Created
December 29, 2024 13:31
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import requests\n", | |
"import json\n", | |
"\n", | |
"\n", | |
"def fetch_hyperliquid_vault_overview():\n", | |
" # URL for the API endpoint\n", | |
" url = \"https://stats-data.hyperliquid.xyz/Mainnet/vaults\"\n", | |
"\n", | |
" try:\n", | |
" response = requests.get(url)\n", | |
" response.raise_for_status()\n", | |
" data = response.json()\n", | |
" return data\n", | |
"\n", | |
" except requests.exceptions.RequestException as e:\n", | |
" print(f\"Error making request: {e}\")\n", | |
" return None\n", | |
" except json.JSONDecodeError as e:\n", | |
" print(f\"Error parsing JSON: {e}\")\n", | |
" return None" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def fetch_vault_details(user_address: str, vault_address: str):\n", | |
" url = \"https://api-ui.hyperliquid.xyz/info\"\n", | |
"\n", | |
" # Request payload\n", | |
" payload = {\n", | |
" \"type\": \"vaultDetails\",\n", | |
" \"user\": user_address,\n", | |
" \"vaultAddress\": vault_address,\n", | |
" }\n", | |
"\n", | |
" try:\n", | |
" response = requests.post(url, json=payload, headers={\"accept\": \"*/*\"})\n", | |
"\n", | |
" response.raise_for_status()\n", | |
" return response.json()\n", | |
"\n", | |
" except requests.exceptions.RequestException as e:\n", | |
" print(f\"Error making request: {e}\")\n", | |
" return None\n", | |
" except json.JSONDecodeError as e:\n", | |
" print(f\"Error parsing JSON: {e}\")\n", | |
" return None" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"vault_data_overview = fetch_hyperliquid_vault_overview()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from time import sleep\n", | |
"\n", | |
"\n", | |
"vaults_results = {}\n", | |
"for data in vault_data_overview:\n", | |
" if float(data[\"summary\"][\"tvl\"]) > 10000:\n", | |
" vaults_results[data[\"summary\"][\"name\"]] = fetch_vault_details(\n", | |
" data[\"summary\"][\"leader\"], data[\"summary\"][\"vaultAddress\"]\n", | |
" )\n", | |
" sleep(1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/app/.venv/lib/python3.12/site-packages/pandas/plotting/_matplotlib/core.py:580: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n", | |
" fig = self.plt.figure(figsize=self.figsize)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 92432 (\\N{BAMUM LETTER PHASE-D NGKEURI}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 65316 (\\N{FULLWIDTH LATIN CAPITAL LETTER D}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 65319 (\\N{FULLWIDTH LATIN CAPITAL LETTER G}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 65326 (\\N{FULLWIDTH LATIN CAPITAL LETTER N}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 128770 (\\N{ALCHEMICAL SYMBOL FOR FIRE}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 120186 (\\N{MATHEMATICAL BOLD FRAKTUR CAPITAL O}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 128771 (\\N{ALCHEMICAL SYMBOL FOR EARTH}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 23403 (\\N{CJK UNIFIED IDEOGRAPH-5B6B}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 24735 (\\N{CJK UNIFIED IDEOGRAPH-609F}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 31354 (\\N{CJK UNIFIED IDEOGRAPH-7A7A}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 28378 (\\N{CJK UNIFIED IDEOGRAPH-6EDA}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 38634 (\\N{CJK UNIFIED IDEOGRAPH-96EA}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 29699 (\\N{CJK UNIFIED IDEOGRAPH-7403}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 65288 (\\N{FULLWIDTH LEFT PARENTHESIS}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 19977 (\\N{CJK UNIFIED IDEOGRAPH-4E09}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 25106 (\\N{CJK UNIFIED IDEOGRAPH-6212}) missing from current font.\n", | |
" func(*args, **kwargs)\n", | |
"/app/.venv/lib/python3.12/site-packages/IPython/core/events.py:82: UserWarning: Glyph 65289 (\\N{FULLWIDTH RIGHT PARENTHESIS}) missing from current font.\n", | |
" func(*args, **kwargs)\n" | |
] | |
}, | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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FKW0ef/xxODg4KG3Cw8MRGxuLmzdvKm3CwsL09hUeHo7IyEgAQFxcHBISEvTaeHh4ICQkRGljCLwdZrl4bomILF+ZFkvn5ORg/Pjx6NevnzIyc0JCAnx9ffWDsLODt7c3EhISlDbVqlXTa+Pn56es8/LyQkJCgrKsaJui2yj6uuLa3Ck3Nxe5ubnK87S0tFK9XyIiIjIvZXZFKD8/H71794aIYOHChWW1G4OaMWMGPDw8lAcnXC1efHw8VCoVDh8+XOrXBgcHY/bs2QaPiYjIGhVotBARY4dh1sokEdIlQRcuXEBERITePF3+/v5KbxydgoICJCcnw9/fX2mTmJio10b3/EFtiq4v+rri2txpwoQJSE1NVR6XLl0q1fu2VvdLjDp27IjRo0crz6Ojo5WC9wdh0kREdG97zl5H6Cfb0H9xFJOhR2DwREiXBJ05cwZbtmy5q0dVaGgoUlJScODAAWXZtm3boNVqERISorTZtWuX3iCFERERqFOnDry8vJQ2W7du1dt2REQEQkNDAQDVqlWDv7+/Xpu0tDRERUUpbe6kVquVCVY50WrZqFixIpydnct1n3l5eeW6PyKisiQiWLI7DgO/34dr6bmIPH8DBy/eNHZYZqvUiVBGRgYOHz6s/PUfFxeHw4cP4+LFi8jPz0evXr2wf/9+/PTTT9BoNEhISEBCQoLyY1SvXj106dIFr776Kvbt24fdu3dj5MiR6Nu3rzLWUP/+/eHg4IBhw4bhxIkTWLVqFebMmYOxY8cqcYwaNQqbN2/G559/jlOnTmHq1KnYv38/Ro4cCaCw0HX06NGYPn061q1bh2PHjmHQoEGoXLmyMu6RterYsSNGjhyJkSNHwsPDAxUqVMCkSZOUvyiCg4Px8ccf4+WXX4abmxsCAwOxaNEig+y76FUeEcHUqVMRGBgItVqNypUr4+2331ZivHDhAsaMGQOVSqVXuPzrr7+iQYMGUKvVCA4Oxueff37XPj766CMMGjQI7u7uGD58OJ588knl34bOtWvX4ODgcFdCTURkqnLyNXjvl6P48M8YaLQCb5fCTkU/7+MdjIdW2i5p27dvFwB3PQYPHixxcXHFrgMg27dvV7Zx48YN6devn7i6uoq7u7sMHTpU0tPT9fZz5MgRadeunajVaqlSpYp88sknd8WyevVqqV27tjg4OEiDBg1kw4YNeuu1Wq1MmjRJ/Pz8RK1WS6dOnSQ2NrbE77Uk3eeLdq3WarWSmZtvlIdWqy3x++rQoYO4urrKqFGj5NSpU/Ljjz+Ks7OzLFq0SEREgoKCxNvbWxYsWCBnzpyRGTNmiI2NjZw6dUpERDnPhw4dKvb5nfsaNWqU8jwoKEi+/PJLERFZs2aNuLu7y8aNG+XChQsSFRWlxHDjxg2pWrWqTJs2Ta5evSpXr14VEZH9+/eLjY2NTJs2TWJjY2XJkiXi5OQkS5Ys0duHu7u7fPbZZ3L27Fk5e/as/PTTT+Ll5SU5OTlKuy+++EKCg4PveeyKO8dERMaSkJotz87/V4LGr5dq76+XxbvOSXTcDQkav17qTNwoqdl5xg7RZJSm+3ype4117Njxvvci77dOx9vbWxk88V4aN26Mf/75575tXnzxRbz44ov3XK9SqTBt2jRMmzbtgTEZQna+BvUn/1Uu+7pTzLRwODuU/HQGBATgyy+/hEqlQp06dXDs2DF8+eWXePXVVwEA3bp1w5tvvgkAGD9+PL788kts374dderUuec2H3vsMdjY6F9kzM7ORtOmTYttf/HiRfj7+yMsLAz29vYIDAxE69atART+G7G1tYWbm5teTdcXX3yBTp06YdKkSQCA2rVrIyYmBrNmzcKQIUOUdk8++STeeecd5XmVKlUwcuRI/PHHH+jduzcAYOnSpRgyZAi7yRORyTt+ORVDl0bjWnouPJzsMb9/M7SvVREigpq+rjiblIE/Dl/BwDZBxg7V7HD2eSvVpk0bvQQgNDQUZ86cgUajAVCYiOqoVKpii9zvtGrVKuW2qe5RdLyoO7344ovIzs5G9erV8eqrr2Lt2rUoKCi47z5OnjyJtm3b6i1r27atXuwA7tqvo6MjBg4ciO+//x4AcPDgQRw/flwveSIiMlWfbj6Fa+m5qO3ninUj26J9rYoACr+f+7Yq7OG8ct9FY4ZotjjpqgE52dsiZlq40fZtSPb29nrPVSoVtFrtfV8TEBCAmjVr6sd1a6qKe7WPjY3Fli1bEBERgTfffBOzZs3Czp0779p/abm4uNy17JVXXkHTpk3x33//YcmSJXjyyScRFMS/nojI9P13MxsAMO25hgjy0f9+e755VczcHIsTV9Jw7L9UNKrqYYwQzRYTIQNSqVSluj1lTLpRvHX27t2LWrVqlfucWk5OTnjmmWfwzDPPYMSIEahbty6OHTuG5s2bw8HBQe8qD1BYbL979269Zbt370bt2rUfGHujRo3QsmVLLF68GCtWrMD8+fMN/n6IiMrC9fTCwX4ruqnvWuft4oAuDf2x7sgV/Bx9EY2qNirv8Mwab41ZqYsXL2Ls2LGIjY3Fzz//jHnz5mHUqFHlGsPSpUvx3Xff4fjx4zh//jx+/PFHODk5KVdpgoODsWvXLly+fBnXr18HALzzzjvYunUrPvroI5w+fRrLli3D/Pnz8e6775Zon6+88go++eQTiAh69uxZZu+NiMhQcvI1SM8tLBuo4Hp3IgQAfVsX3h5bd/gKMnPvX2JA+pgIWalBgwYhOzsbrVu3xogRIzBq1KgSD3RoKJ6enli8eDHatm2Lxo0bY8uWLfjzzz+VsaemTZuG+Ph41KhRAxUrFt4Pb968OVavXo2VK1eiYcOGmDx5MqZNm1biWp9+/frBzs4O/fr1g6OjY1m9NSIig7meUXg1yMHWBu6Oxd91CK3ug2AfZ2TkFmDD0avlGZ7ZU0lJunlZqbS0NHh4eCA1NfWuwRVzcnIQFxeHatWqmd0PaseOHdG0aVOrHLVZl1hFR0ejefPm921rzueYiCzH4Usp6LFgNyp7OGLPhE73bLdwxzl8uvkUmgV6Yu2bbe/Zzhrc7/f7TrwiRFYhPz8fCQkJmDhxItq0afPAJIiIyFTo6oMqFFMfVFSvFlVhZ6PCoYspiE1If+T9nklMx+WU7EfejqljIkRWYffu3ahUqRKio6Px9ddfGzscIqIS090au1d9kE5FNzXC6vkBAFZGP1pX+j+PXEHn2bvw5Gc7sHLfRYuey8w8ujiRQe3YscPYIZS7Bw0ESkRkqq7prgi5Ojywbd/WAdh8IgG/HPgPI5+oCZ8HJE/F2XYqEWNWHYYIkFugxfu/HUNUXDKm92gIF7XlpQ28IkRERGTCSnpFCADa16qI+pXckZ5TgE83nyr1viLP3cAbPx5EgVbwXNPKGN+lLmxtVFh76DKenf+vQW65mRrLS+3KGa8yWC6eWyIyBdczCictL0kiZGujwkc9GuKFhXuwev9/6N0yAC2DvUu0n8OXUvDKsmjkFmgRVs8Pn73YBPa2NmgZ7IW3VhzCuWuZeG7Bv3ilXXW43aP3mo5KBYTV80P1iq4l2rcxMRF6SLqRj7Oysu47ejKZr6ysLAB3j7JNRFSermXcezDF4rQI8kLfVgFYGX0JE38/jinPNICHkz08ne3h4WQPZwfbu+ZYPJWQhsHf70NmngaP1fDB/P7NYG9beNOoVbA3NrzdDmNWH8Gu09cwf/vZEsUxd+tZ/DGyLWqYeDLEROgh2drawtPTU5l/y9nZmZN3WggRQVZWFpKSkuDp6Vnuo20TERVVmltjOuO61MXmEwk4lZCOfov36q1TqYA7f620ty6ANwv0xOJBLeF4x7RNPq5qLB3SCiv2XcShiykP3P/xy6mITUzH68sP4PcRbU26tsh0IzMDulnRHzQZKZknT09P5RwTERnL7ek1HlwsrePt4oAvezfFwh3nkJyVh5SsfKRm5yFfIxABirvx3yzQE0uHtL5n0mJjo8JLbYLwUglmuE9Kz8HTc//FmaQMjP/1KOb1a2ayFwuYCD0ClUqFSpUqwdfXF/n5+cYOhwzI3t6eV4KIyOhyCzRIy7n/9Br38kRdXzxR11d5LiLIztcg4x5TcFR0VRssWfF1c8SCAc3Rb9FerD96Fc0CvTCsXTWDbNvQmAgZgK2tLX80iYjI4G7cKpS2t1XBw+nR6hV1E4OX1+TgrYK98UH3evjwzxjM2HgSjap4oHW1khVulyd2nyciIjJRuvogHxfDXa0pT0MeC8azTSqjQCsYseIgktJyjB3SXXhFiIiIyEQpgymWoj7IlKhUKnzyQiPEJqQjNjEdnb7YCbc7apACfZyxcniokSLkFSEiIiKT9TA9xkyNs4Mdvh7YAj4uDkjPKcCV1By9R9KtZM9YeEWIiIjIRJVmMEVTVq2CC3aNewLnr2Xetc7BzrjXZJgIERERmajb84yZdyIEAC5qOzSq6mHsMO7CW2NEREQm6nopR5Wm0mMiREREZKJu1wiZZ7G0OWAiREREZKJ0NUIVLeDWmKliIkRERGSilCtCvDVWZpgIERERmaC8Ai1Ssgqnb7KEYmlTxUSIiIjIBN3ILLwaZGujgucjTq9B98ZEiIiIyARdTy+sD/JxcYCNjflNr2EumAgRERGZIEsYVdocMBEiIiIyQddYKF0umAgRERGZIGUwRV4RKlNMhIiIiEyQrkbIXGeeNxdMhIiIiEwQrwiVDyZCREREJojF0uWDiRCRGbqSko1tpxKh1YqxQyGiMsJEqHwwESIyQ6NWHsLLS/fjow0xEGEyRGSJdPOMsUaobDERIjIzaTn5OHDhJgBgye54zNl6xsgREZGh5Wu0SM68lQjxilCZYiJEZGb2xydDK4CjfeHHd/aWM1iyO87IURGRIemSIBsV4OXMK0JliYkQkZmJPHcDANCzWRWMCasNAPjwzxj8euA/Y4ZFRAZ0Lb2wPsjbRQ1bTq9RpkqdCO3atQvPPPMMKleuDJVKhd9//11vvYhg8uTJqFSpEpycnBAWFoYzZ/Qv3ScnJ2PAgAFwd3eHp6cnhg0bhoyMDL02R48eRfv27eHo6IiAgADMnDnzrljWrFmDunXrwtHREY0aNcLGjRtLHQuRudl7PhkA0Ka6D97uVBMvt60GABj361H8fSLBmKERkYEoXec5qnSZK3UilJmZiSZNmmDBggXFrp85cybmzp2Lr7/+GlFRUXBxcUF4eDhycnKUNgMGDMCJEycQERGB9evXY9euXRg+fLiyPi0tDZ07d0ZQUBAOHDiAWbNmYerUqVi0aJHSZs+ePejXrx+GDRuGQ4cOoUePHujRoweOHz9eqliIzElqdj5OXEkFAIRU84FKpcLE7vXQq0VVaLSCkSsOYc/Z60aOkogelVIo7crbYmVOHgEAWbt2rfJcq9WKv7+/zJo1S1mWkpIiarVafv75ZxERiYmJEQASHR2ttNm0aZOoVCq5fPmyiIh89dVX4uXlJbm5uUqb8ePHS506dZTnvXv3lu7du+vFExISIq+99lqJY3mQ1NRUASCpqaklak9U1iJOJEjQ+PXScdZ2veX5BRoZ/kO0BI1fL/UmbZJDF28aJT4iMoyFO85K0Pj1MmblIWOHYpZK8/tt0BqhuLg4JCQkICwsTFnm4eGBkJAQREZGAgAiIyPh6emJli1bKm3CwsJgY2ODqKgopc3jjz8OB4fbmXB4eDhiY2Nx8+ZNpU3R/eja6PZTkljulJubi7S0NL0HkSnZe76wPqhNdR+95Xa2NpjTtxna1vRBVp4GQ5bsw+nEdGOESEQGcD2dE66WF4MmQgkJhfUJfn5+esv9/PyUdQkJCfD19dVbb2dnB29vb702xW2j6D7u1abo+gfFcqcZM2bAw8NDeQQEBJTgXROVn71xukTI+651jva2WDSwJZoGeCIlKx8Dv4vCpeSs8g6RiAzg9mCKvDVW1thrrIgJEyYgNTVVeVy6dMnYIREpCuuDCq9S3nlFSMdFbYelQ1uhjp8bEtNyMeDbKCSlsSaOyNzcrhHiFaGyZtBEyN/fHwCQmJiotzwxMVFZ5+/vj6SkJL31BQUFSE5O1mtT3DaK7uNebYquf1Asd1Kr1XB3d9d7EJmKfXHJEAGqV3CBn7vjPdt5Ojtg+bDWCPR2xsXkLAz8bh9SsvLKMVIielS67vNMhMqeQROhatWqwd/fH1u3blWWpaWlISoqCqGhoQCA0NBQpKSk4MCBA0qbbdu2QavVIiQkRGmza9cu5OfnK20iIiJQp04deHl5KW2K7kfXRrefksRCZE6U+qAaxV8NKsrX3RE/DguBr5sasYnpGLIkGpm5BWUdIhEZCOcZKz+lToQyMjJw+PBhHD58GEBhUfLhw4dx8eJFqFQqjB49GtOnT8e6detw7NgxDBo0CJUrV0aPHj0AAPXq1UOXLl3w6quvYt++fdi9ezdGjhyJvn37onLlygCA/v37w8HBAcOGDcOJEyewatUqzJkzB2PHjlXiGDVqFDZv3ozPP/8cp06dwtSpU7F//36MHDkSAEoUC5E5uVeh9L0E+jhj+bAQeDjZ4/ClFAxfvh+5BZqyDJGIDKBAo0VyFucZKzel7ZK2fft2AXDXY/DgwSJS2G190qRJ4ufnJ2q1Wjp16iSxsbF627hx44b069dPXF1dxd3dXYYOHSrp6el6bY4cOSLt2rUTtVotVapUkU8++eSuWFavXi21a9cWBwcHadCggWzYsEFvfUliuR92nydTkZKZJ8Hvr5eg8eslMTW7VK89eCFZ6k3aJEHj18trP+yX/AJNGUVJRIaQmJYtQePXS7X310uBRmvscMxSaX6/VSKcuvpe0tLS4OHhgdTUVNYLkVH9fSIBw5cfQI2KLtj6TsdSv3732esYuiQaeRotXmxRFZ++0Bg2HLafyCTFXElDt7n/oIKrA/ZPfMrY4Zil0vx+s9cYkRkoOq3Gw2hbswLm9W8GGxWw5sB/+N/Gk+DfQESmifVB5YuJEJEZKG19UHHCG/hjZq8mAIDv/o3DvG1nDRIbERkWE6HyxUSIyMSlZOXhZELh+EEhxQykWBq9WlTF5KfrAwC+iDiNpbvjHjk+IjIsDqZYvpgIEZm4qFvjB9X0dYWv273HDyqpl9tVw6hOtQAAU/+MwdpD/z3yNonIcDiYYvliIkRk4m7fFnu0q0FFjQ6rhSGPBQMA3l1zFBExifd/ARGVm2ucZ6xcMREiMnGPWihdHJVKhclP18fzzatAoxWMWHEQe85dN9j2iejhsUaofDERIjJhNzPzcPLqrfqgaoZLhADAxkaFmS80xlP1/ZBXoMWry/bjyKUUg+6DiErv9vQarBEqD0yEiExYVFzh1aBavq6oWAaXye1sbTCvXzM8VsMHmXkaDF6yD2cS0w2+HyIqOdYIlS8mQkQmzBDd5h/E0d4Wiwa1RJMAT6Rk5eOl76JwKTmrzPZHRPem0QqSMwuvCPmyRqhcMBEiMmHlkQgBgKvaDkuHtEJtP1ckpuXipe+ikJSeU6b7JKK73czKg1YAlQrwduGtsfLARIjIRCVn5uFUQuFtqkcdP6gkvFwcsHxYCKp6OeHCjSwM+m4fUrPyy3y/RHSbrlDay9kBdrb8iS4PPMpEJmpfXOHVoNp+ruVWK+Dn7oifXglBRTc1TiWkY+jSfcjKKyiXfRMRcD1dVx/Eq0HlhYkQkYkqi27zJRHk44Llw1rDw8keBy+m4LXlB5BboCnXGIisFbvOlz8mQkQmqrzqg4pT198dS4a2grODLf45cx2jVx6GRstJWonKGhOh8sdEiMgE3cjIvV0fVK3s64OK0zzQC4sGtoSDrQ02HU/A//12jDPWE5Wx22MIMREqL0yEiEzQvlvjB9Xxc4OPEb8Q29WqgLn9msJGBazafwkfbzzJZIioDF3TXRFyY41QeWEiRGSCymJ+sYfVpWElfPJCYwDA4n/isGD7WSNHRGS5OJhi+WMiRGSCIo1YH1Sc3i0DMLF7PQDAZ3+fxg+R8cYNiMhCXb91a6wsRpKn4jERIjIx1zNycToxAwAQYiKJEAC80r463n6yJgBg8h8n8Puhy0aOiMjy6IqlK/KKULlhIkRkYnT1QXX93UxuZNkxT9XGkMeCAQDvrDmCrScTjRsQWaVDF28iOTPP2GEYnFYruJHJW2PljYkQkYkxZrf5B1GpVJj8dH0836wKNFrBmz8dVOIlKg87YpPQ86s96PX1HuTkW9b4VinZ+cowFT4cULHcMBEiMjGR50ynULo4NjYqfNqrMcLq+SG3QItXlu3H0f9SjB0WWQldsf75a5n47K9YI0djWLrbYp7O9rDn9BrlhkeayIRcz8jFmaRb9UHVTO+KkI69rQ3m92+GNtW9kZFbgMHf78PZpHRjh0UWbn98MqLjb8LWRgUA+G53HKLjk40cleFc5xhCRsFEiMiERJ2/XR/kZWL1QXdytLfFt4NboXFVD9zMysdL3+7DfzezjB0WWbCvd54DALzYoipebFEVIsB7a44gO88ybpGdu1b4RxDnGStfTISITIgp1wcVx1Vth6VDW6OWrysS0nLw0rdRysi4RIYUm5COLSeToFIBwx+vjolP10clD0fE38jCzL9OGTu8R5Kv0eKzv2IxZd0JAECDyh5Gjsi6MBEiMiG68YNCa5hHIgQA3i4OWD4sBFW9nBB/IwuDvt+H1Ox8Y4dFFuabXYVXg7o08Ef1iq7wcLJXBvpcsjvebIv2zyZl4Pmv9mD+9rPQCvB88yoY81RtY4dlVZgIEZmIa+m5OJuUAZXKePOLPSx/D0f8OCwEFVzVOHk1DS8vjUZWXoGxwyILcTklG+sOXwEAvN6hhrK8Q+2K6NsqAAAw7pejZvVvTkTwQ2Q8np73D45dToWHkz2+GtAcX/RuCle1nbHDsypMhIhMRFRc4V+0df3d4elsfjUCwRVcsHxYa7g72uHAhZt4/ceDyCvQGjsssgDf/nMeBVrBYzV80CTAU2/dB93robKHIy4mZ+HTTeZxiywpPQdDl0Zj8h8nkJOvRftaFfDX6MfRrVElY4dmlZh2EpkIU+82XxL1KrljydDWeOnbKOw6fQ1jVh3G3H7NlF4+RKV1MzMPK/ddAgC80bHGXevdHO0xs1cTvPRdFJZFXkB4Q388VqMCAECjFZy4kop/z17H7rPXcehiCvI1xk/OC7QCEcDBzgbvd6mLIY8Fw4afEaNhIkRkInQ1DqFmUih9Ly2CvLBoUAu8vDQaG45dhZujHWY83wgqFb/oqfSWRcYjO1+DBpXd0a5mhWLbtKtVAf1DArEi6iLG/XIUr3eogd1nr2PPuRsmW69Wv5I7Zvdtitp+bsYOxeoxESIyAUnpOTh3LRMqFdDazOqDitO+VkXM7dsMI1YcxMroS/Bwssf7XesyGaJSycorwLI98QAKrwbd79/P/3Wrh52x1/DfzWxM/P24stxNbYfQGj5oV6sC2lT3gbujfVmH/UAqFeDrpubnwUQwESIyAbrxg+qZaX1Qcbo2qoRPnm+Mcb8exTe7zsPdyR4jnqhp7LDIjKyKvoSbWfkI8nFG14b3r59xVdthdt+mGL3yMKp6OaFdzQpoW6sCGlfxgB1Haab7YCJEZAIizWz8oJLq3SoAqdn5+N/Gk5j1VyzcnewxsE2QscMyiv9uZuGXA/+hjp8bQqr7mNyEuqYmX6PFt//EASgcN6gkdWatgr2x+/0nyzo0sjBMhIhMwF4zHD+opF59vDpSs/Mxf/tZTP7jONwd7fBc0yrGDqtYIoLcAi0ycwuQladBZl4BMnM1yCr63zwNsnILUMFVjeebVynx7Y0Jvx3DP2euK8/r+ruhTXWfWw9vi7kSaCh/HrmCyynZqOCqxgvNqxo7HLJgTISIjCwpLQfndfVBweZfH1ScdzrXRlpOPn6IvIB3Vh+Bm6Mdnqzr90jb1GgFWXm3EpbcO/6bV4Cs3Fv/zSs+kcm8tVxpd+u/tyb/LhEHOxs806TyA9udTUrHP2euw0YF1PR1xenEDJxKSMephHQs3RMPlQqo4+dmlVeJ7Gxt4GRvAyd7Wzg52MLR3hZO9rbYeOwqAODldsFwtLc1cpRkyZgIERnZ3rjC+qD6ldzh4Wz8Qs6yoFKpMPWZBkjLzsfvh6/gjR8PYsbzjeDmaK+fpCjJin4iU1yCk5Nftt2gnext4aK2hbODHZwdbOGivvVfBzvcyMxFdPxNzNl6Bt0aVXrgbZsfIi8AADrV88PiQS1xPSMXUeeTEXn+OvaeT8bZpMLEiPS5qu0wIMQ6b6VS+WEiRGRkuvGDzL3b/IPY2Kgw68UmSM8pwNZTSRi7+ohhtqsCXNR2cHGwg7O6MFG5M3HRLXdysIWLgy2c79Fet87J3va+yU1aTj7afbINZ5MysP7olfve6kvPycevB/4DAAx5LBhA4ezi3RtXQvfGhQXASek5OHQxBblWNgCliKBAI8jO1yAnX4PsPA2y8zW3nmsR3sAPHk6W+ccBmQ4mQkRGFmWhhdLFsbe1wYIBzTHljxM4dOnm7QSmaOJSJIFxcrh9VeZeiY7azqbcuyG7O9pj+OPV8dnfpzFnyxl0b1Tpnj2TfjnwHzLzNKjp64rH7lED5uvmiPAG/mUZMhHdAxMhIiNKTMvB+euF9UGtLGD8oJJwtLfFp70aGzuMRzakbTV8+28czl/PxLojV/B8MQW9Wq1g+a3bYoNDgzhuDJEJMvjgChqNBpMmTUK1atXg5OSEGjVq4KOPPoLI7QpEEcHkyZNRqVIlODk5ISwsDGfOnNHbTnJyMgYMGAB3d3d4enpi2LBhyMjI0Gtz9OhRtG/fHo6OjggICMDMmTPvimfNmjWoW7cuHB0d0ahRI2zcuNHQb5nooel6izWo7M5bAGbGVW2H4Y9XBwDM3XoGBcVM3fDP2es4fz0Tbmq7YhMlIjI+gydCn376KRYuXIj58+fj5MmT+PTTTzFz5kzMmzdPaTNz5kzMnTsXX3/9NaKiouDi4oLw8HDk5OQobQYMGIATJ04gIiIC69evx65duzB8+HBlfVpaGjp37oygoCAcOHAAs2bNwtSpU7Fo0SKlzZ49e9CvXz8MGzYMhw4dQo8ePdCjRw8cP3571FEiY7KUaTWs1eDQYHi7OCD+RhbWHrp813rdqMi9WlaFC2cUJzJNYmDdu3eXl19+WW/Z888/LwMGDBAREa1WK/7+/jJr1ixlfUpKiqjVavn5559FRCQmJkYASHR0tNJm06ZNolKp5PLlyyIi8tVXX4mXl5fk5uYqbcaPHy916tRRnvfu3Vu6d++uF0tISIi89tprJXovqampAkBSU1NL1J6otDrO2i5B49fLlpgEY4dCD+mbnWclaPx6affpVskr0CjL469nSPD76yVo/Ho5l5RuxAiJrE9pfr8NfkXosccew9atW3H69GkAwJEjR/Dvv/+ia9euAIC4uDgkJCQgLCxMeY2HhwdCQkIQGRkJAIiMjISnpydatmyptAkLC4ONjQ2ioqKUNo8//jgcHG6PuxEeHo7Y2FjcvHlTaVN0P7o2uv3cKTc3F2lpaXoPorKSkJqDuOuZsFEBLS10/CBr8FKbIFRwdcCl5Gz8dvA/ZfnyyAsQATrUrojqFV2NGCER3Y/BE6H3338fffv2Rd26dWFvb49mzZph9OjRGDBgAAAgISEBAODnpz+Ymp+fn7IuISEBvr6+euvt7Ozg7e2t16a4bRTdx73a6NbfacaMGfDw8FAeAQEBpX7/RCV1uz7Ig/VBZszZwQ6vd6gBAJi79SzyCrTIyivA6v2XANzuMk9EpsngidDq1avx008/YcWKFTh48CCWLVuGzz77DMuWLTP0rgxuwoQJSE1NVR6XLl0ydkhkwSx5Wg1r81KbIFR0U+NySjbWHLiEtYcuIy2nAEE+zuhQu6KxwyOi+zB49d57772nXBUCgEaNGuHChQuYMWMGBg8eDH//wrEyEhMTUanS7dmEExMT0bRpUwCAv78/kpKS9LZbUFCA5ORk5fX+/v5ITEzUa6N7/qA2uvV3UqvVUKvVD/O2iUptrzJ+EG+LmTtHe1u82bEGPvwzBgu2nVUKowe2CYJNCSYLJSLjMfgVoaysLNjY6G/W1tYWWm1h19Jq1arB398fW7duVdanpaUhKioKoaGhAIDQ0FCkpKTgwIEDSptt27ZBq9UiJCREabNr1y7k5+crbSIiIlCnTh14eXkpbYruR9dGtx8iY7mamo34G1msD7Ig/VoHws9djSupOTiTlAEne1u82JK314lMncEToWeeeQb/+9//sGHDBsTHx2Pt2rX44osv0LNnTwCFcw6NHj0a06dPx7p163Ds2DEMGjQIlStXRo8ePQAA9erVQ5cuXfDqq69i37592L17N0aOHIm+ffuicuXCCQ779+8PBwcHDBs2DCdOnMCqVaswZ84cjB07Voll1KhR2Lx5Mz7//HOcOnUKU6dOxf79+zFy5EhDv22iUtFdDWpYxQPujqwPsgSO9rYY+URN5XnP5lVY+0VkDgzdZS0tLU1GjRolgYGB4ujoKNWrV5cPPvhAr5u7VquVSZMmiZ+fn6jVaunUqZPExsbqbefGjRvSr18/cXV1FXd3dxk6dKikp+t3QT1y5Ii0a9dO1Gq1VKlSRT755JO74lm9erXUrl1bHBwcpEGDBrJhw4YSvxd2n6eyMm7NEQkav14+3hBj7FDIgHLyC+Txmduk1v9tlNMJacYOh8hqleb3WyVSZMhn0pOWlgYPDw+kpqbC3d3d2OGQBekwazsu3MjCkiGt8ERd3we/gMzGjYxcpGbns8s8kRGV5vebQ50SlbMrKdm4cCMLtjYqtAz2MnY4ZGA+rmr4uLLTBZG5MHiNEBHdX9H6IDfWBxERGRUTIaJyxm7zRESmg4kQUTnbez4ZANCGE60SERkdEyGicnQ5JRsXkwvrg1px/CAiIqNjIkRUjvaeK7wt1qiKB1zV7KtARGRsTISIytHt+iDeFiMiMgVMhIjK0d44FkoTEZkSJkJE5eS/m1m4lJx9a/wgJkJERKaAiRBROdH1FmtclfVBRESmgokQUTlhfRARkelhIkRUTpgIERGZHiZCROXgUnIW/ruZDTsbFVoGcX4xIiJTwUSIqBzorgY1ruoBF9YHERGZDCZCROWA02oQEZkmJkJEZUxEWB9ERGSimAgRlbH/bmbjcsqt+qBg1gcREZkSJkJEZSzy1tWgJgGecHZgfRARkSlhIkRUxm7fFuNo0kREpoaJEFEZEhFlxnnWBxERmR4mQkRl6FJyNq6k5sDeVoUWHD+IiMjkMBEiKkO622JNqrI+iIjIFDERIipD7DZPRGTamAgRlRERUXqMMREiIjJNTISIysjF5CxcZX0QEZFJYyJEVEZ0t8WaBnjCycHWyNEQEVFxmAgRlRHOL0ZEZPqYCBGVARFB5K3xg0KZCBERmSwmQkRl4MKNLCSk5cDB1gbNAlkfRERkqpgIEZUB1gcREZkHJkJEZSCS84sREZkFJkJEBiYitwdSrMH6ICIiU8ZEiMjA4m9kITEtFw62NmjO+iAiIpPGRIjIwJT6oEBPONqzPoiIyJQxESIyMF23eY4fRERk+pgIERlQ0fogjh9ERGT6mAgRGVDc9UwkpefCwc4GzQI9jR0OERE9ABMhIgPSTavRLID1QURE5oCJEJEB6cYPCmW3eSIis1AmidDly5fx0ksvwcfHB05OTmjUqBH279+vrBcRTJ48GZUqVYKTkxPCwsJw5swZvW0kJydjwIABcHd3h6enJ4YNG4aMjAy9NkePHkX79u3h6OiIgIAAzJw5865Y1qxZg7p168LR0RGNGjXCxo0by+ItE+mPH8T6ICIis2DwROjmzZto27Yt7O3tsWnTJsTExODzzz+Hl9ft8VRmzpyJuXPn4uuvv0ZUVBRcXFwQHh6OnJwcpc2AAQNw4sQJREREYP369di1axeGDx+urE9LS0Pnzp0RFBSEAwcOYNasWZg6dSoWLVqktNmzZw/69euHYcOG4dChQ+jRowd69OiB48ePG/ptE+H89Uxcu1Uf1DTA09jhEBFRSYiBjR8/Xtq1a3fP9VqtVvz9/WXWrFnKspSUFFGr1fLzzz+LiEhMTIwAkOjoaKXNpk2bRKVSyeXLl0VE5KuvvhIvLy/Jzc3V23edOnWU571795bu3bvr7T8kJERee+21Er2X1NRUASCpqaklak/WbXlkvASNXy99vtlj7FCIiKxaaX6/DX5FaN26dWjZsiVefPFF+Pr6olmzZli8eLGyPi4uDgkJCQgLC1OWeXh4ICQkBJGRkQCAyMhIeHp6omXLlkqbsLAw2NjYICoqSmnz+OOPw8HBQWkTHh6O2NhY3Lx5U2lTdD+6Nrr93Ck3NxdpaWl6D6KSut1tvoKRIyEiopIyeCJ0/vx5LFy4ELVq1cJff/2FN954A2+//TaWLVsGAEhISAAA+Pn56b3Oz89PWZeQkABfX1+99XZ2dvD29tZrU9w2iu7jXm106+80Y8YMeHh4KI+AgIBSv3+yTiKi9BjjRKtERObD4ImQVqtF8+bN8fHHH6NZs2YYPnw4Xn31VXz99deG3pXBTZgwAampqcrj0qVLxg6JzMS5a5m4npELtZ0NmrA+iIjIbBg8EapUqRLq16+vt6xevXq4ePEiAMDf3x8AkJiYqNcmMTFRWefv74+kpCS99QUFBUhOTtZrU9w2iu7jXm106++kVqvh7u6u9yAqCV23+eaBXhw/iIjIjBg8EWrbti1iY2P1lp0+fRpBQUEAgGrVqsHf3x9bt25V1qelpSEqKgqhoaEAgNDQUKSkpODAgQNKm23btkGr1SIkJERps2vXLuTn5yttIiIiUKdOHaWHWmhoqN5+dG10+yEylL0cP4iIyDwZulJ73759YmdnJ//73//kzJkz8tNPP4mzs7P8+OOPSptPPvlEPD095Y8//pCjR4/Kc889J9WqVZPs7GylTZcuXaRZs2YSFRUl//77r9SqVUv69eunrE9JSRE/Pz8ZOHCgHD9+XFauXCnOzs7yzTffKG12794tdnZ28tlnn8nJkydlypQpYm9vL8eOHSvRe2GvMSoJrVYrLT76W4LGr5eo8zeMHQ4RkdUrze+3wRMhEZE///xTGjZsKGq1WurWrSuLFi3SW6/VamXSpEni5+cnarVaOnXqJLGxsXptbty4If369RNXV1dxd3eXoUOHSnp6ul6bI0eOSLt27UStVkuVKlXkk08+uSuW1atXS+3atcXBwUEaNGggGzZsKPH7YCJEJXEmMU2Cxq+X2h9slJz8AmOHQ0Rk9Urz+60SETHuNSnTlZaWBg8PD6SmprJeiO5peWQ8Jv1xAo/V8MGKV9sYOxwiIqtXmt9vzjVG9Ih03eZDOa0GEZHZYSJE9Aik6PxiLJQmIjI7TISIHsHZpAzcyMyDo70NGlf1MHY4RERUSkyEiB6BbvyglkHeUNtx/CAiInPDRIjoESi3xTitBhGRWWIiRPSQRG9+MdYHERGZIyZCRA/pdGIGkjPz4GRvi8ZVPY0dDhERPQQmQkQPSXdbrGWwFxzs+FEiIjJH/PYmeki364N4W4yIyFwxESJ6CFqtICpOVx/EQmkiInPFRIjoIZxOSlfqgxpV8TR2OERE9JCYCBE9hL3nWB9ERGQJ+A1O9BDYbZ6IyDIwESIqpcL6IBZKExFZAiZCRKUUm5iOm1n5cHaw5fxiRERmjokQUSndHj/IG/a2/AgREZkzfosTlRLnFyMishxMhIhKQX/8INYHERGZOyZCRKVwKiEdKVn5cHGwRaMqrA8iIjJ3TISISoH1QUREloXf5ESlwPnFiIgsCxMhohLi/GJERJaHiRBRCZ1MSENqNuuDiIgsCRMhohLSTavRqpo37FgfRERkEfhtTlRCrA8iIrI8TISISkCjFUQxESIisjhMhIhK4OTVNKTlFMBVbYeGld2NHQ4RERkIEyGiEtDdFmsV7MX6ICIiC8JvdKISYH0QEZFlYiJE9ACaIuMHhdZgIkREZEmYCBE9wMmraUjPKYCb2g71K7E+iIjIkjARInoApT6I4wcREVkcfqsTPUDkOV19EKfVICKyNEyEiO5DoxXs09UHVa9g5GiIiMjQmAgR3UfMlTSk596qD+L4QUREFoeJENF96OqDWlfzhq2NysjREBGRoTERIrqPSI4fRERk0ZgIEd1DgUaLaI4fRERk0ZgIEd1DzNVb9UGOdqjH8YOIiCxSmSdCn3zyCVQqFUaPHq0sy8nJwYgRI+Dj4wNXV1e88MILSExM1HvdxYsX0b17dzg7O8PX1xfvvfceCgoK9Nrs2LEDzZs3h1qtRs2aNbF06dK79r9gwQIEBwfD0dERISEh2LdvX1m8TbJAuvqgENYHERFZrDJNhKKjo/HNN9+gcePGesvHjBmDP//8E2vWrMHOnTtx5coVPP/888p6jUaD7t27Iy8vD3v27MGyZcuwdOlSTJ48WWkTFxeH7t2744knnsDhw4cxevRovPLKK/jrr7+UNqtWrcLYsWMxZcoUHDx4EE2aNEF4eDiSkpLK8m2Thbg9fhBvixERWSwpI+np6VKrVi2JiIiQDh06yKhRo0REJCUlRezt7WXNmjVK25MnTwoAiYyMFBGRjRs3io2NjSQkJChtFi5cKO7u7pKbmysiIuPGjZMGDRro7bNPnz4SHh6uPG/durWMGDFCea7RaKRy5coyY8aMEr2H1NRUASCpqamle/Nk9vILNNJg8mYJGr9ejv2XYuxwiIioFErz+11mV4RGjBiB7t27IywsTG/5gQMHkJ+fr7e8bt26CAwMRGRkJAAgMjISjRo1gp+fn9ImPDwcaWlpOHHihNLmzm2Hh4cr28jLy8OBAwf02tjY2CAsLExpc6fc3FykpaXpPcg6nbiShozcArizPoiIyKLZlcVGV65ciYMHDyI6OvqudQkJCXBwcICnp6fecj8/PyQkJChtiiZBuvW6dfdrk5aWhuzsbNy8eRMajabYNqdOnSo27hkzZuDDDz8s+RslixWpjB/kw/ogIiILZvArQpcuXcKoUaPw008/wdHR0dCbL1MTJkxAamqq8rh06ZKxQyIj0RVKs9s8EZFlM3gidODAASQlJaF58+aws7ODnZ0ddu7ciblz58LOzg5+fn7Iy8tDSkqK3usSExPh7+8PAPD397+rF5nu+YPauLu7w8nJCRUqVICtrW2xbXTbuJNarYa7u7veg6xP0fGDONEqEZFlM3gi1KlTJxw7dgyHDx9WHi1btsSAAQOU/7e3t8fWrVuV18TGxuLixYsIDQ0FAISGhuLYsWN6vbsiIiLg7u6O+vXrK22KbkPXRrcNBwcHtGjRQq+NVqvF1q1blTZExTl+JQ2ZeRp4ONmjnj+TYSIiS2bwGiE3Nzc0bNhQb5mLiwt8fHyU5cOGDcPYsWPh7e0Nd3d3vPXWWwgNDUWbNm0AAJ07d0b9+vUxcOBAzJw5EwkJCZg4cSJGjBgBtVoNAHj99dcxf/58jBs3Di+//DK2bduG1atXY8OGDcp+x44di8GDB6Nly5Zo3bo1Zs+ejczMTAwdOtTQb5ssiK7bfOtq3rBhfRARkUUrk2LpB/nyyy9hY2ODF154Abm5uQgPD8dXX32lrLe1tcX69evxxhtvIDQ0FC4uLhg8eDCmTZumtKlWrRo2bNiAMWPGYM6cOahatSq+/fZbhIeHK2369OmDa9euYfLkyUhISEDTpk2xefPmuwqoiYpS6oM4fhARkcVTiYgYOwhTlZaWBg8PD6SmprJeyErka7Ro+uHfyMzTYOPb7VG/Ms87EZG5Kc3vN+caIyri+OVUpT6orr+bscMhIqIyxkSIqIjIIvOLsT6IiMjyMREiKmLv+cJu8xw/iIjIOjARIrolX6PF/njd+EFMhIiIrAETIaJbjv6Xiqw8Dbyc7VHHj/VBRETWgIkQ0S17lfogH9YHERFZCSZCRLfoEiFOq0FEZD2YCBFBVx90EwDQhoXSRERWg4kQEYCj/6UgO7+wPqi2L+uDiIisBRMhItzuNt+mOuuDiIisCRMhIhStD+JtMSIia8JEiKxeXkGR+iAmQkREVoWJEFk9XX2Qt4sDavm6GjscIiIqR0yEyOoV7TbP+iAiIuvCRIisXtFCaSIisi5MhMiq5RZosP8CEyEiImvFRIis2tH/UpGTr4UP64OIiKwSEyGyanvP3e42r1KxPoiIyNowESKrtjeO84sREVkzJkJktXILNBw/iIjIyjERIqt15FIqcgu0qODqgJqsDyIiskpMhMhq6cYPCmF9EBGR1WIiRFaL84sRERETIbJKuQUaHLhQWB8UykJpIiKrxUSIrNLhiym36oPUqFGR9UFERNaKiRBZpdvTanizPoiIyIoxESKrxPogIiICmAiRFfrj8GXsi+f8YkREBNgZOwCi8rRsTzym/nkCIsDzzatw/CAiIivHRIisgojgyy1nMHfrGQDAoNAgTH2mgZGjIiIiY2MiRBZPoxVMXXcCy/deAACMDquFUZ1qsUiaiIiYCJFlyyvQYuzqw1h/9CpUKmDasw0wMDTY2GEREZGJYCJEFisztwCv/3gA/5y5DntbFb7o3RTPNKls7LCIiMiEMBEii5ScmYehS6Nx5FIKnB1s8fVLLfB47YrGDouIiEwMEyGyOFdSsjHwuyicu5YJT2d7LBnSCs0CvYwdFhERmSAmQmRRziZlYNB3UbiSmoNKHo744eXWqOXnZuywiIjIRDERIotx5FIKhizZh5tZ+ahe0QXLh4WgiqeTscMiIiITxkSILMK/Z65j+PL9yMrToHFVDywZ0go+rmpjh0VERCaOiRCZvQ1Hr2L0qkPI1wja1vTBNwNbwlXNf9pERPRgBp9rbMaMGWjVqhXc3Nzg6+uLHj16IDY2Vq9NTk4ORowYAR8fH7i6uuKFF15AYmKiXpuLFy+ie/fucHZ2hq+vL9577z0UFBTotdmxYweaN28OtVqNmjVrYunSpXfFs2DBAgQHB8PR0REhISHYt2+fod8yGdGPey9g5M8Hka8RdGvkj++HtGISREREJWbwRGjnzp0YMWIE9u7di4iICOTn56Nz587IzMxU2owZMwZ//vkn1qxZg507d+LKlSt4/vnnlfUajQbdu3dHXl4e9uzZg2XLlmHp0qWYPHmy0iYuLg7du3fHE088gcOHD2P06NF45ZVX8NdffyltVq1ahbFjx2LKlCk4ePAgmjRpgvDwcCQlJRn6bVM5ExHM23oGE38/DhFgQEgg5vVrDrWdrbFDIyIicyJlLCkpSQDIzp07RUQkJSVF7O3tZc2aNUqbkydPCgCJjIwUEZGNGzeKjY2NJCQkKG0WLlwo7u7ukpubKyIi48aNkwYNGujtq0+fPhIeHq48b926tYwYMUJ5rtFopHLlyjJjxowSxZ6amioAJDU1tZTvmsqSRqOVKX8cl6Dx6yVo/Hr5/K9TotVqjR0WERGZiNL8fhv8itCdUlNTAQDe3t4AgAMHDiA/Px9hYWFKm7p16yIwMBCRkZEAgMjISDRq1Ah+fn5Km/DwcKSlpeHEiRNKm6Lb0LXRbSMvLw8HDhzQa2NjY4OwsDClzZ1yc3ORlpam9yDTkq8pnDJj6Z54AMCUZ+pjbOc6nDeMiIgeSpkmQlqtFqNHj0bbtm3RsGFDAEBCQgIcHBzg6emp19bPzw8JCQlKm6JJkG69bt392qSlpSE7OxvXr1+HRqMpto1uG3eaMWMGPDw8lEdAQMDDvXEqE1l5BXj1h/34/fAV2NmoMLtPUwxtW83YYRERkRkr00RoxIgROH78OFauXFmWuzGYCRMmIDU1VXlcunTJ2CHRLSlZeXjp2yjsiL0GR3sbLB7cEj2aVTF2WEREZObKrHvNyJEjsX79euzatQtVq1ZVlvv7+yMvLw8pKSl6V4USExPh7++vtLmzd5euV1nRNnf2NEtMTIS7uzucnJxga2sLW1vbYtvotnEntVoNtZpjz5iahNQcDP5+H2IT0+HuaIclQ1uhRZC3scMiIiILYPArQiKCkSNHYu3atdi2bRuqVdO/ddGiRQvY29tj69atyrLY2FhcvHgRoaGhAIDQ0FAcO3ZMr3dXREQE3N3dUb9+faVN0W3o2ui24eDggBYtWui10Wq12Lp1q9KGTF/c9Uy8sHAPYhPT4eeuxprXH2MSREREBmPwK0IjRozAihUr8Mcff8DNzU2px/Hw8ICTkxM8PDwwbNgwjB07Ft7e3nB3d8dbb72F0NBQtGnTBgDQuXNn1K9fHwMHDsTMmTORkJCAiRMnYsSIEcoVm9dffx3z58/HuHHj8PLLL2Pbtm1YvXo1NmzYoMQyduxYDB48GC1btkTr1q0xe/ZsZGZmYujQoYZ+21QGjl9OxeDv9+FGZh6CfZyxfFgIArydjR0WERFZEkN3WQNQ7GPJkiVKm+zsbHnzzTfFy8tLnJ2dpWfPnnL16lW97cTHx0vXrl3FyclJKlSoIO+8847k5+frtdm+fbs0bdpUHBwcpHr16nr70Jk3b54EBgaKg4ODtG7dWvbu3Vvi98Lu88az++w1aTB5swSNXy/d5uySa+k5xg6JiIjMRGl+v1UiIsZLw0xbWloaPDw8kJqaCnd3d2OHYzU2H0/A2z8fQp5GizbVvbF4UEu4OdobOywiIjITpfn95lwEZFJWRV/EhN+OQStAeAM/zOnbDI72HC2aiIjKBhMhMgkigq93nsenm08BAPq0DMD/ejaEnW2Zj/lJRERWjIkQGZ1WK5ix6SQW/xMHAHijYw2MC+do0UREVPaYCJFR5Wu0eP/XY/j14H8AgA+61cOrj1c3clRERGQtmAiR0eTkazDip4PYeioJtjYqfPpCY/RqUfXBLyQiIjIQJkJkFKnZ+Xh12X7si0+G2s4GC/o3R1h9vwe/kIiIyICYCFG5S0rPweDvo3HyahrcHO3w3eBWaF2No0UTEVH5YyJE5erCjUwM/G4fLiZnoaKbGsuGtkb9yhyjiYiIjIOJEJWbmCtpGPT9PlzPyEWgtzN+HBaCQB9OmUFERMbDRIjKxb64ZAxbFo30nALUq+SOZS+3gq+bo7HDIiIiK8dEiMrclphEjFhxELkFWrQO9sbiwS3h4cQpM4iIyPiYCFGZ+uXAfxj/61FotIKwer6Y3785p8wgIiKTwUSIysziXefxv40nAQAvNK+KT19oxCkziIjIpDARIoMTEXy6ORZf7zwHAHi1fTVM6FoPNjacMoOIiEwLEyEyqAKNFh+sPY5V+y8BAN7vWhevd6hh5KiIiIiKx0SIDCYnX4NRKw/hrxOJsFEBnzzfGL1bBRg7LCIiontiIkQGkZ6Tj+E/HEDk+RtwsLPBvH7NEN7A39hhERER3RcTIXpk1zNyMWTJPhy/nAZXtR0WD2qJ0Bo+xg6LiIjogZgI0SO5lJyFgd9FIf5GFnxcHLDs5dZoWMXD2GERERGVCBMhemixCekY+F0UktJzUdXLCcuHhaBaBRdjh0VERFRiTISoVLRaweH/UhARk4if9l5AWk4B6vi54YdhreHnzikziIjIvDARogfKydfg3zPXseVkIracTML1jFxlXYsgL3w/uBU8nDllBhERmR8mQlSsGxm52HoqCVtiEvHPmevIztco69zUduhY1xdh9XzRpaE/1HacMoOIiMwTEyFSnLuWgS0xiYiIScSBizchcntdZQ9HPFXfD2H1/RBSzQcOdpwqg4iIzB8TISum0QoOXbyJiJOFyc/5a5l66xtWcUdYPT88Vd8P9Su5Q6XiFBlERGRZmAhZmew8Df45cw0RMYnYdioJNzLzlHX2tiq0qe5TeOWnnh8qezoZMVIiIqKyx0TIClxLz8XWk4nYcrKw3ie3QKusc3e0wxN1ffFUfT88Xrsi3B1Z9ExERNaDiZAFEhGcu5aBv2MSsSUmEYcupejV+1TxdMJT9f3Qub4fWlXzhr0t632IiMg6MRGyEAUaLQ5cuIktt+p94m9k6a1vXNUDT9UrLHau6+/Geh8iIiIwETJrmbkFt+p9krDtVCJuZuUr6xxsbRBa43a9j78HBzskIiK6ExMhM5OUloMtJ5MQEZOA3eduIK9IvY+Hkz061fVF2K16H1c1Ty8REdH98JfSxIkITidmICImAREnk3DkUore+kBvZ+WqT6tgL9ix3oeIiKjEmAiZoAKNFtHxNxERU9jT62Kyfr1PkwBPdK5fOL5PLV9X1vsQERE9JCZCJiIjtwA7Y69hy8nC8X1Ss4vU+9jZoF3NCgir54ewer7w5eSmREREBsFEyIgSUnMQcbKwi3vkuRvI09yu9/FytseTdQuv+rSvVQEurPchIiIyOP66Gsn09TH49t84vWXBPoX1Pk/V90fzQE/W+xAREZUxJkJGsuHYVQBAoyoe6NrIH53r+6FGRdb7EBERlScmQkaSlacBAHzZpwlq+roZORoiIiLrZBX3XhYsWIDg4GA4OjoiJCQE+/btM3ZIyL6VCDk5MBclIiIyFotPhFatWoWxY8diypQpOHjwIJo0aYLw8HAkJSUZLaYCjVYpjHa2tzVaHERERNbO4hOhL774Aq+++iqGDh2K+vXr4+uvv4azszO+//57o8WUla9R/t/JgYkQERGRsVh0IpSXl4cDBw4gLCxMWWZjY4OwsDBERkYaLS7dbTFbGxXUdhZ9CoiIiEyaRReoXL9+HRqNBn5+fnrL/fz8cOrUqbva5+bmIjc3V3melpZWJnHpCqWd7W3ZS4yIiMiIeDmiiBkzZsDDw0N5BAQElMl+7GxUaF+rAkKq+5TJ9omIiKhkLDoRqlChAmxtbZGYmKi3PDExEf7+/ne1nzBhAlJTU5XHpUuXyiSuAG9nLB8Wgm8HtyyT7RMREVHJWHQi5ODggBYtWmDr1q3KMq1Wi61btyI0NPSu9mq1Gu7u7noPIiIislwWXSMEAGPHjsXgwYPRsmVLtG7dGrNnz0ZmZiaGDh1q7NCIiIjIyCw+EerTpw+uXbuGyZMnIyEhAU2bNsXmzZvvKqAmIiIi66MSETF2EKYqLS0NHh4eSE1N5W0yIiIiM1Ga32+LrhEiIiIiuh8mQkRERGS1mAgRERGR1WIiRERERFaLiRARERFZLSZCREREZLWYCBEREZHVYiJEREREVsviR5Z+FLqxJtPS0owcCREREZWU7ne7JGNGMxG6j/T0dABAQECAkSMhIiKi0rpx4wY8PDzu24ZTbNyHVqvFlStX4ObmBpVKZexwzEZaWhoCAgJw6dIlTk1iBDz+5onnzbh4/C1LamoqAgMDcfPmTXh6et63La8I3YeNjQ2qVq1q7DDMlru7O79QjIjH3zzxvBkXj79lsbF5cCk0i6WJiIjIajERIiIiIqvFRIgMTq1WY8qUKVCr1cYOxSrx+Jsnnjfj4vG3LKU5nyyWJiIiIqvFK0JERERktZgIERERkdViIkRERERWi4kQERERWS0mQkRmRjf1CxGVXEFBgbFDIBPFRIhKJS0tDYmJiQAKpyCh8nPlyhWEhobi3XffRV5enrHDoRLKyMhAamoqgJJNAEmGdeXKFbRu3RqTJ082dihkAGXxeWIiRCU2ffp01KxZE/PnzwdQsqHLyTDeffddBAUFoWLFipgyZQocHByMHRKVwNSpU9GwYUOsXbsWADhnYTkbM2YMgoOD4e/vj5EjRxo7HHpEZfV54lxj9EAZGRkYN24c9u3bh+DgYOzfvx+7d+9G27ZtISL8ci9D169fR+PGjSEi2LFjB9q2bWvskKgEkpOTMW7cOBw6dAgAsHHjRrRt2xa1atXiZ6YcXLx4EaGhoXB0dMS///6L1q1bGzskegRl/XliIkTFKvqPS61WIzAwEI8//jiqVauGkSNHYu3atWjevDmcnJz4xV6GKlSogGbNmiEvLw9t27bFoUOH8N1338HDwwMNGjRAWFgYfH19jR0mQf8zU1BQgEqVKqFnz55wcnLCwIED8ddffyE4OBj29vZGjtTy2dnZoUqVKqhRowZat26NgwcPYuXKlfD390fjxo3Rrl07ODo6GjtMuo/y/DxxZGm6S05ODvLz8+Hm5gag8B9kenq6MiPz5MmTERERgXHjxqFnz57GDNXi6D78BQUFsLMr/Dvl1KlTaNSoEVq2bInLly8jNDQUSUlJOHv2LBo0aICNGzfyNqWR5eXlQUSU4fwLCgqQnJysJKlDhw7F6dOnMXv2bLRq1cqYoVqk4j43mzdvRrdu3fDUU0/h1KlTaNKkCeLj45GYmIjnn38eX331Ff+AM1Hl/XnityfpmTJlCpo3b44uXbrggw8+wNWrV6FSqeDu7q4UR48cORJqtRp//PEHrly5AoBFoIbw+eef45VXXgEA5cscAOrWrYsPPvgAGRkZWLNmDX788Uds374dX331FeLi4vDhhx8aK2RCYd1Cu3bt8Nxzz2HRokVITk6GnZ0dfH19lc/M9OnTcfnyZfz+++9ISUkBwM+MocybNw9Tp04FUPi50R3X9u3b47XXXkNycjJ++eUXrFq1CkePHsUHH3yAyMhIfP3110aMmu7FKJ8nIbpl5MiRUrNmTVmzZo2MHTtWmjRpIq1atZL09HSlTUFBgYiILF68WJo3by4LFy5U1mm12nKP2RKcOHFCnnnmGXFxcRE/Pz9Zs2aNiNw+1iIiKSkpsmvXLsnPzxeNRiMiIllZWfLqq69K9+7dJTs72yixW7P8/HwZOHCg1KxZU5YtWyb9+vWTBg0aSPfu3fXa6c7jRx99JHXr1pVNmzYp6/iZeXiHDx+W8PBwUalU0qhRI9m6dauI6H9uTp8+LZGRkaLRaJTPzY0bNyQ8PFxGjhyp15aMy5ifJyZCJFqtVq5duyZNmzaVb775Rll+5swZ8fHxkTFjxkhmZqaIiPJlIiLSs2dP6dGjhxw8eFB++eUXmThxYrnHbgkWL14szz77rKxatUoGDRok7dq1k9zcXBHRP95F6Za3a9dOevbsyR9UIzh//rzUrVtX1q1bpyz7+++/xcnJSb744gtlme5cabVaadKkiQwbNkzOnz8vv//+u8ybN6/c47YUn3/+uTz77LOybNky6datmwwcOFDy8/NFRP+YF6VbXqdOHRk+fHj5Bkz3ZczPExMhEhGRhIQEsbGxkYMHD4qIKF8oy5cvFwcHB9m5c6fSVvcPMSIiQmrWrCk+Pj5ib28v06ZNK//AzZjuSzotLU127dolIiJr166VJk2ayIwZM0Tk3omQiMju3bulTZs2el8cVH5iY2NFpVLJhQsX9JZ//PHH4unpqbdc91fs6tWrpWLFihIYGCh2dnYyd+7cco3Zkly9elX5Xpo9e7aEhITI0qVLReT+Vwa2bNkirVq1kt27d5dLnFQyxvw8sUaIABT2DGvVqhWWLFkCALC1tQUAvPTSS2jUqJFyP12r1cLGxgYXLlzAmjVrcO7cOTz77LNISEjApEmTjBa/OdIVarq5uaF9+/YACusaOnXqhJ9++gkXLlyAjY0NNBqN8pqzZ89i06ZNGDlyJLp27YrmzZujc+fORonf2mk0GjRp0gSrVq3SWz5ixAh4e3tjzpw5SjtbW1tcuHAB27Ztw/Xr19GpUyckJibirbfeMkboFsHf3x+PP/44AOCFF15AYGAg1qxZg8TERKhUKr0BX0+ePImdO3di1KhRePHFF9GuXTsWrZsYY36emAgRAMDZ2RkdOnRAdHQ0jh8/DpVKpYxePH78ePz+++9IS0tTeictX74ca9euRVRUFL7//nt4e3sbM3yLICLw8fHBs88+C09PT8yYMQPA7aQUAOLi4vD999/jxIkTiIiIwIIFC5SeFWRY8oDiy8DAQNSpUwdRUVGIj48HUPiHgru7O9544w388ssvyMnJUc7fnDlz8Pvvv/MzU0IPOv46Wq0WVatWRc+ePZGcnIzvvvsOgP6Ar0eOHMH//vc/HDx4EJs2bcIXX3zBYQxMjDE/T0yErIBujp3ipsTQrXNwcECXLl1gY2ODBQsWKMuAwisWvr6+OHv2rPK6iRMnIikpiX9VPUBJjr2O7srPY489hqeffho7duzAv//+CwDYs2cPAKBDhw744osvsH37dg4SV4ZSU1ORkZGh/BgXPX+68+bi4oIePXrgzJkzWL16NYDbP74eHh5wd3dHUlKS8rpp06bh6tWr/MyUQEmOv45uXY8ePdC4cWP8/fffOHr0KAAgOjoaAPDMM89gwYIF+OeffxASElIeb4GK0J2jole3dUzh88REyMKNGjUK3bt3B6D/F5LuC8bOzg5arRbz5s3DE088geeeew7bt2/H999/r7S9cOECvL29Ub9+/fIN3syV5NiLCL788ku95/b29ujevTsaNGiACRMmoFu3bmjXrh1iYmLg4OCAgICA8n8zVkJEMHr0aHTo0AFdunTBoEGDkJ6eDhsbG+Tn5wMoPE8ajQY//fQT+vbti8ceewxr167F+vXrle1cv34dnp6eqFKlirLM1dW13N+PuSnp8RcRLFu2THmu1Wrh5OSEPn36wM7ODh9//DG6du2KkJAQXLlyBS4uLqhVq5Yx35rVGjt2LF566SUA+le3i34PGv3z9FCVRWTyYmJipFu3bhIYGCgqlUp+/PFHEbm7+Hbx4sXi5+cnrVq1ktTUVLl69apMmjRJVCqV9OzZU4YPHy5ubm4yffp00Wg07J1UAqU99m3atJHLly/rrUtISJC2bduKSqWS559//q4CQjK8yMhIadKkibRp00Y2bNggH374odStW1f69Omj127RokXi6+srnTt3lry8PDl58qS8/PLLYmdnJ2+88YaMHDlSPDw8lB4s/MyUTGmPf7du3SQxMVFvXWJiojRo0ED5/oqPjy/Pt0BFHDx4UMLCwqRixYpiY2MjmzdvFpHbHXF0TOHzxETIQv36668ybNgw2bZtm4wePVr8/f0lLy9Pr82ff/4pzZo1k2+//fau8TR++OEHGTdunDz//PPK+BxUMo967I8cOSK1atWSmjVryr///lueoVutgoICGTdunPTr109v3KxVq1ZJtWrVJCEhQUQKPxcBAQHy3Xff3fWF/tlnn8nw4cMlPDycn5lSepjjf+fnJjIyUry9vaVu3br83JiAb775RgYPHiwbNmyQl156SRo2bHhXm+XLl5vE54mJkIUpOmhYTEyMiIjExcVJ5cqV5f333xcR/QHHMjIyin09ld6jHnudrKws+eOPP8o4WrrT5s2b9YaJEBFZunSp1K9fX9LS0pRlRf9fhFd8DOVhj79ORkaGLF++vExjpJJLSEiQo0ePiojI9u3bpVKlSsp4QEX/MDSFzxMTIQvw66+/Smpq6j3XFxQUyLx588Te3l65xcKExzAMfez5o1o+SnLeRAoH7Wvbtq1otVqeGwMy9PHnuTGujz/+WEaPHi1ff/21MhhsUTdv3pT3339ffH19lcTHlEb1ZrG0GduxYwfq1q2LXr16YeXKlfdsZ2tri759+6JJkyYYNWoUAHCSzkdUVseek0CWrZKeN9152LVrF9q1a8fzYiBldfx5fowjNjYWDRo0wM8//4yrV69iwoQJCA8PR1RUFIDbBdGenp7o06cPfH198e677wIwsXNm7EyMHk5MTIz06dNHRowYIcOHD5fAwEC5cuXKfV/z559/ikqlUi4///XXXxIbG1se4VoUHnvzVNrzlpWVJYGBgbJlyxa9bdDD4fG3PJ9//rmEhoYq9T1Xr16VJk2aSO/eveXs2bMicrs4OicnR+bPny9ubm5y4sQJESm8ZXbz5k2jxF4UEyEzlZCQIN9++63ExMRIWlqaVKlSRd555537viYrK0v69u0rwcHBEhISIk5OThIVFVVOEVsOHnvzVNrz9tdff0lwcLBkZWXJiRMnpGPHjuLk5CRXr14tx6gtB4+/ZcnPz5eXX35ZnnvuOb1bk6tXr5Y2bdrIhAkTlGW69efPn5euXbtK06ZNpW3btuLs7CynTp0q99jvxETIjBWtNfn+++9FrVbL4cOH79n+zJkz8tRTT4lKpZJXXnnlnkWH9GA89uapJOdN96X92WefSZs2beTdd98VW1tb6d+/P8/bI+LxtywDBgyQzp07S0FBgV7Nz4gRI+TJJ59U5q7UnffTp09LSEiIqFQqGTZsmMmcTyZCZq5oJh4SEiLPPvvsXd0QRUROnTolrVq1kgYNGsjx48fLM0SLxWNvnkp63p544glRqVTSvn17OXDgQHmGaNF4/M2fLunZvn272NjYyKFDh0Tk9m2wHTt2SM2aNWX16tXKa6Kjo6V27drStGlT5daYqWAiZKLi4+Pl0qVLInJ3df2dXxq6L5Zdu3aJjY2NMht5QUGBXLt2TUREUlJS7nvFgm7jsTdPhjpvSUlJIiLy008/cRiDUuDxtyzHjh2TXbt2FbtOdz6zs7OlQ4cOEhYWJiL6SW6NGjVk2rRpyvPr16+b7PhOTIRM0O+//y4qlUp69Oiht7zol0t+fr4yyFhRAwYMkBYtWsiWLVskPDxcJk6cKDk5OWUes6XgsTdPhj5vxV2hoHvj8bccubm5MmzYMFGpVDJ16lS9dUXPZ0FBgSQkJMiOHTvE3t5eFi5cqNwCS05OlsaNG8v8+fNFxPSHN2AfahO0b98+hISE4OLFi/j1118BFE5Wp5unZe7cuXB1dcWmTZvumqF5xIgROHjwIJ566ikAhfO8cHbykuOxN0+GPm92dnbl+wbMHI+/ZZg/fz68vb1x8uRJHDp0CFOmTNFbX/R8Ojs7Y/PmzejQoQOmTJmCKVOm4LXXXsM///yDjz76COnp6ejUqRMAE+sqXxzj5mFUlC6bHjFihLz11lsybNgwad++vTIKZ0pKigwYMEAqV64sP/zwg16WXVBQIMuWLRN7e3sJCQlRitSoZHjszRPPm3Hx+FuOU6dOiaOjo/Tu3VtZdvbsWbl27ZoySGJmZqb07dtXKleuLMuWLdM7n3PnzpX27dtLo0aNpEmTJmbVK5aJkInRarUSHh4ue/fulfXr10v9+vVlzpw5IlL4pRIdHV1spX1mZqbMnj1bvvnmm/IO2WLw2Jsnnjfj4vG3DDk5OTJ16lSpXLmynDx5Uvr27St16tSRWrVqSdeuXWXbtm0iIhIVFaU3KnjRnoAajUbOnz9f7rE/KpXIHdcpqVz88ssv8PT0RIMGDVCpUiUAty8ld+/eHe+//z7q16+P2bNnY926dWjYsCEaNWqEsWPHwsHBwcjRmzcee/PE82ZcPP6WpbjzeeHCBXTu3BlnzpzB0KFD8eKLLyI5ORnff/89kpOT8c0336BVq1bQarWWNTuBsTMxa/PDDz+Ir6+vtG7dWipWrCht27aVtWvXKuuTk5PF399fuRQ5ZswYcXR0FCcnJ9m/f7+RorYMPPbmiefNuHj8LUtx5/PXX38VkcJC6T/++EM++ugjvas++/btkyeffFJGjBhhrLDLlAWldKatoKAAc+bMwYwZM/Dxxx/jn3/+we+//44aNWpg0aJFyM3NBQBkZ2ejQ4cO+O2339C4cWMsX74cYWFhCAoKUooMNRqNMd+K2eGxN088b8bF429Z7nc+v/32W+Tk5MDBwQFPPPEERo8eDXd3d+W1rVq1gkajQU5OjhHfQdlhIlROMjMzce3aNQwePBhDhw6Fg4MDHnvsMdSvXx9paWnIz88HUPiFsXr1agwaNAiPP/44zpw5g08//RTBwcEYM2YMgNuV+1QyPPbmiefNuHj8LcuDzmdBQQEAwM3NDa6urnqvvXHjBtLT01GjRg1jhF7m2EexDJ05cwY1a9aESqWCh4cHevXqhUaNGsHGxka5xxoQEIDMzEzlHnpAQAB+/vlnVKtWDa1btwZQOHNvjx49kJ6ervyFZfLdEY2Mx9488bwZF4+/ZXmY81lUTk4Obt68iYkTJ0JE0KtXLyO8i3JgtJtyFmzVqlUSHBwsderUkdatW8u3336rt75olX3//v1lyJAhIiJKl9OidN0T7xyplYrHY2+eeN6Mi8ffsjzs+Sx6zlatWiWvv/66+Pj4SMeOHeXcuXPlE7wR8IqQgUVERGD8+PF47733UKNGDfz999944403oNVqMXDgQDg6OkKlUkFEkJubi+PHj+O9994DANjb2yvb0fXG0P0VxUvLD8Zjb5543oyLx9+yPMr5LHrO6tWrh9OnT2PFihXo3Lmzsd5O+TBqGmZBdH8Fffjhh9KiRQu9v5TefPNNadmypfz22296r7l8+bIEBwfL6dOnRaRwZt4xY8aUX9AWgsfePPG8GRePv2Ux1PkcPXp0+QVtIlgsbSC6v4JiYmJQo0YN2NvbK8WE06dPh6OjI/744w8kJCQor9myZQsCAgJQqVIljBo1CvXr18eFCxeQn59/1zD0dG889uaJ5824ePwti6HO58WLF63vfBo1DTNjf//9t7z11lvy5Zdf6g0lvmjRInFzc1Puteqy8kWLFknt2rVl+/btIlKYvb/44ovi5eUlPj4+0qBBA4mOji7392GOeOzNE8+bcfH4WxaeT8NhIlRKV65ckaefflp8fX1lwIAB0qhRI/Hw8FD+IcbGxkqVKlVk0qRJIiLKIGMiIv7+/vLll1+KSOHw8k8//bRUrVpVVq5cWe7vwxzx2Jsnnjfj4vG3LDyfhsdEqBQyMzNl8ODB0qdPH735VFq3bq1U3aelpcn06dPFyclJLl68KCK379126NBBXnnlFeV1HHW15HjszRPPm3Hx+FsWns+ywRqhUnB2doZarcaQIUNQrVo1ZQCqbt264eTJkxARuLm5oX///mjevDl69+6NCxcuQKVS4eLFi0hKSkKPHj2U7bVo0cJI78T88NibJ5434+Lxtyw8n2WDk66WUn5+vtJlVDcg1YABA+Di4oJFixYp7S5fvoyOHTuioKAALVu2xJ49e1C3bl2sWLECfn5+xgrfrPHYmyeeN+Pi8bcsPJ+Gx0TIANq1a4dXX30VgwcPhlarBQDY2Njg7NmzOHDgAKKiotCkSRMMHjzYyJFaHh5788TzZlw8/paF5/PRMBF6ROfPn8djjz2GDRs2KJcZ8/Lyih2unAyLx9488bwZF4+/ZeH5fHSsEXpIuvzx33//haurq/IP8MMPP8SoUaOQlJRkzPAsGo+9eeJ5My4ef8vC82k4nGLjIekGr9q3bx9eeOEFREREYPjw4cjKysLy5cvh6+tr5AgtF4+9eeJ5My4ef8vC82lA5d9RzXJkZ2dLzZo1RaVSiVqtlk8++cTYIVkNHnvzxPNmXDz+loXn0zBYI/SInnrqKdSqVQtffPEFHB0djR2OVeGxN088b8bF429ZeD4fHROhR6SbcZnKH4+9eeJ5My4ef8vC8/nomAgRERGR1WKvMSIiIrJaTISIiIjIajERIiIiIqvFRIiIiIisFhMhIiIislpMhIiIiMhqMREiIqPZsWMHVCoVUlJSjB0KEVkpJkJEVG46duyI0aNHK88fe+wxXL16FR4eHkaLickYkXXjpKtEZDQODg7w9/c3dhhEZMV4RYiIysWQIUOwc+dOzJkzByqVCiqVCkuXLtW7GrN06VJ4enpi/fr1qFOnDpydndGrVy9kZWVh2bJlCA4OhpeXF95++21oNBpl27m5uXj33XdRpUoVuLi4ICQkBDt27FDWX7hwAc888wy8vLzg4uKCBg0aYOPGjYiPj8cTTzwBAPDy8oJKpcKQIUMAAJs3b0a7du3g6ekJHx8fPP300zh37pyyzfj4eKhUKqxevRrt27eHk5MTWrVqhdOnTyM6OhotW7aEq6srunbtimvXrukdhx49euDDDz9ExYoV4e7ujtdffx15eXlld/CJ6J54RYiIysWcOXNw+vRpNGzYENOmTQMAnDhx4q52WVlZmDt3LlauXIn09HQ8//zz6NmzJzw9PbFx40acP38eL7zwAtq2bYs+ffoAAEaOHImYmBisXLkSlStXxtq1a9GlSxccO3YMtWrVwogRI5CXl4ddu3bBxcUFMTExcHV1RUBAAH799Ve88MILiI2Nhbu7O5ycnAAAmZmZGDt2LBo3boyMjAxMnjwZPXv2xOHDh2Fjc/tvyClTpmD27NkIDAzEyy+/jP79+8PNzQ1z5syBs7MzevfujcmTJ2PhwoXKa7Zu3QpHR0fs2LED8fHxGDp0KHx8fPC///2vLE8BERXHeBPfE5G16dChg4waNUp5vn37dgEgN2/eFBGRJUuWCAA5e/as0ua1114TZ2dnSU9PV5aFh4fLa6+9JiIiFy5cEFtbW7l8+bLevjp16iQTJkwQEZFGjRrJ1KlTi43pzhju5dq1awJAjh07JiIicXFxAkC+/fZbpc3PP/8sAGTr1q3KshkzZkidOnWU54MHDxZvb2/JzMxUli1cuFBcXV1Fo9HcNwYiMjzeGiMik+Ls7IwaNWooz/38/BAcHAxXV1e9ZUlJSQCAY8eOQaPRoHbt2nB1dVUeO3fuVG5lvf3225g+fTratm2LKVOm4OjRow+M48yZM+jXrx+qV68Od3d3BAcHAwAuXryo165x48Z6cQFAo0aNio1Vp0mTJnB2dlaeh4aGIiMjA5cuXXpgXERkWLw1RkQmxd7eXu+5SqUqdplWqwUAZGRkwNbWFgcOHICtra1eO13y9MorryA8PBwbNmzA33//jRkzZuDzzz/HW2+9dc84nnnmGQQFBWHx4sWoXLkytFotGjZseFctT9HYVCpVsct0sRKR6eEVISIqNw4ODnpFzobQrFkzaDQaJCUloWbNmnqPoj3SAgIC8Prrr+O3337DO++8g8WLFysxAdCL68aNG4iNjcXEiRPRqVMn1KtXDzdv3jRYzEeOHEF2drbyfO/evUrNEhGVLyZCRFRugoODERUVhfj4eFy/ft0gV0pq166NAQMGYNCgQfjtt98QFxeHffv2YcaMGdiwYQMAYPTo0fjrr78QFxeHgwcPYvv27ahXrx4AICgoCCqVCuvXr8e1a9eQkZEBLy8v+Pj4YNGiRTh79iy2bduGsWPHPnKsOnl5eRg2bBhiYmKwceNGTJkyBSNHjtQrwiai8sFPHRGVm3fffRe2traoX78+KlaseFe9zcNasmQJBg0ahHfeeQd16tRBjx49EB0djcDAQACFV3tGjBiBevXqoUuXLqhduza++uorAECVKlXw4Ycf4v3334efn5+SkKxcuRIHDhxAw4YNMWbMGMyaNcsgsQJAp06dUKtWLTz++OPo06cPnn32WUydOtVg2yeiklOJiBg7CCIiazFkyBCkpKTg999/N3YoRAReESIiIiIrxkSIiIiIrBZvjREREZHV4hUhIiIislpMhIiIiMhqMREiIiIiq8VEiIiIiKwWEyEiIiKyWkyEiIiIyGoxESIiIiKrxUSIiIiIrBYTISIiIrJa/w+Z2Uo7jRR92wAAAABJRU5ErkJggg==", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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wwNQh1Lk+ffpUestzIqL6oECjxU8nbwAARnULNHE0psMRHiIiIiu27UwScgqLEeBhjwebeZk6HJNhwlNJHDWwXvzeEpE123hUv/fOiK6BkMnq7xE7THgqYNgJOD8/38SRUG3RaDQAUOebMRIR1bYLN1U4mZAFG5mEZ7o0MnU4JsUangrI5XK4ubkZz5dycHDgIZRWRKfTIS0tDQ4ODrCx4eVARNZlQ8nOygPb+MLHuX4WKxvwN3wlGE7xruhQTbJMMpkMgYGBTGSJyKrka4rxi6FY+QGeJ8iEpxIkSYK/vz98fHxQVFRk6nCohikUCshknN0lIuuy7XQSctTFaOzpgB5NzeuYB1NgwlMFcrmcdR5ERGQRNhxNBMBiZQP+WUtERGRlziVl43RiFmzlLFY2qPWE58aNG3juuefg6ekJe3t7tG3bFsePHzc+LoTAggUL4O/vD3t7ewwYMACXLl0q9RoZGRkYPXo0XFxc4ObmhgkTJiA3N7dUmzNnzqBXr16ws7NDQEAAPv7449ruGhERkVm6XazsBy8npYmjMQ+1mvBkZmaiZ8+esLW1xe+//47z589jyZIlcHd3N7b5+OOPsWzZMqxYsQKRkZFwdHREeHg4CgsLjW1Gjx6Nc+fOISIiAtu3b8eff/5Z6sRvlUqFgQMHonHjxoiKisLixYuxcOFCrFq1qja7R0REZHby1MX49VQSAGD0A/V3Z+W7iFr02muviQcffPCej+t0OuHn5ycWL15svC8rK0solUqxceNGIYQQ58+fFwDEsWPHjG1+//13IUmSuHHjhhBCiOXLlwt3d3ehVqtLvXfLli0rFWd2drYAILKzs6vUPyIiInOzIfKaaPzadvHQx/uETqczdTi1qiqf37U6wvPbb7+hS5cueOaZZ+Dj44OOHTvi66+/Nj4eHx+P5ORkDBgwwHifq6srunXrhsOHDwMADh8+DDc3N3Tp0sXYZsCAAZDJZIiMjDS26d27NxQKhbFNeHg4YmNjkZmZeVdcarUaKpWq1I2IiMgaGKazRj7A7TbuVKsJT1xcHL766is0b94cu3fvxtSpUzFz5kysW7cOAJCcnAwA8PX1LfU8X19f42PJycnw8fEp9biNjQ08PDxKtSnrNe58jzstWrQIrq6uxltAQEAN9JaIiMi0oq9nI/pGNhRyGZ7uzGLlO9VqwqPT6dCpUyd88MEH6NixIyZPnoxJkyZhxYoVtfm2FZo3bx6ys7ONt8TERJPGQ0REVBM2lJybFR7qB08WK5dSqwmPv78/WrduXeq+Vq1aISFB/w0x7GCckpJSqk1KSorxMT8/v7t2OC4uLkZGRkapNmW9xp3vcSelUgkXF5dSNyIiIkuWqy7Gb6cMOyuzWPnfajXh6dmzJ2JjY0vdd/HiRTRurN/iOjg4GH5+fti7d6/xcZVKhcjISISFhQEAwsLCkJWVhaioKGObffv2QafToVu3bsY2f/75Z6ldkCMiItCyZctSK8KIiIis1a+nbiBPo0UTL0d0b+Jh6nDMTq0mPHPmzMGRI0fwwQcf4PLly9iwYQNWrVqF6dOnA9Af2TB79my8//77+O233xAdHY2xY8eiQYMGGDp0KAD9iNCgQYMwadIkHD16FP/88w9mzJiBESNGoEGDBgCAUaNGQaFQYMKECTh37hw2b96MpUuXYu7cubXZPSIiIrMghGCxckVqe8nYtm3bRGhoqFAqlSIkJESsWrWq1OM6nU689dZbwtfXVyiVStG/f38RGxtbqs2tW7fEyJEjhZOTk3BxcRHjx48XOTk5pdqcPn1aPPjgg0KpVIqGDRuKDz/8sNIxclk6ERFZstOJmaLxa9tF8zd2ilu56oqfYCWq8vktCSGEqZMuU1OpVHB1dUV2djbreYiIyOK8vvUMNh1LxBMdGmDpiI6mDqfOVOXzm2dpERERWbCcwiL8dlq/szKLle+NCQ8REZGFKtbq8MbPZ5Gv0aKptyMeCGax8r3YmDoAIiIiqrpirQ6zN5/C9jM3YSOTMP+x1ixWLgcTHiIiIgtTpNVh9qZT2BF9E7ZyCV+O6oS+LX0qfmI9xoSHiIjIghRpdZi16SR2RifDVi7hq9GdMaC1b8VPrOeY8BAREVmIIq0OMzeexO9nk6GQy/DVc53QvxWTncpgwkNERGQBNMU6vLTxBHafS4FCLsOKMZ3QL4TJTmUx4SEiIjJzmmIdZmw4gT/Op0BhI8PKMZ1Zs1NFTHiIiIjMmKZYh2nrT2DPBX2ys2pMZ/RhslNlTHiIiIjMlLpYi+nrT2DPhVQobGT4emwXPNTC29RhWSRuPEhERHSfUlWFeHblYUxbH4UCjbZGXrNAo8XU7/XJjtJGhtVMdu4LR3iIiIjuw61cNUavjsSl1FwAQE7hcXw9tgvsbOXVfs30XDUmrjuOU4lZUNrI8M3zXfFgc6+aCrle4ggPERFRNWUXFGHst0dxKTUXPs5KOCjk+OtSOmZsOIEira5arxmXlosnlx/CqcQsuNrb4n8TujHZqQFMeIiIiKohV12McWuO4lySCl5OCmyc3B2rx3aB0kaGPRdSMXvTKRRXMek5fjUDT351CAkZ+QjwsMdP03rwfKwawoSHiIioigqLtJi47hhOJtwehWnq7YQezbywYkxn2Mol7Ii+iVe3noFOJyr1mjvO3MSo1ZHIyi9C+0au+GlqTzT1dqrlntQfTHiIiIiqQF2sxZTvo3AkLgNOSht898IDaOXvYny8b0sffDGyE+QyCT+duIH5v56FEPdOeoQQ+PrPOEzfcAKaYh0GtPLFxsnd4e2srIvu1BtMeIiIiCqpWKvDrI2ncCA2DXa2Mnw7rivaB7jd1W5QqB8+fbY9JAnYEJmA97ZfKDPp0eoEFv52Dv/ZeQEAMK5HEFaO6QwHBdcU1TT+ixIREVWCVifwypbT2HVOf47V12O7lFtf80SHhlAX6fDq1jP49p94OCjkeCW8pfHxfE0xZm48hT0XUiBJwJuPtsKEB4MhSVJddKfeYcJDRERUASEE5v8SjV9OJcFGJmH56E7o1bziPXGe7RqAwmItFvx6Dv/dfxl2tjLM6NccaTlqTFx3DKevZ0NhI8Pnwzvg0bb+ddCT+osJDxERUTmEEHh3+3lsPJoImQR8PqIDBrSu/KGdY8OCUFikxQc7Y/DJHxeRq9ZiR3QSEjMK4O5gi9XPd0HnxlyJVduY8BAREZVjxcE4rPnnKgDg46fb47F2Dar8GpN7N0WBRofP9lzEioNXAACNPR2wdvwDCPZyrMlw6R6Y8BAREZVjw9FrAID5g1vh6c6Nqv06M/s3Q2GxFl8duIKOgW5YPbYLPJ24EquuMOEhIiK6hyKtDklZhQCAIe2rPrJzJ0mS8NqgEIzsGoiG7vaQy1icXJeY8BAREd3DzaxCaHUCShsZvGtoNCbQ06FGXoeqhvvwEBER3UNiZj4AIMDDATKOyFg0JjxERET3kJBRkvC425s4ErpfTHiIiIjuIbEk4Qn04DSUpWPCQ0REdA/GER4mPBaPCQ8RUT2n1QlMXHcck747Dm0lT/auLxKZ8FgNJjxERPXcqcQs7LmQgojzKfjt9A1Th2NWEjMLAAAB7kx4LF2dJTwffvghJEnC7NmzjfcVFhZi+vTp8PT0hJOTE5566imkpKSUel5CQgIGDx4MBwcH+Pj44P/+7/9QXFxcqs2BAwfQqVMnKJVKNGvWDGvXrq2DHhERWYf9ManG/1+65xKKtToTRmM+ctXFyMjTAAACPFi0bOnqJOE5duwYVq5ciXbt2pW6f86cOdi2bRu2bNmCgwcPIikpCU8++aTxca1Wi8GDB0Oj0eDQoUNYt24d1q5diwULFhjbxMfHY/Dgwejbty9OnTqF2bNnY+LEidi9e3dddI2IyOLtuyPhuXorHz+d5CgPcHs6y93BFs52tiaOhu5XrSc8ubm5GD16NL7++mu4u7sb78/OzsY333yDTz/9FP369UPnzp2xZs0aHDp0CEeOHAEA/PHHHzh//jy+//57dOjQAY888gjee+89fPnll9Bo9Fn3ihUrEBwcjCVLlqBVq1aYMWMGnn76aXz22We13TUiIouXnF2I8zdVkCRgykNNAQDL9l6CppijPAlcoWVVaj3hmT59OgYPHowBAwaUuj8qKgpFRUWl7g8JCUFgYCAOHz4MADh8+DDatm0LX9/bp9KGh4dDpVLh3Llzxjb/fu3w8HDja5RFrVZDpVKVuhER1Uf7Y/WjOx0C3DCrf3N4OSlxPbMAP0ZdN3FkpmcY4WnEhMcq1GrCs2nTJpw4cQKLFi2667Hk5GQoFAq4ubmVut/X1xfJycnGNncmO4bHDY+V10alUqGgoKDMuBYtWgRXV1fjLSAgoFr9IyKydIb6nb4tfWCvkGNaH/0oz3/3XYK6WGvK0EyOe/BYl1pLeBITEzFr1iysX78ednZ2tfU21TJv3jxkZ2cbb4mJiaYOiYiozqmLtfj7cjoAoF+IDwBgVLdA+LookZRdiM3H6u534+XUXHy+5yJUhUV19p4V4Qot61JrCU9UVBRSU1PRqVMn2NjYwMbGBgcPHsSyZctgY2MDX19faDQaZGVllXpeSkoK/Pz8AAB+fn53rdoyfF1RGxcXF9jbl11Vr1Qq4eLiUupGRFTfHI3PQL5GCx9nJdo00P8etLOVY0bfZgCA/+67jMKi2h/lSbiVjxGrjuDzPZewaGdMrb9fZbGGx7rUWsLTv39/REdH49SpU8Zbly5dMHr0aOP/29raYu/evcbnxMbGIiEhAWFhYQCAsLAwREdHIzX19gqCiIgIuLi4oHXr1sY2d76GoY3hNYiIqGz77pjOkqTbB2M+2zUADd3skZqjxvrIhFqN4VauGs+vOYr0XDUA4Ifjibicmlur71kZQghOaVmZWkt4nJ2dERoaWurm6OgIT09PhIaGwtXVFRMmTMDcuXOxf/9+REVFYfz48QgLC0P37t0BAAMHDkTr1q0xZswYnD59Grt378b8+fMxffp0KJVKAMCUKVMQFxeHV199FTExMVi+fDl++OEHzJkzp7a6RkRkFQ7EpgEA+pZMZxkobeR4qZ9+lOerA5eRrym+67k1IV9TjBfWHUd8eh4autmjR1NPaHUCi3ebfpQnLUcNdbEOMgnwdzOvsgyqHpPutPzZZ5/hsccew1NPPYXevXvDz88PP/30k/FxuVyO7du3Qy6XIywsDM899xzGjh2Ld99919gmODgYO3bsQEREBNq3b48lS5Zg9erVCA8PN0WXiIgsQnx6HuLT82Arl/Bgc6+7Hn+qcyMEejggPVeD/x2+VuPvX6zV4aUNJ3E6MQuu9rZY90JXvPN4G8gkYPe5FERdy6zx96yKxEz96E4DN3vYynkogTWQhBD1/uAUlUoFV1dXZGdns56HiOqFb/6Ox3vbz6NnM0+sn9i9zDY/Rl3HK1tOw93BFn+91g9OSpsaeW8hBF7fGo3NxxOhtJFhw6Ru6NzYAwDw2o9nsPl4Ih4I8sDmF7uXmmqrSz+fvI45m08jrIknNk4u+9+HTK8qn99MW4mI6qE7l6Pfy9AODdDEyxGZ+UVY+098jb3353suYfPxRMgk4IuRHY3JDgDMfrg5lDYyHL2agb0XUst5ldqVmKFfocX6HevBhIeIqJ7JVRcjMv4WgNvL0ctiI5dh1oDmAIBVf8bVyJLxDZEJWLr3EgDgvaGhGNjGr9Tj/q72eOHBYADAR7tiTHZ6e4LxlHSeoWUtmPAQEdUz/1xOR5FWIMjTAU28ncpt+1i7Bmju4wRVYTG++ev+Rnkizqdg/i/RAICZ/ZphdLfGZbab8lBTuNrb4lJqLraeMM2Oz7cTHo7wWAsmPEREVk6rE7iRVYDIuFvYGnUd3/6tT1z6lDOdZSCXSZg9oAUA4Nu/45GVr6lWDFHXMvHSxhPQCeDZLo0w5+EW92zram9r3Avos4iLdbIX0L9dZ8JjdWqmAo2IiEwqu6AIF1NycD0zH9czCpCYmY/rmQW4nlmApKwCFJcxNTSglW8Zr3S3R0L9EOLnjJjkHHz9Vxz+LzykSrFdScvFxHXHUFikQ9+W3vjPsLYVFiOPCWuMNf/EIym7EGsPXTUebFoX1MVa3FQVAmANjzVhwkNEZOGSswvx8KcHkaO+9345NjIJDd3t0cjdHo3cHNC2kSt6NvOs1OvLZBLmPNwCL/4vCmv+uYoJDzaBh6OiUs9NVRVi7DdHkZlfhPYBbvhydKdKLfO2s5Vj7sCWeGXLaSzffxkjugbAzaFy73m/krIKIQRgbyuHZyX7SeaPCQ8RkYX7/sg15KiL4Wpvi9b+LgjwsEcjdwd9clPyX18XO8hl1V/iPbC1L0IbuuDsDRVGfX0EzXyc4OGogLuDQv9fRwU8Sv7fw1EBNwdbFGl1GLfmGG5kFSDI0wHfPt8FDorKf+wM69gQq/+KQ0xyDr46cAXzHm1V7fir4s4jJUy1LJ5qHhMeIiILVlikxYaj+uMfPnqqLQaF+tfK+0iShFcGtsS4NccQk5yDmOScCp9jK5dQpBXwclLguxe6wdNJWaX3lMskvDYoBOPXHsOaQ1cxtkcQGrrV/qqpRK7QskpMeIiILNj2MzeRkadBA1e7StfkVFeflj74eVoPXL2Vh4y8ImTmaZCRr9H/N0+DzHyN/v58DbQ6gSKtgKu9LdaMewCBntWrhenT0hvdgj0QGZ+BzyIu4pNn2tdwr+6WyIJlq8SEh4jIQgkhsO7QVQDAc2GNYVMHRyB0DHRHx0D3CuNSFRYjI08DPxc72Cvk1X4/SZLw+iMhGLb8ELaeuI6JvYIR4le7O+IbjpUIcGfCY024LJ2IyEKdSMhE9I1sKGxkGNE10NThGEmSBFd7WwR7Od5XsmPQMdAdj4T6QQhg8a7YGoiwfAk8Jd0qMeEhIrJQaw/pD/V8on2DSq+aslT/F94ScpmEvTGpiIy7VavvZTxWoprTcGSemPAQEVmgFFUhfo++CQB4vkeQaYOpA028nTCiawAA4N3t53EyIRO6Wjh2IrugCNkF+iM0GrmzaNmasIaHiMgCrY9MQLFOoGuQO0Ibupo6nDoxq39z/HzyBs4lqTBs+SH4u9ohvI0fwtv4oWuQe43UMBkKlr2clFVaQk/mj99NIiILoy7WYkOkfjqrPozuGPi42GHDpO5Y/Vcc9sek4mbJLsxrD12Fh6MCA1v7IjzUDz2aekJpU73aIS5Jt15MeIiILMzO6JtIz9WvgAr/12nj1q5DgBv+O6oTCou0+OdyOnadTUbEhRRk5Gmw6VgiNh1LhLPSBv1a+WBQGz881NK7SiM1hhVaLFi2Pkx4iIgsjKFY+bnugZU6psEa2dnK0b+VL/q38kWxVoej8RnYdS4Zu84mIzVHjV9PJeHXU0lwVMix5NkOGBRaucTQeEo6l6Rbnfp5pRARWaiTCZk4nZgFhVyGEQ+Yz1J0U7KRy9CjmRfefSIUR+b1x9apPTC5dxMEeNgjT6PFzI0ncfhK5VZ2JRhWaHGEx+ow4SEisiCGjQYfa+8Pryoe1VAfyGQSOjd2xxuPtsKBV/piYGtfaLQ6TP7uOC7cVFX4/OslIzyNWMNjdZjwEBFZiNScQuwoWYo+rh4VK1eXXCZh2ciOeCDIAznqYjz/7VFjUXJZdDqB65kc4bFWTHiIiCzExshEFGkFOgW6oV0jN1OHYxHsbOX4emwXtPR1RmqOGs+vOYqMPE2ZbVNyCqHR6mAjk+DvyhEea8OEh4jIAmiKdfi+Hi5FrwmuDrZY+0JXNHC1Q1xaHl5Yewz5muK72iXc0o/+NHS3h1wm1XWYVMuY8BARWYDfz95EWo4a3s5KPBLqb+pwLI6/qz2+m/AAXO1tcSoxC9PXn0CRVleqTWLJdBZXaFknJjxERBbAUKw8ulsgFDb81V0dzXyc8e24LrCzlWF/bBre+CkaQtw+nsK4JJ31O1aJVw0RkZk7cz0LJxKyYCuXMKobl6Lfj86NPfDfkZ0gl0nYEnUdi3ffPn39Ok9Jt2pMeIiIzNzaktGdwW394eNsZ9pgrMCA1r74YFgoAGD5gStY+088gDtHeFiwbI240zLdNyEEJn0XhbScQnwzriv3BiGqQem5amw/XX9ORa8rw7sGIlWlxpKIi3hn+3l4OSt5rISV4wgP3bdjVzOx50IKTl/PxqTvjqOwSGvqkIisxqajCdBodWjfyBUdA91NHY5VmdGvGcaGNYYQwNzNp5GiUgNg0bK1YsJD923TsQTj/59MyMKczaeg04lynkFElVGk1eH7I/rra1zPINMGY4UkScLbQ9rgkVA/aEpWbDkrbeDmYGviyKg2MOGh+5JdUISdJTu/vjYoBLZyCb+fTcZHu2JMHBmR5dt9LhnJqkJ4OSnwaFsuRa8NcpmEz4Z3QLdgDwBAYy8HSBL34LFGtZrwLFq0CF27doWzszN8fHwwdOhQxMbGlmpTWFiI6dOnw9PTE05OTnjqqaeQkpJSqk1CQgIGDx4MBwcH+Pj44P/+7/9QXFx606gDBw6gU6dOUCqVaNasGdauXVubXaMSv51OQmGRDi18nTDloSb4+Ol2AICVf8ZhfckmaURUPYal6KMeCITSRm7aYKyYna0cq8Z2waRewZj3SCtTh0O1pFYTnoMHD2L69Ok4cuQIIiIiUFRUhIEDByIvL8/YZs6cOdi2bRu2bNmCgwcPIikpCU8++aTxca1Wi8GDB0Oj0eDQoUNYt24d1q5diwULFhjbxMfHY/Dgwejbty9OnTqF2bNnY+LEidi9e3dtdo+gry8A9AWAkiRhWMdGmDOgBQBgwa/ncCA21ZThEVmsszeycexqJmxkEkZ3b2zqcKyeq70t3hzcGj2beZk6FKolkrhz16ValpaWBh8fHxw8eBC9e/dGdnY2vL29sWHDBjz99NMAgJiYGLRq1QqHDx9G9+7d8fvvv+Oxxx5DUlISfH19AQArVqzAa6+9hrS0NCgUCrz22mvYsWMHzp49a3yvESNGICsrC7t27aowLpVKBVdXV2RnZ8PFxaV2Om+Fzt7IxmNf/A2FXIYjb/SHh6MCgH7V1itbzmDrietwVMixZUoPtG7Af1eiqpj30xlsPJqIx9r547+jOpk6HCKzVJXP7zqt4cnOzgYAeHjo50qjoqJQVFSEAQMGGNuEhIQgMDAQhw8fBgAcPnwYbdu2NSY7ABAeHg6VSoVz584Z29z5GoY2hteg2mEoVh7YxteY7AD6QsBFT7ZFWBNP5Gm0eGHtMSRnF5oqTCKLk6cuxm+nkgAAo7txdIeoJtRZwqPT6TB79mz07NkToaH6DZ+Sk5OhUCjg5uZWqq2vry+Sk5ONbe5MdgyPGx4rr41KpUJBQcFdsajVaqhUqlI3qpoCjRa/ntT/Qh75wN07vypsZFjxXGc09XZEsqoQL6w9hlz13Yf1EdHdtp9JQp5Gi2AvR3Rv4mHqcIisQp0lPNOnT8fZs2exadOmunrLe1q0aBFcXV2Nt4CAAFOHZHF2RN9EjroYAR72CGviWWYbVwdbrB3/ALycFDh/U4WXNpxA8b8O6yOiu208mggAGN41gCuGiGpInSQ8M2bMwPbt27F//340atTIeL+fnx80Gg2ysrJKtU9JSYGfn5+xzb9XbRm+rqiNi4sL7O3v3iJ83rx5yM7ONt4SExPvu4/1zeaS6azhXQIgk937F3KAhwO+HtsFShv9YX0Lt51DHZaNEVmcmGQVTiVmwUYm4alOjSp+AhFVSq0mPEIIzJgxAz///DP27duH4ODgUo937twZtra22Lt3r/G+2NhYJCQkICwsDAAQFhaG6OhopKbeXu0TEREBFxcXtG7d2tjmztcwtDG8xr8plUq4uLiUulHlXU7NxbGrmZBJwNOdKx4d6xjojqUjOkCSgO+PJGD1X/F1EKVpCSGg5eaLVA2bSkZ3BrTyhbczj2khqim1mvBMnz4d33//PTZs2ABnZ2ckJycjOTnZWFfj6uqKCRMmYO7cudi/fz+ioqIwfvx4hIWFoXv37gCAgQMHonXr1hgzZgxOnz6N3bt3Y/78+Zg+fTqUSv0vgylTpiAuLg6vvvoqYmJisHz5cvzwww+YM2dObXav3vrhuP4Xcr8QH/i5Vu4gw0Gh/nijZH+LD36/gN9LNiu0NlqdwOZjCei+aC+e+PJv7jhNVVJYpMVPJ64DAEY8wKl2oppUq4eHfvXVVwCAPn36lLp/zZo1GDduHADgs88+g0wmw1NPPQW1Wo3w8HAsX77c2FYul2P79u2YOnUqwsLC4OjoiOeffx7vvvuusU1wcDB27NiBOXPmYOnSpWjUqBFWr16N8PDw2uxevaQp1mFrlP4X8vCudxcrl2dir2Bcy8jD90cSMHvzKUScT0GXIA88EOyOpt5OFl+rcOhKOt7ffgHnb+qL4FNUamTma+DJw1SpknadTYaqsBgN3ezRq7m3qcMhsip1ug+PueI+PJW3M/ompq0/AR9nJQ693g828qoNEhZrdXjxf1HYG1N6Q0J3B1t98hPkgS5B7ght6ArbKr62qcSn5+GDnRcQcV5fR+ZsZwN1sQ6aYh12ze6FED/+TFHlDF95GJHxGZgzoAVmDWhu6nCIzF5VPr9rdYSHrM+mY/rprKc7N6pysgMANnIZVo3tgkNX0nEsPgNHr2bgZEIWMvOLEHE+xZg02NnK0DHAHV2DPdA1yB1hTTyr9X61KTu/CEv3XsJ3h6+iWCcgl0kY3S0Qswe0wMhVRxCbkoO0HDVC/EwdKVmCuLRcRMZnQCYBz3ZlsTJRTWPCQ5V2PTMff11KA6BfLltdcpmEXs29jUP2mmIdziZl41h8Bo5dzcTxaxnIyi/C4bhbOBx3CwDwZMeG+HR4h/vuQ00o0uqw/sg1fL73ErLyiwAAfVt6441HW6G5rzMAwMdFidiUHKSq1KYMlSzI5pI/Jvq09IG/692rS4no/jDhoUrbcvw6hAB6NPVEY0/HGntdhY0MnQLd0SnQHS8+BOh0AlfScnH0agYOXbmFHWduYufZm/jPsLawV5j2AMVjVzPw+tYzuJKmPw+uha8T5g9ujd4tStdbeJfU7aTlMuGhimmKdfixpDZuxH38MUFE98aEhypFqxPYcvz2Zmi1SSaT0NzXGc19nTHqgUCcSsjCjawC/HUpDQPbmG5+6PjVDIz5JhKFRTp4Oiow5+EWGNE1oMypNsNy4rQcJjxUsb0XUnArTwNvZyX6hviYOhwiq2ReRRFktv68lIak7EK4OdgivA6TDkmSjO+3+1xKBa1rz9kb2Ri/5hgKi3To3cIb+/+vD57r3viedUVMeKgqNpZMZz3TuZHFFOsTWRpeWVQpm0s2QxvWsSHsbOt2WmlgG/05aXtjUkxyNMXl1FyM/fYoctTFeCDIAyuf6wwXO9tyn8OEhyorMaNmauOIqHxMeKhCaTlq7LmgH10xxS/kLo3d4eGoQFZ+EY5ezajT907MyMdzqyORkadBaEMXrB7XpVJ1RIaEJzWHp8RT+bYcT4QQQM9mNVsbR0SlMeGhCv104jqKdQIdAtxMsqeMjVyG/iV1DX/U4bRWqqoQz30TiWRVIZr5OOG7F7pVOLJj4MMRHqqEYq0OPxw3FCtXbSNPIqoaJjxULiGEcbmsKVePGOp4/jiXXCeHj2blazDmm6O4disfAR72+H5CN3g4Kir9fG8n/ZEbqsJiFBZpaytMsnAHL6YhWVUIdwdb49QtEdUOrtKqZ4QQ2HbmJqKuZsDOVg6ljQxKWznsbOWws5XBzkYOZcl/7WzluJGVj7j0PDgq5BjSvoHJ4n6wuRccFHIkZRfi7A0V2jZyrbX3ylUX4/lvjyI2JQc+zkqsn9C90meGGbjY20BhI4OmWIf0XDUauTvUUrRkyQwbeT7VqRGUNqbdcoHI2jHhqUeEEPhoVyxWHLxS5ecOad8AjkrT/bjY2crxUAtv/H42GX+cT661hKewSIsJa4/h9PVsuDvY4vuJ3RDoWfVkRZIkeDspcSOrAKk5THjobqmqQuwrOWKFB4US1T4mPPWETifw9m/n8L8j1wDop6ec7WxQWKRDYZEW6mL9fwuLb3+tLtKisEgLe4UNJvduYuIe6Fdr/X42GbvPJePlgS1r/PU1xTpMW38CkfEZcFLaYN0LD6BFyc7J1eHtrE94WMdDZdkSdR1anUCXxu5o5lP9nzMiqhwmPPVAsVaHV388g59O3oAkAf8Z2hajullegWS/lr6wkUm4mJKL+PQ8BHvV3IoWrU5g7g+nsC8mFUobGb55vgvaNXK7r9fk0nS6F51OYNOxBADAiAcs71okskQsWrZy6mItZmw4iZ9O3oBcJuHz4R0sMtkBAFcHW3Rv4glAX7xcU4QQePPnaGw/cxO2cgkrxnRGt5L3uR9cqUX3cujKLSRmFMDZzgaD2/qbOhyieoEJjxUr0Ggx6bso7DqXDIVchq9Gd8ITHRqaOqz7El6ykuWP8zW3PP3DXTHYdCwRMgn4fHhH9G1ZM1v7396LhwkPlWYY3RnaoaHJz4cjqi+Y8JgxrU5gzuZTeHblYaw4eAWXU3Mr/dycwiI8/+1R/HkxDfa2cnw7rqtJz6GqKQ+31vfhREJmjWzql5iRj5UH4wAAHz7ZDoPb1dxf25zSorJk5GmM+0mxWJmo7rCGx4xtiLyGn0/eAAAcjc/Ah7/HoImXIx5u7YsBrX3RKdAdcpl01/My8zR4fs1RnLmeDWc7G6wd3xWdG3vUdfi1ws/VDu0D3HA6MQt7zqfe9/Tc3pIdpLsFe+DZGt5niCemU1l+OnEdGq0O7Rq5ok2D2ttegYhK4wiPmUrPVWPx7lgA+j06ejX3gq1cQlx6Hlb+GYdnVhzGA//Zg//bchq7zyWjQKPf3C5VVYjhqw7jzPVseDgqsHFSd6tJdgwGttZPa+2ugTqevSXLgge0qvlN3wwjPOkc4aESQghsPKqfzuK5WUR1iyM8ZurD32OgKixGmwYu+PjpdpDLJOQUFuHgxTTsOZ+CfTGpuJWnwZao69gSdR1KGxl6NffCpdRcXLuVD18XJb6f0A3N72NZtbkKb+OHxbtjcehKOlSFRZU+7uHfctXFOBJ3CwDQr1XN1O3cycdFv1lhWo4aQghI0t2jcVS/HL+WiStpebC3leNxE27kSVQfMeExQ8evZuDHKP35Ou8NDTVOWznb2eKxdg3wWLsGKNLqcCw+AxEXUhBxPgXXMwuw54J+tCLAwx7rJ3Sv1oZ5lqCZjxOaejviSloeDsSmVfuD4+9LaSjSCgR5OqBJDS5xN/By0h9FodHqkF1QBDeHyh9NQdbJMLozpL0/nKuZqBNR9TDhMTPFWh3m/3IWgH5zwE6B7mW2s5XL0KOZF3o088KCx1ojNiUHEef0ic+ch1tU+SgESzOwjR++OnAFu88lVzvh2VuSIPZv5Vsroy9KGzlc7W2RXVCEtBw1E556Lju/CDvO3ATAvXeITIEJj5n57vA1xCTnwM3BFq8OCqnUcyRJQoifi0lOMjeV8JKE50BMKtTF2iqfQ6TTCeyPLUl4Qmp+OsvA21lpTHiscXqRKu/nk9ehLtYhxM8ZHQPcTB0OUb3DomUzkqoqxKcRFwEAr4aHVOl07vqmXUNX+LookafR4tDlW1V+/pkb2UjP1cBZaYMuQbVX1O3DvXgIhmJl/UGho7oFsp6LyASY8JiRD3ZeQK66GO0D3DCCKzjKJZNJGFiyJ88f56u+WmtfyXL03i28obCpvcuAe/EQoN83KjYlB3a2Movf/JPIUjHhMROHr9zCL6eSIEnAe0+0gayM/XWotIEluy5HnE+BVieq9FzDcvR+tTidBXAvHtLbEKkf3RnSrgFc7VmsTGQKTHjMQJFWhwW/6guVR3cLvO9DK+uL7k084Wxng/RcDU4mZFb6eTezC3AuSQVJAvq09K7FCDnCQ/pi5e1nkgAAIy30HDsia8CExwys+Scel1Jz4eGowCsDW5o6HIthK5cZC46rsgnhvpLRnY4BbvAsGYGpLT4uhhqe+z8GgywTi5WJzAMTHhO7mV2Az/dcAgC8/kgIly5XUXgbQx1PCoSo3LTWvjuWo9c2b6fbmw9S/cNiZSLzwYTHxN7fcQH5Gi06N3bH050amToci2MoOr52Kx+xKTkVti/QaPH35XQAQP9a2F353zilVb+xWJnIfDDhMaG/L6Vjx5mbkEnAuyxUrhZHpQ16N/cCAOw+m1Jh+8Nx6VAX69DQzR4t62BfHEPCk5lfBE2xrtbfj8yLoVj5MRYrE5mcVSU8X375JYKCgmBnZ4du3brh6NGjpg7pntTFWmOh8tiwIJ6afB+qsjzdsLtyvxCfOplecLO3ha1c/z7pXKlVr9xZrDyKxcpEJmc1Cc/mzZsxd+5cvP322zhx4gTat2+P8PBwpKammjq0Mq3+Kx5x6XnwclJi7sAWpg7HovVv5QOZBJxLUiExI/+e7YQQxoLl2jgstCwymQQvJ05r1UcsViYyL1aT8Hz66aeYNGkSxo8fj9atW2PFihVwcHDAt99+a+rQ7nI9Mx9f7NMXKr85OKTap32TnqeT0rhbcsT5e09rXbiZg5vZhbC3lSOsiWddhcc6nnrozmLlkQ+wWJnIHFjFWVoajQZRUVGYN2+e8T6ZTIYBAwbg8OHDJotLqxNY/VfcXfd/83c8Cot06BbsgaEsZKwR4W38cDQ+A7vPJeOFB4PLbLMvRp8M9WzmBTvbqp29dT+4+WD9c2ex8tCOvMaJzIFVJDzp6enQarXw9S29zNjX1xcxMTF3tVer1VCrb3/4qFSqWolLqxNY9Pvd7w8AcpmE94aG8i+/GjKwtS/e234ex65mICNPU+Y5ZHtK6ncG1NF0loFxLx4VE576gsXKRObHKhKeqlq0aBHeeeedWn8fmQQ82ansv+76hfigBU/PrjEBHg5o7e+C8zdV2HMhBc92KX0WWVqOGqevZwEA+tbycRL/dnuEh5sP1geldlZ+gMXKRObCKhIeLy8vyOVypKSUrt9ISUmBn5/fXe3nzZuHuXPnGr9WqVQICKj5wzpt5DJ8+myHGn9dKtvANr44f1OFP87dnfAciE2FEEDbhq7wdbGr07hYw1O/3Fms3CnQzdThEFEJqyhaVigU6Ny5M/bu3Wu8T6fTYe/evQgLC7urvVKphIuLS6kbWT7Drst/XUpDvqa41GP76uiw0LIw4ak/WKxMZL6sIuEBgLlz5+Lrr7/GunXrcOHCBUydOhV5eXkYP368qUOjOhLi54wAD3uoi3X482Ka8X7NHV/Xxe7K/2ZMeFi0bPVYrExkvqxiSgsAhg8fjrS0NCxYsADJycno0KEDdu3adVchM1kvSZIQ3toPq/+Ox+5zKRgU6g8AOBqfgTyNFt7OSoSaYINHH2f9FFqqSg0hBP/qt2IsViYyX1YzwgMAM2bMwLVr16BWqxEZGYlu3bqZOiSqYwNLprX2XkhBkVZ/lMPekuXo/UN8THJ8h2HjQXWxDjnq4gpak6VisTKRebOqhIeoc2N3eDoqoCosRmRcBoQQpY6TMAV7hRzOSv1gKut4rJehWLmlL4uVicwREx6yKnKZhAGt9NOYu88l40paLhIy8qGwkaFnMy+TxcXCZet2Z7HyqG4sViYyR0x4yOqEh+oTnojzKYg4rx/dCWviCUel6UrWDAlPKhMeq8RiZSLzx4SHrE6Ppl5wVMiRrCrEN3/HAzDN6qw7cYTHuv12Sl+782hbfxYrE5kpJjxkdexs5ejTUp/gpJcsBe/bkgkP1Z6/L6cD0B9xQkTmiQkPWaWBbW5/8LT0dUaAh4MJo2HCY81uZhfgSloeZBIQ1sR0dWJEVD4mPGSV+ob4wFauLxw19XQWcMdePDk8T8va/H1JP7rTtpEbXB04nUVkrpjwkFVysbPFkPYNoLSR4YkOpi8iNYzwXEzJwZ8X01BcskcQWb5/SqazHmzmaeJIiKg8VrPTMtG/ffxUO7z7RCicTLg6y6CJlyMkCUhRqTH226PwclLisXb+eKJDA3QIcOMyZgslhMDfl28BAB5s5m3iaIioPKb/JCCqJTZyGZzk5jGIGeDhgN+mP4jNxxOw48xNpOeqsfbQVaw9dBWNPR3wRPsGeLxDQzTzcTJ1qFQFsSk5SM9Vw85Whk6N3UwdDhGVgwkPUR1p28gVbRu1xdtD2uCvS2n49VQS/jiXgmu38rFs32Us23cZoQ1d8ET7hhjSvgH8XO1MHTJVwFC/80CwJ5Q2chNHQ0TlYcJDVMds5TL0C/FFvxBf5GuKEXE+Bb+eSsKfF9Nw9oYKZ2+o8MHvF9CvpQ+WP9eJH6RmzLAcvZcJd/EmosphwkNkQg4KGzzRoSGe6NAQGXka7Ii+id9O3cCxq5nYG5OKszey0bmxh6nDpDJoinWIjMsAAJMeW0JElWMeBQ5EBA9HBcZ0b4wtU3qgY8nhk9y3x3ydSMhEQZEWXk4KhPg5mzocIqoAEx4iM+TlVLJRYa7GxJHQvRiWo/do6gWZjKvsiMwdEx4iM2RIeNI5wmO2DPU7DzbndBaRJWDCQ2SGvJ0UAG6fBUbmJbugCKcTswCwfofIUjDhITJDXiU7MzPhMU9H4m5BJ/QbSjZ0szd1OERUCUx4iMyQYUrrFmt4zJJh/x1OZxFZDiY8RGbIWMPDER6zZChY5nQWkeVgwkNkhryMNTwc4TE3N7IKEJeeB5kEhDXlgaFEloIJD5EZMtTw5KqLUVikNXE0dKd/Sqaz2ge4wcXO1sTREFFlMeEhMkPOShsobPSXJzcfNC88ToLIMjHhITJDkiTBm3U8ZkenE6zfIbJQTHiIzJQn63jMTkxyDm7laeCgkKNjoLupwyGiKmDCQ2SmuFLL/BhGd7oFexinHInIMvCKJTJTxpVarOExG39xOovIYjHhITJTHOExL+piLY7G3wIA9GrubeJoiKiqmPAQmanbCQ9reMxB1LVMFBbp4O2sRAtfJ1OHQ0RVxISHyEwZ9uJJ4wiPWTDU7zzYzAuSJJk4GiKqqlpLeK5evYoJEyYgODgY9vb2aNq0Kd5++21oNKX/Wj1z5gx69eoFOzs7BAQE4OOPP77rtbZs2YKQkBDY2dmhbdu22LlzZ6nHhRBYsGAB/P39YW9vjwEDBuDSpUu11TWiOmGo4bnFhMcs/H1ZP53F+h0iy1RrCU9MTAx0Oh1WrlyJc+fO4bPPPsOKFSvwxhtvGNuoVCoMHDgQjRs3RlRUFBYvXoyFCxdi1apVxjaHDh3CyJEjMWHCBJw8eRJDhw7F0KFDcfbsWWObjz/+GMuWLcOKFSsQGRkJR0dHhIeHo7CwsLa6R1TrvDmlZTay84sQfT0LgH6Eh4gsjySEEHX1ZosXL8ZXX32FuLg4AMBXX32FN998E8nJyVAo9H/Nvv766/jll18QExMDABg+fDjy8vKwfft24+t0794dHTp0wIoVKyCEQIMGDfDyyy/jlVdeAQBkZ2fD19cXa9euxYgRIyqMS6VSwdXVFdnZ2XBxcanpbhNVS2aeBh3fiwAAXHz/ES6DNqFdZ29iyvcn0MzHCXvmPmTqcIioRFU+v+v0N2h2djY8PDyMXx8+fBi9e/c2JjsAEB4ejtjYWGRmZhrbDBgwoNTrhIeH4/DhwwCA+Ph4JCcnl2rj6uqKbt26GdsQWSJXe1vYyPS1IrfyOK1lSn9dul2/Q0SWqc4SnsuXL+OLL77Aiy++aLwvOTkZvr6+pdoZvk5OTi63zZ2P3/m8str8m1qthkqlKnUjMjcymXR7t+UcTmuZ0p0Fy0Rkmaqc8Lz++uuQJKncm2E6yuDGjRsYNGgQnnnmGUyaNKnGgq+uRYsWwdXV1XgLCAgwdUhEZeJePKaXmJGPq7fyIZdJ6NbEo+InEJFZsqnqE15++WWMGzeu3DZNmjQx/n9SUhL69u2LHj16lCpGBgA/Pz+kpKSUus/wtZ+fX7lt7nzccJ+/v3+pNh06dCgzvnnz5mHu3LnGr1UqFZMeMkueTlyabmqG0Z2OAW5wtrM1cTREVF1VTni8vb3h7V25XUZv3LiBvn37onPnzlizZg1kstIDSmFhYXjzzTdRVFQEW1v9L5KIiAi0bNkS7u7uxjZ79+7F7Nmzjc+LiIhAWFgYACA4OBh+fn7Yu3evMcFRqVSIjIzE1KlTy4xLqVRCqVRWpdtEJmE8XoIJj8n8zeMkiKxCrdXw3LhxA3369EFgYCA++eQTpKWlITk5uVRdzahRo6BQKDBhwgScO3cOmzdvxtKlS0uNvsyaNQu7du3CkiVLEBMTg4ULF+L48eOYMWMGAECSJMyePRvvv/8+fvvtN0RHR2Ps2LFo0KABhg4dWlvdI6oTxqXprOExCZ1O4NAVw3ESTHiILFmVR3gqKyIiApcvX8bly5fRqFGjUo8ZVsK7urrijz/+wPTp09G5c2d4eXlhwYIFmDx5srFtjx49sGHDBsyfPx9vvPEGmjdvjl9++QWhoaHGNq+++iry8vIwefJkZGVl4cEHH8SuXbtgZ2dXW90jqhOs4TGtk4mZyMjTwFEhR/sAN1OHQ0T3oU734TFX3IeHzNXPJ69jzubT6NHUExsmdTd1OPXOtPVR2BmdjKc6NcKSZ9ubOhwi+hez3YeHiKqGIzymc+1WHnad1U/BT+7dpILWRGTumPAQmTFDwnOLx0vUudV/xUMngD4tvdHSz9nU4RDRfWLCQ2TGDAlPRr4GxVqdiaOpPzLyNNgSlQiAoztE1oIJD5EZ83BUQCYBQuiTHqob/zt8DYVFOrRt6IqwJp6mDoeIagATHiIzJpdJ8HDk8RJ1qbBIi+8OXwUATOrdBJIkmTYgIqoRTHiIzBwLl+vWj1HXcStPg0bu9ng01M/U4RBRDWHCQ2TmmPDUHa1OYPVfcQCACQ8Gw0bOX5FE1oJXM5GZ8+TxEnUm4nwyrt7Kh6u9LZ7twvP1iKwJEx4iM3d7hIc1PLVt1Z/60Z0x3RvDUVlrG9ETkQkw4SEyc8aEJ4cjPLXp+NUMnEjIgkIuw9gejU0dDhHVMCY8RGbOcGJ6Gqe0atXKktGdJzs1hI8zz+EjsjZMeIjMnJczp7Rq25W0XOy5kAIAmNiLGw0SWSMmPERmzpurtGrd6r/iIAQwoJUvmvk4mTocIqoFTHiIzJzxeIk8DXQ6YeJorE9ajhpbT9wAALz4EEd3iKwVEx4iM2dYlq7VCWQVFJk4Guvz3eGr0BTr0CHADV0au5s6HCKqJUx4iMycrVwGNwdbAJzWqmn5mmL878g1AMCLPEaCyKox4SGyAFyaXjt+OJaIrPwiBHk6YGAbHiNBZM2Y8BBZAC5Nr3nFWh1W/x0PAJjQqwnkMo7uEFkzJjxEFoC7Lde8388m43pmATwcFXi6UyNTh0NEtYwJD5EF4AGiNUsIUeoYCXuF3MQREVFtY8JDZAEMU1qs4akZR+IyEH0jG0obGcaG8RgJovqACQ+RBeAIT81a9ecVAMAzXRrBs+TfloisGxMeIgvAGp6aczElB/tj0yBJwMQHudEgUX3BhIfIAtw+T4sjPPcjp7AIczafAgCEt/ZDkJejaQMiojrDhIfIAhhreHLVEILHS1RHYZEWk7+LwrkkFbycFHjj0VamDomI6hATHiIL4O2shJ2tDEVagde2nkGxVmfqkCyKVicwZ/MpHI67BSelDdaOfwCBng6mDouI6hATHiILoLSR490nQiGTgB+OX8eL/4tCgUZr6rAsghACC349i9/PJkMhl2HVmM4Ibehq6rCIqI4x4SGyEM92CcCK5zpDaSPD3phUjFp9BJl5LGKuyOd7LmF9ZAIkCfh8RAf0aOZl6pCIyASY8BBZkIFt/LB+Yje42tviZEIWnlpxCNcz800dltn63+GrWLr3EgDg3SdC8WhbfxNHRESmwoSHyMJ0CfLAj1PC0MDVDnFpeXhy+SFcuKkydVhmZ/uZJCz47RwAYPaA5hjTnRsMEtVndZLwqNVqdOjQAZIk4dSpU6UeO3PmDHr16gU7OzsEBATg448/vuv5W7ZsQUhICOzs7NC2bVvs3Lmz1ONCCCxYsAD+/v6wt7fHgAEDcOnSpdrsEpFJNfd1xtZpPdDC1wmpOWo8u/IwjsTdMnVYZuOfy+mYs/kUhNAfHTGrf3NTh0REJlYnCc+rr76KBg0a3HW/SqXCwIED0bhxY0RFRWHx4sVYuHAhVq1aZWxz6NAhjBw5EhMmTMDJkycxdOhQDB06FGfPnjW2+fjjj7Fs2TKsWLECkZGRcHR0RHh4OAoLC+uie0Qm4e9qjy0v9sADQR7IKSzG2G+OYmf0TVOHZXLR17Mx+bvjKNIKPNrWDwsfbwNJ4knoRPWdJGp5U4/ff/8dc+fOxdatW9GmTRucPHkSHTp0AAB89dVXePPNN5GcnAyFQr/PyOuvv45ffvkFMTExAIDhw4cjLy8P27dvN75m9+7d0aFDB6xYsQJCCDRo0AAvv/wyXnnlFQBAdnY2fH19sXbtWowYMaLCGFUqFVxdXZGdnQ0XF5ca/hcgql2FRVrM2nQSu8+lQJKAdx5vg7FhQaYOyyTi0/Pw9FeHcCtPgx5NPbFmfFcobXgwKJG1qsrnd62O8KSkpGDSpEn43//+BweHu/e8OHz4MHr37m1MdgAgPDwcsbGxyMzMNLYZMGBAqeeFh4fj8OHDAID4+HgkJyeXauPq6opu3boZ2xBZMztbOZaP7oznugdCCGDBr+eweHdMvdugMEVViDHfROJWngahDV2wamwXJjtEZFRrCY8QAuPGjcOUKVPQpUuXMtskJyfD19e31H2Gr5OTk8ttc+fjdz6vrDb/plaroVKpSt2ILJlcJuG9J0Lx8sMtAABf7r+CV3+sPxsUZhcU4flvj+J6ZgGCPB2wdvwDcFLamDosIjIjVU54Xn/9dUiSVO4tJiYGX3zxBXJycjBv3rzaiPu+LFq0CK6ursZbQECAqUMium+SJOGl/s3x4ZNtIZOALVHXsfFYoqnDqhOv/XgGMck58HZW4n8TuhkPWyUiMqhywvPyyy/jwoUL5d6aNGmCffv24fDhw1AqlbCxsUGzZs0AAF26dMHzzz8PAPDz80NKSkqp1zd87efnV26bOx+/83lltfm3efPmITs723hLTKwfHwpUP4x4INB4TtQ3f8VBq7PuqS1NsQ77YlMBACvHdEaAB4+MIKK7VXnM19vbG97e3hW2W7ZsGd5//33j10lJSQgPD8fmzZvRrVs3AEBYWBjefPNNFBUVwdbWFgAQERGBli1bwt3d3dhm7969mD17tvG1IiIiEBYWBgAIDg6Gn58f9u7dayyGVqlUiIyMxNSpU8uMTalUQqnkX4BkvUZ1C8QX+y7j6q187LmQgvA2ZSf/1uBiSg40xTq42NmgY4CbqcMhIjNVazU8gYGBCA0NNd5atNDXFjRt2hSNGjUCAIwaNQoKhQITJkzAuXPnsHnzZixduhRz5841vs6sWbOwa9cuLFmyBDExMVi4cCGOHz+OGTNmANAP48+ePRvvv/8+fvvtN0RHR2Ps2LFo0KABhg4dWlvdIzJrDgobjO4WCABY/VeciaOpXWdvZAMA2jZy5fJzIronk+607Orqij/++APx8fHo3LkzXn75ZSxYsACTJ082tunRowc2bNiAVatWoX379vjxxx/xyy+/IDQ01Njm1VdfxUsvvYTJkyeja9euyM3Nxa5du2BnZ2eKbhGZhed7BMFWLuHY1UycSswydTi15owh4WnoZtpAiMis1fo+PJaA+/CQtZr7wyn8dOIGHmvnj/+O6mTqcGrFkC/+RvSNbHw5qhMGt+NZWUT1idnsw0NEpjXxwSYAgN/PJlvlIaPqYi1ikvXbSrRr5GriaIjInDHhIbJirRu44MFmXtDqBNb+c9XU4dS4i8m5KNIKuDnYopG7vanDISIzxoSHyMpN6BUMANh0LBGqwiITR1OzztzIAgC0bciCZSIqHxMeIivXp4U3mvs4IVddjM1HrWvPKeMKrYacziKi8jHhIbJykiRhYskoz5p/4q3quIkz1/UJD+t3iKgiTHiI6oEnOjSEl5MCSdmF2Hm27DPmLE1hkRaxyTkAgLaN3EwbDBGZPSY8RPWAna0cY7oHAdBvRGgNu1HEJuegWCfg4ahAA1fuuUVE5WPCQ1RPPNc9EEobGc5cz8bR+AxTh3PfztxRv8OCZSKqCBMeonrC00mJJzvpj3VZ/Xd8jb62KUaMoq9nAWD9DhFVDhMeonpkwoP64uU9F1IQn55XI6+ZnV+Evp8cwPxfomvk9SrLULAcyhVaRFQJTHiI6pFmPk7oH+IDIYBv/q6ZQ0WPxN/C1Vv52HHmZo28XmUUFmlxKTUXAEd4iKhymPAQ1TOGjQh/jLqOzDzNfb9ezE39SqnM/CJoiutmyfv5mypodQJeTkr4ubBgmYgqxoSHqJ4Ja+KJNg1cUFikw/rIa/f9eoazrAAgLVd9369XGdHXDQXLLixYJqJKYcJDVM9IkoRJvfSHiq47fA3qYu19vV5MyV44AJCqKqz08w5dSUdyduXb3ynasEKL++8QUSUx4SGqhwa384efix3SctT47VRStV8nX1OMq7duFz+n5lRuhOdkQiZGfR2Jid8dq9b7GkZ42rFgmYgqiQkPUT1kK5dhXM8gAMDqv+Krvaz8Ykou7nxqZROeqGuZAICzN1S4mJJTQevS8jXFuJRq2GGZCQ8RVQ4THqJ6auQDgXBQyBGbkmNMQKoq9o76HQBIq+SU1oWbt5Oc7aerNsJ04aYKOgH4OCvhy4JlIqokJjxE9ZSrvS0ebesPANhy/Hq1XsOQuMhl+sLhyo7w3FnovO3MzSqNMPHAUCKqDiY8RPXYM531Oy9vP5OEfE1xlZ9vSFw6BboBqFzCU6zV4VKKfg8dmQTEp+fhXJKqgmfdFs0NB4moGpjwENVjDwR7oLGnA/I0WuyMrtop6kII4wqt3s29AQCpORVPacWn50Gj1cFRIcfA1n4AgO1V2LTQcIYWR3iIqCqY8BDVY5Ik4emS87W2HE+s0nNTVGpk5RdBLpPQo5kXACBVVfEIz4WSJKmlnzMe79AAgH6EqTLTWnnqYlxJ048OcYSHiKqCCQ9RPfdU50aQJCAyPgMJt/Ir/bwLJdNZwV6OCHC3BwCk56qh1ZWfuBgKnUP8XdC3pQ8cFHJczyzAqcSsCt/zXJIKQgB+LnbwcWbBMhFVHhMeonqugZs9HiwZofkxqvKjPLElIzUhfs7wdFJCJgE6AdzKK3+Ux3AURYifM+wVcgxo5QugctNaZ0pOSOdydCKqKiY8RISnS4qXt564AV0FIzQGMTf1IzWt/F0gl0nwdFICqHhaK8aYKLkAAIa0109r7Thzs8L3PnuDGw4SUfUw4SEihLfxg7OdDW5kFeDQlVuVek7MHSM8gH5fHABIK2elVnZBEW5kFQDQ1/AAQO8WXnC2s0GyqhDHK9gP6IzxSAkmPERUNUx4iAh2tnI8XjLSsqUS01qaYh0up+qLh0P89SM1hoSnvJVahmmwhm72cLW3BQAobeQIb6NfrbWtnE0IcwqLEJemP8aiLUd4iKiKmPAQEQDg2S4BAIBdZ5ORXVBUbtsrabko1gk429mggau+eNhQRFzelJZh3x7DqJDBY+30GyD+fvYmirW6Mp9r2KunoZu9cfqMiKiymPAQEQD9vjYtfJ2gLtZh+5nyj3swJC6t/FwgSfpdln1cDCM89054DDszh/iXTnh6NvOCu4Mt0nM1iIzPKPO5hg0HObpDRNXBhIeIAOj35Hmms36Up6KjJgwrrVreMVJTmSmt2yM8LqXut5XLMChUP8pzr2kt1u8Q0f1gwkNERkM7NoRcJuFUYhYup977FHNjwfIdIzXehimte4zw6HTCWMPT6l8jPAAwpGRaa9e5ZBSVMa1lWKHFER4iqo5aTXh27NiBbt26wd7eHu7u7hg6dGipxxMSEjB48GA4ODjAx8cH//d//4fi4tLn+Rw4cACdOnWCUqlEs2bNsHbt2rve58svv0RQUBDs7OzQrVs3HD16tBZ7RWS9vJ2V6NvSB0D5ozxljdQYp7TuUcOTmJmPfI0WChsZgjwd73q8WxNPeDkpkZVfhL8vp5d6LLugCPHpLFgmouqrtYRn69atGDNmDMaPH4/Tp0/jn3/+wahRo4yPa7VaDB48GBqNBocOHcK6deuwdu1aLFiwwNgmPj4egwcPRt++fXHq1CnMnj0bEydOxO7du41tNm/ejLlz5+Ltt9/GiRMn0L59e4SHhyM1NbW2ukZk1Z7pot+T56eTN8osIM7I0yClJKkpa0orLUdd5jERhvqdFr5OsJHf/atHLpMwuG3Zq7XOlYzuNHK3h7ujosp9IiKqlYSnuLgYs2bNwuLFizFlyhS0aNECrVu3xrPPPmts88cff+D8+fP4/vvv0aFDBzzyyCN477338OWXX0Kj0QAAVqxYgeDgYCxZsgStWrXCjBkz8PTTT+Ozzz4zvs6nn36KSZMmYfz48WjdujVWrFgBBwcHfPvtt7XRNSKr1y/EB56OCqTlqHHwYtpdjxtGdwI9HOCktDHe712S8Gi0OmTl373K6171O3d6rGRpfMS5FBQWaY3388BQIrpftZLwnDhxAjdu3IBMJkPHjh3h7++PRx55BGfPnjW2OXz4MNq2bQtfX1/jfeHh4VCpVDh37pyxzYABA0q9dnh4OA4fPgwA0Gg0iIqKKtVGJpNhwIABxjZEVDW2chmGdmwIoOxprTuPhriT0kYONwf93jpl1fHc63l36hzoDj8XO+Soi/HnHclWtLF+x60KPSEiuq1WEp64uDgAwMKFCzF//nxs374d7u7u6NOnDzIy9EtOk5OTSyU7AIxfJycnl9tGpVKhoKAA6enp0Gq1ZbYxvEZZ1Go1VCpVqRsR3WaY1tobk4KMPE2px2LuOPzz38pbqWVcyl7G8wxkMsm4J8+2O87W4pJ0IrpfVUp4Xn/9dUiSVO4tJiYGOp1+3v/NN9/EU089hc6dO2PNmjWQJAlbtmyplY5UxaJFi+Dq6mq8BQQEmDokIrMS4ueCtg1dUaQV+OXkjVKPxSbfe6TmXpsP5qmLcS0j/57Pu5NhWmvP+RTka4qRla9BQslzmfAQUXXZVNzktpdffhnjxo0rt02TJk1w86b+L7PWrVsb71cqlWjSpAkSEhIAAH5+fnetpkpJSTE+Zviv4b4727i4uMDe3h5yuRxyubzMNobXKMu8efMwd+5c49cqlYpJD9G/PNOlEaJvZGNL1HW88GAwAECrE4hNKS/hKXvzwYspORAC8HJSVrhLcvtGrgjwsEdiRgH2xaTCzV5fpNzY0wGuJVNmRERVVaURHm9vb4SEhJR7UygU6Ny5M5RKJWJjY43PLSoqwtWrV9G4cWMAQFhYGKKjo0utpoqIiICLi4sxUQoLC8PevXtLxRAREYGwsDAAML7XnW10Oh327t1rbFMWpVIJFxeXUjciKu3x9g2gkMtw4abKuAfOtVt5KCzSwc5WhsZlLC33dil7SiumnP13/k2SJDzWTj/Ks/30TZy5kQUACOXoDhHdh1qp4XFxccGUKVPw9ttv448//kBsbCymTp0KAHjmmWcAAAMHDkTr1q0xZswYnD59Grt378b8+fMxffp0KJX6X5pTpkxBXFwcXn31VcTExGD58uX44YcfMGfOHON7zZ07F19//TXWrVuHCxcuYOrUqcjLy8P48eNro2tE9YabgwIPt9HXx205rj9Q1JC4tPR1hlwm3fUcn3tsPljeNFhZDHU8+2NTcbjk9PZ2THiI6D5UaUqrKhYvXgwbGxuMGTMGBQUF6NatG/bt2wd3d3cAgFwux/bt2zF16lSEhYXB0dERzz//PN59913jawQHB2PHjh2YM2cOli5dikaNGmH16tUIDw83thk+fDjS0tKwYMECJCcno0OHDti1a9ddhcxEVHXPdG6EHWdu4tfTSXhjcCvE3Cx/ablxL55/1fBcqOB5/9ba3wVNvB0Rl5aHvy7pNyHkkRJEdD9qLeGxtbXFJ598gk8++eSebRo3boydO3eW+zp9+vTByZMny20zY8YMzJgxo1pxEtG99WruDT8XOySrCrHnfCoulHGkxJ3KWqUlhCjzKIryGKa1lu29ZLyPU1pEdD94lhYR3ZNcJuHJTiV78kQlGqemWt5jasrH5e4prWRVIbILiiCXSWjm41Tp9zacrQUAwV6OcLFjwTIRVR8THiIq19Od9Xvy/Hkxzbg8vKIprXyNFrlq/bl4hg0Hm3o7Qmkjr/T7Nvd1Ntb8cDk6Ed0vJjxEVK4m3k7o0tgdupLjsXxdlPC4x3lWjkobOCr0SU2qSj+tdaESR0rcy6ReTSBJt4uYiYiqiwkPEVXIsPMyUHHi8u9pLeOREpWs37nTU50b4cp/HsXANvfeV4uIqDKY8BBRhQa3awB7W/3ITUWJi/e/Nh80HilRjREeQH/cBBHR/WLCQ0QVclLaYFS3QABAnxY+5bY1rtRSFUJdrMWVtDwA1RvhISKqKbW2LJ2IrMsbj7bClIeaGkdw7sWw+WBajhqXU3Oh1Qm42tvCr2Sqi4jIFDjCQ0SVIpdJFSY7AODjcntKy1i/4+cMSeLUFBGZDhMeIqpRd24+aKzf8ed5dURkWpzSIqIaZTxPS6WGTKraGVpERLWFCQ8R1ag7p7Qy84sA3HtnZiKiusKEh4hqlGFKK7tAn+xIEtDClwkPEZkWa3iIqEa52ttCYXP7V0tjDwc4Kvm3FRGZFhMeIqpRkiTB2+n2aq7qHClBRFTTmPAQUY0z1PEA3HCQiMwDEx4iqnE+zhzhISLzwoSHiGqcYWk6ALTiCA8RmQEmPERU4wwjPA4KOQLcHUwcDREREx4iqgW+rvoRnpZ+zjztnIjMAteKElGNC2/thyMdb2FYp4amDoWICAATHiKqBa4Otvh0eAdTh0FEZMQpLSIiIrJ6THiIiIjI6jHhISIiIqvHhIeIiIisHhMeIiIisnpMeIiIiMjqMeEhIiIiq8eEh4iIiKweEx4iIiKyekx4iIiIyOox4SEiIiKrx4SHiIiIrB4PDwUghAAAqFQqE0dCRERElWX43DZ8jpeHCQ+AnJwcAEBAQICJIyEiIqKqysnJgaura7ltJFGZtMjK6XQ6JCUlwdnZGZIkmTocI5VKhYCAACQmJsLFxcXU4dQa9tO61Jd+AvWnr+yndbGmfgohkJOTgwYNGkAmK79KhyM8AGQyGRo1amTqMO7JxcXF4n8oK4P9tC71pZ9A/ekr+2ldrKWfFY3sGLBomYiIiKweEx4iIiKyekx4zJhSqcTbb78NpVJp6lBqFftpXepLP4H601f207rUl37+G4uWiYiIyOpxhIeIiIisHhMeIiIisnpMeIiIiMjqMeEhIiIiq8eEx0TqS614femnTqeDVqs1dRi1TqfTQafTmTqMOlFffnbrSz95jRJ3WjaBzz//HHv37kVAQACef/55dOzYEQqFwtRh1bgvv/wSf/31F7y8vDB8+HB069bNKvv56aef4rfffoOvry9GjBiBfv36wdXVFTqdrsKtzi3JsmXL8Mcff8DZ2RnDhg1DeHh4pXc4tTS8Rq0Lr1ECOMJTp/Ly8vDUU09h6dKl6NixI44fP44xY8bgvffeM3VoNerkyZPo2rUrvvjiCzRv3hyRkZF48cUXsWXLFlOHVqOKioowbtw4LF26FEOHDkVubi7efPNNvPTSSwBgNb9Io6Oj0aNHD3z55Zfo27cvsrKy8P777+OLL74wdWg1jtcor1FLVJ+u0fsiqM4cPXpUNG/eXJw4ccJ434IFC0TTpk3Fxo0bTRhZzbl586YYP368mDRpksjKyjLe36tXLzFr1iwhhBA6nc5E0dWs2NhYERISInbv3m28b926dcLNzU0sX75cCCGEVqs1VXg1IisrS8yePVs899xzIj093Xj/hAkTxKhRo0R+fr4Jo6t5vEZnCSF4jVqS+naN3g/rSG/NnGE+NSsrC7du3YK3t7fxsYkTJ6JPnz546623TBVejRAldQAKhQJOTk6YMmUKXF1doVarAQBdunTBsWPHAMCsTqSvDsP3s6ioCHFxcWjSpInxsSeffBLTpk3D66+/jvz8fIv9C9Lw/ZQkCR4eHpg2bRo8PT1RVFQEAGjevDmOHz8Oe3t7U4ZZY3iN8hq1NPXtGq0JlvmdtgDbtm3D1q1bkZCQYCyUy87ORsOGDXHhwgVju4CAAIwePRoymQxLliwxVbjVFh0dDUB/0el0Onh4eGDx4sXo1KkTABi3Lk9MTESvXr1MFuf92rp1K1auXIkzZ86gsLAQgP7DsU2bNti/f7+xnZOTEyZMmAAvLy8sXLgQACyqgDAyMhLA7e+ni4sLXnvtNYSFhQEAbGz0ZX8pKSnG+ywVr1Feo7xG6xcmPDUsNjYWHTt2xLRp0zB//nz079/feFENHjwY2dnZ2LdvH/Lz843PadeuHXr06IFDhw6hoKDARJFXzenTp9G9e3cMGjQIe/fuBXD7Lw6lUllq5YcQAklJSejcubNJYr0fcXFx6Nq1K2bPno2VK1di8ODBmDJlCgCga9eucHV1xeHDh5GUlGR8ToMGDTB69Gjs3bsXKpXKIv6CjI6ORs+ePREWFmas47hzRODOvyYBICYmxviBKSxslQ+vUV6jvEbrJ/P/LluYNWvWwMfHB+fOncPu3bsxZcoUfP7551i1ahXs7e0xc+ZMfPXVVzh+/LjxOZ6envDw8EBqaqpFDD/+9ddfmDRpElxdXdGiRQt8//330Gq1kMvld110AHD58mVER0cjNDTUeF9mZmadx10dP/74I5RKJS5cuIA//vgDS5cuxdatW/HWW29BoVBg4sSJ2LdvHyIiIozPsbOzg7u7u8UsDz1+/DhmzJgBT09PDBkyBMuXL0dxcfE9v5/p6ek4dOiQ8cNRkiSkpqaaJPbq4DXKa5TXaD1VtyVD1i0/P180atRIfPbZZ8b71Gq1mD9/vnB1dRXXrl0TQgjRtm1bMXToUHH69Glju5kzZ4ohQ4aIoqKiug67yhISEsTkyZPF5cuXxeLFi0W3bt3Ed999J4QoXexo+P9ly5aJDh06CCGEuHXrlhg/frwYPHiwSEtLq/vgq6C4uFh06tRJvPbaa6XuX7lypVAoFOLPP/8UQgjxxBNPiP79+4uIiAhjm/fff188+OCDorCwsE5jro7MzEwxY8YMce7cObFlyxbRvn178dFHHwkhyi7o3LRpk2jatKkQQoj09HTxwgsviNDQUHHjxo06jbs6eI3yGjXgNVr/MOGpIYYfuh49eojZs2cLIW7/MsnOzhbNmzcXkyZNEkIIcfDgQREWFiZCQkLE0qVLxcKFC4WHh4dYv369aYKvhpycHCGEEElJSeLpp58Wjz32mEhJSRFC3H0BTp8+XcyfP198/vnnwtnZWXTt2lVcvny5zmOuCkMfBg0aJJ555plS9wkhRJcuXcRjjz0mhBDi9OnT4sknnxQeHh7ijTfeEPPmzRPu7u7iyy+/rPvAq8jwM5qXlyeE0P9inT17tmjbtq1ISEgQQug/VO70zjvviAkTJohPP/1UODs7i+7du4uLFy/WbeDVwGuU1yiv0fqNCU8NKiwsFNOmTROPPvqoiIuLE0LcvgBXr14t7OzsREZGhhBCiPPnz4upU6eKRx55RHTs2FFs27bNZHFXl+Ei+/7770X37t3FokWL7mqTmZkpGjZsKCRJEo0aNRI///xzHUdZfVqtVnzyySeiffv2Ijo6WgihHw0QQoiIiAghk8lEfHy8EEL/V/Hbb78tRo4cKXr06CF+++03U4VdbYaf1f3794uePXuKqVOn3tVGo9GIjh07CkmSROPGjcVPP/1U12FWyb8/2K31Gr3X0mpeo7xGzf0arUtMeKogMzNTbN26tczHDFn4pk2bRKdOncSnn35a6vHo6GgREhJy1w+f4a8wc1JeP+9k6HN+fr6YNGmS6NOnjzhz5owQ4vYv2rS0NNG/f3+xcuXK2gu4mlQqlVi9erXxF+WdDH3bv3+/6NWrl5g5c2apx7OyskTLli3Ff//731L3//svLXNQXj/LolarxQcffCBatmwp/v77byGEME7j5OTkiPHjx4tVq1bVWrz3IycnR0ybNk18+OGHdz1mTddoef28k6VfowUFBSIpKcn4dVnTcdZwjZbXz7JY8jVqSkx4Kumdd94RkiSJJ554osI5/JEjR4oBAwaI/fv3G++LiooSjo6O4tChQ0II893Yqyr9FOL2Xxx79+4VDz30kJg7d664evWqGD58uLH+wRxrHj766CPh4OAgHnvsMbFv375yY3zzzTdFx44dxY8//mi87/Lly8LHx0f8+uuvQgjz/X5WpZ9C3O7HmTNnxJAhQ8SwYcPEtWvXxIgRI8T27duFEOa7UduCBQuEQqEQkiSJ6dOnlxunJV+jVemnEJZ7jb7//vsiJCREdO3aVQwbNsw4xVZWwmLJ12hV+imEZV+jpsaEpwK///678PPzE82bN69wSNvwQxYZGSkGDx4sWrduLaKiokRycrJ4//33RY8ePUpl8eakKv28l1deeUW4ubkJpVIpgoKCxOXLl83yl8w333wj2rZte9fQ/b9jNXw/L168KF544QXh6ekpdu7cKeLi4sSSJUtE27ZtzXpevLL9vJdly5YJOzs7YWNjI5o0aWK2fd2yZYvw9fUVzZs3F8ePHxcTJkwQDz/8sBDi3t9TS7xGq9LPe7GEazQjI0MMGTJEtGrVSvz6669i2bJlokePHmL48OF3tbXka7Qq/bwXS7lGzQUTnnKkpaWJzp07i8aNGxvvu3nzprhx40apYe6yfmGcOnVK9O/fXwQEBIigoCDh7+8vdu7cWRdhV9n99FMI/Zzxzz//LPz9/UVwcLDZ1gAUFxeL4uJi8dhjj4l3331XCCFEXFycWL9+vYiKihKpqanGdv+WlpYmhg8fLpo0aWL8fhr+cjQ399NPIfR/7W/fvl34+/uLoKAgs+2nEEJs2LBBNGnSRHzyySfG+z7//HMRHBwskpOTy32uJV2j99NPISznGhVCX3vTqlWrUh/eU6dOFdOmTTN+XdbvIku6RoWofj+FsKxr1Jww4SmHVqsVP/zwg7CzsxOHDh0Sr7/+umjatKlo3769aNeuXanhU4M7f0DVarW4dOmS2f4SNahOP++Ul5cnQkJCxKuvvlpHEVed4fuiUqmEv7+/OHHihFi5cqXw9PQUYWFhws/PT/Ts2bPCoeCUlBRx4MCBugi5WmqinwUFBWLQoEFi3rx5dRV2tWVkZIjc3NxS961atUo0bdpUXLp0qcznWOI1Wp1+3skSrlHDz+TWrVuFk5OTSExMND7Wr18/8Z///EecPXu2wtcx92u0JvppSdeoOZGE4BaMBjt27IAQAqGhoWjUqBFsbGyQlZWFsWPHYvv27Rg8eDAmTJgAmUyG7777DhcvXsT//d//YcyYMdDpdBaxWydQs/00bGamVquNW9Sbizv7GRAQALlcjoyMDIwYMQL+/v5IT0/H3Llz0alTJ0RHR2PcuHHo3bs31q5dW+b3UwhhlmcM1WQ/DV8XFRXB1tbWhL0qW1k/u0Dpc4Xi4+PRtGlTHD16FF26dDHb71t5arKflnKNGvp56NAhvPzyy8jIyMCgQYOwdu1aBAYGwsnJCTdu3MCwYcOwdOnSMl/PXL/XNdlPc79GzVrd51jm5+DBg6Jly5YiJCRENG/eXLRq1cq4MZlOpxNHjhwRb7zxhnF5oxBCXL9+XYwaNUo88sgjFrFxlRDspxD6v3THjRsnfH19xYABA0qNdPz6669CkiTjlI+5qy/9FKLsvn7++edCiLuH/a9cuSLatGlTanNBS1Gf+2lYNafVakV8fLzYunWr6NChg/joo4+EVqsVmZmZYvv27UKSJBEbGyuEMN9CZIP60k9LYRlDErXot99+w7Rp0/Dss88iMjIS27Ztw+DBg7Fx40bExcVBkiS0bdsWr7zyCoKCgozPa9iwIby8vJCZmWk8eNCcsZ8bceXKFTg4OGDYsGFQq9XIysoqNbrRuHFjNGrUCKdOnTJdByqpvvQTuHdfN2zYgKtXr971F31gYCAKCwuh0WgAWM7BkPW9n5s2bUJ8fDxkMhmCgoLg6+uLtLQ0vPDCC5DJZHBzc0OHDh3g7e1tPAzUHEdzDOpLPy1JvU54ioqKkJiYiIEDB+KVV16Bs7MzWrZsiV69eiErK8vYzsHBAe7u7savdTodtFotbt68iSZNmpj92TrsZ+l+Pv744xgzZgyuXr2K7777znh/bGwsfH190bVrVxNEX3n1pZ9AxX0V/5qR12q1sLGxQefOnbFnzx4AsIipZvaz9M8uoD8PKjg4GCkpKcb7jh8/Dm9vb/Tv37+OI6+a+tJPS2Nj6gBMydbWFg899BDGjh0LZ2dn4/0tWrRATk6Ocd78TgUFBVCr1Vi2bBlOnjyJFStWmH32zX7q+3nnfPfs2bOhVqsxfvx47NmzB66urti0aRNmzpwJZ2dns60FAOpPP4GK+yqXy0u1N3zdtGlTHDx4EOnp6fDy8qrTmKuD/by7n35+fhBCYOLEiXjxxRdx+fJlrFq1CuPGjUNgYKBZ/+zWl35amnqd8AAwng4s7igG3L17Nxo2bIjAwMBSRZ0HDx7Etm3b8NNPP0GpVOKbb75B7969TRZ7VbCf+n4aCjibNGmClStXol27drh48SLi4+OxceNGDBgwwJThV1p96SdQtZ9dw4eDvb097OzszH5U8k7sZ+mf3W7duuHNN9/E8uXL8e2330Kr1WLDhg0W87NbX/ppSerVKq17rTAy3G/4JfLMM88gKCgIixcvLvX81NRUfPfdd/D398fo0aPrOvxKYz8r109LUV/6Cdx/Xw3tzf2vYvazaj+7KSkp8PX1rauwq6y+9NPSmf+k731YsWIFFi1ahE2bNgG4PcdtKL41DCve+VeTEAKxsbHo2bMnACAzMxOvvvoqrl+/Dh8fH7zyyitmlwSwn1XvZ1JSUl2HX2n1pZ9AzffV0N7ckgD28/5+ds0tCagv/bQ6tbH0y9S2b98uAgICRJcuXcTDDz8sXFxcxHPPPSeEKH3GyKZNm0RgYGCpXSrPnDkjmjVrJm7cuCG++OIL4ezsLDp16iRu3rxpdksD2c/q9zM5OZn9NKH60lf2k/00sKR+WiurS3j27NkjOnfuLD788EOh1WpFbm6uOHjwoJAkSZw/f14IIURqaqoYNGiQ8PHxEZ999pnQaDTG5//nP/8RSqVSBAQECG9v7wp3GTYV9pP9tMR+ClF/+sp+sp+W2E9rZjVTWqKkFEmhUMDf3x8TJ06ETCaDg4MDQkJC0KJFCxw7dgwA4OzsjCFDhuD06dOYPXt2qVUtKpUKCoUCM2fORGpqKp566imT9Ode2E/20xL7CdSfvrKf7Kcl9rNeMF2uVTOysrLuuk+tVpf6OiMjQ3h7e4szZ85U+HqnTp0S+fn5NRZfTWE/b2M/72au/RSi/vSV/byN/bybufazPrHYEZ49e/agTZs2+O9//4vCwsJSjykUilK7jkZGRsLd3R3BwcEoKioq93Xbt29vVks82U/20xL7CdSfvrKf7Kcl9rM+sriEp7i4GKtXr8bMmTNRXFyMlStXIjY29q52MpnMWDH/559/IiAgAE5OTsYhRnM/JoH9LI39tIx+AvWnr+xnaeynZfSzPrO4hEetVkOtVuO5555DVFQUtFotli9fjpycnHs+5+DBgxg0aBAAICEhASNHjjRux26u2E/20xL7CdSfvrKf7Kcl9rNeM/WcWnUkJCSInJwcIYQQP/74o7CxsRERERFltr1586Zo166dOHXqlHjrrbeEvb29ePDBB0VmZmYdRlw97Ofd2M/MOoy4+upLX9nPu7GfmXUYMVWFRSY8BoZ9D8LCwsTDDz8skpOT72qzYcMGIUmScHBwEMHBweLgwYN1HeZ9Yz9vYz8tS33pK/t5G/tJ5sqiE57i4mIhhBDR0dFCkiSxdu1a4w+q4bGffvpJODk5ifXr15sszvvFfrKflqq+9JX9ZD/J/Fn8WVqGM0smTJiAv//+G7t27UJhYSH27NmDF154AY6OjqYOsUawn+ynpaovfWU/2U8yc6bOuO6XIevWaDTCyclJdOzYUUiSJEaOHClyc3OtZstu9pP9tFT1pa/sJ/tJ5s3G1AnX/ZLJZMjNzcW2bdug0WgAAL///jvCw8NNHFnNYj/ZT0tVX/rKfrKfZOZMnXHVhF9//VXI5XLx0UcfmTqUWsV+Wpf60k8h6k9f2U/rUl/6WV9YfA0PAGRnZ8PBwaHUuSXWiP20LvWln0D96Sv7aV3qSz/rC6tIeIiIiIjKY3E7LRMRERFVFRMeIiIisnpMeIiIiMjqMeEhIiIiq8eEh4iIiKweEx4iIiKyekx4iIiIyOox4SGiWnfgwAFIkoSsrCxTh0JE9RQTHiKqcX369MHs2bONX/fo0QM3b96Eq6uryWJi0kVUv1n84aFEZP4UCgX8/PxMHQYR1WMc4SGiGjVu3DgcPHgQS5cuhSRJkCQJa9euLTW6snbtWri5uWH79u1o2bIlHBwc8PTTTyM/Px/r1q1DUFAQ3N3dMXPmTGi1WuNrq9VqvPLKK2jYsCEcHR3RrVs3HDhwwPj4tWvXMGTIELi7u8PR0RFt2rTBzp07cfXqVfTt2xcA4O7uDkmSMG7cOADArl278OCDD8LNzQ2enp547LHHcOXKFeNrXr16FZIk4YcffkCvXr1gb2+Prl274uLFizh27Bi6dOkCJycnPPLII0hLSyv17zB06FC888478Pb2houLC6ZMmWI8eZuI6hZHeIioRi1duhQXL15EaGgo3n33XQDAuXPn7mqXn5+PZcuWYdOmTcjJycGTTz6JYcOGwc3NDTt37kRcXByeeuop9OzZE8OHDwcAzJgxA+fPn8emTZvQoEED/Pzzzxg0aBCio6PRvHlzTJ8+HRqNBn/++SccHR1x/vx5ODk5ISAgAFu3bsVTTz2F2NhYuLi4wN7eHgCQl5eHuXPnol27dsjNzcWCBQswbNgwnDp1CjLZ7b8J3377bXz++ecIDAzECy+8gFGjRsHZ2RlLly6Fg4MDnn32WSxYsABfffWV8Tl79+6FnZ0dDhw4gKtXr2L8+PHw9PTEf/7zn9r8FhBRWUx7WDsRWaOHHnpIzJo1y/j1/v37BQCRmZkphBBizZo1AoC4fPmysc2LL74oHBwcRE5OjvG+8PBw8eKLLwohhLh27ZqQy+Xixo0bpd6rf//+Yt68eUIIIdq2bSsWLlxYZkz/juFe0tLSBAARHR0thBAiPj5eABCrV682ttm4caMAIPbu3Wu8b9GiRaJly5bGr59//nnh4eEh8vLyjPd99dVXwsnJSWi12nJjIKKaxyktIjIJBwcHNG3a1Pi1r68vgoKC4OTkVOq+1NRUAEB0dDS0Wi1atGgBJycn4+3gwYPGKaiZM2fi/fffR8+ePfH222/jzJkzFcZx6dIljBw5Ek2aNIGLiwuCgoIAAAkJCaXatWvXrlRcANC2bdsyYzVo3749HBwcjF+HhYUhNzcXiYmJFcZFRDWLU1pEZBK2tralvpYkqcz7dDodACA3NxdyuRxRUVGQy+Wl2hmSpIkTJyI8PBw7duzAH3/8gUWLFmHJkiV46aWX7hnHkCFD0LhxY3z99ddo0KABdDodQkND76q1uTM2SZLKvM8QKxGZH47wEFGNUygUpYqNa0LHjh2h1WqRmpqKZs2albrduQIsICAAU6ZMwU8//YSXX34ZX3/9tTEmAKXiunXrFmJjYzF//nz0798frVq1QmZmZo3FfPr0aRQUFBi/PnLkiLGmiIjqFhMeIqpxQUFBiIyMxNWrV5Genl4jIx8tWrTA6NGjMXbsWPz000+Ij4/H0aNHsWjRIuzYsQMAMHv2bOzevRvx8fE4ceIE9u/fj1atWgEAGjduDEmSsH37dqSlpSE3Nxfu7u7w9PTEqlWrcPnyZezbtw9z586971gNNBoNJkyYgPPnz2Pnzp14++23MWPGjFLF0ERUN3jVEVGNe+WVVyCXy9G6dWt4e3vfVQ9TXWvWrMHYsWPx8ssvo2XLlhg6dCiOHTuGwMBAAPrRm+nTp6NVq1YYNGgQWrRogeXLlwMAGjZsiHfeeQevv/46fH19jYnHpk2bEBUVhdDQUMyZMweLFy+ukVgBoH///mjevDl69+6N4cOH4/HHH8fChQtr7PWJqPIkIYQwdRBERNZm3LhxyMrKwi+//GLqUIgIHOEhIiKieoAJDxEREVk9TmkRERGR1eMIDxEREVk9JjxERERk9ZjwEBERkdVjwkNERERWjwkPERERWT0mPERERGT1mPAQERGR1WPCQ0RERFaPCQ8RERFZvf8HlQGOssrC3rsAAAAASUVORK5CYII=", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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9vREbG4u9e/cCAPbu3QsfHx+j5dH9+vWDUqmUJ/7u3bsX999/v9ExC3FxcTh79iwyMzPlMqVfRyojvU55ioqKoFarjX7I9u3evRshISE4ePAgFi9ebO3qEBEBAIq0Oly+VfGcIWlpfW6RFsU8sNUszDKB+pVXXoFarUazZs3g4OAAnU6Ht956C6NHjwYApKamAgCCgoKMHhcUFCRfS01NRWBgoHFlHR3h5+dnVKZBgwZlnkO65uvri9TU1Epfpzzz58/HG2+8UdO3bVO2b99u7SpYXK9evWq8SzcRkbldvpUPvQA8VY4I9FSVuS5NoAYAdUGxvCM1mY5Zeoa+//57rFy5Et999x2OHDmCFStW4L333sOKFSvM8XIm9+qrryI7O1v+SU5OtnaViIiojpImTzcK9Ch3N3wHpQKeKkPfBSdRm4dZeob+85//4JVXXsHIkSMBGPZ2uXz5MubPn48xY8bIRyukpaUhJCREflxaWpp8bEN5ux1rtVpkZGTIjw8ODkZaWppRGel2VWVKH+9wJ5VKBZWqZsmbPQ51E/9eicjc5DAUUHaITOLt5oScIi2yGIbMwiw9Q/n5+WXOp3JwcJB3L27QoAGCg4ONTgpXq9XYv38/unbtCsBwNERWVhYOHz4sl9m6dSv0ej1iY2PlMjt37kRx8e0Px+bNm9G0aVP4+vrKZe48kXzz5s3y69wraZM/jYanCddF0t+rpTeiJCL7UdmyegmX15uXWXqGHnroIbz11luIjIxEy5YtcfToUXzwwQd4+umnARh2aZ42bRrmzZuHxo0bo0GDBpg1axZCQ0MxePBgAIZdhh944AFMnDgRixcvRnFxMaZMmYKRI0ciNDQUAPD444/jjTfewPjx4/Hyyy/j5MmTWLhwIT788EO5LlOnTkXPnj3x/vvvY9CgQVi9ejUOHTqEJUuWmOS9Ojo6ws3NDenp6XBycioTAsl26fV6pKenw83NDY6O3J+UiMxDPqC1kjAk7ULN88nMwyzf8B9//DFmzZqFZ599Fjdu3EBoaCieeeYZzJ49Wy7z0ksvIS8vD5MmTUJWVhZ69OiBTZs2GW2Ct3LlSkyZMgV9+/aFUqnEsGHD8NFHH8nXvb298eeffyI+Ph4dOnRAvXr1MHv2bKONA7t164bvvvsOM2fOxGuvvYbGjRtj3bp1aNWqlUneq0KhQEhICBITE3H58mWTPCfVHkqlEpGRkTzVnojMQq8X1QpD7BkyL4XgpIgqqdVqeHt7Izs7G15eXuWW0ev1HCqrg5ydndnbR0Rmk5yRj/ve2QZnByUS5sbB0aH875tXfz6OVQeSMb1fE0zt19jCtbRd1fn9DfBsMpNRKpU82oGIiGrkQkmvUFQ9twqDEAB4uxr202PPkHnwn7xERERWcrEak6cBDpOZG8MQERGRlcjzhSpZVg+UmkBdwOkY5sAwREREZCWlN1ysDHuGzIthiIiIyEqqs8cQcPt8siwurTcLhiEiIiIruJVbhMz8YigUQMN6lYchL/YMmRXDEBERkRVcTDecVB/m4wpX58p3uecwmXkxDBEREVlBdYfIgNsTqIu0ehQW68xaL3vEMERERGQFchiqYiUZAHioHOGgNOyEz94h02MYIiIisgJpw8WqVpIBhqOfvDmJ2mwYhoiIiKyguhsuSjhvyHwYhoiIiCwsX6PFtawCANUbJgO4osycGIaIiIgs7FLJSjJ/d2f4ujtX6zG39xriLtSmxjBERERkYdXdebo0DpOZD8MQERGRhclhqJpDZEDp88kYhkyNYYiIiMjCarLHkIQ9Q+bDMERERGRhZ1LVAIBmwZ7VfgzDkPkwDBEREVlQbpEWSbfyAQDNQ7yq/TjuM2Q+DENEREQWdOa6oVco2MsFftVcSQawZ8icGIaIiIgs6HRJGGoRWv1eIQDwcTMEJ4Yh02MYIiIisqAEKQzVYIgMYM+QOTEMERERWVBCiiEM1WS+EGAchoQQJq+XPWMYIiIishCtTo8zqTkA7maYzBCGdHqB3CKtyetmzxiGiIiILCTpVh6KtHq4OTugvp9bjR7r4uQAZ0fDr20OlZkWwxAREZGFJFw39Ao1C/aEUqmo8eN9uLzeLBiGiIiILORu5wtJpHlDavYMmRTDEBERkYUk3OWyeglXlJkHwxAREZGFnL7LZfUSaRJ1FsOQSTEMERERWUB6ThHSc4qgUABNa3AmWWle7BkyC4YhIiIiC5B6hRrUc4ebs+NdPYePq2EXak6gNi2GISIiokro9ALbz95AZp7mnp5Hmi90t5OnAc4ZMheGISIiokpsTkjD2GUHMefXU/f0PNJKsrudLwQA3q6GHqXsgnsLZmSMYYiIiKgSl2/lAQD2J966p+e518nTAA9rNReGISIiokpk5Bt6YdLURUjNLryr5ygs1uFiei6Au19WD3CYzFwYhoiIiCpReq7QP1ez7uo5zqXlQC8Af3dnBHqq7rou3m7cgdocGIaIiIgqkZF3O3gcv8swVHrnaYWi5sdwSNgzZB4MQ0RERJXIyCuS//xPcvZdPce97jwtkc4myynUQqcX9/RcdBvDEBERUSUy8417hoSoeQg5LS+rv7vNFiXSposAzyczJYYhIiKiSmSUmjOkLtQi6VZ+jR6v1wucLjmtvkWI9z3VxclBCXdnBwAcKjMlhiEiIqIKaHV6OXTU93cDAPyTnFXpY+7sOUrOzEdukRbOjko0DHC/5zpJy+t5Ppnp3N1+4ERERHZAChwKBdCzSQC+3nsZ/1zNwuB2YeWWn/j1Iew8l47mIV6ICfNGTLg3skuG2ZoEecDJ4d77ILxcnXAtq4A9QybEMERERFQBaVm9t6sT2kX64Ou9l3H8avmTqC+m52JzQhoA4FhyFo7d0YN0L5stliZNos7K5y7UpsIwREREVAFpvpCfmzPahPsAAE5ey0axTl+ml2fTyVQAQOcGfniiS32cuJqF41ezcSpFjdwiLf7VItgkdZKW13MCtekwDBEREVUgs6T3xdfdGVH+7vB0cUROoRbn0nLQMtR4MvTvJ68DAIa2C8PDbULxcJtQAIYJ1AXFOrirTPMrl3sNmR4nUBMREVVA2nDR180ZSqUCrcMNAejOobIrt/Jx8poaDkoF+rc07gFSKhUmC0IA4MNdqE2OYYiIiGxWVr4GGq3ebM8v9Qz5uRsCSOuSobI7V5RJvUKxDfzg5+5stvoAt/caYs+Q6TAMERGRTbpyKx+d3voLz648YrbXuJV7e5gMgDxv6J87eoZ+L5kvNCAmxGx1kcg9QwxDJsMwRERENumfq1ko1gn8dToNJypY4SXJ12ix41w69DU8wkLuGSrZ26dNhGGY7FxaDgo0OgBASlYBjiVnQaEA4loG1fRt1BjnDJkewxAREdmkGzm3zwz7ctelCssJITDx60MY89UBbDqVWqPXkFaTST1DwV4uCPBUQacXOJViCGDSKrJO9f0Q6OlSo+e/G1xNZnoMQ0REZJNu5BTKf15//DpSswvLLffHqVTsvnALAHA2NadGryH1DPmXhCGFQlFmqEyaL/RAK9Msna+Kj2vJDtScQG0yDENERGST0kv1DGn1Al/vTSpTprBYh3kbTsu3S/cmVcedPUMA0EZeUZaFG+pCHLqcCcByYYjDZKbHMERERDZJCkP9Wxjm6Xx34Io8j0fy5a5EXM0skG/fUJffe1SRzDzjOUMA0DrCB4BhRdkfp1IhBNA2wgehPq41fg93w7tkAnVBsQ6FxboqSlN1MAwREZFNksLQqNhIRPq5ISu/GD8duSpfT1MX4pNtFwBA3gAxLaf6YaiwWIe8knBVXs9Q0q18rD6YDAAYGGOZXiEA8HJxhKuT4eT6ioYGqWYYhoiIyCZJQ14h3i4Y2y0KAPDV7kR5xdj/Np1BvkaH9pE+mHhfQ8Nj1NUfJpPm5DgoFfByub1poo+bs3yC/akUNQBgQCvzL6mXKBQKhPkaeqFK93rR3WMYIiIim6PR6uX5PIGeLhjeKQKeKkdcSs/DjnPpOHolEz8fuQYAmPNQSwR5qwAAN3OLoKvm8np5vpCbMxQKhdE1afNFAGgV5oUIP7d7fUs1Ei6HoXyLvm5dxTBEREQ251aeoYfHUamAj6sTPFSOGNEpAgDwxa5LeOO3BADAox3C0SbCB/7uKigVgF4At3Kr1zt05+7TpUlDZYBle4UkUhi6lsWeIVNgGCIiIpsjDXcFeKqgVBp6bcZ0i4JSAey+cAvHkrPg7uyAl+KaAjAMdQV4GnqH0qo5VFa6Z+hObUomUQPAAAutIistzMfQE8VhMtNgGCIiIpsjzRcKLAk4ABDh52a0vH1Kn8YI9Lq9CaK0IeKNak6ilsJQeWeNtQn3Qc8mARjeMRwNAzxq/gbukdwzxDBkEqY7RpeIiMhCpJVkAaXCEABMur8RNp1MRZS/O57uEWV0LchLhRPX7qJnqJww5OyoxIqnO99FzU0jjHOGTMpsPUPXrl3DE088AX9/f7i6uiImJgaHDh2SrwshMHv2bISEhMDV1RX9+vXD+fPnjZ4jIyMDo0ePhpeXF3x8fDB+/Hjk5uYalTl+/Djuu+8+uLi4ICIiAu+8806Zuvzwww9o1qwZXFxcEBMTg40bN5rnTRMRkUVIvTsBdxx/0TbCB79PvR8//rsbVI4ORtcCatgzdOfu07WJ1DOUqi5EsU5v5drYPrOEoczMTHTv3h1OTk74/fffkZCQgPfffx++vr5ymXfeeQcfffQRFi9ejP3798Pd3R1xcXEoLLz9IR09ejROnTqFzZs3Y/369di5cycmTZokX1er1ejfvz/q16+Pw4cP491338Xrr7+OJUuWyGX27NmDUaNGYfz48Th69CgGDx6MwYMH4+TJk+Z460REZAEV9QwBQNNgz3KHtoK8TDdnyNoCPFRQOSqhF9xryBTMMkz2v//9DxEREVi2bJl8X4MGDeQ/CyGwYMECzJw5E4888ggA4Ouvv0ZQUBDWrVuHkSNH4vTp09i0aRMOHjyIjh07AgA+/vhjDBw4EO+99x5CQ0OxcuVKaDQafPXVV3B2dkbLli1x7NgxfPDBB3JoWrhwIR544AH85z//AQC8+eab2Lx5MxYtWoTFixeb4+0TEZGZlTdnqCrynKFq7kJ9ezVZ7QtDCoUCYT6uuHQzD8mZ+RZf2l/XmKVn6Ndff0XHjh3x2GOPITAwEO3atcPSpUvl64mJiUhNTUW/fv3k+7y9vREbG4u9e/cCAPbu3QsfHx85CAFAv379oFQqsX//frnM/fffD2fn2x/UuLg4nD17FpmZmXKZ0q8jlZFepzxFRUVQq9VGP0REVHvcTRiSeoaqez5ZRp5h08Xy5gzVBmGcRG0yZglDly5dwmeffYbGjRvjjz/+wL///W88//zzWLFiBQAgNTUVABAUFGT0uKCgIPlaamoqAgMDja47OjrCz8/PqEx5z1H6NSoqI10vz/z58+Ht7S3/RERE1Oj9ExGRed2sZJisIlLPUFp1e4bKOZesNgnnLtQmY5YwpNfr0b59e7z99tto164dJk2ahIkTJ9rMsNSrr76K7Oxs+Sc5OdnaVSIiohJCCHnOUOml81WReoaqswu1EAIZ+dJqsrKbLtYG4b7W2WtIiOrt4G1LzBKGQkJC0KJFC6P7mjdvjitXrgAAgoMN+0CkpaUZlUlLS5OvBQcH48aNG0bXtVotMjIyjMqU9xylX6OiMtL18qhUKnh5eRn9EBFR7ZCVXwxNyQqqeh7V77Xx96j+LtT5Gh00WsNr1MY5Q0DpXagtt7z+Pz/8g74f7JDDaF1hljDUvXt3nD171ui+c+fOoX79+gAMk6mDg4OxZcsW+bparcb+/fvRtWtXAEDXrl2RlZWFw4cPy2W2bt0KvV6P2NhYuczOnTtRXFwsl9m8eTOaNm0qr1zr2rWr0etIZaTXISIi25JeEmR83JzKLJ+vjINSgXoe1Zs3JK0kUzkq5RPia5swH8sPk206mYpL6Xn4ZNsFi72mJZglDE2fPh379u3D22+/jQsXLuC7777DkiVLEB8fD8AwC37atGmYN28efv31V5w4cQJPPfUUQkNDMXjwYACGnqQHHngAEydOxIEDB7B7925MmTIFI0eORGhoKADg8ccfh7OzM8aPH49Tp05hzZo1WLhwIWbMmCHXZerUqdi0aRPef/99nDlzBq+//joOHTqEKVOmmOOtExGRmUlHcdRk8rQkUF5eX/m8odK7T995SGttIQ2TpWYXQmuBvYZ0eoGcIi0AYOX+y3Vqw0ezhKFOnTph7dq1WLVqFVq1aoU333wTCxYswOjRo+UyL730Ep577jlMmjQJnTp1Qm5uLjZt2gQXl9vjvytXrkSzZs3Qt29fDBw4ED169DDaQ8jb2xt//vknEhMT0aFDB7zwwguYPXu20V5E3bp1k8NYmzZt8OOPP2LdunVo1aqVOd46ERGZWXqutOFizcNQkLzxYhU9Q7V4Wb0k0FMFJwcFtHqBNAsMW+UWauU/F+sEFv51vpLStsVsx3E8+OCDePDBByu8rlAoMHfuXMydO7fCMn5+fvjuu+8qfZ3WrVvj77//rrTMY489hscee6zyChMRkU243TNU/cnTkur2DGVWci5ZbaFUKhDq44rLt/JxNSNfHjYzF3WhYUqKQgEIAfx05Cqe6dkQ0YGeZn1dS+BBrUREZFPuZo8hye3l9dWbM1Qbd58u7fYkavPPG8ouMIShQE8V/tUiCHoBfLD5nNlf1xIYhoiIyKZUdhRHVaSeofQqzierzbtPl2bJSdTqkjDk5eKEF/s3hUIBbDyRihNXs83+2ubGMERERDbl9iGtdz9nqOqeoZLdp2t9z5BhErUldqGWhsm8XJ3QNNgTg9uGAQDe/fNsZQ+zCQxDRERkU+6lZyjIq3on19+eM1Q7N1yUyLtQW2CvIXWBYQK1t6uhTab1awxHpQI7z6Vj36VbZn99c2IYIiIim3J7ztDdT6BOz6l8F+rbu0/X7p4hiw6TST1DLoa1V/X93TGik+G4qvf+OGvTO1MzDBERUa1y9EomRi3Zhws3cspcKyzWIadkibcUbGrC39359i7UeRUPldX2c8kk4SWn1adkFUBfxREj90qeM+R6u7fs+b6NoXJU4tDlTBy5kmnW1zcnhiEiIqpVvtqdhL2XbmHZ7qQy16QhMpWjEp6qmu8O4+ighL+0C3Ul84YybaRnKMhTBQelAsU6UeXeSfcqu9QEavn1vVzQpaE/AODijTyzvr45MQwREVGtcj7N0CN09EpWmWvSXJ9AL9Vd7wwtHdha0bwhvV4gM9/wi9+/lochRwclQrwNw4XmPqNMXdIj5+VqHEKl10/JtuyBsabEMERERLVGsU6PS+mGHoYzqWrka7RG16XenACPmg+RSaraa0hdWCzPJ/Kp5cNkQKlJ1GaeNyQNk3m7Gk8qD/E2vH5qduWT0mszhiEiIjIpIQS++PsSvj+YXOPHXr6VJ59IrxfA8Tv2sJEOab2bydMSuWeogjAkbbjoqXKEs2Pt/zUZ5mOYN2T2MFRYdpgMuN0zdJ1hiIiIyODEtWzM23Aar/x8HHlF2qofUMq5tFyj23dOypWP4riLydOSAKlnqIJhMluZLySxXM+QNExmHIaCS8IQe4aIiIhKrDuaAsDQs3P+Rm4VpY2dTTXMF3JUGuYD3TlvSN5j6B6GyW73DJX/y1vecNFGwlCYHIbMO2eovAnUQOmeIc4ZIiKiOi49pwiPLd6DHw5VPPyl1enx6z8p8u1zqWWXx1fmfMly+n+1CAJgCEOl968pPYH6bgVWcXL97WX1tXvDRYmlzie7vQO18QRqqWdIXaitcU9gbcEwRERE1bL+eAoOJmXizfUJZSY2S/ZcvIWbubdDxtm0moUhaZhsSLswODkocDO3yGj45142XJQEVXFyva1suCiJKHUkR3U2PtTpBb7dd7lGu0YX6/TI1+gAlJ1A7eniJG9zYKvzhhiGiIioWk5fVwMw9AD8fORauWXWHTPc71vSq3K2Bj1DRVodEm8aVpLFhHujRYgXAOBocpZc5l6O4pBIQepmrqbcXahtZcNFSbC3C5QKoEirlyeYV6RIq8Nzq45g5rqTmLr6aLVfQ9roEgA8ytnfydbnDTEMERFRtSSUhCEAWL4nqUwvRIFGhz9OpgIA4ntHA6hZz1DizTzo9AKeLo4I9nJBu0hfAIYdqQFDj8ZNeTXZ3Yeheh7OUCgMz1feLtTSajJb6RlyclAiuOTMtcoObM3XaDFhxSFsPGH4O0pTFyGrpBesKtKyeg+VIxwdykaHYBufN8QwREREVSrW6eUhLCcHBS7cyMXuC8bDLJtPpyFPo0OEnytGdo4EYOjJkcJFVaTnbxLkCYVCgXaRPgBuT6K+lVcEvQAUCsDvHoKKo4MS/u4VL6+XVpPV9g0XSwurYkVZdn4xnvzyAP4+fxOuTg5y786lm9XbNfrOc8nuFMKeISIiqusupedBo9XDQ+WIUSVBZ9nuRKMyvxw1DJE90iYMHipHRPgZfkGfq2bvkDTZukmQBwCgXYShZyghRY0irU4eIvN3V5XbO1ETle1CbWs9QwAQLs0bKmcS9Y2cQoxYsheHL2fCy8UR306IRUyYNwDIG1xWJbucc8lKCy7ZePF6BfOwajuGISIiqpI0X6h5iCfGdosCAGw9ewNJJT0LGXka7DiXDgAY3C4UANA0yBNADcJQmhSGDI+L8HOFv7szNDo9TqWoS02evvshMon0HOX1DElh6F56nywtvILl9ckZ+Ri+eC/OpOagnocKa57pig71fdEwwB0AcCm9elsfyHsMuZQfhkKlYTIzr2gzF4YhIiKqUoIchrzQMMADvZoGQAjg672XAQAbTlyHVi/QMtQL0YGGMCOFmupOopb2JJIed+dQmSkmT0uCvCo+kkPuGbKRCdQAEOZTdpjsfFoOHl28B0m38hHu64ofJ3dF85JJ6Q0DDL1v1e0Zur2svqKeIdvehZphiIiIqiT1DEkrvKTeoR8OJSO3SIt1JUNkg9uGyY9pGlz9MFRYrEPSLcMv5sYlw2QAjCZRp5uhZ+jOXaiLdXr5QFLb6hm6vbweAI4lZ+Gxz/ciTV2ExoEe+HFyN0TVc5fLSz1DidWdM1RQ/h5DEvl8Mg6TERFRXSSEQELK7Z4hALi/cQAaBrgjp0iLhX+dw+HLmVAogIfbhsqPk3uG0nKq3P/mwo1cCGFYkl96d+l2ET4ADD1D0o7R97LhoiSwpGfozmGyrJLT6hWKsvvp1GalJ1DvOn8Tjy/dh6z8YrSJ8MH3z3SVe24kDUuCUeKtvHK3F7hTReeSSaTnz8ovRkHJfkS2hGGIiIgqlZ5ThFt5GigVt3t7lEqF3Du09G/DROpujfzl4SfA0PvgoFQgp1BbZY+BNF+occlKMknrCB8oFIaJwadKAtm9HMUhkecM3dEzJK0k83F1goNSUeZxtVWoj6HdC4p1GLvsAPI1OnSP9sd3E2LLnQge7usGZwclNFo9Uqoxz6eqCdReLo5wc3YAYJu9QwxDRERUqVMlQ2QNAzzg4uQg3z+0fbi88zAAPFJqiAwAVI4Ocg9EVUNlt5fVexjd76FylCdiHy7ZbyjQ6+53n5YEVdAzZIsryQBDW0sr5LR6gQdaBuOrsZ3gXs4GiQDgoFSgvr9haO1iNSZR355AXf7zKRQKm95riGGIiMjOfb03CasOXKnw+unrxkNkEg+VI4Z3igAAODsq8UCr4DKPbRJcvRVl50uuS8GnNGkStTTSZooJ1NJQW3pukTxMdOFGDlbsSQJgO7tPl9Ys2PD3M6JjBBY93g4qR4dKy99eUVb1vCFpmKyyocNQaXl9lu31DJUf8YiIyC5k5mkw+5dTAIBeTQPkibClSfOFWtwRhgBgwn0NsPvCTfRvGVzufJKmQZ7YgOs4m1p578PZUsNkd2oX4YtVB24fDmuKCdT1PFTyLtQbTlzH2iNXse1suny9ayP/e34NS3vvsTY4m5qD7tH+RkONFTGsKEur1iRqdRXDZECpIzlscJiMYYiIyI6VPstq25l0PB4bWaZM6T2G7hTi7YpN0+6v8PmbVGOvobwirbwkvEklPUMSU/QMOZXsQn0ztwjPrzKc0aVQAP1bBGF8j4boFOV7z69haQGeqhq1TYOSIcxLN6sxTFZY+T5DwO1dqG1xmIxhiIjIjpU+YX7rmRtlwlCB5vbhqS1Cy/YMVaVpqWEynV6UOyn5Qsn+QvU8VOUuZ28U4AFPlSNyirTwUDnCzdk0v7oi/VxxM7cIbs4OGN4xAmO7RRktP6/rGtVgmCy7iqX1gG0f1sowRERkx0qfG7b7wk0UFuuMJkmfTcuBXhgON5VOe6+JSD83uDgpUVisx5WMfLk3orSzacbHcNxJqVSgbaQP/j5/0yRDZJL/DmuNw5czMbBVCLzdbGcZvak0rGdo7+vZhcjXaCsNmfIwWbV6hmwvDHECNRGRHbuVezsMFRTrsO+S8eGrd+4vVFMOSgUaB1a++eL5O47hKI+031A9E4ahJkGeGNU50i6DEGBYMedb8t4r6x0qLNahSKsHgErbSt54kWGIiIhsya07TpTfduaG0e07d56+G1XNGzqbZnwMR3kebBOKAE8VBpazYo3unnQsR2WTqHNK5gspFIBHJb1HUs/QrTwNCotta+NFhiEiIjt2q2TOUMuS+UBbztww2i06oYJl9TXRNNjwC/dsBWHofBXDZIZrnjj4f/0wtnuDu64HlSXtA1VZz5C0rN5T5QhlJRtRers6wcXJECvSbGxFGcMQEZEdk+YMPdQmFM6OSlzNLJAnNOv1AmeknqG7mDwtkXuGyhkmUxcWy3NMyltWT+bVIKDqFWVV7T4tUSgU8lCZrc0bYhgiIrJj0pyhcF9XdG1o2Ftna8lQ2ZWMfORpdHB2VMo9CHdDWlF26WYeirTGwydSr1Cwl4tNnQVWV0iTqCvtGarG5GlJsJdtrihjGCIismO38gzDZP7uKvRtHgjAMFQG3J4v1DTIE44Od//rItjLBZ4ujtDpRZlfutIxHI0rGSIj87m9vD63wsN0pT2GqhNWQ3xsc0UZwxARkQVl5Wvw5Jf7MW7ZgVoxyVSaQO3v4YzeTQ1h6PDlTGTnF5eaL3Rvw1cKhQLNKjiW41w1VpKR+UT6u0GpAPI0OqTnFJVbRl2NPYYklW28uO3sDRwtOV+utmEYIiKykLwiLcYuO4i/z9/EtrPpWLT1glXro9XpkZVv+EXn7+6MCD83NA70gE4vsPN8uklWkkmksHPn8vpzlZxJRuancnRAhJ90YGv5Q2XSBOpqDZNVMGfo5LVsjFt2EGO+OgCtTn8vVTYLhiEiIgso0uow+dvDOJacBdeSTQ0X77iIUynZVqtTRr6hV0ihAHxKDibtUzJUtvXMjXveY6i0pnf0DN1QF+LVn09g70XDvkbSga5keVUdyyGfWF+dYbIK5gwtLzkAV12oxYX0qo//sDSGISIiM9PpBWas+Qd/n78JN2cHfDcxFgNaBUOrF3j5p+NW+5eytJLM181ZPiajT8lQ2V8JaUgp+YXW/B5WkkmknqGEFDU+3HwOvd7bjlUHrkAvgGHtw9Em3PueX4PuTlWTqLNrMoG6nF2oM/I0+PWfFPn2iavW+wdARRiGiIjMSAiBmetOYsOJ63ByUODzJzugXaQv3nikJbxdnXDymhpL/060St0ySlaS+Zc6D6xDfV94uRjOAQMMq8yq80uwKlIYSskuxMIt55Gv0aFthA9+mNwV7w9vU61T1sk8GpaaRF0eaZjMuwZzhm7mFkFTsmv1moPJ8p8B4MQ1hiEiIrvy3p9nserAFSgUwIIR7XBf4wAAQKCnC2Y92AIA8OFf5yr8RWRON0t6hkofjurooETPkt4hwDRDZNJrhPkY5pNE+rnhk8fbY+2z3dApys8kz093TwpDFe1Cra7mPkOA4e/Z2fH2xos6vcC3+y4DAO5rXA8AwxARkV354u9L+GTbRQDAW4NjMKh1iNH1Ye3DcH+TAGi0erz803Ho9eUvbTaXjJLdp+t5GJ/31adZgPxnU0yelix+ogM+HNEGf83oiUGtQ9gbVEs0KjmSIzmzwKgHRyItra9OD6Fh48XbQ2VbTqfhWlYBfN2c8OqA5gAMQ6W1bRI1wxARkRn8cCgZ8zacBgD8J64pHo+NLFNGoVDg7SGt4ObsgINJmVi5/7JF63irnJ4hAOjZJBDSqQum6hkCgJhwbwxpFy73HFDtEOipgruzA3R6gSsZZXuHcmrQMwTc3njxenYBvt5r+EyP6BSJZsGe8FA5okirx/kbtWsSNT+RREQm9uepVLzy8wkAwMT7GuDZXo0qLBvu64aXH2gGAPjv72dwNTPfInUEjPcYKs3P3RkjOkWicaAHujbyt1h9yDoUCoV8LEd5y+uza7DPEHB73tCu8zex68JNKBXA6NhIKJUK+Qy82jaJmmGIiMiE9l68hSmrjkKnF3isQzheG9i8yuGgJ7vUR8f6vsjT6PB/a09WuBOwqUmHtPrf0TMEAPOHxmDzjJ48IsNOVLSiTAhRagJ1NXuGSvYa+unIVQBA3+ZB8l5GrUtWDda2eUMMQ0REJnLiajYmfn0IGq0e/VsEYf7QmGrNi1EqFfjfo63h7KjEjnPp+PnINQvU9vbSev875gyR/bk9idp4+KqwWI9inSGcV3dVYWjJkRzSFLgxXaPkazHhPgCA4wxDRER1z8X0XIxZdgC5RVp0beiPj0a1q9F5Xo0CPDCtX2MAwNz1CRUejWBK0iGtd84ZIvvTMKD8niGpV8hBqYCbs0O1nkuaM2R4Xnd0j7491BoTZugZOn1djeJaNImaYYiI6B6lZBXgyS/2IyNPg5gwbyx5qgNcnKr3i6O0ifc1RMtQL2QXFOP1X0+ZoabG5DlDDEN2r6G8C/UdYUjecNGx2qv/QkqGyQBDr1Dpx9X3c4OniyM0Wn2Zc+qsiWGIiOgeZOQZDl5NyS5EwwB3LB/XCZ53uUmhk4MS7zzaGg5KBTacuI5NJ1NNXNvbinV6eWIsh8lIOpIjI08jzyUDSk+erv5nOtLfDe7ODvB1c8LQ9mFG15RKBVqFGnqHTtaioTKGISKiu5RbpMXYZQdwMT0PId4u+GZ87D0Hi5ah3pjcsyEAYNYvJ5FdcpCqqWWW9AopFYAPJ0nbPXeVI6IDDUNl/9t0Rr6/Joe0SrxdnbAuvjt+ie9R7j8MpEnUx2vRijKGISKiu1Ck1WHS14dw/Go2fN2c8M34zvIOy/fquT6N0SjAHek5RZi3IcEkz3mnm6XmCymV3PyQgLmPtIRCAXx/6CrWHzecJSYd0lrTVYWNgzwR6e9W7rVWYewZIiKyeVqdHlNXHcOei7fg7uyAFU93RnSg6U5dd3FywDuPtoZCAfxw+Cr+Pp9usueWZFSw4SLZr26N6sl7Yr368wkkZ+Tf7hmq5h5D1SH1DJ2+nlPujtfWwDBERFQDQgj839qT2HQqFc4OSix9qiNalywXNqUO9f3kJcmv/HQCeSUHp5rKrTxpjyHOF6LbpvVrgrYRPsgp1GLammNyaDbFYb2SSD83eLk4QqOrPZOoGYaIiGrgv5vOYM2hZCgVwEej2qFbdD2zvdZ/4poi3NcV17IK8O4fZ0363PKyeg/2DNFtTg5KfDSyHTxUjjh8ORPL9yQBqNkE6qooFArE1LLNFxmGiIiqafGOi/h8xyUAwH+HtsYDrYLN+nruKkfMHxoDAFixNwmHkjJM9tzSv/jrcZiM7hDp74a3hrQCAGTl315ab0oxYT4AGIaIiGzK6gNX8N/fDatsXhvYDMM7RVjkde9rHIDHOoRDCODln46jsFhnkueVhsn8OExG5XikbRiGtQ+Xb5v6WBZp88UTV7Px2z8pOH1dbbFjaMrDMEREVIVNJ6/jtbWGg1cn92yESfdXfPCqOcwc1AIBnipcTM/Doq0XTPKcHCajqrzxSEtElawIC/M1zUpJSekzyqauPooBC/+26kn2DENERJXYdf4mnl91DHoBjOwUgZcfaGrxOni7OeHNRwzDFp/tuIhTKfc+tHCLw2RUBQ+VI76f3BWfPN4evZoEmvS5w31d5d4mvQBCvV3QuGSfI2uwSBj673//C4VCgWnTpsn3FRYWIj4+Hv7+/vDw8MCwYcOQlpZm9LgrV65g0KBBcHNzQ2BgIP7zn/9AqzVeUbF9+3a0b98eKpUK0dHRWL58eZnX/+STTxAVFQUXFxfExsbiwIED5nibRFTHHEvOwqRvDkGj02NAq2C8NaR6B6+awwOtgjEwJhg6vcBLPx6H9h7PdeLSeqqOQE8XDGodYvK9qBQKhdw7BAA9mwZa7f8twAJh6ODBg/j888/RunVro/unT5+O3377DT/88AN27NiBlJQUDB06VL6u0+kwaNAgaDQa7NmzBytWrMDy5csxe/ZsuUxiYiIGDRqE3r1749ixY5g2bRomTJiAP/74Qy6zZs0azJgxA3PmzMGRI0fQpk0bxMXF4caNG+Z+60Rkwy7cyMG4ZQeQr9GhR3Q9LBjZFg5W3pzwjYdbwdvVCadS1Fjy96V7eq6bJUcu8CgOshZp80UA6N00wIo1MXMYys3NxejRo7F06VL4+vrK92dnZ+PLL7/EBx98gD59+qBDhw5YtmwZ9uzZg3379gEA/vzzTyQkJODbb79F27ZtMWDAALz55pv45JNPoNEY/kWzePFiNGjQAO+//z6aN2+OKVOm4NFHH8WHH34ov9YHH3yAiRMnYty4cWjRogUWL14MNzc3fPXVV+Z860Rkw65m5uOJLw4gM78YbSJ88PmTHaByrPnBq6YW4KnC7AdbAAAW/HUeF9Pvbo6FRqtHTqGhl52HtJK1NPB3l/9szi0qqsOsYSg+Ph6DBg1Cv379jO4/fPgwiouLje5v1qwZIiMjsXfvXgDA3r17ERMTg6CgILlMXFwc1Go1Tp06JZe587nj4uLk59BoNDh8+LBRGaVSiX79+slliIhKu5lbhKe+PIBUdSGiAz2wfGwnuKtMu6z4XgxtH4aeTQKg0erxyk/HodfXfAWONETmoFSYfJUQUXUNbB2CTlG+iO/dCB5W/n/MbK++evVqHDlyBAcPHixzLTU1Fc7OzvDx8TG6PygoCKmpqXKZ0kFIui5dq6yMWq1GQUEBMjMzodPpyi1z5swZVKSoqAhFRbdP7VWr1VW8WyKqC3IKizF22QFcupmHMB9XfDO+M3xrWc+JQqHA20Nj0P+DHTiYlIlv91/GUyU7VVeXtKze143nkpH1eKgc8cPkbtauBgAz9QwlJydj6tSpWLlyJVxcXMzxEmY1f/58eHt7yz8REZbZT4SIrKewWIcJKw7h5DU1/N2d8c34zgjxNu1yYlMJ83HFKwOaAQD+9/sZXM3Mr9HjpWX19bisngiAmcLQ4cOHcePGDbRv3x6Ojo5wdHTEjh078NFHH8HR0RFBQUHQaDTIysoyelxaWhqCgw07ugYHB5dZXSbdrqqMl5cXXF1dUa9ePTg4OJRbRnqO8rz66qvIzs6Wf5KTk++qHYjINmh1ekz57ij2J2bAQ+WIFU93RsMA6y3zrY7RsfXROcoPeRodXlt7skYb1nElGZExs4Shvn374sSJEzh27Jj807FjR4wePVr+s5OTE7Zs2SI/5uzZs7hy5Qq6du0KAOjatStOnDhhtOpr8+bN8PLyQosWLeQypZ9DKiM9h7OzMzp06GBURq/XY8uWLXKZ8qhUKnh5eRn9EFHdpNcLvPzTCfx1Og3Ojkp8Maaj0SqX2kqpVOC/w2Lg7KjEznPp+PnItWo/9hbDEJERs8wZ8vT0RKtWrYzuc3d3h7+/v3z/+PHjMWPGDPj5+cHLywvPPfccunbtii5dugAA+vfvjxYtWuDJJ5/EO++8g9TUVMycORPx8fFQqQxLQSdPnoxFixbhpZdewtNPP42tW7fi+++/x4YNG+TXnTFjBsaMGYOOHTuic+fOWLBgAfLy8jBu3DhzvHUisiFCCLy98TR+OnIVDkoFPnm8Pbo09Ld2taqtYYAHpvdrgv9tOoO56xNwX5N6CPSsemrCrZJl9fW4rJ4IgBknUFflww8/hFKpxLBhw1BUVIS4uDh8+umn8nUHBwesX78e//73v9G1a1e4u7tjzJgxmDt3rlymQYMG2LBhA6ZPn46FCxciPDwcX3zxBeLi4uQyI0aMQHp6OmbPno3U1FS0bdsWmzZtKjOpmojsz6fbL+KLXYkAgHeGtca/Wtje98LE+xpgw4kUnLymxuu/nsKnoztU+RgOkxEZUwhrnoxmI9RqNby9vZGdnc0hM6I6YuX+y/i/tScBALMebIHxPRpYuUZ3LyFFjYcX7YJWL7D4ifZ4oFVIpeUnrDiEv06n4a0hrTA6tr6FaklkedX9/c2zyYjI7qw/noKZ6wxBaErvaJsOQgDQItQLk3saDo+due4UsvOLKy2fUbK0nhsuEhkwDBGRXdl5Lh3T1xyDEMDo2Ei80L+JtatkEs/1jUajAHfczC3CmxsSKi0rTaDmURxEBgxDRGQ3jlzJxDPfHEaxTuDB1iGY+0grqx4OaUoqRwe882gbKBTAj4evYue59ArLZuRyzhBRaQxDRGQXzqbmYNyygygo1uH+JgH4YLj1D141tQ71fTG2WxQA4NWfTyCvSFumTJFWh5yS++u5s2eICGAYIiI7kJyRjye/3I/sgmK0i/TB4ifaw9mxbn79vdi/KcJ9XXEtqwDv/nG2zHVpJZmjUgEv19pz5hqRNdXNbwMiohLpOUV48sv9uJFThKZBnlg2thPcnOtuCHBXOeK/Q1sDAFbsTcKhpAyj69JRHL7uznVmiJDoXjEMEVGd9vpvp5B0Kx8Rfq74enxn+LjV/XkyPRrXw/CO4RACeOmn4ygs1snX5MnTnC9EJGMYIqI662J6LjaeuA4AWPxEBwR52d7B0Xfr/wa1QKCnCpfS8/Dx1vPy/dLu0/48pJVIxjBERHXWZ9svQgigX/MgtAyt/eeNmZK3qxPeHGw4/mjxjks4eS0bwO05Q/6cPE0kYxgiojrpamY+1h01HF4a37uRlWtjHXEtgzGodQh0eoGXfjyOYp2eh7QSlYNhiIjqpCU7L0GrF+ge7Y92kb7Wro7VvP5QS/i4OSHhuhpLdl4qdUgrwxCRhGGIiOqcGzmFWH0wGQAQ3zvayrWxrgBPFWY/2AIAsHDLeRxLzgIA+HGYjEjGMEREdc6XfydCo9WjfaQPujb0t3Z1rG5IuzD0ahoAjVaPc2m5ADiBmqg0hiEiqlOy8jX4dt9lAIZeIe6lAygUCrw1JAbuzg7yfVxaT3QbwxAR1SnL9yQhT6ND8xAv9GkWaO3q1BphPq54ZWBz+TYnUBPdVne3YSUiu5NbpMWy3UkADCvI2CtkbHTnSJy4moXsgmJE+btbuzpEtQbDEBHVGSv3XUZ2QTEa1nPHgFYh1q5OraNUKvDOo22sXQ2iWofDZERUJxQW67D070QAwORejercifREZD4MQ0RUJ/xwKBk3c4sQ5uOKIe3CrF0dIrIhDENEZPOKdXos3nEJAPBMz4ZwcuBXGxFVH78xiMjmrTt6DdeyClDPQ4XhHSOsXR0isjEMQ0Rk03R6gc92XAQATLivAVycHKp4BBGRMYYhIrJpm06m4lJ6HrxdnfBEl/rWrg4R2SCGISKyWUIILNp2AQAwtlsUPFTcLYSIao5hiIhs1vaz6Th9XQ03ZweM7RZl7eoQkY1iGCIim1S6V+iJLvXhy+MliOguMQwRkU3adykDhy9nwtlRiQk9Gli7OkRkwxiGiMgmfVLSKzSiYwQCvVysXBsismUMQ0Rkc44lZ2HXhZtwUCow6f6G1q4OEdk4hiEisjlSr9DgtmGI8HOzcm2IyNYxDBGRTTmTqsbmhDQoFMC/ezWydnWIqA5gGCIim/LZdsNu0wNaBSM60MPKtSGiuoBhiIhsRtLNPPz2TwoA4Nle0VauDRHVFQxDRGQzFu+4CL0AejcNQKswb2tXh4jqCIYhIrIJKVkF+OnIVQDAlD7sFSIi02EYIiKbsPTvSyjWCcQ28EOH+n7Wrg4R1SEMQ0RU693MLcKqA1cAsFeIiEyPYYiIar2vdiWisFiPNuHe6BFdz9rVIaI6hmGIiGq17IJifLP3MgAgvnc0FAqFlWtERHUNwxAR1Wrf7E1CTpEWTYI80K95kLWrQ0R1EMMQEdVa+RotvtyVCMDQK6RUsleIiEyPYYiIaq3v9l9BZn4x6vu7YVBMiLWrQ0R1FMMQEdVKRVodlv59CQAwuWcjODrw64qIzIPfLkRUK/10+BrS1EUI9nLB0PZh1q4OEdVhDENEVOtodXos3mE4kHXS/Q2hcnSwco2IqC5jGCKiWmf98eu4kpEPP3dnjOocae3qEFEdxzBERLWKXi/wybYLAIDxPRrA1Zm9QkRkXgxDRFSr/JmQhvM3cuHp4ognu9a3dnWIyA4wDBFRrSHE7V6hMV2j4OXiZOUaEZE9YBgiolrj7/M3ceJaNlydHDCue5S1q0NEdoJhiIhqjUUlvUKjOkfC30Nl5doQkb1gGCKiWuFgUgYOJGbA2UGJSfc3tHZ1iMiOMAwRUa0gzRUa1iEcwd4uVq4NEdkThiEisrqT17Kx/Ww6lApgck/2ChGRZTEMEZHVSb1CD7cJRX1/dyvXhojsDcMQEVnVhRs52HQqFQDwbO9oK9eGiOwRwxARWdWn2y9CCCCuZRCaBHlauzpEZIcYhojIapIz8vHLsRQAQDx7hYjIShiGiMhqFu+4CJ1e4L7G9dA63Mfa1SEiO2WWMDR//nx06tQJnp6eCAwMxODBg3H27FmjMoWFhYiPj4e/vz88PDwwbNgwpKWlGZW5cuUKBg0aBDc3NwQGBuI///kPtFqtUZnt27ejffv2UKlUiI6OxvLly8vU55NPPkFUVBRcXFwQGxuLAwcOmPw9E1HN3FAX4odDVwEAU9grRERWZJYwtGPHDsTHx2Pfvn3YvHkziouL0b9/f+Tl5cllpk+fjt9++w0//PADduzYgZSUFAwdOlS+rtPpMGjQIGg0GuzZswcrVqzA8uXLMXv2bLlMYmIiBg0ahN69e+PYsWOYNm0aJkyYgD/++EMus2bNGsyYMQNz5szBkSNH0KZNG8TFxeHGjRvmeOtEVE1L/74EjU6PjvV90bmBn7WrQ0T2TFjAjRs3BACxY8cOIYQQWVlZwsnJSfzwww9ymdOnTwsAYu/evUIIITZu3CiUSqVITU2Vy3z22WfCy8tLFBUVCSGEeOmll0TLli2NXmvEiBEiLi5Ovt25c2cRHx8v39bpdCI0NFTMnz+/2vXPzs4WAER2dnYN3jURVSQjt0g0n/W7qP/yerH1TJq1q0NEdVR1f39bZM5QdnY2AMDPz/Cvv8OHD6O4uBj9+vWTyzRr1gyRkZHYu3cvAGDv3r2IiYlBUFCQXCYuLg5qtRqnTp2Sy5R+DqmM9BwajQaHDx82KqNUKtGvXz+5DBFZ3rI9ScjX6NAqzAu9mgRYuzpEZOcczf0Cer0e06ZNQ/fu3dGqVSsAQGpqKpydneHj42NUNigoCKmpqXKZ0kFIui5dq6yMWq1GQUEBMjMzodPpyi1z5syZCutcVFSEoqIi+bZara7BOyaiyuQUFmP57kQAQHyvaCgUCivXiIjsndl7huLj43Hy5EmsXr3a3C9lMvPnz4e3t7f8ExERYe0qEdUZ3+67AnWhFo0C3BHXMtja1SEiMm8YmjJlCtavX49t27YhPDxcvj84OBgajQZZWVlG5dPS0hAcHCyXuXN1mXS7qjJeXl5wdXVFvXr14ODgUG4Z6TnK8+qrryI7O1v+SU5OrtkbJ6JyFRbr8OWuSwCAZ3tFQ6lkrxARWZ9ZwpAQAlOmTMHatWuxdetWNGjQwOh6hw4d4OTkhC1btsj3nT17FleuXEHXrl0BAF27dsWJEyeMVn1t3rwZXl5eaNGihVym9HNIZaTncHZ2RocOHYzK6PV6bNmyRS5THpVKBS8vL6MfIrp3aw4m42auBuG+rni4bai1q0NEBMBMc4bi4+Px3Xff4ZdffoGnp6c8x8fb2xuurq7w9vbG+PHjMWPGDPj5+cHLywvPPfccunbtii5dugAA+vfvjxYtWuDJJ5/EO++8g9TUVMycORPx8fFQqVQAgMmTJ2PRokV46aWX8PTTT2Pr1q34/vvvsWHDBrkuM2bMwJgxY9CxY0d07twZCxYsQF5eHsaNG2eOt05EFdBo9fh8x0UAwDM9G8HJgXu+ElEtYY6lbADK/Vm2bJlcpqCgQDz77LPC19dXuLm5iSFDhojr168bPU9SUpIYMGCAcHV1FfXq1RMvvPCCKC4uNiqzbds20bZtW+Hs7CwaNmxo9BqSjz/+WERGRgpnZ2fRuXNnsW/fvhq9Hy6tJ7p3aw5cEfVfXi86zdssCjRaa1eHiOxAdX9/K4QQwnpRzDao1Wp4e3sjOzubQ2ZEd0GnF+j3wQ4k3szD/w1sjon3N7R2lYjIDlT39zf7qYnI7DaeuI7Em3nwcXPC47GR1q4OEZERhiEiMishBD7ZdgEAMK5bA7irzL69GRFRjTAMEZFZbTl9A2dSc+ChcsTYblHWrg4RURkMQ0RkNkIILCrpFXqiS314uzlZuUZERGUxDBGR2ey9eAvHkrOgclRifI8GVT+AiMgKGIaIyGykXqGRnSIQ4Kmycm2IiMrHMEREZnHkSib2XLwFR6UCk3o2snZ1iIgqxDBERGbxaUmv0ND2YQjzcbVybYiIKsYwREQmd/q6Gn+dvgGlApjMXiEiquUYhojI5KR9hQbGhKBhgIeVa0NEVDmGISIyqUvpudhw4joAIL53tJVrQ0RUNYYhIjKZhBQ1pn//D4QA+jUPRPMQnuVHRLUf98UnonuWkafB+3+exaoDV6AXgKuTA6b/q4m1q0VEVC0MQ0R014p1enyz9zIW/HUO6kItAGBQ6xC8NrA5V5ARkc1gGCKiu7LzXDrmrk/AhRu5AIDmIV54/aEWiG3ob+WaERHVDMMQEdVI0s08zNtwGn+dTgMA+Lk748X+TTGiUwQclAor146IqOYYhoioWnKLtFi09QK+2pUIjU4PR6UCT3WNwtS+jXkAKxHZNIYhIqqUXi/w89Fr+N+mM0jPKQIA3Ne4HuY81ALRgZ5Wrh0R0b1jGCKiCh29konXf0vAP8lZAIAofzfMerAF+jQLhELBITEiqhsYhoiojDR1If73+xn8fPQaAMDd2QHP9W2Mcd2joHJ0sHLtiIhMi2GIiGSFxTp8uSsRn2y7gHyNDgDwWIdw/OeBpgj0dLFy7YiIzINhiIgghMCfCWl4a8NpXMnIBwC0i/TB6w+1RJsIH+tWjojIzBiGiOzcubQcvPHbKey+cAsAEOSlwisDmuGRNmFQcqk8EdkBhiEiO5WVr8GHm8/h2/1XoNMLODsqMfG+Bni2VzTcVfxqICL7wW88Ijuj1emx6sAVvL/5HLLyiwEAcS2D8H8DWyDS383KtSMisjyGISI7sufiTcz9LQFnUnMAAE2DPDH7oRboHl3PyjUjIrIehiEiO5CckY+3NpzGplOpAABvVye80L8JHu8cCUcHpZVrR0RkXQxDRHVYvkaLz7ZfxOc7L0Gj1UOpAJ7oUh/T+zWBr7uztatHRFQrMAwR1UFCCPz6TwrmbzyDVHUhAKBbI3/MfqgFmgV7Wbl2RES1C8MQUR1z/GoW3vgtAYcvZwIAwn1dMXNQc8S1DOYRGkRE5WAYIqojbuQU4r0/zuKHw1chBODq5IApfaIxvkcDuDjxCA0iooowDBHZOI1Wj+V7EvHRlgvILdICAAa3DcUrA5oj2JtHaBARVYVhiMhG6fQC64+nYMFf55F4Mw8A0DrcG3MeaoEO9f2sXDsiItvBMERkY7Q6PX45loJPtl3ApZIQVM9DhZceaIpH24fzCA0iohpiGCKyEcU6PdYevYZPtl3A5VuGw1R93JwwoUcDjOkWBU8XJyvXkIjINjEMEdVyGq0ePx+5ik+2X0ByRgEAwNfNCRPvb4inukbBg+eIERHdE36LEtVSGq0ePxxOxqfbLuJaliEE+bs7Y9L9DfFEl/o8TJWIyET4bUpUyxRpdfj+YDI+234RKdmGDRPreagwuWdDPB4bCTdn/m9LRGRK/FYlqiUKi3VYUxKCpF2jAz1VmNyzER6PjeReQUREZsIwRGRlhcU6fLf/ChbvuIgbOUUAgGAvF/y7VyOM6BTBEEREZGYMQ0RWkq/RloSgS7iZawhBod4u+HfvaAzvGA6VI0MQEZElMAwRWVhekRbf7ruMJTsv4VaeBgAQ5uOK+N7RGNYhjCGIiMjCGIaILCS3SIuv9ybhi78TkVESgiL8XDGldzSGtAuHs6PSyjUkIrJPDENEZqYuLMbXe5Lwxa5EZOUXAwDq+7thSu9oDG4XBicHhiAiImtiGCIyk+yCYizfnYQvd12CutBwgGrDeu6Y0icaD7cJhSNDEBFRrcAwRGRiWfkafLU7Cct2JyKnJAQ1CnDH830b48HWoXDg2WFERLUKwxCRiWTmafDlrkQs35OE3CJDCGoS5IHn+jTGwJgQhiAiolqKYYhqrauZ+fhg8zkcvpwJH1cn+Lk7w99DBX8PZ/i7O8PfXQU/D2fUK/mvv7uzVfbkuZVbhC92JeLrPUnI0+gAAM2CPfF838Z4oGUwT5EnIqrlGIao1skpLMan2y/iy12J0Gj1AIDL1Xysu7MD/D1U8HN3Rj0P59sByt0Z/h7O8HMv/Wfne1rGfjO3CEt3XsI3+y4jvyQEtQjxwvN9G6N/iyCGICIiG8EwRLWGVqfH6oPJ+HDzOXn/nS4N/fBMz0bQ6QRu5RXhVp4Gt3I1yMjT4GZuETJK3dbo9MjT6JCXkY8rGfnVek1PlaMcjO4MTXKYclfJZZwclLiRU4glOy7h2/2XUVhsCGsxYd54vm9j9GseCIWCIYiIyJYwDJHVCSGw/Ww63t54Gudv5AIwrLp6dWDzaocLIQRyirTIyNUYQlOuBrfyyoYmQ5gy3NbqDY/JKdIi6Vb1wpOXiyMKtXq5x6pNuDem9muM3k0ZgoiIbBXDEFnV6etqvL3xNP4+fxMA4OvmhGn9muDx2Mga7b+jUCjg5eIELxcnRNVzr7K8EALqAq1Rb5MUosoLUBl5RdALyEvk20X6YGrfxujZJIAhiIjIxjEMkVXcyCnEB3+ew/eHkqEXgLODEmO7RyG+dzS8XZ3M/voKhQLebk7wdnNCw4Cqy+v1AtkFxbiVVwQhgOhAD4YgIqI6gmGILKpAo8PSvy9h8Y6L8qTjQTEhePmBZoj0d7Ny7SqmVCrg6+4MX3dna1eFiIhMjGGILEKvF1h79Bre/eMsUtWFAIC2ET6YOag5Okb5Wbl2RERkzxiGyOz2XryFtzYm4OQ1NQDDCe0vD2iGh1qHcKiJiIisjmGIzOZSei7m/34GmxPSABiWsT/bOxrjukdZZXNEIiKi8jAMkcll5mmwcMt5fLvvMrR6AQelAo93jsS0fo3h76GydvWIiIiMMAyRyRRpdfh6z2V8vPW8vAS9T7NAvDawGaIDPa1cOyIiovJVfyMXG/fJJ58gKioKLi4uiI2NxYEDB6xdpTpDCIGNJ67jXx/sxFsbT0NdqEXzEC+snBCLr8Z2YhAiIqJazS56htasWYMZM2Zg8eLFiI2NxYIFCxAXF4ezZ88iMDDQ2tWzaUevZOKtDadx6HImACDQU4UX+zfFsA7hPKWdiIhsgkIIIaxdCXOLjY1Fp06dsGjRIgCAXq9HREQEnnvuObzyyitVPl6tVsPb2xvZ2dnw8vIyd3VtQnJGPt754yx++ycFAODipMSk+xvhmfsbwl1lFxmbiIhquer+/q7zv7U0Gg0OHz6MV199Vb5PqVSiX79+2Lt3b7mPKSoqQlFRkXxbrVabvF65RVp8tv0CjlzOwrcTYm2mF0VdWIxPt13EV7sNJ8orFMCw9uF4sX9TBHu7WLt6RERENVbnw9DNmzeh0+kQFBRkdH9QUBDOnDlT7mPmz5+PN954w6z1cnFU4uu9l5FTqMX972xDbEM/RPi6IdzXFeEl/w3xdoFjDc7nMietTo9VB5OxoNSJ8l0b+uP/BjVHqzBvK9eOiIjo7tX5MHQ3Xn31VcyYMUO+rVarERERYdLXcHRQYmCrEKw5lIxrWQX4+ci1MmUclAoEe7kg3NcVEX7GQSnc1xXBXuYPS0IIbDt7A29vPIMLpU6Uf21gc/St5onyREREtVmdD0P16tWDg4MD0tLSjO5PS0tDcHBwuY9RqVRQqcy/H87bQ2MwonMEkjPycTWzoOTH8OdrmQXQ6PS4llWAa1kF2J+YUebxjkoFQnxcEO5TNihF+LkhyMvlnobfElIMJ8rvunBvJ8oTERHVZnU+DDk7O6NDhw7YsmULBg8eDMAwgXrLli2YMmWKVevmoFSgfaQv2kf6lrmm1wuk5xbJ4ejOwHQtqwDFOoHkjAIkZxSU+/yOSgVCfVzlgCSFJamXKdCz/LB0Q12I9/48ix8OX4WwwonyREREllTnwxAAzJgxA2PGjEHHjh3RuXNnLFiwAHl5eRg3bpy1q1YhpVKBIC8XBHm5oEP9std1eoH0nCIkZ+YbAlNGSVDKykdyRgFSsgqg1QtcycjHlYz8cl/DyaFUWPJxQ4SfK/I1Oizfk3T7RPnWIXg5rnafKE9ERHQv7CIMjRgxAunp6Zg9ezZSU1PRtm1bbNq0qcykalvioFQg2NsFwd4u6FTOqe86vUCautBo6E3uXcrKR0pWIYp1Apdv5ePyrXwAt4we3y7ScKJ8h/o8UZ6IiOo2u9hn6F7VxX2GtDo90nKKSg2/Gf6bXVCMh9qE8kR5IiKyedxniCrl6KBEmI8rwnxcrV0VIiIiq+KSICIiIrJrDENERERk1xiGiIiIyK4xDBEREZFdYxgiIiIiu8YwRERERHaNYYiIiIjsGsMQERER2TWGISIiIrJrDENERERk1xiGiIiIyK4xDBEREZFd40Gt1SCEAGA4/ZaIiIhsg/R7W/o9XhGGoWrIyckBAERERFi5JkRERFRTOTk58Pb2rvC6QlQVlwh6vR4pKSnw9PSEQqGosrxarUZERASSk5Ph5eVlgRraHraRebF9q8Y2Mh22ZdXYRuZVUfsKIZCTk4PQ0FAolRXPDGLPUDUolUqEh4fX+HFeXl780FeBbWRebN+qsY1Mh21ZNbaReZXXvpX1CEk4gZqIiIjsGsMQERER2TWGITNQqVSYM2cOVCqVtatSa7GNzIvtWzW2kemwLavGNjKve21fTqAmIiIiu8aeISIiIrJrDENERERk1xiGiIiIyK4xDBEREZFdYxgis9BqtdauAtk56RgdIkvgd55tYxiqodzcXGRnZwOo+uA3e5SSkoLOnTtj9uzZ1q5KnaRWq5GWlgbAcEwMlZWSkoKuXbvixRdfhEajsXZ1bBq/76rG7zzzstRnkGGoBl5//XW0atUKa9euBYBqnVNmT6ZPn46oqCgEBwdjypQp1q5OnTNv3jxER0dj0aJFAFDpOTv26sUXX0T9+vUREBCAOXPmwNnZ2dpVsln8vqsav/PMy5KfQZ5NVg0ZGRl46aWXcPToUQDAxo0b0b17dzRu3BhCCLv/krhy5Qq6du0KFxcX7Nq1C507d7Z2leqU3NxcvPTSSzhw4ACioqJw6NAh7N69G927d+fnr8TNmzfRunVrCCGwfft2dO/e3dpVsln8vqsav/PMyxqfQYahCpRucK1Wi5CQEAwZMgSurq548skn8ccffyAqKgpOTk5Wrqn1OTo6IiwsDI0aNULnzp1x5MgRrF69GsHBwWjdujV69OgBFxcXa1fTppT+/KlUKkRGRuL+++9HgwYNMGXKFKxduxbt27eHq6srf0EBqFevHtq1aweNRoPu3bvj6NGj+PLLL+Ht7Y2WLVuiX79+CAwMtHY1ay1+39UMv/NMz+qfQUFlFBUVicLCQvl2cXGxSEtLk2+PHTtWdOvWTRw4cMAa1bM6vV4vhDC0i+T3338XCoVC9O/fX0RGRoqHHnpIxMTEiMDAQDF58mT5MVS1goICoVar5dt6vV5kZ2fLt2fNmiW6dOkifv75Z2tUr1Yo7zN4+vRp4ejoKLp06SIiIiLE8OHDRa9evUR4eLiIi4sTOp3OWtWt1fh9VzV+55lXbfgMMgzdYc6cOaJTp04iLi5OfP755+LWrVvyNenL9OrVq6J+/fritddeE5mZmUIIYTcf/I8++kjMnj1bvi2979zcXDF58mTRsWNHceDAAZGfny+EEGLhwoWiTZs24tNPP7VKfW3N7NmzRfPmzUW3bt3Ea6+9JlJSUuRr0ucvLS1N9OzZU4wZM0Zcu3ZNCGE/nz8hhHjvvffE008/Xe61OXPmiFatWol9+/YJjUYjhBDi119/FU2aNDH63JIBv++qxu8886otn0GGoRLFxcXiySefFNHR0WLFihVi1KhRomXLlmLQoEFG5bRarRBCiDfffFM0a9ZM/P777/K1uvwFcezYMREXFycUCoWIiYkRW7ZsEULcbg8hhDh37pzYu3ev0Ol08of41q1bIi4uTkyZMsWoLJU1ZcoUER0dLX744QcxY8YM0aZNG9GpUyeRk5Mjl5HacOnSpaJ9+/bis88+k6/V5c+fEEKcOnVKPPTQQ8Ld3V0EBQWJH374QQhh/BnMysoSO3fuFMXFxfJnMD8/X0ycOFEMGjRIFBQUWKXutQ2/76rG7zzzqm2fQYahEpcuXRLNmjUTv/76q3zfn3/+KVxdXcUHH3wg3yd94PV6vWjTpo0YP368uHTpkli3bp34+OOPLV5vS3n//ffFww8/LFasWCEGDhwonnzySbnLuHSblCbd37RpUzFp0iTLVtiG6PV6kZ6eLtq2bSs+//xz+f7z588Lf39/MX36dJGXlyeEEEZDPUOGDBGDBw8WR44cET/++KOYOXOmxetuSUuXLhUPP/ywWLNmjXjqqadEjx49RFFRkRBCVDgEJt3fo0cPMWTIkDr/C7y6+H1XNX7nmVdt+wwyDJU4e/asUCgU4vLly0b3v/3228LHx8fofimpfv/99yIgIEBERkYKR0dH8dFHH1m0zpZ0/fp1sWPHDiGEEAsWLBCxsbFi+fLlQojK0/lff/0lOnXqJHbv3m2Retqq1NRUoVQqxZEjR4QQt+cmfPPNN8LZ2VlueyFufzls3rxZREdHC39/f+Hk5CTmzp1r+YpbgPT5UqvVYufOnUIIIdauXSvatGkj5s+fL4SoOAwJIcTu3btFly5djL507R2/76rG7zzzqm2fQYahEgkJCaJt27binXfeMbo/OztbNGzYUMyYMUMIcfsvJSkpSUyePFkoFAoxbtw4o3HOui45OVk89thjYtCgQSI1NVUIYfzLKCEhQWzfvl08//zzwtfXV0yfPl2ev0Hly8zMFLGxseK5554TQhh/2Xbo0EGMGjVKCHG7nZOSksSkSZPs8vMnhBA3b94UM2bMEK1atRJJSUlCCOPhi/Pnz4uNGzeK+Ph44eXlJZ599lmjCZr2jt93NcPvPNOrbZ9BuwlDVXWP5+bmihEjRohhw4aJxMREIcTtD/u7774rIiMjjeYbTJ8+XQQHB9eZFRbVHT6Q2uS7774TXbt2FW+99VaZMqtWrRL/+te/RI8ePcS+fftMWs+6qqioSLz00kuiS5cu4sSJE/J9Qhj+NeTq6mq0ouzNN98UAQEBdebzVxPSZ3X79u2iR48e4plnnilT5s8//xSPPvqo6NWrl9i/f7+lq2h1/L6rGr/zrKu2fQbtIgylp6eLtLQ0OWGWTvSll0quWrVKtG7dWvzvf/8zevySJUtEq1atjLrtSk9qtXXVbZ/St/Pz88UzzzwjevbsKf755x8hhJA/pLm5ueLcuXOWqLpNuHOeQXnXhBBi69atolu3bmLy5MlGZX7//XdRv359cfjwYfNW1Iqq20alb2s0GvHf//5XNG3aVPz9999CCCEPTRQVFYkrV66Ys8q1VlZWllCr1fIve37flVXdNip9m9951Se1Z3kTyGvrZ7DO7+cfHx+PmJgY9O/fH3Fxcbhw4YLRMQaOjo7Q6XRYuXIlRo4ciW7dumHt2rVYv369XObmzZvw8fFBWFiYfJ+Hh4dF34e5VKd9hBBYsWKFfFuv18PV1RUjRoyAo6Mj3n77bQwYMACxsbFISUmBu7s7GjdubK23VKtMnToVgwYNAmB8fIYoOWNHas+PP/4YvXv3xiOPPIJt27bhq6++kstevnwZfn5+aNGihWUrbyHVaSMhBD788EOj205OThg0aBBatmyJV199FQMHDkSPHj2QkJAAZ2dnREREWP7NWJEQAtOmTUPPnj3xwAMP4KmnnkJOTg6USiWKi4sB8Puuum3E77y7N2PGDDzxxBMAAAcHB/n+0v8/18rPoFmjlpW98MILol27dmL79u3i66+/Fj169BAxMTHyJEwhhPj8889FYGCg6N+/v9BoNOL06dPi6aefFo6OjuLf//63mDJlivD29pZnrdel1Sg1aZ+BAwcabYIlhGG/m5YtWwqFQiGGDBkiz90gw3j4wIEDRWRkpFAoFOLbb78VQpTt+Vi6dKkICgoSnTp1EtnZ2eL69eti1qxZcptOmjRJeHp6innz5gmdTlenPn81baMuXbrI+ypJUlNTRffu3YVCoRBDhw4tMxnTXuzdu1e0adNGdOnSRWzYsEG88cYbolmzZmLEiBFG5ZYsWWK333c1bSN+59XMkSNHRL9+/URAQIBQKpVi06ZNQoiyPW219TNYJ8OQXq8XeXl5olOnTuL111+X78/Pzxft2rUTo0ePFpcvXxZr164VoaGh4ssvvyzzF/bee++JSZMmibi4OHl/ibribtrnzu7OvXv3Cj8/P9GsWTOxa9cuS7+FWu+nn34S48ePF1u3bhXTpk0TwcHBZSZU/vbbb6Jdu3biiy++KNO+X3/9tXjppZfE0KFD69znT3KvbfTPP/+Ixo0bi+joaLv+DGq1WvHSSy+JUaNGGQ0lrFmzRjRo0ECe8Pv111+LiIgIu/u+E+Lu2ojfeTXz+eefizFjxogNGzaIJ554QrRq1apMmW+++abWfgbrZBgSwrBjZXBwsLyctvRk1JYtW4rFixcLIQxjvaXVpX8JVeZu20eSm5srvvnmG8tU1oaU3ngtISFBCCFEYmKiCA0NFa+88ooQwngc/c72tYcjI+61jST5+fnil19+MXNtbcOmTZuMtl8QQojly5eLFi1aGB3tUvrPQtjP950Qd99GEn7nVS41NVUcP35cCCHEtm3bREhIiLxfUOl/5NTWz2CdCEM//fST0UobqXG7du0qHn/8cSGEcVfdI488Ih5++OEyXaB1lanbp7Z8eGuLO9v3TlqtVnz88cfCyclJHsaxh9BTmqnbyJ4/g9VpSyEMmwZ2795d6PV6u2svU7eRvbVfVd5++20xbdo0sXjxYvkf0qVlZmaKV155RQQGBsrhp7bvxm3TYWjbtm2iadOmQqFQGO3cK31wv/zyS+Hk5CTP8peW6f3555/CxcVFXL161ah8XcP2Ma+K2rc86enpomPHjmLw4MEWql3twDYyneq2pRQiH3nkEfHyyy8LIezn/2G2kXmdOXNGtGjRQsTExIgRI0YIX19f0atXL3k7gdJtePToUdGqVSt5J+7a/g9Amw1DCQkJYsSIESI+Pl5MmjRJREZGGh1qKYRhu+8ePXqIPn36GN1/7tw54e3tXSfHxiVsH/OqTvve6bfffhMKhULuqv/jjz/E2bNnLVFdq2AbmU5N2zI/P19ERkaKv/76y+g56jK2kfm9//77omvXrvJIwvXr10WbNm3E8OHDxYULF4QQt0cZCgsLxaJFi4Snp6c4deqUEMIQVqWDVmsbmw1Dqamp4osvvhAJCQlCrVaLsLAw8cILLxiV0ev1YuPGjUKlUol33nlH3LhxQwhhmM3esWPHCseG6wK2j3lVp33vlJ+fL0aOHCmioqJEbGyscHV1rdMbArKNTKembfnHH3+IqKgokZ+fL06dOiV69eolXF1dxfXr1y1Ya8tiG5lXcXGxePrpp8Ujjzxi1AP0/fffiy5duohXX31Vvk+6funSJTFgwADRtm1b0b17d+Hm5ibOnDlj8bpXh82GISGMu92++uoroVKpxLFjx8qUk5bmNm/eXDz66KNCpVKJefPm1fmxdLaPeVW3fSXnz58X//rXv4RCoRATJkywi7DJNjKd6rSl9P/re++9J7p06SJefPFF4eDgIB5//HG7aEu2kXmNHj1a9O/fX2i1WqM5QPHx8aJPnz7y2YrS38O5c+dEbGysUCgUYvz48bW6fW06DAlhPEYZGxsrHn744TJL9oQw7Ez70UcfiWnTplX6ZVzXsH3Mq7rte+bMGdGpUyfRsmVLcfLkSUtW0erYRqZT3bbs3bu3UCgU4r777qvTO5eXh21kelLw2bZtm1AqleLo0aNCiNtDYtu3bxfR0dHi+++/lx9z8OBB0aRJE9G2bVt5mKw2q7VhKCkpSSQnJwshys5Cv/ODLX34d+7cKZRKpbxcXKvVykM/dQ3bx7xM1b7p6elCCMP2/3UtZLKNTMfU/z+vXLmyzm07wDYyrxMnThhtuFua1L4FBQWiZ8+eol+/fkII4+DZqFEjMXfuXPn2zZs3bWo/ploZhtatWycUCkWZVSWl/wcoLi6WN8oqbfTo0aJDhw7ir7/+EnFxcWLmzJl17vRgto95mbp96+Jp6Wwj0zF1W5bXC2Lr2EbmU1RUJMaPHy8UCoXRJrxCGLevVqsVqampYvv27cLJyUl89tln8nBYRkaGaN26tVi0aJEQwjZX5tXKMPTaa6+JLl26iPbt24sff/xRCGH8l7Jw4UKhUqnEsmXLyjT6nj17hEKhEAqFQsTFxYmMjAyL1t0S2D7mxfatGtvIdNiWVWMbmcfHH38s3N3dRbdu3SrtlV24cKFwdnYWy5cvF0IIMW/ePBEYGCgmTJggdu7cKaZPny4aNGggTp8+bamqm1ytCkNSyoyPjxfPPfecGD9+vLjvvvvknousrCwxevRoERoaKr7++mujD71WqxUrVqwQTk5OIjY2Vp7IVZewfcyL7Vs1tpHpsC2rxjYynzNnzggXFxcxfPhw+b4LFy6I9PR0eSPFvLw8MXLkSBEaGipWrFhh1L4fffSRuO+++0RMTIxo06aNza/6rFVhSAhD91pcXJzYt2+fWL9+vWjRooVYuHChEMLwwT948GC5M9Lz8vLEggULqtzYzdaxfcyL7Vs1tpHpsC2rxjYyj8LCQvH666+L0NBQcfr0aTFy5EjRtGlT0bhxYzFgwACxdetWIYQQ+/fvN9rNu/SKPZ1OJy5dumTxupuDowkOvr8rP/74I3x8fNCyZUuEhIQAAHQ6HRwcHODg4ACNRoMuXbpg6NCh+PLLL7F//37ExMRgxowZcHZ2LvN8bm5umDp1qqXfhtmwfcyL7Vs1tpHpsC2rxjYyrzvbV6VSYezYsfjuu+/QokULjBs3DgsWLEBGRga++uorvPDCC/j888/RuXNn6PV6+XmUSqXRnxs0aGCNt2N6lk5fX3/9tQgMDBSdO3cWAQEBonv37mLt2rXy9YyMDBEcHCx3002fPl24uLgIV1dXcejQIUtX1+LYPubF9q0a28h02JZVYxuZV3nt+9NPPwkhDJOnf/nlF/Hmm28a9f4cOHBA9OnTR8THx1ur2hZnsTBUXFwsFixYIJo3by6++OILUVRUJHbv3i2eeuopMWDAAHk1ybVr18SIESPEqlWrRExMjKhXr5548MEHRbNmzcTBgweFELX/wLe7wfYxL7Zv1dhGpsO2rBrbyLyqal/pLEq1Wi1ycnLKPL5nz55i/Pjxlq621Sir7jsyjby8PKSnp2PMmDEYN24cnJ2d0a1bN7Ro0QJqtRrFxcUADN2i33//PZ566incf//9OH/+PP73v/8hKioK06dPBwA4ODhYqtoWw/YxL7Zv1dhGpsO2rBrbyLyqal+tVgsA8PT0hIeHh9Fjb926hZycHDRq1MgaVbcKs84ZOn/+PKKjo6FQKODt7Y1HH30UMTExUCqV0Ov1UCqViIiIQF5enjzmGxERgVWrVqFBgwbo3LkzAMDHxweDBw9GTk4OhBAAAIVCYc6qWwTbx7zYvlVjG5kO27JqbCPzupv2La2wsBCZmZmYOXMmhBB49NFHrfAurMQc3U1r1qwRUVFRomnTpqJz587iiy++MLpeejb6448/LsaOHSuEEOVu/ict5atL3aBsH/Ni+1aNbWQ6bMuqsY3M627bt3QbrlmzRkyePFn4+/uLXr16iYsXL1qm8rWEycPQn3/+KaKiosQnn3wiNm3aJGbMmCGcnJzEkiVL5DFK6QDQgoIC0bp1a/HNN9+UeZ66+kFn+5gX27dqbCPTYVtWjW1kXqZq3+PHj4s333xT/PHHH5Z+C7WCycKQlNbfeOMN0aFDB6NE/+yzz4qOHTuKn3/+2egx165dE1FRUeLcuXNCCMMJt9OnTzdVlWoVto95sX2rxjYyHbZl1dhG5mWq9p02bZrlKl2LmWwCtTRem5CQgEaNGsHJyUmeADdv3jy4uLjgl19+QWpqqvyYv/76CxEREQgJCcHUqVPRokULXL58GcXFxfI4cF3B9jEvtm/V2Eamw7asGtvIvEzVvleuXGH7Anc/Z+jPP/8Uzz33nPjwww+NtuFesmSJ8PT0lLs0pbS6ZMkS0aRJE7Ft2zYhhCHVPvbYY8LX11f4+/uLli1byssk6wK2j3mxfavGNjIdtmXV2EbmxfY1rxqHoZSUFPHggw+KwMBAMXr0aBETEyO8vb3lv5yzZ8+KsLAwMWvWLCGEkDfKEkKI4OBg8eGHHwohDFulP/jggyI8PFysXr3aBG+ldmD7mBfbt2psI9NhW1aNbWRebF/LqFEYysvLE2PGjBEjRowwOo+kc+fO8ux0tVot5s2bJ1xdXcWVK1eEELfHNnv27CkmTJggP66u7R7K9jEvtm/V2Eamw7asGtvIvNi+llOjOUNubm7yeSYNGjSQN20aOHAgTp8+DSEEPD098fjjj6N9+/YYPnw4Ll++DIVCgStXruDGjRsYPHiw/HwdOnQw6ZCftbF9zIvtWzW2kemwLavGNjIvtq/lKISo2ayp4uJiODk5AYC8idPo0aPh7u6OJUuWyOWuXbuGXr16QavVomPHjtizZw+aNWuG7777DkFBQaZ9F7UI28e82L5VYxuZDtuyamwj82L7WkaNw1B5evTogYkTJ2LMmDHy6bZKpRIXLlzA4cOHsX//frRp0wZjxoy55wrbIraPebF9q8Y2Mh22ZdXYRubF9jWDex1nu3jxoggKCjIaiyw9gcvesX3Mi+1bNbaR6bAtq8Y2Mi+2r3nc9T5DoqRDadeuXfDw8JDHIt944w1MnToVN27cME1as1FsH/Ni+1aNbWQ6bMuqsY3Mi+1rXnd9UKu04dOBAwcwbNgwbN68GZMmTUJ+fj6++eYbBAYGmqyStojtY15s36qxjUyHbVk1tpF5sX3N7F66lQoKCkR0dLRQKBRCpVKJ//73v/fcVVWXsH3Mi+1bNbaR6bAtq8Y2Mi+2r/nc8wTqf/3rX2jcuDE++OADuLi4mCqj1RlsH/Ni+1aNbWQ6bMuqsY3Mi+1rHvcchnQ6HRwcHExVnzqH7WNebN+qsY1Mh21ZNbaRebF9zcMkS+uJiIiIbJXJTq0nIiIiskUMQ0RERGTXGIaIiIjIrjEMERERkV1jGCIiIiK7xjBEREREdo1hiIisavv27VAoFMjKyrJ2VYjITjEMEZFF9erVC9OmTZNvd+vWDdevX4e3t7fV6sRARmTf7vqgViIiU3B2dkZwcLC1q0FEdow9Q0RkMWPHjsWOHTuwcOFCKBQKKBQKLF++3KhXZvny5fDx8cH69evRtGlTuLm54dFHH0V+fj5WrFiBqKgo+Pr64vnnn4dOp5Ofu6ioCC+++CLCwsLg7u6O2NhYbN++Xb5++fJlPPTQQ/D19YW7uztatmyJjRs3IikpCb179wYA+Pr6QqFQYOzYsQCATZs2oUePHvDx8YG/vz8efPBBXLx4UX7OpKQkKBQKfP/997jvvvvg6uqKTp064dy5czh48CA6duwIDw8PDBgwAOnp6UbtMHjwYLzxxhsICAiAl5cXJk+eDI1GY77GJ6IKsWeIiCxm4cKFOHfuHFq1aoW5c+cCAE6dOlWmXH5+Pj766COsXr0aOTk5GDp0KIYMGQIfHx9s3LgRly5dwrBhw9C9e3eMGDECADBlyhQkJCRg9erVCA0Nxdq1a/HAAw/gxIkTaNy4MeLj46HRaLBz5064u7sjISEBHh4eiIiIwE8//YRhw4bh7Nmz8PLygqurKwAgLy8PM2bMQOvWrZGbm4vZs2djyJAhOHbsGJTK2/+WnDNnDhYsWIDIyEg8/fTTePzxx+Hp6YmFCxfCzc0Nw4cPx+zZs/HZZ5/Jj9myZQtcXFywfft2JCUlYdy4cfD398dbb71lzr8CIirPvR98T0RUfT179hRTp06Vb2/btk0AEJmZmUIIIZYtWyYAiAsXLshlnnnmGeHm5iZycnLk++Li4sQzzzwjhBDi8uXLwsHBQVy7ds3otfr27SteffVVIYQQMTEx4vXXXy+3TnfWoSLp6ekCgDhx4oQQQojExEQBQHzxxRdymVWrVgkAYsuWLfJ98+fPF02bNpVvjxkzRvj5+Ym8vDz5vs8++0x4eHgInU5XaR2IyPQ4TEZEtY6bmxsaNWok3w4KCkJUVBQ8PDyM7rtx4wYA4MSJE9DpdGjSpAk8PDzknx07dsjDWs8//zzmzZuH7t27Y86cOTh+/HiV9Th//jxGjRqFhg0bwsvLC1FRUQCAK1euGJVr3bq1Ub0AICYmpty6Stq0aQM3Nzf5dteuXZGbm4vk5OQq60VEpsVhMiKqdZycnIxuKxSKcu/T6/UAgNzcXDg4OODw4cNwcHAwKicFqAkTJiAuLg4bNmzAn3/+ifnz5+P999/Hc889V2E9HnroIdSvXx9Lly5FaGgo9Ho9WrVqVWZuT+m6KRSKcu+T6kpEtQ97hojIopydnY0mPptCu3btoNPpcOPGDURHRxv9lF6pFhERgcmTJ+Pnn3/GCy+8gKVLl8p1AmBUr1u3buHs2bOYOXMm+vbti+bNmyMzM9Nkdf7nn39QUFAg3963b588h4mILIthiIgsKioqCvv370dSUhJu3rxpkh6TJk2aYPTo0Xjqqafw888/IzExEQcOHMD8+fOxYcMGAMC0adPwxx9/IDExEUeOHMG2bdvQvHlzAED9+vWhUCiwfv16pKenIzc3F76+vvD398eSJUtw4cIFbN26FTNmzLjnuko0Gg3Gjx+PhIQEbNy4EXPmzMGUKVOMJmYTkWXw/zoisqgXX3wRDg4OaNGiBQICAsrMv7lby5Ytw1NPPYUXXngBTZs2xeDBg3Hw4EFERkYCMPT6xMfHo3nz5njggQfQpEkTfPrppwCAsLAwvPHGG3jllVcQFBQkh5LVq1fj8OHDaNWqFaZPn453333XJHUFgL59+6Jx48a4//77MWLECDz88MN4/fXXTfb8RFR9CiGEsHYliIjsydixY5GVlYV169ZZuypEBPYMERERkZ1jGCIiIiK7xmEyIiIismvsGSIiIiK7xjBEREREdo1hiIiIiOwawxARERHZNYYhIiIismsMQ0RERGTXGIaIiIjIrjEMERERkV1jGCIiIiK79v+m7BKS0v+cwQAAAABJRU5ErkJggg==", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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ISEjAhx9+iI8//rhS7/nss89iypQpcHV1xSOPPGLJ2yMisku3CkqX5fBxVUEmk6G5nxua+7lZOarqM3tKZjAY8OSTT+Lll19G27Zty51PSEiAl5eXybiKgQMHQi6XSy0QCQkJ6NOnj8kO4DExMUhKSkJ2drZUZuDAgSbXjomJQUJCwl1jKykpgVqtNnnYo/Hjx6OoqAjdunXD5MmTMW3atEov0mcuXl5e+PTTT9GzZ0+0b98ef/75J3777Tf4+voCAN58801cvnwZzZo1Q8OGpf27nTp1wnfffYe1a9eiXbt2mDdvHt58802TQcf3MnbsWDg4OGDs2LFwcnKy1K0REdmtrNtJjq+r8j4l6wazDzx+55134ODgIK2J8ndpaWnw8/MzDcLBAT4+PkhLS5PKhIWFmZTx9/eXznl7eyMtLU06VraM8RoVWbRoERYsWFDle6prHB0d8f7772PFihXlzl2+fLncsbKrGYeGhpqsy/P352Xt2LHjrtc2dh/eTffu3aUp5WWNHDkSI0eOvOvrKorf6ObNmyguLkZcXNxdyxAR0d1lSS059pHkmLUlJzExEcuXL8fq1attcurunDlzkJubKz2uXr1q7ZDIDLRaLdLS0vD666+je/fu6NSpk7VDIiKqc4QQZbqrmOSUs3v3bmRkZCA4OBgODg5wcHDAlStXMGvWLISGhgJAhdOVdTodsrKypDVTAgICkJ6eblLG+Px+Zcquu/J3KpUKHh4eJg+q+/bs2YNGjRrh4MGD9X48FhFRdeWX6KDRlc609XWzjyTHrN1VTz75ZIXjZJ588kk8/fTTAErXbMnJyUFiYiI6d+4MANi2bRsMBgOioqKkMq+99hq0Wq003Tk+Ph7h4eHw9vaWymzdutVkg8j4+HhER0eb85bqnL93IdUHffv2rdLWF0REVJ6xq8rZUVGlVfZtWZXvIj8/HxcuXJCeJycn4+jRo/Dx8UFwcLA0sNTI0dERAQEB0mq6rVu3xuDBgzFx4kSsXLkSWq0WU6ZMwZgxY6Tp5uPGjcOCBQsQFxeH2bNn4+TJk1i+fDmWLVsmXXfatGl44IEHsHTpUgwbNgxr167FoUOHzLYPExERUX1ib11VQDW6qw4dOoSOHTuiY8eOAICZM2eiY8eOmDdvXqWv8c0336BVq1YYMGAAhg4dil69epkkJ56entiyZQuSk5PRuXNnzJo1C/PmzTOZIdSjRw+sWbMGq1atQmRkJH744Qf8/PPPaNeuXVVv6Z7YQmCf+O9KRGQqK//2zCo76aoCAJmox3/t1Wo1PD09kZubW258jl6vx/nz5+Hi4oKGDRva5EBqqh4hBDIzM1FYWGiVRRKJiGzRdwev4pUfj6NveEOsfrqbtcO5p3t9fpdlH51uFqBQKNCkSRNcu3btntOWqW6SyWRo0qQJExwiotvssbuKSc49uLm5oUWLFmbZb4lsi6OjIxMcIqIyjFs62MtCgACTnPtSKBT8MCQiIrtXdksHe1G3dtoiIiIii7C3LR0AJjlEREQE4JYdzq5ikkNERER2t28VwCSHiIiIANySBh5zTA4RERHZiUKNDsXa0n2rfNhdRURERPbCOB5H6SCHq9J+ZhQzySEiIqrnys6ssqcV/pnkEBER1XP2OOgYYJJDRERU79njlg4AkxwiIqJ6zx63dACY5BAREdV7dxYCtJ/p4wCTHCIionqP3VVERERkl+xx3yqASQ4REVG9x5YcIiIiskvSwGM7Wu0YYJJDRERU72XlG1tyOPCYiIiI7ESxVo8CjR6A/XVXOVg7ACIiIqqexCtZOJKSAzeVA1xVDnBzcoC7ygEN3VUI8XWt1DWMg44dFTJ4ONlXWmBfd0NERFQP5BRq8PbGM/g+8dpdy4T7u+PhDoF4ODIQQT4udy1nXCPH28W+9q0CmOQQERHVGUII/H4iDW/8ego380sgkwH9w/0gkwF5xTrkl+hQUKJDak4RktLzsGRzEpZsTkKnYC/8o0NjjO4aBCdH013Gb0mDju1rPA7AJIeIiKhOSFcX4/WfTyL+dDoAoLmfG94ZGYHOIT7lyuYWarHp1A38euw69l68hcMpOTickoMbucV4dUgrk7L2ukYOwCSHiIjI5t3ILcLg93cjt0gLR4UM/+zbHJP7NYPKQVFheU8XR4zuGozRXYORri7Gih0XsXrvZSRculWurL3uQA5wdhUREZHN23omA7lFWoT6umDD1N6Y+WDLuyY4f+fv4YS4XmEAgFOpuSi6PZPKyF4XAgSY5BAREdm8G7lFAIA+LRsiPMC9yq9v4u0MP3cVdAaB49dyTM4Z18ixx+4qJjlEREQ27kZOMQCgkadztV4vk8nQOcQbAHDoSrbJOaklx85WOwaY5BAREdm81JzSlpxAL6dqX8OY5Bz+W5IjbenAlhwiIiKqbTdyS1tyAr2q15ID3ElyElOyYTAI6fidgcf2N4W8yknOrl27MHz4cAQGBkImk+Hnn3+Wzmm1WsyePRsRERFwdXVFYGAgxo8fj+vXr5tcIysrC7GxsfDw8ICXlxfi4uKQn59vUub48ePo3bs3nJycEBQUhMWLF5eL5fvvv0erVq3g5OSEiIgI/P7771W9HSIiIptmMAik5Rq7q6rfktM20BMqBzlyCrW4dLNAOn4rnwOPJQUFBYiMjMRHH31U7lxhYSEOHz6MuXPn4vDhw1i/fj2SkpLw8MMPm5SLjY3FqVOnEB8fjw0bNmDXrl2YNGmSdF6tVmPQoEEICQlBYmIilixZgvnz52PVqlVSmb1792Ls2LGIi4vDkSNHMGLECIwYMQInT56s6i0RERHZrFsFGmj0BshkpTOlqkvpIEdkEy8ApdtBAECJTo+8Eh0A++yugqgBAOKnn366Z5kDBw4IAOLKlStCCCFOnz4tAIiDBw9KZf744w8hk8lEamqqEEKIjz/+WHh7e4uSkhKpzOzZs0V4eLj0fNSoUWLYsGEm7xUVFSWee+65u8ZSXFwscnNzpcfVq1cFAJGbm1vpeyYiIqpNR1OyRcjsDSLq7T9rfK1//3FGhMzeIF7+/qgQQogbOUUiZPYG0XTORqHXG2p8/dqSm5tbqc9vi4/Jyc3NhUwmg5eXFwAgISEBXl5e6NKli1Rm4MCBkMvl2L9/v1SmT58+UCrvZJUxMTFISkpCdna2VGbgwIEm7xUTE4OEhIS7xrJo0SJ4enpKj6CgIHPdJhERkUUYp483qsGgY6POwaYzrIxbOni7KCGX29e+VYCFBx4XFxdj9uzZGDt2LDw8PAAAaWlp8PPzMynn4OAAHx8fpKWlSWX8/f1Nyhif36+M8XxF5syZg9zcXOlx9erVmt0gERGRhV2/PX08sJrTx8syDj6+lFmArAKNXW/pAFhwWwetVotRo0ZBCIEVK1ZY6m2qRKVSQaWyv9HjRERkv6SWnBoMOjbydlWiWUNXXMwswOEr2SjQlI7HscdBx4CFWnKMCc6VK1cQHx8vteIAQEBAADIyMkzK63Q6ZGVlISAgQCqTnp5uUsb4/H5ljOeJiIjsgdSSU4Pp42WVnUouzayyw4UAAQskOcYE5/z58/jzzz/h6+trcj46Oho5OTlITEyUjm3btg0GgwFRUVFSmV27dkGr1Upl4uPjER4eDm9vb6nM1q1bTa4dHx+P6Ohoc98SERGR1VzPrflCgGV1ub1reeKVbLvvrqpykpOfn4+jR4/i6NGjAIDk5GQcPXoUKSkp0Gq1eOyxx3Do0CF888030Ov1SEtLQ1paGjSa0ops3bo1Bg8ejIkTJ+LAgQPYs2cPpkyZgjFjxiAwMBAAMG7cOCiVSsTFxeHUqVNYt24dli9fjpkzZ0pxTJs2DZs2bcLSpUtx9uxZzJ8/H4cOHcKUKVPMUC1ERES2oaZbOvxdp9stOceu5iBNXXptdlfddujQIXTs2BEdO3YEAMycORMdO3bEvHnzkJqail9//RXXrl1Dhw4d0KhRI+mxd+9e6RrffPMNWrVqhQEDBmDo0KHo1auXyRo4np6e2LJlC5KTk9G5c2fMmjUL8+bNM1lLp0ePHlizZg1WrVqFyMhI/PDDD/j555/Rrl27mtQHERGRzdDqDUjPu53kmKklp1lDV3i5OKJEZ8Bf528CsN+WHJkQQty/mH1Sq9Xw9PREbm6uybghIiIiW3AtuxC93tkOpUKOs28NNts077jVB7H17J3xsR+N64Rh7RuZ5dq1obKf39y7ioiIyEYZ96wK8HQy6zo2nUO9TZ77cuAxERER1abrOeabPl6WcVFAI3vtrmKSQ0REZKPMPX3cKDLICw5lWoY48JiIiIhq1Q0zTx83cnJUoG1jTwCATAZ4uTDJISIiolp03czTx8vqcnsqubeLEgo73LcKYJJDRERksyzVkgPcSXIautnvdkcW27uKiIiI7sgt0iK7QAO9EDAYBAwC0BsEAr2c7tpddGfgsflbcga28cfTPUPRu0UDs1/bVjDJISIispCCEh1+O3YdG47fwN6LN2GoYGU6d5UDdr3SD95/G/xbpNEju7B0eyNzDzwGAEeFHG8Mb2v269oSJjlEREQWMm3tEfx55s6ie65KBeRyGRRyGRQyGdTFWuSV6LDv0i0MiTBdjM/YVeWqVMDDiR/X1cFaIyIisgC9QWDvxVsAgKn9m+Oxzk0Q4utqUub1n0/g630pOHg5u4Ikx7idgzNkMvscGGxpHHhMRERkAecz8lCo0cNN5YDpA1uWS3AAoGto6Y7gBy9nlTuXaqGFAOsTJjlEREQWcDQlBwAQ0djzrlO0u4WVJjmnruciv0Rncs64+3hjC4zHqS+Y5BAREVnAsWs5AIAOwV53LdPI0xmNvZxhEMCRlGyTc8YxOZaYWVVfMMkhIiKygCO3W3Iim3jds5yxNedgsmmXldRdZYE1cuoLJjlERERmVqjR4Vx6HgCg4z1acoA743IO/G1cjnHgcSBbcqqNSQ4REZGZnbiWC4MAAjyc4O9x75aYbmGlKw8fScmBRmcAAAghcCPHcqsd1xdMcoiIiCoghMCFjHxsT8rA1axCCFHBSn53IY3HCfK6b9lmDd3g7eKIEp0BJ6/nAgDUxToUaPQAOCanJrhODhER0W3Xsgux9+ItJFy8hb0XbyJdXSKdc1c5oFUjd7Ru5IE2jTwwpF0jeLo4Vnido1dzAACRlUhyZDIZuoT6IP50Og4mZ6FTsLe0nYO3iyOclYoa31d9xSSHiIjqPSEEXv7hOH5IvGZyXOkgR7CPC67cKkBeiQ4HL2fj4OXSWVDbzmZg1fguFV7v2NXSFpnKtOQAQDdjknM5C8890Iwzq8yESQ4REdV7H++4iB8Sr0EuK01MejRrgB7NfNEpxBtOjgpo9QZczMzHmRtqHL+Wiy/3XMb2pAzkFmrLteZk5BUjNacIMhkQ0cSzUu/f9fYMq0NXsmEwCFy/vUaOJfasqk+Y5BARUb22/WwG3t2SBAB4+5EIjO0WXK6Mo0KOVgEeaBXggUc6NkHCxVs4m5aHLafT8HiXIJOyxlacln7ucFNV7mO2baAHnB0VyCnU4kJmvtSSw0HHNcOBx0REVG8l3yzAi2uPQAhgXFRwhQlORYbd3mdqw/Eb5c4dvVranRUZVLlWHKA0iTJONT+QnCW15LC7qmaY5BARUb2UX6LDpP8eQl6xDp2CvfDG8DaVfu3Q9qVJzp4LN5FdoDE5d2c8jneV4jGul3PocpY08JgtOTXDJIeIiOodIQRe/v4Yzmfkw89dhZVPdIbKofKzmJo1dEPrRh7QGQS2nE6TjhsMAsekmVWVb8kByqx8fDn7zkKAHJNTI0xyiIio3vl4x0X8cTINjgoZVjzRGX73WbCvIg+1L99ldelm6SwsJ0c5wv3dq3S9DkFeUMhlSM0pwtXsQgDcgbymmOQQEVG9Unag8Zv/aIfOIVXrVjIyjsvZe/EWsm53WRnXx4lo7AkHRdU+Yl1VDmgX6AEAEAKQyXDf1ZLp3pjkEBFRvVHdgcYVCW3ginaNPaA3CGw+VdplJXVV3WdTzrsxjssBAD93FRyrmCiRKdYeERHVC2UHGncO8cb84W1rfM1hEYEAgA3HrwO405LT4T6bct5NlzJJDsfj1ByTHCIisnt/H2i8IrYTlA41/wg0dlklXLyF1JwinLmhBlCTlpw7XWfcfbzmqvwvvGvXLgwfPhyBgYGQyWT4+eefTc4LITBv3jw0atQIzs7OGDhwIM6fP29SJisrC7GxsfDw8ICXlxfi4uKQn59vUub48ePo3bs3nJycEBQUhMWLF5eL5fvvv0erVq3g5OSEiIgI/P7771W9HSIiqgfMMdC4IsG+LmjfxBMGASzdkgSdQaCBmxJNvKuXoPi6qdCsoSsADjo2hyonOQUFBYiMjMRHH31U4fnFixfjgw8+wMqVK7F//364uroiJiYGxcXFUpnY2FicOnUK8fHx2LBhA3bt2oVJkyZJ59VqNQYNGoSQkBAkJiZiyZIlmD9/PlatWiWV2bt3L8aOHYu4uDgcOXIEI0aMwIgRI3Dy5Mmq3hIREdkxcw00vhtja85PR1IBlLbiyGSyal9vUNsAANXv8qIyRA0AED/99JP03GAwiICAALFkyRLpWE5OjlCpVOLbb78VQghx+vRpAUAcPHhQKvPHH38ImUwmUlNThRBCfPzxx8Lb21uUlJRIZWbPni3Cw8Ol56NGjRLDhg0ziScqKko899xzlY4/NzdXABC5ubmVfg0REdUdlzLzRbs3NomQ2RvEnPXHLfIeKbcKRMjsDdLjgz/P1eh6JVq9OHEtRxgMBjNFaH8q+/lt1jE5ycnJSEtLw8CBA6Vjnp6eiIqKQkJCAgAgISEBXl5e6NLlzs6tAwcOhFwux/79+6Uyffr0gVKplMrExMQgKSkJ2dnZUpmy72MsY3yfipSUlECtVps8iIjIPllioHFFgnxcTHYbj6zkzuN3o3SQo11jzxq1BlEpsyY5aWmlU+j8/f1Njvv7+0vn0tLS4OfnZ3LewcEBPj4+JmUqukbZ97hbGeP5iixatAienp7SIygo6K5liYio7hIWGmh8N8aFAYHqDzom86tXs6vmzJmD3Nxc6XH16lVrh0RERBZgqYHGdzM8MhA+rkr0btEAni6OFn0vqrzK7QFfSQEBpYOl0tPT0ajRnaw2PT0dHTp0kMpkZGSYvE6n0yErK0t6fUBAANLT003KGJ/fr4zxfEVUKhVUKlU17oyIiOoKSw80roi/hxP+mt2Pi/fZGLP+a4SFhSEgIABbt26VjqnVauzfvx/R0dEAgOjoaOTk5CAxMVEqs23bNhgMBkRFRUlldu3aBa1WK5WJj49HeHg4vL29pTJl38dYxvg+RERU/5hzReOqclE6MMmxMVX+18jPz8fRo0dx9OhRAKWDjY8ePYqUlBTIZDJMnz4dCxcuxK+//ooTJ05g/PjxCAwMxIgRIwAArVu3xuDBgzFx4kQcOHAAe/bswZQpUzBmzBgEBpauHDlu3DgolUrExcXh1KlTWLduHZYvX46ZM2dKcUybNg2bNm3C0qVLcfbsWcyfPx+HDh3ClClTal4rRERU59TWQGOqQ6o6bWv79u0CQLnHhAkThBCl08jnzp0r/P39hUqlEgMGDBBJSUkm17h165YYO3ascHNzEx4eHuLpp58WeXl5JmWOHTsmevXqJVQqlWjcuLH497//XS6W7777TrRs2VIolUrRtm1bsXHjxirdC6eQExHVbQaDQRy6fEvMWX9cRNyeKt51YbxIzy2ydmhkQZX9/JYJIYQVcyyrUqvV8PT0RG5uLjw8PKwdDhERVVLKrUKsP3INPx1JxZVbhdLxxl7O+Ci2k8mUbrI/lf38NuvAYyIiIkvJLdLi9xM3sP7wNRy8nC0dd1EqMKRdI4zs1Bjdm/pCLuf6MlSKSQ4REdksrd6AXecysf5IKuJPp0OjMwAAZDKgV/MGeLRTY8S0DYCLkh9nVB5/KoiIyKYIIXDquho/Hr6GX49ex60CjXSupb8bRnZqgn90aIwAbmBJ98Ekh4iIbEJabjF+PpqK9Yev4Vx6vnS8gZsSD0c2xqOdGqNtoAe3O6BKY5JDRERWI4TA7yfSsPZgCv66cBPGqTBKBzkebOOPkZ0ao3eLhlx/hqqFSQ4REVnN1/tTMPfnk9LzrqHeeLRTEwyNaARPZ26PQDXDJIeIiKwi+WYB3t54GgDwZPcQTOzdFMG+LlaOiuwJkxwiIqp1Or0BM9YdRbHWgJ7NfbHg4bac+k1mx05OIiKqdSt3XsTRqzlwd3LAkscimeCQRTDJISKiWnUyNRfv/3keALDg4bYI9HK2ckRkr5jkEBFRrSnW6jFj3VHoDAJD2gXgkY6NrR0S2TEmOUREVGve3ZyE8xn5aOCmwtuPRHDNG7IoJjlERFQrEi7ewud7kgEA74yMgI+r0soRkb1jkkNERBaXV6zFS98fgxDAmK5BGNDa39ohUT3AJIeIiCxuwW+nkZpThCAfZ7z+UBtrh0P1BJMcIiKyqM2n0vBD4jXIZMB7ozrATcUl2qh2MMkhIiKLuZlfgv9bfwIAMKlPU3QN9bFyRFSfMMkhIiKLEELg1R9P4FaBBq0C3DHzwZbWDonqGSY5RERkEd8nXsOfZ9LhqJDhvVEdoHJQWDskqmeY5BARkdldzSrEm7+Vbr4588FwtAn0sHJEVB8xySEiIrMyGARmfX8M+SU6dAnxxqQ+Ta0dEtVTTHKIiMisPv8rGQeSs+CiVGDpqEgouPkmWQmTHCIiMpuktDws2ZwEAJj7UBuE+LpaOSKqz5jkEBGRWWh0BsxYdxQavQH9W/lhTNcga4dE9RyTHCIiMovlW8/h9A01vF0c8e+R3HyTrI9JDhER1VjilWys2HERAPD2IxHwc3eyckRETHKIiKiGCjU6zPruKAwCeKRjYwyNaGTtkIgAMMkhIqIa+tfvZ3D5ViEaeTph/sNtrR0OkYRJDhERVduOpAx8vS8FAPDu45HwdHa0ckREdzDJISKiasku0OCVH44DAJ7qEYqezRtYOSIiU2ZPcvR6PebOnYuwsDA4OzujWbNmeOuttyCEkMoIITBv3jw0atQIzs7OGDhwIM6fP29ynaysLMTGxsLDwwNeXl6Ii4tDfn6+SZnjx4+jd+/ecHJyQlBQEBYvXmzu2yEioruY+8tJZOSVoGlDV8we3Mra4RCVY/Yk55133sGKFSvw4Ycf4syZM3jnnXewePFi/Oc//5HKLF68GB988AFWrlyJ/fv3w9XVFTExMSguLpbKxMbG4tSpU4iPj8eGDRuwa9cuTJo0STqvVqsxaNAghISEIDExEUuWLMH8+fOxatUqc98SERGVkVOowXvx57Dh+A0o5DIsG9UBzkpuvkm2RybKNrGYwUMPPQR/f398/vnn0rGRI0fC2dkZX3/9NYQQCAwMxKxZs/DSSy8BAHJzc+Hv74/Vq1djzJgxOHPmDNq0aYODBw+iS5cuAIBNmzZh6NChuHbtGgIDA7FixQq89tprSEtLg1KpBAC8+uqr+Pnnn3H27NlKxapWq+Hp6Ync3Fx4eHDzOCKiuxFC4HBKNr7Zn4INx29AozMAAKYNaIEZD7a0cnRU31T289vsLTk9evTA1q1bce7cOQDAsWPH8Ndff2HIkCEAgOTkZKSlpWHgwIHSazw9PREVFYWEhAQAQEJCAry8vKQEBwAGDhwIuVyO/fv3S2X69OkjJTgAEBMTg6SkJGRnZ1cYW0lJCdRqtcmDiIjuTl2sxf8SLmPI8t0YuSIB6w+nQqMzoHUjDyx6NALTBrSwdohEd+Vg7gu++uqrUKvVaNWqFRQKBfR6Pd5++23ExsYCANLS0gAA/v7+Jq/z9/eXzqWlpcHPz880UAcH+Pj4mJQJCwsrdw3jOW9v73KxLVq0CAsWLDDDXRIR2bfj13KwZn8Kfjl6HUVaPQDAyVGOh9oHIjYqGB2CvLiiMdk8syc53333Hb755husWbMGbdu2xdGjRzF9+nQEBgZiwoQJ5n67KpkzZw5mzpwpPVer1QgK4t4qREQAUFCiw2/HruOb/Sk4kZorHW/u54bYqGA82rEJPF04RZzqDrMnOS+//DJeffVVjBkzBgAQERGBK1euYNGiRZgwYQICAgIAAOnp6WjU6M6qmOnp6ejQoQMAICAgABkZGSbX1el0yMrKkl4fEBCA9PR0kzLG58Yyf6dSqaBSqWp+k0REduTMDTXW7E/BT0dSkV+iAwAoFXIMiQhAbFQIuoZ6s9WG6iSzJzmFhYWQy02H+igUChgMpYPUwsLCEBAQgK1bt0pJjVqtxv79+/HPf/4TABAdHY2cnBwkJiaic+fOAIBt27bBYDAgKipKKvPaa69Bq9XC0bH0fxbx8fEIDw+vsKuKiIjuKNbqsfH4DXyz/woOp+RIx0N9XTAuKhiPdQ6Cj6vy7hcgqgPMnuQMHz4cb7/9NoKDg9G2bVscOXIE7733Hp555hkAgEwmw/Tp07Fw4UK0aNECYWFhmDt3LgIDAzFixAgAQOvWrTF48GBMnDgRK1euhFarxZQpUzBmzBgEBgYCAMaNG4cFCxYgLi4Os2fPxsmTJ7F8+XIsW7bM3LdERGQ3LmTkY83+FPx4+Bpyi7QAAAe5DDFtAzAuKhjRTX0hl7PVhuyD2aeQ5+XlYe7cufjpp5+QkZGBwMBAjB07FvPmzZNmQgkh8MYbb2DVqlXIyclBr1698PHHH6NlyzvTELOysjBlyhT89ttvkMvlGDlyJD744AO4ublJZY4fP47Jkyfj4MGDaNCgAaZOnYrZs2dXOlZOISei+kBvENiRlIHVey9j9/mb0vHGXs4YFxWMx7s04a7hVKdU9vPb7ElOXcIkh4jsWW6RFt8fuor/JlxBSlYhAEAuA/q38kNs9xD0adEQCrbaUB1U2c9vs3dXERGRdZ1Pz8NXCZex/nAqCjWl0789nR0xpmsQnugegiAfFytHSFQ7mOQQEdkBvUFg+9nSLqm/Ltzpkgr3d8dTPUMxokNjbr1A9Q6THCKiOszYJfVVwmVczSoCUNol9WAbfzzVIwzdm/pw+jfVW0xyiIjqoPPpeVi9t7RLyrgisaezI8Z0C8KT3UPQxJtdUkRMcoiI6gi9QWDb2Qys3puMPRduScdbBbjjqR6h+Ae7pIhMMMkhIrJx6mIt1h24iv/uM+2SGtQmAE/1DEVUGLukiCrCJIeIyEbp9AZ8e/AqlsWfQ1aBBgDg5eKIMV2D8UT3YHZJEd0HkxwiIhu081wm3t54GufS8wEATRu6YlLvpuySIqoCJjlERDbkfHoe3v79DHYkZQIobbmZMbAlxkUFw1Ehv8+riagsJjlERDYgq0CDZfHnsOZACvQGAUeFDBOiQzG1fwt4ujhaOzyiOolJDhGRFZXo9Pjv3iv4YNt55BXrAAAxbf3x6pDWCGvgauXoiOo2JjlERFYghMDmU+lY9McZXLlVuq9U20APvD6sDaKb+Vo5OiL7wCSHiKiWnUzNxVsbTmN/chYAoKG7Ci/HhGNkpybcMJPIjJjkEBHVknR1MZZsTsKPh69BCEDlIMekPk3x/APN4Krin2Mic+NvFRGRhRVp9Ph09yWs3HlR2hV8RIdAvDy4FRp7OVs5OiL7xSSHiMhCDAaBX46lYvGmJNzILQYAdAr2wtyH2qBjsLeVoyOyf0xyiIjMTKc34I+TaVi16xJOpOYCABp7OePVIa3wUPtG3IKBqJYwySEiMpO8Yi3WHbyKL/dcRmpO6R5TrkoFXujXHHG9wuDkyJWKiWoTkxwiohq6nlOE1Xsv49v9KcgrKV3rxsdViSe7h2B8dAh83VRWjpCofmKSQ0RUTSdTc/Hp7kvYePwGdAYBoHSPqWd7NcWjnRqz5YbIypjkEBFVgcEgsD0pA5/uvoR9l7Kk49FNffFs7zD0C/eDnGvdENkEJjlERJVQrNVj/eFUfPbXJVzKLAAAOMhleKh9IzzbuynaNfa0coRE9HdMcoiI7uFmfgn+m3AFX++7gqwCDQDAXeWAcVHBmNAjFIFc54bIZjHJISKqwIWMPHy2Oxnrj6RCozMAKJ0G/kyvMIzuGgQ3rlBMZPP4W0pE9ZoQAtmFWlzLLkRqdhGuZRdh78Wb2J6UKZWJDPLCxN5hGNw2AA4KuRWjJaKqYJJDRHatbBJzLbuozNc73xu3WihLJgMebO2PiX2aokuINxfwI6qDmOQQUZ0mhMCtAg2uZRfdbokpn8wUacsnMX/n565CE29nNPF2QaivCx7p1ARhDVxr4Q6IyFKY5BBRlQghUKw1wCAEXJQKi7dwGAwCGXklSM25k7Sk5tz+ml2I1JwiFGsN972Ov4cKTbxdbicyzmW+d0EjTyeuaUNkh5jkENUzJTo98op1tx9aqItKv+YV66Au1kJdXOZ5UenXvBLT58aF7+QywE3lAHcnR7g7OcDj9lc3Jwe4O9057u7kCA8nB5OyxuPOjgpk5BVL42FKE5hCKZG5kVMMjf7eSYxMBvi7O6GxtzOCyiQwjW9/H+jlBJUDkxii+oZJDlEdIoRAkVYPdVFpQmJMUozJibpIW/r97cRFLSUmd74v0d2/1aOyDAKl1y3Wme2aFVHIZQjwcDJJXJp4OUvPG3k6Q+nAAcFEZMoiSU5qaipmz56NP/74A4WFhWjevDm+/PJLdOnSBUDpH+o33ngDn376KXJyctCzZ0+sWLECLVq0kK6RlZWFqVOn4rfffoNcLsfIkSOxfPlyuLm5SWWOHz+OyZMn4+DBg2jYsCGmTp2KV155xRK3RFQlxVo9diRlIr9EB63eAI3u9kN/56v2b8+NZbT6sscFNDoDCjXlW1Fqyk3lAA8n05YVD+eyLS9ljjs5wsPZtMVGJgPybyc4xpYfY+tQfsnfj5d+zS8p04JUrJOmZjsqZGjsdTuB8XK5ncg4o7GXM5r4uMDfXcVZTURUZWZPcrKzs9GzZ0/069cPf/zxBxo2bIjz58/D29tbKrN48WJ88MEH+OqrrxAWFoa5c+ciJiYGp0+fhpOTEwAgNjYWN27cQHx8PLRaLZ5++mlMmjQJa9asAQCo1WoMGjQIAwcOxMqVK3HixAk888wz8PLywqRJk8x9W0RVsmRzEj7/K9li11fIZfAok5R43E5KjImI8XtjouLh7GjyvZvKAQozbD3gonSAn0f1X1+i06NIo4eHkyO3QiAis5MJIczz38LbXn31VezZswe7d++u8LwQAoGBgZg1axZeeuklAEBubi78/f2xevVqjBkzBmfOnEGbNm1w8OBBqfVn06ZNGDp0KK5du4bAwECsWLECr732GtLS0qBUKqX3/vnnn3H27NkK37ukpAQlJSXSc7VajaCgIOTm5sLDowZ/qYnKKCjRofu/tiKvRIeoMB94ODtC6SCHUlH6cHSQQalQ3D4mK/3qIIej4s5X1e3yxmMuSoWUqHg4O8DZ0fIDfomIbJVarYanp+d9P7/N3pLz66+/IiYmBo8//jh27tyJxo0b44UXXsDEiRMBAMnJyUhLS8PAgQOl13h6eiIqKgoJCQkYM2YMEhIS4OXlJSU4ADBw4EDI5XLs378fjzzyCBISEtCnTx8pwQGAmJgYvPPOO8jOzjZpOTJatGgRFixYYO5bJjLx89FU5JXoENbAFd9O7M4WCiIiKzF7J/elS5ek8TWbN2/GP//5T7z44ov46quvAABpaWkAAH9/f5PX+fv7S+fS0tLg5+dnct7BwQE+Pj4mZSq6Rtn3+Ls5c+YgNzdXely9erWGd0tkSgiB/yVcAQA80T2ECQ4RkRWZvSXHYDCgS5cu+Ne//gUA6NixI06ePImVK1diwoQJ5n67KlGpVFCpVFaNgezboSvZOJuWBydHOR7r1MTa4RAR1Wtmb8lp1KgR2rRpY3KsdevWSElJAQAEBAQAANLT003KpKenS+cCAgKQkZFhcl6n0yErK8ukTEXXKPseRLXtv7dbcUZ0aAxPF0crR0NEVL+ZPcnp2bMnkpKSTI6dO3cOISEhAICwsDAEBARg69at0nm1Wo39+/cjOjoaABAdHY2cnBwkJiZKZbZt2waDwYCoqCipzK5du6DVaqUy8fHxCA8Pr3A8DpGlZeQVY9PJGwBKu6qIiMi6zJ7kzJgxA/v27cO//vUvXLhwAWvWrMGqVaswefJkAIBMJsP06dOxcOFC/Prrrzhx4gTGjx+PwMBAjBgxAkBpy8/gwYMxceJEHDhwAHv27MGUKVMwZswYBAYGAgDGjRsHpVKJuLg4nDp1CuvWrcPy5csxc+ZMc98SUaWsO3AVWr1Ap2AvtGvsae1wiIhIWMBvv/0m2rVrJ1QqlWjVqpVYtWqVyXmDwSDmzp0r/P39hUqlEgMGDBBJSUkmZW7duiXGjh0r3NzchIeHh3j66adFXl6eSZljx46JXr16CZVKJRo3biz+/e9/VynO3NxcAUDk5uZW70aJbtPq9KL7v/4UIbM3iPWHr1o7HCIiu1bZz2+zr5NTl1R2nj3R/Ww6mYbnv06Ej6sSCXP6c58kIiILquznN9dJJzKDr/eVDjge3TWICQ4RkY1gkkNUQxcz8/HXhZuQyYDYqGBrh0NERLcxySGqIWMrzoBWfmji7WLlaIiIyIhJDlENFGp0+CHxGgDgyehQ6wZDREQmmOQQ1cAvR68jr1iHUF8X9G7ewNrhEBFRGUxyiKpJCCGtcMx9qoiIbA+THKJqOpySjTM31FA5yPFYZ+5TRURka5jkEFWTsRXnHx0C4eWitHI0RET0d0xyyGpSbhXiQHKWtcOolpv5Jfj9ROk+VU92D7VuMEREVCEmOWQ1k/53CKNXJeD4tRxrh1Jl6w6W7lPVIcgLEU24TxURkS1ikkNWkVesxdm0PAgBbDh+w9rhVIneIPDN7bVxnuRu40RENotJDlnFufQ86ftNJ9NQl7ZQ23omHddzi+Ht4ohh7RtZOxwiIroLJjlkFWdu3ElyUrIKTZ7buv/dbsUZ1TUITo7cp4qIyFYxySGrOJumNnm+6VSalSKpmkuZ+dh9vnSfqiei2FVFRGTLmOSQVZy93XLTN7whAGDzybqR5Hy9LwUA0C/cD0E+3KeKiMiWMcmhWmcwCJxNK01yJvdrDge5DEnpebiUmW/lyO6tUKPD94lXAQBPRrMVh4jI1jHJoVqXmlOE/BIdlAo5OgR5IbqZLwBg86l0K0d2b7/e3qcq2McFD7RoaO1wiIjoPpjkUK07c6N0PE5zPzc4KuQY3C4AgG2PyzHdpyqY+1QREdUBTHKo1hm7qlo1cgcAPNjGHzIZcOxqDq7nFFkztLs6nJKD07f3qXq8c5C1wyEiokpgkkO1zjizqnWABwDAz90JXUK8AQCbbbQ15+vb08aHRwbC25X7VBER1QVMcqjWGWdWGVtyACCm7e0uKxucZXUzvwQbjxv3qeKAYyKiuoJJDtWqIo0eybcKAACtbrfkAHeSnIOXs3Azv8Qqsd3Nd4euQqM3ILKJJyKDvKwdDhERVRKTHKpV59JL96tq4KZEQ3eVdDzIxwXtGnvAIIA/T9vOLKvSfapK18Z5gq04RER1CpMcqlXG8ThlW3GMBre1vVlW289mIDWnCF4ujhgeGWjtcIiIqAqY5FCtMu5R1SrAvdy5we1KN7vcc+Em1MXaWo3rbv5r3KeqC/epIiKqa5jkUK2SWnIalW/Jae7nhuZ+btDqBbafzajt0Mq5fLMAu85lcp8qIqI6ikkO1Roh7mznUFFLDlCmy8oGZlkZp433bdkQwb7cp4qIqK5hkkO1Jl1dgpxCLRRyGZr7uVVYxrj68Y6kTBRp9LUZnokijR7fJ14DwH2qiIjqKiY5VGvO3O6qatrA9a7jW9oGeqCxlzOKtHrsOp9Zm+GZ+O3YdeQWaRHk44wHWvpZLQ4iIqo+JjlUa+4sAlh+PI6RTCaTWnM2W6nLSgiB/+67DACIjQqBgvtUERHVSRZPcv79739DJpNh+vTp0rHi4mJMnjwZvr6+cHNzw8iRI5Gebro2SkpKCoYNGwYXFxf4+fnh5Zdfhk6nMymzY8cOdOrUCSqVCs2bN8fq1astfTtUA3emj1c8HsfImOTEn0mHRmeweFx/d/RqDk6mqqF0kGNUF+5TRURUV1k0yTl48CA++eQTtG/f3uT4jBkz8Ntvv+H777/Hzp07cf36dTz66KPSeb1ej2HDhkGj0WDv3r346quvsHr1asybN08qk5ycjGHDhqFfv344evQopk+fjmeffRabN2+25C1RDRhbclo3uneS0ynYGw3cVMgr1iHh0q3aCM3E/27vNv5Q+0bw4T5VRER1lsWSnPz8fMTGxuLTTz+Ft7e3dDw3Nxeff/453nvvPfTv3x+dO3fGl19+ib1792Lfvn0AgC1btuD06dP4+uuv0aFDBwwZMgRvvfUWPvroI2g0GgDAypUrERYWhqVLl6J169aYMmUKHnvsMSxbtuyuMZWUlECtVps8qHaU6PS4mJkPoOKFAMtSyGUY1NYfQO3Pssoq0GDD7X2qxkeH1up7ExGReVksyZk8eTKGDRuGgQMHmhxPTEyEVqs1Od6qVSsEBwcjISEBAJCQkICIiAj4+/tLZWJiYqBWq3Hq1CmpzN+vHRMTI12jIosWLYKnp6f0CApiV0RtuZhRAJ1BwMPJAY08ne5b3jiVPP50GvQGYenwJOsOlu5TFdHYE5FNPGvtfYmIyPwskuSsXbsWhw8fxqJFi8qdS0tLg1KphJeXl8lxf39/pKWlSWXKJjjG88Zz9yqjVqtRVFRUYVxz5sxBbm6u9Lh69Wq17o+qruwigDLZ/Qfydm/qCw8nB9zM1yDxSralwwMAaHQGaW2cJ6NDKhUnERHZLrMnOVevXsW0adPwzTffwMnp/v9jr00qlQoeHh4mD6odxkUAW99n0LGR0kGOgW1qt8vqq72XkZpThAZuKgxvz32qiIjqOrMnOYmJicjIyECnTp3g4OAABwcH7Ny5Ex988AEcHBzg7+8PjUaDnJwck9elp6cjIKC0iyIgIKDcbCvj8/uV8fDwgLOzs7lvi2rozI27b+dwN8Yuq82n0iCEZbusMvNK8MHW8wCAVwaHw1nJfaqIiOo6syc5AwYMwIkTJ3D06FHp0aVLF8TGxkrfOzo6YuvWrdJrkpKSkJKSgujoaABAdHQ0Tpw4gYyMO/sXxcfHw8PDA23atJHKlL2GsYzxGmRb7redQ0X6tGwIZ0cFUnOKcDLVsoPE392chLwSHdo38cRjnZpY9L2IiKh2OJj7gu7u7mjXrp3JMVdXV/j6+krH4+LiMHPmTPj4+MDDwwNTp05FdHQ0unfvDgAYNGgQ2rRpgyeffBKLFy9GWloaXn/9dUyePBkqlQoA8Pzzz+PDDz/EK6+8gmeeeQbbtm3Dd999h40bN5r7lqiGbuaXIDOvBDIZ0NK/8kmOk6MC/Vo1xO8n0rDp1A1EWGgg8IlrufgusXR81hvD20LOxf+IiOyCVVY8XrZsGR566CGMHDkSffr0QUBAANavXy+dVygU2LBhAxQKBaKjo/HEE09g/PjxePPNN6UyYWFh2LhxI+Lj4xEZGYmlS5fis88+Q0xMjDVuie4h6XYrToiPC1xVVcurYyy8YacQAvN/OwUhgBEdAtE5xPv+LyIiojpBJiw92MGGqdVqeHp6Ijc3l4OQLeiz3ZewcOMZDGkXgBVPdK7Sa/OKtej81p/Q6A34c2YfNPerfEtQZfxyNBXT1h6Fi1KBbbP6IqAS09uJiMi6Kvv5zb2ryOLujMepeiLp7uSIns19AQB/nDBva06hRodFv58FAEzu15wJDhGRnWGSQxZ3Z42c6rXCGPey2nTKvEnOih0XkaYuRpCPM+J6hZn12kREZH1McsiidHoDzqWXbufQuhotOQAwsLU/5DLg1HU1rmYVmiWuq1mF+GTXJQDAa0PbwMmRU8aJiOwNkxyyqMu3CqDRGeCqVKCJd/XWL/J1U6FbmA+A0jVzzOFfv5+BRmdAj2a+iGnrf/8XEBFRncMkhyzqzO2dx8MD3Gs0NXuwGWdZ7b14E3+cTINcVjplnNs3EBHZJyY5ZFFl96yqiZjb43ISU7KRoS6u9nV0egPe/O00AOCJ7iEIr8LihEREVLcwySGLOnujantW3U0jT2d0CPKCEMCW0+n3f8FdfHsgBWfT8uDl4oiZD7asUUxERGTbmOSQRUnTx2vYkgPcmWVV3XE5OYUaLI0/BwCY+WBLeLkoaxwTERHZLiY5ZDG5RVqk5hQBgFm6hYyrHydcvIWcQk2VX78s/hxyCrUI93fHuG7BNY6HiIhsG5Mcshjjdg6NvZzh4eRY4+uFNXBFqwB36AwCW89k3P8Ff4vl6/0pAIA3hreBg4I/+kRE9o5/6clijIOOW1dzEcCKGFtz/qjCLCshBN7ccAp6g8DgtgHo0byB2eIhIiLbxSSHLMY4fbw62zncjXFczq7zmSgo0VXqNVtOp2PPhVtQOsjx2rDWZouFiIhsG5McspiabudQkVYB7gjxdYFGZ8COpMz7li/W6rFwY+mU8Um9myLIx8VssRARkW1jkkMWYTAIaUyOOVtyZDLZnYUBKzHL6vO/knE1qwgBHk54oV8zs8VBRES2j0kOWcTV7EIUavRQOcgR6mve1hPjwoDbzqSjWKu/a7m03GJ8tP0CAODVIa3gonQwaxxERGTbmOSQRRjH47T0dzf7TKYOTbwQ4OGEAo0eey/evGu5xZvOolCjR+cQb/yjQ6BZYyAiItvHJIcsQhqPY4FtE+RymbSp5t32sjqcko31R1Ihk5VOGef+VERE9Q+THLII43YO5ljpuCLGLqv40+nQ6Q0m5wwGgQW/ngIAPN65Cdo38bJIDEREZNuY5JBFSGvkWGgDzG6hPvB2cUR2oRYHLmeZnPvx8DUcu5YLN5UDXooJt8j7ExGR7WOSQ2ZXUKLDlaxCAObZzqEiDgo5HmxT2mW1uUyXVV6xFu9sSgIAvDigOfzcnSzy/kREZPuY5JDZnUvPgxCAn7sKvm4qi73PnQ0702EwCADAh9sv4GZ+CcIauOKpHmEWe28iIrJ9nFNLZmfOncfvpUezBnBTOSBNXYyj13Lg7aLEF38lAwDmPtQaSgfm8ERE9RmTHDK7szcsOx7HyMlRgX6t/PDbsevYfDINFzPzodUL9A1viP6t/C363kREZPv4X10yuzNSS45lkxwA0urH3+xPwZ9nMuAgl+H1YW0s/r5ERGT7mOSQWQkhcOaGcY0cy3ZXAUDf8IZQOsiRf3uzzqd6hKK5n5vF35eIiGwfkxwyq+u5xcgr1sFBLkOzhpZPNlxVDujToiEAwNdViakDWlj8PYmIqG7gmBwyK+N4nOZ+brU28Pe5B5riQkYe5gxtDU9nx1p5TyIisn1McsispJlVFh50XFbXUB/seLlfrb0fERHVDeyuIrOSxuNYePo4ERHR/Zg9yVm0aBG6du0Kd3d3+Pn5YcSIEUhKSjIpU1xcjMmTJ8PX1xdubm4YOXIk0tPTTcqkpKRg2LBhcHFxgZ+fH15++WXodDqTMjt27ECnTp2gUqnQvHlzrF692ty3Q1VkjZYcIiKiipg9ydm5cycmT56Mffv2IT4+HlqtFoMGDUJBQYFUZsaMGfjtt9/w/fffY+fOnbh+/ToeffRR6bxer8ewYcOg0Wiwd+9efPXVV1i9ejXmzZsnlUlOTsawYcPQr18/HD16FNOnT8ezzz6LzZs3m/uWqJKKtXpcyswHALRmSw4REVmZTAghLPkGmZmZ8PPzw86dO9GnTx/k5uaiYcOGWLNmDR577DEAwNmzZ9G6dWskJCSge/fu+OOPP/DQQw/h+vXr8PcvXdRt5cqVmD17NjIzM6FUKjF79mxs3LgRJ0+elN5rzJgxyMnJwaZNmyoVm1qthqenJ3Jzc+HhwQ/lmjqZmouH/vMXvF0ccXjug5DJZNYOiYiI7FBlP78tPiYnNzcXAODj4wMASExMhFarxcCBA6UyrVq1QnBwMBISEgAACQkJiIiIkBIcAIiJiYFarcapU6ekMmWvYSxjvEZFSkpKoFarTR5kPmXXx2GCQ0RE1mbRJMdgMGD69Ono2bMn2rVrBwBIS0uDUqmEl5eXSVl/f3+kpaVJZcomOMbzxnP3KqNWq1FUVFRhPIsWLYKnp6f0CAoKqvE90h1na3GlYyIiovuxaJIzefJknDx5EmvXrrXk21TanDlzkJubKz2uXr1q7ZDsytk0455V7PojIiLrs9g6OVOmTMGGDRuwa9cuNGnSRDoeEBAAjUaDnJwck9ac9PR0BAQESGUOHDhgcj3j7KuyZf4+Iys9PR0eHh5wdnauMCaVSgWVSlXje6PySrdzYEsOERHZDrO35AghMGXKFPz000/Ytm0bwsLCTM537twZjo6O2Lp1q3QsKSkJKSkpiI6OBgBER0fjxIkTyMjIkMrEx8fDw8MDbdq0kcqUvYaxjPEaVLsy80uQVaCBXAa08GOSQ0RE1mf2lpzJkydjzZo1+OWXX+Du7i6NofH09ISzszM8PT0RFxeHmTNnwsfHBx4eHpg6dSqio6PRvXt3AMCgQYPQpk0bPPnkk1i8eDHS0tLw+uuvY/LkyVJLzPPPP48PP/wQr7zyCp555hls27YN3333HTZu3GjuW6JKOHu7FSe0gSuclQorR0NERGSBlpwVK1YgNzcXffv2RaNGjaTHunXrpDLLli3DQw89hJEjR6JPnz4ICAjA+vXrpfMKhQIbNmyAQqFAdHQ0nnjiCYwfPx5vvvmmVCYsLAwbN25EfHw8IiMjsXTpUnz22WeIiYkx9y1RJXA8DhER2RqLr5Njy7hOjvnMXHcU64+kYtaDLbkTOBERWZTNrJND9cMZafo4k0UiIrINTHKoxrR6Ay5kcM8qIiKyLUxyqMYuZRZAqxdwVzmgiXfF0/eJiIhqG5McqjHjoONWjdy5nQMREdkMJjlUY9IigJxZRURENoRJDtVY2ZYcIiIiW8Ekh2rsLFtyiIjIBjHJoRrJLtAgTV0MAAjnzCoiIrIhTHKoRs7eXh8n2McFbiqL7fdKRERUZUxyqEak8ThsxSEiIhvDJIdqRBqPw5WOiYjIxjDJoRq5szEnW3KIiMi2MMmhatMbBJLS2ZJDRES2iUkOVduVWwUo1hrg7KhAsI+LtcMhIiIywSSHqs04s6plgDsUcm7nQEREtoVJDlXb2Rscj0NERLaLSQ5V25k040rHTHKIiMj2MMmharuzZxUHHRMRke1hkkPVklesxdWsIgBsySEiItvEJIeq5dztqeONPJ3g5aK0cjRERETlMcmhajlzg+NxiIjItjHJoWrheBwiIrJ1THKoWs6yJYeIiGwckxyqMiGEtBBga7bkEBGRjWKSQ1V2LbsI+SU6KBVyhDVwtXY4REREFWKSQ1VmbMVp7ucGRwV/hIiIyDbxE4qqzLidQ6tGHI9DRES2i0kOVZk0HieA43GIiMh2McmhKjuTxpYcIiKyfUxyqEqKNHpcvlkAAGjFlhwiIrJhdT7J+eijjxAaGgonJydERUXhwIED1g7JLqmLtdh6Jh1vbjgFgwAauCnR0F1l7bCIiIjuysHaAdTEunXrMHPmTKxcuRJRUVF4//33ERMTg6SkJPj5+Vk7vDotv0SHg5ezsO/iLey7dAsnUnNhEHfOdw31sV5wRERElSATQoj7F7NNUVFR6Nq1Kz788EMAgMFgQFBQEKZOnYpXX321XPmSkhKUlJRIz9VqNYKCgpCbmwsPD/N0vQgh8MvR61i99zKm9m+OBm4q+Lgq0cBNBWelwizvYQlFGj0OXclCwsVbSLh0C8ev5UJvMP3RCGvgiu5NfRHdzBcPtva36fshIiL7pVar4enped/P7zrbkqPRaJCYmIg5c+ZIx+RyOQYOHIiEhIQKX7No0SIsWLDAonFl5pVgzvoTKNLqEffVIZNzzo4K+Lop4euqhO/t5MfXTYkGrne+93VVwddNCR9XJZwcLZdEFGv1OJySjX23k5qjV3Og1ZsmNUE+zoi+ndREN22AAE8ni8VDRERkbnU2ybl58yb0ej38/f1Njvv7++Ps2bMVvmbOnDmYOXOm9NzYkmNOfh5O+HR8F3z21yXczC9BVr4GNws00OgMKNLqcS27CNeyiyp1LTeVA3xclXBVOcDZUQ4XpQOcHBVwUSrg7KiAs/L24/axcuccFXBROsBZKYez0gHXsgqRcKm0++lwSg40OoPJ+wV6OqF7M18psWni7WLWuiEiIqpNdTbJqQ6VSgWVyvKDZXu1aIBeLRpIz4UQKNDocSu/BDfzNcgq0OBWfgluFWhwK1+DrILS728av8/XQGcQyC/RIb9EZ7E4/T1UJi01QT7OkMlkFns/IiKi2lRnk5wGDRpAoVAgPT3d5Hh6ejoCAgKsFFXFZDIZ3FQOcFM5IMT3/ns9CSGgLtbhVn4Jsgo0KNDoUaTRo1irR6FGjyKtHkUa3e2vBhRpdSjS3DlnWu7OV3cnR3Rv6nM7qfFFWANXJjVERGS36mySo1Qq0blzZ2zduhUjRowAUDrweOvWrZgyZYp1g6shmUwGT2dHeDo7omlDa0dDRERUN9XZJAcAZs6ciQkTJqBLly7o1q0b3n//fRQUFODpp5+2dmhERERkZXU6yRk9ejQyMzMxb948pKWloUOHDti0aVO5wchERERU/9TpdXJqqrLz7ImIiMh2VPbzu85v60BERERUESY5REREZJeY5BAREZFdYpJDREREdolJDhEREdklJjlERERkl5jkEBERkV1ikkNERER2iUkOERER2aU6va1DTRkXe1ar1VaOhIiIiCrL+Ll9v00b6nWSk5eXBwAICgqyciRERERUVXl5efD09Lzr+Xq9d5XBYMD169fh7u4OmUxm7XDqDLVajaCgIFy9epV7ftUA67H6WHfmwXqsPtadeVS3HoUQyMvLQ2BgIOTyu4+8qdctOXK5HE2aNLF2GHWWh4cHf7nNgPVYfaw782A9Vh/rzjyqU4/3asEx4sBjIiIisktMcoiIiMguMcmhKlOpVHjjjTegUqmsHUqdxnqsPtadebAeq491Zx6Wrsd6PfCYiIiI7BdbcoiIiMguMckhIiIiu8Qkh4iIiOwSkxwiIiKyS0xyiIiIyC4xySGyAE5arD7WHdkC/hzaByY5JElLS8OhQ4eQmppq7VDqtOzsbOTn50vP+cey8m7evInMzEzo9XoArLvq0ul0AEr356Oqy83NRX5+vvTzx5/DqjP+7Bl/l62FSQ4BAF588UVERETg2WefRUREBP78809rh1QnTZ06FV27dsXw4cPx5JNP4saNG9z8tZImT56MiIgIDBo0CDExMbhw4QLrrhqmTZuGYcOGAcA9Ny6k8oQQmD59Oh544AEMHjwY48ePR15eHmQyGROdKpg5cyaeeOIJAIBCobBqLPwNqOeKi4sxZswYJCYm4vfff8e6devQr18/vPrqq9YOrU7Jz8/H8OHDceTIEXzxxRd48sknkZycjGHDhuHkyZPWDs/mvfTSS0hISMDatWsxa9YsaDQaPProo9i9e7e1Q6szzpw5g2HDhuGXX35BfHw8vvnmGwBszamsffv2oWPHjti/fz/+9a9/ISYmBocOHcLEiRMBsDWnMo4cOYIHH3wQX3/9NdatW4fNmzcDsHJrjqB67fjx4yI8PFxs2LBBOvbdd9+J/v37C41GY8XI6pbdu3eLNm3aiKNHj0rHUlNThaOjo5g4caK4du2aFaOzXQaDQRQUFIiuXbuK+fPnS8cLCwtFx44dxbhx48SFCxesGGHd8eOPP4q4uDixbds2MX36dBEQEMDf4UrS6XTilVdeEWPHjhV5eXnS8XXr1omwsDBx48YNK0ZXd3zyySdiwoQJYuPGjeKJJ54Q7dq1k84ZDAarxMSWnHrOYDDg3Llz0r4h+fn5ePfddxEUFIQvv/zSZGwJ3V1mZiauXLmCyMhIk2M+Pj7Ytm0bduzYYb3gbJhMJkN2djauXr2KTp06AQA0Gg2cnZ0xZ84cnDhxAhs3brRylLbN2FLTt29fzJo1C/369cO0adMgl8sxb948kzJUMYVCgf79++P555+Hm5ubdLyoqAjOzs5wd3dnS04l/OMf/8CsWbMwdOhQxMXF4datW1i2bBkA6/0MMsmpRxYtWoQZM2bgk08+gUajAQBERkZiyJAhePbZZzFs2DB4e3vD3d0d3t7emDdvHmJjY3Ho0CErR25bKqrHxo0bIzAwUPpQAYBVq1Zh3LhxcHJywh9//AGATd7r16+HWq2Wngsh0LhxY4SGhmLt2rUA7owjefzxx9G0aVNs374dmZmZVonXVpWtR2N9+fj4oHXr1gCAoKAgzJkzB++99x5SUlIgl8vr/c9eWX//OQSAmJgY9OnTB8Cd7pWbN2/C29sbLi4uHB/2NxX9HfT390dERAQAoEOHDpgwYQLeeecd5OXlQaFQWCfRsUr7EdWqs2fPijZt2oiIiAgxevRo4e3tLfr27Sv27NkjhBCiqKhIXLhwQfTr18+ky+DcuXOiWbNmYvXq1dYK3aZUVI99+vQRR44cEXq9XixfvlzIZDLRo0cP4eHhIZo3by7UarX43//+J7y9va0dvlVt375dhIeHC5lMJj755BPpuLEJ+/PPPxeOjo7i3LlzQojSn0khhNiyZYtwcnJid99td6vHimRmZoouXbqIESNG1FJ0tq+y9afX64UQQvzjH/8Qs2fPFkJYr7vF1tzt82Tfvn1CCNN6OnLkiGjXrp2YNGmSEOJOvdYmJjn1wNKlS0V0dLTQarVCCCFu3LghIiMjxahRo8T58+eFEEKcPHlStGzZUly5ckUIceeHsVGjRuKNN96wSty25m71+Pjjj4tLly4JIYTYsWOH+Oijj0zGOH300Ueic+fO4ubNm1aJ29pOnz4tRo8eLSZPniwmTZokgoODxfXr103KXLp0SfTq1UsMHDjQ5Pi5c+eEp6en2Lp1a22GbJMqU49/99tvvwmZTCZ27twphBBi8+bNIikpqTbCtTlVrb/CwkIRHBws/vzzT5Nr1Hf3+jwxjp8znisuLhYffvihcHd3F6dOnRJClP6NzMrKqrV42V1l53Q6HU6dOgU/Pz9pKl9AQABee+01pKSk4PPPPwcAeHh4IDk5GZcuXQJQ2gS+ZcsWBAQEYNCgQVaL31bcrx5XrVoFAHjggQfwwgsvSFN49Xo99uzZg/bt28PX19dq8VuTj48PHnzwQUyePBnvvvsu9Ho9li5dalImNDQU//d//4fdu3djyZIlUvfUjh070KJFC3Tt2tUaoduUytTj3w0YMACjR4/GhAkT0L17d4wYMQI5OTm1E7CNqWr97d69G3K5HD169MDp06fRr18/dO7cGWlpabUYtW2p7OeJg4MDhBBQqVQYOnQoevXqhdjYWPTq1QtDhw5FRkZG7QVda+kUWU1sbKwYNGiQ0Ol0QqfTSccnT54s+vXrJ44dOya0Wq145plnhFKpFBMnThTPPPOMcHd3Fy+//LLJa+qze9Vj//79xeHDh6Vj586dExcuXBDPPfecCA4OFtu2bRNC1N8m77LN1F988YVQqVQmM9GMPv30U+Hv7y9at24tHnvsMaFSqcTChQuFwWCot3VXVmXr0ej8+fPiwQcfFDKZTDz77LNCrVbXRpg2qzL1Z/w5e/fdd0X37t3FSy+9JBQKhRg3bly9rz8hKv930FjX586dE1FRUUImk4m4uLhar0MmOXbM+AO4fft2IZfLxZEjR4QQd5oSd+zYIZo1aya+//57IURp0+L//d//iWeeeUaMGzdOHDt2zCpx25rK1GPz5s3Fd999J73m448/Fi1bthRRUVHi+PHjtR6zLSqbpERFRYmHH35YqsOy9uzZIz744AMxffr0e36A11eVrcezZ8+Krl27irZt24qTJ0/WZog2rbL1169fPyGTyUTv3r1FYmJibYZok6rzd/DgwYOiZcuWokOHDlJ3VW1jklPHXb58WVy9elUIIcq1uBh/+IqKisQDDzwgjXco+0verFkzsWDBApPX1ceWG3PU45tvvik9v3Xrljh48KClw7YJlak7I2Od7dq1S8jlcvHrr79Kr8vIyKiFaG2XueoxMzNTCCFETk5OvUoSzf1z+M0334hffvnF0mHblBMnTohdu3ZVeK46fwdv3rwp/vrrLwtGfH9Mcuqwn3/+WchksnKzJ8r+gut0OpGWliZ27NghHB0dxYoVK6RmxKysLNG+fXvx4Ycf1mrctob1WH2VqTutVivS0tLKvTY2NlZ07txZ/PnnnyImJka8/vrr9XbxOnPXY3FxscVjtiXmrr+KWnbsWUlJiYiLixMymcxkhq0Q1f87aCvdy0xy6rD/+7//E927dxedOnUSP/zwgxDC9Ady+fLlQqlUSlPAFy5cKPz8/MSzzz4rdu3aJWbMmCHCwsLEmTNnrBK/rWA9Vl9l6k6lUokvv/yy3B+9vXv3CplMJmQymYiJianVGRe2hvVYM6y/6vvPf/4jXF1dRY8ePe7Z8ldX/w4yyamDjJnz5MmTxdSpU0VcXJzo3bu39L/gnJwcERsbKwIDA8VXX31l8kv9wQcfiN69e4uIiAgRGRkp9u/fb5V7sAWsx+qrSt3997//Nak7nU4nvvrqK+Ho6CiioqJMBmzXN6zHmmH91czZs2eFk5OTGDVqlHTswoULIjMzU5SUlAghhCgoKBBjxoyps38HmeTUUQaDQcTExIh9+/aJDRs2iDZt2ojly5cLIUp/sQ8ePGgyir3srAK9Xi+t61LfsR6rr6p1Z1RQUCDef//9+y5mV1+wHmuG9Vd9xcXFYv78+SIwMFCcOXNGjBkzRoSHh4sWLVqIIUOGSLNC9+/fL3Jzc6XX1aW/gw61N1mdquOHH36Al5cX2rZti0aNGgEoXXtFoVBAoVBAo9Gge/fuePTRR/H5559j//79iIiIwMyZM6FUKqXrGJd+N34fFhZW6/diTazH6jNX3Rm5uLhg2rRptX0bVsd6rBnWX839vQ5VKhWeeuoprFmzBm3atMHTTz+N999/H1lZWfjiiy8wa9YsfPLJJ+jWrZvJlgx16u+gtbMsqth///tf4efnJ7p16yYaNmwoevbsKX766SfpfFZWlggICJCaFGfMmCGcnJyEs7OzOHTokJWitj2sx+pj3ZkH67FmWH81V1Ed/vjjj0KI0kHHv/zyi3jrrbdMWmsOHDgg+vfvLyZPnmytsM2CSY6N0Wq14v333xetW7cWn332mSgpKRF79uwR48ePF0OGDJFmTaSmporRo0eLb7/9VkRERIgGDRqIhx56SLRq1Uqaulwfp4IbsR6rj3VnHqzHmmH91dz96tC4R5xarRZ5eXnlXv/AAw+IuLi42g7brLitg40pKChAZmYmJkyYgKeffhpKpRI9evRAmzZtoFarodVqAZQ203733XcYP348+vTpg/Pnz+Odd95BaGgoZsyYAQDSstv1Eeux+lh35sF6rBnWX83drw51Oh0AwN3dHW5ubiavvXXrFvLy8tCsWTNrhG42HJNjA86fP4/mzZtDJpPB09MTjz32GCIiIiCXy2EwGCCXyxEUFISCggKpbzkoKAjffvstwsLC0K1bNwCAl5cXRowYgby8PAghAAAymcxq91XbWI/Vx7ozD9ZjzbD+aq46dVhWcXExsrOz8frrr0MIgccee8wKd2FG1mxGqu/WrVsnQkNDRXh4uOjWrZv47LPPTM6XHcE+btw48dRTTwkhRIULphmn9dXHZlnWY/Wx7syD9VgzrL+aq24dlq2ndevWieeff174+vqKvn37iosXL9ZO8BbEJMdKtmzZIkJDQ8VHH30kNm3aJGbOnCkcHR3FqlWrpH5S46aERUVFon379uJ///tfuevUt1/kv2M9Vh/rzjxYjzXD+qs5c9Xh8ePHxVtvvSU2b95c27dgMUxyapnxfxkLFiwQnTt3NvmfyAsvvCC6dOki1q9fb/Ka1NRUERoaKs6dOyeEKN3VdcaMGbUXtA1iPVYf6848WI81w/qrOXPV4fTp02sv6FrGgce1zNgvfPr0aTRr1gyOjo7SALqFCxfCyckJv/zyC9LS0qTX/PnnnwgKCkKjRo0wbdo0tGnTBleuXIFWq5X6m+sb1mP1se7Mg/VYM6y/mjNXHaakpNhvHVozw6oPtmzZIqZOnSqWLVtmsuT1qlWrhLu7u9TEaszAV61aJVq2bCm2b98uhCjN1B9//HHh7e0tfH19Rdu2bevN7tZlsR6rj3VnHqzHmmH91RzrsOqY5FjI9evXxUMPPST8/PxEbGysiIiIEJ6entIPZlJSkmjcuLGYO3euEEJIC1kJIURAQIBYtmyZEKJ06fGHHnpINGnSRKxdu7bW78PaWI/Vx7ozD9ZjzbD+ao51WH1MciygoKBATJgwQYwePdpkT49u3bpJI9rVarVYuHChcHZ2FikpKUKIO/2rDzzwgHj22Wel19XXVTtZj9XHujMP1mPNsP5qjnVYMxyTYwEuLi7SniBhYWHSgktDhw7FmTNnIISAu7s7xo0bh06dOmHUqFG4cuUKZDIZUlJSkJGRgREjRkjX69y5s5XuxLpYj9XHujMP1mPNsP5qjnVYMzIh7HGkkfVptVo4OjoCgLQAU2xsLFxdXbFq1SqpXGpqKvr27QudTocuXbpg7969aNWqFdasWQN/f39rhW8zWI/Vx7ozD9ZjzbD+ao51WH1McmpRr169MHHiREyYMEHa0VUul+PChQtITEzE/v37ERkZiQkTJlg5UtvGeqw+1p15sB5rhvVXc6zDymGSU0suXbqEHj16YOPGjVJzoUajqXBZbbo71mP1se7Mg/VYM6y/mmMdVh7H5FiYMYf866+/4ObmJv1ALliwANOmTUNGRoY1w6szWI/Vx7ozD9ZjzbD+ao51WHXcoNPCjIs1HThwACNHjkR8fDwmTZqEwsJC/O9//4Ofn5+VI6wbWI/Vx7ozD9ZjzbD+ao51WA21PZ2rPioqKhLNmzcXMplMqFQq8e9//9vaIdVJrMfqY92ZB+uxZlh/Ncc6rBqOyaklDz74IFq0aIH33nsPTk5O1g6nzmI9Vh/rzjxYjzXD+qs51mHlMcmpJXq9HgqFwtph1Hmsx+pj3ZkH67FmWH81xzqsPCY5REREZJc4u4qIiIjsEpMcIiIisktMcoiIiMguMckhIiIiu8Qkh4iIiOwSkxwiIiKyS0xyiMgiduzYAZlMhpycHGuHQkT1FJMcIjKLvn37Yvr06dLzHj164MaNG/D09LRaTEy0iOo3btBJRBahVCoREBBg7TCIqB5jSw4R1dhTTz2FnTt3Yvny5ZDJZJDJZFi9erVJK8rq1avh5eWFDRs2IDw8HC4uLnjsscdQWFiIr776CqGhofD29saLL74IvV4vXbukpAQvvfQSGjduDFdXV0RFRWHHjh3S+StXrmD48OHw9vaGq6sr2rZti99//x2XL19Gv379AADe3t6QyWR46qmnAACbNm1Cr1694OXlBV9fXzz00EO4ePGidM3Lly9DJpPhu+++Q+/eveHs7IyuXbvi3LlzOHjwILp06QI3NzcMGTIEmZmZJvUwYsQILFiwAA0bNoSHhweef/55aDQay1U+Ed0VW3KIqMaWL1+Oc+fOoV27dnjzzTcBAKdOnSpXrrCwEB988AHWrl2LvLw8PProo3jkkUfg5eWF33//HZcuXcLIkSPRs2dPjB49GgAwZcoUnD59GmvXrkVgYCB++uknDB48GCdOnECLFi0wefJkaDQa7Nq1C66urjh9+jTc3NwQFBSEH3/8ESNHjkRSUhI8PDzg7OwMACgoKMDMmTPRvn175OfnY968eXjkkUdw9OhRyOV3/u/3xhtv4P3330dwcDCeeeYZjBs3Du7u7li+fDlcXFwwatQozJs3DytWrJBes3XrVjg5OWHHjh24fPkynn76afj6+uLtt9+25D8BEVXEmlugE5H9eOCBB8S0adOk59u3bxcARHZ2thBCiC+//FIAEBcuXJDKPPfcc8LFxUXk5eVJx2JiYsRzzz0nhBDiypUrQqFQiNTUVJP3GjBggJgzZ44QQoiIiAgxf/78CmP6ewx3k5mZKQCIEydOCCGESE5OFgDEZ599JpX59ttvBQCxdetW6diiRYtEeHi49HzChAnCx8dHFBQUSMdWrFgh3NzchF6vv2cMRGR+7K4iolrj4uKCZs2aSc/9/f0RGhoKNzc3k2MZGRkAgBMnTkCv16Nly5Zwc3OTHjt37pS6l1588UUsXLgQPXv2xBtvvIHjx4/fN47z589j7NixaNq0KTw8PBAaGgoASElJMSnXvn17k7gAICIiosJYjSIjI+Hi4iI9j46ORn5+Pq5evXrfuIjIvNhdRUS1xtHR0eS5TCar8JjBYAAA5OfnQ6FQIDExEQqFwqScMTF69tlnERMTg40bN2LLli1YtGgRli5diqlTp941juHDhyMkJASffvopAgMDYTAY0K5du3JjZ8rGJpPJKjxmjJWIbA9bcojILJRKpcmAYXPo2LEj9Ho9MjIy0Lx5c5NH2ZlbQUFBeP7557F+/XrMmjULn376qRQTAJO4bt26haSkJLz++usYMGAAWrdujezsbLPFfOzYMRQVFUnP9+3bJ40RIqLaxSSHiMwiNDQU+/fvx+XLl3Hz5k2ztHC0bNkSsbGxGD9+PNavX4/k5GQcOHAAixYtwsaNGwEA06dPx+bNm5GcnIzDhw9j+/btaN26NQAgJCQEMpkMGzZsQGZmJvLz8+Ht7Q1fX1+sWrUKFy5cwLZt2zBz5swax2qk0WgQFxeH06dP4/fff8cbb7yBKVOmmAxoJqLawd86IjKLl156CQqFAm3atEHDhg3LjW+pri+//BLjx4/HrFmzEB4ejhEjRuDgwYMIDg4GUNpKM3nyZLRu3RqDBw9Gy5Yt8fHHHwMAGjdujAULFuDVV1+Fv7+/lGysXbsWiYmJaNeuHWbMmIElS5aYJVYAGDBgAFq0aIE+ffpg9OjRePjhhzF//nyzXZ+IKk8mhBDWDoKIyB489dRTyMnJwc8//2ztUIgIbMkhIiIiO8Ukh4iIiOwSu6uIiIjILrElh4iIiOwSkxwiIiKyS0xyiIiIyC4xySEiIiK7xCSHiIiI7BKTHCIiIrJLTHKIiIjILjHJISIiIrv0/4M+NBQR1urrAAAAAElFTkSuQmCC", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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F+Oyzz4p1zpEjR2LcuHFwdnbG008/XZbpySrUmCJrJP0zqIiIiOg+Q4YMQVZWFlq1aoWIiAiMHz++2IsqWoqHhweWLl2Kdu3aoVGjRti1axd+/vlnVK5cGQDwzjvvICYmBjVr1oSXlxcAoFmzZvj++++xZs0aNGjQADNmzMA777xT7LFBgwYNgp2dHQYNGgQHB4eySs2MJHjdplhSU1Ph7u6OlJQUi07PPxxzG899HoWgKs7Y81onix2XiIjy3b17F1euXEFQUFC5fblaSqdOndCkSRNVrBZdUqYi6/Dhw2jWrFmRbYv6GZfk+5uXzxSm4ZgiIiIiWW5uLm7duoXp06ejTZs2Dy2ILImXzxTH2WdEREQm+/fvR9WqVXH48GF8/vnn5Xpu9hQpjOsUERHRg+zdu1fpEMpdp06dFLt6wp4ihcmzz1gTERERKYpFkcJMs89YFBERlS2O3VQvS/1sWRQpjNvBEhGVLdOKy5mZmQpHQmXF9LMt7eraHFOkMI1kGmjNv2CIiMqCVquFh4eHvB+Yk5NTmW8sSuVDCIHMzEwkJibCw8Oj1Kt8syhS2D/bfCgbBxGRmpl2b3/YRqlkmzw8POSfcWmwKLISnH1GRFR2JElC1apV4e3tjdzcXKXDIQuyt7e32D5wLIoUxp4iIqLyo9Vqy30jVbIdHGitMOneUGvWRERERMpiUaQw9hQRERFZBxZFCtPI6xSxKiIiIlISiyKF/bPNBxERESmJRZHC/tnmg2URERGRklgUKYw9RURERNaBRZHiuPcZERGRNWBRpLB/Zp+xKiIiIlISiyKF/TP7TOFAiIiIKjgWRQqTB1orGgURERGxKFIYL58RERFZBxZFCuM2H0RERNaBRZHCuM0HERGRdWBRZCUE+4qIiIgUxaJIYRpNfleRkTURERGRolgUKcw0+4wdRURERMpiUaSwf7b5YFVERESkJBZFCpO4zQcREZFVYFGkMG4IS0REZB1YFCnMVBQZ2VVERESkKBZFCuPlMyIiIuvAokhhkvTwNkRERFT2WBQprGBNxP3PiIiIlMOiSGFSga4i1kRERETKYVGkMLOeIsWiICIiIhZFCtMU6CniDDQiIiLlsChSWoGuItZEREREymFRpLCCs8+41QcREZFyWBQpzHz2mWJhEBERVXgsihQmcaEim5KSmYsNR/9GTp5R6VCIiMjC7JQOoKJjT5FtmbzuBHadTcC5+DS80bOu0uEQEZEFsadIYZx9ZjtOx6Vg19kEAMDqqBgkpt1VOCIiIrIkFkUKMx9oTdZs0Z6L8v/fzTVi8d5LCkZDRESWxqLIinCbD+t1ISENv5yKBwC81bseAOCbg7GIT2FvERGRWrAoUhh7imzDZ3svQQjg8fq+eLFdIFoFVkJOnhGf7b348BcTEZFNYFGkMAnc+8zaxSRlYOPx6wCAcV1CIEkSJnavDQBYc+garidnKRkeERFZCIsihUnc/MzqLd57CUYBdAn1RoNq7gCAsJqVERZcGTkGIxbuZm8REZEaKFYUxcTEYMSIEQgKCoKjoyNq1qyJmTNnIicnx6zdX3/9hcceewwODg7w9/fHBx98cN+x1q1bh9DQUDg4OKBhw4bYunWr2fNCCMyYMQNVq1aFo6MjunXrhgsXLpRpfsXF2WfW7XpyFtYf/RsAENE5xOy5ST3ye4vW/XkN125nlntsRERkWYoVRefOnYPRaMQXX3yB06dPY968efj888/xxhtvyG1SU1PRo0cP1KhRA0eOHMGHH36IWbNmYcmSJXKbAwcOYNCgQRgxYgSOHTuGvn37om/fvjh16pTc5oMPPsAnn3yCzz//HAcPHoSzszPCw8Nx967yg2TZUWTdPt97CXlGgXYhldG8hqfZcy0DK+GxWlWQZxT4JNI6imwiInp0krCiKU8ffvghFi9ejMuXLwMAFi9ejDfffBPx8fHQ6XQAgKlTp+Knn37CuXPnAAADBgxARkYGNm/eLB+nTZs2aNKkCT7//HMIIeDn54fJkyfjtddeAwCkpKTAx8cHK1euxMCBA4sVW2pqKtzd3ZGSkgI3NzeL5SyEQNC0/J6tI9O7obKL3mLHptJJSL2Lxz7Yg5w8I9aMaoM2wZXva3Ms9g6e/uwAtBoJuyZ1RFAVZwUiJSKiBynJ97dVjSlKSUlBpUqV5PtRUVHo0KGDXBABQHh4OKKjo3Hnzh25Tbdu3cyOEx4ejqioKADAlStXEB8fb9bG3d0drVu3ltsUJjs7G6mpqWa3slBwmw+rqU4JALB032Xk5BnRMtATrYMqFdqmaYAnuoR6w2AU+JS9RURENs1qiqKLFy/i008/xejRo+XH4uPj4ePjY9bOdD8+Pr7INgWfL/i6wtoUZs6cOXB3d5dv/v7+j5hZ8VlPnx3dSs/GNwdjAQDjutQqco+6id3yxxb9dPw6Liaml0t8RERkeRYviqZOnQpJkoq8mS59mVy/fh2PP/44nnvuObz00kuWDumRTJs2DSkpKfLt2rVrZXYu0/etFV3JrPC+/P0KsnINaFTdHR1qVSmybcPq7uhezwdGASxgbxERkc2y+IawkydPxrBhw4psExwcLP9/XFwcOnfujLZt25oNoAYAX19fJCQkmD1muu/r61tkm4LPmx6rWrWqWZsmTZo8MEa9Xg+9vnzG92gkCQYhePnMSqRk5mJ11FUAwCsP6SUymditNnaeScDmv+IwrnMI6vi6lnWYRERkYRbvKfLy8kJoaGiRN9MYoevXr6NTp05o3rw5VqxYAY3GPJywsDDs27cPubm58mM7d+5EnTp14OnpKbeJjIw0e93OnTsRFhYGAAgKCoKvr69Zm9TUVBw8eFBuozTTVy47iqzDigNXkJ6dh1BfV3QN9S7Wa+r5uaFnQ18IAczfdb6MIyQiorKg2JgiU0EUEBCAjz76CDdv3kR8fLzZOJ/nn38eOp0OI0aMwOnTp7F27VosWLAAkyZNktuMHz8e27Ztw8cff4xz585h1qxZ+PPPPzFu3DgA+QOZJ0yYgPfeew+bNm3CyZMnMWTIEPj5+aFv377lnXah5Mtn7CtSXNrdXKzYHwMgf/VqjebhvUQmE7rVhiQBv5yKx+m4lDKKkIiIyorFL58V186dO3Hx4kVcvHgR1atXN3vONLbG3d0dO3bsQEREBJo3b44qVapgxowZGDVqlNy2bdu2+PbbbzF9+nS88cYbqFWrFn766Sc0aNBAbjNlyhRkZGRg1KhRSE5ORvv27bFt2zY4ODiUT7IPkb/Vh2BPkRX4+o9YpGTloqaXM55oUPXhLyigto8r+jTyw6YTcZi38wKWDW1RRlESEVFZsKp1iqxZWa1TBAC1p/+CnDwj9k/tgmoejhY9NhVfVo4B7f9vN25l5GBu/8Z4pln1h7/oXy4mpqPHvF9hFMCmce3QqLqH5QMlIqJis9l1iioq0wUao5H1qZK+PRSLWxk5CKjkhCcb+z3SMUK8XdC3STUAwLydHFtERGRLWBRZAdP+Z1m5BoUjqbju5hqwZN8lAMDLnWrCTvvoH41Xu9aCViNhT/RNHLl6x1IhEhFRGWNRZAUaVc/fef3zvZcUjqTi+uHI30hIzUZVd4dHumxWUGAVZzzbLL+3iDPRiIhsB4siK/BGz7oAgA3HrrNnQQG5BiMW3ytIx3SsCZ1d6T8Wr3SpBTuNhN8uJOHQldulPh4REZU9FkVWoLG/B/q3yO+dePvn0xxbVM5+PHYd15OzUMVFjwEtLbOdi38lJ/S/d6y5O6MtckwiIipbLIqsxOvhoXDV2+Gvv1Pww5G/lQ6nwjAYBT7bcxEAMLpDMBzstRY7dkTnEOi0Gvxx+TYOXEqy2HGJiKhssCiyEl6uerzatRYA4IPt55B6N/chryBL2PxXHGJuZcLTyR7Ptw6w6LGreThiYKv83qJ5O89zbzsiIivHosiKDG0biGAvZySl5+CTXdxYtKwZjQILd+f3Eo1oHwRnveXXMo3oHAKdnQaHY+7gtwvsLSIismYsiqyIzk6DGb3rAQBWHojBxcR0hSNStx1n4nEhMR2uDnYY0jawTM7h4+aA/7SuAQCYy94iIiKrxqLIynSq442uod7IMwq8s/kMv0TLiBACn97rJRreNhBuDvZldq4xnYLhYK/B8WvJ2Bt9s8zOQ0REpcOiyAq91bsedFoN9p2/iciziUqHo0p7ohNxOi4VzjothrcLKtNzebs6YGhYIAD2FhERWTMWRVYosIozXmyf/0X97pYzyM7jSteWJITAJ5H5vUT/CasBT2ddmZ9zVIdgOOm0OHk9BTvPJJT5+YiIqORYFFmpcV1C4O2qx9Vbmfjy9ytKh6MqBy7dwvFrydDbaTCyfXC5nLOyix7D2wUCAObtusC1qIiIrBCLIivlorfD1CdCAQALd19EQupdhSNSj08i82f2DWoVAC9Xfbmd96XHguGit8PZG6nYdjq+3M5LRETFw6LIivVtUg1NAzyQmWPA//1yTulwVOHQlds4eOU2dFoNRncsn14iEw8nnXxZdN7O8zCwt4iIyKqwKLJiGo2EWX3qA+C+aJay8N7q1f1aVEdVd8dyP/+I9kFwc7DDhcR0bDl5o9zPT0RED8aiyMpxXzTLOX4tGfvO34RWI2Fsx5qKxODuaI+XHsvvoZq/6zzyDEZF4iAiovuxKLIB3BfNMkyrV/dtUg3+lZwUi2NYu0B4ONnj8s0MbDoRp1gcRERkjkWRDeC+aKV3Ji4Vu84mQJKAiM7K9BKZuDrYY3SH/BgWRF5gbxERkZVgUWQjuC9a6Szam99L1LuRH4K9XBSOBhgSVgOVnXW4eisTG45eVzocIiICiyKbwX3RHt3FxDRsvTeoWeleIhNnvR3G3BvX9MnuC8jJY28REZHSWBTZEO6L9mg+23MJQgDh9X0Q6uumdDiy/7SpAS9XPf6+k8WxYkREVoBFkY2Z3rse7LUS90Urpqu3MrDx3mDmcZ1rKRyNOUedFi93yu8tWrj7ArdzISJSGIsiGxNUxRkj7m1NwX3RHm7x3kswGAU61fFCw+ruSodzn0GtAuDr5oC4lLtYe/ia0uEQEVVoLIpsUMF90Zb/HqN0OFbrenIW1h/Nvyz1SpcQhaMpnIO9FhH3Ylu05yLu5rLIJSJSCosiG+Sit8N/H8/fF+3T3Re4L9oDLPn1EnINAm1rVkbzGpWUDueB+reojmoejkhIzcY3B2OVDoeIqMJiUWSjnm7KfdGKkph6F9/duxw1zkp7iUz0dlo5xsV7LyIzJ0/hiIiIKiYWRTaK+6IVbelvl5GTZ0TzGp4IC66sdDgP1a95dfhXckRSeg6+/uOq0uEQEVVILIpsWGN/DzzXnPui/dvtjBx8/Uf+ZahXuoRAkiSFI3o4e60Gr3bJnx33+a+XkZ7N3iIiovLGosjGTXmc+6L92/LfryAr14CG1dzRsbaX0uEU29NNqyGoijNuZ+Rg1YEYpcMhIqpwWBTZOO6LZi4lK1cuKMbZSC+RiZ1Wg/H3fpZL9l1GWgX/WRIRlTcWRSrAfdH+sepADNKy8xDq64rudX2UDqfE+jT2Q00vZ6Rk5XK5BSKicsaiSAW4L1q+9Ow8LN9/BQAQ0TkEGo3t9BKZaDUSJnSrDQBY9vtlpGSyt4iIqLywKFIJ7osGfP3HVSRn5iK4ijN6NqyqdDiPrFfDqqjj44q0u3n48vfLSodDRFRhsChSkYq8L1pWjgHLfssvIF7uHAKtDfYSmWg0EiZ2zx9btHx/DO5k5CgcERFRxcCiSEUq8r5oaw7HIik9B/6VHPFUEz+lwym18Pq+qO/nhvTsPCz5jb1FRETlgUWRylTEfdGy8wz44tf8wmFsxxDYa23/11qSJEy8N7Zo5f4YJKVnKxwREZH62f63B5mpiPui/XDkb8Sn3kVVdwc827ya0uFYTNe63mhc3R1ZuQZ88eslpcMhIlI9FkUqVJH2Rcs1GLF4b37BMLpDMPR2WoUjshxJkjCxe35v0eqoq0isAAUuEZGSWBSpUEXaF23j8Tj8fScLVVx0GNgqQOlwLK5jbS80C/BAdp4Rn+1lbxERUVliUaRSFWFfNINR4LM9FwEALz0WDAd79fQSmUiShEnd6wAAvj0UixspWQpHRESkXiyKVEzt+6JtOXkDl5My4OFkj/+0qaF0OGWmXUhltAqqhJw8Iz7bw94iIqKywqJIxdS8L5rRKLBod34v0Yh2QXDW2ykcUdnJ7y3KH1u05nAs/r6TqXBERETqxKJI5dS6L9qOMwmITkiDq94OQ9oGKh1OmWsTXBlta1ZGrkFg0b1LhkREZFksilROjfuiCSGwcE9+gTe0bSDcHe0Vjqh8mHqL1v35N2JvsbeIiMjSWBRVAGrbF23v+Zs4dT0VTjotXmwfpHQ45aZFYCV0qO2FPKPAJ7vV0+tHRGQtWBRVEGrZF00IgU8j8wuC/7SpgUrOOoUjKl+m3qINR//GlaQMhaMhIlIXFkUVhFr2RYu6dAtHY5Oht9Ng5GMVp5fIpIm/B7qGesMogE8i2VtERGRJLIoqEDXsi/bpvRlng1oFwNvVQeFolGFa5fqn49dxMTFN4WiIiNSDRVEFYuv7ov0ZcxtRl2/BXithVIdgpcNRTINq7uhRzwdCAPNVNKOQiEhpVlEUZWdno0mTJpAkCcePHzd77q+//sJjjz0GBwcH+Pv744MPPrjv9evWrUNoaCgcHBzQsGFDbN261ex5IQRmzJiBqlWrwtHREd26dcOFCxXzy8SW90Uz9RL1a14dfh6OCkejLFNv0ZaTN3AuPlXhaIiI1MEqiqIpU6bAz8/vvsdTU1PRo0cP1KhRA0eOHMGHH36IWbNmYcmSJXKbAwcOYNCgQRgxYgSOHTuGvn37om/fvjh16pTc5oMPPsAnn3yCzz//HAcPHoSzszPCw8Nx965t9ZRYgq3ui/bX38n49fxNaDUSxnYMUTocxdWt6oZeDavm9xbtrJgFPhGRpSleFP3yyy/YsWMHPvroo/ue++abb5CTk4Ply5ejfv36GDhwIF599VXMnTtXbrNgwQI8/vjjeP3111G3bl28++67aNasGRYuXAggv5do/vz5mD59Op566ik0atQIq1evRlxcHH766afyStOq2OK+aAvv9RI91cQPAZWdFI7GOozvVguSBGw7HY9T11OUDoeIyOYpWhQlJCTgpZdewldffQUnp/u/6KKiotChQwfodP9Muw4PD0d0dDTu3Lkjt+nWrZvZ68LDwxEVFQUAuHLlCuLj483auLu7o3Xr1nKbisiW9kU7eyMVO84kQJKAlzuxl8ikto8rnmyc38PKsUVERKWnWFEkhMCwYcMwZswYtGjRotA28fHx8PHxMXvMdD8+Pr7INgWfL/i6wtoUJjs7G6mpqWY3NbGlfdFM21r0bFgVId4uCkdjXV7tWgsaCdh1NgEnriUrHQ4RkU2zeFE0depUSJJU5O3cuXP49NNPkZaWhmnTplk6BIuYM2cO3N3d5Zu/v7/SIVmcLeyLdulmOracvAEAGNeZvUT/VtPLBX2bVgMAzNt1XuFoiIhsm8WLosmTJ+Ps2bNF3oKDg7F7925ERUVBr9fDzs4OISH5X3gtWrTA0KFDAQC+vr5ISEgwO77pvq+vb5FtCj5f8HWFtSnMtGnTkJKSIt+uXbv2qG+J1bKFfdEW7bkIIYDu9XxQt6qb0uFYpfFda0GrkbA3+qbNDJwnIrJGFi+KvLy8EBoaWuRNp9Phk08+wYkTJ3D8+HEcP35cnka/du1azJ49GwAQFhaGffv2ITf3n0s7O3fuRJ06deDp6Sm3iYyMNIth586dCAsLAwAEBQXB19fXrE1qaioOHjwotymMXq+Hm5ub2U2NCu6L9q6V7YsWeysTG4/HAQBe6cJeogepUdkZ/ZrlD5yft5O9RUREj0qxMUUBAQFo0KCBfKtdO3/dlZo1a6J69fx/4J9//nnodDqMGDECp0+fxtq1a7FgwQJMmjRJPs748eOxbds2fPzxxzh37hxmzZqFP//8E+PGjQMASJKECRMm4L333sOmTZtw8uRJDBkyBH5+fujbt2+5522NTPui/Xr+Jnafs5590Rb/egkGo0DH2l5oVN1D6XCs2rguIbDXSvj9YhIOXr6ldDhERDZJ8Sn5RXF3d8eOHTtw5coVNG/eHJMnT8aMGTMwatQouU3btm3x7bffYsmSJWjcuDF++OEH/PTTT2jQoIHcZsqUKXjllVcwatQotGzZEunp6di2bRscHCrmNhH/VnBftHc2W8e+aDdSsvDDkfxLluwlejj/Sk7o3yJ/3BvHFhERPRpJWNP1EiuWmpoKd3d3pKSkqPJSWnp2Hrp8tBeJadn47+OhGNuppqLxzNp0GisPxKBNcCWsGfXgy5z0j7jkLHT6cC9yDEZ8O7I12oZUUTokIiLFleT726p7iqj8FNwXbaHC+6Ilpt3Fd4diAQCvdqmlWBy2xs/DEc+3DgAAzN153qrGhxER2QIWRSQz7YuWofC+aF/+dgXZeUY0C/BAWM3KisVhi8Z2qgm9nQZ/Xr2D3y4kKR0OEZFNYVFEsn/vi3Y0tvynd9/OyMFXf1wFALzSpRYkSSr3GGyZj5sD/tOmBgDgY/YWERGVCIsiMlNwX7RZm8p/X7QV+68gM8eABtXc0KmOV7meWy3GdKwJR3stTlxLxp5o65lNSERk7VgU0X2U2hctJSsXK/fHAADGdWYv0aPyctVjSNv83iKOLSIiKj4WRXQfpfZFW30gBmnZeajt44Ie9Xwe/gJ6oNEdasJZp8Wp6/mb6RIR0cOxKKJCFdwX7dPIst8XLSM7D1/uvwIAiOgcAo2GvUSlUclZh+HtggDkr3Jd3pdBiYhsEYsiKlTBfdFW7C/7fdG+OXgVyZm5CKrijN6N/Mr0XBXFyMeC4Kq3w7n4NGw7Ha90OEREVo9FET1Qee2LdjfXgCX78nuJXu5UE1r2ElmEh5MOL7b/p7fIwN4iIqIisSiiIpXHvmhrDsUiKT0b1T0d0bdptTI5R0U14rEguDnY4UJiOjb/Fad0OEREVo1FERWprPdFy84z4It9lwHkLzxor+WvpCW5OdhjVIf8n9+CXReQZzAqHBERkfXiNxA91LguIfB21ePqrUws/z3GosfecPQ6bqTchY+bHv3urY9EljWsXRA8nexxOSkDG4+zt4iI6EFYFNFDldW+aLkGIz7bexFA/hRyvZ3WIsclcy56O4zumL/B7ye7LyCXvUVERIViUUTFUhb7om06Hodrt7NQxUWHQa0CLHJMKtyQsBqo7KzD1VuZ+PHodaXDISKySiyKqFgsvS+awSiw6F4v0cjHguGoYy9RWXLS2WFsp/zeogWRF5CTx94iIqJ/Y1FExWbJfdG2nryByzcz4O5oL29gSmXrP21qwMtVj+vJWVh35JrS4RARWR0WRVQiltgXzWgUWLg7v5foxXZBcNHbWTJEegAHey0i7vUWLdx9EXdzLTuTkIjI1rEoohKxxL5ou84mIDohDa56OwxrF2jhCKkoA1sFoKq7A26k3MXaw+wtIiIqiEURlVhp9kUTQmDhnvxeoiFta8Dd0b4sQqQHcLDXIqJzCABg0R72FhERFcSiiEqsNPui/Xr+Jv76OwWO9lq8eG/DUipf/Vv4o5qHIxLTsvH1H1eVDoeIyGqwKKJH8ij7ogkh8Om9sUT/aROAyi76sg6TCqGz0+CVLvm9RZ//egmZOXkKR0REZB1YFNEjK+m+aH9cvo0jV+9AZ6fBS48Fl0OE9CDPNq+OgEpOSErPwVdR7C0iIgJYFFEplHRftE93548/GtjSH95uDmUeHz2YvVYjD5j//NdLSM9mbxEREYsiKpXi7ot25OptHLh0C/ZaSd5ygpTVt4kfgqs4405mLlYdiFE6HCIixbEoolIp7r5opnWJnm1WHdU8HMstPnowO60G47vl9xYt2Xf5kZZXICJSExZFVGoP2xft5N8p2BN9ExoJ8lYTZB16N/JDLW8XpGTlYvnvV5QOh4hIUSyKqNQeti/awj35Y4mealINNSo7l3t89GBajYQJ3WoDyO8tOnEtWdmAiIgUxKKILOJB+6JFx6dh++kESBIQ0Zm9RNboiQa+aBdSGZk5BgxZfghnb6QqHRIRkSJYFJHFFLYv2qJ7q1f3bFAVId6uSoZHD6DRSPhicAs0DfBASlYuBn95EJdvFn9BTiIitWBRRBbz733R/vo7GZv/igMAeWsJsk4uejusHNYK9aq6ISk9By8sO4hrtzOVDouIqFyxKCKLKrgv2gvLDsIogG51fVDPz03p0Ogh3J3s8dWIVgjxdsGNlLt4YdnBB84mJCJSIxZFZFEF90VLu5u/IOC4LuwlshWVXfT4ekRrBFRyQuztTLyw7CBupWcrHRYRUblgUUQWZ9oXDQAeq1UFTfw9lA2ISsTX3QHfjGyNqu4OuJiYjsFfHkJKFtcwIiL1Y1FEZeKDfo3wSpcQ/N+zjZQOhR6BfyUnfD2yNaq46HDmRiqGrTiEDG4FQkQqx6KIykRlFz0m96gDP65ebbNqerngqxGt4e5oj2OxyRi56k/czS16fzsiIlvGooiIHqhuVTesfrEVXPR2iLp8C2O+PoKcPKPSYRERlQkWRURUpMb+Hlg+rCUc7DXYG30T49ccQ56BhRERqQ+LIiJ6qFZBlbBkcAvotBr8cioeU374S161nIhILVgUEVGxdKjthYXPN4VWI2HDset4a+MpCMHCiIjUg0URERVbj/q+mNu/MSQJ+OZgLP639SwLIyJSDRZFRFQiTzWphvefaQgAWPrbFSyIvKBwRERElsGiiIhKbEDLAHnl8vm7LmDJvksKR0REVHosiojokbzYPgivh9cBAPxv6zl89cdVhSMiIiodFkVE9MgiOofg5U41AQBv/XQK64/8rXBERESPjkUREZXK6+F1MKxtYP7//3ACW0/eUDYgIqJHxKKIiEpFkiTM6F0PA1r4wyiAV787ht3nEpQOi4ioxFgUEVGpaTQS/vdMQ/Rp7Ic8o8CYr4/iwMUkpcMiIioRFkVEZBFajYS5/RujW10f5OQZMXL1nzhy9Y7SYRERFRuLIiKyGHutBgufb4rHalVBZo4Bw1YcwqnrKUqHRURULCyKiMiiHOy1+GJwc7QM9ETa3TwMWX4IFxLSlA6LiOihWBQRkcU56ezw5bCWaFTdHbczcvDCsoO4eitD6bCIiIqkeFG0ZcsWtG7dGo6OjvD09ETfvn3Nno+NjUWvXr3g5OQEb29vvP7668jLyzNrs3fvXjRr1gx6vR4hISFYuXLlfedZtGgRAgMD4eDggNatW+PQoUNlmBURuTnYY9XwVqjj44rEtGw8v/Qg4pKzlA6LiOiBFC2K1q9fj8GDB2P48OE4ceIE9u/fj+eff15+3mAwoFevXsjJycGBAwewatUqrFy5EjNmzJDbXLlyBb169ULnzp1x/PhxTJgwASNHjsT27dvlNmvXrsWkSZMwc+ZMHD16FI0bN0Z4eDgSExPLNV+iisbTWYevRrZCUBVnXE/OwgvLDiIx7a7SYRERFUoSCm1xnZeXh8DAQLz99tsYMWJEoW1++eUX9O7dG3FxcfDx8QEAfP755/jvf/+LmzdvQqfT4b///S+2bNmCU6dOya8bOHAgkpOTsW3bNgBA69at0bJlSyxcuBAAYDQa4e/vj1deeQVTp04tVrypqalwd3dHSkoK3NzcSpM6UYUTl5yF5z6PwvXkLNTxccWaUW3g6axTOiwiqgBK8v2tWE/R0aNHcf36dWg0GjRt2hRVq1bFE088YVbcREVFoWHDhnJBBADh4eFITU3F6dOn5TbdunUzO3Z4eDiioqIAADk5OThy5IhZG41Gg27dusltCpOdnY3U1FSzGxE9Gj8PR3z7Umt4u+oRnZCGoSsOIfVurtJhERGZUawounz5MgBg1qxZmD59OjZv3gxPT0906tQJt2/fBgDEx8ebFUQA5Pvx8fFFtklNTUVWVhaSkpJgMBgKbWM6RmHmzJkDd3d3+ebv71+6hIkquBqVnfHNyNao5KzDX3+nYMTKw8jMyXv4C4mIyonFi6KpU6dCkqQib+fOnYPRaAQAvPnmm3j22WfRvHlzrFixApIkYd26dZYOq8SmTZuGlJQU+Xbt2jWlQyKyebV8XLH6xVZwdbDD4Zg7GP3VEdzNNSgdFhERAMDO0gecPHkyhg0bVmSb4OBg3LiRv2lkvXr15Mf1ej2Cg4MRGxsLAPD19b1vllhCQoL8nOm/pscKtnFzc4OjoyO0Wi20Wm2hbUzHKIxer4dery8yDyIquQbV3LFyeCsM/vIgfruQhHHfHsPi/zSDvVbxybBEVMFZ/F8hLy8vhIaGFnnT6XRo3rw59Ho9oqOj5dfm5uYiJiYGNWrUAACEhYXh5MmTZrPEdu7cCTc3N7mYCgsLQ2RkpFkMO3fuRFhYGADI5yrYxmg0IjIyUm5DROWreQ1PLBvaAno7DXadTcCk70/AYFRkzgcRkUyxP83c3NwwZswYzJw5Ezt27EB0dDTGjh0LAHjuuecAAD169EC9evUwePBgnDhxAtu3b8f06dMREREh9+KMGTMGly9fxpQpU3Du3Dl89tln+P777zFx4kT5XJMmTcLSpUuxatUqnD17FmPHjkVGRgaGDx9e/okTEQCgbc0q+Pw/zWGvlfDziThM2/AXjCyMiEhJQkE5OTli8uTJwtvbW7i6uopu3bqJU6dOmbWJiYkRTzzxhHB0dBRVqlQRkydPFrm5uWZt9uzZI5o0aSJ0Op0IDg4WK1asuO9cn376qQgICBA6nU60atVK/PHHHyWKNSUlRQAQKSkpJc6TiB5sy19xImjqZlHjv5vFzI2nhNFoVDokIlKRknx/K7ZOka3hOkVEZWf9kb8xed0JAEBE55p4PTxU4YiISC1sYp0iIiKTZ5tXx7t9GwAAFu25hEV7LiocERFVRCyKiMgqDG5TA2/2rAsA+HB7NFbsv6JwRERU0bAoIiKr8VKHYEzoVgsA8PbPZ7D2cKzCERFRRcKiiIisyviutTCqQzAAYOqGk9h4/LrCERFRRcGiiIisiiRJmPZEKF5oHQAhgEnfn8CO0w/ekoeIyFJYFBGR1ZEkCe8+1QDPNK0Gg1Fg3LfHsO/8TaXDIiKVY1FERFZJo5HwQb9GeKKBL3IMRoz66k8cunJb6bCISMVYFBGR1bLTarBgYFN0quOFu7lGvLjyME5cS1Y6LCJSKRZFRGTVdHYafP6f5ggLroz07DwMWX4IZ2+kKh0WEakQiyIisnoO9losG9oCzQI8kJKVi8FfHsTlm+lKh0VEKsOiiIhsgrPeDiuGt0K9qm5ISs/BC8sO4trtTKXDIiIVYVFERDbD3dEeX41ohRBvF9xIuYsXlh1EfMpdpcMiIpVgUURENqWyix7fjGyNgEpOiL2diWkb/lI6JCJSCRZFRGRzfNwcsPD5pgCAP2PuQAihcEREpAYsiojIJoX6usFeKyEtOw9xvIRGRBbAooiIbJLOToPgKi4AgPPxaQpHQ0RqwKKIiGxWHV9XAMA5FkVEZAEsiojIZpmKovMJLIqIqPRYFBGRzarjw54iIrIcFkVEZLNMPUWXEtORZzAqHA0R2ToWRURks6p5OMJJp0WOwYiYWxlKh0NENo5FERHZLI1GQu17l9Ci47kXGhGVDosiIrJpdeSiKFXhSIjI1rEoIiKbZhpXFM0ZaERUSiyKiMim/TMtn5fPiKh0WBQRkU0zFUUxtzKQlWNQOBoismUsiojIplVx0aOysw5CABcT2VtERI+ORRER2bza8iKOHGxNRI+ORRER2Txu90FElsCiiIhsHjeGJSJLYFFERDaPPUVEZAksiojI5pnGFCWkZiM5M0fhaIjIVrEoIiKb56K3Q3VPRwBANC+hEdEjYlFERKpg2u6Dl9CI6FGxKCIiVajNwdZEVEosiohIFUI52JqISolFERGpwj8LOKZBCKFwNERki1gUEZEq1PRygZ1GQtrdPMSn3lU6HCKyQSyKiEgVdHYaBFVxBsBxRUT0aFgUEZFqmAZbn2dRRESPgEUREalG6L1xRdEcbE1Ej4BFERGphqmniAs4EtGjYFFERKphmpZ/ITEdBiNnoBFRybAoIiLV8Pd0gqO9Fjl5RsTcylA6HCKyMSyKiEg1NBoJtX1cAHCwNRGVHIsiIlKVgos4EhGVBIsiIlKVOtzug4geEYsiIlIVU1HEaflEVFIsiohIVercu3wWk5SBu7kGhaMhIlvCooiIVMXLVQ9PJ3sYBXAxMV3pcIjIhihaFJ0/fx5PPfUUqlSpAjc3N7Rv3x579uwxaxMbG4tevXrByckJ3t7eeP3115GXl2fWZu/evWjWrBn0ej1CQkKwcuXK+861aNEiBAYGwsHBAa1bt8ahQ4fKMjUiUogkSfJgay7iSEQloWhR1Lt3b+Tl5WH37t04cuQIGjdujN69eyM+Ph4AYDAY0KtXL+Tk5ODAgQNYtWoVVq5ciRkzZsjHuHLlCnr16oXOnTvj+PHjmDBhAkaOHInt27fLbdauXYtJkyZh5syZOHr0KBo3bozw8HAkJiaWe85EVPZCOdiaiB6FUMjNmzcFALFv3z75sdTUVAFA7Ny5UwghxNatW4VGoxHx8fFym8WLFws3NzeRnZ0thBBiypQpon79+mbHHjBggAgPD5fvt2rVSkRERMj3DQaD8PPzE3PmzCl2vCkpKQKASElJKVmiRFTuvv4jRtT472Yx5MuDSodCRAoryfe3Yj1FlStXRp06dbB69WpkZGQgLy8PX3zxBby9vdG8eXMAQFRUFBo2bAgfHx/5deHh4UhNTcXp06flNt26dTM7dnh4OKKiogAAOTk5OHLkiFkbjUaDbt26yW0Kk52djdTUVLMbEdkG02Br9hQRUUkoVhRJkoRdu3bh2LFjcHV1hYODA+bOnYtt27bB09MTABAfH29WEAGQ75susT2oTWpqKrKyspCUlASDwVBoG9MxCjNnzhy4u7vLN39//1LnTETlw7Qx7I2Uu0jJylU4GiKyFRYviqZOnQpJkoq8nTt3DkIIREREwNvbG7/99hsOHTqEvn37ok+fPrhx44alwyqxadOmISUlRb5du3ZN6ZCIqJjcHOzh5+4A4NF7i7aduoFdZxIsGRYRWTk7Sx9w8uTJGDZsWJFtgoODsXv3bmzevBl37tyBm5sbAOCzzz7Dzp07sWrVKkydOhW+vr73zRJLSMj/R8rX11f+r+mxgm3c3Nzg6OgIrVYLrVZbaBvTMQqj1+uh1+uLlTMRWZ86vq6IS7mLc/FpaBlYqUSvvZ2Rg4hvj0ECcGR6d7g72ZdNkERkVSzeU+Tl5YXQ0NAibzqdDpmZmfkBaMxD0Gg0MBqNAICwsDCcPHnSbJbYzp074ebmhnr16sltIiMjzY6xc+dOhIWFAQB0Oh2aN29u1sZoNCIyMlJuQ0TqY5qWf/EReoouJqbDYBTIMwqc+DvZwpERkbVSbExRWFgYPD09MXToUJw4cQLnz5/H66+/Lk+xB4AePXqgXr16GDx4ME6cOIHt27dj+vTpiIiIkHtxxowZg8uXL2PKlCk4d+4cPvvsM3z//feYOHGifK5JkyZh6dKlWLVqFc6ePYuxY8ciIyMDw4cPVyR3Iip7Nb1dAAAXb5Z8AcdLBV5zLDbZUiERkZWz+OWz4qpSpQq2bduGN998E126dEFubi7q16+PjRs3onHjxgAArVaLzZs3Y+zYsQgLC4OzszOGDh2Kd955Rz5OUFAQtmzZgokTJ2LBggWoXr06li1bhvDwcLnNgAEDcPPmTcyYMQPx8fFo0qQJtm3bdt/gayJSj1r3iqILCSUvii4XLIqu3bFYTERk3SQhhFA6CFuQmpoKd3d3pKSkyGOgiMh6pd7NRaNZOwAAf83qATeH4o8LenHlYew+l3/Z3t3RHsdndIckSWUSJxGVrZJ8f3PvMyJSJTcHe/i65c9AK+keaAUvn6Vk5eJKUoZFYyMi68SiiIhUK8Q0rqgEl9Du5hpw7Xb+RJAalZ0AcFwRUUXBooiIVCvkEQZbX72VCaMAXB3s0K1u/rhDjisiqhhYFBGRaoXIg62LPy3fdOmsppcLmgXkr67PniKiioFFERGp1qP0FF0uUBQ1DfAAAJyLT0NWjsHi8RGRdWFRRESqZSqK/r6TVeyi5tLN/EHVNb2dUdXdAT5uehiMAievp5RZnERkHVgUEZFqVXbWwdPJHkKYzygrSsHLZ5Ikoam/6RIaxxURqR2LIiJSLUmS5N6i4hRFQghcSjQVRc4AIF9C47giIvVjUUREqhbinb8HWnFWtk5IzUZGjgFajYSASqaiKL+n6GjsHXCtWyJ1Y1FERKomD7YuxgKOpt6kGpWcoLPL/+exYTV3aDUSEtOycSPlbtkFSkSKY1FERKomT8tPfPi0fFNRFOzlIj/mqNOibtX83iZeQiNSNxZFRKRqpo1hr97KRK7BWGTbywVmnhXEwdZEFQOLIiJStaruDnDWaZFnFLh6q+g9zArOPCuoib8HAODYteSyCJGIrASLIiJStYIz0B422PqfmWfmRZFpBtqp6ynIySu6t4mIbBeLIiJSvZrFGGydkZ2HuHsDqU3T8U2CqjjD3dEe2XlGnItPLbtAiUhRLIqISPX+GWz94KLoSlL+pbXKzjp4OOnMnpMkiesVEVUALIqISPVq3VurqKieogeNJzLhYGsi9WNRRESqV3BVa4Ox8AUYLz1g5pmJ3FPEwdZEqsWiiIhUz9/TETo7DbLzjLh+J6vQNg/rKWp8bwba1VuZuJWeXSZxEpGyWBQRkerZaTUIrpLfA3TxZuGLOD5o5pmJu6O93ON0nL1FRKrEooiIKoSaRUzLNxiFPND6QUURADQ1rVfEwdZEqsSiiIgqhFpFTMuPS85Cdp4ROjsNqnk6PvAYps1hj13jYGsiNWJRREQVQlHT8i/eG08UVNkZWo30wGOYBlufuJbywAHbRGS7WBQRUYVgmpZ/KTEdQpgXNPJ4ogfMPDOp7eMKJ50W6dl58sBsIlIPFkVEVCEEVnGCRgLSsvOQmGY+e+xyMcYTAYBWI6FRdXcAXK+ISI1YFBFRhaC306JG5fyeoH8Ptn7YzLOC5HFFHGxNpDosioiowgiRB1ubT8uXF24sTlHEGWhEqsWiiIgqjMIGW6dk5iLp3mKMwV5FjykCgCb3BlufT0xD2t1cywdJRIphUUREFUZh0/IvJeX/v6+bA5z1dg89hrerA6p7OkII4K+/U8omUCJSBIsiIqowCu6BZlLcmWcF/TOuiIOtidTk4X8WERGphGnMUFJ6Du5k5MDTWVei8UQmTf098POJOHy04zzm7bpQJrESVUSP1aqClcNbKXZ+FkVEVGE46+1QzcMR15OzcPFmOlo6V8Llh2wEW5guod74cHs0snINXMSRyIKU/jixKCKiCqWmtwuuJ2fhQkI6WgZWki+llaQoCqzijKNvdedAayIL09kpO6qHRRERVSi1vF2w7/xNXExMR67BiKu3MgGUbEwRADjqtHDUacsiRCJSCAdaE1GF8s+0/DTE3s5EnlHASaeFr5uDwpERkdJYFBFRhSLPQEtMl2eeBXs5Q5IevBEsEVUMLIqIqEIJuTd2KC7lLk5ez19nqCTjiYhIvVgUEVGF4umsQxUXHQBgx+kEACyKiCgfiyIiqnBMl9CiE/L3QGNRREQAiyIiqoBMRZFJSWeeEZE6sSgiogonpEDPkCQBgZVZFBERiyIiqoBq+bjK/+/v6QQHe643REQsioioAip4+SzYi71ERJSPRRERVTjernq4OuQv6M9B1kRkwqKIiCocSZJQ615vEYsiIjJhUUREFdKEbrXxdNNq6NWoqtKhEJGV4IawRFQhdajthQ61vZQOg4isCHuKiIiIiMCiiIiIiAgAiyIiIiIiAGVYFM2ePRtt27aFk5MTPDw8Cm0TGxuLXr16wcnJCd7e3nj99deRl5dn1mbv3r1o1qwZ9Ho9QkJCsHLlyvuOs2jRIgQGBsLBwQGtW7fGoUOHzJ6/e/cuIiIiULlyZbi4uODZZ59FQkKCpVIlIiIiFSizoignJwfPPfccxo4dW+jzBoMBvXr1Qk5ODg4cOIBVq1Zh5cqVmDFjhtzmypUr6NWrFzp37ozjx49jwoQJGDlyJLZv3y63Wbt2LSZNmoSZM2fi6NGjaNy4McLDw5GYmCi3mThxIn7++WesW7cOv/76K+Li4vDMM8+UVepERERki0QZW7FihXB3d7/v8a1btwqNRiPi4+PlxxYvXizc3NxEdna2EEKIKVOmiPr165u9bsCAASI8PFy+36pVKxERESHfNxgMws/PT8yZM0cIIURycrKwt7cX69atk9ucPXtWABBRUVHFziMlJUUAECkpKcV+DRERESmrJN/fio0pioqKQsOGDeHj4yM/Fh4ejtTUVJw+fVpu061bN7PXhYeHIyoqCkB+b9SRI0fM2mg0GnTr1k1uc+TIEeTm5pq1CQ0NRUBAgNyGiIiISLF1iuLj480KIgDy/fj4+CLbpKamIisrC3fu3IHBYCi0zblz5+Rj6HS6+8Y1+fj4yOcpTHZ2NrKzs+X7qampJUuQiIiIbEqJeoqmTp0KSZKKvJmKEVs3Z84cuLu7yzd/f3+lQyIiIqIyVKKeosmTJ2PYsGFFtgkODi7WsXx9fe+bJWaaEebr6yv/99+zxBISEuDm5gZHR0dotVpotdpC2xQ8Rk5ODpKTk816iwq2Kcy0adMwadIk+X5qaioLIyIiIhUrUVHk5eUFLy/LLIsfFhaG2bNnIzExEd7e3gCAnTt3ws3NDfXq1ZPbbN261ex1O3fuRFhYGABAp9OhefPmiIyMRN++fQEARqMRkZGRGDduHACgefPmsLe3R2RkJJ599lkAQHR0NGJjY+XjFEav10Ov11skVyIiIrJ+ZTamKDY2Frdv30ZsbCwMBgOOHz8OAAgJCYGLiwt69OiBevXqYfDgwfjggw8QHx+P6dOnIyIiQi5GxowZg4ULF2LKlCl48cUXsXv3bnz//ffYsmWLfJ5JkyZh6NChaNGiBVq1aoX58+cjIyMDw4cPBwC4u7tjxIgRmDRpEipVqgQ3Nze88sorCAsLQ5s2bcoqfSIiIrIxZVYUzZgxA6tWrZLvN23aFACwZ88edOrUCVqtFps3b8bYsWMRFhYGZ2dnDB06FO+88478mqCgIGzZsgUTJ07EggULUL16dSxbtgzh4eFymwEDBuDmzZuYMWMG4uPj0aRJE2zbts1s8PW8efOg0Wjw7LPPIjs7G+Hh4fjss89KlI8QAgAHXBMREdkS0/e26Xu8KJIoTivC33//zTFFRERENuratWuoXr16kW1YFBWT0WhEXFwcXF1dIUlSuZ7bNMj72rVrcHNzK9dzlyU15qXGnAD15lUaan1P1JiXGnMC1JuXpQkhkJaWBj8/P2g0RU+6V2ydIluj0WgeWmGWNTc3N1X+4qsxLzXmBKg3r9JQ63uixrzUmBOg3rwsyd3dvVjtFFvRmoiIiMiasCgiIiIiAosim6DX6zFz5kzVrZukxrzUmBOg3rxKQ63viRrzUmNOgHrzUhIHWhMRERGBPUVEREREAFgUEREREQFgUUREREQEgEUREREREQAWRUQlkpaWpnQIRFSIvLw8pUMgFWBRpKDU1FQkJCQAyN9GRC3i4+Mxe/ZsrFixAlFRUQCKtxGfNYuLi0NYWBhee+015OTkKB2OxSQlJeHAgQO4fPmy0qFYjfT0dKSkpACw/d/bghISEjB//nxs2LAB58+fB6CO/OLi4tCqVSvMmDFD6VAs5vbt2zh58qT8/UDlh0WRQt577z2EhIRg4cKFAPDQ/Vhsxdtvv42QkBDs27cPH330EZ577jkcPnwYkiTZ7D/Ar732GmrUqAEvLy/MnDkTOp1O6ZAsYtq0aahbty4mTJiABg0aYN68ebh165bSYSlq1qxZaNCgAX788UcAKPd9DsvKjBkzULNmTWzevBnjxo3D0KFDcebMGZv+XALAxIkTERgYCF9fX4wbN07pcCxi6tSpaNCgAYYMGYIGDRpg3bp1yMrKUjqsCkMd38Q2JD09HS+//DJ++uknBAYG4s8//8T+/fsB2P5fbb/88gs2btyIH374Adu3b8fatWtRq1YtbNy4EYDtfcEkJSXBz88P33zzDfbu3YtNmzbBz89P6bBKLS4uDs899xx27dqFH374AT/88ANee+01LFu2DAcOHFA6PEXcvn0bI0eOxM8//wwA2Lp1Ky5cuADA9j+XX331FbZs2YKNGzdi165d+Oqrr2A0GuVeXFv7XAJAbGwsqlWrhk2bNuH3339XxWczJiYGffr0wa5du7BmzRqsXLkSzz77LKZMmYKLFy8qHV6FwQ1hy4EQQv6HR6/XIyAgAB06dEBQUBDGjRuHH3/8Ec2aNYOjo6NZW2tnitX0361btwIAHn/8cQBAgwYNoNFo0LNnz/teYwuqVKmCpk2bIicnB+3atcOxY8fw5Zdfwt3dHfXr10e3bt3g7e2tdJjFUvB9P3v2LCRJwieffIKwsDAAwDvvvIPVq1fL3fW29HN6VAVzzMvLQ9WqVfH000/D0dERgwcPxvbt2xEYGAh7e3uFIy2Zf38ut23bBi8vL3Tt2hUA5P+2atXqvtfYCjs7O1SrVg01a9ZEq1atcPToUaxZswa+vr5o1KgR2rdvDwcHB6XDLJE///wTkiRh5cqVaNCgAQDg888/h7u7Oy5fvoyGDRva3M/JJgkqU1lZWSI1NVW+bzQaRUpKinz/rbfeEm3atBEbNmxQIrxH9u+8DAaDmD9/vqhevbrYsWOHuHbtmujfv79wc3MT3bp1E2PGjBG3b99WMOKHMxqNQgghcnNz5cfOnj0r7OzsRJs2bYS/v7/o37+/6NSpk6hevboIDw8XBoNBqXCLLTs72yynhIQE8euvv8r3DQaDMBqNom3btuKLL75QIsRyl52dLe7evSvfz83NFQkJCfL9YcOGibZt24pDhw4pEd4j+3deWVlZYvz48aJt27bi6NGjIikpSTzzzDOiatWq4umnnxbvv/++yMvLUzDi4inss/nLL78ISZJEjx49REBAgOjTp49o2LCh8Pb2FmPGjJFfY61yc3PNYoyLixPbt283a3Pnzh1Rv359sWnTpvIOr8JiUVSGZsyYIerWrSvatm0r3njjDREXFyc/Z/oyTUhIEB07dhRDhw4V169fF0IIq/8wm/Jq166deOONN+S4o6OjxeDBg8UTTzwhdDqd6NKli9i5c6eYP3++qF+/vnjyySeFENaZ30cffSRefPHFQp+bOXOmaNCggfjjjz9ETk6OEEKITZs2idq1a4sZM2aUZ5gl9u6774rOnTuLnj17ik8++UQkJSWZPW/6PYyPjxdubm7iwIEDSoRZrmbOnClatmwpwsPDxRdffCFu3bolP2d6P/7++29Ro0YN8cYbb4g7d+4IIazz97agf+dl+llHRkaKXr16ie7duwuNRiO6dOkiNm3aJCZPniyCgoLEyJEjhRDCagv8Tz75xOxzZvo5pKenizFjxogWLVqIQ4cOiczMTCGEEAsWLBCNGzcWn332mSLxFsf//vc/0bt3bzFw4ECxceNGkZaWZva86Wdx7tw54ebmJs6dO6dEmBUSi6IyMm7cOBESEiLWrVsnJk2aJBo3bixatmxp9stv+gtt6dKlolmzZmLx4sXyc9b6D3BhebVo0UKkp6fLbX788UfRtWtXs56hvXv3Cr1eL2JjY5UI+4FOnz4t+vTpI5ydnYWPj49Yt26dEEKY/fWcnJws9u3bJ3Jzc+V/rDIzM8VLL70kevXqJbKyshSJvShHjhwRLVq0EPXr1xdffvmlGDBggGjatKmYOHFioe1//vlnUatWLbNeBrXJzc0VgwcPFiEhIWLVqlVi0KBBon79+qJXr15m7Uw/+3fffVeEhoaKX375RX7OGj+XD8qrZ8+echuDwSC++OIL0atXL7l4EEKIFStWCB8fH5GYmKhE6EU6fvy4CA8PF5IkiYYNG4rIyEghhPln8/z58yIqKkoYDAb5s3nr1i0RHh4uxo0bZ3W9YAcPHhRNmjQRDRo0EPPmzRMdO3YUTZs2FfPmzTNrZ/o9W7ZsmWjatKnZY1S2ONDawoQQSEpKwu+//47XX38d/fr1w8cff4wffvgBly9fxowZM5CZmQngnwGOI0eORI0aNbB9+3YcO3YM69evt7rppUXldeXKFUyfPl1ew+fs2bOws7ODp6en/PoLFy7Az88Pd+/eVSqFQh04cACSJGH58uUIDw/HggULkJOTA61WKy+T4O7ujsceewx2dnbQaDQwGo1wdHTE2bNnodPprG6H6vT0dHz33XcIDQ3F/v378eKLL2LNmjXo1asXLl68iOTk5Ptec/ToUbRs2VLOZf/+/diwYUM5R162rl27hsOHD2Pu3LkYMmQIvv32W8ybNw+7d+/GvHnz5Hamz+Wbb74JvV4v/45v3LgRixYtUir8B3pQXnv27JHz0mg0OHfuHLy9veHo6Gj2Wh8fH6tcEiQyMhJ6vR4rV66Ev78/Vq5ciby8PLPPZkhICNq0aQONRiN/NitVqoSYmBj5c2wtkpKS8OWXX6Jly5aIiorChAkTsHfvXtSuXRtnz55Fbm6u3Nb0O3j48GF07NhRfuzQoUP47bffFIm/omBRZGGSJMFgMOCvv/5Cy5YtAeQP4gwJCcH8+fOxaNEi/PnnnwAgf4gB4OWXX8apU6fQvXt3DBo0yOqmfT8sr88++wzHjh0DAGRmZuLu3bv46aefkJeXh4sXL+L7779Hp06dULNmTSXTkIl7M4oGDBiA1157Df3798fTTz+NtLQ0zJ07t8jXajQaHDhwAHl5eRg+fLjVDXwUQiAoKAhjx46Fu7u7vKidu7s7oqOj4ebmdt9rtm/fjq5du+L69evo2bMnOnbsqLqFKnNzcxEdHY3GjRvLj3Xv3h1vvfUW3nnnHcTGxgLI//kaDAZIkoQ333wTmzZtQqdOndCvXz+rnIlW3Lzi4+Nx+/ZteYbh+fPnsXfvXnTp0gU+Pj6KxF6U559/HpMnT8aQIUPQo0cPnD9/Ht988w2Af4qGf3/2NBoNIiMj4ebmhqFDh5Z7zA/j5+eHMWPGwMXFRS6C/P39cfz48fsG9GdkZGD//v3o1q0bYmNj0bNnT4SFheH27dtKhF5xKNpPpVJ37twRrVu3Fq+88ooQwrzbs3nz5mLQoEFCiH+uG8fExIhRo0YJSZLE8OHDzcY4WJOH5dW/f38hhBAnTpwQ/fr1E/b29iI8PFy4ubmJQYMGmQ3MtkZJSUli0qRJokGDBiImJkYIYd5Vf+HCBbF161YREREh3NzcxMsvv2y1l5sKxm36PZs+fbr8MyooOjpaeHp6ymPBnnrqqfvGHqnBmTNnRJMmTcQHH3xg9nhKSooIDg4WkyZNEkL8897FxMSIMWPGWP3n8mF5vfrqq0IIIX7//XfRunVrUalSJfHUU08JV1dX8cILL9w3nsUaXbt2TTz33HOiV69eIj4+XghhPgbqzJkzYu/eveLVV18Vnp6eYuLEifL4P2tScKC46d/PoUOHFnpZ+88//xSenp5i0KBBQqfTib59+4qbN2+WW6wVFYuiMpCdnS2mTJki2rRpI06ePCk/JoQQ33//vXB0dDSbgfbuu+8KLy8vq5/pUpy8kpOThRBC3LhxQ2zcuFEsXLhQHDt2TKmQi830D9TevXtF+/btxejRo+9rs2PHDtGvXz/RqVMncfDgwfIOsdj+PfbAdL9nz57i/fffv6+NaRZPu3btRFRUVPkFamEPG3ORnp4uBgwYIJ599llx5coVIcQ/X6wffvihCAgIMBsfNnHiROHr66v457K0efn7+4uMjAwhhBCnTp0Sq1evFrNnzxZHjhwp07gfprhjZEy5fPvttyIsLEzMnj37vjbfffed6N69u2jfvr34448/LBpnSRSVk+m5f7dp166dWL169X3PLVu2TEiSJB577LEKMQHCWrAoKiFTpV/YTI2CfwXs3r1btG3bVowZM8aszS+//CJq1Kih+D9I/2apvA4fPly2gZZAcXMqeD8nJ0e8//77ok6dOuK3334TQgixf/9+IUR+AWgNA8VLkpepTXJysqhcubLZVHxTb1hiYqLYsWNHWYVbLpKTk0Vqaqr8pVLwvSn4nnz33XeiUaNG4v/+7//MXr9kyRLRoEEDcfXqVfkxa+hBsVRepp+1tShuXgXvZ2ZmitGjR4uOHTuKEydOCCGEXLCmp6eL8+fPl0foD1SSnEy9kVeuXBGurq7ir7/+kp8zzea9ceOG+Omnn8o6bPoXjikqgfHjx6NXr14AzLflEPfGGdjZ2cFoNOLTTz9F586d8dRTT2HPnj1Yvny53Pbq1auoVKkS6tWrV77BF8GSeZkWHVNacXISQsgDUU337e3t0atXL9SvXx/Tpk1Dz5490b59e5w5cwY6nQ7+/v7ln0wBJc3L1CYyMhIeHh7o0KEDrl+/jv79+6Nly5ZISEiAl5cXunfvXs6ZWIYQAhMmTEDHjh3x+OOPY8iQIUhLS4NGo5HHbNjZ2cFgMOCbb77BwIED0bZtW/z444/YvHmzfJykpCR4eHigWrVq8mMuLi7lno+JpfOqXr26UqmYKW5eQgisWrVKvm+a3DBgwADY2dnhf//7H5544gm0bt0acXFxcHZ2Rq1atWwmJ9MA8F9++QU1a9ZEw4YNcf36dQwYMAB9+/bFrVu34Ovri6eeekqRnCo0RUoxG3PmzBnRs2dPERAQICRJEl9//bUQ4v6/1JcuXSp8fHxEy5YtRUpKirhx44Z46623hCRJ4umnnxajRo0Srq6u4r333pMXzFOSGvMqaU5t2rSR/zIziY+PF+3atROSJIlnnnnGrPdAKaXNa/bs2aJfv35i9uzZwtHRUXTv3t0qer1KIyoqSjRu3Fi0adNGbNmyRbz99tsiNDRUDBgwwKzdkiVLhLe3t+jRo4fIyckRZ8+eFS+++KKws7MTY8eOFePGjRPu7u7i008/FUIoP/WZeeXn1bNnT7MFNYXIX9etfv368r89SveAPUpOBZc/mDhxohg/frz43//+JxwdHUWXLl3E33//Xd5pUAEsioph/fr1YsSIEWL37t1iwoQJwtfX975BfD///LNo2rSpWLZs2X1rY6xevVpMmTJFPPPMM/JaG9ZAjXmVNqcTJ06IWrVqiZCQEPH777+XZ+hFKm1erVq1EpIkibp16963aq4tysvLE1OmTBGDBg0yu8y1du1aERQUJA/GXb16tfD39xdffvnlfZcwPvroIzFq1CgRHh5uNb+/zOufvP79OxwVFSUqVaokQkNDreKzWdqcMjIyRGBgoJAkSdSuXdvmL2GrBYuiIhRcDOzMmTNCiPxrwH5+fmLq1KlCCPNZPgUXMCz4emujxrxKm5NJZmam2LhxYxlHW3yWyCs9PV288cYbcu+SWmzbts1sjJQQQqxcuVLUq1fPbKbjv2c9Kt1j8jDMq/BZqunp6eKrr74q0xhLqjQ53bp1SwwePFh88803ZR4nFR+Lon9Zv3692cywf8vLyxOffvqpsLe3ly+rWGOR8G9qzMvSOVnLl4oaf1alVZz3RAghPv74Y9GuXTthNBqt5udZFOZVvLysIWdL5mQN+VDhOND6nr179yI0NBT9+vXDmjVrHthOq9Vi4MCBaNy4McaPHw/AfMCrtVFjXmWVk9KLMKrxZ1VaxX1PTD+7ffv2oX379or/LB+GeZUsLyXzLoucrP3nWKEpXZVZgzNnzogBAwaIiIgIMWrUKBEQEGC2eWthfv75ZyFJktx1un37dhEdHV0e4RabGvNSY05CqDev0ijpe5KZmSkCAgLErl27zI5hbZhXPlvIS405UdFYFIn82UbLli0TZ86cEampqaJatWpi8uTJRb4mMzNTDBw4UAQGBorWrVsLR0dHq1vQT415qTEnIdSbV2mU9D3Zvn27CAwMFJmZmeL06dOiU6dOwtHRUdy4caMco3445pXPFvJSY05UNBZF9xQck7F8+XKh1+vF8ePHH9j+woULonv37kKSJDFy5Eir3cJCjXmpMSch1JtXaRTnPTGNz/joo49EmzZtxGuvvSa0Wq14/vnnrfY9YV62k5cac6IHY1FUQMHBb61btxZPPvnkfdNdhRDi3LlzomXLlqJ+/fri1KlT5RniI1FjXmrMSQj15lUaxX1POnfuLG+LYG0rxheGedlOXmrMiQpXIYqimJgYce3aNSGEuG/ti3//Ypt++fft2yc0Go3YtGmT/DrTZnzJyclF/gVfXtSYlxpzEkK9eZWGpd4T02J433zzjVUsp8C8bCcvNeZEpaP6ouinn34SkiSJvn37mj1e8AOQm5srL7RV0AsvvCCaN28udu3aJcLDw8X06dOtZld0NealxpyEUG9epWHp96Swv9qVwLxsJy815kSlp/qi6I033hBt2rQRzZo1Ez/88IMQwvyXfsGCBUKv14sVK1bct3bEgQMHhCRJQpIkER4eLm7fvl2usRdFjXmpMSch1JtXaaj1PWFetpOXGnOi0lNtUWQaHBcRESFeeeUVMWLECPHYY4/JWyMkJyeLF154Qfj5+YnVq1eb/dLn5eWJVatWCXt7e9G6dWtx9OhRRXIojBrzUmNOQqg3r9JQ63vCvGwnLzXmRJaj2qJIiPxrwOHh4eKPP/4QmzdvFvXq1RMLFiwQQuT/4h8+fLjQmQEZGRli/vz54osvvijvkItFjXmpMSch1JtXaaj1PWFe5qw5LzXmRJZhp/TikZbwww8/wMPDA/Xr10fVqlUBAAaDAVqtFlqtFjk5OWjTpg2eeeYZfPnllzh48CAaNmyISZMmQafT3Xc8JycneaVgJakxLzXmBKg3r9JQ63vCvGwnLzXmRGVM6aqsNFavXi28vb1Fq1athJeXl2jXrp348ccf5edv374tfH19RXZ2thBCiIkTJwoHBwfh6Ogo/vzzT4Wifjg15qXGnIRQb16lodb3hHnZTl5qzInKh00WRbm5uWL+/Pmibt26YtmyZSI7O1vs379fDBkyRDzxxBPy7Jzr16+LAQMGiO+++040bNhQVKlSRfTu3VuEhoaKw4cPCyHun4apJDXmpcachFBvXqWh1veEedlOXmrMicqXTRZFycnJ4s033xTvv/++2Wqj77//vmjXrp1IS0sTQggRGxsrJEkS9vb2IiIiQty5c0ecPn1aPP7446J9+/ZKhf9AasxLjTkJod68SkOt7wnzsp281JgTlS+bGVN04cIFhISEQJIkuLu7o1+/fmjYsCE0Gg2MRiM0Gg38/f2RkZEhXwv29/fHd999h6CgILRq1QoA4OHhgb59+yItLQ1CCADK7lisxrzUmJOa8yoNtb4nzMt28lJjTqQg5eqx4lm7dq0IDAwUderUEa1atRLLli0ze77gXwPPP/+8GDZsmBBCyNMrCzJNrbSGblE15qXGnIRQb16lodb3hHnZTl5qzImUZ9VF0Y4dO0RgYKBYtGiR2LZtm5g0aZKwt7cXS5YsEVlZWUKI/F9mo9EosrKyRKNGjcRXX31133Gs7RddjXmpMSch1JtXaaj1PWFetpOXGnMi62CVRZGpan/77bdF8+bNzSr7l19+WbRo0UJs2LDB7DXXr18XgYGB4vz580IIIc6fPy8mTpxYfkEXgxrzUmNOQqg3r9JQ63vCvP5h7XmpMSeyLhqlL98VxnQd98yZM6hZsybs7e2Rm5sLAHjvvffg4OCAjRs3Ij4+Xn7Nrl274O/vj6pVq2L8+PGoV68erl69itzcXPn6sNLUmJcacwLUm1dpqPU9YV62k5cacyIro1w99o8dO3aIV155RcybN08cPHhQfnzJkiXC1dVV7uI0/VWwZMkSUbt2bbFnzx4hRP5fD88995zw9PQUlStXFvXr15enVSpJjXmpMSch1JtXaaj1PWFetpOXGnMi66ZoURQXFyd69+4tvL29xQsvvCAaNmwo3N3d5V/+6OhoUa1aNfHWW28JIYS80JYQQvj6+op58+YJIfKXXu/du7eoXr26WLNmTbnn8W9qzEuNOQmh3rxKQ63vCfOynbzUmBPZBsWKooyMDDF06FAxYMAAcfnyZfnxVq1aybMEUlNTxXvvvSccHR1FbGysEOKfa8odO3YUI0eOlF9nLauQqjEvNeYkhHrzKg21vifMy3byUmNOZDsUG1Pk5OQEvV6PYcOGISgoCHl5eQCAnj174uzZsxBCwNXVFc8//zyaNWuG/v374+rVq5AkCbGxsUhMTETfvn3l4zVv3lyhTMypMS815gSoN6/SUOt7wrxsJy815kS2QxJCuZFmubm5sLe3BwB5ka0XXngBzs7OWLJkidzu+vXr6NSpE/Ly8tCiRQscOHAAoaGh+Pbbb+Hj46NU+A+kxrzUmBOg3rxKQ63vCfOynbzUmBPZBkWLosK0b98eL730EoYOHQqj0QgA0Gg0uHjxIo4cOYKDBw+icePGGDp0qMKRlowa81JjToB68yoNtb4nzMt28lJjTmSFlLlqV7hLly4JHx8fs2vABQfQ2So15qXGnIRQb16lodb3hHnZDjXmRNbJKtYpEvc6q37//Xe4uLjI14DffvttjB8/HomJiUqG98jUmJcacwLUm1dpqPU9YV62Q405kXWzig1hTQtyHTp0CM8++yx27tyJUaNGITMzE1999RW8vb0VjvDRqDEvNeYEqDev0lDre8K8bIcacyIrp1wnlbmsrCwREhIiJEkSer1evP/++0qHZBFqzEuNOQmh3rxKQ63vCfOyHWrMiayXVQ207t69O2rVqoW5c+fCwcFB6XAsRo15qTEnQL15lYZa3xPmZTvUmBNZJ6sqigwGA7RardJhWJwa81JjToB68yoNtb4nzMt2qDEnsk5WVRQRERERKcUqZp8RERERKY1FERERERFYFBEREREBYFFEREREBIBFEREREREAFkVEREREAFgUEZGV2Lt3LyRJQnJystKhEFEFxaKIiBTRqVMnTJgwQb7ftm1b3LhxA+7u7orFxMKMqGKzig1hiYh0Oh18fX2VDoOIKjD2FBFRuRs2bBh+/fVXLFiwAJIkQZIkrFy50qyXZuXKlfDw8MDmzZtRp04dODk5oV+/fsjMzMSqVasQGBgIT09PvPrqqzAYDPKxs7Oz8dprr6FatWpwdnZG69atsXfvXvn5q1evok+fPvD09ISzszPq16+PrVu3IiYmBp07dwYAeHp6QpIkDBs2DACwbds2tG/fHh4eHqhcuTJ69+6NS5cuyceMiYmBJEn4/vvv8dhjj8HR0REtW7bE+fPncfjwYbRo0QIuLi544okncPPmTbP3oW/fvnj77bfh5eUFNzc3jBkzBjk5OWX35hPRA7GniIjK3YIFC3D+/Hk0aNAA77zzDgDg9OnT97XLzMzEJ598gjVr1iAtLQ3PPPMMnn76aXh4eGDr1q24fPkynn32WbRr1w4DBgwAAIwbNw5nzpzBmjVr4Ofnhx9//BGPP/44Tp48iVq1aiEiIgI5OTnYt28fnJ2dcebMGbi4uMDf3x/r16/Hs88+i+joaLi5ucHR0REAkJGRgUmTJqFRo0ZIT0/HjBkz8PTTT+P48ePQaP7523LmzJmYP38+AgIC8OKLL+L555+Hq6srFixYACcnJ/Tv3x8zZszA4sWL5ddERkbCwcEBe/fuRUxMDIYPH47KlStj9uzZZfkjIKLCCCIiBXTs2FGMHz9evr9nzx4BQNy5c0cIIcSKFSsEAHHx4kW5zejRo4WTk5NIS0uTHwsPDxejR48WQghx9epVodVqxfXr183O1bVrVzFt2jQhhBANGzYUs2bNKjSmf8fwIDdv3hQAxMmTJ4UQQly5ckUAEMuWLZPbfPfddwKAiIyMlB+bM2eOqFOnjnx/6NCholKlSiIjI0N+bPHixcLFxUUYDIYiYyAiy+PlMyKyWk5OTqhZs6Z838fHB4GBgXBxcTF7LDExEQBw8uRJGAwG1K5dGy4uLvLt119/lS93vfrqq3jvvffQrl07zJw5E3/99ddD47hw4QIGDRqE4OBguLm5ITAwEAAQGxtr1q5Ro0ZmcQFAw4YNC43VpHHjxnBycpLvh4WFIT09HdeuXXtoXERkWbx8RkRWy97e3uy+JEmFPmY0GgEA6enp0Gq1OHLkCLRarVk7UyE1cuRIhIeHY8uWLdixYwfmzJmDjz/+GK+88soD4+jTpw9q1KiBpUuXws/PD0ajEQ0aNLhv7E/B2CRJKvQxU6xEZH3YU0REitDpdGYDpC2hadOmMBgMSExMREhIiNmt4Mw2f39/jBkzBhs2bMDkyZOxdOlSOSYAZnHdunUL0dHRmD59Orp27Yq6devizp07Fov5xIkTyMrKku//8ccf8hgnIipfLIqISBGBgYE4ePAgYmJikJSUZJEelNq1a+OFF17AkCFDsGHDBly5cgWHDh3CnDlzsGXLFgDAhAkTsH37dly5cgVHjx7Fnj17ULduXQBAjRo1IEkSNm/ejJs3byI9PR2enp6oXLkylixZgosXL2L37t2YNGlSqWM1ycnJwYgRI3DmzBls3boVM2fOxLhx48wGcBNR+eCnjogU8dprr0Gr1aJevXrw8vK6b3zOo1qxYgWGDBmCyZMno06dOujbty8OHz6MgIAAAPm9QBEREahbty4ef/xx1K5dG5999hkAoFq1anj77bcxdepU+Pj4yMXJmjVrcOTIETRo0AATJ07Ehx9+aJFYAaBr166oVasWOnTogAEDBuDJJ5/ErFmzLHZ8Iio+SQghlA6CiKgiGjZsGJKTk/HTTz8pHQoRgT1FRERERABYFBEREREB4OUzIiIiIgDsKSIiIiICwKKIiIiICACLIiIiIiIALIqIiIiIALAoIiIiIgLAooiIiIgIAIsiIiIiIgAsioiIiIgAsCgiIiIiAgD8P2kiNWavuTo/AAAAAElFTkSuQmCC", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { |
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