From 42f03f4930972a23222151d767c5ef00d537b5c2 Mon Sep 17 00:00:00 2001 From: stonebig Date: Mon, 10 Aug 2015 19:47:07 +0200 Subject: [PATCH] update winpython_checker to latest --- docs/Winpython_checker.ipynb | 413 ++++++++++++++++++++++++++++------- 1 file changed, 337 insertions(+), 76 deletions(-) diff --git a/docs/Winpython_checker.ipynb b/docs/Winpython_checker.ipynb index 0bb4ade..567dd4a 100644 --- a/docs/Winpython_checker.ipynb +++ b/docs/Winpython_checker.ipynb @@ -30,14 +30,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mandelbrot created by numba in 1.888422 s\n" + "Mandelbrot created by numba in 1.780994 s\n" ] }, { "data": { "image/png": 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LAg/B/Yf4Tj8SeF8Ilkf8AEcJ4q7Fe9sgW9SupesJS1oRJkqirNVY7OWCAJsjpb+WbkQ4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\nyeIVuOp0ePFTWPuH46nCfWU1RV2wnVK/gY5HYSyyZNuTRODWEfBcPS6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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -133,7 +133,7 @@ "\n", "\n", " \n", - " Cython: _cython_magic_0c5455797cdc1b1adb345c655f349e21.pyx\n", + " Cython: _cython_magic_ec316f4086258eb75a2ffac179afbb4b.pyx\n", " \n", + " \n", + " \n", + "
\n", + " \n", + " BokehJS successfully loaded.\n", + "
" ] }, - "execution_count": 11, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" }, { "data": { - "image/png": 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UzNnTgo6z5QBMKSfJzy1FzTvvWlX5AeBy9R9vYqz6L2lMpkenAJCh4noVAEATk4Zlk55y\na8fDUfWq7pvtKH/hRdEq55q3fue1jgerV3mOW+Z0FBQUoL29XfTPWevXr7dKrcrLy0NJSQkAID8/\nHyNHjkRGRgamTp2KlStXsnIVUYA6/Yf/FjocAKDUGoQOBwAMrWtF2/5iXzSNyGOUCiWWTXoKC8bM\nwZ0J44UOBwAEHSkTOhyAqaJP3boNNqv82Kv+Q+Qsy5hcMGYOJiWMFTocQE+6lTs5it+6dRusVjk3\nj3pQYHPLiuQRERFWzymVSkyZMgVr165FZmamjVeJnT171uq5wsJC4We5XI7333/ftYYSkUf0pfqJ\nZToIDAZvNo/IbygVStybnAO9QY9D9cedfv3NM+UITR9l83mA+fHkKpmvG0ADmFs6Ha+//jpCQ0Px\n5JNPAjCNWjQ1NSEtLQ0//elPsWfPHne8DRH5Ienw/KHLx62G46XD6VGjRqJNJYdSa+p86JQyqBTB\nMHaavvmVq9WIypni5f8JkXfo9Docrheva6XNzoS6tVWUXpX4RD66W66LvhW+UVwMXfM1hGo0aC83\n7StXq3GjuBg3iovRUnzQr1OtyL9Yp1elIj06BRXXqwGY0qumJU1063tG5UxBw9a/itKnLK/3CQvm\n4cbBg4A5+18mQ8KCeW5tA/mGW9Kr/vrXv2LZsmWIiopCVFQUnn32WRQWFuLJJ5+0WlmciAYWe9VP\nLEmH07sqz2PYQw+jc+wodI4dhWGPPCJ0OADTcHpLEdOraGDaX3tElMICANnDxyPtxeUYtjAfwxbm\nI3XFCwgKC0XqihcQOUXcAe8oP4fIyZMwbGE+IqdMEaWiMNWKnCG9fldcr8KkhLFCupW753MApgUt\npelTltf71iMlPR0OADAaTc9RwHPLSEdHRwcqKysxapRpyPf8+fO4efOm6Q2C3PIWRDTAKEPUmPTi\nKwCAq1/v9nFriHxLIQ+yucqyXKVE2GgNbhSLO+EyhULYV7qNyBUKeRDLlZNHuGWk4/XXX8eUKVPw\n/e9/H9///vcxefJkvP7662hra8PcuXPd8RZE5EUGrQ5Xv96Nq1/vhkHb+0JR05ImQhPTU77a1nB8\nzIzpCMlIFx6HZKRDOXEstq8vwPb1BVBOHGu1WFTExGzUvPdH1Lz3R3TfdL44BZGv6fQ67Kkpwp6a\nImHBNZ1eB72hG7ephwr7pUenQG/oFvaTnn/SxdSU8XHQt3eg5r/fR9upUgTddpuwjQutkTOmJU1E\nenSq8Dg9OhWTE8ZZxa0laVw7c78ATPcDtSZDeKzWZIhi1tb2qJwpovdw9j3JP7ilZC4ANDQ0oPjW\nty1TpkxBfHy8Ow7rNJbKo/5iWUcTR+UMbXE0kbyrsx3FK1/GkMttAICrCWHo0muReMV0s6iLC0bO\nq2ugO2LKc4+YmI2Kn//CZyUTAwHj1b9Jc+U1MWlYnJWP945uEJ6LCx2Ke4ZPwdHGUiHdylbpXHOZ\n3Gt7vsG1r3ZB29Bo8z2V8XEYteo1vztPGKv+S6fX4a1D/0+YwzEyKhlymdxuyVxpXNuL197uFwat\nDlUFbwpzkkI1GqS+tFy0Bo3ldnVGOiCToaP8nOmxJgMyyHpe7+aS0SyZ6zluGekAgPj4eDz44IPI\nzc1FREREv8rmEpHv9accp7kiz73JOTbzf0t2bBE6HAAwtP6m0OEAgMTGLuze/hGG3jcTQ++bifpN\nW1gykQKarblOG0u3i55rbL+Kqhu1ovkdtkrnNn+7D3KVEjKFwm6HAwB0DY2cC0VOMc0vqhYen2+p\n6bVkrjSu7cVrb5q/3Sd0GACgvbxc9Brp9o5zFUKHAzDNaRK9nvOYAoZbJlx8+umnePbZZ1FXVyc8\nJ5PJoNfre3kVmVX97k1orzTZ3a66LRapLzq3wjuRL0lHPogIaGy3f50n8hbL67Pe0O3j1tBg4paR\njhdffBFbt26FTqeDwWCAwWBwqsPR2dmJZ555BhqNBuPGjcNPf/pTq31WrVqF+Ph4ZGVlISsrC0uX\nLnVH0/2C9koTtPUN9v/10iEhcjdp/rizOeLm4fdNpZ9hU+lnePvwR7j9gdmoiwsW9qmLU6HuNqXF\n42Dc92jPeZ/4RD7karXwWK5WI/GJ/P7+l4i8bnLCOKgVIcJjGWSovlEr2kcTk4bHx8wWzYnqnng7\n1Jka4bHl+Sc9N6U4n4MckV6fD14+gRBFz7U5RB6MUdE9Cy9L5+hJ5/D1Fq/2OLrHWG3XaKzmeIRq\nnHtP8g9umdMxefJkHDx4sN+vf/bZZ6FUKvHmm28CABobGxEXFyfaZ/Xq1bh58yYKCgp6PVYg5nKW\nv/Tv0NY32N2uSoiHpuDXXmzR4MS84x6WC/k5u9jYnpoibCr9TPTcnQnjUVJ7DLdXmlKmykap8XD6\nA+goOgwAuO/RnyI8TPz7777ZLqRUJT6R73d56r7GePVvts4DS3cmjMeTYx+FUqG0GhlU6GH3/DOf\nm4YuLTrOVwJGQJ0+CnKVym8XBmSs+g9HcQkA80bPgkKuAGB7jp4z8WqPo3uMdDuAXh+7M+45p8Nz\n3JJe9dBDD+H999/HvHnzEBLS881OaKjjDwltbW3YsGEDamt7vgGSdjjM3DTnfVBh6hb1h63Snb3p\ny3C9SmvAmFudjsoRwVCpQ/H9hS8J26U3maCwUCQvth71JBoINEPShA9z5jlRBq0OzXv2wajXA0ZA\nFqQQ9rf3Ic3yeSL36P2zljlezQw2KlxJ2foSyfIeYyu+pfcgR4/J/7ml0/HKK6Za+0uWLBGe6+uc\njsrKSgwdOhSrVq3C7t27ER4ejtdffx3Tpk2z2nfz5s3YuXMnhg0bhtWrVyMnh3WkHTGnbhF5ivWK\ntilIj04VVT/5cdK9yPn9V5Dfupf922dXMeqenhK60opZXFWZAt20pIk4dPm4cF7IIIPx1oc5tSIE\nkxPGifaXngNmLcUHkfzcUtS8867V+QGA5w05RRqX6dEpAGTC9To9OhWH608Kk8sPXT7e6wKBfbl2\nd99sR/kLLwrFQdpOnBBVI+T1f/BwS6fDYDD0+7V6vR7nz59HdnY2CgoKcPDgQcyaNQsVFRWIiIgQ\n9nv66afx6quvQqFQYNeuXZg9ezbKysowZMgQd/wXfEp1W6xL24l8yXpF22rMGz0LUxInADDd5KpW\n/1rocACA3AjUvf0+Mn71GgD7FbP4TRYFKqVCiWWTnjKdH9cu4FD9cWFbh74TB+tPiL4tlp4DZu1n\nzqJu3Qa7FeV43pAzLOMS6Cn00TNSrceWMzuE/c3Vq+wtFtiXa3fdug02qxGaR7J5/R883LZceHl5\nOcrKyjB79my0trZCp9P1qUOQnJyMoKAgzJs3D4BpfkhsbCzOnTuH7OxsYT/LdT9yc3MxYsQInD59\nGjNmzHDXf8Fn9jyYjObOaLvbY0Ii8YT3mkPkkCilI1UJldaAew+2AgD2TI7o5ZUWjEZhJXIjK93R\nAGKZbjg5YRzKr11w8Ire3Tx3zuq5a998i+ipU1w6LhEgTpfaU1Pk8vGM3Xrh2m53grdR3+v136gX\nH4OjHgODWzod69atw69//WvodDrMnj0btbW1WLJkCXbt2uXwtbGxsZg5cya++uor3H///SgvL0dj\nYyPS09NF+9XW1iIpKQkAcOzYMVRVVSEz034Vj0BS0VyNhl5KKcaHcqSD/Id0KDxp1Ej828VrUGpN\nI56j6nXYHXkUZzovATANz/9s2c9w4fmfA+Z5WTIZZEEKXF5vyvENSR8FnVIOpc50DJ1KgdDJ2SAK\nNNJ0w0/P/gMd+k7RPtKKQIDpg1VL8UGbox36a9esnuuqqsKVhgaEpI9CZ0UlAFbxIcek8SlNn5qc\nME4Us7ZSAS1F5UxBw9a/ihZyvV5cLMRkS/FBDP/Z02g7cULYR6YOge7adeH6r05Ph0wdAmNHp7C9\npeggOioqhGMw3WpgcEvJ3LfffhuHDx8WZvyPHj0a9fX1fX79H/7wB7zxxhsYN24c5s+fj40bNyIy\nMhJ5eXkoKSkBYJo3MnbsWEyYMAGLFi3Cxo0b7U44JyLPkQ6Fd1WeFzocgGnCePKu08Lj8uYLONRW\nAc07byE4NRXBqamIe/QRdFaeF/bprKgUOhwAoNTqcewfn3j4f0LkftJ0Q2mH486E8TZz5OUqJVJX\nvIBhC/OR8PhjCE5Jdvheho4OqGJiMGxhPoYtzOcHM3LI1qKVlov/Haw/IYpZcyqgPS1FxVapU+YO\nB2BKlWo9UgLNW79D5JQpiJwyBXGzZwsdCgDoqKgQOhwAYOzoFG3n4n8Dh1tGOlQqlWj+BQAoFAo7\ne1tLS0vD7t27rZ4vLCwUfl63bl2/20dEvqeKjhLmcJiHzYkGG8uqVVKWFXvaz1Wiq7rG8QHlCua+\nk9+zrEbI6//g5ZZOR2xsLM6e7fnmc+PGjRgxYoQ7Dk1EHiCtsy79ENTV2Y6SHVsAANmz5iE4pKf8\ndcyM6bh+oAgd5aY88+CRadDWXYax89Y3VSEhqJt5O+44bdrePfF2h6kkIZp01LbWY+jlNgDA1cQI\nZN3/f3Bg20dCG5RypcfqshO5i7Q6UJAsCN1GUxlpTUwaJieME/LmJw29HSe/+ATQGzAyZgQUUAAy\nQKZQIGHBPFFKCmSynvTEW2QhIaJFM11ZX4cGh2lJE1Fcd1SoTpUenWK1+N+hmiNQlZiuzdrsTFHM\nSu8XMTOm4/p3B9BxzjQyoU4fBSMgjHaoNRlWKX/S679akwEZZGgvLwdgWgzQCKNwjwkdnYmonClW\n80QY64HHLZ2O3//+93jsscdQXl6OlJQUhIaGYseOHY5fSERe5yint6uzHUWr/h1D60wTw4uOHEfO\nql+LOh4yyISf5XIFQoYnocN8kxmehLzvWtF5ztSBULe2QHEnAIvBT3MqieVNY4RBJ3R0su7/Pzj6\nmzU9bTh8DEkRCegsZ44v+TdzdaC9Fw/inzXfobH9KgAgLnQoFo2bj/eObkB58wUo9EZod69HYmMX\nAOCK5DgtxQeR/ts3UL/JdE4kLJiHlu+K0PDXT4Bu67VwWHaU+k5m52fAoNPhzh1nEXvrC6Cm2rN4\nDx+jvO0iAOv7hUGnQ+fFS8LrOy5egnrEcIuji48P2L7+A/YX/4vKmSIuGX2gWNQpYawHDrd0OjIz\nM1FcXIzy8nIYjUZkZmYiKMhthbGIyI3s5fSaq5eU7NgifNgHgKF1rSjZsQVT5z4F4NacjlvfSAEQ\n5d6aHleKH58tt1n+ULr4UzCUwnsc2PaRuA2X29B52TrHl2kl5I+UCiUUcoXQ4QCAxvar+MvZQuHc\nu72yQ+hw2GLOhbdcILPjQpWow2Hs7BRKj7LsKPXF/tojwpocAFBxvcrq+m/ucABA7OU206iHxvSl\nk/R+UbduQ88oNwB0dYnuAe3lfbv+A/YX/7v69W5xbFvcfwDGeiBxqWfQ3t4uepyamgoA0Gq10Gq1\nfVqRPFBwZW8KZH1ZMZyI3EOn19ksk2sw9hRLkBt6X/VZeI1FypTRhTWxiAKJKO5ZUn3AcKnTER4e\nbndbX1ckDxRc2ZsCVV9WDLfM6c2eNQ9FR44LIw1XEyOQM2uesN1qPkb6KGhr60TlEJuiFBhaf1N4\nfcY059YTsGpDQhhiW/RChRO5Wo2oHK5RQP5Her5Zau5sQXp0Ci5crULGRfujHEBPHrtlypQ6Ix2y\nkBDhm2W5Wi3M6ZCelyyfS7Y4Kok79oeP4LviQ8IoXF2cCp1ZGuCmKYVKer9IWDAPNw4eFM03UqeP\nEkY7+hOH0lTBUI0Gak1GzxwPG3M+GOuBwaVOR19XIm9qakJsbGCvNcFVwylQ9WXFcMuJgcEhochZ\n9WthfkWOZCK5NB/X2K1H/ab/EbYbOzpxYkw4DMNNX0qUjQqBsfGE3RVtbZG2YXRkEq5s+ouw3dDR\ngZaiYg6nk9+Rnm+WzrfUYN7oH+Hui8GIuCIuARp+50SEazKFieQxM6ZbpUx1nKtA/Lwfm9KsACQ+\nkY+gMNO5aStPnjnuJGWvJK75+nz4ahk+nRmJ2ytNXyKVjVJj7ogJmCKfBMD6ftF6pMSqwEFUzhRE\nT7sLQP/i0CpVsLwcCQseQ/TUHOGY5v36+x7kG16ZeHH//ffj6NGj3ngrj+Gq4TSQKOSKXjsBwSGh\nwvwKwHYdOgOcAAAgAElEQVRVHMt8WymDDDilEadX9lYRy1EbWGKR/JGjKnC2lF+9gISbVxAheT48\nMxOx3891+HqZQoGw0RoAgFxpvdYHO+Ik5Si9VtvRju3rCwAA6pxJ0Ctkouu3Qh7k1JdGMoX7yzjL\ngqyPyVgPPJzt3UdcNZwClbSEp63VkHvjqCpOcE426r7cKgzH18apcEETDUALwDR8PyE6w2FFrN4w\ndYT8jb0qcNLzTa0IEX2zXHLlNBS3GaG+TYHhV3pSkG8cPIwh994j+sbWKu41GrQcOsSqPdRn0jgd\nGZWMEEUwOvWm63UYVDCu3YpRjabrdd3J80iffQcq7KRTSdlakdzV1Fde7wcuv+h0dHZ24vnnn8fX\nX3+NkJAQTJ06FX/84x9F++j1ejz77LPYuXMnZDIZXn75ZfzkJz/xUYuJAoe5hKez38iaOaqK8z/n\nvkCJZDhef6vDAZiG77/524cY1UtFLEeYOkL+prcqcJbn2+SEcdhYuh2H6o8L++oVMpxLVmP4lZ4q\nQbaq/FilMur1qN/Yk8rIqj3kiDROz7eIF5xMK7+OpMae63VioxY3K29iyr/MAeD4fmFrRXJXU195\nvR+4/KLT8dJLLyE0NBTlt8qgNTY2Wu2zadMmVFZWoqKiAk1NTcjKykJubi5SUlK83VyigGPQ6RBc\nXGr6edY4wIlOhy16g15YLMpgNFgNx3uCXgGczFADAKYpALlH342o/5QKpZCO0q5tR6OtUXKjdfWq\n1jNlOJmqBJRBwoc9R6mMRP1J8+uNzGAQ3S/a9TpsLN0OAHh8zGyEqjxfmZSpggOTzzsdbW1t2LBh\nA2pra4Xn4uLirPbbunUrFi1aBMC0AvqcOXOwbds2rFixwmttJQpEfVnsrzdWq8dmarAh9BzOlJpW\ntB0VnYIQeTA6Dabh+mC5CjKZTBi+VytCcPeP/hVV3/4SSq0pnUSnUmDCg4/0+f/gaEFDIm9zVAUI\nMHU4Xv6mQJReBQAKvdFm9aq24sPovHAMn82MsRnjTDshKUfXRmm6X3p0KgCjsCJ5Z5YGdTWnkGhO\nr4pTIfpMHSLqTSl8Bw4fw2czo3Hz1uj1qStn8Zt7XhI6Hp5Ir6KByyudjocfftjutsrKSgwdOhSr\nVq3C7t27ER4ejtdffx3Tpk0T7VdTUyMa1UhOTsbFixc91maigcLRYn+OSIe6T6Yqcebc34Xtlder\nMVfzQ1TdMH1xkBqZhG3lXwjbO/SdOPPPLxCh7clfV2r1aD9YAnUfv8lytKAhkbc5qgIEABtLt1t1\nOIaHD8O4ik4MvyJdg/zW9sZu3F7ZgVMK6xhn2glJObo22kqvNb/O/Lgrux1f/9WU0j5UGYHofxwS\njhd7uQ1p5T2FQTr0ndhYuh2LJswH4Jn0Khq4XOp0vPfee5DJZDDaGCaWyWT42c9+BgD45S9/afcY\ner0e58+fR3Z2NgoKCnDw4EHMmjULFRUViIiQ1vcgIl8QDXXfSquypApSCTehPTa2E5HJsPA43D0i\nAZdx1vHONjDthJxlme5nZvlYGRaF2QtfAgAc2PaRV9tGg4tLadGHDh3CoUOHcPjwYat/hw4dcnwA\nmEYsgoKCMG+eafGxyZMnIzY2FufOnbPar6qqSnhcXV2N5ORkV5pPNChkz5qHq4k9HfiriRHItljs\nz1nTkiZCE5MmPJZWN7G1PXvWPIRkpAvPhWSkW6WF6PQ67Kkpwp6aIuj0Oqfek8jbbMXk5IRxohh+\nfMxsqBUhwj5qRQgeHzMbMTOmQ52pEZ6XqdXCz83hcsiNwOiIFMY4OeTua2P2rHloGtaz8POVYeG3\nqhGamGPYLGbGdIfXdiIzl0Y61q1b53IDYmNjMXPmTHz11Ve4//77UV5ejsbGRqSnp4v2mzt3Ltau\nXYuHH34YTU1N2L59O/bt22fnqERk5mixP2c5qoZla7tBp0NdWz2G3Nqnrq0eIww6BMP0Okd5ya5W\n4CJyN2lMTk4Yh/eObrCK4d/c85LVJFydXofP7o1CUITpw51hfCYe60hH867diGlsxMwjbVC3tUBx\nJwCFT/57FCDcfW2UK5U4NCsTqhLTSJw2OxOrJ+bjL2cLAVhPJNcZer+2E1ly25yOs2fP4vjx4+js\n7Mlf/dd//dc+vfYPf/gDnnrqKSxfvhxKpRIbN25EZGQk8vLysGbNGmRnZyM/Px/FxcXIyMgAAKxc\nudKrlatiQ2Nc2k7kS9LF/lxla7i+t+0HPt2AIZd7yoMOudwmmlfSlzkbjt6TyNssY3JPTZHdGDan\nHprtrz2CM63VgLniW8dFnG9VI8KicmPHWesSukS2uPPauL/2CMrbLvbEZttFHL1SahXDZiU7tvR6\nbSey5JZOxzvvvIM//elPqKurw+TJk/Htt9/innvu6XOnIy0tDbt3W5cCLCwsFH6Wy+V4//333dHc\nfgmtuwvhN7T2t0eqvNgaIu+SlmTsaG3B4ffeBABMWrwc4aFRA2Jyq7Zbj73H6gEAd09IgCqIXzN7\nwkD4Pev0Ouy9eBCV12uQGpmE8y0sbDIY+UMsOyqZ265t927JW50ONe+ZJqYnPpGPoDDX38+g1Q2I\ne8xg55ZOx5/+9CcUFxdj+vTp2LlzJ06dOoXVq1e749B+o7zmBuqvddjdnjBEbXcbUSCTpj4dPn8I\nM/98DHHdpgIS5174OSJSUqGtNG23tUpy9qx5KDpyXKiidTUxAjkW80pcXTXdHbTdehRsOoEz1S0A\ngKLTjXhpwbiA/EDszwbC71mn1+GtQ/9PKDtqufCfWW8xbCve78j6Aap3iFOGw8aNdXPLyZ38IZYd\npaZKyzZLS95KOXstll7bryWEY8ie47hxK+ul7cQJaN76nUsdD4NWh6r/fEsoFW3rHkOBwS3ra4WE\nhCA8PBwGgwEGgwF33HGHsNAfEQU2aepTyq5SBHf3VKwL7jYKHQ6gZ5VkS+Z5Ja2zpqN11nSrdULM\neckLxszBgjFzfLIGx95j9cKHBwA4U90ifINJ7jMQfs/7a48IHQ5b7kwY32sM24r3+vfWWu138V3f\nje6TY/4Qy/ZSU82kZZvNJW/tcfZaLL22jxihASzS7A0dHahbt6G//z0AQPO3+4QOB2D7HkOBwS0j\nHWFhYdBqtRg3bhxefvllDB8+HAaDwR2HJi+q+t2b0F6xsXLuLarbYpH64nIvtoh8xXIoG6nOf/i3\nXLFcWFlZqUTXlDEATJMVpTw9Z8MbaRD+kGoRqKS/OwA+/V26sspzY3sTdHodlAql3eNYxrtBq0P3\njRtu/h+QL3TrDdh12LRmkT/EsS1afRde/+5dAMDSrIWIUkeKtjt7LbacM2hOq5JiehQBbup0vPfe\ne9BqtXjzzTfxi1/8AufPn8eGDa71bMn7tFeaoK1v8HUzyMekQ9nDNekInxSMNphWUC6aGouRdXXC\naEdXkAxXY4KQeMVU5rYuToXCkDOoKL0EwDTcvzgr32ZlH2+NZvQlDeLuCQkoOt0o7DM6JUr40OCu\n9yDbv+epd8SJfnffnWqADMDZGtMHcW//LvuyynNx3VG7ox3VN2rx8jcFWDP9BfzpxOZe4958vumv\nXRMfRCZDygvPeeB/R+4ijWVNciQOlV0R4vbAqQYYYUrPBjwTx5MTxuHTs/8QRjPUihBMThgnbP9x\nZh4O15+AET2j0yeunBUev/jNr/G7e/7dquPRX4lP5KPtxAnRCuUJC+a5lB4VM2M6WooPCq8PHZ3J\nsrwByi2djrFjTXmn4eHh+PDDD91xSCLyEelQdmd5BVIjw4UVaW8odLi6fB6CPvsnAODcvRk4ev0s\nbq803WTKRqmhv3lJeH158wVsLN3u0xXF7aVB5E5KEp5TBSnw0oJx/f5Wsi/vQbZ/z9LfnflDmpm3\nf5d9WeX5hTv/DXsvHsSBuhJU36i1OkaHvhPvHl0v2mYr7qXnGwAohgzBqFW/hCo6yt3/NXIjaSzr\nDUZs+EeFsP2sF+L4YP0Jq/Spg/UnhBg7eqVU1OEAIHpshBHvHl2PV+9a6pb2BIWFQvPW74SUqsQn\n8tFSVGwzPaqvldnkKiVSV7zAkZIBwC2djrq6Ojz33HP45z9NH0Luu+8+vPPOOxg2bJg7Dk9EfkYV\nEYF7X/k1AKDi2GboW2VCpySQqYIU7CR4wUD4PSsVStyXOg0KuQLVpdadDlfEzcpjhyNAWMayOa1q\nsAsKC0Xy4p+69ZhylZLlowcAt0wkz8/Px9ixY3Hy5EmcOHEC48aNQ35+vjsOTUReJl0tOUSTju6J\ntwuPpSsv/zgzD+EIxh3l7bijvB1hUCEtKlnYPz06FY+PmY1R0T3r6oyK9u5qy3dPSMDolJ4Pcc6m\nTvnLewxU0t+dJjkSmck96R7e/l1KV3mOCx0KvUEPnV4nPKfT67Cnpgh6g14U22YhimAszVqIdItt\n6ZK4N2h1MHbroYyPE55j6kjgksZxZnIkNB6OY1srkltenycnjBNtT40cARlkwmMZZFiatVB0THNs\n76kpEsV8f8XMmA61JkN4rNZkMMYHKbeMdNTX1+O1114THr/66qvYvHlzn1+fmpoKtVqNkJAQAEBB\nQQHuv/9+0T6rVq3CBx98gMTERADA9OnT8e6777qh9URkSa+AaLXk7okxeObOhThYfwKA9crLRyKO\n4pnDKmjLTQtEqW7EY/u9lsP5Ruj03ai90VPVpfZGvTDR1htcTZ3yl/cYqGz97gDfTcA1V/DZe7EY\nX1cfQGP7VWw5swMlDaewbJJpwqzlnI8QebDVMRLD46FUBAEWH/Asf5bOnVLFx2HI/bkYcu89TB0J\nUL6IY+mK5NLrs3lOnfn6fcdQDf792wLh9dLUK0fzmfpL2tGhwcktnY709HScO3dOWC28oqJC+Lkv\nZDIZPvnkE4wZM6bXfRYuXIiCggK7+xCR66xWS26tFuUIS1deDjpSJnQ4AEBbXglVZLjw+orr1Xj3\n6Hp0GrqEfToNXdhYut3uKree4I2UnoGQNuQrtn53vvxdKhVKKORBuNJxVXjOshyp5TlgGdtm51tq\nsLF0OyquVwnPVVyvEuZ0SOdyaBsaIVMo2OEIcL6IY8tqU9Lrc3nzBdH121y1ypLlnA5H85n6o/nb\nfWi3WEahvbzcqTkdNHC4pdPR3t6O8ePHY8aMGTAajdi/fz+mTZuGuXPnQiaTYevWrQ6PYTQa3bLP\nQMeytuQO0jKeOr1OqN2eGml9g7Qsgas3dHuvob3wRXlalsR1L/PvU28wwmg0Ikgh9/vf65mrlX3e\n12Bk6fiB7manDh8Xmj5QP5mnQViI9zuNltdzvUFvtd3y+m3g5yjyIbd0OhYsWIAFCxYIjx977DHh\nZ5msb8No8+ebvvGcMWMG3njjDURFWU+i27x5M3bu3Ilhw4Zh9erVyMnxTuUbf8KytuQq6fD5gdoS\n1LU1oFNv+rb2RGMZQhTBwuMQeTAO1Z9A5a3yoOnRKUiPThW+we2eeDvUrS3oOGu68aozNeieGAW0\nmvbXxKRh0bj5+OW+t0RlHR8fM7vf/wdflKdlSVz3kv4+zfzp9ypdnRkAjjSc7NNr06NT0dzZInmu\nZ04Hy4AGvpudOix7pwgdXaYP+scrruHt53K82vGQXs9HRacgRB4sjL5Jr98pEdZfKv1k7I+Fn51d\nkbwvGOtk5pZOxxNPPOHS6/ft24ekpCRotVosW7YMS5YssVrn4+mnn8arr74KhUKBXbt2Yfbs2Sgr\nK8OQIUNcem+iwUY6fH6+pUa0vcugFT3uNHQJNyzAlC41b/QsTEmcAMB0k1LcCVE5w2cVsFoQ7Tf3\nvCSMpjw+ZjZCVf2vduWL8rQsiete0t+nmT/9Xs358h+f/CsO1R93uH9yRCLuSsqGQh4EvUGPLWd2\niLZPShgr5MazDGjg+7iwXOhwAEBHlx4fF5ZjySPf81obpNfzSsnaMdLrd3WrdYWtHZVfC6mu0jki\nzi6MaQtjnczc0ukoLy/HU089hUuXLqGqqgolJSX4/PPPsWrVqj69PinJdHNRqVR45plnMHu29Teg\n8fHxws+5ubkYMWIETp8+jRkzZrjjv0BETlDIFeIcXwVE+blywCoHWKlQQjMkTfjZWZZpDCMTIxzu\n7ygVyh/SIsg2rU7vN38fc9z2pdMRH3Yb7ks1fYNrTmfpDcuADnzX27rw5mbT6Njy+WMRHW5ddGAw\nYKwT4KaSuc888wxeeeUVREdHAwDGjx/fp3kcgGk+SEuL6dsuo9GILVu2ICsry2q/2tqe3vmxY8dQ\nVVWFzMxMN7SeaHCRllgcGZWMEEXPjTBEHiwqAWpOpzLrz3C7OQVgU+ln2FT6Gd4+/JFTpRjNaQxF\np6+g6PQVfPpNFTTD7ZeiNKfurPviHNZ9cQ4Fm05A2623e7xl7xThZmfv7WFJXPeaekcc1MG2U6g+\n2VOF594+4NTfx5Ok54yZZRUeacrgtKSJovMGAA7Xn3RLCVLyDz++b2Svz11v68LS3x/AhcttuHC5\nDUt/fwDX26yLDrhCGpvp0alWZZot49CcfmUmjVtXr9VEvXHLSEdLSwt+8IMf4Be/+AUAQKFQQKVS\n9em1DQ0NeOSRR6DX66HX6/G9730P77//PgAgLy8Pa9asQXZ2Nl555RUcOXJEOPbGjRsRFxfn4OhE\nJGVr+NxyIvnjY2ZDqVCKtgPW6VLOcLUiijSNoVNrQHSECk/80FQlTzqS4SgVqj9pESyJ614HTjWK\n/gaWunTiCdi+SFuxZHnOmAopyKCQK5B12xj85WwhAOuUQaVCiUkJYyXVq6pdrgRE/uMvX5+3+Zw5\nTt/cfBKW87aNRtNza/7vJLe1wdb1HECvj6XXe8u49UT1KiIzt3Q6goKCoNX25IHX1tZCoejbzTgt\nLQ0lJSU2txUWFgo/r1u3zqU2etO6k9vQ3HnD7vaYkEg8MXauF1tEJGZZYtH8WFq+VnqT8bebjlwu\n83reP0viDl7Sc8ast7LPCjk7peR5tmKzt8e2rvdE3uC29KqHH34YTU1NWLlyJaZPn47lywdv2daK\n5mqUXj1n919Fc7XjgxANILZWzXUmRevJPI0oFUcdrMCTeRq7+0tTd9TBCky9o2dk1NnjkftJ09Us\nyWRAsNIidSlA/z6uxj35t8cfSIdlgU6ZzPSc2fL5Y622L58/1ostdB5jljzJLSMdCxcuxMiRI7Fj\nxw50dHTgz3/+Myd4E5HA1YooYSFKvP1cTp8nFktTdzq69DhwqlEYpXD2eOR+lulqZ6qvo+j0FWGb\n0Qg8cm8azte1Agjcv48nKgGR/zh8pskqferwmSbhOhMdHox3n58aUBPJGbPkSW7pdMybNw9//OMf\nMXHiRIwfPx5r167FL37xC7z44ovuODwRDQD20lP6KixE6dacfncfj5xnma5m2ekAAJVSMSD+Pq7G\nPQW26PBgt87h8AbGLHmKW9Krzpw5g6ioKHzxxRe47777UFtbiz//+c/uODQR+SGdXoc9NUXYU1Pk\ntcom2m49dh2uxa7DtdB2660eW3JXpane3oPcZ+odcYiLDhEea4ZH+n1lMF+cA+R7lteEqXfEiaro\nBULc2sJYJm9xy0iHTmcK0j179uAHP/gBQkND+zyRnIgCi3QF3EOXj2PZpKc8OgQvXb36wKkGGAGU\n15gKNkhXsXZHpSmuQO4d2m49/nPzCTRe7xSeq2lsg67b4Le/a1+cA+R70mvCdycaUN3QKmz397i1\nhbFM3uSWkY4xY8bgwQcfxI4dO5Cbm4v29nZ3HDZgxYbGID401u6/2NAYXzeRqN/slVT0JGkJ3LM1\nN4QOB9BTEteSOXUnd1JSvz4E2Cu7S+6191g9zl1sFT3XqTUI8238kS/OAfI96TWh/NINdOl6JnX4\ne9zawlgmb3LLSMf69euxc+dOTJgwAWFhYaitrcVvfvMbdxw6IIXW3YXwG1r72yP7toYJka/o9Dqf\nTyS0XFFcbzA62Lv31989IQHtnd0BNaFzsKu/2oF/FF9EkEIupKy4a40Uf4hvGpi69Qb89yenAUCo\nuGZZsEIZJPf4Wj+Mb/JXbul0hIaG4qGHHhIeJyUlISmp77XsU1NToVarERJiyuktKCjA/fffL9pH\nr9fj2Wefxc6dOyGTyfDyyy/jJz/5iTua73blNTdQf63D7vaEIWovtobIOY6G26clTcShy8eF7Z4o\nqShNY0gfEQF1sEKoSBWiUqBT2zPHQiYDJo2Otfv6b09cxvnaNqHSzNLfH8C7z0/tteNx94QEFJ1u\nFI7BFcg9Y9LoWKz74pzV81X1baiqbwMAfHeqATKYRrgA11Ld3JFO4o1zgPyP9JqQmhiOqro20T7H\nz12F7tal6Wh5E+QyOTpuXauOV1zD8LhQYWTPEymbzsY3Y5m8yS2dDlfJZDJ88sknGDNmjN19Nm3a\nhMrKSlRUVKCpqQlZWVnIzc1FSkqKF1saeFS3xbq0nQYfRyvSeqOkojSNocIq/UY8qdtoBDburBCq\nHUlfX3mpzWp/RysDcwVy79i4s8LhPpapdID1CvPOcMeKyywrOjhJrwm7S+qs9tFZXJpMqVfi0t2W\nqYSuxLE9zsY3Y5m8yS86HQBgNPaePrF161YsWrQIABAbG4s5c+Zg27ZtWLFihTeaF7D2PJiM5s5o\nu9tjQiLxhPeaQx7i7HC6q8Pv/SmpKE13kn6At9zerTc4dWwAMBiM2HW4FkD/0rFs4QrknmH+W3fr\nDbh81X/mAFqeF5MTxuFg/QkAts8RlhUdnCyvCd8cvezy8br1BuG61d8vNtq17dhYuh0AkBrp/PWK\nsUze4jedjvnz5wMAZsyYgTfeeANRUeKVamtqakSjGsnJybh48aJX2xiIKpqr0dDeZHd7fChHOgKd\ns8PpvkifclQJSro9wyqdSo5Obe8dkSs3OrDuC1Osa5IjkZkcKaTjjBoeLkqvCoSVgQcq6d+6LzTJ\nkaL0KldS3ezFt/S8+PTsP9ChN1XUYkUfsuWx+0fhP/58vNd9ZDKIrjsjk8KFkVdNciQOlV1xKW2w\nXduOl78pEGL1ZOMZjIpOQeX1atN7MF2K/IhfdDr27duHpKQkaLVaLFu2DEuWLMGGDRt83Sy/xHQp\nknJ2ON0X6VP2KkGZvzGUbrdVzciRC7U3hZ/La27g8QdGYeod8QA4kdyfSP/WjgyNDMbLj48XXgu4\nlupmL7731BSJzgvzhzigfylYNPD9/i+nHO4jXbH8rjsSMGOcDIBpRHbDP3rSC/uTbrWxdLsoVjsN\nXYgOjsSCMXMAMF2K/ItfdDrMk85VKhWeeeYZzJ4922qf5ORkVFVVYeJEU4+9uroaaWlpXm2nP2C6\nFHmC3tCNPTVFAEw3KYUeGHvOVAxBkQDAA1MZtDq9UOVlZGKE248fpJCLbt6qcEXArQxMQGSYUuhg\nuCvVzZvpJAatDs3f7gMAxMyYDrmKHwAD2c1OnVCNygjn0zgVcpkQx+a0KneTy+QejW/GNPWXzzsd\n7e3t0Ol0iIqKgtFoxJYtW5CVlWW139y5c7F27Vo8/PDDaGpqwvbt27Fv3z4ftNi3mC5FUs6mQ0n3\nT49OxeH6k6i4NRx/5OJRzNnTgo6zphtrS/FBpK54waUby9Q74vCXr8+L0qU+/aZamBB+7NxVaIZH\novySKc1Amk6jGR6JmsY2YcQjWCkTVYVRqxQwGA1CzXx1sAJT74jrd3vJc6QVgHrjzTS4yQnjRClV\nMsiED5X9TVExaHWo+s+30H7mLAD3nEvkOzc7dVj2TpFwHVMpZVb7JCeEoabeNOqamRwpWsRUmhbo\njgp5P87Mw+H6E0KsyiDDjzPznP6/9RVjmlzh805HQ0MDHnnkEej1euj1enzve9/D+++/DwDIy8vD\nmjVrkJ2djfz8fBQXFyMjIwMAsHLlygFTucrRYoFcTJB642w6lHR/vUGPLWd2CNuDjpSh42xPtaf2\nM2fR/O0+DL1vZr/beOBUo3CjBqzTpTq1BkRHqPDED03nt611GXTdBlG9e6Cn/n3asHBs3mWRGtOl\nx4FTjZwE7ocsKwB16w349ng9qutvWu0XGqxAweLJXkuDO1h/QpSmYoQRdyaMh2ZIWr9TVJq/3Sd8\nOAPccy6R73xcWC66jml11iMdCTFq/Et2IgDb1zHLtEB3VMg7eqVUNOJihBFHr5R6bKSDMU2u8Hmn\nIy0tDSUlJTa3FRYWCj/L5XKhM+IOlxrb0N6l73WfCHUQhsWGue097eFiguQqZ9NFLPc3p1X5mtwi\n7cBMlB4VpBBK4pqZH3sqTYE8w7ICUMWlGzY7HePSh/h83o1mSBrncZBTHF3HpFghjwYTn3c6fGXf\nyQb8fX/v1a+e//++55VOBxcTJF+Splt1T7wd6tae9KrQ0ZmImTHdpfe4e0IC9p2sF9bbSE0KQ/2V\nTiG9Sh2sEEYv7LHMpX4yT4OwkJ5vnrmQX+B6Mk+Do+VNQmocAMgA6PVG3OzUCX9nRyWXXeWJqm0x\nM6ajpfig8M2wO84l8p0n8zQ4XnFNlCZqMBqFEY8QlRyPP5DucglcZ3h7cT/GNLli0HY6iMjEVnqW\n4k64daKgrtuA2sae9Rjqr3QiMVaN87dW8x0eFwplkNzu66W51McrruHt53KED6RcyC+wyWRyWC6i\nZgRw6EwTTl1oxtvP5UAZJO+15LI7eKJqm1ylROqKFzjpdoBQBslFK4onDFWj6nLPKF2n1oC3t55G\nxaX+l8B1uk1eXtyPMU2uYKeDiKzTsxRwa46uNBe6U6sXOhyAqURub6Uipa/v6NLj48JyUboV0xQC\n08eF5VYrzJuZ/86jU6J7LbnsLp6oaiVXKZnvPkDsPVYvKudt2eEwM3c4AM/FqZS3F/djTFN/sdNB\nRH7BsoSuNH2KBiZttx4NvaSWEhHRwGE/n4GIyE2ezNNAHdyTYqAOViBjRM/aHJrhkfj0myoUnb6C\notNXsOydItzs1PX6ekdzQMi/mVcmv3C5ze4+Mhnw+APpuHtCAkanRAnPc84O+YI0DlOHWc/5TBsW\nLmDh7dMAACAASURBVPzMOCUS40gHCbjaOXlKWIgSbz+XI5oIrgySC3MwSi80o/xSTxldafqUrddz\nJCSw2VqZfGhkMK7e6BIeG43A4TNNyJ2UxDk75HPSuWOlF5qtUqxuiw7BPVnDADBOiaTY6SABVzsn\nTwoLUYrmYGi7ey9ZLaUMkmN0SrTws5SnqxtR//X1b9PR1W33GJyzQ/7AMg7PVF/3cWuIAgs7HSTg\naufkLebUGvM33aOGh0MmM32zDfSk1djbX1oVxtF28h17fxtbK5NL105iegr5s4fvSUXR6Sui5xqv\nd+DgF6b7KK9DRGJ+Nadj9erVkMvlKC0ttdq2atUqxMfHIysrC1lZWVi6dKkPWkhE7iBNram81CZ0\nOICetBp7+5urwvR1O/mOvb+NOVXFMgfeUs73buMHNvJrH/ytzOo5y3QrXoeIxPxmpKOkpATFxcVI\nTU21uV0mk2HhwoUoKCjwbsPIrqrfvQntFfsjI6rbYpH64nK/OzYxFYn83+iUaMYlEdEA4hedjq6u\nLixZsgSbN2/Gvffea3c/o+VXoeRz2itN0NY3BNyxBzt/SEWSptZokiMhA3C2xlTjXppW42jFca5I\n7r/s/W16q16VPiKCfz/ye8vnj8XS3x8QpYWqguTo0pmKYqiDFZh6R5wPW0jkX/yi0/Haa68hPz8f\nKSkpve63efNm7Ny5E8OGDcPq1auRk+O9xXCIBgp76S7enKRrawVxc9vMjy07QY5WHOeK5P7L3t9m\n1+Fam9Wrvj85EfdPHs6/H/m96PBgvPv8VLy5+SQAYPLtsfjLP6uE7R1dehw41cgCCES3+LzTceDA\nARw5cgS//e1vhedsjWg8/fTTePXVV6FQKLBr1y7Mnj0bZWVlGDJkiDebS/3EdCmSslWNqLebs6Pq\nRaxu5L/6+reZNT2Zf0MKKNHhwVjzfycBAHYdrvVxa4j8m88nku/duxdlZWVIS0tDWloaLl26hAce\neAC7du0S7RcfHw+FwvTNV25uLkaMGIHTp0/7osnUD+Z0Kbv/eumQkHt5Y6E1bbceuw7XYtfhWqE0\nrq3nHL2GBq67JySIFoi8LToY3XoD//YUUK63deGXaw/jl2sPY3z6EC5iSdQLn490/PznP8fPf/5z\n4XFaWhoKCwsxZswY0X61tbVISjJ9A3bs2DFUVVUhMzPTq20lGgg8nYpka87I8z++A7//yymWvCWB\nrtuAS43twuMr17uwcWclDp9p4t+eAsL1ti7RnI4X3i3GW0un4HjFNQBM8ySS8vlIR2/y8vJQUlIC\nAHjllVcwduxYTJgwAYsWLcLGjRsRF8cJWkT9YU53yZ2U5Paboq05Ix8XlrPkLYl8XFiOji7rUQ3+\n7SlQvLn5pFWp7//adtpj11aiQOfzkQ6pCxcuCD8XFhYKP69bt84HrSEiInexLNXMYoQUiCxj2MAg\nJnKK33U6iCiw2SqR+vgD6ThecU34ZltaSpIlbwc+aQpd+ogIqIMVVqMd/NuTv5LG8Kjh4ZDJICqZ\nu3z+WB+2kMi/sdNBRG5la87I3mP1og+X0lKSLHk78ElT6CoutmJ+bhouXDatRj8yMRzBqiD+7clv\nSWO48lIbfvwvqThYZiqEsnz+WESHB/uqeUR+j50OInK7/pSvZcnbwSdYFYQlj3zP180g6jd1iFIo\nmUtEvfPrieRENDB4o0wv+TfGAAU6xjCRazjSQf2mui3Wpe00eDB9ihgDFOgYw0SuYaeD+m3Pg8lo\n7oy2uz0mJBJPeK855OeYPkWMAQp0jGGi/mOng/qtorkaDe32VxKPD+VIBxERERH50ZyO1atXQy6X\no7S01GqbXq/H4sWLkZ6ejoyMDHz44Yc+aKF/iA2NQXxorN1/saExvm4iEREREZGIX4x0lJSUoLi4\nGKmpqTa3b9q0CZWVlaioqEBTUxOysrKQm5uLlJQU7zbUD4TW3YXwG1r72yNVXmwNEREREZFjPu90\ndHV1YcmSJdi8eTPuvfdem/ts3boVixYtAgDExsZizpw52LZtG1asWOHFlvqH8pobqL/WYXd7whC1\nF1tDREREROSYz9OrXnvtNeTn5/c6alFTUyPanpycjIsXL3qjeURERERE5CKfjnQcOHAAR44cwW9/\n+1vhOaPR2O/jdXV19XlfzYgoPHR3T5/L/L4ymUx4LiayZ2XR22JCej3ebTEh0Gq1UKlUfdq3t8e9\n7e/ssR3N8TBv12q1fd7X2WMDfSuva/799XV/S+a/fXBw/1aD7erqQldXV79f35/389Qx3fV/cPfx\nPHHMwdzGQItXd/0eeJzAO06gxaq9Y/r7NcGdxxzMbfRmvA42MqMrn/Jd9Nvf/hb/9V//JXzQvHTp\nEuLj47Fu3Trk5uYK+/3oRz/Ck08+iUceeQQAsGTJEqSlpWH58uVWx7TsNBA5y5unA2OVXMV4pUDB\nWKVA4sOPxgOaTzsdUmlpaSgsLMSYMWNEz69fvx6bN2/Gl19+iaamJmRnZ2Pfvn2DciI5EREREVGg\n8fmcDnvy8vJQUlICAMjPz8fIkSORkZGBqVOnYuXKlexwEBEREREFCL8a6SAiIiIiooHHb0c6iIiI\niIhoYGCng4iIiIiIPIqdDiIiIiIi8ih2OoiIiIiIyKPY6SAiIiIiIo9ip4OIiIiIiDyKnQ4iIiIi\nIvIodjqIiIiIiMij2OkgIiIiIiKPYqeDiIiIiIg8ip0OIiIiIiLyKHY6iIiIiIjIo9jpICIiIiIi\nj2Kng4iIiIiIPIqdDiIiIiIi8ii/6HSkpqbi9ttvR1ZWFrKysvDVV19Z7aPX67F48WKkp6cjIyMD\nH374oQ9aSkREREREzgrydQMAQCaT4ZNPPsGYMWPs7rNp0yZUVlaioqICTU1NyMrKQm5uLlJSUrzY\nUiIiIiIicpZfjHQAgNFo7HX71q1bsWjRIgBAbGws5syZg23btnmjaURERERE5AK/6XTMnz8f48aN\nw+LFi9HS0mK1vaamRjSqkZycjIsXL1rt19XV5dF2ErkLY5UCCeOVAgVjlcg/+UV61b59+5CUlASt\nVotly5ZhyZIl2LBhQ7+OFRISguvXr7u5hTQYREVFefX9GKvkCsYrBQrGKgUSb8frYOIXIx1JSUkA\nAJVKhWeeeQb79++32ic5ORlVVVXC4+rqaiQnJ3uriURERERE1E8+73S0t7cL6VRGoxFbtmxBVlaW\n1X5z587F2rVrYTQaceXKFWzfvh2PPvqot5tLRERERERO8nmno6GhATNnzsT48eMxduxYVFRU4P33\n3wcA5OXloaSkBACQn5+PkSNHIiMjA1OnTsXKlStZuYqIiIiIKADIjI7KRgUYmUzGXE7qF2/ncTJW\nyRWMVwoUjFUKJJzT4Tk+H+kgIiIiIqKBjZ0OIiIiIiLyKHY6iIiIiIjIo9jpICIiIiIij2Kng4iI\niIiIPIqdDiIiIiIi8ih2OoiIiIiIyKPY6SAiIiIiIo9ip4OIiIiIiDyKnQ4iIiIiIvIodjqIiIiI\niMij2OkgIiIiIiKP8qtOx+rVqyGXy1FaWmq1bdWqVYiPj0dWVhaysrKwdOlSH7SQiIiIiIicFeTr\nBpiVlJSguLgYqampNrfLZDIsXLgQBQUF3m0YERERERG5xC9GOrq6urBkyRJ88MEHMBqNdvfrbRsR\nEREREfknv+h0vPbaa8jPz0dKSkqv+23evBnjxo3DAw88gKKiIi+1joiIiIiIXOHzTseBAwdw5MgR\nPPPMM8JztkY0nn76aVRXV+PEiRN48cUXMXv2bFy7ds2bTSUiIiIion7weadj7969KCsrQ1paGtLS\n0nDp0iU88MAD2LVrl2i/+Ph4KBQKAEBubi5GjBiB06dP+6LJXqXt1mPX4VrsOlwLbbfe180hIvII\nXutoIGJcE/WQGf1sokRaWhoKCwsxZswY0fO1tbVISkoCABw7dgy5ubkoLS1FXFycaD+ZTIbr1697\nrb2epO3Wo2DTCZypbgEAjE6JwksLxkEVpPBxywamqKgor77fQIpV8r6BFK+81g1sAylWncG4Dkze\njtfBxOcjHb3Jy8tDSUkJAOCVV17B2LFjMWHCBCxatAgbN2606nAMNHuP1QsXKwA4U92Cvcfqfdgi\nIiL347WOBiLGNZGY35TMNbtw4YLwc2FhofDzunXrfNAaIiIiIiJyld91OqjH3RMSUHS6UTQ0e/eE\nBB+3iqj/qn73JrRXmmxuU90Wi9QXl3u5ReQPeK2jgYhxTSTGTocfU/3/7N17XJRl+vjxz8zAcBAE\nBBVRARHBU+ap1DyspW0HtMzNDqabWZltdlz1a1lpuWVrm23rdm4rK/O01ZZf6ud3dXM9hJqaeRZB\nAQWVg6DIADPMzO+PkYc5M8BwGLjer5evF888h7lHb+95bp7rui8/DfPvG6A8jh0zMFpiQYVP0xcU\noj93vrmbIVoYGetEayT9WghbMulo4bR+GsYP7drczRBCiEYlY51ojaRfC1GjRSeSCyGEEEIIIXyf\nTDqEEEIIIYQQjUrCq1oAfZVRYj6FEG2WjIHCV0nfFcJzMuloZvbFg3YezpfiQUKINkPGQOGrpO8K\nUTcSXtXMpHiQEKItkzFQ+Crpu0LUjUw6hBBCCCGEEI1KJh2NTF9lZNOeXDbtyUVfZXTYP2ZgNL3j\nwpRtKR4khGhL7MfAzhGBjOjfqRlbJIRr1t/pI/p3ku9vIepAcjoakSfxnlI8SAjRlmn9NDx9d39e\n/Ggv5y9UcL64gjfXHpLYeNHiOPtOf/ru/qQdygfk+1uI2sikoxG5ive0LxQkxYOEEG1Z2qF8zl+o\nULZdjZVCNCdn3+lph/KlnwrhoRYTXvXSSy+hVqs5cuSIwz6j0chjjz1GYmIivXr14h//+EcztFAI\nIYQQQghRHy1i0rFv3z527dpFfHy80/2rVq0iMzOTjIwM0tLSWLx4MdnZ2U3byHrwdr5GbfkhQgjh\nC+zHMsltE77AWT8d0b+TfC8L4aFmD6+qrKxkzpw5rF69mrFjxzo9Zt26dcyaNQuAqKgoJk2axPr1\n65k7d24TtrTuvJmvIeuBCyFaA1djmeS2iZbO/jt9RP9OvLn2kHwvC+GhZp90vPjii0yfPp24uDiX\nx+Tk5Njsj42N5fTp003RvAbzVr6Gp/khQgjRkrkby2Q8Ey2d9Xf6pj258r0sRB00a3hVWloae/fu\n5dFHH1VeM5vNzdgiIYQQQgghhLd55UlHeXm5kndRVVUFgEqlYtmyZW7P27p1K0ePHqVHjx4AnDlz\nhptuuolPP/2U8ePHK8fFxsaSlZXFkCFDAMjOzlbO8VVlFQY+SU0H4IGUJNoF+rs9fszAaHYezld+\nqyIxz0IIX2Q/lnXuEIjRZEZfZbQJS9FXGSXcSrRonnwv1/W7XojWTGX2wqOFCRMmYDAYGDZsGBqN\nBrPZjEqlYtGiRXW6To8ePUhNTaVv3742r69cuZLVq1fzww8/UFhYyODBg9m+fbvTkCyVSkVJSUmD\nPk9jK6sw8NRbOymvtCSdBQVo+OuTw2sdjORLuHGFhYXVfpAX+UJf9bb0+c+iP3fe6T5tdGeSli1t\n4hb5Ll/ur/oqI//Zm8e/d+dyvtiyVG7vuDAlHt4+78N6n/A9vtxXa+Pue7m+3/WieTV1f21LvPKk\nIzMzk6NHj3rjUoqUlBSWLFnC4MGDmT59Ort27aJXr14ALFq0yG0OSEv3SWq6MggBlFca+SQ1nTm/\n6+f2PKnnIYRoDbR+Gvw0amXCAbbx8JLDJnyFu+/l+n7XC9FaeWXSkZCQwKVLl2jfvn2DrnPq1Cnl\n59TUVOVntVrNO++806BrCyF8R9brb6AvKHS6T9sxivh5f2ziFgkhhBCiIRo06Zg3bx5geRQ1dOhQ\nbr75ZgICAgDPcjraqgdSkvg144LNI9cHUpKauVVCtBz6gkKXYViidXAXDy85bKI1kO96IWw1aNLR\nrl07VCoVycnJJCUloVKpAJScjraq5HIlb6w+CMAf772K8JAAm/3tAv3565PDPUoua+t5HCa9geJt\n2wGIGD0Ktdbf7etCCN/grObB1v3nqDKaUKlUDE6KpH2wP2q1SrlR27QnF2ibY2FDyVjaOOy/ow1V\nJpvv9tcfu9bmfqCt5nPU1s+kH7YNDZp0LF68GICjR4/Sp08fm33ezvHwFSWXK3n8zTSq0/MffzON\nFU+PcDrxqC2us60XBDTpDWT9ZTm6Y8cBuLhrN/FznwFw+roMUkL4lup4ePuxzt6F0kpUwPGcS0Db\nGwsbSsbSxmHfb386cJ6c/MtU6E0A7D9RRGynEE6dvQzA37860ib7rav+Zz3xlX7YNnilTsfUqVMd\nXrvvvvu8cWmf88bqg1ivB2Y2o/yWo65cJVO2FcXbtiuDEIDu2HGKt213+boQwjfZj3X20nMuKRMO\naHtjYUPJWNo47Ptt+plLyoQDoEJvIv2M9Nva+pn0w7ajQU86CgoKyM/Pp6KigiNHjiivl5SUUFZW\n1uDGCSGEEEIIIXxfg550rFq1igkTJnDy5ElSUlKUP48++ijz58/3Vht9yh/vvQrrdBaVyvIaWB7F\nbtqTy6Y9uZRVGJSf9VVGp9caMzCa3nE160W3tWTKiNGjCO6drGwH904mYvQol68LIXzTmIHR9OwW\n4nJ/Umx7kmNrVkdsa2NhQ8lY2jjGDIymV/dQZTuhayiB2prbqkCtmsRuNf02ObZ9m+y3tfUz6Ydt\nR4OedDz11FM89dRTvPLKKyxcuNBbbfJpwYF+JHQNIfOMJYYzoWsIwYF+DrGfazefVFa0cBWfbJ9o\n2daSJ9Vaf+LnPuM0uczV60II36OrqOJk7mWb1+4cG0dggB9+GrVyo9ZWx8KGkrG0cRiqTJzJ1ynb\nZwt1LJ19DWs3nwRg2k2J/O2fh5X9Da7E7KPc9T9P9ovWo0GTjuqQqkmTJtmEV1WzryzeFmzdf06Z\ncABknrmsfFFax35aFwxyV/iqrRcEVGv9iRx3vcevCyF8j30uHMDe40UseXiozWtteSxsKBlLvc9Z\n8b+1m08qi8Rs2pNLulUuUnrOpTZb5LK2fib9sG1o0KTj1ltvRaVSYTabycnJISwsDJVKRUlJCXFx\ncTbF/oQQQgghhBBtU4NyOrKysjh16hQTJ05k7dq1FBcXc+HCBdatW8eECRO81cYmZ5174SrfwlV+\nxoj+nZzmYdjnZwQFaByOaY1MegNFm3+kaPOPmPSG5m6OEKIZ1DamPnqH7ZLr1rlwou5k3G081n15\n2k2JBGprvssDtbbF/9p6XmZjkj7umxr0pKPaf//7X1asWKFs33nnnSxZssQbl25yntTGqC0/4+m7\n+5N2KB+wjT22L4Tl7JjWRNbeFkLUNqaWVRhY9I99yvEq4M+PXuNQ20h4RsbdxuOsLofZbLI6wjZG\nsK3nZTYW6eO+yyt1OsxmM1u3blW2t2/fjtk+QNdHeFIbw/4Y+/yMtEP5jB/alfFDu9oMMNX5GeOH\ndqVdoL/TY1oTWXtbCFHbmGofF28Gvv5vVhO2sHWRcbfxOKvLUWmoudep0NdUI69m/b3fWr/rm5r0\ncd/llScd77zzDvfccw/t2rUDoLy8nNWrV3t8/qRJk8jKykKtVhMSEsKKFSu4+uqrbY5ZvHgx7777\nLjExMQCMGjXK5umKEEIIIYQQomXyyqRj9OjRnDx5kuPHLTPP5ORkAgI8fzT+2Wef0b69ZS3r7777\njpkzZ7J3716bY1QqFffffz/Lli3zRpNdGjMwmp2H85XfZjiLwbQ/JsBfpfy2I7F7KEN7R/H3ryzL\n5E27KZE9xwqV85z9pkNfZWyVj18jRo/i4q7dym8kZO1tIdoed2NqWYWBKqMJtQpMV35hrFFDXHQI\nm/bktqrxsKnIuNt47PtyUrf2ZJ27hL7Ksj/AX8Xd4xKU7/8HUpJoF+g+5Ke1fv83JunjvqtBk47K\nykoCAgLQ6SzrVCcmJgJgNBrR6XQEBwd7dJ3qCQdYqplrNM7/0zVFyJYnMZjWx1Tqq/jX1hzAEh5w\n5ryOP67YqUxCdh0pUJaC9CQ/xFXNDl8ka28LIVyNqWUVBp56a6dNaBWA0QRrN1tWPmxN42FTkXG3\n8dj35asTO/DMil3K/kqDmWff+5kKvSXP49eMC/z1yeEuJx6t+fu/MUkf910NyukYPnw4ACEhIQ5/\nQkNDaznb1kMPPURcXBzPP/88K1eudHrM6tWrGTBgADfddBM7d+5sSNPd8iQGs/qYU2cvU66v+dKs\n0BttYjyt50me5Ic4O8aXVa+9HTnuehkUhGijnI2p9rkczrS28bCpyLjbeKz78t/WH3aoL1M94QBL\nvqd9joe11v7935ikj/umBk06fvnlFwBMJpPDH6PR/ZeJvY8++ojs7GxeffVV5s6d67B/9uzZZGdn\nc+DAAebNm8ftt9/OhQsXGtJ8IYQQQgghRBPwyupVH330kdcKAU6bNo0ff/yR4uJim9c7d+6shF2N\nHz+e7t27c/jwYa+8pz1Xa8qXVRj4+1eH+ftXhymrsKwL/UBKEkF263RrXQStJcW2t4ll/vtXhzly\nqpikbjXhZfVZx9tgNLAlZydbcnZiMNquV229lnVVmU7WtRZCtAgPpCTZ1CtyplN4IFVGE/oqo0f1\nk1oid+OzJ+zrEUh9gpbDWS2ZQG3NbVVQgEbJ8bC+b6jmK3U8GtqH60P6fevklUTyffv28Ze//IXK\nykpuuOEGxo8fzw033EDnzp1rPbesrIwLFy7QvXt3ADZs2EBkZCQRERE2x+Xm5tK1a1cA9u/fT1ZW\nFsnJyd5ovg1XMZaGKpNN/HF1rCaAyWqdbpPJSPfOoWTmlgKWSUjFlfArVfVntotlDtSqmXpjAlp/\nTZ0TyQxGA3/d8zHpxZZJ389nf+WpoTPx1/g7rGV9ft0/MZWXA7KutRCiebUL9OevTw7nw++OsedY\nkdNj8ksq+GJjJruPFqACjudcAnwn9t3d+OwJh3oEabswY6Y8/YRlW8bxZnXxst7htcgIf3LPVwLQ\nOSqQ597f43DfUJ3j4Qt1PBrah+tD+n3r5bUlcwHOnDlDamoqzz33HDk5OR6FWJWVlXHXXXdRVlaG\nRqMhMjKSDRs2AJCSksKSJUsYPHgwCxcuZO/evWg0GrRaLV988QWdOnXyRvNtuIqxPJZdYhN/bB2r\naZ3Doa9CmXAAyoQDLF+Yzq5VoTdxMq+UOb/rV+f27sjdqwwGAOnFp9iRu5exscMd1rKunnBAzbrW\nkeOur/N7CiGEN7QL9MdPU/sD9/Qrk41q1ePy+KFdG6tpXuFufPaEQz2CdNv8ABnHm9diq6KW1aon\nHABZuWU2+6rvG6y/66tzRFqqhvbh+pB+33p5ZdKxd+9eNm3axObNmzl79iw33XQT48aN8+jcTp06\nkZaW5nRfamqq8vOnn37qjaYKIYQQQgghmphXcjquueYaNmzYwMKFCzl48CDvvfceU6ZM8calm5yr\nGEv7+OOgAA0PpCQ5vB6oVdvkaFjvq+1a9TGy6xCSInoo20kRPRjZdQhgWUYuuHdNCJo6KEj5Wda1\nFkK0BA+kJBHgr3J7TFJse5JjG5b71hzcjc+esB/Dg5OSCErqVbMt43izWvzgYIfXunep+Z5N7B7q\nte/65tLQPlwf0u9bL5XZC8Uvdu/ezebNm/nPf/7D+fPnGTVqFOPGjeN3v/udN9pYJyqVipKSkgZd\nw1WxnrIKgxJSZV30p+RyJW+sPghYEsv8/dTKca6KA7q6Vn0YjAZ25FqKKY7sOsQm1tKkNyhrWQcO\nuoqj/3gfgH6z5xAUGuZ4MTtVZTryPv0cgJgZ0/Fr51ntFV8UFlb734c3eaOvthRZr7+BvqDQ6T5t\nxyji5/0RgPT5z6I/d975cdGdSVq2tE7HtWWtqb+WXK7ktc9/5fyFcjpFBBDdoR0qNahQodGoeCAl\nCX8/dYuOfXfFfnwGXI7XzliP4dU3WsXbtmOq1FN+MhNUGmVstj+2pcS8t6a+ai/jzEVe/sSykueL\nDwwiNjrEpp8aqkw23/W+2I91eh1fHPkWgGl9bydY2/D7gNr6qqt+X71tMhga7d6kqftrW+KVSUe1\n3NxcNmzYwGuvvUZOTg4mk6n2k7ysqW/k7BPPk2PbY6YmBrl3XFiLSHisrNCxc/GzROZZ8k2KYkIZ\nvngpAYGu/6NWlelIf2aekguiDgoiafnrrXbi0Zq/GBubtycTMumoXWvpr/ZjaO+4MJ6+uz9vrj1k\n81pLGEcbyj4pNymiR72Scp2NzYl/fpUz77xnU6W5pSTbtpa+as9Z33XXT+t6fEvgrT5rzT5RvK59\ntbHvTWTS0Xi8El41Z84c+vTpw8iRI9m9ezevvPIKZ86c8calWzz7xPPjOZdskh5bSrGffRvWKBMO\ngMi8UvZtWOP2nLxPP7dJPjeVlyu/WRBCCG9wtnjHJ6nprbJomquk3LpyNjZnL3/LNvn2SrKtaDx1\nLe7ni8UAvdVnrTkkitexr8q9ie/ySiL5VVddxdNPP03Pnj2d7i8sLCQqKsobbyWEEEIIIYTwMV55\n0vHII4+4nHAA3Hjjjd54G69yV2jKel/J5UqXhX3AEpNpneCY1K09SU2Q8FjXYj2DJ95DUUyosl0Y\n3Q5TlYG09R9TXnrRadGdmBnTbZLPVUGBBPWIdyg0WFmh86g4oRT0EUJAzRj7fVoOhzIvEBJU8/uv\npG7tSYgJpXOHQOU1X0kcd8Z6rL42egCJ4fHKvo5BHTCaqpRx09OCaA5jc2AgYdcMxa9jR+W1oKRe\nkmzbyMYMjKZHlxBlu0eXELf9tKUWA7S/n7Dvs7UlkldW6Ehb/zFp6z+mskLn9D2s+3LY8GG2ieJO\nEsP1JRc58eLLnHjxZfQlF2322fd/dVAQMTOm1/vzi6bjlScdvsZVAUCtn8Zh38ofTlCd9WJf2Kea\nTVKMGv54z1WkHcoHGidRrD7FegICgxm+eCn7NqzBVGVAtf8wYT/sAuDYxjT8r9QTsS6649culDql\nxQAAIABJREFUmKTlr1seW5qNGC6UcH7NWsC20GDRv//FmtGBGDUqt8UJpaCPEMJ+jLWXk3+Z9DOW\nENXOEYHceG1XbhgS06Lj3l2xH6t35e23KSZbUH6BNcf+l33nD/PE1dPJXb5CGS9L0naiQqXUKLAe\nP9X+/mi7xlCRkQmAGTP56/9p894q3K8IJhqusKSCU2cvK9unzl6msKSCmKh2To9vicUAHfvoL4CK\njJIswHJ/8dig6ew+dwBwXPzAPl90595fHfJFnd0LxD75OBd3Wu5B7BPJ9SUXSX/yGapvvtKffIak\nt5ajDbdM2GzuTWj9i9y0Jm1y0uEqrnL80K4O+6zT7J0V9tm6/5xNDkd6ziXSDuU3arGf+hbrCQgM\nZsSUmaSt/5hIq4HS36qAoX3RHb92wcQ+9ghFm3/k7MqamEnreMrIvFL6ZJo5lBTstjihFPTxPZ6u\nSiWEp+zHWHsV+pqb8vPFFfhp1M1+Y1Zf9mN19Y2cvfTiU+zbsIZQq/GyuvpyNevxs3jbdmXCAUBF\nJfZ06eky3jYyZ8UBF/9jHx/8z2iX57S0YoCOfTTbZn968Sl2nzvg8v7CVb7oiCkzldec3Qtc3LnL\nZd/MXv6W7c2X2Uz28rfo9fKLykvV9ybCt7TJSYcQwjP6gkKXq0gJIYQQQnjKKzkdvsZdXKV9jobK\n6gl1oFZNQkyoTa7HkVPFNsUAmyJGs6HFegZPvIciqzhUg39NN7CPrbxcdpFvVy5jR/YuAnrV5O2o\nAmvirQs7B3O0Z5BDWxwK/EhBHyHaPPvx1551UFBSbPsWEfNeX9dGD6BjUKSynRgeT0JYrMNxnYIj\nuerW39kUQAtM7ElwUk0hOb+OHTFV6in8v02YKvX4d+6k7LOOb68m423jsM75XHj/QIf9zgoGtmQj\nuw4hMTxO2U4IiyW+fXebbXf3F/b3E0VdQhg88R6bY5zdC4QNH+Yy3zPumSdtb75UKro//gfJD20F\nmuRJx+TJk5vibTxWW1yldY5GQtcQIkMtN9glpXq+/PdJwDbXI1CrZuqNCWj9NU0So+mv8eepoTPr\nVGDK5ny1P11Do6k4mwFAaFwPwocPQ6XR2MRWXi67yE+LFtAz3/Lo/lRHLf3vuRM1cParr6h+x7Di\nCqYkTEbTLtimLWqtP/Fzn2mRxapE89B2dL2KnfU+T48Tvsd6/NUbjGScuYTeYGR/RjFgO/76claC\nwWjg7V8+p6C8CLBMLGZfPZX3fv1SOcZP5UeVuYp8XRHv7/+S260+vVqtoducR8l6ZSn68/lUFRQo\nOXXVtJ070eHG8YSPvI6LO3dhrjKCCoexXHiHfT5Sz24hDscEB/piAEnN/zQzcK4sX9nOu3weg9Hg\n8h7D/n6ia2g0/mrbY+3vBcKGDyPnrRUu8z39goMJTOhBRablfiuwRzy573+ohBxKfqjvatD/jrff\nfhuVSoWz+oIqlYo//OEPALzwwgturzNp0iSysrJQq9WEhISwYsUKrr76aptjjEYjTzzxBBs3bkSl\nUrFgwQIefPDBerfdVVylfY5G5pnLjL61CwCffl8TY2v9kSv0Jk7mldrkejQ2f41/rTkcrhRv205F\neoayXZGRiWrkdQ7xlZv/+b4y4QCIKdDzc8EhuuYbCDTU/AX4602E/W8aQ+ctdHgvtdZfYoqFYsvN\nsRRXhDvdFxHYnhl1PE74Jvvx94UP9zg97njOJSXfztfYx8rn64pYezzVJq+jylyl/Oy39ygV6TW5\ndrr0dM6tWoP+fM0NoD39+XxUGg1+7YJlnG0C9vlImWcuOxzzxuqDLHl4aFM2q0F25O616ZOnLubY\n7K8wVvLFkW+ZNfBep+c73E+kZzjNJbK+Fyja/KPbfM/ibduVCQdAxclTNteS/FDf1aBJx88//4xK\n1fDfRX322We0b28JUfruu++YOXMme/faFp9ZtWoVmZmZZGRkUFhYyKBBgxg/fjxxcXHOLimEaIEy\nirM5r3OemN45OKrOxwkhhBDCNzRo0vHpp596pRHVEw6AkpISNBrH8KR169Yxa9YsAKKiopg0aRLr\n169n7ty5Hr+PvsqohFSN6N/J6bK2YwZGs/NwvvLbDOscjR0Hz3HidKnDdQO1GiXXw9PwKoPR4DI8\nSqfX8cWRbwG4OzmFXwqOOBxXWaFTKooPvPl36HZbVtGIGD0Kg8mg7Bs88R6bpeuqj7m4a7fym4bA\nnglc2LKVC//dRsxTf+Dny5bfWvzmjgfZfeA5Ygos8ZN5Hf25pmN/1FFw9vgp/K+sMmPQaug3ew5g\nWRrPOpwKqFN4VUPPF0K0XNZjcPW4unX/Oa7q2cFm6dFqyT6S01E9nuurKjl58QxqlZq7k1PYFf6L\nshpQsCaImJBOdAyKpKC8CI3RzMBMA5H55ZyL8qOgbwyV+ZcIyLEs3KAKaYe5qorAxJ62K1VZCe6d\nTOiQweSseIfKgkLCRwwjctwNQO3jpv1YK2Nr7cYMjGb7wXNkXLkPiIsJJjvPti7FE1P6sWlPrnJ8\nS1h5zf5+A1C2r40eQFruPk5eecIRG9qN87p8Ko16AAI0Wqb2upWizT8Clr5i1NScP2LkMAK2bqPy\nVJbl+B7xTnOJrPtb2PBhlOz4ifIr/ToosaeS41GzP43yDMu9SGDPBFQajRJeJflKvstrwYfHjx/n\n119/paKiQnnt97//vcfnP/TQQ/z73//GbDazceNGh/05OTk2TzViY2M5ffq0x9e3j8Vcu/kk5ZWW\npWKt63S4yvcoqzBwJr9mcFGprEOszEquh/W1XHFXZ0On17Hgv8soN1r+HvecO4D5Spxv9XEmg8Fm\nXWzrOhvFaWnklp5TlsR1tma2dXylUVdO/j+/Uj5M5tPz+XpSJOVBGn4O6c41mgDAMumIKjFyYY1l\nLfiQnglcDDSDWk2/2XMICg1zWIvb3TrzzjT0fCFEy2U/Bv906DwqLCFUrjgG7rY89uN5tYMFx+gU\nXFOsT2cs59uMfwMQrY1g0n9KCMgpAaBPTiVncjIpRE11IJn5chmle/eiDgqi4+Q7KPhuA1RdCcfy\n86Pznb8j7LrhZPzPc8oS5uezsijZtRuNn7/bcVNqKNWPocpErtV9wLn8clTY9tO3vz5KxpU6M57c\nDzQ2Z7ViwKxMhtNy95F3uWaFQusJB0CVvpK8N/+OPt0yQSjZuYt/jQ3jWKnl/IPHdnH9lQkHQOWp\nLPQXLxJolXvn8N1uNeEAKM/IJOv15VSctNxHFe/4icozuTXXzMuj15+XUrq35per0ld9k1dWr3rr\nrbeYPHkyjzzyCKtWrWL27NmsXr26Ttf46KOPyM7O5tVXX63T0wtP2cdiVk84oKZOR7XqeOPxQ7sq\ng8Unqek259jndLi6ljOu6mwAfHHkW2XCASgTDuvj7NfFtq6zUZGeYVODo3rNbHvV8ZUXf95j82HU\nZpi4xfJFqN13nKhzNdfSGmo+Z2XmSXoMHcXQeQsJCrWsRGO/Fnd5+gnliw9q4jBdaej5QoiWy34M\nTs+55HbCUX1MbeNpc7Mfz6tVGCvJKT3j9JyoQ7nKE41q3QpNdC2scjjWVF7OhS3/rZlwAFRVUX4q\ni3Or1tjUTAKoPHmq1nHTVQ0l4Z79fUBlldlhYlw94QDP7gcam7NaMda1OE5ezKHCWJO7aT3hAOiT\nWa5MOADKj6fjt/eosj34qwMO73nqlddsth2+2508uauecIAlz9Rs9Qtsc3kF51atIXLc9USOu14m\nHD7MK5OODz74gF27dhEXF8fGjRvZvXs3ISGOqzp4Ytq0afz4448UFxfbvB4bG0tWVpaynZ2dTWys\n49KDQgghhBBCiJbFK5OOwMBAQkJCMJlMmEwm+vfvT7rVb1rcKSsrswmT2rBhA5GRkURERNgcN2XK\nFD788EPMZjMFBQV8++233HnnnR630X5t+KCAmsednsQNP5CSZHOOdf689eue1OlwV2djWt/bCdQE\nOD0vMTyOkV2HWNbFjglVXtdra/4ZA3r1pDC6nbJd2CUE3cAEtuTspLJCp6xzXVmhY0vOTnLvHmnz\nYUwq2DDWsmpQxaAkCq3reWhrPqezmEr7tbiDknrZrDMfnJSE2Wh0uc52redLHKcQPst+DE6KbW9T\nE8mZpqh7VBuD0cCWnJ1sydmJweg4btmP59VUqAjWBDq8DlDQL4bK2M42r52JUnOmo2PEszooiB4L\nF9jU4lD5+xGUEE/0ffc41OgISOjhMG7a10SQGkr1Y38fEOCvwn4tncQmrttVG/v+mRgeT/eQmtXg\nurfrYnPPEaDR2px/rGcw2qSaGl1ByUlUDemjbO/73QCH9+yxcIHNtsN3e2JP2xNUKgITEpTNwMSe\nNv1aHRREzIzpLj+j8B1eyelo164der2eAQMGsGDBArp164bJZKr9RCyTjrvuuouysjI0Gg2RkZFs\n2LABgJSUFJYsWcLgwYOZPn06u3btolcvS/GkRYsW1WnlKutcDaPJTNrh80oymCdxw+0C/fnrk8P5\nJNUymZp2UyJ7jllW13GVlO6Kuzob/hp/YkI6K0ldARqt1eNOy+gWEBjM8MVL2bdhDSaziZ2dKvA7\nYGmXfnAEJnMYgb9Ytk8lhVOW+f/QGM2otq1WwrKK/v0v1owOxKhR0f/3A7n1v5a15P93TATlVWer\nG8rQF5dw8PuvAMeEdftHnM7qcoDl0aq5ysjFn3/m3BeWNeqdxRC7O9/VewohfIOzfDmAH/ed5Ye0\nHAovWsa5Hl3bMeqqLmjUqmZPxHWXf1etejzfeno3m7K3U1heXW/EjM4qVNbaeUMJH44wc31sHMMM\nHQnq2ZPCXpZfFnU6WYHKYESXeRKVWk3MjOn4tQsmafnr5H38KZePHcNUepnzq9dS+st+Ev/8Kuc+\nX+UykdxVTQSpoVR3zu4D3lx3UFk6t2e3EOZNvapO9wONzf5+IyEsliVpf1P2ny47S9fgLuTqLN/7\nXdpZJsNZlyy/DO7eIZa4uTO4vGMXYOkrT1glkg+L6EPm2vlguDIh9/fHL9h28Rpn3+1VOh3Zy98C\nLMUA/YKDbfabDAbyPv0cQPk/IHyfyuysyEYdHTx4kB49elBWVsZzzz3HxYsXef755xk40LFaZ2NT\nqVSUlJS4PWbTnlybmhsAM27t1SLWgt+Ss5NVR/7lcv99fSfZ1Oeo7fhq/dN1jNtjuzrM5qEhHEoK\nVq4LOFzL/v3qq2jzj5xd+bnNa13un96i1tkOC3NdJbkxeNJXm1v6/GfRnzvvdJ82ujNJy5bW6bjn\nt/7F7VK4fxozt07HtWWtpb/62njsakz0dCy2V5cxtj7jaEsYe1tLX7XXkvuuK0/+e7HLybAr7vpo\nztvvc2nXLpvX2g8bRuxjj9S7jc2tqftrW+KVJx1XXXUVACEhIfzjH//wxiWFEEIIIYQQrYRXcjry\n8vKYMmUKkZGRREZGctddd3H27FlvXLpR2McWt4S4y2r28ZdBVjHB1rkfro5PDI8nMTzO4fyjPYNs\n8kCKYkI52jPI5rruck0aSmKIhRDO+NJ47G5MdJfb4Updx9j6jKMy9jaeltx3XVkw/A8Or1nneCSG\nx5EYHq9s19ZHY2ZMl/wL4TGvhFeNGzeO3/zmNzz00EOYzWY++eQTtmzZwqZNm7zRxjrx9LGqfZGq\n5o67tGZd+C/xxhTeP7IOgDn9p2L82bI8nXUMrn3hH52+nBW/rATgkb53kfHvVAAGjLuNotWW/IyI\nO2/j+GcfA5D08CPsu2QpwnNt9AB2nzugXMs6dtldQUNP2BcHurizJkbUXe2Opoo7bq0hAA0h4VUt\nV2vqry15PHY37lXvM5qM1GQHqjCaqpQigZN73cTXJzZiNFZhvjL/UJlBbTLT74SOwNwiul81lI43\n3OBRHLu+5KJNLLw23LEf1KXIalOMsa2pr9pryX23mn0fPlVymtd//gCAedfMoltotFKQeFrf2zEZ\nDGz+5/sAjLvzEULauf/3s++T9vkZaq0/VWU6m76t9vevU/5ma74XaEu8Muno168fhw8frvW1puAL\nN3Lu2BfRyesUwNfXW1bDmPzjJWLyLetpB/dOdlrMybq4oMZotjlHHRRUs6a7VXVDg1bDR7dFoNeq\nSYro4ZAoCY4Jla6Oq89ndPVZPD3OW1rzF2N9yaSj5ZL+2rxcFQW0HhtdHaMxmpn0n2K6FdTU3tAm\nxGM4ew5zuSXeXh0URNLy120mHlVlOtKfmaeM486Oqcu42VRjrPTV5mPfB3uExZJ18bRSA0yFiviw\n7py6snhNUkgs12w4RtSVel9FMaEOBYat2fehoKReNkV9g3sn0+0Ps22KWKoCAwns3o3yExkuz7Hu\nh639XqAt8Up4VWJiIidO1CRTZWRkKKtMibqxL6ITk19Jn8xy+mSWK5MHcF3Mybq4oP05NkWkrOaa\n/nojY3dbVrWyLlRozV1Bw7rytDCVFLASQrRUrooCWo+Nro7pk1luM+EA0J/MUiYcYBmvq38zXC3v\n089txnFnx9Rl3JQxtvWz74OnLubYFB02Y1YmHADafTUTDnBdYLiaJ0V9s5e/ZdNvzRUVyoTD1TnW\n/VD6aevhlURynU7H1VdfzejRozGbzezYsYORI0cyZcoUVCoV69at88bbCCGEEEIIIXyQV5503Hff\nfbzzzjvce++9TJ06lbfffpupU6eSkpJCSkqKN97CZ9VWWMpexOhRBCXXFHbK66TlaM8gjvYMIq9j\nzaNEbc8eShyk9XvcnZxikzye16mm6I9NESmrikYGrZot11qSzF0ljXkzydzTxEZJgGy7ooIj6Bwc\n5fRPVHBE7RcQopEN6tiXEH/HkJOOQR0wmowYjAaXyeVHewY5FAL0j4+FAKvCsIEBRN93j01RP0+S\ndusybsoY2zq4u88Y2XWIzeIyce272yxuoEJFfPvuynbl4GSbosBFMaFcdevvXF4/YvQom2KUQYmJ\nBCbU9PnAngnEPfOkbXHLwECCeiXWnFNLIWDpp62HV550zJgxwxuXaXU8KSxlz6iBf40Nwy/U8p++\nYlASA0MiUOkqiSzeoRxXmp3FZd1FgjRhtu8R8StLRj3D2uOW5PHrXrqVyp37MFcZKdm1i4qMTMsF\n/P1BbynGFdI9nin9xoK/n8sEcXcFDevKWaEgZ7GZnh4nWp/gvOsIuaR3vq+91unrQjQVnV7HC9uX\nK6Gs1grKL7Dm2Ab2nT/EU0NnKuOm0VQFys2eGRL0GN77Fv9iS2irWq3BYDJQPcIZjAay/7aCyoyT\nQE1Rv6Tlr7tNNq/LuCljrO/z7D6jZpKhUamIa99NKf4X174baqtfQpr91DZFgYfc+jvePbTG7fWt\nw7VMxioqs7KV7YqTV/JA7fptXRLJpZ+2Hl6ZdKSnpzNz5kzOnDlDVlYW+/bt47vvvmPx4sXeuLzP\ncpUH4a4Q1I7cvRwrzYYrRfsoO8N9cUMxff8tAVU1/7EDqszsefsN1NNvd3iPXwqOMGvgvcprIeOu\np2jzjzUTDlAmHACVmSe5KmskkePc/+bAX+PvlUKBYBlEPClO5elxonVJz7nEuQvlTvdFdwhy+roQ\nTcU6d84V6/He2bhZtPlHzl6ZcABUnjyF9W2Uv8GkTDigJo49ctz1tRZeq8u4KWOsb6vtPmNH7l4y\nSrKU/Set8jegpvJ4tYySbPYUHWXslJmApeilu+sXb9tOeXpNTm/lqSyb62E2k738LXq9/KJDv7Xv\nd+76ofTT1sEr4VWPPvooCxcuJDw8HICrr75a8jiEEEIIIYQQgJcmHRcvXuSWW25BdeURnUajQauV\nEAhP8yCs4zGvjR7gUOzPaDJSNekGKv1qHoFW+qkY+tgfnb7HiE4DbOKAwTEm0jq+siXHR5r0BofP\nIoQQjc1dnPy0vrfbFG51JimiB9dGD3AfC281JgckJmDQ1nwlG7RqAhITlO3qcboxx0QZb32Pfc5G\nYniczX3GyK5DSAiLVbbj23e3Kf6XGB5PUkh3+qfr6J+uo3eo4/nu7mPs+3FgzwSbnFFUKuKeebLO\nn0v6YuvklfAqPz8/9FbhOrm5uWg0La9ATlPzJA/CWTzmY4Oms/vcAYymKvacO8iaYxsAaP+7GIan\nWWoXZI/vy4DQMIf3GNFpALnLVyjLy1XHAdvHRHpanK852a/Nbf1ZhBCisdQWJx+sDWbJqGdY/NNb\nXDaUAdApOJLfdBuGRq1Go/bj2ugBvP3L5y6v4SxOvbJSx+H3/g5Av9lzCAgIdoh7b6wxUcZbX6Zy\n8bOlL+ddrqmhdK4snz+N+iO/FBwBLPcMZ974G+XHLcvkBpVeRHMNcOUWrrb7GGf9uEqnq7WApTvS\nF1svr0w6Hn30USZPnkxhYSGLFi3is88+45VXXvHo3AsXLjBt2jROnjyJVqulV69evP/++0RFRdkc\nt3jxYt59911iYmIAGDVqFCtWrPBG8xtVbXkQzuIxd587wNjY4WzJ2UlGSU1C1iWNgf8bdeU/b0Wu\nEldp/R5Fm390up515LjrHWIiW3p8pKu1uVt6u9sibceoeu0ToiXyJB/vl4IjyoQDIF9XhNZPqxxT\nWyw8OMapB2nDGDpvoU1brPe7G98bSsZb32Sfs5FRkmXTz7448i0Vxpp6XRXGStYeT1XyPos2/0j5\n8ZoaGeXH0x3+3Wu7j7Hvx1ptGL1efrHen0n6YuvllUnH/fffT0JCAhs2bKC8vJzPPvuM0aNHe3Su\nSqViwYIFjBkzBoD58+ezYMECPvroI4fj7r//fpYtW+aNJgshvGjLzbEUV4Q73RcR2J4ZTdscIYQQ\nQrQwXsnpuOeeexgwYACLFy/mm2++4bbbbuP111/36NyIiAhlwgEwbNgwsrOznR5rtqqi3dzcxRvW\npTaHJR4zXtlODI9X4oCNJiNJIbFKrGUINWu4u8oPcbeedWWFjrT1H5O2/mMqK3QN/pyNTdbm9h0Z\nxdkcKTrh9E9GsfP/z0I0l9rGaE/y8a6NHkDHoEhlOzE83mksvMZopn+6jnFnghnRaYDzdhzfQtbb\n75Dz9vtUlbkem52NiWHDh3lljJbx1jc566uDOvblg/2r+WD/aib3uskm/yhIE8jdySlK/w8ZOczh\n3z1k5DC3/z/s7wtq23Z2jjvSF1svrzzpOHbsGGFhYfzzn/9k3LhxLF++nGHDhjFv3rw6XcdkMvHu\nu+8yadIkp/tXr17Nxo0b6dKlCy+99BLDh3tn+da6chdvWJ/aHFivcW02sWLfSjJKstEYzdyztZyo\ns5ZYy8BL0Zy590a39TRcrWddWaFj5+JnicyzLNG4c++vDF+8lIBAx+JWnnzOpiBrcwshvM2TMbq2\nOHaD0cCKfSspKC9SXjOZTTbv46/x54mrp3P41VfQZl0GLpObv8LhuyLrfCYP/KuQy1WW8y4fOEDS\n8tcd6m+A45gYNnwYOW85z+GrKxlvfZN9Xx3Usa9NDZlDBcd58bon+PrERgDuTk7hgwOrbfr/E888\nzuUdlhzPkJHD+NuvrnOR7O8LStJ2okKFLj3d6fbFXbuJffLxOvVT6Yutl1eedBgMllnrli1buOWW\nWwgODq5XIvnjjz9O+/btmTNnjsO+2bNnk52dzYEDB5g3bx633347Fy5caHDb68NVvCG4jgV2xRKP\nWfOb4JMXc5TtPpk1Ew6AivQMrsoyKHkcrlTHV1bncQDs27BGmXAAROaVsm/Dmnp/zqbi7LMIIUR9\neTpGV8exOxtv7cdtsIzd9te5vGMX2qyzyraz74qxu0sJrKo5x1RerhRRc8Z6TLy4c5dXx2gZb32T\ndV9dezzVpoZMubGCr09sZNbAe5k18F5+KTji0P/T8g8o/+5p+Qfc/v+wvy8oTz+hTDCcbeuOHSfv\n08/r3E+lL7ZOXpl09O3bl5tvvpkNGzYwfvx4dDrPQneszZ07l8zMTNauXet0f+fOnZWJzPjx4+ne\nvTuHDx9uULuFEEIIIYQQjc8rk46VK1fyyCOPsGXLFtq1a0dxcTGvvfaax+c/99xz7Nu3j2+++QZ/\nf+cz2tzcXOXn/fv3k5WVRXJystNjG1vE6FEEJScp20HJSUq8oae1OaqN7DqEnlZrbCeExSprbh/t\nGURRTKiyryFxjYMn3mNzraKYUAZPvMftORJXKYRobdyN0e5yPar3bc7ajr6qkqjADjb77XM6wP0Y\nWt2OLdeGUmEV6KwOCiJmxnSPPouM0QJAp9fZ5HAEamryPwM1AUzre7uyXds9Sl3rcgQl9SI4Kcnl\ndnDvZGJmTJd+KgAv5XQEBwdzxx13KNtdu3ala9euHp17+PBhXnvtNZKTk7nuuusASEhI4KuvviIl\nJYUlS5YwePBgFi5cyN69e5XCg1988QWdOnXyRvPrzKiBf40Nwy80BICqIWE8obHM4DypzWHNYDSQ\ne+mcsp1Xep4/ja5ZQ3v4uAFKrGVD4hoDAoMZvnipElI1fOI9bvM5QOIqhSyFK1ofV2O0u1wP+33V\nOgZ1ILZ9V3pFxDGm+zCHsd7dGGrdjsvJFURtOoIaDTEzpjvN53BGxmih0+tY8N9lSkjVwYJjdG7X\niexLpwGICelcp3yl+tTlANxuSz8V1bwy6WiIfv36YTKZnO5LTU1Vfv7000+bqEW125G7l2Ol2ZB0\n5YuhNNtmXeza1rS29sWRb6kwWa2hbbJdQxsgwEtrUwcEBjNiysw6nWO//rZoW2QpXNEaORuj3dXm\nsN9XraD8Ar/tMaZONQxctiN5bN0/SC3XF63fF0e+tcnhqDBWKhMOqMk1su6jtd2j1LUuBzjW/bLf\nln4qoAVMOoQQLVdGcTbndYVO93UOlicdQgghhPCMV3I62pq65m24M63v7Q5raFvHXwohhGh87sZ1\n+33OjhGiOdjfQwRqAkgIi1W2pY+KlkSedAD6KiNb91vyKsYMjEbr5365X/uYx2ujB3icw2EvWBvM\nklHPsOKXlQA8Puh+grWexfPWlcFoqHc7hfBVWa+/gb7A+dMabcco4uf9sYlbJKrVdewX0z+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1obN27k/fffR6PREBgYyKpVq1i8eDHvv/8+AOPGjePJJ59k4sSJzJkzh0GDBvHSSy+xefNmbr75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\n", + "\n" ] }, "metadata": {}, @@ -901,16 +1150,28 @@ } ], "source": [ - "# checking seaborn (it changes matplotlib defaults, so testing last)\n", - "import seaborn as sns\n", - "sns.set()\n", - "df = sns.load_dataset(\"iris\")\n", - "sns.pairplot(df, hue=\"species\", size=2.5)" + "import pandas as pd\n", + "from bokeh import mpl\n", + "from bokeh.plotting import output_notebook, show\n", + "import matplotlib as mplc\n", + "# Generate the pandas dataframe\n", + "data = np.random.multivariate_normal([0, 0], [[1, 2], [2, 20]], size=100)\n", + "data = pd.DataFrame(data, columns=[\"X\", \"Y\"])\n", + "mplc.rc(\"figure\", figsize=(6, 6))\n", + "\n", + "# Just plot seaborn kde\n", + "sns.kdeplot(data, cmap=\"BuGn_d\")\n", + "\n", + "plt.title(\"Seaborn kdeplot in bokeh.\")\n", + "\n", + "output_notebook()\n", + "\n", + "show(mpl.to_bokeh())" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -934,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -943,8 +1204,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "100 loops, best of 3: 17.1 ms per loop\n", - "10 loops, best of 3: 27.1 ms per loop\n" + "100 loops, best of 3: 16.8 ms per loop\n", + "10 loops, best of 3: 24.8 ms per loop\n" ] } ], @@ -962,7 +1223,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -1020,7 +1281,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -1032,7 +1293,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -1077,7 +1338,7 @@ " ('Bertold', 'Brecht', 1956, '3.8.3.1')]" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1093,7 +1354,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "collapsed": false }, @@ -1105,7 +1366,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "collapsed": false }, @@ -1161,7 +1422,7 @@ "4 Welcome Franz ! 5" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1181,7 +1442,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "collapsed": false }, @@ -1218,7 +1479,7 @@ "0 3.8.3.1" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1232,7 +1493,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "collapsed": false }, @@ -1271,7 +1532,7 @@ "+---------+--------------------------------------+" ] }, - "execution_count": 20, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1282,7 +1543,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "collapsed": false }, @@ -1303,7 +1564,7 @@ "URL = 'http://en.wikipedia.org/wiki/Franklin,_Tennessee'\n", "\n", "req = requests.get(URL, headers={'User-Agent' : \"Mining the Social Web\"})\n", - "soup = BeautifulSoup(req.text)\n", + "soup = BeautifulSoup(req.text, \"lxml\")\n", "\n", "geoTag = soup.find(True, 'geo')\n", "\n", @@ -1321,7 +1582,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": { "collapsed": false }, @@ -1331,7 +1592,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook Beginner's FAQ.ipynb to html\n", - "[NbConvertApp] Writing 199898 bytes to Beginner's FAQ.html\n" + "[NbConvertApp] Writing 200065 bytes to Beginner's FAQ.html\n" ] } ], @@ -1342,7 +1603,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "collapsed": false }, @@ -1374,7 +1635,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": { "collapsed": false, "scrolled": true @@ -1435,7 +1696,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": { "collapsed": false }, @@ -1447,7 +1708,7 @@ " [ 33., 44.]])" ] }, - "execution_count": 25, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1472,7 +1733,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": { "collapsed": false }, @@ -1484,7 +1745,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": { "collapsed": false }, @@ -1492,10 +1753,10 @@ { "data": { "text/plain": [ - "'3.2.0'" + "'3.2.1'" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }