{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from matplotlib.pyplot import figure\n", "figure(num=None, figsize=(10, 6), dpi=200, facecolor='w', edgecolor='k')\n", "\n", "sns.set(color_codes=True)\n", "# color_codes=True" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "text/plain": [ "Text(378.824,0.5,'Syscalls/sec')" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "<Figure size 2400x1200 with 0 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(num=None, figsize=(12, 6), dpi=200, facecolor='w', edgecolor='k')\n", "\n", "perf_syscall = pd.read_csv(\"https://gist.githubusercontent.com/kakugirai/3de0be35508fb37002441210c2182db6/raw/d8f32fb93988fbe7bc6eadc84e3f2e4a4bc2d079/perf_syscall.csv\")\n", "syscall_plot = sns.lmplot(x=\"queue\", y=\"syscalls\", hue=\"tag\", col=\"tag\", data=perf_syscall)\n", "\n", "plt.xlabel(\"NIC transmit and receive queue size\")\n", "plt.ylabel(\"Syscalls/sec\")\n", "\n", "\n", "# syscall_plot.savefig(\"syscall_plot.png\", dpi=300)\n", "# files.download(\"syscall_plot.png\")\n", "\n", "# sns.lineplot(x=\"queue\", y=\"syscalls\", data=perf_syscall)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "text/plain": [ "Text(0,0.5,'Resident memory(MB)')" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 2400x1200 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(num=None, figsize=(12, 6), dpi=200, facecolor='w', edgecolor='k')\n", "\n", "wss = pd.read_csv(\"https://gist.githubusercontent.com/kakugirai/ae31ba2282b220451f13556d4ea264cb/raw/d82938a0bbc984085cd9c65ae67150ef70381a23/wss.csv\")\n", "wss_plot = sns.lineplot(x=\"queue\", y=\"RSS\", hue=\"tag\", markers=True, dashes=False, data=wss)\n", "\n", "plt.xlabel(\"NIC transmit and receive queue size\")\n", "plt.ylabel(\"Resident memory(MB)\")\n", "\n", "# wss_plot.savefig(\"wss_plot.png\", dpi=300)\n", "# files.download(\"wss_plot.png\")" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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ERERERKRtMk0D7+6NHPngcWpn/xrrtnxsprfR2iO+KD73DmFt73sZefu9XDtpOB0UIImIXFA0E0mklaSkpBIa2vhmk8XFhf7XF1+cE7SdhISL6NKlG1u3bmHTphJM0zzpVPKSkiL/6yNHDrNkyaKAtQ5Hrf/15s2lQdsVERERERERkbbJ9Lhwbymg5sv/EFZbTuOfSNTZ7mlPkX0QXYaNYkqvFO13JCJyAVOIJNJKoqNjAp6rqKjwv05JST1pWykpqWzdugWPx0N1dTWxsbFB68vLy/yvX331n6fQ24b9EhEREREREZG2z6g5jGPjfNyliwjxOQMuWeczLXzp7sz+xKEMGj6EWzLitN+RiIgoRBJpLYFmIQHU1h7zvw4PjzhpWycud+d0Ok4aIh07dizo+VPpl4iIiIiIiIi0TaZpYpRto+bLz2D3OqyYAT8ErDHsrPD0wNP1UkYNzWb0RVEt2lcREWnbFCKJtEEREd8ER06ng6io6KD1Jy45F2z/pMZq3nzzfTp16nz6nRQRERERERGRNsU0vHi3r6Fm3WeEVO4Kuhn6fm8cq8y+JPS/lHGDOhETGWiOkoiIXMgUIom0QQkJF/lf79+/j+7dewSt37NnDwB2u53Y2HYnbT8+PsH/+vDhQwqRRERERERERM5hprMGV+lCHBvnE+KqCvqBX5E7jeLwgWSPHMZNvZIJDdF+RyIiEphCJJE2KDu7Fx99NAeAtWtXBw2RDh0qZ/funQB07Zp5iu335pNPPgTgyy/XMmjQ4IC1O3Zs56WXnqdjx1QGDRrM8OEjT3EUIiIiIiIiItKcfBX7cG6Yh/erpVhNb8AP+lxmCCtd3fi6/TCGDuvH7Z3itd+RiIicEoVIIm3Q0KEjCQkJwev1MmfObKZMmRpwmbq3334DwzAAGDFi1Cm1P2zYCGw2Gz6fj48//oAbb5xOdHTjS+a98cYrLF68EICkpKQzGI2IiIiIiIiINBXTNPDtKaR2w+dYDpQABFy27rAviqXubMgcyeWXdCc1UfsdiYjI6dF8VZE2KDExkdzcK4C65ex+//sHcbmcDeo+++xTZs9+G6hbou6aa64/pfbbt09iwoQrgbrl7H772/upra1tUPfppx/x+edzAYiJieXKK68+o/GIiIiIiIiIyNkxPS7cxXkcfft+HP95xh8gNWabJ4m33WMo7DODq77/A6ZPGqAASUREzohmIom0UXfdNYP169exf/8+lixZyK23TmPSpKtJT8+gurqa/PzFrFy5DACr1cr99z9IfHz8GbW/atUKpk+fyuTJ19C5cxcqKytZsWIpy5cv9dfPmPGLgLOVRERERERERKR5GDWHcRd9gbNkETavA1uAOq9p5Ut3Z0rDB9Jv5MV8t3cHQkMCVYuIiJwahUgibVRMTAzPPfcSDzxwH6WlxRw4sJ+XXvp7g7p27drxu989Sk7O0DNs/15KS0soLy9j1qwXG9SFhdm5++57GT9+4hmPRUREREREREROnWmaGAe34tz4Ob6d67BgBAyPagw7S11ZlCddwqhLshndJUH7HYmISJNRiCTShiUmtueFF14hL28eeXnzKC0t4ejRSmJjY0lJSWPMmPFMnDiJmJiYs2j/1f+2P59Nm0qorKwgJCSEjh1TyMm5hOuum0ZqaloTj0xERERERERE/pfp8+LdsRrHhs+xHN4JQKA4aL83jnx3L0K6D2XckK6ktdfqISIi0vQspmmard0JOXUVFbV4vb5Tri8r24th+LBabSQlnV9BgM1mxWIB0wSfz2jt7sgF7nx+1s5WQkIUNpsVn8/gyJFjrd0dEQlAz6rIuUHPqsi5Qc+qnC7DWY2ndBHOwi+wOo8GrjOh2JPGKrMvnfsPZvTF6bSLCmvBnp4/9JyKnBv0rDYuJMRGfHxky9yrRe4iIiIiIiIiIiIi9fiO7MNdNA/3lqVYDS/WAHUuM4SVrm6Uhg8kZ2Rf7uydTFio9jsSEZHmpxBJRERERERERESkhZimgW9PIa6N8zD2FwMEDI8O+6JY4sqmssNgLh/SnSu6JmDVfkciItKCFCKJiHwwtCkAACAASURBVIiIiIiIiIg0M9PjxLNlKa6N86D6YNDarZ4k8t29iM4czLghncjocGZ7IYuIiJwthUgiIiIiIiIiIiLNxKg5jLvoC9yli7B4HAHrvKaVde7OrDL60GNgf749KI24aHsL9lRERKQhhUgiIiIiIiIiIiJNyDRNjINbcRfOw7NzLRbTINAidDWGnQJXDzZH9GfEyJ7M6JOMXfsdiYhIG6EQSUREREREREREpAmYPi/e7atwFc7HPLQDIGB4tN8bxyJnNjUdBjJ2XFeu73aR9jsSEZE2RyGSiIiIiIiIiIjIWTCc1XhKFuIuzgPH0cB1JhR70sh39yIhsz8Th2TQKVn7HYmISNulEElEREREREREROQM+I7sxVM0D/eW5VgMT8A6lxnCClcmq43e9B3Qix9cnEZ8jPY7EhGRtk8hkoiIiIiIiIiIyCkyTQPfno24C+fh21cCBF6y7rAviiWubLZF9OHSEZk80DeZ8DB9HCciIucO/aslIiIiIiIiIiJyEqbHiWdLAe7C+ZhVB4PWbvUksdiZjatDX3LHduLWzESsVu13JCIi5x6FSCIiIiIiIiIiIgEY1YdwF3+Bp3QxeBwB67ymlXXuzuS7epGSlc01Oel06Rjbgj0VERFpegqRRERERERERERETmCaJr6DW/EUfo5n51osphmwttoIZ6kri7VmLy7un8lPL04jITa8BXsrIiLSfBQiiYiIiIiIiIiIAKbPi3f7KtyF8zAO7QQC73e03xvHImc2OyOyGTOiCw/17UiEXR+1iYjI+UX/somIiIiIiIiIyAXNcFThKV2EpyQPs/Zo4DoTij1pLHZmY3bowYSxGdzRvb32OxIRkfOWQiQREREREREREbkg+Y7sxVM0D89Xy8HnCVjnNENY6cqkwJVN56xuTMtJp1tKuxbsqYiISOtQiCQiIiIiIiIiIhcM0zTw7dmIu3A+vn3FQWsP+6JZ4uzJenpwSf/O3HdxGontIlqopyIiIq1PIZKIiIiIiIiIiJz3TI8Tz+YC3MXzMY8eDFq71dOBxc5s9kdkMm5kJx7tp/2ORETkwqR//URERERERERE5LxlVJfjLs7Ds2kxuB0B67ymlXXuzix2ZhPWoQsTxmYwKCsRm9Xagr0VERFpWxQiiYiIiIiIiIjIecU0TXwHv8JTOA/vzrVgmgFrq41wlrqyWOrqQVb3DL49JIPMVO13JCIiAgqRRERERERERETkPGH6vHi3r8JdOA/j0M6gtfu88Sx2ZlNEN4b3y+DXg9NoH6f9jkRERE6kEElERERERERERM5phqMKT+kiPMV5mI6jgetMKPakscjZiyORGYwbkcG3+qcQGa6PyERERBqjfyFFpNn85Cc/YP36dSQnd+T99z9p7e6IiIiIiIjIecZ3ZA+ewvl4ti4DnzdgndMMYaUrkyXOnsR0SP3vfkftCbFpvyMREZFgFCJJm3Ds2DEOHSrH6XQQHh5BYmJ7oqKiWrtbIiIiIiIiItLGmKaBb/dG3EXz8O0rCVp7yBfNEmdPVrkzye6eyvdz0ume1g6LxdJCvRURETm3KUSSVmOaJhs3rueTTz5k+fICDMPwn7NarQwfPorJk6+hX78BenMnIiIiIiIicoEzPU48mwtwF83HrDoYtPYrTwcWO7P5ik6M6JfKQ4PTSIqPbKGeioiInD8UIkmr2Lp1C0899Ri7du1s9LxhGBQULKagYDGdOnXmvvseIDMzq2U7KSIiIiIiIiKtzqgux12ch2fTYnA7AtZ5TStr3V1Y7OxJbWQK40ak8YMBKUSFh7Zgb0VERM4vCpGkxa1bt4ZHHnkQp9N5SvW7du3k5z+/mwcffIRBgwY3c+9EREREREREpLWZponv4Fd4Cufh3bkWTDNgbbURToEri6XOHiQkJTFpTDqDeyZpvyMREZEmoBBJWtTWrVtOK0A6zul08sgjD/LkkzM1I0lERERERETkPGX6vHi3r8JdOA/j0M6gtfu88SxyZvOluwu9Mztw55B0stLjtCS+iIhIE1KIJC3GNE2eeuqx0w6QjnM6nTz99OM899w/z4s3hGVlB/nXv95j1arl7N27F5/PS1xcPFlZPbjssjHk5l6BzWYLeP2iRXl8/vlnlJYWc/RoJVFRUXTu3JXRo8dy1VXXEhYW1uh1U6dexddfH2Dy5Gu4//4H2bJlE7Nnv8O6dWuoqDhCVFQ0vXv34ZprrmfYsBFBx3Do0CHeeecNli3L5+uvDxAREUFWVk+mTbuZYcNGnvLPoinG8tOf3stf/vIMixcvwO12kZzckauumsKNN04/5X6IiIiIiIhI6zAcVXhKF+IpXoDpOBq4zoQiTzqLndnspiMj+qXw8OB0khO035GIiEhzUIgkLWbjxvUB90A6VTt37qCwcAP9+g1omk61ktWrV/KrX/0ch6O23vGysoOUlR2koGAJ77zzJv/v//2N+PiEejVVVUf59a9/wZdfrq13vLKykvXr17F+/Tpmz36HJ554hk6dOgftxwcfvM/MmU/h9Xr9x9zuIxQULKGgYAlTpkzlvvvub/TaDRvW88tf/oyamuoTrnWzevVKVq9eyS23fOukP4emGovP5+O++37Kxo3r/cd27txBaGjj4ZOIiIiIiIi0Db7De/AUzcOzdTn4vAHrnGYIK1zdWeLsiTfyIsaNSOOnA1KJjtB+RyIiIs1JIZLU4/P5qK6uPnnhGfjgg9lN0s6cObPJyOiMzWbFYqlbFtnnM86qzZiYmKCzfppSRUUFv/3tAzgctYSFhXHllVfTu3cfwsLC2L9/P59++iH79u1l27av+OMfH+bJJ2f6r3W5nNx11/+xbdtXAHTp0pUJE66kY8dUqquPUlCwhBUrlrF37x5+/OPv8/LLb5KU1KHRfqxf/yVz535CSEgIV101hf79B2IYBkuXLmHx4oUAfPjh++TkXMJll42ud+3WrV8xY8aPcblcAIwYMYpRoy4jLMzO+vXrmDv3E9566/WAM4iaeix5efNxu11kZ/fimmuux+PxsGDBfMaNyz3FvxURERERERFpKaZp4Nu9AXfhPHz7S4PWHvJFs8TZk5XuTJLaJ3DtmHSGZHfQfkciIiItRCGS+OXnL+K5556lsrKitbsS1MqVy7j55mubtM24uHjuvPOnjBp1eZO225j58z+juroKgF//+neMHVs/6Jg27SZ+9KPvs2XLJpYvX8r+/ftISUkF4IUXnvOHLtdeewP33HNfvfBrypSpzJv3GX/4w0NUVlbyxBOP8vTTzzbaj717dxMdHcNf/vJ3unfv4T9+5ZVX8fLLL/Dyyy8A8O9/f9QgRHr22af9AdLPf/4rrrnmOv+53NwruPLKq5gx4y5qa48F/Dk05VjcbhdZWT34299e8gdX1147NeC9RUREREREpOWZbgeeLQW4i77ArDoYtPYrTwcWO7Mp8qTRr1t77hqSQc8M7XckIiLS0vS1DfGbOfOpNh8gNZfKygpmznyqRe61e/cu/+vG9g2y28O59dbvkJaWzpAhwzh6tBKAqqoqPvpoDgA9e/ZixoxfNDp7Kjf3CiZOnATUBW7btm0N2Jfvfe8H9QKk46ZPv80fxpSWltQ7t2XLJtatWwPA6NHj6gVIx/Xp04//+7+fBLxvc4zlxhunB535JCIiIiIiIq3DqCrHufxtat6cgWvZmwEDJK9pZaWrG386Ool/OK7got5D+cMdw7j7hv5kd4pXgCQiItIKNBNJpIXFxrbzv3777df53vd+0OCN8Jgx4xgzZly9YytWLMXpdAJwxRWTg755njTpaubO/QSAZcvy6dYts9G6yy8f0+hxu91OWlo627dvq7fnEcDy5Uv9r6dMuT5IH67i73//a6OzkZpjLP37DwzYhoiIiIiIiLQs0zTxfb0FT+E8vLvW1a1FH0C1EU6BK4ulzh5YItsxdngqlw9MJSZSXxQUERFpbQqRxO/uu+87J5azaw7Hl7NrCaNHj+X112dhmiazZr1IXt48LrtsDEOHDqd3776EhDT+WJaUFPlfHzlymCVLFgW8h8NR63+9eXPj60tHREQG3GMIICoqGgCvt/7GpsXFdf2wWCz06tUn4PV2ezjZ2b1Zu3ZVg3NNPZawMDvJyR0DtiEiIiIiIiItw/R58G5bhbtoHsahXUFr93rjWezMZp27C8ntY7lhdAaX9OpAaIgWzhEREWkrFCKJ36hRlzN8+Ciqq6tPXnyaamtrueOOb2EYxlm3ZbPZeOGF14iJicZiqfsyk893du3GxMQ0upxac+jevQff//7/8eKLzwN1y9u9/vosXn99FtHR0eTkDOWyy0YzatRl2O3h/uvKy8v8r1999Z+nfL+KisZDwejo6KDXHf95mP/zbbGKisMAxMbGEhEREbSN1NRU1q5teLypxxITE3wsIiIiIiIi0rwMRxWe0oV4ihdgOo4GrjOhyJPOImc227wd6Ns1kbuHpNNLy9WJiIi0SQqRpB6bzUZcXFyTtxsXF8fw4aMoKFh81m0NHz6SlJQUbDZrk4VILe22226nd+++vPXWa6xduxqfzwdATU0NCxd+wcKFXxAXF8c99/ycceMmAHDsWMNl4U5FY8vJAWccmlVX1wDUC7gCiYyMavR4U48lNFRLHIiIiIiIiLQG3+E9eIrm4dm6HHzegHVOM5QVrkyWOHty1NKO4X2S+U5OOqmJjf/eKCIiIm2DQiRpMZMnX9MkIdLkyVOaoDetb/DgIQwePITKykpWrFjK6tUrWLNmFYcP1830qays5OGHf0NUVBTDho0kPPyb0ObNN9+nU6fOrdLvmJgYAP+eRsF4PO5Gj7eVsYiIiIiIiMjpM00D3+4NuAvn4dvf+LLjxx3yRbPEmc0KVzfCIqMYMzyN0QNTiY3SlwFFRETOBQqRpMX06zeATp06s2vXzjNuo3PnLvTt27/pOtUGxMXFMXHiJCZOnIRpmhQXF/LKKy+xYsUyTNPktddeZtiwkcTHJ/ivOXz4UKsFL4mJiQBUV1dRU1MTdFm8Q4fKGz3eVsYiIiIiIiIip850O/BsKcBdNB+zqixo7VeeDixyZlPsSaNjYgw3j0lnWO8OhIa0zFLyIiIi0jS0U6G0GIvFwn33PVBvFsrpCA8P59577z+n10g2TZMFC75g1qwXeffdNxuct1gs9OnTj8cf/zOJie0B2Lp1KwDZ2b39dV9+2chGQyfYsWM7v/71z/nrX/8fy5YVNOEIoG/fAUDdWL78ck3AOsMwKC4uavRcWxmLiIiIiIiInJxRVY5z+dvUvDkD17I3AwZIXtPKSlc3/nR0Mn+tnoCZNoCfTRvII7cP4dL+KQqQREREzkGaiSQtKjMziwcffIRHHnnwlJZDOy48PJwHH3yEzMysZuxd87NYLPz9739h//59xMTEct110wgNDW1QFxISQmRkJACRkREADBs2ApvNhs/n4+OPP+DGG6cHnAX0xhuvsHjxQgCSkpKadAyXXTaa556bCcB7773NqFGXN1qXn78o4EyktjIWERERERERaZxpmvi+3oKncB7eXevqNiQOoNoIp8DZg6WuLBzWSIb2TuaHg9NJSwq8coWIiIicGzQTSVrcoEGDefLJmae8hFnnzl148smZDBo0uHk71kJGjx4H1C0HN3Pm05iNvBFfsmQRu3fvAqB//0EAtG+fxIQJVwJ1S8D99rf3U1tb2+DaTz/9iM8/nwtATEwsV155dZP2PzU1jbFjxwN1s4j+8Y+/NajZtWsnf/7zEwHbaCtjERERERERkfpMnwfPlqXUzvkdjk8ew7tzbcAAaa83njdqRvBQ5fUUWAYzeng2T945gu9dma0ASURE5DyhmUjSKjIzs3j++ZcpLNzAJ598yLJl+RiG4T9vs9kYPnwkkydPoW/f/uf0Enb/66abbuXTTz/k6NGjfPjh+5SUFDJmzHiSkztSXV3Nxo3rycubB0BYmJ1vf/t7/mvvumsG69evY//+faxatYLp06cyefI1dO7chcrKSlasWMry5Uv99TNm/CLonkVn6q677mXdurVUVBzh9ddnsX79OiZMuILo6BhKS4v56KM5OJ1O4uMTqKg4EqCNtjEWERERERERAcNRhadkIZ6SPExHVeA6E4o86SxyZrPN24GOF0Vxa046w3onExaq5epERETONwqRpNVYLBb69RtAv34DOHbsGIcPH8LhqCUiIpKLLkokKiqqtbvYLOLj43niiWe4//4ZVFZWsmXLZrZs2dygLjo6ht/85mEyM7v7j8XExPDccy/xwAP3UlpaQnl5GbNmvdjg2rAwO3fffS/jx09sljEkJiby/PP/5Gc/+wkHDuyjsHADhYUb6tVceeVVhIeHM2fO7EbbaCtjERERERERuZD5Du/GXTgf79blYHgD1jnNUFa4Mlni7MlhI4bsTvHcMySdPl0vwnoeffFTRERE6lOIJG1CVFTUeRsaNaZPn3688cb7fPjh+6xYsYzdu3dx7FgNUVHRpKSkMnz4SKZMuZ6EhIsaXJuY2J4XXniVvLx55OXNZ9OmEiorKwgJCaFjxxRyci7huuumkZqa1qxjSEtL59VX3+L9999l4cIv2LVrF6GhIXTt2o1rrrmeiRMnBV3Sri2NRURERERE5EJiGga+3RtwF83Dt780aO0hXzRLnNmscHXDa7UztFcHxuekk9EhpoV6KyIiIq3JYja2IYu0WRUVtXi9vlOuLyvbi2H4sFptJCWdXx/E22xWLJa6pZl9PuPkF4g0o/P5WTtbCQlR2GxWfD6DI0eOtXZ3RCQAPasi5wY9qyLnhrb6rJpuB54tBbiL5mNWlQWt3eJJZrGzJ8WeNCLDwxg9KJUxg9KIi7a3UG9FmldbfU5FpD49q40LCbERHx/ZMvdqkbuIiIiIiIiIiEirMKrKcRd/gWfTEvA4AtZ5TStr3F1Y7Mxmvy+BDgmR3JqTzvA+ydi135GIiMgFSSGSiIiIiIiIiMh5xjRNfF9vwVM4D++udXXLeARQZYRT4OzBMlcW1WYEPTPimJqTQb9M7XckIiJyoVOIJCIiIiIiIiJynjB9HrzbVuIunI9xeFfQ2r3eeBY5e7HO3RmsIQzplURuTgadkrXfkYiIiNRRiCQiIiIiIiIico4zao/iKV2Ip2QBpqMqcJ0JhZ4MFjuz2eZNItIeyoShqYy9OI34GO13JCIiIvUpRBIREREREREROUf5Du/GXTgf79blYHgD1jnNUJa7Msl39uSwEUNSXATTc9IZ0TeZ8DB9PCQiIiKN07sEEREREREREZFziGkYeHevx1M4D9+BTUFry30xLHH2ZKWrGy7CyEprxy1DMuifmYjVqv2OREREJDiFSCIiIiIiIiIi5wDT7cCzOR930XzM6vKgtVs8ySx2ZlPsScVisZHTK4ncnHS6dIxtod6KiIjI+UAhkoiIiIiIiIhIG2ZUleEu+gLP5iXgcQas85pW1ri7sNiZzX5fAhH2ECZcksK4i9NIiA1vwR6LiIjI+UIhkoiIiIiIiIhIG2OaJr4Dm/EUzcO780vADFhbZYRT4OzBMlcW1WYEie3CuTknnZF9OxJh10c/IiIicub0TkJEREREREREpI0wfR6821biLpyHcXh30No93gQWO7NZ5+6MDxuZae34dk46A7u3135HIiIi0iQUIomIiIiIiIiINIGwMBvh4aH+AMdqtRAbG47T6cHt9gW91qg9iqd0IZ6SBZiOqsB1JhR6MljszGabNwmLxcLgnknkDkmnW0q7Jh2PiIiIiEIkEREREREREZGzEBERSkREGDabtd5xi8WC3R6K3R6Kz2fgcLhxODz1anyHduEumo936wowvAHv4TBCWeHOJN/Zk8NGDOFhNnJz6vY7SoyLaJZxiYiIiChEEhERERERERE5Q7Gx4djtoQD4HNVUb1iAY8dGDJcDqz2CiC79iek/GltEDNHR4YSG2jhaWYt393o8hfPwHdgUtP1yXwyLnT1Z5crERSgXxYZz0+A0RvVP0X5HIiIi0uz0bkNERERERERE5AwcD5BMr4fDX7xC9YYFmF53vRrH9vVULH6bmP5juGjcd7DbQ4mq3sbB+X8F0wjY9hZPMouc2ZR4UjGx0jUllglDMhiUlYjNag14nYiIiEhTUogkIiIiIiIiInKaIiJC/QHSgXf+gHNXUcBa0+umau1/cB/aS8ebfkNU5iBiB19B1ep/16vzmFbWuruy2JnNfl88Fgtc3KM9uUMyyEzVfkciIiLS8hQiiYiIiIiIiIicpoiIMAAOf/FK0ADpRM5dRRzOe5XECd+nXc4kqtZ8BqZBlRFOvrMny1zdqTEjsIfZGDewI+MHp9Ne+x2JiIhIK1KIJCIiIiIiIiJyGsLCbNhsVv8eSKejen0e8ZfeSGh8B451GsmcIh9fujvjw0ZCrJ1pF6dzaf+ORIaHNlPvRURERE6dQiQRERERERERkdMQ/t+Ap7E9kE7G9Lqp3rCQuKFXU933BtasW03n5BgmDMng4h7tCbFpvyMRERFpOxQiiYiIiIiIiIichpAQGwCOHRvP6HrHjg3EDb2anp3iuX/6ILqntcNisTRlF0VERESahEIkEREREREREZHTYMEEwHA5zuh6w113XXxsOFnpcU3WLxEREZGmpjnSItJs/vnPfzBy5GBGjhzMunVrWrs7IiIiIiIiZ8V3aBfOxS/jObQHAKs94ozasYad2XUiIiIiLU0zkUREREREREREAjB9HrzbV+MuzsMo2waAt88l2Dt0JqJLPxzb1592mxFd+jd1N0VERESahWYiSasqLS05q/MiIiIiIiIizcGoPoRr1WyOvTkD58IX/AESQNWGPABi+o/BEhJ2Wu1aQsKI6T8GAJ/PaLoOi4iIiDQDhUjSat577y1mzPgx77331hmdl7bv9tt/SEHBGgoK1jBo0ODW7o6IiIiIiEhQpmng3VNI7X/+H8fe+Tnu9f/GdFY3qHNsW4+nsgxbRIw/EDpVMQPGYouIBhQiiYiISNun5eykVbz33lvMmvUigP9/p0275ZTPi4iIiIiIiDQV03UMz+Z83CULMasOBq2tNCLZGTOQTuF1QVDCuO/gPrQX566ik94nvFMfEsbe5v+z0+k5u46LiIiINDOFSNLiTgyIjjsxKDrZeREREREREZGm4Du0E0/xAjxbV4DPHbR2iyeZAmcPCj3pcNTKiGMmHcLBGhJK8k2/4cgXr1C9YQGmt2E7lpAwYgaMJWHsbVhDQuvu7TNwu33NMi4RERGRpqIQSVpUYwHRcbNmvUhh4QbWrFkV8Dyc+0HSyJF1y7p9//v/x9VXX8uf//wnVq1aAUBKSiq33PJtcnMn1rtm9eqVzJ37CRs3rqei4gh2ezjp6RmMGnUZ1113A1FR0Se97/r16/j44w8oLS3m4MGDhIaGkJHRmUsvHc11100N2sbu3buYM+c9Vq9eSVlZ3bfyOnRIJidnKFOn3khqalqj1/3zn//w/709++zfGTRoMJWVlVxzzQR8Ph/9+w/kb39r/P8Pxz300K/Iy5uH1Wplzpy5JCYm1jt/6FA577//LitWLOPAgX14vV4SE9szaNBgrrvuBrp379Fou3PnfsIf//gwAHPm/Jtt277ihReeY9eunURFRdO9ew9++ctf06FDctD+iYiIiIjIucX0uvFuX427ZEG9fY4a4zRDWeXqSoGzBweNOAAsFrg4qz0OR90sIsMwsYaEkjjxDuIvu4nqDQtx7NiA4XZgDYsgousAYvqN9i9hZxgmVqsFhyN4aCUiIiLSFihEkhYTLEA6LlCAdNz5EiQB1NYe48c/voM9e3b7j23duoWYmG/CHJfLyaOPPsyCBfPrXet2uykpKaKkpIj33nubRx/9E/36DWj0Pk6nk8cee5i8vP9tw0VpaTGlpcV8+OH7PPXUs3Tp0rXB9W+88QovvfR3vF5vveM7d+5g584dfPjh+/zkJz/j+uunndK44+LiuOSSYSxbVkBh4QYOHTrUIBg6se/LluUDMHDg4AZ1//nPv3n66cdxOBz1ju/bt5d9+/by739/zPTpt/GDH9yJxWIJ2Kfly5fy9NOPYxh165G73UfYtm0LiYntT2lMIiIiIiLS9hnV5XhKF+HZtKTRfY5OtN8bR4GrB6tdXXFTN3Mowm5jVL8Uxl2cRmJcBAAulwe7PRSfz+CY00tsVAxxQ68mbujVDdqsOuYiKjwUm82Ky+Xxh1AiIiIibZlCJGkRpaUlJw2QTtWsWS/St+8A+vTp0yTttZb3338Pt9vFkCFDGT9+ItXVVSxbVsCQIcMAMAyDBx64zz9LqUOHZCZNuppOnTrjcNSyevVKFi7Mo6LiCPfc82P+8Y+XG51188tfzmDt2rpwLiHhIiZPvoYuXbpy9Ggl8+d/TnFxIQcPfs29997Fa6+9S3T0NyHWq6/+kxdffB6AiIhIrrxyMr169cFisVBaWsK///0xtbXHeOaZP2GzWZkyZeopjX3cuIksW1aAYRgsWvQFU6fe1GjdsmUF/oBo/PgJ9c59/vlcHn30d5imSWhoKOPHT2TAgEGEhoayffs2Pv30IyoqjvD667MwDIMf/eiugP2ZOfNpQkJCmTr1RjIzu7N58yaio6Ox2WynNB4REREREWmbTNPAt7cId/ECfLs3AGbAWp9pYYO7E/muHmz3JgF1X0RLbBfO+MHpjOzXkQh7/Y9RqqqcxMaC3R5KbFQYtU4PFdUurBYLoSFWPF4D0zSJj7ETG2UH6oKnqipncw1ZREREpEkpRJJ6fD4f1dXBv5F1Jjp2TOGmm27lnXfeOOu2brrpVjp2TKGyshKLBUyzbi3psxETE9PigYHb7WL48JE88cQz/lkyJ86w+te/3vMHSKNGXc7vfvcH7PZw//nJk6dw1VWruP/+GTidTh5++EFef/3dejNu5s79xB8g9enTjyefnElMTIz//PXX38hjj/2euXM/oazsIO+++ya33/5DhYMH9QAAIABJREFUADZv3sTLL78AQHp6Bn/+81/p2DHFf21u7hXceON07rnnTvbu3c2zzz7D0KEjSE7ueNKxjxp1GRERETgcDhYuzAsYIi1YMA+AsLAwLr98rP94eXkZTz31eN0vY/EJ/PnPf6V796x6195887f4+c/vpri4kLfeeo1Roy6nT5++jd7H7Xbx8MOPMXbseP/YRERERETk3GU6a/BsKcBdshCz6mDQ2kojkqXOLFa4MqkyI/3Hs9LaMT4ng4HdE7FaA69sUFXlJCLCR0REGJHhoUSGhzZa5/MZOBxuzUASERGRc4pCJPHLz1/Ec889S2VlRWt3Jah33nmjScKoE8XFxXPnnT9l1KjLm7Tdk5k+/TuNLrPm9Xp5++3XAUhK6tAgQDpu8OAh3HLLt3n55RfYuXM7S5fmM3Lkpf7z7777JgB2u53f//6xegESgMVi4d57f8mSJQupqalh/vzP/SHS22+/js/nw2Kx8PvfP14vQDouOTmZX/7y19x11w9xu13Mnv0Od931s5OOOyIigpEjL2P+/P8EXNKutraW5cuXAjB06Ih6M6TmzJmNw1ELwC9/+ZsGARJAbGwsv/nNw3zrW9P++/N8jUcffbLR/qSlpfsDJBEREREROXf5Du3EU5yHZ+tK8AXfc2iLJ5l8Zw+KPOkYWAGwWS3kZCeRm5NO5+TYU76vw1G3PF1YmI3w8FDCwkKwWCyYponb7cXp9OB2+85qbCIiIiKtQSGS+M2c+RTHjh1r7W60isrKCmbOfKpFQ6TQ0FB69erd6LmSkiLKyuq+LTd2bG6jAdJxkyZd7Z8xtGzZNyHSwYNfs23bVqBuJlNSUodGr7fbw7n77vtwOp106tQZqAuxCgoWA9CjR3ajIc1xAwdeTEpKKvv372PZsvxTCpEAcnMnMn/+fwIuaVdQsASXywU0XMpu4cIvAIiPT2DEiFEB75GenkH//gNZu3Y1q1atwOv1EhLS8D97gfaTEhERERGRts/0uvFuX427JA+jbHvQWocRyip3N5Y6szhoxPmPR4WHcPnAVMYMSiM+xn7GfXG7fbjdPhISorDZLBiGqaXrRERE5JymEEmklaSkpBIa2vgyByUlRf7Xx47VsGTJoqBt2e12XC4Xmzdv8h/btKnE/7pv3/5Br7/iisn1/rxt21aczrpfdEJDQ056/3bt2rF//z727NlNbe0xIiOjgtYD5OQMJS4unsrKikaXtDu+lF1UVBTDh38TFB09WsnevXv85/LzFwe9j91e9wugw+Fg9+6ddO2a2aAmI6PTSfsrIiIiIiJti1FdjqdkIZ7N+ZjO4Muy7/fGke/qyRpXF9x883tYckIk43PSGd4nGXuo9kQVERER+V8KkcTv7rvvOyeWs2sOx5eza0nR0TEBz5WXl/tff/zxB3z88Qen1GZFxRH/6yNHvnl9KvsU1b9/mf91YeFGCgvvO+VrKyoqTilECgkJYfTocXzwwewGS9rV1NT494O69NLR/iAI4NChQ/7Xe/fu4Ve/Or2+NSbY34WIiIiIiLQdpmng21uEuzgP3+6NgBmw1mdaWO/uRIGrB9u9ScA3S4n36hxPbk46fbpehLWRJcZFREREpI5CJPEbNepyhg8fRXV18G9wnY2PPvrXWe1ndNNNt3LNNdcDYLNZsVjANOs2KD0bMTEx2Gwt+62zQLOQAGprz2xZwdraWv/rqqqj/tcnhjCn1s6ZL2t4Yh9OJjd3Ih98MLvBknb5+Ytwu93+mhMdO1ZzFn1rfFxhYWFn3KaIiIiIiDQ/01mDZ0s+7pKFmFVlQWsrjUiWOrNY7upOtRnhPx5iszK0dwdyB6eTlhQdpAUREREROU4hktRjs9mIi4s7eeEZeO+9t84qQAJ45503iIiIYNq0W5o0RGprTtwD6amnnmXo0OGn3UZ4+DdtHN9b6EzuP336bfzoR3ed9v1PRd++/enYMYUDB/bXW9JuwYL5AFx00UUMGpRT75oTxzV27HgefvixZumbiIiIiIi0Pl/5TjwleXi2rgCfJ2jtZk8yBc4eFHnSMbD6j8dGhjJ6UBqjB6YSG6UvkImIiIicDoVI0iJKS0uYNevFJmlr1qwX6dt3AH369GmS9tqi+Ph4/+vDhw8FqQzWRoL/dVnZwaC1Bw7s5/DhQ6SmphEfn9Ak9z9V48ZN4PXXZ1FYuIGKiiPYbCGsXr0SgNGjxzeYIXbiuA4fPtysfRMRERERkZZnet14t6/GXZKHUbY9aK3DCGWVuxsFzh6UGe3qnUtrH8X4wekM7d2B0BDtdyQiIiJyJhQiSYvIzu7Fd797R5MESd/97h1kZ/dqgl61Xb169fa//vLLtUyadHXA2qNHK3n88T+QnNyR7Oxe5OZeAUCPHtn+mqKijVx77dSAbXzwwfu89dZrALz22rtkZfXEZrPh8/nYsOFLTNPEEmSd8CeeeBSr1ULHjincdNOthISc+n9acnOv4PXXZ2EYBsuXL8ViseD1egEYP35ig/r27ZNITGzPoUPlbNpUgsPhICIiokHdcf/4x9+oqDhCx44pXHvtDcTGxp5y30REREREpOUY1eV4Shbi2ZyP6Qy+zPp+bxz5rp6scXXBTf2lwvt1u4jxOen06hQf9PcYERERETk568lLRJrGtGm38N3v3hG0ZvDgIUHPf/e7dzBt2i1N2a02qV+/AcTG1n2LbuHCL/j66wMBa2fPfof8/EXMnv02paUl/uMZGZ1ITU0DID9/MRUVFY1e7/V6WbgwD4DExPZ06dKV8PBwcnIuAfAvNRfI2rWr+eSTD/joozl88cW80wqQALp06UpmZhYAy5YVkJ+/GIDU1DR69258ttnIkZcB4HQ6+eCD2QHb3rNnN2+99RqffvoRs2e/TWRk5Gn1TUREREREmpdpGnj3bKT2P89w7O1f4N4wN2CA5DMtrHV1ZmbVBJ6ouoplrix/gBQWYuXygak8escl3HNDf3p3TlCAJCIiItIEFCJJiwoWJH33u3fwyCNPBD1/IQRIULcn0dSpNwJ1+xk98MC9HDnScOm2lSuX88YbrwB1+1kdvwbAYrEwbdrNANTWHuP3v/8NTqez3vWGYfD883/hwIF9AEyZcr3/F61bbvm2v+7JJ/9IcXFRg/t//fXX/OEPD/n/fNNN089kuOTm1s04Wr16BWvWrALqlrkLZNq0mwkNrftl8aWX/k5BwZIGNdXV1fzmN7/E5/MBMHXqTacdcImIiIiISPMwnTW4N37GsXfvx/HZn/Ht3gCYjdZW+CL5d+0AHqqcymvHLmW7twNQ93tLXHQY11/Wlad+PIJvT+hBx4uiWm4QIiIiIhcAfaIqLe54EHTi0nYnBkQnO3+h+Pa3v8eKFcsoKSniq6+2MH36DUyefA1ZWT2ora3lyy/XsmDBfAzDAOD73/+Rf+bRcddeewMLF+axfv06Vq9eya231rWRnp5BWVkZCxbM889e6ty5Kzff/C3/tYMGDebGG2/h3Xfforq6ijvvvJ1x4yZw8cU5WK1WvvpqMx9//CEORy0Al1wynAkTrjyjsY4bN4Hnn/8Lx44d8x9rbCm74zIyOnHnnXczc+ZTuN1u7r9/BqNGXcawYSMJD49g587tfPzxB1RW1s2+yszMqjc2ERERERFpHb7ynbiL8/BuWwE+T9DazZ5kCpw9KfKkYfzPd2A7J8eQm5PO4J5JhNj0/VgRERGR5qIQSVrFiUFRYwHRyc5fCEJCQnjmmb/y0EO/YsWKZVRXV/H22683qLNardx22+1861vfafTcn/70DA899CuWL1/K118f4KWX/t6gLiurB48//mfsdnu94z/5yc8IC7Pz5puv4vP5+PzzuXz++dwG1w8fPoqHH/7jGS8XkZTUgf79B7J+/ToAunfPonPnLkGvueGGm7BaLfztbzNxu93k5y/2L4V3ot69+/L44083GJuIiIiIiLQM0+vGu3017uI8jPLtQWsdRiir3N0ocPagzGhX75wFGJjVntycdLqntdNydSIiIiItQCGStJpp026hb98BZGf3OqPzF4KoqGieeupZli9fyuefz6WoaCNHjhzBYqkLXgYOvJhrr51K9+49ArYRGRnFk0/OpKBgMZ999inFxUUcPVqJ3R5Ot26ZjB8/gUmTrvEvD3cii8XCD3/4Y8aPn8hHH/2LtWtXU1ZWhsfjJi4unl69enPFFVcxcuSlZz3W3Nwr/CFSsFlIJ7r++hsZMeIy5sx5j9WrV3DgwH4cDgft2sWRldWD3NwrGDs2F5vNdtb9ExERERGR02NUleMpXYhn0xJMV03Q2v3eOPJdPVnj6uLf5+g4e5iNUf06Mm5wOklxEc3ZZRERERH5HxbTNBtfdFjapIqKWrxe3ynXl5XtxTB8WK02kpLSTn7BOcRms2KxgGmCz2e0dnfkAnc+P2tnKyEhCpvNis9ncOTIsZNfICKtQs+qyLlBz6q0daZp4NtThLskD9/ujQTa5wjAa1rZ4M6gwNWD7d4kju9zdNxFseGMG5zGqH4pRIafW9+B1bMq0vbpORU5N+hZbVxIiI34+MiWuVeL3EVEREREREREzlumswbP5nzcJQswq8uD1lb4IlnmymK5qzvVZsOZRZmp7cjNSWdgViI2q/Y7EhEREWlNCpFERERERERE5Iz4ynfgLl6Ad9sK8HmC1m72JFPg7EmRJw2D+uGQ1WJhcM/25OZk0DUltjm7LCIiIiKnQSGSiIiIiIiIiJwy0+vGu3017uI8jPLtQWsdZiirXN0ocPagzGjX4HykPYTLBqQw9uI0EmLDm6vLIiIiInKGFCKJiIiIiIiIyEkZVeV4Shfi2bQE01UTtHafN558Vw/WurrgJrTB+aT4CMYPTmdE32TCw/TRhIiIiEhbpXdqIiIiIiIiItIo0zTw7SnCXZKHb/dGwAxY68PKelcG+a6e7PC2BywNanpmxJGbk0G/zIuwWhqeFxEREZG2RSGSiIiIiIiIiNRjOmvwbM7HXbIAs7o8aG2lEUWBszsrXN2pNiManLdZLQzt1YHxOelkdIhpri6LiIiISDNQiCQiIiIiIiIiAPjKd+AuzsO7bSX4PEFrN3s6UuDsQZEnDQNrg/PREaGMHpjKmEGptIu2N1eXRURERKQZKUQSERERERERuYCZXjfe7atwFy/AKN8etNZFGCucXSlw9qDMaNdoTUpiFLk56Qzt1YGwUFtzdFlEREREWohCJBEREREREZELkFFVjrtkAd7N+ZiumqC1B80EFtZmsdbVBTehjdb06ZpAbk46vTsnYNF+RyIiIiLnBYVIIiIiIiIiIhcI0zTw7SnEXbIA3+6NgBmw1sDKBm9nFtdmscPbHmgYDIWGWBnWO5nxOemkJkY1X8dFREREpFUoRBIRERERERE5z5nOGjybl+AuWYhZXR609pg1hkXHMlnuzKTajGi0pl1UGGMGpXL5wFRiIsOao8siIiIi0gYoRDrPWa1WDMOHYRiYpqklBUSagWmaGIYB1D1zIiIiIiJtha9se92SddtWgs8TtHa3NZ15R7tR7EnDoPH3tRlJ0YzPSWdIdgdCQ/TeV0REROR8pxDpPGezheL1egATt9uF3R7e2l0SOe+43S6OLwNiszW+PryIiIiISEsxvW6821fhLs7DKN8RtNZrDWeNN5O8qm6UGe0arbEA/TMTyc1Jp0dGnL6cKCIiInIBUYh0ngsPj8TlqgWgtraKsDC73vCLNCHTNKmtrfL/OTw8shV7IyIiIiIXMqOqHHfJAjybl4DrWNDao2FJzK/KZGVtJ9w0/kUoe6iNkX07Mi4njQ7xep8rIiIiciFSiHSes9sjqPvemInL5aCyspzIyFiFSSJnyTTrZvfV1lbhcjn+e9Ty32dORERERKRlmKaBb08h7uI8fHsKOT5DvtFai43tod355FBndnjbU/e7YkMJsXbGXpzGZf1TiAzXTHsRERGRC1mrhUgul4s9e/awf/9+ampqcLvd2O12oqOjSUtLIyMjA5vN1lrdO29YrVbi4hKprDzE8SCp7gNvyzm/d8uJIZhpBv5FSaQ51O2BdOL/7yzExSWe88+ViIiIiJwbTGcNns1LcJcsxKwuD1rrDmvHSm9PPj+cQbUZ+EtPXVNiyc1JZ1BWe0Jsel8rIiIiIi0cIq1Zs4a8vDxWrlzJli1b8Pl8AWttNht9+vThkksuYfz48fTp06cFe3p+CQ+PrBck1TExjMA//3OB1Wrh+Cwrw1CIJK2pLkDSUnYiIiIi0tx8Zdtxl+Th3bYSfN6gtUeiuvKfyq6sPpKMQeOhkMUCF/dIIjcnnczUxvdEEhEREZELV7OHSDU1Nbzzzju8++677N2713/8ZDNHvF4vGzZsYMOGDbzwwgt06dKFW265heuvv56ICC0XdbrCwyNJSkrD5XLgdNbi83n+O5Pi3BUaGoLFAqYJHk/wX55EmprVasVmCyU8PBK7PUIzkERERESk2ZheN95tK3GXLMAo3xG8NjSCbeG9mXMgnX1HYgLWRdhtXNo/hbEXp5HYTr9ji4iIiEjjLGYzrQPmdDqZNWsWr7zyClVVVQ1Co/DwcDp37ky7du2IiYkhMjISl8tFbW0tX3/9Nfv27aO2tvabjv536bLY2Fhuv/12brvtNux2e3N0vU2rqKjF6z23ZxA1lYSEKGw2Kz6fwZEjwTeNFZHWo2dV5NygZ1Xk3KBn9cJiVJXhLlmAZ3M+uIL/fbujU1jp68XH+9rjJvA+Ru3jwhk3OJ2RfTsSYdc2yc1Fz6pI26fnVOTcoGe1cSEhNuLjW2ZVpGZ5x/jFF1/wxz/+kQMHDvjDo5SUFEaOHMmwYcPIzs6mU6dO9fa0acyOHTvYuHEjS5cupaCggCNHjnD06FGeeeYZ3nzzTR544AEmTpzYHEMQERERERERaXGmYeDbuxF38QJ8ewqpvw/n/7DaOBLfh7kVXVm9O5q65b4bl/X/2bvv4LruOv//r3OberHVbEvXTY4tS7bjItmOHTfJUjp2AllglrBsYHfwbIDAwlKGBb7AwiS7IbCwGZbdpSY7BH5LADvFsiW5O4nkbhX3ouqiYlnFuufec35/mDiE+B6XXF1J9vPxTzy6r/P5fE5mPtI98z6fz8efqrIiv2ZPSf/T1uAAAADAtUW0iHTx4kV94xvf0CuvvCLbthUXF6d7771Xjz76qObOnXvD7U2aNEmTJk3SqlWrFAqFtH37dv3ud7/Txo0bdebMGX32s5/V2rVr9S//8i9KTU2N5K0AAAAAABA19qUemYe2KFBXJfviOeds/CgdS5it3zaOVdv58I/1bpeh+dMzVVrk18QxyZEeMgAAAG4DES0ive9971Nra6tiY2P12GOP6fHHH9eoUaMi0rbb7dbSpUu1dOlSnTlzRj/96U/161//WhUVFaqtrdWmTZsi0g8AAAAAANESOntcgboKBY+9IYWcz3o1M/L0Rmi6/nAiUYFQ+NVECbEeLZ+TreK5ORqVdPttAw8AAIDIiWgRqa2tTQ8//LCefPJJZWVlRbLpd8jKytKXv/xlffzjH9f3v/99vfTSS4PWFwAAAAAAkWQHAwoee0OBukpZ5044h31x6soq1Ksdk/T6Iefo2LR4lRb6ddeMMYrxuiM3YAAAANy2IlpEevHFFzVr1qxINukoMzNT3/nOd/ShD30oan0CAAAAAHAzrO6zCtRVyjy0VRpwPhjaGO3X8aR5+v9Opalpn+mYLZg4SqVF4zVj8mi5rnH2MAAAAHAjIlpEimYBaTj0CwAAAACAE9uyFGrar0BtpUKNByTZ4cMujyz/XL1pTdcfD7nUeykk6eoFJI/bpbsKslRa5FdORuKgjB0AAACIaBEJAAAAAABI1qWLMhu2yqyvkn3xnGPWSExTT85deq19vLbv61XIsiWFrppNjveqeG6Ols/JVnKCbxBGDgAAALyNIhIAAAAAABESOntcgdoKBY+/IYWCjll3doFOpxTqpROJOrLjoqSesNmcjASVFvm1MD9LXg/nHQEAACA6hkURacuWLaqqqlJTU5NiY2OVnZ2t4uJizZ8/f6iHBgAAAACAIzsYUPDYGwrUVco6d8I57IuTkbtYu+18rau9pPMXLkm6GDY+KzdNZUV+TZ8wSgbnHQEAACDKBq2INDAwoFdffVWHDx+WbduaPn267r33Xvl8by+3b29v12c+8xnt2rXrXdf/4he/0IwZM/Stb31LeXl5gzVMAAAAAABuitV9VoG6SpmHtkoDvY5ZV9p4DUxaoo3nx2lT9XldCnSFzfq8Li2eMVYrC3M0Ni0h0sMGAAAArtugFJFee+01ffOb31RnZ+c7fv6v//qvevbZZ1VYWKhLly7pYx/7mI4ePSpJsu13Hy564MABfeQjH9HPfvYzzZw5czCGCgAAAADAdbMtS6Gm/QrUVirUeEDSu59lr3B55JlcqLb0BXrliFu7N5yXbZ8JGx+VFKPiudlaNjtbiXHeyA8eAAAAuEERLyL97ne/01e/+lXZtv2uwtC5c+f0+OOP6/nnn9fWrVt15MgRGYYh27Y1f/585eXlye12q6GhQW+++aYsy1JPT4++/OUv6w9/+IPcbvZ9BgAAAABEn3XposyGrTLrq2RfPOeYNRLT5M5broPGdL26r1Mn3+x0zE8ck6SyIr8K8zLlcbsiOWwAAADgPYloEam9vV3f/e53ZVmWJCkrK0vLli1TcnKyjh07pi1btsg0TX31q19VV9flpfuZmZn60Y9+9K6VRocPH9anP/1pnTx58sq1K1asiORwAQAAAAAIy7ZtWedOKFBboeDxN6RQ0DHvzpmh0JRl2nw+TZU7W9V58XTYrGFIc+/IUGmRX3fkpHDeEQAAAIaliBaRfvOb3+jixYsyDEOPPPKI/t//+3/yeN7uYv/+/Xr88cd15MgR2bYtwzD07LPPXnWruqlTp+o//uM/9L73vU+WZamiooIiEgAAAABg0NnBgILH3lCgtkLW+ZPOYV+8vNOW6MK4hSo/FND2ta0KmBfDxmN9bi2ZNU4rC3OUkRoX2YEDAAAAERbRItLrr78uScrIyNDXv/71dxSQJGnWrFn6+Mc/rh/84AcyDEMzZ87U3Llzw7aXm5urhQsXavv27aqvr4/kUAEAAAAAeAer+6wCdZUyD22VBnods660CfLmF+u4b5rW7z6jfZtPOObTU2K1cl6Oltw5TnExg3I8MQAAABBxEf3meuLECRmGobvuuks+n++qmbKyMv3gBz+QJM2YMeOabc6YMUPbt29Xa2trJIcKAAAAAIBsy1Kocb8CdRUKNR5wDrs88kwukitvharPJap8R5OaztU5XjIlJ0VlhX7NmZout4vzjgAAADCyRLSI9NY5R2PHjg2b+fPP0tPTr9lmYmKiJKm31/ktMAAAAAAArpd16aLMhi0y66tkXzzvmDUS0+TNX6EB/0JtqL+oyv9rVndvU9i822WoMC9TZUV+TRqbHOmhAwAAAFET0SJSIBCQYRhKSEgIm4mPj7/y79jY2Gu26Xa7r7QNAAAAAMDNsm1b1rnjCtRWKnj8DSkUdMy7c2bIl1+itvhcbahp1s4NBxUMWWHzCbEeLZ09TiVzczQ6+drPuwAAAMBwNygbMf/lWUjhGIYxGN0DAAAAAHCFHQwoePR1BeoqZZ0/6Rz2xcs7bYk805errt2nDa+fVu3JGsdLskbFqbTIr8UzxirG547cwAEAAIAhxmmeAAAAAIBbknXhjAL1VTIPbZUGnLdId6VNkLegWNaEIr3e0KkNvz2l1vY+x2umTxil0iK/ZuWmycVLkgAAALgFUUQCAAAAANwybMtSqHG/AnUVCjUecA67PPJMLpKvoETdcTl6bU+zNq/fpZ5+M+wlHrehBflZKi30a3xWUoRHDwAAAAwvFJEAAAAAACOedemizIYtMuurZF8875g1EtPkzV8h77SlarxgqPzN03qzfqdClh32mqR4r1bMydaKOdlKSYyJ9PABAACAYYkiEgAAAABgRLJtW9a54wrUVih4/E0pFHTMu3NmyFdQIiN7lvYd71D5747qcGOX4zXZ6QkqLfLrroIseT2cdwQAAIDby6AUkX784x/r+eefj0iup6cnUsMCAAAAANwC7OCAgkffUKCuQtb5U85hX7y805bIl79CA7HpqjrQqopX39TZrn7Hy2ZMHq17isYrf+IoGZx3BAAAgNvUoBSRuru71d3dHfbzt76AXysHAAAAAMBbrAtnFKirlHl4mzTQ65h1pU+QL79EnikL1N5rqWJXk7bsO6z+gfCrlbwelxbNGKPSQr/GpSdEevgAAADAiBPxIpJth99DGgAAAACAG2FblkKN+xSorVCo6aBz2OWRJ3e+fPnFcmXm6lhLt8rXHdHuQ+dkOTyrpiT6VDw3R8tnj1NSvC/CdwAAAACMXBEtIv3yl7+MZHMAAAAAgNuU1d8t89AWmXVVsnvaHbNGYpq8+SvknbZUdkyidh06p/L1u3S8xXnni/FZiSor8mv+9Cx53K5IDh8AAAC4JUS0iDR//vxINgcAAAAAuI3Yti3r7DEF6ioVPPamZIXfek6S3P6Z8uUXy+2/U/2BkCr3tahi1wF1dA+EvcaQNPuOdJUV+TXVn8p5RwAAAICDQTkTCQAAAACA62UHBxQ8+oYCdRWyzp9yDvvi5Z225PKWdSlZOtPZp40bj2rbgVYNmKGwl8V43bp71litLMxR1qj4CN8BAAAAcGuiiAQAAAAAGBLWhTMK1FXKPLxNGuh1zLrSJ8iXXyLPlAWS26fDjV0q37hfe4+cl9PJvGnJMSqZ59fSO8cqPtYb2RsAAAAAbnEUkQAAAAAAUWNblkKN+xSorVCo6aBz2OWRJ3e+fAUlcmVMVsiytbP+jMqrG3X6TI/jpbnjklVa5Ne8aRlyuzjvCAAAALgZES0i/fVf/3Ukm3sHwzD0/PPPD1r7AAAAAIDBY/V3yzy0RWZdleyedseskZhURSJ8AAAgAElEQVQmb36xvNOWyBWXrIt9AW3aeUqVu5t0oScQ9jqXYWjetAyVFfmVm50S6VsAAAAAbjsRLSLt2rVrUA4ltW2bw04BAAAAYISxbVvW2WMK1FYoeLxasoKOebd/pnz5JXL7Z8lwudRyvlcbNjdox8E2mUEr7HVxMR4tu3OcSublKC0lNtK3AQAAANy2BmU7O9t22pEaAAAAAHArs4MDMo++LrO2Ulb7KedwTIK805bIN32FXClZsm1btSc7VF7dqIPHOxwvzUyN08rCHC2eOVZxMezWDgAAAETaoHzLfmvV0IwZM/TAAw8oPz9/MLoBAAAAAAwj1oU2BeqqZB7aKgX6HLOu9Any5ZfIM2WBDE+MAmZIr+9r0YbqRjWf73W8dpo/VWVFft05JV0uF7tWAAAAAIMlokWk1atXq6KiQhcvXpQkHTx4UAcPHtTEiRP1wAMP6IEHHtCkSZMi2SUAAAAAYAjZlqXQ6X0K1FUo1HTQOez2yDN5gXwFxXJlTJZhGLrQM6DK3cdVtadZPf1m+EtdhuZPz1JZkV8TxiRF+C4AAAAAXI1hR3jvuUAgoC1btuiVV15RVVWV+vv7L3f0p9VJeXl5evDBB3Xfffdp3Lhxkez6ttDZ2adgMDTUwxgWRo9OkNvtUihkqaPD+U1FAEOHuQqMDMxVYGQYTnPV6u+W2bBFZn2V7J52x6yRmCZvfrG8eUvlir1cADp95qI2VDfqjfozCobCP5Ymxnm1fM44rZiTo1FJMRG9B2CwDKe5CuDqmKfAyMBcvTqPx61Ro+Kj0lfEi0h/rr+/X1VVVXr55Ze1detWBQKBy53+qaA0e/ZsPfjgg7r33nuVlpY2WMO4pVBEehu/QICRgbkKjAzMVWBkGOq5atu2rLPHFKitUPB4tWQFHfNu/0z58kvk9s+S4XLJsm3tP9qu8urTajjd5Xjt2LR4lRb5dVfBGMV43ZG8DWDQDfVcBXBtzFNgZGCuXt0tU0T6cz09Pdq4caNefvll7dy5U8Hg5YcNwzDkcrm0YMEC3X///brnnnuUlMTWBOFQRHobv0CAkYG5CowMzFVgZBiquWoHB2QefV1mbaWs9lPO4ZgEeactkS+/WK7kTEnSQCCkbQdatbGmUWc6+x0vL5g0WmVFfhVMGi2XwXlHGJn4uwoMf8xTYGRgrl7dLVlE+nNdXV1av369Xn75ZdXU1MiyrCurk7xer+6++2498MADKikpUWxsbLSHN6xRRHobv0CAkYG5CowMzFVgZIj2XLUutClQVyXz0FYp0OeYdaVPlK+gRJ7c+TI8l7ed6+i+pIpdTdq8t0V9A+FXLXncLi2akaXSQr+yMxIjeg/AUODvKjD8MU+BkYG5enW3fBHpz507d06vvvqqXnnlFe3du/fyoP5UUIqNjdWKFSv0wAMPaOnSpfJ6vUM51GGBItLb+AUCjAzMVWBkYK4CI0M05qptWQqd3qdAXYVCTQedw26PPJMXyFdQIlfGpCvPcsdbulVefVo1DedkOTxyJif4VDw3W8vnZCs53hfJ2wCGFH9XgeGPeQqMDMzVq7utikh/rqWlRa+88opeffVV1dbWSnq7oJScnKw33nhjKIc3LFBEehu/QICRgbkKjAzMVWBkGMy5avV3y2zYIrO+SnZPu2PWSEqXd3qxvHlL5Iq9vB15yLK05/B5lVc36mjzBcfrczISVVbk14L8LHk9rojdAzBc8HcVGP6Yp8DIwFy9umgWkTxR6eU6jRs3Tp/4xCf0iU98QuvXr9e3vvUttbe3y7ZtdXd3D/XwAAAAAOCWYtu2rLPHFKitUPB4tWSF33JOMuT2z5Qvv1hu/ywZrsvFn75LQW3d36KKXU06f+GSY3935qaprMivvAmjrrwwCAAAAGD4GlZFpH379um1115TeXm5Wlpahno4AAAAAHBLsoMDMo++LrO2Ulb7KedwTIK805bIl18sV3LmlR+f7erXxppGbdvfqkuB8Lsl+LwuLZ45VqWFfo0ZHZ23JQEAAABExpAXkd4qHK1fv16tra2SLr8N95aMjAzdc889uv/++4dqiAAAAABwS7AutClQWynz8DYp0OeYdaVPlK+gRJ7cBTI8l88rsm1bR5ouqLy6UXuOnJPT5uijkmJUMi9HS+8cp8Q4zrcFAAAARqIhKSLt27dPr776qtavX6+2tjZJ7ywcpaWlqaysTPfdd5+KiorY5gAAAAAAbpJtWQqe3iuzrlKhpoPOYbdHntwF8uWXyJ05+cqPgyFL1Q1ntaG6USfbLjo2MWlskkqL/CqclimPm/OOAAAAgJEsakWkvXv3XllxdLXCUWpq6pXC0YIFC+Ry8bABAAAAADfL6u+W2bBFZn2V7J52x6yRlC7v9GJ585bIFZt05ec9/aY2721W5e5mdV4cCH+9Ic2dmqGyIr+mZKfwIiAAAABwixjUItLevXv16quvqry8/ErhSHq7eJScnKySkhLdf//9WrRokdxu92AOx9Gbb76pxx577Lqyd999t/7nf/5nkEcEAAAAADfGtm1ZZ44qUFep4PFqyQo6pA25/TPlKyiWO2eWjD97ka+1vVcba5q0/WCrAqYVtoVYn1tL7xynknk5ykiNi+CdAAAAABgOIl5E2rNnj1577bWwhaPExEQVFxfr/vvv1+LFi+X1Do+9sQ8dOjTUQwAAAACAm2KbAzKPvS6ztkJW+2nncEyCvNOWyJdfLFdy5ttt2LbqT3WqvLpR+485r1xKT4nVykK/lswaq7iYIT9qFwAAAMAgiei3/eXLl+vMmTOS3rlVXXx8vFasWKH77rtPS5culc/ni2S3EfFWESkhIUFPP/20YzYtLS0aQwIAAAAAR1ZXmwJ1lTIPb5UC/Y5ZV8Yk+fKL5cldIMPz9jOZGQzp9boz2lDdpKZzPY5t3JGTorIiv+bckSGXiy3rAAAAgFtdRItIbW1tMgxDtm0rNjZWS5Ys0X333afly5crNjb2Ss6ywm+H4GQwz0l6q4g0depUrVy5ctD6AQAAAID3wrZC6jtco743XlaoudY57PbIk7tAvvwSuTMnv+Oj7t6AqvY0q2p3k7r7zPBNuAwV5WWqtMivSWOTI3ELAAAAAEaIQdl3wDAMDQwMaOPGjdq4cWPE2qyrq4tIW3/JsiwdPXpUknTHHXcMSh8AAAAA8F5Y/d26sGO9evZuULD7vGPWSMqQL3+FPNOWyBWb9I7Pms72qLymUa/XnlEwFP4Fv4RYj5bNzlbx3GyNTo4NmwMAAABw6xr0zav/fFu74er06dPq6+uTdHklEgAAAAAMB7ZtyzpzVIG6CgWPV0tWyCFtyO2fKV9Bsdw5s2T82U4Olm3r4PF2lVc3qu5kp2OfWaPjVVaYo0UzxirG547QnQAAAAAYiSJeRBoJRaO/9NZWdhJFJAAAAABDzzYHZB7dKbOuUlb7aedwTIK805bKl79CruTMd3w0YIa042CbNtY0qrW9z7GZ6RNGqazIr5m5aXIZnHcEAAAAIMJFpIaGhkg2FzWHDx++8u+3trNrbGzUqVOn5Ha7NWHCBI0bN26ohgcAAADgNmF1tSlQVynz8FYp0O+YdWVMki+/WJ7cBTI8vnd81nlxQJW7m7RpT7N6LwXDtuFxG1qYP0alRX75MxMjcg8AAAAAbh2Dvp3dSPDWSqT09HRt2bJFP/nJT3Ts2LF3ZAoKCvTkk09q6dKlQzFEAAAAALco2wopeHqfzNoKhZprncNurxILFitxzj3qjRn7ro9PtnWrvLpR1fVnFbLC7xKRFO/VijnZWjE3RykJvrA5AAAAALc3ikh6u4h0/vx5ffGLX7xqpra2Vn/3d3+nT33qU3riiSeiOTwAAAAAtyCr74LMQ1tk1lXJ7u1wzBpJGfLlr1DGwnvlS0xRKGSpt6P3cjuWrT1HzmtD9Wkdbrrg2E52RoLKCv1aWJAlr4fzjgAAAAA4M+wIHmLU09OjxMTob4HwXvrt6+vT3Llzr5zlNGHCBP3DP/yDFi1apOTkZJ08eVK/+c1v9MILL1zJfPe739UjjzwSsfHfiFDIGpJ+hyOXy5BhGJcPG3Z4yxLA0GKuAiMDcxWIDtu2NdB8WBd3v6a+hp2SFXJIG4rLna2kufcqdtKdMlzud8zV3j5TG2tOa922EzrT4Xze0by8TL1vyWTNmpIug/OOgEHH31Vg+GOeAiMDczU8t9sVlX4iWkRavHixnnzySX3gAx+I2oPJSy+9pGeeeUbbtm27qesbGhr0wQ9+UJcuXdKcOXP03//931ctSL300kv60pe+JElKTU1VZWWlEhIS3tPYAQAAANwerMAl9dRuVfeu9QqcOeGYdcUlKunOEiXPLZN31Jh3fX62o09rtx1X+Run1Odw3pHP61ZxoV/vWzJZ/qyk93wPAAAAAG4/ES0iFRQUyLIsTZ06VZ/73Oe0bNmySDX9Lhs3btQPf/hDHT58WG63WwcPHrzptmzb1tmzZxUfH6+kpPAPV2vWrFFlZaUk6amnntLq1atvus+bxUqkt1GFBkYG5iowMjBXgcFhdrTo4u716jmwSfaA82oh39hcJc29V/F5d8nljXnX5w2nOrR26wntPNAip2k6KilG9y+epHsWTFAy5x0BQ4K/q8DwxzwFRgbmangjciXS/v379fnPf16nT5+WYRgqKCjQRz7yEd17772KjY19z+13d3dr7dq1ev7553Xy5EnZtq2xY8fqmWee0dy5cyNwB85ee+01feYzn5EkPfroo/r2t7896H3+pc7OPgWDTlte3D5Gj06Q2+1SKGSp40/7wQMYfpirwMjAXAUix7ZCCp7eK7O2UqHmWuew2yNP7kL58ovlzpz8ro+DIUu7Dp3ThppGHW/pdmxqQlaSyor8KpqeKU+UHigBXB1/V4Hhj3kKjAzM1avzeNwaNSo+On1FsrFZs2bpD3/4g5599lm98MILOnjwoL785S/r29/+toqLi7V06VItWrRIo0ePvu42W1patH37dlVVVWnbtm0yTVO2bcswDH3oQx/S5z//+aidwzR58tsPdWfPno1KnwAAAABGBqvvgsyGzTLrN8nu7XDMGkkZ8uUXyzttiYzYdz/P9F4ytWVviyp2N6mjeyB8O5Jm35GusiK/pvpTOe8IAAAAQERFtIgkSXFxcfrKV76iRx55RE8//bR27Nihnp4erV27VmvXrpUkpaWladq0aZo0aZJSU1OVmJiohIQEBQIB9fb2qq2tTY2Njaqvr1d7e/uVtt9aNLVo0SL94z/+owoKCiI9fEceT8T/dwEAAAAYwWzbVujMUZm1FQqeqJYsp10DDLnHz7q86sg/U4bx7tVCZzr6tKGmUdsPtGnADN9WrM+tu2eO1crCHGVG6Q1EAAAAALefQauK5OXl6ac//alqamr0X//1X9q6dass6/J5Pu3t7dqxY4d27NhxzXbeKhy5XC4VFxfr8ccf17x58yI2zi1btqihoUHt7e365Cc/qVGjRoXNnjlz5sq/MzIyIjYGAAAAACOLbQ7IPLpTZl2FrPZG53BMgrzTlsqXv0Ku5Mx3t2XbOnS6S+XVjdp39Lyc9hvPSI3TQ0smq6TQr4H+wHu7CQAAAAC4hkFfWlNYWKjCwkK1tLToD3/4gyoqKlRXV3eloOQ4OI9HM2bM0MqVK/XQQw8pKysr4uMrLy/Xb3/72ytjLS0tDZvduXPnlX/Pnj074mMBAAAAMLxZXa0K1FXKPLxNCvQ7Zl0Zk+QrKJFn8nwZHt+7Pg+GLL1Rd0Ybqht1+myPY1u52ckqKxqvlQsmyOfzKBSyKCIBAAAAGHRR259t3LhxWrNmjdasWaOenh4dPHhQJ06cUGtrqy5evKhAIKDY2FglJiYqOztbkyZN0owZMxQXFzeo41q4cOGVItKvf/3rsEWkjo4Ovfjii5Iub9lXVlY2qOMCAAAAMDzYVkjBU3tl1lUq1FzrHHZ75cldcHnLuszJV41c7Ato055mVe5u1oXe8IUgl2GoMC9DpUV+5Y5Ludy8+91b4AEAAADAYBmSQ34SExO1cOFCLVy4cCi6f4eVK1dqzJgxamtr07Zt2/TTn/5Ujz/++Dsy3d3deuKJJ9TV1SVJ+tu//VulpKQMxXABAAAARInVd0Fmw2aZ9Ztk93Y4Zo2kDPnyi+WdtkRGbOJVM83ne7WhulE7a9tkBsPvzBAX49Gy2eNUMjdHaSmx7+keAAAAAOC9GJIi0nASGxurb37zm1qzZo1CoZCeeuopbdu2Tffcc4+SkpJ05MgR/fa3v9W5c+ckSfPnz9eaNWuGeNQAAAAABoNt2wqdOSqztkLBE9WSFXJIG3KPnyVffonc/hkyjHevErJtW7UnOlRe3aiDJ5wLUZmj4lRa6NfimWMU67vtH9UAAAAADANReTJ56KGHtHr1aj344IODcq7Re7Vs2TI988wz+spXvqK+vj5t375d27dvf1euuLhY//Zv/yaf7937mQMAAAAYuWxzQObRnTJrK2R1NDpmjZhEefOWyjt9uVzJmVfNBMyQdta2aUNNk1rO9zq2lzc+VaVFft2Zmy6Xy7jpewAAAACASDNs27YHu5O8vDwZhiGXy6X58+dr1apVKisrU3x8/GB3fUPOnj2rF154QVu2bNGpU6dkmqbS09N155136uGHH9ayZcuGeojq7OxTMOj0NuTtY/ToBLndLoVCljo6nB/MAQwd5iowMjBXcbuyuloVqKuUeWibZPY7Zl0Zk+UrKJFncpEMz9VfLLvQM6CK3c3atKdZPf1m2LbcLkML8rNUWujXhDFJ1z1e5iowMjBXgeGPeQqMDMzVq/N43Bo1Kjr1lagUkfLz82VZl/f8NozLb9bFxsZq5cqVWrVqlRYvXnzl53BGEelt/AIBRgbmKjAyMFdxO7GtkIKn9sqsq1Couc457PbKk7tQvoJiuTMmhY2dPnNR5dWNeqPujEJW+EesxDivls8Zp+K5OUpNjLnhsTNXgZGBuQoMf8xTYGRgrl5dNItIUdnObvPmzXr55Zf1xz/+UXV1lx/S+vv7tW7dOq1bt07p6el68MEHtWrVKuXl5UVjSAAAAABuM1bfBZkNm2XWb5Ld63w+kZGUIV9+sbzTlsiITbx6e7atfUfPa0N1oxpOdzm2NzYtXqVFfi0qGCOf133T9wAAAAAA0RSVlUh/7vjx4/rjH/+odevWqamp6e2B/Gkl0pQpU4b1+UlDjZVIb6MKDYwMzFVgZGCu4lZl27ZCZ47IrK1U8ES1ZDl9lzbkHj9LvvwSuf0zZBiuq6YuBYLafqBNG2oadbbTeQu8GZNGq7TIrxmTRkdk9wXmKjAyMFeB4Y95CowMzNWru+W2swtnz549Wrt2rV599VV1dnZeHtCfHqxcLpcWLFhw5fykuLi4oRrmsEIR6W38AgFGBuYqMDIwV3Grsc1LMo/slFlXKauj0TFrxCTKm7dU3ukr5ErOCJvr6L6kjbuatGVvi/oGgmFzXo9LdxWMUWlhjrIzrr6K6WYxV4GRgbkKDH/MU2BkYK5e3W1TRHpLMBjUtm3b9PLLL2vLli26cOGCpHeen1RaWqpVq1Zp0aJFt/X5SRSR3sYvEGBkYK4CIwNzFbeKUFeLzLoqmYe2SabzKiFX5mT58kvkmVwkw+MLmzve0q3y6tOqaTgny+HxKSXBp+K52Vo2J1vJ8eHbey+Yq8DIwFwFhj/mKTAyMFev7pY7E+laPB6Pli9fruXLl8uyLO3evVtVVVV68cUX1dPTo/7+fq1du1Zr165VVlaW3v/+9+uDH/ygMjMzh3roAAAAAIaYbYUUPLVXZl2FQs11zmG3V57chfIVlMidMTFsLGRZ2nP4vMqrG3W0+YJjk/7MRJUV+TV/epa8nqtvgQcAAAAAI9GwKCK9xTRNvf7666qsrFRVVZV6e3tlGIZs29ZbC6ba2tr03HPP6Sc/+Ykee+wxfeYzn1FMTMwQjxwAAABAtFl9F2Q2bJZZv0l2b4dj1kjOlC9/hbxTl8iIDb/FXN+loLbub9HGmia1d18K356kO6ekq7TIr7zxqbf1bgkAAAAAbl1DXkSyLEvbt2/XunXrVFFRod7et5ekvVU4mjdvnlatWqWzZ89q7dq1OnXqlEzT1M9+9jPt2rVLP/vZzxQfH52lWwAAAACGjm3bCp05IrO2QsETNZLltNWzIff4WZdXHeXMkGGEXyV0tqtfG2satXV/qwYC4dv0eV26e+ZYlRb6lTWaZxAAAAAAt7YhKyLV1NTo5Zdf1vr169XZ2Snp7aKRJPn9fq1atUqrVq2S3++/8vMnnnhC27Zt09e+9jW1tLRo//79eu655/T5z38+6vcAAAAAIDps85LMIztl1lXK6mh0zBoxifLmLZV3+gq5kjPCt2nbOtJ0QeXVjdpz+JycDosdlRSjlfNytHT2OCXEem/yLgAAAABgZIlqEam+vl7r1q3TK6+8ora2tis/f6t4lJSUpHvvvVerVq1SYWFh2Hbuvvtuff/739df/dVfSZJeeeUVikgAAADALSjU1SKztlLm4e2S2e+YdWVOli+/RJ7JRTI8vrC5YMhSdcNZlVc36lTbRcc2J41NVlmRX/OmZcjj5rwjAAAAALeXqBSRfvSjH+nll1/WyZMnr/zsrcKR2+3W4sWLtXr1aq1cuVI+X/iHvT83a9YspaSkqLu7W+3t7YMxbAAAAABDwLZCCp7aI7O2QqGWeuew2yvvlIXy5pfInTHRMdrTb2rz3mZV7GpSV08gbM4wpHlTM1RWNF652cmcdwQAAADgthW1IpJhGO/Yrm7atGlavXq1HnroIaWnp99Uu6FQSLZta9y4cZEaKgAAAIAhYvV1yWzYLLN+k+zeTseskZwpX/4KeacukRGb6Jhtbe/Vhpom7TjQqkDQCpuLi3FryaxxWjkvR+mpcTd1DwAAAABwK4nadna2bSs9PV0PPvigVq9erby8vPfUXm9vrx599FGNHTtWM2fOjNAoAQAAAESTbdsKtR2WWVep4IkayQo5pA25x98pX0Gx3DkzZBjht5ezbVt1pzq1obpR+48571yQnhKr0kK/7p41VnExQ3ZsLAAAAAAMO1F5Qrrnnnv0yCOP6O6775bb7Y5ImwkJCfriF78YkbYAAAAARJdtXpJ5ZKfMugpZHU2OWSMmUd68pfLmr5ArKcMxawZDer32jDbUNKrpXK9jdmpOikqLxmvOHelyudiyDgAAAAD+UlSKSGPHjtUPf/hDHT16VPfff7/Gjh0bjW4BAAAADDOhrhaZtZUyD2+XzH7HrCtzsnz5JfJMLpLhcT479UJvQFW7m7RpT7O6+8ywObfLUNH0TJUV+TVxTPJN3QMAAAAA3C6iUkTatm2bjh49qtraWqWmpur9739/NLoFAAAAMAzYVkjBU3tk1lYo1FLvHHZ75Z2yUN78ErkzJl6z7aazPSqvbtTrdW0KhuywuYRYj5bPyVbx3ByNSoq5wTsAAAAAgNtTVIpIzc3NV/69YsWKaHQJAAAAYIhZfV0yGzbLrN8ku7fTMWskZ8qXXyzv1LtlxCY6t2vbOnCsXeXVjao/5dzumNHxKi3ya9GMMYrxRmZrbQAAAAC4XUSliBQfH6/+/stbVXg8HFQLAAAA3Kps21ao7bDM2goFT+yS7JBD2pB7/J3yFZTInVMgw3A5tj0QCGnHwVZtqGlSW0efY3b6hFEqK/JrZm6aXAbnHQEAAADAzYhKRefBBx/UL37xC0nS73//e330ox+NRrcAAAAAosQ2L8k8skNmXaWsjibHrBGbJG/eUnmnL5crKeOabXdeHFDFriZt3tus3kvBsDmP29DC/DEqLfLLn+m8mgkAAAAAcG1RKSJ97nOf0+nTp1VVVaWnn35aAwMD+vCHP6zERB7sAAAAgJEs1Nkis65S5uHtktnvmHVl5sqXXyzP5CIZHt812z7R2q0N1Y2qbjirkBX+vKOkeK9WzMnWirk5Skm4drsAAAAAgOsTlSJSRUWFHnroIQWDQW3dulXf+9739Oyzzyo3N1fZ2dlKTk6W2+28P7lhGPrOd74TjeECAAAAcGBbIQVP7pZZV6lQS71z2O2Td8pCeQuK5U6feM22LcvWniPnVF7dqCNNFxyzORkJKi30a2FBlrwezjsCAAAAgEiL2kok40/7kL/1X8uydPToUR09evS626GIBAAAAAwdq69LZv1mmQ2bZPd2OmaN5Cz58lfIO22JjJiEa7bdPxDUtv2t2lDTqPMXLjlmZ+WmqbTIr/wJo648XwAAAAAAIi8qRSTp8gG71/OzcHg4BAAAAKLPtm2F2g7LrK1Q8MQuyQ45pA25x98pX0GJ3DkFMgzXNds/39WvjbuatHV/i/oHwrft87i0aOZYlRbmaGzatYtSAAAAAID3LipFpF/+8pfR6AYAAABAhNiBfplHd8qsq5TV0eSYNWKT5M1bKu/05XIlZVy7bdvWseZulVef1q7D5+T0bllqok8l83K0bHa2EuO8N3obAAAAAID3ICpFpPnz50ejGwAAAADvUaizRWZdhczD2yXTeVs5V2aufAUl8kwqlOHxXbPtYMjSrkOXzzs60drtmJ0wJkllRX4V5WXK4772iiYAAAAAQORFbTs7AAAAAMOTbQUVPLlHZl2lQi31zmG3T94pC+UtKJY7feJ1td97ydSWvS3auKtJnRcHwuYMSXOmZqisyK87clLY0hoAAAAAhtiQFpFOnz6txsZGXbhwQZKUnJwsv9+vCRMmDOWwAAAAgNuC1dcls36zzPoq2X1djlkjOUu+/GJ5p90tI+b6ziQ609GnDTWN2nagVQHTCpuL8bm1ZNZYrSz0KzM17obuAQAAAAAweKJeROrq6tLPf/5z/d///Z/Onz9/1cyoUaN0//33a82aNUpLS4vyCAEAAIBbl23bCrUdlllboeCJXZIdCh82DHnGz5Y3v1junAIZxrW3lbNtWw2nu7ShulH7jp6Xw3FHSkuO1WaZ5PoAACAASURBVMrCHC2ZNU7xsWySAAAAAADDTVSf1Kqrq/XZz35W7e3tki4/YF5NR0eHXnjhBb322mt6+umntWjRomgOEwAAALjl2IF+mUd3yqytlNXZ5Jg1YpPkzVsq7/QVciWlX1f7ZtDSm/VntKG6UafP9jhmp2SnqKzIrzlT0+V2cd4RAAAAAAxXUSsi7d+/X5/4xCcUCASuFI9SU1OVl5en1NRUWZalzs5OHTp0SN3d3bJtW+fPn9cnP/lJvfjii5o+fXq0hgoAAADcMkKdzTJrK2Ue2S6Zlxyzrqwp8uUXyzO5SIbbe13td/cFtGlPs6p2N+tCbyB824ahwrwMlRWN1+RxyTd0DwAAAACAoRGVIpJpmvrc5z6ngYHLh+jm5+frC1/4gu66666r5rdv367vfe97qq2tVSAQ0JNPPql169bJ672+B1kAAADgdmZbQQVP7pFZV6lQS71z2O2T946Fl7esS5943X00n+vRhppG7aw9IzMY/ryj+BiPls0ep5J5ORqdHHvd7QMAAAAAhl5Uiki///3v1dTUJMMwtHTpUv3oRz9yLAgtXrxYCxYs0BNPPKFNmzbp9OnTWrdunR5++OFoDBcAAAAYkay+Lpn1m2XWV8nu63LMGslZ8uUXyzvtbhkxCdfVvm3bOniiQ+XVjao90eGYzRwVp9JCvxbPHKNYH+cdAQAAAMBIFJWnuYqKCklSUlKSnnrqqetaUeTxePTUU0+ptLRUFy9e1Pr16ykiAQAAAH/Btm2FWg/JrKtU8MQuyQ6FDxuGPONny1tQInd2vgzj+s4jCpgh7aht04bqRrW29zlm88anqqxovGZNSZPLMG7kVgAAAAAAw0xUikj19fUyDEMlJSVKTU297utSUlJUUlKil156SQcPHhzEEQIAAAAjix3ol3l0p8zaSlmdTY5ZIzZJ3rxl8k5fLldS+nX30dUzoMrdTdq0p0U9/WbYnNtlaGF+lkqL/BqflXTd7QMAAAAAhreoFJE6OzslSRMmTLjha9+6pqvLeTsOAAAA4HYQ6myWWVsp88h2ybzkmHVlTZEvv1ieyUUy3Nd/vuiptosqr27Um/VnFLLssLnEOK+Wz8lW8dxspSbGXHf7AAAAAICRISpFpJiYGJmmqb4+560vruata+Lj4yM9LAAAAGBEsK2ggif3yKytUKi1wTns9sl7x0J580vkTr/+l7gsy9a+o+dVXt2oQ43OL3CNS09QaWGO7ioYI5/Xfd19AAAAAABGlqgUkcaNG6dDhw7pjTfeuOFr37pmzJgxkR4WAAAAMKxZfV0y6zfJrN8ku8+5sGOkZMmXXyzv1LtlxCRcdx+XAkFt29+qjTVNOtvV75idMWm0yor8Kpg0WgbnHQEAAADALS8qRaQFCxbo0KFD2r9/vyorK1VcXHxd11VUVGjfvn0yDEMLFiwY5FECAAAAQ8+2bYVaD8msq1DwxG7JDoUPG4Y842fLW1Aid3a+DMN13f20X7ikil1N2ryvRf0DwbA5r8eluwrGqLTIr+z06y9OAQAAAABGvqgUkT74wQ/qV7/6lSTpC1/4gp555hktX77c8Zqqqir90z/9kyTJMAw9+uijgz1MAAAAYMjYgX6ZR3bIrKuU1dnsmDVik+TNWybv9OVyJaXfUD/HWi5oQ3WjahrOybLDn3eUkuBT8dxsLZ+TraR43w31AQAAAAC4NUSliJSbm6sPf/jD+t///V/19fVpzZo1Kioq0j333KO8vDylpqZKkjo7O3Xo0CG99tprqqmpkW3bMgxDH/jABzR16tRoDBUAAACIqlBns8zaSplHtkvmJcesK2uKfPnF8kwukuH2Xn8flqXdh8+rvPq0jjV3O2bHZyaqtMiv+dOz5PVc/8omAAAAAMCtJypFJEn60pe+pObmZm3evFmGYai6ulrV1dVh8/af3opctGiRvva1r0VrmAAAAMCgs62ggif3yKytUKi1wTns9sl7x0J580vkTp9wQ/30XQpqy74WVexqUnt3+AKVIenOKekqK/Jr2vhUzjsCAAAAAEiKYhHJ5/Ppueee03PPPaef//zn6u3tdczHx8frYx/7mJ544gm5XLwBCQAAgJHP6u2U2bBZZv0m2X1djlkjJUu+/GJ5p94tI+bGziI629mnjTVN2nqgVQOB8GcqxXjdunvmWK0szFHW6Pgb6gMAAAAAcOuLWhFJktxutz71qU/pscceU1VVlV5//XU1NTWpq6tLtm0rOTlZEydO1Lx583TPPfcoOTk5msMDAAAAIs62bYVaD8msq1DwxG7JDl/UkWHIM362vAUlcmfnyzCu/2Uq27Z1uLFL5dWN2nvkvMKfdiSNTo5RybwcLb1znBJir39bPAAAAADA7SWqRaS3pKam6uGHH9bDDz88FN0DAAAAg84O9Ms8skNmXaWszmbHrBGbJG/eMnnzV8iVmHZD/QRDlqrrz6q8ulGnzlx0zE4el6yyIr/mTs2Qx81qfwAAAACAsyEpIgEAAAC3qlBHs8y6CplHdkhm+HOIJMmVNUW+ghJ5JhXKcN/YiqCeflOb9jSrYneTLvQEwuYMQ5o3LVNlRX5NyU65oT4AAAAAALc3ikgAAADAe2RbQQVP7pZZW6FQ6yHnsMcn75S75M0vljt9wg331dreqw3VjdpxsE2BoBU2Fxfj1tI7x6lkXo7SU+JuuB8AAAAAAKJaRGpoaNBLL72kgwcPqqOjQ4FA+Dcm/5JhGNq4ceMgjg4AAAC4MVZvp8z6TTIbNsvu63LMGilj5MsvlnfqYhkxCTfUj23bqjvZqfLqRh043u6YzUiN1cpCv+6eOVZxMbwzBgAAAAC4eVF7qvzxj3+sf//3f5dtOx3xe3W2bcswjEEYFQAAAHBjbNtWqLVBZm2Fgid3S3b41UAyDHkmzLm86ig7X4ZxY+cQmcGQdtae0YaaRjWf63XMTvWnqqzIr9lT0uVy8d0ZAAAAAPDeRaWItHnzZn3/+9+PRlcAAADAoLAD/TKPbJdZVymrs8Uxa8QmyZu3TN78FXIlpt1wXxd6A6ra3aSqPc262GeGzbldhuZPz1RpkV8TxyTfcD8AAAAAADiJShHpV7/6laTLW9ItWrRIn/70p5Wbm6uEhARWGAEAAGBYC3U0y6yrkHlkh2Recsy6sqbIV1Aiz6RCGW7vDffVeLZH5dWn9UbdGQVD4VfwJ8R6tHxOtorn5mhUUswN9wMAAAAAwPWIShHp4MGDMgxDEydO1H/+53/K42FvdgAAAAxfthVU8MRumXUVCrUecg57fPJOuevylnXpE264L8u2tf9YuzZUN6r+VKdjdszoeJUV+XXXjDGK8bpvuC8AAAAAAG5EVKo5fX19kqSysjIKSAAAABi2rN5OmfWbZDZslt3X5Zg1UsbIl18s79TFMmISbrivgUBI2w+2akNNk8509Dlm8yeOUlmRXzMmp8nFSn4AAAAAQJREpaKTlZWlpqYmxcSw1QYAAACGF9u2FWptkFlboeDJ3ZJthQ8bhjwT5sibXyJ39nQZhuuG++vovqSK3U3asrdFvZeCYXMet0sLC7JUVuhXTmbiDfcDAAAAAMB7FZUi0l133aXf/OY32rt3bzS6AwAAAK7JDvTLPLJdZl2lrM4Wx6wRlyxv3jJ5py+XKzHtpvo70dqt8upG1TScVcgKf95RcrxXK+bmaMWcbCUn+G6qLwAAAAAAIiEqRaS/+Zu/0e9//3tt27ZN1dXVKioqika3AAAAwLuEOppk1lXKPLJDMi85Zt1Zd8hbUCLPpHky3N4b7suybO0+fE7lNY062nTBMZuTkaDSIr8W5mfJ6+G8IwAAAADA0ItKESk3N1f//M//rK997Wtas2aNvvCFL2j16tVsbwcAAICosK2ggid2y6yrUKj1kHPY45N3yiJ5C4rlTht/U/31DwS1dX+rNtY06vwF50LVrNw0lRX5NX3CKBmcdwQAAAAAGEaiUkSSpEcffVSBQEDf+ta39I1vfEPf/va3NXHiRKWkpMjluvZe8oZh6Be/+EUURgoAAIBbhdXbKbN+k8yGzbL7uhyzRsoY+fKL5Z26WEZMwk31d76rXxt3NWnLvhZdCoTC5nwelxbPHKuVhTkam3ZzfQEAAAAAMNiiVkRat26dvve978kwDNm2LdM0dfTo0eu61rZt3soEAADAdbFtW6HWBpm1FQqe3C3ZVviwYcgzYY68+SVyZ+ff1HdO27Z1tPmCyqsbtfvwOdnhjzvSqKQYFc/N1rLZ2UqMu/Ht8QAAAAAAiKaoFJEOHDigL33pSwqF3vk2pu30hA0AAADcADvQL/Pwdpl1lbK6WhyzRlyyvHnL5J2+XK7EtJvqLxiyVHPorDZUN+pE60XH7MQxSSor8qswL1Me97VX4QMAAAAAMBxEpYj085//XMFgUIZhaMKECfroRz+q6dOnKz09/bq2sgMAAADCCXU0yayrlHlkh2Q6nz/kHjNV3vxieSYVynDf3Ffh3kumNu9tUcWuJnVeHAibMwxp7h0ZKi3y646cFFbWAwAAAABGnKgUkfbu3StJGjNmjF588UWlpKREo1sAAADcomwrqOCJ3TLrKhRqPeQc9vjknbJI3oJiudPG33SfbR192lDTqO0HWhUww2+RF+tza8mscVpZmKOM1Lib7g8AAAAAgKEWlSLSuXPnZBiGVqxYQQEJAAAAN83q7ZRZv0lm/SbZ/Rccs66UMfIWlMh7xyIZMQk31Z9t22o41any6kbtP9Yup82Y01NitXJejpbcOU5xMVE7ehQAAAAAgEETlafblJQUnT9/XmlpN7ffPAAAAG5ftm0r1Nogs7ZCwZO7JTv8KiAZhjwT5spbUCL3uOk3vYWcGbT0Rt0ZbahpVOPZHsfslJwUlRX6NWdqutxs1QwAAAAAuIVEpYiUl5enbdu26ciRI9HoDgAAALcAO9Av8/B2mXWVsrpaHLNGXLK8ecvknb5crsSbf3Gpuy+gTbubVbmnWd29gbA5l2GoaHqmSgv9mjwu+ab7AwAAAABgOItKEemRRx7R1q1bVVFRocbGRvn9/mh0CwAAgBEo1NEks7ZC5pEdUnDAMeseM1Xe/GJ5JhXKcN/8V9umcz3aUN2onbVnFAyFX+kUH+PRsjnjVDI3R6OTY2+6PwAAAAAARoKoFJHuu+8+/e53v9PWrVv193//9/rBD36gqVOnRqNrAAAAjAB2KKjgyV0yaysUajvsHPb45L1jkbz5xXKnjb/pPi3b1sHjHdpQfVq1Jzsds1mj4lRa5NfiGWMV43PfdJ8AAAAAAIwkUSkidXV16etf/7q+8IUvaM+ePXr44Ye1YMECzZw5U1lZWYqLi7uu/epXr14dhdECAAAgWqzeTpn1VTLrN8vuv+CYdaWMkbegRN6pi2X44m+6zwEzpJ0H27ShplGt7X2O2ekTRqm0yK9ZuWly3eT5SgAA4P9n786jozjv/N9/qjftAm1IaAFsQAgE2vDCYgMS4AUmjj032+Q3cSbzm/jEiXOuc36Jj53EiR3fk0wyOWfGiZMcbmbmZCaTyea5TmKDwQixmcWAhSQ2IbAN2li0b0hd3VV1/8BWINBtbbQkeL/+sdz9ref51h/lbven6nkAAMBkFZEQaenSpYN/G4Yhy7K0b98+7du3b8hjGIZBiAQAAHATcBxHVvMJBY5XKHimUnJCLx8nwyXPzGJ581fLnTl/SDcehdLR41dFZaN2VjWrtz8Qss7jNnT3gnStvSNHM9ITRjwfAAAAAACTXURCJMdxhvQaAAAAbl6O2a9A3R4FjlfI7mwOW2vEJMqbt1Le+aVyxSePat6z53v0xsF6HThxUZYd+jtofIxXZSVZKi3O0pT4qFHNCQAAAADAzSAiIdITTzwRiWkAAAAwAVntDQocq1Dg1F4p6A9b687IlXdBmTy33SHDPfKvqrbtqOp0q9442KC6hs6wtVmpcVp7Z46WLEiXz8t+RwAAAAAAfIAQCQAAAGPOsYIKnnlbgWPbZJ2vC1/siZJ37lJ5F6yWOyVnVPP2+4N688g5bTvUqIud/WFrF96erPvuzFH+rORRLZMHAAAAAMDNKiIhEgAAAG4Ndm+7ArU7FDixU05/V9ha19Tp8i4okzd3uQxf7Kjmbe3q17a3G7Wr+pz6/cGQdV6PS8sWZmjtHTnKTI0b1ZwAAAAAANzsCJEAAAAwKo7jyGo+ocCxbQqePSw5duhiwyXPzGJ581fLnTl/1E8AvdPUpTcONujtky2yw+y5OSXep7KSbK0qylRCrG9UcwIAAAAAcKsYlxCpt7dX5eXlqqysVHNzs7q6uvS3f/u3+uhHPypJ+tnPfqb8/HytWLFiPNoDAAC4Zfh8bkVHe+VyXQ5zXC5DiYnRGhgIyDStsMc65iUF6vYocLxCdue5sLVGTKK881fJm7dKrvjkUfVs2bbePtmirQcb9E5zd9jaGenxuu/OHN01P10et2tU8wIAAAAAcKuJaIhk27Z++tOf6he/+IX6+vokXb5z1TAMtbe3D9b96le/UltbmwoLC/VP//RPyskZ3dr4AAAAuFpMjFcxMT65/yJYMQxDUVFeRUV5ZVm2+vtN9fcHrqqx2hsUOFahwKm9UtAfdh53Rq68C8rkue0OGe7RffW8NBDQrupz2vZ2g9q6Q89rSCqam6r77sxRbs5U9jsCAAAAAGCEIhYimaapxx57TG+99ZacMEuN+P1+tba2yjAMVVVV6eMf/7h+9atfafbs2ZFqFQAA4KaWmBitqCivJMnq71FPdYX636uR7e+XKypGMbcVKqGwVO6YBMXHR8vrdauro1fB9w4pcLxC1vm68BN4ouSdu1TeBavlThn9zUAXOy5p66FGvVlzTv5A6Kejorxu3VMwXWvuyFZ60uj2WAIAAAAAABEMkb797W9r//79kqTo6Gh99KMfVXFxsZ5++umr6hzH0ac//Wm9/PLLCgQC6uzs1JNPPqlXXnlFHg9bOAEAAIzGBwGSEwyorfwX6qmukBM0r6rpf7dKHTt/rYTCMqWs+TtFRXkV1/OOLmz/f8Pud+SaOl3eBWXy5i6X4RtdiOM4juoaOvXGwQZVnWpV6FuQpJTEKK1enKMVhdMVG+0d1bwAAAAAAODPIpLK1NTU6JVXXpFhGJo7d642bNig6dOnS9I1IVJ0dLS+9a1v6dFHH9Xjjz+u9957T6dPn9Zrr72mhx9+OBLtAgAA3JRiYryDAdK53/w/Gjh7NGStEzTV/fZmma2Nmv6pbypu7h1KvONBdR/ceHWh4ZJnZrG8+avlzpw/6qXjgpatAycu6I2DDaq/0Bu2dnZmotbemaPF89LkdrHfEQAAAAAAYy0iIdLLL798eTKPRy+99NJggBTOrFmz9NJLL+mhhx6SbdvavHkzIRIAAMAoxMT4JElt5b8IGyBdaeDsUbVt+w+l3v8PmnLnenUfel1ybBkxifLOXyVv3iq54pNH3VvPJVM7qppVUdmorl4zZJ3LMLR4XpruuzNHs7OmjHpeAAAAAAAQWkRCpAMHDsgwDK1YsUIzZswY8nGzZ89WaWmpysvLdeLEiRvYIQAAwM3N53PL7XYN7oE0HD1V25S04pPyJqUrbvF6WVOy5Zm1WIZ79F8lm1v7tPVQg/YePa9AMPRSeTFRHq0szNTqxdlKmRI96nkBAAAAAMCHi0iIdPHiRUnS/Pnzh33s3LlzVV5ero6OjrFuCwAA4JYR/f5eQdfbA+nDOEFTPdXbNXXJQ5q66n+pu3tgVL04jqNjZ9r1xsEGHX23PWzttKkxWnNHtpYvmq6YKPbHBAAAAAAgkiLyf+KOc3krZLfbPexjP1hX3+tlk2QAAICRcrsv7xnU/17NiI7vf69aU5c8JNco9h4yA5b2H7+grQcb1NTaF7Z2Xs5U3XdnjgrnpMrlGt0+SwAAAAAAYGQiEiKlpqaqsbFRp0+fHvaxNTU1g2MAAABgdGx//8iOMy8fN5JAp6vXr4rKJm0/3KTe/kDIOrfL0F3z03XfnTmamZEwoj4BAAAAAMDYiUiIdMcdd6ihoUEVFRVqb29XcvLQNl8+fvy49u7dK8MwVFxcfIO7BAAAuPk4Qb8CtbtlLbxDnrQcuaJiRjSOy3f5ONt2hnxM/YUebT3YoLdOXFDQCn1cfIxXq4ozVVqcraSEqBH1BwAAAAAAxl5EQqS/+qu/0iuvvKKBgQE99dRT+ulPfyqfzxf2mPr6ej3xxBOybVuGYejBBx+MRKsAAAA3BWegV+bxbQocLZcz0KPg9OmKSstRzG0F6n+3atjjxdxWKEmybTtsne04qnmnTVsPNujE2fB7Wk5PidXaO3O0ND9DUd7hL3sMAAAAAABurIiESMuXL9fy5cu1Z88e7dmzR3/913+tv/u7v9OCBQsGa2zbVk9Pj06dOqWtW7fqt7/9rfr7+wefQlq5cmUkWgUAAJjU7N42mTVbFKjdKQX9g693V29TXN4SJRSWqWPnb+QEzSGPaXh8SigskyQNDFx/OTq/aWnP0XPaeqhRF9ovhR0vf1aS7rtrhvJvS5bLYL8jAAAAAAAmKsNxnKGvSTIKXV1d+uQnP6kzZ87I+IsfCxzHue5rkjRt2jT9/ve/V3p6eiTanPA6Oi4pGLTGu40JITk5Tm63S5Zlq709/ObcAMYP1yoQGVZHk8zqTQqe2i851/muYLiU88WX5J2artbNP1f325uHPHbiHQ8q9f5/uO513N49oG2VjdpV1ay+gWDIMTxul5bmp2vtnTnKTosf8twArsbnKjA5cK0CEx/XKTA5cK1en8fjVlJSbGTmisgskqZMmaLf/e53+vrXv67y8vLB1w3DGAyQ/jLPKi4u1j//8z8TIAEAAIRgXTgts2qjgmcPh61zZy9Uf59f3qlSypq/k9naqIGzRz90/OiZC5Wy+rOSpP7+Pz+99G5zt944WK9DtS2yw9yTlBjnU1lxllYVZykxLvxyxgAAAAAAYGKJWIgkSYmJiXrppZdUU1Ojl19+WQcOHNDZs2evCo/S0tJ055136uGHH9aKFSsi2R4AAMCk4DiOrIYamVUbZZ2vC11ouOSZfZd8hevkTpkhvyS/P6CoKK+mf+qbaiv/hXqqK667tJ3h8SmhaLVSVn9Whscrvz+gvj5TlXUteuNQg043doXtMTstXvfdmaO7F6TL63GN8owBAAAAAMB4iGiI9IGCggIVFBRIkizLUldXlyzL0pQpU+TzcYcqAADA9Th2UMF3Dsis3iS7vTF0odsr77wV8hU8IFdi2nVLDI9XqQ98XkkrP6We6u3qf69attkvly9GMbcXKaGgVO6YPy87d7G9X9/+131q6RwI22Ph7BTdd2eO8mYmXbNcMQAAAAAAmFzGJUS6ktvtVnJy8ni3AQAAMGE5Qb8Ctbtk1myW09sWujAqTr4FZfIuXCtXTOI1b8fEeBUV5VUgaGnL/rO6c3660lMSNHXJQ5q65KFr6s+39enQiQu6f8lM5UxP1NJFmfrT7nevqfN5XVq+aLrW3pGjjOTIrMkMAAAAAABuvHEPkQAAAHB9zkCvzGPbFDhWLmegJ2SdEZck36L75c1bKcMXE7IuJubyE9//+qdj2rTnPf38D0dUPG+a7rt7ptJTYhUT5VG/P6gLbZf0xltndfjkRdmO1HixV1/46wJ95N7b9dqb78p+fyXipIQorV6crRWFmYqP8Y7puQMAAAAAgPEX8RCptrZWR48eVXt7u0zz2vX3w3niiSduUFcAAAATh93bJrNmiwK1O6WgP2Sda+p0+QrXyTNnqQx3+K91Pp9bbrdLPZdMbTtQf3keR3q79qLerr0Y9tjyA/X6Xw/kKSMlTsXzpqm9q19r78zRHfOmyeNmvyMAAAAAAG5WEQuRTp48qWeeeUYnTpwY8RiESAAA4GZmdTTJrN6k4Kn9kmOFrHNNmy1f0Xp5ZhbJMIYW4kRHX35SqPxAvfyB0GNfjz9gqfxAvR5ZNUdf/nihLDPIfkcAAAAAANwCIhIinTt3To8++qi6u7vlOM6IxuCHCgAAcLOyzp+6HB6dPRy2zp1TIF/Rerkzcof93cj9/hNDVXUtI+qxqq5Fj6yao8S4KHUOM4QCAAAAAACTU0RCpA0bNqirq0uGYSgmJkYPPfSQ5syZo9jYWLlcLIECAABuPY7jyGqollm1Sdb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D3csvvzyLFi3K+vXr8/DDD+fee+9NciQezZ07N5/4xCdy8803D+e0gDHgpX0duW/N1jywbnsOdnQPOqY1Pblu0vN5x9QNmZnBA9ORgW2pXHFrWhfdltKUmadoxgAAAAAAE9uwRqR9+/YlSRYuXDjkuCuvvDJPPPFEHnroodTr9STJ8uXL86lPfSozZswYzikBo6hWr2f9xj1ZuXpLnnh+d+pNxrUVh3Pj5Gdzy9Rn0lY71PR8xZSZqVz5jrRedkuKStupmTQAAAAAAEmGOSJ1dXUlSaZPnz7kuN7L3NXr9RRFkV/5lV/JPffcM5xTAUbRwY7uPLhue1at2ZKX9nU2HTejOJTb25/Jda3PpKXWlQx2W6QkxYyzUllyR1rf+NYU5dZTNGsAAAAAAPob1ohUq9VSFEXK5fKQ46ZMmZIkKYoiy5YtE5DgNPHC9v1ZuXpLHtmwM909TYpQkrmll/PuOT/OpT3PpKhXm8aj0pyLUlmyIi0XvilFqXSKZg0AAAAAwGCGNSIdr6Io+r7+0Ic+NBpTAIZJd081j2zYmZWrt+aF7UPcxyjJJW178nNnPpuzDv04RXezi9sl5XMXpbJkRcrzLxvw/QIAAAAAgJEzKhGpv8svv3y0pwCchJf2deS+NVvzwLrtOdjRPcTIem6YvTe3T30y0w+8kDS75VFRpOWia1NZemfKsy84FVMGAAAAAOAEjHpEmjx58mhPAThOtXo96zfuycrVW/LE87vTfC1R0lqq564L9ua62uq0HtiWHGgysNyS1kuWpbLkjpTa556KaQMAAAAAcBJGPSIBY9/Bju48uG57Vq3Zkpf2dQ45ds70cn7h/BfzxgOPpHh5V/OBlbZULr81rYventKUGcM8YwAAAAAAXi8RCWjqhe37s3L1ljyyYWe6e2pDjl16QVt+ZvamzN7+ULK92bKjpJgyM5Ur35nWy25OUWkb7ikDAAAAADBMRCRggO6eah7ZsDMrV2/JC0PEoCRpm9SSWy+bmpsmPZXKTx5KXmi+SqmYcVYqS+5I6xvfmqLcOtzTBgAAAABgmJ2SiPRP//RPWbVqVdP9O3bs6Pv6l3/5l4/rnEVR5N57733dcwMG99K+jqxaszUPrtuegx3dQ449d8603HF5JYs7H03t+R8mtWrTsaU5F6Wy9M60XHB1ilJpuKcNAAAAAMApckoi0ubNm7N58+YhxxRFkST50Y9+9Jrnq9frfeOB4VOr17N+4+6sXL01Tzy/O/UhxpZLRa5dODfvuKg7c7d9P9Un1qQ2xBHlcxelsvTOlM9e6PULAAAAADAODXtEqteH+hgaGAsOdnTngXXbsmr11ux6ufkl6JJkVvuk3LRkfm6cuzetT38t1R8+k6brjooiLQuuS2XJipRnXzDs8wYAAAAAYOQMa0T61Kc+NZynA4bZC9v3Z+XqLXlkw85099SGHHv5hWdk+dKzc0V5Y3rWfT61Jzc3j0fllrReemMqi29PqX3usM8bAAAAAICRN6wR6a677hrO0wHDoKu7mkc27MyqNVvywvYDQ45tm9SSt115Vm65ck7O3PVYutb8Y7oOvNT8gEpbKpffmtZFb09pyoxhnjkAAAAAAKPplNwTCRh9O/d15L41W/PA2m15pbNnyLHnzZ2W5Vefkze/YXqKH9+X7n/9f3O4s3lwKqbMTOXKd6b1sptTVNqGe+oAAAAAAIwBIhKcRmq1eta/sDsrV2/NE8/vzlB3KCuXily7cG6WX31uLprRk+71/5bur9yfdDe/R1JpxllpXXJHWt/41hTl1uF/AgAAAAAAjBkiEpwGDnZ054F127Jq9dbserl5BEqSWe2TcvPSc7JsyfxM69qVrrVfyaHnfpDUmt7xKKU5C1JZemdaLrwqRVEa7ukDAAAAADAGiUgwjr2wfX9WPrYlD2/YmZ5qbcixV1x4Rm65+twsufjM5KWN6Xror3LoJ6uHPKZ87qJUlt6Z8tkLUxTFcE4dAAAAAIAxTkSCcaaru5pHNuzMytVb8pMdze9blCRtk1pyw5Vn5+ar5uesWVNS3fxEDn/jb1Ld/kzzg4oiLQuuS2XJipRnXzDMswcAAAAAYLwQkWCc2LmvI/et3poH1m3LK509Q449b+60LL/6nFx/+VmptCQ9Gx/JoVXfTG3P5uYHlVvTeumyVBbfnlL73GGePQAAAAAA442IBGNYrVbPExt3Z9WarXni+d2pDzG2XCpy7cK5WX71uXnDOe1JtSvdz6zKK+u+nfqBXc0PrExJ5Ypb07ro7Sm1tQ/7cwAAAAAAYHwSkWAMOtjRnQfWbsuqNVuz6+XOIcfOap+Um5eekxuXzE/71ErqnQfTtebr6V7/ndQ7m1/urpgyM5XF70zrwptTVNqG+ykAAAAAADDOiUgwhmzctj+rVm/Jwxt2pqdaG3LsFReekeVXn5vFF5+ZcqmU2sE96fzhv6Z7w31Jz+Gmx5VmnJXKkhVpeeNbUpRbh/kZAAAAAABwuhCRYJR1dVfz8IYXs2r11vxkR/OVQ0nSNqklN1x5dm65+pycNWtKkqS6d1s61n4zPc/9MKlVmx5bmrMglaV3puXCq1IUpWF9DgAAAAAAnH5EJBglO/ceyn1rtuWBddvySmfPkGPPnzsty990bt582bxMqpSTJNUXn0vX499Iz6Y1Qx5bPu/KVJasSPnshSmKYtjmDwAAAADA6RQ3YJYAACAASURBVE1EghFUq9XzxMbdWbl6a9Zv3J36EGNbykWuWTg3y68+N2+Y356iKFKv19Pz07XpWvvNVLc/0/zgokjLgjensuSOlGdfMOzPAwAAAACA05+IBCPgwKGuPLhue1at2ZpdL3cOOfbM9km5+apzsmzx/LRPrSRJ6rVqup97OF1rv5Xans3NDy63pvXSZaksvj2l9rnD+RQAAAAAAJhgRCQ4hTZu25+Vq7fkkQ0701OtDTn2iotmZflV52TJxbNTKh257Fy953C6n34gXU98O/UDu5ofXJmSyhW3pnXR21Nqax/OpwAAAAAAwAQlIsEw6+qu5uENL2bV6q35yY4DQ45tm9SSG648O7dcfU7OmjWlb3u982C6nvpeutd/N/XO5ucopp6RypXvSOvCm1NU2obtOQAAAAAAgIgEw2Tn3kNZtWZrHly3Pa909gw59vy507L8TefmzZfNy6RKuW977eDudD3xb+necF/Sc7jp8aUZZ6Wy9M60XPyWFGUvYwAAAAAAhp9Pn+F1qNXqWbdxd1at3pr1G3enPsTYlnKRaxbOzfKrz80b5renKIq+fdW929K19pvp+fEPk3q16TlKcxcciUcXXJWiKA3jMwEAAAAAgIFEJDgJBw515YF123Pfmq3Z9XLnkGPPbJ+Um686J8sWz0/71MqAfdUXn0vX499Iz6Y1Q56jfN6VqSy5M+WzLx0QnwAAAAAA4FQRkeA41ev1bNy+P6tWb80jG3amp1obcvwVF83K8qvPyZI3zE6p9Gr4qdfrqW5el67Hv5Hqjmebn6Ao0vKGN6eyZEXKZ54/XE8DAAAAAACOi4gEr6Gru5qHN7yYlau3ZtOOA0OOnTKpJTcsPju3XHVO5s2aMmBfvVZNz/MPp2vtN1Pbs6X5Scqtab30xlQW355S+5zheAoAAAAAAHDCRCRoYufeQ1m1ZmseXLc9r3T2DDn2/HnTsvzqc/Pmy+dlUmt5wL56z+F0P/39dK37duoHdzc/SWVKKlfcmtZFb0+prX04ngIAAAAAAJw0EQn6qdXqWbdxd1au3pL1G/cMObalXOTahXNzy9Xn5g3z2xvuVVTvPJiuJ7+X7ie/m3pn8xVMxdQzUrnynWldeFOKStuwPA8AAAAAAHi9RCRIcuBQVx5Ytz33rdmaXS93Djn2zPZJufmqc7Js8fy0T6007K8d3J2udf+a7qfvT3oONz1PaebZqSxZkZaL35Ki7KUIAAAAAMDY4pNrJqx6vZ6N2/dn5WNb86Ond6anWhty/KKLZuWWq8/JkjfMTqlUNOyv7t2arrXfTM+P/z2pV5uepzR3QSpL70zLBVelKEqv+3kAAAAAAMCpICIx7lQq5Uye3NoXckqlIu3tk9PZ2Z2urubxptfh7moeeerFrFyzNZt2NL/MXJJMmdSSGxafnVuuOifzZk0ZdEx1x4+PxKNNa4Y8V/m8xaksWZHy2Zc2XPoOAAAAAADGGhGJcaOtrTVtbZWUywNX7xRFkUmTWjNpUmuq1Vo6OrrS0dHdcPyLew9l1eqteeiJ7Xmls2fIxzp/3rQsv/rcvPnyeZnUWm7YX6/XU928Nl2PfzPVHc82P1FRSssbrjsSj848//ieKAAAAAAAjAEiEuNCe/vkTJrUmuTI/Yu++8hP8/izL+XQ4e5MmdSapZfMyW3XnZ/pUyqZNm1yWlvL2b+/M7VaPeue352Va7Zk/cY9Qz5GS7nItQvnZvnV52bB/PZBVwvVaz3pef6RdK39Zmp7tjQ/Wbk1rZfemMri21Nqn/O6njsAAAAAAIwGEYkxrzcgdfdU8zdfezLffXhTunoG3r9o9TM78w/ffjq3Xnd+PvCuKzJpUmsO9RzKH/3Nv+elfZ1Dnv/M9sm5+ar5WbZ4ftqnVgYdU+85nO6nv5+udd9O/eDu5iebNDWVy5enddHbU2prP+HnCgAAAAAAY4WIxJjW1tbaF5D+8HP/niee39V07OHuar750AvZvONA/ujXr88FZ8/IW66cn689sHHQ8YsumpXlV5+bxW84s+/+Sseqdx5M15PfS/f676R++GDTxy6mnpHKle9M68KbUlTaTuxJAgAAAADAGCQiMaa1tR1ZGfQ3X3tyyIDU3xPP78rffu3JfOjnFudnli3Ivzy4MbX6kX1TJrXkhsVn55arz8m8M6Y0PUft4O50rft2up++P+npajquNPPsVJasSMvFb0lR9nICAAAAAOD04VNvxqxKpZxyuZQDh7ryvUd+ekLHfveRn+bu2xfmrDOn5qpL52bX3o4sv/qcXHf5vExqLTc9rrp3a7rWfjM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\n", "text/plain": [ "<Figure size 2000x1200 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Working_set_size\n", "figure(num=None, figsize=(10, 6), dpi=200, facecolor='w', edgecolor='k')\n", "wss = pd.read_csv(\"https://gist.githubusercontent.com/kakugirai/ae31ba2282b220451f13556d4ea264cb/raw/d82938a0bbc984085cd9c65ae67150ef70381a23/wss.csv\")\n", "wss_plot = sns.lineplot(x=\"queue\", y=\"RSS\", hue=\"tag\", style=\"role\", markers=True, dashes=False, data=wss)\n", "\n", "plt.xlabel(\"NIC transmit and receive queue size\")\n", "plt.ylabel(\"Resident memory(MB)\")\n", "\n", "\n", "wss_plot_fig = wss_plot2.get_figure()\n", "wss_plot_fig.savefig(\"wss_plot_fig.png\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 2000x1200 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(num=None, figsize=(10, 6), dpi=200, facecolor='w', edgecolor='k')\n", "batch_speed = pd.read_csv(\"https://gist.githubusercontent.com/kakugirai/133c35ea9eb71fde70c2e56c5f1b1b1f/raw/3e8e575904f54470d2929e2e72b63952b9989032/batch.csv\")\n", "batch_speed_plot = sns.lineplot(x=\"batch\", y=\"speed\", hue=\"tag\", style=\"version\", markers=True, dashes=False, data=batch_speed)\n", "plt.xlabel(\"batch size\")\n", "plt.ylabel(\"Tx rate (Mpps)\")\n", "\n", "batch_speed_fig = batch_speed_plot.get_figure()\n", "batch_speed_fig.savefig(\"batch_speed_fig.png\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 2000x1200 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# batch_syscalls_plot\n", "figure(num=None, figsize=(10, 6), dpi=200, facecolor='w', edgecolor='k')\n", "batch_syscalls = pd.read_csv(\"https://gist.githubusercontent.com/kakugirai/133c35ea9eb71fde70c2e56c5f1b1b1f/raw/3e8e575904f54470d2929e2e72b63952b9989032/batch.csv\")\n", "batch_syscalls_plot = sns.lineplot(x=\"batch\", y=\"syscalls\", hue=\"tag\", style=\"version\", markers=True, dashes=False, data=batch_syscalls)\n", "plt.xlabel(\"batch size\")\n", "plt.ylabel(\"Syscalls/sec\")\n", "\n", "batch_syscalls_fig = batch_syscalls_plot.get_figure()\n", "batch_syscalls_fig.savefig(\"batch_syscalls_fig.png\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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"text/plain": [ "<Figure size 2000x1200 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(num=None, figsize=(10, 6), dpi=200, facecolor='w', edgecolor='k')\n", "speed = pd.read_csv(\"https://gist.githubusercontent.com/kakugirai/e59a70e041f5d60f94fdd29c2eea2612/raw/5060df4e358edcee3640fc471bcc3805b1923418/line_speed.csv\")\n", "speed_plot = sns.lineplot(x=\"queue\", y=\"speed\", hue=\"tag\", style=\"tag\", markers=True, dashes=False, data=speed)\n", "# speed_plot.set_axis_labels(\"NIC transmit and receive queue size\", \"Transmission Speed (Mpps)\")\n", "\n", "plt.xlabel(\"NIC queue size\")\n", "plt.ylabel(\"Tx rate (Mpps)\")\n", "\n", "\n", "speed_fig = speed_plot.get_figure()\n", "speed_fig.savefig(\"speed_fig.png\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }