Omg
natanielruiz
2017-09-07 6dd2ff502947ec809d420e2baefa023d821a8bb1
practice/load_300W-LP.ipynb
@@ -2,7 +2,7 @@
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
@@ -16,12 +16,14 @@
    "import scipy.io as sio\n",
    "import cv2\n",
    "import math\n",
    "from matplotlib import pyplot as plt"
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
@@ -33,16 +35,74 @@
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAM8AAAD8CAYAAADQb/BcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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8/B3mlKUGdZ2mDSh6WqU8qlFIbfx7OwM1Y/56OjoRsmhrwfzRJHzeFFvnTJC0y4hazsc9VB3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WZTunyzLpp5VwJGgyZMiMnQtqTYzbtKnSaQ3BFZUKsyhML9mZaKYohsgtB1FijxkdpNNsO\nI9fbHdu+ZzeM9D7iEgwh0ucWg6ZphNFsDM65qceo2L3Dvnv09PQYkuL6+pr5csHpyRntYsnp2QPO\nHj7g+PiE88sNQTGBF9KuEFA6cXS84PTsiMfvPGK2mNMuFrx4/TM25oTra48eK07aJfebipVO7Lot\nw/Ulw26L70fm7QLbNHzy+pzL6wsurs5LHfetxl/Ek/TfUEp9Ty4XPwH+/Xxxfm5P0p934pTn3uJw\nKTWxDpQWqdvgPc9evuTJwwfwtXfxLjD6QDNvKK5vGP3/tfcmMZpl2X3f7943f1N8MWVEzlkzWdVV\nPahBEm6agyjZEjceFrIWBrTQUjLshWHR0MJaWgbsnWHAhg0IhgfKlgULggzYJGQQBiSKZLO72d3V\nNWZWZWbM3/zmdwcv7ntfRGbXkFXdVVlVjANExhzvfi/fuefcc/7n/2+R1w6JLIxxDVgBRrtOtpMV\nASskQpyPNBtzzjXm47t+krSYFn+mtXYyjdIHTDs742GFI1d0a/exbfrYOZ82hseLiY/3caxx853C\nurkXYwzyAs7PXow+tvXCLjp1kibWndOUsTTKkNXaHf4bQ6MM02XGdLEgLSsWRUVRN+R1TVpW5GWx\nHsgLw3B9plJKsbm5SRzHzOeOmqvX64GQDHpDJpMJZ6cTdvf36I828IOI7b0rbGxuIz0fgyWIQqwG\njCPcr4oMVeeMNnbZ2hqzvb1JbzAgTnqsioqFDljMDL6N2Ih7JKpB6hqbTihXM3RVYnVDGEYMRmN+\ndPd9lkVGZZRLh5/QfhZN0n/2Eb/ziTRJL9rH4bA+yDzPe0T6vfuP8/AwtLqlvo/Whjfu3sVaw4u3\nrzPuxeTK0Gt1OcESSvege50orHXiS1prGum4EIK2gYl1RCKilV6PPG9NTig7elylsb7EaIN2CrdI\n39X1gFaqELRQa0mQKIxcA1jQyqL46wjnyBnlugztUAOugek4odtJT+POPJ0s/JroXbgpUWucoK8T\n0fJoWqqprGwoG0VZ1ZT41LXhbJmT5QXvn05ZZjmzPGNR1mRNw6Kq0db11OJWgzWOYwaDAUII5vM5\nOzs7lGXJjRs3qKqK4XCIH4UsFgt+9OPXURau3XqGutEMRhs8+8JLRFHCcpEy3Bi51zlPydMFdZ1y\n0qT0+h4vv/IMr7z2EtdvX2OVVxzNzpjOa07VFmVWc3XzOre2rmJnD5hPj+mHBlUtKeoVJ7MF33/3\nAYPxNrMyQ/iS4eb4Ez17XwqEwcdZ9wBdNGvdYUAIgW4pk5SAtCw4nc1YFQXj/hArBbXSeL7jgWv/\nIJ2SdRCFGG2ptcKqc8WEUjuRXtlGHml8x8ApWpL2FgdmPbGusDnikLaJiTusd3yNfksQL8SF8WZc\nlPM9bz0m0GXkndDXeii6I/UQbnduQ4tL5+y5GgTu19YyJ+dByJ7DbZSiVJpMOTrbRZozTzOWWc6q\nrsjKirSsyZuaSil8P0T6Pp4Qa7qojkZqd3d3fdbZ3d1lMpmQJAm94YCzyQRrLTu7e2xt75IVJUnc\nI4x7GCuotUYK13eTVrro2tRYUxKFPe48c5NnXrjNlf1dTtMJs2WBFTHLzEeVFhEHCCz56ozF/IBS\nKmb5jLTOyUxDZjQebuPxAzc/9KV0nkdy8o9I3y6+uK5P02nfAOveBjgpxdBz1EwWgQhCGq25d3DA\nj996Fyl8toZ9hv0RShcIKTHWul4P7oyhlZv78bwA70IDLRJ+i9OCDuAvVPuxsRjtGpqetVjhOMfW\naWUn/xeETvemLRx0qZi2GiGkk3hvnclcKMWvz3VdkaRlDxVd8xMnE6KVXk+FyraU3WgH+RHGnW8a\nY6iaCmMFCkGNoDKCaV4zyyvyrOTt9+8zWy45ns+ptAE/oNCK2lhCP8LrzozAcDjk+vXrTKdTF0Xb\nM9D+/j5vv/02WmuyLGP25oLZfM7LX3uNZ59/gUI5ZbbrN5/j+PgMXTtVunF/iPQlZ3lGNpugmgWj\ngccLL17lN/7Sr3Dj9jXmec7k4CFZ5eNHY9IyoskU/siQTY44fudP8ah4mM85zGecpivevn/A1q3n\nyCpFbTWD3gDP/2RZzxfGeX5edtHxJKIVrxLQMsVYX6K04OHxCVd3r7DR71E1ilB2s/btDWxFbNy0\niXc+o9+mW9JviQFNS4UkfISTgHY7umo79hp80cGIXPqkTduUNXb90LtI152X2tdwgVGTx4bH4Pzw\n7xAAbRopWPNMIwxdgmhFWzjQhm6eyRG8G5R2rDgKS1krsqomzXKmq5xVmnIynbLMUrKqRglL2IIn\nXVQM8D0XUbfGI7a2tugAqcPhkLqu1yyg3Yj12dkZlWrnnXb3aLSlqhRX18MSEwAAIABJREFUruyz\nu3uFh+8/xNSKJOnhIyjTnCrLqIuUql4xGEYMRyG7V8aEcUizWJAXGqV8VmVNNl8xDAOEqkjTBUpl\nIDVZsYLQZ5ZlzLOczcAjMHZNoDIc9deg4iexr5TzuPTt/GMH9GyjlXRlX9/z0cpwejbhdDbl5tV9\namMcKNKK89mVtvq0RiEAWOlSJCFacjwPGbQSIMJDiq5L7ghAsBbhQUCrj2o1Vlps45jPnODSue5Q\nN9xnf2pQ4FEiyIu2RgVcOPOdw44eRRx058Gu+tZ9rpRyUcdAlpcs85zJYsksK1iuVszSJWXVuHvZ\noqqllETCw/c9vDbF7cCbeZ6vHUgIwXQ6ZbVarcV6V6sV/Y0RoyRhtphjFiteeOlV7jz7HGVRE4iA\nIInZHI5osox0OqfMV1RFTqVWXLveY2drA8+zZNmKxWqOMgJDwOHRjFDt0489KAtElRMITdUUIAVp\nVXM0mbpqYV6wWq2cIJZ0WcqXUp/nZ7WL4woXzRMSLUC38ylaSGzgczSZ8Oa79xglQ0a9AcMEx8xi\njHMCKZDCQ0qvPYALFBdGinFM/FGUYJBobcAL6LzPtGchYyDAnY/O4Sf1+cPVcaa1u7KLLo/CZax1\nY8oX/8bF6NOVsWk5pzWu+taJ+nafu/UIR3iiG8pWGLdsFKVSZEXDg7MJk/mKh8cnPFwtKIqCWbZy\nRCdR5PRDPclGrwfa0hQVoQd+6yjz+Zwsy/B9nzRNqapq7aSnp6ccHh5y584don4PPwyYTubcef5F\ntra2+dH3X0drza0r19kajOiFAZOTKeQVcQAeFaHUfP3rL/CdX/8LCKl47+AB7z2YsFr5FE1I3LvK\nc4MdqAo4PaAfGFRTcXx6gu0n/Pgnb3N4cMaV/avUiyX5dMr2/nXqsuTNw4NH4F0fZ18Z57lo52cL\nAOlk9awb6FJG4wtXms2yjNPpxKUtuqWBVQYpuunHTojWRYcLZE3rKLH+vEU0awTCSgdcNAKBxdOP\ninRJcY6MEC1URjk1K7duz52bPhjfd+4woi2KeO1Y87opipvHUUo9wkPtKHXluaZOXaO0Jstzylqz\nKArOJlOm8yXT6ZRZnjosmaAVkqJlJ9Ktzo0i9H2G/R7D4ZBcqTUrTkdiaK0liiLKsmQ+nyM7QGi/\nh7WWW3eeZ3Nrm9dff4P5bMlzzzzP9niTUdzDN4Y6L6jSnCLLCQKPjeGY/atXGI9HpNmS+XxOXdfM\nFhWTxYL9Gy/jpxWqyCFPIRKO5ETAPM0o0pzA99kYbmDKmq1+f02ieHZ6+oig2sfZF8p51lCbD7EP\ng+1cLFV3g2DQjroIizC6Pbi770W9HkXT0IQRbxwf81JZMYj6qEXJ1kaMyjMGkUetSlTg0XgBQnhE\nOsS3TqVNy9BFo0YgWvonTwbdnJqbb+we2Hh4HjG0wahmfV5xQEfRigu31LKmQwmc49MadfEg2zY1\nBVS6pBOj8izYWmFasVrVauJY0QE6DWmlwfNolGHZeBgC3puvWOYFs8Wct+4fsUxXLJZLlu0k52i0\nhdeqbru2LkwXU/wwYH9/nyRJwPdp5iVauzJgp3cjhOCsTdvCuMdgNGa4scntFzfwvICTkxmnWcl2\ncINfuPosr1x7kWuDLTQNebPiDZUzzU/ZiI/YHBlu3Nrn13/zO6hI8M4856AUFMQcvvUuJhV46TH9\n5odkeY7cHrESPu/akmqY8NZ775Hpio3NAYvFFKOcvurWsM9sumKRrr46gr5Pal3J1X1y8TsfPMbg\nqnOWoq4wWnNydspzvRA/8B1f8mO9JgnrobPuTHFOQK/wtEAL3e5a8pHzlmzhLkKINan8IysUrYDV\nRXREe67iQuRRjx1ku78iugjUadZY/VObkDFuTFpr7aipNCilKcuKUmkmkwnLvOBsPmM6nVJUpevH\nbIzWw2pCiHUDdNGeXzY2x2xvb5PnObPZDKM9jNEtlS6UZclitWK1WmGt5erVq3ieGxA0ZoOz0wm1\nSti7vsd2sMc4GQOSjY0NmqagSQv6SY/NwYjVomF3Z5MXf/EXCJKErF6RFgVGKXTtyPJFEeBZp7oX\n9SKMENRKkec5y7oiz3PyrCCMeviBz6pVZDg9PWXRppuPZxQfZV8J5/kos9YlXabrBbWlbYxjFC21\n4e7du7w06rE73iIrckb92DFaeu6sY4RxMP4LaZPRLdasPV9Kq1HdeHjXJ8JBa9b+Ih3MxJWOzdpx\nhBCP4OYcMAPOJ2mgg988jhiwXWGiPfecn23MGp1Qm2bNmlo1rtpXNZZlmpIWNQfHR6xa55kt5g7R\n0MKDOsdRSq2VDeq6Znd3l82tLcBxDjRN02r6mJbZp2S5XLBYpmvywk4B4dq1a5ydzjmdLNi5skVv\ntEnij9jY2GYw3GA8HjNf1I5sv6oQTQOe5Oq1a7z2ja+jpWS6WFIajWo0RVZSpzk9OyQEKlPjhxG5\nVRSFo/SdLFduNF7KdvQgYTlP8f2Q2VqlwrU3ntS+Es7zYZFHrzeRruTrxg26osBylVGVOf/ij/4V\ncbbgL3z96yS3bxKFEmFrokGM0dpFECEwKMfhLBw2TNoOza3RxkMXNbatPHVpFbi0rjNhNMK4/ovW\nDVZpB/ERDhAqcGmmtbZFALSMp6062nnFrDv3tMxBrdZo95AbY6iNxmAplZOK1FozXZQUVUNWlBwc\nT5mtcn705lvUyrGUGk8S9iN6gwGe7+iGm6ahbtSaO7rfH5IkfdI0Zzp9sJZS7AoEi0XNdDpFWUOS\n9AmChMFwyP61qyiluPvePcJowHMvfovx3m1K47P/7PN87ZmXkGXDew/uMnn4PtPpIct791gePuS1\n3/wmv/Krv8TWjZucZhNyI6hKw/R4xr3X3+f2aItro2skRU4RVPSigEWaMssylquUs7MzDo5OGG7u\ncnR0ilGWXjJgvLHD0fQMpRT9OKHIyid+7r4SztPNrsCjidq5dqdrolrp4SFQulVmNhqLJC1KHhwc\nsLu9wws3rlOVDVG/hea0kBorFFb4IAzWSlxL0fEBuFTOgPAcUbiVLYF669jN+dCdtS0/2jo6dGO/\nLXGgNufK1m01bA1w7X7yQhXOzfK38zkWR6rYjk87EnZBqTRV+/AvspysKJkvUx4en7DKclZZisIh\nXaO+Q4BL3yOOY6qqIssyDNYREgZuYC9NU5CCOI7d310sMMrxtJWlA74GsQOEXr12jb29PY5Pz5jP\n54zHY3Z3bzEe7WGsT5yM2d2/Sm88QmYV0zylyFOq5YJiPoWqYO/qPmE/4ejslCyqUcJjNl0xP56z\nPJvz/P5NdpIeeqHxRzEy9KjnFWVdkFclVa0Iw4i6UhRZSRjEgMT3Q4cER6xHOp7UvtLO0wJUWtCn\nbfseLu3w4hilFTLwaJTi3tEh8zTjhZvXWCYRL9y5QTVf0N8YYoVBCEmrzeiqbqYBJEK7flBHeNEV\nMS5yZnsyeKRiZuw5H7NRznmEvIDL68gv2sZiJxh18fV2Jo1rxHZVNid56JTQclVTac00XZKXBWVd\nc+/+KXlZspivODqbY5F4SUIcJfSHA8a7m2hrWKQLJmfTNTK6PxzQ7/cxxjBfLd3EpRHrdUnhMZmd\nOA4C32P3yg5hnPC1V79OrTTL5ZL5MmU03uKb3/4lBvFzID127txh7/oNaiE4np6RPjwgaDKS2DDT\nKdsDn5efe5lf/c3vYJOQh/MTZnnN6emU+z++Sz1JGdTw7NY2XmXo7fY46OfM0jn3p8cssoKz+YK8\nqMH6TKcLXnv1W7z66qv87u/+b6TpW1R54TCBWj9SUf04+8I4z+MDbxe/tk6D7E+rnUG7E3fN0Ude\nu4sUziRg2vw7dgdw4fgMkIK8NERNxXyZsj0cMpvN6PcT6tmM/sYI4xuEFXieJPAlBjdL0yjXw/Fk\ngEvwxGO3X6JNl3KdRw9rdXsGc9GoqTtEtsG2zlIUxTrinBN9nDul1hqpRdszcg5aVHU7X9OQKkVW\nlzw8PSMvCirVcDadkuUls8WK5SrDi3okwxFJv8doc4w2lrPZ1JEOtv2a4XBI3EvclGhZgifJsgyE\nWJd2u/83N3og2L92nSiKODo6oahKFquMrW2Hc+uPRlB57O3f4MrV64yGIyIpOHnvPunRQ7bqJZOT\nAx4e3GNrFLO3v4Xw3H/n5vYWxw/fI19lUGo2ooQrN/cwZU6V14z2Ys7SBXle0FhDVtVIL0CpHK0h\nCRNOT0/54z/+Lr7vM5vNiFuebwF48ktaqv5MzEpXru56PsKVrE1XURPCNTkF1MZSasd2mWU1TVMx\n3Bg47jXpu56MVRgjsW0U6hCbRig84bshuo5rof3XdimXtW3a577jSTcGYIzCpW0tDXDjeiS1OhfT\nrarKFRraQ3yXUnqdpEp7PkrLmqKqUMYyXa5Iq4LJPGWZriiKgsPTM+pKUdYNfhTT6/fZ3dvHSCeV\nUuZpy57js7Ozc04B1TY7u+qhG9V2HGudAO+g38MY1pHSWsH9h8dt8cFnc2eHjdEmg/6IOy9+Eyvc\n34nCkPnhAdPTI3S+5Gz2kJOT+yzSM/avXsMfSLK6QFOTo1ksFqhaIyvDc9fvsN8fM7n3gH7S42x+\nTB0ZKqvJqoo0Kyhr5TB91vX2tBUURUGep2jdOJ7xFqKj/jwQvT+JtVpYCNtB+B1TMph2XgesMG7k\nOuzhBxF+FNHrD5Eqo2ka5tMZWuKQwOEAqw1aKLxIutkPe44kMKLBPpI4un6P38Uia9e8aBaNFcIR\nhpiGoizX55uy0OuH8qIJAVJaaNlwmqbByABdN2RZQdM0nE3nVJWTlTyeLkirgukqpagrqsbROkVR\nj9HWgPHmLtLzyeuGum6oViu0MIz6I+J+TDrLqeua5XIFwmnfdLClPM9ptFpHf98PaUqFDHykCDg6\nPMMgiJMBQZSQ9AZcv/4c+/v7fOfXfgNdjPACn1rXTA7vc/TW64giw+Yr3rv3I9LVMXvPbvNbf/0v\nMxz1OFUzjicLjpcrDh+c4FeWb918HrkqmR7fxQ8tTQhLUTKrLGfzBQ+mM+bLjHSlWS5zirImCvtY\npSnzFN0UGFsTBkPWo+xf1ibpz9+co6w/s9JVtax0TiMcPZUBylZOsTF6vSMKI8irfI3V8gmxHhih\nQfrQjgpYK1zVS5zj1Oxakty4aNd2+enOPMLt0Bp9ji/TjhmmqAxVVVPX5xxi3a7f9W/WZyLpkALT\n+ZwqLzg+dSlXXlSkdUNWlmRFjfA8knhErxcyGIzawbOYqq7ReYEwLvWTwu282WpFlpVr1h1jDEVR\nuPTM91xzF7uWQBRCYKoGrMP6qUbj+R61gv6oz9buFXZ390h6I5pak+crNjc3MVVFXaSEWIxpqKuU\nolwQxILdG9v094Y0VrE8W7BYzVkuV2z2h8Sxh8waitkck+eMb22Qy4rcq0hXltkqpWoUwvPRRlNW\nFcY4chPP7zZSg2whV8JYRCD+fGLbPsyMkI7L+AJwsntv5Pn5pNEK5UmMdkhq3/fx8MirnKYsW86z\ngCjQ+NJDW78VXfLXQFLfa9lzkI8cPLsys26jlLKqvaZTRTDGUFY5TVtdmy8d0bkx5hG4yEXnUUpR\nlhWZckK4J6enFFnJyfEZZd1QFhWNlC71sx5x1KPX63H96i69Xo8gTigrhbGCOG6wOBGoZTp3HGar\nGXEwWF/XtM5q2h6Q43vw11AcrbVDXzQGK90MU5z0eP6ll+kPh/QGI5LegCCIKGvt+L1VyWo5R6oa\nzzTkqxmyrgh8wXBzyNbeFpnOWRYrZospqzRF1zXSCFRmmR2lbIUxvc0tUp3TBIbTasqyiFlkGVWj\nUQaUMmhtCcMIbRpUUWNtg5DG8YUrjfB9Br0+s8XyiZ+tr7zzPG5uAM1NghpzwYE8ifACh39TCis8\nvEAyHA5ZZEtUXqByTRSG+F641o9xymYuLZTSRQojoJtyswLi9pyj2yqbMhoj3E7e6JqyqZkt5hRF\ngVKKk4mT7FgrnF1wIK1d5SrLMubzOUvr6KSKtHC9ncKVpLUFKUM2xmNe+MWX2drZoTfoY5qUsqyZ\nL1OmkzOMMcymCyyavCg4nZ0QRhFJL0IKuY5wTSsPH4YhlXLrQ4k1t7O1FqWMU24IA8Yb29y+8yyv\nvvoaSlvwfF55+TWSgUuRzk7nvPfwLuVsjqkKZm/9hFDXyDpla2fItdu7bFzZ4P35EZWpeXhwHyUk\nV2/c4Y0/ehMzLfm1K88hy4JytaTwSrIIHq6OOZkOWeYFWVmynBWkS1cZrcoG2XPqf3ESkyRD6qZk\nMXO0WLdu3eL+4dETP0tfKOf5OA6DDypHd9aJ1ErvgsZl20PRnKsBOHiMRSDwzXl1LlQSbIMuFb7w\nCaIAPDc6bUOfQtWsFlMGvT693gDV1AQExKK3jgYdyw5tccL1dCyF10Ye3UqPKIERUNSGLDdUleXw\nqGI+X5KmKZ7QxP0eXhxSexJt3XRnU2uKomJx5sCQTW2pKgcx0ZU7n3hC0ot8BsM+N5+5w2A0ZPfq\nBl5g0XrB3bOU6WKOagxplToNnMbN26R5jhQBwnpoJVnVeQsgbdZpp2jTmiBOHCK7btYTsGHPQ2lL\nqSquXHkBkQx4eDLnyu41dnd2Cbwe4/4mP/nJTzD3DmA554rv0+QrTJEx2kh49/SY51+8hRoLZp6r\noDUoVjde4IoK0AdLbt3L2PIiwqYgizTLfsB0EJFTUy4SbLqJX/uUyyPqQlCWJZ4XEMQByriqaT/o\nMxhuOl4FJuyOtxiNRnzMI/iIfaGc59Pa4wNin+pv+B5YR87nYCjhuvTq6ZrA81kVS+bTGaZRRAOn\n3DwcDomiZC08K/BaPJi/7uUg3MNXNjVaWZdKaYu2cO/9B0wmMybTecsqE7Ax6lMuVkxWKxrrID5F\nVVNVFXVRIvGQQJ5mCM+NNuxsb9Hv97l58yZJ3KM/HNAbDamt5v7hAacT16A8XjgojZQ+i8XCyYAo\nsyYnASe1WKkGzaOobtOefYIgoC7LddWtE9ISHiRJzN7eVW7fvk1TG567eYuNjTHPP/cC13d3efvt\ntzl4923E4RH9JOa7P/w+us64cXODw+yY5791g80bQ4Y7fWwiOTp4SNLvMS6HnL3zLvM33uYbySab\nmyNWekXpCQorWOSGRZnz8HBKOrWkacrp6SllWTqsoefWao17TUVRuA0jTbm+s8PW1tb53NYT2lfC\neTr7tI4DrQO2B/cOwyWlRFq5dqIkSbAaam2YLRdgJcs0X6dXUZS05xJvreisGoMfuZy7aNXSiqKk\nblOcyXTOfLGibGp6SZ+ghe8b65QTdDeuIAUo5bpIqkFKj41+j3jonHhv9wrD4dD1V8IYpGCaZSzS\nFe8fHDOZTcmyjLS0rW6OQ3RrYxxfHDiyEeHortzAmyND8X3HYiPMo0N0suVpEC1+cDDosbd3lWtX\nbyEF+GFICAzCiF7gcXpwn5P376HynB4109MzosRgYliqE3rbETqpGe/3IRBkVUYUBIx6CYv3FtjZ\nkpEM2Bj3IYDaKmpP0niSSiuKSpEXei1P362xY/VxdF/h2tm7jWA8HjvO7AtzUk9iXynngUcd6JNQ\nWTmCd03dqlm7hiT4vuc4pj03hyK1oPZ8ZicpVZVzdjZ1vYooYjTaaHc5D99raWyNwXrOKdMiR2tD\nljv4iucFZGWJxhKEjgtA+h6m1o7nuo1cWiksbnoz9j2kcDMy165eJRk559nd2iWMewRRjEWwzFLe\nvfs+J9MJDydnawrctCpJ84y6pQB2zKQt+YjvUOHGOGddR/MLt7HjjOicqmvcSikZ9QdsbYwZ9hPK\n1DhaXa2JhaVeLHn77bc5m5w4lqAqZzk5hqREhoomLIh3+uheg/Ia8iLHYBn3BojGUr13jDfP2Ez6\neD7kOqUIFIWQlNYnKxtWhaIsjevltFqtneN0BP5hGBJFjkevk6WMY5dud/NHT2pfGef5qUEx8cH6\nNB9m0hcopambkko1COEEYgM/ItauQamDBhmHhH7A7WeeJc9zDg8PybOC6WzO0fEJHQjV84L1bLwK\nuojmUiyt3NnH8wKaxpXGO5LAuq5bMkVJGPr04sjp1sQ+cRiRRAGhH9BLYkfl1I4gVFVNtprxzg8P\nWKUZ0+WKB5M5DbBqGupWd0Z6TndVBOEaea20U8azWJRy5XLP97GqfmQ39lvdV7+NrmEYIIxlNBqx\nvb3Nt3/l26SLJfliQWhjIgSxKkkfvs/xm68znZzS7/eZzaZMH76PEg0yMMTjmM3nN1CJYuPKkCZS\nDPsj9jaucP/1+zx4/wH7BxlhL2EQRxQmpfQbVokkRTCrCt4/yZnOa86mDXXerAGt4Hp04CqV/X6f\n0WiEMYY0TdeKdHmeO0L7n7PEyJfGLu4anziFa3nROprcNVxIm/V8SiA9hO8aq934wXg8xpN+e2j2\n1h35Lv1zu3uAMQ6oaQXoVr3O90OHrLYCv2VusVikdGnFqD+g14/pJz22NzcIPInnSzzr0hHPGjAK\n1TQslynLVcbR0RHzNEXjEyYxvd4AW5Qs0hVVXSPatSllWk44idZta9dY6nb3FdJNw15Ulev6OVLK\nNd+18CRJkjDe2EAVJXVesprO2Ug22BwnpJMz8ixjtZgzGPaQWjI/PcArVmipeebaHZL9hCLMIJIM\ndzbZ371GJCJsbvnJn77J5OiMXwx3GY5HmJ6hjmoIBDoCYyWqthS1pqo1Wnl43rkuEbCes+qazt3r\n8DyPqCXX75DrX8o+z5ob4ELEeBznJjhPET7q9z7KHv+Z7vezMifyJGVTo0xDrSrCKEZIi4/AepLQ\nD5DGjWU3EgIv4ureFTY3xm5mZDKlrmvquqYqXRQR1qkMWGsRyqBb+IeP0yMdhOeFCScw5QSfhv2E\n/St7JHFI5AfEUUjTVGit6fcTfN+nrHJ8E9Joy9HxMcdnE9IsQ3oBg9EGgfCYrXKKxhF8FI1BKFfS\ntkIibCfp3qaX4vzBArDS4kvHZ+ccyhJISV1XjDe3nIMPhvi+z+T0hGw2ZdjvM0oG7A17yLoim02R\nAvYGAbVacfDOXVS2JBmFXL11m+GVManO2N67xmBziGc9qhksTyc8eP0exdsztkTM3jhGS8XC1Cyl\nZeULTuqGs2XJdF4yn5VMJgWzRU7YRk+nYxq09989H2VZslqtiKKI3d1d4jhmtVgAkFfln1/2nJ/V\nXG5/HrHc3I/72O1UEut5WDRB2xgN/YTQ9wl9SSC9FjOVs2SFL93DGLQ7eIPb1Ts+NiEEcehg+/1+\nf83pnCQR/X6fve1NwiDAIXJqpPQx0u34HUdAqSHNMybzBVlaOEGsMCbpDTg6PibNSrKybKVTfLBe\ne1h2jWH3irvZ8W6EumXzaYnmpbHr84BoYTq9Xg+rDUWW0e/3ieOYXhSQBBH9KEIXJapR+MbgeYKm\nbphOj8iLFGNqdq7tsHNtRO054eLdrT3iXoJuFC/efJ6Hy7sc5oZbo13GgyFS5VSeoZaa3BPkVjLP\nFUXhuD7ms5zFbOVeV9O0G1K4LtxYy7pokKYpxhgnXdJOmnZn0i9l5HnqJs+jnZUX07+28ua1u7Ln\nCAgDryUTFD6BJwk8SRSEFEVEEocEvhvpllJStigC3biHNQgCvBbg2YvcgX8wGKwdyU98+onL70Ub\nFaLYiS4ZnLBUU9fkRcUkK5jNZizTFdoa+oMhMghpmoblcklpHIc2wp2hPD9xKO7GwXqQbo6l65Nx\nIdqDu7ZpNVm7iH9lZ5fA8ynqAqs1oR8wGgyJJEij0VVJViki4TEa9rDGNXaPTx4QJSHXb11n6+YI\n2TcE/ZD+aEDkR+hcE3kBZ3ePmNw7QM1WjGXAhgjIZUkuBKmw1L5PKaBqPMpSkaWKdJ5R5DXS+ijl\nHPai8HNHRKKVdchwYLlcuqhUurHztMh/vgUDIUQM/AEQtT//v1tr/zMhxBbwu8AdHNH7X7NO3Arx\nM2iSPjXzBFopauXY/v1AEoQeWhsCIfDwMb5rmmoLsd/S7ApASiIvpPEkSSAZDxKubG1StmBPJfz2\noXQPYBJGeO3sTxS6803onfdL/J50TilEO4PkqmGqpf2tWsn208mM7717DyEEe9duEYYxD49PWZxN\nySqnkt2PI7QnqOrGVRG1U8MWxhK08HtlHXzJSZSIdq2glNMnHbaH7EGUoJRitVqC0sRxzHi0gS8F\ndVlQFSVJEBL1BduDIZ41TA4PmEyPmaczXnrteW7evkF/3GM+eEgVldx85hcw0ufo3ffwbMDdH73J\nq1vX2SDg+dEWCRkxJfmmJZWWlSc5sx5nWc3RccPkcMHxwzOyaY4xFmU1UpxXBd24hrcWVw6DeN1a\nKAoHbdJ57vo+rbjXk9qTRJ4K+IvW2lQ4nZ7/TwjxfwH/LvD71tr/XAjxO8DvAH9H/AyapE/TXKOV\n9gB/ziIJxmnWGPB9hVAeUoLGkaTT4s2EkFjr0VElBIGr1rkigL++hkTgt7uiLyRxFOF5otWraZWh\nIyfWK6wE3Z5HjEW1MoZFVVEUBfPlgqQ3II5j+v0hRe7y+axwMPwgCLFt3t9x0pmWUQdj1wflNRsp\nrQNdOGfGcczm5ia9Xg9TNS2mriSUHoHn+Km76dENPyTwfMLAI/QDynTFYjkjLzKiKOCll15g88oW\nRZ2xc3NEEPXQoqAoYD6dUcwLVpMZd772y3jLlMVsgWhKMJLKV5RCUqBJa8F0lXM6WbKa59SFQliJ\nQKNNQ+Cda8t2EdPz5DoliyInLlbXtSMkaUcqtPlkj+iTqCRYoNOaC9o3i9Me/Y326/8A+H+Bv8On\n1CS9eOD/oPe23Q3X05biPCx3AEohxBrWb60l9H765a3z+QtUtkIIpA6ckkEjQEmkcNRSQRAhfbHG\nmmmpaaoaXVu01XjWQ1rp5EQ8gfCD9Xp16NInPHNBqfoc4Bn6rkAQyHOGGmstMgjQukELRa0bGt3g\nxTGZKslMwbsPHnB6OiGKE3755W8zm8/53jtvkdYlCynJ44ilUYxvZ07iAAAIGUlEQVQ2RnhI/Kwk\nlBGelCyQVFWBEjXaarRVGGUxyjpyEuWBkWwMtyApHXFH1TCZHxP7AUkUc228zTBKMFVDXDm8H8Bg\nc0AsJCZfcfDgPap0xtWrQ/61X36F3Vu7nMhDuKr4i3/5O6R1zMHhKa+/dchyVvL2nzxAnpX87X/v\n32f5pz9gNTvGC2rsrmChK/5MjmmUwXohiweHpKdzismMsqwQocZUNZ61+JUlGvYR7ayR1pokcQ3u\npmmIkxA/kFichHzTNCzbnxNCPMJ1/nH2pMpwHvAnwPPAf22t/UMhxJ49F7c6wknNwxNqkorHZBU/\nyn6q6vZYZe1xx/skoffi3wAHsuxKms45u53Lcyw67c91B9GL06yP58udg+s26HbO47do5C7SeG2T\ncr0O002GmnVJdbpakWYFJydn3L9/n15vwDPPPMPZZMIyS9eCuWVTUzeKXm/QjoBL+rF7cIzWa+S2\n1hqD43JrGie+6wmfMI4Q2nMbRtWga+VEtNrX4kYSZKsZZJBBK4diDBtJjybLmM8m1JNjBnHA3vV9\ndq7s0hv2uH3lOZ55+VlOT2YYMeb44JQyzcmmK4rpjOvJmHtvvMFYN4RJiPAFGid4bLAYIambmrJq\naLRFK8srr7xCFPb4Z//091AKkvBc/ds1or01eDWO47VanV6X7NX6dX1SeyLnaVOubwghxsA/FkJ8\n7bHvW/EJpRHtE8gq2scOrx8WmS5+/2dxnm63OnceDyENwnfEHl5t1g70ODnj49COLrp4noduSQil\nlHhtWVpKid/Kp3uthP15R7/V4LFmDWgtCnemKPKS4XDIld2rlGXNZLmgrCsaraiVcw6lNBvDDapG\ngcRFD62pi9JVzboZHdsS2+PYgTzPcwK/baooG3fuEb5HkiQEUdyyCEFapngINsMhUeAYifRqyWpy\nxmo6ZWsQsb+/y+aVMfN8RZMb/vWv/ya9nQ3m5YKf/OSEs8MZ7735PvPjGTIvGfU9Tu6/x3g8IowD\ntGfIRE0d+lTKCSsvVjnLVUpRVDTa8Myd5+j1+gjxe3i4lKyozjkfOq65i07U9eAuZiGfpETd2Seq\ntllr50KIfw78FeBYtNKKQoirwEn7Y0+kSfox1wEeBXw6+2CnWAMweewh/gQ+pIzGk+3NtedpXQfx\nEHiIsDuDWJpCPTJfY4x5BJ5/MRJ1kUbKc/n6Dt7ieU6It1u3tRbP+mA0i+WSqqnJy5LpZM5suaQ2\nltde/SaNNrxz9z6Z1uRNwyzLyOvaze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Jb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LNctp6m1v7++h8BnJMSEuMHNEHR2ItTnqkcpTNKaaowOUEMmwY44C2y5hMXoGQ8upXd0EH\nbrz8JnW35H/7n36d7vYH6DxQFUuEfY7mk+XgpEQ6RZF4fND0TmN7R0FA4MiU4PY3vsbF+RE/+De/\nynhrGz/aRec7pFagkzMIGms1InjqvkcE89ywEiJjywdweJwQBMJgixVhcAJDGZ2gQhpTCYSg7y1p\nmtC0ltAI3n9/zt7WhnzWsbW1hcr22LQnrGsoUwhtwd7BHkq0/w91bxYjWXbe+f3Odu+NGxG5Vdbe\nXV3d1U022VzFTTOULFEcQZQ8Cwbw2IOxBT94BtCLDT8a8+QnwzC8AQZsYAwbtiE9eDZhZEOWYD1I\nYy3UUKJINimSvVdXV1VW5RLr3c7qh3MzuyUPNdUaAW6eRiEL0RmVEZH3u+c7/++/YA4PcWGLFZqT\nxSk7c9huIb0PX7v3BTaMgWOfBn4fuPoeI/0jcusHucjuvedp/9KMpPfGugAMtmOwHa3raIeWb7/y\nCqKCnRs7TOYHSBLEgJYKXRgwBi/PVa+JMIswmYBMHJ0+4vj4ERbBkCI2KZQuCbHAWo8yFcWkRtcT\nilnN3v4lykmN1hopNL4f8G4gpHxWehemS7mAziHsEUw4lwEIsrd1ziNxF1D3RQuYRgb5COO+59Og\nj5HW7KCSR43D3r4dOL3/Nvdf+zZHb7zC6TtvovSE6fwAXe2QRAkuEIYWMULnSkSIuS1RcZS4nzv1\nANIUDOkSLgqQFUSFevpWjn/ZmVMqRTWbM5lPKCaSohCUpUSXGqEFUmXBndaSSVkxn0+RZUlEoLQg\nJej7lrbbMtgOESLee2wy7O9f5vLly5RK4r1F2uHiEvTejzD4+DoZ5d4xy+sTMt/UhEKXClUoYvTY\nJhG9YDqdElFU5RSlCuwAzgquXb9NWe3y7J0PsXdwmf2D67ieCwBpvpN5mdqMnEmRZVV9zwWL5UnW\nE4MNQogZ8E+A/ziltBbvOTeklJJ4n6Gb7411EUKk//EX/w/+3X/rC8yd549+61d4+plbvLV7xLQA\n/IAYLCfl89T3vsbB7h40X0aXcyLQuzV1H8AXoEqeev5F3t6t4Nd+kVORLaJ2rt5hvncVIx31/j4u\nDFgRqaaGab1HKKYMg0MbgTGTC2+EMLYaKuSL6JzakNE6NbrHC5LzFzuS0vqi+IQgo1kkfAhZFUtC\nyohi9FiQCaN2CcMJSSpSe4xYvIlrHvPOd34XgPb0mLiZ8qmPfAJhKlAGMWxwUuPbJaaakOwaUdcg\nPBQV0rVQeGKsUaomjOykUqasXg3ZzqtQAg5v8Nd/7uf4HTzH9+9jZWLoGkpTZDKuVvQhpyZ624G0\nCFEQyXopYwwiwUQF2sUpr778dWaXDnn2pTnGJ2zbst0MPFx2dCGgTIG3DusjRilEIqc2SjH6JYj8\nO5CZZYAcb1cC5BY6YXn4oOPwmZra1JjScOXyTY5PWtarlqqKXDq8Sb33IW488wWi73nmWc/x0ds0\nqyV3HzzC+Zad3afZP5xzsjimUFuGyegeEMVfvB2XyI4U/wT4pZTSPx0ffnQe7yKEuA48Hh9/4oyk\nf+nPkp4YV9x982Wkeocb16+gVo8Q/UAVfA7iqqdgDFEqDHs4lfCmIYiIkgViUrB/4yrDlRtcuXoL\nnSwH1/NLmlQFMkWkDjixSyVrSqNxxoz8KpnbDTTnytRsC3/ugjeaK6bR48FnlnAikIioc0vg0f+B\n+K4PASHm1xgCuqqIPj+HEFGpxds2t5WuJaVEYSouX77KyYN7FEVBOZlRTncvPqswbLObw3aJk5K6\nhGTyLimUhhiIykFK2fZLnpHiPj46EAGdWgg9abtCKEV3dkLoOg4ODlj3PZOyvLBs3g4NPmXftxhH\nFUkcEDIiRJXfbxgzpVKg73tU19K2LXt2RYkiTWouX77Mw6N7OJf/3XRBAH4vITj/NYU4UrAyi8RF\nT4ySGBPOOYZ1olr0FNWE/YMpxpRAi7V5JzaXPw5AYaYUkxt8+MW/zNXLd3jjle8xWGjaDYv1KZNK\nIlVEyMSsrHFDT9M4/JPX0ROhdoKcPvHdlNJ//Z7/9SvAvw/85+PXf/aex993RhLAL/3j3+cX/u5n\nSdKjpGbx+FVo5tSuZYZm9WhLvb3Pt377l/nyT/88clsSJiVaVlTOZledPnHzI5/hpml49vJ1qoPr\n4Ifc7C9PeP3hA1zfEPstmpidZpJjNpsRYsCHgSEqhIqUk4IUIaZETCHD03hiyubw3mfOjBQ6MxxI\no/hPQQh45y6kF8kPmf6SIkiJb5sMRIhEYiClLWp7RhCCwa6J24dIv6WYzqh2duhdwBQ1jTXMCOAa\nCJFmewYITNgQ+4LV2TuoyRxR72OqKUVa4Yc3MdOr+W5fWtLmIc57Tu5/yN9ZxAAAIABJREFUh+gd\nb3/9a2ilOHnj+zRnZ9iupRxnYsOQ51pNlxBGELzEOQU+MAZloGSkMgqfEpUIeAOrx49ZPTpBbQcW\ne3vs7e0x+I5t07C7u0vTbOjbhq6NOBUxMiOXg8zzLMYCCikSY2Z/QO4QfJQUTUG/O8CYLphshGQo\nVIXzG3avv8D1ay9RT3YJw3UQCtvvMHSPuPnUp2lXr9O3pzw8WrIzNzzz7DWS6LFB0G8l+O37Ovc8\nyY70ReDngZeFEN8YH/v75AL6h0KI/wC4C/zbAH/ejKTzFcWSlFpEMjR9hx1OeLaqIRRURIY+UO/o\nLMYTmsIWtGKG1Q1mE6C3yLmGoqC6+RzoIg8Ip0/DzpbdIXB69A4iOpRWlFpglBzveCnvEDERYqQX\nLVVVZ4FfGMdD6Vwj8y7ylkQgOIdSJs+FhCAEj/eB0mRWeFSQYiL5NLYMeW4kSPk8FgKpW4JQ9L5j\n0wwI71ivlmyaLeiSst5FFjWQ8s0gRrrtEiUS7faYST1jSAIVE1dDguDpRUKqEr95gKnmpPaMxTvf\nIwp4+xu/i3eR1WuvQRKcnR0hfD5NtY2lKArW2x6tNUMfkBH63gEJEYBosd6hC0WbBIWEtYkQZR4k\nW8vZ2QlRCtbrFZNZkTVMI7ScuYz5mBnHHT8Ssz35hfnMu0BEvr7ec6SIsHjUIcWEslKs4hmbocc6\nwdOHzzKd3ELpKd4pujBFqWdB9gzD77O7c0hVSkrVY3Q+lZXFBJMcxBqjNGJMN3+S9SSo3W/zJ0UB\n711f/gHPed8ZSRdreoxMLTEmtJZM9ZRlt6HroNwYxNqz8q/CvW8ibv8oIRYkZymCypw55ynXBWBY\n7u4zCVdANJRpA8lRahCxp57NkdETRdbOFKtHDGYPrQyyqNCqRJmKmNIYNRJyz54gOotEZasFKQnj\n+cja0erWWWKM2VF05OkFF/IFc+7YGgMx9SODocMOHbZdo7TOrOhuzdG9VxG2Y7lcYALs7R3QLE9o\n++/yaNsjU2C9eITBQv8qRmtaqzi4dAO7d42i3gHhmO4dUriOQRneePlr3PvWvyBpzXB0BEkRzxyF\nqeF4jb05p2k6vBMI2bNcd4TgsD5bVXmfzVRSAlPAcVOwfymgfKAoBYUtkXhCyJ/barNm06+p6xpW\n+fPqB5s5fHEkv6acrRRFGrVcOaHjvIgyqz5lvVKK+CHQmwGbYFYa+mHgO99+hXKiaUJCmAm7uze5\nfOWjDH1FNXkRPGyWpzy419L217jzzAtMCkdyGx7c/z737q64eWuX3j5GJUEc3J8M7vhXrA8Es+G9\n6x/8tyv+o/+kxNmBKAwPzxbckBPCcqC3BZW0TLY93/qdX+YTsz1K/eNMdncJfcSWkNhga4GoaqaU\nhGJLJStwA6gp88OblGXJ4vE7JDfQIbMRYqqYjPeLYB1BJpKQaFOOs5985nExIFPMKX4qmxS2wzYz\nqRMoEYkiU10GP2B8ImmJt9mfLtN/FMG3kCyJiO2WBO+xvkMEwWC3LFanbJsFw8k7HNSSw52rXL20\nR794gC8llSp55f7vgR9YHd3DaMVyuWS6e4XjzZa+/xbz+S7P7O/h6ynL77wBMvHWd76JbfqcTxQl\nEcFymwh+Q1dOaR+e0vXZfLIdYjaZ1AaRIlEohPT0psQjCG1BCC1npwNKQz1R1PUMKRXOeSQJowW+\n7+mHAa0UUisG57PQMY6EVDJ7QyYwQ6AvMvPBj1ijlAKbJiQZsanF7EiuXN5DSngUEl1vsQKG3iKq\nGSGWvPrWa1x/ZsGl/RfwQWLKGbrYRxc3UPLbXLlyi8v7B6xO1kzL27z62u/xvW+9Q7XTcuPynKqc\nY/Twgy/UP7U+cIUEEAjYAYRwDD0ci44ySSau50bM4Y3CZGcQIQS9Cwi5g55JhC5QycOQiEVJSnIc\nko6sU5WRvVTtEmWL7R2mrNBmgjR6TMbLcKxmnKaPQ9gQI6OGDykljoiz+cNWCJIICKmQImY/8GgJ\nKRKCwAeHFCqzzkUixSyjkCNU7YctdtiSUsLZNb5bU+BRsynGeIrCY0RL4IDjRdYjLY4fE72jWa0Q\nJKzzRLmlbTtMVJQ20q57UmlYv3mXKCKytagBkobGgVAKc3CI7Tv6ssItW3RRst0OSKVJIlKVE5y3\naN3jIhij8C5e8Nq8h7aDpgkUZsXObIpUEqUlISmEMjjn8scY0khIPZ+p5Xnceft2oTxOaaRVJXyo\niM7hRMRHmNYlV68d4pPl6PGaEMmvMQ6oSmRQJMCjx6fs7nwIpSRCwv0Hb/Dg4VtgprgwYzq/yepk\nzc7OdQAKM2O9us/ta5c4qK+i5F9ga/f/x0q6xjOwOB6QXmAw1GpCoQda12N7+M3/8zfxdsan/53r\nqLCP3j9EyOm7fYcUyFDk1kUCegcRS8QskZKmfXyKtYLJZIYHqmpCKipC3+K9x4VEbFuEkkiVg5mV\nEIikkLpgCDYXk7UMXZNZ2yrPUqIfkAIGvyb5DoAoFUIpUoq4AL7bkFLCjkTUifYZfey3BNdRKwdV\nQYz5zCWqO7x53JPEEfePj3HB0zfrbNuVzUqxocRuHCoNiIXFFUs2xxs0kWmhkFKyjoqkBebgFtOi\n4KUvf4UQAh/+iZ/AX5ryjW9+jU9Yya//+v+NeOoSr339d9mtC+x2jdZTBhtxSuNDNrN0Xc3Z2Qk0\n0G0zrtM1DSHAbJ59MHb2JuANne/QWhKTupCpZCVsZo8kmUgRVAN2EkHlQKih78FojJJMpOD6U5eZ\n7dbUe3s8QLBYnFIfGFzQXL11h8FqNhvLd7/7h6zXlo9//GfxTnDavIKTSz77+Y9y55k7yKS5cfMT\n7E13uXr5Mut4n3/0v/9nvH3Ucum5CqWfvLf7QBbSYAODy3eqpEraKNFCY3dK+rZnfwe0SzkbyAVM\nNYIBQiDK+mI8nm23MuKhgfOm1zrHZL5DjAGiwxhDtAMBQbA2tzNjr54Rbg/Bk4RAFuN8YYS23dAR\nR9g3knJblDwQScGiZBpFai573LkhzylGiFtEhzGKQgmMSLjoSbbFDx3B9zTDDCsM8fQYowu2/UDb\ntlnRO2qB/BCJCIatp1sNlFqx1wpMBakBITVbpRAxIa88RRJw+y99Ge89z37hp1BTA7eehsU97nz8\nY/CHf8yHfuZLvPqdb3H7xZfwzRpvJE2zQZvccikh8dFTlIrprGC+o9msLNs1tFufB5u9px8Us1Di\nfMrRmNEgZAIvRsQyceEoGyTR57GDlAIpye8zZWehpBK6FEx3Jsx2apzoMaVEFzIPfb2F5Ll25TJG\n7bPa5F3GGIN3jtXmAVEMHC8fsb52FRU1+2aXk2DZvbLP8t59BAa8QumAd08+Gv1AFtL/9F80/Jv/\nHqhYIiIo30BoENVVtkoRbOByfZ/Xf/1XuXNwnZ2Pfw5e+ChuZyejeboEsmWcAJTvSbJCjqkO89mU\n5tgi+hWyKPCbJUPSKJFIQmHMHGWgFooYBRY5WmiRWQkiUchMXRE4YmiJAZwfEEKgUm7XyiLrk4au\ngaRYtyuKYkJyGQqX0RG8xTlB49qMBpI4kT1iNgWhqIMlDo6z02x4sm0GOucJJLo+UHvP2XLABxga\nhfSR1AZOo2AbIvuXDrCm5GM//dOkueKTP/dXUbJEv/BRGCxUc/AbMBP03i32V4/hiz/Jh7dnPP30\n0/zzX/unLFbH2GjpQ05S99ETk8AUBWoCyYC3kl09R8lAUXhicjRbx/HjYbQ9qylKjUs57TyEACqg\nTA7MdlGMei5AZjZ41wViSpiqwJMYvAMBVV1QTg2Tackt1yLMDseLBc4nJsVN+gaevv4ifdty9nhB\nv12hzYRnb32F77/5v2GKy2zjBt8ZWl9xtXqGoTXEcIuPfOiv8Nr3foP/p32VENz/9+L8AesDWUiQ\nPQ+n4x23T9kb/qGyaKcwKeJTYi40J+/co7x2k/LZZxCDI07mWBIkTZU0UiQkA0QFvoPQge2YaIGN\nltj3qOTphpaqzMFgle4RQRNC3sEKXeIZ+/cQkSLhx+FwDO5CYRnDgFGKmNw4V4IQPF27JAbJ0K5J\npcUPLdN6BzvkJIaua1Ba0NsBpRSlNgQvMCYgpxore9rHZzjn6IZsHxYFeOvZdoGmydMFawPKCgoh\nECEymef0vluf+zQAL33l5yhf+HCGypSE6S6r0mB6T9isKd2WbdOglUA3WygmXL/9PCEE3jh+AATC\nhXsSSCVwY2ixVI6qVgRfoEvJ0I4UKiIxjoI9nYWKGkUnB1SEavR4cSk7C5IUSgqkKFBEQvA4G0gy\nZz1dubLDRz72EeZ7NY/WJ3TOY727kOd/6w++xXMvfIJoHe1WMCkrum4gdoHVasXu4Yc53vwe1+1l\nTLFHofYB8Dbz6upqwqXDXYLvsPZPU7l+8PrAFtJv/CP4sZ9UzEwuCmkDj6KhjlOcirjtinZ+l82v\n/kO++/JX+dJeQL70OYIYiNU1irgliCnGtyAs9Ku8Pa3uMhy/De0CPayy10Jo0d4h9SGFqdFGjtKO\nNsOxCbo++7Cl6NFaM9HZ121oFyilMCrhhURgccOGAHSbhuAs2+0y016GgX6TDRGJgd6OtlpSgxVU\n9QStK67pGyzMGVoq2n5LPziW61HU1zms2yKEpG1c5rb5DErul4IJktlMMjE11569zs0XP8VLP/Nl\n6uc+CrtzHJLjcg8ilFGAC5SmxNqCRZc46wYSgQ9NSrwduHr9GrZbc/f1gkePTqm0HGMuIVkLSRCl\nReqSGAdMKdDlgNSSenfC0AT8AM4F+mIgJSgA8lyaQA5LSyIrYxKREAVh60lFhSlKBgYEEikddsiU\nrf2DK6j5jFXXI+4fsTjt6FYG6xJf+52XeeqpfZ6985e5cXOXR0evcrJ8zLK9x82nrlOZzyOHp3Nk\nQjHFFzVX9mumE0UhX+XDH17x1lt/TAgnT3y9fmALCSAUO6yHzGrQVFybXcK6I0Sl8Q5Ohp6nlKE9\nu8dbX/sNPvr8VWgTHChoAqgOmiVIC4u3QM948NZ3IQXmrmVuDJaeQYzzoLano2fqNa1yKKNR2mBd\ne+HDIIjI4C5SvOukGOLA4AbqaoK3DqUEXbvGDT1tu85vJjlQYLcndF2Hkjn7R8ocZ1KYkuA8Wirq\nqqTxBbKWJDueE8qSZrOl7+04xMxUHSWgmk6Y1p6JhEtFolSCFz91h89/6ScxH/0MXPs8XlRIYViX\nmp2kiaOoTijQMTCdlJRyB7tdo7TgxAb2lePg2jWuXr/C6dlD7j98SBcycpkiDN7l2VUjKOrRSks5\nok8oXeJTj5omnMlFouVoKhkCSuYMJG00pDC2evmc5GIAqUnZ8ZNiMqOzDUWZTSW++e1v881vf5tY\nam4+d4uTkzVDK1gtNkxn+0yvtVx7RvC5zz8PwP2HLUeN5calmxzuHvD8zS+wehTxPrE7lVSmp7Ov\ngoTJ7imr1fd4+k5iOn/ya/UDXUhSqbwjBImShtYPFJMZm9QySxItI9YIhE7Z3bNZQmshlbDyMLnB\n9vEjqtLSLh7SYTj57j9HmSmzW3eQ4rw4AlIn+naNYkLUjl61VKLKA9MYkdpkH4OQPReisyghCMFi\n6bBDA8mN3LTRs05KtNbE4EBZ+r6nH3e2vu+Z1vk3tVyuKCYVe7v7owlKTmGQKEKIhBCYzmc452ga\nm0PCpKQY08OJESMStRHMZ7lFkalj8eAuB5//2yPQkucxkyQpXCIwWk1E0Bog0372igIhJM5uiMbn\nxAyZ+PhnPsfL3/w6y8XpGG+T2143eniHcC65iBgxweuATIbB2fy4eFe2fi7ZCoHRO1CNcolEGGHx\ndAGK559TqppVs8TFwN3X71Hv1LgCTtuGd955h76vcAewVW9zub7Mpr3Pav02eztPsVqcsVkvufPC\nxzg43EPHmhgWSAHWHWPKEjs8QNLgwluYck1RpgsJyZOsD3Qh/c7/dcJP/I19Sh/QwWPMgBKRSilS\nkcmbL6c1t7uKb331q9QTycG1mwzxNYrpVY5XrzCZ1pRv/yGnj94iJMdbp6+hixn7O3tcvnmLo+VJ\npu9ooEjgB6LruRZqjuJpll37gDA1ilE7FMJIUk2oFAmpZ704Y7WITKcTduZTQNAP2a+7qopcjJWk\nSxuGwaK1x0pH27YMzmJMQXCOICVJSrSHxXabz0IxsVxv6QZLiIDIFByJoDSGmTbs7JRI2zG5+TRy\nusezf+3voPcukVLC245UFXifiEODcgVaKZAZXcS1oCVmWBPWZxRFiZxPsevEm49f5XBvl9V6TTNY\nUCXej3ZZgyX4QIxQx0m2+zXZgDGEbPxijCGKbGkWvCDGhJAqz9kE2eCFMcAagUs+m6BEh4wNKUzQ\nKGyyqELx7J07TPdqbty+yav3X+fbJ6+xSBGrWhBw9dJ1dqdPUek5v/6rWZi9OEkkUXBtb8rl6Uss\n7csYmVBKMJktiGJgCC9DatDVO+ztzNiZJcryh3yO9N51sD/DbDakPrBpTtit9xhSYq4MwguEqLF4\nlLc0ywXBBtarV5ns3sS/cYKY77ActhSbFoFj2G5hqonB44NlNqk5Xi8ZlGWmarRUGKXxzoM6z2OF\n5HqSUgih83whgBGCGKDb5tDe3O5NqM2EqAxnZ6d0bUNZKdpuRUoBazN9aD6f4+wIEvSWTrRZUxMj\nMUa8tTjnsJ2l7yw7u7M8JC4cbshmlkpo6rpmXk+5plY0UvP0cx8C4Nr1a7B7CNM5PkliNuDDe0tK\nWbaA8FnqXggIlrg+BUB6ByVsuxWPHj0kRYssSm4+8yyvvfr9nOmUcoFbWROxTFKWnYdw7kwrMrfw\n/JvJxpAgkTHD3iHAYGOeLZHBnBDz1xTzXAlyVyyFQjNBR81zzz3HSXWKOJSUTY3argkdTKcFMU7o\nhpb7b7/KK99+jBI17cowm+3yiRefp1ktqMuekBb4CN6dIVXAx/sI0VGXA7s7BpHsqAZ4svWBL6Rf\n/l/u8fd+4Q7D4oz2ZEPbrKjNhE1UCKuYhjlvAS+mhrPjx+zUDe1p5OyVRywfDBSyYv3wBNFsmBSC\nzdUNXXXK0fWbGGBZK862Z4gCvBjoVy1yX1CXuxiVCLHDu4AyU7xzTKoZbmjQUjH4gAJ0SgzbNV3X\nYbdbQtODiDx45wHRO6pK02yXWDcgU0Sj+f4fv4LWBqUUVT1BSsni9IzpdJrv4jFAN+BdYhgGNuuG\ntu0JIYs6EHBQOkw8pVQDTVFw54XP8Ol/42coZrtw9Q7IglTtZI8IKYgxn98a2SEl6NRSSmD5ELte\ns3jwJvNyj0W07B9+nOJyyclXT3jjjdd45uZN7t69y3bTEVzJdDrHUuabR0ycGdj1DiUNUohsdSwE\nMaTsGkQaiyyra2MIGe4vMhAB2QZNCDEKUjKNFdkCM47Y8COffpFnP/kCfhIRXYHRNdGXaFliTIlO\nBfdfFfTDgm9/4wHdFgRnVEoxdAFlG9765Ef4+IsHXLlTodUJatD09m3qWYcuMpDz6LglOcswPLlv\nwwe+kCDfeZPLSQFt2xO0o5a7lEIxjhboVU+DRzjHSjucCjxcL0htYnjUUJnILEmKmFEjIRMhOg6K\nKWm+x5uP32ZS1iTv8aMfHZCTJQDbb7HWYgeH955pWaFEizQGIQRVVdFum+yo0z+krmuCDQTvCEoS\nnMvKWgRd37FcrphOp0ync7wNWOEuFLneZ/h8vV7TeVgtlyNtJhAA3UOpIZYQkMz2L1OWJbc/9hmK\nSzeyLrycgdB4SqKMIOJIpBX0qUcJSWKABMo1OLsh9GsGKUlGQRVpNx1937JcLWibLYWpkaqlbzPY\n4n2Gh3sbKNB4mXCDRWudLZpFIonRaNKdi4zG9MJx57GDQxcGMQYVhHOf4nEJIdhMPGKA1VnD0f0T\nrj93mbNly9m6wfaalKb0LfRCcPeNFSFamk0+xcmUBcspwHp5yv27r3Ntf8HO9GnqG0uaTUQVGTia\n1Yauh7ZtWW/nONc98TX6Q1FIUl8HFYjDMkvrfOLtSY9yPTu9ZY7k3q6lD2smqSdtJcPK89Zpg994\n1oPnis9I0/N+xowtj+6+glCRW1e/AH1gXlZAJGl4cPYO03bD7vwqZ/2bTOe7OJ/wPmLiAg10NkPn\n2+02w9+mwKjM+yNBv21olmuEEDTrLXZomU4nxOCw1uH6gJoagg1EE1ksFlmsNgxMptWFAcuDx2fE\nGFlsPCpJtMtImzBw+PQdptMpP/LjX2I6nXLpYz8Fl2+TEli9h1Aan3JETSEjpiqQcYXxjlj0NGdL\nlkd3mfqOuHlMPREs13cZgAP5Ia7MJE/dvMHZg9dZnbas1xuaZsjyhcWK4DNQYS1YN9AIyAqWnGEk\n5WhZJjVJepJPoy+MRJsqgzJjAYnRIFJKCS5z7HoZUFqz7hpMaZgdHGKqOa+9doYXcO/uwCuvNSAM\n3/ijU4SE7ZHOLesIaCQBIWpIgscPzzg7OsOu4JMf+ascXBL4NHD5yiH1VDHbu8z3732fsxNNFD4H\nuT3h+qEopP/+v/tNfv7vfJHOv4GYSryUpJBwweFNYEFADzVP9QFdBAiJPgWWYaALiUIV+Drw7EHJ\nXlFyqCo2bsPp6gE32w37k4p+qLIOKTk6nzg5O+N02eD9kmHVUlUV2hia8S683W4xxmS6zijg67e5\nuKzNoVqb1Zb5zhTbWpz3bO2GalLgWk/X9Dzoj5hUFU8/8xTBBpq2yd4FydP32brLtoFGZKlGiok0\nwNXL+8x39/jsj32F/SuHXLn9IsIUyMmUoCvaoEhxhMpiwkiFJCBFQESFFhI6zWZ1gukavF0hbE/v\nGoY04/Lly3B6AkJwuDfnhRc/ztnjY569ZVgsVnz3j1/n0VE2rndj6PpqDWUJ9VwwBFBSknw21xQx\nn30gt3gaiCEhBXgXSUlQpGw9FsmsjejyGSrEQKkqWp/4na9+n8nsbU43A9JIXntrzTtvAwpSMGPC\nnkQEgxBDPmMliUgSI8x4Zut48DBydnLM5698lv7aW+yYA/S85nTZMXSavb3n0YXClNsnvkZ/KAoJ\nINk1UkqUkAilKQuNVYKmaamRpCKx4wQKSTOAG/LBdjIHexZIThK2jvm+YiITm6mh2p+hjKbzA0ZI\ndClxEpptg5CSEDJU7b1ns9lQ1zXr9RrrHG3TMJvN0FpjhwHvPUPbopSi7zq6dsDo7LIzm8x4eLTA\nW8f+wQ5+GCfmY9vYdzmLiACLRcdkMhmVoZFhGAhCoUMaBYdZ3FaYElNWlOUcVe8RhYT6gC5I4ujT\nJlLmSMUQsrZHyExxSoEUI2roKYuC5CXq+ke5//br1LVmvV6yv7/LMDgeHz2g3a7Z29nHDongBS+9\n9BH294948423COkc5o+UpSLKhJIZPMhxNnIUToZRTs6Fz3cUObNXRkEQCUkihIjWik5EopQgDNvO\nM2jNw5MWVbQ8Ps7kjJMl2X8mjYeteC4KzMJJMSaIRAQxCrSMyCQpy8jhkE1PJsUYStdq2ErKMKMN\nCWGKC8+bJ1k/NIX0i//4Zf7Gz1xhp/IEApuQ7X5FoeiAVCr0ZkBNJPPJlNPBEVSgW8I1WfDcvOTG\nZUFVR4bLHg5KNqLheHWfarJDHBxuGxGqpKCg0LnnVsbg2y2LxYJtmQ/X2+02s72FpNAmP3cYsK3H\nFA6DJCpJt22ZFjUqSnCJQlUsjpfEFKiriojEu8g77zwEKem6Dheym85FOmAUFCmgQsxoWCm5ceMm\nT99+nstPPcd075B+CARTkhY9bm+CFgGtJGXKIQT6PKYTAEMKuRin011CmFHuXILo2Z3NmU6yd4Xd\nNjTbLcJbCiX4wmd+lK997Q/ZhA0iJvb2dpjOsnmKj4nBDdgQwBkK5Slkkc9fSuDTaFqiBTYqhnEW\nRxBomS2fpQJEQhWaRJZq2FQQMGw6S9d1vHUvn3e6gayloRiTxxVSiDE1JAMEWaExGtNEQSwdDVkK\nsz6Bf/Zrv83p6Sk/+rO3me2WbMuexvY8frjhZLGk3p3i34f5yQfC+/uJlxQYZahURRESpdIIYyi1\nohAKWRo2ClYElt4zeBA1nEXLxkYWG0HaHQd8e3NkoRmcRUhLCl22yiZhtMqH6dEVKIWIURqJwPYD\nhTaoJGg2W4IbDfDdeZBzfk4MAZESfdPSdR07O3ujzNoTfUAkcCEwjOeioevy4T2mEQIfCeYjHC4C\nqCTQUnH/7l02q0zG3CxOGEJOa9CmQAaLjgGTsq+DiRYZXXY2HT34RNcgo8cUJcWY5SSUoa5m+N5T\nCEUYerp2y6yecOVgn52dPZTI33vpcJ9ZXTGb53OOLhRJ5oGsCy6fJ0PAujCysrPRiU2jv8J74kPj\n6IMeUhxDCcTIfkhEaYjJsFz2nC0z2T+M7zUFiUAjksq2Z9FnnBw4T7vOx7FIrAYu7NBENlcJKbJp\nO9qNpd864jYwTTWXqj1icGxW6zwCecL1Q7MjAaS9q9j2hFJHqmoCPuCGLRaIA7xWGZaFBRdYq540\ngfQY9kvD4e1DIvCzv/C3YLdnO9nn6J1v8PCdI9Las7NzyGuv3Gd394DT0zwXGqLH1hOcd6TBkpzH\ndT3GGMJgkVpx+ugxujAMXZ/v5A6U6FDnk/ow5iwFqKsp3luGoWO1bpClIcZ4ccZSQoPOkoCc8p1I\nIRNEhQMtIrLQPHP7Ns++8DxIQd+v0dsFtTYUUiJ6iSg2CNcSk8ozL73FDx0igS7zMDe2A0YfIM2a\n/vSE4HoWj0+4tFMzbHvqusIWBf10RlmW6Innueee47nnbrNarXjmmZt853svs7tfs1iumO/keM9+\niPRDJOBz9q4NVGWmCIho8/uUcrRoFrlV9ZGq0EgpssMRkIRGI2htwvqK1g70bszVFfJPeD8IMktc\nAkQICKqU8AKC4sJ7MKJxGKyMtGHKaw8WpN/6LlevGm6/+Bx7Vw65cjCnmjzPo9PjC8T2SdYPVSGd\ne57ZIDAIohR0SiN9ZIKhioqOSOgdbt0TG6jrvKN0VvDhj93G3z7e3oqmAAAgAElEQVRF712l3FZM\np1O0KgBJ6zoCnscnj0BWeJfvktF5+qahBFaL5TgsdUR3fij2FxlCxhiSDySV72TGKOzQQUr0/fbd\nMDJGV9Zxt8mRJjn4WIYsTEwXf/IspjA5dKvvLc12zaOj+1y+9QyqqFFaX2QKpZTQ0Y5gg88GHlKf\n36TzOcvbvBNYi/EtyQekMMzn+3jfoWRkaN8tbiUNhESpDfW04vazt5CTipPTY964+waLZQZZQszI\nZiFnIDxSZput4FO2UY/ZOEaeQ2oycq6dC2QjTaUMznuE0tggabrcXrXD+cuP+X2lbJcM71qj5GnU\nu9C5SvnBKEaGbA6MQSvBzsGM+W6BjY57Dz2N+zrXbt7g2Y89z049IcQ9lHxyjtAPVSH9yi99k7/9\nt25TJYsfApuhJwbwLrFVkWeC4pPNjO/EUxBwpc7E7x8pb/GVv/tjAOjrl8FEzBwOZx/jt37zq9jB\n89ytF+mtpyxqhsGTSJydnKKUoi4KQoDkPMMwZJ86IXB2vMOOyXe9bccUPIuOFSiJHQaGrr+wk5JS\nopRBCEccHAFxYa4fvCcIMfL/8n9RRIRILERiTiIZhZqUJJWHrLZdMKnntGuIosJUA1JVI8sg0Lvz\nfKGcdOFDoGvX2K5Dxg5jDCVZAj/Z26VbnbufOrTQVGVNAvrNwM2nbhB9nvgPyzO+9JM/xufaT/Ls\nndv89u/9AQ8fnLK/d0j0guV2k/VaKat3wzh+KAVZ9pBABtiZzhBlTgCRQiKkpCgUIeTi94Onaz3B\nK4xU2NQjkkCqNHrr/clrJI1D3V4IDIkLs9QYs59Ggm0Pp9ue3YMJTCzONTxer9jEJW88fo2/9MUv\noh0U+snL44eqkAD0ZIbo1wzB4oaOPmhMlNRUDKKgTJ55WzHtA3IdqD3c/vxHuP2Fvw5XVmzUH6GF\n4/Txm6yPBh4dnbBYbJmWl9BqQtd1bNZ93mX6gaQkwzCQtMZbl3ecGEdiaQQlc/RLyimBKoHwBS45\nkk2jfmd0YZXpgnZitL4AFIQsCCGgUBfTfRcy50zE/EcBLZlF0Qw9x8ePeHz0NtV8j2l7gqkt3aMF\nGzNlMttjvrePArwdLi6mJCVKOGaVxqJQUSNImUnhPVSGiauxQ/ayOBvnYFVdU5YlzCrkNrI8OaGx\nnrP1I7bdmvnBnI99/CU+9nH4rd/8Os5FRJQ0XY/WgrookCnl5ImYUGLk3I3q40IYgvBYoNDZijOh\nWK4HwtARhpRlzqlEJQhiHLL+gM7rvJgSeSB7vmVJ8mBWlNAMPY8Wp9QHAV0MqAI2g8e3nj/8F9/A\n6Bpv/4KdVj9I69zP+iIBW0aGGDnqW566ZGlNwKwkw5Ay/UUI7nzmU7D/PMgTZHlE497mrVe+y9Hr\nC9pNT/IwdJZqZ4eu7dBGEV12UA0ugJZEn9s5EbP/tz9vvXzAyzF1Lp6n3I0SaiGQ8d2gF6K4GBK+\nNyn9/GtGAvP0P1NicyGet4NCCJKWORBMazYP7yH7llBkpC2KCULng3ffrhEorOtBaowSSGMwShKG\nAZkCtm0xhYLJNN8MvIWywg9bfIpY15OiROky5z7ZkNtUq4E8YCVC262ZzQuUnND3PUMf6W3AedBG\nIYUGkW8e3nXZg0ImjFJIJbLvRMqtMCkHC6gYED6PHwYPPRBS877Cv8aPPKeOkiFzKaHMvjkUZf7s\nz1txVcHezh4nx6eUpsP5v0CF7J+Rj/SfAn8POB6/9e+nlH51fM77ykd6P+t//cXv8ze/sk+3dSQF\nhQ/UAnZZcbaasFtM2BGJNByiJon5tR1e+NKPw9U5zD1BJNrliiL1sD3idh14qzc8vveYvQ8fMi1q\nzpolSug8uCThXcQO7TjHyZmxIvQIEi5BcjFHZI69htESIyVh3ApkkmglRx5ZvhhTFNlTGzKUG3MB\nZf/wd/uV8/iykPJwMVjP6YMHKO+5sjsnOZ9tfLzDCBCxQliBKQ0JR+o3+JiY7u0gySl3SkB0Hdtm\nzeb+MTeuXcWTODt7iIrZ85uYgZLNZk1rG9puy9Ur16nrmrIyDIOlmih0NcP6FqNAm5Ib16/wx9+9\nS2/zy2rafJOZ1GXmDyIJKaGR+VwXYkZji0k+k4hI33W0g2cld1j6njb1GSgxQMoD3ydZUapMRSLk\nkVbIwmAlckElKWiGgb25YroX2d2/RSEMKnYcH21xT15H/1r5SAD/TUrpv3zvN/958pHe7xq6llaD\nQTCdKpILBCGoVY12GtE4VGtwUXLp5m146SMQJjhvEJMXMkFx+AP2dEVnQIZAsiEL0oRmd7abka0Q\n8KHL8gbriDFSyjyVF2M7JxGj9FqMyX05flKPsUmS/FuTIs8wtM6Ag/UezsPIGIOKx+SLPBnJrUlg\nbFWivBhWCJET/x7df4BtO9rNlv2rN9i7+hSTHYlWClMaEJJoFZ212HZLWU8QwRNSoNks2SxPaVYr\nFkZhRWa5ny7OUBIqo0k6Us9K0jjYdH6g7yVSacpKs1/uY11PTJbtxmKKCavVGjvkC/XczrtpHdZF\nDvYm2X8m2Yv2S5yfERGEkE1PMBNWraPZdvSDx2WyymgVPYqo4KI1/rNWNpnMye3n2QazKUxqjSnk\nGJog0WXi4MYxpa6ZTPdRZktMf4HMhj8jH+kHrT9XPtL7Wb/6WwM/9WNgjGSvMlR1ybVYctkcMHEG\nu94SCFz78Be5/amPQqGwexUr0VG4iFj27B4+RTzt0ZcGLp2dcP/RwKO7D7h05QpFOaGzgeQDE6fx\nwWOFJMpwkSlGylqa5COqGHldecyODyF3+WpCSvlMgIgZ2UrjwDUlnM3wrTQJKUtijCilCCOal89N\nkiQzeJtlbgrfOc4en6BjJA52zKjNKOB0dw8I2I3K5NthjfCBtnX4oSLGwHQ2wQ093XaDMYqj+3eZ\nzWYMOrHeLPPdejZlMplweHCQ51goluuccuiT5NLhPvP5hO3WcXT/iMXZlqtXbvLZT36aSfUG33/9\nISFabBzjM1XC+oBKYWR153ckVM7knSpLnyDICcEnFuuepon0OSuZCDh/PvYsEOLPZmZfpKQrRu+N\nrOwtFHQOimKC6yUhDWx6ONw5RKmbzHYC6zNLOZtgiic3iPzXyUcC+A+FEN8SQvzPQoj98bE/Vz7S\n+10yZj0QRFyyuDAwdZraGsq+pHQln/vKz/Hpn/4rsDslINDmCkJ/mNneZxiWDa61bDvP0gIxhx9H\n50khUhQFU1dm6PfdV30xKCXmhAQlJd6PhoZjHpJMjBGX+a5rlEKrAmNMbuHiu/MlyLsPMMLjAUFm\nMWitRzWp+BN/VASREu16w3a5olmt2JyeIFJuK0PwtF3D6Wn2HFivzrD9wHa1oO8avB0gBWbzKfPp\nFKUUs52KFCJSaKz1rFYrhmFgf3+Xg4OD7OEXA53t2DYr2rZhtdpkv4mxhX386JSymHLt6k3qyYyI\nvJBROJ9t1nzKUZZyHO4WMaBil2F7VSCEwihJaQqaPsPeIZEpUEICipH5+q/cjS6WyhbWgZwSWCg4\n3A9M6tPzfwptMktjsbREUREwhPDkJ7InLqQ/nY8E/A/Ac8CnyDvWf/XEPxVIKf2DlNJnU0qffT/P\nu3h+D8PGUwuYhUi9iay2C2SbQElu3/4oxeF1eO4joAqGogIStZOERxuUvEXrC9hX7D+zw//L3pvF\napZd932/tfc+wzfcqeburmZ3sweyqYGkSNmypFiOJUWSAziJERjJi21EgY0AgQMEBuwAjoMEQWIE\nyFseDDtx4DwksSPbkSPYlmRB8kRLikSRlJpUs8ludld1Tbfu/A3nnD2sPKzz3VtsNqlqiVKiZjZQ\nqOnO395nr/Vf/2FaNwynBzx86yvUfaZZj2WXeEQq85zSgARPkJq2ntL6luBrPEIdAiHUeO+R0dVV\nSDjsUPmxHANMO+P8uXceOCq5SDO3jWYIX1VVNCFQeyObesQG0aueoeuhKOvFGTkN3H3rdY7vvcni\n+B4P77/F4eFdXvvC57h/63W6xRE5runXK+6+fYe6rrl2bcrO5ZpVd8rdu3fZmc5ZHB9xdnhIv1xR\nhp7f/PwXGLo1VW1sj2498Mbrb/Hpz36GW7cf8NnPfJ57d07R3nN20FNJ4KMf/iif/MQnuLRzyfqg\nwjhIte/XpYAM4JOQFVIW+iEjKXK0hP3TzJ2HHcs1rDoYiplKPhIlj2r9rvviHbldqKrFvVSBkmHe\nwnTWcPnqNeazbeoavBNuvXWft2495OmnfoBufZ233rRs38ddv+18JFW9/8j//w3gp8a//o7ykR53\n/dyn4fs/CscPe65MKobDnmHouRtP+Y6Xv4dr3/Zhnnrpabi0S3LZGm88QW4SnnA8/Ln/lTgkdlLD\nzm7D7euHnC4dMfWcnByxs3OZEIJ5LKijqhqKuvOhqk+OyilBvPHEij0wgzNvB+8teMsBbG4oMaut\nvgz4KjCtq/MwK+PVWZ/khXGAOAY4ix/LPtskvXdMEYZh4OHDh2zHOav1gpf2duiGteUI4ZhPJxyW\nOWlxwuL0mDCbkeOK07MDuvU2D+7eAeD0dMHu7i6Xtnd46vpTnJweMQwDb3z5Lfo48GD/iKvXn6Kq\nah6enlH7ORUVJ2eFkxPltVfvsDffZdLuEhvHfjxm5ls8juPjRLMDqtl8/9QTvFmVWT3hUYR+KLhU\nOE0167VyvIR1gSSCRVBunvnFUINvcFmcR+mIoHh8TlRVQ16vWXTwvR/cYyi3KeGMpgWtzHzm7HTN\nK1/4dabuYzx38wbz+T9+7P34W95IXy8faQwX26x/B/iN8c//APj3RKQRked4D/lI73UVhVBAzwqy\ndHRDInvPiYvc/OTH4MoMWvNjkI2Nhg8w/QBbL/wJ1u4j9BjD2rnA6JLFMKRRtCa07YSqGhWYvsGJ\nv/DwHl1xNgRWLwHvK0Ko7ZerCCPrYPOkHM4zUxl1TNUFB+7REk5Hzl6xOM22qagrb/QaMRfSzco5\n0q87jh/uE1cLmpIJ4zBRBKKb0mugCg2np6ccHpzwcP+QLiaOjk7wvmI2mVOysDpbmvGKBHa2LyOu\n5q237nD37gOOjk558MDk6DnZ1P/h/gkAt27f5c7b9+gWS4bVmgcPHnL34JSqMRfp4MCPPyfLm7Je\nUseHRiEQ1XG2ypysjCcZxMrejdW+HaKxY5ILZPPRpaqo1421LoicO9vW3gbDR6eWjjGdTti7Oufa\ntT2uXLlG284ZhszhvWNKMirS467fST7Svy8iH8OeDV8B/tz4jfyO8pHey/rU5+DGRyt0afGLT+y+\nxPbla/yb/+mfB+BsJ6PdXVpuUPuOzgX2/Yw2JRYnK7p1Qs+saR1SxsmEYVjw+c+/yo3rT3Dz5jMj\n9acmxoILgVwMvfMhIWJzFLyzB6QfA8fU4cZYzA6HkzUpRnLO5zdQ5QOabX5hSJ5AjPi6tqd3vqAJ\nWQqgw3uHc1YCrnNmp5mQS7ThpBQkCO2sBR2Y1ZcZijBxyqqacHZ2xvb2NiULD+7t09QBkjBp57Tt\nnMVy4NUvvsnnXnmdpqk4XiyZzlqqyZRQ7/D6Vx7gZZ9bb92jqVoqabnx4nMcngycnGUOH5yilyo+\nf9gBHbfffsBkMuFstYYstBPFSQbNVuaKSUJicvi6YhBvVKbhiEWcM2QYwAKZFdtmgtEjxuptBE5t\nOTFO0KaycyDj5DanniCe2QS2t+ADTzU0bUdDTVvD9t42s61LXL1c88aX9nn7tdeZtaaXetz1O8lH\n+off4H1++/lI73E1nTBde/Ig9Ccds+szpJ7CE1dYVTDdnVGfruhSotRC7BMR2H36e0l9YfHqknh2\nF9WBnGDoM30HfR85Ojxha2sL7zzZpdGUIyF4giSSZkpJlmIOJLU5iXMOQVgntbmRs0BiAyA2P6ML\nsKGqqpGgmhEzKcJhGyYWZRiG87dB3Dl0PP6sLdQrFu6/fYcvvvplnn72eSazgqpjuVyyXC5pMa7c\nBz/4Eq+88gqvf/k2N25cYzKZMJltk4fI/X0zrLzz4Iij0yUA25d2mU0n3L3zgKYKrJeJUkfWOaF3\n9zl4eMx0ts0bdcftu4dsnX2RZtJy//59+r6j8ja3qQQqtxksj+WXFDJK32cG11CycLLOnJyd2XwO\nRioC42iAr7mJhMn4czB/9s1hEgRRC3L2CE4MZOhWsDrtOTsFlRWTrTniVwRfmEwrusWSbiHE5ZJu\n/T6Tmn+jdTnssFtV3Cjb/Fs/8u9y/eUPE68+D/OKNq4odzpgBikhbSJUDcuTni997is0GaZX/wBu\n601O7v3fXHEztDTceus2t956yKW96+RsEKr3F8TQUgo5tDTlyBL6fDC2QRnRNm81/ZATJUdyEvzI\n06ya6oKQutG7lIwTIQRv9CMtY3kHDttIse9J48dHFSeeZbemrmv6MoCHsyHx8OEhDx8e8uGPfhfZ\nVSyXHf16yac+9Ut86MMv8vGPf4wH949pJzXT2cDp2YCvLtE0M96+f4dbd1a8/eABIso6Fp6Umq+8\nfUiOPevTFU0dmIUZqspnDo6Zugpw3L27z9DDwcHq/LVx3oao3in4htaZN3olen6b5FLI4m34mzzF\nN2hZWgQMmxvH5ktFy1f1Rjam2pR8Npfb/L8mxYngneJJBAcvf3DOt33bh/gzf+bf4F/+6v/Jh156\nmWamHB8fgtacHJ6w1Uxodr/EMzvPwS8dPvY+/P2lR3qXNR1r9XXp6J/4JKeXPkK1MyfUFSFB05sL\nT1U1VL5m6h3ztqHLe9w/3EFLoGgADcSolCyM7QkPHjxgtepwLhg6NyJyznmc8+PwVSg+kukxVCGP\nfDqb+3gveD/C1t7jvSeEcO466tzFzaK5GATtHN4JVR0IwcrFzewpjyxN5xz1BLo4kDNUzpOHyL3b\nt86lGZsycrlccrJY8vDwmF/77Odp57usu8L+4RlHp2tu3bnPw4Mz3nzzHvfuH/LwZM3hWc/xMnLv\n4IzTZc9y0bNYRBZnaz5/suDLXaTvx9Dj0JKLEDOs16OHw8hs8M74c21tNKWLpBQDA5IWkgiDOlZd\n5qxLrB6RFXn74Wze5V3W+GIVHRnh49upwyH40QMwxcxpt4tQeO7ZD/PDf+SP89JLLwNw86nnAXju\nWbMy+8BTN/nId784PhAfb/2+v5H+u1fv8Veevs7VF/51PvAjfwCuXWa9JeA9NbtUywRHjnLVMak8\np8dnnNxZ8Manv8TOPHP3ZJfrVyrqS28iBx1bfWQ+C5ycJLQ4unXP1auXSWnAiWM6nZoQbzJwNkyo\nQ4enMnKpOuPHJZvcB4lQWQp36u2AhdHsI6FUVUBzsTLE2a4xE1N3Tm51AlntQJaitDIifGnAiUck\n07YVTdMQs8H1+3fvsXf5Btdv3iSuBvJQGNTzmc9+nqp+na3tKSdnC7ZXA0Udw2u3OT7ruLJ3hS/f\nOqAfTBDZ9bBYHrGOHuc4T/keBuuDJq1jNSlsN46TI2XjoBoH2N2pQBLz1hNcoWKg8sEQyXHzpwIp\nZYbc0RfH8dmSs7XSR5sdPVpYafk64AJxJFEBMmbbGv/HlMAlMTUglReeu8bHPvoin/3sZ/j2jz/P\n5195lZde/l7W644b3/U8b3z5dX7kB38MqQN93zPf/sy7fs53W7/vDxLAf3XrPvf+yh+DF/eIE8dh\nG6lUuEYFVFDD2ekZEyZszybcX71NcDVvv7bP5IOR9cqyX/tQCBPPdLJLyUvu3HnAw4fHVHVg+/mW\ndjJnWMPQKW3V4IOjSttI8UZYHSMvNccxd1aRkhFN1BOPJntCIjYjzDnj6nA+WPTenwMSmgHvaKua\nJuj5LbNRlZYCIsqs9qh6hj4z5ISEDhdqXn31y9x5cMQX33ib02XH27cfUrdTju4f0rYniAssB+iH\nxNHBgj7C3fsn4B3iCqembSRGGQEOYVSPoJgcYzgtLFc9x/lg1PkEQxaDUvtEFRzT4Ji3nlnjUMlU\nBHNIMrt8hmJ9YEprpo2wWIFaWM5jv/4jE2lkpnp7PfBkTVQSUI1UHj79a59m/+FX+MiL2/ydvxvx\nQXjy5nVu3X+Fq1ev8toXb/H8c09z5dqTPPnkDRbL1Tf8vI+u98VBArj+3Z9g3SrLKhPqQCaziInJ\nNFB6kMFiHOO6Y3l0wun+Ma3UHB0E+nXkA0+/yOHicxTSuUlHyVCXnuP4Bu7wMuEy7G3v0FWBFDtU\nweUwRmUJDoNzva9xzsCIjVedoW+jUnSTTDf2XI8K/jZLVXFFkfFm2pSFprDNuEckGYwfF3WkbqC4\nhGTl7p37MN3m7t19FmcgqyUdgC/msZAyQ0rmiQIMg3LW2a1Yzr8cHWNZCkmxQOQMqg6PN3W38xez\nG804dZYKXhJNJbRNoHaFlON5Ul9RI/pWYojj/uIqx6uOWE747UC8jnFeq8UOE34kqBacWHB08DCZ\nVBwcHDCZtEgQ/uWv/ip7O3B4cIvFGbzxlXvcuXvE27fv0HW/zzNkf1trp8XlyNZkypLMJI8b1EFf\nw/6yYif27ATPxz7xEU5eO2a9H/nCa58mV4Wqath56glOuMt37nnunlxhP72NVMry4Zppew+3VePW\nMHM12gid96y9Q86C2U6JRyXjS6FkJTgHhLHkixaj6YCRqLlB3zaZqcWJbQIn1NYdYJMDPUf4VJW6\nrq2/8vb3pI5SrKGOMdLnzOGDM4YEQz61PrwYqCVTYbFWSoFckrUdKRCTyVGG3gRzyQBI48UBqEdU\n6XtT9PrgEO9JKaGls83qMnWomE0ctSu0ldmIheJMrVqUIXWADWQHnXO4dKxLYLk6JQ/KuXzIi9V3\n72E5BaUGdSb7wBNLjytGTPngC89w+akHeN+xvRM4PVkwHWCxgKbaYjqBfh1Yrjpu37lF1z8+hPD7\nHmw4X9OWsDXFKWzjaaLSSMbFMdfIWwdbNIEXnnnqJk/eeIKnr32IEJ9ksdrh6v51pncbig9I68mh\nMN2t2d6DoUvcefN1lke3Kd0xgtlajYju+djQjQYbddUS3MVzSmQEKB6BrTe3kOJA7MYxBa3H+4uh\n67lQbXx758EHOUcQGbl53jt8ECa1Z3samE8qUlILtgaqqiUXR1UF6loIGggl2NBXzEduM5RGPVkF\nLeaR50ZAxkkgeE8dGkgZV8yxyIsSPDjJBKf4YH1fW7kLgGHEAqoRzalcJLiElI5+SPQpGm1PTO/1\nXtb5fEYuWMVOrU7wAXavwuzKAc4Zh3EYBpqmoW2mbG9to7ll6GWMo0kmW38Pg6T3zY0k1y+R+wFd\nJyrX2jSvGNdtMqy4WsGSgTUeyDz7vR+BA+Ugvwm3odxWXjlYs+oCl554ge2dM4LfoqoSn/y+J3nj\nNz/F2cM1rizwpSGvO2pXI65mCBVeIKp5ArhiyFtMmVoCSTKMJE1kPNDZ20AXoQ7GgBYF/Ki+zYXi\n5Lz8yyWSUkFGtO/8EGqGskJGH3HvKlIs7LZTE/r5U4Lv8XVgKAvyADlVlOJGKQcW7JVM7+Sdp6hp\no1wWk7SrMnoM4zSNt+hgIxuF4DKhgu2ZMJs2bM1acuoIeObTKZElqp4gM7xLpGIne12Ek6Fw1iXW\nKTJkU78WhXMO0WPWeQmoxCHqUfEIAdUFjkjdjnHDgxJrqNpIKYHFWUddX6KkBhcKNXMOjo9Yb4bc\n76FPe98cJIDIgHjjqNHU0AtowlNosbqckabCloct+OB3fhxfV/zaL7xGjhGtar7j+3+Abr3E7yaG\n9SFPPR+49MQP8MXPfpqzO/ssVvuE+hKhqfHiCGLx895hxNQRmXPOjRtUEWc3VY7unFenlHE66fBe\nTBM7SrARU9PazQNku61ijJyngZd0TikqkhBx1hM0djBV8kiM7amqnjTSbopTY7pb1Ygwfn3J4VS+\navvIqJcSLdbXiBVfrgACdWU91czmotR1oK4DGlrwxwycMnG1cQbHUq1PgCso2eZrmlkNpmAVZ/J3\n/e10SuqAjIQEJSFZEJTpRLh8uWVnd4L3S1yAPKxBILMgNEJ/Eil4UumQYD+n91UaxXtZUp1RtKXP\nnio7XG11Mt2Sqm6YT+YsTxesJFBFq+Fd7Wi2t3n5D30fz754E+KSl/617wKNsPU2nB1BdcjylX/K\ns+VD/MqdBxxrhzu+g8iUJ66/wHTqSFlAPUM3QMoj/B3QnHGaaYJDpJBDYdVvpu0mG/fO2SxRTdLn\nnZz3REnLhaWX5nEm5ZDxhnsUqEhuIGVQCbR+BxRuXt5m2tTcO1nQDp7K9cRmxnq95iQObNg3HkiS\nrBQSDz4bwDDOrYIYY8CbyRFNBXXtmM8aSoadrRnFdVzeFVTWxGEN6pg0FYIBDZrUEAHv6CVw3Av3\nlwOLVRkBDytx9dxIP9kOfQx7OeccmYIPipZRmOIUkYp+iEDg5lPPUtVnLNZfZLW0o1p5pVudUc0i\n61Wh3YaYYbbNOej0OOt9dZAa9wRD+TJD1ZKrmjZHC2J2CZdmOAq70zmFzMnBKWmoefo7nuPJ556h\npDW9Lm1CvnUZgEGepL7+OiUfMPv2jptPf4DPffELHN8/4OBtpfIrYr7F3O+yM98BVxDvyKs1TjxJ\ne2JaWUkXrd4upVA5h2CGJ5IV0YI60zbhhDhafQHn4EQp5ZyIem679cjfSynUg0k5sgrkHnU1TRWY\nNYG9WcPerOG097QTx4PFNj4+pOuNUNoP1uR3BaYTGKLgJ8LZQtl4ybejcmFrXrO7tU0phbZdk0oi\nOIv4lFIh3tHWzpgcAUo0ZkLvCoowFNCcOO0CORdWA/QZhgRSmTOqfWPCN6R587XeFzp62KmavNz5\nQhXg/t0z3npznw+9/ARPP/USb775KnhjjjRtRfew0Ahc3puQC0zmE0L1LQh/n6+caIKJtBBPYYrz\nCygRcg3Z5A6OYqIuBd84pGqZSw2NvWtxDjTRU+Fci6tbZDKl3d3juz/+CX7+9Kc5O4B2uSbULZN6\nQq1LpMBK1WJKKGgZTIbubUi4uUk2Zc45YFAgOWBMcFDVET9h1dAAACAASURBVOW7EP35cdK+CSuD\njWRAcC7gXLK3UTH/b42QO3amgZQCXclMSqANgeALWxNP5TOaoB3jL1eD9TnLLiNk1h3Ujd1C22NK\n+tZsghZl0tqNVvlgfgpY0rnISOVRKGmwVqdAysZmGIplJS37zMpCDXFqsnxR0yi9K7vzXdY7D5J5\nBFo5nUeZ+XKZmc6g7yI5RvputEYbX/+6rpm2idNkROTZfMrO3h5V9U00P/n9turqQ6yG+2i4RNFA\n60dDkBQAhSSIepraM/QrlstICLVZN9UeFyqcE9Rj85nyAmu5hZ8pzeQSP/yn/kMevPkl9m5cZnl8\nwGrVsbx3l9P6mN2dhqqqSEVwLoJP+Fot3kQVJBMH61tcGqHrYoFbSQvi7RB5bxbAomOZonlUy44Z\nQsmjalC6KrZxAeqAd2pShawkBSUTU2ZaFSqF2ge6nPjADrydai5lk7fHbOaMqyg0XjnrFB8m7GxF\nZrMJWadstStKMQutouCwxt47RVxGteB1wEaqtilzbxdLzhCLQ53QacOQM0MJdMOKdQb1Ac1CKeM3\npaMiVsdm7Bs0/l/t3WCnQ8coTZPXwuoMfuUX77B/75APvbzHZLZFlR31vMW7KaWsaWrzKrx6/So+\nCHU9f+x99747SGCbJ+dMEkfBMXE1oYpIH86flKr5XNuiOvLjiiI5UarqfFwuCsqEIjXiGqrLz/HU\nZMqHPvIb+PgFjr54zCrDej3QtJX52GkhVPbEG4ZkG14cDodSkQuUks+Z20mVgnHFkuZzoAGMGuPl\nAgKPKeAq2zh+bMrPYXF38XQ2cihETdTOE9HRR0II2P/PqoAPhSEX9qYV66TMRElZqCuhqipCXbNV\nDWS/JGfrZYKIGVkWw7UcG/19Rkkb2jYwevdvjFCAVOxW7YrQDYVoUUaknHAEY4RsbhnF5CW/1ev9\nDqhcNpILsWQOVSGETErK6XHH4f6Cq97j8YhOOTkamE33SDlTfMfTT33f6Jv3Tx97z70vD1Iz3KUL\nkVJdwTEloaizoWnlBRxM/ISqSnTdQMo9ta+pglBEcDGhTnCVt/NUXWGRofUtbf4SZeVoJ7tsb+8w\ne7niuDlm+VC4cysh/gzfBurGMd32VCGyGjLeQdaKplJLnCAzLS1ZCz7YjWVIm5IHy/8REdyQSSIU\naUch4UaKIAwpAoWidlhLBO+C3W4YKzuVghaLShGEGAeCF8Q5buxM0dSx7BJCRqpATAkNFS2Dzcp8\nGAm10YaqOJwfkT0p9H1EKpt5KUoZTFgXgkc1k8vopKQeLY6sFVGFPha8W5zzUWVUym5MTTZm9xe3\nzYYI/NWrvIODZ8aQQhhjYoJzFHVAQ4o9d+8knJyxWlXsbFUcnCi3b5/y3PPP8IFnn+fZ557hQx/+\nBOs+ktM/e+w99748SFI60B7SA1K1QyUzvNQUFPU2qwgqhiJtCJRpoK4drhRUAhDsRRaICrVrEGqU\n53Bbcz75g1OuXP2XfOFf/RMeun1CO8HVwtlSjSQZM/1JZjYTotb4kolJUB2IWqiCkEoeD0QZSaHm\nN940NaU3i+G4kVR4+zqzplE1K+SSDaigjAAEZGdm9iKJoh6HoysZ7/w5V0/GBIogmT5FgmZiTnjf\nkOpIKYPZf403t818ywh8KE4Vh7P3ETWno0fYF5bEbqUfktEiJBVKCSbYK8J6iKxsVk4AukfIrN+M\npQoEcyoKskmscOYFnh1DHxka4fDNgLbCr3/myywXA9euPsP+/Y52Ojv3mHic9b48SH77+8hH/4Bl\nuEnle8Q/hQ8F3wr9ylOC47Ao81RopxOCD3TLE/O1rgLECqeOXArqE9s+k90Wji2kX4DuQJN49sMf\n48ZTc356+Ju89eVTdquK2WrC3f2B7iyjHnapqaptchqIxRMGQ7km00IbxznQSB3qc40rkIZMEcWH\niPoAZFQXFw21V8Jo8O69t5gYATSjGkl4gqsoan1LzIrGjiEmxDviyOFbpshUoG8szrLIgBQI3hFV\nUcw5VseewxXTWeVkJFZUcGJp5mTzpEDEwuCDkovHiSNjCYtdZxL+SCB2DamHhXx9bPtxfOve+fYX\n4IMpXK1stJmZFE8e4PRhi8sThpOKopFb9yIPH8CtN2/xj37qb/DSSy/w/IsvMfSPgbuP6315kAD8\n3h8n9j9BKkJwEXgSZEpoHL1TQuM5rD03yxQqR6jOyF0mdgokvNbUMwe+QnEMcY24hiJznM5BHaV2\nuO3bPP3yTfZurHjwxjH9KrH6/C6sjjl4kFk+HJi0S6btZUQji+GMrAb5rrVlUiWC89TBIckGnqKK\nbzwBRykVSGE5ZKauQ8VT4+iHSFM7uj5ShbGpFsjjoeq8kFWoxHh0mov53BXPUOzPpRQLXx7h7ZIT\nKhXG7bugH+EE74GUEcljr2ccP8SPKJuMrZGQtZBKIA6F2nk0Q98nVtowiNCtC54IJTLTwnJDun2X\n9dWH6d3Lu3dbBSstxRWmYW79Vu7x3rPuC+7MOH+XLl3ipeklJB6zXC6oHHzxN2/xxhv7nA3fQgrZ\nb7RS3Ee9J1Q9DHdAruDdJSa+ZvAglWfNGsmJ2o3UhCykaErO0le4WtCcqKpoA1Qd8fGqwjU71PIJ\nnv7Ot4irJdp/ntPjU/wkQcz0CpoMMFivV2zNpwxxgpA582Y9FFMZh64OpxAwtC3gqVQgGGTcZ6V1\nnjyaQfox9gQVu2nUeJ7iDKiI2dDCmBI5W+nXFeP6xTHoORcbxG7kEYIH2biZ2tN4s4fL+LZ6Dhps\nSLRuPEQmaS3YHGiIhVwy3jmTjYdAFZWsmb6P9AlytpT3d1uPEnofZz1qw7X5c5VaK48xnwjzY7en\nRs5qw2s8dVVRsiMnR04RJbNYnYxKp8db8l6uzt+tJZsO+pu8XvmVH+Pak08j+iK74RP4+gnYvQk0\npqmh0A8DQmHqFIlK7jLdwoFUxg4FpnOHhAGdHCL6JNZoAf6UlH+V/uE/IyQhLw6oUH75F/4hi7On\n+Yn//RdYHEPuPDEIVe3NnBFD1jeAVI2VSIKnHpG3rWlFcc7yVGNEqsoM4NPaTCAL1F4pKTOpNiLA\nguSMc8Jy46+X7Fk5jEYrRYU4MiWyGoHTn5dX/px/p6NMw48HfsjJ/l4gJTuEqEclnPdcBSXnSKZQ\nyBRtyFnph0hWWAzQR2HZZZYDHPfQFWMkdBuJyVfxCL/etvjawyVi4WKKUY2yg3pUT2sx8WQdjAni\nJBu/UQuXdna5cuUKV2+8yFe+8hVe/dIr4MyltsORSn6s0/S+vpHq1gZvoomzeMi0aajT3vhdWwiv\nH/lUIoVSMgVoZ4G+y5RkbGojkwa7XiTaQXKQmSHVUzSXP0FZ3mHqAvH0Hs889wFODp9gOrfhY9+A\n9IVunRkG+1ABIQcde5vRPDJnOmzAKb0SNVJXiSKOpoIuZRpgiNaPxBHa7XNBilL5kQOHIhgNIY0H\nI+UxWtIbq7uoGZTZ4HaMm4x57GkUslgKnhsRF3Uj42CDGo6sUjdu+NFkQZ0NuqUIJXMudxc1HmIQ\nIRV3AUyM1NANr+2dTPfHXZPxEG1WEOuTzDDG7L8ynCeFqBZyLOzvH+Jd4Oaznsm04uqVSxyenpD6\n8Yt+zPW+PkgvfvvP0B38Tep2juoOzjcjo3iJOj9GTVY4hJg6XLCD5ZgxDXD/tln+xnVgtgXeXSJv\nH4HfJruW7CLCDlX1LH73WWJ8heraVW5cv8GluOaH73yU/+vvf4amVQ72zWhfXSAVWKwLWkOoHQ01\nWhJDTFQCrQuUZH1KnxWVQp/LmBAYqapACOA1G4k02Qt+1Cmh8uZToB1B3DlXLnExmynFIeIpY5kY\ncdTOLMFUoWBDYs0O9Rdscy2O5BzOjw6y1GiKJMmImlH9MCRwRvdR7SilIiZHzsqqM+KrFFMKj5MI\nytehAX3DA2XBFQS96Jw2FFOn0FY1ofH0sWO0ZCd47KsOwXzd20AtFeuzM9LRAz74/NOsu2Pe3j8k\nONBvJtdORFrgn2HkmQD8hKr+FyJyCfjbwLOYr92fVNWj8X1+12Jd3utqL/8HaP/3oHTgTkCnIFvG\nqRsn5gUz8FCUohnKGnxNVdf0a5treAIU8MygwCCRIUekammkQfQUndckbXFpj9bv8UM/9EmQyMF+\nz+Jkyqd/5TVu3V6Tc2BQD1pY97CuB1oa8ggbSzKTkxA8LieQQhEjr0YnNMuEc4niHIINbEMYE8RT\n5kJ7UM69y8vYG1ii+cjgHt/KYZQlc7yyMkhH9rPg0WIxNLoh1m5KLxmFTlroYyLnkdkNOPtxkbIQ\ns2md4mA0oT47ksr5IQeH5IT68FscHnmE6WAcwE3g2AaucCMJwhVHEwJNM+d4dUZJsD2rCM4T1934\nNpm6sX/bv/+A9uiQF154gfv7Dzk6efwkCni8G6kH/qiqLkbr4n8hIv8I+BPAz6nqXxWRvwT8JeAv\n/l7EurznNdo9BQdFI+ihGTi6KYKnKCgBsLq5qCIFdi5vk7rMsOzp15GmccToUYEoEQJsq6AaUC7h\nqozkI6TahrSi3ap58aXneO7Zhv17yv6DUx4c3AKUfiEUanIZaCcThlO7M5wzFMxhDXtdBZwmUtzQ\nWJU0SjKc2uM4K+RoQIXTkeEw7qhNc715uG4k3pt1/mfRkfA5NuvyKI/NEwTUGYrldOOxN3IFz5kV\ndqBtWOtGpNA+fD/k87eRaEfB4cfC7iJh72teOhF043iq7w48FLmowrwacOIRamdWz9XY0m4ieCpv\nN3WOijSFgENzZL3s2BGTq1ze2+bs4PSxthc8nkGkApvjObqJoFh8yx8Z//1vAb8A/EV+D2Jd3vua\nkfOBsQKcA21AdowS5Bs8Si4zRAK+gjQknAz4eoIrnlAmHO5bnlrbXaLeatmeVMSukKtCQgi+p6QB\nzUrlHVJF+r05l67+L6g0fNsf/Cif/P6X+cVPvcbP//xn+cVffoOehonWnJ2sSSUzw7Q4buw7Akbu\nzKI2PBYzTSnYsDQ7RcZdJGJP5+CtVwniEbFsJLiYsTiM1eAw3ZOoIX5ayui9YLeVhQcIKp2VdXKB\n2KnLOA0WUYMhemnDQhgtggvBtFTDQMrBrijNDNFk7rEYVSkwzskM/CMrNJoYBLIRHi9eRsE4eBQ2\nSsgNv3UzWq9Hf/Tlas2kCtQ+MKkbSp/JQyaII4h5FQYHfddDSCwXx2g757C7z3d+z3fwlTdvIYeP\nf5AeS7kkIn60K34A/Kyq/hJwfcxOAriHJfrBY8a6/J6uvGFZJyinlHRAig+J/T7k3rg1j9TD55T8\nkulzxNVCs9eSa6FpK+pQja+vY0gC2pDSNhKuIv464hugpusj6oz6QpWYX53y4oev8ad+/Ad54YNX\ncaWn61a07RQ2piClkMYZzlCUIRos69z4DJCLXwUT8GUR0ihPyElN4QrEmCxFRrjIkaWYV4NmRE2J\nq8XAikfpR65K4AdUN1E2j3iT4yhk4iaVfVyqagBDMe7hch0p6jEHIot38eJGvzp5BPq+8FCfjAii\nFM5FhBef4N1fXsW+PwXyhm8IaC7kIUJUSlLSUMi9ZfM21TjQHj9GCROqqqLygdQP3LxxHe+/ycK+\nsSz7mIjsAn9fRL79Hf+v7xXCFpE/C/zZ9/I+v90lkx9i+fD/IA0LZrMZwzDAUBP8xFjM6vCzgupT\nJrRjQJ1C5/ESkSqyvbfDbJboVytS35FkjgseDY7Zrh9LoQnSGuIFS0LdcJKnrAdHOLjN9s6Emx+c\n8fobt/ieP/wRPvbdFT/9s7/M577wkHriiN7jFE4dzF1Nrc4oNji6aDZZUqCqLfm8CLix10LMpiSq\nQLJcVhnLFC3GyC6Ms6YCKkIuumlxyK2BDJXYzVDSptkvxnkbfZJg5KcixLEfGgtCko52YkUYEnhX\no8X6p5jLualKUfNqDyhTOooTnA/EkkjeUNL0rsYnFwNZIxOfX0zjg8UQTScwrTzrdU/rHCEX2smc\nlHvrJ8WGtARIKVpUz+Zn/5VD1r4jF0P4Hne9J9ROVY9F5OeBHwXui8gTqnp3TKZ4ML7ZY8W6qOpf\nB/46/O7NkR5dJWVwEPsFk2nN4mifrBXznbndRjmNPgECcWLOMwKhbsFHSB2lZFKKpJSRuoGiBF9R\nolnzxlJRhW0op4A1zV1qqac7xHLC2eqMyhe0PuD7//AzHOxf4dbbZ3zulX/OMBS62g7DJHsWMTPx\nFo7lN5LsMs6MkZFdYJsnZ8V5D5hIUFBGHcjoYHRRemz4g2Xsp8AqXR79//PfH7kzvDtnYm9cj3Tc\nwKgRVs1TwvwSvCsogW7oifni1vJO7f+K6ZScWD6RCw7JQtIxWGA84YIjj/J9+8K+qth75Au/+FqK\nQhBzKnLO0dYNrmkIOZD7HilCjPHcDwO9CCyIXY9MrGNu6nfPYHq39VveXSJydbyJEJEJ8MPAb2Lx\nLX96fLM/Dfzk+Offs1iX97Jm9VUqnVBJgjxQ4sI2XDmGKqNrKP6AwgKpMoRx2i8w0pARp2xf2mJn\ne4YOR5DOaDATkGEVcSVDH6HM0DhhvvsEWze+j7p9hhsf+F6m289wtHjAkFZs71Z8+/de5j//b/8T\n/vJ//Vf46Cf+AIsO6rYyqFttbnTadayTchphmYXTHlZ9YZ2tdOsHm33lZJKDnDy5OGIsxN6sejWG\njXeJ/UqgY3Jk3hyEDRin5iK0+aVqt99mqzgJ40zJ07QtVahZR0vWM+vnmhQVoSEOhRTh9BhihEGF\nXkcnJ4Ea2Kodk+CYBs+88ew6MXa6XgAIztlDxEo7d/G1FPmaUU92VuYN5lBIlzKXL21zbXfK1nxm\nt2xO5z6BqFKGSHe2pFsuQDO7deC5J59gOmkfe389zo30BPC35OKn+XdU9adE5F8Bf0dEfhx4E/iT\nAL+XsS7vZblLP4ge/RxIh8Y1s7ZlKPcZdJ+0nuPyd9C6gTLfsbLItRDacUBRW+RKCFBV6MqMNfqT\nO8zcZcRfpS4Boj2tXb1GSgOu4fLeU5weH/DwsGJ393l2PvCbsL3P6dkbtMP3MZvf5A/+oTlffPM1\nvnT/Vzg5jdQ+cLJIeMk0TojJYN+QlboOUBwyCK0f2cxlfAx7Y2abJ7ltwDzoKL8Y+yxxZjMlZmYp\nUs77JydCdkKlYk5GOsobCucha6XoaKiiaCxEFbNOxjb+kAo5C8dnZ6xyQ0ygwdNFwblk8u/xNQmV\n5QAXHFqsn8s5s13gOLjRztkoU+UcVjh/RfkahsNmdgyEUcpBigxpYGtrznRnQls7Tg4fEjyoJmof\nbGhcrO6UnEhdzdRHmrricdfjoHafw3Jj3/nvB8APfp33+T2LdXlPSxXSFlIm+CrS0OB8RNwJw/o1\n0BegzMbOdfwhbpqI0BK7JXWMhLoGlud0HgtJVWKy8qBmC6oCREp5aD2FOvrS40NL215iK3wIiYXV\n6oyXnv8If+7H/2P+8T/9CSQUJNnH7SM0jd1MlRezzYp6LmcoYp/bjYiaNdyKbBA+hxF0fWFSANxY\nvpoM4ryMy8YCkMqPqJvRlUQ2/RCUsimFODf1t2/dSshSjDEQh4GiQtKaygsx6rlJi2Pk7I0dfhvM\ngSmJEnWTwfu1ZZKXsYzccKreCeS94+1FYBULdWUPhw3QlLolw7AGClkHRG12UIfAydmCmZtAUUoc\n+J9+9tff09Z6X3Pt3m11b/0kq/UJXbdia8fT6evMdqZM5k9D76Bs0cvzeJkS6uvoEFh35mNd1Q0M\nGd34DLiaePQ6Kjv4asqt+yfg4frNHSZ7gdwcgfR061NqThC3oMhvkPIRU/cMrD4K4TpaHKthwU/9\nzN/jf/yf/xpvfuGIbrlisSjMp4F+SEyaQC7KZHz0Nd7SFnZ8NtRNhOBMXiE5GU1whJNxhj63MN5U\nbnwIqJVR3oa5hQujkyrpGNcpPLpFDL0bXVvHg7Yo0A0tirDuTczXb0KYYzQJQ/BUYoaaYYS626oi\n6ejnIEouyjJlUoYThD4ZQJIt3IZyjrEBUkbTGD0HG8bxFwCtQutgUjm260AQuHHlEq6tOX64T+Nr\n4pCZVFP6PvIvDo7edb/o40h0eZ9ThN5tDdnTD8rJ6YqTU6hnsFzd59r1FZPmZXArUHASoQxIFeiO\nO3oR5uKpcKxixyxsoREqNyMOnsV6zb27D/CVY+oGStqivdHi20LbzvDhCLQQh0AtO+B3oN6nX5wR\nmqtM25a2bbl86QZvcoQ6j/hCHG+a9WaymYRGIKEjo5nzwai6hjSyGVKJ+BHJkrHvGcYtEUpBLajW\nspiyHSRXGYRRdAMo2NtfMLHtH/IGrRu/pJyn5BxHHwfb/GG8J5KOzrAO6pGYsDlIwQuayrnM/us9\n1J29xVeXd2Np+uja9Hhi3xqVx9A4KSBKqArTWUPqW9KQqVBKTl/3EL2X9S13kOZb385s65TLV9Ys\nl/u4tuFs+Rq3b7/GpN5HcsP21W1cU0NRXL3NpcuXSSXgVDi4Zz/0w3untL7hUulZ7J8Q1wMfv3wN\nvMPvzfHTiqw9mmb4MIU0oedfsI4Br4p0b+KGS7RbFc634N/kx37k+3nm6Sf58Vf/AvneCTqB1doc\nSJ0zkxJyJjuosrAKjvvZs6eF4DxNKWNAdME5PxJEFZfVbhAHgUJtqDqNV3JxeGfiP8mJqrYD45Xz\nxIsyln4wghKlNvqPGnHVkggLTk2q4FDzmgAmlX28MrIs2saYFRem+2bQj1iwgBuht1lW8nijnnv5\nuHcI7fTiN6d2hP0I8NXA9nyOlIHgEsEpQzrmajPhJ1579OAsvyn76lvuIMXBUU+2cNWU3ellqK+y\nvXOZO/d+hsXRCV5nVMtD0Jb59Cr4uTX6tQCe+d4OZ4ennJ6eMviWvdmE6dSRq5Zme3v8JIGyErSq\noDKPcHSck0RH0oTkUypZMpREGzKoR9weV6/tEZwllhfEnugOQlWN6lK7WToBTQnEs85qtlqqrFAq\nJ1TeUckoUx+3t8uCBKU4hxKQbFJ3A3kLwY86nWLEypL5qj6pwqNOzKxF1eZKTkaWxBj0NVKHitjM\nSLzdUJPavn7vTS0LIzO8OCwS54LLd+7jMP7eC4wYOxsLtXcup4bmKcmID4CUgUlb4dMAAv/ktQFe\ne/N3YVd9C/ZIAIevvsXetWCvdnsH3AMYXuPVV38OKRUfvPldpLDHyWlN1ilPPv2HGfIuOTl6NUjU\nrxI+dUxrhz7oiMtERYW0E1b05FYY6szseosPSggJ8TVd/DmERFPfIsdbxPWKFHc5OTyhaj5MXV3m\nU596gz//H/1Vzs7OmO3scnh0gs9T1qXHk8gjWmWFju0sj7GbZ8F6jmp0rndaqMQYBVVVMa2Vxpsk\noiIZJy1kVAQ/wtKbPmkLiEkIbsPUHj+veApCH21YHGNik4BStTWqek5ILQJdzDSNmVc6Z758MWZK\nUobxuknY7TNgTPVj9RxLMhDlHZivfFVJZ3+psM9bSUE0M/PKvPW8vvydAcaP2yN9Sx4kAL2zDwhU\nHdo94O7xT3J69gpPXLvBzt4HIGwRB8/BUcJPrnP1yU+Q0hyqyxYCtgIflZLXpLsdQ9dz//YDSIW9\nJ67T7sxx11rCtsPXzsRz6qB6E0oPfBHSl4ndQw4eLFkuEvPZR/DVLvOty/xvf/ef89f+h/+e/QcD\nOQa6ZU0flb6sz5EqcwqCTA1uRRGox9czjOhY60ekzNmhm01apr4Q3Jh5q4V5A3XwlNLh9RE3Vye0\n43XkKAawYBt+w1IAwJtTqwN8sGjPVMwJVp2w7DuLXAkOzaNnQ8zEbmPoAqskFO9Jwe7H0zSwzol+\nTCp8dJvKV5+k8783tKzL47ujPtY++f/Bhm+88rrDOw8pEYdCKB/k+OgzlHyXnZ1nDK5ud3DzFdNm\nAs6NvtuJ5ANrRnh5uWKCo8uRyWxKv+6Zbc2g8kzqmow12IzMA6ghdaBC6QIlTpm3M+btxkprIIUD\ntnfmhOAIFYg6sliW0aRqGFJ/Lnmwtl7Qkem86SJElAEbhAJMAOeUoRSqkgwBkEIlho6hSls3aE6w\nafyzWo81ws+UC91P0dEHnLEEVGvunfdUwfpA5xwaHFWytIuSIptqTkehXRqvv+BHsxktxLHv+q2e\nro+muwPf9EP0Xta37EH66b/7k3z8k9/FE89/mLpuqYbXaSfPoZJZDXOm9TWmrTKtd22usb6DVHvA\nDCRQPKy7Na6p6a4mrl2/Cd0mZLXAvIEK+jgY34xCU3mC3gC/hu4KaVjjypx5O4HKo7yN7HjSauBH\nfvR72N37b/jL/9lfYLUYGIrgO0eM5qltHDMlU4wTliYg/XnZh2STfo89lhbjzw2lt4GlM7uv2hW2\nW4fXQkpYXQjnXKENWGgcNcZAsc1duCHDOuoCtdTmB+iEolhPuLaQaSfmDaEKscvE4MhkowLhiAiu\nsnSPc8NMCVQKw0hreDcJ+qM5U/9vrm/Zg7Q6O+P06JAnhgFcZC98Ar2x4my4xXR7F8IEJ2t7/MZI\ntzwhtDUuvE1orzOZzWiaKaXPSBwwzbWQlku8eFK3oJKW7AaKV+rJuPU2L7r3uOkp9Imhj0jvOD57\nyGy9pt56FhGlbRxbWxP6bjmmo7sxWcFWlpEQ+C4rq5mgJAyB25SDpcBytNyaiUkxFn0hVyP7QY11\nveHhOTZS/JFdoOanOuY9GIvbOdzoJAvGa7QwiTzKzgvqIA1jeNloJ+zOfx4ZR0C0EEXIo5/EhoxX\nNqf5/8PrW7ZHAvgvf+yP8aN/9N/mYx/7HurnL1N2vgDtCa71lOQo612kukV/tiQPU4YI82sfp5nf\nYNBLRigt4LLSL1bosqAl0R8uqCqPnzSEK/9Pe+cWI8l11vHfd07dunumd27rXa8va2OHJBaJFAcI\nimw/ICFDjIQVeECIgBA8IRAWvCRKJB54ggdeQDwgBSEIIi9JREJEIOaSEAORIRfk2Nn1db2J9zKz\nuzPTM911Oed8PJzq3rZN0JLMpndn6zcaTamq1FOny9XBngAAC8xJREFUZr6qOl993/8/QBODSYTE\nRLH7oGCTb6HuG4R6i/0rr1KXO2BLmiZnsHQvgyNvY38y5rOf+zSf/MRn+MrTr+G9ZbQLZelnrpAB\nIEx9bONcJhZnK0HCLOOWzJUDCEKPQGYtiQR6VumnwiC1oJ7MQGYE24pTWslibZrWWDHkiRCa+urn\nTXuXjKBVfCxsfCz5aRqLa+O9dIrXQB1C7FpRWstXi+YFDmHSto9crCc4hCDRVHlRXOsc6dobLg4h\nz55+nhdeeYVJ46DMafbWCfUaGmJbdyKGuirx3qG+YmnQI3GXIGwhOmqTBtC0KSuTGop+TlZYsiL6\nAknjofGkpYfKz3p7ICOEPiJ9llbvZGlthcFKw9KRGrE5vvZkrW3LsWO3A+CaQJYazHReMCuI9oCL\naWiYXemNGtJ4rZ+NedpGHhDqEGiCsl1FvYedJj6aulYURSWK5M9qwCXFBY1Pf7ZNSgRtXdYDtBoQ\nca4Wi2dhuo5WuYhWjzvOq4yAaMCKkBph4momLrpcKCw0iP4/3NJ3JIAfKZb5iR9/jN944kOsvMVB\nbwsxmwTT0HMrEHrUxcvktoerA9g7aLSHWX4AY/sEzbFeojuVEZLWNpJJRTkZ4b0nzTKCFbxAOhgg\nicXke1itgH2ayVN4fRGvL9DPj+MmR0ntuyEEJtU2Zy44fvkDv86p566Q2AIXhLKazPpxph3YXq82\nqkn7NWX+unr1b55EzQc8PRFSlOU83lHW8vhJS1nMwPURjAQSVVIT2z2sRIdBVXBNEudLafxFvvYx\noRKIEsHeRZ0GlOihqOQiOA3k/QElsF3XVD7wqrt2O5XrTZe1u0b23R7/8qW/Y335Np743d/E5Bmb\nO8+j9ZjiyBJaj2iKhuAajDHU41dRGTIc3h7bAViPOtkiCHu4MER9bAwsnSc0jqDC8uoKThSTpFG0\nY7KE6SUQhjTN/WCE3dEz7PiXONI7QmI2aaqKzBS87WiP3/ntj/Cxv/wUX/riVylLR5b3KJuooaAa\nlRdio3q8q8Qr+tz1aVYFEBdmXQltHZtHyRBC2RbitNXf+6VHVVhNlNxKLDsySmoBTREfEwNIVAdy\ndYh65W2Fgqil9vEcTBPpptWccImlZwu+MBpd57/y9eeWDySjsYRmvDuiGu3TK5S17CSlXOTcay9x\nfP2tqATEWkSFosgIkrUdqTu40MeyDBYaL9GeJASC92R5jqbRJJlAdNOeVEiWtJPsBHVKlvbAFGTp\nEv3lDUZXziBpjpUhrlRsL2dpsMqgv0piCzw78Uov0lZEt/+0wBvb3l6v9vamxoOr+4nFaWBM1HXY\nddFYWjVm62IKP+5b2x74gFdHZgT1sfJ75ieuMZUgEl02jDHRArQ9tqjPYPmPcUXU1rn5ueUD6RkP\n72ka/ulz/8BdJ+7jXT/2Lt756Ap5Yuj1MyqbsrT9MNWJf496bLbC+hHOn8XonWQhBhEBrB1gbINK\nThIU6/s0e2P29sZoSLCJ4olzJZNYtGej6Vj/bgDWk4fAOzR/DRuusL+7yaULe/SSEzzyyC8xHB7n\n6a9+mcoaJuWc/QkxjJRYxzZ9GFH9zr7cMbwawBAkZviCWAgx91a2z4shQIHyTdNjvWnIk4QjTnEi\nZD5+kob2rjRtZzdty4MIARfvmDa2bTzVhFYtbOEtagfKLR9IAMPBBm47cOnSmCc/+xQ/+O5fpFgr\nGG4kBB2grse4Kkkx5D3Fh5KEY3g5g7GrYG6Lmg3GIlga17738J7aecQaXFWjTskHRfsyMkCYalfV\n4MbgC3wp9LLjiF7C2BHnXt2HZkJRTchyiUWkbau3sRJFDNt3MTLtamv534LoTZNRCYgxqMaktm8V\nVKN1i2MsCaUxiAaqJt5VnNj44tcmUUxS4i+TWQCDC7HmzRiDivLkZPFz8etJF0jA56+c5Y9+4fco\nknvQBC7vZwyXlP5y29gctikvCnt+zNE7c7K+oypPoWEdNefJ0hUAvMvaK3uDd609vbUsmYJyvyS1\nGdbG4EkIsOMIRYIJCdghzaSgLsdoaVnKL5ICvfxZNi99neHFCfff92u8//HH+OM/+XOKBFwQHNMS\nmdj+YCS0WgqtGL5Ou0u/A8qsQcGFANK2PsSeV4x6jA9ghL2glFVD4x29JN5lcttWs0sgSQypaOyF\naoS/341dRLcCXSC13HPfO9nfHQDwX/96jh96z+3ca+6A9Ar0LiDkiPEUeR/BIXabst6JrxKTdYwZ\nAllbY2YQTWJmSw0mSRmoYbJbkiZtVWmmeF+jJsEMPCSxejvNe4y2JqSTjLy/w3hvwmSvphorWpcI\n8Z89hPjOyBohtAbEIvI6DUWVq4Wt/1d2dqrIw5w9TKzunn8Ak5nYSuWUynl8ovQzw1Kak1OTZAlG\nPX+7deNk3b5fdIHUUudHMScKTAiUzR4vf/MS5V7gxN19lo8NObb8IFqM0PoK0tujHL/CuKw40lvD\nyIh6cp6s/w4SLFUj5LnFEzDegFMmuyXVuGJ0eZfEWI5sDJAE2N3Fk2DzVbLBSXA16xuBentCPcnY\nGBZIUM6cPs3w/Ef5ufc/yqc/8ykunB9R+liuU2vUFdIghKko6bUMum2V962o4ry23/xnOKLm3Six\nFM5TEdssjCoE5Ws749metyq39AvZeX72I+/FW0tILJr02bzScGm0x37pMckSpljHNifQ+jhuZ4PV\n4R2sFCniz6LNaVIJqBtDqEhTT6BCQ0Vd7ePqfXpZylJ/QD8tSJKERAfYqiCpB2jZI0yOsLPl2Nza\nYWdckW2cJOs5GjdhbWWdh9/7du4+cYzjR/v8ygce59hR6KdQpAGjVyugp8pHxszJD88zlTM2c+tb\n5+/Zu6dpeVBUSwEjs8RFmVga4DLwba+cLms6ujvS63BE3YDERt+fl8/ssDeuSQfHOXqXJaarLUka\nS/0Lm1MGUHeWZjwh7a0h2Qom7xE0Knra1j2bPCdFSQrFN47J5StRNy9PSQY91NWMRxMm1YjlrKKZ\nDAlujdX1Y1w4dxaKPqurt7HblBg8aQJZDsYUNL6mrgPaCj2pvnleMgu02YzoDdtpG+nmuk5nKqoC\nSKyNC87Thc6b6QJpDttfBg2MR/uIWPbHe4TNXXaurLG6MiRJA64MTGowuz0G/Q2W0ss0I8dkMsHV\nIwYby+BKRCAtCnZICOOG5VCRWMv2xU22Lm4RGkfWiy0Rb33H22FtyJH8fnrZEK/nCZxl6/I2F187\njXc1F7/9b9x2/CFOhjv56cceJrGOv/jY37Bfws4oZt4kxASBiEV8SiaWWsuYmG71u4GZWMg8qkqi\nEj2E2p7aqxsBVcIbO+w6ZtwoJUKbxOb5rUUfy4LYoBv7jchJVT16LTveEIEEICL/qao/vOjjWATd\n2G/+sXfJho6OA6ALpI6OA+BGCqQ/XfQBLJBu7Dc5N8wcqaPjZuZGuiN1dNy0LDyQROQnReSUiLzQ\nmjofOkTkz0Tkoog8M7duTUQ+LyLPtz9X57Z9qD0fp0Tk0cUc9cEgIneJyD+LyLMi8g0R+a12/eEa\n/1TOaBHfxE6eF4EfIMo1fx14YJHHdJ3G+QjwIPDM3Lo/AD7YLn8Q+P12+YH2POTAve35sYsew/cw\n9tuBB9vlZeB0O8ZDNf5F35F+FHhBVV9S1Rr4ONEV/VChql8klqfN8zNEN3jan4/Prf+4qlaq+jIw\ndYW/KVHVc6r6lXZ5BDxHNOc+VONfdCDdeA7o3z9uHlf4A0JE7iGa1n2ZQzb+RQdSB6DxmeZQp09F\nZAn4BPCEqu7ObzsM4190IF2TA/oh5ULrBs934wp/MyEiKTGI/kpVP9muPlTjX3QgPQ28RUTuFZEM\n+HmiK/qtwE3lCv/dIrF/46PAc6r6h3ObDtf4F53tAN5HzOS8CHx40cdzncb418A5omzPt4BfBdaB\nfwSeB54E1ub2/3B7Pk4BP7Xo4/8ex/4Q8bHtv4Gvtd/vO2zj7yobOjoOgEU/2nV0HAq6QOroOAC6\nQOroOAC6QOroOAC6QOroOAC6QOroOAC6QOroOAC6QOroOAD+B2h7FYrY3VtdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fac60267550>"
       "<matplotlib.figure.Figure at 0x7f1f24086690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_name = 'AFW_2417212918_1_1'\n",
    "img_path = os.path.join(AFW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFW, img_name + '.mat')\n",
    "\n",
    "img = Image.open(img_path)\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "h, w = img.size\n",
    "bbox = mat['roi'][0] - w/2\n",
    "x_min = min(mat['pt2d'][0,:])\n",
    "y_min = min(mat['pt2d'][1,:])\n",
    "x_max = max(mat['pt2d'][0,:])\n",
    "y_max = max(mat['pt2d'][1,:])\n",
    "\n",
    "k = 0.35\n",
    "x_min -= 0.6 * k * abs(x_max - x_min)\n",
    "y_min -= 2 * k * abs(y_max - y_min)\n",
    "x_max += 0.6 * k * abs(x_max - x_min)\n",
    "y_max += 0.6 * k * abs(y_max - y_min)\n",
    "x_min = max(x_min,0)\n",
    "x_max = min(w, x_max)\n",
    "y_min = max(y_min, 0)\n",
    "y_max = min(h, y_max)\n",
    "\n",
    "img = img.crop((int(x_min), int(y_min), int(x_max), int(y_max)))\n",
    "img = img.rotate(20)\n",
    "\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 68)\n"
     ]
    },
    {
     "data": {
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oL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CKseTJTpPH6opVXWGMpllWGAvKekK6ROQUfpon0qdu/BXwD4H/UET2/5+EBlH3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9U+yR8SRlOV6ne5mJtE+TSYjjDEUg4rpuuHb3/oOz3zjS7zy6oRq8gzPfeU3YeCJtsCT0ZUwXDeJ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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f20443ef150>"
      ]
     },
     "metadata": {},
@@ -52,14 +112,14 @@
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 56 -85 619 478]\n",
      "[270 316 613 659]\n",
      "['roi', 'Shape_Para', 'Pose_Para', 'Exp_Para', '__header__', '__globals__', 'Color_Para', 'Illum_Para', 'pt2d', '__version__', 'Tex_Para']\n",
      "pitch, yaw, roll:  -0.978765 18.7533 9.07337\n"
      "pitch, yaw, roll:  4.49398 -21.1518 13.9533\n"
     ]
    }
   ],
   "source": [
    "img_name = 'AFW_5144909700_3_0'\n",
    "img_name = 'AFW_2417212918_1_1'\n",
    "img_path = os.path.join(AFW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFW, img_name + '.mat')\n",
    "\n",
@@ -74,14 +134,20 @@
    "x_max = max(mat['pt2d'][0,:])\n",
    "y_max = max(mat['pt2d'][1,:])\n",
    "\n",
    "k = 0.15\n",
    "x_min -= k * abs(x_max - x_min)\n",
    "y_min -= 4 * k * abs(y_max - y_min)\n",
    "x_max += k * abs(x_max - x_min)\n",
    "y_max += 0.4 * k * abs(y_max - y_min)\n",
    "k = 0.35\n",
    "x_min -= 0.6 * k * abs(x_max - x_min)\n",
    "y_min -= 2 * k * abs(y_max - y_min)\n",
    "x_max += 0.6 * k * abs(x_max - x_min)\n",
    "y_max += 0.6 * k * abs(y_max - y_min)\n",
    "x_min = max(x_min,0)\n",
    "x_max = min(w, x_max)\n",
    "y_min = max(y_min, 0)\n",
    "y_max = min(h, y_max)\n",
    "\n",
    "cropped_img = img[int(y_min):int(y_max), int(x_min):int(x_max), :]\n",
    "\n",
    "print mat['pt2d'].shape\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.imshow(cropped_img)\n",
    "plt.show()\n",