAsoNEq5y/XkatQHVynaU1FeaWEbRsYgM8WwykIyI8+xVw2nlfWWhDLRvbrmUSuiyoPdbGBqvTZOPhnZwE12s1S+dX2onRjN6+fYu/+Iu/wFdfSYQXAOZpQoyxFd7buRARQteh5oTlpD29HOCDRwyh9ZILLHVyPgQEF1BTRqWMlAoulwl/87d/wsP7d/hX/+Vfoy4j6jKi7we8/fKfYr/3CB3hdKm4TDOOdzvEjtH1sn4KS5+1xB5cCXOuyFWy5j0FDB0Quwg4j6Hv0fc97u+OCDFgWAY453D35jW+/Ppr/Hv//X8PkQJCAR7wAy7nM4bugK6LSMuEVCrmaYKPPXYH/PYONp8AuPUFVjorxPHT37j5fVvvsfkE/QpSWrtDTeZcykd0fY+SEt79+CNO5whwwav7Oxy++hJdHzEMPe6P99gPe1weH+EB/Olv/xY1J+Q0oxaHUal4FVKXd5lG8Qt0v3U+6LWYcyv7LYOwLDOYGefzGSF4jOMFu92AUqtm4t2VOEQtRXyMXBr1bxgG9H1/JWQhGRfXxBisVqrve6SUcD6fkVLCu3fvME0T9vs9KlfsdjsMO+krxUBT7bX7AVgNltlBardD7qMZN13D3iG62N5vYK6ixaHVfguVLgYtFXBA4YppWZBzwexl/bY6MB8wTxMcuRUYMYlAkTqfTA7LPMsYa7ZmnmcRuCAHBrDfqH0uy4Lz6QRSkNmyOVofZeJa8zw3IBVCEGooSEo3UkZKeaMsmNF1IpkfYxQ/hzRDp0EB255k+xPhh6Z8Z3saNntMa6BrfmkFWW2TiZ/YeqkVrNfS9gxalbdtXAwxrn5uRa1KuwQBjmQ/JZK67xeSE7fHrwZENZf+Z4CfT1H5Pvl6jY/YRn2bobl99XpGm8f45lnaikvYY5863089dxsl3b7nE4/f/PVCrArbycibd31uQrQoeIuwrN401wIuxQqhgFq0MLtoE94M1AKHiqGPqK6i+owhegSnI18y5ikhz4zp8oiSF5y6DiFGvHr7O1XO6eF90Eiq0O4u5zPe/fgj/vSnP+Pd+w949fo1DvsDvvjqK4QQcD6dAAYOuz2C881pWjcrCWVUFvoBOQffiUQoed+iI6gM0qiN9Cc54+OH91i06HaeRizz1IDPYbdDjAGHXY8YA/Y7Uf8JUSJM0lNIx74ad13hqzq/lg1gL9FDsmyIRtdLJUy54rxI88TT6YLz5YJxnFpPFYtSb26kbrj6z6sCZJsLW9rS6iCC18eMswzws1evU2PdvH9rh/j0RW3CVqI86+QpbS6aHAE56abenBgnhbki7z9jTid8+PgB7979iMt4RuWCec7ghbGkBbnk9nlZo7tbE2xAum3eCjQsZ2FZEXvE0drquAGoZ4b/eu1z28w29RRQpaKGesSBsG732/cD14W9K9Bav9cowQyhjVje2+z7SkskkZPf0FgsCyjndF0svtL/xOYWXmX87XqoZdQkGOEaimKb5Jt1sNrT1toF9nslQG9tPm1wmu5U4M2POA66JlQ5gkBNrr5q5HetbZEeLsfjEa9evcJXX32N+/t7xBivWjys485aUyeZUEcOu2EvYwFxFvJSwMXBIzSN0bzMKLygjAvSlPDd3/0Nnh6e8Lf/+l9jupxRM1AKISdVTNN2DKUQ7u4OCDGiokcqHnnS80BAqdLI3OWEXC/IlTEnxpAZKQOpVKmRKkLNevP6DQ4p4fHpCXCEV3f3eHN3jy/fvEW6zPjwpx+xTFOz4VYPaw2f2ez43zPY+V//sWYtgObLtcP8iNs92sCIBTC2a2wF4RKkSDmBtCG3DxEEYMkidT10B7CzuVdwGUcMfdeogcEHjRsUbdw6N+bFru/gnAc03GbBHDlnkcaWWmb7kSxoE+whB19FjjxrZmlWpz+lhOA9XC810SEEDMOAEAJOyxNKWfD4+CgNgrU58H6/18zmClq6rsPhcIBzDrvdDuM4tn5S9mPfzcwY+gH73U7f42V+6bgagLEEhIhE4IoBYvfAdj9HVvZQrz4DOgRdCG2XLLVKE15HCJ40GOuAsAZVoNdkva+cd40mWMoiQRWtB5UWlSJeEWMQKpz10oLY1FwSOHPLzhnYMFEO6DV4rU0z1oABslorht1Om75Lbd08T9IoOSccDodWfxa0PQhsxrR5fb1mbfxapPDWm7W3qFHezv3KFc7I6TfBhRdZWVeZxE3ZA5vvWwCYuBFfveangNSvBkQB15Dic3VB/8YGVG+KgapPvUYclu33PgdBK4DiZ8/dvualz/0cSLr9uGeGlXgbIG3b/C1P+qXzAZ6P3/MJY8ifFDixIP0GpOSHFFChFKBmOGLsOgFR8Bl99NIZGxVcshjbmvD08QOWZYL3TrqJ719hN+wb7cM7wqS9oy6XM96/e4fv//xn/Pn7H8QA3894enxEFzucT2c4OOT7BRQivPMtav9sXToHFzx810k615zhImOKyqi5YJ4kVf3999/j4eFBoljjiGUa4ZUC9vr+DkPf4e3b19gNPb768kuJksUjLB0OBWXErPVKeh6a7raYOZxGnbSjAlj6cSVmzEvBZUw4X87ShX4cMU6TFqyqY3d1228c6PbddeM8C5ASShhvwBPWcwQD1PKThjM3sGtDN/m8jflVHszWYV0cwsq60WokU+gADvB1s8mok6ANYWXKiAFe0oynp0c8PHzAu/c/YskzKksDw1KLNnfMQlEAUEpSH5uvzqka5U2N+ZZUZ45li5Su0QL7gOdreXNvDMSAtmten9yKWGyySjoYV+e4PWc7l1snD3bWthaAzflw28SdBjbMlm5O8dl3NF67TkJRnlQVRTt53ZRpkynanH2zr+27Npdn57teE68BAt0EbMi379/s9JuAwvY3t1YQ9r5VVlkyecfjEa9fv8ZXX32Fu7v75sxsaZPWAsKiqp4Z5DyGfo/KQK6kjukIYoKnAI8KxxIYqrkgjzOmy4Q/ffd3eHj/Ed/9zd+iliI5vOKQs1MY6lGrCFAcjkeEIN9RMiPXLCPjJNMxzhVECVO6IBfGkipSBnIGUjUQVeF9wOtXrzVzKvfm1eGI13f3+OL1W3zM73F+fGzBKq2kUBumTV0rX4Hu39LRgpOffkV73faRNRKPZ8/b/JK5AgTPYCKE6EEQmpfMl5UqV2vFOI6Yd0MTcfDOQ5qIC4iS7FMGoWLoJYMhjAnJjpgMf1VgVDUDVXSfSLlogCAodUru4RZEzbNk53vNkHjvwCzN7WOtuDyeUGtttDGpp1rw5s0bWHbExsIyUgamTqcTAOB0OmFZlgaiDEAIBVBAFDNrrU9dxQd0zyMSOptklxKIKnLeUCnVoJDu6duMGoOBwi1jRgTUnFGq1H05IgTvEIOAH1t5Red3CKJsGYJrJQWswT6vLBrJMEstWwgBsQvwQdkzSTJXpRScR1EhNDqf2V7L6gGr+mBW0AlsAlfNVhFi12FZEpbLRYBYzhjHEeM4YugHcG+5SF27MF/Y5usWVJn/8YJfCr5+nR6VK5wK15g9fiYqsS66qzVzvT9CqjOIUcnkz1dwx+upfRZI/apAlG2uP/mqFwDWT3/yOoh0dSPXrBJow6LfgCRg5fm/VKy2gqz1ZreN2M6VsE6szXXcHreUQr6ZBOZkk1sjt7yJTl4hbkNu9tkWHbjhU5tzZf1wJGLadA+Ek1oyHFeAM4gLKmegJtR5RJkvQJ4Rasahj6iBwTmjDw6OC5bpgqfHB4ATWGWeSynY7XfY7/d48/YNXr15g/2dNMyrSTnYi2wAwXvsdgPu74/4Z//sn+Lrr7/BH779FofjHWpOmMYzxumC2g84HO+BKgXtxgdmvXaLnqFIbYpVaJATx3h8eMC8LPj48SPO5xNOpzMeH5/w8eMDShber4j4EZ5OwDKLgStlj7dv34DBSt8BMq+0Jtk4stIMGZ60iLIUEDNKDC0KJIpmYiCEwrLgcp7w9PiEjw9nTNOMXEqjaUjPqI0D2xzVbZjTbrI4bqQgnB1QmaBSaaospJlH5nVuYQVP5sA2I/RbRFB65FolU6qW2HmPoFkICaDK5rQFj0QEH/Qe5wQiRj90mJYzHh4f8HR+wmW6gDwjBI+lLEglrxutAqUlKXWTcDU/G+CoVdUir0FEe45xJQP+0mHvdcrtBhtkXENItRTpf8W4AuZrvyLZVBsA23zdbQbJAOCVbYTYLMseOMtC6TpJJvKiUVXnncUYwEXqAVeAIlclWVrVgQDB+6giFgXQewcnwQWTQyesa4MhDWrX/UbWHnSsFCVJkbHZRQLgteYrZVQwShEw3Xo6EYHKCnxW4LtSUqR4f6VN3t0d8eWXX+Kv/uqv8Jd/+Zf49ttvcTjsrwBpKVK0Ln3zCNXGvBQwHBxHgAm+OkQ4wBOcNqXgNIFrRtSYwNPTRzx8/Ij/6o//Hzw9PGEeZwFcLqJmgLkDs0flgJQJuQDv3hU8nScc7nrEzmN/dxBK3rBHZUZ/mbCkjPNlkrnsAcCjFEIIHWLn8O3vOuRSwZB6DQdxwN++/QLH/RHnj094+vCIp4+PSFNqqqtzWtAdJMh2OB6xP+yvVMB+S8dKkb121p4p7W2OFUStdYSSJS6aaTA1SZlPMi8LHAGeXOuFmLKwRUKMMAGWJSWczifsdwPIEXJO2pdLenJ1fcSQpH6JucIkqXPOotpHkkXx3utaLQBJdtSpsIpE9kVIJpOA/MvF4f379yACjscDYvB48+Y1lkX2SqutORyOCD7g/v4es9YGdl2HlFKjuOaccT6f23gdDgccj0c8PT3BOYc///nPLZNisuld12G32+HueMSbN28AEOZFMjS5rk18L+OpUbedc4gxCo1Or13satXHZEwt0wMIbQ9a1lMsi7xt7OuoNXcPIUo/tRA08yTZMaPxgxxcWjRL5eBppT6G4GFOf60FnFlBVdRabcaUFpBzGHY7AUjMAmSXGSCC9+5qn7n2b6U35bIsYACx6+G8Q993GnRyKCXjfD5hNwzouoDQdXJ+zlvkT8fMX/nGbEDICe3QkWvzvVQJ8vogyst6leJHlYrKGc4L3V4EhpTevrH13gk0dV7p445QCUi1oBGsCZtaPKudYljDd+bPB21+NSBqBTSffs4igf9mX4Dr8KZYp/b5W3rei98NGLp69vz1e9bnb1OIt89/6jRx85m3kajtdRhav4qsbp+r6jK1oDK9+Hr7XrbobpGFYzJupPKmxAXgAqoZqBmcZ3CegZLguKKPHtV5VPLSR4EL0jJjvJwBzgAqapZeLCEEdF2Pw3GP/WGPfugBEJJopKqxAkLwGIYOh8MOX335JX7/+2/x+s1r9F2PtCSkRSJuIQSQdxvALN+1OmdKhLJNi2SBS82G9G64jCMeHx8lUjdLf4TxcoF6rXAOcAWYNao0T4PWxoiRdMoLcqQOa5VizZwkGla5otjGl5Pkc0qEdw5dNwDkwCTp8lIqUlowT5P0h7qMAsZK1fodkgyhgZrt3OKrX+uDKn/LYNi0aDBJpRet9sfmXIuZ8+0Pt/n3WzsE4ErZPwA18lCFODWmyueXzWldRxLxEqfdeaCPotB0vpwxTiOWtCA66X1kGS/5ClNoE1lZaSRt8Axr1saEIrCRQ7b1Kwu1rdU29hsHrIFpmCCDfo5eO23+zyzrG7R1/s1Z29ZFcTt3O7abLAMNRDnjq5PaIB03ctSKpqHRTaOclBLgCSDyzVmzXnTrel4BG0FPm5z0iyoFInupABgmwqEZu+0UZRXRYUZ1RvW2cVZlvUbZkywuY6XZcM5ow6b3rW1ctBl/3gDABqJWAOU1OPTq1St8++23+Prrr/HmzZureil5b0Wt5uisdBOJpEjWiNiBqkMAQJ5BKHDIyHlGYUZQZeR5POH8+BHvfvgTzk9ndNSLUphXmXgEABHMXSthezoBbswg32EA4eh36PoO+8O97B9uhpsmnMcMwXAEch4ANedwvw8g8i2A8Pj4iFIr7o53GGKP8TxiPF8wnkeUlBF8EHGMnLFTitcw9Oj6/qpO7rd2bB1IO16iDG3351tbsF13Zj9k6joF/dpolFhp69J6AbVKe4YqzJFSM2ZlfJCTjEUtIrVddX+OMWKaRjBLLaatc64mxCAS39n6AynAJUdwG2ekMoM0EzXPM06nE7quw+l0wpvXr4XmrIEcE9Dpe6lztka5pvJpNFerhTIamXMO9/f32O12OB6PAsgaNU+p+jmr3yH9Jw+HA0atO7S1bS1RxvHcamVMMpzIgkeqeFsBotrqiSzb1eq2LNidcrMLsvdS+zGZdO+D9q0Uil3dnLPzHqUkMAc4L5/p3EoFlHklVGJbuM47dFFqvvq+R6nShHe1ubovwWwbrv/G6i/WKs2ZSbN0zpEAcj1qLZjmEUuakfKg10Aw1VnbWSzrxbqPWYZKAl4WHLFgPwNOAp0masHMWExZr1QECqgaeIMF7bZ7FKuIGVEDaoCBWsBRgWcCs9f7fB3keF5/+Pz41YAoO25ByfbvTwGoz4EgeQFWpLB9eoOQ2w9eoMn87HO/ftttNuslUCUPXcus/2SWzRwmA3U3EeLt67bXLNFuh1yyTg4xEILC1ShAi/G4AjUBOYNzlgVcM9I8oqaEeXxEXmZMp4/IeQaVGVRnlHSRx8dHpAshnR04TahpxjBEdNEjhojgHUIQrnVOGWlZkC8jfIyIQ49Xb17hL//iL3D/6hVev3mDH3/8ER8fPuL163s4B4znJyzj2JxOqkWB3vVvuSKl4dSkTrE4S37XAeSQpwnLPOPx40eklOGYsOt6hNdvRHXHBc3OVKkB44qhkxT8V1++FbnW+3v0wwAMg1BOeAGqKBlO0wWnpxOmeRKVIhJnM4A1YgiNdInkejccUeGROCItScYn68+SkJaMWj2k55PdZ270QVn8WDNxVnzfnG7deA0YiyYd2H4kJI3mvrb5uKX36fewgbDf3iHL53pMZIPzWvwqz0vmj2E9PoKPADRzB8Y0ZzydnvD9D3/C+fwkzm5rMCgRSgOiBCjFTOZhY8tuHSmyDc3p0pb1bRRV3S/X217kPm4zzFchG8usEMHTWvTNFrEjSIQQADmG8xWumLQ5kBpdp25jT+2+O639cVu7pbY1aJF0NNqIRRk1C8u1omptT0RE6KJEF0MQRZUiqn4Veh9YslBEhKA0Jec8RKSeQKjwkEgrQYM+Ol+lx01pmTxAlK1YV8CKZ9UhUcCiEpqt4L+1ByC7l+ocMbXaHVEOZKQszbttL7DI8f39HY7HA/7Fv/hv4g9/+AP+5b/8l/jq668x7Hfy/pJbxsrOp5S1pkXmioD5nBdwDeDSgcgjug7EC4AstTGOQUXopN9/97f47m//DpenB6QpYXfciXKfi/Bdhy4e0MUeQ7+DxdCmeURKC777/gmgjI/nCYfDDn/5z6Wn1R/+6R9QK+MP/2RGygXzsoiND3IvyRGeTmfM84KHhwdM0yw0pwqUKWFKjB+mP+HDu/f48O4DQnXonNCUQAGxiwixg0lwl5/h2Py7dIhf4hCC7NMm4Z2zqn1qPQc2GWYGN6lmAoOCAO1QAog9AgKOhwNevX6FfjcAYJynC6bLiNM4YloWLDlhKQlzWgAQUs4CkpwRz7bUV1PNrGrbLLOmGZiNI82sPYemEQ8PD/ji7VtReNMgzIePH7EsC+52BzhyeP36daMAAvLeEEIT6un7vgErE6Houg6vXr3CF198Aeck87UsC/b7/boOY0TfdzgeDlheK52PubVlmJcJbp4wjqMGQK6FJ7jZTq1ddbVR/7ZZesmcr1kXbMatloqFVISKbsCyRoAqC5BalgXOFwTWdii1oFQCFckE5ZIlmLLJKE3LDMKqbMgsIkfn87mJX9hrt+yDbbBMaqQKJq3F7rpOAxmi1DfNE5wn9EOPlJPcnyitaBxXABKMBCSbtc34ANRmbi0issRmm9WPySm3gJ4FJe182QL/Wk8OUgl4+3QVC6uafSMSmy87BaM6qf8S2yrBsbUJvAQKRK7+04GbXx2IAq6jNFtwdAtGbul4L4GPWy7m+sGf+PIXAdsa7f0UuBIAdR1d2p7z7Xmvz28+/+a8t69tX6InJ4II2EQ81UXj5y5tozC2lyjH3BxHdi3KTno6BAaxCEegJHBZUEtCWUbktGCZLihpRkkTak5w0PqSmsE1Sad53SinPmDsAryDRBVi1KJ9Yb3nUpBTQtYFFvoOXd/j1atXmkWSyEzfdzjs9whBDIg4SgESua9g1h5R7afqaxiORepSRB6cUg1kPGrOyCk1NSBPQpvx3qPsM2oSeoM4NyIj2ncBMXocjgfs93t0fYfQRZFJR22iAKy9ciSjNEo/CKpwYERShT5tUBxjRogd4CKYAjJIaRvi/FlhugAlv9729qP/aNdpYKduMlbYvMHIXVvSnjib9m/LxJjT3bKiV9LSv72jORtsa6C2B5kZ7Ej40mak1dAC0CwVFFQzcqmYlxnn86k12DXXwoCY/IV1jW0PfY1uoYo/LLtha/ozUPWFSPbzC1431nbdvBKMbf17+06o0pezGi1a5wAse7P9eHr2b9vojHaybT6JrDQ5re8ppcBr8bXVb5SqCnx6vgKgqs5hp1QbARNN9pZJMY+etzp2K/i/HatNtpEEFRHdRMOaSuX2PkGbhNsz1ObKuka0V1ZZHRVzILou4nA44Ntvv8Xvf/97fPPNN7h/9Qo+BGkVUbfBPWw+04rXZb9hrg1Ec9XoNHk5Z20CTeTBRYI656dHPD18RFpmHT8Z6+Ajujhgt7tH1w0Yuj1ylWxgKg6pOIznB6SygMIZKVeMU0bXM/reCvpF3GCcZm22HtqYX84TapF+etM4amQeSHNCoYJlmnF5OmOZFpCLgA+alRRKkIAx2ac+2/j5N3b85LrdRGbNaZT9LzTFRhljXbdX83aNoJKTdeG8iON4kNbQdHBOhJzmZcFFM+m5ZBTtEWeKoYUrHEuWUdYbi6OvTgO3zYCvbBqgGaaNT1NKQUq5KcDlLNkvkAgZXC4X9D4ihohOqWHr+1L73dTX9DkDViZ9bs11bd9clgUpJRkTEhsXld7XAh96Pl3XodaCcRxbcNIAmO16Eutyem2rvbPPv8ooyoPNngKmglxlvItvzXKZr/sjiR0RW+hcaUHwa59A7ClvAEbZZKVCCNgNg4CraVJwTs1OG0uAnEOrF7CZVIVqKbRPyfD5IDRqozCynqMoJZq91LnRrkUDb02NT+a3IwZfY7c2dqu9u2FR3fy71gpXWwt6EK19obavtXyKjP/adLcUh7X5us0PvqL2vXT8akDUS9mal56/fe0tyHoJWOkWh08jp59zgmgARA4zbJ++jltgt13wt9f0ya+9ea0ZKsOFrHQXrs0F256evEcn1pq+lYxUVYc7zXNzUuzcXS2IxABlADNynVFrQi4jKM+gdAYtM3yd4anARQf2AT3tkBZClDaxkg0itzazIxKJcR+RK2FOBQ8PT0ipwkeROX/Fb+BAuL8TDvzbr7/CH/7JHyQStXVQKmMaRwCENJ6BnODUsOZlkTojF6Q4s+9Qi46VOor1JIv26f1HpFQw+ACKHWLXY0kSrTkOO+y6rsmTMhcQMfouIASPt29foes69Pu9bPK1yP1xIoEenEPwTgQpiAFkLNMktIl5EqVDYjhyGPodQuwxTgnsOtSwx2kqGKes3cglc+icB5JGvIsCnFpajUybI2zun2EsLc5uTVr1zZrFo5olO+XKCpSyfLdZQaNX2Xf8VrNQADRbxM0AywaCzdqRRV9UYczqDgvJXC4KNGtOuFxO+POfv8PT6RHOARUVpUgPnQIdcc0IWfaiQuZwYUa2Js4QENFAONaNxZTdWLu/V7vXpHQGuyfMm43CLkXOvSpwqpVApBsxS1xOTszqgrw6a1UBTUU2mqfaGiat0/DU7M6t/V6jqkb9cev5KTr3zoO8B2nWwqKOxgxgSEZEhCRMjhhwlSWLS1o75lZBCRMlYO0BQObUmbNBXqOSHhWEDAfHTh+3gBgrCJN/1yJ2tJLUJTUgavbIsmaauSxtrDa3odF+pQj+m2++xbff/h5ff/ONNEVtNm77HvmjlFvngQGInSH2cOThHOA9gyiCiJHHCXme8OGHP+P08AHvfvgejx8/gEDoQsRhd8Bud4c3b79F3x9xd/wSpTqU6lGZUJjQHd9gnie4jwHT/ITL9IDLfMH0//x/Y7ff4W+/e4+h73E4HMU2lAKQ1F4uszitH95/wPlywY/f/4BpmiRjQMBud2g9dkoq2Pd7UJE6MBc0YOG9tKPwHggeoes+Gcz8NR9bxsv2WPf2a3WxrdMnc1LEImqU+dF1ndQwpbUongiCnyEU0Kp1IsE7EBjFEUouWJYJ7kzo3wdM4wWnp0ecTk8YR8lGpZzFzngPCtIEftIMw2E/gLzHTmteci6YU9ZoP6lqKcRGsYbpeK0ZkoAVw59P+PAh4OHhAU9PT4gxNLreNE747vwnOCK8evVKM7hSq5RSwul0akItll1ZlgXDMCDGiG+//RbDMOCbb77BMAz48ccfG40QAD5+/Ih5WVBLwdAP6L7sBWCpSEJKCV9//TVKyTidTkgp4XK5YKtgLD3t1qlojv71PTbQ4LZ4uAV4oH5MRsGcksk9IWpAKYSAJS3imzkPXyUb67zDkhYEFnGZFazJHmDAc7xcJIulNXTTPElzXQWWIoYV0A8DsrZmqfPc6G7beWtOp4GurgvIWQBjzgmXyxld7MS29D28NliUrJWJCz3fI567weKfyTVV1E/gl+042zywOWGPt2yV2n5sMkxtv6xS30pU9DlLbtiaKp/EJcCvCETZ8als0/b4XCbqxSyWRU21A/3n6XI2GcXh2Rqn59kuA2YrsHrp+1/6+1MA6vY929duF8pVa56NpyVOGCwYtL5kMxObhDJrQbjymYsaBe8cUAtcLarAl+BYpMypJqAmUE0gznBcAEhzXTG6DhQ8SicFrGARhpBItIdzQdR9fIBN0mVOcG7C+XxGZcbusJMIVIzoQofopAt5LkX6UpWCnLJEo7Q3Qk4LUCsWrNkf7z2cZ3AlcDW+OGsfGgKnRYo3pwm5VDgXtJlfDyJgnmYEL5WhwXkxChAHoeu8Cl7sRQnJHL5SYM2bWB1jwioL6x1p4WNFyYvUh2lDPzDD54KKCPgeNQLTzEipKl3hZs40p9n+ze0x0n+bo6pbmWSdLDLfhCQkCshVzoW1bxVMwr6kNs9uI/nX+Yjf0KER/uvjOtAiw2oGWKO9pMO5prJEhS8njOOInJJmCBgFvLklqw0yiyFbxOY7WIHWZtOyV7MGTprvvLndOnXEzpHau2svvJkIyyNdX6TaFovMtGzYSu8wqp7CJ/3YFUJzi+zY8K6vfz7uVvslJ0VaO3CFXWEXu17rVXSb10aKNkbt9JsRdKCra93aYuXmk2WMldrXvByLkiq4ZKFHrVkQuvpYbiCNb+YMr+d9ZddJs+s9eu1/Q4DOn+cjt7732skmaE0BQZp407rOHSQSW3LCNF5wPp2xzAtyKgK4yMP5iBh77Pd3GIYj9sc7LAmYF4Z0mHLoQEAIGJY7wDGWPCLnhKenEfNcEOJ76TM0p9U5VDuyzCJj/fjwgHGc2jmkLA1UHSZ451FSBoEQXGhS5oCBb68KjlKnaGqOv63j8+fb1v/m3so/eZ2KZEGOVZqanSlbArDG0JodlbmqyqK2vkjUzZaUMM0zTpcLSsko6gQv89SyQi1DEULLcIC0LYH3iLHDEkTswIIi5mcYU6bxHOraJLhWEZoQ0YQFk1LmnNtf1dmM4wgw43A4PAMnpUiGyMbKMkzbGh4iao147fF5nhFjxDzPAhhYFASjjqfPWeliENEoFY2wzy8lt2C0+IM/796v85XWAA3We9Iy7UXabBCAXIRGVqqUK5igRa0FpWTNqBGcS0oXtCw9rRkz/V6j5NWyZtSaHHmV4G+TWpeL+4Tvbb/VjntRVZSaKRkjUUPMMGViapkcnZxX8x7qk2xtpAXkNn7vlZt9zda49atvEy7mA1kQ0+6BAU7b5yXjZH0gr4P1n7vPvzoQZcdzwPLy87c3+hZQSSZqq0f1AijZABDZWNEA1PX3XZ0BVtBkDtk6AewGbKktf5/M06fO1Y4Ko6eZTJs+bw5V87j0WlhVqrbOn9bLFDUcS5aMA4Hha0IoI1we4dMFXBZwSaB5hE8LfB5BZYHjGeAK58Xh8J7QUURPB6HEBYdhN2gR5745DD6EpqryeDrhrEIO+/0eJWcMux2Od3foug5dL+8ZYkSeRpSU8PjxI0qaMZ6eJNLiJZrp7u5FMYgcXBFjVeaMJc9YVFWoH3YIMaCq9O54fkSpjN3+Dl0QGmFKCX2Mq7HRKJkAHpY6AwJ8lNR+1exSWma5HUXUjpZZpGJj8Djsdxj6gCV65DTjVGYkqhhHUSs8n85gODB9BHwHjgcsHDFzh9MMLEnqQcyhJMi+6TRCL2Hy2rw6yUwJPQC1yn0loCjtsaQFtRbpCVILSl1USljrSBRoSb2ZTJvW53XjbP9WD+u9AeAF+y6GvQgeBohUBtjsBMv7ubb7fL6ckcsCaJH2kjJSlUwUW8iSGnaQJoy1Km3NrI8DYxW1IKA1Qy4GFgR5oZYtiLbT3u42G0xhzoyeu3erQwpaaxhARR4nyRohxlXiN2cUNiqJzq9N1sipKMPW1taqjac3m7ZzDkFBA2kWzVT7Spa8EJE4EUWpLAZGwKRJNUIt4qK1LLdmvgkVUQLi67lsN1cCQF7H2TfnECRUJee0HsEgI4uDUopkl4oCYlYPaN2Eqzo4lokCSpZ6RKPidF1s4hISVFIBD+fWjFe9rm9bj5ceY6VcZqDOkMhtBjghc8J4fsR0esT79x/x8f0HyK3oEALDUQTQg9we+8MX6IY9/HBE5UVqKZw0Jg/dHh47uB7I6QscT/dY5gkf3r/Hkhb8l//fvwE5IAaxB46AkhNKSULfJtJ+YUDvIvqdqIYBhJzFsVvGBO9F0rl6h4KK2PeIwwH9fo9+v4fvOvgYm3jBb/N4DsLbMzcAypxi1ug4ifLKlcgCuKI4qxOrqCgiaV81tNB5kCfEPoLAmEZRxPzw8QMeCHj3w5+x6zvshl7mJYkYiGSYA7oeePX6tdgrBW+x6+GDR9d1WFJCFzsAIp/NVMDktBZP6WEgcfIrX1Hw0rLgcj7jw/sP+O677/DNN7+T5q1Kr3v3w49Yplka4w4DjscjYowYhgHzPOPx8bGtFaMMG4WvUYchvldKSfo9Kqh/9epVC5SEGLDb7RG1b+X7d+8kG5UFDIQQmsKffM64aXwr92ytRV5l0o26S2qLDCgZ4CWzNwR4t+6ly5KQSYIKJWb4EBBjFRXSIuO4LAnzsiCEDn0/aKDBt9llPbP6rhN5dCL4IhmrEEMDkjFGPD494uPDA5L6gTklZZ/Ipxlg3zK/AAnGdzHieDwgZ8nYhSAg+G66QwgRvQ9wTlgE0Ll1NffZ2C1VgZb6V5b5IrPFm4PQBFOcKQfpplrNZ7FMVBUgWZjXRr0sPfU8AKIqKqxtvlz77D/n+JWAqOeo91MA6Sc/6RZAMTcHwmbYNkr6gilTEEKbz/vUd9nnPT+H7TX8XAD1uWva/gY2wNwcqFvwtT1Jfb75WRqNyAqiWu2QRgNKkewDpwkujajppLVRGVVroFAXEZ6oorRn6l5ckhqUArDXDIxrRcEAQRR7WV6j/ov3BbM2lRvHESBJCUukRWgc3gstsOaMkrM0elsW5JQg8lMVtSQ4BJCXuy4CGcp9zZLFSgSUHBCCZndqVZBpP4TgPXp1HokIIYpyDqydIFkNDcMK1mspWpTKKAVNqcd4zkRSc+K9A1dtbOeEZgFmkVGvhMQMdgWcHTJVJCKUotm05kcpiDHHWP/Xoi7q+FlUd43uSkNXi2bVKopMleW3rBNTkxPgRe4m86ljZAbnt4ijWlywXQcETGxew2oLmt1oxa3r5gwWrnjWCGXV2irGKhax7Q0j+QFbi3SzfFcAZFBEIroqhrINBrX4iLUmMDRlZ765VtsUYPROLey1yC6tCNKyG5JZWiOazM/784jTINfpgNbAfDsf1mjeyk23AFXLSAHG+1HbsaFgmNNh4yQf0oCLXb9ZdGYJLlWHzZhtxwIyngoUWyaKSDLp+rc5WPJNFRbRh923dqs2NYPbc7a5YyAM10dzSOx5rVHdfsZzuvq65lgnpvxnRdUQW8wFtSz6I3NSKNwBRAHkApyrcBRBrpMaJBfAEGqj0RXJKb1V1chi38N7Atd7BN/hcpnAcKjnUVU9q7aAkIxaSQs4eATnxB4TSeE7rG5rnalUbT1txsdLHxwfInyIcD400P+bNDqfOZ7v8Zt5vxp4AOvceUYdU+BVNZLaZixJwMhatDCkdg1ckdn2AwELIYQWMBJnVfoCSRBE6Huxkwawfd9jnhfELq49qFgyXaT1U+3E9BCAQW3dWh3T5XLBsqwAyzna1KKWlW5NpLVKa/8+e8wA1jAMz1T5ePNds2a/nAIvggCFGCOCNvFNKYE1/GV2z2TlrxTbeJ3D27W73qz18q/cNNYgjK4zAbBr8Ltl9ts9di3gYh8gQE5rVz1L6w19/bZWqr5wXm4zb6rWO101q+WX59t2vjJLTVwIofk5Wf0y2xM7A5lcQWy27DpYYJn+tcZ1M3jmS2Oz5q8x2NW/abM3mJ3cXnsbg6pSWlTBJqsOiUFbRup27/rU8SsBUc+Pn8pE3b7WjufZo00mSjeadQGsAw7YDaF1In/GQRSg9fyx9im3QO6Fa/k5IPFTWTNze267NK+fsE5A+101jTGOF+31IIbJ5D1jjCg5Y5kz6nhGPv0Imj4C4wd4VHiwyp8WlDSDa0ZJixhsErWyaR5Rqyym2PcYdgOkE3nENC/IlVEv0m/AIga7XYcYAzyJEo0PEfOyyDl1EeMU0Y/SiHe8CB1kHEdRmXn6iJwSog8oQ4+y3yHEiuil0NyBwdo9PS8zUl7w+HFByRW7wxHeB/QhSIGpAwJXYJ7hncN+t2sD2pxNNsMs9USVs2TzkjgsacnIRZqsWn+olBbpKcQaaeEKT0DXBTh0WCYPlIopJ+TMGJcJ1XWooaL4jOKBVAMKB61XEMeamBqDowGnWpuseq0COC2VLyBNpG25FpVMFfAkjqLQCEjrt4LKFQcK4vjaAiIxahJ1/u3KDRuAF5no9TpYo2Ot5khBljkKnIXaFbxDqYzT5YTLdEZWOqTTYmuh1Egdklt3SPsWcUC17qS03B6gLVaaihCvz2B1nNHaEUhTxboBvxtgZEDIgkJk3HQFUcFotWInC2NzzdSiuyFGTMsMEK42aIJQc9gUqhjSr2OzAW0jl16pP3aeLTLIlsWBRm4J1WimEufYZO2UWlTEYfSaZZVgkGROXXAI5NfgAuyahDrIPgDwKKSNXJxE+il4BQ8KlplF+R8VrPx6OAeqdY2A2v3kNRK9Zs7Qrl2uWcBbjOKI1lKRU8ZsSqNYP2PtXbI6O7cBOqCiVKkLJTh1Xivm6YJ5PANFItmvXr1FcD2G4e9wDgwfFjgXEftXcPEOU/bIBKS5YKkAYkANDmyMIGIE2sPVHQ67A0rOCHGHcbxohLzAocA5hnfAMk1Y5gtikLpQUXetSHOCll2KOAE5EDvABQBO1xYkat116A97DMcDdscj4jDAd50qRf72D5sjn9zj6eZ1ul/Lc5qRKpsMATQ7DIBqRSUAJG05YowgVHW0WepstC/UtASMc0TfyR572O2kJxJXkHfY7w4IPjSFt06lz3fDDl0nkvOXacLT+YxxSai5gHIFi9KL2BkvrqY0u1WwV6W5+fl8xrt37/D69Wu8enUPkxX3XgVmigT8LJO93++bUp/VSu33e+z3e/R93xrvWuZonucGgKZpAoPx448/ou8HHI5H9P2uBQNp85mlCj0wFxHdeP/+vdZ0icS39HU0f+A6AHLl8xHUvmntKwTgWv2t88J08VD1VGWC9H0vrQT2e3Rdh+PxsAailemQOYPrhNj3knEMPYKPLePWGg2rTclJbGotQrU9nU84X064XM7Sl5N5FfPS82+ZKPWhS5GeddK0VyiTJg4yq2DF+XKG8w7DzuTp1f4WadhsFL4WANz0AzSBCw+nUW0A7jqxYb9vQZL1BbXDeQnUlyrnvK1RdRJpA7H4ORUvf8dPHb8KEMX8/GS32ZvrrNDz7M6nwMezTJT5MPpbntucBK3Ao/EnXwBS6wLZfBg+fY6fzUTx9p8vv+ZFI/sygtucCdYoiU5Uk7q2Pg8mONFeXhk5J8zjiDqNKNMImie4ZRQDTUoPA6t0cIUni4SqA2MuXzNK1AyOcwGOQouMSEG7FhE7MaiUMqZ5gtfoxtpYUY2PNhAMQWTHvXfgIsIN3qmAg7PGutxklFkjbiUL8MtZgA8x0O16+BARY4fgfdusLBfQgHaV7Blzab00Sl4ki5MXVC3MLKXI71yUQy3RGVMNrDmBa2pyy+bzSsaurvQe5wDjvfMWwKmxqLQ6+5usIre/Nxkp+608ZQDwTpxp7zyaUls7F4anigBG0KDCdiWQZR0cP1sfv4XDVtot3XbdALmBFMkQbIIztHVkK+ZpQlqkYJocWg0Rac8wZol2XUmA8+osXp2X+d4soZ/1NdSCPnYFjA2kuokeAhawpxbRlAeh5ySbGLXPXGsJmk3bUDgckVBw1bkXx4BhsSkDEawOg4T15CubZO52w9tsfAA0y6c9T9wqqCF2Ai3CXRVwgalJKtu4GWhZAUy7ywqUN2NBXgGlZeQU4DjfIsOVCavy55WpbgEVG9JmI/R7efsbazTX3mNNSg0oFe19AvscbEAmtnvOupfYOFOrhVH7UgpyXZBLgmdTWRQZc6IAQoTQiTo434NcBxYIJEXWAKoDCgoqQxVEtdklEZzrQMFjNxxAcNjtDigpIacRQicU++ld2NgMuQeOPAS/S71V8BFwjEBBpgzpunKkGaigGShBcwxzvPCbPm79gZecNrv3ZbO2t3br6gcaVG3rWXLeaFZiq6bKbR1Y4b3svUvrJeRCaBF5EXJhpbpKPyPrtWQ1R10nFH1KG5obq28AB6+hbAn0bQIMui9tqVSyf6YGmrw3Jsu26a2cp/WyMvBkdGE7BxOc2GaQShbqfCkVPgb0y6DgjqQunKFrM8DURHkTOJJ7JH2j0NYqIAF40gDjNpi/Xm4L2r1g+9t61w4Xbf+A2UpqNgC2X1UBJVan5lwBwSGl1DJoXmvaBLRmUDXQjZZlkfuqzXuVLrr1j/lm/q3XrPuI+niVufUCs4yec7750useu/ksXj/nak2IA9t+3yZITPzipV5Ot5S8Nm6336DnU2ptz9q4XbEnPnP8KkDU3+fYGpvPZW5ezGLx5jXqGNpEIqImtwuYjVmB1PbzXwJQNsm3r/mpTNR6UrT+E7i615+KUkEjTtp19WZG0pWTYiBCOpHXhsZNUGIeR4lszJIxGccLsJyAywfE/IiYHuEhZA8DKdIAmsFCy0ZOAqo671DdWv/gnTR8G4YBXb9HCB3GJSGXCnJiOHMRety8LJLF0WjF/f0d+i4iqARv9BH+IBGmLgSkpcP58REpzIjOY+g69FG6fnun944LuIhyUJknyQotIiSR5ghiwuHtgNgN6IYjQE6Bomz05sSWnDW7k8EsdUSlZIzTSTuAaz+gqlEelUWvpWCeJ8zzqBLqCayAiurSxBzIASEGkAfYe7DrwHGPRD0W12FZCJRMNKMiL0V7JnJLx4ta3zU3uynyVQW6JHVRIFI6D+C1votMtc8J0PJc4DkjcF6zXdt5CqO6/jZhlET7V+46a7TQKFIylhofYFWFI2k2SNrIspSCjx8/4HQ6gVkcF+lBEhBRQVNudDfL4AFQ6piJTehjdmZsAGlzmM0xGwa0zl7WAwlWjH9la2zzBUBWAA6h7AKtMB2AqhBm3czWAnIiQvAOg0aii/YtKTzrN8h5tSigiUZskpTVMlAWQKki62/0Hh+lL1D04SpoZk2nc6nIubT6MSKSjBPhhc3eMk96+Sb/DMsIOllj8CLiIg8Jx957ddocrCEpl6zgzQKmBkg339FGWzd+oxBXeV+w6LhKkscY0WvDzxhjo/zarbZs3JaWJD3cxK5JAEcaDDvHIFQwFZQqdZlpWZDygl3YI/gOzi8gVwAM+hMB18PHe/h4AFOHAo9UGYUYxQFzXbCUBSFqJJojAns4J/Uzr18FLLsJXCrG8YQP7xJKWZDSInUeoQfXjJQLUAnEHjEGOF6bhO53Ur8SXEAuBeMyozpC9Q7dboc47OBiBIUgNWaFUelmbfw7c2yCCkRag6v7NzbzXOfftq+PcwQRDZX1ZcxUyYYXpJJAzKqwCZDW+brohX2y6cPU9T1cCLqnA0wTuljRa98m50RU4nA4gCF28fD+A4Zhh3nJWFJptlRKYSw4Atmz3BrE2Ro6o9SZil6MInE+DDsBdhp4GIYezglQiDGiHwahIhpTgG1PLDidTnh8fGyZEkD6TH3//ffYHfbI2mMrxr6NZdd16LseonQpRuwaQKHZMCggNeDmnUd1VetDV0q3GnqxW06TKy3VCKAyXBChhhiiZOx1T8opw5FD0Z5LXoqM1GZA2DD6MaVUeJ/gFrHdb16/blnF1mevFBQNjNVSEZxk8mxOmb9qfaSuVaW5ATyjZZZapHG41rOP4wUPHz8iLQn7wx2YgRilNELmMgnV4uZoQNRAjO5pVNYeVqznDyI4ZtR2vgZCr+u31vXhN/vi6mjLmJnE8XpvQ1hl6n8zdL4NlJC/P4P+fi7Nb/3s61qCG3/k2gVskRyJ0gp6RsNLpH/TC4+/9J3b388u+OqPm6jE1SndACh7x+3m3U6H1wgxm1YTYE08vQ/CPa2MgoJURpS0YDo/IqUZ4+UJlEfEdELAguAInqS3hFeqizMVMKiiFTswS5aoVgaVqlFE6ScQug7dboeuG0C9pJct+ho84D2h36mhDAGhH+C7AS72cKGX3kkuAOzhHCP2BHIR++Mr5JQQiKShZ+gB55CrLtgi9UmlAuw7ePIYwgAGoe/3iLFr34MQdOchwHnwpoCZyYGpatNAaeFbAKSiG3vJLaLBXFUtB1pr4cAugF1BpSIRXzAA+T4OADlGwKB6WAFMHdjv4dij1giXC0QyXr9dO9Cz1nQ5VdojSMbQOQacbKCtLioIbctpE1FxvlinxQqQJNOotENmuHrjpNI669ZAwm/vuN7Iaf1p+VTfDCvBnlPamAOglJRlmbXhaREKi4KW1rGeABA3erABGTsHa4RsfxMIBVUyMo0GCJD1K+JV6UiintaJXe5HVVU6huirESDePxV4tQu5JjAcHCqAIG0HaAU2XCTKWWtuTX6Dc6AQRUHNAZ7yapPUzoA0g2NZFwUUphxvgjhG49CtqlFGnNdrMePKdp/WTKrMUWsqclOvh/X1lS0ab0IdXmuhCLzJRBGh1bs5OGEgsZynLiOJ9gIN4QgA1UDNRnrclsIWMN5STgCJHIcQMJjQjtWUVHEQLDMntEKszjOt9VhtTyFzBsSmlizOb1CxCs4F82XE5emENM/IObeMgg8RLnRwXQ94B/YOIvWbZWyqOHNOUqxAJaRaQCzzJDMh9AM6MA73GSnN8MtFs+wCQFGrMXLgdW5KIM4j7PZCFesGlFoQckJxQCFgON6j3x/hYw+4IAC2VlQq+Jx/8Os8rlkvlpVsc31zPZuQbfuLbh8hbBxHa34rFkFMDl/Nv23wgrmqLL627aisgjHy/LIkhJDARfyfUiqyq0gpAwxpau08xmnGNC+YlyQCIbWuc1XPxzXbJWt1bSvFOg6A16yW14yFMSlCjC0DvlWaswFxTmyFyabXKuBOajjF+U85IbUaHRWqqbJGnPe4jCOG3Yhpnto6dAoQUhZgeb6cW8NdAAqE6Orf22yJcxu/oa7UPrMfRLIWiDb31fxOoiaaYDYRQKNtcwUoigEI3otZV6pcLSIKxAw4lt6Y8yKiUYD0AjP1ROccYhex2+8AIuRaEPx1Fo83AMqRMioqq5KvzETL7IHRBCyYgZwLliW1HlKx63RPwhrzJ+P6mNkkbUsjfeGyqgIT1hdt15AFFwoMMHEDS9uf1v+qzR/z3WVvqGCgiRMBnitqVVVEo3B/5vjVgKjrSKI+tolIbv/+OceL79kAKNp4MlepSjVuRNefYfLGK5AiWKIK28986aL+PsdLn7EBfOuJ2vnZ7JLfbO+xzbYKRULOP4BcRbSoCRxKXjA+LcjTCU8fvsMyX3B5+ojoMvZ+wdARus4hEMHDVGdWo8j62cFHjTBITxmXi1BjQkAYesTdHvtXrzDsDxi0GH1J4oT1nYf3hKHzbQCG4x3i/g5+2IG6A9h7FOXQOwK6uEcsBW+KRNIcK085eHCRrFbJQElCf2N2cF2PGAOOuz1C7MSBcA6+k74XHPu2FcF5bZwLpSWx1kV41ApkcshwWCqQMksdWS2oWpfi7GOcB/sIBEgfmcLIBFQ4BYUM6qSLer8ThR2KOzAFVHTwc0UeM/w8AXWC4yqy8mUCcgZnyYI5U5wgoyYR1BuUDBMbWPIwiVVnmSfteFSM4lm0WTEX+FoVMNv84uv18hsGUKUUUHPvCcw6/xRINUVCXU/NodcIpChbLpjGM5Z5RC1Zp4yDI1Zapkyldi/MSKjCXilCmyylonHOtd7GBWrS+EJF03XO2Ai1yabNCgClOkgEEwgEM1uoCwgV0QtAyGWW13AH8gC6XjamLJLYuS7gvEiTbQ0E9ftX4BgwzwnEDsmtjpOMKRqQYpYsbq0AkWzoYFZqkoBzVMnekgNC0Aii1UgVVgkXatkoazxtIFWAvruSfGiJeTatChHyqOSVXy/gqToPJg+QOGfCnNU6w6owuoiik1flS9bzyc37sXquov3atnvOOihWHM8QR4PBorjV9zgcjzgcDuj7Xh3Yoo6Z1gOQ7TM2L8UxkyykuqoKfFMqKEtGSRmeSTL3mYGc8PThA97/8AGX8xlpnhHiPbq+R+gHhGGHuDugevHuKmegEhwV+FLgtecdKQidJnGwS80AGGF/hB926PdHLMuE8/mEeR4xjSOc9lcLXmpevfPNmfTeIx6P6LoO94c7gKSha0ZF4qo1UBZEC8gs7AlzWH9rh7WdWB2HZnkAXpta2+MtSKAmY3U11H57wHlagzWQ2g7evPeK4q0ZZK6M4KUPkSeACyMhqxiS9GgSpziomEQFOGMcZySfUVJByhUgh3Gc8HQeMc4LUsoqqy426yrTrkEJrwIKXAqg0f4uSuPpGIIoj1YRg+qHQYQeuk5FnVbTxyCQ1kullKSJsHc4OgnkFq7INauIxIxZaX1LUnGpZUFmqXMMIWLY7bSGZ4BTWzSOI55OT/jw4QPO53NrAeOUvdAADxHAFRVVKI/e6PYSIIMGYMho+mh8BLka3tLbqNUkeR8EWKoNnKcZ3hd170RMg9U2MpQtw0q7LBL8OLdSChnrRrUNAbthh9evXyOEU2MiuVlsGm9ENACAnYOvHqv6qMivi7qvUCG988gQoJ2WBIKTNjEhYrc/gJyor8LJDG5glMWmSXBFGUzBg1UJVuZybdRzMiGIWqUXX/PJhWLZMp9mb9qY216vy8yCYVVqxg1oZUGm4FJag+jPHb8aEPVStmV73NLjfu7rAIuJXEsXbuM7DenS+ttuTEOt9srt/rj9hM3j7U87j5uI0rMzp+1XX7umK7WnPSL/rxZdUhqZKslYvYbwjyU7BHVurFklSpZIa8lALghgdFQRsYAxI/IZgQsCFzj2IAqw/jbkuCm7ECCOCCCIHVJET86BnYePEaEfEPsBLkSo1UfoJAPjNPruSCJU7K2QfcBwPKLb34sUcrcDkxTfK49QJHM9cHjdiaEqBVwKlmlEzgvGseiyiYhDJ/Klux1CLzK5Tmu0WuSICNWUwiySvrnJBep4McAk0VcKEXtyKFkoeyYXztpzSagULBScQEBhATGuwDXnU+oEZAGrU+cimEWRr1BC4azjBPTRwTsgskctjJyK2RhYtNGilNiAH4n+izdoKn3WbJfZVPnENXMoOo/qWvO0CSLYVLzNAPzWjpY50IiU+MbW88uZlN0qS4u6rk6uGqFnVXRkOJLNnzUqW834W91gZaHP6Wdso33VvP+qa8GilQCIvBbhyw2oKhdLquzILCCqFgBwqCRiETKn5LsdF7iasYsB3gGd61DhsHgHxAAadiggRAbSPGEhAlEGCMhK60Degxyh8x0oeqQkdYyL9itBO0eNUKpIBKnELRMjaNTUHJK6BRnqgBkAsnFv6lJGSZUOSAJ0uEIvHFVrDrmaaqAKahAAimBXVY3PKXiy/lQaOlH/lriCCsOpM9eKkZ3TXqJSUO68NP/MJHLA3rmWcXFEcNWBUUCVtM5B5gyRUKuTthgo+mNzxpHQG8miwgaggSvHVBxLOWmR2geIA7oARCZEJhGYuEw4P37E08MHpHlErQl9F9H1EQge1QFzySJy4giFizZ/dnCIEunWbAUzwwUvZool25/SIvsLeXAY0B08fH9At8+NttdGebMnO+cEyPmA2vcNMEbv0AXpN+i816AAwWnZWKNR/cYOZskRm502GjE0oEBKgzfHUYI82ICrjfEFIGtcshZXngNL70dCW0gNTJWUUUttdSqW1bZ6GK6MeRbhpWHYI0apbfM6143WmmrFtGSM84LLOGFZUmNfrBdsp83SD9F7UIy6n0h2MvqAvutw2O2FClcq+n7A8XiH3X7fxBsqGOM0Sn8xJ7VLqSSkJQm4CK7Rj2E+IgHDfofD8Yjj/Z3UUsfQsuCx6zDs97h/fY/j/RG7/YAQA8ZJ+v29e/8ep9MTzuczpkn6Z6lBbrVDUF9ISiMUQDq/sVny22ufLuMMrBk6HXvntIWG3ksmWN9K76NS56DrTUU2lPrsnVD9hMYZVBRCWEfj5SLBGx9W4MBrP6qUJFtUS0HOCSVnAbwkzJ617tLqzKFlDWubC+mrRSpctmbiqoJ2o1GaD2yEeYJkxHKRfcR7tYOowgjYZI8ss0pE8Eqpr+YxV25grBZGpoLgjZooAaiiwbw10WFOPtp1mEKi7Tlkj29Thi8cvwkQ9an6oluwdPvY+huwUWiTl9b097rYgdXOk0ZRJUJ5c0Iw2g1WM7dBY9uAk6Xur8HR9trk8efgyY666lrLuZpDURna0hMVWRxf4jZxKnsFnFowXBklV3DKQCnoIUpWHSqYKnpaAExIfELgCs+Aw0bX36h8Dq2vC7wSZkIAM5CKUTcIYdih2x3QDTsBUd6DnUM3DHAxonNeoruq8MdguNjh8OoN9ocD+sNrSenHrtVbkNdsjWalhoOkiUtKWOYJl/HPmHLG4yUjBjHQw/4VDq9eoT8cEXY7dULWe1/VOcjGjbXbrawpBlCIUEwWGgzvIzwgEdxaMStNZp4vKiQxCQc5ZzA71EpA5wBXoAkomJvsfCfGkywT51ByRZkzMhi5iqKQJ8BHBw4C6GpllEQqMGHBR91ozStUAAWuTYZbxDEk0sKowqlmhpkmULWgN7iaUZc5tc5Zo6d8xrr8yg+7JqPEyQZIEE6eb6CRNGNSOSvwlJ4WtikGkoiuU2BaEqNwFQ47Se2f4TUhsOmkwqYBZTExBtkcHAFZNxGjslhDWmbNVDmtQIbXWhmgskdVmigR4KCKfaXAc8I+OPTBg3yHDIeHLCDK7Q+o5JFB0moADKIZBMI4LaLcFO9A3qMPHTwxlpBBSJiXrOtizeq1wmR1tnORzGfyso4DV+ljy9KRvpTcwCBDpJKL/hjNyFJMBkakkxYDKnZjgJSNSgvJyhEpImVG1QgyKKzR5HbWkMaQBs6K0GQliq6bMonAAojgYw+uFYtuuMlrDaUjFOeQs2wgpozFUAotMVKakdK8SgMriLRm4D4EDcBtqOCaDTVPwAeTCQcYBTkROgroQ0QHQsfAlB4xnZ7w9PE9Ht7/qPYJ6IeIbteBotSwTiWjVkIhUxIr8F6VOYsqkIrUBIZuEOcdASVLJkCk0cVJ7oYjjGY29IMKAWh9W85t7yRF2EQk5EGlc3ZDh27oZW7wKnHtILWddbM3/nYOjXS1bGLVNY0GqjxkTxObXMFF9v31Pm/ra5S65KoATXMGG4jSrnJF10PRYEXKqLnCu9CcYXP8gwuAA+ZxwcQzHHVwJAAq+CjBCdJscq4CoKYZ53HCtCSpfcNaHwSsu0M259ycU235Eb3HrutxdzgiOJlPu2EH7wMOB6mXezqfkHLGOE0SwLBgEleM84TT6SRgI3iEKP2pTKp9fzggl4JXr18jdh1i3wEQJeIYI7q+w+s3r/Hq9b0IVfiAjw8f8PT0hB9+/AFPT094Op200e6aJXaaLWp3l9csD5HwUbcBIJNYIV5Fq5y+Nri1f57UQIplcz6oxH8Qv5WlN17ipPXmJrahATQWOfZoWTtmPJ3PyDnLuJDU2W0bFYOANM/acFmUhNu9iQFGBbX7ShDhj1qqsJza3iXOM2lmD6TZ8WxNgVdfF1CQQpCAe5bsVqlFxYOqtgrRMdr4vwTN5rMoHdrpSSxAgRzQfHPz4a1hrjWj33riRqkPKnhToa5TNXtN25c/O341IOql43MCDZ8Tbbh9jNXoADaY169/+TsUUQE6qa7FI275lQaY9BshkWZ88hw/da722PbfV8BSo7OO7bvXqIv50Gqu1amAZq1oE+2WzSjnGSgL5umCZb6g5gWOC3Z9QHSMXSR0IkGjIIMh6k5O6TfU6iWKFi3WwiDvEWKHGIKIJTiCNcxklqiBd06KAgFQkMXKWbIq87Igdh1yKQixu2rQZouD24/eBa29Gg4HkBf+fAweQ99jd3eH7nAHiko5pCZ/s36mRoAbEFFA3IyIbviyseufdqdJm1KSFs9yQSmdFutOYBIHEZRBTihJtVbkLBFzEaFgaWZaGMuS1QBZV/eMWvLar4mkCJUrwUMcz1Jsbug4W+8Yi/uwuZSSEWAIzRPApledAKObfq02zUEwZuNNuPG3evBmbCzKWmgzs9QQm0KbEkm2PTZkXay9wCRroZtBrahZxEVInUVsJFaJgLDhvpsUvQw/w3unFDbdLJtsk4Z/HAFKPZM7rhu0KWEwUMqMWkUcxBNj10f52d9jKcDl4wWFGI41y8Yqk03AbujRDwSkCSgJ83RBpYy4e4XgCPs+YnHAsszqLBRYEMCsEMGr80BK1VHbWDRSa+IdXqOTzsbGAQoAW43ThqMPBWCopABsVWuS91tfG3VM1e7ZK0xy3kJXtWUAjV+vjogjsAVS9dWSGRSxDXYEdAI6eQhyPaWiUBFgUFgUTL1lkAqIE+bLCeP5CfN4kZ952qhjrZF/AYc6VnytmNXsjz7mnUPwHl2McCmj5ISHjw/4/rs/4/vv3+H9+48AA33X43i8Q7+/Q7cbAB91/2BlKxTN6jHYMaLSpCW4oJm8FsmVBpq1VrAquHkfmjpl7DrE2LV9qWQFi3bfdY80MY8QLZtg60FERSRLV3Vd+E/up7/ag3UfdqvTZoX52/kNbNTGmo2RKLrR92Xctn/X5pDWLIJGFiB2TqSqp2nUbIOMvw8SycuptgareQOq5DxKU1qT5r5R2gmoTxNC0MCAUOhiDM0B3jrfgFJlLYDthIomDXQP2O0GxOjFp9B+kIGltYIPHhWMRTMm8t212d1pmvD4+NjofDEGBTIyjufzCdM0IQQRpAhRban3MD7S5XJRgQm5R+/evcP5fMb79+8wTVMTWFh9wvV+bQP0BqAsgMDMMpebXeIWrLE9xDdVvXUfcJqZMrEoeSyg7zudD7J/T9Mk36yfRc6JoEwqLU5nc2mZZwnoqAph7DqlscnzKSUUHQNrqrydlwS064o+IAYR/SilSB0tq8CElntYD6t5mqSVQy0Ah0bztIndmDNOxrXU0hoyg9eAFhHgqMh89iQqnhaQYG51bOaHt3gyAAv+8mbtgNECDjafilGyWRgjwRbfZ/x34FcDoj5Nz/scWPrc628/f91yNjS/TwCyayC13oyXvn8FUDcPajbg55z3i9e+BVJWdC53XpviylfY5mQ3Wx8Wp4qNm0ureFeVaKvVc3Cescwj0jyBtZdRHz06T9j1Dk7xxFXTVt0gvaaN2yJUgOGhjkAI8MGKoy2JqzSGDQCDD3I+JBtrSqLoZPUPEpWVDZybRNbqpgnfWAQpumGnESJGDAHD0KHbHxB3+/Z669VixRSN7ontjdRRtMg2rUlow+Q6iwTUuAB2FS5oJLFGkF8kks4LaiUFWxVYRJGPkVC5YlmyKAmNE1JKuFym5jCuQNmMr365E/BmIMpUyuS1W3lzNClqgkTB7QKoUYTkWttTzcjp/zYRcHpprv7WHBqs68YcESmWlfpS0joacxYNQIkC2iaKrga59eSqDCJ5jTU5rVrMu3Ln2UwDiKC9UNZaoCtQV6XA1X6zMzuGtnFCHQYYrZAl46PsTtS8AHkBfIEPjKEL2A897u+PmFKFf7iALeyiv4il79vQdTiGgOkpIs8Op8uMzBndcIDzEX0XQGBE51C05wu7rTCEQSpD6QKkWEELQUEUhJLRDNtVAIzb76o/jln8ed2EjQq4bchpPanMiXTkNGcvn2ebeYXYk8pVCYIAlEcPAriSqIjWlUBiYy/KXQzHAqKQFUTlgoTaBKhakAKq8FiFdjyPFyzzhEXV9KjrEWPXqMYiCrNeWwtCbebxGlICPInKXYy9ZLJLxePTCT/++CM+fPiIh4cndP09YtfhcNij2x3gug7VBSQdY+kxp86V0lNjL1FvVlGIlZS0OupEDuyE6hiC/C2gSGpPSdFx8avTVqsG3dSptWyCiYuIkpicS9HCb4JlOn57NqcBKftzA6Bsftv9NnBJLZhnv6/t7wqm5M6YOqzTHjte7c48L9Lio8gqCMGL6AcLPcvuhwkPkGYScs5YtH+Q2EIPuAQQNk43rfcuuzXgbNsGTElQInFGFeu7DrvdTvrQhSBAqPVfYnSdNL9liBDL6XxqfoRlKJdFhB+MCnk8HNB1XesLJf0kZ/jg0VGHnvq2fkuW5rvTNOE8XqROKme8f/8e4zjirFmcrNlTcdJXx7tqHY35lmZ7LDvEqkK5eiu8DgjQ6l39FkAZ/dU5aaNSpA8TIL2+ALEhdl90EiB0EcFFaXJdFqC1iZBvl+bBKt2ugja1VnBKkNY2uc3NLY3O/rbfjgjBixJiCAE+rwHAWqWXKKBB9SoS83FJEjQJSrt7wb47FedgZcxUXsVo1GuDd0aHFp+vUV8hWSbnVru07qUbO7FZQ5ZQWGXMtc6Zazs9twnKfe74lYCo6+MW5Nw+JxPatdd8CmitjwNow7s+tv2eTwGp7e+XzsW4qqux49XP+Ynrs+MnM1FYkfPq6AriN7oVKbpqMtUNTSnoqCS0pMoAZ6Bm6W2UZuRlQskzCBXeAUPo0QXCfghwDCUgKXzQc8spI6elTUYr8JMmmEXSwo4AbUhKuYCJMC8LKgHdMGB3OEpRZzcAAMqSVoBSCsbzWZtRFoQQ4UJAcJL2bvzcZWmOGjPDx9iKbM1RyrmAxwsoRMBrYp0qvEk+691a40Q2XxTEwOhBWtuhRtQWoUTFxFkWalyVYvNaQeTR9zv03b5NCgNN0zwjpYynxzPmecFlvIC4gmsCl6pNcOX+Wm+UYptIyUJjUiOyFmCu98hcLNJrEJ60AkJeld4qvBZtqkHi6ygxl7W43SJs63r6DTozAMCMnJLQ4NQ5sPIaMdQiwGHRYoClGSvkHtRa9J6d8fj0gPP5hJwTfACCI0QnAGMuotTovFBQUcwwU5NDt42z0WuMCpeMIgI17rEVzAJqNwgNTKBmgJ1G73RdLiNqmuEPHl30OB73OOwG5JywLAk5zcgF4HkEUwBcgINwyqMnhOCFVkNAooI5yWciz3AhonOM+0OPeV7weJqFxqLNZGPXSdFzNb3AiloYqA4VBeQYRbNKVXuVOVexSnjJ0eSF6xrEWW+jKmKqo936lSh9zjZXckL/Y97QqEhpeya/p5moCsmBmToeBVaVzARFmfoZspn7QAjk0CGCagUVj7wAaWaMS8GSqzQbJUIqBDiPXeex6wJ2fYe+65osftf3WmsFWAmYUeFsblijb7ZaMJZL2PU9Ou8RnMM0L3j6+IDvf/gRf/en73G6jMi14u39K+wPr9Dv9vBdJ83PuaKSAP0YpS9PqU7nU4aJVxjOLup8W/Y1JYk6G3glEqaCZdNSSo161O5bE7HR5tTwElRwTsBTyi3DW4spj65W57dodgzA83oVz14BYN1fGj1WHq9qh8y8b+2wjZ0AKYb38nfsImIMbRyd9yCWutqiWau1OfQ1C0eAK7Vmtcy6ljJJFqJKU3lRJ03NEZU1JzdoleiXvTTnJPQzlgzLsBvQD732eQotqMTshKHBjN1+h2E3wIitRkmbpkl/z+g6oefd39+j73u8e/euASGTN08p4enpCblkLPOCUrKIYVShXpudGcdxzYYAzcezvy2DFJRBs5XAtkRLy0Z5dQ6rZel5zUAZYHox6C97hgO1miUDo5ZFbHaOWds/VJRKa0sF7xoAa0DH1pGC7ZwzyBGGYcCSFoQUtMbVgFBtPrBRDleQJXWgMXZICuokaOVbJrpWESqaF8mEtYALA+DaMlBeM4n2uaKAq0BQ98zqhEZ/DcJsvdj4r0DWggqydtbf8pm6lsxXVr+JvfpLSuPzFrj69WeingMLe+wlIPMyUHoOdq4ft4yRRm1o/c6fBmE/RSfc+K3y5DMjLzmMT4Ox7efejkf7dwNSmw83hwoOrYjHzsGAooT10ApnagFY5ItryaglgUsGgeE1StRFhy7IYvBYKU7m6KUsC9tkyomsGaKpaRVQzqAlCZWHAcwehRndPIAcSeEoEfougiA1R7XWVpskETDhAceuR4gduq5H0HS3RPaVN65qZFdUj7r2TOKUROrSCWAgEmOzQqbNQmSj+axgm9chFdUvy+Zphs6iVUItqhuVPknFi9IOqTHK2mDYYwlSGCtpcbT0NTQKLU4btQJ31ntb9Xvknq4bqglJAM2/vporrYkobM7JOTHQsiHrxiwZzCazTPQiHfa36NGIM2jusoivmNO6boJArQZYNANgoAVVN+YZ0yzRzlJyU0Lyise9S624XlNGK/wkyYo647DpiVUFaU64kyhFAia1ikPiTJxiEwVF06yq4uPLJEUtSWi6NCAEh6Hv0PcdThfpCVdKQmEHzmlVTUKVGi+tf+y7HsTAaZ7AqFhyAhcSCW0iDF1ooN4kQX3XISqVpRQGSJT0uMhmWIvM86qqhLVIlNG463ZZt9F6ozm1v2mVbRbaic5noxRdjbXmGEkjykTrzDWzqWuhsgVhADiv9rWof6lATPcR7+1eeHh28LUiUUViGQ/HAAUCnDivcE6y/TGgiwEx+jZHpC+XayqDFaQqg7yCZaOXVu3pxQZcIoJGi1NKOJ8veDqd8fB0EiVUEIbdDvvDQWokvFClKluOXepvtG0fahYWwxpt13NSW2ROljEGnPfqaFOjJ5Wi0V1Y4+BtkMqoNJsaGpnoK3Bu16xz0/b4T+GQX/lxC6Bu/Y3tq8j+bU6eBWlx7TwKwLymGK9zU+hiBgqMRibmiFowEMzNpthpWGZdJMRZxAmUQlyrOMCWqdn2UFozaCuIEjvKV/cVTnojBpUw3zrokikSHu0hCg3scDiAWcCF1FgBwzBgtxtaq4BOAxIpJc1CLUhLaip+p9MJaZGAZVEQIbLnKwvArucKMPB1ptuAkGVIW9Tx5nBESuFcwantucYkwO0c0C3Yec2ga7B0pgVhI3vemjGb/SsiprPd3w34JKNr5rUZslEviaRGrN0DPLe76321ANcKLqyf2XYe2Gu3YM37hBCMOaFiFFq0ZFlIMib4RrWqcpWWClw3ankbz62tg5UmuY6nlLTYsissNtzKrIRhIs+bJ12ptnMjbGzOJ45fDYj61PEpAPP3zSKJbZb3OFdhUXX7vNvP+tT3377WFgbRpwcZEMf8s77majWvvvuFTwIgUrDEaPxj44sXWLpSIuClFHDWvi+5SKV2msAlIU8n1DQBaQKVBREVgRjRQYvlqVFhxPt5vqiiZn5i7AAVXsilYloS5pRQLxd0+z36/V6U8ZwqmYElYu8JndWF9APE0DJSyhgvIz7OD5imWeTIfcDd/T16LVb23mO/20kE6u6oCjfUom6i31rhQ4T3AYW80pO5FY6DIUCSTbIXGnE16s+1M8Ys6lok3CnJBjEDJFEhOCfOK1tN0prFkbpbuS+VGS4ERCLs9zt47yU7MM9wunFZBDCXigoRgZB+LXZPpC6KWSM3G8BnzjhrLUHjyWtBPgiafZLrMWdU40Igc2JJ/WKskcXtHPitHgK4I0KIaoDlgsvVOtw6Ndycb+cBMCFlo5QsqKUgBI/YRQxDLw1DHWFM0p/EwG+xHZKBLce2qfw520jVSeUCWtCKmoP38FEjfTenKf6NAClHkiXwyCDK2O863B33OBz2iMHj4bvvcZ4Wvc8F83QC+QiEAQ5CpcgpY64Vr169QowBcXfGZVrw7t0DUi6SmSFplRBQEaiKGERlaSidvfAja5UsD8v6QQUyC/XPUdWnC3wlsPPy/bRRuLr5acpJOr+tl4eIDzhUEnBWS22NL4moRUmbEwBRVLTnLNhT1NmzOg4KEUSQOkSWHkpO54EnoGPJ2PW9QyRgcIQ8B+TZ4/FcMU4VLoo6aaoEFzp8/Ydv8Ltvv8FXX77G/as7KWpXBVOG0Z8JIAFWIh4jzXVFdCCjpEXve4D3EX2IyMuCj49P+NN3f8K//ld/jR9//IDLmLA7vkKMPd58+TX2h3v42InUe2ZU0XTHmkkC2EmvsloqoE3HSbP4pRYwibywqbWJc+VALoBchA+iiEpZAkakQQSZ9iLwUQFtnCtNYFEhirEQgCuRftci/haost+/9eNT0W2rp4RrSU+AVpu7AijeSJhrRiJlpCU19oisgdVGsTnkOWOZZmFpQOhyZpraaTmhu6ZSUAG4lNpzJRQNGhb5zk3mRq7NXTnxwmComCZp6FtKabLWdthnXC4XaaSr0ubxSdTppmkCIEpzpRSUlBGcx93hIFLW5PD+x3eYphGjUuOXacY8z3j/448YxxHv3r1rjrsAIemZaYFfodCyjhW3bAYDCM6LXLc2941BlAZrA1Lr+FnYwVmzXg2CEK92pR28+mxE1OjJXYgriIKIsti7QgiN3sdtHYrYQqnCjLHMW2XG09NTa1IbQsBhv2/gQ5onR0StPw8xNvGWLSgygaOUEkCE0/kkNVIxiKrjNIvwBwN9PyCE2MDINM7gCuz2HhJLIQFSpbTAYxsT2oYQbGjXbLyd0xa4WxDNB38VSK9NPMvEoTTgo/XF7SvN5uraMuZDxQY8fuL4VYAoxqcAw3OQZI+19/5MALV+vPAkXxqTn85mfeo8ttEiuzHXqGhNG35qDNbnX8pG2WvIItkvRGmrOtASyV7pEqxqKpQFOHBJ8pM1A8XSZ8g5oSIF0o7ytMpa8s0EJtCqUmNqOBIHB4oYIc2jrIvQSapePhebH5GttC7RZtCkd8GM8/kMcqEVHKckzdvEQAsLt/BaFwAyMCP3npxkoOT8FDxsxq9kqV8pVTdni1KQgeSbCIfKFMPusCqNCa9XADpVramw+4N1YaaNItfai4ERPKFocSwgWS0pKK62SDSCDq3d1/ygRmE2U/x6qukLqBnvNRpmEat186T2GTJ4vJnGGquxCNJv+SBcRRpr3a5b+b0Gva6zfSsA1XWn9U/ihFJTGWPvEFTcoFigkvlmfa9zrAUmW9RfI/5VCoVrKahEcOwMn7dztVsn/paF3oT+4MCI0QttTHugLGnBkpJkZqER6VpBmkGVoFNF5io1NLsB4yJR4PP5AlqAJctcFzAiMr7M2rujFsmWau0TtK7QNkjpdSQBBRAjlwq4Cq81j7SxazY+lo3B5jnerLEWldQgxVUmA7oZavFxQWnZdSIIuGK91QyVDJZWxUZNIVbGvwLf5iiR2M0+EHpH2AUnwhJUUJIHVQcXHOAdEkvrh1d3B9zfHTD0vQhBbGg9be0aULb6TZsgmj3gWtQOy/13Tuo8xsuIp6cTPnz4iHGaUSpj3/XY7Q4Yhh36fkB1HsWESmziQOee2oimVEkaSVE5eBDaPmN2R05N1UuNPum90BvXF4izb1d4E4m/ut9kzsva7PJaCv+3B6Ju/Yrb54wxs+5NyiyxgJZu/PYxLwYYnmXxtHGoBRY3mYFVSELrSYzIcrWZrE5lU6cjgIrMNdunzQG1z2qZX81IirhAhXPpRYd06xSnlAT0McPnjFGBmIkiEKjVaBOgVFGxj9N4wdPTqY1BTglpWTBeRslMzTPAgI8B0KwLQfwRE1qy62elfhmlmrS+UpgwFsiirQkXW6cqX7S5z+33C5F0839bIMgo8+1Gr1+xtWVBFTwBNBCFXECVm49hwHSeRfxn28DXPudTP2uj3zUDBxb6NKmSXwhRfb91juSc0fdrpkx8rIwSTJa4TWAJ/qrIB9nYw0oorv30tt8qqN3OOVkXK93SDgvEGRCtmhWX+NTKwrEPWtdec7mufPuXjn8QiCKi1wD+NwD+O/ot/3MA/wWA/wOAvwTwRwD/ATN/+OznfOa5lzJRL71mc04vvFf3Ab2BTeEJ1yjz52S1tu+V9+hNb5PbvvfnnfunruMZgNrcZP1m6JKVybH5PzNE0rSIpCmKVMyLygmj1gUoC1xNIM6IvQOhQ0dHBFcxxArvCN5LxKgo39XS+mAWh0zBE5HU7OSccTpdZEED2B+PuHv9Gof7exzupeeT76x5nkMAw6PCQ5y3PIvhWzR6GZzDYb9H3++QS0WuFfM8YZonDLs9QohIpaKLEaVKIerd4SjFqb02D2WpoRApB3EGClvavsD6nNRakFSGter9IicR5hhCax1F2lMKbBQYbg5GM76oYBjVhZHSgpQWXM5nzNOEh8ePmKYJDw8fpV5A+0RFBZFghnfA3VGKP2upWnyeRNmPRaq+2vWx3PvtGiBt7OqMGlQtW8qQ/mF2vtS+kwRh6j2GOMhOnVddpVWzkVtD/I95/FI253PHlaMHgDUcIOqUDB8KgAKuGaUI3zuXrBE2yQd7J0pTw9ChcMVlnCXa3qyyAA5xDByoE6ez63tkJ5LhtUqGNJeCwhVBC67JE9iRtExjhqlNeqdR0ZohXdUKoiegk7qmw/GAwhqgcA6ui7jv75Hg4WsEUwC7KNHqUpCLRvLIw8ceX7yJeHVfMewGzPOCDx8fMS8JT6cR0QPHfYdlyRiRkBdpttr1PXyMOt8s48GtUSwXabxbWTNAjqTBq6o05ayUm5JhCm2mmpGz9ktxwErfqxqxXBUS2em3kSjqCQ5JapdFLsEbTUntp+nXEAFeI5dF+5OYOEapQoEGZXhH2IeAXSDcd06acRMhFI+9t/YOHtlFxH7AX3z7Fb783RfYdQHBAbkkVALKIiqjIfYK7khoe7WAs1D7UApQErxFVbmCSkFNCU8PH/Ff/fGv8cd/9df44x//GjlVdLsD7l+/xfFwj25/B9ftAOoAeHTOozAhqz3IaVbnT4GZ9+bDa7abtPFxbexwHyTDtzb1vA7W3Dr5W0ew60R0YlVVszqKAudFvGNLn1oDWT+9n/4Sxy9lb7YO8LPnNkEVmZu1BU+ICK6pi12LPpiapwGZrP3puBQ4dPCQHoYwJ7oUUK0oJWOeJm2/sQ0wyBIVCt4KcC1zYudHpm6L1fn33qHvu+aEmtPZdV0TG5HgqFCeOw2CmjhLKdLsFwDGUQDPSYUdYhRH/f7VPYZhwNs3b2H1VzknTNOIaZqaUt/lcgEgzv/333+PcRzx4cMH1FowDIOeN5BLxjjPrQmujbtBFru2nOU+xLgGHQ1Mij9ZXri3SndTaQS3brPX99wAgQInWyMAVNKd0MVO7JwCIJMMt3EchqHdq4+PTxh1PJICyKrZ+i4EHI5HdDHieDyi1IplWfB0OuF0OjURDlYfd0vTu8oEK1CqtWC336OLAo4cCb2zMmsmKog6LTnktGidpKoRam+zWgtqcYD3jUVlIkzWR9QGrdaKjIx5nsQO3NAan1GAAaUTa90sNnPdO2EeNPRhipnGWNMsvFvv96eOf2gm6j8F8H9h5v8xEXUA9gD+1wD+r8z8nxDRfwzgPwbwv/rch9xOrO3xEpBZ37cOyvPPfCkTxT8Jxn5Oluul9wHr97wEoD5lQJ9/zvrvF0EVA1vYaZHgFq1QG2ARWZjijv3mAtY6qFoTUFOjEkXvGsWO9LHbfIPTSGPw202TUVtUKoOcLO7d0ON4OGAYBom2qgPjHLRzudZFmAJV0SxUykIfcIToIkJ0SKUg1Ip5EW6vjUHWFPU0z2BmdF0SiVTterSizgqGB7Nr0QkTg8hldbhgY0ib7JNSXNS72EQvoDCK102dnIqMiTiDbBzcHI9cpBDb6HrS2Vui3TX6Jv8OdhrtAsirJLxXsF8BKyNol6cBscYqtfNxBFcJ7LRmjgHLaLb5qWDcMlLts8x9ugoa2Pz76fn8b+n4RWxOWyNtXW3W9ebyLErFYKmxUzlwYKVJioOf23wTkEmN8tHFinlOjfbBBBWYXLOTtjlLsTDDV5VUL1X6RvFK81kjcOqk0iaDUGRjtt5gFg0Nqp6VjfoDArQhNlFEpQFwAeQjSs7IKQOJZf54yQJHH+Ar41gLYhcwLwnOe0xzAoMRkpdaPxKAKEAmwjPjOUVDAHxlFhqXk/F1Io8ovZaqCrRYDZA5GWId2hprbR5+0sZys5zU/masq9gcx3VRVYgTa7k93l4DM0DVXgXvGNExogfIM8gxhuBA1YO9B5NHch4xehz3Aw77odVJrkHwbUDQaRNJPS8z8LXqveWra+FakeYFp6cTTqczTucLujBIm4jYCzBz2tBb1U7JOTgmUCXJFNbaPD45L/GsXwRCDI1YC5XKFNhWAIWWidg6N9t9u2UtNtdvtB0i1+oT1jG5Hq9/hOOXsTc39nILnLa/7d/XwKrJyD57j4EW29NsQ7C9S2rnqNUvkwLUUkyUaPUm1q3Dal9c2+/sFqwrYxuExoaNcn2O2/5HRNxo+FFroUyAQuyFXIMFHU+nE5ZlUbAQsdvvFHRbLKq27EfLXikAkM8QeXaprV4zboDVw2qWxQz+TblCm69bP6JNPGP/GFUMGye9vUL31/Vo2Wb7Dvv35t7ZIX4RAfE62G/XfB2Q2J4b2j5kr+u0L9ZuGFqPLMoZ5QqAXH+mZcS238vt42UeNdEXMlXF9bPWDCWvmUNd86bMvIqlKFuHGd58EF73Uws61ooWPLM+W2tT3WsQutqbzfoyNw2aUb3xzdfP0XOrBOeu78vt8W8MoojoFYD/AYD/qZ7wAmAhov8RgP+hvux/B+D/hp80MC8DKHv8JTDy9wND2++4pdP8fcDYcwBnhdAGnNp7HJ6ds33HT0Wk7N8vgyhdLZp7rqoyYtQKK/oV7YgKZMlCcclIaQKXBeXyiJpmlOkRxAk+ZvgADP3qCAioWbtX932PYRhaNMSrYZcmswVPp5NGPIDDcY/f/f5bHO7ucP/6DaZ5wTRPqLM4Km++fIuuj4iO4VBweXzQc3ewOgAfI7p+QOg6dP0gBt05zEtGLtwixSaH+agN9y7LohmyjdQyQdP+HUQ6GGoz7X4V2Qi0V0kMHaz3hVG0GnbQQ5w7aI0VtY3OOatfKigF0rOBAe8iDsc77A4HDLsBaZnx+tUrpGXB+3fvsCwzLucTwBIN8V4iR17rxcAZ3lVNeAmXmyuQCzeJ0lrlu+Wi0CwrKR8d6myqTllzvFeD1tyxpmzIFVrHA72+1d7/pM/6Cx+/pM1hln5cEl0UZ5EZzbAabUSMuURmy0YGlTkjlRlLnjFOZ0yzKDqFIBty10Uc7qRn2X5OojZJQC7akyIJoM3LLJIFyg2PXQfSSF2dK7JSTC2aRs4iaqr+BEZm0ma/AYUFoFNNoJrhOcM76QvjfMDH0yjyuCz1RwgRu/0dvvnq94jdDsP+DtM4YbxckOcRZZlxGCJcdPBaFLw7Diil4nh3h8s4od+9x9PpgqRUPpoXhOglNUZArkXWFvGqDrVpOkpEKBmihASGZw/PBk7ld6kqhFMls8xEyFlrmYLZS8s4eZDCnVVR15wWczLlu+TvujoscBo0cWCVuE8MoEgNlARVdM6Q0BgDFXSOMTiP3lcMriAhgXhGGBzuhgHVR1Q4nItD3EX87qu3ePPFGwTvEDzBd1Fq0mKn1GPd6Bu1RURCSlpQ0gKuGR4FjiSjj1pRl4Tz4xO++7vv8OOP7/Hx8YRvvn6F16+/QOyPqK5HYqey7TZCmm3zMv8Lq5C5cyI+4AjLMmnti8gWl1wVQMle0Hc9TJp6W9sgQS0p9J+m6abwHM22AlB1N2MByDnlnMB5G/mnFiH/OcyOf+jxb8PHMUrc9jCn2MQetpQ8yxDdAsfV11gl4HORml7vNJvZaS0ZV6QlIacsbU1qQUmpyVXXIo1OFRcLPc45EZIg15gZsp7JYjdt3jgXNdNUW7ZQ7vNqT4PWFR6Pe3jvMQwD7u6O6LpOQU9qIhWn0xPO5zO++9Pf4nK5qELoEb//w7eSlYqhAa1cFsnicgGIcXd/xL27w1//8a/x+PiIJc2oXHB3f5S6nWXWfTIDVBGDQ67Sj9HagpSrOQoR6SFpdO+8A1NFroy8JKQlIeVFnHkiofx5ArJskKVI1sip3dtiHWYWW3YTVGh9A5NJq7vWYLZq9siAkNMSCVHmk3U59IOwakiUFck5vH71Crv9Hl988QUANLok7Jw2a9bmk32+Pb6oErI18625oGYBv7GLuLs/YppFCXFJMxgVXd8BFCQgqL6N0+sUkGKgbQ32kwtSE5sWrXm1vQIAKnIuItPuPbyXuvysgQFriqwrWAFyQ06bMXYrAKvK6tHXVQ1W1SLBv4L6WXvzD8lE/XMAPwD43xLRfxfA/x3A/xLA75j5O33NnwD87ud82M/N1vzU8Wlw9ff/7M9lk+RvA0+A1ciwOu0veZj2GZ+7ztvnngMpWtG5ObOairRFZka5ZDGWNSfJPKnc8XI5iUxxOsNxRgeGY0KJXprFBlV7MbrIpvapRQB0SE1RSrpbAy449EMP5xxKzrhczlhSwpKy9DIIQRqMOtdAmvwiAEGMkNMu3l6odNJDwkv/Fi/UvVQ0/VpcGwuLnFQW6tV23ImodaFenQf7LZzq4J1SDzbdwzcO2OauAC2S0eRkANjcE6fcvncb/17T5IzdMMA7h90wSD1DmnXzEcXDUhKYnWQ5eKN640Txix3BV0J13FR1yKI6Vf5tUhFy2uZRbiNmaxaqjYc6uASomML1dV+Pwz/q8YvZnAawma6u3RyZbTTd7qGr+tsRaiWl0CRVuSstGtgyUc6h7zoQyTxOzmRmtwGbay48dLyFr+3anNYTkXcwt6SEbD9C88pKZdMXgVkbAIM19iKiLymLAEQF4FnucYwd+mHAfn9ACLJBl2WHmhP6INReQoKIpmSQd9jtpSfbOCdUAN3TE5YlC2ACt+STARwr0pWoop6nUk0UKqAwC/2YcOVM3tI0LOIpH+GaTSSd39eQaXPfWWc82dLmzflYNIzWsW7jLOACSpNdt2etq2IV9ICDJ0bV+lIo4KtO5Dr2sUfc7TD0HboY29ryzgHO2wTEdp1ZJLdqXUutJtZhd99AVmn9Y4RWAzgfELoeLkQ4H8EQei+079XaG2t1qOT3+i8Zn5XxYL9WpTen9jJcOYHNC8XGBm/tDNGqCEomOqEOy7qYnu2BjQnwb//45XwcfjlQvJXNBraR8NWfsCa9zz6Sr7ODa4ZQm4+q2iX4mhKLys8+R85jzctu75WTE2xZQ+9W8GvHtjbaObepXZNr67rVIQ8haH+oTgFXaRmjnDMulwsulwvmSR4DR+QszI2+n5vNnRd9j5YZNIdfaYNJgbmBBKaXM6nbe9PmvdkDQLOrq+9j2Ssbe6sbJ/X72KQ1N59HhNZj0fae7TqwF9FmTUGptLYeWjBNA27b7FGrsWap7wXfzI/NdVvWKNTaqJLW8/NTWfHteW79rKp2xzmR01+SSN1bGYKpP64ZKdZ+h1cTsL0ONkJtz3t53q+fuZ7bc6G4zQc04E9X98Tuh80TbO6/Zcd+Cpf8Q0BUAPDfA/AfMfN/TkT/KSSt3Q5mZvqEbB0R/YcA/kMAON6/tcc+eeOuDO/PiELZAG8X+6c+47bOyc7hNp35HEitRYdVVd/0A54Zvedpw5ev81PPr5koua5iHd/1uZpNejzLZrosyPOEebygpAklTUjjE8oy4un9n7BMZwwuIXoAhw4pOoTsEIND7V1z1n1TbREwk7VngZ1d13eIAPqhh/ceu90OhSumccSH9+/xeDph2O8w7Hb45vff4s2rIw67HjF6jONZM3kBzgX0/R1ClM7iPnbohkE2/+Dhoyj1kI8g5zGnonSfdQyYlaLH2yJYibYJz1t60Vg/DdvojYYStOjeIp3OOeWc58090LmhGzmphKs5izmpE+0dgi6vZZ6lr5bSvgiM6D3cboe+66QmIiVcjgPSsuB8fhKJ1umiKkFZJZAJXder1Kz00hDFMD0fXqXPpTN9BcrGkXQkMtPGDzZnROe5M4dGa04Y0n+L/LVx+tTvf4TjF7M5X739nVyfZh22qoNEt1LM4iqTZiBi1yFlxjyPGMcLzucTlmVumywg4+bJ4dVxAMjj9PCAuiSpUeCK2oy6ZJNSXgDiK0qMCK10bd6ZrL851abMWOFRasZSElAZ3nnNRBfkmlbnAQ5zqphTxSUxKjFqqvBF5nHX9zje3ctmipWD7ziBOeP89AOW5YKnpwc4Zrw53qEUxv7+FX788R0ez2dUAJd5BifJihYGGNISgeEQO0Ev1veMWIQyEDoA3GTPS8XGQcgtSKT3GBVAylnGW++229jpW/DVwAAYW1MrU6UC8OstVyDF2upAmoizyofLOrS2s8QM1CxrqwIeAZ3zCJEwwCMziSAqCEweb7/4Cvv717g/HjEMfbumGKWHHQe/Ah29tJqLFMjPC/I8oyzSFN17SOJMHatlTpjHEeNlRC4M7zvEfo84HNEPdwixB1NErkKPZi6qzEdwwUCk24wPqZPida5qjYCWxIhjKTUOIYgqpXMewWqXdK7morU3FhxoTozDtiidlPJjwixG2bxV4/qpQOQvePxi9ub+1ZtnfsZWnEcUCI1Sbtluea5oTQ7pVmM9f2RM1oL+kjKK1vl65xC87NclJ4yXEVyK1AQCusa1zqRI9to5peczYOvF9kG7V8LU8Dr+6xozZ7zve1WazWsmjUSe3EBYjBF3d3fN1o3jWtM0zzPevXuH8+WMy0VrokJAyQU/fP89pnHE0PeY5xkfPnzAPM84Xy7oYkTfdTidzpimCZfzBfM0SWYD0kKhlNJqhOoWSDKDKjdBlFLL1RzrewkKd0GAYFkyQNq+BIQudDYXVvCgyn7WH83EfixL0gKiL/yYEIdT9T+vYCrlLOUHSmczoQ3nElIW0Gh9olJOVzbw9CQ+RYwRfd9jv98jaNPdXAqezqdGtZR+hgK8dR4DkPo2OXetO+WCklPb+w77A6ZxEhEJn9u425hYU2eAVA1SWQm1ipw9EQDzT8xWWFZexX+A9twWRHovvQlLNbEUnbu6lzMZGIXaJbQfW0NN3KeKImmFqJCSC5ug0vPjHwKi/gbA3zDzf65//58gBubPRPQtM39HRN8C+P6lNzPzfwbgPwOAr7/9y89axM8BjNtM0RasbLNF8jfwIrTdfO5Ln7f9zvVxC6DZRnMNrux7X8pifeq7f/I5e4kFKl96yxo6bc5W1VqllGakecQ4npGmM1wn+vulEkpxSFlKqGuMUrPHaKp8LVql0cMYQ4tcsC5aZsY4TUg5Y5xG1CrF8Luhx/F4QN9FeEfIyyzd03MGA02dyjuRDHYkv0XcwrUu9s47ceiJpDEfWxzWxgltEVk3cYmcaWRUBRWcbuStgNFZrdaW078Z6mcA2O7z5t6z0SjLpkDV6A5OGEBqLKrSD/KyKE0modTSKIRCcQAqd2KQ1L5IoMtqTaDfqQ6+nqxF+p0jcJXBZFGHgGUw7MW3QYUWWVOns7bF8/mgxc8JavxCxy9mc/7FX/632TnfHATSRWtiHTI+0EvXiJrFaYkArlrQPLZmiK41ibXXaf8y59Z2AdA6Q5a6Hps7tRZw9S13YvPSq5gEeC24tfvBOv+dk34/XJ06AiJNXGvReykUjVwy5pQxpyL1T+Rlw10SHh+eIHtmRN8N6Psd4qHHsNuhC0J/Cz5jXnqkklBK1gwxsIPD3f09vvzqK/jYIxfg8emClC8AJCsqZyH1XaZsKJchIFIEI2TsvYNkb6r1f7p2oA04iYCLBbpsU+SrH4soWobKxs3OSAd7dfot+mUtKTYB0e1nSn2h1K3JvSOApQedI7lXCB61CiXWkwe7gP3xgMPxKAEh59pprOdaWybg6nvVduScwVlEgpqYWpW+WzkVbYJewFWki8l5kA9wsYPvBgBBQFqxbKZcoNUg6Re2+yZATiPxBFSSWq+NIQGzOdy6ntwaQWS7JnVebKytFsLUspoT2TJxdmvWBt8rTecf7fjF7M03f/gLvnnu6mfdS1bnrr1Wo+HWZ7TW5+9ndZbtjQZVhZpl4kOWRUXLpBigaPe/fScaiLeAatsfnTxRi7yvqebpmjVK3y2DxWsdddd16HsJIJhIAhE1KlappbUo4Lr6Mu1vWMBS14OCNQNv4zgKmNyMTzZ1Qj1WsLpmvDVFq8ALbS77tk9QW29EdCU60L5LhZ8aEGgBexmzT+6Vdl+2/uYm2G9hIL55TQPQWvuUUkEuQlvMqtC33ueNDW21YevzK9WZGlC377m9znX8xOcJSjnc2ivmldHEtrdWa/9i81SuzsQvTI24VrR60fbajd9i52IZNtvLmVlqO80/wmpO1rUmz1elCnIVMRazuNLWRYAUPnW/Nse/MYhi5j8R0b8mov8WM/8XAP59AP8v/fmfAPhP9Pf/+d/0O/R7ribeLSixvy3qcSXHuNk0VyB1TSm4/a7tcQukbr9f7m/F5j6/OOa3n/EPO1YnyxRquUpPD4Z5EoBEUuX1tUpPkelywnh+wOPTeyzTCf4YQexRMpDJYV48wBG7PjYjWlSqnAFElmi4DwH3968QuwhrumjqLn/+/gcsy4JxGnH/6h5fffUlvvr6S3z51ZcgL8IJ59MDcinotC9Bv7uDDx7BA95JDynvVOgiesQ+Sq8W54V+Qmg0KakfWDdudQ3We0loUYQqSQBY08fbLOd6/zeRT0A3l3ozP+x+sm56YvSzSorWUlt2qwaPGhzmKSPNE8bxImp9lwtKyXBOuMJdkCif2+9Raod+iCrRqhSGklY1pqoKSjB5UDkf6a6uwIk285GdRm2KUPwqt2ya04JQViDIIOUnixdVsY7TbQDjH/P4JW2ORURDVBPIsodahheAleEBWuPGEMl5cWQyPn78gI8fP2AcLwAKhp2XWhsWNT9CRdD6tuAIwUFpbrLZggAKDHBFzRnVewFrBAVeUSJ2Op+1YlAdINIaKYLvOrjihLtdGI7l36IeJ57XkhLGecHjZUQqDD8cASeNVU+XCae//tfo+wHHww94/eYLfPHl19jt77E/vMGb10cMQ8B4PmCeT2CqWuMiCif9LqAf9hj2R/z44wccj3/GH/+rv8HT+dJAiJIKG4FMgKRSI4lbPQdYVDmjVyoSbqhKeq+aA0QGcDegpwV/1lpRU6uUzLc6SyS225FlpT0q3HUzc0BpfJBWEbXCqVpjRQZzQi0LqvPg4gAWMRgXPJzvwAXSmDh0oNDh7Zdf4vjqC8S+a3UBcn3SDLfCyd5tWWHo92bp/5PmBZwWECo8i0ddKCKnivkyYx4nLNMCrgzvI8h3oNAj7I7o+j1ydtKnLs0KZLQJMqSe1ZkzX0VMAwpYAdeCTSbkAQXxtp6Mxuecb465gSV7DZHSG1VAhOqGvuSMkqNBAwVez523f5zjl/VxnmfQ1loo15z05+/CGsDRJnZW6L5dF/ZZYKOvyZwvKSOnpI9To+ITCZ2+GE20Vni3lU3hBubJa3DGS4DGedcEBXLOmKapOfJbCW3nXKuJM8rYMAzoug77/R7jOOLx8fGloZJfVYGT7Us6dkH7lc2TqKKCJePTxU7Ubz+K6i0UbJZSMI1jAw+MtS2F1f/UImCwlioBWq1PNeAnAOrWT1gBh/SY4ibxvfqZsidLfc3afLgFfqvUeAJoQTK7n85Ra/7dQN3Gf91minIRyfrLZcQ0J0zL3GTtJbu2CmfZWl2bZed27YD4AwFr81y7Zju3ptKsczBnCaiFTT2k1LISck4IOYjfodlAV4raYbWrDHCpynoxgFvhXbzyOSzY6ayBswLr4kqTWmeWgOHq+7NtF2BouxAGAB07R0LFti0hqF9olFXeBi9fPv6h6nz/EYD/PYlqzf8PwP8MEl79PxLR/wLAXwP4D37OB22N462jtk2Dfw7YvHSsYGezw2KlL20nx61s8099j4GzWwAlk/6ar/nSeW2v8aXHryKqV4cWm4r/tfYzahEDoeIgRKDr4LhHoIK6DHA8Ix12SKFit/MYIiGEtfai1IJ5WVThLggtwGhKzKtB1B5N8zxhSQseHx8xTROWZQYR4e7uiPv7O7y6v5M0a87SlwoMLlkavnIBV4ekxZ6AKLA4H0CJkNLcIpiuMlyIgJP+DmvbFFKn08ZeHEyrezAQZVEkARZbupb9s5k1ua/tPuqcg0TgWEMb6+LUCPKmj1YpuRVhOhKjk9OCorQWy8KVLBH9AqmnKdmihHIe3kundu8lS+izR15E/t1jpRtBo4xt8ikIlT4LToERN4MOJpVUtbmzmW+kMHQTMX5GVrGx/K/n+GVsToucmqO6RvQs4uXJa3ZJXiPNmI1vv+B0esJlPEsgxbEGG9cWCsEHAWelwJMo5PWadU2lrq/VKJ71UWMQnG4mzApo1RklPffmKbVJrpt8BThnUK0IqNh1AX0XJItQS+sn4iDzwIyWk2gMapa5uigl5mk4gTmj7wKAGbVU7A936PoBy5JRcsU8F8TY4e54j5wY85zx/sMjdrsPmKYZqUqkEpqRYyKxB+3rGex0zTZVS3ncDqlDW3nq0Kctei77HrXgIancvK0lCyiZEiKcAChhlegY8jq0xgJfdw0CalGwIZs8tN7MnFOvtGFp3CsvCTGC+gD0e/huQL+/Q9zJv73SpM0psLomp5kf69EkCmtV7EZJqFl6+2WQfE8HyeJpO4q0JBUc8iAKIBdQmURjiAXeC2KytW3UF6O/rPaRtXknbwJzjHX+tX5QmkFitRmlqjOpgb6qNtKcucotf67fL4Eq0vtccl6nN3C1D9I/rv35hXycTVZhAwi3PZZWBUp5x8ZDwPoIX72//Vudx+CcEKBYMkXmKHulT7UxxKbGUPdRJoLlI25NvqxJic7be1bWhkiN11rgvWQwjBrvtHec9ytN1G2zWgRVrhX6ea2svY1EATREj91uwH6/x9u3b3A4HOVzmAFixBgwDD1itPqqqgIVSQOPsl+aPLd8X0FKiwaKV6ADoDVl1acg8UbpdUZOZbGbm8hYM+UFK6i1HLFcuzj7kgUzCqPR70utyhZACya0rCszfJV9wQzTNmsLrEDc1H/tmmwcwBIsNRrfbrdD13UruJymJuFu02ybRbT5at917QNTuxf2HlGkDWCggfNVAr4Va4kdVkCuLhQsg3WVaaqmXgsUEiEdGwtu9+B6PVyvHf2+zbpjRvtMLiwtLMihOr0fpL4VSe15LqVRxV86/kEgipn/HwD+5QtP/ft/z09aL/4GMNyCHeDzoOQ2q2BpcqLabhapbOp1VunTn/3iGW8A1PYtYl+u04jb17/8Wc9B4MvgqT3bonRg9fFaBMrBe9mUPDECVZTAKB3g+Yg+VlC9R5odjh0QHaHrZFcoKEDOuFwKYhfRkzSlixs1pBACuq5D9B0cOczzgsvljB9/+BFLkl5S+/0eX335BV69eoUvv3gLBmNZplaAHztxNoilS/0yj3A5AVAKklP5YgJCkZS07wpCV+Ej4Ck2R6dlXNXx1b0eTbKa1gioI9dUDZsfxhZ1Q4uKbAGUWgmJ/mvqTxw5jQDqZxj9oJaMnBZM41lpfQVrbUcCq+pYyQk5W8o9QUle8I4Qg6gdxU5qxYh6pBSRUsJEE5YlC3jWZBFjpSfoZTR1vcoyFLWYI6qGWouVr+aYgQByLdUNzapt591GAfof/fjlbI5GY5V6WXJuUck1qg6E4Nrcqkk3vpKxLBM+fniHp6cHcazlLsBEHpxz6GIEF6BmqWnrQwDvBoScMc0JWTcYxxLt9EF+YPfOnKxKjcbSYNNmI5Ot1cHBy5xLC1xJ6MC423U47AcEInAump1R4GD2g5RGyywgap4wXc54fHgAI+LxScDd/T3QReDV67cAGNM0Y54W5PeP8D5it+vgfQ/nOrz/8IAffvgRNVfkVBBD1PpBGcO55LbROXg4+AYUrR5kdbqu7adtgHb9OlyaOaSWQXQOKpggP9bEG6ggb68xKqcMJbFmntTFr9YHUKPXzBmgok6ogCkCaSQ8IgYJPIkf5RCHA7p+h3j3GmHYY3f/Bv3hDnHYI/Q7dH0HF0Pb5GtVNa+NYA3XIopqOSHnBXlZAK4g9kDUc2dGTRllSVjmBdL5QQAUuYhcCZxtjyXA+aY65rA6tqSDaayGWiGZK5bgIwxEQWnRXpTgnJfgFgPIG0fWmjtLYptbg3GbuY26SDKHvUcTyJDQMBqosPP7x+xR90vZG8JaY20ObGlOJmt2aUMb5mZ27H92m/FSnZg58C4ERAVMNRcN1onSGlcJkrQ9r66BmS1trJl3A1f6/UXXXfWyNpz3DQiltDQglNLSaqOYrcErXX2m92tj8pTSqraXs6pBZqmN9h7H4wF3d3f49ttv0Pc9dJcCwBiGAcfjsdnKWqUJ7LIsWNLcxll6Qcr4liJCFiKIJeIuTpruoXIBI0gARq+tVp2vVq+ndTpWMgBgQ50T3o6MMaFyAVXJFBFIfCkFKFvxDWAFL9l64hVCJaH4e+dbRtzWgd33vNm7ZF26lhEDgOgchkGA6N3dXXs+pYTL5SJqrhtg1vwlXWe3c2193aYGWO9pHyOGrm+ZMFNYNWqfBMnkPkl/TANqaODKeWlkbMBzFUsSoONtvm70DpqYBW+xBHRNodlX1n3AarW4Mqr36MKarGGg/a6OAZc+a3P+oZmoX+z4NGB4DjJeeu3L4GmNKFgk8qXv/Kms1sufuQVhwPPaUqOR0NXfn7vGT/1+fr1XOLs5/AwDVLLtN8NNSqdhFSnwAIJH1zt0HuiiyA87loUanUOMUiwscqfUIiClFCzLgof8AGbGu3c/SlHoPIMIuL+/w36/x/FwQPAO0zii1KyNA9XRoSDKVbq4Ki1i9EvUWp6MqnVaSGIyo260zntwdfIagTWSNbEmuDBeLtQp2mZ3sOm7oqPHBIbIGzd3qzlsOs5tYW1BlvL6JazRHB37d80Lck5YtH9VrVUyT/o6ooq+iwjBIec1LV55jcQx/v/c/dmOJNmWpol9exIRVTVTc3OP6UxVmVVdDbDQBbAv+AK85BMQBHhBkNcE+AZ8A16St7xr8D0aBAh2FYlusiorMyuHOCfixODuNqmqDHvgxVp7i6iHx8kmO7sY3nKOhrmZqamKiuxh/f/617/yRk7g8F4Br43EKAtAXOpisNn8WG3LnQbjaCAjHz9rE13bHIPWMWrASHYkF7RH0RqwN+aystH8tycefpHHNYbcbCbKMhYDVZ6nH1OcokZOJylilrq3lZCpOv3KglEynfekvpeg0zlCGKV4FwlgffBqnKJZACMyA5m/4ixV75XZPowArJISeZkxKWJJ7IeO3jlevzpyOAxkZ8klcbPfUYxnON6LnK9qdTWYS9PIaBwkg6FnWcRx01rD5VToe8vr+1u8c+RiyAnGy6RS2YlxnMkxE2zgMOwZzzNxjtwebuj6gd1hj7GGx5cXlrjwfD7LBpuWdT4ZS6oBy0bCAjWjkdd5WGpmStlTLTCWOWMVCEi3eorUTFYyoGC0ca4SMlTOpLT1QsQ/EuDKmlrU2U5AjTNZ7N+dF9MXL32YCiKxDt0Ot7tluH1Ntz8w3NzR7w74fsCFHhs6rPeVt1ZSrAYbRXv8aOZaZUel1LXdY41Im9KSOL+cuJwuTONMMp1k9J1k7zNW1zrNplunhIiIdZ2pNUk6LczGxK2UVigvM18ulnNeGmhulAlr8+9qFiF1DrVWte5l1WK4SqUqCx3TsvbA+YmEeg00///C4Px3Ocx1jLINTNeMeCURPsi22vVFtgqXyvLXWqJag9yFDoMhl6y/iwS9zinrGN4QjyKRss1Kus239pDxUKBJ1mp9p9l8rgpkqpytSsbkHtOyVcMwYAwNTEtG5KJKFrHvHoaBzz77jGEYuLu7Uze/HoCTNuE9HA4NGFRzCiF5g4Kf3K6NvLdc31YHlBILtfZJ2rj0fU/LdOq4r0YpNTtUJZgf6392lS39yL6Ys8iyUQKnyhy386De6TpWUkwUK+qB+h71udsG1NZacppbvyxZ1/TepLUpszGmmYAcDgdSzozzxOVyEYD1ATD/sBax7Y+tr5bsddvXnZdZMtgKWLbBr7RkWcCAN0Ffs459rj5jmwQ19tjGw4XNOa7xU71ucr11vm3XkbJSBVVOuW090PqDGitkWS7am/Djxy8CRNUL9+Hxcxmn7WCrz/u5v//pIvynzuPjssCfA1YrkPrg+fofCbr/BHL6mXP4h3/Wdrd1PBQBUNtT2ayBGDKURC5R2KPg6HpB4F1QeVyR1GawIgf03jWpSV0UKuOyzGeWJfL27VthfeaJrus4Ho/s9zsOhz1Fi++FYVro+yBZKERu1hZRI+xryZGc1PrcAFEZYLLWU1lyCrp4rYWAV1nEujEAYl+tNETdLFrxtPwMU6j2vdWkQjaMzfiqP6v3VHcV24Lt0rJOAlQTJS3EeWS8nLXotwblwsQYI72EwDMvtD4HOReWFNVlR2RSUo+gRbm9kYBFZX0lLxggET+49x8s4oqwcx0UOj5Wel8XKooCKKl3saUIG1PW192+x4c/+5SOVvtSEbIxV4ypBIIJSGByaz69qCPR6fzCNI54L4FiDcCzWotTJOAmC4ii67Vx7dIkDylnrDP4zktfMg0QBUvYtpkbI9KrLeitv6MgcsQ44/KCI3MYAq/2e97c33LY73i4zIwxcbM7YLuBw/0rjPXMi9TbxHFinmbO88iUCnFMlNIxzkWLhuBykl5ynXf0fU8XOlIsTJdZTA1mdYWMhWA9h37PKZyZ3cTxcMPhcMPrL97gnOPd0yPny5n4x4U5LtJXpO4DdpWyGdZNrYA4uOkEXmP8mvk3ClBDs9suCqIqQyltG9i8nrxGNlKX2EbyZmGtWUbtPNdATloi2RVs7xuI8q6ttiSgCwN+d8twvGc43NLfHOn6Pb7bidmDD6IprPdZB6QhQzXkiHKPssp2KohyzU3NkKKCqPOFaZqxXZDeU9aDlR5VRZsGSy2a1f1CgmFLXTM2HFO9tsIDtOsGkinzLlzVu9SMUwuGqIBhK12TgKuuZ7WOIWepT5HaDJHNXtXBsQKo/2/31F/CUUnIbbC9DcDrtb9ida5fQCHU9b1pwWOqrnyOvpPANOcsvaFSlCw4EjRWANWkYVZaElCBdAPU8qjPL3pfU8qtfm27z9QMW/2+7u9CMsnzz+czwzBs6ucsKUld1fl8ZhxH7u/v2e12fPnllxyPR+5fvZKamxCY55nT6YQxhpubG3a7nQABlaZVpcyW0KqPD2Vp9R5UFcCw29F1fTMKkluRCeq+V+vAqipgXV/yR8eqgLFaS7Veo/q8D4036u9NDVCKXPPaGDnp8KhOcvWo7U2sMaKSmGp5xHrUTFXrR6iycmMMS4r0lzM+yJpJWefrFkSt5hqN8lnHsX7mev1tJbDSh203ZA1OcbkyoFlj9RXgXB/lCkQVfT2TLSllrK2SxDUWqWvPFYjahipljd2yqdb1kLVcRL6XWMiWTyAT9XPHnwrQPpTjfSxjtWaKoIGOze9/7rU+9vN6Pj99X3ntdr6laHDOR1/zY5/j577/+L8LpURZ1PKqU8+sLlekRI7SnHGeRpZ55DKeGS9ncpoxRQqZi7Gt47aVBjY4hAleYg0ko+r9rTbNq+leqQMIvqj8rGuFk/M8C8PuLLbr6DqvKXxhpCipFVB3Dqw3eG3o6b0UGEpySYOYIiCQoinzFNed3VqMDnK70ZoZtqnnuoClxvK0e7YBpQaxfm44awNM688kd7XR02m9Qs7imuVMJnhDSgbnsjy3AaxMyZKpqItS3/WEIN8n7fOy3bCM0d47xlKoduwGazMmQ7KaLq+1T9RGrPX8NwDS6qcsEhhSF6R6nUqtG5Fic1s19h+MwU8dQAHN3QyzFsXL3FplHylJDYwxhWFwFBw//PjEw+N7nl+euYxnxZ+yIFtLk68YtA4pZYa+FxvrcQQjxihYQ5qjuhqtgK6wBlpyerI5SAGsri+g4AocqlIthd7A3hs+P+758v7AYT/QdZ73D48s48Ld8Q39Yc/r+1dgLKeXM/MEl/FMjBPp9MJczqT8xDgl/PMZnMc4Rzx6+t4ynS8E77k53ErgNGXIBt9MThK3/Z43x3vyHOmt5/NX99ze3vLnf/bP2O13zClyOp/4i7/8Sx6fHvnDt38Q84txIltLsa4FZcEHqQuoY1suk9r+27YW1b5ytZjdOrHLTWmVeeQ6obMRQwUj2UZrpP7sihHTTbuahNjKUmXJ6Be1bfe+IzT3u0wsiYQjGYvpb7D7V/j9K/zhFroDJfQUHyguUKw29lUSQ2Z4wehakVNmWSbmZZZ9xBqppbKWftjhrSOnzHgZefvDjzw9PrHMi4DdbsCHXvpDmWqdLiBd5EHCbttScEokmDXfpqGSqfFcG59S7+LU1trhXL0/9c6AFIGv8s2tFMgYK3vFhs2f5om4LIzTJMYi3mOyuQoGa+uJtX/fp3X8QzHAhyqUGrx661r2r2aY6tzY9gUrObc9Om0srj907tOzkf+7SiwWrBHFQ82MNNlYpStr09MCKckYXSWJP33Uz1wD2ZSyyvai7muyT03T1JoxG2OaRO+zN2+4e/WK3TBQSuFyuRDVprvrOo4qTXPWtuzVXkFVLUEom5oaqHWTFtRMqZ5jySp/tFEIBSfyXOccQ9+35+aU1Wq8OvGW1RK9ZhML7VpnrTfyzVBizTJaPe96Uev9bNmlzTjILTtWsd0KbiqoKMA8i915vS8417KH29ff3qOPjcGtnO/jaih0nzTqpigP5xx93zWr9A9BZpXcLSo9HHY7asOIRjBY2YONcR++oagAap+pDAItN4TxFXls2vtGdYK22q6lEhJAy7wBFDXVKNZKPzRnRYpuf37u/mJA1MfS9v/Qcz8OaK7ZgJopWoHUx1/vH36NPwWktutTadF2Ddx/Dpz9qc//MfC0BVHCdhcohmpzXZmBkjPUSbMsLMui2SLJGFki1iQw2qMD1HpZlstMUTl6hpip9UXG+KtrYIz0XML7KxkNoD0JPMY7BWD1ncRYIRaDDyIfdE4fVhv5ObDOYBuBIxDR1GLuLMAC3FowUcSenbJKcYzdAilZZqr73HorViBVn2XreNFMFcgXvQsCVEq5CnazZqJqsOWdurFZZTRM1QKvbCwUav+Nyvgmuzr9VAY9KftebFGjA6MA04BT9sQ5dSqT8SeL8DqGrTFkBVIZAV8YKZ5sgFEGmX5kXZgNbEmYD+fG9uundjRyytRNo0pWo+qm5X5Zl3VMekox0hvqfGIcz8zzhOxsldW0EmSamqUUkN0FD8Ywp0TKUhCdKcwxb5ocVsOSlTlr11YJmbb01/tcqhRNxlNnYHCG467jzd0NnbdSGxRn0jTSe8u+77k97AFDnhdsWlhKwqZInkeWpTAthSk57JgwocM4T6Bn7iwvDw8457l/teCdJziPMRZH7Q9U2IWe4+7AdLhgCxwPNxxvbvnVF19wPB6xwfFyOnF5eeGH4Hn/9gdKSlxy0vtiSDrPqnVuk9lsMlS10aU1q41y7WdjjNFEYG5sqWACI0STEbkZiHkCWiu7zUYZtTGvTn4GQOd6TlkaXmtdkPMBk6UGJSEyTMKAHQ7y6AVAZd9R1CAHY9u6DYj8uAhpVJK8Vm2UWnQt886LUqDrcRjyLGYSz09PXM7nVhvhfYez0sC8YDWXptCostdILdyHKoby4b8rqkIA0mpZ7VsvnBrJ1b1uJSW2pMAKeG3LXq3NQmOM2OClxspsGeqVuf9U15ufU8xck6Mfe6j0kqqYkGMrn6vBolWJZIpROYCVwads/3qdNyKLt1jjWobQ1kDe1vmwpieLZhuFP7y2zv7wUT9fldLN8wJIPFJjiPo56vfVAv3m9rYBpZQSz8/PpJTEoKfruL29XYGBAu++7xm0Hsuwfv4WE3yQOavgowX4VapnxVkwaP+pUgrzPJNIzbBBLNcVpG73RWgTqMo1K1jaXhtrpEaqAuIPpZDo+UlG5Hrtqz/ffo5c1Mpda32u7vsGzDS5bB0PH7lnwFVN1McPVddU4JzElKGa5dTx/mHmrwDLNOOd13tT2ufLihLLh4tOjb/MB3I+lBjXe2rVhGNLiOYt0MXp+lUzrKYRbW08aiaqAjLr1kzhx45fLIjaHj8nsRPm9+Pp/Q8zRR++RF1gtu/9DwKoDVpaA3OoqKlu/qI53gyA7Wfc/Nl28azn9HOfc/1egUgNxsXUXmRwWdiekjJFrU2XeWaaRsbLhfFyZhzPBD/jXaYQagQpA08311qc2neBzju64Jomf4mLuJVok8X94SCTzIB30lMB7JpBMYUQnPR7shV4FYwFrxgIFb+IjbTV74X9p8qkyKS8kNIscpMsfS1kkZLmlsZYrMvKVtvmPFFM2QCiCrqoVOsWQQBrQLEFFrpMoVX5rQ8Cucr35HcmF5wx7IaAcyJbnBS8jpfCXBIJkfWllElZZRPG0HcdKUiRds65NakUW3LNSqk82duNlt1Azqss5mq8FQCpizOKDrMxYAsl1aC9fkb9Oyu1UrYgC0mVFdVr8gEh8CnGNDkXxvNFTQis2tpqjYYN5OKwyZCLxWu8W3Jimkf++Mdv+eN333A6nZjnUQPsTCExDJ0woSFAKW1O3d7c4rxn1Ia7+2HAOs+SC8ZJkCDX2n+cZTcSYMvFVivaukGmCGnG5hlvF3qTuAmGVztPjurmNl9gGdkHx00f6Iy69MUZnyN7X7CDw97tOY+R0zkyppn59MyUDakYLo8yZ4O3Eqy4HfvdjuPxhi507Pu9jJFcuOn3vL6547g78PLyLA2zCyzPJyZjuH9zT9jv+Bd/9k/47NWRzsL7pye++eF7TuPE83kk6wYdYyRbWXOMIhlrTJOftGbgXcAF//OBdlnBadKmsrXeJIsTvGaylUhQ4wjU0lyelCm1N02RjM7QD4TQUYohJqSBcd/T9Tv6wyv629fY3R30e5LpoDgc0izbpHU9l4JzT4mZHCWbH+eF+XJhmSdlyD1dEBDlvIeUmVQK9fL8zDIvrZnmzc0toevBOGKRerC4yMLna61rRYZqra+XSfaitiBUssRhTb3ermX8anF4jEkacG4kPBWU1udJjCPjuAamMS7NVEAyJrS/3QYvdR+utSmf2vHh+lyDtjXQrMHmmmmCGsSKND3nwhJlb1+J0Rm7qVmrBUwG6aeY7FpzVZvsbg9rLMWa5rrrOwGx9b6qs7oANGsIwYmkNSeWxV7FKPWzzPN89Rnr99ujBvQ1s1QzYDFGaaJ7OuGcYxrHFqhba9nv93Rd19aGy+XSTBQqGKlxW5WtbW3X67V1zuFDkHMupfVh6/u+NaIV4wm5R6HrxJ57A7h+bhRuQUMFRfUcrvfONVtSz70BynpNdcw0sm0DbraZwKQKkmEYmCaxnbdulc2utaLSkyuqjPKitWgi/ZR9yHmHK65dxzVzVdoWVBvZkkvLiLog7xO8lIPkHEnRav+6qD0xM8/PL+RcOBxkX/TOrxlLk7Q5sf8gJi8V8daLp2Ti2he0cC2TNEbUWTV7u+0NWkpp4WBGyLtSDXDIoOuRndynAKI+ni7cHj8ni/tY9ujDn8uf1I3gI+9ePvY32/fT7EVDY1vwtAVh1/+ukXrDTts//QDArVfi478vH/ysuZ3oormSDpUZqP2E0mr5meThnWZCKoioD2t1I5cNOoRACI4ueCad5DllBTYyGV3wIgOk6nRlAW99QrJhbcZotCeLaez/ep22O7eyE3pe2+fknCAlYWzV3cUYyE7qjIz+kXKXjV0uKKv2wf03m3tf7+g1uN2c24bVKaUII12uf0fJit0spXhKH+SepCiAUS1U6z0EYUJwUpxuSoFO9blR9OKZQklFi4LrWKrX00jqufXV+emYsga1NG8UjwaUSEZNx3UDVMa0629046pb/zoH1hH7KYIoivQmMtkI2K1sU8tyWEAczKoMNRfJ6j4/P/H8/NSKlp1fGT1jhUltjqLIOK9yPq9NAUMIZKReoDaWNZsx0S5q+6Lr1wb/y8+LWC/mjC0JR8abTLDQOUuMmSUtkBdMiuLG6SyujukcMTnhTWHwFnY9plhyMqTFiDRkLsypkJeEtdB3XsbjHCmh4HAEF9j3+xY0uWLojCfHSOc80zJRgDTPxHGSlgXWcn884gycPv8cHzznaaSYZy7zIoCkWR8rV1llFZuNUoIveyVBAmoutV27et9LQaz8rTop1qlL0UaNhdZ4swGpjDAYK/tc720zVdC1L6aMMw7X9bh+wPd7bNeD78XgQbNCoFInRCZki2Smi75/JcFiXMgp6hJtWgbIqBR7iZFlWZjGSYNDT/ASmNZguKm8NZhu/EqjizYkygdLWhuIGsDVwKxKvLdA4MP6kHqNrFqqt2atyDole9MqC2vvZszV1+2/f54Z/zSOGlf8JCvyEzC1BSZgzJpJ+PBhqDW6G37Q0PrM1ZvZ4pl2Y9e9uN5Xq1LYGru0kWKEqPTeQRZZYY15Pvw8FcjU4LNmnlqfJI0narPdWle3vR7LsjBNEy8ncboVQwoFJMZcX4uNcUmTEqpxw9bNrn1F2g8Mu10DUZOCiet1xbVrVc+9fs0Kdpqao6zXqd6/Cog+JMM/NiY+lsWr98oUyDajOZL2++bOlxIxZ5XvrudtjW1Z+u39EaOr1P425axgQ+LCWgJQ76W8ZwXztCyNnmEjfb2SkdZVe/vV/r22N0gxMo0TXej1+liR8NW4KMs6XPuh1UFdV6iyGY9ls77X+GaVkqrhk7Z62cbtNXNuKufQwrzSjCSSZs2qscfPHb8MEFUQPWlbL6/yAFeD86N//jFwVQdflS9sfr3+u1x9LWV9rSrNkV9sSjqr5W358LX0Bcz6klfxZv3T9uv1M37s9lTQdBXct/Nvyd3NIbukpJi1/gYpijfNglmGn3OW4A1dF5TVlCyULxbvPEO/k6ySd5opKlgjNQhLTJpeXsCY1ly2aH3SskzSWyoEDAHTeUrRLAoSZCodSY6ZbMGGrMyDgKfawM675kMshalGg8aSxFVMq1qsK5C8alMUmBhDrZkqReoOLGwkgnpVP5ycV+C1VlNXMKULScnqIKhBVslYKynjZZkpJUKeKEh9Q44L83ThcjpJN/UstRkSCBl1NlRAah3OdRjNmpViIBW9l8qyGIMxuY03gzQgzPba9amNHSeLYrX1lA1Ix/MGGNZFJJElC5UlaMoo2GKdI+uY/RQRFGAMvgsSpBsas5iTXQPnkjAkLCINeXp64vHxPb//5g/8+ON31P4nw9CRSyTlURl6h6GQ5oXeSXPJV3ev6Lueb394S1giuz3YxXOZZ2IpxBK1eLVmTWmLh2Uz302BtK4PFJGceQv9EOiJuFIgL6RlZFlGlmXCkvA248qMTSPL+ZklZsbnJ0xK9MZyc7hheH1gToYpGh4v8DwW3j6PnKcFyoKhsB96uq7DE0hT5uHdE3e3hje3HfvdjpvDLef9C+fzidubI+M48u79Oy7TyOX5wniShrBdHzjeHXm1v6P7s3/G/fv3ON/x7Y8/krGcLhemaWpSDJ2sV85g3lmGTmpzOi8uoyUv1NhPgkMjkrZSuIzi0lW0YecaBtS1uwboDVm1HTamRef2LNfTFVlHNfu1xESJmRKh9wPD/p797Rv2xzf44RYTOmLOmGzwWUZVUUVBjAvee3YGYcSXyDRemKeZaRSmfVC2PviAtY6Yksj4Xs48Pr3w9uGRyyR1CtYH+t0e34sDYHAWm6X2C8B5K+RKXSc2wCTrjpGKyiGLyGacBeNMc+QLoWvZbQmIJw1sozRlVVKu1hbItJPApyobTqeTuKTFGWssfde1XjqSFTYtoPuY5OjTOUQenLY2qqyZGtDal/whmIScJctS16hpntdaqGUmxSpBc0j7jBljhBjaD4MYN5wvUArOSxuEZZl1n1UFh5WslQ9ds+GOaZWuG2MI2rdQeupFZgUd1ZzB+9DqQc8qK5UMkUrS21xis55Vo4fqVhe4u7vj/v5eCatnpnHEOcfxeATgcj4zz/O6bzrH+XLhdHrhdJY91jpp7HvYS3Z8mmYdZ0sDk7vdjlevXtEPPcNuYBolq/f8/Mw0ja3XlBhVWHbD0JwJU4zM1jRwUPKGFAWtkdaAvGQul4sYQ3WdDge5JtM0tXvtvVcpnGZL0Myrxli1cW4FhpU4zaWsJKet5jpdMwWrNvLTNHE+n1vmDyCEjq7r2Q2D9jWsLTBWCWQ1s7G2vp6SuGUFPilHpmWSeqhNLZ1kp1HXzUWzjDOnlxeccyzLDAi5UnsYVtmyZJe2tQTy+azKW4XXabY4cq5a+yTZcppk0NlIKrUnWyYliZXTkloMWAFUMgmDxcQMFqJN14Dug+OXAaLgJ0hiCy9qrcBPD4EWPyf3a9BH6VtJkerlrhKvokz6FhVVMNR+pv8RCpMVwm5CyWvimCuLI/3N9Se4ZgMLyvLXkH7DAm7ZIMqqazbUDJRaXJfSrLbFvCDqoqygqgVdsjFZFFzohG2shZGftwRQ1mZzDcTkJuFb2UexDs5Z6nOss+Syym/qxZBPKO9/3chV4W7ZPFDgXAFUPaGiVVxmw15oMFmR65X2e3PN19TTFpZ+CKb1PlyB4hVsyHXMP30gGadSIiUtDeDkFMkxanC01JZzKn00cv+MwSTVPjs572a1Scs/0dL5Naisn1FJ+sqGC/ti2jyQrJLWRBmwdiPjU8lB60Vk6ry5ZnradbjKxn6ihwGcSEfXolaRqFA2NXhUzTbMk9jAnhQMF9SxyFlssWpQoPetyNxwQTa0PgwqExHnOG8gFbGoLTkT1R5fMoAb9qWygvW8y09Hbc0aWid1SQ4t6jWikZ+W2LTopmRMTqRlJsVMmhcs4Lyn73Ycj/fE7IjZYbqE7TKRM6FbyHECMjsNdE02lFRY5kRKBWc9wfcM/U4kXUlohBB6pmkB4zidX8gpM40LFEO5NVjj2fUHDruF28MdL5eJ25tTG+LzPJFi1DomlWQUIXbaA+l1JWt9ok5cg9gXm01/uJ+sFxQwWhGqDGXNSDUirpi2xtZ12ln0YdbSzAK5WIzt8GGHDwO+GzA2AMpqK/0pzxUCKudESYacIzkt0g4hzsQ4IWY4Im+uZdEgS05Kmcs4cx5nLtPCEi3GeqwLWC/1Sq2JroXiKjBfibn6tY6nCpokQNM6nLr+GxpAqpFMaZ+hNtbMUDYy+zonlBgopRCLgoraXycXcGh91TpHG4jSs/wk8RN1mJWrgO3jz9sQp7pvtqyDFu/nqI9qea9svlUFQSlr3zrZF9Y6Gh3ejQhre0MFU2ZVODRHUK4f26xjVfrUzM3aa0zikkqAtEbZbaBplsS7Nm8EzDn6fmC320mWRLOsGNNqh+v3OWfJAtfMkIKj2v8p5yzrFOB9EJlWXGSspkzfi1xvp0YWu14NL4Czd1zO51aP1OzI1fzJUEjZtr2ymNLajBigZLO5Dmt2pMr7Sh3/mwxee2wApt5RBSq5AcCCENJXhGadOJt7ss2+1axVlTlux+BKUFBv0ErUte90rOh7bTNRLeNUY1PNfpW4OvytJIFkIGNciMuicVCNq8rVNbqO72v8vZ0wsM1OSFZxzebWOmdjJCaq7qw/yfzlQjZZXQVRMJnVeyuv7R4+cvxyQFR1N8D89HeGZqW11rfQcI3QGDSk2gZODbx1YJisUivdUI2mJawCLFt7COkmLXU3yIDRDbb2zFm36KKDvRaHy88NGiDXc60fshSSBkIpJzBrejgVQcXVarGde0GzCKkNDq+OXlGbms2XWZF1lJ4x88Q8n5nGF+bzE/P4DPOMy5DnTMqwnDMuFfx+EFMHwBZDXiImQXRIcGEkexGMEUlGycTlIptsTJoGTm2iSqAIpUgxiXUeFxxaoi0LZjZY66XRph2wxkOSAug4CSjxrhZfOoyVh9zJjHe68CsRUUrSGEuuXets3fpHyblDXIdcxVPUsWQk8NwEV3VJyyrJK6k64WkvoDRDjKTpREoLeRnJeSEuIylLkHAZR+bpoi6JE1WUJ4wyONUWl6wAtcgmYawRy3lU2wt443DGrYtnreHwtoHQUjLZ5caCabQmc8PQQJhtwFu/1kAwIfPAGXE9zGqkkQtl4yT2KR/FGObg6PuASZkyjSoTjXjAo4sxmc5BsfDy/pF3P/7I+4cnHl/O4D3FKgtowHsjNUOASYmSIvvDDXeH1xz3bwh9x+3+XurX5jMYRzdcKMsM44wh4TcGBrV2pBbeyuZAA+FFgx3rHSYncjS43Z79zS3+/pZye+DH9yfevRt5dyosCWIcyfFMOXviXIiXRPA9fviM491X/JM/+09JeGIJ7N+98P75wpvPMykX4vxMjgvT5URcIqfTheQM4RBwZqAb7vDdHtxeiIBg6e2B0Gdi2bGbJg6TzossstbHR93gC6R8w+f3v2O/f82XX/yG73/4nnfv3/Htt9+I69w0kUshdKK53+/AkmB8huBxYUeVHBWdU8Z4wKpsTCkB43TDr8XGluI82Rii1aAoVehs8doM2BqRTQUXcdaw7zP7wTB0hS6Ac4Zceuh2dMMbhsNX9MM9XTgwJZGFeJUiSZmVkjpFpJg5RsaXs9ZmzCovmtjvDnRhT4yyB0znC9Z69sMtcZz42797y7ffPPH9E/S7PcdXnzHcvKbrDmJCAeS8YHK1QzZCEGhvPIzDBA9ZJMMxJ5YlEnMh5qI1MRKc+uCxzoArxDzr3qQg3eTGfomcPEJ2FOfoOpVVWVVx5CT1pEmlqLAqBSgsZcEXCU9qFU9Uq+etXfWnchgQRWgF6TVL0YBIrdNwLbCrzeRdNd+IsseTEsRImSbSOLKcz9zcHbnbD+yCo3OF6TISU7X2zngvBlQxLZS8aVhKJWlWq3tbwJSCL6KYSBpjlXkhGYCkFuBi+tJ3XTMJ0Q1IFCymcBnPmr0RYnXo96SUuFwu0lPIV3kfONcx9Hte3b3m9evP+Lu//RvO5xNd17E/7JtN9+PTM8579vsDmIxz0HUDx6Mjxsz+cMtut+d8uRCjNEp9/fpzMau42XM+X/j9179nHC+8vDzhreGm73hz94qb21t+99WXLMvCv/+rv+Ll5YV+6PHOs9sLsHuXE0uUoDSlLIRxlqboIiss+OAoxRJzwqSVBGsKkaQyeS9ueV6bVWOtAE8KXd9LTOqkW12MEtTnmLHFSUhsNAbS2FNKNtZ+SV3XX/WgmrRvZQhBjCiWyNPTM9999wNPTy/Mc22QvYJAYz4oP9DYynh3VT++pMySEnNOhD4wsGOcZ5a48PIipiA3N7fMcWZJE5fLmYf377l/c8/d/VEbJCeRzykAkuxcR42P6uetuKpmbqVnnScXiUfnZaKQudkHSQpYIGdyjisPjMF6q+ToKH3C6Ai+wzq5lmDwnbtyKP7w+OWAKFaJnHwHK65fv2zB6MbNuv18Rd4b1oUNb64Lgq7V7Wt9AVM18awSwMrA1Be4ymDJM/VX128qOsrNibdz0UFJZabqn5fG6K0gymicXNqjBrQ1i7C1zc5pFlenNFHSLBmREkHtt8U+t0BWwFgMzlicsc27iRYwoxtjglrUWER6J9kulfHpeZf29dqtRy6SXRlGrU2yzmuxuDzW2i59f2Ve1odKAowBmwSTGisLi3ESJGj26zqDs179lV2RgKq9nv4k632ozMh1AKsFio2Fk6yf2Fgv0g0+x9YcM6aocotF7VCT9ulQBxnW7J/kPtZxIIBINzdT+3h8mBXS0WnYZI+Aok10rYDVinlWEqeuIpsJspknRdG7qb8369DerECf9FGAYqWejDrOELMGZ4wEnmoAQhLjkPFy5nI+S2G3Bn4AqWScMn+WOkfkd8EFhrAjuA5vO7GD1h5GsrjXru91rGk2Ug1V5C7VG7RlBeX4kL00zuOHHkIgWcu4ZF6myKLBsGw6UQvDkbFCIIQbuv5Iv7snFY8rjmHv2eeeARmTcfKkOHPCMLuJZUpiBdwNV3baGE8xnoKXxs6m4PyOUDzZCEO8qGlKStJUmpxwxtEFA9bggmWeZkrOnB6fyXPkXEQGZjKyIcaoa0AWmVoJ+nl0HVMdfNXs1wL9di0FLen6JeM+q6teNgZ068xKkEnNIlR5t7iJCoGT0sKYwdJjbY/v9+wOd1jXCUCMmdTILx0nxrT3lzU3EcuioGQBEtYUDNLaQXQ2WmBeDMu0cDlPvH944fk0kgjgeny/w/ke5zSAEJgo60pVSGz2H7kkkrnMCBmVigAqCcYEkFYJkVG5UbXN/rCR7tXyYDbjF1Y3s2oAoK9Rs2XSXDpf7ZOtM1ipLoufXk1U3cLrN1f7Y7s861wu2zlf96O615fqDil7TdG1SAC6EIk5V/XDQilFiboiplP1Pm3iq7qCmHYmKIWwlW4rrSBpDgV9Weq1WtBTlTLyVzULURwyVxFTKQnUbTuLUgreB4Zhh3MeECnYskSGYWgOfbXWSrYwXR2LGkOkNeOBgtJqcmKdox8GvvzqK8ZxJKXM48N75umCAZZ5Bp2ffhjou8Dx5gZjap8ri3eWki1d8EJq5ijruBpE5ZylpaBKZgu0khBxUd3kVFusJz9JJG1hscaG1dpc9nVzVZ9VEGtuYyWOkP+v17I9T/9dGwTHmLA2sfZuq7VRH85h04bfT0fy+nXbapFSs9cZ4+xq654LMYr7ZtJ4Sdw4o0iAU1rXjLoWlquonQ/CufbcStw3uV29DmVT0mCuXkoz6vJixtTMqb6fWX/fYsUP3/eD45cDorY3q4GhGtDqRDcfPP9qP1SAYWXaW2M13tvAnyrhqu9V91Sp2tTXqwNyZWhkj7k+h9Zcs7242lDXjmgabBpbJNWLfJW3lU2isgVWQYf0H1CbSwU7zoh23lp1ZFM7kflyJqcFTMbmjCFqHcRJ+kPNF0pa8IxgIsYXwU2Ax+KNJRhHZzy97/HOYor0Xio5qWQlI8gkyWczyGvnvOp0q5NQTjrZLUbdynJJLDFivcdjJID00svFOksXOt2YPUbrf0pGFnqbpW+DWeTWpKj3VoIcY6MyNwFjHS4k7MZaczvw9Wpjikh+6jlX0QPFrgCiiE9gk/xkCWxls0rNmat+HxfVTk8XUlxYlokUF6ZJmgxP08RSbWiT1iOoeUfwQXufiKShFjK2saPPxXlMkRoFuf+KiHS8Gh2YdXG+kvwpmCpZMk3yBlUOaHSoKnjVIvdSr13W11XctEqRfrKyfnqHMWTvxVyiJFyRbGtvDJ2FzhpSlHsynl+4xInvv/uGP/7wR+Y4kxFjClsKmEznDLu+wxkDMWJMhzOOm/6OVzef04dbMBZvO7wNch+NtAiwzsjGa2oNY5E6LK3lk0DbKHlCA89bBrlmzF3f0x/vyMFySvDj6cIf3z9DLnjnVEIxEVzGFIe3A0N/x6vX/5Tjq1+xu/0N8yIOc3ev7tjdZowVgBfHJ+I88Tj8yDRN7HYnnAscX73m9u6Om5tX4i5HIBGJJTEtM0tMGH9DCIaOmtmVwGeZZ8mkTxMpz8zlzM7uubW3HIYDX735gttw4OH9e7777o/qQveONC68zGeMKbgAeT+w34mjFDisD1jbNSetFCPLnKT5rJHeSCYjWXsjIChRezY5Ch5jPcZ4bOkwiCzTE5men4g5EbzB2sL58kKKidPzyN3xK7744jOOn/2a3/zz/xHPKXI6nZmiSEI648XhzndYA8ui/aCWhZRnYhyhREpJBO8YuoFxvHA5vxDcDmc7bo835AR/9zff8u23P/Bv/+1/YFwy4fCa4faO3fEzhv0doduJPK6URqChLR6yqQYmtq0pKReWDEsqzM0AT0g2kVn19H1H6AIYSLM0eY0aqIt8bOOoV6pjqywmOWVx54qJ08up1fVYa+mGAa8mRrEkYo6kkhtZCFBiDaA/PRBFkUykUeBRs1Db+idp9G3J1mCSAk4lV0ouIo1K0v8xLpKpTPMMOeKdYegclkRaEnEambUnUylSf4vON9lXXIuDGmCyYu1dXXRBtyKL/g0KRsQQYJpnxvHCskzSZLsUyVIaAyUr0EikHBVYZWIc8b7j1f299FyaZ0oRI6rj8Y5f//q3gOH56cQSpbbuzWefsdvtFPwkul76sg3DAEb295fTiafHR37/h9/z7t07AXgZvvvue0rJuNATuo5/+Z/9K0II/I//84m//Zv/wP/t//pfcn564v27dwyho3eO3eFA13X8sz//M5Zl4fH5aW3yC9wdb5mXBe9r1lCypCnpepfiGuDHRLJJLeStWpev5ig55XYdjLMNnBprmV5eAOj7Hmsth8MNhcK8SB3atMxtvrV6Kr2n1ekyLhMxSr2m9+L8m3Km64YWc+ZccFaMYnyte9uA/JzrvZXRUqgxn44dIz1Ka8+spDVyoRNnw6w1n+LsLPJMiY0sp/MLt/OtzoekmaLcYpktsLuaTG3kSuRW43Fva/+v67GX1dCr1ZuZjUsfHalkcS8MHhdqVktVX941tdjHjl8MiKq663pdTGtWq+wFfPB7s6JMPbZB5Po3dRmS4DBvGJcqlLGmOqzUoLrWl9T3lsCx/t7ICbT3aoCuMiSsJ1udRq7+Z2pGRCZSipWJXJSZWydh5abZ4rxSMCViycKEGgNeSuBNshTnyC6QI2SXWIgsLJTosXi8zeI2liIpGpZloiSLMamBt62kyKpOXXo6FYpJOJ8hG1x16aEWzG70sVUHm4T5cIrwr1yAqmsMtEaTYiAhhf0lG3I2yohZME6CfoyAn1zAOoqx2FKwTtx+nEu6M9Sgv94zU13KZeLr6Kv/LT9hCa8zay0Tpc11q643LrMW9a4d0mNMrfGdFGeuRcXXdXzXjODGDkWuuxWXmQZi2mBvk6FCqTYOjYKd+rWCoTZ+179o/2rf19c2bK7bx2sPP9XDKGNFkXHtnZMgQetbBJQIQJrmkfN45unlieeXJwoCLLZMsjFid22w5FQwXuZN6Dr6fsBaTzaFmm2VczAtI1XrElfyZrOOtLqUdfOodVAyXxOWQnCGzls6L3m0ZUlMszx2vdfgV2q3lpTJyWFdwHcD+8ORfjhgXQdRbHyd7+h9BXgZz47kLOO4x1jPUiQ7M+wPdP0gr021w9XEibqyGePaOlr0+lugH6QmLPhAzBMuQjIzEYN3AWv9pvj5AMWwzGeWaElR6jCFObQbptesa1FWh9BcMzHrFdyyn5VNX3m2eickS1wKLDGRSuQyTVhmLrMBk3kZLyKVMhbTdQw3t9i+l2tRJLjwzoEGUdVZLFOYl4WcZP3IRS2G1Q3QbaXI0IKcZZ6Zp8S7t295eP+eyzSRssX1QYwBQof1m7XV1OyBaUuhDCu9GBrEVnZ6ZaPl772rhje2GdtgRMyAqVmTLWtsrv5dlSFQNmtjbD1ttk58xhpsbfsAbX5tA6mrYvNP5Kjz12jQvc0U1IX3KlY0UJu3NoWHPqlKJeMi8YJTEybvvUgkm2Kirk8KPMt6P9q93Fhgb5vsXp17rafU+wMoEeDJoZO+jymue33Jcm81++E3jW2rTbZ3jlQgWUff9RwOB24OBw6HQwPXyyImMDe3t+z3e/08gBGjhPcPD2JwsSw8vH/g4fGR7777jsfHR7quR0ybRnIpPD09cbi54eXlhZvbW26Pt7z57A2/+90/4fnhPU/7Ha9fv+Z4d6ftR6pNutX12zFNM8bI5/NFgIfwDEJaGmsF+G/uet9rU1wNRySbJHv6VY8tnQeWog2QJRtegYTRdbV8MM+2xiTtHrHKdoUoWeej2NTL/a7vv73vIslcSdPywaBcf74hVZVw3dYX1fdpmdUi4yht6tycknpp486ZS1URrOfczuEDLGWuPtoqP1zHrdaRYaiKqZ/Un21A6Ifurutd/NPHLwJECUeRf/KzOpWNtAdtm2OTam0Xa/1PTf5XUYellVjqK5krgFAD0Bq8ou+rvRcRO28NOjWolL9XJFtWY4q65dIWfpGy1PqV6jySFWlV6VvShcUYof9sk7FlVRptdMlZ6oWGIA1qh14c3lIXKNmSdgIZbdmTlpllGhnPjvFiGLvEPBnSPFJyYlnO5GSgjNL/wZvWtK7zjk77RoSuFicbbEqEkrFh1r5Rqoefq92mpIiXJWLsgpsmWahDwHehFaB6Lza8IhEU8OaMaKm9UalUmUW2EBNFm0Ya58E6KajFEDXgccuMdVI8GoK46Qi7oh3BjSEr+6bea5tiwdLuvd66tvnkLFKj6qIlxbyRZR5JMXK+nInzzOV0lo0tL6QUmeaJZV4Yx0mtPUXTXNldWKUOtmU5a+Amgb1IfizGa5DYFt4V0G/BkI7Oq38LebDKW3MF9xs4hamSARVvmHpN6rnmBqTafPvEAZXB4HGYHPHGsd/t6Ch4ElatrYsV0Pz++R0/Przj6z/8Pd++/Z5CxHlY5tRIFm8sQxik+ekC1nv6MHBzc+Tu/p5IYY6xZWDQwLZznqzBcTUaUfTfVu/qXlUVeBUES84lY/NMZzM3neWmDxyHnnk+c7qMvDwvPL9EXh1vOB534HqWEkhzouDwwx3723vefPVrdnuVnzEyx8SwG+iGHalIMbbtHSUtxCKWxd3hFus8h9sjIfRkI/KZJSbmJL3NrPNi6641SvM0Nbmy857b41HZb5jjxGV64Tw/c5qeOL2cWeaMwRPCwKu71+z3N9p77cLTC2AyfV9d3bqN/aZktWNKxIQWuOvcMeIwZ4zgZLLYt6tXDajMUjRIAjpLMUwvZ9J84eXhEcNEsZa+s5zmC0O/53j3GbvXn/PZP/kz7P7Aw+VM1Pl0vD1ojYM4Pc7zRIyR0+lZ6hiWC5CxRpygrNuYZliP95b9/oC3gR9/eM/jwzN/8e/+He/ePzFeLriw4zD0DMMg901t9o1ed+8DBXQNKrr2GV0PCyiDnNLaOLQysF034L2nC2FtJG0MxrpWT1zJxyt5aSOApIF1SolxmlgWcVbLWxtsI2udc/LBS9qaFslaXNdDu8mUfDJHQRomF7eSdVctKVYpfJ34rZ5VQRRK4i3zrL3BTuKm2w0M/cAw7FjGM3GO5FTaPNOFH2OkuWttseDUgMHpntypYUwNhmMpbY/aZgVykB5L+2FHHwKH3cD5cuYyjjy/PDGqa19KiaHrKCUwzTMFkeNmJ+9pvexy9/f3fPnVr/jVV7/ii88+42/+9m949+4d43ymHzp+/ZvfcLy95ce3b7lcRjideHh85Ouvv+bl5YWnpyfev3/P48MDp/OJeZ7ZH27wPkh9u7EsX/+e82Xkv/lv/l/89ne/4T//n/zn/Nnw53z+5g3Pjw88vHtH3wWC9/z1X/0Vb9++ZdT6oePxqJ9fSA+pKzKEsIARO++YEk4NPryLrR/R0O/FUfEi616zoS/ixjir02LKWVQMVhySffCgap8qUVziovuGAB1RsazzoNYGOVX3yM8qEJJ73PeyRhwOB5mP40jfda2xsPNeItSrkgx5/fpWuYIofV/hnWrvrKzA3rXMmzhzipHGNE5cxgvn04lSSnNZHKepZc+cZkTr3Egblz5bVTTtc2+BZP23Ol2WzDIvJLvKQJ1es63lu8yF9Vp+2M+rxu8/d/wiQBSsIdv2UAzTwopSyipTMmteaH2FldJZpd/iWNGYRXPNwK/M7zUbX3cFowGPbLj6b0QKUkEYNXOjG7IRaq8BpqILZOURVuZOf5fEBrRaeMvLqv7YiZyiWnRXB6/Oix4/eBnC4txpKM5rNscyj1Esd/PCMl/E7CCOpDhRUhIAYg0xAqphLQWsqUWtZi1aVJbCGSOWynovUl1YS9XD1g1BJ9aGzdgi/61vfwW11krerRS1eY1af0XGOnGmss7J+WlflqybvmxQYKOkuH1cMA6sca05HUhRZKk3uGyBgll/rue61R9XYNUa20XNQs2zpKbnSUBU2oCoZZEO7UYAjQA7Wo+VrXMMm/NgM1bByOKqC2EtOFZYv/5ZG7cVHl0/x6gd67Y59ZYB3n61ZgVXJhcwVkayrc2Nr5//KR4lF/IcCUU2Je8MtvazIGFKYkkT0zLx+PLI+8d3nMYXpuVCsbmxXrVWxmoWygAlG5wNdN2OEHqc76TXT92QClrvthIKqz2wu5ofWyKw1U8Ia6NrjpgSeAO74NgFSx8s85SZx4Wsjo/9rmd/s8eFHdiOJUkQfHs4sjvc0e8OuNCTEUFhKrCkBMuCsRLYrdbXSkpZj3Ee4wLFWrFqz4UlJTHPsVY/q4L3outhC65tW2OMFWDT04PLmADjZWKaIvv9CFiC77VQvDDPE8O+o5SIdRkXxMAGzfKLNLhu7DVALeu6amrxtHwyWbAUOBmLuMtByiK5IUsD0bTMLFnWoiUbOhvY3b7i9uaOL7/6LfdffMnu9ojtAktO2nzSMfQSqCza0PJ8PrMsC+fLhZQjKakttZW+ZN5YYeobqDOcXs7kWPjm99/y8PDE09Mj42WU8RMkC+VDIIROgoKNg97KvOr60AqLZW286rHTwJDI+LzaqtfnNRCFPE+COrnGzVG0rGO2NoEXgLbaWdej9QeqGavCR8b/5jP84y4F/5GODyOc0gLPFgdsAtdKh617la7lyugXDVitN/R9J1LLriNOF5UxrTUuW2Z/bUJ6zcZDzSTklmVoRLMeLXMCQM28y17jfcD72NwgtzFby4bV19Fg2jtP13Xc3t7y+eefs9vvALReJqn1eM/L6YVlWfjmm294OZ34/rvvef/+PX//93+vksKRy/nMOI4tEJ8mkRh2w4C1hnmW5r3fffcdzlt+9c2v8NZii2HY7/ls6FSNYHn99ATO8cP337PMcwu8Dzc3hHkmpoTPmRA6jY1qgGhaRqlmNXKWjKC3/go0V6e8ek9ijE2ZYzVL2Pc9rW60bJovl3RFxrZ7qCS7xSjAUpdlY8BI89vadFfaCFTVFi3L1TJHZo0TZK5mHYZ1fK5ApPaD2o6jWlLg7Er+ppSYpol5Eit5H4L2WlSHzo2h11YNVDQWt2YFN6Z97uv33a47tbasZsfqfNvGLzUeaue8+V0d760J+M8cvyAQtVkwQKVHsoyI0Us1jJCvbhsqmvVvKzMsbadqwCkXPW3BUpvoK4RSjEQbnxWB181Xn2Qa2DFkswlCKdiUWjfv3G6iFE/XDNSq6dYBs2mkKI4kMvi8NZoV8tLDwTlqKWZwAqYKUqMzj+IkYvHa/wFOZma5RHI8MZ7fM48nlnkkL7MuwgZvLcFlKJ4uSArcebBqFrNF59Y5jFcmzVqsLnbS7VuZzFKork81hQuVUbUtUHROhdaadTKahTKI9I9sSNlgksEmh+9EgmiNMttBgp08RWLKzMtCMomMOOU45yFIyr3at2LVtavKoz4C3VfwreNtu8FUVihG5mVWXfqFeZ65XETjv8RZeyGMUkwZI04zes5ajHP40LUGnSsLeyXiasCqAS0cScd/IolhREX3rIvzx6Q0dd7UxewKIP6JrzVdb8gUY8nkq+DnUwdRy3mh6x3OW4JzUKT/SSFSTOS8nDlPJ757+y2//+M3PD6/5zye8PtOAbrM1853BKc1TNmAha7bcXNzxzDc0IUdY0xSqJ8LpQIoIzUgUBj6gVU6K2NCJKtFA6dC22M0Oy7W3glfIoO1vNoFjjvHYbA8P2bOLyNpkWaPN8cbXr15RRhugY4xLQTbcXz9Fcc3X7I7vgICS4Gowfs4L8wp03UO5+RcUoYpZ2IuYD3FBnCBZCwpSiZa6iMAs9pVpxglsKvj2ru1Eaj+1wdPGA4MDBzKLSkacnaQLcNwRqS1ifv7V+Jet7xIHdVyZkkz03xSTb5IenMupCiyxqTrlCli7OJtaGO5kMm1ELA4KF7GezaUmMlLIsfMeBmJy4UUC94ZluIw3Y43X/2Ozz7/gn/xn/5Lbg5vOL76nJwsU4ocDwOHw47jYU8IgXcPj8zTyLv375lnIV/EdjdinSEER+gcxhliAmML3nishR+/f8fL4wv/9f/z3/L08MT7d0/kbBmGO0K/p+/3DP2e3bDTAG/NbBpbG5NrVsfq/mqk10w1e1iDhVXmIix1J9cpZWJdZ1RC6V2tDdmYB2nwkpLsCRKIpBZIOi/1a9YaVQwIkIqpBjMWzHouxtag3Wz2z0/naPth+27L9gtRWAPZXFL7jGbzxwaJi1KUPSjHiN/tuDnsuTnsORwOXF6eRCq5SGPwJgnVOKX2GGpganOOIhPcnPAHIKtai1NjMAUdTk0fckr0IZAWL608qgV7KUouC2ZPS+Tl6YnD4Ybb4x2ff/45//zP/xkgIDqq6cD9mzfs9gPfffcdy7LwF3/x73l8fOTrr3/Pw8MDX3/9dcuqVYCQtb69tqC4DzLPx/ECFP79X/57Hh8f6EPH3as7vvzic+4/e83rLz9fL4Rz3L/7jMs48vT4SOgkQ9MNvQC2cVwDd72jLiVsjM3go9OebtT7nmqZg9znpd4f5yRumBcx3FJHOqdGGNbaltWrNWG1/qwqabageFqEONvvD4QQCKECs0AIgWHoFXSHBkAqUCjq4GuMrMv1dyCS6JxjqzEVcsW3+V5quQESO0gTbpXJaUZtWRbO5xPjODKOI9Y5AVXaUJxt7GGqs3BVe10DxjX22BIA2id1S05oDN6s9vW16vhfpYm0GKm+fr0u4zj+ROK6PX4RIKohRliRJDU3YJo7D6AW1qaxvpsnK4MFa7pPhICUGqBaGm3fskdFi8xkIBjNztQb2kRTpgm+qCww9dUqqCoFm8ScwYjDhJ5GbVarUkLNPlQZl7Uea5CGiEb7nSD5M+cguIIlYnKkqJ0sJgLiypdS5HI+SR1SXGQBLpnz6YWnh/c8vX/L6fm9StAWbEny+qHDOWkW2QXfmlaKjEP733iH1zR/8BVZgfOhpUyNdfhulFqKGGWztuujdQBXQwXRYzvNPAm8pWWTNNBE5HbWyWt0OeOVBUs50VnXrptIEC1Yh++CsmKuMUv1fKrrlrg4SoFkWwbrYKqoSsdRBU45RinojYv22BFtrzBNtaN3aYvj+TK2iW21DsJVKUWnDm2aQm4knakp7DVDVSukjFF3H2uERa5B3wc45kPJ3TbzVH/2k39vmJ2fPodWILjlgD/5bFQBVwwmiSPZYhImz5gccVaa7F6mE4/P7/jh3fd8//Y75jyByyRl5Wq/HGvEAz1HwFuC8fRhz264wVgvGQW1j67MoMHo2HV4n+lCAIwAfbZOpYXmRrZh6uRrxpZIZzO74LjdBYZgsWTSMjJeXrA2sxs8odth/Z4lO3I2zNlhbUd/8wq/uyEimZcYhWxCC5CXZSH00ndoiYmIIRbDwkpMZOsq4yLJHHUltUabLeakNVgi83DWMvS9rDFquy+1Q+AcGCPPORyOgKPzPdMoRi0xLhjrWOKEmywxzZI4mhGDh5JJuvxLlsviHFinO0xjHa3aLss6kDTjLplqK7WYKZNiIS2RFKW3SYrVXdOD8Rjbs9vfsdvf0e1usKEnFkRW1++5OQwMfeB8FvOJp5cT87xgQKUugZKlrsOUQiQzp8g0z2IDXhLLeWKZFv749be8PJ/48ce3LcsogNDRdT3H45HDzQ1dP+C8SERrVk6HvGZDM81b0qBBRm4B0krq1P1NiRjdZFudEitDLoRLkQJ6W91HaUXpWWXrNYisgYoPlVRb6xEqFSqBzTYDpa6A6dMDUaBwdg0tANq1+dDRtpS69muWoMm6ouxBVZ7kLMPQE3xozVeXRWrOamPYavFvPggEvfdiT67kZs5W6piM1tNswFK9Z85ahmEgqJHBMs8qTV20ttGzH6TVQNTal6QSLTE6SFhv2PUqOTWGZZ55fnoS2agL7HY77o53hK4j5cz/+9/+W06nM99+8w2XceTl9EJMkf1hT5WANtJRAb3Vazgvs9RrxSgSXiDGRZp/j2denp/47TKx2w2EvseHwOF4i/OeP/vn/4zTy4t23pHPfj6fOb2cGC8XniviNAZrReKYvKfkrNbitgGeumyv/ZJkHoQQVofemiWuZGmMZL039ZFzZokzSYnjbQ1jBWlJzV7kZ+rmaeU9L5eLgsyxjRORtHWEKFmhvAH4LalR49Y6jmlea/J7feo2c2N1f3TWNTfWeZ6Z50UNNZL2Alvr52qfppy07pi1OrXGca1HnWai1jmTN4mL67r+dn1S+kkMVOdjjVODAu8qbW1y5Z85fhEgCqP1KT8JCM1VZkiAil6YUtpNLNv/FN3PFTiJs5jRTaPa8dU/lMXYK6GfdfOtOm+o4KlC1apXbjnD9r1I/DImLeqElBpT7bxYwzqnGSZnqQXs1hr6TsGM9vqh1uGkpLr41JjCZZrEIY+ZUqR3RIoLT89PxGVhupwVTM1czmdOL8+8vDxxenkSkJIznbcClGzAe0Pfe/oQGAZhT3xwLYPjvBTHN82sMobNMKFkjJsJlwuYRW03dRPVxaE6v4iXfy1k1dQsBXIUJi7OErhFKShNWSSD1nliTnRJnFZ8ijjfgTe6sBtx0nIe3/V43+kiL8GYpsHqXdLHRv65jrg60DQTqkW8MQpwWhaWWdz3YpSALlebXmQSL8vCOE2czmcBTlV37pxkE/1GbuOEKU4x1aWqvX9lLCsVUDdgo0BKJs1PAcx2gzaK8MUlSZnNj4Coukh8VN5XdELlar39ERD2CR4GcNlAFKA8p4g1i/QdKgljEy+XZ94+/Mi3P37DN9//gTnP4IQpLqwgyllp6JgiQijYnl2352Z/xLqOmE3LQkkoKGRJRjbmgqfvem1yKtM/Vdq6BqzKVlcgJetNxJnI4DKHzvDq0NEHi82JOF04vzwKiNoHQr/DhQNTtCwRpuIItmc4vqY7HFmQzMuSMqlYjPPEODEvC3sOGB9IaRYAVQRIyULrSGatvcnGUJxpYDGnzKISv5wkuAjeM+z3IhtVN6ZcspADWXp3OGc5Hu/Z74/c7I/M08Tp/MI8T2As83whdI5lGSkmEXMSG3FEMmiVCbVO1nMvjetIqUpeBEQJUy/Bf+36kIqRJThm4iK6egkIxY3OW0uxlmI6rN+xv3nF7uYV/e4W6wbmlDnud7x58zlDMARn+P3br3l+euY8zqRc8N1O10TJ+s2pUFKWNCCSiZguJ+bxwrvv33J6eubrv/47zi9ndn7AW0+wYinvnGPoe169uheTj2FoZiWruZ3M5bquKivSQGXtwdPkLo1f0TlvTFsTKbXlw7UsSSYVDUiJy5fck/r6Vf5dCR4f1jpZo5kRAVBFwZ8w45I1sfWU/2RQ88s8NlLEGtQoBV4L4JvsX2MNi5JiVWasJJ40KpW90HnHMPR0XcBb1xj/2qjWWwdGjB6MMWqRLgF6CIGSc5N4GSAZg7e+ycrgOtPhneOw27f7u5TMNIpDbUmRLnR0XrIetR9UTJHFOpYYWaYTFsNhvyd0PQbDNE48Pjxwc3Nktztwsz8QgqdYuIwX/vW/+X/w/v17AQCstUA3t7dtD0oakNfLa3VcT9MIeh1DFzAWlrjw47sf5fonKRn44v41h7sj3nlu7o7c3B3ph57pcuHhx7fklOhC4HQ68fz8xMuzZ7qMLTZtWTA9ak3iNE2irNEJVYFlPdes9UPOaR/NCgSKNEo3ObPb7VpwX4q4883Lgjmfm0nLVo6bkhA+FTTUZpoxJU7nM7mI8qHWtGMMwzBIbWZcRF7cpIf1iiqBm9ckQNv9hT+RCLsCo5QF4BqJeadZCPBxnFpmrSp1UorkmHBB1v2kKi6br7VCzYRp45S3bQtTjSnWpMu1EqcZV+j3NZY1xrTnbuWO4zg2gPqnYNQvA0Rp4W65Os8VAbcMU4OWpbGX67NLW6AEDGnAYjQbZaL2LEkbPbj+fc0MqWSv2C2e24Ck9mhAuIE3gwCezmuNhZXg3jrbsjveK9L1Fme2mamy+VtwiD2nuklgSmYaJ/I8MT4/Mo0jp9MDMUpgn5MYHKS4MI4XcctZtOv9Iv2LeueEJaaIC5kxatqwqO1poU8dGHDFtYAuFVhyxpaMyVksOI3K3FSeZp3DeWnexqJSmpKbLnuJC9M84+epufukVLNEhZKkv1JcJlJOwrCUQk5Fekn5LI6D1pHdgi+GMl5wPmFdLxbnnce5QOg6nA84L9bntelmKRKY1iAiZzYsTs0u6hZeJRapOslMxHkiLjPLNClwFXkKpmCaq1vtJyHAyWq9S9f3+K7WKYi8IgMmqWGDjrSViTUtNV3rAutUrqxYMaZlTLcZXMP6eQQYVWLBkHNZ9cuY9t5FQdsqnmHd6CvBICZrm6xZDQg+zRoFZy033Q7DLFneos39nCHGmXE+8ePDD3z7w7c8nh44LyeSsi2ZCAqHhDUrFGMxxtGFHbeHV+z2d/TDLcYEYi4U48B4nNraM9MCmqL9fxrjplmqYorM2VxanZrcawmyS5mxNrHr4dBbjocejCGOI+N55PwyijzuMFBMzzhbni6JlAF/xHQ3JNcz43mZklqNa21jymraYilGm2AXw1JgwRKr8UWGOVdm0pKKvL7RLHOxDuuBeaGQmWMklUKYZyWVZNz7KruVxUnGN7Ky5uIoxdH1B3wYMMayxInLZcc0nyk2saRILk7mtzRrkfoMlUeXIg6XcSlArcUymz1ls+g3iUddF6QPlXcGjGPoD3Te0AePtz0pGsiOzg+EsCN0B0yB88szb18emM4v/N1/+Fuenp45HF/R7/b86jev8V3P0TrmuNC/7DhdTrx/fMfDu7e8/eE7nh7f8/L0xMvDE/N5ZD6NkAr9ccBYsUnvuh23r15zON6zP9wQ+l5bRgB1HUEJwIIGaZVMBFNd+UptvKFZOrsaOEhWT4u6WWsIavCWavBqZdzidDxUuaRmq7YBX5UAVqJt+9ysoK7WsxlTtB+YrGmV3f+0jo+Ix9cAQr5lMwSh9dAqSZosL4vs1XGeNWMkoKbveyFjFJQZoAsdxXl2O6kzOmvwXIFyVCmZc9JypAtdA3VQ65+qmkbmYqvVLCuZXdcAsa+PLSPUhw7TG463t5RSeH5+Zp5ngg/sdnt+85vfMi0LL6czb3/8kcv5whdf/orXr9+w24nxwXdvf+Dh8YHHpydeTiex6FYwUQmsun5Wp0dZH1dpWXUWlrG38Pbtj8zzROjEyMdbyzjPXKaJvmSwhjjNpJhk3w4BZ72CTUd/OvH50xPedzw/n4RgVXWQaWuOYzcMrYlu1BrIGEWStywLl8ulgZ11OOjfI+tP/Uzn87nVSIk5xEA/DNzc3AhpO45NFuednGvtwWU0IqgkhjzHCcjSe+qdlIvU7GKJshasZKr+p1iszSL5LGv8VDbXu+SiMk7pceW8qIPsPGtmP63rhp6P1EWlZmySlrWXXF3D6vWphEsdaBLrr32mjKFp1GqWqa0VxrSazZr5FiC1Sg+3xmeD3sM/JeWDXwqIAkqp+vQaKmgKjvWitB+bNfC7ygzVFUgDEBG2QLHC4pZmjWral+3Fl8K6DYiqAbbJGiSUFsSKqm0bQEYshuClSL3z6wZepXCShRFm0inIMhTiMmNMpvcCUIKRD1iSpTZoXcpMWS5Mp0dOpxfe/vhHpunS+jXN86i6WZmccZmxgKvZEG8xxq/XyyDmFyoPsAZlqyyq6GhNF2PJuLKCyEKRIMeIXbmAKJH/1ABf5CECpGJKzMtMmEMDCjl7gneSJUkLOQtYkV4Li27sBpcLHjBLpLhIWRbppDPNuFToeo8zUtNivVcHQAFQWLthKuTzyAb9oZ1v3g4duT5FDSRSlAzUMrPMU8tEoQw6tSmqZh1r7ZhXEBVC0GLv0BhV6uRmi0rWgl+gadNLVmZFC62NqdhfJ4LaZnPlILn50HWc62BvTAwfSFK5ngtmM9do5QmbTV8/szz/04NR1lh2oZeFuuTGpDlnmOaF0/jC+6f3/PDue54vz4zxgvU9GEchgfZwMogLHJoNDX5gvz+yG27o+wNYR8qaUzS2yTg1vUSzXlWgL/uV0cyIjE9Zx8rV2KQkSIuuG4YhWG53gXGOvFwmpsvEeJm4u3nF/nBDITAtltMlEYvh5maHDXuy7ViK47JkYixMU2zSDIm1Rd6WjSMWWDIq57OCuktpRgvWQi7imCmMZQFjMc4oMBKzilwKc1zwxWKVOfJB3ZGsbf3soDqZWQpO55CwvCkvdCfPOL4wTifOlwu5iJNeLgZXJIiQIKpQihjSiPRWQVRjCzbkXNF+f011IHYaFgmwjHHsek8XLL13BNuRo4VsCa6jC+J+RZHmzN9/+w3v337PX//lX/P89Mxv//w/4e6V9H7Z39wQhj1TjBA8CZh++IEf377nr//6b/jxh+95/+4t8+lCmheO/YEh9Lw+FIy3BBvou4G74x272yO7/Q7rggaXGhOr3KV6Z1R3yGajo+tcNUBq88OuReOVra2GAZXV3daJApiiPaLKdZF2UWOJWuvSpD7V4baRRzTThKRtMUpldxwNJKRac/eJHdsq3KusVHUAVkJMrjFq6S1ycdnTNQu1REpK0hTcudZvsRXml0LQbM0wDADCqlcZWapuZVljFHFerG6JzRVR72sbC6Y2BpdPIxmI0oBeWmIjJ4a+b6YRIDHcNM9Y67i9PfLll1/y8PjI49MT7x/e8/0PPwoRZS27w68ZdjvO48iDAqjLOHI8CkFQZfHNrZakBEFpNdj1kHOXPS2lxMPDAyklbm6kZqjvOuZlZlxEBYM1xFkMo3bHIy54hn6Qz+oMfui5f/eGlAr98ENzG0WBj3PiOtz3gwblUvP0on3RxJ1y0QyVjPNtjU4ldgqlqX2WZWlzqes6Djc3+ODp+55pmkRieDrJBw4yeKqrZXW2rEYkcVlYvGdZYuup6ZzWLmktVsxWakf1WGv+Wyt4WUs22a+rjE+qrsNaDpLDVcaw1slJfywZz1HHmnMOs6yZI8xKdMv2YK5AlGS8zNW5Wo1zdJS2bNq2vn+95kblxP4KWFW3yuts1cePXwyIqoj5o4Wjpu2qMiAMlDU8bg9h3tfIMBvtCpWz1sGs9S9GgcSGWKfeKLTgTlVgKqkzWrfkcA66oFaSvtblSC1TrwDJO72h+r38fZFsV8niepZUVBZnKJlplGLReZTapbhMLUO2TBNxXrg8vWe6XEjjiTyNjJfzqjMH9sFRnCFaTV9osSAgjFbJUpNkpP9HZaG6rlNdtbi61MFXazmWlLReQHtF1W3YWoz3+K4jAyF2uonSFoMYF6ZJJD6VjfTeMQwd1hpSnMg5Mc9SfD5LRbWwTc5jQocNPdb3WN+BCyzaBbu4hMNhUsGRKXMSGWKOWFtwXmqIjIOYBJDEnBtjIsGSml9QAYXKprI0vUSb7aYoZhIpLs0GuwJteeUsgEPHRXPh06yY0ULvynxYleXVdH9z0gFlfLRYskhAKkG7LCQS6BlKVrleoWVJZb6U9WubYysM2rKe6yK5Pg9dEBvfUIEXFYCt9X3rX35ahy1Fs6EO5zowE8Uk3j+95fd/+A/8zdd/zd/94W8Y4wXfOwE1iLlJBToGQ0oFrJM6qP2R4/ENu/0dvtuDDbLxWN38dbGuQVKOSbI3cVG63zXAK3U7hWTUEqdUABUxOUGcMKYQrKP3hl3nWOaFeZyYxsw4Wj7vjxxffUa0O6bkeRllHn95/xWHV59R/I7keqINTGXhPIvkt6TC0El/pohhSplLzEwxM6ZCjDK+soE+C1njjSVRiKAy19LMBLICsmrbvCTJFvXWUYwRR7+UmRdpzm19EHbQeYoZiSViExqgHbAWjne3jPMZEwzZWvo//D3zfCHNSeSQKmUxGLyzFIu2PDBIt4NCKbHtHpK1oa0Jkn3KuABYi/M9Bmkl3BvPbz7/Na9f3/Obz3/Dze6Wy+OFCzMP5pHxcma8nPnh29/z9PAjz89nci4E7+g6zzRNGOcoLjDOEw9Pz/z97//A//2/+td8883v+fpv/6ZJiFkE2N7cHLndHej6nYxXBJQfj3f43UFIopxJS6LRkfqfrCSSfC8bW5PpoQ57Vv4tsutV1uKDEIDbTEWtjzHek3NYAx24ylLNszYcX+ZWHwOl1UE5PY+aeVqWpbWfaMXiLUCTzxJTulrXPpUj50RxlcgtNLaiAisrgsUq+03NnlrmfUqxtdiglOaa2IUOa2xr3JpzZuh7QggNxFzOZ2H9i9TodtbSdT1dEFe6ys5vAXI1G6jj4HA4CNjKarN+GTmdXnh8fCRq7VGTFtbxo6+9GwZ2ux2//e3v2O323L/5nJjECXCaJl5OZ77++mseH5/ohwHjHG/fvePtu3dY5wn9QC5CwiyXeG3PHgI+rY6ETbpOzaJobbWBaRrx3vHy8sJ+v2e3Gzhdzvzxu+9wXcAHL4Y/wyC7WtSsrQGQa/bVr37NMOzIKfH+/Xu+/+47kS3OsxhM6JrjrGv3plMpnteaqe21ruCjgMQyTuZjdeeb57nNpZwz9vm5ySWrLG2/F+OaeZy0LjtijNTUyxjayuBWaak1prnmxSh1S9ZaHK7JJqtqJ2bNIKnluN1kpVuGCKjZUKiyRoc/+ZYxLKWuE6v0tNYqCfA0yvFnCus9bWTOZu1yLl/9zKlh0VbOWIkkg2kNgNesk28Z1jrmGwDc1Eh9EiCqOroZZTjq8aFYqDpWVUanLTKmZhO2dLowcZpWkkC31MWLNjcks6LMKUrsazBsMXjEZlqcuGjdwZ2zhOCbRbKz0EmtNV6d7SoL0qSApUhgnmvz1YzJCyVLl/Flmnh5emJZJqbpgrPgrdbNpMR8eSFOI3meyMss/865BeWdD8LsmlWWU3Q1iUVYPtGer65ItV7Jqha6hth1I0tF9KmmSA+rAmuRqtViP81GOV0kmnshkkq2KbEss044yUQ5JyCzGjQsUZ2cMlLLYB04pzbKyuBbD0Ya9ZFVN5vFWrnYglGNcyLhnNGMpDB9CUjQbNGlB5SAn1VUV+9TBVK1yDJpg115yP2UYKtQGsNbSh1Lq6GF3ViNGpXEyMSv7j2yUH+M8ShtjCPv18asoWaeKtZpJMIWQG2Zw83vtyHIT8CUubYspc4PViBVAdSnmIUCdKEvWrdoCd6RimHJidP5hR/f/cDb9z/y9uEt2YF1RuVOuphjWt2lGNc4vO/puz273Y0aOXTU5rYNFFUwXSqjnxr7Lre0psFrPWgFrnUZK5o5iwKmMHjrCBaCFQZRangyMVqcH+iHG5YUWKJlTgbjHP3+jn5/R7EdGU/EEos475UobnSh68F5MhA14zQnmZ+xLrtF4oyimXmxR5cAMOnmKDVIOp6UMU5F5iVK2MSUWZSp9RmC8VpHWns1abvtbHC+IwTH/hDolp7z+MzTyxOhGyTToTIFU7PnLaNiKWV1zKquU/J9WWdzUTN3k7E2yy0xhoC0j2BOeGM5Ho7c3dxx3B0JrmN6mSTrHhMvz4+8PD/x9odveX58h1gMa/2PtcQo7Q+s9kx6OZ15+/49f/f3f8/33/2RP37/PZ1zBGvxgDeWvt+x2x1aE2Ix4PD0ww7XdSSAXJCVDhpdUtgAE/nNdtrWWkcLIr/cGD1UoGOtbfJT+fs167Sa16z1BlvJX32sBhSsxkMazFW5UUxaH2oqubRmviw02/pPDkLVa1Ljlg8/QYsT1sC/Aaya7cmrg6JB6vxqk12pd6qZbRqI6fseYHXRM2pVZI32FHKNnGObPdRMwVaq1avcKmt25Hw+cz6dOZ/E1CrlJG6jRRyCXdv7jPQYC4Evv/iC0PX0w0AIXoFzFMe7x0emaebldOI4v+J0OvFyOqmjbdC9MK+1LTounXfyiK6du3wc0zY3K/1jtCZJgH3o5DWnaeLh8YG7+1fc3t5y2B+wIaw1gPW1kEzT7fEIwPl0IuXM+/fvmRTglFzlsusccRvCwFlL3mQ36vWVWmdLM1LQQL9KYYE2j8ZxJOXUrNC3ddc1y1hjTzkPUbF8rJEsQMnVDEIzykqqrO51IoUW/68KSFbwf3W96wKjv/bOy+vVLFvdN5DxWk0lGvDd1N+JS/O65rAZoxVEVfXPCrDkWlcDj1KJRyrxI32rts2Fq3z5w35oVcZXAdfPHb8IEFUKpCW15aUFfPUJGxBSj2Tqcyr7nre5O1b/eCP6fFuAqM/TLJZqlmpar+8ku9QHqWHqukDwli64BqKCdyLF067StbeRtWu2qmaw2kBLuaXO5TnCFCbNQFkSKUeWyzOX84mHH7/jcjnx/PQogXuKOvBozG6cJ3LK9NaBNjaTYNCrXngv7EGKxCVqAaEnmYw1XvTtxgEeYzoMHdZ2LbUpNAVShwQihdTeJdJLJGumSoBP0RN0zlNctTNVFxV1+vPBy7VUY40lJojCLhUKaBO+oZOaptAPrf+JVSCVjSMjwaFxHtvtsT7guj3GOiIessggPY7iwKq0SEWdwlLkjKs9UpJmA5YZS8GrzNIgssi4SNPfmhXMpjCOZ1KMkplKkfP5zDwvPL28SACZjLAwzot8sIDXRXRdQDcDXO/tmtmpTSi3Wdm8EgwK8qrDYB0gxmy+veYjsJhVJlJnWVHzPXXBqjWwtc/ONpVe18hS/5Ba/P3pHdZAsIl5uYAXJ6Dx/MyPD9/wh2+/5m+//hvePb5jWkZKqXU60pssxRlweA2MD/tb7g5HvnjzK169esP+cN+yUJclEeeR4GW+eJX1LvNEjBMOsZu2PrDEzGWasb5gXJV8VmALzhSKycTpgiFxOwRe7QOff3bLzaFnnmeenl/44Ye3zPPMbteB6ZhS4Ie3J04T3Lz+Lfvb17z59T9ltz9yyRazZGyaiXNiyQaRz0HEkIBFjRZikVqoBUNCgoNsHHMuuJRJ1QAHWJI0l64DTf2+mhNqRmR3rYA5J3IxGBdkPruOnIsUpUfJZHntfVQI5GIY50Qpjlf3n/F8euHm5hXn85kf3z5wc7vj9nbfQIusi5ZpiuRctEm4Gk0g+4nUZDlJCBqDMxljM8ZGTC6EIkCj6zo65zn9+IgdM9+EA4XCOM8saZGai96L1BjD7c0txVisrs2pCGCcX57567/7e949PvIXf/3XfPPtN3z37Xcsy8yr21fEWbLe3bBj1/V03SDZMBPwfuDN51+xP9xJny6tW6ty5S1aMqwBgHMSmC3aFLOCllxWExzvQ7M1917rq3KVner6kTNxXsjaDN1sJJnGmFbrME1jayhaSl6lMr1IZaS2Wa6H1GXRiKIWdIGec6IkNbL41DJRBgqZeZnaj0oRaVGhrPWRpbR1t8ola43YMs/6WERBspPmsN5YSkzMZcF7z36/lxqpnHl5ftbsgZCnu92u3TtTSrMil2yAjIlxvBBjEsMrLyFiSonz6STxgbWM48jjw4OYK+XcjKekTtAT54WpwNAPhBC4v38tFtt9z+l84d/9xV/yx++/5+///u+1jYjl5vaG16/fMC0z3/3wPd/98ANv379jt9+zU1CmlxKjtcdVvuW8Z7ff8/D4wHSW8gRTwBQx8amxSMrSnuTl5YmU5LOfz0JgjNPM+Xzmd7/7Ha9evZLPb9R5VG+YAVzw3Bxv+d0//ScMO8lY/fDDD1gFMTlnpmUmU66Ceeccu90Op9betU6wzonaKLs2361Zm77vW6ZwWRbeP7ynlMK79+847A/c3d2118opbcinrEBKFVFOJIBd1ylIUfCk5yZS8yR7T43nUiJGyFl6RQqZsgISQ24kYJUd1temFOlxiZFYRMdWSknWFWua02SbEKXgraN4L6ZPmHZ96r33zinxJhmxYRj0OudG7tZmv7vdTkDs7JsZTr0n4sAXWjaqZgdDkPWvzsFJmy7/3PGLAFGUD9mlaqZK+681HxZmqiwAzRyxsjXG1J8haFVvjrFRudLK4wsi9gacsXQOvIMhGHyQbvQhODrv8Ip4m7OeqYzBymiv9TH6qAySZp5aNqLKwHLU4CGRl5llHpmnC9PlhfF84vzyrOYQs24sa2FciaIDFibJqI2lVQbI4X2naVdDSYVkMrk20W3/U5Cj2RGKfjVu1bYZq/VPck1bSfIVO0D70MZa+dxoRkO/Vobhuu5HNvCYKwBzIg3sB7zvpE+ClxQ7RvpCxaKSQisZKqwXZz4rpg1JDUpyKVI0rYy/zbXxMbrQJQFmCLtVsrgfFSQLhmajJPuUpJZCM1Ilq8POsjQZwzyLY848Lxr8urW5ar1MLUMlF+3DebkyOvK9tSLXs5YrrffWDKNd//XLZhZd3ydTY5I2uVb2uKIpWwN3vSdcJbSus1qf+mHQ2qIiI2OOE88vTzy/PPH08sS8TBLgaL8KqklJLqA1MtY4uk7srPf7W4bdgdAN4h5pHDEllpxxTudc0/JLZtNYHfsGFiR7U4zDWQGo6+1baxIpYsHe+56h8wxDL8AsRWVyL6Sc8Z0E1ylZLmPiMhVeDzfsb14x7G/x/Z45aS2WynaT3nShhvRRBMvX5q+5SA7WGnHjS6DrWQ0Ea+2hnvfVMNWMh1JMTbuugN+42nDYa9a3Nv/U669ANhdDjJIl6rqBvt8xDDuM9UzTzG7fX43SGmyh9zOrA1VMSRsMFyF6TJHm5tZgTdaWGrUuyuIwdNbhjWE+z4xceH7/TMqJ0+VMTAtLnDgcD1izxxiRXRXnBURpxmAaR+aY+e7773n77j3f/uEb3r79kcvlgjOGLnRC7sSId4HgO613chgrlvO73Q397rC5JrXWs7S5b627YiNlDRBXxJr9kTVBghQpqq7qhGvDh5YRKWvhdw1MrILqukdfucSlavNcNuoHpwCiZsnUla6uM8a0usz6WUqt1SmfYCYKgKoMqTNBI5DNwr1eZzaEmdae6eevSg/n1sa2uWRyjKKKUUkUSG+nOofQQDxjsCbq3rfGXhVE1T5URgvr630XO2xpczCrkUEpEm9VgwqrDXhLymSb2741DEPLlqQUeXh4z/PTE+M4amaqZ7fbcXNzQ0qJ0+XCvEzEFDnsblqfRWA1B9BMSc4ZJ0VzSgCbTayouXzNzGSVRc7L3DIXMWemJXJ/f8/hsOfNm8+adLEFivJSDcCFEHC3N4zjyN2rV1zGkdP5zHi5MM9Lq/GpNYByw83V2G+KD8381N8V3XDra9QAv+s6YG1GHJMAsJt007JUV2HBZi5Vkr32oKpjrRqN1EMyPFZi2k2mWUhdo1kp27JLNYvWxq0xK+hkG2vKebUG0KbWVpX1b3WsC1m91qx+qHi5/je6n9aV5Po5dS3zG5Oz+tlXnmmVsgLtPlQZ4YfX6MPjlwGigJIi1KFf6tDXIA/I2z5NpUjAW7Iy+1BBVb0JFZFaYzC+4Cj0HryHEGSD6LsOZ0Wv6qwhdE6zTcpeUIR3LQsBh8PikC7Xa0BTQd7G6cwIcVflJBQJJEoqkNCeConpcibOM+/ffs8yT4znF5Zl5nJ+Js0LnUNKmo2wh4UiWa1cKMrymiCSw2r/KGdZHfSkoaezDmeK9kjKiJCmAidHSoXFZM7TTJc7QhjEHKFXRz9XxMaYtT6sSlOsoaWBJ20embI03AxetNdAu3fNElcXiQL4fhDdczdoar7H+YB1vQAdG4RJsg6nIQ2uA+uxvsP6AE4bZCYJ+lIu0uAuFqzJWKtFpyUzaRYpd143IQmWrGZ3hKWOLVNYcmaZLkzTmeenR8bxwjyNCsZKY55Syvgg9U/e9YSuY9gNojvXDuKwZnI+TK1vF4uaGm+Bn1mLJY2hAeBKNLT6gY8wJh9z0Nl+395fX9wizn/CRl0vin9qMfmUjpwj8/zMbufIRC7TM+/ef8ff/N1f8v3bbxmnF5w3HA57xjgRc0LUlAZvHNYGDv0th90Nb15/zv3tPW8+/4q7myP7O8lE2W7AsIDat1qT1KETSlxIy0RmoVDI1jAuifGy4BNPyHo9AAEAAElEQVQEHLVBaqHARmK2C5beGd4cB+4OHUPfUUri7cMT37194vd/fCTc3HN8/Ypkep7PkMwe1wc+//U/59WbL8EfiEhtYVGHtGScki0ia5sy2CTrliUzLolpSSxJa/CcrCGLAixf90EMqViRzkZx+TIa+AUn9UlJpbhzzI34sc4SnCcEybqYOWKWiPez1jNaSrbMUeXFy4LzMOw7drtbvvjyNzy/vBC6gVIs8xjJLmNdrfVxMraNAYQMmeZRAB+IAYzf4QwE7yBGSo6QZ0rK4r5nPDsXsMVyfjizvETMIueOAx8cu35gcB2d9byMF8Y4cjge6bqAdZY5Lvzrf/NveH458Xd/+COn85kf3r2VgNJYKuoMXjJZfb+nH3b4MODCQD8c2Q0Hbl9/ST8cMH5gKYaX01kjp0qquSZFrCtwlR0nDcqlRklqxGowUZty1n5+rRmn1rnVWpm6FogTqdgTR5V61VqoCqKk+aYj9J0ENt6rBbquadbikNq6omBQo/w1hi1r0P+pZaIqYZAbISPruizzdV1eAZLRoNVgxWBgEafdkhLeSWa1d53sh+qwuyzSf6wPQjxaa5vzmdQeq9ObMfKcmslRYqfTnkVD31N7GBljiKrcmKZJTUKkJk3cyyzeqsFDTiopNbidgKqSM6YUXt3d4bxnnGeKMdwcjyIfjonjq3vuX7/m/vVn3B6PPDw/83x64dXrN+yPt9wejxL822qBj8YihmmeGC+S7Vzmmf1hj7VGs2lCFBiTcTqISpEs9OkkTV9P57M6pgbNEM3c3h6vJHImJkrdm42y81aMrG7v7/mtMewOe453d/z+97/n3du3PD0/iwOiWvjbTYAOK7gNajrV972Ax9OJm9tbDl3HkzoazvMs96fr8MFzPB6Z5pnT+QyYVv8DYiCyzDN1vkucJpLP0HWtdioEIZsu48jLywuPT0/aqFz3KK2bb7WTmNVwpOQm01zjlYqhVsBaAQ4YURSlhHdOamazOO85jSu34EoUCHmd4pvYppVMcA2E6pFSphBXu/tG3K/nU+ucvJfMXN8P7Hb7tlZVeeyVJPBPHL8QEKXZGkFPcjELFK0B+YCWkefnmtLXOhGVz9X9wtpVWuetETMID8FDFyzOW61rcquTXpAsk7e6wJVaK1MhhzRxUwy9gjyD2KZfUUrrP7aAqygAzCmyTCPzNPLy9MQ8j8zjhaQLYu3pVM0LavOznJLo3tUWueQihXNa9H6FsFnrMJxTKw5j1jNqWZvV/lsckXQiOM1IOdnkqq05xmB1UXPWkLMUdzrV6RYkC7TV5W5df64mHwZnxZ7caWrVuSDW5lqnZTQLVTMBlV1pX7WuglI3Kk2k1A3XAEU6bpeU1GEvAklMQOoYK5JxynEhpYVlHtu9Wxaxlp3UzEMCibxujhpQOC8sug9dm6ji8OLWTBD1/nzIqmwZyqJs7Mr0mO1fGrnP202lrWRX4+8nU23zKitj195b2aRSpA1Vq6GqZEGrf/i0D1mUxZK3qDPkNF24XE4sy0QhYawwWTaZK2mkQciJ4NWNrd/TDxLohm7Ahg6c2OuXmqHVRtp1TjRtf16kN1GWuseUElZZM8mIrCBYaqEEiHTeMHSeXjvSx2XhfBo5XWbGOYtz2+5ALI5lyVg/0Lkdu8Mtw/4GkX5pY11duwSm1fVAHjEXXC44ow5rufYxQW3Iq+wQDXwlyBAyyci6IhpgYc+ttE+o2aTqFkldp7wX16hNYa+AASeKMn0fGaY6SDE4F9jvb+iHoUmQYhJizRVD8tXFyShBBkLqRAVRBleczknJDMpLVwfOrAZCaqiQrdRhJshR5kXvO3xw9L0U/NdatlyKyJNDhzHS0PTHH3/g4fGZd2/fMs4T4+XCEleLaFD7b1fteHUNRBr0utDjw4D1HVXGt2wanWOriE+VC+0Ty/9yJV5Ya8aE8bZXX401UOuQUs1AbZrm2g9c2zbsdn1s144qNaoBaWWh2/qjrLIxtY5BPkPlc/QT/eMuBv8xjrL9Z/ngVxv53madN+jekmqDVm1uvyWIoUnImuTcrXbNq+mUaZkHU2venEieQIJYp/f7qnamZR/X/XtZFmorD2el/2FUUrudu1mJ3ZodM1Z7AOWC855+GLi7u+Pu/hX3r18z7AeMs20NGvY7utJzuLmR7ICeU2nZChnrdTymGAk+kDuxzjYmqb1/jR/Xv2822zljY8TZyMvzC0+PTzw/PfNy98L9q1cil9y2DGjZEcAYfBfYHw7a+yjz8PDA+Xzm5eUkZKxeB6fvvq3FqY+a+Ug5kZLc/+3PK+DKea13S7namLPK4djsFdQ9fY2dK5G0ZsJomZaoctqUtZZ88xorKLquha7UjNH4av1mPUSFRJNVW+caoJTXkphuS4xs49iqZtrOjy0aWGfKGsNcE8TXdX71eV7t3GvtYO3rVZsP//R1fv74RYCoUjKki4ADjeql8ZgCK4pK46AW11f3u2Alpe07RZi6OHjvCU4Kxp0rOF/oXMS7omDJCuI2YK2KWIrumbkCsjpZkT5JVEcusBq1bzcqjJ4YbZdWXa4uiEsixcTl9MI8jjw9vGM8n/n2D18zT5PW3mQBiMiiKMHWak1aXa+CFb1ujKLlF3mbJeQiLJTzOlg6nAsMQ2HJmZQLl8tIjIl5ScRUsCESiqHrJZBKuWCKwdtA6BxuWJubOZUMDrtBFlFnNU0qbM3+VrTVOSYFjrKJzrN8tugWdrsdwXsOuz3Oe7rdjQQGXc1IdWoT7lsBciuMhhUAKsRJpTDNC2BJidazJ+fEEhepQwOm8cwyjZxPTyzLTKeBwq7vFDzLJjNdzszTqM1KhTmfppFpnnh4947T+SSBgDXa90nWEOscu34vn8X3wnSo/awEj2uNEdDS4jWw0ZHUxpSYLcszLNttQJuxVt9i6oUpbbxlBNgX/auyeZ8ms9R0fQ1KSjNWqczPtYXp/xDAUz1kbo+MS2Fezrx/+o7n03uW5QIkQudIi0hHTRGpa1E3heADwQzcDrfcHl7x+v4zjrevuDne0/UDhI5YrDRrLeIcZ0PA2bw6ZeZIjjPLMop23lgWbe7qfMd2myg5kdOCTQsQuRkc+95xfxzY9Z5iCw8vF/79X33D8zmTwp7h9jPuP/sdX/848fA48tWf/XNu77/i1ZvfsDscOS2FTCKboFkAQ8wwqz1tTpEpSq0nruBKYZwj07xIQG4N1oqDXs4GdRTX8Wu0L1ZhSTPzHCmp9uIS44xsPMU4YrEYXJsvXadmHCBsbzDSYy3DMk7aPFLwhHNoc1xL6Pd88avf8P2779ntb0hx4nwe8VrSUIrct93Qi9OeM2I9XyWD2WC8J2gLiuCk1UOxYLzMlT54OhvoTIfJHj94hn7Pl5//hv3NnjefvQaXMGHhPJ+4TC+4MNA5x+vPvuD2eIfzgfP5wl/8xb/j3fsHLtPSiJ9CwRkFHinR+Y7QB1VKOHKxUovW7XHdgWIGUumIS2GMics4694XIEjWDc3ggwaPOZOSPEqR4nxnpf6306bqXSdMtS4pxJjE7asIGBYlhTY1RvtJYShqw13roWJK2kMnSV8ebdxeA/wazG6DGzGxgNrypGVqCqIWMJBTaPPoUzpy2cKn64BR/q0EsX6Ni/R7PJ/PIp+bJoq6vzljJWuXxUimqkGsyvuHYYfzTrONCVIWFUvKGCcAxqm73+V85nw+i/mDmhmwuTc+hGbAU0phnEaRP3WdZCy8J6hVutH9qAaou92OfjdQQCSv5zPjNFIMvLp/xVe//Q2H2yO3d3d888fv+P0fvyUMA7ubA/tXN2CNkA/QiGWp+3F0vag9al3ZEmeGw44wdMxxJpdEytIuxaPjy8lnmOOst8FgrcfZhR9/+IG4RG4ONzw/PeOM4/Xr13z2xecE76+I8boTh66XGsL9nteff4H1nsPtkXmJLFn7e+p6Grzns9evMcZwPB5bM9caxE/zTEyLNNK1UuvTdR2Xy4VlWXh5eWmSvJyzyA1L4Xw+N2DUdR191xGjNmhOIl3GOI0JK6m+Si/bp9qAGFjBkpAekEuHs0lqoto6b5uz5/ZvrD68l3Wk6wIlJ/bDwNyyo5auC1BgHidSlAxnqw/Us6t27SUlykZ2B2s8VMem9atcvpSiRIORxr4pNsBZe1JdE93mSsZXAeY/dPwiQBSlkOO8YdE12GNrVVllehJQBl8bm8rNCppFCl4Qrw8Gb7WxrS84VwjW4mzGWTBWJCrirrUGsIZVj9lSgJv33dZTQU2IVDa1/lB1uDVLhWlBMEjdQ4wLyyQpaKmxWBmTVW6VNzdUirZTksBZGghrc0Mt7rfKcF9JJJxbMV3OmJSF6S2rFjqmJAxBZUca8ykf3mhKtjIHpv7M1pqqzfpSJ5Gz6ny36l5zyRKYbNjJyjLKCxh9H5UmGtder9RUU32tJDVhMS7iGLhkZbeFufa+UydEARQWQ5wnrTsbWeaJrKyyLcK+4K1YmS8zi2acnDMkJ5KKCmoppTF2dfGg1sx53xoQS23H2v/ppwvWBmw3rovGGq4ZT9p1bld7wxBCaddnhU11qd+MS32ZnK0wvVVZsjWHqOmtzXn8D/IwYF0m5ZmYZzIR52C3Hximnv7ciUnAovO9mNZs1NtA56RHz6D1OH2/wweRn4pVjEpKQcawlaySHKU9WobZ/FSaUGfVdv5jMt5bOm91DRQZ7WmceP88kwgM+xtsGMh4UomkjFiv392LYQNW6isAnLxNdcyLee0vksrq6kZBdfjqjLXhy+vUzEWy9S1DBZrpljXNtHGqWWW7fhUHTpk3MrRLYzar+yfIOpCyuipWEkXrTEIzQwjaey6T9DRzM0lB1/j1Uc9XV7mNCYZRW3SHtaUx76ZIZtn5nhAGdvtbDocbbo734CLZjkSTGfPEYR84eMP968+4ub3lcplYYtJ6oYXWJqFq+k3GqQogeK0zMfWMhE4xrsO6joSFYoha+1k3LAlkNCOlspu6p2z741UHqpq5cOr2tpVNQQUx5Ypw2Uyjxty2vUoDuKtgp2YmbK2zWrMbrRahSr+bUqHK3TT7YA0mmwbaPuXjA8L+CkiZ9rO8IVHVxbNs60XaE+VnuteXglyrGsegwWHJhCw9obq+a1kioBkc2Ho/SmkyMWMMxVq1qJY2JCDrgVcJmEWlW2U1k6kg3WAYx5GYxcRBCE+JT7wXEytpli1zvtZQu+BbhrQAJa6Srvp+Vpu5igJEAEId17XnkvSru85WbJbgNoZrM9zHhwdCCDy8f4/3nrtXrzbj1qxzo+6TRssbnOPmeGSaZu5evWJJicfyqGYgkxDpRQjJrutU5rrOt5p9qk1od7ud9L6swHYzTup82pKc6DmJTPbaWbFmmz9Wk/WTcfjRDMz6ftZaTQyYq/m/rj3r4DQ6VwWEuwYA63lIY3AxOEmaIKjzQ2KXTVZIx7qEvNv7aXSttk0WLuMgt1r8mkFPOeGKu8psbcHS1oXvw3KLnzt+ESAq58h0edd0llYbtom9t3Szt04HgZW07jB0Ig2wtX+TTBrvRJpnvdiMe3HJFuBE3fLzCtwAlJ3v1P3Jd6457endxNnquleL4laQVR+CB9ai17ohy2ZtNTsgrnzLNHK5nJjGkd1uoO8CSxCZ2XQRWV9MpelUV3QuRyqa2kc97k3BWSgmgxV3r9B5+n5o2ZxxnrExsuSEWQwvL2dyjBg/Yqwh9IF+GBgOe2mQCa24XPoeCftV661yoUkNBOlXkJevNuEW8GvgFpOkTONSTRgWrCuE4gkdmK7Hotk11d7U/jJ5UYZllsyXGDkYLvrVOOltc3NzXAM1BVPz6YU4XTg/PzLPk5p9wDT0hOA47HpKTszjmfPphYd3P4jm21lhUIMXRqUMdEOPtRKM1uDEeU/Y9RjE1tqoTWO9/m4zcUspNNMsY9bie8U8pog2WIo517kimM2AMky5NgVtQGi98uvatv2dLkhlPXeUBW+bX65kRv3PdkEtH3z9NA/rIOwzp6cnljzhQuJ4v+fPh9/Rf2soZmb548Lp5YRJBl881vRYG7jpbxmGG14fP+P2eM+ru885HG7Y7W9EwoZhjoVZeyFZK+6U1hXEHTTRxHNFe94UGQNixS3nKCAkk9JMXCZsnvAmsesG9jvP0Dlyjnz/7j1/+P6Zv/n2wpdfHfmnf/7nJHPg8ZJZSocJji9+9U/56rd/zmJ6xjEzqytdDchSycwxclkWkW2lQl8MyVgSjpIN4xQZx0myQNbS5MBaV1MKFM00FZXcrUBKPlDGU4zHug5jlWxwHtdpI80QxLEpLmhEIPMqV0ApL1YMBOsoRlzxckmErqPvB4bhQIzaPFMX6q20zFoxhzDO03tPSoVYDME4fDGIqXoNRB19F/DWMpgdjgCjB9PRDXfsbl7x6vN/wvHuls9+8zmJiYUX0pNnfEr8+p/+hjdfvOGLr76i73r+9b/+N5zHEas9ZDovjP/pckYMiBL9MHDYHahtJ0rxGBxS2esJwy1uuGXKFpPEfr4YS9ftpDZJezs5DezEZl8UAikuRJWNGgwuSJ/A3e7QajNaINGUIbKm1/3ZWUdGpKU1SM5FrKqXWRqJxhQ3jn5GDSu89iK0rf5g1kBdet95UY9baVJfA/FmHW2Rhqfe8t8yvvnlHEbm9s+XlK5qhKIkmci71B4+rg69XjNRW942VNfPKI5zFiP7WxGicH/Ytyaofd9z/+peat0WcZZNVeXiXIs1aj1VPWoQOi9SoxOTGi5RpLluCK3MYEkLLDL/Y078/ps/MM0z798/YJyj2x9IOQkBNE3Ed+8wznNzPEotJaWpilJKpJyZplllewtd39EPfXMjHMcR5y9CNGVRj3jvSNGqLH37EIOEGoBL9nVHTpnz6czf/u3f8f333zMMA189PnK4ueF4PLLf7xtxaqrCIxdKTBgvgPDLX3/F/evXWO949+4df/1Xf83T4yPPz4/EuDBeLngfOGqdV1Xo5CT28P3Q8fT8wvPzM/vDgWEYuL29bdldqATTmjXZSi2rZXh9nrStcfLaXacmRL6pUZJmfKT2UfaipG7JK3AT4yWrGamSpOcTqRK9VYm1jmX5u0qMSD8m77PW0Ym7XnXHAyRDOUptm0Ec+IyaiFXiuMa/ZgM66z0UgsUSuqBybtvAmjFGXKrjwlJjz03NVM7Sc7Rm/kKQcxrHsUkd/9TxiwBRxkCwRe1k15S+1wBWapqUMVOb8D5IfOyssFXeChp3tVFuAVMSpjjtnQHaJUjtzjcsWk0/WqOa95qS1CehjI7dAKZ28vX3WrB8tbjrIKtBURZnmJqmj9W9qHrlp3WjL/WvjVUmRV5PUlqru4nRAeS8uCqF4LX7tBYHOg3incUX3/TyMSa12pVFMBdNd+YIytxIuxVhqJ0xa7ZK2dss1EqrhVjrPdQdT6+PDPrqzKSNHfW16wJCMWQnGuIco4SYLjZssKRITJFpiVLrULNUMZILvJwvlGJwoSfFnaS6NVNWslDqaZnISaRFVOt4YLEZsid6ECOJqDKfiCmWVKRJW7VKpuRm0ZkXFcmZ62ycZdWVr6yVacXUleEDtA5py+woI6n1CNbUnGwde5oJw27G9jrmZI1dMxtVQ17H8YckU1MZfwjyaiZ4JZqQvjqfNoCSo2BsYth5QoGhQDdbXJd5ejmw2++kY7lVZ84C3vY427Ef9ux2Bw77A4fdgaEf6Loe64PW4xWKFQOY2stDHmtGthILqGekWMXX+pVayyebYQ0irQHnDCF4MT4oiRhnHp7OnKcZ13lcPxCGPZczPF8uuHDPcX+kHw543zMn2ZisgdzGp9ZqVqOBmsFVsqRqAioLrJVDzSWrnvdmBMtiWXM7deEE0GxKqc/RR2HznLbuypfa12Ndk+pLaSCQlKHOgNna1johvxorb9q6KRbmhmBkPWM7n1IBtcutDRmFLRZZp/EdjoG+uxUpchjItmOMUJwhWU/2Adv1hGFHv9tLsGAtp/OZ55cXkQl7uZLOGWCg9qMTSU5AmnOrXLKg2SWH13qoYj1SsCrMffDKwja2WRo3l0pgVVlMqWvEWmi99gyqm5VmnhTgOLuCGqDJMiuwQsF0arJzXddNtVd2qwTarE06r1evmonQNbDIulSqaYEG+imnT3QFupZtX/28Mg6NzPrperyu4VsyTNcRvRf73Y7W8yZn+q4jeMkwpkWMC5waU0zTrG5ycyuijzG2+rYagFaDiQrCUpF6nBA6MU5wIlWv1vPGrHd1msXKO0Upmbg93koLhAqQKzF8hXJWKrAtk6W0ZrHJ1jUDBaf2A/KptJqtxa2lCFtgYDbbWMtGGGm5Ms8T1hoeHx7oQuCP337L5Xzm8y++oOs6dvvhgyCwvYGUJwyGu/t7jLM8PT/TdR1PD++b+UcppbnBOSfugEuMdE7rhjT7FpeFWbPwtWanFMkGmo3jZY0lto/6s1qDWDPNUheXiXFmnqbWCLtahKckFufVYbllpEodp5tsGNv3lJ/Uayxx7Bo/NImfZtvE+bDKK1mdPGMCWx33NhtBHe/675qJk39v+9Spg6Pdxl+l/Y2zoiZg8zql/NSlcDu/6uf5ueO/E4gyxvzvgP8Ncon/a+B/BfwK+C+AN8B/BfwvSynzz74IUsR7GCQutrZmjmo9k4ADr/2ZvAbxkqkVzb6htBolKkMmzY2kjWpiw0YYARia2pTAROuqNCUcKtO12U+cW2US6wWoDwkItn9DqXpMtDG52CtO08Q4jlwuI+M4MU8j0+UiKfu4NMmeyDPEncsap0FZbdCrvWWMWCxba+l3gqB3+wHvA6GXHhIurJmQXRgoxnCnAzj82DGOI09Pz8S0cJnO2lQ0KXBzpCITq7MWFzq8dv6uDWtL1vS6d9jsWlYsq37dGdmAndF6NSOAT5hslSrME9YkbLGYlInWUYIwmeIGkxjniTkuXOaZJSaMD/q5ZBF6+/BIAbp+z25/wFs06DISFOUspiAlQ1ogRdI8UkpmjBC9w5MQ6/pISTOkRZoTZoMpA8E79vuelDxYySzGnMipZsrk/hg26fL2PzU7aYNqza5hVnmK7CGyYYpBlaneKZLJ1MWqBjzVeKCOuayUf2nzoS4Gq1POJuV0tVnXE2sSM104ql1uPb9cm7m08/mPd/xjrTmFDG7h9ee3OGdwAS7TiaeXgSmeeDo/8P79A0+PL9gs7QH2w5HgB+7vPmO/P/LZ/Rfc3N5xvL0jqJwvKoNcG54676UhZvBYKxnkmBOttWvNRAFoxWVtfmhLwZpESgslR3xn6TrLYd+x6x3kicv5zNd/eMsYDYfXN+xeHfGHex7fvuPrbx74F//yn/Or3/4nHG5fY/wgDRMRh9IMRCSjnUom5iSkSkGyqRiydSREvpHV0MYomSKZYqsEytq00BpHzfgb4zE2CXFVspptWIp1FOvABYq2JrBFIGXDYHKjVFdvRa4Uk7ifGsl6FSRAy0UkTxhLPwzM88A8dri2p3jWQvcq2bMMNpAK2GKwxZEXNYsxYIPRrE5HcA4WyQaF3Q3B3XB3/DW73S10Rybj+eG0YLuM31liN+BubwmHG7r9Qa5jTHz73fd888c/YqyoKbwGIe54Q3VgrBcgZUNKMC/Sn8+6gA89u8Mdu/0R3KA1CWC9o9v1V8YANfDNqhT40PCB1lhXajKcGnpQCiVpAFQkI+CsZZmWq4L2EEKTjdVmq+mD5rrd0BE29VZ13cq6byihr4jOUFgtwCuZsETpMxWneW3gXH4+qPnHPP6x1ht5sRX6raDog6MhBxp4LJohqPGElRdoGaqcIqZIkPzZmzfcHA78+OOPjOOFQZvtGmsYx4lxvEgtSug4n876vDUDUHJuAXvf9wLMNAOTNdgvJ6l1GfY7KZ1wlmWemcZRY7Ym2+Hp+ZkqX+uGnt/+6ivOl5G/++ZbEoVUMiZIrJKyfF/HpShd1mDch0B2jqKEbkZlvb6uQ2jsUXDBE0onxLC1lCiql5pZEzKlAFZrcWaScw3EpJz4wzd/4On5ifFy4e7VK/6zf/WvuLu7Y7f/Ndcsj5JCWfsABs+vf/cbPl++YNjveXz/wDKNPD088MMfv1OQKu5vXdcRl4VxHEWaSEfwATAifZwmhv0e1/fapDvy/PzciPcKLCo4MSj5pXtKrzVbNcsiWZeZ8/kirnwPD601izQqVxBlPxTMFjUFWdUrrWUPKylQibZajyXPuwZQ9XtQT+2SGceRaRTb/F57yDUp+YY0qPMAI0kPmtRZyz81VvFqLiREfTXPkSx9qI6JtjYUpq1XW+OzrZHKnypr+P8ZRBljfgP8b4F/WUq5GGP+L8D/HPifAf+HUsp/YYz5PwH/a+D/+Kdey1rDfh+aHau1Gnw7kc85l3FXPY503S2lJk0qgUHr22RXhqIFqXrDXa1fcevGb8yaeYkp02SFNVCtCB/aV70QOnkFjVunu79mYiw0WUTW5qy1SHSJC0uMxKj1DpKrxPtO91ENeI0uqGUFUt6ueM0Y0wp2vWaifPCELsiA1AaKLihDq8V+KScul1H0yDkzzRPGGU7nZ1zX4Xc9znfaG6t2eTaNeSylUDS16r3DlMCwG5pTjli851YEG6rZRxBJR6duVSVJ+tVZIzUVcSHqhpxyZElRQNSyMM4zMWVcJwyYCz0xZ+bLWYKfJC5g4+Ugi2ZBHSkKnRU71pKS9urKkDWoTZYlqBQUCTw2d5mckzQWTNXso+IfAeOoNEmKcD3eyUJY1jTUNQgv6Mldzak2jutfbcfbitFVl4xpAH3NHl0zJx9O/q1m+UPN71Y/fXU+ptYw1Pcum9fjP9rxj7nmAPjOcHM84LyAKHPKTMuJfugZhoHdMEghbMnkWNgPe/qw5/ZwZL+/5bC/YRj2OCcGC+JoV4iltCDfONearAoAXXuPVfkE2rh6Uw2hQNaQ60blHF1n6HtD3weCL1wuUhB+mSP4HXevXuO6nufzSMIQ+j03x3vuXn0G1rPEDEaL+p3HGMk+GZXltZhWN3mx1ZeaG2EmZfzW9bPVCWgmxKolu3OOGMXCdn2ooYRaJKeYsUY+d86FZZF+XdYkKIlSIpQqGZSZUPS6bJvH1tRFybSWCZWkkfPRddio7XfRWNaIvW4weh2KkdrACDgBWM5ofQEqIyzyN8Phll3/ivvPvqLvbwiHI8XBYsTts3hYsmO2jjFlztPCtDwS54WX05lxnFT2JJPdWSOGFyVDjq2heW4OrLllo0oxGOsxLoANEkRY02R8rYakZhPVWKBmGUv97N5rP0HfyEOj+0x9z6rSMHa1aEavZa23LUjB/xJjc5VtgZMCbacucC0rVlb5UYtFG/BDQFy+NlZKKsfJKa0D9b/n4x93vanOtwqSafzZatucc9urShEiJS6xuXaCBLe+9dpa75nE8rb1Wno5vVCbG4PWPVuR58UlNuBUSpG6u91e9ptSWOalZTGKZkSMjqkGQqzVYFSUO8uM1vgYaQWj2Y+6/RVEHvjjjz8yLWp7HwKh66TXXClqEipOv8Y6MatSuXrNiFWpobW1FlLmT81I1XjOOw+hsCxqV61GA42wMpL9r3WmIqsW8qYoWXQ5XygZyN/w9PTM/es3jNPE3f29mK/0IvuS0oe6M8t/rHN4A8e7O7xz/O53v+Px5oY4TcQlXmWQ6iZaWwnUWrElyrxy3pO99OeRObMGCXl7Tyoh49wHhi1iOFJNR6rFdwiBvuu0/9jEdlJtlTJ1LbnKfLGew/UwV2I9l1bDtz23elhrlYTP7XNX4wdRO+gEKWZ1oK4Zrnq1K4AzWxgnN6B+1loLWveumpG7tlSXREF1nawga3ve/72AqM3f74wxC7AHvgX+p8D/Qn//fwb+9/wDC4xzlru7AanAqSi3DgBtdGiyFBOWjdVzjTKpmSkjG58i0trnApWk1Od6lTzULvZAk42lkomR1rvEedk4MVubWPRvTEPF2VSNp1uzT6JxaIXhcZlZxpFxvHC5XJgn6T6+zJIGlwycU12nSPOsNvet6D7nCEX6HhiKbFqA8bJwSR8OKRzt+55hN7Dbi/3yfr8ndL1cj1IIXeB8uTBFyY6dLyeWtGCdpd/vOPg7hl40pi741tujzoWSszTeyhmTO7JzeC+MVVFHmrQsTTozdB2d9/TaK2ToeiyWZW54RgKWeW7M+LTMTHFmnCYmbWibciYMAy4E+t1e3PlOT6RSsP7C/4e7P/mxJMvSPLHfnUTkDTrY4OZD5FAZXewisquKDRBoEOCSXHDHDffc9b/RGy75FzTAPQESBLjghhuuCRDNJclGMbMiMyMjfDQzVX2DyJ24OOdeETU384hiRWa7twQ0npvqG+SJ3OGc73zn+0pamMagqEtteSj7cWT0QZXCRJu4ZpG3dsYwuyqbgLXkFHsSZTCUHFkWUdMRaehMRYIJbwzeeZojuLUebyddHFT2VYOXNt4ATMls5+aaRMnAtlSKEWRW3qOtSNqTArgemDQ37ueLw6eSqe2xTZra84oizs8XkfpsIfyp9/wnPP4ka44xEEbLy9d3uGDBFWyoXJdHDvuJ437PzeHI6XBiMZkc4e5wzzgeeHn7kt3+lvvbe4ZpTwgD1XpSLkSKVKOA6iw2yNwxDqimB4NNtaxVLxvPXda9QqVQqsEWBYPwTDvDfrIcdgOeyPffPvDwcOY0Jw7TwGdffcl1dnz3/kSsgd3NHS9ffc6bz3/FzMB1zthxxFkPQ5CeypSVtZm1PinonjVOBCgqlFS0v2U1hRSq9aYS1VFGrZ5bBySakqYiUeoqr2pvGOogXaTzEkmpkjM4U3C2SuKAQXqBoGofqFUpwG7FYKXaLEEXnRcvlaemsmo7GEAFh6UaGGxQI24tzMYKviVRQh+vVQQ3BPJ13Ny/4ubmMz7/1a/xw57qJpaycE5PWJ8J3jLnwDU7nmImnK5cT09czmd+ePfA0/mi81LPxVmOh53sFTkSY+QapWpecyVn6aWRU7BYH7B+BDOAFcq2C1b2i14ZEq8+6WERsG411hWWR/NJkSrU2qTekpSmasoGQKy19mvrnKeUzGVZWJaZ+XrV5Flpfs70Pqi2lrTgpUl2y9sr8t2UK2vtiZOAV0KDikn8uuxHo7d/suNPst6wTYw39CJoAGntm2BLqOKyEOeZuCyiSKfrvgCmLYkyHT13znE8Hnnx8gVPpyeA3t9xOp1ovSC1VB4fH7leLlAr4zASQuB6vQi9K4koy6jVySYlDkgijqxJIk6xpg8pJ3wVpbzgpfooVXkJZOf5yj9+87VQUqc9o1aN55RYUsKo0EAYBpz3zI9PUpHXtWWcxg4iS4UgSeuFd/16OmepRWIo64z2VyaWpuzX5h0Ky1QBk0tjfDip3tZceXo4cX668Pvffc1ut2Pa7fny8SvevPmCw/HA7Wa+dRCqxaPOYr3l1WevuLu7xdfK+x/eMp8vPD0+8v333/d9uiVSOUvVw2uCc377lqjfP4QA47jZczXubImXJkdehRVaP1ujslnnuvgGwDiOpJTY7/dSXdwIkrVks8e5Gl80WnndxCG9j0+/i7ROaPxnVwGHZ7L5KGii75Vyxmo1SKphW7serViXquv/mnxatpUo08+n1qp+jI4Utf9Tr88QBozSXRvA0K7hPM89oWp9Y90U/J8iiaq1/tYY878F/g64AP9XpLT9rtbaOrH+AfjVx15vjPkvgf8S4ObmhloWDVo3Pgk6QZvIgzXKsjd0c0BLqxxrqbur+IHC/YDR9hiRvrabzV8+iJ5Zi1AD68LRkqee/m4vwoo8tECzaNC8/aFskylttNUb6rC4ajq64pxVM2BdCKx4hXS0SqAR9pOgQPN8VSqFKJFY73CDZ9xNHA4Hbu9uORyP7A+HzpO/zotwcKeBaip397eM14GW48e4YKMnJ1FLsdZTi5GEQK9r1TK7UAtE0lj8bpLuBdrU6gNBA64pBAbvRTbdtupGUalMeum19T8tKRJTZNGFkJKwmhGlZSbFiDWK/s9i8ouN2Fo4DwMpF5Yld3TK7A+YcezjrGo1IC0LGbi6qkISTn0vqlKxpKqUU1ZLZ6kQYC3Tbo8LnnHaywbgR8ShWPrOao3r6rpB+k0beBv0Z/39j6tHfZHiQxTIPHt8NuE3CVCrmhmzPmetXm2GdFuglL7xsWPlROtk/OeAhfnTrjlfff6G/W6UareRcWeNYfADgx+Zwk7MVf2EGaB6w83NHbvpyN3tPdPuht3uiB8mnA1kYztFqfSEqNEnjSRLJVPSQkkLpkoib+g6nlpVcL2Xzxoxina24ExhPwwcRkfwUFPl4XHhfKnspiPTdIPzB9Jl4fHpyt2LV3xx9wWH480mZJCqhMFgsiQR1kqCYvLaFypcd3lNqYWadJ5ksUgoWSgjOYtvXrWiyifrriSBOamMdhOY0NgxaUNyzMIWSMVgSqP/FnKuOKvm2BVBt2ygYkSeW02xTdFxaOiJW/eP6jqqSt+pmRKcVPaKovmb6pm1FaNJJDr+vQ09WUxJgRs/4oYdYX8g7A+YYaB6T6yVbC12GPCh4IcBlkdSrDw9nmC58u777zg/PZLmC64WBifVxd3gmcaB28Mkwd6cMUgFrsRKVrW+onugMQ3gM+A0YXX67w5ANnWu1mvbrDGkCmKtmK2GENiNKjluGqqd+nQ2CNNgDVwk4XNezZlLIqoEd4wz13luE60HbM67nhxtxT0a+6Edtq999MDp+RqlAI41OOc/joL/iY8/5XpzvLmTeVD6xUX2IK185PJcyKMHrEUrVEWopd4zTRPBe6ZhYL/bM007xnFiHCQwPp/PSlGjU5ROpxPXy6UnwC0ZPhwOuo5LBTcUSQxqrZ1WJVW03M1rlxyBwuODVKWdsZrsmB43FQ2vp90egIenR5aYMNbhlF7mnJcEAMMQAnNMzPOlJweU1Xi4xYGlgd5VVI5tcFgj7R7DOPQ93VWxWPBePJ5KCJSSMbklUbVtyVg81gal+BpSTJrsCm2wJSnffPMN1lq+++47ck4cjgdwMv96fvBBMmWMAAl3L18SwsC/+PVf8e6HtywxcrmceXx4pNbKMAwyvot8r6yVt6bW12hl+qaAJMi11g4sm5R6VUwAJssQ1Ex22hGGgDFiSNsqkTln0RgYB5a4SDVIlYjXQ+5m73P6WCz8fN7QzLhlHbL9vJvHYHueAACQ60b8p+i8aM/drD/PUOd2wft8Mj0macp/sd3LzetqKcxaDQwhrEI7Giu1SlSTQW/n+qnjP4bO9wL4XwJ/BbwD/g/A/+KPfX2t9b8G/muALz7/rFLmFfc3z5OQxmG3xvYkyik9xtGQLH3+syqjOlmYtgHIhUXLvmb75HYTNPDsDbNs1NHMj0ePVgp7MpXzmkQ5Pfda1KhQgwqDqKGMYaRYL5WujhhYQnBaiQq9MV2nPdJnAHd3e7yznE5PPYtuXkU+BMbdyOHmwMtXLzne3nI8HjunNdZEqjCOgtbcv7jjfB64XMVhPsaI00Y/iQdFdjipCEWnHiBKQQYD1kvyVIw+SlDqFUVpFajRO+0vQ7wrKtLzVbUfomZSFDRsXmahO+qGW1ll5pd5kbKvJpjxOq8NxzlzUjrA9bpgnZc+McW0vVtlL2vJ6vBdsTb3XrxmbGetFd8FRSgK0myPMxjrGPcHhnHi9vZOEH48JYvqESZK07tSADcYUn/saA8f/LGu41+GmNm8oPZ5sr7A6neoa1WjSBVrnf/Pk6atnOf6FFHcqlqJas3iHzta0PnPBQz/Kdec//yv/1Xd70dp6jeysDokiRrDxBgmSaLchB8tVM/N8Y797obb2xdM04HddMD6AVxQU8yiFeMKShVuiE6tBbNJoigJQwMlgO5qrdUcLJaKoxBMJdjKfnDsR09wEFPh/cPCNVam6ZZxOuLDgZQzj09XvvzVDX/5L37N4Xjsa0dV4ADAFulbaBXNJoktMsWmXTDpz8pR1UIzJVdyMdhi2vTtAIEMURlJrZm89CTK6PooZ5MyWCePIHQjQxFKnCs41zZQFV4wtiuVumpVvZLe08qzJMrRxP4leVD6ZLXkmjG1MRQazaUo46HqGmOFkmulny1GQUuHqSVR0ufEOFCNI0ZJKp0fcEPFBzB4UqycHp+Ip8Tv//G3PD28J14vWApBGQ43u5FpGrk9TMRl5lRnwFKLITqISmO3pmhFTftAjCRhAgoK7b3PxYYkFxVi0L6ZUqSR3aKsgGFgNzU1PqmErBRTsMbLutx7BdDqkiC4cVmIaeF8PhGj9Ps28M972Ye2SG4pRYI0pao1hLpTk9lUwk2zxFipyk2UwvmNAMY/4fGnXG8+++KrDZtsg95XJGnKzxMmlMpYFdWvRcxwg5MkavCB3TCym3bsdnumaerVhfP5IlWIWsnqj3M6nZjneVVmq5JgHI9HUS1LC95Zqla4aq2MOjaWZaGUzLLIHhtz6pRk7xzeug7OGY2tJFKp7PY7wPD9u3csKUu1KQTG3Q6rQa4bBsYg8UdL9EIFavOabLGdRR3kpKqUkuzDmqgMw0BKCzZbbJX53ZOo4inFkm3uSXlrq3M24O2gwbvs3VUpjXZD/frmm28wxvDdt99ireXN519o7NkqSm3qVKEGK6BjveXu5Qv2hz05Rr49fM23332rFLIfALqMea1F+jINXdDjcrn0fjRrLdNuB9Bl0jFaTamrUYMcUrUcp0l8PX3o83Ce5zWJsoZpHCglkXJVFU8B3dpY/RG4+5FEagvK9rlbqgTCHz7H8AwowWztfBr1VX9oZtH6wW0i6QWvWgQxRgDutid4J95eLXaUOS170zzP1ArDsBoZNwPmti61SlWr9n7q+I+h8/3Pgb+ttX6rH/R/Av6nwL0xxitS82fAb/+YN7PUThXr62PLcfoFo/+xFH2uLsDdNqwFlrap5Zk1MGm159rK58oz1uetjfdG38L2c+j9J/r+vbmtJ11aCautF0qLjBWhZMTcBQIaxSE7qVI0c7AYF+pSOJ2LoDpNS987/OCleXiQjd0Gjx88e3dDzgl7kVtprWO/P/Dy9Wtub2+4vb8nDEL7oMpQGscdzg+EQTJw6zzH44L3I/M88/D4CNYxXxeGy8J8TaRFlMaKclZlUTNMgzQ8OhfI1bCkCzUbSpL+pmRUeCEUCW2KZwwe76RHSpIZmSChQi4WN8I8W6rJQoOKBZPBltI9UcbWGD9LjxQpC3JlDHWJLCcxqJuvC9Nu96zBvyENJVhKDrpZZazVaqB3eOMZzcgwjky7HUUpoUsSg+LqvUgk724ZxhE3HCUgw2EqTGNhmRec8czzzDxfyamScxTBD21ydDrJDU0uuBk4I3RRHfLVbiqRFWpDd7E6yDSA1QDIKdJWGnLEuoBV7cHp1JFWJdNEL6twRFtG0cUJo+/BWgX4Zz7+ZGuONYbJhyaAJwXraCiLIV0qy7lQksWYgWl3wIeJ+5dvOBxuefH6M3wYJaGu4LGiYlYqNhvIMPhAGKcuqEBeKOnK9fEt18e3hJrBiLR2KTBnS7VS4XTFyPwgM1AI5Uog8mp3w+0+cD09cDqdOV0Xqp14+eoLqt/z/u0CZeT1qy958+ZLPv/8C/A7sGI2aQ1EmliIrKnbziVnpAqbk/Y0kvGucnk6i2lkMRgz4P1B/V0Gmg8caprbNrpqpB/MOC+CEVFMZcXHyePCBNZziejYU6pJ8BQSuSbaAItFruFSKwkoKeJqxmW1XEACrBDGZz8+TMxxEbllM+E8+CAKWFhRbc0xkypkK8mD5CBC8y05ULJKoOfCHAM4z1Id12J4mp8wTqAZo9Uhkwr5lOCScHPl4fQt6fKO+fwes1wZzIKzieKzUJxDYfKZYCNhMozDnnmOXK+ekp9Y5ln3EYt3hdHDbrLs9x4XBkF3s4wlW7RCR6HmKGuiKnmZnDGlqgm9kyRqFHo1SGBRcyYvS0+MLVVNoo0ARBvqZi6Z8/XMPC8seaGaKrYPzkoQbiCVJGbB4yDAUknMy7wGKsYwqBm5V+Wwmoq0z1kF43JFaKROaLFGbEz+OZIo/oTrjcHgXKBmSdTbWl1LA1ZbIGhJOUqCkDM1F3IUCr+pCrUYo1YjlnEQAG+/37PfTeymPSEIlT1GSZ7iIip8MaYeb4TguwjJfIVcovSdmCry+NYRS6SmNeENo2PAc7CTnnuVilmthFHG0/2LF+z3ewqGBPzuu+9JKfP2SeiEh9tbhmHED5NYHHjX1S8dVlSVS8Xmitf4yzUzVE3wB+8wpYhKX6VT/na7HcsysxgBWFMuYi2Bg6wVrJI1hlTSfGngUpIkzQvVi4L0guXMqDHO6fGJd2Hgd7/9HdZY/uyrXzHuJnaHiZqVKSKNsZiwAT0L4OR7vHj1Eucd/+p85je/+Q2//e1vmecr18uVaRwJYRA2Ty70XuRSejW5KSgK60gqfj54epRqPRiRM/fOcdzfMO0mBj8AhsssFajleqWWzDgMDMEzlRG02hSjJM09ceqhtewZzc9t62PWejGtiopIHCH9W32uavUQYxjCqH1LjpSFepxSWStHNOVPem/9EEa8F/8ntKhSW8zTgvMW4+RMMWLm65xFRJyqAgQi1pSTJUc1j2el2za/zyZx/ocMd/9jkqi/A/4nxpg9Uur+nwH/D+D/BvyvEPWa/zXwf/5j3uxZEgUfVIhYM9+O7MqvS9NZqvr7nvWsqlHNL6g19bdAMkOvPJnNBxujwaxZP7jRbtqg2BqoymNnZqolp5YWVTJXNgO6/1ErqxfbPC8qSdHeeZl1nmtAHzzjbiSMAy6ICW1rWB+96PsXDZqddUz7HcfbGw43N+yPh3bhaJShMIy4UvE+k0vFWMc0RYxxnM9n6e1ImWtMxJhJSyYbQQKbE3ZDEL1FegismPmlrGqI2ah4gzZs1srgDN5oAmAcfrC9wbCdY6kW4wFbiclTTaFUWUyMsZQqyItxQs85X5SHn1WVUStceVlISyRdr9QQcDQqihfxB+egGGpx1ByVgx+ln06T1xA8wzgyTjtREjOOOi/UlKk2iBFe2OHDhPUT1jq8cWIGbaXCVrKggQuCgtdS8E4Gb5Pa3IYDbb2RMaW1N0WaqFDqSterZr1uRhOcbXG11orBrQtLbT0PpgeMbSOXKlUnOur8aohG2w3MmkT9MZP6T3/8ydYcY4worlVNCBPUBDVCXirxWijZYvAM04FpPHC4ued4uOVwe4u1gadTopWiBUAxmGIwCTyeyQ8kxMOolgR5ZrmeiJcnxGlHg3YMqWhHaBGBA4PB18pgMqFGBhZuRsvN6Pj++yuX05k5JvxoOdy8YE6eh6eECzvubo7c3b7g7u6OS7IsuXYqWCpFG7hRgMhsjBMNzjgKrV9FaHUpLSzLBceAMR7nR6wXee2GvJaqazAt0TZdFdRYVeSj4FzA+YBxAuwsqY0kgze2r5u5jU9Mp4akKp5I1IKjMJYMRb1EjNC8vAt4L32h3geuKKXPVNkGnEhuY62AWxaKrRSrQWoFtAIgRQFLLo5cLDF7TPakaonAJV2xNYtoj5HqFSVTLhHmgouV6/sHnh6+xrNIUkrE2ky14usXXMG7grdieO79SHAiavH4ZDBGqv8ivFPxHobBMg6WMHgBdpZ1TjcqTatumCyP0rda8Truh+AZvJfqQ62UVKHR/hSpL85CdRLsWiv33IoIQClV+lXjTCpCd2qUpKbwV2qRylXwLGWhaM9H929RAQDpXTOKXus+a4WS1GhVrSl8K2byz3D8SdcbZxxpC65WlN63SaJksafm1FVlm5hGm6dNYdIg1Yrdbs9+t2c3TdIi4GVeShJ1ViGr+KwHzWkPtfOelCPMKFhWuzjVfJq7mIcxRnqkrGX0gZIzy3XWeya9WuMwcDweubm95fF85rpEfnh4YF4i8yK9PrfDiBvFDkKCbt8FSDrjSIVsWhLVhE8avc9bK/2mSmEtWTzMBBwVyf9SqtL7pb+xq062/bVVXy19rPouyiLslpw0sRonLIb5euV0OvH2h7ccj0eulyvWWabdqG8K3aFccf/mTVKrANyH2xucc8x/9mcCVhu6ya93niEYuixdliRktSfQikmWtSKYoSeZzSJD+U8MQfrcxmnHOIoHXy11tddJQg0cgu/nPqvkeYpLK5liFKBtQYWleQRWiWc0iRI7Bq0WaxxRWqlvk0iV1nbiZF3BOHJZKCWpxLqqPptNPyY6HnqVVESXjNH9+1kitQGKS+5qkSlFoYw7g8lGaZ/SJ9pMyVu/YhNHamITf+j4j+mJ+r8bY/6PwH+DaBr9P5HS9f8F+N8bY/43+rv/3R96r54boaH+swVyTVS2R0tiGu2uqfv0aKHdOGs7pak1vW4D1fZeq/qc7TzIpszUwqRniVJtuZr8xmqTs3eymVFEd7/kLBNtmvDGkPd7SUKM4f3bt1wvF67nkxixXS/SCxQXWrNtM06MORJmMaIch8DNca9oXTNCk2bT4+FGzOHuXzCOI8Z6WRBqxTgvaKkGyb5KSdUpl9q4wLQ/4IaR6xI5na8Muz3eOsbdjmGc+jXrCrNaUl1SFFS31J44kCM1L5ga8ECMRnooUsRZQ4qLVIdUUtWHAYdhctKwWkrCzipEahMplT7Y5yjO6c46TLDYG49UE5sCjcM7WQz2ux17VS26ub8VZMk5TM3Umln2O0RKdlEKoqr0qUyrSL0bUbGpiiRq873VfqthnPDOM4ZBejbUK6X1BXjv8NrMPmolqtMKaguldby3sjXrYyvEWtDx3PDM2p/5h1RktmN++98fCkvI9FnfSwrBa1/Wf1fHn3LNAb2mqo55OV94eHzi2++/5+379zycTlQM07Tn/sULDoc7bl/ciXz+NAgIUCq1WlKr75iK84bBerw3GCMCMBbD5fxEOr9nma/aPCt303qPzYaaBOCwxjE4xy5Y9s6xt5UXt/ccAozOUWLi8eHC42nGDlIZeThFUnWUuuPm+IrPvvgV0/GeS6wUI4Iw2EAxDle9Vom8qO+p/UOpYhCdiyRETYyngjb9Sx+Ms0JfwW6SMd08JSMU6NWYjLFCy4MmLVzAZVX+yWBbj6eMqYwkoRgp2ffET/1LhNqbRbzH2r625wqlqfhJpoRzgeAHUf8qQZepotQbWFQhcE6yjmCVZo2iqRhKrsRYmK+ZJVaMN/hsWWLGLxHsWQWKgvh2lSBUEmR/8IKB46jYmjAkgilUK0i1sxBMwmOwZElwrGMhUdJMTWKz4BBq0hicVvH1PhhJnlxPOCTAkHUKWo+da7x+B7vdbiMm4aSpXM0mS6U/l4r2HindzhpijlJN16Z+8RWU+/cMjGQFJ2uBFDNxieojJH8bwtAV3HRud5ZOKZUaC2kppFg7cFczmky1iuc/7fGnXm86qFvbzKpAZrWBFNCxKoU6LkK5al6BIQRRhdMEJGufzHJduD3Kvp9zYpkXnh4eeXz/XkA777k5Hsk5czo9Ss9TKU1Mn5qbhLoEyNL/VCklqUpj23+qBu3a72YsuVZyqdI3rIB1wci8mRe+/f575mVhd7gRrzXn9af1I1qaqbR3Ae+CWiTYrmjaqjnGISCwV6XH3Uqxyjl1UaWVXaFsDADjdGnw/V7I2rN6jikhQ+IIZylF4j6hvFkOhwNjGHh8fOC7b7/lb/7mb7i9veXly1dM08g4joz7kTAGcioQ6d/BNnDfWcJu4vXnb/jL64X/0X/+n/P173/Pb//ht6Qlcr6cOwgar1dJmhQkb3MrpYQDAm0+NOjeMPodwQWmINLmQT3zjLFgq8ShXuiXjXKXYmSJC0PwHA97DIVlNiLkUtRkFzpjJScRrEgld0W9fv1Mi9dWBVen/UUgghbQeq5bbNMYaM/bDdp7mSKcGDFbrszDrP1ivt+7nBMlFgV8RFCiFPk870Suv4E01pYOtDkVl7NWxDhiTNQqQJLQlmtva/nU8R+lzldr/a+A/+qDX/8N8F/8h76Xhua0BfnZ3z5YmD/2syZOTZrQPvs3KJrPGiR+7H07R3tTglyz8jWVWlOqFfk3aNN+af0vMiicMVhvsTWQFTEVQ7ykXPKFpB5SWWl9wsdVdI4CZm3Cq6WwxIiPnsZ0bH4mu/2eab9nGEd8GGhKfBUpDz/vg1EqjCJSJVecF98UPy9UI5QR55wq/e3Ui8CSVQa09SulnFhF3U3fDEvKZO0xKrmQjSGWQlauf3EO47QfhFWtxqnjuEtCDylFzEot0jCKNgZap3TO4Doa3cZQrZVl8Z0+2RQLx1Fcs20VdTTvjCZRHovpHG9j0E1CDT1b42+ljyH0sQUEQwiCArNN9OVetkpm8yUrqs4nQ830ypDmpXxY7+njFdgWmNv46+ITmxnf9qCfSrA+TKy2CVNTQNu+93/HidSfbM0BmUs5Ja7zlfP5wuPTifPlyhyVdjCOgvQeD4y7kWEcMGJChvFW+/+yBPHI9fNeDVx7Qkr3Ucmtv083HGNcZyK0zcRa6fkM1hCc4WY/cTM5pTwl5jmJYIpzVGu5LkUk1c3AMB64vXuJHyZSBhOMilUI6kcVUAClLndBF0TOXFS11zVVVz5636kF7EZm1wjw1UAr4a9rj5EpGFtUdKJirKxjxrb/RhKmNoKNtpG3cWoEmc6lCOVDhS0863qPjsnWO9wxfas0ISdCQhg276vzWn9ECKR95Pq9SwWTq9D5UtFmZ0k0cy7EHHG1+fcUsvqroEyGthq2DhGq+tBZFYcwYCkqICI/rol06NpELbLmWSOKiF4l5nt02XEsnR+t16B9H+3/ta5XLoJW4kWlSlkZ+oIu7ctm79SxmbMG9znruq+9Sps6Sn9sQEypq0lrk2JmXS/b54kAyPod0IqasBoQxoT2EIrp8f8/s/0//PiTxjhG13gj16DWvurLZ21R9Fp6X2HrcW0y/a0S15r9G71rHEcuZwHvlmUR7ycj9KsQRMThcnE6XlZmQvf+QYHDxljoyHyLlTZxkDXCQKlgau0AdNv7swpRXOcr12Vhd7yRfb73TT1n9GzlyY1pLm4NmKFDhS3G6hLqer3EmLXdM/q5Plu/mnCPJoMUafkwrYJO20OR9Uzz3HatWkISY+RyufDu3TupqlpPOhyoBcIUtAVBqKhO32szCHDesz8cuLt/wVdffUVOmceHRx7ePzAvC03cJ6onWv9q+lhKEeXOPi5kYTZGTJRHPxIG8ZuyajrervfaE9eAqdj750S9LjA7T3aJlHjWuqHzQdfb5wlrUTAF7bGlfe0P4iO5Z+tq0UY+NBClPvttu5+1oOIPttM3dciCMd3s2XvxKe398YZeGGl6AGucv3pWtfdbDclLHzOyefzT9ET9SY/2xT72+/b4qcTnJ39oynxmu+9rkmL7wGoXutMF/pjzMGvflDVGsvQsjt9BqQ3WGJbrlWWe+eGHH3h6eODr3/2O09Mjj48PpCXSzPSah8kzWmMplBiZc2aZF5b5qk27jt1+x+3dPdO049WL1+x2O168fKmb5ECtjpiRgMKGdYFq38X2qyH9CuOBnDP723vmOXJzvuii57i5vWO/P+C9lMyzKpEJf7awqFre5fTIcr1wfnzPcj1zORcKhjllnAVqoYguAxBxLpF0Avt56UFRSlllzYUKkFuzIbYHtwNgnHhKhEHodM77PqHMyXOJCRs8OCtKgWHofRnitVUZktMm7KE7dZuGuhVB2mK8iAKglpt9GEVmXgMdow3rtURKyiyXs1Qd4kwuCTSJdT1YtrRUqFdENZoWfnWrANGyIAl1VYWyBY22rtvFh8kOrJWl9jnbJGi7MD4f4+25gii1/sO20G7f85d6VGBRwOLx8Ym///vf8v0Pb/mH3/6O65yoFu5evWAYJu5ffMZud2DYjxhnpQcEozL8hfM1IWUZr1RQT6ozZYmEYLCm8PT+HU/vvmdepHk3qhG4cR5rKiEUqjUYm7F1gZRVma9ye7zn1e0BZxIxLszZcs2W6o4Uu+ccLX7asbt5w/HVV7z44i8pxnFJDmsE+V2yNHonnfKh0V4QGmExAtbEaiTJco6CUNe6BazNGFfAzLJpt4DbyDhpgboxFaz04WCaJ4yYZ4eQ8MESBjFK74CTqkkZZ6CKqa3TwEA47IKOp1QJwVBxopBZK3mO5LQQ54YkqqiNbxt36IqhDW22Tjf7pmaVJe0RJo1IcDsr1TMHBCtyFZaCN5ZgHZPXaor2DVkj1ORYM7FkYpHeLvG8EjXGcfQ4Yxi8wk01ERz4mhmsZz8E2I3UVHg/XhicAxOoRkUEpp30xDZj2lYhL5WUJblLrX+iCD0mY3BhwDrLMAnA5oIgwzkv+lr1RvTqfYPQ9lLOuCrVx2VJvSKYc1Lpe/CuoblrVUkoZxaKIUdRayy5aP+LYxp3HUxqQZhF5JlpQRMaQ+csa2rMQCa51brhF3UYs9LJaDFPAw4kUSi1dtPirEpzBUloLtcrtcI07Qg+MI1DDyDHceTu7k6Tz9z9Kf0Q8M6x3+9IOXG9nqXqhKFmAWPjshCXBYPBW9+TOVHaU6VFs6oyir+PCI6EYWA3TuwOB6bdDuMd12Xh8fTE6XLm/v4ejOVwe8cwjl15uCXxxmkc5myfq536RW3FOoyw+XqFoylNVgU0UsrdJ07iHBGMoci+6VzA2tK9zWqtFDI5L3IzkiYLlZ7k1Swg5yqzLsnofr/HOcfp6YnL5cy3337D7e0dt7e3/CX/gs/CawFJgpF+7SJlNPlaCrCGwIvXr/jP/s2/4eXLV7x88YK//4e/5+vffy2xVEqkt5GUVOgCwFn1eluTF6Pjyhmr82piN+7Z7aQ37nDYddENYwzjOJJzYp69VDkviAgWLTm2a4KlMun9b882/efcrKq9vdQibQYKRi3zgqmmx9fy+Q0QK93yI0YpJJSyNdLWz1NKQi4VkzPLEoW2qeeFtdQYiTmDzXhjiUnu67Tf4a1lGEeyvrZq3xNAykn7oYXOuMSFy/VMCH4DeAr496njZ5VEfRjcffi3TyVUP/We+l+aULXeGrNZxOxPvt+nkraGJrVMu4MmRVFZlf60ToJ+UUS5cj6fOZ9PXC5nlc4VjX6q8H2lpG46haYlf4AskFl6ua5XCWR2+0wYKt4PhDAxjXs1mxQqBsiCYqyjucujfTYtiRLkBzAWWwo4j3FRvBOMSB2M46ilYAkckqKQkuHnjnRZUwle+oygsCwX0GAzZUVftWGw1ALZYDqysIoWpCReMjkrUqbn0pABrxPLekmihnEUak0Q8zgbF/wyd/Srmna/VazDNrPliiFQi6UoUb3mNmlaj5GitTl1yeZnPXNVmz9LpmRLzlH726Q03OhO1mzqly1/hY7JSEy4rUR9OI772tRFSur6Nj3p6o8d2u3PYH3Vx+bL+nk/rkS1v28/8Zd9xFS4zgun85V3D4+8f3ji4ekEOKwXBan97si02xHGEWOdGtAWrTxVbWBOoLx7sUhQpK8UfDFgKrGJi2ShWmWtmlQNrKRwLuqK1kh/nzVSiRqUxiM6OIlUIGZI1VHxkij5kfFww7C7IUwHllTVd03mSyoiIpF1/FiF6drng/QtFUWAjWmbowLSyPeQX5d17K6RB7KWINS4qhWoXDBlrUxhK8ZIr5VVIUBBGmun2tHmidJlt+dR27nA+nvl0uemBsW6trdgvlXGeyXZGsSaoQkQNTxU501dKUEWuiKeeEfJ2hG04b0lA23elM0PtaWpAsp4LyIKozeyruQifoYGofd5ed8hBKEV6/eoRmgxbtNDKxLYpqtZ9c8tlVTUi0kRY9sqP14SfXrfkiSNBU3qbHNhkiBSKDdiVyH09NbkvvrFdHEltHKp1SlrWkJU2zLZKymyBrvNdW6JhbymAEZVGKWQZ9Yei41Yzi/pUMhK/7GOdfS6NSS+lLVC1L5zraJg2ehTTuXtqwKGa0XpA0VD1gqjLS0JkvtXuvKm3OcVCJCqYGvcd412Z6VC1KqXJRcGI35R4yR+lLG0vV6ot8Je8aoON3Rq6LN4awPqtnisfrDPtDG5xl+mV4lWJbfN5dVYoVkutF6n3vdbZS0qOg/aqVTqc2Vm1l6k9r5OhU1iSpRF4wKtYrx6fORwFNqfsypS0fZ/XePbJj6MI3f39yIscb3wdD5xuVyeKSmmnKRXt7YezQY6oedttM/eElzo1Z6gAlrt3+2cWzyZs1d5c9tjTRlnawymy9+mOmQ6wCq714/j5rWaKvclp0Sy0tdvrFy7WlHbDI2Z9LGN3Xa/5RZrzNfvD3xYPW1ns56zVqI2+4Xr/c/r79bv+by6JgIeqVfo/tBi87NJorYUug/pRdu/283N/vB1nzran50iePD8tR8i8s287pMJFGzU+TYKflZ45C24Tqqycp3PnK8nLvOZy3xijlfmOHekKaVZuceV4Bz7YcJ5J+iBbRu+1hv0cw2GuIicKVjmOTFNME17hmFgnEbtTVwnbbtKuTX+taWq/Vs9arwVJFpUmITO4l1QdEeuWfASUIZRmirlK1fKyxcs85Wn93c8vPsBZy2XpwcuTw+iqJMtIey0MV3OIKUMJlPjQq2Qkw7mIjdPqnoiYyw0JCsoNKYLhvhRDPqmaSeoZvSEZcF6ocIUhA8tVaigKlWyyHoLtWRyMpSciHmmGRs3lOtyPnM6nSQotQ57qHhbhRKYF5bzI8laotWGxHnu8qPBW5wderLaFiFrnAZspS8ABnqvSfv+NMSpgwFS3VAB/2c0hFqLLipq1tvrVFWTKX2s9McGLqDPlE9ae7/kc2tfUD5M8n6JR8qV795d+eabb3n39j1/85uvuV5nLjPc3N5we/eC27sXHA43WDdijCNXkZ5e1NTVmkABcl17T0wYcMMoUuY5ahCduJwfOT09Cn3MWObaOOmZpEwIZyvBJUZrGA3c7/e8Pu44jp7BWM6pcr1W3p8q757gbayEXeCzz7/g7vWv+NVf/Wccbm5JdkcNBpwhW0/Bcs1FPseKelKOkrQIMmswNsgcRERrghOVp5ggZyOy5t7hvVJTpdmnH9UIZbiDS82EUtfBpE28ScVbSs09na+okEQRhUAJ2MJKQ7EeSFJ10QC7IBVSalF0MUtiaizWBaz1GOMFPDJG+p6SVFywBRMEWCleiXfObOYF0odSJNELVqpih2FiN+64Oxy5Od5yvL8X5Bah5sYozcuxRHIDTzTIGdTa4e72wBgC+9FhamG+POGsYRocuylwu59EYKMapuAkES2FarIquYl6lltmqRJWwxzbei49SAXDHBPX6xWnzIrjtGfaTYRhwngv8vSazJdieh+cyJrLRUhqYNwq5lWtGoradZiWYKoJu/SxSkO30YAccgedvLUMKlrglSq4LJHWnO6sY/ADOWalk8m9aHQrypqk/iLXn1r1u7SMUQGrFiDWpo4WWZZFjG+XBaG5GUmikiD33juMM5wvZ5GWD47rfBXPw7hwOp1YlplaC84LBV5kylvrgPTb5Jzoa742/JNlH2l9LC1hc+qZ9Pj4KHsDsL+54f7la27v77i5veX7d+95PJ1ICnq8/OwzxmmHH0bp4aaBAkYNrmV8Wydxjgu6n5m6JueadA/NN9Pavh9J/BRXcaragD8v4QLiU7RNCGQMZQFQVQgB7d2sFVm7rKWaSEHVCU3lusyEJLLvlarXMrEsC6fTma9//zUPD4/c39/zl3/xl9ze3Agdzhpu7g744Bh3opJXS8Z6y3R35I3/iuPNLeM0cXt7y+9//3se3r8n+MDleuGbr78W0YfrtSc56HrpnWMYRg6HA/v9EWcHnJUkSgQ5XI83YAVhe7JihYk1DoMKkEgs6pztsZSo9rakViqHsg40E9tVLbPRgkvKVFN5Op8IceHm9pbG+hJA7ErOUdQUlXraKlFCPw3EXDRucz1xtlape6UQc8Iha4mYwAcBFlDAp3tVgbWe6hRwqqjQiPRrokD54IP0ahpLSZkUo8j0T9NH2Wnt+FkkUR8mTx+rRP3U33/6vfXxE5/7sff6GOXpR5Uysw7IFmQ2+l6rArSyaOmDsCrirD8b7BNUPU4XC+8D4zj053d01MhmV53HOKeLhvpBROFQZyt+LoW1KtHPnTWZ+tE+pAE6Vkw0rfNUdEMz26dJ8mL1sSPHVBF5MIYSF+J8ZZomlutZAqVSSAmlAvZ9RK6Dwisd87BidNkayHtDhlGhkN5poJNLKQI+eO0jq8ILHoL4lgxBjR9tX4ilnwpqFaPgWizNGK5taLJIiumvcM81YEApTICplZKjvN5kmus1VapVVa9VS086v9aw6YfprVRgWuVnXfw6FteSYbMiMP3W6EbSlrv18XnfQqU+G8/bqlMbI58uNm3P6Zd71AqXS+b9+zMPjxfmOZOLZRgOjOOBcTwSwh7nJ0QuUr3MqtA7azXQKGGm0UeUf24dXQm0JGqJ5CheSwW6GEJW9DLX2ivYtkrQ7Q3sBsdxNxKcw1BZYua6JOZYmZMhMxDcxLi/Zdzfsjve4ocdqUgygXVigq1qUzLnZBzkohLWriFAOhNrQ1u1AlRWNUZr7UrDMW329qmra57BPhuz6/O2z1+Rd9SLXPumjMql6Bxor+/oM1v603ov4XmvRNt4G1q6RfjXQKp2IKkHbHVVCGxzu3EYgvOMITCGwBC8iEkYAZqEBtgqPxL9WxXxaf/trYBPQ3CMQdfuKFUob8E7lbb30jxvDbIo6IXqU1KTqUbnk/u2RVZRmlNWkM9030FjVxbAj/1YmkzNisw2xSqpGJX+2P7bKNCyrlVVqValjYx1DwKVSzf9PRsCXYt42qFodE6xCxu0z2oAjv2p5elnfHwqBgH0cqwVqMbAkHkhzykl6x4qVR7xLczEGnl8fGQcBpXmT90DyDmLyVUD1NL3pqaSWGvpe2FvZfggSV3FmprIiOyb1ll8kP3VOhF2aglICOKtKOq2osaHkUSQzb6jeAWtv8fYtaKgF+hHQHpfR57Nafrv2sKwVjCEyfJhdWu7ja0U+Nr/pKN5vWYpibhNSlhnlYImfe0prr+/XC/c3tyCAmXWWfxoGerAsBt7TIoxQmMcBnaHA8fbW+5PJ86Xs14XUUp8//BAqZXrsmyqPOophiS5QxjY73aAegxax1pwWAsDbW5vk9MGtEDrO5K/hSCVzpiE8tvl4Pv9+UQcsLkXWY2Kt5/ZzLfXKtBaRUX7Hq01onS7WffaHtDWuZzFOL42w3jTqo/tp/TE2VixIWkLUeu7a5W5VmFsPwIUrz2f1vzMkyj4cVWoHe13H1aitn/7Y+l9bbK1i9YG1ofVre1N/1EFqvcB2H7T2muax1Ct4tORS1IpyUoIjt1+ouQDp/1EyZG0XCkZUapxMOhGdzweRJ5yHPrm0SaN0SDGjXuM8+A83nnm84VTNXz79bcMw8jusBfETx3pu6y3FVWoCthqny0W/eJog2jxmvB0+cksngR27SOrmtGL4qBlGMTrYFBPjxgX4hI5PZ2IaSHGheEq5qTDhsYi669M6HEMYhg87XqPSVcO7Ui0LL7XKKV05/U1ux0YGPcSiC0pMe0PTLs9u+MRNw64IagZmxgxFyd0PlrdxhpKKszXK5fLldPpzOV6ZZkXxmknanvOEKyVapTJ1DiLN4YmtS1xaca+1pq+MeakAQlrEg4Ga3V8dqnohqyhd2ilHVgEPbYtvujvs9I/Gq3s4/S8VmWSAE/6ndYgTN5EqqPVtGDo+eMv+Uip8vU3F/7d//cb6TWMI8fDkZevXjOMO4Zph3MDFA9WxEqyChuklGVTNkHGXpPEH0Sh0blBfHlYKPOVvDyxXE4s14so4BnHXBHK1RLVGiCJxgKGwXn23vPmbs9ffvFKpLhz4bsfHvnh/YkfHgqn6HH3b9jdfcHrL3/N3asvuH31BcuSeLjMDKMnjAO1GDJGhSeqcMmN7Y23oSUrRoOMUrRnxz+jCBkDw7CTuek2AT0V1HcsaTW0mO3aPEggZwrGJGTL8dTiKFgVbBG1t4a4e28JNUkg0CqgBrpcOkYrUTpzrMNZwxAcy3zkeLwhzifOVuiAIkRQqVV6hVKyZBZSrSwxqv2CWEcMxuOrwReV2K2ClFMNN4c9d7c33B727Hc7lYMXZdIYF67XCxWpdFkLw+Bk/pSMd6Kutx8d0+jYDRZKxUT5nMFVRleZAtRkSN7haqXESK0BjNAjvWlppCog0gLfIkqLtVBqJpdEKQnrJOHb7UZ2u0nnemHR/s6U1krEujZpb06Wfq6WeJoW8ORFk58kidEmKC45ieGpGxE/C7lH3sme6Z3QmgR0KqR4oZlyVqfVuevC+XRRo3LZf6hFTdolEf2JmObnezTUQEHDbZtFpZJLImcZS0tUvy7NGUqFWROf99YSUxS5ZyRhjjHy3bffiJVCm7OAsZVSndI8V1PR8/ncg+gQxMDXavW4KLW+UcC2Qi/BWu7u7/HeM+12HG9vCdOOOUWu794RS8GPA6/evCGXwuHmRsQMvOz58XoF0EqtgoDVSVFbvTFziuRacKv754/isFJE7KXR/ttzmky2AB9W1r1KV+5ryWofW1nFX0wDEmQOid+a/K8ZRD88PVGAd+/fCdtnHPW9Ck9PT5xOJ377u99ijCHFyGefvRElPe/41fVX3N7dcrw7CgPFCnxTslSkxsPE688/YzeNHI5Hnp6e+OGHH5T9Ag8PD6QslcTzWfra5qtQ/gbvubm54bPPPiOnqrhL1e+d9WeNUVsbRuvzwlQZb5qYyH4miTDA09OTiGksFwXDrSZTje5bN6Dv5jCwxCiJriZn3osVzof3swEzVWXIQ3BErUaX0ooPMhmEQp+5Xme8L+QGoqlAmtv0Zsrz6d5WzvsO4LUqmrMG5wz73Y5xGkXx2cC8LHLeTVDpE8fPJomCTbVkczM+lsh8LFn6WELVkqWOPvSXmZ94zfO/fey8Pp7oyft2NKNl+t6JF1FZS54N7zNGSqODHbHGMCmPdRonUadTTq0o24lSi6kFYxzYiFEvgVoK56cnUkzSHzQM7J52hHFg3E0iwjAOIiHuRV5UPtspir69Vgi9wBqqEx+rZK02jq8GwDIJXZehrCnSSv4GIASGcWK3P7I/HNjvD1xOogZzmWdyjjCOMomD+kMoiuWDCEAMw6iVI7dJD+TzslYFYhGucENusprptWqULMxWUdiGcm3RV/Se6B7Him6JAZwkwrKpSC+E7+hNU99CEg5FhNtdNrQqzxbf0hGggemHi0/Lhdr4qLrZtgVh+8RebWrAbkfaPiYy8XxMf+xoCZYx7fm2J3vb9/oPqQT/XI9aYJkhRUetMtaG8YZxvBUfIwZM9dB+jIxA07pHKlJ5LGAR6pg1QnmlWoxWNFKcSdczcb4Ql1kQ5Fr7O3Uud4lCrTCOwVV2wTIFy+gdsyqhXefI+RpJ4tzIeLhjOtwzHW4J417R1vajo800+qfpfYGYVmFRBTlDF0gRkRsNwNo4BUXtHNa4tfQjA5xOE+3QQfvc1hNssMZLcoXXH/EzaRtw0X6NVoGSayKqgxjTE6jWO9n6RRq+jDEi6dvU57ZgW3vc7Au9EoKaW+s2YazBlNUD0CIUw2osgwYsTRkv5yTiCynKf5esc0cnrWmrVelgkTVNfU/kla0mR2KgKmpezhq8tWsSp/fJqe2CrNXyGYaKdTKeZS9I5BShJvlMZwjB6me3hHcrX90M53VeqLyvVLqyPj8/qwiVEoXSV6KOX7keIjggyVspjlpd7y9pAbq14IxKeGhvHLWSKSq1Lr5kOcfNuiXUSGetUuafrYS/sKPD9Os/FXRjk+j0iilIxUETsKJCIrlkchEj2GnaEZwnWMv5NBPnWQQcFOBswfH2fde4yPS/i4ZAqzS2INOu4LPeQ1H+DQzTDuMcS4qkIj2JbhikB2ov1YEmId325wZcF2V8oOsRDXixKz297c79NaX8CER/dinr2hPT+6EKG7qkXutNb2Tb89vqVTWusKyf3xLVZZmZZ8/1clnPScHlRoUratnw+PDIGAauy4x1jpsXNzgvohyuXfqGWyOx1TAOlMOeu3jHoKIh0zTx+PjIfr8nJTVPVu+iDj7od4EG6JkusLMVaeg5PPSefWPXnqmmsLi+ZrtmNpU6HR/Qr/UWXK26Dpi+JayVM9voRzRWg+3rmYy7lSlQNuctf9vEHj2RXudKGzvtfJ1zeu+02s06nht40J4nLAHxIwshaDvOOjRLzj+53vxskqiPJS/b32//tn3uh8IQz39WiWnMelHWBd0+e2wXFn5cGVsrUOYTnyvvXzQ4tirRbc3IrBUXDMScWFIi5oTxjuAdh2lHcI7dNOKtZRwCNRdRLUkz18uZRQ3SrPYtGXeRQeOFB/r07p32IUg2Po4j+/2em9tb9scDu8Oew/HIOElS5bxjfzxIb9Cg/TpuXZSqMXjj1XwShsETgmMcNeAcRF1JKkKF61UaMr0fqE6U+G5uqjRiA4Nz/PYfEufziW+/f4KSefPqJdM0crBSGbIY8VpSBandft8nvtSJwIWAdVYkj0slZpHcjVmkqrkKWpJK5rxciWTwhjAJnaA5flMrDqdS1E3dqugmnlli4jLPXK5X6S3wnkll3qXapn4tGhS1Bdegzeo0cQGpWlhdxGRRSX2j+tGYb5Gnpo2mrpsDVRPJTUL140SsLWgfn2PbquuHP9uEq4EBtaLB4fo526Tsl3rkDOdHi+UWHxzH44Hdfs9+uqN5lVYC0vgjIi1O6QYO8XkqS0sarHCz2YnPEQZTHLZYnh4fOb37mod3P/D49J7rMrOkRMZS1KCwUinpinOOgx+5HS2vjoGbyTMFy3KtpJh5+/7C9+8vZLPD7Y68+vLX3L36krvPviIMO5YoQb314gWVi0wcZwUBNOU5oiay2or+kTE5kZeZ6j2GIv1+qvRljcUSMHVoQDpdA7gJ7ldNoYwVvyVjcDZRbcZZqcg4M4kQhplkVlSR/q4ZMeG2Dor0MGSthBprcSF0qm5WI+BUPMYIrc04x7SbGKdd90Lp1V7oZp5iirsCHQoRyH000qBtMaCKUs6ol5cN7MeB/TTIfE9JlBZLYY6RVBM5L2Lmi/ZsGEkUDAVvLcEZnGnKaRlqxtVZN/GKt5lgK9kZchAjc1vFawy3UgG96kIYClgIxmNzo8DNXK8nAEIw7Hee/X7A+4ohSh9uLuQkgaBza1DRaEslq9lyo/KVqOqlSatHi/aiiKKbs4JYl6pUszjjnSr3DYN6ugjFxnkRFkFR5zFUsq0sNap6ViJGScTapi3xkMF7lGZUfpGVqG1Qa34Ulq20MRFlSKq6WEiLVG+8k/7GrN52KWXevHnBr3/9a6rKYf/tv/tveXj3luCP6vMl+05T0Y1aGZAqg5zDsiTmedFEK/f96HA8iOmo+gI56wjTwO3tLX4YGKcdMSV+ePeeOUaWFHnzxRfsDkdudpJgnbU3uAlizFF6vFpvlJPFRQAS73FUWIQ+tk0Ac87d20z2sEpTG16v7RrQt1hOhB1EOZeSKR8mUEp1riiltLbEy/ZNtN23p6cHco68fXtkN+6oCrIuy8LleuVyudBk2r/79luulwvv3r+TwH0wzHHmX/31/1ASS7MVYRE68f5wYDdN3N3fU1Lh7TvxEX3zxeecn0785m//lm+//Zb/Zlm4Xq9ijJuTUgoX4rxIQj0M/Zo1g2XpF1pHm6gcyrVMKan1i9i/NCro1ny2XevWvyjrPwqAreO606OVNiwwldBQjY4tQI3CCyl57KJUwiIge4xRaIBI3JwrEi/pNuM3SVQuGduEVvQ6WmsIYdRkvRCVymqMeTaGmo1Oo5APQ2AcQr/n3hqKqQJ+/kSs87NJouDHCdOn/vtTlajt358lXLZ5LGzkwz+RgH3qvT712T/6N4bWsAgroppLVqrFasBqapAK1DTinWTBTje0rFl94y9HbWK0Tl5ftBvduChVLzXAs06QWO8MKTqW60VK1SVRcuR6Gdntd/gQMKYShoChiqKf8QIK6SJnFPl01kow37j4tazX0BhMleSnVdaoYAkwFOq+MB+PLPNFGkzDoFWzmcssPhbTGJRBqH0Yet2KKuEJliuJnXVWq2kGWyrDmDApCe2F1vtRn/PGi5rkNu59Edn1bOQ90QW0qcSIL41IpoqHjPhPDcOgP0GDjxVF0REiG0I73/aZ2tgq4wVdlD499mu/Ch1nl+RMo1fpHdiMONPQt7Wv6fl7Px+hmxc/O/SrbsZ53XDyt0nadj5+9K1+/ketmOo47MVBfr/b411QOpPUnEStyvVxiXWYaklNaQ709xpso6BqrRIkl8Qyn7mcn5jnq0gJJwm8MUYTDkTAgExwjsPoOe4GbvYT3hqRgM2ZmDJLysypghuwYSJMR4Zpjw+D0GD0fUNwisClDhwZip6fBKZGqxmWTKmZmhdqkR/qgK0iz01NOFOolh74rjQ6ffNtSGjMBvqFVWlsfWwtLgaNU1agXd9XNvl+eXUN6AbYfQiuwbjQXiXpsv281gDFaoLUPJaybapWhiaYtaLwtr/Oewu0fjf5nqvbvVZfaApc7dwr1UoVSPpcpXrt9b9FjS/LHHeiaSF9UNIT5Yz4wJhasLWqsa4wE5yyAqxFElBjMFaavGtZqHmmpBmnCl1jMIyDxZJ0IZXqkjUZa/W9bVGgMZNVil3Gb+uB2iZRWWXRM6VEDVS2wa4kk6VaSpFqo6wfGoSVooXLFvQmHVMLuSRiFJphS2/ROpy8h4igdEXbX9yxHfS6sndRIe1B21SjJIBF14o1ME0lMy8zj4+PPDy85/3791JZriqcYrT3KEoPZqvilFK691DORcAJ50SFsd0PdC9pp6nrhTWWMI4EHygVlphY0okGoxhru3mpmHtLP1Iu6z7afhroWNGloiHQH+wl2+Re9jZRRXVmBb/XRKoJCEiFYwuIw6cBv9bjY+qaREnMuO6SfS9UkOB8OkOh0/l6fAg0tbmH9++7OEgYQ09E2uetJ7ZeY6P95c5WrCvsj0fCOOCC53p7Qy2FabfjH377Wx4eHvjhhx9kLUtJDHOXhTCMhLomGIYW6+ouoIu3EyhHQYnANE39Z03AdP20DufoSsy5tD3yeRxRN/9+Vp3SJEgqiU0lT/sbW5+bWUGEpoyHrns1tzaH2sdm/xylCq79cmu1yxgj1FZakmefxf7Wyros86z216/VrJZkfXTo9ONnk0R9mMB87O9/MIH5WALVLpgRioTcuLXk99HXfHA+f+infz5NA8FgbO3c5KSmulKVqLgg4hEmBJwxHG8OOOtU/tvgjai3VPWxuarPlJiJCVUlNnfuFog5h/OOaXfAlBFGS14gWkNeLlxOUqGy3nG8vREH5zQzjiOmZkII7Mykk12MOatxFGvJzol4QkpKK9SBp2hGrVXocsYQvNfSkSU4xzgETM04a/j++295eHhgid9wfjozTSO5ZA6HPc4Z0IC1VYViTJrkqAyxqh+K3LSqvBgryOXppDQHud6zunDHFIk5kYosDLUUcsxgK5GWzMgCmrRxdImxu1eLuqElDFKF2u93DMOAD14SxlUcuI8t2Rx7TUiDvJU26b1law4IzxedZ+PamN5A2oPHtlbVlkCtC33rcxL1Il00fzybNs/ZInjy6NxKe1z3tkpXwfhEEvZLOmoFh+ezF29wTmR6Y8pcr4smGQ7rHcEFTeRlUa21km2S4KS0BFsBjKLXyyJUp3Tl+vSex/ffczk9crmcmfNColCdVLAEUS0EE9mHgZc3E5/dHfj85Q1jMMRlZl4S15g4zZnLUmA44He3TDcvGI/3DNOOimFJEe8CwyDfJaaom4MmUBapjBiDqNcVXF2gJGo6U9MJ0hlTHI6RUhZqTnir1ZCq5p86pJzfVOvXLKpf31Kr9iBp83XKBJ9lzchQrCZZtXZhDUD7otqoa1VPcN7giiGL/jWtO7LWrEqkkYpw6o2RJNLaKhRc9Y0J6mifnaMYqdCJz5smAiVjawW07zFIFcrZ0AURco6YKNXwTKNmC3Jp1NdYlGpWufIhOIbBMg6ewRt8rZhS8V5EJXaDZRcso4doK9SMVSplsAbrLcHJj/NandG5LftZpOYLJV3I8Ykx7NmPgcPOcthZal0oae7S5INriH1bOwqZRK6SIKEJU60Vsqof5qj3c+7BoqD9qVc5xK8nqgx220NlXWrrUdUFck0eMrlcZa+bzzqKTO/FNIhQixCmVWL7md34L+GQHhLYJlDy3y15yq0SVeQHNWY2KoDkgwSgS4zM88zDw0MHZUXsJLCkiPVe97+Ij1GSJaXlXa/XnlA1+WtMo/82KnDVJBepyHqPc57j8QZjLSkV5nTl8XxmnHYcDkeciq0M44QbgiZQWqVVr6EOZiJU+0YbZ4PRNUpYRUQVvPO9mlKUESF+fJbgQ/dwEvwoi6qxeqJtq30tcF4ltDegpSrN9cS8tP1Y1jXnVDwmionx23dviTEyKqNHWhtkHSxaJfz6669x1rLb7zhylB6qYaSUSq4roNXyR5D7TAWja9+tKh+/sqJ29+WbL/j697/nu+++4+uvv+ZyuWCNIc4L18uV0+nEOE7UYerVqWkcdX+SOC3lZja7xrfjKIqDrQI1zwvLvPSk2qlh7zhIDBWzxhUla3z2kdH+QRWvCVZIBa70a71VzM5ZK2pR+gLD5LBWrEioUPJGpwC6x2DOokWwYr3a8tLOo6yf16630wQqBCkiCLAkwVT7jGGQ6l3vp/vE8bNJotrxsT6On3ruHzq2KMGGsf/s9e057d8/TRFc6XzP3t9sPqMhOKwIqwSnnmEcOd5IEuMwOGOYRjF5TTHKDXZe5bFXdKJRE51dF4MC3VshDIICjYPTDTZRkyFGg6tOmzQDVEe8OiiJ04NhGQYMUiq39QYfAtO002DQUbTJr1ThhpaUyU7MFkUetLaLqQNaEFZT1etpXsTI0VruX7wEKjkuPLx/R44z57P4IpQ8MQ4D2crrjJVmWDHQdV1MAiPeISXLBPLKffUtIVZOtSHqxMvkmEQqdhLkVRJbEQmQCZQ7bSLGyHVeVJEvK9ps1E8FoCmxic+JaTXtNk775Vj7GFYoQ86sJVvrONy8pqEprIISRv06xH9Hm/eb/Dlm/ei6FYeQbbE1krbNWzZzniVfqzt30c8t+p5mUzHTra2u95o/Yv79XA9jIKiVmvjOZpwtaDVfkPC6kFvF10iVr1Sh3pVau8moc1IRKTlq34Dlen7g8vAtj49vOT29lx5ACrlmUs0Yp1hsSXhTmQ4TN/uRwxSYgpWefAUEHk5n3j7MnJfEUsCPO8bDDfcvX3J7d8c4BsDgfdYqt35H+UQqIhYhlWJV2tIg2pKoJmLrgiMSbGZwmcFnSorkMjOGQXotgxG2XZYBFIJdhzbrmGswdqXiXGUwlnmWYMXagrEZEIPiqlWFVhmRnkNJLhpqK8qYkVojxmR8UEaB1Z4gCyD0skrGB6eVHYcJHk8AVXJqYWJOUSp36uFkG0ZQEsZIJd95i/eWlLJWSrJy9eXJLZAXayP5t9GI0HuDc6HLDFcENXVWlPdc0fuBxRnh5DtTcVRqjqT5Qs0ZB70vtPH7c06YEqXBuxpSWljmmcvpHfOykNOFmmW9L+lKioYU1by1e5/IjStdcU99XRrdrxStuJV+H3KO2it66b0La89ModYIZCqJlAzXuQCRlIOCSqIiW7vqn1ZJaiHFSEyJebno4F2TLDHoXQHLpNfgl3Q0UGGNNVoVtX3P0vtrGp2yNuaKrsWl5LWS7GSvu1wv/O7r3xOcw1sRZSg56QZRhX4eAvf399QqIiglyX6IMQipSup+XiXEW9CYcqHUiPXCTJljwnmPn0ZMEeBiGEfuXrxQFV05t2WJuBCeVZak/9p0Kltn6tD6G7NavsheJEbZToUIvPb+FEoxem1kDm730loN3jlqWClZz++BfFbbv1afIq2yarDWgnTx2jTSh2cstci5lyJAwRJnJjeJHPeySN9pkbaCkjPFWl69fsXd/T1ffP45rz97rcAr697dL9LzKsrmrMW3slaG3cTt/R2//vWv2e12PD4+Ml/n3qN1vV6VCltEAMzI/WlUWvne4tU1jsOzxHL1wVoV/VpvqbUiRDRfZ9go3jWWT4tbnHWdzrdVQW3XFVAgsijwImu3U6NlOU8IwTGMcp59L1GDXFOrzhs1GVfwclBT6daekXPC0JgAwgJoF9dqnOiU0qe1btlH+rnWHlMWNV3+1PHzSaLqijq2m7JNWJ5XfdZN4CcTKfPsoWfWtZrN5v/8PT5G3fvYeTz3tdp+DwnuzarwqmhbVcW5SUropTCoYAK1UFLi9PjQFxqbUk+gZKWQ4ExKkFZU/ZCqhlSgRvWWkolOWkT+lAQlYKoXek5xLJdCjo6SrvgQKFGkyL0Rc7z94JXGB3iRE1+i0NxyilpCloRPmqaMxueVGEuXAF9i5HK9iteIsbz+7A0v7u+gVt5+/x1/8+/+W86nC7sxkHPm5uaILarUZR25VNwgHlC5CHLbzDebc7cPIpThg8fk0lrVu9FjybpBzzPUglMOcNYegloKFEVSlyspJa6Xi6IhjQooKoW5aBpuHV7lrDvtpN3rDcpojCy+7fdmU8X5GDiwggfmx+O6gf0/GnPbRts23tCgZg2OVnO654IWrQlXHl0/v16F6vOgLYhrkrYt3//SDmNgGNpeVsEkqQo42yk1tVxJC13Wu20OKUqgN+4PneqQcyEvkZZkn0/f8/23v+X92294eviBlBdAzC0TBY/BUChpwfvCy+OOF8eJ211gNzjxLqtCv3n3/pFv3555ukauxbLbHdjd3PL6szccb++ZJtkQ6c3oVcUKICappjbjWe8t1lasVxQ8ZSoLtl7xLIwuMXpJohILqVyZdoEwOK08QdL9aBwb1WGVY27jrgWB3nuCcVwvUnWyLuvmGJHAcIEiyZWzTbSm4r18j1Ir5TKLl16NYEQhVCht8h0cFYz4RVEz4+gZBi/9QzVQXCYtIoZgdFNOcSFrAqEaEELpUeDGawLlgmVZpO8glUiuiWqavHjuYh1NQKLtL85bJq8Va2tBBRuCF68kkySQlL5Kw2AhaA9UjVGUHHMU5VIn0vKtxzKWSM2eXEWqPi2J+XLm6fF7CWxSliSqBnI6Ea/iGRVTVOsFAQprrVybX1BSv5QVzu3ofBMiylWonzGdJdjFUKvFuYGVmicJckyRer2S8xk3ux5wLcuiSZokBN6rkpYi0SlLNbHReySJcirmIWvPvCwKSvySjqqVFPtsbUYTJaFfyXVbaehik2GUcpr1mju1UDDA6Xzi3fsHYcEA0zAQvBOPOuA237Lb7/lCVWvP85VUMkuKorLbq0NiCTKOI8uinm4xUlPGV1HHdUtkMIbRBYzLFAzjbt+V+LJS4K/zwmhVSbMD006lzxWlMiJ0k1sClZPe/6RVHaeN/g5jBu2XW2RP1yRqpc+uOGZjxDQDYtjsVy2JanekNgqZfLbEAuvffSi6FngsluYjl4tU1+f5KvT+EFh0jArIENVryXFze8Prz17zZ3/+57x49bInkw2YWzGozW7awwQ95yRzdtjtuDOGv/7rv+b29pa3797x7u1bvvn6a+1LvxCTgD1itiugvbW2UxWdlzV2mqb+/Zdl6RViYwxNEXjQfkZJrDOnpxMmm811y5s5KtQ3WQUhxlUYBgQQNFVAslKMqoLSXye2PlKVGobApD6nkvMqFdAYUPBBWA5FYmLnoO7wmnS1yletsA978aZzTq65nlKjfDpr1TJBgUatSoGwqgJsYqePHz+fJGoTU/5h6t6a3Pxk1YiNvrtZE6dPFbf+EKXwD5282QSg3V8DCOPAwRp88NykW4qqvXlFLs5PJ7JKllpjGFVB73w5S0P1MNCaIQuVqLKYrmXa1qjHiGUIqzFZpVJzItYsFanWULdcpDw7jYL0xJnLOEKJ7HY7bM0M057dAbAB76TB3qmQAjUzXy/EuCh3xSg6rVU8RII7xkUXPllQxmGPZcdXX33F8XDg9PjA0+N7lVy98PDwKBKTXhqlUy6YmKQXxQjSlXLuDiTVGFC+tfCxZXLYq+VyuRLUNHQaR5Ekdu7Z5lXV+0CkxzMxtY2gdC+rUhWrViSx+QSlUnGdjqDlcUXYJCBrSJv8X086WpWy/ScfFHRahtOyJk34zbOkxdCUuT6Erlr1ig/e0lqj+0Oj+xntd1pBixWcaD+tatU2w0bBMPrf/yFz5Od2FKo5CV2TSs3PbkLDBARx23jwlFJZ4gUw+Dj3uVZ0HMUkY+u7737D7/7x3/H49luu50eiN1o5rkLTqiKNvxs9x9Hw5n7gfj9yexgZnTRB51pItfDD44mvf3jgcYZrHdgFj/GO63LBXByg3h6KWBtj1CS7aECm1TToSHAfZ4ooxvnKcj1xPr3FmYgzUarIKXK9ZOISsOGMmA6jnxHk+iShKucc+zrb5GqbH8fj6VGrvAI+XM57eY+8or/eO5Y4crk6fHCd6neZW4VYaGRG18nBOwyZkq94Uxk81HQlxws5zb0PNKdFKj3OsxsEXR6rwSSYl9jntOwbTgEkQ6mJmGaWksjFMC8Xwnzhcj3hS+KSkvR0OEehCEhlkB4lJ359tcAQRko+s8xC9cne4GvBUvBW6NshiDpfzVG9fqQnqZZCSZFiFgGD4sLp9IiLiahVeFNbD8WgVXdwvlDKlRTBEEkl6j2RwDyXZmugpqNdkbPFeAah0TVfMKFO1+oZxrWq4qztpqxS4ZceXnSd3e3F/D0nEUqY55VSKJSZoa89uWRinDWJKlqBMz0AjDGSc2FfAs7/ApUlMLqObw9dV7UPsPXMCdAaaZT9DswBVK2qysJOGDf9mBaELifvfV1EKv2H9++wxnKdZ2F6OEc1VgFCpbLnjCsVF8Im7lgD0svlQqFy4xzDOHF7d88wTkLX0/vZgY9auyjV9gs/Y/DoIlulqU5aGZzrFLFSEjGWZ4G6tRqsbyobwrZQDcsu0b+pMvUguO+4rCC8yqVrBbC2XjSZyDhXe72oiV1YI+Ie8zwzjUKBq6xWF955poP0F33x+ed88fnn7LUi2D3oPtg8m8pxHyl9LUfAdD1v6x2H2xvefPEF/+Zf/2u+/e47jscj795Jb9yDekq9fPlSPDrVnxAkRhnHEWNWWqOzcr6uGeb2fX69Ui0eaFUqsR1osYYmgtVQmxKiWWPzlnClkrDFNrQK0Hukyejlcpa+4bio2mmkVhmfLS5u0utWbgLONNAtiJm5RSvotVebJEHSbMyovU/V3vre56tjQ9cbZx3GCtupbHrlPnX8fJIoPZ71GP1EIvWpPqaP/2wTJPrjH0rW/sOTKZBbtjYPWmO66eu0m5CATRuRgZKkjJxiZAyhLyQpZ+EiB48fQkdfchK0bxx8z6Ktk8HhVMGpBUk5J2KO5CR8a+vE6MwusjHmKB5SOUZBcGpi2e8ZB88uZ3W3N7gQpNrjVJa5StVGCdtUkGCINYkCpdKlqEaSjt00MAweSua43/PdN7/DOcMP335Nzpmn04lcC4fjEasNqSRxDvch4KzQHHOpUhY3qy6e1+AwhACl0YKkJ2EMA/txwlnXg7uVj9+SqDXg7FWntjDr3aqaVGV9XaMymn43VWhDEyDNe3sVaototL9txw36SWuStK5kBoHaqqJhst6Zj7z2w/fTfxk2CVCrQLUkaStdXmmJVjtaYibP49l8+sUeplA5K7ouFgINeGkV4J5E5dL7dkotRE2eYmyN9YLiFRCfnBh5++63fP3N3xHP78jLBbMbxQfHqE10TVhT2QXHzeR5eXvkdgocp1GpZeLKvuTCu6cL371/4hwnkgtiuuMtc7zC1VByU3hbG62bkWrKQpNRWUe2alYtWKhVFSnnJ+bLA94kvI0S3AC1RjEQToPAvuj6UsVLapmvis4unf6xNvPKeD2fT6SUdHQbLmFUgEvOV+arJ6VB0UXxkMql9p7GRRXGWgC/GzxQqOmCt5CDhbJgytxlvkuOlBwZg2FwVkxujWFIhmLR3h+Z8846jJrcSl9gJqZZlUBhSTNzvHJdrngqc5aeTVO1SlQTTY2qWE2iaiX4gbKciLq+dNEArRY6hyj3WQG9ahN1KCIuIU3WElikFDlfLrhcKGrbEJzF2sJuP5CiwdmCd5VaIykDJnVaHtrF1WICoUTS6Z0SiJs1oLeO/geloA7F9vViSw1qFQDpjZLq3fG4Y7ebtPqfuV43fSnGMk1T36NzycRlppLBCCXJB0dc5P0ulwvNYLPRuH9JRy8wbI6Krqdoj/FGfCQnBV428Fnbs6wmUU77miyouIRSAfUVrcrw8PhIU2IT3x2ZB60XKyYBD2MuTOPQDUcbTSylRFxmjAKxg/fYIEJLrS+pBfudsaBnUfs33SRRm+c1tLIl5S1I6yqRerQx6b3b0EmFbmfqWmXo9Mi6ikW1qs5z9FIeGvNAqJSr55Sc62ra3VqmTKVXxqLaG1CrBuaSAB8OB47HI5999hmfvX7NbhoJ3uu91p++vW/30ro+tESqXVcEJN4dj1jn8NZye3sr8y7/Ld99/y1Pp0dyybx69Yppmvq9k31BxLFqlUpRW6u75DdtX/hg3Jp2xhJzNOPdnkDpXllUDbb217R7sSosbr+q0NWFFjnPV5ZlJsZFacOJWsUo3ltDVepdE1cxpgEO8p28EyChKEDehIBaEtUohY362f62UmoLxrtO8bPWEkvrlV3pjh87flZJ1E8lQx8+78MK1KcqUrDetzWBapk1P/q87Wf81Dk8e54GvRhV82qC3JusvlUooGrDbtFkCg43orzSpBuNUmPev38Q1ZthIM0zKUbOpxNxmdVrA8WcavdTcWpya4008JHX8nNXItY5UZJQAFOKeO+ISutLy8Lh9o4lFXbHew63HuvElVw6CIzoUdVKMz1oYEnRYA2kEXYcnAQFOYsM6FVQ+Gma+Ku/+ivefPaav3FGxDPSQr0Y3j8+MswL8yJGdS54drs947jri/UwDd3nCmPwRn1kjFQfXf8xXRTDVJFcN85TrARNtVSiU94rVYw4c8ZYj3G+mxE2Vb5pfxCecfBYY5UKIdUq1btZx5ysSn0EWrOq81TTujFgxaAk4Kym9gWtJWi9GtSQnloxtvJcje/DbVpGSE/zzHpvpBJF3ygBWm/Uj7f69Xt9/G+/vKOUxGn+WgL7IlQbdOwYtyYC654rAYsDXJkFGa9XKKybg3U8PL7nh++/4+vv/j3vHr/GlaQVhxHrwCOqcMEZhmB5fQy8OA58frfnMHhuRk8thprhu7dXvn944t1p5pQqJYy4cc/N/R374473j9/hL4ExOLxzjMHTVaD0NrWgfe2TM30jpzYTRKsmhTO7CULIwNybs60HYwvGFw28ROGpFKs0pIsgvjVCFXPbvjEZqx4oER/ECFNAPzHXDUECtjGMOFfxoSK+RFohKZUwNoNg4dw3M839NGBMgRxwpjJYsHXAlsD8eOD6sOMpPjEvhSkEpuClimcNiR1DSqQoCDQx4q2RfiUnvV8pRlJeuMZKqZbj/ZGXn73k9Zev8MPENSVZc7UBWfoFMtREsIVgCk8hcnGF8/szNWVFfh1O1MlpCnneNSpJxhoIXuwkpt2E2d3gxhu++PILbl59xvjiM+w44Q8HWf402bIlUVuwInca11RbbTNObXTLlsiYzZxQo9IWpPSEWALiVBKFqgadGmRqEF5LIZXMWAOw68GV0/U6JUspGevk/lVdfMKwMSMvYF2gVksl4b3DBUtF3iNXT8nN6P2XCuK0upLQklpkbowkrN4HfGj0tau+xqxrdwN69J+5ZEosSkmtIjyiBqq1Cmsl18rD06PQkrfrGZWapIcpLgvFnLlGEc0Zh5FxFJB1ss2KAaZpYpgmubdVqK85ZewgtLek/VgtJusqeUYr4b16KrFL3iZJSLDc4yQ2dEbDszkmSnmRnBeVb197qzBC0dv6tzVfudbS0fZnGeeO4pwkn+10NOjuyKnRBLDS36uUyjIvPD0+Mo4T9/f3Qpl2F25vbri9veXzN2/4/M0bpmki6PrcrsWnR8iagDbAVMI7pTmORgL+IWDHQcB2BdxPjyeu15m3P/zA9Xplv98zjoPOf0mqa5WWCdrXK7JOO+e7MJHQ7aQas+TYq5FW7TJKMZiiiolZz7hWVASvx8xt74lxwRhUvCtyvZ6JcWFeFi5n+W/nHfvDnhcvXvD69Wuul6h9eXKzmudc+3HO44NnGBzeGqha2e+Jlcd5VVLWDNs7GUvBeznnoj2BZaV2yu1Xpea8gu6fOn4WSdTHqknb//5jqk0fe0/5D54N2jWB2j7+cef30WQLs85I2oBX5MIobcEaVYyShaIUbUDUIHkcJ4yBIQQohRIT4+7KMI5iiuYdeRzJMfYABnVx75KxxoiUu5pBWmtwG11+QdJXI7OqKKgvgkCkJMlUXGYs0gMUpgPWjewOSXnp8t0KTWSBvuE2NGIrPeucNHeXKGXWJYoR5C44fPC8ev2Kw2HPd99+g7UPvHt3hRS5XmdF/1W9xUufiTEO2yiJqgpgXctfJeAzanZrtSrkjJVr2igHaLWsIsGelcU6G4NNTiSFfZCg0Ylx8TSpL5QX9SExLVbELDfndVgLQ6Z/1jPopa2IrKlIG5ldjETHUkN6Oz5cK6svD/15z969V5PaE7ZVJUNXQ+qn2RDl9TnP3+PZs9fvsPmav9Sjkon5iZRTl0kVVU0xCG09dYBKeRus1+ChSIN9MVqpqrLhGByX+S3fv/1HHk/fc5mfGK1IU3vaRizPDN4yecPNbuB2N3C7G9l5yy54UoJYK9c58e7hxHnJzAVMGPC7if3NgWk/scQLKc/ULH5zpg7aT7A20dauftcqEQAiaFOLbG5CidjhXGGcHMEbobGoVYPzFWOL7BYGkcCuFYzFmAzmCiZjbab5jxQVbRAvEsMwVq24lw0qaGUD9JZpNCqjK1OqaBXKlooPwnsvgjGQk0j37nejJloeSyWYgq0OVyyH3chuGpi9JWpwOYSV7jwh69bofa8gioS43CNrkf6fmEgZqnGM+5HD7YHD3ZEwTPgofathGnT5lSSo1kQwkkTV05F6fWR+8uQk48uoV5WleXWpAWeFqsa8Xg3NhxBw44jf77m7v+XuxT3h/gY7Tgx3t7LUpIipBV+aOW7r6avdoHjtzWrVVVm3unlpq0jE2Jeh1kdXNEBakuw/0vQt46zUwnwVLyCT6LQbq/1trW/C2Cr7Xi3PUGnndE9VryBjvVKFKs4bmqx9dSI3XywSjP4Sk6jOIKjPfgf0pKMlHkK7XedxO/p+u6m6NLEEQ8W5IHuevixX6WW+zFftAZEKlDGu0+Gbd2VhJqbMME1Y7xmMwThH0ESoeUo2RT+jFLycszjqNXEnWsxk1/GlX7WNQaMAY4P4tvGZ0b0tK/vGmvZ7ZU+0fsSalJmSuulsVWmDXNa+sqKCMFtKfauRtfFlNX7Y7pC1ZRl9/5Tft/kgFXzpN5ymHfvdjvk6U1JmHEemaeLmcOTmeCSooe2zSkxfjp9DqX1YbJguPYs0YJtyrFaVSs6czifOlzO/z79nmSPny5mUE4fDXixvvKfWyqy+XVJ1K6SU+1xtPalBTcslHkCTiVVdb02MoRRJXro4hZSDNhTEdb0RMYncVfiWZeF6vbBE6eMSuuHAfr/neDhCvYhCs16FBlPXIoqU1tsuIOSs3L0Gso/6nY2CRwqJqum4vK7WSiZD1m7Wuoq8VI3Rn9H9PnH8LJKojx3bpOmnnvOpStTHXtsDVsOzv38qiftD59UGkr75B0GlVqWap0erRBm5iVgtqdeKHfeaHYvgRF4WDily/+oVzRTMFilT/vDDd5xPJ87nJ1ISmoMxME4jQxi4v7uVyeAdcVm4zmLKtsSF6+VMnCX7F+RdUL7mg5NzJcbE4+lEtQ4/HbBuYNwdRAhjrBgfsMZJEGbQ8ruVBVk3/8axluRF0YtxgJpIFKVLSY/COI786s9+xdPpjmogpcwcEwWLDYKi2SLym+35xgknmVIgiAdDLVmpeVJmLzFCKphSuZ4vpCUxDhP73U76EnLRyVtYNk2Qzgdu73ZiljwEhjB0CdDmhSFN3vJ5DdnpND3ZHTaqhX3UtZ1DvjuKvEGvMPWqUl17ldZBVTeJmfYwtMBLJ/+PaXnPxyysjb5yiMpNre1x3eDbwiG9faWfxoeAzC+V1heC54s/f903yn67muiMoScADcVPqmxWyl7vfdQERTjxpVa+/nbmd9/8HctyIewsZcnMKULyWBPwQahIr24mbnaB/+SrG+72ni/vBwbnmJzj/dPMdb7y/dtHfvO7b7nUkXDzgr/4V3/N3evP+bf/xf+Y3eGogUGh5iTVV+dXxSENCp4BPKxDsBZBBR8fH0W++EY2+rW/pVWxKmEQ5aRqpFob06JJlG6Q6hckohWitNTWJqcUiYbAxkV6Y9KS9T4ErHUEP+B8YBhGDA6DZVFD0WGcxHvGCP3oKlJ/BAWMgiYinoz4Olxw5YyJT9TrO9LlPfspcNiNHPeTJBaXxNVGlnAlGYO0yUth3VtJGnONxLJQXMCGwOHFkbvP7rh7dYsPI34WhbNhHIQCaKpATDUTjCR18f0t9Xrm/H6ixGtP0DuDYTuvjQAbzgqFxentG4fAuJt48eKeF69fwvEGQsAdBqFbXWbl/OuYdZasRqAYJYM5wDXkeRWU0PAQo71HKSn1CRHnMdasc15xoyXNPYAsutY3eo0RpJBUhKbTgleriZILFuOgzEJjj0muYVfigq4guaREmq+qjqjCJUC6zj9Jr/n5Ho1WBL2xF/3aCpaGEhjHAajMQ6BSOuW/VqnAet2LnHFqPi2slpKLetCp7D10QsySErYUMUHGUGuUwDl58UQsheV6lWntPYuOnUHFJrzzTPsDPoReSwNDrpBTYaxim+BsENl8LIL3ioJt1T2tjQNrLBlDzUUTGCu2MHJ2MhcHD2alYK1MiUytkjyVKsbbLccQYDmRNEjPqVFo0xroI88tqkvYKbi10QflPFJRpd/spGIcZC3b7YL6jQqDQQyMJQkI3pEHjzWVkhOPD+/Z7Sdef/W5sIQ2/U2bu//jBAq6n1pG8qzGVBJlR1l7wxB48fIlzjlev3nD17/7PW9/eMvf/eY3PD0+8fjwwDzP3N/f9QRd9jBRw1zmRatkk7RROAG4r9crDw9PQlmMQgEdxx3DMDJOEzlLL9MSF+YyU9mIV1k1fTFGB3qr7BT1KMukJBY0s/a5huA4Hva8uL/j5ubA4bjTKmdRUMCA9iY3wLN5kgWNARvrwRjxHnVebHBkjVO7CKUoT4PMseaDabQCuo2dvJMF8w8JaP1skqg/Nln6Y57/49fTE54PK1A/SdP7xGd+OlnbUGb0gxuH05oVaRA3+4rVy++bb5W3nernx4Fxt1N/gYFGEqxUhmnCD6Fr6mNQNaqB3eEodBHvSTHix5GgfFNJNgWByknkSp2zON8WBaOKOrLR5pT6j0iAZmz10gTLWufAQLM9Mmrq1qviRdSdnPKZS15lkRuqcby5wVjDtNuxzAuXy5XOq67rxt82fTBahi24UqmmaAtBIS3qdl1qR8pKyixZpEdraQ2nioiWlf7inEzKcZTS+7CbxONlGGi0wRZQ55LEgTtnajZ9kspkXxX7eq3INOredrxtx0177fNkSIcTz/IpDJjChyP3x4nUj8f0h89tS8z6+OwVNNnznzp+iYmUdZb9za6jnvSxti6azjnluQt6Kwu+UB9KLdir7c+vOp6qyTydnzA5Y50hm0Kh9SVZgvEEb9mPA8fdwP1xz+3kOIxSsRqsxyIb1/k683i6UoY9ftjz4vVnvP7yS9588Yb94aDccRGFaKBNa25ulYJnFXT0Xul8krWj4Lzn9ubIOE4cj8eutBVjIqfMMAbZfJGenxg1iDUA4vPjnGVQiWShBosIgvfau6lm3DGKMuYyR2pVa4LW3OwCwzjJ97COeRHftnHaaRIla9PlKpK+XhWxBitIoyNRk4fFcHPcczzuGILHWtk8g7eMeo5zFHWn4Cy2WnJu1gitAgfViCR9dQGcIUxBwKppwIdAVEg9BP8siTLVaBJVGULA+wHTTJurWee6XL5+tCTXavIkl7f2azqMA+M0UgZP9Q7jLNXIOmhNVZEL8ZQqrctb6UtV95xS5fmppt6EbYzBVnlNVhXBtuCYajoQJMkfVKWICoCk/ba20ch0TKjXUW/Kdm4NcjS5b1WUtg61ipTOUKESxaxCFKu1ZwMzflFH7f/345BME2oBQkRt1xeV9y6eWHKvtMjzNaaxQqlqjAURdSjkwkbZV15S6nqvYbOv0hro6f3GMUal5mVcaVYrRvqSvd9+lU1VR5NxBQkEg6vryWpi1AAEZy1V6ffPYql2SVAan2Vzzu2x9qC8Kqtmrc41Fb7cKyjP6cy99Ne/wNonvfoJyTWrzwSdjBGLiHEcFIgqq4S29qaNwwCqzGcMXK9XLuez0uE23U8/2m6fj40NBKqQRn32ktYWYJ1lnEZuzR3jNGEQyuXb739guc7ayrGCxK1ntg2lUkv/fQieUkZS2mOt43yWfqp27aQCCb46UrKkHHFl9WPqlahnYOzzb9WEGlpC1YoAxgj4NgwDzTfK6mLoXUvEjVaPVIioC0G0sbONsKom1A2zkPWsVgG6WzQu/a9CZ69ltV6QeyVj127G58eOn00S1Y4/FJD9VKXpk0eby3+gEvVT7/sHz0sDMdl8al8YWyAjw18pNW3RDFLebWpFaYnIYmNww8jx/o79tOOw3xNUjnF/e8Os/UO5ZK6zqBk53WiP+0NHg4tm/ClGUlo4n0QB5XI6k2KkIBvYNAzSsBmCqugFwjix2x2Z9seOijpEkc60nh00YchCTcRIQkatklyp90XBUTQwst5TVCkKDNYGbu9eMI4TT08nLpczb9++x6sMZ6c3KILSVn8DWFZUl1qgVGpK2FIZfcCO0oMyxyimfzEyzyKIYY1hmsTMbi/QHd5LcLTb7wk+9KqX2XDCQRfxaCjZghUkrK1Kpk2+HxEVton0ulW0UWGMNmYq4tI47UY/eV342oLexvW6MBtjelDSFrE/BDxsX/PhIzQp5PV7//flsM5xVHQO2vDZyLaWlYom5tOQMJhSukyvH2NPrHNKXK8XsI6ny4VgLMFY8IJwFVswzUJgGnj94sCLw8ib2yOHUNm7RM3iVfb2h7f85u++5vv3J04Zws0LDi/e8J/+m3/Ll3/+F7x+84Jh8KKgt0Tev5spitI5LxWhpmTkzfOEqpU8aq7E5MllkZ6lybE7DNy+OBBTlurs+Uq+ZmyQtcXrPJitUjxS6oGbt7bTfixIFTolqla5VVyT4LysIRrgi7BEawDO1HQlUYlVfGpyrqRUwASdh4aKysWnFkxaDAVbIrYkHIlhsBwOk3iB1YizlWAt+2mUBO2SwMJkIFlD8V7lw8UY3HuP9QZ8BSeVHDNY7KQ/weGqIpVWeiTISXqTaqZaI4isdZJE4SgJrvMi1yrUfk0sAgA5W2k5RKv0LEtkpxRukXSuYmZbM/EcSSUzLxe8dYRppFoRzMi2kiidyrRUCYaTouYxShUVTKc2g/ZqVg0+a1NFEypguSqNs6gsvCZEXmWlKypZ3YMRwxKlB8J7L147+t1iyj0INqh/mRVKrABclcs1Ml+Xdc7qxZnnwi+zELVd/TcBvR7Wy3ydVDXXWhGcenoU1snlfKYWGRfWWIptCYMqnVHFQ6sWYXIYQ1WUs7UOtOtdJfCgzqknPlYFKvww4IcBGzzWh/5vF4JUkFTVtQVS5gNQ2qA9xmXdM2zrV3a2U+1bTaa9VQ9/NZmx3QdKA+G0UqtijCpEMJNSlNjCCLffmEqpIpefcpYKpr6ux37r6VMRA9yy3d/a/qoVd2MN0zAyjAP3t7dQpZL/5vUb/uLP/oLj8cjxcJD5lWX9LKXwj7/9Le8fHviL/8F/IhY3fqX0mbomuR+OBtNiBwOlSp9O0diwAWLVVJk3zrHzTvaWmxv+LGVef/YZj+/e8+9/8++5Xi4K9FiMlyRqnoXGvdvtpDKtVcjgA7tpp4INj8ImUAXE3W4v1FoK8zKzxFkVM7cKiEA1HZjeXvMK0jKSpAoWY2SZZzUsdrL+psjvfvc7Tk9PlCTgsre+x9AtBGqVKOvktUbL5N6pEfMgPfMtKXIK4lVU5Oyw09hRDHdDEOPmZi/QQOZn9MVPHD+bJOpTFZ9PPuePfeMPMv6ffM8tavvBz4fP+diJrMQts06C7am00mIDTRrCoj9SWqyK3DpV9dMf7/HWMqU9znsGNYgNy1WNyKTSM0277sa8Ks5Ig6UfRuK8MI07abrUps4pBKwTqVrnVLM/DAzDhB9GXQDR5EV/+mZfNJnSfF/52dZCLRvEcSOD2g6r3G2rBmz7/U5L1JfuC9KSqB7s1pZc6LWWNU6e31EDK9LrXhIu3fcxCEXJB+Xse+XWN96sF773OE6d/01TakPRn9JQWmnebYIL1SiFT1a3jmJsx0BbJFsC2vOgTcXJNKSktjFCVx1iO+6q0An6gNJr86kEavvvbaXqw+rVj6tYis9/pLr1h8rcP+vDGBFLaePKVgn8EVQMijbHGKVoyjhpipQYSVgk//ZUDM5nrPNgnAY04j3RVDGN9nOMg/4ER3AGb8QfKGfxM7peLjw+nZljphqHn3ZMhxtu7u443t6qMmXFGvFXAlUIQX4vw7+pq9nnSRQNmQNbDWEUx6rO6m3or3LJmgiNfH3pn/TOk40BDd6awp6hqVNuwiOdLloOURQaqqsaZLU11fYZIdTcvM61mqhVBDkkadXOh9w0dRV1rAlDwVmhRk/TqtokawQ4YzpdzltLsGLgmEXvVlB8Y3Dt+2vzey1Z+ktqof2vIv2oVq3AaxWBBxFNkE+V9cv3i5hTIaUKQcegVncopQvKPJt9dW3Sb9NPJKTVMLzKj6SRHe0QBVFEIr+U0hkDMSutiXV90Rkud0zpe5mqCVGmGgHRSims5i3gjSDTba3O/X61r6v0m6JAoUXX49qpVY3mRa3qrSjfK8ZMSuv9MAatRJgOGPyyjjWB2q6bjcptdO9C9zuojGqUGmPELkYqCrmq+EEbJUaRfNNp8n3PRdcy/TdVqyug90b9Kw1qGyB03DAErTqFVbTA+c7CKHr/jZ7GWgXSMzJCu+17GqabJQt1j+ffv3+bdU/UU1SQhHVMVXryXUrq5sQGI2sW+vxeYZK1YXuC/Xpt1rb2++3JtevTEzC7Svo3KfPXr1/z5ZdfstuJCmWr0l7OZ5Zl4eHxiWUWWmHJefNFnn1QP7/NWW6eYZ79Bej+dLSkysga7nygAq9evWI3TTw8PnA+nTqbAgwuRpYl9j19noX62GLWFpOsPxZjqvYYGQTAijSa5oc+Sg0QrtQus2XkZtPUEmsX+ihYI5W8EAI+eHKWPrPWBFts7t+1XbdmEmydpWSn8ZaluKTJU3mWRHkf+rhMzqmlgMSBTUm0/eS+Lv3Ckqh2fJhAfeyxf53nHKf10IVJNqBVCnWz7HwSlf9jErj+b0NH47qggXHPUJXWUwI0r7Z+MqWpKOlb51oEURzHLqDgvada2+lxYTfhpxGcbN3DPPcbbo1VxEGNcuVTAUEO7xstQAexSHNKH4C1VpqYne0DrikmiXSlVV6xuMdbKxtoypJEifEspLjgrFXJdLkXcZm5XC/K8a/aUG0IY9DrWjDW8PrNF+xOJ2Iu0s91uWCVmui877K2OWeqk+9cslBJxhCo3hOcVypS7GMhZumtcNMEtbKbJsZp4ubmFh9ko6jGkFtPkpa8TTPGU18FSRgFZS1I4lcweneNlolVPvNZOfvjVZymOrMZEvSupzVLpUmTr5Uo5Yn/RCTxfFF7vvBsE60Pj75J8jzZ2r7mvw8VqVoNMQVJjKvy46ulVvE+qmiwktZN1PoJg+GiYyv4ETCkWCglUI1h3L/g5euveHj3Aw/v33E7TYQpMKj54f3dkZvdwGH0jB7qcqHYQrYzl8vMu4cz33zzPf/4j99zNUeGwz0v3nzB3Zd/xvHlC8bjjqfTe2pZCOVMypnTNWJcwIe9bGwU6bn0RnuSXA8Gim7y13kGKrsbQSKXZeESr5inhz72Yk3EmvAlYEplsgPeOixiuZDtItz4ZcZWi6kBU1SmuRYxwc1irpiroVpDCOJE7weJbWKUAEgCNKnWlRrJSSiKxoA1sqZ5FRSwrkmrqwedMVBF9XMIjkMIxBe3mPyKvz3uCd7hjTYXxwWKYwoehyEdjiRtdJ7jQs2RQalzFfHZOaWZcj7z/bsf2N/fsb9/QRgnrkvGYvS9Kr7KumpKxrpBPep25P0R50cqnnmOErTurShhebA1k2PCVOkLcW0tVmPMptLnvFRrqpEOrqp9TNVK0nPVcVlNlV6QlPp9N1oZStq/F1SWfB0XWVFdT1nkfZckwdZkLcFqamwMUQ17UUVU1JNsmeduBTCOo6qCeRULydQsPlnNT0rANlU8U7WznArzErlcIz4M+LBvWEanH3pF03+px7q0Cw246UdYq6bCoeC90GOhsJt25JxF4j1lES/IorBWS1UTXnkPofgWNUqWsWQQo2S50AJeulbeAfwQ2O/3TOPEMAzc3N4yjiO7SXqg9oeDBLmj9ODFOfckSpTPHLUiFWMFRZqQTfC+C5sAXfCk5kRJMu6ryuhvw+RK6+8T7Ep6bpTLo+IEyyI9NZfLpVcTrEUNevVdTJaKjdICrbYbWGPIWGoHmoRGKddQ4qScEhkVp6qQSwIjPUFffPEF//Zf/1u++Pxz/vIv/kI+34eGJXM6PXK5XPh//7/+P0I/TZG0zNS6/1HI2kCR9SLI2G5eXy3GXHvRVsDDtuRCAYiSZA26eXHHzYs7Xrx8QU6ZuEjF6DLPXC9Xvvv2O05PJ7777nvO5zNf//7rLgjT5tYSxQOrqQpKWwPkLNXhnOV95+ustgitL0l61nNOAmJZ22PfZZGErdEERZHvwP39HV9+9QV/8Zd/jsNppVJAu5LWNg6DqANq9t6vYbfWqFXtLTTO2dJHgXlWe5K00IRPmh1Ii2t628gfGef8bJKoho7IQ6vlfDyhwZhnE26b15ueWGnG35Cxur5ue3xajax91B+gD9ZWhdBvsVENqv39n7/f9iQk8TI60Z2qKTlwlaLl82bEVrQCYgxdCtQ6L74RSlFr/g/bMdaTuk0liUpfaEVq1/QFT0qfeppF6Hrd4Ja1qiPfcYskNURYOaem3cN+A2g+Uh9Yy9HkjsMQCcMgiNmy0BoGebaIbHwJjPpnaYLVuMPScyYBHcp5NSFgvBcZ2f4ovwN69ac2dKeNLKMJUlsJ2pjanj8f/Lsr39ERuecD48dDSWE7eaxyQqZdVn6MR22rST96p+eDTl77iarTT1em0O+wxcja+WjT+i80p8pt8ez/a+umImB6n9pXd6ZRApJWN9tmZ8SI1DrCsON4e8/pdCKWSta/NeNQr3LW3lRcLVCifLIRUZTrPDMvkSUnqhd6bFA/lhYQlVKouWiloHYgc0V1pRokvVvypap+z6K0lYrShp14LRljqYhJrwz754gkxqgxZxPhkIqcsRWj18Wga0818jfjV0qkUcqF/hhkzeveZWZF0UVRydHYLvIVivQh0kx4Bck0QFGPmFpbtUKkosdhYhompnHqJo3OVJyFKVi8qcTREWOFYsgZ6d1Uxa6myphzJpO4zpLoXpeFasTDROhvqo5WCpaq67n4yRlncYNX6omlqlqaNUEo0rquiNCPSFU7I3RC7yzWKQXKtUpUXwEVuGu+Y6pAqs+pm36kWqtSHtt6IoO7mueD3NS1EmZA/62/14BckGFLLy/WtTpvDE1ojCbfLde8XSegyU2rlLBULpWmVOW80T1JKoZCa5M8ua3ta2zwSzoUCvtIbGY2j6YHsUaZDmEwuCIV35Qz1npyyjjfxBLWnTFGJ7LeRioNUmk3ItqwSXytc0I3LbWLBYzTxDiMDMNA0CTedm+ejyjXtUfT4oKyXUlljTF09Tv5UpVi2jPW/bqxVExfP9ZKiFDIKta2M1gBxm1VM+fck6R2wVtdvC/rtQEzAkK0eb4Vr2gn13qiUkqSiHbamtDe7u/vub2943hzI3LbLbivUhXzw8Dx7oa4LMJo+FhQvomlPvrHTezQnve8mrgJGdoP9O817Xeiwros5FywQyAMgVwKPgSWGJmXhaenE60Pvd2rcZzkja+zrq0yzz+0zSil9Nf0Cl8bH3WNKT5kkrV/Be857A/sd3t2ux01yefInmFY2yV0PGh82qPIiip72v7ebcyi8bD09Na1WttG7+Y7bK56H1t/zPGzSKIMsq1CC/7WC96pGO2xT6wPfaHaBrCGeKo9RyNjocHAOgefJ1BbpP0PJVeNUtaCyKKbiOVDhMz0GMG1LN+0BUi+r3Py7attqM1Asb4H4o1+YWr7/iIDXCtkPI1WVjGUYjuyZaouXtt+CGN6Q/a6YOjGrJyPouco51TArs2AWa+q1dFb24RZoxiaxn6r+BkriNXggziSV6G/xBipNSsCZHHDQMiZ3eEotKhq1OxRApZcwOHAOJYsyntEkQRO2gDbSsUpL6I25gfGIMpfxo0YF5h2e8IwYKyXECRvA2g6wuO2mWhbWEuRi58L5Iqr67izumD3KqXRAEPpBeuH9OWwv7WMeY0/9KlFh48UVltj6XYj2SQ2HwEaPjyeJUegIiK1P34wap8lVO2j1tm1JlK/wHiGWisxCgd7e9+NdZvnQOu+M8bgwyiLsKJ9sS/sVpgHxnDz6iV/9S//JU+XC3//+2+YCFgzMFoJhIMtDGSGEgkZWAwEiwmOJWXePpx4mhciYINnmEamcWAcAuRCjQmLo9qAMRPGFLxP1GrFr8NbnBtwLmCNJ6ZEzrEjlmLaDdYKldHZASiiqNXmg451a6SK4P2A857LvEBF1faMJDrWiuKaNeA8FWn8xQ3YYBmVipyLNK9XQH25JaDpoI8B60XN1DiCHclFe3+KqIaS1bukylwouWKwsl4VqNFgqiU4D27PtLvn/sVr3nz2homFwVYOA4wB3N5RsuHgApe58H1KGFeI3jB4w+AMgw8Mw0Q9n5hT5v3bR/aHd9y+eGB/KByOt2AMS8qYWllKZnAWFwILlZwjdXAMxx3DcWS4jmSugu7agcEahgo1F5YlQnDYUBmD5+YYmHYjYXA4b/T+VIwtPdlxVRMPlGaXIo1+U1Xe2Wlg5F0TkBDgIF8uz/Y55xxWe51cTIQswaIzhlDB18oUpKqZnCTyMSYgY0rBA37wtKZ/aiHPF5yxChoI4pvnREmRsgiabVT51BmrfSmJyTmG/aQgl+vvJzXWKkJM/wxrxJ/6kKp3oz4pTcq1ftva1xqMmkgrFWkYRABnv5frnlScRdB8TS6rqEJeLmfisjAvV+3taP1pGTA9KRrCoP16gePxyO3tDcMw9oqOswI8WiuCI6YasYOolWJKj3sajUzEc6Kal0uPUQMRt1tRS1aKRtGyz8maYa2yJVoi0uiFIWjsF0kpk2LBmiSgs75JXKQ/dBhHnHOULHRhj6VaAQSK+gEaK9UM6cN0lCxjuqrZc+Mwl1ygQFoy0SV24w5vA/O8AJa7uxccb24Zxr1iQ623z3KYPFM+8NXlz1iWGT8FqnsewMthenzbftv+u4FdVde7vsfr7+X6a+tCOzzgIOUFMrgQMMbh/IDDMLkjAJ/96gvOjyc+++YNb394y5e/+orHh0dJplTEa3c4MM8z3/z+G6H8aZ9XSqL2nGvutGbZI1uPp1F6MX2se+dFPMg6nJVHgyAr+/2ez7/4glcvX3N3c8/1ciUusYsRGbfGGpJEyWtti4+baqMxhGaBo2O3sYqCSrwbuyZTba1ssV27zp3C+UtKomANxp5R7VpFapv/bPKghmDRkCzWhkd5nlZEaCjDmnnK239ayawdH/aZ9PNtr/1wOTcr6tGSlqbQ2BcU/bwt/tTeE2DlmLbrsE4xqUqtb7Ymn/pf2sPTvj+qiNQqWBJA60LFmtAZGoqxQWV0Ya/t9bb2vpCGAGyulNwHowF/UWNOvZ+NitKvUW0XQ3uOFOGoVfmrO0vwQUeG6QPcB+lbMv2eimdMqlUpilFVeaIg3dmAs5gqsuzWis5h0ebHWun0pT5R+7exLYOhZkH/a5L+CEpW5LnVq1oSZBSNNc9QJPpt3yD8GuB8dPS1HqsNVGVpKGZ99pofjWNjProAVAUcehL0qbHdroUxijL3U+rXqL3HLzGYaUfdVGhM27j7X2VHkOkqC26ukri39TUrNbL1MJQKYRi4ubtl3O9xw0g2lqWsisY1iy+FraiQt8Iu1pFK5XRdiNXgxpFxNxH2e1E9q2JYXXMmJ/EDko3I4q0TqeFc1d8C6UesRh6L0WDNdFnqRu2sRRDrXKQnpeEqLZO3mlS1jbUnnEZHSZX+G6Olhqq9QeLzVtX6oJlMy++308I09VKlW4jKpiHltk51sqxShCDpeQgC7yToLAaKIxVLTIacLQXHNO64Od5gru+wZcGbQnCFwVuKq5RRKkGPvpJyxdvajcyDD1rFmjFRRA7OpwvzdWEYs8ixW0OKs3L8K8UYqtNqQBZV05KjoO8W1qZ5lTBvVR7U9sAIUCY0GAFiUo7McSamhZQWUq3as6QIvTK1JLmyQqNsvVm6Xriq1J9asbpWdvQfhH5cMnXJ1JioccHmjCsVW9RLJUawonBaiz6/Cp2sjYmWRBWV3BZ/QdsNT+P1LH0HURI+nFUxDAla8xIBTzVeGtCNUcXaqpUATUQ2Jq2/hEPws3W9kRhhZSzIuNAnm+ZZVNquSlttJYg0YAoY1+dq87QBGbc+hI06ndAkgZ5EiWqmw/kgBrpaffJB+0Q3MUQLVPuZt/1SBU+af2FH9VkNSlekPyv4/Rzwa/tRA0YkBmkqgwayfi3bUo3Swa01VjSr4ptXyfQqsKZq4ciYNQ001gDcaIVDe6ZkHdI1UxOB2qpmCroti/hYns4X3j88sNsf1gTHNCU9vS7WsD8eCGlgmEalNLabrKugbqpr1NESj8Yaos+v2lToerAmfZQ9CddtvxokDhQkTK6vxsz0IgQM08jx7kZ+58QDcxgnLpcLcYksKm1ejfYSJVGZjUvs+0iPHTaWKyBrWOt5b3F8RcQ4Ukydiuqc57A78Prlaw6HI8EHok1kW7TgYDFeo7IWb/fqql3jEy2s2Mam8r5Xp0yLl2vtPZ9NvVRyBqP7nBru6lr+YVz+qeNnk0TJhr1WltqxTTSa9OuWAoCqzZi2IZi1XGt70qIfUZUSV6VC9WEQ2YKLD5Otj5X1nveLtJM0qrRmNDeQc5DG7pb3rAiEvMQ8kx6V/oS4eYbt0MR2QbVGVG5cT0z0u7MaFD6r1PXkSJR6tkH2WoJFBllHNhRlqOLt1BqINbTf3joJ8mpjM1ZKUbqGlcqY9wE08Oltns7L1DLySc1kd5r2hDCw2+3E4Tom9SuI4lmhqIJcLzFwu85XUopcLyfxe6iZkB2xRoaaGansw47ggvRnpApEjEnP7kULiqt1GN/QibWEnaMIcpgs6PNg1l6ozQWF0uSvS98w6YmWIk7lx4n9et+fPz7rp6ube2DWc5e/1Z4gbY8+1jfn+ikQYf2c2obBem7VUPso/GUiwoBsXEVMG+VQieENgCACDrb71lyjUCKyUsmWJWKdYxq8juvKdNjz5qsvufvN3zPd3JFSIUe4HbXZNl6p1oiEcXV4O4qIgQ9cMnz97sylOIabFxxevsbfvMINFtJCjTNlmVkuC1BxO0HxR+tJKXGZZwlIAxRrqNZCclAMzstzH65nUorC3wdSvIIqe1Kt+MgoKiexgFS4UhEaGrWuAU/ZNGwX8WoqRfxb2u/HImCENIEX5nnRvjxZG6bdpH1OovqVYmWJlXkB06lsataqPYnzspBLJWdVV7JBktHiIVoRKIgWkufm+IL65ksef38iXc5MNrH3sJtkFu6s4eTg/CTf7RLB6wTdTzuqmfjhfeR8PfP4/oQP7/jiqzPjeODmeIe1hofH96QkfinOGGoILEX6rOJ8Is0XZiLFV0rMVDLeiu+LVS87jCEYgweKsySj/TFULtcn0qPndH5PuExccyED2UmgMdhB9gKs0BWd0L9sXhONYC22FKIGm1apfyEMfQ7HKAqTKYrPjrWWYMWAHJtYrhcqVZJ6UEppZta+XFmXKrVmrQwsPVjPWUQ5rtez0A6L3P8R6QnKiEfVfI0Y4zE2cLnOzNdFE7BVuVACsVW175dyCCV1XW96NVeT0sYosiaIGr7ancS83cvFLsA5gwv6vi3groX9/gBUNTbVatWm38NqUNSYPM467V8b18pTC46t0NKyirwIC0REa1rsWjV4lmRDabZKrRPQRNYCSaJanxeSP9jVH6zUItLV1C6WUheREA9hwFYjgEmrrGlvV/vfompvwYrPnVVwSSh2UGuUE1ahEm+DXvfSE1BnkecrEFVs1YQKqHC9ztRqePv2PV9//S3/7m/+FuM8f/bnf64efeI31yqI1VTu37wERIzHtsSmHcp9bbFhrS3RFtDAe6nENEl/46Rtw6tScc4KltTGU1nfk7D2VVW9piDgWuuJG3cj427k/tVLvoiFH777nndv3/P73/2eh/cP4tNXBCSLOTPPiwA61zMxST9srUqhVBNkFHi2Vgx8qjFKs5NE93q9cj6fOZ0vsv4POz57/Tn/6b/8V7x69Yop7Ig+k3OlKD3ch0Fi6816JoJgFlMKZDCq1OfU1NhrEtVi1hSThDHOicF08watcm+CH9YEL8cOkBpMvw+fOn4+SdQHx8cSqQ6C1BUdaFWTLSbe86ZNQqahpcSFm9dvP+tTvU+fqlY9pxNukqlnKUZL0hp6U9kmLT+uBpj1O+ibPv/sNYn6cRVs1bT/kUdMe69+hs/RIH35syS2Kjr/oyThWXmFNWh/dg3a8/S7b657/7B2faiIPPqAsQXrhFIwjDvCUJkqXUqzKfU1tKyqid4wXyQ4HIJ6PyVdgJ3SFEas85s782Ea+Fw4oZRMSrLxdaPHuirLoAhyu7Mfo4X27Gd7uRR566/dJDLPX7eOBGMbwrRCTU3u9Eef+ZFjy0nu9/Ynnr85236d2rnUDz5Xv9Qf8V4/t6NialZlNaVi1qL/1m9dMsY09BURDNDxYKr0opiayUpzyDnhDOyniZvjnrvbGx7ePjAvV2odtXF87buR8SnKV7VWYiqc50RxA+MklSwXglDyrkK/2tJMg/ZQ1mrEuLKJn2xU0rq5pQI53lqqsZoAqQeHkeZwK9EMjTJhTau6FXKp/bkNUU/av1LRnkwVL7Q6YCsSEKQ4a6NxVr+5JlxipQnYWlGTK0LRq1kqvZhMpWCt9NUY77RRWBJS0VFw4heCI5hAMIZgDWRHdSJpXg970jQSS0CEDdf77J1hGDyHw55sZh7nhA9OPFOswwUx0JSeI6GizZczl6dH3n73LRh4eHzHssxcTk+MY+BhP1Hi8v/j7k9ibFmSLEHsiKqa2b3Xhzf8ISIysphDNatZSQKsAhdVywa4IkGgdw1wRRIEekPu2bve9rYBAgR6QRR7w2FHLrgjQBAsoldFNBsEC5WZkZERP3784Q3+3O9gZjoIFyKipnb9+nvvR0ZGvd/6vv/rbtdGNVVROTIcQY4TyjyixAmHw0mYUUGAd6rdLPPdq4wtJUMgEiuDFGE8nXDKhNevXiEy4VSkAGdEhiOHIQxwIATNg/PkxPikNVgAQq8ehlyZzURJMBDFLPTDp3FEilHYuur6A/lUY54k3ks4X+GFxIAtV63mPWUlHhCGOZPLAKMPwnB2VO9ljDNiypimKKGmvsM0xRpCVNdgRrWC/9ehkf0jB+cYK/2AZP1dy+5G5uv/ZRixWTMBhoZNefWS153rOl2vvTK0muF3iZZA81lTGNiUd1PRF9Il6G0L71GrG5EShMiXTkPm5dPu24q+61gigCDea7s+lwLOFpqn/YVGb9Fn894taQuAepVI+8Utxkz1TgTvwV0PIod5ilp4V+oMSZ03lWk67qdpwsPDA+7v73H37g7Xt9e4Hq5ruRoyRtRF4QFzoyec6beM5bmNBAIbIdfwStpV67SZkatqulRVDWgGmHl+bEhI6CPq+0tpSbcAFmbnm+uC6fmI4KVQbRc6XF9dSZRBLsDMOCmTrBFEFC5wLF4hdhYKtzwmkXhAxYguhoScMjZXA7788ku8fPkSt0pmIvXIAnpmxCzRHbW4sEV+hCVn355RWBM7obp3DVmIkoOZ4T2bhzx4JVnj2seyXjq47LX2nTofrIj4E+3TAlFrHPH0bo0CaIOJNcl7IZZYg6nmgCdBkex6GUi131NjyVk+TdAIWhZvoSVDrgHU+QM+9moRrPKy7W9epHr8yh20gMGLP0bmcOHZ2m0LcNPvYGF7Dfg56872PLbXWsl+Wmk3QGFILAwbXRBIQNRmW1lvTGgWZf3pleULyMo2dkJMEafjHjknZV9B9YIF3wHcgWt9mnU79zoSUbWo5ZxrH9Tikc3TXRorlV1PaX1XfQ08DaCavlm/Jz2PnUM9Aqu+PDvXedjq76P9Ps/1b7cxiBN8BVHyqqS4ZCU7EkOC/k0soVBUsoIoWWTTeJKQmZIRCLi93uGz58/wk89f4vjuHu/GA8ABjoKSCUitii54DJsBjgilANOccX+Y0d3eYHt1C7fdAX2P/TQhzWItDV6K8gLAEDqAJFcwQcemekx19dGFwIuHjQQQEEudFSJC32+qsuzIQarHdxpDLmBlmkbklLAbrhFCQJwnsRbnqFZXBpyD9xpS4UJN9i5pxhS1XpyyclloLgohzwA7h+KExrwUtTiy5h4WFiBDQr3sPCH2vdzXKavc9+h8h03YoiOgA6OUDiV63F7vsCm3KPdXGHFCcAUOGcTiXQzBYYMeL148A/sD7o4zukHCb3q3wRX1GLrfSOhaSshxxvHhHgTGb34l+SL393eYxhEP9+8QgsMwBCWYEOCNkhHfvQPPJ1xvASHHkNBFM5KRUqynGFFcALzkenpPeLt/wDHvcf3rX+H6fo8jExIDU4lw5LDtN3Bw6IxQWEGUFLKUtWQYBgSvy72JJs03ARRExYhpknyHeZ6b5HENE+s6EEFIU6Kwcsl2UVBKyiovkzA0ei+qHDPGSYB06MRK/OzmFsF7THRASgn7/QNSzpjmBOc7hG7Q8KHl+jJrIcyDSkzx422LXtDK+vXvRXM61mtBu/SbUVh+KRVUSJ2pdXkQAJUcoSUGOAdSoLX+UFsRyGSgSQDcUqS2cIGQo4jcUWeWgiUsETIsrHjFOwXZCgK46LzQkOAkoWSS++Xq/RutecmL14cgirTlwHfBg0uoXjgiI8/yqOUCDHA5D/Q9vA8aUvqAmGdd94HN0MGRR44ZJWXEecbxeMSb12/w6tn3+Oabb/Cz8DPcvLipXiwrLO14iWyqHXJm8Le3yizsqeM4ISqpVtdJiLgZECqQZDX90VonpOoR0rMaxbe6LbmwMjsKRblzHl4jMK52OzFuOI/bmyP6rsfD/QO+//Y7BOfBWfIS70vRuogjYpyrQcMpi7GMy0X3cAZS1Tidk5Ty2L7c4k//9M/w85//HJ+9fCkpHwSlkA/gcdJ6crJmoADknBi1gMWQwmLg2wyD9qnm/TthFHRaM9GOybkgzsZiKes/F0iUUhMybDr4h/DIpwWiAFT7SkWyj5/ABo2h3MeeoGWwGZMQ1Z2fBkiXrvPIm9Ocv16n8TTJgct91Q3Nfbfbluu0vz/2Ii37NEFU9RTLuR4TbiyCcfVsuu1DPSEWjsugq201P4zOQdTFEza3o33iHFxAVdwyHGISqmanSe/ek+YJQRi8HAEI8J4xkEMoGS506kWaVYFATWRMc0ZOXF2+Lf//ea6cbWseXJ6qMlOh3ss5pDg//kPAvD3uSYCiAGoFZutXl4/5EOBZWRif2Jea/9XnwYcFy6feCIDnDDIQRQRHQpctSgrVUAj725PMBSrynXMSK140PySnKFa00OFmu8WLmxv8tvPwXBBIIiyC1m9yaoCxxW2cpfipD4Td1Q7Pvvgcsb9B7LbAdNI8khklxZpYH6dR3hs5cE5iyS1ZEve9R/EOcZ6RcqqhOp1zCH0vGjyjUvEDUEY3IOaC4lOlQ5+nCTknbIIDh6D1ago4x8ZA4IGSBPuAm6KFaqHW0NWsFNcAJH8oxyqncgFiZMwxYZoicplRSkTXMZxn9Fsv+SBe8hoJAaUQcpbcsA4BHQE9ATQdQNMBmzJju+1xfb1Fhx16P6FzQK8U39Oc4TwwDB12O+DZs4LNzQtsn30O9lsUN+DmeodNH3Cz2+BmtwHnGdPxAd/+dkLOGcfDA1KKmMcRITjEfikoyuq18VOEL9JPRCS1kIgxlwjHCT5JoXV2BIQA8owuOAxDh/juAftjxNvXbzBGxgiPxIxjFBm3HTbSG2WZlAaiTCG22jakNqScJUelUw+VWWqTegwlHGzJZ2FmDH0HR6RU21IImIAK2Iu+b1gojIMoniWDMiOQQ+/FWlxSlnGmgChOotSQeqYyLcxz50YveiRxfxztsWGM3iuj32f0rH9jMcgRHIwOnmoKwXr/1vhrOSBtdEebzlAjPrA2ki5rpfxUoM2lkQetzoLm/AqunAIo01cUbBvYkHtLKATklACWUMJyQZer/cqWSyVj23uHjKzeBnmOEFwlFZCamD2YHUpxOB2F0IALqyIu5FZgy8MT72qMEQ/3D/jqq6/AzOLtcIQXL18IG2cINWyyWN5Yzbel6p1iNJ7BqhsSShFP0f7hAOcdNpuNljoYVrqhHcoF9RwECWUs6g2SZ1lOT0SAIy1OrEavqrFJ3xME+Pahw9D3Qg7UBVh4puRExar32rtt9YmlULdsM0pzqYUKDEOP3W6LZ89uJcz8/r6utEXB4hiT0vebXilGgdIt4XVmrJKokLKMb8Lqp6a9iFsSRRkjC0nQQ4ZGYDiNwIAyUxLV+mNPtU8KRFUwopaD92lqbfHBc9205ssAQM6LIIBYCB5NvrNjzxXq94EoC4vIeWGiWZTMNSA6P5+1p/62n3aA6lmX89uEJHu+y/d73pPt/ZxBwGbNsoGKFfisn3Xq8eP70+0XW9XBpcOYvE5cYXDiVFCYMKUMuALnpfaDD526/qka8iymeuh6FC7oNltdfFO9VwtxHA8jIjRO37sl1AGoC8olj1AtyAooGcTa04NmW3vc0waA5Zrn+17KZbJr/xAPULs4f+g423cFqvQlVTKKFaD86Nv4dBszPAvXpISzFY2uzzDilAKlQQcAMppeUQwKRFEphZEUvFBOCMFjEzxutxu8vLnBJnh4ZASSopbeOaXQdvDOo/M9UsmIaUIBwweHq5srfP7F59hjwIk74G5CilHCBlNE5wXIp2mU+wodOCct9JqQI5DV0juejhjHURQW7/HZy8/gvUeaZ3nPSgADJ7mZQucNRKAmpsd5RskZc+fAXVjCt2qdOzVuFLP05ZrLyJpXaUU2c8o1uR6AFO2FWKFTZkxTxjhGHE8T5nhEjCNAEUQF3UYUr26zgfcBm801mAmnk7HTcQVRIU/o0oifPu+x3fW4vtqixxV8ZngqSt8LzGnUkLgeVwh4XgJ2z17i5uXnQHcFdhvcXl9h2wdcXymISjPGOOHw6qTg6VQ9Ad4TQtCcVXLISaydOxcxOBYQ5RxSKpg5w3OEKwlBwxwLMgL1CCjogsOmD4jziP39AW9ev8VmKhgpIDFjPwqI3mwknM81IYIVRMkbQuiCeoakCcMYELqAEAJ22+2inGLxuNcQmMLY9h28I8zjpOx8Sg5hokFz5AgAFcn5jFFyVYLWK+t9J4qQjoNxHKtiKnNLCBUkh6HxQnG7vvz4QFS7NtdtTxjXVpEOdZ/6bT1fu4/lgEvNRzzax9oKFOmaF9SoaMqw6TQtiJIrtyAKze+lnsvOvX4mfgTSvPcann+Wg14KoHnYFvppn5VIoO1P827plUz+EElIXykJRFyfhzoh2CHSUObNgFKEoe90WECUE0phWQdZ8vy4aAHrOWL/8IBf/+rXmMYJMUa8+Owl/vzP/xzbqy1C1+gVKwAFrJStxgC/6LtCsJJSxuk0ghmIuyikH76DD9S8Q1TvFWnuee13BVDQkm5Nar3owJ60j2T+chbQhSJpCo6k5E2v5TX6LoBZvEIxzkgx1Xto3+0yJhqdSI0zyxgRo85ut8OL58/hHeHduztZN3KqOchRPW7eWdRAB7BHTl1zPSMCKkDJSpyCakywOeEN0Otyx14JJsghcUGKks9loMlAuJBVnDNur9snA6LWIXaPFU3zhq4VQwJp3P4l0NVa2M0LZP8+dC/tT6tEXvYmmNAz0GRkEpd/2vPI5F4/91Pgriq54PVT0GWBeX583f3s3E8fazN+udpy1ZUYr/u2r4HahMeL17N6MXJ+HwJcYYAs0ZaRCkBJEsvJQ2oHkIOxGRG89qHeaRHLZ9JQI4lthlqpVIBgAU3nYGM1+c/6S+QhVSBFRI/OcX7cU/1+6R3b/k8BqdXfZwDpqWd4Cki9zwK6POz7n+fH3OI84au//UXN4XEWSx2EQp/I1bSVzBI6mbMqlWVhzSoMIZtQpVJy+QbcvXqF+XiA54LBOSBH5ERw3MFr8i2zsKxpnjR86HF1fYMXL1/iJz/9KV4Oz5DCFkf+Fb5/c4/f/PrXePP6tYTkkVjfQAR2ASkXnLQKvSgpAc4HWfByqonN19fXICLsH/Y17K/WjQEAhtafspooykBJkDA1Z97gxapoVMReK8XnLABKPCEyXoLS1VYrcxuiVcSLkTMjRskNizEj5xmFI8hlEBX4AJF1Cgi7fgdmwjyzlCnIUuC344KBEjbI2Pz5T3DdPYP3hK4PiAfJswp9D8CBpoLgAjabG2xuPG4/D9g++wzXL7/EKQKnmdF5h5Ii3r3+HnGaEIYNQFQJFcgJ16l3QEkF05RVLjmxoMOBOwLIowtb9J1D4QkpM2LJ8CwFeiUxn4EcgTTDEWPogxYKLkJbnjOChmB2QWRQcL3WVVrWysW7JH3sfZtPAVVeUT1I9izt/F6Md1qcVCmfgw+AB/rQL4YsGJso1fXPkTCsOnIYegFPJMkymKdZ8vJUYd0MGxkX0PmmBAymWLPOQY0v//HJIbI8oVaPtvdVlhdj6zwZSdNZs4PPLJ8GKkS5RGsJfXwrZ3pI651qFeFHnjJe/PLni0OrK9l5208zUNaCqGdhhYUZTtfS0pA9AKyeKJair2B4RzUU0Gq6OU+gJMqzdwQKXr3UBGZC8CrLE+uYtfxLY5JM6LsON9c3SENEThnzFJFSwXSU0L4UxSBfuOCabrDbvsR2u8F2uwUYOB1PCH2H0HdaVJorsLGUiua1o1rqHABWpmXy6MOA0hW8fXOH4+GIN29egwF88fnnuLq+xs9//kcYhgG7610NzzNSttrnBcpqLfSEcRJGvbu7d+AiRq0QOmw3m1qYm7Oc65d/80u8evUKr169wuk04vDwgHmedd8o46V6fBRoPNIp9V5YYwa8EKgQF/RdwE+++BzPb2/gScKIDw8PlcGTNOTR1tgQJIx45CMIwP3d2+pFhIKjgw+1OLkVrSaiSnkvY0cYmW3CyLoVkJOsO6T6KPnFU0mOal7VU+2DIIqI/rcA/kcAvmPm/45uewng/wjgTwH8EsB/wMxvSd7ifwrgfwjgCOB/ysz/6kPXuNRYheVl0CLf2X62OMi9vedZ8DSoOV9AngJSl++HVtclakAHrb1JlxTn9fbHlqr2nuw5Wixz7kla7fu+DnlfE4Si5zBP3jmQau+42bZyWly+vqwDDUAjJ3VqCPCkVMglIxeAclGqXVZh5Gv6vxFskCVOOmFfcSysQpJeYYUnaVVs7X3vfHWvLfiRDXX/9wGlS+Pl3ON0adF5CgStfj/7rv08f57296c8Xuf3uOoXe+Ynjvldh9h7rv/3LnNSjHj13Tey4DopOus0EVtCRcViyQCS5vPMGl5g6j8JmbQqfayFMCXn4/DuHdJ4ApWCzkm4HScCab0bQFURRl0sXAgYtltc3wiQwtVn4OEGX31/j+OU8Ob1K/AroO8kx6kPWiCXPHJhTJnVAxQbnUxyCI0lrR+EvWr/8ICSRIFwTmobmXzMSkrAGt4xaMIukRAetNENBqJs0SmlIGW5hxg1J4eEBa6NHmhzMlhZxHJm5AgUzY2STK8C5zPIiYVaMzIARwjdFgyCFKhnlFTguCBwxtYX7DzjT77cIr3cwTnJQ5vUmux8J3LNBbjQY7O9gu+3CJtrbJ99hquXX+LuYQTtT/COwDlhf38vtWi2O5ATsgTnCL2CS7B671KE0LN6EPVwTmrESDhKjxAcCs8CnpVhywrmMswDGOEI6IK8aydfAKXUeoPByzjyFNTiavkIWFn427aAbF89B+ZVMppoG5vmofBay6tkMeP23mvithU415wIvYarIc+Sq+BJ6hKF4JEUCIrFv1Rrbxc6oVEuWkJCEnBAkJAoA9q8PMiHpvhHtz+UjiNAZ/m9NhZWujb3y+bisguvDzz7rN4oJWwAvT/32445109se/tpq/VTXW5jykIDqbkna8Z8nMvitSrt71zA5OBIc11UMBJ0/SYALDl2llvlnLF3KlGEARYyI7arf5NTxr3a/woElVyglIIuBAQXkILmxqQDSopIKsvE8ypzb7vZ1lC3oR8ABqZpwi5LSHROYlgLva95YasIHb08a6FwGQPy7kIQtrjpNOHdu3f467/6a8QY8e6nP8WLFy9wc3WN65trbHabGk5OJKQO1TPMQE2bYGCeE8bTiO+/fQUukjM2DBuUq6LPp+AIwHfffotf//rX+PbbbzGOI3abLZyTmn9z36u3R8eOI3heavhQM1ZNDyYIoZGQYYlR6vr6Ble7neQD54RxtLDhYoMHpOVvSHVRy9OMMcJ7j+12q4ZPjRABlBBpefdrEKVlMYg0ZzOg63rkRMjJ1jEJ4yMlp1gZGJ9oH+OJ+hcA/tcA/vNm238E4P/GzP8JEf1H+vf/CsD/AMB/U3/+GYD/jX7+XptZMoBl0rSTd9ne/DgZTeY5OPfqtO1RfGdzjAmmc2KJarEzanNvYMfuoQ0/dM29Pg69a90Al4Tg+T1/SIf9kDBt++zRSevk+DuCsovXk2dJWRdNr+75ICEvzpnr3dU6BcwJREvYgHqHkSvmcwosxbIrbD8asuhIrQ2PQcclhcO2t2EKl5+jdbEvIOh9gKodT+fHtsdcup9L178E6N53TPs850aCcwBlf1UA2Z7v9wygtP0L/D3LnBhnfPvb3+jCUScm1EQFWGgpA1ET3CWSxFZrACw5UTEtykDWcJLTOOE0zeA4YghAmUbMmOFwi2ACGkBMUYyRIaAfBlzf3GJ3dYNhu8Pw7DnC1Qv89Kc/QSGP337zPcZxRDJlwEm44WFK8F2Pfnctwj8E7Pd7HA4H9ZqxUBh7X5WTnBNQFtnWLj6WEwNd7F3qUbxHKhFS40gfv6ltY+cwgJ+VZMBGz5KTY2NueRcCvET54OIUICxkQY5YlenFWo8CZIhS0wdRYtgzqCTxXBNQUGp/+GEDpoIHcigp4TBnydmhHqG/wu1nX6K/usHuxZfw18/gn73E/revwLPQiBMz5mkEQNhdXcGHgC6IB0bsMlxBDhl4CD1yDijFybOwx9BvMQwB5BToooPVfCFy8L4DnNNwZGUmdBJ2w0VyiDp2IJLQOmZGSqpEkRRUXefUQvtbZjLrGPY+wPs2LN5pLqkaCrLUxGGWuntcCjplNtv2MpaGvq/KhnNWNF6UW/MmOJLirKaEnkYhKYnTBHKE6+vraj0uWb2XTtgEQaRjSchGkirYUtvlQzP8B7V/gT+gjnN+6y2QsfXg3MBrn09GNuj3OWWUCiLW61J7jmqRx9NryvLJOlZN8y/NMyj4L0VqWDqZtwtZhOkNdp/KC0xWhoYkFYGh9WodXCAAxg66rL8S8rmc0zuP4OUnBwkzlusIILXiuqx5NYyClOQcjqWIMxE0169DCOItfff2HsfDSVgxjyfM84RSxBMGEOZ5QkozwIwuBFztxCO0v9/j5uYGdKXGDyN6sfok1mlLNy6f1bDGQvbC4q19uN/jV7/6NfYPD/jrv/5r7HZX+Ju/+SX+wT/4Y/yzf/7PsLva4ermCiUx0ijELc47ze1lkCekmPCrX/4K33/3Pf7l//P/hZwSNpsNbm9u8JMvf1JTGzbDBsPQY5om9H2P25sbbIZBWPmIsBl6OAe8ePEc+8Me43yqg48VCNpIWsJAZctms1FwLIygX3zxOW5vb+G9wzAM2G63NY8qG/umrsfey7uakuRiTacRoeswhADXBXipoCmgu2SVG2JwmbVA+0OWUjino9wzOYIPHYZhCy4epQi1LEHiABeDB2ktrqfbB0EUM/8/iOhPzzb/+wD+Pf39fwfg/w4RMP8+gP+cZZT/F0T0nIh+xsy//dB1zq65Wmxbgfm0sqgTvTmW7McWEjvh+rCVVHvsGXq6XQJRYgUxSxJwDpIEk6zP/xhAtZ8wXaZCK6LFUvWU1+SHgJ1zL8ij72HPcel+P6ykP9XsKBPAUKpMo2UWfZ3UYsNKdSq00wZESxHpS6UNPxDLftW59GK2wJuVtL3t1TMsGPZJcGXP9zH9fSnM4UOeqKeud2kRfR+Aet/x59sffU/ND0OtgdAJtUwc/vih9lHtDyFzSik47PfwbmGgLGKYhAGpouF74oFiMAmHn9PCtaxWwDmmKntSjJjmCQWEzAByRucAzgl5VgZAt+Tp5SI5WKbs98OA0PXwQcICh60Ui312mvH6zVuk6OChiiRLXlLU+iXDbkkqLzljnkYBURpGETQPgVVhqZY5QBjySDy1UutJilgTA9kRwBkxSQiW5CCocsNLsreVHQCoCQeUeeaIKkUtqhljUf5KLrAkblIl0JQMSX1WFiUQihpFOBdJ5HaEqolBFLlqadZ6Ij4EMAfx3DFhTgXOexQXQF2P4eoam5tn2D1/AVzdAte3cMODkFiQWIsl10vygCRhWuu+2I2qpZWwMIFxkcLeUGOO9x186ABIXS4uXnxr7EBO6pwU9b7ASqKThnaVUpPeJX7fS8ZZSSBmTY4GnFmkW0PbyvbBNZc01FAVB2SCKwvrZ1bvT0pKM64gypNDUI+Y92bAdOqxsjV3nblk4VvzNAlQS6nJSaUFMJUCT3IdXehARSjw2ZVq2f59Wm/+cDrO2nhHZqC8oA+0P0+tQau1g20uFg3jWhNMNc/6yDD8VLtowDUPkb1n2QhZT3kZZGT31a5XC4Ci9geL0moGb1lifM3NW3KdljVKwsjcKs/U5Incy+LtFlC5hBGTLmbCHCd18sxbutfcwZwk/8eYIJ3rAQZiSjUEUACalgc4HoX1LReQJ3giJUZp+2k1FB73LdpQXEaKCQ/3D3jz5g3GacQwDOKRyQX/+L/1F3De4ebZDQqyhOM5eRc550o9Ps8z3rx+g29++w3+8t/8JVKM2G13ePbsGcbjiL7vlOhhh+1mi3EcwQoQCVAWToYPHl0nBchnrSMn8k8Mjmu24PaZJLxcIhkkL3i321XCjK4LGIaurqHRuRXIF6MMxCOZM0pKUgORS83fMuOdKX1s4wCy3kkd0YT9w4PoOk7CGeeNFvfmTkezJRRy1TutzPRT7XfNifpJIzS+AfAT/f3nAH7d7PeVbnskYIjoPwTwHwLA89ubuv2Rl0UtC/pX3d5aWFpgshIY9mmJzLpf1sTo5fjFatP+nAszWTz96tPu4xx5y6+6CJjYJ3NvVlii99f2TOOxoOUcaJcOxhkF+qpfH31e2uf8Z328KiMfUMofH/MYo7ZAsj6hsj6ZZcvcsUXLk5ck3P0SR6vzokgBPmF+cqLsMiE6p1YFX4Uy2EgihCaZtMq5VdGu17+wOFVw+nfwvD0Fds73uVTYWfrwckjhU2Csvd4lMHQO3H7wswCPgVQd0z/4lL9r+73KnGdXG7GgV+rVhS5VFnJlMgPgstUNE4+p1zCmlMTyO50mUSKDR8mMkhihC9j0HWLXATHApRNQGFebATdXO2w2Dp0X+l7yHiEIWQI5qVExThP6mNAz4/PPXmLYXuHlyxdCgT2PQMko84zjOOLrb95gzhlTlLod8xThueBmu6311eI4IXHBZpCiuzVV1hsY1JycVNAFj20fqmyY5hnznGttshA6Datdam886muTnyrlLCfLFsqilFLCYuWENUtLxsogIxSbt3BaZDIAEEIQWR5lvzRrHmSK8CTEEoUExGYQCjn4MMgQDhvkDBySFKfttrfob1/i6sufI2yuwJtrUBggnhkhDILzoBBseMj8LFgS3kkK0A79RkOQE7zvQORB7ITNMRNyIQ0Z7JBHB7BD5wKgoU299xhCQM6iwOUUkdMspCFFQTH18FcFrmMQAkjrNAEAQ72KzGKMqmsSVeVX1bRF9ltInob+OC8ses6FCoCzWnE9pO7NOE1gMMZ5xjAM+Pzqc01C75BSwjSN6okSwggJ1UyLDHeErh/gnIBZyhEuRs3FYxSOSGmWHNngwZxh3idjFPsDyJ3fq7y5vrmV3EkFAiZXZXkU4wWpte/cE2VW+epRUUMDyMCHzANZ+4yNeB2e1/5+Hmlj7X1rB4Al+geiY4pH2qyNRe0IYjCQObsQJziwMlYaEDODAysbmrxb7wCvNOTsheQizjKeppzVQCHrJtTYErxH9gHZL3l0JmMcZJ9h6LUw9AlEIsOGPmC3k5ygFCOOxyOm04j9/R7jaZJQ3a5D1ALhJc0AxMtz2O/xb/7Nv8Hbt29xd3eH169f4eH+HjFGHPYHfPbFZ9jsNuhCVwmIAMkPqn3rCGTWLCz6oAsABeCLL76o9ZziHLG/32NPe+z3B8xTxE++/Cn+5M/+BLvdlYBJ7/Du7gHH44hf/M3f4P7dPfpOisj+9V/+JV69eoVvf/uNhMM5j77r8Le/+CV8J/UKTT/q+x7BB9zeSkmL4+EgoZrOYU4R43hCyQWbzU6K78YJQFZbUgOkARizp1Ghs87j4B122w0+/+yzOpd9UFBMVIvdAkAuETlJeQ9Ch+7Wo+t73FxfVdAtsk3W46zzhUjC9gBCHywUVHo6hA59P0h9wOyQstNz0CrMVNa39PcCompjZib6gL/r8nH/GYD/DAB+/tOfKIhcWMGaPcUbgWWSW2sB1IXzX7iqKMdPKannPy1QOwdVtr39XN8AFmuM/S23sPq+3d/wErOBAdvn46xvH7qvc6F66VmW/ra+fvrVnp//svBdX0dkqj4YW30Bc+m3Apng4KUSuhaXlflZ1EIAVCt4sfu15F1xKSzhB5d7bgFy1LyWqmn8gHH1d28fc95H93MGpGyf83nyQ65xfq3Vwkqkg7M550ef8ffXfi8y5/NnzYOY/4BVmbRVbT3vio6pZZha7TK1/td/TutABXQhIHkPyjK+vXM1nE9SRwqIlxhzAyUCfkTx7LoOuy1JAdickacjOGWkecRwGnA8RZymCD6cJG+kJDhmBBLSFhAhKVmEKS2uGePiR1GGOy5SuNYKDBJhNvbBRt6aMiuydF0bROb2kgdgx6zBvr2T5nv9p7rk0vRYo6k1CtzCKhu0eGzOws4E51SJ1JwxBjoXQKGAfA/4gkIBzvcImyv52V7BdRuw6wDyYohke+eAhHAunja5xWV0EEg8Q05o4wlO5SgBEKNPMW8meTgXBIQWh0JOg4wFUMozap0trVG3+tGrUg1dBsA1UOrMMGPjun0/yzi3/rexIMnWy5ivY4S95mUxsp7LFUa296k/ktdUqteskrIUrhEHMn7ECJmZqxetWpMLoyCDigBQsyGaw/E8if3vu/0+5M0XP/kpnxu6gNY+2q6XwrS26AykoEPX49WxzfrNvNqGZjyc602m27TESOcA6qlmOhppmO2jZUmuWsec/Y1G9zIPxXLs8rsp0qUaAXRsqddnuU81jDehi20RZgN6bMo0GcEKIQTJXe26Tso1FEaaBSCkKCGsVhDdZrF40gFHIocP+z36rsd2+wrPnz/H8+fP8fbNG/T9gH7Tg5nhbxw8+fouF7WPq5wzI/85+cZmM+Bqt0MIYtCyItMpJty/e4dXr17hxYvnmE4ThkG8aNM04eH+AV9/9Vt8//336LseJRd8++13eHd3V9kECcBIQjDkg6s5lGDG9fU1NsMG3hM2fS/srKUgO4dUvXJawBYFLjup2YVWTimoUcZOK3dBJAY276X/+77XHNCkANnGJjdjVMeFehqdl/fWdWYAasYI6VjSfna6hpEZHHSEOl1PvHOA5uCagZgaLxTOqPsvtd8VRH1L6sImop8B+E63/wbAP2j2+2Pd9sFmiYfQiblM6kZ3ayZr6/kR/npVhhsAZMwhhlbNenPuaXrK63T+PbBWZC+DseZez4TL+f52LguD+QBEWj3/JWHXCkKbiJeU6qfAlV1nmerLlH8fYD0/9nFfLWJUtuskgQdoCS0xV7uErGRlmDELtbjH5fxZBBOAyuFilrDmaq3wltYks9fuWz/noydaAcCPW2g+1gv0scDp/D1yMxnO36vt0y4mT917u6C1Y/P8ec/B2t8XkPxA+73KHAaE+VFBc2ly57Ja1CznJ2VGylIMtzCDkDRfT5JatzvJ4Qs+IHQZXZ8wDD36oQPnGX0gzHcHhDIhThPi1KF/do3OAyUKTXXwDiUnHPb32N7f4f7uDbrrF/CbG8QpIaciRVUHYabinMFDh2fXN/j8i5/gcJrw/Zs7vH79Gl//9msc9geM01FkATM2vQfBIzgpLEzOAKF8D5Z8AucIvScM3rS4gihRjHChA3mvoRkmTwHXWc0ZUaJLI7SFyEVyGoUandTq7FUWL7O0MAupgK5dAgsIBOnr+u4KI3NBnMVCyE6sjb6TnIbQeWx6h13vkV2HhylhuN1hCFfYffYTdDFic/MS/fYKL7/8ObZX1/DbZwB5lCJhbZSBOWYcx4QxMuYMDN0G/WYL3w3wXQfX9ZDciwwmQmQC2IERhBUsFRD1CF2HlEeMc8L+OGMzBPz8xU8QeMTpbgJngusi2HskEBILUEkxIyqLnXfAbrtDv7uW2jahQ6IA5AzGDO8JQ3DL/TCQUjmT120ucVsDaKnfAwiwlTVEFHohBSEB9qUgqDJ0fXUF7xwO0wweJwHpKi7MA8nOAVqLSogHdE1VhWuOlrtqjGFemBat4CXb+uuVdGBh7vt7br9XeSMKHRvirmabqqDDMPqyzusM1X3YHLRn+tziQa+WRSxroIGkNnzPuaXI8qXvW4NHuyYYRb6WQIJvvShn66SQ2/BKd5IwtXb9qb/BANbSYaTjYDEmcLZ8F107S7b4a6U6h8pyIDgCkwezFJ/0yrL2/PkzPb0Dl4zjfo/Dfo/9u3uM04h5noHCCI6x6QM8MaajQ4oFKU1SWmG3ASDMrClOuLt7jW+/2QlxzTTh66+/xvO/eYGrm2v80//eP8Xz588wbAbph6RELgpMUk6YpgmnccTxcMB4GnFze4Nhu8F2s8OXX3yJn//Rz5FjwqvvvkNJCd1mg/F0wq/+9pfYDD3+6Gc/w5c/+xK7Zzvc3b3F3/7yK/wX//Jf4he/+JvKbBi6UMOug+aPRS2urYhBxwbhdDqiC1JaYbfd4ubmBn3XY3d9JeHnzmGcJ7AjTJOESHM51Xdu74xLQSoRjgjHw17IKYYe2+2AzWaDvgsASzmaKOxAanyRYvZBKebHMaLkhKGXaIbtRqMpvK+kIOLVcwhEUiNRdcmhl3E+n47gHOEsAoIzOCfEaUQpXsKqVXhx1hqJVri+6pKX2+8Kov4vAP4nAP4T/fw/N9v/l0T0f4AkW77jH5gPBayVtUvWS9tHf9P9TIA0NZWomdwKoNrJDnwIFLz/+0sgSo4x62CjkK7slheuc3a8XXsBJI/v5ZI37VLffegZP9TOARTROt4djTB8EkAtcWDLdvVIWQ9pdkrNsTEqZbOwMZnSSxByieWcj+2E3Hwupgpu/6538sP65zEwet/4PLurs+0/BEit/n7ifi698x8KelbnOLNerOfk0+Dz76H93mUOqxmfuTphaly31T5hFgpzC8eQ41TSOEukDxBSAMkNIecQuk5AVQjoQoekQkFCtNTqBu1PZlVMBLQstTgkrElIGiCWfKVHJ51rkhC8hfMB4xxxOh4w9D1Gd5T5o+8p+IapClzpk4u+QqN6D04qwndeywiARSHxTglfvBK0LCGv0uzcy4ho5R2rQOS6bxuyxGfy3EKd5ISmNJXSyJJiuY/LtaE1mEBKlBE6FBBiAVwY0G0CNlfPEFLCcP0Mw/YK25tn6Dc7kO9VGVAPDxxKhhQNVu8LOQ/nA4gkCVlCkzREkcxiKm9WcjKpjgepocWIuSDlgtBtEQAweQAeoAAmUiCq/UVS/NGr0c8+C7PSfms/63t1TdjQAoi4fr+8i0VpXaa3ncOpxZh0m/24un7urq8QQsDLFy8AAKfDESlFxDg1ynZjxCH1iDqjRpYxWJjBlGv/2XoNRyD1kFUlHmpVdraW/L2337u8URVEf3+8drcASmfFEp3xAx656jv2u7b36QatIe3SMXILsmZXOeLW12x/LGWiPf+lOozrB3u8NhYd5+fGbjGcL3mXNu7YBLk27139FB3G13p4UuNtwjxNtRaegAkDZfLjHWlxVrIUS2mFABQtPD3jdDrhcDhUwHIaR9y/eyesf1rsPM8J8zTj3d07xBQxTiPGccJpPGF/v8fpeMTt82fY7rZ4+eIlOBfcXl/j+fPn2G63AnpYwtZOpxNOxyOO+wMO+z22D1s8PDzg4d07PDw8YP9wjzjPYAaGTa9gmc/eRVmACAGlEIhYGfNOIADb7XZh82QIqQ4XDMMAhuSIxSihjsy5Ob94cJhQPVIyvTWnlIBSlESCixpvAMtlkxev614pykBK1ZvIeg1WYGR5bqSqpYUOylgqVa6ZrFzki4XHosEIsh7b/b6vfQzF+f8ewL8H4HMi+grAfwwRLP8nIvqfA/hbAP+B7v5/hVB//hWE/vN/9qHzW3NVuD4GCjJpoC+51Emqe+jxZi1Z6HZ9pSymlQR7X+6TXfPc9d5a+O36l8CJPYdNXrvH9rlay8xyzBp8PPXZdMyja38IML1PyX6fx0TvevX5WPQ9fr4PNdLEbK5hRkWtdARLMtdUfJh6VgOsuFSrFHgBUQuTSuuJaqBUVSYakHDp3j74DE8Dk48BLU8B8I89ZwtJPwSoPrZd2v9SPyz7/P0oM38ImUPk4PyAVMS7lKJY8HNKSCUrcCq66OiYcwGdEwIA5zy6btBPS0oVwZ25IGioQN8NKP2MkUVmHPZ77AOD4w6AkEQE/RkccDUEOGRMpwPG0wP64wOmiREzUGYhNeB5FqIIYnTDgOtnA0IIgPPgknA6HJDnCaf9Q01V2PYdnPeYpxHMBR0tOV+khWFDCBiGTQ1FTFlCCh16iVEPG4AconqbUhFCjVZfNjpfm32Z20XbZJ3TvCqxHjIXICXxAoJlO7tK/ZtTkbAvPafZBh06UbiDsiUSC+MegEwO7D2mQjhFxub2JZ4/v8Xm+gVKYbjNNcKwwc1nX4pX0fnq/WDXA26DmBjH44xxzpgzgNDD90NNWvBBEqqTHpeyWN6D5nmR83AU4BBQkoDOcZxxmjr4zRfw1CNRD1CGd4MUbZ4LSiEUOAybLW5vgd1uj80pKRufEKIU16P0N9IPLiiZhNLAN1P4fG2zKIDqlbDPqhl6OFdWecOmcKUiZBz/7l/8Y7x48QL/zj/8h5jGEf/V/+e/wt3dHfZf/wak76ckoXrveqFJLyBhLbeoA1uHOlWWDLg5j+AdfB8kL0wVWyYnhYEdgUvQwte/n/YH1XGsTxeUK4obVGlrDYOwYHO7z3ZrA5TbayjLZqtTWGvXnJbduP3etl1eO2RWG7gIwdW5fQ6ibLvdR0tx7prxqE92sb9inGrBaO89NpuNjK+cMU0F40lypTJndJ3Hdtvj8LBHVhY3ZsZ2OyD4gM2mRymMw/GAaZ5xd3eHOE84HQ7gJGQF3juEjYb3ZcZMvNRqc4TSBRCceDOURdArM2eME46nB5xO1+i6Dnd370DO4fpqhy+++AJ/8d/+CwQfcPfmDt9/9z3+1b/6V7i/v8er16+kMHZMeNg/4Hg84vrqGpvtBv/kn/wTvHz5En/yJ3+Kzz/7HA/393jz5g2++vVXmKcJp8MRd2/v8M1vf4u7t3f41S9+hb/95a/w3bffSah338ER67rzUNczeXdi8NtsNgJGckFMUlNwnhIiEe5DwDTNSnjUY5rFExeGHpvtBle3V9gfDtXLPE2zMuhpDiRLKLrzTsPMqQJfozYXD5WuAzkhFwNHjBJknKQ4I6WsUQvyvdVlFM8XGo4A1PEGQMslSF3InBL6XvLthr4H6RoI7yTvFbI2JQ+UTPBJxrH3/skxCnwcO9//+Imv/vsX9mUA/4sPnfOJ68jkwxLOt/7+aUt/td6cTeTFC9WEwjWT9ylF+Ty86bK36TFrzmOA0n6uf18WNnpifzTfo34aaHifEn9+nx/bLjylDsrlb9nvMZCqoKQ5Vv9rzk01HUoeaVksDOYYBqoAqHo87CxNf3HjZq3HnUOLlUZhpCurbe3TfXTXrk9yaeMPah8CseeL2toHcGHbe8DyyrrY/H0+lu2cS7/87s/3Q9ofSuaAHBhrevJUiiaAL54oaa5SMcunGmG0zo0pQtJfDp7M4iZU/URU5RprfhIYuh9AkFCnoQ9AERA1jyfEaQS4k3wbVWzn0wkoGR4FXYxwXY85ZexPEhIS51HrP9WJJoqVeqBEbxM5a7lYwUty8dB5jVd3FVwxO6RCQJB8Hqjcc0Wtxebf5cXfXg0rpUhdJ7IwvmaxQ6sgNgnz0GlpLLdFZYmC2QrSiJWJz6SH3EeBxOLHlOV9MkC+R+i32ECIRDDs4LsBrhuWmmBchDYdsqim0jAzQr1bPigQsfBPmyFObhiEyiFnskaTMwjCMpeyAC/BFeKJKtC8iVIUtC91TGgl+BtZqcJZ8ouMIXDtxSPntL/k6xpK7V3NFwAapd7Oovtxc87lez2ORPnphh7dMKDrBwGhAFwItZ6MEKxS9axUecVaNoDXTwYSDxy8hbLJtcQ6rYPj92i/+cPIGzUB2Dhvv7FxvyRlNEed/6bfq5W+vhgDYit94uwOmjWmLdtxDrTbfa3V0F80a5QpZbZGrz7Xd13n9Wp7Iy3s3XKTz6LyNadUZQNBDeRWLoEgBcOXHgZgBmqpjxeUPCjnhPF0wjiOmMYTcpJaZYDWntLTCVW7eO+5eHRByMqFHXiRmUaFzVobLs6T/MQZp+MJzIzffPUbHPZ7bIYNuq7D4eGA169f4dtvv8XDwz1ev35dwc3hsMfxdMI0juj7Hl//5jeYpwl/9md/jtvbW/zRz36GLgR8/933cOQwjiMOhwPu7u4wDCf0fY/9wwPG8VRD55wTwDzPk/ZL65mWdc7keS5FWVnl+WKMABFO0wmZs+Tzdoww9NXo1vc9NpsNpmnCNE0oOaHkJJETvHi4sq5HNnaEKMij7xYCo0XvFgOmUdpbfrD3AlfMy2XeKhsXMi0aLxigIJwrsLO8qkWFtJynxRJoERh1VWGLdLvc/s7EEr+vZgKVVpJhaUXjTlqGJ8BcqyJ0nXOPFByyAF7Z7TLIau4BeKzQntcJOre4nFv/bVElpUQ+B0ttjanH7RLwWrbX3jFB2u7xAeH5oXa55x8DvCeu8nhLY0aji7uZ4BfVpwrS1b7y3Qq21YTt9mTNatx4oxYYIO5eJrcs1qszMCRMcL2IPdnO+v/vG16cj8lH7+ojbuAcMD0FoN7X6l4Xxt+PqxGYAgoLcJpzrkViuah1S+esU2a5vh9g9LNEizWPhMughvfBDB8EhNAh+A4+BFDyldEqp4jiCjY94F2B54RtILy83eHdPOLNt79Bv3uGMFxhuPkMXb/B8ThhmiPevn6NNE8oSWhmu2+/wxQTHo4HHPYHvLt7hznOCJ60MCuBdH4pEaaQH5DWM/Iew9ChDx02m14LETrkBJTscHKElAsQgoAo5yQ8Sxf/mFL9ZNQ0BYCB5EgJIBaQJfqHKoFK1165DFpxrRYPKd4qLH2wOSxaFhiMjIKCjMy2TjDGSazRpylhSgzqdgjb5xh2EEW22wA+AP0V7GUVnhHHDMkd6zDGjPvDETFLGGUXevT9IOF5IPVAQfoEmv+FJTSUuQBelRIFLbEwxpTx7jSh9xmFOsAVxJIENMaM4ByCCwjdgGEjY8pqp3gu8MGBvAf3XgqUFgIhgzmjQinnFPDLWiNGgQLyoRb0NE+8eI6ahHwFMSZha2grSZDew2EPOMK3338PZkYYBmyvr/D8s5eYpgnH4xHbzQ7bTS+MZ9OEIlyLUssHkIgBZqWAlgHDxCAUhODhu4AQBLDnlNXIIblS4QPFLz/lZsr+UtJYmwII7Yn3rtlrTcC8WPK/RTlcQvMueaTME2W6ktHNX9KNKlsZF7Fn6Prq0LDLgsGOwRlS9FULSMvcZni9N4cmF0w9kMJfbZOGYH7sYegRisf+YUbOjC6U6pECgK7vQXGSgtUa8iUezYJhEA/oTnORjqcjTqcjvvn2a8zTjPk0aqRAUA8hKZiAhCk6AjadsLqVhJQy5inCdE3paDGcpDhhOh5wCAGH3TW8C7i/f8A0zfjV3/4Kjhz+y//3f4lhGND3HY7HI37z9dcYxxH7h4cKCsdxxDTNuH93B2bGOJ7w2Wef4R/+O/8Qn3/xBf75P/9n+Prrr/HNN99gHEe8fv1avSpaDmMYsH/YYzyN2Gx6PH9+W9kxreSEeY1ijJjnGcfjQd61cxI+rkDDkcNxOsGnGQVF8jABbDZbDJoL6bseWxI5YyQdbwRVIkWhYU8lSigkGN4rAIUU+91tt3jx4oUYFXPBHAWA5igRIdN0Qs4Z+4c9Ssno+l7JmiwfHitSEeccpnkW8GW6uxoex9MRpRTxvBFVmVaKFHInz7IKkYaiFiupw2DOddZdap8IiFLXL0m8/xLy3MQIN0i1WgLQFLd1TRXlM4uLWSwIrp679SI9FbJUjwUeCZZLwsbu4/F3l8HapfC7y0rtIjDbthy7fPe++/1QsxjSRTS317/0affxwVM/bmTgSW6f0OZYmEW7DW+4dBHb3sCiRwCqBR20fHXhhiqb/KXLfQAvnGeI/D7bJZDzCEBdRsCPxt0lj9NFD1R7vWr5bEwc/JFg8xNtjEU5sH4TCl4HrfoIpwxvZpgJ6nWqdcxgIVQE1IKKjREFgPcBfT9IZfTcL2E2LP4KT7LAcI5wVLDpPN6dZpwOEx7e3cFtXuOKO3Sbgof9iGmc8fbtncTwxwkggu/2mFPCcRQr6+l00sKFmk9gb401FhxOc6SkkrxzJIQTGppiJC2i6knBVE8MCZdjZbqSMLpSpBisFMzWeiGlqLdCFS1AvTnm2aOqiFVlj7PUt4F6o2kJ+yEWz45NbSH3oEV54yL3pgBMYtgF4KWcEXNB1lwjMLTwunmTWs+IkluAACfPYonZTsMzg3PN/lwt56hGNR1dhAYc6J8EzClhjDOmGMVB1W00fDFBWEgTGB7C4McIAerJdDVMy3sP8h5JNNGliDhbeLqFqvtqdWZey6fW03wptPhRRAUB3gXAEY4HUUh+8xvhUzgcjlpPJ2v9HIEI3gdsNlsZ+6rImaGsmAc4CWtXzkpjrsp6jFHyH9yypsq4MvnzAyb7J9KWNUjHjNY2ky5pZbDJ33Mj4fn5aLUL6eJ1SZ63BtsWYNk+T+kK7fqwfBbJ3dN7b0mMnirbcX6dD+kmYvgRmnTZd9ER7bySAyU5gyJSlT2vSdMYJ/HKv7t/V4kjxCNhHqVqu1l0Tf2HLsC7ghQ78aLkogYhrWkH1HXXGOayemLkPqTQbc4ZX331FULw2G43iDHhdDzKvaiHhIgwz7G5NwkT994jzjNinDEMPW5ubvDHf/xzPDw84O3bt3CO8PDwgG1OABfc37/D/mGPh4cHfVap+VdYQHPXBbB63kCMGDs1UAizaec6ua6Tor1EJLLdSCiIcBpPiDkiodTwVO+9UKOrB7qWuKhGMct5chKOl5dQXYuIEMOO5nbmjHnWkh1Dj1IKOj3/QorCqnMvQMrIMyqIUtZWG1PGCuhDUFZEGc85zloH0gqFM4yN9ym3gbVPAkQxo6FApIVJD+J1MjdgO9lEsVkmoVjclsnTuqzFuklwXrIQLoU5AbgImqy1aLcVAq1XqRVYl2KS2+udA7j3KbuPPVa2cC9/rSDP2XXPn+OSdap2FHBxyHysN+tjm12JNHQFZEm052BBFab27trF/Wxv2bwAqEXpP7v4JcBRz//EDb934f7gDj+onYOb93mKmJYRcAmUP3XOc0/qpes85aX6Id6rT7Kx5NoYE5gDAeTR+WUuSzLwYs0HbHHX+UMChERgG0UsYIWgAYd+GOCdw2l7hYyELnRCEMAZjgmd8wAyShzhGbjeBHz7+h73r79H9jvcnyJejAWbq2e4uzviNM747W+/wTxNyJMURSzEUgMlTvZo6LqAvhMKbfPYEElxVe88+j7AOck2FMWc4B0DnGvCNBdZmD0KJMlW5GPfUfXIFWbM0SGmhJEKUsqIsVQbdNCaL9EYm1gNVKzKmMlpVgW7Maw4kpwiTxA5oQZrYgs/AUBWgBvwQZPBvXgSxbqZMc0RMWakZDK3gILOFZX5jkjDWYSpEeSXuHsUeCe1RgZd6OVm5FbbEComYxm1cDt9GJJ5uh9PYJdxf5xQth1ud7egPAMEFIyIc0IhIZrwQcJdvComPniph9d3KD4gO/EOyR04eO4AttCZ0BSzXfLSWiNJ+/ta1kDvH80aK+GeIODt2zcorwt+/atfAZB54r1H13dIMSLHCJQNHHnc3uyURjrr+7baK1LbK05TDTfKKSHFCSlGxDhjM/RwfS9eXFryKfIZ8+iPoRloMiOlbDy3fhlIQf376XX349ZjW+tr+BvW+sW5/G/1mvNmRoOcADgggWrNRWvCnLiAqKcB26JTXQotRDWGuOqJLrkgI4tSTEA/dCAqKDlWr4L3TmWb3P/bN29wGo/4/vvvNCxM6h0NfV+LWBOzlp9QXVIjCnqvOiFnxORBRcLCTtMMMQRZHk0HzglpnoU4KCcE74C+A1Awjif84hd/jVIyrq536Loe2+1OlPeUJCcqW8F24Ob6CtvtBs9ub3F7c4PjYY++D7i9fYaXL1/gn/7T/y5ev36Nv/qrv8I8z3j9+hVu4w2IC7799rf47rvval0m6/ecC0KQ3DByUhaiGwOYC8ZxRDxJzbeu67Dd7hC6rhpFDqcTYkrowgFTjCgkuXe+C9gMA66vruCcw3a7RT8I0PHOITunfSp6XGEG5YKcIqZplDylrFTyjhBCD1BfjWeHw0Ho2EmiGfq+r55IkyHn+mzXdUs+FDOOx2Mdf0SEYZD84a7X/WLGPCfM0yRrFsmYlrH8UVPs0wBRq1Z1ZAMky4Q79/TIQF5PzLYtk1sEleUjcCNAgMvKZL2dM5BzyZLSfm/XPT/3pXN+zN+XrTWElo7uHEB96P7a9sg78Z5jLv59ZkVb9lvyIwA0bCkV+ckHSYo4g1fPJE/lsTj37bmXRf3yI+nCRMvfpsfUR2z2BOz+FYZc6Id234uN0XhP/26tXejOt9cxykvErkQffvjiTwGop/Y7v49L4Oz3Daz/oE0sN7J4EmlyKQB4DYUieB+UEW0J3V1n/SzjhrhITRsiSM2eAlBQK7Oci0Kn19Z6Jwo1wAUlRjh4bEKPzjM8FZz29zhGQuQB/e6A+8OMaU7YHw5IUQqwAgA5GcPOa5FLJwpv1wXNQdHBT4QuiCej70INLRQZqvdRJGSFizwDQZQLqQqfQYVBaVZgpuQDKYFyhucEIoYPOuuIQE7CBgmMQkvkjoX4CUMbkBWLZgVSzIzKoJyL3I85MoosdpLvI8nfGomh70LIakpOyDEizhExJsQ5VaIhVxhMRfpQ4zEJUM+HvB2rJRIcIXj9juRdA7SICkt4rmPESX8SNDRInxVSoJZcweE0IXjCy+sr+NKh5IhYGEwdCjlkCIVv1wVstzvsdjsAEgYa4yThk8FJOJ+TcMJSiuY22dy1cQrdtvwYmGVevINyjPS/ADGpdWVhqpasb5ZyoZCW+jrFZUkWT/KS4hwxnk6Is4ScOp0pLriqqDofEDZiPZZ6Ngk5DeCUUFLU/LCCOYo30OYfQO+Xx59gkztfgPcaOPHZu5JGZp/B+TEGvEznWfQg+b3N5bxsMG3l+lOG1acNrby2d3D7Y2NsOYfd17kRulVuzwsAc2GkJPWaggtgxwqqZBxmpTwnSMi05dGkKGD8MEk9pLu7t5jnSXJEiRD6Tj26GvvCuRbkNW+z9148XoXB7JBzADkgdZKe4aPpINYFBSnNGE9HPNy/E1HrAhhAihFcMoahQymSp5VzwjSO+u4WY6/1Qd936PsOOUUc9g/41//6/4ftbovnz5+rd1mMZH/0Rz/D/mGPN2/eIKeIt29fY7+/xzgeEFNUELXUA4tJ5Inl8TIYm+0GPnh0QycGPh+w2W4RQichgLkgKtHSNM/CVgqWY/oeOWcEZe6zsDwLGwzejHXiwAAYnBJyyrh/dw9HhM1mEDALSMizk+LJzhHmGJFSxqjGQmaWEHrtNQOJ3ln9vrX+ZEDL8qLMmGDPTyBwIOTCcCnraqzImpUyv5krT7VPD0QBaCf+4gGyJO21h6edpO3kXSl5pnTyYpFrz22/n4fZXfp5H6tfe+02/vSSVecpBfR9QG7521S394Ozjz3/JYX4oxXkx7fx6Gv7xbwlFUxVo7PVpKFmedRwG32vslYsYEood+VoVNDNzU/7N6rE4wvWhZUfj1qv10c+Jn2wGz7Y3ge2n5rE9bHx+OKXxuT7rtVub79v59DqfO95lh9NK7lKDecVVBBpTpDmWLoFrBfOVeFk5oVmutWHCAARSpawiYUkoJM6SwDAauUnwEEs8jlOID9g2w3YeKAjxtv7t3iID7g/FYTNDfaz1KwaxwgwxCviCF4fwnsvzHq+Q98Hrbkj4SXMMpu6TijMh95yYoyKNguIyuIlciDFFgIiACDHpNNN6nKUot63nOEKo2MxUMETyEt9KFGsCoKXcLoMA1EqJ+1vzZ0qCqxy0VCRUsBJS8IkKBOghhN2HYiAUGtZaihgYXAWEJXijKi5BtMcMXQO3gvlrniisgAxeW3ovIPXsA4J3yP03qHzhOCECMQsMjpDJASURFYVM3Kwhtlp2AwUrBzGESk73O9P6EJAv72BZ7FE58Jgd4Q+AryXcJ6rq2tcXx+xZyDGGZM/IYeMmaR+Uo8ODHkm1txhCXVZ1jPJNVnWrJzPBeEiLyzMlVmjKnRepFmU2u12J7l2TpL+x+kkwBQEozWO84x99T4y+hDgncd2u0XoArrtIGB+29vkUqUtgnMC54TDfo/jYY95lryO6iH2n6ja8qFmiw+dC+1WiDS7XwBWtr8ZKm3lsVpfeoF6iUU3en+7nIZQz9acSy2GtACny/e9HGP31kYKyRrj4Vy+CK6E7U3AzzAM9dlKKZinEaVkCd8DiadT66ONJyCnhLs3b3A4HvHu4U5Y2boOwUuNITuPFNkV9hrvRb8MKkOrzlYYXDp4T0iTUPdPkz4fkcqyjDhPSDHh7RuP02nEdncF5wPmeUQpCbvtBrlkRPVU5SjjOXRiKJZoAKeelgGbYYMYJ0zTiN9++zWICM+fP8ezZ8/wj/7RP8Jms8Gf/emf4NWrV4hxxt3dW7x9+wb3929xPD3UwryKXlByUeBUKiFE1/XYXW0BbFG4gCBhw8Nmo+FuEgo3pYh5mnE6HMWIMZ6EyXUzIKekIeFOGfcEeHnnQR2w3W4kksMBXDLGckRKCW9ev0acJgXCDEDy3XwIGDrxwrPqYvM8A4ACtlDDhQuzkjcZycgS7mzvOKmnz/QaWdMlGoMd4LyMtRScRCBU7OHqWK4kFk+0T0IaEaECpXNgs/5ZjlncxK7+vT4nrRR3+3hKeWytIc45tUa7i/fTnuf809CxxQafW1yAhtpci9c9dT/v8yRRy9rQfH8J+F06/n3t/JiP8aQ99lg8HUm6fifGzbfAkEXwmy3aQFRzEteAqBVYsh3ae5ZzcL58RzXulQEJKwTwA/oLuLyY/NBG1ORUPAGSWT0KqwvqurbgxadBko1L+3v9DJdz9HTn9bmau/thPfXpNG85lEANISa30D5LjoaxFcn+FUCxUm2zWpgBQMcRAcggZCbk4iTszDmQC0h5QkoEyhlSUZUFwOQIZkIqIwIBt1cbnAAcCwTclALvOoAchk0AWMCN3HMGUEAOtdis0yRehoOjAJthpiCoeJTXSlT1O9ZcLVPUxNIn13GCcEAcBQ1ZeF3J8FAGQKV/J2HaQEwJuZRKDZPdAqKAhR2dWVLOCwiFpe+Q5b6y1u/KToCLvB8P3weACMllFDCSeca4COLK4tFIKSLNESlG7PqtKOHOwaqGOqeOSAYoSDggkNEHh6vNgKHz6D0hECNoDhyTvWk5XsJVIHMRlnMgXgE41H3jKQPIOE4TrtMWm901OhJiic559JmFPIJZwkzmjGGzxdX1NeZZcwo2PbLvEAEwCdW8Y8ArSYPN4aUMCGptr5WlFo1HAipFy7mij7pf3/WiWM0RGQle0eumH2R8gJALkOYEDwfnGJzlfcQ8IzEwj1JcutMQwO12UxUbq5PWaRhjVcBoUaC5FBwOh99luv/bbcxrWnMAH5Kc71t/z/UJAyvny1YLos51lXO955JBGJCxA5b8RgKr91emkNg5lnxEkUcqW9jOb/pagXnyTZ9r9Trbp0jBPs1PVQ9rMWV2MYB777U+WcQ4nTDPI97d3eF0OGC/32OaJzUqefS9GLBSnK1jNISsU35MoAvKTGo19ZjAxOg6X6nOiYBtymrsEcKdkix8Wai0GYTQdehAGPoeXRew2QwopWBUsoQ4C3U7FyGDATP6boO+67DdbLDbbfD27VshnzjswcwYTyfcKzX7s2fP8Mc//2OM44jtZsCDcyhFGPC6zmOaT5JTlOVdh9CJF8oBjIJxHtVwU+Reu64Cq36zQfCh5kCFENQodC3GIFs8dGx0/VITcdgIwQVzBhIj5YRSw8Mz4hxBzBinUbxtWt4GCoJTioizgmkFUVFp7vuur2HkAKq3PPhQdUkD6yLQuIYEjuMI5z36fl9TgcRg6mG19cjKQ1S2U5lPRlb0VPskQBRAy8J+Rg6x/lxPuKc/dYKaiwDLS19d9QIYMER77nlqv2+Pa8HT+d+XBFIrsKq1gy/nSD0tRJdnotX2y0L5orfMvrt4xPpcVdF8tJP+74LybTdKpuA/2USsckVJi/fJkvOhjHot9ir1nLb8l+UGK7haznnRvVT3WPXiB1EBXzjZY8jzd2nrs63GwVMASf9fLfIX3selMXZhp0cKlB1rpbvkXTze58fUiCCLJQxcUi2wCFS1Q3ZmAUfBEpjZwrNMGbX5K/s7QL00DqWIYmlFV3MukptTCkg9JsziZuFCSBgRHON6t8HdHBFmQSuFM5zfgBBAntSzACxVk6h66yU3yGk4gqtUvAStI1Of20AfA87yGwDLKST4qixJaJsARsuD4LKwb4mMEW9DCOaBIQGKyPAQRj/nxDtXx5G+DJnTMvcztOisA5AI0RfkQnDEYj0kgvMkOV8OiACSFXnkjIIsXkYuNaQvaZFjR0IdXkGUERMRwF69NY4BJIRA2AwdhuDQOYI3gg2VVzW+gNQrpcDEscpMp7KPFFQxSV2yUjBOEXMqGLY7DASEGFGcx4YZrmT4nPHAR8zzCcMw4Gp3jT1mpAyg7+B8B0qiWOaiAK4oJ4pGQBggag2D1oy1qq6bj+YH1TnOqjj1QXKuDnthy0Lp4JzDphNvUinS35wK4IpQlBcLzRLLeJxnJQAQJfj6alct4zJ+CW47wA0dhs0GXd9p7bKgTGMRo7gCfnRtHQ1gnwQ+Kyy87PMhkCVypQVR5+d++tjLAOqSrrA2/jKcks0s12GZTk7GfB06hKqsroydqoRXuVu/1/WlFBSTx3DVm5mzKNOSyySCKQGY44zj6YjD4QHv3r3D8XDA8XhASknrRDlhl+OC00nGjpGzdH0HxwzHRULUgoU5Qx6ACV3wIDA6BVE5dchF6qYVVu+rdkZMM3JhySvyAX2vhdiD16gkVPY4CTUTQ4fVTuoVcAlt+Ij9/gH39/copeC4P6DrOjw83OOLL77A1W4HR5Lf5T0piAJC8MglYU4TplGK7e6urpQdT2TGHCOSS0i5YIstuq5D6AM22w2GYQvvgxi/mMUrBaDrB31H4qGKKemzSSmGvuuURKlDjB7MGmWh0QoSbhlBYClwvBlqDh2poRCwHFnW9UDyuRjAHKICHzEE55Sr52ml09AyZk+nE1IS1l3vPQZl2C0sni8h7wiyJphjRj1SFtbd0NlcbJ8IiEKdWE9ZTYx0wixT6xjaxbhTCupCXc92JkvOBYady16GeYjIXqIKfYKGS6Kq9/WlQZUvWUA1DOiMdOKRULugFJs3YEVygTUGYFbr0JP92Pw8+nqxpD/CFqZpvUf4Mj3tYbq8f+tVaY6sfy7IpyZJmwRmY8xr0BMqZDo/0YWHWVq9ygW0o2rRojQ8OnrdlrDEswv8YDTxGMoSLTjmKe9WOw5WGJFEACxq0RqIPeWhunjy9n6AduCLtZ35yfv7MTQCoQ9rEGXK/FK52XIwFnjvQKKkA3AoqkCXps9lX+/0DbgA5z3ysAVcRiliiRR/BGpRQiqSjxRTwRA6fPHiBvt0wClPiK4gcwIog8mBqAegYWSVIrzAUYLzquxrPZDQS3x/9ekShJqcJSk3+MWDxE7BSzGglJFSAYqMKc9ZsxflueGhvWK9k4EkRRtZtSnnPDY1VEK8SgyGlsmS/iW5hwKhK+eSwZzQuwDXOwwuAAMhRyj9PAHkhJaWlC0LUnSTtD/YAcQS6kgEKeQYZ8zzCAaj6zfiNUOQuW/McQDEkxXReQFRXfDovFPqcRIwQuIxs2TkYn3KgLG3E6TIZOGCsOklH0jDa1JhFDh0N88xBI+hC+KNfPFSvJ+lILy7x3Z/wIEDut0d3vzyN9gfRqljhgywA0FKeXgQOjamRfEAxhirITF0muyttPTnBroa4g5NGte1UMJwCnJJ8NQJg6Xmj/VdDyLoMypxBYCh60EA4jRrbl4H5ILIBfM4KqCV8RfHCSEE7LbCUug8YX/wuHsIEt7HBS+ev8DVboeul2LHLvTvXaM+1WY6TFXRVyrPosvYo5mRtWW/k+OoyqzKwqgntPdpLI3LtVvQs45IeKq1+hURVN6I18AMlW2KBJGQ5bACC/FSGZm7yI3ATqeZg02W+s8qgxOL14sAcq4WVTVDu3ck9NwPD9gf9nj77i1OpyPG8Yh5NLICB+oCuGSkkqXoKkFY5zRnVOaz1PQLFNDpuLeQVFL57x2BghAaRB8xp4wyR8ynGTFmxJjQ9eJF8l0PH3pcXe+w211huxHShazsfYAYElAKxmnCqAXUyYl3drvdSI5uKdgOG3DOSPOMwgXXV9cCJqYT7t6+xi/++q8wDAO2mw32D/fIacY4nXA4HcCshY4dKTgQ+cQW4ossRDpzQuaEOc5WhACFs+ZEJYBYCSdC1bMFrAnNu/TXStMA4KTIrjEgMqNo4facjy5SFQABAABJREFUZjAz5nnWnKcoBjoST6AV3iWQkBExI0YpneF9qOqJhHxnJbh0QOOhFKOYRSrJNiv1MUfJFRtPo5CQDLKWmm5UuMA7KeZNXlbN2BQev9Q+GRDVisRLN9wKfhMeFv60WHGMMKKd/K2CetnKcg6oXLOPxO0zvMRkoPKgVaAivzPaF0i1yOG5deeRgn5mCSR7flrod6nRrNfY43L+zqWeZWD1XJcPogu/c322JaWeTIau7n11ZL3W+eelP2n5oeazWXDOm1l+ZV9edyyfX2BRbs9JMOzvx/ZYOgNGXP9+6hyXmk3O88/3vbUWSNlj1qg6ADX08dHrXDLK1pEj6znw/sXz8ft6/LwXuvhH1mQxlvCUCqLql0Ad9631WNAjLABVJ6uej+t8tfMThGEOLgBdB3AHniRUzcrjFK1tIglDCTkldF2Hm+2A3cOM7TEqUEgVvDgHgJwWWSV4iBLlyWQOJOTGodaB0rxe8RRgifEmPdaRU+Ajz2Y5S1DAAwCejHWunL16rb3GjMxSwLGAwOSEDcmF+rxwi0K3jCOuIUOlFDgLX/TQkEUPYifkE8UskyShPhDvEJdSQS3AkrtUKYxZmd9k0SbvELiHhDrqI6zyVSQc0DvJt7AQSEcGOEWeZ1UYC5knXeQQNdZMZvEIuUaBMwMEg+A3O4Q+wBvJBV8pxXyB8x26MOD5MSJTQPf1K+A4KWDRcajj2BMhQIx3wQtrooTzyXu2hPnCgLEsopFHdTysQtql/3LJClSXtYA0cZzBNefAnjOEoNTNGX3oEJxHVANFTglxjpinSe9BGLUcA+RJvKwzQJNY1ksp6AfJ0fBao4u1OPKPrunaQQ1oWq3lVeY/ZrNr26JTSD2fdc61yaNlexumLcvqEqLV/jzVVlb+tigpKTgyo1oFVWW9DSy5RXWs2VgyI5WaU9iieSSMlzTE0+RQazgvOeN0OmG/3+P+3TtM04hpGqssdY7g2IlBBgVJjUbieXDKUioe6OAcOu8FUDlCVqOREABZaK6yU0K9WCTj23463R5CgO8C+r7DMPTY7cSrM88TUvKY+gmA1DpzRDUkzZNECHSh0zmpuUtdrzlfjO12i5wzTqc9jscjXr36HrvtFunmBtN0QilJwxvnep8LWG76ucp4MagUFsrxYdOh7+2YonVbJZyxFFcL0OuoALOUX1jG9jJevNNail5IdlLUsacCN2WjhM+yrSGV8CGIoSpJnmgpS36mjI9m/LAAP31h0AVGi7CLDLYwZoLQtaeUcDqdpJCzlTmBFellAVGuAVHlRwGi1JLhAEGFayKG1u27hNdR7djl+6VOxrpWhgouPUdbkLcVUEUXgpVlCCIsCmxhVHXfCEEsN0dfUj1nAzqKHWPPak9dmiJeF0AW6XkNTLRhcS3znR1Tg3O4Cd9pniVXvXt9zfbTxiLXzaINLuVu1wKdz7een/MjGp29h9V3K3jZXLcO6oXGvsabgWy5Xx9rD1f/XJlQ1uc32vDlwWATt72lJRzm7EQ6HkCN36oqbAqDWCf86sJo7t2OYZBrQz7RuuLO+sOMCMvncktG4LEs5GwKGXGN/W1D04xAAQogTEk0QE50PiJ+HI0ABGcYSJ7RFnR7fhuX3gw2mgRk/6RuTalAqBiIYkYij0SEKZ+QskeZZ1DK6MgjkkOkDSYAPs0STlIKiIGtA9hnsJvxxaaArwnf7N/hYSIAGSVswP4W7AIyAjoHXPcBHg49loWqCx1CF+oYTimhcIEjWXC8TdOcARIvkMgLqkqyhffZ+xVpJbkKDKHyrlPKkZBzMMCBwVnAVFKZanHqxWqt6Fvwwcs8AoBUwFEILhwrEEQBl1lyInLj/SRIrD0p4YMX5Z1JQn0Li8zmUrB/eMBXv/kNjqcR/+jfHXDTeXRqmZB1x4FCZ/wPcjOx4PrqBl/+9I9w/fwl+t0NsvOYCoSJkaBeQVuP1qFUNqYcvOTCRSCnAkcdvO8w9Ft0/UbApg9w19eKEJU9gxld2MDfvMTPb7/Ay9OIV3nA1Xev8Je//i3SOGN3fauMVhJu5JgRPKHvHcAOKE6ZzApKciAuCE7CmIrR02stGS5lsRwTgyEJ4mYYcI6QstS2IifbMmteB4kwcmGpZcUO4ExIKMgxgoMXQNx3tRCr8x7Xz5/X9Zy8g+89CgoSFbCG3bw5HPEwR2wOI0CE7757VfMkfkzNmWRvDGIgjWohy61bjBdcZH6Rev7gFqXQNAopHn++Nks+h+V0rGynZCBMGB1tIZGQvDVDnu1rIEK+WMhDgKI1gRagJfkvVC35zoWV4UEitcTLLWxuJmMWwJczo5DkBRIBm00PgBHjjHkUEoXj4YA3b15jHE84HvZSnymlRu9Zr3NOi113Cl5M3oJV6SeqlOeW7JVU1meTg17MVZurK7Dz6KeEQjOQCgqAWIqEZ1PC/cMDxjkiF6ALAoJSjjiOJ6SYkAoDFLDZSLFvAU4eUyzoolz34eGE0/EgJDDEmOcRAGO77eG9AzCJEYc9gAmOijDihS1ubyRMdhw1nC2NAAExjjoKC7wDQpB1BZxxOr5FigdsNkLDHlyvtRI9CjPG44xSGLkQ+mGDly8+R98P6LstuGScjhElO3jXY9gKGYgPAsge3r1BIcZue4WcE+Z5xDRNOJ0O6DsPDgGlzJgdpKSDcxIVwVjqOWn9LUDCwofOMAGbmopcku6vpCMBIkeUfck7ggsB7monUVWmY8uME1IlnTTmNe5sqjzRPhEQBbTwYW05WR7GwNFa4bbv2+TK81A9NhxSO+dS/C+rxlCVobPrPPrVzM0VONi25W9Tseu9Nk+qKcp1e70P093tXK0lqOmtFhLxo8/zfCS5mdW5m3NasqCFg1X12waa/LG6LtanXvfZDwFRtDzHqp2hi/b70u7AzR2zAChqEWer2LRgCE1/yFHr92BCeNUhWN6rjpe1lYLqhLa/xeCq7/7cKwWxKK9zE85BYHvv+jtR0z/nHq4WQF1m/Wu9YURoPLrtnrxsMHcY2/Jtc3M9Ln80jSQsJGfTmpfwDQNSpO/IqUzJZQEN8sG1WwBTDuQnU0YhL8UCcxY69cJCNgFCgkdmRsqiPgTJLoYHQ+oeZVx1wLONx91hxqlkMI8yvilr0q2EDHeeEIgwqNLkiBCCQ6ex4xZKo7BC9gHqeATU8tvKWu0kk4mgZQayTorSzjGQIBnmpUyb5k4Ji9Ji3LCvW8skN+OMACEmqPdY6jtaoTosChtUUWMSz5A8rYRiz3nGw34PHzoJzVjOtkxpyycRLVZATDdgd3WDfrNF6AeAnBiiNAfC6Ntt0TVhUUWFKYfkBABqmJJFKpCxF4LAQcAFnE1CyUnzYcBVt0M/J3z2k+8xFYfu61eYUdCZN9KsrkUUo/pDCnzVs8VM8GRhek7o6us6iDp2ZDprCFARpi3oe6jeErLxrz3o5D04Em+Ss8BPhoBiL6GMzntQ8HAsuRZh6JXVq4D1/WVAFFj12B3nCIoJs+YW7sfpR1krCljWGu1iVSGaNXMlw5fV1nQbaUuOdj1u2RPgJiS+fr38vtZ7FmbcRZfi1eksTx2AGP6KhBGvj7FLyLokkTgSlmWEFxY5BDQhw4WbdWyJvjHZutyreJPnecL+4QHH4wHHw16KPKcoxm8DfjDf+HK8V6N5WyzbAWIQxGI8Wh6DdG1v7JU6b0LXIaQsyn4qAEUwCFmNYUYHXhiYNnN9jpylxlkqRVJFSYgtGDL5GAIccmFQljC2eU4oYM2zlZynrpOwN0cMchJGKSCYhXnOB2w3V1JXyQn5xnFkZZcVQEbq/feaI1Ugubo5RwEjOWEIGd4FeN+BGchR8r1y8eh7YBi2CJ0YhWIWjzSY4MgjhA4hSP1BKfTrJLxac4+mojlhOck9eM0dVsFZnL5FXsYu6pzRGWP5d87etY4r0/8UHMMTsk42k0/UdSqfGIYJzJAoV1zmll+yXy+2TwdENZO7neRLCJ+D0UC2HqfzHCn7ew22XL3G2S+1mdLELLVKJKHaKYWwe3R/MuhXerXqDaWy0ojwQ33xy3tZnkkuvu6Hi7f4HkWVm08HBQZkyk4LcM5P2Qhh24HW56xi5UxfOlfxfxfwVA/lx0ByreI8bufDmhtBTGwgpDnV5T8afGVg57yb2mfnei0ifs/d2Yk+ri9anPL4u/MRhot/t8r8+XnP92nzDZ/6WS5DKtioKuBVkUIzhn5kzZHD0HWIFGVhKaxeZVEqGItl1kZm1HhqF2R+d6Fb5ouGRBilakoJUy44TYQpMShOoDyj90CXCcfEKvSBwMCGZeGK84iuMHpH+OnzG3z5xQ5uuMPNw4jvpoKRJ6ArQOfgN1sEAF2Z0YOxJdRQFS4FJU21QGmtxeEEpnHO8pQaZuNYKGVRpBCjeCEAdffLAuQXZQgAiMoyz0jBAuwYBgUli2BGUaa4AgCkBBdk7EhFvmdWWnFfw12ICImSMDdxlsLIKnuLaaF+AXeZZXHOLBbkKWakXARE9T0oeHSbAV3fw2k8/yNEJZqjsOLdFjx78RLPP/sMDk5ICdVj66F92pA4iHLjdTl2KCwEI8JSVeqkHI8TxuOIHDPSnICY4D0hdPLumIuEgQaG223RU8A//icdfv6n9xhnxps3b/H2bg+AcL3bInPBHEcwMlJMSh2c0AVC8F3NCWDNXxIyCkno9g5wQ9+sbQDUM+Gc5nUpW5rU1xFFNLP4Jn1YgJm9fngNjbK6MV4A/+7mGn3aVBmTS0bW9XucJ9y/3SNxRuSs4WICnBw5vHjxEn3fgyzc50fVZMS20QkLw64ZCQyULEY3gCqJgvOmLzREVw0RF+mYk4gYv8ivC+t+DdkqVvOMYUW3rQk19UKAVY0ZVb9SD2JzAYfWeG0eFvEuEUnlRxBA3raXFcGCXFdAT9eLh/Xh/g7jacR3332LcTzh3d3bpU4UFwxdUMrzZU3slGXVq3c0VD1Re5Ul1ynotYIn9bI0oYhq4JBQZ4CZQB6SowmH+aYA7oQpFRA03A0RlAsSA8HP6LoNhpRwfX0FFzz6YQADOB5OwkKoDIFd6BF8By6EeU5IqSi1f0boAoIXgovQeex2A3wgdL3DMHS42m3gg9zbHB249Lje3WAYNuhCQE4RXec0J0qIjFKeNedQCqoDGaVIjmVKDuAktQvJIfgBACHFiMKEwr1GF3gx4sAD7MAZcC6g6zbYDOItK5xQEiPNkjtWcgQj13pPMUb0nUfXB1huK1FrIKEaTbXoHAvIrw4SGztOyY68GreMWVLBMzlhFGXna16VWZCqqY5Xi8EjzfS8fTogqmnnAGoNrJZ44HPQtVhfzGpiZ1QBxagEEG1beQVsAlWrBFVr6SXvlR1v2mUFzis9dPE84OzZYPu39/m4Q5bPJ3ZZrOPrry/tvtrW3NPFa5x/f+m+cP48T12Rq52WoB4vHa/Udtjv0CrYY7uKvQRq/r8GWzBrV3Oba5xNZ5jL7h1YXHy8+lh2XfrgqSdbE4qs/26/f7z9/DxPH3MJMH18W0ISrU/XCcr2+eMEUqIDcPXYmlKyqDNVkjQLawGzq9tNPnBx4AshwpITI2DFwSybhMwSXiuZPE4Y6VhDijWPpg8BYbvBi2c34DBg3BeE7DD3DuwlCd8xw0x4Fo7iiRaCBqunUu9LQ7GqpZtt5VjGqYbc2FyyuUDujEJZFTfW3w1AyXkaOanbqvfTLIKrflq8w0QLnXzrJSHREWHxUEuVB1PstFgvQ+sOiYKWUxE6Xw1dJCP9ccq8xAaCzBIuSqMLHl3XY7Pd4erqGpMmrRtVdQ2ObeLqqS72pPKElvWAda4wKtAuKaOkjIQEsJfaXgyUzLXUgnhwAq5ub+FcwIsXz5FTxsO7A1jBHBEjNaK7aO0re3dex3dSS0opuRpDiAjkl1yt5TCqf5hHkpvNsi/DYtupGhabBUTfox3kQ6j7QgGv815okR2BxhOQiwJVDWFny98olTHs77Za/Ntri06DOh+1g9udmjV7MdrWsdTMrZX+Y/Ia63It6+u390GrezjXbc6Zks0rIDh7MRSf6wF2D6vnqzJUQw1Xa9HaA1ZlrjFZnk44Ho/Y7x8k92kcAaj3SK/piGoeDEGBGBFC8Aqi/ApQtiBqYQi0+mgGoFAH/KK1iPzwQXKWvFL1My8gTPoh6TyPUvNI7zOEgKSkKsLYyuhCwDAMQpxAVPOsrHAtmvpF3jkMQw8fCKGTwryhE7kRgtdcr1IZ54IX4py+dCjsAPIahpuQicEpYYkN4KXf1UteyAlxAzRHkeVTgG+sgF3uWWSoMMQGdCEgZZU1On6Mgc9C5LOSNog+bxE0dSgssnQ1duuwuaC+Slis5a9C5wyXqiE28kd8fDbqjDur2Jr4ke2TAVFPeaDOFbR1+MHZInymJDrnkPNCX+yDVxva+3voY1RCLmUBWkQaAkhmyBbFysDZ2ef5s5rC8lEXbsYYXdj+Me1c8K4f7P3nevQ+ZOOj/danWUa9qePLVl6tHx/bnlTcV6+3vc6FndjuZ31oBUl0oTvO8oyqufQjXqCNTWMsalmXPgSgnvp833U+BJhWCyYtjJDn9PzMABVZJCyEp1mu33uNT7eJFarkxZviwDVXSAS+sIOZR8ZrCERJUUAQiUfLd0J9G0gU7+BEKXVJQgBBBUCQgrROrIoFDoUIvtuCipdCtkFYhIrzmDLQqVXvL/7iz4DNDb56N+LdKeGvv73HYUp4GCcpdjoewI6wGQIIAcURotZPKaoQBA2tKaqEZl3YgEbxqWNex4/1Cwlg64IHEZCSLHy+CaMrpSCnJInKwum+IuuIKUneTS1iLKsfZ9nOOWoOVkHOjKjsUo5I2fosxBq2LtZlv236tRJ1GMugkFHklMGJxfCqYHVW2mSfkipjTq34HXznMbgBf/Tzn2Ecj/ibX/wS+4cHGBB1RCBmpBghdVAK2DudGRkM0n53cMEpqYPk6M7jiNPhiPHhAMSIUmZRjmgnoEqLcTrnwOkAIoeh38I/u8Gf/9l/AzdXW3z/7W+liPApK9gtGPoe2+0VjscTDkXyIXIp6HqhXJ5iRqKConVq+kHIGrx3SDljjrOIRpb10nuPuTEUWWCozRH7RbDOogTbuzGmPwvrJCL4ELDZbKqsub66wp/9+Z/jNI74/vUr3O/v8ebdW1mvvUechc0PIHCMODzco/wIc6KAx3oOsOguMMOw7KmeX1ImNFRDiOQzqfxW3aYCF1VCH4OoZbbYdll+SlVEpeCs0UXLnCdCQ4bCEPZLZckzcFeB3QKsl0LP7VrCKDkBRChF+qAL4gXqu4U5sqSEmDLe3T0gzhO+//5bTKcR93dvKwOkXF/7zmiyAWx6YdN0GkIYlPEtVKIv1OOdKtzytJbjakWrC+Ck+KxTjxtMf3PCVLfZbJFyQT9OiFHovFMslUQnFMY0jdovN/C+w/XVFYIPUri2AIDDzfUNnj17gWmaMM8RDw/3GMcR4zRKdELMkMLEA7qux/X1jbyrjpW2XI13FWgtBDjy/j2GzUYAW++Qc8ThJAWxcxZ2PLCrzoLCGZwZJUmNhhzEsFSy2OuO44QpRqQMDJsNrnZXEvlQGMEJULy6usIw9JjnDvM8Yeh7lBRxnCZ4T7i52cF7j2mK2G20JpMSfZQiebFoQKsKGAVOpv8vOlcb3bV4Qp2AJzajIWDeU51hALXh1zo/ypmR5gN61CcDotr2NHBqQIf8BmDJ+Vh5fHQ/IrMgXGpL3O2yZa0KM/iRUqkXW/ZRy5hsWqgVQZfZ8xpb7fmTX7zL97UnwVRF7Y/78uIl6XIfXfK8rZTvZePF0144I1rfEL13349rdYg/AUTee5C+/xZINcazunU9rRpN+9E2PHqgtcfp/WDoY/a9dOzHeJieBp6yQLQFoqv1jZcBRYTV/Fo984+sCS5ayCTs+eQ78ziVBeiK/K4pK+a1XjxA6hkqUt8iaO5TF5TFLYsybQuCFWuECwAKCokoZipwLoB8QOgGdJstNtc38LtbvKAtwjbhPnlsTjPymwdEYuRRbtA8L4CESZVGLtobKxquYm1lTDGj0NnCZCE91ZKr3gzZt3amgAjNg3I13EeHRzE56irNLqli/XgOFFT7gmvY4wg1VNokCIGWsGW9P09Adk4K0DphDOQioUNJQy6rt6TiAzN9LgCSvIOngJvbG7x48QJf9V9VhdOswgSgIMs8IQlnsnBDxhJ27J0FwSlQVdB5PByVfjlLblAqWn/L/jkBgyhwnVjPb26vkOKEly+f1ToomTNiniVPAsqS5wisSfJOX5QjYab3GhrmnSkvZrmtLwHmLRArv3tEZvNUeyQO6sTiKmtWcqQqQOI56LoOQ98jBC9ADoTsM0oWS3/X1IX5MbV2nJuuYtsFoIiRyuaZkWVdioRZGZkV9NRZ/v7CjM09tEyB3Jz38fHtd+ZtrfeyuDyx8iaoRX/RjWRuS14nNWVgAMDX2mYxzkgx4njYY55GTKcTpnlS2VVWeXsGniQHSxjpvIUKk+VC6Ti3uQssv5PqI40eKF3S9gPpf2sDvvdOaw1JwdacNO+U7Z3K+mE/zCyEP0EoxEWkOXS9FKhNKYEoSij4tIRiiyMAasTU1BYvhAqtl5CxPFMdV9pLXo8Z+oBcCDkPIAApzc39Nc+rz4BiNU9FFyi5qHEOcMc9csnVIwgAruuEYMhZ/yjxjna4RSM4Cy9mVNBp4Fz6cCE0IXtpy909aq2DYrVXe5ydRv9HaHQ/k0eNjFod+J72yYCoHyoUW6v+JUVfznn2iTOAxOv+Wf3NVvRLTnBOV05aS6oFWAzUsCC090SPXyig+VMXXvbHtLOhopehi19eBIAfDXqaY9r9ngBdbXsMSKu4Fpan9j7/Dop4I7J/t4NZhH9lmVhNvEWxXIP3x61dLC5+f7Zotp6o83f0sd6k9+3bLtSXPLsmZNHMJUbzEPW8j8/5Y1Ri2sZcJBEWi9fEBHgpSdieFBTYnDeDWBXCTiy3QxckNCR4lMwoWWhxvdZg7DvGzDNKKnDsAWJMidEHgPotUAJykRoac07YbTbYXN3g6rMv8eyLn8LfPgcNV/jZVY8v2OHLPw54OE34//7rv8LD/QNeTUdQTphnqcEBlqR9CTUxpiPxPqUUwRAmu8Wy3Sx0OJuXBPVIqKWTJb+JS6kAhpxYkVNMOlbUc+VDLUg8lYKSMpzOI+5KXVTNswmIbBAK7wjPDp5dBYMgBXTeC7xQxSGzereJNKzFwRegZwDjBIri7ZrnGYfDAYfDAVfPrwXYqEeMoJ4lTR4jx8LY5zz++E/+Aa62G/ztL3+B/f0duIjHaruRPKKihWRTAoLz6Lyv8fWijWQBLRSQEoM1wXseR/zmq6+w221xdbVFub7C1bBB6AK6flCPmEcaTygpwYcZ3gf8/I9/is8/f44uAA/39/jm669xOB7w6s1rlFIwHQ8gZmw7hz4IrXnKUqvFsYKV3Uae2y1eIgsFLWy0x1o3JXiELgjAY6McbgD6E+tv28wjYnmFk1KcO+dwPB7x9ddfI+WEcTwi54RtFzQ5PWBwQfJHWIw8HVGlm/6xtacMwks4KNd+MUUTTX7RYmXXydkomK2crgZkZZI8v5Z8tyYWWTzH7T0t92rvkIrljIsnvq1ZeR4RJDniIkOYlXxAzgIKAX3wVQ7N06g1kN7idDzg7s33si1OYGYIkafGEnEREgQiBQedlCNwVI1aBKxyoaTHpJ+5vV8YsFoMI6wyhUGiGxDVyFTpC/EU9n2H3W4HwiTkmiwsqNCaSzlLaYV5nuAcoet2AAjX19fyvphwfX2Fq6srzPOE41Go2w+HvdSuA0vxajjEmMQjqzLXOXmWnC23TN61D65eW+oQZvSDgL2bmyswCjZDwDRP6PugoXlJ8hdzQYpyrsxWTFj1lVwQU8L+cA+Qx/50wna7xTQd0IUOXQig3U6KwmuBcdJ+E8Ifzf4jqjmSACFnYJozNpse3ncqd1ho310zvhoD13qMtmNejWwaNmqRCGbyq6+QFhC1gGazB64Nex+SbZ+sJCIswuGSAgicW8WXfZf9XfMiW6FFK4EDPFb4232FRGANGuxltPf2yFJEzXOYIKsWUEMRfHZWLEYQ/VnAx3pX27a67xVwa6+9DBLS+6gWXb1Gi0ao/fsRCKTVfbV3t+7XJXRv2aKfzbnNK/vxarkKQr6Mvx4BD24f6sKpjDmMTMg+vufLkJMfb700kOSm1p8XzvZDW33/DbA598p+bOPz+1PJU8pSP4F58WSIFfOHXeNTa2yhLGo1qzOkrMfQEgZiFkvpewtLC07kjCebF0LR7SG1m4IjpIVqDqUw5jli8kBmBweP4gLYM3y3QTfsMGyvEfoNnCryZsgJ5LDrB5Dz+OlPvsT1dgs3T4jjiGn/gBgj4jzD+SXkRzyMWRUlYU1rSzEsIrTxgNhDtvOyBd3VO0T6p7Jj6d6V1pgJTBIDXyzkpFnMnII4UFGGN5WNUCsyUVOrS8NVfJD7MitmEV6lsrxBtSrKGkCkIFLD5FaKiJ2ZGm+MFlAmFIAcNtsNrm+usN0OGPoOOUYQOQlvBFAooOQMAksBT+8bJc0swdLXJan3rQjb2P3dO5SUJdwlsyqJ8o8LI5ekVlIALBWKnQe63uP5Z8/QDx5pOmC7CSgcMU0Rx+MoFmwApDXJjK7cwpG9k9wk1jXALPxdF8RjB5HepWR4IzIQbUh6mpe5X5XrJ5SNUgq6rtN3t3iRnHMC5olwOEiBUCHgyPLOSwYLk4fksHgPkMNuM2iI1Y+v/RAD1Dk4feyJakCUie267+XzGYACFi9U9TDrGUzWtzrT4oWmRbUwHacqC9zch8rKukFZNy280JRrZbOT3KcjTscjxtNBqbkjSk5S205Bfp1L4EqnH7xHFzz64GteqHnLKniq4my9vrX5e+34ZOYlv9JUcAsFI9vXVc9p7DJCTHApr0BrKVmNVwkxxepNs2sUNT7N84R5ntXIkDVs0eRsQS5CPJSqcU/lJhgSkikX9SGg660EiUVUyN/eO4ROIh/AA8hBakspiEpRgBQhgShrCO2SA80QowrXIrdZ7ylWUJ1LaupVBaQknrWiXjXWri9F6hg6NeLEmND3HaCU6uQWYpu1gsR1mNk4vdSY6yhEewLSwWDgqUYNXDBAX/r9UvtEQNQPVyPPhdElEGOuxEXoLFaSc4v8Sg6srPcthKHVtZa6GgTQUoxxES7UnAeWH7gAKLOCUOOKN0BzdtWVgt90V9tz5/TlFYSdAZRKEkALgFq9geaY5Zx27FpAt0CqJqFzc6JH7bw/hcSDnpgM51c5u83fsS2WjPZh5G4+7GF7b3vPwauugSl6Vd1aHXw+8p46oR2xAJpl4Xtfk1jyUi1xrQWxWmJU+Uq5VGFsBRHtBj7GCv3JNmKtGee1oGHRBUzGBwEaliDzPKcIyQUShbLrJHRkUEVQDGbKhlcAx0CvVL/ZE2IBSsqIJePdnlHKgM9f3iAgAG4DFzYYdrfYPXuG2+cv0F89A3UbgDxQCFRE0b0aOlzttnj28jOcjkf89uVzvH39Gr/6xd9g//CA8XSC19wBSZ52msMphRMFoIjoXwIazSuuygfOJnlZ5gyZZXKJuRNvEUMXU7lmqGyHhDl0+r2AFw/1gJG+B1V8qlKm1OEEVM/HwsAaAJDQ7TIvRARKsmgGFj0jHAg5Zi3yOmOeJwizq6+LtKt729xIQBGQcXNzhcETXjy/xcO7axz3B4CBTS/vnaoy5CrFsOqpYo9WgMLMyGMG5wSUgvk046tff40Xz5/h9voGvGMEL7VZwIQ8C32z7yQsBpwAZVX0AfijP/kZ0jTixdbjcDji5fMbvH17h2+++QbTnDBNUQo7F6CQ0JznAjAROi/9XyAMkRJZ6tD7DjElzDFiVvro4tZFXR0tOTLAY2W/lT0WKiRhTx0A1GRy5xx2ux1ijHj9+jWcI/S9JMI7Uo8nLefbXHUIwWPX3SAE/7vP+3+L7dxT07bWK0S00G6fm+qW/dxKX6hGjAoiCOeiedFpLudnFzbSEQbIN+vKAkwAJ2GjVKe3Xh8Qlp6iP7KRAPHeOgknq96CUlDSjNN4wul0xP39PQ77Pfb7vYTvxVEU9jQLsYjds/fKGufQdZ0Utu079F2ng1kLktceOzPlVo+cEcJIh5t8qe9HPcxZjUbklyLP4lUK+qJ8XStjMqZBBT8pIRHhNB5RULCbpkrDnXPCPEWAhWjm4eEBh8MR0XIs9T3lnMAgTNOErguIc1Rw2GmZheXe+6HXuWEF0MUrFoJXAoseREDfO2xyj+2mF4AXE+Yooc7Hw4h5TuAySW07pyQTnGuesIy7hMIRKU1wxHBewgPnGTidDiglI8YZMU5CRR9TpXCPMStICsgZOJ0m9MMGA3kxHBangFbGUM3TNVC7AlKNwbMhUGLNV2fGol86m19GJOFqSPkj3az5fF/7REDUBWBTrb7r2OH6fbO/hKuUOpisSRHRRjU9+8VOt1zXouwN7TQudAU6VjOmWoLamg20HNeot2pYpaV20aMXc45K6Oxe7Cuqi3O953P0c+H655q93TupBG6fv97EY+RV0VSVO7XPmut/0DNxfi1qDVgfOObp6zQGI1RAx4+OAmi5f5xNnNW5gNUCxnos0IxDG5vNGF16pfIBNuOCm2/kh2m5T7Z9H+PMeh5ebVvekeWMnB9Lq25YLDeMJcWhCpFa16dUY4IREzCbwFp60yyQH3rjn2bTh4IFbbS/66zRfrTwEKicESIERuJZ2ItyFoIJL94DaE6Lh4QwgIC+C/DUoZQAKkDMGXMuYBfggsewGZTG1mF3c4vh5jl8vwVcQJozCo2gsFkKAHkC5QQPxvVugzRd4dntLZgLxvEkRWyBBuywKmZGR61jKTcV1xggZ+xSzSJVJKzDrLrGrKRTqFqt5fwCJKpupScO3sOMQFWeqiLILOUlrOPJaWhRnXyrWbg0VRZXDGSFpZDlMsVkc5FQlZyErQ/qOavGApO2Tlmocq5eMIeC4Akvnj/D6fASb1jCkghS4LYazqpHsopKtQi76s31ngB2ciyAeZwwniaMpxHzHLX8jvRFyQUlJTgXwGI2BojBaRZZUTzKHOGoYOg8Xjy/xTB02O42eHd3j3d393g4nHAao1A+d25h8FNjSLXYkxgGyBHYOzB7cPEAS34VNJfl8dr12GDztGLz2FhjQLzv+wVElQyUJDkVNucAoZJPS5jtj609MlJpW4XoVXl+Jv5RtZb6V40kQbN2AHUcm7LY3IHab2l1DgNbtjotV13fgeki1Fo86y66ZhiNf+vF0WFj4wwQmZJSEoKV4xGHwx6nw148UHEW75OyizoyeexqCJ13Dp2GKntLrchZQ3Qtt2ahsCKV9fYktpBe1gCw9IsjOBv660PhvYCLHCQXaykBIZ5seY8ZuTjM8wwQYRxP6omR/FXxPIkn5ng8YppGIVbQQSDKvUQvmDcrxogQHJgHrYfkqncHkPmW1LvHKvvNa2drHtRxECw0Wo1KKXdCVU4R85TBnOpS2ag9eg7xSpWcUIJUpBWglYSgpoKZZriwiDHxPso7lcgMAXExJpWnoXk3j/X/p9p6bAPclK6xcWjjvuq+pQFRjVFZD7ko89r2iYCoteC9ROTQ5j6dCyH7uw0rMO8OE6PI+nYBMDwGO6YYLOBJ61JZIcH6Y5SZ63jl5Z7knPbS7Mf+VSW3+b3e1/lYIaC60dt7p/Pdzo+VUUMNIKp30A6i1fWXvc4V9RqD1yrxzceyrcKHS3r96rsW6zy6jafa2XVWm5tnWAnIqhWjCkKjz73YmgWqPT+f/d0CqTWIay+s16z3JPcueVjcWFv1xnRf1CRdjc8+B0qX7sN4tB03n7KX6JYmkKrR7gKIsvm1zLNl8bfuWebOR72zT7ItBSPBWRVmy0tQXdYpKQBpKBwRZlXk4iiFCWcFUEHpboMPcBAwAZJX4jcdSiZMPKMkh2neo4sZ7AeE7QbPbq7QeYe+89je3mB7eyM5ESDMpwkxZfS3kueE4MCOkMcRnjOe31zBc8H85RdwjnA6HZdYcGa1/MustrAqQPIVUtaxp/WiiskGIih9lBijABiDUtBQwaRjshY+JWEXdOTVmyJBdgChDwHFuzp3K4uSMbeB6z/vCT4oZXAudcwvMn+xLBOA4KQ/CgMcCzgrS6Cy8BEAVgCVYkKKuYbVGOMkdH3xkLpIWdkEvZfCsMETfvazL9B7BnLE6XDCdJokzIw0jEiVOY+FnMV5GQBxlrCezjt4goAZBk7HE4IP2N/vcXN1vRjwwSgxIc9SjBLk67Pn4z24JGQv90plxmYIuL75XKziPuDrX3+Fr/72Vyhff4vxeEAfOhB5TE76JUMYsIiEsTYYy5sz+A/53iQGW8nP9Wy/ZOCUMSOg0eZEG77UspMaEcput4N3Dn0XUNKENBds+h59Fyp9cs4JORbJ6ysZP8bWAsfW2m0gfJGra8gElcvO9JR2KW4UezNQLLTd9QT1uEdGU10bqQFZS2HfRpmEzWduv6rgqUYqaC75YiwU24/kULHKJAFQ+4cHPDzc4+HhHqfTCfM8K8unAGmwgihylWhks9sg+IBN6FX+CNjKKSFUTwyvo1sMO6hOSJDbtP5sm41VAR2QdbjpLkuFsDxSJqnv5j1hiTKV/sicgUwYxxEpZ/Rdr3qqExA5T8j5hKyEDRJSl+pYsXIXhVBDtadpEgCnMpsg3uaUsobIEfKcNM9Jtnmt24ZcwFTAnCuIEnne1RIbnjy6MGMco4ZB23s0kKajoCSU4pBSVK8ca3gghFmwZPR9r30qUQni2GCkXJCLLLApZ5QUMZwm9H2PzTCoETBhiXx5LGfM63r+7pwas0x3rYZn08GbeeEgZS6qfmPXMLmGD7dPBkQBDfqjy8nrbSheK4AqxeMK5FgHNrk/9UyP1T75ns72UhDy6D6wdLJ9FhUa1FqAGoV59cIvu9qXRk/8rPVnuvAcayFMMOvh5Uu970zLfSysLbLJPGqXsF7725moXl1jBYE+wsJwuV1+j+sJYBqYHkHL9jYe+lIHCAg/P/mCJVFBSRPKiDWYqtc8u/4yOpY4dW5f7vn9tl10Ljj0kdvrNE++tjKaa0rrI4FZGLhr+MDZudUaJ+xJy5hdQlp/nLkJgLFfAaJglDprvHNCVa2d6QxTaFFer30i4R2qWhroKARGBpMo56SLV9cH2TMPSA4YJwUsoUe3ucLNyy8kBC44dH0HUIdZ83fGaUYqBV0uQC5Ihz1ADjzO4MIoSXJGui5g2AySpDzNmOe5CbmT91VKqYQYjsUwJCFdRnWsgW0OMu8VaWtPyMIbgvaLeAmQhLZYWN4cpNiseFKsEYlX4XyqOzJ2JrHeFi6g4uDYVXaqorWZfBs7ZOKUCJ4kzEYKQWakzJJfxcqMCAnR5JQRpxlxGqvFnCGhSyXnGtoJ9RZJUrMpY4QvfvoTbLYbHB4e8NDd43V8Bc4CsMwoQ4CS5rAoX8zitZwn5JQlX0otwjkzUiqYxgmvvnuFvutw9/ZOw5MCUCSUJk4T5iljs+ngvYTdlUw4HR4E6CnzVh884D0QAl68fC4GAfLY9APu7h8wjrOEUTrJNzO/a5EpgFKy5FzInwjewbleqadLrfnEysZWcnlc8aFR1s3mQzDSGk02h9ecPa4K4WazAQojzhMcZ/TeS5hklMR8A1sEoPPu0Zr8Y2nnoHOtr7R+8IsHV2bLuqmea93va2PXWvlcdKvWoGcKJur129BC06XsPmw/i/iwe0CxEDnxHlqYLEGMdKdxQowRh8MB8zTieDhimk6I84iSopSPSBElZwQnYXkhdDX3yTnJMfUEJVYQL5BhN5PTZsZcNBtebMC2BDbPbP1Y34+CBiLJdTUIYfmMIu/E8yTriL4DiBwzpjmnJDUpCenOOI4IocNms4XXfCouM+ak5TbY6qCxAgEHQoDkIEtvrsIrdbzkLN6sELSYbpK8pPoMCpYq9Xx1Suh7hnqlnEOapai5MRoyLyHuMMIImB4kBBrieZNw+JQY8zyilFQjCpwyGdZ6hc14z6VgjgnjNMMfRzHEaa4UIMXAWxBnY9NG7zkeaA281ooa9JZ1zuZJUYC+OGce/eiYf6p9EiBqEQT6twGfRtCct1aJW7nDL7WLcmnZYMJ+rcDqBDsDBK0CbPfKumiyruxEYnGRXxoApRrtueeqjcd8H9jh1R6Pw6hsQl3qBz7b5/0Q56lj5Y/zSL9H4OKpE7ynLcLr7ILn4IEvj4dLl2vt1TrtHwGo80UJzRGPwAtsKrc3dgbGmus+Gk76Swtq2M52DoIqILO50HpnbTxwvUBVWpqukcstJ613pRck9VoJWJCaCXLgchJZCDza5FXZbmP4xwmiiCBeApgCsni6vXOg4KtFtVI/a6y/dwTHDhygfbsoFygWHlfA5EA+wBGjHzp5FXGCA+MAIPMaREkOp4AxLgVznHE6jYiai1VyBueMst/LFZPR6TqAC7q+w2Yz4Gq3A5gRVfmUJF5RQHLOcFgS+okIdLZAEAHknFJvo2plJhGlXhShOKFSNw+p0AzLdVLKNfcFYIROyACkbMcyHmUR1HdQCgpnUGGUQsp4l2qOBpmHy2YPyf04Jd6QwDtCyLK9MKFTb+ucCzhnxHnCPE1V2ROlpaDkJAoPdZVkRFJOWOeXw5d/9FM8e/kcd99+i46A+zevkVms7ARSRGgKijxTKpJHkOcJKSXsrq5AzgvALCxhnacR33/3Pfqux9s3d9htN+CrLXotonk8PiDOIzw2QB/geweGw7i/BwG4vr6V/BCv47YL+OzlCzy/uQExYdP3mKYJp9NJ3g8ILsg5UkEtMJ9LxhwjQOIh9CGg817HEQA4MFmuBRZwXf+nYFJVqkr4SJJPQVkVTufQdQLODocD+q7DcHuLFGeMxwmDJ3Sdq6QDaZ6Qcqo5bH3frenYf0StVdRbncUUy6fMmXrwk8rcAs5sDTgHT2fgq12UuLkHLEQhCzN1qystgE3WLllfrCQE9FMMytDzCoFLKRnH4wGn0wlvXr9GjDPmcdTw2YQck3iR44ycM7rew5PDZujhvUMXQj2nebXMgF4yqrFXvCxnSoqteahqmC6NMkAZS/5ebW4BkoAUR6diBjdCZXbV+F17/iVQ3kEdMEjKSnk6jRgGYLe7RvASxhqjES8sHnJmruGBjpb8XBDViJFKdMGauxwzgAznM2KKUujXA0QBncoSKdGxjCMiqfQoYFUiHeJgNf3k2YvKSI0chPdUIwdE71WWWytNwQXzPCKloJEPTuoDBstB1ROpvEi5YE4Jp3EGOY/NsEHouIYiVn26eZlWI+oxeDofrzrnLOIAC1ulzQsyMqAGOLW09LxMqovtkwBRwAKc3vdj+7Whe22Y33lHLvGkRRdbm/BqQVUEbgwd1k3OLWnVFntt1jdabrhiY7mkonZddAuKhALaBIVYrK14J4Hg6jHaVPgtFgJXF6FVX13oPwIWoogq+Mjm2LIPVPjpJDRBaMr8+oxnv9X7w6q/PnRvT32zyPez786F39l3j+/1w9cXC+myACxbL5/EXP5Pn58W0LF6ic05sMy91TXZPpt7MayzQl7L3+RdBVSAjHu7RvskzKZYl5UFxRY9NJ/FyCL0X32/Nv5ZhKSrCtI6jNau96NssmqCQSgkzGpMRqCrQtl5gNUiSAziTp7fvBhlsY5Tq9RDFQcircVckFMEkVKLE3B1fQvvHb76zTcYxxm3z57j6voKz188R45REnQTMCfG6TQj5QT4d+i6E4aN0FNLQnDG/X7COM64exD67vv7+8ry5JV50JEAjbpQG9jTIh2yUFkokHgKxHPEKClqMcUMMCNl9WDVmlAADHyqhdb7xbvK2ofC1oeVcQMMEKsHKxCCC3Ba9NPGm4WDOX07RfOZZCGWujKirUh9mO1mQMyMlBk0eHTdgC4k2YdLDZcBS/FP83YxCAgaQpIzckngrAnQREDOCDnij3/2JW63PR7evsHpeMLpeAJBSRlyFG+K5vN4Uhaqq40+j1MlRpQtUQ4KUpzxcP8Ov/7Vr/D5Zy8Q3BeIs/ZhngFm+GFA2PSgMgEANkMv24k0DLVUAM4pgmPEzW4L+vwzvPr+FeZpwvEUkVnYI5kso5cBzvAQIhRUWmEWmmUrfqmygJSUJLOEmKWc1Nhix5GwdqUooVk51/AyUutzhDzToPkt0zhqCGUWoFZIDAY5Sc0rL4nx1q8/5nYe+t98U9dtSxMQGaIyScdhG6pngEk8i+b5WUDCss/jPiO3FGRd7oer3mGbavihjbGiRhNCzWXkIqFjZnTwQe41aB7FYX+POc64f/cW0zjitL8X+TVPsJA1ZvGN9p0HOoe+dzVP1MLRLMLIO61BRFZolmFMsqWwAhtahxkSak77Av7XS/fqvWhHLmqK5hepISB4DyYPhsd2u0WKGVMUtruc1+tk13UgzY0sRVjthFhlK/lhMYJHC1UVINV1A4L3KMXC2iRk8f7hQcsOdKrwpxW+Jlq8yt6J98l5V4s3E1FlFjWvkvxPcpyCd1KnzTuNwhD53AWLuGkvxpXxNXOubKumg4yjyKpZgbHdg4GnaZ5B3uPq+gY5J7y7f8Bms4HvAq62vXiI8lz73nRjBitro9zGecgw2jUGQg5lv0ONpqYHGYHRKszPLTUzV8D6QvtkQNR5a0FRGzJ0HuZ3KSa79WIVFDh2CnoU1BiHfOP9WIDCInkW97VYLKpCLBesoATAig2mhjQYRGmP02MBqBfkgsWkSkG7n7N9YEDIbrxNMF2DHntCA3Pre1kA1KL0t8LZlHMbuAuAqn3UavJnbe1dVKxxDphsLl463rZz+yxn313a1nxhXkYDjyjLBZ8CgraxrL5fv8tlx8XTeMlIyKtPXo3XR31h79IWptWYlv8ZtW9bpJSXs9fnZLTHL3+vAVwTB6wXMSBQ3wvLwuncZVc3cOGd/lha7QuREzbGF/IYUfDN2UbeVyBb88+AhpTazisKPhEhO6AQKw235s04wma7Q8kJr968BRPh3cMBrhvwzHUoKMiFkDIjpoJxjohxBtFeGM7UADKniHGKePvmHU7jjHf3R4zThOPpWN+P5aTYQ6QkC3RWxbcqaxaaQspIqHH7lvNk4y1zRsluKXDbGL+MnAAkMfi2WDKr8gKoKFuDKEDlvdcikuqR89mjuAKrl2MANyZRKoQcQ8LiQBJ653yPvg9A1MKc3gPkQS7BJHIpuSpRrP2BXAAnnj6ULPH+cUaJEQhB+XszfMn4/OUzbDqP25srEBec9nsQMTx1SKyAGXpdVTa7QWpKjWNE0vBLYaEDAPG4HY9HfPftd+g84fnttVhbqaBzRRgiQwfX9cA0w4HEMl80nFQ7WkhP5Dk4ReyGHoEcrrZb7IcB4xiRi4WucrVMGyNe5yWPD94toUtsQFtAXVCFhIuSXbBISssbdM6Di+RcCJuXnM858RYSSQgPEaFXuvo0zyg512uB9T2VDIIwPXYhKFDDmRz+cbZzIGWKHDXyB2d60KIXoYKBujbAgA4qyGmvUw3RKvGpvi+bq6UaPGzNBwxEWQhfXS2WBVQNSgZ4Tek2oMMl43SSsL3D/gHzNGEaj8Jcl1I1bpohJwSn7Hek7KJrJmT73Yw2ZsThC4OCdU4UpeWHX/pk7aVr+tyekBaDTw1XhHlTVS91HkRBcnm2A/pDh9AFMKdVv3knjHlSf028Tj44DEOPGCP6vsM0T7BwQGZj1OuQM0FC9ApyKTidTri62sF7X8PnVgZZqPeoqGFIQ/DEs0QAnPZdS4W+yA/vHLourMYbHODg4Yu5rmvyZlXSSslgt7BmlgKtXSjsg7nkaggAy7iaY8RmM2Cz3eLh4R7H0wnTPGMTM/zNFv0QEEcbI1T7v7ARdyw6SHWc2LviZhw3XruVkRlPE2PZ+dZj5XH7ZEDUeezupZyoD7Wnj5EOFZSKKgzqtdpjKnDiNRppr6HbGJfytux5Lt+ffPcDVwA6G691+zou9HdpH9vPCwhqn60BYR9oH7zE+sSwOXP+3D/kKRdBqH+0yUxPnatBVnS2jdqbYaBBsesDL/79/raMfzm2Dc9ohX3RUIHCH47VrZO/Ji6cw+zze398rgqwz7HvjxxAiTUuVPgJMwaYgFVBLzquyQQtHKkKinmquGj9DGVEKjlL3ovz4j3w4tmx2HTJk8mI0eF4iDgcJ/zmt99hf5wkDyompDTjdDpiniYcjg+Iccbd3QPIAb3e9zTPmOaEN28fkNTzAi1+aVTigCxWptxsNz0YsrgBUIBF4qkCqlJUcobZbqohq1EkZNG00AeWHLGFX6Kea0XTLEhe1ITa5XJ8LhmcBJh6L6EnuYhyU72ueq4QjBxDfaSkQt0FWMFQUcQcwrCD8x260yjkBHHCeNhj//YtOF1h2A4gCDEFwEinIwAGcZGwohSRxiPABX0I8EQIBOyGHn/6D36Od3fvUKYJcY6I44hAwLOrnSoxBTFHsdA6CZHru4AuSBhPLiz5bjFjPE04Hvf4zdcjjscH3L19jc+/eIkXz2+x23QYuoB0OMHnBMozSo5Io9SQ4swgiohzVGXBawHNDOelYO3V1Q431zc4HEcUFgplQOtkkRhKzItoBY1ZPU2AUqPreycFTZ4EWAVvlmqnRUAdUDyIfZUbi/ekavbyLr28w5LFxOmKkFw4jTEqLKGn3jnsrnboglBaW17efx1bq4IA50ocLf8aoNUetJLwZwCqNWLY+1iMYkv4rc0vwOazGJMsegackXME6zh3jtB3Qd+NR1J6/jev3ooM2z8gxRnH40Hm1DwBrJ5NlU3GxhiCeE1Cp/mkXRCPkxK3yDilGoIlvWQAR8GB89VoKyVU1EikpDgiT0T2LMvesl4TsET26BLK5UxH1bnAVBpiIQGAuagcD+ItRggAGCnJ25nnWeWihNVLkXApmZFzhC26RMB2O4C54HhICh47OBcAOMQ4Y78/YBrnKo8JagjzC0shazhzZogxBALi+i6IRzALSRK5UOW0ecuLEvWAsIAXiA7iStaw24SUHBwT2DGApL3oKogqJcPCVgukVuI4jzgcArruAfoCMcWI43jCTRzgvRRqBrsa1m3PaCUTANTQ7wuzqc4jea9O1xCVRfoOLOcSrWHZWPuY8T4d95OQROeq5iV0+SFF/6l9Vlv4iX1XCmHLgkYr3fIcQLxPSV7O/6H7tv0vnmW1T/MIK7m5rEvNIgVanbsFQSZIl23nfbc+9lz/Xo67DCCfesblZheryaLGN4jp/GGbc3xIZf8IOLfe8anXw8svMgfp8Xe87rP1cecnPu/Iy/d2th42lpU1mDq7xYvnWu8nf1+2qrTf2aalw5cwyMseqB8ljqLFw23hHiuPLLdiU3/TuGrfljkgVT40lCQrsxu81A7xsPh9C3OThT+EUKmbY8p42B8AIvRdVyvNz/OEFCNOJ6mzwbqISCpbwRQjpjni3bsjGA5wAaHr0KvXw0ISqjwDlLmKtBbJApAskbf6MjXunwGRF8YAgQYQNftCi7pSwUJAgCbvwxam2t/L2LZ+Y7CGP2Il03LRECInSn9wS7X7woDzEmVgijmg/e0lbCVo3oEUkExSu2Q8IfUBu+1GcwOd5GUodTkRpCZTTshxQskZHQZAa9R0weHF82dwAL7bDDiVgjEdpRZL1wsVsXpSSpEwNThXCR185yX8yCbPCMQUcRpPYE5IcULXe+y2A/ognpg8z8hUQMjglqodAKiAcoYUwxWK41QYXe/ggjBGdp2EwxlltPaaKHL1Pcs78177loFSZC9j99RVSZVV1BAz781TABRHKBaeoUryKt9H35X36iFlZZC0EDOqCF4Va4+h78Xiv9n8KAlt3qfDMPNqnX783ZnFvBnrqHmCDObH64uFwC15QjKP14brVr7XK7d3oe9PQwzZ6gYVpRbvluKzwSNNjJwiDvs9xtMJ4+mIrKGuRl8uKjZp7pUAanvXzkmOn4X2OqU3r2HTdH7/SzOvuinsbd8v3jhoHzDO+2vpOCz9xXasvSDTE1lrZlEFUM5JGGHWfMhCDk7XmNKsE5ZzQyAlXtB6cLZ2q+e37wOYGadTwz6tcynngmmakZKsQWbQa99bBUVWPsHkPEtYZCFU8ND2RdXNaj0t9dqvzs0SFm9hiuQhFbLt3WhIuOXO6nES4SB1pGaKcBNhGHp0XYeUZbuwC3oBPI2+aeQQ56UTcs4VYLe6qj2/qcd2LLQfc0MFb4a9qvd8AEABnwiIapstqq3AOXdlf2x7BM6aUhfF9AqC5DuR6sRmcC2yCBuQYrbYUZtZ9vJsQlG94AJmXLPv+TF6TtO9dZLKNqrftfus+8m2t6DpvH/OQQ5VUMT1Ptf7PbpeCyRXQKrdbx36uJxydaIL96VWsz94Wk3zTBe+WjUTQB/ZFsDyaCNgKsuj07XvwTr4/8/enwfbl2X5fdBn7X2Ge9/wmzKrKjOrSlWlnqTutpGEEBIewwOSHbZlGwMSBjwiTIiwITDCjSCMIzCeCGMTHkBhGwVGloxtYYQwyJLtgAhsS7INmG71oO6uqWvKzN/wpjucc/be/LHW3mff+94vh+rM/L3sPivz/e50hn32sPb6rhFjiHNK3BrA3E6kkphBraAM77j/80aix2QtVXZczBqemWnMIClVvFgZzN0b2KeFBO3D4u+cgFTFBlZzO7uiiRX/c7U4mHJhR5tT3iGNUyuVuXOlGNntNVNe0zQ45+lXK7rVirbvAbjZbtkNAy8uLgsPzFkBnXV6sOxN4zCoH33QOJ+z8weI83jLYlUETJFS56t2A9I26xP4UmslFxuO5ZwsOKkwkmN5EiR1h4tBj51itBjrLEQEis+VZZUKIQdtKx/MdWxIKoR7A0QhmWUqmB+/cxC0/ggG0HKCgZw9MAYFwFqjVqGf1lQJ7PdqndnsBkKMmv2wcaRxQqaAGECL4x5IeFBritekGVi2OCcJR7CYroh44dGbn6M5WfPG22/z9Okznr79NpI6Ou8J08C0HxCJeBHGYdAUxpOuy6ZbITavGu/oV53FSjimOPLsxVNWK3UL+syTx5yfntA1QhhavGmHNzd7BFif6jiP06RjII0Wyx1GQromRnj27CmXl1dz/SuxzFhJXegaAyyIgX6HapXRte6CI0ljY2cp7oMKbQ6Pcxr/osoCoDHtf7aK2vqoa9moRlgFRE8iSiIkR9d4tbxJYhKKhr5pG9qupe2aT21iCagE+SMl8S0AdUvDelvgL7W9IpXy9+heQgGlh4pWvWZJClHOyYKmfla+Y3wkBqYw4EQTDLRtR+MbUxZEri8umKaB6+trhv3AzbXGZw67jZUOUCto43UO5Ix7uSi49w7faDymb9T1uU6CU/fbsYw4d5tVacqKsAqd3tqunBR37Bks2HVyvTbrdknJysVIWSv5bdt5RHpW657dfse1U+VaiJMCLNNe1/WhmqYxFzdoW0/XtWbR2UMSzd7XNTx6/JgUIxcvXhCipUI3y0kIkWFQZdowDGz3Iwk0y2aKxKBxoEjCN46z0xUxTmy3V8QYGIeBGIOBWePLit/wjTNLcQZmgUQ0V++UcygpxQQhEtKkmWlnfEVWuIUY2dzcIE6ThSTRpA7DsGe/29G0DU3jEadxXuenPaQJVg2Nn90tj0OU8p5X/2UrUsjWpAhZAaDW8lRk2yypH8LHVHjMS3KPFbo3IOp4ERz6Nx5+/35029JUd1C6xaxqzT9ZgMgoNjOlDDxSpZ2twQdHnX3H9WtN08E9D/rh8Jj62Pc6Ln+Xb14/oz6Htna2NFA+H18jHT9HNR56wO3jbrXx6PNdz5B4ycN9nHSAMd9rLqXy74dpYZpPff/jqLLzcTDVsl6xXKuYmLP1J2sTD653e14dvJaDjxFk1QIxF83qvPnekJVP87Xf21/4PpPDFcBYRzjqGNY8JAuXpuHMY1AtmpLuVqLFBWlaJrHjomkeAwJ+1oR1XVdcEUKM5kOuwmnTeLzT1NXOgAxJLQLq4aYAr+s6xHmcN3ae16loet4MWpAcqF4l0yngSrcSkcoqMT+9XSMnN7FJcKwrSArkUz4m91Gq6gNlQGoSSLmHZD23/pbKpxwAkwv81u2188t4ZGEwa30jKamLxzQOCjSGgXEcCONEnPRPSKQpWG4Kl+UjdVuLk/V9dqKylSuOdrViNYycnKy5uer0N7M8xaAFe/H6bDGqK+44qvDjfKvp0523zFjOrGra1mGc2O63XF9fc7rqaZywX3dIjHhR7f9+N+IcdH1DSCpMaTtDEarGScH3brdjHAYbPxvflLkQJQ5G54gNreWC1kLTWWJ0+t4UKbpWxNKmZysBeBFisSq5gzmVqJKYSLZYiib4yn1v+6ttN2Vaz1bjTx/dJbscyip3P9V7SzxSXnIsa94ZitteXmty3Ia8bjji4Yd3LJYqE0iJ0abBHPc0GYja73fsd1s2NzcMo601iwEqyQGYE0M0GTB5tTiWRDj2e61AP2zPYZ++1DL1Xnt8nmNg9YLk1u96zNyjiCoXQIp7sYjFkLaUWlY5NvQYoNbW95L9zdrv3GzNkuqv6zpy9th8boqzVWuaTJGUrPaaWU/m/oilxIB6QKQCqpMl6an3AZ0nlvlQU4+aLKKTS4HWzK+LfJxQxa/k5FaWk8YAiVrnIlnnOPfHPPNrt9PjOaiKs3pw6mGWMlec09izspvXMguaVE23yFkoKv8eC8UfAG+8L4gSkX8J+OuAt1NKP27f/RPAXw8MwC8Af0dK6YX99hPA3wUE4O9NKf2J921FftiqY6LVyMivt7U2hwznLkGuFkwlZbOcHEzk4u+frxFRn85YxUWIBrI50cERMsPXzFF2cu6w+b4ytyNfXzdU8+E/trjZnzvQnLw3Yz14TblAnC2g/JoBVN3DWVtTX+PofvVnsfaU1ztbNV/7rlbfB2F7fn7hvR/CDuPDgSg953BxpuqX+sviymPCSuLQBzdB5TFo4+nymEi5E2RhtboGt93uyqgdT57jB67amFDrQPHuS3MbPy76JHiOiKNtW9yka3pMAbXehfLcxS3CUlg3Ftc0DnvdlIK6FTRO61+0TVvW4RQ0PXNMiRQm2q61tR9AEpOlks4ufa7aBDKIahuP9471+oSmVVadUmK31TpHKmyqK8g0BXa7PeM0Muz3NG2LbxpOT0/p+161uU5TnIfiTpI0PbfthCKaEKKR7C6npFmQYnkGTGMbotZvctOcqGEOVNcLT5Z6V9OdR5yaevT6opNMixpn65klrcgbZkp411rNGHVFi5Zm2IkWI858WeuiUI5rW49zDeI8UwyM48Tl5XOGcc+zt98m7Pe4EMyNBpquoztbk+JEGifisCft97QPzmj6roCBNI1oHFak6Tyvf/Y1Ugw8+e45u92eq8uLCo6r+yRgWQgVIGaBybeemBzSmNta2zHuVTM7DHu+/Z1vMe62nJ2esL2+Zt33NEkTNtzcXNK2DTE9IaTAZr9hvx/YbXbsh5H9MJBwkITrG/0uWtp5YSIneVCLgKUuFzHeEYrWxIsVnG68WaGcPVkiukh0sxCYHzuJumZ6sfgm2+eCXdOJ1mfxkpMla/xFSFpYd7vPQFSVC6NzxItotWZEAeNHRJ+cjFPu94GOcebGlrPtZpvJAd+utWNiYNQEXcqYzGNzCNjyd/lSWfmQs5lRfk9JLbOORN81xXKUUtRse5sbdpsNF5cvLInETt38rLmtxbVIY2vTMu61ZmXKwF1EDIQ49QQyBRVQQEeW27y59CLOXAJdlf0YE/7tGfL+ZftaLfNoDwkSsyXKVq9ktzdbE0FPlCrNv/OCawTvW0A4Wa/ZDyN935U6TbEqn1FnldbsqmPJlOq9JnRQoJMzHSZzwfalULr3DSFErq+uubnesNvuAGG1WtOtVzSWWQ9JbDeXkALbzQ2OgH/8gMa3pPVKAV7U+F1nsqKWplJY2bWtKegcSM6ISpF5pyncAhm5/6IJL5Foc0f3udV6TdN6zk5P2e52PH/+nNPTEz7zmdd5/OQRDx6c03UNbeP53OuPWK9a4qBp8IPFPPmmURkz70OWQbXrugo4qgdHclmGml1dY0qQXf/MFTNnOpzXwSzjfBTZ+f4g8M8A//vquz8J/ERKaRKRfwz4CeB/JCI/Cvwu4MeAt4A/JSI/nFJ63/LiKe/CRjVgqh/sGEgdM6Tj72YAxfuiymxpObh+un2fbDY/gBIpzalIUX1LDVzK6xEIuRP81Uj4vahGyy/pm9lF60igP77+Ud+Utr7kXu9Hyfrk+NovFb4/AKA5uPjx8Xd9d9CYWclQvnzfx1CG8H4+sbdp7vECcqp3t+5yNPcP/dLzxjdf73iDmEFrBZyqa9WfD0HdYYtuu/FJlqNMg2P3+vjB8B/kE+A5s5ZDqjWbwWkFOHV3L6flTHXaX3NKaK2nNWtrU0rlFtkFLdhelOOICsC1DVYLR8ZZWWNa5GyJgWQpprUWi24EZkHK4BwOryvZhcFpfJF9f7jkD9vhLBOhDrlANKHOiaafzs+WEj4vJRPecjY9EUeIqdyrpOSRQ36YeUXOSpYVURpvkUpSjMw1YzQ7lU+Fvx0+h8UoVAKZ944QYLC0ytdXl3gRztYrur6lWa/s9KSptcc9cZoKWK3LXkgyV9lpRFKk7ztWq571emUpvSdL0FDFaYmOZU4W7f2cbUxEZRR1XXKk2BBDyz5o2ujdfo8Xx3V7w7QfaUWz4m23e6YusN3tCSmwG/bsdntuNht15xsn1FHSxj23o7C+pMDQxjuhcydWFj1SmjXwrrIM2VbgbEDLIxpppj7u+D7NQm5RUWl2wLzUDph5NR9CtaY+4tIKf5BPgt/cQXcppG5ZV6quuLWXln25QKICRnLfHQCGspeUu+k5WaFjY6/TpZyJZm8Uc+PLRVgNCAwD+92e3X6n1s9xtHT1apV3MFspcWZ59SX+qcjtNi/cAR84fN66vxL5EW2ypWShAelgzpW+qx5Z7OTC3gufrcZG5h1B5/u8nx+DWXEKcrWAri/WNGP26L5we9xjnGtr5TGa087nrImpyHf5L6VkXguRrutYW42n0wcPWJ0oUBFJXDx7h3Hc48wiX9/HlrfJE0fukVhspJst87FqB8yyQR6L2Z20Ap765PO+43RfyNf2jefs7JTPfPYzfOazr/PkyROiJdZ4/PgRq75he32hSUmmqewxKc/KNMtxB+0v4mq9luCuVP/zOXcbLV72fab3BVEppf+niHz56Lt/u/r4HwJ/i73/ncAfSSntga+KyM8DvwX4D97zHhwK1++lqamtOfVrPu/4u3z9cgzVYqyumX+73bYMhw7vnwWMUqeq2mSTzEJZuT+3hddYAZz5/rbJmIuEfj8/X03l3MxMqza6asEfAKkDoFcOuH1dmdsOWF2p97AEVkJYbvHLrn/XdJS6k6Q68K73L58etzu7OnbOK/PBQMDsvPMh6a7Brmi2QM3HlTWQZsZzcEwRVKSccLwBp/o63H7SYom1X7IOuPz3vuDow8PJ74c+EZ6TkmUMioURq7bS2YaIZUU1La6IuknEaAH2gmR//k5jkcR7YtC0vfsQGKcB73VDXa17DZqdNNNRfo2T+sw33tM4T9f2TGEiMBFiYgwTSQZ8E4tGdj+GYglzDnoLPPbe03aAZa7yls0qBrUYIcIwTUWz5rLkYvFzGfiom00zz4ekOSEbs4zlGCSXLINbU9di0XiwXL8FcaaxVPCRNeMJFSBGS3GcYsL7hqbpmKJay4b9yDRO9H1rBX47nIjGggHe56QKulbz+hCHWdM0jsb7xrIRRqYwMo5bfuHnfpYH5+c0ceLB48c8ePIY5yEOe/Y3V+wuXwABSQGJ+pqljjQOpBAJNzdISpyuV0wPz3njjc/wtiSeP3tK43raric6T3IOb5bA7GYijWpzNY14YIojSGQKKrG0fYvGMXjGKXB5fc3ueoMXx9nqBC+OaRpoGgWqSSJjUkH25mZjspuo26BodsjON4QEKVhsmjh8qzF6mpZZAdQUJkazWGm9Q08umApJ4x4SONQCmcPfivEymbAsmadkoVbMIzUDJyBmABWteCq2ZjypyXXaXLHQYvP5o6RPgt8cXbu8PxT8ZiHZOY93prTA+PgtxQccb4yFd9k/rpIhalCUdwYxcBwjaBrtsXj/NE2Ol3SIeFrX4AV6L0zjnu1mw+bmhqurS4b9nsEy8qmVWEHINGrWt27V4Z2VLnBC33pLpe0LyCguYl6B/cTsmptSBaKtfbnPiicRIKaAonrSup9nz5oKPOimWWox1sclLPmKQDoqi1MuZDcSJ7Rdoym7Vz3TNLHbjoQ4MQWzXh/IklVdKEtEkZLGCWk8lKZL3263cxIKe95pCrx4ccnZ2Rlf+tKX+fwXvsDnv/B5PvfWmzx68phu3YHAN37xz/Pi6VP+v//Jn2G/27Lf7xEicVIAlkLENw7fqHWNmIqrYONzWQEBiYSSCCeDwhyzja3hhJiFOcc+qlImsRt2AOqtIcIYJtq+4403PscP/8gP8Rt+w1/AF7/4Rd54402+/e1f4urqgs9/9nVWXcO3f+lrXF1e8I2brxNCsHXhLJNhYIoTKSYCoYy1DtM8N7x3xr4zkzoCzJUsVceg168vo48iJurvBP5Ve/95lOFk+iX77haJyO8Bfg/Aw/OzA81pdczBOcfMpxboU8qxHHc9uEGaCmwdtca0ErMX8eF9mVF7JdQeU4Zi9TUOIdjhNbNWr7aOSEb4omi+vt2hdWL+XDelvi7p8NjDV8PyMrex9Gd1bhGc7aLzfWuUcijIH2OI+Xg5+i63L2ujZ4BwcMG73h98cXTerXPSAVj5IKTPkGZF0gclmd/U+G9ujl05zykOfjzq+1sXPTw4v7ujjypedzhSxXWQw/4qz5kOrpWZUX2V99BxfFL0y+Y5r52vCZOlTEWFeEwIz651Od1zToIQswudc6aZtYxRliYcwdyhUC2ipTbPAmAMs7uIWqZmN8mc1ck5wScH3ivMDZXrcUlUY5ra4nc/C6rqm9+qIGobTbaIZLZShq/wsbu0E0eTAxWwJUIwP/rjaVrEi5SsBp51i1OXQ8zaAjqvFEiFMn+Lhc8SS4SQsx1aAoYCJPMayhu5ARORksggXzsD5WBFdX2jm+kw7NltVUBZn5zoOIRIipqqfHdzo+l1vRDGgWYQspY1jqOmCx4n1M2zRQRLX94Uq6OOq46lc17HK8wCCGh9smRjp4Janoea2teJwKTJL6ZJBcSpCVp7LMBEYrcbwEWimyzdvNO5YkVrY0olDiG7P9bxHFnTnJXrTqTENJHmGAkdW9sAKsaY1Wa1nn6ONtQ+m62RxgPLudoXWVDNcYfVoi1zl7zXV7PzE6JfNr85O5tlnKNjqg/5ceVwWd4+qzp3ljbyufVYZ4vJoRRy2I6XCYl5PZXJYceOo1mf9nuGYV8lTZlKBlGsPd6Uy7O78px9sS4arHOE6ti6mYfyGzV/rornlmamuezKbDHK8liluDZeXySgxHyeCAc7eN4bD8ZE+z8DLaAI903TWEKMUZUTOb03vgAhybWL6jHIY2hJN3Ia9xxDFS2xRNd1NE3LgwcP+MIXvshbn3+Lt956i0evPeb0/JzV6QrnHdurz9I4Yb0+seLw2aOLIpIVC2XKPNjGw2KicmKYZK55h5Nn5uV5Hyq9mLJ8a3It89pNwMnJCZ/97Gd46603ef3113nt9dd58tpr7HYbTQDUtQZSU+mjrGg+FkKS3ey2gr9eX1kwnudRbuRdybs+ERAlIr8fTQj/hz7suSmlPwD8AYC3PveZdJdFKb+348trrbGpLVI5m0r9+3wtnbB54moWo6p43czB8tNZQ3N7bTzzcfbeSmaY9elwwVaG9KNnvw2K8vdQ3+f2OXd/PkpJ/hLue3zfu4696z6FpP79rntIWZh3/vaSRpXMhy+ll130Q0jz8v6L4fiO8CEB1F27u9zxnQki9bULWCncR45eq3sIc627NA/owTXq69dzuJaBYvU+y0gveXCx/DUmvh4+84cYhl8ufVQ850ufeZh2211Z+860pM4ygTnTBpagZoFh1Fioru9VQLBsfdlClGIq8Ty+63BNU9KhD/uRIQ2ICYqnp6cqzK7U1WEcRstOpf71iZb9EGDSgomzW5zDtX0Bc8RAmnZljNu2YeXVtSMDKbHY0pQSyTti0GCOVAYvuwTqQGbQUfUb6j4yKpg0S0BJE2v8d4rBrpVKBXmxgHGcJ8Y51mqcJrXmWNX5XPU+otn+xikwThPTqLWQpknTdEurMQEiyQp1quVEnMO3LY0JH5r+fWAKmqFpHCdiSpyeneOcY3e1ZXsDF0+f0/kGGfaQAmG/YfPsOe9+77ucnK5Yrztan5B9q88hMO61MOy4HxBx9N2KNI50bcuq7zldrc3ZUv33fdsXjew07RU4WrBIMsuMWG2kVAHrvu1oXEPYT8QpMNxoratxtFi2pGnyL15c4xpoT9T6dnJ6hnNqgbu+3rLb7QlZOBONNRFfu7XkuA2dDepq2Gh2r5yWWWcGJmmpi7ylqVbrh2hRewxsE3FoVsUUE841RZAGVIFh1yLPQtF2ZcErFgUHBr5NFvgU8pvPfvaz6f28bWYrVLYgpcNkB8n8YuSOcwx4uGKJyoLi+7aRZPWA9HquWAKb1hdLVuEB08j26opx2LK5vmQc9gz7nZVlCESrHeVQt7x+3WlttWytlKO4SWZ5I8flNE7Xw2hJCWa3Rt28YuHPVdY+U76QNE4rWHu9zwDA5l1Vy85hUqHIvK9VW1uRPYvQXf8+KyCsJyElGq9Z9tbrlbribnW9j+OIcwnv1LrXtm0phB5JljXTkVyOs0/0fUff9QoMYtJadNNIiom+X/HkyWv88A//Ov6Sv+Qv5vzBOecPztmNA2OcWJub8ue/+AXOz0/5mZ96gneJ3fYKsNh5S0nnvbrzBk2PSn7IxqxhznvEO+IwFY8G5ftzEfcCppImFcpgbB6HqsaXzae3Pv8Wv/23/9U8evSQx08e88abn+O111+naYSry4c8+963ub655Obmhu12azG4GrOn09KXvRlmr7CSgOJIljoUaWbZPMTwy7Juf98gSkT+djQY86+suMO3gC9Wh33BvntfOpbF8ucERdNwhzmlrMCiM7DvbqFRSUfXn0VBEXJx4/xscyOg1C5J1dlFO1I0HOVO5U39TKn6MAuiRxqXY4aX16zNkwNtRXXwscth3VVza+sePT6uBmEGag4YxnG7TGjnyG2Pl7n6vT+99zFlJvDyzpp/qrUs5awCJD4MKqruX9aidmzunpLh5Y7LpiPt1tHLS9/XUKXwAeaHkHTHyfmrW1qU499v98FdGpdDfpOBWj0O+bfbbfi46CPlOUUbqHNYMyI5ql1RMw0RDxZxBkFZkaBgNB70q/NeNZPJtKqg8TWGXBOW6tlF2/jTnJEpb1AI3kci6hqhmj5z9zDLl+qGpMQD5FUeotUMwgTnVLleBM2QlF1e/EEAOszBurPrybF2rqyl8g8Zt5eZm1D5uIDzzMSKcsziuJy6iTnfFA1uTFYyIkYc6v7jnMY3+cbTWZFF1dAKLkWL+ZoFqjxWvmi7tfCrM+GpazyNdyWT2NWL56orjQPbzQ2bzQYIxDgCgXHflvpE4zgSrQ6TEGE/MowjY4gkROtSTZpYxEUMhMyJfPLcQ0C8xklJVHci75ylctc+zwUkxYTGJGq7olgmEyFFXBRN12791nghJWdjnbQf3OyKebhBqNUuzxfEgFGsNNAxzSn+Rcez1PSqKLtbFeHcJsAs4NuccpZNLKVZ7yiCF81SqIZh8wQwBphdQfOa/bjpo5ZxappFGLPA2JqvLSAp5RVNJbhy6y/zozl28L1AVLV+UyrjlKKmvneNgoDGQBRCKakwWvHpcb9lHHaM+53WXBv2VRynPk8jyvtarxlG56K6VLyOeb1aWwVUESUU0JJ5rZdZinGmEMjn6JOpTO+wuE1mC5hYiYY6bt1hlqi6nw+uZt8YD5MDz6A8HtWzoOustaLafafFd8MUlO/HiHgsqcxsrQrYmiHhUq4V5Uv2vVmh5xEJhDjSNJ5Hjx7y6PEjHj56RIiB58+fayV4L+y2W6ZxYBqGkoG0nmeN99YD2sFOHDHH2ZpcqpYwfQZfsqpqJztRkFzi147k0VRe7b1N+DZnLxRNrLPqe6Zx5Nm7Tzk9WXN6coIgdG3Hi+cveP70HZ4/fcGw29p6MLe8qAklUjyM+ZdK2Etgqc1VeNP9Klv/pDomFksU9dp5yedj+r5AlIj8DuD3AX9ZSmlT/fTHgH9FRP5JNOjyh4A/837Xy52cJ7jWUq+Fyvpggx+mtXDWYWXLTwlnAkNebAfivgGmGsjkc8viOGpb/i1n+agBVAZfFSSrniELNseCp4GNO2TRJBy1/W4IcbsPD3+pt5mXT4FZMLrLXxq5GxyU697mN0fXOr7THdeo2Nd7U+6L6tovw1VVd9ct+b7wU3X7QyAqhbnrvJnbcfs282zL7ijV1wfnZMNTKa9Q/i073/v213uColS140g4vvu5pQy0rtH3es6Pjz5qniMIbduSNZ2u1DWigNcpTvVAWLbtGXypEBhL1iCg1LPxzs2pnROMbrA6KZZyO0xIEHLq2lwTKcdfJbQgK04YRnXTSnEEBO86crUqEZC2gSikSa1aMbuuZYtR48nV7IdJNcbB7ttmlxinGlzNGpVyn5fnzO4aCgTtYVP1u0nUeS3kpCTRNrw874sngFMXmKZptHht2+F9g287fBNpmkDXNppNzoqNdF1H1zWcrNfWPrTS/ETZlEUox4sIXVcn9MhtT5ysVjgRrm8uEQl86+sr2sbTdo7nz57x4uKC7a6haxtu1j1d1/L4yWO6rmMKkz2TbtKbMLLb7dnuRwJCu14TtnvipOmdkwRC2SNUoGubVq1PrbrrTHWmWHuGcZyYxkDrWhpxtKte3fr2E4SpgKhIwsVEmsRqbAWaJtK2GnMWMPdR3zBOWq9MCnix5xgt45n3iJ+TkUiEFLUIsXOq+ffOxjZWAnAyO6IJ5cXymRULIhYTkzPhmmtrnfkqC8kJzX4b0H8ykGIGDe+1q30U9FHzm8JU9OJ33xPB5VT+WcNffqtfoykhqFzj9HdX+PXBzle9zlfSIuGBFPS18Q1N03J6sqJtG1vHkcvdhjgMbK4uCdPAsLlhHHbsN1eMw8Cw35MtaN6y7nWmEFh1ur5nRmo16mqFVZYzRMocqPeW3B8H7ot5rTAnPMCAmziQoMJ2TpOeQZQrINISz4j2Z0yzBbj0lH12xss8XvmgGB9zWqTcGU9LQOc9rms5XfVIDFw2jjgJ4xDUW6kD5zx9rzGyfdcxFp4FU5rMPVgzqY7TxHnT4p1m5wshsI97+n7FF77wBd586y1ef+MNvvbVX+Rrv/iLPPnME84fnrPf3gAJL4HdZkMKmm3T2V7TtXPCiKw0y/2b5c6u7QgROt8y+NFcFnWWKiA69Aqr53ZW2pmwobFM3tP3nXlICI3ztL7hxfPnvP2970IMtM6z6ntW7Ypvfu2bfP2rv8Cw3YIkzs/OLPtkJE5RwSmUfAT5eSCHYWi8VvbaSUWIn/ctkMKr8ryqZdj3A1DwwVKc/2HgLwdeF5FfAv5BNFNND/xJu8l/mFL6e1JKPyUi/0fgz6Em8N+bPmDWmsQMHiRrs5zDpajmfKkEaEFreCTR4pbMxeRqq5FkwCSz1kzvkXJ5URKREjKbUsmKlQGV2OYntkE4cQbg1P0khzTm2ApJgqQ4u+TVjCsvyuxrbqmT6+yBkqy9BcMfjMZ8qcNLzvyIecOpY8Z0ks3xBFlYVDBIjSzteQSt6WKTLm9iGY5KfXequ94tvNepRcuGWIQumY9Nx2cesf7cr7nPKryn15834lvAQG736K2b3AFSDgBmFUhanzefk8fIVe2bPbHzYq7bXsdH5ANSUuHoVp/lcS/Xzc3I15ihV6qPsP7IWt36t1TAYCUg5/4Uc7HJwk48nJdlmn+E9EnwnAxcSvpZN8/BuoDlHLOTSrKXvNmoK1o6jKeygOwUNAV4Dg4vBXALs3YHr5oKXRNAlGxpSV0jvFfLcCw8ZgSc+rhncC/qOiZWiyNGBXeBhJtmt0Rxgsfb2Kp1Q5tlc64SamctuaVapkoQYN+DZdEzwJSz8znv1e0uRqI47auYmNRHR+OqSLim1XozbTv3CZoC2zVOi7baJt126gozhrEI7ThNviBQ3DiSaX1TDFq8VzIPm4WwbBVJRIZxx7tP37ZU547rzTWb3Y7doILh1UZjnbZDoG1bhnHQmk6WhdA7zzCMXG927IaREZCuo/MN3lsNrzx2rlKqJYhTnZRDLXCC4MSrC1Tj8OJtT9DVndP2Ni672DYg6rYIIL4hIgxTUO8cLHVDArE6NBkYx4rfZW26GDgs8ygmS6aSr1Xzo3l8DopXowC3FrBKEiYDa7nwaE3Oe11PpNK3eR/OFpdYbwgfAX1SMo7P6fuZZQstuFwlpbJ1WGrRkd2GpbhNzrxmrrVly1JlCKQAkqI0izlJQ9l0DuqECdmIkWic0DpNHhHGkf3VBeOwJ+w2xGkkjVuY9jDukDDh04R36gLYNeoO2No8a5y6XqVSAGyW42xFaPubRtVCWVZLALnOXu6JPPtyzGMq+1r5za6fU727an4qb3dl/5tlzYTEea+lXM12XkvXL2bdmr2WdOR8BfCkaWhEOFuv8cCqbZiGidFcJgvY9Op23LZa5DxMgWnS9P4qE1lmU/s+r6usLBrHgbfffpvzBw/4+le/ysXz50BSa3SYGMdB3W3TxH67MQCl9yQFwhhwXmi8plMPwbwiyJlIHavO4cSzajtGP5YivI1XC1bI/DYGxOt+oCKmIxK0iLklqdD/olnWBJLn5vqGb37tG0zjQBoD28sbLt55yvqNNzg5OeULb3wBNya+/vWvMo0jJ6tTRGC339gYRktU4uwZJnNfF3Iykqzs0rZJAbzYfhVjysukrL/6NffHe9EHyc73u+/4+l98j+P/YeAffr/rHpMKjGYxiskYcsJZSkzdWPLR+amrjC75/ugkj6RZe2Gajyz4R0Pk0ZZJSSecUL/uWKFbpACmbBJUpjUHy4GoZtcaINkVpZg7DxFtirawqzSieu4hAo626DLjzMApK27usnBFqNqFAb5axK97an4p76V6k5ICKfGlj2tgno7fZYZdCfLl9Qh71L9XPVAJ/YfXODg3a55qygJ/GRduH1Nd5LDtcsf39bVThV4OGjKjt3KNWciuuzhrZQ4BVBUoXQBOsn48BHO3wIrM3TD3d9X/eY6UNlgA/kssTgdAqnq07GKiabNVm5buGJuPkj4JniMCrlH3JgStSaIXU5cQr3FIoQqUBkrchwgFRMHcT955Wt8yhIFpnHCdWnpcdsHLg2h8QcdRN9FoLjFN08w1mQAtsSJa0DIlVDsv9iIgOYZBC/c6S4u9H0cYR0Sk1IrKvvCSlDe2Vh9jHEfqwpBZ+ZISJTmF2PdSWQJSzO5AEJPDo3E53mtMDs52q5BIKTDtJ52HooCr6brS9lnI05gaLVzZaj0vN8fKDONe3RGt/xrn69lgxSgDcQpk+baxjF+HmlN9ht2w4dvf25Tn1lpawQogz0Dg7MU1TdOw3e0BaLse33hOTk5UQ7zba8rnBG3XsW47U9BJASQ++JIBL0UFzsU6LRAl4H2jCUsaR+Pn9TiZYiU2NuNayzyFIwbNrCZe3WU0IUd20fOF7zgDzdM0EhNMVZCIiawWHpNKP4QYbf2/hKXKXOQyv88JPWqLQQEIMltzx3GsskW6wsNJaf4stvfb3nSQHOUjoE+G3whevO3jNZAyzX6qComWPcDAjZ/7tr5exklZvihzOss8eiQki03LplNm4ORKMWu1yrQCvYPOwTTsCLst2xfvMgx7UhhVcTPtYRyQcYuLkYZI54Suaehab3wmgwVsVs3JQYCiIIyJEoea4yVzLTvdSzElVZof1s493uOzrKQufa642ZXZIqIJe/JenC0QUYGUq9pXjdy8l9q5tYzjEBpccS1sW0dsGjg9ofeOt7uWcTewTSPJZFmNe3U0rbpOphgZXc7aGspzxCkxhcBgcaEKAlUBsdvt+cY3voGIsF6pVattG61uO02M260CqTCw328hWZIP7wkhMe736k7oNTNjmGLJGuyscHvbePo2cNKvGPcDzphA472CKK/tC0GVec7nREzO9iirJViSNpjCLar7+dXFBT/7536G89NTHpyfc/PsgndxvPnaZ3m4OuVHvvzDPDl5xNPvPmMTrjlfPyQRGXZ7c/f12v/eMcSJMI1I43EoqFIFkE6XplHlXpuzokbUZd3YXVHkp0MPHT32MNv3MX0U2fk+EsoBk6kwA25N6IPInyznw6HmJesqCtB4D2GvSPGZ+dw+9hYAODomi5M1lEs1k08vv/8xIDl42grHRMnZY+qHzoL7fINE1vpkwa5uQ8K5yi+/1t4cHl1OyhmZkmXPyBtg1uoc9MO8Axxd5fiqL6O5B+46Rzjso3pDBlsENdjhcGHced2XtfmIMZf75olVBlUOGnZsHZpBUyq8/v166a7fD97nWx49TL3439tF73C838s5sGwWKV/f5mO9Dj9KaeYTJLVstDDmvdWXmCGxwU5HoDMLinXmtXoezsCj/rNAWBOCYnWMygbZzU3jERyVQJGBNShYqILusfNz3IymlHX54aw2ki+jG1NS1y7T/OfkGZPFamWXhlrrlp9dN31hnLR/oqWSLV7y4hCPuTCqlUOL6ypPAmiaVt2FnKZOn7LyPgs+xoOdU8u8pFQ0iiFaEoIsjlm6bV3uMmvqhZLRTzO9G9jLQiZoX6VElGCZtKzYZwXEfKNJFbq8luzcmNDaS+b6mUStO/v9YAKOxzcCTosA53YLVWKPLHyZ0JXHrBasU7LkHWU/S/NcENTNE9S9H7OEOi0Y6QxEeR9tDHT9is3VYHN6irkekCkRcj69nGwJSFgbZY6rCzHM7pnV2jjmmdkimz/ntuT5VwOrvG7sC3M9bO/gZ/FwTXxKSeWI2Xond7w/oNwP1WfnvbqjWbxMXkc5DjFb80KV3ZOUipSiPM/ReNGJlFpc0tid3WbDIHB9dcGw37HbbdRaECaIgRgGYphwZNe8hq5rNTtla9kpTUnknbZNx332YqmfMDHP/9xBB94fHAPFO/rzoL8gESGK9ctL5qn9m939Zrwlt9uXJb0i+2i/Otv4BSwxhFjMZUtqA12j4Mb5QLK6gDGqEsVPquyIlWKhXheaLE00uY7xPXCM48R2u+Xp06c8evSQ3W5Hv+o5f3AGJDY317x48Yzdbst2e82w37Hfa4H2vuuI0eOIVm4ggiQFQCbU5T7OsVvrVc84rln3fVG66BzKCU0MRB6MiRiPxKzmeb9RZV0jwrDX+NNGoPOOF88dYRz4uZ/+Gd7+znd59s67XF9dl7mTzKLlnbdsnhpXS1TPrxy3lXedPM/rsa+V2bmd2vfzMXcBqU8FiCrgp3ysgVQFUOBgsufzauEzy7X6d3Tdmu4QbKX6TDpuTxX/cnCRSvjPcny+dt6Q8qAdP0/1fdlHClKoG1Q9hR1b7pPxA7M7F2QhR8+VAq5etgHV38vR8XeL/O8LSu4ApcckVM9Sb482vjMASgdjU5havQmLGLY8BAqzu+Dhwjhs88ueBQ43+XLE4ecMcElZ2WcCb/XzHfe7DZ84mIS1wHDg9sjdffuy5znelN7vvFR/n5gz+dmPWfDXa995yXtNaoVpbBMxLXjJhEABUEUhIXMx3APgXl0vUwY5+X0GJzmbXUpaPwXmfhZxGoDdzNr8GEOOsD/S6Fuq2aBZqKYQLTb00CLgm6ZoAWNUzjDs1YrS9z1AEW5ra0D9zNr27EIyEUJkClofyIsBh7YrhTjzuVOImixBdPNsDKy0jfbHMI0KZipFiBZg9IQCEjXYunZlmV9ny1hTZelyrnIZczkBxwxcJysCmsylzTdW+NG31Pwmki0hs1Bzc3PDNE002fVQ1HqgwErb4Z3Ho5aeaZrwGAw62pTn4r0mGM5uFmoBC9FS7OfNPxYQ5XwNdJVHqOtUY26UqjH3fk6LnNPH56Qi2cJa1reL6kEh2ToyAx2tb2Up+u2vnve3gBAcrJM8vwqoO/r9YP2kpG6VTVfOyVa8lOPaPs0gqtqa6vlcW/GOvVMKP5k3ShPc54QrRZ4IqQK5UZUeKVl6a4rLnPI85YE5oieOe8IU2O22pDByfX3FsN8x7HZM0whx0o0gaKIJB+RU3G2jQCpnBS3Cqc3VYJkc9bkq90PukjCkPCZVX9wNoiwysN6vqz35ZfthfU0zXR20op671WjM4SIpWSKGWZpzIiXWq20a4tTQtmr98M5pjbY4r4X8lyr+Vq+jmmfpWOuamabAdrvl+fNnXF6+zm6347F7xOnZKbvNNdvthosXL7i5uebi8pmlod/jBLpuhVrns+dDKIBaPaylJPbI4GLV94zDRN93yDgRgsX8ixDF4VwqIH6WUY03WH/m9Z75b3CeaRzYbbe0ztGbK/p+u2XaDaxXK91rpkkVm4gpfNKclMdBSoEYgxV0nnl13n+LuJ3lxZj7Vp9VxPIvHPGveg68H90rEAWYdGZO3+W1TFNqLlQ20wNg4myW27kYFE6Hx6Q8WRCkvHcmqtu5uTCXMLcjCTFqcO3BtXMbZL7/YT5Ae7xEhXrzoqn5ozBXHaAYnFKVhSIfewyk9OIzcEpVvyaornrU83myz4jOurlGc4cPkY4mWFn4cnDYy2T2+RjSEZDK51aMtL5/BUZSrGK+coayegO6624v0Z7e9SyZPuhiglTipGsANV/zbne6Q8vRyxl/bXmrBaAPSseWufq6x0Le/Js+TOFLByhX3m947y0lUtnEivuECWu1qxfMVpvW6i/NBfzmGh7ZIlKsU0f3y2mDXQglXqlYsFC2kTM2afuApCldc0yM9+omE/I1wh7J7ZPbAC+3CeZ05HmjycCj9EeataG1ZUrrU4mBoYjzgAUpq8ANTaOAApGS6WgGZokQrHiodzizREXBCjXG0rcaIK+uIiqsGfhL6rvu/ZxMA6kt0dWfxRR550nFpUf3jZQSkw8EqSw0GRw7i9GJ2U1wtg5kENd1HW3XsepXCizQ9g3DcGB5SUlBlGqZDZxU884GSF9KdsQcG3fkOiKoIFwJWhmQ5uuHoBprVcrG4kpX/+U5FXPGM1RQysAsz4EieMo8z/KyT+b2lFf9HB9IGfNjynMyt6G2RGXgWc+//IyF4ejgK/ANgWSp2LnjXved5mfUjbG2YEO12+a1BRzwouplBlyHbn6k7F6rYDnHQuVaP7nuT+MtM6cBdFJkGPZMw47d5ppx2LO9uWIaB3O5DBrrTSxZ/Dw657u2penU7TZbabUtx889yxpy9CzvRTOeOjyu9GWqfjOepOHF6eAa9dnipLSPnPfCtJfH4F7H43ajJMlBmRzIiS1ccZM+OzsnRuHFdYQpaUKhYWCz2ejeg1jSoGqd1vtxSuz2exPvtG05PXrmAbvdTjOMXlzy7Ok7XF1dcHNzwTDsuLq6JEwjfdvgvRDRNZRFVYlYUiOKojRkpY1pg/tVzzgF2qYhhMh+PxCzwi6B3OHupvNTcJKI5h4viCrXEsQ46V+aSCio2+83DPsNu821xTkp2Ly8ek5KkevrDueFaRoQL3SNpmVPKWcw7JiiuouLc6pYjNWAFYWcxp5iQOpYoZH385fJRMd0L0BUMb4VMFADp5J0kcNE3ibE5eMySBLK8eV7kQJYKAJ7fX0sEQGVQC+lg7NAn7KmjjkAeL4+h21Lc9vhECDUm/4xOMrXmjlmvlb1HdVPRetiP8cKJBxt2Kn8UzdjtoBx8PvMdqRc6wCx3bZEcfDz4Wt9kBx/nTeVw2ebb273K31cucelQ0tUbuc8UyqrWrn+4fl3Up4U3NZQvB+lZDFQ9RMeAKXbG8L8+3u361hLVdpqdNfiP9YWH2uN34tZqPCUj8nn1YLrp5QS1KDpZUyztkDlmKIMNGoLSgYsc9+mgzVfn5evO99E53t2n8jtCMyKiMPr2yOk6toyu4LUbc+vpfbVHa6Ix9a2Ax/wApbENibrvLzOMgAQ3ZUjFHe8xAyCsnCStYg+xTnDauUm6Z0jxSwcqvvGrFmWEjcxtwGOGVEGTThLIFH2iGTgCq1nQ5X2twID4mreYRwnpVKXpl/1iDgmAyz1M9QUY9Q04SWYtRpvKF4KuQ12x4PjMv+pxyTfKxd/zsJWlhcyOM1/ZU6LYIVxbH+bhdpa4M1gOFuuys9pble2NNxS6pQxmOd3Pb41GMzrKtOdPCnPUXM/TJZq69MGoQ75us7FuyxxNYAqv8G8n1V9X348uI/1VbxtSRdX1cNzWX7IfRsYp5FxHNhutwy7LbvtljCNVkMnlocQp5ntWq9gQQu/NjRtW6w0x8DjACAfTfG7LUyHj3fQV/pFeT3ohiyfUQnCR91U+jOLmTkdNHfISPa8HPQ/5fmEI+uhzMqrpmlYrXqGcaJpbggxMJor3zgMCNB4c3lNL9mT0+y1kHlojpGDWYmz3e64ubnhxcULLl48Y5x2xDCy3+2IMbDuW7U2pWh9Yxw81xVDyMk2wzRnUgRoWo3RVWWdZbPDlcQmWRGYvYVKP5jsJdV9SnIcaweSX5PGaU6BnaUuz/xrt98gIuyHHd4LiWA1+7SeVkzRaixqmvYYZkblpF57JrVm8JTHugb4d8hHeTxeRvcCRAGqNSyYxBkQssrq5M/Cge+4ZKuNkLImFF+ul6ycWpHnizXKGRLNm2vmKFmL4inZZHJnx7zyxU4RjQ1Jen0nBpii+ZF7PVbusP/kdhRrSwUA5wG2Yw7Oq3orb355bd/SBCTqcZdEVddjZoZ5Ts2n23eZwdRZ+4SSdz9f6xbzu4sXpsO3x4HBd03PctkyRtkfnvIgGeymJEXTRgVsc4Nuw738QO9BRYb8cNt1jlNJqeq0/ChHTLK8/1B3OCI7+a6K2+93/WMh+vC83JfKeFIS8yeu1p++Qe4c9PtNMSWG/cAwDkW7d0x5o+q67sAKlZlsbYnKm+bcnzoH1doVzRIzZ1rK9X+894QQGYaJrkuajMFotubcdiFMyWpNIXRti3OanjhWgn0t3B9b0bKVIbcjpXTLXTEDrvJsVrMqC+YFFOW2VgV6c62sccz30Rgp7604utXLOo4DKQVWqWT2DLAab3FS2gHZDSYHqbvM0p2U5AgZ1OXU8d1qRRMD220oIA8iTtQKNU0TeedPiaINzS5xMAca50KoNUjIz9H3WiQz7C3BQ14iWWipnru2ADpccYfK6ytZG14G9rOgUs+ZOwGUUMWA6f1yTFxOeZ/XdQKmEA76wye1BBZ3LQObh5bHfDu9VrY85TWW11kdV1jP9zyvpzjeyZ9S+vA8+X5QKgH4tVxQC2y6t5kCQgQMYOb5P4P7ig/EOcNhsSATywrK9d8ar7JNKeI7RcYwMgw7wjQyTQNh2BGmgc3NNdN+T5gGSJG28QgeUkQk0Xm93soE65z4RZzWJbtrfDJoyUoUa/Ddxx4B81pJWnb1ItQdnptjdPL5+fVAuBdzMyy6ILVmvC/VIqAIgi88M7vLTlMA0Rge7z0PHjzE+Y6TpxuQgWGrZS42mxuGYSBME943NBYDOFsYNesfZb5rHJwr/asxUtvdlu+9/V2ePn2bX/gFR0pa12697nWMVh2kqK8kdrsbyPWgJJeF0D/l7QDqQquZRIWzsxOcc5ycdIQ4ka7z3FKlmhM36/krTYvksUhaY0zIKfkhxAnn4OSkZ71u6XpP9InUoDW+YmQaEzEID9pTnJvTsk8xGejX6+62G1qLx0umccszJTtcxuN01kcuU+8FnN6P39wbEJUBg66LzMxrP8tKG5CPufVbvka2AGUrk13LVkAWvut7z8g0o4MMdiqBsQxNLaDn+5WGkdGgHLW33E3mZ8mAqvr1EPxU55b9sLrN3NbqnIPPwiGjyfVB5nPneS+3z8l9llGLPWPZ4I80age/p6Nbzz9XdAz+jj/n2+Z+Sfb/3CcHp1T9MWvT77rvB6GZmX9gqpGtfZHK99V3R5d8L6Bz0KL6YdPhMR+knQeb9h0A6ralZO7n48vn9XeX2+r9Jw2SDyHcaSE6tuLkv7u0x7UlKgvc+fcc0J0FnSKQH8UgTVMooOxlWtnS8iJcYpuuv2UhOwZRGUDV7lO5jXf9OeeIzpW4B72GoCnX/YEFL1/vwMogKmRP0xyTVffprJM6vAYcAinsOvOfszT7zIoOKJrVLGgd7JF2LRGNH5Fy85zi9jiYWJnIHDuVDp5vHLVeF9klzftbK8CJuggml3RjP9imbvd37peUNBVx9kqPFXDIQPduy3H2kJgX6u15dDgn6rlWdraX8IdyhTvaXfr5Dv5Tz/P8+vL5rZuR9nU9FvWemQ73ok8RHYCCeNjXdsDRNpHuyCh5+3qHCrR41G8AUq6jvlTKj8ZxYr/fM40aMxOngRhGxlHj+SSqsO1yIL8pKrynpOcuLshlHt1+LgUc1TjKYWBGbvvL5sWhdSDLcRzUdZrvIyXGRe647vF6A51Rx3js1j5Y8avyuV5LWWlBIkWrT+UcXdezCkn7agwI6mo7jpMqlZzTeku4ozFWXqutqAqnu7mleX/Z7XaEMBLDyGrV0HWeVd9oeQQ/Kz40kUwAkoWjzNc86CNnEaeWUr9rW0IfaNumZOab5eF8biq8al6bUvhxDBoTp0V+DbRKsgysVijdm5EkCik5NIwvu7HnGopV+v+oRcJDmMjZIMW7WdFmbSjySQWk5t8PAdTLFMufCktUoSPLx+1ULmIT2pUBFMkgqHLdwAQ/ZsCVUgWCSsyT7r5am2Cu4zDH5NS7X9UMk4xroHVYa6kChenoEWK+7cwQDo618B7KJfOv1bHHwnTFBfQacuscDsBj1U8zXyhUX//Dav7S0ev7H10P+Ae7eDlD6jE/euZUt+SDPkPueOuXD71Z334GqdjOrcEqIt4H7a0cQ/bBgdP7Xfrua5kgeevoLOhkKXSew58myqDnOOPeXZts0zTm738o7Gf3pNqKc2il8cQQ5wDZg3iVUK6XXTJEhL7PWeNc3oMO2lcHJRdFQb5OlU3w2MKTrVPZ8lQ/xzHVwCulucgtoxZlbJrmIEmApgKPDONUXPL6vqdtWsDRNHMtpHG0rHy2cWfhLrcPsHiOUIBSrpvlcnwNkVxSTay9RZhLupmHadIEGDGvrqrukNULydnpnGTwZwHWWNpbEyIygG6sz3KMSIqVm9o0MVi67mmabKNOGs/mK57kbi8WteLNpYay1WYMEzlHbwGYlWUsmdBd6lWJwzWehraMfT5unKYyP3IcWm2RimGewyUTn81n57XP1L90BkZ5ftTtrt875xhHjQ3r+76MURZaaktYnQZZQeZs2av5eIwUYP5popRyPbUqDlLmmEWY53MpHts0CgpEBcNsPamBQYhzxp9UNq2aR/mDcZ6mSWs/bTbshx2bzTVxGonTCHGEFEq8pncOh74KQATvoPGiwu+RZb6eC8cKpylMgLUDShKau9JH13z2gyiV6nMKxrE3zvu7j6eeq3cDqPw+O6JRu+tWAMpVFrjJ1qZzHU40s52IY71eMYaE344QzGIF7DBw6jxN086eCAm2my1hCjQGhtarnsF7rq8VwJ6dnfLgwQOePHnCMGwZhi19r7W6NJmFEJ3BVUmI1VXK45Ow2Keov4Vgyotcb07U2tWvtA7dycnaeHwVciK1zIuCoyOZPZEYBo3rkq43O0UgxgnnNW4KAk7NWnhpEYRpHAgx4FyDc1gij0TOyi+ie/N6vS4p3kOMZlXPgM46uGjVXBnwMmdTliXzMxzOg9rCfhfdLxB1IE9LJVcfC8gH4v7R58Nrpbuuces7DiR/FU7qi73//co5KZUgX71cRrp29subWq4xvx5Ggd26bY1+quetr1GOO1DbvMQFq55JL6Xa8/WIPggGutW35cZ3XOxuIe+2teToyCQHQ5zyEel2VxwLxqUd798N+k+ZR9UzlDGQ22279Swf4F6HVy+A7IMCqTwf3vP6dx1QGnc8Fnetw08fvWzzPv6chZBMt7SsR8JjTYWtVEz7Lg1/LDEfJvIfzfFjpUZm/mXzyt9z2LbjNt+1do6vewwks6ZSN65DrXiW92JMRfhz1T1UeJvjz8pz1x3DoWBYsg9y+37zw5WHLL8Xl7iUCJXG+HjqSs3Dq7HISrl0eHlVWuTXPH6lnTP/yAAqA1WhjpXK6g8OGGA6YNj5njnN+BzTUR+fQVB5JJHChlwet8q9MB+fgln4qvHJAnC+X/7+uO+ztrkeq7vXgfZerSDIoC8DhlroPvybB6nMtTIm6e558CmisgYPVeF3HlPIhNSyX1fvs2XmWPl1+xKH8y2asD9N6q4Zp4k0TWhtn2BuwqkAPWSet/V3d107f3d7rA5Bi7b0bj700r64i0SqtSrHd9L/X7LHzvtpfdM72kElh73HnnGbv5sVz4ViSSmAjHkt17JHUQgLJS4oZyKtlWnZvblpPE3bEFNDiJoF8HYG2VTUuFLklZk11ntOjHMXiB2fi8VnBVnmkXUflFij4y40+avEb+b7kPea3JwM9LLLXx37Wo9E5UmF8rtaGRpJZrjLdzse0tvyzOGWdLimPsgclA9rZfg4SETeAW6Ad191W+6g17l/7bqPbYKlXR+G7mOb4Ptv15dSSp/5qBvzcdE95jm/0ubFx0n3sU2wtOvD0MJvXj39SpoXHzfdx3bdxzbBr7x23clz7gWIAhCR/yil9JtfdTuO6T626z62CZZ2fRi6j22C+9uuj4Pu47PexzbB/WzXfWwTLO36MHQf2/Rx0X191vvYrvvYJrif7bqPbYJfPe16WemghRZaaKGFFlpooYUWWmihhe6gBUQttNBCCy200EILLbTQQgt9CLpPIOoPvOoGvITuY7vuY5tgadeHofvYJri/7fo46D4+631sE9zPdt3HNsHSrg9D97FNHxfd12e9j+26j22C+9mu+9gm+FXSrnsTE7XQQgsttNBCCy200EILLfRpoPtkiVpooYUWWmihhRZaaKGFFrr3tICohRZaaKGFFlpooYUWWmihD0H3AkSJyO8QkZ8VkZ8XkX/gFbXhiyLy74nInxORnxKRv8++fyIif1JE/ry9Pn5F7fMi8v8WkT9un78iIn/a+uxfFZHuE27PIxH510XkZ0Tkp0Xkt92HvhKR/76N30+KyB8WkdWr6CsR+ZdE5G0R+cnquzv7R5T+19a+/1REftMn2KZ/wsbwPxWR/5OIPKp++wlr08+KyG//ONr0Kug+8Btrx73lOfeN31gb7h3PWfjN99WuX1U8Z+E3H6htC7/54O1aeM6Ha9PHym9eOYgSEQ/8s8BfA/wo8LtF5EdfQVMm4H+QUvpR4LcCv9fa8Q8A/05K6YeAf8c+vwr6+4Cfrj7/Y8D/KqX0g8Bz4O/6hNvzTwP/95TSrwP+M9a2V9pXIvJ54O8FfnNK6ccBD/wuXk1f/UHgdxx997L++WuAH7K/3wP8859gm/4k8OMppb8Q+DngJwBs7v8u4MfsnH/O1uqnmu4Rv4H7zXPuG7+Be8ZzFn7zfbfrVw3PWfjNB6aF33wAWnjO99Wmj5ffpJRe6R/w24A/UX3+CeAn7kG7/s/AXw38LPCmffcm8LOvoC1fQCfkXwH8cUDQisvNXX34CbTnIfBVLDFJ9f0r7Svg88A3gSdAY331219VXwFfBn7y/foH+N8Cv/uu4z7uNh399jcBf8jeH6xD4E8Av+2THM+P6fnvJb+xttwLnnPf+I3d897xnIXffH/tOvrtVzTPWfjNB2rHwm8+eLsWnvMh23T020fOb165JYp5UmT6JfvulZGIfBn4jcCfBj6XUvqO/fRd4HOvoEn/FPD7gGifXwNepJQm+/xJ99lXgHeA/52Z4P8FETnlFfdVSulbwP8S+AbwHeAC+I95tX1V08v6576sgb8T+L/Z+/vSpo+a7uVz3TOe809xv/gN3EOes/Cbj4R+pfOce/lMC795X7p3/AYWnvMR0EfOb+4DiLpXJCJnwL8B/PdSSpf1b0nh6ieaE15E/jrg7ZTSf/xJ3vd9qAF+E/DPp5R+I3DDkVn7FfXVY+B3ogzwLeCU26bde0Gvon/ei0Tk96PuHn/oVbflVxvdJ55zT/kN3EOes/CbXx4tPOfV0MJvPhDdO34DC8/55dDHxW/uA4j6FvDF6vMX7LtPnESkRZnLH0op/VH7+nsi8qb9/ibw9ifcrL8I+BtE5GvAH0FN3v808EhEGjvmk+6zXwJ+KaX0p+3zv44ynFfdV38V8NWU0jsppRH4o2j/vcq+qull/fNK14CI/O3AXwf8rcb4XnmbPka6V891D3nOfeQ3cD95zsJvvk/6VcRz7tUzLfzmA9N95Dew8Jzviz5OfnMfQNSfBX7Isot0aKDXH/ukGyEiAvyLwE+nlP7J6qc/Bvxt9v5vQ/2IPzFKKf1ESukLKaUvo33z76aU/lbg3wP+llfRrpTSd4FvisiP2Fd/JfDneMV9hZq4f6uInNh45na9sr46opf1zx8D/puWwea3AheVSfxjJRH5Hagrxd+QUtoctfV3iUgvIl9BA0L/zCfRpo+Z7gW/gfvJc+4jv7F23Uees/Cb74N+lfGchd+8By385kPTwnM+JH3s/OajCub65fwBfy2aNeMXgN//itrwF6Omx/8U+P/Y31+L+uf+O8CfB/4U8OQV9tNfDvxxe/9rbcB/HvjXgP4TbstvAP4j669/E3h8H/oK+IeAnwF+EviXgf5V9BXwh1Gf5RHVav1dL+sfNJD2n7X5//9DM+98Um36edQvOM/5/011/O+3Nv0s8Nd80mP5MY7NK+c31o57zXPuE7+xNtw7nrPwm++rXb+qeM7Cbz5w+xZ+88HatfCcD9emj5XfiF1ooYUWWmihhRZaaKGFFlpooQ9A98Gdb6GFFlpooYUWWmihhRZa6FNDC4haaKGFFlpooYUWWmihhRb6ELSAqIUWWmihhRZaaKGFFlpooQ9BC4haaKGFFlpooYUWWmihhRb6ELSAqIUWWmihhRZaaKGFFlpooQ9BC4haaKGFFlpooYUWWmihhRb6ELSAqIUWWmihhRZaaKGFFlpooQ9BC4haaKGFFlpooYUWWmihhRb6ELSAqIUWWmihhRZaaKGFFlpooQ9BC4haaKGFFlpooYUWWmihhRb6ELSAqIUWWmihhRZaaKGFFlpooQ9BC4haaKGFFlpooYUWWmihhRb6ELSAqIUWWmihhT6VJCJ/UET+56+6HQsttNCvDlp4zkI1LSBqoVdGIvI1EfmrXnU7FlpooYUWWmihhRZa6MPQAqIWWmihhRZaaKGFFlpooYU+BC0gaqGPhETkiyLyR0XkHRF5KiL/jIj8gIj8u/b5XRH5QyLyyI7/l4FfA/xfRORaRH7fK32AhRZa6N6TiPxGEflPRORKRP5VYFX99t8SkZ8XkWci8sdE5K3qt/+iiPysiFyIyD8nIv8PEfm7X8lDLLTQQp8aWnjOQu9FC4ha6JdNIuKBPw58Hfgy8HngjwAC/CPAW8CvB74I/M8AUkr/DeAbwF+fUjpLKf3jn3jDF1pooU8NiUgH/JvAvww8Af414L9kv/0VKK/5rwBvorzoj9hvrwP/OvATwGvAzwL/hU+29QsttNCnjRaes9D7kaSUXnUbFvqUk4j8NuCPAW+mlKb3OO5vBP7BlNJvtM9fA/7ulNKf+iTaudBCC316SUT+UlRI+XyyjUtE/n3g30WFmKcppd9n358Bz4EfAv5S4L+TUvpt9pugCpx/KKX0L3ziD7LQQgt9KmjhOQu9Hy2WqIU+Cvoi8PVjACUinxORPyIi3xKRS+D/ALz+Slq40EILfdrpLeBb6VDz9/Xqt/yelNI18BS1ir8FfLP6LQG/9LG3dqGFFvq008JzFnpPWkDUQh8FfRP4NSLSHH3/vwAS8BeklB4A/3XUxS/TYgZdaKGFPih9B/i8aXUz/Rp7/TbwpfyliJyibjTfsvO+UP0m9eeFFlpooZfQwnMWek9aQNRCHwX9GZRp/KMicioiKxH5i4Bz4Bq4EJHPA//Do/O+B/zaT7apCy200KeU/gNgAv5eEWlF5G8Gfov99oeBv0NEfoOI9KgC50+nlL4G/F+Bv0BE/kZT9Pxe4I1PvvkLLbTQp4wWnrPQe9ICohb6ZVNKKQB/PfCDqN/vLwH/VeAfAn4TcIEylT96dOo/AvxPROSFiPz9n1yLF1pooU8bpZQG4G8G/nbgGcpj/qj99qeA/ynwb6AKnR8Afpf99i7wXwb+cdTd5keB/wjYf6IPsNBCC32qaOE5C70fLYklFlpooYUW+lVDIuJQRc/fmlL69151exZaaKFf2bTwnF+5tFiiFlpooYUW+hVNIvLbReSRud38j9HYzP/wFTdroYUW+hVKC8/51UELiFpooYUWWuhXOv024BeAd1HX478xpbR9tU1aaKGFfgXTwnN+FdDH5s4nIr8D+KcBD/wLKaV/9GO50UILLfSrnhZ+s9BCC31StPCbhRZaCD4mECUiHvg54K9G/UD/LPC7U0p/7iO/2UILLfSrmhZ+s9BCC31StPCbhRZaKNNxXZ+Pin4L8PMppV8EEJE/AvxO4E4m47uT5FcPq28EUlVESPI/Un0+epsS+QwRcDmtf0oIESHhJeHsMnJwfiKVu6X5NxGcc/O1SMQYiTERY7B7Vi0RPYcEkVR+F3E4Nzc6pcRd4FVEQKS639wH+ZuY8nWFg8oF9TXsHtqHCRFBROb7pnztuQ2SOyXV3wvipFyzphQjCevnqq9z+5J9LndIh/cDcOJKn+n99Zmcc3N7cjtE25hsYqTSt4ftTrG6h8znIdptKaW57eXZ5vHNY577zDlX/rQPY7lOvr9IHovEXTqJfIx1STmuvo/OrVR+kzLnk90v2vf1/fJc4o75VI3h8fgf/F5fc547MaZyT8DmgZt7qoyt/vuNr3/j3ZTSZ24//SdCH4rfAKxWfTo9O7X5O3+fynOnsh7X6zVt4xmGkRAD4zAA0LYtpMQ4TcqdnCMzLnEOcV6/E2EaR2KM5P5qvCcBMYTy3fE4hRCJMZZ25NcUlV/FmEAy39P3UnikvUtSrg3g8jqDeQrY/bz3dF1n4x9xYuvf1o/3/mCehBDtAoI4R+Obsp7HcWIcJ+N7Um6may8Rg9bldk7XWNM02MnlVe/vSDGWNqbMV/NcrviloH0XUyrrZ71e07Yt4zgRYmC32xNjKGsmhIA4oWkanAjee0IITGEixkhK+RltPxBHv+px4pimiRAC+/1AdZCNgfEC66++63DelXaHaSKlSLTrC+CtH5q2oW1bpikQQmActS3l2uLmMbXhjikS4ojYWHjv8a4pYz3sde7m39erFSIwDAMhBqZxzM03fidlHZS1YdMsf+WNf3nvERvHPKdCCDqHjHdqX+r8FAHvvB4Xg07deg2mNPe76Jyp+ZGIcHG14Wa7v2MH/EToQ/Obs9PT9NqTR+974bv22g9C82mHMkkeq1T9dHuLuluRHu3ksgeI7st5f1Z+pzeOMRJi1DURIyEGO/+Qv770vun2dy87LR1d87acePxMd7w/OOlu2fK92nD8mxx/84FtE/m+d52Q25qsG3UBSv0bx08spDQ/y/Gxd82DBMQsGyWMPybiNOmr7VG5l1zZP6r2HbXl9v0Opb8iv3AoH+nl5v3tUKw5lFnKPBSBWMu2xmeqG2UJP6WyJZb+ESyu6WBaVbKX3XczxTtlnI8LRH2eqlozqq35z9cHiMjvAX4PgO8f8MZv/jvKMEWcDqZNmyiCSIM4j0nFeqRA4wASaRqRFHEp0nih7xokRSRFmrijSXse9YF1E2k8OJc3gUSKA6RISpOBroD3nrb19F2nG6AkhMTm5oZhGNhc3xCmqQCaZBPBtw0pJaYwFWGo6zrati1C8zRNBsbigWDrvadpGvq+L4JMprwZ7fd7pmnSthtDq/qUpmmUodkmFkKgbVuapmEcx/J9ff0aMCQwwU072DcNTdOYUOjKgtntdsQY6bqunB9jZL/fH9w/P18WWGrw0XWdPXOHs42/aRrW67UKAd4fPFfTNEVwydfK98/9ud/PGUTz9XK/j1MghMh+vyOEwPpkTdN4E+D0uZvGs16vaNuW1WrFarXi5OSEvu9MsBkJQTcLSPR9r21vgAQh2sZRLf6mUaEoP/tkzKnv+9LGlBL7/f5gXJxz5VnzX+6z3DfDMBBt86r7OqV00Kfee8ZxLHMvgwTn3PwM3hNjZBwGpmliPwyFwXZ9T2dzGGA0UJDb+vf8nv/219+PKXyM9L78Bg55zunpCb/zb/rttF1b5PYwBcZhVEE/Bl1z3vODP/gVHj1+xPOnz9huN7z9ve+SUuK1x48Yx5Gnz55ZP84AxHc9vutwqxOkaXn27lN2ux2OiHPC+ekpKQauLl9ASrTe47zDN55hGBj2A5vtjv1+wLcd4j1t24Nz7AcFBMM4gESkHUgSSOz1QZLDi8eJx+FxOBrX4sWzbnuc0+8kQQpReV+YePTwIW+99RbjMDDsd/RdS9vquvPOcXp2StM2dF1PSnCz3RNCZAyJtu05P3sI4kjiefbsOS9eXNB1Ld43xKigYRp3xDCxub5AJLFedaz6jsePH5HEEaRBfItrelZ9T9d1xHEgholhtyVME+N+pxt90DFa971uhAnGaWK3n3De4xrPD/3Qj/Dmm2+x24/shoGf/Mmf4uLyks1mwzRN7PZ7+r7lyWtP6LqW9brn8vKCFy+eM4wD0zSQF7PuCS1f+tKXlUcHuLm54Re/+nXGcWQYRpqmpW9XTCEwTcofm7bjC194i7PTU3bbG6Zh4OryGSGMhDBCCjCN9H3H2fkZn/nMZ3jjzTcZBgWi3/rO97i4vCJEFQ9cs1KB1nmQRPKBMey52r6g63rW61PWqzWr/gSSgyh873vvcHOzpW1a+r7nR37oh2nahqvLF2w213zvu98ixokYB9arjtPTFeO4YwoD0cDLtE+kAGFSBdjZ2Rl91/PgwQPjo6pUSDGw3WzZbLacnp6y6nvlUyGQYsKJcHZ6SkqwubkmJfDiDMDBOO0Zhy3OqwJz2A+M08h+NxBjwDnPP/ev/NsfL0d5b/rQ/ObJ44f8/r//985KjjsoA/8sUGalReaxWcjNx9bCp7iISLLXSIoOkiMGR0zCFCFFwfQROqMlkpj/VKiaN65hUvAagrar9R3edZz05zRNx6pbg3OIOK62G262W9559pzLmw2XN9fsx4EpJSIKyJLeBRPbKcqfBJLm7ySprOXSoVCeROWsKI6EkExeSSarpBpEiV4rlWuGLE0CCZcSKXkiDYmGRFspE1NRvgpJP2eIkpJuiIAjKR/FVRhMkCSzTj+50q1iv5Obac9TxAXJymdVNAkBlYKDScX1a8JJQFLCkUjilH/Ghph8vgEOlVMyAIsGCSJCTDAhTAGGAMM4MYyBzeaGYT9w8+Ip427H7uqCFCZ6B43AaeNxKeEnla9JMaMhXH5GU7ImkzVCnGwMy0QH0dHwjcc3jSrsnDBOA1OY2O5GwqTKo4QqZvL0adqGs/UJrW/ofUcYJsJ+RMYAIdJ4jxOH86pIGmIgktjHiShC8M4wAHQCnSQaB15MWSDCFILuWUGVbn/2nes7ZZyPC0S9L6WU/gDwBwD6B28mrPsLOjblZQZWyVSnWQuvE9NQckoKmJg7ghR0cIk4SXhj0M4LTePwTl+dgBqVgjGLiCSK5SgDArzgBHzT0KZE13cE5wiTalzyAIcYEOdw3h1o9odhoG3bou2tBf9xHItQW4ONrIWuQU4WnlPIy+FWv956XwO2l4zFgVDdtK0tOVU7juNIZwJ/1vpmMFNTAWLp0Pr1XvfMGsYKLxaw570/sALVADTfL7+vBfrj++R2xpD71OE9eO/wXrW/ua36na8sT4lpmpgticpgm2YGeMABmFU+m4qWPW+G9XNk4JP/jvsxA8IMnvJ5WZDLz5b7O4PWaZrKcflaxwB2GAZCCKxWK0SkvO73e6ZxZLvdFpCbdV9ZEZApz82XWVXvI9U857Ofez2dnp3gnSemyBQmcJHohfXZGSfrNTEGYoo8ffouz5495fXXXuPx40d0nYL5YbfDOcf5+bnN4VjmztV2y83FBTQdOD2eFGm7FifCdnPNOI5cXFwoQDlZE3aBYRjY7/fs93sFO96rcCliwCGS4qQbSaNguj9pCXFkN0YmA4L4pAYL5xCnlq/Wt5yfP6BtGiSpQiSGSOMdp+ue09NTHj1+VCw9maf2q16BVKPzWC0HjvXpGbvdwLe+8z222z1XV9fs9yOb3WBAvyEE4xejCsCYsLZerxFJdK0HgavLS8YY2U2RplvT9qe0bUPrGxonOBIXL16w3225ePGMGAKrvqNtGk5PTgjTxPb6xrTUrszbGBLvvvMuf+Fv+E28+dZbfPObv8Rut+N73/suMUYePnpE33d0Xcs4DlxePme327Ldbui6lpOTE6ZJFQbDMDAMA1/72ld58OABv+23/kXEmDg9O+f58+d8/evf5GR9yuNHT/TYceTBg0ecnJ5ydnpC4z031xeM0562a1i5jocPTwnjyOWL51xdXfHNX/pp3n33XV5cXPDrft2v54d/+IdpuxXfe+ddvvO9t9lu9/ioe+I46fyc4g7x0K87ztanPH7yhOvLa955+t0CxEUaBFOETRPPn77Dgwfn/Niv/3VM48B3P/saz569yze+8VUa39D6Fi8QY8MwKr8Qr/tyZ4Dp9ddeo+s6Tk5OGIeBFxcXxBAI00TfdTx4cGa8D548fkTjG97+3vcYh4FxUNEjW5kiAe8czum1XaMAyolwcnqOiCMY77/ZbnHG3+4z1fzmK1/6Yuq67j1BVLElmFYn70s1iKqpACiRAp5EogEhHawYHDEKPjhighhNww5AJIlaQxOBdGwNkWiyDZCExne0TcfJyYq2AlE4h2s9q3VPs+p4tN/z/PKKzX7P88sX7MeR7X5vlqnjP6jsBOWTAElm6wciRAMdBTjZazkzHRhFCiA8tBJlb4qIIPiqJWJgIwMeZ5DPJQNildW/HKuram53lHLrlMAlV44pIErUq0NBlALCKGKQL5EklgfRMZ5l4yTZ+qcgUFyy3hMSjiCemKRYYiKOfOV6lum1VOGWZeu5p5TfzqabVE4SUbm7Br25e/PzCbM8FMW8bqQpZp+UElNe92kGu87p3pmi9mvjBPEmR9q1o+1ZxKhKGXHgE96Bb72C9aSKGucc3sC1NwOAODfPKWt9SJFAgqh94gxER5t3rvF3SNozfVwg6lvAF6vPX7Dv7qQyTnmBANm6c2xqrTUECNrhWXMh2T2EIgA4kiJOccpgmAV8J9l9TEjJqRk0FeNeJehHdT1zBhRMQCBBjAkxN51s+vPptsCc/7JVpRa6syA890c6EE5rZlmE5hjn+VuBldosWn9fA5ta8K8B1AEgEJvacW5HATSoluyYqd/Vhrotx6AqFaY6g80a9NTPXV//rr45turdtfmoydpAuNQue8bUyOB5bn9uTwge5wLeu1vWv7zpCXkuGcur2p1dW2oXwdzm/Lz5uvV8qM+tP981RzJ4cs4Vy2e2TB4D5XrMM0jLQIwKtIeYDubv8Xh/v+4nHzF9KH4DmOVvR9uqBtI7h3hHip4YA7v9trhzrfqexnt18UqRm5sbteqZdn28AwQbe7JrBFIK5TsnYhuFgpvGe5rG6/HekTprU9PgnbeNNrtVCI1Xy7BvdRNtusAUhJgGvPM0rqFrOtqmpfUdznk61+FdQ993NM4TQyptaNuW9fqkWCTzCgjTSIxBFUNBykYcQwRx9E5d3wQIYWIYRoYxsN9P9H1fLKzq2qNaPWcSivPqMtZ2Hi+C9w6mwBgnUowM+z3jMOAE1que1rvqPAcxmgAei8vbfhjwvqFpzQLtG6YQuL655vmL5yTg/PyMGCNXV5eM06SW3aaxfePQfdeZksX7HqA8T9tqnw7DgG8anjx5gnOe6+sbmkaVDb5pWKXE+mRdlGYpqYY0tS2tnxV1ec40jWe1WhFT4urqiouLC168eMH6ZM1nP/tZrm82ar3ZDgY8pID3xjla1yApMe72bG82CkzHiRAiJ+uOpmkLIJ2GPfut5+rFc3zjePzwIZICN9cXxDgpEEc9ErxrcOJIUyBKomv1Gdu2wXnHMOzVWmReANnNUERBUjA+0bSeR48eqkIh85Uu2n7SGF+GmAIhogqBaaRpO7yHtu10/nHogfEK6EPzGxFomw8ibpm4aPNB97HD/c+uWCn0Bcw1vbgU4+0Yj4vasc5AVJZTFC0of4o4A1GpNCMSkTiL1o1vaZuGztxN+75Vd1vnEC/4zkPrWY1rohPa7Y7NfkMgIkNSC0sGakeAKgOUlEAku8JmA0dWpGcgkWVDgzOKsqyf8/6rcpwQUYtMOdoU8JDBCQYzZmvR7BMFJl+KhoUUBRMWJiKCx5SJuRUZfADOxsFb+xwmY4ojJbVixQI9CjwqF8rXVLBoY5sBpPVbLBBQrY5JskMxahXLc2Qe3RkG1jJWkWXmOVDA00G/zUq2/KzZTVegrOP8vNrV+mOSRCxzSq+TYiSGuWV6bXMb9A4xmcw53TcnUT7qnejeoYIXeBAnRGc4IOMFkdxzc0/nPkypAuLZ881+dsX+WEmEt+njAlF/FvghEfkKylx+F/Bfe/nhaqQEyvSt9RR2iKHdjOr112CxSb4x01xjv6WIJ+GB1gut+XlnAcEVQIEyggQpeQNScwvyJu0kqXnQBOG260zIjGr0GtENzawDGSg55265Ph2DkiwYF4vJHRaV2hoF6nqU/cZrcHQMkPL96nvWFoRjS4JaokxLSGIKgTip20z22RcRRvOhP3Q1SAftrAX8Y6B21zn5erXLWQYFx6CitkDV17rrmXMcm/NN0XaollNdEfJ3Us8J0fEMJrjm75umPwDB8zPmcXDK8aL2XwZJ0zQVgT275GVr3vX1Ndk1MVsqs+tdbUVyzhUr0jGIzP0EKuydnJyUcdjv9+x2u9LvOe4lH7/b7cgWt/pazjmmMDGO4y1wnttwPKaviD4kv1Fr57Nn73J6ekbfdzw4P1eNrVMXrXevr8vG8eUvf5mHDx9ws9mw2+/4xte/xjgMtL45AK/ZbbbrlIm3bUtIQjClR0pJmb4TYlCedH56WlxIp2mibdSF0PkG7xpEHC8uLtntdoQpgAgPH53Tdj1nD09JBIbpmmna0/jswtmwWq1Z9SvapseLVw1pEjrfQoLdZmubtbohPnj4UIU254posY+B/X7PGLP7sM7n/aDz4XSYCEktrmEaefr0XcAhrqHvWrwXYppIE8Qwgim0nAhN2+C94/R0RdN4+q5lGCbczY6b3cD19ZXeexx57bXHnJ6s6dqGrvGEQS2m4ziopnwKjOPIdrfj5OSU1WrF6dk5p2dnbLZbXly84Kd/+qc4OT3jR3/0x/jKV77MatVzdX3Ns+fPy9rV9XmiGzGJxkDU6dkpfd8peAQb74a333mbs/NzvvKVX6uua2dnbG62XF5ecXJyynp9MrtOh4kpRE5OVqTU4Z1qUjebKybzRDg5OeH09ITNZsM777xD4xsuLy75C3/jb+KHfuRHGMaJ7373e7z77i+y2+9Zrc8MiCU8jpNuRRgmnl29w9Nnz3j36TPW/Zqu7Th/0nNycsqw25NiZNxtuBy2/LnLp7z++uv85t/8n+W1xw85P13z7W9/i6999Rfpupa2U/dN5x1hvIEUOD8/pe97+lVHCBNPnz5nHAb22y39asXZ2SnOiYKhSV34Hpyf0TSOH/yhH8A7zze/+U2GYc8qdDRNw/nZOeM0sdluzDVy4ObmgsvLK/pVT9u2fOb1z6h79WlS18FXRx+a3zjnWK9XHEk1tQ5RP5a9WA48JG5Z+6V6Sagvq0SbyxlEOWL0pCg0k7pvWQiagRMFUolIJCqgyr8mcFMq52QQ1bUdp6dr+q7ndH0CzpG8J5iKJYgQknD6/DnXNzdcjzekq8T19srAWtV+U3RTLC+pdAkOc3WrlekmH+bPpnivO1BwB4p2MTHekZVD0Y6OZKFyBgcKCpz1BSnHq6r7nMhkFhgTt0VhjZd5rydqDzrbO5w06vBX5ErlrjHaq3j9Tpw9rytnH8JMV/otUppeeiy7EWLgbgZfKUPEorSeZ5JdpCCMSjbTyTjLwikW90o1diaI0fpjBrpictWsH8px7/m6iSCxxF0FLN4xgotRPS+saa3PyoTGlNz6DOMUcOLUu8I5WueKHD+FyBSTGU1cMQg4O9cnb6AvW8Awu0l2FdX32gb5QPLNxwKiUkqTiPx3gT+BruZ/KaX0U+95DocLxMaPMtHzJMxgKunAipkDHYo8NehNUbIHvLnyNa6A4bIcMwhJxdqSyoZa7nwk9Gc6Bi5OFAg6mYXTLMQeW21qobi+Vn3tu+5TPttkxYS3+pj6XndamA7HCTgEbQdgws3jUYOG42e/i8kft7vujw9iNastMC9zY6jdHe+yitWAK4RIYwuracytsu/wjafv+6otmjQkhIhzGUBlLkMZT+fUTWWalNEegil9U4Pj2iXvuH/q/shWJFBB/9ilsQZVKaWy0dbjlmOw8udhGG4B92ypSykVd9I8J/Ocgnl7ys+SqQZyr5q+H37TdS1Pnjzm4uKCaRpofFFNMYx7hnHHyWrNqu9Zr1es1iumMCKSePONN0pcpLoOONq2YbVeq2YtJbUENi0hQUiQNoFoc8CJ4FqP4Fmverx3dF1LjIGuVa1/CdoWx8MH55ys1+yGgZigbTxt41h3HUik8RNjo5b2DOQb5zEZqXwnWDxeTAzjUOJT9sOeq6urEh+YQVSw5Area+woKbsZBxDHMO4Bp27RXkB0PvbdusQQKgkhiMaZyaFbjK4PmCaKVavxnlXfEaZJE3LYa3aF7Nq2uDeKjj+N95yfn9M0GnvYdi2npyc479gPI7vdjmEYefbsKev1WmMvVytOTtakFPFerTrOYmyzR4MToW9bGu8JScWRrHQZhoHtZsPTp+8i4njy+DF91xe95TjsGQZVhrgs7cYJiEwE5TPTRLTYrnkP0jW8HwYuLi955513QDzn52c453hxccX1zYYQkgnnpzgHcZyI00QcJ3yCVdPQZ8uBE1oHrte4Je91M4xhYru54bvf+TZN0/Dw/Jyb8wc8OH+o4z8FhqigWZJYfFtgHAd22w0hqpVVBHW/bL26i5pVr+86vPN4r/GdV5cXeO85PT1hterYbrc6lmlO4qHCj1oSfdOSkmgs6zCACWmvkvd8P/wmg/TaFkD1ab64/SOiyTdUm3f7uFoUTpBcMqHP9iADUSF4tdyY51UqgjHGXqJa9siiuCUTkqRWYzsOnMZYiisePOISJv8XgdM5TyNC3zcMU3PAGyzdFuWiUj9H9YSZFdvDxCygZwV72ZuEeYPKsp3tc8USZGDGfsvHZIuKWp9iAQoZhCiP0pAQkaD9kQJi/SKCyZvqSqb7Z9RxSHkMUJc0EdxkoC8Gnc/WmhCdxngljWlCHDhPssin3Gq1mKgiLA/e3HOVcSADqsJjHSnFMt5Zrp6jvCzOvQDPDCrt6slc9wxMufr3bImqWpFBawayRSVQ4RCXzBtDdN5FbF5awq9ZEa/vu8bcfH1jfRZLS53Z+oiZd6ZigVLPNL25s/6TmMG19YOaPkne8gHIYXsLXngPHPWxxUSllP4t4N/6QMeC6Qfmv1tomdmvdMbpqi1wqCDjERqXirbAk2iA1iVan4PG5sVbMt3FrHEwYdZJyUBScERpjhRwJSaUa0Cn+cY6OfDXzhtibXnImv22CtQ/Rrt3WZfqLnGigZW1BaIGUVngPs4ud9d1aze6rFFwToP9nI94Hw6eqXYLy5/r+KgaLB0DtJcBrvratTvfXdYyuNt97/iZagCjWbi0H9quo+97VutOXWj6dQEV0zSy3c6gom3V1STf3jlv4+atfXty1rWUjDnneRYpMW/ZcgewWq0O2pzbmy2Y2a0qW6I0JusQRNVAPJ9XW0TyPWpXwDwuq9UK731JUpKTU+Rr5EQbKaXCPHJ/5n7Jbbtr7r4K+jD8BmC9WvGlL32B/9e//3Xr17H03W6/Zbfb8OjhOY+ePOT84TlnZ6eQAmHV8/k332QYBn7+z/88YZrwztOvNMB+t9txc32jgqRXV40IhHFgTBEv4J3QNh2N95yerIsbGQZQkgk72b/7wdkZ4jybzYZxCmyHAe8dZ+s14hJjEKYwsOq8jZNq9lIw/3rTmAoKmKYpsN1uSTGVhCPjfq9JSNqm8L2+69Q6Gj3iTACIagFPKbLbbfG+oevXtK1maFutOh4+eEDbdnjfmKucYxw9IUykOJJSJE6DCccjMSrIsmVE3zS0bU+YRsZxT5hGhh2svEMaz6pfEZpAmDQJSLAEN48ePWIYR7a7ga7vePjoAevxhGEc+dpXv8HNzYbT0xNOz844PT2nadSSp+vJ2hUdq74jpVOyoq243cWpADYRYb/bMez3bG5ueP211/l1P/KjXF/f0Lctz5+/4PnzF1xf37Df7xVMeIczl/JpGlTTHUfVfntHDJEQNP5y1Xfsdzt2uz2/+Au/yLNnL/j1P/rjfPGLv4b9MPHixQXf/e47NN7z2c++zjBsefbu9zTr3zDSiuNstdLkHG1H3zg6D81KXQtD0Axqu+3E9eULfvqnfpI333iTH//xH2caRrY3W54/f86LFy+KJ8X6dEXbeoZhzzju2VvsJID3Qtv09H1P17XkDH9nZ+es+hXDMDBOA9/53gXeeX7wB38A7z3vvvuuxoWGiSlaELwIzre03Yqutz1zilzfbNkP6oIZj/aDT5o+LL8REbpVl8+mgKhsMqD6iayMc7d+OHzsNL9IjivJStaGDHw0mYRqc+r9OIMfZ1YktTSLCdsGorLiGqdg2GmMpXMJ56IKVc4j3lxhmwa8Z7XrGONI23pVUInGXc2ksK1YvnIfFADFnEgiK9KLiK8HFjyByWkpAyTjd0nDOSQlc6qb4YOgQEvQJBMFFJDAYstyQgeRAnk0Lt6r11PrpZIPTQlgGS1z5t+2UcmVEQiJMCpfHyPqspocIbv3qQSLpJaIVxdLTUWk/ZDMdTFlV7wMEaXEKTWo4SDa2WqDclU/57ATyrlkSJENFUlMAZfm+KeUE30kXDxKKIGd5ypZLF+5AiNlxoqBSzSMJkSzgJqLdnJiGUYdjYOVuWefrE/Uawx16wtTVJ45RbD3DgX2PisrzRVQgXgy10uxmLXcJw68J+cAOLbVzTD1bnpliSWOqUztNC8UGxJAKitSZhw6iM60CC4ZSk467byYwCKJplijdFB0gmNonUojoui38Wb6LYGNqVgXaoQ+M8NkICNZthpRN0MBF90ta9SxFv8uAFWDnvxdDSiy200WfDPVlpvaqnCXFaQ+N1skcoeIiKVhnrO23WX5qa95/Czv1f7699oidmzdCqalPc5meGx9usuyU/UoaoFSC83JyQnr9ZrVSi1R69UawNxIhJubG1Ka45SOn7WYxbPGSeZ0sDFrSarvjoFd7uecQKMGoDmAPQOvGlAex0zVlrsMgGs3yEzH16iz/+X+qDP8DcNggoxuPXkuHlMeh08j+cbzuc+9zg//0A9wc3PD8+fPDbgOrFYdZ2dv0ncd0zSy227xzjPstV/Ozs7wztF3Pfv9nuvLK7z3rNYrVr3+bfd7dsOecTJLBJgftyqBkmULGsdBU2tnlwRj/ogGxQIlw1DfdzQ+Fh/xYb9DBBKaurrzrY5jCppmeNIYhETEmcLGew8J1eo5dSF1IjSiMVht2xZ+169W9Kuevm019mU7EpMmZAGHb1qL37lku9vjLS32OOaU34n9fkuIM0hpvG5sjfc4p7FQMQZ2mz1TiAxjol+dsFr3nJ2e0jYNMUykGLi8vAQoCcS890ijySf6vufhgweqVRTHycmaaQpFcdX1LTH2TNPAbrcpm2tOPhQte1Tpf7BMnIFp1DW13+8JMdI2rfH4nOU0MQ0TDl8UNJCYRo3pahuv9wgJXNaW6hirsDsLEBqXaLwkRWKCFy9eMAwjr73+Gc4fPGS9WpEewna7M2FihBA182K3wp859sOO/bAni0p962gbR981Ns8DMTp8FhlS5PLygp/7uZ+jaVo+//nPa9ZUabi+vlHXu77Ht17nm0DfdIhTi0l2Z2p8zoaq/GG32zJNowZ2274eY+DFi+d0Xc/Dhw8Zx4GnT5+x2W54992ntO2Krl8TSPiuJewjKcJ2t2M/DHTjWFwrPy2kSlMbayDLG/rjXWeo8Fv/fmtfyxaqvA8wC++CgihwSIBx1KQuum/oRVXJokk9smIkVcdMFjepiQoSIo5JhGG/B7Mq4zwaS6Epj10XSKagG4a9WbMPy8FkQbr0zRGKLPFOkuOgDpXrt9XtyWK3kiKTvO9mgERtkapfEz6p19Ks7pqBlhO1SPnGXl2y5GJZnhSyZSr3nz5rVPlMRGMfRbOlpgTRaxOHkJgiDCEQEMYUCUAQ/RMi0ayJSRRQFQ8czFNL6tmkvRhJ2RY0R4OZFTDzu2R9SzLukH8uFzPwbHJOhvIONbt6pxadgpDSHC+lYNYsfHcpB+zPi6grqN1Dp4j1ffIGfNX9vTPAuuoadfdznhgTw35kGieSKWFy2QiDTTarvBkdICVLDoeU9uWskYmqfFBV1gI5eo476J6AKDUUzlOf0vJEFkLFgIxZoWoQlcFOElyKCpxcslfwToFU40VTCWcAVdQY+c4On0GUASsxP9mMrpG8bOeFA5VrnlOXjxByIPkcA1ODqDrD3K3ekNk1r6YahGjg3GyJOk5XngXqGkQdu+LV6b/ra8dolr2cYdAJ+/1AMIGkdvWSzOiq8zNYEBFzS9KFVR9XP2sGJMfufMcJD+6yPh332V39qRuLp21auq5TbfTpqWUdUxClG/6OrH3O99Rg8ttjpX0JGXCS119ZgPrFbJq2bDUVWKmz79WWu5eBqHo+HMfY1f1ynJgjxzrlsc7Pll3+NHX7xNXVVYnf8t7TZX/iIxB1l2Xw00ZN0/DGG59lmn6Y7373u7z99ndN+yp85rOf43Ofe4Ob62t2ux3bzQYShHGibRrOz844OzvjS1/6MtvNlm98/WukRLEeDsPA02fP2O62jHt1I3OotcGLuc7EQEiRca9W5eBkTsnvvSUw0ex8xX0ldcQmaXxKjOy3CqJ8o+5ZfdsxESCgAv6USE4FI9cpcAle3fwyX1itVsrXYrSg8dY2jkS/1vT+jVcf93Fn25LVv2q7hv1+5OLyghAi3mlNp/1e1xGSuLm+ts86V09OVmptPekt5kiIIbK9uWGYArsh4HzD+YOGtjkjnZ5y8fwZ2+3A5eU10zTRWEbNx48e0LUt69Wa9XrNw4cP6Vcr1qenbLc7ttutgqgpWJkKYZpG0jZri5XHYcKPAihn7pQa9zmNEyEo39vc3FjJCEsUgdbK2m63XF1c8uL5C954801+4Ad+ACExTSPOQdt6ddurlA7qEpVrEEaIUu6jfM7WeEpcvHjG1eUlj5+8zn4/cHJ6Rt/37LY7TUe/3UCMrLsVq77j5GTNMO7Z77fsdlvGcaBvPV3jWPct3jvGEWJ0tI1Xy+Rux4sXz3nnnXf5gR/4Qb7ylR+A5C1VtmcjG1arFt84pjggAidWiqJtW80SOE3FWpB52W63JaXE2elZcWcLIfDs2TNOT09588032O12vPvuu2xubvj2d77D2flDHj1+nQS4toVxJDKxt7Iafd+rsPopIhFNonLX9/p6+P0dekD7If+eFXnp4NiigKWB5JRvMSuMY8EYdq7FQwUrQVBCHFJiCsmOz2DBI2li2O9NsTEZePK4poWmwcUA3rPf74qnQ4hB5aX6GUsmQCEDSoEDAJUtMIfq8yy4V+JbVqRHVU4RZ0e4HGGUk3576wuNUzJ7Twr4nAo8y5LmpudcovEgLtE25r7nU8n4rP2iGQ5jDFpqwqzXIkLfKE9pG4EkBqKE3ZQYQ6QJapXyURhJjAbggkRzftQcgU5SBWeMYiryKNm6JEK2Px1OHMtOl9OxpwwV7byYZbBsHzD5Jf/lvhRN5iDZV672NII5CUc1PsekBlAzVHiU/yYIxQqkkFD7ONE56Lwo72rUxTeEiBdhlyIjmrE2jHskOY1/M7dxMbSkvF0BVIqpyGyglsFgSaTUmjj33q1uvIPuCYjKNaFmoELWkAH1iimLw+myc67BSaR1kUagkaSo1dKXN5JoJNJIUMuzqCl2LiKbIDXWAp38qjXTe6akXptSgY3SqqTzOCbK7xpQmwr4q93KgANXqTr1dW2FgdtWmmPK2eXq+JXD3+dMUwf9HOcaQfnaGeDlTG4icc6CJWJIPptHnWk8KFlgBHBNQ4qK/kO2WuXxOgI3tTUpDy/VaGewULsL1v1QA78aSLzM3SzXVTo7P+P09Izz8wes1ytC0PTiObFCBi/HlsJ6w9IsZLdBW7EOWZ2oDC4lzS53GRgOw4Bz7qAgpYgcuHtmYbx+/pelcK/fH2eCPG5fPf7ZnTTfP8+DnCY9hFBcyuo5U9/zGOh/Wmiz2fDzv/BzPH70mMePH/Lmm59jv9uz3W2ByHZ7w9XVBZubDQ7UurTZkhJcXl3y4PwBP/ZjP1Y2n+12y+XlZUlicnl1xW6703gXURfOnFEI0NTfySwQxvucuXJ2bVvSy5OEq+tr9sNQYnEenp/rM2w35uq0U88wSXjX0K46TlbmMV4AsGovW98gCG3T6BZtloS+s7T52Nx2wna31zgUCwCXMEKKDLZ5u73WRtpsNog42qZTC49ZvyCqa5fXTGPeCaenJzQW06W8WIOAw/kZwxho9iOrXgGPxlU1EEf6rilp51NMNI3n9dde1zicRmt9DdPItInsLBX5MAxsd5qcom1bTk/W9Ct13d3udGxyPT91o1NwpsV2R66urthsNlrryfviDrzb7yCpa2+MgWG/I6VIH3qury75zre/TQgTrz15bDxlskx5A92ZPb93pBC4ubnQNL/GY9YnJ2UPnLIbMg4RT4yaeCHXLQGN4WqahjDq84pZI0LQlPKJVOJWnIvs9jekFNnu9og4zs4fkiQy3UzEBM57Lq+u+erXvw7J8eS115lCsvg+BaXq1qep5UkwDObSHKNaI5wzELsxV/aGzfYGP3jbI4Qkid1+x8/9+Z/DOcfJ2Qmv8RpjDKh3zmhKBEfb6xzyrfKwrm2Lcu7TQiJWFqPIMTksoA68P0RKZhB4CcDKStxDxbmWRHA4A1HJgIFzOldSErMuzQAqxgzcM7/PLqcKomJSwO/xECO7FHAOdhtUmPKepl/RdD0u9Ij37MwVVQtGKxiYEx6YSF7qL1XK0NxZIlaGgQKkaouIoIkOHNllL1uTJkS0+pOXRIvKLq1Tz8PW5JdGKAAru/MJ6vqcE254p4pS722d+SyYZ/c+s3YY/8DcgolxTlaQRnAe3670Cbyz7HFqkeqiMEYYojDExBgDQ0qEFJAUCDgckYRnQoGUfs71ssy2ZqDA5elznK7+oJerucShpG0mGYiz/S/bkNWzSxMjSXKI9ypQZ6twVhpD9ZeNIYdxfUUuTDmOSl9JCS+qROwbR2sWdE0OZ6nMG50LoxlKMOAcw4TPkCZlcJmTrZgXT5bbctuSxgvGYLIjld3T5bUp9x9EZewJsybidqsV1MwgSs9oTZvXEKskEkLfepwkXSzJULTDEj9kX0nrSJl9HnMwm97RBH3L6S9HyDu7MCSwTG8Z8d4WbHPdoyy85t9qYfwuS8rLgFTROMkcf3R8XBaM77JY1ALxsbUEcoKO3A92P9OiUy2UPFLOuWJpIs3ez670yfxcOY12bmO+R/58V18cA69j69kxgMhAIPdB27acrNecnZ1xsj6hX3XcXF8rYIoz8KqL1tZueLWVJ6UcvKlZxnKKdJFc9yBjT2Vu2Y0qA5jcttLX1u91dsY6GUU9LseWuGOr3F3pzHOh4rvSlNdAvG5jLIDrcN4d3/9l1r/7TsOw49vf/haf/exnOD074fXXnnB9fU2ME0Ji2G/ZbTdsbq5pvWfYax2kcRz53tvf4+GDh3zh818oa3kYBp4+fUrmUNvdlnEYjIfAqtTZUmFzNN/5FFTQzbmi2kbTkK9WK0LQmhjTqC6FXdeXeaxrPljNHUASMSQ67+i63tJQd+QSBfv9YMlSNBDXN3PspG88/XpdAH7mefth1BpJBp5OLB251rwCXGAYR/b7PU3TsupXppzKSoeo6cZbT9dp5sJcLykrrbQIprBar/FNQHLMoWjyj/VqxTTsDYABSd1gm6bh8eNHxZo+jqO54Y7EbSyufJvNhv0w8NqT1+gtSUhKcHl5yTAO7Pc741nqpti0jYGvLRcXF1xfXXF+fl6KbtfZVrumM8vtaOMR2e12PHv2lLPTM87Pz9hsNjjZc5Wixc85HeO2sQyD5u6Uk3L0fUmtPllxcNDY2wzY1LKsINyJ0FicQJgmJoHBMuOVQqMiiEuIy9bvieuNApwHjx4hSQhJk+g437LZbvnOd7/L6699jkcPn3Bys2UKkZuNWYK6jr5vWa9XaD27bYmVc6jHyDQNbDY3rFZrug6Gwcp7mLtfSprc5N2n73JycsKXvvwlxKnW/eLqmmfPL2jNOutbj/OCa/SZ1Q39E2YYv1wStQTnjTNb7Jw7BFEKMCzz7IGFyQwI2eKQEqBujvk7wBQtHqGFJEXD7pyFG5jSN+Q9016DuZPGzJdSJByAqERwajEdosaixzghBqK6EGkjNKYM0nIHI1NQpVIuHSNgsUwmxh5YpDKIqvtCCh6YhXoL3zDXLXV2U4uSk4AQ6FDXu84E/75RN7TO0mI3rrJMpVQSlIkpfygJChLOa2mGxme7Ta5BGmYFcJxIQZPgJK1GbYMawTemlFZXtITgvRCi0CRhjEITwU8JHwMSImPUZCsZYESbEznCKYpCKXW/rGKjslR2pJi+PR+rnxNFbsvKnPxjls4ME1Z/mtQhWarAfL7YXK3lx/qGNWSek5lIicMCMWWVlv3oGs1i2zgxrzIdR5xm0nWWel7jdaPFAIuBoQwRq2ep5ZU0t135rK6PkijFZLzZ4HI33QsQBTOIkgPVS/ZfpSB+TCjxTl3v1o3Dm+ahkUTvoG8cJ70vMVEpBFIAqQpigmX/0LtSS4vFJasCQ9k1LW8A4j0SNGVnNJOUcxRMnWuKHGv/c5IJoGzGdQa2uQ3p4PWYbkHMY+tORXelO8+WhhqU5HZk97J8fPYbBWaLm7iisQIdj5SSVhFPedFJ0SqVPjxun+SFBC7NgKNu1/HrbYtgKmnR67TgJZOe93R9z9n5OY8fP8Y3nhAil1eX7Hc7pqpOU3apOXTBS/YXS1KQAjy9aold1pa5vDkcgtS7Em10lia/9HOc3YxqS2LtTnfs2pj7JB/TdV3ph4NultlyV89BdbnZFYtY0zSs1xojlkBjHuQQXHOkBf40uvZlofQXfv7nWa9XfOUrX+Lm5oan7z5gt9OU8G987nM0b72lmv+YeO21J4Cw3ewQhJ/5mZ/h4YOH/PCP/DBN03B5ecnFxSXPnj3H+zyXNcCeGIiTmLCpSh0tfqmCSxh1vvb7PduNZj0b9ipk5+KD0U1MKfHs3XfUncLmV991pVbSaHt7/7Bn3a/YbDYM+z0XLy7Y74cixJ6u1SKTKhAdQmCz2VgNmJ5hHBj2exqn2seTtbr2Xby4NIXDAOJ4/cljvG9ouxVtpwBwP4zF4qrJTDThgMZNBTY31+p6k9SqdHZ6SgiR9Wpiv5+4ePGMcb9l2/cl8cnrrysQypt+iuqCe32jbn773d5SzHdmxZlUo9m3CjJTYLXqUO6pgtHDhw/KnN9utzx//ky1yjFydnLCuu9pK3fsEAKrvleeM+r1nzx5wunpKZ/73OdoW42JGoeBm+tLGt9werpmc7NGzLUvZztsWsfDR5oFbxwHFc9ijnnTwu7eo8VnnYb/j+OONPqiRSWlIvyGGEij2hea1umfa/F4pjgR9hNT0HjMR08eIOK43l4RYsJ1DsHjpGE/jWxevGA/Rp5dXPHs3afc3NzQtgHfJDY31ww7p26upDJHY9TUw9mzYrVakZIWDV+vVwpAJ03aM07aDnVNDbz79F3bYyERmeJI61uaTmuhxQCjKbl2g8bZfZpIBHxjythKwSb5s8x6exFvIsltpajKebXyMB9n+4+tb2JLSs4KRQfE3FSzMJuTIZFq0UetAbqvO3KihVIu1rT7uWj9OI4qcbqA+J6mS+pOJQ0Or25VSf/IlZLKs1eKUw7lmdITKWdvU/cwVYarK51LiYaASxHHZC55kb4ROi+05gq28kIjGIhKtD5qnKLVS3NW+0kTDeS4pomUQhHCxel7D5T4oiy8G1hxjEgaIYxM05yJ14kgMTKSQyQUSInvaJzD0+CdgShJNEEt81MEPwlTgsnSRASCKkvQUjwhR3Yls0iJI6amjJj2Y0nLyHGPi2gkSwlAOABVYIU1yxx1uKK0UaOEI4VoMXU1CKuoumV2882f03Gz7K0TR+Mcq7Zl1Xn6rik107RxGfBixg1wXsGOyqsRSU49M/KMz8A8JXsWy8QXqw4wcknlubZptAD4+yiK7weIyvA1fyxwNTMYnQyVXcIADTReEWqLN//JRNs4usabZUrDrkOiZBlRo9ZsesyNUOxaGR7rCWEHHiwOmQWZhGltXDro9Dxpji0Ex7/na9f3eGl3ycyAS49UIOkua1YWko7b9LLseWJovlgejrRBWdsQU+V9K2aRYXYlu+uZyqv9Y7abAzBwfOyxxeW4z7L1plhS7Lnq4rN9v2K1WhOixjnsdxo3sTftewYghwDt0IKnrgmHLnoZNCJUbiZy0MbjscqgNYOZlOrEHtU8OwLXx2N4fHz+O36O+t71NTMArduUzy9g0qsbTkrJNDSH4/JptERpkxMvXjxH5DEPHz7Quk5T5OLigmHYc35+xunJKTc3N0zjxPn5A5zzXLXXDPuB58+e48SxXq8Zx5H1es3VlcYArVa9MmGzKujtZn9rjbtJmjXI5liOR8tuhfv9wDCMnK5P6NoOjd2B7XaDGJN34tSqFJNuaEmYmJBkWRaT1pTbGzBcrdaWiloF8xDn2hwpRsIUCmCIUTPfzTFQHZ1p02PU9jaNKCDzTXFH1EQlmpVOMbdq4efrBsZhb3GjCejMoqSCxn4/st9tLXYsFst113WcrE+KxfT66roAv2nSArG5bEEBqxYPKSb8uKJVVDeP1aqn7zvOzx8gAi9ezPM7Z8lUnuSK619WkE2jWqBOT044Pzvj4YMH+EYLsU/jwDDsaU8azXLYt4Q4FVAt5hKzWvVMQRMzhGh1lez+gmpcG7tmMFfRLDxLmgsjZ4+ImGJxvxOLm03AZEWMY5oQJ3SrHhCurjeEmArfSsAYJna7iRgdu/3ExdUV2+2W8zPNwDjs90xOkEGL65btMmaFkfKDtm2s2O9cUy4ru8Zx1GyO/YqYItfX15r4p+vUvczGx/mctVFB8BRGCyD/tClussLtbqXgXZ/vBFEc7kcFRBkI81aIO8WGFEWtKEGTQlTClF1nblsGcfapaOl1X3MHv6ekHlRhimQtdzS3ZrEkCqUGY7Y02IEZQBmWK43I+2dtQBFMFjR5zaecDEKzsDUGLRRABbxE1k1D12gyAi+w9hiIUlewxgUDAhbfRCx8Obs0hlDHh1nCCdFEB9qw2dskqSaMmLSgeEhRLWTJxtLCGuKU984GScoL9ZntAZ0Ut96UVIaMEVzMjpBuToueNC29x+qbWga/mDwBiKnBckUzZ4yw2Lkyz8rXRvkYk38zuikgSIrMl/882YBQxVblCWJgvz6/3CYrCFIZ5TK3skq91IFqvMbOOlcdkSdFpYCo5nWMsSQQqVbP3I5kayxVbcphGGCWJ53H3mkc870HUYKaWGuB3IlT30un5kPt8GxGjkSB6IBWUePpuqdzsG5t0fhYUltGcSTfEINOJGeJJLK9PCtoZjPfPKHKxIrqWJ5T9rb9SvP632yJIbIftJipd3IgNBzHPeV4l5pJ5jo9NYCorRHapJcH89e/1QkM8vd13aC8idXn1laIA4tVTGUhpKDFIaeUgwsdzkOwrCrDfo7fISVa3xBdKsL3LTcwZleGrFcQmTeZY0tc7qO2bQ/SuufrZTek+hnyMevVisePHnFyogLks7efcn19xeXVVSle65wKwxpPoOnor6+vOTmJFohdCcQyJ+XIGj1xWdPUHIA4mIFcDW5qS9Vxwohc10mF1KaAwJx4oLYg5n7J4KpOJFJbrIZhKG59fd8fpjE3muv6YK5do1oenWNKc6KPDLbqefZpI+88D88fqKtn1/HO06cQNd7i/Oyc1recnZ2xWq05P38AQNd2CMK6P2GaAq+/Hjg9PYWUOD895df/yI/w6MEjuqbT1L6txv54LwyDjtOqX+Et1iOlxN6sLDkWbrfdMo6BGOD89AHdY02E0jYt293W4nXUdWoaBmX2sdV2dWvGaWS/3RNH9aZPIZGmxLpb0TUtr732Gm3Xzm6nLqeLTZysTjg9PSv7nfdei2uuV3Rdy4PzM3WXfvYMusSTJ4/xvqXtO0JMjEFLRYzjoNn4YtAMgXHi4oUGbu+2G1KKrHtNzkCMbMaR3fWNKaLU39+L0HpVho2TWoK/953v0LYtX/m1v5aTkxO61YrNzYarm2sQjSFKUOKbuqYt/KdtdJ94553vqf97nFRQCRMpNrTe8drjRzx6+ICLiwueP3tW+NHp6VkpgB1C4PLqknEYiNNI13W89uQxXd+rm9z1JRcXF8WJ4fHDhzw8P8XxOsOg4DilaGnUE9vtREowReNBZ10WXRmHnNgi0vpGCyK3rVooh5FnT58hIjw4f0DXN5w/PCfEiTGM0Ihm+kqBkAKb7TVTGNS90ns2wxbnPL7zpCmy2e7Z7Uaur3cIDUgL3mtiBy+4VjP+TVPES4+TxOZGwet+v6dpG85Oz+m6jvV6Rd9renyN88zze8/V1SXTNILkGEwFWLvdnilM7MeR9ekpDx4+BBH205brq0t2211Jaa98/dPFc5xzGu92pEwrGnwoni7F8yDdjiPJQmot+xbxT9Qd0zlPmBwxCFor3tH2kSSOdgy4EMyuojW+EpYue5pIIRJsb2qcCePS6t1N6PTicVbPLmfQW3UnrLoTzk4f0K9P2EfBNSv6/im7vSp1JIJ4V+Z3zBkrhRJfDahQkQumkvN+WZ0m1PLkSXQu0vpE77UsQt/AWe/pG0fvPd5FVt6sTXG02Bl1TZagGSbVJSyqQgt1rXVuYk4QldXrkOO3nBQXJt17iTRJCxM3NhYZPjYxC+aQreESEzLs9EvZM0V1ryQ5fBJOfAviOW3VqjQlLZQ8xokYNWuifp7l/0lhJPu0YkwdSSyzX5rIQXMigpeGJOqiqdw6F1g2uazymFGl9FRioRrvSwFyJ9lDzCHJEhmFGQROcdK2mYzdWIbZHDoRMpqydop4Vb4bEAdnFjuPb7zFpGbDBWAyWNO2tF3HsB9VjoxBBUrn8cmUZQlSCMQM0pmVPT657N+KWFiPR/DiaaWhKYWD7zmIAhvADPSzskJyHv5imjIGEmfYm0yo9frXNlLSm0sSPHM62Qkhxjk+p1hQ8j8HDC6/5gDO2/FDuVYQMAvNCVKaTYDHlpWXAZ7cB6Uv7rAs5N+K5aM6p+7Hu1z3jl3DagvCsZXn4PtUTZ9kmmGRYuaMzEBs7ju7J5Ccu/1bZXWaLy1zJr87tHDH93i/vqqF/Vw3yVtb9nu1QKlQpJv88fUUmMzZsupkDd7LQTtjzJrgonYhpcPEDvW1j5/rZd/XgOvYKnWXG+Bd97gLwGZQdye4rZ7/GNAfP0c9Lz9tlC0NXdcZCB9twxYr9rqyuKIZtOc0tauVWiQVFPUEq+OVY25OT07UlarRGinOMLLGk/TmYmpur85XYHdDCDfFfU8zSZ5yenJC2zaEGMxamaxmiGnMLOGEdybYRN3Ic7AsYFn3Ok5OTmjblv24M9cJUfecSetk9St1VYsp0hkwbztN8OCcswBsFSS6rrdacg2IWq2o5lRWEJJgnAbNwrfdQoqsLFtejr3b7wcgkQQa3+IbzeSWeZ0A282Wwe8Zh0HXdL8ixZytLcd9qmubMx5zILTFwM6AqM4BbI1r7Fff95yfn0NSK5PGJAWzVmlWwTBNVmNL3WJzRkNvrsD7/V7j6Jq2pIt3IqxXPW3jLG36HBM5K2pnV+aswMouejEEorkCtU3DNGjcnqYON2u2WW3GUZj2OSYDE5iyu1/E44iiQg8iiMXKjNPIfhzYbLe07Yq2a8o5IQWNlZFDxWLOIDrs9+QNWYSDvUaVQLHw0imn/HeaAVfT3wf2+x3DNLLd72n6Fmea+RiTeg5Y9jgkcVA+6VNCWfF2zJvreOW73LfzbzXd/qyCp6DxSOIcJGegyuNiTq6kCruEJkvIlym2CnEky2amvMUbiGogSRGInZgW35tNQATvNIFI23S0XU/X9fRTKO7D2dpw4Ptjlqj6W8GsOylaXSJLSY3lb7YEEo0kWgvfWLeOdedYtcJp6+gbzeamMVBqlYhjAJmIaUBTvU85AXxxERSZQAJIKDFIxWuptE8qoVrM1TAVsOcQKyJbQalUWfGyxScGtHZW7c3izWVOyz8k67YpqcWnmRLRwUQiJK0JFU3+mEhWiioUtz9VgKu1P8ehaZa/PO7zep5j05gNUClbF+3cbEE3AV0AnHpUuCQkJ9n+YEbGOWdABMSAZspWqiKrSLEQVcJ4JU3ljaRWncisdGh8SQJhvWt7WB4b8y9LlLTw2RIleYOy+VielZwDoJ6xd9P9AVFU4IkDPDP/lqR8P1eZhhSFMCWtKC9oNqJGC+x2zgENKQnjmAjRVZ2StbEZvWWdTi3YzMwuEBhtAwjmhy5OrVOdwmBl8pWWIgvecDtVdGnFSwTRWljNQrOgmY1EDn+vM9odg5a6wG9OMJAtICVuqHJPO47nOr4e2CZsr3kDqAXylwGe3MbshoRkg6BUSUUOASBQrChZqM2/Z8ta27ZFewJqSem6jgcPHvDw4UMePnzIbr/n6vqGi4tLNpubEmtR329+hvz8c60ZtdjJDJqqzSzGVOaRJi5pyzHZTSv3ZbYu5b7v+74Al3EcS7bAmvK1siVzvV6X/sj9UN+vzjBYx7yM43iQcj9bvkAzOzk4aEvTWlrRqs+PY7I+jeS95/GjJzx+/IRpmri4umS72XBx8YL16oSTk1OaVi083jU45xkHrXXU9z0pwX43ME2Bd9591xJPXDFYMgbvOySh6YBjKMW4t9sNYFZXp+43iKCB38IUIuIa+lXLw4ePefToEX3fWh0pTWowWt2dx48fqnJoSjS+Y706KZvExcVznj99XpIZPPnsZ+ktvgeBrtPU/cHc8vJWEcYR3zb0bYd3ntCtGPY7dsOW8XqDJA1md+IVeI4BEbUs4GaelF3hRBXqbDYbIgYineP8TN3ndtuNxYYmmrZh3a8Kbxt3W3abG87Ozunbjs3NNdvNxE//9E9z/uABv/k/91s0BXvT8Pbbb/POO+/Qto2Bo4hzgQfnZ6xXK54+fYftbks0a+rDhw+JMfHi+VMAnr7zNm+88Sa//kd/jNOTE958402++ou/yLe+/W36rkcQxsGKzq5WllxBgeAwDKT9Xq1Aw4AAXduwXq/Ybq+Zxj2vvfYaZ2cP8I2zFPhPNW5RNFbm4cMHyr8MuCm/MC1u4+k6rTEUwsR2e80wjHRtQ79a8fpnXgOnbj7XN1cMzyd1HWscMml2v4ePH6lglvdY7wq/3U8TT58+Y5wiU0ycrlpee/0Jwz6w2V1ycfmc7XbLlz//Wc5PVrROM7qtV2v6vufRw0dWp+uhCjZetH7a9Q3r9Zq2bUsCEuc9nfecnZ2hLpIjKWl217P1itc/9znGaeT586f0q74UTX786AHjoJbA/W5X4sY+LZTXxPFeWP9+13u47ZUBs5BqP4CBKPENIppcokmOlBy+Cex3CbE16yaNb8LqIIUwEsLA5Kxwdd/jnMeJ8aQpy0UGDUTUJXeUElLifUvrNZlN13asup5pDPRtS9e0NM4bODIhOmkiCywGMBcJdiJFgHfTgEuaLEcEvGgcY+sirRdOesfZuuXhWc9J7zjpHEw7JA54GdQBLu0hBbzbIykizWj1j+ZMfDkbXxS1KOW9fsp7aPamATRFeK7BZc8UEhI1ZsiTQWEDliXROUfTNer26PIebYVlrR6lr+Q5LwFNaKFANquRYuNISYvuxiRMKdnnxBCFMcHT3QhDINASk4M0GXBTuKhymiovUkzEKTGrqXKWUJuHBdCrlQjnLbW5VxlXBBGzGDZahDeGXO/O5Ebz/lKJ3QCOCInGhHwthBtBX5MmOZliYBgnnCS61tGIAbSYzHomCuDalrZf0/QTvhtIKajMFhMuBkLUuD01eInFc6eiONDHMEMHqQBrQci2mrsyHdZ0b0AUzFrLAqTMEpJRb8HzknGqaiZIYouyfMxPb9eczXcpzchSJ082aVG+LW2xzwcCtlliivbe/Cc18Fd0oRpwvotR3mUpeBkDvet4yJ1wSAVkyWESg7uu9zKrxV3fHbfh2Hp1bMU6FqzvAo0ZRKk7n1ogi2Hx9qMdtCE/X+2uWFvbjusqZWtD0zTcbLaqzR6GAmrUbH9cJyse/Ol3sw/63VRbog774xh43GUZrPu3jpOqr3NXvax8fga+dfzB8XVrM30+Lh9b2omuu7sAUt2/xyD3U0ciNE1H26gLoxfVd4ZgW444YkxMaULweD9nZnQyA3iAGCd2uz2bzWbegKcRQUF4SoFGGlMYRFJSa6ZuauYWmZTRJbSfvbkqNG1bEgt0JUZH58hqtTZgFWl8R9+tisbpkguG/WhCghb6zS6cxFTcKlJWDZKs3YGm+Obr5cI0MewH0mSuMCRbg7MQoooDb3WW5qyQoHPFO0f8/1P3J7+WZFuaH/bbjTWnu/e6e3Qv/DWZlYViFbOKIidilkoCCIlzzTgTJEAAxwI0EKG/gCMBmhLQQAI0kAAJkKaCAA1EihJIscBUVlZWMpOZr43w8OY25xxrdqfBWtuO3RMeL6uYLxMvLHDjuh8/x47ZNrO917e+b33LWIxXFtu6S3bXWJFl+Ia2aZbWAyEGDWR21NYT2VrmaWYaR0IISw3Wdrul7/ulHkcYEalDsU5ykXLvx0UOZoxkhHMuZGVDpnGkbVu6tqPrOrq2U6ZsknqlIg2KQWoqcskqqdU+MSUvkhfvpEi/sk85NxdwyeWZlustSYoQw1KLZo3Bae0aQJhnolV3QDXN8E6soq2zON/SpY5u0+nzmZf5RPqPrVQKmplNmiQKIVIwNG0jP94zDhPDeBZJj5X6se12i8lin973PSAy4MraYsyy7+fJFrPMU8YY2lYBRZBgrQBe61ZzyeQpLfdto0wfFEyA3Pjv3bwj96MmcNfz8urvcmm+Pe9+bG39GIiqY4yp9c26zpjyzD24xkKSyIHaMNYayM7ivSQqJa4yUKqlvpYYaNwkwSeLBEviICfsqDKkz9Y4NMldFiQlLI/OM3ZhfWQ+cpood6Vouxoxh+i8pfVGgZNj21o2jaXzOk5J6qYMUqsEEUPCmIw1K1MIClLfVO/R6i5Xe49mvZcruJCTvUj9zHIqS7xZexRpX4E6LiKLl5OUebP6sV4MEjQcEnkhBVukbW69ts6w2L1nDE3Rea0YfLHM2dJHw5whFoEaudQmynp+Kt+sUbCpwdezO+ty35kazOq1XwW3ygjr/ZalvteCujTLv0mdV2W2VjGe7qOeT+WLchGWzWZRe6RcSFkvUxI2XJRDFuO8OEc6h/Ue1zSkyALcckHctA1Ym4WdvXq+6kjI/bnCGKWsbtPr+qrn228NiLJlwZdyYgVqH4HLbVOqSgFrtHisSCokx0x2ECXBQkKkOVEpO6vAyy6jxCUrUu0NrTr+mFq7Up3ZMskkudGzSEXkJqqBgj68C7WrP+Yi0VgWslXQvA6q5Wufy7Y+SuvrJJTUx7/WM62ZqGuJ2MeYoOsAfb1dgy249JKqlqhm9d71567P52NbZUZ806jLmEyb1XZ10c3m5zU465/KDtVjrLVCa5Zts9lwd3fHRptCnk5n3r19z/H8pMzcZXFbs1qjBmjTNOOcp+sku/HrZHN1q9fDmBVrl6oMi+VY27ZdpGRLcK7X/HA4LJ+pgKcG7HV8pSP8TNeJPKzuq9bdre3SK3iqwOd0OjEMw2Iu0HWdjL9+R9Dj7vuOgtSasDqX9TjXWrvv22aNpbEt41kCQmc8je3o2w0WTwiZcTiJdKyVpsy+abDGMJaRFDPHpyeMMfR9p41Za3+vwOkoge5+t6VrW4otYGWRdc7Sb3ZY52nahpQSwzDKgmIcvulEfuqlFqGy3S/uXkCRuiKK9IQyxmJaS8mGcZxU/pQ4PZ0ZThNtJ1ax4zQJe67Xbp6nRVIBUp8wnEceHh6XuarvN3Rty4f39wzDmfPxCUrmB8pq5aQtIbzBec92u5PnwsocFmvtSoHSS01WTWjVADuEgvctLz59qY3ODe/fveX9229kwTWIYYMzvHj5glIKc0w45/nZz37G4XDgJz/5yTK33t9/4M2br+j7ns2mR5r5BjZdizPw9PQkwGeWPknb7WZxtzseH/kv/8t/yqevPuXzz3/A3e0dh/0Nf/bnf85Xb75aDDk+/+xTmqaRPmLDma+//gprta+V9+y2vQILPV/g/bu3WGv5vd/7PZqm5XQ68nR84quvvpZ7aNszh5nj8bjMcXd3dxz2e86nM9M08/DwKK0ydD7cbbdYZ/jm7Ru2+x2ff/kFbe/Z3+75cP+eDx8+yD1rW8neLhlGmb9iinz4cC9SSmPYbXd88smnWOeAyOPjO77+6g1ffPYZt59+yg9f/4Cb/Y7x+ERJmU9ffvoseTWNk0oHxWq7aTtygXkOAkrbjqTArs7JN7quzDGgQn1iTnQpst8fuDkclvllmiZKKez3e7XJ/z5tWgO2modrULpODtegDa7W1vr3j821BkrRCEnQFTX7fEniSTLnsjMB3m3T4F2P96Z2clnijnkMpJA4nydpt5DXwE/aJAiJUzQxYhd1RNs2tFEYKGfEojpbVCZXyIitP6W67dXgFYzW8fQ240rGE7EFNs7RNo7bQ0/fOm52La3LdE3BmYAricZHnIccEiXPJGYKCWsihox1WglUxBY7hiCS0hyXJFBNlhZla6phSnV1zhl1o4wU1dwtkatxOoZuSQ4Zp7XfBkCYt9rP6Bmopa6xUpuW4yyxsBMg5qy4+VpVLxjtCWaMIeKJtNjGsgmWMUJIhWEUE605qnSQhDEOZ2vCwxBSYY4CGo3KZU0NtI1Ifq0p4Kwci/csbYIqWinimJiTJNeKkVojb2X8UpIeYdmoGUm92RAGKmG0PxwQRCExBWltMKdCJBHmgZQz4xzExGizxbsG33a0W9jjOJoTmZE0RY3dE5Clhr8UnLNrmEhdX20xVBam5EIxslZSKoj+7if7twJEVeRXdZlmYYjQWQVq5vD5Vi57qCzBCj3mbMhmNfmUldRu+b8yCKU+LPJ6zeTVeqhvHXPN6liL1RlgjWotz9mA72Ie1rKw9Xu/i4UyC3q/MCjPjucKKP3LNEN9LmO7vPbse/W6aKJrGUSzvLdmVeR3tTc3zwa8UuLV3VCv9TorVy/n1fjVc7w+3muWqr5WQUoFFyEE6akT5oVKr25Jdb+Vpan9oi5s1YWBMoZvHc+z68mlv9I1u/VdY1tBVGUO1/fKGvzU67o+3xpw1ex43VcFvesxq+9fg6r1vRLLham6MAmXTNX1WNf9fR9BVCkQgmRYY4ycTgMhzIA0jd1sNro4mOWe2DkvCwlyr6aUwEAIThvA+sWMIcwTMQb6TorsNTEnAmKjxiTOY62XRLJR2YS9NHUVpkDYIUnVS9CyNJKe5XhTNpQsi3tKkRAjwzCK2YqV2qIYFCDPAhqlYWzBeS9sujXkpbmrIZvL3LfIy5I4TclxyzlnMiUZqbHIRepmUiFm7XGk80WMiVR7IsHCgElCRl3FuCxc1ggws97RNB7v3BIkFs3uTuOI917lr5nDYc80Dcs9HuYZ2zXgpc2BOOdZTK4sjTjISVJK5tN5mjidTiLr3Gxp255tv2HcbpF+O9KPSc5JxqQ67i129qj5jrOyeBvDHOIyDs4l9vsdGHh4eJC6J81uV6lt0zQLULCrOaGUvAQttX2DOJ0n5nnCOEvTNmw2Gz0+GfMQg7i16bMaUyLHInXD1rHtN/RtKz1YSqGkSOMsu03Hpmvp2oYYZsZBau6stQsTFcOlrQQ6J9jkMKYmfnTesmCoRksqMdb5Zp6D3CtOavz6rscaR4oZp6YgUivilwbX37ctJqlvu57r6+86H2eNeUxFKzq9Lr0WFXgtwYyRlbeUFTOCpeRMTJGYEiGFxSJeQEPSkCjjXEPXNfhGrKRlK5hsiCYSQkbq2io+k3S3tXaJz2qtjCimJMCurZKsKaLQqU53qNmDMkHr7L+AMjGQcCbjLWyUcd1tGlpv2faO1lsam3G2YNWZz5n1d6QlfqvGCpf0tjIeuRCTsL4xZbyTup5Kl5RyGW+M2MfDxYluuQlrGcnyY5afUuOS+v4Kmp8ph8RIB31PIZMK1HB/ScwvTcEkGSfMirAyYvRQ6BpLsg7rBESVZAgYkdeVQlF5n9gnaO3+iv2rAHuxyF6dl7k6r/UjWLG79Om9yOUkEXYZ9yWANGY1llWiqB4PWY4j5kJM8mMLTCkSUuY0jDjvycbTtgbrW4x1uKbF+RnrIslmMZPQuNOWshzj+tLJQ0ANX+Uc9A8pC/Arf0Xd928FiCoC+xc8Dzq8etalIJlcZabs8u+FZ/fuKnDNOZNKYc51EdLAXb4RAUo6oRV94LLaqlrR/FbTgesC/2XSg8VG2OiE4pSFWEAUl0B3XQtTz3stp/p1IOr6GOrMei3rAr51nNc1MstkrRP5df3SwkJpNkaLgDBot4claC6LsUS9KyvYwlq12K3HycJi1YI9Wwv71Ia3ILrkQlm8+6/HoV7bykSt3ejqeTWNOKsdDgf2+z0hBD7c33M6nxinURy56pitGqmJrCUsphPjOEpfmsu0SZVurmua6kS4vk4rc5+lALtuazanskoX0wpH3/fP7oP1tWma5tl9VGujam+n+l0VCK1r2mpfqnEcv8Xi1TEVJmVemDz0+tQxrnKc+lmRUH3/Kr1TSjw8HHHOMgwDb968oW1b9rst+/0Nr7/8cmHsfvrTn/L4+CRW452wd9HJYpRTZhonca+7uWHTb9hut8zTyDxNEpg6y4PWS4UYsUakeNaJSS/G4puE9wHve5yVxTqmzDSLdbcB7bFUGI5PlCI1RJLpF208xjHNkzQJPp8Yzmc2UfozWWtoGi91W2FmGE8YDJvtVpq/9htKEpbdWYt3Hm+9uCoVATeNb/HOse13NE3DeRzkmTaBnDLeCasWkmYBS9bnA54eHheb9VIKfd/TOM92uwUvQUEMgWk4UkrhsN+yP9yw24lDom8aZu3L59uWXOB0OhLCzM8bx/6w5/PPPmcOE+2bjmE483B/5pNPXtG2e62VKnR9Q9J+XcYadluRRAqAmjmfzrx/95Z3b9/yO7/zd/jyyy95/foHfPrpJ7x9+w3TNHJ//4FSCuM4UCjsd3sFUdoaIM6YrqVtPdt+Q9e0TLOM0ePjPU3T8MMf/0gNFgzH45Fv3r+j6zpevHixZPOnaWIYBpx3bBtpwpxT5unhHhBTE+8dxUEm8c3br9jvD7x8+YrPPv2UL7/8Ad+8ecPjw4PWWmWs9xQK03kgpUzfbNl2huauIadEGIWhLCXzyd2ez1/d0jgxLHnzy19QcuHzTz9ju9my3wlj/ubxjc6XE13fs93sJJM8T9T8mrFiciDzh8ybKSXuHx+YZ2Hgag1r1/fc3txxHgbuPzyx3+1ou5au2WBpeHi4F4D+PdpyzpyHcZmbq7KgynNlLdJ5dBXHAEsAuwAuY1d/5xK0cwFRKQVyNpxPM2GOnM4n5jlwHqZF1to0DmsT223Dfr/lcLhht9suhkv39pFpCoAnxSSuobpO2AxQjT+UiXJoXzP57TxYmzAmYUrA5Ll2NtJA/WIvjppJmFKwJWLJdI2hd4bP7vb0XcPL2z1C6gQoiRwHnIINb6F1kGMgZalLLTlc7hOVHiYgZ6PNuAvTpInTlGm8xftLPJmLAh2nNWadJA1MKFoTH5F+WpcIvOb8s66XiyOcPghiWKAMvl5D6XlqFIFI8C8h1MUgXu6LSElGQYYkg4w1FOfI1oK17PqO3raEJC5+j7ZhnuFDnggpM+cszn0WCh5rGpE4KqCtie6y3Fdij10MFP2OYu3S+reSDVmbKmftqZhzXmKgQiHW+M3U5LrEfKkUFVuKgUbMMrYmwzhLXZmfJC5/nAamOXD/eMI1Dfs5cdjv8W2PcZ5m09BMiZQgaqPoqsgRpslgFjv2SyKm4qkqesxZAGsuIgH9q8yzfitA1IJJ64RbGalSaopiAVhG2YvFPcNKv6ia6bI2y9+NMh3VhAHZz+U7L0WMeUkCVJBRJ7HVMa6zQMvPSu96fU71PTwHAPX3xxim67+v65y+9Xvdzny1fUyat858XTM29TMfY6OojEWSLPPVF13eX66+twI4U/uUrK5n/fjHDt4g5iGojeiqUL0e53cxM/Vca6PQ7XarAEiAxfl8XuzMqyzS2EvmuI5JKc9roa7HxFwtaEbvs+UE6vUxl+tVQfT6+q/d/ta27JU1q5ndj5mEAAuYuciiwnKutYnzGlzXv68bCdfjWFvsV0BVwbdRoHl9T13/fO+2AiFEhnNQS3nJ5OYs1tLn80DTSOPYDx/uyTnTth3eeZGxGCkUT0ksVb0TiWbTNktT2bZt2PQ9jfcM00wIiXGayaXg/BPWOVKRiX6a58WmX24oyzwHZU0TlCw2rxRxQysZG8QtMEZNLRnHPM/Mej19c2kQu1xjZ2lpyLnDGDFA8OokVx1FvRaHO3XWMghz1KgbnfeNBvqtPC9c5L4pJeZpXpzVmrZZZDC1ZqKUvDhW1RqqegflLJnpWu9jawPFpB3pYcke1n87nU6UkhdWqu875mkUhkdluMJKeyiaUMpZwVPNhWpG2CkTaJxalh/xvmGz6dnvd9r7qCYp5Jz6Tbdk32MMzLNISHJKpBiISKbZOscUZA46n04YY3jx4gVN2zLME9baJUnivZdEkbWyn3JZ/24ONzhr6Tthn6c0kciEkhgHx/GpYX84sN1s2G625JiZhpmQIynI/NE1PcWX5Twa56SmwdQkT6axhsbXGg8JMimXxFidm2qdV51D6hw0adsLgO1uJ006lYGqrEiIUpMm96AYE0idnzSbnqZA4wPCrAgbZcxvRdjyr7TlIs6UcwgCVpXNXJQH7pKYq4vj4sirNQi1vYbVmOOZqkWoqQWPpGhIGe01F8X9cI6LO2WMEe8tMUzSL6nit3Kpu41RJMmVFruoDyS49jgJ6HNWEwSozWhNretBa4tKgtrAVtkpkNqgsiRpBVw1tkiPp9bQN5a+M/SdoWkK1iJJ3SzgzGoLnOqilnMiVQVJvrBJpcr0UEvwbElFuk1hrIA9K4YRy2pf41CrCgHjZBx8waaMbRS0ZiPsnFUgoc+LAe0bhdaAX4BvjXGLGiVgtEbUChO7sHuX6FjPZaGF9LddaAVjjB696KydgW3r8aYwzZ45ZQgCJOeSkVo3syQ6Lpsem1mxSbAcR9ZrlbWetKSkIErBVCoXtriyO0sZ2WKMrjVbF+B/YQpl6KMyhSGJBFKs4OX1nBLTHGnmyDhHMSozTlQK1qGaRDDVhXKVzF85FKJsm9y1CiGLnGnJck+Lwc/H4234LQFRstXLZJYHbX3gFn1YjBTgeURr6xw4Z3De4i04b3AKpJwFr3RxTREU0MUPwCl1WguN9UieBc0fCRgNWC3o9f4im6pDbbgE0esA81sg5dds14H6epEqRXpSr4PkdV0PXIwm6vdW1ma9//Xv+tlngK+UxW3lWqe9AIz8bWnYGkAtrn2sbtwKJpZHZsVgmYu87Pr7ahYMLgtMZWUqONhut2w2G16+fLk41w3DwIcP4jBVJVgCXtzC1tR9ppQXa+PnUs6VfNPJjxTOXkCU3BrqS+ouY1H3sa4lEgmLMD7b7XY5jhgjT09Py/lej0HtIbXZbJb91GtXnfbWoGptUlENNSpYKuViU2yMWSSBtb5sDkF7rT2/V9ay1O+tnA8Yh5l3794LmGhbrHHkXHh6OpPzN/zd3/s7/OAHXzBNgc1mS6cF7t47ko8c9gdh79TxUNzKWgFRmx7nHLc3N3Rdx+PxxHkYub9/ZJwm7h9PgNGMplrYek/bdcvC+HQcmOeJECZKSvr9ZglApMDZYmiRG84TwsQ0T3gvfWlinJVdleu6329xzrLZSoKhShC7rtfr6mmblrbtGIdRGuYiSZt+I3UtfddJrU3tiVbnawWmp5XBxk5ZBKv9uDASOHgs3jq89Ys1uymIex5ot3hZC1LSuoWiBHWRoM47Ty6FDx/ec/9g+frNG/qu43DYMwwnqrNmjIEXL27plWlMKTKrUcQwDBQSzjU4Z2i7ZnFnjDHy9ddf8/r162cA6sP7D2o0MeO84+72ZmG1h+FMSmLAEeYRUiLYicPhBt800mNKJVXb3Y7f/b2/I8dgJAFS54QKqEqW2rvKara+4fXrL6Vv1TwzzRNPDw/EnAglEuaJ0/GJH/7wR7x68ZIXt3fsN3uOjyfOx4EpSJ3Fy5cvMcYwjgNooCu1Dh3zPDGOidZBY7R+Bdjstjjraby4VsZZmg3f3d4RYuQ8nBmnkdPpyPF4lGbIWTrC9JuNgm+dk49H5hDE4dEYcWDsevb7G3H2ezpzPo+M44gplhgyfddhjMe7TgHw92dLMfHh/n6Zn+s6BiyKhvos1rl1bZK0nmuvf1/WemEpcoEQMykWTkcBUU/HI/MUeHo4LmoDo2Dm6XHH48M9L17cLfVmAoY1SC41IV1jJ6eAoOCKAAXfGJwDMUyQJIKYOUQskZJncp41NkCf7SxunyaSSdqzybDx0DjL7d6xaS2HnaFtCl0rdU0lzWQixonhibRbAUqR+W6elsSTAAxAWaVMImXDnDM5W7JxGAfeybnJYr6KVowwUcZacGooYwvGQ3HKxCWVD2ZR0qTFHj1TshhCeCvX1jdVIq99N1MA67DFLnLgaiS0gBbkI9XFmGpaockerFeQZwSoalLCWKn7jdFjbGYKCTdEpghhkkRSzJlcLAY5rnV/rMpIidnUUukvz3TJpGqCkzI5JpWDXwzenuMOOW6rcvilV1Upy7y+1qIVYEqFEhM+SjI3ZvkJBYiZNE5k63HtQOsbWt+SMODreCQFbWWRFKayikNXcUsukCiLlE/yBvLO7wUTBdrWQp9USarUIFp/NFgV6rPQugZnC94XnC2XOjXNyAgLJK409aGohgVLfycDFHkAc4XdC4B7ziTU91c4sOhluYCcmkWtIKJ2jF+zJTXLX/e/BkCCIZ7XAC3/ro1vy6oubB1or4Pp9efX0kH4OED5GKBaS/RgiZE+un2MkVgDxppnlivykb2YyzcYLiyZtXYZk7rPtTvc+nsqq9O27eLIB1KMXH+kJiroZGU1A3M91pLxK8WRkluNzbfP9fk5V2nm8/fV+obKMK1BYD2Hdd+mb42duTCHFRzVa14NNtbXeC3Tu9RRPB/zNaj7GKO31GJptl4ei1Ux9GpbN/79Pm0ynuq0pouT5MecAIHTwNdfvxFXuly42R8WEHo6HaUx6HiRxhhjGIaBcRp5enqSBVMlS9vNVqRUzooWP2XGcQIj0hJjDVZrpLquX5jLtXyn2MrOOPquwRiIKUotVHKkJI17pcbB41x1yJOmqZLkqey6WpArO2LNJQirwds0TSoJHChJmmd71whw0cLqJUFSsp6XBMyVVTDG0PUdjdc+M14d3XQRNHXCLmCMHOum3yzBl/e+5l0xBpquk4DGS/ZYpqhCm1utAxtkjdC0emWi65zovMNnsUCfBmmOvt1uJBAKGWMdm+7S96kYKTB+vH9gPA/Lc+as1RqhlioTl+DHEZzDWRnDnBLJRpz21CrlUqMaQmA4n3n37h1ZkyK5FManR2XF7GJUUr9zcdZc1W7mLC5+jfe0viFr9nYcRh7vH+i7Ddtuw8vbF3gcp6cTMSXmQYJosjgrNr6hkMkp0FiL3/R0raf1TgMLaPwOazwhilnE+/cfaJqGw42AyP3+gDGWYZyWeTyESIxinGKtw9iJUjKn05mUk96DWhyforYJiExTYJ4jKRYeHo4YjkvT481m9y9V6/vbt2ktmCbZ6ronUjitg/MiHbPGLBbblb2o8q4q/XM1yVrnf2VypPkpFFtdM+3S11HmPamfy0kSDMenR755Y9huN/R9z83hQN91bDZbmUtsC0jdJbBy9DO6LlRnOTUmMAWD9FuiREqJWKP1S8ocNU4hgiZYM4XGSTPXw6ahayz7DXS+4GwEEjFmAWDIvnxjtb9TIVUFSSmaEriAENkqiLIU46T2CanNsgrsKnUijn6VRql8miWpSgajIEuZjjXYUdXYBXQ2ahphjSqlVIKpEsBq1nFRvVxqg+p8XeuPKq9nrFO7cS9SPieASXqF1bMX1q+oI/u2b/E+k4zHhcyUMyWBmev1utRFffu/y6vq6E5OkgiQJHpV1pQlIXixs78koUHt0JUlqnbmFUDp5K0KtHJhAK2XWklNUVtNns0x4UPkPE7kVhLYedlfHcPLt9dn5MK81VhPwWO+rJEFqAKcxGpHH9l+O0CUkY7Iy1HXF9GH1V50pN4ZvIW+c3gHjQ3i7mITteNwbc5bb+RLcFplaUrL1psduzxuNWCU7zZ6c2qwYdVjXgGGJEQvskL9kgsLo71g1gFqfVjku+UzUl+1+s6PACmkhnAJqOv716YENcheFvtVvdB6X+ug92NyrAVAXZIxz1iksjqPuo+6qF33XfrIpf74DcAFZNXg7CJTuADGy/g9Bxc554XV2WxkMRhHaapbf6ZJalJK8fjVnW8UuNfr6LyXYFAB7zNQUsFWtWivw6LZp6zXvy52NRi+brT4MRB1DRDX12vNXtWM9Xq/67G21i627ms27GOs3vr169qm9TVcj/v6feuM6vdpqyCq77fCWATRtxtjCXNkHGamYeSX/pf83u/9Li/uXvDNN98wzoFvvnkr4LUmfpBFpV6faRwXi995Dtzc3BBTXNy5kjr4AYgbX0PXtPimod9sL/ejd5hgcc5TbMY3Da13GrRKDU9OhXkujOPENI14L8GYdcrYe6lJSkmb2eo13PZblQfZJditVsMxRlKceHx45Ph0pKRM61sa3+Jcc6mDqHLBWCSrGSMg9tVtWxsVV8ZSDAH6Tur95vMkQCAEJLj02MbQOIOUQofLAqjjvN3taNoW17ZgDCFUm2I4no7c33+g2owXYKt1gvM8AeIm1pZGNPg6T90eDsSYeLx/wjtP03QaOFoJdAu8e/uWeZ6lXqfr2O22NN5J7ZMRLtAbS+s9wYu9cwjynNYxbbuOQqFpLM4ZjtpqIf3yl3R9z92LF1IbdDpd8ng6D4sxlqPkRCpS72GUuYpJ+oC5xrHZbRinmePxzHA88bZ8w+svf8j+Zsfnrz7jsDnw1r4TZv79B3LO9L2Yd/S+JabAGEfa1tF3LZu+oW0uE6VvDpTiePv2gWmceTo+SdJqs2Gz2XB7dwvG8PD0JPdVhnkKjNozqjpHpizSNmPFidQ5B9Ywh8DT05EYCymy1Fnc34uK4OXLl+x2ez79e59LcuB7tpki7GmxBecu47o2B6p9EGvSbQ2ioK4JV+695sKepFwwOeOzABzvHTlzMSEphRil6fQ0jQynE6fTkdPpaTGF+OGXr7m9veX169dstzv6bqfATlzZvNPmzjUwSMLOWFvEnttkjM0YkyglQAlYNYHwruCsoVn8KzQ4N4VNK8mJF7dbtpuGfTPjTYQoJjhhFsDZtMKEeeuE7Skyf6cQhIlbQBRoCkYhhfw5m0JxDcYWYaEQuW1OUgsmphQXFrBghTXJKsVbsuz5AjKUkS+mSHhpZSxdq9fKCZBy3ulRyLycU1zARpWNVdOLXFkT4xRICfgoyjxl22CtJzt/iUvUwMMZiaaMFWdE4zpCBtNkmjkxxokSMjYKc8UCA1d1UcurwudVMBWTPJtziEtgmBcwpe1gclaAtX4CMhkpvyn2Yme+sENWHPTqVbPOY53D+EaVPx5vpO1DjlGUMtOMcWdKkUQTVelTVuN3ScVJHGM0cafKi7w48l3OvlDbjkjd1q/bfjtAFIViEtWL3i09Dy6LiQVcMXgDjRW6t3HQeoczmcYkHJmSg7iDFH2YlmzJBVfnklY1RYJCywo0AGDM0uCy9oKS7BpIFy75c2WejBy9MCdGbCgrsyFg7AKOqn1k7RHzDLVb8I0s4m7d9DattcM8Q/nr+plLRuN5Pc/HzCq+K2i+BPHKjFmnfv+XW/IyTJd9fet7K+BTwFmvy3p6W6YkHcM6lqs7Qz67GDbky76NkSyzHrtR6/CmkQVWWIMT0zgupgkpJry1kC/nbvRes0acqpqmlWud8mJ5mjRIzrks2RfpV6AnUrXXWp6YyqVfUx3bOl7r65Rz5qT1EdUso16Xa0lm3Z9bAP3z1+tnrpmMte27c25hsyq4qu+rUsG1K6ExMjlFnRSdSiC9E1e3+pnv2xZj4pt39zjtnRNjkqamU7Pcl5zEjso1LYfDozi5Gc8cZAGRGg9lDVJimILYZWeVfWK5fzpynrTGLUaRLBgLiNTAN56m8XRtK+McZpVFiM1v23hc2whhk2ZSToQw472j6zuVzz1RSqbv/FITOM8T8zxx2O/o+o6cO3JOHI9H6kTX1L48OROiBCNljAvLEVLB+pZtt9cgT5pwjiFRQlLNvDzTMUbGeRS2JBc2fabvWWqihvMsDEiSQNL7Bt90dDs59/5wCyVR4oSzmcZmZmVi8nJ/OTAe76Vuxppa31hw+wPdj8VBbp4naD2UjcofIYfA+fFJrkFK5CjX5HQ64Zzjxcs7teKVTH0IYgDSNBZjMqVEYpwwZHIOgEhhZanKTDOczpk5TOoAeklulVw4nU+EFOm7XuY6K3Uyp9OJ0/nMh/t7NWLQOS4V+l4Z9ZwhZ04nkcfNcUJEdhFsFpkkhXGYCDFBMaQohifv371nGmYospY1bSMNVduWUgr7/XaRJBuTVK7X0vcdkAnxkssd5pGSDcU4bNNSjGOcEz/9xa/YbreMMRNipN3sMcczIRuafovvNsQCp2EkpEh1OTTGyDnnzDSLvHKeA951NE2/1FVUlk8y95FhOIuL4/dos9ax3+6FNbrKFTvtZ9a13QVEWcM0jlJkrwnfqqC5ON9qrIGyplTDg0KYRc7nTUuYE3kGZ0eO7YkUk8jAshHTidOJ9+/fE0Mg50jbtOSSefnqlVh0G49znrYBU2rNlkjYbAFjhfqK48z5KRPDI+enR8bzmTI+YsOJrYkkl2i89NzrWgFA0rNOZNSb3tG3jl1n6JuCJWJKpG28SgCrC12tf9LYIheRkKkjodSyrGKsBWhqfUsBr/JhA5f+VPo5MSi7JHCXpHYNEZckc1n2YZQlqU+L13Wh9V5bBtQka5D6HSusUnVDrGZ4Mp9KywWZX80lcV1vGYnwwUgsa7KwVdmYpUcdWXoqWY01G2uwzpAQADruCnaMzCEzhkwOMy4VfC64DK72ZspQkhhkpKJjZpTRY3UvG2U5SlamTsBXWsXWxiC9npTmqXGtyRX4XeI/Ywyd97SNp3ViEy89WjPeOLHKT0Xq9dMlcVaKjp+B4hZykWSFcSvG6LNSr5fG/1nuxdo2S/IDVTH2Uf3Usv32gCgrFOpigVpNGyT6xhVwRQ7YGUNjDa2DzsuD5ZEMDFkDloLKYPRhraOpzdJqN/g1w7Ge3eTBcUtQWl+tN0RZUXz1IZJ9V6ByXUh4cdWpzGWdFKvtaSkFi0h2asArzjFaVF0Lq3nOElSZxzVrcM0erOWB11K/5+OwnK4cb65n+ZGtslzWPnvYc5HrIc3eLjf3kgnQz65JMKmfXQG9wjKhfNd5pbV8EWQh0n40MQSG04lpmmSBSFHBqF/SLDJ5mYVVsNaK5r9ofYY1S93XxalxfSyXTPlyP6m0oFAWqcpluMyzc0gpcT6fr8DrxdK4Xt/6+7rO6towZO0aeA3CKjP1Xf2uKiBaOwle7m8uIE5Zlmo48VdZgP42bjEm3t8/0FY2RZlM78VO2zu7NHRNxbDbPfKjH76maTxzTMxzpOh4eo9md8cFYJYievvH45lSTmw6cTpMRUBUURmJ91Jj0rUt1hiSgoAwz/T9xabfWcvxSTKlIcxgWra7LQWIcaYAfdfQti193xLDSAozjb9lu9lI0J0Sb968YQ6Bruvp+oJ1EkyHqBKxkBZb5JLBuIbN4UZrpmSsHh8eCFGs1AUQWEIMnIdBkw2ZmGXB7hEgchyFPY3F0frCzWGPbRq2KtHq9jeQImkeab2h8wYznGEapQFtKWA8Bof3rUqUIlWKsek6Pn31kqenR96/f7s0F3YaC83TyHkYpAg65wVEnc+J7XbL7d0NIUTOxzPzLDKntu2E8TDixJXiBCUyzTrPUpRpK6QUmebx2bOPkWa2OWXO45mQghyT2sqXmDkPJ+YQOSqYa9pGi7NFlrnZbKRuJCeG4SgOW2Gm1AoCY/CNJ8bENI7kLGqMahv+4cM9x8cTd3evlvNp29rfDba7AyD1W7Y4nBPDkLbdEMLEHKSfFhTO40hK0LRbrBdZ1DTPvL1/w3a3A9fSdi1tvwXXEouh6zb4xjOOA+M8aRsBAW9YQwhiqHJ/fy8OgjGx3e65OTQyz2Zh9r1TFUhOjMPwV9Yp/LZt1li2251ce3NxcwXE1c5aGbumXYxrzl7Wf0GSUiuzJBmXAF8K6mv/nVQVKT6TkvTpCXNiHqXZaNO0eB+wiHlBjInzeeD+/oHz+cQ8jdzc3OK8Y5xGur7HmBmf1dhGG40bia4xRkRmJQZiKgxPE/PoGI5PTONIGZ+w4UxvAsUWWm/x3tK3Wjus0uBSHJve0nWObQdtA8wRQ6RtOpEyWwFwJUlSocqKa93W+mdZD9UcpwIUojDuFrNifBGN2motXF5XnZLR91MuArf6Hv3XKhaShL8xYi6k7RVCDAjDZcBIjZXDQOOpZlbU5H+pDNdFH7WYShSJM6uBRzFQoh67NXjbYBDWGjJOzTBaryyLsmIHzUEMQyCHzJTSAp6cAilbQVR+DqKsQRKBxi1jVawGVNW1EUsmV9NFVgiUUjIYNSyRhxxb0sV8Q69D6x2tb/AqV8xEsvYdsxgFeRmhrUVKmhDL+mwK2bJY1mcDF8RbE94ac4mv+kJQGNSyvo7/VWL/evvtAFEGsJGSnR58ReemJjwETNmCsfLQSlcu6Ho1kiiZgspDNENjqMBBslhCSlXmSRZ7AQ+XrJawSMoaaU2TUV1uSQgAAQAASURBVNRjMHqDy4MsF+CSsZfu3vXm1+I/J9KqVjPEXvuSGIw0Y6RwOp6Yw8zT4yMlFyYDjW+wrQTwyzNTlC5dsQqX45Ybr9bf1MmgSsSqROC6JgsuLM9aTvZcfsiKTZMtpqR0rJof5KTgVanRkjHFLrbm9b05S8bBcnHLYR3Qw6pGQ27wmm0g1z4Jl/fmJA9f3/f0bcem6zDWMk8z4zAKEzWM0sskZZ0EtH9LMeIGqIwbxWCRBoQGKQZ2xi2AS8auWtU7Lu5eiE6ZIse5GtNr1gnUFp8LoKo1G/X1NRtUgVEFPbVBbt3WYAiem1lc952q17gWrdfjXB/reh/yObdk++okUyc5o4vgr03T/JZuMSXePz7iXF0ChTWp1ttN45lTISV4Oo9MKWO/eiPjZhtcK4weqRBzZpoix+Mg5hAN7HxH43tO5yPDNPLN/YOYhjw8kVKi76Qf0M3hQNe2HPYHkWuliCsJmyN94+kaT9/Le2NoCUGakaZ5JD1E4hyYxjN91/Hi5kYXiCIaeLejbcTRzzuxK//ssy/E1GC7E9mal3oH43sBjEwCUgrLfZ4ynOZISjOlgGu3bLaeT1WK5ZuG4/HIV1//iqenI49PHzjNCf94pt4cOctCvx0T3nvuzxPeOdr2Eec9fddBTpQQudluuN1vNbHRst3d0LTSy8Y5cWnLpUgxc07M0yC9pEyhMXC33y0BTqs9hr55kMx4jZxcY4UJGs8C0sjisOgbrCs0rawrEDnsN2w3Dc5e5tCUxZQihkKIEyEGTueTgOKu1ToXizMekzOuFdncnIJIbqzDt5a99+LCGCVZNp7HBQCOw5lpHPCaKMQafOs4DkfMIDbWznl22wMhJJ4ezzRNQ99thGlQtUTKhTffvCFnTZCUgu+8sskSDhYrdaDFeIYpMcUj8zQxKzMq0pgGKWoXdnCYIzEVim04DoH/6r/+GfvDgVeffoJpej754jXH4xPH8UyK2rdRE5HH4wmjQSbA3e2NzDlY+n7DbrvnfB4Yx5HdrqUUeSbFRl7qqr5vW0kGq/ejPKU1iENkYCqDIhuw4DRuTsp4tN4p+Kr3YMYt8joxuopR8ICstdBYkUo6LDYbSGIf7UyDQWoVrXEqZZXkY9OIW2d1GhUrdAmKTc7kIDVPIrkV171xOjNNZ+Y4ib16Ekab83v6HGg2sqZ0rex7t9voulsoJZJzFFMwZ6DMlFnmOFMy2XvIhZBmZUYuwa6YxyRVAIjCqBSJIK0pCzNjrcROkz7rNQartXuUvDKpsEsywhhxMDW2BtYSjxgk2M9GenFhM8Ukco5aG2pEam1GSWg2NZkqPeFCSoorasJFkvjGGJpO4oCYNN5L5dIrytRYrq7NWvtTCiUWjDdgrMiaKTgvDEzOIo92WBprOHQGmw1p62iNoSmWY0qcc2SIGTsLqPLFkHTeK9onsWkd5Kw1mFqnGas6wSClDXE5H6zc15d7nlUsl5TTkrjQGZSttDTG4ErBxoyxBVcyLhdaoRjJquLYtNI/zBqwzkiyoG9wjSVFZTup4LgSB5qUiRFywpaCLyzqtQIU62Ru/P4wUSKR08fqwgwtoFuHIavPYYpgC954vJWHoORMKmkJiqTI8RL4G2sVPNU6mosEDtbOcs9ts0Ett43R1gZX0rJSa3QqKKhJDJHCNU1Lv9mw2W5UniEPRO1on5MEu086OcYQMUixMPVhlqOhaGNGp3IquATScLEarq+vz239vufn95zlWa7KmpS6Zq6o2KKCpJWUcMnVXLSl35IZrm7MQlGQuMoC1e8vz6V89R8qU4WCa+/cYsFcSmGcZ3GvGieRr9XMOhfTD8ke1e+smSnVreeyTFZrr08ZB7cCK98ez/X4V5CyzpyuWcE12FmD2lrfVsFv3WdlS64B8Jrtqq+vHR2ttc+AWQVta7OKNYi6MLDm2Y2wsF71OlWA9T3bSikMk8iiqoS4K0Ud5xCpaBJp2jDNhJRx7pG2aem7Tuyqq0wvi/PRMAaaBnJx9NmAFVvZ8zTz+PjIPE2EKWANwjw5R9+J292274RlmgrFWZI1NM5qNk5s1ZvGk4swRSUVQphIIS59ibabTt0lI13r8L7He6n3dFasX29v74QlNqsEk8pLUjFgomj3jcFrXd3xKP055lmMI25ubmn6nruXn9I0DW3X0XT3PDydOA2BORVKipTx0rOs6zpxhLQz3mfmVGWko4y/NsElJs6HAylKH6S2bdj7Df1mi3fiCFaKWvjX+jK1fE+tx1LYtO3C3LfO462lpEScZqRg2dC2GwqFOQZCDKQcpefazY2ALCc1BZRE3zcY02riVOa6GA3jKDU+Qd3OzuOZrutwrZckjVNjnKyNg50TmW8Wow5JZsgc03hhoMIcsJ0wL+M4Ms0zXdfSNFbBlPQCE9v6SR3vesIcOQ8TGyyb/gKgsmaGH5+elGmWeeHF7QustxLCredzY5ljJI6RaZqWGsycM77pMdaTktj0B23gmdWO//H4wBQL3W6P957d4ZbjMDCFpO0ttI1AgRAmlWZ1NI1nt9kKE6esbN9tSDEwTYWu9VTnNGsNReWU36etJqLMYmDFsrahwfolJqnrkrYozUmNJC5rhLBORWtvLnFK0uqf6k5gymVtq3N1yfr81zVPA3JnPcUnaUrtVQ3jHc7XeEjX4ZSACHmmIHVP0/mB4/GB0/GBaTrr8wMmRJpS2HYt1jq6xtO2nv1WTVmsISuIkhL+xDRFYpzJUdxhc8qQpfVEqUl1I7L2FAsxrnp5okyCEG8q0RfnwGxgJi1Na2usl8Vs+6L+KLV8g4UFNXr/SfwiEZmzVsa7oAYyRkwXcqHERLGFZALFJ7qmU0ZLnrR17Xi9F6qipSqUiroc1vXVIu/xS02ctOSQBLXW8KgzXslVQMhyDwkXkPHG0jeeHA3b1mKSgWCJYyaUgktZLNwz2GLIWtKCteAczjfYUmQ+q+0zctSYqsZ/wsstiWZTnwOJ9ypjZdTGz1BwFEmEOUPjDc4UVaJJQt6Wgs3iFtwYS3aWxsn66KvU0wgS840jO4OttvMqI7Qo2SFfT8kJmzN2lSBOmEUeKfK/Kwnu1fbbAaKMUYtZT8mGFKp1ZKJ1Ehg31uBtxjBTcqRtHH0renVKghygRDGZMNoBuhTVTutkYmsQbcFepFBrBqYGnUUjeGFhqoxJnMoMOuE9a1jqyNmS0LoULe7f7rbc3txwOBzo+17so0Mg5yTHaAybzWYxChjHkePxUYKPGOkacZsz6lQVnp5IIS4B/hoErQPxdYC+lr9VNuLaVW0Nnq5ND6rDXHWDSymR9TeV2XHC2FQHxGvGa5EV1iB8daygc/wVmFjbpy/OO6vjXBwRrTSd7XpphjfNMx8+fODp6WlpZCuUvgJizTZdA4/a0+pj5G0t/F3b0K4ld4ACyQRc7GeXTI1azFtrl4Cy2oyfz+dnjFAFO2v5Xu0fU4+hbs9qL8rFne+62W6VhtbrvpZ11ut/zUQWndhLEQasbdtn7mLLMX/PAhqAftPzox//mD/5kz8BCn3bk/NECAnnpFdHvb4Z8Cmz2WSMTcSzWOU/PT5hgLYVVq/f7kkxchoGijUM88xxODGGkWGUgDRHcWurlqshJZhmSnokzDPn0xHrjDrMiVQuq3NQ121o2o6YI2Geefv2GyyGl69e0bXd5SoYS9N4WjWOMMbQ9j1t2/HZ4YZSCr/4xa+k4P/0SMpSyzLNgeP5TAxRDVjk2kuT0EjXb2najh9k2G4jXf9I13UcjKXf7Ph7f/8f8Hfr/dZ4vBe5V4xJWQTHbrfHWsvxfOR0PPFnf/ZnPD098fXXXzMNA8PjkU3TsO1avBdp8w9/+JoXd3f86PXn7PZbbvY9xjjmdFETDOeB09MjKUVSjEvwdHs4sOl7Pnn1CS9fvOT+4ZE5zoxhJpHZ7LYyZJoYnaZ5SZjMKgN+8eKFuOclGeFem25ut1umOfDh4R5rHUFrjbq2Y7Pdst1tmQZJ4my3O5qmXaQkOcnakmIhzJFpnEm50DU9XdvRtRvevv3AN9+84ZNPX7Hf75Zm2WEWC3nrGlKEX/3qa1IqhEnkmJfy1aISPvlc3/e8e/eOeZ758OFeek1teiqzASyBKKaorDQwjHL9vWspxfD+/T3zHDgNA75pePXppxjrsMB4PvPVL36J1/5jMQU2XY/Jov6YciKnQuOlUfCLuxsa79n2nc5BEYpYVcc0C0OhBeaLRPmvyAz/Nm4hBn75q1/RtM0SLNe+SM5ZnDfLGluXqhhnnV/FWOR0krYIlySbPFdt21Eb20+zmI2M50gMmTiLVfk33zxwPg1is64qjXmaiDGQQiCGgCHjraX1lraxGMRdr2l66V2Ua7ArypAcRmVhB6bzkTgPmBLwprDpWnzjaHwr8YHa4pcisULXdDivwW7WBrlpIqUsoKV4mt4qWPGS3LQNWGHzgIuChKqOYNVPTpqhy1pqcLYgPbDKkpCt7Uq8tcrgyLWyKuFfsrj6urNqCuEqe6XJhyJMf/EZ0xa8dYvsP8wzNhravgEnde6wirFKWeYbvTG4lIMIwHVLIr/BGK1HNpICJiuXVUtUdO1umgZMEUYwF7IR6bVtRQlVkjA/287TOs+m9+T0SJhmHIGSRnIaSFFkmFIrZrAIg+2MoaEhRulNZep4LK1hVLauRUbJ1KFUB+MaN+lrkuE2agpiiAVKTOK+WNdBIwoA51VKaBqpKXZWDCdKESbTOrErz1U+L+JniiS0QC0R9DiMk7FOWuceSyEpsBPHRbPM2x/bfjtAFHrTGKfUpKBvkxHkay3OZdVCSoM2KU62GKq2Uo0SV+dbNNNjFP06BU8YJXJXbMC1hO2yfcd0XZ6/vrA09lKo75yjbUQitN1ul0kylExSiaIxhrbrFmc5gPP5pNKeRPEXM4H18S5UaR3B7wAnHzuna8bpGnit5WdrsFBBFKhJhE5ENaNTWANQuAYpsjhfQ5SP35wXRqt86/XrTeoCBGQUBFiMo/S4ed5rQySeHzPZuLCXNTu3YpS4MHEL/b96rR6XqUya4VsAd/2ZyiZVSV21zq4A6Pr99TNwAbXrsbhmvq7lg3Ufa2B2ve9r9vK7jmEtE81Lzdv3LaSRcTzcHBZwuQbr18BVAhs515TyIr2atb8W5uLEmEqR18dJmhoGaZgrrJbOa1YZWmR+iiRIWdyyhpG28xjbUtfxogxIBd0mSx1lCJHGO2FQKoNW72PncMo01vvXaCBdbWjFlGIgxsg0z0zzvLjGTdOsNYCFYRiJKbE9RPp+w+15xBgJ6lJKNG1L13fsDzd0Xct2s5H6jrYVViOJaUcFUQbD+w/v+XD/ga++/ppxmpjmmdPpzMOHDzxZyTRaJ0DIWMMwDmy3LSlH2kZkPyGIjXjOamwxDqQYCXPAO0l6tV4Cj7ubW5qmYQoRRsPpNJLINJ3KWlUeHqNKu7M8l/NqDqkLi1jIW7q2xzczx/MZscuPKoWSPltd1y9gyftW66tkfgk5KpMmUpgQon6FxdkG7ztKhmkUECrBnwWsJhiFNc05cjqdhXHKFmsCo59Wc4ChbaHv+4WNrvOiMYY5Sv2jsBM1eBNnx0vT3Il5DjgjLMnTg/Q6ezqdabtOemC10ii35Mx4HnDe4/wsQb73IncqmRQdCXAYlb62tF7ek5SJKSUviSRYS5JrLVH51vr7277lnEXuOfsLiDJgrEjOfCOOjlbrjqAQY6AUyeav5165HzIxZpqmIcQo6ghjmYLcL8M5EEMmTBDmxOl04nwemcZxqfmLSU1WVJFjQFjoJYlTlLmsMW8tLdCgPUVyCsQwa2+0pKw3NI0kXrebjYBgK6FmiHlxtpV6UifmGTmT8vPYxrkGS7WFB5wHDN5qfzpl6Ora5JwlGZkbU67JRV3D9J5ZtC71XjeiQrDGLIDIGEOxZQVyKhN0ST4uCpJySbBn5yjOS6NYlJFKWdvuyqO/jhcWxVLdlnhEgaFVW3lNqMk42CUOAXEa1B1eJb8txsKcJGFfTF6YInl/xmBpnMTdzrV0raOtfVbVnl5+tCarRGHpKEuSqhRLtkZbD12M1ETqqHEUF6flakxRjMFUY4pSbeKVASpImYWaa8QsTLY4+mUdR5GoVut+o0BuURkZYZKMMWo7r2ZdhudRpTEYpz+p1p4nqlNijU5/3Wzz2wGiCuRkKdqIy1l5gI2Rh7HtDJ0XNz5vWpxx7HcNXWtwRijBdFVQaICSqruQeuFbkVmIfPgS4K6lTOuA8hoE1Ne+FYBrwO3UCMYqPV7roCp4mqaJGCPHJ8k6Z2UL9rsdtrIpXcfNzZ55nhnOZ3kIU5Ju8spiOCe1Y98FKJZh/UiQ/WzYr8DUr3vvGsAtbFQpNFdGB9cywWcFwPXYno1rwWiB4nWt1vq19THAxVq7BrmbzQbvvfa3OfPw8MA0Tc/e46zUNWw2Uuy82W1w1j0DWjlnYo4rBknujTlExnHCGHGU6vtetd27Z/eM7EcdcrhMyvVcKqtXa5uuQU99f2Wq6nvXLFW1Jpd7zi3vr99RJXrre3v9mfq+j4Hw5/eAFu+Wb/eTWu/7+wiiwHB7c8d/95/893j/7h3/7I/+iIJOzk4K7FOSvNj2dsdmuyHlQhhG7u/vsdby2eefUUrh+HRkPB15eHhYGIDdYc8OYWTaZkM7zlAMsUjDyZAyLkSGKeBtwltHiIlYCiUkYpkoGOYY+eTTT+g2m0UaNw0D4xQoWIxr6Ld7KIV5Dot0wXhwxi0A5ek8YY3lF798Qy6Zh6cj0zTx4UFY73GaCCEyTgLoQ4hQEwHWCsswjMxz4Ff2lzRNwy9+8XOapmF/OHC4ueH16y958fIlX3z+Of1mw2674+Wmp2lbcenT+z/nQr/tubm9IYQgLNQ08dUvfsk3v/yK8zyT5lnmbAPH45Gua/nnf/xH9H3LD7/8nMNhx09+/CVt29BqJrHrtphe6i3HUeqJvvr6G0ou/Lf/8R/w6Rdf0OwPUr/1X/4XxBzY392K+UuWrPHpfF4Cp5wyGMcwzOR80iaYjlImmrbliy8+ZQ6B0zTTx8B2f6BpRbodY2AcZ0AUCcMwcjoOIsPWQCmGxIcPD4zjyPv3D9Qs8257wyevPsfZhk8++YJxGogxMJyFYYvBChBOlhjgfBoxxtI1PXOYiY8VkJmFhToej8u83bYtr169whizzJOPj4/PQJRzZjHFkPtObPlLhv1ux26z5bA/4Jxn23b0mw0vXr5CC9mkvcQ40PYdm75XKaIh73fknAjjQM6J4fHECJw16DMaNIUUsM6x3fbaO80zTcKIrU0ZvlebQRwVi5HaXGvERd9K8yRZ0zMhRambmSeRfjYtGZkzShFgLY6aia6AdQ3OFYoHtXkgFQi5MGrPrdNZmhefz4M878PINA7C+MWZlCYaZ/DOsO1bdpsWWyIljKS5xdR+ciVT8kxOF6bQGOj7lq41hOBIKbDZSenC7eFOZeMs/fGkl5mUJWQSKc3EODGOZ+Z5RIBzofXSoHnTdtLk3NaaYWGJj8enReLvvafrOsI8kWLApkIh47wwOU0j4LtpGgmhS8JWaTwCkK5l9xXIhzBr7yIBmVbXdpO17lFlj03jma0jhoDVz7rstM2N1zjnkoiRi68OzAs1guYINNFvBTyhPQwXGeYixVyzBhmpyZpp+40A82nEZHXp0/qwgrhcFu1Vhe5v01vubnuGaYP3mRCfgCCunKmQ2kA2DSkBSQBdZb+syXgHxVssjoCASEkcXj2vi5qurF4Q2aDFkIvB5oIp0u9qLgoA1dEvVfWLgYI0/TU5Q4w02p7CJKmfcknBs9a/e5RxVF+TYiA7yB4ILPVyoMkF5Bo9j1mfb78dIApdt4Q70wyNWTSgFQRZW/C22jga6XBNRYx6QdYAp5gLgrxG/c+++5J5X/co+hizU7f1v12CTj3e5d8uGaRSypLVG4ZRQZQsCG4VXFtrlD4XS8cwz4SV1KL2Bor5uQTx+nyuj3kNjr593B8HY9fA6GOB868bn38ZkFfKc1e+6/ddX4drK/VrS++aPZ3neZG01c9JA1QBJyI38Uux+DKO5pqNUYai2j7HCIZn/Ty+xbiZ5zVo1++p+17YnNWYrq/PuhfIdwGXhSFbAbX6e21j/rH75Lu29XtrNq9+7/U1+lfZ72/TJpnUzMuXLym5cNjfMM0T0ywBqbHl8vxamXHneSbEyDhNIiPoOiiFZpoZxpHTMGivMUcTAn4OtFYW8coSFYQFiiExG2GAknUUJ2xVljdAkiDJ2KjziiNlyTKHmIgpK6trKcWoPbcyZTlDCOQCp/NZwH+1+kVMGaY5SD1QiItJjDBWFnEllR4jkumtvUtk7FISQF4lyLWuqO87jDHstltpitr3dJteGflW7XzFnKdtGvqu4+bmhnEcubu74/jwRNM2xBCYQ8Qgdrk8FYbBcT490TYOSNwc9mx3HZu+Y7fpaZuGbd+pKUgjblhmIibJ6IdUSMXQtj39JtG0HSSzZPDluTfCRJW6rAugiDFRykzbgnNZnQINWWtLmrbRZqllkZ3NYWaawmKDn6I0C01JM+3IfkOIwqhlcTyLJS/v6/st1nke7j8wjGdikIU9BGFrDJYYLzUagt/LIt+VOVECpXmen82J2630Cat9BYfhrAkjkQOmVFn4Ondc5rGu7cAY+lyWur6N/qAZ6JwSKQaR4zuPd1rDYVDLZK3ZCtrYNGujc28XZkSOvSbW6o/Oyd8zQZ+oJbzcz/IKzqGSNr+s/eLaWJCekBZs1ntKmnHXeiYhUzLWOKwV0xLnPLkYwGFdliJ7I/LyzGVer8YoaakJl9obYxzOGZpGapecFXMGU5LElVq/UlS2XpQ1RJkJvCNnR1lqYdDgV1gKjPSLq41zBVmxJAbrj9OeSsaKCqnWIPtFCgfW1f5KLGBiMVCyYlUgsYWCGK3Rqs2tChd1TTVtq/FbZQkvSo7VuSiLVuqoliq3E5bOuohJOm/WJKddlRBUBdEKv4jqpsZ4ytBUtqwyUEZYaFMjf2VtjDYwroxcKRe2xiznKsmoynHJMlDLK6Q+PZFpvKHvPbttS86R7bGh0JDySAZhqNSVEQo5WwF/WcaiJr2s9siCC6in2I8+s5fIvVaMyfllZaJMKcJoFYPVeH6BuTX+yHlprpvr6FVpY9HropfeVwiqDFW2kCxEi/Q2WxI0RddsveF++0GUIWdHyOLO0foGSxGPvhKZ5xGHAPdma+lbgzPSRyUnsZ0lRQxFi+6t6mgtJltySeKnr4Erq8nkOoCtPVKqHXRdjK6Dx6Zpnk1KIcyavVS7fFPZNLNIKB4eHoRWP50kW6EA8fHxEWcdfd+z2fS8fPWCpm24a28ZTmdORdzEnkvTPh4crwHUd72nGhPUc6/W1tcs0jo4r1nMoL1b6vvWtT/X37VQ3uZ5g9bn/wYYt9DAz+6KFUBYH28FpMZIPVlloXLOPD4+cjwelwCv7/tFqlftpFvNjG/6DdZZ0iKPiFIvqyxUDTCaJhGiALMqc6jjUxkjY4wyV04zuVb3cxn3+h21L1St16rb2pa8Ouhdj0kd//X1rMexvi8rO7aWCFbQ9kxSwPPF9TmjppOwjneMcWHgqrRs1B5c37ftfB74sz/9c/7xf+cP+MmPf8Lv/vh3+dP/6k/5j/9f/4nI9nLk5atPePHiJcenJ+6fjou1d+M9O7vDdx191/Py08/55S9+wZ//9Kc452laz+N54DhOUgtkrchLshgHyLgFvHWcjqNI8nrNtnqLK1WzLXr2MUhn9nfvhbWIRYJp6zpysXzz7oMszoUlUTNOImd99+Ge8+nM7nCQep1uo5IhWZCs8/Rtx82dNMHFWsIcmKcZkMAiZpH1hSAB2W63w5gKKgMPH+65f/+Bn/7lX/Li7gWfffE5r1+/5ssvv+SLL77g9u6OV5+8ot/0IjtEWK0YI4f9HmMM/+gf/SPubm5JMfKrn/2cn/3FX6orXGKOmZgzwxQwpnAazzTe8uf/9Z+x3W54/YMvePHijp/86Efc3d6y29/SZUMxns32Bkrh5z//FW/evONHP3xN23X8g9//h4zTyJt3b5jHSJhqE+uitYcNfdvRNi33Hz4wnJ/wjawJtRfdNCdxDdxu2O1a9rst7+/v+eVXX2mD7zO7zY6+E8OPnArHpzNRLfLBqPSv5/ZGbJCnceKbb95xf//IT37yE37w5ZfsdzeM48Af/dH/j/v7D5rIEYbCWctudyvgapro+p7dbs/hsOfm5sA4ijzzeHxiGM5S29a28u+HA7/zO7/DNI28efOG+/sHfvnLXzKczxyPZ/q+o+s6IGJK5tXLV/RtL42atXDHWkuz6XWtbEglE1Ni9+IF7RdfqORLmpfmnBmOJ8I8c3x6gJJpWikKb51f4pRtv8H3DQ+PD9w/fGC320rrirahse33MmnTNA2f/+BzxIhBIn/nLI3WubZdh+ZqRN6doliEl8J2s8N7z2azJaXM+SStBEJMbDYb9rsdvmlx3i8Jlu7hzDTONO7MOEycjjMGR785ATAOA5RMyoFSEpZE13q2m5aXtzs+eXnDi5sNXdthjVjspxCXZDZ5ljr0HOW3FTCVssj7TiUsSc2mabm7e4m1jq4XF9BpDoQUSXMgxllrq2ZSinT9hq5t6doWb71IYrMwYBLbOQEb1mmj2LQIr6x1GI84EZKFAbVGek1ZahqLXI0WKEuj9JpIqmCsVQdha6Qxbt/3kmTSz8QSFwfnZBzJSgPYYuIS0Lddg/NOmow7h/XfTqZiisaLl5IDY4wCI3muKm1SCqRUJXOW0hjaTpPHMUqT2awGa1ncC8UXQGV4RaSRXePJzpK9Z45gQsQdWva7nu22ZZojt3cd5/PA2/dvCVGS/gCeKKYMQftlqoNgTmVJQDVepH6lSE1x1NrVpGyGWNFfemItgBUWV+4KhGySpuYSa6L9pOS9GWE1SxJ3RMEM1c0QfJH9tdZhkd9iUiEgNDmYbWZ0BVvU3M5CTmifq2o5/93bbwmIgppxkhtJLrk1GZJQlLWhmjGNZickS1LW6QiumIuy+o1haaoFC5Cq2/rP17TuNStS//zRLPw65l2BnagOTpINVL23gqicpIlY/fw4jNL4UyVftXamHufCVqyO7WPyu+tjXv/bmnH72HZ9nuvvvgZcH9vHd7336l2rfUuW8fkAPj+eNXisdUE1oKkgq7pJreVn9Rap47VkhqxOyHbFuFVmfJ21WzFGZTV+18YMl3N6zuDU41iDwQq6atb4+t76trTuOStYt/W+1sdTf1cwtb5Xr9/zXYyhqdni/O1j+C6m8fuylZw5nwceHh65vbnl888+58WLl7x4+Up614RAlV8ErRkKmkhw3pNK5niSTul9L6YmL168FKe2KP3IUADrll5h6vZTpLlvMYXBjETNsHpn8cmJm5S1S0f383kAY3g6Ss8z18i9nwvMIRHnJwxipjPNUjQ+jCPTNHI8nhjHCd91YCzGxkXqUtBsL6sFvDK2Xuacgixmch/XehxJ5tRnrdb0Vat+6yUhJEmhjRSSd5249PX98gxQ5Llom4bD4cDN7S13d3c8vP+A9w2hFEpMUjidqpK96LUwxCC1W13bEWOi7zbMc5BzkdGm8QJipzlKP6bjmT5lfNPS5IKoQJIYYIRIjNJYNy9OaoZpknqxpAmIXK8fD/imYRsCm+2Wvusl+21FsjiHSOuDNlFOKmcaVyDKUpeZnPMi6RF2KnI8nnh8eKJtPdvtnq7r8b4VWR3ge1kLRVJjFvlvNa65PL+XQKXon2tNjPcOQ8/t7a1a73dLgsp7cV4sGZJLtI3Mta2y8F4dB13jqeFpzeY7K85Z4rd2CZwoYh4xT2JT7r2l2GraVC4tMfJl7g3qVluK9t2T9P3fyjzxG9sMWCf3Tq3PsVblYF7qF4VREKbW2EtiUsyEGnzTYmzG+4gxmWIs3ksNnmsanG/ISP2L8zPWC1NotT7SO6/1fMKOFORayHPi2O823Nzs2O+37Da9sIfmEjNZI4ogZxHDAO0/U9RO21hNSpcE0ZCtNFGu1vrOFaytgKAsc0lax1vGYBelSIMzjhikvUlORdicRss+3GVf1TjKKGVpba0jMqoOqMBDmNulxksZIQPa17LWtFsxkMgF74vuS9dpjHJ7dd9VYqcgbrXWWx1v76Vh7MVRWdjUrPsxlAU0WSPseDU0sM7JO7IqGgoLQ1UwYKy6ZJal9U5dt+v7pW9nXcvNwvCV4qQ+Nma5vha6zmOd4e5mT9d6SpmY5olxHAXMRqTMRK3LUbOYlDJZgR6lShcX8SFVPVijdbmDxEgiLYEXC0NndUKxCpFLKcJXVWdljYFLfcCW2FHiuFp/tdSy6fUSrq/WbHFBZDreZfl9YaO+ByDKYI1Hit0UMRsZWspEyeNi2+hswTee1ju8VftsyrIYLResdvkqymAU6fGufhvPmKj1VjP2daG/ZqGuGZWULsX7xbAE5rUOpzJRMUaGYeB8Pssx6sNkMHhvSSnx8PDA8XjkfDqy2215cfeCxnkOhwOzytSOx+Pi9OaMeVb7ci0DqwCm/nvd1uYEa0B1PQ7rz65BxTVDdA0or1m+6/denKC0XYACylTMs2P4GPir3933IhO6vb2lbVttLjlzPp+ZpukZyHl+brX/g7ksYuVyndbHX4NCgLZrNTiRgLDrOrq2W/Zfne/quVVJisgTLs2Trx3zquvfNZsn+7iYHdTP1lqqyh6uAZ4EPrUBrARR173Efh1rdA3iZIxEJlKZyLVpyq8D4b/tWynw8PDAf/qf/n/48Y9/zOvXP+RHP/4x//3tlp/+7Gf8xV/8BaXA09MTx9OJcZpwbYvXRW0MkT/8o3/G7c0Nv//7v8/h7o5/59/9d/nzP/9z/vCP/kiuS0qkUvDZsek3CqYsOSXGcDF0cNYyjhPoslrt+vtNT9u1nCexun98vCfnxGeffY5zUqszDgPvvn4ji42xIitUw4ec88pwxWGsJ2bIKfD09CQAT4OwkMqlZqkUckEDO4dVeU6MkpH+5s0bZTeOmkldsdpB6i9ijJzPZ1KMjMPA8XSi32z45JNPpK7TX+6ftut49eoVKUSefueR4TTwq198xfH4yBSCNo4U5yVrDFGzlGGOnMfA49MZ7x3/7J//KYfdjhd3L/jJT37Ej3/0Qz559YpDv+U8PTLPM//iz/+Stm340e/8kFwK85wZxsDD/ZM8bymr5HqgazrapiFHBcNeHRvdSFYWNmVhXl6+esnf+9f+Ndqu5dNPPiXGyIf7e87DyDzNnI5nabkwVVfLS0CkIdESbFXTgD/5k3/BP/tn/5x/8k/+CT/5yU/48Y9/l8Phlj/7sz8j58wPX/+YGGf+4i/+nLZtePXyBdvtlpvbgzawfRDzgCzrmW8u/em+/voruX4U+r7niy++oG1bzucz3ntCiLx48YKb21utyy2kSZKZaFb45vZ2abQs114VDUBJkTBJj5zWi621AZ4ePpBT5P7hQUBU47C2o2laYkpM08gYAvF0Yg4TYBjOEwOjNgEv7Pf7Zd39vmylFKY4svSkLAVfPFiw2eP0GTMGrHMCkpsWgKaXmjDnWzAJ4xqsyTjr8U2H8x3WesSxTILVrGF+MRasw7cdTZ/p+g25ZJrOUU6RYXjE2cLd7YG/+3u/ww9/+AN+73d/xIu7W8bpTIyBHALWWPabPc4ZvIPZBOZReiSlNImFNIkQhUWr0q0YE87NWNfQNh2b3YG01BxHpjCLPEzP23hJSvWbnm2zxWB4GB60XYn0UDscbrDWcjjckGIgzNMyNxjnROamSqAqLTNqGi/xsUpgFVzZRlIAFcwtyUKNR3KRhJJVA4pm1TC5QoQYAiHMhJBICTEOS4m2kZr4zWYrtVQKjiVuk0RbTbBJzOi1VEBaDeRc8K7GByqfMyJac9aD9iPVJlcQ1aQjIQqsZMjFkkPUXldR+/L1GCMGRoaJeRrJeSIlaK2n6xyHH3xCofD06Q3TPPL27TvmaeL8NBBDZGZmKok4TsQ5Ms5Bbr5iMXo/igDQkIpIIKPc+qQidZ2hQC7iold7oNbxb9SivkJUr5JfjNMm6lZ6D8vF0QReg3FukfGJp7lBqg8N0r9V+UgDCXEOTBiKNRQnNu4lI+kfk1Ui+93bbwmIQilMRYYoADIZ5wTdb3rDtrNsNg1953C2YlihQ9enKYGoeMub8lxmlj8Coq4ZqXUx/jogXQeM35W9rxp7yU7Idi0bdNpwL0dxPjF2pc81l27zw3kgty1osF5NBopmHfIK6HzsWJ4f16WW6Lve+zEwdP2zBlDrcbj+vmv2Yw2kPjZ+RV786LF9LFCvkrIKGtYg5voYn4NLh3X2GcgyfHv/3zpvzWrVmqraEPi5LXhlfi625mvgcc02VQatbWWxXDNo9XjX4Hex3FZguriG8bwv1McY1jXgur5e1+P9fOxh0YR/5FqsQdr3aSsUQoyczwP39w/89Gc/o2lalUIJKzIMgzqfSUZ3caK0TmUIhSkE3r57z+3tLfubW7b7PS9evGQcB6ZxEjmJkx5NEiRJnY80Z9aIx4gjUWVatMWL9nxKnNIApXAeRkCYKWMM99pA9t37DwB4K0YS5/MZrwC968UCGSN9r3KcdG6Tnk/GaZ8RdbmTol1Z1K3I8LXWKnE6ncXwZhiW2sOimVspdI8qhw7c9yKxffnyJf1mo3IlyzxNkkVM7pKUQZ7nfrPh5ubArTJStQdTDJPKUsStqQbyplSt/6UlRopi/dx2nboTwjyrqQqWcZqZQ+Sbt+8piPPgOK7cCFNkHCbGYSD6yOQ8XSvJEzFzSKSg0rRhEHv4FPFNw7t37zncHGi7FuckUMkpqkNjVAmRHLu1khWOUYIoZ6Umpm0bNQgJqlwI3N9/YL/fKav3CafTSdkiuUCb7ZbGS+beGKNgZJY6p6zST2v0uGSNGYZBQPZbz267Wwrub25umENgczxhrLj5Oevx3hAVAKYiP9ZJYDTPM4WidtEO6zwpRem/lVTyZMUxrO06NmnLfr+T+ctojaAaDRirPb1SwmBpfKvXJRNCJKVM133/zGxSShyPR2lXgIRz3ntCaiVwNMg1dFbGQlk4TK3JM1iTtCYyLjKqoHV1JgMpM84i6xomuadnlXkJVjfSeiB6fNNIg2rnaDcNfbvn5asXvHr1grb1lJJIIUjRfpF6EmvFWc/Z6pRoleGRZzE/4xgu552zNFdu2oj1rVxLde3ManrgjCNXZZHSCyklzCoJXjS5c12bC2hCQuMTJ3OrUeZM3qrshTXLunZhqIRlizE9A1I1LnAIqJUWLLVm1GiNJ8qyZkpptG9bwDtPQtdOBXW11yjW4L18prJbYISRtO6SrMkSqy7tbKyAqFzk2bB1DaHWjYmTotQVKengW2zJpKxMb5IDLh60OaeeaxHJZkxikGaFxTfWUXYbulZa88zzTGs9YQqcGaRdh64lhUzJWqNrpCZNrjFk5ZPq60tvK+pPtTcvy3+ikLjE91kVE7m+rtcdTRoUY4lF7kWrPdJyQb9ZwFjRO8Hod8cMwUAwYquelBVb94gqxvxaKuq/MYgyxvwI+N8Bn+sZ/UellP+1MeYl8H8Afgf4C+DfK6V8+Cv2hsXirdHCtYB0VIt0nWHbdby66bjZNdxsHZ03xPGRnCLOZKGWTWU2iiyySe8iLLUrdCrSVE0ekrzUi6y3Gmyug9GL6cOFhXpuR30Jer1r9CG1S4a2ZvFjkputbVu8cwznM1kzEdVhTgILyd5Ow8huu2O/27Hdben7nkKhDa30olmxCmtwci27qqzBOiBfA4RrM4LqSlMZr/WEdZGJlGf7XI9N/fwaQK1ry543fUWR80UGtz72j7FdOWe22+3CCBljlp5Q9bML2FQWxztP07aaGWpXPTmk/8AaSF0DKBApRtM0dH23SJRKKQzDsNwj4p7YSCF7mIkxME3zM8C0BiK73W6R4OScl8z+Wt5XHdkqgFqstK/s0Nf38fpeWAP4Krta7+vZU7gC5HUfTiUga0AIl6Lbvu+/xeb+TW2/yTmn5CL20SHzs5/9nHf3H/i7f/fv8o//4B/zyaefgbH88R//Mb/66mtuX9zRb3ZiKADSV6IUsI4pRP7wj/+Y169f88nnn3P74iX/4Pd/n2/evOH9+/c6ntJ6kII451mwKtGtRclF5XKUjHGyeMUMeYocT0fCLPeRNYYU3xFi4Oc/+znjMPB0f68BeCtSsHnm9u6O29tbtrsD+8OBmCXAOh1PpCSugXVxLsUwBwm0cimykLtGC20d4zQzTeNSL3Od7MjWSuA2DGLAkhLjeeDh/gNdKzUs4ipqGU4n4jxLwGWkCW3TNGx3G25vbvjyyy85HU88PT7hW8nUPz3eM2qvoqKgyxrEectK75WYM9MQeDqKI9/7+3t++vNf8Ds/+Qmff/opP/7RT9jv95zOZ+Yw86tv3gAF31itUxyWbHeY5Lc1Unfwgy9/wLbfL1K8p6dHkWcHdUnLiSlE5pT4wQ9+wHa/p2k7Xn3yirffvOF8PGmzy4JvpFbAYEkpM4cRsPimoes9h5sdj49PnE5aKxJm/uzP/pS3b9/wB//2H/Dq1e/yxRdfcjwe+ZM/+RNSyrx+/SOq5XQqErA+Pj7y+PhAKSK1+uSTl2w2e6n/yIn7+3tiivz8lz/ncBDgtNvt+OGPf4RvW+Y5MgwjHz7cc3d7R99tCAqQbXIYb8GLYcb7hw80TcPLly+1L+Itb9++5c03bxbper490HUtty9uubm7oWnFbe/+4Z6Qk5iyeIdvGuYsckeRhHaMo7hCTqOwiX3/vCb0b2r7Tc43cwj8/Bc/l4AMIQ28Si932y3b3YZenXxzuciwZE4WQ4bJiyX+kyZ2Si6kWCRwNZZsDOdxZAqBp4cj8xQYh5kUMnPKZGPo+g5MZhe2hHnHbrflk1e3fPbpHb/3ez/m9ZefMY0nhvHIcH4kx8hhu1VpX1rAsHdWwBaOmMQEi1QWWVSVWQWVyL77cKRpOoqRfpLTOCnwyLTO4TsnwXZBzytxngZQVz/Bnpq4VGbamIspRa1DbhUYGiMApDZNk8Myi5yxmuC4xTJf2w0klfamuMj6WmXNx2FcQJrzjqZtpcxEYzirde31a0XJsrKBw8pnjbQdWN1pst5bowkWOU+XC9YUmrYVMFNEJowVybJFZLS5cGlE6wR0xCRNvTe7gySvwkhMgfN4xsSMQSShxhbSLG2CUpiYx4mmiTjf0LqOpvXsNreUUrg77Ikhcno6Mp5H7t/dczoNPDQNg0rIU5bjmWIhpsJ4HAgxkY2XVdA2JAyh5GdSvowh2Yv0sJRCqkOHW65fMYaAmHbYItDMaU2ZUVnjHBNGQZQtsvY2iPmJxy4NqDMCoFIxBGOZMswZZiwRSMaQrFp+/Jr55q/DREXgf15K+f8aYw7Af26M+b8B/xPg/15K+Q+NMf8B8B8A/4tft6MavjonWNHkjDFZix1bDvuWm0PPza6l9xlvMsUCWYDRheVBqMTqyqcIvwbni163qii/lc24BP3Xrmj1/fXv8rvSwzUjvwr6Vbd5LQ1bS7u8k54Z9foIk6DALwtVPk3jIv+rrEnTNLTx0kwVLpbfHwMdH2Pa1uf7XeOw/J3ynSBjuYa6j2d0uPn2Z55LxS4Bec3GXLNH6/1cAvuLpK6yLzXIXx9PPdfGN8/swmvPmjWQKHy7bmhx9PN+yezXDNmld8zlvfJ+eaRqHVtKeWFrPsbsfQz0rs+hHkMdp/X71jLMNcCqv9cgqjbH/dj2setYXxf5iVm+45r5XJth/C1sv7E5B10Mm7ZZDAOGYeAXv/gFwziqiYhjs91Q2WHrtJheJ/O1pHEYR3751a/ouo7tbotvGjGoiGkJ/CkQlybFmknjAgpqErdgMM6rI15egguvz8h5ELOAKhWryuWQkizkmx3b7Z7tbi+SIHMxOalNHEuWcuwQpAjaVOtt/Q649Al6fHxcejAZpCkhpSxZdescJedlXIQNiYzjyOPjIx8+fOCLLz4nhB1R2Yfj6QzGsN1uKDmrAYwkabbbLXcv7jgen5jnCWsMbXdmOJ1Iym7I90uqMajTV85gjKNpLCEWHp9OvH37npQLvuk4HA5oUlrc+QBMErBoKkvt8a1kkJ2pvWxajLH0/WaZ30IMcDpRKGwbqQ3KOXM+n/n6zRt1jzULM1cLnft+o4xcwFrDfr/ToG6Lc55Cpusabm+lObsU5guzczweabtOA0DY77fMIeDV0S5GYYXGUSTNIUa6rqFpvTT5NBKASm+vBpOEkRqnkbfv3hJTZL/f473n7u6OpjlzHgZcI01Om67FOGkoP6fE0/kk97GT7PqcAj5G5hiIRWr+UhHZ1mk4M8eZfiNtJW5e3JFSpOmlBut8OuEKktlWJjSlwjxHnGvo+4a72xeEGNlstuqY+Te+/cbmm5wTT8cjC89rZR3vg9RIxyw1023TLrFLBVE5F5z1OCfX7nQ+ayN6KWMw1oN1FGsZZ2Gf5pgICwvAIuX0bUPKAWMFUL14+YJXr+745JMXbDc9xojcN8YZZw2+bRbjJmskUy3zWVmMsdYqG2PEYTEqeziHuNQcpgzjOK/WEWR+KzWJqzKtGrsoTeGduOh6TS46J8dSl6EaO5RSqqRlFWdo/ZSyTrXpdz0fa2ucJPFjQdUkXNa7ZU1vJdnqm0absYvqJBtlS0yh9odc2CXrxOTM1HqnWnd6rcyB2kS6LsHWSisb65yyTn5ZNyqIEgDFol7AaC2RUQdPresVB1dLyarQycq0aCzsjJic5LZSO5kcE9km+o3Mf946UptwGPqmwxvHfjex224ZhkmbsidCKpyHmTkkUi5MITKFQsZivMOqo2wuhqh+BdkIMEqFxcBS1Y+YohVTxigeNVTeMy9/knO0em/WfmZWcX0w8pq/dO0SeWGBbAwxSUuAUOS1ZAzJWLIpl8a837H9NwZRpZRfAb/SPz8ZY/4YeA38D4F/R9/2vwX+H/xVAQ1SPNa0XoqYgzT7siax23g+ebHn0xdbbnYdJZwoaSLPkrEIKZFjJGrxqV2CcahUJ4sDiNh6XihdswRIeh7fCkTXQWMNFmViE0vH+nffNAriUPpWL3gp2ndFinWXIlEnmQyrzSHluw3GKFuTZ2IInILWFujit98f6NqOggQqFTzNNVN9VQu0lrnV81jLui6A8NtIewEvfwWAqmOzloxdA5+1K9z6OEEmUhDWYw2u6nvXr1X53na7fdZAcu1a93xyKrJgtWKp3HU9bdMKdV5ZNj2968WgAi9x82sXxkiKZEXS1bbtUjdUa5ZkgqwOec/Zu3o96p8rsF6P4Xrcqpy0AvH1uKyBfr1n1zVR9RrX5sPXn/mY7K9udRxSylhbFuC/lgfW63ENwv+mtt/knGNAHBq3G2EYNz3H45E//MM/pFNDBN947l7caQ+lmc5vcN4tz4OxAqp8DJzOR/7ZP/9jfvzjH/P3//7fx7/5WkwmxlnBh3xGGmiuaslU7uS9167vUKzFeE+cA3GOunCqzrwUHh/Epe/4dBJAoUKFGDPbbc/hcMOLly+5vb3FeckApiyZQecbTCky52Sx7napFqn7xVCCUhjGgWmaePv2LefzmVazuDFEkdotBgSyjCzJAqQW4nQ68/btWwBev/4h+/1hYVbfvHkDwKtPXpFSYrfdQYG2abi5ueGLL74gqfHBdrvldD7z4f17pnFkGI+kGIlzEAcldY0yQNe09F0nphrnR0IsvH3/wOk0cnM48OXrH7Ddbbk53GGMYRxPFKSxZymGJkPb9NitGCN4Z8XR0Aq4s1bkc/M8IWSk5ebFnYDNp0fuHx45DQMvX97x8uUdc5iZw4RXGdTNYY9vPPf3D5QCd/0NTdOy2e6Y58DpeGa77bm7u6Va1h+PR8IcePvuDSHO/L2/96+x2214+fKFNM7NiZgC0wzDOHD/8Mg0j8xh5ubuwM3NQVxFDQt7tt1tiSlxHgbOw8BPf/ZTxmnk7vaOpmn5wZdf8vj4xNPxJDKnlOh3W3LOnI4nxjDz9sN7mWtaD9YwzBM4ix8bpjiTTSGVxJwC49MEBm7TLZvNhh/+6DVN0zCqa+2f/MmfkEuRRIERL94wS4uP29tb+k3P4XAniYgUcfZvXkb8m5xvUky8v/9ATJdkp9TKiAHL9izGJF3bqvzXLiBq3MxaJtAs7nyVqZrmSMoG4z3Ge87jxBwC4xzEEl8zva2ajaQ0k4oA+N1+y27zms8/veMHn7+k7yRWCmFingY2TUvjPXe3t5JkOip4ixFywjupX08pSp2TSjytsYQ0CTs8TcwhcjpP+CZxOp7F+XLTUYrGJknMn5pGwL6rsvRUIBv6VpKll/ZgCnpyBS12icUEDEkcJYyZ1hJ7BVG+rtNeE9PKfKmDHcbgS1H5tVliO1k7L3XGNaGdrWS4av5JQIvakRuL0wSuVSBlrcyhbdc8A5OL+Uu5uEdLLat8vzTalblZ5miJbXMupCjnXIqYlORisE4YYGs0LouWnAwlCtguSaWFpWCKxVvYdD2NbxnHiRgTUSXDzf5mUe6UXNh3W2kQfnu3AORhnARInSfGcebDw5FhmMBaztPE/dNAKgbbtBRjcYjSwqRMMZ5iHTEXQi7LuFTjCHJc2ESMJP/EHlAcuk1JpGwIovnDVMlsJUYxWterlVEr4Cp8pdGmvpLc1OYaZCtA768oifrN1EQZY34H+LeA/zfwuU4+AF8hVPjHPvPvA/8+gOvvtOeTuL0YMs4WOm/YdI7dpqVtLN5BmCI5zpIN0ZlEwItmUOsAoQE/2hOhJNVnJkoRLS9cmJk1Q1MflLXk62OsyDPmQDMgpWYDtCfAmomqYWotOKeow4iRNLQEyTJBiHufkToA1d/DpebGOktjm4WNmef52fkYczG0WJ/fx1iPa+OI6zqx9bhcmx/UsVkzHutjqP9W31vZs/X+U5JMcNM8Ny24Zl4uINQvv2u2fBzF0nn9/ddyQmPlmiTV39faqDVoWsvpltcVIKGflexw80ymWG8CmYzLAqzatr16D8t1qr8r+FvLS69rnK7rqz4GuOqfr9mrOu4VYF1fl+v7oe63yhFKeS7XXF//NTj+29z+unNO23W0bbvUY7gQ6dqOw+GGUrIyPQPH40mun4LSEspSq9C27cIwpZgI8cz79+/56U9/yul0put6pkHqWna7HY1vdN3KHE9HKNBttiI1rs2QtS5JapPAOIfzDRjLrImC4+ms9vhSIL1IAiliWb7Z0LQtvmlIKjcpqwymAa0bYHFYq71IqtNUveekb5K4Ikl7CL6VlFl+17kh5+V8xC594nQ88vjwyM2NLMgpJel6r4yPPGdisrLf73j16iXDeJYsfUpgpXi7bRuskz+PZpBntFwCKLDEVMA4vG+JMXM6jzwdzxjjZbxslcEUxkky7p988pk0yD2fRZpyPstz7yQ5ltRwwhjDOEvT9E6tvUFkibv9gc2253BzgzXSm6mCwMZZrXeQYG673UiCxYkTVs4RSkL6c4lLlpWbVs7ZGuYwczw98ctf/UKSNs5KDVUsWNfimwpixfRinAY2my3ee/pezDy6rrsY+aS0JOdilNYeb775hsPhhtvbFxxub9kdbnj//gPn04lJr0XWgOP89IC1jv1OvqOzltNw4jQcF4v3ZdHTvjRYWarHMEswZC2+aznc3hJCYJgmxnFiHIMW8ouzojFXjqu/LjX8N7D9deeb29uDzjUqM9NYxYYgrBNSPzKHeam/LEXMYqRHj8dacf0cZzHcMFjanMkUWu9oug7jG/qU6TqpHyvihk/jGlKMtK2jax3z8Igh4U1id+hxjSMX6d8k5QaGjSZ7RVIlhl4UMWtIGRqTaEIrrycBt75tcF7YROsipyEgJssjxMQwjRSg3/Q6b0aSM8TZiGLE+cWnuTJDIucrZLUoN8v4inrJmkaf/awA1Cxqk057uLVeYwurzs5Wa/CtuLBJXyr9ewFj8yIRkjBT719TlU1yTKUUrWcFzEUN4r00aJXSAb8YYdlmnaBX1g1JyNlSKOXyDKcsPJF1Umdf12Kn5ghgMVrDaou4zOcs4E6SutX1M0lvtmRBJYClVCBocSZrXx61Qjfy5xRFbDeNMzlB24qxRtt20GQ2XStrlTZRHsaJ02lgGCdc0zBOAdd3jFNgc/9ESIVQBDyNsRBSgahGKU1HyIWYyxLDG/2PXHv3FR0ZdZnT/mZi0Y/c6NWBDlbgx1BN3lcFLYoRULrLUqzG77n2l5KeUxfz9Y9vf20QZYzZA/8n4H9WSnm8kgMVU1MEV1sp5T8C/iOA/u6HxS8gKoNJeFvoGsum8+y3HX1r8a4wl0CKM0vjt/qRCqIKl6EuWQMSyZQkBVECVC6B3xpkrJmP6rB3HXzCJai8lkhVun4NomrvKbtyZyNXUwxZVHM2q/4/WYsYjcghtN4gao8aSmF3c5BGh8rGjOO4AJk167EGUdeyrfU5rIP49XvX47Jmmtb7gYvE7Vv24qv911qej4EoSepfGJXrca3/1ve99rvpcM6pXl6K3avl8npbT2pWjzWmKCV3xly6j5uLwcNaorYckwZ6UbvJ1++v98hlDNXm2To0Qf9cNrga32tm6ppJq2NQ69MqY7qW610zSOv7tzKr9V6ux7q+rmsgtgavF6ZMJpY1CFy/Zw3m/ra238Scc7i9LV3fL3V0YQ64g7g9Hk9Hnp6eOJ/OPD4+cXt3S+e8ZPyz2FRbaxdXRUoR6W2Y+eabb5jnmca39P2Gh/JImCPtndTSdV1Hzonj+QQGNrsdKUZO4WlZlJMy7AYD1uKaBmMt59NZGCg1eEhJnSatFNrmkqQnyaZXJ8mGqJnpUrM7CricY0kcLGY4tfgZvediJoaoC5jWgeayzClyMVYspgKoZT4tAiSmceLp8ZG+7/n0s09l/ylhVNLstU6gqEz3cDgAME4yp03zLN+TMtPUYYwlhFnbXohVek08idROkg2+aQkxMc0jj09nUF2+9Y2wcykyjhPbzYbPP/+CMM+cjk+8ffuWx8dH+k6yvqVAipkxy70yzCMg0jxxWVU78L7n7sUdn3/xGfcf3vPh/Tu89+z3O1ovmXHnJIjb7bbAxd0150BBQJS1BeuKKhqg6xt8csxhUtY90jQNt7e32FZsrY01OC/gues7huHMMA4aMBo2O6khdSpfGseRlJLUICmLFlLkV19/DcZy9+IVtzcHNpst0xwYp4k4DoQU1dUq8+HpQeaixtFqkD2czzw8PoiFeoz0XU/bdpcifmsotsj+SqbvN/i25fblC54en4RFGybGYZY6Vu+ZxyD2znrPbTabCzj7W9h+E/PNl68/L0kTNqUmXA0wC5gPOTPr+l77uOl3q3S4wRphpedppspPuyItAFzj6TY9rRHb6xTVsThJ8Nh5BVGNpWsd0/kBZwttY+hbsN6QYyCnma5r8a6nd8oKyeEKIyNnhi0G6wpNnGmmlqLGbF0n/bwyFuMCvhmZY5ZeQjlyHqSZuZQsoDEKxAAU+T5TagK8rpFZ7KiTSuaoCg2L9TJn5RQpxSyJUVnvHF0v63Tb+ItkWiPECmLkngQTFUBgsCktCezrxHOh1qPFZXdV0WKsND92CqLatpXG45utrKFunZCnUiX1hllu60LBaiLNVqk1VjwG3eWDYhiRSRkWcjbXuEbaM+SUxaUvWSjSY6vWZVrjxFMgJy1BSdXHkBSF7ZnGmRTB0tJ4S7dtRerp5X2lVBnxxNNWklDdZsM8R3a3t0wh0u/umebA0xiZY8YOkTkmCAnXdPh+S8hZ6oArMYKtl0oTZTWOTYp+tOkz2vS5goE6ikY/fpUcXkZ59dRaDFlxsylLmkP/jdXfvr39tUCUMaZBJpf/fSnl/6wvf22M+UEp5VfGmB8Ab/7K/QDORNIcsUS8SWxaz4vbnsOuY9NZvNKmJUZSCIyns9QXRJmUrBOEjZHqtJTURSjXgdbRoQKfpBmF5yYRxlx67qyz7DVwXP+9bs9YhCKZXmMvrNgS2NZAxQqiL9kIHfmM5SqXmoNVMFID6LO6KhU1OlhbXocQGIbhGUtwzTKtJ4T657W87JqBqsd2DSzWUrGPMRvXY/RsUSiXHiDCcjhdZJ/LJ9djV0HAuhYKWGzjK8hcy9su1/QSGMYoUqQKsi8SPAngjDW0U7s0kU2aoa2AtLXNt5hKt2iWLyxiUNlMSumZu+O11LKOUwVRVeaxBqdVNnXNkBlzsbivILV+Vz3maoX+sXqmNfN0DZ6KTmRSsOueHfPCrK6emb+t7Tc154DUtcxhZr/b8fpHr3HW8fB4LwAlRz799BM++fQT3r17x/Hp8RmtX0rieHwiqySq61o+U/vuzXZDSWpqYsE5wzQNlJKIUZzMGi9NZ0MMUApt17NmoENI9J00Ns4hEENknGZOJ2meGaP2zjOQSsZ7z67bst8d2O0O9P2Gtu2kNmEF2pc/53XSQkAMOTNP42KCMw4D0zQTZpEkLt+5zEsZU4NbcxH9emuXhWsaRx6fnvjw4QPOex4fHtluxbrY1gANzcQuEmPpDWidsDAxBobhfJUQkoClGIstLG5wAuISrcpwTSPzwFkBwD//F3/Kbrdlv+9pGumNY4zl7ft7Nl2nfcISx+OZApyGM/vtFt82y/qxcRswiD23MdqLR8Cu1NaNnE5nnk5HDtueTb+h71qcs4yDmCSUMktdStsJCxGkFcLhRkCirEPiphVjQe3X0Nw8KcGHD++QNU8C3N6JHHO/P4jSwsA4SlCz220pTWaYZnJKzHFe1oeapHPG0TQ94zhxPB6JMTGcB54eHzmdpEdZTJFYMkFreFJKDMPAbrvh888+43w+8/j4sEjnU06EFNnttnjneDo9wfnE4/GIbxpubm9pfMPdixf4pmGaA6eHIzkUGi9yMhCHulqT17X93xqG+k3NNxLyVT9hDRJTxkSR3MWsLJSxS/1zNUFwTYt3Ee9EbjTNQZMEDTFL7RkWjDP4ttUaHo2HosRXrRUQVXLAORhOdxgSzkScSRgjDGMuImVz3iH9h8ySSGlclbUB1uFcS7/ZcqAwhYk5zGx2AuSbzZ4QElMAY0988/Ze2NxZwPE4TuQUqdDAGgFP1ZzCYvBO5pHqplaKrEsGAVMgyWrvLcVJcrnWIvrGKRtlcSo7rM/KwnAosFeDVJxrhPEzjuykl1pWpoVnicKKxhZUJsdixeTGdy1tKeSUaBop3+jaHuudMllZwfQlFrPWUvVqFUA2nV/uA/mc/NQwq2AwKWPskrpnGlXGZ0V27l2LwWuvK+2DlwthFpl+cnlhGivRIGt6TX4nzueJpoHdRq550/SUEhknMRkqhUsLFCOyzN12Q9cXNntLyrA/3DLNgXePJ4Yx0D6emELiNEdwHlxLp/WQISWNgeUerj7XBQVPpcaxAp6yMlOF+nq+rNUKbkt9BmtsXMcemVrN0gtzFQ8Vs3zu121/HXc+A/xvgD8upfyvVv/0fwX+x8B/qL//L3/lvhAWKsURYzK+yXSN5bDr2W4autZiS4KcKCmSY2QeJ2IIgs3Nxe6xSCwgBWcq46suMHWr7nx1wNaGBPXva3ZhHWTquT87/vU+RHW5OjEuD0m1BXU1oKVQ8rUD3UWaQ7k8u/W7RcaTca3U5/R9v8jb1kHumkm6Poc1owbPQdT6nP5lXNfW+7tmJL4rwL4GUW3rlsChTkzrfVXmpYJGqUMSkCsZkHEZl/pva7BrzKWIteRvg6gKENu2lYBEmcc1A7SMK5fg82JOcWF3Uro44dUxX0sG12NwDV5qT6m1PK4CoSpf/BbzmfOza75muKqcsx7D9TW5vmbPAfd6gr+AqPW1u2YU/6a33+ScI/dDJKWI845PPnnFMAy8f/9e+iTlzMtXr9jv9zw83DMOA7iLRr4UCMNZ3JzGkb5rubu9pWmkjm6aZuZpFkcg54hhJuv3GXsB+UsbhbZRJiorcE+YjRMgVAwlwzwHxmFintWxEckZ5SzPSL/Z0G+2bDZb2q6XAmg1yFjum1Vi5gLM7bJohhAEXM5y/OLoKGYOKa5Y6CLZ2ELR778kCKxz2r9PazXPZ56enui6jvPpJIzwigmnzkemPvsiwbbGLKYKNYCvphw5A8ZpQAVo/ZDYnEe1+7YLSzdOE8M48tOf/4K2adjtWnbbDb/3d36MtY6HhyfcC8d+f6N1SVvGUdhtdjvNLGvtptHaTVcDJ7c0nTVGsr/DODIMI4fthq7t2fTqTngetcZI6io3fa/PVcY5z3a7Wc2NmqSwWfRTC0yVMahNmJu2owW6UvDe0fhO7eEDw3BinmdExp6ZJwHgMQdZW4q21JhmlQB55jBpUirh/cTpdGIcBuYYSCWRyQpaI/M8cT6fmKY9NzcHhvHMeTjp+ipsWi6F7W4jbKr2EMvIc5SK9H169eknYC3745kcMsNxpPXtIv3M8SIt/ZdZl34T229yvoFL8X8pGsSVAimJXXxOz94rygipY2qnicZnspfmzEHnDKxZroeYv0kvMN+0eN9jjMNECa+98SKdixOUxP5woOQZygxpokbmkpzQ9bOILXZQEGVtU9tyY4yTJEfXgzPYyWNnT7fdilQ6C/B9fDoTo9y7YskexPgiRExOui+dCwqi0NH5yFlxHSQjAXKWkLaQMSplXiTIRoCSs9qKxCvr62o/p+dcgkj7kQSr/AHr6nu0jKKAMUnAW74wHJUdxJgVsyXfsDQ2bjJZJf3OiaW8U2mK1DCu1DzVrlxZsaSUSNt2GmcImEh1bY96D2HUQVUMREo2zEZBUJFzc85gTMG7KOejpmUpF7Ip2IQC8IuaSO0tRC5OJk+Bki0gLJv3DTFmrQvV9SQVUUaYqhiSei7rpcn7/rYwzRHX3HMaRlIxjCFip0A2jmQcOqEyBR2f0gD20lTXVBBV40M516z2EmhMV2r8bJSFMmIesSQRuQJRqWDTJdjO0iRKxpSL+cZ3bX8dJuqfAP8j4A+NMf9UX/tfIhPL/9EY8z8F/hL49/7qXWUoE5ZI2xhu9x0v77Z8+urAza6hawxxjMR5JM4zKURKgpJQL3656MYY1TdKZlSazqnsTwfVOquFeJdAFi6Mx1rmVoPRyrKsA+7r90vQfRVg5kst0CIpc9VlRuvljFkeLqsLfroYCD5jL4AlKD6dToQY2W63FxbFGLbbrTTxVFCxNpBYy3DW+6yB8TX4+hhAugaUa3YK/uX6BtVzyjoxWZ3sKsZY77ttW/pe5ElVxtc0zWImMQzDUqsg2v/+2f5lvCTbioWifaIqjV+Zx/q75LL0gqrmEdUavB5vlTDVoHMtd6wylrWs8OLyc5EqPmd8LmN6bQxSf1fG7FqeuR7/eg7rmrg1U1V/1nValcVcX3/ZF7RtgxTKauuA8pyV+9sGUfwG5xxrLTc3B168uKPrOh4e7zmdTnz48P5i4nLY0TS3/Bv/rX9IjJF/+l/8U+7v7xnmC8vYNA2fvnolvaV2W87DwLsP98QgAPaTVy/ZvH7NX/70p8JccQIuzG5NDPSbzVJLVPtbOHuxordWmvTGGCGL69Ciqwca33I4HJafauO/rq0DTSSsEibOCnNfVOqck/zUY4khMI+jSgIlgFpb8K/ZXmfd4jxV+63UPjX39/dYY3h4eABj6DcCHsZR3Eef2nZxIx3GQay0naHrGsZx5P7+A6enM2EOHI9nUr408XbWynGqQU/JmkgrF3ZsnqO6wI0Ya9jvW7qu5Xw+cXM48MPXrzlrk+L9bsc//Ef/Bo8PDxxPT6QQyEmkksYY6buTEyVlnLP0vhd3tTFIgBQT0zRgnWWaAk+c6LuNBkUNzmaVA2XevXuPc57dbkcpXOy8p1mDGnWdxbDfdbRtx4u7VwLiwxtqD6WcMiUV5jgz5JEY5+VaNU3D09Mjp9MTSRuhWiMsYE4Ctp7PB4H7+3sJwo0wa/UYcoZ3H94zhxljoes7ttsNbeMXtnWzqaxqYbffKivqMQZCmJnmQIxpqcubppntdgvFcNjfkOfMdJo0LDXqjgj9siZyxQz8jW2/sfmmADEV5ihxQSoJm4RtMYuApiwxAxg2pdDmRsxANDOecmEcZb1zs8coIxXIjDHQjRNN27HbiWGJx2OxOCtslfUW2zhc68V9LYL1XsFRwjpDSCJLL5V5jgUjXYEl4WPEOlqspR3O9/TW49uebruhaatcNrM/nMnFctjfMo6zPI/FqJunxbctXdvQtQ2+zkVFE9Laj0kiaAnia82LyFSh9jqq67LUNaG9ycxSc74kDpF13y+gxS7BtjNGGTBxwbPWqipJZfZcYpclnlqthTlVx8S8rPedqgkqMyS18GvzrKqU0TjP1n8zInX1zfKciKoAgksyx5VCThmMxWeR6G02htYnUhQX1XkMxJgXQ5/aj9WqMstYaFpH0zcUpIXOw8MTqYyM50nMiFwhJnh4PDJME1MYyGlmnJ70+M1Ss5WR8bdKBXmv1u+bjpgKxjjGObC9uWGYI4/DyNNp5OF4Iut1aJqOgiWr9NBQHZTVBmIx38gKqcsFROm9kOViS19BqB1lBYiijnvKUthccDW7geI09FarD++v2f467nz/T56D+/X2P/hX3Z8pEWszjXNsNw27Tct+19F3Fu8MCemDkZcMOEAt8tMHaiFqV+54OqjFFK2JuWhtPyZH+hjLtM58fYxVWD7LxeP+WjpXH74LCEOydEYtk+2aibl8t+DCmqW9AIx5DjIxa1aqgrQKptZyq/V5rHv9XEsTrwHStWnAdTD+rfNfAdB1gPWx963ZkMsP3xqzNQO1Nvq4Zlvqd183Rq6/s/YUqMBjAZHmInsUpmn172o+cs261HNbZ4yN3lv1vWvWsv59Hcxej+X1/XgNXNdgfX1/XQP6tQTzu+Sc12Ncv2Ndc1XHfklOqATlmoVaf9/f9PabnHOqxe+mFwvzYRwYRrF7Tup6WSWZn33+GW3b8Kf/4l/w9PjINI4KEhKN9+y2WzabnsY7Soqcj0f595TZbTe8fPmKr776FccC8zyRS3kmBS2wSNuKlQJXY6ot+kVQUBdoYJnj6nNT6wX7rqNTU4nqtvcMdK+Acg0M5DpWABWXoLz+XWSt6gKoyYprZrIGK5WZLbpfaaJaGIeBc98zjSPzNNH13RKIzCGIy1wSZiPFoIGSZNZTCkzjyOl0Yp5mkdoVkUBaaynOERVw1AVPmu/KPoypjYsj4ygMccqetvEUrYu6vbnBWgF3+/2eTz79dOkLd//hHcMwsGbscs6SGTWqekiZOQZlZ2ZKkXk2xsiQERlNEYcv5+ozlDgeT7Rty263E6mWNkmtNUspCbtkVWLVto30C9RMsyQgLwGANNqdyFmSRxVITZNkjavBQ3VhlGa8WWu1dA7RfaBWxFEl8/XJG4aBOcz0Xbvc/2I5nbXwvBFZZSn0XacsnLCGOZcl8DQpMQwj1jpOpzONb2l9t6gNiiYinVvN1/DMpOlvcvuNxjhFglpRKlxcgjUzgbFlSbxqShgfRD4XUlRZklPbcHHiNTHSTi3DeAbvyMYSCjQx4ptO9uJWcZCp3yU1MyVbZYEt1niK115EQRNlc6CkjEFkqy4VHEUkvNpixliDcY00WfaNJAoaYRCcy2rg09N1G3I2sk/k+XROAItzDl9jolIQaZaMSQ3SC+u16mpg16KrOg89iyuexwPW2KXuzNR5V5kvZ54nw+vlX6/LThPmYEjLPAgLM5IvYM1pGYKhNj2S46y1p4XntujVAt0Yo+1YGkytYzbCwKUidYVGj6HWpzkvlzhby1TiMq+nVWJM1nOdNzSstM4tboVYw/F0lhgyJUJMFFowkWGc1Uk5UspMiBMiyzZKDnhqvGD0Wni919qulX5MsdB2Cdv2DHPAdyJnPo+DWsqBa7w07M4iJ63avBrLm1LB9gVELXF9/U/B0zWIiqUsa5OovbL048pqWFJWd1OdVsv1Pfd8+4248/31t0zrE4ddz2HX88MfvODuZsOrFwc8EU8kIG4c1hi8cXS+I6Ld3UshBGli6awUVkrxHTLYOYsUEJ49b+sgFZ6DnY/9rB/Guq2D/czzRrXrgHoJXvXiU2o35ytpgmYXFibr6upJAJAhBgpFeoe0rThANQ13d3dM06Ta/GFhGWqQvA7867Y2IVgDgDUQqAzEx0DUWj53DV6umZb1d9eMtshIasD+XL632+2W3iX1/VXiVuvAKjB8Bo5gqaNqmoa2afC+lWbINVjQh5CyYsdKnVyM6q29MmAtfd8thbMg4Op8Pi/nKedysWJfv74ezzpmNRCtbFEFg2tZ5foe+tg9ta4Pq+9f35dia3u57utatvW9b61dAPj62tUO7ZW2v4ArnoG479vmrBWHKCN1SefTGecdn33+KcfjkafjIz/9y7/g5z/7KX/wB3/A69ev+bf+zX+Th9994D/+T/5jTscT203Pbrfh5mZHTplf/vxnHE8nHh4e2W53bDcbDSJ7/u0/+LeJMfCf/Wf/OY+PT1KkrUyUMYbhfKZKfSvDeTydJJgOQe3OZ2E/rMhspK4JfGvp2pb9bi/XEKkpsEYsfotriEmC6trMMkzjcj1zzsRZ6sPO5/PybMkzH5ceUMASRFSTnII0xlye75wJKVA5IK/3Zn1mz8NA1wtQKfq9fuUU2DQ72rah60SWa2B5LmOYCfMkboMFqYc1mRSCSn2EyS9FpG7DMKx6whm6rpPEVU6EORJDJsYjznfa0NIS5pn7Dx/4mXd8/vnn/PCHr7XZ7VvGcSCGwOPTAwAvX92BQRp9zxPH03F1bo6SEw/3T0yngft3D/R9z+///r/O5pMNP//FTxmGB375yzfSG6jYpb4ohMg0zTRepECffvoph92BtukBx1dffc0cIu/evsP7hs8+/5zNdsvt7S1vvnnDT3/2M6ZpYJ4Hbu9u2O22pCz1YqKGsGw2PcYaqbkKEWrwGKUR8/6wp2l6mqbj66+/ZnwaaTrpqXZ3c0MIAe8Mh8OBf/iv/z6GwjieOJ/OPNx/kLm1FG5vbthst7x7955xHHl5ewsYno7SY8o3LQ7Hw/sHgjaD3vQd+/2GUnsNzUFquFYJq7U8//uwVSfIYRCzlJijgAjvlVVZ9yvStXUcCCnQdh3RR3wjc/hpuPSJmsPEOI/0j490mw3d5kDT9ZyHkU2/Yd8faHzDYbuFUphTIGYBZcZZXGkwNeAuhlQMMWZSiJyfBmKIlGLx1vPithV3v00HJGKesEZ6Iza+1lHJoYcgdT8xGQrSu65gOc5P5FSI04xrPa5ppealQJpnMnGpuUx5pBRLU41JDEjKIpEy5BLwzpKSW2qh2qanaSxN46QWSa3Ena2svcxfTdMtgEtYPk2e6vprcsHXBGFNbqpSKOcV+5uFMTOmiAKqDkBNiFtDMZaYEibXGMXRtj1osG8ALEvbFd+oo2DXLDI/TaMpk2IucaCx1FoxigBk2kzU65zLRC4J4yQZ39pGQEVJiBAukksiRGmAXkrR+wOarhEwUyyZwjDNxJyxvkEMcKT3HHYNUlmSes56Npse55v/P3V/1mVJkmXngZ9MqnoHG909pozIyswCUKgiSLAaRYAosgksPvdf6P/Xv4LdXHxpkhhWE5WVhSpkDZkZg4e7uZvdSQeZ+HBE9Krd8MxmszlEaC5LCze7plevqKjIOWfvszfaiipf22qM0zTrjikm1tOWpjFAYvCB0UcRUjIWH4VNINoBNWzPRUSuxNIlEZp/q2qqJUfWkoA/R6LOSZS4V2WRPq/P3RKgqf/+/idRYHRm3Qn6dH21ZrtpWbVOnIejJE8aijCD8ETF9C0iPlDCXtQJklpmoplc3Ktzfo7+wjnIXwaO8Dyh+lA1Y3l8t+JRmwN5ds7L41kyUv92RmPyOfOWF8vDVBKxGhRX0YGKdDjnyKXSXWXPl++1RJour/sygF5eX0UcPoTI/LbPd3mey6+5h+JibC8RqA/1OV0mp5f3Cs7JnXMO61yRUJUESBRpmJOoDyXJ8xwwZylzUyoul4mRJHIKXYQnLufIh5LPD433Moldzp3LnqdlIrpMyD50b5fH8v2W97KieMv3rTTHqh5ZX1fvXf33DzGJUkqaj/3kCUWUwFhN27WMk6jvnY4nQT72e/rTiZuba0EN1mtiCDgnaIbVmrEYhk7DQI6yJikolcDAi1cvMMZwd3sLOeNLj8sSVa3IUIoLxUalJIny0pNEPhtfi9FpuXfGSNCtz7L4shKdK4Mp51kYQs5f0NGCqsWCvk3TJMhFEu+S+mzVKuNcsDBagjm1oAgqqHSVmgTNgUih184qpJlnc1CeL1XQksQwVI+V8/zOqVTTYRa0OM95CXIEEQ6kVC0jMk1jS3FGXjP5WuWW3p4a9KeU6Iee94/vefnyBW3X0a1WrFYrxlEQyFrsoATzwzAwTiOn06lIJK+p1empiIFMg6dtBnISeppzLcY0xJCZCPRFLOR06ufeLlX8v1TpRchZxCaOp36m/OWiSqu1GEcrJWIzwzjQ90e2V5vFM1rWMmtwZTxSlHvVFlPUKYVybyWYc87NVfOagK1Xa7ydyDHQuob72xsA+pNFoxiKCTE50zYNjbUiDBATTaEnjcMkaISVYoIfxaZiv9+Ld+92jVKiZiY+RDXBKE3zP7AlR56P0reXYhEW0NLvVp7oGjPUftQQPahi7Fy4aiHEmUKeYpL+JSMeO1MMTDHjponGtcQQ0NnQOrkHGlGmjcvnRWtIxasoFwQ3y9cUonhNxUg04jNnM6CqimtGGUE2jJFiZSxrRi59e/KYF5EMbednWKjzeo5tBHWMqORnNo8PRb7biLeRKvJ6KUcBJwIUSIxSNgLynJQKQiJJU+1D1+rMCKqITzU1n9cZAJXm3rBlbFLCr/JVMMNqpKvPhrqpVriyxBgpiRiGrirEtQGrwh+KYqhcBKtq0biof2ZAGwUpk0x5b1XGIxV6ZRJ7BJJCVzaDqCYIfVer+d6RKiOLMqZpFoIRk95za8ZMDfSF/RQNhoyzqsStlETvvDeZsta6IvBRjX2lR1jExJQRFkG/6livOlCjnMMKiifJnvQznZMoBImakyfOytzM+c859i7rdKSeLy++yxVrcsFczmgUWZ3P8UNIorSCzcry6acvuLvZ8Plnr2gdrFrIPpF9IDYNOq5RQeH1BMGgCUxTrdIHaZpWnqQSUQVCngjZS1ATU7Eilkos+XngunxQ6qZckYyloehlsrUMQpVSuDmAsLO/UJX2PgfhZ/nzGlhkJd4GkMUwLaqzt0sunV2L4NqWvp7T6TQnUrVfyNrKsc9idlcQm3rtSzrWMnmoD80yIK8JSkUulv1KSwRkiXbV39ejjvMShco5z+OqTX3g3HxeQddWrFZrVqvV/HcVjVGLxbD6Oy1paHOvSRHesNaipd6AL6o72p6Dg7mvzD9PMiqaU1XMGid9WavV6hkic0586mc9G+PWxOhDieLy3/W1tcerzsX6XSg5z5OwZUK1TCiXwW49ajJalQcrStkWI8bNZjOPsfhvBaFULdCsGtTWYzYs/oEd1snn/auv/gqA1apDa+nZUIr5Wcop8Wd//mf84i9+wZ/+6Z9yd3vLn/7z/5zj8cDf/e3fEWNk/yiKfuOpp3WO61evOPU9798JDaztVvyTP/kTPnr1iv/rf/lfcjr1/L/+2/+W4+kk/P3y7E/TxH63w08TYfRzwSROokI6jIP04/iC/MSExtE1HY1r54bf/X7ParWe52HOEe8nvA+zyIAfxPy0dQ0gm7ouyQ5JaHxCs3E4Kz105WKpCrP1WRzHKr3tsaXo0TYtbdeKgmpKwusvAX5VdVtSYcW6wNF1DePQ0w+KoR8YreFqs+H2+prT/gA5iWdXzIyj9CalJD9bdW2h6mi8F4PkGtiostmnmjBGoSI1jSWlwFdffcXLFy+4utry7ds3/PXf/pLd7pGvv/6KH3/xOR//0R/x8z//M9L7yPXNFSknjqcj4zTyzZvX5flPhF2gH3tJgLKm3/dMQ+YUTmg18POf/yW3t7f87Pd/wou7j1AYTqcj7949gILGdqxv1lxtt1TDTqU0x+PAbldNVovwizL4mHj99oG7mLh/+ZKb2zv+4B/+AU9P73l8es9m09G2jslLg37btTSN4+rqqjAPFDEmum5NDIlpEqno06nneBwgi83GerPhxcsXtE3D7c01Q9/zq7/7G8I48vT+vfS1WINOieF0wlkpMOzfPfJUBAQ2bUuYRgmMpgmlDVfrNRnFMHrapuH+/harM6fTE3e3t9xc33I6HUtiL+vVZrPBOfd/5vLxv+qIScTnzu0XBTOuAihForkWL+IocvZtc8I6jyvP0jgNpJgIoShvqoz1HjP0sNujtGG/39N1a+7vXrBqV0z3r0Q1MwqiHUloo7CuIYxC2xomjx8myAq0I2OIOdL3I9ZmIoaYDSFK0jFNkXVRa2u7lqZrmMJEiFH6sKpBuDLEBD4khmEiGkPnHFYpYhMJOTKlTI4jJPFWU1pLPKREXEdrjSaRciBMQoWdssdoTeOkKJCdJaaGlCyZVBKhYhmgpc1DEK2zyJc2EuAXLUPgHAMmG4nqTMePsUprMxuk18NaQ4oOlWEyZt5bp9L/Z22e6fHW6nLf5yVV4gFnzx6YzqKLTDpa3seWZ78pcu4pSY+rL8a4wU9M/ZEwjWgdsSYVmxVdzKk1WRlSkh6nBGglwjVKJcZJKO0oi20MyjpihN3bPd4nTjmKZHt7S9tq2s6VpJCCjMr8VVlhrC7reYsxlslHyIEcRxEYyRNZG5xt2K5bPnp5x/vdDnWQ5D2GgNYSD+aqPpjzLHWuCmii8iLxWd7DkqGmEqtUrCrPyZSakSgx2Vr8tkr71ed0kVB96PheJFGQsQbWXcN61bJaNTid0UpgxawUzhiycwTrySGhlaf6DaDOGXVMmUQkqEAkStWiashXV7RcB/m7tLP6sw8hEs+u+CJ4PVf6kA1UqfmOXp67SnrnbM8+BCVYz0hyEQvClovhmipc6RmJSImkzqII3vuZjgcU9MXOzeX1dcvr+W3o2/KzzkF7qahcok719ctE6TLhrL//zjkvXrNMipw7J7BVXWyJspzP8zwxWSYQlcr3DC3JzxEmpdT8msvrW/7dufLEnAAte0NqQCjX+JxS9yEE7jKBXX5VVPEy2Xo+h54Lg1zOx8t596Exurwnl0leDTw/dJ/q8UNFokCqlT54FBBjke8Nfr6XulTuDscDKUT2u53Q5rYbrDGCTgyD9EhVtFxp8TxKieA9PSK9v9/tWHcrXhQZdFtQoxTFuDflNJtGRx8Ik0if55xJkyiSzn1o81p29kyp9yGV4Ma5sxDKcpOLMZwpn4W3X2qHOOvo2urpIxS4WjVVSuSGcy7qUWQ0WnpNl3ReFnRca+fCjzHnanA95jmYz4jZ3FytRNVQCiEiXuCsY9QTxpSNtOwN9X2VKn0IWpO0Ic0J/vkZXr63QqrQIQiNri+iDsMwcDr1PD490TYNH3/8EdflOTTWkifm3pR+HBj6ASl+LforlEFjRH1VFG1IGQ6HE8Y4Usw41/DixQucczw97VBKkvuuW7PZXs2N6t5XhdDCpiilVumnU4zDOPvlaa25vr5GqSL3bKQqLWuoUJwqhXS5vrStwmt5D6ETBqqBvbWOpnE01sk9bTsUsG5XOGeYxhGVE1a1qJxxRTzJakNIvpgkt4JAeTGBFVVuafDPKBqbSVnjrCbGiRAGlJKm9yY4pOIeSUkVxbH/PVaE/32Pik6eE6jKPjnHCpQKeQ1IBZEJVFw5xSoQlQuiZUoRVhOBmIWqZ7QrCVhLiomr9ZUIWqUgnkrl7XSJ4mtolGBm61TZbGqcVSlRSajEKI3SZlaes9YSstxbY4qCJhTkqSpniqpoKnREQd7Ek44URZ3PWWnL0AalZR2R9UWK4TKOpb9bwez5qWqBQahqzyPrsiei5jgmwzz+arGO1IKPtrLvyr8p5z2fdr6v5bvEFGYuOqKWxehESs9jgXMc+rwf6tyTLQk2ppgX57pPU5IoVYCDwj5IEVmGi5+WlnVXeocKmlMStoxGq0wsf5uyxMoxJ0mslCSKKldrmEiO4tc3hSBKpFpMwI1Rotya87N1XIyQKw0zn6+roEjiUwXOaNrG4oxezLKEUCRnPIiayqjy3/OXLIrnfYTz46TLZz5zFORMld43f6lFEqU4J1JI3Hs+43eP70USpRS0LnN3s+LuesX1ppOMdfQoldFOo9cdrWvIPkFSKDUs+KhADoWPPxFzwDOSVSThpZ8yZ1QEYlGkUufmviV9qm4qS2SgijcshQGWqEpFK+Sf52bE+re1SluRgCpXrXI7IwwpJrwTGVJnrahNjeO88IQQIJ6hfOUDOpX+iJTYhfhMwW6zFVQhJ+mbqoH+sq9mKcgwN7nnPH+XE+Qix1oH6Px5lyhdTXKmcSxVpLNR8SXd7jxu5Zxl8lf0aLVa45yIZDRtI4FLEF1PYy06Z9LxOPdpCVReGybP11c/kzSUD2gkGKzJ5Wq9mu91zrmgL6VyrlXpG9D4EBiLlHq3aosHhZ2NjoG5ETylcwJVE7nfJsawDGI+lIzUPqW2bee/r6+tDugVBajUzaXwRu2tkdu4oIwtksBln9qp9OXUz3SZXF5e22VC9UM6MojHSs6M3nMcepy1dE1LDELBk41NCVrj4N/92b9j1a34v/zxH9M4x/3trfRPPe3QWnN1dYWfJna7HdPkpeysBRX/93/xC/7ub/+Wzz//YkZNyIm3797hvWecSgB/GoghkUKU3iOlyEGU4HJpfq0VUasd1gg6aq30rXnvGccBazRd2xQZdF0KMoFpkp6MVSsVwtpDpQB9teET+9E8B/p+YJpG9rs94yiO9CFGod2gWXfSV7DOa0HR9nuctbimYdUJWpvJ4GG9WnN1Jeat1TDbWjvLyccYCR4GlWdfqq4YWn/yyacMw8ibbx8YxkkqzCrjmhKgxHOvZBUjAHDWUb1Dqsm6VhplLKqT9fmwH0kB3q93KKVFaESDsY53758k6bGWh3fviCnRrVZ8+fVvSu+YeOPs9/si7NFiHdLjaTTOWHTrSFpR9+ZxCDymHb/6u99we3vDH/zhH0mSXqTGU05cXV1xe3vD8XAUGXMkAOvaFq3NLKDRdZrJTzy8e4Cc+OqrL7m7u+PTTz/mR59+grWat+/esNs9klJkGHqutldYZxkHEefQxmGMZdWtyLnH+5HD/sTT46HcqxUv7u+5utpKtXuaaLSm6Vb8w7//9wjes398pDcGv16hUPzo089m02WNBGJtK+vV6fCu7IUr6f3IkjjebG/KJEy8f3zLm7fvicmDhqZzGKdJyP63Oz7JfvgDOnKGmGuyUgNnQQgKU3am/oZSyKk2BH0/YGzATF6KLVOYC6l1LQ8po0JknDw+Jk7HAecaUshs1hs6I2qdhoRWYAsFa46sUWjjcC4xnUaiD5Dl2rabrogGFIl1H9EG2q5jtd1ydX0j/TzWEDGgvQgdmECIiXGcOJ16TqeeYRzJqRZXJFiPKZHChFEJoxBftVVHRFCszXYrBeIwMY2a/rib++WUtTRNK0hoK60M4zRJ3FDimAQF5VOQEzoLImOVQiMKh1W8QYoG4jmlrZUil9HF3oGCEoZniWGorJMshbmmbUSqPIqy79k8tiaUkXEa0UZjs8E6izIGbcWkVxXUXymR/KZYjNTiCdmVgrpCJ/Eak+w8MpXY1jiDU9D6jNaJNJU4CUl62lUjHVHZMIwnhmEkI+biMcs9idETo/Tu+xjoTyNDsHQHQ9Zrbo3YaHStk8Kf9yXnUTSNmGznnAghz3tW14pKX57S/Lkao2mdRedE8qLKqZUiU6xoSvCpy3wp+ihzEgWSLKn6oHFOTmfKZX2lOifRCZF5jykQqqGaqgmTkuciK1Q+t+Z86PheJFEaaK2itZrGKAzCyU2x6HXkwoWvyENdAKrgyTL1XCAnAEpVXnlZMH5HXnlZub+k+10iCt99LdSG11opSGmp3nau+Eu/QBEzCImoZJNXSuFKVZucZ6O7s8JbMV3jfG3188YQmIqoRG0Gb5uW0Y3Y3xKoy+It/F1VrrUmSloVP4RcG/g+ULmplbR6uvo5z7dg/vmMkNSflb4KWxbgZd9R/VLl/c8PVk3o6nzIpWLPPH7PBSbOCjVZUaoiJdEyVpphuVTgWzyAl/d7zi0vleme98SpizFaJhuXaN+y1+tDSdZyXJd/s5yTSwrqck5e3pfLcyyPJYXzct7XalrO5w2B+W7+8MrCuVAtarVwmiZIGavNXLQwRjYxYwQ5FjpR5ng80TZNaUgWUEihxPBbhWJYqXFNU9Ab5h6Q3dNOkIAs81mlTI4RP074cWLqh7Lkq/IaCJWu/Lx2JhuKkaKA0nou1kzTxFj6mmSeMPf86IIqmYUXWhW0qNVPqQxHpmlkHEeGcWAcxqL6lnHWlaRBxBhSFkPhEKaybpTiuqKIRuTipSTP+hJhri/OpViTikF6KJVc6xzbqy03t7es1ivc4YAPg6htmlpFlw06xkBSGpMXthZVPKbK45ZiS6b40hQp7hAS4xQ4nQbarqFbdYSYCGHg4f0jMWfWa5FlD1Gub5x8WZ/VLFluNLN5qFTTs0hLl16J1arDOTujWKOXOXh7d8c4jhyLUI0PfvazM1bQOefknulScQ/FPDWFiRgsYRqJ00jyXtZwq1h3HZob+tNR0CttUVnPxAzJr7P0Bk6CGpESzmisBqMSViWMyvji0TjmjFbQtQ6FILaZzDR5jF1YeQCrlNDWEmJk8r5I7IvViC5IbNYWo3QBPGpPCUwh0o9jQUUkJggp04+joLE/oKMWbVLp66rVdvEgKiqZMcxU2hSjhIhKzEqJEk7KXK3V/NLjGBNKyetjofmRJmLI9KcejVC4U4w0RmO1AmOkQFqk8UkKlZT0mxQyRWMsaIvVDUaLgp6gSKmo8hVPpKbFWJnvJiZiTkUEROaWfGZh1hgt4kvGlp4YKLLegsxbLeezrsUqWdd0zhDFKyynJHMYWV+ca3GumROpWeLcWFCapArSrs6xTyo/T5zVkZeINcjJRZa87qmq0IgFLUvqLGceYzqHn3N8KpRBU1Qwz+qX9fRqRm3mxZLFf5d1lZQpLiPMnlYL6wbZdxTaOkxKKOMKFVP6PH2M+BgJKRTQIZKzkR5FVVEfVRBziRFjFKQxBFkX56Kry0JFrKiNUkXp0ZCz0A3LFWGMQ2kr6+z8BJQ+tVxZZnouJNjCzhJkSfqUUv27GnepGvLl8uM85z2pACUsxmXxD2rg9oyNMKNZ5799Fs2U96px4G87vhdJlNFwv9Jcd7C2GR1Hgh+Ft1+At+QjKSQJKFAko8hWkY2o9mESKidMkqSJZAFDRhrsIBNVIFE8UPhw305NVr6jqsc5yITvolfiUVKDnXpYlGoKuiOwqg++3HwJ4hUK3ZmCGkivgNWOGL0kQOPIOAzl/RNieKZEnSYm/Fh4/00jVbqnHcFLw682mqvtVqhAXgKsioyBVACVEglVFSMhnn1XsJCy+864qEK3WQY/ZRAEgWrcIscRykFdKGpCCQu6Xel9qko61lqc1ThrcFYWsRh8CcAEoYtV1ndeczIU3r018rfSSK6octXBi1N7xXWV0jSl78X7aUZqat8PKMbRi7xwqWOcIXYzm+kuUUulzsjTcs4sEaklja8iQJXfLwtYnFGlS9rccq4ue6WWvWuXidclCrg8PiSaskTNpI/Pzv5Udd6c13npqfgh0vlCiOwed0JJS5nj/khsO5xpZmGFru1QTUPbCf1uGJ8Yxolf/+bLuV9qnEbZiLUGY8jGkJVmtVnTNA2H/ZFxnAhTIMfMm29eY61l3a3QoTQDT5Fpf6I/9ex3OzbrDdv1ZkaifEEASHWzLnPfgHWG7dUVxhr2+wPTNNH3PSkppinQNK5QuSTIWq8386aYc+LUn7DGst1sCCkx9D27pyce371nnEYm7zmdjgQ/CfplDJ//6HPW6xW3d7corYlJqr9ta8X8uh+BSEoTbedY6TPy1LaFnrdZY6yVtceU5u6cURmGEDiOI6uuo21aPvvRj+i6Fb/867+hH0ee9nt8CHTtmpwyY4rEkPDTSKXFpFxR4VQQbIPRmrZrJDgKmkjEGFnHhyFizMhDs+f+xT1XN1uOpz19f+L0y7/BOsvf+/2fsl6tCEkRkvQppRQxuoGcmU4eqxocLY12NMaR9UhWofh2Wb74vU9pmoaHdw+8f/T88q9/ydX1Nf/gD/+Qd+8e+OUvf8lpHDj0R1liNaw3nSSuJSBMUebEmzdvGYeR5PekKZH6PYOFx2/BNg7nLB9/+im3P/oCqzTvHt9JshQiOUhTvzGWOAXen3ZMw8hwPOKM4dXttizxCZN6GCGcTsVDaodWms9/73Os0Ww2G3wRxbCNozVqFuO4evkCrTV/8Yu/4O3jo1DxdVFc05pxGCWJ2GwkucsgaikNu+PIGN/Nz18/BKbJ8/bxiA/xww/29/SIKXEcpU/PkHE6S7I0TYhfT57pbGmcJBGyDVorQlTSwxEEUPGjeDRZBZkIeCHAWEWahBo3TD2KHpsd43pk06xYdR3XqzVYS9uqUizx5BDRAcykIWj0lMk+c7O+pnEN224tKOo0EnJkDBPKOlTT4AoaJVRXI5Lfg5LenFEk0kkJUkCrxGrTsmpbtjcbrFZ4Mp1raDtH2wids91saJuGtRNz393jY0HYhVWxbjalgARt17Bar1itOrpVC0YoY8ZKnBSkDF9EV0R8IqPwypKtRRmLqYllSWxq0KythWxossLaiEqyZ3s1kseRGAZCTMV3VPb7iiY3bSsFoPVa9uEYBalCz+IupsQ0qirwKaHZZSVURpEXB6sEKbPOMmeJAEmEKiSucWjbYcaE8oYpRYYx8nQ8MU4jOcvebWriEh1KG7RxSO5u0crSGFOo45H+dGCafFm7YL2RBNi1GutK3KAN2jRoncm2iGNoMfyuiss5yzqiNViTyTmi1FgSqAZnNJ1VtNrRyI5cqKmSSFV/LKUkHhRxJCkAzPFq1Tkoz9sco6hlOvW8tF/xJZVFkE4q9SUBU6psHWLT8RwSeH58T5Ioxaq1OAWaSAyeVIzeVEEwq8eCL/BpVYCpXyihOCiNNLYpI5WbsjFLMlZ6QdIlTvLbj0vUYBmY1n8vfyfBboEYa09BkVvXxhT43jxDSzTVy+UcGINwXM382oveGWpvVGmOy1KRCt7jp4lpHGmaBmXd3Kx4KQJQz5VScXmO5/6GUlS4GAxmJCgnEchMpRpQf68LhF4RrVyq8kvEqlYwVEHH6gKsS9BYD60rqlPVXszsE6ZKFaVWtqD0XZhipgtzFUHN96ZQF+3zfqsQvmueXKmBUD5z/V2pKOd8Viw8N69LUKJUnBPGS6W9JQV0OZ/q7+Vzf9cI+bLPaSlRvjzvEh37bQWA5fssj2XCfE6+1MXcO8/zH3I/lKCTiVcvX3E8iYmr1gayUBq0FqGRpggvSHOw0Btr8h2DNGT7IA7r4k0kIjGi+FZ64ExR4Cu0UqO1FIVSLMbhCYPCKoXTBqf1uTKnVKkYnw2855Vrfo7OSED1GbK2RymYpjPVTxJ2W+igKzJqpjSHEObnVxsjkrR9nGmqWcG6benallev7tlsNmy2W5FuHiZsUb3rezPTjLz32Jl4IWuaiLJ0rNcrtDHE04mUM8e+xwZLkyzjOJWi1NkPz7Ut26trrq5vaNoHch5mdE3WGhlnCoqnkWpuXSt1qQTLc5tLv1FlDAhFyYeEj4lh9BxPPfvjkdPpyP39LW3bSUN0jLimpU2iEpdmpbFE8oHJTJzsCVKHUbrQlhIpeVICRcIYxWazJpM5no6g4OnpcbZLiDEwDD1t62i0xRiFc5pYfMtyipA9zoJqDfp6w6pb07WO1hmc0eQUmUaZXykm2qZlu95ypEd5z6TkXMEXCXt0QQIEbcjJo6zBGQMpEMOI0dBYoYlmKBLyVqhTzqGtIGxP+z1Za5rVSq41RaYURR5Zq/J8iAy+H0V6PfqAa10xJW7QxuJDJPY92li0tjgngVnXrX6QNGJZDxKpVr+BquKpcp4pSYqKWNRXSeCsMKAyRkvfilWCnNt5vxL0mpRJQZ4fPw5MSjH2J3ROeGPQMTIBKqUivRYF6QqR7BMqgcma1jpa17BqGxQiIR5yKAmGKMeJvUwxuaYEuBlBxEfxf5vGaS7ciGx/QbuVQqdMwgq1yzpMI3Q26XUsaFsM5BhlJLSmaTuMFQS+aRu6dcdq1Yr0uk7ip1RMejOZPMcaBmOaslfbss7ZAgIVRAbmz3JGQKSaUVGxqg5ti7KkFG3yjKbnIrxBQdO1KpJWqqgGFiGtGvdQirOoRZ9Ofd95HStKinN/WvnPXP5lFGBo2w0patxxwPss46rPQhZ67oGtioZiC2RNI+a2xRNMKyNUR5Wo7KoCkNE0Fte44kXo0NrKrVKSRGllELNcWYlzlvhd+vhE1EGqgGc1w6qgaEohuQpG6PmJkM+ayj4aYyJMQdb6uSesxFpznKaexZBU5E0t4nYNOUdSDuefFy+9CoKl9F2roeXxvUiirNHcX7W0JmNSwA+9mDumRC4IR4iZyQfGyTNOEyF5Yg6ic09pJFQU1ECoATlpQanKYJTQWpiWiwDzQ8cyoJ4lMdV3Jb2XASsU6cZyw4yx2NkoUCBOo+3ZOLZwQm1jZpRH5H9rcJ0wVtAAuQ6oTZQCbWcy0mybrdAkplEW5cN+z3a7ZbVa0bZibHk4HTHDMD+sogqkiu/Kc+TkO2Mzr2ml4lKoCWpOFMtnKT1QS6+jOo65jF9FdKwpjc6lSm3nJCqfH/gyvlUk4lICvL6ftWJK2TTuGaWNWa5Tqj7WiAdN20p13FgryoXU+23OamTnrU7MBmeaoZ2pEPX6XEH1jFHEKKjj0lvrUsp5OXcu0c2lGuRSxn4pHFL9sS6TtNrnVt+j/nyJtC1VDJfzd3ZeT2cBj9o7Vc4035NLlb4f2hFDJEyB/+Qf/WMOhwMqa+n76XtW7Yqua2kaSZbev3/POI5st1u6ruP27l6QqWHEx0Q/jKWfbqJtW9arFUPf4yfPeiWI1NgPkkSdeklQkxR9pOcp0CqDMo7ctKxcQ2ftXMTIMRILFaoGYihJnlRZX6pnWf0MVS5b7pP4mCgFTeOKgmdTnomGnBP9ONA0DavVim61Yu09j7sdh+OxiLw4Xry85+b6ij/6w3/AZrsFJRTHh4d3xJi4vt6y2+9BZfp+oB8GXBRkNxU64uZqy83dLfcvXgAweE+Ikbfv3uGcZb1uGcaBYeypJpGNa2i6jo8++YSE4s3bB/Za0x/7ufKLUuIvAkKBKeuIKRQaVRquY2lMD14SKSkyZvqTxxhRe90fTviU2O0fOZ4OfPzpJ7z86COyUow+sL2+FhPed+9JKTP0AylE4ujxY2A4DNzeXmNQ5CyNuCGM5KSJcUCrho8+foH3gV99+Rt2hx2n0qOEyozTwG73ntubK7p2i3OattHs+x4/CcpHTmzWBq0cq+YFzjasV1u61YrtuuV46jmcTvTHo/gFrTa0rkPzJOPbT6Q4MZxEwKF1DpMzuQmEMDKNPY1Z0TpLDgM+jbTNGtWIp9YUIu/ePdC0LT/+2U+kv8k5vvzqS371N7/kE5Vpr7cF+Qqc/MREojEianEaenJMDIcTq27FzfaKpr3h7u6Go++x7xtOQ8+wH7GuxTWSRBtjiBmM/V6ELv8/HJlYGvdr/KaysGc0iGFqmai2ULlEgkGUfrWWRn5SQmeFUZlGZ1pn6Zwja0tWGp09xCgJd4z0B0P2E4enNWnsaHMmWkf2EyZnTAKdEzpn4hCI3qMjaGVYNyI9fbXeYLQixg6fAyYZkdnWCh8jh9OJpsQ01b5gGAYOR+kXPR0OQuttGkwROxCFXGlNaGjAGHTTYbuWrCVGCyGgk3yWHCJWSQxwc3MjfZfrtSTe646ma2jahqQ8iUjMsi70o8hma+ewrqFdXUsRW7m5EEuO5BTm+KYWq2LKYrGziA1AYUTnndXqXHSMKRFSJJ7Ap4EpBAgBNYmC4KZrsdpg3Fn621iLdY14GZU4NyNFHpUyqlCvlTGgy5fSQI1NmCnf2ihMBqVaulVkHBMpWax7L8bOVtZBawXNTF76SrXWIhbTdPgAPoDRjmwSxkyYpJimEyknrBYa7nojRbDVeoM1DdY2kKVAJVRLTRUy1MqQs2LypciYBZgEi8KglMVosCYV9pFQf2MS9cikpKgj/k4Sw/TDyDQFjsehFCCE5VQl/1VJyiSJKsmfWSSRJR4ESqxbAYwa9y+E4RRnlezfcnwvViKtNavVqijWZWLw82YnXP2zUlTKaa7ynxOafF6YlASaKp/7Z2o+8KGcaYlA1AC/Nucv6U71tZfJxfNKvELNRlTAnKxV3wI9c8FnFEqd368mHiFI5TglMwexQgdzKCUV9GxBRTVXfYU6J83nWktA2DTNHFQ3TUvXdYxF7rxc7jz+l6jFh/q+PoQ6LOliv22MavJRX79MTOcxXoxaPU+975UOtxSrWJ7L2lplMhfBfZ4TUq3F38k5R9d2tEX6XBVe/qXoRh2X55+58maFVlmvoVajZY5qlkaQy7FYokXLny1fUz/r8vV1jC9Rpct7tKT5fYimN8u0Lj7bh3qzlvfg8vfn4sIPk8Z3PhQpJt6/e4d1jj/8wz/k/fv3fPnllwTvOZ1Opb+gVOq10Ja6tuN0lE3lsD8QU+KLL77gdDry8PBQAohxnkepPJP1qEl1Y+yMllLvrVrI6RuhIi9pmrVnqCa367WINMBZIbJ+VeqlzIc6J6VqLAUJEaHZbNbknJi8JOsxCNLfNA3XV1cU2BlFSe5RnPpersE6QogFkZGKXp3KxhhBwkuFvCZom/WGzWbLer0mZZFYnwgMYZp7sSjPtZ9EZl8kZqU/arVacXNzi1aGMAmVKYZUqtSqIHVVfSujil2LllsuczxDRJS9rLUz4pdSZBwH8QtLjs16zXrdsl53WGvw0ySFLa1IMYrUtrWonCWJcgGrDc5YGieKcq5WwEvwqFQm50Bjxeri/vamCAiUqnuOtM5yvZVziz1HIEct6lWNwyhbziMKiUKdkaQ7xMBpGBimCR8j758eGb2naVcoowkFEfIhMHpPP/Rl3CwxekLyDONIfzoSo2cYe9ZrQYd8GlDKkJQhRqnoTsHz1ddf0a1W3Nzf03QdP/7pT8jAt2++neeUD/78+cu9QEPTipxzRhrZx7GfRQZWjaUxmu2qZdM1rFqHMZqb7Rqrz0WiH8phyUUpLBeqZMnutZrZGuKpBCbHGf1whf6ljYGsSCoVFkZBhGwp8CrQOqFVRCPWBuSJnBQxDoQAPrQoAlYnUkWJsyA2sSQfshlLD9zoPW4c5N5pRVYJ5wzZKGgUVmWin/A5kWMo64eIZQ3DwDCOnIaB3W6P9xNhGjFGM6waurbh6mo9F4Ws0ThnMURUTkxhEKTMSH+3CEJZjNNiT1LaCjJnnyNlZa9PUZ6nVPyQpH9J6GxaGWaD3BmZqH33la2BeCnlQvWakaHzvmysINEoVXAdUVZucjMXJOvaUmOgJQvJ6OKhVD9HPT/Sx61LAUzXgD6X66sQ1AIpycXrSyF7SLdaEaNns1mhVGQYn0gpMI2l7UGJqmLjHGTwasFsKl/GGGyysg9GL+IluniCNS1tJ8+h0a78DTKuaHIRRpEERYq+Iscvc66azRtjSCRUWkj9LxC5egiDTPbTsSCc+/1e7lHxPkwpl6K+LuM+d52gTbkPuvRxzewavYjZz0wbKDHt/4IQ53uRRBlj2G42MxXO+zBvxkqJ1K2ZkZg0oyA1gapJlCoQ+DIpyPONLJurnHUxWM+Dx2Ww/pze9eHRPCvCnW+EfE9lksvjBczGeLNoAupZ0FwD4BA9kEkpiFxmoePJYhNQWtC1pNIcLFUDPaE5gjqdsM6xLslU13Ws1xvxdyimaSAPbFWxWXpB/a4E6nIslmN0SXcEUXl7ljCpM5phzJnqN8PonFGQ+lX9r6qZcL1OOaejLUpetb+oJq/1PhujZw+b9Vq8p5xrSDnNTc++Vvs5I0b64rZXWlIui69ci/TCSWXtuyjeJV3vQ+gRPPerWqonXiZKwAcl6+s9vJy3c7Vs4bF1mWQt79sSxVomx0tFvrlas7imH9KhlFDYvv76a370ox/xp//8n/PrX/+aYRh48+YNu4cHuk6QJQBnLTfXN7Rty+vXr+n7E+/evePm5oY//uM/5vHxET95DocDu92ueJFoUkxEfTbJDVVlsu3QqCKeE+dnv8oFVwrgcq6kJP4xdc24urqm6zqUOiuBLpU3c85zwUT8ovJMIwFYr9fc3d1KA3IQk93+1NO2Ld2q4/7FC66urxj6EyF4nBXaxu5pzzR6utVaEDEtNKMYczFFFaSgM7YkjdB1K7abLddXN9xc3bDdXpNSKqpwI6d+LEmr9AFU1FWQDFlXm6Zls73i5cuPaFzHYXeUHhEVSpVRF6EPQewoxCkpzkmSZZ1UcbVKZE1BRgAlY3Q6HrFWkzcdt7fXXF1vuL7aYq3huB/wC/Wo6+srYlhhFaVBP2GUyHbXXsrGWdrG0DZiOaEQymfb2GKo+ZLJe3aHPbE04K9ax6a7LcXEQPIT2UBrLcpZnC0027LfkQ0pS5I9es/gxczVh8jrN9+SMnzy6WesN1t8DPgYGCYRDJHeK0VoHDlFYvQchxO7/Y79UWGN4uWLl2w2W6G8oHDtSt7XaMZp5Mv/8BVXNzf8tHVsr6749Isf8R9++R/4y7/6S4KXYLJrWvH9KVT6XKrCjeloioqiDxOn057gBwyJrmuwjeP2as163dGtZB+xXBX66A/n0EBTYgRdkvqaRKliPKq0xATGKmxpP0AbGmuxzmIbYV0kk8t6Ir0/ykngKYWEhNYBpTyKQE6miJ70BJOYJkNOFpU9rqAbRikMmpADMYstaVYwhKlIP4sqbNs1KKtwrRUxg6awJaaR7CeiFgpXSpm+7zmejhxPJw7HE2/fPoia5dBjjKZbOW5urlmtRaBHK3DW0DVODLVSYhiPpDBhLVgtQjbWNdhW+okwiqxK33XSkBSNEopcSFH0MVKlWWdJTpVBK/GfqrHjXGVRQmtUVCpXFmpkQsa7IhMlsDDWolJCRSVNJTlJ75XR5L6X+14oasKCkXYOUwq+xpY+p5JECfpYY9xckufqYKWkZ04VpVXk0udinYDTWNNirBUbDqs4HK7QOnE8PTCNA/1wwmrD1WZL47JQc1NkUBFyKSIXL1VrDDlLoWz0nogXISMrTJ7NZosqAj2pCOuQdSl6ybhTvg9FpdBa6dV3TVtUERWahAqFWaGlGFAMfaQQpoSSnYqs/TAMHI8n3r9/L8WrUJhUJdGdY5q5WHGOA20R6akF75pMfaiAXOOc/28F4+9FElUlm8+eRiVQLUlSzksq1Fk+u6Iu50SJElDwbGAqpTGeKZPPkrTldfw2FGp5LIPG2p9T0QdRs5XrURqqe3TO3+3NqTBxqn0O+ez7YqzBJVeqDzIZlQJdjCqNMqR47nF5hkYUClil9iglRrbSh6AJMYhC1DSVRea7SVMdjw8F2/VY0rrq93o/Lil3y9/Xv61jXUsq9RrqvVsiT5cy4JfCHx9C0ur71EbBeuWpCIDEQWBj8VgZi7cD86LXto3cM32WX7+8luXY1IRIkhlxma+eLDUofK7o93wOXlJHa5K4nJdL0Qd5Hsyz7/Vv6nhXo+dlkrRMrLTW8zVKop6fvcfy31Vi/RJd+yEmUVAkrg97vvrqK/77//7/TdO0/ME/+Ad0bUPwE30/cDgc+OijV9I8P01M48DD2zf0fc/heEBrxW73xHq94p//8/+cX/3dr/jFL/5ipoTUCu6Snnl+zhXkUlgpG/Ly3s09d8agZqVK2bxd08ymo7EkTdVU+zkaWUwdS8XNlEbqsQjSHAtdb7vdsN8n3g8Dp9OJ9C7RNA2ucUx+IniPU5KQ7PYH+mHA7I/kXCRwQ2DoRw6nI49PO1zTFNGYDW3b8eL+JS9evGSz2RR6sSxrpsgqN64hk2YJc5RsuKuVYRwFkcopY5T4IBlt2D0+cTwcmcYlilUo1cLDWKwNhV6ia/FKqERanQV/huSZvEcpcFZzfb2mbRpR8VSK9bojBoufRpy1fP6jzyBlnrZbwuQZTj2Nq15bsok7K8JJTSNy9MYYNJlQTJ036xVtkASm73t2p2ORa26JGlJSbLcbNqsVMQhFaxp7FJnNZoUxjqbdMEyeh8eDeDxNgW69YrVeMUye6APvnh55PB4Y+oEQI8oomq5ho66KV6GgEFOMNKuOl+1HjGPPNI30fiKdjhjTAorXb9+BUnz86Se0Wvx0Rj/x9ddf8Sp9zM39Hav1ihcv7jkejwzDyNV2K4qWviTzJbl1WFSGcepJKqD2CU3io/sbHp+eeHzzgEkBwhX31z9itVqxi16enR/QoRS0RamxJvyqiATkgu6p8susZB/SCAvHGUlmrZaeEF+ej5xFICuUoB8gE1AqYLSIbRkd0SqSZ0RqRBGJGkjSZ6NQ6CyVfnQSWr3WJJPxKpLCgEmaZCIWw0o5Gqfp1k1BQs6+T8F7Jh847HY8PT5x6nsxHn/aMY4D0Y84Z1B6Q0pReqS0QiEWDCl4/Hgk+pHhtCNFz3rVSZJjkf5PWTYLeqPJWnqoEopY6teTD/gQiEEGRisrvm1x4eVYECilEmih0AFzkUTUEc+FesF5SixRgs2UxC9umiYm7+cCTi5BZ/UEdE0jPnllMiwLnRR0RN4mM3fMzecpt1dJsQpd9u+YC90/yD2Ima7VOKdpWosxHbd3NzSNxvsDw3BCP5V5Uvb1aRyJoaCjWkzffRCKdZVvDyHgJ0/ve7Su63EqdDxd4t+i0lkomlUyO2UprFVVzoo+ucaVB0ERUpwRKLVQMCzDIfeJM2CRUxIl6mKFEX31tFs8bDUfID77sTGq3He50/UeSBxaz1EL8LXt4XevNd+bJKpONqFF1QDizDmtq4SgDcWANaaiepdJ6SzoULPOJa1rlmvmHFxfXsOHguMPBcrPg8hUNujSR6IFicpIFSPrxevLdSm1NKcs5pWL1whKBcoVlA2hytT/DiFglJl9CqqXVKWwVH+gmkQ1TQOIWlLbdUx+whjDoXgtzdDzAsFbfu5lYnk5dvV3NRBfBvPL1yx9m+pR6Yy16nOZ/CypjJf35UOUtstEqsKyKIXmLCOeUiSmIggQAuM4nIPPIlQh/VXNPJ/sMomyv208asIhfh/GnAU9jDGzOuKHjkvkrc7Jy8R+iThdUiMv5/JSJt57/6yvb3mPauBeixj1Ouv4Xiasy/v/Q06ipKrVczweefv2W/7gD/6Af/Ff/QtCmHj//l0xXT1JH9TtDfvdgb4/8fDwdjY3tcaw3+24u7vlT/7kT2ic4ze//g3TOM4G2PM85IzyzmuU0egkiZTWVTGtJEzla17L1BnBlaLIGq0FDQhF1XHZ9yYbQZZkoTTY2kL9qQqQp9OJzWbN7d0NfT8wTiPH45HD4cD9i3uur68LrW6iLYpX+/1Bzp/k8/hCHxyGiePpxO5wYLPZstkqbm8arq+vubu/5/7+BavVuviHSOBljcVZ6Xua/MgwTWgtm521lsa1TNNu0StquN5e4Yzj8eYGheLdw7tSGEmFB69LEqVFAa0kUSnlGSGU68/YonQag6DQMSeMgcZpUvyIxjlsqSavVx0pRU5EUQ385BO0UlytVoz9wP5pJx59mw0k6bNQBCDRFEGPUBrkg58wRrO+2hKjKwqqnugnlLO0zhE15KTYrtdstxtBBKeJ42EHOXN9JYnJ5vqadDjRT+/oh5Hjqedl23Cz6vA5M8XI436HLxL4ANurLc41GGcJwTP0RxIZn6L0wWzWvH98z7SLDN4zhUjXyhz68uuvUVrz2Refi+lmSaK++fY1btXxewpWq467+zvhZKTM9mrLetXhh0mKC8ja3xqLnzxP798TsyfnwHa74uXtNbv3b3l6eENrNJZEZ3/MzabD98f/JSyb79WhkR6mpCX4rgJFYEloyLb0A4tCG+SCWuiSRIkKW0oQdZ6FtaJS+BwlKMxCylNI4oSO6PIFnpwVIQ4oHCEiMt8RVAl6rdJCd3OC9GSdCGQmL88VOtNpy1ZZGqvYrpxcT0xMXky+Y/D4cZwR+dNpoO9HHnc7hqFHJV96kh0xJilQ6BL0xkgME+PQ46cT/XAgR49rhL6njBIWfYl3JZkSmfKk5JlPWUEUg+rJe1LMEgyXgD/FgvBlYXmUhjRUjd8yc4yBqslALiDHuRiby/dUCzCFvlgpYHVvbZpmLkYpJZ5/c1iyEGySGEWOWaorC30vxTNDR5yMC40viDCMn3wRbhBRJFvUiWk0NzfXNI1mGnb0jSP4STyvSuw4jRMxytiZYpybsyQpoRizhyBFslM/YIxhnEKRPi9JFEgiungqM0XEJ0viH2qCWoouzrmCOElilRf7nXyVz1+QqMwi9ktpkQDK3lP9qeoxW7JUhdY6fKqM4SIP0EXsTZVrnmNJalymnp378vheJFFSBZeenVo1r54n0qDvZ6qKBHzCjY6LrDJVmkA+J15ntKnQkgo9qxqifug64IxywDnAXFYOlgFlDaRjlJttnQVq70JRHqnCEOq7PVZkZvSiIlXWikGjqihcSkVAoVyXksqN1qmIIiD+BUphdbnWghhM0zR/desVXdNwcyO0JEowNU5jSUjNMxpZDcaXKNIS9ryk5l3+vh41CTgjT4sx55wsLKsCZw7xOflZ9n3UpGOZUF1S0irvWDamSs/TcyJz6vs52Zx7hYpMedOK9HpFZNwiCayKicvkqVZj6kOvlJlVEetnuhTFkJ4RNcul17lX50P9TMvkvv6uHpf35fLfl0jSMkFeomoyh88CI3Xe189fE7gPUVt/F9T9fT5UcUX308j790c26xW/+POfY53jP/uTf8Kvf/0b3rx5g1KKp8f37HY7vA98/PFHxBg57A8Ya3j9+huUhru7G7qu5b/+r/8lf/mXf8Xf/M3fkJLQk8W4MC4SJXle/DTNZtC2UDldoZ1OpcBR1STrHKs9T6f+hNKKcRjnpO451TWRc0Wi1LNnum1lfoqXlOJwOADw6tWrmRUAsN/vizyvqNjFxNzwPE4jPniOp9O81mZUaZiWosP1zS2vPvqIVy9f8fLly1IoSxwOB2pDNllkajVaPGsQbnyMiVAEWlJKOO3ILqM6UZR69epjum7F0I/0/YmnpycJDkqgostaWjdOpYoSbhSFLekFm+beBeOsUPlC5OHhkfZXv2YcT/yn//g/5vrVC5pGepEO+66YnEfQms1mhbMGnTI+eJ4e39M0lrb0cFijpB8keNbbzazy6L3n66+/nqvJfX8ilvW8cRa7ajFGYawUYMT0WAo+pph59sPIu8NXDJNnDIFQ6Mjvd48c+tPcaO26Dts5jm+OjOPI+917jDHc3t5ireHq5obT8cDheODYD8UTLNKu1rMa1v54KNSeAW2sUAG1JiPqh9Zo9vsnfv7zfyfzTSuMks+ilVTVQ5jIMcn8MJqr7YoUWxqrMErhrJGgJUy8ur9l08qzYJ1jODzxFCeRBX/WMfH9P5SCzmSyKUGyLlLWGGLWpGxQJSyZPMSQsDqTsyZFT1IZrWKhn48SmGaROs9Gz31WWmesEQW1nLUoqRktlOHsmfxASh6lYlHyE0NkjS4iOB3tqhQMi0+Sn2ROmkZjnMLogM7AeJpNZ8OU8D4ynE4cilXD09OOd+/fST9UiKWY4wQ9LaI9xmjI0gc/9kcIA/1pR/Aj3brD2TXb7ZamaWnWa7R2ZG0IiGKqqJpqnNJYND4GUJlDP+H9hMoiXGa0lV7C4rGUF8hFjoKAaV1YA5SWEJ1n2lzOYsqqlLBLKpsgpSTqgwhC4hfsDRRMxQeudVUFUCZDZtE2kWosmOfeTVS5rpSIJYlSOqOUkXUy55lCnEKckUA/iRWF1oKw5SyFqtu7O9brlfSj9QPv370nhMBueMTYFdatS7+ZpR8mmAQtH6vyYoZpnDgZy9PjnlW3IaYytsaSUiAThNlUaN0pwzQVinkRfZgTFm0KwpQFjYVnSVcGZkCr3qvyrSohxtLaE0MsUuZnQYgKVsgk1zNyrQvIkUqPcDUgrm+gtTrnDjWXUFXr4MPH9yaJqtXVGmwCJVhIz4JACQIEOtRlwsOyIi4czLPpLSxhu5rTLymCy+uA8+SG543+y+RnqWAmf3Om6ZV3LFn6sl/oeT5b0qQ5eDXlddaK4RkpkaIhzrQsfaZTFeCh/ntJCVPlK0NRDZOvtd7MPUHGGvpxEA5qzkQtiUm9lksk6JLmeDlmv4sGuQzsl0lUSmmmy30I+Vu+1zI4XEqL1+MSxaoJlLV2BuPr+VJMBERGuPZCSb+IKUigKAc2bTMnXFWWVC+ur7zzxfflZzYfHLf69zXBWvYsLRG25RhfoqGXP1+iVx+ay8vvlxTMmnwuZdPrPa3/vhSsWB4/VCSq1MuIMXA8Hnj37oHf/ObX/OxnP+MnP/k9lBIa1jfffM1+f+B4PJJz5qOPPgIkSPfB8/T0SNNYvvnmaz75+BN+9tM/4PHpkS+/+pJxmGShL/1Mgr6qmb4gfHZJFCqKUnv7YhYaxDPjac5zZSy+SOM4zigUMN/P58jhc+qCIKTVl8zT9wNaK66urgCZN6fTiXEYSrVYk3NtXpZScJiD/6EUkKqxZLUQcGw2G66vb7i+vuFqe1WSj8TQDyWAKMI7tccun9fOHEOhlZzXfmccOPmM19fXaK25uXlCqIknQhYDXK3rM1/6J4rNveyNGa0UUYmpbX12rdF0rWMYJk6nURCu5Il/9A/pmpb1ppM1oNCPUxJltbZtMUqDj+wPopKo6HBWo40t1GlBC51zNG2VzQ/C6y8B2TSOM5VdzIxb2rYp9BWh+w3DSeR/bS14Jd49HvAp4yNzEnU8nQhhJ8hf29Fu1tjGEVMQ9b/9Hmstq/UKbUTBdRolOPeT5xQCq66lbVqG4snSj6Mk/TFgFAzjsFh3pIA4DgNffvkbrq62XF9fo5T0usi9lQp3jhHlBIHoukYC3dLjZZQiJU+KEzfbNbdXG4KX4MyPAzmGuRDxQzoU0GgIpfqeKPQzNGQj1DqAnAlR+kuUESQ5xSCtJkkS95SCGA9nSbIgYzkX8eVeSI+QtbpQmBIpR0KYIBuClopCjhKAGqVBtRgnPU+NcyLRnzMhBil2WoUyoFWC5ItNg8yN6BPRR8axZxx6+r6n708cjtIXJUJhzIG0NdIjpEvykGLET9JfNI0DIUxc327pVg3deoW1DbZpACOJZYbgJYmKRdYcnWYz46FQgN3c1yxB9rPtuqJ3hR6mnOWszHbxVe+jOu+LWoH15tkeWq0oao96CBFjipJy0TmvaxCUGEjr0isoFza/f0okJIkChc5F6EDZcu9k70ix7u2SjEJNonJJqDTr9ZrGiVmwUYanxx3Be/phpOsM1q1ENl7bWcluKVAE4EPEjJ7TqS/G84CVJEr6Vqt4VSoiSJkQBMlKKYtDVxWPmOOUPKs/JCix+zKaUvN/q8VTf2bIFKaa0gIsmNomU++XvI8xRjRcahI1e5aWuIZquqzFhFgtWlwuUK7L43uRREFBTkt2qNQ5ebnsr4E5Ua9J/WKe55I0LRGpQpIlF+35UongeTBav38oCYDnSm3LRE+OTM6lUjz/+4xK1BsmghmFWlUpWJk5+HG1j8XKwhiDn++dBMpn2lYkoVRitVo9o17N3NKSsMUQGMeRU9/TrVell2IrjcIpM44jx+b4rCF9HEf5FCWxWEphLxGPDyU8S0GOy6D7Momak7WLZKkGiTW5WfYR1YCxqn9VEYaa6C2Rn1nJT8k9b9s1jW3JauGZlM4oUgielCNqkHtU6UoxBoHNfemZMBVVPN8bpc7FgFrRqMheTVAqTa4KbVSqX+2luhQDWB6XCWJFR5c9V8vXLml4H0KilkhfTd7q+y7H7/LZq/di+bl+iElUDe7Iiavtluura7z3/PzP/kwa/9uGaRxZrzrGYWD3tJuFUEKRnF+vV8TY4KxlHEZ+8fM/5+n9I36cuL+75V/+y/+Kv/rLX/L69Rt2T09M4yBFk5To+xMKRZjEJ6daEWyKwE5V69JlTtW5UpHYYRj49s23RcrVlP6r55TO56j3ObmCPPf4VbT18fH9s2fqs88+43A8MPT92XOj3OZpClKMUgZjZT0JITCMU0kINHd393z++Rf89Cc/49PPPuPm+obGNQz9SGbEx6ISZWX+dq0o4DlnRK7XaPb7A348kWMuCJUs9CEmcoLNekvrOhrbstvt6LoVT4+PvH3zhhA8Y1k/c9lPZt+QnAmI12BIEiCKL5d4FjaNAWWZhpGHN4Ff/d2vsCbz05/8hO1mDSkSQ+Dbb76ha1t+9OmnbK47Pn71ivfv32NNkdxNUYyWg0c3DSu9wjYd2oiRZkh5pm4po8lKAr9hnDgce7bbK25u7nn38Jbj8cS3bx44nY7c3lzTZMX+MBYFvp1Y0hvHMIzsjwdqv61zAWMD/emIHs3ch/LFZ5/NyqT73SNv37wWCo+XJHSaJlrXYrRD4SHHQrl3XBdlvuP+QNM4bq6uaNqWq+tr+qFnv9/hh5HXx695ef+Clx/dFe/HyHg6kkLgqm0xSrFqWql0BpGzTyFgjKJtJYFsGsfhINL94n8UMCVZ/yEdilyIeyV4FuyIhCFlQ8qCwuac6UdJooJOuEBBBUW4KObE5EcSShKhbKVgYERxzjQJrSzGikCEs7b4GGlyhBSF3eOcJDDGKlonflDX1xvpXSv2K36UnpNpPELOWCbSpDikjFGRY/bEDCEpppCZQubh6cj+OHI87BiHXmjN01jYHoEJiZ8rwyaniNWOVetwGozKtE2DsxpjOsBxGjKowKE/kbLGB1Usb7KIRbWdmO12RXwrJ8ZxIESPynFGorqm42Z7Xby1nPSn6UwmzNeDKv1Oi6PoSsx3UpU1JAPanoWglFIMgyDFrqy9XeNw1omMOWffRV16ZYGSyMW5yGOyQmVV+ogyIaRSaBLUBi/o3ziKcXZFu2qCplPEFUnz0XtS8AQ/FkQ5o7Xl+uqG0EVWbRAkNHkMDdbK+te0Dg71ugqqkxQhJHb7I7fHnhAibaNp2xUxKqZJkiW5XgVoQkiFWhkxRoxzVUxMIZTCdPGx0oqYhU4cstCqJesuSVWqLKR0Lkou2llSEWIxSBJoyjW7Qk3tOimAibAQ5FzjXUlwU0HsjLFFJCxJr1mu4mXw+Pj0wWf7e5NELRMfOFPwakVfLYLWDx2loPH8jPkM25FT8ao+a/TV15zP8bv7ny4TgvPvlFBnFsnT/H2BfNUKRZVqNPpsTKuevf+H1QCVqg3RGilKnJM/CXjznEDVKkt6FsDLhFutVxhj556KpZBApcrVIHnZi1Pfq37+y6RzmVB9N4hb9HawDOiYKwHLMa9VkHpd9TzVH2mZCCz/u/57njtGz+evgWNMFXE5z51aecnkMk6pThAJiPK56pFiFB51Gevac/Khz78sAizpfEtq1TLZukyWLufz8u9+G8K1PNclqrWk89WvZeK6nGuXc2+JbtRz/lCTKGA2drbGstlseP/+Pe/evePp8ZHd05MkxSXQ9H4SukP5d30WKSal3nsO+z1t03Jzdc2rjz7i4xcvePPtA7vdgdPhgK+NsSVpVpyFJioS75pmnpj1Dizvt9DcAjlmTqeTUACbdn5dPZ4XgtTibPnZOZumwXuhvuQsRRzn3JlajaBEGkWOsnZNpbgh3nfSL1gbiEH6PdarDXd3d9ze3nF7c0/bdsVAtWxQoY7hwnA7m1JIUmhbekaqMSOXawQFITsXAw6HA8EHnh4fZd2PQWgzWbHomK252Hzkxf+DJFLOGukF8IH9flfUF0dS187IYX86FtUi6c1drVf4aeT6+oqh78WoOCVihlUjhrQZaX6PKRNzXlxIofhkGZthmvAhkpJUgMfZI9HjQ0LpxDCF0ucUyGgU0lMcfJjXFVlHPeMg6KfI9auSrCsOxyPTFNntnkTowdiLdaiobWURATEms16vZc0IkWyteIsV9UUFjP2JU+8Ze5HG3qxXnA4JnwWFquiH1Xqmc+lyX1OMxYpCCgdt0zDYEe8L+pQXXz+w49ztVJ9GLagKqgSykZwgxEwIGWWEqREKPVUpxOA+RqJSJRGrlXyNGKta0EJ3VeQSO0mDv7SCpKJWKdX72mPedS1d14gCnpbn3eeCegXpY/M6o5PCm0TMAR96YpZrHyNMIXM6HjkcesZxxPtJBJxmBTlBSWPtSwIENVFCl0dERawxJJVRypIxeF9Uh/NETIpxyviY6ceIcw1tm/BBkFitMlqlEtAnkh8xWnE8nkghsW5WYIV+quZ5HgWpzvWLD8yvxc/n+FCSLm1EZa+JzbO2E611kQAv63K5iUqpuUhW2QX1eZO3kGurNMIUo9DcAApSEkJcJFFBJLy19BbpQpHTSmihonqaihCZxA9t22J0RGEZp8gwiY+fFJL0rH5ZY9N5BicxQJ+mIDLyiNWF1r7ECMyFNFShgMcCZqhU9ol0RuBK0V8SwDwzNqohNbmKAtW448w0O38VFT8UOpcETp0ZOtYa2rbBFB9RGe9aqD+3TljrxKcq2Gdx8FIY6kPH9yKJkir4VAIyqfxrbeaKvXPLAZtIqSQaWlTsMhmbDCnpeaIIBApQ4PAUmYrz9RKZq+hBDR5c8SKpg1YfiioqME/2RbC7DFZjDFR1PmMM1rgS6IqrtV783ZkuleZntgZn0uSWZ81+raSnS25sJqhASnkOdvzkCUW+Ni8nXkoM40gG1n2PaxwvX4lKVsqJYRxmQYEa3FWzziq2cIlo1OOyl2l5fOjnl6jVnKzGM6qxDPqttTNCU19fE71L8YN61IpQjHGWwpdmcqnCVjrU889R0aCI1gltDZCwViGK1PnZQyz3S7aBukktkaF6HZef51KsYSkEUMfsMlGaEbPFmCzf77dR/5Y/q/Sw+r71faqJb70PS3n4en3nBP15klWvu86RH9qRUuJ4OHLqe6wx+MmTYuT+/p4UE6+/ec1qtSqqapZVt5JKXgiziEvf98QQmfw0j9nrr79h6Ht+NoyA0Cg++9FnnI4HpmnENc1c+cpZ5HmNMayabqYze+8J3ou6VIyySTeOpm3FsHpC+ksmT9ZJKBhlLYRzoiz/DecC1blwUBOPcRSBg48//pgY5X7u93u++eYbjDVFUGGNdY52tRZV0CT3fugHJu/p+5GcNV3b4Upv66effsbnn/+Yzz//gk8+/mQ2CgZZv4yRjXUcRhGFCFFQjMOTKJM6S9t2XF9dSQHEOHZhJ1SRKM+qnya0UrRdy3Z7zRdffMHVdstqvaLvT/SD0BFD8ExTNacOGK24ubkRSXIthZlhGMljIuVA01hWK8fxKMHY2A8MxyNj3zM4y7uHB2LwtM4RppG/+9u/LWqeLS9fvuQf/aP/iIeHB96+e8fj0xPH0wkTFUnBw1ffknPm6uYKow3Nao2fPLu90GuwDafRM755x9/8za/p+xNffP4jbm9u+PTz3yPlyG9+/Rv87sh24wUZun1RAju5V9dXNxKXoHjz8IZ3b98W5FCk5pumIYeA6zp++sUXnPq+UBSZhX5UvVchE6ZAGAO3N9d0bcv150KjHMYTbdfx49/7PVJKHI4HnNasm47WOK5XG67aNTZrGi2moR/dvUCh+OTlS2ENJPBToD+cCmMjsl53XN/cMU4ju+PAqQ9MU+b6Wuahn6YfYg5Vnr+q+mbIWXqiUtbEbCSxjuAjxAhGCb0xRul1UlpMR31IJK1JCgxK6F3KkZXFp0QMYJUUiULh3WTvSyFZepNigLZzXG3W3FxdcXtzw01RgZzGgeA9R3/C9wPj6UmQ7uDIVtFlhc4RnUbQFmUa/DBx7Cdef/2aN+8fefv2icNpIAXp31uvOkmogqfrGq6utmw3G1Zdx2az4vpqjR97YkHmUwQfLQHH037E+0Q/DHif2B0nxjGwP/aYgkTd399we3vDJx+/4Ob6GpstMYzsH/fE6MkhsV2vud1sMWQowmRp8iIp7/SsNyB+UaXnaMHgqLTbmpTW2BBKL7URFkrKWWTpS2HMWCvFoCxFCWU0ppidy95a0JBUk4eiCqjkmlKIxCi0yphgiplx9BwOJ0F6QhS7BGdxXYttHNZKH0/yI+REYxuMbljbljB5YlCQJ8bxJHt7CIQwIcbO4JylGtMKHiB93jnDMIyM4zT3uTnXYswkEVEtsptiJVGpgSUWG6YJR0Y1FmcUTneiPKs1CYqPnUjS66JSGUoSlkIqohjSYyXr1PNnLISIihHlHNSEsKzN4p/VlmfxHEfW2K4a0Xsv+/zxdFZb/l3H9yKJqoEtnAO4s//SpTpcNaYEuKj812oBkFKp0tTAOaf5oVhS5Or3SzSjXsuyor8MIucrL0HK89cL/1gptVDnq1n0hShFXp5rWeWvMAnzd0XVrBd+rdZnYYva+xMLj3YZrC9RpiWK07QNKGkcra9fSmIvaXQ1MLsck/q75Thejms9PoRKKVTxlnlO2/Pez5LNS5WzJY2soiDLxHaJ+phcFFeMDGCqVY7CpZ2HeJ5DatGfpYHnVMblzVJq8Xn1d9GnD43R5cO4vP5l4Pu7qh6XSNcS2boc/3rUhKze3+V41Xl4iUrV39Xnob5uSQu8TOB+UEcuCkpls/STSH6vug6tRXwkeC8UMCWV0r6X50SXXgFfAnNBlWQehBg4nY70pxND8QppmmYuwkRbEuuYCiWkPOsFcJmR2MXYLpNqawxea0ExPvDc1Nf/9jn0nOqZUsJYQ9t2z5DfYRjKNRtiK0UeYyzWWHK2pYfBo4uvk9Ia58RQ9+r6muubG25ubtisN3RdxzBN5BAkSNeFVq0i05SJITKOI2NRQ7TWEpzFaIuzzWLOV9RKk6I03GddURJD163YbD230ygKYEPD4SCUxBBj6UmTDX67vRIvmv5YxnwQ0YnF2mu0wbmzWuIsIz9Jhb11jpQix+OxJKQjN9fXgqB0K1arNbvjkYTCB6EOHk69VD3bFmct1hpCSoyTn+WhJclOPLx94OnpkevrG1arDdvrK0ls3bdMPnI4DTgXse1qlgY22qCbuq/kQukWs9uckyBNReZNA61rURlurm6KnHKJmoogivdB9h2lxUTYNqy7VdkjE13bse5WeO85In5DIglvyCYVsZAoOJk2KOfQKLlOlARGPjAOA9XL0ftAiGIAPUyBKUhvdIgZpTNT+AGuO3nZ76HOX1mXL1W8vpi/V5Np8V5SpVk/U+LH8n+SPOf5NZoYpf+DBTun9ljrHIXelzIi6CIFtq5paF1DYy3Ji+8RKUIKYnibIilkQb+iRoy1IyICI2hJ8GKW3J9OTOMgyG2M5CTPXfXnMUUB11hZz2zpoazvm8tY+SmTdeJ0CoxjYLefGKfI7jAxjBNP+5MkDk1PiOCjYrVa41xbkM3qWyUU5MlK4dWWxIVCGavU14p8kNNs4DojHTWG47xGz56cqhb1z704LPbi2Sx3RsHL+jz/vL7v+T9VYRLlxJzcCZUt430qz6YYG4eQJOnSQgVMWYkxLqLYpzJkFgwdg9B0VeSZ32OhzJGrSInsaSmKeEMMIkVeFfGqB1wt/J9ZMer8XUvSSBm9mCI6aen1Tfn8+VVF4ks8xIcKgOfiIxfP/xLZlKE8x1RayTw3dhnby6vTfI9lH7RWBIdEjIJiUzQ/bB88vhdJlATFHus6yXhxkrUO/YLSJ5v0MAzn7F+fm/xqFb0GliEkpmlkGDJTipdjDpw9dWqlvhq2XgazFaGpiMjydzJh5Fq00WgjkO40TNT9WNQEFdMkqjhj6elRa8nUqwqanyaiVqTkEFncQu1JCe8zIaZ5ojauhczcx7LerKWaO4qS06k/nYPlBUpWk5IQAuvVmq7tJJEpWXlV8ls2qS+FNWr1pSZaVTp7SaOrwXj920skpopVtG2LUqpUi0WhrL6PNLzLtYiCmJ7PV69jGexXyeZ6v2oCYJ2lcY3I+ZqB2vgYo0jEijeCA6QKUSU466Kw3++JMWKtPE0ShGnaxqGNKIhprehWrVRcQjH3C8+b/JfXXufs6XS+R8Czca5zbonyLIPjZbIoz0J9Rtz8s0sZ9BrIj+M4n3t5z+rf1N+llOYEoKJXdW5UJKoqDP7gDiXJzWazYZomdrsdV1dXfPTqFdvtlu12yzRN7Pd7rBOBhIeHB8Zx5OXLlzKejcNmK70u1tJ13UzrHKeJ199+Kw3kGVabDVkpjrsdYQpFRCBCkdbuh55QUeQkmzicA4+Mpu1atNFMofTMaSNzbpGM1+rnea7U9Ur+REQaPE9PTzjnuLm5oWkEfa9Vua7r6LquWCSc0EbQ/u32Gtu4IrkrPR25mIW2ViiRH3/yCb/3k5/w05/+lB//+Pe4u7uj7Vp88CSl0NXsVmuhogwjPkX605FxGslFYWqaRsZhQpunWcxl1XZ0TYczTpKu8S0plf6y8pqr62u219tCIwq8ffuW3W7HV19/yfF4wDnDerXiP/nH/5gUA//2Xw887XbsD0esM2y3K6bJ8/i+58X9LT+6vebHP/qMTz55Sd/3jMNACkGCtCS+SsfDEWuFHv3mzRv+yjlW6w239y94fzyRDj1fvxX58YqiPB4HSV4bS4qy1x0PRx7ePhQ1Wj/v2w9PR5Tb8+qzL7i+ueEf/kdbHh8f+W/+m/8nfpq4ubmmbRqu12varmWzXiM2C4mrbs32k5aHd+8Y+h4VAnkcwXvSODLs9my2G/70T/5poSj2HA5Hdk97DscT/anHXYu4RduIGMRpL/5ozjWYpDk9HaSnIGnQDcpJ1TzEyHTs8cee6+2WVbvh8fTI6Ce+/eZbrDFcrbf0/Ykvf/OVrJNa8fC446s373BFqXIcJ4IPPB6FUeG9Z5w+bBXxfT1ShtOYGZPQ90LORAVR1Y7tgjKlTMaAbkBnslKEZMlRQfaSEEQ1oxk5OrLXTElJ4tsbkteMKaHIGEnDiD6RYiCMR9ZdU9DCSPCJHBIqCUvGkCF48BNORbJJTCZKUThIQq1yg8hiwJkaJUhG8BPBSx+UH0eOx4PQUEdRVLRakZNQTEHWmipiIc+5JHyTz7z9es/g4c27nuNp5DdfvmUYA8c+0A+ep91REheruLrecHW14Se/9ykfvbrj93/6KbfXa9rVtVAE80RGczieBPENXtb/dSlAACoBOYndQEqyHqf0LH5OKTH6cf73HL/lhPdSTDLS9HWxdxeTV6Pn16hyvpoYKKWwqLlPaBwmUioGtRrGaSjsYYW1DdurTpKqGHFNJ1/rFtNYQhRmRZgGSEm8mMjkLMm4Ni3WQeMSOYv58BQSp/6IjzJfV6uWSOZvf/M1T0973r59EI9C69jvDrz59lta16A+kd679WrFNEyMJclRStF1rSgCFmrzNE0kMsY36EUbA1AQyHi2pMjVT7Hscz7MQEQqmWYuY1hp3eeEtwAj1pS+uUZ6mrUhk3iOhyQyHkVVDYzlK6DwaLukw3/3+F4kUQAoZmSmTtxlkPxcbe/sswLPg8tz1bZU2JfoQulheI4ofFcEYRkUXlbtf1sSJVk3pdH7u31VeVF1nqv5qXA5ixGmUBGFG10/n9GGbC0ZKSnM11iUZkIQtaIKJdton1G2cs5nDxp1psSFELAlOK5B/WWS+CEUaTkey8/3oWr48r8vx25unodn1ZBL5KYmrx8S9liiIstjWcFPMZFMonJgzwmCKHRhJGFaokaqvMfZYPe5v5KCBU92OT/PjfvPe+bOSN4S4Vv2Ey1/fjnGy+OyD+oSzbr8mw/N7Uv07kMo4+X5Lp+x5fX8EJMoxXMJf+m/aGnbjgwSMI8j3gfx+mhbrq6usfYEMCcscBbBkWKCxTpZuE1JslNKc6HGGEsyZ6XDKi7zDLnMpUKXn+3fQv3IZ0Swgga/7V7JPZW/TamoNZXNpRZfQpBgd5lUnz2oZNOviXT1PBkHj1IJZeRzigRxw9X1FXd3d9zfv+D6+mY2A14iuXX9lo+ZZmpgfY6VEtPIlCJTzICfmQjWNiiWRa+mKD+leQ02xmCspooUjeNIzonmoWEYRBhEaB2rItxT5jTnRLNWVjebNfd3t6zXa5xryCkSS5KrytileKYG1018GAbQhqwN0xTwMXHsB46n02yQ7mPEGgOspOKcRTCjH6TQk2KkaWW8s9L4ENkfe5RxWOOwTQfKEGLm6WnPetWxbhps4fOn8tV2Dc51BO/pmgZTCo+uNF/nGCGKwapxDXqt8VNAcShy0AprLKoYvmqNeGDJQyCqfae+FFi8FOpC6ZnLZS4C1RSmqjBO44RHkX0qSVJBNI0Gn2AKBDQ+IshUCHL+EBm9mIH+kI6UYQrgsyRNQWWSSiSdBX2Zn2XEMweNlPkUEVOyLI0ASqVfMImqX05KkqykyNFIkSPKG2Ut90FEJYCkIGtULv2GFQifizdx7vOz0iBDY4wg3zHOypTAXCROecGyKV/zwlPOG4M8j66V/dYag60xCUumhmKaAqfTxNuHI4c+8e27nlM/8fBwYPSRfsxMU6Tvk4hDWEVmZPKZ1eo9IUSurzpSjNxeuyKfL2jd5D2ajC9qu+cPcj7m9XRRzILfhvAvCpuL1z1/iZqLYWqRLFLX57oHl9fOE0GGV9YJBSgDxMLc0ShtkfKa0EJDyiRffOgK7W3qvYh3kDAKWq0gK7R16JiKXUURJJpj60rjq/dOClI5C1pVqdR9f5LELko/lex/5wTxPKEX47sc28IOq/FYWsyBZ/HmPJznDfEZmvdsqJcxvJoRwbmv2FTUNlJFPqo5sDaLr0T5XltSvu9JVKnS2xJQiCdJKioZlUpX0IOcvjNJlwHwMnitDsw5yWQTGPqckH2oEv+hB2VJf1lccjmH/LeuEHXborWiady8yMyBakE3KsoyjCIfLHCvxucoi1jIpelbNv22bebKag3a/SS9GTMS1zh0koqx1ppYJRwzshm3rbhmG8M4TmhzYr3ZCNS56Hk5o3xnVKMG6ktK4LLXKaXEOI4YY2axiiVCsQzuatBqjKk1cpnM6rmRbL0vS9nvGvzVhKO+dpkI/DaVuljEAep5lGI2wAMJiI4n8cqxydKZjm7VEsLEOHVoI0aZMxWQpYiDyA8L/C1eVFWxJ6SStMXv0uDqe9fgq6oi1vFfUu/q56nB7PJzVRSxfvZlQH0pXjEVX6JlArcUtvhQYrpMAJfIcD3/ZT/cD+EQZLAhxIRrWn70ozu6rmOz2fDtt9/y9etvJNFSmn/2n/8zPvvsMz7+6BN2+z1/8Ys/Z5o819c3Zb2RORFCZLXacHd/z+3dPTe3N7z+9o2gWQV57RtB2dUoQWxjnTRtFzohFPRJaeJUKKvlepumRZcEAmAKsh7EJOWZpWjL+dlbWj6cqZt1PT2dTuV5y3NycnV1xcuXL5m8zJXGSRXv5d1LjHV8+/pbYlSzn9Td3R3r9Zq7+zvu7u/5+ONPefnyJTc3N/M11cpuCHG+pmp27P1EThENOGOYophITgUxrzS+rluXtUNYA69evSo9nAMxCtXOOkvbNlhnZ3rGdrvh3fu3+DCiEUEKpUVStx8nJu8xRub5ME60jWW73vDTn37O7//sp6xWDmMNMWRyLs3ISYJ/VSh0bddx/+IF1lp8iLz/5jWHfmB3GjmNE19/+8B+v8dYWyiihebZrnDWCsp4Guh9wFlLt+549eoj7u7uJemI8G//Pz9Ha80f/dEfYbTmo8++4N3DA//hL/6cu5trPn35MSrXeRNI0fPqxR13d7f85IvP0VrRnw7SV5CrcE5iPJ346le/Zru95qOPPuXwdGQ4DfhxIkyRtu2k6dpk8XvKHnIm+oifAvv9nuCDyNaX/Wm1WrFer9luhO0QgmfwE51b4XTDt4/fMvQ9j+9EFfLm+ga0Es+jpkO1Gw7DSP+0AyTAevvmLae+53g40Q/ntfKHcMQE7wdBmxKJgBcJc6OhiEHIkqtAGbKGKUdCVLjkpPcpW3KOhKAxGHRwJG/Io5KEKlsIGgJMfU+KAVvumcmixtc2mnXT0NkVjW7k5yWZitPEmAN5mtAxsHENWWtMFKrpOPRoLYF0KkWLnAv1LgidL4UAMWGUwhpN6wwpah4HKXRsV4ZV03B/e8V23aEL8jONgrqgFA8Pj3z77Xv+x//pK948nHj9NOCjwqotYEg0KOMw7hpjNNpZDn3P+/2Rp/2JrjO8e//AyxdX/KN/+BPubtZ8dLMiZjjsD0zOQJjIac2ma6ixuBSbzYyIxLlAI+tp27bPYgpJfNSMItaY63KfrH05tdgmIhDPC/U5pTkJk3NI4G60oWk7UlKYPjEFz6mXIo1tWkSqRLM/jRzHI2MK+CQ0w5wSx6dHcvRsGkfbWF7dXNO1DbfXt2jVMw6ePHqmMYDW0guVNTpl+v7I7mlXRIcyq9UGgHEYOBz2vHt4zc3VhuNhjzGWxlm6tiEVsYsQA9M4ME6eGIIY6yolNN7C1hGfUs8wTnifxIdQiSx/nGl5osZaH49ZtMMKrRzkdbVYeR77s3aCxE2OtmtLHFRVsXNJJB1NJ69ROmMshNgQbAEofkeh+PuRRLFMUgpPVNVgoGQinCv8z5OecoYS9NUkIKVUUJ7zhJ4zYPVc7GC+ig9Ucy8RlvPr6nXXa5DAvEKNtbJfK8BKJZxR83UI5bA0rS0eTDmXKNao0phXKxdy/jhXfD4U8C4r3DWJMqZUyWsfTVFwqgjPh3pclrSzD/X1XKIbH6KdfQjRWx6pZJk5F37xIjFYIlMfQpouF7NloP88iHze/yENunWMln1FReK7gJU5VzqgJC0iHX+RMJvnZr+Cb8j8nfvS0nd7tuo114W13qtLpbvlXFkeNblcjutlwno5XpfjtrxXl0jU5X2r8+SyJ+pyTvyQDucc9y9estsJrW2z2c4Us2GaOJ16GtfQuIZTP3A4HLm6vqFbrXl4eKA/nUrfEmhtUTqjs8a6Budapmni/fv3HI8HhmFgu9liS5Iy9j3fhm+JhRZWezWFr67OnkmXz5UWr5AZxZ2Rpt8+/jnX+7+891LJTKmYdSvoe1Hqq7TEu7u7OSDWWirfm9UWpTRdV9Q9N2u6ruOTjz9htV5xe3vL1dU12+2WrmsLv3zhyVH+u76v94HT6cA0ThwORxHGCRPT5GcUMIQg1UQ0fTuUvixpGo6xJmJC8Z6KgqL3Dav1ik5J0tl2rSQvFfnWIh8s4jNJ+k+UnhH9ruu42q5pSyFIzJJjMb+UgklF+60x2FVHzjCMEy5JX5EvCJ8Pkgz6IEIh2hiUMbRFeU7Wn8wwDQQfZyGinAWBEXlr2UeOxyMA33zzmqZt6FZrrq4D19c3rNebIqAjvWPBT0UwY6Dvexq3FdU769DAOEllWSlFSGLkm2KmdSuij2zXW4JPDNmXz5+wq7IOZk3KMu4piRxxThUhzWTSHFyDQRtLLEpi1hhyViUgM6B2UmHXhgTS52ECfpg49RP9WIs+iTFkEoZmtfnBFW6y0iTTlfGRJn1tLMY6lLEobTEmYVNmUlW1U6jixq1nFUNSRCkRg2msozEtrekElcgOoyWPSkoU/Bpj0Sph0Rid6Fxm1VqccUXWX4JaUxCQihCUBkFA0MNZBVOxiJ9EIAOlZ2pVrfxbo2kKXZWU2a6l4NM6M8urnxEZ+bsYpTdwtz/w7v0T+33P6TSRooFkUNaRMaRksKqhabfil6kV2mR0Bh8nUj/x7nFPSoHX91umYY2JV2w6R3u3KQiYnqnDs3WMysL2qeDHEkVZxBQ1UE+FMXW5Z5/7VwUYMLr04SBxjspFQOpijsxIVEVQSoIUYy63Q/q7vJdnLo5HYoQQYN/37E89p+AZS7Eqxsjp6ZEcIzebjlXTEMfIdt1htSaGQBlA2WtyFvVMXWKYJOJcuQhf6LLf1P63oXiBDf2Rpu3m+2mMQgWKwuC5UFsLWOfCWinMh7OC43m4SyxFQYrIz2LeMw3yw/HmPKaK2X/x7NupiNEAmRhLbG3KfESVubnoI7fmg+eux/ciicpZkIDJTyVB0iUb1FAmkC73wzlTNv0lXaxWXCtKUM5bVO2EMpOLyR0zMres3F4GuJeoxpIeB3wnmDSmImCTrCklEJdg91zFb5wjZ6m09kM/b2y5JFXyXkV+uZVJ1zSOEDQhCLc05zwHIVUdTRKR83VXqhGIYWgNkIyRnqlMLj1cRqouhdJziUQtE6RlQLekQtXfLROZ5/zUep+eJzexJJH1gV+iKvV9LxOIZaJxmXgs79llEnWuaBckzIoXglJiVppypO+FqpVyy2rV0TSOlDoZ71BMJq14DTjXYK2Ze7EkOBS6S1KZyJnisEw0lwZ26/V67pOKMZaA6Zyw1mRpaXj3oflXX3u5kFyOwSVqd0nvq+dbIlrSc9LPG8eyX6qO/+U9+iEc682Gf/Qf/2N+/vM/w1rL/f09p9OJd+/esdsf2e2P3N012Lbh17/5knfvH/mX/+JfcHt3y2a75d279/zbf/tvSCkWuWhBPTbbLav1mq+//ppv33wL5Vn4gz/4Az7+6GP6vue4P/Cv/of/gdPxNKsNacoGbCRg0VozLOYDCjGqLKiiTUmQUYoYAN9NkuX+nxMoec2ZdloTgnEaGaehJD+SQP39v//3Wa3FuyoUW4HTcWQqEts5J66vr7m6uuJnP/sZXdex3mwkqbCOrmtoGlt8UyZSEj57DIIuHQ6SXL5+/Zq+H3h6esIHzzgNszJoleUVSqSgv7BgDmjptwyx9jDEGfG7vxcExjhDt1nhWoe2Bf02isGPTNM4o3hKy3Wv1xte3N/x8cevaLsVp1Mv154iWstG/vj4QIyRVekd215d4WPk2zdv5N+bLRFK/1rg2A+M04QPgfV6Tdu2fPrJJzhrgcw4DLx984YYIlebK0KQvtXHxyeOxxM+Sn9Tf5Kk5eHdI1dXW/7JP/kTbm9uaVQh9BQ12LZpGfojh8MBcuSwe0L/+HNurq+EzK6UNP2njLMtfgo8Pu6wruXt6wfuX7ziiy9+Qky/Yrfr2e9O+OBpPn2Fc63QGku/WUri69O2LVdXN4QYGaYRpQwhJFAGbVpGf6TvPY2V4tFHn37BNHn2B/lM2Ujh4ek4kvpAOgwMPjD6wH53ENGOmxu61Q0f39/Tdn/2f9ha8b/JoS2pe0mK1ZcMnHV0rST41lpBMzIMkwhrhChV+W57jTFWfNpSgsljjWLlNK1zrNpG/HFw9CkyqYTzmqg9q5UWCqfyOAM3W0vjFOsWGquwgNOGRtuCCokEfU4BkiCuQnsXdgXC/SPVYN9IH4kyDqrwi1asWos1CtIGv4ps1rbEY7DtGnQWu2E9IwuWYfTsng783a+/4m//9ivev1eMo+WqewW6ISlHTIowgeu23Nx9gk+B3o80zZpWBU6HtxxPO371m7e8bjLD6YmbbcfPfnTPy7trrv/RP6CzjcRcBZnq2pb1qivJPEJjXVAd57r+RUF+3s99mJNCay0K6BpRg2sLeyDk0sMdMilLsUwpaS4RNKSgJoA2FjGPlY62YRR/Jx/ABzgOnmM/8u7xwFCoj4+HI4/7I7txpPeep91eVPT2B1TOfPryju2q47OXt9zdXDP8vd+jay2bzgIOpR3Rj0xhEoRL66KmeE7IKNTD6ANjf+Lp8R2P7694eHjN9fUt5hoUCWt08bQ6+4B23QqUEoXZIgZUY55xnJhKsSSlPJvvSvKpCEmQvlCSt2kS9kAosa8qr7XGzsJhM1NmEQ+7prJ4UomhFTF6UEkcAsr4K840Zq30M8bSh47vRRK1qHtTURioikjC3fdJvld63/MA/Tn16BKpeP76/Owdl8dlYrQMypdJ1Nw7o5ZS0hKwpCRKRGrxoClV0ZWauIkmfoqJiPhizJ8ki7xjTCWp0JoUixxnOj+4Kf8OBEBdIGyLz1b/npI8XPYXLcfqMiCrY1CTpKWgxCUtcpk8XKJKl1+172mpuMfFNS8FK37XcZkcLJHE+fPMqJ5cTxWwWCbPy2TQOUvKUpU5I6HLd31+L+R9PowQLl+z/PnM2b0Yw2XSU+/VUn6+/q4mvDV5XRoV1+N3oXpwRnGX11fHf3n9l3Phdy0w399D0TQN9/cvSjD/bRFW8Rhjub6+LoiLQ5fF/OtvvuFwPOJcy83NLZ999iP6fuBwPNDZhuvrG5RS7PZ7hnEgLOixr1+/FhNGIxLNjWtIXZrVq1I1TTZnxc4qj1utH+YrL8mUdVJ8SSrOm3xNbC+fyzQrDC0RxFoYEV+a+uy50ud0e3vLdrspSETg8fHAOE64pkWhuL2VvqeXL1/inMU1jWw/8zpX1wqNtaY8x7V5POD9yOl05HQ6sds9yc/iWVBBK1BFKlcpUW2T+V/WP6RgHovyXqUZG2tlA9ew3q5xrSvFAbWYu4BSrNcbUkwcDwcyYKxls73i1UcfsSkGnvunR8YwIi0UmfV6S14o/QmyIP23WQnK5VMiRLm/Cri/u+P66hqtFI2zXG03KODNm9eEEGgbRzQao5C+k1RMQpVic3WFcY7TUawnYhAFrWmaMFoJopWrApqglG234vrmBluKebvdDj8NYnqbIsM4kDNYOxYEYJLrzbDaXInw0HrDq1cf8+XXX3MaxpJQRshFSXDyZKBpWtAG41zp2YHJR3wx5vRBPK1CAj9MwMQYZG68/OQzxnHg7cMDx1PPw9MTWEt2lmHyjN6L/5iSQF1py+HY/+B6opQ22PU9Onq0yjidaJxl3TWCUFuDT5mQEmjpo9NRGv7d6qYkUQqVEspMOK3orKKzlo2z6Cw+a8pMWB1R1pG0Yt1YTOmLshZWzuEctBZU9vhh5HQwPBlorMYZRU5TUeUrljMZslRxyGRBHrNI9pssioxVYKYiNroEz86KX1HXilWB0bBer8RMt0poJwmQT33P0/4gCpUoKco0Dcp0pGw4jpGYNca0JdEQxbWVdXz08T0vX93x1W/+infvvmHq35LTwKmfUDnx9p0mp8jDuydyTFxvVjTWgNUYHZjMhM1gc160Qiz2yrLOfGevWyBRqlLb6z5e15mcz2GnKr2ptai1+H9yJhdESCkZ85xFkGwKiXFK9NPE8TTyuDvw5ddv6MeJw3Hk0I8c+ondOHL0nsf3jwzDSBonDGAwHNqeOEzsdycaY7i9WfPJR3ekFLHOMYWpxIeBnDVN4+hW3dzjVH0Dm0b6fqWP3zONA9M04P1K6HVZlD+NUnRdg4vi6wWgjCWRmZKokHqPUP1mycnzuKZc3aL0nIwtYyS5Rc8VFFNhF9giDuZcMxvId20ryRy52Oc0OGfIRHIO2KIWKe9nSEk+szX2+59EgVCk6mSsAaVQKQxKTUX1LMy9QSKveQ4K6nFJ35rRirIg5Lkx8ruDchm0w5nWtgwq6/fnSQZzdp2ziExUKldKdcFXZ+M1zmp1zrp68bJopYT2inEaUYBR0o8TUySEcxP4MhB/FrCjvpP0PUd6gnhSpDMl7DLhvPx8y3sCLDy83LMgvo5bCGFW4Vvem0v0KKXEVNTilmp0S5SjXkulF86fc5Es1X9fHsv3qwFjrTbUROR4PIpqTBKZS0HoqhqgGLWlUn2t6NtzlOfcGJpVrfyfr2HJj76kzS2T9KZp5v+ufXN1POr4n6s3glLURLYr0tz1b5cKepfJ1OX4LJ+T5djW+7NMeC8T4x9mAiVH2674/Isv+PLLL/lX//rf0DQN11dXNG3Hxx9/On/OpmkxxvLzn/8C5xz/xX/xX3B9fUPTtLx9eODf/Jt/w3pt+eijT3h4eODrb76hH3piSpz6nmma+MVf/EI8oz75TCrQqw7XuFnqXOVKoyzCL94zjCOT94zjQIzn50dbi1GK1hT+vhXfjLzoXVxWTeFcNDgjU4mUCm0jS89G14nyoiA593z22ae8ePFC/KpC5Jtv3jAM4yy4cnd3R9s0XF1dIYlYmNcXOW9CG4VFzFOFMmvmBGoYena7Rw6HAw8Pb6gU7LZpaTvpFRKkXJ4xQaeE7uNDEGuGLAh8SomYwlxcGsYTox949fErrtjOvaLGaIwzpAxKW27v7snA69ff0GYwznH34gU//env45yYTvbHI/vdDmPAWsOLly/RWrHb7WRvUNILaZ1FaUPIeeb5V1PlH3/xBV3X8vDmLaTEy/s7pnHgF3/2DcYY8ekKgfHU4zUYiveLsfzos0+5ubnleDwyDCNfffk1AMfDgcZZ2q4T1YDgC41Bs72+5ub2mtNxx9if+PbNa2L0+GkkJ1FIlWTcIvxloQ6pYaRdb7kdBq5v7rh/8Qnvnva8fXjP4+MeazXWidLraZxQWrNSBozFdh1TEtPTEMS38DR4jLW03QqtLbvdUYoV/g3b7ZY//dM/5f37R37xy7/j/dMT37x5g3YO3bWchoFhnLi7uxe017VgGl6/fWCa/P8JK8b/+kOZhvbuc3IcsSTWJtA1hu3azMnL4CNTiOgmMPrMlBuycnRXL6WYkw06Jcw40ajMRmdWRrO1RhrhU8YZxagnVk1LypbtqsUYiEFhDFy1VpKoNjMOE4f9njT2DPtHNpuOVdfiLBhV+ijn4o0gvyknpiRU/AhYpWiNFlqfkfmPVrNCXesMqrHc3NzgjMU52cfa1uJsCc6T7HXvn3a8fvOWcfIoI+yAxIp+6BinxLvDEwmDW11hbEtWFtc2rLuW//Sf/FP+5D/7Y/71//jf8ctf/jl/+9f/jv3TW3aHnqHvSdORw+7Aq5tr+pd33Gy3rFpH7pysvynhmkgq/kI19wEkUSIzTSMoMQgXutnzwnuNFbVSs5hXpfDJCFYRsucUwJJpnZW0636AFCSOp5FhChwnOBwH3j0d+ObbB/783/81x35gd+iZksInxdMwcZw87948MPQ9jRXz5ONupDGK143hatPy/uEdP/r0Jdb8Put1w2bToUahKaciuLNer8hIn5RSCj95rNGs1ytWncNoSaJOp70ovLYtRIqATMZZTdNsQCl8KsWVkPAhMAyTCKBUNlUUyqAqiWPOEHIsvb4OhcScMcaZmj0LU8RILP3L3ou4Tde1aG1YraTPebPZFNbARlhBxSdqKoUl74ezwrQZsTaglC0Fyd9NHf5eJFFnZGMZbOpnidU0+jkxOMtvFwopy2B0SVspfPzCn6zBc1687zzxF+jDZWB4Wb3/cLBer6egCtqIl1OUz1LPk5AMXaGeBchaKWhaSWzCRC49OhpF8V1Da4HUnbM408yoREpJKDcpMRXqTW20q7r/MUhwo/QkUCmCeGVYjOe5kl3PvQzAPyT/Xv+7JhZ5DgbPP6/HJeWvvibldK7+cKZZLhOq5XstE5jfFdAv/+5M6TsLaUxeKHq1p8I5VxrT22dJoTVV8nyJcMW5CkIZ6+oHoXh+TUthhw/R5uqxRJOqFH392xq41s81B9QX1Zllwvyh8V6O4XJ8fxvCeok6Xv7+Q+P+QziGYeCXf/3XbLcbMVrNIv89FCnenDNN0+KsY5qkJ2MYRqz1fPP6W66vr7m/uwM0L19+hFKKN2/e8rTbcTyeSLnIrup673NBUM69muTMMIzEIA241hhJ2Cr9oMiVT9Mo/YNFZEIrRS6oZL0/CkFAFJfPSzE7XBQSZN6IF59cCyiVZ4TT1zUkF1qvFcPhFy/uiVFk7Y0xrFYrqiP8GeUXnnlMsaAWNYETWWMxwe3Z7/ccDnumaSSnSNc2EqAYLSIGrsFokfoNXnyCdDW3p+L+8j/mfUD4+qOfOBwP2Maw3nQ4KxRw11iUEuq1tnLuphPBHaV1QZEE8RrGkdvbV7x4cYcfB1arjuNxR0qJ1WoNZCb/DkLAHo90qxWrzRqQc0g/lKA+QnFRtM7yo08/JufEaffE6XTEqIxVGZMTWmW003Su42rTlYZnTWcNBlFL6xrHjz//DFA4U+g/uqIEhmEa2R/2bDYrtpuVqETaLf0p4b2C0qspyoKBMAw423B1dUfKYlL/uNvh//Zvub19yfXVLcY5rm5umIY90zixNg60olmvZA5pjY+J3eHIqR/Y96dSJc5MCVSIHEYPWXHsB7wXMYpmd6D7dz9HK82nX/weZvWWt/sjYwgM+yNt13F7JwFQ07a8f/8kPXD98FuLQt/bQ1v06h4Ve5yKtGaiazWbtcYZaAyo0aOnQB8gkFGpJesG3BpMg8oWFRM6TCLbTcShaLNCpYiOgmDlFNDFuLhNAV0KGoZMg6bRhqtVi8UTRkeKE7v9kWE44qzBOVEoc6Wg2DatCCGoEghHiR18jFgLIcHoRTa6FhRrAtbaIgpjLV3Xcn93U/o5oe3aUnyUxMRYJz2lbUvTeobJ4wOc+hHvFU0j0u+ubdBWE5InBwXe8Pj4xFdff8PrN295+/BIP3hCBNd2WJMZhiM7deLrb96QY+STly+52a5YuWtRo1z0mmtrZ8+nWTlYCaWMnEXunRK7pDMqXuM/FvttKkV1np2vzIkMKPnbmqhlKP1oSZCepArClzmejjzuDnzz+g3fPjyyO5yYQiYrhwjZK6YYGDyYdktn1nRWfNl8GEkxoau4T/iK0/FITiOvXt3w6Sf3KJ2kZzd4fBHiCt6XGKfGOtKS4qzFaKHvpeiJYST4gZwUJEUMmZQVtpG40BpD0sjaqBAD4ZwIhYYdq3kui5goy1AIcncuWC91ASj3wRo7K7YqrWaxo48++pjtdsP9/T1t27LerArTLc/sBUocV2OocRzxQbzrYoyzijT8dx98tL8nSRQFflsmUHpu/K/B+HeTqJIWLZMXU7L6dK6kn1EbNW/CcJZnXip6fIhy9SEa1HcPOX9tYNPaYLIi23NFI9dzlgczpojKZ5ECo43w+7P0D3jvCxRc/HrKQqSUInW5wKES8FTfGT2OsnnncxIkUuryUAiNWZrqagLmi7S5c+4ZclUpYXVMngt6PA/Ka4B/2Xcj0uvMleDl5lfv7TLo/23I3/L1y2tYojnL40ObbPWmqInH8SRc/+pP1bYtTdOw6lY0zqFUMZyzZp4j9VgKO8hXJNUFQJ3FAZZJSP1MdYyXiQ8w+zEt/aLqtXZdJ/LS4zjfF2A+d722SxSqnmeJ4i2T0HosUcflzyuaOCsq/gATpg8dfd/z7//9X/L3/t7v0/fivxGCJEqyZkSUMljbMJa+t74f0Frz5ZdfM46en/3s92m7FZ988ilPT4988/o1p9OJ4/EkhQ4nY2az2A7EBYKstBRzhmFgHAZ2T4+0TStVs7WIGljncI2DU1GB5Fw4mJ9FVdqPVYlw8pkqcn5eS8qRl0qboLSgRHJL89lMtqjinZN0eb/1ZoNSmrbtzvMgCyqRksjlphzRhrIxFmsCrYhJRCNO/ZHj8chu/8TpeGQaR1KKrLoWbYUSWOe89HqpEmBQ7CrOiVRN3JQQ2lEJYgqM08DhsCMTubra0jaNUDsaRyahrcE6Q84I4tVK3wJKzYWo06nn6uqaH//498gxsNlu+PI3v2IcBtbrTaliCtoCQuVxTTv3MIYoPb7CQkg4DZ2zfPzRS8iZ/+nf/lv2ux1WZZqCPGmdoZUx6LpVuY2K1hl0ijgtieDLzz5Dac2btw+SOGstwYex7E8Hvv3mNa9e3uNay3rViBdV9tLvoeV+DV7WkeNpYLXa8OKjjhgzYQi8e3riN9+85fPPJ3wC0zRc393x9Vc7MWFeCe2l3WwAEReYYmLaSx/G/nQSldIyH1JGzIRDlEq0j7x585YMvNuf+Pjjj/ln/+yfQbfmP3z5FYenJ572Rz7ZXnH/4pWsi0rx9de/4nA4YIyVoOsHdCht0ZsXmHjCKU9rRtYtbNcKZxJOpxJ8g/Pgc0LlFqU6cFswLSo7xFpgxOSIzYEmZ5qU0WFEFTETosemQCbSJlGCTERMhobEylhuNius8kxjw25/Yrd/EmVgMrYRm4DNRqT9r29MocgKAjWFslZOHmsSU8j4KUpRNskXWXyqmqKQuXKGTdfy2ScfQQlUUSKqIsUTi3UNtm1puo6mCxx7zzR6jodAzIZu9QJtW0wnsv8hTiSlSMrw8O6Rv/vVb/jq69e8fvNA34/kmHHtmsYkTu8fiZPnN1+9JobA5598jM6Z++stOSaij7M0u81Z0A5X9lWtZe2tFHmeM4DyghGllLRy1CPGiEpKDLDn4LMUIQt7SZ3ZfHLunMrrijCZtmSV2B973j3u+M2Xr3n3dOBxf0Jph7JdKarBFEb6SeG6GxpjWRuHyonj27f4MJEJHI8T797sefPmDe8fXvOzn34K+cfcv7jh+mbLaRoYx0H6X4uiscSRUqQTwSXpeRMPsonoR/zUk7MmJ02KRRDCiS2FNZqUwRuNCkWcIgamGAmpKm8v48pcvJAzWeeZ3pdSmlkXqbA4JAG3NK2YvXddx6tXL9luNnz66adsNmvu7m4LPXFVCuLn97pkF1UF47HsTeUJ/q3P9v/fSZQSkfl/BXyZc/6/KaV+Cvw/gBfAvwb+7znn6Xedo5xn7jVJKZCSKsoZwjd3jWOVOryf5kw+lKY3UBhz7t24pE4lLX5BUkx5jqwIh97MykZnpOF5I/5z6t53VeCWAX2tXCgtVc9KR4klSLHdShKK+Jwy13YtTXZYpwnBFxd38d8w1mCzVKqttagCedYkajBWAh/O0uAUCk9ViqsVyMlP6GSe/QwEVj9n/OfxXH6+S3pXfc2Hkpacz1D25X2unGGUwhiLmMrZOWG+pCXVe7UM9D+MEC5//l0FwSpaobXGBxm7msC3bUvTNrMprdbCiy1OHnPloiJaVXxD+LX62TWc56Io6tRrrn8DH/ZYukSq6gNepc3rnLykPlaBizof6uuWVMJlD1t97RIdWyZXl0nVsnCxnPf/Z1SE/7dYc4yxXF3fFBNm6Xvqh56Hh+M8TiFk+n6U9UapmabxzTevORxPrIowyPbqilPfsz8cSCnjnDRgex+x1mGd4+b6mqaVJHgaR4ZjT06JbtWhFAx9A0qSKmvMnMRXBLL2gGTAlHk4jkLNkgopwrgpyFctCEClGfu52jbf2yzKgJWnX+9lpZL2fc9+f5iLVNvtlXDnp4F5Uyll1LOwTyqU67MgSiYzDD3D0NOfjuev/sTkRwlcrEjkrjcrzmp0J4aijDiOE/0w4ENkGgV1D9ELwleSOO8nJj8xDgOQCdFzONyxXne40oc0TCPG2LnCbJuGpmnFAqIUMfp+4O3bB37z5ZdYK8/Oi/sXvP32NUPfi4lyijRty8qsub29pe1aQkxMk6fve2IUytw0jvhx4NtvvmL3+MB27VivOj7/7COGuyuu1hajNNvNhrL4iqqXc/WfsobGidvtVir1RszGh9OBjGJ7fSVz1hlWPtBt9yQF++OBlFt8tCKkET27/RPTNHI6nTDacPfyHuda+mkkxszgI/3oOQ0D37x5w2Hw6NITYLuGlYWkFVNOTFNJtJWfqYE+JbKxEjDFRIhCtxyngI+Rw7FnCoU2lWE3jKinHb/88muU0vzxP/1nfPXVl/zN3/w111fXWGs5Hk+Mo/Ss1iT7/8hizv8mMY622O0LrHc0aqI1J1YtbDfQ2ERjkojKOEOfA7hM5oakV6yu7jG6w6YGHRJO9XQpsokTGxXZELBFFrqLA8FEgs9AZLVu0FahjEObTLPSdOuG63XHqlWs14an3Yr3Tw2H05Fh6JmimOP2PqCNZohJLAOcI2eFjxKTHI+nWYWPGCAGfAiQM40TyvHdzTVt49iuhU61ahoEmCmKcyhWXcf2+ooXL1+Stebrb96T2DH6gcFL0QNAGU9Imd0uoGyLW91gtULR8Ovf/Ipv3n7F2zdfst8fuL+5Yd3d8+quRWfP8d3r0k8I4xB5/36P04b76w2rxrBuBc0v97u2L5V1sqZNz9kXWmtRM9RqFvzJnJUqxT5GVH1ziqW+VfpCS6xTBSbkPbVI2StLRuPD/0zdn8TalqV3fthvNbs959zmtdFmRHZsksmUWA2rIYssVdmCXGXYGsge2AMDbjQ1YBg2NPPAHnjk8siGIBuwNRHgkSEChiBLliFXFUusIlVkksxMZkZERvfiNfe+e+/pdrMaD7619t73xsskq5jMytjJw/viNufsvfbaa33f9/9//z+JpRMZBsfzF5d89uyCJ89fcOxcuqcVtmwZB4+LgbI9YVNtqKoWoy1ufyCMA7poUFqk7Q2OggoVHS8u97SrS9YbS9UU3HtwRlWVRBXZH0cgUNclzke8NxTWJt9MBIHyA94PjEPP0HeEoIhBEYImRo0yBmNLiqTKVxUlMUQR9kDWCELyBvTJlyslokVhJEFROsWRCqWll7ldrbj/4IEUc4qS9XrNer3h5OSEtm05OzulrhvOz06oKumJMkZTlGaK0UDWVykS53VFY20tjIPakYWYfkwO9RNBov7nwB8DJ+m///fA/yHG+B8ppf7PwP8E+D/9Wd5opnHl5CXLc0slPFaRsiqF6pYqpVkVb4lI3FVQCR6CSkS+RWCYlbBM8mrKweEykM2/C9z6+auOOcBkouxMDxpCqXN6hLq5Va3IVMMc9JjC0PedqI94z+gdVZCfTYovWh76YRhSo7EExaN3RBWxzqaeBJPcnVPAGwKjGwXuJwdYEqDlqip3Lm+p1jZVXxZIUUaT7qJTy5/fHp/ZbBdExcqEOcDPjd/L980UyRww3UpqF+c637NM8ZlRtOCDOIszorSaqu02IU1lWVAmSp9Ji5xSakIAsrDHMsGUhOj2PInhtrlpjPm/1XQPlwn3Eu0DbiVASypfRoPu+nTlpCrGGZl8VUHhLiUwf9ZyjJfJ8TJBzvdiSXvN9/dPR2l/4sefe80xxrBqV/Lsp7k4DCMXly+lCbWupbI3jBNdrK5rjDFcXF6y2++lh+rkhHfeeQdrCw6HI9aKOppzosZW1QVFYVmvV1RVNXvqHI4Ypdis1xCFRuGSb8ZYiolsLiiI6prJfBEi8/32IRB9SOp+QofLCXf2KpPeOU0IeqKVLq0gVKKUzFScOCVph4MoVsr1C31vdG4ZTiR6hLxXlg4Pic7n0+cPw8A4DAxps+0HaUZ2bkhztMAWZjLQHUZH33fc3FxzdXVN1/WMSVACsqBESiYHQeGzr5UbRyKSZB2PB/q+oyilD8OHIEalWhS4bFlgyzIl07L+DMPA1fUNz5+/oCwtb73x+pRwKxSXL18Sgk8S7w2np2coLcbK4+joul7ENIwlBo8beq46CTi7t1+nKQ2PHtxjHAcsch9Lm9aRGITJoGYT5q4Xc9l121BVDX1a54e+QymN0ZJslHVN1fRUTUNUkUN3ROmAC5Yx9ShtDzv6rqPrOqqq5uT0FKUMx25kdJF+DPTjSDcMuKtrbvY9m5MTCULKAlsaXJDx7tyY+hhI6oZC14lalPmc84xe5kTvpJ93e+wYvacoKwB2/UDcHfjk2QseP37Ez//CN7Blyc32hsKKOfXx2IvSIDPl+ccFNX8Bx597vVHGYJoTrAkUqqc0kbKCuoHKemqbjJyVoh4NXoNXK7xZUbenaF1hfI1xniIU1MHRuIE6jjQMFCpidZT+Xe1w1hOjlt4VqzEVYCK6iFR1wbouicqyOakpS01ujfPRczyM9M7Tj8LQ8FqL1UfVgNL4IEjS9c0OaxSl0VgFVmVpdmEWlYXl/OyEtq5o6npCMIT6JvupCxL3NG3DyekZAUF0Q4yMrmdwDmUbjDKgxW9ou99jy5a2aMBYDJ6nzy/Z7a/xviPieOv1M+6drzk7KYmuQ8ysBYEfBs/N9kBblRz2HZZK+JQsEigJ4iDGKU6SYy5YgaDjhET11zpR0kTERqeWFIAxpH7U6MV7S2URIZ0QyNy/akDJzRhd8tNLPlwvr665vLzi8uUNLmqUbdGmwNiSOI64OFI2LcZU1LUoxl73njAGtKkxOlBWUGhPYwqO+y1XV1dcXN5wstG8+dZrKdEoCInmDZGyKKgr8N6K2I0RsZDghRLs/YBzsrYHrxIhQgQazFgSUZSJfVEUsgYXVtgZGg1R6HwhSCIlSbOiMJaY/PxUyIIlOjEK4Cxq6qpivVpzenrK6ckp5+fnKaESBkLTVFNPk0rARrqxCV0DYwqsrZIFkKGwCV1cFON/3PHnSqKUUm8Bfx/43wH/CyWR1d8B/gfpV/5vwP+GP22BUToZN5bT5h289KxY67E2B3TycAZvKVMlS5rvP99fsuwF8c6InHZILsmpg08p4ZxPvizMVfdlQpQRjXzcFVkApr4EkvNymN5DT4HF6MapomG0xmtRsOqOR2LwrNcbCmtZFQ2dtZB4md0oAYhWUFrxXSgL4X4KJ3d+JQwUNf1vQoZTWTPgBmkctFaq3Sad4zD0sgik6yuLYlKceZX4QIalM5qVaWPLAHscxzxXbiEsU2IFFLYUs91sGrq4FyY1zyslfhb5PgY/i4RE8qIXiXFOenIPk1JCLQE18WhjjNOG3LY1S+nz/HMgea0cOeyPHA4HkaL1gfV6RVlCVdVonRMlmVtRSX/3cj7lRCSP0YQWcju5XP7+MnlfIobLJGaZBOV7Mc3HH5Hs3EVSlwWI5XssKYG3+m8W90ekp396SdRPas0R93LLt7/9R2it+OpXv8rNzZazszP2+wO73W7yYsprqKiTiclq27a89dbbjKPjyZPP+Oyzpzx//iIZ9q4JyThbbBtEYckakfzOTbRaKfrBoZWmXZ8IquSDbDRKYcuKsqrFDNYKOqG1BiXI4263pe+EgqiVkqBTy1rati1t20zUhHGUQnk2as6iJT4XTpLZbkawMrV3SIlPTpCkV0nUAVerNvUv1RPyFF5Byw0R6qpGKy2S3EXJdrfHGsthf8SHbGugMfZI3/ccjx2ffvopT58+ZXuzFzQ+0SPrWnpxvJfeo9zTOLqZ5nqrEBahbVYUZcHoZKMe+pHClrz+2utYbXivrBHT7J7mzTXvfPkroOHJ0xcoZTjdbPj6z/8iX//5X+A73/0jjkdJipSCceyn622rkpP1oxREwYPTNX4cGYaOEDz762t83/O1r3yF8mTDSdty2O/45ONP0AqsMQy92FeEZDLZrtY0Tctht2V7I4GUD4FN20ryn/yadGlZrVe8u/oyz599xvOnT3hx8QzvB87ONlRlSd1sKKuWzZkk6GOUdbf3gX507I49VdXy+Py+UIW0pe8Hbg57qlKsR7bbPeM4pOdBUEhZQ4oUqRjGwTEMIwGIUfrEQoyCAhqLTpVoi2L0no8//oRj12GtYbfdstmccDzsub6+JkQvz4QXypWYM/901pyf1HqD1uh2jbIOhcUoj60jRQ1VEaltwKkSCkerPHFQYO8TbEuzOcXoisIXmDFQ2YLWOc6HgXVwnPsRWxhsVMTmSAwOFxygaNcWU2jKxhBU4OCOmNKji0EKCUbRbhq8OafZtLzmHNfbLceu49PPnnHoOvYH6bGOJlNnNd3hwOXFJToGNJ5VXUpS0vWM3rNqa5qm4sGDB6xXLWVhUUS8lz7fk81GEBbn0Upx3B/RSrFqW9brNZvNhovLPYNzRCWITDfu8dGyXjdEBeO4Y/Qd+25HJFAUmeWhCd4zdD1jjaBkURCSrhs4FB3XVzvWTc3oIy5kVExePkRiEveJkHgoWdlXSUIcJW5cFh1jyGhK8o/SSDEkxYEyD1LChRYZdRQx9enLVpv6jxCxHxekR/HF5Q1Pnz7n4uKKcRQvJ6st3eC43r/kMMJhhL/6l3+Nr/7iL/Pi+SXb7Y4/2v8eW6eoVhqCYxyEDrs+OQMC11earnM8f7Hn6bOXnJ0/p2oq8Uaa2AYBFT1G+dQD1RNjibXNgiEU8H5MNL7Ud6oVVWkoSktdWVHXNAXGKI5dgzaK3jmGSZlZfPgIGg0om5ImK2a3Td0SQ+Thw0fEqCAqqrKibVpW7Yq2bae2hzIh1joFv8LEWK4ZShDGGCVgi0I/nDQToprAnD+NbfPnRaL+AfC/Ajbpv+8DVzHGbGzzMfDmq/5QKfXvAv8uwKNHj4T2kntBWFLqAkotRAfUoufIhCmDz4HsMrGJiSaiokh8uugWVf+UZCRnaKa+gZiSsruNgPLzpWrfMkjNGv8xJTG550VrUvKWG+JytUL2mxilV0ey5Yg2iroSL46yKHDjIO/nZ4Nco8UFW0eZvDEGCdriQinmThIlcykmwzL58Ny4nQYLP/p0DmLMmyv0dxG422M8m6YtUY/P0b0W1RuYUQ+hYkriYmye1PlzJo7SZICnYEqG83veQqLSOeXXnCRIZTfo+TwybUvU12YUczl/cnVZVNIG+n5AKVF9CcFOnj5ay6aVpY8Vt02MlyhOTkpzErX048qJ5110ahkULufejxLfuCsC8Sq0KH9/iRQuEcbl7+Tkd3n/5yTqp3r8A34Ca876RJKWz548Yb1Z8/obb6R5YHjx4gVd15FRyLwe9UlF8njsFo3FIYkk7Oi6HpDihEjIZKl7ErKkcUlKPz8r4rNT0W5OCDGivRcKKEoMMa2hqmoiUFZl6p/U9H0vQbBOfTdK1oLsVVJOnhhyf0T8IUz9kNlyIfeOxlQ9zc+ETR5GISlnieKeSkmTvOqquvW836WBSuFCTDaNNZRIv2GM0NRNUvAswCUUPfHQs0Hszc01l5eX7Pcd4+Bo2lo+2wr9Usx23SSqc6vAE2+/iqKkqmoKu8fh8c5jTeTk5ITj4YAtC9wQBR0qSs7O77G9uWa323Fzs0OhePfL77BqG569eMZudwNJsbPrDkLdUYrSGjYnKwkCFKjQEEOg6w6M48B2e4MfR5H/LSvWTYPRmuA/lHsAjMMgvXlpLNfrDWVRcL2VOfby8oIYFa+/uUZpzWEciApsUqVarVdcX10yjI6bmxuOxx1FWci6XpRYpZKBuMGnBMfFyOgDg3M0K8v65ISAJkbFoes4Dh3K1OgIh35k6Af2hy71MnhAo9WQaE0F/SDrpQi2q+mWmEIS/Vxl0gkZvb65wRjNi4sTCKIQeUheYhPjJHg8shfGn17h5h/wk1hvHr2NLisUFSoGtCrQRUQXYAooCiiipVSe0gUGA1XREmxL1dYpibLYMdA4aEdPi2HtHWtdYOOAiQNoQTF8CgjbjcKWirLVIlXeBTAeZb0kdsZSVAUNDU3bAFIYPByPXN8ccB6644jzEYdQf42FY+c4HDqCH4muJ6xbCGIuHaI870WiXa3WKwqrCN6z2+4wVoo1Poice0zFcJXmZdM0tG0jDBGtpDUyBLzviSpSVStcjHSux7uBMXYUqfAj8tTScyPIt0KFcYoHnAsMo+PYD/SDw8c4K3zGTJ9N/eZJCGiyk1FCJzNKC3qf17ucQC2Q/OlFjlv0HPSpOSpTSDyYdls5z/Q/UU2NHLuO/eHAdrtjv5dCHimm8aP40HVeM3jNo0ev8wu/8E3er37Ii+cvKKsWY/bYEnADUidXIrhRyH7nQmR/GNjthL5tCostrJxjQtaUiiJ8owCEvaBNUjJeFH9zcqMUGC3iN4WRnihtNKowhBioSsvoLEYrUNJTPsV9KS7XSuiAhZW1qygkMbK2QCuNtSVlIXtKXdUTU2TZIz4Jy4XsEpvZQfnOLNCmmEXncv6RmVo/nm3zL51EKaX+28CzGOM/U0r97X/Rv48x/vvAvw/wcz/3c5EA0UtWaLTF1iXrlaxbEdhutxwOB6GvpUDDJjnJKUmYkIksOS0yiyraFNTKwyEIi2S5qNQXACkgT8FpzAZoed6HFHTMlfk0DvmC5AHIgbMPeLISl04bbOprcQNdF/HBQRRVSGLgeNiiQkNbFRRGcbJeiZ90kOpGdI7xcCAOvfBcjZGmbR/oDlKt3W13c3KioSoKRJHJy8MQg6RWEcauByTAi1FkNbXSWG2wKlVKPASV/bmiVFBSZSgvOEohDw4aa4SCUZZlShjUJF+ulUk9QWL8G3wgqIi1EZTHJq+aYRym9cYacTiP6WHQRHSmkCjZhJVSRCWb9RzTpx4ga+VBTwFrFunI5msq8WDnBFwlKo3Gu0gMcl3BRcbBsd8dGAfHZr1BVZphEATOu4QA6dyoPyeSGb3JlLzci5QTqtVqBcB+v7+FLC2T0Ywc5F6oLPaQ/a1yMpTpesugNlPCcp/LXfXDnMTZ5El0PB6nz9XapLGRa8oNoNMo/xT7E36Sa067Xsff+Se/zZOPPmS1XgORL73zDr/5m7/Jhx9+yPvvv897773HZ589oW5bbGHl2QqB++f3uH/vPm+++RYQ+ezJE07Wa/7KX/4VLi4u+OyzzxKCa6YAchyRwoURw9e+92gNxtYYKkYqhnHgsNvTNDVtW6ALMXxebQJV01CWooz0zpfeous6Lp49QceR7qAm/n2IQTw7XEEIJeu19G01jbx/TgSdH/EeSKp8fTdOif7chyf9Qrnv1I2CNFVliSKKwlpZTHPAaA3JmHAyAx8kMZqCGC8VVltU1HXg7Owexy6Z7Y6err9JSNRRlAu9p2kqVquGs9NzbFHQ96KqeUwqbZpUMAkk8QlFXTVUdU1pazSW0rQ0RcumFcRK9hspdDVNw2tvvM71y5c8ffIZu27g6tBRtivunZwyRM/FoePJ5TWrfiBaiy4rDttrYnAYHSmtZt1Y2kazSZ6kRNjeHDgexaTYOU+3k8Tjv/on/4yTzQm//M1vYnXF669/icuLF3zwwQfTc7terWmahm7wjOHAJ598luwYJCg8/uD7EshUoi7I86ecn5/zxhtvcH56zuqXfpnv/cl3efLkU8ZRsz9IhVtrzXkt0sMvr3cydsagioaTe2tsWdG5kcurG65vthwOR/zoePedr1A3K5pjJIYD+/2WGCN1s1qsAQaFSY3ntQjhDGMyhk5KbEaq08BERS0Lgwme4/U1WQlsHAaIASMRGd1hFBbF9FT9xR4/yfXm0S/+5VicVOi+woRA8AW+jDgDsSxRVYW1iqqGUnvKMTKaNcqU2JU08Tc+Ug6RtYNVD+fOcBotD7xGmR70gbEZ8cUBa7YYM9KuFdYqVKVEev844HWJrww+GMZg8QWS1I0e5QJnZcPG1BRfqjgOjuc7R+fgpgc0NBXsd9c0RcHTzz7lo08/5bjdsWtq1m1JU5W0mxPWJ2uiMbgIJDp7tWoS40MRHKnIJNTaoioxRcFX3vkS63bN1eUR/CW7o/R9mhiJOHTosFhqHfAKbFRoRrSXOIEYeP7pc15Ez0UFRgViP1AYiWXQRuik2nDoB6H6Oo/reo7eCTPGaGKS2M57nzYGFRU6QnSBfuzTsxoWRce0FmkjYjVaipm5lqyCIaJRtkiKhwnN8gHnBO2XxE0xBsPgAvt9z37f0w2BwQUCirqqefjoES+vd+yODh2AqPjhB5+gy9/n+mbH8XBEqYKyXjHuhII8eIca4WqvMEXBW1/+MjoO6NjRj3BxcaSqT7BW450kh/fO1olqLgrZVZ18l9oVVbXCFiKFPgxu6iuqa1E5tgVo7YmxI4QR7Z3YMUQHccC5TnzJCJyebWjWDT4IKlSvVpiioCxroUfbIu1Pdu7x1kbyhWQHsWTUQBJRSz2mud1hYkgpg9RzsqiECLBlVDG3jvyFJVHArwH/HaXU3wNqhC/8fwTOlFI2VWreAj75s7xZTHSomJzpc7C9hEq985P6i1aaqBP3VGfa3RL5kF0s8yiDihMuc1dp7TZcNyNVkpHKd+dc6c5gqqkdERJfNtsrRDJ9TTap7GotMuYJtUISNx8cbhwYrUkGjZEiNVuPRSH9Uc4Rgyd4MSiLMWCsTd/zSe9eaDvGiHN25ubOcW6ckm/pEUoVBGRMc6VFi7h6qs7EKYmaxy31fk1Zi0qonSYrzM1oSQT89PMs/ZxKTLLgpIVHZXWfNKTKCPoYlai05DHMh0niFMuKZ4bPxavBJOnxuQKkjZj0Za+UZR+VVF4yiraoqCu1QBRcqjrlXqdcRJn7Q15FlctVkiXSdIv29AqkaTlHsw9PCGHy6bqLEC6TmvyeecHJymtL5CBX//Lv3EW0lsmgnMcrnoGf3vETW3PGceTixXO6wwGtlSAEznFysuHevXvs93s+/fQTsmfTZOaqFOvVivV6hdZaGvyPR6w1vPbaY7x3vHjxXKr7zkGiDMeY1bckyXZews0QNSEqXFBTT4otpCEfpdG2mJDSqtRUVcn9+/fou451WzP0R4rEIVdJunVymveO1rbJQ0zhvOPmZsswDPR997m5prW5Na+0mROqGCPO5XkrY5jVLt04kgUtpEJoFwwCkpJaqu5FodxqbQXVKmucF0ZBiGLDsFQHlPlZpESwxtoiJRFZFTDOyD6ptqs0RttEE5Z1RmMwygoNWmm8G6fKp7GGdtVyOBwIJIrg6ET+vK7puyPee7bHI56YxBIQY9QQKJXCaEXy7sRkAlAENw50xyPjmCjdQ5Z67+i7kd1uj7WWdrXm5mZL1yf6M9LDEQIcu56oBna7HfvDAYVI0x+PR7QxVOsVaE3oFGVRcNjvKcqSzeaE9eqEtt0SomYYPD6CNpFhlGLj7iBUxLpZYVLiHFFi4nnYc729YehHodE52XusrSmKCFgJNGNW/pR1WFCplNAyEnJ1P1XtUQoVc0oVExXVYrUietnXQqalazUV/WJGG39KRRt+wjGOshrt0vocEWNVpQjKioQ5sj8q66TYqa0kt1aAO6MiJoiSX6EjBSJZXmGJGFCaYAOxHLHFiDUDZYX0O5XS/6GDl8+0Du/BJe65NgbtRH3NGpH4jmtL6yKjDhzHSCgVSkWaOmK0Yjxcc3V5wTiMdADeU5cGVVfYokhGueIbJQPARMm9vb/JA2yMCBecnpwQApysN+y2HcfhgEsxEQi1TIMkMygMyHiF7Afq6Q87gh8JR4/V0BZAKgjCvKe71LPnQgDnBOlEYYKRz0pspNR5sXgtvTRn9edpFbqzh2eGjA5iyB2jIqTkUXqoFd6nPs+o8FHujUtqlm50U9+QJGmKKolgaaVlbCJcX9/w5MlThsHhRpcKoKIu6KMYJfuAIM6FmI3jDdEFYtQMY8B5OR8VJdZqaumtLazM3bISWwhrS4wtxGsuZtZKmqtGJ1GezCiSXjkRjXNANpCXMTZGURlRZnQeQlQ0qxXGlhNDRMS+FMbkoq+Znpmsip2POZaa2T+yZyTUS6CLlDvkmGmJIC4Rxb+gJCrG+O8B/x5AqtL8L2OM/0Ol1P8D+HcQ9Zr/EfD//DO8V5ITnPmlWutJcSwfOdhb0qOqRClZqpLdfe8sjTipqZnilrCD1okekJ6D3COlE+ddHgamAHkJ1U4ZL5I4+RSCa+QhiaQm/Rgn3fkQfFJykQ2krmsgst/vcW7EJhf6tq6pypLYNIxG40dNkTxalEmBDzMgKQiYqOPERPGRpEVT2mI67zEF4uM4K7xprdGlwWqBT9WU0csCs4SolZo5vtbOogVLJbi7anC5QpErCVKR1wQdMVPA6BOypVPfk8drTTRh+vtV21InlboQAs6HCaQFKIxNENXM2wsx/7/syaWnhYUM1acjRGnW1+n3M3q07vrJ6Nh7n5rHLUUhAa4IOMVJECDL89vUQLmkw92dn8u+sVdJnE+yyYueqPy3+VgmZHfpl1ndLwenSxPj/FxlatryHmdbAaXMre/f7dn6aR0/0TUnRHyMnD9+jaqWRfrTJ0/4T/6T/4SvfvVr/I2/8TcoioKTkxN+8Md/xNWzZzx+511Ozs/55V/6JbRS/MP/8v/Lfrfn4vKSn/v5r/PX/vqv8tZbb/OVr3yFf/7P/4A/+uPvsFqJKt/opL9FKUF1IiJJ2w8jzgfGUdBiH+F6u+Pq+or6K+9y/+EKY0QJabOqaNua1x4/wvuRX/iFn+PF8xcA9P1I14kIxugGrm+u2O23NE3N+fkZv/TNb7BarfjBD37A1dUVP/jBD9jvRW68KArefPNNXn/9db7yla9wfn4u9gtpDpycnKTP6CYUFObEfr/fTzSLPNesNYCIaoyD4dj3CyVVS9u2sjaZnYhxVPWiuCUJ0unpCUubi6IsJmrlkjqTHuTUrC2UNSkiiSprDkBijJS2wmhLjwRS3smzt9qccOwH6pMNXimurm8E2UZ6zKw1fPzkGcGN9IdrCI7agtUaWxiUiozDwN6PuOEge5HzPHtxw/X2kJC+JEeuZY+5vL7m//Wf/r959PARf/PX/gZnDz2vf+ndqSfs5njg+dU1F5eXHA4HVqvVhEDHGDkOQwp+G2xpqOuWq6sbPvn0KY8fP+K1x6/x7rtf5es//w1+53d+h08/fTL1Jv3wo2fS3+dG1usNX/nKCdEpBjdyc3PD5cuX4vUVAxqD1pYP3v+Qwpb8/M99g5PNOd7D4XDg6bOnGK1p6poQBPHwaf3uuoF+GESsx8i65YNnv9shcvkVdVVx7/55onK1dEPPoe9oVivKumK33dP1HYP3DEGkjX8aNOKfbIwTGPsdDHtcPOJCj9MK5zTjaOiNoXOa3im6fqQfIs4qovHEsRAJax/wvafvDthjpD/A4EtGV4MdiTbQ954hekIYKcxAaWNSBw6MMTL0gn454/FRkzTPUEjgW0QpCKigiKWY995TliEYWtUQCGiOnG0aXr+/xmq4eP6M7fVLXlxc0tQFdV0JdVNrVusVbVMTfbIXSXGUMhoVAsaoJIdvaeqKqqp4/OAB69UJv/RLN9x/8Ig/+MM/4eZmz/F4QwweZawkAkPARxij0IyNLcTqZRxRODQRq6WwkalyISXpxqj0MkRgdCLsoZ1nHMUbyKjM7rCpSFSQaWaZeiu8XZ2Ss4hP1LxJqCzFIWFMVP0wolTyPTXiQZnru37hv+VDZAxiCSBtHFJ8GVNRxtiK7pj9LQ3aSfL44Q8/4NNnV6LOZyzd9iV+7Ai+J4SBGF2iCSp8FFRMEt4NTbuSYoq2EDSb9YamqVFK9qb94ZCKIVAmO46mbambZsoSjZbEqyyLyeZDa4020urQdQf60dH1ByKepq1F1r6VEQ0obFmjTSFtHEonpEhPSZTOLRRGTwWznETNHqdzb+5cCA7MCW5mT5gptsyenznhyuvs0uv0VcdfhE/U/xr4j5RS/1vg94D/y5/ljyYkKs6JlHx/XixzcJ6/v7zQnFzl40cGmqhUEc4/Z6oM3eIIqPkfOYla9o6EIFWbkN8k/Y1S0nxLqjIsz3WSyF5wuqOe2vfEXFcp+r5DK4iVmNzZhDapGLFZSnOyJFpUkhMqFqdziumc1KTqtoSf839L78eMROnEWb9VKbpzZIj77rjcGms1G9verQpoLdUTFeLcE2USCqcVEz91SnIE5TFJXnM6iRCmBAklv5MbNVGvSjT0fD+5nWzkIy+I+bp1qtRJhd3JR6YgKQZByO72gyw/Mz+Ur6K9Lef69Fl3+sruvt/y+0sU6u7v370vtypjcZY1Xz5zdxOpebwyOndbtfJHnedP+fgXXnMyW71uW+q6oqpqvHM8f/6cx48e471ns9nw2muv8+yjj+j2e05PTjg5OcVa6VW8fPGCw+FAl9TODocjxhgePHjA2fkZm80GpUxCZWTdmYQ4UhI/uhTgB3lWdUJC/DjOdIKENCslFOa2bYCaRw8fAvD0+QuhXPldKtjMCnnjODCOA2VZsF6vefDgAWVZ8Pz5M0CC4LquuX//Pg8ePODhw4dsTjZTAg15Tiq8t1MxCmaLiDx3srhMppQCU1VvEp4ImSFrhWEPAAEAAElEQVSwtJOITEhumnO5mFAURZqXMRk/CgLmbykEyt8ukd88JWOIaXwDudcVcr+nrHtKSyGrbmrqpkEZzZDl0oeBsipB6Un5zzlpsI7IPQxB+kWiG7EawsiURAyjUNlcEEpSoWUeRK3xzrPd3lA1Dcd+wEeo2hYXIrHr6Z1jdzyyOx45Ho9UbYvVOklNgx4dSksgnPs5xtGz2+1p2z1ts2W1OWW12lDXK6qqYbvfM46OY6JYKis2DuMovU2DG9kfjhySJ5rWOrEoNH03MPZidqtQbDYirX51fUVMgYtKCFQuaDqfC2OJDpVNcVLgmAMtm/aAYRBVS+c9hS2o6mYKcJVO4x3ntflf0fEvHuPEiAoOFR06ehTiESkFT4f3I95p3Ah+dHgXCNHI/jIOBK3xzqEGx9gfGAboB+hDYPAacCgCwxgZAB0j0UbGO0nUOIraW7C5DycVG6MIN2kNetHTEpA+P4UlmDJV6L00/CvDerOhbmr2W3k+RAl4TiBs8onyZE+fHG/Mh0r7drYNqaoSlOH+vXO8g5P1E9zoKcwOH1ONVEW0EmqbjiBnGmRcETsbnRAOrcBoYQQZrZKZeTaQz4l98mbSOqFambyS2hhUQiSCJAO3p59KP1/e7vRATnHlvGfO6IaWeZESS5+QZ3lupEfRuWWfu8wjn4SC+r5jHIa5R5xI3x3pnVDxrLWMQ0d0AyT0R6ncfpHaMYJCGVmzy6RKm9stqqrCBulr9UkkyfuQmAMLT1Rjpp51neKqjEyFILFucLJO9r1jSMXoGKVXVxR1BHQIaIq6xtiCEHPcMlvf3C3Ui2rznEQti8H53uQ5FmOOVZaJ1DK+kVeOa+5SA3/U8RNJomKM/wXwX6R/vwf86r/I3+cByiebq+9LH5u8qeYLXAbnwzBMjeBLlbjMZ/RO4MSMntwO+u4G0CmAjIn8lyoJ8+DL7+VmuhzkZ+ncuqqkwqq0UPT8mDYFoafk8/NGJR8poZwpFMfuyDj0eDeyWa8pi2pS2yqMxie0R2k1Gb5po1FGPhfEMHbqq9FZGEKqu9I/I8HO6BzjKOdUpD4GUyRj1cIK1SDGScJzEnm4dd/mwPxuEpHvwW0DWRm/qiqnxClG0EUhyKLRDNamTWRkCEnG2TupLCtDUVhiYeRUnAMXhTZJSsoyWkiSXI4heZhoyiQVba1NwhlzQj2dd/pr+dwlqinNzaTfHceRYZiNjYdJMEClBai8lYws51c+chKTm2ozejf3k80oVD6WSdbth/v2Od9NoPK5vKqHKQfAglI5hiGrjeXnbeGplih/ywT8X8Xx511zgImC165azs/PuXhxyQfv/5Df7X+P99//gG9961v8xt/6Deqi4Mmnn/LaG29iCssH773PzfU1zz97hi0sj19/zPX1Nf/hf/h/55d/+Vv8zV/7Nf7SX/rLfOUrX+Mf/qPf5gfvvc/9+w8oy4rtzZYQAmUlSkO73VbWPy33vW1qWVu0Zrfb8ezpU7rDDu8HrH5EVVru37/PetVS2YJnz56hTcnz5y94//33E1VPNtYQIy9ePGe323L/3j2IkV/5lX+d3Ad0eXnBBx98wMnJCd/4xjd4++23+eY3vzmhtcYavB/Tsz8bk5cJDa+qapoL4ziKgSZx6vvr+55u6OiGjuMx9fKELE0usriHw47jUYQkYhLHyQUXEp365mbL8dhJ8hQCbpDnwZZZ2EKCTU9GmnPCn85rkERyllMXJUNlJCgvypJHjx9RVKXIbxclh+4ICvqhBwWr1Yq6btFNS19ooh9RYcT5kev9Fu8G3PGANYrKqrT2KpwylOsN5SZJGadNuh8GgnOUrDl4xz/9g9+naRpONidcHw9cHfe83G252d5gm4azzZrVZkNVVZydnaGVZrff4ZxPgUmkvzninMeamufPXvLZkwv6Ad5yii9/+eu89da7/Pbv/FdcXF5ijVBy3njzTSJwcXHF/rDn8uUlRVlRVa2slYs1fByOuMHxz373n7JqV/ydv/t3MNZwenbC8+fP+cM//EOUSgq6uUiT6DKmKCirYtozdJKAPz05BWB/PLI/HHhxeYEpS8qm5qtf/Spvf+kdLi8u2O627LuebhQBH37K686fd70xRNbRJY8eT42nJKIjBOcYY0d/jPRDZNw73BhxuiZqyxgliQpDj+4GDs+u2ffQ76BXLVGfUBRHrB3YH6FXhsoUGBMZ1h5jI7GIeCLbEKBQaKckOS4KkY9GpW62iFEBpSPWBlRUrGzEa2gqTVQKWGOtoq40nz39lJOTE7Y3VyitKcuKpqmpqkbQZVugU/Exo13EyOhFQdBHD1FjiITocWGkbhqa1vBzX/8qrz3es993PHt+Icn/MNJ7RYmibmpcgCGoqWZcmQpiCVGSytJEjILaekprOFk3nJ203D874XSzoqpLlJbYqKqKSbhH6yRmNfnnRbouYLQhhCIVrfWEiORjqaIbYkzjlffqTBMLBDfbiiyTKB+Sp5oLHHsvnmpp7KpSeuOOxwO983g+wnnox0DAUhiDiwPeabq9sLhctyUGR60dGk9ZQqEjhIEwQq+grVacnKx5/Og+b735OifrmrIq6Psa70cOh10qxA0M48ixH1FmRvcVgsZboyeRjT6JEYUUlwyp36sbvCRLyqJNSVk3WGUolcWF1C9bNmhrF5F59m+y0x6Uv2qVe6TMBBTM7KokdJGOZZFt6uO1ehJqC0mhb5mH/FmKxH8RSNS/8LGsgr/qpHP1c4m6wCw1ngO85c9zpqmnvikNcQ4s5yCTKUO9XWGfq6ivPGdup19SdJgFLe7+5YxuyFeFns5LqtRMxpnD0NP3JUPfiwhCIeokgjKlcwzpE/RiLLQWZ3FytW4+2+X55a8Zqbqb2QsMxp2caU4gJ/RqEUTne/iqrH1eLG7ft+lvU5IqYhNelGGimA9mZdA4v9mMts2nlha8+VtLVZ1Jc0Xl/rll5WE+x+WxTAhjlD6t6druJI9LalxWB7qLqC7HLY/HUqTkVVS/5bndfS3HVd7ndp/Tq5K1u6jVXSXCXHSQ35dnJ39/iaYtk+Yv6qGUoqoqTjYnE51PxjWy320Z+o7tu+8yjgOPHz+maRr6YaA/Htne3HDY7ymrKtGUDG4ck6LcDRcvXlCWNa+/9joPHjzg8uUVCpHC1omeluVTIRdAZxobKdnNprdDKqzsdluq0tB1R+q6YnOyoes6mrZhtWo5OdlMyoEuVfNlUx+52d6wumqxVtO2K95550ucn59SlAXr1Zq33n6LR48ecXKySYIQQ+qBIlHqhO4QgijYeW+mQkgOMpbPS5as9d5Pwj0Z8ZbrDMy00Gw9ESa1vdwTJQGNSUUxafQWf5XlvUSkg2MuGN2p+CZ0LrMBQESEdZTm4YyeZWWwXCjxIQi1Jr2keJMCeJU/S4MST5SQKNxedL0hQu8dY0zFuNQPCuCirPVjCCjvhZpnLT4GxuDpxxG0Fu+nNM9sVaKsnXobxoT0OC+9SkJblL4ykbUfefnymrJqePjwIetNw2ZzyugCfTekoETm2eFwpOsGvItoHfAmyft62QhmufrA9mbL0A88f/FcpPRXLZtOjC6P3ZH9fpdEfcxU6Y0IjbBJClplWch9VDJXd8cD++OBQ9dRKlBlwbEf2B+OoNTkaRWB6+urf7U41L/EoRQ0RqGDokBRRSgtWB1FOjoGVIjgI3iHcgm91h6GErQi9B2hG6DbQx+xg6LWkYOxlGqkVIE+KIZo8Ciho4UoqreFx6tIB6gKqlqh0ZhCejRVVGlfCxNykhWPbUJkogky77X0vMnaYKnrms1mw3DvHuv1irpuknhTkfqSZ/bHtI8sYj2VPk/2UY/0yRjqqsS3gYcP76O15vLqmv2x52rXCd3NwxhAudyfzNQfFJKJa2EiRkfqqqQuLeu2pm0qqqqgKBKrJUohFphiMmNMeoZjOreUBMWI8beRbBbxxbKYvIxpZ+5DRsLntRJm4a7ZizKvn0mJz6S+QSMqq96NHA576af1Gq8DURVE7QARACJGYhhR0SOAj8JEjcGLUS7gxohSLXVd0jQ1q7ZOMuEG8Din6HtDCOKnanyc2iFyAZpFPOHTOAl12yU2RUxKiOCCQmmLKc3Us66URWkjCacmFcLzvJgRo2WMP/1bZ3bTj46Rll/z/MvfuxULBemHy7+7bI34cYnUz0QSFYI0yYrkrb0lSrA8lv+df54bzu4mU/JvMVezNqZ+BJ0m8Rz4pzNI53H7K8RU4UwSrnrmvi7lqzMi5RMqJucmkz0gm9wscU1CZgxlXWKNTUGBPGTOOYa+J/qA1cJLLU9PsUYcw7O61jCKBK6NJShRsQtFQd00guAdj/gwIwY5sHFBejNIG7tWapIHLctyCvJyY/QyTl4GzXeD9YyATAHH4neX1YMcsOSXUgozDEJxVLJwu3FgNBDjsEhz5rRUMRt7RmKKafIDPV9rli1VU6KZF0mVlHFeMRl/xEKYkTsSKmOLApP6nZbXmQOTvBCO44wi5fmZXzlQzHNoifLcLQrkgHU5v5VSk4z1UpQi359bSeAiobuLZOW/mXuvPOnjUqCbTYntrc+/iz5+kQ5jLA/uP+Ldd97FB8/LlxcQA3VdcXlxwcWLF5ys13jv+I2/9bd4/Npr/F//g/+A7//Jn/DkyROUVrz55XdQQHc8oLXmZH3C86fP+M/+0/+M3/zNv81f++u/zPHY8/jRY/7RP/5HPH/2nMevvY4xlsvLl8QITS0N/WVZEpIyYllYqlKqt4fjQXop3cgPf3jFi+fPeO+993jjjTf48jtfEvGIpibcO8MWhuvray4SzfBwPKY5Bx9+9AEvry74137lW9y7f86/9W/9mwBcX1+nJuUqSaNXXF29ZHfYiqqac1TV6zRNxW63YxjGaY1r2xbxbaqIUZ6vvESLeMJRvFqGUXoWjE19oVIoyoqTub9pHCUw6Ieevu9QSsxDT07WNE09JV3Howg9dP0AiC2EQoGR6uVcEJiTtDk4kc9ywUtgegzYoqBtV9RNw+nZeULzZH11zjM4RzGOWC2N0qOTAK3UFm01ZQ0h9VpJl7jHpyDoxc0128OBkPad3NekEz3rerelaRpO1X364Lnujtwcj9wcD2xONtx//TVpoFaKPhmrX2xvcOPIzc1WzCJVgXeB/iAiKEM/pPVN8b3v/YD33vuQv/tv/jd5++FrfP3rv8hut+Py8qX4P+1E9fbZswu0MdTVCuc92+1OLiVG6qYRwZHUY3ZxecE4jvzWb/0Wr7/+On/v7/99Vqs1Tbvie9/7Lv/4H3+fs3vn3Lt/fwpuRj/ix8DjNx4nH6A13nk+/uRjttsdn372RBJA74nWYn3ko0+e8OzFJW+++SZnp2f83C98g2EY+O1/8tv/ilaNf/mj0IrHbYF2BQZPjaXSgZX1klB4j4ke4wLFOOLGSIgjURkKI7PHdwf8oaO/vsAOkeEYCHaDrgbaWNBgOXaaYSwYjxB9oCo7tHFQjUQDoTKUK89paahWJWW7EmoXEc0A0YEWs0NrpLc76ohXgaCOKG2xZcvoHNtdB0rz4MFDzk7WuHe/xKotqauCzdkJzXpFUVUiJuEdKkaKYmYQgaDFuSzq/UgcPNm+pioMZt3yr3/rGxyOPY/feI2XVzf8yXsfsjscubjaMo6BfhQBmwCYtK33RyneVFZRFoYH52tWTcUbD+9zerLm9LSlqS0ER0SUlEH2xtwHLUmIFKFC8HSdqNMppM9YFXPLxnzkwk2isXkpnvipJzslrSk+lFgpFZBSEpWTJ/kaMVaLSuuqptlVWA3d2LO/eEpUlqgqlJUXpUbZSEwoUaFGjI6s6wprNFYV+MHTbXcE5Yk2YvSGe+cb7t874f69U+qqxFpNWQitue+OECN11aC1pR/CVNgnUWxzYSkiButDilMPh4OIL/UiqV+vNpS1Yd2KUbCyFUEZPIIqBRSjlxjIJCuLZdy0TKCmWCoLiKXC43J+ZeGIzEzLOgu3EzJJEJVWqNQLTLrHy8/9UcfPRBKVk5K7x10aVA5o5+yeHxvELYPE3DympgTq1icBiypJrhx87m1vf2PKckleBjEnYJJFhxhkUi0gxmUyYRIUnM9JqazcEnBeTIfrqsK5EWUthqxwJQ+fjwGcSoF/SHC5TBZtzC3vqCXKkNEnUhKVk1BZINR0qbm/IvdrLMc7oxjLZHcZVL8KXbw7+ZdeRrnAq7XwmL1RE/qmYUructUqHzoF89nUDjWjgsv7pkjSocGLhCapMXRx3kqpyVNg2R+0nH8ZAVxe412IWamYFt7Zu2Y5TssesGUClP/tnJvGavmzV43/q+bj3Wfi7t/nc1kmVcvzWlIwMx/8xz1vP26B+Zk9UrKajVq7Y0ffySs4h1ZK0KXDnq7rGLqO7nhk6PspEG7rWooCE3XYJ953z8XFBR9++CFNXfHOl97mBz94iBvH9LmOsiwhigBJNgRUWnpETBK0kaSWRJEIdMcOoufq+prNZoPWQuM9PTtFaej6jvV6hQL2hz3N4SDFqXGkaWrW65VsJKlPylor3jCKRE2RRczalBgFj/cyl4ehlz6hYZh6vEJInlaL4lPuxbrV+J+KPKAYEuXPe0k0pAgmL+f1xNRS+Tme5ttMRZX5aYhR1kuT1KGCz8IwCwlsxWLdyM+TkKFVQnRUov05J+e0pBNmSmGIkdE5KfK4IOi2NWgl5x7ciFYQ3IgbOkbv6Eeh5bggjAGlUtdGZOoJWJ2c0DQNddOitOLY9/gQMWVF1Fp6qQY5367rEn2vF9pt6skMzhG9eIo65xmdTx4uCkIkOs/z5xcYK43xVdUwjC/oup7D4cgwOpF8JtNZZOyzX6DM6REr1StWqxVuHBlHEaH4wQ9+wGq15uzsjEePHvHul788JXEoKVjVbUNZVWhj8CGw2+8ntDSqSFGWKOekKT/1qzjvcAfPxcUlfdfz8OEDmqbh8ePHvF+Uf+FLxE/yMEqxthrRidRUylAaqEzIHicUJuJMoDIQDRRKUM62EPPR0WlcoYWOFyPagSoCoQzEAqLVeAzeW/pe4UdwY0DpgBoDWFDyxninid6gsUQV5Xdyqh8FVxWzWEVQ8uzqhNg4NzD0I/v9HqUUZ+fnaHWKIeLGIyGIWqf0RBUUZZlkrQOZQm+SoqP0e4P00IiHpShngiCgmqYpMVbz+msPWa1anA9cbXeYouB4TH5lSTBFrFC8KM6FyKq21KXl3vkp66bm3vkJq7ahLDTaiFpc9kGa46QUSKcHYVl8mfdpj/fJ7iXM+98UO6RCtBhTBnxq5hI/SpXaQTKrI+3L6T0ysmKspSBgxtwmYChLUSlFjwScIN8EYnR4p0B1cIsR5FA62dj4CIi3VnADRalpm5KTzYp7985omlqEIVIxzGid6LxC6/cptjVGeiKd8wz9mPYYS2EN3jkxMx96vPP0w5gUNYV2VzctVd1Q1w0xJU+CiYpnWTQGXMB70OY2fe/VbLNcPP98viBjcBttusvcyWMtTLVUkF/EaX8WSt/PRBIV4xL9ue3BtKySz83JM/1piXzcpTAtk6iswpE3xdtVdKHSLKvzWWL1VWjFXTpbTJ+RteXTno/06szePkXSqs/Zb05elCLRVGwaC0G0dvsdhbU0dY2qa6k4hpRguXFq3M3XF0E8XJRKDb0DYZgV2UY3JtUtkfUttKBgucdhCszzwuFST1lKvKbAe4F43J1gS9RrSugWydNd5FAphRoGJqBbSRJlrcYmqoFGHmg9IWSBmDoZbUKzsoKcC1mrLy4CsggIBB69KE4ZYzCvSL5DnNOvZQVEqkYuLSRMiXFOkuoFTcW5kf3+MFW/J5pkGp8sI53HR3x05vk4juOU0C+Tn+WzcddL6i6V4C4SuLw3dyVml+hSVl/L90vu5fxeS5RxRt6+eElUiJHDfs+L5y8IwXOzveHq5RVXl5fEGGmbBu8du5sbnn/2GdE5rq+uGPqet998k6qqKKskvVoWjMmEd78/sL3Z8r3vfo+nT5/yd/7Ov8G3fvkbvHjxlPWq5f0PfkjfjZydnAKaYRzTnHYYbSirhpjQjNGJHKxKgf1ut6M7wqeffkqVntn1Zs0777zNs2cVV9dXrNp7vPnmG+z3ew6HPR988AEXFxe89tojHj9+TIiO7faa5xcFdV1zfn4OMaY1SsxVq6rg/PwUCPjg6Pojzo/s9zvG0WG0/RwSmWmDIKp3QsshCdWopKJqEgUlpCZlR1EWRCLVWBGiTz0JZuqryn163jt0aiCu65oYI1XdTPPY+5C8mFK/waJQo62oQ+kUTEiRSUorPnjCGPEBDt1x8rQSup4h+6R5Hzn6IVGFPEYp2qbEFoZVVRGDw3UNx8OefnQchiPb3YHj6HFRjCG1lSDBozh2A0VZ8KUvfUmQqJNTDocDz58/x4VIuznBOcfNQZLgTLlz3s3y7yjcGNhfH9BoSl3jnWd0Aas01ihQBqUNf/Sd7/H+Dz/iV37lV2iaFVfXN9zc3HCz3WKM4eTknDFVjiUo1FR1S93UXF9fczweMSFgtOb1118nxsinTz7l4uKC3/qt3+LrX/86/85//7/HatPy+huv8YP33+P7770nyaPRPHj4gM3mBB88Xd9z+eQiVZsNyhhOz07F53C/F3+vumK/P3A8dLy8uEQp+PVf/3UeP36Nb33rX+MP/vHv/KtaOv6lDqsUD0vRwNcYSiNekJUJhNHjh0gsA8oFYi3UP2tKtCloW+l3HrWj157rTUHsHdGALRRUgDVgSvxO/OC2O83QgcaDcpjGoQtN4SFoxdAZyrpAUyMqCnJvdXQY5dFKnpEc/+goanijDxyOI/v9kefPL9Ba8fY773C6btmsW97/wfd48eIpyljQhrptWTU1rtBSXBkF1UGDNm4uFqX+7JgCcK0dhRHRgLYtWema+w/vMwyet99+i+cXL/nu99/n6uqGZy8uRL3OB7rjgXHoqW2BwnDvdMOqrfnyW2+wXtU8vH9CYQxVoYCAG7u09+lULJJ92jmXWI0xrWVxGgyfUCZZ98yt/VCEpzyOgAoqxSMK5wSqr6oUB5H9JBfHVEQWu5amLnAeDsMeaxRlVdC2NffvnXE49pjtkcFHehcZnPR8+rEnKqHSaq3ACJvquBvRBEwcITjCcGTdrHn04JS33njE177yJZq6QsKUVPBPIl5N00y98l3fc7M/EmIUQ3AvaL210kumpIKNT+ts1/VEYLXeUDct9+8/oKoa2vUpg4/suhFRSVPYqsKUlSgS+sw6+nzylMd6epGjx8+DLdbOTKhcfJ7FJO6IVMjqfquo/KclUPAzkkTlTRZu80rzIZNzRnTuJkvLpGsZfM6TW6NNhIVa3vJrRjaWtI+Yemp0XJ7TfM63z29GkXRSThIkRxolpyD2zkuSk+QbFafiS6oiyg30CYI0WqpRU7KZqqMi55my9nQyc9adUCpSj9BEK5QqkbkDV0q/gFQv53GeKXSkakmcrvt2AJ/H5VVIznKy5vHI1xKzsRb5FVOfSELs1Mx5jUGge2ncTsp+uZoTZMwnil861xCkOTNoqazm6g/q8w+lIH3zNUwJRm5cXFSrll42M7ozyy/D7URsOV+XY/aj5u6rigPLsVtWZ5bz8vbcn3+Wz+FV57IUCliehyT7+nP39C6t8It2NHXDl770JS4vLvBB5GOHvhf5ZC+c8tPNmrfeeIPj4cCTJ59itWa9WiUFo0J6GAHlNdGHRHkoMWenNE2FUnB5ecFHH5UYozk7O+Hs7JSu65OCXaaWSsVPEhFPDI7gHZWxGG2wRYUmcnp6iknm2n2fBCSItG3DerPm3vk52mhxeNcizXt+fi5FE2OmaxyGnuDlmej7DpBNz+gs8yr3tWmaabwynVMp8e8TH5Dkt1bYpBiVzAx9lIKNFyqrMfP86ToRkej7jr6XRCpM6FVey+f1OMbb5s4wJ/IxISeTP0iKc7JvYF6XlwwEQi6OJSVSI4bIznvx1nIiYlOUxUTZlTUkVdFR+BCJKjIkyfa6kL1FmQJjK4qypShHbDlQaE0MnnrVYG0h61OISWihZrXeEELghx9+RD/0HPYHyrKkrhtsGpPLy0sOB6FOaVOIGEGaKyFGjC0wylDamlhGqhBErY/ZaDt/3e139EOfCkKefhiSKusueQY6lFaUtmQYerr+mApimvWqFfp5mienp5Lo9cOAD54/+ZPvcbI54f79e1xvb7je3Sx64Dz7w44hJYRDEo1yqc8tpIJlURZoJWiERkyMZXsIPH36hGHoefz4Edlu5ItyaCK18iIRrjyF8lg8RjlgJNKjgkMHTxGFnlqbiLWKVSEUsqE2VFh8Y3Em4vBoG/GFY1QjBkPnO45jzxgCDqiKUhDFskBZCGgGF9nuDmALmpNeAmCbbDqSAWxQgrbGGBiCZ0xrzuAi3QDDMALSCrBqa5pVQ9VUKGMmhb5cKLZlgTUtwY8cnMvBBCDPKNNek/bjGAgextABmqAGlDIUlSBVTV1wsml49OCcojBExK7FjZ5hVUmxNEhcdO9sTdtUPHxwRltXbFa1XGIYCUFovYJOqGkfkMROT40fS2pYjLPFh1cKOyHXstZkgSad/M2CkmJSCAqlDT4LqIVMOXbTWORlLvdz+yDFnZBQvLosaJuas9M1xhr6wUmPkgkYEzEm4pQSIW/lBVL0MueiHzEqUleKsrK0Z+c8enCPr33lHV5/7RHrtsVIgIkxBYWVeNIlBoA2BhvBpgKVHx3H/shQCPWwLAuqsqAsCqwRWrhWirZdo5SibtcUVS3rWlEJ4yo9GdJWIlLmxlhsYmXEO2DKMs5YJlB5Hi3Rplf9/hwTzd+T3jY9t3yo231Qf5bY5mciiVJKTxt25i0ug8CcRC2NQpfB5N0k6najv5r6ZaKXrJwUKMtxmyY18VSn77P4+e3znql/CwjWFNMaMbqROCYkJwglIyp5iamjBAhKmZQAibqcLSwmZcvC/e/Te4aJf5orIV1CMbL3UlZ2s8bgtJF+K8eEYEmPgyQT2f9AG1G7C0Hg+owMxiWac/uGLf55GwXJ/TwSjMzIRkZelsiFc06uI0PwabGArAiXEKxMNVJAOj+lNdqCLeR6x9FBFDoOJJuodP9c6meyxkyN3SaEWc6d2w+qZ07cM61tWR0PQRyvl3TEZWKSTfGWf6v1bS+zVz2c2VMqm/Eu/ZxeBUkvE6/lnFzSE5fHMpnL45+vMVf483nkxnRrC4qiTGqEw+cWprvG1V+UY7NZ80vf+EV+6z/+j+WZqCuOxyPBe9wgFb2H9+7z8z/3c7z//ntcXl5SFpZ752esVkK92u/2QsVJSTcx0tY1zXmT7Fbh0yefcHV9idaKBw/uczgeOBw6+m4gBEGOjbU0dcPhcODq5RXeSwJSVSLxXVcF1mjq0mCNwrvA8dhxOB4oCstqtcJ7z/G1x1OCX1Ul49gyjgOrVYu1RtTyuiPVsRQBB2c4Hg4AYmCuNcZJMl2WJev1iqap2W539L3IpIsbfT1V9DL6KulcxI0DxzH7iQhNxhidPs+z2+3ENHa/S89SxKXr9UnBNMv1zj0DuQoslaZcvMgbsIhezD2Ts1xy3mgXz0F6f0GZxCNFUCxRnhqGgaa1STREvGdIxSylZJ10XsRqus4RS+n7F4WnCltA1UDpAqXzxFBho2d9usEWBdsb6Wcqypq6WXFyes7l5SXf/qM/nlDiR48ecXbv/vRcPXt+yc3uwGazScidAu9xvQh/FFVFoQvasp0Cnq7v6boOm3pP66qiLItJlEGSXaGzxhjph34yIa9sRV1XXFxecnV1xcnJCU3bcH7vnKqsuLm6IgbFw4cPiDFyOB6JwfM7v/M7fOMb3+AXv/GL9G5gDGOijo7cbLfs9nv6oZvEPWKcpaXlPkJZijy+G3qMAlNZiI5xDPzw/R/w9MknvPbob3/h1hxNpMXjlUMpj1UOo0YsI9ATQof2I9p5yqCx0XBSQFkoNqUgAqMp6I0n9gV9Hzkah1GRoB2DF1Rg7w7s+z19cASlaOoGW4CtI1EHRka6IeJe3uCVptpsqJuKpq3AWjAQlRQzQ3TEKIn26Bz7/ZHRBXZ9FEqrNtS19BE2TUldWbRJFPDUZ2LLkrKqKU3NOA4cjvtFHCUJdi6WaGVkrXBS8HUp0RkcoAx14zC2oG1alFoRwiPW65qqtNKr2Q9SgAo++VHB+emKuip57f4ZZWGorZLi0WFkjEF+HxFA8c4xKghRTNVT+DPtvcIkUsA4nb7TmqLwyZoBXKKv5RXHpbhP6wJtAtZbgle4VGQXhF3PxWAkifIhiPhwKuoRA6umJoTIwwfnlGVB1/WMLlKMghAOXmTsXYiCsIdAdN2EAGIU9bphs65567WHvP3mG/zKt36Je+dnnJ6sGfseNw7YFEfmLNKkxFgrg/PSKuK6geubLYW1dFXPqmmIbUtZVJRlLZTJUmIHrS22EsW9ul4lGl9mcGnQgpZLUb+g0AoTs6fX54vBt447357YBwva3vSrU94w0/im+EUJg2JK5PMMvRv0v+L4mUii8vF5hOJ2RT0Hpa9qjM9wnXj5+EViJVCfUjr1KGWu3at6qbLwQ1xsyguK348w+Lt1g9VtLv9UpchiBreuK91MKceQebEqTQSZgHqq3MUYpFKXkYIUcIcQ0MpJMpTGz3mHC34RiM/KL5JYztl6SL4HcpnLBHP2iEmXhkuqL3cn2rK/5lVoyBI1kSRtXjxnk7NFfxVzkjp9Vvo7kV7Pprn5/W4jX0qraYx8SggUkpDdpb0tE6mcIOYkJhutWSsqRLnfLAtjVFU19RDJ2Av0n5OnnNTmKlUeq7uJ1DIRy8nZ8jx+lALlsndq2Su4fM/l15wcLs9j2YN19z3lPN1ESb37zCzv/RfpiFGUwv76X//rPHv2jG//wR/Q9x1u6Hj44D6PHz3EGPjoh+/zve/8MS9evKBpWpqm4a03X0MpxXs/eJ/tdsvTp09ZrTe8/tZbaJX9UuR+3Fy/5LC/SUp5kbKw2M2ag+kIXsRociKiVIvROqE0HSebNau2IfhBigxRqJW7/Z7Vbofzgaq2nJ/fo0gG1FkUYUw9K1or7t07n557n8QrnJO+rCwoUVd1WmekgNUnZdBscO6cn57bvhdRiMPhgDFZXEV6qbxzk9fP6EaqUt5/GOZzyjS9XNwYx4GuO9J1R47HQ/K26un7cSo85KIEMZv+SlejMZqylORf5q8kWrkymdfViQq+RHmF7UL645REWIqiFHquLW49d7YopUckoY5KG2LUEugEhScSoiYoiy1q6nZDt7umHzr2nz0HIuv1mqpsRIEU+P1//geSWG730qPWNFxevGS33XP//gPOzk558823ePz4Na5fXgndMEjF9PGj1xJVp8cqQ13U09wugiHGknbVUtU152fnUiTRsoavT1bS8/LiOSGCLVKRq5QE++bmWqwOUo+qTWii82KPEUNAqQpjLafJVqPrO47dkfc+eI/BDZycnPD8xXN2e+krHN2YLCHihB4675KAh/QhmiSTjA+UhVTE49jjh4GirtHR88mH79N33U91vfjzHipGrB8hjCg1AD0xDPhwxPVHxu7I2A24zuE6S/QGryt8MRKSIBJxANcTvZin9m6PwtKpHuMKjLfshiuObkc0PdoEqs2KsjKUrcLj8f2OMThurl8yElB1yfrkhI1SFKXBWOnhgUTx9Y6hF1+2/WEUoSZVUJQFZV3QtA1FUaIQ8QRjC8q6keKDMaDkZcqCmNCGoAMoJw+pFrl7ExW2MBS2wClP0IFhELpf2wgV2FgFKjD0e7xzWB3ZtDX60f2pOOlTL7ImCBLSiApf2xQYBTGOhDDgw0CMEsqrO/R/SKSlsIxhSEUOjVLJroW8//nZSiZV0FMoNZnTKpVFKqTIK4VjeZ4kSRHlQ5RKa6fneBwZnZe1l0jbVkQFZydrYghcVBZjkrWOEluMzo2M3jM6iFFhoiBvdWFpqpK3X7/PyWbFl958jccPH/DWm6+jVKQ/7hPyE1LvVYELInoi56Wld7EoeXD/IScnjtN7D+WZ1dKb29QVq3ZFXdWTXLzGoLTClNIPqVLLiveyThtrwVhB2M3c66rz+p3i5+WxjEGkwC6065wDwKwNsIwf55g0ToVjKe7nxEt97venrz8ml/qZTKLuUpjyz5aV/bsV+jyA+escTMapGqkzTK2lSVKCwvz+dz//8zSSV53bqypigueEVJtNydIiSI3p4cqfqbRCCcKbzmXuC1BapabmkRAcxmZpYTnH0Y34RCtZml/6EFgiGVNDdcyLRa7UMoklhOW1qTnBM8ZO157HbTkey4T2VYIMeZzuTlDv3SQ9nO/xj6o45NMSt+0I2iRhiDlQysliTpynRCFVfIIxxGimBPlH0d7m85vpo8aayYNL6VnBp0zKhvlv8thklcmyLG+NUx6j5bXeTXbu9pu8agzvJkf5WN6b/P27EPeygTYHl8vETahfLr2XT4ue51XJ0t3E7YtyxBioq4pf/dVf5bvf/S6//Y/+EePQQ3A8uH+Pb37zm/R9x8cffcD3/+S7PH36jJ//+Z9nvWp58zVJoj784Id0xwPvff97vP7Gm3z5q18VxHwQ3r8PnmE4EPAcO0GM33zrSxRFhUKCb5eQwKKwFKWlbRsOhz2HvWGz3rBetex31/S9mMvGEDjs9+z3gj5pYzg9XYsvWRDluv1eVPTGcWS1asl9dy71bXVdJ72bRMpKZL3PTs/ouo6bm5skqz6IAW2S2M5IvPeeZ8+eMY4DL1++TIa4t+e69Icd6foOc2ooygIfPKMT2fRln1NW6ctJVNd1DIMkkeOYntupeCXzTOhomXZoBf1fFhfIhTM13etJ9CJfR/ATijhXJudG+DIll7knCqCwhQgteJ+SCE1E41wSXwEIiqgLTNlQAex39IPj8uKCcRz4+te+TtXWNE3D/rDn29/+Q1Ep9IGqFn+dly+v2W23KESd9Y3X32S1WvGH3/4243CBCJIYHj18TAyRCy5RKEojCo/OOekn1Yp2JRLk9+6f07QN2/0OhoHVeiXJTBKfMFbomUVp2e96tjc3+BjQJnmpmNwX6pP0vbAmisLSrtdSILqJdN2RDz78gLPzM87Oznj6/Bn7/Z5hGCQBS9XlolCJ0u6neSnsCAPeE0eHaWpKXRHdQBh7TF2io+fTj3440VC/OEfEeidqcGqEOBBVj1cdbjgwdHtcNzAeHaGzRG8liXIObwGjUSpIEuU6vOsY3J4QNZ4jZrQopzmM1wz+QGEiymjKTUXTlFQrgwuOw3WHOw5cXr+kj55YFQwAVUURS0ywiY0SGXpHcCNjJ2bA/XFEaU3d1BRlRdOsqMoCa0tQwsDQtqCoarQtUNoizU8aXdZCyzcWFXwKuBKSbBSG2ZhXAV6r5LcUaRtBM0Axes/QDfgQsSaybkvWqzbz7qSP1Dt0agmwRox2KwtEz9C5lEiNCf1K+z+LNSMnUqkIO8cInhDmokoufksR+zY9PxfSQ0aiYhARiFSEDsFNa9LEctJBqMWpwHTsDoyjxwXpGWqaCqW1KCG6kbqyGO3RCD3YlgWHvqN3I4OT5K62BYWV3rDNquWr77zF2emGd996g/OzU9544zHb6yteXl5IMpuSiqKwmFGQJ7LIjpIe9Hv3VpJUGTuJHpVFQVkW1FWdCm8ptszrdFkmGXOTqIxeimDWCA26qEBLH1324zZoJnNuFvdkMc6ZqZS9vZaiXZmC/SpkSWIiM32dxSs+H0vlmPlHHT8TSVSMgqhkgYNMT8l0oxjjtEHnqn+WKswy2bl/JQ9SDgK9DwRcKi0olvckB8hZfex2v45KFYa5v0gppg0kN9tnRbsc+LqkTjIOoyxGSABudTF/bhSluKIsqMqStmkhRrrDUUxmuw5vdJrUltIWeDdXcHMiRjrnqGPq5fCJ3jdLcg+D0Cl8yMHaXF2V6S0JV4zSMJ0rKCr1aswSk7dpe68K5vN4vKpPJ5+3StVGmawGnZoutVaURSHVCWOSoEWuEMUJKYtRSXUrStI3DoOgUz4AmrppBH0Kftr0tdJUZUmRUMwg0SAkBCZfjzEm16QmxCZfW6YJ2qK4lUTNAhk6wfPCFc/u2XcFKO6KauRkzSc1xvx50vMww9k5qV4mxXeT16nCvkDYlpTD/Dzlc8pFiUyhvbm5ScFwMb2v9+6WTPuyYJGph1/E4/r6mn/4//sv+Vu/+Zts1iv+jb/9m+x3W66vXnJ+dspue80nn3zMixcv2G9vsEbx2ZNP2G2vef21B5ycnPC1r3yZs9MTLi9eYGzBD99/X5BooG0b6qai7wVZGYYBlMINHVqBG3ucFy6/Tr1PWskz39QNpbWJElGiNmvatib4Hk3kZLPm9OSE47FjtRpYtS3GaKFKBcd26/HB4cNIUzdpnalQSnF9cwPAatWIYt9mRVmUOaYR5MFqSiwkJS4y9SIFGSdJUU7MzxP1J3hyP6IxihBlPu/3OzHJdVL1LQvhzgNJpvua7njk5dVLuq5nv99PqqIKNRUjJhlapVn7TRLxkf7OpmnT2qLFkLPv5RnTojJYVSWkvhyhTStcSIWuToiIgrTJPhND5HA4LKSOZS3zwzjtpVpJYEAk9UZJwCXFOtC2oi0r6v2Ouut4eP8hMQaMshwPHR9/9DH9MFCXDZWt8CFKMqqlv0ljuL664SM+hqg4Pz/n3S+9y9tvfonvfOc7HLuOm6ttQt0SQucGESdpKiolypGb9Zq6qcXweDiy2+8JIUw9LN+qvsVhv+ezzz6jHwZudjcSXFpFWVTYwlA3JUVp8EGKA6YQ5bPdfo/te3wIGGvYbNZUbY0tCvp+4PLlS66urri5uU40dNIer6c19XgcGYeRvu8wWoE3lFpTW42Jnjh0NIWmtjWFAR09oT9Kb9sX6YiAd8QwEhmJugc6YtwzdnuGbsdwHBg7R+wL8JZRFSg7cIwDxmp0oRjGnq67FtTvuEXZCl006AqKyqLuK+rGYhChiOqepqwt7aYhBM9YjvjriLsceX71go8vnnP28BH3X75kc36fdnOC0kYWghBQaGys0bpmdXKCtSahT8LMENqcoq6Fdnzv3kNBu3c3HI89+66nrGtaL9YqKlG3pKlfVhatlKiyxYhzA0ZZTGGFGhcDQ3+U3zdCZa0KzeiEYZKLoYJUCZJFtKjcYx0dWkFhRXl3iNJz6t0woc+ZJaTNLDagAI+fir0xxonFYq0R+p7ReB/Jhq4m/a4P0l8ZYkTbQtDrENKalRhSSbwh7xeRKEJeUYQ1cjKYP1dphdWyHunXRGAiRtjvj1zf7FISVeIIsq4lds/pJtEZH9yjbWoe3z+nrkvOT9ZUpaU77ojBUVXlVAwTtH+YbIGsFRpjP46gNGVVY4uSulnJeQfpn1NR6LizRZGMIVHNcyqBBqYwaDReWVQyZM5JVAyKEJNlBpCR0RynTckNt5lK+ec5roEsKa8WCWtAJdqwMTbFw9nId0YiiRAWjK8fR+r7GUmiJMjOCVJZlpPr8zLAXfbUzGaMEiTmIHWp3pcDS2nMSw+Iyl5Pt+G9PPhTVQAStzYLIuRm5ZxIhDz7xSBMqUQ3S5SHcZyCEptoInNDtPz9kjpCiPhRaBJTH4BSU3XAu5FsUKl10ubntrBDjDGp3whC5Zxf0GGSSlxOfHQCseMiAA9hhi2jQjMjGXnj0/p2X9oymcq/exeZWKJTS6RLG1ED00qqEsooghFXcKVcQuwkh8piDXkJynS/YXTpIZZzKAsZZz9kimKSB01QcR4rAVn8/ODlcYSJzpiTkNy7BbNQxF3PJ5FEnqH/JeqUk5flPH4VzJz7rMqy/Byit0SoXoX0Tff/zjgvEaZM91omYbl/LdO8JHA0aREG74WCcDc5zp+Rn7sv2nE8HPnud7/DX/orf5mqKvnmN3+Jq5cvefLpJ9IAfdjz7NkzPvn4Y1lwtebm+iXHw45PPv6I8dEjvvWtX6EsCx49fsx+f+DF8+fyvBYWbaCqC8ZhoO+PUxHBuSFRdN2EGpgYib4kGpkTZVmgyiJtSAZra7kfQZru15sVbdswjkPqcRQRi6apORxyJVmSmoxunZ6eYm0hIhDeJ3XBgqoqZcNRc8FCawVWE5G1bFpnkHkrZoxS8MrJd4wLo0wNWc1SqHde1EMjkyAFUZRMj4cDh8OB7XZLP/Qcj0eyj1thZYPLlENry4kGJs++qFhWVT1VFLu+F5peqjJKYDAj9wrZmYOYIEmvAILGA0IfI059uTGKMTpIshRjpCxKrDaEQopyPsz9W1pprBYp4qK0lGVNVdY0VS2V2RSgfPbkKc47zs/OZZNPRQ+tdBLB1hz3HdG/5GRzQmEKvv71r1PXNZ9++oQYIt1B0BhrC0KyxdBGiyhGUtOqm4aqKtntxH9rn3rgTk5PKIqC09NTrq+vuLh8QTcc2e+32KKgrErK2gpdubQYmxC4pKAYVKDre3S6B3VTszlZT/NidKMIZRz3HLvjrf27SFRGnBTuvBulOKkURQyowlIUBh090TtKW2B07qUNUzX/i3XEue8XD9GJD1SU/kt5DRIDjOIbFXQnwlJaxryIBu96xmGf6LFHjAalS7Q1WBMxG0UsDSpIVd2uNbbWVJuKGAONatiPB7zy3Ox3fHZxxfUwsHWBB0FzgsXYGq0tVsu+2BpLaQ1VW1MWlratKQpNVRVTP3NVNaxWDevNKcfjkeuXLxn6A/3gcC7ZpEQm2lumvunJZFXhU6xiC4s1WoRuVMCNkvBYQCmD0UWSX49TwUUnNUqtJMZRUfqrBbEOGCPEPYWIWIXgUKkfPCdQU5xHQlFIyU2Y4zZIlH2tRdRQpcJuipVEeMonk9lAVYjIz5j68cVzlJR8LmMlxWSwm9D6qcivRWjBFppCGaqqobCWYXBc32yBiC0KbFFCkZhNWt7/wfkZbVPz5msPqeuSk7YVpb9Co4m4oSNGL+tVIayaSGRM9G2FTpRtiKOX8TeWoqxYrTdTEhvcSHBO+pqMnopNSkkNSqUqXUzf1CahUqpAGSs0P2WISouiZxRq9gwM3e71juluTj/N1X9mZk9eczKNfY6LhMGQW4OynoBS83vk4DjH4T/u+JlIouA2XSg31udm99zwDnMzPMxVcUh+AzHyqiA+VykVcy/VXcrfMiCclKJiFCfxOE90lfTulRK6nzZ6aiqUZ0lNXN+oYqIsBFFJSdQ1q1JlVeuJh6+Asq6AyPEoG3nf92gUZdpAxEvFJ/6smtzAg07kwRiJTlCY7Hsy9QGQAnFr0NZOCoByvnG63jQcCwTudrKw7P9ZJlFz5n9bie42ApVFCLIngvSgVVXi8ieYv6xqlJaqRUafxnHEjXNPw83NzWQGCtDUFVblSpIEFvkcprscJbibGtBjkM9ZzpvFNeWHUJLWhMwsEJ+cgCilZuNgY6fE/W5Ck993aUycUSCYIej8XkVRTItpvs7lc7Ccw0ta6V2U8EcdSzrhMhnvewnOhyQ9v+xBvJu8fXGPyG675Xf/2e/wta99jb//9/5bfPjBBxz217z3g/f4k+9/n26/E7UipbHGigmlj3zvO9/h6WefsWpXtKsVv/Ebv86TJ5/xu7/3X1M3LeuTDcKBdwz9kcNhx+gcRPjko48oyoq2XRMjHPYdWhvc6FMfpCQ6oo7kicFibZ438pwncjLiM2KoK5H6rqua9fqE+/dHDvs9h8MRhWboRw6HDmszNU6KUEM/cNhnQ14lwc/VDc6NjIOTimv6WcKhADUJTLCY5yDP2vHYcXl5yTBIP5ao8R0gSjXw+fMX7Pd7Xlw8T4bAewY3YIymrqvUjCxo6JLrrpPk+ES8UYpmJUIKha2muVyUFWUaD6U1q9WauhI1RWNFic+HSH84ikeUkc/IlFw9UYwMVksyk0V+QiHPmND6TKpmGspkXRGySaZzHIeR49CzWZ9yutkwDh1D3/PH3/kO19fXbK/3kkyvAmVZsVm3YkrZ9ZS25Oz0PCWrFRfPX/Ly4gqN4fz8nG9941sMw8Dv/te/x2F/YL8/yPpuNJWuqJtaxImspR879ocd3dBLUc2LB8/T50+pqorXXnuNew/u8eu/8et89tkTvv3tP5C9UhtsocV0sywxxuIHsb3oenmvYyfy0D440FA34gVVlyU32xuur68ptOXB+T0OyY9NAyrGWS12dCgUm7bFKKiMIFBh6CThTv9tgLaqKYuC9WbDH//xJz/d5eLPe8Tb9hlaa3Q0EC3BFsSiJJagR00ImqgVRkcUntRtx+hHRtcxugMhjBjjaWrN6qRm3dS0dYk/ROKgCAlFOL2/oqpq1qsG5z37cKA4FpRtyXjj+Ozlc66953k/4tf3sA9Kzk4eULdr6qLEKk1NoNSKVWmorGbVWqxRVKVJgjEDzWpFs245ObuH854XFy+SmBUMLoCyyONricrhg9RtciAcU8FTEp8xJS4eVEDn2EpSGmJwqSASpLyhFFZHrIayEDpa9meSAkgguhGfWVkxihltKswWScBn3kNTK0eME3Kdb2KIUojUWhRVRcDGJHuHOCm7TvtuZrBoQ1CkQkT2XAKb7CLEiyngo2IYRw7HLrGdpABstKIqrayBWoppzp2xWtWs1s20TkYNUUPdSK/2+cmGqiw43bRYI/dPqxT7pDjM6AUCp2TtQxl8DEQFVdNiy4BThhBh9BGdETilpKStDChJbeTSUn+/EdQuo4jj6AlRMYaAsZqiKcEUKFMwhsTwUnMSG+Lcs7aMa2JaQzJwQeZVTcVkGbtcOJ8S9zu8vJyQhXyv8+2WGz/FPT/u+JlIou4iQ7d5i3oatFytv9ubcTdoXGb3cxVV8aPDydufffuVfzYjUfMrZ9ivSNp0enhzph7mRGf6k+V5I4mgT5l8hNQ3sBTJkGpFiAptzZToLNGBpQS3D55ln9OcGCVZyRQchcU15WFTCwRuOa5iFsetz8z3Kn+9hYzd6sn6PJ+VdN2yAIHxuUGwoCxF0jSExHWO8pCF4Dkee6lyx4jR4ugtZoBqce4ZvWGqKkznoFKCFSNhcc6KVC27g7zIUrHkPOdrE570chyWXNrlvcuvPBYz5dTfGpMl+rqk7eXE7VXvfffr3detuXknaVqiVTArDHp/2+Nqee135/sX75BE4uLigrffeotHD+9zc3VJVVj6vuP58+cUSkmlFybaSgyB6+trvA9cXrxAa83b777LOI6cnp5QNQ3rzQnH456+O8x9QKkAcHNzQ1GUWCOqbyKpG0B1GG0EJYpl2iSRjVxZtM70UnJpT+Z3qqRZW2Ct0PbatiX42VzbZ3pxmOdMRhiHfpAqnFaTbPo4DvJ9m9QsFwi8QuG9eKJZY26tUUopuu7IdnszIcfDIAk5UT5zt99xOBw4dkfpbZposrIVZSSuqspp45vmapD7Jqp8CptMd62ZqdIzXUjGqEyUvGldAoTa53Dp+TdGEqO8eWuVK9p6+res6bIOiN2BnirZxlqIEa8g4pMXlSTRTVvTlJYumap3x47ddocb3WQ0qlKgFHzEuyDJUFVQFBWFLdhutwzjyNXLa4yxfPmdLxOBVbtmHB03262cX1IzNVZUWZWWJnUxSp4ZCTFGxuOY9gdPXVWcn58TCXz66ceT544xCm2QZDrRxmPq0fVhVhn1wYNiooorpXCjS6iipm1aQVQy6peDWC9BkEYUaa2CUiuUE580VKLaBwUKSqOpy4KzzTqZN39xjsycANI8S3MqJkNTY3E2ECwEm41Y5fpREiCGKDTd4AfAo3WksJqmtrRtwaotcdoSRov3sodXq0LmUlugRoUpNLrQaKvxBPbdgdFWdLbm4DxOWVS9pmhPKcuaQmvK4CgUlKWmMFBWOqEZCudlfbBFhS2r5C3WShFTG3xI3o1Ko0iULhTzUCgyHU4tx2mh0pv1GpTK2FAKqnNgDRgtL5s8JuXPFcYoVIwMwRHmOyHvE0kU3OQJxO2YJh+yv82xS0Y15kLw3GccvLCJJuuPdC1ZgXnBFpveO8dVWUV6jitkVFQaBym6S5ITQ8GqbabWiNxzH1QkalitVpRVwdl6TVlY6kpohUalccuxTkoWtFLT56uEBuWRsoVFmYgZHNEHRhcwPoEM+W9J4hMolqOnJ9RRp4QnJmNksewxxooAiTFJwToZPitBnSemGMzfz4lNYEIIl/FQ/hu43Uf+qjhFpYwpA1k5ecv3XL734xOpn4kkKiNOS2di4NaF52a73CB9NzjPx3LAJiWVpCsulQf5vduJ2201wPy+hEBIFZA82fL53r4hcdpQyqokJJUaeRCSbC8z8uBGqax655M5b0Qb8WXRWtF3DW4YOBxFwSv4IE7SKj3ARFab9YSUZL+p/BlTAhUWCAjMqNcdlcCseBdVClESAmWtveUlJVTL25LauSdmee+W47iU0J7GlRlFlKBJ6D2dd1OdvShKqrqd/BL68QVdv+fq6orj8cjV1VWS4JYqjjaWKgqqJQGv0Btkhst9n3vs0rUHERnJ42djnJKnnGgC0m+VVpyluXOejzGyMKg18wOYxjjTWPK8GYZhmi/LMcvjkn/XWnvLiHc5lsvjLtqVvy4TyewDVRTF9Mzk5CmjXHefv3HMRqP+Ry5CX9TDGM2jxw/41je/wf17p/zu7/5TXjx7yjgcqUvFo/OVPLvBAw7vPFaDKQwPHj2iKAp++MH3efLZx3z69FPe/tI7/M/+p/9jPvrkE777vT/h2ZNP+eD998n9snlH2u9uiFGx224py4qzew9BSUO+GwUd2pxsOD09pTcaq3Xi6kNIiM29s1OMtdy//0CU+WyFUpr1ejMJIxRWmrH3+x1939F1PUoNU8IeQ2ToR6yxEzd8HIfUWynPy9APCQXNIhkyF9umkc1cCTp22B+FvtX1fPTRR3zve9+bkihJ7gxVVWO0EUNc7xLyVKdkKT8DTGux3COTBA3kv72TokpeT8nFsam4Ja73RakW7yFbnHPSq+BSImm0UC5NUaa1Lidic2AmylOCUuVkci6qRcZxwHudRCbSvqM1ddukwCcSho7d/ihV4Krl0aPXKcuG58+eTUW647Fnv3s6qSO2bct6XdEde/a7A+v1mtPTiv2+w/kXfHj2Cev1ir/6V/8aF5cX/Of/n/8cpWC9WWPLgt55+v2Bvu+pqxJrC5QTNMOHuV/Sec/HH8t7WWt58OA+/91/+9/m+9//Pr//B39A0zTUdZUQf482FlSgKNP6VIia4LvvvjvJ4h8OB55+9hk322turq95/fU3OD8/59HDh/gQ+OTTj9hvb+iOPRDZtCtIlKnCaOrCEPqI8z1+kHllTdqH1itqazhdrzB31sAvwuG1BmXRqhB6uYoYHTBRU2IwrqeIjpGAN6CjBPZCAYvi8+Y6vB9QCprKsGlLHpysWK8r2rbkWBwYe8XoJfsoWoMtLba2RKOwlUUXQsd00dG7UZQDtUU3a8rT+5RnDyk25+isQjdKL6atcxKlKAxURcS4UShftkGblqo5oV2PBGXoR8/u0FNWPSEmipcykJX8kjJfSlEwVhT8plpumX0b038noYoYFd4sCizaUCYqmqj25uCdhBIHhuOOEBwgYil1WxOjIpLYTlU1sXGyl1v6VEkCQCTfc39MlMB/jjNJiU6RCl/y18M4pPdxsj5ZKfyYxR6vtWSJxhoskgAZW3Cz3aZeTQdRY5JKo9GgK4NWLc4nFNuLop8LHk/gdCPPblsVGKWJrsenhdRolfzYcr93mGKgJIsHSuP8iAsRa0thRjnHsRt4eXVD264oqoaqqmjrGlsaCioUgnC5qSVF6Jpu9Pi050RlpIcr7VVRWxHjiQ4fPdnXL7OG8hqvEztJKzUlOlFFpCdXku65VUFPvU5a6wS+zMXqOaY1aKsmZWupUeYNJyY07Mf3X/5MJFE5oL77vWVA/iqz3WVgt+zZuF2RnyG8nLEuE6h8LFGKIDu13Kjp+4EYb1OmZmqTvLvAhypxbKPAmzFl9AskZs6TU50hT+4UbJdFQUiOz845ejVQWIPVekqi7mbGORlajtGStjhBmnoejxDjBIdK9SdDqdln5fOS2suxzfclB+RLdONVRrF379sU6CvpvyAThpRMaluU4s8SAjGqie6y3x/puj5R2sS01HmP9Xl8c4/TjGLOgZZU+IhqMR8WCFUar7wKTrBxiqBuK+pIQ7oxcx/e3Tm8TGbuzs8lend3bPJcyPLjd3uPXoUu3Z3Ty+PuZ+T5tryXt+/xqxOmV33OF5HaZ6zl3r1zTk9PKEvL9fVLuu5IURiq0tLUBcErQsjNw9LgW1jDuhW66eX1Fd3Qg7G89tprPHr0kJvtDdZoxnFgu92yigVlJTQySeT9NG8k0fAQdeqPGun7nqqvJNHWCqdSwzOR4KVogFYYa2mblrpupnmeE+QQAl3dJ2SpvyX+ke+VcyJd3/cDxszI6PJehhCnvkoxVRXRmtwfmZ/z7El0c33DixcvePr0KVkpMyfubbuaDIYhr/kieZzPXTbBeQ3OPnGTAbqWZ3dav+Wd0vvNmyxqfg5vCeIkAZqZuqGm/+Vjpm7P9I7cFwtSjwsT7TtJQXt96zk3WijFRquJRmetCCqsNyeEADc327SWS3GvT72K3uegUdQbh2FkrbQU5WKckCeU4sHDxwzjSNO0YuJqJMh0zjMMI103pN4woUFOFWFCKrgJNc9Yw/5woKwq7t2/x8nzUwnkUj/B0hpDxtSAFTXAtm3ZbDYTaj6OgyTuXZfmU0jFtxKFmL+OtqenhwhF7mlWMl4mJaJoxQiCVmmpnNvUT1fkKv8X6IggdLKU+OeGaaW09AAbizUBb8EbT/Sp0k6cGCwuOnxwRDwgBZbCaCprKK2mtIrRgLcwdegmeldUaioEQu4LTsyVGOXnxoItoaigrBElW7kHUSXqq/T+SwHCyHtoLQIvpCKGMQUhgHMyf4fBiVCASsXsKHNK1O2S6mAaE6UzhW6OjSYxsAWdFwU297lnU9/UFoECg/TTiDS/3IHMQNEpiZBxmI2opVKVVIxVjgPkPBdNASnGeHUSP++h8rvjmNbU9D2DINtzP465XQTSMfUlgdlrvMqtK3I9Zul/VypskPcYRo1SA/iICpHCyF6lU7zjvZtimwlhz0wdwC/iHmml0MQclykNSgowo3PsDwcimsPxCCjqsmLy5UOTmthlnNJ898HjvBTElY5TO0lm/YTp+pnvccwssgXVDm61YATkelVKmqUXOGDt7TX5VUXgHOcqNZvtTr8RIah5v/wCIFHS/5F7Q5bB3DiOSfZWVOayN09di/pQRqWyLO9dYYk5XcnI6u1ESr4/J0rT99LXEEGFgPSyfl4NZIYQJfvNTEOpangCcVLjk2vV2FIad5tVQ13VEypiK5mM6vQUozWH/Z5hHKeKYpW490qJzK/xZgpwhmEQCkXfpc/Om15enOaJIlxSNVH9XFZfU7OAgck9W8uEVM9JzzJhuJtELYUL8t/mqotdIFv53wLhK3K/mdxbg7YFoR8Yh5HjoWO73XN1s2W7E58IIuLLEvWE2HkXICkbSmU6yYUH0DpMEGTIEvYJ0o8qV73kXuQk2i3uMYrJ70QhiU7btsQYKctqWhBzU70k1dnza1a8y+OU+/iWghFLY98yef/kfo1lAeFHmdwuVfr+tEDjLhV0ie6KtLRsjtIDqG59Xk4kc//iF+04Pz/j7/43/jYqysbkhoF123D29a8wdDsunn2CMeKB4f2Y5oSMwWplcD7SHXqMDaxWIy8vL/j2t3+PFy8uGYYDXX/k2B3xocMapFlWKaqmTQGn9F5ut9dobTG2QqlIURqGsefly0t0qsDJhgDj0FFVJU3Tcn5+zuuvv87JyUYQMwJFUSbEUVD9pqmp64rD4TBR+7LQjKynju12S+4JyvdYKU1RlNO8Fz+nYUpURKgBttu9qEoOAy+vXvLeD97jyZMnPH36dFqvTeo5Oj+XHp8JLSvs9FzMaKme5ppSalr3u+4owUiit1RVlSqIsn0Fn0VSUp+ozZYDkFVZ5RtM3x8TvZJxlpjPSPJE50vSOtFaMGoyalfJ9DyEbLkwE4UKa6UqnvqlPJEhBEotiPm7X/0afd/jUewPezF4DgGdvFEKwJQVDsXgA8fRse96ojbcu3ePsqz48NPPKF9cgJHE7Ff+yl/l5uaaH374UbqufkrQtvuO3b5jtV5R1RUmycvf3NygFGw2J3Sd43t/8gPund9jHD11veLX/ubf4vd///f57ve+lxIxJcIeSvavoih4lBBZ5x1d34n0/m7H9loUIOuyZntzQ3fsePTwIeu25Re+9nVijHz6ycccj0d22y0x/W4MDtcPFErRtCtGY3FFQdushHJ4do/1ai1r9hdszfExcjN4jAlYLSpsVgWixKeQgmthMkSiCngthc7gHAHPGIQeHPAYDVWhqYyiJGK8gyESw0iIDudFhfYwOGwYIY740dP3gWHwDIMXCwEX8EERMDhVMOqSXpUYClyMmCjCKlopdGExVmFLoc5pAyZqTETU12Ik+Ihzke44st93XF5tQWmOnaOworrmfaQfHBQGitlzSfpxVH5wUUWm/kmBOidRMSpsRGTc0zpgrXiKSa4YhYatwCjmBII4qc+elafk/h2lLEoXUyvEOCbqdHTT/VFRiUofmWUSU0FnaQguDAej5wKt77yIW2iF5GlzTDCxStISZeycVFTeczwekqCEKA+WpXy1Jhvzqmk89scj5gCqj4xekjUVI34ccTEwdEeIkaqwaESwR4TNEko9ipGxsQWmrFDGUgaF9hFlS9zo6HrPdtfx6ZNn1NU14+g5Oz3FP3xEVZVUVYlJMUUuyBVK9orDQURSPJrClrTtBl2UKMQXCiV97KJ4KAVGpdKeq+bi+oz4Z4p3xGiTAIS5lWW2CRIlyOWRi9TG6FmdUWUxjJj+TxCwyJ/ug/kzkUTB7Wr47WrobdrePABzEJnNSJcTcw4Ow0zni5lPC5m2MX+dKX75fFgorr0q8Zq/nxGf3OCW+bZ3UI506BTcy0tPyFQkLuSzhcvvxnF6uENItDJmmcfwueDXT+jJsp8gI1BKzVzXWygMt9VOlv/MFZxcxVgihzkBuNU/tJzsd9CYV5nGkhbJXBWxXiQ1g5dKTtf19MPIMDpilEAHYddgTEGWPmbJbU0LjLx/fih+9DGNQ04AdZJ4zfMx/XHuAclVsiVCmitQ2ZdmRkJvU+5ehcjdRYmW83A5hndRox+FCC1R1eW/l4jWst9q+bvL+ZQr2MvPXZ7n3XP4ohxaa5qmJiR5au/GpHBl2WzWPH78SBqYw9zorJE5vFmvGEZPVRVCI60ERdnttvRDJ5u3UQnVMlir8TH5g/hAFoSIUXqGjAlI7XR+nsZxTBs/xGgxRjM6EXtompp2tZpU6/KaNj9XgaoSd/thGFIxalaIXFJSJzSMnCAtt4QlIjnTTMuynApOE1redWy3N3Rd97n1WxC4bNjsidFMz8rtyq1afH+JrmdFtnku3pr/6u5zIqifUhDDfA2ZAkgyvsyeUTHGhB6lKmr6belx8FPTeEzXkivBWi8qtzGres59V8AU5PkQwHnxU0Gx2mwICnaHA857EblIRRcfA6P3Qr9RgrIP40g3DPgIx+7AMBZcb7ciTVxalDaSQKXiXd6vQpAGeu8j1kilWCmD+O6kwmIUhcG+H7i52bHZrNmcntG2a9qmTYl3oCgU2toJXcwFs91eilp9Eo+whVCa8vwe+p5j22KUYrMS6uDp5oTSWsZ+SLT3mNZtUVYsrcEoTSgKkWmvRGCqKIopmf0iHREY82kHcCl2DjFKsYQ0l/LkT0FyVCmiiDGFMYlybjSF1hRKEgot2QnRR6JPz00EN0pMMuqAHwNu8fJuRj4jgrYEpEc6vxQxNYQyS4EnpFVCpIjWlqxgmZ8nHyLOR/peENFhGCEZU/uEUufnhcXtXDypt8cko3dIwTUXSKT3T0/Pr9aCwuXzIyb7gel5zAbdpcQYEWLUCVlS0/oYo/T/EVLxcCoKz/1cyz0zX7xWhqwAmq8rRuZ7zJ3YK12n0goVIlpH8dGCCdXOU0KofJk+qCfxLYUIXI3FiPOWiPxuJkp+7lDzl1txmNwKsrCMsZaoIh4Zp9H5qagfI+z3B8qilDU/fY7cBzVZAaXFOZlqg04G5rYQVb7pTHIRXZvEkApprSLPrFuxkWJ+VgS9jOg4xyVL49xXFZNv7z0/vtj8p8U4PzNJ1F3Z5WWAn7+f5Z/zAn43GM1BQE6osjpdTqLuzif5uyyZu6zy554sMQOcPYfmz1oqUs0DrATtSP+OUTT7l71ALCoRIktZiNRuFM8YozVlXdM4x3q14ng4TkhRJMGWqWEY5j6f4D0uSSZH5qRGL8Zjuq476cSSHng36ZvGGCYZ8DzO+d93A/U8tvk6y7KcTDvzBrxMdvP9bZqWECJFUbE/dFxfX/Py6ooXLy65fHnF4dhTN9K4Kso1cWq2LEpRpFIq+xGkZSsqYhRaSVZHiszB0/Kap8XzTtIyJdnE1Hg/TteWg8OZ4id0gGxgmyl5y896ldjEci7n3qclVfJugeEuCrWsliyvZ4k0ZdQyv8cSsV3SuXKyJcqDnjE1wd8tVCzf44t2ODdyfX3Fm6+/zjj2vHzxHKsVY2949523+eYv/hxPPv2YyxfPca4nhEBZVBhjaVbrpGAoFJfzB4+o25abm2vc6GnqmvPzDa+9fo/7905pm4ar65ccjx2ffnqFc4HT81NiDGy3W4yxVJXIBLerNV0vUt9+HAnec3IiZrqitFnyxhtv8tabb1E1DaawhOhSQWFGg621NE1LVVX0iW43jiP7/QHnxkn5seu6CaHKtLp8fyWGn9Gh1bqhKAo2G/Hx2+328p67HVdXVzx9+pRxdGw2s/Stc57gw6S8p3UWq8kJEUBeOzzjOK8lfd9PiJZzjsKWi/5Cg8/rVNqrjTGoBdUro/bL/U8SLJXMyEOiDRq8MiiTqZOSCLlhYByg78S/LUQxNV+1LUVRsNqsEq+/mqh2kPYEBKGqmpqqLnn58iVD33NycoKxljfefour62s++Ogjob752cdPaC1HQe6rim4c6ZzjKtH4yqoUxbwPf0hV15ycbLi52XJ1vZMEXs8UoXyN3XHEO1Jl1nKyuUeMgWMnfljnZ/fxPvDDH37MW2++yf3zR3z53a9y794D/viP/5hnT5+yWm+o65rT01MUcHl5yfF45PLiAqM169WKVdvy5ptvst/t2G23XF5csdttGQ5HVquW2hacnpzwpTffwjlHaQz73Z5nz56jVaSyBU1pWdUFTV1SlSVnp6epX1jWmeOxm5VkvyBHAI5RUQaFV6B9BBWxEQgKg5UURsVJwENpi8TxURKGMGJtpI4VpbGsq5q2KGhQ4BIDoXO40QuaEiOQ6Oa2x42e/a7nsOvp9h39YWTs5ZlzAVwQ1HREMZLsVZDEwOgoKFQhKLVRkltZJUiz1qIFEnzEe/ABnI9cX++JAS4ur6grS38YGPtRCkJGkpIQwTuPEbk+kU2PAVsoSUp0pvHd3meMUSgjPaP5VVqLNYLmESN9d8C7JVIklgdlWZFFLrxX+HA7PHTOoXOxJQS8T8WZkBLMEFIysejzRolUuLXTWgyyVxdlMRUuQrITsdZK/2oSv8m97KMbp+JXLmopFdPYm0Sfy8qpIkxijEJr8STtRynWGC0y5kSFKkT5OcvAex9QKqB9EPqw0oQoqL54O2uqusEE2B56Oue4Phy4ORzYHY8UoxNBnxipynJ6zeuOxBJVVUk/qbYYW9DWLVXdUjUNMWpcSuCliG5RpkjrtZ+SJ50T4Xg7btJKE7PAtIoTO2i2U5hRqGXCuyzqa7VI/pl72fKxzEd+1PEzk0TlYBu4FaAt/3vJw58apBcBf060Mm3Mey/N8SEHsDNXdUIpkNqhVCSk8j73ipCy88jsXH0bXfq8slpGQFhUI5ZVByYaXQ645VphGAaRdFWSJFZVhXOeYhim/gAQCknmDS7fe1lxiamKmdGQXMHVCZGKKYvPQfA0SRYVYAkw5qxfqTn9ymOdA/uMxswIzG30Kd8Tu1hg7iJX0gQeAKlY931P34limEvO1zZVMrwLyVuF2ftKzcowKnH/tdLCZ04loSnogs99/t0H6HPIzmIefD7ZnIO1uKiI3E2abn+e+tw45Hmfk5gl+poTrGXCtFyo7xYelp+/RHPvJo+3rjHelhINyV38rqBF/tyc4H3RDqUkSOiHDu8cWkuQ3HUjpTX4qqSuK07PTuiOkniopAqXfW7Ozk5QxnB6sqFqWtbrNc55ysFJI70fqKsCawzD0BGj0L0g0LQSFPajBOZ5LZBxnedqTnBUQmqMsbRtS9M0gnTntU0piBk5FEEEZbUEC8iczIUlrc2kvChrqfxdbrRVer7/si4XhDD3DtxOtMdEtxMqtrV2VstTcxKVUTMzWUIkJCcd07yNYVIRXBbP8ntn2XOlFDEpWMUYULlfdRq3/Czk8irkKnKMyeBT6eyjO68J0/9yz2gkWy2KZxaMowUlwVDQcy+vTsp1KKEL+yAUPZXo6iC0rug9ylqKquLk9JSdMbx8+RIdI2iN0dJzEdyISsWYCTEGXEjV/HSOXT/Q99J7AmB0IPfm5ib5Yzcwjp6ykkRUGu4V3gWU8jiX7ufoubnZ8eTJZxRlwdnZPR7cf0gMiKCEMQyj0Fuz4l9eG2SuuomiWJYFq9VqUrZ048h2e4OKkbYR36ymFjS4LiuMERnnti5YNxVNU1FXFVVdoY2d1j6fEMEv1qHmZiK1eCVk0CjQRvZbrSPKqCQ1rab5QCxRDoIrKIylSP1hVhuiEgaMjhoVDZqCqIS6paJFDGhBRYNCzJx18lyypsCaJHyU6WXZF1NWPZRCCgx63ifz2jPHJTmuyr1RdlIA3R+PeG8Ji5YLWXOST1R+7pJMtsQaano/+YwcF2ZUYl6zzKLNQGmNYqa1T3PUGCzLeCef76KfktlMPobkaxQlqc09ODGQZPpjKs6GhJol9bmFBU/+OsUX6XWbjTPPkiVKlX/uQ0CHMBWyc0/q0nutTL30LgBK/OoUKRaJ6fOYEfdbqI7KCDip9UTiYaUNWolIxDCMdL302c5ra0qAFnFm9lOVfrpc9NcUVYW1JWVVYctCClUKpr6nfE5K0EIdoySAJIuhmJ6hW+Mpcd10j1LR7C4bDe7EOmpGe5VSWez2FkJHmvtEmed3gYfl8TORRCmlKMtSAoNU0fPeTdl4VVW3qpNZoS/GPGBqqqDmXqlcWQ0h4p2XagQkDqyS4FubNNF02rBJ2X8xTe4xwZIu5KRnruIv0YsZuViiF5oc1udG6wj4hF6Mw4jRGqsLfPB0h70EWW2LAtabTZr8ICZxcUHtiwK1xiSdDun6wrQAZXrIbJSbUIRUWc5UQMgQfDIsDl42dKUwNptAmkXWHqd+hrzgdJ0Eoxn9WPYClWU59bGJMeicLJCr3dpQ2BJwOH+g7we2N1t2ux37/VEqVdrQNi1lVTH0Y7oHIq8rZow649GLZDGgvUKAq5m6mB8SpRbwuHr1gydjdXtRvpv4MN2BeVFaFgMy5XRZ7V9WRmKM0+KeZfyX8yojf1koYIlILdGs/L4zXWtOuO4mUcvn724hIp/LMIypH+bzKoLAHfrXF+ewxrJqGp4/f47RinVTcTzsuXl5SX/Ysbt5yfn5KW+9/RYvL15wPBy4vr7BO0lo6qbinXffxtiC1eYe7WrN2f0HDKOn6wcePbrP4fhzvHj+hO3NNSB+QNfXPc4FXnvtMcZYul7oES9fLgxrpyRX/nu326O14vRkTVPX3Ds/5/T0NCVXkbIshHYYkiy1Bq3FsBIUZVlRFH0SKbFTr5KskXaBOspmJgFEoCgMxoTJzFdrmeMZIeq6I/v9jsvLC/b7HVUlNOS6aqZdSRKiee20Jns/zWqVMNMChzGZQfswFUyapiZGkmG2IGORiBtmGhiInQMhJApmqhBHQaQzHSlTgQpjMQpc6qdSMU6+NZPxtkqiMslssz92ZNGhchypm4oyeEyRK+VAWlt8FLqU9NUpNufnKKW4vLzE9b2siU3D137hF3j+/DmfPX8OQIk8U4XWHA8Hhn6gadtJmCFG6LZbmqbmK1WJLgq2uyM32wPbbaJSxoi10j+hEj1xt++AyGq1piwLTjabtG479BDQ+jCthx9++Cnf+ePv8at/7a/xrW99i6psudne8PHHH3Kzu+HFxQVuFMl8pRTn5/cERex7dvstL68uOT894/75GffOztBK8dmTJ+z3Oz764QfUVUVTVzRNw9nJGXVZ40dPYS3rVcOqrdisRV2sSop/fd+z23fTvv7Fy6E0qqzRSirsmjKpyHkKAqXxxEKjgqcoNAGPt4Uo6pUl6ECMBWHssSpQKE1tC5qyoilKEucFEyt0iBS6xaqKwmzQuqRQFVo5St1T6pZC11RFS9us5dWuKMpKVMqMJprUY6jARINVgaxGrTWQEmaVFPakwBhBWbQpqeuWpl7x/6fuP35ty7Y0P+w3zTLbHHNNuGey0lSiDKtISihSgAgIgii11SHYlQPYI9QUob+AXXYJAYIaakhQpzqCOgLUVAkUVB2VKgtZ+fL5uBH33mO2WWY6Ncaca82974mXxcqXiYj1sN89cc42a681zRjf941vzO7E8RT49v17+s7S4EUm7aXMomlaiIGgZrRRWCWdsVKKEsTr0py+9PmRmqqyVknttl1im9JkO+VYa8o11dJryRCjgFizy2552qByrya97HvZ1Cb3MotKoWLAGo3PcdhSO533fZWvV0xiAe68mPlIg3B9AUSXGtTSeFybwrmkhcVOIIl0VIRZarqIIv1sGrusoY1t6JqW6MVV1ZiWPkSmecKHsBg82Gwy0diSaJbERWNy8uJdEIYwv862FhIM48jxeOLh8ZHj4Zjxe7201Wjajq7v2fT9EmuGIOCNJHqWu/tX2Lal2+2zy2JOYPN5CMAg89rkmDdTJ7DsH1lJpa8keHmfLHHZqprJrXPiJfGiWBMtwTaKX8A1CVHAcz6JmerjexUB1cHcdQBYmJs6QJTXrEHr+lzZ+AuK6/LrxYGkCnYlgl8C7xoZUIoLRLZMLvnYS/QeViRDLnoUbXJObxaWJiM1CysQBdVIqrBaEYVnzrI+qw3aWGzTLP0HimZfJjGZKShOO/KvAjAskofCjJQJrLMkUCWpz4omLkkC5I8oA6gKulWVvRfkoGxoteSshlZUlUyV/iUpLScFKgnSoFj6YPggwZQUlucu5hnZ6poWayxeeUlIU0SlYsNdJTDGiCxApdz0OC2o8zVCtCS/S0KyyjnlAqpLRjEWRisvoAqWnh7L+68IdZ2M1XVh9fipr3HNHtWoSs3sXUsCr79PPemVUhfPf+m4ZsXKmC4McWED6jGxoOM/PFgYbS23n32O6joU0DYa1XYkY0jRM0VPbBpUv2H/9jP6eeYUAn4cGYLHAKbvsU2L3XTMBL59+CDzyza0255m03A+H5jnie1uhzaWP/6jjpig3/Q4Hzg8PZJC5Hbb0fUtu23DOTlwIrXQITLNDh+hud+xbRWbztC3GqNCRsvErUgQ2uyYlce81hqDWAAbY0gx4qxZjCKcm5AC6Xo+S2IiYzCvFQBkZ8HZE7wX2+62W4r93TxTmPhljFiNQuc6HRYk1GbZmiqyvwK+qIwILxtl5SRGqUkSFFRnN6+ErDNJIQlUyiYzce05opIS2XQUdspmp0AbVyDFWCuSlBIY5j57Zb3fbDYA2KbNBd62mlviOOZDyAGUyq/paIz0kSqGNeWhteZmt2c4n9n0OVG0wnJJYXv+jil/rxw8vnn9lu12A0kxT47D4Yhzjtu7O+ZpYhwGkSvO8WKuohTDMAkwMocFJJR7Psg6hsK5GecTDw9P/OpXv8nAjed4GjkeRrxLpCTrgtYKo7Q4S6bSKkFhbIs2Lfv9nr7reHh44jyMUuOjDEkblGloG4u2La+CuI811tBuWtq+IxIZppHjcGIcJ8ZpzPLW2wsW84dwaKBNBpssFotJDUaRG+pGtAooNBqP1lECSWMkmbEKdFwMqry2WX0htXDKmAKZoo20+2hUA9rStQ1GNzSmIRjN2Ld0fUe32dB1PW3bY22Ta3kQNjsFSJ5SJ6QBoxQNGotCRRa2WGfZPBQCS0CD1jY0bYN3pQn3mRQaookogjjuktBGrPKJrUgHSaQsJTY2SwWbbBKVuQmlE8XZUFioUmdtVvCGvD1LICf26SmiKSCjQ2T/Uh9ojK32/8KKaUqfLumdpFGx1LBLdCf3YZWRlbhuAUG1gPcm91IDUc+URuamONTl+VlAImsTxvicmMrfyueKgU6RROcYRMu8s1HiijklCJEUQ15OTW6TU5LjYsQjSh2DQkdxukuIxDIijpLjNDOMI9M847xHGZmztu1p+i1tv6Pbbtlst1nKuKpiCkvY70XGrG0LaEJSOaxax84i10PWgsJFJq2z4d8aIy2hWSrs31rvvZIZxYn60/ikKJL0Mo70QkWsQHsisrKM33V8j5KoVD2yzeSigZQERrJJYanKYC+Zb5HYiOvTamsdwqpTv/T/J1OrSTbsJMH8SimqZTPVUaOTIiZJPErMWPJWkQaZ5XMW9DV/n0Jfl9eVRoUhCOKatGyw3ntiUGg1StDTW7S1NF2PmyfcPIMyqIxYlOazISScj/j8UEqJ25O+TIAErVlp+xIvl6B9SQ4QDo0sFxLpSJJFpArmVU5WQCyjZYHL10g+VJCBxtJ27cJchWIzvAT/ch+cl/oH6WszZKtccZrabLb0fb84RM3jLO6HRe8cAopGdNzWYBtL8Ot9KElUylztInlSitp9TuWFtZwT5bukNZhb7nHKjetEWLMEfSURuwYCCqNUSxpXN5mVTSqv895fuKaVpKZmra6P8vs6Gbr+jO9KpGppXs1INU17kSzVidS19foP5Wi6ji/++E+5OR1kTXETwTt248DTwwcePr7H91vY3/D2q6+wVvPNdOb08MCjm7Ex8ubujqbtMPsNz88HfvWrn3H36hWff/45Nzd79tst59MB72dAEUPkH/+jz1EofvnLX/Hw8ZFfPH2gaRq++Oxz6eux7XhmRM+RJgbm5Dk9nxgnz/anr7jbGm53lv1W02iHTgWwyVK1GEWGkmsryrhpbNGvCxPl/Mw0Kdxs8QrK+F3BKEWM2Yo4GygEJ2jnPI145+nbDrWDLz77jLubG/bbLcN54Pl4lFrBEGibDpuZo0XeoYq8bTW5KO0WkhVwKCwSbBZWKeaaVK3WeSvrTN4jEDdN7/xSvC6xj6zfJJidB6W42W4lWNHtApwVtypjSm8umScFxNhuxVnRx+LiJe+1qhLEMvx8HuQKKkVnDabrhKWPcbX0yyjtq/s7gne8ur3LvVr0UsOmkGBUA8kH5slhjOWP//CP2O/3zPPMMIy8/+Y9Xdfz5Vdf8fz0zDfzO2Y3MzuHd1lO2fcYaxmHk6wtmdHZ3d6gleJwGPJ3Zem998tff83j85H7+3v6rufb9088Pz/Rdx1N07LfvxL0PUQYR2Ka0bqhtYqm3WHaLa/efsmbV6/4+t17no9nuVdtB7ZDdz27mxsA9vdvCN4xT2c2vaHfNByeHzkdnnl4emIYR2IGF7/cf7mAOj+UQ6PYJouJLSYlbNxgVSPGSErqU0wcCWmWxrHGY6y41ZlWg85GEYAzLUYptGnQphF6SBkgodsOq0DrFq1adtsOa1qaZpNrxCfGacf+9pbd4cxmu6dt+twTClIKpDiT4kTUlqQ0RiGOiRjaBKoYV2T1DmhUBhuMVlhj6LuWbd8xniFEz/HwzNwYdp30O2q0gJumMWjTYi0QHCl4FMIg2My4aJvl/7V5BQJUGi1yRqUyW0XpN5dxWm1QRpglcsIRYyBOJVEyGNsuEuRENocoiVM28hD2whBUZI3sJN5Z9nRr8M7hk6x9IYrrr9HyXjY10Mp62nbNwrIV8xCtxVxInH5tbocByjhhaXIDYm1EXWRyx4KUGy9bK/yNUYpzjETngABK0eg27+dqbSSer62UPGhMBJNrw2LK4y0lno8nng4HYYRnJwlUt6Xb39Lv79ncvmZ/c8vtzY0Y3dgVJFa5GbFtWxKIYU6I2fBErSRGSojBUZZ5KhZnaDCiKFDxk5gnZnCpNI8vsZUuyiTWeF3kf/mRw7ICuAsbmJZ9ajGvSRAXQffLx/ciiRLZ0MSU7bnXXkcl8Vh/VxInKIlBplFj6d0hTemKE5TQfD5bNgvlLUelflfLryiZaIiC8sY8cFkCjMwEkVARtMldm43OAXcSd5zyOmq2IL82RGm06zzeeCm8SyK7KXl5QWfDFTJQLHiDvBGeYqGe3W6UdI2mICdL4efqileyp5LP61wbIAO+aHElSUokXHDYYKUXk7UZGWGlQpWiVR3aG0FhncvBivxdFzeWghbnRagEZ+TMP0SPC7M07pwmTqcTwzAxnEc2/YYuLy5FckPKzkZa0TaCIu+2W2xjaFvLTGSeM3tn0sLALb3GdemjoHMwhCyaqgSU1VUqz8uIcogeHcSmWuo4ZMFUeu29VMslyzgvyVH5t8j3rhMuGctxaYRbWKnCwpZ7Wcv26veoZX5iUe0WtGw5vys54bVUNWXm1Cy2o5efUYLMHyITpbShubnndnezoK/BO/w8snvzGXenA7ttJ82zW4tTcPvFjzH7e1IQBLLvenwIfPP4JPWM2x266whGM/mAGifuXr9ht9vzr//8zzlke36jNbc3NzTGMPzBj2mbhs/evKWxghzvO8OuM4yTWHx/9cVnKG34e3/37/DVj77gZt/SNSxNZcV6V+fgI0voVL5HhdFJsRonkbaxpBRoGkNKgWkW9iSlUleqiVE2bkEAI21jSEYz2waDIM7brmO32TAOI9tuw/PhGa3V0qPKWJHRlBEi9Vcsa2VhcmVzl6AoZAYuhEhIYan9EmBxbbS4bLL5/cvmL9JrJICp2h2gYO3cKUukaSSoKHKexpoFQFufKO89zfOyfizsmRb+IKaID44QRKrdNi1tK40uiZHoPDGIlMtqJShxgugCjbZ8+fmXHA5H3n94j3eO6EK2SpdGs0ZrXt1taJuW4ALPD098/dvfMs3i2ieIbGB/s2O7/UPef/jAt++/RSkjioUE0YnpAClhG5G9T+cpO8IKA0Z2VEvR03Y9uxvN7CMJh3cJ7xTP44BWE/OUXbCQQvzh7MTkxxqeDiMuKELUPDweOY4eTCeKA2V5Og24CJMTcCdFyQWaxjKFQDideDw8c3h6xDYtN32PSpn5yLbYP6RDxUR7DkQnDbxDSHit8FlKpIwiegshYmlAI/bL2TABFZmjRepdco8h26KaBtU0SEQSSUaTghLXPBXpTKCxAdtEtEpom1DiHCCMT25eK32pgkjtkliiJxIxabRqhHmPuc8RCZLCquyKB0tcYbTCaiU9vYyhsVqMG7zHq4jTiqhB2+zYGZwkaU2DJ+Q9GEDlujB5bpHDLZNR+LGlDqowUYU4Dj4tdYNJiVW1YlXQtP0mM38Gqy0219zJflolaipLgKn2ReHPs2vhWkeWkJrHWNjwyqVXFwMMDRDxfkZrQ0wSF6klphVP9WK2sLan0YQkaqryP5XfKyQBcWUuFqe6JH6vhSnL0kyJb4VQUEH6E6a8rsYk3Tp1Zneic8w+MowT4+wwtqVVDbbZst/dcHP/lu3tK9rNDabbopoeTEMyBoyV+C4vt36tcBKjFJ09DUrEK3U2ZbnNGWoJM/VCdlAA3ALKfbIOXILEQv4LeKdVqactDdxznHv56uWcVVqKYvhdAuLvTRIl7MNEKfgrPu+1tEkCSUEPyjeti1oLW+X9upkVvb/zbnFng5rk08svyrWP2fI3eaEYxS6cRbsKLDVDJQhdihFLJuuvnEQWOWASJz0nNVE21wIppei6jQTj2Sd/sayFXEQsFLfRBpOQBZCQe5WsVqWr7E4v2lmbO2XrEuRTy9b0Qp+WZLEsNhIseFzwmGgx2Vt8YZoyO2KaBpuD9QQwjuvfrc3ynbwYlWu/sGH5+/qZ2c/MbmYYpYfIMM4Mw8TrV6/ZdB3FTbEMdpMdvtqmoe869vtdDpwQa2py4zwtPX/qtm0F0V4YwhDz2As5YS72ogqV1vq2lCLRJ4LKqFYIxOglKKN4v8rn1ElNSUxKYlQSoHmerxhDffH34iBWy10LS/SSs17NONV1VvV8KfPuWkZYJ2Tl+bV88CU26gd5aEN7+4bNpsvoKdnOepZkys3M45l5HolRbJjvf/QH3Pi8NsTIPI4cnp/5zS9+hbWW3X6P7jcEbRh9xPmJH332ObfbLb/+9dc8Pjzz+PRMYy0//uJz7m9v6Ay01vLm/j7PQTjvOw77jnEacW7mzdvX7G92/PSnf8DrN6+4v2npW2g6CT7d7IU91U2W4YlkJMYoenfUuvZk56uua1AqMTRG3LSCGEPEoDAmW6dnHbrLLoFdu0Gh8G1LMAZUl+WePcMwsN9s+fDQQ4qcTmcGk2uFikQPqVFY5BLVYXLdgLZiGuPwpODwIa0ChXIUAKdINrItro/iNOXTWpStrKw/xR5ZhyL/y6xLI2tkk2sXBLFmOd9FdZAS4yz7U92fSieNTVaUBMHL3uM9puvY9huMUiQfCLMAe6XZZgzZelw5Gm358Zc/4bfpt/zq57/MTHek6QzbbrsUj3/51Vf0fc/xcOB4OPCv/sWfEWJk/+oerQ0+eF69esXnn38Bf/7nPDw9gtWQNOdB6omCl6Rls9tAguPjg6gJdqVOITKOZ8bTgZv7e14rw+ykUabz4B08Pw6EGHh6GhcpEwi4JP1sYJrPHI4jj08nsWAHsD2QCErzcDhxHGf687AEx7tdz9s3d4zzzDw88/D4xNPjAz/+yU949erVIkMSMO6Hte7oCO3RM41OxrVPS6KUmkSyiqQyA0NA+nIZtFUIxppldiqglSgutG1FHpUBkZggGkWyEvRZHehMoLUB2yaUjhgbURaSlSQKJX16Ukyk4CHMkGYSc27CazDJYpJIX20iG00oyO6BOQZfkiijpfamsZJIKQSgUkkaKEcjnJL3M87NmFZcikPUpFLvpEA1QrAVs4K1ZlllIxmNyomU7I9mLW3IbQIiYiBT+nRaLcG01V3uBWcwmCzzm3OCUQDVnEQVEDsD1avKJidQWpOUWpImWYeyUigK0CJyYWmmmwjMOYnSMQlIojIwUBLFat0sZj9+ee9suqByLBIlgdYaSZRTxOQHec4YJUlUSKXRtsSvyhuUED1SfKJKqUgkzJ7Jec7DKI27mw7bWfY3r9nf3HH/9gv2+1va7S2m66HZkKwlGYNqW5mnJT4JpfmuIaqIMvpC3pxKZFaRDQtYnmM2o9b4RBbmlRBZEiKlWR2305IQi5thXFRH62vyz3HtAFb2G4XIwIsrwXcd34skCsR60hifHfU8Wq/JSdu2SxJVmkWanOkWE4hitlBovWKLu/YmScuFATL6WdUBLAFhjcx/WoNVAtDSVKxkxteOabUDXXntwo4FkVMM5zMpRtq2zTRksyACqFLvlIOflBav/qAksVKqNHVbPnmZcCbXEJViyYVdqgLs0vm5oLvkxWuxsTaGQl4Xs4OQ2agizVssh40hGMPGe7TWixStMB9LIrCwf0UKVxZkhdKCqh8PB47HA8fTkXn2TLM0BbWmoW07tNY5uPVst2K7fHd/S9+1uW4h4uNMtiNakhttbE6cRCtbXGa8X6WjayKRgIC1ZqlTuJDDlYS7dqrJY4Yom17dvLlmoMp71OYkUNzH9NKE9/rv9ThdLdXXpCqltFzv2mK1jEngwjmo/ntdO1HXP4G6uOc1S5VS+sEaS5AgnQJuHglKEXPwrNBYWqxu6Pqe1EqCHFPkppMgurENIUQePn7EqgOfvxVWwWiL1Q0p9MzBE4Pn4yEw+pnu/gvuU8c3775mcpEnJw5Z3t6irOEYpVGhNRrXKNLGgBnBO26++Du8fv2KzetX6N2ew6xQY6S76WSDVzMkJWjeAkyUwENYlRQgESl9zgo6t9lsMUZnFkVY+ybLU0r9ZYoBn5OvFZ1NjMMEgDaiIGjahtubW5TSnM9nkWBl2av3gvKeTid8CEteFMp4yhC0sOEBacCo0Y0leJ+leTmoyGNb59oJaUMR8UFYYbXkQapa7+XfIvsmN8SeplGYshjz/GsXdFs2fVa5Ies6Lld4lRvOs+N4ODJNwpw31rDpO5ySzd7n674Ec9kko5xXTIGua/n8i89l33Ke29tbdrsdZbNPMXI+n/nNb37L+XySmiRj2O92BO/5i3/9r3nz9i0hRN6+ecNPfvxj/sW/+DN++YtfCbsVAjc3N9lUJDNjJgdouRcWRLabDa/ubri9vRNnySkXqef5bhsLngWYKY5tWhXlRi70jgG5ZYrbuxu6tmEYz4QQ+PjxA1prttm63BjDZtvz9HhHcBNuHBiHE/PowTzz8OSXe9p3LfP8A5MRh0h6mnCnU/5+B4xOjCbQ95q+V5g2ZqYoYQxYVWTcwhCoFOVBQCfQSmqpjA45sJakTIcGk1nd0kdJ6o1zn595ZphmJueYg0fFgIkBFwIuA6Y2OAn8E4T8+Ukh/RmlxE9knDmWLYogrU02QcqxlcoAcIwEwHmpSTRaMzvPOM2UGhhQWNuRkidrfSTBW8Da3IgbcTUsyZSqGJtSsVT2W+dzvJjd9RrbLICqql6vk9QUpSh24SEqks+sUmkjUys0FJSa+qLYSSkzUUkUQdoo2q6jqeIlSXwS3jmUjjmpIrNRWZ5oM7BtLCpE+a4ZIBfGWSTbJenSOX5CK7H8toqu78SdM8W8UOX+hJllL411bdMs/cF8rr9tdYfRCRcDLkT6vucmQr+9EyOl21dsNnvu717lNho9xljiIsMWJQEUgFotkkggx4chSxRLKFWAf3lOgqWX3/Wxxi1lfsQM9K4KnTpOWpUzYjWvyD0PcwymEdnsciyJXT7fEh9/x/G9iIDq+ouSLIFsXk3T0HXdam+a/60DznLUjFWhZteLWKg/tST8da2JSKQWLvmT96xlT0v9TCpFkJ8mUau/f0E0LyVXIQTG3EU67PeUPk6S7JmlP8GaSMnA8iGgkMWSzKIkVsRU6dWJT5V/K+e5tfanoCz1jahenyV4Pm+GJSFNKdE0zXJdywZYBmWxqZcmouaTQa2WiVKuc1rqqCRxlEDrdDoxjIPUeTn5nUKz2UjS5Jwg2n3fs9lsePXqnqax9H2DDw4/TeSsWT7TlHokKaIFlQM7odbruVrcxErCY7OcYLHzXIH1JXGqEylZxMNFYlbGc3nPcpSJXt8ba+3FuFuvm7oYQ/VRG6u8VPdU34O6ZqpO8uv3qpMuabTZLPddgA4JoK6TtR/MEROcA15LfWU0pXebXVBDYSn0YrqSemGku17qC9xkIW55dS/W0N4FGVvB4tyA8/B8jkzR0e5fc2O3/Ob9M5MbOTkpuA12D0YxpAaLplEWZzWptSTVgvVsX3/J7eef0Wx7dN9xcgo9JV6nBpXZaCAv/sIeqWqNU+Qi3lzHUCQrWiv6vkNrmN0G5xzzLGy3BEKASvhJE8s4SSV5EPVAqW+01tL10gS47Xq2u1F6XeXagHGclqatzjlBRJPITlKBC/OGS3bQU0ZjkiUURQL57zWYQbYaz7LtUni9yDzyGlkCcGvNcv4xRtw8EzOTIn17skRIqbXJaWbwypoVs9NrrZRwznE+nbNr4ci87QnRE4KsHNdNuU271g0URLlpLa9fv8JllcLt7S27/Y5SgznPnmmaeP/+PcMwsOk6mtyDbxgHvv7tb5jnmb7f8I/+nX/EP/7H/5h3X3/Lz/7iZ3JtEiJ3tpb37z8sveyAFWgk0t3s+Ozta/a7HdYYhvN5aahp8joq5zNne2fZNxpr8loYcE4UBdLbLOQeforD4cQ8T5zPRwB2ux2lp8tms+F8OhOcJ8yOFAOkyByPNM1EiQf3uy3O/cCSqJjg6AjPA/M8MpyOaBWwJhB3lrQzdFuN7ZWwCTnQN4WeRont85JIIaGvyklVfpqoTdJa86KzhD2JAmb2Ylw1zTOTd/gYMTFgyz6fEymbfydueYmohK1IStghlV0HZPyDTrKn1i7AK9iYE4uYCD6JFNCIwmWepQbMGi0ywFzLXILvWvGis0ufVjbP72JStdZLlRIPaTGwgugmgyMSN5b4TZUyKUiV2YIWx+cifVvnblpAkEXylW9v2fuLJK4kDU3TZlDKXICTPkZUTCidJDZJEtyLTJNPYjd5YUmiSkseCfC1MqBCrr8CjKJtG5QCl/s1LWu3Kp9hs9GXyf2hWAgIk8/N571f2mQYmn5P03Ts7l7RNj3b7S1N22UHwrVmHMTkrIBw6mq9FrD3cnq8VBpQak/r59RxC7n8pAANdbxZ5wElDtMqJ9FLDKyX9VjGT1oC6WVPKp/7O6b29yKJqtH2+igBZWGi6oCzJFH1ewBLQF9eE4JfJnZhDeRYk4mXZEwvBaovyZfqm1+/pg5Ur19fpBzDIEjtMI4koFtqorK2v2qMWj6rZOe1kUXMetI6GbWNXa6Rzg4wKb+vlPqssrE6EDbG0Pf9MtFmNzNOEz6t9uUSQEkDyiJFK68vr72+n5fXpiQH2YY894YhCcp7Ph8ZhhPTNFLcvsbxTAwR52aatmG72dF1HW/fvmGz3fD69X2WMLm8eLpcBxeWayoF09IXQ+UCbmkmW+ja1azhmnEpclEJ1lY7fLJ4t2may3viJeiq5XkvJTfl91pLgliY17oWqiSr5dqXoK0sFuW+lYT2cqFhSX4KGlYzpPW4FyBBX7yXc6KR/65E6Top/KEcfpr4+Jd/QdOU+dJkI5nc06wxtF0vzRBzLd7t3R3GGoZhZjiNvPvle87ngekExnTs+k0uyE30/YaNAazHEdGblr6L/N1/vMfNjufHJ2FkjLABbDqGeebD+Yx3Cj8rQrSECP/8X/2K9ufv+OrLz7m/u+XVj/+IVm959opGK5puAymJ41USRyY3Z+t/szbZBkVjG7TSODctgYqYhzTLfbTWrGM7ybwAzXCWVgPF+S5F2XjPo0iy1Pm8SCGKlJq8VjeNrB19L02xYw46XBBGxM1uQXPLfSh26yaDaz6s9arFmCZSmChJANb0SZ4rZjx1XWNOprRFaUVjrCSIGfgoTSKDX0G42QsL37Xr2lbmizGCkGul6FphE40xbPp+AR4abZb1bRzFhrwUo3f9BqU0d3d37Pc7Xr26Z5oc4zCKFN25RX3x+HiQVhIh0LYtP/rJT9BaM0wDxmh2+y0Qefj4nl/84i/RSvHlF5/xP/kf/4/4l//yX/Hhwwem8cwQI9N0BmCz28t1TNnFKyfWTdPy8PCR3/z2VxwPR+Z55s3rz+j7nrZtcbPj1785g48oA01j2G17kWKfz2ijaduG7Vau2TgMDMOZeRZw6+7uPq9BEugcDgPBR7p2S9t0bPZ3fPzwgafHR4ydUEbnXlKGj8+T1Nz+kI4I6hzhGEiTxx9l74lGZPKWJrfpMCiTSBphk4wG7XN8l1t6REeKRuR90ZOSJ8Tc4Nblnl9azFREfZyYk+M0zhwOR54OBx6PR46nM8M0gNtigmN0E8M80s0jTC1KRVJsmLCMSE2W0Yr2BXVT5lNkv8og2zxL/zLvXU5+pM7GWlHKxJBQ+TtDNoSyRtq8qAS5PlFKEfSybxcGOpOe2eQJSNI+JuYSjhjW8o+2tUutZ61GqhnrYMh22gLKuDz35nle9v8UKxVIBrnXZnPkZCwD2EphrTh5+hDwUYxl5FRl3WiyTXjXddimwzQNPshat9l6Mc+JZa0RJU2MEEMiBrIktFRCIWyW0my2G9rQMc9zXi+zmiWrk6xtUMWAIZcxSIImaqeYPJOXhsm3t/coZbh99RabTSW0MmjTURqml7rZEkOUlizXYO13xT/XR4nDapC3TsauY/GSPNflPfWhlQaTMGmtCS8jd43lWGKquuTh+r2uj+9FEgV8cqI1Ml/3rSn1GdcJUI2wl5vYNDYHkEXqF3IitX4G8Ml7vJQo1clV/dqX3qMc9aC5/n3KSZLWUnNQJFzLhl8ljMt5UFintMrw6s9Uly5ua8GlWqQw5Xn1AC8DpjibiHWtJFExRXQO2GsWrTBTpb9M6X1Uvkct/aq/82VyAmXylqAnxsg8T4scU2cL0hACU5qWnhR3t/dsNhv2+z3b3YbtdkNKkWkKLO6FRTt7NZaK3KCWja5Mz+WkLujKcs7F2lWrBXVRak1iQmY9pcFfNvRQ6qK3wfX4WhLfHFiVxpyF7SkLU/36kqTWNVfl3+uxed3suGaZrpPF8rqVEUtoHb7z3F+aLz+EI3nP8PE9oZXkt2maLClda/jSdkfqe/QGdAuttjS25exG5vPM4/snhnHGx0TXNti+wwcBbkxjsZ1lTgM+OZQVi9k3N6/xznOafk6YZxmfxqD6DT6eOYcJ5w3eF0c7xdOHZ7HrNy1zMoxB47AMPhGt1APqFCEHDiEDLet9LeYKIrcB8L6M+VUJAEV2uyZdcm9FLuOcwztfrYcyB5xb602LPLfMG2MlWSkIeWEkCqCDyo5juOXzyoaY0vrfEuiv7GxphFveJ7HuHyIrK4xwMcYgs1R5PbQKnTRJFyi6VguImKgkL7ObKW0WwK4Nt7U4GJJET78EDlrRLBLt3OtGa6LWS2JW1n6tNapRbDa9XHGlGIeJczvw/PzMNI3LOjsMZ4ZhXNbXu/t7AIb3gyRxXYtSMA5nHj5+pG0afvrTP+APfvpTPn74yDxP8u80ETO4KPdDgjKt1RLIKq05nU58/PAtp/MZ7xz3d/dYu8XaltkatJH7X+5X01qpa3Uzne5ycNhireHp6YlxGvNaqek6Sa6G4UyMkWmasabFe+lPZpsNPmiOJ0fS0pttt1V5TfK5+foP6Eig5gRThCkQR49SAawntIowa4LTmEaJC2UuatdKWGA5SiAfydTyApqkwBJchyDOajrJz5CYY2RyjvM4MYwTwzgy5n3Wemkr4oNjDjPOz1g/M3sxjXDW45MW58tsTQ1rOFG+H8seL/uTX+KEQGrEUEDAQUUMKgMhOkt4pZal9HxSCqnnU7IeS91T3rtUVgGR575aVSCFaS9KkLJ2lNKDBXjP7LRW5ToXhYysJaXvkL+S8sEaA8QYUErjq/1RmseujX8L4xFyLBKDvEZJqeJSU24bkdYZ24IKoFJmgBRNTuJMMUXIYY3MvWLjXRh6YfCtUpiYbeSDxuVa0OWctM4mWAU8Fgl1IruhEvAuEZJis9lim45Xr15jbIPSDSlpqWErt79S7pR19DpmuU6IvnOq/BUxxUvkBJTY5/I5SkHKrtsaiEpXb1S/dq2Nf0nF87uO70USVQeFJXirM8F6EC89l/INK7U6NWujtabrOiSYzVK4TGUWP/lSP1UH94vWvQq6y1Ey1PLc60D7u5Kr+igsQJGLlP474yS1BbvtbnG7STFevGdJhHSMxBIkVANtqe+qEqlVLrImSyYjJPX3s9YuC6C1lq7rslmERWVNdUlq6gB8miaen58XCV9pqgvZbWepSVuZk3oiGSNSPlsN5hL4KAVd1wqiv9kJAmIsu92eruv4yY9/yv5mz2dv34jOVeVCVe9w2Z0xpVVuWMZVWUyVMoscZ2WKcl+IfMiYXBfMGp0ypiwQuTC92LcXChmFNZam6ZbeOEVlW67JdQJTI9xl8a7Hp4zfS5nq4v6zSFI/lfWVa1saHpfXFVS81g2X8byMl3y9vBcpUfn7mnT+wIKZfKjksOMvCQN4EmMuuI1KYbJ1cNP1mEb6YZim5fnjFxjb8Nt3H/jw4YH/5v/5z5hcoGm3dN2Wm7tXkGWf/X5Lt9ugOoOyCpX7kGw2Uv/5B3/890gJscnOG+DeO+6/nBhOJ86nE9J2MnB8fsC5kc3NK2y343Ca0ObAPDl2fUfz+g6rwKQgJjA5+I+xNHhWNO1an1hAjxB0roUpNakCoBRznnnOcqzgAdnUrWmIIRJ1pNtGdGtBk7vaz3n8p6UFQHSeNJNrgiTBC9l1NYTANErfouPpmEGg3MeOUmdQJfYKklIL21XQcFkzc0IkWaF8TszIPXEBQmIU0xjTdlhr6PtOXMS6VhDqlKRPkpNedc5L4hhjxDuPsZZ+s8Fay6bfSBJY1hznsI1lu7tlv9ux22zEQKgydfFeJEzl5/1+L0Y4fb+MTenLNPLw+JH3377ns88+5+7uXoq7jWG/39J1HZ+9/Yxpnvjtb3+N0ZrP337GZrPhZr/n/fuP/Df/r59jlGK/3fIP/8Hf44//6O/wf/2n/5TnwwNf/vgPaLpucd4ch0DbtexvdozDwC/+8i84HJ45nY5sNj27zYbT8cg4jvSbLVprvvjyLSFG5tx8+Ztvv1mcQLe7DfvbPcNw5nQ4cRoHgvfc3d/RNg3jJEqBw+MDxhruX71ms92xvdkzTY5fvfs1Y5jpbneUWG+ePeM4icX+C8qV7/ORfGJ+mvHnQHQJ7a1YVWMwWBSWEBSzAzeLXE+7SGOV2JvHxBwiLkTmGKUmLY+lcRgZfGLycBy9mNrgsEoTnYy7w+w4nAd+/c07vv72A98+fOTh8MRpGmAesW5mmAfO44l2PhFnQ7KRqFrOsaVViVPsIBg6b4pSa0mgVUZ4xVhBaihDCEzzTPAz+63s0SEEHIppFldAYfulp1QJZG3TY7MTKDlekgRhrQMqSZvSuW0AZd8M+Dk3qycnDSpLI5USA4EifVQamxU6wvQFQpDm8sUtep4d8zwtCZnssWtNFugMvOaYTy3CQlJUHE8CHOgsuTQZpGttg20sfdfRdR1t12VWTmVZnadpW4yxGZiLGYw1i/14kg7iaC1NmRMqt8uRpuagiSqigyHN5OthssNoZvAQ1itGiEmRkmYcHSF5fBKzos9ev6Hvt+x3dyhtmL2ss42yuc3OGotcg/gvqW++K0F6iaioY4z6vUrcUtpfrG+5xt9l7xO20Mu+lCSmK07Ldaz/EtFRA//fdXwvkqhy1F/o+mKVL3MdfNa1UnBpFlF8+OWmakKog+TLi1RfqDoRqi9wuaF1EvVdWet1klV+tyYya6IjQYu4vCkEnaiPixtYBlJGY68HnKm+/8V5Vc8R+no9xxWdSUvQXJtGFGakDshL0jlNEzHGRYp2fQ/r6/vS/dYI4nx9iMTI0vUdu92Otu1obCPNG/sNd/e37Pc3bLcbjNE4P5NIWdqz6mBrJKpm5Yr+eb0m+uJ61Pe4oCwxxqXHV9EAl8Wz3M+Y0tq0T5d+DmvClljp4evEpfx3nWRdj4HrMVvOsyxg9fPqJKpcA2vtRQ1W/Z7XP1PJEUtSV1+jktT9EJkoUkD552X9cMHLJqQUwTRo0+LnBm0tyrYo02BsxNiGp48feHp45OnhG2YXaPo9bdvj3AgZLezdjm7eYbcdprXoLJ9ISdO0HffbG0S6I9cvJGhtS9Nt0EY+T+eSX4jMc0u32dK0nbA/Xoqyrcp1kkoKzddaytKhXZgoEySBKmid1mtPMMp6qcSKd57nRdbmvV/AGmstSUPAE1TIveGEdVEl6Ufl2qR6I5INO2UYof5bAbX8MrZUZq5UltbUEhBVqiSElS9rbXVbCxOUSmNOVYJtaUS8WOpqQR9tqYUzVX+ZKGyitMooCelqrlOAIpMDsBBmsQpOEui0TYNdUO/LlgA1SLL2ZVvbdixrQza+cF5aE3RdT9NYvLf0fU/X9fR9t+xbxlh2u11m53d88823PD4+iMPp+cT9/Stu93s2XUtrDLudjKUQvKT9CpFqNY0k8edTZsEc1u7p+06SxeBISkCy29u7ZQ0sJh0ppWzLbTBWQKU5XzeUSLOMbRjHcVUbGEPXb2gyGOeC5zScpQ1B36IyWzjPs4AE3v3g1pyUpEl1dCLDKv1zZD5aUEa41IQ41AVw2dpfZ4v6kB/S7kQtrrzeC2vgPDgXcE7c2jwag7jkPo8Th/OZ5+ORw/nEeRwYpwmXWSiphxI2ygeHjw6fGnzShBQIKeBTwCdFSAadkvg2LfHEygyvERbLnpkgN41OmZESCa4YKJgshS9sicn9r4pDTIllKlC4vCHkxaCW2FW1xJRUh0XhU68xZc9cmfvLevrSHkfGeW2NzZLUSUNc+RCVk7wU5duIIUvEKIkZmmbtX6SUWr67yUkPqpiFpcw8GYxtAFnL5e95nSpxizYUiFbWD1HKwGo0pY3YvxdFUpk+padpyGMtJaTeN0DS0iOsbXu6XhhouXbCpplsC1/PxVr9VL7jv+3xV712jYXWWKd+rcRFZLWRznvBS4na5ee9dO6/61z+WkmUUuoe+N8B/yif3f8S+DPg/wT8IfCXwH+aUnr4N3ivZcOsE4DSQ6cEO7LBrwnTdRJVB57rz2UqXWaYdXJWn0f9KOdSB771878r237p+xVJlzUGo0T7W2wgY17Eyt8LzXtNbWqlSJkZqs+lbdslUJZFYTXnWBzbMhuDqmsEJPHKF2cxrCgjS3S9drk35ZqNozhynU6nhYXZ7Xbc3NxcBPgFea0DiHL0GQlVWqxdVZZ6bDYtzm959fqe16/e8Nlnn3N7e89ut+dmf0PX9Uvjy0QiBM/pdGCaJ8bhWAWBwmiVWqimaRd9tRRxGoxZpYc1M1mupdzzwgy5hYnSGurO3DFGVFAXMgaZxPJ5qEupXUl6CktXrqn+jvt+fV41I6jyPaplr7ULX02l148VbFjHeEpr3yr5u9TIlXMo36FIPstz/7aO39+a41Du1/hpzkXIEdM0IjOyLcY0TCExD5HBBWJSoB5puw2NMdzsHX/yR/eMo+M0ek7nD/z85/+aFKUpd9IGtMH2W0zTcfvqNbbt8LkO4PVnX2CbFmVaafLaSa3JdrOh71q+/OIzKTAnEl7tSNFxv+/YbTq+fPOKbd9hiTRGMZ0O4i7YGEgp1zStC78E+p6Y1sCt79tc8zajQ8BkNylj1ybQMMkGlWQduLu/xxjL6XCU9QcwRoIDn2vuptlxPguCG+NqALQ46HmPQuGiWzZy6VMk86SxbZYEalLyFwmILsi01kSkViolSShTkmJtY7T0fSkSQgWNNUt7qGKR3Vi7sMklmCJvyMVKuzFWwramFelHBFC4eRJnuxzLOVfMjiQZMwrmecJn8xsSNEZkjX3fo41YnK9znwXcKDWmXdfz4x//hM8//4LtRta63/5W5uBPfvITNpstKYkhhLWa3baXMYOc1N3Nnh9/9SXffvM1x+cn/sE//Ie8fvOa/95/9N9nOA88PD4yzROHwwQETLZHTsHTWM1+txHDAp14++YVt7e3fPv+A+dx5OHhPU3T8sWXnwmDaRWoSPNo2W63vLp/hXOO0+kkJhvzxM3NDW3b0tiGlBLns9Rkff7Vj+m6nvv7ew7HA3/2L/9/mLbF9j13+y03t7fS5HOaIDlSnOj3G8LhEiT8mzp+X+tNSJHn2TGDNLHtd6hOYXYGtTOkncG1nmQDTk+kJImRNYmuaUBpnN3hoyG2M9FqUtMTdINLHXNwTM4zTpHz5PHjRPIBk+uUvj0dOJ4Hfvbr3/D+8Yn3Dx95OpyZpwE3jzg3LWYgLszY6PApEAgEHQgmEkzC64iLAZMSzXKN5N+UpBGsbRvarqfrNoQEzkfpM6Qk6Qsx4uaJ29uBcZ6lQWu3IXqJ7ZIyoJtsHQ4lFVrasKRMJRHXvpNlrct/FntxMeEQ2W2pYxZpbdvaBVz3zhGjI4Q5s+9ueTjnch1irPZfm4FTK0lHKciCal+W+T0MpzxHZW3abDe0XYtuW0xsFmAJEDm5Mmjb5FYpGqIwX1GLFFASZ4VNGqMbrG3psrokxbW9T6bW0E0CrWnIFu2roaLECTEyOSmDGLOl+TB4Zp/Y7HqM6eg3O9puQwjZBj2Sk9CsFuMSeC77R62guTageilmqAHaGjx7CUwuMX+5zt/lRlxiV+8DKn5KeBS5ZX3U+Uf57L9JJuq/Av5vKaX/RCnVAlvgfwv831NK/6VS6r8A/gvgf/NXvdFLQTbUtN1KGZbfv/TFrn8nqGu5WN/9+d/12fXvftcg+F0M1PIcXZKWy3ql629RJ3ALQ1Ye1Xsv9sDkAL1GVmJdL5CneGEmyn9ffy9VaqfKh3x6Tstn50ShRlbre1TToGXAX7N9ISPooi1eJZdN29C2DZtNx3YrdU93d7fc3NwJK9W0eSGD2UkPH+dLAfaltfjC/lU1YuU7lECzFKpS1VXAOpnLxYgLWlPXEGX0Kjd7DiFk45DaWfHlOrv6Uc6pfu71nKjZpeukvZZwfhfrV4MR9Xtdm1GUe+Z9oGlWer7UfNRj95oG/1s4fi9rjiJizIzRU96opBmlsJTSQ6gY/JsQhBWJAymCtRv6Du5uO9oGQnIMw8w0PJCSQV4pYjw1nlGmIUZP03RMLookI0Zs02I6cUtr+w1d1+GnHWG3Qact1iRxW4oOnQK9NWzbhl3bsGkM0Xt0guASOhmivhxX4lJVjSmB5arxJWiq1gmSvhhDNXNLynWL+X1tY0mIBFCQSykal3YKZUOrCv9zMk4OQFLK7QVQwmYpaGMrsljbyGcllQ1cqrWJNWAra2FhtQr7prVavpv0GFmd9kjkxCkzxKYaxzlYU2pl7YVtXvtGCUK89m/zzmbUeWXHStoaQ5DGlSrLkPJ5G2uwyTKHeVk3hYlagROlVAam7Bo0hDWZbNuOtm04nwcJ0LShaRt2221unSFGE9vtBkVinkYOh2eMNez2O/pNz+l0zIHzRAyRpskOYnqtyW2sha6j7zr6rpU6jmyRVxxKVbY3E/CrY7PdsN1vORyOuPOJIqnebMRF1fuw9KrSWrPZ7jIAKI0/h/OZFrB9S0LkmIkIKgmKTyLqqr73b/74vaw3CUUwipgMSeUAudeo3kBvSL0hWUcwHm8CUcOEIZDd6LQm2k7GWtOLPNjKv0k30lA2kR0hYZo8wTnwYl3+eHjmMJx5Ph44nk7CQrmZlGXqZf4U0ydK0VChcapHuggM8vdLEpqX/p7SgsaIGZQPzLOTtSwlUggEPzFNE9PsCFHWjhSN0Gza5AFW32d1+XNOnD7p4VRAzbwmaCUgRomNtJb6UPl5rQtNpb4sfVonvNYxyvdrLLkRclovACV+WX+WJTfldSyD2hXAXNo/lPOtDb+0AanlKWY5FQMVyx3IqhptUSoQtcoNdsnlIFmdAuhoMlOY1/IsO4fSCzQ3N881dTEkSTjzfdTaSBNzMgNXYpNyRyrCoY5nvnM+/I4k6vrnl55fx1/XCWydgF28XxU3lf9+6aif828S3/xbJ1FKqTvgfwD8z/OJz8CslPqfAv/D/LT/A/D/4K9YYLTWtG3LMAwLOneNyJcvci1ZKvU4RQJVB/Y6I5zFTELqD/zFxamZqOtap5fO8yKx4dNguJa0XQfQZfKabDagKbKvlUko9sLls5b+TNV1Qanc7TsQMsWrG7tcsxACyeVkJiZ0MOhosCmiqQL7HChYcxUcF8oXPtG8luSpyDHKNa8fBVGt66jqxagELoIkR1ClIZ1ch9vbO4xpAM3bt2/47LO3vH37lvv7V9nOUzFPc3byOzHPI6fTIQckMoFWNB7aVmqBSkfzFNeu5IWWhlqmVwrwzSK1lOfnsZgp8KWA1ntOp1NG3HO/mxwUzPO0XLdrmWoZs/XYKvewjK3C5JXndl23jA+lxB0RVibypUlfFrdSK1P+u8y7pmkuNoxyX4dhABRdJwFQqaeqk+Zynn8bx+9zzTFGcXtv6eaQJUcQCYR4RJsO2wQ2mw227UhY0Z8bBdrTdIkQNKRbjqcBY0fcNBGmb+j7HTf7O0LUhAiPjx84nycev/6FbPbKorTh6+0dpmlpt3vpB2IbTE4iuq6h7xr225Zt39DqRGs19/+df0TXf8YXe0vfGr75+kFqJdqW1LRYvauSXfmeS6+7DCYZ6ubLK5Cw3MMIRhu6rltYxuF8ZnaOp6cnYZy3e4xpBGGeJg7H0yJ5Uyjaps1rrSDwMSXapqPRYhKzoIgxsNlu1vmRN+15dszTvIzxEHKfJpUWd6wQI3jpuzTnuRGi9DIyWiRCJidtYv4la1qpT+wW5svm/jJKGrgqkbU1WkGUIvoFdMjAzfF4zONRZHRt24ubapCaK+/EjUwpJU3Ic/sHgO22x3vLnIPYjx8/0vfCxGitBZVvmtzvTtaJr7/+muenZxKlvYTIqJ+eHpnGkc2m5/72li+/+Jxvvn7HL969o2lb3r5+xW67o+06/vJn/5rz//fMf/BP/gP2uxsUwgb85te/oO83/Omf/N1c3G45Hp/5+P49b16/5ou3b7m5uaFp2yxtmvnqyy9ou5ZxEgv7w/OBpmn44z/540X+fToeeD480296brY3fPWjr7i5ueHdu28Yh5H7+1c0TcNnn0lfrA8fPnA6nqR9qpK2Nw8PH3n//tvFEfDzH/8IYyx/+YufvwgU/b6P3+d6g9XEt3fE4EAlIVo6jd43qF7DRuP1hNeeiYGAwzUiN1X9FmMUdDcoN9OqPa21dP2WVmkabTDphApn4IEYIqfTzHg+czw8M04Tv3n4luMw8Ov333IcRg7HE9M4Q3Ck4InRS8IawyLvtFZhG41pjZjt9I00t4/CCOm0ylVjCqQUKM2321acTc/DxPPzgXk60VjNbtvh3cTh6SNt2/Lu3Xv6fsNXbXZ6Mx5sC6aVOXsFbCxJSwwQJEGZnSN4R3AOV8Uf3jnaxqCMoes7mqahbbJiZ/U2J5b/ZVe+EkOUz3JO3EOHYQQUTZNNU3q1uHGuyZQkZ9auHt4xBmKacl64mjd455nGCWMabNPS9gZrEFOaJDWAUuekcx08S8JjQ8qgj8HYVhImRE2R8twO3kt9aYwoK2obNYfckDyXUmAY58TkRsbJM04OFxQRQ7/Zs93dorTNMm2R8TVtS0IUAN91XCcy1+TCtSKmTlxeSqAuwWVNbfYlv+MiNq/jKiAbk6zMVPksievWsoj6s+sc4W+Kifoj4Fvgf6+U+veA/zfwvwa+SCn9Nj/na+CLl16slPrPgP8M4PPPP7+QgNVMTHmUAO/6YpeLVJKX+iLK39banlLnUyPxJdm6rIF5mTmof65Zgpf+dp2ogdxIQT2zljWjKwvqqy8TsmvWoc6eIyyNyMoA+kRamFHkcpRgZUlCkYl4iadkZDfbBZfPrRPOemC9VKd2/fv6npSfpX4oEpPOwVcxRVBLb7DNRtD5pilSNVUlMaXuw18wleV8iwsZpGoMsaA+hVG6DCQLklIYpuWKXH53spa7es/gPVGXOozSZ2JFyWsJ6oIuV9fimuF58d5XR/2a7zpeem05n/La+m+1kcX1ox5DNbP4t5VA5eP3tua8ud8wOpGOJK1RRue5IoW2YZpFdoOh7XMvjKYDbaSoNwqzk4LHjSN+nojOodqAyexkipD8RHQDfo6ECNgGpS1eW6KbRHqhjdRcZevZ0WjOjWLetJxbS2+hby1hGtAx0GpojaazJrc70HluSI+oi3lYEg4SKa1uUSviXNaVwtACrO6MbdMym2lplru8RmusbbDVRlp6RiWqNRKWOZKSGMlolde6qGkuZB8ao8URsiRhn6wp9bjM85KULtbAItMpZhla6yxT1Ms62+Z+IUbXwU6+b6mw2VdgRF5/jTZ55WQN8K7OUynp1VPWmOIQWBiuGliqgb91zrIkYillW/dKuq60YponnF/bD6QMaI3jgMlW0RI4StJ2PBw4HY9olevWcvsHawy77TZbyselXnS73fDq/h5lRHKuFYuxRdt1Sw+eeZ6w1gjzlQMTQf5Fsr3dbnMtyDLAlv24gDbDMGTDHrFxJinCLMYERllUEjszoy1d03EtwfkbOn5v683bVz8i7jpS0KATNJA6Q9o1pE4Te03UiqCcGDMkRTTSv87bHoxGR0uiQTUJZS26EXt8si260hGwpKTxPuJcYBylRck4CvMzO4/LoENKL1AnuQeV5qpvklFSR6jkbxlvuJgiNTOR6wVImY2ZppkYNX1nxYTGeabZMc4uN7tXKG0lSVNW2DqKoYRa3q/sNjHvz7IMC4vis7SrbtC6rgVmaZug8rlytXXlXX9V8KRSLxSzcY7P30nqlxrBddC5DQuq7LW6/Ge2rVeoFHIdprA6Sz1V+Q75IUljYU0kzSGvz2lhpAqLtDLxKIXKTWOT0uhch6YTJKWIIaK0Ap3l2UmMPVLSKyNFqU+Xz9PGiiOpKjVUKiduJfm4ZIDqcVDH1nUc8hJL9FcxPZ/G49/tKCyX4iW1Wlmv15iqODKWMVpCqRdZrN9x/HWSKAv8d4H/PKX0z5RS/xVCay9HSimp2u7s8m//NfBfA/zpn/5pEu20oOqFQSpoXEHcawaqSIsKal8alJZE6rJuSRDOuvdOzWzVGsyyqV0ndHXQeR0I15rM8j7lvMr5Lkmdyg4pKpO0Sq32lrmnS/1eS5KoNcmYZdKUh862zDV7tTw/FbZJflcHvuUck5zghSymuEeVozjt1QF0fS/qZOn6d4X5qFnFklB0fSfX0yRUUmSl7urGZ1v2WUsPKbvmZMvUHFgskpRYAp+1701KlpSapfFxQctzTElxbizMURlDJeiR95RrUDNCKaalzgrSgnwZY9C5mZ98piw2JQBtMipdrl9dz1SzQ/XYWVi7iuEsY6y+rtdMVy1brP+7PmrZVn1fVxQHIC73PqW0MJDXSd7f0vF7W3N+9MVN+uW7kzAAJUEHMInD4cTz84G2m2najp/89IZ+s+f1m8/R2vLLX3/N6TTy8P6Zx6dnfvvzr3l4fMQPnmgCbBI4R3IBhhNpOKFcRCdQbFCmoQktMSgOh0cSGmUstmnpNj3Bz3g3YjVYldh1ht2mZ/r3/z46vKHViW1r+Pzta0ISG9oQEy5EEp5IXGSl8zxVdtoKrbcIw1qagQuarHWem3l9sFp6sbVNl+ebYhon6RMFWK3ZbHtQYK20kZimaRFXJKUwjTj9JR+Zk0MpnwMZeX/LanARU1pqoXwIMMj8nGeXjWLSUnsUS6KTkyijFUqvYFnXtjSdPAoQ0/c91thVfrIEeJGQmfVpnpfr5fI8JyZUlgc3uceK3quFFZL5mAGcEAl4PHm+GUMMEhzLHEp5XdBYa6TGIJZGweFifQzB0/cb2rZbrtE0T7jZMc0jIVoOx2dhvZDm5k8Pjzw+PPD4+EjXtrSNpbHSsNXPE8PpyC9+8Zdst9u8Fnrub2+5u7vjiy8+Y55neW1judnv+elPfsyf/Mmf8Itf/oIPDx+ljsRs+eqrLzKL8DXz5DkdDrTWcn93yzRNHI9HrBZXwM8/e8vrV6/xIXA+naRe1fts3wzvv/mWcRz48O23GGPotzci7Zo1YQQ/JE7zyGQ8u3YkbTVvb7/kufnZ72lJ+Z3H7229+aM/+ffS/NUtKQUJZE2C1qK3DbE1xF4zpwmXHOfR4sKM7hW2MWw3r0jWYIIn+UCKt2Atqt/IvpkUqm3RriGpIyGeGYfA+TRxPA8M08h5mhhmhwtBko0cG6jshqkBFQMqBiyJVkOjheVqGy3jyBRFn8YkUKGkHWsuJfuIz+/PIgc7HI9Yq+i7Bjc7xnFmGGdOp1HYD4+w1Y3NxloZ2FFKWkDUNQZ5LwpJEULCO0lwnHOkIGxaUgpl9FIa0OQeYyzgRczASz733K04kXI9VWKaHdM05ybXnuNpgKRo20QIirbP1x5WcAizrKkpJbRpUBgarVEG2jYD+tmsKGIISROitEuICZTKe302vzHKEhV4QgaCGpQyxLzuex9Emmw0qrXQiBTSOIfSUuIQZgchooycs1VWrp2PJAwoK5JspWQ9VWKA1HQdIAkXKluss/Z3uwZirxObApZcA7o1MVK/riZCynOv/1tilGL4QX4/k+tqS9y5GiwVJVfKgKNCLftheU9Zf/VS536RbP0Vkr6/ThL1K+BXKaV/lv/7/4IsMO+UUl+llH6rlPoK+OaveqM6cINPKb2XWI36gtcJzkvovGT/ISOT/pMbX9/gEpRen8M1A1bf0BLY1gnKdca9vL6wO5cXAJbE41MGoA6YY4wXlTtFfnfNYHzXdSyvuZYzvoQOXF/TOsAvAUSZBNfW2/V7X3+fWhKmFJhYehdJYCPfU4IUne+xcz5b/4aLYP+agVIKEhq9fLZaikJDyIhwWpGUy3Ms/7L89zLugmj5a/bou67POr7kUS5tYULLNSjPK0lendzX4+aaba3H2/U9u6ax63HwXa+5vi914lYCuHJvi0SzgBh/G7Ka6vi9rTkhwNMpotvs3qPzvDCG0VlGp4lK4yMMY6IdE0+Psom+/+aR4+nMw4dnnp+PnA4D09mhgsZPgeE4iHFAiFit2fY9WjkpQDaCFqoUICEIpcq2ucnjpoEYHDE4PIFIxCZDo4QJsKb0+NBYo9GxsMmRUvhTj6EylqXeQVXjDurxqZTN431lS0CSrKZpRApqAvXwLChvAVkUSoCNEJY2Ayrr9suhCsKqVk29oLGZUSIRfCR4MWgRduuyvlDG5lrUXL6Tyb0B21aY7LbvuNnv6XsxoilSjpSZxGIY4xdL+Cj9nHIDSZTCaEiYPE91dj9trjZ1CciEMa8bTZZ1oGa91QqyKAVemiKHEJZIdJ2PYpqz2fTc3d0xDCPTODIMAylFjocDKSV22y0xBI4Hacab8rpYiuJFnpvrT8PK3pMSfS/1VSlFvHeM40BKic2mW9Yl5xzzNNG1Hb1RdG2DsUVyLK0o2rbBZHlk17bs93tCCOw2GxprOZ9PDMPENI4En82OEozDyDSNUr+Tk1qSltobcacneUnu59Fh1EzX9VVQ/Td6/P5iHK3wu1x7q0DpRGoMtBrdKoxVDAHmkDinyBQjTTBYoxijOAvroLM9n8XEBhcb6SeVFC5YXNBMLjJOThKA2Uvj3ZgodtilP5CwHDEHxEkWRC8SWRUjKqb8iBfxScrQfZlHQGZBxNm0BLDl79qa7Awn++80ScsAAUg8wzgxTo559rkPmwT5y7+qMDvlc4FEtW6Ueqi4sLUpFpBXSiWqAj5K5LXUKarE6t0njxATPgZmt17HyXlml3spqYC2koxK3RJLPVNRCcZwyWgbm9AoglQvEGLCJIlVisOelFEY1nVZsjylpdZUVfEGqrD88t01uQxDr/dZG4OOCVREuZC/fvm+ogTyvjikikzQ+0BUdmXC1Go0VuKYEqeWoyYh6jX6u2Lo8poSd9Zx7jJffkfS8unxsnKrvE/ZA/MzP3l1zVbVuUV9Dr8LLP63TqJSSl8rpX6plPp7KaU/A/5j4F/kx/8M+C/zv//03+T9rmV89Q2RINpdIOJlgS9fsA78rhOYwjCU+qlpmhYW4DprTildoPvXiUDNRNXPqd+vft41nSkTYLmKF8mA9wGtVsfBi6A2M1XOe8hyDpXrmYpFZv0510F0fa7FsvxCnlMF2rBODGNKhq8XF77ynNr2WrqTTxf9jb4rqSo1N9M4EkODMcVEQxbGkqABKK0zC7nW9NSJZmGHStBCLl4tsX1JwNYgpUj91uRKxlV5/qdyRO/XDuwlkap7Qy3N8qzNzSvzIqZq5xep32vbdhnH1/VzhSm9TohrlrFm+K7vWznvIsW6BgtqJrbc/3r+lftUEP2+78v+iXNO5CDZHbNOBv+2jt/nmuM8/Po9nIJIrwC6tmG7bTmdPafJMXqLNYaPj5HZz3z9m3fMs+Nnf/GXnE9nnp6PDOeR998+42aH8g3jwTM+P6CNoIj7mx33+xsO5zOz83hjiYg7HUn6SWoDTWdE1nQ6CCiqIPiZED3TrLBhxhpN33foxqKsoTWGoGLWyuuFTVrmdEFX04q8FuCi67o8bmq0TVDkddxJsjAMGwmIklnud0xRHC/bRhpdx8RRnwiz4zycl/V6s9nS2kbYIzIQoFcpS0EMQ5T6zRgS4zgxjjPT5Ji9X3rmlXXF5nljGr18t0V+2Ar7tNvt2O12vHr1it1+x/5mT9O0OchKUkcRAtM4Z+e3hFEKN8+olIghB/IpN9HN9Wpaa9os05umaWkALPNlsxTVl7lojCRROQZc5nzXd9jCYGstvahMxLIyhMVh9NWrV7x69Yp+s+F4PPLzn/2M4/HI+2+/pW1bbvY3OO959+5rjocDisQ8T5xOR87nU17jZqzVKBUhhaX31+3tDZvNhmkapbnux49oo7m7u8UYLb8/Hjk8H3jzxVu2uy3bTS/8Q4oYrbi/v+XmRvpdGd3RWMt2s+XN6zf5eyeeHx95eHhcJFFlf3l+fsLNM36aICS8aTAKMAYcEBQpQCByfjoTpkj3ZvN7WlF+9/H7XG+igeGVQVFUBhFlpLmu9JGDY4yM0fM4z0zzRK97WhLNLOQCDpRXNLMlREtrOhwKnxSnuWEYNYfjzPPzmcNp5HyeGF3EhSRsTmMxbYsJSeowdQI8KUTS7Emzg8mhXUD7iPIe5a2wX0pqGAOStKiYG9PrLIvKyUAIETcL+wGJtuvo+p70KLVFz4cTMXhJoIaJx8cjz88nTucRaxvaTtYkVUSFSVfXTK6b1G5JX6OYxPxbHHGlV1vMRkCSfxkwZpUHgiQEWZ6olCSQ0kxCEdG4EJlmYZ5OpzOH48A0O07DTEqK2eeaodHTWAFZjEH6XQIqJeY515llaW+TS7wiiWAVykS0lSQKbdFNi7YtOpv1pCiMVGmAnVLCZBMaZQxonftFCcBgFGCzIQcKbY3EmdrK2j+L1Xox40hJ40NkmDzDFJhmv7CDutHSVFdl6WFO8FSOBbz3uaRhbSV0nYDUj2tSo8Tpdbx5DeTX+xh86mxcJ5oFmCr/lsR2fZ8anK4IEFiAgLI+vwQ0szz75eOv6873nwP/RyWuNX8B/C+Qkfp/Vkr9r4CfA//pv8kbrVIqOUqw/RIjUzbUa2kaXErdynGdKJTPqgPHctQsTZFe1UlNjfSX19WfV0v+XkpmlFJLkXFxXKoDY680wYZPvgPp8iaWQN002T1FIFN8CDlgWZ+/uPhVAxalxAY9IauQyueXkeOEBEoq6SVorgd+SmlBOusAvgQ6LyED9c/1853zC6pNSktH7oLoiEBmpeHrJMc50eWXa2JM0cUWMwipN4ghUrTI5d6kVNgXKBK+a1RkHWuXNRnreJHr0libkfAmJ3MGRUmk1rF1zQhdf853ITPX46z8W1Dv8p4lUSp/r2sACzpdv39J5uoFsO4TJtdoZafEKr5ZraurRPxv6fi9rDkxKYbZoM+yuWmlGF1kmCfcHJidJs0BkiepB9qHEyEXGL9795FxHBmylXdwiRRVdtHKhjEmSzy0BdPQbffYmIhG+sGcBodPCYVIQNt+g54nfBDLamsMKTQQPMmPhJgYJ8cwSg2B7COWpAr6KtIFlFowVVSuYdArAguXyBzU62qZr1RjKkntk3V441nePSmCF6YoodDWstltBXm2RuRx0yRAgzVY3SyJGarI28KSlPsMTgQfKdLuAiAtiGssjI+AF02bGdwkZhJN29JlCd9uu2O327Lbbdls+oUlIkZilq3UfaYy8YTJ9uYKlnVBKZV7KAlgJcFbxHspsi9JUkEcVL6myoidstKlIWdaNntZp7J0OEV8cBhW4EOptbF22wrwc3tzS9u2fHz/fpnLMUaRz2Vr9dPpKP/dNHR9v6w9LhsRjeMoZhxZsn17e4uxYmB0Hs48PT2x2W7Y3+zl+dPEXADMC3AvCoMUAjf7HV3bMJxP+BByEB0IPmaDIc/ptCbWJDifjjmJdqQUMVbmTgwB1CxSyhSwuqxVEPyEmyLPTx8Iv6Oo/fd8/F7Wm0Ri1PMyC1VxskOTgkTf53ngPI2cxpFpnggKnA8cTwONMZLchIR3EeUVAw6XwAU4HgdOzyeenk48PR85n0emaRbXtcjCLGglbKrVGo8StilEknOk2RGnGT9M+NOI71pcgrhxxGTAxJXNyQG1KmtGjhsKGyJ7V9HKKel15IWJikHAkWGceHx64ng6M0wzGx/wIWFMBkTTyrYolij3OhSSX1dBfEqlVyNobRdJ4SITzIE1SaKkEBM+QBBFbq4ni0xzWMwWZufxvkRVkXkOTLMDNLlsKL9easqmDO5KNiRMoDECasWkMDZgm8Jk6coFz4r8P+WqSyVzX2reSoxbZGphjUkuAHoFudZXK0g6Ya0DAj4qYhATnMVuPvccPA8Tp/PI7qantYamaaXhb67jijFLqGMClRYgf01cLlmcOrYpxzUzVYP15ShA8LUy5podKjX0JcYugPd1XL/EnZkFXseN7G+lhKZWcdS5RZmx33X8tZKolNI/B/7JC3/6j//bvE8JzurAumwS5e9wWedRB+sFhSx/i1dJQ8lEX3pu/TnlM2ompHRgL8W/5UbWEquSUFwzad9lGJA/nOAvWSyX9e3e208G4LqY5MFnNEZZmqaVwvIcEJd+LKl6LdFTOAelFDrlwt38PMFh8vc3ufGkyguCCkSlFhZlbV5smKaJYRg+kdctn/OCzLBGFCQh8ktQURICYEmkSgIbwjpBVvZodWPUWY7VWHGOidFk6Z4W1Kr0f9F1MriOwXIf5NzJC/CasIcYluAh5QxPKZbzbttWnKm6bpEgLJvLVaJfj/H680vtSu2gV7OxdbJUxmJhCct5lrrCkhyVzyxjeJqmi0SsjPd6Lhb2UZhZFqRfa730hyr36W+7T9Tva82JSXGYGiZkXFijIAVSmFFa7us0jng38+17sWoOTtwnH7/9mHuLCHuSAoDG6BZbinFLXXTTgLVsd+LCh7GyafOETQms9IlqtxvsYAnB0+VkIEVPCoHj4wfmGDgMI8+ngdkFQgBtGhJabI2jmEhorQWpzLChLo1rKevJuka+LIEu7KjMGaVidoTr8JP0jVEIUOFyfWJMYJuG2/s7vPPsppnj6cTxeERbCazathMX0CwPPR6PxCgOkFJvmLX7LjCNUgifENYpVQwsIPVN1gorp0WWY62l61q6Ttoi7LY7sdve7uj63I9OKaKXK2HyJC8NHxS5HiCbdAh/JCBTWQuKM+ZSwJ5lcSrkfSEnsZRrW4AnrRfAppyHJFHF4EPcIZskf9dZ3hO8rDtlzX3z5jUxJj5++LA2sZ0mHh4+5sQvcT6feH56QlsxRClr2eykUe3xfMRMhmkaaduWzz5/i7WWYRw4HJ559+073r59y83tDc47TueBaZJEyFXuqzEGhuxI+vqLL0gJnp8emaaJ03mgFMo8PT5zOp+Xtds7WbfHYZDhlsdf07ZLUhWTR+Nyr64VhIp+YHRnzqdHvJv/20z3f+vj97beqMRZj+Vd0Xm86WjEGc4nnocj52Hg+XRgmmem4AW0sg2tMVgveUzrIZqEdRoTE9Ynnj4+c3h44v37Bx4+PnI6nHBuEJCFuNiqa5OTKGOwSoncywkLFceJcB5xhzNT29FYjXIe398Qg0bZmBGnVYZb1pU1kRLmQmRlqwFC27bMRI7PJ0IQN73D6cQ379/z8PTM6Tyx2zr8JqJNTgKAIr1fBhRrPHTxbwb7Ekg9ps7fM9dWK2PXAqiSDEj2lWuDEs4nXEzMOYE6DTOnYeY8zDgXmH2EJACQ0p5hmAGDbZDvWtU4ns9jjitjHr+iuAkxIkpeh7Ehm0kYtG4wpkFrSyDiU5R1Fp37Rim0cSLVTRGde0I1jWWBzGuwTFvQwhCalGi6gNJenPdSJESHj2LGMc2O8zBxOJ04HAf6/R2maWi7jrbrM/BlQImja8x31Si1mKWpkrxxWZZwDfxeg+vXPTFLQlUAXmBZ/8rfS7y8KnlkfZVYfXUNvki4lM73nPVvqdTtFeLksvTkk5j9O46/LhP1ezu+C32/RsbLc8/n84vBe80avfTedTF+nQVf38jyqOVo9Tldn2NJvEqw+dINqFmo9ML71AzLJzcvn0/ph7AkhI1dmuWWxOm7HkbXfRcuqcuSnC2JGoWVM0tQXQJ2WE0Jyu9KAWH9vtcMXX0/6wlVejuV713qcIoBR0EcrhmvmvmSpEVYJZUntzWSZAqFu96XdbJ/6i6YL/VForOMgbJkq8wEVnK9lCruL+XE/WKRWeWp1zLHWiJZrtFLj3os1+OsJF7l99dsX82elsbC9VhfGwOviZrcJ3sRdJfAu23bi0Tur1pkvo9HTInT6DjPHqM1XWvxzjGNQ06MFTE7mNmM6DnvCd4jRmFqlaK5gopnpruxKJMd/7QWmUgOBtw4ZXBCFnZtBMGLbkRFR2MVjVW0jcHPnlAQ1hj5+t033N7dcTie6boNXWOluDpBWMCWvDlUTHS9FtXzFD5l7lNaQYTyWmsb2jbiW4/Xl7LlJQlXrGhlTHkD7hZTCJ2Lw31mnaZpyjWOLktFZ2LuVZIUNG2TGbDynnGx1L27E0Zmu90Io4QUDMsaZem6LhsrNJLTBE/wcr5Fcjycx4oh8QzDGR/k/WU8NBkJhs1mK6hsbiMhtSEsbJYEkBkhzihxScxA5D0h+soRdGWIy7wLwV+8d0oJ1Pq80rxWKcWPf/xjbm9v+fD+Ww6HI8/PT2hUnttgrJy7ACfSfLPURpWG3sfDAWsN32y39Jstt3f3RBJd1xFC4OnpmRhhmhynkzS7nceJxhhOzwdC8ByfD2itGU5nQpDG685JQlyC/+Ac4/nMRR1FIvfWynQGCqXtOu5Kkm8MpjiZKZZ9IoTcO+oHdMToOZ4+kKKggyplI5W0Mo6HU06ing9M04QxIidOh2da29Ari0WxSZZZW1KzQfmAcp7DwzccH7/l8fGB5+dnpuFM8LNIxnQiqlyfk2+BTgmdEiYldIgwedxxYHh85vnbD5I0u4ntpufc7NjuEqq7wzQSD+gMJC4xhCrKipUhSBQGVHriCUNkSF6MJZTStO3A8+HI49MTNzd7brNMT6fiVie1WVSBetnfZe8rg6Y4x2m0zjbhxtD1GwH+GmniHZwjZjMGSXhEVng6nTmcBo7HgcN55HgeGSbHMDkmJ2uWDzJuY3KgDN0wg7LYVr6jNlokhcFxzsyr1sJu20bRJJPZJhCwyixJp7BMuZ6puPLlY4krrSFFRQqBSFUHFoPYs6eSsuZ6r5RXoVSkjzo/EiHmJsiT43QaeHx6ziYf5b60y3oqTc7BJkOIipAuwd/68ZK66yXF2DWrVP93vR/VwHv5fQHOy99r+bRSn8bVAEmli3ooeU7Kkk4ZR2L0c6kQglWC/V3H9yaJKsg5XMq+SrBebiqwbIa1lKgOUOvAsc5oi11nCVprZqC+cTX6Xw+K+jnX51ne66UE6uLf8nOmaklV/VY1ED+paSrnlR+6IHi2QZtcpPfCAL5mLmp1cfk7rEynqgevWhmi0v+jHEstUJZ1vRSc1Z9brk15bf17CSKEE9NaYUxa7lN51Pe1TkJkDHA1edQyuZqmnohroFgSpbK5lw2+HgMhSK1GCQRLYKNYNbhFDHQ5NgrKpYnq0mxkkW1WtWPlWlwzOtcJVH28xPLVjxoEqAO369+V73p9HnL9iozy0oWyyGELIvRDTaKOo0jJrNFsuoZpHDkdD1iraVqDUbIBdhmomHMSFbWSJCoHzLMXVFwp0a+LmkKjGrP2+BAdB2NOokDe2xgxhYjOQQy0VtFaTWOkR1Eokq8YeffNN2y3Ww6nM7ubW7RtiCh8yiHlsoxkl0zWsb+c35UsF7hYLwsIsc4ZlnnvOkFgqUAGSaJE5tZ2/QIaNK1IQeZ5FkvlPL5mt/ZxKTV2Yhozr6CCNrRdy6bf0HU9MYYliVJK8fr1K7pOTCOUUsSUm7ea9fs1jRXjDSWmGqWechzFSvvx8YCbHafj+YIVln51hq5tc1G3Xhp8L5u4VmITnJMonddnUiRF4epSDlLl99Izrl7by/q2jMfSriEGtBJ5jkh8VufMeXYYY/jRj36Ed45vv3nHu3fvePf11ygU263MVdtI7a9Yh5+ZJpFHxhgYpxGllLBVOVja39zQb7ekJHWbPkSeng94HxnHmdP5LL27xhmrJYly3nF8fsYYw3A64X3g+el5AaaM0phWbNCnYbxAlZUqcrAE3oPSJJvXVK2IBGKagQal4zKmRPoXFgngD+kIwXM+fhD1SW6PIJs6wnA7x/F0kiTqSZKoIqNOpyNd07Jvexpl8Lpj1pZoWpLzxGnm+Pie0/MHHh8eOB4O+HkgRU/TGTAQjci+VJI9XsWYkyjQQYwH3PHM+HjgefuBcRbXW7fbMuzfMEWDugtonbC5w1CkcnPVANeGAgKauBCwVphGZQwxwTjNgIA6z4cTj0/PfPbZ5xLsR2SNLXtU2aoyWIHWqFSYAr3EVSk/R2cznLZt6XrpVyW9lBIhN/edvcw3kbGOHE8Dx9MgidR54DSMDNPMOHsmJ7LlEmQ7F0ho2nFGmYZ29ks8MM8Tzs+cTme8dzl+0nR9k79vQicys1MeIltIxcZcSaxSy9lSShhrpD1WDCRy24NUq2Tk/lLmlxKZXQRxAEzSuCYltcgWp8lxOo88PT0zzoHZ5V5QTbfUeQszqDAYiAod9SKFrOO8Oj4rxxpLmIuYVm7VGjfUpEf9uhqoLZ9xXTte14pfv+81OVMScflZLw6I10f9uSv4/vLxvUmi4DIDrX9X35xy4WrnoPK8ctRfvgR9KUmzXWPWDbUOZuvXXrMF10X8daJyLd1bnZkug5RyaGPQ+SYarRddfsmwAbwNWHjRPCNG8fvXJWkz6w2uM/Y6QH/pupbPvA7eL5+/MjrXTGAJrDYbaZZZmKryPUqzXen9YZZJdJ1gXjMiAMbEvAh2uWdUuzTyXRiRvHDWidP1Q+hZSKlYjUsdhtSURKZpXmSC5frV9945KVRN9f3OTj9LDReir/ZBpDw6j8cQ1l5S5bvXQVT9u+tr/9I9L9etXrBCCJzP53UjY0V96iSqluIVpLlOnGoAohyrVPKSsazPVe7V70Zpvr9Hyo55M0lJ8+umiWw25Z7OuYmrJ/gmF/+LlX5MnqQjqhH9/qbpSLKjoE3CMaFTQAWLMS1aK06nAyFGxkGYgC9/9KUwVlpMWZ6fH1FEjIqkeeY8iVmFd577mw1te0ffWbSR1gBd32XZaswBepGN5JonitxmTZ4Ka1QnUSURXmsN07LRFEmnNL5WaDOJ/AdQydBpLRt6WW9ZJcXOO2KuddHGMIzj0qR7dhLIKK3ptzuaEGi6frkzXdux6Xq22x191+f5F5myVPX+/k6C//2OlBLDeCaGgAt5LwgBlyJBL1nlYiThnCN4jy81C0i7gs2ml95KrTSulO8h16OxDUprjseTrGmVlDjmi11mQIqRiAdEY1+KuYvUaM4N0+s1W+5DBESiY7Q0NyXXUEGRAwrDNc8TSin+7p/+KW/eviWGyOF45Nv37zG2oTc92mhmHxjHaXHzQ4HLpkTailzq6fDM5BxJC+vz+s1brG1omo7D4cDHjw+cz2fmeeZwOODmCTePxCiyToVmOA0CNnlP8DnIiQk/z3SN5bO3b4QdmSail3tkmxaUWoLl6B1JZ7MQPChHJOBjZvuVIuBFSqQ9vOwq/r09/DzyzV/8GW4S44PoxHQAn3DzLAn96cQ4jZwO5wV8UEpxurujbVr2XU+jDTdtT29abrqNmESExHh+ZhyOHA+PDMOJ4EZSCsTc3Gk2Hpc8zsv4jz6gfMRGMAGMj/jTwPnhCa815njCDSNuv2d6/SOC7mmSplUGa3WuwZTvlpLcDlVA6tyTjQTeedzsSFZnBl4TorSR8D7Qti3H45mHj0+cjgPj5NHaopDko1iHy15fkqoi+Y+rE6V3zG4WSW1KtF2LSYmQWCSLIUTOgzDQ4zDgvbhOnk5HDocnnp6OHI8nDoeB83nCuUSMGqVbAZe1fJ4PEe1hcpHGRWafs2GkTnB2M+M8izRbt2hKvZQCLFo1GNuidZMBFvCzJKjG5N5SjcnfB6l9BxrbELWGFNda17LmUxjwBq2ysopi3JOd92IixpxABQG0TueB83ngPIxo07Lpt/QbkUJbewm2CbAu4JH02ozEKrm5Bs6vk5DrOKF+fv0ocV75zPL5JQZcjcQkrpOaLGABty/zgZSkjisptbBRBSBU+mUQ+K869/r43iVR8CkCXzNCNZsBXFB79VEuwJqISGAtRXzr4LiWO10yEZdSvpcy3GvasU4SPhlYWgqblTZyNvm/l4A3RlSQoCgumfOn/6pUFhY+2ZDr5OSl4Pela/5iIL8EYJkR0pe61MJqdF23MBTldyXAKI+SrJYkq3yP688tSVQIRcpX6o26BdnSekX91zFS3//VcaywKOXhvQQpLuvyhc2MywQs7ozXbNE60a9R+k91uoUZk2D0Ul+7yhUvkY3rhPf6qJP0lxit+nV1R+7yeXVPtdpUpXxu/R71o/RhSOnSPeelRO+HdshoCqQ4g7YoZdE60bRS3O6Dx/sR72dUkiQqBEmo5Q2k14syCqutIHNZrhWSkya4SZINlRTTNC4Oj23TcLff0HYtMQXOKnBMbtkcZzcxzyPeBWJI7F7dcnt7S9sYjEo0jaWxVhiaVNaviM5ucpJcvbw2XevLy7iGeDGOgUXOWctqi125rF9KGuZWlsZLcrGgqLm3SBoJQWRpbs51dErqjGJKNF2RFSu2/Zb9Vtz1Nv2GFEWqMo0jCbi9ld5xu912kXY57wijuHLFKHbvIQMcwoAJ6yiSwQyQhcJ8m2w+0dBvNzkASVLz5TzFBtp7t8gBU0pLY+HrKZtiASPSIurLd2Kpeywg1IqiSv2Z9x4sgvrmC13qKgv74pzI5b788kt2uz3PT8+8+/Zbvv3wQVi0vs/jV2yaxURCWB4pfFdLA91hHPEhoIxlv7/h7dvP6bqeTb/ldDpzPJ2YJwkIx2GUBNTPWZIme9GcWcTopQ2Em50YAjlH1/X0XZ8ZwBnvsrxTJAKLdDGGKPxGNpRI2d4/RTnvRSKNBLM/tCM4x9PXv2YaJ6IP+HESVzwXcPPMPM0Mw8A0jpzPwpbOGZBzjze01nLqexpjOXc9fdMx9nsaFE1SzPOIcyPjcGSaRmKYIUWpjzTgksfHIk+PpBAh22ybmNAxEaeZ+TTgrUXNs+w3PuJOI3HrsEljswQ5ljF5JTtb2q2UFTaDlEqJ5FhlQGEYRrTSktCME8fDiXGU2qPQRIKONE02Zil25CgkWVHLll9MFspeWAAlqfdOi3QtJfn7OM2ZfZpEvj0NHE9nDsczx9OZ42lgGGem2SOXSC97g9LiTx6jSL9CMWgISRJWIlOeb3M+l6ZNFzGIyPgEmJL6UCVJlI9iPBSRnneAyi54OoPtJhqUgmgyDJ9rN8lSzZikebYwWpdrcumPKbI+uQfOB8ZpZpzFyn273dC2vbSHaLsspa3jNLX8v6huL0tgXoqVrxUy5biOT69B3Ws1Vg1uF2BYXruem1JcxEglmcsnspz9uh/mteVqDL903t/7JKoEemswJxenTkRSEvOGUtxbEqFraV5904sE7TIr9os8rU7Symvrc7r+96XAv/75OmipA9KYkbqoNZiUG7MhCFvMLgrOkWKSRaxaoOrAPaaUa9aTbELVYClBUh341/KROni/DtY/SVpVvByk6vJ5pRaqfNZ3sUwlqCqM4dqrpZbQSf+S4TzKQpMRg7iLGZFq8iJUJC6BZEHFiA+CAsmpRqYxGyuklRHz3hO8w3kJBkpyNOdgTs7500Tggqn5JBldJ2092aXJMcu9q69zfS3q4sfr+3WdkF7T+uWcy72uWaSLhSMf3vuL+VHfc7js81CfpwR8ouMuhhL1eaWULiSeP6wjoZPHEIje8/w0ZnRP6hfE8c6RoieELIvIY6BtxYGxQcCcvushFpMavzjLpRhx4xmXEruuwW42vH79Fbvdlj/6O1+RUuTr3/6aaTrw/O4bjIm0HTRa0VlFu+1pmo6/+6c/5c2bt/SbHTc3PeenDzxZRdf1QMKotLZUoWzWMi/SEmxcbloFrZNErLIar6SeMi9WcKYk4EVKXR5lHqXMtsRUWEqbZTCuaocgSPXW7rLhRHtxfilCa1u6Rgwiuq6jyGNtThzLWBbJk6ydGoU1hpD8hbxF6gUyMBWlZsAazf39bdY7io2w2JivbQRCCEwhZKvwM9M0czgeMwuVL6rWCxi2JqNkiYhYnS8hh85sSpjkGuQ1o+ukCahzwjJ57y6Dh5iYJjHv2W532MYu179pGrbbLX//7/8DdrsbfvmLXzOcDnz7m1+hrEU34hi6v7tjPB+zBbS48pnMPJV49PnpSZIlF/j8iy94/eYNt3e3TPPM+6+/ZjyPOGMk8EYS6MZIzdlwkpon51ZpZkled9sdXddzt9/z6vaW0/GEczOH4yGzb8Lut7YVNN1Ls+iIGAItFJ8ClTJLrBSwsuY/hGM+n/nlP///MC/Jk0MDJqrcg9ALI+UcyntMiPQ6U5z+iFOKQ2YBBmPobMOx62mNpTfSwBmlmbwkS1EKeGAOYBKz9oQk+5hKYthiTMLaSGtyvVUU84o4B1CeNEwk06Imh5odOgRUiNKrSoQqS1mBtgplRFob1JpEySYpDGyKxd0zO+JlVsf5wBw8wzRxHka6rqVJsucTkaQ5weKxnaRW1XvP7BzjKPWVs3NiKGEtaENC2FgfJuZpZp5nHh6emLLxTchxwTSNTJNnchEXICmDMi1NtwEdMFZiFT0HbBNACWO93d/Qbzc0XY/Pvf0SRT4nEmsBUMS91GS3O9u0KCXOt/PsGIYRpQ0+JDoXME0u0cjqgrK+6JAdPcul1cttz/M4LX2lSCJ5jKpInVtMimJO4QLjlM0kjkdIcHd3z+s3n3N3/5q3n33G7d0dthUGPlJ66rlqjxBwJy0Q0XWsuq6r18lQiTWu4+NyXMcvJbZ5WTV2Ldm7fO3yVkscXyvHyj7I8jc51TW2g0/t16+P70USBVwlHfK76yQnRun1VALK+nXXaHhJrOpePDo3LbuWltWveSnIrH/+rsz0JRbh+jkxL2BJSa1MWYBIhXoNi8vedSZ9fQtVNQIE76wZkks26ned90vfcbkPVOwLlyxEzfSV331XElUm3tIsuEoYSm2x9GLyi2lGzTCuRaTrI+XSYplISmh9EkqtKPGSsBRGLF4aRdTJiVLrQnB9T1MqtQ2Jem8oqMYn11ch9H8OZutF4yX6ur4ehc1i+W6X7EA9Lq6v9TLGru5zLderF4T635fOMUZxEirmIrWrZXn8EFkoICPp0l8jxijBpdE01uSu99medklG9FI3aMrGkBPZtuvkWvhAUlpMHnLdg58nkg90u5ZN3/Ll21fc3Ox4c7vFuZkPymPiTHITikSrpGFp01q2m45us+WLN3d89tlrkjL0vcUNJ8ZTh81IWh5yQI0Mp+vhDKxrqUggLpt7rxLOIp8IWLvWvZUkusznYrG9MKk5iUIV1v/TMa+UElY7y/y22w3l7FMUWZvVlsY0S2FzOWQTXSXL4gwZFwawbKq1ciFkti6FogYQwKTLibDJPeNKMrG4b6ZVjSANbsWy3S81mFlSrVRuTVcFAlHaHEmYoanXCZnLpb5wVUoYoy/WJFjnWWGVivKgBkysNbx+/ZrD4chmu2MezkzjgG4adGrpNz22aZiGHLSEsNTKKVZ2ap5nSGC04e7+XoCytmGz2aJVPrcQSSajxEkVJdHCRIUg8lM/z0vjU5tVF7vtViSoMTJNmsPheWHsUnaQjEnJffqEwcvLbgmSSlD9AzqicxzefY0bJ1kbQsCgaFRWo4QoUsfgUZkhUtn1TUUBBl30UoukFN4YUtfRGUuwLcZ2aNvi0fntI7nBFqSE12JSs+x5SuXrrrHKYJXGAiYBhalygeQ9yXmSCyQvHuCLKQhwzQCUI0cP+efiWrf294GicFjNsnxZU/IYICaSSgv5tKzHORksY9Jn+36fYwxtLDrXGsWYiETGeWbOSdo4zZzOw9J42juH8yEzSsIEaZMwtiHm3lIhJmwKoAI2RjGa6TpsI+6qkYhKcQFLxLFA2HZpfGuzUYhdzFJSQpLIDDwoY6GAcyk7rMKaCSyXrpoVyyWv4s8FTRPmTmLDXKurpJVFMYAZx4mYEm3bsdvtuLu7Y7MRMw5xeS0fJ8qUcq8glzZwncTUsdBas1avadcJ1HXcfPke3/3cAvLJ737XgqCWeO3Fv1bxzwqmX8XCL5xjOb4XSVTZoMtmXKyoS5+mgogbo9lut7RtyziOmSaWALhsRoKorsFyXcfj3Cydsa1ls9ngnFsQ9poNKD+Xc6sZMVjNLuQodO1ag3KR/FwFuimlXDwsWmXyhrxkjnmQFicdSQhWZiCE7MJijRThpoiKYLVFsdY+xMUpKi7MXflXm5d7WamCrKo1MBO0Q0kwMl9+v/q7Le+Xo5E6eaqR+ZAZxyIriAmCD3jneX56BpDaBNsQfHZ0yqiH0WZx2/P5/o6DyGtOx1N1j9Qy+VOVyJR7dyl5K/2hFN5fuj2mfB/ku4RMl+dFncuau2Jx3nZtljCsFrzledcbTfm5NkwpiP91DVQt+SuvqYPaYRiW89ZaZFLl77VN/zAMy7m8BDwIouwW6ZXYSbfZQrpjGMbc20eC7bZtfydK8309YgyEaeDt69eE4DmdDwsgMcWAmyasNXRdT9tJG4Hj8URMie12g9GGeRbZ3iH3vIlBXOnuX7/l/nbH3W7L84d3TKcDt7sN203PP/jjH7HZ9JwOHwnDmS4NfH5ruf/3/5C7+xt+9OPPMbnnmPciRfnJT3/K7d0rkrZoYzk+fk2cD1j1I5q2o9nspO4GMtiRN6pqY5ExHplnt9x76fUjtrUl+ailnWV8tO1qKFJvaotE0DarjC8nU0vSkK14jZFrqZTUCtmMtnZ9v5yf94F5mlGopa5K7ObN8r3kO8g5FmR0QUi91HzM2ca/KBokJJf51lhp06C01GxMbsZ7x+l4FFR7GCXYsY1YB6ckCD6RtmtokljUAxKoQa55yglQXh+Srt2zoNHSbyXEkIMauX5d3+MXFz2RkRojNQfkfajtOvpewMK5yKyUyk57BqUtm/2ef/If/od8/dvf8LM/3/P4+JGnxwdJ9EOQ5sy6J6WAz01AixZRa0O/60k+8vzwEWJiOA/c3N5z/+qe4/NrALqmQRrqCuNwPJ4oducpJmJcXSqN0hirpZ/aOJBIbPpemi9n18Rpmnl4eJB76qTOS+kGQpIgXpnFtjkpstRPwIkfGhOVvCd+eA+TtDExQGMsG9ugEEOAmAJRJYnKFNK9VZEtxVNO4CXZ0glCOOC0RRmLbrboZsNMg08G72epSZwS6IQzXmJqrUheYoayPxYnOIOiVZpA7hkXAml2jMcTp/7A44cH4uQkIDWKqMTswDaWGMSsYpoc0zwxjPKYJs88hyW+ScqgbUPXb9Fa2qQAdN2G2Xken5/ZbjfYxkKKGCU92iQvKbyOuFnGWJkqRFnDtrs9+92e3W6X90hpdaLGiWLiIHFEh1ceFxKzh/PZE6LG2J62bzFNxHkNsycRIMh8RkvfLdu2NG1P223oNltMaGmCRxlN2/W0biCmwO1uR9d13L96Tds0bLoNWhtCMiQHIUrt1egCvQt03Sy99ozm5kaYZ0W1L3vP7Pzi8myy4YWPWeU6O0IciCEDSkGmi48JH2F2iWF0fHx45pv3H/nVb9/RdRu22z22bdnud2AULniaEKRNQ9OgU2KcZ7mNGowyNEaaqJd62trsReVkz3uXk+y6p9OaUF0zUEVhcw3E17FPiY/keSWRk/eoY/ffdQiYLC+UlhJ1bHZ5fn/V+30vkiioaDf5r2WjL1Ix8XJfGSRJtAqiei21u85iJRgvFqklkC41Or+rUa+cW/3+q8RFDpm8C82Yk+Lr7Lw+CstDugyoU4zy8rgixOX5sXqkVGzIP6UuL35XMXo1m1MnQNePJWtf2KfLwVwGaT3Q6/eVuomVYSuvUWQDnxjXwuyManm/Jonls0JxryvJbDUmFkarTLQYl6Rqeb5aEeCrubF8p/XfmlJOKxrNyoqu4yInkBdj4+ra8mkPqpcWi5I01cnMdcL1neOnSgrLwiOXdx3fNXtUtwMor3vpWOfA6lxYf1a5n/X7/RCTKHLw0HcN3iumUYCHlNLiytfk62etSBOaRmqfuq7BaEPKG0jMlq/GKPqu5eZ2x5vXd7y5u6VNI2eb2PXCRN3sevq+YTwGjPJ0jaJvWtq7Ha9e3/Gjrz7PqKVhGKXJ437bs+kaMA1owzyeUSRcdlqz/QbpPFMBNxSUrjzKWP6U1awBoBpM8j5gjKf0NoIa+KyAFK2JcQ38Q14EU55LMQkaqhVYK+O0NK5dAI0UKmZeXh3TunbIfLkEuYQJC8u/3ksNU+mVBsXCNq8H+VxLAiXod0FkpTnp+XzGNi1tE8SWPdv7KqMxmekqNTkiL1vli7FEpTkhVWW+pITJ8y6EtXG4UsiYysEoihyoZQaPLGcu8t4o7LumnLswQpqEaVpev3mL857np0OuIZtIpuxFQp+nnDiVxTAGmb9GK3wOesbxzPPTE9vtjrZp6Dc9826LytLJElgUWXJagpyw7DUU8DEISzCNIwroutLjS4LJw/EoMvcYpBZEXakCFp2qJJ4qI3uRH9iakxI4h/KSRGkt48lgRZ6vElFlfK504chJjzRrFUAzRqkWI4MVMUnfoKikubsj4ZMVeVkJAFViNgFy/R9h3YsScokTKc+Tgu0mYZ28Z55mpmHkdDqL/f/QgVEko7DRiNlHfu00zQzjuEjsfK5DLGuRYKICkqNUbvgqQKZznmmecSFkoxIl7SQy6ym9ZlN23CyPEuSW/oYtXdcLU5QbeysVM9ggEttooW0TCY1ykZgmnM9geFRi4x0VodQPJSXyvPxzUnoBreQh9upJqZz4W7RpUBhM04mJRH4o0+a1yMjrIuAjSXvQk6wV1mCsYbMVs5vlXuXv6n2U+NdIspsycF3i0Jg8Mea/JfmMmFk/5yPTLIYSx9PA8XgmYWn7rGcyYjgTc/3hQggoJK7Lg6Y02lVJoxN5bf60VOSSgZIXS7z+6RRRagXjr197TWKsceyaQJXnXrNVVCxUHR8XxUEyCYX+5Jzqz/9dx/cmiQJoW7tMjII0lotfHt5LAzPISF4nPWtk40xLUtT32yUQnOc5/11ltlVuVNMYUrI0jc03I+V/9RJ4QEmEFCRN0YCmqJYFXSnR2aNKAMOawFAc3UohcqLQo+W9iyQxQm6iOEshYaVfLygSSVbaMlisEUZCZIBBmoD6QAoiF7RNQ5vtPm1mqcrAMksPo6pYHLIIJadQMYEPRC0MYXSrLE5rzWazWRgYOQ9p6Ffsi6MP+NkxxJibsyk+7SqdDT3K5jxNnK3leHhku2kxWqHRGA3BGwiByXuCm0nBk1LEZC1rKJMksSw0Okt4xtEvzWFlfBW3v5QTY7NMyLJha71OfkkYZLEpyez6yIvULBtALasrtRvXC8E1k1dY0dLLqW42XRaO2qgjhLAwQaV3U0mclvvStrnniLlwpby2J79mUdfksyRUUlA+zwPjOOa/Keb5ZaDg+34Ya7h/tWe375gmOBwFSU0pcHOz5fPNK2HbYmB2Inn4w598Rp+d8QDGsVmSSmuEqXv9+hWff/E5b1/d8fr+hg+/7Tk+PeKmCVLCWo9Sidu7Ldtdw34nPY1evboXlrgRHbpSGq9GgpoZ3Ew4HWm3e5SOPJ3OEizsdmy2e25MhzIWpYVlkZqAABiCkz5B0hFYmlBqrVCdBF2F7Z+mmXmeGIbzco3ktsqYjzGQ8rgherRKKGUWO/IQI0bPjNPENI5SHzPPxCCyyFCc7LKEqG2F1dBGiqrnSYwnovdZ5mYIYcb7aSkuD8ETQ2Sap3UOeL/Ylo/DsKxNxpq8D3TSrLSRa2NzDdb5dMJ5vxTxnwdxD3QhEJkJMUr9Ag1dL3UP8+SkWWZhuRe5n9RdDvO8gEUmJQIlaIRxGiHB6XxEKdjvdzRdw2a3ofENk8sML7K/RRxaNSidg1ylUE2zrJ8hKfCSuDdNi+k2vNq84ebVF/z0D/8e7979mnfvfs0vf/4zvv32a06Hjzg3YfI6vt1KHd/xaYAYCPMZUqLpFOCYxwMpTDQm8uUXb3j96o5f/OxnHA5H3DTmYC4sc0mlKM1GUyRk6WFZR6wxnM5nzsPAOIvZxFc/+jFbpfBohvOZxw8fZL1uG1LwaB1I3sk+1lqUMWx3u4xCw+M3Iz+kQ1hQQ1RITy+laWyzjEcQAIIoFWGyDpeaOxlw8l+RaNTCIgbE4CAGT1IDLs0ENCFl5YKI+PBIH6O+7/PerohK45vcq64BaxPGRNlFI4SzNPb+9ttvibPjX2z33Ox3vD28kSbaTbESb7CNwRrDw8ePHA7P/OXPf8m7d19zPJyZJo+1AoK42THPgdzemoTmcBj49W++pe22tF3Pq1cTXbclNhIvqCQumib3XGrbbPUdEvPkOR3P9JsNtze33N3csdkK2ymqHGGi5k3A2g4Q1sz7wGmY0I/PnMfEaT4zDFMGUoZF6hZCWHrMxZDBnRixAaZ0pp8Dp2yoEkKuwQ5O2i1oi54NMxY7GLpgUc2WxjZstv2yr04pMMyecB4J0XN7s2fT9+z2O2zTsGk7MJFZjcQofZ3EOc/QdQbbbEFZQtA4N+HjiDGdyBJVS0qaaYJpinz4eOL9+0f+/Ge/4f2Hj/z23SP3TqFsz2mcGKaJPkWihqQSUSckN9K0fb8kcgKmFFdjUEpYoQLSrrW1CxqAgEe11K+q866TeGMAk8GoNS4pRMW1n0GMM3XPzut5ByyGSIuz40Wit4LqF+B1SaJ+p1Twe5VEFVS+fKnVeKB+jgQtl6+pUcr19wWBrZ39Lu2YF9nacuFevlglYy1JmjBBOUjO92bhbfJIqD5llcjJW1yxGJc3dWWd4to8TckgKP0dUhkPBWbOP6eCzKRViijB99pvqQ7el5+XAfZpDdYiEUOSnUKdo1ZJjzFG5Dn5fY01S2J3gXAjG4hQ8WnRPguWmhbLUqlJkaCNtOq3VVQYpYhaJCUhM5Q2CnJDWO9VzGi23H8ZV/JdCsNUs46rJPN6bJTxtGbFl4xYYUeXcciaJJX3qROU+rgei9d1ep+ezyXDWp5T38/rR/0ZL5md1GP8mrouxZfyt5pWjxUrXBbJH9ahVOlUrmgby+3tfnHl22w6tpueEIThGAapU3vz5p7dbitd4mPkeBA5rc5J7M1+x93dLW9e33C779h0mr63+KmhsUCCpjV5A+wIwUojRpvlZTrXXSmNys54PgZOw8A4e7oAaM3xPGBtw2Z/y34OdLtXmEZh2xqVzChkud8RWLgqYWLq21bXEZWxXmSgwoLIvBTpVpZdK7MCXGWuhYD32cwlegprDsj6glpeg8roahA5ryRGjiT0ybKmJ136BF0yUPIakfCVRxnHOq3zr7gKqmr8h2WtLAxdZpSNvZB2JNIy54vcmbzpS81VlJqlqt5QqYJKq/w98j5UNRQPixRJer5oI2tZYclSShUTIXt/AYNyoxlBw5UEowUBt62haXtmP5OInM9HQnAYFZhGC0mSeGs0SSWaVvbEphVGMOiYLc4tEHFuAtQCEqaUMrtQmnuqZR8qyHUkXTiQ1xLQ2TlQmtk7jLE0XScJa9dlpiyRCsYvTY3yXJWE0Zhq/PzAjiUqkIBA8NCckIO4SQZyzUlKuaGtKn1sidldLVGrYLISJiViCriUhEGhMAkiAfQkTEykJi0tCUQrq0mZVUo5cCZFVFIkDwGxAz81LY/HZ1z06FYYWmWlR1zbNrSNmHV9fHjkcHjm+XCSRtZerMWlFqcyUcpqjRAS4zjz/HzgeDpzHkZmJzWAYn6ShwGyxoDIpn2QhEwk+AprhN1s25YmM/ky540wtdoSDTRtRwwJYxIugLYtEcPkEqfBcT6LO+LspL5P6jQLUx/zVQefIKlZgJK8NoUimw8em5sSm8njo8bokbaNoFvaNhC09LBTKaJ0ygYOsmbX5SIp5TpOzBJvlGQkLmt8xTotZHhmWVSuLUziKDjNnmGcORyFiTqPM/0oluzOB3FQzIylMqWZcR62giqXD4DS8LpmepbYZFXayO/XWbD89MkkTstzJYmRyXGtyHlZoXOtqOLy+eWzq9hJzqUkSi9FMerqWS8f34skatn4dLGBXoP3a1TcewihNlAoQXDpiJ4IgQpxF6lAuaG1ucHle68F+JJoXzIHMdSSwJUyLImJtdkFcOFw1kGyyLM++dwsebgKZkOMmFjVM+Ui7JTWJsPXtTKlJkFsPqVBodEmo7ANXdsudTv1edXnWRKkkvEHH3DMqMzu6XztUkoZHZbgsW1bQbhykJFiWmp2ynm5eaZUNojzWU6i8qZLZuJKkE7MEkClpC9FEiYwxGZJVlov2mDnHcropQ+NIOsTwaeL6y29q8KyCddF9XLtM02uy33R+XkS6CgtcqTC9Gw2W7bbHV3XXtQxFenpNR19fdR1d9fPLUh7PS7Kc+ug5Lp2r/QBAi6CzmKt3LbtYghQ9916iQZfWwGsdYZAluOsLpk/xCQKEgaHxnN7v+cf/P0/XsaNBGuSqGsNj48fcW7m3/13/x3u7++wRjNPEz//y79AK8X9/R03t3u+/OILiXmV4nw8MJyf8POJEEfu7u9yg9hdtg7Pfb5OZ06nEz/71a/p+w13d/d0mx2bpuU4Oj48Hjgcv5FazrYloXh4ekZpwxc//w1ffPkj/qObN+z3mn4jtXVSS5XyeiUPQQ+RADy3MILL8VbGUhkTw3Be2CmTN30BzEWSZrrMoHuFm2eG44nT+czz81NOMJIUeVuDjrmPmtbLmJJzkzqo00kauMr111hdZJQmr89qqRsqa6DPrPjsZlmfU1xAnNK3rmnaZW0uc6FYIMek8t9EWhRjpF/kq6mA/UttVPaMFTv1EBiGAe8DwziSNQYYY1F5zbbW4rIqwOUE1LayLg7zSFSJ9ukRbbTUlZAwPhfWB7HPN1bqgpICla+H0VbAOG1R2hIRZP40zbSNGJJ89sWP+PzLz3n79jXPjx/49t0vOR2feH56zzQOfPjwjhgCbz67pWkadtsdznuGYaTvt+y2N/iQePfN1zS2k+BNK2zXEEcJ2pfEyVWW7ldAUczXsmlblNbStHd2/PJXv6LrN3z25Vd02x1Nt+F8OvLw4RtZ/8n97VpF2wkzqQmkmJuNvrCeft+PSMrJTiJq8AGCLzhoqlpqyHW11krtS64jSSWYj6tcNxZJX0iE6HAxZbVeTvTTuscaY+lamf/aGJTNQJttoLGkRuqcVAqoIDL74BwPjw/M80zTNvR9z7dPD8seZIwoetq2oWkbnh4fOB2P/OrXv+X56ZEhW4lHn5koH/Au5r1cDH2+/fYD8+xpOmHUP3v7BdvNHqU0jTE0VhasmAIpwJwC4zjy8PEBHxxt27Pf3fL6/pWchxVAgVzrElVEmwaTNF1nlkTDJYNpPLPXfHwaeffNAx8/PuDmiRADXSt1xT74rGgqTV4FzBAATNaYEATQKSqbppG9sdtMWfot7Qd22z193/Lq1S1917Lfd9zd7Lm/u6HbbLFG8frVLbtNh21Kiwm5T9vtDm0s/VlY2Jg0LijGOQoTqBRaN3RWkZQFZVCIU18CQvQcTzOPTwPvvn3g4fGJh6cDURmwDT+ZJpIWxmm339Fteoy1FCdBslD78ii/yQlmvrYx16gVFdfSFBn4JF64yFKqREobYUm1vnh9XTpSPquQBcJ41utQ2ejW1jcvJmExy7FVrpGqE0delh+W43uRRJWjDiQvg9uXjRrK39ZAEsoNqhONFaVfEXtY60/qv9XJ01+lhZRDLnKZWAu7dZVIfcL+VN/j+vvWQXSxlK7f6/q5dSBUnmeNlaLPvJkXJqpOnF6SlEUlxdBk9qEgxWpBNArToi7e02YEl5SoGRBBwVfdsobFTWu5h3FFeAR1tLnJbpdlP2Z5n/KzD/KvNhodzcVn1kFhnYiXmrjijFPGy+W4KwvBFWOTKjaqun7y/VfLfWH1Lq03X2J96qP+nEua+pIVqu97zXTV/9YM1EuM00tj8iWkp7z2+l6u4zgHdMZevPaHclitubvdc3ez4+Zmz5v7O1yWhqVsi22NWJ7uNhtCa9l0HX3TyO9TZNN1GKO5vdmz225pG2Fsgpc6nXEcBYmNKUteO5q2yz2nZEOSuhtbdg3QGh8CwyhOUqfTwNPTgWGaafseUDw9H8UevH9iu7/LdVkrlpbSuh6Wer2yHpmaoVQFHFpbSpjCtuR3K/OfFFewI6WlsDmRrd19qSsapSluKsJnUHEFrlDCKBeAoFjCOzczu5lpGhcJc9e2Fxb6tRy1MDUl2S/FwTqvwSWJqvtisZyxnJgq4mWVWSgtaoQC5IS4Mk4lKLhksVmuaWJli1ISuVCKCRdC7iXjswtWs7QmmKeZ4/GAsZau79a62nLxyWuD/EDIsuqUapMatRDlKj8/BC/EVJZbp3iDn1/TdQ0pzlhjGMcTKUVub25y4+Ibpmnm+emZppGCeX8amedJnN+0gGi6zHeloF7H8p4nCHJZW1hlz8saJLb7LhsKjMOANgbTWJq2oWl7YnAETzb4sFhtMUojvhXFcfHffK5/P461jgfSyoBWa60PpQ646Bmk7kQve325lvIei8ohCvDqs9KilA2IuqP8hCRPi7GCSJHJ+2NMqxLBFAOHcpvzGjDPDqU14zQtY01rxew0zjU0zi6yzWI5HnJ9k9FmiR/kayvk46UhtNYHHh4e2N/seXh4YLvZiPto12JNSRizjMx7pmlkHEeM0TlOECBz6StlxERiAbZVZn7UGuwXM5tpcgzDxDCIC2cxTbJWGDPvZcz5kCXRoqeR80/k6x9yIhVzrRoYE0lZZuYzsD27QDdIf8DtpiOlHX3XorWh61o2fcNmu6Hr28pUQ8okrLU0URyqQyygvuw1aC0yuBSl3ENBIsc6UWfTGpFtj9PEOE5ijBTFrOZ4PPHx4wPffPMNN7d7YRc3m3zf9MU6JEz7CjZVI5zChq3HZXzxYqyQSmyRVV55aVGZ+V4W7PpdL97z8vcXb72s2eU9PmXCLmLxspBe/f13Hd+bJKoOOOujZoPqwK5sOHWhfP3aUk9S/ta2eqFC19+1y4a7JmppmURQB5pFw8knwW2pQymBRbkdZWOv3+uaiSrfoU7cXmIX6sC4vialiLpm12pTgSbXQzVNc+HZvwQfFXW8sEbOZZetQAgSWEXnlo7kpQnumui0tF2LQmQq+sJdJbv0eQkaM0i2sExJZZmOhGgYY9lut9zc3vDq1T37mxu6vl+MJlqEQQv5GhltiXoN7st3WNDqHKwtAccLtG89borN6cJk+rAEmiW4Smltmrte42YJLsoCfT1m6/++Hu8SePnlnD49d5bnlXv8UoJe/768ZxlP9dip7/91gl+f6yqFXXtJ1d+7/rwf0tH3HX//T/6Q+/t7drsdX3zxOdM8cTweOZ+OnI5HTDauaW/2KMX/n7o/6bUuzdIEoedtdnfO7b7GzNzN3Dwio4gsUVlZlBggJGbAADFhwgAhIVQC1RCJX1A1YIjEEFQSA2YpQEgMmDBhgpCKLCqpjMgIpUeG9+bWfM299zS7edsarLXe/Z5972fukWHpZbbdr93v3nuaffZ+m7We51nPwmA0bKL6O6uAq92Arm3xyeuPqFZldlicwzxNeHx8xOFwwDwvCCGhaXfY7W7Q9QO0UhinMy3YuoGxHfrdNdqug2l6TNOC8f6Ir75+i7fv3uPrN+9wHidc3d5CG4uHxxOU0oi5QT9cs5TscjxJAkVrm1mV6QwYmYaNMRZOSpCIges6tv6NLMcjBitx4kNBFq8ZmjadxS8YpxH3D+8wzQtO55EcBo0BXEANNSZmpELV8Np5j3EascwzTqcTBIy6vrrCbrcr88U5V8aijF9jTFnH63G8NWi5mIdJgqk10VuZ41XaS8h3hHc0F5W5nMNyDv0w0O8VKRW8p2Al+kiBLbsVKq1wc3ML21iM5yOmOOH+/h5d1+Ll61clsZXlKKUMqISsSJ3h3AhkoG13MMYSSkvUPhSoJgU5Yp4drAasAdq2Rde+wH7XwrsZ1gCn4wFt38Jag5989in6fsDN7S0OhxO++OIrxJgRQsZpeovzfEZ/1aLp92i6E5qQoEzD1tlUqwJFtSsCRCoO/rRScM6z4Qftx9oYKA24eURwM96kjG4Y8PKjjzDs9gAM5vOI8XjCrh3Q930B3cZpKmxkij+sLCpnIPgAH0IBGJQKMCZgNb4KRekCAKGxZa+l11jHJ7DGEylzApWobyLJ/tYuRQCgeC5IPLDb7RBCxMz1umLKYrSHVgbaUrKlK1kZOellTFUsQkCG9J3SOJ2OmKaRGgcvMwXqMaJtyD1Y3Ha1NgVsOniP4/EAbTQOxyOGrsf5fMa//ef/Fu5ub9DYPaB5/Ykey3TCOJ7x8PiAu7tbfPTiNfZXe7RdV/Zg3TSUSGUNHROsdUAWIwkytVqcx+k04vHxiLfv3uP+4REPhyMz4Bpt4vXNSTKYse7xmcHlQFK8AtrTFTecnM4LOdotznNiQG003r3tcXW1w8cf3aHvWnz+2ad4cfcCL1/cYBgsGquReKwYQ7Lvlus8r6+vMS/U42lxC3BS2GVSCzm/IMSArCwyDLQKyNlgccA8zzgcDzgcDjg8PmKaJiAD59MZ4zQCOuObt1/D+wXT/Ke4vr3D1VWDEDKySmVhklgg5BrMkPhLMeuzgu2yHj+dEzKe2SgFkkDxXhEjJ2V1qc56bJMoicsUW9uv8VqukjFmcUs/qHUfkXOq47M/JLb5niRRT0+6DvhqJkr+JjelZl9kA32eRbqkEuXiSTH+GlA+Rd51qVVYGYg6eZMA/SLP5Q2xZggkAKjPt36NmlES6UnTNOUzFkZm8/nqn2umqWahtvUwz72/vL5m3Su1f8wFQRYwQGtV0KRyDikXNFJX7900DYKn5CCxk5Po5VvblGsq7ijWWuyGAbthR3a4bUtJXD0uquBefhY0Y5twX4yyi89+Oe6qR4EahMbSW6pGneW9yS5/gfeeDRyeJi/b937ufj13fh96fF1XtbUB3X6vx9L291sGqh4H22PbU61OVrfmFD+kQyuFfd/i9pqscN08wrsFwU3I0UODerqprDAMPZrGIqcEtyywiZq+dswqnY8nto8f4b2HcwtO5zPGcYJtLGzTYVo8cDpjcQFaq5KkLy6UL+cTpjkQAzVOeDgccR5nLC7Ax4QMA3C3e83mOU3bF0RX7K9Xh0xwMbQgwFSrEhOQFrIJPnPTycWT8YXK4L5qVHeUUqR6R62LKUsBaRqSlTnncD6fcTqdMM0LzuNU5v/K1HOCbti5jQOqwM5sAKC0Ls+pk/p6rsu6Vm/MW+fJ2uVz+7VKFlXpTZMSsTwyjJUw1BVYRmsUyrqn1Np4GkoVtJ8c6rimJFPLjRAjmT9oUQTQPcwJCJ6kOeOZxgo1H2YgQ9WMNp1jzhmNTQAbRBCLkLjOpfgzIufIAblHzpSwZgDWNmi7Hn3YA8g4nqjezidgnhaup9HkRtj0sP0OWVsEqcVRBta2lFiXFh1UumWqJEormmPaJOi8SrfBf7cNFaKTLNNjmWcYbbDf7cjUYAnQ2iLFtRYuBmZantRKf/+PnDMzRZfNrOs4Z2vPTDKlXGqjnwvw6lpGYSdIucvz5SLJ1cVsqO97YnZTKuCEsCkS1GojTZn1yjxnsYfmmhc26sqFoU0lKVzd88SQJjHrHArbppQqBi3jOOHx4REP9/e4vtqzidjKiIkT5/l8hnNLkd4DgHceZ5zLutBqDZPpc+fEBE3ixr7O4zzOuL9/xNu373D/8IjzeWS5HgOtIAMXrSkekDGneG5m7mFV9j+5PvyfFQiRVJbrpSV+CMTAjyMZNS01QMTMWdu0FBMZQ07/yIBa1VP0+msZR2kxQYOD6xXBYJXHOE04Ho84no4YxxHOs/24IXOR8/mM/HXEL37xCyxuwc3tHeZlwfXNHcmq+fMlroms46JL1uYp8/R8jPCheVyTC5f1ujUgJu//NOlRT/5WzjMrrvsDULxOwSqqlWAXX4btOT13fE+SqDVhqQO+Wt5Q98mpb4hsmE3TFKRly9ZolliJ3lgGoCA8q9W5hTH5om6qBJBFppU357aRF5bfrsc2kZLfye/rvkW1e1qMkXT1lUvbNtDeSrWEtaolfHWStg2qa8TWGIMMtttFRowrqyJMUc7cSHITmEce4LRxGnRdh77v0fc9gg9YNNP73hMSDKCxFkZRvysD2om7rsPt7W352g1Dkb8APKG4iFOSnMTyq+cSzO0Yo8vFCGp1t7YJkLBZwdfJEKFPPlNfJmstxnGEUgrD0BW6OwSSKCj1VHb33FEzkvW51uxqLduU+yyPq++DjCVJcmqQQR5TJ81b84nn5k6dgMu4FVZCEqkf2qG1wu2+xyevbuG9x/t3b+G9w8zOYxprL5UXt6+x3+9xPp0wznNxUbwe9vDB483X3+B4POKbr78phgHS/PGTT3+C4eoaD8cR94czLPfAG4YdgIx5JlnK4TRhXpZSXD1OM+bZY3Ee4+LhQ4ZSDazt0fYZ1ra4vXuFK5bzLYvH6XTiedcVk5ekwPWHvH4a+u6WBd47PDw8IIQA55ZybYJ38G51lOz7HtZY+EDrkEhnkAnxHscRx+MRb968YYvjheR0xXlM2HRTEjJA5hrNXc2OfMJoI69AQb3eKkVrRN2igmqTAvcvi2XuiivrZXBK16XtdqwSQGHKVxaLzD4SJ0Ja6WLmA1YYkF97ATcpuOB+c0YnBEU98IKPcN6ja3s0toU1VPje2g5IgHMB3kek9IDdbgd71xZnQbIvBgecEuxmtA07GBqqlQqBAT2QFb9WCjFSM2LnZ8ToYBQ5NNquRw8A7KD6xZdvAKXQ9u+hlIXWDYxpYW2HZneDLlok02BJCpGT+K4f0DQWgZNqgBImo8Hjbt3/TBYL6AAkkheRFHWgBHxZ4JeM0/GA66sbvH75ERrVAE76B0Y4R+uxDxE5/7D6Q8mRQfcjeH8RmmmlLtb2eo0tsYKM3Wf2N5mjIZIpQBTnXt7fMsjVT/N6L/vy9fUVNVpN1E4kcTKrlUbTRJLUG4OmsbRPm7VHHO31BBuTzb+IhVeggiSADAjHAO8IRB1PE2KgPoRIgNYWIdIcPTwe4BaH3335FbEq/+5/nccVjanAkuF39/fQyGgbalyLnDCOZxyPEdaSXPYGBl0PWNMxmEH23uNEics337zDl1+/wd/+/Jf44ndf4t37e8SYyCwHUkNNe7/0jySbdA2jLSdQeo0gVAbYeF/MfYC1/YH0xwP/N4RAbNJR4Xg84XQ6wfmXKP72WWHYDdQSIpMyKgZivYrBRFZIMcElB8vrbVYAFKmulDLkD5ASjuczHg6P+PrN1/jmzTe4v39P83DXwzZ0nx8fH/DlV2ccz0fcvbiDthY//emf4N/9x/8N7PZ7KKWBFOEXx4l23U5GgCYyN1JKrNlrsLaaD1Viw+h7SZblcWKPv9YKsilPXD0OtonS09Dv8n0yVoBLHJhLTsF505qH1PnIByY2vidJFPUI8E+Yllr6tkXD5XgOnakP2oBX20VBR+h9V4RhRfxWtunitVUuk2ubzACrFEvzhDdKBDSX57I9b0FW5Xzk/eXzCyNVI68iZ6yDajlnSZwkqawDlu3i/FzSURg6Rg5jikhsWZvlPuAyR6fziEU33zTczPjqCre3txwUZZxywlzpvlNKF9fUNmQTvd/vsdvtOFhqLsaAvJ82BrZKGiTR2jJ6dXNKSQjpczI+pFR5D2sto2ZhTTgZnrCNhcm6PKcO7kLw8D7ApFx6w6yTj2rBtoldPU63jNJzY7BGY+q5Ud9LrXVpllo/vk6it8dzaL0ErHWSXY+Neg5uk/gfyqEAaJXg5wnOO/iFWKTgFgIhKvAk+lAauCpQ4EePGZBDwjRO8M7zxqVhjEWIJKtYXMC0eHjnyQSBkzTFOnMJ+B8eHogBTZkkgYtHiLkg/0pnQBskaEBbmKbF/uoaXT9QLdcyg9wzI7Rex9Q8z1RrNM9sCEEBzjzPCN7jdDoiJXIllECIbIgXdmBL6Hke1ox2Sglt66s5EIo+fxpHzEUaSoHHajHelE2XXmcN9ij4Whltmb/LspTXB1BMUuTfh8Oh1KDJudXNyVfgbR2/8+IBKOpVl0Wao3nttFwY3rCciYxGiPGmAEGpBMXF1MUJFApaGVjTILf0OOq9YtH3e/R9BwUNJIW27aGU5lYctGErZbi3DRvpKKplI6m4QepQlBPCQCFzLKOAjEgBlJHA1iDDQmuWliNh2F1BG4vD+Yxxdrg/noAMtC7C2hZtq9G0GZ3VOM8eh8OJ5UQaxrTorhrYxpK1/DSyGyMxBgAAraqm7YAKEVARLctYfSC0X2tmE0sDZ+oZRLbptCZ7Rz2KQvTcoB4ADDISfmBqPgIcJJnPmZhDkLObMDhyDZ+w+9VeIkm/HIldH3POlGynOlQvb03gJrj8QK+OvdpQLY2kQRfqn/L2dH4xRahIBk2c3lPSbgwCs0LzPLPNdy0jB6ZpojGzzMRysXxWcR9eMb+JkfarpiFjGWM1sV0MYIbg4ZaZ+vFdX6HlFjcCRtE6ZdF2AzE6PTHbxNaDjWAWvH9/j7dv3+Gbb97g4f4R00TrJz2W1h6jbVnDwGtVBJ0j/d6uCWvW5X1qoH9d61IBWSXWDCEwAHXCw8MDTqdXmOYZRndkHsPxZE4a5FbJDLi1xdCC+uNRE3Wcz2i6joEq6ovlPeBDwPv37/H27T3evHmL+/f3mKaZDMuY/d7tdoDKMI3GeCY55j//53+BN2/eout3ePHyJe5uX0KzVA6oOLsqPs9ZQ2X6vGJslLPsBYqvR0011KooSkTL2E7Cpq+A7rcpX56wTlXyJvWvEpOvL5ELw6lEFVUeXz3uW3Di70USlXO+qGHaouFyMbYBXJ1EbFmqOtFZ6fJLbeVl8b4kE/lCeifPF4RSDq3XoJxeO1DyZAQNvJQVfiiAleC9DojrJEmCgW39yuW5r9dIGKi6IFs+/9YkoL5uci6aA4moBf0gdynFm2MyBtnoMg9yzmUhVxxsaNVCXxHlHX2g/hY5wztHyGNKSOGyV5E2Bq2gZDc32F9dYRgG6nkDPLnvpS6H/270ZQG5BHY0OdbJUwduSoFR5zWJilFBKVdeQ97b2gZSNC4TX+6P9x7eO6RkLxJQuvb54v3/0EPGe33/6qBQrl3NLEpiJf+ukc36Gm6BgDp52o4rmQt1/ZwwtXJOP8RDKcAgwU0nCtSnU6ndaNsOTdMXUCB6j0UWe1BAoJXG0PWIMeF8GhFCQGPb8uLzEhHCgmkJwEj9R0LweP/+HdyyYBynct+88zgej7CWehLFyD14lAaUhm06GGhAGwq+jIVpOlzd3KHfXWFxHikB3hErq40qqPXxeMQ0zzgdD8TKBEJ953FEjGSkUSYzy8Gccxy8ktSu6zo01uLq6hpt0xJ6HhO6trsYl+KcN57HwhIbdqrr2o6TqO7JJqjUpSxaXLXEVXKe5/Lvet2SBOvdu3dwznH/sqcgl8xtCs6o2SUxR4D3q8JBawpQ+q7DMPRoux5tSy5ZUktFjUVpjU+qZr/ls9B7aG1hbSL5jQ3Y7a/Qdz0b6wBd28OYBrudYxCGalEa2zKjkFmCZdByYChaf+n3RzJIYdcBZO5NoygwTjoDqoUxipwVkbG/AoxtsfzuS5zGBe8eDkgZ6JeMtovY7xsMqoNqNU7jgvuHQzEj+Pjj1xj6HtgNSDFAPRh47xDHM403BpyUNgVMVJoszfvdDk3T4Hg803rC7IbtO6SYuCdP5vtBTPs5nTDPExIIzGo0O77m/INLooRJSJW6pliNYx1DNWBY5slmr75ULKwJ1FonJoNRHqUYNOI+ccaULzFjqGOdi7mTVQE8Y0zEiiRe83PiOmkOkIFSC0U1j5QQ5wycxxHBewretSZThUTZvyQ4kkhJnWPTmNLoHCkhRo8QyHym6xrc3t4CIKZlnCYcD0cy1DIWQ78H2YK3UMqUBrreR4zjjDdv3uKrr77B7373Je4fTxjHCcY0HAPQZ28aiivaVlxPF5I7R+7HyKA/xRMRKa0yMmqrosqalrPs0+L+nBG8R3ARh8MB79/f01o9TegajcZqDuq5pUEGzy0NYxo0TULXdSyPXLC4BS547LWBadq1sXAO8D7gzTdv8fXXb/DVl1/h3bt7nMeJFAVtA3OtsdvtYFqDznf4zW9+g8fHRyze48WLF7i5vcOnn/4E//Y/bHkdF8MOBkyUjAF2PhR3yJz43kaOzTSpmEryBJTGu/VYZYMJYTLr9bk8Sq1skbzOyoReJrES1z4fgzFR4GNJBKWOq+47pfDhBed7kUQBuUjXgA0a8i0BIHBZA1QHlbU7myQ6W0vrwIF8TReuTMXleymswfvF78tGuqL3gjQ8x/jIZ6oTAkkgSz+l6vMn1hGv73d5PbaJ5joQLhfFmpGo31uuVc6VjDGmUhckGmcDMs6gwlRyzRNjAUJFmmJmIVKcfEV1JRS8NMiJeuocsyqGGDlzUaq16Pseu92OWCguFicrZBoldX2X3A9+kfIZBQ0XKU8dWBljCVViirdYlZrVxVACui3zSdbmnDwgP0HlfSVtodeWRVBo7EsEZXsf5f7XvxOWTcZ1/dgaWNjOFTlqM4g68a4NJOrXrNnOOjGT4LWWiW7H1w/taJsGH71+jWVZiCnpOjRtiyGDzFK6Hj6QZe3xdEbKGXd3d9Ba48CBoI8Z3gdMM0nJJh5rWmtMS0RIGu/vj1CHqYANxzMxQMsSoKCo51RWcCEja6CBRspkIa0VOUw1toUyJKVKWaNpBwy7K7x8+Ro3t7dQiu2Cw0JNHq3moBbU4HSeSQO/LFiWCTFSy4GcEmIKBUzQDIK0jYVRCpFd9SjQovFvG4OmbXj+E1pqLOnl/evXXMOZMI0jpnniNYIeq42BNRrSlJGkatIzRtZnICV/MabElU++O0d9qE6nU2HyZP3arm/1IfOUXpP6HIXAxeA8Z601RfPvA9VQdF3HUmfh6mjXt01Dz2PzHM/Po/OLtL8kQGWNFBK8Coia1wZN9sWNFWaOWCzvqYA9xkT99kxmAIfspLUmi/nAXySRHKgmyZDcZpmFGUqImWtcjNRuUJD10Sef4vruJa5fvEaMCZ5KVhCTQtP1aPs92uEKbX9FAbc20M0A2GYNjnSDqBJcUvxkYghNBrcH0NBNh962sF1PNTZdgooRMC2S1lg8I/Smgek69FdXWNQI7xx0q2F7U4LOpqUC+xiBMP+wJMQZ5OJWXDQlCIUGN/ng+8OBs1JgUpZlMpQsZHbiE6YvZ2JCwYEsk5LIBdFXVO+hFAMHIof3JIn3FGR772EygMzmD1jNQkqUy5TnGlwSqyAJVuZYxTlXHBQ1s14amqWCDaw1GIYB86IwLSNiynA+Q+sIpRyCc4ieAJJ5ntCYjJwimc8s1HxbgATZZ4dhKOuHguIxy4wuS8zoiyRu58lhnB2m2SGEBKVprU1JEgOQtNVaGEtJlEmUiDZtT+fAjcpTChCZquHrbI3hulRyJbQg5jjFUEwNYspIgRLLw+GI04l6a/WtgdFiSkE93ZjzgSSlYLAmZ8CzQYdbHGJWGOcFw+BhbIPjYcHheMavfv0rfP31W7x58xbn8wRjLMC1udM84XB4JMc9ldF1Lfb7PabzGcF7/NP/7z/Fxx//GkY1OGXYFgABAABJREFUePnyJT7//CcEKHNbCZ2FMKB1Iae6jhUl9pBDqVr1Jb+TJAglfpbG6cBlbPKUkdLQmsAt+v0aCxlDbD7FfcA2kcpM5eeKEZPE99tYr/r4XiRROeP3BmN18EjPucxOawS+Tg7WpOSyLxAhqHWiJTf9qa30c+dSnw8NkMsk6vkiuJWWlMcCuEj8tmyABA91HddzyeQ2yaz/9lwSJ9dq+/7lOmwRKU4ujLWwTUNfVT+UxjZUhGos1qGtYBgJsMZimWakEOFmx4kpa1N5Uez7vmi265ofsVivk5sycHJG+V91DYkd8oWJos+ssfY8yJAu1/KalJDni/eRREXkBR9KoijRAMQBUhb37b15bvzUY6EeY9skqH78HzJGt+9VJ/Y1qiOP2/YNkwS/TrKbTU1LPc5+SIe1Fi/u7vD1mzclydfSV61t0XYdzucRIRJrtDiH6+tbKKVwPk80tgIFu/MSsCwex9NUxo1L1M/lfDhjCZGblwLzzHU7ngAF22ikrBBShk5AhuY2mdR8UUPDNC2MbZFAcomu6dF3O9zcvsDV1RUgSZT30AslQgDdn2Vh23G2Hx+n0wUiLtI/cRI1WkE3Fo01iMlA5KjCMhPg0Kygg6ZEkGQnNLbEJnhxC6wxaDmR0obmOR3cfJNOtATKYjYhiXu9LgkbRYXlDvf392UPkHqP7VypwSiSclOj73nhYvpCDDAIF5hJZptiCXqtbQrqKt+ttiSVyhkhiROfgDjMLukORjeIIUEhQBkFrck+GQCMbkjilwHFSVQtOQfYht7kYqXuvdR5kZtp2/TQmhKXECO8myVOR+KmtVobWcRhbIOXr14jAfjRZxreRzweR0wTBVzGtjDNgKbboenFCdBAtx1gLDVd1kDWDZKKCEkhRyCHROfB6581GW1DzrDGUtBmmgToCJiGPkvk/mHGQjctut2AGDxgMrRVsC31wMo5o+l4TY4ZavlhJVHIxC6WvUdANaVICqbWfZzQt7XeJiaJE1KZI/RYfmn6ie3QayEfr/XVnkHtRiInUtxrjdUUtGNr0adexhP8GcD7Nr8lg0PiZEvgTOA+hBkkI61Bu9XVtycXuUySrxAAr0mKLPPfuwXOzXCNQkoU7DvvyBK/2rOVVmg7qn3yPiBGrl9SXDfEV5ysuil5mReHeV5l06WJLSe2Silo0zCjQ7GIteD1ri3JYcog5zpOLqWnkTj8SVNhAVtCTlCKK9aKxfqC8/mMcZowzTOWpUNjDYPngNHC3iuA1yTFgLaAXAurB1xIUGaGD4AxLQ6HEY+PJ/zud1/i66/f4v7+Ad6H0qogRLKLP52Apm1gWN6Xc8b9wwNOpxP+8i/+Aq9efYWf/uQfIMWIn/70cwLCEICMakwmTqBqO//LuKM+LhOoeqrUTNRarlKbaVWvQmNcC9NESZQ8p4y9DROlFBt9gPAf5LV0qE6gfjBJFPA8Cl4H/nUNSH1TalME4LIAv2ZniOJ7mlCsjxddMh31xVsfl5itWVHPOjvOmbNa8emvgsztIKpZhGVZi7jrROu5AFgYCnldkVPVJhL1olUnTXUSVQffTwIP1Avxen9KwnTB3CgZu4Bak0fNCPUwDFBKoW1aeEaRgvewxlBHcA6CpEv2KlUh84aMjJgTIVjGlsRIevAsC30PVbAv11aciOR6EKJLbJNSwmyt7Mo6LqrPzK+jNbl5OZZDSZLnPaHBtdQIoH2oHn/bL3n97VjbXvOaRawlHnL/6zFYj1f6zoEUjy1hXLuuK4nDNhmsmScZj8JQOufKvZGjlhP+kA7nPL78+g1s26A1FoqTp2HYYZ4XTPOCL756gzdv3lJjUShk9RXatkO/u4UJAW/evsM0z3j37p4cn6YJfd9ht9uBKmYUjtOE2Xu0XU9zVLewOkOBNwRlsbvqcPvyI0ogYiSXtDSzfE+j7QY0bYdpcYQ6QyMrjbUq5xI4iTGWcXu132M39Oi7Ft47jOMVYiSDFwmock7I7JCnVS7zV9a8GMniT1y65HfLMpfEum0avHxxB6UVYiWFbtsOjW1Kk1mqvwB8uHTXrOvw6rURuDQAErlPjJHR5/RkbX0OuFqNUCjQ77nnFhVAV/OvMNQUDHgXoJRDjIkaxioNRGrX4HjYJ4Cd/tY6ENmM3eKQoqNmydbi5vYWupIMFVdSQyDf6TSiaSzahmo9oiNJVAihJIkLNxRXSrPMJCHHgNmzXXaubOhTInlgpIJqZYjVSoEYjcUFQGnsr1/AtA5Jt1yMDnz6+Z/g08//lPaDDO4Mm4BEZgHj+QS3zGTKssyYx9PaV0wQXtMgKoN58bw3ULLUDgO01ui0bB4a2Wh8/e49kl+QdIYZGvRmWPuDqYSIBN2o55U53+MjV18luKvW88zJT+YHqarps3BLQaRN6XLdVxfvwv/KqyV1yokYJ+1K3aDRFKRP01jkssJyxEggi/dUvzZPM4INpCTRmphuSMJH4y/xWuK8g/Niax9LY+piTJFS6eVklIHVLE1riT11LuKBLceniWSBNHcDlnlC8B4Nz//379+RemW/p3W5G7AsHiFENF0PZSxcJInzOJOkenIe4+xwPk8YpxnL7JAy1fuJYUPTNBdtWshRlZrdNk2D/dW+7IfkhkdziKS7bZEj1mUZ8m8fyBwmx8Q1XpGYJGaTvPNYnIO1Bs4ReD50He3jUUyrZrb9B5Q2aNsOzkcYE9AOO9i2RdfviV07Lggx4fHxgIeHR4zjiJwVbNsjJ9lrPHyYsb/aY8CAYRgw7IbSSPzx4RHBR/zNz36GZZ7xk5/8BMOuxzB0NPpChDHSw1NDLM4FeK9rYGu1DQF4uhqzsnav9dxSa1/H+Nu1vU585DFP5h/PpUuJHq0j1tgCYshR7yu/L5H6XiRRSn0Yed8mUdufReu+ZaLW16YLrDXdnMvX5V4hZbFC+b5lCGqGidaup+4j9DhAaMnt+ddHncTIBl8SkCoJql9Dzqu+VnUg/lz2vGWmnl6bp4+5uDeiX5UEQJKCGqEqV656/ZI8GApMlMZ+v4d3DsOwQwwRU5rWZJflA0qv1p20SCVErpZVrVpRKqlFKi59T2t51gRIkheS80mQ1DSXSWd9/+S6yOtk1vhGdosJMcBGofMjT/y1iWhMK6P1oev+oZ8/xErVY+ZyAXl+vMrnqROk+nlbaV5d37RlTuX59SIoj3sOZfq+Hz4EPByOePXRa3J/0pqsn3d7zC5iXk54eDzizdt3sC25wUEf0bUOrz/6BEZZHMcZp+MJb98/wHmPaXbY7yN1i9fUOHd2HrNzgLKwjYJpW+gSOBIL27YDXr5+zU0PTyQvWaiWRGkDYxvYtgUcBTIE4emCsBI6tM77ixq2rqUQ1ZDpSNNQwh/cgsyF2ilFcudjx6W1RoLGi5f1lq+dJF9by/OmbbFzDvv9DufzmWup2st5yNKUlKtx9CQRuhzbW1BIxlzbtiXpl7G5Hev1lyRGUAqNlh48XMeWa7DrEmSjMa9gTII2q6IhsU0zfeXSDkEOpTRi8OQuF8n99er6GsgoSRQ9nD5bYCmgVhqqVUC6lNPKPRUwpCDx4N43PiKL+gq0Rke+aylnqIRSY5rhEBMwLx7aNtj3LZqs0LQB8BFhCbi5e4Gr62ukRM+fTkdE70HmrAn9sMeyzMigxM7YhlkNh8yBuDKGevw4jxAS2o7qu2xLoIKylMSmpJCix/E8QasAqzK0NWh1i6wzEMDSy8Qo+t9/DfhjHzlLQkQ3qbBO/Nt67EiswT8BqFU2vHqUvkXPvE8Vf9BzV4WG5kTcsezdB89mLQZarX0RRULumVlSICZGe4lBwPu8nFtltx3FMp3jGq2hszBE0uyblCGU8KtSEzVNM04nNvoJ0sSW+1fGiIZl7uKM2/U9mqZF1/YgNjdQ0qY1QswIMcEHD8cOjz5EOE+umCFEalTL66ysY8aY4soXYoTJmY1XOgz9Dj7Sa0EYDla1rEx9U9a6nFJhbCRRLmxNtcbEUl5Czq5y7bKiEZJY5uvZNVBznaThOjBjLJqmJdCtaQFF1zolcCPhiRomK422B0KgutKMiIxAPeW6Dn1D5hRd1yGEiMfHI1LMePPNNxj6AYfDAUBG37clqQd4vWaQTw5R+shYXGMKRQlXAQnqcc7ra34ay9dEyvo3VdaDp4Cy9O4S5dNlSQwA7nGvq7X/MlH7QSRRwCVdJ8ijTF4J7mp2qWZdgNXq/DkGSWp35OYeDocL5HPr7LY67enNwlazV0Lhbm+I4Qz88vH1xi5Bgbx2zaDUSVD9eSWLr88TWGvCLuqFngnSaxakZtGenI9SVDBpG4SmQeIERXo5lPqDpoFnlywbmnJPTLv22pLkXmjTfuhxE28wTzO6tsWb+E3pjyDv7b3Hu3fv6PPnTH122ga7YYe+7y+KzGuqd/v5ZAwBdY1TnUQBbbvawedMdtNSY1HXDq3vQQt+1qagQoK2tG1XGE/6ksBrvZfyXa75usGtfUK2rKB8HnqP9sLGWeoI5W8161lLM+vFR/5Wo2TyXfqF1Mm8vL5c0/o96uf+0A7vA371u6/x9uGEru9wd3cH9/6EafoC9w8PuL+/xzwvyKbD7DOS93g430Nrg4eRgtrH04LT6PD28VwCaps0PKguKIYIFzJi5jqTtqPagwS8fPEKSgHLMvPfegAGfU/NWo1x6LoetqVu9jEmNLZBYxXahpI65xwWt6BvWxhN8o6h77G/2pVtKUbPCUeDrm1wd7NHzgnn0xE5RT6HBY/v30HQ67Zt0HUtFy1TMXfkPlh6WQCwk2UI0EbDLUsJCg+HR7x9+xbBe+wGqivzISBEz2sLuWWReULC4mYCJnzguq7A9UShgDUS1Mj4E2tzSZ5kPtVJ1uVanWEtMVtdl5EzS3U4AJFNOGdwQLCuR1n09ApwbiH5Hv8sEFLO7JKWUglAATB7nRBiwOl05rnn0XUdhoHc6kKK694nDFjM8D7BWKpPSykhpIAxjhAJFc1N2mvmZeLEDMUwIGd6TuIgQg6tLTIUXEg4Hs/4lz/7W2Qo7K9uQBIyDW0oCDwdT3DOk6U5m56gH9Awm3h9e4ecE37040/ZIpts892yIHiH4MhwJwSPcZwK6EXovSblAgeHPgf4AMwuQecInT32uwG7/gZ5ngDn4MYzYgzo+z2UfvwjrRTf3bFVEdRr8xb8BC6DzvIalVxpTfYL6bRK+/i7AJuZe6Et00yN6xMxTdO0kLNbTMgxI+mE2c2spKG+YinSHieOm4qbPKuqyX3mk3BuYQe9hZIf7gO3TDO0AnY7WpvmecE0TTiPI1LkpICTSjovAqgOjw84Hai/ZPQeXdvhk48/InDHL6BeYonNDEgWarmuNIQEpRqaZ4FABmFw9/tr9P0R2rTUyiARI9F1fUkGlnmBZyZM4oe2XcqeF2JE9JFBYkO91TQ7aUaq44qBWl5I6wxy3SNGJCIjJ4sYE/Wp4nhXczLUtB2apkPOCj4mnKeJ6sSWBW3b4np/xVLAEYCGtg36YY9ht4dtyP1zt18w7CakDO6RtRB45FuKEWIEQDJ2pUk26RaH4NlSXCuKbZTFV199A60tfvPr3+Cjj1/j+mZPe1LfreCsJjlkcRBNl2OYYkPBDlbJn9HsEMlxSggeyCvjugXQtvOC1lxhty4B5TKf+D/0+0omyJbwcj4CHl4CcR+e19+bJAq4ZFm2DWK3tRxPGYSnyHz9erQBa/De+GSBWpkapsLxfK2JHCuqtC5gDBhcoGTbTb1ePOtEbpvxPjdIakbguWv2ocV4ez2e+135fRm4CkYb1vteJoSUzAWEoEtALud3gYIhF2efxCygsUR1e5HZgRvYZqlTC5imCSJt6voOfc6wxl6gsDk93WC2n3drOiKSR6VQ/XzZQ2vtGl87IOWL60zXen0fGq+WGYbLBPu5e1qPBeCyB5ok9XItaqZ1O963r1N/VnmM3J8tGlQnS3JPBbQALudXYeOeGcs/xAQKAGJOOJ5HuJAw+Ii222GcJrx/eMTj4wH3Dw/FiMQnjxBTacaYdQNwIOpChgvUE0hrjZQ1EtcoxZS5Rw7Z4Rpj4eYF0KrUlqWc2IxFwh6SmBU5atOSrj4J2KHRWLs6Q7EBjIJGY2yZX8VOGTQPLdtU910DIMEvE8iJkvpCia2/AgUeTWMLw2oEZEkJCSgbXDAaOq2WtylTz6Z5mkCJliGJW06MxirWuRKLllj6JbKNFMVRkwvdq30AwLPgz3Njfzs2af7SOr2i55JEEROyBoKrSqHoExSxB2JGkflXWqQhz7C9BSDJ0mphQQgRIzc3JtZdkcxOr2sTFauzAUw2ZX6mlBAVtZqguSnzPCNGz0wafQGmnE/mD7FeJTHloaDq4eEBMWVM4wLTNLDdgLbt0fe6INc5ZaS2Kz2+MtffWF477bADkIBM988tCwIn4Ms8wXuHdpiLDDuECB9pzqRETWJ9UoBJyMpQT8KkoXQD03QwMcNkDWU91ewYmn8/tOPb9ndSY6yHAI8X4xtrHUf9t/IdANX9St3SUwA4Rh5DXpd5lqr9VKS13gc0lu3oFcnKgpLkScjwS9UQcuZ6vTV5ygLAhoAs+0i6bBArTI3iAOrSHMoDyTFLTu83DDtem8RJuQ6sqTapjA9F9WYpMcPB7F3TdrANAVQ5Sd2Z4hiR5r9cH6lJp75a6UJWJsZldA/XXqIy99Ya7cBgji7zVuc1OVhfRww9DDsOc7+4zL3AohilCemgGcDjz81flBSQmYc8RgAepVbmUMaV4gUyJQL/kubRpBQanm/jmfoBHh4P2O8HGjfGXqy78loSO0gj9Q8duSxQ61hd19FqbjwT09LfJJ5/GtNvcwL+Lb/uOndMvmSv5Pfb3ONDx/ciiZLBJlbewqqIhaMEeRJUGkO1NqKRrxOLOpnIOVPTR2ainFsZjHrTk9cWFJT6APANKXNRw2qzCWRTybRl4okeXAL1bYLz3LHVeopMpkaquq67eKwcW5kXcJlA1J9zK8f6EPJFSc9Ku0r9k63uzcXXBQtGBbFSaBocbZzzNGMaz3DzgpkRleKKmDPAUiZrLTnqsXNeTIET05UlLBuBVnCOmlmO41gWPGEf6+RUKcDalpkorkOwmyCljAP/ZHy0XQOtG/R9j5wzm1+03NNqoB4wSooqE5p2RTq2iW8dMAHSv2zT3FmtDJYwo08TufXf3z6/LtEbQfBr9z+l1Fp7wDVfdV1KvQlvZZM/xCMl4DBFWO9wnBIezzSG7h8eqDg/RLSthbUKj2eHxTnuYaQwxwPfvxa66TFc3VGD3RAB2yKzzbTKCQ0Akyz3GwIWtwDIGKcJwzDgR598gnl2+OKLL0oSr5TGfscF/QpwPiCmDNu0aKzBi7tbXN/cYNf3MErh8f49MZHXV+gHYUQDMgKMUTDWYug7GK3hZnLpe/PmDaZpxPu3b3A6HfHV774AQLbaP/nJZ/jTP/kp9XyzBnd3tzT3Io3veXbw0aGxBjDUB4pcnhZM44RlJqS0aVtCOKGwLL4EV1Akn6RkhMwsslnXSGssmqYDtYpAWV9WdHNlQWXOPreBbsECpVQB01QxgKEEqdbK8yvQf1kal8EmEzFiWUYK4BR9dnLJSojRwfuAZaG6hxgz5mnEPM1IKUIpSni8zzideG2o5SY8n6+urwB1BzXTmVAdRULTNTDWEJpftdAInhUBxkL63yXw6yZx86Iv7+j6t02Pxk5w04LxfMb70xdohh2Gl68w7Pa42l/j8HDA+Xji3jMW3bCDsQ3anpjQYRjI+n5H7FTfrcx+t2sxcONfAQxTzoxwZ7gYEWLCvFAT9uPphOAc5mlC8gviMgOgQnzbD7B9hu3vaJyNZ6T8w0qiPnS2WZLy6jEyip9D3NefJXHaglicDPC7XoSPea1J8cozy+IRA0nvdAyA1vCOkvJFU0KfEy7jHpWZTdlInTK1ekkpIvrA5lRrLSKtHQtyinDzzAm6XB3D8znhfJ5wPJzhfQSywu3tHZATHu7vkVImcwfbom1b3q8dW+QnZFBi0e1u0HYDUtaAZ7AaCkpbNO2Auxcvcf94wrDf4XSeMI0ToHTpG5cTrdHek1kGFLk5G2twOp856V1jKDG7MCawyoM+98yqlgwxwOmJTYa05lUwpkHb9uj6gWoFbcMsOB1Ga2SlSvPyge24p3HGNM+Y5wU+kNHM27fvkPJ7XN+8gLUt3rx5j3dv3+N0PGOeF4j5BSBGUQNsw3vT4uCjJ3mkbdBaqkPXqkWMCYcD7Xu//vWvoY3Cn//Df4uTF5QYkfYsU4HtW5XVSj6sB8c6WUomaE0nlaQomy5VQXX8KnEX9aR6CupScleG6GauZIox/aX8uz7q1kbPHd+LJEoO2ezkotfBYkEK+aiTh4tM+ANMy4oQFHwRwPNMUf03gDP1akOoz2V9DtdM8b/F2ru+0dtk50PHc5t/HdBvB9CHGILnmJBaqlVfpyfXQD5Hxag8mxRumJFyD4GyAC3zgnmescwL9YniYtNyj6rgXl5Haw1jDbwnMwlJ3rYbi6DZzzXXXOvF6C5SomcLiisuZrXUrka16mRhRUXIZrg0K9zcY6WJ2rfqsn5pew2fuwfb63s5vnDx2OfYKfnbh8ZU/Z7y+bYJ2xaU+Lbk/9ve7/t+pJwx+wgdMpQKmJaAaZ5wmmZakFNGgoaJGZ6b4GaKHcjKGoBtDbQF+mFHzWq9h2ksoA0V8UPBJGI+aePMZUGWNaNtWwq8HW22yIkbRmpiSbWGUgTqaAYO2ob6oymQZCQET4BC8FgWksnERLVOhlkL0YY7/vvhcMD5dMQ3X3+N8/mE+/t7AhaMwvl0g3maqME0tzCgvkcGMUkvn1wACWGiFVYAR5WxzUF9ktpB+q0u/d/WGg95PrmM5XLdAFysh99W+yTH9mcZx4Yt1qWWod4f1scCgCqMU+aoh64jochk4EBJHneXpIBWrcYUBECZ9T1B985YW8aB4gQqsVkFwJbuPpQA2bEbHzQKUEenqMs4ohdbxxn9X+Rc5UPR/scsmuE+aCoDflmQlYaZqY+Psw2m8xGnx0cyBTEG7TDDNg2avqfC92VPjKV3aKyF7ztYa9C1LYwlcE1YU6vFXZbW0ibTHLNdSwyvMgjBo+8HRLcgzAtCcGVsQ1G9Vowk+8OTpPf7fdRRhyQ45ed8mQrlZ55TP+C5tEkOVf336SOr2CJWJQYFlaf/5M0+ULM+kqJLEgXwHsBzjVQitbsvv2fO0MhUg8l1xSmuTAgqNiEGaWdALpnWEntOgTIlWpSsN2XPpvolACoByhQ2l+qhItdoJWZsVKkhKsAvs6KhnH8F0rDc0CkHk1awWBh6tQmyBfhMKa31ZHplxyQOJZCe9uSmaQh0ajtoS+tnzpnPmQ5aawl8zQCCsFdK1CLA4h0ct1dQKsEtlGB6HxDEjEataq6mMdRXEKAaNp8JFDIskYZG0ygoRMRIFvOHw6H0tMogGWTeOOelQjCsNufPHWucw2PvYi2XuOr551x+z+VxF/GSEgYXZYxSb6p6r2Br9gqgWOO93x/ffC+SKMVMQ11fIUGfuD/JhW1ZHy+shDyWXudSylQj8DTRxDLxspeSPK5uxlsSMr6Xa8C6dqCWQj86ZGPljgTVta9rjp7b/CWhqD9Lfchnlb+J+1YdENe9fOS162shE7quo9nKZACsCILQqYqQkNpStK5Ho8cT7R0iWabW9VPzecQ4jpjGEfM0wS8Obl4Kq1iuC6g2A+CmgNaSbSlQmC3vfWFI5HDOYV7m0sxPLM1FLrXWRqmygAilTmt/vqgzqhOxJDIDqLIprPdkLa43hpyODNcjUMNNWx6/Tf62iXh9L2VBrceuyAnq50hS+dwkX+Wr6uJ9Ze7Iwi6f01r75Pxk3hWkTety3evz2CZxP5Qjxoy39yecz2fkDLb4BqAV5nnBOE00XqBwe3uDrhsYKQMiqCdF0/fotcHVzS1C8JiWmQEXltQoko+F6JGCR0gBL17cwhqDrmvQWA2qQklQOcDyuKfGlQltw00nrUaMGUkpWAN0jUFrFObzEcZoZGQsS8TiF7x99xb5Fz9H37VouxY311cY+h7ezdBK4e03X+F4OOAv/+Kf4+HhHr/51S+RM79XYzF0HR7ev8fv+rYkAj/60Y9xfX2D/dUNNKOmGdSbBQAnSAlt0xZ7+HmesSwLgSiLwzRPHFjQuiQOkVoTY5cl6CkyDsUtKJ5vtni5tl9Kb+WoQYm12S73ZZK1kR5Jczyvv4EkN9Vrdh0XUkPmDoEqhnsw2Ux27vqK3MK6tsX9uwPOp7EEbC03+3VcA+YD1U3MzMzPywLvPKZxIsQfwDSN8MGjnQntRaK6tWE3UI+uC+Q61+H5+nE4eYqBLMWNMei7Hh99/BH6tkNyHgnAcjoiB4/kHabDPfz5gDDSujk1R2IeGyra7zpiNxuruW8OyUC7tmUFiMVud0UIe0fsVT/sSKba97TGDz2QgZevXhPtlxRZqIeAeSLgTdy5qL4q4Js3X2P67V9/NwvBH+1QJfHL1X/Lv+okicdb2oQCz8Ovz6P6UlsgsaLiIFVUDcWMKVbybcWPz/TmJS5KBOIkaaKqLpOoi/MWV0AJcKEZ7EnwKZKhTc4s42XXPtBcDZHWAec83Xuu12qbDjknjCNJQQ+HA3a7Hfo7qvtJCQiB2qb4SOfpI9A0PWZHUuzjcaG6KE4wXAwIOZLCyDbo+4GYWt4bU0pUzxlDcUWMKaFJDdqug9GAtqL2AXX6yuv1lOvrOS5reO0itiQhBg+VIxQUum7A7e1LvLh7iVcvX2HoLZrGYF6o31zXtpywGRiT0fYD1247aGNxfX2DlLi34HnCvHjs9nsY02CaZhwPJ0zTDOcCTNMWkKdtLa6u9gjRwweWYaaAYddDGcCyJDCnBMVA1zxP+Pkvfo6YAz7/k8/w8ccf408+/xNea4mB8ykUeagsx3VcDVwmQBI+SF0plYoEaG6uLe03ygjfgNClYS/YFbSeE/LjRVJWfknvy0AB/a1+fXmdHwQTtQaVz+nKa8S9lhnVJgvPMTMre5OgFHtZKemu/JTJeg7Rv2RygLIEMgJYgTBARaN/aMlbn/v0e318SCZVM0nbOqk6Ed0yUHXQsWWNasarfnzOeev8WD03l8LECCCYQOgJN9KU3hPOr41vnXPwnLBQ8E5OTTJ5HNdapJyhOKlRbg14LrSpfN4hhoIYiUPfykBtkeZLOpgS38uxUifdhBQ9z8bIY+vES86LJqJ09QYXYqzXrh6j9b1+bhx+aIw8d07bebC9pxJM1rV49Weu2wXUCdp2HgK4SPx/iEfOmRFKuQ+JmsFyzUfdp8XYpvQhyaDnFQAGVCxsrEGbG36GYrZSAdlDqVRqYAhVp/5NSBHzTI1Fydqf9OeZx6VWBChQz5GMzP1H2pY2WaMVba5sK+7YGc0tC4A9jPQ1Sxluccg54Xg44vHxEYfDAafjEcuyQCugbXRZskL0WOaZNlutME8TGQt011DKFBks2fxTj5cCynDcnlOC5ybhlJFk/sMl6k4blbBt61yldVXqfJ6fA/X6vZ1bwOUcqIEjYcozMsuJMrNNFRKaqMcSGUNQMGCkpQNy9Z2er7VG17XkEtZ16Lsefd9Dw6DvupKQa8NupbOj4AwOQIbxCumZNRgg63SSeHPtIveP6XMHZAY25FPkzNdY9qA6qMb6u5xhtML11TV0Bjz3QjuNI5Jf4HJE9AuQJTDJyNEhJwNkWutdjlS0z+PaGmIrfdty70AL7zzabkLX98UMxTYNeu+hLTX+pV48LfVEMwZZKRhlgKxhdFOSqMAucnfesyHID+igTGH9+Zl99fmfq/tXBYJ/tzdegQFhjGX/FLfPeg6tcyAha3mMJpYHZbZcJIOZx12Z6/zOCZKTseFSCOUxUp+0nukqP8yoHOxYPZSzuPYGtE0scYu1luqF2N3OB0rEMjTbrUuPuYR58Vg8NQMGFLPtEcboUpe9nlC9xz4FZ1YAmHrKgZl2AbVrx2AC6MG28cywGY2useiHAbvdjpIzYwnAdpH6HvB1U+D6V6kx5+tijIY1DYFPAq6bDAVi16Z5xjhNcIFA7q1zXtM0gMpIOSDmirwQcDSvsY44LZ/PIw6PB7z55g36rkf4cYCt+noKKC7Xqr5ml+P3cr1fn1/H1NXlf4aRqvL1J3Fv/f7rk1X9RxDotFqyb8/5Dzm+FyuRTAQJ5pxz5fcS/HVdRygnGxIcj8dSQ7VFy+v6FmIvhJl52jtIgkYp1s1ZekrpYjoA0E0lROby4tJzqMZCMWsjG+tzScn25xpJrc/nQ4OhTh7FaGEt4rt0VquPvFkgtp//uaQrV4ICsshd5YTOLYiVs1SIkYuNDTeRowLjeZ4xzzPGccQyzfDOlQa819fX0FpTLVP0SKdz6VKdY0Ri97F0zOXev3z5Ervdjhdmoqudc6WBaC3NW5MTYc1WdEQpWaSlgFSSocALHUqy3XZtCcIyd7f2gRCrcRyRUkDbcu8sLlZtGupabpuG+rpXCYscci1lPNYJitQePZdg12NlmxDXc0ESI3lMw7al8h7OuYvgU5iFOtgUBrNOrOS1t5/nh3SknLG4DNP0nIx7ctY0LbrewDQdwMHC7d0d9vs9sT4543Q6E9PqJkomuLFi17FVrrEwhq7T0mQETwXCCoBzM5bF4/7dO2Iw5xGNsbjZD2VtWtyCaZ5hWMI3dC200TyuWry4ucKw2+H6agDZRbcYpxnn+3tM04jj4RFd1+D29pYMJYzB8fCIeTrjl7/8JR4e3uPN11+RM2BjYY1G3/VorEHTGKQYcT6d0LAU7c0331CvkKiw211jf30N2zQYBkosl2UpSVVKCbcx4Rut4T3N3xAsufJlIGCte9KGNvEUE1KkQmtECeo0AxT6CTBUS1mBdW7V/c1kDG9dS1dHylCK6DMHdAUYYpML5wN8jHDOI6aEYb+joEucpCi0QUoJXd/h5uYW1zfXePXqFYZhh6Hf4Xg4YhonjONEvXrYIexwpIbB+ZECJGcUTNLUg88wK8rBhHeeaoXAMqamwZAi9vsdy254b0gZiRkCkhaukJ4EK5r3phADGqPxZ59/Duc9Pvvxj/Hm66/xs7/+K7jxiHkckTXxCMaQTDnmgJwDsmcwYVmRXQm8NBe1SwJubANlLKxtYaxFNwywtkE77IkB2O/QtB2uru/Q2BZ9t4NRBkaRqcpu2PN9VoWVfP36Nf5q6P9oa8V3cShsmt7K9w+s78Al4//cz9965BU2FIBAwE1535zXxq2rGYU4HSvYyA6zSuIeHlIayErqTDiJYLBGcsWSeqTMxhLEAnnnoABYI/EJoy681mqlyhjKmRz25tlBouiUgGmcYbTBsvjSe22eF8zzgvNEypRmmREzmf7ESC6g8+zw9v0jpsXBeQdlFK5vb5DyEfPioNK6duSsECPVpMbgkRLv58Zwc3Ea49Tziev98lozLHI+US45tiWfl4XW25bmwkev7/DxJx/jRz/6Ea6urqG1welwgHMzbq736LuOHC2NKe7BM9dcpphgTYNht8PEdVEk9yOjjBgCvnnzFr/76isczkeMy4ShGZChi6FNP/QwQUNbIE8RKXo0lhj1xDWw0zjBh4iuo73y/v09cor4Z32LZZnx6WefAgpo245AKZayKy57kLFL4+5yfK9xKFjxs7JXsoQVuWllpb4mOtuE6ym4THJRhWLexANU8WAlcOqSYPm7HH+vJEop9b8G8L8EjfC/APAfAPgxgH8C4BWA/x+A/1nO2f2Br1e+bxcPObbJwIcSk8vFRq0LALY3T138ThxSyibNN1doWNFTXmbWFbUtyOsz5/rc5wEuWafn0P/6q5Z11TVkzwXS22u5vVb1Ndy+7/o3lAVYKUXMEwcjqL6bFKGhkbUu/v51HVctl8uaGu0VJFetHN72XvoY4SMhkM45sgaWAJ+DgRjjJYqcL5mlGgG5ZGhqhm5bW5FBL7veV1pcL8fQysoR26kNLZwrosKpaHU/t/VMkpxs0cB6PNRJjVyjLbO4DSy3Y22bsAuLKT+LBFDOo75v28T8v6oE6rtacwgtjNCWEMiYMnQWIMaiY7tXZDJbIFSWnttYA60yZueQU8ISAG0UbDSURCtA2wZNo4HUwGpFNUxKQasEr4BOLOlThLIGfd/CaANrNTE7KiOlgOgdJWRKo++pT0nXWDSGZXApMrsbWK5GZidkfEKyUO+pqeb5dMLDwwMeHw+IfO+M1hwckJ32MPQwhmQZ1ihoRYyXNhrOOSg9AsZQd3tmpGSsCTtptELXNtjtdghRAgkyLlmcL8BYnay3uSU0VQlLKuY4z9eSbte4ej7Wry/JvxwS5PgYIH3fLtaqsI75xTk4Ty0PQiTLcNtYMsuo+sIMux0aa3F7e4Ob2xu8uLsrvWJ83wE5UVNwnxCTLzJFCjzJAVHWQqmFo3uwOheSyybV5VpD90w2tCRsAsE19LNGCRpERlZvOzlR01ytgMZoXO0GjEOPoWuR3YwlOIBruVSirmSp9G+t9+bVLdCC6vRUzkBiFBsZOkXEnJAjrfmee/Boa+GDQ9N0iIFAnqWbYJSF1QT4tE1bXDJFhiNgxh/j+C5jnHqPlXlT+MIPJEzb9Xv789MjywuuryXvgTUQlVq59TWexk85JUDz3oIMqIphyLnkP7UlNCXpqpxHSlVpQNnXKnA5MStVamhkn1q/YqTXbRpq5ZAzAaAxUGlC07Qkd04Zbdch5syyaJLaZp4HBJw5eO9KgtOxxD0lqd1ZA/+uIxAysNOgVqbsmXSOqsxPuYyJe2ORsUSG1rIPr859GVjBkN2OAKyWpMLOezJbWWbs+g6RDdG0JvkeOVwufBeot1yIEYtzGKcZ0+LhQoIPZIv+wKoDkSSuGS7fB8WOyaqF9wu8pzooBVprskIBlQCK7SK3gXl4eMD7d+/x9ddfIyegbXu0DTVXF+n7ZbyFqvxFknK1JjMbelapipvMuPj7JSmxxtzyms9NC8VjUympY8ts6w4YsxqQyXvX7/Vtx792EqWU+gzA/wrAv5NznpRS/2cA/xMA/0MA/7uc8z9RSv0fAPwvAPzv/5DXtEUusdbmyFGjjdtkqw4sa3kbQCidoML0mJWp2X4Rak+61VIDwtdS3FYuz1U/udiJ36MO6qtr9mRQ1Z+j/pz130rjzIoNEO3uVs63fb1t4Ft/fy744D8ATK4TVc3UPgB4D5MSlDGwiayTC+MBQDMitWUDybJ0gVscDPdb2sVhTRzkf5skaJwnnKeR3NAYVRdJiFKKXf7WouwtKl1fE1VQUklEUdDntQ4qo67D2BpVaG2fTLSU1vo8YxpIsTwF50+lqXIfhYGSRbl26ZP3rMeqJFHbL/nc9Wet77P8jqQQ7slryjiROhW6zeSquE2i6jqUP3aPqO9yzUkpY1ocWrTMtkUYQwYKu92A/X5Hdr18X92ywERafLvWICVgmX1JUCgJNRiGHcz1FUxPneb7ZkDOGbthgFYax6OBWxZoUF2AUhnWKtxe7/i8IrwjY4XoZoQ8o7E3MI3G7fUew7DHfmhhG4McqYfTtAQkEAs83N6g++gVdgN1ng/ewS0z3t+/w+HxAb/97W9wPB7RWu6PphUaq9E2BrvdgFcvX8B7kt12rYW1Gn3foet7jNMZ52lCcx7RNA2Cd2iaFv2wQ84Zy7JQUNO22O2o9qXvB0zzTH1QnMPhcKK5oi9r99qWaiIWRwXlIZA0Be0lSETJbyjfgRVgqGsPZY6J/FuQYeeorkaYZAF8agRZrI2nacK8LBjHCS4EShyNRtcNkALvvu/RDx36XYfPPv8Mtze3eP36I7hloR54sYPWCff3xFyezyOz9MJ+i718gtJA01o0DX0V4MnTVz+Qa9YwDCQV1CQ5LTWT3IRWwtTt/gSAPTAyEtfHIno0WuPqaodws8fru2u8Xc44hBk68d6Yec0MsQqEQYmbph51Rhl0WpcgbQUmEsmZU0BUGsFRT7GsjrQec5LUDjuqqWp7kgWaFn3XkTSy74m9aptyT3+fdfJ3cfybiHEuX/8pMv8h8Hj9WeKE7atR0lKqrjhYX59RxRYl+Vl/D97nFe/11HuJapSyycialCiFOOIknerAeS9IGVkpZtzoHLz3ZG/OLQNWWdbqtitW6IljDOnpJPVLwSdYq7HfXXGQrJEiOf21XY9h2FN/qKZBVgZdP8BYktCaBHgTodRI8cRE/Ziorlzj6mqPx8fTxR7XshxV1gUgX8QT3rvqb5dxlADFa3xGv+/7PRS3vlCKGNp+2OHFy1e4urlB27XcT+6E4/GIZZ5ozzAGx9MJCsDj4UDr0jhDa0OOwFrDti0OhwPe3z9gchEuJISksDiPX//mt/jid1+SvDHzmqBFzkxH27Swu46dQx1KfZwxxLWHiOB9aUUTQ8B0HvHll1+iaRvs9nv8+Z//QzRNi48++gTDbgfn1vi0jjFjfA5rWMc5tcJZzXkUu6fWY/gyrv6wQRcNN2a2eEgqyPlI8paxGgbJAP27HX9fOZ8FMCilPIAdgC8B/HcB/E/57/8nAP8x/oAFRgavfPiLOhNUjifMfKS6+B9rAlUH4GtiIq/xPFMlN1mSKGPSxY2Rx2wTH8lqJeMuf8OHGYXtv+vgt2Zu5G+Con5InrfSz0/Zpi2a9RzTIY9Nae1/IIM4a30x2cALbFSKrYpBzjUaiDkCSazNI7uEzTifz2uROTf5owxDY1kW6kmAzBrlNclQWkPxOWlNyMga5HjqgP4MM1QzjFu28RL9RvnSbKcuQZi1tvTfkYW+SU11bS5rmOr7aqxhK3i6lrUhyIdqjmoZ0pZRei7x3ibd23FRj496vNUB5nYcAitKLwnXc8nWcwnhH/n4TtacOhiHYjMTDtAAwDtXGkda3lScpwUeHVlaK0RolWE0IanBOcyIyMlBZQ+VAxrLjE1OMEbj5voKaT9gP/TwzuHx4R5aMbgDWuu71kLtByzcksEtM2L0GHYDcorYDT3a2KLpemoUmTPZkbcdhqHHfr8rTqLLQi0FxvO5JHuE5HP/omWCGnrsdy9we3uDj16/5l4gD0Am++zdMOD65haH0cEHQlkBYBwndF1C2/acoPgLIEDWdADssmVLkhISOcxpTQ6EWmlARWojpcIa4OGy/jBzYFavk/XaWCf4ABnPUHBD5yaSmJjiBWgjSLgwQmolr6k2KkXESHJvqIV66OWEpiH3RaM12raB5Z8TSCIaomdHuQXez1iWidto0Hv1fYcmEmsVYirGODFElj1x36+UMPQ92q5B27RlnOaUkBQFGVRCIaoBWj+pVUTmmDZX0i4KAhd242uUgtUK1/sdpqFH1zZsKETjhVrgEaskfmGEFCfoBCgYJB8hthYpZSp0N1TTBG0AZZC1QVYa0OJYloEU4bVCCh4pBgRDa3HwFvNsMc89J5ZcaK4NQviDxC3fxfGdxTgXS3VGuVb1oZ79qdqrsWZeF+t3lp06X7zGJbq/ovryE5ms0Het1r5CWjELoKpzUuv50LK5Yc4gcr7L+EbYlzWavQTA18dQpOtZsnY4nHA8nJB/9DFJmW0DpVB6RgIMOnkPKcFo2xZQBvNCc2/x1K7CB4+UqfUJGT4sxC4ZjbZrsNsN8D6wxF6k/LZIrJV6anwmgLx8njWmuFQOGWMxDNSWwHkyoDLWFBZNAKhpmnFuzwAU2q6jZCdnjOcRhWEG2DHVom07GEPW8ImTWQKmDJZpwcKlDt57NKaBbhi00grc6xrUzoTWmK7r4D01Gw4hQCt286zuJXIu8VNMEafzGV9++SWurq5xdXWNru3Rtf2zcUsuWTT9+yJWxfpzGZ3VQK4Bh5owEOmlJFPbmKxk7lnV+ftmTqw1rvUpyPn8PsXNv3YSlXP+Qin1vwXwawATgP8niNp+yDkHfthvAXz2h7yeUgp935cLIDe/Rr5LYpRzsdDdDuwtms8P58Z+TyVQwFpLRcxAKM+TG0cX/zKwXQNLmjw1CppTfLI41p/zud/Vn7FuvipBfV3bIp+1ZiKKlI8Hn+jnLwfxZYAtAXtdPyTSOq01wEW+WZ4DrgvLGZ5dwXxjkRVgJallF73xPOJ8OuNwOGCeJupgLvcTCQnUvM0YAyNOdplc0rTl5C0l+NAUtksCKOcc9WUwpswsOX9x49smUSuTV9kLq5qFFCe/jBhbRMXjIK29qWp2SN5j+zP1JKPeZJLw1UmU9IeS85TPVKNade2RPOa5cbNNhre/2/5tK+VbN6K1FrFGjbb1hvKaUsu1dfD7N318l2tOBkoPOmstrvYkyeraFilFzPNEpg/eobMWRis4Tz2e1PWOxlCO0Cqhs8QMT8sIv5wwHoHoRoRlws3NLdWaZdKrv3hxR3VIUDifz/iX5wOMAlLkBqygGqj90ON4OmEcE87jET4EtpWe0DYN+mHAtQKgDABK2ndXV7i5ucbLF3eUNI0jxvOIx8cHHA6POJ9P0EahaSz8Qp/t8PgAq+9we3uLjz/6CD/96ef46quvMI1nMqRwDtdX1/jko4/hv3mHPC+YZ88WurTZXu2vEULEPE3QRsNXvfn6viM2yNoyF5xzmOaZxpi1BRBRxgCK6jASW85Ksbe4c0ot3zaJerphr46k4HsdY8A4jqukpEiw61HBQIm8lmI0EwkhUIITIjcYzx1ZBGsFYykYs9YALMV0biaJTFiwuBHzfMY4njhAodrJq6sdMhRiAuaZeuXlTAXosp4MwwBjDHa7Hm3XYhgG2MZCJC4xBGhjkYwEF5pkokpBpVW6jKyATAlqYifV8+kIawx6q9Fohdd3t1hOB7zvOzRGw2oFrTncjwv17tkG5jEASSEEVYDKmDJiJlMWYxrAkPU/TAMoDbAkMqeIFA2Nf63hjYUyGaSoooRWmIHacdS5+e+wcvzrHd91jFOW41z/XCBy/r0MxnpNrfikvPm5egynryA9zPpGF7mbJGAAAZUSxwi4xyoRrTUxiKpOpPgfOW9OoQISGXCi36USO4DjB4ml5IhFIyovqLEsHgoj3r17j5urHf7hn/8ZrLFITQelQG6QlUPzvMwQeW3X9Wg7hdP5Dc7jiPO4wIeE2ZHRQ9/3iDHBeYeQqO9T3/e4ubnG6XTGOE5lD+x7qh+e5w7GrM12nwPI1y8yyZH+c7JHXt9QvdP5PFIiyJbmbdtST6pxxPHYQKuM/b5H33XQmmLKx8MZyAltQy6cLRvYDPtdAZliImdoYxsYbfF4nDBPC+aJ3D6HtkeymXpN8eVXSiN4Dz0Q2xvCHmBgqU6iSiKeExQrHrTWiCni8fEBP//5z0s8sRtILbHb7QuAVo8PYT0lvq4TojUmZWC7JNyXI70GvnK2EP6V9oFLQC0zQ7vOhbyO5XXUVoO5KsPY3OcPHX8fOd8LAP8jAP8AwAOA/wuA/8Hf4fn/IYD/EAA++uiji4As5QzlfcFVEtZNLbG1bPH/rINkTbp+co0La5KRI3LSz1wUYSAsUulHoJCiyAnXCaO0BtVClhHIr5HLr4QWzNDIWUOnVJYzmWT1DakTRAkUPsRgSeBaMwX1UTNPGRkqbTCtTeC/fS5/EpShy4lh5sVUnGbkfAUVNo6uneHieg0FtziMI1mbj+dzofSpYbEuxhLKaECvlK2BvUxQFVPKeq0PaLuuIDGFgVPSj2ddzOqEpbZlp88LFM9OANpomLzK63LOCCzlrJsKP2EDK0TWGMuSk7Y8vk7w5XPVtu4iLZqmCTnntamxXaflNrGW79tEa3uf68TrOcasvve1NJDqakg2I42FtwsdsLJqUqP2xzi+yzXHWotd3+Pq+gpN02A3DGQkgwxwrZHVGqphkwgFdIqcJI+nA/Vn8mKoYOADFTTHmBBDhtY07l69eomb6yvc3N6g7ToqVI7UP22eRwDC2Bi4xZGhQ0NugLv9Dje3NzhzYe/V1Q31EdFUu7ksHspmaN6sQgjE7EYqEjfGIGVKJMZxYjt3sQpXfO4WbdeiGwYoozEtM2xj8PLVHdfrZGQVMS0jjAa6xjKosQZHIXiuscosQSONvqCwigEMpTV2+z2atoVi0Km6OcigusKc2ZHOefjgMU0z1VMty4X09rmawm0yJeNa2hjM8wypGZLi5xVU4DoAZl+k9qgxFslWrLiix7bcAyknYiFPhwM5ZClKqqmOwwBoMXQdlq7D2Y5IiZBcbRTatgGg4RPVQzjPReMJ2O/3GHYDFLclMEZDG6qDKMGtIse/EgIwaKgUaI9UqexVmYZ2KfZXjABrrEg6JBDPkdcCQ/tnJje/bHVhGyTISRx4pZyhNFthG8WvmwFELjin2lNC+QKgNJTxUEojGQZjtILSdN7akOwm+rWlhlJUu5n/OHK+72y9AdYeXZW0o47dNse2/mn7Z8UgbxX8feA88uZfF3OkBu1zZqdcjjVigOL1KitNg4dBBSRwfyGK0lKi5+qs6LF80jkRS0ItQhIkJM/VeSmlCihOwzbB+YD7h0fcXF9BKYOm7bnuGDCNgW2IiVHKwrsAralONamqVycEnI6816bCAmmtud6uhfcJwZPB1DhOBN7z/qmVfrIH03qhABh+/YycI5SK7AIYWaKbudk4EHwAEOGWBU1jYE1PYFjfwxiUtclowFoqQTHGom0t/LIAUBiGPa1HHTFQbdcVO3ijLbqmh+kGKNNAv6e6V5EXKt7DlKI6IFr3RE6ZoKEwcP83kV4vfM1CIC8Aut68ThsB/6ltwuHhgN/99gu8fvEKXdPgJz/5HF1LFukAtRciAF3iWwAqwzCjqTKKLfo6MHIBurbxx3Z0bxmvJ0ByMZV4Zi6xSUpdk1fH5dtZtD3+PnK+/z6AX+Sc3/CH+L8B+O8AuFNKWUZqfgLgi+eenHP+TwD8JwDw53/+X8vEBJFEIcRUOtpnRZ2dpbdHQkLknUIBMBrs9W9hDPXnUQqIQZFlIySJUryBVGi9ErSAggKyTdXISTP7QK4wGSjoTGb0D+VGMRPCtLjJCgns8gdAP5PFyvtvWbMa5dgedT1YHRw/Yafoal28xocCaHlO/V0OrRRgeJvMBogRmeWUhFRQwag2BiZFmMaQFADk1kVJ1Jnc6/h+tYxOi4tTSZQ0Pc+yDtbahhIbQ4ulbWxBoTtGJSVRKUH9JqCSx9TWxqv/UD1RObkxFmglOcjwniZ/YaoKc1NZKIvcgZtq2iI5WTd9ueZybnI+ADDPM/W5mucSyEmCVB8yTp4LILf380NM59ayfJvMS1+vWnLY9315fD1WgVUaKSj5H+n4ztacYejz0A/40SefoG2p/sL5BdN0QgIlUWQhbqE1N7u1FikFPDw8wrsFwS9oGoubmxuE4LEsM5yLWJZEyUlr0FiD6+s97u5u0bYtTqcjvPMYxzPmaQRyguZamHk+4/B4j34YkHLC7d0dXr58iXFi5yXDhgacRM3Ow2aFYaC1MQTqaUJMy2qU40PAeZxwOo0c6K4bim0smrZB1/dQWmNaJpjG4MXLO64DjUhImJYRWit0rYU2DVIiOR9ygg+ubExUb0TOdxnAsNuh66gnkFWKWJdI/VlioJof0a3nHMqaFgI1P55nkgQv7PQpLJJS1Gtqy9yWuc5j3LMttnfhwpFSggCpl7V2vbZaK4DNHawheUzKPLcNuSxqtge2zIZ773F6fESOnHwrBaMUwCxm33UY+o4TscqAo2uQoaFixjQpakTOjmLXN9fY7fewTcvBEDF5MSXkQMyl1poaFyvpc8XBNVu3kxkAB78ZXOtSsilKJNXaSJ6Q2IiUA8mZGk2upzFDa8Ciut7MfcQk6xNzILoCPXNGgoCDCjkFZCjk6Hntp9piaFN8MLKKSCqgaWhPrw8Bbv4YNVH4DtcbpXROSBex2EX7kM2WvwVc14dVKVFhtH5/oPfk4L23fpYYZ6WcoLg5NiKt9UmtLRAyAGgFndmJWOVSW5hzXs0rhC1IkeuqedypyzIBVc1bANSmwUfcPxxwfbUHtIVtemjnKYniBuBN00MpILgEY4CkMyLoXETVkjO52HnnEBPFeCIH1FqjMw2B5kHhcDhCKaox9CHAsFKFQPnE5grSKJzWjnpPzrwOSGICAOgAQME7DyDDuwVatbDaoLUWQ98BOSAlqkHOKWDoW7QNtQtomxajpobYu2GPrm2xu9pT0qk1gJHdCi26dkAz7LkXlEFMET4Gdu0jkwjFT9NGcRLlCVCBQt8PGPQOzpGJxbw4eBcRA+0nst7GHEsqnDNJjw+Pj0DK+OjVK/Rdi49ev8TN9Z7BMZB7ckpI7BxKymmW/ALFwbg48HGsVg3TJ/HOOj0yLh2Y1xIfeVzpopelLREBGpV1RTVm/27Ow3+fJOrXAP7bSqkdiOr+7wH4zwD8vwD8j0HuNf9zAP/33/dCOQMxekzzBLC0wbMLXIZGVgqJEcCkUdHVoG7qSkErsXqNMCyxSUohKgCMbC0pI8aMyGuZOLpQV+uEEDJSzIhJISWFlKVnDABJ4jItCCiyBQ8o0q6XzUhrGNDiIBNvRYBX9L+ulwFW1LSuR5Hj8laDNnN2zRJdc41JCaKDDORIgb7hJECK9sr78mIXYuBO9ppZKcFz6AdtiMJNyIjBl88iyYxmKcDiFjZ8CEhYi7wpiTJM3hEDpZWGaRtGOHJhQqRw27Yt2qEvzW5Ll24+R9qkM6NPW2nmtkEsgbMhSE0F1UYEsRNnVpEWKMXXT/G1pOBF7rOgZ6WHSYrQnpqKNty8zxjDG34qSYhzjppUPiOFk3Otm+vWNX+CgskGWyfgxRmN0XJhvOp6JnmuLPK1jTqxEs3FZib2+XJPAJRWBPV5/aGLzXdwfGdrTtd1+OnnP8Gw6xGCx/37N/B+wTyPiCkgJUJhtQaGoSMJXqORs0U/tDBWAYmQxE8++YRQxKZF8BHeB3z++Wf48Wc/wsc/+hH2t9fQjUbMAcfzAafTEb/6259jGkecjgdc7ffc7LbFn/7Zn2IcZ5zHCd+8fYuH4wk3ty/Q9zvYpoPWFt2wB6CwuIiQNeYlwTQJjc6loeQ0L5inM87jhGlasCweC0vEoAx000Jbg2HX4fbFLbpdB9sZZJ04cQrwcUGIDmoEZj+iNQOMatBYA9UY9HfXBGDxGjT0PcZ5QRgnIJK8ZJodZheKfl8bA2UUbNtBmwgoYlb8QhbFxxM1QD4cTziPZ8zTVOan0oBRGileFh9Lx/nIMjtigVOV+K8tK7TmNTYGSowVMWWNbbhhrOV1y7MzocHQD2ibdq1JMNIDjmRuOQYgRmgAVmt01hK4pDVypvq5l3cv0NoWWjdwzmNxATFmjNOEEBPmhRrt2raFMgkqkmtjhsK8OMzLUoKDpFDO1UDBZAIIU6BERxla50UkQYEI7RHOcyuIGBFSRAb1wTqPR5yOj/j63Tc4jCdkAKNbsEQHfjXYrqNEONcgIu9FyFB8z6WhslKqyMEVZa3g2Kk0Vc6gpColvwKJBJXCe4NonoJF2fuyr/4bPr6z9QYA24JXnwPgSLBKfkpiBGy2/LIP54vH5s0DAEH/S+YMlEh0vY56fbpaX1s4Igp0A5AoLhLAEwAi9Lr3aeqJRyEZj0NNsv4swF+KiJGDdWayyp6rFSKoJlrxh46Z5tWb+wfYtsXDacRwdQ3TdEgp4nAcsRs67LglhwL1wYvsjJdyRt+06NseCgZz6xEC4EKEZ9MwDcCHgGn0WGYCgfp+wM3NHTUG98SAZ5C0ltafypa9XHNqR5Bj5CSU/i7zLSViauaRShdu9jsMw4CXdzcY+g7ezejaBsN+D6MztMo4nY5wbsLrl3doWQpotCYGylpoTWqr+TxhWRxSVNCqQdNqNG0P3TS4f3zA7776Co+He4zzEVYRINEPlpIXjqNiBAFNPmDXEfN9PpGT6OEwY+E2D4DC7BYYQxLtIm+OGQgRiAEqeRzev8VXVuOzH32ErlHY72+gjIFbZiIVmpbGkQHfe7milJBSssmW+jxbaN1d2VOJRep7IXsAwEl/FZ9w1r/Gbcy6V9RCYRdrtVcdZ33b8fepifpPlVL/VwD/OYAA4J+BUJf/B4B/opT63/Dv/o9/wKshMuUK6UAdiVPJYg2pDAXOnBCBmSTdtDAK0Ik2RWQaiIaTqKRoUiZG3lKigZ0ytSRJKVffhZoFF2zXabBmtI+D+LzKTqAyZfjQ0EqCbAMW9q/MhVpv0tZR5DlZ1cWxycapD8eqaaaNqrCWco+YsUtFG0/760qfi/wPGavMJV8yGrQuqHUTBC7Ql1pWY4yB54L4mEgTrS31S7KM3JLEEmsiUtgZbgjLcjJrG9gKe1MAzucznKfElVjKtW4CWJOoCwZqw9aJ61XKq9VwmXRAQeplOxEJQ7lWBbFe6+IoGdOlx1mXe0hhvSTLtRwPwIW0r76ONdu0RSMvaeuVIZLaj1rCWCdEF7MtP3XXE/auXjxCCE9eq9ai16jNH+P4Ltecpmnw+vUrxOhxjg7n04EbQk/IORASz3KifrDs/kRrUdM2VCePFvvdDi9evsQ0TXB+tcf++Mef4Cc//SmurvbouhYA3atpPuN4POCLL36DcRwRPFnufvTqJbqXr/DxJx/jm2/e4vF4wnI8Ih1O6Pc32FkL03QwpkHX7ym49iNSUkBIyCpB21QaMjrnKXmaHZzzcMxSGcPrh6HeVfuhYYmdhbEaWSVERMQc4JODDzPUAvjooFvqJ2JUhjUK7TAAUAiJgJK2HxBShpoXXiQyFh9Y6qNhbUY/UNJimxZRk8GCZhvj4EnaOo4jzucjzuczpnm+WF8ABrPV+rXalK9SRXK+4zpDgHqAKbIvzhlrP5IMKGiqBeGaSWpuGaGgYLRB1ygka+EWqsUyWlhd3gdSJEaR2SerSQZorC1x6fX+ito6KA3nPE7nGfOy4HA8YXEB47RwTYNhqFhDaYMEkO3xvBTpoTIMKmpN+xJor0oxl+AjS5LDBeSaA4WcSFoVmWnIjNzPy4TzdMbD8RETBzwxBGQfuVZGo+GGuSHE8joAipIAhhzcVBJzDl2yOGHnZa3WHJjW7qUqJeTA8q+cEI1GEpZCrTYGkVsL/Js+vtMYh7YJYgPkFxVjc6GOKCfwzGsULUW+/HX9LyVvltf4Beuersq1VJvny3lmELskJlBVCxQoJGWgskGCguaiflHHZ8XSvni5t4rjrbxXiR+YFYgpF3t0yR8PpxFdf8RpmjE7j6v9DgjANC/FBIxnIUmIl5lBQWAY9mjbDsFnGO1wOs9QyiNmktlqADlELBOZ5eSc0TQtdrt9kUVL7eUKYG7NvWiuaaWRFIMCJYlab0FMGX5ZoNoGu9tr7HcDrvd7dE2D4D2GrkHfdcjZAzmyooH6w+WcsdtRP0DTUAKllEZKEcvENYqJWlFYY7j+sMHxdMb7+/c4T2csywzb77gvn7jkeSBTG4/EbJoxhmrK2g6NXSgODxGRDXe8J/bYWIOcFCLITCzHyPM+YjwdcG8Ujg/vcXu9Q9+1MGgRgkOCQitJFEDkSM7EaPM6HoJnUE5UUAxm41JxsM4blLUupcig9ofn0MXfZESXmGpN1p7Ml2dYYTn+Xu58Oef/CMB/tPn1zwH8t/7OLxYTgqM6qBATfIwIjiQFyrAEjL9nZhNyznA+QCNDp4DGKvRtB60sLMiC1+VMjbYzB5hQSJ42vSxIpTRqjeICxYhGSuUeUHZKSVNOiXTbFb+dUqRNzljKnxlyI8vz5+uc6gbDEsTWBdM1yyB1KoTmPg2Mn5N3XWbe6iIYrgdG/b38e73JF0F3zV7UX9uAvOu64mzTti2zHLSyhMowhCw6G3aA0iWJkoC9DupzztDzDLDTVn2+tQxty/jJ40JMkL4T2/sh6EXJmUuyenm9ajMKkQuIsxrUem+lhq2+P2uxfV+xdytbJucsTFF9jltGqU6Oakaqftw2MZdrsyLqly5923q72gWtZrhqZuqPyELJZ/pO1pzGGrx4scfvvvgC3k0wOsNaYaYjUgjIkWQHt7d73L24g1Z0r/uO6t1CjOi6DldXhODtr69gDTUJvbq5Rt931Pz2fERwDjF4PDzc43w+AVpj2O3w8uWn2PUDuq5DRsbpfEbX9/j888+x+IgQEoZ+B60t2raHaTrYrqdABeT0dpqPGHY7DPsrGNvANhYhJZynGQ+Pj3j37h3maUbwEVYZAAnzeUTbGtx+/AK319fY9z1i9JhPZ6ToEYNDiI4YOUPmLrveorUWbhnhF02F2cbCtgOaRuNqPzDTZIkJWxYo/gzS0DqlXKS6RtOmrZSCGkdmaheESNKXtm2gNJ6MbWtWU5YVQJCibmmyy2Obo1cZtx07K3q/IIMYHQkexI5YQCypa0RWFCSANuGWXcIWv5QGo23T4O7uBm3bwgeHED30ogsS2nUtrG3gAtX0LssjpnHC+XTGtCx4PJIrF7TFMAy4vr6GsRo+eCx+weyo3YACsMee3Oq4Fi7FyBIdkv2ApXwZQERCUiCUP2csbqHkCCxPUnQNnScmbJxnLN5TOKEr2bVWtLcZC51IYh84CdBZuAu64llx8K5IPqXNum4IExMaSpZCDEgxke10yECUPROU4HJydSFFhjzg3/zxXcY4qlqbabPI1OAVNWKO6nuV6ii2DlfrY3L1dwE6vy3Yy9VjCx9VSelqgJa2F5Hj5QtFjlJPVQ4ZXO9GylGqCeIAPadEMUuWRCOziuRyjxOJlVyK8zjDPh7wN//q53DO4R//o3+EpulwdXUNoxQeHg7ougZD3zGwDQzDDo1tEVzAMjscHk80nln58+7tOyzOo2ksnON+cLPDODmkFNG2FrthgDUGs13bDBDAS/WPjmu8nV/KmmO0hmH1C8UXCQqZ5r0xaLRB17a4vrrC1X6Hq90exihM5zMMMqzOGPoWXdeivdqhbRtqhGsNqWxYUrvA4XQayQF5ciS5tS2iJ/XE+TxiSRG/+MUv8bN/+TOcDidqF2Gpt584DQ5dX9QwV9fX2O/3ADTmyRdDisU5OBfKvKbm5AHjNJEVfox8s4G5seiswfHxASk4/ObXv4RzE4y12F/foOsbZCi4FKi0RmsYUJ1liASmSC+rGBNyUtAtj7F8aXFeu1cXIICzVgLK6nhNgAKuA+bYnGThBBbImM/5sl9obdr2bcff1+L8OzkI/Mil3iayrj/HiAwNcgcCN/8iDXpUGhmkHU9I1OxVGwi9qpSGitQgjC4UMQwGivpdgLeZkgjQuZRJzr+TlIImfuJzTOykVS1YtLJzBv0k3eXXviz2l0BYNu06+N9+SRCsNCUKcXNjtwnTh35fL5YfWnAzCIyqB+62dqv+TNsvABc1SQ27dck2m3lRkOthrClBVR2oy7nWbJKwRB9KMvTFRrWyccikty0JVI3kVRMu56fXTtDt9XccXAhjxS8l9QWEDF8mzDVDVhtVSHBYX+eLc9+cy3bs1HVXT+7jJona3q/ttdr+fesSWSfh27H6Qzu0VmgbskpO0UOTGSWM5Xp8xS5XGeg6i6t9D2EejCEk0HmPxlKNXqMVuqHD0A3YDXtoSyYA4+QxzTO8I3fKEGizNlzD+eLFC3RsWa2g4Bw1Hx2GAXYhPXtBXTXL4TStgZmlL94HdCmR1MOSgUPKVAu1uAUT23oTe0CIWwwB2ZIEb+g7So6SJwfNSF9IhDDqnGFAUjVjFJZpoSmlFaxtYWwDhYymMehyi10m+WuIkaTTWdFmnBPVGmSa6yigBzXVzeDxn7m/nyVzl9LskhkJYZOoaW2qZHy2JEI5ZxiTIfa3BQTQAl6gzIFLwOaZNRNAkp+zKvWXEshSKyQG8LhRsQLV5PIWg7brYO36PiGQy6hjt9FpnqCUgTEJfT9QfbBSiClwQ82AwGxzH/sKeCEmSUknaNnTsDIcWSUOnnNJ/oG1yS/4ukshOjlyEWtnjKJERq1JKipZE1dc0TvzuroCcGC5V9XjkJPakqwqhai4macmK3ViNPRKrAjjkEnmlX6A6w0AZg7VRS2U0qB7p6p1NFWJEUDPweUekPG8YytQ7RvP/X1FCT8YFyglD1uR/vWE8kqI8WNlDFHPKLlXEi8wAEIB2Lq/bUMnrHEHnyBcCJjmBW/fvsPVfkcAjCUwKcWAaZqhFNC1TTnJxrbo+x6H4wmuWHyvLUQmlgcXRi9RTCegvAAwOVuSGKr1Thh2y/Pel7mkNWCNhrRJoUvLRioA1Uobi8Zw7WnbcosCi5xJvuZbB+8bDD3tJUM/oOtbXv843skkG84pw3sC/EOg/llNY6A0AQ2LczjNM+7fv8e7d++oP1QBrqS+26Axa5+7oadmv8gg1YIjwEsaj0Ot7I70xBRwAwpAWl2T53mGVhn39+9hrcFPfjqi6zu0bYesNNLCNZEKlBzlTPsSr+Uy4DKPMSWDkRvqbgF/ibcAPPPvuv0Frd0ynstalVYnxW0S9STB/8DxvUiiAHYI4g+gUobJGQ3/TscIsEVtjAkxE1uEnHkzpqkdg8LsEuecUt9EQYVuNJoMGFAxmzQOTJoKJoMRWpMWdpKCSACZy4IgAblRZG2rFcnQyMGL+53wYvOhY8sMAeuGnspGli4kU7LZW2PR2AbZu4vNZBu0P8ekbPsTyfOeMFF5XaQLalQF4zJ4awnYFtGSep/6fYtMTWlGp+jzCzNTsxzb4Pwi8OdgU4InOQ/ZrJ8kB2XjWH9UmSRNgC6TamXbZOPXJQm07OhDhgFUuMlzjw1N2mJQYLgpcH0Paoe7mmn8UIIj122bRMqx7TO1Dfy2ybS8/qXjDM89fv2a8atZUDGcqBNV+fmiiPYHdDi34Msvfonz6T2AjOvrFjEqOJ8Rg0GIFssyIwQPoxI0El6/egFrGzweD6UJaooR5+N9Qevalxr7Vy/hfaDg+HzGeTyjbRt0XYvXL/8UOSW8uL2DAnB3c0NSOGNZgjcjRtooQ8wIEZiWd8gweBmArt9hiJSYhOBhrcEnP/4E17e3+PFnn7H7X2RTCKrrMkajtQY6aUznE5AiroYOt9fX+PzjH+NqP2CnGxjlEUFGLs2wQwweKQVY00BnDXce4dSC8zgTiHM4Uv1n0+P2xUvsr67RNB1evbyja+w9oDRsQ+YZMcqGRYkfQOsUzWMylBl2O9jWohs6btIdSkNtw8GKMdTH7Xg6QykUpnu3o1oxpRScdwSysSuUD7UZC7CtGazZ2O1aJ/NF2FfD61OKgHcBh8MRt6eResAkXtM5eeq6juqtjEFKGafTCQ8Pj3j/7j3GaeJeZIEezBGkD2Q8QhJESti1QnFLXE0hAOQMvzgkTXVZxhgk23BYq6Az7X+5iCNoH/POQWqsqD7VwCgDo8n1TCOjsRRsFTZBi9sWo75a0ykrWVsi1+RR/UvKCbthh7YjBzJKjEmOpLMF9dkx0Ib6g2ltocCJspLG4qx84MROBGHhA0Dl9/ZQ7KIoZJLkOZkK61H23gwY+nvivVhkbhd7O9YX2QKeHwr46uc/9716JACsLOTFxqn4DRNypJpnqAxwfKR4bEZW99DYTsQqF0AkI6ZQ3ktDcxkCgZiSuIQQMU0z/vqv/xrj+Yj/5r//76G5u8Ptizucj0d8+fYNzfOU0Hcddrsr9LsduraDHmdABdimRYJGDnOR8HoXcDqP8CGhaQ2aQAZA88y9lZYZPgQokGzZaFFdVJJ+rMA+7f9rW5MYqTltzgkd//56f0UJVNtCG+qRmXNECDN2O2oqPex2uLra4/p6j65vMS8OIUa8ePEShuuKCEzjeQcChcd5Qr/b4/ruBX77L/4F/vYXv8BvfvMFvvnmLbqGEiVRMkUG7NuuxdX+Cq9evWJWMOPxcMDpdMb79w9cS0uuqLa9BJoix8Y6E4ATcsA4KigkxLhgmRv8+lcNHh8f8eqTT+CCx6fDvgBMid4QMESGxBAQnaO4X5MRj2KwTClxkl17Vl3GrJdYwTb5uRjSCkDixL9O4pkhFVOKDxEDHzq+N0mUZKS80kNlSaxooUEi1CxxNp4DB26KJQJlE2RkLCcqcswKRhF6q0Coqla0MJHRAiHLhFwSwkloJllCCrLCJ1m+FP9PeiKU//LgrpOaJ9TiZtHaZs0fCoIvn7sZCc8c2yTqOcnfv+7xIRRLjhrhrZmLlMicIVdJk7AzYmxAHekv+2WVQ8C6tBpwPHcuHzjrsilIMCXn+vS15HM+RTjofdbFHoo/r8iUzKU8Ql67TtSAS9c94HJx+H33S5DoD8kzt0n19ngOZdkmrXLudY2WnLMcfxcXm+/TEWPEeD4gRw9jqb9IioDWEdFSzxvkAK1IlpFTpManDUnaNMBW1sA4khRLKfIra4wpgbHcR2ssmsZit99DA3ATbep9T7VzjboshqXrTmijC8Q6heBhk8hLCDmDsmi7jnqHtA1SCNQDJfjqXq0NZHMkKXPfDtj1Hfb9gL5piXFKGToRstpqg6gSIqjGBTnCw9F5eAdSz1BT15AUvHfF0XDoO3SdNIQNUBEIWur7KOKrgyhx3NPMsmdQvzYAZVxrHcucq9czWXsNryFy/YS5yNKEkmtZV/Dn0hZdzu05qbIc27WFnkeF51IHqpVmy3F6Pam1ypl64njnCwCU0wqOaa1KMBO4BspYS019N+OirjMBMklrsuG9CMyQa0Z8eU9SitF6FHAkZ5LTyH2Akj2NwSNj0ViDCIWkVtdX2QaVIMr80pLgZE4AEst0UkpV3Wq9nsn6RiYF2VByq5WCVRxwAYgZxdUrQ9bgf+2p/1/JoRSKckGYHPlJkiAlxgR8gXVeH684kFTyRLU+F5BEKhPanvOzkcGHk6anj1n3yMvxAaXK2C5MJif2ma3MpU4wZ2E7yZRKgQE7odp4vGX5nqu9lq9JjAmPj4+4v7/C6XTGbuihb64ApbgPo8GyOCodABlbkEqHxpWx1JNPz0thRTNAhgz58qOlFBGDR4gBkU22tEJxigYSUlrZakn2FSdSJCFm97cUkRLLhZndEgk/9bwjy/OV/bIXX4alhGXOVHNPpnQCx8W8PljbYDyf8fbtW3I0dR49l0pITFKvq8aS8RUpFoi1O5/P5Bq8UDPikthDxq9iNz86MsfmMVJPzOAVvKa+V8ZanM8njOM1lbuUfp+gpFvcE6VkQKEofGrzs43mq5w/xSiX8Vk5p+p7eTxWYxelnpsnT+OhH0wSlVLGOLoVveeLJgpqBRooOWWYGGlTJ80NWm3ZEY8stnOkhn8+Jl5wGmhlAWuRuUu1kiTKcLYLGpjWiA16pGJhlpaALY8TW/7KIIDSMr6QIpBVAjJbt/Jn2yZGcmxZB7oOlyioHDJgQghrsaNafy/Ple8yKeW5215HNasj51IzY6pudCbnq9dE81I/fVmDUztk1bUzwOocp1k73HXS84aSjLo/kfRPqptryjWQxaVIHJV6kqxtrzP4HpP2le4b9bkQNEP+ncrviLqOUMozQmFKrdxFjRJWdoY+g4UxtvzdV5rs+pzr3k9yyDVbg8R6wVg3NkHSxUHvIjCqGCxJhFJKT4wsKBjHxf2Tn+Va1tc9Z+plVY+fZVl+kEmU9wvu33+Nm9tr9EOPFy/vkGJAcA4uOHi/YHEdJQfR43S4x0NPKH2MlMTs+g4zMqJ3aJoW19dXuNr16BqDGDVSVPj0xz+GtobYghTRd6QX3O12CM5jHEeoTFI5rQ1ub24BkCvpu/sHnE5nhEQmA23bYrcbkJUqGnLogJASpnnG23fvsEwTxtMRx8MjTscDzucj5umM4BakENA3DRqr8enHH+P25gr7roVKGaf394jeIc0LcmOA1sKNI9w8wUcu9m8bKGPQ7fZomgb7m2sobRCTwtA1yCmgbQzubq9prBiD+4cDTuMIa0my5Beav9NC/ZCqfR0SuCWWh1Cj2R5XVwCQsSwOMabSFPrFi7sy7snKnZKTGGKpwSprLADFxd80vkFJLwMhF7WT3CS7rv8E1kbeUvAtfdSWZcH5POL9u3u8fv0RfvSj1xcyQwXg4eER5/OIcTojhICXL18ixITrxeM8jvAxYZ4djqcjJyMK+/0VhmGgdSNSj5kYA8aTgW8aQCSOYOZ/2CFZkqFqSUwUF8QnNtTgAFis3vuOGopSgTglPnQ/6PlGN1CWFRJsRuFE+lT1+9MaaLQuNXGi2sgAZueoL1gGoAz3krrsewdtYJQmNgwkH01KIWmDZFb1AxTVxI3j9EdYJb67QymNtusuglJB2EtGKEyHXDtOqDTHRNCqChXlFVDTUAWErn+9nsMlELhVJnxIxSDXXTDiIntSierRiwYvA+B6czIbpxY0ShVXWzk3LQk3g+BrAp5LokiNf4H39/fQWuG/+P//F/jxjz8B/tG/gxQ82q5DiBH3D/eY5wnn8QxrGu6lNMA2Le6GHWLKCFkB2lA7iphwPFJTa6UtvCP58jJPOJ1OcG5BihF9P8Bai65ry34dgkYMDl5lIBqu99NojEZjFTQMolJAikiJmnBrQ8ZTyzJjHkdui3GF3a7D7e0Vrq9vcPfiJfqOGlGHmKB4jTGG1ylN5kZR/AJ8xLwsIPdghXw8YfERP/ubn+Gf/bP/HMfjAY3R5PraWpYUcgwIwC0LkBI57U0Zc844Hg746ssvWQVBca7EAIjUm44MzcjhT6WErEkyTTJHh5ybAra6ZcG7N2+glcInn36GfpdgeCwn0FggEw+SKtuWzccs1ygliW/JSUgAFyEQ1iGqNt8v42FkQEntk1ofJy7aEGZREalSx9UyJr/t+F4kUURdk2ZxZXcKWLFeIp7MWq88jMoZ5NbHtnLrX4qqLleTVCnZUOl1JLNXvBoVLa/I98o55HKuZRHkf9eXuMi2qgVrK+cqH/uZm7PNfOsAt0Yi1cb6dSvH2gbddWD8+/5eEpHq9AgtfJqZ10lc/fm2srF6Aa8ZqO2A3X4mQm1WI4rLhneXjM9z1/dSKlf9UQnC8eF7UF/zXNccVI8TJETs2p9cw+qz18lxfR+eY4A+9Bm2MkHDbofyeltpYH2Pnvt89fnV17W+F/W4kuBQkrctM/VDOXJKWJYJMfRI0QKJ5BvGKJgIBGRyCYLlQJ8YAgVwXy+qr0HOLLElhorq+sDoH9n6m6bhwt+IZaYNOoZYrTMZPkY0FlAWZUFa58zlPSLjAhmXtOLFmDCOI6bzGcfHR4znE+Zppv4oDDwgRVhNAU1jaVPNiWQ5fllWgx2VERWQfEAOgiqzOkApGO6L1nctoAwCu+XN0xn9MCA4R82J24ZrAijIVhHI7IgZpZcU95pRqNezS8dNYY1yRgExEqPN69iO1KIiJcRErQtStX5Xd54BEjIKkqNOomopHz2/RvAVcg7IGQVQkKTrdDrj5uaOAZS4zh+AZYmuFDS3XQebM7IyCDHSWqh9uacZ+okDXc6JayFIpum9J5TbGKQkJhbEBEAJ8prL7zMEIV/nrHy2whgxWIlVuQ5B9anp7vp7kQgKk5Ih+7MGWZqTw5848JGMi+T2kd8nJTZv4vOgpJBk91oplgVW+xV+n9rge3oolLUaAIQdVJwYKSXOiRSUFtYBGzlfFQ/J66w5zCrH/+BpVNd5u1ds99GLPTVzbMU3m0iyanwqUvjIuJAQSOpN1tfgz/IkHaw+En9uiZe9p/qnr776CkoBn/7oR2gsuV9GnxFSwuIcYsroWjLhsl1f3Is1jyXpNbqCNSQ7jEHAcWbtsZ6/xH7yWeTLFLWSfBKee8hQpd2OKq8h647MXQKDm0u1iaI41RjqgyVAZUwZKhKzFVPCsjiEEKm+VBtY02CaZ5zGCffv3+P+/T1i8HwO4EScWJ6Wa2/B60KRCANlX5c1thAaOXFCQ0ByAdar8SbJvwKDK/y7eaIm78s8Q9sGyvQcX9C6T+dQr7XruEt8zfiB1ZyvVEBPEqh17NZzoZwnG6bg4umq3CN57W3s9G2J1PcjiVIayu6Ri7X0ShNr0CJimRZVrK31vDi74IgFgoexDderkItQ4B5AMWUo1rgqpYiBUIBKGjllhJBB+lSyG16WCVIHJX2TktLQkM0JfJ55bSzHPyc8rWepA9NtcPtc8rPdvOt/SxLRmu7ZpGH7u+cSJHkPCQLkceLcUh6T6B7klGEsik36iv4+ldxJoN8x6lZcmarkqXYaBFBQUe99eY4EJtM04Xg8lqBGEqqa+q6TlsvE5zKpIJMRnj0ZJci6TBBWF0Jhauh6yMS8vG9k3ctBqVDxbJVcMzb1ta/ZpPX1L80bBPmS85D7KuydXEN5fWny572/CLifO+pAsR5b9diRBE2OWoIo7FPNpv3QjpQixuM9cpwxDD2yn2Ebavg9LxOmaSRnSWux6zu0TYu4LHDnET//1S+hoPCnf/oP0LYdXr94CWOJpepY6kdNoRskKKQQMZ5PGMcRb7/5imxtuWn0vusRU8J4HtHYBikk2JYc+Nq2w7DLgDKAJmvp83nEw+GMlDKantBWaxp453H/8IDHh3u8e/MNGUR4j+PjAcs0IfoZyBH90KNtDDQyUgg4Hx6RQsB0PkLnBJMTslfws6L+HwnobAdtNYa7a5iugbIWtm1wd3MFKI3FJ8xuwS/+9m9wd3+PaZox7K8w7K6wG1rERAmEzx7BOwQfmc1DAYPoB1VqSlOMWBjd3O12aNsWV1fXAFBqD6ZpRIw1AEOJBrGmCQrkCia9rLSSZowrC1uvEzXYIQDJKiuhuQ6ssWDfU9PXeZ5xOp3wy1/+Cm3b4c/+7M/kjNA0LYzWmOcZh8MjYkhQ2uLq+hqAgmmoF03Xdlicp6TcNrC2xbAbMAw9pnlCyrGoIdwyI0VGl62BNR2UylRcrnUVEEjvlFXzP89T5Tam0XcdYgiYTycsC1niq0z1Dh4ayGsfMKWlOS9Zo4v1cST3ELIr1tSyom0aNE1L1v+OZKAxkZuuUoTMC+sggZOGAjRJoFpD8kSNFVDI3ANI2jn8kA6tNNq+gxinUGyo2C6f0op6LJZ9GSjXSDKoyyRqDWKRQXLdtFqJl7Rls8ZLErVtVbJNUMu+DkqC6WTFuh6X4KGiHlE5US8prTKUXl1cc2aH3CiyRVQBeGaJsCrJiIDcwQc8Phzw//7//Kf46PUrLPOMn3z2Kf79f+8fwy0zppxwPJ8xju/w0euPcHPDdXdaY3GeEw5ip+dpRooJNzc3OJ9H3N8/IgSqvTQa2A09QmNAdYgEzIdAzLdWxOI01gCZTB04KkMMGUta92ljSMJIcvBU2ES5v8R0t0gpw4WAcZ6hNMUEt7d3uL27IWOHlDBNc2lWvCwOb9+8BTKglcXV1TVu7q7xs7/5V/jZz/4Gf/WXf4Xf/PKXiDmjNSS9loi1bS1ev36FFCNOpxNiCjgcDsiZ5LNG0efJKnMirKEz15+rBLcEaENy9ZwTUnBASlCJ+4uqtfZeawWVE96/fQvvPN589TVuX3i8+vFPKDZSxKo5v9ZUy1gVICkEBgn1qjai71szLYl3VqDr0hSL41hkdjGXJL5O3AT0ftp/7veBxN+LJCorhag5GEYmi9SciC5UNIF5pVl18YLWQpTSoMHKvg65LCQyW2UxUpyh82YtrjgXSYwsYnldKKRZLfUdL4tbWcDkvQrysEFysCY5deKyZWG2wfaWqSDW4ynLsUWPtl/y/s+xH9tkTyn+XIwEZKwMhTy3ruOpF/06uK4Zi63MTh67DegliRI5DRWXP2WiarZEnrf9/oSB4aQ3JVm9K0Rmcz22h7h+FXTnyT0z3PhY0Or85NrU0sPn7suHGLX6c9Vyz/oa1PUgH/oM33b/5fv2/evXro+6zuuHeuSUsMwztU1IERpUYJxig9R2xZJeioM1I6jXuysorbEfdui6Hrvdjq8ZrSnTOGFx1Nw2a2oWvswLuattQDB5D6PINcnahvqmlXuhL6Qu9f1t2PSk6zrkhZo6Bu9Jz+7JaS8n2sBhFAXEjSlfVAtKNUOx6N8TpJZG+h2BJTkUSCWoHJGSpmaLnJgE7zCNI7r+jHE8oWlbKGRYS2xc21ikGLCwwYIS1FrGj6zvZnVyo/kfC8hSAAuWu85zvZ7L+F+ZGqDqb5MSkpI+gMJKi1snPW/LugoD8xxCD6wGHs55aD3h/v4ej48k21trEHABchizuttJMCXrm3w1WqHvWr5uDZxbiJHQJA0SdmtFyDWPl/VSQvbNgiIzE8TSmcTjQmuNpLg+U2rTlOaC+pUBBNYgR2sDVABUSrQnFkBFrUX4675RqRPk5iu2ZZf9nPdhAjoNrJL1lj5YYOY2pPCsguD7figJToS3Y6dDSaJoyOZiGiDMU7XbV6+Wq99JDSDKc557xodihfrvH9p/VuQ448JesGJb5OviCbzYSRnEGltVL13WAYX6tso8jSkDIeJwPMEYiy+/+hqNtXj//h6Z65gW5+E8OVnGmOBCQFYGs3PwIWJZPJzzpXFuXUdMySQBC0YrZKOgsALJYuWvEEpcSO6uDVJOEEMCMs4hoFZYKjCwE7mOVeZD2xDg33UE0JGhggCoGgoattHQKWNeZjYq8vDOsemFgtUGi3M4HI94/+4dvvrqK5zOJ4q5rC4EgNT3a6XRtS2t9yHAGMOqClOkuU3TwDMTVRwjeUGhdTsjm5K7M8hOSjClFMdXEd47AJnbeSgcT0fYrsPLFJFF2snXBjxuZehQbLGCVU+GYr5kpVb2CdW/63Fd/b4ukajGqZAgz3+vJ8DT43uRRCVozHpAYzSMAkg+H6EiNUTNCNAcfFjQ4LTc7Vgza5WRoWFgdObgP8OoiMAoQCkCBBUb6pwRVEAOChmRG68G5MzFuoomsNYUQFujiy9Rzhka5F8fU15lFwzS1DdyW3dUD4D673VwLY/favK11qWA+kNJU816bIP0LWtUS8suEigI8rTKjbafpa5LquUv9bnKIefWdd0FgyLPkyBCXOCk7sl7j3meMXIPGWG5ailgGUPfIh9cHyNOi1w7xJ0onzv3rUxQel6RjbI4+uHCwp0kOetrShIp16+2fRckUJKR+t/bgK0O7OS613ViUl8mDN2Wgauvdd2DSj7jRUH+5rrVtXS1HEX6YD2XHP8QDgUFpIzjw4lrkoC+a3B7fY2421Egzo/d7XbFghxQeHn3Eo1tcHf3Em3bYr/fw3vq0XE+n/HVuy/x9v097h8e0O4G2K5F33ewxmA/7CAF2E3TYM+uTVe7PRkP+ADnAubFS1hF9UhRwCRiI5XWuL66xn5/hZe3dzgej7h/+w7wCcl5uGWCX2YokDMWrVkJu92Aoe8w7AeyBra08fkUyQk1J5isYbVGO+zQ9z2cX5AS2Q0r72BaCxM8zOMDO78ZnM8TDvxz1w1o2w5X19cYWgurd0gxoGkogTLOYfGOUWlaxZUBoKiRccodMiKOxxPmecayOGit8fIl0Pc9+r5HSgnn85nX6HUcU1CAi7qmmCJ89CWQBwClDJCBGFfgTOYo/X27Rq/riKxf4zhiWRweHw84HBTu7x/Q9wP+wT/4MwwDnaccp/MZi3Pohx5QCsvisTiH9+/e4zyOmJcZzi3w3uHqao+7uxsMfP3naYTKmeSiSlpCUKJjjUbXWpY8cv9CTiCFbc8gGVCMCfM8EVsNagxstEaAwrJQ/yijyTxl4B5UKMAT73FaUcAHMLOXsLgFmYvTlVIwgeqvwIEKFclTPygxEZF9QNQPOWfkGBF9gJI1laWgiSV9s5vIuXAafy86/L07lAKUOAkzaKs0szoCDLPsn9kYYT7ldpYj5xLASvaUmHmk19pkvR88pUtg9PfJJFf5u4CQ8gddzLoy63GwAeoiq0yYFIAYqawNh+v3IQao1M3x/87jgnFaoFXG27dvoZTC1X6Pu9sbNtKhdbNbAvJxgjYO53GCDwHH04hpnjFNM4MekrAQ6+3dUpKOnGnldY6kbd7TXhs8AcL90KOxGkO/5/YEcwEnDI9ra1vaVzMBOON0glIGfTeg7Vrc3t7i9vYar169wt3tDa73V2g7C9s0JNnzHvv9FZRSeH9/j3Gc8PbtO6qzLGUDCQ8PD/jtb3+Hf/FXf42//Mu/xLt375A5GTRWo2spNjEasFbhar+D1hpXux3mecHjw2ORD2qtcH19jdkHxMXxvV7jQgHOrbXrKMhr/Gu0QYgB8zxhccSsnacRu+MBv/vdb+Gjx8effoZeK7S2Q4rg9X+tlwekeXoE9SN7atBVj1359yVZsY6lWkWkIDVV5ZG8PubS4Dtncu/OOdF3yNz68PG9SKJiTLg/O7SNRWMUhoYyY8v0qcoZinu26AwYWUQYjU2MYmiroRBL5qg10DUGTWNgG4sYHGuOJahkhxNhXfh8JMDVWiZ4HaCvz6dzXxMTpQm9E8ThuaO+4fUCRu+z3qw6+JXBW573DHq0TYS2C2IdrNfvUQfo9ftfUP0pPWFP6vetX68u6JNEaPu6kkjUn08CfAny5ff19d1+1UxI/bk+hLQlTpAhmghGzuqatQ99rfdUrpMwlmvCGaVegVEb+UxybZ67Vlt2ob6uz0n75Dni8FWjac+xQtuxVl+nWmb5ofEnj6sT6G0A820b7/f1MEbj9vYGu2GHm5srvHjxEsMwYL+7Kp83JXJQU8x+u4WS/QYGWYOCy5jhHTUgvH9/j/P5jOPxiPF8hnceypKt8cBJ1LAbAGQ83j8g+gDvHPq2xc3tDUKImOcFwAznIxlJQGHx1H+lrAWKmpju91foh11pFK4ybZ6tbeCXidDVFAAkNFahsQ2ubq4wdC0SSAp9ODsE73BeJqodANBai6wbJKORG4sUPUJWiMEDCbi72sG23DxbiXueogJsAMtCCVWGQtsPsLYtWvzF+QJXpxThnQOgoIylWqZS80iS1b7v4RwlQ+M4MShBY65t22dr8up1RQAZkYiIhNdWPd7q9eRS4rqinfS3de2RGrRlod4oALAshswjxqkALgABN1qTrDCwDP3h4Yh5WfD4+ADnPbSi+7PbDQQkeY/QeHhvEILnHlG5AHqmrCWyDkXkbJkhYjaRNkkAXFuUxEFN2CIy6XCMbqdMKoDGks19lvqzTOMr5ojEgTqUYqnk2s7isgkmCgCXuCVJSvEiiSpgGECF7Ipd/fi0qa4tlutO55J+kCyUBGqpcuDTspbK2vpEzidsP70GkzolSiTmmL/zvVXCAEIezM9VT1UDH9pT5fH14+rn50wyX2iAjA0qxpHHhgTYhSLDWmskr6+VgK3pYqzqkghS3Fe3cokx4XA84euv3+Bf/uxv8OLuFh+9fk0xnrWw9oFc6YY9bGORsuKedRQUa22Q4bG4BT6IQyivFzlyeQfVVEptkBhppBRLn05pdaIUNRZeEsvAmPklt0KFFClrTEmTE2bZ4+nhwmTRukOKlsiGViLNF8DWOdp/2q5DjBnOjXj37h5f/PZ3+N2XX+LhkaSJxiiOsQz6flVUGE7KjdZo+p6UC8FzjEbJpdxvYZcBdjLVa982XeReBlknRKA4HyJzv9dI997aBt45nI5H9LsdlmmCMRZtt85pqeuUljeJDQfrsGIbq66/28yznC/WdPCYE+WaVnUMxn3qqvFf1FGbmPi52EqO70UStYSEX705Yxg69K3F3ZVGaxQG28BAwSDTgCTP8uLeo7RC17ZrQKwVFAKxzTmhMdTN2bYNTGMxjgFLSEW6EIWZwMpe0Y03SIl6RRX0P+WSgNWMADWx5JvFTFGNWgJPb8C2fkfYivqxckMlsQBWylOsUsvv1PM1WPX7AKgClKdJ3jaRKixKFZxvg3xgTc5kgNfvuU2KQggFeRTXPnmcMFHAivQCKElYfV3yM4N+63C37QMDpRBlcmpAcZItj1+vx2UDzhXtQAmklGLZaNYQVkHqlpaZGpHWDJ1cO2F1asnjNpGqz79t2xIMSrBTX8/6vn8rgsh/r+uX5Lla60s0OK81B5H7zsjjnytG3jKCP5SjaRp89umPYG2D66srfP7Tz5lVJGbpar8vjRqPxyPmZcb5SLKKHIGcFLyLSNHBu4iH+wf86le/wjRPxJxmDvUMceVGUf3Jxx+9BnLCw7t3cM5hPJ1wtdvh448/hnMex8MROSuM04Kr/R67vcJpnLF4YlSSc4BpYazFy1eveZMi6Z7OGa2x2A07zNOJENTogBwxdDvshg4fffwKfd/ifHzAvDjM5zM1fl0maKXRGItd32PfWKoN6Fv4uMAlYF5maAV8ut8TGwRmd0NEYw2ur68AaIynE8ZxxpdffoXPPv8pXrx6jV3fAkOPBAVrJ6hv3iB4j8fHEwAF01gOjlMJKPqe5JIPDw+YpgkPDw88jhPatsUwDBeAQr1WCBNVzxkJ6JVSQKMLKrldW9Z1DiVhAy7ndAgeD/eP5Mw3ngso9/BwwOFwxNXVNbquB8l8YmGhT+cR07zgiy9+i3Gc8P5wgNYG+/0NdkPPjT6BaZoAXm+macI8T0VO3FjLSZQkix5KZaRE+xZYIkPnTrVFKRKSHqNYvivEGHA+n0oiGGNkeRE5kgXn4B3VsMQQ4JOnPViTpLx2YBUWXBxkRbFRmECWM6ZI13+321HtLDNeaVkQIxtcMHu2MLsgiYJPkTzf1IcDmu/tkSlRLAlSpoTRSCBpDNUKVaoOOkTi9gxAhkqBEanvpcqVtK9++ypBepoUPZ9IlfeRxEoAZKLF6fU1AFANjDEaiLq4GmeJ/rE26DUMYCYFRE4QFHRJOshYYW0dk5FoDQMZFsQQ8ebtPe7vH/Cb3/wGn3z8EX76+Wd49eoVXrx4gYfDqTD8bdfj7gX19vOB5qdtGmBZcGSQixgxAiLmaeY133PCxPJ7dsxIKcLCoOtIQr3f7zFNtrg5e+dQWutw+wHvRIki9eYUf5B1P8t5g4ePET0UrGmIMV6ojpDukwKgMc0LMoB22GFxC+7f3eNf/au/xT/9p/8ZDocDDocDlEqc4FFLjeurPckG264A19oY3Fxds4OpwzQvGMcJmdsipJRIJZCphUXb9px8qhLjKo6TIjJyYGaMWwURcEUNiS03lX/39g2UUjgeHqCUxv7qDhkkI7fcZ8saadNAibWg3NvxuvYblFh6jWnWnq6XMatWEifVSRSbfOfV+KYkkPJVxvCHj+9FEhVSxjcnh85l9I3BHBKGxuCqt/gvqftzWNm2LT0T+2a3mojY3Wlu97p8LCaTKpEQaQkqOQXIkiCgvAJkSQUB5Ui+ypNbrgABAsoQSuWo8SRDngBBhiCHKpAik2SymJnvZd77bnPObiNiNbOTMeZcsXacfe5LJl8+3rvu3Tjn7IhYsZq55hxj/P/4/9ZkWq3pnCarjNECR+XkUTkJ9Y+a7WeqCpFG6A5tYzDOoO2Jb5pS4dkWeE8bi9ZpBVTLDKGN8P1TbV5W9aZULn1aEqgKsa4X3HpD1onHGo2oyUJdbNYIzHognN9YcaA2S4X8Y0HsS5Pl+rWPvb6u5NZJfY1orBO1GsS/lKmfoyx1v2KeGZb3VTpfDd7PEaaXTILP91+39ULxYfJako5avSt3+zlydTq3tWhFnRxUKfHVayAB1UlsoUoLK6U/QNzW9/kcHoeTaW497vW1fYmiWa/PUgU8Sy7Px916TK6v1/ocP0bTPA8k19//Y6T0KaVo206Mq4F3724XifpxmMriJ+8dx5lp8oiSnGGaAt4nyPfknJnmmcP+wP3DI5X7b60T6m0j0rR6MQ0U9aU3r15LcF2eoWkcSSk/GwshB1IWxKXpLOiGrKSEZIxhGI4YbckRog/0bc/xcGCeJqZxZBwGtIpoLaqD1lmMTJg8Hp6YppHheBAUqXOklDl6j59gSJFRQT+PpOBFwW8YsFpxHEfiEiBnQYoS+ASzD9J/ECKzj4SU2B+O3Lx6Q9sJCues5eJiJ/S70qtwHI4SeK2LGFrm5q7blOs+lvljLgIwJ/l9ma/Cs74HOBWD6nNtCqUqZUHuagP6hzRYqVTW/smcM9Pkl4LGKUGLpWgCfo7snw58+823XF9dl3lA+tyapsFZW2h1AWMtrgQ3GcRKQQvl2fuwJA+ictgsXjAKaWyXa1M86UpxTZDRKogj0VrOIjV9OBxk3p0luOm2WxSK4TgwjKKglWMqgXlknieiDwXtLmqTiOpWRNgJMQQwIsZSFR/neRaURZ16fEh5SSJTQc9r0CRvkURNK0Xbtbi2QTtDDBPjPAm9TRX2gNEo8+Obb9Zzf00K13N7KtdpvVaULPgkXpWLsMeqL1zGXi4qm3FpOdBLZfn5MdTtY+v++u/nzIkYBYnMqozFfCokkmsvm2grtq0jRRkTAH4qLKDC0vAhFpsZUEWGP5bC9iKkoUBlJYJjBb0rfxCioFT3j3vUV1/zuD/y/vae7XZL27V0XY9zDVd3D1jnBMnPYvI9+5naHw/grBjSKsQjL7ZVGa8WpsvaFyUW6du2IKiC/LeNKyIRta9UPASVQnqsslrQEKWk2G5d8bUrkubjNNH1HTEn5iDm02O5ZsNwZBwn8Qz0noeHv2S/3/Ob33zNb37zNU/7PeM8kRB0Myd5/uozKaI8W9q2FSNbBE3USozKD4cjT09PCN1UYl5rDOJ2UIurSdaeMi6X39X4NQTmWWGVxWrpg9Wlt9NZw/Gw58E1fP2br5nmwGZ3RUItxron5HLNHBIZ9XNm0Ydo6XP06Xncl8sUJEmZUmevKfnOautT6k8FOa6IVLV9eHn7QSRRPma+vJ9wZqZzhqfRs+0cN7uOXavZdQasUAesyaXqFqnC5aJaGBdIVmuNsw5noWs12koDpymLWkwC71ojSn/WNoSQqHzl6p6tDJDkQi7XfkEkTk7qSglPXdUgN7NI2cJJ6ew8iTqnYq1pbecD4jy5qvDpOe3sPLg9T5Tgw0lzncytv2v5vhX6sEYm1kjIS0nfOlGrn4sxlr6FUzKw7u85fwgW87ly/db0nTUqcp5g1SQil2oK+VS1UEuAFOU+q9O9qL0RNaBe36d1QNEUr6t6v4ZhWMw2xVuiX/ql1kp/a9Sxjo3aO1GTqnpe9Zqt0abz+3yqzjw37F0nV/V8zu/RS8n9Oqn33j9TAKyJ3/oe/FiRKOnd6WiaBj97fvPV12gtSe/19cA0CWpqreN4nJjGCZD7cBwFeXjaH/Gz5/7+buHGN0XooWlauk1fYtlyH6j9dY7PPvuUGCLHw0ESouNRuOnGkjPM3jMHqQi+evMp/WZHQLx2fBCEYf+0l+QgK4zSbLsND2jG45HheGQcBqwF50BbjW0s2mqyStw93XMcDhyOB/q+47ObT5knz34cIM4waW6nAWcdrbM4rWE4YJXi6XCQ45v9UjWVqpNlfzzy8PjE4+Oep/2R4zjx9v6eX/6tzNX1Dbbd4Jzl+vqapm3ZHwdSihxun8rYVDSulf7J8vxsN9A0LTlLwWWaZqZpZhimcjfT8uxKX5Ffxn8tzgi9TqjWsHrG9KlfsypP1n0J/exU3DoeBYk8Ho+EEBhH8f4iQ4qZeY48PDzxF3/xJZ9//gVGS6+SNqqMCZkLfIg415Czou+DFGHmgHWOru3IaWTOflnf+q4tgicSrNrqvVOLPMVrJ5UCSEyi8GeM9FfElHh6euR4OGKMK9d0S0qJu9s7jocD+6c9Rmu6xpFCZPSzfF/KC8pglSBdMUgi5ucZSjIkNEDHOI5L4S1VRCIJcqiNzN8KRVsoRhVNSzFijKbtHW1jMY0hHCPHaVzmJ6ENapRE3r/3OePfZsslgK9/hxJHrAPFfGK7wAmAOp/TbaV5PyvCJlKIpVdNUfuU1t//fdt6Dj9fI8o/ZO0igxEaVaUYpxjJVui6ktSD1i3kzLbrUSgOh0Nh/1ConSd6X9InIRJ5LksRuyTOOReDXqoIjBgwx5SY7564e3hi07Vs+o7r6yu22y3ailfj1dWNrONlDm6r9Pmyppb+PK1wVuPn05q/PFuaZ2upqslpzlgtDAMpHLBYV9Tk1ZhKxzyJpGgtvZ/GWVCKECPDOLLxG2KWopRX63lmFGS9qLP++Z//ive3t/zZn/0px+PA09P+VCAtgILRGlcsNrq24erqgsa5olJa4mel6NqOGCP3Dw+CvGlLzhI/sxLdEXKAXpKdkxWQJI3eBzSRxrQ0VtF2HU3j6LoWbS37p0dCjPz6179mGGdevflUlEtde4oflVrounLNBJ2s9+MUc5YMG5bXXyrYr8ezaB3UMV73ycJi01rL2F56pDIxn6PCL28/iCQqo5n1hpASPkA6ZoYQmePMvtVsR81Vb9m2hm0DjcmYJNBw54Rba5QClcmICkpIMM0R9CTSrCbiQyJnjTYNBuFgkiGHCNqgjUXFREzTMjjE4yI9m9DkIV9VxygTTk1XFZy0Rk4DAJ77KZ0jB2sE4DyhWH9mTRE774F6KZk4TzLOA++K9qwnz7UoglSZZAFcU7rW+zqnCtTjOR/Y5z0Ma/TjY6jSOtg/TwrPk4v1cVT6yxI4hUiItWfgw56kGsRJVRqMOVHn1v0Q60lEvi8v40AVJGotwb4+/vU9WV+X82u5vgdrOtL6OtR9wXPlv1qdr6+vEc51Il6PvyKA9T31+9ZjqO57LYpxXq38MW1KKVCGw3GQ8W9dUbrrCDFxe3dPFSKJUVCprhNaQ9dviDEuykM3RXZXPz4uNA/XCo14GCTRcvsDMQSeOlFkaosj/TTKXPP+3S3OOZq2YxxFhlch93Wz2bC72PH+XgwVtWnRRuMaB1kRpsA4jzwcjnz37bd89+23DONh6WW0zpCI+OTxqXhdhYk5Bbpdz/Zix80nb9jvjxy8F658TMzBQwg0s8YoRRtmbM78yX/zr0Ve27ky1l2Rr44Ll7/tOpq2h5x4fHjg17/+Nf2792x2l1jrcG2PAqm+xrj0Po3jxDR5Hh+fFiGaSrWuwdfJvLqipoFKsasFkb7v6bqetm0Zx4nq+Sd9SrW/IBexg1PAMk1TmTeeC9zEGDnsRZRBGsljMfM9xfNNYzgej/zZn/2KX/7ybzEMI01j0UYVgQyh+tZCS8oZow1JZxSRFCPjMJRg+ySx3pciy3G/L8p6ZT5Pz3saY0zoLCyMSjt+fHwUwZO9JL7bjRNVxpROBvIxEPyMcQ5ne7QGo5G+LC9y8YIWST+XczKnVTWxHKOEuEr6YxprS++P9NgFrQVdMproY6FtSiAX/LxUzo0WI10QCxNlNG3fybpLln4boNv2BfH4cW6lzlru72rdThn0ST222l6+VCR8vq3WzfU6qF5OjoBna8j69XVsscQ6NbIpSYcpFjF1/zlTCg5hYQUZLRSqpnFopQihked1EurpyYNTIiUtze9C3wPRyDB1LS8/sIqtMpWyGhMMc8CngTlk3MOetmsxxnB7+4AqIhbWWq6ub+i6jsvra6zWbLdbKVbkXJ7zsCCfolhXryulp6jSvk52KCEE2rZhEzasQkAyp3lG2AOWze5ShIGUWiwrJEGSnsT94bgUIUIQefb7x3vGceS7b99xOB755uuvORyP3D48StJGaRVwFk1Ck4ooi6HvOrb9hl3fY40tUulJxJRKj27bVqpfEbhSRRBGS7FCmyqYZYXWp4SxYzBY3aCswhDR1HgyLnOXRnQMrNHEEPjVn/8ZDw+PaNvw6vUbfvqzX5T5xZWkuigFWkj5eQxdt+eJjRTJT/9+/pzkMmhqPK5K5iToV6aiIy/Gn6v7+H3bDyOJUpqge1Lw6CCOzGOQRfw4K46TJkSYfCZ0mtaCA6yCrDVGQ2MMVY8/FbpBDpE0ziiTUCoSAqSsUdphlC3mcBmKSo7SFlQo8PhKX15lSCyJ1bMb9sHclk/0g4JynIs8fJglv9znU7dnA6g0p9bfrwP084n2JdQBToNw3SO17pepx7AIWlCN1p4rpKyPf32s5993jnydJy7n9LL1dg7dngsk1OThHBH52AIR4omSt1AynyVkLB5PMdpn8urn+3tWMZQdPOsXWNMQ12jSS0njGrWr/64JVA3i1tf1/Dqur8M5slkFKNYJ1fqa1CSqJk/nPXrr3qjzZP2lxP3HsMkzqhmKcW7jWqxrabuecZx42j8yjtJs2xRPJ/GhM7RdR4yBx6cHjDFc39xIshQ8/WbDxcWF+B9pxeEo/jvWGFIMHPqOGAJutyPFVMxwI3fc07Ytm20sPkARZaQZuO97Ntst394+MvuZzopXmDT/g0+eaZq4vX3P7e177m/vyCqAyoIgWCPN/dHji6nwFCcikc1mw+Zyx+XrG6LW6IcHPOCjJEQhRiwKA+xImJR49+07AC4vr2ialqurK1EnPA5LEWFTRC8mH9g/PTHOAWMbCWL6nk8++wmqSO6GLtB17SLMMo4T4zAJBa7Ky2u9FC68DwX9HSUQD6FQ+SYJZjaCMF5dXWOto+tE+U56k6rq3CBJbJoWVURRA52WYoE8f3GhH+/3B/GaGaelsLKee5yzjMPAX/7FV9ze3knShCAs8yyUUKm/FZXVIjhRm51TjKVvpsxH5adrW4zWTMcjoRRwJBKX91mtias5UessohAkDk8Hbu/uRLiBdRGmcv4FcUsxkIsannMi9T+XpCj4VGiI4lvTtYLqWWNRSo5bIT0uCnDOnopMpSpunZMkimqCKWt0WJQCWamjydqvtC5N9FXgSDLWru9+lMWbOkvmGtKV66Uo9LtyS3WN3FYJ1DL3w9nc/1ICpZdiwumlD+fol353viZJjJOLb1CNNVYns0J2U2FqyDJosFrjFm9IGSvVsJxKTZTImbj4xpQCJaCLbHZV9Fuul4JqT1Jfm3xk8pHjIP14m02LtYbgC5KcM65p+HTy7C4uaLsNpu/o+40k71otprtrRbj1NTGV1h9rcaUWWU9odVX9Kx9kGEbp86tJ1PYSW9ZqKd4ESZai9BJa98Q8TcuYjzHyzbtvOByO/OVffFl6Q+/wITAVtUCrLdrKM2tIGCV0PFNQsr7r6LserbX0Wq5ihq7rFqqxD7U9JZfkSdpftJX2BOl9M8s401phlcFpRw4TOZZeyCQFQK1O6YvRihACX335lzw8PGJcxzTNfPrZ56TsyIXal7MI8Kisl+M8H5vrsS/36jli9SLitHptHbvIXk79ey+hTr8tuvlBJFEog2quQc+AqAHNOqNSxE+J4xw5TBOdyWybTGMyu0bRGLjaNjRWs+sl4GhMaXojoiLoiGSbSvoLhJ9qEYbXieuptMU2LTFljJuIIZLTydQvl//keBEnbHWq1Eim/mEF6HwyW2/rAHj957kB3rMkaQWhR/VxJGo90Z7/rj7w62C5Btnnm9Unievzvpz1edSfGrCfJz/wXEr8pSTx+wLyNT3n/NzWvVn1eM7pbVCalmPCNbb0QZhnyeQ6eTxHZE7JrSo/p98tSU2SPoFFMnilqliDrbVM+PqarRO1dX/S+jjqsa2v3TqplUDOPXt9fR0qJaZ+7xole6kSc37d67Gd//vHuGVAO8unX3yBmCU3i7nz6GdG70V1yBowhqw0x2nEp8jmYkdne7pdj7WG7XbLPE9cXO9o25a+77m/v+fh8QFnLdvNBrLQVudxxAChoCw///nPsdbSdT1PT09888030ug7TGx2l4J+GVlQpM9ppN9eYp2laztSyoRRKFJzEQ4A8TCxTUPXO1yjCclzHAPffPc11hk+++JTUOLTYxvH/eM9++FISInRz+yPR1G0iplN09AYS1IWrTNYMZDdXl7L+W63WB+IWagpwYvcdULRdhu6TcPkpc/mz/7sXxNTpv/TP5ektN8ui1vbOC4vLjH6SI6qGNTuS5BSJY+lv6eiRvJMJDKCrChlUNrw+vUTr1/fc3l5Qdd1BbVS9H1XlA23xCimk9M08/S4x3vP09NTWXTVsu9QKDoiYJHKnK6lSXwpkMgc5H1kOI7cvr/jyy+/4vXra7a7ntn7YhAfxaclSuU+hGIe7qqqa+nDzQUh2++J84zWiv3TI/M8s9tsCqVLQU4MwxHQ5JKcdV3PPMtYnos88+XFBU3bsru4xFor3jrTLJLnwYufV+voNh2ihJvwfmIcjlQkKoaZmCLTIKa+RksjuHMOnNDwcqZYf1CStiymqzmhEqVJvwZoJ/GOGCI5evyUyKV8PU1CzWzalsY5+r4XFLNxGPPrf1dTx19/q/N0+bsuaAerIE/pmhwXHylYaJqpfH5tOVEREVIJc+o8/j0F1fpdH9vWa4EcU/E7K9X75RnQQi2sPnDOWTnWlEQsIWdSLEastvQXGY0x0puyLDe1KEyS8VJ8OWuPeypsoJpwLS0FCBtpCZxVLXTnglif1CCVNqScub27E/W+roebG17fXOOsxhlNsrI2V3+0utU1dB1r1eKj0IunZX0+79/WWhNTQimHsY7dxSUpyRx2PB65u7tdkNl6z2pxIwRZ/x+fHpnniceHJ0KM+OALkinZbMpZkKwU6J3YU8gcdSqiLYlbEMT7mGEOYtwdV4VlYV3JmNTl3i/IXFHQs8bIkE1REGQDYMkqYq3GWlH0kx/p3czlOng/c39/xz/5J/+Y29tbjHN8/vkX/PwXf3C6vuWn+iOmVJlgLzOV1mnO8ximFiBONacPAAB1SqLOFfn+qtsPJInSYDcobJmwA5GEz4EQZqYsTcqWwNFGnM5MvaV1koW2jcI4hatGhCqLCkyWyZslAZLB4YRUThWhKFkRxgiPVheKBar6IohKTK3k1QdWKimrZGD583kGvN5eukHrJGqd9KyD2zUdrKJkKp2jKB9S3l5CO9aIxBq+X86j7KtOJvUBVKtE7WPIzEvHe/7d5wnUesJZn/f5NfsYzfH8uz52TKdj00vgc464yN8/9L067fND9C1zqmLkdJJ2r6jTWjmxTrLnSdtL2/l9Wn/mJZSvBnQ552cqgPX1lxKgj6GXH/vd+fX+MaJQUAI8o9leXEhgZhv2+z3745GYU6ncIzxwifskMSjqZK5puOgvsM7Q9x3ez5hGktS2adkfnwjBo42m0Y0Y4MYkLvRFpUw3mqurK6HxNQ3HQRp85yAmsyiFLfLROYu6l/TdFWqls6SQJclSFeGUAo+1mqaR91inSXkkhcjj/pG2dXz2008xVjMHUbTbHw6M4ySKUSEwzqKWllKmseIzkpQYs1Iqn20vVBDXdKA8rgnkeWKePSFG8J5+a2jbjjkciTHw/t07hmkC7XCu5fXbT2i7jt3lVUkAJBExRpQRD/sj0zyuCglRkigfxJ8or4I6lUlJEWLtWZ2LTHq/jFvnmkXy90RZljEhPVHjqkCy6jdJeUmmqBV0iqmmPnnXeS/P/n5/4Pb2jn7T0HauNM0nKaCX4tt6PjS6VH21XYKoGAJzDJBEjWocR/w8s+v7BcEgZ8I8Fzp6W+Y2S84z3s9L0aXrekEd+x6lNcPhQIh+8depJseumCKnorDl54kqaJVTLBS8Igeva3FNSbCkWGhfcpVOfS/y97z0uRijl8Am19U1ZelN1grMyeurbVusc/SbDW3jnlf7f3Rb6cEt0g/lN+XP+osTogR8UCF/vtaXgp6WJLpQZlhgLU5Y1Utrat3f+vcfJFyn2jEgc8JC50MQmrqukQRFCjEKzdN7jNZstltUue9R1+enlqVLK4Q6UVjX/c8iSHH6vtP1kasoBe3K8jj1R1YECsAq8Qs6HgdAsd8f2BR1T4X4pcm5nIrGp6JmjcekiNw0DSmmoianxWIiyfPtqo/nirqfUkZph7WOvuuYfbVsOPLu3Tt8CIR4YpvU0rwvwi7DeBSadBGFUbom0TWJQq57SrTWlfElz53RqhjurhJyKPODWGykVOOecs9LbFsm1YIAluu87CvDSjBD4MmTf93zwruYt2slVL9pnnh6fwfA208/o+83/Ozn6/F4Slbr+FUvFAbqulhGLhLWfNgCI/OMWj6+jP0lgWKVQKVn+zjt/ePbDyOJQpNSh3AuxcPDqIxRiRwmYhgZ4gjJc5wndA7cPs1YnXm/S3TO8Ooy0zrDxcbRWM2mlWbc1lmpcJDJyZNTlH4orYnekxKEKGovMUMqg1ICKIXKWqo7KZOJi4qH1iJWEFVabmQulRBR/KiT3Vrk4Dm3+TwAPQ+y1587lzCv2fN5QnEuEPByIvDh79fJz/OA31JVDasq0Ev7eel7nqE0ZwnUqYJ7ShjPk6iPJQvr76r7XPsxrf+9Rn2UEvn6xjmsLcaH+eMiFXVyqRNBvTb1vq6/b6mWaV0CEqnKVipepQitVcCqrPBamrleh/W1+JggyfqanCfF5/ehIk/r8bEkyyWJr++d53lJKs/RwfPr/n3o4Q95U0oRkufLr7+kbVpurl9hnOGzzz/jab/n8XHP+/fveHx8XN17WbhC9nRdx+vXNzStY7vbAEKXUyZhgSkMHKc9vdvgbMN2IyaHm76na0VGPaXEv/jjP5YepHrvcqZ1DX0n9g7zMDIdB7QyXF5e0m1EZUlrUxbAck+0wjSOzcWW12/fYFzG2EzTgnFlXlORjAeV+fSTtxij+e72Pbe3d/zJn/wrQGNtxzwHVITOtVjj0ChyyMwqkVDopsc6h2l7tGvI2mCcZnthaL2n7WeqOpxrXOlfWaG8IeBLf40klBGh9wgVkCwKqsfjxP39o1Al/byM+XEcl+dNAoJaCMqEAH5WfPv1A3d3B7795oF+0/Lpp59webHjpz+9ou97huFI9W+y1tBvOlKObIftgkBV2mCtCNcerCoqo1RNnkS+WKFoXKbvE9+9+5Z/9I/+Ecr8Q/pNT9O2XF5d0W02hBjZPx05HI883D8u84YqgZFKQJSkFZUETYqR9+++YxwGcio9GF1fFPocYgGT2T8deSgVa+k16+n7rTR46xMazqaXNaSyGlIgxJlpOhKDJ/iZaR7xcabRYiC6220AER+mxNHaCN3UaJGpjiEwT/Oy/lmtCkKmCyJhqfTwirYtFCKAJFV1X8QrjBIT7E3XQo7MU+Jw2C8U5B/TlmslPJf55ERkkddh1Qd1SjFSrMW5skZpQItEds7S15dCpU+mxVezJhzy3R/GAOuC6Lpw+Tym0Cx+mWs2TjkhsXxITNMo82Tt50JyYVvNZ40uvYBCO4tJJPerN1ECrFEoZRYK4JSqOJIr65QUi7ReCXIpjSpzDcUjT5WeQ4D9fr/0HNVrvD8c+NWvfsXd7Tvu37/jcrfl6mJHX4pCNzc30lPZd6de8ZxLEV0oiilJsclZoYNLEhWL/YBZvstoS4yJafKCAA0HhmHk9vaWu7s73r+/FU+qFJZCS01cdDFizrm0CBQlWZY1t8YEahkvte3CObEPkOU+EvyEsJiEMnw8eoZh5OHxSWw1UjoVPYpzci0KKxTKKJzWWGNpmk4k3dNERub0xhradsO2NbTOiCqfM1L0MAaMw7jMq5sbHvdH3t0+8NVXXzGM/28eHp9QxvLFZ5/zydu3Ijpj7HPkSVXZ++fF31rsEgp0FcJ4ToH9+PNYku1cKZ+pyJdILL/+8/uyqB9EEiUDoLoTl4tUwKJUFtQUpdFMF+h6DLOo2qtI60CpSNdAwtA1iqw1nbJo26BVKl5TJcssMGiGRfpSUOBTAlU1+qFm5WkxklvQqKzEIV5OoCzo3w8Frl8/r+avg/T1AFgnNt8XtH7fa+cB78cQh/UxnAarWib6v872UoJVj3eNnJ2f/0vH9tLv4XkStP55lhwhQYopVdeMCI08Px717Dp9eG9eOsHT816D7bWIRP39eYVvLRxxfl3O/11/VxOec6RsnaT+VZLml76vHnOlK3zfPfmxJ1Hy+GaOxwMxRra7Hb3t6TcdPkZmH0CBD3OpxJUqatLsD0/4MNFtHDG3uE6qmDlHYlbELNLScFLRbIxdFB9tQULmaeLx/oFpnhmniaZt2e4upIfECk88lT6UlBJt22CcBDaQBdlILHOSUPMa+u0WpQNKB0mmTJaAX0FMfkECjC0eQiHw+PCAtQ3bjZFGfxTOWBrXEmdPjomQExlFYzVZG9CmIHUKNEvhwGaJBDOnOaR6DS2r0WpKyVkkcjOGFKvHU2SaKuVswvt5ea8IOqwCb1XnAKlGppSZZs9cKq3No+Hq8oqL3Y7GNbRtVyhweSkWNY1jnt2ipgmSNMEKmS/qfs415VmpiXUpQmRBpZrGMQ4j3377LfunPfM8LxVs45wEvSX5NdaSCXKtVvNh2WEpZgRiCEzjyDAcSwIoctZiXKnQWaGMFECO47gEu5vtjrbrnhVeKiothcBata9muGH5e10va1G60n9jPk14xkhQrFQx9I3iPWOtoJWqCPuYghZUGmJK5SdGSQqKCm5KJcn2fqEEOWtpXOlTTZGpKAD+6LZ6W9Xq75ySpVIa/+AD4lHJSeq8IHe6SJtXoYMaCMs9feHrv2f+fymBen7Qz99/OrZESAkV14ijiBZU5sqypmqF0yLm5ZwEycGL4p/ihPgYU/piygRRi5im9OChCq3/GY5Vn8XTPAsKY0bimcdnCAE/e1L06JSYhwui9+x2cxGk6aQ1xDVFXEJVOGO1viuMFqsZow0FqykoaaHs54qq5AUhi3lgGAaOx0ORLh+Lp2BaodVy4tYWFkIZG6oU7uu/67kv92W5Pyw0PiWNSVTrDUm6xaZhnEYOxRLjHL2pidn62+o9NMYI0qyKqEhOaCVKpM5ZGndC84wWCmc2GqugbRyutFEMw8D09de8fvOWr7/+mt1my/XVlbSQ6Pxs6L1UbD+d9UkJu47h5+fCB6/JmeUFjKjjaY0ErksG+cNdLdsPIonSStPqfpU4yM2JChKWREMyHUkFsp5RKRDzEZLn/egxc+Zx9DgT2N7NdK3j+iKx7TIXW03fKHoHnXU02hBTTaBkMMQkHO4QEyEJIiWBgRU6YG3kLfkE5WEhQ9bygKZczHfjadGpD9t5oFn/XQPVtYzueYXo/DN1IK97lNbJ1fnAOd+HMeZ71fAqLWUN24YQFg77SxS99edrBegcTXopKXwJ4aivw/Mk86Wer/Vn15S4l1CrnKFpLdYKrK61kh6FUrGtgQXYRT3nJMwgDaMniFpxat6txb4SVGipVLVtSzXaPD/vc9nw83v90jWt96Qqho3j+CyxrOc/DMOz+7S+D2s1xnUgtUY563U/n7TqeK3Ht6CK318z+MFuRmv6bcfd4x1zmnk6PhJzFF+nBi5utmyfNhzHjhBlob+42Eny40fGGLl9eMdF2vHmsytSigzDiB8HhhH6bcMv/9YviGMmBehcgzWWvm+lyTpLM3nbtmSy+OGUeyEo5YDrepxxtE1D1/fgMj4k3t0+AhpjW7S2uK7F+Q7Xt2zNBbbVjPOeeT6QmIgp4BpRSGpNh1KZf/Jf/9c4Z7m6vsJpxU8//QxjHG2zwfvEPEec7dDGcXe8YzyMPAwDOSV2m56+77i8uqFrM7nXxOAZj4cioDDS9xv6XpALpeDu7j33D4805Vx2F9cYa7GuZZ49f/GrX+NDYpwSj49HHh72PDw8sN/vl+ez0ldqFCo0PhGnkB6CQNMYtluHcw3WNjw+7DkcZi4uLvnkk0+w1pFiZP+0J4STaEiVz3562nM8HBmGYRnjm80G5xyvX72ladpFhOL9+9vleUwpE4OY1V5eXhNj4N279/zmN99weXXJ7uJC/Fp6QY9evXrNvniLDcPI0+FIraDXqvY8T9KzUHyjlAbrxHNlPB54uBMp8+3uGtd0bLaJw1GEJHJZhN5+krhUJ5rTMIzSUN62TPNUqrARP41EK0mVs5a+cdgi+xy8J4aZnIVWWD0KF3W+Ut0expHgPdM8c7Hbsd30C5Ohmo9uthucFeljlAgNzLOXe304cH93W4LKzNXbt7x+/UoQ2K7j9vaOeZzRP8L8CSQJ0lpU92rv01J4LcgemWdzL9TiwGn+XrMWJIpN5GLUm6nxfl6KP/UzHz2ujxQo16/L8VMKNpoTJbX6tcXSkyi0LdU4lDGSkEe5z9WPyVlDQsxtQ/DorDBLMTsXhDriYyDFTOOkwO6cpRa/Qc45xUzIXsRnjKHtN6UHUui/m92OLp56KsfhSIyi/DzPnofHR4bjgdv37yTBN5qL3Y627djtdjRNw3azLX2rHc45dhe7JQ4LPpQk5HStMnnpia7iPI9Pe3wIDOPIOE3c3t2LlHmINI2j7TZlLMA4TaXHqaJfpcBf6InVT1KveuPkuuviC+VE0XWzoXENVhspUiVpb8lJ4ofD4SD2HD6QYyxFZkPS1bdJima2JEK1J6pmtzmdsElVTMCdkx5cpTM5R1IKECX+iinjpwlN5ub6mv1x4PbugT/5k3/J4/6J8T840jSOn37xhVDkQ1jG5jo+WSdJp1jvt4/zD8Zz/a/K62cpTrwkJPZ9ZeIfRBIFCqOKY32pNDyDKIs6jAhAaLKKZJPJyuHzSEwREsyxNBSmhDayEGUViRFiANUmMAJ3ShGuQoHiZZhyfQjk+2vFt5ZN11mpqqXUCkqtge68DqxfuPzlV+cJwXnlXyYpnr2n7n/Z1UeSp5cmxZeQrZcStWcJS66T5XOI9PsG6zox+L4E6qVKwcfO5aVEtF6Xl35/+tzpAdOq+nXVc2M5t7offZagylqUz5K4U7WmbrUw/hy5eTlJXB/fb1NVXJ9/DbDXlL31dagL7Xqf5/f4Ywjk+XHVz54nrh9ULH+kSRRKYaymaQVVyGRC9AzDAeukeb3btGx2G6ZJFJaaVqgpIcmzmVIg5SBVxBSYwyQy0DHSup7GdRAkaDo1Ja+fK6nua28kACpjMCZJEHprhWJSFJQCFSGQyiULWi6VW7SgS65t8WmEoArqETBFYEdpqV4fD48457i8uMBqw8V2W6qJLU6LeI9SDtDorMQItM6VKFIWIYtaKPLzzPFwwJcKZzWZneeZjCT3w3Bkd3mFc81CSUw5E7xn//TE5BPDGNjvR/b7Q0GgTuhViQtP56xW80opbFljaVtJopqm5bA/AqdeB2kIFwPLGCP9RvqlRAnQFsrQyWfPWqFR9n3Pm7dvaJuWp6c9wzCePRenIFf6rU7KfsMw0PU9zjlSFtlv5xqaNuCcY549a2StPsshSrJWYCuaxgGZXFT8corkJEGnLrTgeRYTYAmw7PKcngpCYemneF54qnTgWHpha/XfEIOn1mblWp+IRDnnpVcql0TJqOqzd+oxroh/X/1j2haUYi6B4Di2C4KVkqCvzhga67BFwIIsY7c4rv0uZ4Pfy1YNiLUAt+S6NubSe302l6oFslqCgA/Dib9C0PjSdr5+nq85H9uWdU4OcEFCJJcTEZGkqlS2CIaonIlFLa4+X85ZgrcSnJfEKNZ4bHkelm99dqo12ajLj7y3zgmn2GMxL7dWnpMi5V9ft2UujiEy+rDEC9HLczmNE65xDJvhWRK12CCUZyh4T52LYxJhDTEEj4ui5fE4MHvP0+HANM8cj6IOulZarvsonV4LXbOGBymf+jSXq1IGlKqfLXGLNcVfU8lruSbi1fsuRqGRl/7cnGvx/1SkyiXoXQr1xai3DgKlFBoRWDv1kq1i15KQyG4KoywJ5c5ai9GalKXw8+233/Lu/Ttu7+54ffOK3Xa3JKRUfmvZlsI865hk9Zx839hdzbFrJGr59wsF+PUYfGn7QSRRWila00hFY3kwSyKFISlLUpGkI6gs9DxzATmS4wApMIcBnYX7eQxwmCPOjrR2ZusCGxe56SNbl+hagzWKrmtRGmIQBGkOiZAoTYGl8TVqcgxkpAE5USRIy8BFKbKShYx8ou8Ys2rCWyVFUIJinvei5JylSbFwUH1p+K2L23rLOWNTIq9oV0vAvZplta7SlM8nyBogVMi5DqCU0qKMclL/KQvXC1TC9UBb07/qVo9rbdC7/vOlz66Tu3WCdJ5snFcl6n7X75NKkHgthBCfIXhKK2mYTuffq9A6LscuSZUrE4RZkqyKSp22shAUmWbvJ+D5edZG6Xp8tT+hojw1qFnLm9bjWqNBa8SyIn9VaXGapmdIYtu2S89V7cuqx3SegJ0rBC5V8fjc26tOti8lwT+WLeeEcZq/80d/e5Gvfnx85Ndf/oqf/OSn/OxnP+OnP/uCTz97y/t37zgOxxPdxImQQdNabKt42N8yTQN39+8Yh4H9Yc/17hUX2xs25hKnxftJIR4rKWecseSUaLue2YtcN8rgN4EYxQz8008+5Wd/8Eu67QXaOn7z7S2zT2x3G5QyxaRZMc6JmGWBRBdPnmBhVozjzDwd0cOMUhFnSxN3jlilsdrQ9Q0Xn/fEAN4nnOlobM/+6cjxOHIwDckGtq+20gOz3WC05ul45HG/J8XAOBx5uLuTxTkGXl3fcH11hTbvQSm++vprhmFkd3mDLaasKWWOw8jT/siXX32FDxkf4HCY2e/ldYkx1ClqQ2g9AG3bEEvAYq34aTWto+tbmqahcS3TPKBtJEQRe9BKquO/+tWvSSnw6vVrNpueV69eF0NcEZ4wxvDqlaAgf/RHf7egWC0pJv7kT/4Vt7e3TKOox9VgyofA7EWqGIUYOXvPfr/HOYefZ8LdHUob3n7yCdM0E2Jk8jP7/b7Q5Tb4IInQ4XDg8PTE5W5H33Vc7H5Kzokv//JL5mlCaUEyr64uiQkOR0lirTZcXFxxcXVFV/xhpnEWCfdJxqE2Mr81jSOGKoITGI5HZiP9KTEGUo5oDcqerWk5lzlOnBm1Nmw3onzorFTCt9tNoZxm2q7FNY63b9/SuIZ5ngne85gjRrf0n37CfHPN29evedrvub+/p7EWP80MHPDjRBgnCJHmR2jwrZT062gtAbJW617h0nuyrHU1tgDIxZcnU91zS8sKRkHWipQECVCprv61ev/8+8klJFUrhIqyFnzPsdfycKU8pZgLrUsomsZaUpIWipwkZpnnGa9gGgeM1lxeXABZhG6gKJRnvO+wtsG6Zol57u4fCSFI71Ex4k2lKCFzgV6um6xFUjAw1olXXRoW/703b14Lta/060nfpcwdWoFTiDn5/rBkZn72+Fl6+5RSfB0qy0gKlI1zJZY4xW/GliJNjJLsRDHhNlY8loxrCCnx8PQkyqJeDMqV0kxeEClBeI2orIaEj34RxqAgdRVkUNbgWocpnpRED0mkzSv9tbGnxCZEL0I9xSi9snDIp4RTmRKzpSyU3QJadF2HsaW3ScE8TyjANZbWaratpXOKxmmUKogklNg6kmIiqExIQt+UOCdjrPhUeT/zzddf88/+2T9jmuYikhG5efWKtmkX0YeUpZXnlPAVts1SbGD1txfGcMk6a9IlPVAnq4f8PYnS92FRP4gkatk+KPAX2pQ2KAU6K5FLrbhPVigaUAayQMopAioxpUgMEIqhYvARHT2zS/Q+4axmzrZIrkKMGp8MMVkSjqq6JzVfjdQPF9ipVIUKG7dS/pZ3rLJXtaqe1klSFV5t9d5ZMuEqx3lqojuVXBI5icpJVrUCeKKq1WTodN1kOKnlaEpFI+eFiijlMKkuS4xSJ97TgJQ560O64McQoOdIzMso10vIx/chVN+HWK2TrYrW1NfXv1eqzj/rfT3/vqWCskoOa3/Tcxrf+XmfFixJemsv1vPrVROSl459SWrP3rvurVr3PJ3T9c6ric/P/XTtzwUq6laTtpfu1TPUqcxSJ5GRH2NNuF7jXNTvNNZOUhn3ntlLwJkRCplxFhss9bnorFDitBjOM88TPkiDdA1SpnlGsUc1jmQVycu1da2Yx/ZtR6ZQiGMiJhlrTZEttwl2l5dc37zCtT0YQ/c0EDPMMZVCUyImRDp9nqV5WiWxXiiwTQoRP8+gJlARjcFokUA3WoLUqIxQLpIiRYVxmr5tGQ8jpEwsvUXVOHGjDcoYWdAAP0VCzEtTbkIxhchxnKg0iWnyhJjwITH7iIqCto3jzDROTONUaNV6qeBSTkOb9TiuBRVonC3CLDPOGra7Xjj5jfScWaOKOpVinkaGw5HWCZojPTaaxhmcEe6+tZq2dWz6luA39H1L2zrEXDQhmnORmHzpHQrEFECL1LQ8+yLQcEJiSr9cOnmyKS3rkdCEi5iGkr6OSmnK5EWIoW1a8XMp/kuNs+QYaZwYP19e7JjmwHGYpMhoFG3nuNhtcG2DsYZpEkqfUTLZOyvXc7vt0Coy7C3WaCAWVE9TJZSVE9sQZ5vi4SKBrRqHZS5yThInUyg9bdPQNg7vPYGIs5qmBneNSKxHBXEp8Eg/2q5Iz4/HAY0ieM9QEowqxNO45lmC8GPY6jXV2hTwYE13z6tC6/MClcR96q92vs/ipnXhgWU+ePbe1TL8W/Gs1RvEE7jGLKoSOtahyhKjkMXYNa4Kf1pr2saJFHo3Y12Da1pCMMX/bSiokSSIsfgXxRLo1JhHYmlVgApJXDwZHUuiak5CXSkmoZw5MZvu+x6jwKhi9KzEgFoK4RV1kcRznj0xRUKdy0ohVOu4XF8dItLrt1bTBedSUWg1JSGSOMxovWAnOZe+siweb0t/Tr1t9ZbV+6eECq5LMl4VCpXSpQi+vmGlQJ5XVMko6rMx5dJNpJb5p8aLFQGT+VYVWfoSy5IlATUyfzaNwxo5dl0SfqH7noZerotFruInqezDFCQs8fT4yDdf/4bvvvuO66srtoVOWcf/UshdKgCngKSuu1khwirLwarTR+qYVKsLu6BYlCLDy0/C9yVYP4gkKpMJOVAYvSi0iDup0mSYFTkbakoDCT9LUmGcgMGqaUR9IopkY4gijZ595DBlbA7cEnF4Np2VRXcbZHJvNAoLoYfcoLVD1G0CmYmUJwE3tWJR+otBHrggzYk2hVJdKccPkoqjJAnUajFVNKWSJkpFoEujXSpZuii1qCUhUzmKLXcK5GxISROtRHAxJhTx1O+ii0SokiboZQ5lVW1KkJQhRlnAIsV7SOWy4BeahyleIKuKy7P7tkqk1oH3x96zRm/qArIO9l2Rc64JwTrhqPs4V5o7p7xVpKWedUqGaoq5rsCRKbLCAM1yHBVJqtWSqmhlSyW29kLVTc65JFeU+6GkanaeiFSedD32cwPdivzU76/c5/U1qahd0zTL9agJ1xp+Ppcxrwnm2pS4Xu9FNa0gTvW4a//cIjNbJq31OdfK6o9tSzkzTAEfpJrQdBtcM6CN4TiMfPPdd6cm+BwxVgo1Siuurm5QCo7DEzF6nh6fUFqx2Wxpmo7tdsftuwfeffclV5uRzm1JUYKYMXg2pSco5sztw57D4cgcFbbb8clnPyuTv+bnf/Dv8cu/9bfBOpl1tOPpcMC8u2X2nnEcmCbP+9tHDocDj48PGLG1IgaPVZp5nNk/7YlxABXp397QuJbXNzco4LtvbvGzZzwMNE3HbnNJa3s2r3vu7x7w08jd7R3fvb8nWYNpGtrtls3Wsbu4KspXEac1l86Vpu2Aj5F3j3uG48A0exRSLb57HDgM1fw5M40Th8ORw9OI0hbX9KJOV4QGJOHpcM5KwkIuZrCai91W6Ch54vJiwy9+8bnc3JzFw2UOOJ2xKnH//jvm4wEVP2PT9/zhH/wc64zw95Uiq8i2M3zy5pJ4vSWE1yLokTPv3n/Jw+O37HYXgOLu/hse94/M8UBIEWIramPBM8+ZYUhcX11xdXkp/WNth1Fa5t2QQUnyGFMSH62YafotAD5DzCIXvNld0G+2vLm+Ytt3QovynsvNluAa3rx+xW53wRe/+AV3Dw88PN1LyKTg5tWGn/70DcZptFHAgf1Tom1kHvvkTY91hk9ft+wPB5weSSGQgi90Oyu0VmeFgucaOrfBaMNcELi72ztyznSdeKO9fvuWUleReSlGnvYil+6MVKqtBqMSKiWi99zf3wGw3exo24aLq0sUEGfPMI4cD0cOhyPTJKiX1pq3b9/+XueK38mmQDlbRAjKlhNEKZ6gTmyMSvtLtXqu6k8th1YVsnVhrRTgkOmjSkrX362YTKdamFr9YzkmTslWCUJrzVPpkmiQi6y2FE0Mp76t6tOErr5SWooDhQqs0TRWEvy592y6RmwH2kYKEzFidObpyTIMiRAy0xSEcjfNxRy6BuaFvoaSIpKvIkCKV2/e0G96XNOilWIYj+ScV0bcVyV5EhlwW9DkFOPSAznPBSkepUB12Isq5OFwLMmFWXqmQ5A5T85TEaIUTqJKmKxokHhj03VLMuNjXARwxnlGa/HUquwlXcCDUxm83hYpsKhCnzRGhDyc1jgDmgg5kLIvPY+GmCUJ9TkxxchxnBm9eFpGffJCTEshRxJMaWUAo2VdUWR0zlir6VtD3zl2mxZDQhOxSILXNLoY7Mo1URlUSlgiMUdU8lgSvdNoLJrMu29/w7tvv2HTddzd37G5uKDp+5JIQRglLm0ad0IiKzi3xCUFuV31d9fnD3J5hDI5FjGKEvc+y5FeyJfU9yhL/CCSKGARaCiOcZKIqBNyA9TZgYwmGZFOrUryKltQJbtX0giekyETCUBO4oIcsycHhc2KMIoxWBvlO0wWlRVDRueAJkGykCNapeKXEZESbFyVXipFRmYk+VUsFRnpH9BZ+i5O1YRS6VMKnVlxRwuKkXORKq0/9UKVmStLI1et9FaTTaOLtGnxeFKU713tQ6si762Ek1pz9UWVP0WRdoyn667UiXcrvyr3piAoNVivSNBzPulzpGqd+NQ/X0KiXkKm1sjI+XfAc/NZKb6d+pxO92bNgZVzP33FiY5Zkz5ZS1aI1rL/03lorRZ05jn6U7/z5UrjelsLO6xpkPW71te5vnee52fX/fy61c/Va3OemL4kIlGPQZWJ3BhLUutECumRKcvz9ynX/FC3nIXG62dJkNq2p+82bDY7Uso8PDws/hrV/FFESaryU63baXSVujYWRYCsMFp6QWSxDIBUCWOWxfNxv5eEOYlsuFIW7xN3949stzu2Fz3WNmhjMa4BLdXTkFKhFZYohoQxEgS0jSsy1SN+HvBexBGMNrTNBmMVm80FXevISZUGblH401p6mNq2lUJEWYiUkTk1psg4RnRIjJP0Cmi9Q5vSA5EVMVPUCRWzj6VxOhOzqA0qbTgcJ0YTaKwULvwcCT6RUzGZTXNBCO1y7Y2R861Sy9aCsQqtE9ZmdhtH31uclUKN0YYYLSkk/HyEHOgah7MaP02MZJwDFyzWtIII5kSKHmdLEKsgeylkjFNgmhXjNJb1J+CcYrttCCGhsOJvlDPOWdrWst32XF9fYG0tRERUkjGC1hJ4JZFoRknDdlWGVUqj6tyTM03T0rQdKkYiik3XE62lb1saa8jRk+JMjL5cv5lpOrDf39JthEbXNsDOQZb9di1Yq9BtgzWR8c0l0zCwfwo0TstPK2O9a6zIFTuL0RaLIhiL385Apus62ralc46YhUItkW7EaC3IWYpEPzMOR0JwaKOKkpeT58CLcEVOYkpdJd9V6ZuIKbHbbenals8++4w///XX/y6mjX+rrSw1Z8hNWYdqf9+CItQ5WWqxOasVelTm3frnai1UqoQhgmUu33xiKchuqnHvaeF7HqjXWGSdZNVqfEWA5M8SXTxDhk5GyotjWEylP1PWZxGYKGixNcX6Q/rhLncbFJkUBkiRoE4+Q3nJ/FbXNbMEwqrOW2Ut9kGK3VUB1yhV4qWIsoKou8bRtU1JxAJN19G0LdqJv5trC5VQa+Zpxkf5fmMEOUuzl4QyZjAabUDhyUh7SCIx+0Dtw69Z6Snwr56c1UpGJNulgF6xPrXQyRemU4n50EkSQa2xptJuJR7Jz/5DYmSlpe+2JEspK5IqmgAUmlvO6Cx93TkGcrlPgnyB0XlZ60hBYnYla5MpveemxD5KSd+fQpIxZxR961B45hmshmh0QccC72/f0X7Z8d1339L1Ha/fvCkqpiX2WmLRUh7InOLpXGLnZXw/e/rEfihnsiqZuKoqiiyg1Iuo0/fEOD+MJEpBtrkqO5RJRaGJpVGuNqwBWZcEwyCxoS6zUan4K6FWJC3Zak6pNL4mYpzQKTDEADEJBKsyrU1YrWhti1ERpxQmaywZq8AphVMGZwIqz6hc5F+T3AOVM+QoIU2SSlFURYZUFdYciCGiMuK1ohS5JjpZoXKUakFRpkkFCVFlKtTl76Ry41MkpyKlqRShBEMqz2TrMFr8WbQuNKRVoqe0JaEhFRfwMhXmZeKMi++ETgmTM0bbZ4H6ed/SGk1ao0zwPFl6dtvPEqbzvqfzJGrdQ3WuVFTfXxONE0pVGs4tS/AZY1qS1bw8QKfjqGhWbeJcKnGrZOo5AnaiDVTKxslVXi+L5VoN7yWVxFPSdjKrW9PsYoyLUeh5L1TTNMv1X/cxrZUfvffPEKqu65Z7WnugXkL2lDInpKqYKOaUISWizh/c1x/FlmGeIof9xHa35fWr1ygs8xz55tuv+fLLv5RFTMEnn7xlt9tycXEhAW3TkGJEiaU3rkgxt630wOQ40jYbuk4kz4c407eiyhaB0Xt+9dVXSOFCk5TFuA2PTyP//F/8a/7gl7/k6vUnKOMAQ9O2GOe4ur7CWMOXv/my9B4EtMlse4dRHTldcH9/y937e4bjE8OwR+tE32548+aKzabl4mKDUvB4f1cQT4XSju22Z7vd8er1G/pelKK0tdi2AatIKvO0H0go7h8eQSnefvIJWmlC1swJjnNtVk7sjxP7w5HWtVjbY9oeow3vbu9IIXG5u1woNPOUyNkye88wPNF0HZvtlr5raduG/f4RP48YI1XRrlHIsJ1wVvHpW0ExnJnZ9HKfjDYYZekbxf19Q9ttMNoyHg8M+0f2j5m2c3z++VtQYqSsjaZtLEFHIDD5gRBETWv2gfuHiRThpz/9jMurhs/iNcFHpikTQ2IaC4rTtXz22Wu++OInWO2YjkfxV0HTbXYoYyXJDIGYNBmDNs2yXikjHl9GCSWm3+zYbjcwzyTreXNzTQyBbd+hjebweMvh6YFx2hfz3Jnb918yje95/eaGy8sLdtuWm+stTUFXjckYk9huNqToeHVlubu949e/OuKsoWssbddIj5gVWmJvrawrriWnTN8Ikt22rUgqO8sweg7DYXnMWmdoXc84ThynAT/PuKbhs8++wFnHzfU1wzBwf/tACIE5BIyxSwHBubwYXn/6+ee8fv2af/gP/jv80z/+V/8OJo2//pYpwgBLzpKJOUof4wkrwkjpVuaeIg+vtJIcYR0XqlpEkT8XOilSEE6cxD/q99eCK4BJCvTKIDmLVHVFolRBJJRCYo6yiWfOCZ2SojXkJAVupaz4QxUz5crcCT4R5kDwAb1R3FxdAUJ/zaUdogAwWA373QY/fkMKA0ErslaLAIUuYW5acyBKLC1sC6Fopwz744EcY+n7kzdmMoejrH+u3eL6ju3lBewPxGHEbTZ0fU9TesaNtaSY6B4fGYaBUIr5xljGcSJwJKeRGCJN04o9RVEeHMaBHCIpH7Ba0FhULWkXKqx1pXRfUk4tLCKlatwmPXDOuVK4E4GYufSV5pwxtqGzlrYxtJ3GNgZjRUUxkcQDVQHWkXVkzuAT+KwWSl9F3mtckqKMQz8PKCLbvpGCnQJFhDSTfSCYiDK6sHWs0HYbVwrRoYgmUejcs8jHtw37w8A4DGCkcDR70SX41a/+nK+/+ZrPf/ITDsORf9D/Q7a7XekNVAv4YDRCk46pFJ0KrfpZ/3Z9tmqcJWy2rOJShKgJ+Dp1Oi/Ov5BWLdsPIomqyXnKJ7REKhrPq/9VFpRcYdy8quosJRgRCygJR6bA5Lo8pNlC8pAjGaEQhlwVSgKKjEkRqxJOKRqjycaWR09hAaNKs62KAvOlSNJ5QdEE9CjVGOoBiidRTmlBenIs5gpJJpEFltSitCWQpCmZ9emaUCZJVSZOkirQfqV3VVqWwK71msqEVSsShV6oQaQoT4lErtl4iixKhfY5cvF9aJDs/vT+NXpSkatzdOljCNX5Pte9QPWza5rb+r1wrjAntILzCt7HjrkeqyiiCT/bmPW5rqqFZ+hTTZZsoWpWVGxNS1z/vIS+VTWxdaJ6fs3XCVftTcg5LwnTWhSiJmTr5GyNVp17WslPTfhr8aJ07qX1NfzxJVGSIAr9bBomnh4fOTztRXZ3DpCr+bXQFXPKDMeRefYMR4BCT9GiOgXS9yO9MuL/03UdOYsyWdu2GG0WXxCSJPfbbgtK4ZqGEKIE7EHEJXJpog0+1MuNMYbLi0ucdRyLep1iEPlkpcS3xUvA0DQNl5cb+l7+lJ4aMX00pqBNhYZqTUVDMpMP5GEgxFDkuG+kB8reMoeIVhCi5/HpiWo6OU4TT/u9XNsSDIiSYSROEzGkRR3TGYtzoph1OAykmGi7BuusBCFNg21b2ka8R+SRr8Ioiu1uU4oTXvq7Wstmu+H169e4pqFrO4ySgtXl1aUIPwRKkBDxwTP5ER8sDw8OgMnPuMbRb4uwg58xRrPbbbGNw/vAOGVCiFinBaU0CpVU8eHSaC0mytdX11xcbLFOk0IkzhE7TTKXaoPSFp9hDoHjcGScJmKKKKWxTUmmvC+Br8I6S9s2hBhJQUwyUwhc7rY4Z9FOvJqK8x2JTN82XF9csG1bGmOkWdt7QgwYrem2G6yxmFINt1pjtcYoOeYhDIKW+cB2s8UoI1L/EbSyy/OBUtKUHbOgrEWaufajpHTqxQgx4Y8jevI0zR05w35/ZJpmeXbKe7RRaGsgyBzWNg3GaF6/fsWbN68/oIz/aDZ1/k/1fS8/h6yWgO/s3SVIrAnC832+HPpVLEdlKVbXwjWl2KcoQeRqTYYap+WSXEn2JUwbCqJVUHtVJLEVNcMSqqv3C9qTUy59iHZJAI0R1eTdpkdj2G6eiCEzTRFFPFujBNlf2B8FfbLWogtClBHlz5wFqdFaF8RHScLuZ+bZcTzKePKzKOpN8ySF/XrZ55kUE8fjUXpd1cLZEWuFWNswUomtqqKdWRC7lDKRTIwUlN+AEjVVgsSTofZSl52YEgNqtVrnly9Wi8CIKn9qI+t/21qssxhbErOc8T7iQ2SaZmYfSt8VRczs5GNFvZX5BFJWimHjrNi3OF1UApIUD52lsVp+nC1FxcIiULU1QxAHay06Q9YG58zpPUria6Uz0zwxzTN/+Re/RhvNz3/xC1BSTNJKM89erGScIxe0axELKwInEpvIxaoFhCVeeeE5W2ixfCSeffFJku0HkURBqfpTHu7yH+tEqjay1+C4Gn5R55oS5CktsKLSJJVQKooMY06Fe5lIyZbseCbnyBwUKgcmL9V1vMfqTOegs5rUaAKKoCKt1liVMNais1A5SKEkG7F8d0mkamkFZKJKkawyKSp0zgsiJeefljmvylRqY06OyQs8WYNpCQpskibzlES5UFBraXrUuvRelURi9hJELNew+GDlnEBFea14A6RaFa2op9Il08/L8b6URJ0nJRV1WSdgL4lLrD97/to6OVqjNfW9a7Sm0uDWyUwGdC4Lejq9L1UzSfmWZ8lL3U89z1Q8PiRwZhl5C7ysTj1CazRKFglWE9TzRKgiRMDSK+Wce5b8rVGsNRK3TiqbpkFMQxtSksmqGvnWJG2dJMFJBbCq99V91vOXzwldzWihziaECpIoPhbpw/v4Y9i0NrRNi5880Uf8PDEMR54eHsWLBoWzInutlSbFzNPjEymLx4a1hk/evpXAv1BBjoenZbIW/x5DThqyom16FIrf3H3NNM6QNc61NK7DKEvX9xyOA8M0iWpbKItyRhSLZgkojbG8ffOmyOVKAGr0A6TMXZZezTDPGKtpNz0/+eILXr++xjkptHzz9Vf4OUiiAlLFoyyU1uFjwseR41ASNK354qdf8Mlnn2DaX7E/HDEGvJ/57v07AOY5cDgeeX97K/SvtiMjoh3DMDJPnhSkbvzp27f0bUfrWuZ55mn/iNGG66trYRwYof2hDaKGnNlrBSQa52gax83NFcZojsMjSonS1uXVJT/52U+Boj5aWq+1MVxeXfH+3Z3ICqeIDzOHw0N5jiXYmr2n3/Rc5VSSrImbV6+4vLrChyDKe3NinGaaRkw/lQalM9pmrDI42/D61St+8pOfYo1UYo/TxDx6MAYfBH1S2uARyuPj0wOzD4QYcE1D27WkGBnLYp+Vom1aNpsNh3nGT1mS1xD44vPPRFGwNxyPcj8rcedyu+GLT94ugcrsR3wKBKR/4ubqksY5qr6VU7qoNWrGcWI4TtKr4px4ldkWHzyeiNVpmesAQinahRgloMwieWybogwagnjE+FiMgjPDUKXvJykelH+jwHFiA8QY2PQ91ll+8sUXfPLJ2xMt6ke2iShUSXMUZ2thOq3x9f2r9XB5D+XDK/SqvPv5xyvFYrWvmiCdfUn9+Afr7/m6Xovd9afkEifp9hKzWKOLfDhSrE4wDh4FHIeRvu9IMYodgZNRm3IsgTeoC03fRm7vjigM+/2In73QVXNBasrzJ8GzwThJnrQVT6l5msijyJoD7LZbQTidg5yZZumvUgqmaeRw2C/r9eF4YJonFMLSkHU08vT0tPRX18A8hFCEheaynhamh9VoqmBMUdZL4L0UMbUT5TtrHBDEmzR62QciWGGbdpGF10qJqTVAlBgxmRLjqFrwM7Rdy2Yr9FrnHCiZD8dpZpoDh9KjGiXzxRhLiJ5wRvOv97bGj84YukaEdi62XWFYJTGGN4rGGhqrJYEqx6QUGGlnYp49OkSa0Mio1YbJeynyl6FvjCaieHj6jsNx4J//8z/m7v6Ov/2Hf4hSiouLS5TS7I8HbBHcqfXbRVq9UKCrUXguRYjTM3R6bqSurlYea3lRAjwv6H/f9oNJotYHLhdZmsBygdleCqyrul2GZz4rSovKlCrNmkZJ1mxUQiPu2uKxISgMKHLWEBLgySYRScwpQsykOdMoMR0LRmFVxikB3g0KlMCZiohmpjipSCq4QqR00f/XSBVIpVgQK4GotaKoSWmyMego1D9palOn3pNy8+tCtnBgEVreCY2ShzplyfZrxSYXxZxT0UNBFq5svZYV3qzJbF5l68AzmljdztXf6n1a/1nv9fnvzt9b7+X6/ettjYhVCt968pfjWotAVArCCj1afvd8DC7+Ds/U6tbvk1H3/PjlPScEypb7ckpIzhGftZgD8OzPjyWOayRufX3qZ2tCVJGoeh3XIhHr/byEQp0QuOcT0foarZPAH+WWM3H2HJ72KKVonC1UvIzVhr7pFgl6jUFlhZ+lkh9KJXUYRkKwS3JutFT/nHMc9gfmeSD4GWl31EVYRtDh7eYSZ1u6tiVnRZgT/abnp9stP/vZz/j5z3/ObnchVbbCk+/anpgiwzRJn6WeIMM0zhz2B96/f8f+aU8Kkb7r2GwlWHl6euLh/j3jNHA8iAjG5198BsD9/h7vPdMw0biGfrOFEyaOQtNvRKnu5voVrul4Oh7ws2ea7xfvkmmapIhFEbbRFuUU8zQhfaRS4DJWo60iEVE6s9ttMMbQb1pAeqv8LAv+xcWGvu/57NNPSekV43Tg5MckvV5iGHzJdrelUuKhBC1ZilZo6DYd2hqMNczTxDffzKX6baWC3TS4piErRYjSxK6NYbPdCiqCIsTM8TiQklgVDOMgPjgYVOlFcK1js+3ZPx3Y397ibCfqY9YWtb5iO1Eq0ZvNBjPPIlCRc0EqE23b0LUtXeNouxalNdM8cRiOHI57FHBxuZPPO9gfDpgsUvc6JTZNy+vrG8GlcmIajkzjRJhnkUa3gvzV4oqfPeM40jUdOhtMduVBkX5ehabperS2xEL1HudZ5gDK3Eb1osnMIZKVL+ifVNlDyoyzBGxz6SvxoRimVuo0Ges98zwRoqAI2giFeRiO3N/fsd/vGcfx9zZV/K42KVaourAuxTcoGJKqxeP6mzLtLvVkVZ6x5zT3ui/5+yoQXq0h67VCfeQ958XNj62/qlQQlC4slyWjqmsEix9aDVArqjUOA8eD4+npib5vMbqXmMeohRZtTUPbJq4vLyFp7h/2oBRzmGU+tI6UKe0PBeWpFLSUC3pTEFZjkX5WKaz6gkzFEMrzr4lRkKvNZlMQl6YwOtYCVxTqe1rEEmI4CTrVbc2KEYp3S4wGkkchFM5UnlGjtKRp9T7U+AclyU+W+BMMWSliEf4iFhPbLGheWyjEm76jLXRCrUUjICUptosJujzj8yw2DCGkQgfk9L2r7ze6qpYaGifz2qbveHV1saL1ifiEM5rGGip9M4W5yPbX8QGQmGdRwXVtT+Mc11eXDJPnMEzEWAzLi2jW8XDg3bvv+NWf/zkxRj795FOaklhqpUrCWWKSVHuydAEmKhr1cnyygC+r+1ZRqI+xqz62/UCSqNXB11NLwglV5cGAigDIplb/UPkEPWey+CUUvr1OWnylyo9CBCJS0uIBVZCXnIQ2Jz1VlMEeinN2wmuFM4qYDVYnGm3QSAVSIfQYTcAkgIhgVyXRUSfFHaVKEkXJYpRQH1CQtUK4tpqcDcnYsgjWibZmz1Ab6ZY+G132mqBK7aZkywSgy2dPtDZJVJXIpiMVMolCKK/XyVUW0DXaAyxB+rrHpgbq55P3ecD/fbS989+9NKDPF4FzefBT0rI+53xC+kop8JxOIZ9/TrN7vuicv7ecR9mnJCvrvqcTerRGkNbJ2voavpREndMLX7qmcEpq675rr1Q9/vU1Wu+rHsf6PJ8lUUkm81oIOE0yJx7+j3HLORPmwOHxSaqRi6pjxmqLbvsTLVNJsOBnj/dzqbxLEuW9LSilJKpd27PZbJhGTwyi5hRCxCyVe/HyuLq6onEtzrSEEJmnkd12x+vXb/n5z3/GL37xCzbbbXluhWtuSs9acxyEMlisCqZxZP+05927d0zjkRSjKGBtd0QfeJpH/vRP/4yHx3uMgb7v+fnPf4FSMAziXH/3/o6madludlTOedt2ONew2V3S9Vuub17RdB1Px6OgSIfDMm5iSbhrIUGCF40xgoDJ9JIxRgKmnCSJurjYYoxhs+mIMRW0Yuaw33Ox6+j7ljfba5yzfPWbXzOMxzJehY3QtA3XN9f0fS+1IFUNKWtgL4I9Xd/RdC27ix3ez+wP9wQ/Y6yTxvbWSYEJCEnEM7SxbLZbNrttMcpNPD098dVXXzOMA+Mo98GZVpJto2kay2bbc/v+lm+//Ya3bz6nv9ziGlG6U6Y0jVsLJrPd9hirGccRHyPjOGCNeIBd7LbsNj1t16KNZpxHDscD+8OBxhouLi/Y7XZAYtPdY0iYJIHRtu14dXWDDxMheG5DYjqOHA97cs7YQq3MFGW1KHNO6zqsamhMFQYJqCwKuV0nnj6HYSR6zzBPMk/U+bksySllUoiEdCo0hQQ+ZkbvmecAzIV8Jt2+pMJ+yJHZe8yoJNBFbAastRyPR1KKfPnll0Wt78ezKZ7HAKAKU0YC1mqw+iHFb5VFwSnQXs3/y9yuVq0PZ2vuSwXL8/eti6QfPQ8FYihURBBqga1ke7kUciWRgmrCLOhNZhyOHJ3h6fGRnDZ0rUU3IljijKVtHGhDSoqrqwGyYXf7ACi8n0U1zhV/uBCYZ/GAI1ZjV4l3qtebK15JUrxYxS3BQ0miaiG69gg3jfQCxrLPKt4kanyQs6gIei8IVUXppKgrVjsy12vatiFFg5+FiRRSgAQ6ltjv2Qg5KySnRCo2OihVzAcQFeoUUdQkytJ3LdvNhrb0MEpflVmoevM8M08z4zBKP+YkaFQqTKOqHF3jP1ViVqMlua3z2m675fXrVwVtRJhLKWC1xllNCp4UA9MQiTU2UKCUxA3zPKG0wTUlibq+Qj0dGL0nB08InrZYVByPe2Y/8+d//meklPj7f+/vY60pKslS7KrjmzLGnXVQmEjy4nm6dPavBZ36sEC87Pu3bL81iVJK/e+B/zHwbc7575XfvQL+z8AfAH8O/Mc55zslR/6/Af5HwBH4n+Wc/7+/9SiAdUuTnFZe4DUKHJULf6/my6ujRPqRJKGSpCSDrhC2VC4z1ctFJoEieyMTQkokZWWA0pJzIEdPICC4VMTHyJw8RiWcjhiVsEqjSTht0DnQRI9FozTYUn2ulRFdM3fKn7mKPchZ1B6vqgZWYeOUq3KKHL1SCGVQpSLTWSh7lIZSrYtTdb2aFZWpfTaVPqmWV+US12TKlIbTIr/K8x6eNdKxnojPq1znydJ5xeb8ffW9a8rb+nP1M/X76+/OE60TQlIJn3XfZeI3MogqMlA/WhOvKi9eFX2kWiuVDtnHmjIoaJMt/ihV9KEq6ayTpSpdvk6igIW+VyXH11v9jopGnSdcpwrc83/XYz+dV/7gZ/0dcDL/dc5Jc3IsCpTphMbVRtZAevG+/i6238eck2JieDrgtNy3i4sdMUbm4EUe2/tl5NjiYfP6xpERpTCtFZvNhhACj0+PGCMLZs5KzHJLg3zKMyEGpnnCakmejD5Rlay2+DDz9PSEdQ5TAvebV68WlSYJSoUSJVU3qb/MkxeO+zSRoscaTdAyPp+eHhiGPUYKkmht2G13bDYdbdeupOsrgzngQ2KcPNaK7HCIiqaB27sHjsNEVkIb3W6lYhtSFBrjcCxBhCTck5/QVq5H01o6b4VKYwxdL4pch6cjSikury+EZ9+2ZbEPbPqON69f0/cdbes4HB7xYWb2E6KMKv1sn3/xKZtNx6tX18uiOg4j+/1eVA0L2qMKip9z5jCIuMHu8hKy+AVaZ+m3fentGpH6VuZwOPD+/Xsenh5RWnF//8A0jSIGUCvFiOmkc2KD4P3E3e07pnnAOoMPE4fjnm6zQRu9+Pz5IEaaFbV2TUOaZ8ZpomvlGvd9T9u2hOA5hpmmadhdXvD2008wwHEcQOUi3mD55c9+zjRNjMMRFSJf/upXzF5U+zRwtb2AkJinia+//AbIQiFsO26uX2FLU34NvGKMhJgw2jJPgf3+iDITD0975mIinLJQ53URlljUxSoyHsQ4dCj9ezGJqq6oyZY5RxucaZEVJ5HizOG4L/s0dH1XzHvlerx6dXNmZfFvt/2+Ypx1EXN5YDjFM8+RKCUBKqcCnSBRK8TgLKFaJ0QfK0yer9Ef8w18acvlmCtqonSFfnN5Zmohs/j1kIXGm3Mpqgg1+XA8cn9/jyJxedGLiEnbiC9b0yAiB3Cx7UlRCi1KK6HMJVG09CGWObr2FEt/l3iu1RgLmQdWxcwYIznJHN5qMehu24auaxfKngg4NVIY11LAUkrTNAmYORyEbu1DtVxw5f6dipmumNO6RlQHc47EoEjBi/R5Kn3onNA/U1RRa2yRYpDrm0UEIcc6UkTa3DrNpnNc7jZcXe64urqkaYrqpjKALkyBorJX6vaCosWS5JbxVZ7ZhQaXa1G/pvAKU2n96gQCiAS6eOxZa6S3yUAKhSqsJKYyRfih77qiUyKxVBWtAUkyY/AYJzT6NE2kmPizP/1ThmHgH/6Df8ibt2/59JPPUCh8KEX9XAu8pwJ0FUmJRQegWtbkxVR31dYRazFcSjq1/zjnysj6/vjmrzIT/ZfA/xb4r1a/+8+A/0fO+T9XSv1n5d//K+B/CPxh+fnvAv+78uf3bsshqlrUyFJRrGoxGcgVOj4FdGr1uXWlRmXRzl9iu6yAiFD3Mqf8X/iToIv0oS3Sh1bUr5il6pCLczsRn0U10CUlSZQWA+AGjc0KkkgxOgrFDKFMiBBGFY+I5WhT6Qt9jmjoEqhLApNKIpWJuSRfShoacxk81SwOhMuqSuX8lETJnwsCU/rG6heecnEl16R0L6rlk3mRt649NhXpeInCJ7fhwwn+Y1DpeSK1/vx54L+e6L/vM+d/yoNsxTMlF1SpLGhKPa/WrRPG9TlIP9TL3li2VLuMtWijP9jXGnVaU/sE9rdLBQyeJ0bnohzn9Lvz46z7XieAf5UEav0dNUCxpTdKqdM5a1WM+5Je7v/vOoni9zDnpBiZhkm41a7hYrPDh4CexOSTgujmnDHKYrWl7QWdSlmUs/q25TgMfPfuu1WSS/ENeW6UHIIHk7nZbLC2YRpLRbQoLQ3jwM4HtBYRit3FjrkkNkuyU699KSiFINVQ7z0ppoV+oRUMw4D3E00jFEOjNbbvRWGwbYghlSoq5JQXedkYJ5om0nUKlKgD7g9HptlzcbnDFsEMgHEeSUnMbqVAI8qQPsz0qsU4g20kkGib0l/TiExuiKLStNl20gztRFjDGKHzONsiqHDk/uHI8bhHRIIyqIy1htevX7HZ9Ox2ksxK4/fE4/5R+nlssySmoEhkxmnA+0C/6eWYlciSb7dbxmmSpnLkmozjyOP+Sf5NFmWuKL2juSzIimqHIEITIXienh4JfsZaTYyBcRrkvfqUzMUoaq5K2eWZ8yGQSnVcEki5ZnEa8cFLstf3XF9fkVNimkapRtPgjOGzTz4RutR+T4yRd998WwLPyJs3b+i7DeNhIM6Bh7t7Yoz0/YaLi4x7LYUC55oFWEgF1ZpLxT2OI1lpng4Hpnlmvz8Aci+MNTS0VEuEnGX9nqaZefbMs5gLp1LpTrUgWvrgmranyiQfj57xKL0z1jnarqHrW9pO6K+73bYEXr+z7b/kb3i+AWo2dPp7/TMDnItCyGsfFIxLYf08SVp+OEukcl5YKOfr50sFu5fm8tP+nh/G+viXgneCTBKfTxBKF7n0Z4txrTUTh8OernNlnco4a5eex5TAJOi6Fh8Sm01HSpHjsV1MYmW/LEhCXh3TKe7JS8+UnIN8bmGpaE3TNCVB33B//yCiLQmc84vdQ9f1yzNai6uxUuoUi5hTzicFXF3aOIwT1VzvbUFaK0JXngXli1Huaf01RuZIj1Bdqb3qJaOu/UbOalpn2fYd275jt92gtPTliz/XCiQsI6xS30Tw5XQ/tdYl3j59QK2iQqUQ+uEKDKAwDIRdIElUUokcDdYY6U2itkQIMtc0TkSTchagQZul4C/3JtKUa61nT0iJr7/5mhAj7969o21bfvqTn0KG2XsoGG7dxJtrXahOyzpS71Et1khSlUm1T6YEwpKQnWJelhH28vZbk6ic8/9LKfUHZ7/+j4D/sPz9/wD8P5EJ5j8C/qss3/z/UUpdK6U+zzn/5vu/pFzAcgPlWfyQJnReZVlXbqocKGo1OVTZakqWWfynFtg66WXM5JRJpjxkxhcVvVDclQM5eVLyImWZA5EZRcRkeY/LEYsh5kCrAibPpCy9VjlLgpVLT1apjaKQxVifUE/R4Fe5wLh14lrurNzMeryqBOgp4co0Ig+jqOOoFRqSy2RKmbPzklCJSl8qkx45i1wp9V7IIDyXzK4TcoXNu65b0JSP3uazCbomCGsq3kv3eZ04rAPTdVWtojjnggzPUBhOlQqdT2jfeoHJ+SQosd6H+D1V3vfpc+tKcr0WIkRw4uueUwPXiUdNoqy1NEWZC3g2WWstRoDrvqZnlbWSzNRruu5TWidxdSGoiFmteK2lzSvKF0PA+1AUgHRZuGXM6HK96+d+1ynU72POyTmTfaDrNmzbDdcXV6JiFALez8x+5mn/xHE4Sp/RQxRXea24eXVJ13VcXVyhlOHm5jXTNPH0dFjmn6oGdbHdcXUhvU0qi29JCAmt5NodDoM03RqDaxv67ZaQMrf3D9hSDT0eR2bv8TGUxccszvMpJlK1REgRazS7zYaYGmLa0G86msaiTSm+lMrtV199XTziFF2/4bPPvmDygWGYaJqWtumFztcIQpCSKKxpo3nzRoxoL6+v2B/24g1UkrmMGGQqrWg7y+5iQ+Ok4ts4x6bryTmzf5LEzrWGrnPstltiSPjJ4+eIn0bu7+952j/hnKbrGvpNKz0TjSQZl1eXKAXv379DGU3TOpISkYhxnkuyX4r+Ff9PGa0NV5sdCvEDYxx5PB4IUXoFfEzYphHqXc7MwQvqFjwhBO7u7/Gzlx6JDMfhwDSN0s+UAttNJxRYnRnGIykNvH7zCX0KYMRjbJwGQkzELNVia+WcjDVCy+laETWxmnmUopWtY2S3I/iJd7e3bLqWTfcptml4dXPD0DZYpXh3+47379+XpC/hTMPczdzdPjDPE9fXr8mZIokO79/f03Udu93lUgyq4Wkq3l9hmgk5c5wmfIxoa2W8G5HlHmePNrFQCtMyvsdxXhIobQxZmyL1rQhRQrXZR4zVuMbStC0p9bx+fcP19RUXFxe0XSeeWyky+/lEIfwdbL+XGAdOfdunquVpTUeSznVAKMHs88AWeJZTffAd5y+XROrF954V1M7pfB8WLAtCkVMprJ0OR4q84vMlT1pBLLRBkYtITiLOgvDvDwe6rmUYBjZdSwqBnGJBXuT7usaS+o7riy1GKYbjkXESGnHwnhDEp6yxomppXVP6gQzzPBeaaii5q5UYUJfeVIugRbq0b0Tpj2yajpxFCCGEUNZZWVflWTm1NOgqQU8VoEpC9w5BrEGSWtbdGhug5Hdz6ScMMaBzUfIr4EAKXkrnKaKL3mal7mkNjZMkpXPiR7fZtGz6lr5rhH2lxKA4xCi+Vj7gvSgDKmVQOoskeJbEqorLhCzeUcbI+tX3HU3j2G02bPuetjE4o0uMCq72gZbjscaQVCZrheqkFywXNFU8YDW7i0tm7zkcx2JQLD3cfdcBElf4mAh+ErYV8HB3RwqRf/kv/jnjcOSnP/kJzjWCgKuTCmKN/+ugVFDU++RHxnFJpjmNsxoYf+xR+W1F4r8uJv7patL4Gvi0/P0nwF+s3veX5XcfTDBKqf8U+E8Bmqsvnj3AeQWn1ea+c7qWBLi1uKOeBXnlC07IC6LWJBc9L8WfHAW9SUmRC/oiE51G6QTJlSQqkeJEVrb4JBSVmBwLT1WOMwEOh86aUPIQnVXxgVpXlar/k1T5a0ZfX11LV57OTxIptVQV1sgCy7Wo584zqK5cv1UClXOtPCmoyFV1RK8d2uV9uUzwVQhhnbyshRQ+hkqt798aUVrTD+prq/HxwedfQlzWSVNFhDhLjOp741JZKInQKhlakBZdfclOvV31Gp+N31X1SK0+J9nogjbl/Oycz8/vvAK1pkiuz/ulv59f249d9/X3n0vO13P+GBKnlAJdxs5KyryqHj6buP5mt9/pnNN3jhwzTlsa6+i7HihmuGHGe/mZpolDQTiO44RSir5vpdKmFMZa+nYjCYCvfWip8OoFVWrbhuAl+Z2nCDliGgcJaaAPEVOS6H6zAaWE1qUMWot/0jhOjH6S4KLrF+PKmFKhhsiP0RrXtcTkyDnR921JogCVOQ7SU/S0l96Y3XaL0ZbN1mFmT0YXVcJTUCINvIW2o2DT96AUttBQN5sN4zgSkycmCRa1QhqS2walYLPpaRpHU/ZnXUE9ncI6Q9s5go/kmAg+Fo+VI/v9I5dXOxrT0rUNrnE0naBhrmmI0XMcjqKS2EmCElMSWmYIeC/eVVXKvet6Gi3SwjklZu+JIRJzKCifXFNlqrKWUG9CCEWCOzJNE8GHRcUy+FB6P3LpmfOFKZALWigqYdJsL9cwRglyfEAU24wtiI5dlDYrol1IbqVZXGEbR8pR6HzlfJ3RtF1LTpF5FEriWHxkUhbxEYUSX5vgubzeoVAcDntSEczIWdE0HuuUWF/U+B1Za0OK+CRm0SGmZa5DnQxMdSmqxDI+J++ZvBfkKSOG1MVaQ4yLtSRpqfghlgSuaeVZuLgQ8YymFVW1WBQA/wbQ7/PtdzrfKFNCrVp0yuu5uyZSp9yK+q/8fF2sbziPh+pLav3vF67Rep4/38dLa8mLFL8sSIeq/RWrz9dCeBW60qVvKuVQEO9UngnpL/WzX5KTFNNSRKcgnG2T6QvVrnGCXJ28PyX6MqZIa5dESsy2AzkX0YdcWDV1nS+FwVrwpCRRtZfqZA8i57FmhtQe4HPkb1GHo8atFQE59SErJVYWaqWaG0uVRxhGlfEilEO9ODidXq89Ss4a2tbRNJbG2UV+POs6U0vfriRQoRTc6ggprSycAAaFSIPnpAqrRpf9N0LLdk76oIp0vVEnMZCmsG+kpaRQ+oo1hajeiUeUyaKkKjnLSM4yFgAaa4mu+EkNUoyS8QPzNHHQe7779hu22w3DMACK1rUnvQFVimRyA1bPg1y9NZq65Bfk0wOnOH/4/srbvzWxOOecVY2+/80+918A/wVA/9nfy9MwyQNYkobKs9YmLXxKrU9mrzVPoOYL+kRtK7hTfWfpH8oL1aUmYCjR0TfJkrMiUH2EpBdEpSQrCQmdWsiBlFpy9qg4Qo7k7IFEzB5FwCeDUoGBGasyIQm1z+WMJWBINFpJE7AqqnxGZD61WkPfkYwuYhoZk8T9uqJTTtU+qNILlWUICfUOVNKomNC6cj/rRWOZVKrPh8lSbZS+qyTnr8rw07o0TcVnE3Bd6Pu+F0pU2y4TRUVIVvd6oQCuEZlqEHuOlqwNYJ8nMqdJvu7nZGprxGDTmmefWVPgVMxLH4LA/HUsyfvlezNN41CqqufJsVUFxMX0+SyJle3kKZXTqSepHt86WXupMFCvS9u2y+9r4ro28z3fzzq5XF/rdYJYr2lKQjlYX+tzZExrTS6BJkUxZ1n8kblGF1WzBQH+PW6/iznn5qLPOWb6tufq4oovPvvJQsnyfmYOM67QKu7v7ni6f+Sbd/fSD5Mju4stZC30TWtom55Xr9+UnpRBKCKbnuvrSzZdy939A+M4oUSflt32gnGa+e7XX9G2PV98/jP+8O/8Ef+9//5/IDQ0Y5mmieNx5OHxkXEcOQ4jKSXariOmxMPDI09Pjzw9PrDfPzAen7i+vuKTt28l8I+Bx6d7Hh8emMNMiJ77YrIrfaOK4TgKZWW7xVrH61dvGMaZYZgYJ49Wmlevb9hsLnBOn/pNEcn/tnV88vY1h+OB21uh2oSUcI1w3V0jvRC7yy1t0zAeB1KO7K7Ep2iza3HOkHPgcHjiN199QwqZ5DON07x9+xofZoZxQJtMlxo+/eIXtF3Hw+OD+M+EQFKZ4zASUqLpWsYnz3EYGEsvjimWAzevX9N1HQ+PT8zTxLv3t3jvGaeRruu4vLog5lwSnMjsC30ImKYJ7z3WOVzjuL66JqfM00NVeBT0aH/Y46fAPAWc29JvhKoWwixN08qw3W6ZvOd4v5fv8keatmG73S1zj0d696x1xcNJ5pWY5RonYI6B93e3tM6y6xtiipi2ZXt5yetpLnRGgw+ecfZkZUCsaUg5sh+EvmjmxGH0PB1nrLM419CWnqxqEqtcg8mZeDjgUySGACi0EYQvxogqc8o8z0yzL30fUrhTqsg2G4cQFhTOtpAVKWaMcXRdj9m2WLuj7xoyiXEamOeR/dMT8yxJ7zNDzb/h7Xcx35i2zSlGUi0ypjUtuyZRz6lJqqzVstaU92aovdzLGpIp5uf5tKezAuU5hZzVez6WkH5Y9DsVuZUSySmUrAEqlp4bqaIISlOKmuJQILGNtQZthM45jTN3d3coIipHcrxBIX16ItLjMNpwc3NJ01qG8YjbG47jkUzEzkrkzU1D2/W0XU/tdY+xIdhI27QYI0WXGCOH/R5QohKqNM41UlR62rPd7ri4uOTp6ZFpmhBBH+ntFErejFIUGmJknlNBu33pjxSxCKVl/8bqInrBUgDR1koCEgLEiApSbHLOYUoiNg4zIc5YSmGh9B01jaWxht1uI8/7phc684WgUX3X4DPElJmmJw6HA/f3j0zzzDhJLCNehoW5kEsXUKFI13HQOkfXNry+vqbvO169uqLrWnabjq5t2HQNzhr6TvpcnSteXykSVSJGg2rcItaWUiJEmWdEoAeaxhX0LeCcxTWOEAPjGMgpkKKHYmbftQ1GK/70X/9rvPf85X/717x+84af/ORnxYvsJL5WE4MlaUajC/qUUlqSqpPU9ctMmnPG0Pdtf90k6psKYSulPge+Lb//EvjZ6n0/Lb/7LVvhiJcD1lqRq3kta4TphOVQYFali49OuSZ5hWerWiVfgJlToKgoE3tWoA250LtkMNXG2No0WbrvcuklylWVJiD+VCeZ9EQgYgklpZHPx5MOPSJ1LouKWd51SgRlwjQ5SxNf6XPISPBS8SytapVHnapasFS50hLki8R5lUmX4ywDYxlsZepW6XTNVmOnJm7rybcG9ZUWVoP0Z3f1DC1ZB/zr18+FD86388n8fIFY3nN2jOtNHohUbmVNRL5//+doTU2gTuPxQ7QnpVwmjvzBvs9V8f6qCN2avneOaJ1/x/l+z187VzFcf+ezfZfxlUtj6PL+dRUzlbnob74qDL/jOSdn4TzbwsVv2xZrZOEzRqO9pu97Nv1GvHhcI708KYvKkTXs9weapqXfbFBK1J1yed1Z2WfXtmK0uyT7px5JEF530/ZcXl5yeXXF9c0NwddepxLIz/OCRsUotMKUEtM0MU8T0zTi57lUZqXAEYIY7qaizDTMI97PHI+CRPXbDeRcVJoSpmlFot1YYCYEL/edTEpX5fmqVVyZtaQQI8UQH7xQWHJGZ3BFYUn2U33vhGKstSqvSxN4yqKwNfuJYTyikoKkaRrxOvGHqRgOS09r13U0bcPdgyRRPgTQKzqSksZiH0PxePIkk2TONRL0SWBR+nW8JI26qNXlikjFKHS4FTKbcxYjS23o+p4cE9Mwo5VeikJryrNQaIsVx1LFXs8FpUdhRcsV9IklaHbl2mkyMVRUWBIpfGB/OBAai1GFoqIo9FC5fsYa5r0gX7JGKHw5Ri/unyQVizHHhIkRG5OYViohFGUFGFkRfYxFMKL0XSa9BEuCRKmSgPrSj7IORsrcVpGKso7nlEGLb41zmraVSvbJAiIzjIPQKF9gO/wNbL/bGCdTkM689EHXnsuaRC3rd9kqqvRsTl8q6PmD115Cp9b/Pl9vPvb6i+hTOSJVzX3JpyL2aSeciovlXOpaVsa61mpRway0tnmaxGvJ+0XMSBeEKaPoupaUE13X4P289ODoYgdjizS69MnJvmvRstLonp9TXnqWlFKLBPhuV4P7uuaf6PrnMYHWJRktc0WuCZSq/pSqoFjVxLWYaddiqq79+BU0qJ5PJfiqgh3l+molNhxt44qUuWOz6ei6lqZx2OIHp6Jc+xiKue48M81z6Uks9i01GV/dN4kbBRUzWmGNzGdd19J1kqA1ztLYkjhZQ9u4QuezpBhJIRc0qyD59e+r8xNKbsIaC5SYv1D9asJdx1bBkApYAE9Pjzzc3/PwcE/X9x/EHavQn1NOVX9zQiGrddIyZMtnT8jVqbXj48/CafvrJlH/N+B/Cvzn5c//6+r3/0ul1P8JabZ8yH8VrnDORD8T8ymh0FqTSuARo0brsAS/QPH30EtTnhinnSr+ArKok3QjkHNE5YBG10gYVJEFV0IryVkg05wSebWAShJSNeijDJIsTtqKhFIBlQJhbsg5kvJc1PsiJntM8tisMXg6rXE6s9EJW1AyNDingETOAcVcTH8NOIcQVVgmKF1QqIQsQKkYY1bZWpD+h5iEEx9VWDVYslSrJHk05KyxhgVilj6o02T5rAcm52VyWidQFYGqqNL6/r4k1LAWW1gHEGuZ9JqwrXuiKo2m/sQo9IC1BPj6uxcKmzaYfDJm0+Z5wlKlk0WWOqy+b7n6SwJVv0LOTZrrhSsuiKnRdnlvznyAJgGFt/0haiT86xNlpU7ka0Wq+lqd4M99n9bvOUcC6zGse7Gef16mk9NYqgo/kkRlRAY65Uzy/q+Lgv+bbr/zOSenwMV2Q9c2+GkiKBFvmKaJcZzYbS+42F3w9u0nDNPIr/7i1zztn3h3+44YI9999w7nGq6urtjutrx++wqSZr8/0rQdu4tL2raXSpsTydyLyxtyVtze3jMcR1zTcnPzir/zd/+I129ec39/L34e0yyFk9JHlVLicNgzjpP0hCTh3x8Oex7u7pjGAVt6Ad69e8c8j8xeVM6maeI4HkXNSgmHvW06UkoMx1Ged54W75DD8ch+fygJREYbxeG45/Wra7q+pdl2oFQRYSicfZVxjWHTtHR9z83NDdc313z77bc8Pk0cxj1zcGw3PVp1BD8TvOebb79GKUXbdMzjjHUalQ06G5pGkOX46Jn9yOXVJ1zfXPPq9Stiivzj/98/Zp5nXNNwcXnB9c0r8jAyDAPjNDLNEzFFWVC1Bq3YHw6M08xxPxB9QFuHioWiliTRijnjY+Q4jkQkyUsFlXdty+X1NdZYnHWkmLm8kiDB6mLoHSPbqwsa15GSJiV5jnwMNKVqOk4jvniiWJvFeLmTawdS9BI/Gk97uaVvG0giUKKtIynF3eMj0c989RcDXet4fXNJ14rU8XGa8GSmeSSNmeMw4L3n6L2oIB4GWTeySIhvXAPaEI2Y2IcQGB+f4PEJX5r5YxE2Gcr4i9GXAEzk9kU8RIItXWTJKxWw0pqH4VjWG4nAFQNGW5qmRWloWosxEaVT6TUblu9QpdC52XWCiP7Nbr/b+aYUirUuNiKVfbGoqOaCoqglsivdJIUmHAvlTBKZtFpT00LprcJVavFHg9P8/7Gi3ceq7adCHKWQVn+ExleJQevgtSbIqGqdIs+dM40kDU5aKmJ55vxi/HoqCGtVLFu0xTrFJ29fMY4z43DEaPjNN5poNZumEfU91xTBqFjiHTGo1tqw2W5QSvH4+CiKvkp6gDfbDcYajsejoNl+Xtb9w+HAfr/n6uoKrTXb7RalFPv9HmDxiapJVCjejCBJmCR1tb1B4qjj8YjSmo2+IGeFMkaQmxSK11VJFpSmdQarHNHPkKRXsG0Nn3/+lt12y2efvJUkxwpbxFmxZ/AxcBhmximIH1uITHNgGD37wyDzfKoxhojtoBC/Ky/S5CmV+VxD4zRdY7m+3LLpOy63W5yztI2haxy7TVdEdQwxeELp2Yq69hdVqnNisxG/KusDzskcVAstPiQmH9lteiiWFGacGL3012olQlB3799jlOaP//ifMQxHfv7Tn2Ktk/hMFVZMluJMikVjoWT6EjMK6pYiwnZISZJ2pZ/lCbogvbX4c17cON/+KhLn/0fgPwTeKKX+EvhfIxPL/0Up9T8HfgX8x+Xt/3dE+vO/QeQ//5Pftn+QI0zphERJVlx4rPl0CnKNKm9UMnXNCVnSWgbjOst/Xucp+1X1sT8F6ivhcZQRpCgtly4L4iTLRZk1DORCGlSaqoeXtag3xawRK+YoC2lWpBwxOUslNyVckqzX6lpBFLMyGUiFqqfBlHOHk8R05aLlAj1JhSufTHWrtG95Uy7VHZZelmf3GEkMRBVQl3bG8qqc2ZlIxTktba0KVxObuu9zpGn92fPjWE/q6z6551WgU//QS2jX+eKw/s56rvXclvuf6/F8WNWrVIb6q1MidUpIT5XCMlafVUvzct/W+14nkPXf9bjXJn7rBGv93vo950kU8EGiuU4WX7pWp9eqt8d5k7HUH8VgUWhFCUmmPrYI/3W338ucg9z9WMQEjocDiUxIoRgTTvSbjdAYdjv6Tc8wHun7jpiCVPe8f8aZl8bkRvpunCSmkuxIkiyiHg3VlwcUl5dXXF1fc3V1TdN2TNPMME4Mw0jORX4mymRfx0ulY8YYSCXBErWnxDROpCSvxXIuPlRzRb8gEyIpHlFaniNBuSSYEYlfW4JgKTqkYhJZVeYWJDeX5xQW1KVtC4++aUqwe5oXtkqkvvGiMOr9jCoJfaKOfzFs9QHxGlGUY+5ou45c9ifGkfL54APz7EvldSqJ54naJGIJRvZX+mpSMds1Jp6KGwvitlIt1dJMLZViLQt3oZcrsiBQ1JlSmuu1koJJKvNziOFEo12xAcwKnWtKD5pIIJ8Wb5ENN6fnrMxhIYqX0zQc8cFiDGw2G5QxzDEQEZPbmKI0jSNIUkQ8PLMSw3ptrKwLWpWeX4ERYpKxNfsgRROJcfElYE/r3iSnlqKmMYZkMzaXtnWlmOdQjHcTOQh9XJCoMm7KeBOEQUzipbJf1u4aD4Egar/DOef3Nd9kTmiS/GIVXyyvl2Oqv8unwml9a2WjPEOVlvVL1T29GPmdr4nnyNR5AfLFs1gpA8OaqXKq5j/f6nyREIpWKj2c0s9X18bac3ii/MtNd9aQnJWeSudw1hCtwTkZu9oaiU9OkFhBkXSxOTghmqL+aZfiYwhioL5ei9dr9Hpt/T4GCFShiRPtfym6qtOtWGIsrRc0rAQQ5TtTAREUJbiV3tLGsd1u2O224q2nNWYBCqSnMERZa6ZZEkIfpHexrg3pWRJ18jYUPyiIUWTV160Lpx4si3OCQFmjsVbj7KmVQvyiEjkbav8WORcTXIUDdErFIDkt8UlMhpQVNkPbNEWpVuZvHUpPWImrYgxM08jt3Xtubm4YhoGuA2sbcomxtHoeB0keVXgTapk6T/FUQbyez60vPzMf2/4q6nz/k4+89D944b0Z+F/8tn1++LlE8GMZaCUZUYocFNoadDLY7BBaqRxyiKFwTYWDqo0p/i1yIbMpimUKtErSHI884LomBqvFUo6jfHdWpKSJCpJWYh1VkChhlFRHp4hUUBIKQ9aOhJMmWxI6JwwBHSZUntFYFBM+zlgiIXuslvc6o9DZLIokSSuwGUPGqrSgJ7VHZy4ZfiwrrVZZeqy0NKNb604PcJ1gc0KtpC1rQiEUo4puQdIivZ5UxEghSbjMWp81WeaTp05JlnypyqwFEtYJzDoZqtu5wEFNEM7522v0pKJiflUFegmFqfdYUb2x8tIXJ89bTaqeq+idjdDV5KqWSa4mdLrKyxd6irNWKAgFkatKe+ccW2n8PiFDa2TtRGPh2TVc948BtG27BIkvJbYVgarHuu5JO79PNYmsjb7R+8LJhmquaFyLMgY/jgQfGOfpGer4u9h+H3OOMVLF++a7b7l7uOf29pY5eIZpXCgPn376KdfXN7x++5rtbkfbd4QY+INf/pJhHPjLr74S4YnDQe5+1lxfXnNzfU1KYsh4f/9ADJ5+u2Wz7VDakYMUSba7C/7e3//3ePv2U37+B7/E+8DtwwOH/ZGn/Z5hmJjnmU2/EdVLJZX6cSr3OUmw6ZxlGjPH4cDhcODx4YF+09NvOlk8c+Lh4Z4QA3/4h3/Ibrej7Tqh+Y0TT/sj33z9XiqeneOzTz/hD/7gp2w2F3Rdz9P+kXme0EYaxKvHR6We+DCRUlhQza7r6XqhmhhryAgVSym4urogo9gfnvB+LnOfoekaQDGZmWEcOTwOZfHP3Fxf8uryFTevX3FxccG7d7cchgPDOAnNRymO48Cvf/1r9ocDdw/3y5jURnj1292WpvRtphKsqazYbHY0TUtSWUQwtMW6TKOgLefQtC3GWvHjSiI8lLIUnazV9G1PDJFpnMosAN5HQhyJEVJW+PsHrB3QTUdTpJO1AaLsx9imyC3vGOeJ4zBCaeLOSr4v+ICfvbAPtBLELEWexoGnIXH7eMflxQVv5iDJkbWEDDFBtI6sDTlmlM703aYkr+Jxk7PQA2MqsvdZlPtCkKAmBC9N8VoXYaJUJIYp1WBLv93SNI6u62SujRnXyLnuHwUR3T8d8cETfCpVful9evvmFW0rcuYxiOhA1zZsNx0oWW2HvaCp3377DX6e/00f+Y9uv4/5pny2SHN/GKjJG+Dll1bFLp6vqan43ixrIKe1cP29Hys4vkQTP1//1v/MOZFjAJUxuJK8GJKBZCkFY5YCeG0PkJJRUQLOYsbsfWSeoxSOhpH94VhEAjQ5ZYwTJU1jFdbCpmuYNx1XFztaJz5MKAPaFYaEgrmInpBRpOITxFLE2e12ZX3uBKk/HJciRl17q91IXVOrXUi9RlK4rAhdJAQ5ZjglVvNcfTTFbqdrW7QxdJ1YCGitUDkTZoOAqtKnFDPoHCUObB1aw9XFju12w+efvWW32/H27RsAog/LsxK8X5QL98eJu8cnhmFimr2IOhgDKKYgsuBGSSx1cbGjKT1Q43BkngZR27MaZ8CaTGs1ndNsevHD23QiRV/pfMZogoFoNSEYUnRLLqKUzLddiR0TFPRb2l9sVOjGLgj27mIrKo+IZyGLxZAU+IbhyL/+l/8SYuK/9Xf/Lp9++hk3NzcLe8QUxcUy7JbCRG2nkbGspHc+nZC4dYz07HmtMeX3JFK/O8e6f8utQsQyk1TUR5FiRXikGqtKNTwVs76CQUnja0mI0srXRiUl/iokTJ1iavCsyueXQL1kruU99e8CM5ckSunihSDSmOT1zJfJWlSE5JJHVJZGXoUi54BKEHImoxlTwuaECZmQwQbxLbFKSxKHkapFgfmVVqgcC8IUl0o1yEKbixb/M7RFPa8+ratd5GrmkJcsvZ6NoPI14alJTE0wWfZXg5U62OpkValw6yrOS8p93z8mnlfH1kjU+j3rxGA5z/UikhKpTrKZU7Uhn67P+v11YVnTFOv3n5LAE5XRFFd0vVSzny9Ep4n3lKysJ+Tzc3qOmvHssy+hUutr8dL3ril/51TL9fZMHj2flJYyFBEJxBfNVLNqVapdv9sk6vezCQr88PhA45oSWAeGaVqCkvuHe1Fly1F8hYpJc4oSCK1plnXMWCMV03EahOaRgKwWKdZaqOn6DX3X8/btJ1zf3KCNIRUkJaZY6Kdyn0PpF9WrxLdW5abibRRTlIJTMZZMORWURo656zpQglT0m56+JGabTS9S9qYiS3kpqLSNo+87UAnvG1AJrSkN1noRjui7DqVgmicpiEVf1OxELbBpGpKRMbKgaAt6VeivxmKsNJVzGJnDXOZ6UaPrurbQSzNP+z3H4bBCaSRwm730d6FUET6p6pgU2nepmupiiYCSxMoa+lRQxZJgVTU+8QQzpdAkIkKnxVWKDjkl6UHwsTT4KxkrqCLwkYlpIgTpY1Pa4JoOjSLktJof1nN36XktlOOM0AxjzgXxMRjXYLxHGUuKQt+ZQ2TyHov4uqRc1wZZwkQfMJXro1HGkgv6XPud5Nxk/rCNowVssks/X0WUrBXadVv6/pwrtgnlDLLK5BxJUdYQazVNIwW76KfFXDOnsIg/qdqHXKr4xkhBlYyM7Sg07I/lIT/kbUmAQJAjVc9DVvQai6xWb/nckjSp5/tghUqRnwV66/Vwva0LaN9H5Tu9f/lbWTYLWkLxskQVZAWMrpBLPqErNYitSKIMDEBEvETtcmYYBo5tgzXSi+qsFfNZpJeZnJbxs92I2bcgotJQERckroiB1XiwIF0S01QhJbNc17V4VSpiH+dJVDVqrYlT7eOTwrE9+USRF0peKObolAjN2FN8ILGFXgQlRPRsrcIn97VpLM4aLnZbtrut9II2bkn4KF6qYkQuzIjJCxI/jhNjEcKJSzF2GSnCNil9V9Yauq5Fq4SzSgzIrWa37dltN/RdI8qoztAUBMoZvRTYK+pHzmBKLI7MWc5Z6QtDkqc6BJYesBr3lMTSZOnHcsZImJ5P49pokQw9HPY8Pjzw/t07NpsNKZWCmT7Zvixx2Gog50Vj4ZyVkxYVwVwulFp/d1ox2V7YfhhJVM4QA+jVIrJUS9KSCWZj0DahtF6a45ZgNMmAz/o0OQj/OKOUcKyNKvxKyg2kIlLU0okcTsroXCx5TRF1yPWYgJxKj0gkBVWOsSBaWi9VEZHYjGjt0CaAtqg4E8MelWbGkNA5cPQJZzJjSjgDndWobFE5YQCrTjNQVpGsEiFFYlJLoKG1gfKTi+qg/J+XwVTN1Ep/s6gBKlVyqTJJ1x4tBVaLWtkJnq6Uv5PSzxrtWAfodaCeetRO5qxrhGn93peHRn62r/P+oErrO0fIzmkK8kW6VIzKbFi+8mTEJt8lXhOn/qz6UMoxSJBae8La0rzddX1Rd5OKj/dhGU81SaoiHDXRrN5W58p99bxqb9h58nhO3cv5ZK5br2093pf6qKZpelZdq79fqwhmijJgEjhdG9BWobQRlFPPZCLDJCpcP7ZNaUVIgb/81Ze0TcPbt2/lnFNaVAfv7m8JIQhy4Bw3r1+JgtvllSRTqVbTt5IoJDFZ7JoOP01En7DagXUY06KVZQ5SBPn008+4urrhj/79fx9rG0KMjNPE/nDAWsv2Yodxjnn2HPYHhnEo5scwz9Lv8/72luNxz+3de5SCzW4rHHlnOQ5HDuNA18n4/OInX9D3PW8/eSseS5eXZeEdaRrHw+MDkMpcksU53kDfWW5efYI2hvv794zjyMPDPUprrl+9wnUO1xruHx54fHpkmkf8Yyh+PyLBe3NzRUU77t7fnnxUlME1ErC4tkMbh1KWx6cDx/HIdiuBw+5yy8XVBRRBiC9/85vSY1CLF2Jk6X0gK03XSQ+DViIVH4oSFSnTtaLWZbVDoenaDSkl2m3HOA087h8Z55FhHMBoMJpus8VYsbeowVrKCVIkp0CYRUbdzzNGSY9CYwzWtBzGA8dxJKcRpQz9bkeMmU8/v0Zpg48i11upPUJtkjFqShO3Ksm3jxmfMtq2uDaxvbhCG8txHPDzyJgiU0o8TRNNgiZrSZaMlmouioAmKVESlHlEWBWRxBwjx2ksBYXE9dUVlxcXqFIEjEFoqMNwlN6TVqihFxcXUt1vGwlaQ1jop8M4knI1UzU0VxfEEPl6+BbvA8Nxj9GQ4yR9DBHIAUVdIwriqcA5g1KO3eXuRSGjH/qm1wJMqc7dVY8vL0JRlbpfA7lkLTqlJVisQfZ6q+Xn0y/UR4Gtl6h7S1D5kc+UQ4EsabghY4glNhBkFC2y59Ljk4qpbEQhaq+lk0pCGW2JGbGNIBO8oO7DMEhioRVN20j/VJjIMdG3Di42fPH5W0GtjGacpQ8oR6GKpbJeN+WcwuyLD5sUAJyxq1jE0Peb4rlX1eumYk9x8n2cprHEBsJgaJriq5hzSYRsoQV6nJPka/YjPgj6gVI0rUNrSxWT0ViMAqszQm+K5BDIMSwx6fXljk3f8ZMvPme73XB5uSvqdjIWfJw5TkceHx+Y5sA0e56eDuwPI/cP9xyP49Ii07RdKXzKPYxFGCaGgLOay4sNeddCTjROkqSf/+QzLncbXr+6ommcqPFZw65rJQnUJ6PdastjdI1BCgusxHvjJMXBXGJ5U+Jq67RQl6MUUHKKOKvpWovWNWHPGKBxEsu8f/8e5xz/9J/+E3JO/PKXfwutBV0cJ6EymsKcKrykJQmqCsw1ia9G9TmdEqb6PCyxUS0sf2T7QSRRSiEBQqnKcAZRk5VUreqlqFmPQgzaSqWNijYUs1MFJCJJlyZ4rUgF0UlZDFelqYzT/sgoLYpk9feV3yk/CAKUhNoVEZ5pBKHA5RLgcpqUMlbMbP//3P1ZkiRZlqaJfXfiQQZVtcHNwyNyqoysagKom9ALARYBwjvesQbsAfvACgA8dneBCNWZVVkZERnhkw2qKiI83AkP51wWUXOLKDQ1qOEOztBUc1VRGZnvPef8k+sRiEs2+1oLpsq0OuWKyxCqQt+lYovF24q3Blcl4EyHMpRqb7pm2WxQELs9bkNdmiasuQHVev1d02fJ/Uin36Yu1lwnX+34c+jHX0KNPv93+7vbgh+uk4QvnyMvp2afN2mfP4/P6QyyaLZcq+tzMuaqL5Lbbu/ei8dpk/fm0nfbzDl1BtqaoXYGfNYANdreLXL2+VTkS6/ttgH7/DV+CZVr/263/1KT+qXPAa7c8e39M21t0Yl7KcJtLpVUKssq4tVf2lEVYXv1+pV8jl0QJ7c10Q+9GCj0vQxIADDqgKfXirWk0rROTSNjNmHy+TxxuUzaWFtgxjmP9YEQOt6+fcfDwyuOhztKhefTRXONohT5wTNaR99fBxQSMBl5Pj0rfeHCusxKRbgapfjg6UpHoUoT1QXGcdQ4AqE6nC/njYbbdYHXr+4BoUbf6eYdvPDbU4rYkjYnppgkKHKNM9a6jbM/jiNaNggNbJqwzjH6HcDmdrdoEK5tWlKTWJZVJ7aeYew53B3Y7/YM40DoAljDtMzUiqJ1hWEcha5nzGYZnaIETHrvQKfOHrOheNM0Y4ylJImSGEadCPfynhcqYZU8qvR02bwAANZQSURBVH7o8U4mqZKvpOJ+66EKilRSZjrP0kQtK13X46w0g13X00WdSBuLNdoQ6flkVF8lZh9Ck73+zoiuyjopQrfhvsFYLwiStBq650kzWY0l5oyxGVLCKQqXkxoGGVnznJe8prgmqpa3IXQcvZPmehEUM+V0LSx0bwsh4KujVhXPG9mY0hpfDD2hEry9QViKli+V4GW/scbinWosU5UctQ3xayiEInPO4o1ntMP/ZFbD/6+PWxqeAbANDVKn3+0zv5qcGy14rdG65WZvfXGfX2h7Pkez/j8+6l+auV8dOa1T/wj9fARBkSF11TLiuh8ZfHuWraayTpERwR5T1gypXBQRavVKkfPLGfouUCvs9y1LL2LnhVwN07ISlyh60NQoeZI9R8ufgm2A08JhbQji4hmv+991YNqGtlJ4lxKu7601OOvxSCTKshhYqxpLNMlB2oapohfKZBP1ndA4G9M+TxnYVOPw1uGs4XDYs9+N3N0dtiiZK5tEGr+YIvOyMC8r07wyz8JOAGna68YUatd40AZQcp5yTuJwuq6KQIlphCB+I3tFokQjqyhUkKB00ZypEVtVnEFryjYJaLVWG2q1OqjrAiaJYU+NSRtJoT92QdgN4zCQc6VUQdRD8JQqn9E0Tfzxj3/keLzjn/7pH7m7u+fu7mEblFtlKDRvhNu6qDWhpWTJqWp1PVr/3zZQN9fTnzt+Jk2UXCBXgfSNyYR+z0koWaTE5sJnrTQvRrpa4V/q5J8qV7IrmCJUpKxOdGSHrZZi5btprjjm+pjaPlyzpTZsULzva5YFPqmTn9B+pGltTa00fwi8WS3GOIyTpo8SwQRqicyLxdZMiqJ/6rPBFXDFaRNVdChaxauiIARkyrZoGeuVr24pRt8XRApWFVYuuYXAtZNDqBLNnMMpr1dmJejCjb4n7UL8coPSFvY2aWuL0OeN1O3fNVe6Zg3cdE6f65K+ZDBhbi7Idr9/zoGo/dtZp7kpaleuF/ptftWGRn7WsHnf6HtXJEqMAoLmqnjVRinSxRXZabe9pQe0Jue2mfkSitdeX5uKtde6LMsLKmVrfhrC9DlqddtIfd603QYov9Bj6TQTI1QiUmbNmZozay4ssXCZVmZdtH9JRy6ZYiq//be/leJ6njmdTizPC/u7PfevHtjt9vR9z/PpxDzPPD09kaaJ0/mMcUIF67qOoR82zeA8T3y8TFwul22qKk225DG9+eod47jnH377b7l/eMWb1285TzM/fvjEvCxM80w3iG6m7wa89/I5V3h/fuZyOfP999+yLLPYAq8LMQkVrZ16vgvsg2PcjXS9bIDHu+PWUNVa+f777zeayjgO/O3f/EavKcO4G9nt97rhJqbzRCmZYTfiho55kYbPn8TG/XA4Mo4jD68e1DpcKIbpU+Lrr7/m7u5O7YxF7HyZZrp0tb4NSYI4+36QrJaHe7CGUe3lQ/BUa/j49CjI3DxhjOHdq1dSTE0Tok3Iqrs5SyM8qPZIQ4Gp8PHjR81e6un7geP9K7qh5/7uyBpXhsNecsLisoUYL0tkmvR6qxXjhQqYY2JdVj59eCTHRFxWjocjfdjhfce4O5CxeN/hux7rPD4EHfpJITmMozRz/Z5cCnFz6lQBvIa0lpu9xYWAy1lpTBIlj3X4bhC0LmZyjaRqMCaLDqW0WkHQ8tANUOF0vgBI0z7uOB6PXC5nnp8fqbUyL7M4d5XCMAx4J02u1X1DistMjpk1zUCj+EhcwNgHyQeb5s1lzlAYB0cpFmcCfeegrKS1si4J3xn6wWkdgOrGJHvHG0cXBHH9RR3m1tYeqIgdfLVbwyma5MaOuSJS2TkdZpXtzr7YNplrY/X//aPtv9AFh3cGZ3TYrSeXQZAIUw3FSEGcklCAuyC6JZT1Yo00YpJ1K3S8lCoxSiOVi8g3qhONsTEOt3N0ev2Mw4C1jqfzhHHPlEfRADXdYAie3W5kmhZQ3XQtgjTVKoh013UM48i8yrqLgRjTtte3/b3rpHlyzrIslsv5jHV203x673l+fqY8F8ZxoOs6LpcztV4RrhwjmUxJZaO/Gc0KbbWm8WLyMPYdfRd49/YNx8Oed+/e0vWdfAqKIqWcRMM7Lzydz5zPF86XifMlsixZ0a9uCw5ug9JhGLZGvtZKjAvzdOF88twd9/TjyG7XMQ49r14deTgeOBx6tRmXocg49LTtpg2iRcgv33OTlGiNVmrFreKy3dYzzI41RiEIZEH0qRlLZb8b6PuO87TIgLJbhZJpvQQ1r5HT8zP/z3//P/D0+Mhlmvj7v/8tv/3tP/Dq9VuOx7sNicr1qjOvVA3qljopxsi6rmKnr8Otz0cI1/rxz18ZP4smyjnHYb9jXWXaNy/SvZesLnUGndi0qY2+3Hq1HqdUqikYK5MMxcKR6aqFanHIBW5RFMqpPKrU64kgjywntb3RIm3/J/dRjROnk1rVjUkWAjLq8iVIVblSvOUkw1LrANXLbqPTbChkmxAd1YohYqvBlYIrGWcrzlRcNVgywaDdtixEMhqy2wbdAH7hzqKd9pUiKa/TyGuxMk2qdoMdkO1Wi2/bOvOfIlFwRZ3gp2YQn1twf44a3SJMn7vgtIbqFr25pRB+/hxuaYPt768bz+3rl5dp6suLpukcPjdv2PjonyFH22Pr60bzFQQ5Ci9ey20j+LmF+u1t2vvwJUTt9vFv9Vq3CNSXjrZ5twbpc9Twtvm8NdfYnoeFmqs6piUKlmWNrDGyah7FL+1w1jHsBlIV2+jn8zOlVu4e7vCdZ00r+VQ4X87kktUlTtYE3/mNepNz5nw+kctIP/SULLbFjSKwLCsscP/wQNcNjOOB3e6gmqSOeZXp4TRJAXq8u9umjtM0yXu8LmAqw9gDZdMvOWsotiFdVekSIlBuS0D7vOdJGqFpnqi1cr6cMcBuN4rLle0oOZNSpJTEuk4yWbZhi2B4evzEmqQg8c5qiv3VNU7orZ0EEDur2gOhtk5Tm5BK8zAvYsLQhSBZVktkt8v4IOYFu/0eY+zm1oWBeV7JOdP3g27OCBJ0mbdixVlpBsTJq9umjdZeNbTOeXa7HV03qPEFTPPMvM6cz2dSTtuENuXMPM+knBj7EacaolqRKWlBhmMWnJOieF0Tp9OFimVNUREghysVjMNYf7Mpy3CuxSsYHM5WggfrVDwPQJX3xjRnWiumDeuqa75tShWauqK0Nc7UbR8yTpAtUH1dVsp8FjMh75wYaORrGLczsi94JxPoNiZKqm9blhljRA/ShcA4yDngvMOrjiGnVWztU0MMF0quxLpS8sqp8zhn8EH0bLWiDod223fWNYoD5bqS81+m2PwcDwFeTJvV3uyT8ttbvVO77fVE0T2I7Y+339UXt7ne9+fsjc+Pz/ffP//EW+0jDZFoVgzeSrBrLmLS0kxQZGB8RUCuuvzG0bByYhpBF53zMhgIHc5Lk1RQV99StgGVx+ODoKmh67ChY9jPhGHE+Q5jxMba2lmGmrbVjqLjbU5xRh/XKv3eO2mWys0A0ZjE4XDAWkvf95ukoVZB672XAUgIYqYjMSvrNjCVrL6EMTOCRGVEw2SoGSX8SMiwd1Zzl3r6znOvTIC3b16z243s93uhFa7ivLqqo2DTIyfNbVtjlHzBJJlvYNTFr0UB2e29dNt7w5Y31Q9BQtKt2NCLznIhJ4Nxji44nBOt1nWIcm3oq2vVVLlm2ervQycGNqELEGFNcTtP7Q2Lx9mKzeLQ2XcdKVdwgVxgXRMGs+mspsvEd999B+bf8/x84vHxib/923/Du69/xd39PUM/0A3DlsnYBvfNWKhUiYjh5txsiOVPUN+/MJf4mTRRlrvjgcvFqFAaKEVPvKILv05mpIuh+b3UKi1wVSFsqUkRqqp0AMkdwUKsjmqFQmL0ZLZVPnxj9K71vkXUXYXnqxuHnDj6bhYPteKal3x20nEXseUVzZJOD7N8ry10MCje7Tq5kMIANZNZKSWR0oSpK2AxJeFqwuUquVMYnDEcOsmaooEfzlGtkbAzY3RDhQbBt6OJNNtaXDHUIs1ibbVwbe+FUvpUg9bQwc/b8i81SfK5XpGU28bjtiG6vY/WGNzalzd0pN1va24+p3PcNlCtAZD7aBbr14ZD0Lir1fttU3edHn3ujvfnDR5AzQZ0QfA+MA7jTxCi9hirWpA2eL7plm4h5y9NEz9volpBdfs8P//b2+ayOSl+/r63ZvG2eXyJHFbN36isMWGyFLQSVppY4y+voLHeMh73xJKYlpkPjx85HI68ffsVOUfmZRLkJCZ2u50gCFYKu+aImLMYCjxOj+ScuTseNz1ILdJETfNKyplXr79iHPccDnccD/fs9ke6rueiyNblPInu6tVrCaINgffvP/Lx40e1soX9Xhoe78xWzFSlYJSaSSWSUyanpFa+8pkDnM4Gv8zMy7xpK7oucHfXHNU6cRo8reS8Ms/xWszrmvn+/Q9cpgvWS8J83wXRCqmQ23tHsEEF1G6zvF7WyNPzM9M0UbWJOT2fZJ3ZyTk8XWbWmOn7kb7r2R+OGzWlnZfLIjTC4+GomkExzzidLts175zncOg35PcyiaNbo81IYe45Hu4IXYf3jkrh+XJimiYen57kOqVuAaDPpxMxRr56GxiHoA1JVeoRqs2yGC9F3DStpFy5TAvWN2t1odAV48GkzXBkmwinJM2YkSJGrIT9i2uwC5XimrYi0Pc71jWKDjar0VDVQRp2W+NabieAV8YGtTVR2vQXOW9qs8dPGd87Oh944R6tKAK1ss4LMa48n55wzrLfjYx94LAft3M4Lou6h82sy0zU0M+oSPq6JhbvMTXT9YH9fsD5nlpEuB68fM65VJZFhgqpit3xL+4wt5Q23V/VjKHVH/amaNuaLt1/jAH1ZN7uYBu2bUiRURo+23//paMNPa9b+k/3dm6eszWGzhu8NXgDGGEOSX2mzbk+h0yjigsd3NZrNVKQDCljpXnqekFrfdeDccLg0Rqw80p79b3QurqeQ6ncvYLzZeF4fyEEyYUqVfatLohdftO3OueozVrcWR30XPffrhaWUpSy2/TVwhYZx91G169UrBdL/v1ekPJhGDQqY9kMKVpjZd0J8rXukvl0JZekdVjG9R2+8xx3O47HPe/eveHuuOfVq3vJfdvvZT2Kiw4RFs1ZKqzaSK0pMS8rS0ysSTRJEu6rrzEIbbg1UMG3oFzHfjey2w+MY88wdHgnzbro1CxpBdt5XD8QvGHowzVXqdyiNU1uU5V6LCeONWYLnJ/mRW4zTRsi6ZzFBwdVGl2XCy6L2UUxhoFALpXHx2eEtdYxzwuX85nn5xP/8rvf8/vf/yv/+T//jv/2v33it78985vf/Ia7+3te+bdiVqTn+raf6JnovRrBlYopL8/9n1wDf+b4eTRR1nHc77FGYd8qgq95WWTaqDtBFWBKelttdY1yPeVDU0i7jQr1KxXhFFcrtuW20ftMwdoiG4swImT6ajK2NnMI2Zic8iy9ddKE6STaOO1krafWgquZUi1JbdJTLqQiJgFRA8BKdQp/B32OnUzr8iI0v2qpBHF5KglLxNWMLZkAOGMYShKBp8lQUCcY/V6VQkjd3i9jRNwJXqDTUtn8KrimZAEK05gbdz67Oavoyo99gWZUndJci/Z2fI4Q/UQ7pZNY6pebh1uE5GWzU180U7c/b/cvU0yjzUbVSYS40hhjsFnOl5f2r9dFoSFFtGdq9HO/eY3tZ21UkbPQZ26bp/bVnufntL3Pj89fx20Tdts8fU59/BJqdev+95L+WF+8llt65S1VUpC5jC0GW7MAqqWwxsyyyjkdf4FT4caNPhwP9GOP9ZLTM+x64ipcBesdXakc9iLovUyzTMCrDF3Gsdf3UDjrwzDIfZeC956+Hwi9BNg+3L/i7u4ep5SEb7/7TqldTmhOsE0ukrrX5ZIQSoxQEIwWj8PQk3Pi0+XEsi4b9SymtFnq390d2R8OWlwXuj7IhNFZnabKtTZNF1LyOG3KXr9+JcYVy8wynVmmE/04yiR0PsvtSyF0HYe7I+Nux6uHB6Z53rKzLpfLpu3R5UibHE9DdUPooaKoQ8YYS9f1PLx6xRpXpnXmfDkzTbMaC5iN1riukYpQOtqAxFspXOSz1duURbKk4sp+t6MLgd1ur+YukTVFHk8nYkpcLhdiXJlm0XE5fzV7EXRMGsNaYZ7FBGE6T1LgrxmLVUMahzFO7JtjFnc9a8A5jLMMQ2QYVtGkJdkrpEFIOB8Y+p3sO8awqmZtMwdSKoqgZAlZPQXxE/2Dp+XgGGNlE9hOePl3itIgnY3Q+CwW6wPOdKo5EjMKbwy92g5nHQp0Xa80pyDPY10xVIauwzlL33msQde7CMj5WrKM3r2T6BFnKp0fdJ9XxKIkaoacHTmJVfJlkrDgpWWdRVkDh3H8LxY2P+dDiSHUKsNVo/8Walvd/rsdL/a2zxgU2zCyDQexW9aX+cLfl/pyqNp+f/33dere9oWXlHAhvMgQx2jDDh5HxZKb/T+tntDJt0xkJZOsFmrOlMKmgRKen/D7pEFIGK0r2mM6J4ircZ6CocNhfYdxgZgKGIe1gd3uILb+WRDWUgRFxZnt/DWIw/OsNL5b7c51gNqev7w/IQTGYeDueEff99zd3W2o035/2NbpWsv2vJt2qDWYDs0OVC2OoYi1937P69eveP3qnndfv+V43LFXDasxqF5MKGjzLEHdyyp0NCE4Waz3VCOuqPJcDLudJThF7tRuvO3tfR84HHbshp7DfuR42LHf9ex6T+cdx+Oecejoh54uiD173wVpsozysmyr27yYEmVLLrKmSa0rn783aP0i78s2/K3C4vLOq4tyhXxlVNRcMN5sQzBnhUZprTTaSxRH3Xme+f777/nv/7v/jj/8/g/83d//Pa/fvOUf/t2/4+7ujv1h92LonGvRUGd5frLH1O3Ca264nyNSXzp+Fk2UNZb9OGKoLN6Lfe/qdEInvv9yNJGpFoHcQtpFrVCvQV+twxRnGEu1kqZsKxgrCexWmyljW6itID62bf5q612tCP5KBWOcckItOEG1GlBdiZrNYjbx/Zoy0TlKlADIz4Y9QCcnjXHUHBUo8kr/WzHF4WrEIgGRvkrIqTOSE1URN0EquCwoWilGIhQarIQiKaj5hblSsFrzZNr7e/P8PhtEbSfTS+TpusAKXfHaAPy5RuH2vm6Plwv6lxsouDY4t+jN500EyMRenn1RrZqKmw2iLfvJY79sSFpjZwwvvr94fbpgyqYoWSsNzUoadNoQgdv7/kvvT9vMXppevDSBuH3df45mefvVFk9ovfBVV3CLaLVGyzmvZgBgC9hqZDig1+W6JpKe47+0o1aJPdgddkCjyulyYqCaSkAoCPvjnk5pZjFKyKsxbJqbrhs2R6c23Q+dTM+tj6RUOB7uORzusFbsb3/48b0Wv+LQKKYCEv6Xc1Z3s6wbqBSlzhhKzvR9R1Qr22WdicqRjzEqvUNygnb7vVpIl00HGEwn57CV5ni6nCjZM/Zid37/cMfpBCmKrmuZZ44147tOCtplYpoXQtexzDN938sG5SzPp7M4bF0mycqrUiyU0tCjK43Nq67IWi855ka0kce7Ox6fHnl8fuI8iTlHUMS2rUtrEsTt+x9+xBrL/f09xltC6Mi5qFBaxNLLKk6Uh/2e4AN3hyPWOT48PrKskcfTmWVZeHx80us2EbpApxPm0DU9ozQmpVSWZSHGxPl0kQlmlclu34WtWEopS4adrbLvaEG238sg53KZyLlSjWddE49PZ7qu57CvGiDqt+va6ECsGS6BfMbNRMk6hy0eXMZZh1Pji+uSoCVtRc6HWqGgxh5WaXgeo+G2Ts/HPng671my0Fn7IHku3ot+eQ1SEMfQ4ZzR8M2WLxVJcQWuYZnOGqoz4KALvZzbUZDvy2US1kZJ5GzJ2ZHySgXOF0ETUbH4/rD/RTdRn6+WcmYI/f/Ff7fff9ZE3f79S+r61YXs8/3gxQCSTbnwxWfX9vP2XQaI0GzNmxObNeLgK5NaHR5kSKWhZtuLUUTNboOIkmUfabQqofjJJDtv2t7rYxkjVHmswxlxIMYGnO+wrpPHtAFw9P3I+4+PxElz3RRRQrORvBObi5ILa1zlelfr8NZEbfTam4YyBKHoH/aHLYS97am73UgpmXmeNAKi7bEa+GuvTVSOlbWoJYyB4CVI9+Hhnrdv3/D2zWuOx70Y+xgEwa+yNjUjiRgT87KwxpXmANiMaXKRAWfJiDkO4FUXmtZ102RJ8ydN1H43cNjvOBxGDmPHEDz7/UgfPH0vAcdDHzTGoGn32jV4a9RlMFmLq6IID00S0vTxbMHtyNmFc9L813JFAavWJMHIUMkgyG2vDqvWONw8S429rnx4/55PHz/hnOfDp0feff01XT/w9t1X/Nr9SiibyqgqpYItIu0xgqK+MF67WV5M+zD/zPGzaKJyjlyeP2G9Y+gc3etXxHXlshsFtpvFgSrl3JYIaiOWWieFvxF0qjZUylhqkUW3pTSX4jCKPmHAVWmiUhWRoy9gbcV7QWlc5eo+UqDaKg4qtsHEdnPTcaDTIPG6rxiKlSRmawwmK5SbC6nqjEYL2pQt1chkpjVPxgQwHvIKZSXnKBBwCZS6ckrPLCkzOMkY6GoVe8kg3zsDvoJxVYxfjNLlnKM0D62bYt5iVDsmn0nrpZJO3ovOyJq/PybrBi685XaieXd1F9oWkM/OP1mQpUHdms/m6sRVM3VtRETv8Ll99/W4Nlu3tuANJXI6OWnoYilZL2JZ5V9SA182Nrf0OSmm7LagNpcZ7z2hF0RSiqdErbMigC/v46fP/acbXnuPPr/NywazXBebm9eec3rx3G8tzoEbx77r86qoU1rRwqtq42107Ilwh42KhmOuIgQulVTE9vmXdjQaxzRPdCFwOOy5XCY+fvokE8fdjrvjHeO4l4amVgalaMY1Isnqs07IT/RRmrBSpEmPUc4DqjSjT88n1pg5PtzjQ2BanwXV046+oR+hl+Zknudtin85n4jrQoqiCZouZ2Jcsa6y3498/at3gAxTnp+f+fDhAyF41lW0LbUW7u/Fnr1NSHMRK1375rWso4ge6ofvv5OASm0sh6HT1yON0w7D/es3GGN4Pp04XyZ+/PCJqoOdaZ45nc/Cz09JGoVSmS8z1jmePj1JsxezWLmPI/1+z1/9+jcMw0CMkcv5wuPjE+u8ipuW8xjspoV5erxoYxgIXgp7Y5uL3szp+STXeE6E0LHb9ezGPf3Q8/HTJ1LKPJ7PoiXIVSipqzgcdl0vaB1t2q9h5BjO54lapAkquWyvreREyRWKrHfOeM2HKrjO0dw8MeKSt8wrj58e2e0zr9+8w+Aw9UzVBnCvNvpNO5mrfIYpRUHvrCcYw6tXr+m7julyYrqceJwnteqFlAo5FXwQJ7Kuk+ntqoWNN2pY46xOgq1qkqwgXTkxXc6cTpHgZK2T5aAS9XNoclOh/iQel4vsl85p4VsZBrGKPh72dCFwOU/kkhl7eT4+eHLKnE4i1u/6ThpPKr4TbVUtlcVYCfZOiWWexMzgF3Zc13AjBWat6KSU1nEUzOYoZrhpfMp1/b/BmK6NFld03egGq/ZaN4NItXI2bG5/LSS27bvANhBUSfiLpsnq2uGNnOveenrnqcZLE7RkaswbaQ9tvLzun13fU3NiySulSrG/xiDoexbXuTUmnBXTk5xWUlrxPrA/3uNDRz8eZNBVDaYWgjMc9ztx0kxiu/749AQlYmrBkkkFas2sOVF8IPhALlmy9IyYMHjfMfRG16e0UYKbidPxKEG9/t07ui5wvDtKfRIj4zDqUDdt2v5mUmEw5CSfszcG4y1dEBOJ4Ax39wfevn3DmzevePX6lSIt0ryWWlnWlWVZmZeo4egnlmXldD4LUwupA6TG8EJtNNIMBO9V/yQo0HA84K1kAHZdwFlDUJRpHHr2Q8/9cS/Uvk6cM4N3G73YWSuZhCh4oLWw8w6ndbixlhKjRupI01IRSYBzlqHveHi4l71Tbe3Pl7MYyeQsui1nefPmNYeYWRISr3CU86NUwzRNPD+eMBX2wyhuj9ayLJF1Wfnd7/6FH3/8kVLh7du3/Df/m/+Gu/sjr1+/3vK6rlRVaQibjktqK0TKQ3Op/vPHz6KJKqUwTyf2h4MUpF1PVEtFCXDLzEbao6wTtaIBWGLyYDbqQqNCgELXtVKtNE+iFCoUKzS3atp3I7WiEY0UVq06q1yotVqMrQo9ymLnreqONnQCgdqz/IfVRxOTYPl3KlXpifq3zms3ododI82dcR3VtHwMRy2SylCNUPgohjldSDVBNZKzYUD3aXxVGLxWMjp1ssjJbgzJWGkIW+7E9v/QVVM/F4VgS67bjVoAqDVOOnljxZCiwa03mUemdfitJKl1E9XKlOkGUaH1dFfkqS2qG2WtQiMKfH78BKmqBWeu4XbSRMvjNKS+QfbXp/FThOiWEne1OLeb3qtZoHon2pCyRgyVWNh+d9tE3Trs3eqk2uN+ifL4+Wu80hPLdi20TbI1msa8NMdox7VBvAmkvpm2tdHhdSaqn5WVhS1nsGpVnNv5/BeXmJ/n0eieKUaZyvUd0zyxLMtG0Tge77i/f+CkmhixuhUb87iuMtzJmRTFXc57vy3IpQha18Jk52UhlUq/31MRB7VSKjFnnSI2rr7jcrlwPp9V4Gs4n55Yl5l5nihZuPSlZIyFrg+8ef1KtDca9Lsui0wdo1j+UiXEdrfb4Zx8xjGKo99u7Ek5Ml1OzHPkfHrGeXFCC1pETDrEct7TWcfxeEeplfcfPrCukcv0g1iT70aWdWVaZtnM1rjR7cTcwTJdJhH3ZlkLgvfsxpGv3n5F1WJ8XVZmNYuoueoASwY6ggCdqRX244hzjUInyH8zsWgahK7r6UKnrpyex+lJtF+XSVgFamEu1uVOAj5Nu9YUiUau+XWZ5bPW3wl6q66nBUwVHZm34mZZasVh9NoRJCvFQqxi/+5cILggHkMAyPTVO8duHFmsZbWWlOPmFFjqNcR8t98DVbJuUpRC20ChiEtZzNsa3IYG2Yql+Qt6uhW7Y6cCdyhqIhNZ5gt2t9diUPbArEOttiaDNJLzPDXQgRCk8Bo60V7sxpFx6OXvc2boerx3jONIylI0Gyu0ozWtLGmR5q/viOsqzmrrLE64cf3i4OnnfjRg5vovXc/lX1LEtf++fX31elvgpti7/nzToyhUVXXw2ZClzZVX9dAS9Gu14Pl8n+Fa09CQoFZMNtogGDX+CF1HwVGNZU0Vm8v1+ep2ba1QsbxzokcxEhMjDXujL2t0Ri7ELE6blETJUaiyvqcrELq8ufoZpDEZu4B3nvNeaLmi6ykaLV3VYlyGVrI+t4DsSFckesY5BxW8Cxt6ZYxmPtZGzZOGw4cgQ591paQkSJazPD83fbPmSxqH8Yaqk8amgfNOEOC+k/XvcJRA3d1u3AafVd/DZhohJkNqaT4vnM8XaQgUtb4Oe2WQDtfHMfoZDEOPV5TZe7FS9xpd0XdejGHGgd2uxxtxD3S39Y+xghChVOJa1XhNw8wb0pnyxnCqNzWds5bqA+PO4GPEmKtut53H1oqZzX7v6XPl6bQSTWboB61pdJCZEhhLHwJYiY9YFzG7+fjhA4+Pj/TjyNPTE19/846cE3d3dwRjsN7rsEAHxXqe1q3ub9em2Zgpf+74WTRRcZ348ff/gfXVA8Mwcnf/Gm8tx87RG8ehH1kWz5oSa5LielrF9SiVJN7xFQRFaBG6IhguBUzJwII1EnjZrMerNgVU0URJ5JTBRaU+eRHmBeepzpKtISfJlVpzVuG1x1nD2Bm1SgxyYpWiiI3B+UpfK33KxKJiwFIoJSn3cqXYQvYa+moNtTjIQYwiiqcacY+JpiPWxGI6bI2cWXFkQkr4VBhjoneVQ6qMwRA64ZMGa0SwZ6rA4VaEnRXUJlcQObTh0/8BvKARNHFibV36TfAcKLqkMPaGWm3p2PrVsqganKvnsTQ5lZwUZanNWa7bCpZqZDrTeZkYNxpaKlGnw0mmwc0hzLttiicwMvS95D6kHLfFtE3xNr2UFh233+t2jhm1Pu2U5uO2C04oXUjjqRvOFcW65kTd0vJaU3UbGPy5NfwtrfHabF1dvYRebOk60eW0CWPUbCEwG11B9B52GwiUm2yw9pykeY7ULFo8nKCjJSXWNTPHJDQf3C+yifLO8XA8yuRzXvj2T99hjeXt66/UXrwnpcrz8wWwON9LI5Sy0NzWlY9PF9Zl5Xw+E7qO42XlcDzy6tVryJaaDDhBSarrKcbxdJqpdebT02krHmR6p1M8Y3h6fuTx0ydiXMg5cn+3Z+gD03Sm5KTGEgavbknLfOHueOSbd1+x7wKDdfzpu+/44fsfBI0qhd0wkpZIruJOFOOKc5bDnWhRKxmcY3//IMGsNRFLZokLl3UhpoQNPZ11VCfOU6fLqujdk2yXmhkVOkFlrXFCkUtZ0H4rgvTQd+zGkd24469/9StqrXz64XuZrp7OrDHREYhF9GHL88wCGOsIOAbfS6FXHSXDOke5xoLH+467+1ekLA5WyRjO6wLnE10M2D4w9h3j3SsqhpxhnmelFxVKulKHl5TIvlKL2CJbI8520+WitEEJkgghgKmIibFQ92zwONeJ65j3lJTJJfH49Iwxlq/efIWrlcPQk4JnuTsQQsd+dxSKTbDY4nAU/H7EeqfOiWKmEVPcMsX6vmedZarczqVh7BlH1WbmBDljrIRYGgNd120GEUb1JphKLCupJgqF+1f3dP1bsTb3nnVaBV1zMkzIORHjyjwv5BR12i5hrIdx5P7uyOGwZxx6oTGtGVGjGOI0EanEywVrLYP3Yr3uJRvLOscwePoh0Ps7ci7cTSNrjJxPJ25dV38Rh0ydqI1DriwC6jZihCyZSKUN85B1OLdmXRusF9jV1izJXzSilW15ldpoNcOsagutYqzmRuesRTG3g2GKengljAEXJGC1CwGnznxWGy7ankbBWnk8Y6u4+HlL3xmkN4gYI450BUstEFPkfD6rQ1xPNTus6zmdVyazsB8H+s4wjhlrEinKfVQTW9khWXDOsu8NeQy8vhuxdcU7JENpOlEK9MOIzLqyPkc1WkEtrg3sD0cZfRtLShIvU0smpxVrAj50eKOyEKWdDX1P6HtOpxOXy0StlpzlPpx1jIeeWjLrNFFLpKSV/fHA11+/491Xb3nz+jV932/Dt1wMMQkV+ccPT0zzzMdPz+LkOidyguAHHQobnO0Zuh5Xe0avbJjSkGDPq+MdXSemL845+k5iWRqV73jccdwN7MeOIVg6Z9SUAkWhJOjaGCuoz7U7BqzWkjLJt8bgCxIv5JuuWodOOFxKpPNEQhB9kMytYqV+lBPX0DtLMLDYFWNEfpMo0nSlRGj5VCVLTqBqmiyGNSVSTHz7pz/x/PSI7xxv3rwhpsjDqwd+89d/BSDOqbWIJX9FtNDWbtdnrgmq/yk16Ob4WTRRNWem00c6DyavxF4CKTs70DnpXp3xhGTwmiNQqmg1SDK9uC4kN3C3Dl42A3udvNSq8F1pTYNQAivccDfZpspGLfAKjScsC5otBYxEFXb6mK4tSFqwoi5/DsAaXFHeeRatQymCjIlbiExdc5Xcq1pls2oCPqo+h+KpDqiJXBfJmCoLHjGMKLXSGeGSZmcoYmAoKISeZGIjqguy9kCSGtNMKZq7X1vM9XfaaBnl/hvbfqnTNR1Fmq0BUHZ3eSlovZ22Gdjef5kW1W1xlKZNR2EKF9YqU8vGrzbmygdv3ze6pbVUo7QbZNFrlKaKNDKtiWqNyecaolvot03ofuo8KM+tmTFU1bMAP7mfL9mz/4TbXuuVY3yDUF0nlK3Z4cXzvhptyAeb8/V5CKJqMEW0YkVnoOLWVq/Ujobk5kyzYaV6jE6UWvGfSqVgX+jXfymHMWKvvRS1sV4Xhn5gNw7SgFtHTpmlLIS+RyziRQh/mRfWdWVZIssaOU8LIReMDXTjHuMC1UaKiUqpUcc045iWlZwKnx5P0gC3TWNDguHp8ZlPnx4lTDcueG+wdqcNUQKEOuFDB1TRntTC0AXGvme/G3HAuogov7kSLcvCmpatibLO4oLFOoMwfZ3kSBUgi7FFLjL4iaXgg8O4QK6GXFpApjg2yvkAQ9/pAEWvi3p7nRstwEQDuxsHhq5jXVfOzyeZrp7OWBfoXFCaitB7ci70vdCznRGXLCrUXElRBgnOC6WjHwZMspCsvIZaiDlBgq7vcdbThR21GtYobnHOdZATqURZFCuUVEklk6IIzcdh1PVCDWOyUoF1USjKbqgUvBEqeDVX5kTJhbiuYCRb0ABB2RZj39GFjv3Qy5TYGJxpwnNH6Dqy9zTb51I1hsMYDXp2ul/JOeScxbvAuoo2Dd1fnJfPpes8YChZCmTrzHWQRBFN4NBxOBzoejGOWJeoOTeCXjU6cVa6q2huhf3hnafvejovCIHsxUWm2rUyK7q0qktp571MvY1Sz5VG763BdUGm26ayRs98uTRI5xd0aMPU1u/68r+llRJGyk35sv2m0e/ry3t88dXE/vaa1bI97vaGmdu/NDdmf43hYbcBqtG9tUFT0nQoM8PU7f4bfRBFJZr+0hrJjbLbl9CGZd9le53NOCnrviJ1gGFZE7ZmOhewpqG+VZ1w9b1oz984nIHgoO8su8GzLp3YgldHi6UWxFVey5UWc5WBYFp4upzfOSWs11qxyrktGho0aFiux2uWo7/qvkrdmCjBO2qGSBGKoakE7zjs9+x2O4ZhEM0oEp2QS2VeIjGuXCaJwJimlWUVjW0tQuvNVZo4CfK2GG/xpmCLIZtC5zzB+y17atd3OK96x86zGzt2Q6d5bl4zwDREVz9H0Vk6XdPVAETfK4y6LNJqNKkxrBNtpdTUFavmZ768rLHa8FnWFGU26TXRjB1URqmyGoMp8ml5zUMtVVBcs92XAY1SkIFX4rtvvyXGlffv/xrrLN/krN4Bza2ubI/XBgtNnyVr2p+/sn8WTRS1EC+PvF/OOO/59OOfGMYdh+Md/W7PuD8who79MJCrJVfYaYL8ZZEAx9O0kHJhTetWiMuCIB+siGjBkjGSGEXNgkhFPQGMWvO6IJzunCGagrUR5zWhWWl2zgr3dk0yVckl4K1h54Uy16EQKijMCsZ5uloJvqpDi8C+fZApqCwkhRiFmpKTpaV3G5vlZ4pW5LpHrN1XTM3kNOHKSklnYknUGFmzZPjsPIyhsguW3rcpQtFlRQqhQiVWRYKQRsOrW5N3RjNRdIp1BZ64Lr7yu7axW833kpvIlNM6ycYybVGvbeHS4mgTnpuNgiC6KoPRSZfXiaXZihfgpnlAEZ8WlNf3/YakTZdZbHyVfti2JOtk42iQe90QMLvdj/x3o+TZbbFszVVWi3Pvgujr3FUY3p6P3PdLDdMtbeM2o+mWRtgynuTvy/YeATgNr2sNULNoj3GhbZYhBAlOpemoBBm8OvwlvS95X51tIssk8GzOGDwVR1wTyxxZ1sKaKsWEv6RS/tkeRT+D169ekVLm6XSSxqkU1mkmZ7HNrsZwd/dA1w8sMbPGxI8fHlnXVTVhhmwsFDgvkYOETxBz4TzPlDwDhq9/9Wt81/GHf/0T5/OZ7354jzGWh9evqVWEsWI5G7jMM/MaSbemIopqVqXgVgzLciZiKMsMKRKwTNPE0/MzNWcOux0P9/d45znsd3hneT6JyUmuGess5nKh1qKaJ8+467emKpVCBjS9ji70YDw//PiBlBI7XZ+H/UFsdpdVn+M1y81Zh+ss33z9K/b7PbtODAXmy4WSMv/6u99zOl34w+++Z7cbePPmjv3+nuPhge9/+JGPyyfKKiGaFm0WFMxe0gIGlnml6zusdWIIMY6EHImaeVVqIXRBGghdN5wP5FQ5PZ+YLhOX84yzRrKjgiM4x7qspHUlzeJo56qg26bK5DQEj/ee3XEPSHmYNC8mLonLhIS5YxhDfy1GFMU3tRKsBWu4241CudyL42OOKx/fv+fDp0/86ptvuLu7UwqKYV0W1mWRnKaUtwGXTKXl+ne9ldDaw07WxizFQN95vLqB1Vp5fPwEBrEYxlKMx6RKjRnrDXgwXswrLsvMfJl4ON5vUQ45S1O1GwfevH61hdOjxd3p+czz04njYcfQd7y6v8dZy9PjR9Z1EYfFlOi8pyQjGpiaSDWyUqk5bVTM427EmD1jCPwP3Q//Sy4X/7OPxhponz21fVZKfaPKPsiNXF8HkBtt9Ka4vN7vy8ZqE/xXEKvpijgo3TRS1xtD+2mVNUU+upvmql5lEW2wGpzDGmGSSLNk6DuPsY6dcRQj9N3zxTIti9Dm1olS5HqppQhFNcuQppqA8aKpKhVO50ka9vmMo+JdLwJ1dQCMUeh8YoTSivFMAfoA7ANvXh3pOxkQjdNMXBdyqXT9Xpgjxm2SkDUl7DJLDppz5CSNyvLjhLHwcC80u857+hDw1mGK2PQnNWpZl5VcCvM0s84S/RFjy70zLMsMtchgoO8Yx57Xr1/z1VdfcX9/xzAMoq8OQZkOCx8+fGSaZ96//6DaoVnfSxmgOOugZHIqknflrQwBjeOZJ+K60uuA4jD09H3HcSfB8H0n9D3Riw4c9jrUGjr2owQRi1GMwesA2PsrEtXqLvmuw15rMU5BDOfxpeKV9ptyc8W71kRWB+HedwxDFedaF0VzWoS6Ldl/0AdH8OJsKwP5wrQbtkGesR7jPM570dQF0dlhICdpos6nE4fjkY8fP3J3PDLuRvbHg7w+c22F2vBChsUZ919AvX8eTZSMFCVDIkUN+YrtNzjdPFpwmDWWoQskJ255zlrWJBO1lipfNyejhhJUxLBf/9mK/2ZGYdryZbC5im6qFqpt+itdsKwsYrWqY5kRmpd3hWoNSbvzbC2S7yhTf5mkQTUGv03vJdcA7YgNYI0UySYLd7lNTMSJqcpUuwosWqs8JiVvPNVsIqla1iJhuS5eJ17GSoaUu0mUlrlp1oaqKNqknXdt0xqFsrZpmhQAbRE2ugk0I4UXHb2ekpvDibly67EqUjJWL0RpvGp12mwoBU0br3ah3hpBXB3zBD38HMH53P1OhP9GGzx93je3u9Ud3aJRjer2woXmz0G85nYr/MLZfoMqvdBx3bgQttfWHv8WKWvvjUx05L24hh1fES19Ktv9lG0i2Rq5vOmpjNH7KEWn5+qeo6fApgPJVRPlK7kYcUn6BSJR7bx03gsXP2USGdRBc7vmjWFeV4oxrFFslmNKrClt4cNiVQ3ON1QcUhFKhUQPGJmIAo9Pj5zUEc46r1Qdyf5w3m9rQRsMWKWKNqfHUhKhSjnjncVh1bVPpm7TTbaSd46+6whdtyWy59yCBstmHiNbkjaWOiE36sKYS90GTNVcaaelVMnxKDKoaYGGJWflqstzsk7J1c5voZYWQ3YLMRfWZWGZFqbLTOc93np1uuuxWL0/+XxyzILAtyFLi3WoheQyKRV8qNt7J0MBsLVK86Pj74rQOERjJQYYtUggrkE1RPpvqtFAdzlltqkpaOGiukvaZFrpV1mm5rZKxlY0TvYUYzYbcr+Jvu0W0mn12ktJBOtxXbevToc226CqaRVUD+esV7qm6raKZCxaI2s7tWqDLAMh0VVmqFIIy1ZktzW3icGzNu5b0Ssfwab57LpA3w8cDgfdQQVxa1lQ1xBTZRhsfyvaQ3ezxlbV++WUSDrcaoO74IPkFIXw59fen/vR3gBuUaj2q6oMCdNu8Wfu4qdRIHJmtvv+4l/xYpz+kyHon/s70RZhrnt7Q2KsUa2ThtZa7yXqxRi64Fm9Y150sFcyJkO1RpkmVx1XkwhgxAk5Rs3aWyLWXPPYUPZLKUK9MlbykJzubUXfP+8cwxDIuWccOiqV/W4k5YoLHbVaclF9EvL8UguXxijilcgxYkwl54Fay6YNUmWYOqhqk5AUjW9mMHq+o9dqLgVTstawBt91DMNA33dX8ydtRmJKgspfLlwuE9M0EVehpzVDl60e0WtDakersQQdcZmxtdJpE9UFaQAHzcbre0Gies376ztx3muDIe+dyhjMtkZJqLjRQRR6Ttx8be8NUI3Q6zAvGv2fRq7YbT0s7sYdT+4eEATKYHBGUb3gCdHReY8xanmmcKdXh0JfrnEstVaWecFYy6ePHxmGnqenZzAw7neyr9krKtkuj/asP3dE/vz4WTRRxjr6YUdVofZlmrDnicenE7v9E7vDI4e7O8Zxx3i4I3Q9u/GAcY5hEGFiP3asa+L5dGGNiWlelGKSqS23yUqGj/Od0h/ahSt8zqK5AtRrkyGUPIsvjuIc1YqFeLVyEZoKRZESbw1EuUi6G0jUF6tIVss78HgPnQ26oVctpOTi84uGqelFI3kHSqVScXHSApgqTZUxBkpHxlJKJKXAlCPPZaGPmWAK+2QYgmH0jmArQ0ASol0GCras1JpxJUqWVjVgHdWKX38theoyplwnus0K3oBOLbwurlrIb128wfigIkSBxhPivGRUFCiTDkMIbZG9sr8bDa5TVzyZxqmXvxVh5C2C09AeuQDs1iCVUlQcXnBeaQdWJ1BZaG3tfhoK1ayrod5om8x1ITNmG+flmjFVXQm3Zu3a1HzeoN02Ug2Zak1ae6zmBJhvFm3RQHGz4DRK4G2j136njZae77k0t6/0GfLVTDakKc8ZTDFQvYRJF5iXwjwVlqWyrgCd7Ka/sMMYC9YzRQmC/U//8p9ZY2ReVo7HO+7uBX0KIfD+40exdc8ifk5VJmrvP7xnXhaeHp/Y7fd89a5jjguny5mn8zOfTo/0XY/zjv/xn/4D8zTzn/7z78g5829++w/sxh1d55iXyPPpma4PGDviguHu7oBVM5yUVj59mjifPlFzgnpgv9/x19/8NX3X0bvAMi88Pj4yTSI4jnEFkM2z78UtbhETjBwzqSY613F3vBcanJPP33pY1pl5nYlJglj7fsQ6z7xIM7PfH7HWcDgeOZ/O/O73f8A5x36/x4aAgc1tywLUyscPH/j443sO+71MRnc7nPUM/UAcEmMPQ+/ouwFnvOjRThfev//EukqBskYpdLq+F32U73ToUygZJmUjxJzxwYkdrxUNkDg/FUX0Mpfnj8SYOT2fyTnTdR2mVlIUS/i23llrGHcDBoPvBZEezAiwBZDP87zZNaeSiUliKijQ9SOd7zifzqSYOB6PDOOO129f8/r1a3aHvayHap8eo1BEJ7Vn3o8j8zSRcuLVqzeEvuew328OXmPfEUxlCJ7L0wfmaeJ8OpFj5JzUgRHoO7Emd0bYFPM0kVNiXRZ8cHgngZ655q24iXElnzJnDUZOccFaGXgCGs4ZOBxG+q7j4f6OdZk5n59FK7XMeq1BzBmzLnz7w3dYa7nb79kf7/jrv/lbWdtTZFlXTudn1vOzhE+vSVghbhFBf7/Kucp1Pf2lHMY0mqLqLeq1SLy5Ff9TJ1JX+hE/AZra47Ym9POHuo76zPXJVBkzyDPRxslJwHcXHMEaLBlvDUMIDGPHbj9gfcD6QEXQpHHXkWtkjo6YMnFZKM1Uadu3LMZ4nO/o+p1SheHpfKGkhMuR4AxzjHQ5C3qEhHdDpZpC8F7MR3TIZJ3HB8fxeKTrR6rxzEtkGA7EVCTbMGWeLwupVrwXt955nmXYYyyrBkRT8lVHbB2+62XopiyOlOKGVizTxLKufHp85HQ+s6wSst5Cb9clYQ3s9iNdF9gf9hzv7uj6gYphmmWo5n3g8dMTHz9+5Pvvv2eaJGqiVJG1gFBejW2NEwRj6INn6Du+evuKu8Md+8EzzxPWGoL3vLl/YBx7Xj0c8UEyopy39J2j7zvGQVCoXvWqMtRpTBuliWozJUwgIxl4WxMltZTQHiU2qNZKNjrgr6JHb8OTYeg30MO5+JOhd6uBQhBKZK1QjRMqowIn87xKFt+StlxF70UHHxVMibWSaxXkPiX++Z//mfP5zOvXb/jVr37F8XCH7SBYpw4qenlU6DTK4aWM4qfHz6OJMgiNyHtxmcvSTaaUBAa1UrTnLNPCLmdc6HAEjJH8iT4EnDHkLK4/1ErMCRObqE0KepnQCfRrrEDXbSERlz75PQ2paT/TdahUMLUF2hkKGYolmQzWsFZx7qNINourguF4RaEcYqduaSfMNdTLe20WcsEYES0LTzSTTaEUoQ2VorbUFGkAC9LsANV2glbZSi2WYo2IxGumpspaVcPlwHhx8gttQRWBk3jng1bpRQv2KzIBbGjeZseqVu8W4a63fr5RENrEaQumrYBV/n1bsk0zP7hS01ozdYvOvECBFE5uhg3t51uoWs5SHOr05LaZMhtS6NoL2pCe28dq/26v83MHQmm4b9Gx6+3b8Xne0+3xOSL1pdf6Uu/009teBcRGIfKANIRle/y28LbXCX/u/nUSI1AMVEOuopmLqRJTIWWQeYPll8jnq1UQjDWJ69ESI8uycJlmnA+40GGcwwWvVqdGAyKL5jOtauMdSSWRdGIv6fFRpmHBCxJjjTjeBUvoHK5Yxt1A3wdFDtRtqgoNs+leDMKdL3kVBMp7jFrjUgsxRbEO7geinv9ijLItX5q5Eklr3Z57KYVu7CQMuOvAQEyriN5TVq2miqJ9wGmI7DKfWdekhi9uQ3GEyiqIfCrarFShIDkng4C0qvFLSiQdWLVhigGl0gjLIJci7+8atYFSF8jSUNR22SsijFUtK9uQxKo9VUOqqzbALRJgXSo51W2Ca1VvVHKm8epdCJgQNsSr2fka2yzQAUW0GmXY0OzMDVh0qqs0wKJWwFoUtOm5VXRKbOYVMbKWTmnE1ZjN0ntbVXSdssay2+2Iy8w4joICcrXwb9MWQ9vbijoAWlBXLueELizIUwIjhkliu2/JSq+xzYVLB4guOMRxJtB5tUG3V22JTKcFucgls6aKU8R7TQnjHLmCtwbf98TSKOuCxFUjJguuGEquOCsOhNY5PltCfxHHpp81MnT9nM3wOX+hIR6fH+bmu+yr26r+4kby+9vuavuL683MT5EoYxrQoE1U+7ytsD2MEVQm6KCiUyqfsYak14HooZrb482eJU9YkCsjBlUtg61WNne+kiVcvDkZN82SDJyjckikdnChmQBId2ZrFSdRDF3fg5EQ4JQyxq6YNeIXXTudIxbUcTViEa16zln0XK4ZT0h+lDTw16yhxuQQGm9UV8zmSqqDXCNOzM5IXpNvqLPV7LkqrqINwYpRQnTXZdVMOqEMGmVkGWvVUK5u77N3jk4bqd04sOxGGZBbKy6YQ8+gX8E7CV/3lq4TJFlQKLF+b2tWa6Kah8Ct0ZXonuz1OqfVQdfzquraXm/qi8YQ8F4yKCVzruJ91obKbfRVGVbfMGbauuzlvBuGHmwiVVhjIqksoZ3Ntg2qy/X5TJeJ0/OJjx8/shtHLpcLpo4bum1uFpaNwfNLQKIqYJxldxCe9i6L4PQyia3v6Xzm6fkZH3oOR7EtfPtulTDEfsA6x3E3Aob745E1Js7TLP7z5zPzIptxC3YrCYFO9SQ2ehEbIwJE0kqT4qI/JwsKU7WARr9XJ5tgKYVoYDWqJ9KTRXJMHCFafCe81RAs1kFo0wQ1segIFFdx1m0I1JaVpKhUylJk+LVSilFKlSWilqE1yEZp92oIEDE5Ykrk0zphy8pDEUTqwULvKwebcCbjqVgS3l5d9HKWdOfmqLdlHWdFVNQryFiLrZZgrkV1y2Jqm6qk/3qMFji1SHEjri2NGuC2UDtA9Tt5W2SaNunW0KFJb9t71YSqKSW1pvab/XTXd8S0iiNdroiJSNn+frNT52bT0+MWnboG0jY6T6MGaAHj/NbEfR4WfLvAfonW9/ljfqmZs1o0Cie70Bz9uq7T2w+be1ZKEhArmVYNIWsZUlcrV6c6LkGoUFtYi8GxRsOSCudL4nSJzGtljUaUvE1o+gs6Si2c5gUTV07zRKyVJRemGIlPjzxdzvzKfIPrAvevX9P3Ax8/feJ8vvDtD98xzbPSQgp4TzaVKc6c54nn85kw9Hy1+4p1Wcg58ddvfyPr1KsjKRe+evs1ORf++Kdvybmw3/es68KnT4ImTNNZJv61sBs6hj7wb//h79jtRp4+fSCnxO/+5V847vcMf/f3ku1UZXDT952g1TlxuZx5Pp141uymYiSs8K//zd8w7kfG/Y7n0zO/+8PvxPEtJ/aHHcfjkd1+Rz/0gkLkwrff/TOPj8+C3HrP3fNRChMtgGIUl62nx0fdjANvHh7Y9wMmV7KGwRogrlEGXdMKqbAbB/og5+40TUyfTjw+n7nMmRBaLEDbtJVL79SBM6itsF5DyxLxIWDMFTFezlKYzEp1rNlhjWPsdzTKSVpX5mmi84HdKGLvvuuYp5kUI0sUkw7n2/pkSCTKKvwaZx3BBaxeY2DowyDGCsaScmI37gh9x/P5hPOe83Sh73pC8KoDEDvnYdhtBe5pkrBZcYJ1xFXooJfnM9473r19xxAC56ePmAIf379nfzjy8PBASUlcwZZFqJfrArXw6qu3WGvZjT3ruvJ8eqJUcRDcHfYc74/0Q0/XB87nM8uyilC8VELntGjrVBOjSL/R/cFcwz2bdHW6nElT4nDY44EfP36SDJ4U2e92fPOrrymz4fl85nyZmKaIj0W0V6FoVpcl+0rffQFZ+ZkfrQi9hp03BkMbDOgw9baNMqgJgXkBJm1tjxbUANS6Fbt8AeVqj3Vr77QV5EbW+DY5881h14gpkTjsGbrO4U3F1kTnDXf7gWE3sD82bQrEZSWuCYvmN+1GUi6cLzPocNVaR+j6LX+n7fdrzOQaMRmohmq95LY4TzGOJVdMjlwu580AZb8bMTeFd60ZY4qsP6HnECupL+wPlpgy3dOJyzSzriIXSanwfFmYLxPrNMk+aKVY3417+r7DuUCtlqenZ/38rkOOnDNxifK1Cg1vmmY1W9Ghlfccjgc6L3Wqc07RHJFzlDWzlHVD6eZpZp5mzpcz02VibYiuGhxZ5zBOGhmPGGHs+4HD/sCr45HXD0c6m1nXnVw/zvH61QN933F3v1M6X8u59Bor5On7jr7rpNEKbSgi6+5t+73JG5qPeqvDdLol5WLVxlcGAfI3lr5TvXiR86Do9za8vtZBhuZ6nFJU59RErdB1Gr7uHPOyEs4TT88XljVSa1Y6bKVR/7w27jlnnh+fKCnzT//hH5nPE8fDkXfvvqLvhW10m6t5Szv8S8fPoolqYz2jsLJzBl8qXReIKSNkWig5sS6SAXJ6emRdFoZxlYkh0qH60CF4T483FWcqnY/MIbKuWfUcRlGlTLO0xlZMbZxzqynaMjmpoPxOgeKtMWSdAso0vgWWQrHSUBSHZESZrNkd8rusqJbT3cZaaB58+vKvHb8iM86KdWmyRR6jZIzmhthsyKaSJWSCrFa1xXgpwkoAI00U1WDwzEjoXpcyqcrEx5tKry6CfX0pcBXdkPyrWcg3GkG7cER4KsiVaVecokgYDXGVlZ9Go2yGE3Jcm4TbhsEYmfY0WN2YpgW6meLd/Pf1NteG5Urru14Y7W+vSNdLNOcnU0KdynnvXjRR20WmL7qU+vKdu3kOn6NHt8eXGqVbA4o2pbr+nJuFp70uoY/+dFZ5RQPr9tlZ7XUlbK9B8uXFhFSEvLU6MW2JhSXK95zFqdHUXyYSBaryyzJVdMHT0bO314lZ1/eEXpCaVDLn6cLpcmJJQtVwDWUKzVJfXONiTrhqNSOugIFuCHRdz+s3r0i50PWBdY1YB81KVdzwEhhphnKM4p5GQDI+BvbjyHTyotfUxqnkJHkrKW65aqAayCJObkU1omIF7hhGoSqeLxeenk+8//AEpuI7GRp1w4DzAWMd02Xe7N2z0o6NWWnNeKeZP71m+kgz3zOqNXatbI6HcmobEdSXK3oTfIc1VtgHc+IyraSYtmJR0GI559swDAy2WBG6K5W4zaepbAiZOIZ5nCvUMosVd5HFttlMN9OczndiDqMFjaAiSYc4Qrd1le0+MYYuZJ22WoxmfV0n1Zmo55cLXvaGWjidT3jvSSltOValVjWxEfRu1cm2RXRAJWdSXcVMolR6fd+dFe3b/d090+UidssqgB/vdnTBcz6fJNOmuYbq1L6FMVuDOOIOe8bdjsPxgIohN0TB0UFlE5w3N7mqnylK6QkhkI2EzeccN1TJek8/SFOZsgzOLtNMBT49nzifzlzmmVJhGMcNxXLOb26s1koukfmlUYjNF4ZjfAkbar+X7/Unv7n55c1+oTmnUq9sSBLtTn7yZK6Pbn7yG25++uK7PlFruaIYwRG8UMeNqaQsa2DfBagVZciLsxqNGicZdK3GMRhiKlQSuchwWVxNBX1IFWIpTIu4kJ6naWPGWGvpB23I7PU1GXWTk+FpwZuAc5mpE1qX946Qiw4mhB64ZZ95NVlRfd66rlhjWNeId8JS8t6SnaxX69pofYJI3dLkW8ZUOOwJnZe8uNvnaczG1skps65xG7yWlLdhMEDxfkOpKa3Wkr0qBM/QeYK3BGskn82iGZaOoQ/SMDm7fTkv74/Qed1mIGHVNEuy7bRW0GaoocvcoE4/OXvNTT1jLc3V39i6NUy3OZu3+ZtXauCVNdCugvaQW13srqiW94Kam6J+BdZgy6bk3649cUiNPD898/jpkY8fPrLf74Q94eRzuK3VPq8Dv3T8PJoortSGdpGZvsMFceOIKYvQNhemyzOXi2GeJpz37A574fy//YphGHn16hV977nbH0hxYI0HpnllXiOn88y8JqZpIabMvKxyLtYWtKgboRU7Z6H+Qa2GXC3FSraBNZaiIjfvVOTq5BO23mGdZriUInS5UvG54rNsMkOuOGfpgqTE912b/KCFui5KaMZRqaRUNIVeNtPFIvbDUa2mjVgMGyPXl9QoVRPs1WXNTpBXDDNziazzhUDkYjOdSRxcprMVE5xcgM5vjZCYrmt+kTFbxhBZNloxflC6X1EbzC0HQzbYqitwbXo0XZBqKS9ssq+0PoWSjVEXqPLiNlcqQt30Re07XC+GBss667EqmCylqDaoat7LlXJ3izC1KUS7YIdhYBiG7Tm0DCnnpXFb17hRbTao/6YBavff/v72++3PN7Fqownov40uUEXPy+vzCJu7m/ztS7QL0IKVa2GpoviuC3qfDTnL8r47S0mOXC3TuvJ8SZynxHnKxGQoxerg4RfYRBlDtU5sw42hP+wZ26arA42HV685HO9YkyA6//rdtzw9PTEtszYGQiHG93RDT9gNVCeOVCA2vF5zUsZdz35/4O5BMm8+fnqkEBkGz1ST6pgipUSCt/RhZDpllhw1Z8Vzfzxwdzxwfv7EaioUQ3CWGBeWZeYyXVptTKFivTjJURGHNeMYdwO7/Z7jvQTm/vMf/sAPP37gH//jv3I8jvzq168J/cDD67dqOZz58cMnHh+fiDlhreHp6URKhU+fTuz3O/7u7/6KEEQobY1jmRZev37Nq4cHlllc5ETrZIjrQs2FuEp1ZavBWs84jGAc5/PM82nm0+OFZV6wtlH9vJgc5EqaFkA3Yu/ZIbSdcRxpjmSVyjKtMARC5xn6kRB6np/PpJilPzAQq1Blck50IXDYH8X63TYnypXT+cS6rtuwJgTR1A59oFLVav5KWzHWEFNkTZFpmUkp8/r1W4Z+YJkm1pT407ffMs3SnA7DyG6/JwTJmKtFWHjn04lPj594+9U7DocD00UKwJgSxhheP7ySdclWduOOv/nNX2Nq5eOPP26GDX/9V7/hV1+/48cffuB0eub7774TJD5L4PF8uVBrJnjHw6t7/upv/krytrrAx48feXp+Eh1V1xH2XgaHm3uW0Kqa4ZOznRaKezXFiDw+zpzPJ3a7HV3Xc//mDSEEEuJo9uHxEXc68Xi6sC4zz4+fuLs78Oarr0SjfEOD7joR4R/v7jZE55d0/KQga73Qdc71oh41n3/d1nIvBo1Gzvvbpslc7wOjPfP2Y8PmXHx78xfNVstxbG2caq+pBG/oe8fhMCh64SlFao7gHTHLIHFeOnJ6Zq4V76UQd87gvWPohw0JWxbJGrMmYYzleNjRh0AmYaowIOyaeP/piVIy59OjDGebTtJ5druBcRi2Aa+zQjHs+h5fKs73QrXWpmbsO4yxpGK5LBGD5FWllDB0gBNdlD7O0nXsx+GG/iqU3WleOJ0v4mRayqarTRpIfZkudCEwjF9L/EMbPt98wsZIw7iu8vhxSZQkgbJxWVhnWe86lbw4Y6jOgZMBXtc5dmPHcT8ydo5gC8d9T639hjiN46AB6tI8hSC5en2vSJTS+bz3SmeXaAI5X2/29xdd9a17rJ6l7bxzWsehETM6rG+NYwgdpUAIMmRxbr2h+1lheeS40YwxFeelMUpVTd3UQbrRGNehJ+VKzpWQZMC4JgEMtuF6rizTwnd/+o5aCsfjgaHv+Nu/+Ztt75fPLm0MnebO/OeOn0UTZYwRPRRoXa7ohhanzcTAmEzMTRQvOoH5AjmuhBCIy4y3lRB6xnEHVULYem+wxlNKL8UxyIQAdVJSFMfQilQhiHlkYKmAuy4i8hyrGiTUolNIxKo2lSwnjlUurxHHu1wrqRoNRKwSNletigWdFAuKdgicfOUiy7kpzUs2UJzF0FNyxtqMz9JEuaxTqAq1qE16KVAdtWS5gEunv3OsOQqili0Ri3GO5IS37h10RuYPmNIwiRtetwj35HvLdoD2IZqNECkIXt1+VvRnVWiMVRorcZDipvA3ejHVF+fJ5+dNm7q3//4SisR2v/JaoLnV5RsEipuGyWxTkiuX120oVAgvBYcNft7MIdSFqk2ib5u5W25wOz4P323fbxuvRlX0N1Qhue0VgWr83VKqohLq5rMhdQ010h213Y/+Zy3X19LusxRDyYY1F6YlsqZCylVc+bQZrr9AJKqUyrTMxCQLdXP3qVYCXnNMXJZZqGLGUg2M+1GyiwzqkiTvVdC166QULR+CaKCswZqMNZXT+cSyLoiNeubHHz9wuUz8+OEH1iVyPk1I4VKx6qg0vH7AcM9u6OiC5/HjJy6nZ56fnjFUXt0f6fv+BrlE3ALXqFfa1V1vVLrz8f6Ovu95Pp9YlpUffviR0/nCfr/j/uGed+++put6np5PTNOFeZ758PGR8+nM85O4RDnrsV3FO7kWGppkzXUySIWk6E1KGVsT2Rjmy0JJmZo0J8mKxiv4ToZVNOG5UCt6EHdB53FVBcpt2KF6qxaCW+v1mk9J9GoSuF4YxgEfAg/396xDJC1ZKCXoNW7E1vew28l7GCMxLjoUEXGzvb3WdOx/q9mU9UUfX7VH8p4YouYiRW3GdsPIbrdjHEf6oRdXqVDp+54Uhb7svZiCDH1P33U8PT6zLAuh6/FebOtrrczTCWctb16/Zl1mHn/9a06nE+fTM6fTiefdiPeO4+HA6fmJeYbpLDll0+WEdYZ+7FU7MWxC+dPzEx8/fGAYenzwxGWmUglB3B4Phx0YI3lyqNZY34+YE0tcyLVgrGUYR8ZhZFlXYkoc7+602P2adY18+vgJrKMb9wwaa9Kcztpkf02JpHq5X5qxRDun2dgIQiWoqvNrP6dRoup1P2p76zYdb/epiOK1KP/sAW9/8aJ41z9ukJXe95fm7Ybr8y0lU638zBtD5yUcufManIvBF7MNcL33nE4TuWQ67+T3zmkGk2Zi1UbDLxualpIMTB3CgElqsnWeZmrNLM38pWS6dWWaZ/q+33KW2usRXem1pqrVbmHgfR+o2kTtd4m7NTFNTqIm1KY/pyzDY6MDR2fV4Vi0ptM8y9c0bXlFDa1uH88WkWJEad5QEd/ofPr5GyPuryUn5mVmXaVxsqp3MkZo2A3xd6qBkjWiY+w7dkPP0AX64MEI6t8PvZqydDIc6tzWeHgvGVJtmLqhQe18a6+i1SXbSaEnza0OfDsf9U8UDWpgREryOjeHznY3Wx3zsna7ZR6JO6AMjdU/GolrkQbrFpmS+5L1upTCohl/7XJo9VPRSI7npyeenp54/PSIeUAGytoStmviL+NQP5cmyhpCJ9zslt/SrFu9vxae0UbKWqipEqPwROM645wjrnIhpeXMOIyUuwf6vqfvR4YgvvjOedZY6LyIoq2FmDJrzMoskcaquZiVYqhOtblUpZC0JEaZPJZ65TbXYoRW59RevELBSmNlMzYJ2pRywlk5kZ0z1NJpsKAU8MFLNpO3RsSNxuCdkQIiCzqVvTQQYY2kXMFVYqnUCE6d9VKu1KSUxVpwjFgKLI6cF6YcsQXi6gi1kp2nVwCp8zDQ3AQlPNIbhZKtvFemFigZU5vJ+e1Cn7kSy+rWnDaxPEYmmDLQUIvdekVuGqJkrtfw52eNfn/pnNImlM3p7oUWqQpPWVBmi63N5vfaRFkVzH4episCWsmdGoZhs5G+ughahe8jJVfN/1BkUG/XEK6Nb6wvbBWbuxeNX0Oibil91/swGyJ1m18F1+DCdV22zanRobYGuL1dt/u3FoHCvrxmZKUCORbmWDhNC9OSWFKhWo+xXhqpX2ATlUvm8XLecpeMl8lipjLHlWmaqM6ylsT+cCCEjofXr9gdDnTjwLKsfPr0CEi20LIufPr4gX4c6ceBYRD6RMkzJUc+fPqBuEac96RU+OMfv+Vymfjw4QMpFuJaGLpOE+UDQ9/x9u1r7u8PkBIlRf74hz8IAm9hvxv5+7/7G7pw1efUimwMp1PzH5apovMcD3u6vuOrr77COsf3P/7Ip8cn/uVffod1kub+q2/e8dvf/gMfP33ihx/e8+OPP/L49Mg8r6SYef64UFLl1asdvvOE0NO1cN4qBg3eeULXSZM6LdLQ5UK1UjQ+P57EZCIlMUXoRXf06u6eXCpr0mtJ0aVOQyibIU2lDcDANd2NFiT12sOwLCuXSYIWU9+xP+wZdyNjN5Bz5unjMymKY6Fzjt1uz6DOd09PT3ycZ2Z1xhp3I4NaEcv156UGVQ1GafbGer1SpdGuRmmE3jHNkzQbRYrLr796x8OrB+7ujxz2e0LwNPvkaZqJMQlPnyOHw4HdOPKH5Q+cTifevfsV427g4f6OGFeePv7I8bDnN7/+DUPfYw38j//h/8Wf/vUPvP/xB6iZX3/9jvGwZ7o882zhD7//HcsyE+NCP/Ts9j19Fzgc9jw+PfL89MiPP3zPt999y7t3X3E4HPj4UfLBXr95w263482bV1gr2WTrunI+n2h5Rsu6cJou5JKx3nG8u+NwOPDtd99RSuG/+nf/jrvjHV+9e8fHjx/5v//f/h/Y0HHoB473d9w9PDCrXX++XMjrojlklTD0Mhz8pR3aWANSL+Rb56+qsSE367P5bP8qTagvjSlfegvM1Sy1ooZY1Vzvtl5vuKFP1+nnBiYI/tAo+rIviKmDNBjeGcY+qDGBxbig+UHi0Oe9Z5pXnp5O1JpJWZw0W8Euelu5z+ZCrAxb1igMFWcLFSvokTGkfEJ02jKQKDlhvaPrO/aHA86HTReZZSooez3ilAyWvg+UkhjHHucLzmeaPv50vnCZJnIUpDalSE7X4tt6MRoqRYYE67RyuVxkvdX3d9NbI/tzG4DYpqFHJBGhk6YvJ3EAtNawzDOXy4XT6cxlmgQEcB7TCXPpsN8RgmccepphRPBSl9wddtwdduzHnt3QiUudM/TjoA2XxAPgpUbqh24b+G1GEVr/tNF30eiDF+eLuTWOeaGw285Z6pW2JwBmVZr51YzjisJd67vbBqpWIwHgmI051OrvStLhmAzwrZUm2SsLzBWp62uFepkpOclj1UqnLs6lFOZp4v379/zw/Q98/913En582Cnq2waTTfv/54+fRRO1TUKsao5APqytQAWqFN19CATvFGFRS3IK63yhxAVy5NIPxHkWDcFuj+t6bOioJuCtZRwCfRAuZkyZy2VRqDdTTYWaEPtNqxuz0Q+QbdpZbYVqqRaaVqpgSLl16e3NVVTJCAVOmviyTWOctTikaw/O6M8dtWhGjJOfy+Ko7401eLUHt9iNzheKwKipgEsQbdlMLyRbQeBxvLgamm6HyY26mFhZpNgphZAKiyk4U/AWOmfwDop1eGsIWBWeFslroKDJwrdAiWBQbfGo4pyj3oa49n4oEtW6/8YJds7eXFQvZ22fo01/zvHulg7SnOZuFzljLVUbjcbPbfDtbaOzUQK1uZKpylVrVVHUKcuspIkv25SpDQbac7s1l/jcavz2MdvraD9vSJhV6+Y2+VqW5bP3YtuJZbPKBfHWMFsW0MYB1+PaeALGitYwZXIVe+8lZrX5Ruhh1gs18784q/n5HRUpco33Mq20ZnOya459z+cT87pwulwIXeDt26+4e7hnd3dgXVa6vmdZVs6XefuMUkqczidSDvTRY4xE1eaSSSXx/XcSnHi5XCg5s9/vtAmxjEPP3fGItw5vRXMgNNJA9ZaWn/Pm3Rv2O+FxT2nmdLqIaYQi6zEmnX4UUikYE3FdwDjDEldsdqwxYazlm2++IXSBV69f0w09799/5PsffuSP330PFLzvOB4GwBCYyKmw3wvtY7ff03Udd3fHba2UOlBsiJd5xTuPM5aSmzMcgGgWAKXXGE7niVJhVffHpoFpqfK1FuXo27ad65TZiobJ2Bu6K3RqUuGcbMiX80RKmf04Svjwbk+OmZlFaCFWaMXLMpOVtujVBco7Kxl/6ji4aQOcmGQE/S5ZW0qJNeLs2vc9vhNXrEolrwlnLF3fEULQ15eZlom4RqbzJMWyKez3Ow77A/fHA/0w8PbNa8ahxzkjxYMx9F3Hu3fv8E60a7VUDvsjb99+xeV8Zp4v/P53v8dRub870gXPYT/inSFZIIhyb7pcuJxPnE9P5BTpOrE6Phz2fPp04cOHC/tjz7jvGfcD/RC2dbQfOilqTkpnmhcu08Q0T+x3O4a+xzgrUSTDAFWKnMs88+nxkWmeuXu41728Ekvhux/fC0qcEsu6iKuj0hjzL3C9aYfO5rf/+kvH1Y2yXrOVAINeR/aGVdCGly/u+gv3X29+vpUqbb9pkoJrFpRs5Trt138351Axm/CMfSdZO8aSlAnRLNH3u4FGP883LsIlJ0GYkty+OakZK1Ee61oYBjGhMmpwkBUhsM5TyIJ8FqHBlQrGeWqMuq9pEa1UrpaR6NSRchg6rCtgK7k6qvEKvxQuWQahBqnbJOYkbNlpKSUxPtMcp8s0yV5vZA1xzm66wbvjneZBCdrsjKBTu91e8q1Ki2CR9SuuKymupBQ1g66jeqtI8n5rolpd5BpDxntBBTuvZhFCi2vgQdDMJ7zR5+fVQ0DRfC+3s9bhu6C6KDVwUOfla1GnirqWrXQzlG1mYkX+Q28ve4KxVxOrqui+9wHvk+go89UFtBSpsZJJEjtRCzmpftkaTAh4L5TAlKs0g06opDnLMCIEzzTPGKSptnru51zU/XDh8dMj3333Lf/8n/4TfR+4uz9uGsztEinlauDyheNn0URJ13vVs9QbVKJuvNwmJBNqWK0y1Vk10G+ZJlZgOj3TdT3z+cR+t2M9Hun3B7pxRzfs8WEgaDp23wehmgBrjEpHaCG9ousp9TqxeQFxFnRSBFCoxVGMIQOSOyUfeEW6ZLd122IM4XTTdtaKJac1ZC8cT6hUL1qTjmYXqrIrh1JnvDaWTulVVZonDzFXrIM1SbibcDyv1sNGxY2WPaaIBWipkTVPpJqJJeJqJpRIsJlgDENn6DDgPV2VqbDDYUzBmoLnGt7JFZe6ThoMV0pgFbF9yzvgM6OH1piU0ih9t3bF7atNC17awN42VreGDkUnX9SbDCVjMVyNFFqDdJ04X+1ZG5rTAialMVGo2KCTEQmnbFOi9lTkebzUO902T615uX2sz+mIV0QsiCtlCIDhcpkUebpSXK7vj/zdS9fBhg3K4lAKG2q20aSMxXpBMXCQaiLmwhyTLFJFJk3G+23z/OUd4mrpfDOTgVxWYk6bnmVeF0AslX0I/PXf/g2vXr0mFVmErfM8Pz/zfP5XCrIZxiiZTzEFYu8JQfKXck3EEvnjd98xXSYVAXv2+wPOebwN7Hc7Hu7vySmRYyLoZtg5C0WKi5QTrx9esd+P5JyZ54UffvhRrsfgNQA4C2m8ynVdgTAOGGdZlgWj9uTWWH79m18zDAOv377m+XTmhx9/5I9/+p7f/f5PvHl7z8PDkXEY8T7Q2ws5ZryXQuBOqYGHo7j0zfMiZY5xLOvMOi8cdwd850WDk7QYRI0iSiWu8nMZbiAOXwURhuuGG6NQLoPxUjduxaE2UWrnX3JWzxq5Tvq+Ewv2IpqzeZoZB7Gz7XaBkjIKkMnEtWTmWUw6vHPqmNdtiHnTbppSwBrNzBHtILWSTNOhSrlXjNB2xnEQu3trWS4zBml+QmgZVoV5npinmefHZ3nuXcdxd2C3OzDudvjg+erNa/bjwNPprBlWYgZx3P+KdV14/vSRUiqH/YF3X72DWvj3//6/5/e/+x1j58lp5c2bB4LfaZFl1C68cjmfOZ0GTs9PWOcY+p7dbuR42PMf/9P3fPx44n/1X/8d4+HAuB/ouiCZeBiGsReL/1pY0yquYtPEvMzc399xd3+PteJOOAyjfKYpU6d5y0i8f3jYKMuPj5/48P49jbbTKNEg65nwRX55jdRt8/+TY0OhtFEyLweBtQ3skOFPtbxEoupNA4XeAbc/+MuHBEwrdU3pbJZrqK64ndVrBAyF4C1dcIxDIOv1W2Oh1Ix3BoLTht0K6psLGalX4iJamHXNuq8GHZroOpe0iWpIs3OkLNqlzmnZms2GZBVdMyqRUoRCLM2Z3ZAvQGQUXuhtzlWpp6wW5ClScmSZDLGW7W+7PhC6IIMiJPNsWVfO54s4iU6TvuUy8HFq9OAr3N9LvmnfD2JFrtfsfr+XEGqlDxrUOG0VS/Os5hdiTyR7xfGwp+uCWHvrOWMQi3MJ1XWaFxUEibKGvgvKflF9k2/GHk6RqEY/v2mc1CSpWbCbG/0cIDEPWmNIk6+D21owRaM2jHxd/8YKO8tdg6JrrYQgw5HbJkpkBC2uwzDNVd1mRW9u1QW160cqQh916qq3pkJMck7FLvH8LGtlTHVj8iQyaynEZeHTx4/iWuwsb96+5ptff8M47gg3TdOtc/KXjp9FE7VporZFI7fOijYu0UZ/gxRLMWAtQ98JrU3f+JQy1MR0eSbFmWk6EboB3w0MuztCP7K/uyN0HV034IPFHEdi6ui81elIVagZUhKaXKlFsh24CiSlmZE3txTJdarW6sQSrGnZSgqRagJjzQJIEryG7+mFly1eL/jkHSVXYhRLdK8NpNdmylcBfkIw+GAwTrrtLsnbti+VNcEcDctSWKM45dRiKFm1RrWDKgJFSqHmUcMiV0xdsWUm1EgwYmkdEkwJgquMTvI9BhvwpoCr8ty8oE+iNxKTAqNwtTXaTKptuSlVw3ql+0rpiviYTeT/0uHuOslAJ7YGp4vbLS3vtgGSz6eoSUhDPWWy/FOE6/r3zXq1NVClFOE/a47E1U2mNWD1ih6Va+MlwwG2pqndZ7PTXNd1a6Y+R6JunQTbIi1U1Fse83W60w5pnmQAITxgeT9SSiI6d06n7lmNNcy20ApiJlTHZU2cppnzvHBZV7JxEDw2eGmiqv1FFjQYoSs8ny/bRlRNxThxpjPWsbaJYOjwwfPj+x9Z1pW/+qu/El3R4ZlK5eH1K+ZpBnMilcKHjx8Zh8DQB969e8V+t+Pp6ZHz6URcZ0qJdN0oNrxOpoG7cVRXNdEZmL4DKpfLBfoOZyy//vWvyClxd3+Hd45lnoQ+WmFZZk4fLhhjGfa7bXId+l4dmKQIWGPCB8NX794hgcOCcH3SgMc//OEPzEvk7jDy6v6eVw8PQreJmTjP5JQZ+yNd19GHAWccy9waeMnzWeeVtETSmpiYyWu6OvEZWceCUfc7EiUXTqeLFES5SCi3F+G38x6f5bxe12UbbhpjCKblRMlasMZFkKAizon2xkUqdF40q2tkKVBXcb07HvYsy8L7Dx+2IVnwnj4EpkslrgvF+RvaoNHwUcerh3tSSnz/3Q/iypUju92Oh4d3rCkTU+L11+843N+zrhI1cEEyss4n0bX96V//KIjPbs86r6zLzDJPnDSd0lmZ4PoUpHitlefHRyR43CsF8cCyzDw+PorByPkkNL2+1xDNgefnM6VUXj8c1TJekLb9/kjXdxzv7tgddhIsbEX78erVA6HzxGi4v9/z+vWR/X4gppVctHA1hufTo1BTP37AOcfh7iBuhJ0npsj7jx/USTBwf3dP6MT1MqXEP/7Hf6LWSteJdiN0gUSR6ATrZH/NoqPd7XaCwqtj5i/52FbqBt/qv69RGdefmdoGp41SdevA+tm9NiYB0ChmrdC97amk/m1OrYosqDa86lC2mIw4haJGU5YuGHb7wKgaui1fSOm2zhV8KrhYiL5yGHucMUyTmHtdniZpoqIgy4f9TtYh48TpuKI0es8wDnR94PH5CWeN5Bl5j+uk4F6WlbHv2e/3pJT48OEDXuuMklu2UAYjphG1ima01CJorhEde1XKeudF9rHfDXhnNnRs7Dv6LggtLENaV9Z55nR6FkRjnWnvYkyRXDL394JAvX54kAasXJFj56xQgFNkXRdSMqyrZZ5nQYGDw5qB4FVe4GRvPhx2dJ3ELzTKZtMD7XejaqcA8jbs7RrS5CytiJasO7O5XzYm2AuQgFZXaMTP7eljmiOn/FQV8TIIAyryWMbqCWgqzldsW7y15qiKDHkXGHpBqC1WayzRLK3rQlpFKyaNcFvXhUodU2ZZE/M8SZxLzOSUiWtkjQlr1X8gJwlJTlKThyCUbGNEH/qnb7/l22+/41fffM9vfvMb9vv9lvf1X7I5/1k0USChZhsKgUW7EF1kzLaIbLdXdMNaKbS9TtypM0VzMeI6M10M1nVYF9gdF/phh7VQdzuGTrJMvO2E9oI0YfOqLlBJqG3FyHRFnptMjCz+Ss+jUnLd4PHmaV6tTJCqwgJNnJlLc7uDqlNOZw0Up6YRen8Fcnbk7AjB4HylOkO1dXPyCx4a7FAKeKv9p4E1GjpnmDBMtYopRYVkpJHK3iMjLZlG1iRmFbEu1LxAhVAtwUCsBW+kyPG2koLmXAVHsRbv5PVXa2Uqr1kBuWS8wrky3ZKGtBVVAE0Unou489yGurUMpM9pbZ9bULYm9fakb7ffEKnN0a7o1K4hZi+PW/OHa5Miv1uWdWugXjZRcpHZRkdYIrIQNVHkS50WsDVRMcafNEG3jdPn9L42sbk+z88bQbk42rSoNYWtUXPO03WdolciYm/Te3OzQTdUY1pWpjWyxETRkE7Tsi7Kn9vQf+6HbJ6TOh8FtUgNnScoUtJc3rxmaTw9P5Fy4u/+zd9pls9AzoXD4YC1jnmJxJh4Pp1IKZBS4B2v6LqOFCWrK2ehJgTvtzDV4B3D2NGr85OzFmcsyzyJkYC1GO959fo1zhih8hUpxFMUHc6yRj5+emR/OPBwOGzo8zju6LpOEaBKygnjLHd39xJ4WKVR+/DxkafHZz68/0DoJLBxv9ux3x94fnwW56oYKTkLSuOC5h9p5pPuSDVX3ciEar2uqyA+WmQ4tSN3iqSbYlizUMBSKawpEwbofXe1tXYOWytpEWv5Fq7djCVABiIpJmIWQwnRCWq4rdPGFMgpYWolzRK2+ep4R8mZ6XJRVNlgdzv8OAASDiyusZZAxSHUF+8cx/1eHPZmyQLDVPqu46u3b5mXhXlZefv6NXevH3h8emaZZ0qUDf58PkOtfPjxR+LhSOe8TqDjFrI5DuI4Zp1Q/qpS2KfzmRgjY98Tx1Eb6pnz+cx0OfP09Imua45bkv0yXWZSTJSccb0gYN4JRWh/2PP1r78RvYq3m4Xxfr8nhMA8rwyj53jcEXrPZT5TU0POYV0W0XKcn8WB8u5eCy1pqKd5Jo2Zrut58K8JXcB5x7Iu/PFPf6JWePXqtWhb7I5MFZqhQahDTgZP490dQ99vbJX/fzpExH6LHlX9321Z+9PXvE31bzgg7fYvGqgv7HTmsy+oKmkpmvlVqLaxSazqTqzqPcPGDJLhm1yrkLG2CEMllc3Bsu+8DBriqi7D4JxnNwxqwGUlyzOVzQm3U7T2dHrEULkze5wxG7UqRdG69L1kIj49PbEfR/oubKHSRd/brE1V0kGl80oVNJbkikgUnCA6Yy8adbR+6EMgOBHHl1LIKRLjyjwLC6QFXBvMlml02O+4u7vjcNjJwPIyaYxAkLK2aP5njqCh37frazN/EPdmCcMdx4EuBPa7cRtKtyZq0MGovDVVXRCFEeOca3CiLtNfMN+SKXQ7qaS2MFZ1bm670U2FcnPOAbVJD24bMb0vJHS9mIItzbpc3zE1I+pDL817rixGaMk5Jg1pl3VL1uE2F6sbvX1dFlJcZbidEjllclrJKSmLS56DqXUzwfHebq9lWRbWDx/4+PEjHz9+4uuvf4X3sh4Dv5QmSt6QTUSJFOSmygUja2n70GXakhWeM04+iKCoxW7o1BZ6lfDINZKLhEheTrDMF+I6EfqOy/0run7geLjDOs++d+Rg6ZxTfUTdkKl5TawxsyRpsGpZycXiagYrOhqHwOwZaTpqFjehag3ZWiQ8s27Frc5/pOAw0nQIza/ibNEFxenFkHDO0nlZzHbBSXGF3ldDpmzLcYDsDSlYZh+YuyqpzsmyRHEgmyPq4KfIjoHiKtlmTFkxaaTWmVInYokkEqlmbC4kMsFWsJVQobhCZw3eOCwFb71A69VKYjfijlOUBmmQHC3phN0Gy95CvU0P11znGrUHUDTl9uS+FeBes5Ua+iN/77apdWugWpPRjBRaKNwtwtRsw9vy0NCkK/Klr6Y1dOXz7eqnzdBtE9bSuxsS9ZOro14RrvY+pBQ35LX97edI1K2OS8SZ9cV9SYigoevacxRUSQYIkSVnns8Xni4TlzWy5iLUJeuoTr6wv8wmKqXEx8dHrBYBu91I48TkvJJL1lPTMY4jXdcpfW7mj3/8V4IPrHGlUq7WtUZzmVLlfH7ifDrz/bffM52eOZ8ulAyv7h4Aw+vXbwQh0ob27ngnCHRKrDlTUiYuEvLaWafXtuhsWmDsoo1tzIVhd+Dv/+E1x+OR12/e8Pj4yPPz83beeZ1Enk8XCmfimsBIWLB1jt048utvvuHVwwNPz8/iWPThEx/ff6SkDAWh5nmPqbBMswQXaoHS9QPHuzsold0wklwghU5pNTJBlCFp1TgLjQLQTdV5ET6H0WGDWOymLNqDEAL9MGB9IJfCPM3buRxj5Pn5pMOAFessQz8gzk3izoUOMEyUgr8q0uSM5XI+UUvh1796xzzPPD09k9PK6fkRa+B43PH4fGFZZhXRB7755h3DMJDSyjxdOJ9OdH3Hu69e83B33IqwLnjuj3vuj0cupxNzSkxncdiLS8SWwscPP1Bz5M3DHTVnDIV5OvPhw0eWy4Xvv/2Wv/v7f8OrV6/59PhBXBKfP0lw8HxmGEdSjBgreV2lZMa44+PH93z48CPrunB/f2Q39gTv+fT4iadnmc72/ci7r99yPB75+uuvmNeFT0+fRL+XJbMmxoRzsNv1SGZf3t73H398ryiSaNLefvUW7wPGyXy65CLUmyBrqzGG7777DkBjOzRDJwT6PuCDuKt1fU8YO+a4ssZIC870Q4dT5skvsYd6QQt6AQ1dG6AXjZT+8/qTK4296ZbaXzfTArlZ1eJV70RrKYwMEXUkzYs3sd4+l6JojdTeXQh0wbIbAuPgOewH9vtrGLXXqAExUREGT9TaqRQIfub56UxOibHzJCdUwH7s2O86RCVt8FYaKeutOuEJ2tB4i6LPgbiuxHUh6WBnXVeaAcZioKR43f8UNYlaE6zrLPVi7TDWY00gOMPQeQ67AWeQ55jEqrxlVFoj5hIpoeZRmeAcfei4Px7F0TNFahGq3cPdHcfjURCPKnmlzhp2Q9iciA2ZeUpbI7Qbe/ogg2NDVSqe3Zqo++ORrgscDwdhJWn9IyHf4pLYBzEh2wJ9W+PUKHiKpLdcQ9GcWdWLCDLXkGhUqyXutE3WcqXvbSyfyhbLwHZa39ZA1/Os1sZIuJ7DxjkKZnM97rqeWgvDMAhjCDXZUibCNlSXak4b+w6sYZml5k/q4u0tZCcaU0PGGkHA2usyXhT6uVaenp/49ttv+c2vf82rhweNBxKzpi/VZe34WTRRlc8L05cow3Xh4OVno51pO8GNARukIPXOYBeUiy8IkFx4ksruJ48FhmGk14ldCDv5UL0lV4Ozku0UFGUxVjjvBuH3ijbLSAOjC5dTZCrJi6IatVAv1wbQWiu0v/bas2wKiUqtYthQhOcmnPFqyUVEkSVbNXYw4MBbh2vTImRddBZx2bMSeOiweONZTCVasBSilfs2BooxusiKUUalQJFpZS1W4G7jMCVSasTWgi1iNzkXcaLytUAxxOpwpmwXb7VXrVRzfWm0AaPT61a8q/Rpuziv7nwNlbqiMCF4XrjC1evfvnQ0uobtOms3RLCdZ9U0E4jbxobt/LtFtaBuv3vJk216J0HViik3F50sl7fHS23X9esvTTtuGyR5H4pSGvNW2BT9PD9HtNqU0Jj62XsrTmPO6epn5IMqOqRYY2JZhYYRUyZVaXxt00FZq0jmL6+iKaUwLwv7/V6Et6Gj1iJhtygqaAzWSTJ933VMk0wen56eNIdHls8WHjmOAxQ5v5f5IvSt84WaJZCx5ip5SVroOw1K7bqOruvJKbIoH14ExvLvrPzwWmXBj0kmc83xSPSdA/evX3M4Hnl4eNAcvEV1kHXTfqUY9e8FIc+lMAwj+92ePnQcD0cMhvky8fT8zGWacAg6Fu4eGIZB1tEYeX5+3sJ9dztBvWqpEqSpi1vOdZtsQwu3RY2BwLTGvtHlfLcJySUbMNF1Eh7rfCfc+JhuBg6VGFf57HLGOqsDA9nc23UoE2TZjK0xeC8BnSmuWCuokjWGy/msTcKKMRDUzSnGhLVCA+r7jr7vmKeJlJPQB63hsN8xDr1MrRENSec9nSJptegkfl2pOVGSYZ7OLH2/6UzalHpdZh5j5PT8zFfv3rLf75mnC9N0IUUpIuf5wrIuHA539F3PbrfDezGeWdeVjx8/ErxhHAd2u4EQHPM8UYoM5Pq+53g8cDju2e1GSs1SmGbJopLcmgymUYKrmtLI+3k6n6i1cjAH+k5yun6i5XSOFhlhjOF8Pm3W96JRaKJ4L5QjxMHNdZ5YC2KPpgMoJ5v9ddr9Cz++9CJeNDMvV9bbt1a5Btvu0gbPL47Pt6Da7sO8uI/bJyT7g7ByhC0jAxi/2Zl7RYg6ySa80Q97NS8o1UgzlQtTv+p+3f6+BbrKkKELHvXsVfMZzbdTRo5QeuS1NffKnNOGzJacSTGK7twaUjRijKVGA1YpZdfh6pXt4qoRNNtAcIY+eHFKdpCzhIQntTmH6/C7BVS3AevQiztrGw5bYzdXPvlIZS2wtgpFr2mrNrRLQALXeaGxKimuD2KE1vdh21+6LojG0jmh5RrZQ7wz6ugsa0hbQ68IlFw7tjkOO6uUvtY4mRutk15v25fltp7Zaqeqyndda4vMIG8QrS9VBubFv4xMsXHKUmjBuSmJXqvUIMMWY7ApQZVoESmvpSGS9dzSVy/7Wimiw7PNfEOaYHF/bG57RgAY1bPmAss88/T0xDzP27AezIuomS8dP4smSnsLbtrYrSnQ9pfryim/d20KXq93Yq3VpGyotadbJPxvjZmYZBpagTUuLOvE++WCc57zp/d0fc/9w2tC17Pbi0NHN3RS3FfLkDpSrlyWRIyZyyLdblSOZYyJah2u67Xjb4nX9eb16VS0ZAqGWbObvJMQQ1cs2VTJxbWF1YpTiXVmCzT0zuKMoFfBO9boBWZX3nLnjZyQwQoq5WHwjtRbYvLkXDgviTVVwpKIGS7RkIronVBnKFO80LZqwNQAeYWSoEiIWaorhYwtiblm1rzibWVOlc7B6B3eGDxSbNtgyUY2ZIrYoxvTGlB13LK3KFTdcpE2CpBS0mQxLECiaX1aHsytkUQzCdlgZ734N8OSJgy3t857L9Oz2/GSXvfy9L1Fs4yx2Hp19RPUq+iCnF6gTa2huXWsuaUpfuloKFprJls47rUosVuzdEXnhdfcrNFzLqTYBL2evr9SaWstlCyuaY/PE0+nmefTwpIqxXq873BhABeo1lOLuJ/90g5rHYf9HYfjXrn9HaUkyEWpKtpsU9nvRuWyC8qYUyQCw36gpJXz84moDefQj+zHA7txR04S4GqwzOdH5kXspGsxnE4XRS0L47hj6EcMiP7KidalbQiH3Y4ueJ4/fSLFqCaYBh86juOet98cCN3AcDjy/PjIP/7jf+T9h/d8/PRxs+5+t/+Kfui5TDNulYw9A3S9JNtPp9MV2YyR++Md+3EvWULnC2mNpHnmsq5qwlDpbBAdmbV0oceUSomJdVo2mlsLnXRW1jhvFQ3Oeo42XaMTs5/WaNWa8SHQ9T3Ho+Rh+dBjEMernAspC8ocVVOYctxyVIztlQ0uTdzz+ZmUI0MX6Ky4VlnErdAY6IPDjD28eZAhQq18+PiR5+cnxsGxGw9KLzR8992fNlOQofP8r/+rv2ccR7766o1SMSuXZd5yw87nE8+fPrDOM0OwBNORV7mv6fTErgtYCl3n2Pd3DF3g/u7At3/6jvc//sh//Kd/5Ns//YlxHHHO8/ar1yzryh//+K+cTpHf/cs/8/Dwmt/+9t8SQtqyaUQT5QmdJUdxzFuXC9bAN998zfHuwNffiOX96fLMx8dPfP/Dd3RdzzCOlFpY08LpfGZdV+5e3RNsJzlmBl69eYMBxnGklsp5ushUPHQyGHjVsdvt6buey0Vs0J+fHolxJThP1w189fbdpqspVGLNrCVxmWbOlwuXecJr4Rd/EDOUxjD5pR2mFZnc9Ep/6WgFafsbWm7Ny0L0pkfSQZjRCKibB6m3tdKmgrr5d0MJFFagbCYTvTq+9UNHPwS6rqcLHd73ONdhndfMuA5rvA5FrUayQN8F5mVl2s84b4mxsMSK9x3d0GkBLg6ZsfOKQhlKkRrLUPDWMvROtKslI1lAlphWHh8f2e9G6jhC31FbzWC0SJbOh5ojcZWg9HVd8C7QOaHdOxy9A9s5SugppZLXlbkK+yCvK1MvbIS0LjhjuL+/0/M4UB4jU1x1/bYYZSKVLPWSN5VgjdRkMo8gOvCmEHzQ0OJOUV2tf5Xi2Q+dGEscD7Lu7EZZZ/S6EFRK6MtBmwavmlDjvDQgXmsTRaCcD0LJ92Ik4bzfPrurFqqdI+0QU7eCNC+5XNdwYReoTf/N8MppbScNWoWgrr4VkpNYkVrKZvePMfQpgjHEtNAs131KypIRhlF7vE3uoTCY1WbVO0PnLUPvte4RV75+1dgYBQ2Ms8RSIBWen574w+9/zx//5m/ZjTvevHlD3/c/Yfl8fvw8mihuEKjWNN1CgHID4LowWO2Sa2lBrzfolTUYnGZOZTAZY5QuSCUngEKOUjCcqcRVBNj9MOKDZKA4b8UFz0GnWQMFcE7sNl0y1BqVEqdUPYJwl/UioJXwVbCX64IIJVWqtVis2kBqkWskk8rWgqkGW6FYyFbQBmcss8+IDEsumq5IdoOzkIulFit5VQbk7sWAIXtLxmBdIWJxucp/l0oEaq64knWq4qXZaeaiLWC1FDH2IBORbKyaE97I9Co6oBqCtfTOKxImtD6D8PpRVGOjGLTph37Ut5Cx/Fi0P9fbNaRJ0bTPEKjrifPTc6w1GNag4srbhkk3FvPyOW3nliJj1wbl5e2lmSpK8bt9PfWLX7cI1Jf0Xn/u4r2+lvJn7/vmsrm5f0spSdFPpxul2xbDJmzOGnC4xsyasuSfGYexXhfmZnhrtr/5JR1GhxfeNXMX/TkysLDWKzpeNOxPnNaqFV51xugktEiDkZLok4LYuHa+o+96OTcLxJiJa6LvBnBiwIDSFLyPEuxozPZuGmM1y9iKDa0G+ko4uDTLXe/woWMYd7J5+46UC09Pz5zPE/O80vWDGIneoKrWGEXU2YIcW7DpMi+gzU7ogzynUlmNBuaVok5O0IduQ5G884pQVNEmrZFF6TC1IplyFqrSiNq4rFTFcW3j7V8LOjE/0DBItfE1xjIMgoS0oGQQxgGm6hDEbN8rVbVE6t5n2EwVHIaohWJz1Bp6ySDKtVntCl0z6MQcqmSwpcQ4juJSeHdgGHrGoVfES+yXKYW4LpjJkJKgT8HJcKlskHaWr5IxThzzxqHHWcv7H34kpcT5+YkUV7ru681uuQ2Gck48Pz8TQrdlcjWKcN/3aA21GW5UZM3re8kiC12AWrnMK8s6M88zxkhGV84tdFh0ZilnbM5b4zyOIyDU6hiT/F4dTK1O3Iehp+t6QT9LwTtHVmTDqyWzs26byDvnMDVtTrIC7TowbA6ky7LIfvsLO16s5bUNV29/9mJOLE542xBQb/+lpfbFHmGundrWWbX/eHm8+Em7IHVvbLvXNcj0mkm4sRv0y6h2plHLrOpoapUGqpTCOPRAZT8OrCFjl4J1AR8spapRGDqMVOrxvC7SMCkDpJk9JB0kinNvYVkWOu9JIZA1jqC0mIHbfZJrwU+tmGooJmHwug8CzlBxlCo62ZQEqaiqhcqtWLdWQsDb8BRdX0LFGaPwjBhoUYXKJ8W88nFMc10WFKULjmHoGPpe7xOhUcMWdt33QskV7bLUc9bpWucMzuug3bawWl6iSZs5jtPPy+lgSLWn7bNstfWLE9Nc/1lbnMNLal/dzp0r0rklKGMVjZO/FyTQkl0zBbsOoptLsrBksuwtQPBhAycoTd90HZQ1GuSmh1WreZB9KTu5hoSCTpt+i/25rcQ1Sjj50xPPz8/c39/T90LP/J9F5zPG/F+A/y3wfa31v9af/Z+B/x2wAv8R+N/XWj/p7/5PwP8BkQb9H2ut/9f/0mPcXMEvpi4VoKg2RickDQIMQU78pBboqWRqksXdOScFku9w+0CneRNZYdi7ww6ARSel5/OF8zpzuZzwIbDfHxnGkcPxnq4f6fsR1w1Y33HYdWAd+zyQcuV0nlhj4nyeyLWS6wItpKzo89fSSHEPbaZULJwLuVqKrVszUfTEszcQq3ViuelsxdpCvIg15tR5nIVB4dxhNXRBXAa9gy4IlOkM+OAI3mKC6I/6KHbCu1XyWbq5ssbC+aKBsVhM9Zjagw2YWqSxo0JZqDWzpBlK4pLA1MjzvBBsYfCVIVgOg2eHY2csnbU4CrYambzq1FaKm6pUyFZEFWK8WnO3qUvj1rdzumhDVusVmfl8cmC0WSulUnPekL2gnOPgwwvKnlVkSh5LYOPmWCeueDcNkt6+IY3eS1FgjaNkKVwaAtWO28XilsLn1G646Z4+v3CvVNcrzfHaxF1/95LOWLE26XBBtBoxasFfrzQMKbKvAtJSCsucmBfRzqXqwXuM32H9SKWjVKd00//yFf4/5fhfYs2RZd2SYyHHxFITdhPjepw3rMtMSuqkZgzD/7u9d4u1NV3zun7v6TuMMQ/rULWrau/ahwa6NQ1RIcRANJGIhoYQiAkXTUiEQEJMSERjgnT6wnjBBdEgGBEloh1NCyiidkgUGyTxRkCIBhualqa76d7de9dhHeac4/Ad3oMXz/N+Y8y5VtWu2ruq1qze46nMmmuOOeYY7/gOz/sc/s//37UYY4XKuxjiMDPPiWkaZY4RQ+MDq77HFGh84NmTJ2w2N+yuB2KcCRctXSMzBaUUtrstFMt2u5eO4jwvvk66z4b1ekXbtlw8eECahdXJUGdg4OnT5xTjwF5zdXXFZjfSdmveXJ9zdr6mbVtyFq2k3XYns0NGiE26IB2v3W7Hbrvj2dMruq6n71c8ePCAs7MzHq7OhMjiekNOmYuLc6x1TCmpLpUE2MM4MQ8TN9c7ttuR3X6kaT0hOKFlNhYbZH7G1s04iV8LPiyRW0GlELzDesN2t2W72xJCg7OOvl9LgcsFcq7wj4iblFRoGpfuRqMkBsO0w89WPtNqxdmqxxrxm9Zamq4lJRFrHKeR/TCy7lvggqZtcTq3WKufcu8lrLG0jcNZGPdbpmkWCvuu4/XHj8gWSp4JpmC8oe3XOOfoGtmc4yTJ2LjbMGkXoet7ztdndJ0nBEhpYhoL5+c95+cXvPPeu8zTwGrVsd3t+KVffEehlyMX5+c8fvyQs7Mz3n77bb75ztd5/8kT2mDx3vLWl94SaY88sdlvuLp6Tqaw2Wy4vrliN2xJSn50fX3FzWaD9R7jHDfbDXaw+CbgQ+Dh48dQYL/dybGwQljy5be/zDgM7Hd7drs9Nzdb2hBYdR1f+fKXySmx2WyYpol/8nM/Q9bZmcuHD/jK93wFGwxEaFrPeVkrBNbz5Mn77HY7tjfX3xJic9/8zTG0/BbUXMcCJLYxSuxw3K7KlHrd6WxhsRKEF1uW7lENaOuW8cL3ZR2HLlSdwDr+PUhRw2qxwVqDNwYHMuM9ixyMSAdIsds7JejyzRKMV7HVrhVI27prcAbmMyGPGJooM0kuCJSvSHKUMoseU7raiQyMyXhjRRLFFExOeAO9zirvdxu8KTiTybNo2M3ThPciLyB7rMDc2hBIJRNzQkasir6+wziVJQiN0KXnSK9MkClnSeiKkGR45+n6nmma2O82DLst434ncMXGk+NEnLRY42SezFlLjuMy3uBM5Oyspes6+r7nbLVi1Xc0TSuaR/MIpbDqV3jv6fteu+uSMKQYBQliROwYLNYHlWDR8RhjlJxFO1ChVckO0YSq+lA+CNPuUhgtqFZWWhobWrrWQl4m5tvjAZRaTj10Oav8SZ31M0qjb40lY4+ee7gOLUKs5K0n20zTgEsZYz0pRZH1iZE87JlzZp5Hplm0Hb0LtI0n54Dz0jmLKRNCJKXCcET8JVimvLznbi+d75/5mZ9hHEfOzs6EhbZtv2NiiR8B/hPgvz567MeBHyqlRGPMHwd+CPh3jTHfD/wg8KuBLwJ/zRjzfUWmAz/UFlHdF3+xnKCCVi2PA2RTT2+tbBaBlRx1Lax14LSjkY3S/YrDmt3MOFb8/Qwls9eWsTWWpIPRoWR8yaINYo1gWx20MWCtETHAIrNQuWbqCCwk1/bh8gnq8A+AWdZsjGjNSKVPihm1mFBMEaeZqxgx0omKGWfBFCM/G7lwnDUEb7RNjlRBvBX4nFZ8G0CTc5wrxFzwBvJsScYRi9WZKKcVBV1UySJOhyGbAMaQTYMwtEQhqogyc+GikUKig2TEIXtj5EZx9cLMmFJw1MKJUbILCViOqb8PnZujmxdubUy3ujF6jI3hUAG6RSRxnJgdtpTjebwXu1N3b6g6Z6UuRLscCdEdOybG+LCvl9kx9O9lzzl0x1g20aXIXermfWi712voQLZh7ryXWf4mpkxKSo1vFIdghC69INeGiOu9dOnfif0In7LPkWq9BPQyA5YoRQUmtdKeFXNffVMTpANT54zGcdSug+K0i6Ek6W6bUvDW46zHmYB3QYrqWkApS+VVxIoPmmHq1FV8MSfpVsmgrFzOxzCLlDP7/UAxDqNzCMaqBoj3y+tP0yTMm5MEQKrfvcyLZiWzkO+RNM/SYZtmVCkEb+W8N17mDdBjZK3FzpE5JpxxS2gm1UVN0hUiUquitWBu1GcZFdaVudM6A5ZJqQ4SAxiyy4QUccUeXd8HPcGqv1b/bZ0UoqRA4ZdqulNYtNFZMfQ+7buWXBLjNGqVVwRFfWiY5kmSxknmKpoQNFkTiOI8yzG2VmZ0uzYwq37SqmsppWXdryV5bVtyKmxubvBOEvYqJCzD6FnJKQQm5YMEYZCXmRAf3BHD58TTp08oOStJCjRKeJJzJjQtXSf6NKFxbDdCniLUz0IkU8WKi77HHKUT5a3BGcM8TxANRfePGtRX7S+nbIkHUhu9DtQnS0XeLh3QZCv7aiVrkqq91d8bC7YYobV2AuWyH+Anv0P7ET6DGKf63ON/Z+1slKMkCtAY52gfW0iBXtzzWPa7g+//cDtA+G4/qr8zS5FeEg3tatR7sp7PwqHDUSHjFdVR96XK4OeVIbNrG6KvwtkO4zwJiVOqBmHRz+a9JWeZ15ZQIUscUg76SMLIXNEtytiWIEa5tkI46M0Zo6x8Wea07dHeKYLCSmDipGMjM02GfpyYZcaClLP4DfWfJSdSnEW3zbAI39bxi+BFDqFtgrLE5eVYG2cxXUPXNvRdQ9c1y7yl8x7vZC/uetE2bVX2IsZ5gUPLHFI5nA8kHi53AwINwiqrbu1CVaFfqB/oEDdIFHtUqEU7+zXWWpL9F6+i+r6CrmB53mHrqvIUNaFnie2OO5rOeZyORHi9R7wXSJ4UtNNyLgzc6kIl9f+2VPZkYX6kCHshBWzRazzr3GxJ3GxueP78Ofu9SIgIjNrxQfYtk6hSyv9hjPnancf+t6Mf/ybwu/TfvxP4C6WUEfhZY8xPA/888H9+i/dQNXI4HI4DSMiYw3kqtaugJ9Aoc1W9SarYYZ4l4zXaajVWRCudEb2Byv+fUqL1jnme2Gx3kqVur5n2GzY3z/FNR2h7utUZTddzdvmQtl/Rr89pfCBcrCjAg8sz5pTZj6Mw+k2RKUbGeWaeEtMcpW1dDMaJBorVw590cE6qMKoLUdeuF6PNLLP81hhcESKNiLRIpySdnH0URpKtbn6Nk2QqeMMqdbSNxXuDtdC1cmz7Rhh11sEwR8euMcyzZRgk+BomGUCXuYOIyLY0YArFBXAZXKcD9B3kmSEN7MnsyXRzphsSrS0EU+iD0IkWFwgOQpFqU9Dz6JzD6KxP0qBIqLkPG/Ryx3ObQOL2rNDtxFxuBEPTNqqR0utruuUarNW3mmTpFbjAg7w/XgPEpBTT46TUpBK41pZ7yodZpbtfx/C94yrlXbs7Q1UTqtuJZd0Qjl/7cGxiFGYaU+wCsZrnSEr51nqA5fnTNDNOiXGCEhzFtWQaEoGYldUm2U88ifosfI73gUcPH5GLCByO+x0xJuYpY4x4V9GmEJY3jJAMeOcV717Y7TYCJ82SWMU5cZOuGHcjbdPShJYHZw+5WD1k3Z0JlWqc2G8G0pxw3tH2HVAY9pMyBbb0bUvfdzx7+j4311c8efZMaKIVzhT0fOVi2A8z33zvCaHpuHggwf6DR6+JZkac2Gx2lCKMb3Gemca9JM8Ila5o8EgRwFI46zpyygybDfNuz1Pj6LqOxnvaRkR3c8yQBUJnjGHdrogh44N0xoZxwuAgG84vzuhWHdMk11qdlaiJ1KK47RwuONquEXKDOLHb7RjHcYF31Ar19c0VlEKKNQA9QHbmeRb2rijsrJeXF6zXK5yXBEmoiQ3u8lzYTSeIaWaz33F+fsYX3nqD958+ZZwGQCCDj1cdZ2dnXG82DOPA82fXeO/5vl/1K2iahpISw37g2ZOnrNdnvPGF12mCUIyPUYgn3nzjTc7Ozrg8fyBFPAz73Y6f+smfYppnnj19X5Orjgp5brzl9ccPefz4Mav1milFrq+eMe63pJhYKezv9ddf4/nVDT/9j/8xDx88YBj2PHp8yePHD2g6IXz48le+wsOHlzSNpZTIsBeNs1kpmcc4g4HVeg0IPXkqiZgjJRpizozDTKawouDnmfTuu4sgqXee8/MLSoF33nlHdvECwXn8as00jAxxWqjkg/e0PvDFL7xBzgKlCW1gv91gG0fXe8ZJNF/yNFKsxVPovOdyteY9u/nOHc3Bt3wmMc48z4sPrwWaeZ6o13A9ZocuUpW0OCQJxdQOFMis7TF8+4Bmkfj5LsR7WY28PuZWAFzDZKcQ9+AdoamJgKHkSElGKKQT2v0OWN/hvHSjahhfK/fBe0rOdCHgtHAl15eOBlgRCI85sx+EbXSaJ2KKXKxbYmMYRy1mJhEON0nmOZ23ZCPjD23wtI2ndrfHcdDYKUtBo18tqItCIeYZk0HGtAumRLyRAkEbRFzd+nNiyrRdxxwj+2linCbmaUKEubeMg0BgvTNcnJ/x+MEl5+fnqmnm6buG4B0XZx2UzG4n163T4lLTtrSdJlFtJ5C9IHNmFa62Xq2X2fCkXdycMzFHLDo/psX7KRUSaZEA8pqYGCe6ji4IFbpXWnqhMK9/f1RsLTKnVpCOu8QTGq/W604vJQnbJVGraZG1mh5Z9fM1FiuCyBJJI4+zCRkokQuxCiN754g54ecZO2qBx1qioh9kLEHElClCZtTEoNedZZpnbBLKEkPCCuMTwVdNz4ZUIGYwcyYW6faS4b1332O33fF93/d9dF3HgwdCqPRB9knMRP1+4C/qv7+EOJxqX9fHXjBjzB8E/iBAWD8CaoOp3uBFs9OjxtNRp0A+bzmii0Rf45DZZgO2KJBOB+5czYxLhUVJxYMiN2GMOuuAwO1SnGRFisW0IQge21qBlzQ9xjoR7XWGYhpyyszO4aNUz4YyQS7EhLbAa4dkAS1KFdugHanKtidXaO1ECR+eUTp0uVDnYnDasUq2QBK6xjLLcF0qhlggFoNxiVIioShu1tjKaokxhs4hWiiNYTIOXzKDCRgKc5QWOEAiKeAG7UzkQ7WjZEiisZOMDAkbpJqfbSaKciCxQBMVClaExTBZ6dQ5peaUSpMco+OE6HYn6ohIIueXJiMVfmeNVMODDlIKw5A8VjeaA+b7W3/pdQwoS14xCiUEg1VWtUPL+zhpOu6a1YTveMOTdbjl745fR94vH0EQWe6A426dbKSHbtNtqKAcw6LkJ9Jml40vRiGqiLNWiIuQq5TihLK+KI5dK4i3K1GfiX3HPmd9tsI7J8UN1TMqJVKolLryJfeg3I/jMBCdw+Sj81Fq2UfAupJcSPCXTMLiccbR92eE0LIfduRaIfUO7wIFIUUwmDvnUwtDuahsg9DaF53jslYo/Oc5YpywgGphmmmaGYY9JQkuX5LEmRSFDrjvGukQ6aZXijBxNV70PLJ2IWOemY2BlPAmLPTmBdiPA8Za2i5RjPgl7xyr1Ur3TCNzOc4Bcbn+QJnxFy+v+i1WfK9UwQ/Y+FYFg5tGYBXzNGuh5KDjAVIxl8/Ewja1sLZaYVoU35+ZplESNyfspfboPrZWGfi6ln4W2DQUgSXSLtTFKyUcMUXnJ6ZRWB5zJCWVmrAG54RlyyKiyHGeCT6IZpUcfOZphJxJzjEOso55GpHOk5z7m82GaZ5Vi6YsbIMAFJ0Tm0WD6uy8Z6GWtyICOowD3rcUMtM8kXPi6uZq8X/1eM1z1KQ3UZEc1jtEiEJ226ydWOccXddrkhCZpontJtO1LX3baTFQGNWmeRKtrJxpzmRIvu9aShGfk0shThPC+DmzH0fGcWTUivk0TOQUlzm+z9C+Y3+DsRqc1ur93eTnyIne9adHCZB5WcfpUGFeYqgaN32oay6Fw5CVFq61O2BMwboK93ZSeDVKXFS/dD8VP3VgaTWYZWbdaMcnBC/XV32uC1oVdlJ0lgqyFvMyNkJqwgHCh1nmW2xF6ADF2iPGzPaQAJD0HMj/6myXdRKb1FELQ8ZkmTtHO2te6cOxFu91pjUeIJVLzGlQaG6DaRuMgYvLCy7Ozo+6R6Ipt+pbpJMWpSDng84tdkLaoesX6RYvSAg9Nd5LN0/O+fGc3HLIbz1eQEeRtFNoBDWwIE3QeFOvpxqLLolUrgyYNYkqkvjcYlo+iss5xB0Gmb+vXT7R3TVHlQGrHU6ZL3bWilhvsUtX1TlPycjemA3Jl6UgLcdDfHwKOg9bks6FKfFYOehJ1YK4c0ZEy7GHPUabba6AjTIDa7Jlnmf2+z1XV1c8f/6ccRyPCuov2neURBljfhihSPvRj/u3pZQ/C/xZgNXjry7aeYtTQW+Swi2HaTSwSJocleXGry98yIw1saQKWLZBKiqzDqYm7SIEa/Gtx/uVDtR3TPOsXaWZcT8yzyN7H4SBKDSsz69pmo6zh4/k+8UFPojaNRoMTXNiGCY2m4HtbmA/TDJgnjUw0mHHjN7YZGGyIyNsEEWogQ2YnNV5ITe3tVgcMQkEaUIuijEXrMm4mIWi3Yl2VGNhPw00YaJvAo2znPcNwVt6L3Cd1olfwxnm7Bh7x3bMbMZ+EVsdJhG8jKUs1Y9CEbHJknGhp+SZEvfEODLHPVOc8GUimIQn08/C5BkztK5wYScam3BZGAedBjtV+0va83KuGhWVqzCIOv+UlDVw1ufVTem48xO8OKjQiANbr9cL5KmUzH6/1y5PZbk70G4eaNGPIYVgs4gL51IoKTKOI8Y4rK36VHfms5bqYmIcRej1AOWqiJBCKUdDnkdWn7MkViiEVR1k7awJRLEGrG6p3OQcsdbRNFYgXrkeW49vAyXDsB/Y7wd2+4Fx8qQSoDRQGnL2xGS1EyXUtNxe4qdqn5TPef3N14pznrjdMOz2PH/+XIRw80zOkVISTRv0epRNYdgJo96qWyt0SbQpMrIJGyezAM5Y8pwYp4HgRQz18cPXcd6x3cvMiXUStKQSRWR6MoAoqs+zkE0YawmaOJRS2O9FMLXCm6TrExmnCC6RshHmq3Hg6ZNnPH/2RIebMzmKsLKwwHne+MJrdI3QFKcYGbZbgrWsVq1uqobNzYb9fmDeD0RjQQUyr55dMc8z7z19H2Mt6/NLmq7j7PKC0DR88c032avY7Ga3ZxhHUs5MMRKTQHK8EwitwJwThpkmyTXrg6VpHM6tWK06zs8v6LoO0ZnLPHv6jGmatHMsVN2mQvSsW2YCBOCSFYkgm6p3Ujx4+vR9uhD44uuvQwkKWco8f/4UrOHR4wf4xrFed8JSNw2sVj3n3vOlL71JEwKPHz2ibRrOV2tijOzfeoOnT57yjV/8JaHqDYEHDx6wXq2J08jNPPHkyTNSSjx+IIVDUqKkyH5zQ2wanDFspmvp5jkJVuc4Y4zlm+++yzTNfOHNN3HecbPZinbhNJNKoul6Yi48ff6c1VnPw0eXS9L6jW98g/fes3zta18kBMvzq2cMw55vvPOLrNYrvvTlt6UT2gS2ux1P3n9KQXxH3/eErqWJSQp0TpKo3X6vLIXn5JS4ef6M7WbD0ydPefuLX+LLb7+Nt0JeM457ttstN1dXUODBxTmrVcdbb7whSRGGZ1fP+dmf/3nGPDGkie1+z24YluRjpaRP6379oTMKn6R9Uv7GOl8OxVM04amFwDt/xwFn8cJrctvdLiArjXVqhlXu/M3d1ygaY5jDCy2vVe+lqt/Vd53MUjMJVXnT4UMrDG9WpEYOUHYJkp2TQNdZS3aW1VrioqZtMdbjQ6tBumWKiTHObPcjwzCy3YkQc+uKil3LDLtVZs+SiurxHSDylxcXXJyfL8dzPw3EFJdCjFch86pFlkuBlCk2YnPBpoJVFEnTNjgfwAcKlr5fMUdJfmSUw8m9oVIV9vKSrmtp25ZHDx9wframCUF1nKRwv+49kBkvOrmn2k7XFZZEtWkafPCiG5ozs5XOZSWkiCnq10zK6QDHq/BatFNpAIXrOS+vb5wD5/QaQTgEMKDFW9Ff0tm6yipvBLljjRJQ6LyFUYr2zCEeN5VOXJPwChdHvxuVAzF67ihKDleyjAW4Cl9PSBzjiangXMQYp9T0Qj1vjSHlSGiE/rybW5FlmGe2ux3DMAhaqxbMTSYHKSq3uSzkR6nAlCAzM0aZxMVk1ceb+bmf+znGceSNN944FKteYt92EmWM+X3IMOZvLoco8ReBLx897W197Fu9ljCtZL0IsmbUh6KNZJbarSnUNl4NIOUJBuk2lQV6b5dMVPQLBGOv77pU47GiwSL4XsDKDRVCwdgsyUydXZhnYpaqyRikmtm0gp8PocH1KwlinWil2K7VOSZhQZumyBQlgZi1ExPzoY5AOSBba4t/YfXLS53hwEpoLNmagy6LKWQK2RySHLRZZI2odptiSN4SrJVh6iwwx2AOJBQyUwVtESZCjFO2MJhTFvxykQpyzkX1dbR9i8P4QCZDSRQLOUtXDCJDzswFzACjLRgPjZXPGBJkpef0zhKzMMNl1aPBJMHILqx0VSMpKqV8Wior9bqqTC/eB0migj9igDkI0YYQqRj9u52mopve3Y6QzNaZpaIvFOTpMIdUDo6+BsPHHSm4jY8/zD7d7mAdv+/SxeLwc31ehSPe/reqAehsiXN6rc8siZis2hKLYYwwxMIQIRYLNlAx1UXneYQGWjqkL6eM+uTtk/Q5OWf2e3G4MtskUM7QduQiMD7vLc5b7QqzsPSlnCkknJfZJe88eEPXVjiDYRqjkkQ4cip0sVvgoK4oXCpF9rudDvJPiO6I0KnFlBiHkf1uL5Vc79nvR3JM2N7pvK5SgqsfjOmogxiTbMYpUlKEIpCJpm1oQ4PFUrKRAdskw95YmT3ISRjmpnFiGieaRmBjqQgJTEG6/Fn90jRHsp1gu6eJiTmLxtikBCYpJvk+x4N2k1aIQbrJMSaMLczJEdqWtuuW+6QOWo+DJE5ZCzbeu2XuAOT6ts4plC4QGq9K9jPTNC5dJu8drZVZhXHcy/xD2wg7XhCh9TmLFl3f92y2QoJQjJEgXmHAw37PNAxsrq+l+moNOaWlahnjzLAfAJltElKSgZwy+2HAopS9s7BCNU2LsU6OV4zaxWTRtjk/OyOXIrMRWuF31kglHAevOxUYn0lpYru9wVjo1z2UGWNY5o+qf5BK86F4uUB7NSG1zlGMyjNolRedu60+qs6CpSy09A8ePqDt22X43CIYCgy4IN3Ptm9pWmEZTCVRcmGaJ4ZhTzIayFtH48Pi39q2WeZYPwuP80n6m6UbUjueplbrb08nmTvfi/5tTcBeQENoYe8wEXOkxVh/zVHCBoe5K9C/M0vAW4uEUJb11bkma6qOT9BuoF2K1aVIx0a4iY5mbHT9dSxBWP2O1m8s3iDFqFz0+IgY7zYn4hG5lq+BeEapxudlX61JTNEWSS5J/LUSxwTvpEig889YQ0kZvJckKkviZ634H+e8jCoYQ0iFKVq6xpOSp+8ENta03SInUN//8uL8SBLDUdlWu0a72Y3Mh/X9SvfmSjIlSav3npFJGlaaDGcVYIopLfEW1AKxk/kya5fja+rjVlhmZaRFkoiUsgrjloP/Rc9fqfPTGm/WrqSzEnvaA7lEMcvVSZ3lXM7xkjndSfi1AlBqG1G/CiyxUq4zd1lnnaxI/BRFKGHAE7BZYnWBeGe91gUG6Jwj+KCJfR1fkNnneU7qc6PIlaiMiKz6MFeXc+bZs2d453j29OmLlY4j+7aSKGPMDwB/BPiXSim7o1/9GPDfGmP+BDJ0+b3A3/7WrydwCAkki1T2jxOpspxTOTHVGRmIKaFphrRZXSEYYUfzWnkwSNsyxajUtYA1WCu0vEmmlzWNMeCEprJ1nlCgyYU5FeZcGOeROIjQoLGWYdjRth1x2tN3PeHxY9q2ow1ntG2AztKFwNhH9ruRaYrsxsQUM/txJsbMfs4Kf9GLAWFcybWGVIyySJRDMmUjxVmycRrEy9OUv0ePR9GgCJJCKgYjdMvBWXKExlliI1WTtXbqnAcncGWsB98amjkwxcAwybEYYiYmESyNMTLOOtxtLMaLkLFxlmSM6EwVraCkyBBnyIntMONMYR8sjYVdk2mC4SwbmuDoO69iniLOmGMiZsFsC5vR0UBpTaaKQAvr8HjTuEUY0GsnqmpBeR2+b1QUz5iiqubjSyqdRwOVuSASB4dEyxrpJuZcIXIHB1+/15ms49fMuchny5kYZ6B2ucwtyN7dBC6lKJjuwz25dM6qA13WZmUGLhXVrAhSDZsm2XwrbGDGMmbL9Vi4GeFmMow5gOvBCUNjRsSXY6WKNXc85adkn7TPiTHy5MlTht2GcRzIMdKteh48uNDEXL6WxJxCq5Tfu/2ASYWuszjv6JuO4AN9uyJFYft7Nl+zGwdAOn9t5zF0QhtuPTHJrOST998TmLC3rFYr1us1BYFGXd9seP70CdvNDu89aZwwGEJohTAB6dTWzXGcRMh1GmfilARWPEykOAuhi7OcP7wQlsHsiFNmP+wPpBJeiijjMLHf79jdbBn2A48ft4SmYU5yn/kQKD5gGqH0HqLoa22GWYKKpl2qmpW5b9xNTNOkOiUW29YuaxG2rmlPJuCCYeVXrC/PWfU9bduy3+2ZxondbsswCBzOAH3XClSma6UTtJ9wwdM3nocPH/Dg4UNubq7Z77e8//57zLNUppum5XLdQklcXT2n6zreeOstnMJ8N7stu81ehC1XPdc31+Lvdzt8CLz26CEWePL++wz7gfffe49V3/PGG1/AFFitegadlXg+R8zVFauVdL13252gH5wEYpUZ8d333qNpO8aUVA/Q4SXGpCAzFF9++4u0Xcd2v2eaZnZuizOWVddhbeDLX+p5fvWcb3zzl5inPe+//w6Xl2seXzxkmkVkN5VMmZN0+YswbIYQpAJspMDiG+lKt21HaBo2+z37cU8FVDv8ksSVktlsbgAJYs4vz3j08MtCQVxUlD5nMgnjDN16hXeeswcXdG3DlGfKLHDaq801VzdXhK6lXffL+a+wnE6r9x9WFf6k7BOPcRBiFnfklymFXLUTXxKkLazE9RVMXdsS/77E9x6KfvVn+XdNfDl0EYqA8ssyiHX8HrqfKElKaBzeCiyvbVrpkDsll0oSjCanXRPrKl73EKgrVLwsXyKxYayhcYGmkUJDTIm+E7p+UxLT5Gi7DmctjW+WhC/OM/vdTpMyx3q9ZqWU+xSwzqhIqwTabSMdmbaTzr5vgmR9KQlbcIHgpMjqlEq76LxQVN3EYb/B2sw8rQlNw8XlQ7q2Zb1e0zSBphVm1qZp6LtOyKVUJ8pkkWAw9hzvg/h5jUnr+QralZKi2CRkO1mgjrVYIbp7ko04F5YCsdXkxVpNcpUl2PmwxAICm9WYqVodnjISb1Ck4C3J9BG804JbMKVZE/rjGKjWxWoydXQ11gTeaMMCaUyQMxgpSGZFhqUYiWkShJEpoqrjrUD/8NjicMGTcyImT1CmWWFILoQQJJ7vDSHkZf47F/W1+4FxnNklQXVM40yMR3F1lv17jpGv/8LXuXr2nO/5nu/h+vr6hfuz2kehOP/zwG8CXjPGfB349xCmmhb4cT2If7OU8m+UUv6+Mea/A/4B0gL/Q+UjsNYAoiOShaVNviMnqhx0aBbHUAqVos4a0ZiwOvsh7H3SASEbTDZL0lXMka6N0adRdOxM1JCyEf6UbI5bo0aC5lIoxuJSEtgYEIcBYuSawtR22JLp2o54NuFDIIQWsiEYMK2nC46mKcwp0+6dMFrtZ1JCmKi0MpdL1hkVS1mqVdq9KBmTBDu+UIrWahKVBl7xoHL1SrBudE4MIZIwZEYLc4x4axiCKHd3rRPcqpOELiObeQhFGPcy2NmSssHZQIyGnIPSi0/iINEBfe+WixjV3CpWKo9xmjAlYdJAKDJk2xTLYD1NNPTFYbMT4d8k10dJ4HIRfjgDQeenwCmcTwakrQPvDaGR6n7TCEOaVJukDV4d3DGRhGjDpFvED3WGyJhyGHI/mh+qkJlaVZJiQEQSoUIIdaezy95ywK4fCDFkBkEqUoc1CrxrscWRSWV3gR02Ktjsg1wFC7lGTQjkvhCoYsa5jAsySFusZcawHxObMfFsgOvJMtISbYtxHdkGSp2dKGmZv9HFfJRb/CPbZ+FzSs6yKaUsukBJ5oAokObEHCfarqFruiqJhfNy8rKVTas/W6u4qqgnTvMgxY6cWXUBb88F9uI81jswUZIWxWynHFmtOumse8dqvWK1XkkHathLMGBl5qRtWmY7KrOibIazFl+atsUp3e88R4bdnmkcSWOEBK5YVp1UR1fdGU0TSFGukWlMWjqy4Dy+7UjF0BSIUe5k33a4piUm2WxmDJFCNJakfjRrFdFOEbOflspkZTdNk0hQWI8MmFupcGbUp7YW33m6s45+3dGtelJObHcbrp5ds9/v2e12pDkukJESZw1QAm1wnPUPBILUNaR55urZU+I8UVJShqxGkhPvWJ31kBP77XPmPPHs6gln5+e8dvkFYkkM07QkgZVeWAILy7OnzwHY3GzIOS3SBJubGymWGKn6Nk0jA/ilcHOzkeBR8M+8Pz2VaynLbBFO5o6sc4RGhDdrwcaojINo/RnyPBPHkTiKcKhrLMFZ1r3HlB7yQ1KJZBIxjex2kf2wIacZbxPBOw3ieoF4WkuOWYNrqURb54k5E+cJGxxtcEIqlDPzNADQ6JB60zSy4RTo+pbQBIb9nv1uT51zMN7R+l6Y1pwjWyFFQpPEZCGsOl5/601hDwueYRiYpkkr0uCU6awGd5+UfWYxjiZOiy/Wbk+drZQn3fqLpW30YZ+21DaSlvjNos0DGkQJKqRGEcZgimXpVB11BwzSJc9FqKPHITIMjTD0tlKIqeMRVhMYWzWHjBXYlnGkjLy48RhnCI3C373CzUOQWUGFKxvnFEYVoYgW5oOLS+nIGtlb26Y9JFExEqrOkXFKyBCECCgXVl1HHZbAsFCNt0H276YNFV4itesiszjSfbWHLhsGShKqbQ+0DvPwjL7refT4EV3XsVqt5W+cpQlCGd51MsdZsjDqlRSpIxtS6JR92tmgczziy0XLzamGllGZlGOmUumuLHPNxmkyqkWpIkltNiJ8m62gT0quiU1ZLgtpTUvxuMaWFXFDkQ5gMdqxK5DNLLNVHGKjmhLL38p7F2MOib6pM7daZC9VGFfGMSTfUs9TtZ70fsdKHB+zJFWpoo1SXpKuqpkoMb6uDZnNF7FiDbhyvVEc1mSa0JKLw06SO1iyCIU7w2wdyWZyjEzjyDvffIf9bv+B999HYef73S95+M99yPP/GPDHvtXr3jWrXYRyGLThMKYmgXx1NuqDBHuLQvBq5lz04kmzZL6JheISayjF6eljec1YBG4QjbQ0k3GylgoTNDKDZAxYJ3ohZr8npUjc74jAsLmWau1+R9etmB7s6fue1WpNaDra0LLqtQqdDTHDrh2Ypog3e6nGjomUC+OcBMlfDMWKsGlNkQR+lcmaLDitaNpcqw2HwWwrI9PUSz2ie10RGMgUM9YUgmp8tEGcTR+dakwhM1UCp6VxBhcKORuaYCSAC4YYHaYIG9Z+P2gFPwmM0DhSseJUnZfj76WbMaSREiNjHvA5sckDPmb6lGl9YTVDYz2t9fic8RRynHEm0xhhIfRNozMrEshpGABWCENC42hbT9u1eBtw1lOHYGWu4iDq2XUdObsX4XqmwuOcQgIPek7zLPNMQeE63gdlE6w1N3STqVWb2uEqes1KFyHGxDwnvDdLogeisj1N0wFmgzo9rSYZJUxpWtHoMCoSO46TVnZmMFkSJ1tZBiWJ8o2B5BiLY06W50Pkepd4b1vYjo4dK4pbge8RAUK9BlOuqToCE/tkk6jPwufkUhgmoXmOKQlTYZQkfZoi+/1A3/WsV2f4xktXVRl8XC9aFWdn5xggT7NoTY1bbBGfdLbuaB9d0K2kavnk2XN2w8DN1VNiigtJwvnFSgIB7+lXK87Oz+V6uNlQisXawHp1wdl6zd7v5NqKMuc0+UQGutUKjCTv8zSx224Zt3viMCGE9I6L/oLVasV5f4Fzlu1+xxwTwxDBGumQ+YbQrZYWdEa6yqFf4doWk8S3jnMUSK916sskCZ2nuHS1vHUEqcJIwWSUDdC34A00XoKOZIFccMbRrBpWD9asLs9Yna25ev6Mm5sr3n3vXTbXW2Rc03LW9RL4zzM5O8gNq37NF15/Xc9t5maz4fnTjcwZeEfQAMkra97F5Rklzzx/DtM08s77G4w3fPX8a6SSGaZRZwJHQhNYmzMJJFLhnXfeZRontlt5/bfeeANK4fnz5zIsHhpJfNuecZTA8PnzK4ZxZL0+wxjD1fW1zIepWe+xocGFQNv3rNdrhv1exI8VuqxAadI4EIc9834LWFrnCCZwuQqs2zMuzwNXmyuuNlfM8579fuZmc0WME84mVn3H66+9hvdSgIzzzPXNjRAWaWDtrGPIkTlOnF2c03Qtw7DDzBPbzQ5KYb3uCCHQ9/0CI+raltAGbjY3XG1ulqJPZbiSQpUl2cJEwjhHNhA9dBdr3r4418JR4vrquXSBteJdYdi2an1/QvZZ+JsFMleJpVQHxRnZRxe66Po8w62fj/tUh+2pVvi1oFW7BnVOdQmapeB2+EN7SLJq/mYrgYA8L5XEOM6UbNhuLTF6nG3JtcNhHc64BfJpnVdYmcgZ1DnfYgPWeFrfLp0w6yw+iAhzt1otgtrjMDKOQnzjnaNvG4F5DpK0d12/JM85Zaa2XyBt9fOkCNkkVt0K6+yCUCkIXLtvve71zXKQ615eERy1+7KcBIWXtR4a53l4ITpsb7zxJm3X0a/XwiK8jBJA23fCVqgXqvjsIoU6WNAp1sos0BxnpmkmzhFMLdQGShbob0ESqJwNRuVlFtIIJIG1zi2JTK4xghHklfD83N6nlzEYTXpqgadeGAvTI4LUSkXm8m3xOv/r9QJKAvG/9doa72jsnXVmnSxJco1jrFVCNCOxm9zvdYY1U0xizhMxx4XDYGFgjiqJoIUra0Q6xxSLyQZKFedAIYJSPHA20IYVOU84k3Em4qwUvY0RFECV/RiHgV/4+Z9fhMVfZp8EO993bAal7s6a/WomXJYLufZhDnMkZimflOVFKq6x3gLCEnJoZUoGK90m6d7VVh+LlpP4Igu2wvwKpcQFAmatnqy+UxXruAzsQ2Z7c8047JmGPZ0mUV23om172n6FDw0+tFjr6TtH20jlY46J3TAzz5ntfiLmwhQzBXFGxji5KPRj5yTt4RyLMq9UJjdZvzMsXb0az9cZmVynCykkI4qBxmTmHHGxMGeD94Y2SLLUBqFI9+WA4Q5enI9zhpQczvbMMeCd0OLOcRLq0pQxKUMq5OKgOAyBgsEECzaRkyMSGYshlkRJM5FMNpHGwGQgIMw+rbGie9U2go1vOsU6iy6EbRqkvJKw3mKDoxihxvRWEw2FLhzPO92lR69WYXjHc01ehTfr72WDD0tVtkJOKvxucfz5oBNS9Oav36sOQYUXHtOOHyd1tXsmJCl2oVyv17PJFVIoTqxSs1vnqEP20yxU21OUObVkCrFktrvIZjew2c+M0VJsI0m8deKYtMIuR+/AEFRubfGfHzN6Lktu6PqeEILcJ0aS5VJEmDghMxrDPEqi7mRGKZeCt1ZID3wiOSvY+iL3YE6RYb9jGEfGcWCehaAmaWdEZge9bK4xMo8TwzAwz7NKCsiQb0oCeStKD0vJ5FTYbndy7+tmfbhmLG3b4Qp47V40ocFXHR/ncEFEw3snMI45R3bDRCrPCV7IV3rWNE0jvmi/52YUv2RDkLF0H3AmE5kVvqVSEq2ncZ5gncDEUmbdd5Ls9wHjLXhDIjOp+GSnMzLC3ISK7O54/71n3NwIjK9Vxqx5lo1u3fVYa4jTyOwdcZpw3tGEwNmqx3s9HtYQmoZi4NGDh/S9sGDlVOj6Fuel+1MovPvuO4zTzDRPgGgtzRoQWivzPK/714gxcn0tQp5N00ApMkiuPiIpfXWtrlfo6zRNFETOwlqnlOKS+NU1piwEOd4Hwllgv9+TYuTps6eEG892syWnxIOLS0JoePz4NXwINK0XiPh+xFnDatURkyflwHZ/xTxMPH3+lP2+5eGDS5ogelWlbWmbwDBNbPY7obNvG2zxzFodnsaRNjT0TUMfGowxXF4+kPlK5D7Z7faH+c6S6ftO7p+cBWGRRWfRWMMwDTLr4gTG9PDiASlmxmFi9/yGJ+8/ZXuzYbfd4oPMJratxwfLqu1wizD458ME6q1yAhQlyzjsObfYZxUOZezHKU+ZQ0JU20umvnM5+i6PLQmYdiKS6psZIzPR1og4c/CWxnsafwSDP5ol9kpyI2QDZnnl2imxKgicSmWKlGDf+6BIHRHDrnPJAitLBOcWQpGg57rtuqVgF1PUWEyFffWTRSd/3/cdPihhV5GZbWMQRIp3Mmoh2bnEb6nOLh9yzQqRo/FYC2croblu2pZ+1YuQt7UU1Vdz7qCT5Z3DWbPQhtc9uiZVx/FERqByzus8kp7PbBLZZJm5LUrWYTJwxJqpsUPVZMslI+PpBufq8czLLN6thudRgfjWL+tzTJ3d1qSvaMenFGyyd85zbWWaQ4cTFU8GSknLgTXL1Vi0860z3lngq1WHTMjfkpBp6Kxnzpk4zctcE0UkgaZ5ZlZGUdnDJQZOmiPI6xXVvZRRlBglea1sxBXx5r0DwsKuvLm5YdRE/mV2L5IoqEOylpxB9bCWD7UMKt5Koo6szmYcXQU19RK+AmXqy6q2zHEnqiZR+te1TZqhmCpEmZfXlhtFZnYoZTmh0ywOcbe9wRjDdnNN1/b0qxXr1Rl9v2Z9fkHb9azW54SmoW9WYEWcbU6ZEEbGSSq2k3Y45EQaUAzxUqnKs1yENYmyKhhr7TIjZdRZ1/kEj3Rhck1SNZlabqyUcLYwRwjeMjeWLllKEQeZKTRekjG3dFbEUYTQC5SOyBRn9hNLAlXmpF3GKtYaMEYgG9kmRLE8khM4/R4ROMpsBD4UDARjyNYQimVlWwgeE3qhim5EDyyURionRMHduqJBi1wjNVmpjuEwa8RLk6jadbo9c3RMiS7/Pp6vqknVsaBtdRTHry3rKIszrX9X4Xx1QP04wav/7hu/DPwaeyBZgQO9+7JehTbmNFFykkC+wFw8GY+gJQu7YWS7n9gNkZlAsUG7EhayVHgA6dAee9zPYw5l0AFc+Uy1Sl5UeyL4hlKE2taUDBZ2w0DKidD4Q4JsBWZSfCJbwdbb6qhjYqrd5UlmB9M8E1MkNwFMEa24Itj4yVq8Qpgq6+Tit4TFg4p/yjkzDXus9zTnzWFT1mupCQ2NdXik2h1COAgYKlbeOIc1gSlODJsNMU3sxoGLszNaPR6m9Dx9/pzdsOd6uyfmzOr8QvT5fKCYhEmJYiVQDk46MTWJSvNMsYmL8zPapsE2jmIKuygEC3OcsN7RdiuaJixQDusM+93A0yfPGXZ74jzjWyk4xdlgEW0VSmHY7YizkEg42xKcw3UdXdcuAXxBgtLLS5kJC8EQTVro0wUmU3j//fepM6nW+qU4YnVY2VnHxfk5OQssh1JopKIkXbFSfa50kOd5Zpoildlzmg/FFes8K+1MTXGSgAwJHqZ5ZtX3dE0rrzOOPH/+XAKQnPHW8vDhQ9arFW+98QaFwjBPjDOkNOOcofMtmUAuCfu+wEevrncMTbOwXfWdEJ6wXrHZSrLaOBFFdRQCwnQ2TyPr1SVt0xAuL/HOcXZ2BsAwjMB+YUyM8yzIhk4Z2OZZ/GvJC/X8sBcdn6YNNF3g8uEF0ziTSmaKE0+fPWG32TPuB9rOExrPxeUaYxr6vnvJzOr9t0qYBYfux8vIikTI5E435MOsJkvHBD8LRFBmng70QYcAtv5pLhmDxAVW5RycNSqQK2QMQVlsRfTYyXzXETlTjQUqQq5W9WtaVT9fJUJwPiyC4IckKmtHpCM5vwRoXrsJTXvQ6hGYn9UAXvbokrXrkhNt1y7+RJ4/Y0zBeasEPmGJl1KSTnqNOKu4tzOC/LCNxznDqhc4Ydf3NF0ntO1GyGSMc7ofK2mVinhXrSdjVYT8+LJVzJstheKcispq7Fn0GjBZj7skUQIHlGNdCSmstcvnrInnISlPS6L2wmVzN4mCCpC59fsaoxRNonIpSjija7CFQoVAHhIoUPF3XUe9mo+vwvpM6RZKYaGeS5HZSMuXkAoJq3FKSfS6ihzSeRZCpRwlEavwvkJF2B9riSqEP+clgcqqSWGsXZhjyzSRc15g2h9k9yaJqlULueGkRZ31ZoTDAZEZKblT6/mW73r32uUFl/Zl7WlFqrL9oY1bCsKLf1gJUJM6p6Mn8p5Rb4hiZaDcWoNpDS5njJWbr9Vha8GPT9zcTAzDjuAbuutnhKbj/EIogc8vHoqSfH+u0LMVMRfOztdMMQl98RzZjzPjJNodU4p6w+tnrzhZm6Qq473gx61fLsxcsgqUAaZQjNO5jCq0eYiDk7XklIjJEKMhzpZ5lsHMJkjnzDtD00iyKwxl0LTggqOYFXNKNFPDrDCpYYyM40xMjpwtKct3ciFXdpViKSZBEdiUAaYSScUR8QRTCMaSjScAbWmJ2eFyS5Md1oij874XhkGf5fMZnY8rGa8YfopZEqB6qVTHc1djqmq01CSnDjXfrR7e3Qxvazjdfs5xFQpQ+mZ5boXH1M2pOkgZKFUSFWN0CF7x0JokyivkhWUHU7XARMXb4CSgjPGo8ia463ku7LZ79rtJ5v2sUDQX68mVRlUrD4dr5rji+fkyYwx933G2WpPmiU3wxGkS2uYQ6BUOUpLc98XA5cUl1luGcQ8Ubq5v8NYyhgaTBffeGEfrPNMs+k1zkgoYTrvFOuc4TcJGZ+JeutC7HU3TslqPywbaNC2sJBiJMbPZ7JgnFSxNiRgzTdfyqOsJSgveNi3r1UqqhbngQLXyJMnebLdSnbQSrM1ZaHPnVNk1DbEU5pQUApGFanq3xzqpShtbva4ELV3XELzoodgCVos+KclMTU6Ji4tzLi/PsUFEFHff/LoEO22rw83in4ShyuGMYdW1XJ6dc7leAZl12xCcpW86+rblK1/6MilG3vnGL9E0DV0vYpVd1+KCBDL7cZRqY5LZr3HYEeeB3c1AyUKLi5FOlQhMTxrkaYDinAht7geiE+a99Wp1C9JblGFvGrfM88S4H5aOoLUNzntaDKGRmbVSCm3XE5qGy8sLSins9sJdYGswqse+qKbVbr9jv90Kw6FSN+92W5qm5f2nTyhGZD/armV9tmaMMzlOcr6c56tf+SpvTW/y5P13IWdJNEEp/KWrneJM23hccITSyDyrs2z2e6YYtXvVaDdcYK9yLzm8b1ivz5fhcJntgL7vOD8/p+4wwnwlAtc5JYa9QCI3m2tiTOy3A5vrLVA4O1txeX7G2fmavm84vxABU2sPodjnzQ7oh4Msxd1AVv5pvo1PWGda9DWW5KomUEcR0xGrap1ftAZlArUEL/d11zqattXZYkU+6H1xrOVWu+D151KD7xrQ54M0x0J2dBTEG2MWqKc1ltwI6UNl7CvIDB5IonCcuEnXP5ONJELFGtVhChKjmaKJR8G6A8nTYdZZYs+KsqmmnHPCdGotU2hktjwl8jCS8pV09Z2nW63ovJBuCI277NtzrIlyRaPUV19ow6SwkM3S1cXK9UEqlHS4NupxK4pIOiRPFX2iyccyo21uxRsfdC0uPy/ZE7fes/57gTpWBjx9LHuHw+JwHIXXQFn2ClM0SZWMSQTrs8wdlZQOvrR2orI2MHKdbVLfaGUej1LIy3iDFBetcXr9V1RZpqS8FKZS0oKaMaJ7pzIUOAcxgZEZMGMtLrulYD1O04fddPcliaoXcx0qM9qSgwXWZ45OsJ6IJYw7ZFJw/Nzl1cutQK8szuZokO7oAqqOrZ4sgKr3k9UxGF2zcwZr67CcYDxjjDBmFbyclO3NMYwDITSkHGm7HuscXerp+5WwInmBufUryxwzw5TYDxN+GGCzJ+VZdEVyFAYcDJSEiKEmYZMpFqNDq/JZdWAvJ4oVPYeSzUGMTZ60JFKCY5aOYE4Ih3+unTwAS/byOYuKjhsL3oMtlkyDS0I17GPCuRmYJL+NlpQMJhkh8PBWBhGLF0xtFjhVyZ5EZsaSi1t0tKReJmsdsqdkT5cdpThaRLwveIN1EBqt4pBE+ydFnPdL18aUu5vXixVB9HjEGJeNogpQHt/08GISdbeKU59z/LvjzaM+HkJY4HwSqGWtGstr1ODNujrMe6cgUD/HcikrhMJIdV0yxnq/KAA2FVLMTKPgslM6zNUVK3Topd5o5s79otfP582MkY12vVoR5yBsTymxHSeCDzRNu+DpUxZMQtf3QpudZmKMix5FnqJAZ1Om+IANME8z0zwzxUIs0LY6QI10daPC3IjCqndzs6VpZ3IRqGAIQSpirWwQKWfGcWTYD2xvtkp1m+lK4SImvC/avXR0bSvJEwZXCrYU7W4Jm2ZBqqvZFKY0H1TgawCD6IhkrQCO08Q4TTSrlRRpqEVu2dwk+JEuwyIDn6v+iJCb9KuOi4sLTLBM87TcP6H1FHsI/OrQujPQBGG78soWumqky7RuO/q+540vfIF5mthurvFOyGOaRqjNQ9PQtCKzoKARgcnNE/NcSNMNUqVNS/VYYB4z3lgZ59RCRxWxJZfl3gsh0K9WUmQZx2V/EKHG3TKr0XWO4BtCsMsxy0Wq6k3b0nciijvHeQkgajW8fs1zZBwnNpsN0ziKL9MAwnnP85sruZed5dHjxzx89JBYEsTDNfH40SM5BtNInEbRGax6QM4K+U7wklwZhPijCVgvnWjpjK0IITAM41IZhgM1dNM0TJNc+9UXhnXDql8xKYy1HqcUo8yBjHucc0zzKHMuyixpjaHvOrq248GDc/q+o+2kUDbP42fuLz4Je7Gyb259v/vcj2NLn0l9sdxP5c4zXvb9UGGX9RVNqmUGLQSvKAslm6oQuiP0RE1IjjUZayxdUlLZk6PPxq0a9xK8L6+NpXiBONdCAkUEaoGlAFjFpG9X8SSQrh0zp4JF9VgYC5VafEGAFBTKeKCgN8YIQYfGeiCz9ShzdMqROe6XbppvGigG74Mke1aLiyZJLFW7S3X/1L06l3J0PCzWiKCtKXX+6cV4oUL3lvCt3IbE1bmh43jlxeT99jX2ssdf9r3C+aofLCqBcHxyy61zq5ZrEqXT1EUSnCpdI2u/051VyGt9nUoOZ61dRI+Xc4ggSKp2oLFZkDNJ6TzqmIO+mNVZPuc9JWcp0JeydOzqdV2KEP/cjQuP7Z4kUTXwO0p2Xig2HTFtGKPjUNJ+RtueUhQvR7fUofoiONWq86IzUPXEmjqYeQhC0SAS5Luw+KblQp2K3IzeiwBcpcm2Nmu1IC0zSMtFXGQo/Pr5jHWO7faK0LRcXT0lNC2r83OatmN9/lCYtNY9c2qZ5hU3my27/cBmNzBOM7lIYLvQY6ckDtAKrblQ+8vda00mKR14Faw8VBuO2A85HP7azUhzYk6FKSaCnxhGGdRugySQXSeOKjQqsuelkuV9ICXPNAca39A2kXmGGGGaDSmBs0LXmZyj5Ey0llIiOVsMLZiGjCRhM5FsEsZCNJDGiJsK2ykSXOJsl2m84aw3NI3lbOUIDhqvlbZimVMR0WK9LipErp7jl7Vs6w1eA4akOjDHc06lFIZhoIoA1+cfd6rqexy/V918DhBDuRarIxC69XmpXlfiiur4c8rarYVUpIolDHoy91ZrCrFS6BbU0TdYB8m2pGIZb2aGITFNiZQMIXQHRXlNvIyVv8VKBdNkuRtzuV2g+LxYSpnr65tF+mB7c8Nus+Xq+QbvGs7PJbA01tJaqeg4GxBGTEly53mUqpULFNXJmeeITYXdfmA/jCTkGLZthzWenCHOiWHca4dYAu+b7Y4QGuYpiURC22FVf2yMknRsd0KbvVXWs6qLst8pbbbO452fnZFjoqREMDIThbXEOLPfjMScsE42lDFFjLWsLi+EgCEEckxsx5F5mkjzTEJmEJtOuipZk7o5jtIBXYpKjq5pWJ33NE6IJXbXN8zjxFtvvsHrr7/Odr9hsyukOJHjTH/Wki3MRBk4917Z9+DBgzOCMwIJTElE0a3l8vyMxgeur56SU2LVSaD+hS98gaSii/O0Zxy3PH3+nO1uh28C1jnWZ70kms1aAiujFMNAJpNyEqh0tGRj8UUodrteEh7vPNvthh0ir+H1ePddS9+2PHv6lO3NjcwCpYmmXQnKIMg8Zl6tMdZyfnGhhEdOqOmVLKSUCoEx7DZbYpyZhoEYI48ePhQdRPUx+/2ONEVKFCmPvlmTSezGHdv9ju1uiwsG6y0PLs9p24YvvPYIUwqvP5Y9pm8EdrzfbInjSOsdiUJE5wqc47WLc4ox3Oz27LY7drtBZrjUFyUnSfrNzYZxGNntdqqfI7Mc3nvtTBXpOKWINYW2CfSdaEXlFPHese4vsCbgrGiTWSsC0E0bWK1a6XgGS9D99vNihkPScSi21R3XKJxUn1uTrSNo9sd4IykSVud/6/8VOVA7OOYQzOdMkiaIBpqGSksq0CpBvKSYmOZpmROsQWyFvDYLTbdKYFiDyRkbrXYgdD4lZWEmnie57gnLvuhdEH8SAuSCVYIaEb1H4XcJ46wWasBGo0gNCairuDxOi0neLwV6W/fcmqDoMXFKQV+PVy3WT0XgqN5JcTfHSnAwy5hCKaqjlpaY4lBnFHmRWng8FF11jCRV5AgsEXztpuSjDtOd6+BuYfaQiBy0Juv5+VZdqJqAvSy5eiEBsxanUOZSEIIJfzSPqyFUjXudk26Z6HeWpdngDLLWmJRXQDto5ZBEGYRIJ1gvBHJOGGija8g5CQ2+kdmwlDMpKm2+GYi7URAWMTLHxDjPysQr4x1Yh/We0LUwRzLzos9XmyU1PruLOrpr9ySJguOMqXaWlrhPy5RFE54l19LKuOG4FXvsnOqJ10qCMcLQh7RXjVbvxaEc3r8GBbfamlYrE4prrrNKlR7b2Uq9qtVUzWKD14vToDTKiXkSevSUEi4Ibje0HdkkurSm61c4b2lCj/MSzBWSKkYXQnBEIUxZOgdUfST1kdYcqh2SgB5/PjlOZXGs+nhNDORt9DUP1YCsn9mnTM4HzQvnLcXI3I1VoVynIq91nk2qLOBVsC1aoXQ3us5sLCZnCdCNOMOify8ElBFIwualhBpWRRq9LeQ8E7xU9bpk8Q6SV+cor0YCks1YPSbl6IY9roC8cGUe/b7C9I5vMPRcHkME777W3WrSS/HIaseiu8eJHtxu4Vf8c3XO9fxpzW1xBjZDNki3BFSBXBxJzoYYJVGLSkjhnKNYtyTXUpU7vK4UHpYm7efSSi4M40jjRdy0JqtJyWfE9BxZh3FSYpPYRxLVVKlfc1mE+6yBmA1zlIQqy4DP4meyPm8cJxXZFRIBobE3ujEIPNWrfEFOMpcZVUC3woprhXeeI97LUK3TOZ6osJPaXbLOYrJd2Ahtqh2nLAQllcUuBIa0Z5wmZp1xycjmWb9qyXuBSGTteOiMXtsFWt/QeY/JmdQELi7Oubg4Z0oDbrAsdLa1Msyhwl19edc2WGDY7kizal1ZJ/TB1jEOwzIf1ARP37WMI8zTIJ2OJLCxaRoxrhYC5N4PTYNVLH9WbHydFRG0gdLoZulAh0YG4Z21jMOoQ9Bgm0aoleusbNPojIZcF96pxELb4KywZ1knmmAYw34Yl47f0tnW4G3Y7RjHYRFpXa16mhDk2EchrkhZGBqNFjpKKarHJ5p8WCms1H1pvRK4c9c2BB/kDs+ZOE1SkfVeqsQlo0V8fAgYZ3l2fcOwl0S+lILt7XJdxzkyDiODfjVN1uCpzqOByYZxkuS871uck+S0lMw4ynv3fYd3LcH36AaGD37ZU513tF2zVOM/T3YcpB5X/j/oeR/79ev/l/fRgP3WM44C5XJYy4LOWX5/eLbsI5mczRHF9J096agLVWcFjf5dKQdIXl1bLWLXjknVRDwE3so4nAtBBb6diu1iku4/XsmUpDhcIxrNEcVvqbC5uRXUm8V3Gv0DQRVJHFcPWB39tTZpV0sTBz12UqQut+Z26peEPfK6so8c7Ze6j1TR26XrwuHehxdjiOUsfsj1sbzF0u18eQJ2/NjdJOru+9xKosohBrc2SlGRAwlWBbvUnyUNqkiuvHTahR9JoNB3E6hDpCH/WSShr/GmxZCz6qPaynCYSVb21VqUzjkzp8QUJZlKSUnW9PUOfvPQIc45LznHcXf1w+zeJFHLTVlplMtRV6hm8OboBreLy6B2ol6A7dW2oGbQxhk5pVnmBQCyLcK/X5RBRq+tXDIl6Q9FqnLGGYqtG13RCgQYI5ARuXdrByLjncG7ZsnKq1ryNM8yNBf3xDjw7rDFOs/zq3O6fsVme8Pq7JwHD1+n6Trarme98vT9ORfna2LKjFMmxsxuNzDHyHa3p6pNiyPTBCrX4FkgeM4dsxImPbbVwen/clZ8dKHqcc0pE1MhJWF+mka5qOdZnM8qBby3lCwDlk2wqi1lcNbLPFWQxCmM0pGyxhNjYVekShCLzEbZjFaILeChhEX3xFqEvhMgR6Y4YUtisx3wJnPVJPrGsjsPdK1jvfIEm/EmsQ6O6IXdT4YR463kqCZIdys4x12neRYikQq5q9fZPM/LjXjcZTp+7WNmvuP3qK+f7gZTCDR0nmdui+gacpwpWQk7MBiUqOBQSpTUOQuzW84FQ8KQ8Y0M9ZbiMaUw7Af2u8oi5gi+I+EZU2Hxq7fz7cXuOuTPi+WcubnesL25ITjHqus4Ozvj8uyC4D1xTmyurtmPe1ZnPaFtOCvnGOe4ur5mHAeePnmCs4aHZ2eyZ6bCuutp1mtJCqzowMVZIHEpF3a7HdvtjufXNzqnKBjzqgW1Wq2hSFA6pWnRriIXgfd1hnmaKEDTiPjoPEesnRj2A9l5cIHdZsN+s6XvOhovoo8pJXbDwBRnymylStx4bBDdlpQT19stm5sbbq6uDrAdrdZO84zNIqBaqfehzjEFmQdQJqsKj/na177Cxdk5v/JX/krOzs94/+m7DOMgwUw2MoPWNVw8vKQJQQswwgBmu442NOxvbtjvdlyerenawOuPHmOAn//ZfyIkBgpffv6sZRgGNtsbfAj44Hn86AGvvfYI64XB6+r6imkqvPbam3hvGcct0zSx3e6k43u0gcQkOkur1QprLc+ePmMYRjbXN1hrePMLb9C2jRBYxMg8jvR9z1tvvsnZ2Tln5+c0TSuyB1oF3W52pCywynme+eY77zLPM8M4L1X+aZwYh0GAnwbefONNLi8ueOO1R0IEoXHyV7/6tmhZxcR+2PPes6dCibzf473j0eNLVusVbddytu4J3hGnkaLnbhpHjOrqpCg+7eHrrzOmxDDP7CehnJ5SIgHP3n/KzWbHrJXovl8DhmmKbLcD7777lGkaGYY9XdcqgYdUjduuwVh49vSK3W7H+fkZZ+crvvq1t7VImBdWzHEf2W+FlCPFxHY/kUsiBNlr1uueef7wOYX7aHeh38ddhmOod0XC6AMf6bUNLBB9g1lQesXUYPQoSL/TiTq8ldEAWAJLcTuFmCIYQd0I/fysMh5aOHRu6RouRBP6OZMGpU5ZSI8hjXVW2x199gPbnJU501zwWTSdTGVkNJA0KavQtfoLo8dAmNyEcc1Zi/eNJkpOn1M/7zGrqR6pej6KFA+9F2mUszOr8OaZOUZ2WkwQoe+dFsaFkrxppWtfpSxS0nOezHLuK8nBAb6Wl+TyeD67olV8ZXK9U/A9DvjRwuld+N7xc+uxPr4u7yZbLzyvxkJLPF0h4AbccVEYLdi4BUq8yM+UQsmSAHtr9OciiZR25Grab02RpCk7onXYIjpOGCH8ODAO1qKBaGHWLufNZsPNdsvzqw3jJELsMUv3UzI9YYOUWVmJleYYVaBZPkslCYOj/OQldm+SKPjgyvZLHzZGuyv1O7ccTtETcrcbUODoZBtuu6iXRIpHPy745aNf5FyWCiCLoypLp+w4K3cu3/r72imYY9Zqt+gdDMMO5wPzPOKDR/j0RdTTWodPRTpTVvQ0ALyzZKOUkrcSTHmvWqG5vfqj44RRB1uW8yCOUP5RtPpcccgiQ1CERpNCSoKZztlizTHEByr9ZVEf6J28sNd2/JJIVOduZfhehKakZFOUwj2bWmGT5xRNEnNMJJOwJWKxjBNYWwgzYAvGZZKQzB265sf425c4ksM5v+1c7j73OCm6W9H5oOrOy6y+3jGD312Hefj7w/WzvDbH95BZTrL8vTixuxCG+h6H95HrNSke/LCff0AW9S0+0321ggYHOUFQ4UPnaH2zVNDneWYcR3zrwQm5gy2HxHYYBiGWaBocwsyXU4Vy6DW/bIplEfVNSriSc8Y4i1eGKas4/tqtSqmyDcmaLXZh2CuUhU63wrtSUqZLU+lbI0HFKo836JRUNd5ZnN6UxlrKopk1L4m7d37xHUUFIeXzSGXxuBBQK9LA8jdd13Fxcc5qtRI6bXRD0r9JOiNT6dfhUAV3VlXuCsKAhRSzQgiqBSiCiwXRYYnzTIwTMc5YJwWYEGRewSjdcNYZC6dsWrVSfChcHKr11afXwDBpEWWcRkUeVBSCXbrAzonw53q95sHlJdYKJHSapRoq2jUSMCVlmpKgVCDA8zQzDoMkQtrds6bOSra0bbswo3ovaIcpRrmvn8l1nVLCB+kqNm1D13U0SthhikhHzJPMcaHwFTJLJ63ESIbD7FqSbtc86czkcoZZjlPOh+tG6IgdKXl9LNK0XiDVMQodsWrpNU1D2zaw7JOOOIPM0RaFyM6kHAUC7izOm1t+7/Nl5QP+ffxo+ZY+90Uzy5Vb3XFNoEotOhZzKJQe/oxFKkb3Bo7iBGDZF2qQmssBNnZ4naM9/CiuqmuROZZDxraEy3f23MWXVCdgWbpYx0XNigA67mAdB/LLbHA5TggOsV89YoaD79KF3f6O+Jyis2IgcVzS961kT4IUkDk/F/3Cznc7Xrj9wi/EFUfH42XxyMvgdi8UMI+Ksnef80KS9EL8++LrvaxAmnMWKL9Jh6uu+v+jBFWeW0dvavNB0RvcjoPlvVhi58UTL2s8KmorWcWhQ2ReOCYC6xZfM+l8csqZKSZdr+zTkrhJMl3PUb1Flj3t+Pp4iZn7UEU2xrwHbIH3X/VaXmKvcf/WdR/XBKd1fRy7j2uCb39dXy2lvP5JL+bTsnvsc365XRefpt3HNcFpXR/HTv7m1dsvp+vi07b7uK77uCb45beul/qce5FEARhj/k4p5de/6nXctfu4rvu4Jjit6+PYfVwT3N91fRp2Hz/rfVwT3M913cc1wWldH8fu45o+Lbuvn/U+rus+rgnu57ru45rgu2ddnz/FupOd7GQnO9nJTnayk53sZCd7hXZKok52spOd7GQnO9nJTnayk53sY9h9SqL+7KtewAfYfVzXfVwTnNb1cew+rgnu77o+DbuPn/U+rgnu57ru45rgtK6PY/dxTZ+W3dfPeh/XdR/XBPdzXfdxTfBdsq57MxN1spOd7GQnO9nJTnayk53sZJ8Hu0+dqJOd7GQnO9nJTnayk53sZCe793ZKok52spOd7GQnO9nJTnayk53sY9i9SKKMMT9gjPkpY8xPG2P+6Ctaw5eNMX/DGPMPjDF/3xjzh/XxR8aYHzfG/CP9/vAVrc8ZY/5vY8xf0Z+/xxjzt/SY/UVjTPMZr+eBMeYvGWP+oTHmJ40xv/E+HCtjzL+t5+8njDF/3hjTvYpjZYz5L40x7xpjfuLosZceHyP2H+v6/p4x5td9hmv6D/Qc/j1jzP9ojHlw9Lsf0jX9lDHmt3waa3oVdh/8ja7j3vqc++ZvdA33zuec/M23ta7vKp9z8jcfaW0nf/PR13XyOR9vTZ+qv3nlSZQxxgF/GvitwPcDv9sY8/2vYCkR+HdKKd8P/AbgD+k6/ijw10sp3wv8df35VdgfBn7y6Oc/DvxHpZRfBTwD/sBnvJ4/BfyvpZR/GvhndW2v9FgZY74E/JvAry+l/BrAAT/IqzlWPwL8wJ3HPuj4/Fbge/XrDwJ/5jNc048Dv6aU8s8A/x/wQwB67f8g8Kv1b/5TvVc/13aP/A3cb59z3/wN3DOfc/I33/a6vmt8zsnffGQ7+ZuPYCef822t6dP1N6WUV/oF/Ebgrx79/EPAD92Ddf3PwL8K/BTwlj72FvBTr2AtbyMX5L8M/BXAIIrL/mXH8DNYzyXwsygxydHjr/RYAV8CfgF4BHg9Vr/lVR0r4GvAT3yr4wP858DvftnzPu013fndvwb8qP771n0I/FXgN36W5/NT+vz30t/oWu6Fz7lv/kbf8975nJO/+fbWded3v6x9zsnffKR1nPzNR1/Xyed8zDXd+d0n7m9eeSeKw0VR7ev62CszY8zXgF8L/C3gjVLKN/RX3wTeeAVL+pPAHwGy/vwYeF5KifrzZ33Mvgd4D/ivtAX/Xxhj1rziY1VK+UXgPwR+HvgGcAX8XV7tsTq2Dzo+9+Ue+P3A/6L/vi9r+qTtXn6ue+Zz/iT3y9/APfQ5J3/zidgvd59zLz/Tyd98S7t3/gZOPucTsE/c39yHJOpemTHmDPgfgH+rlHJ9/Lsi6epnyglvjPntwLullL/7Wb7vtzAP/Drgz5RSfi2w5U5b+xUdq4fA70Qc4BeBNS+2du+FvYrj82FmjPlhBO7xo696Ld9tdp98zj31N3APfc7J33xndvI5r8ZO/uYj2b3zN3DyOd+JfVr+5j4kUb8IfPno57f1sc/cjDEBcS4/Wkr5y/rwO8aYt/T3bwHvfsbL+heA32GM+TngLyAt7z8FPDDGeH3OZ33Mvg58vZTyt/Tnv4Q4nFd9rP4V4GdLKe+VUmbgLyPH71Ueq2P7oOPzSu8BY8zvA3478HvU8b3yNX2Kdq8+1z30OffR38D99Dknf/Nt2neRz7lXn+nkbz6y3Ud/Ayef823Zp+lv7kMS9X8B36vsIg0y6PVjn/UijDEG+HPAT5ZS/sTRr34M+L3679+L4Ig/Myul/FAp5e1SyteQY/O/l1J+D/A3gN/1KtZVSvkm8AvGmH9KH/rNwD/gFR8rpMX9G4wxKz2fdV2v7FjdsQ86Pj8G/OvKYPMbgKujlvinasaYH0CgFL+jlLK7s9YfNMa0xpjvQQZC//ZnsaZP2e6Fv4H76XPuo7/Rdd1Hn3PyN9+GfZf5nJO/+RA7+ZuPbSef8zHtU/c3n9Qw13fyBfw2hDXjHwM//IrW8C8irce/B/w/+vXbEHzuXwf+EfDXgEev8Dj9JuCv6L9/hZ7wnwb+e6D9jNfyzwF/R4/X/wQ8vA/HCvj3gX8I/ATw3wDtqzhWwJ9HMMszUtX6Ax90fJBB2j+t1///izDvfFZr+mkEF1yv+f/s6Pk/rGv6KeC3ftbn8lM8N6/c3+g67rXPuU/+Rtdw73zOyd98W+v6rvI5J3/zkdd38jcfbV0nn/Px1vSp+hujL3Syk53sZCc72clOdrKTnexkJ/sIdh/gfCc72clOdrKTnexkJzvZyU72ubFTEnWyk53sZCc72clOdrKTnexkH8NOSdTJTnayk53sZCc72clOdrKTfQw7JVEnO9nJTnayk53sZCc72clO9jHslESd7GQnO9nJTnayk53sZCc72cewUxJ1spOd7GQnO9nJTnayk53sZB/DTknUyU52spOd7GQnO9nJTnayk30M+/8BLChjl8X313QAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 864x864 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# Randomisation des indices et affichage de 9 images alétoires de la base d'apprentissage\n",
"indices = np.arange(x_train.shape[0])\n",
"np.random.shuffle(indices)\n",
"plt.figure(figsize=(12, 12))\n",
"for i in range(0, 9):\n",
" plt.subplot(3, 3, i+1)\n",
" plt.title(CLASSES[int(y_train[i])])\n",
" plt.imshow(x_train[i])\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tV5s1T3yWJB6"
},
"source": [
"## Première approche : réseau convolutif de base"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "00T5cUGlif9z"
},
"source": [
"Les images ont toutes été redimensionnées en $64 \\times 64$. \n",
"Vous devez définir un réseau de neurones convolutif en suivant ce schéma por la base convolutive : \n",
"\n",
"<center> <img src=\"https://drive.google.com/uc?id=1bwXaIgO-pKJGs6fVaX0IrLbFbUAlTvNM\" style=\"width:800;height:400px;\"></center>\n",
"<caption><center><b> Figure 2: Vue de l'architecture à implémenter </b></center></caption>\n",
"\n",
"Ce réseau alterne dans une première phase les couches de convolution et de Max Pooling (afin de diviser à chaque fois la dimension des tenseurs par 2). \n",
"\n",
"La première couche comptera 32 filtres de convolution, la seconde 64, la troisième 96 et la 4e 128. Enfin, avant la couche de sortie, vous ajouterez une couche dense comptant 512 neurones. Vous aurez donc construit un réseau à 6 couches, sorte de version simplifiée d'AlexNet.\n",
"\n",
"Pour construire ce réseau, vous pouvez utiliser les fonctions Conv2D, Maxpooling2D, et Flatten de Keras."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_2\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" conv2d (Conv2D) (None, 126, 126, 32) 896 \n",
" \n",
" max_pooling2d (MaxPooling2D (None, 63, 63, 32) 0 \n",
" ) \n",
" \n",
" conv2d_1 (Conv2D) (None, 61, 61, 64) 18496 \n",
" \n",
" max_pooling2d_1 (MaxPooling (None, 30, 30, 64) 0 \n",
" 2D) \n",
" \n",
" conv2d_2 (Conv2D) (None, 28, 28, 96) 55392 \n",
" \n",
" max_pooling2d_2 (MaxPooling (None, 14, 14, 96) 0 \n",
" 2D) \n",
" \n",
" conv2d_3 (Conv2D) (None, 12, 12, 128) 110720 \n",
" \n",
" max_pooling2d_3 (MaxPooling (None, 6, 6, 128) 0 \n",
" 2D) \n",
" \n",
" flatten (Flatten) (None, 4608) 0 \n",
" \n",
" dense_4 (Dense) (None, 512) 2359808 \n",
" \n",
" dense_5 (Dense) (None, 1) 513 \n",
" \n",
"=================================================================\n",
"Total params: 2,545,825\n",
"Trainable params: 2,545,825\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"from tensorflow.keras.layers import Conv2D, MaxPooling2D\n",
"from tensorflow.keras.layers import Dense, Flatten\n",
"\n",
"model = Sequential()\n",
"model.add(Conv2D(32, 3, activation=\"relu\", input_shape=x_train.shape[1:]))\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"model.add(Conv2D(64, 3, activation=\"relu\"))\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"model.add(Conv2D(96, 3, activation=\"relu\"))\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"model.add(Conv2D(128, 3, activation=\"relu\"))\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"model.add(Flatten())\n",
"model.add(Dense(512, activation=\"relu\"))\n",
"model.add(Dense(1, activation=\"sigmoid\"))\n",
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yWqVtzWZIsOY"
},
"source": [
"### Entrainement"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6Q9IQIETzLI-"
},
"source": [
"Pour l'entraînement, vous pouvez utiliser directement les hyperparamètres suivants."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "IJsJ7mMIjCGm",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"adam = optimizers.Adam(learning_rate=3e-4)\n",
"model.compile(loss='binary_crossentropy', optimizer=adam, metrics=['accuracy'])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LNbGxTZt4cck"
},
"source": [
"... puis lancer l'entraînement. **Attention : si jamais vous voulez relancer l'entraînement, il faut réinitialiser les poids du réseau. Pour cela il faut re-exécuter les cellules précédentes à partir de la définition du réseau !** Sinon vous risquez de repartir d'un entraînement précédent (qui s'est éventuellement bien, ou mal déroulé) et mal interpréter votre nouvel entraînement."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"id": "fjetcQRljJC8",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"200/200 [==============================] - 16s 75ms/step - loss: 0.6965 - accuracy: 0.5125 - val_loss: 0.6850 - val_accuracy: 0.5610\n",
"Epoch 2/10\n",
"200/200 [==============================] - 13s 65ms/step - loss: 0.6547 - accuracy: 0.6320 - val_loss: 0.6452 - val_accuracy: 0.6310\n",
"Epoch 3/10\n",
"200/200 [==============================] - 13s 64ms/step - loss: 0.5868 - accuracy: 0.7025 - val_loss: 0.6075 - val_accuracy: 0.6700\n",
"Epoch 4/10\n",
"200/200 [==============================] - 13s 64ms/step - loss: 0.5296 - accuracy: 0.7360 - val_loss: 0.6445 - val_accuracy: 0.6800\n",
"Epoch 5/10\n",
"200/200 [==============================] - 13s 64ms/step - loss: 0.4848 - accuracy: 0.7745 - val_loss: 0.6199 - val_accuracy: 0.7170\n",
"Epoch 6/10\n",
"200/200 [==============================] - 13s 64ms/step - loss: 0.4319 - accuracy: 0.7950 - val_loss: 0.5907 - val_accuracy: 0.7200\n",
"Epoch 7/10\n",
"200/200 [==============================] - 13s 63ms/step - loss: 0.3770 - accuracy: 0.8250 - val_loss: 0.6193 - val_accuracy: 0.7200\n",
"Epoch 8/10\n",
"200/200 [==============================] - 12s 62ms/step - loss: 0.3217 - accuracy: 0.8540 - val_loss: 0.6377 - val_accuracy: 0.7030\n",
"Epoch 9/10\n",
"200/200 [==============================] - 13s 64ms/step - loss: 0.2562 - accuracy: 0.8920 - val_loss: 0.7223 - val_accuracy: 0.7300\n",
"Epoch 10/10\n",
"200/200 [==============================] - 12s 62ms/step - loss: 0.1914 - accuracy: 0.9230 - val_loss: 0.7326 - val_accuracy: 0.7200\n"
]
}
],
"source": [
"history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=10, batch_size=10)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iBPk-patWSYX"
},
"source": [
"### Analyse des résultats du modèle"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "casoAuXmzWYb"
},
"source": [
"Les quelques lignes suivantes permettent d'afficher l'évolution des métriques au cours de l'entraînement, sur les ensembles d'apprentissage et de validation."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"id": "fExCbSI3V6Ur",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"def plot_training_analysis():\n",
" acc = history.history['accuracy']\n",
" val_acc = history.history['val_accuracy']\n",
" loss = history.history['loss']\n",
" val_loss = history.history['val_loss']\n",
"\n",
" epochs = range(len(acc))\n",
"\n",
" plt.plot(epochs, acc, 'b', linestyle=\"--\",label='Training acc')\n",
" plt.plot(epochs, val_acc, 'g', label='Validation acc')\n",
" plt.title('Training and validation accuracy')\n",
" plt.legend()\n",
"\n",
" plt.figure()\n",
"\n",
" plt.plot(epochs, loss, 'b', linestyle=\"--\",label='Training loss')\n",
" plt.plot(epochs, val_loss,'g', label='Validation loss')\n",
" plt.title('Training and validation loss')\n",
" plt.legend()\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"id": "ex3AjPOPu2UN",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_training_analysis()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ochTgkyqwHIe"
},
"source": [
"### Correction du surapprentissage"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zXb2ZxKv4gpi"
},
"source": [
"Vous devriez reconnaître le problème auquel vous avez affaire : **le surapprentissage**. Ce problème est classique dès lors que l'on travaille sur des bases de données de taille réduite en apprentissage profond.\n",
" En effet, le réseau que vous avez créé compte normalement (si vous avez suivi les indications) plus de trois millions de paramètres. Le problème que vous essayez de résoudre pendant l'entraînement consiste à établir 450 000 paramètres avec seulement 2000 exemples : c'est trop peu !\n",
"\n",
"Afin de limiter ce surapprentissage, nous pouvons appliquer les techniques de régularisation vues pendant le 2nd cours. En traitement d'image, une des techniques les plus couramment utilisées est **l'augmentation de la base de données**.\n",
"\n",
"Nous allons introduire un objet *ImageDataGenerator* pour appliquer des transformations supplémentaires aux images de notre base de données. A vous de chercher dans la documentation à quoi correspondent les différents paramètres présentés ci-dessous."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"id": "90Wlyt6Gwm6v",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
"\n",
"train_datagen = ImageDataGenerator(\n",
" rotation_range=40,\n",
" width_shift_range=0.2,\n",
" height_shift_range=0.2,\n",
" shear_range=0.2,\n",
" zoom_range=0.2,\n",
" horizontal_flip=True)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TkZEqml-4ccl"
},
"source": [
"La cellule suivante vous permet de visualiser des images passées à travers notre boucle d'augmentation de données. Observez comment les valeurs manquantes (par exemple, dans le cas d'une rotation) sont comblées."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"id": "nqDBaNs94ccm",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
"image/png": 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tRApBK4GNLJWUlO/eHMgJpjyTQiWGSk5hYHMMbcC4be93xpEahxC9TBBKa1zXzYKnCCkZVdhapzdbRfM8sywL8zwT/WYbmUYIhgGk8XPBFn5vVna82uLsrAYHX7u2HUOx9/7rZYB9httn6TuPNzCLuwxs1zfc4QDaX4OB3PQCt2fy3d+fL4iBmtz91v1xHwD6uIgDB2B83jswUA0T6f5e/Cp4FnYHBvp56r3Ra6WWQiuWBZSulKaGAxT7NxFIIZBzIoplscb6fO1BQDBEuSvaOt1JvgCoBCROSEhoC/RWqKVRpOzASeviSKhR6jkFUrSQ3qunUH0IUaxOjEREfa+WQBQlLsLWOkLlQkVVKR2U5L87GYrfTcDSFCRYZqAh+QUTkAgxIyEbhtAtCHRZrGwJiS53i1HU0HQxskmCpbUxYNlFq0hfEa3EuBG1EnRlnmDOke/eHpjnwDwrva70vvmNZrutYCId4JZW7ukxoLYITb8QqNWCgGJUYUqJ3tkzABDmZd7ZgJQTIbr4ycHAlNItCHCjy3q/A8PG+cdwgBACTcu+QD+nAz8/bmCgfTf29A65176/rvZR9nwOBupdKGBf4feMwAgEe+D5fcDA1hpKcA1IHOmclwAjCPS9vu+9O17lZQCfgYH+QXurtFpo20at1Uq1rmytcy2FrRRqrcw5kWI0NsDLCKNEv/YggDlZigghecrVutMjbd8pJC5ImIxF0JVLO1PLhVg3ar+SowktptTIsZNjJsTOlAKt9luJoKBdHTEPiOJov9F7YcksubO1zqdrpbbG1oxG7Lp6TR/tS41SDCkQctjrRuMk7KtFoXdBSVYfhoCGoWBriCPFIQgxQg6WI4S+0fqF1s5MspGi8vYYmVPiOCWmHMhROM4QY0e0k1NEZAE1DUXdVsMtvCbvql6OGhi4c98x0bpyeTmzlYpiGUAI0YFspddOCJYaH49H5sPsmUDca2UJwjzP5JxJMe0LcWgC6DdxzsgcYgguiOyWCWj/STrwp8sAu7kNtLunA9lLgBsYiGcBXgrcswE7GHDHajgOYs85HvsHYANigJR3mhUPyveagDYoQQzfUoTWZacE+wADPYNq20bZVhMFbYVtaAJq59PHF1RNE3CYMzmmuwygs5bmFO9PH19FEFBMiklXR9RtUY78bFRvI12VOEO3m7qoUYhr7TQ1bnTgKCHYQg8Rgu/SCl5WGLo9ZB6qQvQbYPKdOAQotbNJp2uldaiOL9hOFR09dhVYGPLeAe4YFmBiAzyDMFGThAH6dURNnRKDqRBDqARtBNkIUoihckjKlODhEDjkwGkO5GTKxBQx4NDZjxgCqJ3HHhIidlbvKbHx33vgsHellErrDqY6J646sAOv9VO2ej879y/h1UKN6VaTjxtR7xb/uKYBUwZare1Arn4Ozf3E/fK6mmAAmvfU3a+Bgf6LPwUGvioDBrDoGMmrEuT3eU97sGEErTsa8U4XoK/A0fFuPAPYr87t1UY212qlVy8JuoGBpSmlNkqtRIEYAilEx4FGeWJZQG1feSZglLiBbt1VYzHaDk3wm6g1A/Yw5Z14maB1ofbCx+0DUQpburKkwpQqtRdS6MwZUg7MS3YqsSObpaa9dYJTcoNKDKpEEXIMTA+B2pWPl8paCpeyUntF1VLdlDLL8ohKQiVSHNMw7YGh/hInggrdd2WCEHMkRIh0AzRRernQ6wrlAtrIUjlMgeNj5t3TA0sOnCaYkjCnm+jmUqvviA00IDF4VhGJy8F344ZggbOWDZSbnDZEttIptXLdiusEomEBCNtarayqyvzglODpSEoj8Nl1HHRgTtn1AJaNDDxgVyc66R3EcIiUIrVv1F6AX88CXmcAY4H7ruulzsgCRMKuQWit7WXAvvsPLEB4vehGFhBulOCttLgpAz8/Bt5Qq2VPkidXeyZb+Np3OpBW6d2UgU27QyMOBCK0PsqAHRAwFqBulOuVUgpbqWzN6MCPzy+UUgkoOSXmHEkpEsXAwNqa0Yelf/2ZAFga6Zf0VrPip18EibeUbKgCAwbAGY9+QrVQVKAFmgbHCYxK23eAEJEkRAVpvh/uu5OJcCI3MM2oPOWQg/cKmCCjKYhsCImuV5DF3m33zxHEM49bo0xIngFEISUQUavvqURdEb0S9coUKznC4zJxmCOnOfF0ysxJyFItWxi1bLD629SSgsgtRRbf4gTj+YfgKeW8p6/ii2crV0ptqD82xnhbcN01+FNgmiamabpx5gMH8AzAUHRDeLsHnz0TcEBwJyxdLj1KgPu99nMtwK8rA+1xYYh4dszgNRi45z2/TxbwGgfwQOAl1O8XAOz9uMbC6ZwbDsBdBjDowDuB1FjnIwO4z26UXUbdW6HVal+tUVVNHdg6xZWBIdiGlVMiOBXZeqc1pdRuYe+u4evz4+sIAr7ITTGie72K7aMm2QUDDbulvSaDddBQFQkZ7RvXLVB6IrKiCjmaRjy3xpwac46EHEhRLCOgvqISrWstYlidAJ0oEObEnJWldT5djDlocgGUViPB1Yi9W0kQQ9jx596qoex57NCWcwgdaRuhr8T+QtQzwpWnOXKYMz//7sRxThzmxDFbZ2XfitfYHVvVgXmaUZTWqlNwI6U3EU5KkRSSlQTBmADjlYvV/AjXdaO2BliGkNNEa0p3aXDKkWVZWA4L8zIYAQ+TjiuknEjRUOnWm2cBNzBwBPebNDgawNor3Zt3fgL/+4wRuEmcR3/AYGHGAvuDSIP3f7q/B19pG279Bl8qUHZRUOu2yEK0TYZRyrooSCvaTerbByWISYP7kAb3IVnySNA7rRXqVqjbZnRga8YG1Ma1NNbNmtrmbAFgyXnHu1rv1ktQG41kGNQXjq8iCChK9zocp9ysoLWA0NQVZbtgw+sdBw2FG5UYJkH7TOsbLyUSa6H1yJQqpRVqb6Y2jBBiIB8DoTRTwRUPQKqekQiJYOi9mpwnRoinTFXleSsUbWytUNsFZAZZCCFByxZMQjLFmATj+gWiKFmsU7G3T2SpPCxKnIRE4u3DxDwlHiYlhULolVoML0gRS8GjUZXqHZDgu3w0iWrr1WvJjeq7uY7H5ImmhVKuVA8YzbGOlKxEUMUCQFdiSEzTxOFoDULzPFsAuNcE5GxswAgA/VYGsPcleAa319pKp3tz0E9nAfelwOvFL3cBwBbdPSXY+/3uv4fjV2DgKAP210rRy4B4l1kAP5EFDEFQ9wVHHl2hyRmAeqMDWzVwb8iC8TKAGx24A4Gqd7LgjbqtlM2Q/9KVTYXzdeN8XRG13oDDNFszGJgWw8HA0pSmdq/c1JO/fnwVQQCwWlwsPTSgzG4ypXt/idXpOkD1XW/uHLj4Du5peSfSWiFoNKWhp+UiRscEgRSVlEYLqtWPHfUywUqTod6yEsF+FpPp2bZe0NbYWrWbT1dyatAz2jIhToDe6DOv/50zIFLpbMyxc5oCmUCWwOMxMaXAnKwhCeeJEZA02Y7uDUX3zM8NZBOoGJjpoB7SGQIYQ62rAUa1UV1oI8G8AEZbrjoYmJzzn6ZpBwPHzgncNAGelveBymvfF/8dimcLTm5A5X2D0E9pAuCWBXypN+BeNDTuDfVffN0jcIcB3NKAffMZ721/3Z+4V4e24r7kkJEJ3GcBOybwWW8Ad5qAcXrGZ1R2DMfwgEZzMLB2qB1rGNqKbSghkL1VGIWmugOBTQ2o3KXnXzi+iiCgeLfYQNvFmQAHBUTVQUPfTYLdyFGtFbY78iwIUQTibGVCnKAXLvUTW1+5litbW73/oJCilQg5ReIcCcmUbHWt+83UtVtGIN7FJ0rRitB5mJRZlSkrWzlTWyBJo3XhclHS8khcHsgxIKHvWn+tV2KozEH54fsDhyny5hDo9YI2ccGPkMNYJGMXE/I0WSdiE9cCmA4C8P77RIyRabK6f0u3+r84UNauhVo7hMR8XDiIqRy7mkiqlOqqS6METw+nHQyMKe0twiEEYwmmTMrJg/NIkS395a63fzQHGZ4glH51LGBPKvzPsi9uuOEAQ+sxXvt1i3C7KQP3oDNEQZ+BgXdlwKADxQVOt+f8MhawqwJLRUNE0oxEa5yiF4Y/AJ4B9G7ZlmkCLAswoRuvvvAsoJWNuq5slyvbtlFqY+3CdSt8PF/ZNgNQ55yZUiLHtAfAUhu1WibQJaIhEeKEhEj7wvr7KoKAgUh+I6N0GXprbMtWnOKywknvIrpJby3gAt5tODhrM33QcDBloQqrp0hBlOw0GtLRoKawihCngFT2ethie/f3ICQJNCAHcQZDyCHSeyRIpDbb5SRDiEoM3QOX3ZCiyiEJhxx4c5w4TIGHGeoW6M3akIMIKcfbPqkuix00qe9cQdXVi94ivAtbxjkIHsyguJEGYicrTzM5T8Rk56m1DteV3qDRCTGS4usMYJQB98rA6GpDdVBuMAD6qgwYGYDTVyN9/yIYeOubeN0ifKMDb1jBawUkd1nAvuXfawLGH/bXkRvAyO8PBr7KNuwEmwBsf4FbBqAODPY7oNsC0E0QdAMDx7kbGcAAAy29r93AwG0rqMvrc7p1B44gaR2F3d+7ZSfBG8LKF5bf1xEEAO2VJn3PBtTdV2IU0CEmwU5WVddaK3G0xYpF0dqbIbsIQRISo6sNN2pfKCUSdKP1wBQrtW3MrZJjY5lMcjkdI600WmnI1rzL7gZCxZis/wBFBZYg5DQTwkTXA7ULnzahqFGGITntJUpUIU2J746JxyXyx98fmSJkKZQYaS2RJk/JQ7R03j62fXyJfvMpMdqi6t1xkRC5WXqJ02Vmr7aVyvmyWo+CBJZl4enNGw7HI3maQZWyFYRPhmdtneh03+F4cGVgvqXM0diAaZ727KOUjd6sS3Cg22NRBgwsTTHSpe1y2QEG/nqHoN8X+utYQLyj7wYO8Lo34CfAQG6LcBy7zNnbnOOezv80GLhLg6sv7BCRmLyRbLzZ+ioTGP0BwylodJneZwB74Gq28A0H2Cil2MJvyqU0LuvG5XJ1RWxgmSbXhLA3fJkwSOli7yvETM4zMWWuX1h7X00QEPFIiF+u7nWWR+cgAtGwAqFDF5BO71YuiK0Ce5y6DFO7g4YBCfmWYvbCppHWLBg03Zh6Q7FmJHUhUci264WmtNJ39iI4gLnEmQ40hMCEYM4xQQIp37wCrtWccaIoyzLx3dMT7w6BUxbypCTpJAJhntBuPL+KUPF2FWVnS8Apv2iPwykhlFsvug76qLGWYmVUiMzzQp6UEBPTNDPNi0mYx2YZjAGopVG2Si3VcAIHzO5r9JytBLCFw2d6AN3BwEEH7t6C4jXvT7ABXyoDXjMBn4uCXkuDx+7/CgcQfb2oLYruUuV7qfHtIV/OAlrvpjAdRiESP8MAGjgTMHCRHQxUuVv8dwFLTRDUSqGuG7UUarX+gK0p57PpBEKAnEwWHLy+MU2AKVxbt/txgJQxZablQJ4mPn5h7X0dQWBc9wEkeQwfar4gYVcMGlBv3L16E692nHbysqG76w2jo1+MulHvMe+VUhqt3+qk1k1t2Lol/1MKJuYR0HDjdhHdb+YYJjpQFNAEat4ASCCkRJBMlETdLtTWyAFijjw+PfK4CIcEkYvx/ritGJFmYc57GwyetBL3hvDvqb84gNo7tbS99ixuN1WqmaWEGMm+06U8+ddsv2t1FSLmD5DzRoqJbdtovd0Wyp1d2H1vwBDuqL82rwBBboHYsyF1zny//HdlwBdbgLnXBLxOge8boQaA+PprPOHtr69UgSHsalR72JcDwM0oxKTWpguQu76A0Rtw7xSEozo3L0zdcQDPBIawajQJORhYupngXNeV3pphRaM3QByf6BYEau3mP3BfBsTshi/LF5ff1xEERkoYR63kNZcIKp3ubaZWKphuALXdRZsjw94T0Lu1pUq6hdvqjqsBcbVhROQdqhu1HXiuL4SyUtqVHCulbUypMcVGisECzCQGTjaP9AhNK60LWw30YOner64f2bpwJROWE3E+cqmW/jWUD+eV8Nu/x/Y08TgH2tzIoswylr7XnAhtLLaY6Xrxeh5b0PmWEhsSb6Gz9Uqppk1H4OHhkZgzOU+U2nbkOOWJeTmwbpvJTmNEVanFNQ1zJjVnAqKQcmI5LKalEMsEwqhHdzDwJgwapUDAAlVMEaVR+7YHgJ/OAuzo/bbI/RGvVIE3TcB4zbG+7zoE7+nAV2DgcDu6swv7g5QBrgmQlMwtSIZT0CgBjBrs3XQBO0OCegkQXlGCr8uAQrleTRNQK1vrrB1eLqu1dFcDi6dkdnE5xT0LKLWxFdMO9JBRicSYSXlmWo787Gc/4+HxkX/tz/306vtKggB4dwBgGYDuNWHb//UGCu1yDGtBVku16KDiv6tGN6r/bDzeMkFxWSc7ut41sHXLLoIbnIxoPRR6VqUIA4UMKh4ElC5KpXMtxuVuIsQW6BrpwV8nNLamfLpsHDKIRiZRpqD0YI7KY9dXlC4QmqWze/5oJ+Vul7SmqL32dMksYqKkeZmJeSLnCV2LOTa3gicW+/kYz9nVAo3ZgZn6r1bjuJHhuSj7NWAHygYQ1m/v05/acIQbj39/fL74/SlhnAfHAe6vvT1Guc8Efn333wvL23XXz7OOcKNU993/17MA4MYWgbcIe0YySgD/2pV+OwZg96a9hztfxxFqRiBrbVcFtq5mF9YNzN22gmCbW47WGzAk4GYoYnRg9yxA3CQ25YllMePX0/H4k58LvpIgIA6oaMhO2frCRm8NFxJQMa9AleSyTpfhuqYAVWjySm0o0RbDMLbsXqdGMXNPkQRxht64lg9sdWNrZ7M0CxtRNgINoRKDkqK9ngA5ZLauvFwrmzaKwpZOtJjRdKBPR0hHczZHUQqXcub54ydab3yahO0ozAkOSVmmyJSD0ZwoFDcqoQKdiFjjYutset0XyVbKLnIaO16eZ1LOPL15a6VJzGz6jOrK1hpVN6rClJPJiGvdaURCIM2ZWBO9dz48f0QF5sNCdhBtX4D0Gxg46MDRvsyNDmxad68Ar6Z+rQwY+gS4dcBZi/DIeqJf5rsMYK+5lVuH4Ov9XF/91bEAxznuwcCfUtePDKDVtstvQ/QsABwDKLdM4M4spDvG1THb8OYszV4G9G5MwLbtYGAtbhfWlEvpvJwvbNtmfSwpclxmC1pqbkKlNq6buW9pSEjMBgYuBx4en3j//jvevn3Dw+n0xfX3VQQBtBPbSkP3mlrFQcA9pVNQ48V7AMfmd4GKMU83vf+9Ss36TMSonB1E63v8F3G9ezqhPVNV6DWwKW7dZXV5ip0czf9XBJpWtmoAngb3D0gH+3M6oWGmkt0sVJEOKgs9NS7VbaDo5NCZpHBaEsuceDxmM4mMSlALksEp0yFS6c3cfwaF5FiXAakSzC+xwqeXZwOJYmLdrC26tob0ke2Yw5L6oIpSC8NSO0QbOnI+n8k5s24r6XDcVXzigF8DT4tv2YoMhsbVn5+bhdwfv14K3NOBN6ZDZGQAI9jobYGPQPC5KlBfv85oEb4JjW6P/aks4JVFuZeSeDD6dUHQzTLcAtMAAV9bhY2AxVAGVpMHt1ptYauwlsr1uqIukZ/cJ0BGNtGtzK3dfC2GS1WIDgZOM8fjkbdv37DMpij80vFVBAGhk+rVLmHIqNdb4ii8Xc1uKT9+8cXcXhAQhsX3TVa8G5Q4vxYGluBXo1Xrqot+g9niOUGfaTWyNqilMYmr+xRy7EypkYJN9qFUqgYbZpIzIS2EeIQw0dKJGjKV0Vc+aEaBJFzaxcxNWydqIbYzj8eJ4yGTpollCiZt7h3RRsTEONaUY2j8tq7UVq38kYAk8xQkYG7ArfGyFgt+EpGYURXHSAxDqa3ghmgmLqobeZrIIRFihN54uZzJU2ZdV44eBByPJIZAhc80AYOylEHFm+KRu4lSXwADf1oa/LpBaAfo9NaP8JMZwPiblwHcgYHhrvX4SwHgXoXYW0di2BmBvTtwtw0fwqDPbcNvZWXfAwAuiW/0ao7Bddt29eYIAufzFe0WpOecb5qA0RvQukuD/fpL2oPAshx4eHjk3bt3LHP++oNA0M5h+0RsGzUttJDpcUJDdPttv4gj4vuuMqbHmK7AQUOCJxMu1R2ilW5ySnEMIeTk9azelQgWTXuc6PlAD0ILEypWDrReqH2jlw+Ibm4OYoosYkS9jta9kyyABpQJZRinZAgTZjteWMNGpJLCzMfeuF478uOZhyVyfH+wjkcJ9M3S7VaNAWi1EgjWGJQiKsaa1m4Tfa5X55hL21tVQ8zsLry+mxyXmTln5sOBGCNv37/ba+/5MLOuRk0RhJfzmXmeAeV0OOw9HmPiUqkWBIYmIKZI18pPdQiO76+7A28Lb/z7btEmws2gxJ2iduGYZwD+GqPefp0FBJdFx11teGMDfv0Yi78Wt1tPk+kBgtOBvXMDBL05SF/3BwzXYJNu3yVKOgaHFMrVjUJqY+vKWpWXy8p13Witkt0wdEpp94esvRv9uzWqspcBEjN5PnA4HPnhhx948+aJKSfQTqtfeSuxqJL69hqkGsqyeKNuRDxqe0pvxp52EcWdgVWGLQlu2XV7nRt95DuUg4bjH/e2TgloTNaZGMHGU4n5P/viEw2EZFSMhkgL4mDmbUe8vbbTeJJQtd2oqwmjqgQUE/CorrRaeL5au3BVyAgahDYsuHertO6GIJbqd6wbr9bGVitr2aits27u0IQpFkUCU54sMLaGTtnUZ3limjLL4cA4S4jt5vMyY+3GK9frBUHJ0fzsSdF35P23dqOSfeH+AaTBfhFeBYHXYOCtP+BmFDLAv7ssYAwPuT3lfv4/VyTu1+Ynjj0LUOW+Rdg2o/766x6b0DtloN5KkvFO7S/DZ+FzVaCZ1qylWIannRjsPAeffzj8Apt/9UF/i4GBOU/M88zp4cTijV7aB2Py08dXEQQCyqFfSVrJfaNKYu1HWsjUdKCHtJcI7BQhtz50FUevw26YKRJ2tWHw9mSCQnO6x7OCEOJeIpTq8welEudATguaA1Dp20rSxonG2+WRJUfm5cRalQ8vlZdNuZSV9dpoYYJFkN4JQS0N95YhQ5aFrjZGbGW2CUKhkvRK0pUfLz9SW+fNc+FhCpxmoaxXtBaijvbqQHZNuEpgK4Xzpyvn7cpl2+hiY87SNL1ysEVhW9e9BJjzxOl04v3790zzxHI87PX1+bKwrisahE8fP/KrX/4enz5+IEjg6eHEsiy8eXyygBACyV1+o2dhXa1FeICB8PtrAm5YAD774KYKhPsM4F4XMDKA1wHgBgbeFI5jCMp9i/BPHTdVoGMtISKv7MLKTgeqzw743C6sE2mvhEG+cbmIqK4rddvY1pWtVAP4mnLZKp8+vRgGFYTDPDGltLMBlgFUttrpA5+ImTTNpGnh7bt3PD4+8u7NG3JOBMFmGvQvdQ58JUFAULKYzlrAG4ZWqtNSTSersYJidt5x7yaEsRd0nwgEfZ9o7GOfBHczvvUfwC39HE80AN8gHm+iJfEilSk3DgEeY+DtcWKZEvPxRGlCXjrh04pcCpt2qjZ6v9pbVQGdDMTEa8QORhlYuWOzCss+7DPqzNoaH178picQ1KkfbyQyrb7RVqXa7rGthdasDTpIsLmFDiiKiJVGvhOhBuzF4MNCs32FMQVJlZRtYMjD6USrlcv5hVYK9BstiOrNxej+fLtd7Gu68NfLgPvrcF8G3GhBeb3L7oYcr7OB/bl49Vd2j4AhCPqcjvzsXnyFA6iyDw2RYRg6zl/n5ho8mJmRTVrn6T1WOsqArm0HA19RggrrZoahqBKi9Qa8tk43RsDAQLX5FE4HxmhakIeHBx4fHvxacus+/dr9BESUSawzL6gBcVI7SRKhV0qcqbrQ4uw4we0GGQIA7c0vgC0C0WCLUHzeAIYFiARPhS1ENwfrLIX1fv/k4KI0GiuBjeNUeDMr3y+Jnz0uHOaZ+fhEl8zaEvm3fyT9+EzVK2ttrO2FgFF8qokumSaZpkLtwWq4ENFg5YaqdVF2TYgWqBu//eHCtXS2GnhcElOK5FARr8ENUW48v6xsW+V6XiFGUsxoMiOJ6qvSaFffDfpI382PcMqJeco+JWiAj42ck0mDU7QbqhbOLy+GR8Swf+WUzW1Ix47urdX9y9LgeyxgpLif+wTsNfsdOHejA+/YAPsot6JA714riNutOcDILQv4i7kGdwWZh09AvMsA2o4DjJ1dXRl4zwZ8LgpCzSavV5MG76rODluHl8uVshWiS4OXyYfIIrRuZqFbtfmZtQvqjUEhZfI0My8H3r9/z9PjI1NO9FaptRBTIIbfwCxCEflrgP8Z8IOf099S1X9URN4D/wvgrwP+FeBvU9Vf/X7PFcR48tg6Rd0EVNU62ZqS1AeN5EoPiZoWa6TxLkH8YttFvLtR+kCFR4vyaEQamIAHEU/lIgUJjRAqXTe0b0xp45A7f+rdgTdZeTspj4cx2KEYECSVdw+RKZ04Hiaua+PH55W1Vbb+QutCY0LkQNGIqs861ECIM9DpbdycgR47W1/5cOmUbh5xpQWOM6SHCaXReqGUjbptPF9eKKVRaicwu2eiaedKr6a8DEDrRg0WM2PpIrTmwyvHgvGsCd81BZiniTdPT0wp8fzxE2XbzNs+JRafOzB2XEYK7dn5YHR+qh6/zwBu0uDRIRh4tSv3fve4zwKAn7n7AMAds3BPC94e/euHqvqAlIZ6wNjtwkZPwG4YaoxA1273AMM1+A4MvEuE1K3C6rbenII8AFxL5VIaZSu01nZZ8JTTTgkOTYBZ24VdrxBSZpoWHp+eePvuHcdlISf3WcS6V9XX0peOP0wmUIH/mqr+iyLyCPxZEfnfA/9F4P+oqv+wiPwDwD8A/P2/3xMJMCcAtRvVaZXgdZSo+wSK0GKmS6QH9YGhIwUd5LBjw9q8/0D2/xqS7enxnaehOtcrYpiAuDgIihl+ZPjZaeIhK49ZmXMiBqHvIp7m7r8WHK6rIcYva+eyNTauNO0GDNIxZ/1sn3enqbpPJ1J6OKBESrui20bvhTwZQPjQk+kUardaclu5bldateYRmjUt2RKxmYEaTFsRhx9DM1myBrkJfe72xdGbMH4WUiTKwpRsytO6bgQgirnbms2Y7L6Kjtdy03V+LgraL9WtJNtf+/dpEBoPuy8DBhjrt8/9PXU/PEQGW8NPZwDATu+13nersL2l/Q4E3AeJ6s04ZbyjPtSB95/Ny5jemg0OKfdlgLJVaxFuze7DGPNtetQAAnfX4G7sk2cnISbyNHE8Hnl6fCRPNg5O77IwO12/gSCgqn8B+Av+508i8ueAPwH8rcDf7A/7x4F/jr9IEEgx8PYhc15916udtZljb9S+c/GxdFqLZucVJ0padl3ByArE/QcQjLtVGygqErwHIe4jr0ScSuwVVVMHChu1nDkugeMS+RNvH3hahJ8/BaagTOLprSpar0YvNmWJM0vMvDkeaH3mh7dHfvnxzC8/nvm4Vq618WEtwGSCoZDoIVC2Z68nm7ESIdFCIoUjy/EBLS+cyyfkuvG8FX7546/IUpjDitQztNWCZQCNiqrxzX2zMWi9j7LIh3PY1TMUpQvX64Xz80TZVpMEh9FWG6guL44pQgzEYFkBXSnbRtdG8cUQQyfF7K9jwaCPTlDgVuOP+2cscNvp97rdy4DRG7C3CPd7VeCdUchdBrBnICML8PFh8c4u7EsZwK4M9HkXo1yzMqC+UgWqtwjXV2Dg3RDR/roMGBOE67raCLFtY6vmGnxtVgY8P5/N4yLaENHRIlyb+UleNxMGqSQImRATaVpYliPv3r/n/fv3vH/3jjknRDAD0mh4z+V63f0jf3L9/X6L8w96iMhfB/x7gP8z8IMHCIB/AysXfup3/jTwpwGOy8QyJzcEcUNNlNB1F4CZjFgIXelic+oUaNEea8YaQ/TjaajvEsYF3urADpYVgLcFNwKVQCFIJUblNAUeD4k3h8TDLMzRhoAGYQfEcDDSfDaaq+w6ORhIVmui9wkNjbh1ztvmjUSRHsyVpjXDH5TuQGGgh0gPRlOOaN7kzKaBWrJJlIHYIRCYwyA3fYEomGeyi6gAVIiqe9ak6o92lWCrhdaiT7D1fW3fXh2wwzUBMdDdEv62eG8LHHFPyM8AwHG8Asu4xwnuvPq5lQn7At+X8OffXwOCe2nzaojojRL8YikwlJcjc5Bw92YHJXhnnX733vYr8NlnQ00UNJqEbkNEjQ7ciik4u3brCxgDXLmBgYMObCo+s8LKlJgyeTIwcFkWck77a47TboyCNZV96fhDBwEReQD+SeDvVtWPn9E+KiI/dc5R1d8Cfgvg+3dP+ubxQM4b17Wybo14KZSmhGpoaOkGGnYCoTaaREq9sqUjNWZKPqIh0eOE4QTDLZi9nkQbbe8/MKfbSCfLSggrqZ+ZQufxEPjZ25nv3iz8/ARLVJZQQC23Gn7/YDx6BELoSCgIK4TElGdymnk8ZY6fNj6eN55ffkXoFZEOMdOjaQXMyUCpagNLmhxQSUicmKeZOb6lXz9Q6gXdFK2f0LUwh8mmKy+dKA3YHJtu5Dwm/ETbNJsgvVpAjZGuLjople165Xq9EkJgytmeo/fbchnnr6sFiWTjzoOI7f4eqAI3VN3UhHGvw0c63+8Wz9095Dz3EAXBmAlhswP2/f6WBYzYxl11MJ4rDqoyfgYG/nQAGKBjrdUygGSzA5B7OrC5XZjPDtDRJDSAwNsQ0VcdgtpNFjxGiW+FUitrh2ttfPz0TKuFFIRlymZ1J2EPSqW23VjEpMHWBxLSxDQvnB4e+WM//MBhmck50cpKx4bltt5Zt43z5cK6bl9cw3+oICAiGQsA/4Sq/lP+439TRH6hqn9BRH4B/PZf7HlCEJZlctQ7kJNRhaV2wtbZGsTakW5GiqhQUeu3bxei2s3dQ6Jov9MUmC/gKxaB7pHSxphnqWTZSGFjSZ3jHPnhuxNvTomnBQ6xk4Pt9qPG23vRB9ZwJ2qxNLY6RxGYcuDxZEM51gafrp1fnTsv7UKrhRhNiCPB1IUVUKl0HAEm+gyFhMhCyI8GPrVG1QxsbL0QqUSUZG5XjL7JXejkmY94YiSYVwLdbtLL+YwITFO+zQ/ohqoY1XkH3om4gYu149rpVXorhiPstJzv7vui9+cDQF8BdbuE9xVFdydC0hEAXmcBtyzhrgz4CbOQn9yJYC8DhvGKTZKKO8259wcMOnB0CDr43NXMaG+y4Lv35hOYrUFoOAbbBOy1GN9fi3UIJp8bMKTBAwcozcpjlQDuFhTTRJ4W3r59y9PTE/M0uSio3Z0X+1zbtrGuG+v2GwgCYlv+Pwb8OVX9R+7+6X8N/J3AP+zf/+k/wHMxz5Pp+4OQog8DLQ2lEIqTf7W76Uc13hxDu0O3VKeGTBczzOxB0Wglwqt60FM+S+MbicIkhRwqpwxPh8Qfe3/imDqH1JmDEkXvbl21fcUD1g10tJRz+P33poRgPfcPh8w8C6SJ+dOV0l9Yn1e2stlMg5iQMA1m3SYcoYaFNHOYTWocfs4PxizERm2Rrlcz7JTioJK1uu8mpOoLz1lPFXYnpihizEitrNcrMQaKt5yOIRYiIwBgf8fLghEEQrD0H2jVE+Mgu12XwSeDAhxAITc2wf9s05/HVbp3Db5lAa+/7v+030i3AP2ZAxGfP3Z/X6MPAccAPtMEjCxAnRHQW5PQWPSfU4IjPbFsprpLkDVvtWYtwutW9yGiOUVnW+IOBhojYMNDSutomO5ahDPTPPPm6Q2Pj6YJGM5c+CceQWD1YaVl+5LD4B8uE/ibgL8D+H+IyP/df/Zfxxb//1JE/i7gXwX+tr/YE0kIzMtiQzJSYp4qKUVKbeQcWTfTSZ/XSmmdWB007IGqSqMRq9IkktpGTTM1TlQ9GPces50aCT7IRJlkI9Yrun7g4ZR4miN//Lt3nJbI20nJoZPFm4X8fQ6J8ehos64uP4LNAKjrZjewGLY+KLYpJGI2N2CRTMqNT5fO7zwXelNisEGjKYiNFVPrERBJNElUNbakaialE/mUCfWItJXz+isiG4eQcTd7oq62aNXlzAJd+k6Dhd6JqkyTOdYuMTKFgAwu2xepbYiePanZvksIlqZro5ROvJushAZTD6ZkXozeVCPNpjfFEShVSSkDY3Bo2w1L7tWDN03AAAO5aQJelQG38WFx91q8Bf/PGYF77UH3hjTSdMsE2naXBdQdDOy7XyAMOnCUASNQmqdAM9dg7w8oxdys1g5rVz49v1DdKWjOiWXKJibzDGArjbVUqkL3+RUhTaRp5vTwyOnhkffv33E8HEgxWC9Cq25OK1zXlfPlwqdPz/TezRzmC8cfhh345+GzM3s7/sP/Vp5LwN+kRX6T1apN8el9p5Va7wTvfpMOg/YQNY5W3GqMZneJSjTJ8QB5vCoIKLEXkm4k3TimyOMSeHvK1r0XOknc5OMOX7wBWbiZqZ+L/R/7Xh+PUyP+eAsaMOfAaUk8rObk88vn4g1OPgJNZJim4SQfIMb1M+i7hAZ7lEigbRfQQFElaiM4jx20E300mS0c67e3MQiBJNaiOudEEh/a3juIBQIJ9wWPfcQhrBpzHLp2a3fmztthBwUxL74B1HX3hMB+btZkd+CeKjdM6Yaw3TIB9u+vs4A7+vHXxpLdrsXnx835ZzAXd7/3eV/AWPyDDlTHGIYy8P79DFrTB4gaHXg/RNTmBGrv3jJuVCv+vMNduDYnaWUYhRgYOC8Hjscjyzw7GPhZhqS6g4E2piya1P4Lx1ehGESEmGZrg4x20mK03SbnyLZV1q2QU6DUzsulsFVlLQaY1N4Jauhp1EbSSuPK2jdayKz55KBhtgGg2ojbBw6h8u6g/OIp8d3TzM8fMyko9EKQbnSXv8XuO2FQr60dk+hq/m69O6MRkivpJjdCiQYmed2ZEd7MQnp35OkY+PFT41waL9eKSHIJrt1VW2sDkgcXF7UQzNREQZMQw4xMQq1X6hqpvdosw6okGgcRUjDb89IrXZRpzixT5ul05GGeWXLmkISoHbYVjY2eLNCEIK/wkOA3pYoVL1XbjobHaLfT4M1rb35figmKmrsPidi5DGN0mANpjJ8BjE7Rod/QV2Dgfs/LfW9AvAMjRxbw62DgvSqw1QZ59gwg8VMmIToygD0QWLhvdx2CfY8M1pj1+RDR0pRVhZfLhct1A28RPsyWiY0NrzVjDLbaWWtH4+Rg4ETMM/Ny5Lv33/Gzn33HYZkJAWrdrLxLcV/4z88vbNuGdmVaZrJnXT91fBVBQDDb597xgaBejzpXikd4BcMJVEnF6DopSvQr0dxizOYIKto3F+kIPWSaNnf27ZxS4+0c+cXjzHcPM2+WSJJmQ0fFAagd0HIQ0gGxHWfczS36vqOFIVCJZgVuc+fsYwQ1/2Gi2JiwHHh7VMKlczlXtGa6NCSaf5zoQOUHuNedPbh1SipCCBmiQjpSQqFLYaOQekVEydqZVElxIkbleJiZ58xyXFwDEL0DsiGtWtbQFGnZ9kinDWXfmbn5PPbwaqMdtf6tt0D8vFjmg8ir1PTeO2C0+Y4uSRPjNIKdjIHtvgYDueEAwwxlf+4v3G+jJFLFUNQ7q/YbGOh0oPYdB9D9f4FXvQFwFwBsHmTzer9Vm/RUerdNq1RzDRbuWoTvwMBuQGAzkGLXKqRsHgFPT48cjwfmadr1Kp6iAdgk4lJYt83KvhCY54Vpnr+4/r6KIGA3RvLdREyyKUIYMwRi9Bl5Qi1mGrpuVk+JVErpUDvV7xDLCqwObVKQ3qgx03ohBSUH5c3c+f5h4q/9+VveHgKHSUAKgzn4vG1VZPjjh5tY6G7e/LjjwgDFYjSmojbvpHOHYIEcBXQlqPCzB0W088uPG1UyXRNMNhL81oTeXNDgcmDFWQRoEkhxQohIDmysoBtdC0kL6Mbi4N4hJ+YceDqdmJbM4TSZakK77+zYDljVFkEyMCnEvGdCimVBIVqADmLA431aHz3Nb75ChrGnuUS7z7/cePBRs0YPftZLMUC7ZuyE3ydwlwnALQAMabC8xgI+P3anoGbXBOfcZQcDPzMLaXVXEZooiN01+EYH2quZKrDemYTUm2147azFMtpSCnOOJg/OeY9swzXYhoiaR0ZwSjBPM4fjiffv3nM6nZhnG3F3z5goQvEAYJSv9ZEsy4HD8Su3F7NMIDGFaFN1nZoaaG2Ibd8lWm6EGJhLZZoKOQe20knXSmmQSmfrXiLg04bwhUTlzenIcZn4U9+952kOvD1E5ths13X6sOttrj0O70mUncIcCLmkaGq31m54Ada/va0rxW2g8R0qR/tNVSXriqK8Pyq0jR+nF55757pukBZsbJTp+3fBpwcEQ6R9B1UzJJUQkLwgYUKkE5aF1jcu20da32h9Y46RnBJPj9+RcyBHpehKp0GOtiumxBiIeb28mAefG7cwKL8AkqwRCxVqNZuz1JrNLfRrldPE0ASUWhlgoIj4eVLMlMnMTsZ8QpFhSxYIxDswxjc9xs53axH+g44PGxOdW++Q8q0MQG9lwAADe7W+AGeUujsF9f7Z7ICRDbZG9X6OHQxsja3DpViLcG/VhojOk/kx6AhMVgaU1i0ASERCJqaJmCceHh558+YN3333ntNhIcVALVfwMqC2Ri2Fl/OZbduIITLNC8fjA8tyIOevvByA2w5rO4pz3F089R4XVr3VVXchkCrEYMYMIfjOXZ1S7OLpfSCEToqdt3Pg4Zj52Zsjh6jMwUuAkfrhF3S03Xruv7sci3cjyLAmu6WF4Ph11z2YmQX6KHP8U4gQpRGlc8zCOitPS6etG62AdjMZCa5zsBPTbugcd8i518oSrHPSu0sxHXGmaIUWkKpsEqiSCHH26UWNgLeaxmjDTFJEi9Jp9Nrp0sgp2+5NguSf2SOhMnYwo2kHPSWIgSeeutw6BMfAT7vGgQEKy/679nnMoxCsPPDV72dwPFp2KnAYmYx///y41x8MzEJ2s5ABetyMQu6zvFshEHaM4VaS+DXoDh7u48Parvcv3V2DByUsYsHSSxC9ywLaHRg4PANTMrOXw/HA4bCQUtrXyrgXd2XgVqjFZkXknJ11S78ZduAv56GotaeG4B5pQmuR3hutFkujh3WXp45TbUxTZp4KpVRyWtlq53ItXFcDVq61QYjMB7NePh4PvH/3xOk48/7xQOwF2UwRNkZkd2/0MLQYUsx3RhnD2Yh9x+qmpGEszOYgYW23nTqoEBQiNggEibQQIGK13pR4WCb+/O+d+e0PK7+z/v9YOaCHH2gyUcRGoVuAtGGUSMO1ufQBHLZsHngpEsNir5cXdHuhrB9RXflUlMOnjYcp8naJHJcTcxY0G61ZpUFOSAy0baP1yvn8kZxn8ryQ0gwSKaXYjetAVB2yVIGt2uykvV53HYiq1b1jAcfoAT24G3S3HgrEREuq0Rt0huLzboGPRf9qIMlfPAuotaIEUwV6f8D97k+zPoF9wGkfLcKy27SN3oBdE9DVJMGlsF2uPkKssnZlq8rHT2dK2UCVnBNTjORoC7k7BlBqY/UmsN20Nk5mF3Y88otf/IKH09HKBx9VH6M1eW2lcLleuVwulGIam8PxxPH4wMPpkXmevv4gMOrrjje4DEwgRIgjejeCWpSMKRtCDX4TmZ1z9BNgT2EpfIiJh8eF42HheFx4PFhdHPZOsLG53hlDqONF92DTUJ7dogB9DEcYqrg7RdxIWaMj7DEM403/dxn2E50UhdNh4ulkKPKlN2Jbob9Qx4wkyeZZd/8aEgxt7FZvjwlIuncRBnroaGoEbWxNEBq/vFY2FzWFNBFTJBGNYlXM+AIsuCDUpo4VFKgRN367w0vwVm7xTdE7NPS2y1sZZLX4PknY8/sbwHZL+0e6L07DDdXn/tN4bxAi/H4BAEbKPnZZ8Q7Bz+jAX+sN6DsJcTML2ZMxv2+NRrwfIlp9KGjtaoq/Yj0DBgZaSSaOcg4wsLZu5Ya/N9sMk88MOHFYll3S7eNM9iy0trZjAeqsi42cm9wLIuzg408dX0UQGJmABEVjIGjcF2B0nKA1v5FCv8MJDIBrrRFDoFQTGU25sG2V0oWcZ77/4Q3Hw8LhsPgAU9By9YvNbkSq+4JzMDJGT71uNwDgbj/sN6oFJMcFBCR4BjCaaxjuOzceegfkWiWExOmw8H2HZUrU+pHn9QLb71DiAzE2QnpPk8w2gpB0JJptVwvB0m4SSEI0WmYgnRICMUckTZSSaX3jX3v+xCkJL1uClJGUeMz2PqOK8dna3DBVKL0Qe6OuVzpCTA3J0bdlC9ZpLPRxftRKqlHfazeT1G0re3bQu88nCENa7KXAWO37z0bQs8AXxca8SRjTl7yE48u9AaMbcaTZEtMejF7hAM2bfdSdgxl2YeFVb4BtBL55tWpAYCluFGIuwNfSuG62Swcgp8CcE7ODgUYvNxcGNToJlUiImZgnpvnAmzcmDT4dj6Tk4CVDmWSTmNZ143K9cj5fyGkipczD45ONlEvZNiL56eAIX0kQMC2L7Ry9+QWNN6MKCVY/9VFnezQf7anBlXsxGTiUYqBMyVLYaeLN40RKQgo2nNMWvd+s1bIMxcoMu0eEFJMxEj4FuLUbGMUQdkjcU15zFfbsAkslLErDsE3rOuS2tmNaSWgpbQCOh4U0L5w3ZTmvlF9duCrEZmWRMptsOJiO3N7DKGkFUtizmtE+LhpAJjQEWuw0SY6Md6QqPG98KJ0f2swchTlgdlVBaFLNzDXYNam1IbISayW0fNuAncUIcbRo+6L12KSoKd4ipLTD+qYYVPX34wveRQnDRah7ELBTb7t/9wAhDvKNVH9kkPfHjQ1wuzD3CrwNER3+ADZEdMwO2D0CBhj4WQBQxxDu2YByP0RUhfN1Ne8FgRwjy5RvU4Q9W9iKGYx2BlU55gYs+9yApyd3DcbKjhBAYqC2yrYVzucztTZiiBwOR+ZlIedhfGPtxDF85ZkAsAMzQ257A30GB+w7jxh9FPzikIxKFJTg7jwhCLk2TqcjecqcDmNaTKX41FxtwQOBU3woZNu1RgNNiNaOa9m/c94h7jWtEsb2tI8/G47DiLhNl5r+wfIdByhNJCOwDxQVYJ4yWRJvHjdCgE/Pz4S2IQ0TjjDbtCSZdpCqKxBcbisCbZzKsSeK6wACPVRQoYbNAlarcLVBKClFjjnwmGGOYgMvA449jN22IaXSQyfhJYBPd1JV8MC9L0RPedXTewlhn3kIkLNNODIZsQeLu9thxwPFn+wu/R/lwwD6upqQyx52oyzvqV5VNQxgdwuqd4HgfnjIrUPwp1SBoxwYjEB3dybTBLhrsMK2FbatuCX7zTYcrBGu+TRhm0wkIMMoxCjB5XDgdDpxOh2tfdtxitFtWb0NfF1XA6CdEZjnGxgYfFP86jEBQ+QNNBNfWL1VpFsaGUKg7+VBIoQBGtrvqAsqYm+EGJlnC9nzlKxkUNfzt+r3tCA62cnJk80S7GqPTYG8TKhJDxjbXXAQKcQ0OopZ121HvVvzzMJ3i9rMobypjzzDXGFCV2JrXK9Xeus8PD4ZhYmpzBqV02K20U9vv+P5Uvh42fjdT4WXtfK7L/8Gtcy0+IBOCyEm175jZYmYlVjv1lyl1SjEuHcWZjQ82A4vhdILH7bKp9974RDhuyXykIVTChwXIQchh2i2ZNr2waMxCtqFXtS99k0xKEMDgJ2HrWyWEVWjeXPKnrrb+QIh52zlnnvijaYnGVJvz57kbqcfYH73kmQfKhLGqDLdS4BSqs+lCEiwwuWmCqyvW4R7vwm8FLoGu47dvvZeBu8NKLtRSKG0xtqF81p4cQ9BtDNPiSndDREdLcLVh4i6VV6IRgnOy4G3b9/xww8/8HA6klOkVQOEY/IGudo4n8/7QNmcpt1bYJ4PTNmyjhgC8zwZoPiF46sIAoADa/dVnWu6h0MN7Pyy0UwRInQB7TdqKEaF4OlpsGah3utNA64jxesMvXuMrs2OsrMQTd3R1aP+EMf0NtBiawc1oZM1D+mg2vDMVX3RR8tyg5uQiHa6rtSuO8JsnXq2q8UQCZKYpyNpqkxLhXhluVa2ZrMEr3p1Pbq1n3ax6Tgqwc5JuG+7tQVjC2iUEp0ehNLNUO3cTdI0VXavAQmBFoWQhaiBEBKiDZGB1N+sv7rvjPRd1eCVgvpir4BYOSAy3MHtcZ4NDfbFdn+/prvBx+g63HOF2+/aHzwQyP6IV8fAAn6CDhzKwJtj8AAqZQ8GAw+6BwSbDxHtngEYHaimDdgsmImDgcnxoEEbN6cDLZOz/u+dDlyMCjweD6a58N9DfMPpzduEjRlDIabENM2klL2MtU0zpeDl1VduOQ4j3dZxt1ra5jLgToNmIMigCyVY/3Vr0T5gK+66Es2TUDvaV4vstRhhJeI2UFC1k0KHXaySkWRgXkzZ57w13AGanL0GK6uBRtrZtkbKmeMpuyTXuFlCMB9Er1WnHG2sdBTzmr+eeblutGLqsKRClOg7kWEbMUUOj0fe54WQF37+fOHlfOXpL/w2H59Xfu/jJ56vlbUqaXqDpgmNR2pMtBhpYUiOo3XwNSUSbuafgnkMykSjQZipmBfCx60wrZW1C8cEEFly5DRNBKqdX9punjn68VvJxhzk5rt2pPfV6uRSmKbuXvhhv5nBg7tw8xfYwURnHwZblEzGbKCaB+ggd88xzEQdS6iAB0fG9CALTbcsYMwO2IeIulOVS4MHDvDKLsydmKpbhZldWGNrnWvtXK4r55czOQk5Ro7zvONAowS4luZ0YHI6MJOnheVw5Luffce7d+94fDi5v4BRp8aKROq2sa4rzy8v9NZJKXNYjjw+vdlLgRCsOWyZZ7b1ytp+g85CfzmOscvvNJHlinutbGhxN/xmtPPu4dmpRECjsjvCqklOzWhh2JEH26lDIHRvOEneYSVK02o93NeN67WZ3mCzmjC6F9nQcscgHKZAzhOH42EH/CTGW63eB4qfrDMSMzyRNBOnI7ELW+k2BLT0PfOIkxC7Ii/PEFaIZ0oxIOy7N49OFXWWDGtpXHWjB+ghU8XS85VuJcIUDRxELBgoiCb/LGKINB0ko9KoUlEpdC2c1WYk5NJ8PQnHPJMD9HK2dudmU3Jy8mnKvbNerrstfG+G4dRaCRIoWyHnvHcQ2g7bd3rQeHvLYnb7gZEpcJ/bcGMSgPsOQPUFq1gpEbFuUkRMh3BnFMI+P/A+C7Brfu8TcCsDurFV1RiBVsYQUShNOV+u3rnHXgKM8sQ8AgYO4BSzMxUxmkfA4XDg3du3zgZE9zCwklix87iuK9frClgGsBwOTPNMztlK2hB21SYo23alrOsX199XEQTwXeDmKGu7mKg4OOXo+w4cuhMx7Dy+Nbl0a7FVu9jSbI6hatxLC0IyZZ0YwnoLAlA3u6BbaVyujeu1sRYz6xSBPGXmZTbzhxStO8tnwFsNa4rB1tXGdPtgVIl2Azbv4iMqMS/EplzPL95oM8awQdZAqOZD1wmuIzdxy7unB6YUkLaypM66KZ+uhQa0MLlNmUmmuwRCtpSaENCi0IWoBniKCE1sAW4kVDqVQpdE65mzeKtwWekoMZroJ2ehl6tN2OmNKaddltpb57pdfOEIIZkBrDELhmYPie+u4tO+L+AggR7Y7dtU7soFRxrv+xQYJeLe9uxM+gACJbquxDeZ3S7Mev5fgYEM8O8WAD7XBeyMQC27WUhrjdqFrSuXy9XauEXIyWZFiMPCY3hIcY9Bc70aswMS07xwOB558+YN82Sy4uKjzlM2b4ZSK+tqvQGCsViHw9F0AXnauyhTijsdvq0r1/P5i8vv6wgCzhWLuJ58oL6orSqxFO5WIri7qwOBo0FFHCDS7n3qEmzRpyHKUMCGl3S1E9rPut8E13Wltc5aGqoJJbEcHkhxZjmYnfO0TIQkph0KlqpqiFS3kbZMwFxiwe6b57OBgLWs1lJcC+eXM+t65eWjmT6YP5/tmjldLKjFaDtH7d4XkCDPrpOITBHSnEihsdXCy/WX0AO0QCwul16OkDOSM1tT24EkoxroTXalXanVVJPYDRwlEYhcpPNSNiY2Zr3y/dPEwyQcQmUKwjKfmJeJKSeu15W6rXz4+Ow9852YrQ9CYiRP5qzTWvPpRrhuJ1pmB3tGMNbdKMblTq1pHhPB2dUbXjAEQbVUxyHC7d7Q4Q1pqT8OBKr3+g/JuJWL4ZVT0M012KYGleu6U4Jb6z44ZGUt9u8x3Pk0OBvSfG7AaBPukg2k9BFi03zg599/z+PjE/OUCaK0uoEMMZyVVOfzmetqfQl5mlnmhYeHJ6Z5dkbA2IDDsrBtVz59/MSnD7/icvnqg4AdJgPFGTb3m0NvIJLjBcbJG2WnriSz71YejM60keJhFaxFX+2oinm8Y9bMTW2ARClW23Y1NiBF69/O2RoxYk4mvIlq3Dlt372bdm9aspt3PL8qbOvmQpmVYTl13SrbZnWkGYoMS61G9247QtiHVEhpEBIaN7OXOix2nlACjaid0BuxGWofi+kvRRTaBD0bBoZAUnoPtGY7kRDQZql5xerxLrB2G5FWW2TrwrV18nmjFKFPHZ0Cx2XeKcjWmsllrxeXwnZidd3BlG87uCi5JYvREsxrwK9/d6T0JgKyXgsDC61pqXclRHNxhCFNDjvVO8oBKxZMwKw6QFlP67Xv34fWcx8lzi0D2PszXLvQHQwccwOaml3Y5kIhVJ2W85mY3Kji2roDzrwGA32I6PF45Hhc3NGpe7Cze7v3ZsNmfT6BYs1YOU/knEk+u3EwAiLQW2O9Xillc3bhp4+vKgjAAHhkDwK7UzC+WPC63Lgjug1nt9rJgd/abKprqRuKzXVrY6x3M8HQdt18Z3C0OgjTfCBNE4+HRw7HJ5bDA3k6WUDIE8WBQQ0N6FS9+nYVvPOwc92qX3Df9Xrn/HLe07hxk9Zto/VGmA7ORRmFSWsQR8tt2J+rt3qj1jyLGTfqVsydKCjMEphCoOuVUpVt/eQlhdDTBCmTnt5SEa5dCJIJZFKY6HobotkQXjSRRJmiIhoJXbl+eGGSws9Pge+eDrz//i3X7cxlvfL84RPr9cr507NLZyGEatcrzbYjRyHPkZhMjzGGwqZku+agZLEzhXb1ki162WWfOYk46+K9A9EwmR6EUF3i7d4S9G6aCG2knUJlZ4BuRiGB5h2C7a4MUL82dVtvtGBtbD5E9Fo7zy8m2MkR5pw4LfNtlHj1XpatUjWgQRCnA6d54enpDU9Pb3j39q2rWp2F6tVGwwlsa+F8vfDx06e9Rfjx6Q2LlwEpxp0ODEG4nF94/vSRjx9+BdqY8leuE4D7dG/sFrduvYEP3YBDywLERSi2+9uv9RGxd+rKom+tnVoa2sN+kYNE0pScFgwcjg/kPLMcH5inI3maHUg0iSd0A5h9DLlUr2nbEI101uvFEOBqmUFrnW2zMuPGMw3AyltmDe42/UM0yykRISUxZZsEsyOXQJgWS4VD4HrdaNWCQ5DANE30ZmVPDgrR3JEU6BKoYvP1YltBhVBBqTQ2JHRUEkFm02mIzWGybCMhMiFhRrUapdggr/A7H6+EsiJ1Zb0W6lYN4GQsZw9wtVAbaLDmKolCGjhCx/32o9/0Zi83NoPRxajOFASfTq3cbuCgRv/F0ZylMto9EKcCZYjCgH2uwBADwZ4F7FjAHRg4MoBR9tVm/hVbsazONPu4Y/C9dbp93gEGqjNfNkIskaeZ4/HE05snc3p2URAYU9XV7qHVSwDAB8hOTHkiOchqHhbe6IayXi9cL2eulzOn40RO0xfX3lcRBMQFIdpHuu/KMTG3mT4UZTrq7L6DLaiLi/poflGjeoboozdqqdRq6T4ajSXQQMiZw/FkkTQnHh7f+Hz3o9XfEh3AUWrfsCCghGQL0gQk3RtHLNO4vDxTqqVu1fvWezPxSwhp3IJmxRXNmx+vZLrbb0WnyFIKxFRJebKyQYTpcHIRQmC9btRS7TylyOl4pLhKbUpKoJNDQIJJerfSzGmpXpGODTtVG7sSckfijOSJMbex6bD3tCBAOPjumfnUC+2q9N/5xNRXkm7ItUBrXr7JzYdRDQ9pdIpWUy5KJ+cDvSvX67Yv+PlwQMTo2JSMN5+miZQSxX825dkCQLJQE4HQTYkZY6SFRKDbvMVuQ0PFG8ZErLwgRqRaR+cABa0/4GYnbpHBSrRWi1uHb3Z9u1JUuKyF8+UK2EyGZcrkaJlq842otGaBQMF6vU0YlPZM4Imfffcdyzwjgk+DMtyn1OJYwIXi4rhpmlmWI/NswLThAGZSEny03PnlhfPLMy8vn/ju3S94fPzaTUXEdOStVeN3Ry1/xwAMZd6tG+w+X5OdO7Iea58UpI3aK+frFeuySzw+vmXKCzEkF1hMJrLIickn0OoQddAxKWdgnrM5BCnUvpqBw8sLdatsl8K22i5xva47KBnd/5442AmvyUUYZkQhjrFbVkuOrkgRwFPcFILdWME477G7HJaFGCLRRSbH45E1raQY6Y4qhxDJOTNNM+tWKbXz6bqipbFcreU34gNK0mbofJzQaFOUB88uCkRBW6Rp5SIXWq+Uy5W4VULdOAJZIsd0NIzCyxywGl7VxsrZENPIYXmgNeUSVge7NtpWUTF/RXPYiizLgXkxGe19N5wp7wqtBVrrTsml3RI+OOCsbkDbHFxSFVoXahdKF7ZuEmxCdPWjl4naTROwm4TY4JDSlbV2XtbCuhlLkGMgRxveMuzaTRNgTtkN8YEy7hQ0L5xOJ374+c932/Ax5lzcgKKrZQCrzw4AjJI+nDieHmzz8mElOdlk6fV6Zr1e+PTpR4TOd+/fcjouzPNXrxi0HV9NTWHGHIYE2T/rvQst6PCbG5Han+Me0RnDIsdI5yC2WJbDiWU+kmLeLa2meSImCwqAT5Q1MGc4CknEh590StkodWO9rpS1sp03ts2aR5p7EaTkAyy8i8ZKU8cvsLoUZzNGcLBZgnYT3FqOgzXe5GzZkgTAatzs/nQxZd8hJ1ftWd96b/Y+5jmzLBMpiqWv15WmlbkXTELU6M2866Vd6aL2/tR9vUIGIsgEAl0jxVWCrQpsSigdojBHs04XsfblYSAqmK4nKkzZ1G3H5Uhvai7Ezdx58QDfaiO5cWnyx0/TvLMD7NJgN/1ow/WYOzNYYC9McJmQ7BiAjYnH6nQgEPauwVdlwD0Y6FhHaTZEtDYrBWIQn3voHZHel9K6mjLUeHDXmSTPOBceHx8sKIaAuV85GIhhEaXWWyuyd7XaxjXtblujQzXGQNk2AwPXlXlOnE4HpimR01feQCQi9qFa9BPtk3IdGLx/3H2Dig0osR0vettrENjqxloLz5czvcM0HTmdnnh8fMebp++YsvH6Y+KtxNEpZmh/0zH/rduYZ+ByeeF8eeHj8wdenm08d90a2pReb2j2NBlaezycdpprvV49QFg6l6JbeQ0kWgQfaAiMYKE36qqbU4youfv2ZjhEzolpCmZ8EoNdaM0EEdY1U8UMV4PYAJU5QwrCOnWmAEuKlIr1vstGF0tbGxNVZ7Y2o2kizk9ueZ7YSqc1IB2IPVEJNuSlZ4IUCor0xkRlUhuBHqSTY/NhsImH45OJYp5+Ru/K5bCyna5s28rH80fWuqG9MqdowNc0k3L288JOCQrCdTVwNohQts1EXHlylPzWwlxdDVgR82xYK5eibC1Qul2LKInehd4r9VrQVtBytTLgerX29Na4NjhvlQ8fP5lHQBAO80x2uzCjQU0VWFqnS8SmB2VSts/z9t073jy94f37d0w+5bqWCigpJwOSt43nlxfW60YIgWU+8PT2HYeDmYskLwOWZQbtXC9nPn38kfVqw00PS+bdm0eWJZG+estxbIGHEEdW78iwMwNeBrzijHcAEU8CrIYzsc6wAQdCcJeVR07HR1KadrGKOchWXEZ3p1vDUkjtrJt5AW514+XlmQ8ff+T88mLjo3pw89DhgOM7twNcXYc2wd7kGItlQcx2PPscw+xy2Je5ei3ojbbSbgHHcVGbbyDeWHMLjGNXSMmaltTnDw73XtVOzmYBPqtQipUWW3c/wwgbjZXVga1OaDMaojXhOLhmOGcAyeaJiFB0RWhctXoPPmQMm1C1xTJNgflwYjkc7ToAU+5EIKdI7SuxKLWZyUndrj7I0wQ/Vv5E5nkmRSvhemuUbfOhn40qxURjw2+gWV1uPgnm/b9WKN0A1zaa1tSEYeYSjdGm1X5/jBG3IaJ1d/CJrs+PQ+fimMLoJTA4KHgWYNlmyhMPpweOp+NuMKLa9gygqykDt23zIS+6U4FTnojRmuiGX0WKwfoI1qvRs9vGskzM02TTiTDZ8ZeOryIIWLpto69DD2iMhBpMWz6aJ5weu5NvYb0ELhDyk1+7DXfYqg0vndLC+/c/8HB6w8PxLaU0WoNpTqDNdn9RuhiIKGCCn27/9un5hW0rPJ+feX7+xIcff2RbN7Qpy3RkmiaOx9POTQ8jlJQSpTbMsgwQISWziRbsItsuD/s48AGQBvuco7rpHdcwjDFssgOot8ZrnKOWfXdoJbBt3Wmq4phL53A0XnmeFkppVLdlUwJxyny6Vj6tG6FvNE30DTRO9DwTvdGmVHPKUZlJcyJMR7btTOuF3laybuQuLDERpRPrldM083g68fD0HafDkXq5QlemPBMncz6OobJuEZGNl+vKy4ePnB6OBBGm5USaM4fDkXfv3nE6HgkhsK4rv/s7v8P50ycu68bam+FM4Qb0raWZ0UcTqsLaApVEExsHr/gkpNrpVdDxtfnPOmwdmyf5cqaWShQTBU05OaPjvQFOH27NrpfGRAjZpwgvLMuB77//Gafj0co2vzYmeBt2YdYb0KoJow7HE4fD0STCOe+GrmNq1/nlE8+fPvLp0wdEOz/8/I9zXCamKdLq1UDxLxx/OaYSR+D/Cvx5Vf1bROSvB/4M8B3wZ4G/Q1W/PA3RlrOBQGC7moa93hGEfVBEswXVWruBhxhP3FqlduVSumn+S+fN2+8MRFkeiXH2BRS59akIIY15P2o7LYrWxvWycrle+b1f/orrurGuV9b1StkKvVkH4rIsVp/NE6knVNXHjA1k2DQB1tswushs0d0886yrkG5+/+K0oWVGCTDvgZRMd7Btt2EfQzKLg6U2lsnig821s8an7l1nQ5G4HMxxZpomer+aU3AcZZlRonMW8tooWtn0QtfmllkjIxnlTDRZMwHJJ6RXasyYT19FKSZmkoD0zFQSx1XQoGTJSFQiPqIsKE9vHyllQmPhcJx5qgvH48Q0Rx7fPHI4HHl4fOLx8ZF5mW182zy76hL3/LcW79r7btd1rUbl/ep5NTCQBGmBNPn9121eXy/Wcl58dFozZWWt8HwdQOBQdtr8wMmxJO3ssuCtmOgLB3MtAMw8PT3x+PTEMs97b8COansJaGDgyrZuIDbS7Xg8mWmoi4JCEKbJGqrOL8+cn595eXnmsEzkFFjmTEqCjUMrtPabFQv9V4A/Bzz53//7wP9AVf+MiPxPgL8L+B//vs/gu+jwkTNk92Y1PdR3gz8dc+rQUVqb0qxWO/mldFoTHk5vOB4fmacjErKVB2NuwK5Vv7WLIpZx1Nq4bhfO5zMfPn4wOWwdwF+HbozFPM+GAUyZYVEeHcU35aG9RysRbh+291tHl6iVImOGoNCJYoEq3Qk8QnAXnb6ZCcXwOhDMxit4OWJhgRRdlCKJUjZvprLMIefsjEFmXVdAdw/EZQqkCEs2jGRtncBKQ4kKm3sHVI2oRrq36KqDuxIzvdkkpN4qqhtBGwHL8qaaeNlAQudhSkRRUlBjzoIyzUemlij9haVXWpsJcyZNicfTkcPpgac3b2xHnDJBzKOg9856OXN+eabWsmM0ZiIS2FrnvFV+/HRhU6EwEZdMnHS3Fd9Wm1EhvRObIh1iE1oTSoXr2lg3e+7hFzioOfXrfZsm7EpH8alIHgQeHh7MKcg1AUOxKA50mv9B2ZkIaw9OZhvuYOCwC8sp0Vvl5XLhej2zXs88HGcWl3HHYGVAa8ZgfOn4w44m/5PAfwL47wD/VbHC9D8E/O3+kH8c+G/yFwkChpz329y6Af6JOGdugzxHCt2a0WjBT2JrnU8X83a71s68PPC0HHl6eM88H2w4x82L2xaONM8AGiJ9n/9Xa+HHDx/48PETHz+9cL1eqbXTG6SQrIkoG1D18PBA8gWFL74xRqs4smvDUm4goIREnuPogPWFb4vQAlsbCIKNGxuzF4IPZwnZO9Ha3pO+bavTrImck7UiExllU+92s5YgezUlrlsYLjUSIOXAw4NNJR4qzetWSKVYl2ISQu9cVdECjUiTGdWMSqSQaBLReESSUXRNK9IrbJ+4tsLHD1c+rWeO05XvHw88HCa+f3siJhM3XVYzIVke36Jq2UueT0zTgfdv3zEvRw6HBzS4AaqaZ+Hj0xOfPn4g5sSn332mbBvJx4sRGr/38cKn88YvXypFAyU0dFvR0H1UHLRaSWJDV3O30eyyQimd61rpVUAyb94cSQETZHUTIo3uwMtm8y86AWImhESaFg7HE09v3vL+/XvevnnjdmGdWjbLelPk6nTgx32IaOLh9MhyOJInswuLwWjIlCK1bGzblY8ffsV6PYM2nh5PNmFqsiGl23ZlvVyo5TcwmtyP/yHw9wGP/vfvgB9VdWx1/zrwJ37qF0XkTwN/GuDd08MN6Lv9+/79vi+A/b92NM8A1lJpHUQi83zgdHrcTRZCGDZgI/EaavEOjHkDJvopZeNyvXC5XLlertRiqLIQXBOenAGYvHlpBKuxmIIBQqX6IjUXnh314T7QjZ17TD2ym96yegW1hWxlUnCBTMAs1gYb2u/Y0SGxvlGqIdhOJmEwKn0HL2O8gZEWQLJbfduOlKOZiuTazaQkdko0/f0alKKw9WKUqnSDAEOkSUSsCPAhGglCQTRQW+e5dqp25lxRCRy3tl+NEaiDWCYSemOaj8zzgTyZ5XkIiYYFqoELxZT261FqZS0VlUQXayS/bObiU1QsCHQf7uLkk1FywTo/Q0B6tSCgkaqB2i2ji2JpeApCEnMZtpGLdp+YUYiJycTtwmI0ncbpdLIhopNz9qq311Z9RQeODsE8mU9mDD9BB65XtnVlvV5Au02YnhI5Ry8RTeTUmwmmvnT8JQcBEflbgN9W1T8rIn/zv9XfV9XfAn4L4E/+4nutrd168kWGC6ffDK6fV0PLB4vQFa6rjXZ6uWyEmDk9nHj77jvevfuOlGen5NLeKThQ/94LSgMpdAcIPz4/8/Jy5vd+71c8P595ebkCZkq5TLZAlmk2ZDol47N7Q1dIB1tEtVu6v15X261rQ1XMgfjOtlziYLKDMxvmF9dqIbTqqWYy1ZsqMZubUpwDoY6JR4JIZ1ZvUvG6v7XBtpiWXFFK3ajN8Azj3BemafZAEHh4ODHPM4fDwrZtbFu7UYtBiUnJE0wBtiZMAc5b48N549IjTQM6P0GcKGQaka42nlxQUg7EWIn5xKdy5lw2rj9eOb5sPG8bbx8mHo8TP3v3RIpK2V4sqIXO8vgzjscT0/xIjBNd510f1ikeRHH7prDr9AuV0irXqny8Fi4FajpSNVJ0omikdZv0Y7+uowkTujdXRcsCCYUskRS6KRgFIs0KOAlcN9uETNmZwI1Chl3Y05s3/PFf/ILT8UBOkV6tjySlROuNtfTdLqz3vqsCBxaQczLAOUYDIlPkwy+feXn+xMcPv+L9uyfevX3H8TCTolDqSlkvbJcLWgtyR7V/fvxhMoG/CfhPich/HFgwTOAfBd6KSPJs4E8Cf/4P8mS7HuBOByBi9tc2maXvdXAIyUwWt7K3cOb5wDwvvHnzlmU5uLvKsKYarzL4Ndt3xs5b60ZphefnT774X7hei/fAG9o+TZns1k3W56BeGwYIvKoH2/BFUPbs4Nd66P3zWtT3keaqzqXb5zQsxFgT3A1o5A5hzyYC02Sei5vTjq01l9pGck5sJezpZQy69yvYDAATFN0LUAAvvXTHF4KA9MYhJSYHU5NA3QpSlbUHet98YU6Y3yE0DA9pOtmoePU5hRLR0qilw/PG1hrn1TwWp2QTmpZ54nBYyMsjcTpCXNCQIUz7JtDVRsjV1k0dOdt0a3Gzjm3b+PBy5VICm0a6ZPdLSG6oEpBg5ZyqsURNFXA6tBl1KES/X5TrZSVHYcmBNJkm4WUz/8oQ1azagzWd5Wnm6c0TD6cH5mkiBnGBm0/J4m5uwGp+gUEiOc8uac+7xVh0RWKrNu7scn6hlpXDwXCAebYWZNVOK5sBgrX4MN0vr72/5CCgqv8g8A/6Yv2bgb9HVf/zIvK/Av7TGEPwdwL/9B/gyV4HAVddme+eLZRyt/uFEAzB3wovlyvXUnn33ROn0wNv371nWY4+5ty70u6DwEg8tRlo0q0zcN1WPn78yPPzmU/PL9SitKo+tRcmt3COcRiVqKndAmZI7OKi1vpul+0fyNO4MXHXqMjRHbmtpkMIKFOK5JhNuQcehCI3f2N2dtBMM+33Us537EnzBW9agTxlwtVYiX0OoFiTiYmXrBQYIGcaqsnW9s+QHDcI2pmzO+FIJUlnu9p1C7Wz9tVLg+ZgoaXWRsNZe2xQo+NEImW7spbCWq5cNuH5DKVtLFPk4ZBJ8wPz8R1peSLNBwgLhIzKbMFUlK5mGFpbQ0JkmmebSRBNnLO1lQ/PF4ocaJJpybslSXQxT0bC5NfUwWetoNFG0zXwYY+7Tf2lXOk5MsWZPJmGP366EpoQs1jLt1gqP88Lb9+85fHxwTr8xDeinRGwc7368JBWGzmbOvLofS0xpt01eJoy1/ML1+uF8/kZbZXT8cBhmVnmvJeVtdgchF4r1i3z5eM3oRP4+4E/IyL/beD/Bvxjf5BfGu6w6sq43TK6Q226I/tK5+V84Xy98vH5hZBmng4PfPfd9xwPR06nR5MA722po2d8VJ325xF9L+uF5+dnzpcLHz+eWbdCirOlsAFLnXO27rBs2vQ8TcYAVHPEiXHMJjBn2z4Ufo7ym1edLZahehu1+LIshpwHWBz8QUwotZWN4P3+YP0GW7OR0625UCUK0zy57ZSp3hCTGccU98Vs+gXDVcYuP95LdpAzxkitdX+vNxbBUWkPEF2h14YmaEtgScLahJcW2Lry3K+U3uihIRxRSVSMeaE2ikYCE/PyhkQjx0qtF57rlfqrC4c5kZYj5EeWh58R50dIEw1bXCrZMAgP4p1CkIKKEnIgTRnWjV89n3leG1UyVTJNkmUCREvZ1SJ4373ib4B0cFylSaTVTj2vJFaEgpYzLBNPjyfm5cDDwyN/TCZKVzN+nRbSfGArphD9/vvvXNwUaXWl9UbKkd6VtRTOlwsv5wuo9QY8Pb3hcDxZl2CMlgFMmRiFVgvn87OxINuVnCPv3z1xWCamHCnbmVoL6/WC1kpQJaW/AhOIVPWfA/45//O/DPyNf6nPZUYK+75n4JfTb70bEHjdjK/dSuPhMLEcTxyPp336qgwgcLw/BrGu5p7Tm/sNFLZ143JZuVxW1s1mvAW3pVbBSwDzCAxi+oXh6V4c/xxt0ENht8/b8113AD+j09HSbMtQBt0TfUhEnvKeGVUr7hlvf6T6ugeSWwtp7+JZgmVSKcWdggIcfmR/7oEZDEenocsYGcrIEEIwPcT43NVl3UGUJIYRaDJffeuVVM5l27MZUWtNHp/bArJRZxonsz6Pid4rvW3o1pGgxHQgTgfSfCTExXZXBxpVxhyJm9dE7zabMQRBktOCZaM0pe+7fvLf9bkDBMy2blyrcd/d2ozHhdXe956VW4eqX0/E5jQSkDQzHY4shwfO1xUUlmVxr8Gb0G3cl9XVh6UUAx6TqSDzlPdx61FuCtBaC9u2sq5XxGnKeTZtgIi5U/VqGYD0vjNW/7YYPuICOOC2YKxOM6OHWuHlfGFbN3788NFafGPk3c++5937n/H4+ERyUYYOV5rdNc6owIa5+5S68Xx+Yb1eeX554ePHFy6XlfNLQTBrpmHZPOXMGKMVguxmkDFG4899R9Uh2vG/dx3+h3EPDNvmNI2OGCWMNMDmKQQrN9R4/9QmRpNM7WWnUsGs0aP7IAxVXO+dlC1jOT6cCCFwPT/vJcC2Gug0zwYITtPkrzkssNoeIIybNufa0+m0Yxmsq+nxS6GXDVrhkBaOUyIF4WUtfFg/EMJkX4uAzp5+4wHAAkZRoWtF18bCxJSsPo7TkT/51/4NfPfuHaeHtz4rwGv3QbKoYSlQ6VppvYAoMQdSToSUaVJpEmghQTogYUJlQtUnOH+WAcQQrPmoszc01WqW3ikmlgwxJKoYqPfjjz9SWufj8wvp8EDKM4fpwDRNnE5HjqcT4oHeJjht9nfPuLZSeH55tuEhrXM82vSg08OjZ5+uDEyBwzJbd+CHH/n446+4nJ/54ft3hgfMCbRa89DlTCvW0h3EfBqG9diXjq8jCAwlLLdAsEdkFdN+l8rlfLWFFOwGng8HjscH5mm2ummYOQQx7E9GFjB2oUZtJsS4Xq9cryuXy8bVv0ppBty48GXIMs2G3JFu8a6/ft9nYP+xRTrsraw80NbvdkG9+8ijRwBGI1Mdk5nvduTxO8Niu+toNb6lrkMyPfCUGANjtuLAKO6fbzznCAC7v+Pdz0e32ggQIzDfNO1WNoyhqqJDN9iIujka3ZG+ot01HeYnZjuvAmK9A4Rm3n8aeHp8w9s3D5yOD8w+XAVxxWUwytRoQfVk0V5/CG5EgncHKmtVmkbMgmhCJbPPOBIsCNwjZjquo7eqO5Bs/hW2CaQQ6E5Zd1XWbaUBshbydCDNi3UWYlSsvUX/fRnX0WcTOBjYus14mGbDENLoDXDQNsZAKaZavV7OQCdnywDmyYaUtkEHVhNpGWNi90LKmTx95aYiiF/ndrsghqRbJlBK53JZ+fjxma0UDk+PPL55y/c//LDfLNHllBIi0jFeWyztHgutadtP5svzC9frxsvLlefnC5fLxlYqeXLePwbylCy7iIHpzs99qNHuzSjHOx+ZgCrUVvfW4n3nv31A+5l2a1iplc0X4kDoB3ovIjvYqLCLqkbnYXMHJfF21pSSLdKqbqlmweBeiXGf7o8gMI4RGA6HAyLC5tNue+8ePC0Y99b9Mxhoa2MLK0mv5mjcN2gH99HINucgBLS5Z6Cbb0RcCanCz3/4OT9//4anxyfDS4J14JmRStwXJWIKQ5ExRq57EIzm+deU89opZCQdUVmsnPBgLX5Nbn9Xz+RuJcZgkNBG79V7QoQWvKlL4Lqu9OvK+bIxHw4sDw8sxyOtF6K4V4THmhgwfKE2NvcIOF8u5gcRTRq8HA67YajNDjAs4OIGIc/PH0kRToeF43FmyhGR7kNRV2rZ6LWS1ERPKSWm5UCely8uv68jCGDXeR+z3cUXRufycuVyuXK5rEzLgfl04s1333F6eOB0eiCn6YYBjIUlVgpIsItaa+G6XrmuF3789InL5cLHZ6MBz+crWzW1YhpDHMVnEgYhBAwPiOZHEKO7A3nKD+KOsmBguPXlj7YeVSil7ODcOIIVa8zTvNN9Kec9AOy++fiCzckDi+EE2ju12MIutdBV90UNUItNwLHhGGaNnWIkONA3Gm9soYUdDLQAYmXB6l71N9NUa3yqte5BKQRL6W1YrKkeHo8JqXj33kovggZD9OkQ1MqTYJcK1W7+eCnz9HDizeOJ03Fxmy5lOCmNbsreC4GCarFGr9bN2akFlImmmdonAw/lgMQHWk80FcpY9Z6LDXNT+5H5AiQx9oleidKtPohKras5JwWvs1Ngqw1tNh4sxLBTfzEIZb2g3T7bXuK6ovRyuVJKIbppyuIUd07DKSj5Arcy7eXlk7lWbVce3j7x+HBgcUqwlpWyXdnWq5UBrj/I88R8ODIdjqSvPgh45r+nZnqnBFyHYUclLwt5nnl4euJwMA/AYTltv/b6f87m++QgUwKeLxcu5wvny8q6FvPpawAOpt3vjuEGGNnUHPvaMQd1W2+JNlhE3RVGxUdH2ZCTcQPc77bjGLsud0DdvYfC/vquGGx3FmvNXZW3atLZPGXzmhdzmm297b74vTW360p8rgWw57uxFsPJ6cYi3N7P8G4c180+kznxCLbbHXKk0Fm1e1dhNBNVFaPeRlJ+B7qFaKmvjd9amKbkDj0O4u+gkUKvmNNz23dumzosIImu0TUAGQ0TxBntwec4GE60t2KrDYXxSbIe/KHR6VoR6YhPZu6t0qQx+YKPOe4NVWaYKk7/mQzdAlRD1Kz0a2uEPIMEWrXgZc5PkzUH3Q0RHZZhqkqvlfVqfgvaG9OUOBwW6w/x3oBWC62YJiCAU8RmZx6nmZjnLy6/ryMIwA74FO3Uprw8b5StcT1vgJCnhe9++IHjw4mHpzd3I7AN9a69Gv0/hEAopVVqq3z89IFPnz7x4eNHPn585nLd+PjxTNkq61pthHnKPD4+MOXM8WBgoATcJhpCqwbgaabU5t6BSggKhN0MpWzm+WejzcIuzQ0h+M+EPWR1Zd02M8CIt76G6JlFQPf03uzIdX8MImZu6oM00jzx5s1bS8175/zywrZtvPh3VeV4PO6iILjRsrXWvex4hUP0Mda77QxCjNEpxUDrndIqU7RsojU7Xy+XDWWjl0bfriCNHo6ud0qe9im9VNBCqCv5FHg8ZP7Yz9/y/fsnpnQzCe7Na41uZYPWQmdDKWbJJoHeAzHPBMlIOKBsVG0gMyk/2O+KeplZ0ep+CaiBsWALWKuh6+UFrWdCX5G+IVpIoZGT8P3P3oHAWitrKdRakJhBlFIulPXMen3m4XS0hewzEBSbGdl1tIdXLtfVJw+7zN0bhKZsC/3Dr37J5fzChx9/SU6Bn3//HY8PB+Yp2gDbtrFeLrRtg9aIYoNhp+XAfDyxnB6ZDg/E6d8GQUCx2rpU82Q7X1dLd0XcimnicDwyLwfyPlFmJMzjOVx/74qsUrdbL4ADgeYnYLoDc5GBMaTCvPpcU++lgDrAMpqAumcpQ8GomMvsLhTq/e692WIa4Fr0YaVgohTFdtsmQuyNxL45AgYs3s/ns4a9cKML3Yse3L8/hB0DsK5H618YlN89EHi/w48FbqnxyDTuQEy5AZEjCEQPTNKcpQjRe9YbohvSlNBszmIXoVczE1VJhvaLGJionSjKMiceTgvHg4leog+AbdwA41G32yzEYVkW6TR6x2YthkRMEyFOSNhMu58ioUKg0wXow13YP1+wPn5tDuB5FgCNHB1YbupGHabCbNrR4mBhsomzImYSOr7C6UDOkRTNyCbE7KpJU72u60aIZ+Zp3gHA3RBGrC16pwPpztjYBKzg/24mt8XMVHE9iIOBKU/m05CyTcH6wvF1BAFH22tTXi4bLy8rv/zxE0Lg6fEdp7dvTBf98GBz7GLegTbb+a0ffFB0zTUA58sz13XlVz9+4OV8dpOGgGoghonmjThBMjFmF2YkYr5xtAkbX5GySWFr7/t0nd66A4dKqzZhpvquOcA404FPvoDG8IxmmU9XLtu6p9I21izv3nqtN1QXv4EsEKUkblxhcwxK2dylx/QG11K4Xs6cz2efxOOKPi81fkoPMLQA430PR5ux8O9/d1kWYyJgpyZHJ+Lz84XeVlpp6LrB5cocJnLoJPlECcXAkBwhmPY+h86S4P3bE7/44Q1vno6cTpYao6badEdJUvBRXvi8AWxIjHnxKZIjMU/M84llqeS0EbK1IU9N6eKWbbiPpeDPYZJg3TZi7MypoRSEjdMS6EVowHfv33A6LRZk15V1XYkxcDoebPScKOfnT5znictxRt4+MOcj3333HXk6MM9Hovez/PjhE+fzmd/9vV86uyRMXq4t80SthZfnZ54/feB6OTNPmeNh5vHhQE7WM1KKTXwq65WoasIgD9LL8YF8PJEPD1aCxK/eaBS2rfFy3ricN9a1shxMMvnmvYGA0+mIpOi+7fcUGYB9+N4bpTRK3Thfznz8+JHruvL8cmbbKr0HrCHILLqzNuYeTU67u9BYbRm8cWiMOZMQGVNq1Sf72EjzsIuYRvosYn4C9zvsoBmHdZhrGUnXuBtZjnQ7JsscajP1YevVdzaz1wKbUSLBKcFkdFJrzYZjbKvRRb0RHMQSSTtweC8GGqrAkXF8vuPfBwqR20CUYc+2D9isfR8EM+WJ4xGCJFowaW6NiavCS7uyVaWJ225HZU7wcJx4enMiz4EYfXGKkMIQ8AgpgJKImnYgstZGrdZY1lpHS9tp0t4KtM0t1itBbZdX6UhoqJovpUQhaCQuE0lXRG3YawhilimxE5IYG4HhF3lKLAdb0Aqs64aIMSo///47/sQv/pg1DJ0eOZyeCCETQrZZCxJ4OB0JQRwgNNwmezaAdsq28vLpI5fzC61ufPf+DcfDTM4R7Zbl2TCUQlB1wVkgz4abpeVAmhZCshmWhK88E1CglsbLy5Xr1ZpKDqcHlsORx7dvWA4L0zLvXDxOjw2e3NDzaKKiZgYg1+uF55cX0wKcr7snnmKL2owXO1NPxOSjt+7oPaP1IjHaLq6O9A8+HhcTmfOR3v2ui5Oc+7Ud2kDG5H5ygpuPOHVUa2Vb132XtvLhluGMuYzWJOfAoYy3IfsE2qGErGXbJxaNHoro30cTkwg7UHgfHIB9wQ+ByX3LsVT7vEMEpVKpdaNWt8vG8RAiOc0DgqNL4FKVqCsvrbG1gIYDSSJTDhyPE4+PR3L2AbEmD9qDgAApWF0dNZknogOCzbUYrSu9NYJbvWuv6AgCboEeHTRu0p2XFleDClPMhLohtTFluydC62hQbKixOoMQUaKLrm5AcgiBt2/e8P37d/yxn3/Pz7//OYfjCYmzbyDW8iwSOB4OABwOCyIr26Y2N8DBvrKtnF+eDfGncTodOMxmLlp6t4GoW6HXgnU/+8Y2TaZenGfCNCPJA8BQWf7E8VUEgd46L88r55eVGK0u/P7nv2A5Hnl482g1NjupY/x0t76OmKyLr7TCVlY+vnzi08szn16e+fDxE9frxvPzFUiIZFIIhJCZ8syUYZkbITidSKdpoHZ345dkc+PUNf9DsOMBRXyBhyCEYgGhVaPwojQkdJqv+hACIUWbVDvlHYRL92Dh2PTo1kuwDFtpcZeeTs4TQzATQ0BS4unpgRDEJ+VeWbcLIso0JU6nBwZ4CtbmPALCyAJSSnvPwKAzxcHNERAGQNi9iWaYeq6rB4AO83xgmmFeTnd8eKGWysv5zOOU+dnTkefSuJTO7z3/NlNe+NnTD7x7mnjzuJBDIKrRdIhZs7fanJGxpq/eq40Er5Vai8m/S2HJCylFHo4zl8vEHBulPHMpF/Jipp6hNVoQcwPyE54TiNuLSd34/1P3byG3reueH/R7j+3Qe/8OY8zjWqus2pUd1JggiKggSLC80CDUTShEkEQj+y6KVxbexAsv6kKQAiFSeKqAUIlByIUgQlC8MqBREA8J1LlqrzXXPI3v0Htvrb0nL57nbf2bc8+5dqV2Ckb1xbfGnGOO8X390NrzPs//+R/MtkLJuFoIJVHzSl4veHfPOERRJ6bMsiVh9sXIl198weFw4Msvv+Dx4ZHHx3eM41HGFXStbMVnQs4RizeWKUacMQxRBs+UVr75+re8PD/x9PQ9D3dCiZ8Gj3NQsrT/aVuoWRKWvZXPKsTIMB8J00SYjhg/gB+UZ/GRF4FWG2mTdKAQJAR0nCaGccQFvzP+hP9zWyM2vRmokOrGuq1clyvLtrJpEo98Zd0JW0zUHbWVQExvHMYUMJJRYGzX+csJVtTgo73Z2klXIIgv5rZvVpKCzLK17Gun2qqy8OSG983vIqnbak6+d79dwShh5A2br/9ZbmCeyEsFUiy57mupDnDGeKMeN4S+LK2/21eWHSS85T7e2IRv15q90+k06NyVi8rODkEAW2sa2WTAkLa0f07OwBgtxlvGWCjVEUfHaXLMg2MIVoyfKzsrcvcN0OrbalEVZtmfhxi23liD4v1nCFZWpblkXBPPgGCaBoUiBiKAtwIKlpppNUOV4BPbbmzMTssuVfIQxNBVqNXTNPH+/XtOxyOfvH//A7ajUbYjoF1I3bs8Wak6nBVjkpw20rpwvZzZ1is1b8RwJ0CpFYZp0Vj0krMkKjWwTkliIeBixIWoKkq9+a1Dcpp++vFRFIGcC+dzYp7vePzkU453D8R5wmpggrOS29fnAfPmxiwpUVrh6fyB63Lh++fvuZyvXFWZtSyZyyVJKEcrnE4H7Cg4gHNgfdMqqatAY7E+gnHCTO8S5qZiH+fI6tcX+k2vHYrFiGFEqSSlg9ZWuawLAHcpiQtwmVDSMDlLkq1B5jqjGYtSi7TLsGaHsgUB1ujrIeg/O1HTqblnrVnMLIbAPI87iNiDS9Fn3YIXuembm//HW4S3IOfbVNyihilpS7o9cUzTBBgJN8mZUjKXq6woxR9SMJHPHo8MY+T33KfCq/Ce97Pj4MCljKmW4LRoO4sr8j5uWcQx23ollY1cuyFMlcAUU4DM4A3zYDmN4CnYlnDNYVrCOk/BkZq+yVY49qVmcr5Q8iorSOuoxouXImIScr4slFqZVal6d3fHF59/wfv37/nVL37JNElBaM1QmuAMGLcDp/K+6yo5ZWiSa7FcE8v5lZfnJxljP3wLVA5T4P40czrOWIQWvK3X3S7M16KW555hnBgOR4b5iBsmjBfZNcbhbFTK9U8/PooiYKxlmsSD7XA4ypzkHcaJx6Az4DB75bbqlSdcgEIqG+fLebcFkwu+Az/KMzESQwZWI8CqruNkzYORQmO66AdDK42UJJDEOzGggH5CWU2/gdzET7CoyYh1ckqUJmozjOk/TS+ApHgCst7RMIG+eut3/H5DvpnXm3oQCq056Ikv1OFuKGoMwisfhh+u96xYtXlndO5WWpUy/zrO0XkLnQLdbdI6gNk3IJ1JaXTFWkvZGZJ9tdXfX9FdwLYtlDLQmmcIApSN88hhCEQjF6Rt4iWhSIxahzuS6Z1VB3CFCi5jQtY9fxXuQcuMHky0eOsxQUaLS06UmihpFdDMenEHKpmWLpiyQhPH4UrFNJEat2o0ar0yDCOHw5F37z/hs08/5fHhUVOExB2aTiyzHmvF87HvJK1tt4gzBXLX64XL6wvbeqGkVVam08BxHhmjx1DZlkUUhOtCKwoG6ucUhgGvXzZ0IFA7ALU4sx87MGiN5XC44/HxPdNR7JSyqUqcMfRmpredzlptbQ1lzazbyvl85rJcuVyubGvWnbXHapagRcCc1nqeoZBHmilqCOmUfiyVu/MBVvVrdy7qGCB/xlhBxVstu2ijVUkUds4xxEEtugtxiJRa2dIqDL9tU2mpuZ3Etcp+2JmdOOWMZhF6u9usVx1ZvLNiLx2FOppSZdsW3QgYpnFkGMZ9zLAWJSSpvtwB9EASo+j1G8ak6b4DdT/1Sy4798AHv68suxKvlCzGp6voC0TsIluUEIRXsFwvpG1kGDzBD8xj5OH+xHGIDAa8TtCmy51hL8qyFpT2X4qAsCKljRearwSP3oqAzN2Oai0ZWLYNUiFfMz4MWC/JRjVn2nZW7oIUldoKNCtJ1tWwpYrzjWk+8O79J/zZ3/uzvH/3jrvjicv5IgdTM3p9BEketqILEGakOBc1W4V2XrK0/+dXzi9P5CSfX3Bwd5j4/LP3Uixq5nx5IadE2jaCteJx6Jx4XAwTYZwIw4QNg3Sy1mOMELOsFqOfe3wURcD5wLt3n/Du3SfgDFiwTXbpwWqwZFMQEGQvnJJoAM7PXJYLl+tV3FrXRC0iS3EuQDOMQ8MQMCYwxIB3htZkpSPuvKJAxDiN20I56t2KSwU8VVDlonRaPUyFBloaJWdM8IAhl4pxjsGLuQcGUt70+3a6a91b/4agz4YqI4+0L+JwrFryUirr9Yr3gTBNeCfo+bpe2dZFYricZZpFzuq85jFkwUakaxDCSUcfgld7sUFaRmcdOUu7ui7LPgb0kUBIVRIXLlgFSsAqrOuqPIOVUkS7MKgScRgHckmsq7wP1yt8+eWnjNOIa4a6JTauEqfuKyVETLMC1G6Cc+S8SeI0Fest3ngsFmccQ4uEYHGmEm1jCpbP3z+wrhvXZWWtjVQqc5AJveZKY4W8afhkIbLJexosdSvUlNgur0RvOJ3u+cWXn/L4cMfv//7vc3c88XB3T3CBkivOS5qzG2YqjqoGq3Kw9HAcpWk3CNGTkmG5nGk5iTfDEGSV60QYlK5nUlplVFmvQGPwRpKPfZCRNgTGw5E4HwjTARv6GCCYgHMRg1UX159+fBRFwFrLOB0YhpGMVODO7XbW0FWjMldpHFRJkg2wXLgsVzUZEYMGg1RBaxzNGjVcCFgbEb8JwQd+CL51I4mb3LO+YSSWt/x5PZUlMQbVL2jHV8W4JJeC15k2qCeBD07UXjmpN37T0cYq8/B22tFu879QT+sekIkTxyJrJHtRzEWzrMecU7HTm3legTTDjbMg+GWTTsub/c/31yctfdKNwA3A7OYUXp2bGuzrwT42NCVuWcPuyBRjwKRGznY/yeMwMISINUZOxpypxlOr1VO40poVgVRRJmhTdahTFMYKIuO8VW9G4e17azjO4tpUS6JqRzd42cOXYDU6Xlpzo3LfYAWPyBaKbRRrGIeB+7sj79+/5/27R94/vmOapl2I1fMNTO8A3kqftZj3zRJ6RVkjOoO0rrQiHIbgxU8yBrFiy9tCTiu1Zmgy/wfvd6crFyI+Rs1qlFFALNb7SKJ4RL2Buz/1+CiKgHOe+XAkt54FIB+K5NvfXIhBwh7X7crL+ZnffvsN3788ce5FYNt4fjkzjyeZpZrFNktwPbTBQ1ugFawRTfqu+UYYej0/sH91HX9rOg+nROjyYjcKz9uJE1G2jm1dqSmTz1fGUfThIQoQOU8HuZFrUmfhzLYtClq23eMv501QdtUNyCktRJ24Bc2+a1hTMabI/FoztSS9SOLuKnS+nG+gnyLuW9r0+wbiECQWuyZyrlyuG8siX2mTdZaAqE45BbdCUoooDbOGZXS03jnDNA4MQ2SeZqXVAi2zGtmNH44zD3d3kqRcChZph2qr5FZEfSgHtFB0aVgnOETwga1vCPSEcE66nlYyrSS8adwfJhyNmlaxWmsQYqO0xmOtO350fr1SjQTTemtwzlCNx82Bh199xrvHB778/DPev3/kcJg4HQ/7TSyAJ1gXadazVbsrTo0G3VQVObUqlnAYWC4vLJczl9dn1uuZsq0cxlG61LKSVBlorCgS7w9HibybJEwXDHacsXFgON3h4oQJasRqHNaJNbtpsrrum6qfenwURUAYfH4/iawCdNY0PWtkbi1qanFeLlzXhTVt5KqJOKVqGEWvvBZnlASD29l4IkmreGd3ay9gNwrthKBa+0qo/7OcVDlnTG206qixyN/XixACOad99VeKmJiIeaUXaawXeyufLaV4oChtuInqS63CGuqg7Yz8XhEOvowQ4jZjjCjV+kkpuXTyVUvPS+AG4ulXXy1KiKZ0BN3i6nK5klIm50J3SO43/82olB0orPW27pLiIBwKoQWbPQxFnreciOM4cDwcdhfjihKf9nWkmnoom880GRH391Xt2bciLtG1FLXTAtOa2rxXvHXEEBjHAVMKuTWMF/1HFYSIYIDcDVI0AwLEQDQGfvXlF9zdnXj/7pFpijouieBKJOBy6r61LesMU2tuBrGCP8lraa2RU1KnoCckErWKcKkBLWOpuuoURug0DtJVOae5BgbrRR/gFQcwXqzeBQcQwJb2ZoX9M4+Ppgh4HzG27S25tK4i4+wo9aKOrN8/fRCz0W2jNAGOUhbzTUOAJgCgd0HovsWp866XjYGeKt2QVARFVUA6/eldEJRy1p14FdVeKVQjMs8cgxaRILZe3om1UwNr5eZP2yZEnCjpQN47vDOUGsXtl7KTc5wyEHMR1Z8UAEMIllKM4A4lIQErghqXUlmuV3JKDIOcvjEG0rZRm4CNnRXnlJY6DGHvMkA6oMtV2JUfPjztbeQ83+F9lE7AyulWlIewLKuOIfKOOWexP+A9qD3bIO9xLknWnlTuT0c+efdO8gmbtON0Sbheq5VGd2k2TliKJSdKLWx55bJeWNOVLW8SGrOsmNJUhSadhQ8BgT8Mbl3JtWA0fBRjGJ1ljZ7ByudtUKA2Fx4f7rm7O/HP/Cf+qf09vV7P5CTaFqHoilDJGYEzdxBOXa7s7pmg6Vqt0Yp0Itty5fz8zFe//kPu7w7cnSbyeqWahrOVGBxxUst1HxgnSX6uuoyuxuHjgB9G4jgJKchF3YApHlaNeq1Ybv3uH318FEVAHk1itJW4g1E0vAkIuKXM8/nCsm766ypFYU2sKfHycpETIBumaAluJNpZAjuM333opCV2evMKw6+3/j1uuhcCTD89RWBTciZvOs/raqpWSy1ZbMicZRwHnLPaEVRykTDIUoLO+EhLXaoGr8rHE2PUj6lxPsvs6/2wa8y7Y/LpOBGHiHVywaacMYYf6A769zEYog+6nWr76m8cxWAil1viTRcNSdsvTEJhLHqclbDVUsWYVXgHwn3oqjWxwBLj1U5jtmqLtW0yNtRa9xDXoKvQTj4SlyChMjt1dK5VSFcpyVpyWxdyEQaiaYhzT2mYJivctG2kNWGrxKCbwRJCxHiHi4HaJOK71sqWMpbG4B2n+aAzuxh/llL48osv1CZ8gNa4nC+ULIG4wUdckHzAGGd8GGlmUGKOvF/eejrtTC6nLmOWDvHbb77h5fmJcfAELwrHIVgNE3UE7xiiF2DVyxagNki17avHOE34cSaOE80GqglQxWDcvOkAvBakn3t8PEWgnwi2W0UJu6pq63ddV14vZ67LxnVdWbcksuOU2bYkJ1NpuCZW0t55oko4vfNsScA6aVvtjr7XcsuSryWLGqyBcW9aOitJPkUlp6Ukne01Q6AJ6OasxUTxsLfOKqqeda2WubHEZO9cDbsZ5DDEfXXZeQJv23blKTKOUYw0bafy9iJwCziR91MuQK9ipG586qxQl0ut1E2osrlI+1/VBScEcT0OQbYFxupryUXl2aqhNwZr444R7LJmqzRp59g20XJcl6syGG+x2hLCAd2H3/S/Z4WS3bTTSCqLXrfefaidWbO3/TuWWhppy+L666y0zNYSzc0uPcQoxc4stBo1Xlz4FE3HzVIqn33ynnk+yLWzrazLStdqOB8IPhLCiA8SjVabzOLNOl3tSnE3b8BlYyQpquTM68sz1+uFGBzBdUDQEYNjHqN4CAbpHq21GOfIVfkT1mG8x8eBEAdciFTtRGQNbjFVOoYuLPrHoggYdQRGA0Jby5SaWbaVl9cLzy9nfvvdk8Q94cmlkZrl9bJyuSzkYvAmcJiOjMNMcPJGAmzpQsobpSRqlQ8yBK/AbVMXHrEhK1X2//1k9SHgdH/tvCHYqOytQs0b1YI1A3EIDINYhYl/3JWnpwsvL0+EYIHClh6wtpEdLIu08K1WrPeMGq9dS+V4PAKNwzQxBKGMStQ0WCNtsneWVbvncRp1do+sq1CmofP/465NCDFinWVZVrZt5fV8Aw3l9UaGYZKTRyPWRcgrHISXl5ddrGOdxMFZSVLdpcfdpLQ/Ojnqer1qlJah6R6+5IR1Tp+XIOm5FvJWeb1ctEPrG4fuhiyOPHnVQlSkacwp8/r0yocPT9wd7oih4fxVDVMDh/mA845luWJbI3jPPIwMPjDPhx2wEy2I43g4Yqzl9eWVdVm4XC7c3Z8Y4sB8OOB8JPgR7yecG2TZhBEaejNQhGIMEhDTSU/P5zPPT99xfn2hpJXDPHJ/nDgdJo6zl04gdGch29diNKWJB2+x44wJI+N8wsYR6wZAMIlW5adZJ8XIGbd7Y/7c46MoArIrl/a7W3qlUsi1sGxy8p+XlWVNrKmC9xT1IQSZX4c4Epx8oKMGhvjOK1BXl4YXgAro8WS9ZTJAt/ByqsqSp6LgZKviOeiDrPkMSoe1O+Mu7Oh526Onq44EWXMGi7fU6pVYc7P3MtbQJ7dBnX9CiLvCT8YGYQf2h1VpsYBTb6LJ6BJmpf9qN+P1Rktp223Hbl4Bgmb3WRZFtY2u/rpJiQSWvDUpNbu4ypibDmK3Xq89h0FXmp3PnxLZWdHBR7GVNw0amQZsKd9WtfWms9i1C6Vq0GYTmva2SUE1b4tT14m424ZJtz0dsJPnpQ7Lzt1cpa14P+Scb54JfQ1onJDQ9n+2u0u1Nd1AFmUvNh0F5Oes68Ll/Eqr4mw9xPEWIxalK/BeNhROb9wecY61eBuwIWJjxPqw6xMkxbpb4BmcdqbeSpKx+diLAAj45dQxqJJZLol1W/n++ZWn5zPfP595XQulGrx14kFYGiHOQq64Cwwhcj/fMfioo4C48UzWk1PUoE3Nl7e9PjfcD8Q0iuS2N0afrdJqJsSBeZ4IzihL8RUDggk4pyvBSIye6/XM5fIiSH3NpCTpsfLBh32ttguHjLL4rON0PGEwhCHi1Wmmho3qLXEQMs+yrBpVLeSkUirLtu4jgHPiv+i9GKQ4vTFqbazLSkoJKsRBWYfd7cdaZQYqm7A25QxsonNAbqxxjHS3pZzbfsOCoPNdbCPdTmEcBmL0jEMgbQuvr1DrTAiRZhDEuxmsk3yFon4MfY7u42JnaIpiUr53TivnlxecMTzc3XGYjzuWEqP494GVJKuChtl0azXpVAxGdu4hEEKU31d7dec8d/f3uxdAUxZha07UplaTgDH7+9BE2wxN/AesER7cy4fv+Pqr32BbZRwi7x8PzGNgjJ7ByyglRkVSBCpSBHARnKeFATMcMHHExxHjI81aqMJNcCoWil42GV5Hyd/1+BMVAWPMA/A/B/5p/Un/LeDfA/514M8Afwv4C62173/39xF6sHWw5cSWV17OFy7XhZfzlfOSWLfGlg2lGrGYLJWUKi03TBWTzeijdADWYV0jBPvGgIT9pOqmnz/wAKhtX/cZtRczxsjevxXSVhiirvkMUIXP3Uplm9bdAERWhZ5xGhmnkXkadSvQCUV1n2tLyXsQiLWGquaTTmPDJU9BeP7NjKIbMAouOjmFWucz1Kr2WEq+Gofbmkgf67rtzsHeC29fEpaDuDLqnr5WOV1vJCD5O0J6cjtnoJTKuiyimygSpw1GWJXqXVhb06IhsdnDIGPaTtKyKhmulVKFPWqMEc9IAQz2FWjOctM33c07aylNuhlhJga8CyLhtU43LG9sxo1cJynBtoh3Ze+Cuk9DyQVI0lIby/F4ElzJ+508ZnV7IhmNnV3K3oUZXXF6LwCdd+hW4UwriegM9jgRnWHU9CBntSMxb7uTWxYEzknsO1Z+rhWbNnA7bdvqVsAaYaoaBbab8ix+7vEn7QT+MvB/aK3988aYCMzA/wD4t1trf8kY8xeBv4jkE/7swxj1PbCNVMQe/OX1wvm68HpeuCyZNTVSNhosIauxnCq2NhyyDoxevvobGqIWAW7bJ0G5xV221kqh0DRw8rbzd3i9UHNaqanoqnCUm1KTX9dlUQrz9sbJx2KMzPjTODBOg5wCupOXyaLuDsDOK6JvdA1Wimr8A0OMsie3YF1TUGnD2qYXrngltpTltVVJXHHWMgwSHVbVBi2XuiP7hp5EPOCDrAtTEQFUS3V/Hp0AJJ+ReeNC5HS1Wli3ZecVeH8LZ0kpk3J+s5GIWgTCviq17tamdqmu0ba69Z4dWd3mnEjrimAdUtAlfk1uljhEhjhp5PoMWEkPQraGriPlISj+c7Nd689Fot+ysjfFS+FwmHffiHXbtKjJONCl1g1hNTVjpDPT7i5Yp1hAIy2J88sTrSSCt0x+JCgF2NumxLW2X6vWSPxY1dg244TRWjE0TVzeOQpVFZfGEnyQzkQt+BrKfP0dzcA/dBEwxtwD/wXgX0Rurg3YjDF/Hvhn9Y/9VSSj8HcWAQwUMtty4cPTE8+vz/z22++5LJmn10xpnmIm1izeAJfzswA7Y2QcIoN3TENkGgdOp0neUIsSalQwhJCJfBDTCucCaUtcLhuSYSc010ajlSTFIVvyKqe8NYZWEmm56DwH0yTOMm8vzFIkasxH4SWEIFZYxjSCF/qwEHFk/HHWQZWTSW7OIMaTIYiXgmlClMEh1gkqcvJB1Gimki4LORdF8t+eUpZcC1sSKTGwr/8kw9D3AX5ntFWdg2XjstB2JqN0DbJFKFwu637zd55Dx1b2lJ/exiMrwGkKvH+8Jw6DoPWKZdRWRY1ovW5nBEHvoGDS9WXWcccY9PQU6bYzoi2R8I4jy/VWkEstynwUNWPJmcvlwoenDxwPB8Zp2G/mlDJW8QbnpehN87R7J3TAcxpG6aJi1PCZmzzb9NTh1m3Vq4TdvDzx/XffcDk/k7YLh+NIcMqINbIxckYs24N2orJKkjFjzRWCwQ0jcTzghwMuTLKRwGNULDfEUcYA59jzLK0Q5H7u8SfpBH4P+Br4Xxlj/pPA/x347wKft9Z+rX/mN8DnP/WXjTF/APwBwKefvBOF2bZyXVcuy8qyFVnrVbN7yIvmG9Y1C4hmLNEHhiEQQ283JfwDPSlAOfLFqlBHVoOizFPfPNuoVQGdnTnYaEZmUJp8r87r72uX3SfeGrlZ6fkC+qE6Wcfl1oU3t33tzbdP5upWGs53x+Ow03OF7bmjE3qDCUgoghR2PwCjqynpaIzQcFVvIBwALze/Bqx0AdBbhuTNZry+6QK6fZYYsJTS9mJgTLcjg24Bv4OtOoZZg5CevCMO4mRklfnWMTQhNHUgV5rXqoaq3ZPRmh4+UvfnZBRMrcUpAOhobdOu4hahJoDiLUxUthlwsxvv6UOCTzjdsdq+nlUcqYOuTtfH8tyU3aivVQ7e7iNZ2dYry/XC+fWZWhLWNBEqOYOzbe9cjVE/x7cYnlFzG7rXRcApU7CbhhgTEEtctZFTELTtYzB0Et5PPf4kRcAD/yngX26t/TvGmL+MtP77o7XWTB/Ef/Rorf0V4K8A/P4/8WfadVv56utveXp95Xxd2YqnmkgYB1K2lGxJ28a2ZUo2mMExhIHT8chxGjiOjnkauH846L6/KgZgFD01lFpwemGLT1wlZ68XvFzcqWSW6yKgonK/gxfDjFlnfO/Lbv9snWOc4s0CuqZ91z4pPXZdby4/nUjTtfnW9B2uIcaBcRyZ51mINjXrDaL6hWpE1tokRGNLlZy23f6834yg0eFAWrfdyHKaFYjTmyLparS2ypbSrhhMSW7wvgHomgZjUJFQ3hWF0zTrgd+UICUtcY9EMybjvWU+RMYx4LzdTzkrxAD2Jw37xsZajY4phXGIknpcopyq5xecGxhioJae+SDjkkiz1Whke5NU3IuSFu9xGpkPM4fDrKpQja83BmNknvfOCkMT9To0Ap46KykCIuyRQubUAMZ7Kw5PRYxjS8p8++1XfPPb3/D3/+7f5P3jHXeHkSnKFmDwnarct1aN0qSAid+gyKgrDusicTwQ9KsRsdYzhFmLoWhlQPUKBozvh8I/Gkzg7wF/r7X27+i//5tIEfjKGPNla+3Xxpgvgd/+cd9IWIGZVCTfvZlB1p7G4ZgoNJF7qrNA1LgwZ4VXH7xlnkeJZZK1NbYPQf1U1g8196w5I+2/V5mvKU2jvqR43Ky/ZC8f1QrcWEHxndMNQ5N8vi1tpLyRswfnsVZwgKhR4z3lV7ABUfdVJ4XsJs4Juqq7mYztBeDNWNfoMe0y6ydtyS1mB7nEK1CzC4xhCBHThCG5pW23zGr9+2k+Aboe7TwJawU76F1DX9n1N3d3zNFTszWzdznNNZ2dBWRrCP3am4pFiktDZdfmdqPK9zM7r2AeR6wxXK9nvHPiqhTENCVtKrba3ZpFWWgB7yPdD0HwAVVlesfxeCDEqAAwe7Hd+xKd0a25AX4li8zbGV3h7aCj0a7TiICpigp2ub6yXK98/+3XXM4vOAtDsIxDIESLt9rt6/ve+6Kep9GMozRDweDiSNCNQAf/jJWtjrOiiTG8bSF672j4IXXxjz7+oYtAa+03xpi/a4z5j7bW/j3gzwH/H/36F4C/pL/+W3/s99IknpQb1USaj1Aspjm8PZBrwqSEMQFjCmMcicHj1VwheMvpeCAGuxeBRtM9sfgQeG/VkTirxZaYeYboReJKY9AbtrPxWi17NxCHqKagclF7V3HO7vHS82HeOeYyPpidCdhZesfDob932qrLa+l03xhkRdUEwaT3yrcVWe8Imjrtyk2VkhYBKzeAwwiIpSi/4ABx10e8vp6lACgBRezWbz4GnfAzjhL0GkK8of315oOwt/96gVnr9HvcWItiZqKjRxXhjDHSKcRhoNZGysserNKvVqOFy4+OwzxhDGzbFe8d4zAwjgPTOMqfTkI6Enqt0+ZCDoacJMDjsl4ptUh4R/RM071mOQjwqh42ciprloUxTdWaGnKiJqE9IqznQ8rvyeixqZuSMZXXlydenj/w1W/+kFpWhmCZRs88BbE0N+CMGtz0LUAzlCZgN9aRS6MYyzDOxHEmDpN4BBhH8FGLgPpwVgUpafSZwsA/uiKgj38Z+N/oZuBvAP9N/ZH/hjHmXwL+NvAX/rhvUmrh+fmFb79/YamBtTq+fW3kJkBXSYWyZXKRmWnwhugM3jZisAzRE6JVIo04sbydgUMQco5LBpv0/pJPXE8KIe5Y5xiGwN39SZN8RLdw0+ZnlutFswYqwxAUCCq3DMBu2Ln/iuIV8Q0GAGY0+t/ijqB7L8h7XyMYeoy3YXf51Tk/bXk3UWVvRZ2MAJqELFHacqHu/gDKYuuZBSFGnPcSVKKWV8bIZdGfT48kX9dFHX6LtP3uBghKx6WhqbmHhBaMN9AE9Eu5sj2/Mk6VEDOo7VUn6Djn925DTnwB34Zx0BulEoPndHjk7u5ECJ7vn74n58wwBHLe2LZ1N0cByUJctwWJCpd23Xkn/v29sGqRckbSnTqQaw0qLRYGpQVVZnZPSPYLqdYOZCZy2sjbwnfffMXT0/e8PH3L8TDy6WfvOMwD0et7R7vFiFv5nNHOXSzPquYGRIb5xDAdGccjzk9YF/F+0FFXwGVhUcv/rNHUxdZ0/fuPaEXYWvt/Av/pn/hPf+4/yPeptXK+XDhfFlYaawu8XJtwpV2mlQpZyEGmNtFp9ARZbyXqSXetZXfELXucUx87d0ZdB0tQqyrVpos1mJhIFF90P97DN2SXnWrBOhHUBC+nfi1F29BbO1fVI8CYm7//TX5q1AeOHWRyagZiuuEHsvnts1zrXYB+76K8BAHA7M6U68YjXUfgjEhfcxIvhNKq6CKMwXQDEuuotmqWY9P35hY40mXDXV/w9rFLVJtR8Knt3Yv8WUG3aYLJpJIwztMw+HUjBBhDt1bXlro1mq+E4HccpSjQ5rxnmiRT0Tmr9mKFYANJdSTjMN82Pfr5dryksxx7TkODnRMi67aKmFp1GXvbV7zVO+xuPX9LcDJ0ADbv5KXleuX8+sL59YVaEs6OHGfpYK0Cgf37oPhT27sgHUwagg34QNBxIIRBg2h0dMRCs1o/Grt/SN/6GHZy1M89PgrG4PW68O//9b/NJVnWVlhb4PnqyQC+COjRHMt1he1KDYkhzkzjkbvTxMP9geNByDTni5xo3Q4LMtfrVdRyNQsrz1j9ECXRdU1izRWqrsKmcUfxh3WV7YKzogHXfzfG8Hh/J+vNVqXN1FPdGGRWRdJ4hmEQfrzRNCNkrhQQTBxg5MMVeLlzGxoam93KrQNImzIfpd23CkLKzSMroZwTp9OdeNtVw/V65bvvvxdDyhA4nE775kHyARSBN+wnf/cYkD7yZolm9fTu67LWmmQLlAy6rw4+6PPVsaUWLter7qyFerytm5BdjOWkK0ivo4esY6u03N6zXC9s20YMkXEYOJ2OrOuV82UTNl4zLOsi9GQLKa/U5lQubpgPo8SsWcv1cqbWQs79EG9yWCCOQ32O7kDvcrnCAMEP9EXbslxxzlNL602b8EhapdXEy/MHvvvma7795jds65Vf/vJzTodJPCGtZh2WImKgffMinId+q1oXsD5SwoCNI8fjHXE6MR4fME10AvKrFi+tv8ZWUeFUGYeFAdu3TD/9+CiKQKmV63UjtUiikpuwx+Q0FNPPVivXNdHWFV8zd2UQSq2CQZibfVN/SKsPPbuvJ/dYK9p8OSl6sIVmBWRgZfdwk0w89pjoUG55g1EFOT1dqJ+cANSGERECIUTpGjD7RWZsD0F92wXwQ6T89kroHUY38uiGosbcUoV263BjlBBV1O6svfk5t05jdxKu9Y+MjL34gJz23VilD5edRSjvs9i/izGH+Pp3MpRsNHRN6wzRD/pcglCJQ4AmAqCSijgxOY8Ldn/dPWTEqYbC2q7JyPssbqhyujrI+cbK9F2cpd3hW6HTDhCruau1ot4wt7d8x0mcFZIO1DefQd5fm0jGCyWvbOuVbVuwFmLwHGctAN5iVDHZL1bp4rQD1CJknToFKyjrxpEYRymQ1u0UYbMP+x3c1C63VfaK1Uff3wEKfBRFoJbKct0ozmsRaFAQfz4fSGpz/fJ6Jl1eqGPl4U4IG7vldumnlTbStodult0oM+csEVnWqDKtaOinzPAlZ1JNpJcXDscjh/mg4Ivu753YZF8X0dJPk2jjh2GQC6N1G/MehyXrv2me8HsgpFHEXFDdECUH0eqWQhx1esvZv344BuScKCXvF4Ws5yrrmhSI86zrur+3zTTm06xBrhIpLiYdtxb/FjVm95/bGXc9k7DnKwL795e4LylsdVf7NY0mS/gi4htr5Ka/Ox3Aylz+/t0DxnhyLlwXYR7e390zxMhhnlmWK9fLhXVd2LZVxirlZRRl94UQdvaiVTHP88vLbng6zxOffPIpX331lThRqxmrc51OW7E26GipBixAk5eu4iABdq2REzZnGfVy1lTgKpkAOScur8+cX5/Y1jPzGHEu8vhwYghO4sRT3t8ncXtyWC/XQqkrGEOIg6QXG0mQivOJw+GI8aMIiYzbtzAY+4ZfoVPZDhLK9Ub98d7gh4+PogiICnBiqR6vuujBW9Hb100y5ZrQLRk8PjSNeQ67tbK47kiGW1FrLavtdEpJf87NYLObaUAjRHEEdtbpWq1o3NdtZu8qs8537yKk7qR7+37y/Qsq57RW/PNAQVu7o/U9IxDT+VwdIX6TqrOTd3rqTtt39wJI3U4mOSXNDmJ2dyKD3BwpSRFJ28KewqRrvq6nsHuH0gtlu8mHrdvxgZSERYlDufVOP4OquQqGYYzc3x8Zx8D9/SyrvVHSnZ11zOMkvv/F8u3X3/DVb7+G0nh8fOT3/8l/YndBHoaIpRGV6Zhy1u4r7MWx05VpqBEIxEHHAMPuSRBCFA7HNHK9SnJzCwB2x3qke4LWDGtKuKTCsz7i1Nt41rGZnDfBXPJGySulrIxR/AGCN1h1qa41v9nk2J3E04wAsXKUO4wLeBcZ5xPj8Z5hOlCMZy1CAupGpv3zexPMRdtvf/PDrudnHh9JERDde9rENgkcEasfRJKWnUIIBlM9IaCKw+6t7uhWV90dCDow1H4gmRX4RNtqtcaSE8Cr202Xxgp62JF7QZYlxbffCP0NDp3Cq+9zbZXmupOPeic2aYtxN1bgLlyh7aIYdsCox19VOktOgLaOcocf5AL0C+tWBPTbWaOrVE9Oqwie1hXrPHHwdHLODfB7g/hz60A6DtKLTilFGWkGa73q8EWlWKrM80P0HI4z8zxwd3dQFqXq3a1TQ9RArZb1svLtb7+R55kzv/d7fxoQU9EhRCyyZWk0Ss36Hjhq9XQbulrkBu6bmGma9y6mZyYcDgdilG3Nsiw750FGNAVW92AamfVTzqSSdT2rn6/+vT0SrYjRqxQBcZPyzhO9Q7RjHTjsBio32W8fAcVTQYqDsR7rI3GcGKYZH0cxoinQkOLRfmTJJvDNG6mQkaFBPBw/8nHAYBmDqNkykYzHrY3cKrUtGG8w0TB+ekcrE6M3fPrujuM8YXCkBEvZKGUj5bKP1UaRZu/CfrEX9cjfVqngrbJLbcdx0pPQ7SdCDMMumOmFJKo7Tb8hxGkn7zfjfjph5QRQNlhtDe8iQxz3k2tNaU8n6nTn1vrNnfcOQObzSre4bvVmDrptG9aKbdjNrksLV/BQxaXZwE6+kYsNzVq8bR96kXlbBERG3MeqvBekXCvLshJDVlXiwDgGDoeZGB3D4Hh8vGOaBo7HEbQgL4uYqZRU8CYyDzMOR14zf/h3/j7ff/MdNSV++atf8B/5U3+KTz/9hNYqz8/P5KKMUcmkwpDl87EeP/ag1Yj3jmk68PT0xFdf/Zbz+UItjffvP1HGZtLP2ymXQ07XVqGV/l4Ie69zI7rrkATbyArXO0twnugbC5nfvnzP5fLKdj3DIei4Jp8dVMVkxJ2oI0SyHnb7zY2N+GEiTCfGgwCCW4aEoVpLMyIeqlZ6zK4SrE2uNSlinfT0Vkf604+PogiA0i6dWiRX8EZApmaEAGStwU8RmiN6wzxEiXJWym0pKqkFbLutWUDeiF7Zb1HWtxjynhVQVYXnvZzw1otNWS8CwN5l9C4AbtyAt+uzvorsFamTazrBpsHN4RgEoNJi0IG/2wggVux9v0+5jQAdA/nhcwMBi3R91Or+WkFGkk5I2m3SSt3Bwl4AklKJO4DYx5GbYEjAu9ZEqSeouoB3IcjNNajHgnVi0tE5+D0RWAJgIsfDkce7R14vZ1ppnF/PXM8yw5+Oh32tR+mvs79W3bY4TVn2gTgMSgSSz3tZVgwiCBriIONXrUKE8k0/Y1nfqmZvv35k5s97Qe7vg4Fd8WiMxMmltLIsF0kM7lwDCx2hM8joJKxTaeVpt/fbWSuZAa5nCgxYJ7ZlRbkDcvrvYgPtHI12GPWGI/UL4c33/7nHR1EEDBCMxQWPy5BaYWsrDSOGEAaMqcSjtpQWjvPEELt1ktObXKo5b+noVXf3eqFvW3fI6UWhvdHNC713GBrzNDNNk2rHhUEntmHrfuILo87tI0feqavq5Ks3vtWvIUZ8sMJa1Fs+l5u/HlZ20ylJ0k7O2x7H3UM3rDWkVNXtV07tYRjoJB0BvTQYpClS/kZOLGs+CxVyzbuuIOuGJHf6MLAssg71XkDNfvN1WTENmkcuTAEHaMZQSsK6wDgPnE4zwxBIad0L0TSOON1z+yDWX7//Z3+fx/v3/I2/8ddZtxVTLctl4duvvxUjlziI2w+8YS6iBVqMYIMyLmOU2Lfvv/vAy8sry7IyTbO6MU/SZeVKCw1rxOjEaFGkCFfCeUcrldfzK6s1XEPYi24pPSimM/Xg6fvveH7+wHfffg0UnG14ByHIitXoVirEQZ219XxWYLqUQhwmIQeFmTgfiYc7mgvkZijGUnWdjO0jg3he9hOuR7H9YE228zg+ckxAioCINErL5FqYo+qjo9kJIbYZHMobj6IcFEqq7HRzSeSS1GhS7R2M/gC5I/Wi0VxDpLjAWyKJssO0XS+7saW0xTJH1h9U1339CDtaLTHd/fWpGEkj1ip1DzURtx5REPZvWXqiUBW+uzxPYQ/+4ERXrn7vSFq7mZOKCKhTitl5B/0E7u1sXz3u1GS4/bs+dOu4j1cNJV5ZyVHoGY0Su40qhGXFuG0ruzrOymfirH/DRCys68Y0T3zmPJfLK09PT/z613+fGDzzYRbz0BBJuTsBibkK8CPdhdu3Qj0xuZudHI8n5nkWcxDtAnrn152Pc9qgFWjiKl1L0cSoTUJi9vtNwLtmhJ6d88ZXv/0Nry9PLMuF02Hi7m5miH5nku4jpXM/uDGNrm97dL11nqLgoPVBuBS2x5srj8QYXWXqZ1YrphUJ7PkRNLj3TB87JgBG4p+sYaNga+IwiELPesOWGlvJ2CqjweAnBo22EsS/qWNuVhdctzsF66Wr7fjNS6/WfrJlet6gUzFG/zOtsdto9yKwruu+Fei/fyPb3MDDGOMNoGy3mwDT1K5cqMApbfrcZLQxjp3GXFvZx4reftfaFJQyivBLYdNLYi8C2yY5DOsmKL51brdS36EwJbr8EDm+Pef+2XTGxg5AKclFNA8DTUkpuSw0HVmahp0u60prVZKmjSQ2O93odO+CdV2Y5wP3d3cs1zPGNP5//9//N2EInO5PbCkTNSE6paJ+DGYnSnVGZr+ZSu1qyLxvU47HI6fTaQdUpQjoZ+Y8tCIJWK0o62+j5iIJxtmS0iqvUwFErBww123len7lq69+w+X8QklX/MOBx8c7yb3sDEVncUFyMDDCCeh8Ae8kIyEE2XaVZnRk8GA9zfg+TMh72K+J1oQT0ArUgmkFLcnA2yHkdz8+iiJgaDjT8BaiptwejkIqwVnOl0xOfT62ShUWqypMUfRfHHBds+qE+8aeqd+ERmjFcDv1re6AnXfiyqJrvZzzHiEuJ+3tpu9FoPv3i2JPTs/uvuO933+vF4ycNReQjXUVDn7SoFAfJjDy4cfoqdVQ21u0Xy5+CRb1DIPR0aZIko/tqjZDyo1cIVdxYmq6gxTLu8amG5Sm6s2+Um06DnReRNOVWH/dcCs4zmnqrpqq0Dq+IWPH9VooZeF6fcF7z+l0xziMHKYDxouPnoit4OXlCagwz9w/HCl14/2nj5xOB3z0rNsGF3Gaylk8CLv5KlgFRSUbMITI5XKBZpgPM/M88+knn+1dQM6yToxxkK1QqzgjJz4t76nEUwxU79TJScC382Ull8J0PFFT4rsPT3z79W95/vAd1/MZZw1ffPEZ79/dcTpIJyDRaZ0Q1LURlWDFlyJ0RmkIJOWX4CRe3MdxH7FM634WRstB0wTmQqtZ8tqUrKU8QtmksHOGfvbxURQB4NYaWSOgUvRY78R1pndPVVYzHZTrqbu7uYWB+lY7vgNkvGnN4e0a7OZGe4uN2iPI1Orrrcy1/+z+9XaFdjvx3zAHgV1Vp2lD3cZKxoib2OdtTJgxQi3uXUB3xumIsr5l8lzV0MTapk43csPL/aumFD1FSUeNHf1WLKC7Anf+g1W7KmvrbY3W3y99z8z+OtWU1bxZy9ZCygJWlVKIcRWB0cCb76WRXHnTL+HVdz1Id2aSAJJtH7tu74HZi3k3CI0xsG1+/+wE/Iv7mrcLsZwTJ5/WChZxLaa31KpLsdppGdidh7dc8Gqd9vLyyofnJ56engitEGPgdDoyT5O6TSsFXHUcO6MPAQFFCq9cEmupSdid+JuJS0U60n4Ry/WgQ506GPUsy9v1fSMMWu3i/rEoArUkttUwTAOHOHG4m6mt8fTyStFBM+dKM7Ijdk72xJIsm3Us6DbQtwsEkNm+9dVJl4miO36x2Kq1sur8KBFib+Sd6J8NQQEo6Rhk5k6cz+cfbAvgNgL0G7h/kN2OqnPxQ7AMMTBP6l9oDYZMQ7jvb8M2Oh6Qc+FyWdCVM6kKx3/d8r5mSlnNL62nm5per1cZXVRQE0KQYlFhW9Ntu2CdBNvq+9gZhV3pZ63DhyjoeRN9BlSMFQDMq/WXU0KP915dftFTXL5XLuKN6LxhS1fKy0ZOG88vTyzrmUd3z939gVI2ylVIY/Lnb6SvGAPzPHE63dHVjNM03WZ/63dSkWAmYccMmhbFVqSVbjnhFBS0Vt6X4IS2Lh4Mcgh9+PDE9Xrl2+++5fnpA8vlzOfvTtydjvziiy8Zo2MMllxWCSENI6UKSDtGR3SO4yhrSW8lHXldV7ZsaC6KvDyMWBcoCvCy0wmabL9oUG7jy4+BP4P0rlIMfpfN6EdSBGTHKf80OIePEeu9OMyWbgulNxYS2eUUzOmrOWulZTLN3XTi/YRC0PnWT9LuONTn6v2Ev53evYV/uwbsv99P8x7d1R8/7hbgBrIJuKbZe1WIRNYblRlrt7GfcfuwTsfrbis5FYVoxpyMCspNQLzwsq5LQdx1xeG4aWjrzZu/MxeF5nzrTkKTNaLxRscfv/98MVZRGy+Fxru2o+nOwzl3M1pVT4IYBvFO7NmGTmZ4mvg/NkTD8PT0Ha8vL8QgqtBWJWUYY3BGEEopMIJ9TOPEECJNlaiX65WXl5dd8txdk0UWLWOAs07Xy2UX89AEZxBmjboeGd2kNLNbopcmgql122T12JrqA2aO80SwVqzJapEQEsNOq/bWCKcgSMyY1R3+jhPq9SirQcUBjAHzw86S7h7c6o9u/rftrhb0JoXgoy8CgLgHASZ4wjhgvcxPW2mk0vRDAIyR+S9EXfGJTVcIRvTpJuz02VKyWonL2rA1I6dVM7sWXOibUiRikFVYz+Tr7X5nygE6V/ZosZvA5qfGhX6y7ussp5mCtQgF2VuOh1meL7fPzuiNXnWl15o69HSlbpOOIqjteE4SzFpa43xdWNaN1iRw9X4YZK2m836uosl3PjCOk6gbreQItnVlXRJtMCpoktfjrN+5BGIJbjHeA1V46ll4Fq0VsIK2n04nHh4emCeJ8nLaEotTUSQoW1LWY6rxKJnf/vbXXK8XpjHgXaNuV5qV7sR3SbjiJjFE7o5HkRqnxDdff8NvvvoNf/iHf0jKmdPpxOvrmacPTxyPd4zjwP39I/M08e7uxDgIPbqWRCsiJcf01aOIs5xzmuvnaGaj1LoXgOW6EKxcj+/u77k/TngDpmregBXMoig46b1ljJ4xemKQOPuq3g99RLXOMUyzRospL8AKxiXbQLn5W6tvisCPwb83v9dHh99x730kRcBIqpBzmBhx44gfJnLbyAkul4Xn51dqq0zjSEobKXtqFdmpcAV0NWJvzD6aoZlKaUVnMaGW5lRkT1yFERb2dBk5AYJ6zHdQr8+unR34lhnY14GdHyCBIm8Ydz0ToEHRtGFajyG/mVXmnPYPKqUNjLS9rcoc2z/K1gzOeMZh3ll8qzreVCPbjFVlzIHbGGOsZCiArgqNwTiJAAveczgesc6xrBu5iPT37nQnIGcIFA3ikNWgmGSCUx27rFNzK4hhqxSO4AeO8x0xDrs7UdqSdBZWxh2hR4vb8rZeicFgWsDgmaLDUcjrRe7+Ci4ExhB3DwnbKq8vZ/7W3/47fPXb3/L1N9+wrOvuJdhB25eXZ5Zr4O50p4BapmyNZBvX11calRhvIOd13cT2zIqvf2tm3zjklAnO8dn794xBYsPujjNTdNIBKPNTDEgbFolJH2JgHkfG4KnbQmldmWmxLhDDiI3iHNRJQtJK6JcRIlwXCVXZV+otZN4UhL7RaW/++ecfH0cRMEaZUg7jA8b3N0Fa23VNnC9nem+cNYyi1rdAnM7de4tvdR0He4+nN1xTlLy1zsXvllTKTAx+R817R/C2ELwtAsAOHlrdKtzINN3KW11sOzsQdk2CfEYa8KGvr+QiH7j66tfacQSoRT5YSeEtZF2ZiaeHkz+np0vzdT/RjJFRJu/ji9nXfLJtGCil7v77KYnppu2cB8AV9XYwQpcFaKZRym38kQarr7Ic3kdiHBniIGKd0ltts7MIMVBqJuVN9urB4Qy7JXcukgZsrMfi1KVXurmUNi6XM1/99iu+++47Xp6fcUEKLIgVWIxiONKoBC9RX1aOYXIprMuCMY0YNFjGGHVorqCEIAFblWTUBCOZh8gcHVN0TDEQvblJhelTZ8MiIG9wMoZ451i7OKxB66ItH9RJSHwWVFvO/sa+WevK48YH6J2E/Pbb7uCnOoUfPj6KItCA4j3j4YifDvjxwLYV1q2wbonX85nvv/+eWgqHw0HJJXlHzqHPxZ0RJ170JcucmVPV+8uINNg0iKK5Nk4spKwxBBd2GvL1vHI+XzieTgSVC/cL/Xq9UmvdxSmXy2XfU1+vV4kZ79ADbQf2RKQikd3WNCFHpbS3xGnbVB4rZKV1zWoSIqd7SpnzZZEk5QLny4Vt3dhyxgXPfByVLacqP2tkDWeEVmr0110HoSCfcZ5hnKhNlHfruu4/r5Nw+gfVVZXjOCgustJ8wJpGjPeKszhyalwuK/O0AR5vB4zxjOOB1sRSyztLQT43g5htOP3VW4szBepGy1LEY3B426AmtquEx/7Nv/HXRYa8LXz6yXvRGnz2OT4E1m3bb5JxHAg+8HA4YlvD5sT3333Ny/ML33/7LbVWzi+DpDHHwKYjKN6w5cz5srIsksg8xMAQAveHiTlYRm+ZAzgKpqxi1mLQTYPnME/CA/CBdZV4d1NkAG7KBGzGYsOIGyZcHGk2Utg9iG/uUUhoa+8ub483N/3PdgU//fgoigAgFtUh4Lwoy5qRvqcjuTnlHUDpxhKAtkroa1RCRXuzPis3TcDeJdgqmwQr1mPWdAup2zqoh2ZKe293TEAivoQfIFFcRX0I+wpKBSel6PzW+zZ5fgLUWNg3BE2lqDd+unMObKXmW15eVs2D+NhVyf+r4m5vlSocNIFXuO1mtzT7MSOwI/2SvCPFy4eAV7+FLr2+XTrSRRkrnYHtbZP+d8ErgjDcMHodSkR2yXUn+fR1ojyPSlUvLO9E0tyqUF9rLZIHqZFjHa+1NGidxSehKk8fvidlwVhOpyMPD4/c391hncNr4AoGdYt2kiupknOR/pYd46k1E/NALJVmnPL0K1vKwhTVLqrnBEYvKcHeGUzT6HnT2ZQSJy5GrZIV4JzfBVgWq5eknvjGa8Co5h3uK0EjLMH+Zktq63493R4/2gCY/nfaT/zZHz4+kiIg3PlhUAeVOGKywdpl5+SnlJimiWEQxDmGKPn0sM9sN2qq1VWa0kezdgcK/BgVBxlNHqIHjOjcmXOhbIntusqpNkhmYAcSHx4eiDHuXIJuOdZa43q9CsrcmtpPZwXFBGHegyZLImuOXlHWXF+hSUAGZG1JpQA0ihJ+Ui4C4AE+eIKTE2ycxEIr+MCyLjLGIEUmbUkBRhXSDFG59HG3Cqu1MQzjrkzsOYGikhaU2qr4pYd41CLbA+cCcRQOfsmVEEasCTJWkLCs2tFWnNHiayWEYxonltdnWs6kbROgzskauAa3I/uWAkVwnOuycl1Wvv7tb7DO84tf/orPP/2EL37xS3mvWsOFcMubLImyrTxfFvK2sl7O5LTuo2XaVp6fr4zTzDjP+GHCOE/NcD5f+PD0TNcpOCAYGLwjWvCmUdMGVEm4Uhaj8wHnPeMkvgnix6CxYPZGVTd2ABdxw4wbJilASPCp1TFZari8LjnvLMYqhXw/9X88BvTHPwbjgLWW0zhzPx0JOMpaeH09czmfKbkwDAOPj++YppHT6ShkG5XRZuXIi3kGP1j7CSMvs67rXpGrrld6q95K1T0xNKsdgxxUtArrdWPbClv6eu9Aest/d3e3v4YeLCqfViGv191SOnQacj9RW9mFTb11a8pnN9ap809l3SQYs/+9hlHZsrgYhSDqPInBUjtvGsE7WlVHJOu0o9n0JGuMw8AwDLvuvtOKO7gZ40CrjXGcGEdxcBKrMHUJslaMN3VV6roGHqcHfSPnRjKFzcsuexxkWxGCI6eFXAuhNrJpkBrrunG9rqRcoMproO/IW2c3bntjtW6JtGXu7+/wITLPM9u28c033wBWffUsXRFoaoZS2JYzZRNHYBF1DZxOJ6wVRyIfZU5PqdByYysr67LdiroRLssQvASLUqAULJppEAIhRuIQdyPXXaVh5L8Lx0Sti/ZOQMBB64Q6jDoIGd0wiOMUu/elvD6zuzBLp9evRikGukz7Yx8fRxEwhkOcOA4zpVnKmrmeL/vs3W+4eZ6Y52nf/XZ9955lZ+Sly87datBGYllXgu+KIfZ1IXTgTq6s1lpPE9sLwZYztSXO58vua3+5nAkx7Dd+3xLEGMkxUFKj5kW59RIyYa3Md93XsI8xncu105G9Jy2rtrtJThC9kIA9Abi2toN2KUv7nnPSVZTM8MYIaYfW9mQeg1qgh4APMgoYa2VO7uw7H2A02pl1nweDKdpFaTqOrUK/ckbYdYaOHQhRKedK2mSypcluf4gjpSRaVpeF2khVMI+rvm5B1X/Is0BZlpK1IBF1pVROpyMhDro1Snz4/oMKb5zErSm92NYMVVyVShKNyTgIZ+EwzbvV2s6gzIXaMtc1SbhLZ+XpGCD4BFgV73RHYq8jWRyGXe3X2fwGjT1zjZTltXUegAClnYatYJUWB6MHhWBKBosIx6p8yLTSI8/4I6Dgm//ys4+Powi4yHj4HNrA68sLr5cz3377a5b1SquZcYwcDgdOxyNxiKIq83mf9a15ExNdi64GkQvreuXpw5PEex0OxCHIyaVV1Tutm0bNR5ogwyGMjGOhLVkvuk2VaZnNiU5hW9f9hohBnIkeTzNDcMzeSOb8EPB+UMVZItdKKlUpwVLJrYFhiAIOLgvXZdWLUanD1lPSprOpSHIl8tqJPNkHck5crxeOpwPTPL85GRqlZLZ1EY2Es8zTwDhExiA7f5TV6L2wF40BlyV6TUBOuwtxxnHSbYjoJLrlmjWqpTDmJtWu7NRiq25KIUYe4gOYChTWbeX56czX3zzx1a+/5jRHhuDAeEq1bKlyvb5Ky54SKKDpfWAcB/wwyQZiiJJhuSwM8wGv2wfRbGXS9krNCeOrYD9WaOnGGFIXG2G4LitrbXQN/+W63FyJhoEwDnz2/p7oLLZsBCen+xAGnBcPBbObn6Kr4Z5xmIkKIEuhltEg46jGMgSL8ZZNvSqliLgbyUwZkcYa4S4o3mOMFfykW9Lt+M+PR4SffnwURaBh2YrDLIXz5cr5/Mq6XkhpBUTx1S2huvdff5F9LSLmEm2vuqi34LZuOqdbhnGkNq8sLbNTW5tyDPpmAKTtdd5jndA0JVhDgKqqktnr5SKA3BC19QdvIViIzsgFYq1w1JH4aRF+dJJH29eCwK5+K2reQbcot2Kk2qW0rbXdt1AMOoRP34Er51Ro2no+oFwcVrnqXi9C9wbgQ4uG/BkLeJ2M3mg1FER0zu24tUSVy0q2r0qdddqp1TffAzntVEko/15JObNucuJel41piHhvqU1INiYXtlWMVXNKwhNQpqOPET+I8ca+yrVvTkEdI6paptdWcNoJGnfj83dr9NbQU38V1L4hycwK9LppYAhOAEH5UMVZyAoz02nYa0NWurbd9CnAfoNK59jZnw2ndPe3mYkouNgB7X7Kt/16R65/vQYqTTfh2lm+uUf+uMdHUQRSafztb6/Y9sL15Su26wccL7SWwWScC4RBBENOganOY5f2v6lsuO18gVor59czT09PfP31N9TamI5HQqu05oj+FmPW1FbK+SB8fNMw3d0ls6/QxExypdVVEeqEGwemYeD94wOn48y7yRItRNP0w6+0IrOs66i4EQVYKwK4ldokLmtNbDmTC2CspvfK67yuG+fLlWXZAEnoaVUYe+zCoAJVfOV88BKWsi2Ksme8C3hnGJS1NkTFH0qlpI2SN1ndeY/3sC4LKSUO81G5BIqwGymYXXD1dm0oAKhQa1klHbgiwaDC2xCehrWGaT6xpMLzeeW8FK6psRZw1ZCbJE8t68Z6vZKV1Xc8BY6new53J4ZxpKj3fjOW2cyEYdzFU2m9YHTt2HQUEr89i4teT2lR2pVmVHq9spVMbkK93tYVby3RO+5PI+8fTjjEs2KYwr4hEENTo8Yswj8ITtmNQ1SD141Eo1aLtVG7JLFDM2HQAiA5CAQPPqrkXByODdBsl6QbzXp50xVY+d5CUMs7T+VHu8Q/8vgTFQFjzH8P+G8jhef/hcSQfQn8NeA9Elf+32itbb/r++Ta+O5yxaRX2C6YmjC20kwF12iuUa3kBdIaoYHRnL+uoolBFIfb1ujJPNfrwrKsSspRL376ikeVcrDP21Ypms7DNDt8nDDmVebwnKkFkW6WjKXw7jgzHw+8//SR42FiGiKjU013a7Sqf0cru5PoJIJxKmOqlJw0oruftk7hAnXQK7IerJ1MhK5MN4ncyhrqWUtlWzcBGK3DGUcxqKGq2Fyb4LFGnamk9EnXUXQVBwxRhEGtQdZRxWmsuJz6unrSdy28SVbqp2934S1ZItIa8rqts/ggbkLOOzHR3BLjfCSOs7zfLlJxXNdMzSt5W8hpxRh4fLjn7uGe+8d3DKPs3lN9s4W1DVthWbd9xWuNODKZHZ6TUcD7SM1SHNZUWLbMmjLLtrHmTT4fw04iOh0mDvPAPAWGYIneMgaH705ORqzJtpT2rsI6u48kTd/32kS4ZJNgAdU0gh9knPUB4wPWO5p1NKsO0YpTGOi21Aol6CsyvSfQztA0wO1YSuPHGoMfPv6hi4Ax5pfAfwf4p1prV2PMvwH814B/DviftNb+mjHmfwb8S8C/+ru+V6mNb89X2uVbDm5ldBlr5PQwVopAsY1NYDXJaneOcRipRZx5xnGg5Js8t5TC9XJhWRY1c7CawydFwFsnN0P/tGkCJiEdx2GQxNdapSVcrldKQrTbJeFs49P7I3cP93zx+XuC18hqRbebtsOlFIymGbvQUXRDrvK6S85yeVqZ15sxIAc6paFpzZ2lKIN2KYn1urAuC1uM+CAEoXVZaLXh1RylZyl0q2uQscVqAbBIFl5RZaExMI5xb49RCrT3wrobB9UBK84gI4B/QyiQdVzndeQsNmM0WQFbZ/ExME4Ske6HgTEX5sM9w3Qk7EUALsvGtlxZlzPUzBADdw/veHz3yOO7T9Rww2Bz2WXSFmnht5yhZHJecQaMbXSxldjFeUIc2Fqi5cayFa5rYlkz13Vl2VaMKjrFMNVzd5o5zgOHKTIOogQco5fEKamqeyfRBVbC35BVtJBiJRW67MnYlmYbZpCRwPqI8QPVBZoVnCBV4UQYBZHF2Ukt65Rr0H++aQaaE/wAo87JyKarV4+fePxJxwEPTMaYBMzAr4H/IvBf1//+V4H/IX9MEcBa7Bgp274ZwXqPUC4DxQRysbyuC8E17k/vMW6k5KZGIHoSaXcgbbtQTdEZ1YdADFH122avjLs+wDpcCJTS2NLCFCJxHJjmEaicXz9ASwRfORxm5iHwp778hMNh4jQ72W3XTM3bDgrJ8/IYLwi88072vKXtyi7TCpqQoEaTRjCHyk50qqVoK25Y5pGSNy7XF3LZqFSuy1m5Ct2HUIhPmSaF8HplW1fGIVKr3Jw5WdbVklbxXHRG9AAi8a2794Cgz4lWHYYg/of7KWvImtfwlii1bpm0JTFMiY3qjKKEgq6LbsBrvt4mkdthxIaR65oxVGwrlAyleR4eHjgeDzy8/5zpOIMLXFTjEMdRLNtK27um1mQkMhpPtlwvAio2mKYD0zhjTOByXliuC5fryrIm8XtsckCIVF1A1Me7A19++sj9cWAaLNMg4+QwRPrSIOnGJg7DXgRuVHO1Gm8Se29AzWUaKTcGH4iHE9VGMJ7qIhmRyTfhe+/biaLjVKXi9g2z3dmzb7GXpgSvnov5u27if6hHa+3vG2P+x8DfAa7A/xFp/z+01vNb+HvAL3/q7xtj/gD4A4Dh+AC6Eemuy7IX19Nyt9+GFqqwCq2Hpu62VuYjQ3eb0TdZiRVC3PAaMGL31rUnNhgVHPUZvptodPuq5J10AGQslWkYOR5GToeJcYoE20i1UFrW9R9gnEB3jt0U0uprsqZidYPRgy9rk9PCqZGFev/uH64o8QwheFy/qXQ86hdZd8zdLcno40C3LZeLQRiKibRZHXOqaOiNVcBLREuCsXXtQzfEzJK2o0XANAeaoFO1Y8ndAKQUWpVsgJt9egfHOiba3wGBGmuRRWp0Dh8HQvDcP77n7nTkcLwjxkCphi0VUs64IJ9x3klVtxAVqySblAvn86LPR1aZOYm34eW6sK7rXiSkS7R7xN08Rg6TfN5DcAQrrkji/aCmMn32RgRO3ZBlN1zZdSqy6ze88ZWQFgHrA0XXgs3ICrDQNNtBeQF671RdZZu+NuwAoGKAUgf6/IGOI/9oxoFH4M8Dvwd8AP63wH/5H/Tvt9b+CvBXAI6f/KLVuuJcFcmkMSyb0DW/fb6ypTMpWz7/7JccQ2QOByY/MLmIN1IRnXeqh0fb4MJ13Uil8nB3Yj4cmMZxzwxsVd5gZ3sSsJFiQxPzTJ3fxjHQSoC20spCKwuP95/w/t09jw8noLBs5z2Oqt+01naiitlPhR25tXLiliZjQS7iWuOiGHda78hVuOshBiYjo0bNmes8UvKB9eFe4rVNIQRJE6ptYhgDPgjAxJ4wrPx8RZzTtpK2ldfnZ40Fd0Q/y3bDGEoTn0fKJhe4N7RsKMmS1gtpSxIL5izODHgr4Kx0QontetmjzmqGbODpw3dKiY7UYggxc1kSLy8vPH144enDK89PZ8bomMbIZ5+/5/HxgU/eP/Ll558yTyOGxvl85tvvvmXZpNBckzoA1yI3n7XM44gZRRrufQTj+O7bZ15fzyyL4EbjcOLrr7/jw4fv+fqrr8k5MQRP0yj1GCzjGPjTv/oFd6eZx9NMdA1nFZepmjeh3g0NNNp+pIvU9Dwi5W3nhFhjadZSKlgXmMYjhJG1ajFsshEQANPgnFwvpZgd6Hu7BjTKiLQWbO1iui6FFhC0bxR+7vEnGQf+S8DfbK19jTzh/x3wnwcejDFeu4FfAX//j/tGrVVqXgW5Vzrqck1cl5Xn71/ZsqFkyxfvYfCBu2nmGB0RCNZgHeSSaQqApSSmD847AlHDRXskGMjsWsXvER0NjKbCKHi4baucsDmxrhdyWrGmMY6RcQhywQiuLB9OJ/0o+PTDL3kYXRzLPCgflNP1jlX9eSfsdOORjvwEbygGNdYUGa1snqrmKTZiFDWk7PzlNYcgHZAxZrfpuq4LVCHEDEMkhgjttr5sVTwaas5gRGDlVGMhHUgheqXQWqMtbtXVZ0UEQgpAyvqClFa2bWVbVykEzUAunC9nnl9ehChUGuN04O505Itf/IrHhzseH+5ExBUc27pgvXjvRWOwLosct2S2reBcwzkF5YzFuaAqxkljvTPGOGppXK+LAMfXZcdbpEuUk/owR+Z55O544DANBO/xVijPIB3AuuW927TKCrW6IWhKkNphZ9N/FZB4H4u8MAQrUhiaqZCLzsX973S/TGS+V6SxFwPLG1lx/zvtjQnbmy7ipx5/kiLwd4D/nDFmRsaBPwf834D/E/DPIxuCfwH4t/64b9RqIS+vjC1Tm4SCPj9feT1f+O1vvqVkA9Xhf89wCiNf3t8RbcOVK4OzWA9P60U6gZJY1oXz5UIcRkJseqF7dXOpWj3lZwtQp0YjzkmbTuN8eSVtG7Zl0rqwLWdOU+Tx7sBhigzRkYvwxTGdpWgorbd7oviSXbCSmrpwqBScDXR34lYruUnysfMeXMCWinObPkejngWybopDwAenHgqFlBasscQ4YkyjlCRYhhE9wfUacd4JdbjmnTdQcuZUDjDJzW+oUAs1J3JaKWnDOEHCu1DGGvlz0zzuOoh+o5v+1TJdMemMFIdtXXAuchnONCw+ZSqW7z984OvffsPr+UIujbv7d3z2+af8x/7j/wyHw8BhGnZfxLxs4AKH0x0hSRz6dblSl4VlfZXi6Bx1bFK0XCBGqNVwON7TmqWpOvDl5czry1mSiXR96L3iR87x+HDP6Tjz/vGBGCwxIApHIxySnCX7QW5mwxQGBQGhd15VZ3bpCPQm1rWgaQ5cADeAC1SrysUq7591TQqLkq2MMtKrgVo1IQt0vKsY7UYa4hxFq8IutLfR8OcefxJM4N8xxvybwL+LmMz9P5D2/n8P/DVjzP9If+9/8cd9L9MqQ03MwWKKgCDLJXF5TWyXzBAnpunAZ3d3fHp3JJpKdE2inq2m82j7248gY2Wmw8AQZJ/rLLRSKa3urK7amgI5jeu6kFNhWS6sq4BpJm+0kjjOkfvTgXcaq+W9paEGp07c3AR5v/F/em8gTrN9tyt5fOJXhwCSxhFaj6eWv2yNxFrv77feCL3V896yrgtF3XdjCAyD5AuGKK/HWkH7hzEQgnomKNZQWyHljVQCsVqsk9+/XCUBuOQN72WlN0SP8wZnmwS+2MgQ+2qwE1cEnZZUbAlCdd4wTuqVZ4K+Z2r/biGtG7UWhnHg/ftPON3d8/kvfsW7d4+E6YCLEeM9eV0o6peIqeSyYl0gWM/T0wvLmtVFWAg361o0fLWyXBfhi3x44eXllfV6JXjP8XAQ9ad1zNOEtY3Bo6Aq0oEcZ/l39SQwVT6bnCutSgHvO1fRlfTcAzVUVK8EtPMz1mC8A+vJG1jrGUYBOku7uQLXcivUeyFQlWoP1mkNqh4qXUNg9KJr2pkaFdZZ8+ZD+onHn2g70Fr7V4B/5Ue//TeA/8x/kO9jaERTGVWdlrGkrZLXSiuNYDyHceZ+nrifBrypwsxzUEzbyShCtb6pCZ2TdjrsgKCw8mhV57Ku1pbdas557yaKBkzWtGJbYZ4GDvPI6aihEn7H92VN1LTxcwIE1dy6Gcx+80sXqLHpOhYIF1wUc00ZZEZBJq+c5kYjqdqtv04xMEnkvGnQid/ddnogi7UQ1bE3BC+4gHxyAvJV6bxqKzoaVZIq61ophEGIMMF3192mOABSgPV97vNpVWm2MQ3n5M8Mg8e6yFY9PSMCvSZrUy3DMOBDAAyn+wcOxzuMi2CDRHSrxx/GKblKzUZBAMIk5jOi3zJsSTqRnAvXq/hCXC4Ll8uV1+dnYghCHCrdcDXibJPTXrcr82Finsfd/MV7T8syjxf1AuhBInvEeD+1Af7Ibt7smAzWiVTaOlwY5FoUxFhO83oLp8Ho+664VY9KAwHD+4hAByn1mqa2vQOo9h9RJ/Af5iM6xy8eTkzW8PR8Zk2FaCcOg8O9G3j38MBnj4/88v0Dn93NjKFgbaWSSC2TKJRgMM0zBYmyDt4zqFNMDBoMmqUd7nOWHGO2D68YZwg2cHd/hDpByVxfvsNR+fT+yOkw8XA6ABlM2w1CrXFSjNS6t5mGdR0NbtSW9eQQX8EhSPhmyRnrhJvvrGXbMikXikmSGjzO2lZWluXMtol5Rq0Z583uHuz9EWMbYRCbtVqFF2AMHI4j2zazLEe2JGQir3yF2jxh9PjBk1vCNENFMhxCdEyjKA2DF2/EkjfRMnjHMIQdhOrbg5Ir1lRikC3GbsbiI7Z6rPdYLRDeW40tH3Eh7FhKHEZqazy/Xli3wDoEnNCSKG0jFcO6Fc4fnlnXlefns0rNK8YUwHK9rAqaGS6XhdfzwsvLmefnF7757TcMMVBSEoLXGJmnQPCy+hsHzzh4Hu4OTGPkMI+7K/BW1t2ajjebnM4nED9Ckac7q9J05GS23mHDQGqO3Ax+nLFxojq/E4Oc9zvXQTwtsgK6llYqxqkRTMcUjBS9am5CuGa6e5awSWtWrcQ/qk7gP6yHNTA6i9e5ulXxqIsBvI3cH488nI5Mg0ds4LJKgjPFVqqioKaBqTeDDWGzsc9qVW+onTmmlfltjoChYYLHVCPxetOIN43DYWIaB0L0YjtF29eK1jiaqTvDbKdx9YGgVajC0euFwepJ3Zk2/YTJWSirxjVcUHMNZfb1hKXdqFTXR9bdZr/GzTZNXmPvBNsNXe7rSA1xiVHsw2RESHu3InqNIA5AFWotu5zaeXfrKkxfkcn70tlsnQFpnaOg3gZvVpaiuPPcnY7UfYSS17JtSZ5vrZIL0CrbdeV6XbhcF86XK+u6Ki/AEMIgp2Rlj2AzTb5PSkUIWcbt26Ee+Q7iaRCDY5oG5ikyj5FpHBiGoGQo2TaVUn5AOOvArnOdQt3219+ZlQLIsq9BSxPTVxMcRmnh1Yqd2NvZvfZ/VpBRDi8NMdWV8951WJ0+9FeQlWLvRGrrY+BPPz6OIgBMpmKMx6j6bPCRwQ3M48QX7+75xScP3E2O6CupXOVkMoXqPdXJiozSVAHomaaRaRqBRoj+zY5bPsQ43khE1nuM01bagAuWljdaLjy8uyc4w908EIKVU9Q4GmrTZRzGeDUQMVgjN0U1N+lyLoIdOEWLURUhaq9VShE7tTUJfbUIVlD1ZpNYsY11W7ku8tqHMbIlmZEl8ciBOv7Wpq5GqKFISWxpZd0kxBQTsdYwDJHDYeZ4PMiMnjPnyyvTKO/d8TjvOQspS7bAMAzqyy+ZCCJR7vLmTKNgHfql+nkfKMj7sG0XySwwiPpuiJzu70i5Cti2btRSWa4XlqvcCDkLDXhbhfj08vzEui7kkiTyLUROhyPburCui6Y7ZUqubMvKet3wLnKYDyp2rnilEoumYmQcAu8e7zgeRg7zwHEe99FqvV45X17JSYNow6DRYbJ98UHyLVGhkmAiKqsW5IiKaBOWXEgNhiniwogfDxQclVtGoX2zDegmJCVLp9NKkY5KyW0yWhkpGm+7gjcdQWtN8IyfeXwURaC1wnq90OzA5Xrl9XyWFZ+1WALGiJCotkSuG7mJUqvY1t8xmbVqlZ2tzldBvf58FKZcM42SNm2bdNWiJ5Y1Vu2rGrUkXCtYZ5hGL4aXpoG2vHK6OloVq3TTbpHdwL6f7yo2Ws8EUAATS62yE24IzfZ6uXJZEtetyO7bGJYtMR8mDscZ3tzUSonTuViEPcMQNPWmewlIwSm1sq0rr6+ve7dDE0uveZ44HI4cDjPbuoGRkcVHL157g1zgnb4t3YOAkvK53cxTb1brsl1xzhGHeMMIrIBUzTVSWjQIRtp/Y+3OenNWbMaul6tsBHIRfUWVyC1JPLbEGPHN6/rXa+xbxGDUw2BjWy/ivrwKi9MaR4xBBFVl6/QkplHwnuM8Mg0CIhsjwNx1XUnbRmtFwFVjmYZItxD3QanBfT632glW80aZmOXzt4bUPNVawjhJzJiuqHe8RslePa1I8jTYv1ethZZRAxxda1v3hiB0A6XlV7tjNj/3+DiKQK1sy5XiDJfrwuV6ZUtFfPWRmChDobaNUh25NZmFNE14j8My3QoL2a3vRSAgEQTCpa60Pa34lhWgrXwt1JI0KEI8Abw12JaVlNK0pTSiAtRUmv6Dd5MQ/V93MpKqXuhmGbXZvR2tObNcrlyXzGXLnNes/PkrzVTGKd7+rAqmXAckg96wGsvt3A2wE3fiwrZtXC4XDoeDsiXF3GKeD8zzzDTNpKTJTsHdIsCiFAF53vL+dJMO6azk9cnbreCnleJjnSXEsPPanRaH2uRkzyULK64WdUjyqp2XG2LR7cympCCqOAUbbim+IGxQryOHbwGLJcYkdvJFfAL6aNFdoGuBXOX1GNMYxyCjwBjFLMQZXSMXrtez0LdbVfKRdC8CPMuXdToI7B24oenyvqpNXKaRiqGok3AYJ1wc9GZtyq+Qb2IUa0GvS5m0BBAs3UCkv+/W4rwCjgo8N900oOtu3rhc/9Tj4ygCDZHK5szT6wvP51euLxfGGHh/9Hh/Yj54minkltiqoQBbk/Wfd01NRaQQuBCIgwBO1hriGKgl42Nky0l85UzPy9NUYBwVg20VZypD8ExDUGGQwaLBIa2Sk5CEbOsEkZvVVtH1UG/JjRYbYAd8JLFX1orNysy4pcqHl1c+vFy4piSdhWmUmgjBksumtNvCniCkK8TDfFD/RT1ZEEZia5nnp2dSyozjyDROxEHa4mkcOR2PHOYD8zzhnWNZrtScJeHJCcnIOsO6JnIpesPLRZjVSDVEv2MNKUsR6Np6Y2SNa72jEaSAFrheE1tKpPTC5XqRXb3W0W4OuyzLDnZ59TAYhkCPGus3Zs8nFBGUtL/blsSm/nzh+emJD999i7eijTgeB2KwDH7k/jRxPAycDhPT4IUn0RqtGHJVD4IsIqrgLXGQ0SMEv8/vrckYo/Er4gtZm5rBClegmkCzHmMjYTjionQBxgeyntAymrT+T9oR2P2QMg6srvv6ZqnkBMbqKlGTuHWVaGw3HEFpyD9//30cRYDGVqrMw1tiS5ktrQSHZPWNQdY1QSSpVWcgEQAKwi+Rz/0ENtra6knUjCoEEVOSveVCRS+FavR70QQXUJacfNjSztZmdQSouymo4baW7DZQO6VTKdCmk4S0S+nSYcwtDFW8BRtbzpJ5UIsQn5aZZVnA1D3zANdpSHIl9u/hNbVJAEFp+7NiICEMDMPIMAxM08w4DgzjKOsxF4ix7TbqbwNXam1a2Lq5SD/t+wggDjmt1v19vQlZ5L1x1ujnJJ1alzPnqj5+bZEbp/Y9t3SHvcUVZuItLq5pJ9eaaERaraTurQCyLcjplrhcK6Xz7NE4MhUHHeaJcQjE4LA6xokY6k3QrUVDQ2+rXoHk5P2pajRTWyPXQmliCivUbyStyXpJGg4DLo63bIF+c0pF0Ruid5NVrh3z9rNm7wp6B9GJbxY0as/uGzBZKcLvagU+iiJQG5y3zPfnhZd14Zo2StsIceDLLz/hV7/6gj/1p39FM2LIUb1VJpuTN9VHXIjkmlhzZc2FNVdxJK6NddtEDx8jp+O9arrzroajVpnThoDzlmnwyCis3nLOCpilN0Xf1NL0RFbfuFYrOS00cfbYPQbFNVhm/9YECxA/uUgYjxQ7MK8QXq+Y1wvOyQ7//PrC6xx5OQg5qdTCui4ChsWwC516roFz4aaFaJZShC0Xw8j9neXx8VEB04lhjByPs+YDyk0faiOOI32vsS4ryYrK0DvHNAyMcdit1m0zVNcLnMZuGW1VjTopKUDYRwFrhLvgvKNUs98sAmbdWn03jXSfgu7M04tgzpmtZokEu14pKbEu130jdDmfWZaVtC04a7g7HcnblZ6KGr3n3cPMJ493ogu4P0jHR9nB38tFLciHsHdeBhmvilH+Rm37aJNykkIA4gvgArnJRiiGGVzE+pHhcIcfZ9qbvf+NXNa3N+pBSXe9MvvIu/NNVOQloGGm2oopRQJiFPC+dRHmhlf9xOOjKAKtNS7rysvlwnW5sm1XUWt5mSu9RmHlphFPVoqA9V4KgI8EH0lJPO5LrpQCbpQ3omiclDVC1bRqXdWMILf9A1VrDySAU+bFvqbJOe//3Ulkr24DdDVXpQexzogVujLNnJOfJRl3XSBixePOyfP31RGGxDQfOJ428UBYDeeLqO+u5zPDNEDrOv7u49d09m9aBLxuK6zadCe2LWGM43i843i8k9XXOAqxyPXsRVmBSWS3tPe7slGBTQHCvFpeoT4IDdMxCNTnTjGL1jusUqhGMgq7cYr3DtvAN0n8zbWrCm+r2+DepDqp03EPVi01U1IiFTEOzSmxrlfKZtisoeSMaYXBWxwOh6cmZGNTM8GPPNyfuLs7cHcUsxBrGnnLKgQT+XZ//Q0r873qAWpvOWrT4i7rWJquHpO4Rl3XQm2W1DZ8dOJLiMMZv3sB/KzKf6cF9+8NSm7ZuwJjpRjQcTDtCkxrEn7SQcPepf7M46MoAqU1npcr37+8sFzOpHVlHCVvLkZxxbUaUGFA2mHnpAiEAR+j+NyvmW3NpK1ScsN7SQ0qpcdxCf+dVmhZZlqrOXrSWonXm7Mea5UHryfbthXN15P/bswPP8Gqwhvn7L7rtk73uVkQ41o1fFKNLawLuDjiTSFMlePdPaXB+fLC5WJ5eflALYXXlxcF5QwlCdmph6IY41XTLulKHRPwPuKc2Hgfj0fu799xf3fPOA7EqA5BKjaqmlhUc9m1DFQBPBV+EmadD/TsxLQlMBB2mywNesl5/54d2TfGqieiYAzBiqWJtYHWBKSzaqhZNEKtp0EZa1mWRW3WLdmgrkEbadtYlyt521ivF1bdIEQNQZkGR3aNZBrbwk5qGqLlk/cPPN7NHOfIcY60mjmnKylv5LzRdDRQL1u5kZpsbWT9K59/yZJw5XScKLmQWyHXwvmaKNXgNsd0cPjBYo0X0xfdAABv8nNEXl7f0I3lBDdaC3TMsr3wsrf8wuPQCDojhVvCT5p0Jr/j/vsoikCtlcvrmdeXJ/Ky0HIiO/F3e3l+4cOHF749PDEcDtjgIchN5PSiL7myqD98D43c1kTN4IJjjAd6ypC1sh9wxomrToiy1TGaduwdxhligCE0bEtKFsmApZa2E4Ks0Xm4qZm4uc3Nzjtd6cisWytYGzA2YF3ExQnrI1uFgmUYB06no3LupQu6Xk6ivltXLEectfo8IKeM91Fs1uLEEGesFVMU4cy/sm4bn3zyOfM8cbq743A8McSI892Eou/g9YMwFu8CFdlObOrNH7orMezpROJCLD4HfR9tEfJUq01NUyXBqWEI9mb/3VCthRN/wNB6MGmjZQ1vbVVyA4zVkJBM2rKmBqX917Su+hoyab2St4Xx/p7oPTHCRsXkzOfv7/De8en7e949nvjF558wDpbgDZAkDCZve9qTcwpqKGun0bDR421QkLhp9HmjlibFo2RelyupVLZcWFKj4ZiOgTjMOGMZXGDyagmHegaAYlJ9zSgjgulZmn3VzI2ivRuY6hZBVJ49vFY6RtP1B7XuHdxPPT6KItDU0DGtUgDQNjInkRNf1f3FxEm83tWX3TplUDX2KKlWpT2TU6gKRfWtIakVPkCzqIXTjdklp6fdffW8N0peKmrK0B1i9Ymb2y/GCAWgg0fWSQcioE1fQ1oxMNW4KeM8uQkg2ffqtRW2baCWzDSOtCadzf7jdHQRbT47AOqcxxgnXU5nzZXG4XBimkYpcHGQrmrXmjdaVcNSI/mIzjpdV2n4pmEPJMXcZsseceacmonQASm7r716OGq1aodN24tPL5Z6tAkLUw1F+lagqtNyLXk3Myn5pusoOVFzkowAlT+XnKEVHdsazUHzCAA4Dnzy/oGHuwOHw4S3BWuKjAElqeGJgr72zWcsVNC9yPXPoBYdPXNlK4mUM8t1JZXCVgqpWLBNR00Fm43FG0tRqS9mR5g0R6D3ctLdSQYDWgj6HSMjiqg3tTvof8f2b9Ru9mKwS+R/6vFRFIFaMsvLM3ZLcgPtPvpXvvvmA3eHRx4fMokzfkzcjfd45NQSqzDZqZctEZwnb4nz85mn+Mw4jhwOh10IE5wV1B9H84XmhX5rDXgjSkMpAF7MOpqVihqUEFSaGFRq9bf65wUFd6pclE+lVAMUQpzl+VaHsV7EMWECFwT9LZWmrfg4RPI8qonIO15evUh4rax5xmEi5czry4X7hwFrPNYG6TKQIFNrLNMYaDSOpwfiENQNVzjvwj9nxzycBrfISsyzbYZta2qCKt1M34T0QI++p+/tfO3L6WqweGl7nafUSkuJZlZ8aAh1V5mZeqPVJrTYVmQlV3XVB9Iib+sqN9iysm1yXSzLQkqbuhgltuuZYA3TYSKnBcrKFDyHwfP+eOLx3YOwIA+j0L9tJeeFNS9cX5+pRZSBKGmpZrVpc0HYeVZCQWqpwl3Ysj6PlS1trGkj18yStv42EOOMD4F5ikp5t5iaqWnD+SC2eka2XcWwdwXmbVeg7lcCSHfg0GihtrdVohUNjNNOwlZ1L6rC5/hdj4+jCNQms66KPvpazdnAOB4YhpkYJ5FbpszlcgULwxwpmyDG55cXrtdV0OKcNHhSLqxO4upnlUHeHJl7q0Y6aRVVyzKrs5Yz0rpiLabIPlh4GgIS9ZMNZK6Tm0NPjq7ntlG+R7W6KopU66nGquK0KiJ80yQE75imkZw30rbsN10IUVZQ67oHlBrdCLQmN/jgIt3kxOwFLcjP+AF34eZEI1iAURqzx7myrzw7Sr9rAfRFdy9FQNvXHkcepEA7vwNSVa3N9yQf3rAq+5qtZAUXm3IyOvqdJHZu29i2TUlEEiiatTtoaujqnVNHJMBbhui5vxPx1zgOHOeJEATELCntAGtfraJyaHGsNngnnVUzkFuGCmmVMedyvqptmmAgrQsgTD+8xeq9lJVtvXI9P4v8uDXCOEkx9tpl6TXz465g16qavrPhBhoqIthoctLrerAXko4Z1N9FEuAjKQKtSVCI2TsWg4uRYTzwyfsveHz8lLv7R767fGDZVi7fXbkvoutfLmfWZeHDd9+zLhvnlwt5zfJWFHGd7bZZrq+cqOS00WoPDJUb3liD80JVtkZ0/gICIm+8rYJ0N9k23YgCjV0N3tt+G2RVaCreT2AcpEazAeNGVm0JS8tKLNGWtGRRfcWAvTsi2v++726M0yi76CL2ayFJOIu1nlwb8ziqxVU/9d0PW396wZHnLYDcLb0pKxuwtcq2CtrtVJYt7Dy5sbuQZt/rI3x5H4IShiLRKyMOFNAU9qF3lZ5YBk3WtZ3EVcoOhtVcJB1oEw/A6+XMsoo0eEtJ3KXTSlOWpzOewXvWvOgMbTnMA19+8SljFJLPw/1JOs/llbRupLSKwQdSxHJN2uIL9iElXYrDtkoOZFoTads4ny87bbnpSSPFWkafWjdSrqzXF2rOYtKaE/PhjuPdIyEODNaKGlFHpN4VGLl6dtBQqCZ7ydX3vW8OmgqGhL58IwvpP1f+8VgR5qozeoNWGrMbmecHfvmn/yyff/kF7z77DLdE1ryypDPRO9brhbReqXnD20bzUKIVOm+peFsJrjFFp373jhBUqVgsOcFWknQH1jLEgejEbNM0mbsN3apaiStBknmoXUUnN3ouRlV2PTVIpSoVknBUaTaQK6x5o1hhKGadd0WEI1+dImxgV+P1NJowDDRj2VLheDwyH47EYSAOA8M4EIYgLD49jbCdONK0hWyUsulpXJXq20Q12ffKanEWYgSarBSjhJ/2gfVGSpJMAgsMcdCwTaEyxxjJnaij72HrnIB6a/2zzvYtZ/aleRXQcls31mVlS/kHG4F127QT2PDOcppnxkE2SkM44p3l8TRzd3dHjJF5moTp19SObNk0Hqyf/hKKuq6LCK3KthfPrjpdN40yL5nSxJzVOKM6DoezDa8IfzPggleEXrwg0/rK999VXl4+kNLKMM4cc8bHAd+p03oDV2QV2c+aviWUMaFzC5ScruAhyjrs0XL7arC3BD/z+DiKALImBKdyX/B+ZJxPvPvsCx7ev+f0eA9XWPOCe9UbbxMLrJqTzJfOUKOjbIZqG16/ohJAvJfsQRAWWzEqyNEbJe6YgbRenUlojZF9+Fv5plIyu+eekEYr9JRZ1EFXixpGDExzrVy3RPeL7jd+LVlb0LKfxHshUL8BiVT3VGDZhFcwTTMhSjR50HWqVx+FfZncz+PWT3mhQNP06ZrbHPq29e+AYIzhDUfgpo5gj4N3GC+pR8ZCq7JODN7LyrC3qjKHyQhWhVpdq6wVewBKp1U2HRGTtv5byiooSupVKEWglA03SArUEMVYZQySGnx/f+J4mNV1SX0RVPHYxwDh18u4kjaJrdvWldqSmLJkr28OauJSZKxB9BG3ImBvBdUiAjbNJQRLypJJcDkn0NShlDac84ytKS6l72UHDTEqJb8Vgr37fHvz9OGvrxM70xB5Hv0K+LnHR1EEMNCsJVe5iZwNfPaLX/LFr/4UD5++5/junvHuQAmZmD1DbGzrhevliby9krdVlF3RYw+B6xzYViH3BF8wdcEbaU87w2vbLpScsKYnyhoGLzl8hm64achNoreDH3S29iqf7ReyUFdLFX/ILW/ICVnZtsq6FSkgTsQ5l23j2w/PhCHuEdWlJLZ1kbTekmU1pOzAlLO04ho8Os0HpvnEON8xH06M08TDwyPDODCMUQtepefg1tYlpfulokpDI/ZT3C5owTCAFmRUcHJ6D+O4B4/2y7P0HXfnE9QmJ6Mc94Ah7WEw4utnDLSSMAqwGSMW4xJUIjLvpiSdUhqvL698+PDEVnrASCOtC2nd5P3K4gY9jQOH48xxnpingYfjzBAD94eRMYo/wBgDUPnmuw+7o5AxjmoNr6+vbOvG68uL0oXrLg4Sw1BkBGxJChfIdRr9rrE4HGZ8EJdiFywuOOIoasNaDeu28XpeOF9EFPXhu1/j/MD59YnT3TsOxzvm4z0+yBi8F2PFq4y5rRL3MeFtR9DHstYDeeWQ6UGmHz1ZqJN1BNCQ/fE4T0zHmek4EYaAcdJyNbzEPpOpOZCDk1a2JoyVqCwzihw0ZzGcbHUjb+KCm7IIcbZ1UeCm7u+srALRSqtMK7TlUhZZMeyBoa0KXbbzAKQgSPsoklo5iV2IGBdo6hqTS8FmOfFTWsUB+PIqdma14JXmmXISbry+L8ZqIi+WWBoxDgxxVD8Br4Yfb/CJ/f3VG1bZf301Zbr+td3QTfHrt9jicE4MWOyeXNz206jpaY0Ce7ulua78uqAq5541oAUGEbw08dzWU78DhnV/b2XNKxoKYfE1FeZoGpMs0MVBKkbmWdZ+x3lkngfNCPSaQ9F2y7RtE9ch58wu+EpJgL5SMv3c7V1fV+vJaxc7OO+8CrgGfd8902EShmvQzMwggiNjJdHZGPYwGWtg2SSiblnOMi7omjYOkwCq6kQsz17wrLdawP4pd4D3BhrK/3VM5Addwc88Pooi0GiUJtZQParqeH/i7t0D7z57h/dQWhKk2wRCODAOntPkmEJjuTi++/oPqcYyhjvujhPBj1yum1xM25nzi1ptq5tPUXbfED0VR22W5XIhBo8bBqElK9XVgCT86NW/6zyMGj/oGqYz94wVu2vbGp7G/eMnGBf57rJQO+22ZnKpPH34jsv5lW+//Vq9AsQG3HnHOE77vt1HPcf1hrReorRiHPEqIxadf1EsQ5v2Bq1ZWu1Ksi6AYV9PCU3NglGzzuZxyv/v30ccgZRHgNmptSWXHaFugozJqZkTKReWZd01E94H4mDJVm74GCVy7IZZNUX7i7oDiYPSum0Sr57KLi02iDvzPI3c39/xiy+/4O44c5xHTBXasKkCOG418XK9kNLGcrnIjewdmxbgy/lVCk4Tp16rKVXGQq6dASm+lN57Dod74jAyz3d7AQ7B60qxe102+TwMlJIFqxhEsrxtme++f2ZLhfX6xHJ9ATzvr18yzUdKTgzjzDgdNIlLGJcVQ7G3VeKOE7y5FntXwBsNQjM/niF++PgoioCcBnri2YbzhruHE3f3h31mtbp+EtPETv45MB3EFXe7PsuFt54lELQW5nGCZtWTHqxt5CrWZLaCt5bQyUNVbLFrdrRSyNETc9gtyjpq3UU7DUkxlifXTUlELmuMkIKCdfjoqMZRW2NNmVUdgtLrQs6J5+fvWa5XLpcLKcnviZTXMQwXbfPldPBeaLbGWrHTUg2DzLhWY8/avtpjB436Wk5Oatl5d1CpKZ1WMQhlP0obqh2EtsTdQqwTtFpDrdb0seMQ0HH1kkXPITe6wwehFxfktG+ANV7cmGh6ainZqxRZgSpzMKVVhDq1EIJYf3366ac8Pj5wdzoxaWqyhDkKUFtKZi1J6OiKH1lraNVxubyyLJLp2BDqctd7xCGo+rH27R1WSVnTdML7SBgmYUgay1aqOFutCWvFmnwco25VnL4uw9Aklvy+Hti2zPmysm7CrrycP4gArVXm+UQpSZiGPuCi2KdRDd1JiDcbhNrevP/7FaqfWau3PfZPPD6OItB3blp9nTfcPxw53R0EndVW2NiCfCYG660IMUwhRk+6fs96OXN++p5Ew9TM6XjCucDiM94ZvDVct3XX5TstAkYWw6xLJltDzYmSIyVmGMVfX1D7pq0tiqapFbQVBBhroSil03mcG7BuIBsnVFINRVnXhZfnDyzLhdfXZ9K2sSxXrpdXUQnGqB5/kbv7e3wcdPYMcgtqEKjVU1nGC9VFWHX81bcVRZBleymMPvvG1bYXgC786eEVRj+LG/AkBUM2g328YI/9kp22dDkCNMrPyqWSctbi5aXVL3JhZqORYSZIATANcRQue7x3KWXfWKR9r1/xXpyRPv30U80IOOKtuAW31okyRbgFy4XL+YWcBEAW0ZXlcj5zuZ4pRZKcp7m7FDmGYdKAWMEPrLfEcZRuJs5C+rJBovFaU/l3Jm1XJLpdbrwYvRrS3tiSYkfmWNek1/8iLkaXJ5blrNR32eC0UyPEEef9DSDW7rTpuFoQdWYfEYT4ta9w5PP72FeEgFIgK9MYubs78Pj4wMP9HdM07pLfnZBi3U7E8SFAvSOEyHJ+wtm/LaumWqh5xVvD4/0dYudt1LVo4+VFbr7tetnzAkpJUBuvtTKOA+MQSduG944Ygirggrq4WM2HU+S4VA220BMlesmcDxPr1rjmzMvrK9frhZw3Xl+eOZ9fWZYLzhlOpwPjGGT33S2trVXkf8CFqFqBIEXHxx2xT1uW+xdwRi4I79U81ajwhb7qgqxJznsBaL2Zb3rqiWsRqii0hn1+bpp21EpTL4ZOPjJqXW5EaOQMXmm2tSJBHXimSTCDhiWXrtw0bNmQsuGSGik1liRR4duWWDah5NYmfgfDMPLpp5/y8HDPL3/1S06HmeM8Q020kshZuAfL5cq6XLieXymdT4B4TW6bdBWtVe7vHhjGkfv7ewmgsY4YoxRZK7FsuRaaNWQM2ypjxrq+klRrYBDMpeQNWqa1xHXZ5BpKmRA8Qwy77FzMWuVrngbWLfH0fCHnyrp8IG0Xnp++5eHxM6bpwN3DJ8IrmA7y+XfMwijgql2B+RGvoI8IP98HfCRFQOZTeSE9BnuaJsZxxFr3xsfO7oSMHvtssRiC5uFZ1tMT2+VC2RYFkTQSS403qrZjaVswtZI7+Ne6/LWqbsGSlCRTq9g8O42a6p3Jjg1gdnZbN88wzoPzVCd23qlWcTUq+eZCpGtB5/weLyaKxSSV20rikBh9eJlVfVDxVABjdc+eAbG4rgaxBderoYeevH10EUp3HtZpvv9HOqVQAEEpAvLbVSm+bd8IdELxvpKk8w2sWmOJ1DnlQlCDDykcEuKhaQtsubCpD0TOhVyrhowqcJeLnITeM44TDw/3vHv3yPF43K3Ra6qUmhSruAWnFt3m0G4RayltO3YzH8SZaT4cfgDAghhydKchsbRrKr2uLJsUgFq75sJSm6Vk+TPXRXgQwTvGUWLlnLd6Ldn9YzGI1mTbEuuWKUum5IUtbVzjSKuFEAe6Q7P1AdPkemgYHAi2s+9/2HGfn1cM3B4fTREIxgjw4jzBR94/vuP+7lHeZIxQLK2sTIJ6/PUEYgA7HAjjA8P0wMt3X3H+8C3n5++4XBLLtYrhhguM80jwgdPxyBQjY3AaXb3RqrRbbojyBpbC5XLBGsO6rMQYGYaROIL1nob4GjjrxJK6VnyIuDAQ5js2AltzXNKV65akCCg6PE4Drc3UKoYnMUjhi8OgvoTS7o3jzDjODOOED5HT6V414o6XV5lpcxLTjy0EmZWd2KJ75wTodE7Ve7qD32d8efcNInQBzU7QoiACLXQ1qOIs3ZELIUZu+H56Ot9Xj4Lt9HFg3TLLsmGsZ7guDNXgbGDb1GTFWC7bypISaxYmJxXWnLiuC9d1pbbGNB85Hk988sln/Nnf+9N8+sk7DuNIDI7jGFjOiWtqXF5f2ZYLaV2oOfVVxo6TWGcZh5HD6cQ0z3z6+ReCw/igHU/luma2lHl6PZOydCVNO0Br1e3XT5pGFRjCADRyWjm/PvH68oHzJXG9Jq7XVTrc08w8jwwxME1Rcaoi40cJDFG6hg9PryzLxuW68vz0FS/PnsvlhXk+8fD4KdN8Igwjw3TQbs/Jgku7gqqfX1/61Pa7+oB/gCJgjPlfAv9V4LettX9af+8d8K8Dfwb4W8BfaK19b2Q/9JeBfw64AP9ia+3f/QeqBBqZNMSRw/FE1PWLMVbovryxdurGonRVmyxCGg78hB3uCAdR8NUkrWQuGYMYZnrvCN7hh4GgWMG2ea78aI2GzJW5Qamrgi+WrDeIdUFCQpQhGJwjDCM2DDQbqMXIaVbVr17Bc+sMITjqEFiXm51XPxr6yGG9J8ZRRoIQZRswjLSGpussnM9nWpUb/jBNjMPIGAdgpHkvbv+10arHyD16e8v15JbTQ92Ae1fQKdamT6C37qCpUrLjI7cYbv2zEscEiEmJD4HG7TnnJHTllPtGwbHmTFJrdnGO1ufYiqobDcfDxOkogaXWGgmeNVCzwVbPcn7lenlluV7I2yoFrTVVTTo6B9cbD9EyjBJUmnIh142GsAhzraTcyFWZrMbjYsCFKJ/JMMuq1gViGAg+MMQBWmVbLoLfOM9yfaGUjVwS1zUDF0ptpEGCYZzTdWy/npssfw6Hcf9v10XWpNt6kU4GkXOP8wEQcNpHdWGykkxgjWhARDTP3sn93OMfpBP4XwP/U+Bfe/N7fxH4t1trf8kY8xf13//7wH8F+Cf16z8L/Kv66+989GCGVg3zfOTx4b1EU+kO1gDN1hsv2vS/Bz3vXna6jmxG7HhPNBHnZ/Jy4fnrX++01FoSQww8vr/Hu4h3MzF41uWKQTQMadvQMZec5WRIaxUHHIAtYazFx1E9Cx3jJOamcTqCj1QXxAYrFzXpFAtzqx9uHAKGQlqHnczR14HBe1wIcvr7iA+DXrAD4zjtDrqv5xe+//57ruczwXse7u44Ho4cpgPWNlqIWAylKKU1eIwz+yyJ6e1jVd260JxdX41adau74UuqNRAXo9KVd2/4AfsfbYJYxxgZUgYMKWVezmcsC0Y5ExgHIez0WHlfDK3a3ebdWyEiPdyduLu/4/HhHmhcLhfKKkU8BcPy+sxyeeVyfqXmRDD9OVt1WW6Ak8IUB4ZpIoTA+bqSaxVDVR1DcOqh4AJWb/JhPhKHkeP9o+7yPYOXtKsxRFotLOcXpvnIfDjx3Te/YbmeuV6e2FLicrmypcw0RgCGIWjCkds3EM5LNzoOkXHcME+vrOvGsr6yrRdeXp7ZHq8cljto6OZIwGmD2zUDIiZq+0jQbk3zH3n8sUWgtfZ/Mcb8mR/99p8H/ln9578K/J+RIvDngX+tyfH8fzXGPBhjvmyt/fp3/hBjaHYUwCNMhGFmnk9M0wFrverJlWBye2bsPe2+DuszrseFA94NxOkOH2fWyzPLyzPr+sx22bBBnIrHIRJDIAaZ+9O2cb3IeNANNAxmJ3Qs66bzl8GsiRiFyx+GCWM9fpip1nPJjWVLcvJt4pMwBI9rAdcGBtcomm9YStlnXgHYGrZxsx8LkTiMDHFknGZKFSGNBG1cuV7PrNbQysZ6PXMZJ2rZGIeRcjjKOitEVRxaug14sx2RF38F2ezJyqtZw5YLpkkOnrglCSALRlvibpl2qxNyzehazVqGaaQC8+GgGwKnae59DHHYEPD6nLwzUCtJreadqQxq/uFZqOsL5ydJRAI4jKL3mKInrRfyemGIATcEonP7dWI0yWldNzF0LY28JMwm42YzhuYGtQHzxOmAD5FxPmoHNmHjIGahcaRnIlodERK6up2OWB8ZxhnnPOty4enDxLqcuZyfWdZGypKcNA6BlDJDFL1HCE5l7nJYOG81eCbz8iI2/MuaOL9+x3I9s6WVcTzwkDbiMOKjfFlr8Vgx5EXyOn9HI/APjQl8/ubG/g3wuf7zL4G/++bP/T39vT9SBIwxfwD8gfybBbWpEtRbBBVObaJa6ye+zqPAjwvAvgrb9/QO7yO0KnHf6lW3bWdqSSzLKjJjA5Om7IzDgLN2R80FcDP6fJURWMot2yALzbnvyo11GOdpODGVSJm0JeXPF9EkOEsLDmsCzVtZb6bE5SqOu1W7AWmznYKBGrKhXos9Rut2gSOt6LYI56FkxhipOQsXIsrzq+hJvguBOs/9thmwRkgp0NN10Rvf7nP+LpAyBucVIGw3F5ydK9CsrtQqwzgoV99qSg4yvlmxJO9IljX6GdcCVcJBovdChyZj6kpeJca8NvBNPCFcCxosU4jjQPCOwYd95dkQdudWGuSimo0m8nVl6Dkf1aouMh5OhGHgeHqQIjCK/4MUyCDy3Kwx4AgnwbSGV/5Gt2kLcSCrxdq2bdSyUlKGtqnpjd3Xd947BSv7ZyHjVwyidTBW9Aspi5eCtY6S5SCqtTCg3hCyl9kR9w5c/9zjTwwMttaaMeZ3FZqf+3t/BYkyx7qh2XiHMTBOYohZ1R1n092wsMT6Cgtue8/eAdS9KFh1cMHpy3OW6BxunvCHgXR95fztV5J1cD5znEbGGDgcj8Qo0VwvLy+cX8+8KjC05dyXaJp/h4Rz+P9/e28aa+u65XX9xtO8zZxzNbs7zW2oWwUlpFAihBiIRomoIFGMiTEQEukM0WDsPigVPhA/kIgYokYjEsEuUICIUiEaBCTxi6AQBYumoJpL3eacfXazujnn2zydH8bzvnPtc8+59xbl2XfD3U/Ozll7rrXnfNfbjGeM//iP/9/Rdi1Nv8F3G45zYoqBw2FgGAemYSDHqd7U2j5SfftEKalShXWKUKWtiqoNYTUTsB5nG9p+o74CIri2YXe+43Off59Hjy7JcSbOE4fb2yq7FXn20dex1nG8fEjb9rT9hq7fqQpR07B4MIqtIJ5bWq52fdCh1566gJgMEisrRQPUySq7IAVSbeOusQClere0PH7ymBhSNQIxdSfVrEefSx2jnsNEjBOH22vCeCSFibMHW3WE3tgqvRY4f/iQrtsQowZCZ8D2His7zja9tnWbRmv8FLk7HAnTxM1xVrUn69ltL+i3Wy4ePNLZjKarJAur9b91+KYDa8lGLcWpRDBVkUpV2FXIQduNIcWqjWjZXng2KdK2HeNw5PziITc3LxiPe6bxjvkY2R9frlTni/MtTePZbJQX4mw1cckWY88Jc2S37bm7OzJOM9N4zTTecnd7ze7skrOzS84uH9G2Pf32XHGrotf5s8gEni5pvoi8D3xUX/8a8MV7P/eF+to3XyLqN+8tTdOuZBlQSm4uJ4KOtvP0n50CwQJcLf879UepKLZYh207fL8DEfx4pISZHCZFfnPGN9p7X/jobPXzbQhwv16s+cg6cutV8dg4Rwza1tLZ+Mgi1VWKimDqpGBc2WzzPCtmcI+EtJQF2npb7L1stcI+feZms6HxFnIkhZnWCdOgfnx3cU/OgWHY+7/FAwAAS2BJREFUqyR20gDjfUtTh32sV266SiYu3P6F7KPpbRFIFRuQk3ZV/UGDVNHNlWlQdHR4cWbKWfX4hXtYTsmKWItTHKKKv+SUCGFSURhQZ2OjreK+79lsemxV+Wm9lgiLo5Ih440SppxXGXgxljBHDseRYQrMMav/n3W03YbN7kyD4/ZcW6++WfkfxikfA+t1xkEMRSMmYlwdHquj2CKIs0q9LlX5B1jUk327UcRPqLJwytiMYVIPypBhCFg70sa0thLdPdCw8RX3Qt/DWANDIKWiCknjXlmN1hLrdKJxCmYKlkUj8pPW32kQ+GHg1wP/fv3/n7j3+r8mIn8YBQRvviUegN6AvunY7bZstju6rq+S2ZYUq1c7VaWHRbV36V0v6j7mxJ2G1Q0GQcc9a3+9MWD7DbZpCMc9081LjsdbjsORUooaZO62dF3PbneO9Q3TrO2aYZw4DKOWAVRSkG9o+221leoIg/ooztOk7jUlqX9B0WnBGHU0NkXlwN/t91X5RSiymIhoO1MHkGxlH6ouoTEe6zJt29M4AyViRG26iJfs724rMDYxHCdub69U2NTtafsD3necXT6gaTq6zaYqIouWBALWpqq27KrbsSoa28rIUH9hWByWRU51NyhXQoldmn6HKhQS6hhuSpEw61Rg027JOTNPg2ZFOTIcD5QS6RpP61paL1xenrPpWx5cnKmuQyk4J1hiHXeunSVv1Yui+ijEXLjZH/j604/Uss5adpeP2Gx3PHj0Dsa3WOfxbV+xEHsKcdUcJBtX1X0NeZnbsI5CJuZY2dGC8w2UQhKpIieGnCJihGazw7cdfa8qWdN05Mq3HIc98WVmmkPVMQi0jSWlTNc2bPqGtms0GIiK1/pqCx9D5ur6lmkK3B0GhuM1h/0N0zjQdltKzjp/sNkpnmE//VH/dlqEP4SCgI9F5KvA76gP/x8Vkd8M/G3gX6w//j+j7cEfQ1uEv/FbvX/9EEytjazVNM77prbKQCq5ZHnAX4E5ZKnZa2sqn753v/VF0p2p4DDe0J07fLvBNS3zXU8cD+yPd4xBGXu7zZa+R7MS57C+o+0D/TZwdzhUmqhODQ7TjAwjActUDSxjmNY0XxWDAjHMWjtSd95KfiFlYip1t/e03Za262i7nq7fstme0XYKVOk8OyxiJwAlJciRkgONN5htx5MnjxiGkevrO3VOQl11QlR3YozBJcVAbJ3s07Q+U5ihBBXEMAYr+pCIrRoJUglJNXsoVZN/GbRJtTRb6Mi52rKtvow1mwthXklTYR5X1WBjqLMBlqZRuXnEknPNOHJhDhOlTLiqAageg4mploq5QEhqbye2ZVMfxN3lQ7p+Q7u9VHk3DFG0E1AqDbsoTK94z3K1xK4t1ZhPduM6OJbWDpV1jpIrmUyEkjVYiNXz1W0VaCyl0A07vPMMw55pPJDyxDBl8svbOmjUsY2JxqsvpDEG8cv8R+b8bMPcRayzjKMSjcJ8IKWZZyXRb87YnV2y2Sqj9tPWt9Md+LWf8q1f/gk/W4Df+q3e8+NLqL1hUWDDVSuspSSQhdyin3LvH8r6/6UDVGq/tfLYWEsD9GZVPT5H03fkplVOthHEe27vbplzUJlm41RU0ykXwHlDkzNtTBQxjNPEcVDuwDgHZJyJOBW/jCojddKYU9GQmOIqoLmAG9ZaRdhTRBWUnbYa256m6Wg7VQr2TY8xjmk6UtLpdwOpM/iJkoO6BtuGy4sz2rZhngMhFWKiAo8KMtlqsmEKJ+CoKOMiV+akGEO2lTLttCZehooW8G8BKWXNwk5dmgrH1fS/6jNS1owtVReoFGMVChl1AKpO6znv6kZQRT7LkglWp9+UsTavo72xzkLMUUG/IShwK66l257TbbZszx/ia1k4VzXobHxN1xeAsuJJ9SGmBoulTlqmRVU0Zrkx1dvCVuef9T6UpOSdoiWVt5am0bZ2U5F8Y1SefhyUHj9Pg/obZg0sqc3VBFdZmOKUa7Khw0edrVAuQGKax1pmqAoTNTilpvvU5++NYAyWSsndVKWcru0qkh8qCFgFOBcuZE1FT30CHQ1eRCttZXSpEWNV96l1+dIDL0XVgvzWgfW4zQXFOMJw4HD1guH6lo9evmS73SojrNMHc7PZquVZ0nbNOEeub+84zhnb7KvUeCLMwyqCGeZRd4sUVpOSUtEzaxsKGZONGqn4jrbf0NcMoOvPaNozEEfOKsKR65yCVLHUHCKlVJHOoqCjtdA2jvOLnQaBLDTtGWI945QxzhJLwpRlfzPIvQlBKYVSJ/ZymMjiwQqxiivmJUU1Vh2BKpMQYR2hXefZDaRkVfYtV4GTrIBkSolxPHJzc8PxsOfBgws1WjVae4tXjwbrPbhOZxNEaOWk8iQVO1l0PkvUz3FNwTpH0zRcPHxM228ovqe4hiAtyUCWovMYWlCz6vPVIGBM1RaorcD7JDVbVbFTUkJPjpmUJp0cNEYxBoqChjnVwTUVu2m2Z/iup+16NtszLoYD11fPmIYDtzcvmEIi3AyMU6BpLPOs/Jaub9U12jpEIs4pG7TrGs7Pd9zcHpinwGGYGI4vGYY7DodbfNN+6vP3RgQBAHENvmkUrLJ2rSlNBZ30v08ahCivdAvXXZ8lWsOiFKJ8qvoOGY34xmF8ixOh3V0i1jGPI2k8kqfEYZxwNqrSMbUeFB3HbVpLYkbGWW+CecY1rqoOpZNe/jJ4U3dYtfpeCDlabavMucd6XwlCfm2TGuvq71bdjosKpOZYy4CUWAVSysIVAzHVF0AKJQmuUXnykJOmq7DuzAruVWqxUVPWRapaOxu19q+7fYxqh1aMGo3knCp2w9rBgWXzrESikqub8DKRqCO046jmIgWqYWrPZruj7zr6rmOz6Wicp21bfcCs1v3GmFWOLBc1AU0F4qwKLyXl6tvY4LoNtulItqFYTxIVB1X9B72m+qCLUuwWnT5DnYM4gbWK3yooaSs4rfJ4FSzMhbQo+yCItYuuS72XpZ4jg6/3rLWWMM9Y41RJOU7EMDIHnU04+FEHlYwgNOC1hYg1eGydR9BgYYxOloZYCGFiGvc62PQp640IAmIsdnNOs91pd8Cpq03O2rrS86yiHQhVAxAoy+1e088aAHL9t2vPmkpuqUMbUjOHteVoOmzbsG17ujDRbs4Y726Y9re8/PBrpPlI14w4d4t3Lzm70KmzZrOjs45L6xnHWduIWYEhQbX0dSZBH7RUyprhGKveiM5r3d15i2+Uxtr1G9puQ9NucK6rI6uJlAMxHUlpIseROBzJYUbKhG6zgUXpFlvbQkZpw6mq9hSTaftWB12KsMiPWFy9Nw3eNTgDMagKzyIOKqUKkZTCMIzahrZ2DSRp5XJoJrEQdDTr0fp5GkPdsQvjOHA4Hnn+4jld13J2ccF7n/s85+fnvPvOE7bbLdvtthrCGLxzqzdD0yhgtmRGMUTmpCSgF5VYE9JM0zR0XYdte4r16vkgjmw8y/gStpaEVX5dhUVkTbMXt5/Ff2G9bysg6HxDDHPFNiZi9UtcnIzbxlOyo9hEibbqKQaEgm0MnW/YlDN80zFPA/1mx35/w93NS+bpwBxmjsM1XesZzjbsdj1917Db9orZWEu2CZcz1uyIMdG1DcdhZH93ZJ7vmMZPf/7eiCBQxBDdhuR6iu/At+R7EZdSqY+19rynTM4rGMHyfjVoLC1EuecetPxDFVvJ3wAxWNvQbM+1FecbLkohzROECSrwdTgeGeZAnxcW3bJLZuZ5UsS7KuCoY3BV+V0syQqq7yeqAWisxbl2xQLartfefkV1S86EONbOgsqQlTiRsuIOpFQzg7DW3a6tdOZuC3NUzfza50YMqcAYlZdvigqvGoEGHeQCo4zCknWUNukkoNJSpeoGFgVc9axXKbTKQqwYQIqZnIrSi2stPc+TUoj3d8zzREHoN1suLy945933uLi44PHjx6qg3DQr6NZ4beG2beXWi1DQwEeuXgJFZcuk6kUa3yC+pVivKb5xYGrfnzpMYU7qvCr2uUxiLlkMlXdTdRjKN6BTtX2rP6ulX1qv+RyiBpOaFYgxWrJIdaiqczOu6RFj2WUtY5xzHO6umeeB4XhLTHA4zpSC8i1AnZgbzQScteA1A+xzgzX62nGYCSHxaesNCQKW2GgQyPeCQNaMSlOplRJcVqGUKq1w732WC1RWdBo0ui+dgiUQLLjAkt5RUL61tbRb7fu7bkPT9aR5ZLh+QRxHwjiwPw7kfGTOQtt2bLc7PZKiwiFL/3/RCFzmG1LSHnpGRT6pYBHGrtTUrt/QdT1d39N3GxXYjIkQjoQwMIc9JUZKUrs2yqLWq7vQqtVoG6y39H1PlpkxjQqw1UCQcmaY9caQovx7KxArSq6dAaBo54IEEjKu+himctL7W859qnp8VlRbQM1ElrFjnWYrwDTNDMPAzc3Nqhy03Z3x6Mk7vPf+57m4vOTBgwfKTBQIUT+jqXqKbdfpdc6Fko2WQCKkMlcH6CqK6oyae7gaBIxTRqfY2vN3KHVZH3hTz4ER1WXQ7P/exlG/UlTk1c1n2QyssapKXGZyjvV316zAVw/N5fwhmQRrx8i1KhW3BLq222CMrWIzMzEHwnEmxEgz6oPftg076ZW4ZnUGwdQA2VQMwZj9PQGTb1xvRBAw1tHsHhIbx9O7Gb7+gt35BZfnkUfnvU76LaYYADXFzFl18OBeicDi6JMx4l6J5jmfHI5sVZs11unFKjUxrgh6EY9x4LcWv9nR785I80QcBl48/ZDheORQB0JSzuvDHkJVMw4qaBoXeetSa+H6MMQ5Uki0WFoLzmsXoO+3bDc7fNOxeASEMBLCgRhHcqqsw7KM3FQiThFIwhyiKvnYFpcNyQiYjn7bkYr2zm+PE4cp8/xYyC5QjMHbhJVCZxLb1rNtPRtvcGIhW2wq2BDZdF7t1vHkSjFedseUtBSbUqxiG0mZhRgkwTgnjocD11fX7I8H7g57mrblyZMnfOFn/Sy+72f/bN5573OqI2G98t5zwXgl7hjfUqwj4Otum8nZkVJhHBPDFBmmWbsEVYJNnKWYqgBlDd56FLBU3wedspNVcfrVILCgS9p+XhijllNnoHwsHIgxtbvltOWZ1UE55UKZE9bkkxhOKZRkVqJUzBGRjNDRWk/bbXDOM00DbbdhHA7s716S08wwRj56fkvTWMZppu9a+q6h7WrLtBFsylV3crcG609ab0QQEGMwTUc2wt0YsDcHXtzsKRQ6b+hbi4iyrBaG8sIF17K+UCoj6tSi0nRLVwW8UP82KaU63gonimx9HxapLYt6BRiMZFzTkH2LdQ3+bk/IhXl/gNre0nenauOnGhgUKIqpet4vqBmsIhU+a6lincP7hraODbtaBiwEo5SmGgBOdmVLdrQKzbHMWSioJwlMgmJ1ci4GHWk+jJHbqXA9QLKJYhLOJJxAZxMhaY+99A2+Sg0YAUvWwIgGslwMGXMiaBVRZ6Q5MoXEHFLFYQTJRYPAODFME9Okaa1znt3Z+br7d5sN3ilRquRCkVJJUif2XsZUVqICeymLjv7GrF2KKqRiluk6o7u96lRKJZZpeah8jaXur2l/vRdkvVxLIDh9Sf25XMevX7mfRenYttQOw6JPWe/Xkqt/pYIqazKrsy9Sqdw6M9KlHdY5UowKHoaZeTqo+tI8klLGu2l9D+ssrjIpF7OYtoWcLJ+23ogggAjZNMyl8PTqwIsrlf56dLHl537pfR5ebHl0sWHTqTmnq2IiCh4uJ7heVKkKPxXMMhWc0Qe/9n1RJpz2e0vV7xMFGmv9C0sCqDtuJINziOm4fN+zGQe+/uWfIMWJwzDoUA4wTBMxxVUfL6XE4ThWRSEwNfugkn2WGYG+37DbnXF2dkHf6az4cdhzHG45HK/JaQCiauihsSDPmRIyRMVKWq9Tbr7LJNMQsyNHHVYytmWYjxzGzFdejLwY4asHC27WIaI4YMn0DjbesvGOdx7s6BpH7wVHwUlmlxONKzgqRTafMrCShTBnXr68Yz8m9mOi+J3W6ATGuzv2z15SphFTCu+8+x6PHj/m5/3Az+Pzn/8iF5cPsL7RBz0DlWDjmlbdeYyrZaKQSlbyUCjEOTGNOpmHCE3bIE41AIy1mGqfZsWs/SGdidJ7Jtcq0aAahVZyreFPFGCkDuIs/y9UjT+0ufoJWYF1HovqDqQUCWGqtHFtJRpjaLxFvMfidfaiBv5Fzs33O3y3oWl7wjRwdv6A25uXHA933Fw/I6SZl9dH9seJtrE8mHZaImy7KovXYE38pn6Eb0QQKEWIRXcLSYWQM9eHgULh7KOXHI4Hbm9b3n10zqZv2PadAlnL7DSsbZdyr41V6px8zknTrKKEEFmi+qLMi97MC95Q6g1+Or6qWaCtBIpxZHFkURJtKSB1piDXHX/5k5avK7tQPetKFY1w+KpWtN0uHIlWjTJTZBj2zOOhKtDOKohKfdNYKl9AuQJSiTtUVx9VLzEqp5505mI/RG6GyNVsuAnCITskWZ0dyBYLpDkTUmGMEeMDfVPYthZLwpZIyELnHd7UdmQMyjSkkKIaht4cZg4zHOZasJhF9LMwJmHjGjonXD54wMOHD3nw8BHb3Q7vW02zKxtPKo1aRT2Vt8/SZYnKj8izSojlUupu7zDV/kusxThVPDJV+JTKizD1AWZhmrLs/nWy8B6KhO4PJ3hg+cbS6mNJEGR92Mq9HxRjMFhcaVanqVJbqsoUrW9lbZ36KxSp6ttFNSKNa/AIG1TMRfUclGk5jnfknJnmzN1hZJpVtKRpfN0IZSXefdJ6M4IAMCcoRigRyIWXdwPDqPTbzhZ6Dz//+7/Ew8sz3nl8Sdd4ulZtsso984yy6t4twKDWqos2oKvTclIDgFp+VzuyGjwWBQa9aVK9Mau5hjHEbAhZCGKJaEYhNU1Pq/aerA+/lgqqMmTQ8V1XZwS6bsN2d8bl5UPONmd0bcfV1TXjdORu/4IQB0IcMKLVd3U9gwB5VoKKkOqFduSYiTmo9JrxRCw5CnmOvLideHGY+XDw3CXLHo9khxSDo0Fy4phmXNBdfyoTnY9cbDykAGHi0Tn0bUNnSx1cGlaV32nYM80zV9cTY7YM2ZGNUIwwzYkyF8iOi03H2abh/ffe48m77/De+59Tz8C2I0SVIxdrq3pPg7ULrVdbgilF4hyI80w8VmfgUhBnVcOvaRBnkUVazensgyCUWIOwyCkQlKXmX2Bi3UgWH8KTEajerbJmBaxZgRVZO9If33WlkuEUJ9DBsjBNdbbi1EpsvNdMVhQnKKI8EymiknW+oes3Ojy2PcP5huG45+XzorjRPDJNe5wz5Jzp+5aUOrabDm/f9CBQCrGoVl9xRXelrsV4QxTDIejwzt/8ya9xtum4uX3Ew8tz3n3yCO+0z67EFq27FtxgidylpDXaK41Vd3uhypLV657SMqN/r2tQt4I18k4j+/0tx6MOCuVYDR5S1otbJbFTKVU4MjAHLVl802Cto2laHSbpeh4+esxuu6OkzPX1FSVlrq5fEsLIHO8oJApxHSLJyUAsMBfiNFNSput8NT2OREElzrO28Y4xErMlJMvL2HFDw9S2hGy0TtSaCOd6RAq2MhpjitzlwhBgOtbsIxSCSXRTwEtEcqCEEWcylsw0DISQuDtCNJZgGrxtwRlytLSuYdf1fO/nnvDew3M+/7n3uHz4kN1uh7VecQxj9QGtGv+LPiJitP+eUrUhm0jTWDsiqgRsnME0nmL1Aa3Z/qljRFUZqh0jatdIO1CKCGZRzUNK0h14zQjKCXc53RbrfbbYrC04g2JW39hKVAfpRYU5keKsvJaUKSVUgFKBTGNMta9PpMrPyDlh2g1dFZrtNzu8bzge7xiOdwyHG3KO3NyNjJNqO4YQaZqfwQDR61gFSEXIYsGooYf4DnFCNpDDTJoTH7285W5/xFlNGbcbnTNv/Ik8tFBXF8385e9LZC8lV/ZW7TTUnV6BrQo0nrpClKxZgxH1SgzTxHA8MhwPynLLWeXKc2XALYq6pRBirINGikN4q7u/+s1pN2BbXYVjjAyHI+MwcHv3kphmCoOSGi0YbQBjolBipsRMijqajHgQTrpyYggJYikcxsSchSlZ9qnhCATXk7IOuKgQZyI7Hd8Wg9KFY2RMM5IyqaDZRwQzFaacsTkiOUKMeFmCQCSkzBgNySkhR4xbwbjGWs7alseXF7z3+CEPLy/Yne2qToLKjanmnl3FPO87MqvUebUnC4shqVqHiVfRV3FmfaDv7QJr2q5lgZwAP4FlzBcjagAqSsk2mLVr9AomWNZKYF1LB8qUpVW95BTfmBWIKI8hZVNLgyXwptUMVsRUdnypeETRnxOlK1tr6QHvG81orZa5YdZu0jQpaJiq72Ib3vAgAEI2liB6OCKW2fSqXtt71XuznuN0YDwGxi9/wIfPrvngw+d835e+yKOHl5xvN7hKKVWUVfdQMVXQsWII2iFQiqlQDU3QGYN1R1hpnffajikwHA9cvXzBs6cfMBwPNE4wZJ0JSGo+MU9j1RbUIZa4IPUVBHSuoe83bLdn9P2GxjekOfDhs5fcXL9kv7+l6UEkk8qEc5VVmAWMp5bilX6rdN3jPGCcRVpPFEcQ4fqYGELh+U1ipmMyDR/Ehj2Wo98SKOQSmUskRShW8Fi6plUYVCLGdUgpDDmCRKCFYjhEMCHpg5IcnROcwJCgFIPfnavBrBHSGHASeZfMo77l8w9b3nlwxsX5hsvLS7rdGca19TEztE2jUudmcYE2uGqWkudImGbGw54wDqQYtIljDKZxFGfIFozXdqBxuusbMVixWDG4ooXB/eTY1JIlGbUDz0A2gikZWwRTCmYNBqcS4VSGipqNUBV/i6wOz4tMeS6vBgQxOl9grSPV+YMYZlJRdWZjlMDlnFffh+qMpdyLeu4boan6k/1mx9n5AzbbM8bxyNWLp6Q4cRwnpvmWb6b784YEAdadADFIERKWJI5kPNk0ZBMQGyiIEl+GgMie/qOXTFMkv/OQvm0523aaBSyxu3b7TkIP5R7Ix71cTS+oMgmXno1e9FySavkd9hzubpmGgThPeONYtOxzVsJOqipIMYSqnEMNMJVdaB3ONTRNS+Mb5mkiTBPH/S3TdFR12pCVSFJmBKXHlkV9N+tNtgqPmGpUKaXeUIWQCscxcZgydyPMBiZnOGbDSE2rK3ahJB6IuYApmGXkurYdpYCXas8tQM7YXHDFYHA4USAtFZiLR8ThfL8Cr8QJKYnGJFoj9N7RNDoa2/Q9runIohTqxWrOGKkSZ692e2KKqkuwDGJRqjqSrDwANfWwawC5HwBWT+VXGvu1HKDcmzupLU8xJ4yAglkYqHolXskElrfV+6rmDEtnsag93DLl/srH111cr21e506UjFkwOa9ZjVh777MWIRfd4FzT0SE6Ieo88zQyzwPTaEhx1CnVT1lvRBC4D9AtI5uzeAyegU4HYEyh7xySI2HeM4eJ62e3PHtxy6Zx/IIf+H6ePLqk+1mf1+i9IP+mWjLBPfLHck9nTLZrl0AqpVaDR67IaiLHmZfPn3H14hkfPf2QGAbImWhcrRX1Z1IIOvwRYiURaa3ofFu572og2tZpxK5pefHhU6bhyOH2GuuhbQrjdCDlSFEpDG39ZQNFg4GgdNBctKYvtlCcxbQb5nlmPwc+ejlwN8DLecPcFkJv2BfLhGGawjrHELPahodciCExpWnFCXJNT7ddh5IODMdpgJzovcebhs53Kv2WErFUJd92RyYhRNycaVKgNxOb4th4T9s6/Kalv3iA8T0zno1taa3HmjqlWFK9VGZVaxrGA+M0MoVRa3ZTkKaasjQO4yzGqx6FGEOm4IzDGY/VOKkJjaB2dvXhSsvcyaJvKEKqo+1ZHKYUbDHYihPYGpG1k7AUC0vQykuuoEGkLEFG2aGpfGORsLANjbWryEquY9F5DkqZbrzSmZ0jhwVPEHLJpAS23dA3Hb7ROYau33Dc33J785K725fM86cPD7wRQaDS+ki5VENIh287rPcEHLFYUrJErBJXaOo5z+Q0E8bAT339KYfjESmFB5fnnO02NF4DSsknW+cTaFgFOk1eHPRq+l8tpUTnXedpYBwH9nc66jqPR0XjJZNDJZDmWA1LM84aBG1ppbyMLOs0oPfaDtz0G6QU4jyT5okUFusqBTaH8UDOSbUOisHbFkEdbhYvACMFQ5229JYklrshcn078fx65OoucgiW0TUk15HbDQaruvSzYhlCxohddfUKWmasdFmjr40hrn6NRVTWOlmVHp8pSO2FxqQW2q5IFSMxbKXQS2brtNW43XX0Z2f0uwuKacB4WuPxYhYmfwVkawmQ1edvjoFhHFSDsCxAqcF5V5V5qw6FVz6AoKSwpRxQCTXdO+/ZIlS4KFetw7RmV2stbqoLkShEqH6LWhqYJT2r73lKLDWQGHLVXzhlBWtuUU4Zx7JUm1Bomq4+5HVatCh1XCpoaKx6GS5ybgueVYqAa7Fi2Z3VqdQqUDt/kwmiNyMIACDVZskre65pMc4REEK2hGwIRR1xnDQaN4xScucc+OD5S8ZxVINREbpGvftslnWMU00va2RekNsVKFT9vFOZoNYN8zQxDUeO+zvG4UCYRxqnI6Y5LvqBkcXayy5pqFVGnTrsqDyY957G61QbGWKaVW2ouu4o8JOZpoFcMr3ZaE1sGyQvwy6V2VbR8IxFfEPOwmFM3Oxnrm5Gbg4wFsPsPdgWmk6nFguYWE6ll1F5c6msykUP0BhRWbZSmKvIq97o6n6UjSNRCCUpfz8KKWkdOxdoAW+EnsKOzMZC31r6bUe/29JsdxTrwTga63A1CKiVW1mDQMkKsM7zzDSP6zyGc6eHYfFyUDNRz309PVMWP2BqLa8Py1rxoRmPIu9RsYhFpF+kzhnca0FX9SpTloLlfllQlJH6CorI+l6USlJCzUH4ONuwBnhnlE8AEENVvq5ZGYCpAiOpnDLWnBNkVtCw8X49H8aYvwuCQEX1vW/oNpvKHbd1WmpijlkDwHJ2i7bsvDha5yAHrqc9881ATh/UNtLI5957h03fsdlt0B17ucHWTLNmCAWRXIU2Tyh0TonD/o7j4Y7xeMBQuNhtMOj8fphVtjzGsCohOeeUJJQFK0p3LsZjqxZ9123o2p799RXTYc/h9oaUJhIjYRiJeVZzEtdxefGIttmQwkJ4KrimSnZLIUjtFkY4zomnVzMfPh94+mJiNA8IfsPQbsnGkWNave5d45Gk5BtlNtYeuajbcdN4FV2t8uvHw36VAC9ZMYCIIcbIOE7IPCMxYlsVHjke7/A20tnIpU9cdI4nDzoePTrnwZMnbC8f0Z89oG02OOPZGIeQkZJINtadzZGSIUbhME1M88CUZooUXOtXYxrjTL3pG7z1OOPXnZaiXZQ5zDROUfQYa0CwsnZx5jCvjD8xOnegxLJKGhOlHWejsxLZaMjMxWJyxpDXrMBQg0yt15d2k/Aq29DWIPdpbENTre2tVX2KMI/aSo/qt2gE/EKIsrYa6yRSjlUZKiLNhk01r0npDR8gWuAW61QrzjcNiPa5Y/Woz0hNWQtZHBYUyGIZjHCMOXM3TFzf7mmd5eJshxGh77s1zVtbPCe8515WcEJuFK1VPYAYZkCtsJx3OmSUs1KJF6Ugo+kntU9MYTUQFdtgrAqFiBEdMBpHxmFgnkdSnskyEfJMynG1HWuaXm/qIjVNLxR87WIoiq3KBZaQCvtjZJgLUzKkpiW7juQ8qU4N2pRqm/SUci/gm2a/is1Yq4rL1mgr1tb6+pQ1nc5bTkmZnkUHcIpAjhOmRJoS6NtC3xj63msWsN3StD3Ot1hjFSGvF6XIqV7OhWprXggxqGBpUVKUqxmANaaCiQZn7EoLTlVoxHASn9VjPtXvBUMuaW3t5qKgQakKSwUBs5RGAOZehiLVAdgo0LCK1pwyg4LUtvQn3PByKg9qjKjv8Y16BcuI8jJSnvPS+QJj9GhNLd0WwLLU30DbjYJrO2zyn/r8vRFBQNCdva0jtG3XqYdfjAzDsFJgVQ4KoumQHJmTEMg4Mew6IAdu4pH5g2d8+PQjpBSePLqk917dfZumpnYqgCEKiOsNo4zUikRnjocj4/GgfIAws+kaSELJkEIiRXSSvY7MmgoklWwqHRT6ztFvtrimx9bWYI6RFx895e7lc6bjgePxlpgm5nSgaT2u9Wz6nTIJN+eUZMhRmOcBATbbVjMYAzELsVjwW+bjxEdXL9nHhtxtSWeXxGZD7jbEIswxkus4qbozUzUBOO1YFbyyIjhjSFE9EYzRYJdES6Sl9DF1lFmcIE69Dg0JPx/obWDnApdnngcbx8Vlz+XDCx68+z792SWu2dAZi05RRIpRwROFHnQGYZxmhnFimPcq20XCGbX8ctWe2xqDN5bOamtRspCCPpjO+zpMZKjNYbI4RLQlPYek1zItVnYg1YJcTKnaCRZE9RbVpknI9cHMUlvPFGxOmg18rJVIQedaaqA7sQ2Xn6plirDKo+V7oUBEXYhs716RZM85VZ0CnaVxzuIaX6XMMjkoxyGlhPWC8ffDy6vrjQgCCDjvXykDQjUd0bpMH1y9BSuoUjTazqhCjiuWRMaYBotgJfHhy2vmEOjbhsvqYWeW9pFZWoYLGF5qdlBZaSEyTSrWmKqUVhaU1BFDNdpYRDRA68Eq+SQG79Vh2dauRwyBfbwlx0gKE9M4EEPQEgJLEVVYVtygw5qGpFFm1e9HippbGItxHmc6KIbbSRgmGKMhSEPyLbmtAi3OIRlMUuBLB1PqKPZyHotUEo0GwDDPqmBcRUJT1PKHktf5BZ3prK3Rulu6krEl0MeRs0Z4uHG0vuAcbHY7tfRqe6xxOshTTVqRBZlXP4KcCjFEnctPE2QFJhvj8MbTG6f5VtFz57CVY1935GLXa7vs3LFyQ45hcVVKTEdlHLa+shSXnDSX+rvXzLFKsenXsgLZZeEvoNe8iN6khmX+YLm9ywloXHb+9d6XFaCkBgM+ATQEqgCr6iHmhTOAtntLrJbv1FkF5+pwl5Cz1Nzlk9cbEQREBN8oHoBo2yOEoL4BVfWlCtPUm3ZRrVXwzdT2WYvD2lJ7wpGvPXvJze0dzsAXQmDbNrR9j3F1nBQqTlAPpKaOMSTmSk0N00zJAe8qNThH4jzVWXFtpS2ATSlFrcrF4oxfvRNCUr39aVCr7DRPlDhDTmoCUhpMgaZt9I/vsLZRvkC9uReNhDnOONfRuobG9pjiOd4eOYyFIVpm15DchtxuyE1HMR6SAlmFqDJjcdlrzFoWGe81Xc6ZaYyMpQqIUFTAhKy4San+z6VQSiLmoKxOoC2CyxO7dOSB73nnbEPnJ7wXNucXdLtzfLdV/ASQouDXUtpkWQat0CAQZlIcIUdsybTW01jPplKMcwaPw2IxSyQqYBatgJqpF4E5FuaU2Y+xgp+F492BeRx5fHmmjtJmfQLrQ7uUEfpQq8TaCTQEq76Ui7x4HWIqJWNIr4CHJyCq5lxLXbqoGMO9fEwf2VWz8d5zYus9lW1inhQQjDljciQJOn9glC+RU6UdJ1FR2k9Zb0QQMMbQdiq/HONJiCPVsJlrGbBo05WlDq+S1eqBpwaMOiJqKcYTQmAYI3z9I26PI1e3d3zx/fc4223Z7bZKtXTq7V6AeZ5XgdBYMxFja+qWEyGoWelY2WqyyJNVVFcqw0uMKtekFDkej1zf7plDgJhonKVrHLaxte2XNHMQtfDW7MEjWGJMVa1G8F0DUpDG02w2bC8ekcyWKRo+fPaMj64HDtER2g2pPyP5TuW01l2lrCj3fdlwTbIWjoS+6pxSfXUiMRFDtdI2Sl6RlFT6PGdSVeb3UtjMR85N4gsXnvcuWh5ddnRdx2bbc/noHc4uHtA0PSZnSprBQbGQyGS0pRqjME+Jw35PCBNzmDCmqPOQazE4SnJrKZeSDnDFpEBtmFVgM+XCMUcOc+B2nLk+Hhmmmf1xYJpGjoc9fePpved7Pv8+F9sN7z1+tMqs2doNUekyAVMQUygmwwJSl1pH5qKMQ4FsrMq1rbyCgl0FYCpmcA+bWHgFcGIb5tpKlFrb8/ESwWiruO02q2hJru5Wc1B/TVuJU67yCkp5w4OATvepk8yixrso0p5Srns386JZvZpcFFIFZgKGIAYrWRmHOfDyMNb6LLPpex3FFME1DU2vrsJZdIAo51zHPesuvxg6xlzdgzU45KSy3vUXqIFAkWpEhS9iVAee41HNSnQmv1HFowpSqlSaVKDLrXLpIhXyFMDUToNVH0LXdjTdliE1xFC4GyKHKTPjSMaRbKOqP6Ui4MtkY1nmK/WNzf28dGG5sUxXCsvcVc5FW+cCZOXVp3nSa2FVjceRadJIL4WL1rPrDH1r2Gw7Nrst/e6MptVALylrKVBz3yxFZ0ewpFhIMamBSz3PmqgbchZigSnFtYyJU6o9/sI8qWV7mBMhZfYhcDtOXB1Hnt/tGeaJ4zgyjgO3N1dcbjfs+p6+awkxcrbb0ThL4yoLUbHBU0agcCCLr8B6+gwsIiVatlbAUI9aS5X7OEEtHddOopwygCKl/vxyevS1j9cGIoteoV5jTV4Ki2XfMiWr0dsi93QfPr7eiCBgrKFp1Tp7mmemaaIYHR1N5jSbv7gFk5REQda6VSiVIahBYCgQi6Hvzkk5Esc9x9uRZ7cHrvYDZ33HOxc7Hj285Hu+8Dlc12K8rw98YZpGINO2DsktOQn76Y4YIyEEnUeooFApSrAxxuF8o/ruYgixcDzecnV9U3d0Ybvb0TaepnHaFYjqTmSspTNNjdwKYEp96EEveNt3+Lbh4vETXLfF9pf8xI895YOnN9xNhkl60qZltC1zKpRpIotRzcM6v1BB84psnwBqgJTjUp7XsqDy66VSc0uGkCGqiGaOCWNRWywCDZGLtOeBFd7ZXnLeFbxPPHr3CWcPHnH5+F1MgTxOeAPOAk3W4FuU6hxj4niMTGNgHBXELDQULDELz64H5nHmeBjU8Tkmnl3fcBgnnt/e1eBpmYaRECKHaWYuMAG388SUM2JFzU7GAff0GU7gxc0Njy7OeXF1zTuPHvLk4QMud1saZ/GmpvOLMEQNhEroP804UCcdi62DWbWdaESZg6ZmBItWwaqD9QlZQVkqhyIrr+D+ZOKrJYKhabs1EwiTCpeElHXgLUa8cys1+ZPWt2ND9geAfwb4qJTy99fXfjfwzwIz8OPAbyylXNfv/SDwm9G5s3+9lPKnvtVnAJUVFdeopmnr6aZdy4BaCiial185qbK+VxXCtE5BwKYj5sicI9dTZEpHUooMQVHWiwcP6Lcb+m2vjkEhVJS3ahdmFIhZDE7qRcvLtrrSjWWVFBvGwDiNzPOs46tiqlFEVZstqtcfU8QJ97IJWU48RVinDvvdhqZt6TZnRBz7Y+D6buTqbiSZhtIYkA5xLVinu2PWskrnJoy2M4umk0s7aelhm1oPy5ItlBNWYo1gst6QTqisS615XQ74MtOWwM5mto2l9ULft+zOz9hdXLI9u9AHNBUosbZrT0CvlgGFECCEwjxnjseZKcxM88w4B2LKDKOqFI/DpDd5ytwMA2OIXB3HVX0ozJmUCnOEgOoRD0UI+ptqlmQdoar3vLzdE1LCO8ccYrV6S2y6lottv3YAVgpSXtqASzNu7bbWP0o8K7IE3EXerlROgZ77tSj7BqwANCgopZvl9QWorD/98WCgtGKPyYZUzXBzrr4Qr2givLq+nUzgvwb+U+C/vffanwZ+sJQSReR3AT8I/Lsi8gPArwF+PvA54M+IyN9XSvl0lUO0tEoxMY6jjt0uQKDcKwPK4uybNQNY0Gp0RHgRhtRArTuLbxpVm3Fee8Il8fxwgxwGXlxd01r48S9/mZ/zfV/i3Xce89577yBSmKcRawvO1HLAUMUg0tqVQISUqgVUVfDNVKHPELm6ueNwODJOI9t+g6tGks5aZROi2vQhhuqApSkohrVmLwi+69nuzjm/fEDTdXS7c17eDnz47IYPn93x0YsjqXmAmAbjKivQWOKkXY15mjFWyTW5tvSM0ehahFV3zznF+3OK9aZcUtaCMwYnBS+CyUoTdiYgZcbMM5sysSHwcGt52Bv6Tri4POPJ+5/j8Xufo9ucY4riH1KUbYmBWG/ymIR5hnkqTFPhOCSuro68uL7io5cv+dpHzzgcB6aUKxFLpyqKCKVpycYwiaHYUlXEW3TmSSXIU8lE68gkBfKyGrpkY0nzzIfXt7y4vePl1TUfvbzi2dUVx/ELPLw4p+s+jwNcJaoJnLICU1QCLWdtJRoNoss88ZLNqp6l7vq2bmQ2Kyh6UjBaJPJqYVC7GnqpZB1RVt8HvnEqUXREuWmVSj5PYzW/Cata86etb8eL8H8XkS997LX/9d5f/zzwL9Sv/zngD5dSJuAnReTHgH8I+D++xWcQoury6aZlTkGgVJS05Kqvn1YsoJbLmgXIiQZizWLnrRTiJFLn2qtgQ5wZ9zfEosDilz98zvPbO24OBzZdw/muxUnGmszMTE4zi59eLspAy0lTfGWtWY3xRQhRW4uH45GUM03TsN1taVvlKJSKCjvNh9U70Htc49X30PmaCRmarmOzPef88jFtv1ObabvjcDzy5Z/8gJc3I8domDYds/GkOofvjWWWWIeWFmtt0QEb1JJcp9RyVVkSVbChym5VsFDPbaE1CRsjNg1IuEPihJMDzkS8C2wl0kvmfNdxfrbh8btPePjOO1w+fpemO8PYhjBMmhKjQi4YIReH8u0cN/sDV9dHvvKVZ9zeHvjahx9xezhyczyynwqhtCRX7cmsw3U6W5KsJRYgFpIxJLEqqVZgnkLNGiNJJt0I4qhagsZi2x7TtJRxIJbEXUjk5y+5vtszThMPLy6Y5pnz3Y5HF2ds2gbvLM7UALmMBS7zKDlTrNVAsKSxpaiPg0Ba5w90Y1HQMHMK+doNWsECqDBDeYVtuHoY6Nu/AhpC7bb5hmwtJtnqi/nZAoO/Cfgj9evPo0FhWV+tr33DEpHfAvwWALt7XH3alLKJOZ3DNQDUCHofEFzAFiOsAQBYWWVLzz4LZFPrNWPBNoRhIGcDJfD89sDN/g5j4OJsS+Mf4k3GSSaWkZID63gpOtCSktpi6652ahGp/VOsZYDDV/5D0zbchzetNYBmBa7WbLaq45aK1jdVe77f7DB+gxhPzo7jEHn+/IbDaJlLBQKtMgulat9r4qtegaUi/6YGA1sdnlhl1zQT0+uyuDRRUXJobMGmiMkDkg5IGtmYCW8TvU90ptAZ2GwadrueiweXnNUywDUtgiPNI0jBusq3EEjFkLMlJsfdMfD86sDf/vozrm/2fPjsJcd55hACyXqKsRSn8ySmafG7HaZtlaOQCnkOJIRQjI6hZziGUMuPWXfWEkjMmo6LYLy2KnM1RU1zYj4cubm7wznLfhhovefJw1nr6tquXmXJYMUJBFU5lqVVWJbB5fqI13tkZR6C4li53PODPNUFuhGcStx7D84K5pii+gefgBtWpWWzlp75s5IcF5HfDkTgD/50/20p5fcBvw/APfpSmUPQh8loSzAt6Y4qaOg8dK1zqLJPppYBRpaAoDeud47GuyrvVPCVYBERjpMCW93mEgSsLcz7a8b5yE99dMXlcaRtHbvWsmkEx4wUbbuYegPErPWoaxanXkfMtQyJmZihGHUX7isL0jmrfnBCpd8qI81bHZiyTndo59UmyzctDx69Q7c5q0YiPTEWfuxHf4Kf+voz7o6B5HfYzY7m4RNMEfb7g7ocxUAOGlTtwncvOpthKpEECsWdLn+xi3rwyUVYwoDkAGmPTHfY8YY+DTSSeO+8Zdv3XF70zNNIyYn3v/hF3n38hO/7uf8AfTVTdTR6h3pHJjObhBRLicL1zchxjFzdRv7mT36dn/raR3z5K08ZpkAQAbehnDXkpiNbx5iVmWjalrDZ4ZuGMQRCiRyZCFEBsWWEe4oNJTly8jjTYkyiaT0lz8xpJOaAKYm265GckcaT55kcZr728oZnN3e8uL7hyYNLvvjee3zxvXd4cH7OF997RzOC5d4T3dUlF6qRgc4g1Ba3Coiq+GtemKVGM4ZFvEQFTL6ZcAnaIuYb2YYL0fkb2YY1U+2qQ9anrL/jICAivwEFDH95WcnZfA344r0f+0J97VuuUnuuaxZFbWnduzG1IK8EjKUMWGG62g0xp3FbfW2JzvrwxUX50zeINfogl0xxjuF4RTNHxpjV68BapQpTViBysYtetAeK3HPDLayahSUDoorCi0xWZAHc9Pda+N1ilCOuM+VG5wyaFt+0OntgHClmxiny8uqG27sDY0iExpJdi7GNcvedJ81zbbFWqTSjN8lisSX3d7F63hBWVuYCcFIEiRlTAhIO2DTQ5JHzprD1lse7jq51bLyjMT0F2O4u6LfnWN+Ts2UaAnPRoHvY3xFyIBAo1pKK8OJ65DAmnt9Gvvr8hqc3A3cRZgzFNuAacJ0yII1jRksB41owDUE8U8mEkpmyIRQVN4mJOncilcatv4/JFmOzsiMl66+JEFHFX2sdOL2V5zCRoqpeU0VqrTVMc2DT92y6hm3X4K3R8vN0I3Oij+QV8H1lT69sQ1Dq8elalDr+fPp7fcsKDL76NutfPpYVwKuP/Hq/fsr6OwoCIvIrgX8H+MdKKcd73/ph4A+JyO9BgcHvB/7Pb/V+BSVKlHuI8SukoFyzgPstQZYsYE24sMbQth4jyt/Xh6+e7HU+u7LwfIfrWtrtht3lAyRNfOVv/GVMLAwZLl1Du+nJw0wOQR+ueSaHiLfazxdjFQdIWSWxjansN0OIaLkhtqZmCiRmzUUJtaVjG1XEcc5rqms9m90ZbbvFtz3Od1jXcn07cH2z5ytf/YCnN0euhhm2DbgtLjuyCF3bM8+BuQYCQCW4q2DFemNU5ZpSFpdbxVSMEZqmWc9riNcQR8z4gq5MXJqRn/3oAY/Oep48OCeXzGGa2Z0rE/Dho8+x3V0wjZb9dGQeJuI8M88TX3/2AccwcDvtmSKEAC9uM8cgPJ8t+xnGCLY7B2tJVjkP0Vhmq0GgNB1YB84xoAF6DDMpCCEKFL2dQ5jJqZBiRSBxhOwQKSQ8VgKNa6AMmDIzzgcM0BiH6zxOIA9HYgzcTCO3wwu+9vQpL66veXRxwf545NHlJd/zuffZ9S19qwauprYSVaOQ09NbNzgxFTSs3JellWhEKdClKEPT5lhVjF7NCpawIBUnyLWzs4ic3s8KPt5K/Gbr22kR/hDwy4DHIvJV4Heg3YAW+NO1pfXnSyn/Sinlr4rIHwX+Glom/NZv1Rm490H3gMD7QSCuu/CCzhqpOMArYKCqFRuzikitwCBo3TdPE9aoDmHbtrRtR7fZEKcjIQjSdOBgzqc/JRVKKmqsmXXnbqpDTqi025gKvrr8eOdITjsGherIEwI2K/WXVCcQU6q4htqhSe1xa/ago8fOLXLblqura569uOZqf2AsBnf+iMl5dTIKgSw6JJQKYBx2MbYporMHpLXrsGSXJee107HuNDnjvaVxQttayAZnMhfO8E6z4dG247JrsVkNSg/HiTQJxSWiPKf1d3z5J57qMc068hpT5IPrZ0w5MpVIwZOK5dleOGbLTXFMWIK1GKleiSjrM/uGYBuyceB7nZazjpiVqzDNmRILOaHqQdSKMRVIqWZZp9m+VLE3vfkFg8d5KCUS80xBnaOs95oJilBiIIaJl/uBKaqt+8ubW0KMPL684OJsx6PzHd7ZKvZSVyon0LBmtXwD9bhmvqI+kIYCYilSapmw9KFrolYWVOlEVlo6CPexAmrsWbCsU7L+jevb6Q782k94+fd/k5//ncDv/Fbv++o6ZQFrj7pUO7CPtwNfAQIBSiVFmZUquZyMUylQVPsvBHzX4b2jbRq6rqXpOsI8EnKp7rUwZ9EgkNDInqokdFZk11W55xgTGR1d9aJjwyC4CLZ63qWqjJNznRsvOoyTU6pZoqaaq7mGWKxVRRjrvbYfEa6vb3j+/AU3h4Gp2eHOH3KkIeSMRAXF5hDVA8FYdbcqZR2Oyrks9VOlBC+jwcswld5EpWSsWDpnkMZAEozJnDeWJ2ctDzYdZ22jffopcjgGDjkzl5lDfA5FGK/32JSwVQ49U/jwcK2y2dbi/Qak4dloGBH2zqiWpNOspSBEsRjrEd8RTKMuwq7VYGkd4zgQ5kKYddjAVHqlLff2jJQVN0Lzx0w1NhGhFG3fWfFYB1JU2zHliMmJ1nkdV5fa6itwPYzcDQPzNHF9e0vOOuk4h8im7yliaConx+jDUG/SZQZkSe9rq3EZYqtqyrmyU5WBeFLDXsre+oSdohjrQ1C/1mu4ZAU6f6D/5ptlBW8EYxBRZpFmAbniADX9v0cM0iirF1XugYECtI3XHmrOVeBD+d06EDNScqbxDZuup2tbdtsNzlriNDIc7jjc3TKHGZPhMAzceqGRTJsSNoN1PY1r6fqdpnFADklbg8ay3Z3Tdj1hzng/cjyMWCtYZ+pMgKFp7BoEpnEk56w+e1brfutafNPRdluaboNzLbd3B66un/KVD5/y9OUtB6s74yyAE6yFGA/VbLRSV4whjpNKTrNsODr/IALeuzWAGqsz+KVkcsgcjweKg+gK9u4pLuy5DDMXZ2d84eFDdlYwGfbHxNWQ+PAuM5iWYFueXwcNwDO4YvBF2JkNtmnYPvo8Y6XyzjhiMdxJZiyWg2m1jWktxahyTnd2ge+2NP2Wm8NMiIl5zhhr8EidGRCk3sIlRrV6y5k8Kqcjz5FsAslOGN8i1qrHI4uuohBxKg4iEe88pkyQ1cXZlFRLP4ttOso0kGLkagrsn1/x4vqGzz17zpOHD7i6vePyfMcX3n2HvhrjuJqpLqCRisTeLxGklpG1RCi1y2RM1QmoHIOSsfm0CS7Z76tsw/sjyrCwDRfF428WBt6MIMACBp6yAKrQImttdNr9T2VA5QmYOgpbU9r7GUAuOhq8+Ld7v8h8eaBUg0d1b6Equ6qbcGQODieCoLx+BR5ZRMjwZEV5naOrZiJGAjkVBfVMwVpZAT91TjbkbIguqmy0cdVmy6kenGtwTYOrfIFxmrm+veVmf2Q/TmTfk5wj1gkaYzTVl1zT/rL8UYS/iFm55DU/XDcPTS/L2nEpOVFirKPUCZknJAV2TcO2bembBlNnEYYIQzQMxTNKyywtMWmHwRRLI9CIYE2Ddx3t9gE5RqZhUsPTDKNJTMUQRJmdC9BqjQXfYJoG13TImCGhcm5kjFlUeXXMWucZ0N8/qo6/VPunRR9CjHoJY06tu4XvHwtVi/CkMShZFY4U/a+KCzXTi7PeH9M04q9vSLmw6TrGeWLb98SNAqV9U4VPas9PTKmzIqAHbKisidPdbUBlyhfQr6okL2VG3dmXfyM121jBw+W9lmcB6hDxK4jiK+uNCALaf1+ygNOE4JIJLBHQ1hNh1n9V8F5ZePUsv0ISUnMKRadt09C1Hdu+p+87Npue4bDn+uUL9jdXTMc9G5tora0uPFobmrbDSqZESypF59286rZtNpqyt33PZqsDMjdXN5Ri6Dc9zhq8MzgH1oJbpkalYF1Dzpmm3dC0HU27od+c0W/O2O0uMdYzDBMvrm746gdP+frLa26mhP3i9wDCHDOtmXG20PY7ppAY5j1hTgxzouBVgdj6OstS6g2pLVSllKqXYFr70xlfCjYGyDNdDDzwjl/wpZ/DhRecEUKBuRQ+mjM3tAy7h4ztjtm1HKY68GNmNk6VhUPT4ZqGvn3InYk8jwO304FxCozRKjruFuoLiKhGQCyCKwv/3uAwSIrkqKPOKc466DWOkBMuRYiBkiJuScON2nEtZBkxFptUkts3rQ5YATEp2y4Xi5WAk14ViwlqCZ8jJgeapsO2gPcQA3EceHp35MXtnpc3N1zstry8vuGdR4947/EjPv/uE7Zdi6uTiQvbkiUgV39M5cZIBQ5FMyJRxeNc8Zosiw9CxuSkmgXLQFOlsn9yVvCqx8InrTciCECtWkqpDK/FfnsBA+uAEHVHq7iAEbOqyyxh0JjTFMFp2s/inadtGtq2wTvHNA5M45F5PFJSwEqidYbWG7rG0XpHU40sSylMc9XYKxlfLN47Ls8v8G1D03U0bbf6zVnnaXyrOG1ZhCCXNpze1N63IDoO6r2WAd53ON8i1pEy3NzccXVzx8vbA6N4YttSrJptbhqh7xsa7/GNp0tV2efmQM6BOUXV43Ptmopu2l516cikqGaWi8S6FcFiaK3BhoiNhQeu4bKBzlus1XmMqTiGAldx5jY79rZnkJZJWkar3RFnFFQr1jGbRqXjZxizSskHHIGk8mxo5kYldpVCzd50L/TWYTJITJSpOpyKBgRZ7pXKJJU6S7LcS6aqCi27YsmJHMJSKCvIWGnTgEq4L9330mFwWJMRCSBCJFfuhVVacgclzMQU2c+BdHfgJ7/+AcdpYppVku58t+VhBQ2bBThcdj2pXxTW8WJZ6n1zX+xUM4OytPkqZrCQjJYn6N4g6MewAj72wqvrjQgCBVbQjLJQgxf0fHngOQUC9MaxpoKBVh/URSNP37QQ5hlKoWs72qahb1v6Ti2bD3fXHPe3jMc7SDNeMp33bFrPrmvYtJ6u8SooGTPHQbOKlDNddnTA5y8e03atsgEFrfGdw3lH23bEqJOCMWXlilQjDBGrGIb1NQg0tSW4wfseMY4YIs9eXPHRi2s+fHnL4HZEr6QZ33guerWfbpsTmHZ+sQGJhHAkDTNZHE0j5CSkVDi7uKBvG8JwZJ4mSgwosFroxNAY4cwJMs4I8M6m46IROqcZRCiZAcce4dlsuBXPjd9ylI4RpfAaq2VArHx+Z7ySgwaV387iCcYRJZLvJapqN2Z1Pj6pmpFB6JzH5YKESBknTdGNRXLCVICVHPV3qcpHC/BmrNEHzlpCCJRcSFndonKK2MrDMM5TRIipUMSTsBUnSLRWMGVGjGEORyQXbSVah2ta8jSS55n9PLIfD7y8vuLq5oab2zvmEHh0eYFzX2TTqqaiqkWX00RiWQRLlvHhRQezbop1g0vW1ud7mSkwqOJSqVnB6WFaqn+dqzkRiz5tvRFBYMkAtAxYMoGihpDCCQxkQUkrJ6Dxa+1vrV0JETGqE9AiRLnpOiV4bNR0M4WZw90N42FPHI90NtF4Ydd5dn3D+bZn23oaaxj3B6Zx5NmLK47jxPE4cX55yXa7o9t9xMXFBe++96SWKWY1u3DGk4nkHKs2vighpboRt22P841KbvmObrOj789o2p7jYebm7sBXP3zB09uJ69xwbLZE1+OKxVtP23ZYA5Sk/goUbM6cdTDvLClOhByx6YAVlTqXHMnR4KxHPNAlrGiZ1YSASxF3PMJwBdMVu11Pb+DFiyv6/ozN2QM+2hdejIXn0nOwHXd+Q2g6ovOqcFt05iNkwRZReXgsOYCRrOYiyxReTCqs47XDbaTSmsVgciEPE5PcYqYZHxMu6HxJyFmFgKVUhaZF2w/u576lDqNRVChlmdwshSoPV8gx1JkMi3dNzT1V4ES5/hssDU5Uv18IGtxLIua48jtwFmIkTYaXx5nhg6ccpomL7ZbDMPDw/Jx3Hz/k4fkZm67FGtTezGg7U5Y574/zCuyp2NcgqhmBwCvzB4viE/UZWTKLNSn4u8KGjKW3swBV936hVzgBuowItmYACgaeOAEla7oryMoLcE5LAkDnrWe1Pc8pKH/fCI0zKirhLc4arOhgzTzPHMeJ/WHg7u6IuJYijrv9QNN2y6HqcVHNLmRxvFMegPLNc+VzaxvQuQbnWtUh8Pp/6xri4cA4ztwdBo5zZCrq8JuMR1DE2DmLaE8Fa5YDyDQOOi84oze7KVFbhhVVKllVerAZ5zxeMo6Cj1Gp2GGmxBHigJcGJzAOB4xr6YzlmBJ3ITPiGMUxG0eyjmydDmqVpSMPKQmlduNTzjrpSR2+KQrkLS0vqbXsYiEvWYNEmmaICZNPqkYlRkqduFyZnAsOsFBJ14uij4GpoOwaCHJS7lkpq1LP6glQFPylGFL2untTcEaDSkpzzTiUo6/j5lqf5xAYY2SeJ6zANE08OD8DYLPp2W42tGUZNJQ1aymgwdFQy5VlRHnph+d1RgWkjikr6LjyBson7Pm1o/gqT/TVJd+MRPC6log8Aw7A8+/0sQCPeXsc99fb43h1/d18HN9TSnny8RffiCAAICJ/sZTyi98ex9vjeHscr/c4vlX34O16u96uv8fX2yDwdr1d3+XrTQoCv+87fQB1vT2OV9fb43h1/T13HG8MJvB2vV1v13dmvUmZwNv1dr1d34H1Ngi8XW/Xd/l6I4KAiPxKEflREfkxEfltr+kzvygif05E/pqI/FUR+Tfq6w9F5E+LyN+q/3/wmo7Hisj/LSJ/sv79e0XkL9Rz8kdEpHkNx3ApIn9MRP6GiPx1Efml34nzISL/Vr0mPyIiPyQi3es6HyLyB0TkIxH5kXuvfeI5EF3/ST2mvyIiv+gzPo7fXa/NXxGR/1FELu997wfrcfyoiPyKn9aHrTp+36E/qKDtjwPfBzTAXwZ+4DV87vvAL6pfnwF/E/gB4D8Aflt9/bcBv+s1nYd/G/hDwJ+sf/+jwK+pX/9e4F99Dcfw3wD/cv26AS5f9/lA1al/EujvnYff8LrOB/CPAr8I+JF7r33iOQB+FfC/oJy+XwL8hc/4OP4pwNWvf9e94/iB+ty0wPfW58l+25/1Wd9Y38Yv+0uBP3Xv7z+IGpu87uP4E8A/Cfwo8H597X3gR1/DZ38B+LPAPw78yXpTPb93wV85R5/RMVzUh08+9vprPR81CHwFeIjS2v8k8Cte5/kAvvSxh+8TzwHwXwC/9pN+7rM4jo99758H/mD9+pVnBvhTwC/9dj/nTSgHlou+rE/1KvisVjVX+YXAXwDeLaV8UL/1IfDuaziE/wgVbl0cIh4B16VU7+7Xc06+F3gG/Fe1LPkvRWTLaz4fpZSvAf8h8FPAB8AN8Jd4/efj/vq0c/CdvHd/E5qF/IyP400IAt/RJSI74H8A/s1Syu397xUNq59pD1VEFp/Hv/RZfs63sRyafv7npZRfiM5yvILPvKbz8QB1svpeVLF6C/zKz/IzfzrrdZyDb7V+Jn4fn7TehCDwd+xV8DNdIuLRAPAHSyl/vL78VETer99/H/joMz6Mfxj41SLyZeAPoyXBfwxcisgy5fk6zslXga+WUv5C/fsfQ4PC6z4f/wTwk6WUZ6WUAPxx9By97vNxf33aOXjt966c/D5+XQ1IP+PjeBOCwP8FfH9FfxvU0PSHP+sPFZ07/v3AXy+l/J573/ph4NfXr389ihV8ZquU8oOllC+UUr6E/u7/Wynl1wF/jpPH4+s4jg+Br4jIz60v/XJUOv61ng+0DPglIrKp12g5jtd6Pj62Pu0c/DDwL9UuwS8Bbu6VDf+/Lzn5ffzq8o1+H79GRFoR+V6+Tb+PdX2WIM9PAwD5VSg6/+PAb39Nn/mPoGndXwH+n/rnV6H1+J8F/hbwZ4CHr/E8/DJO3YHvqxfyx4D/Hmhfw+f/g8BfrOfkfwIefCfOB/DvAX8D+BHgv0NR79dyPoAfQrGIgGZHv/nTzgEK4P5n9b79f4Ff/Bkfx4+htf9yv/7eez//2+tx/CjwT/90Pustbfjteru+y9ebUA68XW/X2/UdXG+DwNv1dn2Xr7dB4O16u77L19sg8Ha9Xd/l620QeLveru/y9TYIvF1v13f5ehsE3q6367t8/X8xyN/hoiOh0wAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"example_x, example_y = train_datagen.flow(x_train, y_train, batch_size=1).next()\n",
"for i in range(0,1):\n",
" plt.imshow(example_x[i])\n",
" plt.title(CLASSES[int(example_y[i])])\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KdqsPbKm5TkR"
},
"source": [
"Nous pouvons maintenant recréer notre modèle et relancer l'entraînement."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"id": "VJLABQ67yLms",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_3\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" conv2d_4 (Conv2D) (None, 126, 126, 32) 896 \n",
" \n",
" max_pooling2d_4 (MaxPooling (None, 63, 63, 32) 0 \n",
" 2D) \n",
" \n",
" conv2d_5 (Conv2D) (None, 61, 61, 64) 18496 \n",
" \n",
" max_pooling2d_5 (MaxPooling (None, 30, 30, 64) 0 \n",
" 2D) \n",
" \n",
" conv2d_6 (Conv2D) (None, 28, 28, 96) 55392 \n",
" \n",
" max_pooling2d_6 (MaxPooling (None, 14, 14, 96) 0 \n",
" 2D) \n",
" \n",
" conv2d_7 (Conv2D) (None, 12, 12, 128) 110720 \n",
" \n",
" max_pooling2d_7 (MaxPooling (None, 6, 6, 128) 0 \n",
" 2D) \n",
" \n",
" flatten_1 (Flatten) (None, 4608) 0 \n",
" \n",
" dense_6 (Dense) (None, 512) 2359808 \n",
" \n",
" dense_7 (Dense) (None, 1) 513 \n",
" \n",
"=================================================================\n",
"Total params: 2,545,825\n",
"Trainable params: 2,545,825\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"Epoch 1/50\n",
"200/200 [==============================] - 16s 78ms/step - loss: 0.6924 - accuracy: 0.5285 - val_loss: 0.6877 - val_accuracy: 0.5130\n",
"Epoch 2/50\n",
"200/200 [==============================] - 14s 72ms/step - loss: 0.6874 - accuracy: 0.5385 - val_loss: 0.6829 - val_accuracy: 0.5470\n",
"Epoch 3/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.6789 - accuracy: 0.5710 - val_loss: 0.6462 - val_accuracy: 0.6600\n",
"Epoch 4/50\n",
"200/200 [==============================] - 14s 72ms/step - loss: 0.6515 - accuracy: 0.6275 - val_loss: 0.6392 - val_accuracy: 0.6290\n",
"Epoch 5/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.6236 - accuracy: 0.6670 - val_loss: 0.6177 - val_accuracy: 0.6560\n",
"Epoch 6/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.5949 - accuracy: 0.6830 - val_loss: 0.6098 - val_accuracy: 0.6720\n",
"Epoch 7/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.5918 - accuracy: 0.6880 - val_loss: 0.5917 - val_accuracy: 0.6870\n",
"Epoch 8/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.5752 - accuracy: 0.7030 - val_loss: 0.5890 - val_accuracy: 0.6820\n",
"Epoch 9/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.5696 - accuracy: 0.7115 - val_loss: 0.5727 - val_accuracy: 0.7010\n",
"Epoch 10/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.5652 - accuracy: 0.7115 - val_loss: 0.5878 - val_accuracy: 0.6940\n",
"Epoch 11/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.5535 - accuracy: 0.7175 - val_loss: 0.5721 - val_accuracy: 0.7160\n",
"Epoch 12/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.5465 - accuracy: 0.7165 - val_loss: 0.5863 - val_accuracy: 0.7080\n",
"Epoch 13/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.5432 - accuracy: 0.7300 - val_loss: 0.5491 - val_accuracy: 0.7330\n",
"Epoch 14/50\n",
"200/200 [==============================] - 14s 68ms/step - loss: 0.5356 - accuracy: 0.7255 - val_loss: 0.5415 - val_accuracy: 0.7170\n",
"Epoch 15/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.5385 - accuracy: 0.7225 - val_loss: 0.5958 - val_accuracy: 0.7020\n",
"Epoch 16/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.5150 - accuracy: 0.7455 - val_loss: 0.5447 - val_accuracy: 0.7210\n",
"Epoch 17/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.5168 - accuracy: 0.7405 - val_loss: 0.5414 - val_accuracy: 0.7290\n",
"Epoch 18/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.5131 - accuracy: 0.7465 - val_loss: 0.5588 - val_accuracy: 0.7350\n",
"Epoch 19/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.5034 - accuracy: 0.7560 - val_loss: 0.5406 - val_accuracy: 0.7500\n",
"Epoch 20/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4934 - accuracy: 0.7605 - val_loss: 0.5458 - val_accuracy: 0.7630\n",
"Epoch 21/50\n",
"200/200 [==============================] - 13s 67ms/step - loss: 0.4879 - accuracy: 0.7605 - val_loss: 0.5965 - val_accuracy: 0.7190\n",
"Epoch 22/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4927 - accuracy: 0.7530 - val_loss: 0.5636 - val_accuracy: 0.7440\n",
"Epoch 23/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4876 - accuracy: 0.7760 - val_loss: 0.5400 - val_accuracy: 0.7260\n",
"Epoch 24/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.4752 - accuracy: 0.7800 - val_loss: 0.5035 - val_accuracy: 0.7510\n",
"Epoch 25/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4677 - accuracy: 0.7880 - val_loss: 0.5696 - val_accuracy: 0.7060\n",
"Epoch 26/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4773 - accuracy: 0.7675 - val_loss: 0.4967 - val_accuracy: 0.7710\n",
"Epoch 27/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4535 - accuracy: 0.7915 - val_loss: 0.4772 - val_accuracy: 0.7650\n",
"Epoch 28/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.4499 - accuracy: 0.7885 - val_loss: 0.5210 - val_accuracy: 0.7610\n",
"Epoch 29/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4423 - accuracy: 0.7965 - val_loss: 0.4957 - val_accuracy: 0.7740\n",
"Epoch 30/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4485 - accuracy: 0.7820 - val_loss: 0.4817 - val_accuracy: 0.7820\n",
"Epoch 31/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.4370 - accuracy: 0.8020 - val_loss: 0.4877 - val_accuracy: 0.7730\n",
"Epoch 32/50\n",
"200/200 [==============================] - 14s 72ms/step - loss: 0.4311 - accuracy: 0.8090 - val_loss: 0.4957 - val_accuracy: 0.7600\n",
"Epoch 33/50\n",
"200/200 [==============================] - 15s 72ms/step - loss: 0.4318 - accuracy: 0.7990 - val_loss: 0.5394 - val_accuracy: 0.7420\n",
"Epoch 34/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.4159 - accuracy: 0.8105 - val_loss: 0.5039 - val_accuracy: 0.7820\n",
"Epoch 35/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.4236 - accuracy: 0.7985 - val_loss: 0.4754 - val_accuracy: 0.8000\n",
"Epoch 36/50\n",
"200/200 [==============================] - 14s 68ms/step - loss: 0.4060 - accuracy: 0.8255 - val_loss: 0.4881 - val_accuracy: 0.7840\n",
"Epoch 37/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.4006 - accuracy: 0.8165 - val_loss: 0.4649 - val_accuracy: 0.7770\n",
"Epoch 38/50\n",
"200/200 [==============================] - 14s 72ms/step - loss: 0.3998 - accuracy: 0.8245 - val_loss: 0.4597 - val_accuracy: 0.7870\n",
"Epoch 39/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.4053 - accuracy: 0.8120 - val_loss: 0.4789 - val_accuracy: 0.7800\n",
"Epoch 40/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.4107 - accuracy: 0.8020 - val_loss: 0.5138 - val_accuracy: 0.7660\n",
"Epoch 41/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.3770 - accuracy: 0.8270 - val_loss: 0.4722 - val_accuracy: 0.7890\n",
"Epoch 42/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.3939 - accuracy: 0.8210 - val_loss: 0.4114 - val_accuracy: 0.8150\n",
"Epoch 43/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.3666 - accuracy: 0.8410 - val_loss: 0.4861 - val_accuracy: 0.7800\n",
"Epoch 44/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.3897 - accuracy: 0.8235 - val_loss: 0.4669 - val_accuracy: 0.7810\n",
"Epoch 45/50\n",
"200/200 [==============================] - 14s 68ms/step - loss: 0.3590 - accuracy: 0.8490 - val_loss: 0.4122 - val_accuracy: 0.8120\n",
"Epoch 46/50\n",
"200/200 [==============================] - 14s 71ms/step - loss: 0.3679 - accuracy: 0.8285 - val_loss: 0.4504 - val_accuracy: 0.7910\n",
"Epoch 47/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.3470 - accuracy: 0.8430 - val_loss: 0.4709 - val_accuracy: 0.8110\n",
"Epoch 48/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.3471 - accuracy: 0.8495 - val_loss: 0.4283 - val_accuracy: 0.8070\n",
"Epoch 49/50\n",
"200/200 [==============================] - 14s 70ms/step - loss: 0.3461 - accuracy: 0.8595 - val_loss: 0.4441 - val_accuracy: 0.7980\n",
"Epoch 50/50\n",
"200/200 [==============================] - 14s 69ms/step - loss: 0.3244 - accuracy: 0.8595 - val_loss: 0.4269 - val_accuracy: 0.8070\n"
]
}
],
"source": [
"model = Sequential()\n",
"model.add(Conv2D(32, 3, activation=\"relu\", input_shape=x_train.shape[1:]))\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"model.add(Conv2D(64, 3, activation=\"relu\"))\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"model.add(Conv2D(96, 3, activation=\"relu\"))\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"model.add(Conv2D(128, 3, activation=\"relu\"))\n",
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
"model.add(Flatten())\n",
"model.add(Dense(512, activation=\"relu\"))\n",
"model.add(Dense(1, activation=\"sigmoid\"))\n",
"model.summary()\n",
"\n",
"adam = optimizers.Adam(learning_rate=3e-4)\n",
"model.compile(loss='binary_crossentropy', optimizer=adam, metrics=['accuracy'])\n",
"\n",
"history = model.fit(train_datagen.flow(x_train, y_train, batch_size=10), validation_data=(x_val, y_val), epochs=50)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vM2CLNX8wbfv"
},
"source": [
"### Analyse des résultats"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"id": "9smZiILLyt8g",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_training_analysis()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "T_JbNoF46le7"
},
"source": [
"On voit clairement sur les courbes que l'on a limité le sur-apprentissage. Notez aussi d'ailleurs, et c'est important, que l'apprentissage est plus lent : le modèle met plus de temps à prédire correctement l'ensemble d'apprentissage. C'est normal, car on a en quelque sorte \"complexifié le problème\" en introduisant toutes ces déformations de nos images.\n",
"Cette forme de régularisation \"par les données\" s'ajoute aux autres méthodes que nous avons vues précédemment comme la régularisation L1/L2 des poids du réseau et le Dropout. \n",
"\n",
"Vous devriez maintenant atteindre des performances autour de 80% de précision sur l'ensemble de validation, ce qui est bien mais pas complètement satisfaisant : il faudrait pour continuer à s'améliorer probablement s'entraîner plus longtemps, mais également disposer de plus de données.\n",
"\n",
"Une autre solution est d'utiliser le **Transfer Learning**."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aVFqfXs9GrKe"
},
"source": [
"## Transfer learning\n",
"\n",
"L'une des raisons qui peut expliquer le fait que nos résultats soient décevants est que les premières couches de notre réseau convolutif, sensées détecter des caractéristiques utiles pour discriminer chiens et chats, n'ont pas appris de filtres suffisamment généraux à partir des 2000 images d'entraînement. Ainsi, même si ces filtres sont pertinents pour les 2000 images d'entraînement, il y a en fait assez peu de chances que ces filtres puissent bien fonctionner pour la généralisation sur de nouvelles données.\n",
"\n",
"C'est la raison pour laquelle nous avons envie de réutiliser un réseau pré-entrainé sur une large base de données, permettant donc de détecter des caractéristiques qui généraliseront mieux à de nouvelles données.\n",
"\n",
"Dans cette partie, nous allons réutiliser un réseau célèbre, et d'ores et déjà entraîné sur la base de données ImageNet : le réseau VGG-16.\n",
"\n",
"Commençons par récupérer les couches de convolution de ce réseau, et s'en remémorer la composition."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"id": "zRWY8mEQuF9O",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"from tensorflow.keras.applications import VGG16\n",
"\n",
"conv_base = VGG16(weights='imagenet', # On utilise les poids du réseau déjà pré-entrainé sur la base de données ImageNet\n",
" include_top=False, # On ne conserve pas la partie Dense du réseau originel\n",
" input_shape=(IMAGE_SIZE, IMAGE_SIZE, 3))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"id": "xv_jCMwkuHY4",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"vgg16\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" input_1 (InputLayer) [(None, 128, 128, 3)] 0 \n",
" \n",
" block1_conv1 (Conv2D) (None, 128, 128, 64) 1792 \n",
" \n",
" block1_conv2 (Conv2D) (None, 128, 128, 64) 36928 \n",
" \n",
" block1_pool (MaxPooling2D) (None, 64, 64, 64) 0 \n",
" \n",
" block2_conv1 (Conv2D) (None, 64, 64, 128) 73856 \n",
" \n",
" block2_conv2 (Conv2D) (None, 64, 64, 128) 147584 \n",
" \n",
" block2_pool (MaxPooling2D) (None, 32, 32, 128) 0 \n",
" \n",
" block3_conv1 (Conv2D) (None, 32, 32, 256) 295168 \n",
" \n",
" block3_conv2 (Conv2D) (None, 32, 32, 256) 590080 \n",
" \n",
" block3_conv3 (Conv2D) (None, 32, 32, 256) 590080 \n",
" \n",
" block3_pool (MaxPooling2D) (None, 16, 16, 256) 0 \n",
" \n",
" block4_conv1 (Conv2D) (None, 16, 16, 512) 1180160 \n",
" \n",
" block4_conv2 (Conv2D) (None, 16, 16, 512) 2359808 \n",
" \n",
" block4_conv3 (Conv2D) (None, 16, 16, 512) 2359808 \n",
" \n",
" block4_pool (MaxPooling2D) (None, 8, 8, 512) 0 \n",
" \n",
" block5_conv1 (Conv2D) (None, 8, 8, 512) 2359808 \n",
" \n",
" block5_conv2 (Conv2D) (None, 8, 8, 512) 2359808 \n",
" \n",
" block5_conv3 (Conv2D) (None, 8, 8, 512) 2359808 \n",
" \n",
" block5_pool (MaxPooling2D) (None, 4, 4, 512) 0 \n",
" \n",
"=================================================================\n",
"Total params: 14,714,688\n",
"Trainable params: 14,714,688\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"conv_base.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bKyLfZcwOYwH"
},
"source": [
"Nous pouvons extraire les caractéristiques, apprises par le réseau de neurones sur ImageNet, de notre base de données d'image de chiens et de chat. L'intérêt, par rapport à la première partie, est qu'il aurait été presque impossible de déduire ces caractéristiques \"générales\" (trouvées sur une immense base de données) depuis notre base de données trop réduite de 2000 images. En revanche, ces caractéristiques générales devraient se révéler utiles pour notre classifieur.\n",
"\n",
"On peut lire sur la structure du réseau VGG résumée grâce à la fonction *summary* ci-dessus que le tenseur de sortie est de dimension $2 \\times 2 \\times 512$, autrement dit que le réseau prédit des caractéristiques de dimension $2 \\times 2 \\times 512$ à partir d'une image de taille $64 \\times 64$.\n",
"\n",
"On va redimensionner cette sortie dans un vecteur de dimension $2048 = 2 \\times 2 \\times 512$. "
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"id": "op4vvD9_ugWL",
"vscode": {
"languageId": "python"
}
},
"outputs": [
{
"ename": "ValueError",
"evalue": "cannot reshape array of size 16384000 into shape (2000,4096)",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m/home/laurent/Documents/Cours/ENSEEIHT/S8 - Réseau Profond/TP3.ipynb Cell 49'\u001b[0m in \u001b[0;36m<cell line: 2>\u001b[0;34m()\u001b[0m\n\u001b[1;32m <a href='vscode-notebook-cell:/home/laurent/Documents/Cours/ENSEEIHT/S8%20-%20R%C3%A9seau%20Profond/TP3.ipynb#ch0000048?line=0'>1</a>\u001b[0m train_features \u001b[39m=\u001b[39m conv_base\u001b[39m.\u001b[39mpredict(x_train)\n\u001b[0;32m----> <a href='vscode-notebook-cell:/home/laurent/Documents/Cours/ENSEEIHT/S8%20-%20R%C3%A9seau%20Profond/TP3.ipynb#ch0000048?line=1'>2</a>\u001b[0m train_features \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39;49mreshape(train_features,(train_features\u001b[39m.\u001b[39;49mshape[\u001b[39m0\u001b[39;49m],\u001b[39m2\u001b[39;49m\u001b[39m*\u001b[39;49m\u001b[39m2\u001b[39;49m\u001b[39m*\u001b[39;49m\u001b[39m1024\u001b[39;49m))\n\u001b[1;32m <a href='vscode-notebook-cell:/home/laurent/Documents/Cours/ENSEEIHT/S8%20-%20R%C3%A9seau%20Profond/TP3.ipynb#ch0000048?line=3'>4</a>\u001b[0m val_features \u001b[39m=\u001b[39m conv_base\u001b[39m.\u001b[39mpredict(x_val)\n\u001b[1;32m <a href='vscode-notebook-cell:/home/laurent/Documents/Cours/ENSEEIHT/S8%20-%20R%C3%A9seau%20Profond/TP3.ipynb#ch0000048?line=4'>5</a>\u001b[0m val_features \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mreshape(val_features,(val_features\u001b[39m.\u001b[39mshape[\u001b[39m0\u001b[39m],\u001b[39m2\u001b[39m\u001b[39m*\u001b[39m\u001b[39m2\u001b[39m\u001b[39m*\u001b[39m\u001b[39m512\u001b[39m))\n",
"File \u001b[0;32m<__array_function__ internals>:180\u001b[0m, in \u001b[0;36mreshape\u001b[0;34m(*args, **kwargs)\u001b[0m\n",
"File \u001b[0;32m/tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:298\u001b[0m, in \u001b[0;36mreshape\u001b[0;34m(a, newshape, order)\u001b[0m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=197'>198</a>\u001b[0m \u001b[39m@array_function_dispatch\u001b[39m(_reshape_dispatcher)\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=198'>199</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mreshape\u001b[39m(a, newshape, order\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mC\u001b[39m\u001b[39m'\u001b[39m):\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=199'>200</a>\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=200'>201</a>\u001b[0m \u001b[39m Gives a new shape to an array without changing its data.\u001b[39;00m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=201'>202</a>\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=295'>296</a>\u001b[0m \u001b[39m [5, 6]])\u001b[39;00m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=296'>297</a>\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[0;32m--> <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=297'>298</a>\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapfunc(a, \u001b[39m'\u001b[39;49m\u001b[39mreshape\u001b[39;49m\u001b[39m'\u001b[39;49m, newshape, order\u001b[39m=\u001b[39;49morder)\n",
"File \u001b[0;32m/tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py:57\u001b[0m, in \u001b[0;36m_wrapfunc\u001b[0;34m(obj, method, *args, **kwds)\u001b[0m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=53'>54</a>\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapit(obj, method, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds)\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=55'>56</a>\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m---> <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=56'>57</a>\u001b[0m \u001b[39mreturn\u001b[39;00m bound(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=57'>58</a>\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=58'>59</a>\u001b[0m \u001b[39m# A TypeError occurs if the object does have such a method in its\u001b[39;00m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=59'>60</a>\u001b[0m \u001b[39m# class, but its signature is not identical to that of NumPy's. This\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=63'>64</a>\u001b[0m \u001b[39m# Call _wrapit from within the except clause to ensure a potential\u001b[39;00m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=64'>65</a>\u001b[0m \u001b[39m# exception has a traceback chain.\u001b[39;00m\n\u001b[1;32m <a href='file:///tmp/deepl/.env/lib/python3.8/site-packages/numpy/core/fromnumeric.py?line=65'>66</a>\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapit(obj, method, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds)\n",
"\u001b[0;31mValueError\u001b[0m: cannot reshape array of size 16384000 into shape (2000,4096)"
]
}
],
"source": [
"train_features = conv_base.predict(x_train)\n",
"train_features = np.reshape(train_features,(train_features.shape[0],2*2*512))\n",
"\n",
"val_features = conv_base.predict(x_val)\n",
"val_features = np.reshape(val_features,(val_features.shape[0],2*2*512))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0A_ayR0dvvwe"
},
"source": [
"Nous pouvons maintenant définir un réseau de neurones simple (par exemple, de 2 couches denses, avec 256 neurones sur la couche cachée) qui va travailler directement sur les caractéristiques prédites par VGG."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "lmmBYYmtvUUF",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"# A COMPLETER\n",
"model = Sequential()\n",
"model.add(Dense(256, activation=\"relu\", input_dim=train_features.shape[1]))\n",
"model.add(Dense(1, activation=\"sigmoid\"))\n",
"model.summary()\n",
"\n",
"# AJOUTER EGALEMENT LA FONCTION DE COUT\n",
"model.compile(optimizer=optimizers.Adam(lr=3e-4),\n",
" loss='binary_crossentropy',\n",
" metrics=['accuracy'])\n",
"\n",
"# COMPLETER AVEC LES TENSEURS SUR LESQUELS EFFECTUER L'APPRENTISSAGE\n",
"history = model.fit(train_features, y_train,\n",
" epochs=50,\n",
" batch_size=16,\n",
" validation_data=(val_features, y_val))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "_5xpyZCS4cco",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"plot_training_analysis()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_CFd7e-dJ-cK"
},
"source": [
"On observe à nouveau beaucoup de sur-apprentissage. Il faudrait trouver un moyen d'intégrer de l'augmentation de données. \n",
"\n",
"Pour cela, on peut connecter notre petit réseau de neurones à l'extrémité de la base convolutionnelle de VGG. L'idée est qu'en réutilisant notre générateur de données augmentées, nous pourrons calculer les caractéristiques de VGG sur les données augmentées, et ainsi classifier ces caractéristiques plutôt que les caractéristiques de notre base de données uniquement."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8W85VMorXPtP"
},
"source": [
"## Intégration de l'augmentation de données"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fCb_itsuXenK"
},
"source": [
"### Définition du nouveau modèle et entrainement\n",
"\n",
"On commence par créer un nouveau modèle qui va s'appuyer sur la base convolutive de VGG, à laquelle on adjoint une couche dense et notre couche de sortie."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "jyZZS-GSKyPZ",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"from tensorflow.keras import layers\n",
"\n",
"model = Sequential()\n",
"model.add(conv_base)\n",
"model.add(layers.Flatten())\n",
"model.add(layers.Dense(256, activation='relu'))\n",
"model.add(layers.Dense(1, activation='sigmoid'))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "iZr_u4s7K4Fi",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dRiiu2EbBNAv"
},
"source": [
"**Attention** : il est important de ne pas commander l'entraînement de la base convolutionnelle de VGG ! Nous ne voulons en aucun cas écraser les bonnes caractéristiques de VGG que nous cherchons justement à réutiliser ! Le réseau aurait en outre un grand nombre de paramètres, ce qui est justement ce que l'on veut éviter ! \n",
"\n",
"Pour cela nous pouvons utiliser l'attribut *trainable* : en le positionnant à *false*, nous pouvons geler les poids et en empêcher la mise à jour pendant l'entraînement."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "9h8Fx8P0PId5",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"conv_base.trainable = False\n",
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "t7tkMrA14ccp"
},
"source": [
"Observez le décompte des poids : le nombre de poids entraînable est maintenant de 500 000, contre 16 millions précédemment ; on ne va entrainer ici que les poids de notre couche dense et de la couche de sortie."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "go7Uld7sLRdG",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"model.compile(loss='binary_crossentropy',\n",
" optimizer=optimizers.Adam(learning_rate=3e-4),\n",
" metrics=['accuracy'])\n",
"\n",
"history = model.fit(train_datagen.flow(x_train, y_train, batch_size=10), \n",
" validation_data=(x_val, y_val),\n",
" epochs=10,\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N-RNeMcAXu8h"
},
"source": [
"### Analyse des résultats du nouveau modèle"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tJWBzO-KCCSh"
},
"source": [
"L'entraînement est beaucoup plus lent ! Il faut en effet générer les données augmentées, et leur faire traverser les couches de VGG à chaque itération de gradient. Ceci prend du temps !"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "_DHOFSauLyJa",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"plot_training_analysis()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ac4pNlvJCtkY"
},
"source": [
"En revanche, on observe que l'on a bien limité le sur-apprentissage, ce qui était le but recherché. Les résultats sont un peu meilleurs mais pas complètement satisfaisants."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UmykKP9_M1GW"
},
"source": [
"### Fine-tuning\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r4pV9QlhFc_8"
},
"source": [
"Nous pouvons maintenant tester la dernière technique vue en cours : le **fine-tuning**. Pour cela, nous allons repartir du réseau que nous venons d'entraîner, mais nous allons débloquer l'entraînement des poids de l'ensemble du réseau. **ATTENTION : il est important de choisir un taux d'apprentissage très faible afin de ne pas réduire à néant les bénéfices des entraînements précédents.** L'objectif est simplement de faire évoluer les paramètres du réseau \"à la marge\", et ceci ne peut être fait qu'après la première étape de *transfer learning* précédente. Sans cela, les dernières couches ajoutées à la suite de la base convolutive, après leur initialisation aléatoire, auraient engendré de forts gradients qui auraient complètement détruit les filtres généraux de VGG.\n",
"\n",
"\n",
"\n",
"On commence par réactiver l'entraînement des paramètres de la base convolutive de VGG : "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ZeZA3eVYEJDY",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"conv_base.trainable = True\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "p9SvUKcWEPVd",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"model.compile(loss='binary_crossentropy',\n",
" optimizer=optimizers.Adam(learning_rate=1e-5), # Taux d'apprentissage réduit pour ne pas tout casser, ni risquer le sur-apprentissage !\n",
" metrics=['accuracy'])\n",
"\n",
"history = model.fit(train_datagen.flow(x_train, y_train, batch_size=10), \n",
" validation_data=(x_val, y_val),\n",
" epochs=10,\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "MCK-hm_IN0P4",
"vscode": {
"languageId": "python"
}
},
"outputs": [],
"source": [
"plot_training_analysis()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8hCLsD6tpGhm"
},
"source": [
"On atteint un bon résultat, proche des 90% de précision sur l'ensemble de validation, bien au-dessus des performances obtenues sans *transfer learning* ! Vous comprenez maintenant pourquoi en traitement d'image, cette technique est incontournable."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VptFMmkArNqi"
},
"source": [
"**S'il vous reste du temps** :\n",
"\n",
"Vous pouvez maintenant reprendre le travail depuis le début en augmentant la résolution des images (par exemple $128 \\times 128$). A l'issue du *transfer learning* et du *fine-tuning*, vous devriez dépasser les 95\\% de précision sur l'ensemble de validation. \n",
"\n"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [],
"machine_shape": "hm",
"name": "TP3_Classification_de_chiens_et_chats_Sujet.ipynb",
"provenance": [],
"toc_visible": true
},
"interpreter": {
"hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a"
},
"kernelspec": {
"display_name": ".env",
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