diff --git a/nncw.ipynb b/nncw.ipynb index 0c52ce9..9fe7e5c 100644 --- a/nncw.ipynb +++ b/nncw.ipynb @@ -1905,6 +1905,20 @@ "|11|0.15|0.01|35|1 - 400|10|1, 3, 9, 15, 25, 35, 45|" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size=35\n", + "test_size=0.5\n", + "epochs=10\n", + "lr_schedule = tf.keras.optimizers.schedules.ExponentialDecay(0.1,\n", + " decay_steps=100000,\n", + " decay_rate=0.96)" + ] + }, { "cell_type": "code", "execution_count": 36, @@ -1956,13 +1970,13 @@ "multi_ensem_iterations = 30\n", "for i in range(multi_ensem_iterations):\n", " print(f\"Iteration {i+1}/{multi_ensem_iterations}\")\n", - " data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, stratify=labels)\n", + " data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=test_size, stratify=labels)\n", " multi_ensem_results.append(list(evaluate_ensemble_vote(epochs=10,\n", " hidden_nodes=(1, 400),\n", " nmodels=[1, 3, 9, 15, 25, 35, 45],\n", " optimizer=lambda: tf.keras.optimizers.SGD(learning_rate=0.15, momentum=0.01),\n", " weight_init=lambda: 'random_uniform',\n", - " batch_size=35,\n", + " batch_size=batch_size,\n", " dtrain=data_train, \n", " dtest=data_test, \n", " ltrain=labels_train, \n", @@ -1971,6 +1985,26 @@ " print_params=False)))" ] }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "699" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(data)" + ] + }, { "cell_type": "markdown", "metadata": { @@ -1994,7 +2028,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -2211,7 +2245,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -2283,12 +2317,13 @@ "| test | optim1 | optim2 | optim3 | lr | momentum | epsilon | batch size | hidden nodes | epochs | models |\n", "| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n", "| 1 | SGD | Adam | RMSprop | 0.1 | 0.0 | 1e7 | 35 | 16 | 1 - 100 | 1, 3, 9, 15, 25 |\n", - "| 2 | SGD | Adam | RMSprop | 0.05 | 0.01 | 1e7 | 35 | 16 | 1 - 100 | 1, 3, 9, 15, 25 |" + "| 2 | SGD | Adam | RMSprop | 0.05 | 0.01 | 1e7 | 35 | 16 | 1 - 100 | 1, 3, 9, 15, 25 |\n", + "| 3 | SGD | Adam | RMSprop | 0.1 | 0.01 | 1e7 | 35 | 1 - 400 | 20 | 1, 3, 9, 15, 25, 35, 45 |" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -2332,7 +2367,7 @@ "multi_optim_results = list()\n", "multi_optim_iterations = 30\n", "\n", - "multi_optim_lr = 0.05\n", + "multi_optim_lr = 0.1\n", "multi_optim_mom = 0.01\n", "multi_optim_eps = 1e-07\n", "multi_optims = [(lambda: tf_optim.SGD(learning_rate=multi_optim_lr, \n", @@ -2346,9 +2381,9 @@ "for i in range(multi_optim_iterations):\n", " print(f\"Iteration {i+1}/{multi_optim_iterations}\")\n", " data_train, data_test, labels_train, labels_test = train_test_split(data, labels, test_size=0.5, stratify=labels)\n", - " multi_optim_results.append(list(evaluate_optimisers(epochs=(1, 100),\n", - " hidden_nodes=16,\n", - " nmodels=[1, 3, 9, 15, 25],\n", + " multi_optim_results.append(list(evaluate_optimisers(epochs=20,\n", + " hidden_nodes=(1, 400),\n", + " nmodels=[1, 3, 9, 15, 25, 35, 45],\n", " optimizers=multi_optims,\n", " weight_init=lambda: 'random_uniform',\n", " batch_size=35,\n", @@ -2379,7 +2414,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -2388,7 +2423,7 @@ "text": [ "30 Tests\n", "Optimisers: ['SGD', 'Adam', 'RMSprop']\n", - "Models: [1, 3, 9, 15, 25]\n", + "Models: [1, 3, 9, 15, 25, 35, 45]\n", "\n", "Loss: categorical_crossentropy\n" ] @@ -2451,11 +2486,11 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "pickle.dump(multi_optim_results, open(\"results/exp3-test2.p\", \"wb\"))" + "pickle.dump(multi_optim_results, open(\"results/exp3-test3.p\", \"wb\"))" ] }, { @@ -2464,7 +2499,7 @@ "metadata": {}, "outputs": [], "source": [ - "exp3_testname = 'exp3-test1'\n", + "exp3_testname = 'exp3-test3'\n", "multi_optim_results = pickle.load(open(f\"results/{exp3_testname}.p\", \"rb\"))" ] }, @@ -2477,16 +2512,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "SGD: 9 Models, 72.3% Accurate\n", - "Adam: 25 Models, 96.5% Accurate\n", - "RMSprop: 1 Models, 96.7% Accurate\n" + "SGD: 35 Models, 90.4% Accurate\n", + "Adam: 15 Models, 96.9% Accurate\n", + "RMSprop: 35 Models, 96.8% Accurate\n" ] } ], @@ -2508,12 +2543,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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MbR/gBBD39zXzKH89oGGufXbPJ6278Thf1Ppz8oiWHPVqrc107b+WK9/tbussOeu5HjDTrSzjcUYc5fYZTjCc5PpbeTSPNCJSut2Mc8HpuLU2EZjhWgbOuST3OS6bcaYxWep2LqlGzliS+9zp6Vya22e5zvt3uq3LK264L8sr7oThjNqAnPE2P89ba8vjjPaJwDlvAgU6bnf1gM65zv9NyBkH8+PpPJ/FWwz9JVc9Xum2bp8rT6y1ya5lkdba9Th3bbwA7HHdsRPtOpYwYJ/bsdyJ23coCvc7zytO5RdDCxKz3M3EuZB4D7mmucH7dyxPf/fevkNkHc9RnNFL9+PU4URTwAeMiYhfXInTidQXZwRgXvHpS5yRdbdw8nkFa+1Wa+0Qa219nPN8dZyRclm2uaVNBg5w4pyXaZ27GbN4az95yiu3TbniQFO3dbn3Cx7i6enEIZy24yIg+4FZxpimxpifjDOtzhGcOzw8xVNvMSg/tXBi3jG3ZYVtk2bkqscK1lr3eW7za5P2w7mzYbsx5ntzYqoDb7GtsN+hCtomfdxtn9twOrTzrUNr7X5gOc4Fxr+stftyJfH0t+otnha0fTwYp19jvTHmV+PMMSynSB2nUiDWme/zO5xRk+DMx9I7/y3yZoypgTMU/bdTLYqHz/txrv7Uc1tWD+fWhPy2z3snzryub7vyvMu1eADOFciO1hny3g9ntEd+dgADcwWKk+Y4zcdOiuA4Cstam2CtfcBaWw/nitmbxpkLZgfOKGH3Y4mw1p7q77Furve5v3zg2uc/ufYZaa190Uve03ACyGrrmn/XTY56dd1aW9e1fBfOiBd37p934FzFzipLeWvt+bl37upIecpaey7O1cMHjOZoEykzXLeR9wGuNa55nXFutevnuuV+Fyef47K2DcUZrfE4UNnVKNqL51hSVPKKG+7L8oo7KZy43bzAccdauxpnKpvXoUDHnTvvHTijhHLET2vthALs3tN5PruIBT2WwrDWfmat7YAzWrcBzi2FO3BGZFV0O5Yoa62n2+Y9yStO5RdDvcasXOU/jjPa6w4gd117+46V7989hfgOYa2dYa291HVcqTgd0SJSQlnHZJxRdk/ksX4PzhRw3XBuMfaU11qckX7N3Ba7x9BwnA7CrHNe7nO5t/aTp7wKo1Dx9HTikLX2EM45+VFjTFbn2Fs4t6DXc12s/A7P8fRUY9BOoGquaXKKq0260Fp7FU5H+nKcqdTgFGKbFwVtkz6ZK4aFW2u9dRpPwLn7Ma9p9Tz9rXqLpwVqH1tr11hrr8PpWP4S53uYnCJ1nEqejDGNjTHDsq70u+b76IVzxQvgWaCbcR5oUN2VpgG5Rg+45RdqnDlDJwErcDq3ipTr6tU3OPO8RLjmmfs3ecyjVQivAMNd88tE4TQiDxljqgDDc6Xdi9NQyvIR8Jg58RClmsb7w42yfAU8ZIypbZwHNz3J6R1HgRhjrjLGnOUK8Fm3W2bgnPj7G2ei8wBjTJQxpt9p7GqQMeYc4zx45DHyflLkQpyHYNxljAlxvS42xtTLI202a20Kzjx6d+WxeibQwjgPrwrCmef1GM4toL8DwcaYO4wzR+o95Lx69xHO31ZN42hgcs6fC4Ax5hLXleAAnDmO0jn5CaIiUnpdg3PXxHk4c0+1BBrj/Fu/Cud2xWuM87C5cHI2JENxbu/fC2CMeYCC34nga18Btxtjmhhnrsnnga9doxpPxRdAFePM1eXtuHPHz2lAK9co1SDjPHSvuytmeOPpPO8zxpjzjPPwqBCcUTOpOCNtduDEl6zvJkHGmNbG9eCoU1A3V5xK58R3M3cFill5GIkzRdIO94UF+I71Dc53nmhjzHnknFewQN8hjDHVjfNAkHCc+ktG8VOktBgFDHa1kXIbgnOreYr7QuM8cG6k6/xkjDG1caZqcT+ndTTG9HCdW0cCi6y17h137r7CedBgRePMrfwgOdtPhcnrdBRpHLLWbsK5syXr4T5ROLe8pxjngcRXuSXfC9Rx7ZfTiUHW2m04c2o/42qHdcLpD/jmVI6joFz7usk4d22k4XT8ZsWCU41t+XnSOA8Va48zKOzbPNJ8DNxrjGnhKl8l4/aQLA++w7lgMCmPdZ7a+t/g/FvKais/7LZdgdvHxpgBxpjK1rlbKBHF09OijlPJTyLOrflLjDFHca4iTgf+B2CtXYkz6XZLnCfZHsaZBHsCOU+mA40xiTgjVj7EuYX5slxD9HP70ThPwst6PV+Ict8LBOEMaZ+CMz/Iz4XYPgdr7fe45gfFmUD8EM4tBfNw5ilx9yzwrXGGzV9krf0C55inG+fW/l+AgjaUPsQ5yS4CVnFiqH9hfJCrHj/zvgnn4owmTsT5fQ+11m5xBewbcDqSD+LML1OQgJGfz3E6S7fgXDk7aUSJ6yR/Fc6ozR04V+EepwDnLWvtEutMkJ57+X6c24mewbk952qcuXTSXCNtrsV5IMcBoDkw323zV3C+ePyG06k8lZxXALPUxJnDKQH4A2fOo3neyiwipcbNOPN377LW7na9duB8mb/ZWvs3TmNtEs4ccNnnEWttAs7DI37AmT+8Mq4n2heRgbnO+5sLuqG19kecODMD59ychjNS4pS4zuFv4Mx/5u24PwIucMXPd6y1R3DO//fhNAI344y4Kch+8z3PF6L4XXLVY5KrM9mTUJw4cQDn9rsjwGjXugE4Iyg3uo5nDM584KciHueWzYM4ddLP5j2FQkFjVg6uv+v87ibx9B0rq7634XSaZ3/nKMR3iACcBuIenHqqTR4j2ESk5LHW/oPT1nkgj3UbrXP3Ym7HcR6wFI/T9vgD56GuD7ml+RbnXHcQp+15i4diPOfafjXO+e9L4JNTzOusPOJAEw/psxVRHMrtVWCIMaYC8AjOlCoJOHF6ilu6OTgxc58xJuuBSqcTg27AeYjVXuA9nLsp1xWi3IF51GNBBhINxPkucgjnQVr3upafUmzLRwZOZ/ZWYCJwn7V2Te5E1tr5OAOmPnW16ZdSgAddW2tTrLWzcl8wcMm3rW+tnY5T17/hPBQre8BZIdvHPXD6aRJxpsC5NY80UkDm1AcSiIiIiIiIiIgULWPM0zgP/htckvISkTOPRpyKiIiIiIiIiIiI5KKOUxEREREREREREZFcdKu+iIiIiIiIiIiISC4acSoiIiIiIiIiIiKSS5C/C1AUqlevbhs2bAhAUlISkZGRfi5RyaY68kz1453qyDPVj3dFUUcLFy7cY62tUURFOiMoXhac6sc71ZFnqh/vVEeeFVX9KF4WjmJl4aiOPFP9eKc68kz1452v25ZlouO0YcOGLFiwAID4+Hg6derk5xKVbKojz1Q/3qmOPFP9eFcUdWSM2Vw0pTlzKF4WnOrHO9WRZ6of71RHnhVV/SheFo5iZeGojjxT/XinOvJM9eOdr9uWulVfREREREREREREJBd1nIqIiIiIiIiIiIjkoo5TERERERERERERkVzKxBynIiKFkZ6ezvbt20lJSfFJ/lFRUaxevdoneZcVhamjsLAw6tSpQ1CQQpaISHFSvPSvwtaP4qWISPFTrPS/wtZRzZo1KV++fIHTK6qKyBln+/btREVFUb9+fYwxRZ5/YmIiUVFRRZ5vWVLQOrLWcvDgQbZv306DBg18XzAREcmmeOlfhakfxUsREf9QrPS/wtRRSkoK27dvL1THqW7VF5EzTkpKCpUqVfJJYJOiZYyhUqVKPruCKyIi+VO8LD0UL0VE/EOxsnQJDQ0lPT29UNv4tOPUGNPTGLPGGLPOGDM4j/XxxpjlxphVxpin3JaPM8ZsNMYsc73O9mU5ReTMo8BWepT135VipYiUZGX9HFyWlPXfleKliJRUZf38W5acyu/KZ7fqG2OCgNeAS4AjwBJjzCRr7QG3ZD2ttQmutL8aY6Zaa/90rbvfWjvNV+UTERHxN8VKERER7xQvRUTEX3w54rQdsNJau8NamwTMBLq5J7DWJrjeBrte1oflEREptPfjN7Bo08EcyxZtOsj78RtOOc+goCBatmyZ/fr0009Pt5iFsnnzZtq0aZPnugYNGpCUlFSgfC677DJatmxJvXr1qFatWvbxHD58uEDbx8XFsXbt2oIWu6xSrBSRUs8XsRIUL7MoXgKKlyJSBqhtmb+SHCt9+XCoWsAOt887gNq5Exlj5gMxwDvW2mVuq0YZY54HZgBPWGszcm03GBgMUKtWLeLj4wFISEjIfi95Ux15pvrxrrTXUVRUFImJiQVKe27lUO7+fAmjrmlCbL3yLNl6hOHf/cOoa5rkm0dGRobH/MuXL8+8efNyLCtoeYpCUlISmZmZee7TWktiYiLWem9rTJo0CYDx48ezatUqnn/++ex13o4nIyODiRMn0qdPH2rWrOl1X8eOHSvVf3Me+DRWurZVvDwFqh/vVEeelYX6KWi8PJVYCYqX4Pl4supH8RJQ27LEUh15pvrxrrTXkdqWZb9t6cuO0wKx1nY0xkQB3xhjmllr/wYeBXYDocAnwBDg7VzbfQB8ANC+fXvbqVMnAOLj48l6L3lTHXmm+vGutNfR6tWrs5+6l5iSxprd+Z+II8tFcP9l5zD021X0aFaTGX/v4sHLzyWyXARrDqTluU3tSEPNCvk/1c8Yk+dT/6pUqcKgQYP44YcfqFatGlOmTKFcuXKMGTOGsWPHEhYWRseOHRk7diz79u3jzjvvZOvWrQQHB/POO+/QqlUrBg0aRGRkJH/88QcHDx7k008/5fXXX+fPP//kmmuu4cUXXyQyMpL09HT+/e9/s2LFCtq1a8eHH35IUFBQdtkiIyP57LPPeOONNzh+/Dhdu3bltddey/N4wsLCCAkJISoqig0bNnD33Xdz4MABoqOj+eijj2jQoMFJx9C/f39mzpzJ77//zgsvvMCPP/5ItWrV8q2z8PBwWrVqle/6su5UY6VrW8XLU6D68U515FlZqJ+CxstTiZWgeOktXrZt25bbb79d8bIQ1LYsfqojz1Q/3pX2OvJ12zI5OZlWZ1UnKiw4z/VneqwsjralLztOd5LzKmBtYFFeCa21icaY2UB34G9r7S7XqhRjzKdAfx+WU0TOYGt2J9Lv3d8LlHbCoq0APDV5pcd0n97agppVKua7/vDhw7Rs2TL78+jRo7nkkks4cOAA3bt3Z9SoUdx6661899133HLLLTz77LNs27aNcuXKceTIEQCGDh3Ko48+Stu2bVm3bh0333wzCxcuBJwrcgsXLmT8+PH06tWLJUuWULNmTRo3bsxDDz0EwN9//81HH31EmzZtuOmmm/j8888ZNGhQdpn++ecfJk+ezO+//05QUBC33nor06dP56qrrvJ47HfffTfvvfceDRo0YM6cOYwYMYKJEyeedAwBAQH07t2bfv360bNnT495lnGKlSJSKhQ0XhY0VoLipbd4uX37durUqaN46VC8FJESzxdtS4BvhnSgTYNKea4702NlcbQtfdlxughoZoypjTOB95XAc1krjTHlgRBr7T5jTChwBTData6mtXaXMSYA6A14/0sSETkF59WI4pshHTymWbUrgdd+WpvjquD5NaPzTV870vOT+ipUqMCyZctOWh4ZGclll10GQGxsLJs3bwagXbt23HzzzfTv35++ffsCMGvWLFauPHFqPHToUPb73r17AxATE8M555xD/fr1AWjUqBHbtm2jYsWKNGrUKHsumhtuuIEpU6bkCG6zZ89mwYIF2WmSk5OJjY31eFxJSUnMmzcvu4zWWsqVK5fnMWRknHRH+ZlKsVJESgVv8bKwsRIUL73Fy65du3rM5wyjeCkiJZ4v2pbJycmcVyP/uzPO9FhZHG1Ln3WcWmvTjTEPAT/jPITqZWvtAWPMDJz5Y4KBb40xIa71X7s96XC8MaaKa/kC4A1flVNEzmxRYcH5Xr0DZ7LuN+es5/1b2tCuYSX6tqrNPROW8vZNrWnXMO/tTnVOmdDQ0Oz3gYGB2QFg+vTpzJ07l7i4OEaPHs0ff/wBwOLFiwkKOvk0npVPQEBAjjwDAgKy8zTmRGPVGJPjM0BmZia33347I0eOLHD5MzMzqV69ep6BO/cxzJkzp8D5lmWKlSJSWniKl6cSK0Hx0lu8HDVqFEuXLi1wvmWZ4qWIlAa+aVsG53ubvidnSqwsjrZlgC8zt9ZOsdaea61tZK1937Wsh7V2p7V2i7W2jbW2ubW2mbX2WbftLnVbPtham+rLcoqI5GfZtkM5Alm7hpV4+6bWLNt2yMuWRSMzM5Nt27bRtWtXRo0axdatW8nIyOCSSy5h7Nix2emWL19eqHzXrVuX3Rj76quvuOiii3Ks79q1K1999RUHDhwAYO/evezateukfNxFR0dTvXp1pk6dCjiTdP/999/5HkNhJlIvyxQrRaS083eshLIZL7dv36546UbxUkRKO3/Hy7IYK4ujbenTjlMRkdLujk5nn3T1r13DStzR6exTzjNrHpqs1+jRo/NNm5GRwYABA2jevDlt2rThqaeeIjAwkDfffJO5c+fSokULmjRpwoQJEwpVhmbNmvHSSy/RpEkTAgICuOmmm3Ksb9q0KY8//jhdu3alefPmXHXVVRw8eNBrvhMmTODNN9+kRYsWxMTEMHv27HyP4YYbbuC5556jZcuW7N27t1DlFxGRksMXsRIULx955BHFSxGRMkRty9LZtjTW2iLN0B/at29vFyxYAJT+J7IVB9WRZ6of70p7Ha1evZrGjRv7LP/ExMQ8n2woJxS2jvL6nRljFlpr2xd12coyxcuCU/14pzryrCzUj+Klf51K/Shenj7FysJRHXmm+vGutNeRYqX/+bptqRGnIiIiIiIiIiIiIrmo41REREREREREREQkF3WcioiIiIiIiIiIiOSijlMRERERERERERGRXNRxKiIiIiIiIiIiIpKLOk5FRIpZlSpVCpX+6aef5q233gKgR48eHDt2LN+0U6ZMYfTo0Sct37x5M23atClcQV3mzp1Lv379ciybP38+LVu2pGXLlkRGRtK4cWNatmzJ/fffX+B8X3755VMqj4iInBkULx2KlyIikh/FSocvY2WQz3IWESkLfnsD6rSB+h1PLNsyH7YvhgsLfiIvKjNmzPC4vnfv3sVSjo4dO7Js2TIAunTpwltvvUWzZs0KlcfLL7/Mww8/7IPSiYhIsSphsRIUL0VEpAQqYfFSsbJgNOJURMSTOm1g4iAnoIHzc+IgZ/lpmjt3Lpdffjl9+/bl3HPP5cEHH8xe9/7773POOefQsWNHVq9enb28QYMGJCUl8cgjj/DRRx9lL7/tttuYNGkS48aNY/jw4QCsX7+etm3b0rx5c954443stO5XGeHEVcqEhAQuvfRSWrduTcuWLZk1a1ahj+mzzz6jbdu2tGjRIvt4kpKS6N69OzExMcTExPDDDz/w7LPPcvjwYVq2bMmQIUMKvR8RESlBfBgr4cyNl7NmzeLxxx9XvBQRKSvUtiyUktK21IhTETmzpSTA3lX5rzcB0GkEfDkAzu8DqybDJY85y7cuyHubiHoQFVWg3S9dupRVq1ZRsWJFmjZtytChQwkKCuLll19m8eLFBAYG0qpVKy666KIc2/Xv358nn3yS2267jfT0dGbPns0777zDl19+mZ1m6NChPProo1xzzTU88sgjXssSHh7O5MmTiYqKYvfu3VxxxRUsX768QMcB8M8//zB58mR+//13goKCuPXWW5k+fTopKSlUrlyZ77//HmstiYmJdOzYkY8//jj7yqKIiJRwnuLlqcRKULz0Ei937tzJ1VdfzXvvvad4KSJSGvigbRmYnAwN2kBYtNfdn4mxsjjaluo4FZEz295V8NEVBUu75GPn54zhHpMF3jAJqtQqUJYdO3akevXqADRr1owtW7Zw4MABLr30UipUqADkfYtEmzZt2LhxI4cOHWLRokVceOGFhIWF5Ujzxx9/MHXqVAAGDBjA7NmzPZbFWsvDDz/Mr7/+SmBgIGvWrOH48eMFOg6A2bNns2DBguz5bpKTk4mNjeXKK69k6NChPPzww1x99dV06NCBxMTEAucrIiIlQEHjZQFjJSheeouXhb1NUURE/MwHbcsIgNt+gHrtvWZ5JsbK4mhbquNURM5s1c53ApEnu1fAzy/kvCpYIybf5BkR9Qq8+9DQ0Oz3gYGBZGRkAGCM8bpt3759iYuLY/78+fTv3/+k9fnlERQURGZmZvbn1NRUAMaPH8/Ro0f5888/CQoKokqVKoUKbpmZmdx+++2MHDnypHXLli1j2rRpPPjggwwYMICBAwcWOF8RESkBvMXLQsZKULz0Fi+vvfba7FskRUSkFPBB2zI5OZmIaucXaPdnYqwsjral5jgVkTNbWLRz9S6/l82E+FfghvHQa4zzM/4VZ3l+24QW7LbD/LRr1445c+Zw5MgRkpKSsq/s5da/f3+++OILZs2axZVXXnnS+jZt2jB58mQAJkyYkL28fv362bcx/PTTTyQlJQHOPDTVq1cnKCiIadOmceDAgUKVu2vXrnz11VfZ2+3du5ddu3axc+dOypUrx8CBAxk6dGj2vt2DuYiIlHCe4uWpxErFS6/xcsWKFYDipYhIqeGDtmVG7bYFuk0/P2U9VhZH21IdpyIinmxfDP3HnXjyYf2Ozufti322y1q1ajFixAjatm1Lt27diI2NzTNdmzZtWL9+PR06dDjpVgqAMWPG8Pzzz9OiRYscV/euueYatmzZQkxMDNOnT6dy5cqAc8vFvHnzspfXq1fwkUAATZs25fHHH6dr1640b96cq666ioMHD7JixQratm1Ly5YtGTNmTPbE3gMHDiQmJkYPuxARKe38ECuh7MfLe++9F1C8FBEpM9S2LLCS1LY01toiz7S4tW/f3i5Y4EykGx8fT6dOnfxcopJNdeSZ6se70l5Hq1evpnHjxj7LPzExkagCPuziTFXYOsrrd2aMWWit9T7Zj2RTvCw41Y93qiPPykL9KF7616nUj+Ll6VOsLBzVkWeqH+9Kex0pVvqfr9uWGnEqIiIiIiIiIiIikos6TkVERERERERERERyUcepiIiIiIiIiIiISC7qOBURERERERERERHJRR2nIiIiIiIiIiIiIrmo41REREREREREREQkF3WciogUsypVqhQq/dNPP81bb70FQI8ePTh27Fi+aadMmcLo0aNPWr5582batGlTuIK6zJ07l379+uVYNn/+fFq2bEnLli2JjIykcePGtGzZkvvvv79AeV577bUej0NERETx0vtxiIjImU2x0vdtyyCf5SwiUgaM+3scMVVjiK0em71syZ4lrNi3gkHNBhV7eWbMmOFxfe/evYulHB07dmTZsmUAdOnShbfeeotmzZrlSJORkUFgYGCe23/77beEh4f7upgiIlIMSlqshLITL70dh4iIlB4lLV6WlVjp67alRpyKiHgQUzWG4b8MZ8meJYAT2Ib/MpyYqjGnnffcuXO5/PLL6du3L+eeey4PPvhg9rr333+fc845h44dO7J69ers5Q0aNCApKYlHHnmEjz76KHv5bbfdxqRJkxg3bhzDhw8HYP369bRt25bmzZvzxhtvZKd1v8oIJ65SJiQkcOmll9K6dWtatmzJrFmzCn1MDRo04D//+Q+tWrVizpw5jBw5krZt29KsWTOGDRuWna5Zs2YkJSWxefNmWrRowcCBA2nSpAnXX3891tpC71dERPzHl7ESzux4mXUcipciIqWf2paFU1LalhpxKiJntKTjSaw7vC7f9QEmgDub38kDPz9At/rd+HHLj9zb8l4CTAB/7v0zz21qBtUkiqgC7X/p0qWsWrWKihUr0rRpU4YOHUpQUBAvv/wyixcvJjAwkFatWnHRRRfl2K5///48+eST3HbbbaSnpzN79mzeeecdvvzyy+w0Q4cO5dFHH+Waa67hkUce8VqW8PBwJk+eTFRUFLt37+aKK65g+fLlBToOd3Xr1uXPP526iY2N5ZlnnsFaS79+/fjtt9+48MILc6T/559/+OKLL2jSpAmXXHIJv/76KxdffHGh9ysiIr7jKV6eSqwExUtv8bJ58+Y50iteioiUbL5oWyYnJ9MitAWRIZFe938mxsriaFuq41REzmjrDq/j1pm3FijtxLUTAXh+4fMe073b+V1qVKpRoDw7duxI9erVAedK2ZYtWzhw4ACXXnopFSpUAPK+RaJNmzZs3LiRQ4cOsWjRIi688ELCwsJypPnjjz+YOnUqAAMGDGD27Nkey2Kt5eGHH+bXX38lMDCQNWvWcPz48QIdh7v+/ftnv589ezavvPIKKSkp7N27l+7du58U3M477zzOP/98AFq1asXmzZvVEBQRKWEKGi8LGitB8dJbvMzdcap4KSJSsvmibQnw6ZWf0qpaK6/pzsRYWRxtS592nBpjegKv4kwJ8JK19oNc6+OB8kAw8KW19lnX8rOBr4AKwCzgLqt7UUTEB86pcA6fXvmpxzRrDq7hrWVv5bgqeF6l8/JNXzOoZoH3Hxoamv0+MDCQjIwMAIwxXrft27cvcXFxzJ8/P0dAyZJfHkFBQWRmZmZ/Tk1NBWD8+PEcPXqUP//8k6CgIKpUqXJKwS0iIgKAlJQUhg4dyuLFi6lZsybDhw/P3pe7/OrgTKFYKSKlgbd4WdhYCYqXipeFo3gpIiWdL9qWycnJnFPhnALtX7HSN7HSZ3OcGmOCgNeAS4FWwAhjTOVcyXpaa1sAzYEexpisLvSXgKettY2AKsBVviqniJzZIkMiaVWtVb6vTJvJe3+9x+uXvM5THZ7i9Ute572/3iPTZua7TbngcqdVpnbt2jFnzhyOHDlCUlJS9pW93Pr3788XX3zBrFmzuPLKK09a36ZNGyZPngzAhAkTspfXr18/e/Ltn376iaSkJMCZh6Z69eoEBQUxbdo0Dhw4cFrHkZKSgjGGypUrc+TIEeLi4k4rv7JIsVJESgtP8fJUYqXi5QmKl94pXopIaeCLtmXzys0LdJt+fhQrT58vHw7VDlhprd1hrU0CZgLd3BNYaxNcb4NdL2ucbuyOwHTXus+BXj4sp4hIvlbsW8GozqOyn3wYWz2WUZ1HsWLfCp/ts1atWowYMYK2bdvSrVs3YmNj80zXpk0b1q9fT4cOHU66lQJgzJgxPP/887Ro0SLH1b1rrrmGLVu2EBMTw/Tp06lc2Wl3DBgwgHnz5mUvr1ev3mkdR4UKFRg4cCDnn38+vXr1on379qeVXxmlWCkipZ4/YiUoXp5hFC9FpNRT2/LU+TVWWmt98gL6AW+5fR4BDM8j3XwgEed2C3CuAv7ttr4tMM3Tvi644AKb5ZdffrHimerIM9WPd6W9jv755x+f5p+QkODT/MuCwtZRXr8zYIH1UQwrrldxxkqreFkoqh/vVEeelYX6Ubz0r1OpH8VLtS2Lm+rIM9WPd6W9jhQr/c/XbUu/PxzKWtvRGBMFfGOMaQbsLsh2xpjBwGBwetDj4+MBZzhw1nvJm+rIM9WPd6W9jqKiokhMTPRZ/hkZGT7NvywobB0dO3asVP/Nna5TjZWgeHmqVD/eqY48Kwv1o3jpX6dSP4qXalsWN9WRZ6of70p7HSlW+p+v25a+7DjdCdR2+1wbWJRXQmttojFmNtAdZ8LvSsYY4+r1re3KK/c2HwAfALRv39526tQJgPj4eLLeS95UR56pfrwr7XW0evVqoqKifJZ/YmKiT/MvCwpbR+Hh4bRq5f1JkqWQT2OlazvFy1Og+vFOdeRZWagfxUv/OpX6UbxU27K4qY48U/14V9rrSLHS/3zdtvTlHKeLgGbGmNrGmEjgSuCHrJXGmPLGmKqu96HAFcDqrCGynJi0ewCQ9+y1IiIipZtipYiIiHeKlyIi4hc+6zi11qYDDwE/A8uAV621B4wxM4wxtYAKwExjzF/AEuAXa+001+aPAM8YYzYAhzgxmbeIiEiZoVgpIiLineKliIj4i0/nOLXWTgGm5FrWw+1jm3y2Wwfk/agvEfGL9+M30LJuRdo1rJS9bNGmgyzbdog7Op3tx5KJlG6KlSIiIt4pXoqIiD/48lZ9ESlDWtatyD0TlrJo00HA6TS9Z8JSWtat6OeSiYiIiIiIiIgUPZ+OOJW8aeSelCbJx9PZfSSF9MxMrm9bh3+NW0TDKNg0exH9Wtdhze4ENu5LIigwgOBAQ3BgAMGBAQQFGkICAwgKMAQHBRAcEEBwkCEo4ES67DRZ2wYEEBBg/H3IPhcUFERMTAypqamEh4czZMgQbr/9dgDeffddKlasyPXXX+/nUvrWmDFjePLJJ/1dDBERKcEUL+Hll1/m4Ycf9ncxRESkhFKs9H3bUh2nfpA1cu/tm1rTrmGl7JF7b9/U2t9FkzNIZqblYPJxdh9JcV4JKexJOPl9Qkr6Sdv+ner8/OT3LUVersAAQ1BAVofqiY7Y4EBDkKsjNiTI1SGba13ObVyds64O2+CAE+vaVkhjf1IqBjAGDMb1E4zJ+T7hk3GExcQQ1qZNdvqUJUtJXfEXlf71r5PSF0SFChX4888/Adi6dSt9+/bFWssdd9zBkCFDirxOs2RkZBAYGOiz/L3Zl5hCREgQ5UKDsoPb0dR0ko+nUzUqzG/lEhGR03Pgw48Ib9GciDYn7pROXryYY8v/ovK/bzvlfM/UeOlOHaciImWHL+KlYqU6TsuUxJQ0lm87wpIth6hVPozr3/ud8JBAUtMzaVIzivELt/DDyt1UjgyhSmQoVSNDs99XjgwhNKhk/FFKyZeSlsHehFR2HTnm1gma6vx0dYjuTUwhLcPm2C4sOIAa0WFUjw6jSc1oLmlcjRrRYc6y8mHsPpLCyMkr6VLLMneXYcz1LWhRtyLpGZkcz8gkPcOSlpFJmutneoZ1Lc8kPdPmSuOkS3d7n5aVLj2T9Ez37XPlm5nJ8XRLeqaz7dHjmaRlpOXIOz3TkpaeSVpmzrKkZWTyXs+a7Dx8rEB1aeo2IvChh8h48r/YmJaYFcsIfO4JMp78L7t3JeRM6+qABUtAYoJbh6qzDgMBBjKtZcO+JAwQEFGZEU/9l+ee/A/d+93M6Jeep3Llyvzrjrv4YOxbfPrR/xEWGkabC9rzypg3mDltKq+/+jLpaWnUqFmT9z/8hAoVK7Bh/VoGDxpIenoanbtcyvzf5vHr7wt5/rln2bJ5MxvWr6NFy1YMHTqM+++7hwMHDxIdHc2HH35IwwYN2LhxI3fffTcHDhwgOjqajz76iAYNGtClSxdiY2OZO3cuaWlpjBs3jieffJI1a9YwdOhQ7r33XgBeeuklvvnmG1JTU7n11lsZPnw4c+fO5fnnn6dcuXKsWrWKK67swV3/eZaPx7zIkSNHaN6iBU1axPLR/71/+n/0IiLiN+EtmrN92DDqjB5NRJs2JC9enP25qNSrV49XX32VYcOGcccdd/D0009TpUoV7r33XsaMGcPYsWMJCwujY8eOjB07lri4OF544QXS0tKoVasW48ePp0KFCqxdu5abbrqJtLQ0unbtSnx8PIsXL+bpp59m06ZNrFu3jlatWvHggw/mGRc3bNjg83jZs2dPXnvtNZ599lkOHz5My5Ytad++Pe+++26R1aeIiBQ/X8fLMzFWPv744xw5csSnsVIdpz5irWXLgWSWbj3Eki3Oa+2eRDItBAcamtYqT6t6FVi69TBNakZRITyENbsT+S1pPwePHifTnpxnVFgQVSNDsztSq5z03vUzKpRyIYEFHv0mpYe1lsPJaU7nZ9bo0CMpOTpE9ySkcCg57aRtK5cLoXp0GDXKh3Fu9ShqRIdRs7zTIZrVORodHpTv382iTQcZOWUlbw9oTcq2v+l/SbMcI6dLk9WrV3NurfJYLOmJSaSuXYu1ABYLWAuuj9iK5Ui9804Snv4P4ZddzrFZPxF1190ERodjt6x20rjyzdouo249QipWdD5bm73c+emkDjAGay0ZmZbGzVqwcf06UtIySMvIJDU9k4Rjabz28gvM+mMl4eHlSEg4wu4jKZwd05aPJ/2IMYbxH73Hq6+/we33D2fo0GEMvPtBLu1+FW+9/F9S0zJZvzeJg0ePs3L1Gj74airBISHcNuBanvzfaGrXrcfC3+IZct8wRr07jrv+fQdP/W80derVZ+Gv8dx531Bef/9Tko9nkEowX86Yy9gxo7im33XE/TgXgG4XtqHXjf9i3s+zWb1+M999P5dMm8lN1/SidccuHEpKZcmSpcQvWkqFihXp1K41tw6+m0H3/4cPP3ifL7+fR/1KEZQLVSgSESnpMpKceJmngACq3HUX2++9j6grupH4w49Uuf8+CAggeenSfPPMrFkToqIKXIbWrVuzZs2ak5Y/++yzbNu2jXLlynHkyBEAOnfuTJ8+fTDG8MYbb/D222/z+OOPM3ToUJ544gn69u3LE088kSOf9evXM3fuXEJCQrjiiit47733aNCgAXPmzGHEiBFMnDiRu+++O8/lAJGRkSxZsoTnn3+e66+/nj/++AOAJk2acO+99/Ljjz+yfft2Fi1aRGZmJpdffjndu3cHYOnSpaxatYqKFSvStGlThg4dylNPPcXHH3/MsmXLClxHIiLiPx5jJZxSvExNTiaiZUsCIyMLVIYzLVY+//zzvPvuuz6NlWqtFpGUtAz+2u6MJl269RBLtxziwNHjAFSJDCW2fgWublWb2PoVaVa7PH9tP8I9E5Yy4orzGDd/M8/0bpbd+ZSRaTmUfJz9SakcSHJ+7ktM5cDR4+xPTGV/Uio7Dh9j+bbD7E86zvGMzJPKExYcQOVyTidqlXJZHaohVC4Xyv6daQRt2J/d8VohPPiMmFeypDuensnexBOjQ3cdOebqEE1lj9vt86npOX/fIYEBVC8fSo3oMBpVi+SiRlWoUd7pIM0aPVotOvS0Rywv23You5M0fhu0a1iJt29qzbJth0pdxyng+ps3pG5Yz45bbinQNsnffgNAwv9e9Jiu6gf/R5UGF+W/b2NoWKVc9ufDIekY4NzqUc6/S9eI3w4XXMALI+6hf//+9O3bl4iICJbt38xD/xrMnj17OHbsGG3btaNxjSjWrvyLO2+9HjAMHjSAxb/9zFlVI6kQEczVffvSqGZFEhMTWfbH7zx8p3O81lrCI8oRFZjOn4t+56E7bgFXR294RARRYUEEBhiuvKoXoUGBnN+0KetbtqJ8hYpYaykXGcn+Awf5efYsZv34PQt+/w2Ao0mJrFi1mugKFWge2xYbXoGDxzJpcE5jVq5dT+sLqmEtVCkXok5TEZFSInXtWrbcNMBrusNffQ3Anmef85q26gf/BzVrFrgM1uYxsgBo164dN998c3a8BOd2xf79+2fHywsuuACAJUuW0KdPHwCuv/56vv/+++x8+vTpQ0hICElJScybNy87L2st5cqVy3d5lt69ewMQExNDmzZtqFChAgBRUVEcOnSIH3/8kenTpzNv3jwAEhMTWbt2LZUqVaJjx45Ur14dgGbNmrFlyxYqVtQDOEVESpOCxkooXLyMmDCeiNYFm9rxTIuV9erVK1C9nI4zvsU67u9xxFSNIbZ6bPayJXuWsGLfCgY1G5TvdruOHMseSbp062FW7jhCeqYlwEDjGtH0iKlJbP2KtK5XkbqVwnOM4nOf07Rdw0q0bVApx+fAAJPdqemNtZbE1HRXh+pxDiQ5Hav73N7vTzrOhn1J7E86TlKqM1/lO8sWZucRGGCoVC7XqNXsKQLclzmjW4MDA06hps9c1loSUtJzzB+aPY+oW4fo/qTjJ21bISI4u/Ozw1mVT4wOLR9KjehwapQPo2JEcLGMLs7rwWXtGlYqlZ2m7kLPPZf6E8Z7TJOyejX733gzx1XBsMaN802fVohGIMCyZctonEd+06dPZ+7cucTFxTF69Gj++OMPHnjgAR5//HG6devGtGnTGDduHCGuTvGwYGekeXhwEAHGEBkaRGhQIJXKR1E+PBiTFkT16tVZ8dfyHPtJSEigevXq/J1rOUBoUAD1q5WnXuUIalSIoFJ0uexO39DgIOpXCqd8eBD/ffZpBg4cmGPbuXPnUqV8JDG1y2OtpVJkGNWiQggKCMAY2H/0OOVCg9R5KiJSCniLl4WNleDbeHn//fefFC+9iYiIACAzM5Pq1aufNHolK17mN6olNNT57h4QEJD9PutzRkYGmZmZjBw5Ms946Z4+MDCQjIwMr+UVEZGSxRdty+TkZELPPbfAZVCsLHpnfGs14M8/GGre57nOL9C5TmeW7l3K0J/u43bbClwdp8fTM1m1K4GlWw6xxDWadNeRFADKhwfTql4FHuh6DrH1K9K8bgUivXQCuI/cg9MbuWeMITosmOiwYM6q6j19SloGM+bM46zzW7I/MZUDR52OVfcRrX/vOMKBo8c5lHycvC5WlA8PztGZelIna1QoVco5I1wjQsr2n1h6Rib7klJP3C5/JIVdOTpEnXXH0nL+gw4KMFSPDqN6dCj1K0fQrmElV4eo00ma9T4sWPPa+lpgZKTHq3fJixezf+xY6rz1JhFt2lC+V68c89LkJTExscD737ZtG8OHD8+ezyVLZmYm27Zto2vXrlx00UXUq1ePjIwMEhISqF27NtZaPv300+z0rVu3ZurUqfTu3Tv7NojcoqOjqV69OlOnTqVXr15kZGTwzz//0KxZs3yXF0S3bt14/vnn6d+/PxEREWzevPmkUTLGGNIzLXsTU+lcOYKgwEDqlA9ly8Fk3a4vIlIKeIqXpxIrQfEyr3iZW1bDsKQ8gENERPLni7ZlRmJigW/TV6z0Taw841uqbc7pRXT899w/534urHUhf+9ZzjPbdnO4cWdenPkPf245zPLth7Nvj25ULZJO51Sldf0KxNavyFlVIgt9m7s/R+6FBQdSJTyAlnUreE2bnpHJwaPH2e+aLiDH1AGu95sPHGXxloMcSDpOeh4Ts0aEBOaYjzX36FX35eXDT3/k5PvxG2hZt2KOuly06SDLth3Ks949SUpNz9EhmjUydJfbsv1JqSfNRxsVGpR9q3xs/YrZD1Y68ZAlp2NZ0yOUDseW/5UjkEW0aUOd0aM5tvwvj41BT7Ie9HD8+HHCw8O56667+Pe//50jTUZGBgMGDCAxMRFrLU899RSBgYGMHDmSXr16UalSJTp37syWLVsAGD16NDfffDNPPvkkF198MdHR0Xnue8KECQwZMoQnnniCtLQ07rzzTpo1a5bv8oLo3r07q1aton379mRmZlKhQgW+/fbbk9JlZGZSPSqMcqFB3HTTTbRv04oOF17E/157Qx2nIiKlmC9iJZy58dLdwIEDiYmJoVOnTno4lIhIKae2pXenEitvuukmn8ZKk9/8B6VJ+/bt7YIFCwCIj4+nU6dOhdp++byp/HfVCFaHBdM94Tibd97BH7YxESGBtKzrdJC2rl+RVnUrUCEixBeHUKxOpY68sdZy5Fha9tQA+5NSXSNas+ZoPe4a3ZrK/sTjJ43ABOehWSemDHA6VvN6GFaVyBAqlQshKI8pA3JPg5D7MzhzyB5ISs3xMKXdrnlFdyccY+OuQySmB2RPa5AlwEDVqNDs0aAnd4g6P8+EDiBf/A0Vp9WrV+d5+0JRSUxMJKoQD7soCsnJyYSHO9OCvPLKK+zZs4dRo0YVaxkKo7B1lNfvzBiz0FrbvqjLVpadbrw8k6h+vFMdeVYW6kfx0r9OpX4UL0+fYmXhqI48U/14V9rrSLHS/3zdtiz7PTwFkFI7nL1rA6iels73USH0uqQqTze7iPOqR+XZOScnM8ZQISKEChEhNKrmPX3y8XT2Jx53jVw90dma9X5fUmr2w6+OHDv5CfHGQMWIECpnP/gqlMrlQqgaFcq1rWtz+6eLuahRFeau3Uunc6ry8W+beHHmP+w+ksLexFQycg0TjQgJzJ5L9KwKATQ/p37256xO0iqReXfWipQEixYtYujQoWRkZFCnTp0ct1qIiIiIQ/FSRETEM8XKnM74jtMle5YwfP5TPL83iXPTk7i6dg1m7HqVns0aERTY0d/FK7MiQoKoVzmIepUjvKY9np41ZcCJKQJyj2hdtyeRBUePc/Do8exO0ekrdgHwx+ZDrocphXF+zWhqls/ZIVq9fBhRoUHZ0wQ4V7x8d8VIxBe6dOmS7wTcIiIi4lC8FBER8UyxMqczvuN01pKJPLNtN1UueZ8aCb/x5tL3+HeNarwY/wxTrv++WJ5WLp6FBAVkzxnqTWamZc7qPTz8zQr6t63Dd0t28PaA1qX+ye9S9Ky1+vddSpSFKWVEREorxcvSQ/FSRMQ/FCtLj1OJlWf8fcedD4ZS45J3OL99d+j6FG2qtGDE4WQ2p+7ks1Wf+bt4UkiLtxzi0Ul/8+4tsTx6ZRPeHtCaeyYsZdGmg/4umpQgYWFhHDx4UA2MUsBay8GDBwkL837hREREipbiZemheCki4h+KlaVLamoqQUGFG0N6xo84bX/zMyc+BAZDvw8Z8O7F/JMZwWtLXqNxpca0q9nOfwWUQlm27VCOB0G1a1iJt29qzbJthzTqVLLVqVOH7du3s2/fPp/kf+zYMcLDw32Sd1lRmDoKCwujTp06Pi6RiIjkpnjpX4WtH8VLEZHip1jpf4Wto5o1axYq/zO+4/QkFeph+r7Dk18NYP05zRn+y3C+6vkVNSMLV7HiH3d0OvukZe0aVlKnqeQQFBREgwYNfJZ/fHw8rVq18ln+ZYHqSESk5FO89C/Vj4hIyadY6X++rqMz/lb9PDW+irAL7mLMhpWQcZyhc4eSkp7i71KJiIiIiIiIiIhIMVHHaX4ue4aa1WMYtfcAaw6u5rkFz2nOChERERERERERkTOEOk7zExQC/T6mXUoKD2aWZ8qGKXyx+gt/l0pERERERERERESKgTpOPanUEPq8xS2bl9MjogGv/PEKi3cv9nepRERERERERERExMfUcerN+X0wbW/n6VW/cnZEdR765SF2H93t71KJiIiIiIiIiIiID6njtCC6/Zfw6s0Ys3UjGZlpPDj3QVIzUv1dKhEREREREREREfERdZwWRHAY9B9HnZSjvHw8kpUHVvL8guf1sCgREREREREREZEySh2nBVX5bOj1Oh03LWRohVZMWj+JiWsn+rtUIiIiIiIiIiIi4gPqOC2MmH4QO4hBf07miqqxvLjoRZbtXebvUomIiIiIiIiIiEgRU8dpYXX/H6ZqE579ZyENIusybO4w9ibv9XepREREREREREREpAip47SwgsOh/zgiUo7w+lFDakYqD859kLSMNH+XTERERERERERERIqIOk5PRdVzoedr1Fs/l5cqd+SvfX/xv0X/83epREREREREREREpIj4tOPUGNPTGLPGGLPOGDM417oIY8xMY8xqY8xKY8x9buueNsZsN8Ysc70u9mU5T0mLG6DlzVz8+0fcd9bVfL32a75d+62/SyUiIqVMmY6VIiIiRUTxUkRE/CHIVxkbY4KA14BLgCPAEmPMJGvtAbdk/7PW/mKMiQQWG2NmWmvXu617y1flKxI9XoYdixm8+FtWxXTm+YXPc07Fc2hetbm/SyYiIqXAGRErRURETpPipYiI+IsvR5y2A1Zaa3dYa5OAmUC3rJXW2mRr7S+u90nAGqCmD8tT9ELKQf9xmKP7+e/efdSNch4Wtf/Yfn+XTERESoeyHytFREROn+KliIj4hbHW+iZjY/oBXay197o+jwCstXZUHmnrAvFAM2vtUWPM08CtQBLwGzDCFQDdtxkMDAaoVavWBV988QUACQkJREdH++SY8lN950+ct/oN4hvdyEOZS6gdUpv7a95PkPHZgN7T4o86Kk1UP96pjjxT/XhXFHXUuXPnhdba9kVUJL/wdax0bVdi4mVpovrxTnXkmerHO9WRZ0VVP4qXpattWdqojjxT/XinOvJM9eOdr9uWfu/ZM8aEAl/hBLCjrsVjgedc718GRgIj3Lez1n4AfADQvn1726lTJwDi4+PJel9s7MUwaQ+d/v6GUb1f4t7lY1gQtoDHLniseMtRQH6po1JE9eOd6sgz1Y93qqPCOdVYCSUsXpYiqh/vVEeeqX68Ux15pvopvDLRtixlVEeeqX68Ux15pvrxztd15Mtb9XcCtd0+13Yty2aMMcCnwAxr7TdZy621e6y1GdbaDOAjoK0Py3n6jIGrXoWK9ek893XubnobX6z+gsnrJ/u7ZCIiUrKdObFSRETk1CleioiIX/iy43QR0MwYU9s1QfeVwA+50rwIJFtr/+u+0BjjPh9NH2ClD8tZNEKjoP84SNzNneuX0KVOF579/VlWHij5RRcREb85s2KliIjIqVG8FBERv/BZx6m1Nh14CPgZWAa8aq09YIyZYYypZYypAzwCtDPGLHO9rnBt/rIxZoUx5i+gNfCkr8pZpGrEwJX/I2D1VF6IOI9akbUY+vNQDqYc9HfJRESkBDojY6WIiEghKV6KiIi/+HSOU2vtFGBKrmU93D6afLa7xZfl8qnYf8GmeKJmPcPrN3zCjYueYfgvw3n/8vcJCvD7lLIiIlLCnJGxUkREpJAUL0VExB98eav+mckY6PUGRNfmrJmP88IFT/DH7j94bclr/i6ZiIiIiIiIiIiIFJA6Tn0hLNqZ7/TIdroum8QdMXfw2arPmLZxmr9LJiIiIiIiIiIiIgWgjlNfqdUSuj0Pf3/L3RkRXFz7Yp6Z/wz/HPjH3yUTERERERERERERL9Rx6kvtbocmvQj84TH+d95AqkVUY9jcYRxOOezvkomIiIiIiIiIiIgH6jj1JWOg91sQWY3ouHsYc+ELHEw5yIj4EaRnpvu7dCIiIiIiIiIiIpIPdZz6WngF6DcODm3mnN/e4b8XPseCXQt47NfHciRbsmcJ4/4e548SioiIiIiIiIiISC7qOC0OdWLh8mfgry/pdmgfPRr2YOammbyz7B3A6TQd/stwYqrG+LmgIiIiIiIiIiIiAhDk7wKcMdrfDZvmwfThvHD7bLYmbGXs8rEs37ecFftXMDx2OOdVPM/fpRQRERERERERERHUcVp8jIG+78C7FxP4zb9599ZJ9Pv+VubvnA/AyN9HMvL3kVQIrUDdqLrUiapDncg62e/rRtWlWkQ1AowGCYuIiIiIiIiIiPiaOk6LU0Ql6PcRfHQF6ycPJj0knXta3sOEfybwr9qXEJawm23VzmZ74nbWHVrH3G1zOZZ+LHvzkIAQakfVPqlDtW5UXWpH1iYsKMx/xyYiIiIiIiIiIlKGqOO0uNW7gCXN+zD80B+MqnQ5sS2G0JZwhi95hVGxI7ixxcDspNZaDqQcYHvidrYlbmNb4rbs9z9u+ZH9x/bnyLpaeDVnpKrrVTeqbnYna6WwShhjivtoRURERERERERESiV1nPrBinO6MGrhRmIXfQKHdhG7bQGj2g9mRdpBYtOPQ1AIAMYYqoRXoUp4FVpWa3lSPslpyexI2pGjQ3V70nb+2vcXMzbNID0zPTttRFBEdmcqh2HX6l3Zn2uWq0lwYHAxHb2IiIiIiIiIiEjJp45TPxgU8y84qxe80x7W/QBA7NxXiQWY9jREVIHomhDl9sr9OaIyEcERnFPxHM6peM5J+8jIzGBv8t7szlT3ztVNSZuYvXB2dtoAE0DNcjWpE5lztGrWdADRIdHFUzEiIiIiIiIiIiIlhDpO/WX/WjAB0OVRWPR/0HmE02GasBMSd0Oi6+e+Nc7PjNSc2wcEQ1QNV0dqDYiu5fa5JoFRNakZXZOaNdvRjnY5No2Pj6fFBS3YnrT9xEjVROf9gl0L2LV+F5k2Mzt9+dDyJ82rmvW5WkQ1AgMCi6PGREREREREREREio06Tv1hy3yYOAj6j4P6HaFhpxOfY/qdnN5aOHYIEndBwi7np3vn6uGtsG0RJO0BbM5tQyJP6lyttTeZ8pUPUj66Fk0rNIE6l2RPDwCQlpHGrqO7TppXdeORjfyy/ZccD6wKDgimdmRtZ6Rqrs7V2pG1iQiO8EEFioiIiIiIiIiI+JY6Tv1h++ITnabg/Ow/zlmetcydMRBRyXlVb5p/vhnpcHSvW+fqrpydrbv+grXf0yjlCKz7v5zbRlTJnhIgOKoG9aJqUS+rs7VOE4iqBRGVscZwMOXgSVMAbE/czuyts9l3bF+ObKuEV8nuUM0xYjWqDpXDKuuBVSIiIiIiIiIiUiKp49QfLrz/5GX1O+bdaVoYgUFOR2d0LY/Jfv35Ry5qfrZr1GquztXEXc40Agm78pwewETVoHJUDSpH1aRl9tyrMVDrcoiqxbHwCuxISzhpXtW/D/zND5t/4Hjm8ezswoPCqR1ZO0eHatY0ALUja+uBVSIiIiIiIiIi4jfqOD0DZQaGQeWznVd+sqcHcJsSwL1z9cg2Z3qAo3vBbT7UcKBRSCSN3OZbJbom1Ighs1F19oaEsy0gk+0ZyWw7ussZrZq0nT/3/snh1MPZ+RgMNcrVyHNe1TpRdSgfWj7PYo/7exwxVWOIrR6bvWzJniWs2LeCQc0GnWbNndlUt3K6xk0bTEzdi4ltMTB72ZLln7Bi2zwG9fzAjyUTEREREREROZk6TiVvOaYHOD//dFnTA5w0/6rr/e4VsO5HSDlMAFDD9WoLEFHZmQIgqgZEtySxamW2h4SzLdCwnTS2pSey/dgBFu5ayOT1k8mwGdm7jQqJOqkztW5UXWpu/5PhK/6PUZe+QWz1WJbsWcLwOfczqmonaObbKisLrLVY1zy51rp+uv5rsms1w1f8H//r8hrpNp2Fuxbyn7kP8r8qF5N2fhrgdHhnyfHenLxc0zSceWLqXszwJa8wCoCGLFn+ifM5doSfSyYiIiIiIiJyMnWcyulxnx6gtod0x5MhKdeo1awO1oRdsGkeUYm7aJKeQhP37QKCILIGadE12F2uEtvCo9geHMQ2Y9meeYwtB9fy6455JLs9sCrQWm77/jYqhVXiUOpBaqal8/zhP7GTr85Ok7tT0H1Z8rFkwieFZy9zX29zPXwrx3psjnxdbzyv91AW9zw8rs+VR17lyi+P3GUpiME/DnbebHZ93jkdPpteqDw8Obnz1SlfXp2v+W6X9dbm3i7v9HnlY07sGvc+3vy3OyEzI5PArQE588snbX55nNiPzed9ftt5e++Wh7XOwVmbs64LmR9Z29q807inDQ0I4t9/vkLLjFC2mFRGxY7IMQJVREREREREpKTw2nFqjKkAPAbUtdbeaIw5D2hurZ3o68JJGRISAZXOcl75sRZSDuf5cKvgxN3UTdxJ3Z0rIGlPjukBLHAoNJLt5auxLaIC200mc47vYRX7Ofd4OudE1MBkBkBqKuakzh2Lsa6fOMuTU1IpZwKz02anA4zN6lhyPmNtjnxM9nu3dDarlCe2cf/p7Mc9P5ujnCbXshPvrVv+bvm40p+cv6tMeaTJXp+dZ/4daAvDwogvF06no8e4ICUlx+8hz1+r+3uTx7Ic7/PuUsw3vZf8cuZh8kyT13ubdzG8bpd7P3muN/ksz+d9znyMWx5Z7w1uf3mut67ftsn1GzTu5TPZ+Vi3NCfyNjn+AKzb5xP/WnKVxW2fOffvXr5g1mWmsyToOA9UjC1TnaaKlyIiIp4pVoqISGlTkBGnnwBxQHfX503ARNdLpOgYA+EVnZen6QEyMyBpb3bHqkncRaWEXVRK3E3zxJ0sObqDL0MCeODgYcaXj6L/7s3EpmWCCXD2YQJwOoUC8lhmOJaSSnhERK50ubczuZYFFjCdpzKYk9Pku52ncgXkSuftmL2U023ZkmO7+HjrFB44uJ/xlapw2/m3EhtZJ+c2mDx+5l5Hzs/u5c3986R1nOJ2btt72s7jsVCg4/x9wUI6dOiQR5kKu79cv+syIOv2/FtoyPj9S2i1/JOy1HmqeCkiIuKZYqWIiJQqBek4rWWt/dgYcz+Atfa4MSbT20YiPhMQ6DxwKrrmSauy5zTdm0Fsm6G0Wvo+w2vVyp7ztCD+iI+nU6dORV3qUi+7bg8nU6lyX1od+pHhIT8Uqm7PFGmhFSGymr+LUeK4z2l69EhDupbflD3naRnpPFW8FBER8UyxUkRESpWAAqQ56rqlwnXnpWkNJPqyUCKnasXaqYzau5/Yvh/DxQ8R2/djRu3dz4q1U/1dtFLPvW63NeivupVCW7FtXo45TWNbDGRU7AhWbJvn55IVGcVLERERzxQrRUSkVCnIiNPhOLdTNDTGzAbqAjf4slAip2pQQCXo+zHU7+gsqN+R2L4fE7t9sX8LVgbkqNst8apbKbRBPT84aVlsi4FlZbQpKF6KiIh4o1gpIiKliteOU2vtYmPMZcB5OCNUV1tr03xeMpFTceH9Jy+r3/FER6qcOtWtiEeKlyIiIp4pVoqISGnj9VZ9Y8wia226tXaltXaFtTbNGLOoOAonIiJSWiheioiIeKZYKSIipU2+HafGmCrGmKZApDGmiTHmfNerPRBdkMyNMT2NMWuMMeuMMYNzrYswxsw0xqw2xqw0xtyXa98/u7b7zhgTdqoHKCIi4kunGy8VK0VEpKxT21JEREorT7fqXwUMwpl35h235YnAY94yNsYEAa8BlwBHgCXGmEnW2gNuyf5nrf3FGBMJLDbGzLTWrgf+A3xrrX3LGDMKGAy8VYjjEhERKS6nHC8VK0VE5AyhtqWIiJRK+XacWms/AT4xxvS11sadQt7tgJXW2h0AxpiZQDfgC1f+ycAvrvdJxpg1QE1gPdAbaOvK53PgJRTcRESkBDrNeKlYKSIiZZ7aliIiUlp5fTgUMNUYcyNwPhCatdBa+7CX7WoBO9w+7wBq55XQGFMXaA4sdS0qb6094mk71+0ZgwFq1apFfHw8AAkJCdnvJW+qI89UP96pjjxT/XhXRuvoVOKlT2OlazvFy1Og+vFOdeSZ6sc71ZFnZbR+1LYsY1RHnql+vFMdeab68c7XdVSQjtNPgD3AtcArwI3A8qIqgDEmFPgKGGGtPVrQ7ay1HwAfALRv39526tQJgPj4eLLeS95UR56pfrxTHXmm+vGujNaRz+LlqcZKULw8Vaof71RHnql+vFMdeVZG60dtyzJGdeSZ6sc71ZFnqh/vfF1H+T4cyk1Ta+1DQIK19m3gUqBVAbbbSc6rebVdy7IZYwzwKTDDWvuN26ojxpjy+W0nIiJSAp1KvFSsFBGRM4naliIiUqoUpOM0zfXziDHmXCACqF6A7RYBzYwxtV0TdF8J/JArzYtAsrX2v7mWTwNucb2/GZhagP2JiIj406nES8VKERE5k6htKSIipUpBOk4/NMZUAJ4EZgL/4NxW4ZG1Nh14CPgZWAa8aq09YIyZYYypZYypAzwCtDPGLHO9rnBt/iLQ3xizHmiE67YJERGREqzQ8VKxUkREzjBqW4qISKnidY5Ta+17rrdzgbMBXIHJK2vtFGBKrmU93D6afLbbB3QuyD5ERERKglONl4qVIiJyplDbUkREShuPI06NMR2MMf2NMTVcn5sbY8YDvxdL6UREREoBxUsRERHPFCtFRKQ0yrfj1BjzCjAOuAaYYYx5CZgNLAHOLZbSiYiIlHCKlyIiIp4pVoqISGnl6Vb9q4CW1tpjxphKwDYgxlq7sXiKJiIiUiooXoqIiHimWCkiIqWSp1v1U6y1xwCstQeBtQpsIiIiJ1G8FBER8UyxUkRESiVPI04bGmO+dr03QAO3z1hrr/NpyUREREoHxUsRERHPFCtFRKRU8tRx2jfX57d8WA4REZHSqm+uz4qXIiIiOfXN9VmxUkRESoV8O06ttb8UZ0FERERKI8VLERERzxQrRUSktPI0x6mIiIiIiIiIiIjIGUkdpyIiIiIiIiIiIiK5eOw4NcYEGGPeLK7CiIiIlEaKlyIiIp4pVoqISGnksePUWpsJtDbGBBZTeUREREodxUsRERHPFCtFRKQ0yvfhUG7WAXONMZOB5KyF1tp3fFYqERGR0kfxUkRExDPFShERKVUK0nG6yfUq53qJiIjIyRQvRUREPFOsFBGRUsVrx6m19hkAY0yU63OirwslIiJS2iheioiIeKZYKSIipY3HOU4BjDHNjTHLgD+AxcaYpcaY5j4vmYiISCmieCkiIuKZYqWIiJQ2BblV/33gTmvtQgBjTDvXsva+LJiIiEgpo3gpIiLimWKliIiUKl5HnALhWYENwFq7CAj3XZFERERKJcVLERERzxQrRUSkVCnIiNPlxpi3gM9dn28C/vJdkUREREolxUsRERHPFCtFRKRUKciI0ztwnnz4iOu1Bbjdl4USEREphRQvRUREPFOsFBGRUsXjiFNjjAGWWmvPB14tniKJiIiULoqXIiIinilWiohIaeRxxKm11uLcTtG0mMojIiJS6iheioiIeKZYKSIipVFB5jhtCvxpjFkLJAMGJ+6182nJREREShfFSxEREc8UK0VEpFQpyK36/YGU4imOiIhI6aN4KSIi4plipYiIlEYeO06ttdYY87W1tkVxFUhERKS0UbwUERHxTLFSRERKI49znLrEG2O6+7wkIiIipZvipYiIiGeKlSIiUqoUZI7TG4F7jDHJ5JyHpppPSyYiIlK6KF6KiIh4plgpIiKliteOU2ttleIoiIiISGmmeCkiIuKZYqWIiJQ2+d6qb4y52e1951zrHihI5saYnsaYNcaYdcaYwXmsf9sYs8cYszjX8nHGmI3GmGWu19kF2Z+IiEhxO914qVgpIiJlndqWIiJSWnma4/RBt/ejc60b6C1jY0wQ8BpwKdAKGGGMqZwr2QSgRz5Z3G+tbel6bfC2PxERET855XipWCkiImcItS1FRKRU8tRxavJ5n9fnvLQDVlprd1hrk4CZQDf3BNba34ADBSmoiIhICXU68VKxUkREzgRqW4qISKnkaY5Tm8/7vD7npRaww+3zDqB2AcsFMMoY8zwwA3jCWpvhvtJ1e8ZggFq1ahEfHw9AQkJC9nvJm+rIM9WPd6ojz1Q/3pWxOjqdeOnTWAmKl6dK9eOd6sgz1Y93qiPPylj9qG1ZRqmOPFP9eKc68kz1452v68hTx2lzY8xenCuAFVzvcX0u77MSOR4FdgOhwCfAEOBt9wTW2g+ADwDat29vO3XqBEB8fDxZ7yVvqiPPVD/eqY48U/14V8bqyF/x0musBMXLU6X68U515JnqxzvVkWdlrH7UtiyjVEeeqX68Ux15pvrxztd1lG/HqbXWU6dqQewk51XA2sCigmxord3leptijPkU6H+aZREREfGJ04yXipUiIlLmqW0pIiKllac5Tk/XIqCZMaa2MSYSuBL4oSAbGmNqun4GAL2BlT4rpYiIiP8oVoqIiHineCkiIn7hs45Ta2068BDwM7AMeNVae8AYM8MYUwvAGDMO+B3n1o3txpisq3/jjTF/AX8BgcAbviqniIiIvyhWioiIeKd4KSIi/nK6t0x4ZK2dAkzJtayH2/tB+Wx3qS/LJSIiUlIoVoqIiHineCkiIv7gy1v1RUREREREREREREoldZyKiIiIiIiIiIiI5KKOUxEREREREREREZFc1HEqIiIiIiIiUgqN+3scS/YsybFsyZ4ljPt7nH8KJCJSxqjjVEREREocNQRFRES8i6kaw/BfhmfHzCV7ljD8l+HEVI3xc8lERMoGdZyKiIhIiaOGoIiIiHex1WMZ1XkUQ38eyugloxn+y3BGdR5FbPVYfxdNRKRMCPJ3AURERERyy2oI3j/nfqJCokg6nsTrl76uhqCIiEgujSo0IvF4Ih/9/REda3UkpoouMoqIFBWNOBUREZESKbZ6LJEhkexI2sGR40cY/894dibt9HexRERESpR3l79Lhs3g7PJnM3/nfHp814Pfdvzm72KJiJQJ6jgVERGREmnmxpnsTNrJxbUvplxwOX7d/it94vowdvlYUtJT/F08ERERv1uyZwlfrv6ScyqcQ1zfOB5r9xj7j+1nyKwhPDDnAXYk7fB3EUVESjV1nIqIiEiJs2TPEp7+/WkCTSDPX/Q8b3d9m/DgcNrWaMs7y96hT1wfZm2ZhbXW30UVERHxmzlb55Bu07n5/JsBuLHJjbx/+ftcWu9S/tjzR/YFx9SMVD+XVESkdFLHqYiIiJQ4f+37i/CgcLrU7ULFsIrEVo/ltS6v0a5GOyb0mEDl8MoMmzuMO366gw2HN/i7uCIiIn4THhTOFQ2uyP7crmY7Xr/kdab2ncpVZ13FO8veoW9cX+Zum+u3MoqIlFbqOBUREZES5/zK53Mg5QB9G/XNXhZbPZZBzQYRUzWGz3t8znMXPsfaQ2u5dsq1vLToJRKPJ/qvwCIiIsUsLTONaRuncVm9yygXXO6k9ZXDK/NMx2cY32M80aHR3DfnPu6ZfQ/bErb5obQiIqWTOk5FRESkxIlbH0elsEpcWPvCPNcHmAD6NurLtKunMaDJAL5c/SU9J/Vk0rpJZNrMYi6tiIhI8Zu3fR4HUw7muMiYl+ZVmzOhxwSe6vAUy/ctp8/kPrz555scSz9WPAUVESnF1HEqIiIiJUrS8SRmbZpJzyqtCQ4IPrFiy3z47Y0caaNCohjRdgTf9v6W8yqex1Pzn2LA9AH8te+vYi61iIhI8Zq8fjK1I2vTpkYbr2kDAwLpf25/pvWdxtWNrub//vo/zRcuIlIA6jgVERGREuXHLT+SYjPo89cMp7MUnJ8TB0GdvBuHZ1U4i/cuf48xl4zhUOohBswYwBO/PsH+Y/uLr+AiIiLF5MCxA8Rvj6fP2X0IMAVv1lcIq8CTHZ7ki55fUDW8KsPmDmPIrCFsOrLJh6UVESm91HEqIiIiJUrc+jjOr3w+517zMXx1M4y7Cr66BfqPg/od893OGEPXel2J6xPHPS3v4YfNP9BzUk8+WfkJaRlpxXcAIiIiPjZ943TSbTq9zu51Sts3rdyUz3p8xrMdn2X1wdVcM+UaRi8ZTXJachGXVESkdFPHqYiIiJQYWxK28OfeP+lzdh+nkzQ0Gjb/Csn7YcFY2L7Yax5hQWEMaTGEKX2ncFHtixi1eBTXTr2W+TvmF8MRiIiI+Ja1lrgNcbSr0Y46UXVOOZ8AE8DV51zN1Kunct251zFu5Th6xfXi+03f6/Z9EREXdZyKiIhIiTF5/WSCA4Lp0bAHLP4YDm2Csy+FkEjY9At80BU+7gFrvodMzw+BqhlZk1GdR/Fhtw8JNIHcOetO7p9zP9sS9TRhEREpvf45+A/rDq3z+lCogooOiebRCx7l655fUyeyDiPiRzD4x8GsP7S+SPIXESnN1HEqIiIiJUJGZgZTNkyhS90uVNizCmY+AuEV4YYvYMBECAyFjvdD0h744noY2wH+/BzSUz3m265mOyb2msij7R5l8Z7F9I3ry5t/vqnbEUVEpFSKWx9HueBydK3XtUjzPa/SeYzrPo4XL36RjUc20m9qP17+42WSjicV6X5EREoTdZyKiIhIibBw90L2JO9xRtCsngEZqXDRgxAc5ty2f90nUK4q3PMHXD8ewsrD5Hvg9Rbw6xhIOZJv3kEBQdzU5CamXT2N3o16O08TntyH7zfrdkQRESk9jmccZ8amGVzR4AoigiOKPH9jDD3P6snUvlMZ0GQAE/6ZQK+4XkzdMFXxUkTOSOo4FRERkRIhbn0cVcKr0LFWRzi6F8IqQJt/nUhQvyNceD8EBECTnvDvH+G2H6BWa5g1El5rCj8+AUd25LuPSmGVGNlhJF/2/JIaETUY8csIbvvhNtYcXOP7AxQRETlNP2/7mSOpR4rsNv38RIZEMqLtCL7p9Q1nlT+Lx359jEHfD1K8FJEzjjpORURExO8SjicwZ+scep3Vi6DD22DFN3DBEAiN8rxhvfZw4wRnFGqzq2Hhe84I1El3wZ5V+W52fuXz+fTKT3nhohfYkrCF66ZdxwsLX+BIav6jVkVERPxt8vrJNIhuQMuqLYtlf40qNuKDbh/wSudX2J60PTteJhxPKJb9i4j4mzpORURExO9+2PwDqRmp9GnUB357HYLC4II7C55B1XOh95swdAV0vA/WTHfmQB3fHzbNgzxuLzTG0OvsXky9eiqDmg5i4tqJ9JzUk4lrJ5JpPT94SkREpLjtTd7Lbzt/o0+jPhhjim2/xhi6N+jO1L5T+VfTfzFx7UR6TerFpHWTFC9FpMxTx6mIiIj4Xdz6OGKqxHB2QAQsGw9tb4OISoXPKKoGXDYShq2EK15wRp1+0hP+7xJYOQkyM07apFxwOYbFDmNS70k0q9KMZ39/lpd3vsyfe/8sgiMTEREpGlM3TAWg51k9/bL/iOAIhsYO5bve39G4UmOemv8Ur+56lZX7V/qlPCIixUEdpyIiIuJXG49s5K99f9Hn7D7w+1vOwg73nl6moVHQ4R54YBlc/T5kpMHEQfBma1j0f3A8+aRNGpRvwNjLxvJ217dJyUzh1pm38ui8R9mbvPf0yiIiInKarLXErY+jQ80O1ChXw69laVi+Ie9e9i5juowhISOBG6ffyLO/P8vhlMN+LZeIiC+o41RERET8asr6KYQEhNC9RntY/DG0utkZOVoUAoOhxfUw5Fe4+TuoUB9mDIcxzWDu/+DogZM26VSnE4/XeZwHWj/A7K2z6TmpJx+u+JDjGceLpkwiIiKF9Nf+v9icsNnnD4UqKGMMXet35cnaT3JH8zuYvH4yPeN68vWar8nI4+4OEZHSSh2nIiIi4jcZmRlM3TCVS+tdSvk/J0B6CnS8v+h3ZAw06goDp8Adv8BZXeCXl2B0U5j+EBzcmCN5sAlmcMxgpvadyiV1L2HM0jFcM+Ua4rfHF33ZREREvIhbH0dUSBSX1Lsk54rf3oAt83Mu2zLfWV4MQgJCuLfVvcT1iaNl1ZY8t+A5bppxE8v3LS+W/YuI+JpPO06NMT2NMWuMMeuMMYPzWP+2MWaPMWZxruVnG2MWG2PWG2PeNcU587WIiEgxOtNj5e+7fmfvsb30qd8NFr4LMf2gUkPf7rRWS+j3Edz/J7S+FZZNgDdj4euBsGNJjqTVy1XnpU4v8Un3TwgPCuee2fdwz+x72Jqw1bdlFBGRHM7keHks/Rjfb/qeHg17EBoYmnNlnTbOVDRZnadb5juf67Qp1jLWja7LW13f4q1L3yIhNYGbZ9zMk789yYFjJ9/ZISJSmvis49QYEwS8BlwKtAJGGGMq50o2AeiRx+YvAU9baxsBVYCrfFVOERERf1GshMnrJ1MtvBodtq+ElMNw0bDi23nFBtDjZedBUl0eg82/wv9dCuN6UvHAYrA2O2nr6q358qovebL9kyzft5y+k/syZskYktNOnitVRESK1pkeL2dvnU1SWlLet+nX7wj9x8FXt8Cc/zqdpv3HOcv9oHPdzsT1jeOelvcwc9NMesX1YsI/E0jPTPdLeURETpcvR5y2A1Zaa3dYa5OAmUA39wTW2t+AHJegXFcAOwLTXYs+B3r5sJwiIiL+ckbHyiOpR5izdQ69Gl5J4IJ3oHFPqNak+AsSUQk6j4Bhf0PP0ZCwk5jlz8DYjrDsC0h35jYNDAjkuvOuY/rV07n2nGv5eOXH9JrUi+kbp2PdOllFRKTIndHxcvL6yTSq0IimlZvmnaBCPUg5AvGvQLmqkJkOmZnFW0g3oYGhDGkxhMl9J9OuRjteXPQi10+7nqV7lvqtTCIipyrIh3nXAna4fd4B1C7AdpWBg/ZECyTP7Vy3ZwwGqFWrFvHxzpxjCQkJ2e8lb6ojz1Q/3qmOPFP9eKc6yubTWAklO17GJ8RzPPM4LdduhqQ9LI28hCS//100ghavErF1Lufum0l03BBSZz7O9rp92F3rCjKCIgC4mItpWLMhEw9O5D/z/sP7i97nusrXUTe0rp/LX3xKwt9QSab68U515JnqJ4cztm15MP0gC3ctpG+lvsybNy/PNDFLH6NCZhoJ5c8nes9KzCe9OBZek901L2dPza4cD63ks/J5q6NrAq+hcfXGTDw4kYHfD6RtubZcXelqygeV91mZSpKS8DdU0qmOPFP9eOfrOvJlx6lPWWs/AD4AaN++ve3UqRMA8fHxZL2XvKmOPFP9eKc68kz1453qqPiU5Hj57vR3aVGlOV3W/QJnXULrnidNWec38fGBRN/8NGz9ndDf3uDstR9x9rZvoM2/4IK7ILomADfaG/lh8w+MWjyKl3a+RL9z+3Ffq/uoGFbRvwdQDErC31BJpvrxTnXkmeqn+JToWLn8XQK2B3D/ZfdTJbzKyQkWjIXDK6DtYMpf9Spsioevbia8ch0abvqchpvGw7ndnTm9G10GgUXbBVCQOupEJ27LuI3PVn3Ge3+9x6rdq7irxV3c1OQmggOCi7Q8JU1J+Bsq6VRHnql+vPN1HfnyVv2d5LyaV9u1zJsDQCW3SbsLup2IiEhpc8bGyg2HN7Bi/wr6hNWGw1vh4odyrD/w4UckL87xfA+SFy/mwIcfFV8hjXHmiLvpS7h7IZzfG35/B8bEQNw9sHc1xhi6N+zOlL5TGBwzmLj1cfSc1JMvVn+h+dxERIrOGRkvM20mk9dP5uLaF+fdaZqRDr++BuXrwBUvOssadoIbv4QmvWHoCujyH9i9Ar64HsY0g9nPwcFNxXsgQEhgCP+O+TdT+k7h4toXM2rxKPpP6c+iXYuKvSwiIoXhy47TRUAzY0xtY0wkcCXwg7eNXLdRLODEpN0DgKk+K6WIiIj/nLGxcvL6yYQGhtL9n5+hTjtocFGO9eEtmrN92LDsztPkxYvZPmwY4S2a+6O4UK0x9HnbaYR2uAf+mQrvXAATroct84kICuf+1vczuc9kYqvH8sLCF7h+2vX8sfsP/5RXRKRsOSPj5dI9S9metD3vh0IB/PEBJO2F3m9CUMiJ5fU7woX3Ox2qnR+GB5bDLZOgXnv47XV4oyV80htWfANpKcVxKNlqlKvBK51f4YNuHwDw7x//zYhfRrD76O5iLYeISEH5rOPUWpsOPAT8DCwDXrXWHjDGzDDG1AIwxowDfgeaG2O2G2P6uzZ/BHjGGLMBOMSJybxFRETKjDM1VqZnpjN141S6VmhM1P61zmjT7MFAjog2bagzejTb7rmX9Vd0Z9vd91D71deIaNPGT6V2ia4Jlz/jPEiq23+dUTwfXwkfXAarplA3shZvXPoGYy8by/GM49z2w21qEIqInKYzNV7GrY+jYmhFOtXJ4xbUpH3w8wvOgxXPvtRzRgEBTpr+4+Ch1XDFC5C4G779N7zWGGb+B/as8skx5OeCmhcwsfdEhrcZzrwd8+gd15sPV3xIWkZasZZDRMQbn85xaq2dAkzJtayH2/tB+Wy3Doj1ZdlERERKgjMxVs7fOZ/9x/bT50gqVG8G516RZ7qINm0ICA8nbcsWAPb8979UuWsIUd26YQIDi7PIJwuLho73Qbs74e9vYf4b8PUtUOks6HAvF7W8iQt6f8eE1RMYu3wsv2z/hcExgxnYdCChgaH+LbuISCl0psXL5LRkftzyI9eecy3BgXnMAzr7GchIdTpBC6NcFefOifZ3w/Y/YOknzmvhWKjdxpkLtdk1EBpVNAfiQXBAMAObDqRHwx68tuQ1xiwdQ9z6OB5t9ygda3f0+f5FRArCl7fqi4iIiJwkbn0c1UMqcMGOlXDRsJNGm2Y59OWXpO/eTVS3bgRER5OZmsqOYQ+ysVdvjkyejE0vAXOIBoVAyxvhrvkw4BuIrg3TH4TRzQj+dTQDG/Ziat+pXF7/ct788036xvXl560/c+IBzyIiIif7YfMPHEs/lvdt+juWwJ+fw4VDoWL9U9uBMVC3nTMNzUNroOcYsJkw9X4YdR5Mvhe2/QHFEK+qRlTlxYtfZFz3cYQEhnDnrDsZ9vMwdiaVmuloRaQMU8epiIiIFJvDKYeZu20uvVMzCax0FjS9Os90yYsXs+fF/xEQFUWtV16m7jtvk3n0KNWGP0RgVBQ7H/kPG67swaGvv8YeP168B5EXY+Ccy2HQNLj9Z2h4Mcx9EUY3percV3i+6e18duVnRIdGc//P93PXrLvYeGSjv0stIiIl1OQNk2lSqQnnVTov54rMTJgxAsrXhYuGFs3OwqKhzb/gjp9hyK/Q6mb4Zwp8eBm808F5MGLywaLZlwex1WP5qudX/Kfdf1i4ayF94vrw7vJ3Sc1I9fm+RUTyo45TERERKTYzNs0gLTONPttXOyNlAvK+5T7pt/nY9HQq3jyAgNBQZ87TMaPBBFD/yy+o9/FHBNeowe6nRrL+iu4cHD+ezNQS0rCq3dqZR+6+pdByACz9FN5oRcv4N/ii1SM80/EZ/jn4D9dOvpZXF79K0vEkf5dYRERKkG0J21iyZwl9GvU5eeXyCc6I0yueh+Dwot95jRjo8bIzCvWaD5xb+394FF49D765DTbOdTpvfSQoIIgBTQYw9eqpdG/YnbeXvc3Vk68mfnu8z/YpIuKJOk5FRESk2EzeMJlWhFM/ojq0uDHfdMY4/6t4w4k0EW3aUPnft2GMoVyHDtT/7FPqf/4ZoWedxZ7n/sv6yy7jwMfjyExOLoYjKYBKDeGqUTBsJXT+D2ycS8D/XcI188cxtcVwbmh8PZ+t+oyek3oyef1kMq3vGqIiIlJ6xG2IIyggiB4Ne+RckXIEZj0NZ3WBJr18W4jgcGje37mT4r6l0OFe2PwrfNoH3mgJ8a9Agu9upa8cXpnnLnyOz3t8TmRwJPfMvod7Z9/LtoRtPtuniEhe1HEqIiIixWLtobWsOrCKvvu2Ow9WCgrJM13m8eMc+vIroq+4guDq1TzmGdGmDfU+/IAGX39FeLMY9r70Euu7Xsb+994nI6mEjOQsVxm6PAJD/4arXoXDW4j+8mYeWTKVb84dTKMKZ/HEb09wy8xbWLl/pb9LKyIifpSRmcGUDVO4pO4lVAyrmHPl3P/BsUNw5cv5zg/uE5XPhstGwrBVcMMXUO18+PkFGN2UpsufhdXTISPNJ7tuUbUFX1z1BU+2f5Jl+5bRd3Jf3vrzLY6lH/PJ/kREclPHqYiIiBSLyesnE0YA3WyY89TefCTMmEHGwYNUuuXmAucd3rw5dce+Q8NJ3xHRrh37xoxh/aVd2ffmW2QcPlwEpS8CIRHQdrAzcqf/JxAYQqPvH+f/Vi7ktZrd2Hd0DzdOv5GR80dy4NgBf5dWRET8YNHuRew+uvvkh0Lt/QcWvgcXDIGq5+W5rc8FBkHjHnDTl87dFJc8TsTRbfDlTTC6qTMa9sCGot9tQCDXnXcd0/pOo3ej3rz/1/v0jevL7C2z9bBFEfE5dZyKiIiIz6VlpjFt/WQuT0wk8oK7IKRcnumstRz69DPCYmIIa9Gi0PsJa9KEOq+P4aypU4js3Jn9Y8eyvutl7H31NdIPlJDOyIBAaNoXbp8Dg6Zjqp/P5fM/YPKGtQyJasz0DdPoNakXn6/6nLRM34zgERGRkilufRxVwqvQsVbHEwuthZkPQ0Rl6PyI/wrnLroWdBrOHx3eg1unQIOL4fe34c3WMK4n/PU1pBXtqNAKYRUY2WEkX1z1BVXCqzB07lDumnUXm49sLtL9iIi4U8epiIiI+NxvO37j4PEj9EnJhLa355vu2J9/krJqFZVuuRlzGrchhjZqRO1XXubsmTOI6n4FBz7+mPVdL2PPi/8jbe/eU863SBkDDS6CARPh7gWEN+7J3X/PYfK2HbQnlJf+eInrpl7Hgl0L/F1SEREpBgnHE5i9dTa9zupFUEDQiRWrJsOmeLj8WQiL9l8B82IC4KzO0O9D54FS3V+C5APw3e3OA6VmjIDdK4p0l02rNOWzHp/xbMdnWXVgFVdPuZoxS8aQnFZC5jgXkTJFHaciIiLic3H/fEGt9HTathgI4RXyTXfws88IrFqF6O7di2S/IfXrU+v55zn7++8pf3VfDk2YwIbLLmf3s8+SttN3D7UotGpNoO87MPQvare5ndc2r+P9XXuwR7Zx+4+38+DcB9mRtMPfpRQRER/6ftP3pGak0qdRnxMLjx+FHx6HOu2g+fX+K1xBRFSC9kPgrvkweA6c3xeWTYB3L4L3u8DijyAloUh2FWACuPqcq5l69VT6n9ufj1d+TO+43ny/+Xvdvi8iRUodpyIiIuJTB1MO8suu3+l9NJWADvfkmy5t924Sf/yJitffgAnJ+8FRpyqkTm1qjhzJ2bN+ouKNN3D4u0ms73YFO594guNbtxbpvk5LdC3o9hw8uJIOFz/OxH1JPHLgEAs2z6LPdz0Z++c7pKSn+LuUIiLiA5M3TCamSgxnVzj7xMJfR0PCDujxCgSc3Hw/8OFHJC9enGNZ8uLFHPjwI18XN3/GQJ1Y6P2GMwq191sQEAzThjmjUOPuga0LnSkITlP50PI8dsFjfNXzK2pF1mLELyO4/cfb2XC46OdaFZEzkzpORURExKdmrp5IOpbeDa+EyGr5pjv0xZcQEEDF66/zWVmCq1en+qOP0mj2LCr/axCJM2ay4coe7HzkEVI3bvTZfgstrDxc+ADBD/zFzZe8xNTkcK5KOMzY5WPp83VXftowQyNqRETKkI2HN/LXvr9yPhTq4Cb47Q2IHQi1Wua5XXiL5mwfNiy78zR58WK2DxtGeIvmvi90QYRGQutbYPBPcNfvEDsI1kyHj7rB2xfA/Lfg6P7T3k3jSo35pPsnvHDRC6w/vJ5+U/rxyh+vkHQ86fSPQUTOaOo4FREREZ+KW/U5sSmp1L34P/mmyUxJ4fBXXxF9ZXeCqlb1eZmCKlem2kMPcfbsWVS5804S5/zMxqt6sn3YMFLWrPH5/gssKARaDaDykN95ptu7TLDVqZK4jwd/fYTbv76C9buX+ruEIiJSBOI2xBEaGEr3hm5T1fzwGASHw6VP5btdRJs21H7tNbYOvp3NA25m+/0PUGf0aCLatCmGUhdS9fOh+4vOKNR+H0F0TfjxcXi1MXw9ENbPhszMU87eGEOvs3sx9eqp3NjkRsb/M57ecb2ZtnGaLjaKyClTx6mIiIj4zOpdi1mddpi+FWOgQt180yVMn07G4cNUuuWWYiwdBFWsSNX776PRnNlUfeABkn9fwKY+fYl++x2Orfi7WMviUUAAnHsFzf41i896jOe/wfVYf3Q7/b6/lZcm9iZh3yp/l1BERE5RemY6UzdM5dJ6lxId4nr407pZsGYGXPoElKvscfuMg4ewKSkcW7KEjIMH2f/e+yTO+RmbkVEMpT8FQaHQ7Fq4dTI8sBwuGgrbFsLn18DrLWDuS3Bk+ylnHxUSxcNtH+abXt/QoHwDHp33KIO+H8SagyXowqiIlBrqOBURERGfmbzgFcIzM+nWaWS+aay1HPzsc8JbtiQ8JqYYS3dCYFQUVYbcSaPZs6j28MMEb9rE5v792Xr7HSQvLVmjOgPqtqXPTdOZ1uMrbglvwJdHN9Jraj+++7I3mTuX+bt4IiJSSPN3zmf/sf30PbuvsyD9OHz/CFRvBrH/8ritTU9nz//+B0FBVB4yhIBy5UhZs4btd9/Nhsu7sf+990k/cMD3B3GqKjZwOoeH/g03fQ01m8MvL8HoZvB5P1g1BTLSTinrRhUb8WG3D3m508tsT9zOddOu48WFL5JwvGgeUCUiZwZ1nIqIiIhPpB07wvTDK7k8uAoRNfKfa+3Y4sWkrl5NxVtuLsbS5S2gXDkq3/YvDrzwPNWfeILUdevYctMAtgwcxNEFC0rUrX6RNWJ46PppfHvFpzQuV5uRqZu4adp1LP+kO2yYUyQP3RAREd+LWx9H9YjqXFDzAmfBgnfgwHq48mUIDPK47d7Ro0nftYtqwx+i2tAHqPveu5CZSbURIwht3Jh9r7/Oui6XsGP4CJKXLi1RcSyHwCA49wq4YTw8+A9cNhIOboCvb4HXmsCPT8L+dYXO1hjDlQ2vZOrVUxnYdCBfr/2aXpN6MWndJDLtqU8LICJnDnWcioiIiE/E//YChwIMfVvd5THdwc8+J6haNaK7dSumkhVASAiVbh7A2T/+QI1nniFt+3a2DvoXW24aQNK8eSWq4XlWzda8e92PvHHxyxyJrMrN7ODxmf9m/3sXwl8TISPd30UUEZF8HE45zNxtc+l9dm8CAwIhYRfEvwLN+kGDCz1u68wP/jVhzZpSedAgwJnztM6Y0QDUfedtGv30I5X/9S+Ozp/PlpsGsOnqazj01ddkHj3q4yM7DVHV4aJhcN9SGDQdzr4UFr0Pb7WBj66EZV/A8eRCZRkRHMGDsQ/ybe9vOa/ieTw1/ylumXkLKw+s9NFBiEhZoY5TERERKXrpx5m8aTq1CSb2/OvyTZa2cyeJs2ZR8cYbMMHBxVjAggkICaHi9ddx9vczqfnii2QcOsS22+9gc//rSJw9G3saD7EoSsYYLjnrSuKun8N9Le7hp/IV6RmWyCezhpH2RitYMBZS9WRhEZGSZvqm6aRlptG3UV9nwU9POXcMdHvO67aHPv+czKQkaox8OsfyiDZtqPzv2wAIrl2bag8Oo9Hcn6n1yisERESwe+RI1nXuwu7/Pk/qhg1FfERFyBhocBFc8z48tBp6jILURIgb4jxQavpDsGt5obI8q/xZvHf5e4zuMpp9yfu4cdqNPPf7cxxJPeKjgxCR0k4dpyIiIlLkDvz5MfOCoU+D7gSY/L9uHJowARMYSIXr8u9cLQlMcDAVru7LWdOnUevVUdjUVLbfcy+b+l5NwsyZJeYBHKGBodzRcghTrpnBxQ27M6pyRa6pFMxvvzwNo5vC7Ofg5xdgy/ycG26ZD7+94Zcyi4icySavn0zraq2pF10PtvwOK76GTsMhupbH7TKOHGH/+/9HVPfuhMc087qfgJAQyvfqSYMJ42kYN4noq67i8HffsfGqnmwZOIiE73/App3aXKLFIrwitLsdhsyDO+ZCzLWw/Ct4r5Pz+uMDOHa4QFkZY7is/mVM7juZ25vfzqT1k+g5qScT104kI7NkxHMRKTnUcSoiIiJFKzOD6UvHkm4MvWPvyT/ZsWMcmvgN0VddRVBlz08MLilMYCDlr7qKhpPjqP3mG5igIHYMe5CNvXpzZPJkbHrJuC2+RrkavNL5FT664iOCKzZgSI1q3F+3AdsWvgnzXoPPrnFu4wen03TiIKjTxq9lFhE506w5uIZ/Dv7jjDbNzICZI6DS2dAh/9iZ5cAHH5J59ChVH7i/0PsNa9yYms88zTm/zKX6E0+Qvn8/O4YOZf2lXdn35luk7dlzCkdTTIyBWq2g52gYvgb6joXgCGf06auNYdIQJ64VYEqd8KBw7mt1H3F94oipEsOzvz/LgBkD+GvfX8VwICJSWqjjVERERIqUXRlHXMAx2pVvRO3I2vmmOzJ1KplHjpSIh0IVlgkIIPryy2nw7TfUfe9dAqOi2PnIf9hwZQ8OTZyIPX7c30UEoG2Ntnzd82seu+AxlgSk07duHQafE8NvocHw3WB4vSV8dg1L6scybtVnsHISbP7NeQDHscN6wJSIiA/FrY8jPCicbg26wZKPYfcK6P4/CAr1uF3anr0c/OwzKlx7LaENG57y/gOjoqh08wDOmjaVep98QnhsLPvfe4/1l3Zl+/0PlLiHIp4kpBy0vAlu+x7u+QPaDYZ1P8HHVzrzof72OiTt9ZpNveh6vN31bd689E0Opx5mwIwBPPXbU7yz7B2W7FmSI+2SPUsY9/c4Hx2QiJREnh/RJyIiIlIY1vLPb6NYFx7C880GeUhmOfTZ54THxhLetGnxla+IGWOI7NyZcp06kbxgAfvfGcvuJ59i/ztjqTz431To14+AUM8NYF8LCgjixsY30r1Bd9768y2+Xvs1f1SrxJ2cxV2blrE0qhLDE5czav1+WDgh58aBIVCuqvOKrAblqkG5KhBZjaq7D8DGTNf6ahBRCQIC/XOQIiKlTFpGGtM3Tufy+pdTLi0V5vwXzu0O53p/UOL+d94BoMo93kemFoQxhnIXtKPcBe1I27OXwxMncvjrr0n88UdCzjqLijfeSPm+fQiMiiqS/flE1XOh23/h0qdgzQxY+in8NBJmPwvnXQmtBzoPmconThlj6FK3C+1rtufjlR/z4YoPCTABfLrqU9645A3a1WzHkj1LGP7LcEZ1HlXMByci/qSOUxERESk6635i8vFdRJSrzGX1L883WfLCRaSuW0dt15N/SztjDOU6dKBchw4kL17M/nffY89z/2X/u+9S+bZ/U/H66wiIiPBrGSuGVeTJDk/S79x+PPHzMMYe3cE3jRqTkH6U7jU6srXDpaQFhFLTBlLj/9u77/i2qvv/46+jLXnv2A4ZJBBWEhInIawEKHtvSGj5UqCMUqBQaMuPllIopSNAoYyy2rRJCNAAAcoqZYWVyUjChoSQxHsPSbbG+f1xJVmSZctJbEtOPs/HQw/pTh0fyzq+73vuuQE/dk8ztNdBR63RY6ejHho3GPM6W9gb4NM7ut9AmcBVGApYC40wNbM4LngNPbsKwWJLUU0IIUTqLdu6jKbOJuMy/ddvha4OOOb3Sbfr3LiR5iVLKLjwQqwlxQNeLmtJMUU/uYLCSy+h7fU3aFq8mJrbbqP2zjvJOekk8uaci2PvvQf8fQeMxQb7nmo8mr+DDxfBhwvhs+chuxymfN945I5KuLnD4uDyyZdz0u4n8edVf+b1za9zyauXcHDZwXxY9yHXVlzLmOwxaK1RSg3pjyaESA0JToUQQggxMLSm6+0/80J2FseMPR6XtfegsHHBAiwjRpD1ve8NYQGHhmvaNEY9Mg3P2rXU/+1Bav/4Rxoeeoj8Cy4g77y5mDMzU1q+vdubWPLtBq7f5yBeqVtDrjWTl6rf49ma92PWK3AUUJZZxoiMEZQWT4q8Lssoo9Sex+fvvs3M/cZBR10oWA2Fq+HX1euMZe4GIMGlno7cHr1YjbC1qLsXa2bo2Zba0FkIIQba0q+XUp5ZTkXADKv/AYdeCwXjkm5Xd/c9mDIyKLj4okEtn7JayT7maLKPOZrOb76h6fEnaHnmGZqffBLnlCnkzZ1D1jHHDGoZdljuKDj8Bpj9c/jmDfjgn/D2HfDWn2Dc4TD1fJhwQsITeSOzRnL3EXfzztZ3uPHtG1m2dRkAv33/t/z2/d9iN9sZkTHCaCMzSiOP8PSIjBE4LI6h/omFEINAglMhhBBCDIxN7/FWwzpaSoo4ZY9Te12ta8sW2l9/naKf/hRltQ5d+YaYc9Ikdrv/PryffUb93x6k7i9/oeHRR8n/wQ/IP/8HmHNyUlOwLav54KgbWfPFfK6eejWLPlvEg/texpiWaqr3PZHK9kqqOqqo7qimsr2SLW1bWFW9iubO5pjd2JSNkZ6RxsFiZimlOaWUlu1JaUYpZZllFLmKsJqsEPAb4Wl0z9XI6zrj0bgBNq8wXgcT3GDLlpm8F2t4niPHuHmIEEKkqXpPPW9veZtLJ12K6eVfQnYZHPqzpNt51q2n7eWXKb7uZ0PahtjHjWPEjf+P4mt+Sst//kPTY4upvP7nmH9/OxkHHEDX7uOwjex9TPOUM5lhjyONR3sdfLzYuJT/3xeAqwAmzzFC1KIJPTZ1WpyYTCZ+PPnHLP58MRdPvJgsWxZVHVWRx4e1H/Ji+4t0BWPHN8935JMZzOTpN56OCVXD7Wa+Ix+TktvOCJHuJDgVQgghxMB4+w6ezStkt8yRTC2e2utqTYseQ9ls5J591hAWLnUce+/NyLv/QufXX1P/0EPUP/AAjfPnkzd3Lvk/vABLfv6QlmfN+IMjY7RVlFQwpXhK93ThfuxXuF/C7dw+N9Ud1ZEDxRWfrsBaYKWyo5L3K9+npqMGv+4OPU3KRJGzKLanakYppQWllI6aSmlGKZm2uN63wSB4m3vvxdpeB21VUL3WeO339Cyo2R4KUxP0XI3MDwWwznwwyUGrEGJovbDhBQI6wMldyjhpdOY/jBsdJVF3151YiovJ+35qbqpocrnIO/tscs86C89HH9G0eDH+F1/im1deIXP2bPLmziHjkENQ6fy9mlkEB18FB10J3y03AtRVj8L798JuM40Add9TwZbBmv/dwHV1y5h3xD1UlFQwo3QG171+FfOKZnHakbfH7FZrTaO3MaadrOqoYt2366jpqOGj2o9o8DbEbGM1WWN6qMb0XM0cwQjXiD6v3hFCDA0JToUQQgix4yo/pP7bN3hn1G5cPv7UXsf9CnZ00LxkCdknnYglL2+IC5la9vHjKf/Tnyi64grqH3qIhn/8g8aFC8k75xzyL/wh1uKBH6sukXV16yKhKUBFSQXzZs9jXd26yLxEXFYXu+fuzu65uwNQXF3MrENnRZYHggHqPHWRnqrRB45fN3/N21vept3XHrPPLFtWzIFiaWYpZRmhoLVkAoXOg3vvjaM1dLX33os1/LrhG2N5Z0vPfcSMy5qoF2v0MAJFYE7SQ/rde2DkNBh9UPe8Te/BltXGgboQYpentWbp10s5oLiC8mV3wphDYd/Tkm7X8d57dLz3PiNu+S0mR2ovAVdK4ZoyBdeUKWyYPZu9t1bS/PjjbL7kUqy77UbeueeQc/rp6d3OKwWjDzQex/0B1i0xQtRnfwwv/QImnsk6q495tfVUeDsBqPB2Mq+2nnUj7cS3lkopCpwFFDgL2Lew+6aXyzzLmDXLaCs7A53UdNTEtI/VHdVUtVextm4t//32v3gD3pj95tpzewSrIzJDYatrBIXOQsxyY0YhBpUEp0IIIYTYcW/fyX/ySggCJ487udfVWp5/nmBbG/kp6i2TDmyjR1N2220U/fjH1D/yCE2LFtH02GPknnkmBRdfhLWsbFDf/4L9Lugxr6Kkos/QtD/MJnNkvLf9i/dPuE5bVxuV7ZVGuNoRGhKg3Xj9WeNn1Lnr0FHjoVpMFkpcJZRllvUIWMMHks6Ccf0aFxCfNxSqhnquxrwOhazV64zX7kYSjsvqzOu7F6s9E574AZz+MGAxQtN/XwBnzd+OGhVC7Iw+bfiUr5u/5sKcqcZJnR8sTTq8iNaa2jvvwjZ2LLmnnz40Be0nnZVF4SU/ouCiC2lftoymxYupnXcHdXffQ/bxx5M3dw6OiRPT+0ZKjhyYfpHxqPoYPlgAa5/kgs4WyNsdHjsbJp0LnzxDxekPUjFu+8Znt5vtjMoexajsxDem0lrT3NncI1QNv15fv546T13MNhZloSSjJDZYjRsSIMOavDezEKJ3gxqcKqVOBO4ATMAftdaPxC2fAfwDsAP/0lrfEpo/H5gFtIZWPUNr/c1gllUIIYRIhZ2iraz7Av3Z8zy750QOKNyL0szShKtprWlcsBDX9Ok49tpriAuZfqzl5ZT+5jcUXnY5jX9/lKYnnqTpySfJOfUUCi+5BNuoxAdWw1mWLYsJ+ROYkN9zHDkAX8BHjTuqN0571OWO9esS9sbJd+RHhgIIHyxGgtbMUvLsecYBu9UBubsZj2QCfnDXx/Zcje/N2vC1cZlnonFZF57GIcoMOmgEq89fDRYHWF1gdcY+LOHXLqOM4XUszp7rJlomPY3ELmKnaC+BZ75+hgyLkyPXvQAzfgQl+yTdpu2VV/CuX0/53XejLOnZ90mZzWQdfjhZhx9O13ff0fTEE7QseYqWpUtx7LsveXPnkH388ZiczlQXtW+lk+GEyXDULfDZc0Yv1KYNsOphY/nCM8BkMU6kOfONZ1foOfyIms5o+xaaxxrzrK4+Q3KlFHmOPPIceexTkPhz0RXoosZd0z0kQDhYdVfzWcNnvPbda3jihrGJvrojPlQtzSil0FmIxZSenysh0sGg/XUopSzAncDhQAuwRin1jNY6emCP+4A5wCfAu6Hl60LLrtJa/2ewyieEEEKk2k7TVr5zF59k5fG1r5mLxp/S62od771H1zffUHS1XLIczVpSTMkNN1BwySU0zp9P06LHaHlmKTknnkDBpZdi3333VBdxyFjNVkZmjWRk1siEy8O9cSo7KiM9VaNvZPVB7Qc0ehtjtnGYHd0HipndvVbDY6+OcI3AGn8JvtkCWSOMRzLhcVkjY7LWwcdPYvrqZRh1IJTsCz5P1MNt9DLze+LmexKP2ZqM2dYdqvY7nO1r/XA4G7fMbJObbomU2Vnay85AJy9ufJFj/Vac9hw47Iak22ifj7q7/oJj4kSyjj5qCEq542yjRlFy/fUUXXklrS+/TNPixVTd+Ctq/vgnck87jdxzz8E+dmyqi9k3mwsmnwu5o4wrCfY8Fj5/HvY/zwhMPY3gaTKuUOioh/ovjWlPk3HSLKQCYFVowmzrDlsjAWtuLwFs1Dxrd9hsM9vYLWs3dstKfBJQa01rV2uPsVar243pzxs/p85TRzCqjGZlpthVnDBYDU9n2bIGvo6FGCYG87TCDOATrfVWAKXUS8DRwOLQdBlg0VqvDU0/DpwIrEu8OyGSa3j07zgnT8I1bVpknnv1ajwfr6XgogtTWDIhhEho+LeVTZtg7ZMs3W82mZ3VfG9U75evNS1YiLWsjKwjjhjCAg4floICin/2MwouuojGfy2gccECWp57nqxjj6HwsstwTEjcS3NXEt0bZ9+CfROu4/V7exwwhocHWFm1kmp3Nf6oHqIKRZGziBGZUTewyowdFiDLmtX7ZaYmk3Fg68pn/vrlTAwoKqo+ZOPu5zO29hXWVMxhnVknHCKhB63B7+0OWH3e0LMnKmiNnx/1Ojqc9Xuhq8MIcn3x67hBB7ax8k0JwtZ+9JDtLcy1ushs+xrqRvQMedP5xjIiVYZ/ewm8sfkN2rraOLWyGo65wwjNkmh++hm6Nm1i1Px/pPfl7gmYHA5yTz2V3FNPxbP+E5oeX0zTE0/Q+M9/knHQQeTNnUPmYYelbS/ayHAr5ywwxq7edF738CvRY1lHCwahszUUojaybuXbTBxX3h2qRgeubdVQ+2lofjMJh4gB43s0JlzN7aXHaz7KmUeOM4+c7DG9X90R9FHnrks4JMCXTV/y1pa36PB1xGyTac1MGKqOcI2gNLOUYlcxVlOSccCjzF8/n4lFE2OGCVpTs4Z1dev6114KMYSU1r38ce7ojpU6EzhMa/2T0PT1gNZazwtNTwNu1lqfGJo+C5ittf5J6HKKmUAn8CLwK61j/7tTSl0MXAxQVlZ2wOLFiwFobW0lOzt7UH6mncXOXEfWr74i68GHaLv0Enx77NFjuj925voZKFJHfZP6SW4g6mj27NkrtNYzB6hIKTHYbWVom0FtL8d/8QC5Va9x+JgxTMmcytzCuQnXM9XWkv/rm+g4/TQ8xxyzw+872NLh71i5PTjffAPnq//D1NFB5+TJuE84Hv+YMSktV1g61NH2COogbYE2Gv2NkUdToKn7tb8Jd9Ads41DOci35JNnySPPkkeBpYA8Sx75lnzyLfnkmHMwKRNVda/yQMvTXJ5zOhn2A+joXBGZLi1Kr55iKujHFOzEFOjCHOzEFOjEFOzEHHqOnd8VNb+zl/nd65uDXd37C3Ztc9mCJisBk52g2U7QZCNgthM0GY+A2Raab4+aH1onvH5o28hys92YZ7JFzbehlSXtetGO/O5pWrMn0Jq7b+RvLLv5E7Jbv2DLqO0b21Lay/Q5tryv6q90tH/KomYHH0+7wzgh0ZfOLvJ/9SsC5eW0/PTqASvHQNrWOlIdHTjefx/Hm29hqa0lkJeHd9aheA45BJ2TM4gl3XbRf49h2/r32O/60UEs/g4svjasvjYs/jasvnYsvlbj2R+aH3pY/aFl/o5edxkw2fFZs/Bbs4xnSxZ+ayY+a7bxbAk9h9cJLdcmK56gJ9ImJnpuCbQQpLvXqkKRY86JtI3h9jLfnB+Z5zK5IuH/196vebT2US4qvojirmJqbbWR6fGO8f2q213FcP1/aygN9rFlmp7a4QagGmN8mn8Cl2FcehERGtPmEYCZM2fq8J3qli3rvmudSGxnqaOg242vshLf1q0xz96iIsx33IlyOtAeL9aRI8n832uY3n0PU4YL5XRicrowuVyYnE5MLifK5TLmOZ188t13TJ4xw1jPFbWe04my9v8s2s5sZ/kMDRapn8Sie4SH60h6hO+QpG0lDHJ72VYDb73Gy5OOx92yhssOuazXmwLV3H47TXY7U6+/HnNu7o697xBIm7/jY48h+OsOmp54koa//x37728n49BDKbz8clxTp6S0aGlTR4Ogw9dBVXuVMSRAqPdquNfq1x1f817zez0ucyxxlTAiEGTPwn25o+0Vxge/YaNvIxeMO5XyTi/OCRk4LU5cFhdOixOn1YnT4tymHjrDUjAY24s2qofs2g9WMmmv8VHzjXVMPi+mHj1tox8d4G8Ab7gXrdeYF/U76Rdl7ufwBX2MRdufcWotjv73ot1kifRoW7Ypm1mjLbDyLjhrPrv31sNNJJMWx5Y1HTV8vuQLrmxtJeecfzJr5LSk29Q//DB1LS2M+/ujOPdN3Ms+1barjo47Dh0M4l6+nMbHHsP8/H/IeOFFso8+irw5c3BOm5YmvWsT/VzGvP4OojPobWUwYPRWje7NGurRavY0YY7u4eppAvcW47mztfd92jJDvVlzY4cPyNo90sPV78im3mSmSvuoCnqo8rVSFTX26pcdX9LW1RazW6fF2T3WakcDRxZN5OH6h9nHvg9ftH3B1eNOYn/Pdzj3PwqHxRF57PTtZBI78/9bA2Ww62gwg9NKoDxquhxYmWR5JYDWuio0z6uU+hdw1iCWU6SpQFtbdyC6tWdAGmhqilnflJWFtbwc2+jRmDIz8X78MY799sM2ejRBt5ugx4OvthbtdhN0ewh6PATdbrQ39iYTucCmXsqkrFYjZI0KU00uF8rVM4w1ueJCWlfU+k5XZB2T04lyOtPknwMhBo9z8iS2XHMNI++6CzCG0Yie3kUN77Zy+X2ggzzrMDFGj2Fy0eSEqwXaO2h+6mlyTj55WISm6caUkUHBhT8kb+4cmpc8RcMjj7Bp7lxcBxxgBKgHzJA2ZIBlWDMYnzee8XmJe734g37q3HWRMVbDlziGx171BX2scxtXCN/77XPGRlUvJ9yXxWQxgtToULW3h7X3ZS6rq8c+rCZr6j8bJpMxVqDNBRTELGr+tgv2GqADHa0h4EswpIGH7R7uoLM18fqBzm0vn6W3cDZB0Dr6YFh0Jvtl7AkrtsDZ/+r9suBdx/BuL4HnP1kAOshJo4+BfoSmgZYWGh5+hOzjj0vb0HRHKJOJjIMOIuOgg/BVVdH05JM0/3sJrS++hH2PPYybSZ10MuZMuSN8n0xmyCgwHtsi4Os1cO0xpEDDN6F1G6GrHTCCpBGhR+Q0rj07avzWEtpde1Btc1JlMVNlgmrlpyrgpcpdx3JvLTUtn+FXipU+40/51i8XGfvZ/FRMUS3KgsPiwGlxRsJUp7n7tcPcvSyyjtnRPZ1sucWBzWRLfXsp0tZgBqcrgf2UUuUYA3gfB9waXqi1rlRKBZRSkzAG8D4X+BGAUqpUa12llDIBJ4eWi52I1ppAc3Ncj9HKmOlga+xZMHNuLtbycqxlZbimT8daVoZ1pDFtLSvDHOqaHQ5jiq65hsaFCyj55S9ixjztUZZgEB0KUYMeD6veeYcpe+1N0OPunh8JWjtC87rXD3rcBDs6CNTVh6a7l+Hz9btOVFwYa3I6jUDWlbFtIW1GXKhrs23fLymOjB+7DYJBtM+HDgbB7zeeAwHjs+b3G71v4qZ1IGA8+wMQDCSYDhrPfUzrgB8CQXQwYDwnnQ5EykEg/J6hfcdPh94rvG38dMJ9JZru7GLTD84nZ9w4trQ0M/Kuu/r8+9wFDN+20tMEqx6ldtIZvFe7nCunXNnrP5wtS5cSbG8n7/vnDWkRdzYmh4P8759H3tln0bx0KQ0PPcx3F1yAc8oUCn98ORmHHCL/9A8Ri8lijIOaWdpj2ZqaNVz31nXMsM9guXc5v5j+C8bljsPj9+D2u/H4Pd0Pnyd2Ou7R6m6NvHb7jG29AW+CEiVmVubtCmLD4Ws4jE30sJvt6fV5UwosNuPhGOTLfYOBqB6ycePK9ghgkyzze8DbAm1VsUFvwEd+04dwyDUSmhqGb3tplI9nP3+cAzv9lBz9+35t0/DwwwTdboquTs9L9AeStbSU4quvpujyy2n73/9oemwx1b+9hdo/zyPn1FPIPfdcHHvumepi7lzMVsgsMh7bwt/Vc7zWRIGrp4nM+m8Y72livKfR+F6Ls8pu57qSQo5rd/NCpovL2ryMUja8JjNekxmPyYzHZMJrMuH1B/AqNx7lwavAqxReNO1KU4fGi8ZLEK82Hh62bRxvEwqHyYbDbMNptuEw26MeDlyR0NaFw+rEYXHhtLpwWDNwWDOM9jQ6zI0Ld8PtpinZ8BwiLQ1acKq19iulfga8AZiAP2mtG5RSLwIXa60rgZ9gDOjtABZE3fVwkVKqMLTdcuCewSqnGBxaawINDT0vpd9aia/SeA66Y788zYWFWMvLsI0dQ+YhB2MpK8NW3h2MmjKSn22M7sHmmjYNV8XUmOlElMmEysiI7D8wcuSAXf6ou7qiwtRQD1ePuztcdYeCV7c7YSCr3W6jHqPCWB0OZfs7PrHFkiCM7R6aINwbNjI0QVRv2Oges+bcXLZcdRUjfvtbVGcnrf99leqbb6bk17+ia9OmUNgWFRImmNaBqJAwEBUORqaD3aFhzHRoX1HT4RCwX6GhPxATXsaHmT3CzaT77jskLNKazwfkEzSALBaUyQRms/HcY9qMMpnBbEKZzCiL2TiDHZ42m7vXNRvTym7HFDXd277ip73r18Pq1eRfc82uHpoO77Zy5cPgc/N86XhoXc6Ju5+YcDUdDNK0cCGumTPloGeAKJuNvLPPJve002h54QUa/vYgm390CY799qPw8svIPPxw429RDLlwaDpv9jw6vujg7AlnR6ajb4CxI4I6iNfv7RnC9iOIjd6m3luPuy12H16/F93bzUnimJQp0ountxC2tx604UD2K89X5Nbl9ljusDjS++DSZAZbhvEYDKEb0mwsPpqxHz0Gexy9y4enw7q9BD7++B98qzu5YuzxkFmcdH1fTQ2NCxaSe+YZ2EaPHoISpgdls5F9/PFkH3883i+/pPnxx2lZ+ixNjy3GNW0aeXPnkHXkkQPWMURsB4sNskqMx7bweaMC1ybW1K7h5189xp2BPCoa3+Oo7HFcl9/CvJypHGrOhqAPAv7Qsw8CXRD0G6+DPvBHLQv6jeUBf2QdHfTRGfDjxY8n6MdDwAhblQmvSeFRKjStjHBWheaZEs9vCc33KGNeeB/BbTyB6NDgwIQDhUOZcGLCocw4lRmHsuAwWXAqCw6TNfLwtrqpbv5HTJjrNDuiQtpwO+zCbnVhMTvAbAGT1QjITZbQc2g6+nX8snQ6IZrMu/cYvfej28dN78GW1XDwVQP6VoM6xqnW+jngubh5x0e9Xg70uO5Aay23201zOhjEX1eX8BJ639at+KqqYi+BVwpLcTHW8nLsE/Yi84jvGYFoJBgtxeRw7HC5PB+vjQlJXdOmMfKuu/B8vDYlAY2y2TDbbJgHeKBzrTXa640KYN0xvWaNADbUOzYmkA2t1xEauqC5uXt+ONjt6vsmDluvvIpCYGtouvKaawf0Z+tTdGjXWwiYIODrOW3qDvIsFrDbMIWnzRaU2QQms/GcaDqyr3AZwtsa77Vx0yZ2Hz8eZbbEvld/9h0zHSpvj2njvcLvFz+dMBhNE+7Vq2l54T+0n3Yq5oULcFVMlfB0OLaVne2w/H70vqfzbNXbHFh6ICMyRiRctePdd+n69luKf379EBdy56esVnJPPZWck06i7ZVXqH/gb2y54ifYJ0yg8LJLyTr6aON7QQyZdXXrIiHpsi+WUVFSwbzZ81hXt27AglOTMuGyunBZXQOyv2haa7wBb9IgNmFoG1rf7XfT5G2i0l/ZY3kw0RikLyYuS589ZZMMV5AwwA0Fuw6zA7Mpjf8uwnfxPms+mzf5GTt7bvK7eO8ihmV7CRDwsXTVPWRb4fDDbunXJvX33gcmE4U//vEgFy59OfbckxE33UTRtT+j9fnnaHrsMbZe+zPMhYXknnUmeWefjbW0Z69/kaasDrCWQrbxO1vX/hXz9rucildvY+Pu51NR+wrzjrqRdWZNxX4X7PDbKYwzKA6MofjQOjZ47SuUjV4WWafnMh3w4Q94cfuMq0G8fi/eQCeeQCfeQBfeQCfeYCeeoA9PwIdX+/AGfXh1AE/Qj5cA3mDACHd1F/UEQz1nNV6l8QBeBT6Tgqbv+l/VWuMIapw6iCPyWuPQGmcwNC8yHbueA4UTMw5lBLpGqGvBaTLjUFYcJhtOswWLyYoy27YhlA0Huba4UNcaOx2zfdwykyW0vfF6vncTE5+5l4rj7sYUMMOm91iz9IesmzqHHf8ExUrXm0OJFNN+P/6aGnyVlXT1CEYr8VdVoaMvQzebsZaUYC0vxzlpEtnHHYe1PCoYHTFiSM4MJrpk3DVt2k4XzCilQr1BnZCfP6D71n4/Qa+XYEfi3rGtL7xI2yuvkHXcscYZ33BwZ7HEBnhJw79tnTal1yWBffh02TIKZADvHqJ7hFe73ex7xhlJe4SLNLVmPniaWDfxJDYu/zWXT76811UbFywwbtI3e/Y2vcVDy75h/93ymDG2+ztu5cZGPtrcxCWzxm1vyXdKymwm+/jjyTr2WNpff536+x9g6zXXYtt9dwovvYTsE04wvqPFoLsgwcFeRUnFgIWmg00pFQkbB5rWmq5gV0wY++6qd9lr4l6995L19QxpW7taqXHX9Ah2/drf77LYzfb+hbHWnj1n42/uFf+wmHbsb23+ur8z8agbqRh9EGxaBqMPYs1RN7Ju3d+5YBcPTocr9/L7eNni48Sy2dhtmUnX79ywkeann6bg4ouxFifvnbqzt5fmzAzy5swh99xz8axZQ9Njj9Hw8CM0PPgQmUccTt6cOWQceGBadRQQyV2QtWfcSaI5VPz7AirOmj84b6hUdzA3ULsErEBO6DFY3njrDaYfON04senz4PW14+0yHh5fB15fR+jZjTdyBUn44cUT6MQTMELdlkAXNQEjzPUGu4wgN+jHm7QN1UBX6AFmunvOOgMKRwCcXaEeteFQVgeN0DYYwBEM4ggGcAYCOAI+HMFAaJ3YMNcZ7A517VrT19H/RLud64oLmff0/7G/tYw1az3G9J4nDUzFR5H/ondRuqsLX3V17zdfqqmBQNS4IFYr1tJSrOVluKZPiwSi4UvpLSUlclC2k1AWC+bMTMyZPf+xc69ejfuDNUZvwXfeIf+88yTwEv0W0yN82bKU9wgX28nfCe/9FSYcz9LGtWRZszh8t8MTrtq5cSMdy96m+Be/2Oaej/vvlscVj33AfXOnMmNsPis3NkamRWLKZCLryCPJ/N736Hj7bervf4DKX/ySunvvo+CSH5F7yilyeaNIGaUUdrMdu9lOrtH/hy32LUwfMX1A9u8L+HrvCRvXgzbRem6/mw5fB/We+h7LfMH+j1lvNVl7DWHjhy6ImQ4FsXrMwVy9/mGucWYS7AqyomoFv/xiPvNmzxuQehJDrK2G11bdQ0deBqdNvaJfm9TdfTemzMx+30NgV2kvlVKRDjEldXU0L1lC0xNPsvmii7GNHk3unHPJPe20Ab/STwySLau7e9KHThJx1nxjvpwkimFWZjJtmWSSCQN/XhPoHgYo0nPW78UT8HS/Dgey0cujpj2RkNaD2++l0e+N7G97hgMCUCgcJitOsz00bIENh8kYxsCpLDiUmT0CnVxmsXBIeysf5RQy74h7BuVktSRdO6mg14uvsqo7DI3qMZq/YQOft7TEjJGp7PbIpfMZhxzS3VO0vBxreRmWoiI5i7eLk96CYkftKj3Cd0bLF/6G7PEHss/MY+Gjx6C9ms9zZ/CfLxdw0p6n4bAkHmqlaeEilNNJ7hmn91imtcbdFaDV66PF46PV46fVE3odmjd9dD7nP7qC0YUZfFvfwYG7F7D0o628sLYSq9mE1WLCajZhMytj2mzCGv3aEr8sdrnNErvMZjZhCS3X/R1HOg0ppcicNYuMQw/FvWIF9fc/QPWvb6L+/gcouPgilq//jpKDDqDipO6rV9c8/zrVK9Zwwu9kSIUdsbP3/EpnVrOVHHMOOfaBD038QX+/g9jI6wTDHDR7m3vM6wx0JnzPm9+/GYD8hnx+NOFm1nyRS8U2Diko0sD/buZZp5XxWaPZp2CfpKt71q2j7ZVXKL7++siNb3ujtaaxowun1cz5B47mwvmrmD4mj1XfNjFnxii+a3RT1eLBFmnzYtu+yHTU63AbaTObMJnS90ovS1ERhZdfTsGPfkT7m2/S9Nhiav/wR+r+cjfZJ55A3pw5OPftMWrDNpPv9EGUaAzK0QdJaJoigzkMUFj4ypPooDU6eI2el2y51++lze/F42/DHgzyv8wMrm5po8KbuE3dURKcDlPBjo5eL6P3VVYSqK+PWd/kchmXzpeV07X/ZEaH70ofCkjNBQXD5jJokRrSW1CIXVf2+AMpfvlSPg3ezz6r/kJ7/n6sXX8vnmIXs8uPZ0Ndeyjw9IdCUB8dTc0cuOQpNuw/i78+/zWtXl9UMGqEpP5g7+GkzWwi22nFZTfzRXUbRZk2vmtys6G+A18giC8QpMsfxBfQ+ALBPve1vaz/fbGX0DX2oNOaILi1RcJb1SOU7V6uIuGvtcey7uXR2yZaZjWbMCc4wFVKkTFzJhkzZ+Jes4b6B/5Gza2/Y3RmNp3PP8Garj9QccaxrHn+dbpuuoERt9w+4HU41LTWBHX3czAUgAfj5qPD84y+D0Gt0To0BFp4XjA0j+596dA+wtsEg8by8LaZdguXLljNz46eQGdTgO+Wb+KO/37BdcdM4OPNzSgFptD/W0oZvSnC84zp0HylQq9VZF7MdqH50dsR3k/cdipm37HbEbXvRNsJg8VkIcuWRZYta8D3HQgGunvk+Dys3FTN71/+mBkTv+SdmpeYVXIKd78Q4L65eQP+3mKQbV7J1k+eYMVu5Vw34aykf1Naa2rvuBPLiBHknTcXT1eAyhYPlc3GY2uzl6pmT2iel8pmD53+2HGD3/iiDoCH396ww8W3mLrbPJvFbJyItES3b8bJyY42N3//ZmVcCNvdTna3W93LokPb8H6621TjYY9rHyPTlu42VFksZB15JFlHHknnxo00P/4Ezc88Q8uSp3BMnkTenDlkH3ccJrt9u+pgV+nNmwoSSu96oq88GYiTnM89929KvruRX5YWcXLGYSyyvcnEpy6gZvxtnHzyWQNQ4m4SnKZAw6N/xzl5UkzY5F69Gs/HayM9sgKtrb1fRl9ZSaC5OWafpuzsSBDqnDw5FJJGBaO5uZHGeqOMvyi2g/QWFGLXtc/MY/mUBxn50g9BufHrDO4qmUig08f591cB1T22OfWbt5nV6WVR+QF4GjvIdlgpzXGy14hssp0WcpxWsp1Wsh3W0OvQPIcx32E1Rw5Qrj9mAvPf+5Y/nD4p5h/saMGgxhcM4g8FqV2BUKjqD8ZM+/tY5gsEQ8s1X371NSNHjQkt15Gw1hfzOkiXv3va6/PFLdehcDd2265AkIHu0KoUsYFs1EFq5OB3ygWMHTmbw1a9wIRvPiJ447U8e+/9lNdv5r2Zp1DzZSuP/u1NPDYnQRSacNCouwPFqHCxpbWDzPXvhoLIUDCJESYmCiyNEDIqsAztKzrk7H7P2OeYQDMu/IwOPtPFr5auD70ynm98Zn3vK6exRIErUQFvfOAaCW/jtosNb7u36+zsxPHe6wnCY5UgRI4Oj2PndYfH4XL2vo/4sJqYn69/2xFXzujtYgPs7u3i60ChItsRUy8Z7F2awdtb3yHbcyxLNyzhFydM6fW7T6SXyBUaM46CF6/nucKRmFCUfvBpzG2rAkFNbZs3FIoaz4GVyzl8+XKePOx8lv5pGU3u2CEi7BYTZblOynIdTBudR9nkMspyHZTlOqlv7+S2Fz7j/w4awz/f28Sfz5zEfuU5MScao9u6yHToBGRXIIDPr+mKnJQMRtq/2HYsSKe/uw3tCgTxtIOnK0BrwBfap45aL7Y97AokuEHcDog/kWkzz8B12hRmfruGWZ++xchf3sDXN9/G2omHsnbqEbgLRsSGuRaFzWwOPXcHueGrWWwWE+dMG8nF/1zFYROKefOLWn40a3ea3F28+mmN8fdvivs7J+p7ScFnDX7sGxoi3wGm0BdF+O/fFPM9EfpuMEV/5yRZP2qeSRH6fkqwvqn7eyt+H9Hf5dHfS4MpOpQGJJQW28zif5/Lc3O5du/fMarVzN6jjuRyzy/4nf99QILTYc85eRJbrrmGkl/+EmWx0rFiBS1PP41jn31oee45fJWVBNvaYrYx5+UZQejIkbhmzIhcQh8JRrMG/gy4EEIIEbbPzGNZ+d4hzGj9L49ln0h7xnJm5Z/PEVMn9wg/s+xm6k65G9vBB/Pv38/drveL/gd6xth8po/Jj5mOZzIp7CYz9gH6z2ZZcDOzZu0xMDtLIBCMCnj98YFsP5fFHPR2h8axy7vX9wc0bRkTeGq3Pciv/pYTn3+QPau+AuD4t5+At58AoMtioy0zl/aMPNqzcmnLyKU9K4/2rDw6snJxZ+XTkZlLwGqiKNMeG14pFTkAM0WFTKaog0lj5J/wwVloXuggzaRi56Oi5kUdCEYf6JlMKiaIii5LpBym2ADPFHfgaFIqwc/R13v2PEDuDvAUz360lcdXbebc6btxyv7lxpheoeBYx4XEGrpD4Mg6oXCY6Hmx2xE9L2q7cC/ZRNsR2b7/20HP4Dv8Ojowj95OR5Uzfjuifr6tlZWUlhbFbhe3v6COrrvw+/VWd4l+pp7bhesuEOlVHEy6XV91B73VZ3Rd9KyD+PrUGgK2b/AX/pNA9fepbBvNGQcexKNf3sLepdnD5iZju7LwFRqbvj2T3ao+4smxezGzo4XPHPvwwuMfRoLS6lYvgagrJUwEuW/ZP6nNG0HdwUdyZn4GZblOSnOclIfC0vwMW8JAa+XGRn7/4ufcf14FM8bmc8DYgj7by4G2bNkyZs06sF/raq3xB3WPMDcczsY+Jwpgw9vpSBvYFWkvuwPgjt2P59lZx5C3+WsmrX6V6R+8ygGrXuar0fvyzr6Hsa58HzqDRNrP6Pf2BRKfhXvu40oA7vjvl9teSSuWb/s2KRZ9IquvoDW8Xrid7T4pFduex6wfmmdWMOeh5bgs4A4spzjLzg1Pr40qQ/fnXUWVq3te1PIEWW+i7XvsI3wCrZd9xew2fKKrt30leO/e1+25YW/rtrS4eeDz5bHlHeh62IZ1w0t6/9l7li1RnceXPXE99F6e7/wFjNI/4dYlXvbJV2zxWLj2hD9Sa9nEQJPgNAWcFRVkH3sclT+7LjLPlJODDvixj9udzEPjxhgtK8PkGryxJoQQQohkPl3+Mru3ruT9sVfga/w3Cie3fO98il097/jb9uab+DZvpuTG/7fd7/fR5qaYg74ZY/O5b+5UPtrctFP0vDKbFGaTGYd1226aNVDWPN9B15IOvjn5+xT+dym2S69gjwmj8NfW4q+txRd69tfU4t/wJYGmph77CLpcOMpKsRYXYykqxlJcjKWkBEtxkTGvuBhLYeEud0OqlRsbee3zWs7a08Zrn9dy+tSRzBhbkOpipaVlyxqZNWtiqouRVuav34LFfxt3vxDgxD01b663c/UJN7Gubp0Ep8PAPjOP5fOuu9jztQt53l5KPW7sTUfzbtcIynPbKMt1MHtCUSQMLctxUpbrJOPdN6hZupnyv97D7KO27YZpw6m9VEpFeom6hqRpqADOwd/URMvTT2Nf/DgTXrwXa1kZueeeS+6ZZ2DJj60jrXXMlSkrNzZwwzPrOWNqOU99sJWbTtybiSNzewzdEn1FBlHzPvjwQybvv3/s+kHd40RTzNUdEHNSKKh7Xz/6ZE2v+0iyfo95xJ7oCZc32frhk1zx65Pg5wv/LJ9UtrBuaysTy7PZa0T3uL7R8XXkhFP03MQvu0+OJdi+P+vG7ldHrZtoXz2XR+9C97LjxOvqBGsa61pNYLOYEq5L3LrxdaXDH4R+lH2b6iHmfXsve8/9Jlu3l3pKWGeHApDt6OTD2i6uP2Y8399/PINBgtMhpru6qL71Vpr/vQT7XnvR+fnnFF51JUU//nGqiyaEEEIk9Onylyl++VJqj32QmQccw28Wv8+Mlirq135A8cxje6zftGAh1lGjyNyBYWESjW81Y2x+2h0EDkfhMU1tt9zOiScdwZpDD6Tzphv48pbbqTj33ITbBLu6CNTVGYFqjRGqbvxgDXl2O76aWjzr1uGvrSXY3t5jW3NBgRGihgPVou6A1VJcjLW4GHN+PsqcmhB5IEX3lPZuXs9Zh+83pD2/xPC3T8bJvXyGTk510UQ/7XXoaaxctZCV9g/J0Bks+ukfKMjovROM9vn45t57cEyeRNaRR27z+0l7mZwlL4+Ciy4i/4c/pOOdd2h6bDF1d91F/V//Staxxxo3k5qyf6hHpMJuMa5gWVnZyK+e/YS/fd/ozXvUPiO2+Tu9ZaOZqaPyBvknHJ6iTzS+WdXJr0/cTT63CRi9umekuhhpKfx/11l72pj/3rdMHzM4330SnA4hf0MDW666Gs8HH5Bzztm0v/Y6RddcQ+PCBWTMmCFjRQohhEhLrV+/D8c+yD4zj+Wj2o+o8tVzzvgfGvPjgtPOb76h4913Kfl/N6CMa7JFmqlesYYRt9xOxUlHAFBx0hGs4XaqV6yB0Lx4JpsNU3k51vLyyLz1Y0ZTFheOBzs68NfV4QuFq5FHXS2+mlo6NqzAX1uL7oy766nZjKWoKDZgLS4JTXfPM+XkpPVNi6J7fi3bnN49v0R6ks/Q8DZ//Xyyat1Mb1/Dy4V5nNzSxpsr5tNW7OKC/S5IuE3zU0/h2/QdpbfcmtbfbzsDZTKROWsWmbNm0bVlK81PPEHzkiW0Pv889r33Jm/OueSceGLkas/h1Jt3uJETjWJHDeVnSILTIeL97DM2X3EFwZZWIyxd8C9G/sW4Q7mrYipbrrmm+47lQgghRBr5fP+xTCwqAmDp10vJtmWz736z+bz0c2bGrdu4cCEml4uc008f+oKKfjnhd9f3mFdx0hG9hqbbwpSRgS0jA9uYMb2uo7Um2NqKr6YGf21dTMDqqzXmedd/gr+uDgKBmG2V3d4jTE0YsGZk7PDPsj2k55fYUfIZGt6yat3cs/E+Dp16Ml2Nb1K05/e5Z+N9XMUVCdcPejzU3XcfGYceSsYB0qNsKNlGllP8s2spvPIntL3yCk2PLab6pt9Q+6c/k3PaaeTNOZczvnoLp2sSRP397dewgXFfrQW58/sOkZNEYkcN5WdIgtMh0PryK1TecAOWoiLGPPE47W8tiwlJXdOmMfKuu/B8vFaCUyGEEGlnYtFErnvrOm475DZe/vZlDhhxADe8fQPzZs+LWS/Q2krL0mfJPeMMzJmZKSqtSHdKKcw5OZhzcmDPPXtdTwcCBJqaQgFrbVTIWoOvtpaubzfhXrmKQENDj21NmZlJAlZjvmkXG39VCDG4yitruGrsFfxu68MUOYv4d+sbXDX2CsoraxKu3/ivBQTq6il+8KdDW1ARYbLZyDnpJHJOOgnvZ5/RtPhxmpcsoWnBAuz77EP9gw8y8p67yZg5E/fq1ZEOT2LHyEkisaOG8jMkwekg0sEg9ffeR/399+M6cCYj77oLc24u9vE9B6x1TZsmoakQQoi0VFFSwbzZ87jytSvp8HXwQe0H/OXwv/S4UUnzU0+jPR7yzpubopKKnYkym7EUFmIpLIR99+11Pd3Vhb++PuqmVqGAtaYGf10t3k8/pf3Ntwi2tvbY1pyXFxuwlkSFq+EbXhUW9Hv81YZH/45z8qSY/+ncq1fj+XgtBRdduO2VIIQYVmZ+/7d4/B7uf+Ypat21XD31as6YeHHCdQPNzTQ88gjZJ5yAY599hrikIhHH3ntTestvKb7+OlqeWUrT4sUEW1v57sKLsI0bh2/zZrKOPBLPx2vp2rTJOAmYm4s5JwdT6LWckBNi5yPB6SAJdnRQ+csbaHv1VfJ+8ANKfvFzlEWqWwghxPBUUVLBoSMP5cWNL3L+Puf3CE11IEDTokVkzDoU+9ixKSql2BUpmw1rWRnWsjKcfawXdLvx19XFBqyR3qy1uFevxl9Ti/Z6Yzc0mYwAt7eANfQw5+binDwppjeS9E4SYtfzacOnBHWQq6ZcxaLPFjGleEqPNhOg/uGHCXo8FF19VQpKKfpizsoi//wfkPeD7+NesYKa2/9A5xdfYMrJof2tt2j9z3963Va5XJGrKsy5uWR3dVH1v9ciAas5tztsjQ5elQSuQqQtSfIGQdeWrWy54go6N2xgxK23kHfWWakukhBCCLFD1tSsYWX1Sq6eejWLPlvE1JKpMQeC7W++iW/LFkb85qYUllKI3plcLmyjR2MbPbrXdbTWBNvaosZcrcUfd6Mr7+ef4a+tA78/ZltltYYC1Dy+u/AicsvL+a66muzjjsPz8cd4P/8Ck9OBcjgwOZ0oux2T04nJ4UA5nJgcdlR42m6Xm6sJMQytqVnDdW9dx7zZ86goqWBqydSY6TBfdTVNCxeRd/ZZ2EaNSmGJRV+UUiiLBX9jQ+SmziPvugvn/vsTaGsj0NRMoKWZQEsLgeZmgi0todfGdKClBVNDAx21tQRaWgi2tfX+Xi6XEarm5MYEqjGv40NXCVyFGBISnA4w96pVbLnqalCK0fP/gaui59lFIYQQYjiJPxCcUjylx4Fg44KF2MaMIePgg1NcWiG2n1IKc3Y25uzshEMrhelgkEBTU68Ba7ClBevGjWC30/rCC+jOzm0vi91uhKhOJyZ7VKjqdGCyh54dTpTDjsnhDIWyoQA2HM46HJhCjx7hbHharogSYsCsq1sX0zaGh7pZV7cuJjitu/deMJkovPzyVBVV9EP0VQOJbupsyctLuo9vly1j0qxZAGi/n0BrqxGstjRHwtVgSwv+cPAaCl19mzfjXb/eCGTb23vdv8nlwhQOXHsLXvPiQtjsbAlchdgG8p/SAGp64kmqb70V+x57sNt992ItK0t1kYQQQogdluxA0Pvll7iXL6fk17+SXnJil6BMJiwFBVgKCmDvvWOWhQ+02087lZx33jF6J02divZ6CXZ2oj0egl4vQY8H3dlpPHu9BD1edGfo2esh6O00nj1egl4P2ttJ0OtFezwEWlvRtbXGfuKWofW2/TBWa1S46ogLax3doazd0R3OxkxHb+uMm9c9raxWlFID+FsQIv1csN8FPeZVlFTEhKadGzbQ8vQzFFx6CZaioiEsndhWno/XDuhNnZXFgiU/H0v+tt28Rvt8Rg/X5uao0LWlZ2/X5hZ8332HN9TzNVngas7NDYWu0UFrbmwP1+hlAxi4ypjgYjiR4HQAaJ+Pmtv/QNNjj5F17LGU/f42TC5XqoslhBBCDIhkB4JNCxdhyswk55RTh7ZgQqSZ6N5J1W43+55xRkzvJJPLBf3oobS9tNbori4jiA0FqYnDWm8klA2Htd0BrAftCW/vxdfU3B3gdnojy+KHKkjKZOrRgzbX7+PbBx/q7knbowdtbCirHAmGN4hfV4Y5EGmu7q6/YM7OpuBCCYfSXaIALxU3dVZW6/YHrq2tPYYPiO/tGmhuxrcpFLg2NxPs6Oh1n6aMDONmWLk5WHJzjZtiRcLVqN6uuXE9XK3WmP3ImOBiOJHgdAf5m5rY+tNrcK9YQdHVV1Fw2WVyNl0IIcQuI9DcTMtzz5F3ztmYMzNSXRwhUiqmd9KyZTvcO2lbKaVQdjvY7Zhzcgb1vbTPFxPKhsPavnrSRkLZUADbunkz5qwsY7u6enzR+wkFv7qra5vLphyOuOENkvSgDQewkQA3rgdtonWdDpTZPOD1Kr2wdm6ejz+m7dVXKf7FLzBnZaW6OGInp6zW7qsjtkEkcA0HrX2Erl2bNhFsDvVwTRa4RvVkNeXk4Jw0ie8uuZTsMWPYvGkTOaefTufX39C16TuUzWpcqdCPB5HXNmM7i0VOoIkBJcHpDvB++SVbfnwF/sZGyv96D9lHHZXqIgkhhBBDqvmpp9CdneTNnZvqogiRcunSO2koKKsVs9UKmZnbvY+vly1jSmjsv97oQMAIYuPD2XC46k08vEHPsNYIeQMtLfhrarqHOYhatq3DHCirNXZ4g5jhDoyxaLsD1/CNweJ60MaFs+a8PLZcdTUjbr4ZFQzQsXIVW392rfTC2gloram9404spaXkzZ2T6uII0avtDly7urp7uIZ6rwaao15HDS0QDlzx+bB/+ilBoGnBgoH7ISwWlM3W7/C1z0eCEJde17cl3TZmP2azdLwbBiQ43U5tr71G5fU/x5yXx5jFi3FM2DPVRRJCCCGGlPb7aVy0iMzZs/u8U7kQQmwvZTajXK5BHwYrMsxB3PAGPcPaRGPPxvakDXq96A43vsamqHXDIa8HAoGk5dl61VUUAlvz8xl5z907Zfi+q+l4513cK1dSetttmOz2VBdHiAGnbDYshYVYCgv7tX748vyWQw4h5+13KPvTH3FOnIj2+bofXVGvfV2xy3w+iJvufdu+H0GPp9f3IW4/A1tpqs/AFquVXI+Xbx96qPdwNrJ+kqB4J+vFO5RXaEhwuo201jQ8+CB1f7kb1/TplN9zd7/upieEEELsbNpefx1/ZRX5v/tdqosihBA7JGaYg0F+r/hhDnoMb+D10vriS7S9/DJ5c+dIaLoT0MEgtXfeiW38OHJOPSXVxREi5ZKNCZ6utNbg9/cvkO01uO2KW94zEI4OhVurqjBnZBrzPV6CrW39ev/+nKTbJhbLgPbc7Xev3V62t4woYctVV1N6660Q8A/qOLkSnG6DoMdD1Y030vriS+Seew4jbryxxyDHQgghxK6iacFCbOPG4TrwwFQXRQghho1kwxy4V6/GvWY17aedivmJJ8iYOTOtgwSRXOtLL9H52WeMvO/eQRkbV4jhJtVjgm8vpVQk8Bsq3yxbxv5JhrVJRAcC6OiQN0FQ22eP3e3ouRu9/2C7N/Z9Eu2nq2uHe/FuueIKckeOZEund9CCdwlO+8lXVcWWK36C98svGfGbm8ibI+PSCCGE2HV5P/8c96pVjLj5NzI2kxBCDJDh2gtL9E53dVF39z0499+fzCOOSHVxhEgLu9KY4KmizGbjRE2aDw2yo7142159lbZXXiH/mmsG7fMjwWk/uD/4kC1XXQV+P6MeeYSMmQekukhCCCFESjUuXIgpK4uck09OdVGEEGKnMVx7YYneNS1Zgu+77yi77XdyolEIIeLsSC9e9+rVuD9YY1yhsXABroqp0uM0FZqfeprqm2/GNmYMI++/D9tuu6W6SEIIIURK+ZuaaH3+P+TNnTvoN2wRQohdifTC2rkE3W7q73+AjNmzcE2fnuriCCHETmMor9BIr9tipRHt91Nz+x+ouvFGMmbNYvTixRKaCiGEEEDzk/9G+3zknXdeqosihBBCpK3Gf/2LQEMDxddck+qiCCHETiXmCg2IuUJjoEmP0wQCLS1svfZndLz7LgWXX0bRlVeiTJIxCyGEENrno2nxYjKPOBzbyPJUF0cIIYRIS/6mJhoeeZTsE0/EsddeqS6OEELsVIbyCo1BTQOVUicqpb5QSn2llLo4wfIZSqlPlFJfK6Vuipo/Tim1OjT/b2oQB4NpePTvuFevjkx3btjAhpNPoWPFCsrvvIPiq6+W0FQIIcSgGW5tZdtrr+GvrsY1fQYNj/59sN5SCCGEiDHc2suGhx4m2NlJ5uGHSXsphBDD2KAlgkopC3AncAQwBbheKVUQt9p9wBxgAnC8UmpiaP4fgZu11uOBQuCEwSqnc/IktlxzDe7Vq2lftoyNZ5yJv66OEb+5iezjjx+stxVCCCGGZVvZuGAh1pEjaXj4YZyTJw3WWwohhBARw629bH35ZZoWLSLzsMOouf12aS+FEGIYG8yulDOAT7TWW7XW7cBLwNHhhUqpMsCitV6rtQ4AjwMnhs4AHgS8EFp1IXDSYBXSNW0a5XfeyeZLL2PzJZeifT5G/vUe8s46a7DeUgghhAgbNm3lyLvuYstPrsSzZg2B5mZG/mXgB14XQgghejGs2svKX/4SrTWeD9YMyo1KhBBCDJ3BHOO0DNgaNb0VKE+yfDZQADRqrXUv2wEQujwjfIlGq1Lqs9DrIqBuWwtbarGUFVksu9X5/Zurjjyyclu3H2a2q452IVI/yUkd9U3qJ7mBqKMxA1COVBvUthIGtr2MaSunT5e2Ukgd9U3qJzmpo74NVP2MGYB9pNrwPbaU9nJXJ/WTnNRR36R+khvUY8the3MorfUjwCPx85VSy7XWM1NQpGFD6qhvUj/JSR31TeonOamjoSPt5faR+klO6qhvUj/JSR31Tepn6Ehbuf2kjvom9ZOc1FHfpH6SG+w6GsxL9SuJPZtXHpqXbHkDkB81aHf8dkIIIcTOQtpKIYQQIjlpL4UQQqTEYAanK4H9lFLlSqlM4DjglfBCrXUlEFBKTVJKmYFzgedDl1Esp3vQ7vOA57fhfXucKRQ9SB31TeonOamjvkn9JCd1ZEhVWwnyO0hG6ic5qaO+Sf0kJ3XUN6mfbnJsmb6kjvom9ZOc1FHfpH6SG9Q6Ut3DvQzCzpU6GZiHEdD+SWv9kFLqReBirXWlUmom8CjgABZorW8ObbcHxoDeucBrwGVa6+CgFVQIIYRIEWkrhRBCiOSkvRRCCJEKgxqcCiGEEEIIIYQQQgghxHA0mJfqCyGEEEIIIYQQQgghxLAkwakQQgghhBBCCCGEEELE2amCU6XUiUqpL5RSXymlLk51edKNUupbpdRapdRHSqk3Ul2edKCUekYp1aSUWhI1b4ZS6hOl1NdKqZtSWb500EsdvamU+jz0WfpIKeVMZRlTSSm1W6g+Pg39fZ0Vmj9OKbU69Dn6W9TdXHcpfdTPfKXUhqjP0LhUl3VXIW1lctJe9iTtZd+kreybtJXJSXuZfqS97Ju0lT1JW5mctJd9k/ayb6lqK3eaMU6VUhbgU+BwoAVYAxyktW5IacHSiFLqW2A/rXV7qsuSLpRShwFZwP9prc8MzVsFXAR8ArwL/EhrvS5VZUy1XuroTeAnWuv1qStZelBKlQIlWuuPlFIjML579gT+CczXWv8n9I/BfK31f1JZ1lToo37uA5bsinWSStJW9o+0lz1Je9k3aSv7Jm1lctJephdpL5OTtrInaSuTk/ayb9Je9i1VbeXO1ON0BvCJ1npr6Mv7JeDoFJdJpDmt9ZtAW3haKVUGWLTWa7XWAYw7cJ6YouKlhfg6ErG01lVa649Cr6uBeiAfOAh4IbTaQuCklBQwxfqoH5Ea0laK7SLtZd+kreybtJXJSXuZdqS9FNtM2srkpL3sm7SXfUtVW7kzBadlwNao6a1AeYrKkq408JZSapVS6rxUFyZNyeeo/x5TSn2olLo21QVJF0qpCsAMeIBG3d2lXz5HdNeP1npzaNY8pdTHSqnblVLmVJZtFyLfcf0j7WVy8lnqH2kr40hbmZy0l2lBvuOSk7YyOfkc9Z+0l3GkvezbULaVloHcmUh7h2itt4a6N/9PKbVOa7021YUSw9J5oc9SDvCcUuoLrfULSbfaiSml8oF/AT9KdVnSUYL6uQGoBuwYl55chnGJhRDpQNpLMRCkrYwjbWVy0l6KYUTaSjFQpL2MI+1l34a6rdyZepxWEpu6l4fmiRCt9dbQcxXwIjA1tSVKS/I56oeoz1IL8CQwPbUlSi2llB1YCvxBa/0e0ADkRw3avUt/jhLUT/gyC6219mI0erv0Z2gIyXdcP0h72S/yWUpC2spY0lYmJ+1lWpHvuCSkrewX+Rz1g7SXsaS97Fsq2sqdKThdCeynlCpXSmUCxwGvpLhMaUMplaGUygq9zgSOwBigWkTRWlcCAaXUpFD37nOB51NcrLSilLIopQpDr20Yf2u77Gcp1IDNB17XWi8ACF1GsRw4IbTaeeyin6NE9ROaXxp6NgEnswt/hoaYtJVJSHvZP9Je9k3ayljSViYn7WXakfayD9JW9o+0lclJexlL2su+paqtVN3DJAx/SqmTgXkYgfCftNYPpbhIaUMptTvwTGjSDDystb47hUVKC0qp/wGTgQygETgLY7yeRwEHsEBrfXPKCpgGEtTROcA9gBXjs/Q8cIPemb5MtoFS6hBgGRB9adIPAC/GAPC5wGvAZVrr4JAXMMX6qJ+7gUKM7+vlwBVa686hL+GuR9rKvkl7mZi0l32TtrJv0lYmJ+1l+pH2snfSViYmbWVy0l72TdrLvqWqrdypglMhhBBCCCGEEEIIIYQYCDvTpfpCCCGEEEIIIYQQQggxICQ4FUIIIYQQQgghhBBCiDgSnAohhBBCCCGEEEIIIUQcCU6FEEIIIYQQQgghhBAijgSnQgghhBBCCCGEEEIIEUeCUyHiKKW0Uup3UdPzlFIXDNC+6wdiP0ne41Cl1Hql1Iq4+WNCP9vPo+YdEJp3wTbs/wKl1Lwk67yplNpvmwsvhBBi2JD2Mun+pb0UQohdnLSVSfcvbaVIexKcCtFTO3CeUior1QWJppQy93PV84CbtdYHJFj2FXBy1PTZwLodLZsQQohdkrSXQgghRN+krRRimJPgVIieOoFFwI/jF0Sf7VJK7aeUejP0+mal1N+VUu8opTYqpY5VSj2glPpUKbUwbh/3KaU+UUq9oJTKDs0bp5R6RSm1Win1ulJqTNT7/UUptRr4Qdx+dg8tX6uUek4pla+U+iFGg/UnpdTfEvxsrUB9aFsFHAa8HrXPqUqplUqpdUqpfymlHKH5JyqlvgyV49Co9ROWO2q5WSm1MFQP60LlE0IIsXOQ9lLaSyGEEH2TtlLaSjHMSXAqRGJ3A5eEv9z7aTQwG/g+sAT4B7AvsLtSakponQLgda31vsBa4NrQ/PuBS7XW04DfAX+O2q9Paz1Naz0/7v3uAe7XWk8C3sU4E/gP4DngKq31Zb2U898YDeBMYA3gj1r2T+BKrfVEoAP4cagO7gW+BxwITIhav69yA+wPjNVa7xPa59O9lEkIIcTwJO2ltJdCCCH6Jm2ltJViGLOkugBCpCOtdZ1S6j/Ahduw2Yta64BSah3QprVeCaCUWg+MAT7EOOMY/oJfDNyplMrEONO21DhRh8JoWML+3cv7TQdOCr1eALzQz3I+B7wMlABPAseGypkL2LXW4fFrFgDXY5w1/FJrvTm03pPAqH6UG2ADUKaUug94Vmv9336WUQghxDAg7WVkn9JeCiGESEjaysg+pa0Uw5IEp0L0bh7wP+ClqHl+untq2+PW7ww9B6Neh6cTjSGjQw8TUKO13r+Xcrh7ma97md8nrXWbUqoWOB64jlDjlmyzBPOSlRutdZNSamLova5RSh2ttb5uO4othBAifUl72fd7SXsphBBC2sq+30vaSpG25FJ9IXoROgv2LnBG1OxNGJcIAJy+Hbu1A6eEXp8DvKO1bgVqlFInQWTslv7cNXB1VNnOA5ZtQzluA27QWgfCM7TWzUCnUmp63D4/B/ZUSo1USlmAs0LrJy23UqoQMGmtnwRuprvuhBBC7CSkvZT2UgghRN+krZS2UgxfEpwK0bc/AmVR03cCP1dKrQFs27G/BuAopdQnwBTgrtD8ucCVSqmPMe5E+L1+7Ouq0DZrgVnAb/tbCK31aq11ojFhLgDuC+0zC3hAa+0NvddrwPvAl1HrJyt3OfBWaPn921JGIYQQw4q0l9JeCiGE6Ju0ldJWimFIab1dPbKFEEIIIYQQQgghhBBipyU9ToUQQgghhBBCCCGEECKOBKdCCCGEEEIIIYQQQggRR4JTIYQQQgghhBBCCCGEiCPBqRBCCCGEEEIIIYQQQsSR4FQIIYQQQgghhBBCCCHiSHAqhBBCCCGEEEIIIYQQcSQ4FUIIIYQQQgghhBBCiDj/H+OvtGOusUCnAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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