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@marcusmueller
Last active December 29, 2018 16:15
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{
"cells": [
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"import numpy\n",
"from matplotlib import pyplot\n",
"\n",
"function = lambda f, t: numpy.cos(2*numpy.pi*f*t)\n",
"f_sample = 32e3\n",
"f_signal = 13.7e3\n",
"\n",
"time_start = 0; time_end = 3.0e-4\n",
"times = numpy.linspace(0, time_end, int(time_end*f_sample), endpoint=False)\n",
"times_superfine = numpy.linspace(0, time_end, int(time_end*f_sample)*100, endpoint=False)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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C6v4d35M89joApk7dWtNhA0vf51L78euGGV/LyD2vB2DprD3z4nYRm3+CS4FR4qneHV0/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\nEAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2302ae16d8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pyplot.plot(times_superfine, function(f_signal, times_superfine))\n",
"pyplot.title('\"continuous\" function')\n",
"pyplot.xlabel(\"time [s]\")\n",
"pyplot.ylabel(\"amplitude\")\n",
"pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VlevVhWJ0F9hDSnJ0kIGwUFecP/UrDoFjyRG1VNMbLqz0x45BK4Z90arsxHvX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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f2302a54e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pyplot.plot(times_superfine, function(f_signal, times_superfine))\n",
"pyplot.scatter(times, function(f_signal, times))\n",
"pyplot.title('now with 100% more sampling points')\n",
"pyplot.xlabel(\"time [s]\")\n",
"pyplot.ylabel(\"amplitude\")\n",
"pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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4KJmZWWE4KJmZWWE4KJmZWWE4KJmZWWE4KJmZWWG0NChJOlbSGklrJc2rsPxkSZsk3ZEe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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f23028fa5f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pyplot.scatter(times, function(f_signal, times))\n",
"pyplot.title('removing the original function from the picture')\n",
"pyplot.xlim((time_start, time_end))\n",
"pyplot.xlabel(\"time [s]\")\n",
"pyplot.ylabel(\"amplitude\")\n",
"pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mZcw+k8NUlhdl0NY3QtfgqN+uGc4c6xhkaGzcr2anWDSD1rT0Mj8/jeSE2Wdy\nCCWxrZQsFp0HzyUCb/E8PcqPFRNeU41OJZRUeab7AyrP1e+z8CvFyjMEDMdyxqxKBHjCObI/GCMd\n6gE/htQ7iUUz6IHWfr8F3ISC2FZKoP1Kbe9MpNNZWJBGnEVixh8yXL8DgMKl57g/IG8xpOT5nAdv\naWE6h9v6Y2KdjcOhOHJyYGJA4y+cZtBY6VBr2/qxCCzIT/PrdZcVZcSMYh8YsdPcM8SSQv+2xWBi\nKqXCahizQedRABKtcVTlpcbMKD/p5B4amEdefqH7A0S0Cc/HzA5LCzMYsTs43mnzg5ThTWO3jeEx\nB4sK/NuZTphBY6RDPdw2QGVu6pwSiLpjWVF6zJhBa9t0v+XvthhMTKXkTDfk4ldaUpjOobbY6Ajm\nDdTQkLR0erNT5bnQ2wA9DV5fd2KUHwMd6uE2Hdm1yM8zJYgtM+jhk/0smuf/zjSWzKC1Rlv096w9\nmJhKKX8pxCVMSje0dF46jV1DUZ9uSPW3ke9opzdnhkBGZx48H0x4TjNoLJieak8ao9OAdKjpHDoR\n/WbQEfs49Z02FhX4vzOdiAaNgbZ4uK2fRKuFshz/rPMKBaZSiouHgmWnzZTg1FQ4Wuk9+hYAUrxu\n+gMLVkBSpk/BDonWOCpzUyY67Gimtm2AoswkMpLmnl5oKovmpTNid9DUPeT3a4cTxzoGGXeogCj2\nvLREclITov73DHD45AAL8tOCXgPJn5hKCbRfqXXPRI43p1KK9mCHvqPbGFdCzkIPkXdOLBYo992v\ntLAgjSMno3/R4uG2/oCY7kA/QyDqn+PhAJudFubHRls80tbP4gAo9mBiKiXQ6YaGuqG3CYCy7BSS\n4i3URnkjlpZd1KpS5pcUzHxw5SboOgr9J7y+/sKCNOo7bYxFselp3Ii8C5RjeUIpRXli1tq2fuIs\nwvwAZbVeUJDG0Sh/hv3DY7T0DgdsgBQsTKUEpzI7GCY8i0WYnxfljVgpsnve4aBlIflpXiz4nPAr\neT9bWliQht2hqI/ist6NXTZG7I6AjU4zkuIpSE+M+lH+4bZ+KnJTSLQGZsHnwoI0um1jUZ2P0TmI\njuQgBzCVkqZwJSCTFtFG/ciqp4G08V7aM1Z4t+CzcLXOfuGDCW9hvv5xRHOHetgZghvAjiAWzKC1\nbQMsDkCQg5NYMIM6fWam+S4aSEiFvEWTgh0W5KfS1D3E8Fh0llJWLbsBGJu3xrsT4qxQfpZPEXgL\nCrQpJqqQO0t+AAAgAElEQVQ7AuOzBXJdyMKCNI6eHED5UNcqkhgeG+d452BAO9NYMIMebhsgKd7i\ntwzrocJUSk4KqyfNlObnp6EUHI9S05Pt2HZGlJW0cg8579xRsRHaD8Bgp1eHpyRYKclKjmqldOSk\njrxLD0DknZOFBWn0j9g52R+dpqdjHYM4FCwM4GyzKCOJlIS4qG6LtUbknb8yrIcKUyk5KaqGviaw\ndQFMlBE+ejI6lZK9cScHVDlVhdnen1Rh5MFr8GW2lBbVo9O69gG/p8WZysL86DY91bXr31ggS3db\njCCKaH2GEJy2GAxMpeRkooyFXkQ7P09/uVHpV3I4SO7cx17HAqryfOgIiteCNdlHv1IaR08O4nBE\nn+lJKUVd+6Bvz3AWLIhyf8gxo9ZRoJ+jbovR+QyHx8Zp7hkK+DMMBqZSclJkmLEMv1JyQhwlWcnR\nqZQ6j5BgH6BGFlCcmez9edYEKDsT6l/z+pSFBWkMjY3T0ht9iz/bB0boH7EHLIzZSUF6IumJ1qhV\nSnXtgxRlJpGSENjybgsL0mjpHWYwCjO11HfaUIqAt8VgEFKlJCKXi8ghETkiIre72f8vItIuIm8b\nr5td9n1MRGqN18fmLExKDmSUxkYEXssuALqzVvpuf67YBCfegaEerw6P5qinY4bZKdCjUxHRZtAo\nfIYAdR2Bn23CqbYYjb9p52zTaeGJZEKmlEQkDvgxcAWwHLheRJa7OfQPSqk1xutXxrk5wF3AWcAG\n4C4R8cE54oGi6tMi8OraB6Mv6ql5F0MkYZ23xPdzKzYBChre9OrwaFZKdR1OX0jgO4KFUeqb0ybQ\ngaCM8KO5LR51DpDMmdKc2AAcUUrVKaVGgUeBa7w89zLgOaVUl1KqG3gOuHzOEhVWQ0ctjJ7qbGyj\n45zoG57zpcMJR/Mu9joqqcyfRSGw0vU6ga2Xi2hzUhPITI6PyijGYx2DJFgtFGf5YAKdJVV5qbT3\nj0RdkuCuwVH6hu1BGeGX56RiEaKyqvSxjkHmZSSSlhhYE2gwCKVSKgEaXf5vMrZN5Z9FZK+I/ElE\nynw8FxG5VUR2iMiO9vb26SUqqgaUNk9xyj4bVRF442NwYh97HAtm1xHEJ0PJGT5ldqjKS+VYFHYE\nde0DVOamBCX55XzDvBVtHapzthmMEX6C1UJpdsrEPaOJuvaBqAhygNAqJXe/5Kl2sieBSqVUNfA8\n8JAP5+qNSv1CKbVeKbU+Pz9/eommpBtyhuJGlQ36ZA2W8WH2OubP3mRSsQla3oYR755LVV4qxzui\nr9hfXcdg0Gz4lUaHE23K3emXWxDE5xits/b5URAODqFVSk1Amcv/pUCL6wFKqU6llHPF4C+BM7w9\nd1ZklkJy9kRYeL4R9RRVSqlZBznsUfNn36FWbAQ1Do1veXV4ZW4qLb3RlR1jzD7Oqu7nWZIdHH9j\nZW50zpSOdgyQEGehJDvwJlCAqtwUjnfYospP3D04SrdtbGI2HemEUiltBxaJSJWIJADXAVtcDxCR\nIpd/rwYOGH8/A1wqItlGgMOlxra5IaJnS8ZMSUQvuIsqpdSyi8G4TGzJpWSmzDILQdlZIHFem/Cq\n8lNRSoetRgvtNS/zA+t9XH3yZ0G5X3JCHEWZSVE3U6prH6QiSCZQ0DOlgRE77VGUmLXOGXkXBUEO\nEEKlpJSyA59GK5MDwGNKqf0icreIXG0c9lkR2S8ie4DPAv9inNsFfAOt2LYDdxvb5k7Rajh5QPte\n0I04mjpTmndTa11I1Vym+olpULzG6zx4VbnRZ3qy73sCgPmNf4a2mqDcszI3lWNRZno6FqRwcCdV\nE7656PlN100sTTDNd3NGKfWUUmqxUmqBUuoeY9udSqktxt9fVkqtUEqtVkpdoJQ66HLuA0qphcbr\n134Tqmg1jI9Cu75VRW4qLT1DjNijwPQ0aoOTNewcq5r7qKpiEzTvhLGZF8VW5ukEkVGjlBwOchqe\n5k3HMlRiBjz7X0G5bWWUBYzYxx3UdwbXF1IVhQEjdR2DxMcJZUEygQYaM6PDVCbSDWkTXlVeCg4F\njV1RkJHgxD5Q47wxXDH3UVXFJq28m3bMeGh6Ujx5aYnR0xG07CJtpI0tcRdjefeX4OgLUPt8wG87\nPy+VHtsYPbbRgN8rGDT3DDE2roLqCynJSsZqkaiKwDvWPkh5TgrWuOjozqPjU/iT3AUQnzLhV6ow\nTE9RUajOyOSwZy6Rd07KzwbEe79SXkr0mJ5qnsCOlYbc8+DMWyBnvp4tjQd2DVG0ReA5zU7B9IVY\n4yyU56ZEzwAJ7VOKFtMdmErpdCxxMG/lxExpIuopGvxKzbsYSppHO9lzt+MnZ0HhKq+VUmVulJie\nlIKazbwpqykoKND5AC/+ui7psfs3Ab11VZSZQZ2fozLIUWNV0dIWAYdDcbzTFjVBDmAqJfcUVWtT\nl8NBdko86UnWqJkptaQuA6A8xw+FwCo2QeN2sM9sTqrKj5KMBK1vQ08DT4yunxiwsOwqKN8IL34L\nhvsCduuynJSoykjQ0GUjLdFKbmpCUO/rXKsUDZnrT/aPMGp3+Of3HCaYSskdhdUw2g/dxxCR6Bjl\nD/VA5xEOxS1iXkYiSfFxc79m5SawD02YBaejKlrW2dRsRlmsPDd+xqmOQAQuuwcG2+G17wXs1onW\nOEqykzkWDbN2tFIqy0lBJLhF6aryUhmxO6IifZhzsGwqpWinaHJmh6gIC299G4Cd9ioqcvw01S/f\nqN+9MOFFhT/EMN11FZxDL2mU57p0BCXroPpaeOPH0NMQMBH0ACk61s01dNkozwl+xFhVNLRFg4Yu\n3S+ZSinaKVgOFquLXymFpm4bo3ZHiAWbA0Ymh1f6SynzVwNOzYX8ZV4V/YuKjARt70BXHQeyLwDc\ndAQX3alnTS/cHTAR5hspmyI9I4HDoWjosk0EEgWTqBggGTR22bAIQcuIEQxMpeQOayLkL51IN1SR\nm4pD6RDWiKVlF47s+dT2W/07qqrYqNMNzRB5FhUZCWo2g8SxNf5sUhLiTveFZJbCOZ+GfX+Epp0B\nESFaMhI4fSF+GyD5QFFGEolWS2S3RYP6LhvFWcnER0k4OJhKyTPOdENKUWmYaSJ6lN+8m8E8bZas\nyPVjR1C5CUYH4MSeGQ+tyE2hvitCzaBKwf4noHITh/oSKPfkCzn3c5BaAM/coc/xM84ZZ0OEm5Od\nZqeKECgli0V0W4zwZwgYs83oMd2BqZQ8U1StHdf9JyZMDBGbXXjgJPQ1cSJNR975dXRasUm/e5Fy\nqCIndaIzijjaD0JnLSy/hvoum+fZZmI6XPgVaHxTz6z8jPO7i9jnaBBqB315djKdnR0hubc/aeic\npi1GKKZS8kTRav1+Yi95aQmkJVojd2Rl+JNq4xYDfu4I0gshZ4FXfqXy3BTa+0ewjUZgWHjNZkBw\nLLmSxumUEsDaj0LBCnj+LrD718xWlpOMSOQnt3X6QoJRIPE07CPc3vVV7u+9GTXUE/z7+4mBETud\ng6MhMYEGElMpeWLeSv3euhcRPd2P2JlSyy4QC3vsFaQkxJGX5ud1IZWboGErOKbPD1geyaP8ms1Q\nsZF2shixO6Y3mVji4NJvQPdx2PYLv4qRaI2jKCMpMp+hCw2GLyTBGuQuaHwM/ngTC/veJEf6Gdj2\n2+De3480TphAo2fhLJhKyTNJGTp9jOErqcxNjVyfUvMuyF/G0V6HZ1/IXKjYBMO9cHL6bNkTSinS\nRvnth/VnW37NxAxlxtHpwotg4SXw8v/CYKdfxSnLSYl4pTStCTRQOMbh8Vvh0N84fMZdvO2Yj3XX\nAwHx/QUDZ1s0zXexRGH1RFh4RW4KTd1DjI1HWFi4UnqmVLLWWBcSgAbs9CvNYMJzzi4irkM9YPiG\nll11ykHvTSjzpd/UQSAv/49fxYkGJ/2MJlB/43DAls/A/sfhkm8Qd/atPGy/lOTeo3Ds5eDJ4Uca\no3CNEphKaXqKqqGnHoZ6qMxNxe5QtERaWHhPA9g6UcXrAqeUssogs3zGRbRZKQlkJFkjTynVbNaF\nDTOKaeiyIaKzTc9IwVI442Ow437oqPWbOBW5qXQMRKhvDu0L6RgYnbz4OJAoBU/dBm8/AuffAZs+\nS2l2Mn9VZzNkzYRtvwyOHH6moctGZnL87It1hikhVUoicrmIHBKRIyJyu5v9XxCRGhHZKyIviEiF\ny75xEXnbeG2Zeq5fKHQGO+yL3AV3Rgqg7qyVDI85AtcRVG7SEXgzmELKI22U31Wn8yAuvwaAhs5B\nijN98IWcfwdYk+G5O/0mUqRH4AV1hK+UzuC+437Y9Dl495cA7ZvLzchga+Z74NBT0NsUeFn8TEhM\noEEgZEpJROKAHwNXAMuB60Vk+ZTDdgPrlVLVwJ+Ab7vsG1JKrTFeVxMIXNINOU1PjZHWETTvgrgE\njlm0Pg9YI67YBLYO6Dg8/WGRFhZeY4x3lukm5vNsMy0f3vUF3fEde8UvIjnX9kSUcnchqKlxXvwW\nvPEj2PCvcPHXdMYNg/LcFP7IJVpx7fBfndBgEXQTaJAI5UxpA3BEKVWnlBoFHgWucT1AKfWiUsr5\ny3sTKA2qhGkFkFYIrXvJT0sk0WqJrA4VoGU3FK7ieI829QROKRl58I6/Nu1h5UbKpvFIydBcsxlK\nztAmSqCha8j3Z3j2v2vz5jN3zBih6A0RO0AycAa6BDxq7NX/g1e+DetuhMvvnaSQQP8WdvRmwuLL\nYddDfg/fDyTjDkVTty14JtAgEkqlVAI0uvzfZGzzxCeAv7v8nyQiO0TkTRF5n6eTRORW47gd7e3t\nvktZpDM7WCwSeVFPDge0vA3Fa0/5QgKVIytnPqQXzehXKs9JYWxc0dobAb65ngZt/jRMd4MjdjoG\nRnzvCOKT4OK7tBlwz6NzFisz2VlOJYLaogsNXTYykqyB9YW8+VOdg3DVh+DK74Pl9K7O6ZsbXvtx\nvVC+JjBegEDQ2qur9pozJf/iLi7Z7fBZRD4CrAf+12VzuVJqPfBh4PsissDduUqpXyil1iul1ufn\n5/suZWE1tB+CMT1CboiksuidtboER/E6GrtsFGcmk2j1Q8kKd4jo2dIMfqWKSAoLn2K6a+yeg9lp\n5T9DyXr4xzdgdG5+See6uUhN2RTwRKw7fg1P366/t/f9VK8bc4PzezyetUEPqrZHTsBDKNM0BZpQ\nKqUmoMzl/1KgZepBInIx8BXgaqXUxPxaKdVivNcBLwFrAyJlUTWocWiroTwnhcauCMrQbGRyoGQd\n9V02ygJdJqBiE/S36uAAD5RHUlh4zWad2SOnCjilSGellETgsm/p57P1vjmL5myLkUjAokBBz0T/\n+nlYdCn88/0QZ/V4qFOG+q5hOPNmnVi4deYcjuFAg7fr5SIQr5SSiCw2ot/eMf6vFpH/muO9twOL\nRKRKRBKA64BJ82cRWQv8HK2QTrpszxaRROPvPGATMP3KzdlS6Ax22ENpdjIDI3Z6bGMBuZXfadkF\n8amQt1iPTgNtw/ciD15RZjLxcRL+o/zeZmjaNmG6A5fR6Wzt+OVnwfL3wes/gL7WOYlXnpMaWb45\nA6cvJCCd6f6/wBP/BlXnwYce1qXqp2Fi3VynDdZ8WEdJRkh4eEOXDatFKMpMCrUofsfbmdIvgS8D\nYwBKqb1oJTJrlFJ24NPAM8AB4DGl1H4RuVtEnNF0/wukAX+cEvq9DNghInuAF4F7lVKBUUrZlZCY\nCa17Iy9NTvMuKF6Dza5o75+FL8RX8pdASt60fqU4i1CaHQG+uQNP6vdlk5VSepKVzOQ5+EIu/ho4\n7PCPb85JvIrcCPLNueD0hfg9s/Whp+HPN+v1ZNf/XvvxZmDSurnkbKj+IOz7Ewx1+1e2AFDfZaM0\nOxlrFJWscOLtJ0pRSm2bsm3OK/eUUk8ppRYrpRYope4xtt2plNpi/H2xUmre1NBvpdRWpdQqpdRq\n4/3+ucriEZGJYIeIMj3ZR7VjvXgtjYYfLOBTfadfaYbMDmU5KeHvU6rZrPMf5i2c2FRvZGSeU5qm\nnCo461/1Qk4jW8hsiNSUTQEJBz/6D3jso9qq8eHHIMF7i0C5q2/uzFvAPgS7H/GfbAGisStAs80w\nwFul1GEEEigAEfkAMDf7QyRRWA1t+ynL1OaAiFBKJ2tgfARK1gXXKVqxCXobpi0JXpGTMlG6ICzp\nPwENb0wy3YHuCPwywn/XbXpk/uxXZp137ZQ/JALaogt+Xzh7/HX4/YchbzF85M86Z6UPVOSknvLN\nFVXrmdb2X+nI1TAmoH65EOOtUvoU2rezVESagc8B/xYwqcKNomqwD5Paf4y8tITIcDAbmRwoXhfc\n2jWVM/uVKnJT6Bu20xuuvrkDTwJqIuoOnL6QIf+MTpOz4Pwv68W0h5+e1SWKs5KxWiQyBkgu1Hf6\n0RfStAN+9yG9huyjT0BKjs+XKMuZsm7uzFug+5iefYUpvUNj9NjGoq64nxOvlJKxwPViIB9YqpQ6\nVyl1PKCShRPOYIfWvZGzVql5FyTnQHYljV020hOtZAUjR1bBckjKnNavVDYxyg/T2VLNZshbonPX\nGZzoG2Z03OG/YJH1N0HuInj2q7qcgo9o31xyRJrvSvzhC2ndC799P6Tmw41bdOaMWeD0zU3ktFx+\nja4cHMbh4dGaiNWJ53hJdO45D9sBUEp9NwAyhR95i8GapP1KOYvZWR/+jlBadkPxWhA9mi7PDUDJ\nCndY4qB8er+Sc4RX32mjujQr8DL5wkC7Vqjvum3S5jmFg7sjLl7XXPr9dXpdzVm3+nyJ8twIS9mE\nn1LjnDwID78PEtLhY1sgo2jWl3KatCd8NNYEnUT3le/oeljZlXOTNQCc8stFVx0lJzMNV9KN13q0\nua7EeH0Sna8uNoiz6hlA6x7Kc1Jo6QnzEhajNjh5AErWASFI3FixEbqOat+MG8I6ivHgX0E53PqT\nwM+j08WX6/Dll/4bZlEBtTwnObx9c26Yc1vsPAq/uRos8VohZZXPSZ4yd765M24CscCOB+Z07UBx\nqqZXCKr2BoFplZJS6utKqa8DecA6pdQXlVJfBM4g2HnoQo0RgVeWnYxDEd4lLE7s1Qt+i9fhcCia\nuoaCmyNrwq/kfraUkmAlLy0xPE1PNZt1efd5KyZtru8aJM4iFGf5cV2ICFx6jw5BfvU7Pp9ekZNK\n37CdHtuo/2QKIE5fyKyVUk8DPHS1Dqm/cTPkuk3i4hPFWca6Ode2mFkCS98Dux6GsfD7nTd02chJ\nTSA9KbpKVjjx1rBbDri2/FGg0u/ShDOF1TDcy6JEbboLy1G+E5dMDm392hcS1JlS4WpISJvRhBd2\nz9DWpYMPll9zWvLOhq4hSrICsC6kqBrW3ABv/Ry6jvl0akQtUcClfPdsBkh9LfDQVTpt1kefmOTv\nmwvOdXOnBS+deQsMdcE7j/vlPv6koWswav1J4L1SehjYJiJfE5G7gLeA3wROrDCkSNdWqhg9AoR5\nR9CyC9KLIb0wNCWT46w6tHa6CLxwDBg5+Dc9w5xiuoMAh+Be+F9gscLzX/PptImw8HCccbrB+X37\nHME40A6/uUaXlf/IX06VlPETZTkppwfdVJ2ng13CMOAhmsPBwfvou3uAm4BuoAe4SSn1rUAKFnYU\nLAexkNVbQ0JcmJewaN414U86tUYpyE7Ryk3QfkB3JG4oy0mhpXeIEfvcSzn4jZrNkFUxMQBxpaFz\nMHAm0Iwi2PQfUPMENLzp9Wlh7Ztzw6wWztq6dFBDTyPc8BiUnuF3ufS6uSnPUETnw2vZDU07/X7P\n2TI27qClZ9hUSiJSDnQAfzFenca22CEhBfIWYzmxj9Ls5PBdqzTUo4MMinV+2oZOG3EWocifvhBv\ncObBa3A/W6rITUEpaO4OE5v9UA/UveTWdNc3PEb3XHwh3rDxM7r0xzN3eL1wMzUxjH1zbqjv9NEX\nMtyrw747anXqIGfNLj9TnpNCv7t1c6uv02boMJottfQMMe5QUVlHyYm35ru/AX81Xi8AdUyubRQb\nFBrBDuFoenLSslu/u8yUirOSiA92jqzidTqM3oNfKexG+YefBseYTpg6hQlfSCCVUkIqXPhVaN4J\n+733Y5TnJIfPM5wBn1LjjA7CIx/SqbI+9BtYcEHA5HJ28KeZ8JIyoPpa7VfyMOMPNkGt2hsivDXf\nrVJKVRuvReiqsdOXGI1GilZDfyvL0kfCd3Q6kcnBmCkFIzu4O6wJUHqmxwi8cpf1IWFBzWbIKJ1Q\n5q4ErUzA6uv1wOf5r3kd9VUezgOkKXjtCxkb0uu3mrbp8hNLLg+oXNMOkDbcotN17Q4PF7qplDyg\nlNoFnOlnWcIfw8G62lofvmlymnfpgmXJ2YBuxCFL3Fh5rh7pulmDk5+eSFJ8mPjmhvvgyAtuTXfg\n0hEE2mRiscBl90Bvo66c6gXlOSm09g4xag/jdXNoX0hzz9DMs037KDx2Ixx7Fd73M1jhsai03yib\nTikVLIPKd8H2B/xSyn6uNHTaSIizUJgRfSUrnHjrU/qCy+s2EfkdMIva4hFO4SoA5o/rInZh0aFO\npWW3Np0B/cNjdA2Ohi5HVsVGQLl13osI5e4czKGg9lk9GnYTdQf6e85OiScjGOtCqs6DJe+BV7+r\no85moCwnBYeC5nBeNwe09gxrX8h0SmncDn/+uP4+rvwerL42KLKlJVrJTZ0mp+WZN+skw7XPBkWe\n6WjoslGak4zFEoTsLCHC25lSussrEe1jcv8LjmaSsyGrnELbISAMlVJ/G/Q1T5ignCUrQjbVLz0T\n4hKmNeGFxTOseUIHGZS6n/wHPQT3krt1CYWXZg5wdZYVD4vnOA1Of43HWbtjHJ74pE6Ge/m9Ojdg\nECnPnWaAtPS9un2EQQHA+k5bVJZAd8VbpVTjzO6glLpHKfUIcFUgBQtbCqtJ79b1BMOuI3DJDA56\nkR2EUCnFJ0PJGR6VUlk4lJcfGYDa53RGcIv7n0PQTaB5i2D9J2Dngzpd1DSEXcCIB6at2utwwF8/\nB/v+CBfdBWcHvwDBtAOkuHideujoC9BxJLiCuaCU8k/uwDDHW6X0ZS+3+YSIXC4ih0TkiIjc7mZ/\nooj8wdj/lohUuuz7srH9kIhcNldZvKZoNZbuOkpTxsOvI2jepXN2Gb6voPlCpqNiI7S8rTv/KZTn\npDA4Ok7XYAjT5Bx5DuzDHk139nEHzd1DwTeBnn87JKbrLOLTUJCeSILVEj4BIx5o6NK+kHlTfSFK\nwdO3w67fwHlfgne5zQEdcGbMaXnGx/QC5x2Bqyc6Ez22MfpH7FFb3M/JtEpJRK4QkfuAEhH5ocvr\nQeZYeVZE4oAfA1egk7teLyJTk7x+AuhWSi0Evgf8j3HucnQ59hXA5cBPjOsFHqOMxbkZJ8KvI2jZ\nBfnLJipv1nfayAqWL8QTFZt0loTGt07fNRGKG8LnWLNZlyooP9vt7tbeYewz+UICQUoOnPefWmke\necHjYRaLUJYd/olZGzq1LyTO1ReiFDx/F2z7OZzzabjgjpDJ5/TNecxpmV6oZ9O7H9Hh6iGgfmK2\nGZ3ZwZ3MNFNqAXYAw8BOl9cWYK6zkw3AEaNW0yjwKKf7qa4BHjL+/hNwkej6C9cAjyqlRpRSx4Aj\nxvUCjzELOSOhMbxmSkoZmRzWTmwKi3QkZRtA4tymHAp5WPioDQ4/C8uu1CU33BDSMgEbbtWlE579\nr2kjvypyU2noCu9AB7dt8eVvw+s/0KbKS7/pNvIxWDj9NNMG3my4BUZ6tZkxBMRCODjMnCV8j1Lq\nIWCBUuohl9fjSqm5FhUqARpd/m8ytrk9RillB3qBXC/PBUBEbhWRHSKyo73dDwGD6UWQksdSVUdz\nzxD2cClh0dOgE0gWn1pnExb258R0KF7j1q9Umm34Q0IVgXf0BRgb9Gi6g1OdVEhMoNZEuPjrurT9\n7oc9HlYeDr65aVBK0dA5pS2+/gMdyLHmBnjPd0KqkMDL5Lbl58C8lbDtV7MuYz8XnIO3aC1Z4WQm\n891jxp+7RWTv1Ncc7+2uFU79pj0d4825eqNSv1BKrVdKrc/Pn111yskSCRRVUzpyhHGHorV3eO7X\n9ActpzKDg/aFNHUPhV4pgfYrNe88bUFoUnwc8zISQzfjrNmsq/NWnOvxkIYuG/FxErp1IcuvgbKz\n4R/3wEi/20PKclIYGLHTHY7r5jjlC5loi9t+Cc/dCSveD1ff5zHAJJjMS08iIW4G35wzH17bPrfm\n6EBT3zlIfnoiKQnT1maNeGZqDf9hvF+Jjrab+poLTUCZy/+laHOh22NExApkAl1enhs4CqvJ7D9C\nAmPhY8Jr3qXDrwt0HSCnLyRka5RcqTgXxkehacdpu8pzUkLjUxobhkNPa9NdnOcfeWOXjbLslMm+\nkGAiApd9CwZPwmvfd3tIuEfgTTI77XoYnroNlrwX3v8Lj2bTYGOxCKXepGyq/hAkZoYkPDwszPFB\nYCbzXavxXu/uNcd7bwcWiUiViCSgAxe2TDlmC/Ax4+8PAP9Q2kaxBbjOiM6rAhYB2+Yoj/cUVWNR\ndhZJU3gs/gS9aLZwlU7vg+tUPwwacfnZgLg14ZXnpIbGp1T3oq7NM43pDvT6mpA/w9IzYNUH4Y0f\nQW/TabtPlZcPz2AHZ0e/outZ2PIZWHARfPDXOtQ6jPBqMXdCKqz5sJ5lD5wMjmAGp5lAo5SZzHf9\nItLn8up3fZ/LjQ0f0aeBZ4ADwGNKqf0icreIXG0cdj+QKyJHgC8Atxvn7gceA2qAp4FPKaWClwOk\nUJc2qI6rD4/RqcOhw65d/En14eQUTc6CwpUelFIKJ/qGGR4LcgqXms2QlAVV7572sLDpCC66S7+/\ncPdpu8qywyyP4BQaumxcZtlO8T8+p1NPXftb7S8LMyq89c2debNO3rvzoemP8yMj9nFa+6K7ZIWT\nmWZK6UqpDJdXuuv7XG+ulHpKKbVYKbXAqNmEUupOpdQW4+9hpdQHlVILlVIblFJ1LufeY5y3RCkV\n3G77o/YAACAASURBVIzlOfMhIY0NyU3h0RF01upRv0syUacvpCgzTJyiFedC43ad28yF8txkHTgY\nzDQ59lE4+JReqT/NaL3XNkbfsD08TKBZZXD2v8PeP5yqLGyQnBBHfnoIfXPTMT5G3pHH+VHCfUjJ\nGboERUIYPE83lOWk0D9ip2cm31zeQph/Aex4QKdGCgLN3UMoFSaDzADjtYdRRNaJyGdF5DMisnbm\nM6IYiwUKV7FCjodHR9A8OZMDGDmyQukLmUrFRp06x1law2DCHxJMM+ixl3VorxemOwgTEyjAuZ+H\n1Hx45iunRX+FTcomJ+2HtJzfXca1zfdQb62CG/6oozHDFJ98cxtugf4WOPS3AEulObVGKUzaYgDx\nNiHrnej1QrlAHvCgiPxXIAULewqrqbAfo7HTfURUUGnZpYuR5S2a2NTQGcLs4O5wFmirn1zxxLn+\nJ6gdas0TkJgB88+f9rBpU+OEgqQMvcC0YSsc/OukXRU5KaEvpzLSr01av7oEfrwB3voZlJ3FbfFf\n4acLf6bNuGFMuS+LuRdfDpllQQt4aAwnc3yA8XamdD1wplLqLqXUXcDZwA2BEysCKKom0TFEzkhT\n6EtYNO+CojWTIpl0HaUwasCpeZC/9LSif3lpCSTHxwVPKY2PwcG/wZIrZvRrOGVy+mzCgrU36qwd\nz351kim0LCeF1r7h4JeXV0YW+Cc+Bd9ZAk9+VleMvfSb8IWDjH7gYf48sIKS3Dlb+wOOT4u5LXE6\naezxV+HkwQBLpgeZSfEW8tPDzxfnb7xVSscB14UaicBRv0sTSRjphkJuwrOP6ppFLpkcem1j9A4F\nuHz3bKjYpNd3uNjhnSUsgvYMj78GQ90zmu5AdwR5aQmkJobRupA4q+7wu49NKtNdnhPk8vL9bTpE\n/UdnwgOX6dnnqn+GTzwHn3pLl3dPy6ep24ZSAa7a6ydSEnwsL7/uY3oZxvZfBVYw9OytPCcFCfEi\n42DgrVIaAfaLyIMi8mvgHWDAmQsvcOKFMflLUZZ4VljqTy+jHExO1uhaQFP8SRDiRKzuqNwEowNw\nYs+kzWXBND3VbNamzgUXznho2K4LWXSxDqt++dtg6wK8zEgwV8btOkDk99fDd5fpvHWpeXDNj+GL\nh/RC2LINk7IzhG1b9IBP5eVT8/QC4D2PelzY7C/CIjtLkPB2CPgX4+XkJf+LEmFYE3DkL2N5y3He\nCeVMaUomBwjjHFkVm/R7/VZd0sK5OTeF1490oJQK7EjQMa7r9Sy+TJfVmIH6ThtnVmYHTp65cOk3\n4WebtGK64t7ALqDtqNVpjvY8CgNtOoHtxk/D2o9O8mO6I9J8IeU5KWw/7kMGtQ23wN5H9bPZcEtA\nZFJK0dBl45wFuQG5frjhlVIy8t+ZTCGuuJpVbVv4eygXLTbv0qlysiomNoVd1JiT9ELIWaD9Shs/\nM7G5PCeFobFxOgZGA2szr98Ktg6vTHejdgetvUOU57hNqRh65i2HdTdqE96ZN1OQu4BEq8V/M86R\nAT2r3P0wNLyhk+ouvkwrokWXeL3wtb7TRqLVQkGE+ELKc1PZvKeFUbuDBKsXhqSSM7Q/d/uv9Pql\nAAyqOgZGsY2OR4QJ1B94G313pYjsFpEufy2ejQoKV5NNH/3tDaGToWW3niW5/Bgau7QvJC2cfCFO\nKjbq6DHHqUS2QUuTU7MZ4lNg4SUzHtrSM4RD6U4qbLngK2BNgufv8o9vTim9lmzLZ+D/lsDmf4fB\ndp0U9gs1eo3R0vf4lImhIcJ8IRO+OW/XzYnoGVL7Qe2vDACRZgKdK976lL6PTveT68/FsxGPUcYi\ntWt/aO4/atOVSV38SaBHp6XhFDHmSuW5Ojrr5KlnVuZL1NNscTjgwBY9yvdi8WZYZcTwRFqBXrt0\n8K9w/LXZK6WBdth6H/zkbLj/Ytj3J1j+Prjpafj0Djj3c3qWOwvC1i/ngVkNkFb+MyRnTwo88Sch\nryAdZLxVSo3AOypcc+OHinkrUQhFtsOeK1YGkhN7dQG9kslKqaHLFj5ra6biXK/kEhpemp2MyAy1\nbOZK41vaH+KF6Q6gwTDJhu1zdHLOpyCjFJ65g/LsJBq8LWExbte1pP7wEfjuUl2zKTEdrvoh3HYY\n3vdjqDhnTuYopy8kkkb4pxZz+2CSj0+GtR+BA3+FPv/nha7vtCFC+A40/Yy3SulLwFNGCfIvOF+B\nFCwiSExjILWC5XI8eKG4rrjJ5DBqd9DSMxS+9uescsgsn5QHLyk+jsKMpMCa72o2Q1wiLLrUq8Mb\nurQvJD8tzH0h8clw8V3QuocLRl/CNjpO53Tl5bvqdP6876+E330Q6t+Asz4J//4W3Py8Lvvtp6wL\nkegLKUhP1L45X9vi+k+AcsCOX/tdpoZOG4UZSSTFh0dG9UDjrdPhHmAAvVYpIXDiRB6j+StZPvAm\ndV02KvOC7H9o2QUZJZA+b2JTcyT4Qio2wpHntQ/DGImXGckwA4LTdLfwYq873HojEaslXNI0TcfK\nD8CbP2VD3X0kcS8NXTbyXJXpqE1//l0P64waYtF+tSu+rTMTWAPzk3aanSKpfLfFInqJgq9tMadK\nm4Z3PqjL2PvxmUaaCXSueDtTylFKvd/I6PB15yugkkUICaVrKZUOTpwIXjmnCZp3QfHkNIT1kWB2\nqtyko+A6Dk9sCugC2uad0NfstekOwtwEOhWLBS77FklDbdwS9zet3JXSn/vJz+mghb/8q34GF34V\nPr8fbngMll8dMIUEp8yxYRcFOgO6Lc7C8rHhVl336sDUCjxzoz6S2qIf8Ham9LyIXKqUejag0kQg\nqRXr4DWwN+8BVgfvxkM90HUU1k7O9jSRry2cOwLneqXjr0H+EmByCQu/mylqngBLPCy53KvDnb6Q\njQvy/CtHIKk4h/GlV/HJA0+y++0i2PoPHUxiTdbKeN1H9XMPYhSc0xcSaeW7y3NSeKuu0/d1cwsu\nguwqHR6+6gN+kcU2aqe9f8ScKbnhU8DTIjJkhoRPxlKsFVFixzvBvbEz27abyLvk+LjwzpGVMx/S\nCvW6IQPnSLCp28+zJaWgZovO4JCU6dUp7QMj2hcSYaPTuEvvJkHGOff4fTqv35Xfg9sOwft/rqMe\ngxyW3dBloygjiURrZPlCynNSGBwdp2s635w7LBY48xN6XdcJ//QHp8LBI8cEOle8UkpKqXR0dvDz\n0WXQneXRTVJz6YrLJ6c/8EkZJ+HM5HCa+S4C1oWIaBNe/esTJRjKArVWqWU39Db4ZrrrjNB1ITnz\nuTPnf/li3k/h1hdh/ce9VsSBoL5zMPKeIXNcN7fmBr12zE/h4U4TaFhbPvyMt4tnbwZeRld5/Zrx\nfudsbyoiOSLynIjUGu+n5XIRkTUi8oaI7BeRvSJyrcu+B0XkmIi8bbzWzFYWf9D+/9s70+C4rutA\nf6cbjR0glgZAACQWghBJkBRJiYtEypIsS7JjxZGUOLacOJZclpSx42SmXHFZrmQyLk9SUSqZyJmZ\nZFJybI8cKY4lTSLKS6zNkhfJpAiCpEiCoAAS+0Ls+9Lo7js/3muwCXYDvQLdr+9Xheru1++9e2+/\ni3vuPefcc3K3UbXQFporbqzobTKiIyxLB9A1miQDQfVhmOo3vMGIY16l5qNgSzOigodIMg8ECxtv\n4p2pstVPXAO6RueoLkq+GX5UcQSziwzV3XvPGyr2KPE5/yTbqj0aQlXf/WfgANCplPogsA8YjqLc\nJ4A3lFL1wBvm5+XMAp9RSu0EPgJ8Q0T8R+AvK6X2mn+no6hL1MwUNVBDH2MTE2tXqC+Sgx9L+0KS\nYTCtvs14NVV4xTnpZKfbQ8tlEypKGUKp9g5jsAiRztHk3ReybunllzGz4GZ4eiE5JkjL8KUqiXiC\ndOAxWJyFM9+Lui6dI7PkZ6ZRkJ06Ts+hCqV5pdQ8gIhkKKVagG1RlHs/RtJAzNcHlp+glHpfKdVq\nvu8DBoGSKMqMG/aKPdhFMdR2cm0KnLpieFItsycNTS0wv+hNjllVyTbILl7ar+QLkxNTt/CBs0aK\nhzBUd2DMTis2ZIUW+yzBqC42wuT0rMe+OT8SLkFiGGSl2ymNJr18xV7YdMBwePBGt6ne8LxLvtVm\nNIT6X9djrlJeAl4TkaNAND7QZUqpfgDztXSlk0XkIMb+KP8cTn9hqvWeEpGgVn0ReVxEGkWkcWho\nKIoqByev1oh4Pd+9Rgu2AJHBIUlC4/gQMVR4fptoY+4WfuFlI5Do9l8P67LOkZnk+A0DEFaiujji\nU4Em8+8YVV888BiMtMHlN6OqR1cS98VICdXR4UGl1LhS6mvAfwW+RYDVjT8i8rqInAvwF9a0VUTK\ngX8GPquU8k07vgpsx1ApFgFfWaHuTyul9iul9peUxGehVb65nnGVQ9qVs3G5/3X0NhmDrZlo0MeS\nLSRZZlbVt8F4F4x3A1cHgpjY5pSC8y8ZXmc54YX8T6o9SsuIm8NImCxtnE1CmxIQ/ap95wOQ7Ywq\nAaDb46VnbC4pVaDRELZ+Qin1M6XUy0qpFf0llVJ3K6V2Bfg7ClwxhY1P6AwGuoeI5AM/Av5UKXXM\n7979ymAB+A5wMNx2xJKsjDRabVvIH29emwL7mqB0x3WBRbtGZrAJVBYkyb4QXxw8065UVZzN/KKX\noamF6O891AIjrWGr7qYX3AxPu5J2ICjJzSDLYY9vHMEQ6BqdZUOWgw3ZoUcUTySiTi+flmGEbHr/\nJ8bEKwL6J+Zxe1VSOtxEw3opzV/GiDqO+Xp0+Qkiko6RWPC7SqkXln3nE2iCsWJb401C19OfVc/G\n+cvgWYxvQUoFjOQAhvquoiCJbCFlOw2X5U4j5H9MU1g0HwUEdoS3c6FryfMuOWf4a55ePgidI8m7\n2oSrKSyiss3d/FnjtfHbEV2eaikrfKzX6PUkcI+ItAL3mJ8Rkf0i4lvvfgK4HXgkgOv3cyJyFjiL\nsX/qz9e2+tczWdiAg0UYuhjfgsY7YW70OnsSJOFAYLND1a1LEcNjLpSqjxjpHcLgary2JPodlxHX\nOIIhkjReoEGojkV6+YLNsO2j0PRdWJwP+/KkU8fHiHURSkqpEaXUh5RS9ebrqHm8USn1qPn+WaWU\nw8/te8n1Wyl1l1Jqt6kO/LRSano92uGPp8yw7yz2xtnZIUBkcB/GQJBkHbj6iBEuaWqASjOFRdRC\naeh9GGwOW3UHfgb6JBZKMbXNRYDb46V3bC6pBXvMHEYOPAqzI0aoqzDpHJ0h3W5jY35mdHVIMpJE\nz5P45FVuZ1ZlMNPZFN+C+pqMFAxlO685PDW/yOiMK/lmp744eJ1vk5Fmpzw/M/oNtBdMbXCYqjsw\nVKAF2Q7yM5PTFgJQVZTF3KKHoekY2OYioG/cZwtJsgmSHyVmCouobXNb7oTieng3/AgPXSOzbCrK\nwp4MkepjiBZKMaLamUeL2gz978W3oN5TsHH3dSmpk3ZfSPkeSM9dcnaIKG3AcpqPwuZbIL887Eu7\nRmaT3rDsW+Wtlwqv01SBJlt0cH9iZpsTMVZLvY1X41WGiC9kWKqhhVKM2FyUzXlvDdljF6LeMBcU\nrwf6Twe0J3Ul674QexpsPrRkV6oujnIgGLlkbJpt+I2ILjcypSbvDB9YUuGul7ND0k6QllFdHCPb\n3N5PgSMH3g3dPVwpRfdo8k+QIkELpRhRkptBq20L6e5pGO+ITyHDreCaDmhP6kzmgaD6MAxdgJkR\nqoqyGZxaYM4VoSuuL5fNjvCF0qLHS28iZ+0NkU2FxpaArpH1ierQNTJLelry20I2x8o2l7kBbvwE\nnHsRZkdDumRsdpGpBXfST5AiQQulGCEiTGzYYXyIlwovSCQHMJb6RTnp5CWjLaTGjIPX9c6Syifi\nFBbNR6HyZsPzKUz6xufweFVSOznAGqWXX4HOkVk2F2YlR9beFagqymbW5WF4OswUFoE4+Bi45+HU\nP4d0+lKyziSfIEWCFkqxpLQBDzYYiJNQ6m0y7C/FW6/7qms0icORVOwzwv13vL3UhogMzGOdht4+\nAq87/zKtMBAY9pCZdSnbKvHarm5RiMHvWLbTcOo58S1DDb8KVlGBRoIWSjFkU2kBrd5KvP1n4lNA\nXxOU7zX29yyjY3iWWmeSDgRpGUYAy863l9rQMRLBQBCF6s6/zKT9Hf2ocWbTPrz2KyWlFB3DM9RY\nQCj5BGvMomMceNTYZ9j2+qqnXh6aMbP2aqGkiYJaZy7nVQ3evjislNwuw4BfeX0kh/lFD73jc8k9\nEFQfgYGzFMgshdkOLg9HIJSajxrefEW1EVXh8tAMOekJnrU3RGqduQxPLzA1H+cII8u4MrnA3KKH\n2pIk7osmVUXZ2ATaI+mLgdjxMSPjcgju4R0jM1QWZJHpSK6svbFAC6UYUus0PPDSZgdhaiC2Nx88\nDx5XYCcHcyaX1ANBzRFAQfdxap05tA+FORBM9EDPiYhVd2AMBDXOnMTO2hsiSyvONV4tXR429rHX\nJvMEySQ9zcbmouzIJkiBsDvg5keMlZKZ3DIY7cMzllixR4IWSjGk1pnLeW+N8SHWzg69wZ0c2q0w\nEGw6ADYHdPySWmdu+LPTCz8wXndELpSsNBBsMScoPiGxVviEYFJPkPyIaIK0Ejc/YqjfT3wr6ClK\nKUv1xXDRQimGFGY76M6oMz4MxNiu1NcEWUVQUH3dV76ZXI0zifXPjizDa67zHbaU5DAwOc+syx36\n9c1HoWwXOK93AgkFl9tL92gS2+WWUVWUjcRS9RQi7cPTZKTZKE9yd3Aftc4c2odnYheyKb/cyO91\n6llwBV7Fjsy4mJp3W6YvhosWSjFERChxlnDFXh6HlZKZ/jyAaqljeIaSvIzkdAf3p+YI9J1iq5n0\nPmTV09QAdB2LSnXXPTaLV1nDyQEMt/DKgqx1EEqz1BTnJL07uI8tzhzmFj1cmYxhyKaDj8H8OJz7\nfwG/7liaZFqjL4aLFkoxptaZw3lVE1u3cNeMsbk0gD0JTLVTMqvufFQfBuVh++IFIIxZ/oUfACoq\noeRT0VhFKMHVWf5a0j48bbHfMBeIsRq0+giU7IAT3zRS0SzDp/nYYqHfMRy0UIoxNc4cTro2w1gH\nzE/E5qb974HyBrQngTE7tcRAsPkQiJ2KccN+1h7qQNB8FEq2Q8m2iIu2kju4jy2mPWStooW7PV66\nRmctNcP32cZiKtxFjNVS/xnoabzu6/bhGdJskjzJOmOMFkoxptaZc9XZYSBG6dH7gqermJxfZHh6\nwRoDQUYelO/B0fMryjdkhub1ND0EnW9HtUoCY3ZamO2gIDs9qvskErXOHKbMTLprQd/4PIseZakZ\nfnl+Jhlpttg6OwDc+EnIyId3n77uq47hGaqKs0mzp+bwvC6tFpEiEXlNRFrN18Ig53n8Evy97He8\nVkSOm9d/38xSmxBcI5RiZVfqbYL8Ssgru+4rn/7ZMjP8miPQe5IbitNCm522/NBYRUYplNqHrOft\nVFtiqJ7WSoW35A5uEc87AJtN4qMGzciFPZ8y8ixND13zVfvwjKUEe7islyh+AnhDKVUPvGF+DsSc\nX4I//236fwU8ZV4/BnwuvtUNnRpnDkMUMJPujJ1dqS9w+nO4OuBYZkCtPgIeFx/I6ghtIGg+aoRd\nKm2IqljfHiUr4RvYQlaDRsmSgd4K9k0/4mabO/Cosfew6ZmlQ16vMvqixX7DcFgvoXQ/4HsSzwAP\nhHqhGDsb7wJejOT6eJOf6cCZm053+tbYrJTmxoyNdkHtSUY4EsvEyKq6FRD2eZsZn11kbGYF1dPs\nKLT/3FglRbHhddblpn9i3nKz04qCLNLtttht/lyF9uEZ8jLScOYmjOIiJtQ6c+ganWXRE+OUNCU3\nQO0d0Pgd8BjbHwYm55lf9FpqtRku6yWUypRS/QDma2mQ8zJFpFFEjomIT/AUA+NKKd8mlh6gMr7V\nDY+a4hyaVQ0MtcDifHQ38yUGW8HzrmKDhcKRZBXAxl3Uzhhp5VccUFt+BMoTtepuacOn6WllFew2\nobo4O/b2kCBcHp6htsQaETH8qXXm4PYqesbikArk4GMw2QPv/wSwoOYjAuImlETkdRE5F+AvnBGk\nSim1H/gd4BsiUgcE6vFB3YtE5HFTsDUODQ0FOy2m1DhzeHd+kzFgDjZHdzNfJIcg6rsOK+78rj5C\nwehpHLhXVps0HzU2E2+8MarifJ53Sb35OAhr6RZuVbXTlpI4qkFv+DXI32S4h6OFEsRRKCml7lZK\n7QrwdxS4IiLlAObrYJB79Jmvl4G3gH3AMFAgImnmaZuAvhXq8bRSar9San9JSUnM2rcStc4c3pk1\nF2/R2pX6TkFRnbGCWIZSypidWq0DVx/B5p5nr709+EAwNwaX34padQdXBwIrDqi1JTl0jszi8cbX\nLXzB7aF3bM5ydjnw26sUjxWnPQ32P2L05eFW2odnyHTYKMuzRkSMSFgv9d3LwMPm+4eBo8tPEJFC\nEckw3zuBI0CzMjZdvAl8fKXr15O6khy6VQkeR56xFyEaepuC2pOGpheYmncvzeQsQ/VhAO7NaQs+\ny7/4E/AuQkP05sRLg9OUb8gkJyNt9ZOTjC3OHFweL33j8c1C2z48g1cZfd9qFGY72JDliN+K86aH\njbiPJ/6JtsFp6kpyLRMRIxLWSyg9CdwjIq3APeZnRGS/iPgS2e8AGkXkDIYQelIp5dOFfQX4koi0\nYdiYgkc3XAe2luahsDGavy06Z4epAZjqC2pPartirCLqS/MiLyMRyXFCyXZusbcEn502HzXUHkEE\ndji0Dk6ztdRa9iQfVyMSxFeF1zZo0b6IET4srmrQ3FLY+SCc/hd6rwxZti+GyroIJaXUiFLqQ0qp\nevN11DzeqJR61Hz/jlJqt1Jqj/n6Lb/rLyulDiqltiqlflspFcPAVNFTXZyNwy50OurgyvmQMk0G\nZIXI4ABtQ8ZAYMlOXH2YGxbO0zU8eb3qaX4SLr0RE9Wd16u4NGRloWSsXC4NxtctvG1wGhGst2o3\n2eLMiY/6zsfBx2BhkoPTb7C1xJp9MVRSc8twnHHYbdQ6czjjrgH3HAy3RnajviYQe1BDfuuVaXIz\n0ijLT/6kdNdRfYQM7yx1nnZ6l3s9vf+Ksb8jSq87gL6JOWZdHssKJWduOgXZjqUJTLxoHZxmc2G2\ndbxAl7G1LJeByXkm45U0cdMB5op38Rn7q9SXWlOwh4oWSnGivjSPX86UGx8idXbobYLSHZAe2Cus\nzVQ7Wc0FFzA20QKHbBd4/8rUtd81vwR55UYOpiixstoJDNVTfWnukqo3XlwanKbeooIdrvaPtnit\nOEW4sPkTbLd1s8t7MT5lJAlaKMWJraW5vD1ehLJnRObsoJTheRfEFRwM9Z1VZ/jkl+MprOWQ7QKt\n/gPBwrSRuXPHb4At+u7rG2Qs+zti2DjfH5yKW2BWt8fL5aEZS/+GPoEbT+H+luMOHln8KmU7PxC3\nMpIBLZTiRH1ZLi6VxnzRtshWSuOdMDca1J40MbvI0NSCpWen9prbOGS/SNsVv2jrra+Cez4mqjsw\nhFJRTjpFOdaKQuDPDWW5jM8uxi0wa/fYHC6PlzoL98XNRdlkpNmuX7XHkJYRNz3Ft+JIs54XaDho\noRQnfLPGKzmmB164s9Te4JHBAdqGpq4px5JUHyGfGVx9564eaz4KOaVQdUtMimizsOedD5/qqXUw\nPgPqVRWodX9Hu02oK8m9dtUeY9qGplPeyQG0UIobtc4cbAJttlojy+REd3g36GsCewaU7Qz4datV\n3cH9qTHsSmVjJ/F6lZE+uvU12PExsEVvUFdKWdod3Ed9mal6itOA6hN2Vl4pgbHijNdv6HJ76RyZ\nXXpWqYwWSnEiI81OTXEOTa4q40C4+5V6T8HG3WAPnOK8bXCajDQblYUWTgRWUMVMZjk3qWZ6x+cM\nN/DFmZip7oanXUzMLVp+dlqal0FeZlrcVE9tg9OU5WeQnxm4r1qF+rI8esfnmF5wr35ymHSMzODx\nKstPkEJBC6U4srU0l59NlIHYwrMreT3Qf3rFjaGtg9NsKcnFbvGd33OVt3DQ1kLrlUlDdZddvOSZ\nFy2+Gb7VBwIR4YayvKXVdaxJBRUoXO0n8Vgt+e5ZZ/EJUihooRRH6styuTjiRhXXh7dSGm4F13RQ\nexIYndjKOnwf2fW345RJRi81GaGFtv+6ES8sBizZQlJAZVJfGh/Vk9erzL5oYTWyyQ1lpm0uDivO\niwNT2EQLJdBCKa7Ul+bh9iqmCneE5xbet3Ikh4nZRXrH59hebv2BILv+DgB2tvwduKZiproDuNA/\nSUG2g4351g9+ubU0l5EZFyPTsQ1+0jU6y6zLw44U6ItVRdmkp9ni4uzQMjBJjTOHrHRrbj4OBy2U\n4ohvud+bUW/EsJsZDu3C3iZIz4Pi+oBftwxMArCjPD8m9UxoirYwZitix/QxyCyA2ttjduvm/im2\nb8yz5ubjZdSbs/z3Y6zCu9Bv9MXtG63fF30eePGwzV3on0qN/+cQ0EIpjmwtNWw+Z73VxoFQV0t9\nTVCxN+jmUN9A0JAKnViEvg3GitG77b6gjh/h4vEq3h9InYHAt5Lx9Z1YccFUO23baP2VEsCOjXm0\n9MdWKE0vuOkanWVHivyGq6GFUhzJdNjZWpLLL6YqjAOhODu4XTBwdsVIDhf6pyjMdlCaZ8GYdwFw\nbboVgP7Ke2N2z86RGeYWPSkjlErzMnHmZtAca6HUP0mtM8eyMe+W01CRz8DkfEzVoBdTSfMRAloo\nxZmGinxOXAE2VIXm7DB43gg2uoLnXcvAJDvK81NC7QSQdeD3+PLi4zQ6bo7ZPS+Ys90dKaB28tFQ\nkU9zX2yFUsvAJNtTaDD1aSdiKdybzb6YSr/jSmihFGcayo2ZlatkZ2grpVUiOXi8iotXUkftBFBX\nWcJR7qK5P3b2kJaBSew2SQnPOx8N5fm0Dk7hcntjcr+p+UW6R+dSQ41s4vu/i6Vwb+mfJD8zuZXu\n3gAAFVlJREFUjYoN1ne4CQUtlOJMQ4XRifuzt8HIJSOg6Er0NRl7cQqqAn7dPjzD/KKX7Smkf3bY\nbdywMTems9ML/ZNsSSG1Exh9cdGjYuYa3jJgzvBTqC8W5qRTsSEz5n0xlTQfq7EuQklEikTkNRFp\nNV8LA5zzQRE57fc3LyIPmN/9XxFp9/tu79q3IjR8s8gLVAMKrpxb+YLeU8YqKUgHTSnPOz8ayg3V\nU6wiXV/on0o5dYmvL57vm1jlzNBo6U/RvliRz/kYrZS8XsXFFHK4CYX1Wik9AbyhlKoH3jA/X4NS\n6k2l1F6l1F7gLmAWeNXvlC/7vldKnV6TWkeAb2b1q5lK48BKdiXXDAxdWNGedKE/9dROYAyoIzMu\nBqeiNzBPzBn7vFJhb40/tc4cshz2mM3ym/un2JDloDzF1E4N5flcHppmzhVhRmk/usdmmUmRfV6h\nsl5C6X7gGfP9M8ADq5z/ceA/lFKzca1VnGioyOdXQxmGWm5gBbfw/vdAeVeM5NDcN0ldSQ4Zaamj\ndgJoqNgAxEaXfyFFZ/h2m7C9PC9m9pDm/smU2eflT0PFBrwKLsZgv5LvWaTCPq9QWS+hVKaU6gcw\nX0tXOf8h4HvLjv2FiLwnIk+JSFDfaBF5XEQaRaRxaGgoulpHSEN5PpeGZ/GU7V55pbRKJAelFO/1\nTHDjpoI41DKx8c0kYzHLf69nHIDdlRuivley0VCeT3N/9GpQl9vLhb5J9mxOvb64syJ2zg5neiZw\n2CUlorOEStyEkoi8LiLnAvyFFSdGRMqB3cArfoe/CmwHDgBFwFeCXa+UeloptV8ptb+kpCSClkRP\nQ0U+Hq9iOHc7DF4w9iIForcJ8jdBbmAZ3Ts+x8iMiz2bUm8wzct0UF2czbne6O0hZ7on2FSYhTM3\nNfZ5+dNQkc/UvJvu0bmo7tMyMInL42VPCk6QNhVmkZeZxrkY2ObOdI/TUJ6fcpqPlYibUFJK3a2U\n2hXg7yhwxRQ2PqEzuMKtPgH8u1Jq0e/e/cpgAfgOcDBe7YgFvtlkCzXgXYShlsAn9jVBZfBNs2e6\nJ665X6qxZ1MBp7vHo77PmZ7xlBxMgaV2n+oei+o+Z3p8fTH1JkgiYvTFruj6oterONs7kbL/z8FY\nL/Xdy8DD5vuHgaMrnPsplqnu/ASaYNijVnFpW1/KN2SxMT+TX06bkR0ChRuaG4PRyyvak870jJNu\nt6Ws/nlfVQH9E/P0T0Q+yx+eXqBnbC4lB1Mw3LczHTZORTmgnukex5mbTmWBhfN5rcC+qgIuXpli\n1hV5bqXLw9NML7hTUh2/EusllJ4E7hGRVuAe8zMisl9E/sl3kojUAJuBny27/jkROQucBZzAn69B\nnaNiX1UBrw7kgiMn8CbavlPG6wqed6e7x2moyCc9LTW3l+2rMnYORDND9dmTUnWllGa3cWMMVpxn\nuo3VZqo5OfjYV1WAx6s42xO5Cu+0qfnYm6ITpGCsy+imlBpRSn1IKVVvvo6axxuVUo/6ndehlKpU\nSnmXXX+XUmq3qQ78tFIqPtnLYsi+qgI6x+ZZLGkI7Ozgi+RQHnjLldvj5WzPBHtTeKnfUG4I5GgG\n1NPdE9gEdqWgk4OPfVUFNPdNsuCOzKV5esFN29B0Ss/w9242JkinouiLZ7rHyc1IY4sztbZ3rEZq\nTrnXAd8sfyD7BmMDrXdZqJe+U1C8FbIC/6O3Dk4zt+jhxhR0cvCRnmZjV0V+VKqn093j1JfmkZMR\nm0SByci+zYW4PN6IN4C+1z2OUqlpT/JRlJNOTXE2p7oit82d7h5nd+UGbBbPHh0uWiitEbsqNmC3\nCedUjZFVdvTytSf0Nq1oT3q3fRSAAzVFcaxl4rN3cyHv9Y6z6Ak/fpvb4+Vkxyj7a64LIJJS7Ksy\nnR0iFO7H20exCdxUneq/YyFNXeMRuddPzS9yvm+CA7Wp/f8cCC2U1oisdDsN5fm8OVFuHPDfRDs1\nYCQBXMGedLx9hIoNmWwqTE3Dso+bqguYX4xsln++b5IZl4dbthTHoWbJQ1l+JpUFWTR2jEZ0/fH2\nERoq8snPjE1uq2TlpqoChqYWInKvb+wYw6vgFi2UrkMLpTXk1rpiftRfgLI5rrUrrRIZXCnF8cuj\n3LKlOGUNyz58AuWdSyFm8fXj2OURAA5t0QPBrXXFHLs8gtcb3ix/ftFDU9c4h2pTW7CD8RtChH2x\nfQSHXZbU+pqraKG0hhyuK2bGY2Nmw9ZrPfD6mkDssHF3wOvaBqcZmXHpwRRw5mawfWMe77SNhH3t\n8fZRtjhzKM1LrVhtgThcV8zY7CIXBsJbcZ7pHsfl9nJIz/CpK8mlNC+Ddy5F0Bcvj7JnUwFZ6XrT\n7HK0UFpDDtQUkWYTLqfVmXHuzFlqbxOUNkB6dsDrjpn2JD07Nbi1rpgTHaNheY95vIoT7aNasJsc\n2eoECFu4H28fRQQOaqGEiHC4rph3Lo2EZVeaWXBztndC98UgaKG0huRkpLGvqoBjs5UwOwxT/YZg\nWiWSw7FLI5TlZ1BdHFhopRpH6pwsuL00dYZuqD/fN8HUglsLdpOy/EzqSnJ4O0zV068ujbCtLI+C\n7PQ41Sy5OFznZHh6gfevhL4r5UTHKB6v0n0xCFoorTG31jl5fazM+ND/Hox1GNEcgtiTFj1eft46\nxB03lKS8PcnHwS1F2CQ8Xf6bLUOIwG31zjjWLLk4XOfk3fbRkD0Zp+YXOdExyh3b1ieGZCJyeKsh\nWN5uC70vvnVxiEyHTa82g6CF0hpze72T895qFGLYlVaJDH6yc4ypeTd3bV8tkHrqkJ/pYF9VIW9e\nXClk4rX89OIgezcXpGQQ1mB8oN7JrMuztN1gNX7ZOozbq/jQ9rI41yx52FSYzRZnTsh9USnFGy1X\nOFLnTKmsx+GghdIas6+qkKzcDQw5Ko0YeL1NkJZp2JQC8NOWQRx24bZ6PTv1596GMs71TtIztnqK\nraGpBc50j3PXNi3Y/flAfQmZDhuvnB8I6fw3WgbZkOXgpqrUjeQQiHsayvjVpREm5hZXPffS0DTd\no3PctUP3xWBoobTG2G3CPQ1lNLk2o/rPGJEcNu4G+/V7PpRSvHp+gFu2FJObwhEIAnHvzo0AvNZ8\nZdVzfefogeBastLt3F5fwqvnr6xqqF/0ePlpyyB3bishza6HDX/u3bkRt1fxVgirpVfOG33xg3qC\nFBTdu9aBexs2csZdjUx0Q+/JoPak093jdIzM8rEbK9a4holPrTOHG8py+fHZ/lXPfel0L3UlOTSk\nWKbZUPjwzo0MTM7TtEp0h1+0DjE649J9MQD7NhdQmpfBj95buS8qpfj3U70cqCmkIkWjq4eCFkrr\nwG31Trozthof3PNB7UkvneolI83GR3ZvXMPaJQ8P7tvEiY4xLg8F93zqGZvl3fZRHtxXqR1FAnDv\nzjKyHHZeaOxe8bx/P9VHYbaD22/QauTl2GzC/Xsr+GnLIENTC0HPO983SdvgNA/sq1zD2iUfWiit\nAw67jfo9h68eCLBSmnN5ePlMH3fvKEv5cC7B+K2bK7HbhO+vMKC+0NgDwP179UAQiLxMBx/bU87L\nZ/qYXgicG2h0xsWr5we478bylE2bshqfPLAZt1fxb009Qc95vrEbh124b3f5GtYs+dA9bJ349cN7\n6FdFLNhzjOjgy3jhZDdjs4s8fLhm7SuXJJTmZXLX9lKeP9EdcECdc3n47q86uHtHKZuL9B6vYHzy\nQBWzLk/Q1dIz73Sw4Pby8K01a1uxJGJraR4Hagp59nhnQBf70RkXzzd28+C+Sr3HaxW0UFon6kpy\nadtwhNfc+xibu3ZAdbm9fPMXl7mpqoADKR7RejW+cGcdY7OLPPNOx3Xf/euJLsZmF/n9O+rWvmJJ\nxE1VBRyqLeIf3rrEnOvaKBlT84tLgr2+LG99KpgkfP7OOrpH55ZW5/585+125he9PH77lnWoWXKx\nLkJJRH5bRM6LiFdE9q9w3kdE5KKItInIE37Ha0XkuIi0isj3RSQppx4bf/f/8IeuL/A/Xrt4zfGn\nf36J7tE5/uhD9doOsgr7qgq5e0cp//izS/SNX43WPDg1z1Ovvc+tW4rZn+IpFlZDRPjjD29jaGqB\nf3ir7ZrvnnqtlfG5Rf7wrvp1ql3y8MFtpdxUVcA3Xn+fsRnX0vHOkRme/vll7ruxnK2lWrCvxnqt\nlM4Bvwn8PNgJImIH/h74NaAB+JSI+Dbz/BXwlFKqHhgDPhff6saH+rI8PneklmePdfHssU6UUrxy\nfoCnXm/lvt3l3KndRkPiT+9rwONVfP7Zk4zNuJiYXeTzzzax4Pby3x/YqQV7CByoKeI391Xy92+2\n8cP3+gDDBvLtt9v59KFq9qRwxuNQERG+fv8uxmZdfPF7TUwvuBmcnOfx754kI83Gn963Y72rmBRI\nJAmqYla4yFvAHyulGgN8dyvwNaXUh83PXzW/ehIYAjYqpdzLz1uJ/fv3q8bG64paVxbcHn7/n0/y\n1sUhinPSGZlxceOmDfzLY7fovUlh8FrzFb7w3EnsNkEQ3F4vf/fQPj6qjcohM73g5uFvv8vJzrGl\nvni4rpjvfPYAGWk6+kCovHiyhy+/eIZsh51Fr8Iuwjc/sz+pQ1yJyEmlVFCtVixJ5FGvEvC3vPYA\nh4BiYFwp5fY7HtS1SkQeBx4HqKqqik9NoyAjzc43P7OfFxp7aOwYpaEin0/fUq1DkITJPQ1l/OAP\nb+NfjnfhVYqHDlSxqzJ103VHQm5GGs89eojnjndxvneCfVUFPHSwCofeLBsWH795E1tLc3m+sZt0\nu41P31Kl1XZhEDehJCKvA4E22PyJUupoKLcIcEytcDwgSqmngafBWCmFUO6a47Db+J1DVfzOocQT\nmsnE9o35fP3+XetdjaQm02Hnc7fVrnc1kp69mwvYq1WeERE3oaSUujvKW/QAm/0+bwL6gGGgQETS\nzNWS77hGo9FokpxEXpefAOpNT7t04CHgZWUYwd4EPm6e9zAQyspLo9FoNAnOermEPygiPcCtwI9E\n5BXzeIWI/BjAXAV9EXgFuAA8r5Q6b97iK8CXRKQNw8b0rbVug0aj0Whiz7p63601ieh9p9FoNInO\nWnrfJbL6TqPRaDQphhZKGo1Go0kYtFDSaDQaTcKghZJGo9FoEoaUcnQQkSng4qonJi9OjH1cVsTK\nbQPdvmTH6u3bppRak7AUiRxmKB5cXCsPkvVARBqt2j4rtw10+5KdVGjfWpWl1XcajUajSRi0UNJo\nNBpNwpBqQunp9a5AnLFy+6zcNtDtS3Z0+2JESjk6aDQajSaxSbWVkkaj0WgSGC2UNBqNRpMwJLxQ\nEpGPiMhFEWkTkScCfJ8hIt83vz8uIjV+333VPH5RRD682j3NNBnHRaTVvGf6amVYpH2PiMiQiJw2\n/x5N0vZ90TymRMTpd1xE5H+a370nIjdZqG13isiE37P7s1i0bR3a95x5/JyIfFtEHObxuDy7BGqf\nVZ7ft0TkjPmMXhSR3NXKCIpSKmH/ADtwCdgCpANngIZl53wB+Efz/UPA9833Deb5GUCteR/7SvcE\nngceMt//I/D5lcqwUPseAf63BZ7fPqAG6ACcfmV8FPgPjKzFtwDHLdS2O4EfWuDZfdR8PgJ8z69v\nxvzZJVj7rPL88v3u+7fAEyuVsdJfoq+UDgJtSqnLSikX8K/A/cvOuR94xnz/IvAhERHz+L8qpRaU\nUu1Am3m/gPc0r7nLvAfmPR9YpQyrtC9erFn7AJRSp5RSHQHqcT/wXWVwDCNzcblF2hYv1rp9Pzaf\njwLexcgo7Ssj1s8ukdoXL9a6fZNgrGyBLECtUkZQEl0oVQLdfp97zGMBz1FGYsAJjMR/wa4NdrwY\nGDfvsbysYGVES6K0D+C3/Jbe/mnoo2Et2xdtPcIlUdoGcKupOvkPEdkZTiNWYF3aZ6q1fg/4SRj1\niIREaR9Y5PmJyHeAAWA78L9WKSMoiS6UAknU5T7swc6J1fFQ6xEJidK+HwA1Sqkbgde5OrOJlrVs\nX7T1CJdEaVsTUK2U2oMxELy0yvmhsl7t+wfg50qpX4RRj0hIlPZZ5vkppT4LVGBkCv9kGPW4hkQX\nSj2A/6x9E9AX7BwRSQM2AKMrXBvs+DCGaiBt2fGVyoiWhGifUmpEKbVgHv8mcHNUrQpQ9+VlBjon\nyvZFW49wSYi2KaUmlVLT5vsfAw7xc4SIgjVvn4j8N6AE+FKY9YiEhGiflZ4fgFLKA3wf+K1VyghO\nOMaztf7DCBh7GcPY5jOs7Vx2zh9wrSHtefP9Tq411l3GMNQFvSfwAtc6AnxhpTIs1L5yv/IeBI4l\nY/v87tnBtc4A93GtsfxdC7VtI1c3wR8Eunyfk6l9wKPAO0DWsjJi/uwSrH1J//zMZ7PVvFaAvwH+\nZqUyVqx7LB5wPP8wvFbex/D6+BPz2NeB3zDfZ2IMtm0YBsQtftf+iXndReDXVrqneXyLeY82854Z\nq5Vhkfb9JXDe7GRvAtuTtH1/hDEzc2PM4P7J7x/l783zzwL7LdS2L/o9u2PA4SR9dm7z2Gnz78/i\n+ewSqH1J//wwNG5vm8/nHPAcpjfeSmUE+9NhhjQajUaTMCS6TUmj0Wg0KYQWShqNRqNJGLRQ0mg0\nGk3CoIWSRqPRaBIGLZQ0Go1GkzBooaTRaDSahEELJY0mQkSkQES+4Pe5QkReXOmaCMv5moj0isjX\nVzinzkx9MB3r8jWatUTvU9JoIsTMDfNDpdSuOJfzNWBaKfU3IZw7rZTKjWd9NJp4oldKGk3kPAn4\nVih/LSI1InIOlhInviQiPxCRdjGS9H1JRE6JyDERKTLPqxORn4jISRH5hYhsX61QEbnDLyncKRHJ\ni3M7NZo1I231UzQaTRCeAHYppfbC0srJn10YyfkyMcKsfEUptU9EngI+A3wDeBr4T0qpVhE5hBFF\n+q5Vyv1j4A+UUm+bGT7nY9QejWbd0UJJo4kfbyqlpoApEZnASBECRoywG02Bchh4wS/vWUYI930b\n+FsReQ74N6VUT4zrrdGsG1ooaTTxY8Hvvdfvsxfjf8+GkXhxbzg3VUo9KSI/wgiOeUxE7lZKtcSi\nwhrNeqNtShpN5EwBEdtzlJFCul1EfhuMVNIisme160SkTil1Vin1V0AjRqZPjcYSaKGk0USIUmoE\neFtEzonIX0d4m98FPiciZzBSGNwfwjX/xSzzDDCHkW9Io7EE2iVco0lwtEu4JpXQKyWNJvGZBh4P\nZfMscGXtqqXRxB69UtJoNBpNwqBXShqNRqNJGLRQ0mg0Gk3CoIWSRqPRaBIGLZQ0Go1GkzD8f992\niYRnGroYAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f230279ad68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pyplot.plot(times_superfine, function(f_signal, times_superfine))\n",
"pyplot.plot(times, function(f_signal, times))\n",
"pyplot.title('Wrong: connecting the dots with straight lines')\n",
"pyplot.xlim((time_start, time_end))\n",
"pyplot.xlabel(\"time [s]\")\n",
"pyplot.ylabel(\"amplitude\")\n",
"pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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