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"<h1><center>Nonlinear & Nonstationary Signal Processing</center></h1>\n", | |
"<h2><center>by Jaidev Deshpande</center></h2>\n", | |
"<h3><center>Lunch & Learn, 8th August 2016</center></h3>\n", | |
"\n", | |
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" <a href=\"http://medium.com/@jaidevd\"><img src=\"images/medium.ico\" width=\"32\" height=\"32\"></a>\n", | |
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"</div>\n", | |
"</div>\n", | |
"\n", | |
"<div style=\"text-align: center\"><font size=\"4\"><strong>@jaidevd</strong></font></div>" | |
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{ | |
"cell_type": "markdown", | |
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"# The Problem: Given a signal, find which frequency occured when.\n", | |
"\n", | |
"\n", | |
"### The classic problem: A Hard Day's Night\n", | |
"<iframe width=\"854\" height=\"480\" src=\"https://www.youtube.com/embed/X61f_UqIk3Q\" frameborder=\"0\" allowfullscreen></iframe>" | |
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"### The Fourier Transform:\n", | |
"\n", | |
"$$ F(\\omega) = \\int_{-\\infty}^{\\infty}x(t)e^{-j\\omega t}dt $$\n" | |
] | |
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{ | |
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"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt\n", | |
"from tftb.generators import fmconst\n", | |
"%matplotlib inline" | |
] | |
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8Z72I6i/mZ4OQggED12WDtLpmcjB+lWjARpxOqSGrxDFrTdiq8TTFUj9GTCxM\nk/nKbEq7Opo2cCWWpjFjR/WEa4DL9UJr2gNLSuk1Y2557WIzzVq1yhZQjHD7FbFNGEbOBqpBM7Vm\nSZphMsuLTmzxv+7Mq5V6GQ4u9Vjt4u40wcGlKqbCXerxO/ODS7xjkHCTBrgjhcs5sh7vcLxwOafL\n2HZpvo5UD6xpkjfIXB7EQWuWzm0gVb7Vsq3DBrsThVu95ofLszQcrrhmhR2EoHmpV+mBJa1ZmmZY\nHfKb07355mipH5GFE2JgJ9hgdz5XduPgfB5kXMm2HLt4lfQBS7A6ZBxDB1qaJjvzEcMiAC0EYJzu\npwN2IiTt5HuuINC8BxaH24S15GwANGMYJY1hkx5Ycr+uJro9Wmu52gIDxuI2eh6qmADPMKoN14AJ\nBHpxhDhinLnAVBWsB8kaZRj2eRGvxKaULA2tJxr2GdGxA5djPdR7WdyadlDVYj0qPTl3yJx+Ud07\nXAoyjvjAzo+ta9cGY8sG5JqRAYQvu0jPicWds6GSfpG6F9Tz0IuYdL2wOVVV2j3qWcry5qW9uBqc\nuWwwnuVz5YJmlw243/GxZQNjzRz3wlXDgNHsTxtVau1qU0azhGR+gGbVZFIKspNK0KapQrYPWEPW\nkmFpmvTA4mwANGOrJBt0pl3sQLfXhn6xbQ2nHDTTuGqd46ha9ZXoO3PCGfmwE6EtDbwZMOJjZVx4\n4XJHBvEtDSCySopNoQIllvWYC5k5XaS6d6jAuNApRUzaWGTr5nNlWECpxYdsW9oGOq7E0kg6Qw5X\nakPhYgI5O+RrBpapiuOI9T0qYxVH1aBZZ9Z4BozvhVZrzTwZMAmXPDw8u2rOgmzf4ag8NdeCoS4u\nx9AAuSOry1ZxvdCa9sCieqEBYTYI7QNW17ZJSvdCU7hNbEv1QgPmmqKWWZrlQYy9Wf0eWFK/ribn\nd3KVtk1Sm1wvNGD+PDTYkFCsGqDuBdoxrAx6JBPj0oAdmG/KKG3ZaDrXuwjaFC6gOeDQE+k6Gkqb\nwjnzAw5tGaXP0XE5Nu+Ag005QGm1Mtnp9uKI3fCNZopNqQbNLg2YZINirqIGTLAty1rmuCpoNtZM\n0O2p+Uqd8Cnb6vOVcKn5qkIWSatFPw8588P9liudLsVMunC9ngdmXaTiEXnN3M8Zy4BdHQFY+53w\nx7MUg/mPgj1WG1SpcQxNgVtTS8P1QmvaA0tmwDroKdUAl+uFBuTprPprRgfiTXG5XmhxFGGpSWBH\n9EIDWmp5FENTAAAgAElEQVRMzLKs9TWRHFO12gCX64UG8PNV349zDKoKkkpnDfv5+6geWHqK1Q6q\nlTZFTGdxDmfiEPdLeqIhb9tdV9FADVy1CVwdyM6cS09yGz5jzRhmjVwzjRGhvotT1N7ju7VL6azC\ntnX0gEMHAxaIm877tnHznSZZoXOlGGFJt9eLef9bbHQEpplbs9VBj23QXKZLK5ca2nae2iSDW7C4\n+WHcJKQx3gUBGNd6oBsNyXKDKjVOR6Nw62ppJNwmjF0bTBXfU4pjaeragMYEmjFVXDUs0Iyx43qh\nFbgdiPubr1mz/mL24HqhAfPUZoN7QdZaUo4hmTsGWovkChJWmc2DtON3sR4Hl/p81dcswcGlPq0n\nUrgMi3Vwqc+yi+M5rnSuoI2bOZz5aJpguU/bQOm8uAKH3JnzuFzQnLdDgNiigl2zOaMEMEGzmM7q\ny1otbs1S/sigNFNrJugBNVxjThmNm2YqvUv7HbWRo1KFSudF2xba8xAaNEModsn7jnGbU9u2lA3o\ng+uR21bSLi71Wa0lf3QSyGI7e/Sdr6gx1tfXvwDgiwAyAF/c2Nj4S+G1vw3gwwBGAH5nY2PjqyGf\nxe34m4rl+Z15jLdHs/q4LJvSjLG7ZoVeyiZMYBsifBaXsEMTdtG1Zmd3p7VxeTalwZpNU7xniVsz\n5RgGwbhc0Mw5G29cpiK2OQtIB6Grgx4ujes9Z1yVLcAzgbvz+2d3mpDprF4Epjw+r3ZSlbbXrJjv\nNXb8mbmiszTDwaVqugUIaOvA7Pg5cbAKlFgGbM6snduZVK4pMfPWnuDMWdvSwmunbYV01u78/pnM\nqicN6KwlvWZRoV88tGTijib5/aMCu1ijMmYpMOwza+awbcHSMMEbXzjhWLM57tuj6m+cwt2Z0oEv\nb1s+uJVtm1/jKs9V0Lw94e4FWreXZiYbastCVLpUvVYPftTzwOrgBAZMXDOXCP9ypCDX19cjAF8C\n8DcB/C3kgZg0MgDrGxsb/15o8MU1XARaKGOXGLDaFXU8bhPGTmZp2scN6YFl64m4XmhAM3aRY2gU\nbpM2FDyb0oS1dLE07c7X1QNLH/aacb3QgGbaRZdYvhkjzOAyjmE8L4roRZGjVYL5PvVDy234dJbG\nbu1QprPoI45kcb8qj2e0KY6WBqxWa8aX83OpnMThzFWquRfTZzay6SzdtsRvrsKNSVzFpoBm1iTW\ncpbfPz3m5ANXSwO2w/7UbGlQ6QPmapXA+J3xlF4zdcoAleZWNuDYxbEWNFdsmznWLIrmvRdp27K4\nqVSQoekBGQ3n6jxoDloz1/MgPGfSmqmA0TW6SEHeA+DwxsbGeGNjYwTg6Pr6+t3C66O68+AaLgLN\nNSQSm9JVdVYTxo7TKTXB5XqhNemBJfVCa2xblk1pEIwzzA/QrAeWzNI0Yy2pXmhSDyw3Jt0LDWim\nXZSC5mY2kCpXaceg2BQpEOAE3ZIjK9gfQdwfk93a8x93gO6BJe3MnVVfzI4/See90AbVPmBZlhWp\nnHAblMEtmbJyCLq5DZSBy6wZKe7XAkapIpZjf/J0Fh00rw74zSnX1kHhstWKQtuMoheakGYc1Aia\ndwsbEAGseh6oCtN52niZqWLenSRF0MylhlltWVERK2x0oup8XVXBBwY9dnNa6gErlxyVq359wLpI\nQV4P4OL6+vqXkQdXF+d/O8q8fgvA/7O+vn4OwD/c2Nh42feDJOan2c68Q8fQES7VC63ArcnYSSyN\nYhgPMDomNWw9kdgLrV+/B5a7X1cXQXNT3R5vh24qbXtsexV9UGvWhQ3Efl0daTj56qwUK8MY8W7V\nMbiqs+KI16yNdS0N4Rh0XH0jqYuZx9O0UilaVFeyfcCYbu1C1ZfacJHanrkz53Rwql0EpydaHfQQ\nh1a+ZRniWGAt5+vsY9sKbsRrQ0c6rn0vZGa39oHGCts9sOzfRrtSj1ozNkhg1qxgfqIqwyoXj8zT\nxkwVs2gD8XnItU8rTBXzeCano124XHV0MV/mHhvMjziy05NJlqHfKzen9u+GXQnqv2aXrwryHIBr\nAPx3AP5bANfO/0aOjY2Nf7CxsfF5AP8DgN9wgesU4OYjP0CUTIxr6vrqoIftvan5eu269G+1mNT1\nIy88VzwIvnhqHHnlNZx683Xy+sqgh5dffaP+fPv0fLffPl/0wAqd7/Z4iqce+wFr381Hfxg+3+//\noGB+7OtPPfZ9bI2nYXjzf4+mCbbfPk9eV0439Ptvbm7i6CuvF2yKff3UG6/hyCv0ejrnO0tw5MXn\nyOuKCawz3529acFa2tfjZIKHHqXXU/q3YgSo608//oPaz8PTz7+IrQvnyOsrgxgnztDr6Z5vHvRQ\n10+/9XrhcOz75+yJN3HxwoVit6uuJ3PN0NbWJTz9zDMG3svHXynSZE88U13PN06eKXbmj3z/B8b1\nEydP4eWjRwsHqc8nSYEjhw8jTqYFW2XP9+UXfoTReK/y/ZN5ddb2zm71/tgdF2J52z5/9b1H0Utn\nc9YD1nwyRMjw8pGXCrbOts+xl17EW6fPEuuRi/DfeuN1HH/lVeP6k08/nTe5jSMcPXbMmM8zzz6H\nSxffxsqcsbPne/jYKzhz4o18vpltvwynTpzA9tZWdT3ngdJo6208/syPKvNVzFqazPDwI48a10+e\nOl00eN383sPGfM6cPYuXDr8I1QPLnu+l3T28/MKPjJYGxXyzDMeOHMbWzi6xnjkDdnFnVFnP7z7y\nfSzPU9ynzpw1r3/vYSBNC1bItk86m+H4kcPk8zuapti9dAEn3nyjCDD0+fSiCKdOnsCRoy8b83n2\nuefmz0MPL778SmW+Lx17dd5vL8LTzz5rXH/52HGcOPEWu55vvvE6xlsXCwZMv747TfHy4ReQJUnF\nvkrvFiPDQ5vfM+Zz9uy5gr39q+89Wpnv1mhSMM32eu7sjnDsyOGKfdR6Pv5D0z9SowsG7CjyNGSG\nPMC7e2Njg2O/9DEG4FRK6xHofQ98HNdeeJW8NuxFyBDhsz/xefK69O8/O3wOq4OYvH7L2V089N3X\ngvDUuP6mW/H+65bJ6yuDGNfeeAvW1u4Mnu+/+uPDWBnE+Dhx/bHN1womMGS+WZZhlkX46Z+k7bfc\nj3Hfj38cP3bjqoin34Bra2t46ewu/uIh2n4//VOfx/965KlilxIy391pijtvvZm03+EzOxjNkuD1\nWltbww8feq2oVrSv33vPB3Hs/CgIT43RNMWDn/0Y7rmhar/vf/dVjKcJfjpwvp/7ic8jPfxUkY62\nr197aBX3P3CvE29zcxNra2vFv184vYPVYY98/SzN8I+PPoUsy4Lte8cHPoTkwpi8vjLoYenAIayt\nfcobT/370b96FSsDer5nnzuDNy6OK+8fTVP8tQ++H8npncpu9w+ePY1eHOH6a6/BvfffZOC9+uRJ\nTGZ5Ovn9d/4Y1n7seuP6179xpNiZf/JTn8ZNB4fF9etvvAn33vEe/LtHcidnVzLed9+9+OHuicJB\nGvOdpVj7zCfwh396BEC5ZgDwf208j6V+jMHSMtbWPmnM57de+9FcT5RW7PPRj38S7z1zrEgV6tdz\nIXMP9937YXz3+NvGfM7vTtGLInzqYx/FMz98q7Ie3z56HqvDHm6/8U7oZMra2hoOvLWFp548iX4U\n4c67PoC1B24urn/4vvtw9IWzWOnH2BrPKvO94X234cYDQzz9Vh5k2ezEHbffhvHZ3QrjdOzxE+jF\nEW67+Ua8//b3VOb7//3pS1gZ9LA8HOBTn3nQuP6dbx8vWJrPfPZzBst1zbXX4f4P34CHf/AmRtOq\nfWeIsfaZT+CPv3HUwFT2/dhH7sf3Hnmjcu2f/stnc41X1Dcw19bW8MqFEVa//Qp6MXDtdddjbe2D\nxfVPP/hZLL36fMEo2ffX8tIQn3zgHrzwxEnj84A8wL/jlhtx08FhEXCr64+9cQm9OMIdt9+KG1bL\nspK1tTVEr7yNV186j+VBjJtuvR1rD95mXH/64dcLPeC9992Pz9zx3uL6HXfdhd1piudObZPPw/vf\nfxei8yPyeRjPEnz6wY/iG2ePV9b72986hn4cYdCL8ZnPfs6Yzzf//GjBNH/045/Cbe8tKzI+//nP\nY3r4KRyaN7m1/Vl/uISPfeQePProG5X5JGmGz332Qbx3uY8nnngC3Gg9ANvY2EjX19d/DcC35n/6\nkrq2vr7+cwB2NjY2vqn97V8BeB/yVOQvh3yWlE7Re2AdYqrNeNyE1NEADY+fYbqfN8YVUpt1q9Sk\nXmiNcIVeaHoPLK75qYTbTQpS1hN1oQesq1+UeqEB9ecr9UJTmo1JkmGp79H4RhtSVXAjTWQNDedo\nmuCWQ0NWLN+PZHEwh1toaaTO31TVV8o3tEyzrHhG2N5PQnuLlX6+o7fTnlIvNF2fwzVM5bSWSqPa\niyLsWWIaUV+nBN1MdfRokmLlGrqlgSsFOejF7HxVRayUMuXtQMtJlL1XBnJTXi6ddWDQKxo06ym0\nYs1IfZ1u2ypmL+Z/x0fTshKUfB5i/mQIhfvWpT3Yw6yIrdqAW7M0zdDre2g4CT2ls9CD0S+qXmhL\nRC809V6uDYXS37lGJ20oNjY2voUyANP//jXib/9Z3c/ZFZwYUGoH7DJjH9wuKtS4jvUFbgdamro9\nsCRMwN8O9i5Q6llW4M7CAzCxF1rjliRCV/VGVZu8frHOvSD1QgP8dYbVNeO1lkCpI1ligiluuHuh\ntb8hkTQkRVd1oQqSKo/v92JRS7PKODKx6ktw5nuzFMN+jKFW3WbvvnlBN4zeWvrmVOqFploE0Idb\nq1YcnE5J64UmVphWReS9mK+Ozjvh0xWmojPPMBd00/rFscJ1BjVEQUEUkfpFlYbV9XUha9bv0ZtT\nqReaVK2Y2yBitdIjzQZ20Gw+D9ZcNR0cr1nj74VBL2aeB7grbYd00KyeJfZeULjWl1EbOV2vZrPC\n/NFcV8FZkDmj1Nzh2GM8TbAiidpr937iRe2NemDN+ICxLm7ea0UIbmvaQWJ+ctx6TOBYZD2aHZrN\n27ZZDywJt051pZ9t6wbj7eOOXTZoEDRzASPHLqp+b1KriT7FBujOXMIlduapHnwwDS0p3N05cxgT\nbRLyOQmHfKd89Zva0PZiVDp/J5nQjDbTmSpe1M61dWAbsaZu3GWG9SgOjCZt66gAnOjsD20HOqhx\n2ZZuk6DmJB2gruxA3wuqrQPPVHE2kNjFwgYky8U9D/kZiKtDvuGxes5s3Px5AH3Id6YzwkylbZ9u\nI2PaAZVr5ZqZuHovNK6Ja75mlUuXVYT/jo2uHIO6qakR0gOLxJX6i9WYq9QLTeHWc7p8Ghbwr36z\nRYh5Sq85s2YPZyd8zx5YQbg1K23TLMMkSVnGqC4bKjE/gP+pCOSaic9ZgzVjbNDkkG+x2pirfNN2\n/NQPeE+rfKOu8dWV8tl3vcjDmVtM4Hhe9awHF/qacb2fAM2REYyd3guNbWxKHm6dFY1NaXZR6Fiv\n2YCugqRtkOOmrG1Vio1vaUDbADD7gNF2gMGK2HagnHnRs0xrk0CumRA0LxM9sPQea/TGAXy6dB7g\n08+DbgMGV7gXuCpmg2kmUpDs81DYlqng1ZjmKm4+V5YdYzY6Yy1o1gtP9PlKvduuigCM20ED9R2D\npCFp2gOr7f5ik6TckXG4tZgqgVUD6vfAUuX+Im7LzFqTHlgys1avB5bUCw1oZgM5vVuPCZR6oQH1\nGUZJw6naLlA9sFxDThvzmpe6LQ04DUmWZUVpeyw0eHU2niRYj+U+Xcqv3isdGN2L80aZ9u+N2niS\njkoFYIIT4zanu7ptSRvMgwSWqeJTm6JtGd1e4cyJ1g6qF9pSX9aAue6Fqm354FZ9rnPNCB+hcDnb\ncgGNCqK4zanSvobbQDHCcmNi+jmD8DzwuKoX2qCneuoJmjUKN6b9r9og6kGzjUvp9lTPPB8N2D4P\nwBK2mSVQX0cymsipzbpd9ncF9qduDyy37qcBA+ZiFz0CmmpPKZ71AOr3f3KxNHUZRum8wro9sCTx\nOdDEBrxYHqiv23MxzfU1ay4Gu57Gblewr9gHTDEJtog344OPNOV7YO1pmyOeoeC7tccRzVqqjadK\nQdoVqDOHM4+ZHlhqcyQVDEi90LjNqdrEcCygdP6f7MyrGh19TmzAmPI9sFQvtHh+JA7HhvK9qtR9\na+KqXmj6fHzWTHfmFMNosDSBgZJqp0FtTsu0MXUvgE3D5vcCnyosOuFTqU1tzULYULXxjJhg06W1\njKMIy4T/pWyg1qw4ZYBYs3S+Xj5nQe7zAMzF0vSKHlhBuALrATSrUpMasdatUOsiPeRmU7rBrcsE\nuooG6uJKLE19hrUb7WLekLcbXLdt6zBrbjvUrbQVxf2shoR2ZMZh3JV0jC4Otn7AtY0cKeg29EQE\nbhQVPbAM3PnmKIoiUgeWpPmxUSo4U0M5c9WnicItu59XMdnDreeYAM0wqu7nVNpJvZdv8Mp32C9T\nm1SabM6mUMFZxjNr+gaRtkMZfHDaKMo/KBG+HjSrodZl2KPF8hFyZ07hiqcMOGyrr1mVZXWkjWNa\nW5YKts3tkJZVwcS6qOeMDM4YdlHpLAHQQbOg25N0hlJVsAqyBuTz4CfAB/Z9AJY4d/z1j14Rdvw1\nKguzLCt+iEjMQVyUGYcMSUcD1GcB/SpM3bhVPRF/uDXAV6m5hpNVGsTBZ3iqFBJ/zFPuGEK1ZW7m\np752UX4e6ur2XAxYPXbRqeGswQQmaYZpmmGJOLcSECrfdDaFTOUIWhrOmWsbLn5nzmhpFC7DVKlN\njN7EFSidOXXEke7MKY2dwqXSWaoTuXQ0DUBvSsYa68GJwenDuEsbkM58JrM/innk2ltQc9U3clI1\nqIRLaUPzoqaeETSrNVPOPA88zOBM3QcAw4YWNuAZVqnNCcCsmVY4QeJyuj3dtlR15XxzRDLNwnyL\nquA+xS4m2vPAaMvmuGwqlmIt5/pNPWjWG8Py+k2/9COwzwOw3ancrqBulZqrVUId3GmS7+YGzAFR\neg+skOFuF9EkpSfj1mGUXC0N6rKLzlYJNXDHsxSDXszq6/QeWCHDleKuzy7yVbZAfRZQOpKqCa5r\nvnXsoDZlXC80xTLoP/BZlok7flcbirJCjf4BB3jRttj3iOmBpW8Q7SBBpasiQv+Uas6cm6+fDYxL\nxsHDXDXZKqv7cbMT1OZU9UJT/cW4I4Po1gN8Dyx9U+Bif+iWBuG4KkCIomogms7TsACt4RxN0tK2\nbIsPKsUNxDGPq1oxhbYOSTKzzYkRTKbqcHAhVcjp9jIUh3xzTBXAMM3ONeNYy9y3UkyzWjP199T6\nnj4CfGCfB2Au1qNuD6yxg6Wp5RiYg60ruIGMnbsStH6q0Mko1dETOexQV0/kt2ZhQbPLBoA/E2jg\nOlLctbWLjmDcl12012w8pQ/4VqOODQDFhrabMnUVDOgNmtWYJvkP/6BHV74VP+DSDprs/VTaTR2v\noo/ZPH0pOTKKXdS/o3qv3lFdNVe1U0+J7cwF3U9YwYDmzBk7FOldprqS7/1Eb05VLzRe5yWfg8gz\nVVbaODRgjOkeWEZqMzJPGrDXTLeDi11Uzb3DNWBW0FzR7fFieV27yG0cqM2pvjniAiUf21YZ4UQM\nmmWdIc/Y6Y3TueeM2uhcRQFYN9oUN5sS7hhcmDlueDWZ2wY1K9+mfC80hVuvv5iLTanXA8vF0tRh\nAqVDzpviujSGXRQi1GcX3VrLuinT1tdsIge3Oa7pyPRCiziu9n5yV33xFWrq/unF1f5PPlWQNK6+\n4zd35onmzG3GzunM9UIELp0lODERdzjvL1bRaunViuY1PU1m98DS7x2qv5hh24AeWAYuMV+foIbq\ngWWkNq17wV6zRFwzXihO2ZbTarlwdye8WN5pg4JlNX2EnlnqxVLzXD69S/kdvb2TtHlgU6bxfFM2\nqbKLXDpat19lzbLMS4AP7PsAzK1NqdsgUmZ/wqvfXAxNjluPWXPq1Wr0wFK7VhbXU19H64ncnfBD\nhl7uz+J69sDSh85gsLi10mRu29ZvnyLbwIe1pPuAtZsy1cv9RdxAJlA67qvAtRg7g1ESxMzizpyp\nUFP3D8skKB0JI+Tl+oAVAWNkasAMxxAJzpxgLUc668EIzKWKQ4ALElQ5P//emLPBHNfugUXZoIKr\nmBZGw0T1wBrPyupvtx0I3JjvhF/OF5U1Uw47vxfMz4uL4JZjF2PEnDav6H9lztVMG/P6RbHJrWAD\noJqB0n1gzPYXE56HOCJ13bq/jonNQ1o8ZwS7LTJgqbFmqabbU5o0AFCHnZefBzBKo8rY5wGYa8cf\nzlRNk1xrMGBEvEC9HlguhqbADWXWJjIuV2bsGj62rdMDyy9lGoarl/vzuOFMoIuhAeoxjLtTuRda\n3R5YPo2J656K4C4aCMPVy/1l3DAbuPSbACo6Ep014/oeSQFYzPTAMlkaQYDO7MzLCsAqA2aI8DVc\npaMBiHSW7syJHlgFmyKyE7SmSj16ttZS3xxJKT2+CjL/f5sJNFgPgeHhGLs4pjenFduy6TeupQG9\nIbFZGkMDlvEpyPxon/z/aXZxLmoPbh0C1rZJmmGayL3QpPSuiaszYJpYnq1OVcwtzGtp2eJjd5JY\na2bhkmlu+igiHZfWRNL3gpg2vmqqIF07/lrpoVJ4J+LW0Go52ZQaVV+5I5Nx61SpeYn7a/cBk1ia\nuim99pkqfTfMjTqatbGjchWo1wOrrY71Vd2eB24NRthPX1eDaXbg2jtzQ+vB7MzllAvdA8vUptDV\nWaI2JeYq1Mrqb4VL6Ylsp2E4c4oBm/Ksh67V4o5NAqo9sCq90EL6amVlewubYdT1mcHNQufzpTan\ndkuDIAF6ipJNIfqLGXoiRgNGprN0dpHogbXSp8/D1LWLXOoNQKUH1nhWNormi0e4gMZk1sznrGoD\nfbifh1ynGUURptp1nVkTC0gIxq6stOXZRaAMGNWaJVYApuNeRRqw9gXoLswmuG42JbyazI+lqYfb\nmbi/C7F8J+yiB5tSQ2fow9LU6YHlld6tzYC1r4l0Bs1EDywfXNdB7raOxNbniBWAYvAh4Dr6HnFB\nAl+h5tamkAxYXM6V6v1kNwvVcV06GqCqM6z0QmOCUKkKksQ1xPJ0wOijU7LtMJrKLQ3EylWhJUme\nqaBxxTWzAhqqv1h5iDxlA+E4pmLNYsK2WoBPBUpSGwotYORww4NmXmeoZ5fCD1Cfr9mQYi1NDSfH\nNFe0llcLA6bvBKmx3A/XkIxniahLKXCDUy4euJ5VagbuVNbRAIpqD0zrCf2vFGadPmBSXy2gnv7J\n1wbBLI1Do6RwQ5kqP9yabKho2/A+YJlW7t/2XDuzrUOAYd9j+v3j+gG3WQa9tcNSP8JEs+9eklfq\nAaA1TkIqR+Eu9SLsWWs2SVIM+yZjomtTjJ253VMqKue6Z0UXk1mKYU+uUKPYCd0Gw35kpM73khRL\n2lylg51F3F5cse1Sn2aNdFyKaUkNO8SGHZQNAPm8RyntaWMC8zXTca2eUlzlqnF/WTbI7ZAf4s3Z\noGwgTNkg//9h37LtLCueIVrnVTZ4rRyobeHqdjBxqwFjmvJayzQrdVVLvdh4JiZJVjxnZNCcQWDW\n8hSkjQkAk1lWyEEUbrlmYJ+zNL0K+oDlBxpn4o/4Uj/GZBYmPt+bZV4pjL3A3k97s8yZzlqqhetO\nuSz1Y+wF2sHlzNXNRx13wo1Zmjn1dcv9OFj7tJf4pZ3sB8yJ623bGrjOeyEKtoNrzYa9CLMkC2r2\nO/XQ13Vl22XCkXnhumzbM+8x3W5sKofo0QSYQY3dQFKlahQuq6WxRLzFZzLOyEhZRcTOvEhn2eJg\nnmnRcdm5Ss1o57eHne6SKvyK7xkJBzsrXKsyrlJsQAZD3GeWzlzS9lBBs24HzplTjn6mOWzqM9X3\nrN5D0GwgrBmZLi0DGpJhlVg3ba5hRwaZuFwRCH+PCYUeEW8/43nQrqkjg1ShB9k2gwlSxecsM79L\nhQF7t6cgJ0l+3IYk4vWt1NPH2OMHvI7DcTnHurhewceg/SBBaV5cuLqeSDldSV+Xs3XtBotAAxtc\npsBuud9rHTeOonxXGrBmnT4PHeB62da6F/RnKDidpTlzSgvSL4Kz0JYGmjOvaNJ0Z57vuE1tCubX\neGeeB5oWblY6bHuuhdONqkfp6M68V7EBjAA11AaGM7c+Uw9oglqHaM6c6pVm4GamMy/YFCJgVM5c\nSuGWdtD1RLb9aGdOsnnaZ7IaMI4hjGhcnUV1abWkFGTVtlUbeONq6fPqvWAGzWbD3vJcRlK/mGmV\nyEKaVt0L+nPGrll6FQRgez4pDIJW9MHtivVwzbcOrk8qZ6kXHoh62bcfhtuVDbpkAX3mO67BWrpx\nwytXfdcsxL57iTulR6VcnLiX83mw7lv9/pG0KS6dkq0Rm2mO1W5pkGVZ0eWc1BNZLIPdUVx9po07\nsxwgtzNnGac4KtokUDagurVXnLnN7hQ2YPREsfuIo9wO5vtKG9DifnbNNGdufxeDQYwsrVbGnzKg\n24FjSmPdDtZ3YSvqBEZTt0MsbBziSO7WbjOw9ppVgtvMYdvIbVvbBvqcXNoy+/osNT/T93lI589g\nzDG7xnwXVZDG8P4Br+MYfBxOR0HCleB0gQDH68DV9URdBmBdBaFdBOO++qfQgNE3sHPhhq+ZG9Me\nfrbtJgi110x/D3mYbyqUsevOPCDlotJOkbT7jnKGXzlQ470WrlozsaJOcEYqVZM77Pw1aebpcARc\nvcUCG8BKrIdHYEens5ROiWnqyTJ2ltNlbGB/pu7MFWuZSe/N6DWjWCO2rcj8/6VUdS8WurUzuFLq\nTbeRq7rS+TwEVEHq2rK+FYhW09xVTGo+agPEBdSq2CC3g6kBk5+HkhV3jX0bgPnudPdmYU1I6+yg\nfUZngZJvkNCynqjADZhvyJqFjE6D0H2iLVP9lnwC0SAGrMvnwSWWrxmEOlOQlrBdtxt3bl4pvDax\ngsa9qisAACAASURBVByZ4Vi1tFNk4urOPJ+Tv4O0U34mg5MZmLYziuepGup6fnagno4xbRAXztFk\nAStarWDbaric0+WCZkZPZDpzwbZiAAHSflEUFWcH6t9HxNWYydiqOtT7dVGaqiL1RgTN+kkCNsul\nnwUpBWcS68s+KzVsq9uBbldi3pscrh00G9/FfgZTkwlNPYJm4716av1qY8B8AoRcsxBhGpAi8q7O\negdSI63iBlSTJWmGWSKL5QvcUD2RY66D+Y1uP5zS6My2HtWVdQ5Q96nUC53vdP6DoH4wmuAaa+bR\nV2tpXkUVIu73X7PwBq+qOk7GZQKwqBoI6ClIuvVA/v8y+2M6ZLvybcY4c+q6wdLMq7MobQq5MxeC\nRV23YmvhDD1bJeXCa5hMJ8anyWiHbOLyzpxPmebf0/xM3ZmTdhActrFmTKBJ4VJFA15rVhF7m9/R\nWDPR9kQwWUPUrl8nNVVaYOLakNQ94shVNMCzvkQhx3yuZGqdwKX6gFWeB2tdpLFvAzCfnTkQ7sg6\nTTu5nG5NzVrbrJLClMTyQE0NmMMGURQFr1kXbB3QcZq75YDR93kIXTOfgCaOIgx65sG7PrjLHoFS\nN2nYagpSr4KU0mRUkKAcjq0TkXbJUgotTe1gSBBmC2kySvPCpYB0Z0TNyYkrBC0SmzLTbEvp4ESW\ngWEQi89lAzveDqmxLlUWy+z9pM01k+1n6PasVgmibaWAMJOD5rB7wbad+h7VoFnSaqUGm0fgFgws\nr/mj1qx6j2nv0zZBQacM2Paz52vjss8ZKrie8dfVEYCFOMjLLxTvprqyC2fehQYM6C5N1oVt66bf\n3GmyOjZwP/XBa+aRhvXF1cflXDO70la3nWvHH1T1JaQwQkS8PsyGtwbMg51g3+vFMvDMmthfjNIT\n1WQ99O9DBnaOogGDpRGCUM4G1HUqbayvmZmmtW1QYtZds3w+Fi6X3rWDs6DnodQ/9algXAiafXFD\nWFY59VumS0sbManN2NSASXo2varVNfZtAOaTwgC6cQx1dT9dpDa7cGRjj9YWdXDbDOyquG62Lpip\nSjxxa6WNfdifdpnburiX7TmrVTiRBRePGCJ8Jq2iOn9LO/O6eiIfZz5jgjc7lWMHLZVGrIwTsz+T\n0tLIQnEe1yXCVynIqo4LXsGHdMoAvZ6euKT9OBuYzpzuCccznnxgx6d3daaKvC60k0hSU9MXJMI3\nqiBRuVbnedBtZAeL5Xf1TG3aDKLxPNCYlB0M29vPQ1a2e6GD23d5AObrcJb71U7S0hh77PgV6xEi\n7r+sFYAdsIAFbrAGzH1jdpHa7Kpw4kppSeKT4la4Ybo9d2NioM6ayU2UgXfOtjprFkfVfl2FOJhy\n9MLO3NBqWbhmSsrSExE7c1YDFvEaMMmhSHo1oBQlF9ct9sLGjT2cI2Vbldaj0lne7S1iYs1SIQUp\n2UgLUmMrpWczOJLuh2YCS1y9p1RuA/Dz8WQtYysYF3EtNpRlfhitVi+mA9/Usi3/PNCFE3GUX5Pu\nBalowG6e62tbCrdih9RaM+FeiLV1kcZVEID1WteA9eOIvEmk0UXjyTTLME0yLDnE8sG9n7xtW0df\nJ5/TB4Q3TfU5kFx1gQ8R93ulCgNtq+6ZgcdxOaEBjev+AsKZwJB7oW2WtU4V857vc2YdkSJpwCSd\nki3yZRtaOvoISWxUL7b0TwJLI6dceKerYwLVfmgzi/0RnTnDGklH+3AaMI7Ny1kjlLhkkCD361K4\nkm25FKRk2+K6FVSb94I5V0nQzTcgBeygmQsYpTSjzLqZejUd18e2NkvYF3ANcb8jaGab8lo28GWh\nuetmalO/F8yjiKTAThr7OgDzY2nCGLAuUznLLTe03JvlZ825xPJdCrrDNWDuG7OOBszFrClxf8jx\nPj7sT1e27UIHB9Rds46eBwduL47Q77VfxWyvmd0HLKjzt9WrimM9QjVg+gkfZENLbVefphmpTaGO\nBSoLBkA4o/J7VdtbyMFHrDmqKjNE20C3A13goLXNIG1QV6ck4cJRBZn/PxWExrr9BMZO2YFcMyqA\nFdK7+n1SCZqFNUsNGwhtKFxVkJJtyeeBTukZpwyQz5nZlkWyrRlQ86yv3uKD+q5VOwgasMpnwmvs\n2wAsTAPWbqowxw1rPunbU6pttk7hhvfr8giUglkPd9qpwA0KRP1x2w6W6ti2szXzTEF2pQG7Eqo2\nfTY6tm1NDRi94881LyAdjilmLq+Z2hQq4PHT9ogC9MjemZftImjWg8bUAxo1J0mAblR9pXyQ4NL9\nqOtxxHRrZ1OQFqNkOfN0nsYlU5CZ5JRldlFM7wrpLHu9fW1r9HUj1sxkwEKCfF5bJungdBuRaWNL\ns8ZqFwl2LI60xsRMXzf6u/Asq2uj404bu5lmiRF2jX0bgHXlGHyDj3qaFxdTFRjUeWCWuIHprJbY\nRfssyM7WzCP4qJOK7arFh2vUYUN9mdvQ3m2XS4QPzJnAEDt4ajjZRqzWD7h9XIlNxqWCI6umTcr3\nmSXusD4TlWBI7u5ta8DU+yxczZkrQbJK71aduRmI6oGmnY6RAho9UIqt9FD+XfP5qj5MFTtITk5P\nDxkiaM2ZW5jFZ3poy6pBsxkMmWcO2s68fK9+ykCBq/cB0+8h4v5j9XW2bs9mfwRcl7aMu6eVHdQJ\nDRnA2kFKrVMMq/SZlbYZngGj0eSWsC0XNKvX2UGz8ZxF9Gfqa+Ya+zYAG89SLDu0T0C9vkdejqwX\n1iRyPE38UiPTAMxZ0prwuoLrbYMAXI+mnkBeOBHS3LTN4EMfXTR49WnuWuAG2CAkUOrieajXX6xd\nO2RZVqvH2lhjzWwRrwo8XOf/AWFVX84dNLMzV6kazpG5dErKMdjd2u3S+arORmDsHNoyjvnJ5+sX\nZLkq33xtG4RrBc0mrpVqJTRg6roK4M1TBkxcryA+Mru1VzRMVNDMBEO2vo5jAamgWdmBPOLI+3lA\nxQaFbSkRvj7fSLoXIN4LYtpdu25rIm2mWX4eAI/QBMA+DsAuZ3l8ievHVqVZholH+q0fR8iAys3H\nDd/UWzjz44/rcrrvhJ7I35n7M4GzNEOaZRg4djLDuUbJtwu8b1+trnq3daYBC9SseW90Au6FaVJW\n1PlgKkdWaUPhGUQBxK6eYUzII1IMB6hhCoJu2pnzeiKpW7vhcDL+mm0HMgVpsAyWfXQdDaMBoz6z\nUgVZYRDnn0kEi4bTpdJZTJAl9cASRe22M9fsYKek7D5gSaqnje3ArnTm1aBZFv7L4v4Stxdbqd/M\nFTRLwvZS/0Sm3UV9HW1btemItfmyuPZ6SmuWwdRaasyuvlkpv6fvWZDmsySNd38AFixmDtApeeJO\n5sf66ItNjSiKgoKlECc2DkhtdpZ2uoxNPUNxFaarwCGOIgx7/oGd/5qFF490VZRyObVloc+DD2au\nOYowTbMKa2a3X5B+wO3rTvZCTCPyzlz/3Jn14x5b87UPvzYDO3NnbuP2JVyp6ktz5hLroTAzMRBl\nnDkREOrOvNJ+gQk8qs5cavFRxZU1TDRrWV2zEA0Yz4ZW14y3A8nYMfdJhV0UAliJAZOehzimWmbQ\n77M3HZKNgtasoW3ZDcnVUAXp25+oS8fgy1D4YgJhKaJOK9S8na4c2NXVE40DKt86WzPPUpY6gZ0X\nZlDFZnuMUh3d3nI/6ui0BX9c3wA/x83tME1KQTFAMFV2uk9w5u50Fs2OVXUr9s68/NyKVmt+rdSm\nwAxMHA6Hxa3YQT+42GK5XC0q5tcUg1MJcCWWS3C6XDqrKt4vr1WcuZC+rKT0KmJv6zMZBrG6Zvka\nU73b7ON7KJ2SjtuzcfXvWrFtCJsnBM2ZubHwZQmlwM4MCG2NIcH0Sc8Zy46ZuLp97PeSz4P+nGXm\nQd5SYCeNfRuAdVVFNQ4KProJwFp35h21NKhT+dZFBeCeb+f+nn/aOHzN2sXtqnq3M01knSC/5UA0\nZM3UPWb353Ol3kyxrbwzN9mfdjRgVW2Kv2OtnFcYmbhSCjJxOTnmGhcwUtdduKJtOXbCbrEgCK/J\n+bCMElUJyq+Zy7acVot6r++9UNXJFZdEpkp/HxU0V3VVGm5qB830+0QNGPE86OlAKrXOBs0utk54\nzkx9mKmFyz9TXaOCPniNfR2AeTnzwKaePo0cgbCGlr5OrMBtOZ3VlQ1WauiJumrB0LYdfBrnFriB\nQXMnTW49g9Blj8Cusma+z4PnfLMs82ZDu7AtUAaMe4nJdFaO9hGCALtfV0WLZOuJPEW8lZ25Frwl\naUayY77alMp7dUE385lO3Mzs/cTZoMC1rsvzLd/HsXkhAaGOSV3XbU8drs5qqjKiD5imJ6J6rPmv\nmfXelMF1bB4k20oBhCsYr+iq5nOin4f5NWcVZPn5aWamzqvBZPmZtA4OjA2oPmDlNYodM9aMbYsB\n456Xxv4NwDrQEyk9yLADBizEMbSdchnMb0pbQMyNIA3YZTriSI0kzTCba+x8cENSkEFrFhCM+9pg\nMvPvAt9pUUpL6Wg1ZvNAoO/xIxWiXwzb6OSpTdtuITtz2zH0KXFwnR2/5lDy92qpEbv1QASe9bAd\nZwZI2rJqmswvEM3twLOALnE/z9iBvWa28QjR58BjPto1AbdiW6YK0skCCsL/1MIV14wKpOrY1l4z\nglnzYVlJNs+DdXPOR3ivxDSTrTgYBsyZkpc2UNbGTBr7NgDzdmQB6bdpkqHfc1dRAd1otYBudvyq\nC3xQarOlILS2Bsy7wMFPLK9w27YB0M2axVGEQS/CxFML12bhhKEBC9jo+AahXT4PPn3xgDJgrAZg\ncnWWKOIVy+N5ZqjqzO10FljHEM/ZAl2bYuB6al5oJ1fay7YDxxJSNtKXmjouhw8Y67U0sFk1znEG\n49rf04Gr25YKmtWaiYdxC9Wp1TWraqd8tFH2d3EFjJU180yB64UcFNOsM1W2DbgCB3u+lJ7SvDeL\nS9WUvPN5MLWW5j1W4oZowPperwoc6+vrXwDwReR92r64sbHxl228Vh++PaVCnHloqtC3P5GvcwQC\n5+vZUwooe3atDt1nMQZVVwb2qmp9zQJssBzQtyx4zTq8F3xe38XzEIIb/jz4B0q+/fZCbbs3S5Eh\nMr4fudsvUlKlIDma76ZDdFNsCs3WKQlBAslOsKybv+ZFT9W47CAeXUM5R4eA2hS2+7EMbu0Y/XmV\nY55ivlUHyXpoqVZJX2fbVr8WW4HATMcNuBfoQMnCZdi8ahUkHSjlcyqD5qIPnZ5yZoJm+Xmwg1ut\ntYp1H6RaNaxtA9tGUtBceR4E3CoDVmWa+efMZMal0ToDtr6+HgH4EoC/CeBvIQ+uGr/WHl2Ijn07\nqgNhbEodx+AzLre430cHV6enVJAOzlP7BFxJtg1haULS0W5cnyBUX7MujqUK12q1m4YFyg1JHsBr\nzjHi04iqs3oRDBE7c+7HP6ZShXp1luDMe9oO22ZTlM6G0hNJ2qh8vuXn6mxJPt8wDRjPgJkpP137\nox8ZxOIyLE2q4VIifN3uaVb2uaKcud09Xk9neR/GbeGabIod0PC6PZcz1+1g41K6Kj6tV87Xxbrp\n94J+ygCHG3vgiqlC4T4obMt8T6kgg2TrOE0k+TxofcAc2sXLqQG7B8DhjY2N8cbGxgjA0fX19btb\neK0xutCABTvdgJRLF0HCOKDsvou2GXWqIC/7mgWxoSEsTTepzSuhJUnbuN1tdPxa0wClbe3fkV4c\nsRVfgPljaztziv3RmQ3/qi/emeuYOa7Ut4xv6gmYTVNnVqCUN+e0cavzseer2BK2W3tc9kNT30V3\n5jZuKa4GYVvFmPBVena39ooz1wJqdWSQwab4VlfazlwL5Gd2QBOHpXAraUbtXjAPbbe1cIDO0nBM\nYJUZqjK7Cld6HgDrmCciJa/PR+rXpebBzUe/BpjsmR00yzpCGpfSLkrFOVx61zW6SEFeD+Di+vr6\nlwFEAC7O/3a04WuL4XvkCBDWeLJT1sPX6QakyToL7Dxxh70IsyQTI/5C55BlmCYZhp5i+a4Ypc50\nex1UxHbBKhWpt3kajRpqzWZphgzmLlvE9d6Q+DU7Brrtt5fbNjIDMIFFAKwffyrtpLE7Opsi/YCT\neiK2pQEtItfXTNfS2I51qFW0hqQ2zYCx2tRTOUC9W3s/ksXMVArNV9AdwvQV13tySi/NrFMG7Gq7\nAGcu2xbYy2CtmcCmMOL+6r1ppt98he36EUfRPGjicKt6Nn/hv6mJrGoBKQ2dYqWkFh+VudrPL8vW\n8RpO2+5xHGGWpH5rlvmfBdlFAHYOwDUAfmn+76/M/9b0tcWYpv5VVCHOMSSgCWk8GeYYQgNG/+Cj\nbdwoijDsx5gkKVZiWVuWV5e6TwMAwoPQ7gTdlzm1GVBAMvYManpx/txMkwxDxxqr58GnwKH7QMkT\nN5BZyxCbGjCKKbDZKC0dyDVMtVM1kk7J1gRRx6AEVWcJAYTUrZ1KbZZzstgUj4BRBaRcAJtmdjBZ\ndZ6mzgb0tYoNwLJRlAbMm/XIStzK8T2p2S7CrdXibGvZIAvAJdtJaAGPHTDO36qn1ge9qKJZ0+3r\no3tUl8kjgwRGzmYJ9c/UbSCumRA0U1WQ/rbNg2YDl9Gs6SdDuEYXKcijyFOLGXJW6+6NjQ2O0Qp5\nLYA8B6scw+bmpqFXof79zBOPF47B9frHnn4Go+1LIp7693K/hxOnzzo/f3Nzs+gp5TPf0yfeLByO\n6/VvnjyDV4685DnfGE888yOv+eY9pXpe8+1liWjfr3zlKwBy59hD6vX5ql+Xz+c//vSPCgfqev3x\no4fx1qkzXvYaJxnOnHjTb759//m+dfps0VfL9frx9iU8/vSzXvPdm6V45onHve07Fuar/vbdhx9F\nnM68Pn+5H+Pi9q7/8+D5/L5y9CXv5+HIsVdw+sQb3vN98egxvHD4iHH/PPrIw8WP6ebmJp565tni\nh3hzcxPpbFr8SP/gsccw3RsX+EdfOoyTp/P7a5ZmiFHqfHpRhAsXLxkakpNv5feX+uFX80vnzlH9\nW3Vr39zcxJNPP23M59Xjx5Bq7z115mxx/aXDL+L02bPF/F5/40289srx4t/bW5fw1DPPFPM9deJE\nOd84wouHXyr+naQZnnw8v79UMFTON3e2xXzjcr4nT50uHODm5ib2RqPCsX7v4UeQJWWBxdbFt/H0\ns88V/57OEnz/0UcA5M5xe6e8v2ZphqeffKKYT6LZQDlPfT7Kvj987PHCOW5ubuLlIy8V67n5vYcR\nZaX3fu5Hz+L82xeLf798/BWceOuNwj47u+NiPmkGnDt71rDf0ZePkfNRAc1XvvKV4npvfv3I4cPG\n/ffGm28Z9tvZ2iquHz12HCdPvFnM79y5s3jhxReLf++Ox3ji8ccK+718/JVyvinwo2efLf7djyM8\n9L2Hsbm5WbBKxXw1+z786PeLwGNzcxPbly6W9tvcxCxNi/k+89ST2NrZLe+33RGeeuLx3D5RhMls\nZqznpbcvGPPZfPgR7f7S1xPFen7vkUeM5+H5535UBMabm5s49sqrxfWnnnwcO7ujYj6HDx/B2TOn\ni3+fPnUCR46+XMxn69JFYz1fe/31wp8laYbDL75A3n9plhnzlUbrDNjGxka6vr7+awC+Nf/Tl9S1\n9fX1nwOws7Gx8U3Xa7mxtraGszsTLPVjo1xeXbP/vb03w7/4/efZ6/q458P34djh8yKeGkv9CAfe\ncw3W1u5xvv53Hnsrn++n3fN94+mT2NlLvOZ78Jpr8cD9N3rON8aHPvRhrH3gWufr/8nvPYulfuRl\n33/+xnOFg5RevzfLcHBliLW1Tzg//+J4hr1Z6vX52fG38frL552fDwAf+8j9OP7cafa6fQTP3R+4\nC2sfu8X5+lefPImx53z/9JtHC5bG9fqbb7wOd99znfd8f/InHsShpb7z9b/12o+wl/DzVT8aD3zi\nUzh06mjlOvXvpX6MqD/E2tonna//zssXsOz5/PZfu4hvvHDW+fkAcNOtt+OaFff3V/N93+13Yqkf\nY2tvVlxPswz/8+GnkM3bBAxfv4gXnztTXP+t139UOMCPf/yT+JNzxwrM+++9FyeO5vdikmYY9HvF\nZ/Zi4MDBQ1hb+xSAXJ9z1513YO1Tt+LCbh7Uqdf+2yPn0YvL5++lH75VpBkPvLWFp548WcznwvNn\ncPz8uPj3t/7NscIBfvT++3D8+TIAu+XWW/G+Q8Pi39ddew3uu/8mAHkrhDtuvw1rD96WzzcCPnj3\nPVj7a9fP55vhsw9+GjceGOL4EyeMtOcf/MlL6EXlfH/z+DPF9e98+3jhsNfW1vB7p18o7PfJzzyI\n5TfLgOGG667Dhz98Q7lgUYy1z//EfD4RBkvLxf2VZBk+8+lP4db3LGGWZsZ8Hnn1Ivqa/f7Zq89C\nteo4fn6EP/t3rxTzSY5dwHePvw0A+PSDn8Xw1eeLj//4Aw/gB98vA/rb77iz+P9+HKE3HBrzed/N\nN2Ft7a5ivne+/wNYe+BmPPbGJcSaff74uTNI0wwPfPSjWFtbw5//xcvoxxE+u7aG+NW38cbhc8X8\nnvze68V6rq2t4esXjxQMz5133YVdrfL4lptvwofed7D4d68/xOce/PH8/+MIt99xJ9Y+8b5ivh//\n2AO496YDxfUHP/s5HBj28O1vHTPuv9/9gxeKthmntyf46lsvFfP55p8fLQLqtbU1ZIefLNb705/6\nJL6uPR+D4RIe/PRHi89DVP4GzNIMN95wPdbWPljY91OfeRDXrgxw9OyuMZ+/PHq+WO8Loyl6r79Y\nfP57T27jyR++Vfz7yA/LAPbBT38av3+qJCw+ePfdmJ4pA8Tbb7sVN6wOAOTs5vXXXYO1tbuL9bzl\n1tvw0ZumxXx//CP349N3vAcPHX/beH4f23zNWO8nnngC3OikDcXGxsa3UAZV+t+/5vtaaVw5FWqZ\n+4Vz3IMe7R+APO10bjZzvxB5UBOSMr0cVZvqJqyTHvIZofdCSJrsuhW/x0N34j64XZyK0OYzYaxZ\nF89Z4JmNXWgil/sxLo5nxWeoEUfl0SvqWBNWf+Lo0eRKFbIaJofmpfKZWYa1n6xqU1zi6pA0mV61\n2Y8jw/FXUqaRkNqMzBQuNx/bDuR85u+No1L4z7UHkezHX6tqqtT91bPTxsJ3qd4LKAJC+7uQeiLP\ntHFFVxVQqSemufVqWeF7pvOq1jIF6egfxlyrfCb5POjfo/zOVPuUVc0Gklhe13BSz0Oa2lpLP9tK\no4sUZOcjpEKtP8/j6wbicbsSB4fhdud03TbIsgyTYM2ah20DnO5w3oBU11iwuFeABiwINyT48NSA\nJWmGJMsw8HzofYOlOj3LfDr3XzG6vSQlv2NsaV7sqi8fZ2TraKRjbUgRPhMMkQENo6VRv336tUoP\nLAFXf2+aCfodR/DhG6TqtrWdueTk4ihChLIS0m4hoNuXcuaFbanWA0JbB8mZi2smrLfrkO/KPSbd\nC6m1ZtqjqdLcFK59xJERNFO2TRUmKlWt1SpIhVkV4XO4rqpgc83MoNnsd2YHqFVc9VMTjmtrBeE1\n9m0A5vtDG0WR94/4eJp0cmTQeJYEOrJuGk+Op27cvfmxPr5HKbjmW2iqPBt6AvkDP+z5MXZhNog6\napjqX5AR1DzX8x5Tc/URywPupqnFmgUwSv04v2emPhudGg2EfUad9hYUa6a3NaBEvlxLA5lRqrZK\n4JqXSlWQVaF47kx1rZYpXJcDJS6YpKogOTGz7cwlB6m3SqgEqQabUnXmrm7tBi7LcplO1yVqN1oa\naExfpWFqxuNStq2sGVesYTnzagBrXrNbO/BBs10AIaxZXNpBfB7s+4toQ1Gylipo1u8F0LhBVZBE\ntbHGyNnPg33IN/s8xGa/PZ15kypBXWNfBmAhO13A35GFpka66E/UWePJfoyxx7E2obb1ZQLrrJmP\nffdmKZZDnG7LZzYWuJ0wa36BXUh6F/APGLtasy5bcYRtSGgGzFUZV/5IEztznWlh3pe/V+j9ROzM\nFW5qO5zIZDbkdBYqrIee5qmW83viWs7cZpxM9qdkEmxHb7xPsLu6zqXfRNaNauqZlratVmWWNnAx\nYKwzz+xAyawODEln2TYyThkQW4fIzU3N4INoHGswwvp3kYOWShWpwIYGXcvKuTY5RD7EBvJ5o6VN\n7CO/pLFPA7As0OH4OnP/VGFIi4CudErjgODDlwUMdro9OWCsoycC/APRLtKwCje0qacXbged+2vZ\nVghE66+ZH2vZVQoy+CixOQNm/5bYDtsOEriduaSVobQpuoYpzUo2wHbmRlNPmymIqT5gfqlCvQkp\nxUDYRyex2jIiqDEZOxOXC7JcqcsKeyGxbr4auihy2lYNUV9n2SCOTT1R9V6gNWB6cAHQ53eWtrUD\nmjJgdJ4y4GKyjO9iBs3smgn3Af2Z5XypYFyfj3/rEH7j4H4eeAmBerbLsyD9z++Uxr4MwEJ+aIFu\nHNkVoSfqgKXpyrYhjFIIbqhtO+lV5QhC9dEFs3YlPA9AQJAfxDR32G8vScn36NofkqXRGBNvgTTh\nzNWPtN2t3XWuYIWd4Jg1KwWUCj2wJJaB0mPZKUjTDkIgagdKzLUqJp/OcuHattV9o9O2Ql8y9TeF\ny7GLM5tNIQMB+nsmGap96IRg0kgVRnwfOn09KTtwmwfK7nramMNUpwwErVlW4rJpY6HPnG0j9b4s\no+crBnYVphnGvSClo6WxLwOwrtJkIY5s0MtvSn2xuRGc2vRIk4WcBlDgdsSmSLYt+lQFMD/AfM08\n7BAS0Ax7MSYdCMV9bZukGWaepwGUuF2ljXlcQwMWwjR76rWunCrmlHzm9eNySDbASDOW77M1JEaq\nxnLmaUawAQaTYOKKovaKnqj8HlXdD40rOUeFWTpzS3RMpGJFXRVjPz2YrGiforJbu33KAFAtnLBx\n0+K7VNOlM+Ya6cxth62lwuwUpIt1K9ZMS81RzUKNYFyoMDVT4CA/0/guNQLjSsovjgzmltMYHddZ\negAAIABJREFUqmBHbFzMfWZIVbAdNGt2qBRrpDIuZQNWt2exlr4a6n0bgC0PwhyOt54oQNzfBUPh\nO9dpkqHfi7ypzhCtVlCgNGjftkA3a9aLIwzmFZauEbRmnjaYJDXE8h5BaKe2DXnOBn4BY9hGJ3+d\nvsPkhmog7DOUDajv6J8mqzpsvYpKv6ancdR1XkvDOyNK3C8dP2N3Vfdn1vzSQ24bycfamO8D61j1\nbu32KQMKN2Vw9YBQShu7GDB3kBoQ0Ih6IisFydhWYn9su/von1xFA9Q1KQUZR2Vq3X4e8ut+erZK\nSt4zWKSu29o87j5xMc0h2jJp7NsArBsNWB39U7sOMqTy7UpIFS47bNBMA9Z+8NEFbmi1ou/oIqUH\ndNMHzAdXja7WLFwDlpG/JXo5vx0oiZqXSGAKBBFvBZdy5mrXbjEbyokV2hTNKdupEduZxy5ciXUT\nHI7eSiFJTdajals/Z67bwZ6PbgegGpjYgV3FmRc2sNs62MEt5PlyjKbNos5xdT2Rns4SbWuld2Mb\nVwuanWyeHRgzBSS6HZz3LRE0J2lWsYGyUeqDW7m/HLZlKkGVHYqUqc2UxjY7W2W+vdbMwpXGvgzA\nrgQ9kcL1ZSja1oDtJWFBaGci/A41YG1XrgbhhqxZB4E4cKXo6/x2ckBoCtIf15+9zYJTkNT9ozMU\n9E44/3/bmYdowOh0zfxaxrMMpDYlpR2Ok/XwDLJCGTBf9sfJKFlBlmIv7PfZdqiK063q1ADdHneA\nuv1e25n7pI3VENkUIkjgWC67oEBmwKwUryer5ExPWj9D6nOpNbPPe2RZS0fqvPo8lK+VmED9bM/8\nGs/A2rjymuHdz4CFOrLLylBcIVqtroIEKQjVzyq8EgK7ztas5UC8wPVes4BAyVO3Nw6sNva3rX+1\nMdDNMyFqwLSduc0MVVIYnqJ2nZ3IrxPC7Ix25qYzslI1cZ7mKbUpJW4vrjoj/x5YWlVmVmV+zKaU\npjP3xk1tB6ixUYQzV3awnaq6lmr24+YrNfX0YfrsdKpxn1QCOzA2qPYB008ZkA4W18XpUsBIBvie\nwaSIS2wO9OfB1j4pG1IBdbW9hYlrfJfKfcKluKtBM6uTq2GDUrd3lVdBhqbJukrruRp7ZlkWKBSP\nME3c4v6QZpbFXH0DmsD0rk9z01DbehdOBDR4BfzskGYZJsFiebe4fxzKKAXYoJuiFP/GxEDIPVYD\n13GPzdL85ATbMUuYuQasyppJP9IhO/PKD7jNVDEl+5QzF3VKDG5VeF0VUOu4VZZGvc9k+uJIZsCc\n7I+nVst25jqbQqWzjFYJVkqUS+9Ka2YHzRTbIn9P7l4wU5u6w7a1grROibGfkJrraexOgeutAQP/\nPEQ8a6Tj2mlh9V3YBq/afCsFK47njHseFK7PBopk1riKWEeBgzT2ZQDWaX+ilrVl0zT/IfF1DFEU\nYdiPMXEwKsHC6w4q1AA362HqicKCj67SZC7cvVmKYcBpAL04Qi/KA2f3XNsPlNpm1rrWgIUc+VXg\nej4PvgUOg3mQNZpWT6lwpVx0x2C3SuAakFKCbknMXMHlmLXY0oBp1yuC7oxvFlpp8CrYwN7xk+0t\nPOwgOU+7FYd+3ca0P1NKv1Vs4EjD2r3Q2BSk416g0sZ6HzBxzSzcNGVsqwXNrkA9Tavnd+qBcXVd\nGNzKmsEYitUkWUs9aBbS7qrowsBk0vV20CynjXnc/HnQ5hqbuj19zezgNrU2UNK4SgKwrtJ6kZdj\nCMEE/BxvHTbFX8jcVaDUwZp1oAGrs2Y+uJ0VTiSBAY23Zu3ypwqBkOfBH1NVMQMgHIOcpvDp1j6r\nsEbVZqusI6vJtKjPFVMjDOtmMwWuXmghGjDfa1UWBsZQQQRVUeebSiS1T0yqK6wKsorLfRf7LEin\nnshqqWHqn2gb0GuW/79q4xHbdjDuBfMzvaqCM1Q2rbEKmqn1tGzvqwesPg8mps00c5sHKjDmnofQ\nKkhPvmV/BmBdNp5sO00WytAAfoxdeODRfpfyAtdDA1YrvdtBkOCjUwrFBHxZmq5OcGj3edDXrDPG\nrmU71AqaezHJmukpIrk6S3a6+vtURZj6nZaryQIE0lH1LEhdAyY681jWE4kBzfx9lDO3AymOiZFP\nGag6c3XdpSeSbetKZ5WYdtAs3wuOFCSR6uLWTAqa5ZSpY+NQMFXVnlzutDH9XfTATkxBWgENiSuw\ni94tPlxBs2MzU9rW6jM3v+c3NzcrpwxU1oywAzf2ZQCWBx/+QY2r8aQaXbBKoc4R8E+T7Rd2IscN\nFHQHHMYdFnx4BLc1GbC2cbuqXO2qJ9zlbENRd82o91QcmdCfyFfEC5RsAMCnpahrBm4l5WIL4jU9\nUQRkgCmg9kxtVs5WZBwg5cwllisv56dxpdYXuh1I22rpLDIYymhnLq1ZFEVFEMbawYcZImybavNR\nNsyvyc5cZoYsfRPDunEtPkQtnMA4GcUjgm6PXDPjOdNwrZQo/5zZDXnNoDnNiPnq94n382CyqHFk\nnTJgpz3f7SlI34aLQGjjyVBcObALDRAAv4aWIQd8A7mzmSSZUSFCjb1A3OV+z1tPFNbUU8YF8t33\nJDj4cOOOA7v257jue2wcaAPFArrE/cHMraNxbLFmNU4vcLGASsMz8CxwKHBbTu8CuR2o99jl/JwD\nrOzMo7JbO8vSCMGbT2BHpmrmGjDbmdtHHIUEjGK/rshifmynG/G4rlYJRhpWqKizl00KhqSgRbI7\n/V4Y7+Xs4LZt/pypwEN35uqzis8MaJvhfbYiEdwmWXnKQDWApXHN9C5vP7tpMSAHWZUUrsWwcmtm\nB80z63P7ccn6SutJFU6k8+eMs21WBLgm0yyNfRuABTNVDsegDO8rlle47hRkvXSWT2ozxOHEUYSh\nRxf4ca3Upptd7KJwYpLkjtxXLJ/jtm9bICQd7Y/bj6NKxRk1gvuABfQta5tlVZi+YnmF29WaUd9P\n/dgC1YCnrwluuR//olloZONGZjqLrYKsVm6lAlNgp8iiiHGQFTaPZ0z0uVZtIDtzVWlmp2ooXKkQ\noerM87/bzV0LOxjOs7xWCUK1t+qMiR14FLhcmrYSUIO5RgU0PFNq6pSqaWP9+CObQUyZe9NM6aF6\nb87nqwJ4g9GMPNeMah0SlYUTVHAmpXdNGwjMIxGom/cCFzACLKNJMc0aE2oH1DZTaj8T3NiXAVgd\n9qcr4XUXqRE/nVJ3870S9ERLHmnjerbtpnDCN7UZcrZijttROtpTt9dJgUOgDTp7HnpcAMZXfUnO\nXL9OOVb5eB87sDPnM2Pmo/Rqm5ubYtoOYJw5y6yZOjieBaw680KrZaVqShvQgVJF1G4tjWjb2Mbl\nAjvTmevd2mlcf80ae8QRUQmqdHsc68YFuL7avBBNn21biQWkvovIhorPg86GVnvNmc8ZnWZkcT1T\nw9IRR1TafXNzk7WRZAdu7MsArIudea0UhiduqMPpQgMGdOfMvfVELTf1DA0QAL8DrrvCrR/YtZyC\n7EgD5rVmgQwr0K0GjE1BGjvh8pp+fE9KMCZq5+5y5qQ2JdODGsEZSY61wmzA+Ey+c7/FMgg2MI6t\nERw2r4ODhmsFLQ6dkmzbOa7d78yygRQkVBkwXbNmn9Gp4aa8batrpuvVCNbNuBfsFCS0NeODZuoo\nrEQIEETbRvp6V1mj1LinQ54Hc72rR0TRuHpq3SttzNihYltLoE8FzRQmifvuZsBqiI4djRxDm1kC\n3bQeCMGtNd+W7eBy5kpPVCdN1pltp4mMW/tecODWZEPbxl3qR+J9UHvN+pF7zQIb53rjtinCF9gC\nMzVCd/72rdSrinxRfKYkaqeqvihtSjnfEte7W7uQxrFThWS1YsZ0rLdYDz5NxjdiddnWFaRWU6aa\ntiygUq+SsrIF3Q42SlqzOtoy30rQNM2LIczPRGFbMWgWGSWzGlZ9VzlQKnGlVCGFKweMoG1kzTdE\nA6Z0e841s6qYpbEvA7C2Uy51MAvcjnbmXQQfy3332ZWh7S2GvRgTh1A8y7JO9UQhw4upqinCd6VM\nawUJHoFoF7ZN0gyzgNMAfHHrpgq9GOzg1GZEzqVuSwN1Pde8EP3FBGcu6Z9sPQyfWqI/k9eWCUGL\nEdAQWpn5cqSU7md+nXW6XtoyOgWZpNVUIGAGzc4UJJEy5ZuFWvcCy0xS6V0U35O3LaN104MaqYqP\nCZpdGweKBUwy7tBsT9sS7+0Xuj0P29Z6zsLTxtwGStInulK4Nrvtq0vedwHYLM0r+QaeFB/g6Rjq\npEY6cI7A5dWAhQZ2vThCXxD3b25uYprkD4EvLes717p6ImcQeoXo60pcd2AXEnz04wgZzO7N+tjc\n3MQkSTEMFMt3dd9212+P0YBFpv5JFvHa7+X7HsUari3MFp25VVVoN3hNMrDalApDIWjAbJ2Nd7DI\nOGzOBqxA2ha1E7hyqpBhFz2cJ4cbG8GQXDRgO3NJw6TriSQ2pVppy3+X2LKBzeBIAU0c52yo3eZE\nXZNwOeG6bgf6XpD1bFJgp45Asp+HApe5F1ypYXMTVMUU10wIqrmx7wKwOlVUvp20u9CAdcqsXQGC\nbsBth/qpt640YJeHpblSWNYoirzWrF7q3M0u1gmUOtOAEc9QJQXpqccCzHSWxP7IgZ1wrI0QtHjp\nzkJaGvgWIjABBDufQlNFOUcUNpC0ZWQKkklnuVgacc0i3g5SYCe24tBswKeN3UGfFMCKgQfHgHFr\npgXNLlE7Zz+W6WMZMJjPA2kjtdbGJYNBdD1n/uldHtPHDtzYnwHYFRJ4dCXuv5ypzbrBB4e7trZW\nj13slFG6TIFdjeCjS/ZHXLOamN09D47ArrYGrPodzVQEIU4XnLlv1VdFHGwFWRwbwOmQ1tbW+KDF\nJ61iV7dZ77PPDUwdzlzUakk28AjseJ0SzcQYQR/jzOWAkcHVgz4qvesIlMo+YBQzBNIONjPEBc3U\nAdZc4KvbgN84aN9TtIHxVsu25rVKHzCW6SOYZh2XZGDp76oHfXb6XNp0KBuofnvVtLsWpBLMODf2\nXQBWm03pQIS/PIgxcuHWnO+oKw2Yx3zrNLSUcGvZ1tMGdQIanzVbDtA+AepecIv762nLOhL3C/Ot\nU72b27b9Aof8XnDbINS29998APffcrDyd13EO01To2nsoBdhMv+VZnfmnOYlzh1jlmWYJgTurMT1\n7tAdl8HQNEkr0oxBrM2XYC9YXK3qa5qaWsB+LyqkIBLTx+lzCtwkE21LOV3ethaudt20AaMBS5le\nVXM7ZFmuidQ/V5+v7cwN1pLSamm2tZsSDw07mPPtx7JOSV2b2DboxZgm6bxJMB3QFIUIVNDMrlls\n2pZh8zjdHmeHHJdPbZbPWfUzlR2SNENm2a+CyzxnKbHxMmxr/TYOYg333cyAjaYJVgO6iQP5DZ1k\nGat5AYDRLA3GXfFJk01TrITiOgIaABjVxRXmm87F8m02Id3c3Kxl2+VBLu6XOvfnNvA/uQBQNnAH\nCSvDQFyPe2E0C5+vK7hVaYPQNZPuhc3NTYymKVZDbTDoOTv3j2vYYGXQ83wewnA/c8d7sfb+ayp/\n19mL0TTFinbqhm63lNKAzdMfMyI4U80cp2mGKIqMH3H9/qF25qKeKAMeemhz/ltj2kC3nT1fW1tW\nYQrmJh9PE+PkkTiKMJyznbQNpFRhiTuaJcZv2Eq/Z9qWCuwUrv2ZWtA8mlq4hg3oIKtgf5j1HM9S\nDHumjlXd7wDNgJkpqer32NzczG1r/TYuG3aQ2VDu0OyxZYN+HKEXRZjOT0PhmEnStlqQP5omWOnr\nto2NuVKHcedMFb+eOW5qrVnM2kC3A8uyZtn8t8aUK61oJAS16TBtW2U08zWr+sjl+XyVv3rXivDr\n/NBGUYSVQU/cnecPbbhjcO34d6cJVq8Q3NVBD7sC7t4sxaAXe0fvvrijSbht4yhyts2oE4zntpWd\n+W5N3F1nkBCOu+rAHU0T8kBp13DN13ZiPkMVWkinLdSzrZu13J2GB/nc0He7o2mKlaHpzEfMDzhg\nOgZOj0VtngxcW9AdlUcc2akR1YU7Q24DG3d1EBfrTGnLfFoaULZVuHZ6Usel9Tk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NZtPxMtUNKMbUu9D6Kx+GZoNK8qaqEB5ppSUW6ZcjKPxjZRZxnyiQxe/DRytTlgmhAkENeZegyy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\nQsZzBRIBdKQTJAiYyBfIF0LaUwlSiegaycYPm08nA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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x104683910>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"n_points = 128\n", | |
"mode1, iflaw1 = fmconst(n_points, fnorm=0.1)\n", | |
"mode2, iflaw2 = fmconst(n_points, fnorm=0.3)\n", | |
"signal = np.r_[mode1, mode2]\n", | |
"#plt.plot(np.real(signal))\n", | |
"\n", | |
"X = np.fft.fftshift(np.fft.fft(signal))\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"plt.subplot(211), plt.plot(np.real(signal)), plt.xlim(0, 256)\n", | |
"plt.subplot(212), plt.plot(np.linspace(-0.5, 0.5, 256), np.abs(X) ** 2)\n", | |
"plt.xlim(-0.5, 0.5)\n", | |
"plt.xlabel(\"Normalized Frequency\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# Time-Frequency representations of the Signal\n", | |
"\n", | |
"## Short-time Fourier Transform\n", | |
"\n", | |
"$$ X(\\tau, \\omega) = \\int_{-\\infty}^{\\infty}x(t)w(t-\\tau)e^{-j\\omega t}dt$$" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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NvBgTERERGbaBF2M2dQCJZlMHkGg2dQCJZlMHkGg2dQCJZntb08CLMREREZFhG3gx5lIH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\nAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10e5a9510>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from tftb.processing import ShortTimeFourierTransform\n", | |
"stft = ShortTimeFourierTransform(signal)\n", | |
"stft.run()\n", | |
"fig = plt.figure(figsize=(10, 8))\n", | |
"ax = fig.add_subplot(111)\n", | |
"stft.plot(ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# A counterexample" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(0, 256)" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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exq/8kS67N2Rv3zppQ4fVBpMpLD5yaQfX766z18EudPgwO1obQ7QKdg3SLtfa8rCmrg9p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iVmy/eR0qtt/VfhhJChhJwPId6Dmjurd/vDV783lGes7Aj374Q/fcF1gLHodngr5nIYWI3nQy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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10e5b38d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from tftb.generators import fmsin\n", | |
"sig, iflaw = fmsin(256, 0.1, 0.3, period=64)\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"plt.plot(np.real(sig))\n", | |
"plt.xlim(0, 256)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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QZLFfuXpLO7e0O/eRzy0/DtGXvFai83pJHthVe0ppmJPC/NPWS1gUb+ulbt1a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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10eb92e50>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"stft = ShortTimeFourierTransform(sig)\n", | |
"stft.run()\n", | |
"fig = plt.figure(figsize=(10, 8))\n", | |
"ax = fig.add_subplot(111)\n", | |
"stft.plot(ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# The Uncertainty Principle / Heisenberg-Gabor Inequality\n", | |
"\n", | |
"> The Uncertainty principle is a statement about two variables whose associated operators do not commute\n", | |
"\n", | |
"\\- Leon Cohen\n", | |
"\n", | |
"For any two quantities $a$ and $b$, and two linear operations $f_{a}$ and $f_{b}$, the uncertainty principle can be expressed as:\n", | |
"\n", | |
"$$ \\Delta a \\times \\Delta b \\geq \\left\\|\\langle f_{a}, f_{b}\\rangle \\right\\| $$\n", | |
"\n", | |
"where $\\Delta$ denotes the standard deviation.\n", | |
"\n", | |
"If $T$ and $B$ are standard deviations of the time characteristics and the bandwidth respectively of a signal $s(t)$, then\n", | |
"\n", | |
"$$ TB≥1 $$" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# An Example" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "fragment" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.text.Text at 0x10f2ae710>" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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pd7QSJUqUKFGiRInmCaWJVqLWlM4njA6lthodSm01OpTaarQondFKlChRokSJEiWaJ5Qm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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10e5a9b90>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f1, f2 = 500, 1000\n", | |
"t1, t2 = 0.192, 0.196\n", | |
"f_sample = 8000\n", | |
"n_points = 2048\n", | |
"ts = np.arange(n_points, dtype=float) / f_sample\n", | |
"signal = np.sin(2 * np.pi * f1 * ts) + np.sin(2 * np.pi * f2 * ts)\n", | |
"signal[int(t1 * f_sample) - 1] += 3\n", | |
"signal[int(t2 * f_sample) - 1] += 3\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"plt.plot(ts, signal)\n", | |
"plt.xlim([0, 0.26])\n", | |
"plt.title(\"Signal with two events in time and frequency\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/Users/jaidevd/anaconda/lib/python2.7/site-packages/numpy/core/numeric.py:190: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", | |
" a = empty(shape, dtype, order)\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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U+LII/ybCoB6BvUJ2t/ABEb4mlkNUCPeL8CMRHTgOCneKcKsIY0QbaGKL8FkR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\nBZKiKIqiKEoEXSApiqIoiqJE+F9S9JyHpX0FGAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10f1b14d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f1, f2 = 500, 1000\n", | |
"t1, t2 = 0.192, 0.196\n", | |
"f_sample = 8000\n", | |
"n_points = 2048\n", | |
"ts = np.arange(n_points, dtype=float) / f_sample\n", | |
"signal = np.sin(2 * np.pi * f1 * ts) + np.sin(2 * np.pi * f2 * ts)\n", | |
"signal[int(t1 * f_sample) - 1] += 3\n", | |
"signal[int(t2 * f_sample) - 1] += 3\n", | |
"\n", | |
"wlengths = [2, 4, 8, 16]\n", | |
"nf = [(w * 0.001 * f_sample) + 1 for w in wlengths]\n", | |
"fig = plt.figure(figsize=(10, 8))\n", | |
"extent = [0, ts.max(), 0, 2000]\n", | |
"for i, wlen in enumerate(wlengths):\n", | |
" window = np.ones((nf[i],), dtype=float)\n", | |
" stft = ShortTimeFourierTransform(signal, fwindow=window)\n", | |
" stft.run()\n", | |
" ax = fig.add_subplot(4, 1, i + 1)\n", | |
" stft.plot(ax=ax, default_annotation=False, show=False,\n", | |
" extent=extent)\n", | |
" ax.set_yticklabels([])\n", | |
" if i != 3:\n", | |
" ax.set_xticklabels([])\n", | |
" ax.set_title(\"window duration = {} ms\".format(wlen))\n", | |
"plt.subplots_adjust(hspace=0.5)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# Instantaneous Frequency\n", | |
"\n", | |
"## A somewhat controversial definition\n", | |
"\n", | |
"For a signal $x(t)$, define the _analytic_ function\n", | |
"\n", | |
"$$ x_{a}(t) = x(t) + j\\widehat{x(t)} $$\n", | |
"\n", | |
"Then the instantaneous frequency $\\nu_{inst}$ can be defined as:\n", | |
"\n", | |
"$$ \\nu(i) = \\frac{1}{2\\pi}\\frac{d}{dt}arctan[x_{a}(t)] $$" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# How estimating $\\nu_{inst}$ can be misleading" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "subslide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x123466390>,\n", | |
" <matplotlib.lines.Line2D at 0x123466550>,\n", | |
" <matplotlib.lines.Line2D at 0x123466c10>]" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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DRlGh/PZbmJs2ha91a2QNGgQo7jlyQxLhPlFERDlltcK1ahWUGRkwt2kDuFxS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\nAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10ebba250>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"x = np.linspace(0, 2 * np.pi, 1000)\n", | |
"s1 = np.sin(x)\n", | |
"s2 = np.sin(x) - 1\n", | |
"s3 = np.sin(x) + 2\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"plt.plot(x, s1, 'b', x, s2, 'g', x, s3, 'r')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "subslide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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3omG3yx0V/cVqRfTrr8PYvz9sJhOKfvmFBVeEkOrWRck338AyaRJiX3gBsQ8/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\nj44t0f1d7+x8hxM5J3i+9fN6hyKKKD8fhg2L5bHH8rn+eq/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9XUIIIYQQxSA9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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1232a17d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from scipy.signal import hilbert\n", | |
"hs1 = hilbert(s1)\n", | |
"hs2 = hilbert(s2)\n", | |
"hs3 = hilbert(s3)\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"plt.plot(np.real(hs1), np.imag(hs1), 'b')\n", | |
"plt.plot(np.real(hs2), np.imag(hs2), 'g')\n", | |
"plt.plot(np.real(hs3), np.imag(hs3), 'r')\n", | |
"plt.title(\"Hilbert Transform\")\n", | |
"plt.axes().set_aspect('equal', 'datalim')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "subslide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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AS3OWUsNMReo66lDVVoXZybMRFhiGi9IvwqbyTXKHRdz0ffn3uGzMZWCM4aYJN2F10Wr0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\ny9y5UFNTkXzHHYCimN0iwwlr1yL5xhvR/PzztkrKAEAZOhRN//kPkn7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ALyszuyknEJct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\nAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10f136ed0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from scipy import angle, unwrap\n", | |
"from math import pi\n", | |
"x = np.linspace(-5 * pi, 5 * pi, 10000)\n", | |
"s1 = np.sin(x)\n", | |
"s2 = np.sin(x) - 0.5\n", | |
"s3 = np.sin(x) + 2\n", | |
"hs1 = hilbert(s1)\n", | |
"hs2 = hilbert(s2)\n", | |
"hs3 = hilbert(s3)\n", | |
"omega_s1 = unwrap(angle(hs1)) # unwrapped instantaneous phase\n", | |
"omega_s2 = unwrap(angle(hs2))\n", | |
"omega_s3 = unwrap(angle(hs3))\n", | |
"f_inst_s1 = np.diff(omega_s1) # instantaneous frequency\n", | |
"f_inst_s2 = np.diff(omega_s2)\n", | |
"f_inst_s3 = np.diff(omega_s3)\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"plt.plot(x[1:], f_inst_s1, \"b\")\n", | |
"plt.plot(x[1:], f_inst_s2, \"g\")\n", | |
"plt.plot(x[1:], f_inst_s3, \"r\")\n", | |
"plt.xlim(-5 * np.pi, 5 * np.pi)\n", | |
"plt.title(\"Instantaneous Frequency\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# Therefore, Intrinsic Mode Functions (IMF)\n", | |
"\n", | |
"A function is called an intrinsic mode function when:\n", | |
"\n", | |
"1. The number of its extrema and zero-crossings differ at most by unity.\n", | |
"2. The mean of the local envelopes defined by it’s local maxima and that defined by its local minima should be zero at all times.\n", | |
"\n", | |
"# Empirical Mode Decomposition\n", | |
"\n", | |
"1. Find all local extrema in the signal.\n", | |
"2. Join all the local maxima with a cubic spline, creating an upper envelope. Repeat for local minima and create a lower envelope.\n", | |
"3. Calculate the mean of the envelopes.\n", | |
"4. Subtract mean from original signals.\n", | |
"5. Repeat steps 1-4 until result is an IMF.\n", | |
"6. Subtract this IMF from the original signal.\n", | |
"7. Repeat steps 1-6 till there are no more IMFs left in the signal.\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"slideshow": { | |
"slide_type": "slide" | |
} | |
}, | |
"source": [ | |
"# EMD Example" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "subslide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x123c07710>]" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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n936TzsWpcsWDzporDpWrmPO0THodduyOX6HGz53dhaoe7HDj5+itvE1V9wMl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\ngg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x123491190>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"n_points = 1000\n", | |
"f1, f2 = 5, 10\n", | |
"time_samples = np.linspace(0, 1, n_points)\n", | |
"mode1 = np.sin(2 * np.pi * f1 * time_samples)\n", | |
"mode2 = np.sin(2 * np.pi * f2 * time_samples)\n", | |
"trend = time_samples\n", | |
"\n", | |
"signal = mode1 + mode2 + trend\n", | |
"plt.figure(figsize=(10, 8))\n", | |
"plt.plot(time_samples, signal)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": false, | |
"slideshow": { | |
"slide_type": "subslide" | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x123897dd0>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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Hc1gYpYrsoNm8GYbkZKvHmrNfURGHsDB5LyVt2wrQ6xlFINVqVC1ZAlnbF4k6\nJDtX6enp/0tPT9+dnp7+Q3p6egzLRREEwR6urAza5ctR++yzNs85e1aFW26xrZkTFCSmIrKybj6U\nzV26gKuuhmbLFqbr9UU0W7ZAn5rq1GYBZ3cKWuja1X7dlWHiRGjXrHF6bF+BKymB+pdfYBgxwulr\ni4p4tG8v74WE44DOndmlBgl2SLZIRkbGkxkZGaMAvAbAeo6B8Aqo5spzqW87vy++gCE5GUJkpM3z\nz55tPi0IAH37GnHqVL2IB8dBN2sW/D77TPZ6fR3dE0+g5tVX63525Lvn7E5BC1272pdjMIwaBT47\nG3xurtPj+wKqs2ehHzsWaNXK6vHm7FdUxKFDB/npdFZaVwRbWFjkBgAdg3EIglCQ2pkzUTN/vs3j\nJSUcamqAiIjmb/i9eplx/nzDdJI+LQ2qs2ed3jFFNILnnVbJvnpVWmF0167m5tOCAKDVwpCSAg1p\nIFnFOHw4qj/6yOnrBAEoLubRoYP8VHqnTmZcvUrOlbvBwiKPAfgfg3EIN4VqrjyXBrYLCoLQvr3N\ncy9c4NGjhxmcnZ3dPXuamjhX8POD7sEH4ff55zJWSzTGke+eVDHK6GiTQ0Ki+tRUqH/+2enxCdv2\nq6oSU3rOyGfYIjxcQEEBOVfuhiyLpKenjwVwPiMjI4vRegiCaCF++02F2NjmU4KAxblqeuvQPfQQ\neNpZ5lJMJjG91LGj8+klyzZ+exs9jQkJqKLWKExhUW9lQYxcMdC6siAICHj2WaC6mt2YPohkNcD0\n9PQ7ANyVkZHxN0fO379/f50Xb8lD08+e8fMnn3yC2267zenrE375BRWfrAauFKCibSdEvDgN+unT\nsf/QIbf6/bz55/o1H/bOz8lJREyM2e74eXn7cPXqvaiqEt+86x+v+vxzt/r9Pf1ne/YTBUT1+Okn\nafdXPz8BmzcfRkiI3vb5Bw64zb+Hp/1sy35ZWW3QoUM8k/muXz+L06cjAfixWf+BAxhy6hT8f/gB\nhuRkt/r3dOXPAQEBkAMnSNSnSU9PvwggF4AZwKmMjIznbJ27c+dOoX///tJW6CD+b7wB+PtDN2MG\nhNBQRefyNfbvv3njdoa8Dzbg5YVdMeeD9vh/83LwVpt30d7/Bm5kZtJ2XxfhjO0eeSQQKSl6TJpk\nsHvu8OHBWLSoGn372o90EfZRHTsGc+fOEBqpstuz34kTKjz3XAD27Lkhad4RI4KxcCHZUSls2S8z\nU4Ply7UlUtZhAAAgAElEQVRYsaJK9hxHjqjw4osB2LFD2t+ANfwWL4bq1ClJ9WTewvHjx5GQkCA5\nJKiWemFGRkY3qdcqgXHkSGhXrkRIfDwqly+H6Y47WnpJXoMUxwoA5h6ZjMRXDLg9VY9CbRTueWM0\n9r+7nxwrFzIsLg6a776DYcIEu+fm5PDo1s2xVEXPnmJROz2U2RDw0kuomTsXxkbOlb3vnlhvJX3H\nmWWnGdnROfhz58Dn5sI4enSz59myX1ERh/bt2QjvdupkZl5zpU9JQcj//R9gNFIPUYl4TRWccfhw\nVC9ahOoPPkDQlCngz55t6SX5NFevcjh4UI30dFHtd/RoAyqreBwVyOl1JdrvvnOo270gABcvqhx2\nrrp3N+HXX73m9tGicEVF4M+fh3HoUKevldufLjKSncK3L+H3zTdQHzsm+fqiIjY7BQEgLExAUREH\nE0P/WIiMhDkyEuo/SjgI5/G6b5VhzBjUvPYagh59lAryGFG/bsBRtmzRIDHRWLcbhuOAiRP12LhR\nw3h1RHPoFi+GfupUu+cVFXHQagW0bu3Y23S3bg5s4yccQrN9O4wjRwJ+fk2O2fvuyW2h4oxzxV2/\nDg0JigKCILa8saHKXh9b9isuZqNxBQAaDdCmjYBr1xgWtQMwJCdDk5nJdExfwiOdK66kRAxX2kA/\neTJqXnnF6V5PhHT8PvgA6j176n7esUODpKSGPaoSEgzYtYucK1fBZ2UhoKgIhoQEu+devMgjJsbx\nh3RMjAk5ObZvH34ffAD1zp0Oj+fLaLZsEXvTSUCqxpUFZwQoBZ5H4Jw5wA12tT2eCH/+PDidDqa4\nOMljsIxcAcpoXelmzEDNiy8yHdOX8EjnKmDOHGhXrLB9AsfBMHas1TdBwnns1X2oTp+G/8cfw9Sz\nJwAxxXTokBrx8Q0d4DvuEHV16r9hqQ8eBFdezn7RBPxWrACmT3eoZiI3V4XoaMdv9t26mXHxou1t\n/ELr1vBbtszh8XyW2lpo9uyB4Z57rB5WuubKqbRgSAiM8fHQbNsmeT5vQLt5M/TJybArCAfX1FwB\nQHg4+7oroXVrIDiY6Zi+hMc5V/zly1AfPOhU13hCQQQBAX//O2pefrmuGfCFCzyCgoQmSt8aDTB8\nuBE//HAzeqXNyID/22+7dMk+gdEI7apV0E2Z4tDpubnOtVBp00YAxwFlZdYfMIbx46H54QegosLh\nMX0RTqdDzT//2ay4a3PIrbmKiBCcqrnSp6ZCu3Gj5Pm8Ac2mTTDce6+sMdhHrgS2WleEbDzOufJb\nuhT6KVPYSNsSDtFc3Ydm61ZwFRXQT5tW99mhQ2oMHmw9bTt8uBEHDtyMpNT885/QrlkD/sIFdgsm\nAABVn32GvQ6Kejrb/JfjgJgYMXplDSE0FIbhw6Glmo1mEUJDoXvsMZvH7dVcSVVntxAebkZxMQeD\nffUNAIAhKQnq3bsBne92PKuZO9fhzQeuqLkClIlcEfLwLGsYjdCuXAndww+39EoIADCZ0Opf/0LN\nP/7RoL7tp5+apgQt9OtnxIkTN88V2raF7skn4f/uu4ov16dQq2F0QkIjL8/55r8xMc0XtevHj4f2\n+++dGpNwHINBjBzKeUhrNECHDoLD9TpChw4w9+oFtYRNLt6C8Z57xH84qdcbgfJyDm3bsnOulJBj\nIOThUdZQ798Pc0QEzLGxTl2nWb0aqKxUaFXej626Aa6oCIYRI2AYM6bB5ydOqNG/v/V9wbfeakJ2\ntgo1NTc/q505E5o9e8BnURcl1jiqUeZsWhAAunUz2YxcAeLOXdXPP9OuXRk0Z79r10THSu6+nYgI\n5+QYql99Febu3eVN6iNYs19JCYc2beTbrT6KOleVleCuXFFmbC/Go5wrwd8ftbNnO32ddu1aaL/7\nToEV+TZCeDhqFixoUNip14tilD16WHeu/P1FjaTTp+vdWYKDUfv00/BftEjpJRNWEAQgP59Hly7O\nCeVER5ubb/wbHIzyU6cAmW0kCOvITQlaEHsMOl6vY4qPhzkqSva8vkpxMc+0mB2w1Fwp8zjXrl6N\nVq+9psjY3oxHOVem+HgYUlOdvk738MPw++IL2O1QSljFGZ2r7GyxdqdVK9vn9Otnws8/N9zBpnv8\ncVS/847UJRI2cMR2169z4DggJMS5sbt0MSM3184txN/fuUGJBjRnv6tXeYSFyXeuIiLMyM0l2Rol\nsGa/oiKOaTE7YKm5Uqag3TB6NDQ7dzYrf0Q0xaOcK6kY774bXFkZVCdPtvRSvJ5z51To1av5CMjt\ntzesuwIgRjdok4J8amrAlZU5dYmUeisAiIpywLkirMIVFiIoNVXWC9+1axw6dpT/whgRodyD2atg\nVMRfUsKhXTu2L/rt2gmoruYalFuwQujcWVRrP3KE/eBejG/cGXke+vvvh5bUhSXhTG/Bc+dU6NOn\neeeqTx8TsrLoTVkJtBs2IODpp+t+dsR2ubnOpwQBy0OZpxdaCWi2bYPQoYNdraTm7MdqOz/tNHMA\ngwGhcXFOv7hYr7ni0a4d28gVxwFhYeyFRC0YRo+GZutWRcb2VnzmG6WfMEHcuWRm+0ftkzSzb/vs\nWRV6927+Qd2zpwm//qoiUyiA5rvvYBg/3qlrrlzh0bmz82/SWi3Qvj3p60hBs2WLbK0kVtv5ZRVD\ns2xo58aoDxyAOSoKQps2sscqLRUL2lmjZN2VYcwYcq6cxGecK3Pv3qj65BOqu5JAg7qB6mqE9utn\nUxwyK8t+WjAkBGjdWqCUEmsqKqA5eBD6ers3Ham5unqVk9xCJTLSsXodzdat4K5flzSH11FTA82+\nfTAkJto9tTn7FRXxaN9e/htK587SnKtWr7wCrY+o8Gs2b3aol2BjrNmvtJR9WhAQneQrV5R50TH1\n6wfjoEE+rW/mLB7xdOO274L2/Q9kj2McPpz6DcpE+/33MN52m9XqZ71ejIJ07Wr/ht+rl+3UoGbz\nZqhOn5a9Vl9Ds307DEOHOl2ZLqcw2qGidgDar7+GZvNmSXN4G+p9+2CMi5MdBWEVuerYUUBxMed0\nEMo4YAC0vmBTQYA2MxN6mZFGC6WlPNq2ZR+2VzS9y/Oo/u9/qaWcE7i9c3X0qArfPrQPCz/U4sIF\nt1+uV1K/bsDviy+gtyHimpsrNpHVau2P2bOnCVlZ1u3JX7gAv08+kbJUn0a7YYPYU7MejtRcyWn+\nGxVlcsi5MqSkQLNpk6Q5vA314cNNtOFsYa/mikXkSqsVI8lFRc5FPQx33w31Tz95fSNn1alTEPz9\nYf6jd6oz2NK5YikgaqFTJzMKC+kZ6S64tSX0euCJJwJxf9gPiJo+BLNmBVJWrwVRnT4NvrDQZjoj\nJ4dHTIxjN/tevUw4f9565Eo/ZYr4IKa+dE5hDg+HISnJ6evE/nTSvliORq4Mo0dDs3cvCYoCqH3l\nFehmzZI9DssWKpKiHiEhMA4cCM3u3UzW4K7weXliyzUHGjU7QlmZMs5VeLhyNVeE87i1Jdav16BX\npzK0Lc7GmJdvQW0tsHu32v6FBFMsdQPalSuhmzzZZmo1J0flsHPVo4dY1G4NoUMHGO+6C36rVklb\nsI9Ss2ABhHbtGnzmSM1VYaH0tGBkpBmXL9u/jQht2sB4xx3Q7NolaR6vQ+3YfcyW/YxGoKKCXWG0\n1KJ2Q3IyNFu2MFmDu2JISUHt889Lutaa/cTdgko4V2baXOJGuLVz9fXXfvjLnYdgvO028P5aPPaY\nDsuXy8/5UmGtRMxm6CdNsnn44kUeMTGOFW7Extpu+gsAuqlTof32W6eXSDiHXi8+pKUqRnfp4njr\nFEoNsoN1CxVxp5nzD2b9mDHg8/PZLMJHKCvj0KaNMjVXFLlyH9zWEtevczh2TI0hmqMw9esHAEhJ\nMWD3brXDHdytIggIGT4cfHY2m4X6AJa6gZo332y27iAnh0e3bo7dNNq1E2A2iztnrGEcNQr85cvg\nL150fsFEHfZqrq5dEx0rXuKdwOJcOZKu16emSuqw4MvYsh/rFipSi6GFyEhUrlvHbB3eRmP71dSI\n6hVK6CWHh7ug5qq2FgFPPUWSRg7gts7V7t1qDBlihPmJR+r6CXbsKCAmxowjR2SkBjkOhnvuoZ1L\nCiCmBR2LXHEc0K1bM9ErtRo3Nm6kHmYKU1AgvZgdEB8SgYGOFUMLYWGStrMTTRHV2dk94BRt/EvU\nUVoq1lsxKt9qQHCw6PMour/A3x/qY8eo24kDuO236aef1Bg61ACEhIhKxn+QkGDA9u0aWWMbRo+m\n2g8ncKRux2wGLl/mER3t+A0/JsaMnBzbeQ1z9+4O16YQ1rFnOxbNfx0tavd1VCdPgs/JceoaW/Zj\nHbki50oZGtuvtJRXJCUIiC+srkgNGkaPhmbbNkXn8Abc9tt05IgagwY17auRmGiQXdRuGDoU6mPH\ngKoqWeMQN7l2jUNIiICAAMev6dbNhN9+c9s/Qc/AbEbgI49I3oUnFrPLe0hHRJiRn092tIf/229D\ndfw4k7GKijgmMgwWOnUSyLlqhPqHH6DeuZPpmEoJiFpwiXM1Zgw5Vw7glt+m6mpR6btv36Yppttv\nNyE7WyVvR3dwMIxxcVAfPChjEN/BEa0kKc1/u3UzIyfHLf8EPQbV0aNQnT8PW16tPduJMgzyHtJS\nFb59iupqaA4ehNEBVfb62K65YifDAIiRK9pp1hC/JUvAFxfLGqOx/SwbEZTCFXIMxsGDwV+8CK6w\nUNF5PB23vCOeOKFG794mtGrV9Jifn6iRdOqUvG0y+gkTwJGOkn2qqsTIiJ0Cxrw8HhERzj2kY2JM\nuHiRFPPloNm2DXoJ2lYWWKQFxbYbTt5KfEywTrNnD4z9+kEIDWUyHisBUQtt2wqoruZQUyPteq68\nHH5LljBbT4tTVQXN3r0Oi706SlmZMjIMFsSNCQo7yRoNjHfdBc2OHcrO4+G4pXN19KgKAwYYbTYI\n7t/fiOPH5aUG9Y8+CsPEibLG8AU0O3ei/NIl2NtOJiVyFRNjxqVL9v8EuaIicAUFTo3tK2i2boVh\n9Gibx11RcyWmlBy/ofNnzyKokZK8t6PZskXSg9p2zRXbyJXceh3B3x/+b7wB7to1ZmtqSTS7d8N4\nxx0QWreWNU5j+4nq7MrttHPJjkEA1W+/DT09P5vFLZ2rc+dUuOUWE0IGDgSfm9vkeP/+JtnOFeEY\n2g0bUDBkiN3z8vOdj1x16CCgqoqzW/rm9+WX8P/wQ6fG9gW4vDzwBQUwDRwoeQw56uwWnE0Lmnv0\ngOrcOXBXrsia12Mwm6HZtk2Ser4tWEeuAJl1V35+MN59t9cIimo2bYIhJYX5uJbdgkrhKq0rITwc\n8PdXfB5Pxm2dq1ujysAXF8McEdHkeL9+Rhw7RukkxdHpoN6+HVHPPWf31Px85yNXPC8qfNvbaaZP\nS4N2wwbSVmmEZscOsRVRM0qS9mqu5KizW3A6LahWw5iQ4DtFsXo9ap9/HuZu3Zy+1FU1V4D8lJI+\nOdk7JG4MBjHdzqBRc2P7Ke9cSRODJdjjds6VyQRcuKBCH5yFqUcPq+moP/3JjGvXeG/vF9riqPfs\ngemWWyCEhdk9V0paEHBsG7+5Z08IwcFQHTvm9PjejH7aNNS89Zb062Wqs1uwbON3poxKn5QEzdat\nsub1GPz9oZsxg+mQohQD68iVvI0JxnvugebAAaCykuGqWgCeR2VGBgQrL/ZyKS3lFU8Lkkq7e+B2\nVrh0iUe7dmYE/34Opt69rZ6jUgHdu9tu/EuwQbtlCwypqQ7pXCnpXAF/RK/Wr3d6fK9GrYbQtm2z\npzRnO3E7v3R1dguBgYCfn4CyMsffmI0JCeKDmBo5N4s1+1VViUHcoCC2c8l1roTQULF/pKc3clap\nYLrjDiZDNdW5UjZyFRYmOlc+tl/ELXE75yorS4Xevc1QnTsHU69eNs/r3duErCz5zpX2m2/AX74s\nexxvpHrBAugefNDueTU1wI0b0tIUUVFm5Obat6N+3Dho1q/3uV1mSsIy+tG5s3P1OkLr1jAMGybK\nSBBOUVamzAOahZBozWuvwdi/P6MVeR9K61wFB4vBh4oK16QGudJScOXlLpnL03BL56pXLxP4a9ds\nRq4AUY7h3Dn5zpV6/37mQnFeg1YLBATYrdspKBB3nEmJgDgauTL37g19ejpFOpykOdtZIlcsEOuu\nnLuhV339dV3fUMI61uxXUiJG91nDQkjUFBenSDrNU2lac6VsWhBwrWZZq9deg3bFCpfM5Wm4nXN1\n4QKP7t1NqFq6FMaEBJvn9eplZhK5Mg4dCo0DaS/CNlevSlf57tLFhMuXHfgz5DjUvvyyMh1PfZTi\nYh4dOrC50UvSulKiwZoPoFRqSdzGTzZRCp1O/C84WNl5LKlBV0CtcGzjds5VTo4K3br9ccNv5ubL\nKi1oHDoU6gMHKN3UDPa1kqSrfHfpYkZentv9Gbo1XHGxw7pfjtRcsYBU2q1QWYngUaMAY9M2Xo5i\nzX6lpcqofIeFiRpJvnwrZK3TVd9+Frsp/U7hyqJ2w8iRYis52l3WBLe7G166xKNr16ZtbxoTGWlG\nRQUHuSLr5qgoCFot+OxseQP5MIWF0oUow8MFlJZyqK1lvCgvxm/ZMia6XyxrriRFrrwczQ8/iCKU\njJuPl5YqkxYMCnJtvY67wf/6K0ISEhR70VaqVq4xLpVjCAqCccAAaH74wTXzeRBudTe8cQOorHRM\n1JDnxfYpv/0mM3rFcTejVwQAgM/KAldWVvez/f500tOCKpUY9aDGv46j2brVYbXv5mxXXMwuchUR\nQZGrxmi2bJEtHGrNfkpFrgBLUTuDB7MgwNPemLSbNonaVgxDS/XtV1KifL0VYNErc9130TB6tO/I\nqjiBW90Nf/9dhagoxwuju3Uz4+JF+b+CbtYsGAcPlj2OtxDwwgtQHz7s8PmFhfKa/0ZFmR2ruyLA\nFRWB//VXGO+8U/ZYYs0Vq4J2QXLkSrN+vde0TanDbIZm+3amquwWlNzOzyql5P/mm/D/6CMGK3Id\nmvXrYVCwLZPSMgwWXK11ZUhKgtChg8vm8xTc6omWk8MjJsYE/tIlUeHQDrGxbBr/muLiYG5mZ6Iv\nwZWXQ33iBAzDh9d9Zq/mSq7KtyMq7XUIAoL+/GdwJSWS5/NkNDt2wDhypLiT0wGas50YuWIlxSA9\n4qHdsAGazEwm63AXVMeOQWjXDuboaFnjWK+5Uq75L6sHs3HECI9Sa+cvXgRfUADj0KFMx21cc+UK\n56pTJ8El/QUtmLt2Rc38+S6bz1NwK+dKrLcyI2jSJPA5OXbPZxW5Im6i3rkThjvvBAICHL5GbvNf\nR+UYAAAcB8HPz2d3qDiTErRHURG7Fipt2gioreUkKWXox4zxOnuqjx1j0j7FGmJaUJn0Uni4wGTH\noHHIEPA5OR7TcF27bh30qanNtpKSi1K1co0Rdwv6Zt2cO+FWnsmlSyrERunA5+XB3LWr3fNjYxnU\nXBEN0Gzb1uThbb/mSl7z38hI54qhDffe61FvxSwxde8u9hN0EFu2EwQxLcjqZs9x0ms9jImJohxK\nTQ2TtbgDuiefRO1LL8kex1bNlVKRq7AwRvU6Gg0MiYke08hZ0Gqhv/9+5uPWt19pKYfWrZWPXJFK\nu3vgVs7V77/z6N3qIsydOgF+fnbPp8gVY0wmsRnwPfc4fElNDVBTI6/A1tmdZobRo6HZs8fjCmZZ\nUPvyyxA6dpQ9TmWl+JLOUjZMqhyD0Lo1jH37QrN3L7vFuAMKRUE8oeYKEF+CtJs2MRlLaXRPPw3T\noEGKznH9unIbEepjaUd1/TpFr1oSt/JM8vJ4xBizHe4e36GDAL2eoz8iRnCVldDNnAkhMrLB583V\n7Vy7xqNjR7OsDTadOzvnXAnt2sF4661Q79snfVIfwZbtlGn8K72o3TBmjMdEOVyJNfuVlfGKpQU7\ndRLYOVcJCYDJJP7no9S33/XrrolcAWJ6l8muT0IybuNcCQKQn88j/EY2TLGxDl3DcaIcA6voVVBq\nKrirV5mM5YkIoaGofeEFp64pKJCXEgSkRTwMSUli9IqQBEsBUQtyitr148dDf999TNfjjSit8i1G\nrhg9lIODUfn994rWMXkSrnSuxBY4rn288+fPw////s+lc7ozbuNclZdz4HnAP4B3qt+Y2PiX0a8R\nEOCUBIGv0FzNlRwBUQuWB4UzgrC6mTNR869/yZrXF7BlO5atbyzI0dcRIiLEXZBEA5r2phNTgkqp\nfJNKO1vq2+/6dd4lzlVVVRW02iM4cuQkyl3YVFlo2xZ+ixY5tNPfF3Ab5yovj0dkpBm6mTOhnzLF\n4euc2mlmB+PgwVD/9BOTsXwFuTIMgBiBdFrh288PkjpFEwDYCohaaIm3ZXdDdfo0+LNnFRtfbPyr\n3AM6IIDqdZRCjFwpv1vw3LlzOHHiaXz55dN45plnFJ/PgtChA8x/+hPUhw65bE53xm3uhPn5PCIi\nnP/DYxm5IufKOs3VXF29yklWZ6+Ps3VXvkarefMckidpTHM1V+4UufIW/BYuZPpwaWw/MXKl7APa\nl+p1Ap58UlEB25aouRowYADmzDmAtLSf8P/+3/9TfL76GMaMIbX2P3CbO6ElcuUsLNW9jf36QZWV\nBUliPT4Ki7QgQI1/m4MrL4ffihUwh4UxG7OoiP12frEY2jceylYxGBRTZbegZOsbC74SgVSdPg31\njz9CaN9e8bl0OsBgYLs7FwB2796NA1ZatzX3olOioACzYfRoaLZvV2x8T8JtvkH5+ZzkyNXly4wK\nJgMCYOrVC6pTp9iM5ykIAgIffBCoqrJ6uLmaK7GvoHznihr/2ka9axeMQ4Y4JexqofmaK7YPaWb1\nOmblUydKoP7xR5hjYiB07sxsTGs1V0ppXFlQon1Kq9deA3f9OtMx5aL99lvo09MVLS+w2M8StWJd\nK6fRaMBZGdSWDbOysvDII49AUKiozhQXB66yEvzFi4qM70m4zdMsP19a5MpSc8Xqb+XG2rUwxcez\nGcxDUJ05A9XZs5Jeq4qKOHTsyCYtKCVyxV25omiNizug2bYNekaq7BaKiznmatH+/kBgoIDSUulP\nEPXBgwhyoubSndBkZsKgkCq7BbHmSlnnMyyMffsU/rff3KvFkdEI7Zo1onPlApRKCQ4bNgx3Wukz\naiuK3KtXL3z33XdWHTImcBxubNoEc1SUMuN7EG7jXOXl8ejOZztdVxIaKoDnGRZgBgWxGceDUO/a\nBcOoUTaPN9+fjk3tjqiR5LwN1T/+iFbevGvQIuw6erSky23ZrqREmQhIeLg8nSRjXBzUP/7o3NZR\nd0AQoNmyBfrkZKbDWqu5UjotyFSO4Q/048ZBu3Yt0zHloN6zB+aICJi7d1d0Hov9yspcJ8MAiFHk\na9esBx3UarWic5tjYgCF5/AE3Ma5Kijg0efgMmi/+87pa1nWXfkimt27Ybz7bqevE1uosHlIS41c\nGRMToTl40Gvr5FTHjsEcFtZE2FUuSvU569RJutYVACAoCMbBg6HZtYvdolyB0Yja2bMVbwDvqrQg\n6/pHw+jRUB865DapQc327S6LWgFAeTkbGQadTgeDwWD3PH9/ICBAXhSZkIdbeCSCIBZGh5T9Limc\nSM6VDKqroT56FIZmusHbqtspL+cQECA40qnILlJ3CwqhoTD26+e1gqKmgQNRuWaN5Ott2a6sTJkI\nCIsHs/7eez1PrV2jgf7hh8G6qKZpzZWyUgyAMjVXCA6GYdQoaNatYzuuRGreegu6hx9WfJ6GNVfy\nX2YWLFiAf//73w6d60gU+ddff0VeXp7sdRFNcQuP5MYNUcTX78plmLp0cfr6Ll3IuZKK+uBBGOPi\ngJAQp68tKuKYFUW3ayfgxg1OUrtAw+jR3rv9l+MgMNwlCIhBPrNZUn28XVjsNDOMGSPuODIaGa3K\neygpUV6KQaldn/rJk6HNyGA+riR4HtBqXTYdi5qro0eP4ptvvsGMGTMcOl980WnejmvXrsX8+fNl\nrYuwjlt4JJYdZ3xuruTIFTOVdgAwGsH5iDdvHDUKVV980ew5zfenY+Nc8bz0N2ZDUhI027Z57C4z\nJbFmOyVVvuXWXAGiWrvp9tsl6Xp5G43tV1amXNNmC83V68jBkJiIqiVL2A7q5ljsx8K5ysrKwoIF\nC9DRwcbtjrzoPPPMMzh8+DB+UkDfkbtyxafvyW7hXBUW8ujSvgrc9esQwsOdvp6lSjsAqM6fR/CE\nCczGc2tUKggOflkbI/anY/flkdr41xwbi9qZMyEp7OWDlJUpt+OMVTF05Zo1ihcbeyIWx1hJFKvX\n0WggdOrEdkwPgUVB+7Rp03CfE/03HXlZDQgIwIcffogQCZkLewSPHw/VyZPMx/UU3MS54hDd7gb0\n998vSXOEdc2VqVcvcNeugVNQbM2TsFW3U1LCtoWKnMa/utmzlclzeTjWbKfkA1qReh13R8FGfPXt\nZzQClZUcQkOV33XGIgJJ3LRfeblrdwsCog0LC+3fT0eNGoXeCmzEMNxzj5hR8FHc4ttz9SqPVlHt\nUP3hh5Kuj4hgLECpUsHUvz/UR46wG9MLKSriGUeuzMjPd4s/yZanpkYxIT4lt/P7nHNVUYGQ+HiX\n1IdZoh+uaKnpSL2Ox6HXi42FW6Artata39QnLKxlv4u+rtbuFndBuS1U2rYVUF3NMd2Nbxw0CKrD\nh9kN6MHYrrliV9AOUAuc+mh270bA88/LHsd6zZVyO87CwgQUF3M+U4uu3boVpm7dFNP1qW8/sZjd\nNQ/oTp3MzIVEWxpNZqYYSVFKQNMKN2uupEkxlJWVoVZiuUNL9/o0xseDz85WtHejO+MW357CQnnN\nfznOoq/D7tcxDhzo3ZErkwl8bq6sIYqL2WolUfPmm2i2bIGBsSq7BVErSZmaK7VafNkpKvKyqIcN\nNOvWwTBunEvmEmvlXONcKR31UO/fD9TUKDa+NfyWLYPuoYdcOqcFMero/Hdu5cqV+N///idpTnHX\npxciX60AACAASURBVHM2zM7OljSXVbRaGO+6y2ejV27xJCsslN+fjnXUwzRgAITQ0BYJIbsC1cmT\nCLr/fofOtd2fjm3kivoL/oHZLDYAZuBc2aq5UlLlm2VqUJuRIe46ckdu3IBm715FGzXXt5+oTeaa\n3VdizZVyDrLfokXQfv+9YuM3hj9/HqqzZ2FISXHZnID8mqsnn3wSf/nLXyTN3bGjGUVFnMMb9gwG\nA2bNmoUKht0RdPeno7hYmsSOp+MWTzIWzX9ZRz2E0FBULV/u0hCyK9Hs3g2DBFX2+rCvuXKsANMm\nJhOCUlI8Xq1ddfIkhJAQmLt1U2R8pbfzs3Su1Hv3Qrt+PZOxWKPZtg3G+HgIrVu7ZD5X1u0oXTun\ne/RR+H3+uWLjN8Z/8WJRNNTf32Vz1keO7XiJRXZ+fkBIiJimdwSNRoPt27cz2zlYXQ1M/CodAz+e\nhQEDQnHunFu4Gy7DLX7bwkIOsUfXADqd5DGk9qbzVdS7dzfbT7A+zdVcsdwt2LGjTH0dlQpQqz1e\nrZ1lStCa7UpKlGl9Y4Fl1EOflgaNmzpXqqws6J3YGi+F+va7ft01OwUB5et1jAkJ4IqKoPr5Z8Xm\nqKOiAprvv4fusceUn6sR+/fvR02NmABp1crl0yM8vOVq5+bPb4VWrQScOVOOl16qwcMPB8l5xHsc\nLe5c1dQAxloTOv7tSUkyDBaoXscJKiqgPnUKxmZa3tjDZBJD3SwjICz0dQyjR3te65RGmMPCFH1o\nK9X6xgLLB7Nx5Eiozp0DV1DAZDyW1L78MvQPPOCy+VwZuRKjyAreT1Uq6B55xDXRq5AQVOzbJ1nP\nTy4Wu7VEEiQsTNn0ri3OneOxfr0W//1vNdRqYMoUPbp0MWPFCtep4rc0Le6NFBbyuKXdFQjt2gEa\njeRxaKeZ42gOHIDxjjsc1oWyVbcTGiow3yTlqDaLLbxBrV3/6KMw9e/PZCxX61wBjDeX+PnBMGYM\ntJs2sRnPw6hvP1dqJYlRZMfrdaSgnzoVmo0bXdLMmXXjc0cZNmyY0wKiFRUVePzxx2Fm8I/fUjsG\nFy/2x4wZurpIK8cBc+bU4rPPWiYt2xK0uDdy9SqHW0JzYe7cWdY4VAztBEaj7I7wojo7+xu93F1K\n5thYCCEhPq0MbI+SEmV3nbHoL1gfQ2qq26YGXYnSEcf6+PkBwcECSkqUi3oIHTqgaulSCCw6v7sx\n5eXOyTAsW7YMPM9LrrWqj9Tv4ocffogLFy5ImrOiAli3ToNp0xrmAIcMMaKyEjhzRiVpXE+jxb2R\nwkIePQLyZDtXSqUF1QcPet2D2pCaCv2UKQ6fb6tuh2UxuwVWjX/VNurEfI3GtjMYxFR8SIiSaUG2\nqQjD3Xej9oUXmI3nSTSsueIlbeeXiisEYY13390yxUguYv/+/X+kBR2zm9lsxmeffYann36ayfxS\nlfaLi4vxzTffSJpzzRotRowwIjz85j1GdegQWi39DBMnGrB6tW+kBt3CuYrRyI9chYWJtToGA6OF\n/YH6p5/cp5O7G6Fc5Ep+rUfNyy9D98wzjFbkXbhC5Zv5Q7lVKxhtyIH4Eq4saAeUl2PwFZypleN5\nHps3b0bfvn2ZzC211+eUKVOwcuVKmEwmp69dv16LSZP0DT8MCoLfRx9h/H06bNggvfzHk2hx56qo\niIM+siuMI0bIGkelAtq3l7mV3wrGQYOg9nGldmt1O8XFykSuxLSgTBv6+XmthIazNLad0hpXANCu\nnYCKCs5rdwb5/e9/4IqKXDJXS9VcAS3fPkUWej3833wT0Ovtn6sgw4YNc3ojQkREBLP5pe4W7N27\nNxYvXuz0deXlHI4dU+PuuxtGOUy33AJwHPriJCoqOOTlef/9ucW/OUVFPIrvTIYhOVn2WJ07s+9N\nZ+zXD6pz5+CTKmjNoFQrDp/rTVcPvw8+gOrQIUXnULL1jQWeBzp2FHDtmvfZkbt2Df7vvAMhMNDl\nc7u6Px3r2jlX4rd0KdQnTwLalk9BOVvQzhI5DvKwYcOgUjlXH7V9uxrDhhnQ5OvBcTCkpMAvcyOG\nDTNi717vj161+DenpIRdekmRuquAAJh69IDqxAm243oQ1mquyso4tGunjHPlbT3NHMJshv/ixcy3\nize2nZKtb+ojbjDxvrdT7XffiYrsDu60lYvFfoLgeudKar2OJAQBmu++k6V1aIG7fh3+//kPql97\njcHC5LF//36XRxzrExYmtqKSkN2TxLZtGowZY702Rz92LDSbNmHECAP27VOmF6c70eJPsaIiHh06\nsLnZKyXH4C2pQdXp09AuW8ZkLDECokRa0DfrPFRHjkBo21YxVXYLrkgLAspFILniYuZjOoN21Sro\nHWwbxZKqKrFvoys31kmt15EEx0G7ahX8vvhC9lD+CxbAkJICc+/eDBYmH0ecYp1Ohx07djCfW6MB\n2rRxTa9PQQD27dPgrrusd203DRwIvqgICTHZFLlyBcXF7CIgSskx6P/8Z5gGDGA+rqvRbNgAVU6O\n09e5sj9dWJhMlfZ68Bcvgpe4ndjVaDdtgl6BvmeNbad06xsLiqSUzGaEjBwJ/rff2I7rIPyFC+Cv\nXJFdH+oMFvu5OmoFuD5FXzN/Pvzfew9cYaHkMVSHD0O7fj1q/vlPhiuTjlhzZV+KoaCgQBHnCpBv\nR0d7DZ4/z8PfX0B0tI2XbpUKFbt2IXJ4F+h0QEGBd79Eu4Vzxar5b0SEMs6VqV8/GO+8k/m4rkbj\nRMsbeyj1kA4IALRaAeXl8r94mq1b4b9wIYNVKYwgQLNpk0uayooaV8qnBRVJKfE89GlpLbZ7V7tq\nFfTjx4O5cq4DOKuVxAJXO1fmXr2gmz4dAa+8InkM9Y8/ovqttyC0acNwZfJwRIqha9euWLBggSLz\ny/kuXrlyBWPGjIHgwNvu3r0aDB9uPWplQYiIAMdzuP12E06c8O7UYIs6Vzod0LYqD+33rJV0fUVF\nBaZPn15n+M6dBRIStQF3/TpUWVkwDh7s9LXWaq6UVPkOCxOYvNUYxoyBZvt2t1dr53/9FTAaYYqL\nYz62tZorV0SulEop6dPToV21CkxCm06ie+IJ1P7lLy6d02I/Z7SSpJKVlYWrV6/W/dyxo2vrdQCg\n9m9/g+roUcktrHTPPQeDwv0eneGmzlXL1FwB8nZgd+7cGfv27QPnwO7r/fvVGDHCMS2kfv2MOH7c\nu8VEW9QTKSnhcFfwUfitXCnp+uDgYDz++ON1hhfbbnh3qFEq6h9+gDE+nllX+NJSHm3aKHOz79SJ\nTVG7uVs3Ua3dzTcjmHv2xI1du1wiH+GqtKBSUQ/T7bcDGg1UR44wH9seQrt2EMLDXT4v4Jq04JYt\nW3D27Nm6n7VaoHVrASdP5io6bwMCAlD1v//Bb8mSFnGglaClnSu530W1A5FaQQAOH1YjPr75yJWF\nfv0ocqUoxcU8/uSfC7NEXQ+O4zBy5Mi6ny1/RG4eqGgRNLt3w3D33ZKubVy3o9OJ8jHBwSxW1pSw\nMHY7Bg1JSR7RyFlo106RcZvqXCkvxQAo2I6K48TolY8I+1rs54rt/LNnz8bdje4R4eFmzJnzJCZP\nnozff/9d0fktmAYPRuWqVV6hVTd0qPM6V6xh2uvTBr//zkOlAiIiHPs9b7/diBMnVN7iP1ulhZ0r\nDl01+Q6/Df7nP//BlStXbB739weCgspw4MBZm+f4KrVPPQX9xIlMxrKklpS697FUhjYkJUGzdSuT\nsbwB0XaukGJQbhu/7s9/htC2rSJjuyss1dmvXr2Khx56CFVVVXbPDQ8X8MILGxEfH4+ZM2c6VHvD\nBEdvLpWVyq5DJtXVosC1rYTBoUOHFKu1sqBULXJ9jhxRY+BAo8Nmi9RdREdc80q5FgstHrnqzF+F\nOSzM7rl79uzBsmXLEBIS0ux5ISE/4fHH/4zS0lJWyxQRBAROmwbcuMF2XBdh7tkTQocOkq5tXLej\ndANZlsrQxoEDxRoMHw1ntlTNVUiIAKNRmWefEBmJ2pdeYj+wG2KxX3k5m+9cdnY2kpKScNtttyHA\nAa2usDAziov9MHv2bGzYsMGh2hvWnD6twuHDDaMc3JUrCJg9G0Hp6W6dPty+/WizUavly5c7ZAc5\nREaakZcn73569epVHDt2zObxI0dUGDjQsZQgAPh99BFmBy9BVpb31l21qHNVVMSho8m+cyUIAl56\n6SW89dZbCAoKavbc2NhE9O+fgldffZXhSgFwHPiSEqh//pntuB6IUhpXFpi23VCrUTtnDhRtpuch\nuFKIkuO8RBDWZIJ6164Wf4Czstv58+fx/PPP429/+5tDjlL9eh1tC6idv/22PyZPDsLTTwfiyi2T\nEJiejuDERIQMGwYhIACV337r1unDGzc0Nu1WXV2NTZs2IT09XdE1REaKnUvk/AlnZWVh3rx5No9b\nIleOYhg/HvfeWIVz57zXuWrRirKSEg4Xb7kXkT17Nnsex3FYuXKlQz2XwsLM6Nv3VURG7mK1zDos\nYqKu1LlxB6z1p1My+tGpE/seke4IV1YGrqAA5j59FJujvu1u3ABatRKFBV2B5cEcG+u5UUPNli3w\n/+AD3GAkYeIsN3WueLRuLX/bXoqTch+dOpnxyy/WHxMmk8np9ijOsGuXGt9+q8UPP1SgVSsBT931\nH8zqlY2hya1guu02NO2x4n5063aHzV2erVq1wo4dOxCu8CYJS7JHjlL8nXfeiezsbBQWFiKsUTCk\nqgq4cEGFvn0d//s0xsejjeEayg//BiBS0prcnRaOXPH4LWkmzFFRds+NjIx06E2rUyczystbI5lB\nr8LGGAcO9AqldrkorfLNsqDdndGuWgX/Dz902XziA9p1jg7L2rmWwu/jj1H71FMtHh1xhRSDNWzZ\n0Gw2Izk5GXl5eYrMKwjAm2+2wuuv16B9ewGBgcAT/43BrA3joB8Y7xGOFdB8xJHjOMTGxrpkHZbo\nlVS0Wi3mzJmD8vLyJsd+/lmNPn1MznUPUKlQPOo+/OnYGslrcndaXIqBVV9BC2FhykU9jAMHQnX0\nqGfV7+h0slMaTet2lN1xZkkLunEpBRO0338P/YQJis5R33Yt0fjXJbpzCn0fVcePg8/NhSE1VZHx\nHcFiv7IydgXtzmArtcvzPL788ktERioTddi3T43KSg5jx97UTbrzTiNatxY8qi/dkSPZLbpT0AKL\nuqu//OUv6NGjR5PPjx9X4Y47HE8JWvCbfh9GXl3lUY9TZ5D8r52enj4sPT39cHp6+r+ljlFUxKN9\ne7b/skqqCgthYRBCQz2mpQoAtHrzTfgtWvT/2Tvv8Ciq9v3fszW9kt5JCBAghBI6UiIioCCoEUVA\nsLwgKooKKmJBVOy8FnyxIWLBINJBQIohQkggJAQIAglJgFDSNr1smd8f48aUbTNzpsTv73NdXFy7\nOznn7J7dmWfOuZ/7Idqm0Blnbm5Mhk0nzR1wCOrKFSjOn4dh9GjR+hS/8K/wDt9O77wD7WefCdP2\n55+j6bHHJHFkbw/XLZ28vDw8//zznPu1pX8MCgri3K49vvxSi8cfb+wglUxObsbPP4uv/eJKba1a\nkqC4PSSCK2vk5KiQkMB+y9pp9EBsdXsAlwtEdKkVET6fthbAW3w6t7dydfPmTezfv59Vm+1PBkVF\nRTh37hznMbandutWwYvrkkR14AAnV/bWSFGfjviFua4O7rfdBugdcxAWGs2WLdBPnMg4NQpI67mT\nYuVK6OBKP348nNasYYzXCKK4fBmq/fvRNGsW0XbZ0rq2IJet+MjISF6CaX9/GmVlFAzsFyY4U13N\nlFKZOrXjnN59dzN271bDARcJWeDt3dXivJ09e1Y8WwswdgxCBVenTinRty+HL4hCgd39FuNikYjV\nyEWE86edkpKyH0Aln87LyhTw87O+AlJaWoozZ86warN9HaXjx4/jJMEMP1N4uHiKYJ5Q169DUVIC\nY//+RNsVI52feHD1t0ZD9ccf5NrkgWbLFqZOnYiQ9EpyBDE0V8aEBBijo6HZwq2EljVM/v6oTUn5\nRw0sITTNfeXK2dkZiYmJnPtWqwEfH6YMji1omnbIN8sRdu7UYORIvcWP3t+fRu/eRhw9Kv1qoiNY\nuqGprq7Gc889B6OIdYUYzRX532J1NXD9ugLdunHbyeja1YRLl/6dGYOSaa4aGoCExnT4ZFpfmerV\nqxeeYlnLKyDAhNJSqmUf9+6778b999/PZ6idFvXBg0xmI89tDUuaK6FK35hhtHNkv57NU6dCs3kz\n0TY5YTKhefJkUbJO22uuhExEaI9YhX8bn3oKTh9+CKJF8LRaGAcOJNceR9LS0lBbC2i10t3TOTKP\nmzZtwty5c4msxmzZorG4amVm1CgD/vijc9zgXrhQ1iG48vDwwK5duxwqK0MKUtuCpaWleLlVYe3c\nXEbMzjVptGtXI/Lz5Ze8dOZER+E+W0R7V61P8mlpafjttxOY4rQHqvR0pKWldXid62OtFnBy0mP3\n7gwi7XXmx+oDB6AfO5Z3e7m5uW0el5Q0orDwhMN/z+WxwXC5pU4kqfabp0yBevduHDl4UNr5OXIE\n+/v3bwl6xerffBctVn/mLfrDh4Xt75BGgyqFAppffhH0/Uj1+PffT8DZuVGy/jWachw8eM7m8V26\ndEFhYSH27dvHq7/GRiAtjYKrq/Xjvb1PYNeuJsk+DzaPa2s1uHr1tOTjuXbtWEtwxac9Ly8vODs7\n4/DhwwCA7Gwl/P0vc26va1cTTpyokvzzaf94649fgC8UnzuN5OTkUQDuSElJsamY3L9/P92/3dZU\ndrYSN+95Hne+EIOmRx7hPAZLDBvmgS++qEPv3v9OoZyjuN1zD+pWrQJNOKMnOtoTx45VE8/0bM2n\nn2px7ZoCb77ZQLRdt0mT0PTEE9BPmEC03c7AokUu6N3bgLlzyeqTbBER4YWcnCrBtV7K9HQoCwrQ\n/MADgvYjBbm5Ssyf74K0NMcyPPLy8nDkyBE8/PDDRPpfuNAF/foZ8NBDtr83+/btw9mzZ7Fw4ULO\nfR08qMLKlc7Ys8f6ezUYgJgYT2RmVsPPT3qxuC3GjXPHihX1GDxY2mtRczMQFuaFkhId51UmS/zn\nPy645RYDZszgdk45d06BWbPckHGsisn6FdA3jQ1r12rQt286kpKSOO+l8skWXALgdQB3JCcnr2H7\n9xUVFIKpaw6VvmELs4wtsC9NA9mLvhDU/vIL8cDKaASqq4UXRgvl7q2fOhXKzEzi7XYGxNZcAeai\nscJ7RBmHDPlXBlYA+0SE1157Dc0EBf6BgY4V/h03bhyvwAoADhxQY+xY20knKhUwaJARGRnibatx\nReyteGtoNICvL3kNZHY2t0xBM5GRJly+rIB26TJo1q8nODJ+6HT8rz18BO3vpKSkjE5JSemZkpLy\nH7Z/X1lJIcBK6Zu6ujo88cQTnPfvLV2YCwoK8J//sB6mRVSHDsHt/5COq/WSaVUVBXd3WvDs9IAA\nYcTQTXPnovGVV4i3K1daz53Y2YKAOBmDpFBv2wbV3r1SD6MNaWlprC7QWVlZOHv2LObOnUtsDGLO\n4aFDKrvBFQD0729AVpY8VjlsUVpqaPnN0TSNd999F42NjXb+ShhIZwzW1gJXryoQG8s9uHJyAvz8\nTCjpfgu0P/1EbGx8qarif+2R7KxXUaGAr/4aaAvW/4cPH8aVK1c4Fwm1JMAMCwtDamoqzp8/z6nN\n1hj79oUqKwui5ifLBLEK/wpWl07KGoMmk6Q16viUv+CKWKJ2vlBXrsDluedA+/tLPZQOsFlx7NOn\nDzZt2gQtK7ts27TPwBYKnY5CUZHSoZUQJriS98oVTQN1df/UFjx58iQ2btxIdG7YEBZmQnExuYD0\n9GklevQw8k60iI42ISdwHBRXrkCRl0dmcDzJz8/m3YaEwRWFowPmw2ThZLZv3z4kJSVxbtuSS7ta\nrcY999yDX/4WvfKB9vaGKTgYyrNnebfVGWjtlSR06Rsz/8YSOOrffoPro4+K2qdUPlemv9N1xbow\n88JkguuCBWiaPx/GhASpR9OGESNGsJo3tVpt0UWbD8xvkd2NrslkQgNL6URmphL9+xsculj362fE\nyZNKWbt7M1meVIuV3a+//opp06ZxXjTgS1SUEUVFZH6LX3/9NT79dDWreoLW6NrVhPxiJzTNmAHt\nunUERsefrKz3eLch2VmvspJCzm1PM+uC7XjkkUd4Gd9ZcxV+9tlnsWjRIs7ttsZcxPn/GpWVwpa+\nMePuziz0/Jtc2jUbNkAvYdHvykpxAuP6+nrExMSApmlx9I8W0KSkQHHxokPHOr/+OkDTaGRp+yIW\nUmzntsZRzVVr3n//fXz77bes/iY9XYXBgx3bDfDzo+HpSaOgQL6Be1VV2xXHCRMm4MEHH5RsPBER\nJhQWkvm8QkNDcfz4HsTH89+9iYpi7BiaZs2CZuNGSOkQq8jPh3bVKnQZzD/JTtKVK19fyyeMnj17\ndqi8zQZrWxFeXl5wshDMccGQmChbYbRm40ZQ164Ra6+1bkfo0jdmKErArUEJoG7ehOrwYTTfdZeo\n/ZrnjglUyQra8/Pzcd999yGv3VK+i4sL8vLyQFEUpwszEerr4fbAA6CuX7d5mPbLL6HetQt1334r\nm0yl1jCaK4WkwZW/Pw2djkJTk/1jzTz55JOYN28eq36OHXM8uAKY1avsbPnNmZnKSgU0mtqWx8OH\nD0dYWJhk44mMNBFbuRo6dCjKyo4jLo5/IBQdzRiJ0qGhaL73XiiKiwmMkBvq3buhLCrChcgXeLcl\nqeZKqIt0YKBwxZvNGAYPhqKSl0G9MBgMcF6yRLDmy8vFy34RdGuwrg7ajz8Wpm0LaL//HvrJkyVz\n/K6poeDiQi5+2LNnD26//XaMGDECMTExHV4360qYbEFmDn/66Sekp6eTGYAdmh96CM3JyXC/806b\nOg5DYiJqtmwB7eMjyri4wKxc2T5Xbt++HTqdTpD+lUr2RbidnZ1ZbX81NTE16gYOdDy4ioszIi9P\nvsGVTkfBzU0e5bYAJrgi5YauUnlAoylAfDx/M9eoKCMuXWK+Ww0rV8LUsyfvNrmi2bkTzRMmQK/i\n/1uSdFtQqIu0+aIspHbYFBvLlMeQGaqMDJjCw0ETLKraWrcjRl1BM4KWT3F2hvbrr6HMzRWm/dYY\njdB8+y2aCGZwOUrr2nT2LtBs6N69O7Zs2YInn3wSahsimaCgfzRXvr6+mD17NjZt2kRsHLZofO45\nND7zDFwm3IH8O5bicmZph2OMCQmgQ0JEGQ8XHNFc0TSNY8eOCVqrTsjadACQk6NEdLSR1b1HXJwR\nZ8/KO7iKiHCXehgthISYUF5OgUSy4pkzSnTv7g0S2vywMOa7JbV+jiopgeKvv2AYPRpGNf+FE0m3\nBS1dpEmcIJydAWdnGpWVli/MN27cwJUrV3j3I0fUe/dCP26cYO1XVCjg6yvOr8Cado4ICgWap0+H\n5ocfhGm/FdT16zDccguMffsK3pc1SOt2IiMj0atXL7vH+fubcPMmU47qtttuw+bNm7Ft2zbR6qrt\nDZ6FBGUurlS544HpLsjJke/F2Br2sjwpisKKFSvg7e0t2BhIlU+xBtstQQDo2VP+K1eenjQMMskq\nVyqZAOvyZf7zeOqUCvHxZH7Drq6Aq6v9+pVCo9m5E/rbb8f5oiKglv92p2TB1eCbOxB8Ia3Nc6Wl\npRg2bBiRAMuWT9K2bdvwh0wK+JJGvXcv9OPHE22zveZKLP2H0Gn8zTNmMCVTBBZQ0iEhqP/0U0H7\nsIZ57qQSRWu1gIcHjfJy5rcYFxeHdevWQSmCvqm6Gnj8cVe8/a0HRh1+AQvf8cL8+a5ESxAKjdnn\nSkrNFWAu/Mv+t9jc3IylS5dCr7e9PZaVpcKAAewmJjLShNJShWyTXnQ6CvX1V/DCCy8QyVInASlR\ne3a2EgkJ5ILGsDAyQR8f1Nu2QT95Mv731TdANv8lOUnejV4PjGvcDveStp5TXbp0wfbt24mkqtoy\nvnv00UcxY8YM3n3IDUVxMaiyMhjblRoiSVWVeJorobVzpvBwGIYMYTJU/uVUVvK7QJ88eRJXr17l\n9LdSeV19840WI0fqMXIkcxG4+249PD1pbNnSOYr+muE7dyTgui2o0WiQm5uLLVu22Dzu1Ckl+vZl\nd7FWKoHYWCPOnZPn6pVZc/X2229j0qRJUg8HgFnUzv/zyslRIj7eiMbGRlRUVPBuz2JwJbInYN3n\nn0M/ZgwuF1+DtnE47/YkCa4qKymEqG4C/n5tnqcoCl26dCHSx7/RJ8ketLs76tasIW6UKZVXkhhz\n2PTII9B+842gfUhJW80V93nLysrqkBXoKIJq56zQ3Ax8+aUTnnzynxQ3igIef7wR33wjjYkjF4YN\nG4HqastZnjRNC6qzag3XlSuAyRz85JNPrI61qopCaakCMTHs5QZy1l3pdAr07RsOtVoNZ2dnqYcD\nAIiI+Ec8zpXGRiA/X4levYxYu3Ytvv/+e97j6hBcNTTAfdQoUb146NBQQKtFkF83hJQv592eJNFH\nRQWFQOVNmAgFUpZgtgWFf3vKM2egOHfO/oEiQHt7wzBmjKB9iOWVBAisufobw6hRqP3xR0H7kAN8\n3dkffvhh3HrrrZz+1lamWVFREWbPnk08SNi+XY1u3YwdirePH69HXp5SEu8tLtTWMhpSSzkD6enp\nmDVrlijjCAmhOWuubr31VqxatcrqjkROjhK9exs4ZbLGxhpx8aJcgyuySSQkiIrib8dw5owSMTFG\nODkB8+fPx1ME/OE6BFfOzjDFxEhiKnrPPa8iOHgg73YkWrlSwI8uBe3nZ/9gjjAeScKfQFX790PL\n0iyvs9G2Pp14njutM80Eg6KIF7duQcJSN2b+0VxJ55Vka1swLCwMixYtIu5avWWLBsnJHYsXazTA\nrbfqsWtX59ga3LfvhNUL9Pr16zFkyBBRxmFeueLylaYoCv1tSBWys5WcxdHR0Sbk58tzh0Knfr0z\nwAAAIABJREFUo3D16hmph9GGyEj+mqvsbBURZ/bWhId33BZsfPZZOH32meimoqR2ZyRbufIxtF25\namhosCt6ZIMjqx4//fQTioqKePVjGD4c6sOHebXRWTAagfp6wN1dnIu0hwcNvV5Sw17uVFfDY9gw\nRlUtA6S8i7alf1QoFOhLOIuypgZITVVj4kTL55M77tBjxw4N0T6ForZWbfFE39zcjNTUVNx3332i\njMPDgxlDdTX5G9acHJVD9QQtER1tRH6+PFeurl/Pg14vr6z0iAgjioqUvO77SIvZAfPKVdt5NPbq\nBcPgwaLLNtjU8rSFNMFVOfBL39eYGid/8/PPP+OZZ54h1ocjqx6ZmZnYunUrr36MffuCunoVVFkZ\nr3bkjFm3U1VFwd2dFq32cWd2aXdavRqGfv0kMw0101pzxfaEsX//fjQSMMURW3O1d68aQ4YYrN59\nJiXpkZGhQn29aEPiTFRUf4vvQ6PRICsri5hG1R4UxYjar14VIrhiL2Y307WrCcXFChC8LydGUdFS\nqNUdvdWkxMMDcHOjUVLCfR5zchwrrs0G87Zg+6CvYfFiOH36KbM/LgQ1NVC2Mzbu1CtXlToFMoYu\nYH6xf5OdnU30DtaRYqMTJ07E7t27+XWkUsEwZAhUaWn2jxUKoxFiOLBJkRIulnaOJFRFBbRffonG\nxYulHkoLbOfu7NmzmD9/PuoILBuKnS24b58aEyZ03BI04+rKCKFPnFCJNiau2MoU1GjEXX0jYSSa\nk5PTpqBzdTVw44YCsbHczl9aLfP9Ki6W1zmisrIS9fWpmDJlotRD6UBMjBEXLnBb7WtoYMTscXH/\nBFcmkwl79uzhpZv09KShUDBlllpjiotD05w5UNy4wbltW2h/+AFOa9a0PC4qKsKR/B9g8OKvo5Zo\nW7Bj8d/r168jgWBFevO2oK35HjFiBB544AHefRlGjJA0uFL//jtcBRS2SumVxNSmE2fVQ3H5MrRf\nf827HacPPoB+yhSYIiP5D4onreeOTSLCG2+8gUWLFsHX15f3GBwNroxGI2bPno3y8nLOfZlMwKFD\naowZY3slZOhQA44ckX9wdfx4PtF6kHzgkzFoZu3atbh06VLL45wcFXr1MvIqyyRH3VV5eSUoagkK\nC09JPZQOdOtm4pwE0FrMboaiKDz//PM4f/689T90AGteV40vvABTdDSvti1iMED7v/+hccGClqfy\n8/ORdfUrVLj9ybt5yTRX3t5t71Q2bNiAxMREYn24ujLi1aoq6xdmJycnzJw5k3df+ttvh5Hg2Nmi\n3rEDhuH8fTnsUVlJtvBve4qLi3H48GGkpaWh5u8U3Na16YSG9vCA07vv8iqJozh7FpqNG9Hw4osE\nR8YfNoExTdO48847MWfOHCJ9+/vTqKig7G7dKJVKBAcHY/ly7mnQZ88q4eZGIyLC9krI0KEGpKfL\nP7iyprmSAhIu7atWrUJcXFzLYxL6nZgY+WUM+vt3havri1Cp5DF3renWzYgLF7jNY05ORzE7RVG4\n5ZZbcJin9jgsTNwVSPXOnaCDgmAc+E9m4NixY6HqG4Aurl6825fM50qM+nTMHbPwqx6mmBg0iyQs\n7YDBAPVvv0F/xx2CddFatyOkDcPy5cvxzjvv4O23324pTyRqcOXpiYYlS+D80ku8Mv3qP/hA0ExY\nNnDxuaIoCg888EBL8WW+KJVAly40bt60/1t88cUX8fvvv+PmzZuc+jpwQIUxY+wLcIYMMeDECZUs\ntTqt8faOavObq6+vx7cSZScL4aJt6WLNFmblSl7BFZOda2rjESgXunUz4vx5bp9XdrYS/fp1DIan\nTp0KT09PXuOylDEoGEYjnN99F40LF3Z4qYHWIcCjkwZX1uoKkkYqZ2gxUaWnwxQaClNYmOB98fVK\nssdXX32FHTt2YOfOnej5d2X04GDz9i4Nkwi6suZZs0BVVkLNsbiwKS4O+jvvJDwqfphMQG0t1ZLx\nJQWO/hY9PDyQkZEBf39/Tv0cOaLC8OH2V0K8vGgEBZk4X2TEwnyRNlNVVQWdTifJWCIijCgsJPt5\ncXFmbw+TASev87wcXPWtERtr4qy5YpIPOgbDSUlJuPfee3mNS+ji4K3RbNwIk6enxVJxTVQlAr34\nBYqARMHVkEspiCxKFbyf/wsu7ert26EXuLRCW68k/gFOU1MTPv/8c4cEkEFBNK5do7Bnzx688MIL\nvPu2i0qF+k8/hctLL4H6FxT3TktLQ3U1BVdXmpeuhS9sbnRcXV059WEyARkZjhcAjo83yr6Q84UL\n5W224oOCgvD0009LMhamdAq582l1NXDtGncxu5nwcPkJ2s0rxWlSJjpZITTUhMpKirX5eV0dUFDQ\nVsxOkuBgB3Ypqquh2rePd1/Nkyah/vPP2yTVmdGrdAjx6aTB1dDK3fCpudzy+OzZs2hutp7dw5WA\nAMdq061fvx6fffYZ8f7FQFFaiuapU0Xpi5Sg3WQyoba21qFq8eZtwaSkJKJWHbYwJiSgceFCqLKz\nRelPaBydt6KiIiJ1wizB2DEIe7o5f14BDw8aQUGOfUf79DHg1Cl5B1dy0lwFBNCoraWIZMXv3LkT\nb775BeLijFDxlL6FhzMrHiIsbNvl8uXLeOKJJ2RRbNsaCgXjbJ+Xx+67f/KkCnFxbcXsJAkOpq1W\ncjBDVVfDdcECKI8f59eZuztMERFtntLr9fj111+hvDAZkf4+/NqHBMEVTQOezaVwjvzHn2Xp0qWo\nqqoi3heTaWb/LY4bNw7Tp08n3r8Y1H3zjTCZFK3g45VkCWdnZzz//PNQW6rp0Q7ziodKpUZQUBDv\nvh2lacECx3RsdXWycGK3xogRIxw+0e/btw87d+4UZBxi6B+PHXN81QpgVq5yc+UdXFGUt2wu0hRF\nTnQcGRmJDRv+iz59GuwfbAcXFyaVXw4ljXx8fDB79uyWc6UcNVcA0KsX+5qMmZkqDBpE1jy0NczK\nle05pENDUb9qFdzmzAFVStZDrKSkBK+++iqM2z9FoK8L7/ZED65qaoBA6gZUQf8EV5s3b4afAAJg\nRw0oAwMDiaScqzdvhvbLL3m3I1ekuBtzdgacnZlsM7mhuHQJ7pMmQS1QQEIKR+tBPvLII0SyZy0R\nGGi9vqA1iouL8fLLLzt8PJstQYAJrk6fVslixcMaclsBiYwko7vq1asXtNquUCjI/HbCw00oKpI+\nUHZ1dUViYiKqqsSrwcqF3r2NOH2a3eeVkaG0GVyZTCYsW7aMc6UV8420vd+jfuJENN13H9xmzSJa\nvqO4uBghIRHEJBSiB1cVFQr4UWUwEQhm7MEYUIp3Uaa9vaHZuFG0/sSCq1dSa/hs+zK6q7Zf1WvX\nruHVV18VReR+/TqF1193xmefqGHKzIYqLQ3OS5fC/bbb0Dx9uuCaNz6kpaURW3Hkg60SONYICAjA\nsGHDHD6eWblyXA/i40PD05N/rTUhKSszwtubxs6dO8XRHNqBpO7K3X0DHnywo6CYC3ITtVdWKmSr\nuQKYlavTpx3fj6Vp5uYlMdF6cKVQKBATE4OmpiZOY9JqmRXI0lL71+zGl16CsWtXuD3wAOBIFYn6\nelB2dsdcXFwwatQUYkGx+MFVOeBjKgPtw39P0x5il04xDB0K5blzoATSrUgN17vo69evY+jQoZyz\nnBjdVdsfnI+PD9LT0/HRRx9xatNRSkspjB/vjqYm4NzuK9AlPwunN98ErdWi+uBBNM2bZ1EUKSeE\nzvJ0BC5FuLVaLSZOdMzh+uZNCmVlFHr0YCe27dnThHPnpF/xsITJBNTXq+DpSeO7774jarLMFWaF\niP85taYGuHEjBK0sr3gREUFWbM8XKWt5OkLv3sy2oKP3phcvKuDmZl/POHv2bLi5uXEel0OidgBQ\nKFD/8ceMdMOOvIQqK4PbPfdA+7//2TxuwIABuP32ecTOlZIEV//t9jGzUS4wjri0t6auro6XhT+0\nWuiHD4fq4EHubcgQLl5JZmiaxtNPP427774bXl7cvEMseV1ptVqsXbsW3333nWAibABYutQZU6bo\n8dZbDXjv1wDcEZSJDQt+R+Mrr4AODRWsX1Kw0VwJidCaq6wsFfr3Z+/03b27EX/9Jc/gisnypFBT\no0N2djYmT54s9ZAQGUlmpS83V4WePfmL2c1InTFI03Qb3bDcNVfe3jQ8PGiHP7OMDBUGDRImS7A1\nQUEs5ANKJZoefRRWf/T19dCsXw+PW26BYdgwND7/vN0mSZ4rRf82VlapkN7roZbHqampRIrDWsLd\nnfncHU05HT16NG8Lf/348dD89huvNuxBVVYyRpciw8WKQafTQavV4rnnnuPcr7XEhODgYKSnp8NH\noFXQixcVOHRIjSVLGNGtkxPw6qsN+OADJzlr2Dtga94aGhowbdo0zkv5juLjQ6OujnJoBZ8L1swN\n7dG9uxHnz8tnxaM15tUPLy8vnDx5Ei4i3JDag5TmioQze2ukXrnKyspqs8oqhxsaeyQkGHDihGNz\neeyY7S1BUjiSMegIro8+Cq8ePaDZtg2169ej8eWXmTRJO5y5+RcMIWRsosQPriop+PgwJ3qDwYD7\n779fUN0MG4fvoUOH4o8//uDVn37CBGblygGbAa5oUlJA8ai/xpa0tDQYDEzRTrYrvt7e3li3bh2v\nIrO2loqdnZ05t2uPL77QYvbsJrS2XRo3To/qagrZ2fJc7WiPWXNl7US/adMmaDQaYm7s1qAofr5z\nly9ftllzMCdHifh49nfWsbHyXbnS6SioVIzvgRwCK+CfFSK+NxetzShLSkpw7NgxXu0xWjDp5vHn\nn3/GXXfd1fLYLGiXq+YKABITDTh+3LGlw8OHVRgxQvhyBo5kDDpCw+LF0J0+jdqNG2EcMMDhv8vS\nHUJZIBndtOjBVesTfWFhIQICAgQ9cThqxwAwK1f5+fm8+qMDAlCVlQVi690dOqCh/e47NAuU1WWN\nqirG4duB4J84lgTtQlNbC2zcqMHcuW1XdBQKYOrUZmzbxj1YFBtbbtHr16/HI488Iso4AgNpzifO\nTz75BP+zoZk4dUqFhAT2wVX37kZcuOC49kRMdDoKbm7yqs/j5ga4uzvmH2iL7GwV+vVj5qu4uBjH\nefoWBQebUFpKQeAFWKsUFBQgOTm55bGcHdrNJCYakZlp/zpVWKhAQwOFnj0d+5Fs27YNq1ev5jQm\nVtuCNjB16wZ4eDh8fHNzM9atW4fKhmp4avgbiAISBVfmzKXm5mZMmzZN0P7YOENPnToV77zzDv9O\nWUwqW5QnTgBNTaIUajYjtW7HkqDdEk1NTTAayegCfv9djQEDjBYFnJMn67Ftm7pTbA2OGDHCpqD9\np59+wtixY0UZS3CwCVevcjvlPPbYY1i3bh0aGjr6It24wWw3hoezj5A8PAAPD5rzuIREp6MQGSnc\nuYQrERH8dFc1NcDVqwp07878VocMGYIFCxbwGpNKxZwnxCqf0p5ffvkFEa1MKc3nS7lqrgBmW/Dc\nOaXdrfo//lBh1Ci9w3k7Xl5e2LJlC6cxBQeTCa7Y0tjYiKKiIuiaKuHl5E2kTdHfRWv/j7i4OFY+\nNlxgnKEd+1ZQMs/6AgDt+vVomjlT9Aw1R72SzNSwra1gA0fT+J955hn8/vvvRPrctk2DyZMt20f0\n6WMETQNnzshzO6k9tgJjHx8fKERajgwL437xi4mJwUMPPYSysrIOr5m3BLn+JGJjjTh3Tn7B1dWr\nFaiu5naREpLoaCMuXuT+3c/NVRFxZm+P1KJ2MyYTUFMjvf2JPVxcmO++PYnDoUNqjBrluMwlMTER\neXl5qK6uZj0mNjIeknh4eOCVV15Btb4Cvs5kNLyiv4veZzeh16VdovX3ryre3NwM9Z49aBbZTZ6t\nV5Jer0dSUhIx1/0uXWhUV9tf8n/vvfcw3kIhTrY0NAAHDqgwcaLlLRmKAkaPNuDwYYG2fgliT3Ml\nJszFj/tF+aWXXkKYhQLl2dkqi8VkHSU62ohLl+QXKF+7VoGyMp5lPgQgJsbEK7g6eZKsmN1MSAj3\nlVGSMFmeTDKVnDVXADBihAF//GHdyqCpCTh4UIWxYx3fnnZ2dsbvv//OqUaoeeVKql2BWrocAe6d\ndOUq9noa/OqKROtPqkhYEDQaVGVkgA4IEL1rNl5JarUahw8fhqcnob1rBeDnR9sVQ3Mt+NueP/9U\noVcvI7p0sf5+hw/X48gR+QdXgHwyl8LDjYKsLJw6pUTfvtwv1pGRJly6JL9zhErVA/37z5F6GB3o\n1s2Iixe5f145OUpO+jh7yCW4YvRWMhTxWWDcOD327bMeXKWmqtCzpwmBgezOH927d4eSg825OcO/\nqkqaXSS3G0mI9Y0h0pbo30SX+nKoAoU3EDXDRtBuJjU1FbUEqpOqDh4EkSqnrRFQz2UNRnOlYHWB\nJp19xggdxfnBHTqkxujRti/WQ4cacPSovEunAMDQoSNQV8ckI5gxmUz45ZdfRHG3bw2punTtyc7m\nJmY3ExUlT5d2nY5CQkK41MPoQEwMkwTAlZwclcWVq5qaGkycOJFzNQcpgqv33nuvgzly60oWctZc\nAcDgwQZcvKiw6oq+Y4cGd9zBvboGF8Q817fH9dQziAsgU6tX9DOKe1M5tMHeqKmpwdatWwXvj3GG\nZjdRu3fvxo0bN3j3rV2zBhqZ151zFKkdh8VcgTx0SIXRo20vgwcH0/D0pGWp1WlNdTUFN7e2WZ5V\nVVU4fvy46BpDs+aKxJK/2ey3tJRCbS2z+sSVqCgjCgrkty0oh7JFlujalQmSuZSQq65mxOyxsR3n\ny93dHRqNBtu3b+c0LrGDK5PJBHd39w6O5HJZKbZEvb4e+bp/MuI1GuCWWwwWV68aG4Fdu9S4805x\nM1alELV/9913KC8vR2WlovOWv/HQl8MlzBvV1dXIzc0VvD+ztw6bm/S3334b0dH8o9fm5GRoNmzg\n3Y7UyKE+HZvgiqZpLFiwANeuXWPdz40bFK5eVbSkidtiyBADMjLkvTW4b9+JDicLb29vrFy5UvTg\nys0NcHFxrHaYLTZu3Ihly5YB+Mcvic9biYw04fJlducIMaiqonD1qvDnSLY4OTG/Ry6mnbm5zJa7\nNTH7ww8/jA0cz5liB1cKhQLz5s2Dqt2baW3DICfN1ambpzD8h+HYcXFHm+fvvbcZ33+v6VCdZPNm\nDRISjJyycAHmPMzFIFyK4Gr58uUwGo2oqqLg6UnmRCDqO2hsBHzoMmhDfBESEiJ4piDAnAjc3GhU\nVIi/zKifNAnKvDwozp0TvW/SOOLbsnv3bvwmkDt9cLDjiQkURcHT0xOffvop637+/FOFoUMNDmUy\nJSQYkZMj7+Cqrk4tq7vosDAmkOHD+PHj8eKLLwJgtpj4iNkBJmvKy4uWbCuiPT/++CM+/vhjWfpc\nmYmJMXHaGrQnZp8wYQK+/fZbTmMKDWWCK6ktUuRQy7M96SXpuGfrPXh1+KtYOHBhm9cmTNAjX5eP\nCT8ko9nIbAHSNPDll1o8+ij3kgrffPMN3n77bdZ/J7ZOWqfTobm5GV5efmhoYHRfJBA1uNLpKLzu\n/h5ofz8xu3U4lZ84Wi2aHnoITl98wb0NmobzCy+AqqwkNy6WmL2SbC2X0jSNt956q8NdHCnYGok+\n8cQT2LBhA+t04IwMFYYMcUwcHR9vQE6O/LaTWhMR0U9WW0skdFceHh4tyQvMyhX/zDNSZV1IsHbt\nWvTo0QOVlRRGj+4r9XAs0qOHEX/9xX4e7WV2qlQqzokpHh5MJq9UYmgzOp1CVpqri5UXMXvnbHx+\n2+e4q9tdHV5XqYCHp4bhSqErXvjjBQDAjh1qNDVRSEri/tuaOXMmXnvtNdZ/FxIi7sqV0WjEkiVL\nUFXF6IpJLeiLHlylBt4LCFxqoz18nKH50jRnDtSbN4PiWFxYvWsXVEeOgCaUeccVezqC9PR0NDc3\nIykpSZD+mcQEx+cwODgYR44cgQfLBACmQKljJ5TevZnSKRz1t6IgN/1HeDj/lavWMDXq+GeeRUWZ\nUFAgvX7u0qVLKCkpwdixY2U3d63p1cuIM2fY30hlZiod/n1xQaytQVuiezllCzYbmzFn9xy8MOQF\nJEVYPzc/Pr8Ziq3fYuuZ/fjfvj+weLEL3n+/nnUh9NZoNBpO0oOgIDL1BR3F19cXCxYswLlrV6Dq\ns5lYu6IHV1LcRXPJGLxw4QJ++eUX3n3TAQGoW78eNJcSPw0NcH75ZTS89ppDRSeFwhGvpN69e2Pt\n2rWC6Xi4LBUHsLSsqKsDzp93/GLt6soEC3KtTQcAJ04UtMxbRkYGnn32WUnHQ9LosbycQlWVAlFR\n/C9kcskYjIqKwpEjR0BRKtTWUjh16rDUQ7JIXJyRtYluSQmFujoK0dHCBR5McCXsjXR+fj5GjhzZ\nQaNkpvW5UmrNlVqhxpsj38RDvR+yeZybG7DxewV8jq7GK8eew+srdBg6VPhCzZZgdprEXwzJunYK\njT2+JdaeqGeTqipmuZSmaXz++edWv5yk4bIt2NjYSKYUDgDDiBGM+IslTqtWwdi3LwwilSexhT0r\nBnd3d8TFxQnWvzm4EvIrk5XFOEezmaq+fQ2yLuJcW/uP5mrdunVtSnRIAV8j0dZkZDQjKOh7Ivcd\nUVHyMRL19PRsyfLks3IgJLGxRhQWKljV8jOvCjt6//XFF1+wtsQRY+Xqu+++w+233271RlJOK44U\nReGWsFscuunt3t2EzB+HY2TvcNR0+0aE0VmGT4F3PlyrqoALyNlEifoOzMul169fx6pVq0TLVmJK\n4LB7q7169UJFRQVKSkp499/YCLz+ujPuv98VaWmOLaUr8vKg/fpr1L/5Ju/++WLWXJHKouCCqyug\n1dKorBTuO5ORocLgwezu1nr1MuLsWZleAQF4eUXBy8uEhoYG7N69G9NFdvdvT1gYOSPRM2eccPXq\nEpw5c4Z3W3IzEjV7JclBs2MJrZb5zM6fd/y7z/b3ZTQaZRdc0TSNo0ePYubMmVaPaR1cyXX+bPHW\nLW9hUNAgIm3RNI1Tp06xWkjp0oWGTkeJLrcorauEm9KXWHuibwt6edG4dOkSIiMjReuXyzKjQqHA\nu+++y8lltjU0DTz2mCvy8xWYMkWPuXNdcfKk/TaVeXloeOMN0CEhvPongV4PolkUXAkN5VabLisr\nC0eOHLF73LFjjuutzDDCXvkGV+YsT2dnZxw/fhz+/v6SjsecLUhiBfL0aSfceusjWLNmDe+2unY1\n4dIlpeSZZmYcyc6VGkZ3xS64GjTIcX3c/PnzERgYyGpM5oxBoaAoCnv27EFMjHUXb7Z1WOVGd5/u\n6OPXh1h706dPR2FhocPHK5VMRY6bN8VZfFmxYgWamppQ0VABLw2Z0jeAyMFV4PHdGHvle3h7e2P2\n7Nni9ctBcwUAd999N2vdTnu2bVOjoECBL7+sw/TpzVixogHPPedi9ySunzYNzfffz6tvUuzZk2E1\ni+Ly5cvEagjag2twVVdXZzdrkKaB48fZi2179JC35io/v6LlIu3jI15lBGu4uzPWKCQSTHJylJg3\nbzaGDRvGuy0vLxo0zZiuSsGVK1dw9OjRlsfmG1GpNTu26NPH8S3x+nrg3Dlhagq2JiSEe3FwR7G3\n49JaQiHn+RMDiqJwyy23IDU1ldXfibU1aDKZ4O3tDY1Gg8rGCnhpO+m2YJeibIQ25qNnz5544IEH\nROtXquLNNA188IETXn21oSVB8r4+p/Dh+Sn4cyfhsjgC0lq3057t27dzdlRmC9fgauTIkbj99ttt\nHlNYqICLCxAQwO6OMyTEhOpqSvL0b2vYmjupiI7m74heWUmhvFyBxEQfIludFMV8v0hmMrLh6tWr\nbUyVpTbtdYQBA4w4ccIxmcPJkyr07GmEs7OwY5JDfUHG50o6CcWu/F34Ke8nyfpvz4QJE6Bnaecv\n1jVboVBgwYIFoCgKXWpHIcYlgVzbxFpyAHVVOWhf8e+e/f1plJdTMIic/HDsmBKNjW29QujYbnDv\nG4H+C26Fat8+Zs/NaITs7KFbER090OqJ/vHHH8eDDz4oyjjM5VOEgKtfkkLBiHu5eP6Ig5fsgquu\nXU3Iz+f3eeXkKNGnj4FoEq2Q3y97DB48GI899ljLY7MRpZw1OwkJBuTlKR0StR8+rMKwYdxPwBUO\nWtkEBwuf+GKL9hIKsefPRJvwxtE34OcsrpekLaZMmYJHHnmE1d8EBNC4cUPcG1b/6zPQy6eTBlfa\n2goo/cUPrlQqwNdXvD1cM19/7YS5c5vaXgCUSrh+/RYWG96CdsVb8IqMhFdICJRZWaKOjQ1yyX4J\nCRFuZYGP03ePHkacOyfPrcHKSj1yc4VxzedKTIwR+fn8Pi9S/latkXLlqj1sC6VLgasrswqZm2t/\nLpli6Nzc5rOzs3HbbbfB4MDdsYuLMIkvBQUFeO+99+weZ15xFLmyVAv7i/ZDrVDb9LRiQ4GuANVN\n7IyYSRAQIK5LO0D+Oifq6F3qy6EKlEb3wXWZ8ejRo1ixYgXrv2toAPbuVePeezumPAQE0Lg8cDI2\nPJcG3V9/QXfpEowDB7LuQywyMi7I4kTPdVuwNdZO0OYadVzo3l2+ovaysqvIyjog9TDa0LUrf8PO\n7GwV+vVrO5ds3fjbExZmlGzlqj1MtqBJ9pqdgQONOH7c9tZgdTVw9qzS4coH7UlISEBISIjDNQeD\ngmjiPklubm5ISLC/qtFezC72/H1+8nM83u9xYpn4y48sxy9/8fd7ZEtgoPh2DJ06uHJtqoDeW4OP\nPvpIzG4BcK9XFBsbi7vvvpv13x08qEZCggG+vpYn64479PjtNzXj3ia0EIEnjG5H+m1LvplAZWVl\nGDRoEJra7WPQNL8yKtHR8krjN2MwAM3NXfH+++zrewlJTIwRFy/yX7lqHQzTNI0777wTxcXFnNuU\n08pVZaX8NVcAMGiQAenptoOrtDQ1Bgww8DrNvfjiiygqKnLo2MBA8uVT/P39MW7cOLsxeoN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toSFESjvn4u7rqrqsNrr7/+Onx9fR2y1mEDI2aX70oxKVKmpMBd486rjf79+2PdunV2jzO7tJMs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\nM2eUDovZ2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