diff --git a/analysis/analysis5.ipynb b/analysis/analysis5.ipynb index 8a830ed..7e197c3 100644 --- a/analysis/analysis5.ipynb +++ b/analysis/analysis5.ipynb @@ -6,14 +6,11 @@ "metadata": {}, "outputs": [ { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'geopandas'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[1], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msqlalchemy\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m create_engine\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgeopandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgpd\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mdotenv\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_dotenv\n\u001b[1;32m 5\u001b[0m load_dotenv()\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'geopandas'" + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dadams/miniconda3/envs/spatial_env2/lib/python3.10/site-packages/pandas/io/sql.py:1725: SAWarning: Did not recognize type 'geometry' of column 'geometry'\n", + " self.meta.reflect(bind=self.con, only=[table_name], views=True)\n" ] } ], @@ -47,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -57,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -79,7 +76,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# drop 2024 data for date of discovery and initial report date\n", + "spills_gdf = spills_gdf[spills_gdf['Date of Discovery'].dt.year < 2024]\n", + "spills_gdf = spills_gdf[spills_gdf['Initial Report Date'].dt.year < 2024]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -90,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -99,8 +108,8 @@ "text": [ " count mean std min 25% 50% 75% max\n", "Spill Type \n", - "Historical 5828.0 20.987646 205.864644 0.0 0.0 1.0 2.0 9261.0\n", - "Recent 11062.0 4.075484 46.649970 0.0 0.0 1.0 2.0 2232.0\n" + "Historical 5312.0 21.490023 205.615913 0.0 0.0 1.0 2.0 9261.0\n", + "Recent 10678.0 3.964506 46.997749 0.0 0.0 1.0 2.0 2232.0\n" ] } ], @@ -112,12 +121,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -140,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -149,29 +158,29 @@ "text": [ "Spill Type Historical Recent \\\n", "Operator \n", - "NOBLE ENERGY INC 2.506479 1.448166 \n", - "KERR MCGEE OIL & GAS ONSHORE LP 6.273743 11.311961 \n", - "PDC ENERGY INC 3.349296 2.347458 \n", - "CAERUS PICEANCE LLC 10.082090 0.980371 \n", - "BONANZA CREEK ENERGY OPERATING COMPANY LLC 65.785714 1.126065 \n", - "KP KAUFFMAN COMPANY INC 58.846154 8.448276 \n", + "NOBLE ENERGY INC 1.901973 1.435644 \n", + "KERR MCGEE OIL & GAS ONSHORE LP 6.485938 11.784062 \n", + "PDC ENERGY INC 3.483728 2.366071 \n", + "CAERUS PICEANCE LLC 10.162791 1.018735 \n", + "BONANZA CREEK ENERGY OPERATING COMPANY LLC 91.725000 1.138648 \n", "CHEVRON USA INC 251.076923 2.180723 \n", - "HIGHPOINT OPERATING CORPORATION 1.027778 0.922667 \n", - "CRESTONE PEAK RESOURCES OPERATING LLC 1.662420 0.962025 \n", - "LARAMIE ENERGY LLC 23.833333 1.707386 \n", + "KP KAUFFMAN COMPANY INC 62.929412 9.054598 \n", + "HIGHPOINT OPERATING CORPORATION 0.937500 0.941011 \n", + "LARAMIE ENERGY LLC 23.833333 1.713467 \n", + "CRESTONE PEAK RESOURCES OPERATING LLC 1.804688 0.926724 \n", "\n", "Spill Type Total Spills \n", "Operator \n", - "NOBLE ENERGY INC 2402 \n", - "KERR MCGEE OIL & GAS ONSHORE LP 2243 \n", - "PDC ENERGY INC 1182 \n", - "CAERUS PICEANCE LLC 1051 \n", - "BONANZA CREEK ENERGY OPERATING COMPANY LLC 643 \n", - "KP KAUFFMAN COMPANY INC 468 \n", + "NOBLE ENERGY INC 2177 \n", + "KERR MCGEE OIL & GAS ONSHORE LP 2058 \n", + "PDC ENERGY INC 1124 \n", + "CAERUS PICEANCE LLC 983 \n", + "BONANZA CREEK ENERGY OPERATING COMPANY LLC 617 \n", "CHEVRON USA INC 467 \n", - "HIGHPOINT OPERATING CORPORATION 411 \n", - "CRESTONE PEAK RESOURCES OPERATING LLC 394 \n", - "LARAMIE ENERGY LLC 376 \n" + "KP KAUFFMAN COMPANY INC 433 \n", + "HIGHPOINT OPERATING CORPORATION 388 \n", + "LARAMIE ENERGY LLC 373 \n", + "CRESTONE PEAK RESOURCES OPERATING LLC 360 \n" ] } ], @@ -186,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -195,16 +204,16 @@ "text": [ "Spill Type Historical Recent Total Spills\n", "Operator \n", - "NOBLE ENERGY INC 1775.0 627.0 2402.0\n", - "KERR MCGEE OIL & GAS ONSHORE LP 1432.0 811.0 2243.0\n", - "PDC ENERGY INC 710.0 472.0 1182.0\n", - "CAERUS PICEANCE LLC 134.0 917.0 1051.0\n", - "BONANZA CREEK ENERGY OPERATING COMPANY LLC 56.0 587.0 643.0\n", - "KP KAUFFMAN COMPANY INC 91.0 377.0 468.0\n", + "NOBLE ENERGY INC 1571.0 606.0 2177.0\n", + "KERR MCGEE OIL & GAS ONSHORE LP 1280.0 778.0 2058.0\n", + "PDC ENERGY INC 676.0 448.0 1124.0\n", + "CAERUS PICEANCE LLC 129.0 854.0 983.0\n", + "BONANZA CREEK ENERGY OPERATING COMPANY LLC 40.0 577.0 617.0\n", "CHEVRON USA INC 52.0 415.0 467.0\n", - "HIGHPOINT OPERATING CORPORATION 36.0 375.0 411.0\n", - "CRESTONE PEAK RESOURCES OPERATING LLC 157.0 237.0 394.0\n", - "LARAMIE ENERGY LLC 24.0 352.0 376.0\n" + "KP KAUFFMAN COMPANY INC 85.0 348.0 433.0\n", + "HIGHPOINT OPERATING CORPORATION 32.0 356.0 388.0\n", + "LARAMIE ENERGY LLC 24.0 349.0 373.0\n", + "CRESTONE PEAK RESOURCES OPERATING LLC 128.0 232.0 360.0\n" ] } ], @@ -217,12 +226,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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k0KBBYX20bt2aMWPGsH79+pA7z/Lly1m2bBn9+vVjzJgx5cZt1KhR6P8fffQRBQUFTJw4sVwQ+DXXXEO3bt2YOXNmuT6aN2/Of/7zn7BtN998c2j846V79+58+OGHuFwu3nrrLS6++GJSUlJo3Lgxo0ePPup3+7HHHiMqKir0OSUlhbFjxxIMBvn000+PW7YjifSMnCpxNgaVw1D2DU55/vOf/3Dw4EE+//xz7r33Xvr06cPevXt566236NSpU0Q/fLPZzFlnnVVue9++fQF9Cbwss2bNYvDgwdSrVw+TyYQkSciyTEFBwXEHWZ3IMY6GKFl+Pxbt2rWjY8eOfPrpp/Tr149XX32V5cuXh/mGV4VSn9Sqcs4555SL07Db7XTv3h2Px8PWrVurJU91KCgoYOfOnbRs2TJMESmldMn/yOcKKOe3C4eVmby8vGOOXZq+L5JbwVlnnYXdbo84bnVo06YNQoiIf4cOHap0P6VuYr169eKOO+7gq6++qlZsyurVq0PxNkdytGseqX1FrFixAiEEAwcOjOh7fSQZGRmMHTuWdu3a4XA4Qj7epW4nx/NdHjFiBBaLhY8//jhs+/Tp07FYLGHud1deeSWyLHPZZZcxevRoPv30U/bu3VvtsSPx66+/hiZ7kydPZsuWLfTu3ZsFCxbgdDpD7ZYuXQroQamlk4Oyf5s3bwYI/bts2TIALrjggmPKUNr30qVLI/bt9XrJysoqZ8To3LlzWCICqNr3rjLccMMN7N+/n2+++YYHH3yQ8847j+zsbKZOnUrPnj3573//G/G40t+hSNtq6rsMcMkll+BwOLjjjju46qqr+OCDD07oe9PgxGH47BucFkRFRTF8+HCGDx8O6AGkjz76KG+//TY333wzBw4cCLP8JSQklHvRAyE/7/z8/NC2V155hQceeIB69epxwQUX0KhRo5AlZNKkSTWS7edEjHEsSpW1Y6XLM5lMzJ8/n/HjxzNr1qyQEpOYmMhdd93FY489hqIolR43KSkpYnB1ZY6LRKR7WNsUFBSEjX0kpVlvIskUKRaj1FJcmQnUscZOSkriwIEDx+znRDJixAjMZjOTJk0KpX4tDYJ+9dVXKx1/U1BQELaaUZajXfOqxHOUKn6VSf+ak5PDmWeeyd69eznnnHM4//zziY2NRVEU1qxZw5w5c47ruxwXF8eQIUP4+uuv2bx5M23btmXLli2sXLmSYcOGhfml9+7dm/nz5zNx4kRmzJgRWgXp3r07L730EgMHDqy2HKWUpsbVNI3du3czfvx4pk+fzpgxY8ICiXNycgA9ViNS4HQpxcXFQNWvOeixL0ejuLg4zFp9vN+7ymKz2bj00ku59NJLAfB6vbz88ss88cQT3HPPPVx22WXlsmJFerfVxnutefPm/Pnnn0yYMIEffviBL774AtAn9U8//XTo99Tg1Mew7BuclsTExDB58mSaNm1KVlYW69evD9ufnZ2NpmnljktPTw8dD3qmj6effpoGDRqwYcMGPvnkE1544QXGjx/PuHHjasRV5ESMURlKs6WceeaZx2ybmJjI5MmTOXDgQCgQLiEhgXHjxvHiiy9WadzqKPpAhZbgI+9h6RjBYDBi+5r48YyOjg4buyKZStvVJMcaOyMjo1bGPV6GDRvG4sWLycnJ4YcffuCWW25h0aJFDB48uNKW1ejo6Gpd86o8c6WBt5WZMP3vf/9j7969PPPMMyxZsoQ333yTp59+mvHjx0dcSawOpcG5pdb9UqU6UtBu//79+fHHH8nNzWXBggWMHTuWDRs2MGTIkBotNijLMqmpqUybNo1+/frx8ccfM3v27ND+0nvw5ptvVrgyJIRg5MiRQNWueWnf69evP2rfTZs2rbHzPR5sNhuPP/44/fr1w+/38/vvv5drE+ndFum9VhN06tSJr776ipycHP7880+efPJJ0tPTGTFiRETZDE5NDGXf4LRFkqQKi0EFAoHQ8m9ZfvvtN+Bwto+srCzy8/M566yzylm8V6xYETE9YqlVu7LWoeqMUdN4PJ6Qz/U111xT6eMkSaJdu3bccccd/PzzzwBhblNVvRZV4ffffy/neuTxeFi5cmWommcpcXFxERWH3bt3R1Qsqyp3dHQ0qampbN++PeI4ixYtAqhSxqjKUlqUJ1KV4mXLluHxeGpl3JoiOjqaCy+8kPfee49Ro0aRkZHBX3/9Fdovy3KF96Fr1654PJ6Q20dZauqa9+jRA1mWWbBgQViKzUiUKtD/+te/yu0rfbccL0OGDCEuLo5PPvkETdP49NNPiY+P5+KLL67wGLvdzoABA3jllVd49NFH8Xg8tRIHJEkSr7/+OpIk8cgjj4TuW2mWndJ0lMei1M1q3rx5x2xb1b6rg6IoNf4OK+vmdCSRnpUjf5tqmlLX1gkTJvDGG28ghOC7776rlbEMTjyGsm9wSvPuu+9WGEw1a9YsNm/eTGxsLB06dCi3/8j82Js3b+aDDz4gJiaGoUOHAvpyqt1uZ9WqVbjd7lDb3NzcClPolaZci5TvPRLVGaMm2bNnD5deeikbN25k4MCBEdNDlmXXrl1s3Lix3PZSy1PZYK+qXouqsGXLlnK5p1966SUyMzO55pprwty2evTowe7du8MUYr/fz9ixYyP2XR25R44cSSAQ4JFHHgmbhPz99998+OGHxMTEcNlll1W6v8py7bXXYjKZePXVV8P8wQOBQCi9YqS88XXJr7/+itfrLbe91KJ55DNU0X0otQQ/8sgjYd/lAwcO8Oqrr2IymcLS6FaH5ORkrrjiCnbs2BGxSFRGRkZo1ajUerxkyZKwNp9++mmoavHxUuqbv3v3bl544QV27drFVVddFfa8g64clrp4lSXS9zQrK4vNmzdXOjj/aHTp0oXLLruMzZs3h4JJe/bsSa9evZgxYwafffZZuWM0TQtNzkBfXezZsyeLFy9mypQp5dqXnVCPHj2aqKgoHnvsMTZs2FCurdvtjmjYqQrx8fFkZWVFfGYrYubMmcyfPz9iLNQff/zBwoULMZlMEVd8nn322bB0sOnp6aHn+dprr63eSURg+fLlR11FqGrSBIOTF8Nn3+CU5ocffuC2226jZcuWnHPOOTRo0ICioiLWrFnDb7/9hizLvP3221it1rDj6tevT15eHl26dGHIkCHk5+czY8YMvF4vU6ZMCWVCkGWZ22+/nVdeeYXOnTtz6aWXUlBQwA8//EDTpk1DGWzKcu655/Lyyy9z6623Mnz4cJxOJ02aNKnwJV2dMapDMBgMZRNRVZXc3FzWr1/P77//jqqqDB06NFR06GisXbuWyy+/nDPPPJMOHTqQkpLCgQMHmD17NoqihOW/Li2m9dhjj7F582ZiYmKIiYkJy9RRXS644AJuv/12vv/+e9q2bcuqVav46aefaNy4Mc8991xY2/vuu4958+YxZMgQrrnmGhwOBz///DOxsbERK/RW9R4CPPjgg3z//fdMnz6dTZs2cd5555GZmclnn31GIBDgo48+CsuwUVO0aNEilOu9U6dOXHXVVTidTr777js2b97M0KFDI2ZpqUvuv/9+9u7dy4ABA2jWrBmSJLFkyRKWLVvG2WefzTnnnBNqe+655/L5559z5ZVX0rVrVxRFYciQIXTs2JEbbriBWbNmMWfOHDp16sQll1wSyrOfnZ3NK6+8EjE7TlV5++23Q/nd586dy7nnnosQgq1btzJv3jzS09OJjY3lhhtu4IUXXuCuu+5iwYIFNG3alHXr1vHLL78wbNgwZs2addyygO6y8+6774bqJERy4XnllVf4+eefGThwIKmpqdhsNlatWsWvv/5Ky5Ytufzyy0NtS6vdjhs37rgKNJUyfvx4Zs+ezVNPPcU111yDyWRixowZDBw4kKuvvppJkybRvXt3bDYbe/fu5c8//yQzMzNMmf74448ZMGAA//d//8f06dPp3bs3Xq+XDRs2sHr16lCxrNLsW8OHD6dz585ceOGFtG3bFq/Xy549e1i0aBFnn302P/74Y7XP59xzz2XFihVceuml9O3bN1RHoU+fPhUes3TpUl5//XUaNmxIv379aNKkCX6/n40bN/Lzzz+jaRrPP/98xLiE1NRUOnTowBVXXBHKs5+RkcGzzz5bI89zKZ988glvv/02AwYMoGXLlkRHR7Nx40bmzp1LYmJiuWxnBqcwJybDp4FB7bB582bx4osvikGDBonmzZsLm80mbDabaNGihRg5cqRYsWJFuWNKcyZnZ2eLW265RSQlJQmr1Sp69OgRMSe13+8Xzz77rGjVqpWwWq2iSZMmYuzYsaKwsLDC/MsvvviiaNWqlTCbzeXyaEc6pqpjVCfPPiW5pQFhsVhEYmKiOPPMM8Xtt98ulixZUuGxR8q/b98+8fDDD4uzzjpLJCUlCYvFIpo0aSKuvPJK8ddff5U7furUqaJjx47CarUKIOxcjpW/+mh59seNGycWLVok+vbtKxwOh4iNjRVXX311WK75snz22WeiY8eOwmKxiJSUFHHXXXfV6D0UQoiioiLxxBNPiNatWwuLxSJiY2PFRRddJH777bdybY92D0vzmH/44YcVXpsjmTNnjujfv7+IiooSVqtVdOzYUbzyyithOeBLqW6e/TZt2lS4/9ChQ5XOsz9z5kxx1VVXiRYtWgiHwyFiYmJEly5dxIsvviiKiorK9XvVVVeJxMREIctyuesSCATEyy+/HHrGoqKiRP/+/SN+l491XSvKsy+EEPn5+eKJJ54Qbdu2FVarNSTzk08+GVavY82aNeKCCy4QcXFxIVl++eWXCseOdM0qQ2pqqgBEampqxP0//vijuPHGG0WbNm1EVFSUcLlcon379uLxxx8vl2e/9B4dma+9IirKs1+WK664QgDif//7X2hbTk6OePzxx0WHDh2E3W4XLpdLtGrVSlx77bVi1qxZ5fpIS0sT99xzj0hNTRUWi0XEx8eLXr16iVdffbVc282bN4ubb75ZNG3aVFgsFhEXFyc6duwo7r77brFs2bJQu6PdYyEi34/CwkIxZswYUb9+/dAzeKxrtXfvXvHGG2+ISy65RLRs2VI4nc7Qu3L48OHi119/LXdM6ffS7XaLBx54QDRs2FBYLBZxxhlnlKspIsTx59lfunSpuPXWW0WHDh1EbGyssNvtolWrVuLuu++u8D1qcGoiCVHJfHsGBqcJpZVQd+/eXadyGBgYGBgYlDJgwAAWLVpU6TTIBgaVxfDZNzAwMDAwMDAwMDhNMZR9AwMDAwMDAwMDg9MUQ9k3MDAwMDAwMDAwOE0xfPYNDAwMDAwMDAwMTlMMy76BgYGBgYGBgYHBaYqh7BsYGBgYGBgYGBicphhFtSpA0zQOHjxIVFTUMYsMGRgYGBgYGBgYGJwohBAUFhbSoEEDZPnotntD2a+AgwcP0rhx47oWw8DAwMDAwMDAwCAi+/bto1GjRkdtYyj7FVBa1n7fvn1ER0fXsTQGBgYGBgYGBgYGOgUFBTRu3Dikrx4NQ9mvgFLXnejoaEPZNzAwMDAwMDAwOOmojKu5EaBrYGBgYGBgYGBgcJpiKPsGBgYGBgYGBgYGpymGsm9gYGBgYGBgYGBwmmL47BsYGBgYGBgYnIaoqkogEKhrMQyqgdlsRlGUGunLUPYNDAwMDAwMDE4jhBCkpaWRl5dX16IYHAexsbGkpKQcd70nQ9k3MDAwMDAwMDiNKFX0k5KScDgcRnHQUwwhBG63m4yMDADq169/XP0Zyr6BgYGBgYGBwWmCqqohRT8hIaGuxTGoJna7HYCMjAySkpKOy6XHCNA1MDAwMDAwMDhNKPXRdzgcdSyJwfFSeg+PN+7CUPYNDAwMDAwMDE4zDNedU5+auoeGsm9gYGBgYGBgYGBwmmIo+wYGBgYGBgYGBnXC7t27kSSJNWvWALBw4UIkSQplEpo6dSqxsbF1Jt/pgKHsGxgYGBgYGBgYVJmMjAxuvfVWmjRpgtVqJSUlhcGDB/Pnn39Wuo/GjRtz6NAhOnToUOXxp06diiRJR/1buHBhlfs93TCy8RgYGBgYGBgYGFSZK664gkAgwLRp00hNTSU9PZ1ff/2VnJycSvehKAopKSnVGn/EiBFceOGFoc/Dhg2jQ4cOPPXUU6Ft8fHx1er7dMKw7BsYGBgYGBgYGFSJvLw8lixZwgsvvMDAgQNp2rQpPXv25JFHHmHIkCGhdpIk8c4773DRRRdht9tp3rw5X3zxRWj/kW48VcFut5OSkhL6s1gsOBwOUlJS2Lp1K40bNy438bj//vvp168fcNhFaPbs2bRu3RqbzcagQYPYt29f2DHffvst3bt3x2azkZqayoQJEwgGg1WWt64wlH0DAwMDAwMDA4Mq4XK5cLlczJ49G5/Pd9S2TzzxBFdccQVr167l+uuv55prrmHTpk21Kl+/fv1ITU1l+vTpoW3BYJCPP/6Y0aNHh7a53W6effZZpk2bxu+//05BQQFXX311aP9PP/3E9ddfz913383GjRt59913mTp1Ks8++2ytyl+TGMq+QaXQVD9awetoWVejZV2HVjQTTVXrWiyDaqIFvWhBb12LYWBgcBKiBfehFU5CyxuLlvcwmucbNM1f12IZnGSYTCamTp3KtGnTiI2N5ZxzzuHRRx9l3bp15doOHz6cW265hdatW/P000/To0cP3nzzzVqX8eabb+bDDz8Mff7+++9xu91cddVVoW2BQIDJkyfTu3dvunfvzrRp0/jjjz9YtmwZAM8++ywPP/wwI0eOJDU1lUGDBvH000/z7rvv1rr8NcVJpexPnDgRSZK49957Q9tmzZrF4MGDSUxMrNIyz1dffUX79u2xWq20b9+er7/+unaEPo3R1CI091doOQ9AZldwvwXBVRBcDkVPQmYXNO+GuhbToJJongNoGReipbWBrE6Q1QktrTta/qljnTAwMKg99mxYwocPXMaUe25g5fefgG8BeL+H/CcgczhacE9di2hwknHFFVdw8OBBvvnmGwYPHszChQvp1q0bU6dODWvXu3fvcp9r27IPMGrUKLZv387SpUsB+OCDD7jqqqtwOp2hNiaTiR49eoQ+t23bltjY2JB8K1eu5KmnngqtZLhcLsaMGcOhQ4dwu921fg41wUkToLt8+XLee+89OnXqFLa9uLiYc845h+HDhzNmzJhK9fXnn38yYsQInn76aS6//HK+/vprrrrqKpYsWUKvXr1qQ/zThmVzV/LV63NJ274Bs9lNp94FXHtfOjaHxp4tdtL3WxACElP8NG7pJ0ZcjhY1BdnVv65FN6gAIQSi6FMofgoQR+wtBM80tOAm5ISP60I8A4N/FJp/F7gng38lEAC5ITiuQ3YMPfGyaG7wzqUobQNPjfyLzatsBPwKkMCc/yWQ0sTLvS/voUNPD4hNkHUBmnM8ctQ1J1xWg5OXUj/3QYMG8eSTT3LLLbcwbtw4Ro0addTjTkTRr6SkJC699FI+/PBDUlNTmTt3bsTsPJFkKd2maRoTJkxg2LBh5drYbLYal7k2OCmU/aKiIq677jqmTJnCM888E7bvhhtuAPQAjsoyadIkBg0axCOPPALAI488wqJFi5g0aRIzZsyoMblPJzT/el688RkWz1YJBkGSBEKY2bc9gQWzYxlyYxYNmgeQZYEEHNxtIyfTTGo7Lw1Tx4B1PrK50fHLEdwH7s/AOw+0A4AGKCA3APsN4ByOLJ8aX66TBeH7C4qfobyiX4bAMrTiT5Gd154wuQwM/mlonh8h/1Gg1BoogZYNBRvQvD9BzJvIilJ746uZkDkcOBjaFgzCA5e2ZM8WO5IssNg0JCAQkNi/085Tt7Tg5VnbaNIyCAgoHocmeZFdoysa5h+P5v8bit4A/yogAFIUWAdA1APISmwdS1f7tG/fntmzZ4dtW7p0KTfeeGPY565du54QeW655RauvvpqGjVqRIsWLTjnnHPC9geDQVasWEHPnj0B2LJlC3l5ebRt2xaAbt26sWXLFlq2bHlC5K0NTgo3njvuuIMhQ4Zw/vnn10h/f/75JxdccEHYtsGDB/PHH39UeIzP56OgoCDs75+AFgigZV7C58/cyqKvg2iaht2pYndqOFwaFptGcYHCNx/UQ0bDahNYbAKbQyPgkykqUNi8yg4Fjxy/LJ65kHM9uKeAthsIACrg1z8XPw1ZQ9D8a497rH8KQggofhP9Oh6Doqm1LY6BwT8WTc2H/MfRFX07SE6QHIBDb+BfCO63a2lsP1raDZB5DmUVfYBlv7o4sMuGYhLYHAJFAVkBq01gtasU5piY/lKD8A6LXqkVOU8HNO8iyBkJ/sVAMRAEkQXeLyF7mD7hOk3Izs7m3HPP5eOPP2bdunXs2rWLL774ghdffJGhQ8NXqr744gs++OADtm7dyrhx41i2bBl33nnnCZFz8ODBxMTE8Mwzz4QF5pZiNpu56667+Ouvv1i1ahWjR4/mrLPOCin/Tz75JB999BHjx49nw4YNbNq0ic8++4zHH3/8hMhfE9S5sj9z5kxWrVrFxIkTa6zPtLQ0kpOTw7YlJyeTlpZW4TETJ04kJiYm9Ne4ceMak+ekJm84qFv54eMEVBWsdkHZ1SxJljBZBD6PwrL5MWGHmi0CNSixe7MNAmuOSwwtsA0KXwDtEEe1QGv7IP9BtGD6cY33j0HLhsCWyrUVxjU1MKgNNM8eyOwHFKCvVhaDKAThAUkCyaZv99RSbFnercBfEXctmhMHQGoHN/9+6gAPTd7DmCcOktLEi6IAEqz53XXEUX60oilomsbWlTv4atJ3fPDYp3w16Tu2rNiB+g9N3qCpasnKTTH6hM6h31vJCVhAOwj5D9axlDWHy+WiV69evPbaa/Tr148OHTrwxBNPMGbMGCZPnhzWdsKECcycOZNOnToxbdo0PvnkE9q3b39C5JRlmVGjRqGqatjqQikOh4OHHnqIa6+9lt69e2O325k5c2Zo/+DBg/nuu+/4+eefOfPMMznrrLN49dVXadq06QmRvyaoUzeeffv2cc899zBv3rwa93s60v9KCHFU/7BHHnmEsWPHhj4XFBSc9gq/5t8D6kaK8iHzkBnFFK7oA2gqKCYI+gV7ttjoe0l+mb0Ck1lj92Y7mpZ7fDNH9+egpSMi6PlClPwelsqmHgDvF+A6MVaBU5sgunJRGep87m9gcNqheVZCfkU+7sEShd8OKKBloKn5yEpMBe2rMb5/JQR+r3B/TobEw2/tocfAIkwmARIgYOCwPP78KYqX72mIz13etchfuIyv33Sw6sfvCHgLMFlUgn6JpV8Juvb1MeyuzljqPYBsOn73zlMG7+cgcgEzSEe8TyUziCD4V6MFM5FN9epExJrEarUyceLEShlrGzRowLx58yLua9asmb4KXcKAAQPCPo8aNeqY/v+lVFQt99ChQ1x88cXUr18/4v5hw4ZF9MkvZfDgwQwePLhSMpyM1Kmyv3LlSjIyMujevXtom6qqLF68mMmTJ+Pz+VCq4b+YkpJSzoqfkZFRztpfFqvVitVqrfJYpyIiuB/h+w2K/wuAyQwdzypiw1/Ocm01DZQSJftIRTw2UaUo38TWtXbAcnxC+ZYgKlBKS5V8VUW3NBEE3x+Gsl8Z5HiQo0ArOnZbc+fal8fA4J9G/vXHaFBamKeWghWLjx54f/3YTM440wOA36fLIUkCk1nQd0gB7kKFD58PV5C8bompL3n47ZvPcEarxCQEiY4LYncKvB6Zv361EVvvTy689kq0uA+QLSfGglvn+FejG1cqMl6aAD8EVoDpoqN2pQU2g2cOaOn6CoH1fLD0Q5YNo0xVyM/PZ/ny5XzyySfMmTOnrsWpM+pU2T/vvPNYv3592LbRo0fTtm1bHnrooWop+qCndPr555+57777QtvmzZvH2WeffVzyng6IwAZE0bugZYBWCIDFBtePzeC372L45Ys4NO3wj44kQcCv/6dZWy92l4osQVSsSjAo8dOMOOKTA8i2PscnmLbvqN47pbKoQX2lAWHkiK8MkmRB2IdD8RvHbuz6T+0LZGDwD0Jzz6dS8TLCDQiQU2rUqq8LkXvU3Wec6QEJ/F4ZSdJfwkJIBPxgsQr6/yuPv1fYQ+0L8xQmP9KAlYuL0VQFj1smfb8FSQK7U8Nq07BYBYu/jaXvkD04pfsh6YeaPaeTFamSOotUsXFM0zQoegm8c0DzlKy0CD1phbkzWuwryHJ0zcj7D2Do0KEsW7aMW2+9lUGDBtW1OHVGnSr7UVFRdOjQIWyb0+kkISEhtD0nJ4e9e/dy8KAeVLRli+5/XFoaGeDGG2+kYcOGoaWke+65h379+vHCCy8wdOhQ5syZwy+//MKSJUtO1KmdlAjhQRRP1f24iaE0I4Qsg8Wm0XtwAft3WNm44rCFX1EEfq+Cogg6n12A1SZAwM5NNv74IYat6+z8Z9IBiHqx2nJpwTSEOHbBFkkCj1vCGQ0ozao93j8NyTUG4Z0H6uaKGzkeQraeceKEMjD4J1Bc2YBbFTCBrRbSbyoJeq6DinabdIOOELqSL0m6O6fQJPx+gd0p+PeEw0G9H72czPIF0SgmgTNKw10sEwxICFXC75NIrC/Iz5HJzTLx508xnD98H5rvL2TrPyDtte1C8H4D+IFIngIBwAXmoxgei94G90x0t8pEPVpaCH1C6F8B+U9C3KRaEL72EJH8c08QFbn1lFIVF6FTmZMi9ebR+Oabb8Kip0tLGI8bN47x48cDsHfv3rClrbPPPpuZM2fy+OOP88QTT9CiRQs+++wzI8e+f7Xu7y43At8vlPXlbnGGl50bbHTrX8iKhS5kWTe0C03GYtVwRqtMfbEBrmgNgaAgW8HhElxzdzY9rpyNbD4OS0NwY8gv/1goJgFIYLu0+uP9w5AkKyR+ich7pOS+e8rsrQdx05Ctp25KMQOD0wLzWeC8u9LNNfcccH+qB32Kkp9yUYD+/Q4e7dAwJAnMFlAUjWBAIhiU9PcxIEu6rhkdq7fN2K/w50/RyLLAGa3i88j4vTImk0C2CPw+meJ8haatPezebGfB7Fj6DCnA5vgD6lDZ19Qi3VIuCsF0BrKtb62MI9v6o8nNQNsBQtb99KHEB9an/982CFmxlztWC+6DgtfA/yP6/ZP1Y7RokKP1IF9N1dMkB7Yim1vXyjkYnJ6cdMr+kbOwysy6Is3crrzySq688sqaE+x0QE0DBIhD6NkCDiPLkHqGF4tN44dP48g8YEVRBK27FHP1Xem06Ho18z7dyrrf0wgGNJpc5GPwTVfQ/Mxbj18uyRyyKB27rUTGATNJ8W2Pf9x/EJJkQYp7Rc8WEdwKeMDUGlk5MsuGgYFBjeG8HwpGHrud0hVip1Qqx76e8eXf4P+dwy5ClQ3C1/VOTdWV+FIkSbfwy4rApAmEpseXHinOqsWxFBcoxMQHQYDPoxvZSvtSTAKfR0JSwBGlUlygsGG5k+4X166fueb5FdzTQT0E2MDWD5y3AC4oHA/eueiTIAHIaHIyRD+BbBtY88LEvQO5o/TMcqEVawGYwNwLop4qL3/wAOTdAcHdHFb0JSAAIkcPnpNj9Xz9Wgb4FoOh7BtUgZNO2TeoRSQFECU+nOUVa1mGJq38TFmwvfy+lIe58jGolemTuTvIUQhxuLZBJCu/psLMN+txYKeDx76svOXK4DCyooDSrq7FMDD4RyA7eqMVmDiWpV2u91nlOy1+GfxL0JVBB1CJ4PsSstNk4uppYYo+hGc8UxSggjmHpxgQpa4/EgGfhADUoBQ6XiCBgHoNA0gSZB20gfVflT+/KqBPfO7RaxSUvcbureD5CqRE0EpTD1tLTiygr4bkjUWLffP4482OQDY3QUuYC56p4PkZRDEo9cBxDZLtoshZAYvfxe/ezfo/7QihYLUJCnJlHE5B5z7FyHI+aK4yMQHHdns1MCiLoez/kzC10XP+HiNgq/xxtbv8KssOcF6NWvie7j6kgSbK7td/jNb8buPbD+vhiJLRSDYSRRoYGJz8xHwN+UdxO3Q9U/G+I9BUFbzfAZru1iGO4ox/BPt3mmnQNFBh0p9juVKu/cPBqsVRBPwSuRkKZqvQTUYaIOnHq6pu3Y9NDOKM1ti33YpiSUa2NK+0nFWi+FXwzy/54Dh8AsKrF7ISWWUae9FTYtpAmAE3FL4KNazsA8iKDVy36X/HQNOKydi5iOyDEq0754d+72RZ4PfLLPk+ip6DCrHZi0DYdNcgxbDqG1QNQ1/6J2FqDeZO6G/7SqZ5kxoiJ06vTal0XGPRlE6oQX35WC7zJzTYucnCmw83xWQWaKoNWTbmqQYGBic/sr0NxPwOUpMj9iRAzBxk11WV70wcKjHWlL7/KrfC6XVDSuNASCmvsPsI+wJ+uOOCVB69tgXLF0QT8MsUF5rIzzYhyaCh+/gL9ADfmISgHrhbJGO1CVLPyEXz/FL5c6wk+sRnDvrEx15G0fdTcURyoKSugQyYQN2Gph6soO2JQagZHNieT9PWPooLFbLSzGSnm8k8ZCIYgK59i5k3I75kYpcPSkOwnlunMhucehga0z8ISZLBeRNCU8HzKUf67ZfDchlyfPWz7FQFWZaxpnzJnEl307DhbzRv50GWBdlpZr7/OJ6l86KwOyT8PjON2zc3cg0bGBicMsj2emCvAYVXq7wlvyyZB800TA2gqroBpbIEg3DnoJbs2WHHZBLYHBqeIt2fXAgJv0dCVgQBVUKW9dSbjVp4yctWyEm30K2vm2ats6HwOTRzO2RTw2rJHxF1O2h5lFdjfMc6q5JZjQxoENwHSoOak6sCNP9WcL8Lwb166k3rALCPZO38RTRr48NdLOkxECE7nExxoYzFGqDzOUWs+1Oh0zn1IOqxE/b7V5RXzJ6N+/F7/VhsFpq2b4Qrtnw9HoOTH0PZ/4chybEQPRZh7Qp5jwGRXHoUcIxGjj7xZb17D3uC+/o/SXFuAbH1/EiSHwmwOy0UF1iRTSbOvab/CZfrdEHTNHau3cOB7XrRucZtGtCsQ2Nj8mRgcCqgNAEpWg/axIr+E35s675sKtEhRUmsZwVf99KK6aXMfD2JvTvtmC0Cs0WgqWVXhfXMaJIssJjBbNGISQiSecCCM1qjTddiht6cgSwHQUsDz5cQdU+lTlPzLYfAJpDrgfWCCgKX/YCm14WRNP0dJvR00rmZYHPof5Fdk7yEVriVGpyAVICW/3yJga2Mr31gNbinU5QWj6W5IDtdibjg7i5SiElQmTWlCZ0ueR3Z3KrW5U3fk8myH1azc+1uRBmfWkmWSO3cjJ4XdSW5ad1VAJ46dSr33nsveXl5J3zsUaNGkZeXx+zZs2ukv/HjxzN79mzWrFlTI/1VhKHs/wORJAXJdj5aUm8o+gg8n5WU+Dbpfv3RDyNbOtWJbElN6jFy/FV88NgMctJlzNYoZEXC7w0gKwpn/6s7F485r05kO9XJ3J/Nl698y66/9xDwBhEIrHYrLbo0Y/j9lxKXHFvXIhoYGBwFWVHQrIPA+zkIH0jWyhUYLHGz0Qs0Veyff+S2JT/EIASYLUf490iA0BsLTeKWJ/ehBWX27bChqdDlnGJadfLgiinNEhQE78/HVPY1z69Q+AJoB9CDAQTgQJNTQE6G4GYgBxBsXWsj86Adq02gaYKAHxo2V2jSWiU2scypl0xwwucLJVmMlDbIpkZHlel40YpngOfjkjHtJS5E6PdPS6frOZmghd+T0qstobuxShL4fDEnRNHfvnoXc9//FS1Yvhic0AQ7Vu9i1/q9XDzmPFp2qflYjIqU6YULFzJw4EByc3MZMWIEF198caX6q+mJweuvv16ndQOqi6Hs/4ORZSdE/1v/O4m4YORA6rdI4bv//szGP7egBlWatm/Mudf24cKbzjWs0NWguMDNJ898ye6/95LcNAm7y4YQAk+hlw2/b8bv9XPL89djc0QqBGNgYHDSEPWkrvQG1+uZXkrdUY5CvfqBUPVxNXi4EvmRyv2RWXo8RUqZNroVXyqJoypFUyUSU1QSkr3EJ+mrDM3beTGZNUyWkrooCDiGb7zmXQD5D6CnyDQBZnSXnCKEth0R3B6SZd1SB4oM0fEq7kKJlCYBElOCaCqk7TWT0iQQdm6lQa+HtwnADlH3HVWmGqH4I/TVl5JlBuGlbEyBza7i80jYneBxl4+os7tU3AUmfP7ar4WSviezQkW/LFpQZe6UXxnx4NA6sfDb7Xbs9vK1CmoTVVWRJImYmBqucH2CMLQmg5OSjn3a8cjHdzN9x1t8uue/vDx/PBffcn6dKfpaMB3N8wuadz6allMnMhwP6xZtZPeG/TRq1QC7ywaAJEk4ou00bFmfnWv3sPHPrXUspYGBwbGQFQXiPgXXPSCnAi4gTk8zWUHiBYsNMg+ZQmkzJUlX+LVSpV2Az13+uNh6AYSQSgJ3RUk+/vJWzZ0b7FjtGsEgOKM1FJPA5tRQFMFhO/UxfOkLXkav6m7XVyzwAyUZf0oUdaFB5gETigyFuQrZh8zYHBAdp1JcKOP3yygKHNxliThEmEHWWUt59sugqfmg7QOUkhPwcGTwsCyDGpBwRQdRFK2kkrH+Z7FpmM2wbH4UN4y/qVZlBVj2w+pjKvqlaEGVZT+srmWJIjN16lRiY2NDn9euXcvAgQOJiooiOjqa7t27s2LFChYuXMjo0aPJz89HkiQkSQoVY83NzeXGG28kLi4Oh8PBRRddxLZt28qN8d1339G+fXusVit79uxh1KhRXHbZZaF2mqbxwgsv0LJlS6xWK02aNOHZZ58N7X/ooYdo3bo1DoeD1NRUnnjiCQKB6sXeHA+GZd/A4ChoWgEUPK8XsBElAc1SFJr1XIi6X08begqw4Y/NmEwyJkv5r7zFZkYIwaalW+l2Xsc6kO6fh+b+Bnx/gZIA9tuQzafGc2RwciArCrhu1f9K0NxzoOAxKsrB3qCpxsFdZhIbBDCVFHZFgNcjkZ1molFqeQVk0FUBtq2TCfgEFpuuuCuKIHjEpGLxdzGccWYxjVv6UUx6Hn9n1JGrDRVngNP8W0Dbg54aUwYRpHS1QisbVCzBvu1WbE6BJAuatPGQmBLEZBb4vSb8XrA5NPJzzBUNdRj3KxBV24U3S++FVHJO5eMrJAk8bomifDPJjQJomooaBJNZnyZtXu3gz4V9ufzRWkpfWkJRXjE71+6u0jE71+6mKK+4zoN2r7vuOrp27co777yDoiisWbMGs9nM2WefzaRJk3jyySfZskWvt+By6YUkR40axbZt2/jmm2+Ijo7moYce4uKLL2bjxo2Yzfrz43a7mThxIu+//z4JCQkkJSWVG/uRRx5hypQpvPbaa/Tp04dDhw6xefPm0P6oqCimTp1KgwYNWL9+PWPGjCEqKooHHzyxMZGGsm9gEAFN08AzF4qeLYlnUAAXSA5d6ffMAvWgXpTlFEgD6inyRVT0SzGZTXjdx8piYVBVsvYuZ9+GhcTWT6V5lyvQij6FohfQXRVKcL+HZuqFnDitzuQ0OLXRVBUKJnD0YkvxNOg4Gi3QkLQtTyKEnvEsuXHwCEXfDOZBEPUfhoxN4eevHmfryp143AKzGdTgYWu9JOuBu2l7LCxbEMXw2zKxOzVUVYoQE3CUQOLgFnTlvvQdpVuXhSg/RTDbVOKTg7TsoKKYBLJSYgW3BnAXyXr65spklhbZaDlvIcffUYnG1SW+pB5CAYerHZcnqaHE4m+c+LwmegwsxBmlkpNuYskPcWRmDeT5Hx+vRRl19mzcHxaMWxmEJti7aT/te7epUVm+++67kFJeiqpWfP327t3Lf/7zH9q2bQtAq1aHYxtiYmKQJImUlJTQtlIl//fff+fss88G4JNPPqFx48bMnj2b4cOHAxAIBHj77bfp3LlzxHELCwt5/fXXmTx5MiNH6pWyW7RoQZ8+h2s3PP744XvXrFkz7r//fj777DND2TcwqGs0zQv5/9FLkoeUMgHk68uwSjJoXgisAN+PYL+kDqWtHPVTk9ixelfEfUII/N5AnWZXON1YO/9dnrtuLjnpJnR15S+s9o+56dFDXHaz54jWGgT/RMu8ArneV3UgrcEpj/sTwivplnV3LLWwZ4PlXEyuFjTo0R0K3wHfXKAQ/f1mA8tZEDUW2Xy4aNMriyfwwg2TWfHTGnxuP0LTkGSJ2CQbXQbUx+ash+T7EU+hiV++jKPFGR4aNPPhcB1p2dfQgl5kk628/KaG6N+T8GNEhFCEpq38RMXpO0TJvEMIfUHAGa0R8IPNefQYhhD+d9DUkciK69htq4EeUD3gcD2ACrFw5b8L0TSZhQsms/XHncQkRjHqlYtxRZ+YVT+/t3pVef3emndJGThwIO+8807Ytr/++ovrr78+YvuxY8dyyy23MH36dM4//3yGDx9OixYtKux/06ZNmEwmevU6XDA0ISGBNm3asGnTptA2i8VCp04VJyvZtGkTPp+P886rOGnIl19+yaRJk9i+fTtFRUUEg0Gio6MrbF9bGD77BgZHUvQ6+H5Ht0RJ6IFiJvSviw/ULJCd+n7Pj3UoaOXpMqADVqeVvMyCcvty0/Jwxjro3L99HUh2+rF23jv8Z9A8ctLNlLVL+jwK/x3XkLcer4/+LJX9A9T1aP71J15gg1MfX9kc/kf+rJd+FuBfrG8xJSPHjYekxZD4CyQtQ05Zgxz/3zBFH3SF54nPxvLJnrd5cOodXPXgZbTp0YIeg87EEZWKLEdRqsge2Glj+ispLJ0XE9m6ru2IKL5s6a5n2wnLgV9SqKtMO0mCqDgtlEZUQlfylZJTlGWw2qB+k8oqrn5w/6+SbatJ1BMgH80FxwKSAghk2cz51/Xn9kmjue7xK0+Yog9gsUWOczj2cZVwmaoiTqeTli1bhv01bFhxitTx48ezYcMGhgwZwvz582nfvj1ff/11he0ryqYjhEAq8+Da7fawz0dyrCDhpUuXcvXVV3PRRRfx3XffsXr1ah577DH8/upNrI4HQ9k3MCiDphWBd17JyxfCF5El9K+Mt6RKowIi84TLWB1adGlG/+G9KcorZt/WgxRkF5KfXcjeLQfwenycd21fGrWu/cIypzqamomW/xRaxsVoGeehZY/Ss4iU4alrf0KI8j8QkiwQmsR30xJJ319qxTzC2pf/bLnjDAyOTWn6zWP4r4iisI+ybEM2NUSWj21pdMW4OPfavtw4fjite7TgwPY0Ar5Sq66MpkHaXgvRcSrd+hdF7kROCPuoFX+FlnkdWtqVJQXDNPQVCt2lUJLK1wSQSqsAS/pEQNP0/5dtJ1Wg2UTU24KRVzxrCllxQcIXIKVE2guYSpYwNDB3Ce1xu928OHoyw+vfwuUJo7ix1Z38+OH8WpOzaftGSHJl/J8OI8kSTdrVburSytK6dWvuu+8+5s2bx7Bhw/jwww8BfbJ6pAtQ+/btCQaD/PXXX6Ft2dnZbN26lXbt2lV6zFatWmG32/n1118j7v/9999p2rQpjz32GD169KBVq1bs2bOnGmd3/BjKvoFBWQKrdf9KyYX+9TjSAlCa5s6LGgyQtkflxw/nk7k/+4SLWhUkSeLCm87l2keH0bJrcwL+IMGAStuerbj+ieGce22fo1owDEDz/QlZQ/TiONpOPRd4YCnk3YWWdz8Au1Z/TUFOee/IUqVFkvTCRO88XvYHUiP0KhZZtX8iBqcf5q4l/zmGz7X57OMfymJmxEOXkdq5GYd2ZbB74z727Uhk71YrjiiVYf+XSZNWkeJ/7MgmXeHVCj9GS2sDhY+AuhxYB6SXaVsSE1DRK0k6nEozUpvKJ22T9Tis2qZwIojsUM7/UBYkNPQMRMWAA6LuAmDL8m1cmXgLP09bRF56PkW5xRzakc4rN7/DzR1qJ12oK9ZJaudmVTomtXOzOg/O9Xg83HnnnSxcuJA9e/bw+++/s3z58pDS3qxZM4qKivj111/JysrC7XbTqlUrhg4dypgxY1iyZAlr167l+uuvp2HDhgwdOrTSY9tsNh566CEefPBBPvroI3bs2MHSpUv53//01aKWLVuyd+9eZs6cyY4dO3jjjTeOuuJQmxg++wYGZRGlFgCpJBhXr9JYdl4c8EkUFhRgsah88WYRC2ZPwx5l58wLu3D7pFHYHBF8Uk8CZFmm2/md6HpeR4ryipEkCWeMw1DyK4GmeiBvLIh89NSAJSs/QgBe8P6AVtSCtb9ujnh8qQomK3rKw73bj3xGSn79pdrxHTY4zXFeC57p6K6HJabu0vz2oacvHixdK+igaiQ1TuS2V25k09JtbFu1gWCRRv0GP9PxrGLi6lUQiGu7DQCteA4UP1Wl8UI58kss+qVKvqZBZYzRFb/iND3RgudrsF6ELNf8u1vzr0Zzz0FTg3jdErIiIUl6YLHJLEqKfVkh5iXkkvtz/8DxBLx+ouKCJNYPYHdo+HwS6fss7Nu0j4cvfKZWgnZ7XtSVXev3Vir9pmJW6HlRzTxPx4OiKGRnZ3PjjTeSnp5OYmIiw4YNY8KECQCcffbZ3HbbbYwYMYLs7GzGjRvH+PHj+fDDD7nnnnu45JJL8Pv99OvXj7lz54Yy8VSWJ554ApPJxJNPPsnBgwepX78+t92mP+tDhw7lvvvu484778Tn8zFkyBCeeOKJUPrPE4kkTsVSYCeAgoICYmJiyM/Pr5NgCoO6QVOzIfuKknzIUSDS0PMi68p+MCAoKpCwWAU7N0Xx5qNn4vcpuPOL8XuDdD63A+O/esAo/HWaoRW9DUVvoqcGjPBjIIpBbsDin/rx7Mi/I/YhK6Ikv7lE0zYe3luwrXwj59vIUefXrPAGVaa4wM0vHy1i+5rdSJJEu96tOe/aPtX2az4RaDn/Af+3RA4ENYPrMWTXtTU3XtALeaMguI6jZtoBsFyFHP+MflxaR46Zc78MuVkKrmj1cLpQIBCAeTPjKMxT6D04n6atw4NEK2+/kEGyAwqYWkPMa8im5ErLVhkKd4/GZvodd7HuBioBSEKfjkl6MLEs10NO+R2AT579imnjZtCwuZcGzf3IEqjq4YJnuzfZyMu28nXepxUqpl6vl127dtG8eXNstqpNYLav2cXcKUcvrCWblFqroGsQztHuZVX0VMOyb2BQBllJQLP0Ae/3IAV1P0uRif7jJFBV0IIy61YlMvOtjmiqBZMJohOiKS5ws2HJJlbMW0PPC7vV9akY1CS+pegRgRVZfUygZXDO5WOQRt+N0MprG0KT0EqsrGddmBe5m+KHIWpFjYhsUD1W/LSGt+79kJxDuSACCFQWf7mAryd9yr1T7qV9rw51LWJkYidAvga+heiuISWBrlIMOEfWsKIfhOyLQBwo2VJq3CidaEhAEihnQNz4w+473kKqougX5Ut6Ya6SjDuaBo9e25z1f7rQVP07NvX5BsQlBXhq2nZadapiZhiliS675oXARih4HOKnVK2PY5C9fwMNm4GEpFvyTRoICAZlgkF94mKx5qOpKrKiMH/GEqLjgjRM9eN1y6iBw+8S2SRIauJHkgVLZv3FwBF9Kh64mrTs0pwRDw5l2Q+r2bl2d1g6TkmWSO3cjJ4XdTWyt51iGMq+gcGRRD8I6l4IbkBX8KwlK+EqX7ydyNJf6uHzls8MYI+y4S7wsOSrZYayf9pRuVR+il2h2wCFlfPLt9fXUCVsTpXr76sosLsArWgKsmtMtSU1qD77thzg9dunkJ+ZR2yCB5NZBQR+n0TargCvjHySl+ffR1yDvnUtajlk2QFxr+gZnbw/6cG4SjLYLg8p2zWGe3KJoi8RrkYo6PnkNbB0Qo5/64gDV1XYZWkazdIYYyHA6wFXtEZRvkR0vOC281uxb2v5DCi5GWbu/Vcb3vxhC6ntKqvwlyZcAGQbaC4IrEfzr0W2RM6rXlXS92ZSlBcACewuLSyWwGTRdP99FQJ+gU3350EEC4mKDaIGCVP0AbSghCbAFauSsWMuUPPKPkBy03pcetsFFOUVs3fTfvzeABabmSbtGtW5j75B9TB8DQwMjkCWoyHuv3o5elM7kOPB3Bpcd/DDzNZkHoyJfJwkI0kSBdmFJ1hig1rHVJKhQVS0tB3ULajU4/lfPqdJm8iTA8UkePKDnViO5g1SNAnNX7sZQgwi8927v5CfmU98sgeTOaindZFMWGwKsYmCrEPw039fQAum1bWoFSJbOiJHP4AcMx7Z9e+aV/QBPHNKR4uws8TfxP9nhH1tI3YXciYuo9tKEsQnCWQTaELmxxkxIUVfksP/ANSAzHO3VsWtRAn/KDlB+PRq6TXEznV72bTKjizrQcNCHP5DHA4kXrEgnt++WsqeTftp2KIIq11QXKBE7LMwTyEuMUh84qaI+2sSV6yT9r3b0GVgB9r3bmMo+qcwhmXfwCACsuwA5436XxmiEx4gfXdkq6wmNIQQxCYZMR6nOppvK+Q/BbjBOhhc/wbPV/pnYQ/P7Sd8gATWC5BLrHP/2zSLhTM/4f2HZlKQY0I2Cc46v4Dbn9mPK/JcsQwBcL8Dlhdr5+QMKmTtwr9RlCCyFAQp/OfRZJFASKz+TeMq7xfguquOpDzxfDBhJj9/uIAGbVJ44rP7iBal9TqOZi88sngcyLbkcmtkx4oaNJvB7tT44p2KJy2SrGevPLDTqrvFVCq0oiLf/GMHp1aWmEQXvvr+wwHGZQgG9WQPqiqxfL6DPTu/x+a0ktxAAjXA3u1WYuODYasBfp+EGpBo282N89gvEgODEIayb2BQBc7+15nMev17/L4AFmu4/7Y734PFZmHg1bWztGpQ+2i+AsjtQ3GhF1WVUWTQxAacUa8gK+eC+BPwgCjroyyDqSNEhWfHGHD1dfQ7bxao1SiUZRTXqhMCvgCSolJRvnpJ1hU0fH/8I5T9Wzrfz571e0Ofs/bmMDx+DNNXeqhX/1hZ/cPfj5p7ARTcXaXxS5Vkm+OwpbuiHPp6e4ncDIXkRsdS2BVQrEcc7NFjckxnVEnGsqhBFU3TMJlNSJJEmzNbkhLlQVN1uUsVd00Dn0emuEBB0wRn9AyCtSHuAg+7N9fjnAt24y2WSdtnxmIVKCaB3yeDgNZd3KS2d9PojIurLafBPw9D2TcwqAL/umMwy35Yxb7NB7E6rDhcNjRNo7jAgxpU6X1pDzr2q3xRjmOhaV7wLQEKQWkGps5Gpp9axHuwB95iBWc0lPrpS5JuhfPmLyA68VqQ90BgPRAEuR7Yh4DjzpBVvxSteDqoFRQXOiqlOQYNTjQNW9Unc9/+iPuEBpoq0ahlsGQ1p/poag4Uvgn+RXomJykWbBeCc4xehOkk4PpWt5O+I/Iq5opfo7jw2lwkWaWcO0yp7d7U8fCWwFYouJ3qWs0lCcwW/TshtKMr/DGJlRhDOsKqL1SgAJSWYBlQZfn2bj7A8h9Ws+GPLWiaRoMWKZx5YRc6DzgDu0vS4w+KJcxmgWKG/GyFAzutBP0SiQ0COKKCoVTIDVq05MCuDQy9OZOVi6LYvt5OwC9Tr0GA1l2KOXNgAQd2OWnSeXSV5TT452Io+wYGVSAuKZbxsx7k3funsX7JZgpyCkGSiIpz0WdYL0Y9c3WNKOOapoH7A/B8CVoW+g+oBUwt0Fz3IVt7HPcYBuFoGfdSkG0iPrkkOE6V9cKWEpjMGg6XIPvADOp1iZxLP6yvoveg+H8gBUAkApUtlmUGVDC3Oo4zMagu513blw1LVlKUL+OKDd9XkAtWh2DQ8HxQqp+RR/PvgNwbQZQW4pP1+g3u9/R6DQkzkZX4avdfE/j9/goVfYB3n2pA30vycMVoSFJJ1h9Af08JwAJRjx4+IO8RqqPol32V9vtXLl+/lxSxnSiZX8TEB7CGDPYWUBqBmk5pNjUs40D8pKcL1Qr0NgR1ZV9Jgegnq/z+Xv/bJr549VsKMguIinMimxS2LNvG1pU7WPHjQi6/QSMmHhASAb9EwA/7t9soLlCwu1RMJnAXHvaFtzqs7FzfhXr1l9HvknwGXp5LwC9htekpOA/ssNPzCsPFz6BqGMq+gUEVqdcogcc/G8uhXelsXb4Dk9VMl4Fn4IyuwUqM7reh+CNAAykKvaS6V88QlP8QWuxryJZONTeeAZuWzyf1DBVVhWCgrE8+BP0yil3D7hJoWb8hJ1acjUVTs8H9CaCBXKqcRIPqBjKJrPSUZjUJAlZw/ruGzur0R/MfgMAyMLdEtnQ89gFHoe+VZ7Hq53Ys/mo92YckrHaBAHweCbMFLr6+kDN6Ao7Lqj9I3l0lir41PC5A+EHbC7n3QeK04zqP4+XWzg8cdb+3yMS9l7bihc+3k1hfcPiZlgAXxL6CbD0DIQRaMIikRq49URVGP5LG3I8T8LmVkHJf6qtfyvX364HTQgCSprsZKcmgFQIauDqB6V/g/hx8P4GaoRdPtPYBx7XIpsZVkqkwt4g5k3/AU+CmaftGoQKFcUkxZB3MZN7UhVhEPNfem4HZpiFUCU3T/fQlReCM0fB5ZfbtahnWr9nkIeCPIifTR0GOjMUqCAYkXHEJ9LlhMtH1jPz2BlXDUPYNDKpJ/ebJ1G9eswVYALRgJri/QE/XkHh4h+TUg0O1DCh6D+In1/jY/2QK80woihe/L7InciAgYbYIvEX34UgMz4WvBTaDZxYED4B2ELQc4Ig81IoDaApaHohCQikKQ1ZRFbCA61ZkS/uaPLXTEs2zAPL/AxQc3oYZbFcjxz5RrT5lWeaud56gRbv7mf/5Dg7tMSEh0barnwtG5HPuFT6wXwbmc6ons3cJaHsAU7kAYCSLbmEOrkZTDyIrDao1Rk1waGf6Mdvs32Hnuu4d+aloJHi+AzSw9gPb1exdP4P0rZcigplAgB4DRajq7ZFI0rGDdEEPup3841buGdIKd6F+7UJKvwTnXpHNoBF5UJKyc+cmC+3OBFlSgWIwdT38vXKN0v+Ok7+XbCbrYA6NWzcoV4ncV7gdv1ewdF40l9yYRUy8hiYLAgFBdFwANShjs6usXBTL4jkqLboUER3vQgtsI+jdQ/2mOQy8zI3+ftDQDQFecG0BToyyL7QCCG7X3dYkK5haIslGAopTEUPZNzA42fB+q1ui5AhL+VJJxcfgarRgeo1Xe/wno6lHVzykkhzgRXkeyq7haEVvgnsmaO4Sd3sf+g9zJmhJIB9ZiMuqd2a/GnyLQd0HyGBuC86bkG0Dav7kTjO04h+hMFKwZwC809Gy05ETqjcZNplMXHLva1xy6xe4s2Yhi/3YHIDSVFf0bVdW31XPtwh9UlfRKqAF8IF3ATivq94YNYDJbEIN+CvVVnZcAo5LQp///vlehG8xCUlBtNLCuiXfnUhZaapC4xYBZm3eyI8zYpn9fj1yM02YTBoJDYJkHrDy+n8a0/vCfNp1L+ST15Loc7GXi67NQ1ISIeq+6g9cAVn7s0GAYgqPWxBCJTc9C5PFRFG+ic/eSmLo6GwS6+tuRsmNA/y9zMnaObGsWODCU1TEjrW7ad+7NQWHNuOKDdKpt6Yr2KFOzYAHCl8E+4U1fi5h8qsHwLcYEdhMeI2RkveUtR+SUr7WjMHJixHpZ2BwsqHloBfzqmgubgUR1C38BjXG3u1WNA1MpkjavkAxC/xePT6jFM0zC4o/BhHQXXbkZJBKLV9+EBl66o0w/Pq9dVyDXO9r5JQVyCnLkBM+MhT9ylL40NH3B+ah+XOq378QIHJxWHOw2Yp1fUdpDtY+JyhAvm5/mse+f3vY5+bt3Tz81h7emLuF1+Zs44YHDmGxqyQ2TgBAK/oSLb0fgf3taNFyLskNPRTng6dYYccGOwf2HH6XRZpMV3UC0HtwIe26eWjQzE/b7l6at/WR1DBAfo7Ctx8mMntKPSwW+O07K/v39YbY12vF7VExV/CODvytrzoIUBRBh55uigsVdvxtZe92C1lpCn//ZWf1Yhc+j4LFnEtBdjpbly0h4A8yaHghKU2PcPeTZPRK3elo3t9q/FxKEYGNiOIpiMBGyhcT1I7YX/OMGjUKSZKQJAmTyUSTJk3497//TW5ubq2MVx0WLlyIJEnk5eXVtSiVxrDsGxicbMjx6GYwFaRIhVV8urIoG+XKa5ImbdqRnbaUeg2CqJooqZ+lZ8YxW3Q3hPT9ZlK76xZCPYj6CyBQxjcfkF2g5qP/UAbQ842XBOAJoX829a6dYkf/ADTfciLlcC9H4X2QUHXfd031QOZgoGzhLDd4vwDvT2jxU5AtXavcLwC288EzA30iaNH/RQDmku+6H7CAbWD1+q8EokTbPtLtpCznXn0OE6+dBMAtjx/g0lHZmCwilGqzdRc3Ay/PhejR+PdfjMm0HQBZAYsCCSkqjiiVh69OZcc6J644P5+u2kJF8yRNg73bzORnm4mK1WiY6sVSYtRWg5BxwITFpivOJrNgxfwodm+10qilD1OJFiNbBcmNAqTtNbPo2zjOONNN1iELX3/QhXv/W/10mkejRZdmmK1mPEVe7C5bmRNKwxmtknnQQqvORTRv62X/TitF+Qoms0AIaNbGR0rjbFYsiGLzGgdBXwAtGOS8Ybn0GVIMWCOMaAa8ENwC1HwVZ6EeQHg+P0rxwFBDvZ08plYs/BdeeCEffvghwWCQjRs3ctNNN5GXl8eMGTNqfKx/CoZl38DgZMM2BOQoEHnl9wlNzwdt6mwoizXMWdf8lx9nxFGYL2OxCKx2gcWmYbXrin7mIRNoMnL01foBWgYiuBtVWI+wVppAcqErcZqeWlEI3c1HZOhpFp03n/DzO23w/lq5duqe6vWfM5xwRb8sBZDzbzS1eikkZWsvkBLQlfoiwI8QAYRwo6mFCFQwd0dWava7rWkav37yG48OeZZRre/ilg73Mem2d9m+uuJKzV/mvs8FI7L5103ZmMwCT7GEu0hm1yYrX7yTyPtPN+SX/73Evu37SN9vwusueT0JXXm32uGOZw4QDErkZVpZPt8R+p6U/b7k58hMeSaFd8c1ZtoL9Xn78Ya8dn8Tls6LJuOAmXcnNOC1Bxoz7YUUFn8by7qlTn7+Mg6zRWBS9MmApulj+30SO/7WM93kZ5swWQQr562r0WtZlpZdmtGqeyppuzNwFx6egAYDgmBQwuZU6TGwgGBQwuuWQ+euBiUUk4TNoSIrelpRSdZz78+fFcdHL8VTmBvpGSupASEn1M4J+RYfW9EvRah6+1rAarWSkpJCo0aNuOCCCxgxYgTz5s0L7f/www9p164dNpuNtm3b8vbbb4cdv3//fq6++mri4+NxOp306NGDv/76K7T/22+/pXv37thsNlJTU5kwYQLBYDC0X5Ik3n//fS6//HIcDgetWrXim2++AWD37t0MHKhPxuPi4pAkiVGjRtXKdahJDMu+gcFJhmxKRrNfAe6P9bSbUjR6Nh4PUKRb/l231rWYpx2ybOHacVOY8cwYOvYspmkbHyazwO+V2bvdgiNK0O682QD8/ds8tv35GhdelY0QEPTnoqoWHDEJmC1W/cdYk0ombD7d5Uoy664gUfcbqVOPh7JB60fFduwmR6D5D4C69RitcsA3GxxXVL3//GdAHALKu7NIEghNsG5pBp0uCKCYj4z1OKIvLQi4AQeyXPFPuaZpTLrtPX7/+i8CfhWz1YRQBfNnLGH5j2u49ZWR9LvirHLHxcTEcP/rDtSAwF0oARL7tlv58p0kcjKsxNXz06FXIVpQYvt6B9FxQVp18mCxCQJ+CVkWpLbz0a5HEZtWuHj+juZ8vHwjzmgROv9De0x8OLEB2Wlm6jUMYHdqBAMS2ekmvnovEYtF4C5SSGnqQzHB9vV2ls93sX2dHZtTIyE5gMks0ILgdctsXuWkINeMyaz343XLBAPBcudWXbau2smmP7YgKTLdz+9Ew1b1ufqhy/j85TlsXbGTjL1ZIElImosmLQsYeFkujVv6yMkwIUm6ki80fQVEVQU/f5GAp0gmITlAwC/TsEWAqLgga5a4UIMSox4pIlS+Qwh0F8BosA6psXMqRWgFJT76VTgmsBm0gloN2t25cyc//vgj5pLvw5QpUxg3bhyTJ0+ma9eurF69mjFjxuB0Ohk5ciRFRUX079+fhg0b8s0335CSksKqVav0lVjgp59+4vrrr+eNN96gb9++7Nixg//7v/8DYNy4caFxJ0yYwIsvvshLL73Em2++yXXXXceePXto3LgxX331FVdccQVbtmwhOjoau91ea+dfUxjKvoHByYjzTpBsJXn2c9BdQsxgagOusciWznUt4WmJLbY9I19cRO6OF1n2/feASuMWKt0HjYDou5EVC8u//4zcna/RrnsOiknPBa4oGqrqxVuYhnAlY7HaSqz7QbAOBnN7MDUD8zlGUbTjxXojFFciz7jj/6red04lg2I98yMq+5p3Bai7wdwF2RKeTlFzzwHPxwBhFu5Sb5rS/3fospW1351H50t+jajwa8GdUPQB+P9Azx9vR7P214O7TeVdKua+/yu/fbUUSZKIinNiMikgS6gBlYKcIt5/+GM69W1LbFJs+DiqH7Q9SIoJk0Um4NeY91k82elmGqZ6SEgOkpASxFMs44pWKcwzcWivhSatfGhBCRWBzQEXjMhl80oX3mIFdxHYnPp5yjIs+T6OzIMWmrXxhgplmS2ClMYBtq2zsWeLhW79CrHZBUE/ZGeYKc6XUVWJnDQzm1Y6iYoNUpSvkLbXghBSybXUler8bBMJDcPPqzoc2pXOm3f+j20rd+L3+EGCT575ko792nPnmzdz07PXsnPtHnat34saVElsaKN9q//DavdTXCCTm2ki6Nfz7CsmQXScyqrFLvKyTDRt5eXAbit2h0ZiiobFKkhp4mfrGjs7//bQqrNaYm33AQrYRyArluM+p3IEt1PeR/9YaBDcAdV1a6uA7777DpfLhaqqeL1eAF599VUAnn76aV555RWGDRsGQPPmzdm4cSPvvvsuI0eO5NNPPyUzM5Ply5cTH68nuWjZ8vB38dlnn+Xhhx9m5MiRAKSmpvL000/z4IMPhin7o0aN4pprrgHgueee480332TZsmVceOGFoX6TkpKIjY2t0XOvLQxl38DgJESWZXD9H5rjevD9pqdqVJqBuZuhLNYysmwiodWjXHTvo+X2BQMB9q95nktGFYf5H5vMJX8mleKCTCyJDUHkgpwC0U8gy8dXg6HUKmXce5AtFjRTTwguO0orB7JrWJX61V1zDlaydUHYJy1/EnjeR3fPKdmGpFdqNTUE60Ao/h7QEAL8Xl3xKzXuy5LA5hTs32GhflM/7bulsXHhS3QcFP4Mav71kP9ASX54M7oPd76e9tW/DC3uTWRTs1B7IQSz35yLp8iLyazgLfaiBjWEpukatwQZe/zMmDibf7826ohz9CMQqH4VNSDYu83KgZ026jX0YzILFEUrWY2QSlxRNHLSzKQ08YfVf7ZaD3+yWCWEEHiLZTzFMhuWO4lNDEasiKuV1LdwFyrYnUECAYn1fzoJ+A83TttrIW1vuOIrSQJZFuRlK+RkmBj93OAI96/y5GUV8PTwV9i39RDOKBvx9WMRAorz3Sybu4rnMgt4Zu6jtOzanJZdD6fE1Iruh6LnccVouGL8NGrhJzvNxO4tNrxuma1rHNjsGoGATMAvkdreg8UqA/r5pvtktq9XaNWpAD12yAr2YcjR9x/X+VRIdatCH2c16UgMHDiQd955B7fbzfvvv8/WrVu56667yMzMZN++fdx8882MGTMm1D4YDBITEwPAmjVr6Nq1a0ghP5KVK1eyfPlynn322dC20kmF2+3G4dDf1Z06HQ7odjqdREVFkZFx6ibFMJR9A4OTGFl2gP34fqwMao4/vpzCpaOLK8weopjAGR1AC6YhmxIh+tFqK/qapoHvO3B/DaoeAKmZWoP9CmT7xdU9hdMCOfFjtIyLQdseYa8d4r+veqeZ/Svf1tIz9F8t93HwfR6hkQCRhubLRHWvRlEOK/rBoP4AlT5GmijN+SqY93k8F1+Xo6fg5bCyr2kaFD4PWroenF82eF8E9BSuBS9C/GH/5QUzl3BgW5oejCtJBPxBDmviAgkJVVX55p0fsdrzGfHYzTiderYpWXHh9towm/xIkkR+lpmAX8IVrU88i4sUvG4Zm0OjuEDBZNFd3gI+CcWkT36FBhtW6C4OkiTIyzIRFatPiLxumaBfwhmjhrk0hb5bmgSSCF2rglwlTNGvEEn3hT+w00rzjs0YdGMV7msEvv/vPA5sTyM2KRqL5fBKS3S8C0+xiW2rdrH48z84//rwcWTXaDRTKuQ9AOQjSZBYP4gjyk3WIROyIrC7NBRF0LKjB5sd9DBK3WUKSSJID7BZ9AQAzpuQlVpMyiBFCgiuxeOOgtPpDFnj33jjDQYOHMiECRO48847Ad2Vp1evXmHHKCX+TsdyqdE0jQkTJoRWBspisx12/TMfsaomSVLI6HIqYpiJDAwMDCpJo8bvHTNNoKLAoQMtIO5tZOtxZMwoegkKnoHgGj3VqghCYBUUPIVW+Hr1+z1NkJPmQsz/QG4OxIKUBI57kVPWIluqkyGkClY7h56aUgsUV6Do6wih51wP+LRSQ3o5Rb/s/4WQmDcjjux0E4kpheGdBVfrLhNElc/SJZn1SrDBtbqbD1CQXciiz/9EkiRkWSLgDegZfWWpNMkUQtMnGEF/kBnP/8aVCaN48tLb8ft1hXzd0oYIASaLitmq4ooJ0rilhzZd3TRu4ePQHjNWu6ZnmNEkJEl//hVFw2SGgjyFudPjkCSB2SpY9E0smgCzVSM2MYjVruEtDldD9GsGFrsKAswl2Ws2LDv6pFmWwe5USazv44xexXQ9txOv//5MSAmsLn9+txJJksIU/VLsThuqqvL77OWRZbL1R05ZDvLhbEAOl0aTVn5ad/YQDEpEx6vY7Pp9KP1TVQGSi8QWNyDHvoIc/VDtKvoAppZUXSWUwdSiNqQJY9y4cbz88suoqkrDhg3ZuXMnLVu2DPtr3lxfVenUqRNr1qwhJydy6t1u3bqxZcuWcse3bNmy0iunFou+mqRWM1C/LjAs+wYGBgaVpElzd6XaFRQ0oLG5bbXH0bwLwfM1IOu5+0PEgJYLnplolt7I1p4V9PDPQLb3BftPdTCyCihQOK7CFqVZaQpyTPi8EhZrQI/xkDQ0IZfWmdKRBALYvdnGgT1Wtq+z07TNEUWtAltA+EGOiTCYB0QQTXOzYe6dzHpX4eBuhYIcC654J/mZbjRVC01UJUkqScEZHiUc9MOf32cw9uybmLziY758rwPxiXto1sZNh57FuKI1HC4Vs0WABD6PhM8jERUXxGRWMFs07C7d+ul1S0y6vxFCmDBZ9G2z34+n9wX5tOjow2LV6HR2EQtnxxGTEEQpo40IDYQqYXdpBAIShbkKPo+5nLwgsNgEcfX8RMVqJKQEUVUJh1Pj6S8rvjdVoTjfXa5oVllkWaYgu7DC/QBy0tdoadcAK0Pbug8oZPMqB0X5Cq6YUqUxiBCQsd9BfMP2dOzbrgbOoHJIcjSY21Ypf75kbntCKuoOGDCAM844g+eee47x48dz9913Ex0dzUUXXYTP52PFihXk5uYyduxYrrnmGp577jkuu+wyJk6cSP369Vm9ejUNGjSgd+/ePPnkk1xyySU0btyY4cOHI8sy69atY/369TzzzDOVkqdp06ZIksR3333HxRdfjN1ux+VyHfvAOsSw7BsYHAUtmI7mW4YW2HxKL+EZHB+az0fgQIeIvsWRaH7GcS5te+ag11OIoNhJsaB5dT9tgzqiRPkLrj5qq+ICBZ9XwmQS+Dy6pm21Q7jSKrA5BAGfxGeTkwj4JHxemczM1qEWWjAInm+BItD2gJqmO7WLYlD3gnYIrycPd0GQr97x88cPFnZvMpGTrpF7qBBN1Sg7aqlF/0hKDZtb13hZ8uVMYurF89BV7VnzezI2hyC5sZ+0/RYO7raQddCEpkmYLRrb1trIPGQiLimo16PYZ2LCTU346xf9+Q0GZISApm0CrFvq0AtOAX2G5NO4lZd9223kZZnw+ySKC2T277ASFa9y8fXZ+L0SKxbGYHFYUMwakhQ6C9r3KObsCwto38NLyw5e4pOCuAtlmrX1VuouVobYetEVZvTRhIamaiTUjzt2R1JW6X8AiQ693Jx1QQF5WSb277SQn62Qm2li77YEzK4u/OuOYUQnRNXYeVQKa78KartEQDLp7U8QY8eOZcqUKQwePJj333+fqVOn0rFjR/r378/UqVNDln2LxcK8efNISkri4osvpmPHjjz//POhFZ7Bgwfz3Xff8fPPP3PmmWdy1lln8eqrr9K0adNKy9KwYUMmTJjAww8/THJycsi96GRGEuLIBGAGAAUFBcTExJCfn090dO3PXA1OLrTgTih8EwIrSgKQZDA1BccNyPZLjnm8wemFlnY2QmQdu2EJUtSryK7qPyda1r9APVRxPm0tC0zNkRO+qPYYBuFoaV2B4kq0jEVO0YODK44b0PO/56Tr5mrZBAhBTIJuwZWkksLKJVlpAj6Jr95NZMYbybTo4OGVWTtQzBYkqQGYu4E/8sRO02D1YicbVjjRVIlmbTy8MrYJfm+kWWlZx6HIP/uyojfTgtCmu51bn++FN3saLTsU44rRFd79O61k7LPg9+luO7GJAQQSBVkKzdoX4fda8BRLTH85mU2rnMTXC9CohY8WHTz0H5qPogisNoEjKojFql+j+V/HsWqxi6J8hdhElYbNvfQZkk/LDh42rXSyaE4ia5fGkJMuoSgBAj4JSYb+l+VhKROfm51uQg1KXPnAmfS4uLyVtrjATcbeLBxRNpKbJpXbH4kvX/2Wj5/+ElesE6s9PBi4uMBNwBvgvim30efyXhX0oKOl9QTy0IOqddQgrF7iYPl8F2n7zCgytOn7b3pd3I3UTpVXPo/E6/Wya9cumjdvHuaHXhlEYOOxC2tJCpL9KiRz+2rLaFA5jnYvq6KnGm48BgZHoAV3Q+6doB4Eya77wgoVgluh8Fk0rQDZeW1di1mnaKof/L/plkVrD2SlQV2LVGtoniI0LeuYvvqlCAGSv5KNKySSy0KYVEAtpN/7JxPzB+RXIqVt1GOH/++4A4rui9gsGJDQNAmTWYAAi01QXCjz/Ufx9Di3kPpNAmga7N5kY/b/Etm82oHZDGcNKkAxgYQfxG7w747Yv9ctsWJBFO9NqE9Brv5TrmlSOUW/QXMfXc4ponk7L2pQYssaB2t/d5KTETmPvyzpT5cWyKX9Ge8g1EBpvCgAjVv4SEwJUJBjIhiQAI3oeJUD2MjLspHSyEdiCjw0eR9L5kYTDMKZA4sxmXTf+2BAxu+T8Pv051eSBIOvyaFd92LS9phod6aXBs38eN16nvyWHb20P3MvhXkKn7+VxHcfJYAAu01l/3Ybzii9MJWnSMbm1Bh0VQ7dL3o67Jxy0nL55JmvWPbDajyFXmRFokn7Rvzr34Ppd2Xvo97ui//vfP78dgXbVu3EYjNjj7IjNIG7wIMaVOk+qDNnDz3zqH3oJ2or95VWTNBjgJvu/d143SqKYsHW7PJj93UEG//cwodPzCT7YC52p5VL77yApj2r906WzO1BHgO+xSV598uuaMtI5rZg7VcrlXMNag9D2TcwOJLCt3RFX07UlyqhJKDNASILiv+HZr8E+QT4Kp5saKoKhRPA+yN6BVAAE5qpE8S9eHoq/d43Q4qOppZYP4+CJAH++4DjKHxj6Qnunfok88hldaGWRDD+s/31axrZbkdzPwuBxypuZL0C2Tn08GfHRVB0PxHzk5eZ78kmDYtNY88WG1+8ncxHL9XXffYlCatNQzZpCFWiXkM/g0fogYURM9SU4HVLrFwURVxykE5nF/P3X07cRQr52eHPSmxikP6X5tHj3EK8bhlZFrTu4uasC/L5/K0kdvwdnrmk1I1HVgT1m3r1U1DsaKoXVRWYTLosdqeGxRbk0G4L6XstBPxB5n8Vy5a1DpIa+Ol0dhEHd1vZutbGPS/sJbmRirtQpiBXITxYASxWgc8tY3MIGrUMkNQgQH62gqdYCeXLF0Iirp7KiDvTWTY/iswDZoKqHi/QrG0ATYUufXx061tI814T9exDJeRm5PHE0BfYt/kAJosJm92CqmpsXbGDN+/6H3mZBfzr3xVnPHO47Iz76gHe+890Vv2yjqJcffXHFevk7KE9ufm5ayoX2GkbAJ6ZhOI9yiBJGnanBqaq++g/evGzrJi3tsQ1S+ejCZ9z27s30KhRY6po2NflURqC4xrQCvSgcOHTs+6YWpwQH32DmsdQ9g0MyqBpORD4S7fCSEd8PSQJiNWronrmgPOGOpCwjsn/t27RB/TXhwQEIbgCsq9GS/iq9rNGnGiEnlNdCN1NWhLlla9IaP6NyJZqLnM7RoB3nj65JL4kpzp6ikWRA0o9sI+oXt8GFSInDAeGo6UNIDznfn2Im4JsbR1+QNEkQEPTYO9WG2kHFFqe4SWunh7Emlg/oOeiF5CVprDwm2g69j6snMfE+7n67kxS23k5uNuMrMCOjQ4a+9zs3WYnqYGfRi39YcGrAHu22ijKV4hLCtChZzELZscSPCItpdmqUq9+gOULnDRp46FVBw+akMg4YKJRqo97XtzHqkUOzrmoEEe0RlG+wvvPpLBifgxWh6DvJfmAgkQARQFZlkoKfwkkCTL2mziw04Ldpbt7FBeZ2LHByc4NDjaucFK/mR81KPHHT3E0aZ2F1a5h80v4PDJWu0CWNaQSrT/joAm/VyY2MUAwIFFcoJ+w2WYm4A0gSTL52RLxyUEuubGAuZ80I+jLI+uQhavuyOTcYXmoogGmuNeQ7eeFXYcZz81i3+YDxCREYbEdXg1zRNvJS8vn8xfn0PeKXsQdUVSsLNHxUTzwv9vJOpjDluU7kBWZjn3a4IqtQlCm80HwfA8Uos94Su+XVvLZHL5qVAleHP0Wy39aAwJkk4wsywhNQwI0VSNtVzpRnaofOCrJ0TVeMMugbjCUfQODsgQPlfjoV2AOkcy6o6yadkLFOhnQvL+VVO2U9clQCLOuhGoZUDAR4l6tKxFrB6U/8NXhTCaVPS7nNkhZXK0hZVMztJjxeupNNVOfYZSOLidD9HhkU0q1+jY4NnLKwmO20Txfg/t/ZOw3M/t/cSgmCVkSzJ0eS/vufs6+MI8GzQPIsv7MJDVUGf1wBns2W5k/K5aYRJWho7PYtcnO99MTSN9nQVUl3EUyaXsteItlrr0vnS59iiguUEisH8DnkVEUSN+nT/7UgITNoZVT9EF3Eencp4BBw3NJbhzAatefocYt/XqArAStOx8OZE1IVnn6o71kHFB4dWxD+gzJD+tPCN3HXJJAVSUO7bGgmDRiEwNsWuli8beJoSw/nmKNojwFSYa/l9nJywKLHWLiVYSm6t4sJY+03yfhilbZstNCw1Qffq+EJAmEkAj6gnrqUEU/P1lSadpGYLHFYrHFUlyUyW8/9eW8Mf+HxdKm3DXwe/0s/X4VJrMpTNHX+5KJTowiL7OAXz/+jSvHXnrMe57YIJ7EoZGLNR0L2eRCS5gJ2SOBbHQLfylOiHkB2dqpgqPLEwwGWfzFHyBAMclIJasLkiwjm3TVLuhXKcorxhXrrJbMBqcPhrJvYFAWOVZ3mxCRsy+E0kjI1cuSoLnnQdELINx6oZToN5Ct1Q/EOqEUfwQEgQj5rqUShd/3+4mWqlbRfBvA81DIOiuX1LupHMc3IZStfdESPgP3LAhu1Ac2d9SraMond5q30x1NK4DCyRTkBNizzcXVd2fhcGklijAc2Gnmw+fr07ydj+vuSw+5x5hM0OIMH41bpjPr/QQeHN6CjP0WEhsEaNLKR3G+gitWT7+4d4uNdX846d6vkJx0E/lZJmLr6fs8xTJC6PEAu7dEzvyU1MDPsP/Lwhmt4S6UkWRVz4FviuyKJkpWrJIaqjz76d4SmfUHPhgQaEKgyHq74gIZs0VgscK2dU5mvpEUOl6SJPx+ExkHoF4jH+deVoSnyMKfP9s5/4r8ULEtNQhej4wkQXS8yv4dVjr2cmNy6H4+pRMHSZL02gAl4gT9h4VXTGZyM63IERR9gOxDuXgKvVjskeNbTGZdBTq068RURpXNrSDlDzT3d+D5BlDBehbYRocU9Mryx+xl+Dx+JFkKKfqRyMssMJR9A0PZNzAoi2xqiGZqC4HVIFzl/TVEAcgOsF1YpX41XwHkDuCwnzugZkPuIDSlHXK9Occte61Tmo2mQh8WGShGU1Xk4yxkc9KQ92/AA+gKSiVrrtQYshwLrptO7KAGx8YzG0QeXreJrn2KdCVf08MpFAWatg5w70v7mfxoA3ZutNOygyd06KwpCbz/TAM0tYxfeaaZPVtstOrkRjFBSuMA2YfMbFvnJOOgmdhElbwsEwG/hNAkhJBwRKns3GTj+48SI4rYtW8RrmiNglwZTZXBpSGEQFMp5xYEJXPYEn/6w3qnnqIz4Ac1KGGylBS50iQ8RSb+/CmeP350kr5PAVQ9kBd9QuAJKDhj69F9cD2+meLhj+/dfPZ6faLigvQaVMDAYbnYbILiQgWfRyalSZBNq530PFfPWS/JEkI97IdutvhRg7BhxWFDixZUiU6oeOJrj7IjKxJqMHJmGU3oVY3trmo4th8HsuMScBxfVrf8rJLfkgivYxFKEy3K/N/gVKSmUn4byr6BwZE4R0P+VhCZQIwemCRUEIVAACwXIJuaVa3PIxX9sqib0LJuQE6cflxi1zpSiUVfVOS0LgDLaaPoa95lIA5b5//61Uaztj6SG4mj+uwf3mdkyzltCe4FESQuWV8BDPj1+y7Qs/BIkiAqRmPIDblsXXNY2f9xZgzvTYicxcTvldmy2knqGR5y0k0EAno2mnkzExhxZwbJjX3kpJvxemRSmvjwumWmv5wcysRzJHu22sjOUJBlCUURSIrQ7fRlJqxC6IWxAn7dgm+2aFhsQnc9kg63sTlADQr8fkCC7RtsvHhPCxAWkCRkkxeHy07AH0BTNRSTQnKzJP4zdSwTRr3Nno17EZoFEOTlmNm/w8Zv38Yy9OZMZAVsdkG9BkF++TKRM3q4iU8OUJBrQWgSoGK2BHFFq+zfaWXlgiBC3YHPVw9JkTnnsooD1WMTo2ndoyVrF/6NFutAPqJQhrvAg8Vu5pzLKpFN5ySj88AzkCUJTRNHxvuSl1ZAQVYhTpcDR6wdj8cTFrRscPIjhMDv95OZmYksy6GqvdXFUPYNDI5AtvZFi3oUit4ELRO0Et9V2QmWiyD6kSr1p7nLZq6pgOBfJ79F3HaxvuJBgHKKrNAADcyVSF14quA7XJk1fZ+JNx5M5ZlPtwJBtMpY+S0X1Kp4BnWIZAN8yLKeoclSxjAsNIFakjCpVSc3O/4+/F2ZMr7RUbsNBiT277SgyIefr1WLXdicGmdfmE98UhCHUyPjoJnvpyWSnWamx4BCkhr5UVWJ3ZttbFtnR1Mldm2ys2hOHG06u4lOCOKKVfH5dNcfm0O3mKtByM8xIUtgj1KRSs5HliAYAFOZr7liArsJvG747fsEhLCgBlVMZgVnVJCu/bJxRQUIBmDfjhgGjRrA1Cc+Y/vq3VhsGtEJKsGA7gekBiXS9tn44dN6DLk+G00IzBZBxqFEvviviyv+bzvRsb4SdyNBwC+xe4uNDyemEAzIFBfK+Ny5tOyWyvnXH72w09A7L2Tbqp3kHMojOjEKi8WMpmkUF3jwFvvofkEn2vVqfdQ+TkaatGlISmoSB7enl/vtCPqDTLv/Sy68YwBnX2HHvbsy9SMMTkYcDgdNmjSpXMano2Ao+wYGEZDtF6NZz9UVPnUf4ADbYGRTNXILF71UuXbF70L07Wje1XrGG9kJthHIppPEP9t2te63r+0pyQtYqgkEAT/ggKi76k6+Gufwj2dOhpnEhm6atgpWvLBRQmh/9Phal9CgjrANBPf7JcWxJLyFepVcq00gK7r1XNPAYhEkpujW/5wMKC489mTeU6TQsJmfrPTSn2eJnRtsrFrsIipWJeiH3CwzLTt4uOv5AyQ19Ies9UG/xM6NNj6bnERhnomvp9SjcQsfZqsgubGPnucV0K67B6tdr3RbWt3XGa1iMgs0VUJTISAgK81EcsNgOf9+qw0GX5XN1jVNKMjx44oppGlrD4qskZOukJ9jIrV9BqnNHmfKDy0J+BQ0VcPuFHpwrpBQzDJmCxzabSE/20SLTl48biteTwx/zovmj58sDL7qEOddmUlcYpC5H8cz53+JeN0KSPpKwJnnFnLHs0vKBd4eSY9Bnbn1xRuYNv5z8jLyEaKk7oHdQs8Lu3DflNuqevdPGh755F4eGDgOn9uPpgaRSmIqEFCUU4xZtdK6dWtU9SgFsgxOWhRFwWQy1ciqzEml7E+cOJFHH32Ue+65h0mTJgH6UsaECRN47733yM3NpVevXrz11lucccYZFfYzdepURo8eXW67x+OpcjU5g38usmwD+9BjNzwWopJWFe9yNM+AEteREj+9olfRzL0h5r/IJhNa0RdQ/HJJnyYw94aYN6sc3FUdZEVBS/gYcm4BdQfgLt0DUjxET0C2dK91OU4YzqvBMxXQq4RefWc2snIUL6YjkE1GPurTFdnSndwcK35fgN2brWhBGVkRRMeppDT1ER2n6ZVxgxCd6GP8TU3ZvraSy/BCQkiUuLCAyayFglozD5gBieRGfq6+K4Po+CAHdllRg3pbq12jTVc3I+7K4P2nG+DzSMSn+PG6FXZutJO214oazOKciwpAguJCGbMJTCZR0ofAbIGCXIVNKx1YrG4SksOTFUgynNGziDe+/43t6x0s+yWanZtsuItM2B0aAy/Ppd+l+axc5EKWBVa7it+nEPDJWO36ZEVTBa5YM4W5AtnSgLh6u/j5MxcHtxehmBUSGzagYbM9NGgaAODqu7LofUEh6/9yIsvQ8awiGrf0V/p+DbymDz2HdGPBjN85uCMNm8PCWf86k9bdUivdx8lI2zNb8sYfz/LiqLfY/fdeNFV3MUxoGMe1j17Bpbfpq4tmc+QCagb/HE4aZX/58uW89957dOoUnnrqxRdf5NVXX2Xq1Km0bt2aZ555hkGDBrFlyxaioirOiBIdHc2WLVvCthmKvkGdICeDmnPsdtpf6FbysgQgsBjyhqOp2WE+5OCHwK+QdQZa7HRkW+0XWZKVelBvDppvORTPAm2XXo9AaYuebzyILJ80r5XjQjalopEIZPHNhwmcd2Wens+6kqupmjsd2ZFcmyIa1BFpO/9mzltxnHNRHg6Xht8HWlAiO91MYb5Cyw5uYhI0ls+P4tn/a4amVd4yp5j0tJUms8Dn0TPnuItk3SJdEo3ZrX8h8UnBkkw8h/tWgxKZB8y06OCldWc3+7bbsNoEFmsQZ5RK+n4Lv/8QQ9e+hZgtguhYFSR9ciGbBIqixx/s3GBDkSUyD5pxRauhtJ2lSIDFCu26u2nfw01OuglPsUx0XJCYBA2hlcQGSBAdHyTrkEJxgYKsCMwWDSH0d4UkydRrIJPa/Uo65/WgSVc/CQ0T6DWkK3JWeI2Kpm18NG3jq+YdA2e0g0tuHVTt42sTIQRCiGq5aqR2asZ/V71EUZGHg1sPEd8gjsSUuFqQ0uBU5qT4VS4qKuK6665jypQpPPPMM6HtQggmTZrEY489xrBhwwCYNm0aycnJfPrpp9x6660V9ilJEikpRh5qg5OA6DcgtzI/MhWk+wQIbjjKcQLybkRL/PuEWPh1JFDXg5amBy8HNoBvDijvo8U8p6eYOx2Imw25fck8ZMHv1X2cTZWNk/JMAMfbtSmdQR0xf/o0Niyz06pjMa06e/AWCYqLZcxWQcAn4S4yUVwg+OC5+miahKyIsOw7R2K1q8QmqjijVKwOjeZtvdidQX77PpasgxbysxXU4GFF8IyexRQXlmjTZQgGJYRbwWwK0LKjh12bbaTvM5NYP4jJIkhu5Cdjv4Vt6x207VqMyQKyrLu1aBrkZ8uk7bHg8yo4o1XqN/GjaYKgP/y51zR9EiJJsOzXKH6cEcf2dQ40TaJBcx/nDsuj+4AC7C4Nn0cGBKoqUZBjwmoXWGwqfq/AEWWmy+DrMMWeR98rw41xGiUZfk5jCrILWfnzOlb+vJbifDdxKbH0GNSZrud3xO6smnHS5bKf8isVBrXHSaHs33HHHQwZMoTzzz8/TNnftWsXaWlpXHDB4UA3q9VK//79+eOPP46q7BcVFdG0aVNUVaVLly48/fTTdO1acSU4n8+Hz3fYalBQUHCcZ2VgoCNbm6Ip7UDdVIujaFD0LMSOq8UxSkYK7oH8R/RUnFIsyFbdt0X4ILgN8h9Ai//ktMgFL1uT0KJnIXEPalAhN1uiXn1x1GNCLj7Cc9R2BqcmOWkH2PjnfqJiVVYujiIQkEht7yUhSZ+s+30yO/62MfeTODL2W5FNAlnSA18jEZMQ5Mb/pNEw1Ud2mgm7SyWlcRBFEbTq7GXq8/VJ2xf+U222VDB5EHoMgQAsNo1mbXxsXOFEkqFpGy/N2ngRAvKzTPg8CmpQYHdqCGDzSjs5GRZys0x4ihSatPTg82q4YsLz8gdLbBKqHzaucPDq/Y3xuWUsNr3OwPZ1DnZttLF1jZ1u/Qv57duYkOubpkl4iqWSvP8S/a7qS2KzIZEvjNIW1KMZOQAi1xg4Fcg6mMP0CV+we8M+7E4rFpuFfZsOsGvdHv7+fTPXPX4FzugINU0MDKrBCc4aXZ6ZM2eyatUqJk6cWG5fWpruspCcHL4UnpycHNoXibZt2zJ16lS++eYbZsyYgc1m45xzzmHbtm0VHjNx4kRiYmJCf40bN67mGRkYlEeuNwdMkdxsZCChZgbxza2Zfo6FeyZoWSAl6mlJQf8ll20gJ+gBzZ5ZJ0aWE4DsOIMuF1xHfraJHestVDrtsaNiY4TBqUth5kEO7FIJ+GVkCTavcrL2Dyc7N9rYssbOHz9G8e3UeOKTVEY9fJCbHjlE227FWGyRH5zzr8whtZ2X9H0WfB4FoclkHDDz57wo9m610aSNG0T4T/W+bVac0ZFnD4qiK93uIoWU/2fvrOPsKs7//54551yX9d1sXIEkWNAGJ1C0eGmxUqHypQbtt8KXCpUfFCrQliqU0pZSKG7F3RMkkEAS4r5Z3+v3yMzvj3PXkt0I2Wjv+/Vawh6ZmXvv3jnPPPM8n2dUkRHjbZyiYNhoGzQ98f12QZJNGXS1GxgGVNS6PHBLDf/5RzXP3FvBg7fWsnZZBCl9ZR6loKvdoH2dRVuTRSEnGTnBpm54kco6h0SlR7zCo7rBwbA0Lz6SZK8DMkw5OOvnISh6fgDilVG+9MuLB3+j43/d9IcR2TUFAbTWPPzHJ1g2dwUjJzXSMKaOqoYKhk9ooGFMHe+9PJ9n79i9ChSW2bHsUGN/5cqVfP3rX+e2227baDz9+pnI3VX1BuPQQw/lwgsvZN999+WII47g3//+N5MmTeK3v/3toPdcccUVdHV19fysXLlyy19QmTIbQdbcBpVzIPI1CJwGseug5g380ulDgN5OW972K36VYTGAsogoJYIVX9o+Y9lOfOzLn+HN5xPEKwyaVw48ba6fuCsjh26n0ZXZngSjMTpbNMWCZuxeeWac3c5Bx6YZN6XA+KkFph2Z4eJvN3PKRW1MmFqgZY1FLm0walKBqnqnX1tWQDFmzyIdrSaeKwiGPcJRlyfurOKZe6p4/sEKFs/d0Lv71gtxHFuSqFo/9E8zbKxNV5tJIScIBDWxpEvdCIdQWNGyJkCyxmXS/jmCYYVpaVxbkEsLktUedcOLVDc4DB9bxAooKmoc7KKvw++5vqFuGL5MZiYlCUc8ZpzdSaaz/1wQTypcR/DKoxV878/LCIRBmr35LtKQXHbTpRv1XMtQBSRv2cgHcSYy8YWNfVQ7LU1Lm/ngjcXUDK/CtPq/d8FwgHhljLeefJdsKjdIC2XKbBk7NIznzTffpLm5mQMO6FXw8DyPF154gRtvvLEnwbapqYlhw4b1XNPc3LyBt39jSCk56KCDNurZDwaDBIO77pZgmV0DGQxC8Cs9v6vcw0PXuDFs09cMBbrIxv0EAvTu95A66au/4oVbv87+R2gqavOE1rNT+vkfEjt5gbQyH5q6MXsAsNcBefY/MoPW0LbWQilBNOEyYnwRaWhmvxhjxaIQ77wcRxqKqlqXZKVHISvJZXwDTxqw/IMgoyYWAIglPJ64s5ql74eJJV0CIUUubdC2tv8Y3n8jwgsPJjny9E6S1R6ZLomUlBJkXV55LMna5SHqhttoLYglXVrWWHgeHHtWhy8HWsr31QpyaUkoqhk7Oc+yeRLD0mgFFbVeKea+WxVI47rCr5LrSTSK2kabYl5iFxSe54foeJ6/OFj4TqRnJ8E0/R0CaQoO/Oh+HLEZhaxk+HAIf4Dq/H9QeADQYE6C2M3IUHhIPs8dQfOKVnLpArUjBt7VjVfFaFvbQduajnIoz1agvDXgrgZzONJo3NHD2aHsUGN/xowZzJkzp9+xz3zmM+y555585zvfYdy4cTQ0NPDkk0/2xNvbts3zzz/Ptddeu9n9aK2ZPXs2e++995COv0yZrWcIS5kntlMyqDEc1LqBz2ldcv+N2j5j2Y7sedB+NE56gD999Zu89OhCjj2zkwl7FwiGfUPfN/YDkLgNGdlvB4+2zLaifV07p39uLfsckqGz1WDtsiBa+wZt3UhfwjIYUozeo8jMZxIU84LqBkUhJ4km/DCX3KJeb+4HsyOM2TMPrmbZgjDL5oeJJlyCEb+SbXDA8B/Bo7dXsXJRiGlHpRk1sYCjBMvWhdl3epoDjkxTyApWLwmxalEQw9KMmmBz+CmdHHhMGs/1FxpSaIQB0YSHpwTpTpOJ+2WJRBUrFwdxbQiGNcW8JBzzY+49VyBMXcoN1tgFidbQ3uzvTmgtehYRXW2SH35qLE4RDANiScHhZx/J137/P1v0nsuKK4ErP/RntrNhmNLPYShVG14f5Sm/8rG5wyOtd0lU8VVI/Ry8hfjPWIEyJkD868jQMTt6eDuEHWrsx+Nxpk6d2u9YNBqlurq65/hll13G1VdfzcSJE5k4cSJXX301kUiE888/v+eeT33qUwwfPrwn7v9HP/oRhx56KBMnTiSVSvGb3/yG2bNn87vf/W77vbgyZTaHwJH4X8ONKPFsDubhyOB2yjMJnwLOu6AysH4Sru7yq4uGz9o+Y9nOJJIVfOvvf9nguHIcZFnLeremszPN5/e6jM51Kf70bAfFvMHyBeF+sprRmEJ5kM9L6kf4xa5EdzVcAZ4nqKhxWb1Eo5SgmBdk0pLaYS4tay1a11oU84JoQiHwdfN7KmZtgGDuzChzZ0aRUjN8XIGvXbsKzxNUNzjsd3iG9maLrnaDWNLjhPPamHJw1l+Y+gI5oH0Fn0BQIzzN2V9sJhQWCOl78D3H9+g7tsY0NbGERzjqYRcFVlDhuYJZz8bxPIHWYFq+hKRSAk8LAiHF4vci7HUQnHd5Hfuf+mWCkcmDvJ4NUZ4Hhbuh8LC/WyiqIHoBMnT0h/8gdwJGTxlJRV2SjuYuahqrNjjf3tTJ8Il+/H6ZgVFuBjJXQ+FZIAuEIHAYBI6BzFWlYyb+LrTyBTI6L0clrkFGTtqBI98x7BRqPBvj29/+Nvl8nksvvbSnqNYTTzzRT2N/xYoV/fRpOzs7+cIXvkBTUxPJZJL999+fF154gYMP3vY65GXKbAnSrECZ+4L75iaubMT3UKzDf0r3bWQysmYjsa1DTfAMCLwE9vOg8kC4NKY8YEL4bGTwwO03np2AsqG/e1MoFDi35nNo5X/3XniwggOOziKEH7+ugXBEUV3vEIkrX27ThL0PyfD+rKjfSOlrGwwr9j0sQ9s6kxUfhEm3mwipqR3msODt3l2iUMQvzOUX0toIAvY/Ms2X/99qKmtd2ptN7vtDHYvnhFm1JAAIhBDc9qsGDj+5k5MubMMU9ITxmAG/EJNhgDAEHS2+pzlW4RGJ+8m+iSr/Gq39HYFIVIPQtKwxee3xeEmSVmMFNcrzK/NKqUlWOdhFSdMyixH7Xk4wMmGz33PltUPbRX4tj747oJ2voKxDoOImpLHpisQ7I/HKGAefvD9P/PU5rKBFoiqGEAKtNO1NHQBMP/3gAb3+/y2orp9B/m4gXTqSgMh5yMQ3UG4TtJ4OdPS5owD2I/4PANH+C2WtgDxkrkEFP7rL/u18WIT2K3WUWY9UKkUymaSrq4tEolwJs8y2Q7kZaDsRdPMgVyTAqOn91fOAImAAXRA5B5n4v20/0D4o5ULuFig8AqrFP2iMhNAZEP7EhyoOU6bMzkimK8PF479Kqj1TOqKZcnCWT39nLZ1tJnZBkqxyGTe5QCTuYQU0nvJj1NOdBtd/cyT5rKSq1sEMaDzPN6yzaYPXn0ygtebIU7s45sxOOlpMHv5bDYlqFyk1LasDrF4aRHkMWJhLSEUw5DFqks2J57czelKeu/5Qz4K3IqQ7DVxHIoSmZphDdb2N60k++ZVmpp+Y6rGDlF9XC9eFjmYL5QmU8qU7TVMTr/QQwjfgVSn+XmmBkArDgPtuquGeP9b1jE+VknhrhtmARCm/3c9dfQKnfWXzFapUyzngzcX3SQboWW1QBBSETkdW/OzDfqw7HMd2eOgPTzDr8dnkUvmeignxqhjHfPIwjjnv8I0KkezOqJaz/TouA2EeAF4H6CX4sWR9fdYuPatqMUDRVW0DHiSuQ0ZOHdIx7wi2xE7d6T37Zcrs7kgzhqp+CrJXQ/4JIANYYE0FZwmI/goeGAYQAe2AFr6Rvb3HLE2IfQEVuQTUWsAAWVc28svsVrQ3dfDVQ6/oZ+iHoh7z34qwbmWA4eOLtKw2GbtXgUBIkemSxJIKM+BXv40lPWac0859f65l3aoAlXUOyhNkUwaFvGTs5BxL34/w4iMVzH45xqR98uSykqZVEZyiAF2yb/tgBhSVNa4fJmTAig9CtDZZ3PyTRoJBRUdr/50ArQWtawNkUwaGpbn7T7U0jC5SUe3huoJw1CWe1LiOxHN7E8390ByBkB5OARbNCRNL+h72dIdBLmMwcmKBT3y5hZoGh7dejKM8wehJBSYfnOGpO6tYOCfS411VuReAzTP2lf0uePMBo1feF0qDC/khPYWnUV4eaeyaibpWwOLMr53MwSdPY/7rC8lnCiSqYkyevsegibv/DajUjesZ+t3PlNLuTr9d8PVN2O4tK0qGfSmEB4HvHLMAB9wFwK5v7G8JZWO/zG6J8trBWw1GA9Ko3dHD2STSDEHyx/5PH1TXVZB/wDfsheW7zXQr/oKgRP5xVOCjSGvzFaqGCiklyOHbvd8yZbYHP/3E9TSv6C+N6zp+kuoj/6jmov9dx8S9C4SjHrmsr4jjufQk7Lo2fOSEFFZA8/gdVSybFyaa8IhVeBxzYgeFnGDZ+77aSrrT5I3n4xuttGuYinBUUSz4ije4mkJO4jqGr4STGVwWNpcxkFKzfH6Ilx6uYOohWQIhzbjJLghwbD9+SPkFdZESonEPdHfegSCXNkrjgHBUsWZpkIpql49+spMZ53TyxnMx5rwW46G/1tLVbpJNG35OQEgxef8Vm//G5x/A99IOZshbQBaKT8Mu7KEVQjBi4jBGTNxOSmq7Arm/DXKi23DvZqAwnL7fneIA50z/X/Hfp3BUNvbL7FYo+21IXQvu+/il1iXKmAjxy5GhI3b08Lac6P/4ybDuUvzJLr3hNe5MaDsGVfE3ZGjTcnZlypQZnGwqxyN/up35Lz9J87IciSqDVLuB//3zq+GCZt6bUf56TQOX/nQVFbUuVsAPiWlZE6BtncnwsTaRuCKAx+QDM/zl/zXQssYgGHKJJFzSnYJC1kCavoKPUn1NlZLaTWnRIKQmGvcIhBROUZLPSRa/FyYU9hi7V55QRJHqMFk6L7TBTkBflBIU8pKVi4OMnpTj3dcSPPrPKhpG2xxxUhuBsL8wMEyorHVYt8rig9kJVi4MkOo0GTHOZvQeBQJBjWlp7CJkukzCMZvnHqjgiTurKOT8sKZgSJFNSRxbMn5qngn7OIMPbH20XfqfwRY+3cfLVap3F5RSkL8N6Fr/TOlfyYYG//psLOxJA45/jTMb1XUVIng4BKYj5O5v/JeN/TK7Dar4OnRciu/1Nko/yi+53vnVXTILX5r1qIo/QPZ3kL9rvbOi9KMAFzovgYZ3tv8gy5TZTXjwDw/itl/DI3+poW2dhfICaKWRBhimh+uA6wmkqVGuYOG7Ed56IUayStGyxqKQE+RzBokKD7socWxBolJTyBvssV+ey3+xisYxNlJCISd459UYVfVF1q0IobVAA4alOeyUdl56qIpkjc3Bx6Y48OgMKxcHeemRCjpbBY7jsc+hOY4+o4uaRgfT9C3892aFuf2GevKZwR/tWgnefiHOzKcTeE7JOBLwwF9qOPVTrXz0Ex14ruDpeyp56ZEk2ZSBBoo5g/ff0DSMtDnunA5iSY+2dQYzn65h8Xsh1iwNEgwrho12iFV4PcW3pFTEkx6t6xqp29zNx8B+ULgH3zgLDHCBC5hglUU3dhu6fgjFf2/kAkX/+i7eer/DBuIV/Z6RfY9pcJeg3QVgvwWxSxHrK8vtZpSN/TK7D11X4Rv6vXGiQJ8s/P+3S2bhS7MeFfky5O8oHemewHquwJ/M8qj0Lcj4Z7f7GMuU2dW578aHmDjmSn51/Wha1loliUqNYfq1WlynFEPvQSiisVF4rmTRnCgHH5ch1WngOZJQxCOW7K5mrbGC0N4sueT7a7ECmnxGgoZwTHH4SSnG7ZXnN98dzsJ3ogwfV2DywVnenxmjbrjNhd9cx/AxNk2rLGY+mUSgmbRvnpETChxwVAaloGW1yeg9iuRSkn2nZ5n1TJ45r8V7PfwDePpzGQNpKAJhX/HH86CQk9x7Uy3hmMew0Q5P3FmFVr4qj2lpPMdDebBmWZD7b6nBczVL3w+Tzxk9OxBSajpbLeqGF5m0b54R44s0jimydnmIObPGMGOfzfwwgmeAvB5UK2hzvfncAzwwpyKt0R/uwy6zU6EyD0Hxzs25svRvt1y1R/9wnvWryJf0ZXuQpesdMEeDLoDzJjr/MCL6yQ85+l2DcjZdmW2Ost9Ddf0Y1XYxqv0LqMzNKNU5tH0UZ4FaCVgb6lIL6R9X7VAcwoq125MeQx82ulVZfGTwcx8Clb0L1fENVOf3UO6SIW27TJmdhVR7mpVv/5JFc6M0rw7guaInNl95fvx6KOLH2ehSTHssoTAsxZxXo3S2mDSOthGGppCXNK0M0LTcIhLXfkEpS7NmaYA3no2zYmGQQl6S7jRJdxkMG+PwPz9ZgzAUiQqXJ++sZuWiACdf1M6w0TbLPwjy/qwoXR0mwbDGLsDBM1KYlqJpRYC64Q7V9S6OLVm9JMhhJ3URjnob2jnrEQz7RbvQfs5/MOzr5j/8txrmvBYlm5IoDxa8HaF5lQXCvyeWdFnwdoT5b0XJZ80eQx/8MCHXETStDLH8gzBj9yoSCPpFpNYu23wnizQMSPwEiAB50HnfMNM5oACiGhK7rhJPmV6U3QSZb27ZTeFvAEl849/p81NCNIAcWVLkCeEb+GEgCmjw1oIzD7wmIAH2K2iVYXembOyX2aaozB+g8wuQvw/cueDMgszvoe18X3FhqHDewV/VD7ZZZQEKnPeGrs/tie4b77oxtdyhUdJVuQdRTQdA+nv+Aqnwb2g9GdV8mi8VWqbMbsRDf3yCj13cyiuPJrELAq1EjyqN6wrsokB5AssqGcj43nGtBJmUyc0/Gca6VRZjJhUYs0eB4WOLVDe4zHsjxJ9/3Ei6w2T5ghDZlEHTiiBzXo/S2WrgOQLPhbrhDtG44r03/ATdYWMcxk3O07rGQqnuxFi/78bRDrGkIpc2sIKKmmEuji18TXwJlXUOk/bNYVi6T2Xnbvz5QYhuxRLRc1gApqnparV499UooYgiWeMxad8cVsBfrKxdEWDlohB2QaK8gc0H5fk7IGuXBbBtQbEAxUIAK7RltShk6Bio+gtYHwGC+COMQfBEqLkLGRi7Re2V2UnpvHjL77Gfg5onIXgaUIEf6hUH80AQSf8aYYGsBVmJbxcY+Em7LnhLwJ0DzkxwXvXtAtU0JC9nZ6UcxlNmm6Hyj0L2b4AHsq73qaMdUGsgdSWq6k7kUCTHyCS9sXkDeZBK8lsyuvV9bUNU8XV/YaSLYO0B4YsR3jxwlvW5qttlt344DxA4fOvHUHgeUt/F3ybtliwD8EDNh7YzoP6pre6nTJmdhefufJlp0/zEVV+JRvdMV93y7r6BLJAGHDSji2LOYPZLcWxPsPyDMDd8awSHHJ9mj31zmAHN4vdDPHJrDSdf1FaS0OzjAXcFH7wTYfyUHIGwRyisCYZcfKcEZLsMnru/gmS1S+NoG9PSoP0kXiuoAI00NJGoIhBU5HOSSMwjGjfIZQUHzUgz/60IRVf2S/TtxgpqRF+ZwhLSALekk6+UIJ+RGCZU1HhEE4oPZodJd26G2SA0ti1oX2dSXe9iWoKJB+y9xZ+LDOwP1X/13zPPRhoDxe+X2aVRS7f8Hm8mZG9EVv6if1NKQfsnwFsEOlyyObp/HKA78btvsq8NahU6+w9E8kdb8UJ2bsrGfpltR/4eoAjCN/Q9T5HpzOIWXQzDJJpYgbDuJ5A8f+v7Cp4EXItfIns9D5L2gJz//9lbULk7IDgdYpcjzRFb3/cQoLx2aL+kpC1dijssPgaZP6ONYSXvRAgo9Llr/aDcAES/vvWD6boG39DvViDpRvrH9UpU7l5k5Kyt76tMmZ0AO+/w7isxTEsjhUBrjWFoZJ8npJC+1zoQVoye4PDJr67i6ktH8doTSbSCdIfF03dV8uSdVf3bLsoem8Ox4el7Klg8J+qHBxkwab8MBx2bob051HOP5wnmvB4l3W4iTY1laXIZg842wzfus0bPkt9fiPjjq220KeQlgaA/J2gt1rPnRZ//bojn+gudxrEFli+IEo4qXBeyKUk0rqiocTfL2NceCCko5iVrlgQZt3eUvY7YOnGEsqG/+6Hs9g9/c/42FAqZ/EHPISklKvpFSF/lF6nUcXrN3G4pzu64ffr8qyD/MCr2LaSxeybqlsN4ymwTlLLBnQ+EQAiyqTxNS5tJtaXJpfOkO23sYpGZD9zCsvdWbnV/0ohB6CT8oNp8KSkX0C49hj7gG6udfuXXtnNQ9vtb3ffWojwPWs8sVYvsrgCo8b0OGfAWAxaYMxhcfUBC/OqtTj5WbgH0st42N6AU5Ju7bav6KVNmZ2LsPqOY/UqM+uEOwYi/2JaGRkr/B6Ep5n21nGDII1HlIiTsOz2DaeqekBmlNzSjF70bpliQuLbHH38wnA/ejuG5fsEqzxXMeyPO368bBmhGTSxQUeuQy0ja1gTI5ySZLpOOFpNiXpLPGLw/K8LqxUEiUUW6Q/LBOxFWLgrS1mQhpCae9HjizkoKucEf78WCr6ffF6XBcyXDxtgcPCNDIKhwbEEoXCoSVvB3NTYHTwm0BjsvGL93nvP+7yLC0YrNu/lDohwH5WyBvGeZnYCtMawV5O9Guav6HZXh4yD+AzDG4TvHOumvxtP9veh+xgp8B2EO8v/aivHs3JSN/TLbiN4vVzFn09nchVIKwzAwLP9HCEEhm+Nnn/othVxhI21tJvGrIPhR/NV6HnSWXh1m4SfriFCpoEYIdAd0fmPr+90CVPpBVNMhqKYpqKZ9UG2XQccPQK/tHWfPT/fTuJRrYMXA/BiIevp9deVoqLwTGT1tCEa4jt4QoYEo9atSQ9BXmTI7B6d+4aMsmxfC8zy+ft0KwhFFMW9QyEkKeUkhY+A6EqUgkzL59+9q+d5FY1GeJhzzC11FEi6RqEck5hGr6F60w9J5Id6bFeHmn45Aq8GT6z1Xks8Jqmr9hYRSYAVK2cB9vo+2bfDgX6tIdZiMmmjjOoJsl0E+K0l3GfzxqmG8+liCwb/DfnuFrMCx/QWHXRQU8wbhqMfF31pLdYPDPtOzOEVBy5oAmS6DjhZrowuIvhgGNI4p8qUfreFLP1pN/YTjN+u+LUU5ji/60DQV2qZA2xRU036ozh9uk/7KDC0yEMDfsf4wBIACtJ6BWnc4qvljqOyjfrvhj0LVXVDxG0h8D4Knd/eIb5t49Ff2CeLLca750K9lZ6ccxlNmmyBlCGWMBHcB6U6F8hSGafQ8f6T0V9RrV1TStHQdz9z+EidfctzW9WkYUHkDyl4Aub+AvRTUHAasmCcM0BaolajCS8jQ1se6bwrVdAjQ0eeIA85/1rtq/Qd0t8GfAs8GKwTW0aVTGrxFiPg3EYF9h2iU3QuJ9SXMuilNkDI5RP2VKbPj2eeoyWTSCcbu1cURp6Sprl/CH384grXLAhQLvpdaSD+BNRJTdLWbtL9sseDtCMkql842k3jSQ3WnBknIdPpucK0Ft/+6FuVu2i3esjpIR4tCewJpaJziwMb1wjlR/vFLyVGndTJurwLxCsWrjyd47oEKUu2bnwirtcB1/fGOGJ/n899bw8iJNu/PijDtyBTDxxVYPDdM6xoLIWHs5DxP311Je3NgcC0AAfUjbb5+3Wr2PjSHr6gz9CjHgfZjQa9b70wOCv9Ctc5D1mxMt73MTkH4fMjf8iFu7I6/T4FO+WE76a+j0j+B2ruRRiMEDwVAkYTivfSG8HQ7tAz/i609/3ezdghe0M5J2dgvs+0InQaZX2EYWYToNfQFmkSlQ7ojwMynR6O8NO88995WG/vdyMAeELgOlbkZMnPxV+190C7+RFEyaDs/jxLnQu0PkXLoN7u0ttHrjqa/oT8QG+tb44+5T9yqzoEIl+L5hwZphlDGePA+YMMiJtCz7Rm9ZMj6LFNmRxMIWlz4g3MZWf8jhIDxU/P87I7FPHV3JXfeWE8hK4klPayQwnMEhZxEBjSFnMS0JEJCV7tJMOwhDShkJVZQ4RR9A38gQ18apdAfRT+Pv2v7SbVasdFquEveC7PkvRA1wxzsoiTVYW6hGJfgf366jGBQMHavPGP2tEl1GGS7DCJxj2LeoKLa44CjMhimZsweeSpqXDxX8Pjt1eRzvjRnXweFENA4rsA3f7WKKQeVwifjN2zJoDafrosHMPT74M5GZe9A7ub66bs6MvldlLsYnOeHqMVWaDkdVfs40ijlzwSOBlnt120guL5EFX48fxjCFwzRGHY+ymE8ZbYd4U9A8ERMQ1FVXySWsIlXFKmoKZJNm9z5+8nkMgFA4NruNhjAemtZ7YJO44f29PVce6D/Bc17otruHtIRaO2hUzcBrZtx9fplwNcvnBXu2zCotWBOKMUmDiHxH+EvKjz8HILubU8HX6NvAjK8a1UiLlNmU3z8G6cybKxZiqCTSAMyKQPXFcQq3B5DH+GH15iWX3DLKUiGjfKT/7JdJsWcJBxVHHh0uif+f30MU/eo/AyEFHrjUTg9CFrXBki1b6mh75PqMtj/yCy1jR6eB5G4R8Mom0NmZNhj/yzDx+UZvWeB/Q5PM3ycQyCsOe6cdg44Ok3DKJtYhUck7hJNuFQPsznkuC6u/feSXkM/+nVk9OgtH9gmUIWXwH1j0xdm/jDkfZcZemT1TVD1IJDoc3RrfNFdkL6+t33DgMglpTZzviKg1iWbIAcICJ+BNHbfHeuyZ7/MNkNKiUr8iPuvW8EeU+cxcryN60kWvlPNcw+NZO2yBJ7ny8gNnzBs6AcQPhEy1+N7xMP0xu9vBOf/UJ0TkBX7Dc0YnLm+Rv1WEwTRBTriJyCrFpB1iPA5iPWLiG0lMnQAquJ30PldoJ3ehZEB5jSo+NuQ9lemzM6AlJIRk8YivQ6soMJ1JO3rLJTnG/ee41vfWvneePCNcscpxb57mqmHZMhlTVwHTr6wndM/18zPvjyWzpbe0JpujfsBDX2hMQz/nGFoX7N+G1JT45FNGcQSHoHuDdBShEP9CJf69cTK8hlB/QiHr1y9mjeei/PGs3EyaYNozOPAY9IceGyaiupKsPaB+E+Q1jYKi+i6dvOu023bpv8yW4VS7ZC7D9xS3RtzMkTOgrqZkPs9ZO/ww3K2hsLTwE96fpWxT6NwIHtzyeln46+oI76hn/z+1vW3k1M29stsU6SUVI48n2u/+i+CIYtoslfnXmlFV0uKaDLCCZ85Zuj7NhpQ1sHgvFhK1t1MChcBc4ZkDNp5o+Q52FzW9+4DGBD8JLDMN/IJQOAwRPhkhDlhSMa5PjJ0FDS8iso/Bfbrfs5D5ELkbhzTWKaMkfwWXut5GAY4RUV1g93jMTdLybK5jIFrC0xLowHT8uP4Dz427Re/0jB2rwKGoamq1Xz71yuZ+0aI23/VCGi09qU9u+lOxQ+EPIIhjRXQpDsNPE8gTY1yt5XBr9n38ByFnEEmJamo9WP3N7ajkKjsrj/gMePsTo46oxOn6IcsmQYQvBRZedk2Gq+PcpaD3lxt9q1TJysz9KjMc5C5jP4qeQ9D5rcQPhuCR5YkM5vxk3e7d5W3lA2f+TL2eVT4YijcBe5KMKohfN5uK7fZl7KxX2abc/LnZzDnxfd54/F3yGfbCYYDaKUpFmxCkSCf/PYZDJ+4DTz7ABXXQ/v5Jf36zaW46Us2F9UGogp012besH6hGwNi30XGLkZ7bX4ikogijLqhG+NGkOHjIDw0uRRlyuzsyOABzHwuzv6Hp4nE4chTu3j0nzVk0wbxCg+lIZZ0qR+hkKbGLkhOPK+NfQ/L0LwqwF1/qKOmwaGQNVixKET9yDRCauobPcZNydCyJkS6w+znsU/WuHziy+s46NgULWsCrFkWJNNp0N5s8vJjCdrWBgcdr18hV6HUlu/uGaZLLOlhFyVVdQ6bm66kdUkbwAXTAjNSclBYR0Pya1s8ji3GW8HATpEBMCdu06GU2TKUuxIy/8PAAhB5yN9Wkr/0AOlXwcUCHcA3+BV+aOlmsL4oRwlpBCC6+8bmD0bZ2C+zzTFNk+/8/as89IcnePZfL9G8ohVhSfaavgenfP44Djl52jbrWxoxVNV90PoRX19/eyOqwExspmOiGj/UqPtBVg/JryLDvqSmMKpL15QpU2ZbsPKDNdx/cw0T98lSUaMYNcnmsJM7efruKjpbTUIRj8YxDo7tJ+nusV+OvQ7Ikqj0kNImUelgBTQawZL3Q0yYmqd2uEO6w6C63qOqPkMubTL/rShKCRKVDpddt4q9D82itaCqPsdeB+RwbYGQcMhxKa7/35G0ru1fUEqaimBIo5W/S1AsQE/8zWbF7is+9Z0WTBMiMUUktmUB/0L4hj74YU1CWhA4bJsIHGyAbMTPYdqwAvAGxH6y8fNlti/tX2Zwpbduus8rv5K8CPqKOd1CG1oxkNd+A4LTP/Qwd0fKxn6Z7YJpmpz51ZM586snYxdspCkxze3z5ycNA2UMB7dzu/TXFxE4AG0/B4wGlg9+oRwBNQ9C8QnwOsEYBsEZSFmuGlmmzPaieXkLJ1/USiyp/Bx4Dy7+9lpWLQqwcE6UeFKhFUQTHtOOyHDgjBSVdR65jCSW8PjICSlefjRBKAJ23uCpeyqZdkSaynqXBbMjSAO+9rNVLJ2X5vUnE+x3eJopB2dLOQAay/KTgrMpSSTmMWGfPMec2cFdv6/vGaMQsNe0PKGIYvkHQbJdBkL4hr80/cRhOz+Y0a0wgh4HHpXj0BkppKGxgpsyvjaOBtAOIns9KnQ00hq9Ve1tChkYj5KjQC1hozLBoc8iQ3tt07GU2ULUgi28wQZt+lLZW0QFxC7fwnt2b8rGfpntTiC0AwzYyKcg9V02z+21+TrVm25qbwgcCvpFcBxggKIdcjKy7n7//8NnDV3fZcqU2SLyqYWMn1LwpbdLU0UoDD/623KWLQgihCCblkSjiqoGh1BEYRhQyFqsWhKkdrhDZ5tBMKdpbwqQ7jR49v4Kho0qkO400Qqef7CCky9oZ/KBOUbvUSAcVbiuwJBgFwX5rERrQS5jkKx2OfT4NP+5rYZsyjd4ahptklUuSkFNg8O4vQpUNti8/HAl+azALSkGdU91kZhLrMJDCL/Y1bAxRc69tJmRE22kgODgUUKbhRDdIT0FyP4BKn62dQ2W0FqzZnETC2YuopAtEq+OM/WwPaisr4DYVyH1Hfwky1JV775zuzgcWfHdIRnHroBWnWDPQjvzAe3ncgUORhg1G1yrPA/yt4O3CsxDkNFjt+dIP8Q9OV+YQpQy1ykCIQh/AfJ/xq+S240ARkLVr5DmiAFb+2+lbOyX+a9ARs5Epf8EesmmLw7fNWT9CmFC9HNoUQ3yJfBqwesAbJB7QuWPkWbDkPVXpkyZD8faJetY/u6jTNnLQyuQfdQsDRMm7l1EK3BLIcNCQKrDZMXCILm0QS4jyHSauLbBigVB7KJfcRcNKxdGerT0n3+ggkLW4JgzOwhFSgmvWpDLCrIpA6+UkKu1QHmCcEwRS3q9xv4wB2lAOiVxbMm0o7rY//A0E6cUefWpGGuXhijkfCWheJXDFb9fzsynE+QzJolKlzF75qkbXsTzQEvo6oC6xo1r+m8K2e14dbYkN2pwHNvh4T8+yazH3iaXyiOEQKN58u/PcfxFR3H4WSeiyfjyirqT3pogQQgeC4mfD8k4dgW0swCd/TN4q/ETkgXafgUKj0H0s4jAfkDJyG//BHjv9rn7r6h0AMLfQiYv3gGj31xyfhFMPMCA0OnI5Fcg+RWU/S4UHvVlNIPTkaGhF/vYHSgb+2V2WjzXZfV7f+e95x6iYdRqho/JE01CIBjAMEdA/FJk5ITNb7D6fui8GNy3B78m+A1kcvJWj70vQoQR0fPQ4ZPBXeYfNEchhrAYVpkyZbaO1/8zkzWLVhGOKgp5STSu/OLbpfPdiandTnPXESxbECLdbhCO+R7+Z++vYPn8MLYteur2SEOvZ0gLXn8qwZzXI3z/phWEox7pToNITBFNen0SZTVSgl3wvf09aE2q3aB9ncXEffycASFh38PS7H1oGgS0rrH4wafH8smvrEN5kuknpDFNjW0LAkFNZ2uAaKJIMKypafAHtzHd/+3Nk39/nhfufpWK2gS1I6oRQqCUom11Bw/98QmiFVGmzfg4KniWXxnVWQhGEsLnIo3/HsUwrTpLhv5av95Kd7iLVuCtQGf/Asb/oamDlmOBtQO0YkP+/6FwkMltXSwxAaQ+5L0uiBqInIuMf73nqAzsA4F9hmR0uzNlY7/MTonnujz1p4tY9v5qPvmVZiIJ1fPwFKKIVvMQqa+iUpVQfR/Satxkm9IMQc2dKLcJum4C534gDRhgHACVtyIHyCNQxRywChiN3Io9byGTENj3Q99fpkyZbYNSijnPPUOhC3JpvyiW1r4B7NhgmkAptCeTlrz0nyRdrf5csee0HI1jiiycE2HsXgXyWYM1Sy2Ulr7N5Ql6lwi9Kjy5tMnMp+Mcf247tm1it5rYRUnNMBvDBNNSCKF5+6WYXzSrxNoVQUZOKLLH/lnO/Fwr4bgq7RoIpAHVDQ6tTRZnfbGFw05Kc/lp4xkxziZe6dDaFMApSrTW7PORDJd8bx1GSPe81g9LzyLB2nqjK9WWZuZ/3iZWESVZ01tkSUpJ7chqVi1cy8v3v85+x0wpFUv6+Fb3uctiz/I9+n0NffATWo3R4C1EF18Dt4uBDf0+5K9HRT894DNwyIh9HTJbmjQdwg/diULNC/5nXmaLKRv7ZXZK3n74O7xwbxvf+f06InHtl44H0OBpP/YUQIgOaDsFVT0TaW1erL00G6D6+8DGi2i8fvcV3PObt1mxOEggqNhzvzyHnewy/fwbsCL7bc3LK1OmzE6E53p4xTWYlm9cH31aCqXBc3zteSEh1W7w2/8bzpxXYxRzEg0cPCPF1ENyJCoVw8fa1DX61WXv+E09S94P9fGU9zf0u5n1dJyPnNDFmElFutoMWpsCmKbJmL0KmJZm5cIgT9/dfwfQNDXnXtrsV69NKIIhRTCscGyJNDSGqRm3Z4Hxkwvc/us6OttNOlqsDfpftiBM/Wibsy5p3ypDv5cIxC/d6laWzl1BV2uKEZMGduBU1idZs2gdzStaaRjjSxArrwXSN4D9IqgsyCgEjoH415FG1VaPaWdFOwsAY+AEViFAhMGZA/nHN6M1B4r3gbntFk8ydhHKeROK/9nMO0xfflP71dzLhv6Hp2zsl9npcB2H1x6Zy5FndhKOaTzXjwnVJUVKga+SYfT89WYh/2uw/ndI+k+1p/nW0Zew5D0XdG+xjbXLgrz8mOLQh/6Xr/3peyQbjh6S/sqUKbNjMS2TuhFFFr0r2e+wDAhwi4JMl8DzJG8+H+PvPx9GR7OFxq9uG4l7oGHWM3HmvRmhusFBK3j31RiuIxgxvsjKhaGN9pvuMnnm3goOOS5NwyiHURMLKOVX5G1aEeCOG+tYtbh/G61NFquXBjju7E60ADsvCIYVsaQ/QboOrF1h8vDfannm3o0Yulpw84+Gc8BRKUZPcAcWPNFgF8EKlNQPB7qke0GT+CHS2Pr8I8/x0Foj5cArEMM0UJ7CdXwVHmUvho5PlarllnZRVBYKd4L9LKrq9t04WVOx0SpoPTtKnZvXnDtvq0e0KWTlDaj8xyF9NajV+EnWA2nnm0C3mIcCkRjgmjKbS9nYL7PT0dX0GmuXCU672K+wN5B0s4b+W8/5ByGx9ca+67p88+jvsWyux0CTqF2QvPhwBZH//Snf+MdRiKFxiZUpU2YHIoTgwGNjFLOtVNT4ITypToly4c0XY9z/5zq62gykqZFS4xQlxbzkzecTROMeoZhHXaPD5IMyLH4vTCjiJ9U2rwpQHEQGU0iN6wjefD7BqsVBho9zMAOKllUBrKDCLgi0lkSTLtmuPo9qDff+uYZho20m7ZMnEtNIww8/WvhuiNuur2Xua3H8hNWNo7Xgl5eN4TcPLxrkjQEr6C8gDKNPIi7+/OvYkO4wqNnzD8jw0Zv/hm+EmhHVhKIhcqk80eSGhZEyHRlilVGqGir8A51fKxn6oR4PdyEncG2HQKgFq+MyqL17SMa2syHMCX4yrl/soP9Jrf3q7eae+Apzm1HsRdZv+pohQIYPg/AjPb+r9D8g+9PSbyZg9ck/8AANwSO2y9h2V8rGfpmdDuW5viFv6F4FuU0mjhU2dcFm8eI9r5NPLSaWtLALAsPUKCXwPIFrd6tkwON3JDnzG88zbtrRQ9JvmTJldixTj7uQ4aO/Afg7hwvejvDezCjPP1BJustAKYlhKpyiREhIVLgU8gZKQzTmsWZZkGzawC4IgiGFFdAkKl1a8gNLDVsBRWWtjV0wyKUN1q0UFHKCZfPDVNS41A63iSU9NgyhFjSvCvGTS8Yy7cguTvt0G0ZQc9OPhrFyURinuGWFrZa8H8K2BaFw7yTbnYwMvQW0tIZ0J/z16gZiVYrhY2yOONWgZq/rkKGhM8RG7tHI+H3H8N7L8wlFgxhm7wqjmLdJd2SZfsYhROJhVHEWqOX44R6+ItLqJZLOVvDcEMlqSTC0GJ14lokH7oYqLYGDfdUdb4Ufo9/tfNLa95rLKkTwI+jikWA/tonGBIR3kCJP5Hwo3A/ee/Q87LWHv0DxQFRD/Bs7Zmy7CWVjv8xOR8WwQ6lt1KxbGWTYKMc3/LullPvQz6k+RFt8S9/4E7GEonW1RBj+Vr72ROmBp3Fdv0KlVoLfff1Wfvni0UPSb5kyZXYsv/vmYv7nCg+t4Yl/V/HUXZXkM5JC3k+01Qpc2zekhdQIwzfY7YJEa0hWOXSss0CC5/hJRoNt/O05LcsRp3QxbkoB5UG602D10iCvPRGnZpiNGdC0r7PIZyTF/MCNuI5g9ssJ3nguifJ6rzEtf5GhFHS2bjqPSXmCfMYgFC6FUuj+NiOUlHoU3PqzRh67o5ZfPZxgr8MOh/AFSGNo66YIITjt0hPoak2xYv5qIvEwgXCAfDqPY7tMOWxPjv5EqTpq8QX8EJAwuYzgg9mSXFoQDGsCUY1dMDAthydv/ieOO5zJh04a0rHuaIRR40s7Z28Gb6Efo4/wPfqyChG5CGGOQscuh/Yn2Wj1WvMYX8RiByANA1V1G3RdDvZr+Am54ItnTIHkL4YkROy/mbKxvwuhPBuyv4Pcv+iOwdP0xrJr7W+zCirBnAKJy5GBvXfUcD80VjDMISeP46m7HaYenMEM9IbsaO2/5g1Ce6JfGpK+DZbQ0VJd2kHUoHzvPhqUgkBAYZc8Z3NeyeK67narBFymTJltg1KK5+96lYu/LljyfpjnH6ggXuESjQuaVwUwAxrH7nO9KyjmJVJqPA9S7RaFvCSflSW5TEkk4VHIbehlP/JjnZx4QTuRqEcuLXFdybDRNmP2LBAIKl54MEkoqjAtTT5r4NiDhwrahe72FdGER8Moh0SlQzAkCEY8XniwAq03HmpoGJpgWPUY9tk0BEK+ApEoba16HnS2SR69vQZpmMyfdyZTTjh1C9/lzad+dC2fu+YC3nhsNm8+9S6FbIHGCQ0cdOL+TDt+H8LRklHaJ3RlzVJBLi2IVeiexYphaoIhTT7j8NgtzzDpgHGY1u41X4vAvmBciS6+Cu5c/yFp7YkIHIowRwEgA2NR8d9B+isMGB9v7I+s+eNG+1Ge/wUY6sVdN9IIQ9Uf/WTrwuOgHQhMRwb22Cb9/bexe/3V78YoLwMtpwMre4719br0/KtB04FwX4L2l1BUQe3Lu1wW+0Fn/py1iy/ixYczHPmxTn8bGUCAFCWhge5nmByFjJ6z1X02vXc1C2ZHqB3ukOk0etQtKPUrwPfsl9Aa/vPnpznt0i3Q+i9TpsxOx7yXn+D0z6ygeUWQmU/HsQuCYaM8Mil/DpCmJi+MfruLmS4DIXwngOcIrKBfxdWwNIW8ZMHbEQq5/vNu3XCb0z/XikCzcnEQtEBpyKUNktUO009ModHMeiZJV7tJW5OFUhs31s/43DqOPC2F5/oFuFLtBvPejLB6cZDqYTatawaQC+5TYbdhpE0k1mvsh0uaBFpDIQed7QaxGOQzBlYwgDRM3n3+Pc6+bNsZ+wCVdUmO/9RRHHfRkXiuh2EaG+ZIBU+G7F+wbZvOFotgWPfbTQlHXXJZCxnYkzWLm1jy7nImHTB+m457W+BXvf0H5O4BtQ6ECdZ+EPsKMjAZYTQgImcCZw7ahoweiwrNhsz1UHjQN6aNRkj8BhkcNXi/uRsh/wCoZkCg5HCInIOMbRtNfmnUQvTCbdL2fzNbFtxXZsfR/hkGMvQHozvmUut21Lq9cNp+sG3HN8RYwRinf/tfDJ9yGjOfbaB5jV9qvt/CBoAkiMmo7N9R6sMW6/BpWvQa2ZTBiHFFwjHVkwTcg/Z3UaTsPbhi/qqt6rNMmTI7lpXvPYvb8QsOPT5Fe4vBsgUhwjEPDUQTfqErz5UI0X/SVZ7A8/ANduWH9pgWRKIKrfUGhj7AlIOzRGIemZRBNK4wLE0goKkZZlNV51Ld4HDEyWmGj7WxApquNrOn8u5AGKbijM+3MnGfPGZAk8tIahsdjjqtiwOPTbPHflmEHOBh0X1IaCJJg1RnrymgPFCuf0k4AjX1HoGQYtHcCNLwFzh2cSD1lG2DEALTMgcUQ5CBPcDYC+0pzIDXR6ENgiGHQFCxbEEjhlWFa3tkOrLbbdxDhfI86PgsZK4DtRDIgO4A+xlovwCVe2Cz25JGAJn8DrL+ZWTDTGTt/YMb+sUl0DLdjyZQq/BVc2xQyyBzPapzaNTvymwfysb+LoDKvwreOz2/b2mVQyFAFO/AaTqblQtW88Ebi8h0ZoZ4lEOPaYWYfMz3OOLTLzDswPcxGuchK/6JDM4A4kAQhIvyXqBrxQ1klpyLKr72ofsTUvqx+aZm4t45DKOUnOv629hKCTQCK+jLnQkBsYrYJtstU6bMzonn2rQv+SOReI7lC0J0tQXIdBkU8xLP9efOCfvkaBxbJFYxQLyzFiD8srqFjH9fy1qL4gCGPkCy2qWYl+QzfniOZWmGjSlS3eASiSk8VxBNurStM1m9ZMNwCSF1P+O9drhDdZ1HsSBJVHgUsgYrF4VItRuMm1ygqt5j5IQCofCGY48lXcbvnWXkuDRCaOyCr7ojBJiBUi0T4ctuag2P3l6PEAKtNKP22HQRw+1G1e9x1XDiFS5VdXkqqgtU1+UJhj0Wv1fHwvnH4xQdDFMSjod39GgHxPM8bNse+GT2F+DOwt+Oifhx+SIChIE8pH6C8jqHdDwq9zB0nAJ0rHdG9/5beAyVf3pI+y2z7SiH8ewKpH+66WtKOHbJ+2xAPgPxUj0WIcApziGYP4bZz1bx43P3Y9qMffnUjz5BTeOuUXREGgYqUAWZBaS7FHNfj/HwrQnmzw5TyBggNdX11/HRT3+MT/3oM1vc/qh9ziRR9U+62k1qGl0axxRpWRNAeeApgUARiSnyOd/DFAgH+NiXjhvql1mmTJntxJoFLxIKryGfixGMZCnmPSbuk2f2i3EyFR7jp+S54PJ20p0GP7t0NE5BYhdEv9AarXqVujaFNPyFgW0LqmpdahodKqpd0l0GrlsK6ckYLHwnQiG7/oJB9/PyC6HZd3qGYsGPMayocQlFFS2rA6Q7TSIJm30OzVI/3GG/I9LkMpJ7/1hLoSA47MROYgn45TdG8skvt2KYfr+hiMIwNUKViomVusulJSs+sFCeJpIIc+LnZmztWz9kSKOWyOgHef+BK3Ayc2kca5PPhVmzciKtrVMRWtKyah11o2oYv+/oHT3cfjx12/Pcc/0jrFywGq00yZoER5x9CJ+79gICgdJir/AIvs58tP/NQoIOAVnI/BGS3x2SMSk3A6krGDyZt1vb34XsrRDeef4WygxO2djfyVGeXZIW2zjd3n6loKPFJJ5UPPjXakbvUWT6iSmkAQELqurgpAvamXH2Myya+yo/OmsJP7z3il3G4Cd3J+3r2nntyRD331RFW4vBsWe1ozU8f2+S5tUBbr/mPyyZ28pV93xri5quHH0xBxx5M8/cFyMQVoyYUKSQk7iuQBoa5UpqGm0WvhNFGpKPfOxAqhurt9ELLVOmzLYm2zEPU2bItBWw8753fPKBHkveC9PZKjnu3A4SlR75rCQc95h2VIo9p+XIpQ1WLgrwxtMJisXNz4dKtRsEgpqKapfh44rUj3TIprs32DWWpZn/VhjTUoRjkO70H9GGoYlVeMQrXEIRRbrDXxysXRbkhYcqOOLULgwLklUuiUoXp+jLhI4YVyTdafh5BxIu+GYzobCitcnir9cMQylBRY0Lyt+57E4wNi1FJKZ78l8rajwKWU0wbHH2ZacwdurAoR/bA6UULSvbcIoOFXVJYhVRDDPCvif8L7f+4E5efqqLupE1hKJBnKJD6+p2pGkw44IjCYS2TXLph+GW7/2Lu3/5EJ7jIg1/ZdW2pp37f/cYc19ZwPUv/hjTyIBqZ1BTTRj+w9+dM3QDy/6CXjWcwfAAA9SKre5O2Wug/RPAuj5HoxC+EJn85uD3uW3gLgazcTcumjZ0lI39nZ4uNiaXpUqScFr7nhjLgpoGF8OAUz7dRmezietAoLQl6yeZgpCCYWNs9tz3NX55yW/5yYNX7vSqMlpr7PRLNC3XLH7X4Mo/LmfEeLtHmed/ftTEioUBLvvYWF5/5A2euf1Fjj1/y/Sfj//SL8l0fZPZL0exi4J4hUfbOgunKIkmPJa8FyUYDnDQifvx3du+tg1eZZkyZbYHjt3Bopn/oW1NlPYWi4pql7qRGSwLDv1oCq0gUeHRts7EcRTnX9ZEOKJ57v5KVi0OYhcFw8fbpDoM2ptNlLfpqNjZL8WYflKaYaOKmAE/mTQYUgQCiliFR6bL4Om7q5AGROIK1/UwDN/oHrtXnmBYY5qaMXsUMAPQ2WLy8qNJJu6TZ9Skom+ce2AFFYYJngurlwQYPamIXZA4RcF7M+M8ensVy+eHCYYU6U6jJ9Zdaz8PoZA3kYZHOOpLvUkDjj+3nWnHTeSw807fhp/Kxpn78nxeuPtVVi5Yg+d4RBJh9j16Cseedzhjpozkoh+cw6N/eZoV81Zj523MgEn9mFqOPe9wph23zw4b9/osm7uCe294GM/1CMVC/aoFFws2i95eyi1X3M4Xrjtj+w/OnrmZF3r4xbo+PCpzF2SuHOBMFvJ/QjlvIWv+2f+ewpuQ/j54S+neZVDUQPxSZPT8rRrP7ozQeksjwP87SKVSJJNJurq6SCR2XJlm5dnQcgjQm1jU/YlpBZ6ipL8JhtVfH7k7nKdbNlIavqFvGL3X5bOC33ynkY6uo7nyjsupqBn8tWqt0O4CUF0gkghrIkJsnwWCdt5FF54ivfpWlFcgEvcLvUCv9Gi3FyrdITh3nz3Z69Ap/Pqlq7e4L7eQYsmrX2HezKWkOyGWhHxhOIvmTSNZU8kZXzuZUXsMH5oXVqZMme3O2qXruOvaa3n69qVU1btIQ6MVjJ9aYNqRKdYuDzLl4AyTD8zTssYiEHRpXRPkX7+tJ9VuUttoE44pPAda1gbIpSUVNS4fvBMhlx7c028FFR/5aBfTjsww/aQuYgmFkFDMC1rWWvzr+lrmvB7HMP25Wnl+mFA4pth3uv8MUB4oDWZJHGj5ghDHnNXBjLM7CAQVhuGfNwzoapM0rw6wekmAB26ppZiXGIZmzfIgruOHI51xSTMXXt6M44ieglyuLYgmPKIJ1TP2bAowRpGY8NS2/GgG5Y0n3uHeGx6mkC1SPawSM2CS7czS2ZZm4v5jufjHnyBRFUcpxfL3V5FqSxOOhRgzdRSB4NYZpUPNNRf+mufueIVgNIhhbBgClkvlqW6s4vYVf0Q1Hw2qacMwHigVnipC5AvIxOVDMjbVchJ4i+kn2TQYoTORFdd+uH7sDLRP2/SFgRPAXg4swU8SHgwJkUuRif8eJ9yW2Kk7tyu3DNIIoKz9wHm533HX9T35UvqTvzT7G/rdmtCBkgEspG/wr++8D0c13/rNah685Ql+++UY379z4G0zlX8Usn8Dbxl+/GAEbe6Bjn4eGTxwyF7vQOjiy+jsraAzpDtNqhv6GPq6T8pQSa0nXqn55i9Xc+vPkx+qPzOUYNIxf2fSblhwsUyZ/3aWvbeSm779Dxa/vZJcxiBe6TF6jyL5jGDRnDBtTSbNqy32mpYll5Y8dXeSg2dkePreKppXBqhudHBsScjThKKKkROKrF4aoLPVpLreoX6EzdL5IT95dz2comDR3AgazYR9s+TSmlBE4bnwpx8OY+7MeMlJo7ELktrhNtG4S6Kqd3dXGr3KGk5RUMwLFrwdZvIBaRpGuQSCCivoz/fLFgRZOi/MwndCjNkzRzgKex2Qw3OhfZ3JWy/FaWnyk4FHTrAxDT/ZV0gIBFW/secygnQqTWLCtvx0BiaXzvPYLc/gOR6j9ux1tATDAeLVcRa9vZRXH3yDEz59DFLKHRpmtDms+mANGj2goQ8gTYOu1hS2bWOGz4Tsn0AX8EUpuh/0Cr9yfByinx+6wZlTSsb+pghB9NIP30/7kZt3nf34ZjaoIPdnVOQLO6w42M5M2djfFYh/C9rn4of0+OTSkkBAEQiXJv/esE9cx38IWAFA+B4r0SfZan2EgI99uoWXPvEyy947lzFTRvY7r7L/huwNoPNADDD8icd5A1IrUYkfIYMHDf3rBrRKoXN3Ag4Y42lvbaZhlK8k1F1oi74Gf+nYoSekue3X5U2rMmXK+GS7sjxy09M8d+fLLJu7Aqfozw/rVvpJ+DXDHCpqXNauCNC61mTFwhDvvxkl3WkiBCz/IEhFrYNlKTxPkE5JElJjWpr6EQ5Ny4NIqRk+voBdkKxdGUB7rFfUSpDqMNhj/wLL5kUIRxTS0CydF+acLzYz7Ygsrz0ZZ92qIIGgw+e+t4a3X0ywdF5/48XzYM2SIC1rLFKdJtmMQWerxYSpeU65qI1I3OPWa+t4/M4a9jssxVf+32qqG/wFgxDgub5c6AnndfDuK1Eeu72Sw09JMXZygVBYE4rofjKWWsOaZSFeeSzBxB3gBJn/+kLa13bQOH7DKqpWwCSajPDmk+9yzHmH73Re/IEwNhUyqzVCSgzDgMhXwFkA9vNArrSI7H62xSD5M6QxhKpw8Sug+CjgMLh334DkdUjrwyU8q/RNwLZQBLSh62dQfdU2aHvXpmzs7wLIwGRU5e+h47t0a+0bBriuROc10tAEQ/6E7Mun+Za/UnqTu3Dg7wwYBlz4jWW88fjsfsa+8togezPoIoi6PiuGEKiiX2gj9xd0YP9tE9LjvAWqBYyxIATJutH0rTeAZsD5KBTR7D29ZujHU6ZMmV0Ou+jwr5/dx5wX5tG+tgPHduk7cbSsCdC2zsK0tF8hW8PDf6+mptFh/8PTuLbAcwShsEIIsAIa1/ar6FoBD8vSGKZGeeDaUDvCoXm1heuJfvOTFVAcf24bUw7M8a/f1PHmczFGTypQPcxl2OgCZ3y+lTO/0ApAR4vECmo8V7Lw3TCu7YdqagUrFoRYtyqAkJpQ2KOmwca0FLNfirFycZBF74RoLhXTOvbMTqqHeRjSD/sUwh9OpksSjmr2OyJLPm/w9D1VFP8paBxTZOqhWQ44sjd01C7AOy/HefKuOr5y0/b73LpJtaXRWmNaA4dIhWNhcqkc+XR+lzD29zt2KgveWIRre5iB/q9JKY3yFGOmjvKNfYCq3/t6+rnbQa0GAhA4CKKXfmiDezCkWY2KfQMyv2DgfMEYVD6GDNZ9+E6yt374ezeFcztw1bZrfxelrLO/iyCDByEbngbpy1y1t5jkc5JCVtLZavhVHN1eQx98j5LuNoYHoaf4FjBiXJ51K1r7X1B4AnQ7iOSGWwMyCJi+18FdNCSvcwO8Nv9f4U96IyY19sTow+BrGc+F87//uW0zpjJlyuxSvP/KAt557j3sokN7U+eAE4dSAtel51zTiiBrlgRxbEEwrAiEFMW8P78K4e+oFou+MW8X/IVALOGRTRvEEh6VdS7RhGLEuAINowpYAcV+h2cYt5evdKJL+VZTD83yya82M3Gfgr9DqyGXkbzwcAXZLsl+h2UYPanAqiVBcmlJLiNpbbIQUqM8QSSu/HvSBlZAsWZZkNoRpaJXwmPvj2QwpB/H76vugCE1sQpVCtnx64qsXmLhuZLh42z2m95r6LsuPHV3BY/8o4bGiTtG9SQUDaG1r8QzEHbBxgpaBCMDVAseBNdxaVnVRuua9kHb3Vac990ziFfGKBZsXLvXoPY8RSFbxLBMzr78lH73yMjpyJo7kXUvIeueQVZcO+SGfk9fsc9Bxc1gTgWC+Im4VRA+H2pmbp2hD2yo3z+0qNavotymbdrHrkbZs7+LIev+gGr6Esvmv8HiuRHqRxRpWWPwsU93kKzqvwrX2p+orY2ojSmv//W1I9aT4PRW4We8D/anEgSdA72NinSJIH6cjh+fI4RAiwSQ2iCEpy9Fu5IRe07dNmMqU6bMLsWL97zGqgVrKOYdtPJnDGn4ijWBoEJKjW0Livn+Xtb2ZovnHqhk3+lZJh+Y5dXHk4Rjni98gO7xozStDFDdaBNLeLw3M8rqJUGsgKKi1iEUUhSFQc0whwOPSZGs9kh3GiydH2LqITmOO7sT14FFc0KEwop5b4exLDjomAzBkCYYUVx4+Tru+0sNS94L07QyQDZlEE24VNc7dLSaFPIGkZiHkGBZClFSbbCCEI752v7a690IBb94YKLSRQN1wx0SlQ4nX9TG1IPyKAVuHlYsDHDHb2uZ9UwldtHg0l+ful0+r/XZ4+AJJKpjdDR1Ur2eTLRSilRbmqM/MZ1gYDXayYOsAtkwYNVdx3Z47aE3ef0/b9G2tgMhBI3j65l+2kHsP2PvAe8ZasKxMD+465v8+OO/JN2RoVjwk+wEAitkctZlp3LchUdt83FsDBk6DEKHbavWt1G7JdzHofUplLkXVNyCNCu2bX+7AGVjfxdDq3ZInMDkg5by6mMu774aJRL3mPWMy4yzOwkEFcWiQCAwStrKg+F5Je9SaW5b8l6EI84+pP9FMo7/xXSBgVYNLgjT9/xvC6x9QMTAW4Gv/SswA1PR3isbhPAI0bv5kBz7j20znjJlyuxSOLbDW0/PIZ8t9hhyoYiLkJCo9A1kge9PyHRpsmmjX/GqllUBbr+hnjM/38LKxSHWLgsSr3AJhhUIWLkw6PsiECybHyaWVBRymnSHSabLJJrwOPbMDmqGF6lp8EhUujz/YAWdLQaf+EongZBi6fwIsaTHO6/6sdeurbECilBUY+ehqsHlc1c2sWpxkAf/Ws07r8QYu2eBtnUmuZSJZdErkyn9EE8hNZ4j8bqr4vZRL/M8euZPwwCtNIGw4Hf/N4p8VuI6glET88x9vVfh44hzDtliKeOhorIuyRFnH8pjf3kGb2UrVQ2VGKYkny7QvKqV+lEmhx7zCjp1N36seRisqRA+E2H2Jut6rsc91z/CzP+8hRW0SFbHUEqzbO5Klr+/ivamTo67cDMTR7eSfY6czD8W38gd197P20/PxXNdRu5Zx4XfnUDj2CjKXYY0x2yXsWx35ChQ2ygaoAcP3LnQeiqq5jnkTi4tvq357371uxjaa0FnfgPuB9SMHMEF31zLPX/Is2pJkMfvqGDUpAIT9i4QjWkQetCEXKVKkm6lZFbDBM+B5x89kumfWi8ByjoUxL9AZwGrfyiP1kAOjL3BHL/J8avCy35SrwhC+HTy2SRrFvlbbQ1j64hXbphkpDXgrgS1kl4fvoUgCcJPWO7/Ok1IXI8MTtrkeMqUKbP7s2DWYrKd2ZIEscfYyVnsgkFXu0EuLTEtjUbgOv5cWD/CpnWtRe1wG4FASLCLkv/cVsWkffNU1bksXxCko8WP8W8cU8QwNQvfjVBZ45Co8kh3GcSTHtLQeJ5vPE/aJ08xb/LqEwke+1clNQ0uI8cVWbEwhPIEFTUOyxeEGTa66OcCBBWhsMZxoKMVovFSPP3BWRbNiaCFpr3Z9Av+9YlCcV1BNO6hleRbv15GorL/3qeQYErf4O+tkGuwdnkApSCfkYyaVGDu6zEQkKxJ8MnvnM453zhtO35qG3Ls+YdjWiYv3fc6qxc3oZUiGAkyaf8op164kPrGIoh6//miM2C/gvZWQOxyRKno0nuvLOCNx9+melgl0WSkp+1YRZT2tR08e8fLTP7IpAETgbcGlX0E0j8FOv0DohbiPyUcO5LP/OQ8Lv6RgtzNkL8f1J2QUiCCKHNfSHx79zP641dC15ZXud8yuj2BzdB6IsqqAOIQPAIi5yDljpNU3xGUjf1dCJ2/F5wPwBwHwmTE5EY+/vVlfDBrAaBpX2eSGSlJVqueSdwuQMs6iMUlkZjCCvQvg95dZOu2G8Zy3ve+sUGfIjAFHfgIFJ8G3QlE8f9sHNBdvtc9+lmEGHwLQRXfhM5vg14LeNgFybMP/JNZz46gq2sCaE28CqbN2IvjP3024aivPKFUO3R9zdcYJogfTqTwdxlsoAoCh4E7339BwSMhfDnS2vkTtMqUKbN9aF7R2jPhKU9z5KldzHw6QTjmkWo3sQv+3JWo8IgmPJLVLlZAc/YXW3AdwVN3V5HPSkzL4LkHK8hnJbG4x4jxNqde3EKyxuNvPxtGNOGSyxqsXhrsyZ0SAqTUzHw6QSEvWTY/xJL3Qji2JJZUuJ5AKc34qTmkAftOzyANSHdKwhE//KaQlRRzJm7R/71hdJFIzCXbZVBR7ZLpNIklPSIxD8cBxxYc+tEuLvnBaibtM3glVMMoOX5ceOuFKGuW+YXCwhHF/keP4Iq7fkLD6NreJNEdjGEYHPPJwzj45P1Z+u5y7KJLZX2UkY1/RGrHfy52IypAJMBbhC48ioj50pRvPz0H5el+hn43lQ0VLHtvJXNenDekxr5qvRDc9QpV6SZIXYIqnoSs/DVkfgX5O/GN01ipMm4e7Feg4yuoyj8gzZEDNb9LIsOHoezPQv6WbdhL30XuCnDafYPHeQcKD6Eqrt/9FlEboWzs7yJorxnst8Co8cNmSjROGEMmXc/Df1nH2mUO996kmXrQKs79SguRGHS0Wtz123psW5CodBk5Mc+0I7Ikqly0goVzwjxx9yFccNX3Gb3XhslXQliQ+DY6JcF+FXQK3+CWIBsg9mVk6OhBx63yL0LXpXSX3/Y8uPemKl5/KkYs0U59/SsIoelqN3n6b2/StviPnP/NBqzav4N9O7grQNaAsEB3G/naf0JhQ/hwZPiXQ/hOlylTZnfCMA3MgP/juR6jJhaY9WyCqjqXeNIP45HSl5p0bV/UoKLG16uPVygOOb6LRXPCdDRb1Da4NK0MkEmZdLa6zHo2SU2DTVuTRT4nSLVbhCIesaSH8gSFvKCQl2S6DJyi4MzPt9DVZjL7pRidbQbhqMdeB2TRWqA8gZR+6GW8EgIh31jp9qN078RW1nocNCPNy48myaQNPA+q6hw0UMiZ7H1ohhM+2eEn7m4CIWDl4iB3/raOQlailCBtG9z12zQP3vwtDjxxf77zj68QCGwk8Ws7E01EmHr4XgBoezY6vQaMxg0vFBJkNThvotU5CFnJuhUtPc6kDS4XAtMyaF87dMmjKnXjhoZ+X4qPotL7QuE+/GdqZZ8BWaAjft5c9i+QvGrIxrUzIJPfRQWOhK7P4tsUGyNItw3x4XFANIJwwF0KXVeiKv+B3Fis825E2djfVVAtfiiN3HB1P2n/MF/5xXAWvrWMzvQpBMRLOPa7CNFFXaPD+Zc3MevZOG+/kGDJvCQP/a2CTCpMKBrk9C+fxP/dedJGuxayCpI/QTvzwXkdVBaMURA6Hik39JD0DLmwFLq+TN8v6eK5Yd5+IU7tMKdfdcaqOpdwTDHntRjvv76IqQfvSzYtiSYkhlHy1AuTnj9ZA1DrIP80hM/c3HexTJky/2WM3XsUieoE+XQBO28zcmKRZJVHPicxTT8Epvt5b5iadKfBiPEFpOGLG4yfXKC20WbsXgWiCY+uNpO7fl/HykUhZj4VwHMF6Q4DhCYYVoSjmmzKIJ+VKOUb6Z4jeOuFOAcdm+bUT7VTN9xm1MQiDaOdUt+azlaDQtbAsQWpDsGYPW2KeUl7s0lFtYc0Nbm0r7x24NFp6kbYPHxrDU3Lg6xeEmTclDzTT2znqNM6icQ2T11GKVix2KC9JYDrSqTUWAETIUyKeZuX7n2d9rUdXP/CT7bZ57NV6BTglYQcBkBEQLWBSoOsJJqI0LKibdDmPFcRSYSHbny5mzd9TfYGwABZu+E5YYIIQPEFlCog5e5VLEqGp6Osl6Hjy+C9NdhVbLxy7ubi+OFdMg4i7qsIFh6GyI4NT9te7FRLmmuuuQYhBJdddlnPMa01V111FY2NjYTDYY4++mjee++9TbZ1zz33MHnyZILBIJMnT+a+++7bhiMfGrR20fZsVOZmVPo6VOYvaOddtPbw4+UlfvLRhgSCiimHWBx+5oEc8vE/UzHxFoh9DZm4lOjwn6LC30eZx6PlflQ0jOeA4/flC9d9itMuPWGzxiaEgQxMQUY/i4x/1ZcB25ih7xag82z8Cn+9zH09iuOIHkNfawiGXfY9LM3xH2/n2LPaWTY/hDQgXqFwHRevmAcvB16X/29PgKoshRaVKVOmzMCM3KORA47fF8OUmAGTdIfBwTO6KOR8wXkroFFKYBcEHS0mVkBz4DFpKmpdPzowrEhWeVTWegTDmhHjbC7+ThNnfaGFGWd38NFPttE4rohWfghMLiPJpv1Hq2lpDENjBjSOLbjv5hreeiHGqElFwjHVT0Y4We3H+He1GwTDkGo3SXcarFsZZPF7YbraTKT0c7GE1Ox/eIbDT+lg2lEpzv3yOr76s1WcdH77Zhv6AGj40w9Gk+4wSwo+EtfReJ5HMBJCGpL5Mxfx/F2vDO2HMlSIGP5zYBBjUOf9hYD088H2OWoKTtHBddwNLs1nCphBkz0OGsoSwbnNuKZQUpcYzBwL+NeorkHO79pIsxpZewfUvA+J20EeC6IG3zwV+F7/rS2Q2S3dlwOvGXQzkILUt1HNM1CZHVA8Yjuz03j2Z82axZ///Gf22Weffsevu+46fvWrX3HrrbcyadIkfvrTn3L88cezYMEC4vH4gG29+uqrfOITn+AnP/kJZ555Jvfddx/nnnsuL730EocccsiA9+xotM6js38B+zVfI40AYKPt5/249MiFIIeDtwb6qAv0oFr8sJpSoqwMTIbAZAAScTjjKzDjgqNpXdWGNA0ax9djBbZhbHvnxQxUIa+zzcSytJ94C+w7Pc20I9OEIr5UnDrYL17TTSAISq3t34g2wKsAoUBurd5vmTJldmeEEJz33TPIdmZ48Z7XeehvtXztZ6vIZyUzn0mQyxgl0QJBRa3LR8/t4OAZKRxHIoBASPHeLN+xIUoKNkJA4xibYaNtPM+vaL5mSZBiQZDLGH5elNR4rsB1BKGIRyCoQQte/k8FJ13UgvLoJ5esFQSCGtcVfPBOBLsomHZEhso6h3SHwerFQRrHFYklXUIhTSEnefeVGBXVLh85Ie0XWuwuvKV7hRiKeYNASJVeS3+jqZgXdLaaviqPKX1PstZ4rkJrGytkUcgUeORPT3HUx6dvs89IKcVbT77LrMfexim6DJ80jBM+fTSxik1UhrUmgzEMvCa0MZLVix1aVjsYpmDMnhaJZCsEj/F3p4H9j53Km0/MZumcFdSNqiESD6O1pnVVO+3rOtnvmClMnDZu431uC7oL3gyoquEAoZIy3u6LNE0wD0TJAnR+iV4VwKEku+EhtRoyN6DclciKHw9xfzsPO4Wxn8lkuOCCC7jpppv46U9/2nNca80NN9zAlVdeyVlnnQXA3/72N+rr67n99tv54he/OGB7N9xwA8cffzxXXHEFAFdccQXPP/88N9xwA//617+2/Qv6EOjc/VB80TfojWjvCZWG4nMg6xDhE9DZW8Br8o1cIf0nhGoBXEToBMRg25lAvDI2oOLNUKPsleDOHvBcRbWLY/sT2h77Zzn4uDSGoclmJFoJXNuXw+uLlOvPgx7QBjoMoZO32esoU6bM7kGsIspXf3cJx5x3OI/c9BSvPH47p17cxiEz0ix4J0IxL4lXeOx5QJYFb4W5+aeNFAuSEeMKfPST7biOoJgXxCsVWkMh53vvC1lfuebYszp449kE7c0WTlH0zFV+KJAuJQFrquodVi8LsOjdCNNPSPVz5javNsmmDJpXWsx7M4pdhIoql3FTCkRiipY1JkpBokJRLAge/ls161YFGbNnHsP0dw+k0S0hKhECwjFFIOjh2pJ1qwKYpmbUpN6wyuceioP2r+3JBRMCKUF5qqcmQWfrtvMqt65p57qLb2Tx7GU4ttOjgPTAjY9x8Y8/wYyNyH0KEYLwGaz74C88fPM8Fs2xKWQVCE2ySnPQcRUc/8Xj6H4qxiqiXPj9c7j31/9hyTvLWDFvFZ0taVzHI5YMs+qDtdx/46Mce/4RVNYNhZy0wcBVaPtigQz5IUnrS1hrz69eHzx6ozvpuxXZv+Eb+RZDZ+wPtjMQxP+MClC4D2V/HBnYe4j63LnYKYz9L3/5y5xyyikcd9xx/Yz9pUuX0tTUxEc/+tGeY8FgkKOOOopXXnllUGP/1Vdf5fLLL+937IQTTuCGG24YdAzFYpFisXcSTKVSH/LVbDladYH9kq8gIKP9T8q4H6tffB6d+AkikkfnHwJvSZ9rKiB4LgSP3W5jHgyt85D5EYN9uaYcnOW1JxNk07Df9Aymqcmk/O06f0tbDBhcNrDTwwPr6KEcfpkyZXZTDMNg36OmMPXwPTk9OYv331jNKZ9q4+jTO5EGrF1u8tPPj2LVojCe52/7C5Hk0dtrOOn8FkJRRWWtSyEnWbcyQCErGD6hyIjxRQwD9j8iw2tPJHBtgRXwlXMsSyNNTVeriecK8ll/gRCOKgKh/vLImS6TppUBzIDGdcBzJA/cWuN7/AOaWNJj/NQ8uUMzzH45zj+vb2DC1BwgKeQkVTGXQl6SajdwXVEKy4FITGFaCqcIa5cFCcc8ahtdHBtmvzgSafiJy/0oVSzsDnfZpIf9Q6KU4mcX/YYPZi0mmoyQqIkhhcS1XTpbU9z8nduoaaxi36OnDNpGV2pvbvu5wcr5eWoabeqGK5SCrlaTp/7dRcH+DWd/59c9NRZqhlfz+Wsv5LFbnuGhPzxBojpG/Zg6EpVRMl05nr/rVVYuWMNnfvJJkjVbKc9oHQ7O8xu/Jni2nzRaeBxUhx9PTkmNh7QvUBG5eOvGsSvhrer+n23ckfR/hAAdBPKQvQkCv9nG/e4Ydrixf8cdd/DWW28xa9asDc41Nfka7PX19f2O19fXs3z58kHbbGpqGvCe7vYG4pprruFHP/rRlgx96HCXger0k161At0BXit47aBb8ZNTFLQvQyeuQiR/CvbskicgDtZ+CKN6s7tTbifYzwMSAscjzc1L+vFcj4VvLWHpnBV4rqJuVA1TDtuDaKKPx8F+E5xVg7YxYe88+x+eYfVSi3ilR6EgQAs8zy9XHworgqHNjc9TYD8B5uZ594v5IkppQpHgdqmSWKZMmZ0TrRSP31HPk/9u4NcPz6G6weZnXx7D8g9CRKIewYgqqfNAZ4vJA7fUEatcQyikQAuqGxwCQcWw0TZSQrEgOer0TlYuDJLq8OP+AyFFISdxcpJwXGGZiq42k8pal0n75QiE/Nh6peDxf1Xx0K3VtKyxeiI6APJZw695WIofeuXxJMGQoqrez90qFv1tz1SHQazCI5eWuK4/t2kEXW0SaWiCIY0V9BOI33oxxp77Z1n6foB8Jkllg0XLyk60Uoi+yiTC9+5LQ3LseYdv8Xus7NmQuQnc5b6yTPBgiH4JafQqzrz+yJssfWc5sYoI4VhvYqwZMKkaVkHb6g4e+N1jGzX233jkP6yYt4ZREwsYpj9ww4Cqeg8zoHnjiQ845OR/MnKfC3vuKWQLvP30HGIVURrH99oKVaEAiaoYS99dzsv3/YcTz3qq5FiTYE2D+HeQ5uY/a0n8HtoOBdIDnxc1JZUdF0QUik+Cbi95twJgTvT7LIXk/lewkeiEIewECPXmSQjp+ye91duh7x3DDjX2V65cyde//nWeeOIJQqHBDc71DTOt9SaNtS2954orruAb3+jVmU+lUowcuT11bTVoB7yFoFpLyTjrJR1570PHeejwZ5HJb21xD8rthM4v+FXlerbHAijrQEj+GWkOLq/W0dzFHdfex+LZy3CLfol1KQS1o2o4+7JTepKatD0LSNKvtG0fDAPO+kILb78URUhw835MqzQ1sZhHJKYGDFsc+KNz++9wDMIHby7m9UfeYvHspSilaRzfwMEnT2O/Y6b818hulSlTxscwDBI1cVpXtaMNQXtzgJ9dOoo1y8PEEi6hiG+EOwWBYwusoCbVYXLbL4ZRyMKEvYvsdUCOw0/popCTeK6ffDt6UoGvXbeK+2+uZfF7YZTy1X0qa1zWLLVIdVh0tZscfUYH1Q1OT0Xbv/+8gf/8owrblgSCCuVCLtNdxVf7dogn6C51ns8arF7ia9+vXhIgEFC0rzMxLUVFtcIwPTxXlKrmarIpk5Y1gucfrODZ+ypoW2dx/Mfb2WO/PJHYGibtY9LRFMV1FEJqpCzVJHD9uXjk5BGcdMmW7Rqrrp9A/t/0E5TIzYP8/ajk9ciQH/8/69HZOI5LIrphPLoUkmA4wLzXF2IXbAKhDZ9PWmveevx+IjEPw+x9j7qJVyjam03mv3xnP2N//sxFtK5u72fod2NaJtHYOt56ZCbHHr+iN8+huAKK/0ElfoIIn+qH06LBqB80fFZaFqr6Nei8ALx36H0mSjAPhuRfSs+gACS/h3K/CPazoAtgTgDr0P++Z1TwCMgtYNvqxwi/lsGGnW/DPncsO9TYf/PNN2lubuaAAw7oOeZ5Hi+88AI33ngjCxYsAHxP/bBhw3quaW5u3sBz35eGhoYNvPibuicYDBIM7qAP2hzlx+o5c/1CVdpjYKkpCXiQvwUVOAAZ3vwJWLkFaD0ZaC0d6Z4UbXBegbaTUdWPDVhS2nVc7vjZfcx/bSHDxtUTigZLxz3WLlnHHdfezxeuu4hh4+r9RYoVBae2lPG+IYGQ5pDjMigFwSBoPAxzMIPed3IMOt/l/4OKfAFpDLxQef0/b/HAjY+SS+dJVicwDMnCN5ewaPZSVn2whlO/ePx/32Rapsx/OYecPI1HbnoK5WkeurWalYvCaC3obLVItfsGmcbX3PftM037On+OeffVAO++GuXAY9K0rbOoaXD8goVBTTjq8pnvNrFobohUu0l1g4MV0LzxXJy7/1BLIKg5ZEaKUMmJveDtMI//qwoNVNc5JdlNs4+rRPTEzQ+EUoK1yy2cokH7Oot0hx+nH0u6oAWta02aV1tU1Xt0tph0tFho5cuAXvztZppWxli9xGLaUVnefTVGMe/LTwIIKRi/3xiuefTKLSqspbK3Q/4OfBWVSO/Erl3/+db1DZT1FNKIUSzYgEAOokQjTYnyvEGNfTf/Krl0Z8kg736feh8kQviLnny6v3Z+uj2D1hrT2vB5p90VhMPLyGUl2bTVJ6lZATakrkQXnwed9o/JGggeBaGPIsSGY5SWBbX/9ltwlgAm0hpAZAOQZi2Y5w547r+G6CWQv8ff4dhmqFKYVKBUwMwBJISO2YZ97lh2qJUzY8YM5syZw+zZs3t+DjzwQC644AJmz57NuHHjaGho4Mknn+y5x7Ztnn/+eaZPH1wZ4CMf+Ui/ewCeeOKJjd6zIxGy0lcV0K34668NVWx8fGk08CBz45Z1kv4BvqEv8BNfujXrLf+YXgG53w9468K3lrJ49jKGje819AFMy2D4xCTtq95h1r1fQrWeBfa74HaBeQQwuF5xdwy+YYFpDW7ow8bPoRZBxxcGPNW6uo3/3PQkWmnGTB5JZX2SZE2CkXs0Eq+M8dK9rzF/5qKNNF6mTJndkaM/OZ1AyHetz3w6gda9k4xSAlX6vY/ZuF4LEq0FhqlJdUqsgO4REjADmnGTC4wYXySbMsimJAcdm+akC9r42KdbqRvZm3T41D2VFHJ+DL9dFCjtS31G4gop+xr5A0+CQggCIVj0XohwzNfqX/B2hDefj/PWCzGWzouglKSYlyyZF0Z5fvGu1rUWlXUGkw9SpDoCFHKSg47JMenAkVQNq6RuVA2XXHM+f3jjOipqtzBRNftP/HjrcP/JW5hAwDf4S/rzkXgYt+jQ0dKFXdxQVtrO2SRrEkQS/ZNTlVKozqsw0t+gqs4ml+k2ZTR9pRq76xwkKvsneoZjfiSB5w0gU+q+h12QBAIQ6tdt986BC8WnwH4D7FlQeAKd/hU6fTNabzyhVFrjBjX0y/hIIwmVfyzVHdiWJqoL5Hw5Tmx/0RbefXMjdqhnPx6PM3Xq1H7HotEo1dXVPccvu+wyrr76aiZOnMjEiRO5+uqriUQinH/++T33fOpTn2L48OFcc801AHz961/nyCOP5Nprr+X000/ngQce4KmnnuKll17afi9uSzEnlgqAFBk4A7170pSAAm/xlrVffK67owFOdu8Y3AuJr21wdum7y3Fsh1Ck/86HdhchnHeIxgRzX/U45YJVvXO70GCdDGoOeCvoq7cvxEZUxvqglB/2s3EEuG+giq8jg/1lVd99YR6dzWnGTN6wMnCyOk7Huk7efnoOkw+dtKlOypQpsxthWhbKK3nwla+U04+SxGZfpKFRXu/B998Ic+SpKXIZ2Rv6W3LJd+vxDxttYxcFwbDmzM+3kk2ZPWFCAE0rAgipCQR7k3XDEc9X3akUtK0zKeYHMXgEGFKTS0tWLgox7cg0dSMd8lkD25YgIBL1qBtu887LMRa/F0SV4vnrRjgIJAcfJzADNjOfkDSt9KisLrDf0UdyyCkHMPXwPbf4fVWeDWoFYAw8wQsLtE37ipf56Zda+eCNxTi2i9OWId2WIRCyqBlehWmZFLIFlNYcftYhG+6+5m6B4sOAxQFH5Vj6fohi3n+fffwPsH2dQaLSY8pB/T3uexw0gWRNgo6mDirqKyhkiwghCMdDaC9DV1uAIz+WIhwdbFdlvZ13tQpyf0Bb+yLCh23x+1amPzKwD6r6Ocj/EzLXsG2TdT2gBipuHjRCYHdghyfobopvf/vb5PN5Lr30Ujo6OjjkkEN44okn+mnsr1ixot9kMH36dO644w6+973v8f3vf5/x48dz55137rQa+wBCBNDGMDBCuLnXyHQZaK0xTEEoogkE1/dAbEHhFGBAfdkeSsa+HliByHU8xHpPPq3awXkHcDGMIK4r/QQjFJDz8wswwdoDzLFQfIK+D9RuL9hgCLE5hj74slkuZP8B6xn7zStaMUyJkAOvKqKJCKsXrh3wXJkyZXZf1i1vwbX7OlW654g+k1K3wV86dPTp7Txzb29y5lN3VTH1kBz1I+yecJ++gSSeB47th5EIIBRRGIbTzwYOhRVaiw3sYr+qr8ayFMGQItWx4aNaAJMPynLYyV2M2bNAuKQWVNPg0LzawnMkdlHwzisx7vlzLcr1J1QhNJ+5orWUCGmyx74pho3MYphFHruzyOtPhBk+cRiTp0/aovAdH5cNFk7rkc/ANz4GTSs+wDAkZsDAtX1jzi44rF3WTCQaRqPZ8+AJnPPNj6333rhQeNDvRybZ/4gM78/KMndmlGhSkahw8VxBR4uFkJqTL+ygetx5/dowgybB4BLefnodrg1mAEKRAMFoNZYRZuzkPNNPWn+Hff3iTn13EzRQhNSVEH5ui96xMgMjDQNin4LYp1BNM4CV27C3AsgdUF9hO7LTGfvPPfdcv9+FEFx11VVcddVVm30PwDnnnMM555wztIPblhjDKeTDvP5kkJceGMOKD0zSHSahqKJhpMPhp3TxkRNSVNaWjHzZsKUdMFj13V4GXtXWjaoBIfBcD8MsTf7O+/gTu0kmZbDP1HzpgSVBR/C3x9aBioK7lIEeAD2hnHrDY5tP6YFtz0apTqSs6H01IWvgbdruOx2XYHj3XcmXKVNmYJ7918uDnOk1+nvj9SES9/j4pc0ce1Y7V31mPK4jWbU4xG2/qucTX26mut71Vfy0L+yhFHglL7ph6lLRKl+Ks+8cN+3IDG+9EMcuQKCPRoUQ4NoC15VMP66LVx6LU8j1f1zvd1ias/+nhWBYkU0ZtDcH6Ww1GbNHEQG8+J8k77wcY9m8UE/RcSE1047MMu+NCLf9Mo5rK8ZPVRx7do59DvVoWQlLZi/nhi/+iUdveYZfPPtDAoGNz5Gu67Lk3RW4tsOYKcMIySpQA+droRV33FjHupVgBS0CQf81OaaLU3R9bX9PIy3Bx754Ip/47hlEYuuFg7of+FVQ8WWqQ/EY513WxAsP2bz5fIz2FgspNSMnFph+YhfTjh2HTPRKcb/95Mv85ss/Y+1yq1TAUWAXoZB1CGbXEo0bTJiao2Hk+s/LwRYx3eE9CvRalNuJNCsAP9wIb5Evn22ORpaKe5XZMmTD06hiCjJX+eHO5iFQuA1oG6IeMtA6DWUdCvGvIAP7bPqWXYydztj/b8V2R3PHr+O8+XQTrU1xnKLrx4N2GGS6JC1rq5k7K8wpF7RQM8wgVHcK3QJmmc4MQsr+EpjrY04F9w1878T628KlLbLAwDsfUw/fk9p/VrF2aTPDJzQgjSKxxEq62gRKuQwb4xKOevzz+grsgqBxrMO+H/GoG+WxavUl1CW+Ryg4sDoPbDwxN9MlaW+2iMYdpAF3/q6e1YuDTD44y8c+1Uq8orvNZmg+GCX3guq/Io0qJh0wjpfvn0kxVyS4XgiS5ykKWZu9j/wvkjQrU6YMALn0xnY6oa/RbwYU3/ndUmobParqFb+8fxG/vWIYi+dGmf1ijFWLDf709CKiCf82pfwfM6B9M7A03Q6kA3DMme08dnsVKxaGiCZ8yU8pwHOgq90kXuHysU+34LqCFx6s6LkvFPH46Cc7sAKa1UuCVNS4gCTTJfjgXUn9cJtAULFmSRBhaCwLElUejaMLLP8gxPtvRDEMhVIGs55JMO/NKGd/sZkXH/GfKkpp5r++kGsvupHv3/mNDQcOLJm7nFu/dwfvPDcbrYqYliKW8Dj4WMkF3xQkqwog+qxgtAbyvPTISNCix9AHsAImVsBEKZdc2iYW7+Lir/0eCvegOBEiFyJld1se68dZRZINnHheB0edtob2dRLD0tQ2GhixTyCTV/Zct255Mzd86Vpa11pICcGY8iNBHXBtiVaaERPyzHktxpGnpWgY2feZtTmS0BoK90Dsc6iuayF/O5AvnQugzKOg4vtIc0uddWVkMAHBX/X8rpqfAtXGYMp/W04BnOeg/TkUE6D2HqSxYd6hUp1QeMoXIzEaITgDKXd+p2HZ2N9JeOPxd5nzWgTHDqBcm0Sl54e64JdiL+YlqxaGePPFJOGwx22/mkms8osYlkExX0RKyfCJwzjuwiM58bPHbhjjGL8SOj5Bj2Z/j8HfvTUZhsT3BhxbrCLKGV89mX//4gG8wgvMfztF8+pKPLeUzOb6VSJHTLAJR+GdV0K89EiQo07r4s8/voUf/qWLsXtpQpGNqOr0QWvwXH8RIKWvKV3MS157Is7T91QwakKRCVPyCCnIpmDtiiCuI6iqc6kbPg9apqNCZzBh2lVM2H8s815fSMPoWiJx/4trF2zWLFlH4/h69j926sYHU6ZMmd2OERMbmfPCfP+XUhrUwAhcW3D79Y3UNjp0tBi8NzMKCCJxl7rhDulOi4f+Ucknv+wrvvSb4/rkJw3k1AhF4Du/W8EvLx/JioVBsmmr1IambrjNeV9rYvQkm1jC69fmhH3y1A23WbMsiGlqPFcQjXuMn5KnWJBIoTn5gnYmTM1iOyavPTmZlx/O0ba295FvmoKa4Q5CQkezxd9+PoxkTZFPfbOZPffPYhiaNcuXkmmfRqzq6J77Wla1cePXbmHWY2/jFBz84mMCKyhRHjxxVxWrlgT4/s3LCEdderzeABhkUlEQG77hWrsICkgDsil89R5vKWT/AParqIrf+lVkzfEgEqA76ScCYVQSTlQyPFYAcpC4Ghk+rl8fD934JzpaDKyAxnVEz0LMCoBpKooFSabTJBCUvD8rQsPITgZOjl7/QdY3/MtGtZxRCmXtiw3uk9D6LqrmbqQ5uDrg5qBVO9hv+QavCIE1FYxxm11Dpjtn7d0X3qeYt2kc38C04/Zhr0Mn7hoKddYIKM7Dl8scTMHww7IIWs+B+kd6jiilIPc7yN3n/+1p7Sv5yBtRsf9Bhk8dwv6HnrKxvxOglGLWY2+jtUkmFSIYyfV7YESiimzawDA1H8yO8Pnvr+Fv1+ZoXe1vM0pDEo6FWDx7GcvnrmTp3BX8zy8+5ifxijCYU5DBKajEdZD6PyBH/4SXOFT8wZf9GoQp0/fgnK+N4ZeXvEh7c4BowiUQ1HS2mni2oFiQNK8yOWhGDq0Vnc0mD91ajTAErWuDjJ2SKb3WTRv8nuuXmdceKE/ieTD/rQhvvRCnrtHBLkoe+EsNT9/jkekyKeYFWgvCMY8998tzwnnt1DY+SADFeVdcyV2/eIiFby1h3fIW7IINQjBiUiPnX3kWlfUVH+ozK1OmzK7LiZ89lqf++SJOwcGQEgw/THFgB6FkwdtRFrwNZsAgVhkkl8qTS1ssm28BmluvHklVrcvxH0+XnBT+nVqB6/rG5GA0jrH5+T2LmfVMnHdeieG5MH5yniNP68S0wHUEzatNuj2YQmgSFf787XkQiWmCIcWI8UWq6t2eRYVSEAgpvv3xSaxc2L2T0esFdV1J0/IA9SN9g921JTPO7OTYM/1Fi9ZQP7IL8peiui5AJq8k05nhxx//JUveWY5TcBBSYZTClpyi/6JjFS7z3ory6D+rOeOStvVUhRTReI5UW/83xFc3Lfj/pySRuABZUgFSObDf9o3++DeRMoIKHQe5O/1zss+OtvaATjDGD1hR/p1n30ZK30m1vk0s/Jxm2taZNI4x6ErtC7yJn+9WKsLU46Vf/w+lT7aG2zaAod+XdZC6Dqp+uZFrNo4uPofO3V3ybJf6F1EIHArRixBi8LpFAKs+WMM/f3oPaxavIxQNYloGTUubmfPC+xx25sF87H9O2O4Gv1I5KL4C5MCYgAxMRtmL/WRsrxmMJEQuQAb292+Ifh6Kz+KHJ4fwQ5Xzg7a/xeiFKPsDZKAk4JG9EXL/8P9fVIK0/L9ZtRbS16BEBBnasnoU25Oysb8TUMzbtK1tw5DL8ewswbhftEp3G8YSvwaE1OTTBrm0wSU/aOJPVw1Hef7WYyFboHZENeFoF3vscQvFNTcRDHqAoGXdMJYvPYJg8gT2OvQ1TPvPkHvJn92iJ0DoogH19dfnlXvup73ZorLWxTCgWBB4jiAQ1ihPk+kyWbPUZOT4ItXDHJbOT6A9zZsvjWLa0aVJSW9ciUcrf1ieB5lOX5M/kzLxXKiodrCCDpMPLJDuMHn18SRCQs0wm2hckcsYvPF8nHWrLT57RROVtY+TqP0Wn736PB7645M8/tdnaFndDkqTS+f51zX3cf6VZzNi4rCBB1OmTJndkskf2YNDT53Gy/fN6tGV7+vAFVIQjoUo5Pz490gyylHnfoRPfvt01i1rIdOVo3ZkNflsnnmvLeSun9/Pry4fx6//1+Y7Ny5n6vQcyoVUe5BwrMiwTagtSgkHHZvmoGPTGxwXQvPGs9HukRGOegRCHpG4x9g980Tjiso6l2BE0bza5K0X4liWZtTEAnNfD7JyodWnxfWNVH8hMWyUQ0eLxeolQfJZgUagPFi91CKfNtHiAYKVtbz7eiUr5q0q1SPy5UYRvnNGKY1jS5Try5K+9EgFZ17Shv8AK+nta5ePnNDJvX+uxS4WCXTXttGlBYfjZzN/5KQ+ydMy4hv1hSdR0a/6IROxr4K7EJy3QWXwJaQ939g3GiDxwwGNVbuoENIfkesN8BASoFzQShGtPx/ZcBPKzdAjVd16IL6zbBBZVDEaivdv2O4GA3kS5WRBfwCFd/3KraH9kOFNV4PX9tvo7D/8MRhjSzrx2hfYKD6NFgFEdHAJScd2uOtXD7F26TpG7TUcw+h9n1LtGV6853VGTGrkgOP33fTrGAJ8j/kfIXd/SVtfgzZQwvJlWrvz8hyg8BjKPBAq/+wr9oROhcIDDCxXLvDzOgaTMt8M0tdD9R9Qqt1XKwSQfSooixAQ9GsKZf+CChy90+6KlI39nQArYGKJ+WinA4SF8vzJs3uLsdvw9zyBafllz+uGOz0ycFprPE+D7uBjF69k9RL4x89DVNQGmfuqxQfvQLHwMlK+QVVDiOPPWcNZX1juT9SZBWC/i0r8fJMG/5vPZjAMA8Pw+3Vt4UdOlpLPHBta11qMHF+kdW2EXCYI2KxbGSGftojFncHkokuvA1IdkkBI4XmCRKVGSI1huhxyXJoDj87Q1S5pXh3kb9dV4TqCaMIjmzIwDAhHPUaO91i5MMRrTyY56fxOyP6dV546nPtueJhUWwbDkhgBk0x7lpfvn8mit5fy/bu+ychJjVv7MZYpU2YX4rt//xo3fu0vvHjP6+TTed+5YklqR1bzhV9cxLAx9ZgBkxETh/UKE/x/9s47zo6q/MPPnJnb7967PZtND+mBEFpCgFADhCJNqiAICCoKKiqKBUFQUX4gogIiUmyg0kEJTToJECAFAiSkl+3t7u135pzfH+duy+4mu0k22cA8n8/C7p2ZM+/MZmfe8573/b7AkFHlXcaZdshUzvruKXww/yNu/epd/OJrHVFrfxi+89tmKkatQ7QV/XYim4GP3vOz54x0h0JZPh3dMPRz/4l7i9HOrCbZKnSjJwMiJY7O8Xfg0T+V8uqThcRjJv6AJJ0UVK/fei6xkp2kQ4WOxLz4SJR//aGMuo1eOgpQn83bpbRc6WapSULoVdl0Uj/DG2o8+Uvp1EjFsDjv2628+mSU2k3asfb4PaBsclkDxzYoq5Scd+XmKRkBnSMtN4AYq6P7hb/XXXrT83Tk1wiC72AIfgFhjWg/UtppSNwCubcZPjZF1ZoggbAklzW7BJ5UPhDl9Sv84QiTZ+qu8MIKd4wV/SW0fJeuYhdtv9QQlNwJ9cdt9Z5DGhoOoIvMdgZky7fAeyyi+Hc0rn2NVe/ehZImFZO/wogpB6KUQqWf1w2hrD06jjUMMKJ6vMwbKP9cDLPnNKHlC1excfkmho4Z0sXRB4gUh2mpj/HW0++x75xpfU4J2i7iN0Hq3/p7owCwtLiHas7vENA9GlS+qZn9JjRfoe+19xBIP0XP0pze/B/Rdthmr9KTkdQ8PZkyeiiwNgxQIbBXgbMcRP8la3cGrrM/CBDqY/aasYkXHgkSCBntTVba/sxyad28RUmD8soMw8dmqN3g0dIPCnRiKBSVtfD8vyLYOZBSsH6ln1wG/EFFQZGDtBPUrU/zwG1BYg1DuOhH1UACsv+BhsXIkme36PCnkwam2fGXo3rw3O0cfPJ+hOr1UcAhEM7xg9veJVKU6zGiL2XXzxKtJv6QxOvXqhXZNLQ0WAhT4gtKyofbLFsYoqVBd6dsW5JtbdYvY59fEoo4vPhIIXsfFKdwWB3//NWjtDS0EikuwOPtuL5s1qZ6TS33/ugfXPPv7/bvl+bi4rJb4/V7ufKur/HFa85k/pMLyaayjJ46gn2PnrZN0bmpsybxp8W39Lrdbm3l3f/OZtL0FIYJ6YTgpm8O571XIsz9QgMX/bBKCw7kn4fJODx8Zxl//83mgQjBsw+WEG82OfWSepSE5x8q5/03wwTCkhHjMthZg4/eC3bpC7Alr6elUWCYiin7JXnq/mLu+9VQlOzB0VPkG5CpnofLTzwcx8Af6lkbPVBg8H+PrOH6S0ew+sMImWQWUJgW7DHV4Sd/ThHu1ser7UXRIbQghB9C5+uvXpDJp/Kpq7rPy5zTC1j8+gjsnK4zy2UNTFP3UNAyqYpAWLLv3LmMnNy9P4sIHIc0KiB+A9gfo511L3j2g+gvEVZFP0Sxe27ApTLPsOa1qfzt5qE01VkoCeHoNUzaL81RF/wfZSUrukaXO2MUgVwF9kfQi7Nfs6YWx5a9KtFFisNUraohFU+317kNFNJek5dRNUHkJUccB8h02isHWPnop19PdHJvIFPzIXYN+j4G0Os1nQvvM6BMtMrgNubzq/XQ9AUQlXomKHrxj/L9I5AD2fV3+3Cd/cFAZh4z57Sw9K0w6QRIRzv8vqDEzhikU4JQgYPHKzn4+BimpVj8egjL0s61RpFJGoyckEFKg1XLAlo/2KOQDiC1Xr/HZxNrNHnmn0XMOTPGyPFZwAa1AVqvgqLeX1alQxUr6zsa0Hg8CgOxmXSmwbpPQnh94NiK2SfUEinOkUkLfP58G3ZD57EaBmRSEAh1HC+ExLL0NunoF4vKH+TkdOt4KfUKR+f3selRpFMCYWqHf/miAPf8ooL9jjGpXl1FIOTv4ugDeL0WvqCPD95YTvWaWipGd43Yubi4fPopG17CSV87dsDP86drHuKR344HFCMnpKkckyXebOELKub9o5R5/yhl/PQ4k/dNsupDH+/P30LnWkOxZEEIy1JMOSDJuhUBisptggUOsUaTjat8vTfj6oFEzKRydJbph8S4/PiJPTv6PdCtBkvpn6UN+x/Wlj7RXau/fLjkd/9dyycb72H+E6tQzgZmHvooE/cWIELd9ocUmBNB9D3lUuZWQOz7aGdRACYHHJXmiFObeOGRIqRjYAjt5EtH5/ZUjMhyyqUjOfayM3qNagv/PuB/eAtnjgAtfbazM23v0mGjc2STkvLKHIapaG2yWPBMiKba7/GF740gWtrTPaJTOkDvTagMoVN/lVI9XqOU+vPe+tPsUNJP5usuOtcLbp4mtfm1+IAUtF6f3zfQ6bo3V+bJ6rpFZdP/3kQAET2pUyu0HSoLRg+TJJXRqw/m4M0QcJ39wYBMUDHK4QvfyvLY3R6Wva1orhckWi1MUxEskFSOzXDEKU0ceHSM5nqTp+4v7lhdzf/b9nglpqmXUhuqLQyh8Hh1Y5fWZpDSQzajVwGkMvjVNyq59r4NlA0FyHXqstszs08ZzaoP1pNKQiColzutfHREKYVpKryBMHadjRAGoQKbQz/XiGMb+S6VEqV0wdm6FV7GTMrk27crRP59UFDsYHRquCXMtuXsjjzScNTRk5h8EMwwQOQb19hZg5ZGk2CBpK7Kx/8ehlzWIVzU88PRH/QRb06weuk619l3cXEZMN59YSltD+t4swUySzAsKavMsnGVDyUNViwKs2JRGGEqhCkxTRNvKEg2lcPO2GA4jJ+WomJEFo9XkUkL/vvXEhpqPXh8klxGkIj11Ahry7kMReU2l9+4gWf/XUg23dEsasS4DOOnpfD5JY11HpbMD5GKd4yvVw70KqyU+rktHSgbZnPiBXUYwiSf4L8ZDhBk3PTpTNhvhk6VaFoCuaUgTWiT2VQ6PRU8EDyjfysusZ+jHX2TNvUcIeAr19UzZkqa5/9dxMZVPqQ0KB6SZcaRcU694jiK97i67+foicAZkLp7mw9XSr/3zri8nuf+WQpAUZmeyK1YEuStees4+lwvEO7h4KSOMpu9S3uOnjocX9BHqjVFsAe57lh9K/vM2YtAaMtFvjsEp5Eu+rRAV6e8zcHpLLXaVoG+Kf9j52N9tK3iaPKrJ0YIVJz+5fR4wSzM/xus0WPJZj0x6TxJUvlGotZMhDW6H+PvXFxnfzBgVoCCsVNyXPFryYr34IO3W0nEBIUlNuXDs0zaN0lBkUNrs8mNXx+ZL8qhy7/dXE53dZGOwLEN2tLxlFIk4yaGofTfRV4JbfWHfn56wQiuu389ZUNtIIm07V5TeY677FoWPncx779pkk4oAiGJxytJLR2cuQAA1dJJREFUJ02UMigsEwSjwxDGOrKZHLPmJpm0T5JsFixvx5JlJm3wv4eKuPDqajxeRTqpVx2ECcFQPrUHbadp6lby6aSBsHSkf+L0JJEih5ZGk3DUwTR1lF9YikzWoHqtl4rRNiWVI1j9URIlJVL23JHXsR2EEPhDvu4bXVxcXHYAtm3TUt9Km/PSXG8SazKJltjEW0z8QQkKMmmBaelnqz/oYfjkvVBS8fHbK1Eyx6jxaUZNSOfliQWODd6Afq4nYma7Ik7/UPzojtWMnJjj/l9rJ9EXkJx8cT17HxTXXX7zlh95qsV9vxpK1Vr9vDQ9Mh+w6WggNmpSmot/uJGajV5ijYpx03Qn+I7T5bvsemciTB0lFUIgo7+Glm/rwlvZTFt6KiIIwbMRgdP6d1m5Jflvut4TIWDuOXHmntNEOumB0A/xR2ch/B0dVGV2GTgfA0HwHYLocbWhZ0T0KmRuPtgf9M9eOuoGDANKyrtGtH1+HVBbscTg6C8k8479ZkpEziawJoM1sddzjJo6gvH7jWXpK8sYOnYI/nwPGikldesb8Bf4mXnCfv22fZsQhR1Fie1Oe+fIedd+Cpq2lRrRfZvhyf/76pQipTL5n02w9oOi+xCmibRtaDpJNz3rhhfMfBqXYegUI9mQ//OtBVWQP1caSIBRCuGvb8MN2Hm4zv5gwH8yJP8OqgnLKmHyDIOJ+wVpqN5EUWmOWKNJPGby2n8j/OPWci1blo+kdJ7tZlK6UDUY8WKaOlVGKR3Zh44oOei/LcsjWb/Sy59+VsYP71gHGFvM2feHivnRw3/iH9d8j9eeaiTepMPpI8fbjJteScGQGTi2ZOy0USx66X3GTa1CmHoVoA0lARQfvhekvtaivNLGcRSZjEEgqGcuIi/lRj5iH4rYOLZFNilwgpJoscOeM1t56bEiWhosispyOBIycUH1Oi/+kGLI6LH4wnsSCK3BG/CSaE5QWBbpcj1SKVKtacpGlDB22qgd8It0cXFx6RkhtNyjUrrO6JP3A4ydmsIbkFgeLZ8pTKgcnWHoHiMJFU9HCIPm2hZC0SDDxjQRDNvkslqOGHRufFsqp8+vHW/H6W9RosGC5woZOroeM//4P/H8embOidFQ7aFmvQcw8tr/OS75SRV3XjuU2g0+PB5FTgFCMWREjiNObuSjRWVcf+kEsikdoS0otDnslBiXXlObr/mSOjoa7drXRVgVyKK/QmYeZF4FmQJrGAROQ3jGb8Md7zknvjP+oEAMObf9Z5ldBq036Zx3sugq5CJk4HMQ+kafVxZE6aP5ploPo1N6+l8l2vbe7owvoFN6UEFwqtC57mGdXqJawRyFETofo8fVlLxtQnDGdz6HYzssX7gSJbNMP2gNqdYYrd4A0YoJlI/o/fgdSuBEXWStYmAU6s/MADgWHb8/k3Y/Rykgp2sTGA5qaXd5PyOQd8I7FVGLcvCfAKHvIvJRP2FZUPZfZOYDaPkhyI/QE40htP8htI/p03Z4DwNnvf5SSZ3SY+0H4SsGfdddQ6nN9QFcAGKxGNFolJaWFiKRyNYP2E5k/B5I3IV+wIQAk1yulao1GZ68v4Qn7ylDKR05aXthOHbXB8+kmeWMGb8WgyyL3whRvc5EmHppF0PR5sc7to6Qe7wSR+qi289fWstplwqKpr7SJ3vTiRbWLXsT0/QzYurMDgm1PMmWOmTD8QQCOncxm4ZczsDrVZgeaGk0+f2PhvLNX20iHJEo2f3vS8m2CY1+qaUTOnVISYP1K32891oBH7ypi3U7ggOK4eOKCRQdip1z2LSymuKhhSx8djEer0UwEkQIgZ21SbbqxlynXH4c5/349P79wlxcXFz6wfePvZ73X/uQbErLTLZRUKQdeDsHPj8ccNwMQhFdrKiUYu2HGxg7bRRh74O8+4qP8mHZjhiPhMY6i/Wf+MmmDQIhSXO9J69bvzWL9A6GMDj+vHrO/XYtLz4a4bE/l3P5LzeSzRjEGjcP/ihGjM/w/oIQ//1bESd9qZEPFkZY88keNFY1EQgJWhvT+n3jUfn3lJ7kHHBkK9fdV62LWQt/jhjg/GZZcyioajqn8XTaCjhglCOGvIa0W/VKQOw6Hbk1QvmouaOdaBT4T0FsNkHpsy3NP4b0v7a+X6cMlofuLGbT6q5pNhtXe9ljzxRfvbYKvfR9CFh+LQHpnYXhm91FhScVaySVaCZaOgLT4+kylp2zafzkh6x692X+dnMJVWu95HJGXl1PMGPuWL57/w1Y1sCuesuW6yH9GCDAiAAWyCagOb+HqT9DoicAPohcpz+PXQ0o7eB3RuVTeULfgeDnEeYW6l8AmV0CTZcCnp5rRlROp5MV/AD8p4O9VEf6zRHbOBHdMfTHT3Uj+4MEEb4IaRZB8gGw1/HRuzn++7dCFr4YIp0waVvOcmz9lDdMoSXQAI/Xw/AJQzGtINIsx5SLGTM5QWNtkFSiI1cRwLZ11EeYCq9f4dg6h37Bc4WkEnEu+k2qTxX4/lCUCQcc0/t24y8QjAMG6aQ+B0A2YyAcSbTIYeaRcb576h6c/70apuyfoLDEac/dB72q15aKZFoKr0+nAD3zQDEen2Kfg+NMP7iVdcsDfPxegE1rvZQNtTFDuituY3UTRRWFfP22i/jz1f/g7Xnv0VIX00EAwyAYCXLQSfvz+W8P7s53Li4uuz/HXHA4K95ZhWEIsukMSmpnu7VJv4YNw6Bs4gh8gQJA91+pXVdPQXEBc79YiUjW8dF7Q2ltsigeksvLdBqEozIf1dcPy97Cd16fzo9USqc02jkj36lcMWqCbmh12Ekx3n8zTKjAob6qJyfPoKXeYuyUNMef18hes5J8uKiCWF0rpiVobUpjeSUeb1tBGeDTQgwLXyrg9Rf2Yva5295Mql/4T4bUH+naMb6NvFdtTUVWzwSaOm0ToMJ6KRwTjBKdVpR5Gmmfg+gsedlXMn0LorUFqJsbjW6Ofjat3/97zmgrfFbgvArhv2H4D2gvtpXZNPUfzqaopAWvmdei2QAfLqpkj9l/J1o6TF9l4jqqVjzP734wnNZmi2CBQ0Ghg+1AvMXilUdWkcv8kJ88NMC/r4IfgSiA1JNoXX2pI+bGJP29XIeu8TB0kXb4ckTgaH2tmRch8wyoBB2F4A4gwHsoouCivtlg7QnWSJ1CpoLdZQPbVh78x+jVHe/O6UGwI3Ej+72wsyP7bUgpWfy/edz4xftIxm08Hi05CdBUZ+Hk2h5aBkIYBKNBjjr3UE76+jH888bH2biiCstrYvEeDdWSDSt97Y5224qAaSl8Qdle0KqA/Q5rJdZkceZ3juOgM67oZtOa99fz4YLlJGJJCsuiTDloIsPGVfSqWCBrjwe5CkcGSMVTevLdIeSDLyhprLH44gFT2o/Z99AYP7l7LYGgnsQo1XO33VXL/MyfF2XDKi+5jMG6T3yYJuwxNYU3WInyHExTTQuJWIoTv3I0R55zCI7t8OGbK3jtkTdprG6mbHgxsz63P5NmjsfyuHNeFxeXgefuq//O0/e8QDqeQSmJtB0UEAgHOPzMg0m0JGjY1ISUCtMSTD0gwUnnL6C4tBalYOMqD08/UMKiV0NYHgPLkmSzAsuj2HNGnLdfjLB6WUewxvJI7Pw7w+uTWF7VXoDbtsLrDzr8deGHCAGJFpMn7y9m5tGtrFvec4FmOOJQXJEjEHJYvijMn385nsKyQhLNTbTUJwmEu+dZKwWphMHeB9v86sV/IET3wtAdjbRtaDge1Jr8J202tbk8QbSaS29EwcxLXCoJsg5CFyAKvtV/W6qnb+Vc+dMoSCXgui+PxDJNCktthFDEmixaGiwm75fg3CurCUc6u23FiIoF+jzZOLnqfbE8PY+//hMPhRPmESk1oW4uP/3SEBa9VkDxkFyXd61hQGOtRS5ncec7P2PEpMn9vub+ImVMT4pUEqw9EF5dNyCdOnDWgTm0x9UgGf8jJB/WnWxRIIZA4BQIXtaestOn86f+C60/19KeRqGecCg7PwEBQucjwpdv/4XuQPrjp7rOfi/sKmffztl854if8sm7ywkW5AiGnA5VKQWxJhOvV2sOH3jCRM7+0XcYOkYv28UaWln80ge8/+prNG14AY9HEIgInvmHF5RC5GXGvH7VPl4mJYgU2cw8upWqtV7GTjG47I9PA7D+4408cfszvP7YW8SbE3j9Hkoqi/EHfYQKg8w+7UCOvfCIHvMYZe1skPVk0h5ymVz+GlQ+Z18XgKUSgjOm7tnluJlHt/DtmzYQLXX05LrTe2PzeUW8RZDLCj56N8ALDxfT1DAEzDEopSgoLuCQU2cw54uHYvbjD97FxcVlIFn43GKeu/9l1n20ActjMm32FE782jEMHTOEVDzFJ++tIRVPU1Y6j5HD78cwZL72Skfk00nB8sV+/n1HOdmMYPSkFIccF2PM1BR3/Hgo77xUQDZr6iZdUu+v03oMLI/skgJqCMWYKSm+et0mJu6dwnHgnl9UcOjnYtRt8nSR7zSEnjAMHZXVkwgnxJsvHUPZqAOZc/5hnD3sQuysja+XheFUwqBydI4/f3D9TstvlrYNLd+A3Bt0aLd7gQnA0q0PYAwDkV/hkLXgPxER/Vn/7ag5DFRVH/acQNrZi1cefoG3/xehuc5CKd08ctqsOEee1khRWQ8SkuVLEMJPy/LphAu2PKl46ck9OOKsg6hd9U+umDsOpbTCXRcMPRms3eDjuIv24pt3/rTvF7uLkI7W0m8r+t6mMVKPQPwukPX5vGDAiELwNAh+fdB1x3XTeHZjVi1ZS/WaOgpLsrrJx2az7UBIqzYUD8lSUrqi3dEHiJQUMOP4fahauZD1HwiSrboRhT8Arc0Gpq6zAnRuYC6jlR9GTsgghK72j+V7Qrzy0Hz++L2/0lTdjGPbGEKQTeVIxzOMmTYSj9fD8397hWhphINOPqD7hRjFQB0dc8kOjVCVj/K3NcLqzIaVXm67ehj7HRpjn8MSlFXm8Hi6O/oA4agEJLOObWWv4/7Fx+/GiDXECYT9TJo5juKKov7efhcXF5cBZf+j92b/o3tOAwiEA+w1ezLSboH6v9GWbpJOGsRbTAoKHbx+ybRZSUaM38DGVV7dbHF4lk2rvSx4NoptC93LJKtrnXwByWlfqeWt56OsW+7Hzml9+SHDM0ydEad2Q4C/31zOCec3Em8xeeWpQsZMzjB6UpqNK71IaaCUzuUOFTj4gxJpjGTqoXew1wkdnWotj0E20+NlAfq57/MretLdHyiEZUHJndrpt9/VH1r7Qv2svg2gmoEhHTI5oocOqn3BN7tPOftELyEYOJljLouz/zEXULPqE5SE8mFZSof2rp1P9j2k2IdweOurB9MPWoWTG0VTjYlt68BbN5SuoTMMRVN1vPv2Qcj2OPntYwROQ/qOh8yz4FRrRz9wLEIUbr+BuxjX2R9ktDbGQSo8QYnjdJ9FmpbO3TMMSDS3dtmmlOLxPzzD609soKhIUFqRwRA+yodJ3n1Z0NosdJMqR6EM3RRr7JQUw8boGXEqaTBqUoCq1TXc9b2/0trYirAEpseHZQmkVOTSOVYtWUe0NIJlmbzxxNsccNx0PN7N1g0Dn4P4CkzLwW5vXqdfMpapJyxvPN0xEx0yKstXro1z8LFNujugUQwUg7OqT/ctXDKaA+a6EXwXF5dPAfFbaFMTUQrSSbO92aI/KBFeRbTEJps2SMVNFr0epqXRoGy4TdUaL9LW6szDRmW48AebOODIBOd8s476KpO3Xihhwn7DKS5rpm5jmqfutWhpEMx7oISP3gmSTgqeur+Esy+vZcSELMmYIJs1CIa1alBTfSH7Hn8O5N5D4kFYWq5z8syRLHxuFVJKxGYNmZycDtgcMMfYoizkQCEsC6wZAEinmb43vUrp/6kWEAGt6LItFFwG6UfpohCzOcYQ8B2XtzdM6aSHKS6c0Lfxmy9AEu0xKLY50WKFnXqXkiE5LI8ilzHwBzZL8DA60ryKh362gmZC+CFw0q42Y4fjOvuDjEDYT6gwhFBqs1bnGunoPHbHMSge0lVarHp1LYteXEpJRSkFBeVaHgpJICQ46DjJkvk5Yg0WoYhDYalN5dgM/nxaZjppgDTY59grePrPLxBrjBOOhmhpaMXy5qWqhIHH7yGTzLDuo41MnjGeug0N1KypY/iEzXLpAhdC6gkstRyCEjtrgKGXkYUBdVUWT/21FI9Xse9hSX72NwUFP4PWn2mtYHwdy6cuLi4unyWyi9q/lVJH6YWpcByDRKuJ1+/g9So+eT/AJ0uCLFkQxB8w+MHv17DmowCpVoOKMTn2PCDZnrZpGDBkuOSUK76JCJ8BgCit451XvsOfX3uLd/5XwPJFQSLFNlVrfdx7YwX7H97KtFkJPD7FuhU+Fr1awIkXZhHJfKd1I4j0HgyRH/PFn36Z91//EemkgdcHlod8E0UtI1lcbnP2949CiF3sdqTe6t/+sgGQ4Dt5m5VXhFmJLLgBWn9I946wAAVQdCt2soamdfchTEHRyEsQmL3s3x2jhwlMU61JU50HDCgZkiNaotNjPVYzpUNhyn4J3nk5Qigiu+bsAy2NFpbX4PSrzt+WS3YZZLjO/iBjj+mjGbfPaJa/taa9lbfH2zHrzqQE4ahNMCyZdnBhl2NXvLuKZEuKsmElwDSQsXxxiYGByfCxkvqAwh+UejlVGmTTug4g3mIy7ZAge885mEf+8GsMg4522Z3mHEIYCCGI1bciTN1223G6LwMK00QW/wOj5buo7Gt4vFlAYecEH38Q4tbvDqel3sPQUfCVGw+C6Jcg+xg4rejoRxZka7dxe6M/hTguLi4ug5mG6moihZDNtAVZVL5TuCKXEyiplVnWf+KnpdEilzXJOVPwFIzg0JNewjAglzbyamva8ZZSYEa+0+7og+4gvu/sOOECSSYtkA6ESiSBkCKVNHn+4WKe+3cRvqDEsiTppIeD5jbnV16V7kqafgZkLRNn3Mm377qA33/jfuIxRS6f0mMIRfkwm2v/MZZA+Td2xe3sSvb5fuystBxk4AQIXbH13beACJ2KNPfSDr/zEfo95wffoeQ4lwV//Q5vvSBorPFgGIrKMc8x65gI0w9p6lPEviNRFuIxg1UfBPEFJB6fAgVV67ysXW4wYe8UgZDe86zLa1m1LEhjjYdA2MEX0L0a4i0mji049PRpVI4Zvl3X7TI4cJ39QYYv4GPOeYdRvXoN0l5JMm5i5xSmpcikBAbgDyoOOCLBuAO/1OXYXMbGEEZeIceP8s+G3MfgbASyeHxeSod6OPzk9bzzcgEN1R6U1DrPB51YwZFfvguv39su3WZ5LIQwkLbEtLqnFMUaWomUFFA2vKTHaxFmGIrvxFtQz8KnbuWD+R/yxn881Ff58fg9TD9qHBf9/AuMmDoCGb8DEn/JP7GGgZHMa+VuPQfRxcXF5dPC/Ie+SdifIloE/qB28C2vg3IMDEPhVUrnUtdZ1FVbpBKCcNTDV677mJEj16AQKCnxtqdmCKQqwIpeighf0uVckeIwFWMKMIBIkY2wdBTe51cURB0Kok57z6J0ysC0FNGSFMgE2n0o1KoluSWQeZojzj6ZWaccwsO/+g0fv7UC07SZeVwRR51/Fmbg8EFS4NgHz7mN0De1CosIb9cZpUxA8l5IPQOqUXdk9ewPofNwciN55Jen8NYLYTw+RaTIRuU73K/9yE9TneLI05r7fK5MClZ9EKSg0CaTEiRaBOTTdgsKHZYvCrLnzASmBROnp/neb9dy/00VrPkoQGuThWFAMGxw8Cmz+MYfvrtd1+0yeHCd/UHIAXOno2yb5+7/MyuXbKS10SSbFvgDkjFTUsw5Pc4hn5+NJ3J2l+OKKgoxDAM7a2N5LQx84JmG8uwFOCSS9VSMHcKRX72UQ859neqPn0eKsQyZcAahSIcU2oR9x7Js/nIMw8AX8JKKZxBCYAiQUiGlJFQYIt6cZPbnD9yqLr/wlDLj1BuYfkKOvY/9kFQ8w8hJlYyYqPV+Za4F4vcCrWg95LTWOaYMqGOrDr84qJ932MXFxWXwkah7F5F9lUCxQjrgsTp0823bAEPh9eoo/4aVPnIpk9oNXqbOaGT0hFoADFQXYQdd5BsBa2q38wkhGD71eBxnPvsf2UpxWY6Gag8en037wq4BUkEiZjFkRIZ9Dm3oNEIcVAEYUjuygZPx+ws596fXDcTt2TF499C9K7eGMQ1RcNl2n07KODR9HXJL80oTfiADmRcgt5Blb/hY+GKIkoocoYKOVfJwNEtjjcWLjxYyeb8MQ0el+nS+dSv8hKMOyVazvbAa8n0VHINQ1GHdJz7GTNJLL1NnpPj1v1ezZH6AVcsCWB6Hoy48n1DZ4JKZdNk+XGd/kCEztdByPgccsJq994JVH/ppbfJg2x4qx1oMHV2Jt/gKRLB7I6jJB46nbEQp1WvrumjgGxikEzbZjM0Bc/dBCIE/OpvRM2b3aMNxlxzF/x54jabaZqJlERxbks3oro9OTmIYBsGCANOPnMphZ/Xd0fZ6Pex7VFfJNenEtRZye7e8ti55GXSjk561njsIIcrv67MNLi4uLoOVtx7/PpUj7faCVqlVlrEsEEILG0ipZYcbqi2q13qYMD3J6V+t19t7ZT00X4Is/D3Cf0SXLcec0UiuGbxeOPniev5yUwXNdRbhqI3Xp7ufx2MWXp/klIvr853YBe2NqWgF5QXVwG6B/ziI386Wg0gGYshDO+Z88Tvyjn4ERKf3mVKg6njvVYmS4S6OfhtF5TZrPvbx/pt+ho5SQHqLpzIMSMUFoUIHpbqvYCipRTJ0Z+Su0knTZqWYNis/ofD3ZTb02UTazZB4CtRKsGZC4FCEOfB9I7YX19kfRMj4I9Sv+DFL3wyz5qNyhICxU9NMOzBOtMQBz+GIkrt6PT4Q8nPSZcfyz5seZ+2yDVoxx2MSb0mQTeXY+/ApzDhu+lbtGDpmCJf86jzuuuqvNNe0YJgCIQxyWQfTEkycMZ4v/PA0ph06Ga9/2+SupJ2B5O8h+We0c9/jXvT+QDbAOhRR+qdtOr+Li4vLoEO1IEwIhiSGqR1t0wKPVwszKAXCgGCB5MBjWimtzDBlvwz+4Nba5ZhADpp/BBVvtH8qm66AzLN4vHoSccIXG1EKHru7jOZ6i5hjYJqK4nKb0y6tY+45LXR0o+3s8GdB7h6qLcIagQycAam/0+u7J3LrDjmXlGkdwTcE4AWniY5uvQIIU7PBiz/U80StbaLXUGOBdw5k/0NHZn7PGAJkrvd0KekYWxsCrDFb2eGzh7Tj0PAFUB91+vTvEAeJBYFvIqJf2WX2bQ3X2R8kyNR/WfLcDTz252E01njweCUKg0Wvh3n9v1HOuKyWPaa+hEwvRPj373WcqQdN5KIbzmH+kwv56M0VZDM5ykaUMuO4fZh5wr74An1TuDnszIMYNXUET9/9PMvmL8dxJHvsPYq5Fx7J1IMnbd+1Jp+C2A/o21pqZwwQ46DkiS0W5NYt2ZtosY5QJGMegiX/wztkSK/7u7i4uAwG2lIujE6PN4+363bDAOEFj1cy/eB0n4o3OxzzBmT6ZfDOhpbvQmZexx55//BzFzRy7FmNvP50IU11FsVDLA46thpvt0VWQReH379XP6505yIdp+s7o+BqMHyQfAzIq+1gAEOg8GcI/2E76MTVIFtAmcCazTcCMUIFYeqreml5CzgOBMMKCv8Pmh3IPr3lU0qtepfpZRHANBWG2JK3XwK+47d4js8a0k5D/eFArJc9bEjdjMwuQpTdsRMt6zuusz8IkNJm7bu38ujdJcRbTEZOSLc/eB0HNq328e/by7ns+o1EjB+Df94Wxxs9dQSjp44gFU+Ry9iEokFMq/9qNaOnjuBrv7lwWy6pV2TmQ4hdRe/R/A42rfHwr9vLefmxQpQ0KB2W45izmvj8dx9ARM7rtv/Gd+cwpGIdxWUdnxUU5VDObGqXFFE+7c0deCUuLi4uOxaPN4CUaTIpQNFrN9o2+ubotyEABzJvQm4xZJ7ebJuiLeRr+QWzjmkhmzUJR2wM0aWZeZ7NotGeffpjzIAjsx9D/GbIvgNkkATAdyAUfB9hDYfId5HhiyD9P5BxsEaCd0cXEftBOXSkqXZn5tExPlkawLbJp0h1kEoIPF7FxH1DCCGQhb+B5gxkX6Lb/c8TKXSQUku1bi7fbVoSxzYoKuvt/euH6HVaa96lg9iP6d3R74TzAjL5BCI4+HT6B0NpvEv2NZa+nqCp1kPl6GwXvVvThMoxGWo2eFj6ZgjUmj4PGwgHiJQUbJOjP2DEf0FfHP13Xwnxx2sref/NEJm0QS6nu+ved+MQrjn9cRynq/Zw0wfnUTF0XY8vP8OAkrImmj/qY4MSFxcXl13AfideRWujiT/f1bSvzrxSugdL25fqIXArpWLlB34WzIvz9lP/oW5T23uh7YVjAIJkXPD8PyMsfKmAYNjuGEv1PK4+LgieKX29zAFHZt6ExnMh+wq6MZYC4pB5DhrOQGaXAyBEMSJ4OiL8JYT/yB2uFqQbjm25sHavA+OMmZxmwyd+Eq2ivVlvrMmkep2HKfsnGXfIr/L2CozCX4DvJGAoUAT40HFbEwgyamKaRMwkENLdlg2hMAyJzy/xBxTJ5DiGTb8XjAo6pm8mmDOh6B5E4Jgdeg8+FWSf6vu+iT8OnB3bgRvZHww4NaxY6sUflD0+3E0ThAlrPvRz8HExZHYZwjt4Hqz9Ird0q7s01Jg8+qcyEq0mQ0dlaaxpW+JUZFIG772kePiWpzjzeycDIFsepqBo641SCqIgqw9DVLy8PVfg4uLiMiCs+ngc778dZsoMLY3YF1S+aLctpx/QQd+832oYULXWw2N/LmPNRwFyTg04HkKRYexzSCvHn9fUnvOfjMPfbynng4V+rr13PYaAdFIQCHW8m7pG+A395dkXYRbugDuwg2i5Gq3uFqSLNJFyQDVBy1VQ9tiAmyHtRjYvhN0crw/O+041D91Zzqplfp3SoyAYcZh1bCsnfu1iPKF92/c3RDFErkKlHoPcQlB5GVRzOIb/WCzvwUyevZLlCy7CMFp1Tx3DJJMO4JgHsNfxP8fyhiD8ClJmQTaCCG+3vOinFWnb9LaK0iPOxgGzZXtwnf3BgCgCKTCM3vPouswBsm/C7ursb6ldeJ53XymgocbDmEkpajZ0LQD2BRTJuMG8e//Hmd87GZnLQerqfkTAqpCpFCKwlfVxFxcXl53MS/98nSOOi+HdQmmVknnn3sxH/hV8/F6Q4vIcFSNz7d64lPDRO34CYcXvrx7KhlU+LAsC4RrKh9sIU/Dqf6JkUoKzr6jHMOCtFwpY9k6IvWbFCUccpKNzvB1bN+bSBtDphaTAKILCGwbytvQLmXoOZA3gYTMNUl0MoUxwPtk5QbPce33arajM4cs/tli7aiTVq1dgCsXIqXsyZOpvEZvn9gCGWYoR/jLKOQVkne51YI7CMPS+/vJxTDvpFVLxahrXv46ByehRh+ALlnYZRwgviIrtvsxPN907E2+ZfuXW7TRcZ38w4DuUyrE3sma5iVK5bo6rlODYMHJCBjD1H/YORmZXQ/IvoJpBDIHwxQizbKvH9Z8IuiCqdzau8uLxSqQyqFrX/VpN06BuQ36M5vN7WVreArELIfBgPw9ycXFxGVhkbjXjpqa6yG62vQ8SMYOa9T6a6y0sr6Ss0gYU/nAOf0Dqzy1FUbmNlPDIXcU8/1ApoQKHtR8HCIYdhKVItBqs+dBPSUUWX8jhhUcKQSiOObuJd14qwOdXhMI6TbLt2erYBkopTAu6ZbqIqQizcmfdoq2TfRtwgN7kED1ABrJvDXzQzCjo+66+SYw9+A+MPbgfw5ulYJb2uj0QrmDY5M/3fUCXHoj2b3dr7MCYsZ24zv4gQAg/E2YexZI3XqFmvZchI7IdS6YSNq3xUjo0x54HJgE/+E/YYeeWjgOxb0HmZbqo46QeQAY+j4hes8POBYD/aEhv2dEOFuiW3euW+0nFN683MPKNQvQNcrLvdX/5bIVcZgl90yRycXFx2Xnsf9jaLuk4bd1rm+tNVn4QIJsWeH0SOyfYtNpLUbnNgucLGDU+Q1GZTdVaL76g5NWnojx5XxmxRg9evyIYdgiEJUqB16dIJQ1WLdOrm0rCP34zhKfuL8W0JGOnpKmt8pBJCfxBicyXR0nHwM4ZeDwST+cHqFq5c2/S1jDajOteUqzJK+8YO+EtYO2LnnT0oRN8wfUDbY3LNiAsC0k5UNu3A8JXDqg924pboDtI2O/EH7H3YRPx+CRrP/ZRtc5L1Rova1f4iBY5nHZpA0WlEnyH7djcyNh3IfM8umg2AEYI3cgqC6l/ImM377hzAYR/hO6M2zsFhTab1vjYuKp7VD+XM5GOZNTk4cz740/1m6qfpJPO1ndycXFx2cmM36tR+6d5Z18Irci25mM/dtYgHHXwBRRen8IXUHg8CtOE5YtD5DIGpgf+dmsJj/6pHCcnsG0twyhM1T6ByGWhpd6D4xgoBaal8AcVmaSgfpOXj94NsPSNMIvnh7VPbHZaOu3Rfx5kz1P/KejofW/Szjbg0821BhhhWeDv3gCz+477IzzFA26PyzYS+UHf9vNdgPD3Y2lmJ+I6+4OIs6+5jWMu+RaHnZxk1Pg0oyenOfH8Br52/SYm75fVUYLIr3fY+aRTDZn/oZ/ogY78RsMEAoADqX/p6P8OQlg+KH0OrL173We/Q22UMkinRBfpMOlANqWjXYnmau796ZJuKZl94fVn/d3UfFxcXFx2NUWlfu2Ud3KoEzFBOmF2KZJtS+1UgD8g+ejdILZtYAhYvSwEGKSSJqaliBQ55HIdA7Y2WziOgRBKP/oN8HgVhaUOKGiq9bJuuZ+brhjOpjVeLFNvNy2F1y87cvfxAgLMPXbKvekrwrsHWNMAB1Sm6zKJSqM1TXdw0GxL9hTeAJ4tOIDGnlDy151ii8u2IYInQvj7W94p+DtE0Y92jkHbgJvGM8g47Izjkc6xkHkKUg+DatUFUMFzEIGjd+zJkv9ERz96WM40DFAeff7M0xDsQ3SijwgrCKX/RtoJaL0Rss+BapNHS1M+PM73f7+OX319BKmEQOXffG3tv31BLxs/iYMh+qkzrV+SPl9gh0usubi4uGw3vssw7K+2/6glNXXHUyOf3qNU24KmwrIUsSaTWJOJUpCOGzTXm6STep9w1KG0MkesycS29UpBJqXFIAxD76MbdAlqNgicTsGVVNzk8uPH8+Ufb2LWMTHCUUd3dDVMdOQ8B1gQungn36Q+UHQ7NH4RnE+AZKeOsSZY++zQoFmfKLwZmq+E3JuAg52Dd14p4tF79qSpLsrQMTdx+ndOYtqhu6vwxqcfEb4Y6T8XYjdA9kUgma9vvAYRPGhXm7dVXGd/ECJME4In66+BxGlGPwV7c3xNwNbSXANy/kWQewVIgxHROZSqFVQzM+fEuPN/H/K33wzl/TfDxBq95HIBIiVhvD7Fpk/qmbB3on/nU9BcDyMnjUBlsyhnKZjDEL6hA3F1Li4uLv1CRI5Edkrv1o69QSjafSWyoFCSSgo+XhTEsnTxbDIh+OHtGwgVOORsg9f/U8CyhQGKyy0aazzknI5GS44EQyiCEYd0UpBNd9RHGYaeXGQSgt99fzi/+77BzKMb+fFdNeh3RgbwQOAshH/2wN6UbUCYUWTxo5B5DFKPgYqDUQjBsxCBuTvVFulUQ8NZupsuikzaoKHaZOiIJEeftpS//F8lC/6zgYXPLmHOebO58k9f26n2ufQdYfmhePAoT/UH19n/LGONQTv6NjpSszm23u6ZPDDnj98OKgbGkE594otAFaJkNablEG+JUDa8gvIRDrXrIZ2SOGaGM79ew9FnbVnVpzOOA68+GeJft1fgD6Y44IijOPUrtQQCIDHB/3m93Ori4uKyKwn9DBLXtCvxGIYiWODg8WhHESAYluSyBu+8XMDGlX72md1KvNlk39lxguGOHPvTv9ZIQ43JXT8dQktTAc1VXVdxlTRorPFgWV0lzUwPeDxtikD6vFXrivD6mgEDzDEQOr9Lp1BZez7IBV2vRRyCKL9nh96evqKDZp/XX7uS5h+ArAL05C2TNAiEFEbYZv8jYliW4jffn0Q2meW5v77CiEnDOOM7g68Dq8vujaFUv4ULPxPEYjGi0SgtLS1EIpFdbc6AIJ0s1M8G1YJuPtIpJ0ZJIAViJKL82R1/7uwH0HQxYEEPzTwcJ002Uc3HiyMYBpQOSVJYmsvnjnYsafcnG0cpaK43+PZJY6ndGKSw1Oba+1Yzce+03sGahSi9f8dcoIuLi8s2Ilv/BYkfA/q59eKjUZSCYWOzmKaier2Xj98N8O6rBfgDirnnNnDI8S1dHH3V/h9YtczDZUf3MWhjQCCgEO2hQEU6aRCKRni47t6e7a2eBqR7GdCHqNh6M8VPI9Kpg7ojaWusFW8xaKrzIAQIoQhFHRzH4JYrx/L+WyWk4mkqx1Vw30e37VrDXXYL+uOnupH9zzDC9CLDl0Prr9B5jRY60u+go/pBiFw9MCd3qvQ5jFAPGxWmkcHrl4yZFCMY7lwU1kF/8/UNoKhMce8bK6laa5GIWaxd7mP0pDQ+H2DPRyZXIILj+389Li4uLjsIUXAmFJyJTC/DSP6Lg+Y+yOP3FPPqfwpJtQpsW2DnYOioLKdcXMdeB6a6D5LvrAswakKOoWPSVK32b7aT0bFzpwM7NeDVnygDj7+n1V+QtV+gd0cfIIOsPglR8cSWLvnTSfYd2lSBlNKFzsVDbLJpLUARbzYpKrPZ7/Amli0sxbRM6tbVE2+JE466HW1ddhyus/8ZR4TOQxoBiP8R5CbaU3fEBIhcNXD5mGYZYIHKgpF/iagMyAak1C8OIXRean+d+l5pyxQyoHK0DdiMn5ZuL3rDACPxHQh+Bl9KLi4ugw7hnwL+a/FbhZz59dupWhtj5fsBclmDkoock/ZJ4gv0vDjfUciru+2ecmE9d1wzfPO96KalqQwyScigV1G9Pv3Z3odN7dlIubAPV/IRMv0awn9IH/b9FGH4gA7ZU48PLK/EH4RQzqG5wUQqGDpSR/4NA5RSZFO5fvdycnHZEq6z74LI5zXK7FJwNoI5XsuXDSTWXmCNBHsFyCAQw842kE4KpBSEo/ottcMc/S1gdA5uORt36NifLFrN/CffIZfKMnzSMA4/cxZe/47vgOzi4vIpJnQ5RvIeKkenqRzdm358V9qCGG3PN19wSxm7ncT9O33m2JCyDcKFAc675oxtsbyD+B3wWXP2U+906fCuFEhbp6FaHigqc0gnDZJxvY7i2A7RsgjRsk9n6rDLrsN19ndTpJRgL9UFruZohDViu8cU3r2AvbbfuL6cSwhk8MsQuw7UenI5m1ijQEqDwhJnpzj5PWHbrewIVzzeHOc3X/kjS175kGwyC4a+5n/9+jEuvvE8Zp243w44i4uLy2cBYZrIwj9C8wV9P6httTJf3/TOSz2lTHamJ4df8+3byhg2djvliu0Ptu/43Qxpr4XM3V0+EwJkXvJUAmbeA/tkaZhMOguGwUEnH4Bpbt453sVl+3DFxndDZPIhaDwdmi7V2r2NZyMbv47MrdjVpvULETgGvAcANtI2CIYV4YgEA3ZV2fiOkN+XUvLrC//A2/MWYxgGxUMLKa0sJlQYpG5DA7//xt0sm//x9p/IxcXls0Pm5fw3nR1BgW6A2AOGdt+F0IWhrz615Q6thqEbZ5mWQpj6yxD6QfzMX5ZB00XI7LLtuABnhzZoHMxIuwaar0D10OHdtHRaFej3XC4rWPBsAY4tGbvXKC777YU72VqXzwKus7+bIeP3QOv/gbMG8IFRoMME2deh+QqkvWpXm9hnpEyD/TEfLwryr9tLee5fRTz7zyJyWXoLMA04hgGy5YHtGmPpKx+y7PWPCYZ9FBSGMISBks14PfUUlaVobWjg0Vv/tdVxZHYlsuWXyLqzkA1fQ7b+DunEt8s2FxeX3ZTMfECAEdTPfaNACxwYbcIKXRGGdixzOXj4j6UYRm8PVQUoFLqBV1tRr1JAvpHhiiUBVr3fALFr9KpyZ8zpfbPfCGs5zM8CDV8F+8MeN7VJqioACQ3VHuqqC/j8t07kt/NvwOt10zxddjxuGs9uhJSNkPwrWsWmrJM2vRdUWCvctN4ORf/X/7EdB7IvgbMaxDDwHbNDHswyNQ8yz+sJiXc/8J/dMW7ufZANrFxWwJI3QhRX5PB4FEef1YhUYPZQO7ZTsD/q9pG0qyHxd8jVgnwrr5vcpllRCQVXgm8OwvLzxuNvkc3kKCgJo1RWFz4rh5MvrOXgE1qIFElgEXb1w4jQ18AzFWK3glyGLpAGHb3rFAVzgNwLkLgHGb4MEb5kYO+Bi4vLIKN7rr6U8MHbPp74cxkfvOXFEFAxMsPBx8c4/JQm7Kzgnl8OobHay7nf3sR//1ZGY23vzqR2QI1usZZ0wuDPPx/CCV+s46CzXgL/ke3bRNm/kNVT6Hh29YQA32H9uNbdF1l9FLB+i/sYAqz8/Mwfdjj18uO5+BfnDrxxLp9ZXGd/dyL1JMgWoBDI5EMvHhAWGCYYfsi9hZSNCLHlJdvOyMQDkLgDZD0diZ5FyNCXEeFtW1KU2ZXQ/NW8wk/eac3Mg/jtyOiNeZUf/XKINQV0XqnUOaOxBouySptsDnZFkON7J33MJx+cT2GZ4KSLfRx24gqKSzf0srcENkDrldBqIK098Xr2xcDAMAw9AVM2V922jnF7pbukKBkqCYmbexxVKQcpIZvR8ySPD0wBuVwCH79BikJEcDsL5lxcXHYfrBGQXd1eddtcL7jt+yW8+VwQO9cR2a+v8vH+mxH+ctMeXHbbRQjfc3gDi9n30BT7zF7H2uVeXnmymE1rvOw5M85r/ykkm97yIv+YKTkMBE//LcSIvd5k1L5HdtkuKpYhq2cAzT0cLUBUQsEPtv8eDHJk83VszdHvjFLw4G3DueS2EwbOKBcX3DSe3QunGsgBdaCqQdWA2qA/l1nAq6Us7eo+DykTf4fWX4CsRUeT/fr/qgHiNyPjf+r5OJlAJh9Ctt6KjN+NtDsecNKJQ/OXQK5Hh+aD+a/8uM3fRmY/Bs8kMIKceF4LQiiaai2ECUvmh5B5hzi9JfnmAUBKWP1hmjMvW80v/raQuWe8RGHRhj7WECiwl3Lu1x+gcmwLPl8t4UiCo89qYNxeaS32Y4N0OiTxehxFaSc/FRc4OYF0BJmkIJsB04Q1H5sQv7v3AVxcXD59hPJNCEljZxV/+GEJbz6fd/QNnV8vRMeDKhXPcMe37uOL117BVXcUM2pShvIRBoee7FBSASP2yOAPwJhJ+Yesosf0Sa9fMmR4hsKyHPEWwaJXWno0T1S8BcGv6FVnPPmvEHgPh5KHEGbhjrwbg5P0g11+NLZSf/bB2wEKR5xLcXnhwNrl8pnHjezvTtir0J34DDrmaQpIacefEAgP9DGqLx0H4rejJxCdO+h6QXmAJCTuRgYuQJgdIXaZegTid4Js6HiSJe9Feo+GyA8h8af8KoG3Q0O/fVwLiEP8d4ji3yO9swlHn8L0eIg1Seo2elg8P8ioiWn2mJrB03MflwGjeh1cfcdaJk5P4/E5WmM6T2cZuy3h8Wa57akPkQ7ksmB59bKtk6P9Zdr2/O/pRaAU5DJCL7B0Op/jCDxeiWEoWuqqiBauHHiJVBcXl0GB8M1Eeg+G7ItsWJVl3F4tJBOS9xeESKd0aqQChJBIaQAGydYUj//+ab76kyTYinBUkMvqtBxfQCKlPsa0JI7dPfbn8Ur2P1I37FIyhy/oZd3ygt5tjHwHGfoWOB+ASoE1CWF+lgTjuxcgCwF2Thfltj3PlYJ3Xo6y4pPv8pWbztrJNrp8FnEj+7sJUsbyueRt3p/If5n5/9tADKw9EVZF3wbNPAuqCfB092INA+2ct0L64Q47Us9C683amTcKwSwHUQLKgcyTEPsFpF8E1GaOftu4Ql9D7m39c+Q74JnCdfdtwusTrPzAz8fvFnDzlcN48v5i5E4Sb1AK4s1QVAZ7H5TAF+jq6G++b+evzbeB/i2ZFgRCtE9YLI92/Nv+6nqL+LRF/XuaWCggWCB59p8FoGr7foEuLi67NbL1NrCXkkp6yaQEex2Y4uxv1PKVazdRMSKDyEf2FUZHhF/B288uBiPfjVUpLA8UFNkk44KV7/tZ/aEfHVnoGto3LUm0xAFlIEwwTQc7F8DyD9uincI0Ed5pCN/Mz5ij3ztW/hXr2Nrxb6gtYv/T3+C8n7iOvsvOYZc7+3fccQfTpk0jEokQiUSYNWsWTz/9dPv2mpoavvSlL1FZWUkwGGTu3LmsWLFlicn77rsPwzC6faV3dk7IjiT1OKg4EEK7kg4dD+ZO+siBz/d9TLk2f1xvCzwWIMFZ1/FR8q+gkvkC4bwXa5ggCgEPZJ/L1xVsKQRu6HQjQIhCKPojVuFXufVpPz/+U4LiIR4wynh13qHk7FCfNfdbGgWLXgux9M0g2a30nWlTRGivcTYgXAj+oHbSrV5WFHqLxG/u+Bui91UAy+p4+PeEMCFUIPEHJJalsCzVfjcNIBETrP4o/4J2cXH51CNTT0Hy7zi2zdIFIVJxk3UrfFSt9TFqYobTv1aHaekHUJvD3/ZOcHI2BE5Gv+6zGAbsf0QLsSaTTWt8oAw8PoUQeUlIA50SZEI6KYg1gmU5xFu9JJJDmXLghF11G3ZrDEM/9z1eKBs6C3NnL1u7fKbZ5Wk8w4cP58Ybb2TcuHEA3H///Zx88sm89957TJkyhVNOOQWPx8Pjjz9OJBLhlltuYc6cOSxbtoxQqPcmIZFIhI8/7qpl7vf7B/RaBhSnRod8zSH59JkEHUuGBjrCHwBzy1GXLoghdEwcepr32Xq7GAKgZT2dT+ia8tMJo0DbZkS7t2/sggTREfERIgzhSyF8KdNPgemndNqz+mSU6lnCrI2WRsG9v6zknZfDpBMmhqEoLLM58rQmzvx63Va186WERa+GWLE0iBCwz6GtjNtz2yaGsUbB2uVe9pyZ3r7GYIZ+8VooMmnRrnmtFCx4JoIwgNTT4DtwO07i4uKyW5B6BMhSVxUlEUsQGKrdeTtnsGmNl5HjM0zYO8mH77S9EzukzMbuPRp8p4C4D+QKUJL9DpM8/ucSMimBYai8LGdedjN/qJJ6/MYaP46MsHGVn70OHcG0w6fu9Mv/1OGv3NUWuHzG2OXO/uc+97kuP//85z/njjvuYMGCBXg8HhYsWMD777/P1Kn6AXP77bdTXl7OAw88wJe//OVexzUMg4qKPqaz7A6ItmVYqdNmKNQOv5I6wq6cfCp/Yd/H9J0Exq9ANetc+s7eqVJoqbcwBE7Xn8nWfI5JL/ktRl5S0zMJsrXo+oLNJlgqCxjgO7pPJiqypBI6HaYn4i2C6y4aw+plfjxeRTCsVWwaqj08dHs59VUevvGLTd3HzUfhE63wky/uwYaVPnJZg0iRw/tvhhg9Oclpl9YTLd5CJe1mNNRYfPRugH1mt267o7+Z3KgwwfLI9rSg+mqTx+4t5bxv14L9/jaexMXFZXdByizYywE/iRZbN70ywPQopIJsRmBaiuF7ZPjwnZCOs0j9EDEtwTlXn6o78Jb8DZq+CvZSgmGbPaYmWf2Rj0zSRDpalx8BliVxHAPHETiOor7GR1ODybDx5Vxw3VkUlbupOb3jQ7/3trbbqQNuiYtLZ3Z5Gk9nHMfhwQcfJJFIMGvWLDIZ/UfTOSJvmiZer5fXXntti2PF43FGjRrF8OHDOfHEE3nvvfe2uH8mkyEWi3X5GlT454IIgmqzywQjAqKQbDrIs/+0uOOno7nr+88z/8m3uzc+6QFhmhA6Hz3nS4LK5SPyNpDS5wiegTDzEw1zuNb0p5eot8rpCYP3MLD2BXI657/zFxkQIyH8zT5d9rqP1/Pk/SW95u4/cW8paz4KECmyiZY4eP0Kf1BRXG5jeiWv/aeQj97tpcMk4PVBtChHOOrw+a/W8a1fb+Ccb9Vw4NFxNq3y0YfbCMDqD320NplMPyRBMNy3Y3qip8JdjxcwYP0nXp55sJhokWTO6Y24aTwuLp8FOj2EDO3IW16F5VF4vR0pfkoZOI5ujAVgWoqTLp/LxP31qrkwo4jSB6Dw34BBSYVNYalNoMChsNSmuCJHIKQ7mFuWwjB0kMEf9LH34VP56UPfYcyeI3fqle9OyFwOrMP7sKcX4R8/0Oa4uHRhUDj7S5cuJRwO4/P5+OpXv8qjjz7KlClTmDRpEqNGjeLqq6+mqamJbDbLjTfeSHV1NVVVVb2ON2nSJO677z6eeOIJHnjgAfx+PwcffPAWc/1/+ctfEo1G279GjBgxEJe6zQhrNHiPAXIgm3QkH1j8usPlc33c/uNSnvyzzcO3PsVPT72J00ov5MFfP7ZVp1+EL4PQJUCBHpskOqIfhMAXEZHvd+xrloBnBqh0fkLQCaV0sa8ogeDntiz/ac3qmEBshTeejfDaf4qY90AIp4eeLa8/HcEwFJ4eFhvCUUkmJXjhkaJexxcmXHbDJs65oppZR8cwTEXdRg/V6z3YtoGd65OZvPhYhGhxhmC47ysBPdGu1iAhk9IpRomYwQO/LefW740glxF8++YN+IOAd/Z2ncvFxWXwI4QfzFFAhmixBfkCXJ9f4g1IoiX6IVW9zoNhGJiWIhB2qBzn4bKbu/dJEf7JICYydUaCaJGDzy/JZgRen6Kw1Kag0NFpgxhESkzOv+5svn//5VSMHrJzL3w3QCYeRdYcgqyeAA1TwX5u6wdF7xp4w1xcNsNQqm8K4gNJNptl3bp1NDc38/DDD3P33Xfz8ssvM2XKFN555x0uvvhiFi9ejGmazJkzB5FPwv7vf//bp/GllOy7774ceuih3HbbbT3uk8lk2lcSAGKxGCNGjKClpYVIJLL9F7kDyGUzfPi/n7L4pUXUb5IopXjzuTCtLSLfVMWg/depwDANjjpnNt+77+vt96w3pJOC1IPgbNIKO4FzenTIpb0Gmi7T+xl+dJpOfpJgBKHgO5B6CbLztnwx0ScQgUlbtim7ml+cdTFVa/zsfXCcumrBiec1ssdeGQJBfZ3n7j8ZO0u+K2136qs97Du7lZ/cvbbbNqWguU4Qiiham00WPBdhwyqLplqLeIuHo89sYv8j4oQKtu7AS9m14Hd7yWW1Hr/HB1VrvTx4Wzmb1vg44IgY53yzDghB6ZsIy22t7uLyaUcm/wWt/4dUJotfk6QTOUoqHOqrLMqG5aiv8vDQHSUkWjxgQDBic8PTDxMu7DmoIlOvYtdfyj9uLeWNeRFijRaOYyBMhZMzyGYEReU2l9/+TfY/9qidfLW7BzL2W0j+oR9HCAjfgggfP2A2uXy2iMViRKPRPvmpuzxnH8Dr9bYX6O6///68/fbb/Pa3v+WPf/wj++23H4sWLaKlpYVsNktZWRkzZ85k//337/P4QggOOOCALUb2fT4fPl8vueiDgGwmx8O3/Id3nvPj2NPx+WOs+aCFpvpsvg7WwDQ7JGCUlDiO5JVHFjD14Emc+JUt58gLMwB96JYrrNHIotuh9XeQeyuvzGOCORWC5yMCxyBb+tApseViCLy+5X3kBrw+RVF5jllzY0SKcjx42xDW/czP579Sw2EntRIISJrzGtPdDleAUoSim+UA5fPi7Rxk0gbREkmwwOaYsxoxLb09l4VUQlC73qKg2KG0YssaoEJsuXlKf5GOboyMguWLdBqSlBAptlH4MCK/anf0pdMIucV6smXtr9OzXFxcPj34T4fsh4jMf5k6I8OGT3QQa9xeKWo2eHnpsShSmpQMzWGaiotv/nWvjj6ACMzGKvoJZ1z2f0SKbN58IULtBi+phCBYIJk+O8O513ybMfu4jn5nZHYlyHXglELyjk5bOgfT2oJDETCnAzZ4j4Twue6z2WWXMSic/c1RSnWJsgNEo7ooaMWKFSxcuJDrr7++X+MtWrSIvfbaa4fauTN57ZE3efO/71E2vJhQZCgAH78zH50Xr3T6dqewsiEEhqOwszYv/OOVrTr7/UFYo6HoZqTTAM4GEAUIayyQb9TVJ+q2vos5khlHNmPbFgVRm5Z6D3PPaaKlEfwBhZSw/5ExnnmgGNvWkpadySQFlkdx4NFdOz4qdJqMk4MhI7S9mxcA+wLgC0h8gRwfvRsgGE4RDG/Zm99RUX3QevzCgKYGk/deDVK7wUtRmc2mdV4I/R4RPADpbILmH0HuXfTqigFGFBk4uUv6lYuLy+6NEAIZ+QlkZuFNPc7IyauoWpPj+Ydg+WKFdAwCYZtx++7Fl268CbMPTqUIf4GAfzanfPPfHH7qfDasakJRQOWU0ynb49ydcFW7DzI1Twe45Fq0M985p3TzVXOR3ycGhT9EeMbuLDNdXHpllzv7P/zhDznuuOMYMWIEra2tPPjgg7z00kvMm6fTQP79739TVlbGyJEjWbp0Kd/85jc55ZRTOOaYY9rHOP/88xk2bBi//OUvAbjuuus48MADGT9+PLFYjNtuu41Fixbxhz/0Z8lt1yBlHDKvAikwxyG808ikMrz5n3cJhHyEIsGOfe1O6SX5KPbmHqcQBlUra8hmcnh9O1bXV5glYJbs0DG7jO8ZxQHHpIjVCarW+shmBD6/pKAIistyCAEnfamBhf+L0FBjEYpIfEHdEjLZKkinBFP2T3DgMa2AjuTbOYNk3KSwxMbfk8LPZmo4gZBi2NgszfUWwXAfE/h3AIYBm9Z5+Muvy6nb6CdS7DBhepIVi4LI3PsYzmhoOBtkLfrlkl8GUI2QvB/pVCOKfrPT7HVxcRlYhBAQOAYCx+AFRg2FUbO2c0xrBBRcSfFUKHYVNXtEJh+H2DVolR0r/9XZ2d/spdGZ9AvgOvsug4Bd7uzX1NTwxS9+kaqqKqLRKNOmTWPevHkcfbSORFdVVXHllVdSU1PD0KFDOf/88/nJT37SZYx169Z1yUlvbm7m0ksvpbq6mmg0yj777MMrr7zCjBkzduq19Qcppc7/Sz6upTCRgBdpjaeh/iKaa1u6SZ4FCvyk4loZR6G6+PpKKRQKYQoMw0CYO0e5RZgmfStR7VuueSA0DZ93EbZtULvBRyohUMoA5aFydI4hI7Nc+Zu13HXdMDat9pFotTDQreD3P7yVy2/cgGNrdVLTBGEqfH5bN/LdnF4C98VDbFYv82EYOzZVZ0usW+7h778ZijBh/8NjmB7FOy9HGDUhg2k1607Fshbwbtap2Kvb1GeeQ2bfQXj32zkGu7i4uHzKkI4D8f9DO/qd+suoDJ200+jV2Td67wXk4rIzGRQFuoOR/hQ+7Ahk7JeQehidilGQT/tLAGkSyVJuvWo/LN8wAuEOGdK1H25g2fzlSEe716ZlYgj90JG2A4aBx2uxz1F7cf0Tfcij31HXUj0LaNjyToFLENHvbX2s+N0Q/zVKgW1DImaiJPhDEn9Akcvm25A7sOT1MKs+DODxKPY9vJXhe2RAQTatFSp8W2g625YJBZvto/SjfPUyD3vsmWvfd6BQSrdU/9st5bQ0dEyIMimD2o1ezvhaHQee+l1I3AzEdZ5+T4OQBO8cRPHvB85YFxcXl08xMvkUxK5CS113ClCpDFq1rg2Dri8OCQgoWYpwO+W6DBD98VMHhfTmZx1pr4H0U+gHSghkHbARaAYyBAIbOejoj2iu65p7PmJiJaXDizvGkRLpSJycgwJMj0mgIMBxX97JRVbRrSjxEOmTow/kG3oJDAM8HigscSgqcwgEFYYB770aIp0UWBbsd0ScMy6r44Tz69m02iQVF8QaBa3NVvdn8ZZQXb9VCkLRbZfUVEpPRrJpaG0SNNcbZHppVWAYsGyhnyULwiRaBamkoL7KQ/U6L1NnJJh+iADfMbT3QehtEABZs802u7i4uHzmsVegHffNkiCMzcU82l4akvYCXWtf19F3GTTs8jQeFyD9JMi886Y27/aquyUeOGcFrz87kpb6AJGSAp2aIwRTZkwgm8oRa2hFSomSCkMYWB6TcGGI06/8HAeddMBOvRwRiCJ5DVqOBzZrTiYmIcqf6NM4tevqiK0+m1HjJJsrh7b5s+s+8fPQneUcdlIzhaU28ZjJey+HOf78RiyPREpBOJrD69dOd6LVINYg8PolpUM7vHqDnhdjDUMr4xSX97XwuCvZDDTXWzi2QCnweCVKGmQzUFyew7Q6p17B8sV+fnj2HiAMqqKSYWNSlFY6HHZSM7NPbMVf/m0wo2hHv5cagralB6P3ZmIuLi4uLltBFNLxdtgcP10bTHYKCIlREL1/IC1zcekXrrM/GHCa0EuC2V538QcdTr90HX/5TQWNNS14vBZOzsH0mJzwlTkce+HhzLv3JT5+6xMMYOTkEcy96IgB6XgoM69C8jFwVuulTe8MCJyFsIa17yMC5RBYqHMes4uBUkSgZ1ukk4X438m23MH8eZJggUO02EGYktGTsj2q3LTVJ5x8UZxnHqjkkbu8VIzIAAa5HAwbncYXAH9QP4DjLQbppInHJykql6QSgnTSwePTufwYYORTdjo736Cj8j5/dxu2hGNrqcx00kRKrV8tbQPpGHh8CumAbRskWwWRYgfpwLJ3/Xz/9HEIYeI4kpYGE/Dzrf/7hBHjoxC6EhH+sr5n1hSw39WyQt0KEHKAAP9x/TPaxcXFxaWDwGkQ/x16JXWzlEnDoxtMYoERBXK6q33oK4jQWTvfVheXLeDm7PfCzszZl7FbIXn7VvdTBFhfdztLXovTWNVEQVGYybMmMHH/PTCtHaffu+njh1k5/w5Q+bQhI8Iesy6jYvypEL8JUo/qnEXDRCe1S905N3oDwndgn8+TSy0iVXULFgvxeG1aGgWBoEIpA9uGQFh2k9PsTJtT/vGah7nx3F9i5+L4/JKzLq/hiFNbME3tsKfi4NgCQ+jIumnpzrnSBgz9fU89x9rSb3paiXUcSKfA7+/wtZXScpmrP/Jy740VfPG7tQwbk6GlwdO+XSnweBRev8QfkHz4bpC9D07w4qMR/vDjiQihL1gBTjZDJu2w92FD+NWzv+2i0SzTr0Hz19GFY/kiXaXQE0YbxEgoedrVdXZxcXHZDmTzDyH9WP4nn37gK4l+9gL+MxCF1+0i61w+y+x2TbU+84i+yVcaZBg5PsPovY4dMFPee/ISVGYhQ4Y7+nmmwDDrqF56A5mGexi1Rx0gQJR3CoE7oOohdi2y5CGE6L2ZC0A2nWXBY/9g4VMP0FSnENYwRk9MMfvEFgrGZcikId7swR/sfaUDOqL7Eyfcye1vf48Hf/ZNTNPmwKNbte1mm4MtkBICAYUhOqLuSoFyDBzHIFggu60gCNHzJKDt3B8uLGD8tAQFhR3Lt/FWwd9/MxSU4O0XChh6YZZg2CEZN9vHd/ITmXizyRvzoux9UIKWRg9KOijD0p14AcvrI5dN89FbzTTXxSiuKOqwzX8IMnItxH4JtIJqu1cmiHFQcrfr6Lu4uLhsLwXXAxlIPwekOmX0eME/Fwqu2XW2ubj0EdfZHwwY9tb3AUCC6kF9ZQex/v2/oDILCUUcmutMOuq3JdESSXHRShzHxPSM6HqgYQLFWgoy9SiEvtjrObLpLA/c+BiLnnkMj9cgFJHksgbvvByhdqOXs6+oZfjYLKFwtjclzO7k3idQXMyFP6hj9ccmlkfhOGB5dM68aUp8Adoj/W0SmtLRKT+phCCbMSgq68jLlxJM04uOlJehl2rDUPhLaP4mlrWR/Q9PUltlIhsMCgodlIKqNT5ijSZDRuR48/kCSitzHHRsjMLSHHbOQAiFMCEVFzx5XwkqP+lIJwRKZnGcLBgWpjeAAZheC18oSbLqGgo9MfQL5kjwn4kInor0nQCpeyH3oU6p8n8O4Z/d1zvn4uLi4rIFhGlC4c3I3FpI3KcDW6IMQhchrOG72jwXlz7hOvuDASNMR9e9LWGCb/8BM2P1W/dSMXJzRx9A0NwIoydL7KzC7ElgoC2NJPfBFs/x9rxFLHr+VcoqEwRCCpBk0jBxepI9ZyQw0AWxwuybeI7OsTcxRBiFQXGpjTAVnrxKmpW3VYiOHHyRD3g7NihlkM0aeH16o8z7+6YVQue+eyB6HSIwp/2cMnQexH8NOJQP7R76V8rAEFBYIrn3lxV8sjTAQcfGGDIii50z+ODtEKuW+vnkgyCf+1IDds7QikHtFcI2TjaJ5Q3yuQuqOPebmwgULOuox829Dok/Igv/iPBOhPBX+nCnXFxcXFy2FeEZBYU/3dVmuLhsE66zPxjwHw2xm4HGLe9n7tOe0z0QGKIVx4aeFFkFRt4Z3fYSDyklb897D8tKEAg56H9+kmDIYb/DWwmGHdav9OELSkor+rjaoeCD90YwZMwDlEYcPD6lHfy842ya2qlHdRKpQUf3TUthZA3srIFp6o1m++11gByIkV0cfQARvhiZfgHsd/Q+7bqeioqRWQqKfMTiMymsaCKyfiWvPFHE2/+LYFlaL18p3ahr+NgMex8Up7XF5LX/FnTMbgxAOexzaD3nX7kRj09hGEG9gqKUPqeshuZLkCXPI8y+NShzcXFxcXFx+ezh6uwPAoQohODZbPnXEYDCa7t9mkwkmHf3fTx5+5+or67ePjsMHZXuCaUMMmkDszcTVd7p9fTecz2dyNBY1Uy40Etnz3bUpCwFhQ6xRguUQSbZ93+WSsH//u2jfvXDKKXwBXQUv61oVjv1Hd8bQp/acfLbTHByAsurNsvZz4JRCoU9N6USpf+AwEVACR3OfimRyi+z3wlfJdaQw5Z7MG5aJYWlNtmUINZk0tpi4vEpxkxOc843aygeYrP0jSD1m/zYWZ0+1DYxOe3L6/H4FLbtxTDMThfhBby6H0PKlXdzcXFxcXFx6R03sj9YCF8BKgGpB+guwVmkneimLyNlGkQxtudovn/Cuyx7O9OeenLb5c8wfA+Lm176P0or+59LmM0G8HiyKCUxNpNzVEqSiFl4fTmQzVpqrEuBbiOIIRA4tdfxLa+FaQnsbAWwEh09Nykuy6EkSKmj3qKfdaXBotGUlL8N5I/dbPHBMHRQXEry59H5+pZHkctB8ZAc6aQgGG7L2R8CgTkQvhxhFtMbIvp9iH6/2+dHn5+iflMTH7z2EUpVUDzUxrJqSKcEw8ZmOOnCevY6MIHXp3QqETbFQ7I01XmwMwYGOr1pzOQMShn4Aps3cCGfNpWF9P8gfEmP9tVvamTTJ1X4wwHGTR+N6K3a2MXFxcXFxeVTiyu92Qs7U3qzM9Kug8TdYH+gmyKZUyD1VyCR30MAikxKsWR+iGsvGo2d7erE+YOKv629i2hJ31R+2lgx/yaSNX/H61PEmkS7w6+UpKBQkssZDBs/huKSKq0vbFi0h6FFCUSv36r05kO3PMmrDy9g1LjVGKoaEOx3WDNjJqepXu/FsQ2mHpAgWND3jrWb1lZSWFJPMKwnSW0FuJujVJuj31GoKx2DbMagodrDmMkZCP0CUXB6n84rc7X6d6NyEDwV4ZnYvi2bybHsjY9Z/NIHNNfFiBbVs/d+rzB5v9X5Zl/QUg/LlwTzuvqw6NUwSxeEyWUNyoal+dn96/B4PWD0IvKvEmBNRZQ+3OXjjSur+MtPfseSl1eSSdlgQMnQEKddeTbHXXR8326qi4uLi4uLy6ClP36q6+z3wq5y9jsjU0uh5Wy6dko1SCUEqQT4Q5IXHiriDz/qiOKrvI88/bAIN714T7/P+frfTiYcXkswLMlmdZ6+x6dIJwTx1pEcdN4TyMzrkHwUnFW6bbh3JgTO6NJUqzc2LN/E3Vf/nVhDjIqhH+HxNDF6UoJ9ZsfZtNpLWWWOMVM6uhL21FCrM9qBFzi2wOuzuxzT079sO5eP9OdTeprrTT5cGOSAo+J4o79DFB6z1WuQuQQ0nQ5yFV2WEYxyKL4f4dljq2PM++0Mxk5N01htoTYrRS4ssUm0CsbvnSQcNTCMUA8XLoEU+I5GFP2u/eOq1VVce/J32bQ6hdcn8fkljmOQipuYlmKfo6ZyzUM3bNU+FxcXl886SimqVtWwfOFK0sksReURphw0kYKiLctLu7jsDFyd/U8B0l4LLV+lw9HXEX1QpBLa4fcFFDPnxLj7BodMSue+tPX7+GB+yzad9+DzHmfZ/65h/YrnCYQyGIYimfBTMe4IDjr559oS38HgO3ibxh8+oZJzrj6Nx3/3NNVrDKTTTM2GDYwYv4Y99kxRVCYRwoOUCsexe22qpRQoqdveCiGx6Z7703mi0O74GyAVWEJ31V38up+Dj4vjLfoqItIHR99xoOFIsulmPl4cpKnWwuNVjNsrRVllLTSchCx5BuHpnkYls8vAXgaGSbLVQ32Vw5DhWVqaTLIpgWkqIsVawnPRa2EwYJ/ZKZ2uY3QqwlUK3abdA6GuKTz//PmNVK1OESmy23sEmJbC67NpbTZZ+sr73P7tP3PZby7e6rW6uLi4fFbJprM8ecezvPP8YhItKYTQaaYlQws57stz2P+YvXe1iS4ufcZ19gcrib/QXZ1HF4I6jv4ukzIIFUgm75tg0etdZ3W5XF+EK3tmypE/Y8qRP9vm43vjiTue4T93PsumVTVIqYiWFjDt0CkcfMoXGDHlf5QW/gXDkIBucGVZndJtZEdEXmvk0yW/P5cV+HpIbW+jzfFvG1M6Ot3piNOKoPB2hG9W+75SNkLqGd1B2CjSNQlyvU5byq3h40VpnrhvONVrvflJB4SjWlHo+PMa8bZ8G0r/3TGevQpiv8jLkmYAg0M/l+XFx8IkWw2Gjs5RELWRDjTVW3z8XogP3goRCJrse9gQkGtA2dA+ocl/7z8V4Z3Wfp54LM7C5zZgeWRHM7BO/wxCEYfWZot35j1F6vovEAgHtun36OLi4vJp5+k/v8CrjyygaEghZcNKMAwDx3aoXd/AI799inBhkEkzxu9qM11c+oTr7A9CpJSQeQUdzXe6bRd5Fcw2R071kN6+tfSXnc1NF/2B//3jNaTtIPKSPvUbG3n5X/PJZW1m//OHyPQciN8M9idkMxkaagI01g9h6r7Lu3SybVPYactAU9KgvipAuCCz1evWE4bhiNKHEN6uxbdSSkj+AZIPg4rlHews+m7rPgjrVnh58LahtDYLKkZk8fgUSoKwJLUbPbzyZISjPr+UZfMX8fy9/0drfTW+gGTK/gn2PcxD+fBSdJOyRg44qpW3ni/gw3dC+EMKxzZItgqa6z14fDD96FlQ8gNo/RmkXwFS2lAxHIJnITYrzG3asIh0UmJ5OmmMdkJPjBSBUIaHf/MU5/3kjL798lxcXFw+QzRUNbHw2cVESyJESwraPzctk4rRZaz/aCOvP/YWEw8YhzHYXrYuLj3gOvuDkizasfPRNV9f4w1IMmmB3y+JNVsse7cjp7vN8R86qp+SNgPIa4++yYsPvIaSEn/YjxAdD8dUPMMbj7/N039+geMuPgr8/wTgv7c+xasPL+Ab1y/oddy2Z2zNpkJ8oUowmvtmUMkzCE8PncGSt0PiL9i2g2178XrjdJiqJ13zn4nQXG8ycoKeWIwcn+KQExooqeho3PXGvAKe+sv3yaQEgZBJrNFk3ooS3nkpy5nfqGb8tCCmp5Ti8hqmH5zgwd+HSawSmCYkWwW+oOTI04NMOux6hGnp7o1OFpz1YAYQZmWPlxUu9GFaCjunNf83R+VlPX0+RdXq2r7dKxcXF5fPGKuWrCXelGDExO7PWsMwKCyPsnrpOprrYhSVR3eBhS4u/cPV4huECOHPd9VVdKRudITvg2FFOGoDBm88HSGbMtvTSQAw4LLfnrtzjd4Cj9z6H+ycgy/o6+LoA/iCXhzb4T93Pd/l871mT6akIsPwMZuQErJpgyXzQzxyVylP/aWY5Yv9pJN6rPLhksrRvj513EVM6tHRl7KZVN0DJGJJmuvSeD2NurdVp2Zcdg4+fMdPpNjBMGDUpCQnXdRAWSXtKw8GcMCRrVxw1SZGTkpSVpljyIgcI8enaaz18Mgfy0jEmkFVE46UMWqC4uQL4wwZ7hAtdph5tMOF1x7K0V/7F2anggVhehHePXp19AGiFXsxfpokmxY9FienEgKvXyGVQbR01xSdu7i4uAx27KwWe+hNrtjymDiObN/PxWWw40b2Byu+IyD5IFAK1KGdfe3NmyaEIopFr4X48w1D9f55506YcPH1s5h54km7wOie2bSqGsMwujn6AELoz6tWdW0INm6fMXzuSxlM06G+ysNDd5axYrGPz3+lnv2PaMXr0054LgteXwvY79KWatM7FpT+rcctH718OyOGNZJMKUqHdB9DKX3fT/tKA0/cUwbAcV9oxNxsASWb1b+D8dMyeLwNPHlfef46YeioDJvW+Fi2MMQBR7QCjXj8FnsdNoO9T/ntFuzuG0L4Oe2KfVj5/iJaGi1CBTYen54EJluFljWdkWDpm6X84MG5230+FxcXl08jpcOKsbwW6UQGf6h7MVhrU4JIaYRoaUEPR7u4DD7cyP5gJfglsEYBrUAECNH512V692baia9x6uVTGDHBZNh4kzlfqOSxlns58wff2TU294Jp9tDpqhNKgbC6es1CCKYcNAap4LG7S1m6IMBlN2zi4ONb8QWAvHSmx5NvloXuByCl0cuZAlDyJEJ0j2hnszmWvLwA0yMpKdvCZMGAyfsmCUVyDB+nJxybIx0DO2ugJIwcnyVa0tEgzfJox7tmXZuyTkIX/4qi3s/ZT6YfdzXnXGlRXpklnTRprreINVlYHtjn0Dj11X4OOnkmQ0aW7bBzuri4uHyaGDttFCMmVlKztk7XcnUik8yQiqc5YO50vH5vLyO4uAwu3Mj+IEVYQ5CFf4DWGyH3bj5HpwCMQgicCKHL8QnBpTffwKU372prt8ykmeN59ZEGHEdiml3nl1IqlFJM2K+7Nr0VOIAVb9/P8iUB5p7TxB57ZvQxnWqWbaWLdds8fCenyKRN/CEH0zIx8IPnECi8rtduuAueWIjP14zPp7oVtW6OacFBc2OEo7ktFAMb2LbC44W9D0rwypMdLwQFCFN1+skC/45rdCWEnxO//U+iFT9ixZsLSMaN9q7Cb71YzuRZB3PV/d/YYedzcXFx+bRhWianXH48f7v+36xdtoGCohAen4dES4pcNsdeh07m4FNn7GozXVz6zHY5+3V1ddxyyy289NJLNDQ08OijjzJ16lT++Mc/MmPGDPbZZ58dZednEmENg6LfIe31kPtQa617ZyBEcFeb1i/O/fFpvP30e2QSGXwhX7vD7ziSTCKD1+/lrKtO7nac8B/CuhVBWhosZh0b67Ezru6Cm3f4AdMDK97y4/Mr1q4czlEXPYg/suUGKHUbajn4mLqtOvpt56sck6Gptuc/HdPKN+5SBgYKX7DD4EzawONRjJyQbpcUxZwEnv23fuJ+IITFYef+ihknp3j8D/OoWlVDpKSAm1+ZS9mw/nVVdnFxcfksMnLSML5843m89fR7LPrf++QyOYbuMYT9j53OAXOn4w9uQevZxWWQsc3O/urVqzn44INpaWlh7733ZuXKlWQyOvK6ZMkSFixYwL333rvDDP0sI6wRYI3Y1WZsM2P3Gs1lt13EHd+6l3Qi0y6ZaRgGvqCPC3/+BaYdOqXHY6UsI5OyKSy1eyw63RzDgLJKh01rfJRXVvHUnb/j9Kuu3rJ9Ez+hqMwhlwVPH1Zlh47MUbexZ7Uj01I4NigUCmhp0PtlMwZVa3yM2yvFhL1THQdEftFrEdj2EggHOPv7pw7I2C4uLi6fdspHlHLipUdz3EVHksva+AJeV2rTZbdkm539q666isLCQhYuXEh5eTleb4eXdMghh/DTn/50hxjo8ulg7peOYJ8j9+Tv1z/E8ndWohTsMX0051x9GiMm9K4wUzFhXwzjLf2Dolv0vT1C3omyYRlWfhBkyPAcrbVv0FTTTNGQwl7PMXm/OCKnm5RZHtVjeo6U+ZZmeY3/fWanezy3EODxKgwBmaTBk/eUkEmbCBPGTk1x5tdr8XjbZi0ehG90r3a5uLi4uOx6TMvEtAaPnLWLS3/ZZmf/hRde4I477qCyshLH6dr4aejQoWzatGm7jXP5dDFkZBlX/ulr/Tpm4uwrGDbmbGo3eqgcnUNJXZjbWWbU6BQYlw5YHkVhma2FS600q99f36OzL3NrIXYNXvk2SkAgpNo79bbh2GDbuvMuBqz+0MfSN8McfkozkaLuDc+greEX1GzwMn12Ao9XMXZqisn7JvH6Oy1PmNN6PN7FxcXFxcXFZUexzc5+Op2muLjngsdEIjFgqQkuny38wSIuuPYM5j9zD6d+ub7d0TcMwND6RG3OfpsmvmGAEDpCn0l6cOzuTrm0N0DjOaAaAdVeD9D5n63MTyw8XnBysOZjHw/cVk5TrY9Nq32ce2U1kaKe1XsMA0ZPyjB6Ul23bY4DluWB6A+2/wa5uLi4uOwSZHYZpB8DpwaMoJbM9h2JEK72icvgYpv/RU6cOJHnn3+eo48+utu2V155hT333HO7DHNxaWPK4V/GSTzOmo/ijJ6YRlgd0fc2J90wdBRemHoyYGfBsQW5XBHjx99GrmYtpqpH5wJ50Ek5MSAIhgkqhWHo1QAUNDfAi4+UUD48h+VVfPBmkHiLh8ISRaggw4olAd57JcLhpzT3qZagM8I0wDcH4d17B94lFxcXF5cdjbRrQLWAWdEu3SylhPgtkH4EZKojvTTzAlhTkIU3I0xXDMFl8LDNzv4ll1zClVdeSWVlJeeeq7u1ZrNZHnroIW6//XZ+//vf7zAjXVymzn2MxOpZJJNpfD4dgTeE/r8wOxx+w4DWmInX57B0QYj581pY9Arse6jNCRfYVI7KYRjpTiPb6C7FXkBh4IABH70T4bX/FDJifIbNF6k8XoU/JFn4UgGHntTcZftWHX8DBAGI/mKH3BcXFxcXlx2LTFVD8gnIPQ1s0B+KINJ7IIS/BplXIfUv9AO9vCPqpFKQWwwtP4LiOzvGs9dC+jlQSbCGg2/ubqeq57J7YyjV37hkB5deeil33303QgiklAghUEpxySWXcOedd259gEFMLBYjGo3S0tJCJNK9EZPLzkc6DjRfBrmXaeuUK5XuS2UIHVxJpw0W/i/CWy+Emf9MVEf8HZCOoKgsx3duXcfUA1KbFdbmo/ugByPFs/8sZN4DxYyakOnRlpYGEykNfvCHdfiDW+ra2xkLcECMRZQ/vU33oDPS3gCtt4Gs1S+cgisQ1vDtHtfFxcXls4hs+ArkXuxlqwcQYAzTUSZZrZ+73QZpBSQU3QXWeIj9HLL/0ysAKP2uEaUQvgIR2HE9Vlw+e/THT92uxLK77rqLiy66iP/85z/U1NRQWlrKiSeeyEEHHbQ9w7q49IgwTSj5o3b6M09A/AGE/AhlSXIZk3WfRPnzzwv58G2LYIFNOCpRSsth2jmHxloPv/vBcG5+7BNCBZ1VdzJAPspimKACBML62LaC4M3JpAUFhQ4eb18dfRPwASnwbr+uvmy4FHKvAp3qETJPIj2HIUp274m2i4uLy85G1h4P8pMt7JEDTFDr9WPX6LlmESOsAzDZlyH5AKTn6R45ojSvLpHV21t/iRQFCN/sAbgaF5eubHcVyYEHHsiBBx64I2xxcekTwjQheKr+Qkf8/abJ87fey7sv/xePx8Hr082tPD69cGWaEIrY1G3y8vITUeac3oLXr/KplpsX8NpM2idHOOrQ3GBRVGZ32eo4kGg1OfRzze3NvADwHgXZj4CNm41nodOEUkAICvqnSLQ5svHrkHsp/5OJLlOW+jpy/0M2XoEovm27zuHi4uLyWUGmFm3F0W/DQT9vbdrbtm9OWxTJqYPsS2D4QEQ7bfcCZaBqIXE/uM6+y07Alcxx2e0RpsnGFVW88LdXQYHHK3vMnff5FY5jsGZZADtrIDf38ZUClQFsyoaP5aC5MeItJrUbPdi23hxvMVm/ws+IPdLMOKq141hrOkR/i6h4EfznoB18gw5HPA2EIXIDwuy9r8DWkHYzZNuWmfPLyvou5H8Gsi8g7fg2n8PFxcXlM0XLZf3YOf/iUImeN8s0GBbI5nzxbg/pFYYBBMD+EGlX99NYF5f+06/IvhCiX93jNtffd3EZKJ7/2ytkUlkMYZDN5mtITFDSwDC15982AbB8kMsZ5JoNCkvyH7Y/uE0wJ0HxPRxz5rn4gw28MS/CptU+pIRgWDJtVpwTvtigI/7mJAicCoHz9YoDIAqvQ2a/AIk7IbdCj+ndFwouQ5hl23ehiT+jo0oCx4b6ag9KQXG5jden0E5/DpJ3Q+Rb23cuFxcXl88Ezf3YV6JTMqV27IW/Y5NygBYwR4JRgW4E05vPZOmUHhUDKrbNbBeXPtIvZ/+aa67p4uzfe++9xONxPve5z1FRUUFVVRVPPfUUoVCIiy66aIcb6+LSG821LRgCLMskl1VkM5JAUCKlVusxBKTiAo9HMv2gVpKtglAk7xz7TtbSaiII/lMR/kMAEMOf5ohTDmHmnA2s/diPnTMoqcgxdFQ2H5h5EhGd2KM9wjsRvL/Z8Rcq65AS3no+woJnC6jd1OHsz5wT56C5LVgewNmIbP0tOA1gVULgPIQZ3vH2uLi4uOz29D2ICYAYC2YB5JblC3K9gAMqB6IECq4Ge7le0FU5MDw9DJIBIwCm6+i7DDz9cvavvfba9u9vvvlmKioqeP755wmHO5yI1tZW5syZQzDoykq57DwKSsIYhkEwEqClvpVYg4llSTxekI5BLgepuMmE6Qkm7Zekpd4iEAYClyCiV/Y6rqh4jWBLC5PDRwGtgADvhYjiq3fWpXVBWeN4+u/FvPhoEZYHoiUOhqFoqvXw2J+LqV5n8fmv1GLyX8hIdF6pAfE/IYPnISLf3iV2u7i4uAxarJlgv9bXnaHgAvAdA8m/QvoZkA1ACPyHQPBchGc80jMJEveBagZKu0b4VU5H9X1Htmv3u7gMJNssvbnHHntw0003cdppp3Xb9vDDD/Pd736X1atXb7eBuwpXenP3YvX76/j+0T/DcRzsrE0ylgZD4fVKDAGmqagck+GiH22itdFi3cow5//sJ4jAUbva9H6xavFq7vr21/EFchSWSDpHpBIxaG6wuOCqaqYekKSjYZiNVhyyIHwZItyf/FQXFxeXTzcylYKWPjY59J+HKLym6/F56fFu4yb+AYnfgUoDIXR8Na1/NkdA0e0Ia8R22/9p4vUn3+bOb99Hc20LphBMOGAcV/31ckorina1aYOO/vip21ygu3HjRiyr54UBy7KornaLTlx2HmP2HMlBp8zAyUmEaRIuDIAyyGZMHAeCBQ51mzz88Ozx3PzdiZx69eO7naMP8MH85aRSQ4kWO+iovWz/CkUkds5g8ettK23JfC1CFr3MbEPir1q61MXFxcUFABEIQMHNW9nLD+GfdHP0gR4dfQAR+gIU/AisiejC3qRW4/HNcR39zbBtm8v2v4prT/411atqScczJGIp3nthKV8YdimP3vafXW3ibs02O/uTJ0/mlltuIZfLdfk8m81y8803M2nSpO02zsWlP3zjdxdx/CVzCEWCKGXgC3kRHoGdM2mo9ZPJRJjzxcN4ouUvRIujWx9wENKwqQlPYASGd2+0A98Vf1BSt6lzfmhekpO0/l41Q2b7G3q5uLi4fJoQoc9BdDGYe6IljUGvnI6G0Neh7A1E+Iv9HzdwIhT9A4r/AkV3QMmjiKL/cx39zfjVF3/Hind7zgZRCu648n5WLVmzc436FLHNOvs33HADp5xyCmPHjuW0006joqKC6upqHnnkEaqrq3nsscd2oJkuLlvHsiwu/fUXOfOqk3nrv++RTWUZNXU4Uw+a2GvkZXcjFA1i52wMaxJYk1DpF0DVt2/PZgzC0S1F7h3IrR14Q11cXFx2M0QgAIFHdvy4QoAYv8PH/bSQiCV57dG3triPkorfX3EPt7z0s51k1aeLbXb2TzjhBObNm8ePfvQj/vCHPyClxDAMZsyYwb333sucOXN2pJ0uLn2msDTCMecftqvNGBCmzJrIgqfeIRVPEwj787JtmlzGQDkG02b1ov/cRupxiH59gC11cXFxcXHZOkte/gA7a291v+ULV+0Eaz6dbFcH3aOOOoqjjjqKZDJJU1MTRUVFrgqPi8sAMvGAPZh68CQWv/g+xRWFFARsLbbTYlJf5WHi9CR7HbgVZ591O8VWFxcXF5edg5TNkHwE7PcBBdZkCHweYZbsatO2SjaV2/pOgOrWCdOlr2yXs99GMBh0nXwXl52A5bE466qTCUWDLH1lGes2+gGHQFiy32GtfO7CevxBuZVRtrbdxcXFxWV3QWYWQOyn4NSBkRdYTL8MyX8hIz9E+I/ctQZuhbF7j9LlEVvRhoyUucqI28o2O/s/+9mW86YMw+AnP/nJtg7v4uLSC6FIkLO+dzJHnH0w6xauQmXeYejobEezr63SzwYyLi4uLi4DjpTNYK/NN9sa16daM2lvgpYfg2oAUdzRwEvZoBohdgPSGo2wxg6s8dvBiInDqBw7hE0ra7a43xeu/vxOsujTxzbr7G/tH6FhGDi7scSfq7Pvsjsg7TqoPwbYWupOJ8yJiLInB8wmFxcXF5e+I+1qiN8G2TdAJQEB1kgIno0IdO9l1OXY1t9C4n7dudcwu25UEmQdBM9ARH44cBewA1j78Xq+svf3cLI9+40T9hvLH97+1U62anCzU3T2pZTdvurr67n77rvZc889WbNmzbYO7eLi0keEVQbFD9CvP+WA20XXxcXFZTAg7RpovgzS/wWVAoKAB+wVEPs1Mn73lgfIvqUXazd39AEMoT/PvjMAlu9YRk0cwb0f/ZaRU4Z3WXz2+CyOueAw19HfTnZIzn4bxcXFXHTRRdTW1nLFFVfw6KOP7sjhXVxcekB4JyHFoSBf6tsB8a8jPX9B+A4YULtcXFxcXLZC4m6wV+cj8516pKggyFqI34UUI8B/dC8ZFTZbDvYYoLI72OiBYejoIfz5/d8gpaSpPkYg7HXrQXcQAyI+PmPGDF544YWBGNrFxaUnQkf3Y2cHms5DZpcNmDkuLi4uLltGyixkXgTD2szRT4OsAlJAM8S+B41nIFNPdB/EHJfPz+8hI1spUDmwxg3QFQwMQghKygtdR38HMiDO/uLFiwmHw33a94477mDatGlEIhEikQizZs3i6ac7OnzW1NTwpS99icrKSoLBIHPnzmXFihVbHffhhx9mypQp+Hw+pkyZ4q4yuHy68Z9G//6cFTR+a4CMcXFxcXHZKrIRSAK+js9UWkf0ydCRzyLAWQWtNyKTD3UdI3gaiCCopu4Ov2oBww+BUwbqClx2E7Y5jecvf/lLt88ymQxLlizhnnvu4bzzzuvTOMOHD+fGG29k3Dg987z//vs5+eSTee+995gyZQqnnHIKHo+Hxx9/nEgkwi233MKcOXNYtmwZoVCoxzHnz5/PWWedxfXXX8+pp57Ko48+yplnnslrr73GzJkzt/WSXVwGLcI0kd4zIftgP45ag0yldNdIFxcXF5ediwgDJjoVJ49sApz85wAGGF4wikDVQeJupP9EhPDrIbz7IYPnQeIvoGpBtU0cMoAXAmcg/J/OJpMufWeHq/H4/X7OO+88br75ZgoKCrbJqOLiYm666SZmz57NxIkTef/995k6dSoAjuNQXl7Or371K7785S/3ePxZZ51FLBbrskIwd+5cioqKeOCBB/pkg6vG47K7IR0H6s4GFvf9IM+xiJLfDZhNLi4uLi69I5suh+xrYJQDOZCb0BF9gXb6ATEUDJ/OvVcxiFyLCJzYdZzU85B6GOxl6KZaE/hk+WG89JB28Y7+0mGM2XPUTrwyl4GmP37qNkf2V69e3e0zv9/PkCFDtnVIHMfh3//+N4lEglmzZpHJZNrHbcM0TbxeL6+99lqvzv78+fP59re7Ko4ce+yx3Hrrrb2eO5PJtJ8P9E10cdmdEKaJLHsQ6vYB0n07yH5vQG1ycXFxcdkCwQsgtyQflfd32uCgu0wFtaMPOsIvHXCquw0jAnMgMAcpJTVr6/jBsddRteoJVL6H4sO3Pknl+HJ+/fzPKBs2+LvqyuwySNwBuQ/1B9YkCF+K8E7btYbtpmxzzr5hGFRWVjJq1Kj2rzZH37Zt1q1b1+exli5dSjgcxufz8dWvfpVHH32UKVOmMGnSJEaNGsXVV19NU1MT2WyWG2+8kerqaqqqqnodr7q6utukY8iQIVRXd/8DaeOXv/wl0Wi0/WvEiBF9tt/FZbAgTBMKru3HEW6DLRcXF5ddhfDtD5Gf6ug9KXSHcwf9bA6BKOvYWeW0nKZZ3Ot4yViSb8y8nJo1NfgDNoWlWQoKcxjCYcPHNXx1+jeJx1MDe1HbiYzfDY3nQOY5kBv0V/Z5aDwPGb9zV5u3W7LNzv6YMWN4772eo4KLFy9mzJgxfR5r4sSJLFq0iAULFvC1r32NCy64gGXLluHxeHj44YdZvnw5xcXFBINBXnrpJY477jhMswdN2U4Ym7USVUp1+6wzV199NS0tLe1f69ev77P9Li6DCRE6Dajs284eV37TxcXFZVci/EdCyWM6UGP8f3t3Hh9Vdf9//HXv7FkmCVvCJiC4oaICIqDiiktFqUq17lqXorVata3VuvtV3Kv2J9aqFa0Krgh1oW6AWkEFARcUF1AUCFsge2Y79/fHJIGQhSRMZibJ+/l4jGHunHvv51yTmc+ce5YCwBP/6eoRT+5rOMVg5YLvqEaP9Y/f/5ZQeZRgXpTsvBhen0NGtqFrQZRAZoySjVU88of07bppwoviC4wRAgJgZcYfBIAwlE3GhD5KbZDtUKu78TTV1T8WizWZWG/L6/XWDtAdPnw4n3zyCQ888ACPPPIIw4YNY/HixRQXFxMOh+nevTsHHHAAw4cPb/R4BQUF9Vrx161b12QXI5/Ph8/na/R1kfbELpiDKdwTiDRRyoKsO5IVkohIp2NMOVS+CrEf4jPj+A7H9u5dr5xteyHzlxg7A0pvjif2JljdhScaf44NGadi2w3PdmjCy/l+ySbAj+2CWLQ6D4uBbTtk58UIVdnMm/lpW1V3x5U9AoSJJ/pbfdGx7PjaA1TEy/jaZrIVEyuDyCeABZ7h2K7mzSyZ7nZo6s2GEvpQKMQbb7xBt27dWn1cx3Hq9J8HyMnJoXv37nz77bcsWLCA8ePHN7r/qFGjeOutt+pse/PNNxk9enSrYxJpd7p8RJPf5zOvw/Z6kxaOiEhnYipfh40nQtldUPEclE+BTRdhNv0eY8oa3McOHAXZ14DdCyiPT8PpFMdn48m8ADIaHqsIQPGVVFbYWFb9xlhjLCzA5XYo3RTlwUsfY+4LHxKLxRJS14SJfkl8BqIG0lPLir8W/TrhpzWxsvhg6fWHwObfxVc1Xn8oZtOVmFj7WJSsKS1q2b/55pu55ZZbgHiiP3LkyEbLNjZ4dlvXXnstxx57LH379qW0tJRp06YxZ84cZs2aBcALL7xA9+7d2Wmnnfj888+5/PLL+eUvf8lRR225jXX22WfTu3dvJk2aBMDll1/OmDFjuPPOOxk/fjwzZszg7bff5oMPPmhJdUXaNdubhemyGEp/B5EPibfy22D3hZw7sX1DUxyhiEjHZELzoXQSOOXxRN32VC9yVQahD2Dz1dDloQb3tQPjML5jIPQumEKwc8F3BLbd8HTjtWLfkJXbj/Wr6zfiOA6Ul7iIRiwcA6/94y3eePQduvT8N39+8lL2OWTPBNQ6EUyCyrTgjLEwbDwNzLfEx0p4iA+OLofQ61D0I6bL8/Exce1Ui5L9ESNGcMkll+A4DpMnT2bChAn1usb4fD723ntvTj/99GYdc+3atZx11lmsWbOGnJwchgwZwqxZsxg7Nr4i6Jo1a7jyyitZu3YtPXv25Oyzz+b666+vc4yVK1fWmQp09OjRTJs2jeuuu47rr7+egQMH8txzz2mOfel0bK8Xuj6a6jBERDqX8ifBKQUrv7pFmvhPKzueq0YWYsILsb3DGtzdtt0QaLxv/rZMdBUQ5YAjSlmxNEAkZOHxxVv4HaCyzCZUZccn9XSDL8NHJBxl/c8buemku/nb3Fvov9dOO1TlhHANBLMx/u1k294jjgMYcDV/TGizVDwC5jviYyW2/qLkBScEsa+g8inIOi+x502iVs+zf95553HDDTe0aCBue6J59kVERKSljCmBDb8AJwZ2Tv0CjhPvnpPxa+zg1Yk5Z/mzUHoLpZvhyl8OZM2PPjxeB1/AEI1YlJe4wAGv32C5/Lhc8aQ2FjOEykOMGr8/N730p4TEsiNM1WzY/HviMxIFtiT8jkN8Smkbcu7BDhyTuHOuOwbMD8Rb9CPEvx7VtPB7gApw7YbdfUbCzpkILclTW91n/4knnuiwib6IiIhIq5gy6q6Cuw3LiueSTgKnwHTCgIvsXMP/Pb2C3farwLLiXXcqSuNx5HSLkhk0tYk+gMtlg2Xx2dyliYtlB9j+wyBwCvFrVxG/Rk4lUA7Y4D8xoYk+AKaI+O2WUPVPZ6vn5YAFzobEnjPJWtSN57333mPo0KFkZWXx3nvvbbf8mDFjWh2YiIiISLtjdwOygM3VP7fhRMGxwNXMKZKbw7MrWFngRMjvU8a9Ly/n+y98LHwvm0Vzs1jzkw+326FoQ5d6q6vYtkW4qqmZ25LLzrkB49kXyp+Kz2KEA67+kHk2dkbjk7O0XmkTrznU3mVox1qU7B966KHMnz+fESNGcOihhzY6vWbNnPZpN8pbREREpA3ZthfjPwwqXoi3uG/dD9xxwNkMdhACJyfupJ6R4O4P0WXg9AQ2MHCvEAP3CvHTt34+/zgbj9fGdtXP24xxyM72Y4wh/gXF2+D0nia8FCqmQmQRmPL4gl+eQ4BSqHoN2AS4wbUrZJ6HnXFsq6tjZ5wAGSe0al8T+R5KJkFkCRABqxtknoHdQJ97Ey4knsxvT/se89miZH/27NkMHjwYgHfffbdFc+mLiIiIdAqZv4XwIoh+B5YH8BNPKivi8+1nno/t6pqw09m2jcn+KxT/EWLrqxei8gAh9j0wzLsvW4RDLvwZdfeLhuOJ7v5HeuPTTjqbAAdDLrh3BldXIBuIQOhtoGTLzrFVEFu8TSTh+LaSqzDRpdjBqxJWx+Ywpa9A+TXUSeCdlVB2B6bqNcidhu3eKvUtvbl5B3al96rD29PqAbodnQboioiIdG6m8i0onVw9gNMC92AI3oPtLdj+vrGNUPYQhOaAUxGfO941EDJOxw60vtW7yXNGl8e7v4TeB6rAyibmHsMfx23m649/BMDj82AB0UiUWMzQtcDh769/SZce0Waexc2W7i1N8UCXqdjeIa2uT3OZ8AoovRUi206xXjNuorovvu8k7Lwti0ma9SdB7IvmnSTzD9jZlyQi3IRoSZ7a6mT/8MMPZ/Lkyey+++71Xvvmm2+YOHEi7777bmsOnRaU7IuIiHROJhaDooshNqfhAhm/ww5e3rxjmfJ4K7gVwHb3TVyQTZ7TEJ+9xo9t24TDYe4+5yE+fmMRoYr4IlFuj4tB+wT4y4Pz6NFnS5/9zRvclBXbZAYNed23/QJgEU/2DQ0n+zZ15sH3HondZXIiq1aPCS+DTeeAU9RICZt40h8BMrELFm3Zt+gKCL/W/JNl34qdeeoORJs4LclTW9SNZ2tz5syhpKSkwddKS0uZO3duaw8tIiIikjrl9zee6ANUPIRx74udcch2D2XbmWDvmrDQmiO+9tCWPjter5e/Tr2CsuIyPpyxgEg4wtAjhpCfeRqYeKK/+gcvc17J5etFGYSrbDw+w8ixxRxz2iZctdmiw/Zb9bdK+KPfJbxu9RRfW939qDGG+JcUC6jARH/a8qUr61YoakGyX3oTxnKB/6Q66zuluzaJdM2aNWRkZGy/oIiIiEgaMbFYfCDq9pTe2PbBJFhWThZHnX0ox10wlp4D8sHEp5RctdzLk3cV8PE7Qdxuhy49Ini9Dt8syaCq0iYS3vooLVnBtm1XnTXh7+OLXrG9Tipbv77lLobtzQJPS2aOjEHJHVByU/Xdk/ahRS37M2bMYMaMLYsK3HrrrXTv3r1OmcrKSubMmcN+++2XmAhFREREkiX2A3UGojbGKcTEKrFd7XlaRgvHgbde6MK6nz30262KmgZrXyCG12uoLLOxbQe3x6le46oFvb+9bZwLht4CmjPWoOaORACou1Kw3fUxzMbfQmR2M09aBlWvg28EBMa1KNxUaVGyv3TpUl544QUALMvi3XffrXcbw+fzsffee/PAAw8kLkoRERGRpGjuQFWH+HST7TjZt/uwbuUPfPd5gK4FUbbtmRIOu/hhmY+99q8gGgGPF+LdYWzqd+WpmaGxpsXbA1ltPKA1vGirJxaNfxGp3u4dU3c2nmp210cwhUcCK5txUgOUQOXMdpPst6gbzzXXXENpaSmlpaU4jsPs2bNrn9c8NmzYwOzZsxkypO1HX4uIiIgklGsQzWsLdQP5bRxMG8u6kpIiN6FKi0BWw/3wP34nyM/LvVi1GWNjg3NrVp4FsCDremx3n4SHXEds677625kO3uoPwb81/nrwTy07d3hhy8qnUKv77BtjGDFiRCJjEREREUkp2+UCz4HbL+gdGS/bjtkZRxDI6oPb6xCuajglLN3k5qm7Cyje6AGCgJd4X/wA0I34PPxu4sm2C6zekDcNO+vXbV8Bs/X89030oQ+cA11fb7BVv4adcTTYOzX6en2lmHVjMBt+hdl8Mya2vgX7JlerZ+MRERER6ZByH4L1o4DSRgpkQfYNyYyozfTa/1n67Pwrln/lpu/AMNuul7qh0EPvAYbcfn/Gzj0HY2LY9pYvOSa6FiIfATHw7IPt3jkpcZvSR4Fl2y/oPhY756/NO2jeG7BxFM0aswFgCuOP6GdQ9QomeB12RgJXRk6QHZqN5+mnn2b48OFkZmbicrnqPURERETaG9vlhS4fgGsv6nYPscHeBbq8gO3pl6rwEsrtyeHwc35LRpaPVSv8hKvi01SGQx5Wr8jG68/miHN+iyf3HIA6iT6A7c7HDpyAHTgxeYl+ZCWU37P9gnZXyD6t2ce1PR7IurgVETlAOZTciAkvbcX+bavVLfszZ87kvPPO49xzz+XTTz/lN7/5DVVVVcycOZNevXpx2mnNv7giIiIi6cT2BqD7y5hYGMLvg1MG3mFt3w89BfYcczKn/sXiv0+8SuEPpcSi4HJZ9Ngpk7HnHMM+R6ZZa3XxtTRrViDfSdi+kS07tv8cKPsbEN5u0frCUDoJuv67Ffu2nVYn+3fccQdXXnklt99+O48//jiXXHIJQ4cOpbCwkIMPPpi+fZOzSpyIiIhIW7FdXggckeow2tyQw09i9wOPYfmn71G2qYiMYC4Dhx+Cz5+Z6tDqi37ZvHKxlvcysd1uTOBiqGzlrJKRRdsvk2St7sazbNkyjjzySKzqzl3RaHyqqoKCAq677jruu+++xEQoIiIiIm3O68tg91HHMPwXpzP4oF+kZ6IPNLvVPfptq45u5/yO+GDk1mjNHYG21epkPxaL4fV6sW2bzMxMCgsLa1/baaedWL58eUICFBERERHZoplrIdjNHGjbkOw/sd3pPBvUmn3aVquT/QEDBrB69WoA9tlnH6ZO3bK09IsvvkjPnj13PDoRERERkWom+jPNXsU3FsIxm7ZfrgF25qmQ+Qfi04y2RJdWna8ttTrZP+KII3j77bcBuPzyy3nuuecYNGgQgwcP5h//+AcTJ05MWJAiIiIiIkR/bH5ZuxxM61v37eyLodsiCFwErt3AakZDdtY5rT5fW7Ecx2nm16O6QqEQoVCIYDDep+nll1/mmWeewbIsDj/8cMaNG8dOO7VkcYL0UlJSQk5ODsXFxbV1FBEREZHUMdH1sKEZi54BuIZgdfkHlqtb4s6/6fcQepMG7y64h0LeM0lZbK0leWqrW/Z9Pl+dg5900km89NJLvPjii+Tn5zNgwIDWHlpEREREpB7b3T2+Su92WeA5MKGJPoCd93fIvATsXsS7+LjA6g6BM5OW6LeUVtAVERERkfYj5zbYfB5N9t13DcLKOr5NTm9nXw7Zl2Ni64EIkJ+WSX6NHVpBV0REREQkmWz/aMh+mIpSL1WVFtFtJ+dx7YmVew+We1DbxuHqju3qldaJPqhlX0RERETakWduf5Gpk14hVL4HeT3C9OoXIjvPYcTRfTnu4olYvqFYltqzayjZFxEREZG0Z4zhhvF38NFrW1ap3bTOy6Z1XgA+eruEMGs4+Qol+ltrUbL/6aefNqucFtQSERERkUR64/F36iT623KMw5QbnmP874/F7VZ7do0WXYnhw4djWdtfGcxxnGaVExERERHZHmMMz931ynbLVZWHeOXvbzDhirYZnNsetSjZf+KJJ9oqDhERERGRBq35fi0bVzdvNdzvFq1o42jalxYl++eck36rgomIiIhIxxYJR5vdayQrL7ONo2lfNIJBRERERNJar4H5dOmZt91ylm3x67+cmISI2g8l+yIiIiKS1rx+LwefPBLb1XTqutfBe9CtZ5ckRdU+KNkXERERkbR31g0T2OewPRtN+PsO7s1db12f5KjSn5J9EREREUl7/gw/t7zyZ86//XT679UXj9+Dx+eme9+uXPPs5fzri/s15WYDLMdxnFQHkY5KSkrIycmhuLiYYDCY6nBERERERICW5alq2RcRERER6aCU7IuIiIiIdFBK9kVEREREOigl+yIiIiIiHZSSfRERERGRDkrJvoiIiIhIB6VkX0RERESkg1KyLyIiIiLSQSnZFxERERHpoJTsi4iIiIh0UEr2RUREREQ6qJQn+w8//DBDhgwhGAwSDAYZNWoUb7zxRu3rZWVlXHrppfTp04dAIMAee+zBww8/3OQxp0yZgmVZ9R5VVVVtXR0RERERkbThTnUAffr04Y477mDQoEEAPPnkk4wfP55Fixax5557csUVVzB79myefvpp+vfvz5tvvskll1xCr169GD9+fKPHDQaDLFu2rM42v9/fpnURERERkbZhYuuhdDKE5wMhsHtB5pnYgWNSHVpaS3myf/zxx9d5ftttt/Hwww8zf/589txzT+bNm8c555zDoYceCsBFF13EI488woIFC5pM9i3LoqCgoC1DFxEREZEkMKGPYPPvwSmp3mKBWQXFizBVr0HwfmyXK6UxpquUd+PZWiwWY9q0aZSXlzNq1CgADjroIGbOnMmqVatwHIfZs2fzzTffcPTRRzd5rLKyMvr160efPn0YN24cixYtarJ8KBSipKSkzkNEREREUsvEwrD5D+AUA36wMsHKADIBB0LvQMWDqQ0yjaVFsv/555+TlZWFz+dj4sSJTJ8+ncGDBwPw4IMPMnjwYPr06YPX6+WYY45h8uTJHHTQQY0eb/fdd2fKlCnMnDmTqVOn4vf7OfDAA/n2228b3WfSpEnk5OTUPvr27ZvweoqIiIhIC1U+Ac5mwAfWVq33lgVWADBQ+QomFktRgOnNchzHSXUQ4XCYlStXsnnzZl566SUee+wx5s6dy+DBg7nnnnt49NFHueeee+jXrx/vvfce11xzDdOnT+fII49s1vGNMQwdOpQxY8bw4IMNf/MLhUKEQqHa5yUlJfTt25fi4mKCwWBC6ikiIiIiLWM2ngeRefEW/YY41flbt1nY7j7JCyyFSkpKyMnJaVaemhbJ/raOPPJIBg4cyP33309OTg7Tp0/nuOOOq339ggsu4Oeff2bWrFnNPuaFF17Izz//XGemn6a05CKKiIiIpINoJMo3C5ez9of12C6b/nv1Zafde2NZVqpDazWz8RyIfNREsl8JxMA1GOwM8A6FwCnY7o7bS6MleWrKB+g2xHEcQqEQkUiESCSCbdftbeRyuTDGtOh4ixcvZu+99050qCIiIiJp4adlq3jxb6/y87LVxKIGcPBn+tnjgF046Q/HkZ2XleoQW8czBCIfgxNjzY9uPp/vYcMaD4FMi932q2DXfaK4PYBZCcaByFKofA0TvA7bf3iqo0+5lCf71157Lcceeyx9+/altLSUadOmMWfOHGbNmkUwGOSQQw7hT3/6E4FAgH79+jF37lyeeuop7rvvvtpjnH322fTu3ZtJkyYBcPPNNzNy5Eh22WUXSkpKePDBB1m8eDEPPfRQqqopIiIi0mY2rtnEM//3EoU/rKPngHx8AS+O41BeXMHCtz8jEo5y3q2/xuVuXzPWmFglOFEcJ8bsV1wsmJ1FqMJF8SYXsaiLD2cF2H1YgFN/V0FWl27xnZwYOBuh5DaMe3dsd6/UViLFUp7sr127lrPOOos1a9aQk5PDkCFDmDVrFmPHjgVg2rRpXHPNNZxxxhkUFRXRr18/brvtNiZOnFh7jJUrV9Zp/d+8eTMXXXQRhYWF5OTksN9++/Hee+8xYsSIpNdPREREpK19+tZnrFmxln6798F2xXMiy7LIys3E5Xax7OPv+G7xD+w2fGCKI20+U7kIik8FoGSTzQFHljFmXCkOEKqw+P7LALOezeOL+Vn4A9mcflUMy6J6EG9XMBug8gXIvjyV1Ui5tOyznw7UZ19ERETai3sveJj1P22goH+PBl9f8eVKxp51KON+OzbJkbWOCX8NRScA4DjxR/wJOIAV/yeFK908MamAynIfv7sDevXfKq01a8EzFLvL40mOvu21JE9Ni6k3RURERKT1qspDuL2Nd9iwLZtwVTiJEe2gotMAqBmi6ThgYlueGxPvrVPQN8qh44upLIeV32yb1tZ8JejclOyLiIiItHM9B+ZTUVLZ4GvGGBzHoWuvLkmOqnVM+DugvM42x9T9t2XHx+Jiwe7DKuL7xay6hRwH3IPbPuA0p2RfREREpJ0bNnYIttumbHN5vdfW/7SRnO5BhozZIwWRtULVa0C89X7rGUO3baO37Hg+n5Fl8Podevbb6jaAsxHsIGRMSE7MaSzlA3RFREREZMfsdeDujBo3nA9nfsLm9SUEu2RhjKF4QymBLD/HXTSWvPzcVIfZPFvPp1/dem/ZdVv3iW/GAqJhiwG7V9Jv14p4c78TAzsbsq/CdvdPXtxpSgN0G6EBuiIiItKexKIxFry5hI/f+JR1Kzdg2xY77zOAkeOGta9ZeMJhKNor3k/fQM2EiyZW3XWH+LZYFFxu+PYzP13zd6N738r4TDye/eKLank7bheedr+oloiIiIi0jMvt4oBfDGX/Y/aloqQS22WTkR1IdVgtZnu9GHoCazCxLcm+7QLLbOnO43ZDLAbZuR7yh76QqnDTnvrsi4iIiHQgtm2TlZvZLhP9Wl3ewrK82K4tM/BAvDuPXf3Agk/fz6b3/jNSFmZ7oGRfRERERNKK7fViF3yByzeasmIX4arqbjwxCFXC0oU+Hrx6OMMnfIjt7pPqcNOauvGIiIiISFqyu00hrxuUFRXx8uTXWfX9ZoJdshh/6bFc+e/8VIfXLmiAbiM0QFdERERE0pFW0BURERERESX7IiIiIiIdlZJ9EREREZEOSsm+iIiIiEgHpdl4RESkUzIVr0L5oxDbALYHvAdB1h+x3bmpDk1EJGGU7IuISKdjNpwO0YXUrsVpgKrnoepVTO7j2P5hqQxPRCRh1I1HREQ6FbPpLxBdQDzRdwGe6ocNVMDmCzHRaCpDFBFJGCX7IiLSaZhoFEL/rX5Wk+DXcAEWUAaVjyY9NhGRtqBkX0REOo/o50AF8aS+IdUfi6G3kxSQiEjbUrIvIiKdSMV2Xq/+WHTUjUdEOgYN0BURkc7DPYz4R1+kkQKx+A/PHkkKSKRjM8awdvknlG1cju32UTDoIDJzeqQ6rE5Fyb6IiHQattuPcQ+pnoknSt2PQVP98EDWX1ISn0hHsvaHRaxa8jd8nuXYrjCOga9WZBJzHcrwcX/B5fGlOsROQd14RESkc8l9GOhKfDaeCPGkP0K8Vd8FmZdprn2RHbRx9TLWfHY9Ad9SitYZfvrWx+offDixMjLc/+HdJ/6I4zipDrNTULIvIiKdiu3OhW5vgOdIIJP4YF03uAZBzgPY2b9NbYAiHcBPnz2L31fIT8sDRMJ+PD4vLreXspIgFWVucoIf88nr/93+gWSHqRuPiIh0OrY7F7pOTnUYIh1SNFwJoXmUhly4XB4sq+7sVxVlGXTvtZkvFs5g/18cXe91SSy17IuIiIhIwoSryoEQoUob224okbcAi8qSIsqLtzdDluwoJfsiIiIikjC+jCChKh+BjIansLUsBwuoqvRjjElucJ2Qkn0RERERSRiX20vEHIAvI4Zt10/4c7pUUFzkxbj3JSs3MwURdi7qsy8iIiIiCbX3kRP55KWP6LnTBipLfVRWenG5HLJzK4lGLRa+P4iRJx2KbTfc7hyLxZj+4OvMmfo/SjeVkd0lm8NPP5Dxlx6Ly+VKcm3aN8vRvEcNKikpIScnh+LiYoLBYKrDEREREWlXli9ZwiczbqPvgJUEsmKYmMW6VRl8tbg/A4b+ihMuOabBxL24qJQrx9zAqm/WYIzBsgAHLNumz249uf+DW8nKyUp+hdJIS/JUJfuNULIvIiIismNKNpay8L/v8+2CT6iqNHTptSdDx+7L7iMGNdqqf9VhN/LF+1/j8rrw+T0AGOMQCUeJhWPsfcge3PPOTUmsRfppSZ6qbjwiIiIi0iaCXbM57PRfcNjpv2hW+Z++Wc2yj7/Ddlm1iT6AbcefV0YNX8//ljUr1tJzQH5bhd2haICuiIiIiKSFuc/9j0g4imerRH9rXr+HSCTK3Oc/THJk7ZeSfRERERFJC7ForOkC1f33Y1FN2dlcSvZFREREJC3sf+x+uNw2kVDDc/RHQlFcbhfDx+6T5MjaLyX7IiIiIpIWBo/cjd679iIWjREN123lj4ZjxKIxdtq9N7uNGJSiCNsfDdAVERERkR3mRH/CCX8E0e/B8mB59gTvCCw7r0XH+eszl/Pno26heH0p4VAE27YwJj55ZF5+Dtc8e3lbhN9haerNRmjqTREREZHmcUJzcSqmgtkE+IEYEAVXX6ysiVjugS063tqV63nyxudY8N/FVJWH8Gf6GX70Ppz3f6fRvXfXtqhCu6J59hNAyb6IiIjI9jmRb3FK7waiYPcivgoW4MQgtgJc/bCCN2DZGSmNsyNpSZ6qPvsiIiIi0mpO+H/glNRN9AEsF7j6QWwlRD5NXYCdnJJ9EREREWm9yOdgZddN9GtYHsDgRH9IdlRSTcm+iIiIiEgHpWRfRERERFrPsxc4pdDQMFAnAthY7v7JjkqqKdkXERERkVazvAfFu/GYNXUTficGsR/BtRN49ktdgJ2ckn0RERERaTXLswtW5pnx/vmxbyG6EqIrILYcXH2wsi7EsjNTHWanpUW1RERERGSHWL5DwDUAJ/wxRL8Dy4vl2Qu8+7d4US1JrJS37D/88MMMGTKEYDBIMBhk1KhRvPHGG7Wvl5WVcemll9KnTx8CgQB77LEHDz/88HaP+9JLLzF48GB8Ph+DBw9m+vTpbVkNERERkU7Ncu+EnTEBO/gX7OwrsfxHKdFPAylP9vv06cMdd9zBggULWLBgAYcffjjjx4/nyy+/BOCKK65g1qxZPP3003z11VdcccUV/P73v2fGjBmNHnPevHmceuqpnHXWWSxZsoSzzjqLU045hY8++ihZ1RIRERERSbm0XEG3S5cu3H333Zx//vnstddenHrqqVx//fW1rw8bNoxf/OIX3HrrrQ3uf+qpp1JSUlLnDsExxxxDXl4eU6dObVYMWkFXRERERNJRu11BNxaLMW3aNMrLyxk1ahQABx10EDNnzmTVqlU4jsPs2bP55ptvOProoxs9zrx58zjqqKPqbDv66KP58MMPG90nFApRUlJS5yEiIiIi0p6lxQDdzz//nFGjRlFVVUVWVhbTp09n8ODBADz44INceOGF9OnTB7fbjW3bPPbYYxx00EGNHq+wsJD8/Pw62/Lz8yksLGx0n0mTJnHzzTcnpkIiIiIiImkgLVr2d9ttNxYvXsz8+fO5+OKLOeecc1i6dCkQT/bnz5/PzJkzWbhwIffeey+XXHIJb7/9dpPHtLZZstlxnHrbtnbNNddQXFxc+/jpp592vGIiIiIiIimUFi37Xq+XQYMGATB8+HA++eQTHnjgAe6//36uvfZapk+fznHHHQfAkCFDWLx4Mffccw9HHnlkg8crKCio14q/bt26eq39W/P5fPh8vgTVSEREREQk9dKiZX9bjuMQCoWIRCJEIhFsu26YLpcLY0yj+48aNYq33nqrzrY333yT0aNHt0m8IiIiIiLpKOUt+9deey3HHnssffv2pbS0lGnTpjFnzhxmzZpFMBjkkEMO4U9/+hOBQIB+/foxd+5cnnrqKe67777aY5x99tn07t2bSZMmAXD55ZczZswY7rzzTsaPH8+MGTN4++23+eCDD1JVTRERERGRpEt5sr927VrOOuss1qxZQ05ODkOGDGHWrFmMHTsWgGnTpnHNNddwxhlnUFRURL9+/bjtttuYOHFi7TFWrlxZp/V/9OjRTJs2jeuuu47rr7+egQMH8txzz3HAAQckvX4iIiIiIqmSlvPspwPNsy8iIiIi6ajdzrMvIiIiIiKJo2RfRERERKSDUrIvIiIiItJBKdkXEREREemglOyLiIiIiHRQKZ96U0RERESkIWXFZTx723Q+m/sl0UiU3rv04rRrTmTQvgNSHVq7oWRfRERERNLOkrlfcuuv7qV0Uzk1M8Uv/3wl819dyPjfHcNFd52V4gjbB3XjEREREZG0UlZcxq2/upeSojK8Pg+ZwQCZwQD+DD/RcJRX/v46s6bMTnWY7YKSfRERERFJK8/dOYPSzeX4/F7cXlftdpfLwp/pIxaJ8coDr6cwwvZDyb6IiIiIpJUlc5biGKdOol/Dti1sl83P364mFoulILr2Rcm+iIiIiKSVWDTadAHLwjGOkv1mULIvIiIiImml7+59sLCIxUyDr5tojJxuQbxeb5Ija3+U7IuIiIhIWjntmhPx+N2EKsIY49R5LVQVBttizCmjUhRd+6JkX0RERETSSr89+vCrq47H7XFRWVZFZVmIqvIQFSWVxKKG3YYP5MI7z0x1mO2C5tkXERERkbRzzs2/ZqfBfXjpvtf4celPGOPQpWceh5wymvMnnY7LVX/wrtRnOTWrFEgdJSUl5OTkUFxcTDAYTHU4IiIiIp1aLBZTgl+tJXmquvGIiIiISNpTot86SvZFRERERDooJfsiIiIiIh2Ukn0RERERkQ5Ks/GIiEiH8vO3q7nhl3ey+tu1OI7Bn+XntKt/ya//clKqQxMRSTrNxtOIjjobjwmHofQSiK0Aqztk/Q070DPVYYmI7DBjDNNuu40nbvwMqPlos2pf7963K8/88DCWZTW4v4hIe6HZeKRBZsOvoGgviLwH5ieIfQrFh2DWHpzq0EREdtjGH27niRuXsCXRp/rf8efrf9rIn468JRWhiYikjJL9TsJsOBWiSxp+0VmLKRyd3IBERBLIhP7HzRPm19vu9jj4Mw2BzCiBrCifz/2MaDSagghFRFJDyX4nYCIRiC7aTqkNmMrvkhKPiEjCVUxnxdfe2qeWBcEuUQJZMdweB5cbcCCQZbjh+MtSF6eISJIp2e8MSv/azHIT2zYOEZG2ElsOzpa++Nm5UYyxcLnA4zF4vA6+gEM0Ct8tWsUbjz2VwmBFRJJHyX5nEP26eeXMpraNQ0SkrVg+crvFAPB4DQ7gdjvEx+LGvwRYFvh8hqpyF+9NnZ6yUEVEkknJfmfg3rl55aycto1DRKSteA/gjw+sAsDtdXAcC8tqYLI5y8KyHTZvCFNZUZHkIEVEkk/JfmeQfUfzygUnt20cIiJtJXAK+xycxy5DKrFtMDGHrafdrGGiFi6Xg2U7VK6fnfw4RUSSTMl+J2B7/GDvvp1SudiB7ZUREUlPtrsXBG/hwf8aAlkxYlEbs80yMiYGxoA/0+DzG6bdeTumck2KIhYRSQ4l+52E3WMm2AMbeTUPus9LajwiIolm+0Zid3+BUccV4AvE++aHQxCNWISqLCJhm0BWjIzsGKFKm1f+WcCK+WemOmwRkTalZL8TsXu8ATn/A9cQsLqBPQhy3sQu+Ajb5Up1eCIiO8y2s9hl/1PI6x4lt1sUsHAcB6/fEOwSISsnRjA3xoqv/DjG4h83uVMdsohIm9K7XCdjB7pD4MVUhyEi0mZGjd+fh6/MpUuPzQzYI0y4Kt6u5fEZohGbrxZmEI3Ety1blJHKUEVE2pySfRER6VByu+ew72F7Me8/C1i1HAKZMVxuh/JSF47ZetCuQyxSfxCviEhHom48IiLS4VzzzOXYrvgA3cpyF2XF7jqJvssdn60nM5iiAEVEkkTJfidjoqswpQ9iNv8JU3wdpvINjImmOiwRkYQKZAU48dJR9bbbtoPL42Di629x8MljkhyZiEhyWY7jNLDqiJSUlJCTk0NxcTHBYMdo+jHlT0H5Y2DKoHaxGTe4d4Gc+7DdBSmNT0QkkcKhML/Z4yLW/lAGgGXH3/dqWvi7983mye/+icfjSVmMIiKt0ZI8VS377ZwxJZiKFzFlj2MqX8eYcMPlKt+E8ofBqQC7K9j58QcZEPkKiv+IMSa5wYuItCGvz8ujX/yDoUfug8dngWPhOBYer80+h+7F419NVqIvIh2eWvYbke4t+8YYqJgMFS+DUwyOAcsFdg/ImogdOAETKoHSyyH2IzibgBDYfcHaZkCaqQCqIOcubP+hKaiNiEjbqiirYNHbXxCLxRh61BCysjNTHZKISKu1JE9Vst+ItE/2y/4flD8ZT/LJAMsHVhScErACQBcwyxrY0wZ6gsu3ZZPjgFkHgZOxc65LTgVEREREpFVakqdq6s12yES+hrJHgSrAAkrBIf7AAqcMWN/Y3sBqYMCWTZYVPwwNdwESERERkfZJyX47YmJlsPlyiHwIVE8lwbY3Zppzo8aBWCm4squfRgAL3AObGUdMK+6KiIiItANK9tsJE4tB0VkQ+4p46/yOKgKy4114nE1gdYHAiU2cfz2U3gmh98GpwOAGz76QfRm2d78ExCMiIiIiiaZkv70IvQyxZcT73Cci2Y+B2QxOCOwsyP4Dtt1wny8TWw0bfg3OWrbcOQjH7zAULcHk3IkdGJuAmEREREQkkTT1ZntR+QrxrjuJ6j5jg+UF36GQ8zfswLjGixZdBk4hdbsI1QwSKIOSG+J3HkREREQkrahlv72IbSI+ijZB389yngXfEGy76V8BE14Fsc+aPpazCaqmQuaZiYlNRERERBIi5S37Dz/8MEOGDCEYDBIMBhk1ahRvvPFG7euWZTX4uPvuuxs95pQpUxrcp6qqKhlVaht2bvU/rOrHjhyrH3Zg6HYTfSC+ENd2GYhs5wuBiIiIiCRdylv2+/Tpwx133MGgQYMAePLJJxk/fjyLFi1izz33ZM2aNXXKv/HGG5x//vmcfPLJTR43GAyybFndeeb9fn9ig0+mwHgoXQxEAQ+tnibTtRt29/80v3z0i+aVc9SNR0RERCTdpDzZP/744+s8v+2223j44YeZP38+e+65JwUFBXVenzFjBocddhg777xzk8e1LKvevu2afwJUPAOxb2jZAF0b7L3BPQD4LUT/iik8HvwTsHPPacb+Wc07jfegFsQkIiLSPphYDCqnQPm06tXofeA7ELKvxnZ3TXV4ItuV8m48W4vFYkybNo3y8nJGjRpV7/W1a9fy2muvcf7552/3WGVlZfTr148+ffowbtw4Fi1a1GT5UChESUlJnUc6sV0u6PLveOLeIoZYzCFW+R8IHwvmU2AZVN2GKdwVU3gVxjTx5cHTnLn3LfAf18K4RERE0puJRmHDOCi7C5wfgRJgPYRegQ2jMEVXYkw77iIsnUJaJPuff/45WVlZ+Hw+Jk6cyPTp0xk8eHC9ck8++STZ2dmcdNJJTR5v9913Z8qUKcycOZOpU6fi9/s58MAD+fbbbxvdZ9KkSeTk5NQ++vbtu8P1SjTblQOeAra+IWMMvP18DpePG8hFh+3CX04dwOIPAwD8/L2XGY935aWHV/PD1x7W/Ohh03oXTp11t/4D6y5s/KTZvwW20/3Jcwi2y9vaaomIiKSn4ovB+b7x18Ovwrr9MRXvJi8mkRayHMdpzpKrbSocDrNy5Uo2b97MSy+9xGOPPcbcuXPrJfy77747Y8eO5e9//3uLjm+MYejQoYwZM4YHH3ywwTKhUIhQKFT7vKSkhL59+1JcXEww2PD888lmoquh6FdgosAmSjbDpUfvxrqffXUSeNvlMHDPCroWxAiH4Jw/r6b3gPgquSYGVZUWPXrHsLYe55s3Bds3uuHzlv4dyh+h4XECvaH7dGxXbqKqKSIiknImGoINw4h/9lk0vUK9H7pMxfbumZzgpNMrKSkhJyenWXlqyvvsA3i93toBusOHD+eTTz7hgQce4JFHHqkt8/7777Ns2TKee+65Fh/ftm3233//Jlv2fT4fPp+v5cEnU2wlOBGwM8FE+MO4Xqz9yYdlObjcYFnxln4Ts/j2s0zWrw5zz/Tl9B4Qrk7s429U2Q7EouD2bHXs0mehkWTfzv49xtUHyv4F5ofq4wTAdzAEb1CiLyIiHU/kXSDeUNZ0og9QBWX/hC4PtH1cIi2UFsn+thzHqdPKDvD4448zbNgw9tlnn1Ydb/Hixey9d0v7u6cZKxuwwYmyaF4+q3/wQ3WiX8O24/V1jMUhxxfXJvpOzRpYABZ19gHANHGbErAzToSMEzGxYqAS6B4fRyAiItIROWG2n+RvJfwBxhhsOy16SIvUSnmyf+2113LsscfSt29fSktLmTZtGnPmzGHWrFm1ZUpKSnjhhRe49957GzzG2WefTe/evZk0aRIAN998MyNHjmSXXXahpKSEBx98kMWLF/PQQw8lpU5txr0HuPpA7HteeSSIY8BuIN+2LHCIcfiETeBUv1Vt9X5V0+WnTjceMpsVgu3KAXJaF7+IiEh74T2YeJoUbeYOMeJdftrxNN/SIaU82V+7di1nnXUWa9asIScnhyFDhjBr1izGjh1bW2batGk4jsNpp53W4DFWrlxZ55v05s2bueiiiygsLCQnJ4f99tuP9957jxEjRrR5fdqSbduYzDOg+E4qy2PV2xouO2hIFQU7RYhGwO2l/l3IbRsrMg5pg4hFRETaJ9vdBeMeDNFmLhpp5WDbSvQl/aTFAN101JKBD8lmim9g8lXvMeNf3bBsh2170zgODB5Rxo2P/og/02C76rbiO078+ZYvCj7o9ha2uwOtSyAiIrKDTHQjbDgOKNp+4cxLsbMva/OYRKBleao6lrVH3n0544pSPL543/wt0+Q77DGsnHHnbGD3fcvBBpcLHEOd2Xosa5suPHlPKNEXERHZhu3uCt3+C+6R2ym4C2T+JjlBibRQyrvxSCvY3cnp5uKkiyp4YXImJmbRd2All/zfKvrtFsLrj3fU92UYLBswYOK9fmpb9K3ar3ldwNUtRRURERFJb7Y7B7o9hQl/BsV/htgKtvSF9YL3cMj9P2y7mSvOiySZkv32yDMKXL34zbU/ktO1F+++aPHHB1bSo0+YilIXleUWXfOjtd10XO7q1n2qE/06A3NDUPECBP+UgoqIiIi0D7Z3CHSfhYmUQnQRWFng3Q3bbt4EFyKpoj77jUjnPvsApvJVKJ0ETgXGgGMqiIRt3G6nev580+B+jgOxWHyefZ8/AJYL3Hthd30qqfGLiIiISOu0u0W1pOXswLh4Ol/+OLbzFbgcXAEHcIOdC6YCKKfmVmPJJpj3Zg5LP85k1Qo/WbkxfD44/ORyDjhW3/dEREREOiIN0G3H7MA4yHsRrFwgE+z8+Dz8VhbYQWr+90aj8PN3AWb+qwdF673k9YgSDVl8+5mfu37fgw/f6pXKaoiIiIhIG1Gy387ZLhfYBfERt1ZgywuWH+w8HMciFoVNG90M2quSrvlRMrMN3XpFGTy8nF79w7z096ZXzxURERGR9knJfkfgHxvvjO+E6m63glRW+AlX2qxYGsCywZh4S380AliQ1z1KRkYJS96bl5LQRURERKTtKNnvCDLPAPcuYDbHH04YTBWYDVhE+eyjTDas9hCNVE/BWdtF38KXGSMcsilb9UTKwhcRETDh7zEbfosp3A9TuBem8CBMyUMYU5Lq0ESkHdMA3Q7AtnMxef8PSu6CyHxwSgAL7C4s/KAL0/+5ify+Eey6c24CEA3ZuD0O+b1XJT9wEZFOxoTmQ8XzEPkccMC9K/h/CZVvQ+SVbUqvg4oHoHIapuvL2O7uyQ9YRNo9JfsdhO3qDnl3Y6JrIfol4AbvcAr2Xklu19+zaa2HrgXROvs4DhStc7Pn/hX030MfIiIibcmUPwXlj4CpwDgewME2cyH8dtM7Omuh6Dzo8WpS4hSRjkXdeNKQMUWY0P8wofkYU9GifW13Prb/cGz/GGw7g12H7s7QQ6qIhC02FrqJVa+kGwlbFK70kJltOOi4YmzPHm1QExERATDhpVD+T+bOcPGnCTvx28N68PmHUcqKY/ExVNs9wDeY0M9tHqeIdDxq2U8jxpRAyd0Qfh+ccuJdcXIx/l9A5qXYduv+d439zXj8Gc/z/n9yWL3CG19B14LuPSMcd1YRg4dbkH1xQusiLWNi6yFWBK7e2C4tuS7SHhljIPQfqJwB0R8AF3iHgncklD3GP29y8eqTXYmEHSZNW8mgIZVUlNpsWu8iK8eQ1z3W9Akq/gG+/0tGVUTanYVvLeGr+d/gz/Jz5JljyO2ek+qQ0oZW0G1EslfQNaYCNv0WIl+A5QUrI97PhnLAgPcwyLkL2275zRgTi8HmCyhe+zHfLPFTWWYT7BJjt/0qCGR4IfvP2JlnJrxOnZmJhaH8Aah6HUwRYIN7MGRNjBco+wdEvwLCxFc7rlnxOACe4ZBzI7a7T0piF5GWM8ZAyY0Q+i8QAccDhKofho/ezuS23w4gErY4eNwmLr19NVUVNqFKG8exsHDo1itCILOpj+Q+2AXvJqU+Iu3Fonc/4/6Jj7Ju5QZMzIAFvoCXkccN4+p//x6Xy5XqENuEVtBtjyqmQXQpWDlg++PbLAA/mNJ4a3/4ffAf0uJD2y4XJvcxcnxPsX+3F8EUguUB92jIuhjbt39Cq9LZmVgYik6D2FLiUx+54j+jn8DmT7YqabHV1EjVyiEyFzaMxbiHQva12L49kxW6iLRW6JXqRN8NeIEiYMv0Z6883p1IyMabEWPYIeW4PQ6hKgsssHBwHIuSTW4CmU316dmAMVXYNZ8RIp3c0vnLuHnCvVSUVOL2uvD5vDgxh3BlmLkvzqN0cxmTXr8u1WGmnPrsp4vQW4CzJdHfmpUVn06z6vVWH952ubCzzsPu8Rp2wULs/I+wu/5LiX5bKL2tOtF3gZVJ/IO/odvzTbXgxeJfDjadjNl4FiYabaKsiKSSiZZA8f+Lz4TmlIOzga0TfYAflwXAcnDZ4PWZ+I1bqmdIq/4RCdefMa2uKghtZzCvSCfy2NXPUFFSiT/Th8/vxeWycXtdBLL82JbFktlf8tl7S1MdZsqpZT9dxNYDnoZfs6z4CrmxwqSGJC1jYuuh+CEIv0j8g94HThSo3JGjQuQj2LAXhgxw7waZF2AHjkhM0CLSIia6FsqehfB0yjYV8eZz2Sz+XxbhKg+9d+7J2F8VsftQ0+Qx1q32AmBZ8Rb9Ws3pVFv8fxAYtwM1EOkYKssq+WbhcmzbxuXa0nYdDccIhyLxLj3Abb/+G9e/cBV7Hbh7qkJNOSX76cLOhtjm+ttjUXC5AQN2bpKDkuYyJfdCxb+BrWdPatlMSts5A1AG0YVQvBBTnA3+YyD7d9iuXgk8j4g0xoS/hKIrgRUsX+rjrt/3Z+3PHhzHIpARZeMaD5+8m82RE4o4+0/r6uy7065VFK3Lxhh4+4Vceg8I8fWnGfy4zIfHC7sMqWTfA0ubEUURpuQf2MGJbVJHkfZiw+pNmGgM273lC3NVRZhouO6d8KLCzfzl6Fs58/oJ/PrqE5MdZlrQAN1GJH2Abun9UP4U2HkYE8KJrce2t/yvMcbCyrwId+5VbR6LNI8pmwWVkyH2DVsG2CZbEHLuVEu/SBszJgpFv4Lol4TDcMXxg/h5uZ89hpcy7qwidh9aicfjEK6y+PzjDDIyDSOPKqvd/+PZWdx6fn8iYQu32yGve5Qu+REygzEiIZvKchcF/UJcdMMaevTe3lycFnbBsratsEiaqyyr5FcFFxINRwlk+YiEY4QqQo2W9wa83Df7ZnYbMSiJUbadluSp6rOfLgKngas3TmwVlrOuTqIPYNsOpuyfVG3WoiqpZsJLMWsPhbLLIPY1qUv0AUqg+EpMQ3eFRCRxyh+vXrAQPvhPLoUrfewzqpQ/3LmaYYeU4fUZolHwZRhGji1l58FVdXYffkgZx5y+EZfLIRK2WbfKy+YNbmwXdOsVYaddK9m0zsPGQhfOdt9SHEykOZPzi3RcgawAuwwdgDGGWMwQrgo3WT5cGebJm55LUnTpRcl+mrDd+ZD9J5wm3uVdLgdn89VJjEq2ZcIroOhccFanOpStVMKmy1IdhEiHZcJfQvmjtc+/+CSTWAx+fdk6crpG2bzRRVmxm1Cli4oym1CVRU63aJ3FsmwbfnvTGvY7uIxAZgyv31C0zsOyRRlsXOPB7YE9hpXTvVe0dvHDJoWeTnxFRdqZ8yedQSArQKg8hGO231Hls/e+SkJU6UfJfhop/unf8QWvtubEp9uv6Wzl8Uao2Dgl2aFJjbK7gc2pjqK+6PxURyDScZU9yNZjcEzMYtBeFfTeOUxluY1jbLAMuV0jdOsZJZhn8Hirh1ttJRax8Hhh34PKOPDYEkYfU8Koo0vovXMYlwt2HlyFQ3yo1naF3ktkDUXapb0O3J2/PncF3Xfq1qzy4cqmW/87KiX7acRtLQK2JPeOU39yBsuCivVaVCVlwh+nOoJGmdJ/b/l3ZBNm87WY9adg1p+HKXsqvriaiLSIif4A0c+BjNptOw+uZKddQvG58istwJDXPYo/w8ECTJQGW+dtV3wGnspymx++9rNgdjZzZ+TyvzeCfPeFnx59whRvcGPM9qbgBCJLMFX6LBAZcfS+PL18Mi5vMxbPsiDWCT8Lleynk2a8vwMY08gUndKm4sly1XbLpUx4LgBm019g4yioehFiiyH2Pyi7DdYfggl/ltoYRdqb6I/gRMAKUvORecTJm3B7HEwMXC7wBRy8PogZMNU9MW2bendqPV6Hbj0jLF2QyY/f+KiqtDEGyktcLP8yQFW5TTRiNS/Ztxwo/2d85V4RoeeA/O2W8fjcHXZF3aYo2U8jEbMfUP8DYmuOAxk9zk9SRLI12+UCfKkOo3FWJmbzdRB6mfqDhh1gHRRdhIkVpyA4kXbKziW+Cna0+idkBg0jxxZTUerCn2nwB6r/3gzgxJdFsRv4dDUGPpufSTRi4XI7tRMx2C4H2+Xw1cIMsvOiZGQ1I4F33BD9AaJf7HgdRTqAX1xwxHYbTXcfsUtygkkzSvbTSG6/icSi8d/UbRP+mudlJVlkdRud5MiklpWV6gga5z8LqqZvtcHe6lFjE5T/K7lxibRn7r3B1QeczcCWEbdDD6nAF4jh9Tl4/fHuO5YNtjveV7+hRptP52axcY0Hn98QDduEq+o+lnyYSSDT0LzG+mJwKiC2bvtFRTqB8b8/hvx+3etttywLLPBn+Tjz+pNTEFnqKdlPI7Z3GFWcX9vX07K2PACqKt34e2nqzWQxVbMxpX/DlD2Cia3HFN8PzppUh9Uwu0+8u05tMrLtn3bNcwcq5yQtLJH2zrZtyDybhqbYze1m8Gc4eLzx/vhuT7xbT2N3Z7/7PEBVpU1VhU1DK9x8Pj+bN6flYZozQBeAELi233VBpDPwer3c/c6N9NmtF26vG8u2sF0WlssiOy+LyydfyH6HD0l1mCmhFXTTTLDvn6nYuC/Fq28nmLMG23aIRNysXz+Unns9ijcjkOoQOzxT9QGU3AimEIgBFpRNJn376wcgdxZUXN+84k661kMkPdmBEzBlj0Ds2x07jguiYQvHseJfCLb5UuAYeOKOXgwaUsnwQ8ubcUQHTOfrfyzSmJ4D8nniqwd4/6X5vPfiPCLhKLsM3ZmTrhxHIJDG3XDbmJL9NJTR9Sgyuh5V+9wD9BuQung6ExNeBJsvB8qJfxI7xFv0KlMaV+Nc2AVLADCVGdspW7NLnzaMR6SD8gyvTvY9bN2dpyX671GJcaoz/Cb6Fv93WpdmJvtA2S3gn9aqeEQ6qoNPHsnBJ49MdRhpQ914RLZWfBtQSjzBj1F/8tN0s9XMTL5D2TKAeNsuBzXPLcg+r82jEulwsi4E/OzIitn5fcPUvKdsvX6i49R9vmldC2ZcMxpwLyJNU7IvUs1UzIZY66emrLM+QtK+I2x1c857MLiHs6XJ0Gz1qClzILb/oGQFJ9Jh2O4+4P8lzZ4juQHdCqJkBbc0IjimOsmvfr+wXQ7gUFLk5oXJ3fn0/cztD9Z19W51PCLSOSjZFwGMKYKSm1u1b2PJfXKS/q61/7JtG7rcC54xgHebci7wjcPuopl4RFrLzr0FMi4EWjYrV817QUaW4ajTNuFyg8dn4tNvuhzcHgevv2YWHovVP3p55v58Jl3cj6tOHMh3X/gbP3j2/+1IlUSkE1CyLwJQ8SKwscW7NSehb9OE3x2s89S2u2B3fRS6PAOBi8FzBHiPgeD9ELy7DQMR6Rzs4BXQ/ROwR223rEP9v/+TL1xH30FVxCI2LpeD12ewXA7hKhscC9vl0L1XhK75Ebw+hxVL/dz5u51Y+1MDQ+xcu2F7CxJTMRHpsJTsiwCEv6A1fXGd+F33FLHACTX8kimB0FsQeR/Cb0PJlbBhDKbsH8kNUaQDsl0uCOy//YINvDd0LYjxpwdWktM1golZhEM20XC8a5DLbcjvE6mdvjOQacjrHmX9ag8znqg/fzg5/28HayIiNUzoS8yG0zCFe2MK98AUDsFsPA8T/TnVoe0wJfsitVqetceiEGok325bNpAJVv1p90zVB7D5MjDfE/8C44mXdzZC2d8xJWrhF2kpx4nihD/BFN+FWX8mlD/edPkmXhu4V4hH5y7jN9etZuyvNtF7QBivz1CwUwS3p+6erupFuha8m13/QOVvYKLNnpRfRBpgomWYjb+FTSdCdCEQIj5BRxVE/gcbxmEiOzbtbqpp6k3pUIwxrPqukC8++JrlS34gVBEiv38P9jtib3YfMSjer70h3t0h/E6Lz2e7wFXdlaexhXTahgHC4N6z7lYThs1/JD51KECU+JuWBwgAVVDxLCbzQmxXbhLjFWm/HCeKU/oIVDwFbGrmTk2/nJVjOOnCeNfBm8/vR9FaD429Pbk9hoqyBl4M3QehBzE5k7EDhzYvLhGpZcqegLJ7gXADr9YshlEBRRdB/uzkBpdASvalQ3Ach0XvfM67Uz/g07c+o7KsCl+Gly75uaz8ehWLZ3/B6PH7c8IlR+NyNbAIjf9kKHsWaNnS87YNtjeZs+9sre6bkzEGNp4JFG1Tzqkua4gP3K2C8icgeEVSohRp75zKt6HiUaCiTY7fpUe0dvxPQ40GkbBN916N3UKMQvFFGNdr2N5d2iQ+kY7IVL4NZXcRbxBrSM0HuwXOGkzoM2xf+1yBV914pN1zHIe3nprL1Ekvs/DNJVRVhMjMzQRg45pNOMYhOzeTD17+iAX/XdLgMWx3PuTcALRuNcrktupvpeolTPFN8X+X/wtii5soHKV6yCCY9t8HUSQZHCcGFY/T4kS/Be8Jh524Ca/fUFZS/yM5XGXhOHDgsSVNH6To6pbFJ9LZld1P44l+DYd4qmyg6q02D6mtKNmXdu/nb1Yz57n/YYyD40B2XhY+v4fMYAbegJe1P67HxAy2bfHRawvjLeANsANHQc4/2JE/i2hkyyNcxfbnyN5hDlQ+i6kshPK7mlG+unXQym3LoEQ6DqcYoi3vr9vsXN+CvQ+o4MBji4mEbDatc1NVaRGugpIiFyWbXAzYo4rjz92wnQN92eIYRTq12PLqf2zvr7W6hb+BMXLthbrxSLv32XtLKS+pxJfhxcQMbs+WP0ivz0OoIsyG1UXk9+vO2pUbKNlYSm73nDrHMKYMwh8DIcidApvPbta5LWubLjwWREI2luXE59C2ktTqXzymmQUdwAeBM9symoQw4YVQ9TY45eDqBf5fYrs1zaAkm0XD/Xmbuet2uvjVvD38/o5VdOsZYfb0PIo3unAcC39mjJFHl3H+tavJytley0G6r/Ytkm4M8b9AF/E7302Vc0HGr5MSVVtQsi/t3vqVG/B43djVWbWDg7XVN3WX26ayrArHONiWVWeQrjHR+K28qjfiLXgAzvZu69VVk8w7DvEp8/wm3pc/Xe+becdgewekOopGGVMGxddA+JP41KKWFc9jKqZiMs7Gzjo/1SFKZ2LlAj6aTgYa2RVwmkj4t24IsG0444p1/OridXz1aSa2bRi4ZxUZ2UriRdpGgPhkFs1okXMPbteNTemajog0WyA7QCwaIys3E5fHJhqu+6FsjIPb42bzhhL67NaL7C5Z1dsNlFwLlVPBKQErCE4WW2ayaRnLin9gu91pnOjjgZwHUh1E04pvgND/ABfYPaofXeMt/OWPYiqnpzpC6UQsywLPQa3fn/h7Q0OPhnj9sM/ocvYeWdmyRN/q2+oYRdKBMVWY8JL4w1S1/Qk9NQvjRWkyHbZ6Qu6TbR9PG0rblESkufYYuSuWbeP2usntnkNlWYhoNN46b2IGxxjcXjduj5tRxw+Pf3gDRD6G0HuAL55MWl5am+gnS3NW7G1SxqXxBYHSlIl8A5H5YPnAzt6SEVkusLoCYah4rtFxFyJtIngVkJHqKJqW9+9URyDSKsZUYUrvhY2/hE0XxR8bf4kpvS8+nXRbcQ+r/odDw4tqeiDzMuj6DrY7q+3iSAJ145F2b/cDdmG3/Qey9MNldO/blWg0SvH6EmIRQzQSxRvwkt0li6PPPYy9D95jy45Vr8e7idg9tjpaW0yt52L7I/6btm2CX/O8xeMBMi7coTjaWlXRm3w5x2LDmi7YHth5T8OAPeLdouLdeTIg+iPEvgdb0wxKctie/pguT0LRhcDmVIfTABeYZUCvVAci0iLGRIkVXck7T3/OV4u8eLyZHHHSJnbb74f4DHPh7zF5f298jZzWnrfiJai8v/ECdh/o8ia2u2OkyR2jFtKpeX0eTvvLiUz/++t8/dF3ZGQHsLCIhCLkdAty8EkjGf3L/em5c37dHWMbt9xjr5Xg/rGeIyHnZrDzIPQuFF/a4kM01ZLf0sW80vmNa9mC73n5nqWs+zEPx/HEhxL7Ydd9Y0y4JEwwD+JvWRFwKlMbrHQ6tncfTI/5UPIgVE1OdThbyQQqoeJ58B+W6mBEWuTjmY9x/yWr2byhB46JD3B5/d95DNy7gpuf+JHcbu9C5YuQeUpiT1w2GYgAWdUNSTVTU1tAJZiNYG0A2m8//a2l7ye/SAsEu2Zz9o2nsOrbNfy0bDWOceg1qIB+g/ts6bazLTunetr5rTPm1g3Eqy8Pcp7HDvTbsilwFKa4ZUcJh8DjbbpMSxJ+E/4M25t+i4KsWb6WWY9NYcTh3zB46BrcHigp8vL5x0HefSkXx/Fy7jVhXFYlWAFw9091yNIJWZaD40rVohoNscGyq9/HSlMdjEizGGP4cMYnvP7Y2yz472Ic48LtcfAEDJZlEQnDskUZ/OlXO/OPt7/BVfZQQpN9E14IphBwb9VVdKt02Kn+Al3+JAQ7xvoVKe+z//DDDzNkyBCCwSDBYJBRo0bxxhtv1L5uWVaDj7vvvrvJ47700ksMHjwYn8/H4MGDmT5dg/o6Osuy6LNrL0YdP5zR4/en/559G0/0AfxHgeWJD/ysPUhr+uXZgBvsgyD3Kei6GLvgo7qJfi1fi46c8Ib48MIEHzAxvvvkBU696FVGH7WGYJcYgcwYvfpXMHbCWs7/689895nFii9j4ITBeyC2HUx1yNIZRb+CSDr9DXnAqe5r7OoYLZDSsVWUVXLjiXfztwv/wcI3P8Mx8db0aMQmXBVPSX1+cHscVn3v463n8sDZgImuT1wQ0Z/ZslhWA6zq7WZj4s6ZYilP9vv06cMdd9zBggULWLBgAYcffjjjx4/nyy/jC4SsWbOmzuNf//oXlmVx8sknN3rMefPmceqpp3LWWWexZMkSzjrrLE455RQ++uijZFVL2gPvGPAMjyf7ZnN8yk3H34ID2IAX7J6QeTF2j39h+0die5oYyJd1c4tCtBL6F2qD1ZL6JYeJVTJol6cJ5oYoL82koiyLynI3ZSUuohGLXfYuZ+RR6/n+8xC4d4asy1IdsnRSTvjz+Dgf0mWwnk18oTxP2o/HEQF4+IopLJnzBZ5AfF2crZmYRbgq3kDn8YIxFu+8lAcYiCxJXBDuAdSuitsQJwZYYOc3/Ho7ZDnODs3t0Sa6dOnC3Xffzfnn159P+5e//CWlpaW88847je5/6qmnUlJSUucOwTHHHENeXh5Tp05tVgwlJSXk5ORQXFxMMKhWxI7KmAoo+T8Ivx9P+p1ymtdvPwO6zgDbg+1q2aA4U3IfVPyjWWVr/jodp3om4EZuVDSvG08WdJ+N7crZftEkipW9QNXam6mo8ALVfZacaLwVnxiZ2VHWrfLyxaeH84tLb8B2dU1luNKJmbLH4mNvnBhEF22ntJ/4e0moDSOy4w//sdi597bheUR23PqfN3LZ6L8SDYXJ7prNT8tWgwOWHf+gc6rXuApkxidlqCizGLhnFQ/99yfIvR/bf3jCYjHrjgbzI5BR9wPUcYBKwAfd38V2dUnYOROtJXlqylv2txaLxZg2bRrl5eWMGjWq3utr167ltddea/BLwNbmzZvHUUcdVWfb0UcfzYcfftjoPqFQiJKSkjoP6fhsOwM793bo8gJkXwvWXs3csxLb06/FiT6AHbwSu+Ab4gt6NG3rr+JO7X9awwb/4WmX6ANYsa9wuSEa2urtyHKDnQF2FpFIgNxu0HOPcUr0JaUsVw8gBu5dttPq56J2MHmbBpQLgbOV6Eu7sOjdL6gsrSQjJwMLq3YhzDocMDGoaYfO6x4Fuwt4hyY2mKw/EO9WWxG/W+cYcCLx59gQOCmtE/2WSotk//PPPycrKwufz8fEiROZPn06gwcPrlfuySefJDs7m5NOOqnJ4xUWFpKfX/eNOD8/n8LCwkb3mTRpEjk5ObWPvn21QElnYrsLsDMmgO+I5u6x4yfNe2y7RWLbzNhZM564ZTzgGQ3Zd7Z0xySxcbldYFHvti6ORSxmsGyb3YZrqk1JMe+weIJt1oHvUHDvRe3dqFoe4u8PldSO5yGRa1u4wTMGch6Gbv/DzvlLAo8t0nZi0RiO42BV90/1ZVaPYXPqJv2O4xCusnC5Ydw5peA7EtvOTWgsdsaxELwV7ALin6xVxCfnCELG2dg5NyT0fKmWFrPx7LbbbixevJjNmzfz0ksvcc455zB37tx6Cf+//vUvzjjjDPz+7fc73nZgZvwXrPG+Dtdccw1XXnll7fOSkhIl/J2QnXsJpvD+ZhQcsePn8u2P8f8aqqY1UiIDj8fGmLLau4wNJfpNduFxj4bsi7F9B+xouG3HOxTbPYOsHIuyzQYTNdguGxwHEzNkZsUw1iAycndKdaTSyVmu3hAYj1P5HERXgKsvuPrF132IriTeB7imL7AnPnOUU1r93Ee8pb8lC8IFgDxwdYlP3+veGTIvb/cL/EjntPuIQXgDXipLK8nKzSSvRy6hynWYqKlO+OMfcOGQjW3DPgdWMfK4fSD7yqYP3Ep2xgmQcQKmajZEl8UX1/SNx3ZtZwq8digtkn2v18ugQYMAGD58OJ988gkPPPAAjzzySG2Z999/n2XLlvHcc89t93gFBQX1WvHXrVtXr7V/az6fD5+vZTOlSEfVC1jddJEujyfkTHbuLZjQ8VB8DZg1gAErDzIvw876NcZUYZdOw1ROwnKcul0LLTe2/3So+jf1+/e4IO8JbN/IhMTZpnxHYbkeJyPre1yebCrLokTDMbAhmGfw+AK4cs9I+KIqIq3iPxbL7oITegeiPwAG3HtCxkSwA2DWx/+GXQMh+jlUTIHYj2BlgIkAJTRvkT0vWNngLsDK/jNWorsxiCTZgL12YrfhA1kydyneDC9er4f8nbqzcfUmwlVhagalZQYtRh/r54p/ngsZx2LbbZuq2v7DgI69RkVaJPvbchyHUKjuoKbHH3+cYcOGsc8++2x3/1GjRvHWW29xxRVX1G578803GT16dMJjlY7HLpiDKRwGNDJvdcaDCV2cyvbtDz3ebvg12w8550LWqVB2F4Q+jE/R4xuPKzixutR1mOJ7IPRf4n0NT8fOPidh8bU123Zjcu7AKr4Kv/Uzfj84jgXEsKwABH4J/gmpDlMEqL5r7BsJ3hHVU/PFwO6KZXnqF/bujOPuj1N6B0S/Jd6q76r+2VR/vED8roAdiH+R8DR3LJFIevvdg7/hll/dy+rvCrEsC4/XhcfnxnZb5HQLMuGKcRx93mEEsrY/pk2aL+Wz8Vx77bUce+yx9O3bl9LSUqZNm8Ydd9zBrFmzGDt2LBDvUtOzZ0/uvfdeJk6cWO8YZ599Nr1792bSpEkAfPjhh4wZM4bbbruN8ePHM2PGDK677jo++OADDjiged0ZNBuPmOLpUHkj8dk0LLCGQtd/YbvTb/rKjsCYEqh4GcIfglMBrp3ig6R8w1MdmsgOcaI/4VS+CqHZYDZUL4RlgykFyoi39Nd8EfCA5aselDgSK2silqvjTAEosmndZv7z8JvMf3UhpUVlZHfN4sAT9uf4S44m2CU71eG1Gy3JU1Oe7J9//vm88847rFmzhpycHIYMGcLVV19dm+gD/POf/+QPf/hDbZltHXroofTv358pU6bUbnvxxRe57rrrWL58OQMHDuS2227b7sDerSnZFxGRtuQ4sfhdLCcGsaUQ/h/EisDVC8u7N3j2wbI6Xv9hEdlx7SrZT1dK9kVEREQkHbXbefZFRERERCRxlOyLiIiIiHRQSvZFRERERDooJfsiIiIiIh2Ukn0RERERkQ5Kyb6IiIiISAelZF9EREREpINSsi8iIiIi0kEp2RcRERER6aCU7IuIiIiIdFBK9kVEREREOigl+yIiIiIiHZSSfRERERGRDkrJvoiIiIhIB6VkX0RERESkg1KyLyIiIiLSQblTHUC6chwHgJKSkhRHIiIiIiKyRU1+WpOvNkXJfiNKS0sB6Nu3b4ojERERERGpr7S0lJycnCbLWE5zvhJ0QsYYVq9eTXZ2NpZlpTocSkpK6Nu3Lz/99BPBYDDV4XQ4ur5tT9e4ben6tj1d47ana9y2dH3bXrKuseM4lJaW0qtXL2y76V75atlvhG3b9OnTJ9Vh1BMMBvUH2oZ0fduernHb0vVte7rGbU/XuG3p+ra9ZFzj7bXo19AAXRERERGRDkrJvoiIiIhIB6Vkv53w+XzceOON+Hy+VIfSIen6tj1d47al69v2dI3bnq5x29L1bXvpeI01QFdEREREpINSy76IiIiISAelZF9EREREpINSsi8iIiIi0kEp2U8zt912G6NHjyYjI4Pc3NwGy6xcuZLjjz+ezMxMunXrxmWXXUY4HK5T5vnnn2ffffclIyODfv36cffddych+vYhUdf4v//9LyNHjiQ7O5vu3btz8skns2LFiiTUIL0l4vredNNNWJZV75GZmZmkWqS3RP0OO47DPffcw6677orP56Nv377cfvvtSahBekvE9f3hhx8a/B2eNWtWkmqR3hL1O1zju+++Izs7u9FjdUaJuMbLli3jsMMOIz8/H7/fz84778x1111HJBJJUi3SVyKu75w5cxg/fjw9e/YkMzOTfffdl2eeeSbhsWpRrTQTDof51a9+xahRo3j88cfrvR6LxTjuuOPo3r07H3zwARs3buScc87BcRz+/ve/A/DGG29wxhln8Pe//52jjjqKr776igsuuIBAIMCll16a7CqlnURc4+XLlzN+/HiuvPJKnnnmGYqLi7niiis46aSTWLRoUbKrlFYScX3/+Mc/MnHixDr7HXHEEey///5JqUO6S8Q1Brj88st58803ueeee9h7770pLi5mw4YNyaxKWkrU9QV4++232XPPPWufd+nSpc3jbw8SeY0jkQinnXYaBx98MB9++GGyqpD2EnGNPR4PZ599NkOHDiU3N5clS5Zw4YUXYozp9A0Dibi+H374IUOGDOHqq68mPz+f1157jbPPPptgMMjxxx+fuGAdSUtPPPGEk5OTU2/766+/7ti27axatap229SpUx2fz+cUFxc7juM4p512mjNhwoQ6+/3tb39z+vTp4xhj2jTu9mRHrvELL7zguN1uJxaL1ZaZOXOmY1mWEw6H2zz29mBHru+2Fi9e7ADOe++911bhtks7co2XLl3quN1u5+uvv05WuO3OjlzfFStWOICzaNGiJEXbPiXifeLPf/6zc+aZZzZ6rM4uke/FjuM4V1xxhXPQQQe1RajtUqKv7y9+8QvnvPPOS2iM6sbTzsybN4+99tqLXr161W47+uijCYVCLFy4EIBQKITf76+zXyAQ4Oeff+bHH39MarztUXOu8fDhw3G5XDzxxBPEYjGKi4v597//zVFHHYXH40lV6O1Cc67vth577DF23XVXDj744GSF2a415xr/5z//Yeedd+bVV19lwIAB9O/fnwsuuICioqJUhd1utOR3+IQTTqBHjx4ceOCBvPjii8kOtd1q7jV+9913eeGFF3jooYdSEWa71pr34u+++45Zs2ZxyCGHJCvMdqs11xeguLg44XcAley3M4WFheTn59fZlpeXh9frpbCwEIj/Mr388su88847GGP45ptvuP/++wFYs2ZNskNud5pzjfv378+bb77Jtddei8/nIzc3l59//plp06alIuR2pTnXd2uhUIhnnnmG888/P1khtnvNucbLly/nxx9/5IUXXuCpp55iypQpLFy4kAkTJqQi5HalOdc3KyuL++67jxdffJHXX3+dI444glNPPZWnn346FSG3O825xhs3buTcc89lypQpBIPBVITZrrXkvXj06NH4/X522WUXDj74YG655ZZkhtoutfSzDuDFF1/kk08+4bzzzktoLEr2k6CxwYZbPxYsWNDs41mWVW+b4zi12y+88EIuvfRSxo0bh9frZeTIkfz6178GwOVyJaZSaSbZ17iwsJALLriAc845h08++YS5c+fi9XqZMGECTgdcpy7Z13drL7/8MqWlpZx99tk7VId0l+xrbIwhFArx1FNPcfDBB3PooYfy+OOPM3v2bJYtW5aweqWLZF/fbt26ccUVVzBixAiGDx/OLbfcwiWXXMJdd92VsDqlm1R81p1++umMGTMmYXVId6l6L37uuef49NNPefbZZ3nttde45557drgu6SiVn3Vz5szh3HPP5dFHH60zzicRNEA3CS699NLaZLsx/fv3b9axCgoK+Oijj+ps27RpE5FIpPYbpGVZ3Hnnndx+++0UFhbSvXt33nnnnRadp71J9jV+6KGHCAaDdT64n376afr27ctHH33EyJEjW1aBNJfs67u1xx57jHHjxlFQUNDseNujZF/jnj174na72XXXXWvL7LHHHkB8BonddtutBdGnv1T+DtcYOXIkjz32WLPO0R4l+xq/++67zJw5szbxdBwHYwxut5t//vOf/OY3v2l5JdJcqn6P+/btC8DgwYOJxWJcdNFFXHXVVR2uATFV13fu3Lkcf/zx3HfffW3SsKVkPwm6detGt27dEnKsUaNGcdttt7FmzRp69uwJwJtvvonP52PYsGF1yrpcLnr37g3A1KlTGTVqFD169EhIHOkm2de4oqKi3ptczXNjTELiSCep+h1esWIFs2fPZubMmQk5dzpL9jU+8MADiUajfP/99wwcOBCAb775BoB+/folJI50kqrf4a0tWrSotnxHlOxrPG/ePGKxWO0+M2bM4M477+TDDz+s/ezraNLh99hxHCKRSIe8i52K6ztnzhzGjRvHnXfeyUUXXZSQc9eT0OG+ssN+/PFHZ9GiRc7NN9/sZGVlOYsWLXIWLVrklJaWOo7jONFo1Nlrr72cI444wvn000+dt99+2+nTp49z6aWX1h5j/fr1zsMPP+x89dVXzqJFi5zLLrvM8fv9zkcffZSqaqWVRFzjd955x7Esy7n55pudb775xlm4cKFz9NFHO/369XMqKipSVbW0kIjrW+O6665zevXq5USj0WRXI60l4hrHYjFn6NChzpgxY5xPP/3UWbBggXPAAQc4Y8eOTVW10kYiru+UKVOcZ555xlm6dKnz9ddfO3fffbfj8Xic++67L1XVSiuJfJ+oodl46krENX766aed5557zlm6dKnz/fffO88//7zTu3dv54wzzkhVtdJGIq7v7NmznYyMDOeaa65x1qxZU/vYuHFjQmNVsp9mzjnnHAeo95g9e3ZtmR9//NE57rjjnEAg4HTp0sW59NJLnaqqqtrX169f74wcOdLJzMx0MjIynCOOOMKZP39+CmqTnhJxjR0nPoXWfvvt52RmZjrdu3d3TjjhBOerr75Kcm3ST6KubywWc/r06eNce+21Sa5B+kvUNV61apVz0kknOVlZWU5+fr5z7rnnJvxDpj1KxPWdMmWKs8ceezgZGRlOdna2M2zYMOff//53CmqTnhL1O7w1Jft1JeIaT5s2zRk6dKiTlZXlZGZmOoMHD3Zuv/12p7KyMgU1Si+JuL6NHeOQQw5JaKyW43TA+zAiIiIiIqLZeEREREREOiol+yIiIiIiHZSSfRERERGRDkrJvoiIiIhIB6VkX0RERESkg1KyLyIiIiLSQSnZFxERERHpoJTsi4iIiIh0UEr2RUQ6iClTpmBZFgsWLEh1KPXMmTMHy7KYM2dO7bbXX3+dm266qU3Od9NNN2FZVpscW0SkPVGyLyIibW7o0KHMmzePoUOH1m57/fXXufnmm1MYlYhIx+dOdQAiItLxBYNBRo4cmeowREQ6HbXsi4h0Ih988AFHHHEE2dnZZGRkMHr0aF577bU6ZWq6A82ePZuLL76Ybt260bVrV0466SRWr15dp2woFOKqq66ioKCAjIwMxowZw8KFC+nfvz/nnntubbltu/Gce+65PPTQQwBYllX7+OGHH/jhhx+wLIspU6bUi9+yrHpdf1577TX23XdffD4fAwYM4J577mmw7o7jMHnyZPbdd18CgQB5eXlMmDCB5cuXt+wiioi0I0r2RUQ6iblz53L44YdTXFzM448/ztSpU8nOzub444/nueeeq1f+ggsuwOPx8Oyzz3LXXXcxZ84czjzzzDplzjvvPO6//37OO+88ZsyYwcknn8yJJ57I5s2bm4zl+uuvZ8KECQDMmzev9tGzZ88W1emdd95h/PjxZGdnM23aNO6++26ef/55nnjiiXplf/vb3/KHP/yBI488kldeeYXJkyfz5ZdfMnr0aNauXdui84qItBfqxiMi0kn85S9/IS8vjzlz5pCVlQXAuHHj2HffffnjH//IKaecUmdQ6zHHHMODDz5Y+7yoqIg///nPFBYWUlBQwNKlS5k6dSpXX301kyZNAmDs2LHk5+dz2mmnNRnLwIEDyc/PB9ih7j1//etfyc/P56233sLv9wNw9NFH079//zrl5s+fz6OPPsq9997LlVdeWbv94IMPZtddd+W+++7jzjvvbHUcIiLpSi37IiKdQHl5OR999BETJkyoTfQBXC4XZ511Fj///DPLli2rs88JJ5xQ5/mQIUMA+PHHH4H4nQKAU045pU65CRMm4Ha3fVtSeXk5n3zyCSeddFJtog/U3q3Y2quvvoplWZx55plEo9HaR0FBAfvss0+dWYJERDoSteyLiHQCmzZtwnGcBrvJ9OrVC4CNGzfW2d61a9c6z30+HwCVlZV1yte00Ndwu9319m0LmzZtwhhDQUFBvde23bZ27Vocx6kXa42dd965TWIUEUk1JfsiIp1AXl4etm2zZs2aeq/VDLrt1q1bi45Zk9CvXbuW3r17126PRqP1vji0RE0rfSgUqrN922Pm5eVhWRaFhYX1jrHttm7dumFZFu+//37tl5atNbRNRKQjUDceEZFOIDMzkwMOOICXX365tmUewBjD008/TZ8+fdh1111bdMwxY8YA1Bvc++KLLxKNRre7/7Z3Cmrk5+fj9/v57LPP6myfMWNGneeZmZmMGDGCl19+maqqqtrtpaWl/Oc//6lTdty4cTiOw6pVqxg+fHi9x957773deEVE2iO17IuIdDDvvvsuP/zwQ73tkyZNYuzYsRx22GH88Y9/xOv1MnnyZL744gumTp3a4hVn99xzT0477TTuvfdeXC4Xhx9+OF9++SX33nsvOTk52HbT7Uk1Cfadd97Jsccei8vlYsiQIXi9Xs4880z+9a9/MXDgQPbZZx8+/vhjnn322XrHuPXWWznmmGMYO3YsV111FbFYjDvvvJPMzEyKiopqyx144IFcdNFFnHfeeSxYsIAxY8aQmZnJmjVr+OCDD9h77725+OKLW1R/EZH2QMm+iEgHc/XVVze4fcWKFbz77rvceOONnHvuuRhj2GeffZg5cybjxo1r1bmeeOIJevbsyeOPP87f/vY39t13X55//nmOOeYYcnNzm9z39NNP53//+x+TJ0/mlltuwXEcVqxYQf/+/bn33nsBuOuuuygrK+Pwww/n1VdfrTfLztixY3nllVe47rrrOPXUUykoKOCSSy6hsrKy3uq8jzzyCCNHjuSRRx5h8uTJGGPo1asXBx54ICNGjGhV/UVE0p3lOI6T6iBERKTj+PDDDznwwAN55plnOP3001MdjohIp6ZkX0REWu2tt95i3rx5DBs2jEAgwJIlS7jjjjvIycnhs88+qzMlpoiIJJ+68YiISKsFg0HefPNN7r//fkpLS+nWrRvHHnsskyZNUqIvIpIG1LIvIiIiItJBaepNEREREZEOSsm+iIiIiEgHpWRfRERERKSDUrIvIiIiItJBKdkXEREREemglOyLiIiIiHRQSvZFRERERDooJfsiIiIiIh2Ukn0RERERkQ7q/wNy1uGUG5Y7LgAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -266,7 +275,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -275,14 +284,14 @@ "text": [ " count mean std min 25% 50% 75% max\n", "Period \n", - "2019 and After 9633.0 8.893595 146.187118 0.0 0.0 1.0 1.0 9261.0\n", - "Before 2019 7257.0 11.261816 95.550903 0.0 1.0 1.0 2.0 2059.0\n" + "2020 and After 7177.0 6.924342 124.965839 0.0 0.0 1.0 1.0 9261.0\n", + "Before 2020 8813.0 12.117554 124.705876 0.0 0.0 1.0 2.0 5681.0\n" ] } ], "source": [ - "# Add a column to indicate whether the spill occurred before or after 2021\n", - "spills_gdf['Period'] = spills_gdf['Report Year'].apply(lambda x: 'Before 2021' if x < 2021 else '2021 and After')\n", + "# Add a column to indicate whether the spill occurred before or after 2020\n", + "spills_gdf['Period'] = spills_gdf['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 and After')\n", "\n", "# Group by the new period column and calculate the mean response time\n", "response_time_summary = spills_gdf.groupby('Period')['Report Delay (Days)'].describe()\n", @@ -291,16 +300,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "T-Statistic: 1.2701\n", - "P-Value: 0.2041\n", - "The difference in response time is not statistically significant.\n" + "T-Statistic: 2.6161\n", + "P-Value: 0.0089\n", + "The difference in response time is statistically significant.\n" ] }, { @@ -309,13 +318,13 @@ "" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -325,13 +334,13 @@ } ], "source": [ - "# t-test for the difference in response time before and after 2021\n", + "# t-test for the difference in response time before and after 2020\n", "from scipy.stats import ttest_ind\n", "\n", - "before_2021 = spills_gdf[spills_gdf['Period'] == 'Before 2021']['Report Delay (Days)']\n", - "after_2021 = spills_gdf[spills_gdf['Period'] == '2021 and After']['Report Delay (Days)']\n", + "before_2020 = spills_gdf[spills_gdf['Period'] == 'Before 2020']['Report Delay (Days)']\n", + "after_2020 = spills_gdf[spills_gdf['Period'] == '2020 and After']['Report Delay (Days)']\n", "\n", - "t_stat, p_value = ttest_ind(before_2021, after_2021, equal_var=False)\n", + "t_stat, p_value = ttest_ind(before_2020, after_2020, equal_var=False)\n", "print(f'T-Statistic: {t_stat:.4f}')\n", "print(f'P-Value: {p_value:.4f}')\n", "\n", @@ -341,7 +350,7 @@ "else:\n", " print('The difference in response time is not statistically significant.')\n", " \n", - "# Create a plot for the response time distribution before and after 2021\n", + "# Create a plot for the response time distribution before and after 2020\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "# Plot the response time distribution for each period\n", @@ -352,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -360,9 +369,9 @@ "output_type": "stream", "text": [ "Historical Spills Report Delay Summary:\n", - "count 5828.000000\n", - "mean 20.987646\n", - "std 205.864644\n", + "count 5312.000000\n", + "mean 21.490023\n", + "std 205.615913\n", "min 0.000000\n", "25% 0.000000\n", "50% 1.000000\n", @@ -371,9 +380,9 @@ "Name: Report Delay (Days), dtype: float64\n", "\n", "Recent Spills Report Delay Summary:\n", - "count 11062.000000\n", - "mean 4.075484\n", - "std 46.649970\n", + "count 10678.000000\n", + "mean 3.964506\n", + "std 46.997749\n", "min 0.000000\n", "25% 0.000000\n", "50% 1.000000\n", @@ -384,14 +393,14 @@ "Historical Spills Response Time Summary:\n", " count mean std min 25% 50% 75% max\n", "Period \n", - "2019 and After 3586.0 16.696319 228.183311 0.0 0.0 0.0 1.0 9261.0\n", - "Before 2019 2242.0 27.851472 163.784495 0.0 1.0 1.0 2.0 2059.0\n", + "2020 and After 2705.0 13.533087 200.352339 0.0 0.0 0.0 1.0 9261.0\n", + "Before 2020 2607.0 29.746068 210.659491 0.0 0.0 1.0 2.0 5681.0\n", "\n", "Recent Spills Response Time Summary:\n", " count mean std min 25% 50% 75% max\n", "Period \n", - "2019 and After 6047.0 4.266413 55.810424 0.0 0.0 1.0 2.0 2232.0\n", - "Before 2019 5015.0 3.845264 32.323214 0.0 1.0 1.0 2.0 1022.0\n" + "2020 and After 4472.0 2.926878 27.302062 0.0 0.0 1.0 1.0 1329.0\n", + "Before 2020 6206.0 4.712214 57.116100 0.0 1.0 1.0 2.0 2232.0\n" ] }, { @@ -414,9 +423,9 @@ } ], "source": [ - "# Add a column to indicate whether the spill occurred before or after 2021 for historical and recent spills\n", - "historical_spills['Period'] = historical_spills['Report Year'].apply(lambda x: 'Before 2021' if x < 2021 else '2021 and After')\n", - "recent_spills['Period'] = recent_spills['Report Year'].apply(lambda x: 'Before 2021' if x < 2021 else '2021 and After')\n", + "# Add a column to indicate whether the spill occurred before or after 2020 for historical and recent spills\n", + "historical_spills['Period'] = historical_spills['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 and After')\n", + "recent_spills['Period'] = recent_spills['Report Year'].apply(lambda x: 'Before 2020' if x < 2020 else '2020 and After')\n", "\n", "# Historical Spills Analysis\n", "historical_report_delay_summary = historical_spills['Report Delay (Days)'].describe()\n", @@ -439,6 +448,112 @@ "print(recent_response_time_summary)" ] }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Historical Spills T-Statistic: 2.8723\n", + "Historical Spills P-Value: 0.0041\n", + "The difference in response time for historical spills is statistically significant.\n", + "\n", + "Recent Spills T-Statistic: 2.1457\n", + "Recent Spills P-Value: 0.0319\n", + "The difference in response time for recent spills is statistically significant.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# t-test for the difference in response time before and after 2020 for historical spills\n", + "historical_before_2020 = historical_spills[historical_spills['Period'] == 'Before 2020']['Report Delay (Days)']\n", + "historical_after_2020 = historical_spills[historical_spills['Period'] == '2020 and After']['Report Delay (Days)']\n", + "\n", + "t_stat, p_value = ttest_ind(historical_before_2020, historical_after_2020, equal_var=False)\n", + "print(f'\\nHistorical Spills T-Statistic: {t_stat:.4f}')\n", + "print(f'Historical Spills P-Value: {p_value:.4f}')\n", + "\n", + "# Check if the difference is statistically significant for historical spills\n", + "if p_value < 0.05:\n", + " print('The difference in response time for historical spills is statistically significant.')\n", + "else:\n", + " print('The difference in response time for historical spills is not statistically significant.')\n", + " \n", + "# t-test for the difference in response time before and after 2020 for recent spills\n", + "recent_before_2020 = recent_spills[recent_spills['Period'] == 'Before 2020']['Report Delay (Days)']\n", + "recent_after_2020 = recent_spills[recent_spills['Period'] == '2020 and After']['Report Delay (Days)']\n", + "\n", + "t_stat, p_value = ttest_ind(recent_before_2020, recent_after_2020, equal_var=False)\n", + "print(f'\\nRecent Spills T-Statistic: {t_stat:.4f}')\n", + "print(f'Recent Spills P-Value: {p_value:.4f}')\n", + "\n", + "# Check if the difference is statistically significant for recent spills\n", + "if p_value < 0.05:\n", + " print('The difference in response time for recent spills is statistically significant.')\n", + "else:\n", + " print('The difference in response time for recent spills is not statistically significant.')\n", + " \n", + "# Create a plot for the response time distribution before and after 2020 for historical and recent spills\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "\n", + "# Plot the response time distribution for historical spills\n", + "historical_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax, positions=[1, 2])\n", + "\n", + "# Plot the response time distribution for recent spills\n", + "recent_spills.boxplot(column='Report Delay (Days)', by='Period', ax=ax, positions=[4, 5])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# list operator names\n", + "operator_names = operator_analysis.index.tolist()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['NOBLE ENERGY INC', 'KERR MCGEE OIL & GAS ONSHORE LP', 'PDC ENERGY INC', 'CAERUS PICEANCE LLC', 'BONANZA CREEK ENERGY OPERATING COMPANY LLC', 'CHEVRON USA INC', 'KP KAUFFMAN COMPANY INC', 'HIGHPOINT OPERATING CORPORATION', 'LARAMIE ENERGY LLC', 'CRESTONE PEAK RESOURCES OPERATING LLC', 'PIONEER NATURAL RESOURCES USA INC', 'EXTRACTION OIL & GAS INC', 'TEP ROCKY MOUNTAIN LLC', 'WHITING OIL & GAS CORPORATION', 'FOUNDATION ENERGY MANAGEMENT LLC', 'BP AMERICA PRODUCTION COMPANY', 'KERR MCGEE GATHERING LLC', 'DCP OPERATING COMPANY LP', 'GREAT WESTERN OPERATING COMPANY LLC', 'WPX ENERGY ROCKY MOUNTAIN LLC', 'EVERGREEN NATURAL RESOURCES LLC', 'ENCANA OIL & GAS (USA) INC', 'SIMCOE LLC', 'DCP MIDSTREAM LP', 'XTO ENERGY INC', 'SANDRIDGE EXPLORATION & PRODUCTION LLC', 'BARRETT CORPORATION* BILL', 'AUGUSTUS ENERGY RESOURCES LLC', 'SRC ENERGY INC', 'PETROSHARE CORPORATION', 'SYNERGY RESOURCES CORPORATION', 'URSA OPERATING COMPANY LLC', 'FUNDARE RESOURCES OPERATING COMPANY LLC', 'KINDER MORGAN CO2 CO LP', 'EXTRACTION OIL & GAS LLC', 'K P KAUFFMAN COMPANY INC', 'GRAND RIVER GATHERING LLC', 'OWN RESOURCES OPERATING LLC', 'BAYSWATER EXPLORATION AND PRODUCTION LLC', 'VERDAD RESOURCES LLC', 'NGL WATER SOLUTIONS DJ LLC', 'UTAH GAS OP LTD DBA UTAH GAS CORP', 'EOG RESOURCES INC', 'CHEVRON PRODUCTION COMPANY', 'BAYSWATER EXPLORATION & PRODUCTION LLC', 'CITATION OIL & GAS CORP', 'WEXPRO COMPANY', '8 NORTH LLC', 'OXY USA WTP LP', 'OXY USA INC', 'PROSPECT ENERGY LLC', 'SUMMIT MIDSTREAM PARTNERS LLC', 'VANGUARD OPERATING LLC', 'WESTERN OPERATING COMPANY', 'NOBLE MIDSTREAM SERVICES LLC', 'WESCO OPERATING INC', 'COLORADO OIL & GAS CONSERVATION COMMISSION', 'BERRY PETROLEUM COMPANY LLC', 'D90 ENERGY LLC', 'COLORADO INTERSTATE GAS COMPANY LLC', 'MULL DRILLING COMPANY INC', 'GUNNISON ENERGY LLC', 'MAGPIE OPERATING INC', 'WARD & SON* ALFRED', 'BISON OIL & GAS II LLC', 'GRYNBERG* JACK DBA GRYNBERG PETROLEUM CO', 'BNN WESTERN LLC', 'PAINTED PEGASUS PETROLEUM LLC', 'HILCORP ENERGY COMPANY', 'BURLINGTON RESOURCES OIL & GAS LP', 'CARRIZO NIOBRARA LLC', 'TAPROOT ROCKIES MIDSTREAM LLC', 'PETROX RESOURCES INC', 'CIVITAS NORTH LLC', 'ANADARKO WATTENBERG OIL COMPLEX LLC', 'HRM RESOURCES II LLC', 'BARGATH LLC', 'DIAMOND OPERATING, INC.', 'SCOUT ENERGY MANAGEMENT LLC', 'GRAND MESA OPERATING CO', 'BLUE CHIP OIL INC', 'IMPETRO RESOURCES LLC', 'TIMBER CREEK OPERATING LLC', 'ARP PRODUCTION COMPANY LLC', 'PADCO LLC', 'CONOCO PHILLIPS COMPANY', 'CORAL PRODUCTION CORP', 'TOP OPERATING COMPANY', 'P O & G OPERATING LLC', 'PETERSON ENERGY OPERATING INC', 'PROVIDENCE OPERATING LLC DBA POCO OPERATING', 'ENERGY SEARCH CO ADBA ENERGY SEARCH CO INC', 'SG INTERESTS I LTD', 'AXIS EXPLORATION LLC', 'INVESTMENT EQUIPMENT LLC', 'SMITH ENERGY CORP', 'WARD PETROLEUM CORPORATION', 'FIFTH CREEK ENERGY OPERATING COMPANY LLC', 'FULCRUM ENERGY OPERATING LLC', 'BENCHMARK ENERGY LLC', 'RED HAWK PETROLEUM LLC', 'ENERPLUS RESOURCES (USA) CORPORATION', 'CAERUS WASHCO LLC', 'WIEPKING-FULLERTON ENERGY LLC', 'CUB CREEK ENERGY', 'TALLGRASS WATER WESTERN LLC', 'RENEGADE OIL & GAS COMPANY LLC', 'GADECO LLC', 'ANADARKO DJ GAS PROCESSING LLC', 'RED ROCK GATHERING COMPANY LLC', 'OMIMEX PETROLEUM INC', 'ENDURING RESOURCES LLC', 'KESTREL RESOURCES INC', 'AKA ENERGY GROUP LLC', 'SAMSON RESOURCES COMPANY', 'CM PRODUCTION LLC', 'CHEMCO INC', 'MARALEX RESOURCES INC', 'PETRO OPERATING COMPANY LLC', 'MAGPIE OPERATING, INC', 'NICKEL ROAD OPERATING LLC', 'SWN PRODUCTION COMPANY LLC', 'LINN OPERATING INC', 'ANSCHUTZ EXPLORATION CORP', 'CHACO ENERGY COMPANY', 'CATAMOUNT ENERGY PARTNERS LLC', 'MURFIN DRILLING COMPANY INC', 'BLACK HILLS PLATEAU PRODUCTION LLC', 'DESERT EAGLE OPERATING LLC', 'MUSTANG RESOURCES LLC', 'LORENTZ OIL & GAS LLC', 'KOCH EXPLORATION COMPANY, LLC', 'QEP FIELD SERVICES LLC', 'PICEANCE ENERGY LLC', 'COLTON LIMITED LIABILITY CO', 'MCWHINNEY HOLDING COMPANY LLLP', 'SCHNEIDER ENERGY SERVICES INC', 'LOGOS OPERATING LLC', 'ROCKY MOUNTAIN MIDSTREAM LLC', 'MONUMENT GLOBAL RESOURCES INC', 'HUNTER RIDGE ENERGY SERVICES LLC', 'MARATHON OIL COMPANY', 'POC-I LLC', 'NIGHTHAWK PRODUCTION LLC', 'CITY & COUNTY OF DENVER', 'LONGS PEAK RESOURCES LLC', 'LINDE INC', 'BLACK DIAMOND MINERALS LLC', 'BISON IV OPERATING LLC', 'HIGHLANDS NATURAL RESOURCES CORPORATION', 'PEAKVIEW OPERATING COMPANY LLC', 'ROCKY MTN NATURAL GAS LLC ADBA BLACK HILLS ENERGY', 'PETRO MEX RESOURCES', 'GRIZZLY OPERATING LLC', 'CRIMSON EXPLORATION OPERATING INC', 'CUB CREEK ENERGY LLC', 'EE3 LLC', 'MERRION OIL & GAS CORP', 'FRITZLER RESOURCES INC', 'QEP ENERGY COMPANY', 'GRAYHORSE OPERATING INC', 'MARALEX RESOURCES, INC', 'GRMR OIL & GAS LLC', 'ANDEAVOR FIELD SERVICES LLC', 'HARVEST FOUR CORNERS LLC', 'KTM OPERATING LLC', 'ROSEWOOD RESOURCES INC', 'PHOENIX RESOURCES LLC', 'RITCHIE EXPLORATION INC', 'ROBERT L BAYLESS PRODUCER LLC', 'WAPITI OPERATING LLC', 'WHITING OIL AND GAS CORPORATION', 'MORNINGSTAR OPERATING LLC', 'YOUNG GAS STORAGE COMPANY LTD', 'MENDELL FINISTERRE II LLC', 'MARALEX DISPOSAL LLC', 'KT RESOURCES LLC', 'SMITH OIL PROPERTIES INC', 'BAYLESS PRODUCER, LLC* ROBERT L', 'CHEVRON PIPELINE COMPANY', 'CCRP OPERATING INC', 'TEXAS TEA OF COLORADO LLC DBA TEXAS TEA LLC', 'HYNDREX RESOURCES', 'JAVERNICK OIL', 'ROBIDOUX RANCH LLC', 'COACHMAN ENERGY OPERATING COMPANY LLC', 'BEREN CORPORATION', 'LINN OPERATING LLC', 'TRUE OIL LLC', 'CRUMLEY* JACK', 'DUGAN PRODUCTION CORP', 'CWC OIL AND GAS LLC', 'MARKUS PRODUCTION, INC', 'DIAMOND OPERATING INC', 'WINDSOR ENERGY GROUP LLC', 'ST CROIX OPERATING INC', 'SANTA FE NATURAL RESOURCES INC', 'RIO MESA RESOURCES INC', 'TOM FENNO PRODUCTION LLC', 'FAULCONER INC* VERNON E', 'EXPEDITION WATER SOLUTIONS COLORADO LLC', 'REP PROCESSING LLC', 'DIVERSIFIED ENERGY LLC', 'ENTEK GRB LLC', 'TEXACO EXPLORATION AND PRODUCTION INC', 'EDGE ENERGY II LLC', 'STRACHAN EXPLORATION INC', 'ENERGY SEARCH COMPANY', 'ENERGY INVESTMENTS INC', 'RWL ENTERPRISES', 'GILBERT-STEWART OPERATING LLC', 'SCHMID PROPERTIES INC', 'SANDLIN OIL CORP', 'MONAHAN GAS & OIL INC', 'CHEVRON MIDCONTINENT LP', 'BISON EXPLORATION LLC', 'ALAMOSA DRILLING INC', 'MCCARTNEY ENGINEERING LLC', 'BARRETT RESOURCES CORP', 'OGRIS OPERATING LLC', 'MACHII-ROSS PETROLEUM CO', 'BEEMAN OIL & GAS INC', 'KUENZLER & FLORA RESERVE COMPANY', '4-H OPERATING CORPORATION', 'GULFPORT ENERGY CORPORATION', 'PLUG NICKEL OIL COMPANY INC', 'UPLAND EXPLORATION LLC', 'VISION ENERGY LLC', 'PETRON DEVELOPMENT COMPANY', 'CAPTIVA ENERGY PARTNERS LLC', 'HIGHPOINT ENERGY LLC', 'CENTRAL OPERATING INC', 'BARNES PETROLEUM CORPORATION', 'TINDALL OPERATING COMPANY', 'ARKOMA OPERATIONS LLC', 'WOODARD* SANDRA K', 'WOLVERINE RESOURCES LLC', 'SOVEREIGN OPERATING COMPANY LLC', 'BOPCO LP', 'SUMMIT MIDSTREAM NIOBRARA LLC', 'TIMKA RESOURCES LTD', 'BISON OIL & GAS LLC', 'CONFLUENCE DJ LLC', 'VERDAD OIL & GAS CORPORATION', 'WELLINGTON OPERATING COMPANY', 'COMPLETE ENERGY SERVICES INC', 'ENDEAVOUR OPERATING CORPORATION', 'SOUTHWESTERN ENERGY PRODUCTION COMPANY', 'GENESIS GAS & OIL COLORADO LLC', 'MEYER OIL COMPANY', 'NATURAL RESOURCE GROUP INC', 'MDS ENERGY DEVELOPMENT LLC', 'MCELVAIN ENERGY INC', \"O'BRIEN ENERGY RESOURCES CORP\", 'OVERLAND RESOURCES LLC', 'LYSTER OIL COMPANY INC', 'KINDER MORGAN CO2 COMPANY LLC', 'INSPIRE OIL & GAS INC', 'INDUSTRIAL GAS SERVICES INC', 'HRM RESOURCES LLC', 'DAN A HUGHES COMPANY LP', 'PINTAIL PETROLEUM LTD', 'GMT EXPLORATION COMPANY LLC', 'PICEANCE ENERGY LLC DBA LARAMIE ENERGY COMPANY', 'FOUR STAR OIL & GAS COMPANY', 'MORNINGSTAR PARTNERS LP', 'EWS 4 DJ BASIN LLC', 'ENTERPRISE PRODUCTS OPERATING LLC', 'SCHUTZ* RICHARD E', 'ROCKY MOUNTAIN NATURAL GAS LLC', 'ENERGY & CARBON MANAGEMENT COMMISSION', 'EAST CHEYENNE GAS STORAGE LLC', 'SHAWNEE OIL DEVELOPMENT CO INC', 'MESA ENERGY PARTNERS LLC', 'STELBAR OIL CORP INC', 'SEELEY OIL COMPANY LLC', 'WILLIAMS FOUR CORNERS LLC', 'NORTHSTAR GAS COMPANY INC', 'BAYLESS PRODUCER LLC* ROBERT L', 'PCR OPERATING LLC', 'CONDOR ENERGY TECHNOLOGY LLC', 'LASSO OIL & GAS LLC', 'RED MESA HOLDINGS/O&G LLC', 'KOCH EXPLORATION COMPANY LLC', 'KGH OPERATING COMPANY', 'BP ENERGY INC', 'CHOLLA PETROLEUM INC', 'REYNOLDS* NOEL', 'HARBURG* RUDOLPH W', 'PRONGHORN OPERATING LLC', '31 OPERATING']\n" + ] + } + ], + "source": [ + "print (operator_names)\n" + ] + }, { "cell_type": "code", "execution_count": null, @@ -449,7 +564,7 @@ ], "metadata": { "kernelspec": { - "display_name": "dadams", + "display_name": "spatial_env2", "language": "python", "name": "python3" }, @@ -463,7 +578,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.10.15" } }, "nbformat": 4,