Omg
natanielruiz
2017-09-07 6dd2ff502947ec809d420e2baefa023d821a8bb1
practice/.ipynb_checkpoints/vis_AFLW-checkpoint.ipynb
@@ -2,9 +2,9 @@
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "execution_count": 5,
   "metadata": {
    "collapsed": true
    "collapsed": false
   },
   "outputs": [],
   "source": [
@@ -16,137 +16,10 @@
    "import scipy.io as sio\n",
    "import cv2\n",
    "import math\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/300W_LP/'\n",
    "AFW = os.path.join(TRAIN_DATA_DIR, 'AFW')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  1.69706825e+06  -6.53330156e+04  -4.11682719e+05   4.34919781e+05\n",
      "   2.50819281e+05   3.26359844e+04   1.24291895e+04  -2.52986391e+05\n",
      "  -6.15043477e+04  -1.59830828e+05   2.63572094e+05   1.71440203e+05\n",
      "  -4.88330117e+04  -1.97090562e+05   2.38590391e+04   4.10180391e+04\n",
      "   1.01344531e+05   2.08940688e+05   1.22712875e+05  -2.61847754e+04\n",
      "   5.90344609e+04  -1.15512295e+04  -4.96931484e+04   5.07356172e+04\n",
      "   3.72444492e+04  -5.69681289e+04   6.74712188e+04  -4.20915156e+04\n",
      "  -3.63388320e+04  -2.46653613e+04   2.91140586e+04  -3.11200098e+04\n",
      "   1.61020850e+04  -2.50033203e+02  -4.18961016e+04  -4.14161211e+04\n",
      "   6.62841797e+01   1.20681201e+04  -3.56137744e+03  -2.65995938e+04\n",
      "   2.30893848e+03  -1.03691650e+03  -1.16494004e+04   2.12929688e+04\n",
      "   1.52232812e+04   3.64335430e+04   1.74000312e+04   1.89377402e+04\n",
      "  -1.34393281e+04   1.66427832e+04  -8.03712305e+03  -5.96380493e+02\n",
      "   4.30957910e+03   2.24528638e+03   1.95483027e+04  -1.38550059e+04\n",
      "  -1.93898594e+04  -3.69277188e+04   7.44611182e+03   1.19638623e+04\n",
      "   2.36314219e+04  -3.99684766e+03   3.02203174e+03   1.81975000e+04\n",
      "   3.92823359e+04   1.03367803e+04  -7.48786230e+03  -7.82242627e+03\n",
      "  -2.20080430e+04  -1.80566052e+03  -4.29961572e+03   6.22520508e+03\n",
      "   1.32062817e+03  -1.19227490e+04  -1.03479248e+04   2.38821729e+03\n",
      "   1.38015742e+04  -3.97805591e+03  -1.45742676e+03   2.98669434e+03\n",
      "  -1.31951680e+04   7.29575732e+03   1.37428066e+04  -1.81346204e+03\n",
      "  -5.99187988e+03  -6.37990234e+03   1.08937734e+04   3.90912183e+03\n",
      "  -1.82016113e+03  -6.95491650e+03   1.01266547e+03   5.55246487e+03\n",
      "  -4.09280261e+03  -7.49072026e+03  -3.33481183e+03   3.81758888e+03\n",
      "  -1.42652571e+04   3.25190696e+03  -8.06668851e+03  -8.09302285e+01\n",
      "   6.90776884e+02   6.18540532e+03  -4.45203709e+02  -1.19316644e+02\n",
      "   3.22066688e+03  -3.87281505e+03   2.97684886e+03   3.94476455e+02\n",
      "  -1.11272038e+03  -1.27330615e+01   4.55350247e+03  -2.89555926e+03\n",
      "   6.14798443e+03   5.82692202e+03  -1.44661964e+03   3.56454615e+02\n",
      "   6.34426954e+03   2.79352582e+03   4.14583497e+03   1.43854894e+03\n",
      "  -5.16225113e+03  -4.57522410e+03   3.23370728e+03  -9.63488065e+02\n",
      "  -2.74134713e+03   3.08936095e+03   3.61066414e+03  -4.00078795e+03\n",
      "  -9.83102206e+02  -2.74329951e+03  -1.55174369e+03  -6.84434853e+02\n",
      "  -2.33597127e+03   3.73775421e+03   1.02427317e+02   2.92204155e+03\n",
      "   1.44912830e+03  -1.83596196e+03  -1.16512661e+03  -3.51094402e+03\n",
      "   9.48400384e+02  -1.08330687e+03   2.43350889e+02   2.19268855e+03\n",
      "  -9.90789830e+02   1.16296530e+03   1.56232074e+03  -2.00964088e+03\n",
      "   6.12623762e+02   1.47080665e+03  -2.00006729e+03   1.00312895e+02\n",
      "  -1.91954703e+03  -1.46687661e+03   4.03627700e+02   1.64068147e+02\n",
      "  -1.99043744e+02  -6.39154809e+02   6.22728972e+02   5.76263786e+02\n",
      "   1.16506023e+03  -7.05723234e+02  -1.77256142e+03  -3.22557899e+03\n",
      "   1.35091605e+03  -1.53005243e+03   9.81808337e+02  -1.36305791e+03\n",
      "   3.81452081e+00   1.61325594e+02  -4.98502076e+02  -2.12832902e+03\n",
      "   7.85335724e+01   8.88980592e+02   2.47593342e+02   1.35603187e+02\n",
      "  -3.51698007e+02   8.47661598e+02  -3.56308426e+01   8.76648817e+02\n",
      "   1.07030326e+03   3.70701145e+02  -1.79440077e+01  -2.66410893e+01\n",
      "   1.14185129e+03  -1.03180266e+03   1.73052681e+02   1.09740767e+02\n",
      "   5.53453894e+02  -9.60119278e+02   5.19062592e+01  -9.51568374e+02\n",
      "   4.98827716e+02  -5.43007005e+01  -5.09670817e+02   4.49387407e+02\n",
      "  -6.79402151e+02  -2.53117505e+02   4.95405405e+02]\n"
     ]
    },
    {
     "data": {
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5E\nhUqClgLEIGKIo+AdDH2kdyNOj4QwMhwahoMwHmDohXGAnDRZK4xoUk4oEYKedIInjcWooyK+mORr\niHlXO+YMKQzEOJCyJ+UeWxqMmljRRluUj6ghs8iGuQWDxiTF/ssbXlefs3r+U0wo8G1mtx4gG5wx\nLJY11bzh6uPv4+ZzqllDc3FBs/jJlOfqY3op4LPAYokyBm01wVmi1iRkSj1t+TvROAXgjikYuKNn\nUnRGG0GRwUZS0u8cAEJCkoacMRgEIedqIjhMJrjHE6gr4ac/b3i2veHQbhl3b+l3UBnLSX0OZYuk\nxGkx5+blF+TQsThdcnK2Amtou8Ruu2F7c0PKEEKAIR7rjwbETMykgEZT2JLCWrIEDn3P0EXGAVwS\n5CjFnDyaGR8C262npEAbwToz+UpTBzkhAhozZewciZUMykBZgi1qbFGisFhjySlMtd67U3DyLla1\nTMJ9a0kxIzoeXzN5X3Ni0qL6TLCTh7Q7jIzjN1PLwHcEhDBZT1RuyHGyuBhlUSjQhpQC0SfGbqDT\nEWdHYvQMraPvhK6DsZuAjChSFDQJiRktAZ8Tw6FjkIgtFCIG5yxZqwnogBwXY1IewZPVQFYeo4TC\nGObWcaJLCBrJARUEiYIRh8FS5hIXLaEreXT5jG5vqecdzlXUiwvEFDTLFY9++ENomimVdA7qs3/j\nPpAzVgBXoa1FnEE5gyIjR4dGQTndGzRKNDZOZI7NR4+IAElT4YAM2pGNTI4CMkEyKk2LRJOJ+Whk\n1kLIDuVO8Uey6PSDc04ff8xw2DJuXqNij8494bDjq19/xn7zgFGK4UqTjobex0+fMPieYbdDfGR7\ne4/3k7g7xoS1BRoz1eOTAAmVFbOyYrVasPeKduwnIAlYU6L1gNWa0hXMZhVDgpg9EgVlCqwxGAMh\nDxMyFBSuRJJQ2IzW/dS6MoaqspRFhbMloNFKjmZmDyKTQN1aqtJRV5kskyxut9uRsbTtyNB7Yppk\ndyEqDl0gpgGlDPvWM/R/YCehsZbF7JR2J/g4ToWwHRAFDjA6Y00kJ4UfFKZOGC045ygKw6ATycMw\nQCOZ4DvQDpsiMQVizOwPnloa9KDQNtFFi6ssxpXYIqJchXElFYbYC2nv8V3Po7Gg0Q4XwV5vsaPg\nomG8j4QhYWyJdSUjhl2bWI/nnD3/E7736I+hqGBxgiiHqmtQmqzUO3mTURricYvPx+JOa7TRpOCR\nFMjBYOsCZw0zo8FZbJqc74giBYXBTnmWcxNTlNLU2xsOkCMHfyCHiEahspByxCimU1E0PgVEK6x2\nk6NkPkOf8qCOAAAgAElEQVQ4dkWMxkjCnj6C1QVVZaejK/T8Rz/9dybquh/4i7/8Bdv2gYebkd/8\n1RvqWUkaLH3fUSgzydokEkkUWjikgtrOmZcNfdvR7xMXi3MWTQ0qcZs26JggJ2LUOAVip9PtZLVA\nVIOXgOgSpS0kiKHHR6FwGldMPEBpNGA5tJGU86QHJpFyJAchJcWh9wSfkX7gZHlJNSsoncMoRXe4\nRZvILg7sun4qkYKmHxJjABUVY1D0X62BicfISWFM+Y3X/3cChNO4iTmHbgspkNUIJqPUlLkYrTBa\noY/WoXlTY50hlSfsNyMy7vBtZOgAibiiolAa5wySEloJrgBTOVAR0YqoJ0t01pGoA0ZprJ1Qn8hI\nEHKKFFtwRqiSoUmKShU4Y7nzga4TcpEwheXs6TOefO+H2JOn0JxNgGgWUFb0IRIzKGNxxmKUTGbg\nFFE2o2RKH98p7zOYqsCgiCREeZRoFGay5ORhyqtEQYKspjaH8voIwuOf0CEpQ/akOEynp4DOGecs\nogRtFdpMIHF1g3KWTU4456iK4wiQlCEnbO2gsJMYt9tDjAzRsMuZn/39/4B+7Nge7rlZf8lu37Hb\n79kdtoQQcIXG2JKd7xh9IITEolkxLE6Q0ZPGiFUTmCQKOQpkhUoaSVC6gqKwGOPIIRJVRBT4kMk5\n4P2ADz3KRphNY0d8PJCjQ0mmKBU+cBToR0YfEDQxKAafiAEkC8FHJGtIoJUQQqDQEEOiOwRCOt7a\nqAhHSkwpYfBh6oFmUDj+Dqq17wYIjTUsl0t2+w19HJhWyqTx0wasEZxRFIWmbgrOL84m/128InQZ\nnQy+u8MfBANUpaUyllJbyAqtMst5TVWXiC5ABSgD2SREaYzNYAVMIttELoBaYXSBe9nhlKbWmqtm\nifEKBkWaaayJ2NmSanVBc3aOXS5I1Yqka0zVQNnglcHXzQRCpbB6GnaSQySNmag7YFLyWK0nYgXQ\nJiFq2nyyzYgWskrHzko/+deUJh19bgqDxIxKk5lVckRknICmEvoor1IyDVdxSr9jWC3HfovVYNXE\naurEqD2lmUZFkA3azNE5gXJQ1QiKqEpsNad9vWW+PKG+fMajj54x+h3327d8/uJXbHc3qCjo0qCN\nEMLI2HvOV6fkYSAcWra7HTkmtKpRAiRBZYVRU7aiNdO/UZNHMXuShpRLBp8ZBk+IB2YrKB1kI4z5\ngGSH4HBOHecIeZKCHDj6Ro/azwxhhL7vMSaSrKOpS87PL8kyMPqWfd8TAsQAMQlB6XdG35QSKU0N\nfa0SIf7+nfV/pzDaMJ/PwR5tLkdygSNfYQxYqygrS9NMdcO8qSCfsl8P9G1gt+jpdi0iirKcekO1\nUVPNRKZuCurFHIhgSrIdmKS4gio0yiiyEcSAOMFUUzG+qme4KMxVQS2OMA4Me4+h5Ac/+AE//NnP\nOfn+J9Cs4OqS3cmHmMvH0NRgCyQE6llD240ogRQTWgSjHc4KuRzekSyg3g0OGvM4pYLaop2ehjQh\nx9NyRCk70e8olMogiZgCOk0SOEUCHVFZcEYTicd6UY5ATBMTay0cZXPkCGNg9niGH+PEFIcRq0pA\nobPQHzpKY1itFmxjpo0Zo0tKMyNEhfMadXZOZec8nRcsTireXH9GGPcoJZS1RevMg4/Mzhvy4oRt\n3bDf7kjHXoHE49ComMnZUBpDGEaMzYwj5H3PEALpKDcbh0Q3elKG2WwCQj6m3ROTZXCFxgfha8N7\nkuljx/i7OU/BwzgGtBZMZXDO8eTJI7p+wzAWdP4ahoRWoKOh8/mo+DkOcAAQUNoQ4x8YMZNF4Y0h\nlUvGLhJDh43Th0vD5BIPNuPHAXQiuhm9OVC4CjvvcfVIUQXKCuIAZI+xmsfPTykrcEWmrDPsDTF5\not+T/dtJ6wdE11FWC5piznmj0MkjxQBpxP6gxraGsnXU4TGrswXRNfRXTygfPUN+9DN4/H3QV1DU\nNMtIkEjeb9HWUjpHuus4ETkSEPpInGRIGcexdlCK5Jj6kExZgFJqmqLWgRY1nVhKgSyONaHgYpqu\nJYkShfh8rPUgJUPOmW0UTuonFK4GWx7VxtB2O1KC+arESGbYbdlcXzP/1wElCR0j3f6BnI4EFZPi\nxKfInUxpo/Q9h3HkyQcfsh0HPru75o/+9B9RX32Cb1pis+ef/Df/MePLr7j97DO+/LP/ncN2zUX4\nLT//3vf4alGyd/CwgLdpQFWnJLPCv3a0YcBIYlZqSnlMaiMPQ6Z/JeyHjHWOs8eX6AIkHwh+M+lI\nXUFWGatGlMrYIqHcdMqb3jAGIR0yRWGoa4cdE+MQyPqE24cNhc0YWyBWcfW4xlhh8JnVuWMcp9EZ\n+zbyxE+9RGNKUqqRbNGqZLdP7Hc90H6j9f+dAGHKnq57Teh7Uuj5mnfQTH/1KYAC0wNqZL0emM0d\nhD3bTUvbDgx9JEaOoxtGrJkUMFNtA0ZHsgadZWq8O4uSiCTIJOQo5NVmSu50UaBFKOoSHTUmFTSr\nc84uP2J2+gj7vR/BcoVaXIArp7zZOayeTqsIKElkUURJGKXIaIw6zto7zmDMX5uGFVObQQlaHYEo\nghJNzgmV5XdjG4/jEhFBjuMVRQR7HG+Yj3x+1FP2KoUm2kxRAIWZmNkxIP2e0ffUscIUDtfuaL/4\nHHXbTXNyxoHD/oEsEY1QWjU5EVKaEmBlpzGAMYIpmDvHeTuy//O/otqOlIua8vEjONxTnj/i+eMn\n5GXNp7/5DfGvRr667ajOznh09ZQXt29J63uqfonWiQrDLoHPFttcUY4DYxwIYaQ9dPiQoDFYpTGA\nMSWmKCm14LA4BGu+Hk8IRjuqalLR5MPIfF5iXU1R1Gz3B4wZiGl6jDlmuq6lbS0xecrKUlCwWKyo\nykhRRqwbCGEaDzKbLdCmOtaVmuublmZW8ocFwuTZ7V8wHCIyCmoa6UkWCMe5HSRBmYmoefNqTd0U\niM+srzvW9wfafcKPoON0mmQ/jTMo3LFmCgGXDCIJpYVZNQMzaQE7XeBKh3VqmrGZjymj0ugcUcpR\n1DX1xWOWTz5AXzyBp8+grIESRE/6uixk79HWYOTY00uZLBGjDKKO2ZEoRAtihXysK0Chp7kZaKVB\nZcgyATEryLwjblSOEwBFCEcHgoiQTMZLmuZyKoUybvocRsgpT0qIpCBZ6PY43zHutoy7iCscqu8p\nHu4w1ztICeUHbLeffIAKbGHJMaDy1DooipJCJpH27sXnFLM5j8uK17/8lHy9YfnsCc26gycn5MoR\nNSz++I/5yc9+yuZ/qfnlr/6cR2VNYWuKBOn+nv5tga4tNuRj3WYRd0oR11MfNwoSFCqD0w6VwYpB\n2ZLCzmhspDYG5yDreJwtOqX79qiwLkuoqpqqaijK5t067IcpQxcPMWW6fkfb7qdZqMpPvcIs2Kip\nSk01a5jP55yszijLkhASMatJBLH9A/MTGp0pCs+jZU2aJRDNdhfpByFHR87TpCutYRw9v/nNAWNH\ncrdn3E49Qr+DPIJRU+8shsDd9QPdzlI3hvmiZFElCqso64b5YgZaiDpTZJmK9XSYGEvJGKa+mtof\nGPqSavWEiz/6OfrqB7C6AlMTspADWEmY7T15TKSVoJtqqr20QhWWQhskJ7LSoPVkvZIjwZkLUGoy\nwOojyykK/TVTqtK71JN0tGb5+M5JMuY0CbmP3U6sxjpHWZZUTY1SiqpQ+NsN3WGP6u4nc/PmHgmB\nsFvT3r5lnwIuBC5E0cwtEjKjy/QaQhZSDjysrxljYhyn8Yd+POpW0QT5f6l7sxjbsvO+77fGvfeZ\n6tRw57EHdpNsDiLVohRZFmUNhiUIUGBIfggUKLFiw3kJ4IcgdpCXGAigB78YCRBHQBAkCJJYMGLL\ngTJYskJIsmSTEimSzUHNHm5336HvrfkMe1hjHtau2xQghC07VprnpYZTdarOOevb61vff2qJfYSo\neObGi5y9/pA/6n+fK889i3z+BpObl5ncvEy6sQNmwkd/6t/nuY/9II/e+Sbuj+DOpbs8evUeav2I\nZgnJK9IprAfHt9r7yD2DlIosagQ1UgSiE2zOB6paUdWgLfhtJBiwKKS1o3VjEWuH0XPYSM3gB0LQ\nGGMK4yYNKJvY3zeFcZQiUgUePH6LvaGhmUqapiKLYjA8WSyominaSLIKJOVROiGB3SuRavHdpqJQ\nsLOApp8yhFgsKnpNSpKoK9xQI4TCKEHG0bUOqSJ0iaEvIH0aJ1PEVHYzKehFJA4tri9j9alu0PWE\n+WxK0whccPjkca4l5DIiq7Uk5YT3jsE7piuPlBMmzQ5mtgdmCrImJU1yAREhDp606VBJokwmDAND\nDCQyppmg55OyWIUCrUiop8OYC/oZlPOikKVVzSmV9vNCxBZHCCNfjMULXC9k4Y9mkcvnRiGMRlQG\nUZUCV0pT1444RELsGfoB37Yk14HvmZiiVRRECBFfZVxytGHg1K/o3EA3tDw5OcTFRNc7tl3Ppu1I\nuey6rY7E1hM2nsNtpKlmuCHx5uNHfLL+YcLQc3j/Plc//gJXrl8hnD2mmi25+9Hv4er+ksW04jd+\n8x7tumzWLidyC7mLrNfv8qBraKY11dQgVIVClnN0yviQKIiToB0culVIaTHNxcBLjpYWpavSRuJ9\nTxbt6NI2FL1pDiij0VYhhSy2iDnikkO5svMtFnOUbtCqIY+/61zHEDdFFiVBWk0jv8tEveRiGKeV\nKGRaCjxgTUVmRk4VUF6YEFu8P0eGiPTFPOgCnyZA9FCpwoyQORI99ClgtSPsKJSY0TQTprUm9Rvk\nMDopx6IbTNrgg2doO3wL6rwMLhaTPbBzSAr6REqR7BIiZsTgkX1A6gp6hw+evu+IQJqVNkYoiVCp\nQBAij2x9kOY9y3UAmSXkYtFYinDEnnKJAMi5nBnFRWs7LkaZcylAKQvcoORI8C4ot1ANWgWEaAkZ\nwghnKCFYLOaY6AlbQTxb87hfMww963bLk9MnbNo159sNR+tzfEz0g6cdBlbb4kwuhOJUJmQsBLq3\nXvsKy2qHvfkuErBf+iJXb11jebDPWd+yNpqd21e4cvsm9I569ybf9+M/yxe+8nkeH71F7GTxanUe\n68D3HY98x46fs5RT7MygpCFryLJANUlkAgIfYIhgokTHb7tYkZC5cCO0LrrG6D3BjHrRPFrmy4DW\nFiUlWmWkEnhfrPvnLJlMZ0zn+xg9oXdbNttEN6wZhi3KlFNJZSdI811WhFIolvN9VudqHLAkpKzR\ndooUc3aWt3AustmsKPTpFVIkjPac9ydEB4wUorqRGCQTa5jahhj6MtgY2fTeezbnG2SeMWl2EKqi\nalckNxS37j7gXUR2oAMcLC7RLK6hmIATeB/YutMiDcqSsG1xm5Y6KiCANnRHZxyfHuNiYLq3y2Q2\nQ1o7ckHHyUqRaBeNW85Pz3txhBByjIhcgGApBGkc5hT0RpFyKpukUsXtWQpsXWHqCm3MyIuFp9SX\nNkDryC6hApAzWmuUVYRhBRLstKHdrBly5rRveXz8hDfvv8Wm2+BzZBscvQ9sB0fnAq0rYpOcPSeq\nHAdygIOpZcg9R2f3aZShf2XLO28vuH3jJt/7yY9hpOKJe8KelZjL12E6BxK/8Iv/Kb/6a/+A1+99\nA8UJU7nFmEA4znS14Hy1JsnMM1euErIn6zJFjuXtRytDVgYfoBsiO3pKVVV0fU+fI8YUzWi37RG5\n2JmkENGjTjQPYIzCWoXVBq0yzhexbt3UpThtRTOZYsScwbd4P7DtNvjUIn1CaVDWkPwHwHf0T3XL\nmkbfJs5b1m1ke7Zh0wuWuwcslne4c/v78C6xWZ3RdyvefntKjAPtyUMkLcgBqTJWwqxSTLRmWtXs\nL2YF+AUmlUVUW6S0RK/Jfopppth6QVgGNvKIrT9BnbbYAZpkqYXl9t0f5vKtF5E7t4hrTde2+C6w\nvr/GGkX2jnaz4TxmbF2RHwfq+ZQqwGbdMnQDs/kOu5cPENZALYuMvjDXkBf2ijmN09AygNEXV1KR\niKloGCMSSMQsyVIhpKCyZZdFSaqmKbjfBQSybcvQ5mSLOzlF9Btk32NiYmdao7RFyMjZ8Rmn5yec\nHR9x/403eOPL32DbtbRDh7SSKBJRJrIutDcrM1mDK8NcUoJJ1ngd8TKzqoseDwMyelxueeudJ3zx\nzdd47eu/y+W9XeoDzcnrb1Avb3Lt2Y9y+yOfwtYv8e/8wn+BG4749V/773jtG7/Pk3fu8fzzM36/\ndTjfMpxtWB2dMN+bF1lU8IWOh6GylunUYmygrjQGw9BFXC/RalosJ4SA3LLedDgXcM5jjBntNcAY\nQUqBvvdoBfWOoZnUzOYzZstdmskCISx9Tjw+OeT4+JCz8xOmc4U1migyx8drBv9dJupNKdNuQxFK\nosnK4lMBQ02fsHaGtQopbEn70RNSSGhVrk4iJYRMVCIxqS2ajDaZqlIoIYsKQlfMD6bU1ZTGTNld\nXGEyrUFGXFgjXI+0A5USyBQR20hwjv7uHDm7ArPLsDbI4NBD5PTxA/Z3dpgupqim5rV3H+HPI4vZ\njOnukuXuHqKpCGS0NcSUYBQDA+UgDIUTmYtnydOWCHh69aAIifP4c0mMLeuFnMlapFZPJ6zF7ITS\ndw0RGSND3xP6Larv0MGjckDkAtD7bsuD+/d4fP8BR+8+4tFb7+DPV7i+J0eH1TVZF9ZMl8qU1Nri\nMqC1J+cCr+zEBpcjbXB0MhIy+AymgZNNuTbUAu73jscPH3N1A0N8hfn+ht4ZlFpy42Mfhe2AnS75\n8R/5SV68e5d/+Tuf4/ToATtmTZc93RBxqzXBCES0I46l0MliZcW8brB1xlblspX9UPA7WTouZKax\nU5Rak3PA+1SiB4REkZBZEmIg+kSUkHPJoNC22Bg678nSEbxnu13TdhuGYWC2s4PWFZnEkAaC/y4D\n670PPHj4GD9ktq1jcJkhZExU+KRAWKyZlLNNzsQAQ++fii+FEEgFShT/kEpKrKEQeaVCieKNaasJ\ndTVj1izZXV7GWkvG0fc75LYlqTUVESMKX1XKhJjfgOlVqJYMj1dsT8/pT1fI7RashP0FZneG3Z7T\n9x0uRbCa+XRJI/YYckRNZyStQQm0GPl4ZJBFNCoEZap08REKgyVf+APEwlYbKzgKUeLeTOF8vleE\ngB85WL0ntD0pBPphTQobVPZI4RF4iC3IzLA64tGbr/Ho7fucPHnM+viUaTYYldGqFFvWiawlPg5F\nMmQ0SUgmmPIchAIWeBLt0HHcb+iDp1el+LapMN2YQDsSc/QpdPEd9lvN4CzblWdvf0lzeReiotq7\nxvPXb7B3cI2///f/axaiRQtFpSUToZB9GYjkqiIHBdZikmRRTalrha0km+GYEEDmUWybikhcyoJx\n5lRmCUEX7FaMgu0YM94X2yHnPD4VDulm2zEMAlsLUrK0fcfgHCFmtGrQqiaSiSGOs/X3d/tgFGGI\nvPPoIX1r6H3EBUVghnIC02eOz1pqC3Ho6LfFEWy9WcGwYWg7NBErElEUz0dji6tzCjXCNhitaaxm\nuxnoN9CZjMmXmE4ltlIsm3301KHOO84Oj5iJHV64/Cw7156h+8QPw/wAomByecFEz/BZ8o2vf4WT\ndxJXVsfMbl5D7005mF5iki31pX3EYgerJTYFfGXISpK1xGlR8g5lMQOyMbwHQfBtbkI5E0Um5IBX\nPB24FPzPls91wb2yECMlLhDXLbkdiN1AWnfkmFBzz0xKdNBlh1yt6R68xavfeIUn7z7gG1/9Q2LX\nk1xmEWEz8TS7U5a7O8wPpgQiygrMoipORkoScqINDqkMSimm8z20kPgh0J53uD7gfeT8bMvp1YFt\nO3C6bjlbt9hJzfq8ZXPacXb+Gm9+/XW00GzuvcK1O9f5+Pd/iuX3fwoc7H38x/ibf/ezvP6Pf4mv\nfeMr3Lv/OovpDM/AevCs2xVBClabFrZb0qZCaY9SkrZpmc1mLBYzQBBzQMoySVbSIoQihsgwxEI/\nqyQxFnmb1kWLut5G3NuPmc019ckZUjdU1RJkxfn58RiYAzFZfKgQKGbTWcmq5PB9rf8PRBHCyOHL\nIKRGakP0sNm2+HDO2dk5lRmIQ0/fnzMMY37gqIm72AkvOjitFUoJtFFUtaGpKqZ1QwyB5As/cL3a\nFpAdgzGJ2lhmzYSzAClFtLQwXSCbOSEmfBtoMKAUWiqMuCASRBCJej6l2d9jzgSxsyh2FDmSfcTU\nNUEW2/RAwSTJJcjTppHMeEHtSLk8EVn8bi6eH4oRSxSFDKAUUhX2wtiI4r0nDo7kHPhQmD9KEeRA\nIU1GcC1sznjy6D4P377H4eMHuG2HzVCrsiDEwZKdvR2uX7/KwY0DoghlgGMzGFEghOA577bltTea\n2WxJpTT4TFx4wpAJLtHvOh48XtO6yHLd8tVvvUHbeRbWoFLGdcXJus4Db3/r67TrQ7bDir/0/S8X\nCdqjEybX7vCxn/95rv1f/zv/7Lc9m3SC9wkREvs7S1yO5R/3kdXxKYEeIRPsSYypyLlgrzmNzCRZ\nOiOtNUoVLqgY29o8kjSyLO1swRjBhYAYBtKQGAZJwuC9G7MSFTFmYigu7UoblLTve+1/MIowl6ma\nHzRSGKpUoYMkDGvSuufJmyVgBBLbdo0wK2qZYDIlGw+hZ4gl3GNiIE4UfQqs8znGCGZzy3RXsexu\n0wbHNnn6/YiqB5KMTE8Mtj2g3jZcvr1H6wZe373E85f2qOIcZRRSu/JqmR3CxHB6+mG8HzBXrzC9\ndZ29+Qxypl1OmC4a0IqYJLEqBGxd10XJ3jtELBxMXCIYW2CHnFFjjBtIcANaSdDQ50TKsvihWoOp\n6nKOlKDEOHePgSo4+nYD7YBwgYmqwFYEOeXMPsKbDZ1/zFn3TU6+9nvw6jvcOQlcPYJWQVjWzD/x\nDO3tq1y+fJkbt26xf+WAIXh8dKTsCGHAh44UHZemLTE5ckzYemf04Yxs6015ThLW60h9Y4Jzke1G\noOqas7OeV1egzxOTRmBHj6DjxxvCqWb7RLD97LeYvniHXT3gj7/J1599iQ/9tX+LH3zpx/iXf+c/\n4nrckLWnfc5zvj/l1fNzjrYb9rpL6E2DGhKzaNGTOdJL8mQNCHy2aLVEqwMafYpUp6j8bmFkNZo0\ndlMpg1KWkCB7yfZMoRYzhIRt6EhpjfASqSdoI9kcHzPUlqqpme7sInX9vpe/+NOkx/ybul25JvLP\n/bvgfIUQhQQ79A3t1jP0CW1mLJdLlnu7LBYzZvMJQmRqLXn99a+zOjmiXZ2Qhp7dGnYmBk1kJiVN\nXbO7mPPs7TvsTp8ja4kwFjOdIoIkbwbWX3+X9vCc9eGKT73851heuYJoKsykgemfI6fE0HZYKZFK\nkUOkjwOJTD2tUXU9Gk4a8mKGaOqyNY3x24w0MlLJhhBjXLTMpfV5zyfhYqxd2lW0IivoVQatMJVF\nW0Wq6xG+gKcHmxhI257tu0fkwWORyCEQnMdNJIpTticPePeNr/LuK1/l6Dd+h2kv0INgevUG+WCB\nvnHAJ/7tH2f3uQ+Vw5wxQIYwQPJstyt86Bj6LcF3yFwiwBSZ6MfzanT0flvOXaOoTmtTVOxKc3h4\nzHbTcv/I8ZUvfJnN4Rn9eYc77+mPIgURFly/eYePfuwlPvXy9/LcD3w/796cElct16ZTJD3vfO7X\nePVbX2D+4cSD7QMerk94dN7SDRMEE4JTPP/CDjef2WGxJ9jKxyAUUk2p7BLijPPTY87OHuHjfaTK\nZKOwtlgj5gRIRdcObLeekKFpBMrIp3DScjlhNpvQNBWHZ++y7TxSw3z3gJQs/96PP/yDnPPL32n9\n/2vthEKIe8CaC2+ynF8WQuwB/wC4C9wD/krO+fQ7PBIpZowt1hQxBoLfEkIihIxQhozHGsF8NmF3\nbwlkVBpKYYxAP1YynegiZZIWFQJh6Nms4fT0FCEfY2xNIyfUqUIliRQFyM7ZsQ5btJ1jdy6DMUQp\nUTHBSFL2QqBSIuaMtAZTGVRdldalstA0JKtQYz56QpAu9IEXhOucEakoKoAySIGxEN8jdmchym8L\nhU4ZESM6RBASaZ4arhR8wBdNThwcwXlkTAhdeLCb7ZqTJ4fc2jWEdx6w/dobdK/e42qz4Gx1BnbC\n4qUXqe5eR908YPLSi9AsRoJ4IqdEkjVJmMLKcbqIgH1FDltEjoSc0UKASOQgESmQcizZ9EDOCSkT\nRgsmswYhJS9MJvRnJzye15ydnHN+csY6rSFDFTPnJ4949UuOaut47tmPcXXuOT/f0q46Zs+8wK3P\n/mX0tZs8ePJPMb3gktTISvAQyHVNyJZ6XqFqTZaJ6APWamqjmTY10WuGSlNVhugkiIhRkaYq0qd0\n0ZHkIgAmQFWrkuc46gdtBcaKYhysyrncDXByeMqfwvHw/5N29C/knI++7eu/BfyznPMvCSH+1vj1\nf/L/9gBSyHLeN4XvJyhpvTH2pBhRIqBlLpuNLXSilBLJ9/ihJYUBSUKqopqYTRoqrTDRkYaSfNR3\nW1btu1ShIecZMzQ21lS+oqoXNDsWeotQO6AWYCuEGj0NQxnp+xDxqUirJs0C3dRQGzK57H6ThiTK\n4X98YghkOav6opWTIwXtKZDuufAsLLufKL6NWRRYXmSQOSKyGHmkowAXRq1XIDtf6GZdT/bFiVxq\nTaScE7enj/G9Jt5/jLj/hMnRBusFzXxBdekq13/gZWYvPgtXl6SrV8BdREKXqexFWrE0GsIE66fo\n0OO7iugHUvDYcddUyRNExntXhmOjlUTxpk+oymLIVIPm7p2rTJaWw9OG6ljTmh7RZfIqIE4d7dET\n3moD/MHXwV5iZ+cy2Dmrd1sWd57h2qfmPPynX6BJExo1oKvAcYw461HWImpJINK7Hj94alVRCcXM\nWoYsqKykqTUuaXyKVJWgrkahrtLjrEHjQxHy7u8uWCyWKKUYeofnHCESKTvqusQmtENm20X69xfI\nBAXEqAIAACAASURBVPybORP+DPAj4+f/PfA5vkMRClHinDMwnxcYQath3DFKa2ZNRumIpBSEJNNt\nV0TXQfCFdD2aBkkpMVJSq4qYBSKWtmzVPqHxFWmYY489faiZpR1241Um80tYdUA92QOzpDCCFXHd\nEUIgBI/PIJVBqIye1DCpS9smEtmq0QlAkkhPh0QSiutzCIiYSM4hQjFtKsU5UsukgKp8TAKiyEU8\nStk5San40IRcDIjHiWiOkeA82QeGTV/U6eQindISIaAOPZu3T+jefgd1uqLuPU9O11x/6aPMnn+e\n5ac/Tn37OnlvwZlMGHkRE14Ss1JKxY0MgwgOoS0qVEUSKQxJOHIqJHSRFCJMy8YuIGdFip6QIjon\ntFUgLcYHLl1ZYnYUzb5leqUhVoHhZMvpvRM4y2gZ6NZnfPFzv8WnL70MNxUsLWf1AtaJxXyfS1c+\njPErNqtMwGPEKV04J9pAlA1DSLi4JfY90VQQYln0VlFbxdaUvEOZC6SlzQhhqIzWCmMacnR4H9ld\nztjbXaK1pesGTrYbCnkiU9VlEBNpi/fM8GfHmMnAbwghIvDf5Jx/GbiSc3403v8ucOVP+kUhxF8H\n/jrAYqdM+xQZlTNDv2GzOiV4j7HQ1DVat3TbJxzFDb7fR2tNf/SI3K2xIqCqgm1ZY5hPZ1jAhkCB\niAQ6ZvxwiPM1Kq45fPcI2zas45IwMdx65hr7z9wuAt1qxsYnBpcx6wd0w4DPET2bMW1mVIspeVoj\nKkNWGrQkak1IidpnsvOFgJ0y+Eged2NCQralUHIc3dOULGGjVoOtyVIRitUKSmWkSIghlguN8Agp\nCW18yomMLhYzXR9wbYcWgCrc0mpSYaeG243FnGVWJ8ecPrgPKXD3x36ISy+/zKUf+Az6k59mA0ya\nGbsBnBmQUiJFMUgWKWMEhK4ji77YZqQB01RUVSxnqH4z0gMjEzOlIRRjJ99zfn6Mw0MWGClJWnOw\na0hDxM6mXL01J6nrXL1kWT05Y3Vjn9f61+AcwiD49a//Lt/6e9/kEz/059n58EeJn3iZt9ZnVLOa\nF/7if8itP/wwv/Wbv0LbKvaqDSn2EHu2g0VsNZIB4RxGdOh4ztTOuHz9Bj5onpx2oCSL2ZJKnCOl\nGyecirppmJmKneU+203PYjHl0v4O1k7YdgN9PiTmIqJ2PiFExugJVgq2sefPKhDmh3LOD4QQl4Ff\nF0J889vvzDlnIb6N+vHH7/tl4JcBrt+02VYV54fHrNfbkn/nWoauEECUWJFGs6KcHEoWvxC9PsOM\n6gGjJU1lWc6nLGY7JDfQmIypS+KrEbBOJ1RZMhGaiZ0SW0mOAmEmrFxkR1qoZrgkiUIj1RgCKkBp\nw/LSPrpuSLowVuII8AqlyqIF2LZFgBsi+NIq5nbADQ6JQCcQIZJiRGYYtEIZjYwCKTJZ5DHnoGTL\nIwRGCyS6mDbFiBaJGCIpFK2hcBnfOYgJbTRNXSGkJCXPfGdGdXAAx8csdpekuuJkM/CXfu5n4Jm7\ntPsHpMWCqWxQDugdTFMJQxUCa2zZCUNE64QQmpQNKSuii+RUdhHsDCXKkCblErAqCPjgcN6TckBr\nSU6OlANDzoUs4QOxH1BKcHf/Eue5ojM7nN044TCdcZoH5FSjTs+JX/4612LiM5/5FJWAzWYFD1vE\nrZf57M9d4b/9L/82LgUmuvBYh24NUWFEYGJ08bAdrTNWqzNW6xO8d1ilkYiSEjW6/cmYiFGyWM7L\ntDRZtCmpUN4PpJRQxpScSle8alIUxKDYrDtkNvyZFGHO+cH48YkQ4h8BnwEeCyGu5ZwfCSGuAU++\n8+NASInoQsl8YChGrbJYHgocefQT9U7S9SWzQK3XRDegRj/KxXTB/v4u8/kCFQKy7zAZrBRYoPZ7\nCAfKKYa1R4UJzWTB5OCAavcA5ovic8roZJYVqqmwJTMLaQ3KmuIDqsRon1c4n8E7ckoFjhtcUa4P\njuR8mYi6MConJCJnVB6FvCPoLrQa7y+T1JBH2lMad81vm2LLECHmQnTPEhHLWVMw4oey9OUpJ5LI\nYCs2Q89h3zIsJixuHMCdG3DzGmKxJOgK6RSqj9AKkk2jk/QFEaBQ/7RqgEDWkpxlwQ2DJ+f03mBX\ngsoVQkYkiUyLtnNSclgtyVRI5SAnLCUTJEeBzAkrKux8l1wLnry4wsn7PH54ytFxz0G6zttHh7T3\nFJ91p5hmUqbC2wiLy7DZ8lf/xn/G//gr/wFdd0gOMDhHypqoMlFqBhcQOE5W5wzZs1qfMbgO0wi0\n0IQkigA4j/ivomSXSInz4L2jcx1aFZNpoxtS1ATVlwtN1MXzVtQkFNC+rzr6Vy5CIcQUkDnn9fj5\nXwT+DvBPgF8Afmn8+Kvf6bFizLS9JYeKFBwhReZTy3IhMEahbEXwCeciMa1p1z0hJJr1tign6gnL\nZsrBcp+rl66xmEyxwNG9txCpGC1JH9jL1wHwIbNRErs84PLND7P/0mdgsoRmSRczIQQ0Co2kunq1\nDEKkKDZelUWZCsSoeo8JQk9sW0IIVEdbNmfn9G2HGwbwhXY9qRu01gXv1KNFgNYoNe6gMSJbV954\nIdCynAPL2SwUIsOFq1AOyJixEbhwWkMTc6BpGlSjQaVCvAbYu8wjLXmNRHr+Li/94PfBc88R9w8I\nekIKFcELbACEQuR+PNAVJzwhZCELZF/+ntCgLCpBVq7sCmpS2tKY0HKMDRAZIXpSNKWDURIlPClH\niD1GCEy/xbVbkutprKDWHls1fN9fuMSVDz/itXtv8Xuf/yKHb0WSH9gcvcpv/er/wI/8zM9y/fIz\nvP6lV9g7fY7d524R1pFZ/REW1ZxKb0GscL0jIHDC4kmsfcepHxgenhNCQEm4pBZkAUFpEJmci2g6\nxEgQHq0tupa0W4dbnSJFj9ENRu8SRIdIhugGokvgAnHwRCf+pKX+J97+dXbCK8A/GjmLGvifcs7/\npxDiC8CvCCF+EXgL+Cvf6YFShk0raLJBS4FVit2dKXVdDHqllAy9Z7Vt6TvP0LsygIgZVLEJlCPb\nIfqM633xpHSeFBPJADHR+Am+C/jWo8QM3SxR8yV5Z0aoaoISuCGipSj5fRJo6oKXycI7LA5MQI7v\nwQohIroevKdbneM2G/wwEL0vramQ5cqKLE7YMpNlQqhUvDYvCNep56l9lyn4YVH5j9uMvPjbqfTp\nKZdiEBKtFN77gs3pQh+KZdoOCOylK8zv3oFasbh9m6RNcT0XxctTaUmuEoJiqnxh5SdGcykx8sKF\nHPk5pUcHMjl6tFLFvS5nQkyolEehcYWWU5KwSBFRUqOALDUyZ6KWJC3woeSExOiJoUxir169jNaS\ndx+9w+FxjwayS7zyypd59pkXuP39e8y1gW7F9kFkumv5yZ/6eX7rc/8Q2DLjK6yGiI+B3kWEhEyG\nwdG7gJVgK8GknjKpauR0glSRmFuS9KDKRTALkEpRTSrIFTkaMooUFDEaYopIoUq0dpWpTF/eVx7x\nfm7/ykWYc34D+OSf8P1j4Mf+NI8VY+b0dEClPAa2aHZ3lkznNbYqTc12u8V7j+8HfCg7YQygRfFm\nkQWYw7vI1rfIlIkuFptyX5zI9MbQrgba84FY7TJtdpCzBb6x9EYRpUDFMlnVjKJYa55CAjGHIjmK\noYDraQTZfYB+IDtHdgElJdYYrFQFYpBjIKYttvZJSpIo6gibioqelN7z3xOi/F0BxYUWnnLTpCDF\nLTlIYsxYo0hRkMdzZjHoVEAkiwQafExMbtzgTmNQE8Xe7TtIM8VQ4CAhDNlCkAolA9qqsf2VF6Y4\no+xYMSqMy31GIWQZYhRcsQipC9hdyOdSapSskakkYml1EUmnSzaFUVApYja40fo0ug6ZIztG00jB\nx+7e5FvbE44fP6E9Hnh87Pntf/67/Gi1x7VP/nnuP7mPMZfhyjXqm9/LrXce8crXvoRSCeEj0Sec\niWOuYMblnpxL0tx8PufS7iUmTUPekUjtcX6N8xuS6Akxo3S52E+rKUJMCV4UF+7WlPcuJ+zoaFAZ\nBfH/f4jiT30bhsirrx7iKpjNwSjJfL5gb39OVSmyjJwZTd/3bLeCFBIpgEpglMVKixCS5DPtuoWc\nCW2L3A70ybM+PqWWCvdqZLPtiMLwyc/+MPsf+gjyxm02synBViRhaIzCRlkU9KhicptjUTNEQQix\nmEZd+HfGci4Sw4AcylRxOp2WQc2oDQw5ofRYhLUhkhliwOXAbL0lx0hyA3nTl+FKzhhVzmNZgzMC\nLzKBTCLh6EotRMWk2SUhcMEXQrcqPjZkQVICpGStDYs7d7j0vZ+AyciCyRYRLCYpOp1xUuBUJM80\ne8PFGbQkqIgLk9ssipA4FYtFRmK5pPhwapkLHzeMWGjKIBKqouQ8iIgwI9VHZ+RmQ64Vqg4IN+Bz\nTyIyVTvIU8ibFRMh+clPvcwnPx342pe+we9+7vOcvz7wxa++ytHR/8rfuHKLmzevcfLkdVbxiEV+\nlmc//tNcev5H+fX/5X/DJrBS02WJG82yNi6yM4edvSWXL13h+tUb7ExndHOBkI62P+V89YTN1nO+\nWTNJkRDBzPdHPFQRYiiSumhIpsI0E4yuEVRc3m84PW6B33lf6/8DUYQySOyThk01R/Q1U7NLGl6C\nNC9GPGKFMcdMK8taS0RosVJw/yBxy0j2tGQvw6TvyXHN2m0YUo/aJGa9Yb5VzI81tx5OeeNoDTeu\nIm+/THfnBeS1K3irUSSqBMoIvFLFCxfIKSAAqyQm6pJydNGb5UIXCw4GDNlqbATnB5RQSKuRWpbJ\nYF2Rx6xDhMBqjUJitwMkh+87tqdHZB9wIXERs5dUhsqQbMmoUFLS6IjPkKQihZLYFGRG1zVROmSO\noBIVBu8Hgq7Isz2wM1B1qRNrEcYW7J8enQVTyuQ2ql1g3PByJOULw+KSdoQGpCbH4r7mY6R5GgeV\nQPbkC5c5pUhqKMB/DqVzkZKYJ6RJIIUNgo7GBEKnsMxQ0SKrGVGdMcRTvDhmNtvjZpR8dNPyL77x\nearUkdrX+dJXf5MfeO5nmV/e5c2HhyzufgpztuHg4BkevnGT5bWB/YMO587ZmT7P/Xc3zPUllH6I\nyoGqbglmzZnz5GEfW2uyrMiyIqDZbBzeC7S2tGrA9S3kmuAFZ60EYUlWFaWLKu9bipZT8f63wg9E\nEZbpWofzGucTzjcjAVgjlQFZF1a60qQs8CGXPAfLUzWBUBKkIKSIzyVpyPcDpovY3tIEaGNETCdM\nDvZplkuq2RQ1mTBEj0KXEbuSRfQuJDILXChqhMQIO6QyhkeopyC7lCVmLeeMMBJpKOcopYqGEIGw\npviciDRGkY276KgRzKJYq+cQwEdcKvn0SQqUBK0rtNEorZEmICnczjyZEIRCkTDNBKUtkEghl7i3\nkEvOhK0pgRyqOJubQlZ+r+VkVJXwbbFrxXvlApOE8nxFlE+ZPUhVCu9iDpFHAfL4PMdkj6eKkPJ+\n50JqSONrlzXIhJIGkQVKKoyuiK5GBEtMBiE0e7uXeeHFl3jz1pc5fTCwbh1vvvkmB3/wRa596CNc\nPdiHzRqpFWzO2du5hNInvPatd5neEWy3a/b393hycsq00tiqnH27rkPmhLQNgx8Y/Dldu8EPjhgz\nfe+AgOtO0cqh1QQpKnLcHRlFpTuQKZFkJPrI+vz9BYTCB6QIEeUqElPLECODb3AxFCcv9JgfYUhZ\n4mMx80lFJI1SCqENUUuCgD4Ghujx3pOGAdNH6iGTo+JJdOSdOdNrVzGzGeiKiMBIg8qFKSKTYPRa\nAjIyZoQoxku5gEGlBROCC/1fGgW6OUeYVlRqZNCLkRWjRFn8o129CBGVEmHkQ/kY8Cm+VxQyIZIq\nut8s0CisKCRoYwzBRIw2xdJvMscJgcpg51PQBrIvaL/PBbrQFWoyKaaaUhYYQVnChXf7WEDFJr/4\n2lzcIZSE0V4jjz8lRC6i1XG4krMG6cqv5Dy6mo0vj4Asi4lxznHEH/M4AdZEDJJMyBKhJTKZYv2v\nBVI14GekYUsOlt3lZXY+usO9T7/KK+nLrA43vHXvbZL6PT47XXLzxY8zrM6pdvbw6xU/8eM/zf/8\nj/8ee/uW89ZRa8fq/F36oWdJIGdNP7ScnZ0hc4XKgZQHXOrwoSOEBEmNfqeR1q9Q0lHZSF1lpLAI\nVVruLDMZA8lwfrrl+Ml3oEt/2+0DUYRVBbeege3KY0xA2AqXB3zOeGE4fPyEs/MNhycdqy7iRFnX\n9LClx6TinmWkoosbOr8lx8AESD7i24F+DeHuczz7iY9z53u+D331OqGZ4oeMyRkVEyr6Me9elOGj\nkNRJj+ehzLZryTljZMk3FKI4oCWRiukQmqGS1NYiUianonJXQr3nybjtYHD4vmfYtkRXfiaHyKyZ\noBsxWnKo94YslRmnpgC5UL+MBaNJokIoiRRgdA0OkvMEP2Ak6CxpZ1OYLUGJgh3KMjYNIo2G3uP5\nVZYpKKKAzGO9IPW4D6aRYhcvVCGxMIZiJOqLiDdFFmVimqPA5UxOCihDkTTabzRKIoRBMiELjSKS\naomgQiZFJhaMUymUVli/Q8wBPZf86F/9a1z/9Jf5/P/927z5z7/M6vDzhOMtf/6zpzz7wz9CPHtM\nILPfPMt//Df/Ln/7P/9FJnfhtDtFzzV1HdCquDMcHYGrA029g/eH1NMJVWWo6xnRNKyzxY8w0+BS\nWRfOQRzYmUyQo5Hzdrthtdmy3pxw/17LwwfH73v9fzCKsFbcviN5/K4nA6aJhNTT+xYzGI5OTjg7\nP2O13TCkUKwSJIgxwGMTW5LNaC3xwpEk6Dza2TPmAUaobl5lefdZ9LWrYCxa2QLOth0yePBDyTMU\ngigkSSlsqhGyiDyjK7nqQmequiotpwQjzFiQuUSaydFNzctSeH6AdijDis2W1DvwHtX2WFNiunMu\n7avOY4IwI9SgdcmPYJzEpjIsIUMKmaAzUii0LrkT0kVCP+BdT2ETJjjQpaAvppxK4ghPVQ7IC6S9\nFFfK3yYmFjxV7nNhoaFGJzdtEDGhkARlS9Muc7FmlAohA9F5kij82hQFOZUCb0bPnfIHNFIKspQU\nTUwu4L80JJGJTFEsydHTJ0d15So3P5F5cnzGm//iq6SN49Hrr/Pm/mWe/cEfIMaEJ6NiRd7Cx174\nDG9sv4AgU6mMqMq1LUfwHnocgp5qmZlNLNbU5CxooyP0moxBorCGAp8IDdmgZUVOkRg8Z8frsk5P\nW96+t+Ls6P0B9fABKcK6tjz7oT2kPabtPVJ5uuGMs3PDEDrO12ecrU5puy0puaeGYpWEEAJdFMSY\nSyemXVm7gFYKqxWTumJ3d0l98yY7t67DYlHCXH0ku4zaDuAcyXV4PxCVJFpFkoqIRJjRVCkXxYe6\n8PNUQFYIxphqAKkZ6RUjdOEI51v8tkOGhNx2EEbFfUroqXwPlI9cTEOe4nukTIquZFqkMv6vfWEP\nBZlI2qCNxajRZyZ6svfErsOHAXJEP1MCYDKZPJ5hfSiT3Fww+fFWpFQ5h5GAfkEOGC8SQvDUC0eW\n3Q1GRZXUo6dqQuQCRwiVEdKDM8QQkCISGJ6qMhAg88iaSfLiPyjqd6PIUkGShBAglAg2Kx2+Ccxu\n3uDOJ17i4Ool3P1j/GbDozffIB8dYfd26F3PdHqTP/ra7/LTP/Fz/Ff/8MssdwUh90ynitkk0zQa\nITPDEIm5R8/KRS6GwOAS7caxWXty0gip8VGUc6xQiCxYx44QHd2w5cE79zk8OS12HocDfvgu8x2t\nas1zH97DLAY2W8fgJJ53Wbcdnh1CXAEbtOhRNoyUJGiSLpYFUuBzJPhIdp5ZRdkA5peZKcOsqvnk\nzU9jPvUyer4DWZFbT+57bNJwvAXvEa4jD+uSD28VWEOcaAQWLQzz2XSUG4lyGe3HnSZD6npCCNgu\nEM7XhH6gW29Yn54TTtcIH9EJlqah1gaTBb7rSYtpIQDHgJMCVVn0pMYsZwirUNawdT2DC4UsLMC0\nhd63do40DMz2M0YXSKBbn+K259gUOHr7DQ52lyh6CG0hJgtAGyoZCakIjpVQxVA4Z2JIQF/a1IvC\ng2LmVLwhyps2kg8QgBZISqaD4ALDL76pSQSkSpiR2JB88TGRcQWuL1PTmEk5IPCYulASha6LG4E0\nxHYGcgEyEm1gU28RNnHtEy/yE3/5p/jDX/tN1vce8uSdN3jjy1/guU9/msV8Qn/U8aFrn+TRo29x\ne+/DLG9BKw+JdsULH32OyXROSJl33n7Mer2m25zxYHOIkAYlJ8RoePzQMwyBvtvSOYFWNdbWNFOL\ndO8whJYnTx7x6PAdunItZ393yZX9m/wf/+SV97X+PxBFWNCvwGRqUEYTk0aKKUbXGCs5erzCdSuC\n77Ba0FzI6UJCK4PUulhBSImIHhnKzqRyyZVPiTK8GRxq2yHYIJo5gkAcBtL5Bukd+HIgj1aRRYWQ\nxT9FqeLxWXDrXGCKkMjBjzKjTOpd0fWdtcTTc0I/kLYtnLfIzmOywAiJjgVDiymThsjp42NiTvgY\nCZUqBRg9k4kFkZDZEGIoeJsqKgTRDyQSKkYaK5hZCZWGnNicPsavz+nDQH/6hKAyNg8Qt5AKo0UK\nO1pjQEaNekVGgjiI8UyYKMUnRPG7kRe7I99GoWP8Xn4vWCWlWJg2aQT1xdiWi5FMkDJoyLE4niGK\neDkLT4yOmAO2qqA2hREUJXQGZB4J9SOpo1LceeEOR9+8yb2zU47Wxzy8d4+Dq1fY+chHSG5AxgJ5\n3b3xAut4j53ZnNRIFpNdprNdolCsdzNS1Qx+wPkiMJcyk5MgxorjwzM2baTtJEaDtrLsouEcISNt\nlwpd2BW+hbUWY77L3NZyBhcTSikmE43RU1JqSssoAoSO1LeIGNBSI6JAukzsErouZ0ErVeFhJoX0\nEQvE0NO3AekFXUrYzRaRBSYbpPaklOm3jv7sHBMGUnQMwpFFXcjaXAiNFYyFWFaiIA9bcohkFyBE\nwmZDCpF0dEJ3dk4YAkPXE7selTLWVBil0cYiUpEIRS3JvqzJrCWmqbHTCXY+QRoxzmISRoAREqVL\nXLg8P4MYySJi2YHswGXQkpPH7xC3a7Tv2Tx5wBzHgd9AqEtrCpAitbEgFYlYLP1jJPlEdJ4/5uB+\nEdMmBEn88QIUUj9tV2UaIQiR3qPzvYfAjG32SHoXI/0vKaSA5BMiQsqxxIaLgDCp6CtNRRUteAM5\no4RHEMh4pEnsPneT57/nBbbHRxw+PubNN77F7v4+O3fvMpktoG5YVld4pnqRbz54glaeetGwM73C\ndL6PkJbNDpArjk9O0bJEAQlZEzCIDOerI05PPUcnUFlRAmisZmcmmC7mTGaGeXKwOcM5D0IQ8v9D\n3ZvE2Jbn+V2f/3TGO8SN8cXL915mVnZmVWdVd7W7ZBvLFliyGBoQsLJgxcKSN0hsbVasLHnFipUX\niEFi8A4WYCRwM8hQbopuV3XXlFk5vCnivRhuxJ3O9J9Y/E/Ey2rKXemmhbL+UryId2OOe37nN32H\nXzEFbh9gedvTrCxlmTGdGoK37Na3CQe625FE6wy6layXkbhN8wRjJBNhqExJlQmmRUbmLaIZYGPJ\nYkE5ndGXWbL98gFhKnyzYTuAcxGnRjsxNKYqkNMaM5mgyjwhXMYLx7nktqsRqBATWHe7w20a+ps1\n0Qfc5TVD14FM0gl5mVHP5mhjMCaDokxg7RjIhKAeRgItETUt090/U+CH0cN5IF5cMGwbhq7HOk/s\nb/BGoiYVuTkC0YLd0V9c8KPv/UNk1xCbDfXQoVf7VC+/xax4d5xGRBgyBiUR2hClQpsCMQLWhZEM\n/VhmM/aLIjlAKXPXt427w3uNDlCMK4q7DHkHswujXs5dGasS8D2OLA2cT7A316FiRGiPCB3r7UtE\nd4vJ9imKBzBJGjzSe1S7YhjWSGFxZc97v/OXmJ3MaUTP+e99yg8ay7HMOP4XfycJnc4OyJo9vv72\nt/nJ2T9itihQbh9pjxG6pMoDts7wXrHZ7Ng2He3Ost72/PST11wuI8NQ8s7b3+bo6D3K4oDgFacP\nTzg63iOvJWcXP+D52SdcXp0lC4Z69qWv/69GEPrIctVw83JDVTn6RRrzd03P0A3E3mKCwgiDRJL7\nFhdcGhYOSeYPY8iUYZplaB8RwtGFRMkxeUE+nZIFUHgInq5v2HVJlbbaqzEiYrSE2iCKglilbJhs\nqUeXomaXiLnBs9BFworaNAFkcEgXiFJgqgKdZejMIExGMZ8nrKjWiDzZawUBCIGOJcL7BNI2Kg1k\n/J2JegfrLbsXr2hvb7HbtEDe+iUUOeXhHovmIRSAkZy/+JzLs8+h3eLWtzyuSzZi4OyTHzPby6Gq\nEiBda7K6IFE2xnIxwYMg2LQeGcvOGMPd0pTg+xHOlrRyQnRAGioV0t8DF8Sd3DxwD3y9S4njRDYZ\npyYUUPrm4w1CWmLo2WzX9G6NNh2HR1NyZHLbigPSdfjdmpaOuszQZc3iyREnX3vMy+9+zPZmyfWz\nlxzLAWIBAcIg0XmBijl9E7CtYNCCoME5jRQFudnn5WbN5dWG1WrD7XrH2cstTQdFMeXDb/1F3n3y\nbcrymKEXZIVhNi+JumPdLalXOzbbgao21JPpl77+vxJBaK3l/OyK27NAXVtwhqPDPWTUFEoQs4o4\nRIw0ZGRY7fFs6bGJpT4ksSNZGGqVkWcSozLWmxY3pAugmk8xQ51G/sFjbY/1yaN+MV2Qa4HMNEwy\n0JpgNF5L8JIQHMEnDCjBo5PuQ1puBzBIjDTIDNykQJqMrCyhyNLyfDpBEnAx4rQiqgR+joCWk1Et\nzUOwYAds1+CX14TVmubqmuVPfspwu8LuWuLgOPev8JlBzWuGqaI42ENm8MMf/4DNzTUmWkLbYrVj\ndd1y/gffJcuhmM/JplPqxYLs8AiRJwEnYUoECpAQBErW4zMTR/n9N8CEiE/UqhAYXD8GIilzTChW\nzAAAIABJREFUq1QuK52YL0mTNBsDfQzCMSMGL0Z0gEiy/nq8MwmP0gEfepqmRyjY2x9G8LVDC0fs\nW3abG2y/ZfrwAN2CnGQ8ev8dfqAV/bqhX2+Jm2tEUUI/MClnXO1esj8/pOOGGDL6Djo/sO1aButY\nbzx9L/BOJvs6mSEUZEZTllP2Zics9h8xnTwk+oIhWrSJ7Norul7jY4GQJdrk5MXkS1//X5EgdLy6\niIRdMgy1QyAzFdoki+hs0PS7Dh0yKlXRG4uVFm0SYibThsJkVFnOvK6oBVRCopo1m02i5uSTCbjJ\nCOEY+xcl8BJUkSGNhEIn0V4pCCqN7+U4fRVakWUZQjpUBOFTiSWVJlM6QfIBnQXIM6gn6bUSUFcQ\nHCJ4LDFJWWiFQ1D2ARds8j/oW+xuR7e+pX3+HHu7Znf2muuPPsKvG0Sf9GmW5ppttAznimvZky1q\nyCVn588ZbMO0zIm5QOJptpZPPvoxeVWg6hJZFOTzBebgkMXxKcIY5vunVNWEPC8p8moMlLTHS4C1\nJBOvxPjWGJQipptHjJG+7xBjEOosT5QqKch1hKDfTJXHWHRRjaRextL1LigjUicj1chA8H4UP047\nX4XE24Fuu2W7W7K/X9AMW/ZVzcmjBxhjElzPOj5/+glHxwVllTF564AXzwYePHnI+aZHCoOz0DQd\nq+0O53fc3KxRKmc+X1BUM+pJy80K2j4jMzO6IbJrenIDJsuJVtA2LcvbHbc3DW3jGKwgK2qyoubL\nnq9EEIYQcTuQFoZNYG084WiGyguUELTummgbrB3Yxo7BtgTZIwZLWQZqJZnpyDzXVLMj6qImo0Bs\nVijtKKpDKBcQ38N7xxA8piw4ynOEMVDlyfpaauJmQESJDhHvHKIIGECFgLYJpyqlhEIStKQVAZsH\nytNZKn2VGfGUiaXtgRAFYBAiMg0h7RGbnmGzQWx2sN6wu1py9elnbJdL1ldX3J6/wHuLcwOta3D4\n5IpkBIoeFR0az+aTH6BzhckUeziUt2S2I4uQWZiWOY+XW+Qffg9dl+iqQlUF4mjOUmtMXRIOD7hW\naQAjtWI+fYDOM/JiQrV/RFbOUfUEynlC8xgNeUkZcoJzOOew5YD3Hu8tu/Y1wVtidDg/EMNAURTk\nuWFa1ZiypCYDkWB0MUq8UMA+3s6SHRyGabkjzwS1eU6bP8LHhoFbzOycvcuXsDynyvfI9x8QqwXy\nccXhXz5m84NnfLL5Hn9++JAXn3+PdhD8OfcXefv2FN+0HGQZrx44zt1zNtuG5qe31LFgW054952/\nwnzvEVJOWK4aFD/By0A2qZCzA167gS607OVHqANL2wQ6NK+fBjo55fjdBzx8dDyKVX+585UIQiUE\n0zLSbUiQsR5sH5DeEX1gt+oY2j6hM2LADhC8Qguoqxl78ymLvTl7szlVuSDXJTLmGANlHinKAxAT\nvAQnkm6MLnJUWaKKLOEgfYBhoN82CXAdJdEHRFaME72UNYXSydhTqUSOJyCsJC+KdDfPM/AxTU6j\nQAWBdiPaZbBwcwNDS9huuT1/iegdm9sbbi6vePXJx/S3K7rNLd1qicSB8EgTqDKDVDKBZXTExkAm\nIqJWKCNARWKETCWJfhkixijKsqCY71EdHZJNKvSkJKtripN9VFkicwO5ofNJMKpzjt5+jo4ZyhmK\neE2WTzHrCUV1jECjdUFmcvJyhkSQxUgmapAeGFiFDe0w4HxDdB2tu6Xrku2YFzNKSow7IjOTxNIP\nBhFHjGpM9uBKQpEZijJPqKdRUkPElKVj9DjX0w8bSnlMURpMPufJ+9/g81dX3J41HJ8es2oc15++\ngm6HiZ5+u4Gi5erpDVd+w7Z3yDYyqyq0mrG//y57e6fYkNGFLbP5kphJiklJKxRNt8avXiFNxv6k\nJjeausyZ1AXTSvLw9IAHD44pil+xINRKs6giFyHiraffWNqNw6kEzVqvOvzgEshaAGRoBQbPdHLA\nwXyf/b099mZTJuU+vg8Eb1BiRmYUeX4AscJmEs8o3JQlfp9QKtlg2R43WEI3oIRGyVHWQWiQKskm\nAkIJtEk6M6gkySi1GIHTERdG2+AYES7tMml7sAHWt7SffIbdrGhulpx/9lmyEts17Fa3tNeXYDvk\n0FOrDnlHpc1AGYtMVhi0hcQQE4l0ryaotGn1Pu2xFIJoB8rZnPlsTvaN32Lx4JhyWpNVZdpF7s8x\ndQnaELSkD45hGLAu0Pjvk5YjEuck1nVEOyBWW7wNCAdKSB4enFCXFTrLUqVhJMjIvJDUSmG9obEW\n0QtccDg3cHPdcqMEe3KgyKcoWSBkhhQ5StUQE6k7Uyk7GqlAqJHokdYkUQSkCkhp6bsNEQsGtMx4\n51vfZri84Sz8mOr0gKKH52eX7NY3aNfRb1cM2YqXtz/jFR0uyzlWp5RFTZw+pqwfoMwBfS9BKqrJ\nKVF7ZK6ItsHREYYbNl3OtD1F6UiVZ+zNkmvYbFJSFDl5nn/56//PPqT+2Y+RhtPqkK1Y09gW30C/\nHhC5RiIJVuOsww6RPnrKrKQoKuaV4cHx25wcHHCw2GdW1UzUhJ3t8E5RVgoznTCdHUM/pckcOjMU\nRUFWVSMGM9J1Df2uZ2g78qiRusAURWK3SwMhsRx6Z3EykWtrdJqIDhblI3QdWIceHLRdkmLuWrr1\nhtXzz7g5P6Nb3XD9+Ue4ZkfoG9rNCtd7ILEtJtlI4i8DyIhIEp2Ue4KsyNB5Ag7cVCmDycwgyoJB\nRGyIeCJFWSVHWSF5dPqQg4MD3G//G8wPj6DIRxttMYK/0/JbGUM2Yl9jEET+NSCkNi62hKFj6Fb4\n9jVh2DDsrrG7Gy5efJeh3eFtS1lDWdaU9ZzZwSkqK8lVTllVHBz+BgSB9YHb1Y6m7Vnd/gG3QeOj\nRIqCzNRMpyfUkz1EVqKCx9qE4yXO2PQNyA5Ciwg90gS0saxunjFpDxHDFFHv8+iv/jWOHn7A1efP\n4GCGrBb8mpfsfvqaeHPD9vYcW/Tks0hhNNnkkPff+w6Hk2N28w8he8Kmz7HBUM7f4nH1mOv1Ja3f\nUE02TDOB0BEpO4yQRNvRbde49gadefoucHPTI/jyXhRfiSCMARgyMiVRZUVWFtRlRVkkhnq/a2hF\npLMDQ98jgiNqQyx16kcGx9AN9GQoZem75GEoVU5WzSkmMzA5+B06CozKICb1LGstzXZHu2uwnUVV\n00SkzSSU+p7AKyPkWiOlQseIHPu60CRWBJsO1/fo25ZhtaRrkoDRbrXk4sWnXF+8xHU7mtUFInQI\nIlI7JncYaikxo4tvFAqvA8IoTF0yfXRINSkp6gplNIvDQ0xZoPOCIdMkcUHwQlJMpmRZgRSaxWIf\nPZ0yPHg7DYpMGoRECSLPkVKONtzpcQEJLcJh2rlDEnfSO1S2oSr3wW9hsYJ+zbaestuk39W6z2h9\nT7O5YTVElC4RomQy22e6KFG6wOiCo70JfdnTySmbTUvfDXjrEyTP1gSb4YJnGAKCEczuA5YeZI8P\nHcr1hJAEo7r2ln7YUkSb9pbVnPwtOCn2QGxAKfbffhu2OTsX8d2OXXPO+9/6BtM8wP4xp29/yLxa\nIOUJmJIoMrSqUNmU7TZDZo7Yg9KCogSpPI4B1/Z0/Y7V8orddkVZBHamY9fc4r350tf/VyIIg4fd\nKqJVJDOaqiqZVDllkaGUoq0zolP0ApwfIARCNKw3ltvbGiME0TmGoqdVA2GQxJChZI3ODFleQpZj\nbEsedeorrMc1Hbtmx7ZtaUa1tHJSEzKRArDOSI2kRyuo0cmCDWDbwWYLt2vctmW4XDI0LerFJcvr\n13S7LW2zYbu75eL8c7xrCbHHxy4NAhMiC+lGLq0KuCwStCQqTXFyiiwystmU6dfeplrMqSY1WZGj\nD4/Qk2ma5N6tAKTCIdH1PKmHR5HeVxRk1QMwI7olBKISiKwg8AY4fscCiSLtBP0dVlsbtN5DZhNc\nm6HUDKEOIbdMsodMuh3ODmx336NpGnZNx3o7jOpwA8vNFQddJM9zyrpiuliQa09+fIRkyTo29NEh\ncRjhESGx8P0gUFmeytEYiWEg4sZhlR0heA7bdzjbJgSNAnQGkz00Fd3GYofIdL4HDyRmuSFbrbh9\n0fJk8QhXCPr5PsXeY0y1IPcVUeQgDdIUyEzQ3EpMsUiKAJnGZCBUh8KwuljRd1tWqxVu6HDKs91s\n003Eqi99/X8lgrDtLC9etkznlvlezdGDAxZHNVmWkec5w5DjvaTvI3ZwBDskwSAROTiaMJ+UFEYD\nnqbZYfSEsizZP36AyqZY5ZHaMg1lCqp1y267Zts2bK1l63qKumK2N6Nc1GR1hc9UUm7epTJTeIfq\nRoTuMHD5wx+xOnvF9uISu9rSvrpi6BpuN9e021uk92QKtAhE21CMbCJVpqCTGsrphOGoRxUZpqwQ\n+4fkiwXl0TGnv/kdzHxOsX+IOTwFZVJQaZWMEbRJL6OorU8a/AzKgNL3Po8Ayqt7dkLUgohME9vR\nwTaxnBInUUoI+jKRddG4kOFj6o1DeYwYN4oCCAZimYK1evAdSu84CA7f3+LdDhk7vF3Rrj6j7W5Y\nrz/n2dNrRHQU2T4Hi30O9h8QfWAYHHmmkMIlSRCZhK6s29Hedsg6JxpP16y4ODunffoZ/YuXHOZz\npPLkBchKY2PAS40uC7L9D+g2lueXWx4fPSR7T3KY1xxZh5AnRJXh1QE79TZDnCLzgd4GYi6JWtAF\nIK9Zr9Z0Q43wgV27JS80QjmuLp6x295g7YoHJ/tIuaPvb3B2h3fxF1/sv+B8JYLQ+0jnAnu5ROYK\noQJSg9QSKcWoetwRwoDSycRRKYkySVRpOp2SyYwsGFA5eTYlz0ryMkNoSVQCLxxamTQF9Y6+abF2\nAO+ospzpZMp0b47ITBJncjaViG2Lb3aJo3e9xG22+GbLi+//gOXZGeuLS+xmw7DeEqxju+fwtCgZ\nKIQgE8mX3mi4k2BRWlFVNccPTlmfKvKyJJ/OKB49pjw4pj5+QPXe16GaQzWDckYQkih0IvBal3o7\nkZTb/J0Ak1QEYcZol2nyCFRhSKs4mYYtd3u5ez3hmIxG71BoMqG4CbhxECLxMeCTDgFejo7BJklV\nJKepKcn2NFCUVbJNiy2EjrrK6Ztrms0Vzz7fsdusEXJL0womZY9RablfFSZJiwQHCITWaK0YBocJ\nAtv34Bx9P7C83TJsdsyok4qCt2g8USZcqjACrwuqxQzrM+yzLWY6g8NDpvvH3OwGBl3QW83lylGX\nAqk7Bi+QBqKBQMHgRbpkAgz9QG+3KNUiaLm8OaNvN+R5YD6d0PcdthcUWXmvT/dlzlciCAMRJyFI\nQRDxfggSBHjvabodXdcxDAMxxiQlKMclfJ6njEmOwZAXM4JP2jRRCKSSeCnw+DTliJHgE8oj0waT\nZYgyY1qWlGVBGPVfok99iri+ZHdzQ3O7Znt2xnB7S2gaLj/5mNXyku3tLb7vUDERWrelR6m0W7Qh\ngQ20AVEqtDboLCerag6OjnjywQdcvGMo6ymT/X3KJ29DPYPJnDg/IJiKqAsGmbKRkBoRFUVe3oOo\nPYIQkwZOIJGRBWpkJ9yhVO5eq/tgjIy0ed6s5IHUCIYakMnOjbRnDyISZQ+iw8k4ar0O46cEbFCo\ncbUjYpKp0FGBqlEZVOqEqtgRhgWbzYrOX7K6WXJ7e0v0jjI35HlNXdeJqqklQgtMpsglDM0WH7tk\nj2Ajm12HbS22Cux2O7arNWW9JZ+kgZKKiqg0Jq8xdWTtrjkwGvKCxYMHvGjWdEWaofWrHkRESei9\nJSoPmScIy+ByssLQuo71asN2t0TJLdCy2ryi63bMogJR4H2EqKnyKfIXuz/8wvOVCMJIYGs3DF7Q\nO0c7WDrr0t0HT9cNDINLWGASW0IhyUwJUeHdyMpWGWUxpWt9Wi9IRRRJBMr5iHfJZrv3AyLTFCPE\nSmWGQhmwAankqFlqsX3P7bPPuT4/Z3V5TfPiDLdZ47uO29cvaZotg+0JyuOMRMhIGzxFnlBYSTQW\niqykqKdMZnscnL5FMZ2zODqmePtt9h/m5FWNmU7h6ASyDPIqyVEITRQZImaomApBIRQu3gWOSKz3\nkV+c5PUjgdRoxjvRYJFEsCJw59sWgCjkmP3k/X1bCMAm3GMUIGUKby0dUbq7ERAwIGjH0A8oOU2D\nlKiR0iQomkj9dAwH49BEcPzohEXf0tiPUfoztusb2u2Ktut5fXHJ/r5Pg7m9CpUbhIHgPL5Z07mW\npl/RNj2b1hI7T9NZbpYrxKtXLIo5Dych/Q7BoZUGLTCFZhB3LA9PfbiHPbtOIBHnEePe2dmc3nui\njoADnSzSApFh6FneXLLbXaJ1g5QNy91LhrYhhJzbTUW0PYKMqtjHqF8xUq/Ukh07LjeKgYw+bimq\njkzniBhp2iSik5kapQOFVEklmoJm5zEhYkqN1CVKVlSlRsoysQPyKiFh8FypAURE6oxpnpMZk9xy\nVZbqxHYgXt+w22y5urpiuVzy6h//r1y+fEmzvCFvO5T3xGCxcaBXiWFjMxgmHi/gUQV1mZFrgzGG\noq44ePwOBw/fYvH4CdPf+HYCUtcznNbU2RykwEuBNYpoxl5PmYSldA7jAzopJgHg8zoRYyOj/FL4\nQrYLX6DK3zEhZsQ4BmFUYwCCIIkQ332qHEn9d4QHEdPH6CiJTqMp0tcPyaJORpf+biISXBiJvxIR\nTboJxGSYQ97g4wBxIJSaWFbM+Cbz4w9A9NCsaW5fs129YLm8IKxuqbqOxdEx5WTK8uY1288/5Wx7\nw88uz7hcXeJ2nlwWDE6y2WyRV1fIep8qe0a/iohBcZy9RwwOKSK6lLTXN5RVsh+oq4xiMkWVEwad\noaOiaY8w9QDGEVRPF3u23S0XF0uuLpdsdhcosUPKlr694vmr30cKQdMVlB81TIsZk3xGracI8SvG\nolBaMdkzeNdjXaAfHLuux6oI1uN92l8J7oiSCUMYw5gFR3MVgSK6iNIGIVPWuDsueHSVbKb16IeI\nUEl+fteNQdhz8eKMi1evOTs7Y3l1hTs/5/bikmGzRiNI+cWh83EwkUMsBH6mEVJQ2YH9qqSsK6rJ\njNn+gocffkh5eIh8+AgO9/B5DtMJoaoR2ww5OjORGYYwMt59RIRAcsrW3EsTRpLRSoyjx2HCdaZm\nUwGOe4WmO0U4IZMO790EFAhjaQpvBL4DI8RTj5xAJHiRuLkRggMRUrkZMV/UxUDqeP/z4ZJERoye\nID0qT7KNMThC6BAEhCuTBIhIolXVfI9qrjh+eML15TnPXp/hRKToGs5evWL78jlnq2s+P3vK2jZU\nPinh5XlBUaQXpSTr2xXbqw5pNfO3HiCEGj1ZPdYNlHkBnaPMDK7MKPMctE49sTAYrYm6p2Ng6B3L\nm2t62+NDT54rjDJoOdDselzsyJQhSk/TNEivYNCUqkFnv2KIGWVy7GRBf/EMu90SouHy+StyrZhk\nCtE1ZDEg0EBJsytZO3g3WuKxYig1G6Hw0WNsR7YbqCeHMFiu3cCqymne2uNoXSN1Kl3XhSbTEJ0j\nLx3XT5+z/OxzLv/JH3H59Bmb1xf43vJH7pIh7wlKkIuADh4RYL+ESSaY5AoVPbKz1EUyr8nn+0zf\nOuXg7cdMnzxCfu1dxMkx1mTYusarBOw2IhLLRQqCCKoLlEiSF9XI6ZMRVJ92dvKu3e+/0MPJ+wyJ\njPiQfKySJOFoXGm2v+Cvnm5cgbt8yb38aBFm9yanCccZiaQV0h3mOkaBC2+iUMpN+koiIvRAAiAy\n/h5jhqRAhnKMb49XVcrImYIC7HALdEyrD7j68X/B5x//E+ZThdtd8ulFy+1qSbbbkm+3WAd9JYiH\nj6gfvs/+wVtUcsLQXmGHK7qu48cvr/jg0a+jiwN2yrIZWmb7h6Arfv0jRauO+N3jKZ8spvzaMCUs\nwEdBu42sVpb1tmMVBrx0VAcFKhTkSOzWsu4kRZ8heoUMGXFSs3OG1ge2y0uq4leM1FtUht/6zhM+\n+j+es1s7Xl1e0uiWQhlyrciCRYqkDyqjxXcD3gc+2VywuN2nKiVKBNi0bOKOw70HaQFXiGTFrQXG\nJvkMiUjwt22DbTasXr3m6fd/n/OnT3n5+aecf/Izdus1XWsREfp5TmZG1r63FIVgmit0cCgTkZmn\nyAxPHj9kMZ8SHn6d9775IdnDB7C/SAyKyRREROsMoUsCacCiXcYQAoFEjYqjVIYcsZFRijF7jT3d\nqPmiiKP2yx1XT45vJxyuH7WY7tkirb2nFt29RCEJIbyh/fEmsQXRAYzCTXfviYmCBaPJDaOldzpS\nGrgLaTGWyJB2svGOeZFYFgC4gMqKeyFkHx3G5PhhQKuM9979NX6wPOcPvvd/Y9slXp7Qti1ugCym\nRK1cxvL1LYt6zcHsgGI2JcSOrr1is73BNFNuL17j1A7Z5dh2x/b6Aj1ECuFYXV/w2fo5LztF5m5Y\nZz2ZEKxub7m4es2mWZMfGk4eHZEXAtv1XLx6wfLsKZvLC+r6Mfv7+0ync5pdzzBEhsFz3S+J/hfd\n+H7x+UoEoRCB+V7g8GiOG27ZtLDuOwadxOay6Mi0xKiIlmm6GT1427NaXzPLcrKmSwMMPSFMD5JR\npQahJJmS6UmLDiUkWYyIXUP3+prdp8949Yc/4ebiFZuLM3q3w2qLHfdfShmMFCgRyRXkOqKVozRJ\nSzcvDNW04vDRKfv7+7hv/BbZ+78Gs/m9XmiIGdIYkBkyJmKyiArhM7Qag0zE1G+JpPvifEzXs5LE\nMDLTYxrGqHs/+58PwLs0dbdqCHiIEhNGyUKSQ1T6oDC6A77RQrnLhKi7IYZ482osf+9ciuB+uDp+\n8lizppzNPWdJjPKII6vkThIjOodQKrHsQyTGcZINRO95cHLK8tETXr/4hBeXL5HYJAnik5Bz8J6h\nd5w/e0VGgRKKGCzzfcNikTOZLDh58JBKTrhc99jdgO8boqsYmoEipN5YKIcIDtc1bLstOMt2vaFr\ntwQ34AfHxeUZRauw3Wten7/g9vUrpB34+ru/zoMHD6jrCR999DOEDOSFIAbB8OUT4S8PQiHEfwL8\n68BFjPFb42P7wH8DvAN8Dvz1GOPN+L7/APgbpDrk348x/o+/9KcQnsWhYns8Z7NpWK8GdhtHLyUq\nQKEipZHkWcSokLh8gCih2W7o1DX9qkXEDD2Xo4z8CMXXiswYNEmKUEZBHCzb5y+5+vRzXvz4Jzz7\nwR/RtGuaoSWYAIUkhoALkMmAFIJcwSxTFCZgVGR/UVJPJ1STCXv7C578xjfJ5nPcN34TDg4hS7Zh\nSUg1xwqRFJtj0i0RowmpUKmni39spB1JWqcIgRCpxLzLfCIO45cWJIDL3WQlfUtBJAaPuFsx/Jyu\n4ZgmfUgK2vfveBOMTtoxA/OFjBvTtFXIe8PS8KYoRoaR3Etg/KHS40onHdP4xZ4egkgqb3es/bsM\nnc1m0EaqxQHvvPMuV2dP+fhHP0L5Fj8M+JA4hjEkdr7dLVFB0bcDm9WSX/vmKUI7JrVmv6qRqqZu\nArfDBje09M2WsGuZdRm6njKrcmZVTmEFU1OzvlmipaAqcrQJrNobut0OVUQGe83t9SVds2N/UvP4\n0W9wcnKC1prPPr1FCs90MkfJgrb9ci698OUy4X8K/MfAf/6Fx/428D/HGP+uEOJvj///W0KID4F/\nG/gm8JDkZ/9BjHd10S8+QjgODzv0+8cMzrJen/HZGQTriC4yLTR1FigzT64C01JilGLyYEHcWkKz\nAWdRIaf84C1yNWHQFb02oEpycsohQ66SJNbq8pLf+wf/E2effsbr5095ef4JSglkqWiUxSlgVIw/\n9h1loSmzyOFeznRWUNYF737zQ/YfPmZycEI2P4C33gOl8PVjQnbnoZFwoIiknanQGPQX+jkDrr/P\nGzGmfpUoycp87OsEUWVJaOnuYrWj2UgMeCIx3ilmC6KzxBAIwadJCpBTpFWGTAv+hJvTCf0D8HPB\nIQlhuP96yHSJ/FxAxiSDf2+fRhrEvHlC37zpXUgqeGJE7Yz/CJ3j3HhZSIWKAm876NrUWjjJ4Vvv\n8y/9y3NWN7d8/Ht/hI2RoXUMwwjpDcn27nJ3yfmnr/jx9yXf/36BrmBvMeXf+ldOefDgfeZSUswm\nvArnbK/OyVykvbTk9bscz6dwvMc7ewte4tnWOVqAkI51u+L/+vgfs7y5ZXO9woUN0Q6YomT/6ITM\nfIPrq0Df95TF+9R1zdHxAfP5nPAnXvE/f35pEMYY/zchxDt/7OF/E/ir49v/GfC/AH9rfPy/jjH2\nwGdCiJ+RLLT/zz/pe0gR0WKgnswoJwnA7UVHiAYfYtLRlaBl4hOON2QEBjFIRBBIK5ABhDVoVTLo\nEk+GDBqiQg4Crjtcs2VzfsWL5694dXnJst3RaY3OE8qis5bgE8olM4KDMjCtJdoEiixS1zn1/ozD\nd77G3uN3YXEC9R5Ux4kPJxRapF3Zna9hNwxJ11OIVCtG0jBFgbzfBzDu8+5A1mPvJNVosCLQ9w1c\nKjMZs91dZooxEL0lOAvRE30KJotF6rS7S/ovST4Q68bS8gvDHQHB2jHgVJL+GyULpdQpY0cxZtsE\nrgCSV/3djzfWqwn9ElAiQdCEEIRxmJPeToJR6g54EJIIFHkBbboByOkBxyePWe5/St/3NNrSxIFR\nKgjXJJ9K6wLeB65ebYkGtquWn/6THxLficR6zsO9dzne30c6x/nPPkGvBux6n+0mp+92CDllGCxF\nUVCXJsFuO83x8oCb7QWrJuB9RAkz9t2azRq224a23TGdzcmyCUpNMWY67hq/3PnT9oQnMcY7G9JX\nJNdegLeA737h416Mj/2JJ4aACBYferIsWUqH2GNjKuGsd/TWJaUtA6oSieDrNHZruVnfooeKbHKQ\nAtBrAjlKlwQLuSnpb1bklxtev3zGRz/7KU/Pzrhe3bC1Hb7SCQ6noCoSVzE3Cq01R/USERU4AAAg\nAElEQVSGqoK8Kij3Jxw/esT+o0fsPXkXTh7D4hTMjJ0vsVEwdS6pynt/vybI9d2fOSazFcG4zxt4\nkzbEaBoDINN+7b6tGsu7u37MDRA8ISQDUO8tIQScG1AiJDJwSJbUhEjr1DgUSm5HWmtUXhFD6rGG\ncccnRBJqYsyaSimkyN70bCSJ+zuJCylUGt4A3g9jSalSxmWUBRmhc+I+DY4BGiNKqRH2lsSkjDFE\nOyo7V1MIA7Seb//2X0Juznjx9Bkvh1tmU0GwEduBqHKazhNVGsINrQUH2+D5g9/7fT774XPe+fXf\nJH8v4+BbH/Lyd3+Xi4tXTOOM6+Ul/YMpMsLV5QWNyXl0esyk0omvmsFib8b+akHnO65vW5wN1HVN\nbubcrjybzYBzkQcPj5nOJ5isoOnCCL37cuf/82AmxhiF+GfA6IxHCPE3gb8JcHisUQG0TqiTKGKi\n5wQSg4EkuefEqIfU+mQlJgb8LuDb1F8pWZJXc/J6AdUEdEEUEo1mt97RPjvj6sVLXj9/yXK1ZNnt\naOhwDAlwHeE0z5kUGaVSaCGpM5jUgnpRsf/OEw6fvMPeW0/g4AQmR5DPiXqKU3MiCnV7zuiVdaee\n+wVPB+61OyGOMot3gxLJvR02AHaccYg3E5MYUz8c+qTI5iLODTjn8N4zDA0yDshgITpMTKsCGzOC\nM4m6pAxWK3RXIMYg8HcGL2M2NHqSAkmrNAkdbd+i12nVINJWNiDflKihT0MX6YHRp8PH+5I13k90\n/9jEIqbKQIwBKkye+tWYpb+FqSinxzx++yEhDHT9ms31DSpXDAq6xqKFJEpFiIqhtUifNsm75Zbd\n5cCmF8hG88+bhDP9+OOPOSreoy8rlBLc3F6TbUvkUXVvcRfGerLKC/b3DmhsR99ZHD2FnlIWC5Qo\nMNqiZEaR1wSvWF6vado1v6QD+7nzpw3C10KI0xjjuRDiFLgYH38JPP7Cxz0aH/t/nRjj3wP+HsC3\nfmMvfvDoMX+w3CTR3G64Xyx7F1KZ5RLxVaq0RZMC4sUSP+SEWKEWU/beecLRb30bjg/JZzWDc+RI\nbi6v+N//4f/A9ns/4vzygmeXL7kUW0LuE1hGevRIHzw+yDiqJizKilJnPD6dsndyzN7pY/a+9dtw\ncAyTfZg9JpgpVhZYUYKeJoB4eTleWCPqV4wZbtyEB5F0OAMCYiQLbwIMbUlXZCD6PmVNYlIyizGt\nHEKE5ophsPSDZdM1WGvx3oFwhH4FvkMGSyEtQkRiLBOmVAiS864iiqSDKoVGmYwY0wQ5xkhQ8+Qb\nqBRZUSKFHnVCswQDFKm31PLN5ZPEmMbdpIT0T/LvEEqO8DqBFCPg+87VdyylRUjk5hTQhuBMukEJ\nTTYr+dpf+Bc4fvwe04Mjvvu7/z3CO0otOTUF1hraQdAMEbvt6YfA0Hu2eiA6z/nNZ7x+esNwucJ1\nDX/4o4/Zn0Hbe5bvPeJcX8GmYo1gsTdFmyxtRmOkymqOFydcX2/wzRp8ifEL8vCQ09O36LoG731y\ncfI9m03Drtm+WcV8ifOnDcL/Dvh3gb87vv5vv/D4fymE+I9Ig5n3gd/7ZV9MSsGsrtD6jVnIfRB6\nh4wSKSPag3IpELWAvAlokRAZ+aykPt6DRZkWSTrQbtdYH7k8f8Enn/+YfvmM692Srb/FFAGhIBAw\nOZQGqkKmAVDuqaeSSWVYvP019h6cMjt5C46fQDEh6gpvKrzKiSJNO5Vtk/uSEglu9oWhBSO/IIa0\nnxNRIEatm8SwFSRIigfhIXoEliSY6SC0CdkTkly32y3pe3tPcrbB48OAlhCGFdG2eN8lF9wYCDYb\ny74UhFJKhDRU1QSjc2SRANsxpnI0aJeGKUrhYwnKIKQm6izhV1XiZYk4WrbFCKpKqmqM3ogIQkzC\nWKkaiOnOOc5UxRcNDIE7JW+cI0ZBQKdBVRTYEKnNPpMDzcMnPdXsHzHsVuhMEGRA9BYL6AhFqfB9\noBug2Q1kqsISuNgu+cEf/hDcwLqBV8M1frKg9wEhNdfLW15Zy6OTAzI9p8rlWOIHutay23QoSubT\nOceLUxbTh0wmFUpH2nZH2+7IcslisUeWiz/bIBRC/FekIcyhEOIF8B+Sgu/vCyH+BvAU+OsAMcYf\nCiH+PvAjwAH/3i+bjKanCwqtyHQ+DhzSkyZikmcXIoGq8WmeIId0eRc9mMJjckW+V5IfTlIAZgGU\n4+bqJbG3PH/2Ma8vP6cfLmljSzCWwrzRDV1kUOeaSa1ZTDWzacbeYcn+3ozFux8wOzpNa4f5CeiS\nTuQgS4TQSKlRQYDtUullEqg6/T3G1+FuzC+RjEpsgBSjx/zdfm3sjyIOwYDwDsJA7DdEZ/Gj90W7\nuaGzA733aWcaE4g6+jFgwxbXb2m2VwTXk9tipPuk6acUGmMKXF6SZQVVPUtAQCnJsgJftAQh8EoT\nXIFSCQaIzkf3ZI1QBjEicoDkUCwNdzZrISa9VmFyInG0e4tfUO1OwIT7G9VYlqYblUDIbFziW3wM\nYEvQkvn+I+YHR9y4Dul7ouxRuSFDYImYGMhEug/060BQlq0L2M7ySf8UhcM6aH0Sbj59+Bbb/QOu\nfnzD627H5dUy0c6mJUqkYdT6ZkvfWE4O3+Jk/yFH8xOO9k7INAStsFIQfU+mJpRVRZElycYve77M\ndPTf+ae866/9Uz7+7wB/50v/BEAMns3NNZcXW64urlguG6If26MAZaGpoqQMPUWAMhZo4Eh31HXO\n3uGEoydHLN4+BNUkwLa3/PD736VZr/n8o59xefucQbWISaCYSh4WJZUUzDLFyaIkzyJFnfPkw0cc\nPTxm/uAQZhN4+J1EL8Jg8z1sNsVKQxQZ0kVM7CkICJdKxqUBozVSiLSfC4LoSM5HcQzCtK5HCIFz\nPUk9LOBiQ4hDGkoNy9T7uZ5he0UYBpxtwQfE0OGCxyGQmUEriZCB6aRA+xI/OPptw8XtCts29Oc7\n1tsdfW/x3iOFwuRTpFDkeclsfoAeAefT+YKmTsElhECbMuFwtSEvJkltThuUzhAqv3vOMYUgMwUq\ny9F6QkAlilUICKeSjquM99A7JeP9TQpGD8kok1ejILEZRmdfmU2gPQI1UB/kfPit7/Az49ksz1gc\nV9TVjBBzXl2t+KOPXhINFBXsrjRt49m5gdwULG8aFHBwoLHXkbOzc/7VP/8XuN1ULNVTVutbPnn2\nOUO/I5wecbg/43j/AS9eXPDeO1/nr/zl32FWzPE9qACv1q8wGVRoJpM59aTE2p4Yzf8v5eif6elt\n4KPnO372bODmSlDs4OSW5DfRw6J3mGDJgeMcHsaOaSHZCw+YHJxy+PgJ1cOvESf7CFnAaouInunZ\nU8JqyUH/mkuxo1KQSUEhBQvfMJWaqTCc1Av0vKQ43KN8933ko1P80QJVVmznX0fKDKlyjJ5igkB7\ngZejN7sKtCIQ89TTzIYJwo/iTSP+U0p/t2hLu8Ewll5SI+UNWEewFtc1SO/BWzK3Icae4BpoXhOG\nBjs0ODdw4D1BZnhZIPVDinqfvEzivWFoQbZE1dK/nmJX5wzmKUP0yU5tt4NgmVUDwzAkQeOwoygq\nQlGhxUBh61HOXhL1KtmDG40YUn8otUapjMxMxh2gSFIZviLGCUM8xomcGA1FPUtTWxdGjalUbiPq\npM4mxDgpDrhoCS65BxvuhkAS+rEEGgbA8ODBn+Pm2tG2M9RMMz064OjohMXNmp88/Qejs5Sinfb4\nPu1UIwPRHLC2sLE7rN5x4Wq27j389Wv+ufffYrh5DzdsaXY5y7Xm6MFbDOuGnHc5PKg5ncyZTJPt\npLMtHSVNE5F4Mm0QQaJFTlmOXpFf8nwlgnCwjqfPz7m+iGxvNgxdutPc+VFmRY52glJ4ikmOjx2D\n1Mj9GeXRPsXxgnwxQ8yq9MRuO3y3w/U9fmgIQ8esBOMUWkkyIVA+ojJDPqmYHiwoFzOKowX13gFl\nNUPlyf9dwjgZDETlklBtFCDHkT1jPMW7VjDeDzi/6Nsg7noeLONqPvWAoSV6hx163NARnCX4Huka\nvG9xtqHdbrBDy2Cb5FZLhjQKkeWYPKk958UUkRUoqZJBoFToYoIpprjm5+X3oos0TQPjXq5tmuT6\n65InRNqvpxWFyBJgQA7J7Qql0SpDaQ9olEwuxX2zQ+UCHSRKDsSxHPNDm7iFd+XynXsw+gsT4TTI\nimFA8gaUcFemxxjA9+AtiEBRVywOjthulkjZU1dzDo9PmUwPOHlwynJ5y3bbkBtDKBx577EuIP8f\n6t7lx7Y8y+/6rN9j731e8Y77zrxZlVXVVV0Pqxu6Md0tGTyxjJGYgSf0oBGewYQRjJA8YAJCQkhI\nRkIIBOIPQCAeRsjCohFtI6uxu9p0VWY9MvO+40bEOWc/fo/FYO0TN7vcprKNZWVtKTJvnIi77z77\n7PVb67fW95ETqsGclOd/I4TA6ekxl5zxzftP+PSnH+HnGV+Zs7EPwmKxMOmPzzV3RWzv17Ytm/WS\npmtnVYZsTJgveHw5gnDKfPSjl7z6TNm+zdTBLuwwu14sWhrX8fDsmPcfnHMkiVXX0cgJRx88Zvno\nPlyeMDSevH3DePOW7etX7G7eMN3eUPdbzlqhNpEmODoX6GpmuVhwdHHByaMHrM7PWNw7o7m4D5sN\nNKbJ6dyM2bzj2BmrQJixh1oRp/OMDJRyNzw37LM1mpzMtKOcUQpS1Twu8hUpJfsaRqgZLZlp2FJz\nzzTu2N9ckXJPzQmlMISWJgZi6PBxjYQV+JV1JuOsIBUaFsf3WWZB9z/BSr53q3MadGY8FcZ9T02m\n82IW0slmiTESigWLCx5N07wnjMTYogVCaHDO0Y+FmArNQmniztQkPUxDoQ0NqplSTdDJeSHXOjPv\nHYghfNIsKWLB2QDOmsxFyblHNeGlslhuuP/gMdOw582rTwjNim55TLcOPHnyPqUIt7uexdITUssY\n91y9BmrGucbGLhXEC23bcO/+KY9XmbS4R07X1mSJgVoz02Sz66OjJd6b/+BhldWcCAKhiazXa7rO\nxjdThnHOwF/k+HIEYVY+fqak1yNNDysss8QIy9WSy4cXPHj4mF/+7nf47ne/zdP3nsDREaw6OF7N\nbkYKQ8+LH/whr95+xg8++nu8ev5jmjywLgPRKWmZWa1WrNdrjo9OOTm/4P6jR6wfPCZujvBHp+jm\nBFksYWGy+M1h+Oy8NTEFCmLEVqnIbBsmTmd9k2p22mDNv6ozt26kpJ40vkbLQC4jQ39N3r0mpWTy\nHfsJqYqrSt7v0ZooaWS8vQYpNDOAwJ1/QLO8oFud4btTqtsw1YaaIm1c4PwKOuX8aUt3dkNdvuXN\n69fcpkyUFo0mqKQlEdTBVCkpga+MCbbbLU0TaBeddQCjgzhD8UQozlPHwHh7TZ33c7I8ZXN8Rusq\nTVpT8p6q5vVHMKu7nEZUCrHxDMnhw4yNdVBQimbKzBRxflZGx5mPpI50TWuJMyvr04c89Ss2Rw9Y\nLjtKWuIXC/7Z3/znOLv4Q0Lz+1z/4Ic2BZng9hpkSrTBsxsTpYBrHW3nOV07zhctLxQuL1e8fZtM\n76ZOjNOOs5MV9+6f4jwMY8YHJRfF+0yMjqZpWC8ccaZYNgHa5hdM/LdWYTs4YrILarEx29HCcXZ6\nwp/51T/D5aMnPHz6lOOHj+DsEhYL8jrgl525JzkoQYhnJ2x2D1icnrLYrAmj0igw9fiYiaEQm0p3\ntmR5uaG7f0Zz7wJZbKBbURcbfLeEsABx1Gz7O+fNv1ANQ3Y361LRWfKhWnbDSh6HoFqsw6sDogkt\nA2m6IuctOW3ZbV9TtldMk6lwb6+3aDIJfV9sLkpOpH5vCaNtCU07l7wV5yB6sWvz70i6B7CAxIa4\nXNKeXbI5OiHNFt45qymCV8s63jtLPkXQKVNqJZNxVAavhGTB3y0XJjQlxuqfSiHnTK1KGzvqtIdp\nR51uDXSujuAjKVVKnihpMBGvHJgOIHzRu0pCRahaDSbnAoiboXKRrJXJKd45dCpEH2gWR2xOlMY7\nG5G4lpPTS87O33B8csbO/SHZFZpZqC73hTKPebRa97pWk1EpuqfrYLWMbG+tCkspWeXUtcTmAKSo\n8/besVqYJGfTNAdJVyNHV5tUfdHjSxKEMKWWderxQOdMPvLByTHvPb7Pb/3Gr3Py4DFhtaE7Pp4Z\nCgLLDblrqF7xMdDIkhalUeX+06f0H91neF2IxZHorVJzE6UO1KjUzsxg3NkZGjuKXyDdEbQ2N8u5\notUG7lqN7SCqNvWrtudzTqmiSFEQpWjCeXM00jqXn3ki5R15est+95yabhinG67ffoofBsZxpN8N\n9Ne31FStzCvOoN5VzX9RHFrUSrNhSx4aSrugjDsKiisJlUgtDjQRncO7jHMVuo6uW86iwA1aJqax\nEEUgCF4C7jDMV53LQyHniWmvFC+U4Aiu4mKwLmgUwky/ypheaB139DtHaDp86EACmj373a3td8tE\nicIkwp5AKQfgudrsN5pEY0GozsYih9K3hJZhNIuCJnQG+vYt7Qy0VyI1KeJbjk8vefDoCW++Hxim\nTGxgsYR+r+SSLQNjuNZaitHeGEFgc7Rgv7UGFLVQSma52uBDQVzApGNsLxi7QJgV4e62sABizJsv\nenwpglAQQu04a2EZPavWc3+94StPvsL7H3ydpx8+got7kAtlvEGbihQP1w3kwqiVEjCBoGbJ4vIB\nX/+1f4b9q49589OG4eYVbgi04wt8K8SVJ7fCLiivNSFNhLBEmjUurnHaGDg8CNEPc1fTHm4bLxhY\nWrQiKjgxIquKEhxQEiVNUBNSR4btZ0zDFTXdsHv9B4zjFdNwzevXn9ANBh2rpRCnREmVmusMPLeZ\nqfaZgmfKGZ1GwvVH6PiS/dufstq+wncbqgsU9fTTSIiORdvQNjYiKJ/9mN12YOwrwbcEXxjSZLrG\nKGXKSLDBett442GK4FUhj1CUktQ6wjFQ2xGpDU3b0kRHjYq4jJQt0+2AxoB0Hc4Fdrsdr18+Z7+7\nodTE8WZJ0wT2JTJOvZnuiNIEZ82PEKgIu8m6ubHpOLm4ZAoneBfxviUugnnZh4aw8FTNDMX23D40\nnJ4/4p/+9Xu8+n9+j1d8SpWe9UlCB4XimHLA7TPeR3K2ZlGadkh7y8Xphs63vHp5w/X1DVonVsuI\n94luEXDeMY0VEbPEswaW4L3eleZ+Lqm/6PGlCEKHsBBhGWGpjnVoeLg64/HDezy5fw5TD1cvrDRL\niZg2+LYhpAB1TfFCbcwlycw7Wpplx/rygtvdC7bphlE9R2FFXCxp10c0SzMMzdWhzBoud7Qcmfms\nn4OU3enC20ty1xdV3kkHYgBkMjWPBh/TgTK+Ie1fUdIN0+6KcXhLHm6IZUJHcwKmzNStZHA368yZ\nW5Hpwsw+EVUYb18zDTvUtewGG4hnginKicm1tyEgrlBLQq6vubnZMo4JVW9E5baFVKgF+jHhc6Zp\nI0HDHWJpJjdYgwyFko2ja/ZWaPCoswcvRocTY1XkvIM+URHy2FPTFs07tCamIVGzoy8NaRyoueDF\nsi2px4dAFceUKxmjN+1bj18uUF8hQi0jOdl9GZINFr33NC7YuMQb+uf0/CFXL69J4452DePKM2wz\nhWTQ3lpBnUk1ihCckoaRkkzjBxwnJycslx0xClVHU6ALDifOsM4zGqjOXdyD3tGhOfdFji9HEIqw\npNJF6BSWKty/OOXh5RlnZyfw6jOGlOhLok+ZdtGwXC6Jyy0hXdKsOnS1xIWMhGBuSW1gfXFMc7Vm\nfKPsfSW0SxbrDauTM8L6GNeuiLGZCbYHzUzmJrm1mN+NFw6BWLFgPcgJyjugNaBFbf+XR6QO1LJl\n3L9m2L6gTNf0N68YdldGnykj2r/LhDVVNBs7QrNSJUN1TH0GHCkrISUk31IRxiyU8JLqIqnClKuN\nc4LDB+MFKoVmD9ubWzRlXFG0Opw0FDdRa2GYRry3WV/TRZKbO8Deg5/RSyJoSZR5L+ocs1b+OyC3\nD2K+9xRyGijF/k/tETEb7GnYk52juiM0DbOlQcVXRxGFbILGWu1TSBSmfYPkW5qmxXVKjQOpZlIa\n2Y8VF6Kx66M3ka9iygX33/saz5+94sXL1yyOlLpbcDvOe3dhBqw7PJEgDUJlGkZK9tQKUjyXZ5es\nVi3iE8qEOE+IDi8Qop/RUFCrSSMrlRji5ymaP/f4UgRhoHDODY8erFiUyIYl3/jaU+5fXECAj3/v\nb/L6zQscyZSd+xuWXaQPl3RP32P56DHdo0csHzxg+dWvGN4ybyEOlDBSmokYAiJr3PoIvz5nvbnP\n4uiMo7NHSLJM6FxFXEapMw3HUT8HfDhI5IrUuz9/nokE0BKpZY+UnpqvmIYXXD3/ffqbF2ju0e0N\n5XZLutniVHB9Z7MlzaRsjIYyE2RLLeScuH67JSt4FwkhghSGMbEfMrkGksKQ8h3axK4RuoUxU5rk\nKamYZpQ4ojhrgDUBj8PHSBGlp6BTj6i5Pxn2PBKcGtG2mvVMTtW6tY2ABLxT9sPAarWhbSNBIOlA\nTgNaCm1jgryTr/TDljIVyqynE4DgwONxU6IwveNQqrny7r1nM+6JK1g0DT7fMI6ZCeiL4MKCSTdk\nWbEJDwhxRdt6Hn/tN9gOnjff73n16mPas8CyKOV2Qp9VaxiNkAdh2ilb3VHzEdGtiM6huZjNWYQs\nlSqZiIfqjSmmVgVVZkywGCsmKYc1/As+/1+CwwFnjdJ4ZdEGVq5jc7KBNsA0MO2u0d01gYnWZWT7\nnLBXJn9NiluSviW7LRJ7lk+O57OOlPEWqQPLzptEX16SXGSqDjTgNOKLx1V3p1FETYaTVKvFptmv\nQURwWu5kH+70V/Rn4EkFXLXNPjpC7UnDDVP/ljruCFMiFMVV8CUy9g7VQq2OKZv6eK2FqWZqraSi\n9KnifcCHBt+2xLBCYsK3hSoNqSqLMTPlxG53S8pmyJIDoELp051wm6OatP0sIhW81ZsiBRVlyCON\nD4hU6syeP8gkysxndHVWKZ+bVOatEfHRZPqzmtfhMAyAcesUk0CcikHnSpoICEWMjF3ERjMVwM3o\nWc2od/hxoo2ezgUW3lPIoJN1OqVFXERcQqUaPFwCznXE7oyT80dszu/z4tUP0KB0y8jtrlDUhvE5\nGwYgTZXaVWJsyCPUZIuwzPQ59RXxFVG1Dq6aNcCd9Id7JxRS6h8f6v+840sRhCLKunV00bOKCzZ+\nwXJjhpH0O3To8bkn6MjCZ0ItuBG267fcXmdSO5LaRG4S528fmK9gLQy7K/K4pQnClDKjgibFj8WA\n/0QTJLsLwBmmo/NEVgVVf8foqA5A74SU7LtsRNa71xyII3hvs8UsxJDxrpDLyDQkylSpg0IppB5T\ngtbKkCqpZkrJ7MaeAuRi04SmVRofzA++OabxFdcoIa6M9DwmhnFkGAulOsyh1FGLLR7BzczFqpSs\n7KviXJnfriLOHHKrs0UEPCUflNAAKYb3rDrLyFSymtw/QNst50ZNpOaEBIeIkvJE1WKdSDVXpVLK\nTLc0mamMoJrnjGLiUzs1z0X1gSqegR3BQeq8GbTqaHNa5/CxEptAjObDUQlUEUJ7xGpzxtHxKdUJ\n4quJRMe5xMZbdeGFxnc0PuJdQ5+UaUo4aWibA9vqAEzPKMGqpLuqw7YkRbEB/1gov3BBqErrKpvN\nEUftio0/gtUKBoGayWmEKaG1R0KiLdao9MCw21LfFPYRxsZx/voZq82G6D373Q3jsEXrRB52DPXc\nRggh3bEGDNXCu/Yy9XN7PJn1bHWe+xkzvspB0czdBehdL0zCzJCPQCDWSNd6cuspe2VMI2lU0pjR\nBNNY5we0ME2JVDJZJ3a9fexTOZANijVeKnPgmkameEepgVwy01Tpx2zdVecRMWD4JkA7q5mXVEkp\nMfbQtoWCmqjvQX6mQikVh5DVJB2cUzvXzAWstSJzJjTgtVmfte2CJno0eKoWNCfrls60pTt90xna\npVqpalWBMWaq+RTi2OXCqBaEnVaWwxW1ZmL01lSSgguCuIr3Qmg8oY242dW3VJDYEdsV3WI9G+QI\nPliwhjASXaSJAW2hbRbEGHFVmEazXfAS6DrMdkBkXkxmqQ8xfCrMPwNqqZRcub69+cerMfNP4lAH\nct7y9fgN7j36OkfnT2D1mNtnL3j26iPGTz6hu73m2EMIwicC2gb6N/PD0Sfy9Uv6lxOvXEu5f0mz\n7gi3N5yGljEVOneM9wtW6w3H5/dozy+pqxOG5Ya4WuFCiw+NBZEWI2IBsZs7n6qzyYfNDWs1PmDF\nxJmyMzGm6I/BrUEm4H0yWy6/8QHti4+Jy4/56ev/lWH/nNJv8dMI+9eMg1lyFb9iyIEhd/SjuQPn\nPOFCRicYtze8djdsp0+YExI5RJLqPHAWSk13PSQ/WrGUClxeniDeMaSJXkdGNzLuPV4KzVBogtI2\nZuTSjYK2Lal2vKyREDIrP/J4uaet5lArpSPl+8T1fZbHl5T7v0k+vqS2K3KZKPtr4u45R68/5u0P\n/yapvzWF9eRIGmEo9MlkOWqtszFoZhxHU1KrB4Y7qF7xmXtO1zWsVitWp8c0nRnrHD18j3IC8d6S\ncLbGrRKZSsLhYo/eC9zrv8mmvaRvn3Hsd/gTx99qzvhL//K/ymp6RuMC1w8FSedst4XbdEXxPcuN\neXK4CqSW5qD7U0E1cXNgiVShDRGfHFM/MdwI4/RPUN7iH8fhRGjjAmmWhOWKsD5iypWr2x3PX1+h\nk5JmIkJA6b2VUFq8lVA4qhb2ruf6+RXBtxxVIWok1gB0tE0gdyu6ow2r02M256f4xRrXrsjO7NPE\nCc4pc1cAMOC2OL3T7QSM9zcDs02Y6SDz502zU9SyoesIUQj+Ei0jTisvj+4x7Xqm/R43TQhboi+o\nVhKK14JXIXpQKeAq1TGX0obWyIOtzkUgSzKLFrXV3zi0M3g6q2F5xDRIPQ68o5xSga0AACAASURB\nVAJjsodEyKbxM4Plo6/kEKipUCTjNUPOlJgoIZGoVD93R8OCZnXK6uSCenGfdn2CNmtr169W+KOG\nPmSuX56x77fsp8ykylgzIXVWtpV3X/04kPNcIus7++5azaV53Du2uxua2ytC29AsF6z6geOLWytd\nxXPUrHGhNdK0FtroDXvcNKQQCDia2FC0GtIltGTefWSqBeccbRtZLg0vmvI8HXY2TjK3MGFKWwNs\nVIdXtcXPZRZLT9P9glGZUKiDkrtA8hENDcNQ2O523Gz3dD6Aj+wxVexdgSrKWk1ioVa7UToWxrcD\nepKQpRJzpCk2gmjaNcPxksXxhvXpMd3xBhozi0nVgRdKmLU1S+WgDiZakINMRdW7hozNxAA9wMVm\n9rhMh+2kNXikATlheVzxLnL26GvUAmOpbKdPOe4yLqhp7Ohky+4E4GiBrIHBObJCLuZTEYvVW6JQ\nZha/HrazzHhM5M6zgogRjb1DZkB2rhU3l51eYMy2Nx+T0mshqOB0pK0FYsW5aqRijBvvtaFbnrA8\nvs/y7BF6dg9ZHlNDR3UBSSvc1IJX1ldPuR73jOOeIe3JatqxKRlzI2fL+NNY7haQw1wU7JY7AbRS\nU2Ug43NgygP7Wpim6U5hvFttaJYbQtOyG/fUXIjeMtUYAsEZKN+7yHKxpmkaBu1tLusgjT1aEj44\nmtZA+i6A82JRWqDUSsqVNG0PsqkI1eav0bM5Mm2jL3p8KYJQ1LHSDT4cEdo10gSuXn3KzbPnTK+v\n0V4ZquN2fuClNfpMytZa9zhyqchYke2AXg/U2FPejuQxU6sQ3YKyWhNXC2RhIObqoFDRRg4jI0rO\nMOu8OISQD0pn2Ebw0BV1jZWnMmdRMVYC7YRqMBbAAYTsV0g4pTt+n19abHj4+hOuXv6Yj77/f+F+\n9Lvs93tkmFh75TibT8pUKpM6Eo7Br0hEpmoZT94ow5QYpsRtPxGykmf2+pjK3Jqr+CA45/GdQctq\nnZjUfreqs0G/wiSGBJyCmnRgrDSx0jaOhSYaUbpoit9FPNKd0l085eEv/xbdo6/B2X3k/KsQFyAN\nkwSoE1IuCJtzHq0d3YP34Pu/x+//n/+LMTduC31fSMm6wKUI+fNeNu5w0+1oAuBt5BJa60jmvEcG\nZf9m4tPpmrevfsKwv+Ls8gGbzYbetzh1+JJZLBbsXAtFUAm89/RDnrz/lBgjy0UlpR3RTVxfP2O7\n3bFan9B2lbEYF1GqkhByckxjYRoNPnjYFzvNtM2CZrFguewIzS+YZ70gxBTIt3vqOFD6gf2L54wv\nX5BfvyFO2fY/AuIcq2Aj4QlDaFRn/uUKVJ3Ybd8SF56Ux7mZ4ki1zi3pTEqJaZqQ4Knez4rYILMf\nhNY8z3wALe+6oQcDFPHWBFVQqXd/H4HKRHUO8RYASEPWiPMN3hXc8WOOuiWL03Nq01E3W968es3b\nVy9xaSDWQlcK01SYijBVJaBkqRSJVBWEhmGYGMZEjNFW5aqkyTqYpVhp5MT2zKCMYw94pgzTNJHm\nTKozjts6ewamz6p4BWrFzwY4tUCpnuIiuCV0p3Qnj2F1Cc0JSAduARoRWoprZ0kMh9s85OK9xNBv\n+bt/+38jjz3jPtP3eS4/7Xq1eEKYldnmJhhUC0jn7vCtwTlwNmNUKThN6LRj2glXz39CTXv2qw2s\nTwm+w3uhjUa5KtX2z5vNhhAc/bDD+0CssJtuub19wXbb40NlmpYMfSTVCaNpdhQNFHVUcbTeAOYS\nPLHp8DOtS0WQL16NfjmCUIuyf7MFP+KHiTD1+P0NYXdD0+9pREjiUG+bEeccQYW+qVSpqBjq3zLV\nSD/c0I4NVRxEUwdLorbPSdWgYdn0M7ybZ4QCzDQiLYqXeShfy7tu6V3X9MAO/wdv35hHJDSGu7Qi\nhUkD0YvJAYYjfNvSHp9w33vK8oryyU/pm4/JV8/xmnBlwg0jfsr4pLiaUKuEUHHk0sDnpCJK9qSq\n9GSiE3IVSqkc1NMUbEGqnjFVpqlQijHAZEa/eJg7qjLDrw77X5t2aAbiguo6anOMrO/DyUOTfew2\noC3UFpHZZowArK2D2BzD2ftcPLyiiWvKONFPlX6q84JhWbbWSlaHoAY8F1tAxVUTIS4GCwtR8Qgm\nUK54Ml7LjNN9jejEtHtr88XuiNVqZfxI7ylUclVCE80Fen/LkawQJrbXn/Hm9Y+5vdlTuWVzpEw1\n4oLgnBAXGxwLnHQ4H1m1S7z3hKbDNa1pKYijukD4U0TWlyIIKYq+HtisodnuSfKc7Q/+gPTDH/Jg\nKiQfyScnLC83+EUk3LzFD5nhQaR11WQk6oRQKGFHu/DcTq+IRxeE0FJDg+82RFkSc0SHivaY36Bz\nph5WjLxrUCybM1pkygwKnTtDPoKLlg0xefd3/f1AiIC0KJ6i9oQ3ixUAKorvGmAEHVk/OYPHD1l/\nd8/7t1e8+KO/w+7lT9m9+oTp5cf4aSD2O7pxgjoBZheeL1pK8Qx9JQ2enAvjUEibyL6vZAXnoo07\nciaLJ2dIpeBU6JaR40WD5moPdh7xAtEpnRgBz2nBV9uiOg+0jht3zObRh9z7xq/w4Gu/AucfQrO2\n+1GWUGy4HaJlV3WOobQs/EN86ejufYevfv3X+Bt//b/n2ZvdjGUVGt+Qc54DV4nB0zUBEcUHZbNY\nUpghc5jkJaJInZBc0FooKeGnPZIz0+1btt6jb65Yrc+Zjs84PTlid3PCi/0V4j1/7s//Ft/89le5\n6V9R375kO72ilszzT/8PxpS5vna8eN6xOuq4/+Ccs4tzTuP7IGu69ozYrdmUDc570zz1Edd4ksA2\nwfaLmzJ9OYJQFGIWFqGj8Q21Zsbba2ScaAh0R6e49x7QffU+64sTyiefsH/xiv3phOSe6KCNS6JU\nSh0JMZJRhjTifcT7DonvTFVqcSZpXsBXYyrAoSt64KQc6omDscfnhXnn752z35NZUgKP04aKR2ar\nFakKvlqZ4gTmB03nzJ5qwS8Ly8V93m+PGN5+yu7VJ7z8wyX99Ut2r1+Q8yu8q8asLxnpJoIIbVtx\nFRoPrQ+kJARnQ3QRIZXKVBxFG/r9hCjW2ZxZ+dN+Mt8KSTiB6IQm2DzPY3CybgGxA98saM4esbj8\ngOW9rxAv3oPlic1D1X3ufim+ytzAgUAw5n8dIGx4/8Pv0f7u3+J6fGkolQzOKZ5ATdmoQVkYU0Fc\npYkeF2W2SBdCnDVbazYweklQKioFKYWiQpgbNakvpMGyuuuY1QICqYx86zvf5P6DM8I00POMdqFI\n/5ZusSc2xbYsfSHEwO7mlq7dcrTwqDsi64gLxyj3cdKaUsChb3co7X/R+IQo6Jjolie0qyNSM+GC\nJzSRzne09x+w+NrXWX3rKZuH53B2xs1PP+Vq/DHDbcUHZbmILBtv+4EZCd+XnkY6um5WCPNLXOhm\n1ranznoxHn/oBMy9gPq5C3s3lrDDAWLpQeZe/ZwFETEKkvMo3rz5RE01zGYpqFMUP+9fIesRVStF\nKu3asWyPWZ48xiHsXn2CxB/ycjdQpt2M+lfKtDMBpLkzauJLHq1KGyFUN6P6HYKQcyWJofyLOESt\nfGvjDBQPdkXRCa0XfDQvjq6BrnP4JlJCx/L+U9YPntJdvg/LM/v3YzDyZ3bznrmYw7B4qIILUDXi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VH4CMR+SPg14H//f/rLznvcYsFEImuo4sNI5ngAnnoTRHMRdQVSInt9TXjbkuts2uWQLdY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\nYfv/AaCvv6eVms+OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb3cd210e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[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:  3.42978 -26.1518 11.9776\n"
     ]
    }
   ],
   "source": [
    "img_name = 'AFW_2417212918_1_2'\n",
    "img_path = os.path.join(AFW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFW, img_name + '.mat')\n",
    "from matplotlib import pyplot as plt\n",
    "import imp\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "h, w, depth = img.shape\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 = 0.15\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",
    "\n",
    "cropped_img = img[int(y_min):int(y_max), int(x_min):int(x_max), :]\n",
    "\n",
    "print mat['Shape_Para'][:,0]\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.imshow(cropped_img)\n",
    "plt.show()\n",
    "print bbox\n",
    "print mat.keys()\n",
    "pitch, yaw, roll = mat['Pose_Para'][0][0:3] * 180 / np.pi\n",
    "print 'pitch, yaw, roll: ', pitch, yaw, roll"
    "utils = imp.load_source('utils', '../code/utils.py')"
   ]
  },
  {
@@ -155,92 +28,71 @@
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.87804114818573, -0.22214050590991974, -0.1486462503671646, 216.78628540039062, 242.63656616210938, -66.12765502929688, 0.0013571734307333827]\n",
      "-0.878041 0.222141 -0.148646\n",
      "((286.48701538719649, 128.29936640991286), (163.45533962552264, 258.61294564663456), (174.83399077116931, 280.22379053300978), 141.78628540039062, 167.63656616210938)\n"
   "outputs": [],
   "source": [
    "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/'"
     ]
    },
    {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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UMpSGxWv+bCPZSCSq9YWnSr0sP7FCWTa4l9iFtCYFEZQMQPNiCftFvilVVZXNhhcvMqVL2hO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o2Y2NjnZe8/GVMJo7KZfpul/0zp9ExYEKido69C7v0bUfwQs4BVcaKiqi1wGKNJUUI3jOZ\nTolxAKvpfWBuaikfvF/N22OCZSt2ZjFBHga0Ey2GzgdSEH+FqSuNhbLtbc5m5JWmoGFs44xCKs5Z\nrJHxIIAyitT3oll4pNk2ovxGzcdcRnKj/kQIgaFrmVaOYeiYWIvTClfAX6loB+QQUSQUiegHohfT\nltgHkXsrqfJoJTdOg0AeVmV08WvoaduWaVOL/mERXx0nDGNpMf70fSAZ8VPIWUGC6aTm/OOPre4B\naSYmrFKyM2stitJK0+cByKsUfcX50MJHsU4k81ThtmgrAjZ5CCxSW8qMKOpUCIgtKWnApphQ1gKR\nbDQ+Cc6hqiz1dEJbOBGLxQLjtLA5tehE6IKdEAyMIlEEXwrJ63Ln7c/6DPyFnpwv4BVCWJmg3HPP\nPTzrK76Om1/8Ys7sHXDXRz/KfGuTZz3ri5jOKprGkZL4BFgF77vzveQhcPXWcXYeP0u/bEUvIEk0\nN9aUxDmTkyIauXirnSRJ2tfGiJ01MBTknFbkMjPXaKnxg6euazQanxPKB4xW2GRYti315QeW8kr8\nxGgJUCDjLIDKOSpjSUYyiUV3aG0fSxpstLAGY4awkoZb9WVXXhkrToWVLn0MgameSqpdpgYqRZRK\npOALxLkoUKmMJ5JVIS/pTJIEGcnapfues8DFz5w/Jw9UwU2kcS5f0JUceXBzzlCJfFvWhiEmhm5g\nY+sqHjx7bhVAR2JUNhofIqEoYWUfyAgqNQHZKkLOpJjIBW6sySs158sJVRSA0ggtT0UuLeUkx58o\njlRBAq0WhaaUM7pyQhbTgs4sQ5RVZpA5ZIxmyqi1GBkrpWjPHga9J1ufoyL8F/4ad5aUE895znO4\n595P8qaf/j/443e9my9+3nN4xZe9hI2NCevzisoGjIOYBrSBO97zp5w4vkXoWkLb48OhOrO4D427\na/FY0IaAKlmEpl101PUEYxwpQszjKM+iMNLR1oacFMMQ6HPGkxhSxmeZ0kcNPiYW3YJ//KpbV8f1\nr3/3d+TBRiztdc5YVXZBYyigv9WPUK6NAI8KvFdrfUntfDmSL4QgOIduSd8uGQZBKHovFGBVvCpS\nEBxC9IEwDOLj0C7xfU8cPD6EQiVGEJQxrhCTuvQJlJFR3rlz56CAw+JqdJhW4LPV2LUgN1siXmeC\nUfRBuCcuROLuLv/b8WuAI56dZZRsraWyjtpV8lOJL+c4WsQIniDmVH7yJe8zNk3HbCJlmYjk8b4o\nWARlZLcPRYk5piTHlhNrG+sMwctxFl6IfEixGByvQwlGR/UjlVIcr68cwvRUpnDZGo1f6qrmrW99\nK2tui1u//Cv4tu/4Dp5x09X0MeNsZhj2mVQVWTm6YSAnDymy3D9g7/RZhv2lzI6ViI7kLPJnWWkR\nMdGKLGiVVQo/eE8OAVc54QeMY6YsUV9lASnhIz5GlkPPxFUok8r7lBTRWfqxq35kjXLwQsVNqxtJ\nF5DMWAKkIr8GhwK2KyNcykNX3iON+oWFE3HorBXIZWY/QsW991SmLspTQdB7q8DQEbNkTkVwGaus\njNOU7KZW2ZW9nrWWtm1XmVaK5Tsw2v0JDXlUoBaoc0nsUyb6wO7OAc++7lk8cO+nSG1PVZqUrz/7\nMP/nxlWMCMacRahWzsVAnyPJGLK1K9j5QKJGY/MhfXrEY0DhUejCixh7EUnEZSJH+gqImKs1bgVW\nUjmzvb19CYNXKckCUgmeklQdTh+gBJ+cUGhuOHHsip+BpzKFfOSnrFgAQwddy8Qdx9jMjTceY7m4\niA4BPWgmegNChcKyphzLBx7lI3/0bnYfeIihW9Brz6DAWzF9iUqT0IV1pzFJr1R8exK9SmhjiG3P\nNCo2osHmBMHjFOTgMZoVL8DkRHewwJea1CPQ26HryUOEXBHiqAU/koEyOXeQOhQJrTKKRE4BkxNa\nmhso7wnDktAtBH2YE5U2IrsWAS+BYgheJMqKWUpUmT4GhtiTVEA7RVUbmsoI2Sd5Yt9iQyIPEHxm\nSIqsK0I2hJBYHrSkfY/uIfcZoiZGRVQWrwwDmi4aeh/Y3b2I0YnMQDIZryO98XgGYuoFRr1sUX3A\nxIxOmqejaQfPnqs5t1xw7fY6O/d9AhcTtnhNAlA1KOswyuKUZpI0k5ipq4ZJ1VBpJ07kGPEC1YZo\njGh6orBZkKumaDkkk2gC1MYSFXij8EaRreAKamWw2dAHR9IzlKlYayxGJ3pd001PEnJaXe8xPOQo\nMGwVZeowSv2N0wvpWyR2Dq7cdfqpoPAZ1rhr7hxc5J57P8H9Dz7OdL6BrUYzWNEBiO0eD33yXv7e\n93wPZ8+eZzkE+qBQdvKkn/GEmXjZVfu2I/SDPHA5rWzLskImFyUIdENg1i18HwAAIABJREFUZ2eH\nvcWypM8KT+Kga1n0PYu+47te+OLV+x8sF/SdZ/DxCTN80U/0qwziqK/k0d1+/H2UrRffxUM/Su89\nfd/T9z1d163eMx7JGkKM2MphbEXKMgWYTufM19bY2t4m5sTuwT67e3siiVeQjGPTcTKp2djY4LHH\nHiufUZiUyq5ctnMSHISrG+GOGIe2hn3AJ3jwU/fxFS97GbuPPcq5Rx5iUls6v+TN24K7G8uNo6zI\nsWY3qkjGZynFRIPTSq+h7OYKVnTpsdwJpYE9TmnG8mN87yFHYXwqRSqZXgiBajbBzSarEm08z0d/\nxj7OeE2ONlfHEuJK11NB4TOsMSj0qeOgGzh/8YCQJc2W7VKaTt2Fs7zxn/wTfNvT9h5taoYEQ3rS\nj8CkywCVhQQVB78C7axuzDKeiirTp0BbHIWNrVi2LfttRxc9EcFB9DHQx8gQDyEib3rnu+Q9Sop/\n9GecJqxcqspaoeTG+pmiHDV42ZXKw5PKXH98/6M3Z7ysjAg54WMiJgXKoa3DVjW2bpjMZxw7cVwm\nMTmx6NrVzT5OIKra8vDDD60APTHGMjUdz+YYzEr5kwoIKybOLlpCEmGTZ159Lffd/efkbkmOPc4d\nAoTecOHh1bEeBVkpEEXowlBdBcnghWRVrpfwOgqZqlDLXRF7tWWcOgbWMfCMXpYpCEPWKuknZGdY\nBBkxj99vDNaXP/xwSOs+umK8cqjQUz2FT7PGk5pSItvIsu3Z3QukiAy6lUfphM6af/bf/tfsnX6c\nRx9+mNo1OFuBcmAt+M/uzKNYZfYkJSIoOkstaPKhW9X4nYayK6cUiTFgdIX3IgA67O2h19ahEXRi\nilHsyy6bUIcE1ppLO/II23F14x+5qcZMIhbR1rGZGGMAa1YIH6MEm49ST9i5VniDEvSMs/ihgKFc\nI+Al25GTyLNn55iszwtJa5/YtiStRGZdK0IY+NjH72F7e4Ou98JqVGJrL+xTqaNFBEX0KMYmrJuv\ns3j8UW555rP5xO3v5bE//3OuXV+Hdo8+DaSkLznnY1BUpZdhTMkYshyzp/RWyphS2I6sqNZHG4Ap\nloBZ9BSAVcC1VtysY0GKuiLdpqzBzCekiYPuMIOJhUGq9IhezKv3Ohowxs9w+gp2qbKeyhQ+y+r7\nnsEvyFHz0Q/fBwH6folKPejMO972O3zsQ3ex2N1jPl1DK0cIaQUK+nTraLfeHHnJKLySUkLHjF92\nOKVZa6bEwYsOgGx9K0hvzjKjzlqTjeXA9+wvW/qURI0HRZ8z33jzC1bRp+07ll232nmPduvH3cZ7\nf0lwGP/f0dLAKqEDA2VGXm7OIv82ZiNt2x7u5uPnKKH6dj5jbINxE2w1RRVrN9vUKGfZOnmCrePb\n2MrRDT3dUGjPIayyhNVDqxQKQw6ZHMeuuxEhFaXpUyAkqa/3zl3gWcdP8MgH7mYratRykLmMrQsU\nuZyrtl0FwrHhSqnhCUlQimUyE8gFkVgyoqKlQMort+qxQTpK4q1Gt2NztoCWVIbkA2HwMm50hkd2\nzjEMssmMMPkxyxvP75idrUx6jlzTo9nfk62nMoUnWUoNLPc7PvmxR0RBp2rwi0dZ7vS8+d++iaHt\nWCx6KtOUeb2CHNH5qHfTp1967Iirw9FReQfJGLqBje0tAA6GDquFWTfWtQMCgYhErJW5u/dLkXzT\na9LcTBEVDr9H7yNap9UDNX6utfayuvOIZZqGHA9vvBgjTV3JQ8xheaAMl+xUl+MWbKFSK60wusI6\nTRgi00ld1KOMWOEZGdM2zQRtDbZynDlzZhWYLj72KClJxmKtPaRsX8Krk/0uxkTSSVySrCbst1y7\nscHH/+wODj55P9uDmLR0SjOQ+MGDM6vr5pxb9ShGxWqjtLAWyxTDaoNB/BwMgiMxo6msUqPt50oe\nPqRD2vd0OpXXCOoIn5OMobOUJsZYglFQWfrCjh3JXqKQnWXUq5QY0KhDkZcxcGotPhMhX7n00lNB\n4UmWip5M5txjF+Rk5YyKnre8+ae4ePosbdtjTUVIhZmXEyoHFIGsqs/63jYrfMG5J/KqfBjTT79o\n2eUC861NhuBxQnmTMVdMoCSdzikSUxbfhmTpQmR3ecC0bojWFYckWf/v+97H33/pS4llt1qhBPMh\nwQkgFWSgpKQKU2jDzjmaphGjGa3FUKYcw0ieGvEYY2Douk6EX60RCbksnAdrK3IWGriPeZVmm7oS\nDUttUMZQT0StacwKzpx9/JAKnWV0FEMmqYAxo9cDgJjZ5JCwTpHQ7Jw/zc3XPYM7f+NtbPSBN+w8\n9Gmvzc8cP0VWeSXConKhYSsrNvQlQ1BOSZNXF+ARmQCgNNoURhtj6WHIMazO9UhwE0ppJjopg6xS\nWC2w5aAVzfqc3W5xJLPLrCzqMgJ9ryarcw6XQtHFT+TKgc5PBYUnWc4ockycPX2B049C3Zzm4x99\nL7/8i79Et684uXGMBx94hBPHr6GPQktWJFSOT9AA/FzWKBiaes/B3n6BzoIrxivBe7StyTqRMeSx\nf5BlF1u27apbHp3l1c9+Du8o7933PfWRAHA0Qxj/zugjGIaUVl6NTVMoWimSS9ngbPFFLKlqLACb\nsdt+tHyAonrkPZWrcdaOj1EZASrhfhwBKBljVsCk9fV1Lly4wNbW+soBq1BJyTkVVaLDVVUVPksM\n7foW37Z845veBG+69Hz/u2OnuJgD22acGJQduOywY6bgnJPfE6SUSU6j4wAkMewpWfrRhxKkPDw6\nadBaF0KVAR9X0PoQDCSIMeB9JgSDrSse39nBTnV5v8TOzgVmsxl1I4pXpoisjJ/nnFsFx5TSEyZd\nn209FRQuW6P4xbhCNPTdOR49ezcXdj/FF586yS/8979AEx1Oac5fWDJbO0bbtjili5RXRabCctjs\nSTmImxKsegkhC93VqsKczOBVptWZZEcM/oBdyEhuWtf0KTCQSJVBZ6lxXQiSnk4aYRAq4TL0wyA7\nip5gySsY75AiiyHh8diYqRvRK9QaVIolJU9i40yhCkePI6JMxlSatlXkKN/d6ApnI0OKhJjYVR6V\nA00ULcg0mcmIta7p/MA0zKRM6PZRJiHtuQFQ+KjJ9QSlMkMIRGNFcr2qmG9u4nPCaEcMhiGDq8Sq\nTdobkehKYIrSWFTa8o9/6i1PuM4/ftUp1jxUZTrhVWSmFUutqDKYmNAh4IzI0AUEB0EIkEMxzo14\nL5JpKiSqQsAaakWXofERaysSmqFSDD7SpURUSjgQ/UDWlloZ5m6K7z1dPdDazHywNGYNq+fMNrdZ\n9udYC4VWbRTTzS2MltFrZTQxH2YJpriWj0srxeCf6in8la3FwQV817Iwjv/8a7/MZv21vOudf4Lu\nLco7yQaS7FSBQvnNh5JfR3eGy6lqh5z3MXUXqrRBFIB9ifA5Cfrf5Ixzjna5EDVooy65EQxqBWpR\nSrD1InveY6pD52EfA0YFiGV44NWqsz5y8q07zCLGFPToRMJaJeKjCLBKGYU1SsRQxsaZE+3Bow01\nEyLBBjIZ50TAJUa/wulrYwhR+hMxBPpWSo/JRHw377777lWTFYTASUExgoIelNL8wFt+4QnX8l/8\nra/H3v8wiwcfZVJZTAwQspQyRhqndlCiAYkiaS3BQGUGA14pJkoVTEJA54zLMpDSSPmWUhIGaraX\n9InG35VSWGOpiqmv05bYexaxI2XpYJgs57jzA8Zq5utr5DNni2O2TILGZi5ZoY24ix3lWlyOZv1c\neJJPBYUnWVZF5hsVQ3+Oe+/5ID/8Q3/E5uwYB0PL4AeyQ4IAR+s5Vrz7zw4aERnywwuWV+lwFi6Q\nUG+RURUxYZ0YpPRBzFrHh8OWskKljLLCURhGliCHHpMAv/GRj/LNX/IC8UlMCp3Ec0ApXUZ6eWWT\nvupqR0EtjmNHpS6bOmRp7TmlhY2ZDzEPIUbarsN1NdPKEXNEW42yCj8MohlRvCBM7TBJCUTaB+Lg\nJRsqhigXLlw4FHAdHwwMP/R//+KnPcM/9b3/JU1d03Ud9+3fx/TsDut2zjAkTNKlKWvIRaHJ+VRG\nmaJ54VXE6wIMy4mJEsBSYVFLpocSM5jBEylTGmDNSE8pZ5lS9EGmOkR5jUacqTEKg8Z3obBHBXMR\nrSYauLC3i0Hh/YBKmmQoTubi+TmOOUXeXpqjOR6Ol1OS83vF9/yTvUB9Zt+H/wn4r4Cz5aX/Q875\nbeXffN77PozLacN8prjpec/mi264hre8+TdwSpOGxHQ6ZRw4jHoHhd5eOtUFD1C68VpdxkUo04fR\nlUDHlT0pAKns/lIzQ992WAVVU5UbIQjffhzLjRyZfAgiElai3JAvv/66laJuFz0p5oK7L9Ro9Kpn\nMWafMQroJ6KIRbgjawOquDYpEToVgZQkhqhKxm4xF0l6MkOQKcQMiHgqO0GZ4qpcO/lMlJQGXc/F\nnfMCqqoMdVVxsNxfKTutzebEGPnnv/TrT7heP/UPXi/nYEUnjuSk6Bc9y70lU+W44FtsFjOd9fmM\nyipSCoQ4ECZWeB5KYYycB4PBZlUUm8XIlpBQSpNQ+GToQsaqjC6UZY0RtWU9Xr9cPC3KuLYfqOta\nYMulZ5OdwarE6H1pJg0HKXDfA/eznBsmQaGyRpUplK0KnT5EtJFMcMzIZrPZIZBKa7z/q50+jL4P\nB0opB7xbKfX28v/+Tc75Xx99sbrU9+FpwO8rpZ6VP0/Uly5HftlqQtcveOiRT9C3B0ybGcFnmpmM\nApW4EgiNdeyec2hKCkcyhssyOHkk8wr8IvLfJUjkXMQ4i34BCpQm9gNZwaRp8D4S+gBZpgUxilq0\nLoFkhMlmpclebsKxr9BnqR2SAh3L6DHmlVFrLuYi4002IulkCX15vHmCD1hnMa4q9bynriqappGu\nfD60Ve8WSyZrjhR6DhYdCiRbyJF60tAtl3zojg+Qdeb666/HKcNysWRtPufbf/QnnnC9fuy7vk3G\nqRgxai2KUFkLmGm57DA64H0iRnis76nW11nf2Gb92Cbzpib2LXpYMOzvc7EfCP3A4uJFNvSEKinm\nymFCwMaKQRcMh6i7ynUMEZsV0Q+YytF7T6MVfUxMa2n4mdI4TSVDcE7k2EII6Mpy0HUMSaOtIvuA\nrh37oafa3GKJfPcYxYU6FOi4VxmUNLUtZkWEMloTB39Y+sVEjn+FQSHLnf3pfB8+0/qC8H0Y4blt\nl1GpZXtzwgMP3MfgE1pVtKkn0tGoiYwQkfpc54JOvILP0SMCrmR2hTS5CiYRtYLMyo3ISrcw+cDm\n+gbnz58XnT/vZSZdFJVSDkWwNMkbF5j0uIYURQ0tS/9CZ1DFhMQqsXrr+34VDOJl0vGVPtLp1gZr\nD3H8OdtijFrgu0imolEsDxb0fc/m5iaUXVUpzeAjF/bP8f73v5/FhT1u/YpbmVQ1r/vxH3vCefuR\nb/9GtLLkDMoW0FJWgrrUAxZDTJrsFfV0zrkz59m5uIfSU55+y80887kv4MTTn0FAsbW+xsxkTHeA\nCgNtN7C7c4GPfuhuHvjYx8lDIrQ9VTZCNU+d4CwQYZQKRW1giKDrmqgAMtpZciknR9fxo9MoXUoP\ntJQlXfSgayqtMVl6RHpaMz+xReusSNOlDDGKSKySPkLMispqyIejzqNIxvEaNZdNZT7b+sv4Pnwd\n8N8opf4ucCfwT7PYxn3e+z4cDQrdYJk0liEEdvf3IM4w1tDjUVYMO5JSfA5j4EuWQQhOBskkLOoS\nbUBVmphk8STUSH8g54ytGra3t7m4uyOBQB0ColbjRDVqG4qz00tvOsUdQOcHxPdSlKFVAKsVdVVh\njWXh/WhAVdB8lwYFZw7f22lTsBDiZ9DUNfP5XKTemoa6rlfNNaM1k8rRLxfYynHx/EVCipw7d46P\nf+JTvOXu9wPwM7z/ks/70W/5JvYWB1RNhZmYQkcHrWTOn5KMbLOJMqHpI4u9nvNndlFYrrvmBp7/\nJTczmygePL/H6d7TJ/jw/R/m7tveTd0vyN2CGDO33HILX/War+W1r/tWPvjeO3jfn9zG+TPnaIzj\n6n4JCO09RVGYTiO1XIt9fRoBXUqtds+juKpxPJizSL0FBN+RU6TCHAKmnMVOGxbtHoPOUjpETVCj\nmG3EZEWyGqsPfSyMEZj7+LtSapWtXcn6y/g+/O/AjyBZw48A/yvwvVf6weqvue8DyMPQ9Ym1eSUq\nxcYQo1nh3J3TpFB2co6o51K6+lcYKMyRQJBLXwLK7vJp3kalTMyR/d1d1jY22D62xdnz58harcg2\n42hVlcbgiIAbV+8HtBaPw3EHizEKr0F5VCHvHCUyHV2xNBjFLSmv0H5V+Xc5Z44dO8akrqmsEwMc\nI+rT+zu7AOwtDmjbnjf+1n96wjn59X/6RvGpVJFzFy9wtj/LfD6XBqUSHU1QjHrGZC36hqkjhsz+\nXsv5c/vkpPnKV30N115zins+8nHu+LN38rxX3MqznnETL3reC6iAJmbe/u9/nu3ZDBUzd9x+J7fd\nfgc3v/AFfOmLXszf+b5/wJ++80+458/vRp/bxxgBbWkjbkwViiprUh7EtUqXxt5lBfPlj2UqWZxS\nqkxhYjH8KWNVBOW4d3DAUBmRvE9KlKlyxmpE5ylBLqnpiFIdAwKUTe5zcG78C/s+HO0lKKXeAvxW\n+ePnl+/Dp1lHewFu3jGkir39ihQUGg85UKuK3FYEzaqGF800UEpCRCi2YsXBS9Jd5KU6QzLjQPLw\ncxNZHH+UwhEFVYfIoos5jMJG2dV7ndnf3UUZw+bmJsu+o+06tLPoIeKO5KtZi4DJ2Da/KytefN1V\ntFEw+I2r6KuaWmuMgXmxvlPFoamxluwjFslezu/toJylamrREcwKlzM6RoJvUcuB3eVAaCaQMn3X\n4bThX/3x719yrv/F138j3/VFz6G/uMezr7uBq45ts3b9KfwG5Kam7RbstAuqtZmgORUoGuF8xARE\nqsayHHrhWpxL3Hvfpzh2/AS3fuVreMbTn8Yj93yEd/z7X+fs/Z+k39ec2ZxiJpEL+w+Tu4673vsO\ntnSHu7hLO2vYrR3V+iYffP9dPPTHH8CmjpPPP8Urv+GVnH7PvZx/8CHmQ6bOmXZxESqFNQPERmDn\nKeNzRruKoIpdTQjy3ZUGU/gqyuBzYjEEcnZ0U83xrJkWrcbJqas5PSxRQWGWntNmD50yNkJlHKqq\niEYzGE2lx8xAEY3BGNkgohGdyzZc+aP+F/Z9UMUIprzsvwA+XH7/gvF9GFeMkezTFfUJPtsacQnj\nz9Gls2wso/Ye4++r0RfkMvpDyQ7pygtjzBzs7OLqWpSYQkKZS7UJlSq0W+t45bOfwW0cFV/NK8LP\nCi9fVegskmC54CWaqmJiRPlZtQPLriMOLcpZUSGy0BExvQB0hmXLT9z1R084D//qNX+b1g9c3Nvl\nQ4/cRYXmmuPXcHL7KhrjqKe1+DIazdkLZ0kKZk2DDwPOWNrRnyFppqai3+3RbaS9sMPt+49x4003\n8PVf8TfYxLBz98e45x1/wFrf4qLhoLJcvPsuzn3qftRsznJ5QNzfY8MKR+CZz3sxL3jNVzE9foJP\n3nE3H3v7H6L3Mhfue4wP7P0hX/+d38PZ+x/gg3/8bpqQsfMN1HKBbTN6FolakYnSFFYF46AzLYA/\n6ulxRDmp8F/qpIrvpkLVDXtD4L4L59g56DAYkhrEqFYbsinkOWfFUpDD0sGYiHMOCOikgVAyqytb\nfxnfh7cqpW6R25b7ge8rN9gXjO8DUIxNi2S2uvJmzadblweFlc5eGUwcDQyCJSztBJDgUHoPCsHI\nm5iKZLgWE1UfmU0aqWmJqxtvHIv6EMh1syoFtBb58aOCKt6LpJuztmQ1ubABKaQmmM0brpkeY2Fa\nDrqWmMBmi8bwsx++tBcwrn/0ilfS9z05Z+7Pp6W3UDdsHzuO8ZGrTlxNU02oXIWtDNppdpb77Ozt\n0swa+l4IVTkj9OkIWWV2+5522bG4uMdy94CX3/pl3HzTc5gnzf133MknbvtT1lPCDC211jQTyzwb\nDrqW5WJJHDz1vKHrD6ByrF//DIbpOidP3cBrn3szdUzc/fa3UcUef2aHd/3pn/FlL30JL/m6v8ld\n77mdMw89QmMc0/Xj5OECWskY1OaEUeJsm0s/RxWH8NGLYdSfGKcGDoGoR2VR9YTT+wc8vr/HZG1T\nPCEXwpJMKROTENoiwjnJxkr2CSQMkQGHQ6mAzRbn/v/xffiez/JvPq99H45qDFhXka2MlEYdwNGa\nXjZ1tXrYcyFFrdAG4xP9JCCmMTvIHDYcU+HlJ3XYc8hRypI01iKlHEhB1I5ziCz2D2SXqA+JTilJ\nE0vngguYzQAJeJOmWeHwx2MT8JKgCsf3z1mRg0xKLvhdnjHbYtbMmE97fuz9f/yEY3rDq14lgiJV\nRdu27Az7nDt/jmPbWzx962oaV3HukccwPnLt8atYm87oY2Dj2CbZKHCaMw+epaoqUglIyliZ0AwB\nXTl2uwX9kDi/d5G2a/mb3/Aabjx5ksWZc9zxznexfPBBNnJG+46EJxlFxJPDgB4yJmZmlaMPHUFn\nlv2S3RRYDz0XuwVVZfmSr/oy3vGf/wNPdwbtE+c+9kn+8Ox5XnLrl/Hqb/4m3nf7HXzwtvcyc4aN\n/YBTNSkpGm2pfKbSUv65DBgjyFRr5WEugLCkEEh219FsbND1kdn6Bh+59y4+tneB9fWLXH3sJBvG\nEYMXHowzAoBSMISBVNWiTKUdikyKSI/DGBKe/Dl0Cp5CND7JGpWAnbaSxpfxoNZ6FeEF+PPpLb8/\nE0YBDrvQSR1mB/no/0uS9meKvHkWqKQu8aDYHQrQJqtLGlkjNHlckrYeirMC3PnQ49z6zOvlO5RM\naGwSeu/RUa9QcskH6ZGkQEiRf377711yLG984atoh57JbApXrzO7dkbbtkwmEzY3M1elxI033EjO\nmYOHL7C3exrrE087fpJpM6HzA7P5nGZrA1/DwXKf3YNdcAanTPnuihShsTUX9/fpw8Bj586w7Ae+\n5XXfzNpkyu7td3Hnbbeh2yUbzuCXexijyMbQpiBYBhOJNhB1IuqBrDU6Cffj9KP3sXFyg0lT0Zzs\nOfvQJznIPUtVoRlY39nj/N4O90wa1AtfyDVPP0W41fChD3yQa088jbZfkr3HGotNiiqLJqMFwqi/\nEJMEdkZlKJGNnzlL0uBmM1Iz4WLfM1nfRFcVu/sHmPmUrfk6w3IpOqLdgCv3hi8gLXKZxIyI05SI\nURNDf8X3/FNB4UmW95FgAqpyKwQiHJYCOY+w2Cf+W6XG7jifNjCM2YPhEOMwvo+UDGXerKQ/aArq\nb/WaAoXMyGhr/H4JkW8HVpqLKUr9OYqGjGukT8cYMVYf9hSyxscoPQUNv3nXh55wfN95/XM5dfIa\nrt4+wfD/sfemsbZk133fb+2hqs650xv69UCyOUgiaYoSTVm26ES2bNlS5MiGx8AIkiBC4hj+lNhw\ngkCKgSCBYSAxMn1KgMQJIMBJnMROIkOWYmuybFkyRcoUZY5ikz3369dvvPeeqar23isf1q5zz33q\n4bVEud+T7gIOznzOrnOqdq291n+41HO6WJDGxPLWPcrxkuVySV8dpdM42lk/ZWKfOWxaXIQ2J2Ts\nWaYNs8cPSHOhUHjhpRehSqxPZRbNmIr1asFiveKF6y8yb1v+wp/512hz4TM/89P0P/cFDqKgkhjW\nS3ww1yVN0LmGPgUyMLpC0YSK0GBwXUW49YXP8vzpCeWVV3nZeT7/zz9DFxz9uGE/OjrvkLFw57nn\n+bmXX+XpD36Yb/vE7+Ebv/GD/JP/90dZ5kQIEZeVRgqxghQEkHSWMW7bkVoMVYoVg/tcODja57WT\nU0Y8vu3MFLAUXrl3l8Wm5/HDA8Zc8M6hORlfRDHmaq70e+dwvuDN6G/rNvYgcTEpPECklKCpB5ie\npeTGBVBbNrwOtnyaCLaTg56fFbYio9Y1rG/auXLT8yYLn6YW3HbiONMgoC41DC1wBmKZXjMd/CVb\nQfE7v+l9/JNnnj8zUamtxymz+dF//iuv+1v8qY/+TrTKig0eXrxxnfViyVNXr3Ht8hVWqxUNI6t7\nC662cxgUyYEyKH6ErpkxvzojrzaV0xBY9Bu6g479K0esJHHzlZe5eecm6gOdWPVc8WgxbsD1u/c4\nPr7LN3/DN/J7v/Vb6L/2PL/yC5/k5OXrPH3wGCcnd/CdI2EalSEHYjG15A1CdmbikrTQuMBMHG3B\nfDPzyPDM1/jVX32etcLolYPWUfrBQFgzs6+T1YaiA7e+8jV+/NkX+Nh3fAd/9i/9RT79qU/ymU/+\nAunesTFIRRExte7oTdtCnDOQ2i6ZzTtURooTZpcu8ezXniGLZ0gJzRCKsCKj6yWUxH4MPHbpiGGz\nBApJPaX4bSHTe8FlRwmFUjxyf3/0TeJiUnirCJ5VzswD5jys4JKiY0+sduQZJWGYf0Rx0w6miegD\nLmdCgSYEUqlUYbEes6rVCTzVTHZ30tlONDYZBT2T1bIzeiChOArJQRLIThnLSKbBdS1lGPEi7HV7\npPVAaCNa2E5iKQguCGTlp7/w5V+z+X/8499Cqbj54D1ZBoorZBfJXlm5kdVwj+NbK546vMITV65w\nWQ9I7aEVaSsZ6ZRTRIR2PiclgThDJXN3WJIDXLt8yKWjA24d3+aLN54jeEcLuDygJdOjSIjcXR1z\n97WbfOLDH+F3PvU0X/x7P8Xdl19ANBFkw2m/hOgNTlyEIJG+JOgaVlpYUVj2PamMBDxt8fic6ZoO\nxsyljccFz6iJeU6Ao2yERCTEyKJcZlPucXDgmEdhefwy89xw62d/jr/3hV/mO7/3X+Fb/vy/xz/4\nxz/PKy9d57WTFU+MwtGYWc9uEEXRcYNIYfTmJyrZsR/ndOku88dm3IuJZ1a3GfZaShBGGTgZRvr2\ngN7DCZk4bBjTnKvtAWWxop1nhs0aiQ0xNmg2f8k+C67hbQkvXkws5IeTAAAgAElEQVQKbxEiYoWh\nnAn1vniHD+agNGY1E46axk/vmQ7uKapt4bnPFZWzzkK9pl475NeAXXbpsLKzXEBsQjmTJTM5Ll97\n+Vlhq46UM4iSeqtkf/qZl859x5/6+MeQVEiNVIt7NeJO7UpM4KjNWDshTcD1pi798q1XuX3nFpfb\nQ5566ilGEjG00DjiXmuw8dwTJZDyQNFET+a97/8Al959jS9+9cs89/KLxC7iqzPSUgfW/Yb9gyNe\nfukFUkp83yf+Jcqdu/yjv/djxPUa6QdCFBrfbd2rDQRklvGhibZuL+bhOQHEJsu8XdSnilHLU82s\nRi22Vsc6BcthTS+QirBKwt58n6Mw42S5YbjZ85N/++/w/o99jE985Ju5+l3fTczKz//Yj3Pr2efR\nPrOnHsQo8IwbvJjNvY4DTdtwdPkSX757mxCN4GSKVsZ7Kak6ZWkml8zzr7wElx7jUtMyrDe2r+ZC\nSmuadkY2axxwjlVaPfA+fzEpvEXM53P61ZrNZsO1w0sM63XtPpgBqMdv6cZTsa6ICYSqFrxaejFx\nAbQimM5qElPf+vz3TjvpbjhX25EVd2DUazVSTBVT1gpumBiX3lWRFDG/SKm3u7blX/7G9/LzX32B\nT3zwvezP92icZ6AQ2wCaaZoqJ1d0a7w76QTO230U65U3TcSlgqRMwbHQDS/cecV+v7zk4OCAOJvR\n1dbnYTPjq1/9Klcef4wPvf89nIwrvvLKc7x89wa5cxyMJnm2zIkkIy54vvSVZ3j88lV+/3f/YV7+\nqX/I8UuvspeUNhe6YK5TGaUPIGJmtqIBqNZrYyGVslVwEqnemLCVdhNntO+Uk3UDvKMk+70mB63m\n2iGf+AN/gA9/2+8ELXztlz7Nl372H3PtoOHScsl6MXDzs7/CjV/9KrOrVzm6dpXv/tPfzyc/+U95\n9md/llxsydSPgy0LxFyqO4T5wR5Hjz9GWm8o3pO1MA7V5alA1kwikfNIKjZxPX/zButLV3j3pUPI\nhTHnLakta0FTrV/4yIPGxaTwFrE/mxNxrJanRl7y3nT7nDCmZF0JhFGrt4GX7QSQKw9SZNJhub+m\ncHbGN7qybrEFu0XKbdTqNXVSEO+2PAepqcaWoZns4PWxqXbsiouRPBpAKQ8jly9d4t/4Q7+fV5sb\naMokD23bkoBQrOIvIobYzZkYmjOV4JLMuCQI45jw3sRLCWZUK84xm81sYmkdEk1SrUhhVdb8jm//\nKEXg+vIWGzIv3L5ODg7fdaxvJVZDYpF61EEnnk/8jm/lw+96H5/6+/+Q5pXnuexbXMk4VUqagDuO\nTVaUYnZxAM4z9AmJ1eW5aiQ6mTw1DeeRUyEEs4cV8XipdPhKJJqyxXhlH3n8Cndnc977nvfxvd/8\nUU7v3OGFX/x5PtS0zLLic8+4KIz9hut3b/FzvvCRb/8415Ljsz/7j2jEm8hrEoIaOvGwnXP58csc\n55HrixN6wEkDjGQ1v8igioqD6l+ZS2ZZCq8sTwjAwf4+nW+hKClVJ3BVnGbS25B4v5gU3iI2mw1d\n25LGnuPjY65dusw6ZyQGhn7DHg3qZCuiOQmYBlfdmbXgsKWD1gNdJoOVvLNu0AqTnoBLAknOm3xY\n/YHtBGBgCJOEdyKQE2N1GXLG47OaghfGoaeLDUkNz9CvNxzrPaIPfMuHfgcni1Oef+lFmhjJpTDv\n9nHYMsQETTKaC76qBw/DhugbvI+IQBOcmduIw3eNFTWDkIJSdLCCX116pFK4tzlFo+fW4phbJ/fQ\nJjAMPeRkbtCpx3vPR973DXzo2pO88tkv8Suf/DGuEOidgGQ0CEVN0WpQo48jgTKMuGiTrGpGmsB6\nM1KcwYpLzrSzFq9CGwNaki0lnEOz2nIjJco4blWuS1HSMNKvTrh3fExcLDlYLpm3gY9867fw+Z/9\nSW64xDw0xFQ46iI4ZdX3PPMLv8jNF17kj37X9/H58PN0MTAsB0QhBk/nItcuXyI3c56/d5dXhzWl\njWifacWjQRkk4bItKr3ztSVldOke4bXFgtMx8e5rT+DLaC3W2uQuKZMuagpfvxiGwZRs6hkZZzWG\n48Up8/nc5L+wduK401YsWHaQRInicOK37s2TTFq8PxO4j8nWuGmisftyH6IyJ1Nm6imUbAYyEbOt\n3116uKK0IZKHkej8dnIpw8jLzz7P9edf5EMf+hDf8a0f59bdO9y+c6eiFz1d1zH2/dbyfGpZlpLM\n+qwuYVRscohVAGTCQsQYz9qi9XqjUPo1N2/cYTEMLNdrQmjIQ+bVV1/lyuNP8j1/4LtpUuHlz3+J\nz37q83TLnsMEPg8MM8+YCs75CtxymGuiw2eTQytqB3pRRy5WCM6w1a2QetAEcQzJlkr9OKBSsymg\njc2WfWmFYMft6zd47rP/jOA9/u4djt71FL/wUz+NS3CvmM7mgXf0aUMojnnT8GSInLxwnR/5f/4P\nvu0jH+LLv/zP8EEITgghcjg/YD7fZ3lwhWef/RL3UNZ4cwMnGejKGe9FVAzyXF3Gp5PN0gcW6zXp\n5i3e/+SThJzYLJdG20bh64lo/O0eYz9Y2l7T0VW/Yda2FJmxWq/ZZ/66ZEilrkkrOrEISPBIKmcF\nyfveeH8NIU+GMjVbcP78H9vVQpiIs3adE1N7EjFhlWn9TBWkrfqBpRQ2mw34SMAIVs9+/ku8/Myz\nvOcD7+MT3/pxbpwuuHH9VRaLFQfzvS0d1xCP0HYNrbQUTYz9QCm9pbmNkLJNHl6UPJqqkJeAqPk8\nZE3cOTllselZ9xvyWHj15g2uXb7Cn/6eP8581vDFT/4SJ8+9xFXfsLfpceOIRk+vCZ/NF7KUsgV2\nbHkgaqpFZTTz21ILh0XMYStJofO+qjPLVsoeJ4xDqjoNeuaXUBI6sUBd4KAfOP7C5/nKnVvcu3aN\nTz73EnGx4V3zq6w14zXgomdMic16wZ47IPUDl2dzbg+nvPLiVznYb7l3ekLXNcwPj5g3B4gLtI89\nyY0vfY5119FvMg2FUArBDQiZUuSsjVml8KbuVR8dMQRur5eML77Ie65c5urREcN6zbBZ4fXrrKfw\n2z1SSgRvuPsxJxoa2tbchGRTOQs7x3OpUALnrWI8JtPTC87j9ayWcD+a6X4otHPn7dvuj4CzIlhd\nRQfnyMFqEoO6ejZhu/N4OfNE8CFQstm7R7WmaFDhxnMv8uyXv8J7P/atfPSjH2W1WvHic8+bMChT\nT/2Mbi2qxLbDpWQ2ecOAuhYfAi4LeZOQAOrKVkT23rBgUyXELh1e4fHL13j6O9/N4vY9Pv0z/5Sw\nvEfTjxxsEgczIQ0bUoRjGdE9Yf+0gWwIT8ngROtiCYo4y+7kDGmaxoI6x1iNYXzToCnjEdbrNYeH\n+6z7DS4EpMgWLEUyVmhRJahQxPNEt8fIQFjcIy+PuTIUojaU057HLj9GSQNBIDGQo2MjA37esBl7\nYihoWrM6vcf+wR73hpFUCsM4sv/kIXvf9BHSJ3+OXjdIcISUaEkkByFkShAk+zPRHa0TvxPWaszL\npm3ZjInrt2+Thg1XDw5p5zNztXrAuJgU3iKkmsomBdVMdI7las3BbMaVo6ssNq9xFOekxSmzGClk\nskAOnsvLhtPguNsp9yg8kYWr2dHgGYOgukaIaKkCqA6KJJARJNGWGcULqVgr0Ytg5udWzFyG0boJ\nWvBlpE2eUBxehWMxWHJGSE6YoFKSTOzTjaMJvGgyPn4V+nTB07rA7c99iV/82vNcunaVx556giee\nfjfrceClG9dZrdcc94VQ4FK7T0RonOA0Ma42PP9Y3PojNiHgFTaLEyQnjvYOePLKk1zZPySMhTvX\nb7D64q/y2X/yKVwq7A8jh2LLj3avZVkGpDVpuJA9QQJDWdPGttYGGpbLJV3XkXJmOW6Yz+cslkvi\nrDWjXacMFNTDTCMxQ+MapBQu7R2xOl0QQ6BrG5br0TQmVClV7h41JyYfPGVccdi05FVm7Hva2Yys\nK9rDBjim8Z6h72mbhr39IxbHJ8z3AiWPHF0+wN+FPneMQ+Zp33BFO5bvfR/Lj32E5fs/wnj4FM2d\nGyzTMcv9hnVy+NxxOAprWVDcmdWfMsHrhSvFo1oYnNI3sHbCyXrFK8sN3/CupzkI49vY5/X1kt9/\nsfGw6SnsRhsbq0A7AQrzWUvEEbADae4C42bNnm8MhwuomH38/tDSR2EZFCVzOQlHg9CKoNET0xon\njZGNCoZ3lgE7DRZCaRhLtu92BnUNKtuq+TpY79yWEEa79WJyXmNx5tiEkpy1SRGHl2CGKy4jueCS\nFSpDbbnhHC54mqQmQ163fSiZVb/h6Mplnn76aY6+6f0cHB0h3nwa+2Fg1Zsc+6WTQtME5t2MWQwc\n7h+wPD7mtVeuc/vWayxfvU7JmXloCElhSFZQGw3spZgL9uSGPeEIpi5N5+PW7zLnTNd1bDbWp2+a\njs3QI96z7NcMoqyzIQULytyZX8fMOROdrcK3SmbMmRC6rSnu9H0Ti9TGc1b0nXcdm9Watm0ppVjl\nHzt5eOdIfc9sNkMoNE3D2vccnAaWJRH3A1fwPDa/xvChj5A/9mHKt38P/9+P/x1+4h/8bbomUdLa\nfDGLQ4tHGbeEtV1vzmk84h05OMNajCNzMV2NtghH84ZPv/baL6nq736rff4iU3iLSCnhJVCT06qW\n47YtxLg/xznHerOmw+NEETzkxIbMWIVRNGd6FVbOUZzDi9LImTKO4eOnxNWS4W1xU8SANcjWOQrF\nSFBqPgHOu63cOKrMFLLCRsFrMYi0KF6qHVy07KF+E42rKktF0TET1dMvVlsp9VkMHM4OKcuRlz73\nZW5+4SvEeQezhg2ZsDejPdiD4DlaGN7hdL3h9O4dFveOOeg62qah36zphp7GB2IwNeiURqIzEk/Q\nTAp+y8+YJoetiazIloI9sTsnT8lJz5KiJLU+fhITxVVjCBGdx5diwjDeMfSjeVqWM2+Laam21T3Y\nwTY4Z34e0fstfsOpKUFNQrnenRVVJ2Ud+23X5BRN5NYLjW+ZHRzhD69wEvY5TsLR1SfYn8+Q/ial\n9CTxJInkoPg8FXmtTnPOtKg6dJFte6MPxqr1DgmeO5sLQtTXLYoWyBmpjUVzTbain4uRxXLFpaND\nMzwRaErFIhZhDEboaTDewqiFjbcJoHWA+ApGKiDVpXjbpTTTjxCscJhrFXw3XJ0QMPwSrtKtNdvE\nBXbWKnpGoioTWSYXvNoOEJxNDlR14SElxgjFmy7DMA7E7CnjYHToUriyGEgna7KDg/mM8bVTkig4\n4bVgMukuZaI49saRvdjQloxoMbJWyZQhk71HPIzZ2n/rPMDotmfoxWJB2xoachgGOyPHpkrIW6HR\nBWvNKVop1o51v0aDicSY7YFlUZEq/y4G7DrzeTOvhy0tvqboImemPibdbvSl6AN93zNvuy2c26kB\nUsQ7yMWWNCnRBm+dnzkEDyGYO3fwnma+xzjbZy2Bm4uBV++egouUUglwWqonRcFvzQDYTlCqsjWg\nmTg0mjOpH3DOgwtsxpG+3L/3vHE8cElSRLyIfEZEfrTevyIiPyEiX6nXl3de+0Mi8oyIfFlEvu+B\nR/MQhjCZrJ7pHk7S3FLhxOtNz97REbGbscEKaCKese5kISttrf4ODlaaTL0XqyUgBY/Bcj3WdnK5\ndiNqG9PVOsIk4e7F2mm+2E4exW2XFq0P5ncQILYNrvVIqIYnVSpHctm25XzVV3Rq/IZ509I7pQRH\nL8arGD30UuhLYhTlpFXWLaQAQx7RYSBsRto+05celWzGtK7QRVsSLPtTkvYkMuphINHrSK8jQ1TW\nLtGH83Tv2Wx2LktommbL6jS8hMG1pzbooJlRCwTPOo9skmUZXqHBkdOAUKwVOWyqIa1N9rN5e651\nOrVfJ3h535vkWxOsxtFVSfvgPHlMVmOItfXrw1bmbpJ4d1lonGcWI02A+f6M0DZI17Fxjv3LV9m/\n+gRrnaHza6RwyFgibTuj8WE7jt3ryeNz2j+jM5+MrhryppIheGL75mbHu/F2pIT+IvDFnfs/CPyU\nqn4Q+Kl6Hznv+/BHgP9e5G2oRj6EsS3s6JnF+vS4w7PZDBA8h9euos4z1MJWqqCkmKGpp+qxPldU\na/ZRz+hGisYjBDXw0ZTGOq3oO87Qjw4x2TWg80bVDWLpsSt2u1FHQE00Vcy9qVGttmRTXyJDyYha\nF1/EHI1DLWN4B85bncQcohNJE6+0mddmcLODV/3IrVi418BJK2zSyJATpTLzQnRbN6mEUrxnUCM4\nuaZFYmPZDIaInGLa1rGCiHI2mbGxZNQZ7Xi2v8d66Ildy5CtUt9rZl2SAZUwN+9WPHMJBKwmIdik\n6MWWVc5ZCj5lCn3f03UdwLam0FYR2pTS9iCdWLNarG4wDANttOuJSDYOJnZC9sxCS/SB4IVu1hDn\nHRsp5MazWi/4xo9+jKOnv5mhezd9eJLZ0dOMy0xTjHAXfPO6F+89wdmlEW/Ls1hbt29TMOyBXi4i\n7wH+KPA3dh7+E8AP19s/DPzJncf/lqr2qvosMPk+PJIxnTmmgs5kjDKtNbtgNl0nJycsV2ueev97\nGYsi9QzhFJp8pr83qtmolVJIW1BSFSQV3U4MxoPfASDVs6WvWYKI2ZVHzCIuTG5S9ew/zzArMM+O\neYF99ewVmGVhls/WzVCnht2CsxP21DMvjk4dMzydOstGMDn7ZgA/KDLaxFicZwCWKZmISCmUpEgq\nBPW1FuJqIdTj1RMl4rPgsxDV2+3hjPY9uVZPdYSmaTg9PT33nwzDsC0ChhBYk1nlkU1JaHC4GOxA\nUUdThDY2BG/isz64s6zDm4zalA1OxcupljC5O8UYTU07523HZpcSv1Xixhyv82iyaRTFacQREVWa\nEAmNRxpYlzXX777G7Tuvcm/Z831/5gf40//Of8S3fdefYD22XLn0OH7M2/3xfp/I6fHdi0MIrtrI\nxWCuVg8YD1pT+O+A/xg42HnsiR3h1leBJ+rtR9734f6Y/nhVYGIaVhZbGQtxFlEnnCxOAeXKY49x\n9+Yte3NRE9vc+byk1k4qWnDO1Ju985bS14nAWqECpRgNuzIhdyM4qzeUXEzoNGUoBmZqMoC5QrsK\nvVJ1lGI77rqxItgkIYdMug421rYYLqOIVe0nG7ipNnE1+aoHqPR9MrVp7wxXKA5XxNqlxSHRINxe\nwcWIz7Y9QQLDpq/AIL/VadBYn68QY1UzqfXe2/LBGzjIe8/pYsHBwQHL5ZL5fM4wbhhKYsSIR5Mf\np9c6mUW/PZgbX1vIQ8bHqqAd47b7sFtfSMkO7uVmzeHevhU7a+Y2aS7mMRngKdl117WsFktmc6uJ\nxLY1307naNpI05joaka5dfc2Ly++QHfpCX7Pd/5hKMI3vf8DHPnCZ37i/+LK3iHX18Z03J0YpiJo\nyucnpm33JHhcEWby9VVz/mPAa6r6SyLyB1/vNaqqb7etKI+A7wMYKtFztlQoKvQZXLHCUzdTnEvV\n8QdOT09xh4dcfc9TnFy/xbjZcBw3RBFaKbikZOlYusAthT0nHCC0GYJWEpT3ZC/MpMWRjK+QgWLP\n+1o7WKXEfjeDMeOTI2dh0GxqRS6Z6IpYipw0QzCwU0aZpWKWbl6rFH2pywtXacVGtppAQWixNmz9\nXU7bcobINMUQe40zCLECozgISvHWSg3i8IZKppRMzmpdF2/LJ4JhAVBMwKZmAyLGFxlqi7IMmVYi\nkpR2dsBqM5CbyO1hw7KAFs/MR2KCqIn9xqM6ELuGYbCOgQRPX5eB8zinjJbRbNKa/f19lsslbYw4\ncdv6QRoTM2/SdEGM8LVarXA1uxhcIgaDSTvxrJanzJuWqAaoavZnSO8RiTiZ4d0eXj1uTISSkPEu\nl1yi3PynpHCVfOkb+H3f/2/ywnPPcP0rnyJ0xcQcS/WUVKtKIYVNM6cka4VKMZPaUhI61gndPfjh\n+SDTx3cCf1xEvh/ogEMR+ZvADaky7yLyFPBaff0j7/uwG7tkpOmya8s+UYlBiN7aeqenp3jveeyJ\nx7l75zbD4qRSeXfqAQprTcRiuPYsdaKpbSxRQ+E5Z3UBw7jXs7A4BKEtGa8ZI/IVxKmZ2Lp6UE8p\nowNf7Kw/8TRwvp5SytYFqmiuNnZC9sbFdrXyIXr+L5Ki2+VNqOxJLZbp9GVEqsS5U2rnRCYo57lW\n7JQJnPvsmpEJVZ1oB6dgsGSTaCsOhpLoNbMZMwMFh8dHj8e8MWahI40D+21n3RPfWJen/jYhBMZx\nZNa0nJ6esndwiZOTk22BcxiGbfawt7dHqJyPGCOr9ZpYW6IxWqsxj4kmBDOQ9WG7nYZlSIQwx7ct\n7WxmdZKq+dC2HboR9ucHqCqrxZJSbvHk0Zx3PfUYd19wpBJR56DY4pKilJKgJKL3ppshJmdXdFID\nE7JUTYYHjLesKajqD6nqe1T1/VgB8adV9d/C/B1+oL7sB4Afqbf/LvCvi0grIh/gEfd92J0MpssE\nHNntX08FsVgdko6Pj7m3WXB07Squ69iMRmBxEmql3wqOGymsUXpVUv0+ypl/ZJDaGcBaVKrm5DyW\nzLyJeLXOhS8ZjxIFAmaA6mvR0KM40VpstItXCAV8UnwqNCqmwVBrJ0OxCaLstsBqlhKL0BYhqtCq\ns+titzt12wIXdemRinUEiurWVzJpsZ3Wuy3FfLoA2wMyhLCtso9V5xFn5jijKMsy0lNY55Ekii/F\nqvtOiNjkNaXTwPbzpv9s+i/7NIJ39cC1VmVKg5G9NOMc5Dxu8RETZFtVt3oMuRYWVc1Kb3++V5cV\no4HgHDRtoO0iMUZi24J4QtOwt3/IrDnAu4bgrBA5rE658fILrBd3kLLeFhK32+CrLVzwtXhs2auP\nweoIXUOctYS2oZl1D7zP/0ZwCv8F8H+KyJ8Dngf+bP1Bfkv5Ptwfu9kCnJ3tnDiaxtaOgu18m7rT\nfOBD38Td125x9+YtmnrudZrJQRlxbNCaXtsZzlMqCcvW1F6Z1AHIFBPPUOVynFnRU402bGtbVzvv\ntXNBTfkrT4DqnSB1Rx6F7YGfOZOGG7SgWVFXW53itmrWAriCeVCKoLUIZsaojqYJtm4vxXQa6ucn\ncQSBprZ0UxVtmUxpppgm3KmaH6sD9mxm2zsUo6dP7cdcaeYxeHwaacWWLwHFqdLEBgfEZsakaK2Y\n8e0E7R5zYrY3Z7lYc3BwwGq12hYcp8lotVpBE7cTVGwbVpv1th242Ww42NsjDSN7nWUaYzIVqPl8\nTs4n1h3yvqJkTagnIUiI7B8c0rZ7xNiSF4m7x3f46j//FM9//lc48EpRZ2S3Yn6iBmwD5wzzIGkk\nYScNvEOseo1UN/EHjbfVrFDVf6iqf6zevq2qf1hVP6iq36Oqd3Ze99dU9RtV9cOq+uNv/IkPf+ya\ntE6Fpwm5NsVUCZ9651MRyAfLHl6+8RrNfJ/DK4+RsTNoCDbT9zkxZFt/Jx8YxZYSEv0WEScYJXnq\nehSA4BlrkW7CUUyGLqUUnOjZBaUMPV4LM+8pQ08s5n/YZOjwNDi6ELeFtd3PArYT0W6qP92feA4h\n1HNMLsbnVyuGhjqhmAktFVBkB2bTttv702NFAG/O1+rEPBVr5rIZB3rOWo6bNNqEERpaPHsx0qgS\nycwagzR30abi6C293/W3CI2xRmPbshkGYuMZxg3ilG7WoGRCdIhTmtbaomO1gp9+qwl12TWNcTSq\nkU7qB5p6Vl8tljgPMXpElL29ORlFcaSs9DmTacBFfDtHvefpp9/HrZt3bcmj7pynZ9d1iPfbbKuN\ncZulSvCkYgAmGTLSJ2b5DP/xlvv8r+tI+W0UUxuqaZot5BcmJ+Z0DoO++6d572HMdDGwWffcOTnl\n2pPv4an3vY/ihb6kLe4gIfRFGEQYnGMUZV3GswpzLltWH0CiQPSoeCbjLlWTfy84EGPSTRev0IVI\n4zykzMxHpCIaOxeY1UkhUJcqrgKZsNbdlmeghSS27MkOBgpDyYzTxSxXaIoRt1rxNM565sF7pOi2\ndz+BjaZW3/Sb5myZRUItA6jXWTD8Q8kMJZtTM3ZARu8Nh4Bnv43kccNe2yI50zVmoNKESB7Stk6h\n2aDCy+WS2Lb048CQRkLwjONAjIGURkAJwTMMPTHWAmVd/izWK1wMrIee0DbMZjN8nYTSMG6RhsF5\nmhDougYfDIDlG8t+1Af6kjheLJG2pT28RGjn+GYfF+d8+3d8J8MIhfYcmG3aN8UZN2XCWExLra5p\nq1K1Z99F3jWbP/g+/3U4bn5LxxtNChNe4fViwgAczjrSpjdRjAJf+NWvMDs64omn322ybVoQ8aSi\nbFJiU4p5D3q2aMipvjB9bqG2NL2jqCPhGDIkHLW6AFK1Ces0IRSa6AleII3MYtgiGFtvLMZG7Iwe\nJvRmwTAFdZJIxQ7CcUuywsZQUY+Ds8eyF3xWq1cUm1iCiqkyAaid9V0M5nNQD7BcNSdKXQpMl+yg\nL8b43NS6wbRkmNbUUTwzPHP1tN6ZTFvJW2Pf6APkqpEgluU1TVOhwG47ubvgGYZh24Kc/sepA7JL\nlJoyqem+94ZqnJY6zjnSMG6XDlIRqDEGI5rVrEhEGFJhsdqwyol2vsf84BKPPfkuCDMef+JpZrPL\nrIfavZms5eu+F0IgxIiryMYYI23b0oXIzAUOfcuT8yM+eO0JHjQuJoW3iNcrKsIZyvF+0MjuUmPs\nDd0WYwTxHF2+xOe++AV8iLz3A+8H2L4+a2EsuuUPaHDnCDpBzPdxuzxwjoyQk1IKmBW7iauU+rfu\n1ptjTeM1F9N1cG6LkqTotte+BUmpcSKaKqGmakXH6TLkxKDZyEbO1q6lprJaOxGoCchuPRQrMrOp\nabaqbkVfdg+2KTOYMoY+p+394kwQBW9wy+AMVBXF0eJYHJ9w5egSwzAw70zQta0oxOiD+VLUWoX3\npiy12qyNRFQPaLOqK7StsR4nYNRms9kWF1V1i7KcDvLNZqJ6+XYAABZiSURBVGP1hloHaZpmC4Ca\nmJi+OkJPE4fK2fLz5u1bPP/yS4S2o2lnzPf2me8d0nT7HOxf3i4RvThcCKaRucPNmEKKFauj81w+\nOOTpJ57i0qx94H3+ghD1FrG7bpx2hgkFZ/qNkdY522FTsg6B90QnpDD9ERlPYtws2J97Xnj1OZqm\n4b3f8CFu3LzBYr1gs9mYqOgYaEJLzLAJiXmxs9tQlNEbDmE/dui9NetGzHcRU5GOYil7KIr4maWv\nzjOmniFVWG8MpJLp1OCvSUdcBNVEVAg1Kxld5U8Wq2nMum5rk1cwvUKyYQx2J8ICOF9LnWqXUFuo\nqh7JyjhszLtSxPABYgdVybXW4CvVm+lMrSCOop7gAzPnzIGp8jw8ig4m5nK0d0TaJObN3EhFMXDS\nr/CN5yRvKHstizJSpBjhaDAna4Dcj9uJQZ2w6jcgwlASi81AO2tZjwb3CMWUr1oXjPhVBG1nxuj0\nnmHY0OKYzxqcjsxipBsP6Ls92r19OjU36lsH8FpaMm/mPOUK1597hhsf/ibEz2l0w7Urwqin9AzM\nqkhwlgmebrkgeFY+4VBmObOflce7jqO9lqMYmGmP6IWa829aTEi7qTU51jQziKXi22xhx1PALlSM\nvTMugSq3bt3k2rVrxNPInZu3SJo4SdX1uQiHzm0P1Mn1KYqnCw3juCZmQzMWlFxGxBl1G3GgJt2V\np7pERSxONF4Rj5YzDMZ2++rNaVuU6Uxmh6iBuMB7+w2kThy2refRdtNnGUux6swK1k5Uwy5IVZcq\nWowRqEq6vyYmlhlILUB6nCFBBcaxJzQtOCV2LWm1ZO9gn8ViQRNMrl3FpNhijJRUSCnXtiLkrMRo\nZ/Su63Bq/ynRM4yjZWwOigqLzRo0Mpt1pLFnSIluFlHAxVDxFDtmPXXpNWUcwDaD8GLFYFWhH0bG\naG3k4BzRe44XCwh7aN9XD4u89Z84S/DtNxGsrhSk0DphhgnghDyCZrQkfHMxKfymxW7FfUrnpsdz\nbRwWPcMZwHkptcmMRdUKeNevX+exJ59gPp9z89UbrI8XQGHetXRFGcQ0EsYCaVICKmqFJK1rfDGM\ng4hV6rWYI1XFKZu6NCbVLpV/4cUgy1rOrOWmXa2Apf1ybsMRPXPTDt4bVLsUSpmWVfU99YOmqUao\nAqPUiSl4RlW0Tgy2vq6QUISyI0c+YQx8JS1FL4RsEu1CoY0NOY+0jV37EOmHkRAbxlxsgqzbPZTC\nkIxLgROGZJlBKnmbQeXaauzHkXY2YzX0jCiuOkXPNGzbqPOmIadM05gCNkDJoy31vKeJzbbe4Jyj\n6ew+uaCu4EKkKGxSZlAHQ2KgZ9613L6zAikM/cbwJj7QeDUUKEouEyR94sQEGgczCgcOYhqJJMQZ\nr6VsHnz5cFFTeIs4b9PmtsCVCSfvoxV61J2dVXPO1hKqFeHpsvsZriochabh3r17nJwuufL4EzSH\nB/Q+cG9MbJxjLcKqFiD76jehqrTBagTembhKjLGCekCDQyvAJ5dCaOK2Lz+19lLJjCYHfU6sQ1Vp\nqpakcTFM9dlXzsRUHygpI3pWjAzOm3BJOHM2mpB8xokwPABOrDevhaQGGsro9r4BmHYYm05tInDg\nSqaksW63LUv29m2Z1HbRyFFty3oYKWKtvhBbNkNiVFhteryLtM2MNBbms31KhjQWgm8Y+oQPDUMq\n4APHp0v6lBEfWfcDMbY0MZJqrQhnWg55Gnutk0z7yO5Sc9K1dHW5JaXa/mVFY8PpMFLSUNGQa1zJ\n5KHn7mu32J/vVcNg6yw4sWJl03Q0TYv3gQZHW4lrPisxZ8owksaecRzesCj+enGRKfw6Y9oBfHRk\nV7aptWULNVPgfF9/y26rZ2Cp7L6xL3XHCTz+5FPcunWH1emCW+MAviWGYLN3GVkNPUexYblZM/eR\nkUI2aWIjX2frOtSTrgnKloLfzd9FQM9Qfd57vEwUbkNR5pr7u0pCUgzqXFzNlpLZs00ZhlPLOoyO\n7MiUcxNkLlW7smRSVUemDidX16ot5mLKUGrG5cVES0Jl/rmSKzYDTo9PmM8702mcdxyfnHB0dMTJ\nyQnd3pyT9ZIQA2NKhBjtN88J8Y7N0JNLxnlHPw40XcsqW/dBywSIskmgidHajAhdlV9LavR3J4a9\naF2wAq6zmtJu6zCEgPPGnAzOo2Ounp4eiQ51ER0zs3aGjpk0bIh7B+SxZxw2Js2fE84FghjRvuQq\nvuI9rWaanPE5E2rLNZMRVyje04QLNefftLgfHjtUOXMndrbzaq05h9t2CXa7FhO5B+wMJc7RxgBR\nWNw9ZnW85OrVa3SxYz0sOD5dk8eRmffE6MhjIhHJ44B4t+3jOwxqKE4Y01nv36u1MCW4emDbdqRi\nSk9jqQW3Uqz1qebiVIptTyzurK5QlxsFNeJSjVILDhnjbATvyKNNBOLtdzBvRlvKaDauiMjkxr0D\noxZH0WE7FlEzmqF2TaY2o4GyHKGd0I6GPOz29tmM1trb9AP9kHA+khQzBM4w1tbh1IFwzgRRmibQ\na+VtZBPLAUdJShO8ndUpxK6zTEnEZN4ERG2f8NX3Iroz3sME7prahsF5hrp/KA4fZ2RV1qsVl971\nmP2GztM2gX6zwil0TWAYDFshaozUcUgMKVMKNCSCZlzOtfuQGKWQcEQfzybaB4iL5cOvI3YRhBMA\nZwt/5jxpalp+wFnraTqD+CZuU808jMzaOV4Cr75y3eS724h2LaM4NiWxGnukrn3jvKVXAwwlLeZt\nsFPD2K5xa2Ex1XFOabptiGzrI9P73NSmrHZppWY/6mRbrJzW5DpBpHeeK5wJ0Wxt7qnP1UvjQxVN\nteVIdH4rRksuUJctwXm6EAkqtC6YdkUqeDfVGmpbL0/LNKMsrzcbxpRQMRu8zTggIvTDwGK1MsxF\nKYj3uOoE7mNktdmYOI4We78Txn6g8QEdk31/xR9M/IMJ4Ti1Fqf/eZuB1f1kWm7uLiVLMR3NjDKM\nmTKadNtE0845c3x8THAT8cyWDkYMs/+tbVtbxjJC6knDmlzrJkWE7D3aNLjm60id/u0eu+vCSQps\nOsOUUhjHQuMFLYJ4j9QzsBYhO0vHpRS8c7T14NOcTONRvOHTyWgwzHomEfY899a3Cdmz1sTSZWIe\nuayRvSw0xS4i3nANpZgeoQgpOCQIeZ1N3KS2AkOxNb/TqYW4oSTFqaP02bgX3htqbiiUxmjMi+Up\nsW1putaAPbX70quBdHc1HhIZRDhKDTIoTWjRldIW8L5BspCzEL1UYZQe7wVJCeRMlfh0Hrcgo27W\n0g8DosqGhOs8M6qPZ4jcWy04PDzk3mJBjJE7wwlxP7LsN4iTihXIiBQKhXDYUrzjznLJlatXOV2t\nTDEbTI8yOkpONHuR1aYnREfjjZ150AUurxs7U28UL1Y/Sf1A13WsDwrr0VrGLnlCbIGW0c/o944I\nl2YsXSKnkXZ+xHGcc9ocok7RfsGyJA6vvptxnBFdZL/13H31OXxJuDGjbQtigr1SEv1gStIigivC\nmpHRJZSR0Tlm3jFzyr43V7MHjYtJ4W3GtBTYLgm2XYbXz892QU3TcmL7XOUDTEpFUN0ZRFDnSYqp\nMwVBxbNySlOstdlKQVywBoOvSxTOKM5j0K0cGt5AQE7NYEZEOOnsvlQYdHCmME1djz6utmsUJ2jl\naIylKhPJjtHtzrZO4nLPHSmbVoixYgwwyTOjcgitn3D8EGMt3Lrpt3I8taoaBi6QT9fshWo9hyJS\naBRmPsCo7LV7rO6ecnVvj5OTE/YP9uiXPXshkFNmWC2YTZiIAm5U0mbgapyzvnUP54S9YCKsbRPx\ng7VfYyrkJLTem6djiJTFhn5+1mdNKdHGiLrCKIm9tXWKZg7mXmg1ESUQJCHjhpRneAkUzWz6jG8i\nB01HO440SVlr4vLRIcvTu7TtjNPTY1YrU9T2Esmw5VZYkdKfcTiSElPBpYQXR4MQndBgGhnNhev0\nb15MB/ZEiKHkc8XE++Mc5XoHAamq296933lsO4l4z8YpWZ1RjnOx9bxk1ioEKcz9pOko265AqMSX\n5DPJBrBtg02oRYDLK7edFJxCNP/yrbRYmlX9AmcAqQIVsSg479DNcK5OAsacdAXedayMo2EJVHdb\nsvbZ0SvjmHFO8NV5yzm/rcyTILqIDpm9zsRDLAmpqMuSzzwrh5HONaTVwDx05ORIm0LbOVIq+BLw\no633u6ZhtTRx1ZIzjTrIhrIsSQhYKu8woZhWIqE4SoZZbEh5IMlgNRgKsfOMuceMoD3NcmTetDQK\nTfDmECaDmd8WuLOYsyeeeTejaWeshkzaZN51dJmX753wmqyZNcJrt24xe/xxblx/ldPTezSpx48j\nvumsZjFaZuWrLgcITTEnLBkL0ZlPZYMB2hoXabnwkvxNi63YRylbVuD97MEpti0qq0ShWip2vb6g\nVuqdF1NaLmdtLYrinTK5WKp3jJpYABvNVljMxUxoMZCTHZSKL0B7Bs12VUWJSo2eag6ZSoMGcjEc\nwhbXX3EKuZg/46RhWKbsRtl6X7qpcyEOFcepU7Qa2cKZVwFYPUZLgcZX6bKBpm23ywdqNV0UinMM\nHpKe6Sl673E5cFoKEj0p6VYEpZRCn3tkFlmRkcYRY8tyGNDgbZKat/SY/V83m5GzmdzEmYmlaDQI\nuKZsjEaF2LRkB818n9AvKn25SssnrdwKWAVwbcdGlb4JNHsdvVNGEtErg0BZL3ni4JDHj45QaRlU\nCNHx/nc9xXw9Q8cVeXPCsJ7x6stfQxlNNDdUkh2TOxTnVK2zwIiJ6zbiGINnCAHftAxtJHQPruZ8\nMSm8RUyFoV0TjgkLv0sxnjoSaNlCdL3sYNMdCAZYCr7KlYczHsXu9fQ9M1UyhVFBMTNZEPuj+7Ut\nCTARlaBAAUkKCnvqzzAWxQg0zntDQJbMcdeeiYxu57NJIVI5SLUg1r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PvTBd73AyT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K+5zfeeAPVSu8TtSpfdvWlvPTSo8jeevTOLy8m6kRIr5vzM5/4aT73uScUnMM6/CSiDWed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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7facea084ad0>"
       "<matplotlib.figure.Figure at 0x7f29843c57d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "yaw, pitch, roll:  38.0115839199 6.53680266309 20.6054051881\n"
     ]
    }
   ],
   "source": [
    "# For pose we have [pitch yaw roll tdx tdy tdz scale_factor]\n",
    "from math import cos, sin\n",
    "\n",
    "img_name = 'AFW_91328372_1_1'\n",
    "img_path = os.path.join(AFW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFW, img_name + '.mat')\n",
    "img_name = '/Data/nruiz9/data/facial_landmarks/AFLW/aflw_cropped/0/image07267'\n",
    "img_path = os.path.join(img_name + '.jpg')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "\n",
    "annot_file = open(img_name + '.txt')\n",
    "annot = annot_file.readline().strip('\\n').split(' ')\n",
    "yaw = float(annot[1]) * 180 / np.pi\n",
    "pitch = float(annot[2]) * 180 / np.pi\n",
    "roll = float(annot[3]) * 180 / np.pi\n",
    "# if yaw < 0:\n",
    "#     roll *= -1\n",
    "    \n",
    "roll = -roll\n",
    "\n",
    "utils.plot_pose_cube(img, yaw, pitch, roll)\n",
    "\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "frame = img\n",
    "pose_params = mat['Pose_Para'][0]\n",
    "\n",
    "print pose_params.tolist()\n",
    "pitch, yaw, roll, tdx, tdy, tdz, scale = pose_params\n",
    "\n",
    "size = 150\n",
    "\n",
    "p = pitch\n",
    "y = -yaw\n",
    "r = roll\n",
    "\n",
    "if y < 0:\n",
    "    face_x = tdx - 0.50 * size\n",
    "    face_y = tdy - 0.50 * size\n",
    "else:\n",
    "    face_x = tdx - 0.50 * size\n",
    "    face_y = tdy - 0.50 * size\n",
    "    \n",
    "\n",
    "print p, y ,r\n",
    "\n",
    "x1 = size * (cos(y) * cos(r)) + face_x\n",
    "y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y\n",
    "\n",
    "x2 = size * (-cos(y) * sin(r)) + face_x\n",
    "y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y\n",
    "\n",
    "x3 = size * (sin(y)) + face_x\n",
    "y3 = size * (-cos(y) * sin(p)) + face_y\n",
    "\n",
    "print((x1, y1), (x2, y2), (x3, y3), face_x, face_y)\n",
    "# Draw base in red\n",
    "cv2.line(frame, (int(face_x), int(face_y)), (int(x1),int(y1)),(255,0,0),3)\n",
    "cv2.line(frame, (int(face_x), int(face_y)), (int(x2),int(y2)),(255,0,0),3)\n",
    "cv2.line(frame, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(255,0,0),3)\n",
    "cv2.line(frame, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(255,0,0),3)\n",
    "# Draw pillars in blue\n",
    "cv2.line(frame, (int(face_x), int(face_y)), (int(x3),int(y3)),(0,0,255),2)\n",
    "cv2.line(frame, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(0,0,255),2)\n",
    "cv2.line(frame, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(0,0,255),2)\n",
    "cv2.line(frame, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,0,255),2)\n",
    "# Draw top in green\n",
    "cv2.line(frame, (int(x3+x1-face_x),int(y3+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "cv2.line(frame, (int(x2+x3-face_x),int(y2+y3-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "cv2.line(frame, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
    "cv2.line(frame, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
    "\n",
    "plt.imshow(frame)\n",
    "plt.show()"
    "plt.imshow(img)\n",
    "plt.show()\n",
    "print 'yaw, pitch, roll: ', yaw, pitch, roll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true