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NB1
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NB1
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "6e54d066",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-11T15:52:05.794621Z",
"iopub.status.busy": "2024-09-11T15:52:05.794095Z",
"iopub.status.idle": "2024-09-11T15:52:13.534919Z",
"shell.execute_reply": "2024-09-11T15:52:13.533749Z"
},
"papermill": {
"duration": 7.75028,
"end_time": "2024-09-11T15:52:13.538701",
"exception": false,
"start_time": "2024-09-11T15:52:05.788421",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"First few rows of Places Dataset:\n",
" name lat lng \\\n",
"0 Arugam Bay Beach 6.840408 81.836848 \n",
"1 Mirissa Beach 5.944703 80.459161 \n",
"2 Weligama Beach (surf and stay) 5.972486 80.435714 \n",
"3 Ahangama 5.973975 80.362159 \n",
"4 Hikkaduwa Beach 6.137727 80.099060 \n",
"\n",
" formatted_address rating user_ratings_total \\\n",
"0 Arugam Bay Beach, Sri Lanka 4.8 1591.0 \n",
"1 Mirissa, Sri Lanka 4.6 1748.0 \n",
"2 Weligama, Sri Lanka 4.4 325.0 \n",
"3 Ahangama, Sri Lanka NaN NaN \n",
"4 Hikkaduwa Beach, Sri Lanka 4.7 1438.0 \n",
"\n",
" latest_reviews \n",
"0 ['Arugam Bay Beach is a surfer's paradise! I s... \n",
"1 ['Mirissa Beach is truly a gem on Sri Lankas s... \n",
"2 ['Weligama Beach is a fantastic spot for both ... \n",
"3 ['Ahangama was a bit disappointing for me as a... \n",
"4 ['Hikkaduwa Beach is a delightful escape for s... \n",
"First few rows of Preferences Dataset:\n",
" User ID Name Email \\\n",
"0 1 Jennifer Quinn jennifer.quinn@example.com \n",
"1 2 Emily Perry emily.perry@example.com \n",
"2 3 Danielle Mcbride danielle.mcbride@example.com \n",
"3 4 Angelica Wilson angelica.wilson@example.com \n",
"4 5 Laurie Powers laurie.powers@example.com \n",
"\n",
" Preferred Activities \\\n",
"0 ['cycling', 'historical monuments', 'village h... \n",
"1 ['butterfly watching', 'hot springs', 'wildlif... \n",
"2 ['sea cruises', 'themed parks', 'craft worksho... \n",
"3 ['fishing', 'hot springs', 'sailing'] \n",
"4 ['history tours', 'sailing', 'literary tours'] \n",
"\n",
" Bucket list destinations Sri Lanka \n",
"0 ['Polonnaruwa', 'Hatton', 'Anuradhapura', 'Ell... \n",
"1 ['Madunagala Hot Water Spring', 'Wilpattu Nati... \n",
"2 ['Mirissa Beach', 'Negombo Lagoon', 'Batadomba... \n",
"3 ['Maha Oya Hot Water Springs', 'Colombo Port C... \n",
"4 ['Negombo Lagoon', 'Colombo Port City', 'Galle... \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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VuLi4T1Km169fJ9s5jv45ytevX//rZ1y8eFGyZcsm2bJlE1dXV5k+fbrUqlVL1TxYRMTHx0cKFy6svAYgq1evljp16ggAefLkifLn7+8v4eHh/9p78sqVK6VChQqSKVMm1fJVq1aVuLi4JE2xGzVqpDSJTaxLly6q12vWrJH4+Hhp2rSp6rMdHR3F2dlZdu/eLSIix48fl0ePHkmXLl1Uz9u2bdv2ve8gPn36VLZu3SotWrRQlVWn08mKFSuUadu3b5eXL1/KgAEDkjzr+rHD3TRr1kxOnDih3GkUEVm+fLlYWFhIvXr1PuozE3vfutTX19atW+XVq1ef5LubNWumuqtcoUIFEZH37nm4ffv2ki1bNsmRI4fUqlVLaXbq4eGhmu9j15+UbN++XV68eCEtWrRQLW9ubi5lypRJdvnEz4OuXLlS7OzspFq1aqrPcHd3F2tr6ySfUbhwYaV+RBLuvBcqVEhVV6tXr5YSJUpIgwYNkny/fh1cuXKluLq6iouLi+p79c2y9d+rb9Gwfv36T97Lub4VwsuXL5VpVlZWyv8/f/5cwsPDpUKFCu/dS7vh8m/fvpWnT59KgQIFJGPGjKrPyJgxo5w/f16uXLmS7Oc8e/ZMdu3aJU2bNpWXL18q9fP06VPx9/eXK1euyL179z7o9xJpAZsWExEZya1btyRHjhxiY2Ojmq5vJpb4OcXkegwuWLCgvHr1Sh4/fiyOjo7/uUxWVlbJPgf75s0b5f1/kydPHpkzZ47SkZCzs7PY29snmS9v3ryq148fP5YXL15IaGhoisON6DvBScmVK1fk7NmzKYbTxMsnLsO73rty5YoASLHnZn2TTP2/W+L59MO1vI/ly5fL27dvxc3NTa5evapML1OmjCxdulS6desmIv80a/1UTctFEprE9u7dW5YvXy4DBw4UALJy5UqpUaOG2NrafpLveN+6zJs3r/Tu3VsmT54sS5culQoVKkjdunWlVatWH9WsWCThApAhfahN/IxoSn744QepUKGCmJubS9asWcXV1TXZjqw+dv1JiT4E6cNfYon/bdKkSSM5c+ZM8hnh4eHJbo8iSbePxHUlklBfhnV17do1adSo0b+W/cKFC/+6XTZr1kzmzp0rHTt2lAEDBkiVKlWkYcOG0rhx4ySPO3yoyMhIERHV/nbjxo0yatQoOX36tGq/974XgV6/fi1jx46V+fPny71791TP3xo+wz1ixAipV6+eFCxYUIoWLSrVq1eX1q1bK03Gr169KgBkyJAhMmTIkGS/69GjR+Lk5PT+P5hIAxhkiYhIkT17dnnw4EGS6fpp7zO8SIYMGaRq1ar/Ol/iUKy/A9OqVSsJCAhIdpl3PXOp/4xq1apJcHBwsu8XLFjwnWX4t/Lpx3NNbqiad/UG/aGWLl0qIiLlypVL9v3r16+/dyj+UDly5JAKFSrIihUrZODAgXL48GG5ffu2jB8//pN9x4fU5aRJk6Rt27ayfv162bZtm/To0UPGjh0rhw8fThLU3kdKwwwhUQdrKSlWrNhHr9//Zf3Rbx+LFy9O9qJV4jBtYWGRJPzFx8eLvb29sn4lljho/te6MvzeYsWKpTj8jf65cSsrK9m3b5/s3r1bNm3aJFu2bJHly5dL5cqVZdu2bR88RJShc+fOiYgowxnt379f6tatKxUrVpSZM2dK9uzZJW3atDJ//vz36p1dRKR79+4yf/586dmzp3h5eYmdnZ3odDpp3ry56o5yxYoV5dq1a8o6PHfuXJkyZYrMnj1bOnbsqMzbt29f8ff3T/a7OAwTUVIMskRERpI7d27ZsWOHvHz5UnWX4OLFi8r7hpJrlnb58mVJnz59inc6PlTJkiVl//79Eh8frzoJPnLkiKRPnz5JEPyUsmXLJjY2NhIXF/deQSE5+fPnl8jIyI9e/t8+G4DkzZv3nfWg/3e7cuWK6u7Z27dv5caNG1KiRIl3fs+NGzfk4MGDEhQUJD4+Pqr34uPjpXXr1rJs2TIZPHiw0unMuXPn3nmi+6HNjJs1aybfffedXLp0SZYvXy7p06eXOnXqvHOZD/mO961LvWLFikmxYsVk8ODBcvDgQSlXrpzMnj1bRo0a9d7faWwf+puTW15ExN7e/j9tHzt27JBy5cq9V+uK9/1MfUh81zxnzpyRKlWq/Ot6YmZmJlWqVJEqVarI5MmTZcyYMTJo0CDZvXv3R//uyMhIWbt2reTKlUtp8bJ69WqxtLSUrVu3qh6nmD9/fpLlUyrzqlWrJCAgQCZNmqRMe/Pmjbx48SLJvJkzZ5Z27dpJu3btJDIyUipWrCjDhg2Tjh07Khel0qZN+6+/8WMfGSD6GvEZWSIiI6lZs6bExcXJTz/9pJo+ZcoU0el0UqNGDdX0Q4cOqZ67unPnjqxfv178/Pz+050KQ40bN5aHDx/KmjVrlGlPnjyRlStXSp06dZJ9fvZTMTc3l0aNGsnq1auTPTHWD93zLk2bNpVDhw7J1q1bk7z34sULiY2N/ejyNWzYUMzNzWX48OFJ7kgBkKdPn4qIiIeHh2TLlk1mz54tMTExyjwLFixI9gQ3Mf3dsuDgYGncuLHqr2nTpuLj46PM4+fnJzY2NjJ27Fil+bdhmfQyZMjwr8PVGGrUqJGYm5vLr7/+KitXrpTatWv/6xik+h5a3+c3vm9dRkREJPk3K1asmJiZmX3UUFDG9L6/OSX+/v5ia2srY8aMkbdv3yZ5/323j7i4OBk5cmSS92JjY9/r3y6xRo0ayZkzZ2Tt2rVJ3tP/zqZNm8q9e/dkzpw5SeZ5/fq1REVFiUjCs6KJlSxZUkTko/+9X79+La1bt5Znz57JoEGDlCBobm4uOp1O1b/AzZs3lR6UDWXIkCHZujE3N0/ybzl9+vQkfRYk/re1traWAgUKKL/J3t5efH195eeff062RYzhv61+O/yYfyuirw3vyBIRGUmdOnWkUqVKMmjQILl586aUKFFCtm3bJuvXr5eePXsqd2D0ihYtKv7+/qrhd0QSxu38N7///rucOXNGRBLuDJ49e1a5m1W3bl2lyW7jxo2lbNmy0q5dO/n7778la9asMnPmTImLi3uv7/mvxo0bJ7t375YyZcpIp06dpHDhwvLs2TM5efKk7NixI9kTXUP9+vWTDRs2SO3atZVhQqKiouSvv/6SVatWyc2bNyVr1qwfVbb8+fPLqFGjJCQkRG7evCn169cXGxsbuXHjhqxdu1Y6d+4sffv2lbRp08qoUaMkMDBQKleuLM2aNZMbN27I/Pnz36s58NKlS6VkyZIpDtNTt25d6d69u5w8eVJKlSolU6ZMkY4dO0rp0qWVcUvPnDkjr169koULF4qIiLu7uyxfvlx69+4tpUuXFmtr63feYbW3t5dKlSrJ5MmT5eXLl9KsWbN/LbeVlZUULlxYli9fLgULFpTMmTNL0aJFk31+933rcteuXRIUFCRNmjSRggULSmxsrCxevFi56GFK3vc3p8TW1lZmzZolrVu3llKlSknz5s0lW7Zscvv2bdm0aZOUK1cuyUWxxHx8fCQwMFDGjh0rp0+fFj8/P0mbNq1cuXJFVq5cKdOmTZPGjRt/0O/q16+frFq1Spo0aSLt27cXd3d3efbsmWzYsEFmz54tJUqUkNatW8uKFSukS5cusnv3bilXrpzExcXJxYsXZcWKFbJ161bx8PCQESNGyL59+6RWrVqSO3duefTokcycOVNy5sypGos3Jffu3ZMlS5aISMJd2L///ltWrlwpYWFh0qdPHwkMDFTmrVWrlkyePFmqV68u3377rTx69EhmzJghBQoUkLNnz6o+193dXXbs2CGTJ0+WHDlySN68eaVMmTJSu3ZtWbx4sdjZ2UnhwoXl0KFDsmPHjiRDMRUuXFh8fX3F3d1dMmfOLMePH5dVq1ZJUFCQMs+MGTOkfPnyUqxYMenUqZPky5dPHj58KIcOHZK7d+8q+++SJUuKubm5jB8/XsLDw8XCwkIqV66c4nPPRF+1L9hDMhGRpiUefgdIGFKjV69eyJEjB9KmTQtnZ2dMmDBBNXQK8M9QM0uWLIGzszMsLCzg5ub23kMw6IfjSO7PcOgVAHj27Bk6dOiALFmyIH369PDx8VGGFvk3Pj4+KFKkyL/Op/89yXn48CG6deuGXLlyIW3atHB0dESVKlUQGhr6Xp/x8uVLhISEoECBAkiXLh2yZs0Kb29vTJw4ETExMQD+GYplwoQJSZZPbugTQ6tXr0b58uWRIUMGZMiQAS4uLujWrRsuXbqkmm/mzJnImzcvLCws4OHhgX379sHHx+edw++cOHECIoIhQ4akOM/NmzchIujVq5cybcOGDfD29oaVlRVsbW3h6emJX3/9VXk/MjIS3377LTJmzAgRUYalSW74Hb05c+ZARGBjY5NkaB8g6fA2AHDw4EG4u7sjXbp0qqF4Eg+/o/dvdXn9+nW0b98e+fPnh6WlJTJnzoxKlSphx44dKdZPSuV717+5YVlToh9+59+GAvoU68+7PmP37t3w9/eHnZ0dLC0tkT9/frRt21Y1NFdAQAAyZMiQYhlDQ0Ph7u4OKysr2NjYoFixYggODsb9+/eVeVIazia5dfjp06cICgqCk5MT0qVLh5w5cyIgIEA1jFZMTAzGjx+PIkWKwMLCApkyZYK7uzuGDx+O8PBwAMDOnTtRr1495MiRA+nSpUOOHDnQokWLJMNpJUc/XJCIQKfTwdbWFkWKFEGnTp1w5MiRZJf55ZdflP2pi4sL5s+fn+y6evHiRVSsWBFWVlYQEWUonufPn6Ndu3bImjUrrK2t4e/vj4sXLyJ37tyq4XpGjRoFT09PZMyYEVZWVnBxccHo0aOV/ZHetWvX0KZNGzg6OiJt2rRwcnJC7dq1sWrVKtV8c+bMQb58+WBubs6heEjTdMAHPrFPRERfnE6nk27duv3rHRciIiIiLeAzskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhr8VERCaA3RkQERER/YN3ZImIiIiIiMikMMgSERERERGRSWHTYjK6+Ph4uX//vtjY2IhOpzN2cYiIiIiIyEgAyMuXLyVHjhxiZpbyfVcGWTK6+/fvS65cuYxdDCIiIiIiSiXu3LkjOXPmTPF9BlkyOhsbGxFJWFltbW2NXBoiIiIiIjKWiIgIyZUrl5IRUsIgS0anb05sa2vLIEtERERERP/6yCE7eyIiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywpZs2aJcWLFxdbW1uxtbUVLy8v+eOPP965zMqVK8XFxUUsLS2lWLFisnnz5i9UWiIiIiIi0ioGWVLkzJlTxo0bJydOnJDjx49L5cqVpV69enL+/Plk5z948KC0aNFCOnToIKdOnZL69etL/fr15dy5c1+45EREREREpCU6ADB2ISj1ypw5s0yYMEE6dOiQ5L1mzZpJVFSUbNy4UZlWtmxZKVmypMyePfu9vyMiIkLs7OwkPDxcbG1tP0m5iYiIiIjI9LxvNuAdWUpWXFyc/PbbbxIVFSVeXl7JznPo0CGpWrWqapq/v78cOnTonZ8dHR0tERERqj8iIiIiIqL3lcbYBaDU5a+//hIvLy958+aNWFtby9q1a6Vw4cLJzhsWFiYODg6qaQ4ODhIWFvbO7xg7dqwMHz78k5U5Md1w3Wf77P8KQ9kAgoiIiIjov+IdWVIpVKiQnD59Wo4cOSJdu3aVgIAA+fvvvz/pd4SEhEh4eLjyd+fOnU/6+URERERE9HXjHVlSSZcunRQoUEBERNzd3eXYsWMybdo0+fnnn5PM6+joKA8fPlRNe/jwoTg6Or7zOywsLMTCwuLTFZqIiIiIiDSFd2TpneLj4yU6OjrZ97y8vGTnzp2qadu3b0/xmVoiIiIiIqJPgXdkSRESEiI1atSQb775Rl6+fCnLli2TPXv2yNatW0VEpE2bNuLk5CRjx44VEZHvv/9efHx8ZNKkSVKrVi357bff5Pjx4xIaGmrMn0FERERERF85BllSPHr0SNq0aSMPHjwQOzs7KV68uGzdulWqVasmIiK3b98WM7N/buJ7e3vLsmXLZPDgwTJw4EBxdnaWdevWSdGiRY31E4iIiIiISAM4jiwZ3aceR5a9FhMRERERmSaOI0tERERERERfJQZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMsqQYO3aslC5dWmxsbMTe3l7q168vly5deucyCxYsEJ1Op/qztLT8QiUmIiIiIiItYpAlxd69e6Vbt25y+PBh2b59u7x9+1b8/PwkKirqncvZ2trKgwcPlL9bt259oRITEREREZEWpTF2ASj12LJli+r1ggULxN7eXk6cOCEVK1ZMcTmdTieOjo6fu3hEREREREQiwjuy9A7h4eEiIpI5c+Z3zhcZGSm5c+eWXLlySb169eT8+fPvnD86OloiIiJUf0RERERERO+LQZaSFR8fLz179pRy5cpJ0aJFU5yvUKFCMm/ePFm/fr0sWbJE4uPjxdvbW+7evZviMmPHjhU7OzvlL1euXJ/jJxARERER0VdKBwDGLgSlPl27dpU//vhDDhw4IDlz5nzv5d6+fSuurq7SokULGTlyZLLzREdHS3R0tPI6IiJCcuXKJeHh4WJra/ufy64brvvPn/G5YCg3NyIiIiKilERERIidnd2/ZgM+I0tJBAUFycaNG2Xfvn0fFGJFRNKmTStubm5y9erVFOexsLAQCwuL/1pMIiIiIiLSKDYtJgUACQoKkrVr18quXbskb968H/wZcXFx8tdff0n27Nk/QwmJiIiIiIh4R5YMdOvWTZYtWybr168XGxsbCQsLExEROzs7sbKyEhGRNm3aiJOTk4wdO1ZEREaMGCFly5aVAgUKyIsXL2TChAly69Yt6dixo9F+BxERERERfd0YZEkxa9YsERHx9fVVTZ8/f760bdtWRERu374tZmb/3Mh//vy5dOrUScLCwiRTpkzi7u4uBw8elMKFC3+pYhMRERERkcawsycyuvd9oPt9sbMnIiIiIiLT9L7ZgM/IEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLirFjx0rp0qXFxsZG7O3tpX79+nLp0qV/XW7lypXi4uIilpaWUqxYMdm8efMXKC0REREREWkVgywp9u7dK926dZPDhw/L9u3b5e3bt+Ln5ydRUVEpLnPw4EFp0aKFdOjQQU6dOiX169eX+vXry7lz575gyYmIiIiISEt0AGDsQlDq9PjxY7G3t5e9e/dKxYoVk52nWbNmEhUVJRs3blSmlS1bVkqWLCmzZ89+r++JiIgQOzs7CQ8PF1tb2/9cbt1w3X/+jM8FQ7m5ERERERGl5H2zAe/IUorCw8NFRCRz5swpznPo0CGpWrWqapq/v78cOnQoxWWio6MlIiJC9UdERERERPS+0hi7AJQ6xcfHS8+ePaVcuXJStGjRFOcLCwsTBwcH1TQHBwcJCwtLcZmxY8fK8OHDP1lZ6dPgnewPxzr7OKy3D8c6+zistw/HOvs4rLcPxzr7OKy3f/COLCWrW7ducu7cOfntt98++WeHhIRIeHi48nfnzp1P/h1ERERERPT14h1ZSiIoKEg2btwo+/btk5w5c75zXkdHR3n48KFq2sOHD8XR0THFZSwsLMTCwuKTlJWIiIiIiLSHd2RJAUCCgoJk7dq1smvXLsmbN++/LuPl5SU7d+5UTdu+fbt4eXl9rmISEREREZHG8Y4sKbp16ybLli2T9evXi42NjfKcq52dnVhZWYmISJs2bcTJyUnGjh0rIiLff/+9+Pj4yKRJk6RWrVry22+/yfHjxyU0NNRov4OIiIiIiL5uvCNLilmzZkl4eLj4+vpK9uzZlb/ly5cr89y+fVsePHigvPb29pZly5ZJaGiolChRQlatWiXr1q17ZwdRRERERERE/wXvyJLifYYU3rNnT5JpTZo0kSZNmnyGEhERERERESXFO7JERERERERkUhhkiYiIiIiIyKQwyBIREREREZFJYZAlIiIiIiIik8IgS0RERERERCaFQZaIiIiIiIhMCoMsERERERERmRQGWSIiIiIiIjIpDLJERERERERkUhhkiYiIiIiIyKQwyBIREREREZFJYZAlIiIiIiIik8IgS0RERERERCaFQZaIiIiIiIhMCoMsERERERERmRQGWSIiIiIiIjIpDLJERERERERkUhhkiYiIiIiIyKQwyBIREREREZFJYZAlIiIiIiIik8IgS0RERERERCaFQZaIiIiIiIhMCoMsERERERERmRQGWSIiIiIiIjIpDLJERERERERkUhhkiYiIiIiIyKQwyBIREREREZFJYZD9CuTLl0+ePn2aZPqLFy8kX758RigRERERERHR58Mg+xW4efOmxMXFJZkeHR0t9+7dM0KJiIiIiIiIPp80xi4AfbwNGzYo/79161axs7NTXsfFxcnOnTslT548RigZERERERHR58Mga8Lq168vIiI6nU4CAgJU76VNm1by5MkjkyZNMkLJiIiIiIiIPh8GWRMWHx8vIiJ58+aVY8eOSdasWY1cIiIiIiIios+PQfYrcOPGDWMXgYiIiIiI6IthkP1K7Ny5U3bu3CmPHj1S7tTqzZs3z0ilIiIiIiIi+vQYZL8Cw4cPlxEjRoiHh4dkz55ddDqdsYtERERERET02TDIfgVmz54tCxYskNatWxu7KERERERERJ8dx5H9CsTExIi3t7exi0FERERERPRFMMh+BTp27CjLli0zdjGIiIiIiIi+CDYt/gq8efNGQkNDZceOHVK8eHFJmzat6v3JkycbqWRERERERESfHoPsV+Ds2bNSsmRJERE5d+6c6j12/ERERERERF8bBtmvwO7du41dBCIiIiIioi+Gz8gSERERERGRSeEd2a9ApUqV3tmEeNeuXV+wNERERERERJ8Xg+xXQP98rN7bt2/l9OnTcu7cOQkICDBOoYiIiIiIiD4TBtmvwJQpU5KdPmzYMImMjPzCpSEiIiIiIvq8+IzsV6xVq1Yyb948YxeDiIiIiIjok2KQ/YodOnRILC0tjV0MIiIiIiKiT4pNi78CDRs2VL0GIA8ePJDjx4/LkCFDjFQqIiIiIiKiz4NB9itgZ2enem1mZiaFChWSESNGiJ+fn5FKRURERERE9HkwyH4F5s+fb+wiEBERERERfTF8RvYrcuLECVmyZIksWbJETp069VGfsW/fPqlTp47kyJFDdDqdrFu37p3z79mzR3Q6XZK/sLCwj/p+IiIiIiKif8M7sl+BR48eSfPmzWXPnj2SMWNGERF58eKFVKpUSX777TfJli3be39WVFSUlChRQtq3b5/k2dt3uXTpktja2iqv7e3t33tZIiIiIiKiD8Eg+xXo3r27vHz5Us6fPy+urq4iIvL3339LQECA9OjRQ3799df3/qwaNWpIjRo1PrgM9vb2SogmIiIiIiL6nNi0+CuwZcsWmTlzphJiRUQKFy4sM2bMkD/++OOLlKFkyZKSPXt2qVatmvz555/vnDc6OloiIiJUf0RERERERO+LQfYrEB8fL2nTpk0yPW3atBIfH/9Zvzt79uwye/ZsWb16taxevVpy5colvr6+cvLkyRSXGTt2rNjZ2Sl/uXLl+qxlJCIiIiKirwuD7FegcuXK8v3338v9+/eVaffu3ZNevXpJlSpVPut3FypUSAIDA8Xd3V28vb1l3rx54u3tLVOmTElxmZCQEAkPD1f+7ty581nLSEREREREXxcG2a/ATz/9JBEREZInTx7Jnz+/5M+fX/LmzSsREREyffr0L14eT09PuXr1aorvW1hYiK2treqPiIiIiIjofbGzp69Arly55OTJk7Jjxw65ePGiiIi4urpK1apVjVKe06dPS/bs2Y3y3URERERE9PVjkDVhu3btkqCgIDl8+LDY2tpKtWrVpFq1aiIiEh4eLkWKFJHZs2dLhQoV3vszIyMjVXdTb9y4IadPn5bMmTPLN998IyEhIXLv3j1ZtGiRiIhMnTpV8ubNK0WKFJE3b97I3LlzZdeuXbJt27ZP+2OJiIiIiIj+H4OsCZs6dap06tQp2aa5dnZ2EhgYKJMnT/6gIHv8+HGpVKmS8rp3794iIhIQECALFiyQBw8eyO3bt5X3Y2JipE+fPnLv3j1Jnz69FC9eXHbs2KH6DCIiIiIiok+JQdaEnTlzRsaPH5/i+35+fjJx4sQP+kxfX18BkOL7CxYsUL0ODg6W4ODgD/oOIiIiIiKi/4KdPZmwhw8fJjvsjl6aNGnk8ePHX7BEREREREREnx+DrAlzcnKSc+fOpfj+2bNn2ekSERERERF9dRhkTVjNmjVlyJAh8ubNmyTvvX79WoYOHSq1a9c2QsmIiIiIiIg+Hz4ja8IGDx4sa9askYIFC0pQUJAUKlRIREQuXrwoM2bMkLi4OBk0aJCRS0lERERERPRpMciaMAcHBzl48KB07dpVQkJClE6adDqd+Pv7y4wZM8TBwcHIpSQiIiIiIvq0GGRNXO7cuWXz5s3y/PlzuXr1qgAQZ2dnyZQpk7GLRkRERERE9FkwyH4lMmXKJKVLlzZ2MYiIiIiIiD47dvZEREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMsqSyb98+qVOnjuTIkUN0Op2sW7fuX5fZs2ePlCpVSiwsLKRAgQKyYMGCz15OIiIiIiLSLgZZUomKipISJUrIjBkz3mv+GzduSK1ataRSpUpy+vRp6dmzp3Ts2FG2bt36mUtKRERERERalcbYBaDUpUaNGlKjRo33nn/27NmSN29emTRpkoiIuLq6yoEDB2TKlCni7+//uYpJREREREQaxjuy9J8cOnRIqlatqprm7+8vhw4dSnGZ6OhoiYiIUP0RERERERG9LwZZ+k/CwsLEwcFBNc3BwUEiIiLk9evXyS4zduxYsbOzU/5y5cr1JYpKRERERERfCQZZ+uJCQkIkPDxc+btz546xi0RERERERCaEz8jSf+Lo6CgPHz5UTXv48KHY2tqKlZVVsstYWFiIhYXFlygeERERERF9hXhHlv4TLy8v2blzp2ra9u3bxcvLy0glIiIiIiKirx2DLKlERkbK6dOn5fTp0yKSMLzO6dOn5fbt2yKS0Cy4TZs2yvxdunSR69evS3BwsFy8eFFmzpwpK1askF69ehmj+EREREREpAEMsqRy/PhxcXNzEzc3NxER6d27t7i5uckPP/wgIiIPHjxQQq2ISN68eWXTpk2yfft2KVGihEyaNEnmzp3LoXeIiIiIiOiz4TOypOLr6ysAUnx/wYIFyS5z6tSpz1gqIiIiIiKif/COLBEREREREZkUBlkiIiIiIiIyKQyyREREREREZFIYZImIiIiIiMikMMgSERERERGRSWGQJSIiIiIiIpPCIEtEREREREQmhUGWiIiIiIiITAqDLBEREREREZkUBlkiIiIiIiIyKQyyREREREREZFIYZImIiIiIiMikMMgSERERERGRSWGQJSIiIiIiIpPCIEtEREREREQmhUGWiIiIiIiITAqDLBEREREREZkUBlkiIiIiIiIyKQyyREREREREZFIYZImIiIiIiMikMMgSERERERGRSWGQJSIiIiIiIpPCIEtEREREREQmhUGWiIiIiIiITAqDLBEREREREZkUBlkiIiIiIiIyKQyyREREREREZFIYZImIiIiIiMikMMgSERERERGRSWGQJSIiIiIiIpPCIEtEREREREQmhUGWiIiIiIiITAqDLBEREREREZkUBlkiIiIiIiIyKQyyREREREREZFIYZImIiIiIiMikMMgSERERERGRSWGQJSIiIiIiIpPCIEtEREREREQmhUGWiIiIiIiITAqDLBEREREREZkUBlkiIiIiIiIyKQyyREREREREZFIYZImIiIiIiMikMMgSERERERGRSWGQJSIiIiIiIpPCIEtEREREREQmhUGWiIiIiIiITAqDLBEREREREZkUBlkiIiIiIiIyKQyylMSMGTMkT548YmlpKWXKlJGjR4+mOO+CBQtEp9Op/iwtLb9gaYmIiIiISGsYZEll+fLl0rt3bxk6dKicPHlSSpQoIf7+/vLo0aMUl7G1tZUHDx4of7du3fqCJSYiIiIiIq1hkCWVyZMnS6dOnaRdu3ZSuHBhmT17tqRPn17mzZuX4jI6nU4cHR2VPwcHhy9YYiIiIiIi0hoGWVLExMTIiRMnpGrVqso0MzMzqVq1qhw6dCjF5SIjIyV37tySK1cuqVevnpw/f/6d3xMdHS0RERGqPyIiIiIiovfFIEuKJ0+eSFxcXJI7qg4ODhIWFpbsMoUKFZJ58+bJ+vXrZcmSJRIfHy/e3t5y9+7dFL9n7NixYmdnp/zlypXrk/4OIiIiIiL6ujHI0n/i5eUlbdq0kZIlS4qPj4+sWbNGsmXLJj///HOKy4SEhEh4eLjyd+fOnS9YYiIiIiIiMnVpjF0ASj2yZs0q5ubm8vDhQ9X0hw8fiqOj43t9Rtq0acXNzU2uXr2a4jwWFhZiYWHxn8pKRERERETaxTuypEiXLp24u7vLzp07lWnx8fGyc+dO8fLyeq/PiIuLk7/++kuyZ8/+uYpJREREREQaxzuypNK7d28JCAgQDw8P8fT0lKlTp0pUVJS0a9dORETatGkjTk5OMnbsWBERGTFihJQtW1YKFCggL168kAkTJsitW7ekY8eOxvwZRERERET0FWOQJZVmzZrJ48eP5YcffpCwsDApWbKkbNmyRekA6vbt22Jm9s+N/OfPn0unTp0kLCxMMmXKJO7u7nLw4EEpXLiwsX4CERERERF95RhkKYmgoCAJCgpK9r09e/aoXk+ZMkWmTJnyBUpFRERERESUgM/IEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLREREREREJoVBloiIiIiIiEwKgywRERERERGZFAZZIiIiIiIiMikMskRERERERGRSGGSJiIiIiIjIpDDIEhERERERkUlhkCUiIiIiIiKTwiBLScyYMUPy5MkjlpaWUqZMGTl69Og751+5cqW4uLiIpaWlFCtWTDZv3vyFSkpERERERFrEIEsqy5cvl969e8vQoUPl5MmTUqJECfH395dHjx4lO//BgwelRYsW0qFDBzl16pTUr19f6tevL+fOnfvCJSciIiIiIq1gkCWVyZMnS6dOnaRdu3ZSuHBhmT17tqRPn17mzZuX7PzTpk2T6tWrS79+/cTV1VVGjhwppUqVkp9++ukLl5yIiIiIiLQijbELQKlHTEyMnDhxQkJCQpRpZmZmUrVqVTl06FCyyxw6dEh69+6tmubv7y/r1q1L8Xuio6MlOjpaeR0eHi4iIhEREf+h9AbefJqP+Rw+2W/8HFhvH4519nFYbx+OdfZxWG8fjnX2cVhvH4519nE0UG/6zwHwzvkYZEnx5MkTiYuLEwcHB9V0BwcHuXjxYrLLhIWFJTt/WFhYit8zduxYGT58eJLpuXLl+ohSmxa7cXbGLoJJYr19ONbZx2G9fTjW2cdhvX041tnHYb19ONbZx/nU9fby5Uuxs0v5Mxlk6YsLCQlR3cWNj4+XZ8+eSZYsWUSn0xmxZElFRERIrly55M6dO2Jra2vs4pgE1tnHYb19ONbZx2G9fTjW2cdhvX041tnHYb19uNRcZwDk5cuXkiNHjnfOxyBLiqxZs4q5ubk8fPhQNf3hw4fi6OiY7DKOjo4fNL+IiIWFhVhYWKimZcyY8eMK/YXY2tqmuo08tWOdfRzW24djnX0c1tuHY519HNbbh2OdfRzW24dLrXX2rjuxeuzsiRTp0qUTd3d32blzpzItPj5edu7cKV5eXsku4+XlpZpfRGT79u0pzk9ERERERPRf8Y4sqfTu3VsCAgLEw8NDPD09ZerUqRIVFSXt2rUTEZE2bdqIk5OTjB07VkREvv/+e/Hx8ZFJkyZJrVq15LfffpPjx49LaGioMX8GERERERF9xRhkSaVZs2by+PFj+eGHHyQsLExKliwpW7ZsUTp0un37tpiZ/XMj39vbW5YtWyaDBw+WgQMHirOzs6xbt06KFi1qrJ/wSVlYWMjQoUOTNIWmlLHOPg7r7cOxzj4O6+3Dsc4+Duvtw7HOPg7r7cN9DXWmw7/1a0xERERERESUivAZWSIiIiIiIjIpDLJERERERERkUhhkiYiIiIiIyKQwyBIREREREZFJYZAlovfCfuGIiIiIKLVgkCXNiY+PV71mQPt38fHxotPpRETkzZs3Ri6NaTBcr2JjY41YEtOSePuk98P92IczrLO3b98asSSmhevah0tuv8Z6/Hc8Hnw4rdUZgyxpSnx8vDIO7rFjx+TJkydKQKPkGdbZ9OnTZfDgwfLs2TMjlyp1Mwz+48ePl3nz5klkZKSRS5X6Ga5rGzdulMOHD0tcXJyRS5X6AVDWt1WrVsnx48eNXKLUz3AbHTt2rPz0008SHh5u5FKlfob19uLFC+MWxkQY7td++eUX+emnn0REeO7xHvT1tmHDBnn58qWRS5P6AVDqbN26dbJlyxYjl+jzY5AlzTA8mAwaNEh69uwpf/zxh8TExPDK6Dvo66xfv34yZswYcXFxUZ3wse7UDNezx48fy8aNG2XIkCGyfv16ef36tZFLl3oZHoAHDBgg3bp1k2vXrjFc/AvDYHHkyBH58ccfZejQoXLhwgUjlyz1MtxGw8LCZN++fTJ8+HBZsWIFLzi9g2G9jR49Wrp37y7Xr1/nMeAdDPdr/fr1k+HDh0t8fLzcvXtXNQ+pGd5VvH37ttSvX18GDx7MMPsOhseCkydPSv/+/WXmzJly8OBBI5fs80pj7AIQfSn6g8ngwYMlNDRUfvvtN3F3d5d06dIp8xje2aB/LFy4UJYuXSobNmyQ0qVLi0hCXT1//lwyZ85s5NKlLvr1rE+fPnL06FFxdHSUBw8eSGBgoMTGxkrTpk3FysrKyKVMfQzvji1cuFBWrVolpUuXVrZPbptJGZ4kjxkzRi5fviwRERFy+vRp6d+/v4waNUqKFy9u5FKmPobb6P79+8XZ2VmcnJwkKChI3r59KwEBAZIhQwYjlzL10ddb//79ZfHixTJq1CixtLTkdvkO+rqZOXOmLFq0SDZu3KgcQxPPQwkM92sjRoyQiIgIcXBwkOnTp0tUVJRMmzaN22cihnX2ww8/yKNHj0REZMuWLRITEyMhISHi4+NjzCJ+PiDSkDNnzsDV1RX79+8HADx79gznz5/HlClTcOzYMQBAXFycMYuYKiSugyFDhqBhw4YAgHPnzuGnn35C8eLF4eTkhPnz5wMA4uPjv3QxU61ff/0Vtra2OHnyJF6+fIk3b94gMDAQlpaWWLBgAaKiooxdxFRDv67FxcXh6dOn8PHxwfTp0wEAd+7cwa5du9CpUycMGTIEL168MGZRU61JkybBxsYG27dvx+XLlzFlyhSUKVMGdevWxV9//WXs4qVKK1euhK2tLU6cOIHXr18jNjYW/fr1Q5o0aTBjxgxEREQYu4ip0oYNG+Do6KgcLwEgPDwcly9fxtOnT41YstQrNjYWbdq0Qf/+/QEAFy9exKJFi1C+fHlUrFgRJ06cAMBjaGJjxoxBlixZsHPnTuzcuROhoaHIkCED2rZti8jISGMXL1WaNm0abG1tsX//fly/fh3r169H0aJFUb9+fezbt8/YxfsseEeWNMXa2lrevHkjjx49kjNnzsjs2bNl9+7dIiLSu3dvOXTokJQpU8bIpTQ+wyt7BQsWlLx588rs2bOlS5cucvDgQXFxcZGmTZtKZGSkBAYGir+/v2TPnt3IpU49njx5Iq6uruLq6irp0qUTMzMzmT17tsTExEjPnj0lTZo00qBBA0mfPr2xi2pUr1+/Vu5OP3/+XLJkyaI0u1u6dKmsW7dOHj9+LLGxsXL8+HF59OiRzJw5U1k/tQ6AxMbGyu7du6VDhw5StWpVERHp2bOnZM2aVUaMGCEDBw6UcePGSeHChY1c2tTlxYsXkj9/fnFxcVG20R9//FGio6MlODhY0qVLJ82aNRMbGxtjF9WoDJsTi4g8e/ZMnJ2dxcPDQ86cOSMbNmyQhQsXSkxMjPj7+8uIESM0fyzA/7ce0f/X3NxcMmfOLCtWrBB7e3tZvXq1ZMqUSTw9PeX06dPSsmVL+euvvyRNGp6S68XGxsqhQ4ekU6dOUrlyZRERqVy5suTKlUsaNmwolpaWMn78eLG1tTVySVOXQ4cOSb169aR8+fIiIpI3b16xtLSU9u3by+jRo2XQoEFSoUIFI5fy0+LZAH21kuu5zcbGRjw8PGTQoEFSpkwZMTMzkzFjxsjx48fFw8NDCbVaZVhnK1askAULFkihQoWkQoUK0rdvXzlz5ox06dJF2SE2aNBAPD09jVji1Ck2NlYuX74s5ubmYmZmpvT03LlzZwkPD5devXrJ9u3bRUS7z0dt2rRJfv75ZxER6dKli5QrV05ERKpWrSo7duyQzp07S6FChWTkyJFy4MAB8fDwEBFhiDWg0+kkbdq0YmNjIw8fPlRtv61atZKaNWvK9u3bZciQIXL+/HkjltS4ktvGAMjly5clNjZWtY0GBARITEyM9O3bV37//XcR0V4voHpXr15VtrcJEybIoUOHJG/evHLgwAFp1qyZ1KhRQy5fviwhISESEhIiv//+uzx+/NjIpTYuw+cUX716JbGxsQJAOnfuLD4+PjJlyhSpW7eujBo1SiZNmiRBQUGSM2dO9p+QSFxcnNy6dUvVsWRcXJxUr15dOnbsKD///LMMHDjQiCVMXfT7KCsrK3n16pUyDYD4+flJr169ZP/+/TJjxgw5fPiwMYv66RnvZjDR52PYNHbbtm2YM2cOVq1ahfv37yMyMhLbt2/HgQMHlKY80dHR8PT0xNy5c41V5FRl9+7d6NKlC6ZMmaKa/ubNGwAJTaCio6NRo0YNVK9eXbNNogzXM8M6eP78OYoWLYq6devi7du3yvTTp08jODgYbdu2hb29PR4/fvxFy5uadOvWDTly5EDlypWRNWtWnDlzRnnv6tWruHbtmmr+qlWromfPnl+6mKlKSo89DBs2DNmzZ8eRI0dU03/66Sf4+/vDz88PAwYMQGxs7JcoZqpiWGeGvz8qKgoeHh6oWrUqXr58qUw/f/48goOD0b17d9jZ2eH27dtftLypxblz56DT6bB48WL06NEDmTJlwoULFwAAa9asQYcOHbB48WLcv38fAPD06VO4ubnh4MGDxiy2URmua5MmTULt2rVRsWJFtG/fHs+fPwcAVfPr+Ph4+Pn5oWnTpl+6qKlKSvu1adOmIVeuXNiyZYtq+oQJE9CkSRNYWVlh2LBhX6KIqU5KdTZnzhyYmZlh+/btqumhoaHw9/eHm5sbevToAeDracrOIEtftX79+iFv3rwoU6YM/Pz8kCNHDhw4cEB5//Xr17hy5Qpq1qyJUqVKqUKHluh3aPHx8Th16hTy588Pa2trjBkzJsk8UVFRWLlyJSpVqoSSJUsiJiYGgPaeLTY8CISGhqJjx4748ccfcfr0aQDA6tWrUbJkSVSuXBlnz57F4cOHUaNGDbRp0wb3799H5syZsXjxYmMVP1Xw8vKCTqdD//79lfXIUHh4OI4dO4YaNWqgaNGimt0+AfX2tXHjRvz+++/YsWOHMs3X1xd58uTBzp07cf/+fbx69Qr169fHL7/8gh9++AHZsmXT3DOMhtvozJkz0bp1awwdOhRHjx4FAGzevBmenp4oU6YMDh8+jL1796J69epo2rQpHj9+DHt7e8yZM8dYxTe6adOmwdLSEjY2NsqFJv16qL8oEBsbi8jISFSvXh3ly5fX3HEgOQMGDEC2bNnw888/Y/HixXByckKxYsXw6tUrAEBkZCQ2btyIKlWqoHjx4sq+72sJFh/CcH3Zv38/1q9fj0ePHiE+Ph5Xr15F48aN4evriz/++AMA8OLFC9SpUwcLFizAjz/+iLx58+L27duaqjvD37pmzRosXLgQGzduVKa1b98e1tbWWLt2LW7fvo2IiAjUrVsXixcvxoIFC6DT6XD9+nVjFP2zYJClr9aCBQvg6OiIQ4cOAQCmTp0KnU6H5cuXA0jYgc6aNQs1a9ZE+fLllYOJ1u5aJHcAWLJkCQoWLIiyZcsqHVHoXbt2DePGjUO3bt2UYKG1gGFYZ8OGDYOtrS0aN24Me3t7VK9eHb///juAhNYAZcuWRfr06ZE7d254enri7du3ePLkCZydnbFt2zZj/QSj0NfbmzdvEBUVhYCAALRs2RL58uXD1KlTlaCl3wY3bdqE8uXLo1atWprdPgH1+ta7d29kzpwZuXPnhpOTE/r27au85+fnh1y5ciF37txwcXFBgQIFACS0sChYsCDCwsK+eNmNxbDORo4cCVtbW7Rp0wY5cuRAlSpVsGLFCgDAvn37ULlyZaRPnx558uRB2bJl8fbtW0RERMDFxUXZlrVo0aJF0Ol0MDc3x8KFC1V1Gh8fjzdv3mDy5MkoX7483N3dNXtR09DFixdRokQJ7NmzB0BC51h2dnaYMWOGMs+5c+fQu3dvtGzZUrPH0MT69u2LbNmyIVOmTMibNy9CQ0Px9u1bHD9+HC1atECGDBlQokQJFChQAEWLFgUALFy4EC4uLggPDzdy6b+cxMeCbNmy4ZtvvkHhwoXRunVr5b1u3bohffr0yJs3L/LmzYtChQohJiYGBw8ehLOzs9KS4mvAIEtfrb59+6JXr14AgLVr18La2hqhoaEAgJcvX+L58+e4fv06VqxYoZwca/lg8ssvv6BPnz7K68WLF6NkyZJo3749zp49q5rXsPdYrQULw9978uRJtGnTRrnLf/r0adSpUweVKlXC+vXrlfkOHz6My5cvKyd4ISEhcHV1xd27d79s4Y3I8OQ28d3XoKAg5MmTRxVmgYS7/zdu3FCW1dr2GR8frzpxuXPnDjw8PHDmzBmcO3cOs2fPhoWFBbp3767Ms2bNGsyZMwdz5sxR1tUuXbrAy8tLMz3xGq5rJ0+eRLt27ZQeOy9fvoxGjRqhQoUK+O2331Tz3bx5U6nvkJAQFCpUSFNNi5O7qHnnzh1MnjwZZmZmmD17tuq9N2/eYPfu3ejfvz8D2f/7888/kSNHDgAJIdba2hqzZs0CkHDesWDBAsTFxeHhw4dKfWuxzgyPozt37kTp0qWxd+9ePHjwAB07dkThwoUxefJkREdHIyIiAjt27MCwYcMwa9Ys5fgRFBQEf39/TQTZuLg41fZ5/fp1+Pn54a+//sLdu3cxd+5cFC1aFI0aNVLm2b59O5YvX46lS5cq9d2zZ094eHjg2bNnX/w3fC4MsvRVSO4KcJ8+fTBy5MgkB5O4uDgsWrQIEydOVO1MtRbIDEVGRiIoKAjFihVTPXPyyy+/oFSpUujQoUOyw3hoqTnPzJkzVevIokWL4OPjA29vb9WzridPnkSdOnVQpUoV1YkyABw/fhxdu3ZFxowZcerUqS9VdKMzXE+mT5+OJk2aIDg4GJs2bVKmBwUFIX/+/Bg/fjwuXLgAX19fVKhQQXlfa3d59M0Q9SZNmoSGDRsiMDBQWQ9fvXqF+fPnw8LCAkFBQUk+48yZMwgMDETmzJlVzyB/raZMmYLXr18rrxcvXoxy5cqhdOnSqjsQFy5cQKNGjeDj44MFCxaoPuPYsWPo2rUrMmXKhJMnT36xshub4fYVFRWV5Pn90aNHw8zMTNXUunv37qpnYrV2DE1un3T37l3UrFkTY8aMgbW1NX7++WflvePHj6Nhw4aq9UpLx1Ag4UKSoSVLlqBXr14IDg5WTQ8KClLCbOJHIq5fv47vv/8ednZ2SS6yf41u3rypej1v3jxUqFABTZs2RXR0NICEY8GSJUtQpEgRNGjQIMlnXLhwAe3bt/8qjwUMsmTyDA8mhhvo5MmTYW9vrwqxQEJHPH5+fhgyZMgXLWdqktwB+P79+xg4cCDc3Nzwww8/KNPnzZuH0qVLo2HDhkk64NGKWbNmoWXLlqoTtd9//x1ubm7IlClTkuaHp06dQv369VGiRAns2rVLmX7s2DGMGTNG6TRFCwxP1EaNGoWMGTOibdu2KFasGLy9vVVN7nr37g1nZ2fky5cPnp6eykFaa1q1aoUmTZoASKi/yMhIDBkyBBkzZoSvr69qXn2YTZ8+Pdq2bauavn79elSqVOmrO3FJzvz589GqVSvVNrp79254eXnBzs4uyUWlS5cuoWnTpihSpAg2b96sTD9z5gwmTZqEixcvfrGyG5vh8WD8+PGoVKkSXF1d0blzZ1Vz9DFjxkCn06Fjx47w8vKCi4uLJu8mAuo6mzNnDjZu3Ig3b97g5cuXqFKlCnQ6neoc49WrV6hRowbq1aunuYtyeu3atVPqRF8HlSpVgk6nQ/Xq1ZNcCOnevTtKlCiBYcOGKa1JoqKiMGXKFNSsWVPpj+Jr1q9fP1SrVg1AwoWiqKgoDB8+HAUKFECJEiVU87569QpLly5FiRIl4OPjo0yPjIzE1q1b0ahRo6/yWMAgSybN8IDwww8/wNXVVXVS0rRpU6RPnx579uzBjRs3cPXqVfj7+8PDw0OzB2BDie8K3r9/HwMGDICbm5vqzuz06dPRrl07zR6AIyIilPVlx44dSsDau3cvypQpg7p162L37t2qZY4ePYrg4OAkdZZcp0ZacOzYMXz//ffKs2MXLlxAly5d4ObmhunTpyvz7d+/H7t27dJ0c/8rV64o65h+fbl79y7GjRsHMzMzjBs3TjX/q1evMGPGDPj6+ia5w2PYI+/XLCYmRllntmzZojQ3PHbsGCpUqIDq1asrHcbonTt3DoMGDUpyAq3FdQ4ABg4ciOzZs2PixIn4448/YG1tjWbNmqnuev3yyy+oXbs2OnTooNnn1g23seDgYDg6OmLatGnKXewHDx4gT5488PLyQkhICKZPn45KlSqhaNGimn6OeMOGDcrvN2wh0bp1a+TKlQsLFixI0hKldevWaN26tarO9Y+GacHFixeV/ZF+/Xr48KFyo6Zr166q+V+/fo05c+agVatWqnXs7du3Ser2a8EgSybLcCMNCQmBg4MDNm/erHru8M2bN6hevTqcnJxgZ2eHMmXKoFy5cpo9ABv6/fff4erqqrpbDSScMHfs2BFOTk748ccflen6A4mWDsB9+vRRBdSdO3eiYMGC6NOnj7IObdu2DV5eXmjYsGGSMKun5fUMSHhus3jx4ihatChu3bqlTL948SK6dOmCUqVKqe7M6mm93n7++WfkypVLuRsRFhaGUaNGwcbGRrVtAgn7Oi1uo4A6eB44cADOzs747rvvlHr7888/UbFiRdSuXTtJmNXT+rr2xx9/wMXFRXnef9++fbC0tESGDBlQoUIFnD17VlmvDC+OaDX0AwmtvrJly6a6M6i/APXw4UMEBgaiVKlS8PPzQ2BgoGafI16zZo3q9dy5c9GwYUPVcGH169dHsWLFsGTJEtXjAcA/+zOtNcM2tGzZMlhaWiqPeD1+/BgTJkxAsWLFVH0kAFC1ZNLCfo1BlkxO4mac586dg4uLizIURUREBK5fv465c+fixo0bAICDBw9iw4YNOHz4sGY7jkns/PnzaN26NcqXL696jgdIuJuYOXNmZMuWTdXBh5YOJOfOnYOPjw9KlSqlHHCfP3+O4OBgeHt7o1+/fkqY3bp1K7y9vdGkSZMkY94RsGfPHtSpUwfW1tZYsmSJ6r1Lly6hW7duyJkzJ9auXWucAqZSp06dgouLC0qVKqWEhwcPHmD06NGws7PDxIkTkyyjpW00sefPnyMmJgbDhg1DuXLl0L17dyXMHjhwAD4+PqhXrx7Xs2Ts3LlTuZi0ZcsWZXiwmzdvwsbGBk2aNMHx48dVy2hpXWvVqpUyAgKQcP7Qrl07DB06FEBCb/4rVqxA+fLl0bFjR+WCQHR0tKoVjtbOO0JDQ5EvXz7VvmrOnDkoUaIE2rdvrwyFBQD16tVD8eLFsWzZsiR3D7V2cS6xS5cuwc/PD7lz58a5c+cAAI8ePVLC7Pfff2/cAhoRgyyZlBEjRqBNmzaqA+iBAweQKVMm3Lp1C8eOHUOPHj3g6uoKa2trFC1aNNlnArS2U0zp9168eBFt27ZF2bJlVWH25MmTaN68OebOnau5ujK0d+9e1K9fH25ubsqJyYsXLzBgwACUKVNGFWa3bdsGZ2dnDBw40JhFNrqU1pdTp06hXr168PLywurVq1XvnT9/HhMmTNDE1eOUJFdv8fHxOHfuHIoUKYISJUqowuzYsWOh0+mwdOnSL13UVEV/LBg2bBi6dOkCIOHu9MiRI1G2bFlVmP3zzz9RuHBh9OvXz2jlTQ2SW9ciIyNx584dREREwMfHByNHjgSQcHGgWLFi0Ol0+O677750UVOFc+fOJRnrOjY2FpUqVYKnpyfmzZuHKlWqwM/PDy1btkSZMmXQpEkTvHnzRvU5Wgr+ejdv3kS3bt1QtmxZjB07Vpm+ZMkSuLu7IyAgQBVmGzZsCHt7e80NTZeSX375Bb179waQMCpC7dq14eTkpAqzkyZNgr29PaZMmWLEkhoPgyyZlOvXrytXNA2f7/Tw8ICjoyNsbGzw3XffYc2aNXj9+jWyZcuWpOms1hietCxatAjDhg1D9+7dlYPHzZs30a5dO5QuXRohISE4deoUqlevji5duigHXq0FDMMTltWrV6NWrVpwc3PDsWPHAKjDbHBwsDL/kSNHNFdXhhKva6NHj0anTp2Ug+6ZM2fQqFEjVKxYMUlzMz0t1p9hvW3YsAFz5sxRhosBEoJ+0aJFUbx4cSWU3b17F4sWLdLcHR4godOwVatWqaZ16NBBta+Pjo7GiBEjkoTZs2fPanId0zNc186fP48LFy7g6tWryrT79+/D1dVVuWsdERGB7t274+LFi5quN73Zs2djw4YNABKOnaVKlUL+/PkxcuRIpeXOzJkzUalSpSRNZLVGf1x8+vQpvv/+e5QvXx6TJ09W3l+0aJESZvXHVgAYMGAA1zUk1J++3vT0oyI4OTkpzYzDwsKwbNkyzdYZgyyZpPXr18PV1VVp9hoVFYU5c+Zg9+7dyvMB8fHxqFChQpKmjFrVp08f2Nvbw8/PD56enrCwsMC4ceMQExODmzdvYsiQIbC3t0e+fPng5eWlHIS0eBVZb8SIEahXrx5KlSoFnU4HNzc3/PnnnwASwmxISAi8vb1Vzz8B2gxjhvr27QsnJye0atUKtWrVgpWVldJs8fDhw2jcuDEqVaqk+buJifXv3x/p06dH0aJFodPp0L9/f9y7dw9AQugoVqwY3NzckoybqKUwe/nyZRQtWhS1atVSDd9UrVo1TJ06FcA/2190dDRGjhyJcuXKoXXr1oiKilLm1+I2argvHzJkCAoXLgwXFxdkyZIF48ePx5MnT/DixQvkyJEDTZs2xZIlS+Dn54fSpUtr9qKm/vfGx8fj9u3bqFWrFlxcXJRHSKKjo/Hw4UNl/rdv36J69epJWo5pjeFvX7lyJQIDA5EtWzbkyJFDdedw0aJF8PDwQPv27ZVjq57W1jVD+vq7c+cObGxsVBcATp06hbp16+Kbb75JMkSYFuuMQZZMQuKmUCdPnkTLli1Rvnx5zJ07V/Xeq1evcOvWLdSqVQslS5bU5Iad2ObNm+Hg4IBTp04p9TFmzBhkzpxZCRiRkZF48OABjh8/rtnniA0PvjNmzIC1tTV27dqFO3fuYPHixahWrRrc3NyUZ6VevHiB7777Dp06ddL0SYuhNWvWwMnJSWnSf/jwYeh0OtUdtKNHj6JSpUqabaqol3josPLly+Pw4cN4+/YtfvvtN9jY2KBHjx5KB3Z///037O3t0aZNG2MV2aj0TatPnDiBypUro2bNmkqfCZUqVVJ6vzbcFl+/fo0BAwagQ4cOmn5MwtDYsWORNWtW7NmzB7GxsejYsSMsLS2VVk5HjhyBk5MTSpQogUqVKvGipoF9+/ahVatWKFq0qKrjsPDwcCxfvhy1atVS9U6s9TobOHAgsmbNipkzZ+Lnn3+Gl5cX3NzcMH78eGWeJUuW4JtvvsGoUaMAaLPO3nWeOmLECPj5+anGkz1z5gzKlSuHevXqAdBmnekxyJJJWbhwodIF+V9//YU2bdrA29tbNUj74sWL4e3tjfLly2u2d+LEv3fp0qUoWrQonj9/rgqn+rEpDccK1NPSSd+8efNUr+Pi4tC2bVu0a9dONX3r1q1wd3dHqVKlcOLECQAJFwD0BxEtH0z0QkND0bx5cwAJ652NjQ1mzpwJIOFkT3+H8dy5c5paxwwZNqMDEoJF27Zt0b59e1Wd6MPs999/r4TZGzduaG5/BgCdOnXCqFGjlG3s6NGj8PX1hb+/PzZt2oRWrVphzZo1ePz4MR49eoQXL17g6dOnSi/ZWu3RGYBq/xQdHY06deoo+7zVq1cjU6ZMyjaqb9H04sULPHjwQFlWaxc1DU2aNAl+fn7K6/3796NFixYoWrQotm/fDiBhyKw2bdqgUaNGmu2dGFAfA+/evQtXV1f8+uuvyrSbN2+iffv2cHFxwf/+9z9l+pYtWzS5X+vcubMqoI4bNw4DBw7E33//rUzbsWMHsmfPjo0bN6qWvXLliib3Z4kxyJLJuHLlClxdXVGmTBk8ffoUQMLzTvow+8svvwBIeI524cKFmh2H0vBg8NdffyEuLg6LFi2CtbU1Xrx4AQDKszt3796Fg4ODcjDWomXLlqFcuXKIi4tTHYS///57VKxYMUnviUOHDoVOp4OTk5Nq2AWG2ARDhw6Fn58f9uzZA1tbW+UEGUgYTqZHjx6qOtXagbht27bo1KmTapq+46aiRYviwYMHqveWL1+OTJkyISAgAI8ePVKma+mkLzY2FnPnzlUuTOr3X0eOHIGvry+qVKkCMzMzpEuXDi4uLsiVKxfs7e3h6OiIpk2bKp+jxW3UcPvSnzDnyJEDhw8fxr59+2Btba08W/z69WsEBwcrz94l9xlaExcXhxUrVihj6urpw2yxYsWwc+dOAAlD7ujrSkvbp57henL37l2Eh4fD2dk5SUuJsLAw5M2bF/ny5cPgwYNVn6Glejtw4AC6dOmi6pNjwoQJcHBwQIUKFdC6dWvlxs2gQYPg6uqKZ8+eJfkcLW+fAIMspWKJTzri4uKwYcMGVKhQAeXKlcOTJ08AJITZgIAAlC9fPslYlFraKQIJdwxbtGgBAOjRowd8fX3x6tUrvHz5Ep6enqhWrZrqObGrV68if/78So+8WvT8+XPlQGDYwc7cuXNRoEABrF69WhW8li5dilq1amHs2LGaW78Mvasn7CJFikCn06k633n16hVq166NwMBATQYKvbt37yp3va5du6ZMDw0NhU6nw4gRI5QLTnoLFixAtWrVNHnCknhdmTdvHlq3bo3nz58D+CfMenl5YcCAAbhx4wauXLmC/fv348SJE5q7kGnIsO769euHKlWqAAC6desGX19fWFlZqVqjhIWFwcfHR9XCSWuS28aio6OxYcMGZMyYEY0bN1am79+/Hy1btoS9vb2q510tbqeGevfujRYtWuDSpUvw9fVF+/btlZZL+nWyefPmKF68OL7//ntNHw/0+6f58+fjwoULAIB79+5h3rx5KFWqFPLkyYOuXbsqrQLWr19vzOKmSgyylOoZHhTi4uLw+++/w9vbG+XKlVPuzP7111+oU6cOOnfurNmd4tu3bzFjxgwUL14cJUqUQMaMGXH58mUACfW2bt06lC1bFp6enti3bx+2bNmC2rVro0yZMpoNZIbr1pEjR6DT6TBkyBBlWoMGDZAnTx7Mnz8fV69exdOnT1G3bl0MGjRIs52fAOoT5BUrVmDixInYtWuXMmbi6NGj4erqih49euDOnTvYvXs3atSogRIlSigHbq1tp4sWLVLGtQYSgqu7u7tq3OEpU6ZAp9NhzJgxScKsnpZPkuPj4zFo0CB4eHggKChICbP6Zsa1atXC1q1bkyyn9W30zz//RPny5ZVn+xcvXoyCBQvC398fkZGRABIu6NWoUQMVK1bUZH0llnj4l5iYGKxfvx4ZM2ZU3eXfsWMHhg4dyjr7f3///TeKFSumdNy0fft2mJmZYeDAgcrNhzdv3qBJkyZYuHChJh/LadmypWqYvosXL8LT0xOlS5dWNSkGEo4JrVu3hpmZmdIBIKkxyFKqY7hDW7RoEfz9/ZU7GMA/YbZ48eKoUqWKcjJz7do15SRPSzvFxGrXrg2dToc6deqopr99+xY7d+6Ev78/bG1tUbhwYVStWlWzzxEbWrNmDfbs2YMff/wRWbJkwQ8//KC89+2336J48eKws7ODi4sLXFxcNBvGEhs8eDAyZMgADw8P6HQ69OzZE3fv3kVERATGjBmDQoUKIX369ChZsiRq1Kih2XVt5cqVcHJyQv/+/XH//n0ACa0hihUrBj8/P1X40ofZcePGKfs2rUoutMfExGDMmDEoW7YsunbtqrozW6VKFXh6eibp/VTLli5dihYtWuDbb79V7a9GjBgBNzc3FCxYENWrV0fp0qXh5uam2W3UcF07deoU0qZNix49eqjmefPmDRYtWgSdTqeMWWxIa3WW2JgxYxAQEICAgABVc9nly5cjXbp0qFatGho0aAAvLy8UKVJEqS8tXZwLDw9HSEgIMmbMiAkTJijT161bh5o1a8Lb2xsXL15ULRMTE4NNmzahS5cumm5hkhIGWUpVDA+0p06dwsSJE+Hu7o4WLVqowiyQ0FRKp9OhcOHCqrsXWtopGoqLi0NUVBQmTZqEIUOGoHTp0mjVqlWyYevatWu4e/euZnsnNlxHRo4ciSxZsuD69et49OgRJk6cCDs7O9WzO0ePHsXq1auxYsUK5eCrxZMWwwtFz549Q61atZTQsHLlSuTIkQOBgYFKx0QxMTE4ePAg7ty5o9l1TW/UqFFwc3NDcHCw8qzizZs34ebmhipVqqjC7NSpU6HT6bBo0SJjFdfoDE+E9+3bhyNHjuDs2bMA/hlWJ3GY3b9/P4KCgjR7DACSXlzr2rUr7OzsUKRIEbx580b13s6dOzF69GgEBwdj9uzZmu6kSC80NBS//vorZs6cCQcHB/Tu3Vv1/rVr1/DNN99Ap9MhJCTESKVMnQyf9dfffdWvj0eOHMGAAQPQsmVL9OjRQ9m+tbitPnnyBGPGjEGmTJkwbtw4Zfr69evh7+8Pb29vXLp0CQCS9N0BaHv7TA6DLKUahhtrz549UadOHVy+fBlz586Fh4cHmjVrphpgfN68eWjQoAH69eunyVDxLm/fvsXMmTPh5uaG1q1bK9Pj4+Nx9OhRTXe2Y+jatWvo37+/MsA9kHCQ0YdZwzuzhrS4vhmuJ9evX8eVK1cQFBSkuoi0YsUKODk5oUuXLkmaSCX+DK0wDA+DBw9G2bJlERwcrOqFOLkwu3z5ck2esLRq1QqrV69WXvfp0wdZsmRBzpw5kS9fPixcuBDAP2HWy8sL3bp1Ux4z0dPiunbkyBHl/0ePHo2VK1cCAEJCQpArVy4MGjQoxSbrelrbtxmuJ9OnT0fWrFlx4cIFPHv2DLNmzUKWLFnQq1cvZZ6wsDC0b98ee/fu1VxdGTI8XzP8/59//llpUfJvzYa1tn8z/L27du1Cly5doNPplM6wgH/CbLly5ZQwq+X17H0wyFKqc+vWLVSsWBF79uwBkHDCMnfuXJQuXRoNGzbE06dP8ezZMzRt2lR1NYsbewL9QSMqKgqzZs2Ch4cHmjZtirt376JatWpo2LCh5pvEAsAff/wBnU6HLFmyqMYDBBLC7KRJk5AlSxb06dPHSCVMnfr164cCBQrAwsICjo6O2L17t+r9lStXInfu3Pj222+VoU+0ynA7mzVrFnr37o1s2bIhQ4YM6N+/P27fvg0gIcyWKlUKfn5+qosqgLZO9sLCwtCkSRNkypQJf/zxB+7evYuCBQvi6NGj2LlzJwYMGACdTqd0RhQdHY3Ro0cjf/78mDhxIgDtNve/c+cO0qZNi/bt26N3796wsbFR7mADCb2we3h4YPTo0YiIiADAY6ahEydOICQkBEuWLFGmvXjxArNmzULGjBnRpEkTLFu2DFWrVkWNGjU03UeCYfh/+fJlkp50J02aBDMzM0ybNi3F5bS6nQJA//794enpicaNGyNHjhxIly6d6lx2w4YNqFGjBpydnZVjBKWMQZZSlXHjxqFChQqoVauWauf4+vVrLFq0CG5ubkiXLh0KFy6MwoULa/ZZxeR+b3JXSKOiojB//nwUKVIEOXLkQNmyZVVN9rROf2I8ZcqUJHdwnj59imHDhsHPz09z65chw9++detW5MmTB6tWrcLEiRPh7OyMJk2a4PDhw6plFi5ciPr162vyrlhyRo0aBTs7O6xatQrbtm1Dx44d4ezsjODgYNy5cwdAQjNjJyenJM/lac21a9cQGBiIjBkzon///qrmm0+fPsXgwYOh0+kwd+5cAAlhdsGCBZoMFInt27cP6dKlg42NjfKcnWGLgB49eqB06dIYO3bsv96Z1Yq4uDiloz9zc/MkY4q/fPkSGzduRIECBVCqVClUqVJFOYZq8bhguE8fN24cKlasCBcXFwQEBODevXtKnUycOBHm5uaqsWIpoT8OGxsbHDhwAG/fvsXly5cxYMAA2NjY4Mcff1TmW758OXr16sX92ntgkCWjSnyiu2HDBtjZ2cHe3h5Xr14FANWVzwcPHmDOnDlYvHixEmK1tqEnrrOUmvjo/z8mJgYPHz5UNYXS0l2ef9OjRw9YWlpi3bp1Sd4LDw/XZK+KyVm7di06deqk6qBi7dq18PT0RIsWLVTNGg1pOczGx8cjPDwcZcuWxfjx41XvDRo0CA4ODhgwYIASZh88eKC5/Vlyrl69iu+++w5WVlZo2bKl6j19mDU3N09yx0frdbdnzx6kSZMGVlZWqrGK9f1LxMfHo2fPnsiZM6fSRFuLktsnzZ07FzqdDu3atVON16z35s0bhIWFKccBrR9DBw4ciOzZs2PKlCnYuXMn7Ozs0LBhQ5w6dUqpo0mTJkGn02HFihVGLm3qMXnyZLi7u6um3b17F4GBgTAzM1MNWaen9f3av2GQJaNJPPRJWFgYgIRnB6ytrREQEKAa8zQ5WtvADets1qxZaNWqFRo1aoRRo0a992dorc7eh/6kOaUx2rQYYg0D/OXLl1GxYkXY2dkhODhYNZ8+zLZq1Qr79+83RlFTtbdv36JixYrKsE6GJ8DVq1eHk5MTAgMD8eDBA2U6t1Hg8uXL6NKlC8zNzbFx40bVe8+ePUOPHj3g7e2tGptSa5ILZI8fP8aOHTtgbW2Ntm3bJrvczJkzNbuOGdbZnDlzMGHCBGX9mTVrFnQ6HUaNGqW6Y524rrR8cQ5IaJnj6uqq7O/37t0LKysr2NraomzZsjh9+rRSp8uWLdN86De0du1a5MiRA2fOnFFN37p1K8zNzaHT6bBgwQIjlc40MciSURieeISEhKBMmTKYOXOm0pnT1q1bYWVlhc6dO6s6JtLqCUtiwcHByJEjBwYOHIjp06crwwEk7tlZ6wzXl8Q9dibWrVs32NjY4LfffvvcxTJJW7ZsQdWqVVGgQAHs2LFD9d769euRJ08eDBs2zEilS93atGmDIkWKKM8m6k+Eg4KCULhwYXz33XfctyXj+vXr6NixI+zs7LBp0ybVexEREZpuLWEYpvbu3Ytly5Zh7969yjN169evh42NDTp06KDMFxgYqGp5otUwCwB9+/ZFzpw5MWHCBFy/fl2ZPmPGjGTDLP1jz549mDFjBoCE40LmzJmxaNEi3Lt3DxkzZkT9+vWTtNBhmE1w7tw5lC5dGj179sSVK1eU6SdOnEDz5s2xfPlyTW+XH4NBloxqxIgRyJIlC/bs2ZOk18ktW7YgQ4YM6NKliyrMat2hQ4dQoEAB7N27F0BCPVlaWiI0NFQ1nxZP7gwZnuiNGTPmva5yfvvtt6hcufLnLJZJmTVrFho2bKi83rp1K2rWrAk/Pz/s2rVLNe++fft4AE5Evw0+f/4czs7O8PX1xYMHDxAVFYX4+Hg0adIEq1at0mwge5/fe+3aNXTu3BmZMmXC5s2bP+ozvmbBwcHImzcvSpYsCS8vL5QuXRqHDh0CAPz++++wtbVFmTJl4O3tjQIFCjBQIOEuoYODg+rZfsPjxYwZM2Bubo7g4GC8fPnSGEVMNZLbvl6/fo3bt28jMjISvr6+GD58OICEzrHc3Nyg0+lUTdtJLTQ0FIUKFUL79u2xatUqnD17FjVq1EDz5s3ZdP0jMMiS0dy9exfe3t749ddfVdMNDyhbtmyBTqdL8nyZliRuxvTHH38oz1isWbMG1tbWmD17NoCEA8mWLVu+eBlTkxkzZijN1PUHg+LFi2Pnzp3vtbzWm43pRUdH43//+x/y5s2L9u3bK9M3bdqEWrVqwc/PL0mPxYC27/IASU/89K/Pnj0LFxcX5M6dG2XLlkWJEiXg7Oys1JfW1jvDetJvpynVwbVr15ShKvQhjRJOiB0cHJSxnIcPHw4LCwvVIxJnzpxB+/btERwcrNl+JRIbMGAAmjVrBuCf9TDxujdmzBil6bpWGdbJnTt38OzZMzx+/FiZdv/+fbi6umLVqlUAgMjISHTr1g2XL1/W/DqWHMN1aeHChahbty7SpUuHQoUKwd3dXdOdiP0XDLJkNHfv3oWDg0OyHQG8fv1aGVD70KFDvDqFhI4TNm3ahFOnTqFChQqYOnUqbGxslBALALt370a9evVUTVa0ZMOGDXB2dkanTp2UA+6LFy+QPXv2JHcQ30VroQJI/jdHRERg7ty5cHZ2RkBAgDJ98+bNqFOnDtzc3HDixIkvWMrU58SJE8ojERMmTHhn0IqLi8OUKVMwbNgwDBs2TLPBwnBdW758OTp06KDUYUrb3qVLlzB+/HhNHwv0daM/0e3SpQv69+8PAFi3bh1sbGzw888/A0gIFffu3UvyGVquP72uXbuiSpUqSda1mJgYbNiwIUk9azFYGP7moUOHwt3dHfny5YObmxvWrl0LIOH4kCtXLtSrVw8LFixAtWrV4OHhodmhiVLadxnWpeE8kZGRuHTpEs6ePatM5/b54RhkyWhu3LiBb775Rume3XCnd+DAAQwfPhzh4eHKNK1t4Ik7pciePTuOHj2Kq1evwsfHB+nSpcPQoUOVeV6/fo1atWqhRYsWmjzw6k2ePBnly5dHhw4dlDBboEABnDx5EkDCnUZ93WrtQPs+9E3W9SIiIhAaGgpnZ2e0a9dOmb5mzRr07dtXk6Ff79y5c3Bzc0Pv3r0RFBQEnU6HCxcuJDtvSuualvdrBw8eRIMGDeDo6IiBAwf+a5jV01qdAeqT4RMnTiAmJgaBgYH45ZdfsHXrVlhbWys9nsbGxmL+/PmYN2/ev/YNoEWTJ09GtmzZ8Oeff6rq9enTp6hVq5YS1LTckZje8OHDkTlzZqxYsQJz5sxBUFAQzMzM8NNPPwFIWBdz584NNzc3VK5cWbN3FQ33WadOncK2bdtw584d5bG49xlDV8vH0v+CQZaMasiQIbC0tMTWrVuVaZGRkahZsybatGmjuZ1hco4dO4YePXpg/vz5yrT169cjV65caN68OUJDQ/Hbb7+hatWqKFas2L820/taGZ7cTpo0CWXLlkXHjh1x7do1+Pn54fz580mWMbxQQsD+/fvh4OCgGrsTSLir/eOPP8La2hrff/99kuW0tq7pvX37FuPHj4eDgwMyZMig3I3VYtD6UL1790a5cuXQtGlTFC5cGNmzZ0fv3r2TPfHTOsO66NmzJwoWLIhHjx4hJCQE1tbWsLa2xi+//KLM8/TpU1SpUgWjR482RnFNQuXKlfHNN99g48aNuHLlCq5du4bq1aujbNmyvMD5/8LDw1GhQgVVqy8goeWJTqdTHi2JjIzEo0ePNPt8p+F56oABA+Ds7IzMmTOjTJky6NevnzKcE/dpnweDLH1W/9bU4uXLl/juu++U8dvatWsHHx8fFClSRLNX9vTi4+Nx8OBBWFpawsrKKsn4YitWrECzZs2QKVMmVKpUCc2bN1fqTGsH4uTWsylTpqB8+fLw9/eHTqeDh4cH3N3dUaZMGXh5eaFo0aJJApvWJN627t69i6FDh6Jo0aIYPHiw6r2LFy8ie/bs0Ol07J0Y/6xza9asQfbs2VG0aFH06dNHuTiitW3wQ6xbtw5ZsmTBsWPHlHrs27cvPDw80Ldv3/e+M6s1z549Q6tWrVTP+zdq1AhZsmTBpUuXcP/+fdy+fRvVq1eHp6en5gLF+9Bvl/Hx8ahXrx7y5MkDGxsblCxZEmXKlNHsMTQ5Dx8+RKZMmZSLJPHx8YiLi8ObN29Qs2ZNBAUFJVnHtLzNjh49Go6Ojsr2GRAQAHt7e7Rv317pt0PL9fO5pBGiz8jMzExERKZMmSIFChSQOnXqiIiITqcTERFra2uZMWOGeHh4yI4dO+TNmzfi6ekpY8aMkTRp0khsbKykSaOd1RSAUjc6nU68vLxk4sSJEhISIrt27RI/Pz/Jly+fiIg0adJE6tevL8+fPxdbW1uxtLQUEdFcncXHxyvr2YwZM8TMzEwCAgKkZ8+eEh8fLytWrJBChQpJgwYNJHfu3BIdHS1v376VyMhI+f77741ceuMxrLe4uDiJj48XJycnCQwMFHNzc1m2bJmIiIwcOVJERCwtLaVq1arSpEkTqVmzptHKbWz6etPXXenSpeXgwYPy22+/ybp162Tw4MEyZswYsba2TrIMJXj8+LHY2dlJgQIFlHoZOnSohIeHy5w5c8Tc3FyGDh0qVlZWqn2ils2ePVuGDBkiBQoUkLx58yrTx44dKx06dJBy5cqJpaWl5MiRQ8zMzOTAgQOSJk0aiYuLE3NzcyOW/MtKbn0xnGZubq68XrdunRw5ckQeP34sGTJkkIoVK4q5ubnmjqEiye+j7O3txd/fX1auXCn+/v7i5OQkIiIWFhZibW0tL168SFJPWt3PXblyRbZu3SqzZs2SypUry7Zt22T16tVSvXp1+fPPP2XIkCEyevRoyZYtG/dpn5oxUzR9vQyvOoWGhiJ79uw4duzYO5dJfAVUy1dEFy1ahClTpiivp06diuzZs2Pw4MG4c+eOMj3x1T2t3r0GgH79+sHR0RFTp07F/fv3lemTJk2Cr68vunbtiufPnydZTsvrGQCMHz8ezZo1Q/Xq1XH06FEAwKNHjzBixAjkz58frVq1wubNm1GtWjU0adJEsx15AOrtbf/+/Th27JjyTOyrV68wfPhwlClTBr169UJUVBQAoEePHjh+/LhRypsaJNfRyapVq1CwYEGcPXtWNf3mzZuwt7eHh4cHBg0apNwdI+DIkSMoW7YsMmTIoKxzhnW7bt06LF++HNu3b1e2Ta3dkTXcPp8/f44HDx6o3jesr5T2X1rfrz148AA3b95UXq9YsQKenp7o3bs3Hj58CCBhTHZfX18EBwd/8bKmVrGxsVi7di2ePHmCP//8E46OjkqT7CZNmiBTpkyoX7++0okpfToMsvRZHT9+HN27d8fChQv/dV7Dg4yWA9mLFy9Qs2ZNeHl5KT1QAgnPpTg5OWHIkCGqMEvAr7/+CkdHR6VDJ0B9cJ48eTLKlSuHhg0bJhtmtcSwXkaNGoWsWbPiu+++g4+PD6ysrLBkyRIAwJMnT7BgwQLkyZMHhQsXhq+vr+ab++v169cPWbNmRc6cOVGgQAEsW7YMQEKHayNGjECZMmXg4+ODatWqwd7eXnOBQi+lC22PHz9Gzpw50aBBA9VwHn/99RcaN26Mbt26oWTJkrh8+fIXLW9qkVzzw/j4eJw8eRJFihSBh4eH0vw6pbCvtUCWeL/m5eUFR0dHtGzZUnUhSev7LkMzZ85EZGSk8jokJAQuLi6wtbWFn58fFi9erMzn4eGB/Pnzo1mzZihdujSKFCmi2f1aSttWdHQ0AKB79+7o0KGDsm2GhITAy8sL/fr1Y9Piz0BbbSfoizp48KBUqVJFzM3NpXjx4v86v2FTCy01u0CiZiZ2dnYyffp0+eGHH2TJkiUCQAIDA6Vv376i0+nkf//7n0RERMjAgQPF3t7eiCVPPa5fvy6enp5SokQJpVmYYZ326tVLoqKi5M6dO2Jra2vEkhqfvunXvXv35NmzZ7J27VopX768iIj07dtX2rdvL3FxcdKmTRsJCAiQJk2aSFhYmOTNm1d0Op0mm90ZbqPnzp2TtWvXyqZNmyQ8PFy2bdsmLVu2lJiYGAkICJDg4GDJmTOnHDlyRN6+fSubN2/WZBNPkX/WtWnTpsmJEyfE1tZWWrRoIeXKlZONGzeKr6+vtGnTRlq2bCl58uSRkSNHyjfffCNjxoyRLFmyyO7du8XZ2dnIv+LL2bt3r/j4+IiZmVmS44JOpxM3NzdZvHixNG/eXCpVqiR79uwRCwuLZNctra5rP/zwg8yZM0dGjBghJUuWlHr16snTp0+lZ8+e4u/vLzqdjk07ReTs2bPSrVs3OXXqlMyaNUvmzp0r8+fPl/Hjx0vmzJllzpw5Mn36dAkLC5O+fftKyZIlZdeuXXL9+nWpWbOmDB48WJOPfxn+3s2bN0tUVJRYW1uLr6+vWFlZiYjIkydP5NmzZxIbGytp06aVK1euSGBgoLRp00Z0Oh0fNfnUjBqj6auS3JXOadOmwdraGs2bN8eNGze+fKFMSOKxX69fv47mzZujYsWKmDNnjjJ96NChqFevHq8sG2jXrh1KliypvDYck+3AgQNJ7iRq/aromjVroNPpkDdvXhw8eFD1Xt++fWFhYYHFixcnGbpD6/U2efJk9O3bF4MGDVKmPXnyBAMGDIBOp1NaniSuJ63duTD8/UOGDEHWrFnRrFkzlC9fHnZ2dti0aRMA4MKFC/Dy8kKBAgWQK1culCtXDlFRUXjz5g1KliypzKcFP//8MzJmzKjcBQNSvnt48uRJFCpUCN7e3sqdWQJ27dqFIkWKKEOI6TtLzJkzJ9zd3bF9+3YeNw1s374dNjY2CAoKwoQJEzB37lzlvYiICPTp0wdubm5JhmTT09J+rWHDhpg2bZryuk+fPrC1tYWLiwvMzMxQu3Zt/P777wCA//3vf3B3d0eFChXg6ekJV1dXVSdj9GkxyNInYXji8vr1a2UIBQCYOHEismfPjqFDh+Lu3bvGKF6qZFhnS5cuRZkyZbBu3TrVPFevXkXVqlVRuHBh1fA7Wh2oPaUgtXbtWuTPn18V+IGE5338/f2VAwygvTpLjn4MSp1Oh19//RWAul6Cg4Oh0+mwZcsWYxUx1Xn27Bm+/fZbmJubo02bNqr3njx5gpCQEJibmyfpXVxr65vh77158yaGDh2Kw4cPAwBu3bqFwMBAmJmZYePGjQASTphv376NS5cuKcsOHDgQ33zzDW7duvXlf4CRnD59Gt999x1cXV2xaNEiZXpK68+pU6eQMWNGdOrU6UsVMdU7efKk8lzitm3bkDlzZixatAgvXrxApkyZ4O/vjzVr1hi5lKnLtm3bYGNjA51OhxEjRgD4Z52LiYlBkSJF0K1bN2MW0eiio6PRr18/mJubY+7cubh79y5cXV1x5MgRhIeH4++//0aFChVQrVo1HD16FHFxcZgyZQp69OiB7t27K4Ffa839vxQGWfrPDMPF1KlTUadOHVSpUgUBAQHKez/++COcnJwwbNgw3Lt3z1hFTTUMd2i3bt3C1atXUbFiRdSuXRsbNmxQzbtr1y7Y2dnB1dUVq1evBqDNgdoN17PLly/j+vXryvN1d+7cQcOGDVG5cmVMnDgRL1++xJkzZ1C7dm14enpq+gDyriGwWrRogYwZMyrjARr66aefNHXFPbHktq9z584hMDAQ5ubm+OOPP1TvPX36FN26dYO3t/eXKmKqYtg5HfDPXf9ChQopnRMBCReXAgMDkSZNGmzevFm1jP4ZWXt7e5w6deoLlDp1OX/+PLp27YpChQq9V5i9fPmyZvdtye3XoqKiEBYWhsjISPj5+WHo0KHKkDFly5ZFunTp0KNHDyOUNvVIbl3avXs3smTJAj8/P9V4sADw3XffoVGjRppvjRMVFYVRo0ZBp9MhMDBQOb/V19Xly5dRrFgxtGzZMtnltXws/dwYZOmTGTBgABwcHDB58mSsXLkSadOmhb+/v9L06ccff0Tu3LnRu3dvVQcfWrNixQr873//A5AwuH2ZMmUAJFxhr1y5MmrUqIH169cr82/fvh2NGzfGyJEjNXswMTywDh8+HIULF4azszNy5syphLBr166hS5cuyJMnD6ysrODq6gpvb29NjwtouL6sXbsW06ZNwy+//KIKCfoeFZMLs4A2D8CG9RYeHq6MAQgkjLUbEBCAjBkzJrljHR4ersnWEtu3b4eHh4dqGzt+/Dhat26NdOnSYd++fQD+qZMHDx4o44fr79YCCZ1ATZkyRRV8tcBwXTl37twHhVlAe/s2w+3z5MmTOHLkCM6fP69Mi4iIQKlSpZTWEdHR0ejUqRMOHz6suboyZFhvERERePPmjXJ+tnXrVqRPnx5t2rTBrVu3EBsbi9evX8Pd3R2BgYHGKrLRGa4vr169wujRo5E2bVqUKFFCefRGf4xcu3YtrKyscO3aNc2eqxkDgyx9EufPn0eRIkWwa9cuAMDmzZthY2OjNPPRGzhwIOrXr6+pk7zExo0bB51Oh2rVqsHGxganT59W3tOH2erVq2PatGm4ceMGateujcGDB/P5TgA//PADHBwcsGHDBty8eRN+fn7IlCmT0jz25cuXePToEdauXas08QG0GcYM9e3bF1mzZkXFihWROXNmeHh4YNSoUcr7zZs3R9asWdmUGOrAMHLkSHh5eSFnzpyoXr06Nm/ejNjYWNy/fx/t2rVDpkyZsG3btnd+hhbExcUp25rhOnT27FnUr18fmTNnVnqO1dfNvXv3MGHCBE1vmynty8+cOfPBYVYrDOtg4MCBKFCgAAoXLgxbW1v06tULFy9eREREBEqUKIEaNWpgwoQJqFatGtzc3JT61mKYNVzXxo0bhzp16qBkyZLo3LmzMuya/pnZQoUKoW7duqhfvz5KlCjBYbCQ0OIGACIjI/Hjjz/CzMwMU6dOVc2zefNmFCpUSDX8H31+DLL0UfQ7Rf1BZffu3cifPz8AYMOGDbC2tlZCbHh4uGr4HS3esUisRIkSMDc3x8CBAwFA1UTlzJkzaNOmDezt7ZE7d26ULl2aw54AOHbsGCpUqKAEh/Xr1yNjxoyoWLEi0qVLh+XLlyd7YqjFkxZDa9asgaOjo3Ln6969e+jfvz/c3d0xefJkAAnrX/Xq1VG9enVjFjVVGTZsGLJkyYKZM2fi119/RcWKFeHh4YE5c+YgPj4eN27cQKdOnaDT6XDkyBFjF9coOnXqpJwEAwl3E3U6Hbp27apMO3v2LBo3bgwHB4ckYVZPi2HWcF918OBBbNu2DQcOHFCmnT59mmH2HSZNmgR7e3ulznr16oX06dMr+7mLFy/Cw8MD3t7eqF69unIM1fKFYCBhKJgsWbJg8eLFWLBgAdzd3ZEnTx4lqO3evRs5cuSAg4MDDhw4oNkxiQ39/PPPyJs3r9JSRD/Mmk6nw5gxY3Dy5Elcu3YN1atXR/ny5TW/jn1pDLL0n1y8eBFAwsmxj48Phg8fDhsbG9X4p8eOHUONGjU0PZZb4h1bjx498N1338HMzEzVE57+oPH06VNcvHgRO3fu5IHk/126dEm5Arpz5044ODhg+vTpiIuLQ4UKFZAtW7b3Gq9Ya3788Ud4enqq1sE7d+6gY8eO8PPzU5pHGd5V0yLDC2z37t1D8eLFsXTpUuX96OhotGnTBsWLF1eaMZ4/fx5jx47V5Lb55s0buLm5IXfu3EpT9djYWCxduhTW1tYICgpS5j179iyaNGmCHDlyJOklW4sMj38hISEoVKgQsmfPDi8vL7Ru3Vp5T98BVJEiRZK0btK6Zs2aKc9lr1q1ChkzZsTMmTMBJDzPCCS00ImIiFDqW4vbKfDP+celS5dQqlQppRdifcs5/fma/lxj8+bNqFy5slJvWr8Y/OTJEzg7O6N06dLKOe+bN28wcuRIpEmTBhYWFujVqxf8/Px4wcQIGGTpo23atAlubm64efMmHj16hNq1ayNdunQIDg5W5nn9+jVq1qyJBg0aaHbDNvzd8+bNw5IlS5QDqr6Jiv6ZWb0TJ06oXmvtQJLSuvLo0SMAQIsWLdCtWzclfH377bfIly8fKlas+CWLmarp6zA0NBTFixdXegzXn5zs27cPOp0uSac6WtxOE/e6/uzZs/9j76zjqlrW/z8LxaKlJASDlm5EQRoVFFtsPTYqJoqC3V3YYjciFuqxO8E4NioqGCAGSCrsz++Pffectdh4zr33d7/Ccdb7L5i91n7Nfl5Tn5lnngcmJibYvXs3AAjSEDVq1AijR4+W+w4WF8n5+fkICgpC/fr1aTsqKyvDrl27UKtWLTkx6+vri5CQkEqqbdVj9uzZ9OSrqKiIpnEKDQ2lz9y9exfh4eEIDw+vxJpWLuU3vr9+/QobGxucOXMGV69eFXiAlZSUYMaMGbh8+bLgHdbGtWHDhslFUL99+zb09fVRVFSEgwcPQllZmT5TUFCAjRs3IisrS/AOa3Yr/3tl/3/69AmWlpZwdHSkYrawsBBLliwBx3HYt28ffYfFuaAyEYWsyH/N8ePHUa9ePZw7dw4AcP36dVhYWCAwMBCTJ0/G6tWr4ePjA2tra3GXCtJ7igYGBli+fLkgrcSCBQtQvXp1LFiwAGlpaWjbti1at24NgL2T6/Jcu3YNFy9eFATy+Pz5M2xtbTFnzhwA0kmjffv2uHnzJtP2+lHfun79OurUqYOpU6cKBNnt27dha2tLJ2VW4W8SDRgwAN27d8fnz59hbW2N3r17089kY1iXLl0ErrMswm9rhYWF8PPzg6GhYYVidvjw4fTZZ8+eMT0H8Hny5AkCAgJo5OZjx45BWVkZQ4YMgaGhIdq1a0efTUtLk7vOwwr89sJP3zd69GiYmZmhVq1aAk+cnJwctGjRQm5zmCVevnyJ8PBwuVROT548gZ+fHxYtWgRVVVXBKf/NmzfRpUsX3Lx5szKqXOXYs2cPDUoq63MfP36EpaUlnJycqJtxfn4+Nm3aRMUra/2zKiAKWZG/pbzLIf/v3r17w87ODl++fAEAXL16FUOGDIGJiQmCgoLw22+/0Q7O8i7Vli1bBPcUy7N8+XJwHAcrKyvY2NgwGVxh2rRp2L59O/1/5MiRMDAwgIqKCqytrdGhQwf62cCBA6GiooJx48bB1dUVdnZ2VJCwuFDmT54bNmzAtGnTEBcXh8+fP9MyjuMwduxYnDhxAg8ePEBQUBCaNm3KpL0ACO52AtLFn6OjI06fPg1AulFXp04deo8dkNrZxcUFMTExP7WuVQl+e5GlUisqKoK/v3+FJ7NKSkoCd9ny38EKFf3mjRs34v3797h8+TIMDAyoi+fAgQPBcZxcKifW7Mb/vTNnzkSfPn3oxvmpU6fQtGlTODs749OnTwCkIrZly5Zo2rQpc15M5bl79y4iIiJgbm4uEPrBwcHgOA5Tp06lZYWFhWjVqhVCQkKYa2My+FdLsrOzUb16dQQGBtK7w7LPX79+DS0tLbRq1Qr37t0TfAfLa9zKRBSyIv8RJSUlgv/Pnz8Pd3d3QboYiUSCwsJCwYDIageXDX7Dhw//28XcrVu3mL0T+/r1a9jb2yMoKAiHDh3C77//DjMzM1y4cAGpqanYvn07GjVqBE9PTwDSU7Thw4cjMDAQPXr0YDrFDp+YmBhoaWnBzc0NVlZWcHd3p+7Y27Ztg6mpKXR0dGBhYQFPT09mPSWaN2+O4cOH0/ayaNEitG3bFn369KE2KSgowJo1a1CrVi34+PigW7duaN68OSwtLZnqm3z47WTOnDno0aMHvW+Xn5+PgIAAOTEbHx8PHx8f5trYj7hw4QJev34tKJs4cSL69OlDU6HMmzcPbdu2Rd++fZkf0wAgKioKWlpa2L9/vyAibHx8PFxcXKCtrY2mTZvC0dERTk5OzM4HERERcHR0pP/zA4Zt3LgRgHRd4erqClNTU8TExGDWrFnw8fFBkyZNmJ0P+L83JycHgHQjwNDQEK1ataJlgDR4qaenJziOQ58+fX56XUXkEYWsyA8JDw/HihUr6P8bN26Euro61q9fT3eivn37hoCAAEG00/KDIMuuFrLf3r17d3Tq1Enu82/fviE5OVng8gmwNwED0oingYGBaN++PQYPHoxRo0bRz0pLS3H58mU0bNgQY8aMoeWyoB4AW8JfRvnNol69eiE1NRXfv3/HqVOn4OnpCSsrKypm09PT8fDhQ9y6dYvZ1ETLli2DgYEB7XPZ2dmIiYmBuro63SiRUVZWhtTUVPTq1Qt9+/bF6NGjqb1Y7KMyJkyYAC0tLSQmJuLly5e0XCZmjYyMaFqxH3nzsIZEIkFKSgo4jsOkSZPw7t07+lnHjh3h7u4OQDontG/fXhAEkGW7HT58WNCeJBIJsrKykJqaCkCak3jp0qWYNWsWtm7dyuRGMCD9vXv27IG5ublgPVaRmC0pKUG/fv3g6+uLoKAgjBgxglnPOX7fmj9/Prp164b79+8DAP744w/o6ekJxOz3798xZMgQPH36lOk5oCohClmRCvn48SPWrl0rcHF9+/Ythg4dCg8PD5iammL27Nn4+PEjnjx5AhMTE5rLk2V+tOCYOnUq1NTU8PTpU0F5VlYWunTpgpMnT/6M6lVZZIL/jz/+gL+/P1RUVBAWFib3zNixY+Hr60tPLsq/zxL8tvbw4UPcuXMHvr6+ePLkCQCpTS5duoSmTZuiSZMm9L7Pj76DBSQSCWbMmEFdNkeOHIn169fj1atXmD17NjiOw/z58+nzP1qosLbY43P58mWYmppSF08ZsrZUUFCAwMBAKCoqyo13IsCKFSugoaGByZMnU9fspKQkNGrUCE5OTnBxcUGTJk3EO3f/Yv/+/bC3t0deXh4eP36MqVOnwtjYGPr6+j8M7seqwPj+/TsOHz4MW1tbBAUF0fKKxCwg7at8W7E8rkVFRUFHRwfbt2/Hs2fPaPm9e/egp6cHBwcHjBgxAj4+PnB0dGQ6J3FVQxSyIn/L6tWrMXLkSPr/7du3sWrVKujp6aFZs2bo0KEDAgICEBkZyeTdThl8UXDixAkkJiZi8+bNAKSLER8fHzRu3Bg3btxARkYGMjIyEBwcDHd3d2YHQ9kijW872cmsgYGB4M4sIG2LNjY29E6UCDB+/HjUrVsXtra2qFu3Lj25AP4Us7L0RLm5uZVY06rB48ePUbt2bTg5OYHjOOpd8v79e0ybNg3Kyso0rQcgXdyxLCbK//b9+/fDyMgIGRkZcs/Krp4UFhZixIgRzI5r5SkvEOLi4qCiooLY2Fh8+vQJhYWFSEpKwuDBgxEVFSWe+vM4cuQIrK2t4e/vD319ffTp0wcrVqzAsWPHUK9ePeY3gQHh/HnkyBHExMSA4zhBXAmZmLW0tKTrEj4sj3Hnz59HgwYN5DbnZDbJyclBWFgYQkJC0LlzZ2ZdsKsqopAVkYM/eWZkZGDChAkwNTVFdHS04LmXL19i7dq18Pb2Bsdx8Pb2/sk1rZpERUWhYcOG8PDwQMOGDeHg4ICUlBS8fv0arVu3Rt26daGnpwc7Ozu4uLgwOyjyf296ejpevnxJ3XceP36MgIAA+Pj4YN26dSgrK8ObN2/g4+OD0NBQpidd/m8/fvw4GjdujMOHD2Pjxo20zfHvkUkkEpw+fRqDBw9mfmEsa3MhISHgOA5hYWGCe//v3r3D9OnToaamJnDtFAEVrjt37oSxsTG951lWVkbb5P79++WEBettbtasWVi0aBHy8/MF5StXrkS1atUQExNTobcEy6dj5dm+fTtiYmKwZ88emh7m1atXsLe3/2EARRYZPXo0rKysEBkZCS8vL6ipqQncjGUBoDQ0NHDs2LFKrGnVYtu2bTAzM6NBS4E/51nZFZTS0lLx9LqKIgpZkR8yfPhwTJ48GU+ePMHMmTNhaWkpiODJZ+fOnaIrFIA1a9ZAR0eHBjvZvXs3OI6jkVABaf7dhIQEHD58mNn7PPw2MnXqVNjZ2cHCwgKGhoY0XcCDBw8QEBCA2rVrw9raGu3bt4efnx+zwr88a9euxYIFCzB37lwAUps+ffoUnp6eaNSokUDM8mFdWHz48AEDBgzAunXrULt2bfTp00cgJN69e4eZM2eC4zjs2bOnEmtadVi5ciW6du0KQHo6oampKRe8rqCgAKGhoTQtloiUiRMnguM4rFmzRk7MDhgwAHXr1sXYsWPl8neyxI/WDPwxXvZMaWkpPn78iJCQEDRv3pzp8Yxvn0uXLkFLS4ueKpaUlNAgia1ataLP3bx5EwsXLmTWbhWtG3bu3AlTU1O8ePFC8JxEIsGOHTvofWwZLK9xqyKikBWh8Dvnw4cP0bBhQ1y8eBGA9C7n9OnTYWlpiUmTJtHnygcpYlmQAcCYMWNoWPvdu3dDTU2NJhz/kVsnqxMKAMyYMQPa2tpITk7Gly9f0LJlS2hpadEcbU+ePEHLli1hZGSEbdu2MRugqDzfvn2Dm5sbOI5D//79Be0wLS0NzZo1g6mpaYXun6zxV/3rzJkzFYrZN2/eCHIDsk5SUhIUFRVx6dIlANLNOHV1dYSGhmLPnj1ITExEQEAArK2tmbbZ77//Tu/vT548mQZLjI2NRfXq1bFq1SqBmJ00aRKcnZ0RGBjI7OKYLyzKZ0UoT2FhIZYtW4agoCCmoxN369YNFy5cAPCn/ZKSkqClpSUYx/Lz87Fy5UpwHIfw8HC572HNbvy2duDAAepVcv/+fdSpUwfR0dEoLCykzxQVFaFVq1Z0s1ikaiIKWRE55syZg5EjRyIyMlJQ/v79e0yfPh1WVlaIjY2tnMpVcfz8/BAbG4tLly5BWVkZq1atAiAdQCdNmkT/FwG+fv0Kf39/GiQsKSkJ6urq1EayBXFKSgpGjBhBJyHWTmJ/tMDNzc1Fx44doauri1u3bgk+e/bsGczMzNCxY8efUcUqSfl71KtXr0ZUVBSioqIEYuLs2bOoXbs2+vbtK7p4Qr69lZWV4fPnz2jbti0mT55My27fvg0nJyeYmJjA1tYWbdu2ZVZYANKTfBsbG9ja2iIiIgI1a9aknjmAVLRWq1YNq1atQnp6OgBptOLLly8LcliyBH8snzt3LoYMGfK39/i3bduGGTNmMBtlNzc3F8HBwVBVVcX169dpeVpaGho1aoSdO3cKnn/58iXq168PjuMwYsSIn13dKgO/b0VHR8PAwADLli2jmQ+2bNkCjuMwePBg7Nu3D6dOnYK/vz9sbW2Za2P/NEQhKyKguLgYgwYNAsdx8Pf3ByAdAGSDwPv37zFz5kxoamrS5O0scuXKFVy9ehWA1AV73bp1AIAdO3bA3t4eioqK2LBhA30+NzcXrVq1EjcAeGRmZkJXVxcvX77EmTNnoKysTE+vCwoKEBsbK+cey5qIlfGj3y3bDDA2NhYEeQKk9mVRUADA0KFDYWZmRttPTEwMVFVVERoaCh0dHdjY2OD27dvUrufOnYOysjLCwsIE96RYprwdpk6dinr16gmERnFxMd69e4e3b9/SOYK1RV9ycjKAP9PraGhooHbt2nR+4J/wTJkyBTo6OrCysoKlpaUgJzFrIpbPuHHjqLAon2NXRkX2YXF8k0gkyM7ORnh4OJSUlKiY/fDhA1q3bo3Q0FCcOXOGPv/69Wt07NgRJ06cYNJe5Zk2bRq0tLRw/fp15OXlCT47evQo7OzsoKurCzs7OwQHBzO9OfdPQRSyInLk5OQgJiYG1apVw+7duwEIA3rI3O5Y7divXr2CnZ0dunXrhh49eqBGjRq4e/cuAOm9zlatWsHR0RGHDh0CIN0pbdWqFVxcXJhb5MngCzH+QrhLly5o3bo1lJSUBGkBMjIy0KxZM7q7zOIir0ePHoKcuX8lZv38/NCgQQPaDvmw2E/T0tJgZmaGZs2aIS0tDZ06dUJKSgokEglyc3Ph5uYGMzMzpKamUrueOHECPj4+zG6W8ImPj4eLiwv27duH9+/f03IXFxdERUVBIpFUaCfWbLd+/XrY2dnRPnb79m2YmJjA3Nwcrq6udKHMTxeWlJSEJUuWYPbs2WJ0Ykiv4JT3KikuLkZOTs7fuhqzBn/9cO/ePfj5+UFXVxc3b94EII1M7OzsDD8/P0ycOBGHDh2iuWLFdDHStJJ+fn7YsWMHAOla9sKFC+jduzc2btyIoqIi5OXlISMjA+np6cxuzv3TEIWsSIV8+fIFI0eORPXq1XHw4EEAQjErg6VBkS+0zpw5A319fVSvXh3btm0TPHfp0iWEhIRAX18f+vr6sLe3h6enJ7M7e/zF7YIFCzBlyhQ8ePAAALB06VIYGRkJcsZ+/foVLVu2hK+vL3O2kvH161dMnToVGhoamD59Oi3/KzEbGBiImjVrIi0t7WdVs0oiG6PS09PRqFEjWFtbo3nz5nj58iV9pqioCG5ubjA3N0dqaqpcO2NNkJX/vYcPH8awYcOgrq6OoKAgREdH4/Pnzxg9erQg/QTrFBYW0rYj20TKycnB1atX4eTkBCcnJypmy0dBlcHaGFe+rc2fPx9t2rQBILXhwoULYW5ujgYNGmDWrFnU9VPkTyZNmgQvLy/4+PigevXqUFNTw+XLlwFIc7FHRkbCzMwMNjY28PX1FQMk/ouPHz9CT08PkydPxvnz59GlSxe4urrC1dUVdevWxdKlS+XeYd1m/wREIcso/84JV25uLkaOHAlFRUUqZlk8GQOA5cuXo3v37nRCuHv3LmxsbNCkSRP07NmTTiIyMjMzkZKSgk2bNuHChQvMRifmM27cOGhra2Pr1q3U5bOkpASRkZFo0qQJXF1d0b17d7i7u8POzo5Z4S8jJycHixYtgpqaGqZNm0bLfzSx5uXlMZ+7s7xt0tPT4eLigho1atD7irJniouL4enpCTU1NTx58uRnV7XKwLdZXFwcZs+eTU/CUlNTsXjxYhgbGyMwMBBt2rQBx3Fym3cswp8Lr1y5Ao7j6HWS79+/48yZM3B2doaLiwv1Qunbty/TV3L4DBo0CPv27cP+/fvBcRyGDx8OExMTdOnSBStWrEB0dDTq1q37Q1djVtm4cSOUlJRw5coVZGdn4+rVq2jbti2UlZVx5coVANJggIWFhUy7/P+ItWvXQl1dHaqqqoiKiqLpwrp3747evXtXbuVE/itEIcsg/0mUwNzcXIwePRocx9EoeSzy5csXKhBkkwUgvR/l4uKCrl27CsorgmWBsXXrVujp6eHevXu0LDc3F58+fYJEIsHx48cxcOBADB06FPPnz2c2kEd5cnJysHDhwn9bzMpgsa3xbXLq1Cna1tLT02Fubg4PDw+8efMGwJ8ipKioCAMGDGDSXuUZO3Ys9PX1sWTJEjx//lzw2bdv37Bw4UIMHDgQHMehdevWtO+yCP9379u3Dzdu3MDUqVOhqKhIPXe+f/+Os2fPwsXFBVpaWmjWrBmMjIyYHdP4Njtz5gw0NDRw4sQJAMCKFSsQEBCAtWvX0hQoL1++hIuLCx4+fFgp9a2qxMTEoG3btoKyV69ewd/fH5qamnKpYgDxVLE8L1++FGxelpWVwc/PDzExMZVYK5H/FlHIMsZ/EyXw8+fPWLZsmTgBAzh58iQaNWokCNp04MABuLq6okePHjRdUXBwML2HwSLl8/+tXLmS5rJ7+vQpli1bBhMTE9jb22Ps2LEVfgeL4kLW1vj2y8rK+q/ELEvw+2hUVBRsbGywePFiGrAoPT0dJiYm8PT0lBOzMlhsbzISEhJQr169Cjfjyo/727dvh7q6Om7cuPGzqlel4Pe7mTNnwsjICA8ePMDXr18xefJkcBxHxWxpaSnS0tIwY8YMxMbGindiIY06PHr0aLl8wzIPHIlEguLiYgQHB8PPz08c58oxdepUGBgY0DYkG8c2btwIjuPAcRzu379fmVWsVP6uvfDH/a9fv9KrYDY2Nsyucf/pVCciTKGgoEAIISQqKors3LmTREVFkdzcXKKqqvrDd9TV1cmIESMIIYSUlpaS6tXZajYcx9G/7ezsSGhoKDl9+jThOI5MmzaNhIWFEUIIWbRoERk+fDgBQHJzc0mnTp0qqcaVj6ydzZo1ixgbG5PPnz+TtLQ00r9/f3L16lVia2tLunXrRmrVqkU2bdpEfvvtN2JhYSH4jmrVqlVG1SsNiURC7ZaXl0dq1KhB6tSpQ3R0dEj37t0JIYTMmDGDEELI5MmTiYKCAikrK2POThUh66Pz588n8fHxJCkpidjb2xMlJSVCCCENGjQgJ0+eJIGBgSQ8PJxs376d1K9fX/AdLNvx4cOHxNHRkXh4eNAyAITjODrey9pa9+7dybZt28jWrVuJs7OzYHxkAVkfffHiBXn16hWJi4sjVlZWhBDpvMpxHOnfvz/hOI707duXmJiYkJiYGPo+a31W1o4IISQtLY1s2LCB3Lx5k4wePZoQ8qc9FBUVSXFxMdm+fTvZsWMHyc3NJdevXycKCgqCsZEVfvSbg4KCyMGDB8m0adPImDFjiJqaGiGEECMjI9KvXz9iYmJCzM3Nf3Z1qwR8m127do3o6OiQRo0aCZ6RtUUA5NatW2ThwoWktLSUpKSkkOrVqzPXP38JKldHi1QGe/bsEaME/g0SiURu11z2f1ZWFkaNGgU3NzeaVxGQpvBYuXIlJk+ezKxrLH83dNeuXVBRUcHjx48hkUgQHR2NTp06Ye3atXj27BkA4Nq1a3BycqJ5FVmlfEAsb29vNG3aVBBYJysrC4sWLZILACUi7a+fP39GYGAgzUNc0el2eno6lJWVMXjw4EqpZ1VlwoQJ8PDwEETXBaTj14EDB2jAHZlN/fz8MHLkSGZcixcsWCAYo3bt2gWO42BsbEy9cGTk5+djypQpUFRURFxc3E+uadXn4MGD8PHxga6uLv744w8Af/bRrKwsxMfHY/jw4czOoYBwzLpx4wZu3LiBlJQUAFJ7jB8/Hk2bNsXw4cPx4sULPHv2DCEhIejXrx99jzW78W0WHR0NJycn7NixA1+/fv3hO7m5uUhJSaHvsmazXwVRyDJARVECZXcsxCiB8mRmZgr+X7FiBfr3749Ro0bRgDHv37+nYnbKlCkVfg/L7mOJiYlYtmwZVqxYISiXReyUSCQoKChASEiIIDUA60RHR0NXVxcrV67Ejh07YGxsDA8PD3z8+BGAdKG3ePFigfuiiJS8vDyYmJhUGHmyqKiIRnN+9+4d032zIjZv3gwVFRUkJyfLpcpq1aoVdu3aBUDab+/fvw9FRUU6Fv7qnDlzBgEBAXJtpmvXruA4DsuXL5eLRFxQUIBRo0bB09OTGbH/V8yZMwcjRoyg/x87dgz+/v5wc3OTuwPLj4jNYj/lt5eYmBg0btwYpqamUFFRwbx58wBIbTR9+nS4ubmB4ziYmprC1tZW4J7NKpMnT4aOjg5OnjyJ/Px8uc9/tNYQ1yD/XEQh+4vDH9BkQQB27NghRgn8AbNnz0b16tXx6NEjAFJhoaWlhbCwMLi5uUFTUxPnz58HIBWzo0ePhoeHB0aPHl2Z1a5S5OTkQEVFBRzHISoqSu7z/Px8LFu2DC1bthREJ2Z9IklOToaNjQ2NgH3o0CGoqKhAW1sblpaWyMnJASAVYrt27RJ3j3nITmQdHBwwYMAAAML2dO/ePURGRgrGNhYXyX9F165doaGhge3bt+Pu3bt4+PAhgoKC4OLiImcrWVtkBdk8mpycLBDwYWFh0NDQQHJyslx/LCoqou+xLCy+f/9ON98mTZpEyw8fPoyWLVvCw8ODzrcs26k8M2bMgK6uLs6fP4/CwkJERkaC4zhMmDABwJ+bwSdOnMDFixeZzIxw6tQpwf+PHz9GkyZNcPz4cQDAhw8fkJqaivnz52P//v2VUUWRn4AoZH9RZEFOZGzfvh2WlpbUdUyMElgxN27cQJs2bWBkZISUlBSMHz+eBjV5/vw5evbsCUVFRSpms7Ky0K9fPwwYMIDZSbii3/3o0SNYW1vD0dERr169kvt82rRpGDZsGNPuY+XtdvToUcyYMQOAdMGsqamJuLg43Lp1C6qqqvD09ER2drbgHRbtxheo5fOZJiQkQEFBAfPmzaN5r2V5icPCwpjto+U3ifh24H82cOBANGjQAMrKyrCzs0PTpk2ZT4MFSO318OFD1KpVCwMHDqQusQDQunVraGtr49ixYxX2R9banKw98X93fn4+1qxZg2rVqiE6OpqWHz58GK1bt0bjxo0FeZ5Z59GjRwgJCcGRI0cAAElJSVBXV0efPn1QvXp1TJw4Ue4aAMBWH929e7ecZ9Lbt29hb2+PtWvX4uLFi+jbty9sbGxga2uLGjVqYNOmTZVXYZH/M0Qh+wsyYMAATJw4Ee/fv6dla9eupUnHZYhRAivmzp07CAkJgba2NmxsbKhLIgBkZGSgV69eqFmzJhWz/DQUrC5aAKmo4i/kHjx4AAMDAwQEBODDhw8AKrYPS5OvDL7d+Au4zMxMFBUVwdvbm96//vTpE5ycnMBxHDp37vzT61qV4Ntt+fLl6NWrF4KDg7Ft2zZkZWUBkG7ScRwHPz8/+Pv7w9PTEzY2NqLbHaQLZFkcBL4d+H/fu3cP586dw9WrV5m+O1ZRO9m1axeMjY0xZMgQgZgNCQmBnp4eDhw4wOR4VhGyO50y8vPzsXr1alSrVk1wMrtv3z6MHj1atBuPnJwcrF27FoWFhbh48SIMDAywcuVKAEC/fv3AcRxGjBjBZL/kI0t5Jcvf/PnzZ3Ts2BEuLi5QUFBAZGQkkpOTkZubi+DgYMyaNauSayzyf4EoZH9BRo8eDWNjY8ydO5fe91y8eDG6d+8OAALRVVhYiPXr18Pb2xsODg7MunmW/7337t1D165dUb16dTohy+yWmZmJPn36gOM4gZsZyzZbuHAhunTpAnt7e8ybNw/Xrl0DIBWz+vr6CAoKomKWD4uionz6juDgYJqUHZAGJDI2NqZ5m3NychAeHo5bt24x18Z+xPjx46GlpYXp06ejd+/ecHR0xODBg+nm3bVr1zBu3DhERERgzpw5zJ78lw++ZmVlhT179lQo6sW7Y3/C/82FhYUA/rTVjh07YGhoKCdmPTw80Lp1659b0SrKhQsXwHGcXIyEr1+/Yu7cueA4DvPnz5d7j0Ux+6P+JQtSNHLkSPTo0YOewEZHR8Pf3x/e3t5M9s3Y2FhBPvopU6agWrVqWLduHQCpO/G1a9fk0oO5u7tj0aJFP7WuIj8HUcj+QvAXJVOmTIGBgQFmzZqF/Px8TJ06FZ06dZJ7Jy8vD1u3bmU6SiB/Mjhx4gTu3LkDQBoIKygoCLq6utTdWmbjV69eYcaMGczZqiImTJiAunXrYtq0aejduzfc3Nzg6elJxdmDBw9gZGQER0dHOZd3lpHdvz548CB17weAkpISWFtbw8vLC4cPH4aPjw+8vLxoO2Vxscdn27ZtaNy4Md1gOn78OBQUFGBpaYm+ffvi7du3AOTHMdbsxh/XEhISMGfOHFSrVg12dnZITEwUT6h/AN8e8+fPR8uWLdG2bVtMnDiRBnWSidmhQ4cKxCyLwqIiMjIyMGnSJGhoaMhFbk5JSaExFFiP6sxvL8ePH8eOHTtw9uxZfPr0CYB0E8XX1xc9evQAIJ0b2rZti8OHD9P3WOq/Hz9+BMdx8PX1pfeqAXkxKyM/Px9paWkIDg6Gvb29uF77RRGF7C9E+Ul0xYoV0NfXR1xcHAYOHIgOHTrg8uXLOH78OM6cOYObN29iz549gjuMrC32+JNAVFQUGjdujI0bN1LBdffuXYSGhsLQ0BAPHjyQewdgT/jz+eOPP2BhYYHTp0/TsrNnzyI8PBx+fn7ULfvevXsICwtjeqHHbze3b9+GhYUFTpw4IXhGZp8zZ87Azs4OVlZW8PPzY9ZToiJ27dpF3a4PHDgADQ0NrFq1CrNmzYKqqioGDBiAjIyMSq5l1WHixInQ1NTE6tWrsXjxYtjY2MDKygr79++nYxdLi+G/oryIVVFRQUxMDLp27UrtJouEunPnThgbGyM8PBzPnz+n77HWR3/0e3NychATEwNlZWXqFgsAL168wIABA3D06FGm505+Wxs1ahS0tbWhr68Pc3NzNGnShKaoW79+PTiOQ0hICGxtbWFjY8Nkv5W1szdv3kBfXx8tWrQQxHORiVmZm7FEIkFcXByCgoLQokUL8a7/L4woZH8R+APakCFD4O/vD0Aavr1+/fowNDRE9erV0bx5c2hra0NPTw8WFhbw8PBgbuKtiMWLF0NHRweXLl2irmQybt++jTZt2sDY2Jie1opIuXv3LtTV1XHu3DlB+YkTJ2BsbIyzZ8/KvcNae+vTp4/g1AaQ2kdHR0ewAC5PaWkpXrx4Qfs2i4u+ihZqBQUFePv2LbKysuDk5ERdFL98+QJjY2PUr1+fBs1inefPn8PY2Bj79u2jZUVFRWjevDlMTEwEJ7Mif3Ljxg10796dBtsBgFu3bsHJyQnOzs7UZps3b2Z6g47/uzds2IDx48ejZ8+eOHXqFL58+YKioiLExMSgVq1amDBhAo4fP45WrVqhQ4cO4rj2L86dOwdnZ2dcu3YNHz58wPnz59GyZUtoaWnR3MVbt25Fz549MWbMGGovFgWZ7LdnZmaiXr16PxSzsgBQ2dnZgnvrLLY1FhCF7C8Af1C8desWvL29aSAiAJg7dy50dXUxbtw4vHnzBiUlJcjLy8P3798rjDDIArLfW1paisLCwgoDAfAnigcPHsDDwwNhYWE/tZ5ViYrayMOHD2Fubo7NmzfLPWNhYYFp06b9tPpVRVJTUzFy5Eg5sXD69Gk0aNCA3iUG/lwU7ty5E4cOHRI8z+JCmf+bP3/+LHfKev36dRgZGdG7UA8fPkSXLl0QHx/PpL0qIiMjA8bGxrQ9yVxji4qKYGhoCHd3dyQmJjK5KP4Re/bsgb29PRo2bEhT1gHS+eDcuXP0NLs8LLe5sWPHQlNTE927d4eDgwMaN26MIUOG4N27dygpKcGqVaugpqaGJk2awNPTU3Rr/xd79uxB9+7dafwSGS9evICfnx9CQ0Ppxjq/j7IsyPhiVldXV07MTp06FTVq1MCSJUsE77HcP391FIjIPx6O4wghhOzZs4dMmTKF6OrqkmbNmpHi4mJCCCHjx48ngwYNInv37iXbt28nHz58ICoqKqR69epEQUGBSCQS+h0sAID+3uLiYlK7dm3y9OlTUrduXUIIIWVlZYQQQqpVq0ZKSkrIw4cPiZWVFdm+fTvZv39/pdW7MikpKaE2y83NJUVFRYQQQiwtLYm7uzsZO3YsuXjxIn3+8+fPpFatWqR+/fqVUt+qgoODA1m8eDFRVFQkGzZsIJcuXSKEEOLo6EgkEgmZM2cOyc7OJoQQoqCgQEpKSsjOnTvJ5cuXBd+joMDWUA2A/uZp06aRsLAwYmVlRXr16kVWr15NCCGkZs2aRENDgxw8eJDcvHmTjBs3jhBCSJ8+fei4xhIV/V5NTU1Ss2ZNcujQIUKI1Gbfv38nNWvWJFZWVuTNmzdkzpw5JC0tjRAitTtrlLebs7MzadCgAcnIyCCJiYm0vFq1asTOzo4UFBSQ169fy30Pa31UxpkzZ8iePXvI8ePHyfbt20lqaioZPnw4uX//Plm0aBGRSCRkyJAh5NmzZ+Tw4cPkwoULRFFRkZSWljK17ihPaWkp2bt3Lzl06BC5f/8+LQdAGjZsSNq2bUuePn1KCgsLCSHS9iejevXqP72+lUX5/in77QYGBuTWrVvk0aNHZOjQoeTRo0eEEEKmTJlChg0bRhITEwXjGav9kwkqVUaL/M8oLCzEwIEDYWBgAAcHB1ouS7UASHN3KioqYuvWrZVRxSoBfwf4t99+g4uLCwDAz88PLVq0oJ/Jdu/++OMPREVFCU6DWNrZ27Fjh+D/GTNmwNnZGb6+vvSeIgC0adMGGhoaiIyMxMyZM+Hv7y+4y8Mi/N+elpZGbXL58mUAwM2bN6Gurg4/Pz8sXboU27Ztg6+vL6ytrZm2G5+pU6dCW1sb+/fvx927d+Hm5gYrKyukpaWhrKwMUVFRsLCwgL6+Pjw8PJg96eGPSU+fPkVOTg4+f/4MADh48CBq1qwpSHkikUjQu3dvXLt2DQ0bNsRvv/32s6tcJeDb7cCBA/RO/7t379ChQwe4uLgIAsgUFhbCxsZGLhovS5Q/vU9MTET9+vXx+vVrQfnMmTNhbGxcYbR6lubQv6KwsBDDhw9HvXr1MGPGDBqpGABOnjyJxo0b07uyLMJva+vWrcO4cePQrVs33L59m8YxycjIgK6uLnx8fAQBoFhNicgiopD9h1JR5/z48SOio6NRr149jB8/npbzxezGjRtFNzJIF3sBAQE4deoUACA5ORlmZmbo1asXAKl9CwoK0LJlSwQGBjI58R45cgQcx9EF8OrVq6GlpYW5c+di0KBB0NHRodEUAWDSpEkIDQ2Fp6cn+vTpIwZX+BfTp09HcnIyjh07ho4dO8LBwQFXrlwBIBW4QUFBsLa2hrOzMzp16iTaDdL+9/r1a7i6uuLo0aMAgPPnz6N27dr0/pOM58+fC1ITsbwJMHHiRJiZmcHIyAhDhgyhd/rj4uJQo0YNBAUFYdCgQWjatCnMzc0BSGMqBAcHV2a1KwX+HBodHY2GDRti7ty5NJhTZmYm2rZtCxMTE3Tv3h1z585FWFgYTE1NmW1jfJvJ4h8cOXIE+vr6ePz4MYA/89MXFRVBRUUFe/fu/en1/CcgG98LCwvx22+/wdnZGWPGjEFGRgYePnyIgIAAQbR6ligfp2T8+PHQ1dVFv379EBgYCCMjI6xevZqmW8vIyIC+vj6sra0FedlFEcsGopD9B8If2L58+YKSkhJ69yknJwdjxoyBm5sbpk6dSp+TfS6D5UVyfHw8vLy8EBYWRnOzff36FevXr4eZmRlMTEzg5+cHJycn2NraMnvKk5OTg+XLl0NTUxMTJ07EunXr6F27goIC7N27F8rKyoL7PQUFBYK2xuKCr/wpj6KiIs03fO7cOYSFhcHBwQGXLl0CIF3wffnyBTk5OUwHQClPVlYW7O3t8fXrVxw4cADKyspYvXo1AOlCZ8uWLYK0RQBb45pEIhGMSUlJSdDX18ehQ4cwZcoUBAYGokWLFvSe57Vr19CuXTt06NAB/fr1o+NamzZtMHDgQLnvY4Vp06ZBU1MT169fpyJWZoc3b96gU6dOUFBQQMuWLQV5KFlqa4B0LGvbti0AaW5TJycn5OXlAQBsbGzg5eUlECDp6emwtLSUCwTIGn/Vp/hidsCAAahTpw50dXURFhaGLl260PUJS2K2Xbt2OHbsGP1/w4YNMDY2pnPolStXwHEcGjRogGXLliE7OxsA8PLlS4SEhDDXL0VEIfuPgz+gzZs3j+bHGj9+PL3wnp2djdGjR8Pd3Z35YDvlKSwsRGxsLBo1agQbGxvBZyUlJUhLS0N0dDQmTJiAhQsXMptbV8anT5+wbNky6OrqQkVFRTDBFBcXY+/evVBVVUXv3r3l3mVxUcxnx44dWL9+vSD1BCA9yQgLC4OjoyOuXr0q9x6LdqvIDezt27cwNjbG0KFD5fJRynI889M+scyRI0cwatQoKvQB4OjRo2jdujW8vLxoUDH+/JGfn4+xY8dCR0dH4JLHEu/fv0eLFi2QmJgIQHoKe+HCBfTr1w8bNmxAWVkZ3r9/j7CwMISGhmLLli30XZb6qUQiwcmTJ6GkpARra2uoqqrSdHSANNBa48aN4ejoiG3btiEpKQmtWrWCk5OTKCz+RUFBQYXlMvsUFRVh6NChsLa2xuzZs+nz5Q8hfmX69+8PY2NjwXpryZIldA5NTEyEmpoaNm/ejEGDBkFFRQUrVqxAZmam4HvENscWopD9hxIdHQ1NTU2sW7cO8+fPh4eHB7y8vHD37l0AUjE7duxYNGrUSM4VjyUqWmxkZWVh/vz5UFNTQ0RExF8+C4iD4sePH7FixQqoqqpixIgRgs9KSkqQkJAAjuMwc+bMSqph1ePdu3eoV6+ewDWb347OnTuHDh06CPITswr/6sPnz58hkUho2bJly6CoqCi4w1lQUIDWrVsjKCiIyb7ZrVs3bN++nf6fmpoKJycnaGhoyN3dTE5ORkhICHx8fASR7J8+fYopU6agcePG9KSDRb58+QIjIyOMHz8eV69eRZcuXeDk5ITmzZuD4zgsX74cAPDq1Su0bdsWPj4+WLNmTSXXuvJo164dOI5DYGAgLeOfXgcFBcHCwgKWlpZo1aoV09ck+JtGs2bNwoABA+QElwz+yWzv3r3h5uaG5cuX/1D8/op8/vwZzZs3x6pVqwAAc+bMQWFhIdLS0vDu3Tu8ePECNjY2NBrxixcvoKSkhLp169L0YixtLon8iShk/4EkJibC0tISN2/eBAAcP34cNWvWhLW1NVxdXWnOynfv3mH58uVMTiKAcCLJyclBYWEhdX3KysrCnDlzYGVlhbFjx9LnxJyKFfPp0ycsXboUKioqmDhxouCz4uJinDlzhtlTa0B+Ai0rK8P169fh4uICW1tbGpiCb6Pjx48jOjqa2f556NAh6soJSAOJNW/eHB4eHhg4cCC96zR8+HBwHIfffvsNffv2pQGxZH2VJbe7EydOYMmSJXLj1KZNm2Bvbw9nZ2d6V1HGsWPH4OHhIdi0Ky0txf379/H27dufUu+qiKzPrlq1Cvr6+qhTpw7Gjh2LEydOAAB69+6Nvn370v6ZmZkJHx8ftG7dmvZn1ti6dSvWrFkDHR0ddOjQgZbz2+OnT5+QkZHB9DUJ/pj0+PFjOoZFR0fTe53lkbWzgoICDBgwAObm5gIPCxYYOXIkatWqhf79+4PjODx58oR+dubMGVhbW9P17fXr1zF06FDMmzeP2TlURIooZP+BXLhwASNHjgQAHD58GJqamlizZg0OHjwIbW1tNGvWjIpcGax19PIu2D4+PnB2dkafPn3oAvndu3eYM2cOmjRpgnHjxlVWVf8xyNyMNTQ0BBFQ+bC+aJFIJAJXsJSUFDRq1EiQO7EiG7HWP+Pi4tCwYUO6u75mzRqoqalhyZIlGDZsGLy9vaGjo4Pnz58DkC6gQ0JC0LNnT0yZMoVJl38PDw/MnDmT/ua4uDhB7ustW7agefPm6Ny5s2ABCABXr15lNmf431FSUoLMzEyBe3VZWRlatGiBKVOm0P8B6alj+XzGLPL7779DS0tLIGYBaYRsfvtiaZOpIsaMGQMTExOMHDkS/v7+4DgOI0aMQFZWVoXP88XssGHDkJ6e/hNrW3nIfndJSQnq16+P6tWr01zNMu+c/fv3Q0dHB/v378eDBw8QGhqK/v37y32HCHuIQraK86NFR3Z2NgoKCuDt7U1dOr9//w5nZ2cYGhpSVzzWFy3R0dHQ1tbGxo0bsW7dOnpCJlsgv3v3DvPmzYOWlpbcXUaWKL/g+FG7kYlZLS0tDBs27GdUrUrDt9uiRYvQtWtX2NnZYcGCBUhJSQEgFbMNGzZE8+bNmXa14yMLbuLq6opFixahT58+guimaWlpCA0NhbGxMT01LH8KyZINFy1aBCMjIxr85cuXLxg4cCAaNWqEZcuW0ec2bNgAb29vdOrUCU+fPpX7HhaFxd/9Zv5Yl5+fjytXrqBVq1awtbWlmwYSiYQp21XkYVL+85MnT0JbWxuhoaG4c+cOgoKCEBAQwPyaQ8bJkyehpqZG76cDwM6dO6mYfffuXYXvsTSuAcK2tmPHDtjY2MDb2xsqKiq4d++e4NmwsDDUrVsXhoaGcHJyEj3oRACIQrZKw588srOz5XaC09LSoKenh4MHDwKQ7hZ36dIF+/fvZ2rS/RGHDx+GjY0NDahz+PBhKCsrw8TEBA0bNqQRTzMzM7Ft2zbmJhAZ/Layd+/ev72z+enTJ8yaNQvBwcHiouVfTJgwgUZ3HjRoEExNTdG6dWucPHkSgFTMmpmZwdzcnNl2JoMf3KRv377w8PCAoaEhfv/9d/qMRCLB3bt34eDggA0bNgBg6/S1PFFRUWjWrBkAICIiAvv27cOzZ88wbtw4mJub05NtQJpizdfXF35+fnK5PVmDP7bduHEDr169+uGzEokEycnJ6NChAwICAsRNJ4AGkKwIiUSCy5cvw8jICObm5nB3d2c2wn9FHD58GI0bN0Z2drZgIyQ+Ph4KCgqYNGnSD8UsK/DbSUREBKysrJCZmYmsrCy0bdsWKioq1JVYxpkzZ3Du3DnaL1meF0SkiEL2H8DEiRPRpEkTqKmpoW3bttiyZQskEgm+fv0Kb29vhIWFITExEYGBgQgICKADJuti9uzZs4iKigIgjeCppaWFuLg4XLhwAVpaWrC2tpZzwWNt0cKfSCZMmIAGDRpg1qxZyM/P/8vFSF5enphw/F/cuXMHpqamgjQTZ86cQWhoKNq1a4fMzExIJBJcuXIFnTt3Zq6NVQRfzEZERKBGjRro16+fILjJ9+/fYWdnhwkTJlRWNasMDx8+RO3ateHm5gYFBQWaH/bZs2cYM2aMnJhdvnw5IiIimJ4D+L89Ojoa9vb2SExMxNevX3/4TnZ2Nm7cuCHmJIb0dMzHx+dvx/eCggLcvHmTaZtVZKOzZ8+C4zh6IisT+enp6dDW1ka1atXoFR3W59B3797B19dXEJDuxYsXCAsLg4qKCu7fv1/he+JcKgKIQrZKwp+A4+LioKuri40bN2Lfvn0ICgqCp6cn5s+fDwDYvn07vL290aBBA/j5+TEZAOWvyMrKQnFxMfz8/Oh9p8LCQnh4eEBVVRXt2rUDIE4kM2bMgKamJm7cuEHdF/8dWLRb+cnz3r170NXVxYULFwTlp06dgrq6Ok6dOvW338Ei/HtRQ4YMgZ2dHebMmUM/Ly4uhqOjI7PRsMunTgsODgbHcejcubOgXCZmLSwsBG7Gsr7J+lwwefJk6Orq4sSJEzTvKZ8f2Yd1u129ehUcx1GPr4r4OxdkFiif0opP586dYWlpSTeeAKloGzNmDNauXQuO45hPIbZ06VJ4eHggLCwMX79+FdjzxYsXaNeuHdTV1ZmOri7y14hCtgpz/vx5zJs3D5s2baJlHz9+xIgRI+Ds7Izr168DkLp6vnr1iukd0fLwJ9j09HTo6+vjyJEjAKS77p07d8apU6eYnHjXrFkjcNfJzs6Gv78/9uzZAwB4/fo1Tp8+jW7dumH58uXMuz/x4S+E9+zZg8zMTDx8+BC6urrYvXs3AGH/s7GxEQTkERHCP5nt378/GjZsCF9fX0RFRaF9+/YwNzdncjy7desW1NTUEBQUBADIzc1Ft27dsHTpUigpKWHQoEGC52Vuxurq6rQfA2xuNPF5+vQpLC0t6difk5ODe/fuYenSpTSYjAjkAoHJ+uXQoUMRHh4u8MAR+RO+TRYuXIhWrVohPDwchw8fRllZGe7du4fQ0FAYGhpi8+bN2Lt3LwIDA+Hj44OioiJYWFhgxowZlfgLKpfi4mIsX74c9evXh6WlJS3n331NT0+Hl5cX/P39K6OKIv8ARCFbRXn69Ck4jgPHcZg7dy6APwfNgoICmJmZYdSoUXLvsSbM+BPJjybagoIC+Pj4oFmzZti/fz/8/Pzg4+PDpAv277//DgMDAwwePJim6cjPz4eZmRkGDhyIixcvon379nB1dUVQUBA4jhOckrHMmTNnoKmpiYKCAowZMwYNGjTAmzdvAAAjRoyAmpoa3VwCpHnxbGxsBBtRLPJ3/Uu2aC4uLsbw4cOhpKSEpk2bIi4ujtl7UCUlJThy5AgsLS2pmJVx6NChCsXskydPsHLlSvG0n8eLFy9gb2+PnTt34syZM+jfvz/s7Oxgbm4OY2Njev+aZfjzZvnUMPHx8ahXrx6NJyGK2T/h22Lx4sVQU1NDTEwM7Ozs4ObmhgULFqCsrAzPnz9HREQE6tatCysrK/j4+NDxzNHREevWrausn/DTqWgu+PjxI9avX49atWoJxjT+mP/27Vum1mki/xmikK3CHD9+HJqamggNDcXHjx8FA2f//v3RpUsXcWIpx48WcQcPHoSPjw9MTU0FgTxYHBzXrVsHJycnDBo0iAZ22rJlC4yNjaGkpISoqCjqDjt8+HB069aNSTuV59WrV/Dz84OWlhbU1NRo5GtAuhnQrVs31KxZExMmTMCMGTMQGBgoiHzKIvx2c/LkSdy6davC5/huxp06dcKoUaPkTodY49u3bzhy5Agds2RIJBIcPny4QjErg0WbVTRGFRQUICAgAPb29lBQUEBkZCSOHTuGDx8+oEWLFli4cGEl1LTqwLeZLJXfggULkJqaSsv9/f3RoUMHJtvUj+Cvu27duoXBgwfTYHXFxcWIiIiAq6sr5s6dS8f/169fIzc3l74ni0nBSoodflu7fv06jh49inv37tE762vXrkXdunUxfPhw+lz5qMTiOkSkIkQhWwX4q4XukSNH6E6VLGhMUVERHBwcBAnuWYM/oK1ZswYdO3ak//9owi0pKcHr16+ZTdTOt9natWvh4OCAQYMG4dmzZwCkbnf8lB0SiQQ+Pj7MB9spHxCL4zjo6uriw4cPAIR2nT17Nnx9fdGsWTP07NmT6cinfLuNHz8eFhYW2Lx5Mz59+lTh8zI7lpSUMJvztHwAteLiYhw+fBhmZmYC1zqJRIIjR45AVVUVXbp0qZS6ViXKb5gcOnQIZ8+eBSC14YULF2j0ehlNmzbFokWLfmY1qyyTJk3CuHHjEBcXB3Nzc7i6uqJbt2549OgRli5dinbt2tF5gmUxERMTI4h8vW/fPtja2sLU1FSQKiY3NxfDhg2Du7s7Zs2aJcgtfuPGDQwbNgxaWlqCDYNfmfJzaKNGjWBpaQlLS0u0a9cO9+7dQ1FREdatWwdtbW1ERkZWXmVF/nGIQrYSGTRoEHXv/KuF7qFDh1C7dm1YW1ujY8eOaNu2LWxtbWmiaNbgT6RnzpzByJEjwXEcRo4cScv/TjiwOhnz7bJmzRoqZvlRAb9+/Yrz58/L5VJkEX47KSwsxMOHD3Hu3DkEBwdDX1+futyV74v8nWSW7QdIA4np6Ojg3LlzFY5Z/DbJtzdrfbT875W1oW/fvuHo0aMwNTWVE7MJCQnw8/NjzlY/YuzYsVBVVYWJiQk4jkP79u0FkVC/fv2K9PR0BAcHw87Ojtm+yRcW+/fvh56eHo26/uLFCxw8eBCOjo7w8vKCi4sLOI6jASZZ5ejRo+jbt6+gzbx+/RodO3aEqqoqZs+eLXj+69evGDFiBBo3bowtW7bQ8oyMDGzZsoVuDLDEypUrUa9ePRoYccyYMVBRUaFp6vLy8rB+/XpwHCeIwi4i8leIQraSeP78OZydndGwYUPqovhX4is5ORkaGhqwtrbG2bNn6bMsJ4QeO3Ys7OzsMHjwYLi4uKBOnTro27cv/ZzFU7CK+KtF7qpVq6iYffToEQDgxIkT6Ny5M4KDg5k+UeTbbeHChZg6dSpdfLx48QJ+fn7Q19cX7NCvWLECmZmZ9H/WThQBYeCYt2/fwtnZGTt37gQgzXV94cIFjBkzBgsWLKjMalYp+G1t+fLl6N27N5o3b47Vq1fTXLDJyclybsY/+g5W4PevBw8ewMTEBFevXsXHjx9x7do1uLi4IDQ0FJcvXwYALFu2DM2aNUOLFi2YHttkHD16FBERETTadfnx6sCBA4iJiYGamhpsbGzk0tWxhqyPJSQk0ICJ79+/R6dOndC0aVNs3LhR8Hxubi4WL14s18ZY66tlZWUoKytDjx49aDT2pKQkqKqqYs2aNQCkG8Vfv35Ffn4+Dh48yHS/FPnPEIVsJSGRSJCSkoKgoCAYGRn922K2Ro0aGD58OMrKypju6CdOnICGhgYuXrwIQBpYR5aqqH///vQ5lm0ECCfMPXv2YPr06Vi6dKkgKJFMzA4ePBjp6emQSCS4ffu2GAX7X4wbNw7a2trYunUr3r59S8tfv34NHx8faGtr05yLzs7OTLc5/sba169fUVhYiObNm2PixIk4fPgwunTpAjc3N3h6ekJDQwPjx4+vxNpWPaKioqCpqYmIiAj06dMHdevWRffu3ZGSkgJAKjysrKxgb29fyTWtWsyePRsRERH0zrBMkKWmpsLU1JRew8nPz8fevXuZDSLGJzU1FU5OTlBTU6NCVjbmlx/DTp06hQYNGuDQoUM/vZ5VAX47+eOPP2BtbY327dtTj7o3b96gffv2aNasmZyYlcHivCDrh7KUfu3bt8exY8dw7tw5KCsrUxH77ds3rFmzBgcOHBC8z3L/FPn3EYVsJcBf7J0+fRrNmjWDhYUFPdn5OzdjZWVl9O3bl1nXYgDYtGkTGjRogMLCQlr2+fNnzJ49GxzHCSI6s7b7KYO/ux4VFQVdXV2EhYXBzs4Ovr6+ggl31apVcHZ2RpcuXZCRkUHLWbWdjK1bt0JPT09w/yk/P5+eun79+hWdOnWCjY0NWrVqxXQQsZMnT2Lp0qUApNcm2rZti5KSEkRGRsLT0xPVqlVDVFQUzpw5A4lEgj59+lQYeZ1Vbt68iQYNGtDTQ0C6Yefk5IS+ffuiqKgIRUVF2LdvH8LDw5lsYxVRUlKC4cOHg+M4NG3aFN+/f4dEIqHz6JYtW6CiokJPtmWwKCzKs3HjRjRp0gR2dnZIS0sD8ONMAD179kSbNm2YEhflT6hla7QNGzbA19cXnTp1op5Mb968QYcOHeDt7Y0VK1b89LpWJWRu6gAwa9YsGh08IiICampqUFJSwrZt2+gzOTk58PHxYT74msh/hyhkK5Hp06ejZcuWcHZ2BsdxaNy48b91MpuQkABdXV25UPm/KhW5Z167dg3169fHsWPHBOV//PEHtLS0oKysjCFDhvysKlZpVq5cCWNjY3oKu27dOigqKsLJyQmrVq2izy1YsAB9+vRhdoHcrFkzrF+/XlC2YMEChISEAJCmxFq+fDlMTU3h7OyM0aNH0+dYDiIGSMVEeHg4XFxc4O/vDw0NDSr+S0tL8fTpU7rgk+Hl5YWJEydWRnWrJDdv3oSBgQHu3LkD4M9xLzk5GYqKivSuJ799sdhXK5oPPnz4gKlTp0JBQQGbN28WfJaYmIgmTZrQ4Gws8lftJD4+Hh4eHujSpQtdf1QkZjt06ICePXsyN77JbDd//ny0atWKlm/atAleXl5yYrZFixYYMmQIk9dKACAzMxPGxsbw9/fHqFGjULNmTToX5OTkoGXLltDT00NeXh7y8vLw/v17BAcHw93dXdxcEvmvEIVsJbFy5UooKSnh7NmzSE9Px549e9C8eXM0aNDg3xKzspDlvzr8CVgikdDJ4dWrV/D29kZ4eDhu3LhBn3nx4gXCw8OxYsUKWFlZ0TQyLMG/o1hYWIhRo0bRnc4DBw5AXV0dU6ZMQevWrWFqairIpSizL2sL5O/fv2P37t2C6JKA1GXR1NQUAwYMgLW1Nbp06YKYmBjMmDEDZmZm1LVMBmt2K4+joyM4jvthpOuvX7/i3r17CAoKYjqQ2I8255SVlQVpPGRYWFhg5cqVP61+VRV+/8rOzhakLvn+/TtGjx4NBQUFxMXF4f79+8jIyEBQUBC8vb2ZFRZ8m+3duxexsbFYtmyZ4NRszZo18PLyQteuXeVyxpaVleH169eoWbPmD9Nn/WpMnDgRixcvFrSZqVOnIjo6WvDcpk2b4O3tjc6dO1Mxm5OTw2zUdUDaD8+fPw8VFRUoKSlREfvt2zeUlZXh7NmzcHR0pHl1XVxc4OLiIt5ZF/mvEYVsJVBWVoaBAwcK7nICwKVLl+Dg4ABzc3PqBsXywpg/CSxcuBC9evVC+/bt8fDhQwBS95UmTZqgTZs2WLJkCc6fPw9/f3907twZ6enp0NTUxOrVqyur+pWOzFXs5cuXyMzMxJMnT2BqaorFixcDAI4dOwZVVVU0atQIe/bsoe+xOPnymTlzJl2wSCQSjBkzBu3bt8eaNWuoTS9fvgwnJydBoCeWKSkpwfv379G9e3e0adMGnp6eWLZsmSDyLgBs27YNrVq1QmBgILMLF37/2rVrF5YvX07/79u3LzQ0NASn158+fYKFhQUNmMUqfLtNnjwZjo6O0NDQgJeXF1avXk3v4Y0ZMwYcx0FZWRnDhw9HixYt6DUc1uZTvs3GjRsHfX19hISEwNfXFy4uLti6dSv9fO3atWjRogUCAwPx5s0bue/Ky8v7KXWubHJzc+Hv749mzZph3bp1dLNt4MCBdIOOP2Zt2rQJvr6+8PPzw8uXL2k5a20N+LO9XblyBXp6eqhfvz5atmwp91xJSQk2btyItWvXIjExUbyzLvL/hShkK4nBgwfDyclJTjRMmzaNTsL8u4qswZ8Epk+fDk1NTfTv3x8uLi5QVVVFYmIiAOmA2adPH+jo6MDc3BxNmzalJxnu7u7YsWNHpdS/sjl8+DCcnZ3x9u1b2sa2bdsGJycnfPz4kT7Tpk0bLFq0iMlJtyJKS0uxcOFCcByH6dOn03L+XezCwkKEhIQgODiYabv96Ld/+/YNPXr0gLu7O5YtWya4y5+dnY1Lly4xG0iMb7P79+/DwcEBzs7O9L7Yu3fvEBoaitq1a2PevHlYsmQJgoODYWtry5zg/xEzZ86EpqYmtm7dihMnTqBTp05wd3dHbGwsiouLUVhYiOnTp4PjOIFQYznC/4oVK9CgQQOaS3fVqlWoUaMGGjZsSAPuAMDixYsxdOjQCvs2CxucMm+4nJwcdO3aFZ6enli7di0AoFevXhgzZkyF761btw6DBw9mdj4on/+6sLAQb9++xcmTJ2FmZobAwEC5d8rbShzfRP5bRCH7f8yPBrbExETY2toiPj4eBQUFtHz37t3o3LkzJk+eLHZsSBd2w4YNEwRAGTBgAOrUqYOEhAQA0gEwJydHcDoWFRUFQ0NDZk/MDh06BD09PUF04h07dsDMzAwHDx7E169fERoaiokTJ9LJh8X2VlH/LCwsxKpVq6CgoIAZM2bQ8tzcXCxfvhwtW7aEnZ0d04Gd+Iva1atXo3///pgxYwauXbsGQGqrnj17wtPTE/Pnz0dOTg68vLwEXigs2k3G2LFj0aFDBzRt2hR169aFmZkZzTWZn5+PiRMnwtbWFh4eHujcuTOzp9d8JBIJPnz4AHd3d8F1iOLiYkycOBH29vY4ceIEAODjx48YO3YsFBQUsH///sqqcqXB71ulpaUYNmwYzQN78OBBqKmpYcqUKejWrRsMDAwEgp/V6yUREREYPXo03Vz78OEDOnfuDHd3d2zevBkDBgzA/Pnz8fDhQzx69AhpaWl48uQJHfNksGY3/u998eIF3r9/j+zsbABAQUEBDh06BDMzMwQHB9PnBg8ejO3btwNgY4NE5P8WUcj+H8Lv4ImJiVixYgWWL1+Op0+fQiKRoFevXnBzc8PSpUvx9u1bZGdno02bNoJdP5YWLkuWLMGnT5/o/7t27QLHcTA3N5e7mzNw4EAoKSkhMTFRsNN++fJldOzYEXp6ekhNTf1pda8sJBKJoJ3x/+7SpQtcXV3paeLDhw8RHBwMQ0NDGBkZwdbWltqOtcmk/O+9ffs2Ll68SPubRCLBihUroKCggFmzZtHnYmJiMHToULrYYe1EERC2sUmTJkFLSwutW7eGo6MjrK2tkZycDEAqZvv3748mTZrAyMgIjo6OTEdal7Fp0yaoq6sjJSUFnz59wrt37xAYGAg3NzeBoMjJycG3b9+YDiJWnoKCAtja2tLrEfz50d7eHr/99hv9Py8vD+PHjwfHcTh48OBPr2tVID4+Hvfv38eHDx/w/PlzPH36FCYmJliyZAkAacyEmjVrQllZGXv37qXvsTYfAMCRI0fofCgLpJmVlYWOHTvCw8MDKioq4DgOdnZ20NHRgbq6OvT19REUFMSkvQDhXDBjxgzY29vD3Nwcjo6O9PS/qKgIhw8fhpmZGRo3bowWLVrAyMhIHM9E/meIQvYnMG7cOOjp6aFTp05wcHCAra0tdu/ejW/fvqFPnz5wdHRErVq1YGlpCSsrK9rBWRocz58/Dzs7O8HCpLi4GN26dQPHcTR/Hd8mgwcPBsdxNJonIB1Y58+fz2Ti9vKbHmfOnIG7uzsVFgDw+PFjJCcnY9u2bczeS4mIiMCZM2fo/2PHjoWOjg40NDRgZmaGEydO0AXNihUrUK1aNcycOZM+z/IJNp9Hjx5h5MiRNNjazZs30bt3bxgZGeHo0aMApKeL586dE+9B8Zg0aRKaNWuGsrIyuhDMzMyEm5sbTExMsGnTJrl3WJoLZPzIW6J58+Zo06YNLZO1q4iICISHhwuez83NRWxsLI2r8KvDt9nChQtRr1493L59m5Zt27YNrq6u+PLlCwBpeqf27dtj/fr1zI5n5fvW1q1b4e/vT4MUZWVlITw8nEaq//jxI758+YInT54gKytLsPnJKjExMdDR0UFiYiKuXr0KPz8/QeC6kpIS3L17F6NGjcK4cePoHMBqmxP53yIK2f9jdu3aBUNDQ9y8eROAdIe0Ro0a2LdvHwBpR37x4gV27NiBpKQk2rFZ6uDl71ecOHECb9++BSAVs23atIGurq7ATVbGvHnz6KDIkktPeHg4vbsDSO/o6OjoYMuWLXTRVlhYCG9vb4SFhf3we1hqZzIaNGgAMzMzXLlyBUeOHIGVlRVOnDiBhw8folWrVjA2NkZCQgIVs3FxceA4TiAwWF60AMD+/fthYGAAOzs7QWCYu3fvonfv3mjQoIFcaiyAzfYmQ9Zmpk+fDmdnZxqcSNbOzpw5gzp16sDPz08QfI1F+Cf39+7dw+vXr/Hu3TsAQEpKCurUqYOhQ4eiuLgYpaWl+P79O9zd3SvMS8xiX3306BFGjRol51a9Z88e1KtXD4cOHUJBQQFCQkIwevRocXOOx7p169CsWTN06tQJf/zxBwDp3f5OnTrB09MTGzduFO938rh06RLc3d1pFOzDhw9DXV0drq6uqFGjBk6ePFnhe6xvaIr87xCF7P8xM2bMoLvEe/bsgaqqKo2km5eXh6dPn8q9w+qgWFZWhidPnoDjOERERCArKwuAdFHTunVr1KtXj4rZ8osTlgbFDx8+IC4uTuBS/erVK/Tr1w/u7u4wMzPD4sWLkZubiwcPHqBhw4b0PjHL8Bcfbm5usLW1xYIFCzB79mzBc+3atYOxsTH2799PbZyQkMBUG/s7jhw5gtDQUNSpU0fO7f/u3bvo27cvatasWeHmE+vcu3cP1apVw9SpUwXlx48fR4cOHeDr6wt/f38m3bDHjx+PlJQUwf/169dH/fr10apVK1y8eBEAkJSUhDp16sDFxQUBAQHw9PQUeDOxikQiwe+//w6O46Curo6kpCTB548ePULnzp2hoaGBRo0awdramunrJT/a/N66dSu8vb3Rvn17KmazsrLQtWtXmJmZydmVJcrb7O7duzSWxO+//w5dXV3ExcXh/fv3sLW1hZqaGo4cOVIZVRVhBFHI/h8hE6MTJkzApEmTcPXqVSgrK1MRK5FIEB8fj8WLFwuCPbFGRZNnQkICFBUVMWLECHpXpaSkBCEhITA0NMSlS5d+djWrLCtXrhTktrt16xaWLFkCXV1deHl5oUuXLggMDMTYsWOZX+QBwg0PNzc3cByH3r17yz3Xvn17NGrUCNu3bxe8w6INf7TYu3TpEnx8fGBra0s9TmTcunULM2fOZHZT7u/YtGkTFBUVMW7cONy6dQvPnz9H69atMWvWLDx8+BAcx/3wJONX5c6dO3Bzc4O7uzsePXqEGzduoH79+jh9+jRWrVqFLl26oFGjRvQqyYsXLxAVFYURI0Zg8uTJzN5br2gOjYmJAcdxiI6ORm5uruCzx48f4/jx49iyZYvo7v8vTp06hVOnTlFXWEAaHLG8mH337h1iY2PFcQ3S3MOy+BsfPnwAAHTo0IF6RZSVlaFDhw4wMjKCl5dXpdVT5NdHFLL/I3602Dt06BA4jgPHcYJgCvn5+QgMDKzQFYoV+CcOshx1MjsmJCSA4zg5Mevu7o7Q0NCfX9kqQvl2Nnr0aDRu3FjudCctLQ1xcXHw8PAAx3Hw9fX9mdWs0vAXbT4+PqhXrx7OnTsntzjx9vZGhw4dfnb1qhT89rZnzx4sX74cU6ZMQXp6OgDg6tWraNOmDZycnOROZmWIi76KSUhIgI6ODgwNDWFgYAAHBwcUFRXh5cuXMDU1xd27dyu7ij+dEydOICQkBB4eHpg0aRIWLFhAP0tJSUF4eDgaNmyI06dPA5BvW6y1tfKB/vj/jxo1CtWrV8fGjRsF6cPKw5rNhg0bhqVLl9L/IyMjoampCQMDA2hoaKB169bIzMwEIL1T7OPjg06dOskFj2TNbnzy8vJgZmaGnj170rKPHz/C1NQUq1atAiBd43bo0AHnz59n7rRf5OciCtn/AfxOmpSUhI0bN+LGjRvIz88HAMTGxqJmzZrYtWsXXr58iXv37iEoKAgODg5M7oQeP35cIGLnzZuHgIAAtG3bFvv27aN2k4nZyMhI6mb8/ft3pu7C8rl79y4N0hEdHY2zZ8/i/fv3mDp1KiwsLDBt2jS5d8rKyrBlyxYmA4j9Ffx+5+rqClNTU0F+UxmstrXyyALWhYeHw87ODhYWFti4cSMA4PTp02jbti1cXV1ppEqRf4/MzExcvXoVFy5coG1twoQJsLCwoHdCWYAvCo4fP462bdtCTU1NbkxLSUlB9+7dYWJiguPHj//salYp+GPT6tWr0bNnT4SHhyMmJoaWjxw5EjVq1EB8fPxfillWePPmDXr16gULCwvEx8cjLS0NVlZWuHnzJp48eYIbN27A2NgYTZs2xdevXwEAW7ZsgbW1NSZOnAiAzTm0ojvBmzZtgr+/v+AUu0+fPtDQ0MDs2bPRtGlTuLi40L4tzqUi/1eIQvZ/SFRUFLS1taGnp4cmTZpg3LhxyM3NxefPnzFmzBjUrFkT+vr6sLe3h6+vL5O5AZcsWQJTU1PqYr1q1Sqoq6tj5syZcHV1haurK2JjY+kJbUJCAqpXr47evXsLUvOwNCiWlZXh+fPn4DgO06dPx5AhQ6CkpETdnd68eYPJkyfDwsIC06dPp+8VFxcLvofFTZO/gm8PFxcXGgBKFLNCdu3aBQMDA9y5cwfAn14mBw4coM+cP38enp6e6NevXyXV8p/P/fv30bNnT2hqagoizf7qVNS/fv/9d/j4+MDAwEDuZDo1NRUtW7ZEx44df1YVqzRRUVGoV68epkyZgrlz50JRUVFgmzFjxqB27dpYsWKF3JzAIk+ePMGIESNgbW2Nbt26yV0tef/+PXR0dASpnI4fP87UOu1HrF69GleuXAEAfPnyBf7+/ujUqRP9/PHjx+jfv7+Y/1rkpyIK2f8PZBOwRCLBmzdvEBAQgDt37uDLly+YNm0a3N3dMWTIEHpH5c6dOzh37hxSU1Ppu6yJi48fP6JHjx7w8PDAypUrMXToUEF00zFjxsDNzQ2TJk2iYnbbtm3w9PRkXlAkJCSgRo0aqF27Ni5cuADgz91hmZi1tLSkgRdYh99efrSA4/c/d3d3qKqq0rQLIlIWLFiAbt26AQB27twJVVVV6j6Wl5dH3fBu3brFfB/9b/n+/TtSU1MxZswY3L9/v7Kr89Pgt5fFixdj/vz59CTs1KlTaNmyJdzc3OT65JMnT8S2BuD69eswMzOjcSOSkpKgpKRE+6eMvn37wtvbm8nTxIp49OgRIiMjoaenBz8/P1ouiyS+Zs0aWFpaCiKyA2wLsitXroDjOGhoaGDp0qV48OABMjIyoKqqimXLlgmelXmOAeytcUV+PqKQ/S/hT6LZ2dl4+fIlwsLCBHc9582bBzc3NwwePBg5OTl/+R0sIBvQPn/+jK5du8LT0xMmJiaCQDFFRUUYM2YM3N3dERsbKxeogjWb8VMTnTp1CoqKiuA4DjNmzKABFmRkZmZi6tSpUFdXrzAXJUvw28mSJUuwdOlSKrjKw59o+/fvz/RihY/MDpGRkRg0aBBSUlKgrKwsWCSvXr0as2fPFtiMtT76v4QfiZwlZK7ry5Yto6nXAOmd2eDgYLi5uVEPFD6stTX+5jkAJCYmwsbGBgBw4MABKCsrY82aNQCkm0z8aPXl32Wdx48fIyIiAoqKilixYoXgs61bt8LS0hIfP36spNpVPhX1rfDwcKipqWHgwIFo164dpk2bhhUrVqBZs2Zyd4gBsa2J/BxEIfv/SUxMDBo1agRLS0tYWFgI7n6WlZVh/vz5aNasGbp06UJ3mlmk/KD46dMn9O3bF0pKSoiNjRWIieLiYkRFRaFRo0ZYt25dhe+zAP83P3v2jP69a9cucByHmJgYuQ2SvLw8ppPbl2fcuHHQ1dXFunXr6D1rGfxJtvyuMYv2+1Efu3z5MlRVVcFxHHbs2EHLCwsL0bJlS4wYMeJnVVHkF2TDhg3Q1tYWuBAXFRVRUX/p0iW0atUKDRs2xPPnzyurmpUO/46rzM3/1q1baN26NeLi4gQiFpC6+3fv3h2PHj2iZSzOo3/Fs2fPMGzYMBgZGWHJkiX48uULXr9+jYCAAPj7+4tCDMC1a9docL+nT5+iR48eWLBgAX7//Xc0adIExsbG0NXVxdSpU8XTV5FKQRSy/yH8iSApKQlaWlrYvHkzhg4dCmNjY4SEhNBTWdnzsbGxGDhwILOTCP93b926laaVyM3NRc+ePeHm5oZVq1YJxENxcTFWrlzJpKAAhDabMmUKAgICcPDgQVq+adMmcByHKVOm0JPZLl260DyLAJtijM/69euho6MjcEssLi5m9q71X1E+YF1cXBzu3r1Lx7LJkydDX18fS5YswYcPH3Dr1i20bNkS9vb2YiAxkf+I8n1u0qRJ6N+/PwDpKdnq1avRpEkTtGjRAitXrgQgvZc9duxYZse0PXv2YPz48QCkHhLGxsbIzc3Fs2fPYG1tDY7jMGfOHPq8bJMpPDxc7Jd/w5MnTzB06FBwHAd9fX3069cPgYGBdCOF1TlCIpHg9u3bqFGjBrp27Yrt27cDkB7ejB49GoA0k8SYMWOgoaGBoKCgyqyuCMOIQva/ZOvWrYiLi0N8fDyAP6PDuru7o23btoLTV4lEQicTVgdFQHo6ZmBggFmzZtGTxM+fP6Nbt27w8PCQE7MyWF28AMD48eOhpaWF5ORkuRPFDRs2oHr16mjXrh1cXFzQuHFjZl0TAfl2Mn36dJoe4OnTp/Tek7+/P2bNmlUZVazyTJgwAXXr1kXDhg1Rr149xMbGIisrC1lZWYiNjYWKigq0tbVha2sLf39/MZiHyL9NeUH15MkTANIxrmbNmpg5cybs7OwQFhaG2NhYhIeHw97eXrAxDLDV1mQ2k21cenh4QF1dXeBmff78edSqVQvdu3fHmjVrkJCQAD8/P9jY2DC9yfSf/Obnz58jMjIS6urqWL9+PX1XPGEETp48iVGjRkFfXx+jRo3C77//Dn19faxfvx6AtD+mpKTQfsliWxOpXEQh+1/w4sULmJqaguM4LF++nJZ/+/YNW7ZsgYeHB9q1aye48A6w3cFXr14NLS0tpKSkUPdr2cD3+fNndO/eHc2aNcOCBQuYFvt8Lly4gMaNG9M7xIWFhcjIyMCuXbvo3Z09e/Zg8ODBGD58OJ10WZ98586di7NnzyIyMhL6+vqYOHEiHBwc0K5dO0RFRWHQoEFwcXFhKr3Jj5D1tbKyMrx58wb+/v64ceMGysrKMGvWLNjZ2WHUqFF0EyUjIwOnT5/G/fv3mQ1YJ/KfI2sjsjazbNky+Pj40M8HDRqEZs2a0SAygDS4jLOzM169evXzK1wFGDx4MA3qBwABAQFQUFDAgAED5DYsT5w4gZYtW0JPTw9eXl7o2rUr05tM/DXEy5cv8fXrVxrI6UfrsD/++ANLly4VBdm/4P/+z58/4+zZszA2NkbXrl3RrFkzNG7cGCkpKYJ3WGxrIpVPdSLytwAgHMfR/w0NDcny5ctJbGwsWbduHRk0aBCpUaMGUVRUJN26dSMKCgpk6tSpZM6cOWTu3Ln0Pf53sMbdu3dJz549iaOjIykrKyOE/GkPdXV1EhcXR8LDw8mzZ8+YthMfBQUFUlpaSlRVVcmjR4/Ipk2byP79+0lRUREhhJBHjx6Rzp07k3bt2hFFRUVCCCGlpaWkenW2urVEIiEKCgqEEEK2b99OJk2aRB4+fEiWLl1KcnNzyY0bN0jfvn2Jn58fsbKyIqdPnyYpKSmVXOvKh2+37OxsAoAYGhoSKysroqCgQCZOnEgUFRXJjh07CMdxZNiwYaRhw4bE0NBQ8B2stTeR/4wJEyYQFRUVMnbsWFKzZk1CCCElJSXE2tqaPrNmzRpSUFBAlJSUCCGEfPv2jUyfPp3o6emR+vXrV0q9K5MvX76Q/Px84u7uTss8PDxI06ZNyfTp04mWlhYZO3YsqVu3LikrKyOBgYHE09OTFBUVEUVFRaKmpkYIYXM+IITQcW3y5Mlk//79pKysjISEhJDBgwcTExMTuTUdIYRYW1vTNllWVkaqVav20+tdWVRkD/7/6urqpEWLFuT+/ftkxowZJCsri7x48YJcunSJODo60udYsplI1YG9Ee4/hL/YKywsJAUFBURbW5sEBweTOnXqkMGDB5MWLVqQc+fOkRo1apDq1auTLl26EC0tLRIQEFDJta8afP/+naSmphITExNCiHSwA0AUFBRISUkJSUtLI9bW1mTPnj1ESUmJcBxX4cD6K8NvZzLq1q1L6tevTzp06EAyMzNJp06dyOTJk4mXlxfx9PQkBw4cIH369KEilhDC9KLl0KFD5Nu3b2TdunXEzMyMEELIpk2b5BbIixcvJnp6ekRXV7fS6lwVkNlt4sSJJCEhgXz+/Jmoq6uTT58+UXuNGzeOcBxH9uzZQ758+UJmz54tsFv5Nisiwufbt2/k6dOn5N27d0RFRYUMGDCA1K5dm2RlZdG2IxMNSkpKpKCggGzbto0kJSWRd+/ekVu3bhGO4yocH39V3r17R/T09MjWrVsJx3EkPj6eGBoakqlTpxKO40j9+vXJgAEDCMdxZOzYsURDQ4MQQsidO3eIp6cn/R4ATM0HAAghfwqwffv2kXXr1pEVK1aQK1eukNu3b5Phw4eTJUuWEAsLi79cY7AkyPh2+PjxI9HU1KzQNmVlZURZWZnMnDmTpKWlkcTERDJ06NDKqLKIiAA2Zob/EpnYIoSQmTNnkg4dOhALCwsSGRlJkpKSiJeXF1m5ciUpLCwkPj4+5Nu3b4QQQhQVFUlwcDCpVq0aPX1khZSUFPLs2TNCCCERERFk//79RFFRkbRq1Yq8ePGCXL9+nRDy52Tz8uVLMmnSJHL37l2ioqJCFBQUiEQiYVbE3rhxgyQnJ5MbN24QU1NTsnHjRhIREUF27dpFFi9eTHr37k3U1dWJvr4+0dHRqeSaVx1evnxJOnbsSPr3708+fvxICCG07ykpKZH8/HyyfPlyEhYWRjIzM8n+/fvpApk1ZAs+Qgg5duwYiY+PJ9OnTyfdu3cn1apVI6NGjSLPnz+nz4wdO5a0atWKSCQSoq2tXRlVFvkHAoDUqFGDbN++nVhZWZFt27aRtWvXEgCksLCQzpd80SCRSEheXh7R1dUlKSkpRFFRkZSWljIjYseOHUsmTpxIXr58STiOI4WFhWTBggVk8uTJ5OjRo6SsrIz89ttvZOPGjWTOnDlkzpw55Nq1a6RNmzYkMjKSQHpdjBDCngcYx3H0Nx8/fpzcuHGDzJkzh3Tq1IksWbKEDB48mJSVlZHIyEjy+PFjZsd/Pvy1VlJSEgkPDydpaWn0MIGP7ABCUVGRWFlZkZiYGFK9enVSWlpaGVUXEfmTn+zK/I8kJiYG2tra2LlzJ06cOAFbW1s4OjoiMzMT379/x6lTp+Dg4ABTU1Nm74tJJBKkp6dDU1MTo0aNwm+//QZFRUWaJuDKlSswMzND7969cebMGQDS+3Zt2rRB8+bNmb1bwb/LM378eFhaWqJhw4bw9vaGh4eHIL1OSUkJMjMzERISAjc3N2ZtBlR8f+nkyZMwMzODr6+vXJCT79+/Y/z48ejdu7d4l/hf7NixA9HR0YiLi6Nl69evh7e3N7p06YIXL14InhcD1on8J/DbSWlpKYYPHw4nJyesXr0agwYNQmxsLFJTU3H79m3cu3cPDx48wIkTJ/D582fBeywxbdo0ODo6YtSoUTTVUFZWFpo1awZPT08cPnyY2mTLli3Q1tZGkyZN4OzszGygv65du+LIkSP0/+vXr8Pe3h5169bF5s2bBc/u27cPgYGBaNmyZYV5iVmC3z/PnDmD7t27Q0NDA127dkVaWhoA8Z6wyD8DUcj+DU+fPoW9vT1Onz4NALh48SJq1qyJTZs2CZ47evQoevXqxdzEW56DBw9CXV0dNWvWxOHDhwH8ORj+/vvv8PDwQKNGjWBkZARbW1s4ODgwGeY+NTVV0FZWrFgBbW1tXLlyBYA05Q7HcUhOTgYgDSQWFxeHoKAguLm5MR3Ig8+8efOwbds2+v+pU6egpaWFDh060DJ+8A5ZW2Tdbo8ePULTpk2hpKSExYsXCz6Tidlu3brh6dOngs/EhY3IvwO/nfTo0QOjRo1CcXExevfuDVdXV2hoaIDjODg5OUFbWxsaGhowNDSEv78/nQdYamv837p48WI4ODggMjKS9r/s7Gx4eHjIidn79+/j5s2bzAZee/HiBWbOnCkn4lesWAFzc3N4e3sjMzNT8FlCQgIcHBwwatSon1nVKsuoUaNgbW2NYcOGoXXr1tDV1UXHjh3x+PFjAGz1Q5F/JqKQ/RvS09NhY2OD0tJSJCQkQFlZGatXrwYAFBQUYPfu3cjKypLbfWYN2WB3/vx51K9fHzo6Ohg9erQgGTsg3Ri4cOEC5s2bh/3791NbsTQB29nZoW/fvigrK4NEIkFxcTH69OmDJUuWAJDmTFRWVqbh7QsKClBWVoaLFy9i9erVTNrsR/Ts2RPVq1dHQkICLTt58iQ0NTXRsWNHWsbvk+LELGX//v3w9PRE48aN6emPjPj4eFhZWWHy5MmVVDuRfyr8/nXv3j3Y2tri+PHjAKRj2cCBA+Hk5ITIyEh8+vQJhYWFePXqFXJzc5mOGMtfQyxatIiKWdnpmEzMNm/eHEeOHJFbZ7C47uCzatUqujYDgLi4OHh4eKB379548+aN4NmzZ88ytXH+I86ePQtdXV26gQ4Aa9asgaenJzp06IBnz54BYLM/ivxzEIUsD1ln5Xfax48fw9DQENOmTYOGhgZN0A5IXVhCQ0MFgwBrVDTAyUS/gYEBhg0bRnf2fgRLE/C6detgaWmJ4uJiQXlYWBji4+Nx5MgRwWZJaWkp1qxZg507dwqeZ8lmMn608Bg2bBhq166NvXv30rJTp05BV1dXkOJDBJg9ezYmTpxI/z906BB8fX3h5eUlJ2b5Jz8iIv8pGzZsQKdOnTBo0CAAoKdmhYWF6NOnD9zc3LBixQoUFhYK3mO5zf07YrZZs2YwNzdnet1Rng8fPqB79+5o3LgxtmzZQsuXLVsGT0/PCsUswJYXWEWcPHkSWlpaePjwoaB8yZIlqFWrFjp16kTzPYuIVFVEIfsvZLlNAeDTp08A/hRp48ePB8dxGDduHH2msLAQISEhaN26NbODIf93v3//Xm7A27ZtGwwMDDBy5Eg6UAYEBAjus7DGihUroKWlBQAYMmQIXeQNGzYMtra2UFdXx6pVq+jz79+/R1BQED2tFUGFC5IhQ4agdu3a2LdvH+23R44cQcuWLZntn+X59u0bZs2aBY7jMHv2bFqemJgIf39/eHl5yd2LBdgWFiL/HTk5Oejbty+0tLQQGhpKy2XzbEFBAfr3749GjRphz549lVXNKsnfidl3795h4MCBTPfLijbQ7969i4iICFhYWAjuxi5fvhxeXl4IDQ3Fhw8ffmY1qxR8m8n+vnz5Mho1akSvMPFd1C0sLODs7Iw+ffrg/fv3P7/CIiL/JswL2d27dws6+KxZs+Dh4YGgoCAsW7YMJSUl+Pz5M8LDw1GtWjVMnDgRo0ePhp+fH5o0acLk/U5A+HunTJkCZ2dnKCsro1OnTkhISKA23bZtGxo2bAgfHx84OzvD2NiY2aAUgHSTxNHREYaGhlBTU6N3oD58+ABzc3OYmJjg+fPnyMvLw9u3b9GyZUu4u7uLbsT/Yt++fahWrVqFpxH9+vVD3bp1kZSUJNcfWeufACq8a5iXl4elS5eC4zjMnDmTlicmJiIwMBCWlpZ4+/btT6+ryD+bioTFvXv3MHToUNSoUQNr1qyh5bLxPz8/H7Nnz2ZWkP2Vu2Z5MSsLAFX+qg6LtuPbpri4WGDHO3fuYMiQITA3NxfEMZk9ezYGDx7M5DwACG1WVFQkOLjx9/eHmZmZIPhVRkYGOnfujClTpqBRo0Y4e/bsz6yuiMh/BNNCdvPmzWjYsCGmTp0KQHovrG7duli0aBFat24NNzc3DBkyBN++fUNJSQnmzJmD5s2bo127dhg3bpwY/RTA5MmToauri927d+PBgwdwcHCAq6sr1q1bJzgZmzJlimizf9GzZ09wHAdzc3NB+cOHD2FgYAArKysYGRmhadOmgmiULC5aylNcXIzWrVtDX1+fillZO7t27RoUFBTAcRyNjC0iFRR88vLysHjxYrmT2R07diAyMlJsZyL/EfxF8ocPH5CdnU3/f/HiBYYMGQIzMzPEx8fTcv5CGmB7bOPbiw/frosXL4aBgQGWLl0KgN07i3ybrFy5Eu3bt0f79u0xbdo0Wi4Ts5aWloKTWTHqOjBnzhy0aNECbdq0oZ5fpaWlcHZ2RsOGDTFnzhxs3boVfn5+CAkJAQAYGxsLvBFFRKoaTAvZDx8+YNy4cXBzc0NsbCwmTJiApKQkANKJdsGCBXB2dsagQYPonca8vDzBd7A8AV+6dAm2trZUNFy8eBG1atWCvb09bG1tER8fX+HkwaqIlUgkyM7OxqhRo7Bz507Y2NjA1tZW0Iby8vKwa9cuxMXFCQJ6sGizHy04ysrKEBISAh0dHcHJbEpKCiZNmoRFixYxaa+KOHPmDDiOE4gIAMjNzaWRsfn3/mWwPK6J/PvwBZUsdYyJiQlcXFxopP/09HQMHToUFhYWctH+WaS8GHNwcEBqaurfPrtr1y6xX/6L8ePHQ1dXF1OnTsXEiRPRuHFjhIeH08/v3LmDiIgIaGho4OjRo7SctQ0AfvuZP38+NDU1MX78eHTp0gWqqqqCeAm9e/eGu7s7TE1NERwcTO+uN23alAaeFBGpijArZGWnXDk5ORg3bhw8PDxQv359XLx4kT5TUFCAhQsXwtXVFQMHDkRRUZHgO1gbFMv/3oyMDKxduxalpaU4deoUNDU1sWnTJhQVFaFBgwZwcnKSS+0h8qdIuHr1KqysrOTE7I+eZwn+BLx7925MmzYNixYtwokTJ2h5SEgIbXMXLlxAmzZt0KdPH/q5KGalImLMmDHQ0NCQExHXrl1D7dq1KxS6IiL/CdOmTYOmpibi4+Oxe/duhIaGQk9Pj7a5R48eYfjw4dDQ0GA6RgJ/XDt9+jRWrFgBjuMQGhoq5zlR0TsAm/MBn127dsHc3BzXrl0DII2+XqdOHairq6Nly5b0uZs3b2LBggXM2ovfbm7duoW4uDg6f3758gVxcXGoVq0aoqOj6XOfPn3Cx48f6f+xsbHQ09Oj0YtFRKoiTApZ/h3Nhw8f4tu3bxg/fjzq1q1Lg+/IKCwsxOLFi9GwYUPMmzfvZ1e1SnLgwAE6iXz69Anfvn1Du3btMGnSJDpptGrVCoaGhoiMjGRO8APSEPY/Wpjwo2Nfv34dTZo0ga2treh2XQFjx46FlpYWWrVqBVNTU5ibmwvy//Xp0weampowNjYW5NdlkR95Pbx58wbjxo2DioqKQMympaVh4MCBSEpKEtucyH9NTk4OHB0dsWHDBkH5wIEDoaOjQ+913rlzB4sWLWJWWPCRnSjOnz8fQ4cOhY6ODjw9PQX3FEWklF8/bN68GTExMQCkkdU1NDSwbNkybN26FYqKioKTWRkstbmBAwcKxvPz58+D4zhoamoKDmry8/MRFxcHRUVFTJo0SfAdT58+RZcuXVCvXr0feguIiFQVmBOy+/btw4gRIwAAI0eOhJWVFb5//47Pnz8jKioKTk5OmDJliuCdgoIC0a0H0gnl9evXMDMzE9xJKSkpgYeHB2JjYwFIF9Q9e/bE8ePHmUxuf/XqVVSvXh1DhgyRC85RHolEghs3bsDW1ha6urrMtzE+x44dg56eHi5dugQAyMrKwrJly9CwYUPBLvK9e/fw4MEDQcRF1uD3r6VLl6J///7o1asXTamTnZ2NcePGoVatWpgxYwZOnTqF1q1bo3PnzvRdFu0m8p9T/oTw7du3MDIyQmJiIgAIPJecnJzw22+/yX0Hy+PcnTt3oK2tLfAuSU9Ph6GhIZo3b467d+9WYu2qFrJIzYD0Dn9WVhYA4NWrV/j06ROcnZ0xZ84cAMDLly9hbGwMjuPoGo81njx5gpCQEMGGbnp6OqZOnYo6depgwYIFgufz8/OxevVqcBwncB8uLCxEUlISDUYpIlKVYU7IJiQkgOM4uLu7Q1VVVTBpfPz4EWPGjIGrq6ucmJXB2gRc0T3FDRs2oEaNGrh16xYA6X27tm3bws/PD2PGjIGvry9sbW3puywGV9i/fz+MjIwwePDgf0vMXrp0CT169GCuffEp317i4uIEkcEB6enPtGnT4OHhgdevX8t9B4v24/evGTNmQEVFBf3794exsTGMjY1x6NAhSCQSfP78GYsWLULt2rVhZWUFDw8PaluWNppE/jfwhZirqytat25N/5cFc+rSpYuclxPrpKamQk9PDw8ePADwp4fYgwcPoKysjLCwMPFkFtKrD46Ojti+fTtGjx6NatWqCdKDpaSkwMjIiNrxxYsXCA8Px6lTp5icB8oTHx9P+2FmZiYmTZqEWrVqCdL7AcDXr1+RmJgobmSK/GNhTsgCQIsWLcBxHHr16gVAuoiTLeQ+fvyIsWPHwsPDQ+DCyDrbt2/HoUOH6GDXo0cPBAQEIDMzE4B057RDhw4ICAhA+/btmU1LxBcECQkJMDQ0/LfELB8WJ2H+KY5sYXLw4EGYmJjgzp07gmevXbuGatWq4fLlyz+1jlWdV69eoVevXoIAWCEhIWjYsKHAfTgzMxNpaWlMn2CL/P/x/PlzcByHFStWAACSk5NhZmaGgQMHCp5r2rQpoqKiKqOKVYKKNoiys7OhqqoqOB0rKyvD58+f4eDggFq1aiEgIID5TaanT5/it99+g76+PtTV1Wmeetl49fr1axgbG2PQoEG4e/cugoKC0KZNG2ovFudRGe/evUPdunUFWQ8yMzMRExMDFRUVrF69usL3xLlA5J8Ik0J29uzZmDdvHmrUqIFRo0bRji7rxB8/fsTgwYPRr18/ZicRPn/88Qc4jkODBg3QtWtXfPnyBadOnUJwcDA2b95M7VZUVITS0lLmXRX/F2KWJfbs2YMZM2YAACIjI2FiYoLCwkL88ccfaNSoEUaOHImMjAz6/LNnz2Bra4sbN25UVpWrHOvWrYOqqiocHBzw8OFDwWchISFo3LgxDhw4gIKCAsFnrG00ifx3lBcF+fn5iI6ORvv27fHixQsUFBRgzZo1aNiwIezs7NCjRw94eHjA0tKS2XmA37fevXuHb9++0bXG7NmzYWhoKHDnLCoqwuDBg3H58mWoqqpSl1kWkc2hixYtQo0aNWBra4utW7fSz8vKylBcXIyVK1fCyMgIxsbGAg8T1sa18utUiUSCW7duwdzcHO7u7tQuGRkZiI2Nhbq6upybsYjIPxWmhGz5zr5v3z4oKipi1KhRgsn2xo0bKCsrEwTlYYnyk8D79+/x22+/oXPnzmjXrh3Mzc2xa9cueHt7w9vbm7qv8Bc7rNuMz969eysUs6zZ6EcsXboUHMfBy8sLGhoaAre6vXv3UlfZHTt24MaNGwgMDISrqytzi5W/QiKRwNPTExzH4cCBA3K2adu2LZSUlHD+/PlKqqHIr0BSUhJdFN+4cQOWlpZYtmwZAGnqsDt37qB///4YMGAAoqKi6LzK8unY1KlT4erqCmtrayxfvhzv37/H58+fMXr0aGhoaGDQoEGYP38+WrRoAXt7e5SVlSEoKAj9+/ev7Kr/dMpfL7ly5QpOnz6NAQMGwN3dHWvXrhU8X1xcjPfv3yM1NZVZDxP+WJ+bmytIEZmamorGjRsLxGxmZiYiIyPh7+8vrkFEfgmYErIVkZCQgJo1a2Lo0KFITU1FSEgIvLy8mBWxfJKTk+nfx48fR6NGjZCeno4tW7ZgwIABCA0NBcdxiIiIqMRaVj78iWT79u2YMWMGpkyZgvv379MF3J49e2BoaPhvBYBikRYtWkBBQQHDhw+X63NJSUnw9fWFpqYmrK2t0aJFC2Z33oEf/2aJRAJHR0eYmZnh6tWrcnaMiopiWlCI/P+xf/9+cBwHHx8fHDx4EMXFxdi2bRsUFRXpdYCKYK3N8ftnfHw8tLS0sHHjRnTr1g0ODg4YOHAg3r17h6KiImzZsgU2Njbw8vJCu3bt6Ljm7+9PI/Oysgbh2+3x48d4//499SD5448/0KdPH3h4eAiiYy9duhQfPnyo8DtYY+rUqWjRogXMzMywadMmfPnyBcCfYpZ/Yp2dnS2ucUV+GX5ZIfufDGhHjhxB7dq10aRJEzg6OjKdwkPGnTt3YGJigiZNmuD69esAgDlz5sDFxQW5ubl4+vQpNmzYAI7jEBAQIA6GkAoFbW1tdO3aFZaWlvD29saGDRvoDvHevXthbGyMrl274uXLl5Vc26qBbJE7fPhwREVFgeM4zJw5k07Csn786dMnvHz5Eg8fPmR25x0QjmvHjx/HunXrcPToUXqPWCKRwNbWFhYWFrh27VqF/ZI1YSHy31F+Ds3IyICRkRG0tLQwePBgdO7cGSdPnkRERATatWuHz58/AxAXxjKuXr2KESNGYN++fbRsxYoVcHNzQ//+/ekcUFxcLHhv3Lhx0NPTYzZi7MSJE2FoaAgzMzP4+fnh7du3AID79++jb9++cHZ2RmRkJFq3bg19fX1mxzN+/1y+fDl0dHQwb9489O/fH4qKioiOjsa7d+8ASMWsmZkZGjduLJg3xb4q8ivwSwpZfgffsWMHrl+//sNFr6wjZ2RkUJdigM1FMp+ioiK8ePEC7du3h4mJCYYNG4bk5GRMmDABy5cvp5NHWloa/ZvlQVF2V0cWyXnfvn3gOA6urq5Ys2YNtdHmzZsRFhbG9M4xn/JtZtmyZVTM5ubm0nKZXWWwbr+xY8eiXr16sLGxgZGREaytrREfHw9AalN7e3s0adIE58+fZ7pfivz/8/LlS9oXk5KSEBYWhpUrV2LRokVQUVGBm5sbzM3NceDAgcqtaCUSERGBc+fO0f9Pnz6Nxo0bQ0dHh6YlkrFy5Up4eHhgwIABgvvst2/fxpgxY1C/fn2mcnfyx/Lk5GTUq1cPhw4dwsqVK+Hr6ws9PT0aVPLRo0eYNGkSWrRoITjBZnk+ePDgAaKjo3HkyBFatn79eqioqGDChAl4//49AGmQxM6dOzMr/EV+XX45IctftI0fPx56enpYtWqVYFH8V+8AbA+KgLw91qxZgy5dukBbWxu2trYIDQ2VsydrgyP/9xYWFmLGjBlYsmQJAKkLnrq6OubNm4fAwEA0atQI69atk9scYbGd/cidqfzusoKCAqZMmYKUlBSEhobC3d29wvdYZPfu3dDW1salS5dQWlqKlJQUjBw5EgYGBti+fTsAqZ0MDAwQHh5eybUV+SeTkJAAHR0dTJgwAY8fP0ZBQQEGDBiAuLg4AMC5c+cQHBwMjuOYTbNz+/ZtuTgbADBlyhTo6uqiZ8+eVEzIWLVqFUxMTAQBnYqKinDq1Cm8evXqp9S7qrFp0yasWrVKEFH3wYMH8Pb2Rr169fDmzRsA0kBjJSUlTAaVHDNmDFJSUgBI58zz58+D4zioqqpi//79gmc3bNgAVVVVREdHU9vJYG29JvJr88sJWRlz5syBtrY2bt26JboK/wXlxRR/gOP//fr1a6xZswaqqqrgOA5z5879aXWsymzatAmPHz/Go0ePkJWVhadPn8LCwoKK2mvXrkFFRQWWlpbUxUwUY5Bb2AFCvfOJLgAAhbdJREFUu8TFxaFu3bqwsrKCk5OT2Id5xMbGIjg4WFD2/Plz9OvXDyEhIfj48SMtFxcsIv+/zJkzB+3bt4exsTFOnDiBtWvXwtTUFGlpaQCk3kwHDx5kuq3JxqetW7di586dtDw2Nhb29vaIiYlBVlaW4J39+/eL3kz/4uXLl7C0tATHcVi4cKHgswcPHqBFixYwMDAQRK8H2LJbeno62rVrJyfcFy5cCI7jMGHCBHolR8bGjRvBcdwP0+2IiPwK/DJCli/ISkpK0K5dOyxevBiANL9icnIyQkNDMXXqVFy7dq2yqlll2bhxI75+/SpXXn6iuHPnDiZPnszULigffjtbuHAhqlWrhsePHwvuwdrZ2dEd0KNHj6JTp06YPHkykyewFbF37154eXnJTbqAsL3dvXsXV69epYs9VttceRYuXAgbGxu5hfH27duhoqIid6LDssAQ+e/ht5u0tDTExsaiTp06mDRpEoyMjCr0zGGpj44ePRpt27al/6enp8PX1xfNmjUTuFlHR0fDwcEBMTExyM7OlvsesX9K283JkyfRtGlTmJmZIT8/X/D5w4cP0aRJE7Rp06aSali5yO6fy9YQu3btwokTJ+jnM2fOBMdxWLZsmdw67vDhw0z1SxH2qE5+ERQUFAghhCQkJBBfX1/y9OlTUqtWLbJ3716yY8cOkpeXR2rWrEkSEhLIp0+fiLOzM1FQUCAcx1VyzSuf169fk9mzZ5OioiISERFBAFC78O0DgNjZ2RE7OztCCCGlpaWkevVfpgn9W8jaWWpqKqlZsybZt28fMTc3JxKJhBBCSFFREfn27RtJTU0lioqKZM2aNcTW1pZMmzaNEEJIWVkZqVatWqXVvyqQl5dHXr58SQoKCoiamhqRSCTUrhzH0fZna2tL3ykrK2OurfHtwsfMzIzk5uaSxMREEh4eTtTU1AghhJiampJGjRqR79+/C55nvb2J/D0VjUvVqlWjfdHExIRMnz6deHl5kY0bN5JatWqRI0eOkPPnz5PQ0FD6Dit9tLi4mOjo6JCzZ8+S/v37kw0bNpAGDRqQyZMnk5UrV5KlS5cSiURC2rdvT2bPnk04jiPHjx8nubm5ZPr06URdXZ1+F8v9c86cOYTjODJhwgTi4+NDFBUVyciRI4m3tzc5d+4cUVZWJoQQYmlpSY4ePUoMDQ0rucY/n3HjxpFv376R2NhYoqWlRT58+EBGjRpFbG1tSc2aNYm3tzeZNGkSKSsrI6NGjSKEENKvXz9qu5CQEEIIm+s1EUaoXB39/w//lEu2K/Xp0yecPXsWxsbG0NPTQ2xsLC5cuABAujvK30UVkbpFderUSbTLv8nVq1fBcRxq1KiBPXv2CD57+/YtPD09YWxsDAMDA9jb21O3M5bcoGTw+yf/97u4uKB79+6VUaV/BHxbbdu2DatWrcKmTZto2ejRo6GpqYk5c+bgypUrePHiBQIDA+Ht7S2e/Iv8R/BPCbdu3YonT55U+JysTb558waJiYkIDw9n+jTx69eviIuLg52dHXr37k3Lz58/j3bt2sHb21twbzEiIgJ9+/Zlch74ETNmzADHcVi+fDkA6en0mTNn4OTkBGdnZ7mTWdkzLBEREQEnJydMnjyZeuHcv38ftra2aNWqFc6cOUOfnTZtGhQVFTFr1iwUFhZWVpVFRH4q/3ghK+Pu3btYsGABjh07RstycnJotDtAOgAGBQVh6NChlVHFSkcikfzQxeSPP/6AhoaG4H6PiJTywqCoqAjLli2DkpISxo8fT8tltn337h2OHDmCffv2iW6xPyA+Ph7Nmzen9+zExV3FTJw4EWpqanBwcEDdunUFm00TJ06Eo6MjatasCRsbG7i6uopRPEX+bR4+fIgnT55AUVER6enpGDt2LAwMDPD69ev/6HtYExbAn+PV169fsWLFih+KWR8fH4GbMcu5O380Ji1evBgcx2Hp0qUApO3p7NmzcHV1hZGREYqKin5mNasM/DYiG+tjYmJoSp0HDx7AyspKTsyOGTMGzZo1Y7KNibDJLyFkf//9d3AcB01NTXryyhcOeXl5SE5ORkhICKytrelnLHV0WZh/2W9OTk6m+dkAqY169uyJwYMHAxAXwhWxbt063L59G4BUzMqCLMgmYKBiwcriQo//mzds2ABLS0vs2LGD3h3OyMiAvr4+ZsyYUVlVrJLw+93Xr18RFhaG27dvIycnB6dOnUK9evUQGBhIn3n27BmuXLmCK1euiKnDRP5tnJ2d4e3tjbdv36Jz585QUVGBmpoa0tPTK7tqVZqK5sXc3FysXLkSNjY2cmK2Y8eOaNKkiSA1D0vrjoqQ5cfli3rZXLps2TIA0vnj+PHj6NevH5Pzpwx+e4uOjv6hmG3dujXOnj1Ln2V5w0SEPf6RQrb8ZPL06VOMGTMGNWvWxJo1awBIO7CsE9+5cwdt27ZFmzZt6IkFS4u9tWvXguM4XLp0CQDw+PFjcByH5s2bo0ePHvTU+vfff0fNmjXx4MGDyqxuleTbt29o0KABzM3Ncf/+fQDSoGLz588XTMAiQpYsWYIrV66gY8eO8PT0hKGhIVauXImMjAzs3bsX9vb2P3RlZA3+uPby5UukpKSgS5cudMOprKwMFy5cgJ6enlzU4oq+Q0SkIpYtW4bGjRvT/8eNGweO46CsrIzHjx8DENtRRfBtcunSJRw9ehQXLlxAWVkZvn//jlWrVsmdzP7++++Ijo5mWozxOXnyJDiOo7l1ZWu0srIyTJs2DQoKCjQfNt/eLNuvvJiVBQ7ji1kbGxu4ubnR/MP89a+IyK/OP1LIyti+fTu9Q5Geno6hQ4dCUVGRpjnh8+LFCyZPLObOnYukpCT06NEDOjo6uHjxIgDpQnn9+vVo3rw5DA0N0adPHxw/fhwdO3bE0KFDUVJSUsk1r1wqmgS+fv0KZ2dnNGnSBH/88QcAqcCdP38+vZfCOvxJNz4+HhzHUaH67NkzzJ8/Hw4ODnBwcICLiwtMTExw+PBhuXdZZvz48TAyMkKTJk2go6ODe/fu0c8kEgkuXLgAQ0NDuLm5VWItRf6pbN++HZaWlnj69Cnmzp2LIUOG4Pz58+jWrRtUVVVx69YtAGzNk/8JEyZMgLGxMZydnaGrq4sOHTogJSUFhYWFWLFiBRwcHNCvXz+591gWYzI+ffqE4cOHo1atWtTlWjbX3rhxA7Vq1QLHcXKxJ1iH3xdjY2PlxOydO3fQvXt3cQ4VYZJ/rJDNysqCsrIyvLy8UFBQAEAqzoYNGwZVVVVBzk6+KGGpo3t5ecHHxwcA8OTJE/To0QOamprUzUlmi82bN2P48OGoXr06lJSUYGZmRsO9s76rJ2tb/DtRDg4OcmI2NjYWnp6ezNtLxtGjR7F69Wrs2rVL7rO0tDQkJyejefPmqF69Ouzt7amdWYQ/Ju3duxcmJibYsmUL1q5dC2NjY7Ro0UKQakcikeDUqVNo06YNU+OZyP+G69evIzg4GE2aNAHHcdTdPzMzE506dYKqqiru3LlDn1+4cCGeP39eWdWtUsTFxaFevXq4evUqAGlwnVq1auHUqVMAgPz8fKxatQp6enqYOXMmAHbn0B+NTUVFRRg+fDiqVasmuD+clpaGyMhI7Nu3T9xE+Rf89eulS5fomiM6OpoGgOLHgQHYWuOKiAD/ICFb0WRw584dNGrUCD4+PnQhnJ6ejhEjRkBDQwNbt2792dWsMty9exdWVla4efMmAKn7iWzXTlNTk57M8rl16xZiY2Ohr6+PqKion13lKgF/Eli1ahXs7e3x/v17AH+2wby8PNjY2MDFxYWeln3//l28l/Iv7t69CyUlJSgoKGDLli0AhPaR8f37d+zbtw/u7u40Jx7Lttu3bx9mzZpFI3gC0msARkZG8PPzkxOzMsSFi8h/SnBwMGrWrAl/f3/Bib/szmydOnWwcuVKtGjRAvb29syfJsr622+//YaYmBgA0v6qpqaGVatWAZBuen779g1fv35FQkIC0zbjj0mbNm3CxIkTERkZiRMnTqC4uBgAMGzYMFSvXh0LFixAcnIyQkND0b59e/oea2KWP6bzXa4BIDExEdWqVcPRo0fpMzExMTA0NMS6devk3hcRYYl/jJAtD//+q7GxsZyY7dmzJwICAiqzipXK/fv3oaSkhLi4OPTr1w92dnYoKCjAo0eP0K1bN2hpadE7s2VlZXTALCwsxLx58xAYGCiXWJsl3r9/j0ePHsHAwAABAQFUzMrstGfPHnAch4YNGwpOK8TJRJq8fePGjTA0NETHjh1pOX9hJ/u7pKQEzs7OGD169E+vZ1VBIpGgqKgIqqqq4DgOI0eOFHz++PFjGBsbIyAgQBCgTUTkP6W0tBSlpaXo2rUrFi1aBF9fX7Rv3x5Xrlyhz3z69AkjRoyAg4MDwsLCmI2EzR/LZR5KwcHBSEhIwI0bN6CsrIzVq1cDkIquJUuWCE4YAdGdeOzYsahbty66desGc3Nz2NjYoF+/fnStNmfOHKioqMDCwgIeHh7Mpqr7q7516tQpcBxH47/w29TatWuZb2MiIv8oIbto0SK0adNGrvz27dvQ19dH69atqfh69+4dcxNvebZs2YLq1atDRUUFly9fpuUPHz6UE7OlpaXUXleuXIG2tjZT7mTJyck0YNOIESMwYMAAANJAYsbGxvD19aViFgAOHjyIUaNGiVEVf9DHPn36hPj4eKipqWHgwIG0nG8r2bu9evVC3759Kzy1ZQHZb/78+TNsbGxgYWGB1NRUgS2ePHmCGjVqYMSIEZVVTZF/KH81D+7btw9eXl7o0KEDdZeV8f79e9oGWT4dmz59OpYsWQIAmDp1KlRVVVGjRg3s2LGDPvPlyxf4+vpizpw5P7uqVZbTp0+jfv36uHbtGi1bvnw5PD09MXz4cCpa09PTkZ6ezmQMk/IsWbIEnTp1Qnh4OBWuFy5cEOQjBuQ3SFheg4iI/KOEbFJSEpSUlNCrVy9aJhv85s2bB47j4ObmJsg7xpqY5f9eWbRiBQUFrFmzRpBc/OHDh+jevTt0dXUFOcgA6WSjo6NDAwn86nz8+BGRkZFo2LAhAgMDoaSkJHC3e/LkCRo0aABvb29cvHgRL1++RNu2bQXBnVicSPhtLSkpCXFxcVi1ahU+ffoEQCrM4uPjoauri0GDBlX43oULF1CvXj3cvXv351W8kqlIrMsWb58+fYKxsTE8PDwEbRAAXr9+zWQ7E/nv4fe148ePY9euXUhKShLcSU9ISICXlxc6duwoEB0VfcevzoIFC2jUfllfa968ORUSz549Q/v27WFsbIz09HR8//4db968QXBwMFxdXZkWYeXZtWsXjIyMkJ2dTcsKCwsxY8YM2NnZCTaGZbDU1gDh750yZQpUVVXRr18/hIeHQ0FBAb169ZK7AysiIiKkygrZiga00tJSJCcnQ1VVFd27dxd8tmnTJvTt2xddunQRF3sA5s+fjy1btiAjIwNxcXFQUFDA0qVLUVhYSJ959OgRWrZsiVatWgGQ2ry4uBiTJk0SBPv4VYmOjqbRmTMyMuDg4ACO4xAdHU2fkbWlzMxMWFtbQ0tLCwYGBnBwcKA7yizCF2Pjx49HgwYN4OLigmbNmsHExASvXr0CIBWzmzZtgr6+Pjp37lzhd7GyYdKhQwd6b/+vxOzHjx9hbGyMpk2b0uAefMTxTeTfgd/GJkyYgHr16sHV1RW1atVCr169BCewCQkJ8PHxgY+PD7Pp186ePQsrKyt07tyZ5jotLCxEo0aNBCdix48fR1BQEGrVqoUmTZrAwcEBbm5udD5gsX9WdGc/OTkZpqamNCWMrPzdu3eoVq0aDh48+PMrWoXgt5PU1FRERkbi/PnztOzq1atQVVUVeDSJiIjIUyWFLF/EXrt2DYcOHcKjR4/w8eNHANKIqKqqqujWrRsyMzORnZ2NDh06UPcfgL3JhG+zhIQEKCkpISUlhS6OZQnHlyxZIhCzL1++pO+WDzDwK3P37l3Uq1cPTZs2RUlJCb5//47evXujR48esLS0FATckYnd79+/4+TJkzh27BhtX6zvwC9btgz6+vo0qNiGDRvAcRwMDQ3x6NEjAFK3u5UrVyIkJETQtlhoZzIKCwsxYMAAVK9eHQkJCQD+Xsw2atQIJiYmTLn4i/zvWbBgAQwMDHD9+nUAUo8bjuPQoUMHwd3Ybdu2ISIigql+WZ4tW7bAx8cHHTt2pGnDLC0taVRiWZ/98uULdu7ciXXr1uHgwYNMzwc/ai85OTkwMjJCWFgYPnz4QMvT09NhY2NDrzWxhiyatYzDhw9DT08P+vr61DNJ1o5OnjyJmjVr4vfff//p9RQR+adQJYWsjKioKBgYGMDQ0BCampoICQmhO1anT5+Gnp4etLW1YWxsDFtbWyYnkfLs3r0bS5cupaKeL+gXLlyIatWqYdmyZXLpTlhbvMhEqb29PZo1a0bbzosXLzBq1CiYm5sLxGxZWRkyMjIE38HaZgkgbCf5+fno168fTbFz+PBhqKioYPbs2fD29oaRkRGePXsGQJq2iKWNkorIy8vDuHHjoKCgIEgPVh5ZW/zw4QPat2/PZDsT+e/h96/s7Gz069ePRg9PSEj4f+3dd1yO+/8H8NdV3UWRSgMVSmQkO3sVssqWbMneK2UdMzOjEiFlZcfhZCXZex7HKpSVUUakfd/v3x/97uvct/geHEe43s/H4/f46lrnc1+/zzXe1+fzeX/IwMCAJk6cSCYmJtSqVauPBhRSu0ZV503fuHGj2NX6r7/+og4dOohdrpUZd4koTzJEqV+nS5cupb59+5K3tzedP3+eiHI/GBsYGJCzszOtWbOGoqKiyNnZmWrUqCHJ83XgwAFycnKinJwc8d5/5MgR6t69O2lpadGWLVuIKPf6UygU9OzZMypbtixt2LAhP4vN2A/thw1kV69eTcbGxhQTE0Nv3ryhXbt2UadOnahu3briV+RXr15RaGgobdmyRXz5k+LNUenNmzdkYmJCgiDQqFGjxOWqL8uLFy+W/ITjype0nJwcioqKIjs7O6pbt674MnP79m0aN24cVaxYkfz8/IgoN1vluHHj8q3MPwLVehQaGkopKSl0/PhxevDgAV27do2srKxo+fLlRJR7/QqCQFpaWpSQkPDRY0jR27dvafz48Z8dzCpJ+b7Gvs6hQ4coLS2NoqKi6NWrV3T58mUqXbo0LV26lIiIVq5cSQUKFKAWLVpIYijJ51i0aBHduXOHQkNDydHRkZo2bUqCIFD58uWpQoUKVKlSJbKzsyMrKysaPnw4EfE9jSi3ldHU1JQ6depEderUoVKlSlFUVBQR5T5PGzVqROXKlaOKFSuSs7OzZLthp6eni+8fql2rz507Rx07dqSSJUvS3r17xeWpqalkbW1NISEh372sjP0sfphAVrW1RqFQkKenJ/Xr109tm+PHj5OTkxONHDnyk2NopeRjD9D79+9TjRo1qGLFimJr2Ifbbt68mVuv/192djYdOnSI7O3tqU6dOmrB7KRJk8jAwIBsbGyoYsWKPCb2//n5+ZGpqSlduXJFXLZmzRpq3rw5paSkEBHRrl27aMCAATRlyhTJXZeqPtYK/fr1688KZhn7Eqp1bPLkyaShoUGPHz8Wkx8uWLBA7RoNDAwkFxcXcnd3l1wLrJLq7960aRMJgiAG9WFhYdS4cWOqXLkyzZw5kw4fPkx79uyhLVu2UFhYmKSfoR/WlwkTJogt+9evX6c+ffqQoaGhOD94amoqPXv2jOLj4yWbCVv1OXj9+nXS1NSk7t27i8tOnz5N7u7uZGBgQNOnTxdn6bC1tZXcuWLsS2jgB0BEEAQBAJCeng5BEKCtrY1nz54hKytL3K5hw4Zo2rQptm3bhrS0tDzH0dTU/G5lzm8KhUI8Zy9evEBycjJev34NKysrbN++HRkZGejbty+ePn0KABAEAUQEAOjWrRu0tLSQk5OTb+XPb3PnzsWyZcugpaWFpk2bYtGiRUhLS0Pjxo2RlZUFW1tbjBgxAocOHcKUKVPw559/QiaTSfacKevaxYsXcf36dYSEhKBq1ari+ufPn+PMmTPQ1NTEu3fvEBYWhiJFimDWrFnQ1NSEXC7Pp5LnH9VrNDs7W7xnGRgYYMqUKRgzZgzc3NywY8cOteuTsa+hoZH7OL979y5kMhkOHToEc3Nz6OjoAMh9TqSlpeHVq1fIzs7GoUOH0KVLF4SHh0NDQwMKhSI/i58vlOds9+7dePv2LdatW4cqVaoAAPr06YO+ffvCzMwMN27cgLW1NVxcXODm5oY+ffpAS0tLsvc15Xk7efIkTp8+jbNnz4rr7ezsMGnSJLi6uqJ79+6Ijo6Gnp4ezMzMULp0aQiCAIVCAS0trfz6Cd+dQqEQ30/j4+NhZ2eHtWvX4sSJE+jTpw8AoG7duhg1ahScnJywYMEC7N+/H127dsWff/4p2brG2GfJ50CaIiMj6fbt20SUOyZWOX9nYGAgGRkZ0ZEjR9RaK3bv3k0ODg5i4icpUj0fM2bMoKZNm1LJkiWpS5cuYlbU+/fvk42NDTVs2JASExPzq6g/rEmTJpEgCLRq1SoiUm+ZVe1mrErKLYtEuXNO2tvbk7W1tZiJUnlOHjx4QNWrV6cCBQpQ+fLlqWLFipL+iqzaYrFkyRJq2bIlNWzYkMaOHSsuf/v2LY0bN04tARRj/8auXbtIEASytLQUr1GlEydOUKFChahy5cpUpkwZsrOzE69RKfcIuHHjBhkZGZEgCBQcHExE6mNhw8LCqGnTpuTo6EgPHz7Mr2L+cLy8vEhXV5fKly9PBQoUoI0bN6qtj42NJQ8PDxIEgS5dupRPpcx/qs+CuXPnUqlSpej27dv0/v172rBhAxUvXlxtSsnTp09Tnz59qGrVqrR//34iIkn3BmPsn+RrIJuenk41a9akkiVLUu/evUlfX19t7sROnTqRqakp7d69m+7evUsvX74kJycnat26taQfvEpTp06lokWL0p49eyg6OppatmxJenp6FB8fT0S5wWzZsmWpfPnylJycnL+FzUcf6zYnl8tp7ty54hy7RH8ngKpWrRrZ2NhIOhD7mMePH1OnTp2oQIECNG3aNLV1CoWCHj9+TCtWrKDVq1fzmPX/5+3tTSVKlKCZM2dSaGgoyWQy8vDwEK9HZQIoQRAoJiYmfwvLfjof3ttu3LhBffv2JW1tbYqMjCSi3PuacrvTp0/TwoULadGiRXyN/r+3b9/Spk2bqEyZMtSiRQtxuerHzKCgIMlndFZ957p48SLZ2dnR6dOn6dChQzRgwACSyWR04MABtX1u3LhBs2fPluyzVPXaGjFiBAmCQDo6OuK9PjU1VQxm+/TpI2578uRJ6tGjB1WpUoV27979nUvN2M8l31tkiYiKFi1KBQsWpF27dhGR+tiJ7t27k4WFBZmYmJC9vT1VrVpV/Dol5WD28ePHVL9+fTEt+4EDB0hfX19sYVSeo9jYWOrSpYvkX1aISJzGRHXc4pw5c0hDQ0P8Ep+dnU179+6l3r17S/qcffjCprwmnz9/Tl27dqVatWr9YwIKKZ8/otxkHra2tnTq1CkiIjp48CAVKFCAChQoQG3atBF7laSkpFBAQIBkX/bY11G9RiMjI8VMsbdv36bOnTtToUKFxLliVYNZVVK7Rj88B8q/09PTacuWLWRsbExubm7ietVgVupZ15Xmz59PY8aMUetd8vLlSxoyZAhpa2vnCWaVpHx/GzduHBUpUoRiY2OpWbNmas9OZTBraWlJLi4u4vILFy6Qq6sr1a1bl1JTUyX9vsvY/5KvgWxOTg4lJSVRyZIlyc7Ojmxtbemvv/4iIvUg9fjx47Rjxw6KiIiQ7HxtHz4879+/T+bm5vTw4UPau3cvFSpUiFasWEFEuQ/loKAgscu2ktReWlTt27ePBEGgffv2EdHf9SsnJ4d8fHxIS0uLNm3aJC5TkuI5U61rISEhNGbMGOrWrZv4ZVg5b3PDhg1p7dq1H91PipR1SqFQkFwup+3bt4sZYvft20eGhoa0evVqOn36NOno6FC/fv3oxYsXaseQ2n2NfR3V56OXlxeVLl2a1qxZQ69evSIiolu3bpGbmxuZmpqKwawU72WqVO9PK1asoKFDh1Lr1q1p69at9Pz5cyLKnb7OwsKC3N3dxW1Vu3VyMPF3y6KTk5PanPSvXr2ioUOHUsGCBbkVUcXEiRPVkojVrFmT5syZQ0R/X5OpqakUHBxMbdu2VXsGXLp0iZ48efL9C83YTyRfA1nVL5w5OTlUr149Klu2LN24cUNtO6nP16baLXjt2rX09OlTSk5OJicnJ/Lx8SEDAwMxiCXKzYjXoUMHio6Ozo/i/hA+DKrS0tKof//+pKurK447UW5z5swZkslkJAiC2CuA5WaitLCwoIEDB9L48eNJEATy9fUlIqKnT59Sp06dqEmTJhQQEJDPJc1/qvUtKSmJiIjev39PCQkJ9Pr1a6pdu7b48vL48WOytrYmQRDUWjUY+1JLly4lU1NTOnXqlNq4TqLcbp3u7u5UrFgxcf51lntfK1q0KPXr14/atWtHhoaGNHDgQLp16xYREW3dupVKly6t1s2YqZs1axZpamqKOTmUXr16Re7u7tS4ceP8KdgPKCoqiq5fvy7+3aFDB5o8ebL4t0KhUFtPxB80GfsSP0TXYmVA+/r1a6pfvz6VL1+erly5QqmpqdS1a1dx/k4pfg2NiYkhExMTevToEY0ePZrMzMzowYMHRETi2LqRI0eK2797945at25NLVq0kGwLmervXr9+PYWGhpJcLqe3b9+K3Z+UwSxRble80aNHU3h4OD9A/t/BgwfJ0tJS7K546tQpEgRBLaHHkydPqHHjxjR06FBJXptKqvVtzpw55OzsLL4UExHFxcVR2bJlxS7GSUlJNHDgQLp69arkPsqxb0OhUFBOTg65urrmGa+uWqfu3r1LzZs3pzZt2nzvIv6QTp06RZaWlnTu3Dlx2ebNm6lKlSo0cuRIys7Opnfv3lFoaCh16NBBss/Qz+Hl5UXa2toUHh6utvzt27d83j5CeV0OGzaMunTpQkS5z47WrVvz9cnYv/Dd8p+TyhQ7qv8G/p7aw8DAAJGRkXB1dUWjRo1gZWWFzMxMbNy4UW07KalTpw6qVauG6tWrIyMjA6dPn0bJkiUBAAsWLEBSUhJCQ0ORlpYGTU1N3LlzB8nJybh8+bI4pYIyVb5UKH/vhAkTsGXLFkyYMAFPnz6Fubk5fH19AQDt2rXDokWLUL58eQQGBkJbWxtLliwBAOTk5EhqagAAkMvlatNXJScno2rVqqhVqxa2bduG/v37IygoCD169MCbN2/w/Plz2NraYseOHTAyMhKnj5HiNaqsb97e3li3bh3mzZundi4NDAzw4sULhIWFITU1FX5+fsjIyIC9vT0EQchz7hn7HFlZWYiNjUWTJk0A/H0Na2pqIjMzE3fu3IG9vT1CQkJgbm6ev4X9QSinTzMwMBDvV926dUN2djYGDhwIT09PVK5cGe7u7ujbty8ASPIZ+jn38vnz54OI0K9fP2hoaMDNzQ0AULhwYQDSPG//i/Ier6uri+fPnwMAXF1dERsbi5s3b+Zn0Rj7uX3vyHnt2rU0b948IvrfLawrVqygVatWiS1kUmwpU54fb29vEgSBihcvTnFxcWrriHInuu/Zsyd16dKFfvvtN0mfM6XQ0FAqVqwYnT17Ns+61NRUmjFjBunq6pKtrS3Vrl1b0gnEVLskKruxr1+/nhwcHGjTpk2kr69PQUFB4jabNm2iDh06qI3vlOIXeNWWr3PnzpG1tTUdPnz4o9vs2bOHjIyMqEKFClS/fn1J1zf27bRv355q1KghXn/K/7158yaNGTOG7t+/L24rtWv0Y9dWdHQ0FS5cWJwOJj09nYhyz02pUqXUxvxLlWo9ef/+/T9urxwDGhUV9V8W66enrI/h4eHUsGFDatq0KdnY2IjPAim/rzH2b3zXQDYrK4vatWtHLVu2/OQ2H+tqJ7Xudzdv3hT/vXXrVjp06BBduHCBWrduTZaWlnTlyhUi+t/nRWrnTEn5sBg6dCj169dPbdmH5+TOnTt09+5d8cEtxQfJoUOHaPbs2URENHjwYGrUqBFlZmbSnTt3qEmTJiSTyWju3Lni9u/fvydXV1fq27evZIOwfv365XnB27lzJ1lZWYnJdojUkz8R5XYpjouLk3R9Y9+Gsg4dOXKEKlWqRB07dqScnBySy+X07t07atWqFTk5OUkueFVS/d2qCYmIiFxcXMjS0lJM8ERE9OzZM7K1tZV8kqIP5zwdNmwYPXr06B/3W758Od/PPtOBAwdIEASys7PjIJaxb+C79ftQKBSQyWSYPXs2zp49i+3bt390u491sZNSt7tLly6he/fu8Pf3x9ixY9GtWzeUK1cONWvWxNatW1G+fHm4urri+vXr4nmZO3cuXrx4oXYcKZ0zVcruUC9fvkR6erraMk1NTWRlZeHAgQPIyclBuXLlUKZMGbELttS6EysUCkRERGDnzp1o0qQJtm3bhpUrV0JbWxvlypVDu3btUK5cOdy+fRunTp3CH3/8gU6dOiEhIQGrV68WuxNLyZUrV5CRkQGZTKa2XE9PDzk5OYiPjxeXEREUCgXCwsJw9epVGBsbw8bGRrL1jX25T11fyi6b9erVg4+PD+7du4dSpUqhcePGaNSoERITE7F//36xrkmN8vz4+fmhffv26Nu3L8LDwwEAAQEBKFWqFCpVqoTVq1cjJCQE/fr1Q8GCBdG2bdv8LHa+U543Ly8v+Pv7o3Llyp/1LjF06FBoaWmJXbfZpzVo0AArVqzAlStXIJPJJDmUibFv6ntHzm/fvqUePXrQ0KFDiUh63Z3+ydOnT2nUqFFUrFgx0tfXF6cjUn65S01NpRYtWlCxYsVoxYoV1LRpU6pcubJkW2A/ZcqUKWRsbEzx8fFqy589e0bdunWjI0eO5E/BfgCjR4+mCxcuiH/XrVuXBEGgUaNG5dl20aJF1Lx5c9LS0qI6depQu3btxLooxTonl8vFFtZVq1ZRSkoKERH9+eefZGlpScOHD1drwcjOziZHR0fy9vbOl/Kyn5fqs/Ht27d51qv2NHn48CH5+vrSjBkz1OYkllpLj2ovET8/PzIwMKCJEydS3bp1ycHBgWbOnElEudl1BwwYQLa2tlSjRg1q3769pO9rqnbs2EFmZmZ0+fJlcVlqaio9fvw4zwwS7N+R2vXJ2H9BIPr2TSqqg/yXLl2KlJQU9O3bF6VKlQIAbNiwAYMGDcKFCxdQqVKlb/2f/ykpFAoIggBBEBAcHIzx48ejdOnS8PT0xKhRowD8nYRIoVCgR48euH//PoyNjbF7927IZDJOroC/k1RkZ2ejUaNGSElJQXh4OExNTQEA/fv3x9u3b3H8+HFJtlqfPn0amzZtwrJly6ClpYWsrCwMHz4cqampuH//PlxdXTFixAgxYQeQm0QmNjYWJUqUgL6+PgRBkORXZNXffPfuXbRr1w6ampo4deoUChcujE2bNmHw4MHo2LEjGjRoADMzMyxbtgwvX77ExYsXJXe+2NdTvZfPnz8fr1+/hqenJ2xsbD77GFJOInbmzBns2rULzZo1Q4sWLZCUlIQlS5Zg//79aNeuHaZPnw4ASExMhL6+PvT09CR7X/tQUFAQIiMjERkZib/++guRkZFYs2YNNDU10bp1a0ybNg0GBgb5XUzGGAMA/CeBrNKpU6dw+vRpzJ8/H3Z2drCwsMDChQthaGiIYcOGQVNTEwEBAdDR0fmvivDTefv2LTIzMxEfH48tW7bg1KlT6NSpE7y8vPJs++LFC5iYmEjyAUyfkVXxwYMH8PT0xJUrV6CjowMTExPIZDKcPn1a0oF/dnY2ZDIZNm3ahLJly8LBwQFAbvewCxcuoGPHjhg+fLgYzD59+hTFixcX95fqeVNatmwZSpYsCT09Pfz222/IyMjAsWPHoK+vj4iICISEhOD8+fMoXbo0ihcvjp07d0Imk0k6sGBfx8vLCxs2bMCcOXPQpk0bmJmZievof8wEIGWRkZGYOHEi0tPTsWfPHvFj+fPnz7Fs2TIcPHgQrVu3xqxZs9T2k+J97WP1ZuPGjejduzc8PT0RFRWFOnXqoEGDBnj58iXWrFmDmJgYlClTJp9KzBhj6r5p5LNt2zY8ffoUo0aNwtixY3Hv3j38/vvv6NOnD/bt24dVq1ahcePGcHBwwKtXryCXy5GRkQEdHR1+EAPiVDFRUVFwcHBAsWLFkJWVhZ07d0JDQwPjx48HAMyYMQO9e/eGlZUVgNyHkZSCWODvca9JSUkwMTH56DalSpVCVFQUIiMjkZqaigIFCqBt27bQ1NSUXOA/evRovH37FmvXroVMJkNsbCyWL1+OggULYtKkSXByckJgYCBGjBiB33//HZmZmfDw8EC/fv2gr6+PXbt2iceS2sue6gtuSEgIJk2ahIsXL8LGxgY6OjoYP348GjdujGPHjqFjx45wcnJCVlYWFAoFTE1NJfmhif17W7Zswbp16xAVFQV7e3sAQGpqKt68eQNTU1Noa2uLdVPKz84PA1ArKyvUrFkTu3btwu+//y4GsmZmZhg9ejQ0NTURFhaGUqVKwdPTU9xPyve1R48eITs7G5aWlujZs6eYS2LKlClo1qwZSpUqhcePH2P37t1ITU3N55IzxpiKb9VHOScnh+bNm0eCIFDz5s1JT0+Prl69mme7sLAwGj9+PMlkMhIEgaZMmfKtivDTO3z4MDVv3pzs7e3pxo0bRET08OFDGj58ONWsWZN69uxJbdq0ITMzM8mO41EdNxYYGEjVqlVTG8vzqW1VSe3cvXv3jqZMmUJ2dnY0btw4cfnevXvJxcWFmjdvLk4bo1AoaOzYsWRvb08WFhZUq1YtyszMzK+i/1CioqJoyZIltGbNGnGZXC6nmJgYqlmzJlWvXv2jYxk5DwD7HKr1RKFQ0IoVK8jFxYWIiG7dukWLFi0ia2trqlGjBg0ZMkScOkbKVM9ZRESEmBMhISGBPDw8qFatWmpThxERJSYmUnBwsOSeA6pUxxJPnz6dqlSpQlZWVmRjY0Nr166l7OxstSmd0tLSqGXLltS0aVO+nzHGfij/OpD19PSkZ8+eiX/XqFGDBEEgHx8fIvo7OcqHD42rV6/SgAEDyNnZmV6/fv1vi/HT+dTUJcePH6dWrVpRpUqVxGD28ePHNG/ePHJxcaGuXbuKSSmk9kBR/b3R0dEUEBBAgiCQi4sL/fnnn/lYsh9fcnIyLViwgCpVqqSW1OmPP/6g1q1b5wlmz507RwcPHhSvW6knpUhISCBBEEgQBPL19VVbJ5fL6ejRo1SnTh2ysLD4rLkXGfuUyZMn09atW2nRokWko6NDgwcPpjJlypCbmxstWLCAZsyYQeXLlxfnFJcq1Weoj48PmZub05IlS8Tr7+7du+Th4UG1a9emFStWfPQYUg5miYhmz55NpqamtHfvXsrMzKRGjRpRqVKl6NatW0SUO8/ukiVLqGnTplStWjXJvnswxn5c/yqQff78ObVr105ssZHL5TR69GgaPnw4CYJAy5YtE7f92I3vypUrpKOjQ4cOHfo3xfiphYeH05MnT9SWHTt2jFq1akV2dnZ0584dIiLKyMgghUIhPrylHFhMnDiRzMzMaMGCBTR06FAyNTWl+vXr0/Xr1/O7aD+05ORkmjdv3ieD2RYtWlB0dHSe/aT+sqd0/PhxKl68ODk7O1NSUpLaOrlcTgcPHiRPT08+X+yLqD4b9+3bR7q6uuJc4XPmzKEePXrQmjVrxNbGW7duUZUqVdTmG5eymTNnkrGxMZ0/f17Mqqt8TiYkJFD//v2pXr16tHDhwvws5g/nzZs31KRJE9q4cSMR5dY9fX19MeiXy+WUnp5O69evp1GjRkk2EzZj7Mf2zboWr1mzhh4+fCj+rexmrBrMEpE47YfyQVO/fn21rnpScuvWLbK3t6emTZvS06dP1dbt37+fSpQoQbVq1RJbZpU+1ZorBVevXiUTExM6ePCguCw+Pp4sLCyoYcOGdO3atXws3Y/vU8FsZGQktW3blqpXr/7JrtpSoRpYfPgBLjo6mgoVKkR9+vTJ0/Kqel1yMMu+1Nq1a2nlypW0ePFiteXKD8UKhYLS09OpdevW1KxZM24VI6KXL19Ss2bNxGDs8ePHdOzYMerduzetWbOGXr9+TQ8ePKCOHTvSwIEDJf3s/NDTp0/JxsaGkpKSxPuaMoh9//49+fv75/nIzvc1xtiP5qsDWdUHwtu3b8nY2JiqVasmzqGYnp5O8+fPJ01NTVq4cCE9f/6cXF1dqXv37uJ+ISEhJAiCZLpIfewhunnzZmrSpAk1a9ZMLZjNysqi+vXrk6mpqdo5k7rLly9T8eLFxeBe2dXpxo0bVKhQIWrfvj23zP6DTwWzO3bsoPHjx0v6BVn1t/v7+1P//v2pefPmtGbNGoqNjSWi3LHsenp61K9fP+5GzL6JpKQksrGxIUEQaOzYsUSkHjSkpaWRr68vNW/enKpWrcpdPP/fq1evqESJEjR58mQ6duwYubm5kYODA9WuXZuMjIzIz8+PiHJzTSjPlRSDWdV6ojqUq0WLFuTk5ESFChWikJAQcfmDBw+ofv36tG3btu9ZTMYY+2JfFciq3hRfvnxJRLkPCjs7O6pVq5ZaMLts2TISBIEqVqxIdnZ24gNYuY9yLMavTrU7TlpamtrDZNeuXdSgQQNq3rw5vXr1iohyu/306tWLIiMjJfuy8rEXjhcvXpC+vr5aNzG5XE6vX7+matWqUYECBah58+ZiPZPiS8vn/GZlMGtnZ0djxozJs16qdU7Jy8uLjIyMaPz48dSqVSuqVq0aNW/eXGzxj46OpiJFilC7du046Q77Yh9eowqFgq5du0ZNmjShMmXKiB81P0xuN3ToUO7i+YE1a9aQoaEh6evrk5eXF0VFRRERUa9evahXr15q20rxvqb6mxcvXkyTJk0Sc0qEhYVRmTJlqGXLluI2qamp1Lp1a2ratCm3wDLGfnhfHMiq3hQXLVpEQ4YMEbMTP3r0iMqXL68WzBIR/fnnn/THH3+oJY6Ryg1StQssUe54nvr165ONjQ0NGzZMHAu1Z88eatCgAVlZWYnbNG7cWC1zoJSo/t6nT59SVlaWGJz6+vqShYUFrV69WtwmPT2dBg8eTKdOnSJ9fX2aO3fudy/zj0D1BfnD7uofUiaAMjExoaVLl/7XRftpXLhwgWxsbOjEiRPisl27dpGLiwu1a9dOPK8HDhzgLp7si334ITgxMVF8Ht6+fZvs7OzI3t6eUlJSiOjj3Tml8vz8XA8ePBB7TBDlnmMnJyeaPHlyPpbqxzJhwgQyNjam8PBw8f3s1atX5OPjQzY2NlS7dm1yd3enunXrkr29vfi85brGGPuRfXXXYi8vLzIxMaHNmzeLSSiIcoPZChUqUO3atdWCWSUp3RQjIiJIEARx3Mm8efPIyMiIfH19acGCBVSmTBlydHSkyMhIIsp9gfbw8KD69euTu7s7dx+j3KkBHBwcyM7Ojvz9/enZs2f0+vVrGjt2LBkaGtKgQYNowYIF1KRJE6patSrJ5XJydnYmT0/P/C76d6daTzZu3EidOnUSP5R8yosXL2jjxo2Sui4/9OH1FRMTQ4aGhnnGW2/atImsra0/miFbytco+3wfTnvi5OREBgYG1LdvX1q1ahUREd28eZOqVKlCVapU+Z/BLMvr3bt3dOLECWrbti1VrlyZW63/38aNG8nc3FztnpaamkovXrwgotx7Xq9evWjYsGE0b948bvVnjP00viqQPXz4MFlZWdHJkyfVlisf0o8ePaKKFSuSlZUVPX/+/N+X8if1/v17mjdvHmlqatKKFStowYIFtHv3bnH9/fv3qXnz5uTk5ESJiYnicuXLC5H0HiSqAcHatWvJ2NiYQkJCqHv37lStWjUaOHAgPX36lNLT02ndunVUuXJlatSoEXXo0EEM/Js1aybOTyyVrsWq5+3MmTPk7u5OxsbG1KtXr0+OGf7w3EjxZTk1NVX8986dOyk7O5uuXr1KNjY2tHfvXiJSP09mZmbk7+//3cvJfi3Tpk2jokWL0p49e+j48ePk5ORE5ubmdPfuXSLKHfNftWpVKlasGI/D/kwKhYJiYmKobdu25OzszC2KKubPn0/NmjUjIqLY2FhatmwZ2drakrW1tThV4of4vDHGfgZfFciuXbuWKlWqpDbO88NpYRISEsjd3V3yN0Nlkg5NTU3S1tam8PBwIvr7IZGQkECFCxem5cuX59lXKkHYx5w5c4ZGjhxJ27dvF5cFBARQ7dq1ydPTkxISEogod1oiVRMmTKDixYurdTOTkjFjxlC5cuVo+PDh1KlTJ9LT06NevXr9Y8usFEVGRlLNmjUpJyeHRo8eTZaWluKHN2dnZ7K1taW//vpL3P7FixdUpUoV2rFjR34Vmf0CEhISqE6dOuKwk+joaNLV1RWT7Sg/Sl27do169+4t+Wfol8jIyKDLly+L51BqH4KJ1D9qKj+KL1++nCpXrkzdu3enSpUqkbu7O02dOpWWLFlCJiYmdP36dUm/bzDGfl5fFMgqb3TLly+n8uXLi4Gscn5ThUJB27dvp4sXL6rtJ/UHcWpqKvn7+5NMJiMvLy8iyn3YKB84zZs3p3HjxuVnEfPVsGHD6OjRo+Lf0dHRVKZMGTI1NaWIiAi1bQMDA6lu3bo0YMAAtXkUr1y5QuPGjSNLS0vJTh9z9OhRMjExobNnz4rLQkNDyc7Ojnr06KEWlLHccXWlSpUia2tr0tfXV+synJWVRQ4ODmRtbU3Tp0+n4OBgatGiBdnb20v+fsa+zIf15fHjx2Rra0vPnj2jXbt2qU17kp6eTqGhoXky+XOd+3JS7O7/YWInX19fSkxMpJSUFJoxYwZ16tSJVq9eLbb8nz59mhwcHOjBgwf5VWTGGPtXNPAFBEEAADRt2hRxcXFYunSpuFwQBKSlpWHDhg04e/as2n6amppf8p/55ejp6aFfv36YPXs2Fi5ciKVLl0JDQwMaGhrIysrCkydPULhw4fwuZr64evUqtLW1Ub9+fXGZo6MjevbsCUEQsGvXLjx//lxcN2zYMPTq1QsxMTH4/fffxeXly5dHq1atcPLkSVSrVu27/oYfhSAI0NTUhK6urrisb9++GDVqFDZv3owFCxbg2rVr+VjCH0vJkiXh6OiI+Ph42NjYoHTp0gAAIoJMJsO5c+fg5OSE6OhoBAcHw8DAABcvXoSmpibkcnn+Fp79FF69eiU+/zZt2oS7d+9CQ0MDMpkMfn5+8PDwwPz58zF48GAAwO3bt7Fr1y48evRI7ThSf4Z+DQ2NL3q9+SUof7OXlxfmzp0LCwsLKBQK6OvrY+rUqdiyZQs8PT1hbW2N9+/fY+7cuTA0NISFhUU+l5wxxr7S10bAwcHBJJPJaOTIkXTo0CE6evSo2GIhxe48nyMtLY3mzp1LGhoa1K5dOxoxYgS5urpShQoVJH3OlGOZ1q9fL3a9JiKaOnUqVa1alaZMmZJnrPXOnTvFVgopdon62G8+fvw4GRsbi9NPKM9rdnY2lS1bluzs7Gj48OH07Nmz71rWH8mHrTRnz56lyMhIsrW1pfr169OTJ0+IiNSmCSPKzfD84fAJxv6XEydOUMGCBenJkyc0btw4srCwoIcPHxJRbuZ1QRBoxIgR4vapqanUpk0bcnZ2lmRrIvs2QkNDqXjx4mo9TN6/fy/e27Kzs2nVqlXk7OzMcxIzxn56Wl8bAA8YMABmZmYYOXIkdu7cCQMDA5ibm+PixYvQ0tKCXC6X1FdkIhJbrAF89PcXLFgQo0aNgra2NqZNmwZbW1v4+fmhQYMG0NLSQk5ODrS0vvr/JT+VcePG4d69e9i9ezdkMhkSEhIQFhaGrKwsFCxYEO3bt8fMmTORk5ODyMhIAMDIkSNhYmICAOjYsSOAj5/nX51CoRC/vKempkJPTw+CIKBhw4ZwdHRE7969ERMTA1tbWwBAcnIy6tati3LlymHRokVo3749zMzM8vMn5AvV8xYYGIh3796hd+/eqF27NsqXLw9nZ2d07doVO3fuFM/P6tWr0a9fPxQtWhRA7nUulWuU/Ttly5ZF69atUbFiRQC5vU8sLS0BAGPGjMGTJ08QGBiI7Oxs5OTk4N69e0hKSsLly5ehoaGhVl8Z+1yJiYmoXbs2KleujLt37+LQoUPw9/eHoaEhnJycMHv2bDx//hwVK1bEH3/8Ibl3D8bYr0UgIvo3B0hOTkZKSgoUCgXKlCkDDQ0Nyd0UVYPYzZs3o1mzZjAxMflkkPXu3TssWbIEhw4dwsmTJwFIKyDLyMjAsmXLsHXrVlSvXh1r1qwBABw7dgyBgYFISkrCyJEjxWB18uTJOHToEOrWrYuZM2fCwMAgH0v/45g3bx7++OMPmJqaolGjRhg9ejQyMjLg6uqKixcvYvLkydDX18e2bdsAAFFRUahYsSKcnZ2xZMmSfC7996V6jXp5eSEsLAyLFy9GkyZNxG518fHxaN68OQwNDTFlyhQEBQUhOTkZFy5c4ICCfZUZM2ZgxowZ0NfXx+XLl2Ftba0WoK5cuRLR0dHQ1NSEra0tpk6dyoEF+yrKejVjxgxs3boVTZo0wenTp2Frawtra2vIZDJs3boVJ0+ehL6+PnR0dABI692DMfbr+deB7Iek9hVZ9fdevXoVPXr0QJkyZbB+/XoYGBh88iGRmZkJbW1tCIKQpzVXClJTU7F+/XqsWrUKVatWRVhYGADg+PHjWLp0KV69eqUWzA4fPhxpaWkICQmR3LlSUq1r/v7+mDFjBkaOHIlr167h9u3baNasGfz9/QHktl6fPn0a6enpKF26NHbu3IkCBQqgdu3a6Nu3L4YMGZKfPyXfrF27FlOnTkVkZCSqVq0KAMjJycGLFy9QokQJPHv2DC1btoQgCChSpAiioqIgk8kkd19jX+fDe/m9e/fw9OlT+Pv74/Dhwzh69Cjs7e2RnZ0NmUz20WNwYME+x6fuSRkZGZgwYQLi4+PRpk0bODo6wtbWFkePHoWXlxciIiLEj3dSfPdgjP1avnkgKyWqD4GFCxfi6tWruHDhAuLj49GqVSuEhYXByMjof76YSPFBovzNqampCAsLw5o1az4azL558wYjR45E+/bt1faT4jlTrUPHjx/HmTNnYG9vj1atWuH169fYtGkTFi9ejNatWyMwMBAA8Pz5c+jp6aFQoUIAgKlTpyI0NBTHjh1DmTJl8u23fC+NGzeGt7c3WrVqJS7z9vbG3bt3sWPHDsTFxSEmJgZBQUGQy+UYNGgQhg8fDgC4f/8+rKysIAgCt46xz6IaWCQmJiInJwclS5YEADx79gyDBg3CiRMncPLkSbG78eLFi9G+fXtYW1vnW7nZz0e1roWFheHSpUvQ0NBA06ZN0b59eygUCmRkZIiJ/9LT09G1a1coFArs3buXP8oxxn4ZfDf7F5TB1IIFCzBz5kz06tULW7duxdSpU5GYmIhevXqJWSs/leVUSgGZQqEA8PdvLlSoEHr37o0BAwbg8uXL6Nu3LwCI3WSLFi2KKVOm4NixY+J+Ugtie/fujXfv3qkFsd27d8fixYthaGgIADA0NESPHj0wduxYHDhwQAzGzMzMUKhQIdy5cweenp5YvXo19u7dK4kgFgA6dOgAR0dHtWV6enpISEjAkCFD4O7ujsOHD8PR0RGtW7fG3Llzcf/+fQCAtbU1BEGAQqHgIJZ9FmVwMGnSJLRo0QLVqlXDsGHDkJCQgGLFimH16tVo1KgR6tSpg1WrVqFp06bYuHEjSpUqlc8lZz8bZV2bOHEipk6dipcvXyItLQ1du3ZFWFgYNDQ0oKuri7dv3yIoKAidOnXCw4cPsXv3bnH8NWOM/RK+c3KpX4pCoaDU1FRq2bIlTZ8+XVyek5NDoaGhVK5cOWrfvr04366UswKq/vaTJ09SZGQkHT9+nORyOWVnZ1NQUBBVqVKF+vTpI2536NAh8vHxkewcileuXKGePXuqZdCNjY0lHx8fMjAwIG9vb7XtX79+TcuXLyc9PT3y8/MTl798+ZIiIyPFuQOlZs6cORQSEkJERPfu3aPRo0dTw4YNKSAgQJyLODIykho2bEgvX77Mz6Kyn5DqvS00NJRKlixJYWFhFBwcTIaGhtSuXTu6fv06ERG9ffuWBg4cSFWrViVXV1fOGMs+24fZ0kNDQ6lUqVJ07tw5IiLavn07CYJAgiCQv7+/uI+XlxcNHjxY3J+zrjPGfiUcyH4DLVu2JHd39zzLe/fuTYIgULt27cQXZClOFaPK29ubSpUqRTVr1iQzMzPq1KkTXbp0idLS0iggIICqVatGHh4eefaTYjArl8vFF9zg4GBKTk4mIqIHDx7Q5MmTycbGhubMmaO2z8uXL9WmJmJEw4YNI0EQaOPGjUSUW5fS0tLE9RkZGdS2bVtycXGR/PXJvt7Ro0dpzpw5tH79enHZtWvXqESJEuTq6ioGs0RET5484emc2GcbO3YshYWFUWZmJhHlTqcza9YsWr58ORER7d27l4oUKULLli2jadOmkSAI4sc7uVwu1jV+LjDGfjUcyH6Bj301z8nJoSlTppCDgwOdPn1a7UGxdOlScnV1pRYtWpCXl5fkHyLLly+nYsWK0ZkzZ4iIaMaMGVSgQAE6fPgwEeXOoxgUFETFixen2bNnE5E0A/+OHTuqtag+ePCAbG1tqUKFCvTq1SsiIrp//z5NnjyZbG1tydfX96PHkWJ9+1TL1sSJE0kmk4nBLFFu61h4eDg5OzuTvb09t46xryKXy+n+/ftia5jy2lXeu/78808yNzenDh060IULF/Lsy9j/IpfLqU6dOlStWjXatm0bZWRkEBFRfHw83b17lxISEqhChQq0ZMkSIsqdT1xTU5MEQVCbl12Kz1LG2K+Px8h+JtXkCkeOHMGRI0dw9epVaGpqYsyYMUhLS4O3tzdiYmLw/v17pKWl4dixY3B0dETFihWxf/9+vH//Pp9/Rf6g/88ndvnyZXh6eqJOnTrYsWMHFi9ejMWLF8PJyQlpaWnQ1tZGr169EBAQAG9vbwDSGkMMAFlZWbCxsYGXl5c4LZG5uTmCg4NhZGSExo0b49WrV7CyskL//v3RpUsXbNq0CZMmTcpzLClmPlVeozdu3MCVK1fEujdv3jyMGjUK/fr1w+bNmwHkJkC5cOECrKyscOnSJchkMuTk5HAiFPaPSCVHYk5ODqysrHDixAno6uriyJEjePjwoTimv3Llyjh48CB+//137NixQ+04XNfY/6J87zhx4gQsLCzg6+uL3bt3IyMjA6VLl0aZMmUQFxcHHR0ddO/eHQBQuHBh9O/fH9u3b0eXLl3EY0ntWcoYk4j8jaN/PhMmTKAiRYqQlZUVFSxYkFatWkVERElJSeTg4ED29vZkZWVF9vb2VLZsWSLK7fZTtmxZev78eX4W/btS/fqrHCPcsmVL2rFjB50/f54KFSpEK1asIKLcrnVLliyhXbt2qR1Dii2KRERpaWk0Z84cEgRBPEc5OTl07NgxqlOnDlWuXFnsqn7//n0aOXIkubu7S/aL+5w5c8RWfSKicePGkZWVFeno6JCLiwsdOHBAXDd+/HjS0dGhTZs2ERHRu3fvuNsd+2pr1qyhhQsX0ps3b4iIKCYmhmQyGfXr148eP35MRH/fC+/du8d1jH0RhUIhttpnZ2dTq1atqGrVqrR161axm3FUVBQJgkARERH06NEjatOmDXXr1k08BnddZ4z9yjiQ/QeqwcGtW7eoYsWKdOHCBbp69Sr5+vqShoYGLVq0iIhyuyru2bOH5s6dSytWrBAfIAMGDCAnJydKTU3Nl9/wvames5kzZ4pdnqZPn076+vqkra0tBhJERG/evCFHR0eaO3fu9y7qD0W1m2FmZibNnDnzk8Gsvb292M04MTFRPOdSC2YfPXpERYsWpbZt29KZM2do9+7dVK5cOfrjjz/o0KFD5ODgQE2aNKEdO3aI+3h5eZEgCHTw4EFxmdTOG/s2OnToQHZ2dhQUFCQGs9HR0aSlpUUeHh705MmTPPtwMMs+h+rzICEhgYhyg9I2bdqIwWx6ejoREQ0fPpwEQSAbGxuqUqWKOEyC72uMsV8dB7Kf8PbtW7W/586dS+PHj6fx48eLyxQKBS1evJgEQaDFixfnOcaFCxdo1KhRZGRkRNeuXfvPy5zfFi5cSDdu3CCiv1/WGjZsSDt37iQiort371LHjh2pVKlSFB8fT9nZ2fTkyRNq2bIlOTg4SPrLsepLS1xcHGVkZJBCoaBZs2Z9NJitX78+mZmZqdVTqb20KH/vzZs3yc7Ojrp160ZTpkwRP5wQET1+/JicnJyocePGasFsYGCgpOsb+3KfGs/ar18/qlq1KgUGBorB7JEjR6hAgQLUvn17SkpK+p7FZL8A1bo2c+ZMql+/Pp0+fZqI/g5mq1SpQtu2bROftadOnaKDBw+Kf/P9jTEmBRzIfkTHjh1p2LBh4t+ZmZk0ePBgEgSB2rZtq7atMpiVyWR5MsiuXbuWHBwcJBHExsTEUMWKFalr164UGxtLRLldZK2trcVAlojowIED5OzsTAUKFKBKlSpRtWrVqHbt2uIXZCm2Vqi+tEydOpXatm1LO3bsIIVCQe/fv6fZs2fnCWYPHTpEAwcOlOT5UqU8d3/99RdVrFiRBEFQu3aJ/g5mHR0dacOGDWrr+GWPfak7d+6oTYlFRNSnTx+qWrUqBQUFiR+X9u3bR40aNeKETuyr+fj4kJmZGW3bto3i4uLE5arB7Pbt28WWWSWpPxcYY9LBgewHNm7cSPHx8eL4E2WGwJcvX9KUKVNIU1OTtm3bRkTqLWAzZsygBg0a5GkVU36hl4J169ZR06ZNqXPnznTnzh0iIqpQoYI4flF5bt68eUPh4eG0atUq+v333/kL8v+bMmUKFS1alCIjI9XGUyvHzGpoaNDKlSuJSD34lfpLi/JcxMbGkr29PdWqVYtiYmLUtnny5AnZ29vnCXIZ+xLh4eFUpkwZ2rFjh9r9Si6XU8eOHalEiRK0YsUKsdu/6nrGvsS1a9eoXLlyamP8iUj8iJKdnU1t27alEiVKqOUIYIwxKeFAVoWjoyM1aNBAfFAsXbqU6tevLyYrSklJodGjR5OmpiZFREQQkXowqzpOUUrdPJVBP1Huh4BGjRpR586d6a+//qIOHTrQ2bNniejvjwJEuUl2VEk9GLt+/TpVqlQpz0uLUnp6upgASln32N+UgcLt27epUqVK1KZNGzp+/LjaNklJSRxQsH/l/fv31LhxY6pduzZFRESoBbN3794lAwMDsrKyEruxS+k5wL6tgwcPkpmZmZg0jOjv+qRsgc3KyqJx48ZJ/vnJGJMurfzOmvyj+OOPP3Dz5k3cuHEDMpkM9+7dQ+PGjTFz5kz069cPoaGhMDAwwIwZMwAAbm5u2L59O9q1ayceQzndgtTS3GtrawMA/Pz84OLiguzsbGzYsAEjRozA0aNHcevWLQiCAA0NDQiCgPfv36NNmzYICAgQz5fUpopRnc4JyJ12Jzk5GUZGRnm2zcrKgiAI8PHxgbm5OVxcXL5nUX8oyvOmrDfKvzU0NKBQKGBra4vt27ejc+fOWLBgAQRBQIMGDQAAxsbGAAC5XC65+sa+3IfXKADo6uoiMjISrq6umDNnDogI7du3h4aGBpKTk9G1a1cUL14c7du3B8BTnrCvp6+vDx0dHcTGxsLc3BxAbp3U1NTE5s2bYWlpiWbNmmHRokUA+L7GGJMmDmT/X6FChWBsbIzTp0/j4MGDeP78OcLDwxEdHQ1nZ2f07t0b69evh4GBAWbOnAkNDQ106NABR48eRaNGjcTjSOnFRfVFLzw8HBMmTECzZs3Qt29fCIKA0NBQ2NnZoUuXLqhXrx7S0tKQlpaGjIwM9OjRA4C0zpcq5XlLSEhA6dKl8e7dO6SlpSEnJwdAbvCq/EBw6tQpPH78GN27d0efPn0A5M5dqaUlvctXed7OnTuHOnXqqAUaymC2QoUK2LFjB9zc3DBhwgQEBwfD3t5e3I5f9tg/Ub23bd68GTdu3ICenh6qV68OZ2dn7N27F+3atcOCBQsQGxsLR0dHzJ49G9bW1pg+fToADizYv2NpaYkCBQogODgYFhYWKFu2LDQ1NZGTk4PNmzejQoUKaNasmWQ/BjPGGAAIRCozu0tYamoqPDw8cOnSJTx8+BDnz59HtWrVAABXr16Fs7MzateuLQazKSkpWLduHYYOHSrJgELV7t278ezZM+jp6aFXr17i8rCwMGzatAlFixbF3LlzYWVlpbaf1F/0Nm/ejHHjxiExMREA4OrqiqtXr+LChQswMzMDAKSnp6NDhw6oVKkS/Pz88rO4P4wzZ86gVatWOHToEBwcHPKsVwYh169fx/z587F+/fo8LWuMfY4JEyZgw4YNqFy5Mt6/f4+zZ89ixowZmDp1KtLS0jB06FCcPXsWqampKF26NGJiYiCTySTZM4d9uQ+fgcp6o/zfkydPwtXVFQ0bNkT9+vVhYWGBNWvWIDk5GZcvX5b8uwdjjEl+jKzqmDkPDw/S0NCg6tWr0549e9TGnVy5coXMzMyoXbt29PLlS7VjSDlJ0Y0bN8jIyIgEQaDg4GAiUh8LGxYWRk2bNiVHR0d6+PBhfhXzh/TixQsqU6YMBQUFERHR5cuXqVGjRmRoaEiLFy8mX19fat68OdnZ2Um6jn1IOd3O+vXriejjiXQ+HDPGY2PZlzpw4ACZmJjQmTNniCh3XH9wcDBpaWmJc4dnZWXRvXv36MqVK2Id42uVfanr16/nWaasTxcuXCA3NzcqU6YM1a5dmzp37izpLP+MMaZK8s0Uypaa1atXIykpCdHR0ShRogQWLFiAHTt2gP6/wbpq1ao4ePAg9uzZg/nz56sdQ8pfRS0tLREQEABra2vs3LkTAKCjo4OsrCwAQJ8+fdClSxdUqFBBHOcjRfRBx4ecnBzo6emhTp06OHnyJIDcOrZ161b07t0bmzZtwr59+2Bubi5+eVd2O5YShUKRZ1mFChXg6uoKHx8fvHjx4qOtrR+29HOLLPtSz549g4WFBWrVqgUgd/jJwIEDMW/ePMybNw83b96ETCaDtbU1qlatCg0NDcjlckk/D9jn2b17N8aMGQMAGD16NHx8fPDu3Tu1bZRDJWrWrIn169fj2rVr2L9/P7Zt2waZTIacnBxJ92hijDEA0m2RVW2hCQ4OphIlStClS5eIiOjZs2fUsmVLatCgAW3evFkt82RcXJxkv4J+2Kql/Ds9PZ22bNlCxsbG5ObmJq5XzWasPIdSbxlLSEhQ+/vEiROkpaVFu3fvVluekpKiVs+k3srz6NEjtXMQFxdH9erVo7CwMCLiesX+HdX6o/z37t27qWDBgnTr1i0i+vseduHCBTIzMxOzsTP2JTIzMykgIIB0dXWpbt26VLhwYbpx48YXHYOzYTPGWC7JNlMoW2guXryIGzduYM6cOahevTpycnJgZmaG9evXo1ChQggKCsL27dvFliEbGxtoampCLpfnZ/G/O9XkJytXrsSwYcPg4uKCbdu24e3bt3Bzc0NgYCBOnTqF7t27A8jNZpydnQ3g74zOUmsZI5WW2NDQULi4uGDAgAF4+PAh3r17hwYNGqBnz57Yt2+fWrKnQoUKiV/biUjSrTy7du1CyZIlMWzYMLHV38bGBmXLlsWaNWsAcIsr+3qq97atW7dix44dSE9PR/Xq1VG7dm0sWLAAd+7cEce8mpqawtDQEJmZmflZbPYTksvl0NbWhqenJxwcHHD27Fl06tQJFStWFNd/Dh5/zRhjuST79kdEOHPmDBo0aIDVq1cjIyMDAMQunCYmJtiwYQMKFy6M3377DTExMWr7S61Lj/JFz8vLC1OmTEF6ejpkMhkGDx6MqVOn4vbt23Bzc4Ofnx/OnDkDZ2dnAIBMJhOPIbWHr0KhEH9zVlYWGjdujOHDh+PcuXNwcXFB//798eeff6JatWqIiopCSkoKtLS08gT8Ujxvqjp06IAVK1YAAHr16oUOHTpg06ZNmDRpEp49e4YtW7bkRzHZL0J5rU2YMAHjxo3DmzdvkJKSAktLS/To0QOxsbGYMGEC9uzZg+PHj2PgwIEoUqSIOK0TY59L+d5w7NgxNG3aFN7e3vjjjz8wfvx4cb3y468ScT5Oxhj7tPxsDv7ePtYdZ/ny5aSvr0+dO3eme/fuicuV3RifPXtGY8eOlWx3YlWnTp0iS0tLOnfunLhs8+bNVKVKFRo5ciRlZ2fTu3fvKDQ0lDp06CDp7p6qv33RokU0aNAgio2NFZetW7eOevbsSUZGRjRkyBASBIFGjBgh+Xqm2h394cOH9PjxY/HvrKwsun79Onl6elL16tWpWLFiZGpqSkOHDiUi7m7Hvt7q1aupWLFidPbs2Tz1aOPGjdSlSxfS0NCgqlWrUpMmTTjZDvsiqs+DOXPmUJEiReju3bv06tUrCgwMJCMjIxo3bpzaPsokY4wxxj5NktPvbNiwAcnJyWKyBX9/f8ybNw8eHh4YNGgQLC0tAQDZ2dlqLYpSny7m+PHj6NmzJw4fPoyyZcuKLYUbNmzAwIEDcf78eVSuXBmZmZnQ0dEBoN5tT4omTpyI0NBQLFu2DHXr1kXp0qXV1kdGRuLs2bPYsGED9PT0cOLECRgZGUlu+g5fX19MmjRJ/HvKlCkIDw+HlpYWKlasiIiICLEeZWRkICsrC4sXL0ZMTAwuXryII0eOoHbt2vlVfPaTUl5n/fv3h5aWFoKDg8V1H97/4+LiULBgQZQoUQIaGhqSncuZfb3Y2Fhs2LABNWrUQPv27QEAb968QXh4OH777Td0794dM2fORLdu3WBsbIz169dL6jnAGGNfLH/j6O/vzZs31KZNG6pbt644XQxRbquZubk5TZkyhR49epSPJfwxfKx1Kzo6mgoXLiwmxUpPTyei3K/NpUqVorVr137XMv7oDh8+TFZWVnTy5Em15QqFIs/5ffr0KRkbG5Ovr+/3LOIP4caNGyQIArm4uBAR0bZt26h48eK0ceNGCgwMpDJlypCDgwMlJSURkXrdjI+Pp06dOtHEiRNJoVBIuhcA+3JyuZwUCgU5OzvT4MGDiUi9lTUjI4NiYmIoLS0tz36MfYno6GgSBIEKFy6cJ7nfmzdvKCQkhPT19alMmTJUpUoVsdWfMcbYp/3yTWX0QYNzkSJFxOliNm7ciJUrVwIAxo0bh7Fjx2L9+vVYuHAhXrx4kR/F/SGoju1MT08Xlzs6OqJJkyZo3749Xrx4gQIFCgAAkpKSUKBAARgZGeVLeX9UDx8+hK6uLipVqiQuo/9vAVIdB5qVlYVixYrBw8MDN2/ezI+i5qsKFSrg2LFjuHz5Mjp06IDMzEz4+vqiR48eGDZsGPbt24fU1FS0bt0aL1++hCAIYlKU0qVLo1y5cjh9+jQEQZB06z/7Zx+Ov9bQ0IAgCLCzs8P27dvx8uVLtV43L168wIYNG3Dt2rU8+zH2JRwdHTFr1iykpqbixo0baomdihQpgr59++L69evw9/fHpUuXxCl2GGOMfdov/zRWBmRxcXHiMisrK8yePRsWFhYIDw/H6tWrAQBjx46Fh4cHHjx4ABMTk3wp749A+ZLm5+eH9u3bo2/fvggPDwcABAQEoFSpUqhUqRJWr16NkJAQ9OvXDwULFkTbtm3zs9g/DOXHk/T0dLWXFeVyIsKuXbtw5coVALnZnYHcbmcvXrzIk+zjVycIAho2bIjw8HBcvnwZvXv3RkpKiri+XLly2L17N9LS0tC2bVskJSVBU1NTPJ+ampp49+5dnnkYGVOlOszh+PHjOHHiBO7cuQMgtyt7yZIl0aBBA8THx+P169d48eIFBg0ahNu3b8PBwSE/i85+Mh+b/xoAJk+eDG9vb/z222/YunWr2jpBEFCyZEm0bt1anBmBu64zxtg/yM/m4O9l06ZNVLdu3Tzdee7du0fNmjWjChUqqHWLVXZdlFryGNXf6+fnRwYGBjRx4kSqW7cuOTg40MyZM4mI6NWrVzRgwACytbWlGjVqUPv27Tn5yUfcvHmTNDU16bffflNbnpqaSu3ataPAwEBx2YMHD6hWrVp04cKF71zK/PPh9ZWTk0PHjh2jsmXLUtOmTcXum8rt4uLiyNjYmDw9PcV94uPjqWXLlnT58uXvV3D201Gta+PGjSNzc3MqVKgQNWrUiJYtW0ZERH/99Rc1btyY9PX1ycbGhuzt7alGjRrivY27E7PPoVpPoqKiaNeuXfT777+rbTNhwgSSyWQUHh7+vYvHGGO/lF8y2dOHCYbOnz+PCRMmoHDhwhg4cCBcXV3FdUePHkX79u1RokQJzJo1C506dRJbeqSaZOHMmTPYtWsXmjVrhhYtWiApKQlLlizB/v370a5dO0yfPh0AkJiYCH19fejp6UEQBE5+8hGrVq3C8OHDMWTIELRt2xba2trw9fXFs2fPcOnSJfF8KRQKpKenQ09PL59L/H2oXqNyuRwKhUJMrHP8+HF07doVtWrVwt69ewH83SX78ePHKF68uFr3z9TUVBQqVOj7/wj2UyCVxGnnzp3D4MGDERwcjKysLGzZsgWnTp2Cu7s7vLy8AADh4eHIyspCwYIF0blzZ2hqavK9jX0W1brm4+ODDRs2wNTUVJyebtKkSShbtiyA3ESAAQEBCAgIQP/+/fOz2Iwx9tP65QJZ1RfkiIgIVK9eHaVLl8a1a9cwduxYaGtrY8iQIWIwGx0djZUrV6JKlSqYNGmS5Mc+RUZGYuLEiUhPT8eePXvE8Z3Pnz/HsmXLcPDgQbRu3RqzZs1S20/q2Yk/hYiwZ88ejBw5EnK5HAYGBjA3N8cff/wBmUwmyUzYqi978+bNw4ULF/Dw4UN4enqiYcOGqFixIo4fP44uXbqgdu3a2LNnT55jyOVycXwjY59j+/bt+P3331G8eHEsXLgQAPD48WP4+/sjKioKnTt3xuTJk/PsJ8VrlP07CxYswNKlS7F79244ODggMDAQI0eORMeOHTF37lwxmB00aBDu3LmDo0eP5m+BGWPsJ/VLRR5EJAZTkyZNwsiRI8WxdVWqVIGfnx+ys7OxfPly+Pv7Iz4+HkuXLkX58uUxefJkaGhofHJsy6/qw99rZWWFmjVrIjk5Gb///ru43MzMDKNHj0br1q0RFhaGNWvWqO3HQezHCYKAdu3a4dKlSzh27Bh27dqF/fv3i4k8pPaCrJpIbNasWVi4cCFsbGxQvnx5LFq0CFOmTMHp06fRqFEj7NixA5cvX0a9evXyHEdTU5ODWPbZkpOTER4ejgMHDiAhIUFcbmFhgVGjRqF58+bYvXs3vL298+wrtWuU/TuJiYm4efMmlixZAgcHB0RERGDatGmYMmUKoqOj4ePjg9u3bwMAgoODERMTk88lZoyxn1g+dWn+T82cOZOMjY3p/Pnz9O7dOyL6e4zUzZs3qU+fPmRqakolS5akWrVqiWOgpDYmVnUsT0REBMXHxxMRUUJCAnl4eFCtWrUoKChIbZ/ExEQKDg7msbD/ktTH2z18+JAGDx5MUVFR4rK9e/eSs7MzdevWjZ49e0ZyuZyioqLIxcVF8ueLfZmP1Ze//vqL+vTpQ+bm5rRq1Sq1dY8fP6aBAwdS3759JfccYN9Weno6RURE0OvXr+nChQtUunRpcRy2n58fCYJAjo6O9PDhQ3EfrnOMMfZ1frmuxa9evYKbmxv69u2LHj164MmTJ7h37x5CQkLQqFEjdOrUCZqamkhMTMTTp0/RsGFDSY6BIpXunZMmTcL69esxfvx4DBw4ELq6urh37x58fX1x48YN9O3bF4MHD85zDO5yx75GREQEOnfuDFNTU4SHh8PR0VFct3v3bvTv3x9//PEH6tatq1ZPufs6+xyq9eTevXvi9FaGhoZISEjAtGnTcO/ePfTv3x8eHh7ifklJSTA2NoYgCGr1jrEvlZ2dDZlMhnnz5uHkyZPYtGkTihQpgsDAQJw/fx5JSUmIjIzk+xljjP1Lv9xdVBAE3Lx5E7du3cLx48cxbtw4TJgwAXfu3IGXlxdCQ0NRuHBh2NraokmTJpJNc6/avXP16tXYtWsXPD09oaurCyJCmTJlMG3aNNjZ2WHDhg1YtGhRnmNwEMu+houLCwYOHIgXL14gNjYWRCQmWGvfvj1MTExw5MgRAOoJ1/ilj/0TUhleMm3aNLi6usLFxQWVKlXC4sWLYWZmhilTpsDGxgZr165FaGiouK+JiQkHseybUL5PxMbGIiUlBYIgICMjAwcPHkSbNm2wf/9+SQ5lYoyxb+2XezM0NDTEzJkzERQUBBcXF5QqVQpz5szB2bNn0aZNG3HuTlVSDchevXqF48ePY+nSpahVqxZSUlJw/Phx9O3bFyEhIShSpAimTZuGYsWKIS4uDr9Y4z37Dj72oiaTyeDv74/u3bvD29sbhw4dErd7/fo1FAqFpOdxZl9PNYlYcHAwli5dirt376JOnTqYP38+4uLiUK5cOfj4+KBs2bKYO3cu/vjjj48eg7GvpaxDAwcOxLlz51C/fn3Y29vjwYMH6NSpk7gdf5xjjLF/55frWqz08OFDZGZmitkBFQoFWrRogTp16mD27Nn5XLofw+vXr2FnZ4d+/fqhRYsWCAoKQnx8PARBQFxcHCZPnoyxY8fi0aNHMDc3h4aGBrdWsM+m2sXz9OnTyMzMhJ6eHhwcHMT13bt3R2RkJHr16gVra2scO3YMCQkJuHLliuR6SbBvIz09HR07dkSXLl3g4eGBvXv3olevXpg3bx4GDx4sdvu8fv06fv/9d/j4+Ej2Yyb7712+fBkRERHQ19fH2LFjoaWlJbmhTIwx9l/5ZQNZpdTUVFy9ehXz58/HgwcPcPnyZX6AqAgJCcGECRMgl8sxePBgNG/eHM2aNUPv3r0BAOvXrxe35TGK7HOpfvCYPHkyNmzYgEKFCiEuLg7e3t4YPHgwzM3NoVAo0L9/f6xbtw5ubm5o1KgRBgwYwC977KsQEV6/fo26deti//79ePz4Mdq0aYNFixZh0KBByMjIQEBAANq1a4dy5cqJ+/F4f/a98H2NMca+nV/6bkpEuHjxojjtzqVLl6ClpcUvLSr69++P5s2b52m9TkxMRJ06ddS25SCWfS5lEOvr64vQ0FBs27YNDRo0wNSpUzFnzhy8efMGPj4+KFGiBFavXg0iwr59+zBkyBDxGuWXPfa/fKx3iCAIMDIyQpUqVdC9e3f89ddfCAwMRN++fQHk9kLZu3cvTE1N1QJZfh6w74Xva4wx9u388i2ymZmZuHnzJqpUqQINDQ3+Gvo/cOs1+7dUW+3j4+MxduxY9OrVCx07dsSuXbvQv39/dOvWDatWrcKQIUMwYcIElCxZUuxmfPToUWzcuBHNmjXL51/CfgYffpRU1r8dO3bgt99+g6mpqThP57t37+Dm5oa0tDRER0dz8MoYY4z95H75QFYVd439NCLCsWPHxNbrvXv3QiaTces1+2yqLWSXLl1CjRo1sHnzZri4uOCvv/5C165dMWHCBIwYMQJeXl5YvHgx3N3dsXjxYpiYmEAul6Ndu3a4efMmbty4gYIFC+bzL2I/or59+0JLSwtr1qwB8PFuwenp6fDz88PWrVshl8tRtmxZPH/+HJmZmTh//jzf2xhjjLFfgKQCWfa/ces1+1qqH4nGjx+PxYsX4+XLlyhQoAAKFiwIHx8f3L17F+vWrYOuri5mzZqFc+fO4e3btzh69Ki4r1wux7Nnz2Bubp6fP4f9oNLS0hAUFIQFCxagd+/e4rRgqkGp8oNKRkYGLl26hIiICGhoaMDS0hJDhw7l8deMMcbYL4Kf5Eyko6ODatWqAcgNTPhFj30uZSB6+/ZtpKWl4ejRozA0NAQRQaFQ4M6dOyAicfzrxYsXMXr0aLELsTIQ1tTU5CCWfZKuri4GDBiAQoUKYcqUKSAi+Pn5ifOBa2pqinPBFihQAPXr10f9+vXVjsHjrxljjLFfAz/N2UdxF2z2pbZv347x48dDX19fDDIEQYAgCHB3d4ebmxtatGiBpKQkCIKAJk2aAMhtQeP6xj5XkSJF4O7uDiLC1KlTAeCjwSzw8YRQ3J2YMcYY+zVwIMsY+yrKVlRlsEBEKF++PE6cOIFXr16hRIkSyMnJgaamJrp06QKZTIbDhw+jSJEimDFjBmcQZ59NWceUda5IkSJwc3ODIAiYMmUKgLzBLACe85oxxhj7hfEYWcbYv3Ly5Ek0aNAAAHDgwAHMnDkTaWlp2LJlC8qXLw+5XA5BENSCXoDnU2SfR3X8dXJyMgoUKAAdHR3IZDIkJydj+/btmDp1Kvr06QM/Pz8APC8sY4wxJgXcn48x9kUUCoX476tXr6JRo0ZYtmwZAKBly5aYNGkSihUrhv79++POnTvQ1NQU91FtIeMglv0T1SB2wYIFaN++PRwdHdGpUyekpKTA2NgYbm5umDVrFtavX48JEyYA4O7DjDHGmBTwmyRj7LOpjmcNCgrC7du3UbBgQYwZMwZZWVmYMGEC2rZtCyJCUFAQPD09sXLlSlSqVCmfS85+Rsq6NnnyZISEhGD27NkwMjLCpEmT0LBhQ+zbtw8WFhZwc3ODhoYGhgwZgpIlS2LEiBH5XHLGGGOM/de4RZYx9tmULapTpkzB9OnTUbduXQQEBKBHjx6YOXMm5s6dCwBwcXHBsGHDkJGRgYCAgPwsMvvJHTp0CPv27cPOnTvh6ekJmUyGp0+f4tWrV2jQoAEePXoEIyMjdOrUCRERERg6dGh+F5kxxhhj3wG3yDLGvsjz589x8OBBLFiwAO7u7gAAZ2dn2NjYYNasWShQoADGjBmDtm3bwsDAAPXq1cvnErOfmUwmQ8eOHVG/fn0cOHAAHh4emDt3Lho1aoSmTZvC1dUVu3btQunSpdG+fXsAPP6aMcYYkwJukWWMfREtLS0kJCQgOTlZXGZubg4PDw9UrVoV48aNw+LFiwEADRo0gIaGhtq4WsY+5WP1pGnTpujfvz+ysrKwaNEiDBo0CEOHDkWpUqVQrlw5/Pnnnxg9erTaPhzEMsYYY78+DmQZY5/0saTm+vr6cHV1xblz5xAbGysut7S0RPXq1eHk5ISlS5ciPDxcXMfzxLJ/oprY6ebNm7h37x5ycnIAACVKlMDTp09x9+5dNG7cGEBuq6ulpSXOnTuHiIiIfCs3Y4wxxvIHv10yxj5KoVCIY2KfP3+Ohw8fAsjt6tmuXTv8+eefWL16Ne7cuQMAePfuHRITE9GlSxfUq1cPkZGRyMjI+GgwzNiHlEHsxIkT4erqisqVK2PEiBE4ceIEAKBUqVIwMTGBt7c3tm/fjo4dO+LJkyeoXr06NDQ0IJfL87P4jDHGGPvOuP8VYywP1ezEv/32G3bv3o0XL17AxMQEEydORI8ePZCamoq5c+ciJiYGFhYWePz4MXJycjBw4EDcvXsXx44dg0wmU5tyh7EPqc4tfOjQIfz+++9YsWIFHj16hKCgICQmJiI1NRWtWrXC8uXLMXr0aMyaNQslSpTAoUOHxK7rPOUOY4wxJi0cyDLG8lAGFr6+vli+fDmWLVuGYsWKYe3atfD19cWTJ0/g5eWFUqVK4eLFizhz5gycnZ0xbdo0ALktuBUqVIBcLucAg32SandiANDV1UWHDh3QvHlzAECFChXg7e2NoKAg6OjowNHREadPn8bDhw9haWkJQRA4sRNjjDEmUQJxvz/G2AcUCgVSUlLQunVr9OrVS21Kk4kTJ2L79u1Yv349GjRooLbfo0ePsGLFCqxYsQInT57k+WPZZ1m6dCnOnz+P5ORkVKhQAcuWLRPXnTlzBt7e3jAwMEC/fv3EzMRA3kCYMcYYY9LBbwCMsTzjWDU0NKCnp4d3796JrbOZmZkAgPnz56NYsWLw9/dX2/f9+/eYN28e9u7di5iYGA5i2SepZieeO3cupkyZAi0tLdy6dQvbt2/Hli1bxPV169bF/PnzERcXhzNnzqgdh4NYxhhjTLq4RZYxhsuXL6N69eoAAH9/f1hZWcHFxQXNmzdHdnY2jh49CgDIysqCtrY2hg0bhpSUFGzcuFHtOC9fvkRWVhaKFy/+vX8C+0modjc/d+4c9u3bB0dHRzRu3BhXr16Fr68vXrx4gaFDh6Jr167ifjdu3ED58uW5qzpjjDHGAHCLLGOSp5zSZOzYsZg4cSJ8fHxQpkwZAMCiRYtw+/ZtuLu7A4AYRFy9ehVFixZVO45CoUDRokU5iGUfNWbMGAB/16FDhw6hffv2CAsLg4mJCQCgatWq8PLygqmpKZYvX44dO3aI+1eqVAmampqcnZgxxhhjADiQZUzyzMzMEBwcjJUrV2LFihW4efMmKlasCLlcjooVKyI4OBjHjh1DpUqV4OLigrp16+L169fw8/NTOw5382SfcurUKdy/f1+cFxYAihYtig4dOiA5ORnHjh0Tl9esWRMTJ05EiRIlMG3aNBw5ckTtWNwiyxhjjDGAA1nGJK9w4cIoXLgw5HI5NDQ0EBAQACA3YFDOGXvx4kW0adMGtra2cHZ2xp9//gktLS21wISxT6lduzZ2794NLS0tbNq0CQBQo0YNjBgxAr1794afnx9CQ0PF7WvUqIFRo0ahc+fOaNy4cX4VmzHGGGM/MB4jy5gEKbO9KufwfPv2LZ4+fYrz589jzJgx6N69u5jM6VN4ah32pe7evYt69eqhYsWK4rjr69evIzg4GIcPH8bEiRPRr1+/PPtxXWOMMcbYh7hFljGJUZ2y5O7du7h16xY0NDRga2uLrl27wtfXF+Hh4eKYRgDw8vLCgQMHAPydpZgDC/ZPPvxOamlpiTVr1iApKQnNmjUDAFSuXBmDBg1C8+bNsWjRIixfvjzPcbiuMcYYY+xD3CLLmIQoW2ABYPLkydi2bRvevXsHuVyOcePGoVevXihevDhCQkLg5eWFWrVqQaFQ4N69e4iLi4OWllY+/wL2s1D9YJKZmQm5XA5dXV1kZmbi8OHDGDt2LCwtLXH48GEAwF9//YX58+dDLpdj06ZNYj1ljDHGGPsYDmQZkyA/Pz/MmzcPYWFhsLS0xO+//47w8HC0bNkSkydPhr6+Po4cOYI1a9bA2NgYAQEBkMlk3MWTfbE5c+bg5MmTePXqFby9vdGhQwfk5OTg4MGDGDt2LEqWLImoqCgAwP3791G6dGm1bu+MMcYYYx/DgSxjEkJEyM7OhqurK+rUqYPp06eL61auXIlZs2Zh4cKF6N69e559c3JyuEWW/SPVltiFCxdi0aJF6N+/P+7fv4/t27dj7ty5GD9+PIgIBw8exPjx46GtrY2rV69+9BiMMcYYYx/Db6WMSVBqaioUCgWA3G6fOjo6GDx4MM6cOYOlS5eie/fuaq2vRMRBLPssquOvU1NTsWnTJnE8bP369TFq1CgoFAp4eXnB2dkZ6enp2LFjh1rwykEsY4wxxv4Jv5ky9osiIhCRWlAgCAK0tbVRqVIlhIWFwcfHBwULFkR2djZkMhnKlCmD5ORkAOoJdriLJ/sS0dHRaN68OYoWLYq6deuKy0eMGAFBEDBq1ChoaGhg/Pjx6NChAzp16gSAsxMzxhhj7PPxZ2/GflGCIIhB7OnTp3Hu3DncvXsXAODr6wtDQ0PUr18fL1++RE5ODnJychATEwMTE5P8LDb7BTg5OWHmzJl4+fIlbt++rbZu+PDhCAgIgLe3N8LDw9U+tHAQyxhjjLHPxWNkGfvFTJ48GVZWVvD09AQAjBs3Dtu2bcObN29Qu3ZtdO3aFQMHDsSVK1cwYMAAxMfHw8bGBtnZ2cjKysKVK1cgk8k42Q77LP9rPKuPjw/8/Pywbt06uLu7q63buXMn2rVrx13WGWOMMfZV+A2CsV9IQkICLl68iBMnTkBfXx82NjY4dOgQtm/fjtTUVGzfvh0rVqxAZmYmRowYgYsXL8Lf3x8ZGRnQ0dHBsGHDoKWlxYmd2GdRDWIPHz6M1NRUaGhowNXVFQAwd+5cyOVy9OnTBwDUgllld2Kua4wxxhj7Gtwiy9gv5tq1a1iwYAGSkpJgZWUFIyMjzJ07FwAQHx+PZcuW4dixY+jVqxfGjh2bZ38ep8g+h2qLvY+PDzZs2ABTU1Pcvn0bbm5umDRpEsqWLQsAmDhxIgICAhAQEID+/fvnZ7EZY4wx9ovgMbKM/WKqVKmC8ePHw9jYGLt378bDhw/FdVZWVhg1ahSaNGmCzZs3Y8aMGXn25yCWfQ5lELtgwQKsW7cOERERuHz5svi3j48P4uLiAADz589Hr169sGHDhvwsMmOMMcZ+IRzIMvYLUHasUE6pU61aNXh5eaFx48Y4fvy4WgChDGbt7OyQkJAA7pTBvlZiYiJu3ryJJUuWwMHBAREREZg2bRqmTJmC6Oho+Pj4iMmegoODERMTk88lZowxxtivgrsWM/aTUx2n+OzZMxQsWBB6enrQ0tLC9evX4evri8ePH2PIkCHo3r27uN/Tp09hZmYGDQ0NTuzEvkpGRgb279+Ppk2b4u7du+jSpQvGjBmDkSNHYvHixRg/fjyaNm2KsLAwWFpaAgDXNcYYY4x9E9wiy9hPThnETps2DY6Ojqhfvz6aNm2KK1euoHLlypg8eTIsLCywcuVKbNmyRdyvePHi0NDQgEKh4MCCfZUCBQqgbdu2MDAwwOHDh1GpUiUxsZO2tjZ69uwJbW1tmJubi/twXWOMMcbYt8CBLGM/KWU3YgBYv349AgMDMX78eAwfPhz6+vpo3Lgxdu/eDTs7O0yYMAElS5bE9OnTERUVpXacT02dwtjnUGYcjo2NRUpKCgRBQEZGBg4ePIg2bdpg//794gcTxhhjjLFvhbsWM/aT27NnDy5evAgrKyv069dPXO7p6YkdO3bgzz//RMmSJXHu3Dns378fU6dO5YRO7Js7e/YsGjVqBFtbW2RmZqJAgQK4fPkyT63DGGOMsf8EB7KM/cQuXbqEHj164MGDB1ixYgX69u2LrKwsaGtrAwBq1qyJevXqwd/fX20/nmKH/RcuX76MiIgI6OvrY+zYsTwnMWOMMcb+MxzIMvYTe/fuHdatW4dFixbB2toaR44cAQDk5ORAQ0MDHTt2RLFixbBy5cp8LimTIg5iGWOMMfZf4cFxjP2kiAiFCxeGh4cHfHx8kJiYCHd3dwC54xY1NDSQmJgIHR2dfC4pkyoOYhljjDH2X+EWWcZ+YsqpTN6/f49169Zh3rx5KFy4MMqXLw9tbW1cunQJN2/e5ICCMcYYY4z9UjiQZewH97F5N1WXKf+dlpaGDRs2YNmyZRAEAUuXLkXz5s0BcBdPxhhjjDH2a+GuxYz9wD6c41X53UkQhDz/1tXVRc+ePTFs2DAULlwY4eHh4n48dydjjDHGGPuVcIssYz8ohUIhzvEaHByMU6dOIT09HTVq1IC3t3ee7ZUts6mpqVi/fj1CQ0NRsmRJ7Ny583sXnTHGGGOMsf8Ut8gy9oNSBrETJ07EzJkzYW5ujgYNGmDSpEkYPnw4srKy1LZXtswWKlQIffr0Qbdu3ZCcnIzExMT8KD5jjDHGGGP/GR40x9gP7OzZs9i5cye2bNmChg0b4uDBg9DW1kaVKlXEuWKBv1tjlcGsnp4ehgwZAg8PDxgaGubjL2CMMcYYY+zb4xZZxn5gL168QNGiRdGwYUPs2rULnTt3xrJlyzBgwACkpKQgKioKgPoYWNUxsxzEMsYYY4yxXxEHsoz9wIoXLw4dHR34+/ujT58+WLRoEQYNGgQAuHTpEpYvX4579+7l2Y+TOzHGGGOMsV8ZB7KM/QAUCsVHlxsbGwMAJkyYgLFjx4pBbEZGBhYvXgw9PT1YW1t/t3IyxhhjjDH2I+CsxYzlM9U5YVetWoUHDx7g7du3GDBgAOzt7XHo0CF4eHigUaNGaNasGQoXLoxVq1bh+fPnuHz5MrS0tNQyHDPGGGOMMfar40CWsXykGoB6eXlh1apVaNiwIe7du4c3b95gxIgR8Pb2xt69e7FhwwZERUWhWrVqMDMzw4YNGyCTySCXy6GpqZnPv4QxxhhjjLHvh7MWM5aPlEHsq1evEBcXh6ioKNSqVQsAMHnyZISHh0NPTw8jR45EixYtkJKSAn19fRQsWBAAkJOTAy0tvowZY4wxxpi0cF9ExvLZ8uXLYWdnh8TERJiYmIjL58yZg2bNmmHhwoVIS0tDgQIFYGZmJgaxRMRBLGOMMcYYkyQOZBnLZ1WrVkWJEiVw48YNpKWlAQCysrIAANOmTUNKSgqio6Pz7MeZiRljjDHGmFRxIMvYd/Sx7MQODg4ICgqCubk5PD09kZqaCm1tbQC5XY4NDQ1RqFCh711UxhhjjDHGflic7Imx70Q1sdPdu3ehpaWFQoUKwdjYGAqFApcuXYKbmxuKFi2KkSNHwsjICEFBQUhMTMTFixc5oRNjjDHGGGP/j1tkGfsOiEgMYmfOnIl27dqhRYsWqF69Ok6cOAENDQ3UqlULW7duRUZGBvr06YODBw/C3t4eZ86cgaamJuRyeT7/CsYYY4wxxn4M3CLL2Hf022+/ITg4GKtWrULlypUxaNAgXL58GStXrkTnzp0BAOfPn4enpyeMjIxw+PBhaGlpITMzEzo6OvlcesYYY4wxxn4M3CLL2Hdy8eJFHDlyBBs3boSrqyuuX7+OCxcuoGLFiujZsyd27twJIHfM7Jo1a/Dw4UO0bNkS2dnZHMQyxhhjjDGmggNZxv4jHyZ20tXVRefOndGsWTMcOXIEAwcOxKxZs3D06FHUrFkTQ4cOxYYNGwDkBrPbtm3DxYsX0aFDh/woPmOMMcYYYz8s7lrM2H9ANbHT+fPn4eDgACA3C7GRkRHc3d1hbGwMf39/KBQK9OzZE+fOnYOlpSWOHj0qTq1z+fJl6Ovrw8bGJt9+C2OMMcYYYz8abpFl7BtTTew0depU9OrVCyEhIQAAQ0NDpKam4ubNm7C0tIQgCFAoFMjKysL27dvFIFb5fal69eocxDLGGGOMMfYBrfwuAGO/GmVr6owZM7By5Urs3LkT1tbW4rpChQqhbt268PX1xatXrxATE4OsrCxUrVpVDGyVgTBjjDHGGGMsLw5kGfsPPHv2DAcPHoS/vz8aNWokLs/JyYGWlhYWLFgATU1NXLp0CWXLlkVoaKg4xQ7PF8sYY4wxxtj/xoEsY/+BlJQUXL16FUZGRmrLtbS0kJWVBX19fSxfvhxv376Fvr4+gL+DXMYYY4wxxtj/xv0XGfuXVLMTK/9taGiI8uXL48aNG8jKylJbt2fPHvj6+gKAGMQSEQexjDHGGGOMfSZ+c2bsX1Adz+rv7w+ZTIaePXvC1NQUFSpUQGBgICpVqoQWLVpAQ0MDGRkZWL9+PQoWLAgiEsfTKv+XMcYYY4wx9s94+h3GvoJqEAoAXl5e2LhxIyZOnAg3NzcUK1YMANCiRQvcv38ftWrVQokSJXDu3DmkpKTgypUr0NLSynMcxhhjjDHG2D/jQJaxr6RsjQ0ODsbUqVNx+PBh2NvbAwDS0tKgq6sLAFi2bBnOnDmDd+/ewdbWFgsWLICWlhaPiWWMMcYYY+wrcSDL2BcYMWIESpQoAR8fHwC5wayPjw/ev3+PwMBAxMbG4vjx4wgICEDx4sXRo0cP9OrVCwDUMhJzEMsYY4wxxtjX4zdpxj7T8+fPxTGu+vr6GDZsGDQ0NPDmzRts374dpUuXxtatW1G8eHE4OzsjNjYWK1asgIuLCwwMDMQglhM7McYYY4wx9u9wiyxjXyA+Ph7Lly/HgQMHMGDAAIwaNQoA4Obmhvj4eLi5uaFFixaoXLkyDh8+jMmTJ2Pv3r0wNTXN55IzxhhjjDH26+BmIcY+g7IrsJWVFZycnPDy5Uv4+vpCV1cXAwYMwNatW/H69WsYGhoCALKzs+Hn5wdzc3OYmJjkc+kZY4wxxhj7tXAgy9hnUHYF9vb2xvnz56GtrY2srCzMmDED6enpGDlyJAwNDfH27Vts27YNERERSExMxMWLFyEIgto0PYwxxhhjjLF/hwNZxj7Tli1bsGLFCuzbtw/Vq1dHXFwcAgMDERgYCG1tbQwePBg5OTmIi4uDsbEx9uzZw9mJGWOMMcYY+w/w2zVjn+n27duoXLky6tevDwCwt7fH2LFjkZycjN9++w26urro3bs3Zs+eDS0tLQiCALlczkEsY4wxxhhj3xj3dWTsHyjzoZUsWRJv3rzB/fv3xXXly5dHnz598ObNGwwZMgRbt26FTCaDIAggIjFTMWOMMcYYY+zb4UCWsQ8oFAq1vwVBAACULVsW7969w8aNG5GUlCSuNzQ0RKtWreDv74/OnTvn2Y8xxhhjjDH2bXGfR8ZUEJGYlGn16tV48uQJAGD69Olo2LAhxo8fj0mTJiE1NRWOjo6wsbHBvHnzULJkSXh4eIjdibklljHGGGOMsf8OzyPL2P9TzSzs7e2NVatWoWrVqrh16xYMDQ0RFRUFc3NzrFq1CmFhYbh58yZMTEygp6eHCxcuQCaTgYi4JZYxxhhjjLH/GAeyjH0gJSUFQ4cOhZeXFypUqIDHjx+je/fuePXqFY4cOQILCws8fvwYr1+/xtu3b1G3bl1oaGhwdmLGGGOMMca+Ex4jy5iKoKAgVKhQAc+ePUPRokWhra0Na2tr7NixA0ZGRnBycsKjR49gYWEhZjDW0NDg7MSMMcYYY4x9RxzIMqaievXqMDc3x5UrV8RuxgqFAhYWFtixYweMjY1RpUoVvHjxQm0/HhPLGGOMMcbY98OBLJOsD7MTA0DNmjWxYsUKmJiYoEuXLsjOzoaGhgaICBYWFggPD0fnzp1RtGjRfCgxY4wxxhhjDOAxskyiVBM7xcXFQUtLC3p6ejA1NYVCocCVK1fQtWtXFC9eHDExMR9N5MTZiRljjDHGGMsfHMgyyVENSGfMmIGtW7ciJycHaWlp2LhxI5o0aQIAuHTpErp164YSJUrg8OHDkMlk+VhqxhhjjDHGmBJ3LWaSolAoxCD2t99+w4oVKzB//nxERUXBzs4OHTt2xNatWwEANWrUwJYtW3Dp0iWMGjUqP4vNGGOMMcYYU8GBLJOEEydOAIDYnfjixYuIiYnBhg0b4OLigmvXruHcuXOwt7dH7969sW3bNgC5weylS5cQEBCQb2VnjDHGGGOMqeNAlv3yfH19MWzYMGzevFlcVqhQIXTq1AnNmzfHkSNHMGjQIMyaNQsxMTGoU6cOhg0bhrCwMACAra0tNDU1IZfL8+kXMMYYY4wxxlTxGFn2y4uLi8PYsWORnp4ODw8PdO/eHQCQnJwMY2NjdO/eHUZGRvD39wcA9OrVC+fOnYO5uTmOHTuWn0VnjDHGGGOMfQS3yLJfXtmyZeHv748CBQpgzZo12LRpEwDA2NgYKSkpuHHjBiwsLKChoQGFQoGMjAxs2bIFR48ezd+CM8YYY4wxxj6KW2SZZMTHx2PEiBFIS0vDgAED4O7uDgAYPHgwwsPDMXjwYBw7dgyZmZm4dOkSNDU11abpYYwxxhhjjP0YOJBlkqIazHp4eKBnz57IzMzEhAkTcOfOHZiammLt2rWQyWQ8TyxjjDHGGGM/KA5kmeQog9n3799j0KBB6NatGwDg3bt3KFy4MAAgJycHWlpa+VlMxhhjjDHG2CdwIMskKT4+HiNHjkR6ejrc3NwwYMAAcR0RiXPNMsYYY4wxxn48PPiPSZKVlRX8/f3x/v17XL9+XW0dB7GMMcYYY4z92LhFlkna06dPYWZmxgmdGGOMMcYY+4lwIMsYwNmJGWOMMcYY+4lwIMsYY4wxxhhj7KfCTVCMMcYYY4wxxn4qHMgyxhhjjDHGGPupcCDLGGOMMcYYY+ynwoEsY4wxxhhjjLGfCgeyjDHGGGOMMcZ+KhzIMsYYY4wxxhj7qXAgyxhjjLF8ExYWBgMDg8/e/ujRoxAEAW/evPnPysQYY+zHx4EsY4wxxr7ImTNnoKmpiTZt2nzRfqVLl8bSpUvVlrm5uSE2Nvazj1GvXj08ffoURYoUAfDlgTBjjLFfAweyjDHGGPsiISEhGDFiBI4fP47ExMR/dayCBQvC1NT0s7fX1tZGsWLFIAjCv/rvMsYY+7lxIMsYY4yxz5aamoqtW7diyJAhaNOmDcLCwtTW7927F7Vq1UKBAgVgbGyMDh06AACaNGmCBw8eYMyYMRAEQQxEVVtUY2NjIQgCbt++rXbMJUuWoEyZMgDUuxYfPXoU/fr1Q0pKinjM6dOnY+bMmbCzs8tT9qpVq2Lq1Knf+IwwxhjLDxzIMsYYY+yzbdu2DeXLl4etrS169uyJtWvXgogAAJGRkejQoQNat26NK1euIDo6Gg4ODgCAiIgIWFhYYObMmXj69CmePn2a59jlypVDzZo1sWnTJrXlmzZtQvfu3fNsX69ePSxduhT6+vriMcePHw8PDw/cunULFy5cELe9cuUK/vzzT/Tr1+9bng7GGGP5hANZxhhjjH22kJAQ9OzZEwDQsmVLpKSk4NixYwCAOXPmoFu3bpgxYwYqVKiAKlWqwMfHBwBgZGQETU1NFC5cGMWKFUOxYsU+evwePXpg8+bN4t+xsbG4dOkSevTokWdbbW1tFClSBIIgiMcsVKgQLCws4OzsjNDQUHHb0NBQNG7cGNbW1t/sXDDGGMs/HMgyxhhj7LPcuXMH58+fh7u7OwBAS0sLbm5uCAkJAQBcvXoVTk5O/+q/0a1bNyQkJODs2bMAcltjq1evjvLly3/RcQYMGIDNmzcjIyMDWVlZCA8Ph4eHx78qG2OMsR+HVn4XgDHGGGM/h5CQEOTk5KBEiRLiMiKCjo4OAgMDUbBgwX/93yhWrBgcHR0RHh6OOnXqIDw8HEOGDPni47i4uEBHRwe7du2CtrY2srOz0blz539dPsYYYz8GbpFljDHG2D/KycnB+vXr4efnh6tXr4r/d+3aNZQoUQKbN2+Gvb09oqOjP3kMbW1tyOXyf/xv9ejRA1u3bsWZM2dw//59dOvW7YuPqaWlhT59+iA0NBShoaHo1q3bNwm0GWOM/Ri4RZYxxhhj/+iPP/7A69ev0b9/f3EOV6VOnTohJCQECxcuhJOTE8qUKYNu3bohJycH+/btw8SJEwHkziN7/PhxdOvWDTo6OjA2Nv7of6tjx44YMmQIhgwZgqZNm6q1AH+odOnSSE1NRXR0NKpUqQJdXV3o6uoCADw9PVGhQgUAwKlTp77FaWCMMfaD4BZZxhhjjP2jkJAQNGvWLE8QC+QGshcvXoSRkRG2b9+OPXv2oGrVqnB0dMT58+fF7WbOnImEhASUKVMGJiYmn/xvFS5cGC4uLrh27dpHkzypqlevHgYPHgw3NzeYmJhgwYIF4rqyZcuiXr16KF++PGrXrv0Vv5oxxtiPSiBlznzGGGOMsV8IEaFs2bIYOnQoxo4dm9/FYYwx9g1x12LGGGOM/XKSkpKwZcsWPHv2jOeOZYyxXxAHsowxxhj75ZiamsLY2BirVq2CoaFhfheHMcbYN8aBLGOMMcZ+OTxyijHGfm2c7IkxxhhjjDHG2E+FA1nGGGOMMcYYYz8VDmQZY4wxxhhjjP1UOJBljDHGGGOMMfZT4UCWMcYYY4wxxthPhQNZxhhjjDHGGGM/FQ5kGWOMMcYYY4z9VDiQZYwxxhhjjDH2U/k/M31C6ev4eQgAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"from ast import literal_eval\n",
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.metrics.pairwise import cosine_similarity\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"#pip install pandas scikit-learn matplotlib seaborn\n",
"#installe these when note in an enviorenment\n",
"\n",
"# Function to safely evaluate strings that are lists (for original data inspection)\n",
"def safely_evaluate(data):\n",
" try:\n",
" evaluated_data = literal_eval(data)\n",
" if isinstance(evaluated_data, list) and all(isinstance(item, str) for item in evaluated_data):\n",
" return ' '.join(evaluated_data)\n",
" else:\n",
" return ''\n",
" except (ValueError, SyntaxError):\n",
" return ''\n",
"\n",
"# Load the datasets as excel files \n",
"places_df = pd.read_excel(\"/kaggle/input/travelsenseds/Places Dataset.xlsx\")\n",
"preferences_df = pd.read_excel(\"/kaggle/input/travelsenseds/Visitors Preference Dataset.xlsx\")\n",
"\n",
"# Display the first few rows of the places and preferences datasets\n",
"print(\"First few rows of Places Dataset:\")\n",
"print(places_df.head())\n",
"\n",
"print(\"First few rows of Preferences Dataset:\")\n",
"print(preferences_df.head())\n",
"\n",
"# Visualization of original data to get an idea about what kind of output we can expect\n",
"# Visualizing the distribution of ratings in the places dataset\n",
"plt.figure(figsize=(10, 5))\n",
"sns.histplot(places_df['rating'].dropna(), bins=10, kde=True, color='blue')\n",
"plt.title('Distribution of Ratings in Places Dataset')\n",
"plt.xlabel('Rating')\n",
"plt.ylabel('Frequency')\n",
"plt.show()\n",
"\n",
"# Visualizing the count of preferred activities in the preferences dataset\n",
"plt.figure(figsize=(10, 5))\n",
"preferences_df['Preferred Activities'].apply(lambda x: safely_evaluate(x)).value_counts().head(10).plot(kind='bar', color='green')\n",
"plt.title('Top 10 Preferred Activities in Preferences Dataset')\n",
"plt.xlabel('Activity')\n",
"plt.ylabel('Count')\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "789101e2",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-11T15:52:13.554234Z",
"iopub.status.busy": "2024-09-11T15:52:13.553668Z",
"iopub.status.idle": "2024-09-11T15:52:18.698078Z",
"shell.execute_reply": "2024-09-11T15:52:18.696279Z"
},
"papermill": {
"duration": 5.155163,
"end_time": "2024-09-11T15:52:18.701462",
"exception": false,
"start_time": "2024-09-11T15:52:13.546299",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" name similarity\n",
"15 Minneriya National Park 0.069337\n",
"41 National Museum Galle 0.068582\n",
"309 Trincomalee Beach 0.068091\n",
"1 Mirissa Beach 0.064324\n",
"17 Horton Plains National Park 0.063123\n",
"6 Unawatuna Beach 0.059924\n",
"405 Bundala National Park 0.058230\n",
"19 Bundala National Park 0.057897\n",
"38 Colombo National Museum 0.057649\n",
"76 Hikkaduwa 0.057264\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Function to safely evaluate strings that are lists (for original data inspection)\n",
"def safely_evaluate(data):\n",
" try:\n",
" evaluated_data = literal_eval(data)\n",
" if isinstance(evaluated_data, list) and all(isinstance(item, str) for item in evaluated_data):\n",
" return ' '.join(evaluated_data)\n",
" else:\n",
" return ''\n",
" except (ValueError, SyntaxError):\n",
" return ''\n",
"\n",
"# Load the datasets as excel files \n",
"places_df = pd.read_excel(\"/kaggle/input/travelsenseds/Places Dataset.xlsx\")\n",
"preferences_df = pd.read_excel(\"/kaggle/input/travelsenseds/Visitors Preference Dataset.xlsx\")\n",
"\n",
"# Application of TF-IDF vector\n",
"\n",
"# Initialize the TF-IDF Vectorizer\n",
"tfidf_vectorizer = TfidfVectorizer(stop_words='english')\n",
"\n",
"# Vectorize the original places data\n",
"tfidf_matrix = tfidf_vectorizer.fit_transform(places_df['latest_reviews'].apply(lambda x: safely_evaluate(x)))\n",
"\n",
"# Vectorize user preferences\n",
"user_preferences_vector = tfidf_vectorizer.transform(preferences_df['Preferred Activities'].apply(lambda x: safely_evaluate(x)) + ' ' + preferences_df['Bucket list destinations Sri Lanka'].apply(lambda x: safely_evaluate(x)))\n",
"\n",
"# Compute similarity scores between user preferences and places\n",
"similarity_scores = cosine_similarity(user_preferences_vector, tfidf_matrix)\n",
"\n",
"# If similarity scores are calculated, add them to the DataFrame (average of all user preferences)\n",
"if not similarity_scores.size == 0:\n",
" places_df['similarity'] = similarity_scores.mean(axis=0)\n",
" # Sort the places DataFrame by similarity score to get recommendations\n",
" recommended_places = places_df.sort_values(by='similarity', ascending=False)\n",
" \n",
" # Display the top 10 recommended places\n",
" print(recommended_places[['name', 'similarity']].head(10))\n",
" \n",
" # Visualization of similarity scores\n",
" plt.figure(figsize=(12, 6))\n",
" sns.histplot(places_df['similarity'].dropna(), bins=30, kde=True, color='purple')\n",
" plt.title('Distribution of Similarity Scores')\n",
" plt.xlabel('Similarity Score')\n",
" plt.ylabel('Frequency')\n",
" plt.show()\n",
" \n",
" # Visualization of top 10 recommended places\n",
" plt.figure(figsize=(12, 6))\n",
" sns.barplot(data=recommended_places.head(10), x='name', y='similarity', palette='viridis')\n",
" plt.title('Top 10 Recommended Places')\n",
" plt.xlabel('Place Name')\n",
" plt.ylabel('Similarity Score')\n",
" plt.xticks(rotation=45, ha='right')\n",
" plt.show()\n",
"\n",
"else:\n",
" print(\"No similarity scores were computed.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4baece73",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-11T15:52:18.722008Z",
"iopub.status.busy": "2024-09-11T15:52:18.721502Z",
"iopub.status.idle": "2024-09-11T15:52:19.160063Z",
"shell.execute_reply": "2024-09-11T15:52:19.158378Z"
},
"papermill": {
"duration": 0.452513,
"end_time": "2024-09-11T15:52:19.163300",
"exception": false,
"start_time": "2024-09-11T15:52:18.710787",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Top Recommendations for Amber Hansen\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>formatted_address</th>\n",
" <th>rating</th>\n",
" <th>latest_reviews</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>Velgam Vehera Buddhist Temple</td>\n",
" <td>Vilgam Vihara Rd, Sri Lanka</td>\n",
" <td>4.8</td>\n",
" <td>['Visiting Velgam Vehera was a profound experi...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>345</th>\n",
" <td>Deliwala Kota Vehera Temple</td>\n",
" <td>Rambukkana , Sri Lanka</td>\n",
" <td>4.8</td>\n",
" <td>['Deliwala Kota Vehera Temple is a hidden gem!...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>399</th>\n",
" <td>Ambuluwawa Biodiversity Complex</td>\n",
" <td>Gampola, Sri Lanka</td>\n",
" <td>4.7</td>\n",
" <td>['The Ambuluwawa Biodiversity Complex is a hid...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Minneriya National Park</td>\n",
" <td>Sri Lanka</td>\n",
" <td>4.6</td>\n",
" <td>['Minneriya National Park is a must-visit for ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>406</th>\n",
" <td>Bundala National Park</td>\n",
" <td>Weligatta, Sri Lanka</td>\n",
" <td>4.3</td>\n",
" <td>['Bundala National Park is a hidden gem! I arr...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>199</th>\n",
" <td>Yala Green Safari</td>\n",
" <td>Debarawewa, Sri Lanka</td>\n",
" <td>4.3</td>\n",
" <td>['Yala Green Safari was an incredible experien...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Bundala National Park</td>\n",
" <td>bundala , Sri Lanka</td>\n",
" <td>4.3</td>\n",
" <td>['Bundala National Park is a hidden gem for na...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>178</th>\n",
" <td>Colombo Lotus Tower</td>\n",
" <td>Colombo, Sri Lanka</td>\n",
" <td>4.1</td>\n",
" <td>['The Colombo Lotus Tower is a spectacular sig...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>342</th>\n",
" <td>Neithal Park</td>\n",
" <td>Chavakachcheri, Sri Lanka</td>\n",
" <td>2.1</td>\n",
" <td>['Neithal Park was a bit disappointing. The fa...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>206</th>\n",
" <td>Heyna camping site</td>\n",
" <td>Weligatta, Sri Lanka</td>\n",
" <td>NaN</td>\n",
" <td>['The Heyna camping site was a bit of a letdow...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name formatted_address rating \\\n",
"106 Velgam Vehera Buddhist Temple Vilgam Vihara Rd, Sri Lanka 4.8 \n",
"345 Deliwala Kota Vehera Temple Rambukkana , Sri Lanka 4.8 \n",
"399 Ambuluwawa Biodiversity Complex Gampola, Sri Lanka 4.7 \n",
"16 Minneriya National Park Sri Lanka 4.6 \n",
"406 Bundala National Park Weligatta, Sri Lanka 4.3 \n",
"199 Yala Green Safari Debarawewa, Sri Lanka 4.3 \n",
"20 Bundala National Park bundala , Sri Lanka 4.3 \n",
"178 Colombo Lotus Tower Colombo, Sri Lanka 4.1 \n",
"342 Neithal Park Chavakachcheri, Sri Lanka 2.1 \n",
"206 Heyna camping site Weligatta, Sri Lanka NaN \n",
"\n",
" latest_reviews \n",
"106 ['Visiting Velgam Vehera was a profound experi... \n",
"345 ['Deliwala Kota Vehera Temple is a hidden gem!... \n",
"399 ['The Ambuluwawa Biodiversity Complex is a hid... \n",
"16 ['Minneriya National Park is a must-visit for ... \n",
"406 ['Bundala National Park is a hidden gem! I arr... \n",
"199 ['Yala Green Safari was an incredible experien... \n",
"20 ['Bundala National Park is a hidden gem for na... \n",
"178 ['The Colombo Lotus Tower is a spectacular sig... \n",
"342 ['Neithal Park was a bit disappointing. The fa... \n",
"206 ['The Heyna camping site was a bit of a letdow... "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 2000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Function to get recommendations for a specific user by user ID\n",
"def get_recommendations(user_id, top_n=10): # Specify how many recommendations are needed by top_n\n",
" # Check if the user exists in the dataset\n",
" if user_id not in preferences_df['User ID'].values:\n",
" return f\"User ID {user_id} not found.\"\n",
" \n",
" # Get the index of the user\n",
" user_index = preferences_df[preferences_df['User ID'] == user_id].index[0]\n",
" \n",
" # Get the user's name\n",
" user_name = preferences_df.loc[preferences_df['User ID'] == user_id, 'Name'].values[0]\n",
"\n",
" # Get the similarity scores for that user\n",
" user_scores = similarity_scores[user_index]\n",
" \n",
" # Sort places by similarity score for this user\n",
" recommended_indices = user_scores.argsort()[-top_n:][::-1]\n",
" \n",
" # Get the top n recommended places\n",
" recommended_places = places_df.iloc[recommended_indices].copy()\n",
" \n",
" # Add a column for the user's name in the recommendations\n",
" recommended_places['User Name'] = user_name\n",
" \n",
" # Reset index for readability (1-based index)\n",
" recommended_places.index = recommended_places.index + 1\n",
" \n",
" # Sort recommendations by rating in descending order\n",
" recommendations_sorted = recommended_places.sort_values(by='rating', ascending=False)\n",
" \n",
" return user_name, recommendations_sorted[['name', 'formatted_address', 'rating', 'latest_reviews']]\n",
"\n",
"# Function to plot the recommendations as a bar chart\n",
"def plot_recommendations(recommendations_sorted, user_name):\n",
" plt.figure(figsize=(20, 5))\n",
" sns.barplot(x='rating', y='name', data=recommendations_sorted, palette='viridis')\n",
" plt.title(f\"Top Recommendations for {user_name} Based on Ratings\")\n",
" plt.xlabel('Rating')\n",
" plt.ylabel('Place')\n",
" plt.show()\n",
"\n",
"# Example: Get top recommendations for a user and plot them\n",
"user_id = 80 # Example user ID, adjust based on your data\n",
"user_name, recommendations_sorted = get_recommendations(user_id)\n",
"\n",
"print(f\"Top Recommendations for {user_name}\")\n",
"\n",
"# Display the recommendations in a table\n",
"display(recommendations_sorted)\n",
"\n",
"# Plot the recommendations for the user\n",
"plot_recommendations(recommendations_sorted.head(10), user_name) # Use the sorted DataFrame here\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ed2654a4",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-11T15:52:19.184696Z",
"iopub.status.busy": "2024-09-11T15:52:19.184196Z",
"iopub.status.idle": "2024-09-11T15:52:19.279423Z",
"shell.execute_reply": "2024-09-11T15:52:19.278287Z"
},
"papermill": {
"duration": 0.110186,
"end_time": "2024-09-11T15:52:19.282649",
"exception": false,
"start_time": "2024-09-11T15:52:19.172463",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"import pickle\n",
"\n",
"#SAVING the model\n",
"\n",
"# Save TF-IDF Vectorizer\n",
"with open('tfidf_vectorizer.pkl', 'wb') as f:\n",
" pickle.dump(tfidf_vectorizer, f)\n",
"\n",
"# Save Similarity Scores\n",
"with open('similarity_scores.pkl', 'wb') as f:\n",
" pickle.dump(similarity_scores, f)\n",
"\n",
"# Save Places DataFrame\n",
"places_df.to_pickle('places_df.pkl')\n",
"\n",
"# Save Preferences DataFrame\n",
"preferences_df.to_pickle('preferences_df.pkl')\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "37361195",
"metadata": {
"execution": {
"iopub.execute_input": "2024-09-11T15:52:19.303321Z",
"iopub.status.busy": "2024-09-11T15:52:19.302853Z",
"iopub.status.idle": "2024-09-11T15:52:19.349119Z",
"shell.execute_reply": "2024-09-11T15:52:19.347792Z"
},
"papermill": {
"duration": 0.060681,
"end_time": "2024-09-11T15:52:19.352417",
"exception": false,
"start_time": "2024-09-11T15:52:19.291736",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"#LOADING the model\n",
"\n",
"# Load TF-IDF Vectorizer\n",
"with open('tfidf_vectorizer.pkl', 'rb') as f:\n",
" tfidf_vectorizer = pickle.load(f)\n",
"\n",
"# Load Similarity Scores\n",
"with open('similarity_scores.pkl', 'rb') as f:\n",
" similarity_scores = pickle.load(f)\n",
"\n",
"# Load Places DataFrame\n",
"places_df = pd.read_pickle('places_df.pkl')\n",
"\n",
"# Load Preferences DataFrame\n",
"preferences_df = pd.read_pickle('preferences_df.pkl')\n"
]
}
],
"metadata": {
"kaggle": {
"accelerator": "none",
"dataSources": [
{
"datasetId": 5679149,
"sourceId": 9365418,
"sourceType": "datasetVersion"
}
],
"dockerImageVersionId": 30761,
"isGpuEnabled": false,
"isInternetEnabled": true,
"language": "python",
"sourceType": "notebook"
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.14"
},
"papermill": {
"default_parameters": {},
"duration": 17.622596,
"end_time": "2024-09-11T15:52:20.086755",
"environment_variables": {},
"exception": null,
"input_path": "__notebook__.ipynb",
"output_path": "__notebook__.ipynb",
"parameters": {},
"start_time": "2024-09-11T15:52:02.464159",
"version": "2.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}