natanielruiz
2017-10-26 f415df3448622f30c3d1eb680596871672b38dac
practice/.ipynb_checkpoints/BIWI-checkpoint.ipynb
@@ -2,7 +2,7 @@
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
@@ -26,7 +26,7 @@
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
@@ -73,18 +73,60 @@
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "execution_count": 133,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '/Data/nruiz9/data/facial_landmarks/biwi/'"
    "def draw_axis(img, yaw, pitch, roll, tdx=None, tdy=None, size = 100):\n",
    "\n",
    "    pitch = pitch * np.pi / 180\n",
    "    yaw = -(yaw * np.pi / 180)\n",
    "    roll = roll * np.pi / 180\n",
    "\n",
    "    if tdx != None and tdy != None:\n",
    "        tdx = tdx\n",
    "        tdy = tdy\n",
    "    else:\n",
    "        height, width = img.shape[:2]\n",
    "        tdx = width / 2\n",
    "        tdy = height / 2\n",
    "        \n",
    "    # X-Axis pointing to right. drawn in red\n",
    "    x1 = size * (cos(yaw) * cos(roll)) + tdx\n",
    "    y1 = size * (cos(pitch) * sin(roll) + cos(roll) * sin(pitch) * sin(yaw)) + tdy\n",
    "\n",
    "    # Y-Axis | drawn in green\n",
    "    #        v\n",
    "    x2 = size * (-cos(yaw) * sin(roll)) + tdx\n",
    "    y2 = size * (cos(pitch) * cos(roll) - sin(pitch) * sin(yaw) * sin(roll)) + tdy\n",
    "\n",
    "    # Z-Axis (out of the screen) drawn in blue\n",
    "    x3 = size * (sin(yaw)) + tdx\n",
    "    y3 = size * (-cos(yaw) * sin(pitch)) + tdy\n",
    "\n",
    "    cv2.line(img, (int(tdx), int(tdy)), (int(x1),int(y1)),(0,0,255),3)\n",
    "    cv2.line(img, (int(tdx), int(tdy)), (int(x2),int(y2)),(0,255,0),3)\n",
    "    cv2.line(img, (int(tdx), int(tdy)), (int(x3),int(y3)),(255,0,0),2)\n",
    "    \n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "execution_count": 134,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '../data/biwi/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "collapsed": false,
    "scrolled": true
@@ -94,17 +136,17 @@
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.459275 -0.411003 -0.787492]\n",
      " [-0.109892  0.853422 -0.509504]\n",
      " [ 0.88147   0.320542  0.34679 ]] [ 155.99    91.952  893.205]\n",
      "-61.8202088477 -42.7475607399 13.4563287228\n"
      "[[ 0.882269 -0.323144 -0.342315]\n",
      " [ 0.418743  0.87096   0.257067]\n",
      " [ 0.215072 -0.370144  0.903735]] [  121.636   129.474  1200.2  ]\n",
      "-12.4197545983 22.2726024951 25.3899769953\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD8CAYAAADzEfagAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrIPmGmusscb7wP8B3gaXXvUxusoAAAAASUVORK5CYII=\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU0AAAD8CAYAAADzEfagAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvduvbVdy3verGmPOtfc+dx6Sh5dmk31vdTfVLSlpXQwn\nlgJFtiHYCJIgyYMDJA9+cPIH5B/Ie/IW+DF5SKDkIQhsGXGCGEggyLYEW25Lrb5KzWaz2TzkIc9l\n773WmnOMqjxUjbV3tyI1GwglCtgDIM9t7TXnHHOMqq+++qqGuDtX42pcjatxNd7f0L/oG7gaV+Nq\nXI2/TOPKaF6Nq3E1rsZPMK6M5tW4GlfjavwE48poXo2rcTWuxk8wrozm1bgaV+Nq/ATjymhejatx\nNa7GTzA+MKMpIn9dRL4uIt8Skf/qg7rO1bgaV+Nq/HkO+SB0miJSgG8Avwp8D/gd4D9x96/+/36x\nq3E1rsbV+HMcHxTS/DLwLXf/I3dfgP8J+Nsf0LWuxtW4Glfjz23UD+h7XwRev/Tn7wE//6d9+Nq1\nE799+xYC/DDulUu/9/iTCO7xe3dwHOj0prTlPbofo5uJaSBoEQRB5OK7D9/qAgKCIkVAFMEvfSJ/\nLyCXbswv/9uP/C1/4inG5+RHPvf/PXx83C99Uz6soIwn/pGf+pHv9x+61A/9hF/cv+QV/PJ9H657\n+Tl++PsvnlTy98YPzcXhA45b3I/75bm69G1y8ZyC5/NfugOPyY/Pd9pqLEsjvk5wN7RObIqybg0p\nRtUKRxU9TKbRrdFX6NYPMyQIWgoqhVKFUjTf1OXn/ZG1cLjbH11NzsWr84sHA8QFl/zXw6voXF4r\nwvj8pXkfc3Zp6v7sPXLpPsV/6F/H8/7wfV/M/MWn4E8+28X7iXdz6TrOpc2R/+Z+6Vkuf+WfvPt4\n3X7xrOOx/dJcMtaa5R64mDWwS+vwR6/xp+1JcAzQ3HAx7r/97jvu/gw/ZnxQRvPHDhH5u8DfBbh1\n6yb/xd/7z3CXfJUFz4k3AHFUQKzGWtQWG6wL3ZzODu8rfVd47Zu/wXe+cpfbf+1VXpwK2mFTNxQF\ntCMC6npYpOIFsYLYhunZI6Z5QzEB6QiO2BFWjCIl13nFWWPSxRFX3BwXi42R70ABbMKlMV6ui+GA\nOrgY4oJ5RTAEwzCg4KKIxU91IVfRkhsxDZRVwBDt4I77MKjjHhwwzA0xp1n8vbnnQsnPueXH9bBQ\nwTEBo8efLZ85vFRcxaHk0oslWBCPd4csmAuK4dax1ljWFVhwrsXzisW9iuNUxPxgHI0NzhlCPWxW\nEcOtUcsZ3/zXb/Nw2WJFMcDa07z06h2eeVThhaeZy8rjR++wEcGt0HHa+i7L9pwfvLllcQMtQEfn\nuxzN1zk5Pub285XbR8dU97hHrzgFFccueU2l4xS6O8UdBVYpSHeQhnjBpR9eQ0FYMVQMN1AmkAXE\ncN8jzLjMiAvqHVNHUZx4Jy6GiCB0VI5YBZQFcFRn3MBlRaUipogudKkoIGkU3I9BVkRirYJSD8am\n5dwLLgregQnyOZVOr6DuSBcosVrFlTAhPSbGSz6j4VqAFafjbMADuMSCKnFf1pDiuFdwxb2BLDg3\ncFoudcdFUQHzhpjGZyR+pklncqNTMJTqfthnYgtQcW3gBUdQB5NctzaDn4M3vAv/zX/3P772fmzX\nB2U03wBeuvTnj+TfHYa7/33g7wO8+OLzPjxfoMgFlwKuiCh4jQcTjQWJxoSLULQjvsG0IseNj3/m\nb1Hu/Uve+83f5l+89Ak+8Zk73C7O5IVqjlADdYqg5iiGidOrwUPFT6Ce3KXaOUJsVFUwHFFJo+Q/\nhDxFHMdQq5gY4j3/Loyny4TR4nncw+An+lXvhPmZEG/AhPiCS4/P+sA+mqC35PU7omCu6Y3TmHpD\nZGYs+FjYdthkUDFZw8g6jEVvohT1S0bUEFbwKZFEQaTlpg/k5B4OwNKYh8lbYnNJBZ8QXakTWF9o\nruBrzppdArcdUbkwECy4z2HEpSNimAvCCZ3C889vWV4XnnBGwZD6kB/83lMc/ep1Tl77Lg8eKjtr\nPLljbEqlmqJ+jaPrzj0zvscSG5JCX/es0tihPHngzPecG3IdVOJ94ZDv1CkgPZ5TuDTnjtBQddwt\nEV0FWq6AhqigVnApuHegI14RbgAduoN0OrHGu4AMYwTggrHJe/GIilzifbgBU66qCm6JxzSMhxri\n+1iPsmLMuDuuGnvBajhe8XSeiktPo15AFO+Oi4CCdNLzh9G8QIAa31tauNN05OqGU9KQFSgFoeMF\n3GJ+HMJgMyMsiFuiWqV7fAdCvBeeAh7jYhRAKZg5WjqWlkRRkOu4LGAbYhdYWpmOmGDsQQSxGdx+\nnE07jA+K0/wd4FMi8jGJHfwfA//bn/ZhQXLyBKRguglDmZ4Wb4FyWngnLDa/uqIyo6VQtFKkUDa3\neeXeL/PZv/FX2Hy3cv3+KetbytIbrUP3Ru/h8Z2Ke8EMsI71J6xPzlhO32H1HSaCqILF4jTTiw2j\nuaiGVztMpSZCKlhJcOgNvIeXVAmHIBW3koFeB1/COMka/048v7jEXztpRHPOSqJyl/gvryscIWyA\nME7qClJQZrROqIJKoCdRRWQDKOoTtJqGLzar+Iz4BMyITahNDIpAXC42gvTY4BKbw6hhXGQNkKyK\nTjMqRxdhm4e/HgZ6oORAzIqIIdJRBKzk33WwwrWnPsLzzzaObab5BnBa/QZ/9P98myc3KrOcspw9\n4sF3Vk4fPgKZmTfXODp6hWdfvc7tZcuq+5yzPa2trLzD9tR49DDQUaCcFs/lhAOAnI8JPDZrUXB3\nilvYUL+OoTgtH87oPqGm4XitpZ0t+fQN83CKbhrvxAV3TUMywuqMMlxRlzCcrmHQRGOBuOGyBLgg\nUaY7WCB7VQs06ImWbYW+kFA1DM0PRdox5+HoBczi66QgaUyRlXDqM+Jr7FWbsF4jiqMCsZ7FHPcV\n+oqZ4aa4VlwLrh0TAiwwo17z2UinnVGdK/hZPt+ckR44GgaZo9xThkvPdxHAwtUwsfgsgngFr7jd\nxH4kfP+zxgdiNN29Af8l8L8Dfwj8hrv/wZ/xE6gKKhPiFQssk2HMmuGrI5phkoF5TRqkI+TP6hFa\nFJVGee4ZfuGvf4YXXv0CR3d+k9N3Gtu24j15Le84C50Vp+FqOAvGjn72hOVxZ1m2dAyVHgvGOmI1\nDVhMuLgmStNAExLwy5ji0aTF8zEh6mn4WiDFA3qRXHwlEV4Y2TBIETCLCIiEoRchAkgiUk/UIwzE\n14ANwgQ1DWop4AWRilBi0YkhsiKsqGyh7HOB1rynQNHCGSJLBgMX7JgwFnOJUJAIIYVAEJ6LvPuE\n1g116lQxcMdYwaaYQ4mgHFlzf/jB4ECgm5KLOq5YuPncZ3jh6XOuL1OEpHUCOeOt7yjl7kfYbM+5\nd+sJd68/zebWDeqRo75n7be49YV7HO1mVBz1LW471n1nsYecP6psa6eUwddZICmpY6ki3gmHVumW\n70MlHWIgY6Hm/GWUAJhqvA+PbTuiK8Qp2rF6CW37mohpzWk3igO+hOHJtaWWtIfPQSkJiMwRoUm8\n40CnE1iiSGq+Y8VkBikZOSSyTcfmTPEKTFGvmITBhQ4+J82z5H44QzSNl4yl0nAi+mKsHzKCwNIg\ntwBNHAeS9Yqzx0rsARNDPfZT0Ar5EqyBh2PqAqiHg9N9zDWKMcfHa8OLAAWTGs/vY880RE9jvt7n\n+MB0mu7+m+7+aXf/hLv/13/mZw/opoEmvydG1wWXKQ2LhnGQnBxf8A5mJRBg8qETBdGCLJ1lNnQD\nT7/897B3vsrv/cYb/PHDc7pC605Jjq/jeFdMJK+7p+8fs3tvy/mTLbtuuJCoco97LChNhCYCPa+v\nGd4IPUPjQq48esJEF8EF9kVQDx4KNmFIEdQLBQ0j54VYwIb6RHHLBIfRJfxo8ULxCZGWxsVApuCR\nrIbRkQhZwsEoVWYmGXzqCSaVLvWA8GN9atIkFSMWcJGBbiL4kzQY7iXDMT2E7uWwMI1iRxS5zrQ5\nYdIZYcK00FAwxaygtkFFkEzICUeJPiMJ5mmWnRVUuP3KT/PKTxnP7naRcOrO2cM3+Gdvf4eXv3yP\nWy/+DFoFdu8i3ln8nIdPHrH7wcrNu9eY6nHyp0ZfH9HP9+z2b/H6a+c8WRqrlIP9NtYLKtgrmCPS\ncTVEhSnfk14salzBzMKJ4xQDNwGpKDWggU+IO+ZE+G4FseAWjYL5Cd3DCHTiXYpeGNyCgM3JnQea\nNd8l/5wI0UsAA1d6EXqseLpHaB/vtl2gLScckReEGS+B/IOWGVFQC+fgm+RbJ1ZKOA7PKJqKeo98\nBEcoJZI+DEdS6UQkV1ypfUFlPlAERqFnQs0xmsc6E3G6bOhlTp5UY31IcJbqBXVDfRcEhZWYdxOs\nO4uDlMqsQpVNrLH1/Yfnf2GJoB8ejroekj6S3J9mGGcaD6Q2eM9IwoQHi7ApvI/Si6aXdm7NStEZ\nWuMTv/hlnnv5B3zjn77G116Az37qVc7X5NIAkUE8kwmcDuzoZ7BrjXptpmwqxScwx+h0DcugGOlm\nExuFAQ2vGQ4egyn5R6OhHuxNINHgpMy3oCUwpPghGTQSi2aBZsQr4hG69nDbge8cgh7IMIbBM0qE\nKYkc46bsYIxkhMz0wwXFSlJKAw3FfXjyrIZSxeneY+7zc2aSoTqYSFoOp9NjjqjoplCXc1ryu+Oz\nYcBroo8I2JVM9jDuMUgBN6dL5dqdz3D+yT/k+DvKfupoWZgfCP/HfItfvPOExbY8+qOVJ9KYrXCr\nLOj167x49zpH5+f89usLEw38CCsL6xZmX3lj6rz8jNKE4L7FKcIlNJa8oQeCaYny1Ve6JGvdCQeD\nstApONVhTbOFlwyrS6xgj9WjCHYweJJz64ivmZgWRAQTJ0xdSSM+9ocED5yuRxB6g1Iqpa30DFAR\nYg1LmN94roL5ks57j0tFLHOgGdEYHia/CxSl24rLUCvE+hDRzAFY8rwtWDVAJd407qhozKk0kCmQ\nsztdJoTOkUPP56qiYD159QCaKoL5YeknHxt0AyWen76wuDBJCfCgsTebL5h58rt/8ZzmTzQEoScP\nM3EBt80lDYZnSCSxYWTwn7GxzKHTQIRZgpQXL5TjI1QK7kaRu9x8+dP8zN+4wQvTE77xrceUfWM1\ng+6sEYHDmEQ3nI6VHft2yu7JKfuzhcZAFw3FUHMCY+Rkih8STZ73hwVycgb/Gd560PWHKC1DaRJd\nuXiQ15YeVFoY1DSCmlcei9FFg+fFcW8ZWluGaoUqJVCBRGiGJmosPVE8GTYqXgUrgidhrwPxStAJ\nIkqTgknBXDDL7LtEjqAOPs2NqqDFKeKIRCJA5ylRcRjdGY8EEhl5uCDeIvPtgxIIQ2EiqTCYkGZ8\n5LlnYVM5XgJVTdW59oPHvH17T3/zMQ8efZvTB++hpyfcfuUuz774DMfHN1juTLywP8GZsCLY2qB3\ndn5Of3TO64+3aGlUIWmGEj5AnC49KHYCWQ0UahJcZ+DiQD8iEW84QhNJqoWMjgxx6IHDgNBmuJP8\nZ8toKGkYr5iXQFyugepi2WFWcdfglAdCz++mltwnHRejaTrQdKLiFZe4g+Ig1ECriV7Dl4YRKiji\ngbAxjRSQJ91ziRt0Cz7YLaQ9JV5jUL90Oj2dw6Ct4rmNiBwNWJC0A4mDU5UQkd9KB1Qsr5336I65\nYU0Ir6dsamEuFZUpFBVtxbphtLhmf//48UNhNBFQdUxhzbBODx62Z2jmNJw+VqcE8atuYUi70AW6\nG7aC7xUtldlis2lRxCrl5pf4+M/+AsfymH/y2ps8frQHFMyw3unNcF9DRqSBLNQXvG+xx1uWdk4r\nNeRBHvq/1RQzoSeZrrnp3VO25BHel8RMF0ZBSQtLJIoiHA8jFwvlADVdkpOSXFjhXdWVGRAPFINo\nyIwkNo0BknPQ0pgXjxBdEFSVIhqcMiWNo+Y1UxZkEll614MBh+DriiuFQhFBPf4bwNUT6zS32LCS\nSLR3qh5RaolrQ4agJSRRCENfC8acdD5uVAPrl5SnvbKuN/m5l444nwsbA3wP5TGnv/uQ9qVneZkb\n/NX/4Kf4mX/7Gjc213FTdm1hvwjzp4Vb58eodXqJTdT3W7Z9j7/XuH/W2YoT+0+wLrhF4lKSezcy\n85z8s/lwZDlXPsLpoGsCnEca2jLhw2Fl2MG5duegSS4ZXfhhDTkjeRNJjxR/WeyWcEWDMrIAcrLG\ntdyplnOY77ZYSNPcOi5JsUgBDw1ARCjxjYrSVNi75J4sB23lSOQlYsD7FEbdco4yMDfCiBYbzxLm\n2D1Y8TDXIemqTvDmXVAN1K8Wfz/UGysFc0W6YRZIVrVSSsQrmNJbAqPuuC20bvQ1QG4t799cfTiM\npsfLdpec0OB6OHgYAVE2MrSRicdTNmMeML2k1+0YpwJehSWWHKVUprqh6ozU5/nSz77Irz/b+e4P\nXuNb334HXRYawUFZt5BppGUa0mqXheWtPfv3zlm109MQinn85/EMqydrM5IqGovecuNE5jk8rKZB\nkHxOVxtpmkNcrupAAdVAiupMMriVCF9doPvYLPH3IiRHGNOsHmhuCMNFSiBbGaZ+8LrO0EwWIlET\nAHPoUcc1iHvSzEYOEXpKRYorKhrvRkCYB9mFuzLXQqnhIDK1EgjGwtC7xvdEVtcDdalxyJ2507XQ\n2LDcucNfuXfMAwHRhtPYb5+w/YpQ/s6XOX/tWd6+v/Dudsf5ume7rOy3SjlvbD5xzMm+MLfAP9b3\nWD9ju9vx7rudtXUmQGmgjqpRpSRDDCPtEKm/CI1FJR1m/B3I4f/pEy+GhIHw1CP38TmZIjky1kNu\nltD+B4gwDzNLJiBDorWmsuTCIIuGQYlEURiq7hIRmWvqUIOIDSXLoFM6VSL6M0m0jFOsM6mhuqIa\ncryugmpJjlFAKlrCcQgj6dkoGJNUkCkkViQXbgUpUKQHAk/nOeIMlFScaFI6BRPFKaGtdQMV6lyY\naxQtmIfB7t7pvtL7wtpXMKMoTBXKXNDy/k3hh4TTFJASr8Ohjsqc1Ae6aEiDUvvo4ggrIjVgvHuG\njLBowWzi5lGEgu4a1JFcA7ahSStOOf4I8ul7/Duf2fP9t7/Cd/7v+9TPfp47dxdOOnQTinSKzLEJ\nxbCyILWzbs9pu8J0dEQ9PmauE+KFFaN6jbUmkdkb4UroLsNzIyP3PUKpAr4cMpNdUq7hISVxVpAh\nNiadSYQuKoImpRqBmGIypEwjU5vIVCJ8DQRbEATXnp8JyZAZTEjKOAbPFtcMgx2/VwuZjckSWUol\nuGg0N4JgBUqP0L/7dmyNQ2jVKJR6zFQXytJYG6GCoGPJbWsKkd3CzaiVzAjvgTkpERA/wZ874lee\n+R5f/2cP2N84YrdZePvxfZ78I+fei++wWVbevv+YZ3eG3BLuHD2DvPQqle/yHrd4880nPLEVykpf\nVralszlz3nit8+InJk4SBXcWnIlikSGfROgitET6TmoCM7pR9kn3yIVBBETmjEZCq2s+0THK4OQy\nERVmdIWRvTagdCogMoUSwQvKBmGfVVVJBQlJZax4CVrL6bgUCmusQc+1gCc1HYUXsX4jgaQSUYiX\nQGuR7NuAr/E8vVO8Bx3hyeMTFBdlOkQtgtA11hkOqpKSso4Xw9ngrAlanCYezpfQsIbvmDB68Lje\nIsvJcST9TLG+jfm2FUMoPRBpx5BqbFSBo1zgWXyilzSxP2Z8OJAmnmFMCV2kWnrNoUXMUimvGRJp\nqB5kxjV8WOI0zDrL2lHvEYJ4ekzZ04HtdktriX409JIvPPtzfO5XXmR5+7/nj79hvN3P6NJo1uns\nItmRHJQf7tho5wvrI6OZ0L1GaOsr3lbchvbtUiWEc0BjF9UeEHKjLKvzI8KYRjY6eK+jSzMFSMMt\n1GfQMmkVSRZc0Uw0qQMaxP1BJB/Zi3A6yapKokGGHCk3DpeR47BOGbYHfKiEpg6iviR+Loz/gvT9\ngZ6ADfENF+iho6AzcEwpUyLzJd9mpBsizjUOAtXE/eJzIpD4zk7IeEt9jo9/8Q7XzpegeOoZ548e\n8oP7e5Z54qmHxrO/9jHmj36R+tzTtPUJ58sxesu5ceeYYztFPKpL2tro6ylt3XH65DFdklLxDVFk\nkXOS1SjhUSbEYw6Chw9kZRIK1iHJGgUK41uiAm3FpFEI8bv7irKkkdvmlVKQnoiwW+h/Q9e5y8B8\nQpgQE/CGDAvlwkGDi+AyHZzn4TYYidU1dI1KUD7iRLXOGoJxQFgOaDucQLwJU4deMxJ03OO+hH1o\nnnvJUD49s4xEakcsJFZuAj4jssEleU2vB8Toaayp11DZQFmwvsPbOd46vXesN6Qnaq3AJBQpUWar\nDU0dcb+M+t/H+NAYzSB4g6sMcHMhMAk9YbCao9rCSw0DNYhkgmsxX/FekXIcBqG3XOhK80p/0mBd\nmVQoUimyQShMdz7Jxz73n3Nt/S3ufw1+8N7ETqA1p3lIlNyIUi96atAWenvI/sEpi5zRWZJPzHKv\nSG+kXrHgGsmXMemhx8vcsJQk2kOfhq/x72liY2FaiH59wlHUlNA5loPbCPFuRZjCOPng0iK0D8Mt\nuFQONUuuIRSmIlrjV2aCHRsSqijxO1B0fjEXmbYk1JQj616CdBcQ7WGUE18HT70EzcKCl47USi3J\nqWZIhS0hupc5SgRFDxlSo6T8JWuIKYSSYsPm1h2e++zTTK1T2VLKe+zfeZMHZy/zkb/9y8jrd1jP\nHvDoySnb1djujXV3xNEtuHPbQkzWlMI5/fwxi285e2fidL+nj0ovT44AobuHYfJO4v+gRZKQ8aFH\nJd/94H3oOFPItXom2Dz1tDlbntrKcDqaiHXNgoaQg8X7G9nf5OdJTt7CKBpT7BUb6hSLNeqGastC\nAsfscSRnfEqnfQIEPg0ePyqi3BW6pEwurz2Mj5EUgaXu9igiHObDeg7uO4pLXCoiJ/E8YgxdNroi\ntuAWkr6IxpZIgZYNWqLcsvsCbcFYaJbCed8hEsnHMmvSJYnxDcRDyihMCdim922tPiRGU6LKoGSo\n6XLQmSWsyFAhOD+R8JZ+yFHuKElcuzi6OjIVkNCNqR/Hzy47tLxNmdZIfGhkoAuVwsTdZ2Y+//P/\nES/d/ufs3/gHvPW9uxFGWse8YZYJoq54D72gSadxxnL/lGXd0jQEwy4N9xXzloZLItTOmElFD8iO\n1D6OksHipNh2AgkDyQhNZOEgbBoZ0CFPybkMUU44oUCmhmuHA7LRiw09eNMSFSMFDrxpVA6N8DwW\nWNyEpqQkNXsquGadfUSVYQBG9ZNPyWt5oGoBZKJSk1MLbW2ZZmoVyiHAD2dqWGanNTWMJZ9s/Ndj\nhoTAz+2YW0+fcPP4GO2Ry9Yyc/rmP+CtN/6IB49fY/9ky+n2jCdnDVZh0ptcn5/n7vO/xLyN5KJa\nxWWmny/sznc8enfPqS2Hq2I9nByknrYeeGj3OVF7oDVhFCFknXWwivHzoiE1s4lCicKAnhpRyXDe\nJ5yeNEvNNbASFWQtQl9zQr5kh6y6a5YgDIfH0P3GOhpib09Fh+sdRqUXDlHSC2oTsEkaIKRSLjWS\ndwwdafCNI+K42N7tQpgekA+0Hpw4NPDz/PAca91nWhe8xzpQAWpBy12KhOyw8xizhjewprB4shpG\nLZssONHIj4gzeQVm2iFrUGLPIaheRHM/bnxojCYDOUkNcToRpgYxnXXoerEoRRw0Fp2zIZZWw5Yt\nstmniLbT3CIskM6yGr3eQ+oR3QEKohNVC0ULItc5um68/MW/w8d+6meZHv23fP2BclaC+gj+OKUS\nobqL0Fj2mJ6zPDxj//A0SjC94D4lOs2MpwUNEdlzDU5sxEVZZTKyBLHwOmKjG84Uomo2kfmWi0og\nNO5GUu50WLSSuoPRtCGXyggro8oq6Yv0vJT8jjSKUkoqkzySPh460kBWIMMAewuUqvUimhY/hPlx\nzU0mk4hNLiFJsSEH0GvINKNDtIxeiL4lkHP8Q9Algg/iNdeRB3Uglb4+w/PPH3FSj8ANkQX0Fm98\n/V1Ob1/Hz7fw7lvc1plr1485vj0zXbtNPVo5vnWNTfGQYtHAd6y8y/mjzqNHe3Y6ogM5yIaQHotE\n1tQJ7sPZyYxrD4eSjUBcBoc/Nm+E/UpUilEK6HR43DCw5eI7MUx68Hr0QEuHrHr0GLjgJCUdXkup\n2XCum1hf3pP+GrKdLZlaiu+RFfOs6GEN+kVDWyzaQNvI5R8QaKysmmWRKbbKpK17Sx58jWcpPTHR\nQN5bmodGGg8dtUxCmSbMHbNzenesG70bfY2yTChIPaHohObcjqYn3XvO/R5jFw4kk1NjR4jt3re1\n+pAkgi4oK0tOzOgRzrpEXa+QpmoUTkbAMDaJUHBZ8aUyzUEIr5lBNIHGTHn3CfXpCaEk+R2b2kWI\nGpyjWCAV7j7/czz14idZfv9f8Y/+5cLt8hRf/NRTNC2UnpVLJlCneLkSZXp9v9Duz/id69TaKBJG\nhR7VNatm0CstSIXUxsUG7JDJgIyAWdWyOihpBmlJZUS410VT3+i4CaIlsrw+wuVAOtFiLcK7itFl\n1PG2WFijdtwFtDBZC22gaxg+z6YkGqi2ZUOL2NAV0Z61xXuKKCuJ8AiubqBf8aMDx2ZyIdKW1GWi\nG+qmUJeVxZaQImU4O2ZF3Zg6eBmBXJgMcafku3Wco7vP8dmnZv74tx/w/bkxa+f08SMefbPxSx8/\nYf/UR7Dvr+xXR/sep2Fr58bz1zh5t/DwwZbH00KhsJ53/OQhvHOC7E+wFztPtcLi0CSUEo5SPN5p\nl04gvkZw2zV4QY/QUFkPoWnxFZPRTgKqrzQhK8rSHPkKzPH+TZkIPxOi85aOaQonm0nBdtBVRmTi\nWXboUgPxG6DKzoUjwnippqXuDqx4rbHXTHKThnxMMnKIOvc1koleRpiRWGBFkmt3AjDE6kx5FJ1i\nYNJxK7SUcdVpxZmZpQQe7kuE293xFijTSgetTNN0cJrihprgJXoo2HAEmaWPcn/DSwln2KNHQ9Sv\n/yUTtyNYQ6k+AAAgAElEQVREGJOyB5cIvIuldksEk0Cd6+DnPDRdWMo7qmACj1elaDkIp0eVgnEK\ny3l0RUpn6w41QQ5aKEXQClWVUgpi16mfeZV/70u3uL2+w//wtQf4JHQavWfdbM9GEwdv20F2rO9s\nWR6NbkWZOXRHLcsgs1TyoPRghPBZMCihPS9CpiIjRIk8jh7QY0TCyioazTi8RbZapkthrRyuA0If\nnFqw92m0leKVUbppEuhOimRjD0VSbB9fM7jWJA8ylhQXRmOxA6ocmsvkbQ9w2AeKssyzhlbXS4FN\nodTYgD0RpA7uTBUrnh1tRkHehbZx3F7pivA8r/ybd3jl7BFuSq0L5eGWf/xdhft7Hp6vvPv4nCeP\n32V31tivC5vjO7z0ym3u3amsS6TMkB3LsrJbdjx+eM6T7Sk76eigUywKIkw871cPoerQtQ5eNxrQ\npMmTzqp+kA2JOk2EVSTetwNe6CZZNRUMYsuM/UjDuJXo8GbhPFYnIhuL95JBNRRBSz9I0YobR1hG\nZlmnbh4Lr4RDDh420GLxEig2N9How+AMrWbP5GuE75E3TN0xsM1VE1rmuM/e4x3PszLP0RDFTFgs\nwjtvTmud1SK61OrUUqihY2NSDxpJnT7UaRiiHsnbpK+GY1U31A7FzbH6yvvPBn0ojObIvmkwfHQX\nTI2unsnTHi8/vdUwAOppSEwoXZAOJz5xXObgdoKxp6pRF0Oud/QYRAWTFWg0i/JENzlkCiVF11Vm\narmFPfN5Xv2rn+Q/fbbzT//Fv+YdHPOVncNqC90cN8sKh3hpVres6xnnb+3Y+Yox5eaKfoNGyCl8\nCPgz1IXQNJIbT8mdIyQaAaxSJRaGpsGZGBVEo4GJH2Z1aABNhuQ55z2TAZplqW2E5RDITwaiEEJ+\nF4oDR5k8KjE0u+0EQiVL19LIY9lhLQ2spG5RCIQyFCTJkRYJ/V9YwwmdK1oKNcNfyXZlkhIYuSTv\n8UH6S0exlL1Evto3z3Dz55/l3vow6JRp5fqDB/zO/Udsto49WTh/p6InhWdfvM7x0RFn5RrXnj/h\n6RuV2UIsNPWGrztafczjP4rQuItnlZCmMkLCeRBpBmRKXjG6ExWcOhLtOLV35ksgx9PJT0RzGlei\nhLNkYC6Rhw4R+SBHUgOsKUwHihfURtIxjYcZ2gVpFsmeg50IaZ5IIDlD0hhGD0qG4dS49qj78VF0\nAWkUYydHkUM2WZEOJUxTU6gSEWIzCz2zCtN8RKlBxaxmtA5Yw21Pt4VmIYQ/UqEkV44WsCjIWCjJ\nnwuU1FiPdaxQJXhnz3UXS1CyR2+QGutgeN7H+FAYzaC0sv4j915UsRDtrLJIRRFqNvt1tdBp6YSK\n0HWi4/R5YVXJ4pmYyKaVdQeyUbRHo41RS0Gi2tB1pbFwpRRh0oJKpcox5forXP/8J3j1hQ1/+D+/\nwTcfd3ChWYdu9LSWalFtYd5wdjTO2d/fsazGqv3C4ls2pO0cFmEQ4xZ1zMRmcQnlo+SzgCDFMgMa\nn+uD23JBRpZZWhgsEUbXwTmfO9qDpVA+/6vuBzmUZC2kEigzEmZROSSZxLKB/okqnZLtwqrnYpTB\ncsV8egoMRdvhmpbJLb3Ev8X3OyGOL0yTMmsYHMv+qqYxv0hNAxobuGfUUCBCYs+QrW04OvkUtz75\nHNeWleorZTqnvvME+am7fO6LT/PlL/80L15v7PcbdsvCbts5k5lbT00czUEgr9JpdPpui8mOdx6v\n7HRUeOdWdCjugbhk3McojiUrbdKUqdBLzOWQhKlrItM0QmNusgxRTVKfGeG8oamZzZ/RQPSTS77r\nUaGWmy1uMAwxFU9JftS7FyiS2s54BnIuo59B/FFNs2ySdHzRgLr6BfgZDKVjFHdmg9KcncUmV4WT\nIhQlOMq1h2SyRWJnsahHr2LMRaFUvMx4TQWK16ASXKheUatIznXInGKPmUs0hUGiCclA3Ah4hVIp\nApO9f6v5oTCaSNrFRGlkffEYbtnpGbmkqRpF/1FPjYCdCiclM58pU1KJnO96DrtNiZK/lKiYFNbQ\nJdGzpjXQYse60DUqBVQjqzlNT/HRz/0Cv/Yf3mb62pt89Wu/z1ausVrDukVZlkeXdHHw5ritdBb2\nD95jv91FswYfbTs6nRaLLukHPSgDSOlHPml2vwnS+iKFAKGsi4Urh/AMi1ojkaEVFRoR4nlqDMcm\n8EQq0Uw469VHtt5DyxqNEDQTQrFjdMy79kMPV4NLhs/z+xOFZZw61mcY+JIOIRGblQOCMQqiow9o\nbNToVmOpDSXpjAN2JpqYRAMQ17GJC3MTbt/7JPuTiepONaP6OW//1pu8fvMa37q/57vf3/Po3XO2\n5wvLzum7Y+ajp/nUU0c010i22Z6+X2l2yvm7e87PG/OhhFITyVjMW1LLQ8dg7oxCSRihd6z1LJQi\nlJzB5UdoqQfE3H3wivG9Ouq1MzstIxy3Sk9wceGQQTW3u8W9jnLPC71uGNfR0i9KleOzCwRIiHR+\nklHZXxNlqDUkIygj7sNcOOuNszXW11EVSp3oqizmtO5gIcjvHVoLnedGNDSamj1gdazxdPyHWt6L\nUt1oQpOaYw+nog50zXypIdZxD81DiOyjDPRyZ/4fNz40iaDQ3Q2PnQ0OfMgXQmaiZoGavKI4q23R\nchTdZxCW1Tg5PkapLK7UlNjs+xm1CrOf4DoFMssmp8XiKIEK4J4ZxtD+SXYB8uLMrnQTup1w/Nxn\n+Nm/dcyTB7/Pm1/9X3nn+V/h6dvKtR6LKbjIMDBh1vagK8vDma4b6u2ZupkoHmmtSAJVyKSQ+OAL\nLWqDNeVIBBca3F0kvkgjKmqxYVWA0LKZRzWFaUMsmkUontUPkSCL60UWcSY20UjMgCIa/KfXQnHo\nHh3eXYOScJ8zodQvwAxrouLw6SER0XRwTsku7SYrWEW8RnWK7EPs7kOunnilzkyq6HqOtRbhqB5B\nqiIO3SkdihVasUOz34gu9zgF2oaf++kXef0rD/leO6PKygN/g9Pfajx/b4/6I+pWmdZb3HzxaZbN\nzFFz9iedF893PHj0gDYZJluWnXEqpyyvAS8bdzYzmojGNVC3S0fZEe3fgnISOt0GrxuJCPdIHAVR\nEyL4gAgNlznnwQ+ONagHp0jodpsIIRfaJZptl2jjKLIwPQaWcICcxxxL9pAaQNQHbTDHZ9ngso2o\npHSkQyXbB8rgDgtxoMhMk456oQkU2YGFBnpTBCknCOdYC5iAR58IsdSdyhFSGqUmV8pxpg7Xg3MX\ndkkpCOQ79RTjR0u5oDT6UNiwweX0UJo6jmthrG/bATuQI+QvXxllcGkXJWOQwThRIZKeNTkxkRad\nntt9VJ6DMuH2BF1LvHSbE10F2rRlgvI96nwvQ7cZIZoDR/QT4R+Qsp41f+1ICqjFwwgWGuqVzsLt\nZz/F8fVP8PV/8n/x9vOfZvf8NZ5hm0iBCCEY8okTRHeYL7RHR3g5od4NA1F8BY5xopEswsCOWPUD\nwnSmNJQa0pQ47wItdtB/xqooB+bSNI2PZPcaLSmQTkw2HINLzkn2eZRhvGPjDdpCyaMQvHMhAQqk\nMfi8CJsTtaRY2emITETJaBjFUcbJaNbAhui8vQ/udlSKJBLX2VFWWu9ELyABn0Eqk0fvgJaSKQq4\nF6KL/Z5Iciz0fptXvrCn/c4p398okz1iebjh/nSTF++9xL2nnqfd6vQ/fpdmzpO1YUzMt8+4sd7g\ndPuEVsBloS/ntM3Ew+8pm08XjnugUc8EDxJ8K2mYRpSg6SjjWI/IMIcOM5rMBZASorFwvlLJjhKp\nJCke78cteVTJ2m6Eg44333ug09OYYycNZyD1zNHEz7mGwWUXSgY6SJhwsfx1yK2y0jMSP6ODl2N6\nRulQygYvJ7ifxb/4OWbQbfQ/cGAfRzXJxKEEVCwz8rsDJXORLdXDuoZriC1BYZkg0nG3VByEHMuT\nww/wletQGLEdojWuK4e6rPc1PhzhOUQBfW5gGPzdmv9lj8geCYvigjdnz534fK+wrkh9CxQ6a2S2\npdKZWBuYPB2CciUPWsqOPTKCujxegD3hZVdGfk3sggoIjrMySVTQbK7B53/tVZ699hXO/uFX+NZ2\nR/Mt3jS6LTXF7RpYjXNWMLptaesZy9s7mjvdj0LyYLt4Ro8sprtgPcl8H4FbojDxA1q4EL4PpF6D\nN0uDFpsu/+xRphgHtQE+J2KQA781igfCaLVD6Dba0QWdcFFyGX0AJDOym0DOw1BYHFynHCGeXdYl\njjnApjAWLgyRPr6/IB4SocVxDSAyoXMgutgcwBCIo9EZnQwpI2MGvs9n0jRkFeMeH3kV7m0fgBxR\nyhm7+9/lwcOP8sje4+G/eovXH3fOThf2bcEXuHZ0l2ee3nCj/iDq361i7Yx12bKs5zz6duOsHNEZ\n5YMJ37wGdaEjGVFjfWe1mHh0F/eUJ6kb0qO2f+goo6SyRMIyZXZhIFO76sdpwULffPlIErESAMDn\ng6MMtjTvEbAeHcO8O4cKI6JU9ILXrLhs8rku9oZ7ILto8dZQj0qdLjO9n0V1Tl+x1nFbEFuCNlOl\n6DVErhMn4mQNuKeYyjY486FJyEEbT0nnvoThFaNpp0vDSmihcUKX6xX3zmqAFdqQ0lKpRajliFKO\nKdxIyu79jQ+N0RygZWRySZ4rvGJycDoW3EoTyxfpGAu9VbTeQo1sKNougFfvyLQJCO4jlMskRVck\njzQIndyEs0FkCgNk6UU9OJwwUIl8NJoklPI8H/vUr/PRf/9ZNl95i7de37CjQW90M8wXjH163Hhe\n84XezlmeLKz9KDvWWKLAeDYbnbp9RriZaC9rhRON4hUszzrxI8gSyhCfD+RRUxMZ/GUY0kCUKqFT\nGcdqkCFX/DbC6khcRNIM7Yx2UlFJEY0pgmLIMHLUWQpEl/eBWBcOFTRINLTwRAnYIQEVyblN8ldD\n9xehmHpF65T8W3y3O7EeENQnlHGERoT3cnASHSxKE/z4c7zyhWeY1uRHdeb0jf+FH/zxHZYnb7N9\n9BrX9w+YnnRuHF9nvvkCx08/w7WnXmKjwT07Ql+2rCzst51HD87zvJ96yWjmL2nwTNZcly0z4CWi\nnFQGhIRDc+7L4X3IQU+UiS9tcUBeMdAtyBYRAx4d9pQfqJhAjbGuQHwTKDiNoktoVKO1fB5ylj0N\nnNEzraMeDYLdJ8yvhcyJJaqZqlCma7FXrWW/Ssf6ircz6B6JwhoHGxaJE2V1vCaPPlGW+0DcojWe\n1aix13HuUsu5SR/rY65XxJeoxkNxP8Z9JQ7qinnwSWBW6sajx4XsgR6d7u0vWcOOQBb9IrMo5CKJ\nzT1WXzTniLNKHgGbAqA0Tti3Rp+m5ImmKO0Ti3BjjY5FItHEQIY8JhdVJDE0F2eIxkPGskRtngeP\nGmyThYZRlaKRNdb8873br/LTf/Mlbu1+ize+XXi3n4Xgvlt2hokQJryh4bKnbZ+wPrnPul+iSE78\n0O8PWdEs1XTdMqpN4pjV5DF1RUpLR7CkgeiI1FyQfmjSwcjGe7aEG1xgsmiSzsosssDj3PAIiUbt\n+qijTqOnkaSRYlFBJOHJRYJ6sOwJ6qmjc9V4P6PmvuQRGllyOMxrlN5FMscg+UCDosgk6BQJAoFw\nepLSqrJgJTYWMvSmG6AmOlXwDWoTevNzPHujcdShakPkGc7u/y769At8+vjj3P3VV5k/8kk4uc7+\n/DGn5ytcP+L6DeFotUh9yILvtyxyzvatLVuLkNvzYDscxDzCzEzWQc9EGRFCajhCJQ8Zk3RyY+a9\nZ+5tAp/y15G0GZ2Q5lyfx6GPHBSN5bwlYowkfUZSOk7LnOP+LCMImSPHcMgzj65Z4TzNDTiN9VDu\nBnPgBmuLhhoWRk/6EpFFuYZOJdaJ1qh28k2ExOZxH7pNKxiq20EXxHwNXbFisqGRcr00uEWEKPGc\ng9rxLMrAEd0zzaDTxDzNyDRT7CTayhHHaQyt5vsdHxpOE43muUp2CzpoFyXIYo0QpRIZsOW9M27e\nvIN4x+Ux+njl+J4G/vZoC1cEFm9If0w9vgEuaXAi4xZSj5Lia6d6CxmN9ORPotxSD6WAWZXrPTPQ\nFTR5LI+sqU4f42P/1ku89NZX+YPfesR37zzhU5/5RW729+i2oWuPxZMyE5WFvuss+4L6MZvblRub\nY5pb0hFD1GcYR8HbEDXh5s6h+kcOaYgQWkPKT2D0KYXUubKG3ESclrzo2BCB+AVLriqMTSJIYoHH\ngVh6CKvNlOoSgLcLbi1vKZoUD9OrLog1urbxbUDWC1Myre6HUFrdUmYEmGcVF9mhCqZirOsumxtH\nImsdbARGaRUvLcT8454BaOGbuvPc517Bv/mEtx6eokAz+Pb9J9SXnuLR//mAbzx8jxfmBidHzK6U\n9Wme+uQJRz/4Dsv3tyzS6eac7uB46rz93Ur/1MzNtYJphqKkkYtnNT+i0CgSSoEot1SKeyRTcku4\nzbhEY2QkugUhJQNZje9jdCKN6ERkmwLuRKsaZYyDgIrzwg2RGfE4rRGNtaDesrnymoRnuLDOyooz\niabhC+lTIOgF94Zbp2cBQtDrWZyQUUrxdGK9gi5YxFF0iVNOkQ3ChQbVpOPEQXxGyIWipHUfySgR\nusWJDcpFB3jXElX0WqHcQA4ORJnMWaUTLSJHVAv4inPy/k3VT2zcPqARvXVy42d1ySEbKzCOtndx\neu88XCrFF6QYNEdOGqZpyLziDqe7FdsaWqNrTRx7mxsIz67vkf/Ds9jMg9+JFRGbfqAyKJhFOwkf\nFRS+onmUxPgVCvrs5/nCrz/FJ5465uv/8Ou8tnT2Ds17HnrfM3MYXbdVFqRsaY/e43S3o3skd6JB\nSBjC4rGIJMMzTbpABiOTc2aDUrMLoTGZDQ++uIY3Jho9eIabkuFbcJyVcSjHQYs39JwHQXPylpXQ\n91mgT0pIRBiGcUigvNLLqNeOf49Ko1D2hX5zyG2Sy0qdoQpUHagVrCg+zZTNMSWTFWvefHUAoZfU\ndppAHlo2FrwQAnDpN/nop455jus0B6175oeP+P7372PTGXf7wrI2To4rz714h2dfOWa2Iza3N1yb\nalYgRYJq6eesfeX8zZWzSmpT42oHp4VTLTlkH0m/wDn9IJ8SapYtDu1ssMk198JwOaMxWyJOWk6O\np3wMhhSoIaym2TVewDs968E1Dx0b7Qq7RGjcPIo/kMKJljzbp9Ct0D0E6m3ptKVh5kzilFKoJarr\ngsJZwYVOyfOMWnY4yt5InlrKLqwZczuBrhFnlTjtde8XMY+J0TB6CdpsmxGRlIlpFqZNQWs07TaJ\n2XWMJ96xWPhUJqqUcFzFsZ+gjPJDgzRXjwoKGwkECTLf0WyUm+eeIGyb8VRfUYlD4N0crSeRIBBC\ncNwb+/OVaVOoU6Wmzs8yAz/OQ2lZRihiuKUO1MlQcUYu9R+Mw5mIBZbGK4KH5OJcs9Qs6AUvn+Vj\nX3qZG898ld/77dfYfPEjPH39GLNg96YSPM+hs6zvaNKxsy1uRj1Jfo6Od9AiYcA8KjwSh2PEuX5d\ng1sM4+fQQ19X8xnNPZv6xvk/0egBsIJJY4IIfRQ0dXo6epkmRbeQ4uWsKDEf3GaJruo9xe8aZbCe\n3tyE1P6FNjPmeDQjCb6v5Pf5UE5boCTPUPYgIjfC8UmBOlHYMq1rHpWhkVyT7KpPzXflCdiHUDs2\nGj6B3eDlL22w333Mm2VLrRPLezu+P2/4pY+/DEcTa3+Xx4vRWsPsMX1XOL52nc2jHd3X4GX7jsVO\nefzgOuWasDkaTUYuzlJwJCkfggcmqo0KQ8MZri2qs4L/JSvjJPWrPmrYszCjOaAllQrJvEskiwYi\nlUPXoWjynC8uOOeR4UdCmdJWejlGSmeWCXxlHVlpX8HB1j3IhGinqEV0WAa48DTYI1GRKo8EGgdl\nB8mee57JLmAex3b3fN+TxyHGKnmsBoJbZ9c6yIbrVZhKGPQqJfaPE5SaBUKPsmBhk046MITTTPDV\nYRUG1/5+xocEaQqrRGuHH0pIOAetYy+hxzMT2vqYm/MZ3ZW1zJyeCssmD6YSp+pKs3Met5A0tHId\nl+MsccxjaZOHdAiP7z1bo/ULaVMyOSmmoCQniXTQkC90q9lR3hIZQB1nuJeK+8zdj/wb/PLfvMd3\n3/oe3/jm2+gaIuE1yW7LgtlgASr0LfvTc5YnO3prVKbI7YeIklHVHKF0LPnmUSURySFC5aJhcksu\n4mjG4InmR8AdBr+QHdclPi8HRHsJ8UMeoTASNCX7RvoBPWpuxDI8ytD/iIC0PGNoiLnzXRMGrWtS\nWqSBzASRjk862XGnJO0Qvy91YioHvI2oUTQUCNG1KZ+gJzcGiWojIbBywr5c47mfu8ML2/dAGr1s\nWe6/yz8+3fK2KP/8D/+Ar739Fo9ev8/2Ucd31zh59hZfuHPM2RprSKTRz87p0ymP3tzzRNZYE4er\nJhBUycS1ZEIynFzPefBU7ptkGktC36oSVV+W7fRcCj3nIhcygifHF02ZNavBovotrhOC9HjH8R4i\nc2+20nB0giNVNlIz2ukRfltn7Q3vcVREKVBqSHe8ZJvDQ6LRCe56St4xO3xlZZvLUFGEg41O8CnF\nd4lo0ZTmKer3TreVZRGaKScb5fpR4WiuVI0qOBs9Quk0MdrgxUWosaFTa+ws+3PWNZQIZVbm6f0f\nEvQhMZpRxhSbW/IAiBoVJHkWeOmh7zqhs59huhlSlW7GtBU2xZESmTJxsA53FG5JZ5o0aqKzDDF2\nXED78L+BPqJiI8NPCbnC5EpNCckwFypOsSxfy6NcR/lcVH8P47NB7Rjpgsxf4t/9qRe4ZSu/+e3H\n7M8DOfTF6eZxqJs53i2rhPa0sx3r4y2Lt+z0A7Qo2TyUtJES8jReaindOIh1lfVQpgejeUbJUDHk\nO5Zatsxmu8QxDV0ovaYDiRG57ORkkazAiE0xglBJdBFd+GNHqzlFPTP4UbN9KOPEswRSgCla37lG\nA3/VQ8gateyR6FIjHcka7FiZLxq1JIUgUWJE6GxjxwhBwQzOTzxoFbWC6ivc+vwnOG4rDaPoGf7m\nG7zz5uvcsC0b28N2w8nThTsv3+XoZMP504WP3lZOembHbaHtTun/L3Xv9mvblp31/VrrY8zLuuzr\n2Wefu0/51KmyywaMbRwlJlwCkQkRAimBkAeEUCQUKVKek6c8IeUviBQeovBExBtBIiBiJTEEgwuD\njSnXxeVT537d970uc44xem95+Fqfa4sIattBymFWbdWutdeaa8wxem+9ta9939fY8eSDhbNx0YEb\nizKqXJ+R2XU/mHHX0ZjZZOlJg5EO7JKJhh3M+Hr4R++m6aNLU1CxIDN3NfVkZlygzLlWRBNa6sJl\nChPcC0NxiBWtBUuDJQeQTU3GM6MFg2ttlyEpaD0D1vGZldYVeGAhpZc07XYYxa1FJaz5MG2iCWKQ\nJWAjatD22ht44fR0zelqZCgnlGIdYDpYFbIIJlqFs6bmARLMrVGXhbN5gqUyOKzXhXE9Mg4bmX88\n5+tLU56bQ7VMv6PTJLRywqRtpTbOysJmf43VicvJZX+Bn77Lyr4BGCwLZYSLxzPXj1Y8WTfKdIQK\n1c4BkzNSRHYxs/b0JLI3qwoGVF2F9dk+svvSiIl0tjbyVI0s5DWY3q1iRRWmUfCotJvf4Bt/KPja\n/DEffOvv895v3OD0Z97mhjWaqzw1k+Y6QlzTOu+4vLcwbLYMRwNlWMspySqVAc/8SlK6gDaIdpWd\n8sEbLZukgaVGV0yFDKOH3Wl9lhaWCKF4fR459oDkah7mvYTK8uhjHLaYL3hzOci7SuRaGizZ53HN\ndirRqDHIJ7rmMLmWM+ADjDG7uyrnzHKkRAoOpO3P7m6AFzEmaGCzMeVoZc9RzMpMR0Ebnk1byOcJ\nCtZwfOMr3H39Y+YPLmheObJL7n2w50d/9i9x/Q6cPfwWuwc79udneOxZ5hWn129yOl7yyeMzZtuz\n7CuxPIL1wv13rnH66oZqAj+0jiYdWybAKY+hHInRC4WmwB70sCA4IsUCzcRuCDpXd8BioljyN32f\nAgg9t2oSRETV8DijMnihlYEN8vJsLWhLJCfyIqGAiVKOWJsO+V4gtGIcnN3tUVYZLbFyz/bUBDZB\nrHM/D3RqmaU2HAsqa7AdEWtaO6e2wmATl8uK9bqyOU0+q2WlMaStY8ow3XPWlqF5RLbQ4lLTYas8\nGGopjGVgZGQwEwwQG2BHNQ60uOd5fWmCpl6dvK2CrNGVO41GxXykLZfJkdtSMPazY+VHGFmAmyx2\nCSxEO8KP4fzcuLE+V5mQXUgpaqJHNNqzVJfMwbSZ0kCVJU/JgBgz7xkSCxoIn7CaphKWuCmd7yap\nmjBZfcZhfIUf/an/lI9f+Q6ffM9YXjRuXFOzR1hqN9sA+S6eMV0sLO2UcWOMm1MsJpV00ZRShOhS\nUnE0pSghtQTFNFAug+EVU1jZtGU3Vb+0Y7iXiMbRaToI942OunVHpR0wJishzV3NslST9r+1woE3\n24Y8XhQ0ZK2Xnfs+ZM5y3EfmtcVUUrUIOUBFPWDOEiNkzuxFjvPRKEsl2oomYzc99i4jTDhT2HAi\na6Zrpw7cefGUelF5//GeUne08YiP3v1b7M+vM3/8PS7rWxS74ObtFzltJ9iNiaPbC4+frDiPS2b2\ncuqZNOLhYRu56SsxCdwxJtIdRlxM4xAISxIm5O/oXIXRfC7NkrZ1ZcWmtXqOkoLAmFgaGRxCJatF\n/u6Frvd309hqjYwQSd2Tj2zWwEeKHV1Jmg9xpY8ZAbMLOpCl4BfAgjPSrGKx5mpsyoruhts8vT2B\n1i7VcIpzyvIILy8yrI9ZHRvW1ikumZQBRyQWLh6yF61zc1HlFiZoQYkdbluR6MvVndHhmdWQ7YWz\nH/D153t9SYJm2hiEpc/dCnymG+8ajRZFN3raMG6E7UWpMDu2DfEy44LKxG6eOYpgPVTO7q8oR1p+\nLTuzm9UAACAASURBVLp5QWYfziHDcpc1VRwGhCmtD+sKin6lNctYLazGBG1R5gocEI+m0RCCmlba\n5GVRNz5xpVfufg1//It8/sUnfPHkj3Ht5cqJD1jrLtviksmXcib2T2HaEK1im03SO1wB0VW+Clet\nh4PHTJ/bPANapHGsIoSyF0ZE9EW8xlCT6KAcYUBGwuSi6widY22D0rs0GTZQxxSiuNQtQ8BSDhmf\nkkkT5cN74MrrTQd7SeBWWMshXknAj1aeWeCy91PwTxNeG7DBWLOwn3ccZscDRMmOdZblYcIEI/LQ\nUaq9sOXuVyrTrxkfDRNjm9k9vMmDsXDn9s9x8+JD/OQF/MWXOJpnzqbHXF46R68OLO9tWMqsbvhy\nzjI4995b41+Fm62rr/JwC+G8MNDaQLEKHlhVwqCpBIlRq/CluLBJP8wEEqQhGe4+n4oocSQAMHgo\nu/UVZifAjmjGnIa+i8lfEsS1dXMdSNnHUbCRwYfWWIIDNtBCTvFaPKkUcsOZiPRmvTKrXtCkUdMY\nrAY7awzTI5wb+LBl2Ixy73dD9ME57xNEm69Chi2EyX+gCqRVrlDOMD+m2KnsA92IzlX1xFoPTbFF\n6zwAts8VqZ7Z4f9/v6QzN1Yi7npuUGaVfYlBYcY8ZSnTCsQ1SjUG95x1MkKpLLvHeJnBTog9EvOz\nyhRcXcIWAzBoU0M+98yIomZQAT2tJNsahw4gqUDRflzjsVKgbJ4LMKAPlpLeJ39eJbgULxvuvv0f\n8sY3/hSb+Vd5+IPGF7uRVp2lNs0/CR0mynIFhs9PJqZpobpoPIH+LRgzQGwzXxd3L4mCwtOS0nPA\n+SKAfdKsNPulB0row6aSCxhdvuhZEfTCEWU8nYwcWzApejQD23Mzjim1VFfZvN/GND8GpH7q2LNG\naES68wytqbtrwpy1fI/z92f2E4GxoZRNMibG3LiZeXuqiA6BtynoGnRKFrGmxS1e/ak1dyeNXHA/\nZ/r8E878ZcrP/DnWr7/N5/cf8MXlAy4uJh5fbhnqCcfXG+saGTSMeZ6oMfHow8plWVIWGLnOHNpW\nBPAISi3Q1sgfM+ertqC1lRyJ2kxdGmnAnndeB02wTygl9OxaAhshgxTzhCbqRKtBrY3WKtQd1mbc\nC2tTsBImbYl95tIPmW57q1nBiG6n53SUiYTjNmiGVpSkTGTpay0rlaDOjWlpUHd4rYzrO6xPNmy2\nxjCuRalqjZbm22GhhLo3JxmpdUWte6a5wTIJaivOOFxn9BVup/RtbSgZINcjB2gm3fTLBVifUfTD\nX1+eTNNammZIsaLteCysLqQOavUcIhjLhv0CpT3Ghk8o/g3gnGgL4zrYPTxicxpc1nsUNsARcQgS\nK9LDGd29QmsqI5VBLUlHSgVHqwxWWaxnoZVuuQUcyuBOzMaQ2YJls8ZCmZdpiqR+15IPX8X79Ztb\njn7/n+TzH/xt7j14m4evX+fmAnUJGPos6p6F7WnsmR8FbbVlvFUozRMO2GV59OyYgUXZe5ZjuvKU\n+llvg5HBhuTrNV0zQ+KaoZK5N41MxhPYiNkMTFikLtkHIhZK5NCOGBRQLY0lQs5Jwqiv6FaS+CX2\naHBQz9jcV0hietkGiQ3BTtkhNTPpVS4ncRNLGbMrDJJzpsbahME2rzosKNCNKDB9llYJv8MbP/kY\n+6cPuH90SvhTHn7w92jxUxxP7/H4/SfU2ze4tioM65e5djxzdjyzLBNxcSbhbJuYdk8oNbj3eMvd\nk97YWgt6ik75caoH0Xb00rOBZLgmKMYz4/JYEW3GfMZilWV6BpiUQdrQKLZSMtFy5nfXjQcEe5wR\nHweh4paZGsNh3fR57HbAlfUc+uA1P1CZMtu0HD3hy4EW1ihIuqo1FsuEV8fXG8p4xFEZtC7Tgk5T\nN3d5kDQ9FwPzlYYbxkI0NdXMznE/YfAR60rAKFjsMJsO7BjcMnnp1IyE3wyMtSqdtnruaPUlCZog\nGV2fMij7L48FD7lR13DmfRFzMpwyQDwKYnsXW59hTRnX/mmjlODG9oiHlwPX7vQsJo+Xlm7nuXkG\njMnlr6Ooscbpc8hlg79k1hkZdDqmpyxL2an02eKZluxOmi+ZAfW51Isoaxgkb9SjUKNgm+CVr/9n\nvOrv8Z1/9D5/dxn4hVdusyuFVQ28iFJl0XLC3hnzfsf86SXD8YrVUWFt69xvC8EKfMn50TzTsZWi\nJjIThiFpS5ZtFs8SPDfS4fvS0TsdsReXM7vKwLWaZd5nspDGFSTH0rAYUYtUd8ybU4vUTK158lyz\nOdLITWFy1M+ssKTaJ1oh/FwBp4luMsTCQmY+puPIhiMG31OnRmOGZjQWqVMyq5RM81JXZToUh1hE\n/2kDq+HH+Mrvf8z5r99j3kCLwpN3v2Dzo4U/8Ef+IHd2Ex/VHU/qwvkE7eHI5tSpNajzhRz9pwt2\nNOonxnzbefPWsbDKZlRfoFWc8VDtRKgFuWsz07QwPwlYD6yGwtFGkEtpsI6B2YLWZnwYKazEWAjw\nNjBFUoVC31N8YLSGxUgdNzhDVr7CMy2x1Uh+qDi8QUu1WXLg6U3aSFGIXgY2Hbr/lUED8WJPlC1D\n7LFhC+MWc41JHoClRWrYQ6o/ngBbFmTtV0M+CnPbUwPWvuDjSlQqu85oJW3fGnJJGrRHMtvGxe6o\nJuPqbjZTbRbDoO0UUDsn9jleX5qgGWYH2sCKQQqAfrKFBoQti2z/W4B7cDEHduJoRoneI2pwVOCy\nNB7uCj9ymtr1UCdYhBWR0x2F55GE2QPSSh3yZCWB4mbopMxUKLQ36UYjvVFUrB18WATWZ3aVWVpD\nlKWW2VdD0zc1NqJhvMI3fnrkrXc+4G9+9j6/5/g6t+7egDpmYmzZPc8MrTWW85moK+ymnNNpqHxK\nIw23hkXkZzh0mFSqt0bEhsVqOm9bYp8mGWbrmyId7i3lrd2mK3+mUyF786vjXN1yV98b2qjU7PdI\nhWIOEcr2NbO7Jd0seYuoClhCrE1z4XhGxlr6XMEr7JmOk9rAsK7UXe8aZ4WR1HddrbJarSFnSi4r\n2oaw3nL3pVPe+6zBuGD2hHe+u+aV23v+8Sef8u2Hj3l75TyIFW8eX2d1vHD60opP/8kFn5eJwWGe\nZUIyPxqY7qw4mgcNZOtd5DyOm83MbWHaVXb3zplXI6xgqDK33g+F9QAtnMnVnBnKkK5IUGdVPZHZ\new3ANInA02+1YVmuas0O2aF3TxJUUvFaaDChMsZeo/Q7/CzWetD3SBYaWv8bNwYvYCtwEkO2rJcV\nzOcwVqhs7vwTI8QNjWDPwsZh5aRuXTglmRXXrO5aqGHYs/HmsrXT2GN5M5T0J5itaRJsVMF00Ufz\nPd/rS4JpWp7+iWSZIpLlDTKCwZ0vzhfqbkdr4pUN87n4mZlNlQhqnRjXC5tlz/X9wix3Yf2JVIYo\n36c3H4SpJlE7DDcJOjUPOrdYl/NlMO10ju4cI7liP2X1vg6UEFpbvA8V7cy8K64lTVhgGdK0YXyJ\n8vZX+LNvnXL2ZMeHl3uYNWohFumNW0h+iS9E7Fkud+zu79i3JVU1DVqoxKFdkanNDhihOrfJ2zQZ\nH3Q3JMsFqDXe5ZiFkmVUQRv2YGJb6gFjw0Sf8WQTqkhKLKwEUcTc7nN+NHpEEj8ZKNjB4ETE7uGq\nNO8t3OQu9tAcjDloLJLwXQ5VQaGwWmsQV25tosOmDGItgFLcVpU9dQI9hYgNL75xxKu3jvNZTWzX\nxi+/9w4vtIe8FSPbmxvevnGNW28UTo+PWfYD26/CC4tUV1Nr7Ocd++mSB5/NPN3MGMnbTNrWtCyc\nPZ158mji/HymbWbKKI5rq8HMzLzvA8YMGwY2ZSDaIH5mnamtsrSZOZ/7ULR3BkZBXM94LRgLFgsT\nwWTBHJEO5qVLFxBnMpOOzBT6gdLlmNFlmwwUd4bR2KyQfNlWGWotS+cqT4Um2tqYghBJlI1lHrjc\nXdKa+gfbMRjKQCkr8Wkt+TUmmEeZrwj9xYooT16U+GQclJu+XN9rSONfGhykvKzz+p/v9aXJNC1T\nfxWOjaHawSkrLGjNeO2askob5aZuxzuG1U2GGjKK8MqjFrywGTjzwjK0DHKWXfBKhPS7Y9X4B+vO\nShyGPCQRuGN/lWrGELBELpiInl4SbhkI+00veKgciAQboGE1cVTriJA2cN+83WQBd4KZ8JvYi9f5\n+dN7/MO/8w7fe/OM119+A49L2qLs7DCAjYVCpc5GfLEibo+MvmZAo0lNZ0QeBECGMilR7HCY1MwZ\nklTAUtVN9qhESaV7l7JZhv7kb3oC9R0CkDpLWb0fjGSFl1JLwhQLpXXpYGN2KDFCduob2dUOXVfa\nFivQW4XmRDnYV9CpMJ4LqnsGtJBXgI3B0GZaaKxJ9xaKnDXR7eQOY1fy2RWgxjEvv1Wov/aE9xkp\nccn23op3X7vFv/9zr3FkC//8QeWL+2fqj1wseFxneNEY7j8RV7XtaJPx+MExfg3G4YTCTgPF6sK0\nW5j2MmJZPAS3YDRbaItRL55ydOM2Kw0dwAJ2TTjmInkag6WuIRU3a4wJzWgK0PrrBHrT9EYwNmLU\n5idOaNI0yKKrPkELtnYJagvMSuoXLFWU2m+JpqPpluqAR4iDMRyqi5wUEJVlFpQ1OAwrHajuAy0z\n1JbVjCoCz8A/YbY+yKMjCu5qHFN0XwjZBRqiFsrszg+SU7q+//kTzS9J0DSV1kPLYi6lgTpJDFyj\nb1frEwUoC/ZtZj46Zd3GLDeCZTBO58C2G1pUTjcrPNbQS/2ujAmNsZWmWhvGydKCoJm6idTAXPlm\nC+sCMZ3YRuKCfuDaDRg7utM7mUX18py0SZPuvA/PItphQFm4NrGZU8S4Zdq+yM/8ice8+1tnvP+/\nf4+7f/hFboxGxJaoJScw6nCYY4LWmO/NxKkTxzC2kn2qvtBM12d9UBl0XbKGsKHMGSglbexSnqIm\nkA6QKcNuqUZzg9SRm/W8/srmxPr79owjS25STgciLduSQ/PIbLi1JOLr/pXMdDT7qEnhE/n7rOba\nAKJRmou0HAPdAi0Y8ZVRpgk/EM3z50NHitmomeWmzrN1KJw1gfPK773G/KtP+HQDEZecfzjyf7Jn\nU8/58IuHnMaOzemL3B2P2bx6kxf8nN+8eMo4BwsztULEGWfvn7L66syNMKymUW/dC5oohROCqW8O\nwIe0HR56dt6oMVFyoN+Iw1AFNTDkMFa184I4VA9k4U6Uwzx5z981oOrDWK4Odo/ECDtlL3kTDY3A\nYMSKeJLF0qwbl/kGjVr7/hUkVkz0oxYBdeGyGVuM1VjTatCATQ5+M3aZaKjpVHLGlYKnxYiXuBry\n19llRlaU6o6LRaD8YJPJURQ9VWtB1D3PHAs/9PWlCJpanEHYmETaemUkHOpu1dYYomA+UH2m1j2b\n2NKRLAOYnDo7m3Xw8MHI5s6ILRWQd1+01Mdacs0CDrcgF8aB7pKlpKWKBO+GHk5Hwgw9HNDJvFjL\nYJhkYuR2bZb2WcgqbAh1ID2pP0IAk1tnDWtjBnmwttC2b/Ojv++CV752yiff/x/56PwPce3N4GhR\nlhUDVNdpGTbTmJif7qlnG9rtE0YreHZjvQ+eskWDtpLPJzlhDuhKb8XGCDbhyP3bWGjRqekG3o2b\nKz1MNmt4q5i7XOdNZXYhnlFdKKy20FxtPGiZsURtRJOklYOlWwNXNlFa1T33yGZVcm/x9CnVE6wH\n/4Cch8MCjFKyrAdikQQ3aNlBb1mGAt6p+TpUF5pEAGwwf5nXf+Y2R+9/n8/OjX27YHnvI/ZvG7//\nrdc5vfsSZ/c/ZWl7povH7Ge4+dIx9b09j9uevU9MZ09oRxc8fO8uy+3C0XpQz9od3wfnQ6UVz0Oi\nUqyoctiesFoPrMNpbSY8VKZaL3wSQLKBZjNDS/9U1Lrx6H6nRrhm7HgzaoFSK13iivXhbi1HWImK\nVlxWxiszYtXrif5MnbnlCG6rwmmL46WmqsmpVXOgbIZl3LAqcLJ21PXeZogH2BB1nyN/E+Tpp2Nm\nvnBFE7PI5l6AmlHHeQx0GCJ7Dr2aalkPWZrBuP2OMs0vB6YpcAyzRRmAZZbmWYb1U8DEYXN3om4p\na516ilsyat1sBqpt2RBQ1xjbDJAtz5gly9KSQWxRmt9JtPTB94lvkoGwDYlz6QQVLtr5fzpNMUs3\n914SGHRlkKVpRRLb9dCkOlLZsUbzbECdvIqXBoNjtiE4YrXd8fqP/9e89to58zf/Be/GTNjEVHWi\nt5CPZXd/bzExP7xkN+/UjWwtwW8B5/QyiwlzkcMJzfeRMjTt4ix0TdZEnHfL6YA6/XW6bzJ4mUjU\nzXRvLeWwBDCjej6zJ7vClvVnOJR7xeIZTmd3MLfsjh4pq4jxkAl6urzb4f10ALXEsxpHUrV06Wkx\nPK3blNOE5t94ZKAG0u7Em2gxmp0jIcS1V77GsGusIqjlkvPvGA+2F3z6m3+fD7/1y3z87e9x/7NG\nm5zbXOfGVzdsqtRhtV2wTHt2+ydcPKns2g4Pp4yVcXuPsjxmiIV1WXE0bjk5usbRdWdzFAxNh/Vg\nA4OPFE/8NYn9CiTyxQzrtDPPdbfoAEpOLDnsjjT6oIrnqnWide4mdY/5GvMVgx9h5Qg4Qsbc8h+I\npAkKS3RhynXDvMBSg1YniKcUW1O2G9aj436U614UMOGmBWOvRiGmDjzJH7bpUBVlDpr8ZUFG6jWs\ncaZkcTSMtfbwIMGIMeg5W8u10CSfjucPhT/0O83sfzKzz83sXzzztVtm9vfM7Lfyf28+82//rZl9\n38y+a2a/8NxXkhunB1AFFKlqtLcWlQNlISKw3S7NfFeArKWGsTBcPuHhZ+9Q5oeym/KUA6Z0zDof\n0RawPURyJr0Xj3tdR/M0F+/ZqTiSHv37MhPuKo4e16miGlkvVFIlc8AAk/BtqOlgE2aznJVsn++b\n+FMFCy3cGrCwwocLbr32U9z++Tc4/o3P+ej+wKVDbZXWWgZOdUAjGsu0Z3k0sb+3Z7ZJZh/duBjR\nirA1XSmhA0JAu1uWe/mZiZWyjghxWiMd7qm6duutIOGo7ul6EzmWt9uSoSxOS73fKx2SXgIbIr2X\nC5QeeK8sKrp6KRnP9CdiZuKAWtV9h1xTDWxHWE3buYKVES+FEsK6r+67jHojXMqsNotXGxWCDEQj\nm7Xx0is3KdPMwENs/JiPf+V9pniLa9e/zgs3TnhhveX0ZM3q9nXKdsPmlQ3bRQdGmxrz7im7pzsu\nngDDBrc1w/ouJ+OLHB0dc3StsL3urLfBymGwwjBUvOhAFTzUYY7I9aZVSIk0s5AreVfWqeKZkhc5\nEX6Bs6cxUcuSycVEcZHivWiEsgZhK8lodHf6kMIqFiLOFJBtwWImYqLWpxCXuq4yMoyneq8y6JCz\ndrj3fWpAsHDwePBG84rnkDoZKnNVg6MZSsU9lXau64w+JBmaLZmsFGXOh4GKolaF5QC2g/fp80Sq\nH/76n4E/8S997b8BfjEi3gZ+Mf8/ZvYN4M8DP5E/8z+YPWMm+K+9kMRQ+ulleuSe0kpnPGzI2Rbm\nusrSpKZ6YWTwyvD6S1h9Bb9+i8KS3bYpS+pVci0zK2GFoY6wSrS1si3SYs2kn63WJRgjFoMI4HHV\naNC88iwHtfeyqZCYUTQsZgWgqgWj78mTLwnFifRJzRED1QYaVQfDZPhS0xuzcPvWT/Bjf/RVjh7+\nKk9/+/s8MqmHWq0ZOCNhjoloF9TlnP2ne2b2GtDVUm3SqUPdTd7IDD+5bpYZeejCtF4rV7w2lWmd\nj2pRc3JhZuGQ2YFl0Lkq5fUzV3Zi1iuMnnWiTWA2iG7SVUtaIQqQKEtobnkwKXslM0/Pa+5lK4t+\nr8UK9430yXRcc8BsTaESZVbG2Y2tc63opaFwd1495sXTU+ZyBD6yWe+Z18dc+4lrXPvaH4fbR9zf\nG/cePeTpg8rReuHuSeC2p9kly7xjmp9y+WRiN1zAOLAqa1ajsz42VoMz2orBC15WWMmC2FBpTqTI\nRXxTOfWne1PTIRU25EHf8gDcKkNoG8gskVYya1/rMBmOVDG57j0sDCF0VGogkh6YWaYZYTdZIuli\nBNQZK4VhPGEYx/SCzb1Ss4oktWWp+DMbwIesBJ3Ou1CBtgJbaX/amrCRsJK0uMC8wjBndeNcTe+s\n4vWmUxkJNfWJrcEq9/u/waAZEb8EPPiXvvyngb+Wf/9rwJ955uv/S0TsI+IHwPeBn/vhlxFYLGAT\nFAH62CoXeger5/RuHKmLwU6GDb39bAnsuAWrUygrUQy6ZFAfddKNzhNOo1TT9cYMTIojzdpROSBs\nVe9tBtiQmXA3RU4/QPrv0gYjgwyH4LASbtqVJ1bBF2RmcCXf1CopqRqawJxqE7GonDWH4irRfPsq\nb/+RP8Wtt15l/JUveLA/ZyIlcktIOZHZU7OZaudMn10wL3uqN9GW6kRUU1lUE+7wfs/yj1j4XI0X\nLvgzZPDMQzOrG3VyNGUL3psqdlUuqqwiy39S+gfS/w4ZJEXQUhwQb1MNhwyCOgXpQgMpsgzLaYTq\niKfXJAUpk0bMN9ooNuC+wseR4iNXUxonsaOap5IkBQ3Wse+eaTtLHHP3x69x1zYsLkrW08++xb0P\nBh7+9t/i3q/9dR7+xv9BfL7jelxjc+MnOfnG66yXDc5CizPm/VPm6SlPPm9MZmzMKRsYilPKisFC\nHXFkzqvBSAXYYL5N6GLMEnWVx64glhIzxJz3V+7kEY1oEFwe0HQn5GJeDE9ur3mndy2ab0+k6E2V\nhZZ3o9Vgmhb2l2dcXjYaksuW4ZjBN0kr6/tZhioYSRmL/P/pfhS9Orh6bm4anGbpeQt77c+oOjSw\n3HuauImLX5ywt9z5vcMvCqruCQOEZ6ITHPhJz/H63TaC7kbEJ/n3T4G7+fdXgX/0zPd9mF/7174C\no5aVeIG9AmsC4ZtBbQvYyOiaCbI7m9meBMVHzSjxSkFzo+tuYD2D+wiMLIbMDaJgB0meXnMkNzFc\nDzdC1Ayr9FGmMk7Vg67hbOoF1YZMnFQilGcmRIJK9Ja8OOGZeh9SLpY2wFlZ1cSUKjSdnAdQ2jyJ\n/AWb7sPpEY1V4mpypKmt8crLP0b9U/f49Ntn3P/N97nxe95g7XtKrNNWc8nyOGhWWe4ZPkxsbq80\npiM5clq8Tomm7CrT3pLuTs0XZdmHgNWUy1kXpkZmHi0NokxmITjd3UYdTgW46n7oamofzcKoTFmj\nVDL6XmmwtWFbH7iX+J2ZmjkBmc2oElB5sUIXM+f1BtUTow3wkvd83rBEZUZdYE/idzOoBkNcAqss\nJVo+my3WVrz0485Ln1R+/bM9zjmPPv6Ymy8N/J7/+C9wtNrx3d+85IsWrB7fwyqcvnkNfyd4Oszs\nrbJc3CfKmnMvjNd1PyIGNGit824rFpvDnKQrIa/gG2GLObEyIZoC7NAk+WbkjHRZA9pYGIeF8DVQ\npPoJrV5iobU8zJsGv5HjUBZU5da9DtOBwOsF5gNjMSgDLaegeuLd4Q2qsMMW6dxuLtrXwQREFDRy\nFIuhYBbeqJZijuaYbekVXBdEhNe8I6pMw9MEBQV9eUdkw4lO/M8SvRRsWeH1+TPN/8/d84gIO1hj\nP//LzP4y8JcBbt68iQMrYGcikjdmLZAqupGVURzGtrBqUDYaaCbuVS40H2lxQVnr5omjllnHgbS8\nHCzcNMYkx2DkBJMAPFZXWZ8fzjK00a8gleh8zRCncECunSuC6osaSaFFYzFoMaOunRFcze7uahty\n8uSQQU78xRZBbNpB9SBBT/Ytrajr67d54ydHbtx9wLd/+TP8J2/x6nZmrCtlcx708QiUS4KZ/RcL\n9eaacTMyZNnroZEei2e8yk5/JK3pcDZYaij6DCWbVeL1xXjAeMVzXALhTTaJYE3Lz6x7XpI50LN6\nzU5Cf+/E47zXlnNexAXKDnryYj2yX5qpqEp8HUzNKzV65pLUmT7naBwZFvkvzmjXWiq/NgGzRH+C\nCFwsxEaKA+yYzUuN1+aHfPHkCfv5KU/eqXz7WoP3nYf3P+VpGXn5+hEvvHyL1240Pq+N5ZOneMzU\nZkz7HX7m3B+2HG9XbN1yyJlnkq/BcuqYq3VSAmZVpwpOBhEKVpFS0KLWKrYEvhKu6V4w0zSAFle/\nQ3S/5dAx91ahFBqzekStsgsJjVejoAtwYtjQWmNpKzY1CcQBZjNm2czx9HtNpZZuu8v2zyKTmm6Z\nN1CaXPsjcnBhX3iRkISp+RemWmdM0rpKk9581JqxtCaskfCPye8WAuZ03/od9MR/t0HzMzN7OSI+\nMbOXgc/z6x8Brz/zfa/l1/5fr4j4q8BfBXjjjdfDQ0ZNOu1UkixO0kBUfo/hXM7BRW2sS0FOgCpX\nBkRSPq8D11eNKFI4KMFTGaLb6HlCJxUh6EP3ErGqtFYy47kqu3smJRsygcpi0GjRddtks3QFTY6f\n+is9iHT/miveImhzStYmvX0/NfO/0PbCmEJYlYk7pJ6vwRCik8yx5dqd38fP/Ykf8P43n/LF9ik3\n7r7B1iCaZYksKMRaE6n4YYNVw26OlICgsMsNaRksAboTmdhtuTnRB7Zo0IbEi1V6d7moXLtSSumd\nBnT46Pp6wB4Yk2uvWTQGrvEOPVJrhPAgXmPpT3TJJ6fg2KkpAWiUaAZZ68FTz0GUJBMk4SaZn6u8\n30dQTFNjSuubWjJDa1qnEZacQ2Wkez/lzsuNR59PME7MqxVPfu273PnpN/i5115ivzWuLZVzh3tP\nYOGI4+0l825iqoVpvsDH4OLpwFQHbh8po211wLymNL/RWsN80FygvkYOh4kyuZpkfqwxNWPFwLBK\ntgKmAzyz0z6h85Imzu+hem5YUWW0j5khBtyDoyL9lgxQ8rlUxzwYq1FbMHg98DUjizZtMlniRfd8\nxVPg6JoxZKN2ZQzsvbKKfJdI6XMpWZa7ZJg5BqTkHnY6XS8zylC7sanMOxw2ymKNbgRtUa+a7OiA\nsgAAIABJREFUTM/x+t1Sjv5X4C/m3/8i8Def+fqfN7O1mX0FeBv4lR/6btFzrcyfzKkMDDU3oA04\nxqU1ap05CnXjnCrCr3cHn+BoXmTDbyWDpDaMcDndnHrA5HTTSqpHIoxuPFGHoPmBDJG4jN7RPERB\nMQjTiIUhEaU+wlS4WqRCIstwhJ12lhJ5zX3L95G7pUOIXBEJ1JzRYm2lJX9Qhe7izuIDXlbKuoa3\neePnb/Liize59+kZq2WhRaW1hdrt5qzSSqXGJct0zv58xxyTOHY5CbP72ZgVSUAzfqGWQl5bQCzK\nXqJbk/WRbT1Qa1OV6CbTGTFJMj8ucCXVGYXKiDaDMM0izp+pq8/ghxJeHfvkc9qVPNIAK5HshXYI\n9BCUEOTgUQ+KJprRhgJlYJV80s6Q8Myel5BePAfNQj43Wf0NlPURd165jp0XLCaWceLer9zndHuD\nzz5q/N+/9QW/9Gs/4PJjo7QNd776Ai+EMVqwanva5SX7/SVczDyYFoZouRbyNEkIojRJhsW40LPy\n6PcBZK6rz7R1YzUapUiFY520r1KJyCC2QYKL0gALpvkJ8+UMc2VdYDWaTEGGESuG+0CxlNOiERaD\nLRAL1UjBRsFdEulDgy8xzugdf1MlIpepkpzMytgPyfxet6CEkikH9T7KgDc1Yy3nDJn1EkTrrpWC\njLe11rQq5aUb5oTP1GQDPu/rh2aaZvbXgT8CvGBmHwL/HfDfA3/DzP4L4D3gzwFExLfM7G8Av4lS\ngP8qIn64JbIJR1oOnc6cS5lskcEdbMBips4CyRVYOWzBZtBaZY5g6xrMO1h0J0uFZJNsS+sp5XJI\n76zGa5dqZTbRsilikVYfqc1GGIs1ww0W6/YIV2ZaZDddrkH9d3U0que7KQ/s1Wca09Z0ZVJ5ogW5\n+CY7jApKh5k/kJprwxhSL77Q4ivcfaNxff8dfunBJV873TBsjW2NLJ3EPJAWvTE/1aiD8QgYR6gu\niGFwvOZKzYyr5e+raKa35T/ZQSnlhymVB/JHS8qXGqN5T3K86mHB6vub9REecUXxsq4S6gJQ9YPN\n11gsaDJTWpal/K+Rm7dJkYKr7G+pOvJ+D0MEaZqJ9+gGMTFZUJoGe6lBlu5JKYxoeTpGPs8WK158\nY8syLXz05JwSxnL0iH/88Qkn+zPWZ43XTpzr37jDcZuYLkZWb47c+F7hi/GMUoM2rbhgpD00rr28\nMLT0j3Vxa8/p2WBO1EyC9hyV/TITbNkSDJuRklLJZl0MquBBkbxQ0trGHEUGw61xURewwsqDYW3S\nxZdsCvXDCBKr1jOXAbipYdQaY2gaKCmD7jOOKOJiir+iNg45SkUcT1c2TzvsHVUXvYKZ0gc3reS6\nltSuBBeSWwpv7bh0TRiuHXZMrzZ7FWLipj7n64cGzYj4z/8V//TH/hXf/1eAv/LcV0Av52Q+bH0h\nhjDDap5E6gbjxFKd7dYZ3BLYLjgbsB1t2nM0zIzDmkYwB3izRBqnpC3MYKMwrZzu1zPIgNwUhsca\ns8sEANKODkjRLFIkKOOI/LfqiOyMjBi06ecsCTN4ohNYkTMlgrHgbSSoNHcB5wkKNhuZm7ro7i0b\nZA5RCdPxoiTNrjTULuoPbcvmR7/BL9iOT9//Hvt/tuPjn7zNHTOG2OM+UhixGmDn1MsdsTtmsQ3r\nOxspsObM1G3E09Bh6NLGxGQjdO2KQYk3qp7Gm+YomVeINVHOhF8F2OGQ7E456D2T02oJP2ieTzIG\nrNGKq4scVVlz5NjktuRRlNQWemMK0UWzCWHZJErURuWiq3nRYoa1U+rIeqkHaMHYQptyBLQJH09f\nUJWUIuIvyw3ufuUa28++zXufwTmV/Uefsn/xTX7mD3+d+9/8gA+/+U2ivMXxrcbp0Zusv75n9wO4\nZIb9DpZg58HnR86t686mitzvLGxqIQZd1T6MdUyABoOtNr00XRGsMVtY2OegupZYsmU1FOSsN+2N\nYgzDQBnXytZMnflgkJosDyLST1WHmie0VaAWrMzMFzBtndKMKKmys958EbWnNMuvqQ9Qw1IuvRyC\n2cKg5m5TlSbMtjv/D3JsslkQCxqBbOGEdegBzPZE3o8WJoy1NflsRui6faVu/O+gPP9SyCgDoNRs\n/S+ZWShuFLdUhjSmqVLPJ/x4jSeOKJimyj2nynj2MImQ/nAciw1hU5YlqFNuXQbWciaXTjVd0MUh\nW1RpoYWrkl6mqz3bo5eFae+WP4RO9pxOYisSOSJYsKKUVzhc6rfpRhgaCWDhODO+FKJUrGx0sCBT\n5sjlokO6CaukQKxwzgibDjOgX3nzx3n00m9Tf/0Lnl57geMTZ5Vu6+7JocOofkksM9NTox0NjONI\niQm4pA6iUhkB3Z4uCclSEyWB2tJYJSrNFo0BbgL6u4IoWh4enbhuSOaa4yiUleeAOTzXQw/giIQd\nuXiaSTOdh0Zkidk9QT0WxAbQs06QhR6YRa3JgshV1nrRyA2PoLWamWyyHEjn+cTovCk7MwrVjBJr\nTu68zcvL3+azz77G+XhJfPp9vn38iGvX4FZssXqD8sIl4/YOdvktjq5VdmdPsHqd2YKYnfPHJ6zH\nS3y7yYmojSkMaxNWjbLaUIYV7rI3UxEidy6LvXDYLMP12tLajoiGM8PQYBjTPUgUr7CO9WVOmXvF\nMtDhOnzMtlh0o+pFMNSyx1Yum8LiBFtIi47DMLnEhmUE7NSaXOeUGlusdKimObVDuu0DoYGG8lt2\njFnBrnMyDVUMvflna703qqgEySVRKT+fmp2rq1v0HK/fLab5b/xloQ9ysAHrZO9ON/CBWhu+grJa\naeASXWqpLvqyVOxIMkjzcsiEeiGrgLJR0CmJH3bOC9DlkfrPjFykpWaRhVcDJrocE8vHanRzcqpr\nzKyaRTfo1CWYpS6KlComFnO4PhNCmVOB8BYKGAEskaVvUkt6cmxZ0lvSblICSfIKDVnSeYy0Wrg2\nfpUf/dm3GXf/gIefBU9aY4nGknOtA5VXYTPz+cdMj2f2FwsLo2Ryy0ikQYoVFGAQlcPoF5VdSavZ\n5Ryk1qCXdv361GzI9F4BKQ1N+iKXUsQUpCPo87IPXprWuZyJkzFqTYA2kmeb1Ybk7TUOBn3Rr6fz\nA5Mojx2yaGegjCNuY27yzqzINRKdIjVkkJF5dWMmbMW1l/8cd27/FmszfLXm3jsbzm68yvWv/Wns\n9j0+v3fBRx98wON7J1xf3+FVf1FJ+hLEbs98/pSzB8bTqXFZtywNYtnhvmU42nC8cRHQQ2NJRH1c\nIM45jC42KcNqq7R6Bu2pAkhZMZTrqjZyLlCkjFFPqdN0tA+9HzC4qpPYc5Ag9yrKtoxs9aRLO3wP\nvjscliUDl5pR3W92hUXBu4DAlFWTrV6LBav9uY8UIi3n+mSBBOma0+lsSiCUnVo3Sk5yu9ZqF1YA\n2bh93teXItO8UoKQ42ABWp5oJbfZQkwD26EwBrSYKb7DONL3tyD2BTuRbI+Y1bDxkhP3+jy6isXq\nYEMHyE2JK/2pcMOBYK+ymOx2NwUDlY26KrPUsXvLTuQKazUX8E6nW2I00rPXDHQouB8CZ8MOcsME\n9HO2jeGJB4k6QV5rZLCJkOdiHOg5aQFnUNqQPDYgpNx48Wt/gfvv/iKX977K09OJzXaFVQ3XMpci\nC1uzLI9oT06I2hiPRgZbMgPI9ypgrdM1csrjIWx1W7qlL2n9WJgODaCbgFj0gysJ3PRhWp3jmdxR\nz5nu5OC4TOiDehjlIb2CZSweMSbUcBO5XZFcG1I3PugTNzsypl+RTclo+AhleUq0Tf5c4eBF+gyz\nQk5JwueCLWaXnLzynzB+9qvE6gwbCl98p3L8+F3a5/+C1fqI1fYO126/Rbu9YbizY/OtiebBRUwM\n057LizPi4QnD9fscrdb46ZphgNIKLDr4IyY6N6RPUA2MORZKW3Ia5UoHqJfuKahVbasDlGSHoU0V\nYguxz+Sgg5mWSiPZF9ITHdRQolSxPxpYHQlb8sCyPBChO8NrmTdlpM8MiYt0HxMPVwY5mjTQJ5/2\nw3mnddeZA1ETKvBcQ2NWRb2aFF5eEppodPZLqBr8t8+53RJfSp5dlmLuK21A1ziZ2E8Mx2sqm1QO\nbXFP3GsZGfwB7i+QpE0FtywrukNP81QZNdEymgn37M2dlpimSglxQGuC1SUqlqRfcQJr+mnmgshK\nKMwppUHrJWWkR6eKw3aQkMnyqlp6GWaTv+UxIaWGMw9PcbtBlyMqnib1QoBh4mumDI8rZXfLrqSy\nbHX3jzYL2x//k1h8l08/OuGLb36XF37mDX1XaF65Qnmjck57smN+smZ954RxrQw+MqB7KVnaLJlx\nK+voip2WKC6kfVf0r0wohyU3hVGYRJdhlT8h6Wn3QSS7sAWV/IIeZC5p1XLsbWQQDmU56WIuR37J\nc1WSS6PsLVkNxfJ5FUAa9YjutWl4nNCqZILNA1pliMbSeX+t0dtPoqbtgMJqCH7vT7zMNz94xPp8\nD+VTPv7sJd7+s3+JzW//E773T53vPv4Op98NLto1Xrz7Atv2BH98xuVyTjtbqAVaHfC3Trh2qQ5z\nS8rP0KGNSH5sc5Zlz+jOiGNlDYPlmh6ybK50U5IgUvWmvM7MsSYhiHkHfY2r2VIinUXP4nFsCcwG\nJTxWeRyVWyHT4H6EqJiTNLfl10Vz7Rm67jshH4RiTo2gWPqlmtNi3clrWfllMpNdds0TLUoZrCJO\ny4ybiO7LoTxLG0EsE7PzXkg81+tLEjRhwNkRDDlgLZoWY0ELotXGeW1sykixTPpMs8ZrWagXlRg0\nAXEIzxuUnbiqRyeFQkATXadE78oGNbLrHZFBR0VJyZ5b922Xm0pT+eBaAEsOtxhVTJCxKzNZcQPd\n1DzpKVcgbGjp3fjMUehE33AalaXPqSbxTlMZ0jOLMBNpN8iM4dlCOBKHzSCGZdOqUKMR8VVeem3m\n+vV7/MMfnPHW6RGb1cLQCuFFag0DbafG/pFTT0bGo5EVCtItermVH6wYRJ7allcRVwtd15x5YBzY\nrwCHDVGasM5sPeizZpDUXQnI+9Uz7ZbBy7zJGRxS5aGSLGnzHChhWYovlu8TVUEleZ50HNX0OYuP\n1HVgywJtRivA6Q90OUjZyN9fBHnYwMXJNX76lXP+wXufc9RWNPs+P/i/bjKcfcTZbzceLQM//h/c\n5O7pixyVxg8en8E8cn45Uy2YLwujbTj7ZMfRzVsMMeFeKebMASzGEoJ/BhbWAxRbiT5nHAQaqm5k\njUYPOBHPrJZsxw2ovE+s0K1JvWO9hdT51L24sGyeFppPnHSrAVsIk5OQJSN9QCMujB7ogmqDZnxZ\nywrNDhnuYZ3rRKNkdOvEeiJYHEZKNu1ahvc8oDMx7XMYiqlOIeRL0Mx10PBvXaap+S+DCfytpAGG\nJb/LG1HhtMDR0JjpUiyog7GUxn5p2FoPr1ORRLBuUBKnadlgsu5l2csLVPKTJW6WumYFZ580Gm2+\nyOl4V32DSieq11yAYRpU1R2v3QKrItkWu8o4xUztoLXR0kykNkEEC8ZRuEqUVnUvApWbPdJEMIRo\nNLJBS/p5G3CvB6NZ6/JHgj5sSqmac3zt9/ELd7/Lr9x7xK2nsL15UyVraq89OXDRzpkfr4hlDccj\ngw2iiSCVSfa7FUa67Vzeg64GyRieZXKW5akKCitQn+Famh2ek7yQk36TpHmwbApYErfVSe8t9zZE\nMiySpGT935PbR9UzKk6rlljlkk3BlNDm52iusRg+QtvVJFPrINCnWpKvPWrcQgyEC+O0uiVOb/Lv\nvXiPf/7JBZUTdg9+mzuvvsIf/S9vEg/v89H7G37983NOqLCs2K4Xji4n9tGoe2PvRvvijFdOj6gr\nNTBqnaXoicJqMCwGBqtgG2pCP5ElsRF4naEMerRh1OQF10NKkAdKTTgln1FzHfytPzwjGQTonmam\nSshZ4BJjCM1b78HSYoWmILQsk/XzzcR8AKgtZwskNINprk/tmUYZ6Kolh/QHnRlJMQXJ0Gw9OZkh\nBokTLGWaiWt2mYbLeCIP8ud7fWkaQf2S9cEzDLkA9qUEy9MFH0dmGw6BqdNRltoYnp6xGkdKt13z\nblaqwKuzth6kgQ4ZlJXnLdareoPiwnfCk9+mja23S/yrDFlO91woEk/UYlCfKfDmV1QIukop8l3l\n7tIi1EUMx5vnz16N2AhWB2K5OJJqGjXrwTIy6OYCzcwyMpOmc+lMpXBruY3cVd62Rn3xNX7+zduM\nQ/DP750px81G0dxt59pCY898fsnlk4lprlkSqtEQpKlwHnqdylWt39zMajJ7i5w7Yz3YRnbxSzrb\nN57h1pGhiXQQ79l6lwZomqkaQOmXaX3z6960VEUJP49DFmOBfq8Wlr7eGpUUEeRIZ+kbBsqwSvJ+\noO/SZ29WknxhlJbWJOk/sI9b7O+8zY/cOVWIWmY+/P45v/Xxdb7zK87Hn3zCtz5/yK3TY7765st8\n9dUbnE4r1i1oLOynHbuYeOfRGWfzTFtyxk4xVivHbYOXkXCn2TrXQcMTP6/mVE9hTjNlydGpWZ6k\nAd2vYi6D6pTedmgl8s+hArCu/04FlUO1kU2MgsVaOpOFYc3p1PKCMeSh2DHhRsND/FxKmivjtNTg\nd3cip8/ZCmqOK/Zo+ac3AVWDtPCceaQ+wtBhKkSgF/iqkR/td+Cn+SXJNJOY2jOJfCylGVaCcGeu\nO46OcsxvGCON4i5OZA2at3REGen2/F2/vESRgqebOZgm8OWkgEMR2Lo0MINf+JId+JREWlqaESJr\nUxOf0UncmySdWN1xaTUI6iHACl3KydIZ2CxF5YHgiZbZ2MjC2aj5Kw7Z5Us1bkaOnl16p/x0MNwG\nwOimwhVyM6XhK0VGxw0qR+yO3uS1rx/zyicP+M7TDzk+fl1qkKaZTEGk/yTEBUz7ht01BtM0RGuR\n3ydDtmqZTUciVmZ5XAhTK9k9PWQS6LMJU1RW3SwddaKHzz4AL7/frp4XffN7NhFrpXglqqervYmn\nR6NDISKuDZLrZpBr1hgthzg3sR7F+FH248Mai4lae3WCDp/Edi0iG4c6GKtP1DrR5mPs1pvcePf7\nnG0atlq4/I2PeOOnTvijDp8+dT6vAx8+nKnLgL1+wvbdx8zDxNwcu7xgerrh/rpw67ZDaBCubkEH\nlPR7l5KJR0BpaqPgacHXkFVbPFP+mrTt7gpGvXnTD/YejA50PltyL6yIpnERY197HtK+20aMBROW\nDL0FAxXJoEciuZiWPaya0FSHVhJaANHRWn6ONMTOXUGkmshbp/z1pKTl+F5QuNMBXSwOfHb3OFSO\nz/P60gRNy03eWq8aQzffF5ZlwNs9fPMmZXFmQgYeZuArlvMJv75n7UcijLceCAsdx+KAR6bmvLum\n0w05PO1J7RBELTenwGUSH5RKJzzoPCOzGW85Xz2ugoWwmUuIdeKRY5qMhErwCBkWI9YANgFH6eqk\nTKK6M+zBSlp/2T5Pb7k6mddD+0FPPkNQoHLYkh5UC2taGoL0YiZ1Tp6LtjlwB3vtBX5k9xbnH/wd\nnux+jHYtuMaatUeqeSpuCy127D/bs2xOKMcD44hs5tyJoR2koA0FIt3PJjzar7JFy+ciY9xL4jDK\nAHATURoRqUWjXxNMuZkmwQi10EyFpocGcqmjXQ5NIFryCVNNYtHH+Ba6f6ss1QqLuQ6CxLut7cGO\nrvDaobCywjIHy2J0I1U55o+ihwWUNjPTGIcVZb1lGyes/92B++/+b9x/9DXm4T7vffsm935szfqd\nMzZ8iyfc5tWf/QmG5WMej2vaF4+ZlqdM9YLL8xWxb7xnzqt3VmyWLKmtk7lMs5MS+1NjsiU9bI3Z\nTiSFcCJWuu9lxgxGNOFATJCSh586y6paMnjl3CDxYCtyB8t+QWg/7WvT+5mBnwNHytbTpcnCGEyQ\nDh1H7udWkDBbNkqBq6kJ6ZeJAaukmoky5rm3tHRaZpyBhgH26aRXYhUJJBZRAX8H8y6+HEEzdE4p\nwNUD7cCTTNsuC9FOKF6SQ7fPDLCATbS6YH4Ld22mcljAfU5IOfyi3uSxGGk4JWQuUCN5gtGpEaL0\nSOqFAvjBjT0hu+RcXqmEejaq0rPTP5IYpAw40vDU09TVcmMzZuZYZXSBIxPgRrFdLiydrDr1hb3J\nFV0dUBGZV5Ce3YayI6fJSBk4HB5k/ZvIqsb+LVqwYRxtgu1bf4bx07/LgyeNS76OX9P8bblsN/Cm\nwufyKWU+IY4r43ZkaBCzHzjHnpit8uvpUPKR5blHPRxiUmvlfScVUAEdtZLl2w6zS2ALNoqsneUe\nNLFOgAOo3JJS4novS1hHh5YyWcEEgbwoZ/29LInbyb0/uut3zhRyK/jQsEUzuoOevcxEPMXsJj4E\nR7ahFfElF4zVas3NV/8j9vU+j8/PaHxCfecnuPUH/x3WNz5nfv8HfPc33uG1a1u2R2u2N9bcf3DB\n1Jy6v2AuA08/nXhwNPLKZpUBbg1c0LMzj2wWpkeCgpmmElgesGE7oAcp+an24XtdSdWlvXQq4IGz\nuka0H3Wpyd+lCL7HakHk8gHiJsF8gGa6DoyoCsBdmnUgqXfYYFZHPsQO0WJa0fmwatbtD3tR8M6A\nMXNw4VF5Rp8YQCZCHVfXSnx+PBO+JEHTTLWQowyEiByVkED0dIbbuSYf5hgMdznwtBhp00PKVry4\naOvMoZJz90yg1KygVG/kKfmMGFo31lV+WCp7gpLlBvQFqVvcFeQ1S/6mbhzd3LTSRxBENxGwoLJk\n0PCr97XAYlLg7cEjFtwuWeKC4tv8+oS1FX34mTKpltZ35Pum008P2A5dqQPQu4ZX1a3uQ1iOwDBn\nMEtp28LNV/44q5PK+Ue/waftOncsWZkm8wUPYUN1WYjHG9p8DMfHFO8jFWSTIGnoQi+PAJqnDLUZ\nxBoOYzg6UJ9E+Qx+Hi03sqG5ghkkI5BPZP5Mx7IjRRI2ZcB0qDla4bDJu1uDY2iMRiQ1KqLTp6qI\n0+EKnNm4qkORl3R1LpeZkuvLypriJ4KEKPl+uv2tNZwVm+PKnVc2LB+c82QamC4+5MN3PuZVN9q7\nX7A9Xxhe+QOU6zex/UOO9neoDx5yvj2j7Rfm1czDd2H8+oo7gChOcx6aLbM/0Yeag2bxXCbWnWuf\nokO1aY10nlh0yCcrg67qVu6gg7VRFeSiJwZrDNm/WVlRlpHoh/xBupWH1yGIZwAzkdiD9eGwVDAr\n2XXpkECHVjJRoUDippBLJvog6orgqTXE/0Pdu/3atmXnXb/W+xhzrsve+1zq1Kk6VXUolx07jm1k\nWbYSIiIhJYgI5SE8obygICHxwgNIPBB4j5Qn/gAkHvKAhCIBAt4IEUjwkES5KYkdO+ULLtftVNW5\n7ctaa84xRm88fF8bcxUorm2JSJsZlc/O3mvNOeYYvbfe2te+72tS8LUcNuGhGu8K3Jd3eK3XGxE0\nBTe0C+6WM+mRE2tccV4/gsMHgMjbmv2jmzIWgcjz7H5YW4wHuuxqIEnZwZv2KbDQorGm8KfWxk66\ndvRBJ2FaM20uYNoArpQrw84y+XjDFmczXR64a53IKDcqw6svXpmjGgoRsyg0bqaMvHZGOTmQD0qe\nqdk8DYapJfW+eF2GnKAUID0/3KbHUrEIgi9HI0gGmlwZlg2Sye1byfHmV3n1m3+Hz558EabB2yR9\nNKaejmnJ4IH15YCrZJ4menQ1wqIkp1q0lGN2VtgbKvOqPmMYWvB98wFWbEHdu6bqJBcdnmoRAfKQ\n3Pwsy0KFMNPBgbMVqX2Xveo55+NsNZ2RjvBG9IbXbEfw9UdHvq/RaM1zlMIbl40tNFkyMsXxzCu2\nMbh6cuSL77/D+p1X3E1w963Oj37hC/wrf+FXeDp/j+/97U9pn3zCWzfXPHs/ObLx8k4sjHy5cX7y\niu9/68iTn37CnCl802KINBe5mYusqit1kGQiTfak82lYveWqCK6Ak+6NZb67U1j6PZwVBmFGiYbD\nZdn5dWfkve9lPVx4xrZbsZ9nvd9lHRcRqoj3+cgmMPeIp0ogXa4PuzaxK8egId+GzGGZ7eU9tJ9n\nH4KvHwrfmO55Mw1Eq3R1udXZ1k4+rLQJRh588iuo0GCcz/T2KXN7Kt6mVSQRjxxTTHtVt/zsMnkz\niG5JYxbhHHPQjsBMDMvIuqSKrZV2tvvhGB9twwvPDR3DLjpNj/p765Pr4ZeUDxRcW0zsg98yaFyx\nLeZpVlYIwOyRpdOeKQpP8kIu4J5NwDjjEvATbehYLg8/lJX1nIhh5yHPVQqCGJ3eVn7qF/8472zf\nYf2Hv852/4J1rGxD45VzrOZLLpw+vuP0w3vOY2WJYN2Gy9eiRDUv1G2HNUp0Uh3dGqp36Xb55whv\nZmfVVLasIAozG2pisHfThfE1JlvN+fMcLCU/vWzsanpoauO0U712ylYAuZmpocB06GiWT+Dvteg6\nc9A9ZkJZNYz1gVwHY9zy5L1bPnj/hjML/bjxw9+643u/93v0//ljrj7733nabrl5+1224y+RtxNX\n44Y+IMeZ0/lEvnjg5em5vEp3hdm032Pi0X1DyUiVqA01U6JfDlZl2Cci7p07HNjZJsoGPOfeyUW7\nrL1gFnOBRo9NNDk3TtMOVPoMiSMSd+NrUmsou1SGWmq4OiQFKWgfr64fXUmxofEqSURNdPU6s8hj\n63t9Q2WddZgPztDOPzlI+fVGZJoEDGuvM5IlOnMErZ0ZL9UFPT6ZaeNsTEqLubUTy8uVcfg6czsT\nccXIpDcZseopbLSclEkU4BzCMHuVIhmi/sRGH8KAtjxbqYLoEWNYeqnufXpRtoEDdV7s7VoYq1MA\n3UIZhwbXl0N9OR7VpseyJ2F+jcYYKz26TIbd1ZU8TDPUaZsHEgdXY7CyGBh3x580tJNsTaphM0ER\njUM8BSk8iodXvIMjzWVZa502zmxxxYc//as8+yB5Gvf8w4++zzvjmrk3phiSrfqeL2s1us2LAAAg\nAElEQVSwfO9zej9yeO8pkVdEargXbVapFBa1OaVsLYg1do9Ldby7D8lwIp27LV+ambA7JCtc+qAS\nV1YdcmeP1HynxtgUtBvCgKWjshUZahY1l4oyd/GEStQZVkae8tfsg9M2ONL3g7AR0Btbwlg37ghu\nSeaAPnXgwNY7LY+885W3+NPrJ/yDH3zKcb7nu998ysc/+8d49t33+f7H3+a9ccU8fcSzm6/wU+//\ngH/6UWOOjXz4nGU68Z3f+oDxJxa+Mt0wGIy+qvlZy933SA23lXJqEwPSe2mvYhwL25Xs9EawmcGC\nuZkwRItLLNBQIBxsds5PepwZ7ag1kd3VEgw3X3q4IUhSpsFqni60dqSNs0aNOLC2LFPrWrPGQVP3\nevTqo591D9JmKtHZ2DikaFdRASeHM26plP5/pz0Hn0WpAHAEMoLRg/XVSzh0+nItJySUKgRwygav\n7pmPB5d9lYUON3lEWt8C/c7YKJZkuWEXKB2WcG5djjGJVTSjOnXljKLPkMt5qPwwx+vi3QmEfQJt\nYVcDM1rWqIJLaAORsIcz1djsGZkO6g2bA8deIu2kdWRavMIuBRMvdHM1pPcvAvFM6XuqTBFOXNDB\nYxJHsjhQqNPYcuKUovEsxyO//PZb/M7vfJvtS19kYnDYJkYz2d0E5W194PwptC925qHJiKSZI7VO\nw36kQ89Fd0GHXKZtw1Sn+27Jhi9zcymMaU3Fhcid1E2NqXBVIDUVdiVXA+3CF8XGJZN5wNpYK5MU\nXcN4tvHtrdZIBldlLeZAtYzBeloZo3OcktveNUW98UgswY6frh9+ha9vv8cPf3QH00r71m/z9s9/\nyLt5w3yE9SV8/5MDp1fDh5uMYc5bcjVe8YPf3ui/eMX7I4m9G/yohLZwIg1LBJ0RCxJVxl6eN0uQ\nc5VzGF1XKsEJlC3c5nspppDS8F37bXepdTT6NmTynclo3XhoGe452zSuWOBMbOLG6t1Mv0NsWI1U\ncb8hi9onXHWEu/9ZZX5I+UawuxaElGhb3RtTEMcjaOsnvd6IoBlg/E6ZQ5hUmzTW8z08m+mzTCnq\nlS3JbWb0l0w379M40iI5O4c6EA5iP66bDWcpWGkQeHBYeBREBUbUKNiaSOYXLC2okZ/ZVtJD1crQ\nuDXJBoMDmg1tbXoRrJseUPM0PqcCKnP2gVSCxXXlfe9o7oa6rhX1mRVICqdhxwJxl3pFw4oH6mGG\n/TiLVjz5YAlKVe9FTsrMxPd99mG1ERyyMZ59ka/+iQe+9fc+4/OvPeEL80JnZvJhoaxzsC1nXn7n\ngesvHzgw2R087PLmYMWgWAjelmpaDH2P5u81MH+3Fk7KlWkgV/U6zEaqGC3RpDAuf4a/Y2syFcGN\nmqwSj2HTN11fc0NEXXc3dTwVc6QVR7lxltKCdTsT/cjcFvrszHrvWhdahze+ru0wvcuXP0x+uH2f\nw/OF03jJj37vgTYdufv8OUsuRH/ONG0c6wQMcV+X5Z42L/zwd57Rf+aGL6zVTsHrZuwOTzCrH5Ci\nj8kOMZgJr/+V5MqHhtcnZgZniCfNcEYdaPxLUqdhNGGZGZNgib6xOUhHJjMbS6tE5XEjKKQIG2nd\nvxRgODbo5y068VMd7BiYA25xsyujVM6g3vng4ANbfXSlB9kauY2Lqc1rvN4ITFP3XCTdJQbRoLOx\nZbLcnRhXM1ssZBOQnpEC9Z/rpJznA3KxCeYEsvlB6dVYteiBzIO61gDOWvGMGOGlWNdq3Cdgb/yQ\nwhxH95+VOZY6J2zRpixKLLemC9iNHzr+nKbMKbuDbIZVDZd2zjE2Xg11eEVSlslxH6JlaXSG2g0Z\ng31my9AJ3V3+dJPlhyGunsrCVeQos5Y8zcMnjJ+2athQvexGtMZh6rbmahznn+Ebf/qLfPEuePn5\nR5wy2cYqZ6kB2PgkeMH5+684392xjrNmsw8flH4UbXe4coaJnMftu6TMXF0rHYLpA2VT6O0WD+hT\nQ2uC4WArJVG4nGsEsyGUNvxckXGcGkDK9ivPgnCTqBatcHhJ+WA93fHqk5e0Prg6wtUcTPOVJ9ob\ny8ZO9Klrvfyv00dnXL/Hr3z1K+T1Ex6yczr/Nq+e/wFbP9P6MPE82UIGNyekmR/jjuXhzPL5R3K9\n74sXfjoBiZoiqLlJQ/zgKb35KrnIsLGM2RlDSpwOyGjFQoWCEllUEQI5Fq1nwcvMORNj1cjXqhyK\nc5mhJlU+ShyqhgjhjYfQ+OcemyAcnBikq0VvkqK1C68Xjn1paq42T2aXWmbtP1bDPHqPaXv9UPhG\nBM2ifIyQi18Yvzu/XOk9uB5XylqyGWcT3rSuD2xPb21AIOrNiHo7dyqb8MD9i/Zt51/u3C2gpz0y\n6yG2RkbnwGWTEs29BftXctC/ORNsPj3l3LP599IgEWokMS5ladMoixaBxvdaTWNH7BPJky33DCUj\nWduwXJI9Aw3jluGsJaMxUmM0BFNWBxLBBsDWNEJ3ROyuRhWoqPeLpnu3f8dk5MIpFsodcYtB9J/i\ng198hy985T0+/43n3K8b2ybp5bops488M7jj/PnnPHxy5tTVRMrNWGp9D5dyEVUH1JwmQSatadxG\nMYUilcnpIq0WcqSvhq+aXClKkHm0tGD0pjkzvRE93F11IA7DPeTOF9a9DqKLbiVD3JkWjZtj8LwF\nvU9MccUhJma6AXGwxzPDk8u2Jnve1YfARiMHnJ++zZ/88G0OV8CY3H0emtXdoIXK/Bk4ZHGJzzys\nz3n1+bcZA9F5d/ijAIsuzf7siLcZ9ggxF7QkG6Ndu2BvRNNsru2RBdCIZHHSUcrDlrKci2E/Tn+/\n3Ax/uHlUtgC6Kqn4aBsbE8Ozz7ecrE9XMPZXoebSj6a9oWsXpDR2SpOz0RZEyM29bXjchlIEOXkF\nkfbrte2KeK6v93ojynPQ6Ruj76Nmox1ZTt8lnzwwT1+g8YotBkesg+XIunzMdHzC1DZ3qAdTBCPl\n49dTRelAJWnERoxaJEKOw1zCtSXpOdvhopqQeQjDp3UgA4jiQUYR2U27yQLUXRqlaRQpInva6FWO\n4HLVGR0ZKscd4phpFEePoZFei0r3dMZWdCgZMFjx0/TZBKLn1FimkDSVPcThgCiqlYjiDRkWpxdm\nBc5ZpWvO6kzG6tk6jWk0ltA1LpFMbUB+kS+8/Rbv/NnBD377b/PyYaK/92WOq3T6fXLoa8FYP2X7\nzpF87wl9PjIPZXdbuyLczKryDZtsNISnaU69vqdICOnMSGXcVoYMgUZXFE2mcLfWPIlQkUzqkCOR\nD4gAj0HTkJFHirZSUAg2mI6Y9RyHWBmnq+CtDaJfQy7OaGqjGn6oshTI6D5YO5kSYZAB28T9sy/y\nr/1i55/8w495laqUiiERY2JqcL9tTK3xZF15cjNx8/RDbr70jOtcbH8YsM1+6KsCaNRUUB0aUQ5P\n+AD24LtygMrivyJ/Tal3TkxR1aGSnRqfHLEQ9mtQgHtOjivR0sbjOfXVlO0KXs0JTE6GbAylgDLH\nBKywilInqAsFyHxnhPDR2Cl02isFM4Shg21zky4mNObEFnmvMcqsXm9M0BwxRBA35rhmMM4npsOX\nmfhUAXU0cposSTzD2GjzSosD7PSVcLfNZ1VeZJEKXGEWhjmZiR6afpVhaLxxBbxU6Vea6SystUDk\n4W606DujnKhHA5Og8WZVEqUTumHbsXq47ezGvrqq5Imy9JhupCISdtcQl/Sse9GEQZE6eQv2Hwb8\nJFlzsBI2QRvB6DNwryaKDX+d8PhQaXu2Rg5zVX2o8EC0ExlPvQnGfu+UeQ++/Mf/DD/66PfZvvkZ\nH339Ce9tg0PDFLDABmGcPz4zroPbZzN9dDr30Cyz21FFGyo3BfnMMqU1aufMZu9+5l7I+1k3v8fK\nzqmN1EE2KhM/Qzp7JGljERaybSrB6Y808Dpsk5ciVkcQ40rwytVLGhqpkiEObdJhOFg9Cv6YWVFj\nZAerHLkIchzZ4n2++v7f5w++9xXum3DnMWaiveLJuvDs4Zqrp1/l5he+xLtvXzO3TnKn4Ey3wmsr\nvYJrlZIwmpbUztonmToc40DGhpDva2HxIb6m3Iy8WTdlvxkLJfLAB61zSDlCcRAc0IcOpHQVk6Jx\nEYPWysrN641Za5LwfyUYaRFkzpTYWc9zclU19s666Hw3EHfUSIwcK6OHOcNyqIrtEiSTyQfX673e\nkKBpIDknIjRu9GFZWZfPub56Qm+wuSMYfiAckzZ9zjR92UbDOpkyLkiUdkTB+R05sd+6W3rWP7e+\nu7iXkw01Y4VOdruiI7MKyTgHmdekXcHh2oG41ApJpN2p0Xya5sC58eiUDC9g0zSE1y0Kru0M5zvG\nlBBPCV65U3tPhNxeNgYi7fv+7drzw15uFQ2n5mDX34lMvNdKziKK0xi7msNIuu5hLMgu7wpauIi7\ng7iRYzfNePHGe1/+Cuf3Budf/5znV894q3WmGvUbmGj+kvX+zOnhyPylo6qFUfzB1cKESZlJZf8O\nlmH1VJbqq3VZQMbqje5rri486UzdXFU6u/aY8KRJvX1HlCRt8KIkYHw3XTLO+6Ex2gJj5XiYCQ66\nBiZ245jdfFJSWlVKRfFxQy4bLWc3ZtS5f/uDf5ux/A98/1s/Rd4+4zB/wu3117n52rvcPp25MpOO\nsbqear6/hQEPOxFUc818jaiA5Ofb7CrFWXEtylFfgb0curTF4rLWYqa4ncQ9I280PsZNvDDjYNiF\nXTvApsIZppq5eKrnGC+QJl7BTM2fgDGI0DWrITWb3SLlmnD47tV+D5z9PbQ2wpmuKGOF4SkoP5JM\nvNbrjQiaWnsrPVYCAcjb6QzxDtP8lJpQ0rozha5RFKM9s9xy7A+YsXoaYwgs7t1omIZAwbKXoX6y\nxtBQJlbDslAjIWPx4p72rIZ0dsJgcskzvPhyW1Siu9wqaomiaknSUo3cPkiuiV0jr9dgZrZLjDIo\nZ56K8v6ZlTZcxISmXyroeYGlSpxi6wxjp6MpuGXxWEkdRqHGCqkFuLXYg8yI9SJXqwXnBkJyg4ZZ\nbVaZDHpObCOZ4+t8/Zcf+P7vfZNPPn6LwxeSJwQtZOAcsdJHcmYjvzuI96H32dl4ZZurDzygjYqZ\n4k26jNMcmMFl5dsIwtQx59AQ087kzJYX2MVBJcqBqcXe7NOYkapOOvt89aHnlmkIo31Enl6St1+u\nT9M6y+YG3ULzLB+suCrYRE0JZW+kcG4dYve89dV/i6l/l+XmA66efsjt7SSX+A0Nouvd0FOJOEJr\ntYfGjWCDZoA8ExxJq3x62pWoBBd9Bs6qZmI4m1vIdkVuAabpkQd14Ku2iQSuqH6AZt13Ig5KBMYq\nX4jQGpXQQbze3V0KIDT3S/fbSUfF6BFEf0CmNW2vRGQeIiI8HUvUB5kzZXat2+pMMnHWCrQzeNaY\nrOJe7/VGBE291D2n25LrvNCPC33yQvPJIn5tso4TrT+htQei3TgDO+rejWDdO+JUp8EPVR1Bwidp\nxYAIWZsJOHG2GEReK+sKl7hxIPs9YQ+/6szqNFQTIjKhmZrhkQ3QiU3GxEpgiiB/9pIpnpoCbqOR\nW2eeMTyADgJnJTWqlAgiDk7WV/sC1iLUOwkaUM+4ZgiVVK0+tdVp0BsxCtOVBO0iIwXaS3IbuufD\nZV4ckL5XJ7eaCMKOcjvywTd+keWb/wv3n/08d7cLh/nAzCbPxBBrdB2D+LzRb5LpelaH1mMJdncd\nSnKqLFNXn/5uxuDM+QyKmOKDIYv2bkyMsJuPAnM6628I3olubDgh1zopra6qLApnVUzAe4zjUU2p\nvaF4o2dEEOnJiAE9zsqWjMllyE+AzQT05sN5m+m98fTDn4d4BTkTa0A2pqntyiYCDxJUFq+G4tC8\n78Kuae5GVQNE1CplkZKPtrGaE7tqjXGQSm0TeXwfUFb44/7nyxqrBCZVTjBWOY5OUXWWN4Ahy4yq\nHpJykAo/23C+HJGWWR/VF2DsleIgdr8KUQln4BWJ1YN52Ec1C5pSY3MbC+QzhO/DbhbyGq83Jmie\nGtzYUXxrwemzV7T3bplmucv0PFMjRg8Brz5daLczrR+dlM/qKjPYIiivQD3MSw4HJ51CsJ9qyeYS\nXz8bJufWohO8qE4lY5HCCPPYEJm758bSYwfHi+mXMbs5g8oEwwgj0ViOIuhmJ1JZTmsbS25kU0aQ\nxO4vqTcqqZ823prr3qiSYcOm/TFUoEHSc3WnUbm0XNRVjrPJwkOGzD5IbMIGov2ovF1NQwENRSsC\n/8nGHbKvk5ePoZJJPL6v/sxfgPEH/PBH93z8Tz7m+PNPuI3JkxCVJazn56znI8vHR+YPjsw5M3mq\naLQwKbncd5Jy12lDZrNhlYm3Lt1rQHtyFIzIzOaxXOks0AEsY28ENbPQtyGuarKKjTCaqgTE2Wxc\nk7FytTzwu0tymyd3udOVS3FnNTZXyqYbVyqqgogh80FPhWRs1AhqLdGk5ZFok7vxpoYhpoSKEB8O\nhKSwzQf07nK0+gBctB77xJbzHviUjARwJDnpMImVLWd6SAqqzaT7nKnxEs0y09wPEf1MS7EcWtxD\nHNhC30nvLny75Bk5zGGNM5hg1hwwdReSYTcysVQ8gG8o6Ee6xI6AoaFqMQVpSXA4mx1N+GcBvTFO\njKqQ/giNoDeDcgQci2MYjXk0xnrHYX6qU6bmWYcoDIOV+2VwO10zpagUw7hRUpmkFm63f2NhfOnT\nXqyL4cJfJYZoY6tPaszBC71fkdgjoU3mXRqXDE/5GVaWRNjhZhjLVDrQiu5ilY14iNbLt4IIdD+u\ngBdro3fTfvz3RJBNIU2BE6awKn00U0qTNWDFXE4grHs/JAzfkxFjd7euc6XckGKYUzjctXeYIjTk\nCkSYnyJomzmTLqsIKIcnZVeFFX+V99//Bj/zZ96Cj19wWs4subFauz7GIMcDS7zk4XsvON+dpG3P\nIc6uK4K9AbQ3UvabY7qWwBURVYfGnXSguRecTWOFi1w96jqrDHfzKLrULN3PLPU9wu/bHUQEcXRu\nc6Y1BTOpcvpu4Ctc2QG6p7KjBtFF1+kka/PAs4Ifp4A20XqnzTNtmui9C7dszfFTXqFaZ80SX3Nt\nrTrr9T2dtSu4FLwyLs8qi6c7qatssUC48lJvuot9HJLlKrvbdChlUh5DsT/3Yi6IL3kOEfJLylkD\nDX3ja4d6X8r9aKtGZhRP+mw4TgwEyY51BG0+QAQBoLUSgbrlbigR9BXv08tnvu7rDck0g174TgQ5\nNvqUTMcbMtz48YM6tMa2PrCNjS3UTWuoRlYHucbnAuamabjSMN6ikqg7U8zicO38PW3G8rTU3OW2\nB7MKeprB7RLFq1wxr8oxlw2jNDY+MdFe2NIUGdu87UqoEWxtcL8Gt4ufd0n8Ej3elAgAtNaMoDrT\nNNC+aVOUUsl5lU58tBlJK0LClJ3E2TrOiPVnXb285kfNxQ7lTbrXRYK3KC/1Ox0FupI4DhP5p6uf\n5hv/6v/FP/6tF7z16gRv33I9HPxbOLtPzi9cWVxvdA97g2TusA2fMDvyohTxQKnAUp6O5YSz52Km\nflGUGd23VlM06y+KdRGqQNrUiDU9akP3vhOsoWqgzU3O9AFjKEOaPDp35cFBRrzYGMPdY61ZoTld\nFiWucuS+BTBTcHaxQ7S2So5ZlO2+f5fdJCOqGhI+rymTGzSVuH2XjqUP8fR+Gpe1Vj6W/DhzIawO\n2nFmc6GLmjWjSm3r14xl0HxopYp+Ue9Q1lcy5ObBdiM2K+Iu5t+ZzT0PJQ37OaeshUyh3zHSTBGn\nJVFyS7sspEhg2ZXVKpW/rPXXeb0RmWaCcdzORmNZz7TjNb3XZpTP4YhgofOwbawpugKBshzEMCxW\nQ2VOrsyk4+4mwDdMlVXWorzJZSAGqz1yt0piUezszhIpDCk65GQe6KNsFWeOqbJa9lONxRuwOtnD\nD1eFiO5B2ilHEs5U6ersOJoziKjiNPeSE18fDC/0VQa7noWSVpyLs4iUFZF7sFSG4jsWyeYsVcPQ\n3YihPqx5IbNrzCke694l9WA7PxAZSXUiJmdBH/JLH77LTW/8849PPKyDhY1VQBUxkjEeuHv+iocX\nDyzrwrat5FhYi8KXSfkzNv2FDlkHOyU7+jsFEAdAf8eMZItkQ8ICIngsGAiED+7OWb1KXmWho9VA\nMmWth0g14brYHMMJXc0lKs8EEd3DMGPQTcyPmKCZaD91iMkjWiaas1gNGqwjeCJdc+zrHqhO9FRc\nMCccGYIUhjvXle1JcaOFkLGxtcGW9lTNOpA0kaDyt81rRJ/tg5a08Eg8XtL9IgsdaizM7qlQdDBl\nBmwGdqSOU+Uy0hBEqNzeAgYHd8C1DpqzSmG38qttWT0JJQvN+6AF9FAjUCooDBO8Pqb5RgTNQAD+\njEqHh/sVnhx1Uldx02p5bGzriWkM5qzRtqrWLn5/sashinmpU7DTRie21bieHtjqCCtdun42QplG\nWeunGyn0GjQrIH3fhKhJUOqZDNi6ffz8fA/pKZh71gplUqv55DoVJ+RwdNUGmQc0fcVdfn+tRuGP\nzeWy11BLaahbksMD5SLtq2gdlEntbaQ62fuGSfbMo1zch3w1I1fjoCuio7h8AyaXySVV3Xw11WYC\ndPIPZQ8RE21qtCfv8/Yf+4B/890rPr57yd2anMbgFKmSPTc692yvXnD6/CUPDycW1r1k3zXQGXsZ\nqGMwjQXLmEH7a1JWnmH8dtDDQgqqyt7qUkk8OiHsZh4aNiY1UEk2HTBi8BAbTxi0hjvmkE2coMpe\n631ELjccsDVZE0Z3B13wTrQQC8QHduupM9FQShA+8BTQ2+VG6/BqZYqhv9NaWwVZjM0NSR8efq/M\ngDERqTK2e9+ULLH0WZlV/usQrqA9Ih3UFAxbNl339kC2eccwxV5Z931zCfa69mpmXg70dDPWuL6D\nbI2N1gGv3y0FmD5sZmy1IvQMtEvXvTLJlJdoNaZe5/XGlOctGqfWaS14zomnkzpbetzXtKzmX/Jw\nhqdtJmMl8kxwRRkIZ1N2s2Y30K+bmJwZHMA2batT0PBnZ6yMvIFe9nNATOQ401uqHKxSuVVJm9Rs\n5zEuZrytBbmFycqzOq0Rool445BdC6KJvlut/mjCIyMO5DQxtcbGiZbrowZWUt6ZXXWmlnRuRNMY\n1MwGvVubLNBAfuihax5F1TqScaKPVCboUAN9lxXqEW3KRteJmKtze2Ll2ktxpcZXUFhBXsQKqiaq\n8y/mQLQDh/4u+ZV3+ZUp+Oif/l2er2+RTzZuD7fMBBOdbBvjYWNbzmyfX3P84g29z0w0WhN00Fil\nyGKlk55DJHI6j8pw3wHhb8bixOU0z5dquIUDXpAhM119H5HC016ZJMSW9DZx6K9YeRd1/Bs1HaCF\nx51UJjvCUXqW90Co2dQGGhWc4evRd6MFGYvLYlnZVfkdVdmQyHTwFVWZlHRQa6VGI6QYEsWRtEl0\nHawatetXE01P0wg6EaurOftyFgeZxRCIPieq6gnzMacDrENeIUzQJ3KszCPYqoqpstlInFjIUgx1\nO8Lv4hVDUOWI302RClbdP4YI9SjQ9uwqy8PW2hm0oiBFM7/39aPVG5FpqpTQcx7TS7aXDxxmG8am\nM7JoaH7MA3evzvSbaz2AuNpL42jQhs/HEuGOygLLjdwlZdoLKTeCsxZ6nnb8UKvAqh7zOKO4lrn5\nuoq+EW60OBtdmsHppMVJDzEh+ubsxtlhZbhAY36k8Qa2e/r8gjJPgNnvr+sKl8n56D0uYyJskJw2\nZ41UmddKj26ZHAN1Sqsxkd5YnYv8o+nP2ektRfoGxjhyWt8yLtj3IM5+4g8HhlAjLwYRExFnZZtA\njFnNhAhYV979uT/FO+99n3b/uzx8vnJiuxgdx8oY96zbc06fnVnuHljGmXVs7qzibLoyurg8G+ZL\no6sCZ86mAU0O6I3Y/19S0szcmygXc2J5Gbh8jirlJ3hqc2zkTZBtgTYYrVt3bUpbsSIiXbKrVEq6\ny/SqIwoeWQSztIVkcVD1M6r7T0KcyZiFm26wS57YIDxOZThDBB2ebRFHoiS/xqT1A1cueS8ZZSB+\nZ2GfEXf7jZ2ASxcLMkxlavdihgBwomZY7UY4jyKWvBOSYXxza6uDquCNgk+aZ4qlJZnha6iSXA1J\n5bajeQTwkPeDDh0/TO+5iyfrT369EUEz3P2NHIz1zPmUTO1R6G82s0jli7k25qOlknuTRptbBOGF\n3ors23wquotZJS5D+u+YIRWQmss12Ot9Ihpb0wbRqa9SqsJUcFQZoSJFZZJrpRo94KujzJNL2jda\n9e6dCVQCwkzmDaKzVIPsrN+PIGIm7JCt0ryza+UelTt7B7MFrZQnpA6MSGXSDjCplOUy/YGj74O+\nZSmWZFoz2PKO04/ugNv9Z6j/pL7bPnrBmBpxdkCwpC7NEwwJFqa+8YUP/jRf+vDPcdu/yenTwXld\nWIccr3JIvbWcPuP0/J7z3T3LWDVz3Y5HBNUGUWAk9Xm+tFbNj9gcmJQNErXJTZ2qOVLpWdlWPGlz\nTkQ7qpwu9/+YmKcr1vVzl74HIjav7eHN3BVscyLylrKF7r6uFspaZRt48LoJglv97jgoa21I7tqq\ngTf5WYVln3q2ePKjvvwNoCaUAUU1KXP23gkYzfegFpBSsILVC3cPhpKNtEEHOAkJVRLOe2nG9ONG\nPqWZOjjHZFNtPEdKmLM8cbuz1oTUE9qhsfRhEjI5BB2LO9Yawp8lqz7u7zXKYLlpf9BXAw6qOhsJ\nj+PNT3i9GeV5Am0iOty9GPQ2mVw8OdXvPoyCu3PSFpgOFXAKZ3sKnFyuNGILjwAA2feXTEsa8pob\nopPLlv3WXffoSBFhHt9QltA9QxljabU9K3spIZCen+zb9ldAqcNbGxTtTUqFI9XBy4DezjwEPJ06\nc0tDCSJNV5NjILxCdv363bbPbZkhF+2FLLd2LZMpky1eEczuMoqjVjTFwrmI03RxuAoAACAASURB\nVOXL6AGxtYApIbqA/W2lxQOee+jnse1ZnrKk3NkB+n5VBjtDGM5MPXQrRvD0WXB1/efp3/tb/PDh\na9yG5lSTg9ia1I/bYDy/YlthPN2o4yl6HVj+P/s8m1WfPVZoKU+B3Z/xhoyTN+KgWgOqlysr6z46\nyrbX2qIIojfGaBzinm18QG93gkpC0t+WE1v0C7STA7i3H6si0i6OSGQb2JLIUrE96HPGzN67t0oi\nu38uViJLuhlyU7JdotLLM8ECeaun1WZnf7JWy+bRztn0DEuQYalqOXRlitLlxeNDR42lzEXNLCar\nhM8+OBLWMznegf6g+2dYISuQ7aXAaV8nRZGGIKJm0x9VEXrvM0SPyr0xm8CJHUsOiBiGiPydxnCX\nffG1VuX5eq83ItMktAnaBq/OE7eLT7dUqSRDjKT1zunVHVeHhWizT/mgcUQd9vTD8iIEZwMHndwZ\nLsfZb1w1jtiCrIw2TlS3OYb17mUIUTSFdoHJIb1YXYI0nYwla5PjCggidxfbmGjETLASsVCt8D4t\nLKvwmOpW1+Ks2USVCWTb6M0Lg1VdQ87+EZc24bI90QKOAxmSMe7zniMoPXer0jYXhyJ5bk4jyVfJ\nIc4kK30Ov0dCDd5Iz/bJiYwDjPmSITgLVibjsrQS5NT3j+i0caRPgy989d/g7e1TTr//CT86J3cr\nLKOc5xe28Yrzy+ecPj1zZmHbkrEG2yYeZroYqwaErKknMlUxiD1V5Vr4mm50tyP2Ta2y1FAQj59t\nl7O59fp9ekrymct3K6OK3pCWbjIupTndmZ3mG22Bs6AF0g5ITSV6+EZlSxmoxPpj2Ctca/2bihRl\nG+fDUNXIgWgLLRYF0Fj8u36fUQySWYmKTXDUJGuSUmZVUPieVLAbe3JTz7qgoohgy89Z+UwqOk2r\ns91fd8anayxSf6aaS4LNYpf0ihqvYK8qyVDZJuhhMDPsniQDPYTb4sQrNt9bZdxaH0nuJftPfr0Z\nmSbANMH6gpcvPuFLX7gR4B6rTznxw1jvWO6Td966YXDc55trPsmJyDLfgDVC1AIPUMJTGAfFc9tc\nMumWSc0l7TSmHokeZAPgVOdVgL0Nf1sSnkVCG1b5DIa5cHqriaKwuAISThZQw8ZUzVtl1IK8P+gQ\n6Y2BMoLmsndjQuN9lRGorA8a8iOk+b9DJGWbZZmKahCcxtjORNPwOEJ2Xbo7nfTEwuFzfnLi+LCe\naTNsTMT5nnbTSW7JMdNiVSeSVe//aFGabk0NA5H6SXr7DOGROAsbQuz1fVrypZ/7U3zppz5l+egH\n/OOXn/JWv+L69h1mOq0NWjyQ9xvLHywcnh558tSNBjri/Yl0XV6pzbgXRZgZfc+GxS4Ye9+o1sEW\nMsWOfKAURhfyTZfx79SJl8l0e6BmcKsUbJTgszRqkhmamztWddT72RWi3g9Ch1651HfxCWsA3ikg\notZFoEF5jc3Y/c4MNtm+DXusThZdqHwCl7YahubhzsIxzL5QVt1SlYYKbztuRR02qfvp/dRIVldB\nTd6HTO2JoC6SNRqzHZ/kKt+duKo5FrkxRfdhp8647qbhjdCw7EhbBUbQWN04YmeClN3bxGD1M60m\nXeZCtlnBNqu59Jqh6rV/8l/qSwHuYU2OWzBfHfTQL/k1ycR2uuP8kFw/E0gciTubQRszuxTOXD0j\nhbToejhNvDGdLsKQdlF/xt6N1EnnsrQ4ZFW1ZpA9LwMR0cle4wIuNI+N1tOLEqp8V0e/jv+00Ubb\nOZt9wCk7b42N3oN5WAmTB4hFC37zzCDDAjV3SDjiMM6k961+eAUtfb+kd1FINKjK39kImq+Wy4gJ\nDGN0zkxcBdzlQVn+UAmlKlt56RYigU9+fC762S3uQBlUogOxAlD5haZL92hEJqO/Tf+g82ufJf/o\nu/dsx5VjHxxHdwWyEOMF6+cPrMsVh7dvuDq6JtihE6l5Vh9gmiFlLCsXoNNHNWcuhO6ywMg9TDZl\nfhtUvhVc5lBNbWFw3MtP/BMaFqv6RYtwUwBo1QU2hFKE9GSvEsKMj6LGaF7P2HsBtuf1ntkomaN+\n3IYybTEuanASPc8sjDDLQsQl+Kjv5t58wGMSWXY9Jhpab2NzdipIpqcnAaWxx57kmtDlBJ/+vh0F\nvTFCk16dpYr7HJCXXHRX79XezaAmbbkT4QTpsgvJiS3OiEImqlitv75pP4x4XEn+5NcbETTry37y\n6szdklxNKiUvD0oP7dX5xBFoswxEayOz2tSUi9qDSE4pl/9hQvoozDE0PIu8bIStYnTRPVq6XH2k\n+Q52fpf5IVyWLPuDw2Udw8XcUMasKs2YVtYGYS/B1QhNxnJmaQtXec1KDbtCp2Hovd23UZYd+r5t\n1HcPBzzNRglnfH3fyIOMbkxXfMc5hz2sHSLa8MYxt9IY7k0E9y1ZT2f6wQW3/UDJMojGiirdtyq1\nROfZjyz9637TfHDlBSFNYOqlKnqLfPeaX7r6lN/8R7/D5194n/eeDObWmEYaZjiTrxaWh4X1rVue\nvXVFbo3WNqKnmRXKPtzSUVnWqquN1Wd7PuXvII6p1pawcGG3xtl8+EZPf8dGy01FZMMHuI8uZ6ma\n0jiAiTFgdFcEgbDDQNjmvkZFEWshQlhxNQeCZtjhc/lPjlCQ6aEMNe1ARFSoT0olxX7Hg7WoPUUX\n2sOUPqCFIA/BkKaTPZLZ1oiyyaT04plGNrZtg6NxYPcMNPrDmy+tgU9d+0ir3fYESTCQt7fXbsUQ\n7Ut5IAzK7C17sGRjzmBOOeUrD5rUT8h+SbZe8/VmYJoIT1u2M09vG/04OcMJcEnQY+FhWzjeQByO\n0B75QXbZTOkATT+UxhQVctFZX/hLitHGo87xRrhZOF3uisvSCogqyX29geDFhpssje7S4aI51qLb\nEPG3jC8AUY9gR8f0tpuzujPXx6QbMxo9oK3WIoOMer3Q/D819c9069Lpome00NhY4rIuVB6rQww7\n0WS/P2k3n2zGyCrUxMLSzkxNo1+mOY25pbHgy+aujGNywJi2MKc0fB17DSzczN/nkt80GJt6/iFS\n+bEF7eYdfv5X3+KreeTlb/4O52XlvC6aSzRW1nxgWZ7z4kef8Pn6wLpuLMvCusJqVoNRaR0REcBE\nmWJJomcX8Ed0riw2QG76/ebN3EpFpDx9yktG1FIY85Tig+q+GMtkYjg/pK/UCF0JCZwsuLpJIVDQ\nNIaWwHjgymx7t+x9Z1cohGhNtaq2vXYv7B7zPMFrtzRyZluYslfHR92Hy7yeS6BpSNQxe0VvNLbw\nXegHYbgNyaNzI6wImjL2EdSF2ZKV2Ttgu8kkqpNx9/0oK94y+3XoXxWwR0vIVdllBmdfXycYOYxX\nl5ro/0PKUUR8GBH/W0T8RkT8ekT8x/77dyPib0bEN/3fdx79zn8eEb8dEb8VEX/+J15FwMiV7WHl\nWTuyxIEAepjO0SFasJwHtxwYY0LjQ40N+cwcXhGy6A0qbNV85zSWFM7AYHBIlbdTBEyb5XTVVVVQ\nqextqoVMUHZpWhB6uKKD+HqqYZNpq6/wbBPthM0bJ+OReUFKe70yE4cDyls68wiVVZu8BNMqpW4z\niDaalE7OFAdSmXSHhs3cvwtoD9h/kZA8dYQz3fCc8OZDAh04TROoONI4rMHDNLkZp8+S+5GZfF7k\nkWGtdhV16mI2vfm+2Mf+rHxKVfCMFIaHMpY1JrkeHX6OL/3cEz78pXf4+Nd/yLcfzpwX8TnXXFly\nZRsv+eQ3P+FH3/uUNTZGnljPZ8Y6WIeC1RZRKRslqaMymthcmpfbuaNq/Wx0BivFpIia9mjssKzR\nqAMZ3KUNYkzk6F4DVeJcHLKEc5uXmM7MhnBq3RzRzaCzVPMkJQ+uCQhy+XJ5HkPIhznLqgqcIbtI\nTjetwuwcfc7Yn8tca8nGJTWrS7cw93VHdCaPVd4bYUXVaw+PiELCX7s3WMsheCQn7UwvDqUiok/V\n2s/0yMIMptRgOrzLiaTUXyoYc68Uu7ax3MviUed/8Pg0+Ymv1ynPV+A/zcx/EBFPgb8fEX8T+PeB\nv5WZfy0i/grwV4D/LCJ+AfhLwC8CXwH+14j4ufzDhnAEnNs9d+eND549E88qHxDheyNHY5ue8PDy\n29y8d62m8pCZad9VQ2Wu0dn2E/RyMyKt0DGNaSA8UX04ZwDZaLlAHNGkPXe4zUVbowo3FyxD3V7C\nS2FcTqE6xcMlF6hEmuQbRg5NhMxckKehurEJTEujHwqPc8nqmFeLzDdB/iINchVtJwPzzH0q5wFt\nWzS3213hcrWmTvSBmghpBC7TlBTDEaQW/rHz6njFW6yuAjz6Kgxn+MRuuHFWd6x1yMUNt4CYGLHu\n43j332rrTnsZUc8jiDzsZWnrncgnPHv/l/jlP7vx/Aff51u//ZKbrx0hk6kp6xg88PBp8Omn3+Pw\n1jd4572Ft48TLAvZOn26ohozEcUB23QfU+UmLXfFSDiQ1KIdIVepFoPcNvrTA+OTBa6GV4gw2cbE\nhqaCiphwpsfmTD91X/AhnMoK29DccM2Bt+Fvkd7HmdEbjFlNxC7FmwJhVSHpxonw22jDGZvegzjQ\nciF2P0nhzTip0Hl/YGjoM0tIKTaZC7qGjHKqgWZ+mxc/l35DosUZ14ymCjJbZZuxW0HmTmES/9NM\ntL0yG2H4BgdhFiIWNjoay7F5/RUvU++lPsXkA7EUWXhN6d/3YfSv+fqJmWZmfi8z/4H//AL4Z8BX\ngb8I/HX/2F8H/h3/+S8C/21mnjLz94DfBv7kT/gUXn1+5jDg+GwS92q6ZJjRkmXcM8eR/uxafoHW\nPgMOarMDwYGWBy+CyRQYTw6M4gleVDy0RmvOaH01IxbKxqMGsGUMoq1OgdQMkEnuWaC23Cv27pyk\naZOceSIgZqI3L/wiIGvxSlmSwJkWR+6iEXOn+q7VwSr6UovCvLhQWlrZcOESZvVY4cVJQ6isf1TC\nPU48adhmazW/tdPySB8qZjca5ERboC33nErjrzCPlBnOVptldqHsQKts26GWon4oQxKvT36gJz9P\nl5Qp4nvLmTaV8KDpXrYDrR1oU+PZB095+6c/Y/qNf853X33K3XjO/XZmHSdGrqzbmc++/X/w4hOp\nUVoXpUZuFN0mFg2Z3M66j6HMMIxL+xhQkKFwXqvAUg5M6zno2wPKM1SW4szPqbOrFvQcspJMZUaM\nLtbIQMEvxSHFh6p+2cYeY/a6EpZbI0xiz9s1XrgxmXanXDDx0DcWH+zd6yIsD65MPymOZUQdAgft\nozpsIxhRs5yuiBhMhSZGI+JMtEXQUjzQ2yubdWivZuvufCd4GqToWDqINPRMYInWjPZSeLzFRVWE\nGB+EmnTNoy2KdVOJSiUIj76T/v9aU6/7+iNhmhHxU8CvAH8H+FJmfs//9H3gS/7zV4E/ePRr3/bf\n/T/f6z+MiL8XEX/vxYuXvCK5ak2OLzzAOKt8tYfhuizc9jPbJKi5AmZ9CyfnSKLmGcg5EB9t6DQP\nBeD9pqW9BLMCIETpp5EpcLjEYmp+0OWTWQu+JFxGeyryRiJTVaMuuWkKYrprbYemaJ3qUAYTLe5Y\nTiEPxwKhAgqD8ur3k1PJ1CoARlGlvG3qd9sgpkHFL/1MUt1uGS93bbLoLr2cpDugBy8kCZ1gjiO8\ndEYbG/vslqhZMOLBxTBLMi8FeprapINr0NoGfdU15qQO+14pGOZgIzbjbYQylxRlpsWRzlM+eO9n\nefprP8uTT4JPfnDiYdxxXlaW9cS6vWLdYHu4Y8SMXObPfvbiPOp5Lb7u3A+SYlNI+ufviLKUtq/D\nRBZuB6b1KUKqzzT3fIfLw/J4VBPOPE86GpchHiJoNtLIam76IOHorHXZoSXaCm0x6DkQXUcEeJG7\nz4zthEa8jB3gzMBQVtvVspo8OvyZ97WI98UmCfIDESfE4hAvOnJFzqqXeTsjzCPlRLEgpNS50ecA\nu1ouPGspzloXqRJdAg2rlTB1qQ4HTuw467gMVNTvsq8NeTUEmRuSVa40S1yxj0NhMsnrD1Z77aAZ\nEU+A/w74TzLz+eN/y52f8/qvzPyvMvPXMvPXnj694eHVPfPxluHJfpHHPWvLdstyf8/Vk2ckloNR\nwar7plcjwnlkQEy5z6gWDp67K8yuGBF8j0rjI7SgtZUWizKlVJBpA7nR5Lz/nk5dN5Nsfpw69hR8\nrQHX9aJ6u7cdvK4AUETgIpv3k4Z7Fbldv9vtcuPsFaQnV4ro71hNsHTwas4YK5imAkHrgj7ymhoV\nUVSPcEYd7aQDqCuDmfozWjtCJGM70a92piM7bJ918HQ0H0Hlm8jFLgvlGolAfG/+xyCWA9cF68s9\nY71kxl5uYWFDm2n9wNX1Fd/4hVtu43P4xx/x/O4l59OJ5XTPui6MTeqrjRs2rvS+/s7NQTz2KaLs\n2GtLVw4IA9Szj4qoPswW2E6oA2zO35i5aLq7g5bGQ+z7qnDM2j1D16H3Xol8MBZ5RzRXHl5XMTrB\ntQ7c1oEHd5SvhPkzwXQgLMncxRZODLpFnKpmOhoGF2iOED680pmy1ryw1k4wUzCAApYqtRGXNZ/5\nhMhnRB4uaqZNYgLNxZJKSVW14IqwECLzDCm3rtE2stkQhg7cchmT0XwWeE8SezYtkxOo6ZsK0kqY\nMh64ZB/1Xq/3eq2gGREzCpj/TWb+9/7rjyLiA//7B8AP/PffAT589Otf89/9C19JMh7OHN/yw2ht\nL3EhGTFYXzxnPjYKqW4GsIkDUE4pnciFhjKRtm+uzb6EjT2wWbXTnHmKdVCjbmcFK5sT75meib6A\nf644kThw2YU9HHzCU/naUACvxhAXD0aMpWrtHUmuOEbSYlIW2nUNLd2E2vGj2Qu19NDu8UezQkVo\nbTN9ShSriYt+15mwm0q0IxGzcaquzGafm2JjCjaiL4wJrm/u6d9/qUPMGuTmIK150qsWvbvCsnFr\nlO5ephZuojVjtRHOtqCcwyNWRizCq6OIJHt6RFZJ3w/MhydM/QkffO19bn71KePFxunV5zwsC+dl\nYR0PTClbu93QJUzyTgBNVywMunnT0sblUCq6VOD7X8HmwNZuCF64UXRADljI09PBWF938Tqy32nx\nBG0RF/aHFaPiSvcvwllc7BUDmbB5qiQ6GMlGpg482kBTQhdALllq4gwnCs60U2t7H52bzqyz/k7v\nq2A4nDFv+57QnlyooNsTdmkyD+xVBSuMIaHIHuZEu1LS4ecfRZ7ffH2TM/Na5rnjp1GbcUAp99Ln\nmQ5wNX1GHdA5JKDw75Zz0x+Fp/k63fMA/mvgn2Xmf/non/4n4C/7z38Z+B8f/f1fiohjRHwD+Fng\n7/5hn7EuyTKueHJ15MxJRPKQ4S8R3BOcvvmKw01z40Bd5wmYc7F00MTtnNxtxQa4jVImhzPSHfsL\nyM1BI8IbQo2fFubAZexTH7eGO+hdGQgXpUJPBckMu9rk5FLOY063adftZtMohNETSdtiv4a1zbTb\nldI6NzYFsZguZTPQrU+uDi0RtDYr0MWBHgdr6GfgQGsqvena5JpY2IjY9rG6NHX/o7lrnM3jG1JB\ng5loVzQO3Dx7Bz54l6mdqMkfpT9Om+rSJVWMPfNQ46MEjkGTdG9US6ojMpjLzJyR3dvMYIYhUw6Z\nMT3aGVnVwkTrV0yH93gyf5kvfnDN8ZB88oN7vvXiU56fwtSY8pOsQ6fTxqCNMzEG2+jmOvq644KF\nKcu8GEcIG9ch1WjkZ69kINFFcClnoyl06OVQR3xkzbTS748ejGmIPhebsnxwQBV0UhSkCxaaIt8W\n1EMqOYhkTfW7R3OjJY4+SO3nGQsbap4US+AyiQDk4XpgcLRbv7DlYay658El96zqB63tFTcuK2Nk\n0ggSOjl1MlZW0TRoaW9X1OVuFRiNYQadLacd3snm2esxkL2i+NZrSFBx8PfoI7Tn0oS/VJLSeZT1\n56CmWlYd9Lqv1+me/+vAvwf8k4j4R/67/wL4a8DfiIj/APh94N8FyMxfj4i/AfwGQsT/oz+0c44O\n+ScH6IcDqwnavZuCMq2M54346h19qpJOowXCGEikK1kaW193Ltk5nfu4k3fBHEVovfTY9fcNGJaO\n8WhjapyXNv34MRMOZSgtwx3EKrrt9M4j8m1UCeFztwi7bjpm+SeO5NDRyWvS9aYWqU7vqlofvVd9\n6sg6EERWwu7xoefiIJxkryhXlC11kKdIVuNCKked0bciqDfPxSkEFsMXsd9/t029YYqL5+vtOn1G\nTJDKEFdgH6HARlFllPw5C8RrIash4IyCNN8uSpJDlu1eO3C4uiXHypemO9rffYf168+Fj7fGmnDD\n6hFw5uI2iJEcGawuoTvYTs/PL9DBQHXcu7M7VSEPx6dkg+shAUZsAT2NuPvwbiq/dU8HbWt2+Nfz\nHlFNuiM5FldIaQe4KoNtNpO+7xmUzZ+u3OT6uNwXKhgZs0+rysoXqzvAKMsTM6XlZdXuirla6lmH\n/QXLL7aIIFKV9sXZFRmoM4YcjbR9msntOkDGcAKzU5vcA/DnyQDFlC4LVPScGmcX58qw67B2T8T7\nM2p3ZChwZmfkBZJ5nddPDJqZ+X+y35L/1+vP/Qt+568Cf/W1r2IMnh07W5hZWB2x4Yzn1Qv6YabH\ngcUYUM9qLGBcpha1FwfKVqv7RiarM4aeCoSZcCBZjVdtqXI9tjTJOTmE0JeKtzr9RYkphxrpeNkD\nL5b/5Qiqu6d5LnqHmo63hb+HcUhhaCttmnenKuVj1TipwsCmtnlx1u4pSpRrSwdGdsVGDccK692p\nCifKgCRlpIzVO5GqZty1DQYnOsfQNz4Az3Nw3SbYiv4PhSxlwjDBvzL7YdniPuI1xdeXUuZCbco2\nHm3MASnbvh3N8L3MetJDn5wOOlo3jciZfrjmiuTtX36Lm9vPkRNjsuaQXXHDEsDmabSNs23jpPXX\nS5WLDp8i5yeFrZsIE4Pj9JQlN1Nhyqi3YA4uzTw8qx4dmKPK5UcbW4O//P0ikQ/Dptjp6DUCT91s\nyspiUnOmu+OdhbmHu+VmOGTtEVVUWx3wTUlAs9x1yy64B62fShlaHSDRybE6mdl8iDbm2OSj4GdU\nbAR5OGwaiEhjDs/Jwgf7vu6dALi0lrR0VqAj3FC6BOspYTHcVntC1yrafniCQj2zgaqs+un2R3A5\neiNklCRMhwNXKaUJ5gsmg61NLJ9+Rru5Yo0SS/lUSNEkYuh0Jj0y1RFB2hTYWhKsTEOLd6tZ1A2X\nCpctQGIOnB7g4k75pTyD3RUHICdoJyZCWRpShWxeUHrz2LuMC6WW9biFHU8bjOmK9dMHpqOJ4qES\nRo1yz2vxNdbGdQLG2nAQ10HTxhDNonDAyhgqO4mgaIL41NUiVNBUsFOQlhRwcACV+NE5s3KVQ843\nlWFi8wU3iKo/vBDK0EMZbNsekN4+Kk4649FhVNm6Lrfea2I1fDIi3JFWM2SM1aYO1ZDy/1AJ3uOK\n+eqBfroCYAmtiXL+lsmLmwRZ+aAMH9L3QVdU4ysCUobOU+pQW7v8CfpotC1pU+o5FQtCha2Ov03Y\nfNmZkBp8vOFkwWs4cnHFo/Us98BNSfUeiEuprTXcjCWF10o5+W+F2e24sLxM62ya9uNuddmKZ6ol\nmxOPTW+KRAuWnobcvXQYD7qD+VZ7FAdP9xO20BiTIphvDLI1tly9bvVbvbnS8KrINHjW0Ht5tEqZ\nn6w+mNsQ61oNN996rwVl9vKa13UIYilLyNd9/ZEoR/+yXgM4Xk2c6HJHsRSRnpzm5O6jB2K6kUzL\n5VmzqahwT51IZTkMhT2qxK7yb43wggOwCigUZuesLpxKHXEKK4doj4KJPr9K6WZC7QY7vriFZYUt\n9vEbNU54Si2WFpeTPlzyYlpIhLKWKqegaSNUlzku6ga9iw2JdX4qK2k6XHr4rWsoV3Xzbd4s0r9Q\n4GrMZLtkKC0KatB0xGih90xYU9pwudCro7zFAUpC6k3RcjCPFB69dkszHRYznUXuRyGVNYIrv7TK\nyVkwNnuIsirzwDnSB2rgMlcSQ6IzbzDfBoJe9ByUrWugX5WQFG8w6yDNR1l5qbG0x64dYLewbig2\ntqEDjBxWoxQI5E1f6XIx5ofu90bqoE4dPow09UnjqYe7Gtksfw09H0yjCxRooEjzF1hG3qvszTyV\n2v53r4e670Wng2C0ia0r697IUoLa11La+Z5n0fVio0dJFBfGdq/mS6DvYYpV72ceYlHQ8rpvWVMO\n2McbjzAEF01qpGzePxIJFHd2szlP+EBeGwyNvvScc+WFfa/mqinUICfZ1AHxhyOIP/Z6IzLNnnB4\ncmQ5b7Ts1HiEqSXbpxv5tedcPX2fLbVBtzZgaKFqe6kM1wIQLiOszOeocU8tKJx1yaYqQyVOblp8\naphnVZtScdBY2/BsFxBtZoUOg5PpNX7fVLlVVdjIA6td11UVa4OP1olh2WZatdtWTgFvXz+atpeV\n0QJtIsLqkXzQIkRgv6YeqnyRO7gW9jB2JUWIGmlbt18jIVyL1Hv7VG9bXErk3CBmWgzWNTl0XVfM\nG1fPk3HrIIL0y1gplMme9RT0gXFSEdrlojRqMWdcng/iOWZOELMaaolNcsPd5c1OSaszVQfh1Thn\nwhiDkUPjntvMON8b3xYW1tLa+ZKJpoPykB9Ri1KmrMoCs0j4kDk4RaOFye4ZjDgyP/ldxvoWOV+p\nqUbCWC6Hrq3osp2AZ2QT9UVdXoQxF5WpnSFm5etuXNTPRh0rEZCzMPUfGz8tn85WDAEH0chrxFzw\nUnYnOhK2GJAnakiexaYwBmEObsvBsLpIEfSG3F4SsdDXM0vrfLoNVpKbHDy5MmvEnYaZxs027/Ja\nAWQndgqgt17b99owJt5EZ8pBmGER0YxNrr7/uVsoJieCaykK0dytVkKQ4tY2gIUcM+X19TqvNyJo\nRuvkerTd0zD/UJ3f5e5zgo3DfLTry2YlW3M8dBrgMrPUBANHktb2AFQ42GOH5gAAIABJREFUlfSO\nbiJVYLKsT5C9iOyw+AavDsDul2eNT5CmXVmAcEzahsYMKFNsPHghmADc/OAS2J2m3XHmimn5Ackt\nPzZKIEpKhzmXG7IfqyCUojWNAvzxRtHi16EhiODCL9xgHCjAA2et4UqlxoozNFCru9xrbaIHrBxR\n8Wr6kAdwlaltad2juQRL5+05cEtd296uRnp/lUza3bOf6UpyhnYQFFAQiTNOlxt7ABm7ExHkaIzt\nxNhgbIOxonucG2uezdAIPKPEqzFVgjeVpaqDFjMmUkGcs65jTFSbC2et23RkSzhkzdX2bSS85Kpk\nOPjge7yWZ+h2P8ogOJAcdA3RlA2FXdXT1djw2osax9GIXHSLHYFE8Sk3dk8k8DPZyeCh2N7a7ABf\nQc0VyLDFHJ4EsD3QuGPkAy/u4LTO9OUHfP27v8svHRrre+/ynemL/Oj409y0xfvm6OsYbNsKcyNz\npcXkf0/UoFrpIXtBXLGkxSiV/KiWVFad0ZWtRsWBTsaBmj1ZcERDXqUXA8cN8sBOO3vN1xsRNKWf\nDnLbLiUH8odc77/P1N5iagc9zKxCx/6QeLPHGeKW0pEHMHqReRfgih936I49m9SpczIlpm6g1TzN\nZcmWl7K8Wohj8gY39uSHX/1LZX0aF1DYzKjSoi3sBgy+li2SWBe2FrTh7qwbReXNU07rMWqzNo8H\nmv1vCmB1b1QCXsw86q8yD7SyRGODnJV17nK0dIbhQFykt5CyijzDE4BbnQNYiZJJddD3EtsTD4sS\nRkjps7EyhdCvEf83dW8ebVt2lff95lx779Pc5vVV9aqvElVqSoAaCiEhSwyaYAyEJg5h2BiRmAwS\nOxACbvAAC8dxnAyTMBwgYIYTiAlgIMSmMY0IsrEtyzKNEEgFSCVVlVR9vf7d5pyz915r5o851z5P\nRqBSrJHxfDRUVe++e8/dZ++15przm9/8Pu/QO9h/CCz8OiV4oyVKzFw3EH5PpAecA+r3JwjScZBa\nabEyUIpjckV61FZxHyqowTTEEBfs/6qdZHM6k8ngnzsOGQ9UTVznADYwyD55HElNPQSIbvUY56QH\nIKnimFEmi8bhNxIHaDwoRqqKkq+TNB1ASsVyAwu2JgKrICUH7CExYWSRYNWOc1WorNmZeXkftCTX\nGK3C3dkpWXYcJfWcrInNhzacOnwn97/2Vrp0DV77t3jgS1/Hp3IWgJ/9W6/myefuYudEYOMW8FPx\ndeqHjmfIvmQsSO0JKREUkcCFt5h75Vp7JZInyxTHgkdQr8Lq89RpD5UpMPsvzLjVzOAd9Bf5ujmC\nphKnYBCzTRAtrHPLcA3a/YVbtZrdEGMc99mKGSTENg6hB82G4qWf040qZhEYk23VrQEkJ1QVH+Gq\nfe4Rszm1c1g3VgmengPpcVqZv7c/2LJtTkVn36JswCwGQsL0Ss07gdIEVnWAcKtjO9Flr9hP3TjV\nA9qzZ8fCFNcXddGO2kggvi+CfT1iDL/X5pYXJYK8iGw93uq9rj7DJGQYYaFRvnWkZKgOPik1kXdC\naDhKZvCAoIEZlTpdYkGfigy2xGHovzTmkP2iUAv+aPG0yUX4R5AV04SW+giimP/bkywDNljJlHxA\nLguERE5LNIdmgFRz43h2BmJVsLnEOqldbajUKEwxjb8Law1IaFpSxoNozrgqvgHJYgBjbCIwudCL\nP9q6buojqsHaSfUexI6AJdUnaqooVIOEXtdElPNhSVKyOX6jFs2zDVXgwm2PBasTQ1KCRL7GXSkL\nImuyzJ1brLuQhNQPcHSB+97wU7zi5R/igS+8l72Psa/L7GWw7uGkG9CpNU7ecywAa+qQxxLjOFa3\nRsKTQxO2TIcs2YAeN4kLS2N0goPAM2GHu6ozQJ0UrMO7KZILCzgrgmVt27+I100RNEWVUkYPniae\nLWhhWPeM7UWWJ+8gpTliGw860fyxKDnquBuBC8X2jDLfO+olMJqpzEFvlAy6YUPESRRf9UZC8O0q\nbYdaJtwgiBqLcpsV6Da4M0L4lXjCtH1APtVUajxDG/flkRDAkOyezjUpluKZoKlsg0zjgYSpenUY\noh4cnqHbRD2p1KPqIVRp+i7Si5uT1S64p6sBK4SghCxAZmi/QtoavEeqcZwhHtysBmObDo1aGSCF\nZDVj9Okob0AR2WiLyYDZKn5mHp30+krAHKvZyI0QDJGX1CmbUrCyQykeUJsy0mu1jdat2G6si4Qw\nBuiXrPW9ak7Uri6IVGqTil8/XhnM0jHSDxRpSNbhk0BxRUVg8lTKUebP8YNmIMlEN43yXBHrvUSX\nGROjsgqh3OB1Y1SBjxG3nlB/X7GYz/b16l45DhWZNCgbsDVkQyVTRMiWUGlRXZPKjJ2xh3KNczJy\nWVre/3zGTjzIA5+/4sFXdl5wfIzX3j2vYec9HwA5FdvMeZ8lbWDIQBfc3cO6Geoi990nTNipjCMk\nH9SorAOfd++YYLN6oLHGqSEJGMmqN8jd1b1Xs1fBlUA3f8Sn+MOvm6J7jilFfeKl0eTyaU1DvnIV\nXXV0O+do7JjKpdA6+iTeGa34LsSyqmA94xS0XJFHvRSROeEc6jhglrBu8xA7dV5D8CNh0STyElIC\nO/X8w0fbCgTfLqj1yU9zf/I+H1zMF2YTiUURx/KqUHCbNyRdUDch4lYOkYvh9I0xxiTHsDwwD8dV\nYYlEMh/ntNS4W6F6WehNSI2OvfhMr+Dd51iknvV7huxeNwm1TNGGVgdSKkhaI3aIdS7F50Io28kK\nlZj4Uac9iTrhXOszwP3OXcUo+TOJuWpTI2shy9orC5sjMqchyu84oDweC2JNTPfE4TUpLTmeZQwU\n6cl6nXIhY9Y4Ncgc0ytVuwDxZpgmcjScvAdi0aRxBcg6Qy9AUzI2jow2UHXv20WhuzSPA+fYs+PQ\n7+xTjkzbL1h110Vc2CDi3IeacWt1cXTwIj67BeHXoZNiBtmQXNDc+nIr0bixHqFHzbvaYms0Z/ck\nykeoDbTlkOb4BY5feIZHn36B3/9d2P3pPd50T2LvN36Nx5/6IMPikJ3bb2X+0Cu55Q2v4+WvEF6z\n+yTXr/4Tfvbb/zP+0dvfy/Efsa0/96vewBt+/tdZh72yTVqfcxoW5JwcPjGHnjR85D190Qj8fliT\nlDpcKjY65FS6CV4q0xix7+9qYgeJptQEIxIhAX+4/l7CYc02XtTrpsg0TUDJFEuouA29WKI/uozt\nLWm6BjZE/uZbOtdDIwjwtfNapimJyKYkoEOt1PBwTVEPYjOz0Mmsp1pkYggkdX6b1S+HlSy1S17L\n7y05u06u+KjZEJhRUGrUhZJHqsybb+tieKAYBqxZBtct3H0kMraw1zBNUPGquI4RJiqRSS1DNA4K\nZwCMcRIn4oSxSlkBRChJkeJWaqNEtjkhGi55uwHmEqQuEzo84E5dI6nmaQAyfcaay1vCrXPjTqFG\n3saQqJAlRFU8f3CssyoFBSm+xPDAJO8Vlxl/MiqSU6lhgrH0Q4sSpXP9/G2Q2yNjC45i7dU5za9m\nza5QbsUP5yxhfVEKY2l8jUmH2EVMF5A7EBdHdvdj5/D6gWyedSa/vz44JNMIcGtRB0gIYwRGLAg5\ndBUcy68wUK2SGurMuRQfwDB8kks1U9J1jg6uceXJOVeHfc619/PVf+I2Hv78HVicg0+5Gzji9GuM\nS1//43wgn+H+N/Rs+g0feb6wP7uHcy8tnH/H+3hm9hTv+KHv59a73soXPnj+D+1r5bNZ3zvnCGMm\nFkMlNaEsnl3HSLT/eYwqMqTyzPHWPu5JxsKyhYnd4WaBxW1tpGaUioyxTtX1mbZpbKw1wKSyHrqt\nKeeLeN0UQbNSHpJCow6ZW2PkZ3rm987oxjboJhYDjVCpRWiIAaPT5I9PmziOs91S0eCZKC5+DvmU\nUJRXlkA2UdCDc8MqhB/kZBPHSDVwEXwTVSXDqqZQLErmRigamy74aBPtKfimKQuSGo4Yyd2cHYR8\nI86mDZQN1U/Flec1pOYi6xWb9DXroWmCZ1aybZhBEOpVwKLUseCyJj9ICDzSkzChlAZTYa414/Fs\ntRfo0MA9/bM7E1JDJMEPGjV3IKzKspP3uQmNbvubrsxTJtK7d919bVhyPl+esOPIgMW2JmcRIDzo\nTm0AIt4ixYv5BXBV/Ge0VNJ/4LK1kWIEnOEHcIn7WQ9E7yg7KXxESDY4FNDMKHqMycyfeykkcafS\nIu7Bo7V5V+IQm4RRagIQiJ06bl+bSSJCSc5GkNoNNvFMSgpFxvh+8UqEQlNWHB6ueerDmeMPnObM\n4/BF3/xa3vjjd7Pz9Em4+yXQ3gP/VpH90Ge9lEt/4yo/93d+m395fp8337/Lqs+sZntwy3088NLf\nZfWBszx7/F5+6Xt+htPf+3U8LIs/tLXHT98nF2d8uIh0mioFMxhIPtEkUJtQEh10CCO82KEV6PIe\nQh359H2X8Kam24Y4Hc3h0OQz9lJ1D4iuvF9Awdf7jSzhj/e6OYIm7rCXVHx6x4zjNfTr6+wuz6CS\nghUR2z46jmoVR7xhRjayj5bJhRymTmVgnxM9wzerZzk3nEQ1qOGBTbzYiqwnvofAN2Ph+3f5g/F3\nLUwM9BLXoL7Qc5TCNS8S9YeuK8HaeTxkrelSTILE+Rz0EFdgInA8iVl8m3AgF032LKsJoIIbMhaA\nEnicL6S4VeI4X43Xfj8KqDKostRmwofaJN7PKNvAZKUGLs/KRzHGEoMDFbstGurdnpVL0I9MPbCK\nVGDfyVWOBitVnq3iUlssM/mzlSoNFpuihk0zihyTcwuqbGjcjI0CydkVLkbh9zTyUNR8CG/bV421\nI03csEKWqlDlcI6OA5sTJxhM2Ldx+4xN6eqBIHV4wFwMQyaXnOALWqybEjujhVSmhsYk/mGhzmO+\nLjWBpuv0/YYnXzji6Mo5rJzli96ww1//gbuAW3Bs/TXArfCSP25HnuJNf/qtHLz/G/nFd3+Af7Xc\n4c13nuLocOQ6p7n7NQ9x9NxV8jE889jP8HPfe56Hv+nL/9C7zF5xmvmlAZ35gV3plyIja/GR1kTx\nw7AqvVMoAp3gRmiR86sUd2yQbbltkqbJP4ltVmE8xINhdVHwJxYMHDHqFJCV6Lq/yNdNETQFz1ga\nk7B+FfKVHm7fMNvdRW1kVEIercQyDJl9M5qguUziBCYxT+5ZjlTtPYtDPag+WSqE7L7IXR6dx1Wc\nU1el3XKU686DjE6lNSiuil679bXgLoQquaRtMPGqf9o0Xn0IUiywxwFbj+gJjemhCNQESb9y1m7o\nFEokeQWiqeE8yKKNJ3URbMe4CImg5vCgTJMfU6AXjQmJyNNkeyKnoizVUaUOcxMEAefV1UaWb/5G\n6ntIKFABeOlby3JF4jFsf5dJ5ZQGNkXyqa3pGKrXCd7VnuJnYFu12Wdby5Owkp1lcBHdNth7g/M1\nSghM4MeoTb/DA1S16irTVUhoClj8yY9UH531PPvE2R3ymAM6caZlhlD0URdU1pgRj+ooW/18tZnh\nn1uJRqDk4G9afN07+CIj6/6I9cHIweGKw//7bl710NN8z/e/CT17P9xyHk6f4+NEyD/idT9f/O1v\n5bv/k6/hsx9V3tk8zJtu3+Xy0ZrnywOce/1HWP3mRzBpec8v/xBP/MnP5N4Hb/+od+hetUPz01co\n50/HFhRceCbTFfcuGvGqRktUTVHJ5Lj3FW6rrqaVQYC573me4C71RqmW0CE2rwACD87xTDXusIat\nCtQhhxf3uimCpsUGMg0VHYT15iOwe4quPU0SJ0QLRlZ8FjZO2yJuEg89Zi3J3La0GGxnsS2yiMgU\nxUnfiaoUk2isUFJoPqqXRl4JBtcTJzlrnFRe1vq1lpRiEVts+htk9nGl8urAh/gpV08+CTBvLDNE\nLpHGBTQxQmaVSRdpBPWU9s1lEtbDkqfMuAQeVGeAPUCnqVRNAkVrCPD76tiPc/ySVtJzsBMs1KGK\nY84pde4j3XuDTHXpzyGgD8SxUWcTREPKik9rBIBfuaxaGx3Wh/BEExNZPv5YGJwLix+YLmoxUqa7\nB94FjnuSQn7BfHRzMotTH/nUnYIOA5IyOQtDKdAcueeQePNvgioimJqnnl7+SYoNrUAVS/bSuQTY\nKYwkSWjr6KmtBgY1Jj1RieAep5qpVz0+CpupMJI/zRFRwcqKvOkopozjwKnVNW49Gmh1ze6957nj\nz76E2+/4FPZPvpH5T92Cc5I/Wa/X8faffAs/8Kf+W37x/R/CLnwZr/68u9g83sP8Vm572ZfRPvZr\nzET5tm/+m/yZ7/oW/sOHHpx++jXLb+XSb38xv3/+q5m7KVZk2WBl9MNLWigSh05klubeXxb8XOcB\nl4miVg9fC5jCg/EIqsEMcYX+LBlosTotVLx56hDJiGE3xIoX97opgiaAJAl5Me9PjtcGZovOjU7D\n42RbLnoA9D93qAQ5G8eEnF7jWU/V6yNKbudvLSJFC3wOl3wTVpjMcfpGHzhkcY3Dgo9wSlVer6zJ\ngoRhWFVM8ac8+v8jOBkusYZYiFpY4Gc+HVPEUL1Eow9SSdUqFl5I+HtWzloEqAolVoJ0YZg60rUY\ncTIzVKtaqjBydKM9Y3O1lxpYPetznUtiscIalh3khkYLfV6y7Dqcs5mjtIyDSZRqISFBM6odeZtk\nK4JZIGB1+oeoGOp1WEYZgn/qGe2WF7mldgmjH1iVxC8W02NQFYYyK0qZYWl0vGz0YFuyMIig7ZK2\nrUTvKKEnemtcKx0+yDBGgIz7V8cKHXzF6W4JlR0Y308vp0klOX6tUAUB6hSM236Alg0+s57oFYYh\nU65k9ttr3LocWcwSJ195mlu+4AHuzC9lft/9nLRzlGvZMerSU9YXkdlt+ETbJ+v1HfyXv1hYvf5v\n8vb+F5j/ypdyx32n2RwcsrfTcfaON7LhRzjoz/Pj3/X3ufWH/zKvk1sAOPNZD7Hz8D6rtbFYJJe6\ni/WXBCxnaLeY7lREVynHVJfFODVeHc4YsFCG8gPSGQ7ZKnznSu8++rqVD7Hk5bjXZRswV7YXe/F2\nFzdJ0BSSOTaRDaQ1sh2ys38CTR3ZnF4k6nxJPzEksIqYXa04ZM2wAjMSiemLyvcS58S53mQE1BLc\nO5nFKVfJwgW085AX2oMuoiCBYYGJ0lBVd0JuyvKEuzru5kHBtHF4YaJH1ICeISeSFFRaH4mUgtzg\nxezvVQnPsTnrz+caUDuq9bAxRJbsPFMfLR2jmSaxEJ3Hp0GmkTgQvJEQLpCUAIqEpj9CZi2pE5/F\nx+0jiEUqQddyAnpyOKXCJhVSVb//npG30RSKcstvUgTOldOZpjFYn/yQOq4a0MyEMNSMuxJWS4pr\ncgWehj1S6b1Zs2ixsaFJkOgp+TLFwlLZqkJ7DpfH1rNcC1+caKs7Hhk5j7kIrwVvUmJbCSva+e2s\nr6+wZnA+lwliC7930uDGfBuyzeitoeSe2eoqt6579s9fZ3nHp3Hu5YecO/8n2Dn1MGd2O2RQZAny\nXEPWTTRNxOlo44jkJ0k7d1K5wZ+c11v5ln8N6SXfxdse/uecuuPNtHnOWq4hs56927+O3ed+maPL\nv8MP/pW3cet3/WnuZQEzyHfeQrlgMB+oQ2daBC1GT6YzC9hrBzjCpItDOJqW5sh7tSN2ZLLyNavU\nXd1tGWNGRfG3qk6xworFUVvwhpLiXFX7WB/6Y75uiqApVH6guqePZlBomzOktMbyzI2mKGGMFlM/\nloFDjDZ4YLVEipO8VNwt5r5rdmpxEongCuvJxxaT0x480PissYvLBt4SQiLV08fffIgy3IWNidLT\nS8wUp2oJrrtnBFZ0y7GNtyJnpA2rjwD3yyQc2+Nq5lXMoYaY0ApKtaQLcrnkKCNDTb4QAc0JLWpj\n7P1MbfqIQPVY8mbMDZimZhgL0iyiuRVwiaTIBHU70hYZYC2ZgQjqNt336lyJDT6PHZ/L6uFFQuiC\nShOQiLqQi/QeyC3oQWYWSjaRtVvNlCsR3AH+htooW9AOI4OsUZ3RqgE7jGPP0M9pupjksYT3XYdY\nozUb8i3nm6zyLIwi3tN2e4lqyax0i13mwzGlHyGHkVk5ZqSllJ5yuM8yX+EOvUJra07ecZL5n7mL\n29MZTp98mL2upRkC/igb+sMCtKTSOE+3EVRxWCSD2XVsfRr0Emmxi5fqn6xt/lb+6w+BPfjDPHru\nIvffukTWexzllk6uctvdr4QPP8Yj7/0JvucfnOK/f8uXsAD0RCI9tUasQVIYSgt+KAWH0ye7Nnig\nL9vuN9uN4kdUtbHxtelPwfe1i9N4DIA4sNWw3OCDBIXqSEAdHqlL9BO4CzdF0ARDqry/KaU7IqcZ\nzXwHZeFAb4kKRHFqATG6Zm7b66qNDXU2+KPHpQ6ZJgemznkX2WjFJnNkdimyreD9m4XSdvw323kA\nv4YwLS1NBJnqjRK4DcZW5YWpCRXEqiBUF8qYKXIClRJ0HQ/opEqoNwiYwrHQeu3i5S02ZWA1E64z\n5S56FMGG2oSJLM0yJjM/qHLltUZnORagN2jUSe2y41fQZ2TZxDVEUIyZXrE0iS4X9Szdb7OXo8ro\nWR0pMmCf768Nuyrk4V37dlKnETMslRta/bqFG8QxQgl9R42N423lzCi9l+iyQduRNPikzJHOuH6w\novQbmuYys3aX5WmhyRL0MuJ9o/GCP+MCYRhnQW1zxEd1a7frkNKatp3hIs8jQx7Z2xxxYjYwbxPz\nl+xw6vY551/1ZuZ3nOZUVuT6Eisdsl4zbkZGFZDWSerEQZ79XjiGG9YOUpDcYrKmHI9gK3R5BmEv\n1twn4/VWvvHd8C1f8F4+9LDxknPCfH3I0O5w9lTHwCnuefZx3vMPfpjffeOX8PBLYHHqC5ld/n3s\nzLk4xKLxMvTomLFuhrAACzI2CiVP1aPg8ng+HhnqXGyxYBCy5qBv+f50sZs+qpTQz61Cw5IjhrSI\nrLihoHtRr5sjaIqAuF9LUeX4qZ55t8N8uUcZvfS2pmDFFV882TKkOEXJu+RuqTpqgLxh6OXcyxoA\n/ff4f48TIFxEKamWi95UkTpzHQ+uxFtUfyAnnWeStYySaTRPwqudJPrinjHINghY/ax45lLEWaeq\nSzbrZymyz1LXZOnie3OQ9zWwmzxBm1lqkyYaOiKIdBOhPms9GJQmzgXVCN1mYTFQy2UPzKoS2avg\nHE5AndmQUZo0I1FIw0Aio1owqRzabVC2Um1/6+0LC5Eo94U9zPpI+gN4qGyTyf/DM10xl4hrtCGX\nPDV8pHhWV4pMkn6EaIcHa/z5lxnNOLJsFuShZ318keNDuPjcVZ48vI489jS7LxnQ3DC0J+kvJ3bP\nn0FPnuUVJ2fk1DBbdhRp0FxDj3MmK0OmkpwaxTHcIkjystFSorNCs4FyMvHgCbjvza/n/Ow8zaJl\nPO7IfaFIjz1bWMeUm+DUIld7xQ9WkUnqrURgsU2DtY75aj1ArPe1eFQo/QXS4hCdncUTh3/3V9p9\nK//N//4d/OR/9D/x3k/9Ch74jDOcODxiMRt58NRJ+vEhGi7xA9/ydVz42W/nM//cKS7+2DN8QM/R\nRI9BTCE1bn9hhaQRMCWBDU5Ur7oJxchFaGT0JEEtgqKLJksMX3gQjaAcyWxjJaCXEOmg8qQtSvgU\nsxn/npXnAIhPWLQKzx1vWCwXdFbVyo1GLLxaZMKyVDoSg3fYknfanJRObFBfuG7c5YRfV3pvGBlR\ntrhUbYO4gk/FR5xGMqXxQYURIMU8tX9JXeEdqGawqjF5YhHyxAm73h1MUWx4GaKqyFGGW4nAVWe0\nA3aNiiMn/1kJyo6jdhXfcypHiblmsZlDBKJOso7P40Ti7OOD1Mx5q55UJ2EalDI6r65Icc3cJLjB\n2sAqwzmNBRdd+KjxqbxLpQQPkVD3iSYNI1aC9iExMFDpOBP2GVCIVIEv/CCDaQJpEgUxAhaoYdo3\nkYiRmhadJRZNh+4f8NhTz7A5vsJjH7jEslnTdnMu/JsNmQNOf9YF+mfO8OilZ5jvzbmwP6ebz+nO\n3M1nvfJ+ymYkxcTJVKXE72viMPdhUkF3hK5JzNoWvWI8fnhMe3Kf+aLn7T93kYfefJqXnl6ynDe0\nMlJyRw4R4tGYII4iJUYtzde7DZGZZ+pMv41C0RFLMfxgYcgnmdJnShmRlJDmFJ+swHnvK76Tz/v7\nl7nytf+EJxefQ3/nwIVrhbKBvB7pWHB9/i7e8Q3/mMPPPc+VM3soA9PAQDAJnGcd/A4NDnF43GO1\nUrOw9IiAFz5eI2EHEvhynUDf5tQx/yUVyvK1OtHprLK1bXKQfjGvmyNoip8RCKhlVqVnd3kCy71/\nRHHcSiMwmRSyCcnUu7zJf7jaF8Q/0Jr7SIgtFImOcD2/caBZXLIiSx1NqxuwirzpRCyuWKj/xmkO\niOpVtnWQkMqvjdPfr8sHPt2RpUNdXkET5Zk1en6f6k0d/faAAJwA7+ZoKfCZG43U2HJOTTDaiTxd\n++IVBXK9p3ryjlS/IOo1xyc2FEk+l4QKJQupbXxqKBdSyjRNYYixSFeaCZxJQ3isZhUeBSPtTGxt\nEqpNiV+cTCKe/q3FJHBTcZFgYmLJn7avhUgpHL8qoAMmA3nIlDzSJCM1KzbDZV74oHGx/AH9cI3h\n8sjxfMbJs4XZCXj26QtcfmTJubMNj733ce5cjjw+Kst2wf7yeRaLM3zavWeQsorMJvykRKY1Ip48\noeqiH6lNaGqY73TQZKxVmkbJmw/wm7+44tLrHuC1Dz7A6YWQzGhGYxhGzyAZqbYXGgdaMbdnqZQz\nwsenlAjUpu5wCkjozlaIajy4jHYz0s4GPqYm0Sf6avmMN34nz3/Ts/zcT/xrLo+vpMwzXd+TykBP\nYan3cPHyb/CeP3gZp28/jVqD6zOIq72bUXQEm2Fa0BjEMNnac/gcfnFHTUuB08fopFWBSEixF7Dt\nJJ1Ma9oPtGTOzfbazA/wUlyUpiI+L+Z1UwRNIUrHJDBsOFgN3Hnw89fQAAAgAElEQVTnDk0Sz3DM\nO7tqMdIYLpNFKw45TeKC+XzvEJhdvfUNno2W4B/WVK7X5D1GC3KK2URAD4YsntJHMC0WJXcBmTll\nomZ3+OIfJbxlgrHkp5/jpSXkxpwp4AFyEEHyhjYtACfs1kCWMHKd4qlTP0DtGkbbxQ8BcS5hCIAG\nu6BuIr/ROZonkddRMLK6WpQE17MSMtwYwP15mn4FOx11dG/yuEkN1S3RoQvf4G4nUbYlkQpaXD2+\n1IwiYAKbzjpvqNSs2XkJQe6/sWov+PNRmZS9TCDbhqPjQ44PV/THa1b5Mv21zNVrGy4+fxFJezSz\na6zXfugOmxX5ymke+Ow99sx4YZwxk4F7ZoWjjbIpMC+ZwjM88s7f4uDqGR5+7es4IweU0qCp2ihI\nNPqc2aGqaFI0CZpamuXA0IIMiTQTks5Zth/hw/+q5+DZi3zmn3g19+/tUGbQbTKyOWYo49aMz1wE\nRSrrwwBLNOIsYJfiy477IaFSpQGfF5+tHzI2XMa6OdIu2XoM/bu8buWLv/mtHD/xdfzC+36P/Ttf\ngiwy+9Zx17ldisHlJx/n6PHE9bOnWJYCWtVlY12qMWihMXG1MyTQpm3lU4l7aomqRLVtEMXzD/is\nYtkm08yQT6ZhbCR44CHkPQlw2yTU+KJe+vG/5f+fVxQgrFcbylGm6ZaeDSnU2d+MC3k4eZxomjhf\nUWp+fUMZH2EUFS8jSyihNxFMRIxO/Ldvs0dXuq7da4lAlayqTqZYkB48LCnbIThlqKOJlZwe719i\nrYe8BykWbVNAS0FOb0jMHAMXqEpEo7jdqXsWEVma6xNWpiIW4cVu+CwSmXAcAJM3kNQAXk9bQsEn\nlqEkp/VAZFGCpo5hGOgURJXeYGaKhCpNNWCL24+Cj/qJOhwi0RQTobqZ6PR1F2io15KAVL3XNTY+\nSnNj8eVmTn6ehYB1zoV8dcWzz11htbnCZrjA5Weu8czjV3n+8jX6nJilgpWG5/uOjhm57RiPEu/+\nmcs8cpg4HoTrF69x+vSC2/Zb7p4VxI55oYzYxY/w/BPv4z2/9TtcsYauTTRNIjWJ1DQ00pAkkZKS\nNJGkIUmDaqJbwqwV6BNNUcZioDPmO1e5+uT7ePtPvJOr1wuie+wsd+jmM5puRpM0mA7elMqlkGN0\nuFigdwbGgNGHbuhIGV3pqHr5YBmGAnqNcnyIjQfA6pO0c1/Nf/x3v5PPvfZBdHWN28+cYPf0bbQn\nb+HMqT3OnO/QYWRkZJQB8Jl4sboHFB1juMW8Y64kGqsgVT3C6yEgsWaVZE1kiHWOK5q4dc/hjpce\nHpUUB04xZ8OMFhKAJsgnkD/eFJkmIiQRmlR4fDxgfnJNN3pn1Nk0EQCNyJIcHzPtqTqLRHlqnlA6\nNhiUPefP9TiVJFNwqTIpMDn5lRQGVtWhOiYLLLlyEnmbNtKRyojgvD+PS46KOsxguDf23Emz4rzN\nJBocSZ+QQYSSWsrxIems0mYn/pYok90srorNSUw7eIEvQahOJl7eC2AD9QxgMtfyTESlzsfbpDPq\nN6d2FD0r9MEWD2hOlK8ajEpKDZTEpss0AqYztHgn2QOz34ESYipby47IfLXqmhLQhc9Tiyga6u7O\nlc0IHcXG8O4BaFyMOO6FK6XHYVp6ONzw7oMnufb7T9J0ismGg6s918YjNkPitlMt5+55KfL0Bzm/\nVPbOzdhrlW7R0jZ3kmQX6Z8jr44ZN8J6d8NGhetPwqNmHB5don/8Nv7hu36Uf/gT8B1//ft58Lar\npKxUtSh3+HBVK1UP/o3MaHcy+/N9Lj4/Z/mykc37eqxLaBLaZg72FD/2I/8nd73ijXzaF30aDy5O\n0Awrxv6YLIVcXA0Kgn6njmv7TmhRG6KScPcBKxI9seQZfsoIA/QJyyusPId0Stp5CZ+cjPMr+drf\nyFz+rBnv5BW85qE3ckp3GLu7Of/AbezP/oBnjoVc5piOlFBuGuK6tcQwgprvFZaYrfxJV8jHEqJD\ngO6DU4RkBZIoQFNGisb3RRnf0DkeX0t1Rh+PJlFq9Rlrl3/flNvBs6tGlNXFxFw6UitR+voJ4k0N\ng5ScuKyet/mEhgAt2ACag9PGRIyuXE3PtDqct9lvSbHeNQD8hvpijPwxpkEqlzBRKNZHJqaBXQqW\nC04irz1kQLbq0lrTIv8lHiCKkFhj/QjpxDbzwqYGkNSOYgTbSro3aaK4BpNxwkyr+APbwhxEQx0q\n8AIK7qvQRlESnIvIjnNkdx6tOoxdbB0AumYPeGOiITFAeDuFh3Q0zsiCSKbOk2Mpxtu2dnimKZwK\n4zkEdmzT1QsibZB4JYzOnLcqgZcWGyh2xDNXP8hjP/8ouyeEPns3vWeF2Zq2PU+zMyCrC+ycEWaz\njnmzQyczWlraBubzkdmJk7R6D2mmjNcbih2S734E++2nePz5JZmLAHzB617CU4+/kvtu/3yasp6y\nd8fq0jYDV8c5VYWd2YLn8zGyOMRKYcwrxHw0MiVjsSg89d5f4vjZJzn4yj/JK+44y+LoKcbVkmHc\nAE2YkeF7odJkJEaBacE2ETibEIlx+hijOf6KQOmxURxHnD2HNOf4ZDWHvvld3056zX/Hu5uG7tM+\nnf2rmfXSmJ2+l5PpiGurY5K6oSETFixY2ZBZIlGFWezNrQ2zuX+X9WBzF+eR0DzwLGOq5KZGI+NU\nUXkWWWGtgLOCy+uc6jn2CWTeN0V57gGoxeYrjsYDlrIAerKlIEkXJgI5nvV5QReEbjXP+iJrcee8\nCFBmODG8+uQADJFoedmrgtMY1HUPa0et6iQ5kOyK2L55B+fdiUaXN0fgDXL5pMwS1z1RHXzSyNXj\nanbSMdoRWRt3bwyeZ83CstaMUeOzRZFvQSSXlmqJINJG0Ir3luGGar1OUhCYwQLHfoi0r050e9cb\ncZzIFIr2kA6QpsOSIOtMakM9ZoI6IuPS4DRqCXOvwPsm21lAmulrGgeIag4r2nrvnB/g4EeO7NuQ\nlEOo2BjKmmHouXhxjw8//tu0ezM2lslloB83jGRmzYz9+QrWmc3RMW23x1z36JqWphHatKRNS5LN\n0LxLwpjlhlOnjVtOn+SOWz6LN73ptTxw6xEfuOZB8+p6xurCRY6f/TDSRINL/VBSmXkDTwxVp3EV\nbZm3gi5XbNImIAujlEPyuGIcBwqFxd4uB9cf4Tf/t/+Ld/zeC/SL07TLjnY+p+2EpOqHOGHpkYtT\ncUumsHEQy1wLwEqmWHEGRHGTsmIZsxEbe2zoKcfXsNUL8Amolv/xr7/EN/zqt/Kq55/jsQ8dsekO\n6YfMSk7StJ3LCIbgsJ+RXtEUu7Z1VjAfia3eRj72WjyrsplDdVIrRx/VbTSTpqBYy/hmK99oGS0h\nwKwjpBiuwEIbta9pzot63RRBk8jMV+tD+n7NztldB2sliDUiJA2MTbJTh2oglTm14yxTWeujeQCi\nydP4mG33Uio8bGLsUiRKyXoWCf7emsjJg61nnRUsdsHZqRaOBeBMFC9/nZqj2/IiSo3aSTeLEKYz\nxiGTS4ek8LS2xsn1Ux2bKyIzdZPRwCsZUCuRjNm/lTXvUgnAKjEhpHH6BqcPMb9HtB70HZqNYOhh\n1DEPn+V1nx5vdMgkme4HW3XslMAn/Z5V0n0f7G/xLFdyBHDFTCND82fuCG2LiJClhdQ6eyD53skl\nM/QbVgdrXnhm5EPv/rtcf2IBzRX6smIcC0NvjCZompFkjZSEMiNph7bJ71enEYiEJIWkLU1S2nZG\nsgWpaUnacXb35bzh9Z8OwEvb21lf2DAef4SjGYxSJtaCj5SPoVIXEIcKlhPN7hxlRr+Zo8NxnNcz\nzEbKcMQwGLkUuvkOsv88v/+L/4hf/y3jgu7TLDu6RaKdFZoUGLJkigzhU9RTcHyvxKw+apitMVuR\ncyaXDblkSuhzWhkox0YZDrH1RT45gXNJd/pb+eq//eXc98SvcflgD5LRbj5M12SadEh2ygNYjgmw\nEZG9qEYUaBHpHK4prhrq6vppmyThQyWGayF4tljHaxUnMHUeoKc92oFU/djs8A5eDTE1hV7c6+YI\nmgI6hysHRrOZsbMzh5j6EaC2V30I38u/QsXQVpE0JoTZFKj8z15mKx1iM7ZdNwfsPcjWpLOOX+I3\ntPKFpg6wB78izWRG78G0jdGtOOmq06UI1WzM1W3mXrbRREVRInj32GFB2x1Uhilzdiwxux2GNn5C\nKlOWRvx2D+4RJJUob9q43t5LnBCkdfvfCGr4AnPdzhRZXmSE+JRVxXYNI405xtQapFHa3Wh0kbzp\nJU1U5uEGKnUUU91qw7k4U/Uu0oE0aCiei9ZbbOGTl72CkA3uS95gTaakgetXjrh24XkuPf0enn72\nF3jh+Qc5GA44LiPjOLCRDQM9OTs9SmxO27R0DY7nSsJshliLpFDPtA5lhuiMRjVsV1oam5Es8R0/\n9Vt895/7L3jTpz7H+W7BuLmDZ9/9HM9fLy5ApX692ycTB6Q4G0JniTRuyKPS5MGfkaS4HqUMPcMw\nMGQf95vbJX7nV7+Df/m253j06p2U5V1081N0rdIYiLVUXU+zGZQx2AUlVHsSlA4bO0oRypgo2YI9\nMvjBxRrrB8rmOrb5/xI4yw0/E3gAZ7j1M/8CX/GNn4N+6FGubfZgf5/lspBkx6sIccuTrRdX7yOg\nlUAkI0VzaEw0zlOVaj+dgv4Xg4/BGCiWkFKVkMZQP9OpmVxk9M9cFCl1f1TDxagKX+Tr5giaCGTj\n8jNHLPcTO4tlQLVjZCpOa8niHEDHI6CWcI2qz98yghSKqo+cxVSIB4cBI1PUCdOjOP9zmynptNHd\nv8YLRQ+Pjt95uBloce1PpdDQRwmquNKSLwahceuDSC3FBm+QSI6ytCXR0KcGPniV2d48DgTHe0yb\nwF/FLU8j86tYq2cVxAKMlnR8h8q4DWDqM/CuNh8GEOJBqwY3nea0bcqoVVy5SCW5RXfO8X09rIV+\nnDFU6CG4c+BQhyv8CI1qNJ38IFOrea/XBioZknvY+NhrPejiWrQhycIngvIAg9IcXuHJx57mife9\nlyeevMyF927o+2c4zhv6VWFtSt8Lm7FMQX/WKvvtDnvzBa2IW9Nnc9GI5FqhgkLKkbG4X02jiZ2u\n83sA7O8c8obP/npe+7LrNHbAnEd56iMfxO19YykF/ioan0WFGQmOhZ0TMzaXdlj0hmVFxhlavClJ\nWpPzIcfrFavDDaucSc05nvvA3+Nnvv9/4cd/9J/zdDNjsXuC2e6cLrXhm1Qc1y0uyFIsaF1lBDaI\njiQKeVwz5IFxGLyy6XuKjVhxmb98fEA+egpYv8g9a5hdxMbrwBWwAzyAFuCl3P+l/zNf/JUHjL/y\n43zgiZ6ju8+xnI8QZ4v7bxWKKY3NIW8opce09X6rudWMi8LkEM7zz1jZI0lKMJ5xuEzLDc3autdC\n0zVkG7NWDQnDZPC1rnW05cW9bpKgCTasGVYb5ssZkjqyNEyU7Jj9biAyUCdOpyjfszm9wOmNGqHF\nu8YVsoOYvCk+X60xuZJkew0uclwXu0/9JHHSfK6Kv+IE2axg0bmrWefUWJqyzvp/hSgD/XwbMTKi\nQk6CpQ20rZcTpZbW/o8WnTJZPwX8d7WBD3qsFBpJuDVdhSkELEW17f9M+GGiBBnYPpqaReCHEPYO\nKSjkG6NtGhdojkx3PnPMbguwE6vJ75+JTKKvbXwii8BuVMyVgDU8/XS6URNQQoqryqhkL+tUKGPD\n9eef5+qlIy598BKH/Zph3LAxYwPsRHbXqo9/7kjHyXaXE7tLlrtLN+2jYqvRmErqt3cUUr3N4uO1\na5Q//4M/yA/9xW+gaXZo6Lj3pZ/J7e/fQzWTUtV2dQqY4utLitNcFPxwKYVkxro0NE0KupRjmcUg\nl6heLJPHgdIPDGUEdthbPsPFR/8F//i7f5njw8Rsd49mt6VpE6KJVIYIDHjmWXwQogowe7tjRC1j\nbLA8UkYjF8M9jkZsGCibgXL0Ak5H+niZl9N0JAVnRBqqUIkvhNt51Ve9lTe/5Qzdv/lVrv5ODws/\n0B33rke8rzMpnsz48nPGRTGjkBhFveFIHKbmOKVZ2IVMOKdN0J2CB8riqvAWK9VXoGvcGhoN1bDK\neZGvmyNoCvTrFauDzMnlLhpe1qK1EUMsyBCIxTeaj9aVCAAlCmiJOWiZgkVVZRaLwCn+fW1MFYUO\ndmQLzXQqmVk0dVwIwptSrZfyDo1Sy1wfp3TRhHpXvePvFCKrQZ9oyUiMS/aZ7taRVgSTLkpsoeK0\no3i261/3Jo1G+Z0IvRepZZfE+xIZdo3axHV480ZRTIbAD9MUtByLDE6nBtG9imBYhyHMMNY+20pr\nkWGT/GojSFfSvavJqDdxbjiotidVHAISzbj4oLVBpEFGVlE0iM8zPeTowmNcv3TMelgxtGuyjjQl\ns4me6WBCLkqXG07MGk7dtWR32TGzWlYYlgybeWMpU7DGKCnUdeKxmkETwaOho23mNPMZp3buY++z\nM88edMy7aHDF6rM4oOvIp4uyQFcybSmsig+sFzNyGYOUHa6kceAhwlBGcj8wbAaytSxPZETezd/+\nhXfyBx8+YD7fY3dnye6soamarH1yHmep00SNNzqq+nUpWM6UbGQrlGFgHAslF5QRyQM2XseOLwJX\n4OMFEmnZhhD5GN/wJl7/9d/J679k4NIjb+PC4YaNVW6JBa4fDc+hD+O04gHMQorD6iqpDR1zGCv0\nEmotuDWj9iENKQ5HaYjsxFFOe0MpLtZQijBmcxuZF/m6KShHAly6tsGKcGK5YED8lLRwXwyZ/0Z8\nllSpPWaL4Bob1PI0Ox20WSoBp5a3hCIMup1r9waPn0qeBClibWA/gVOF4rQG0RgUaQRMXARVmWgw\n4PHKpEHyVtg2BxxQbXZB0Os9nFqQxpoh+rVqLAqbGmChVRlloEWg39q8VvGsUN6RyAFDGUnib919\nDz9IKlwbYbpevpc0EfQ1UwYhz5SZGk3JriqvKUyv3F7AM3vXytw2kfzSpmmleNpawJLiXM6MTTVF\nBfNlQiosRJSHInRHV3jH7z4LbU9hIKeRfiyMQ0OPcQKhN8+VmwyLpmH3lpZOqzL4iEki50LpC0fH\nAwdW2D89sOQ0zWzEtCXE4VARvuZ//T7+j//qm9GmIc0STTNHRbnz7hP8wW9d5SVpRrYY4TSnwUyo\nhXrWOYqymEFOI+ssSFPXFJBlKu3NvOteRJgjjGNmDA5ym4QmzTn3xG/xo9cu8trXvpqveNW9tLuJ\nseDiXup4peEc3gEJ+AYstRQyEtqr07DbmMlBpVUFGxpyOUKGAd0riJ7kj9TltIYtE4VpHX7064v5\nD/7yRca/9hd4x9M77J77jDhkaubnB3Ta8UBYtESG7syJSlQXi9ZuJA8Efo8ZbYA+YL6F1QMksaaD\ngYjhVt0KSNjZaqhufQKQ5s0RNMG4fnzE/qmB+SyhBfrUoi7D7Ke+GNk0PHL8JHI4TWPTBhcrtCB9\nWNLLJWpPp/7DZCJk1xAkdfLGCmh0qEOb0Xkd24ckROC1Wlb6qOOWLhOJniommRzCGXWxFIiuvTH0\nmdKeiKDiA2PV8tcnFfCstzZKqup7jUlxSDjuFmridb5enZdpEAeFTT8kVUjDMkS22ZqyBlrxDWya\n/Z6MIzqbeZEngpUW0YZOYfgoRza/Z8mChxnBMhQDqBP1knwJVxZe3UApOz5qeDVgpgzixmozCo88\n9gzPPvIcgzTY4hhZwXCoHEqJCsIPsGw++rmcz1ksFnS6T9utyXnkYKOwKeRBOBoy+bhj8/4DZOca\np+48yZ3n9nnVLXPyTqKLSSe/RQ2UFmOOac/Js5/K4xf+Ga+2ljGWgoobr0jBd1ZANU0vWJvIsmK0\nJTqO3iJUv1c6FnLyukHNEwI/mECtxwafhrME7Sxx7uBR3vtPL/Dkhc/gLW/4dE7sL2g2I5ujkTxk\nLAk5VKRimtsx1Mi5sBKWwWGhTImmW5T4g0AL5egimkZkeQsfkwQvGs+9Yok1i6uLtb7ewp/6H56n\n/5q/wW+vXspsbz5VSIJRSgKbYTn2riSqiCFWCXgjTehHmHR4A8cx3UGCGyfeLDUj9nKtMDMNMNL4\n3g9ESG10+lqtQF7k6+Yoz1VYbzLzYYfm/JLRa8nIflxLT9R8phdoJDueVHEx5oiMJPERNlfqJhoh\nYOpYnBPUW7Jq8AOjWRSix6pzkiqJArJx7MU86xRNUdbiC0wLIk5yH3GPyYY61ulWqx4cE6qz2Ewy\ndW9VEkrD8fqIjZ6jYx0lmrtyTnQeVd+wFTf6qNFEz0BVFAnfJA3JNtUBxUnWitCIE+yVSgMqQQqY\ne2ZHYRSjqdiUGtB5Cc5Inq9Ilmhm0B8Xkmic2insOyJoS8xj1xK1whXquG4VkXbaDM5nNPcEj4cS\nB4a7D3aqaFpQ5kvO39ORdw+4dGXF8bHQqrLsCnspQxkYbWQk00rP6dxy8vYl2gurK1e48OTIE48+\nwnpdOHFGOHPbggdefisvf3XhgU9JLOR3uPKhx/nQ7z3LbzxzgasHytd+3/fwI3/xLznEYEouSs4D\nlkda2eOe3Qc5devSLUkiUzHRyGxCKEaNIRvNbYr1DcOlBWk3u+h0cTfKrH4wSyku01Fi2icEsMGw\nfiSvLjGse0ZL7DdHDI/8PN/7d76Pf/rIgivdPSxOL5jv7dM2kEpyMZPiXE2fTx/J5oWsMoIN6DCQ\nx5Hc9wx9D3kANpCPYDimbC5SVo9jVD5nzSYrra8OXPRADwz+5z+Uuv0VvvxHr3Pb7z3GmA+oakMG\naPHDgzIEUdBpdCZeupeAmkyUirs7ymmR1WfUvIm3VctyqRvPk5rwBvD9KeqWKy4cDWJL0idQnt8U\nQbNYZv1Cz/6tJ5DroWQSYLwnI+KnSAiQSnFl7S0fcPBFgHnTKAmjKMlaB+jr9IC4D5AX7d6dB8Ca\n6KC6dJtJzLgDLm48QhlANg40h8QVsvA8SXJklS3QTB4wSJ208C6eJEIHsqIsDRz2qGwieHlgdIpS\n/fiem3qjYZyoUd6xdUGLNGWRVQpBsBhDnBAh8e40kZGJzj2QyYgSnFhV/2wWARfPdkpWip3BRUBg\nXLW087QF86Xc0IGXbVZtFVmWG/5X6TidN3ukccN7jUut8/6O+vunKWu09KROOJ6tyOMlVv3AYb9H\nT0yTZd9QinLSTnDrbXOW7ZyuXTJbNJw+a9xz9/3sn1yQmwW5MVYHa2Z6H2fv2OOul93HLXecZa97\njvXzV/mrP/I9AIwyMDaJ47xik1qyFkYWjNqyuG3O2dN7QeuKzLlmNxJB09ShC8koRt8LaTYHO0bM\nA5eFDmihxUob+ieZMm376gCwJI8j42ZkyBmRPXZOZt7z//znvOOfvY8nVmdg7xTtvKNtK6ZPVGY9\nxUI1zDp8bLADFcc380ApG7KtfbrLsg9pl4wNA3Z0GeMyHjjXeLNo7X+2nolwz8gfHTgbvuzTPoOj\n65e2e5nk49BqsSuD7UJYRZfRudlUp9GaEzpkYNUJQL2B6b2HgsngQTHoSYIzb0x6ZOx98kwsPs+R\nN8Re5OumKM9zLowdnLxlTi4NPhoJVZ3SBCizCSezcBSrQmvedAiI14SqMxi1B8Ixru7uNB5jdNFd\nKVOpWzHL8PiN3ytOHjYHvLclsZ9UMp3ajqdYTAZJtVe1Hjd1qqUzURInqlmXcoW0eBDRwcV7IZTT\nAwqIBeM/7BAEjD69ZP5eHuyyl9rSBJ7ZeHYhfuI66FqJvc6Fc3sO1zrSyrif8KYAqmSf0j8Rn2EB\nlhHdxL0b/HOY808nVe7wMdLiqkoqJRZlBb+iwRe/v3rCS511j8aFyIhYga6lnXdsnj5g/XSBtMty\nVNabZ9nIjI16oylb4mTqOLdQTt/ZstMkJ4rVzT/OUWvZjB35eODQ1lzKPbszo+Msu3cIqXkI2/gG\n+ntv+U+hn9Nrz4efEdLsEifOnuPcyQMW7T4prWh6889YPaWkwhRW4XBfV0nQNpEPRtJc4Gi53agu\ngkCWPrq+lVhmjsGHahYkLA2UnCm9V0+pabDhFXzwXW/l6sU/y6e+8ct58M4jdkZ/zmPvPFdHk9wO\nuLBCaLz0B/xQVUpOjGPrZ1hKDu/oCGuHF5TL2PwISftgLbCOzNQghU8X5njGhFFMpyGgnP3iOesf\nTZw60YA00TjLQXMbMWsxy6RgasjUa1CYkpx4T8kOz4kG3BYz5mI4ha1ix36wO2zlPGiLvgHMIlF6\n8X5KN0fQHDLzWwaWu0vot/hCBXOZNlG4MgWWQfi/mA1URfaql+nqWC72oNaxVW6uQaiNEnCoSTyo\nbBd6zRoKWAqeVwHT8BsypXr/+H8PJIOco4QW2zZ2qnMhofiOuU9QkyAd0y5cpMImTmdys8yaZUdz\nZysBB9FTj4aOkSSRZYZnxgWxjQfOUkfGYkxSxRf8dE2uNSqZiQpigQNjsZD7NdKdQFJPSt591eQ6\njg4HlQD+amDExT7UF7vZtjnlj7QNHBZqx8fztNC+lzhUzDzzLplET1ldYzj8CGdOnmbZbLh6aU7u\nezZhPNhZw6m84MyZfZbdgpnsYHaE1A2UWiwXxnxEQ6F97phL/S9xff+17HYD81nLvF3xY+/6Nd7y\nOV/E0+VO7p4n8uFVnn32UYZ1Qc6c5Z4HP4dPufOQ5vYTWJdgU7OjeqxnnGgVn1sF2yRmbea4PcIa\ngbHBuo1nfJYcjrnBoK06CCDB4qABG5Hi5O4yFrCBkgvNPJNmD/DCo7/Cuy59gCuv/zo+9+F9ZlcP\nXUZrLeR8hCPD0S6UHaRsMDGSDJQsznUck+s74HbLkvCDqw/R5/UIXY+0owe9UT3LGxvoMj6p1uGW\nu56obANnQ9ctGTZeEZTcO3wGQEHLAXncwdogAFXNTYtsWcHo4709i04VCon96tBOCrZGmY7pUkYv\nrEqKpmo0HYvhttLVn+rjvz5u0BSROfAvgFl8/0+b2XeKyMiDHZwAACAASURBVGngJ4F7gSeArzKz\nK/Ezfw3483hK8U1m9rY/7neUEZarGc2+kS8MlOKBw3A7Baz6+lRCuuNxflBHGUnyDDKyxCxxW+tG\njTJ6skQQl9nSaF5YYG1MzRw3yJKUpq+ZlsBShgje4BskeaYbGZbZ6LE0qEheVjhMoEG6NRtoBWR2\nhVZdfKMmKSISuHo0SqIdu1UKL0GLCvxMCA5oRA+IwH2Db7l6Zuef15ssaI7sUKdsp9oQC47bkhbk\nYYbNG0cAdIOwIckCtXC2ZNsMsIBMqpKT5noYSNwHjcDgQdJveWQEUc5iIaJsgtoGkRnaGpcur9lL\nu9y+MFK7R7M6oF+3rMpAkoZ92+fc7bvsn50zsw6VFdUvW2VOO8vsnTCGF5S+VWYP3cXi0Di6epXx\nYMW636Vv/VqOn+gZrj/L+tXGkwcNxRqO+5FLH36aK8OPgX4N86P3k3vFmKEh4kJoA1ROLaUBTVjp\n6HZ2kMOOMnPYplidzhp8LUel4/lnTKvU86tOw1GDglGkR0rP0Cup7Wjnuxxfuczv/sq3wtnv4jPv\nu4WdzTUaOWR1vCAcYPCq6Mizy5jOkSojV7z7nuNAVgRV16NnbZGvHEd13QX7Af+MuXPOa4oDOzV+\nQGu4vNLAa3YpFxLcQ/y9UDUykV0MV6Yv0rpiEdVhVPFufYdNiYFjnmZtrKvg3Zp4EmVDlPUp/uzP\nx0rv0oQhWGyqTH42L+L1YjLNDfC5ZnYoIi3wDhH5JeArgbeb2f8oIt8GfBvwV0XkFcBXAw8BtwO/\nKiIPmtkfafhWMM7dcg69vmBU17MsFN/UYwSKOJIE8VExcJ5hjEbBCLXaE4mvxWZGYi7a54wkJoSc\nm3lDMLYoHQVMWqqhmSDhjBiAPS2kEqe/TwZ5gBYwL2usylhhSOCU2VwQFZSUfLpI5DZSZ+imgLrV\nbyK6fxJ06WjcuHhgwoU5/Dq9SegP3LO52LQWgTryU+Lv6rHgsVMw5tsFVtlY0RE1sgt2PHOEfOop\npFXGi2CtQu4oUm1yPcBNwq/T5xSkCbX1ymeKwOCbwfkCCZv4eIJPaiCGZCE3kQ8fXeSJ37nMg6da\nSLeQFsq580vO3ZcoR9d47iCxv7PD7qkFnXY0FQcsoLOWpjG69hS7sqA5PzDYhvVq5OJ6F+t7hnTE\nqJmff+TX+bz77mX31ts4+9B5ZgLPXrzAXbe1LF95mnx8kef/oOPRX3gb93/Fp0A/QDt6KVk5nnEQ\n+GE1eMd3yHQkZHcD5/5f6t482LbsKO/85Vpr73Pu9MaaS1WaVZIQWEIDswUGbDA4GGwmmzbdoAaM\n23YbsAmiiej+o2kDtnHYNMJgBgMCgzC0DTTCYIMkSyAhhJBAA5JAQ0k1vlf1hjucs/damf1H5tr3\nFW3oR0R3R/korurd4dx7zt5r5cr88vu+vIvh7e+mnd2ldZ/UeO8uAfTqAWlekSx0tuRDBk3jCYVk\nRt1u0ApVVuRBkXw37/jR7+XXbrmXT3vZx/KXn/s0dO8K03GjzeqjMVSYU8gOJbnHrCkiA6Y+rVS1\nN+4qJSdyQC6qCZkUyZOT0ptgOcOw8Uom9dI7nt8UzSNkJdWLvOjiPo9uryGrfYeOZEDVYTdpbrSs\nsoRujORWhBqy5AW8SGwRf11h+GEd1mpu7OK7rBvxOO96TskZIqKB924QuXmnp//HoGlmBhzGp0N8\nGPAFwKfH138UeC3wLfH1nzKzLfABEXk/8DLgN//kPwL7B7sk8/kzPaU2SaTkw4/Muo2TPyXHm448\n3DWlCKUrIDp9IgjW/cj2oNtvRfA7cXKxhQGnWVoCC6YU1G9O75tp5xEGdeYG8nbDg34N1/FOiJMU\n6iNJoDBIBj1B1ufIm0wrXa0gsWCi8qdvEEHEp/FJfD3CElFQn3akAyrzUSH0XND1yLg5RdB74zDp\ngHlkuQtZO5RWmxPSegQy1RppUHKGpEa1HBiSxOv0e6KqcV3jQIpr7eomh1X8+p8WAov2mAjcSRnU\nDzmdE6mMjLqG1YqySswzlFxI+8adu5lU9hnzyCABRjQfr5zIpOSmLxkjycAOhXFnJt09sr4OV8cD\njqJEu7h/wGarXHrwmNufsQvbmQ88qty6Os+z7rubj71whrP3HvIgd7GVkVUHePqZFVmbwzAS664g\nKTGospMPGGvlelwFTIOEHZn+Ap7jeJ6qNzN9Mp5fL/P1V/uh3EBpmPo4k1URbrvyPt70K4/x4Y9e\n4ys/62NYn69M145oM6hMzJbdB1CchpMzPmYimcOSpkgxjrZwsHbaW04gVKwa1NlzFWvImEnLwTFF\nQtGrHEHmEw+mtuJlF1f83NEJq7U7/G/iwE0qiJ6AOqOjmNvIialPNcVZNN7M8j3fjRxTrHX1MznW\nkYKVxVQ8xaGexTngHhL6LpI/MTz98cdNYZriLg5vBZ4FfK+ZvVlEbjezB+NHHgJuj3/fDbzphqd/\nJL72x3/n1wJfC3Du7Fn2167i9l6En7R9/EKAeBAXpg9lkv51i6+HdZsHEOXU6MMXmY9/8MaFSues\npSglO3YajinJ5W0kzy2L5cjuveHjGWqUvOblfh8vUHGqUqTDEDQkBOekiVu+5alRWVOKYFbCHclv\nXnhQ0/EF6UYgSaH1JpJn4N2GLmGhA2jBVAbroV58EJd/LUKiDCDTaVbO0tsO8wcLDHR2mzMSc3OD\nXRPnbHqs7cbIEawsAvgSAoXT8cIO0mvs/oL6gCwiI5WG2YiFQUOiUBKcPPo411Pj3N5ZxvU5arpC\nvXaZdnAb43qPdRmQtEYQcufopXAcKkqaBzcOkUSWzJgzidGTovuOeeW/e5OXbgh/I38cQ8pcub7h\n8MqaW3cG3vq77+cDU+ahejsv2jng4h13sD7Yo22vkOZE3j2DL7NQrEiiS1SdR5whjWQqKRdyWLal\nZXyKN3ucH2y9J+cBko7rtSij+zaPANKblKpoM+RE2BalDAPn5BGuvO21/PzeLp/50qdzfm+X7eYa\nsvH9MJstZrxqePVjffaVIDVzJs2etGjM2Im5Q1YBqeh2QkqiTKO/7yxOASq+vNBo1KTmPrnPGdF3\nnTBgyyyp3sjR6EP49PMeyJxSpyJLz8JivRVCBLKss7QwaVQt2CIOoS3mHJF49bQAA/szmBDfVCFv\nZs3MXgg8BXiZiLzgj32/7/CbfpjZD5jZS8zsJfv7e5SdqMulcyEzohnHMJ7wLn2GDjihvf9pOeV9\neUbqlKTUT3847aYJEXCCKhMB2HLCcnGJXTgUqUEnKXvp6NKJYMT4vyWRrWeisVmkxoBGDzZdlZDF\nw1gmIy1hO3uMYgypl8y9M9jLc3+O0zZbcCvF6UO9+SDhym7S50UAw3ICn9aMEu/f+Z0Lviju/u58\n1uzXL7iiIkoqU3RSldRC8SLZJ3WGukUlVOuBGxFxy+Oxu5SnG2hIPqPaN6GlzseP9yA93BhbDNPK\nYx9+mN966Cqr1UAeGttLWy5fahwXZZVWSBnIyUipug7Zr7ZfgQmYDdvOWFP6SI3d1Zq93RXrfGpA\nKwY/8bvv4F+/9U0kgc2cePatK8ZzmYff9yDveOPv8K5H38NH3vMRbrkjceejh7zjvdcZSqFzpLv8\ndlmzllwjLuYOR3lAVlum5lLKZurelwbVlGbNh+8pWPP339R8lIWGBNKaj80wh6PUTmWyqo1Wt0zT\nMZMJw+qID/7qf+bVP/5LvOOjE2nYZ7V/lpKEkYZQvZlihqmPypDgSTZx/u7UGrU1pybNlWZe/qrO\nWFLaNFFbyDInpc7KXCcqJ9Q006TSYijh7RfWbD1cRY9ijkNdvUMRrJYs6kE0aSRUgsq4LGWLMNiz\nIifBn0466AlIb6J2vme31DJO3crSnyHT/DPxNM3sCvDrwOcAD4vInbEJ7wQeiR/7KHDPDU97Snzt\nT3zknMnrHUqfbOgpXJDIu+tOWjZS79H2N9qDSect9vRZ8NGc3V+wd6Idh+zBg9ikrmF30Ux0xTGn\nXBKKIemZX1zgmAekImhKQaTppSjehOmSwCB6b8TNi5sktrMx7Kyx5HKxhZwRrzMtHp89EAtYCSu2\nHlf9DM2IO+toZMpENiKnuptkPlnI6KOJFdEcQczJ7xLXTWIGUM0KVcniDbdZE7u5s0zFHdqtLj5Q\nXZJqWLz+bswsS4B2vNTvZlu6zha6Ysc7Nfl9HgFTZffWfT717h2OdWJ75Qp2oqxXxo7mGG5W4jAh\nDHhnnwqphjUPOM2cmD63yqwbTrZHfPQPH+N//tlAjuxUSgrwva9/Deshsbt3hvuedx9/48tu4UVH\njfmSMYwVZAcdt7z7I4/z2OFMcvse6IqxpjA7bjYlYdcMkqt/zKpbtbWGVkUb/nk1WgQu14j7r7Fo\nuKiBqWHNpZCtGTr79Mam6tmVhZfmvKGeVLbTwOr842wu/w6v+bFf4Zfe8TDXdYdhPVIGF1P0lMNM\nMZsjgEbD1ZwLbK3RapDlW7ym5MYa1pwHarb1ZpIZUsV/rjk+qTYxzQN33LHDbH5aWoxvwQiDDiIo\ns0BdQlhmy8I89Q/LdJy+H7Qpkh0sLXCPn8d9AGKkEhYCa8s0Eu2/pHj6Ex430z2/FZjN7IqI7ACf\nDXwn8PPAVwHfEf/99/GUnwd+UkS+G28EPRv4rT/tbwwlo/OImi4byC/M7OEgBcWopbgMfmL1LNDL\nkxIjRjrGGFTqFFieVbxL19yUIbrrrYNqRnhBTjhSNC5N5SQxH93ET2DfylHaTwxAk4J35zW01cKi\nepAZkR2ybREtLo8T47H1EXvDPbgLdbdFq4gWP2EFkOwN8f5pkqWJ2psDBKPAk9B+/RomIxCjOaLg\nVwmpKUQJa5hsSLYbR0GLchFAkEMl3Z19vKo6nikILcZtJLhhrrSbKohlB+Fjwy0lSGTHzjLQ5WAR\njIZCrt4xV+0NdZJlVAoXnvtUVm/4Q6bpw+zsn+XgfGZ9cgeSVrTiG2MQnxlO9ZFalpXaQCel2Yy2\nNUUTc8ocJuXwcuX6yaPLOvxvXvx8vvzjGsP+mh//jbcD8PWv+nGIBf7tf/Wzec7nfgyVibN3P5uT\nYeahi43xPz3ApS84xwW9x6lCKJYSlqrLfjVRakxTzRuoZ2E9M00avHWnvjndzFkLMcgk+IOucjMM\nUWd1JB/36eV6Mi9bAzZSMlK96DbzQNe0UMou6/HD/NGv/h4P/OadvOwrvoTnXbydVd2QpyOoQjWN\ncTErIOhaeBlreDMy/kWiRivG/Sx1SsgQRsejLbxIhxVc4NG2K8aPO8+zvvkjXP2cY5KtY816L4M0\nIM2x5RwNX9PGnKCLNwhGBGJOwaIE77JG+tC76gBbusS6V4xIdZK7rfygNaKkv7nHzWCadwI/Kn2m\nArzazH5RRH4TeLWIfA3wIeBLAczsnSLyauBdOG/nb/9pnXOAVLzTSQKbYZm/fYO/otNZJAJbvHez\nyL46jmmQOh/TaUi+/Kp/T8BNJQbgxP9Gn5MTZgf+vOikBdmayNiSmPMemb2zjtN1NBlYZTEXSHjm\nsyTyjtAQihykkLMwXdqy+xQC3JcIKkTzO5QxERiXZoq4ZUkvPfriuEE0tpTjYjXes2fjwIKxPSFj\nll2k6Q2ZeGjlk2+StEqkIlAKtiuUxyKTlYo73dQFKhIZyGK0YCEIfc55LFj6id8/IkBKOf1cUnzX\ndcWrPLjX5dse5+GnHXLbuad6BbKK8l5K4MKC1LTca7PmBryyRaygokz1GtMA86MwNeFH3vmuZR2e\nPHyd46OPsJefw9980cezu9rlX77pDcv3/6ef/VUA/tcv/hT0+nUe+MUHOHnkhM/+wZdyx8k5qm5j\n/HIOnMzfg88EKpRbRvT6mlTXiJ0wq9sE+iwlp28NnRSfNLKlfh2DLJ5cGqtqdIWYWXa2BiMwk/Cm\nUQrYCoE2z9Cc+pSHM2xOjvmtV/4iD33hZ/KSZ93DLWOhcMxmntyTU69gDGgWJFW/h624qZXOHoyl\n4kP0MqaZXGpow6sPcRPvGVtAFiIrTAomZ3j+xw+8drtlZ2cdJP8UPYyC8VFMDjwpEoeCTHygtKOj\nyyaJQztUSAJma+AYVwxGiy6qx2a4m5gVkDUt3JI8nv6pIeoJj5vpnr8DeNF/4euXgc/8E57z7cC3\n3+yLkBSNhxqnZt9c9PLUPIAmL+3oZN/eDLIZ2EXsCEvhymxwOmGu5zp5OWk8cAbNAjxomnPBxOZo\n6hyTbFjQkmaQunVcAP1uATb4SYpGoOkldZh7CO5a1Gf5xDwclSCxEyWr6xKd3J5aRKEgtgdXzUIB\n5ZkxUaI4uVxkhcvKvPTx5lGXh6nPqwlM1Beeb0yx0Oi7VZNjVPMlGM/5dVqvgUSWmdoy6QwkySir\nZbE5nSOCvsUBEdm4iJejIt08pGfFYXYiRtLKjaOQF/UHBtawK429T97l3X+0x53zeW4b7yc3w1ih\nI4itsFSR5EIHE9d3Gz5sTxgxmdlOA/UQmikzpxvly5/7fGS/cfbg6b7/tsrEhi/81E/heeefyj/6\nhZ9cfvbbfu6NfP83/jnsJee47cyzKNeNOcQCviYCm9UchGyXosqOAJUhFcp6xbwxMlsyG8x20QSt\nN2CCauSHigeKPnXVosHYkSRJKz8wgotogephimR1Q2sF04k2GdYKZShM+w/z+7/wSxy94JN54V/4\nGJ57sMtwbNQ2oTX5BEx1yaEbWlZUlWzNkwTzkcjQnPtoI1ZTGGg7SX+JWWKgk2O1Jyecf+mG+fdn\n9ncCKjLDHVEb2EXMSuDbrn7DWHoSHoVHkBnt+8bWESdmxPwA7kkQyfrU52VNiUWgtZBjdn7zTTz+\nTJjm/2cPde4lN8zIJqbJeSaVI7MzTEewdVCF8KBB8UxKxhu4lbrgHad9TJdQJToJHbq7C9pztZPI\nGAdgB0klgt2A0eWCGRYFgZfs5ORGADagDCBubtATXKHjf5DN24onliihdBDZQCcaSdfGq2OxnHbP\nhV16A8jHB4dkMSWQFhBCow8kwypZHM7wVdP/hl8ZiSxGhKUplkhIu4gEX48UXUtTqokT/nuJ3X8t\n8fmyZT3T9x3jXUuHUbzx4A26ulxDOscR9Wsbnl5iG4cP9tfsnk8cXt/w1vf8Mm998Ig/PHqMazSn\nl0nFa/EwpO1TDMCNXrIiec1sLYauTfzY239nWYLDqjCMu+zuKTsn59iZC3v5AbZv/F3S4+/lX/3t\n73jCkv26734lX/93/jfSRlzjfyNdLfi+hgs1fKSuQ0MpjzBcJ60LUi+BgmpBpZGo3syxaGhoQm0V\nGWtFbUR08uxO8cCizrFFK6ZbUMU4xiyhMnjXXvvB6S5BdU5MWx9fsnNwzIff+bO84ad+it9++BjZ\nvchqnRnympKCHzxtabk6f7MpFo7oXvxU0Iq2TBPnV5vNoHPgrz4oDWVxZIdz3LFzgboEKm8+wgph\nF5GC6RyySn+eaaW76vs+aJGJC7QIgp2/2ifPoqTla8UNxft6s+xMgdhbf5ZRxk8KGWUvaYNX4V9K\np4Tt7m5iCjKYE96jRrfAET2z1KWJ4v6agatlp1BDaJkpiDqdJoVMrWdFxhqjLRiHz1wPn7/QhhPt\nFLkhPEA3+Oh0odUN+KLzJx2rEuerZbi2EYoPaQddx5hfJ54kyUs31mWakckyOw4jnSbUy1y/Wj6Z\ns0MUgeMQ14p4npy+an9toZQSlg5+WSmSMnNVp8iIkLKiWiltRPb81ydxYwmkZ+p4lz1Ypsta1Pg/\nSwgHWJr8ZTXo4GeSDtuHjBIlycod6aVwMBrXN9c5Pi48evUPOJ+fzn3P23D2zJ2YXEFSO6WO5Ow+\nElZcp5+BYZft5pi5TKfXBXjFJz6Pce+A9e45ds8+m/ncEeNZZcy3ctvFC6QziSuX38Krv+2fs782\n/vK3/Y/Lc7/06/4eAD/z/f8YPxiAUO9Y/1DDWkI1kduA1cvIzorRzlE4QRcecni8ytYbeNbo4x78\nfh3T5z9ZV8WJG+iKbDF2MNZ0H4K+F7zKjaybtWN6KsyHE7YqjOvzXL38h/zWD/8bVl/1zTz7rj32\n0gnzVrATmE0c6jBBKFAFSXtg1+kiCWTC2gFKck27NigjyAliZ5CupGuVaSNcePaa9vrerCmRuYL1\ncRs1wdhFGhLwTUZ6xRKiFVMiWYmxvVJws5OeqnhsUHGnd7eWEGDybJUbYs5NPp4UQdNLNol0vjdY\nohTH8Nk/QBasBUBuEllLUBDUs9TmBMPAAIO/ZkNAau7w4oBzlyL2m07AAvNSrqsVkrmTtCoxLkCc\np4mXxIkc/DHXeJ9mysF+E6Jsm111IeYmIJcmrlzJFGm0RS4WfADBLcKimZVR0AFNbvqf7EbNbX+v\n/pqTZG+G9Qwj9XEHjo9qCqyTGFAlgrFyXmwCU0+NZShkSXD1GJt3kSKkuTJthbK3uoE0H3qjNLge\nVhLLuIK+cGNui5hfB5MpyrWEpaVvy4LJBm4lJGppFGlkO+C2O84ha6VMG8xGil4l3XKBlB6j2YA1\nMFWI+yNJUZ0RRvKQyOkxHry/8e7tMR+5/EEAvuwZT2cqZ1id22G9P3LhtvNcuO1ODusxbXOE3Wro\n8TUuP7bl8vpD1AuJn/rmb0MuFr7sW/+XZQ1/ydf9AwB+7ge+08tx7ePrFCt+XWQLeYB5O5DufDr7\n7/wgrDI+vcp/VkIXbRqjlJuE8gqSTNQ0YtInk9bTiokxrvNRcJwnVD2jCm4CrnrJ+GRQzwSnDRxv\nRnbHNXV1nf/wE9/Dm59+Ny//3E/lubefJz12lcNrFZlnqhqW5rDzOySLOg4ZogtrU8AR6pgzJyhr\nXyHVD2czpc6Jvb0DnpmExzZHjOvRR35QkeZ9i8mOSLZLkXA+wjAmNDwmsBrVVyJbdX8lSRTT2H8O\nUUFXCQmDVGpLNBGyiEtIF8HhzWOaT47yvJ/ICwVII2NynCYFh7GfHacU7OBp9rEKQIfsHCc0ipxe\ntKXk89omDplOD+p5QvHNG/AkFqMkLLJO684s3tDpG91yUILw96BiaOpzS2YSQuvPS4l5mjkvKco2\ndWJ7SgEX+E1N8eG/61Thg8B8yjmij/UQQmIqsVnDk1NimJSmnrqGuiSCcndzR1xxEawgxAqWNth6\nHZm1cNKUveDtI3jpiZfvnZ51453KhKEuKehR4QmwWKh1WlIschtZ0KcmjNq9RAdKHtm0RMmZvZw5\ns3uBvTKDZK8c1AnYphlp2eFrQCjkNDAcrLn3zsKfv3DaKR0OKulc5fj4iMtve4AH3vI+rm9OWJWR\nvWFEKNg8sRXj6PAaJ49vmI5PsDOZn/6+7+LffN8/ecJS/uKv/Ra+6BXfQuf1uslMr1AzKY2kacuF\nCxe5ZRTKuGKVBkqfTBm56mA+gtgzpG1UQ+KjOUz9AA9csYIrXNQzTFXneopWVGdUK80cT2zMTu1p\nPcFSCpV5qmyPYX1wjc0Db+O1P/Za3vKuR2jpHGVnJJWwMlRxClRQj1RwSCSlaLo6xujgmjcSrVX/\n2zr5KA6rzEn42PPCZrJla6oJVZwvWgLb1RvVUVjsp4gHgXNGKsEO3dgmqs1Ysw7fKDWCSDeVSws9\nrPphe5OPJ0fQBJw7mVDrhFO8ZFPfiBIZYT9EPED28pTlv73vOuIbv+qp/LElRXMlBUDsKFsDvAuo\nVEwDh9TARs1lbJgHCOlqA7GoIDsWuiCXSwsrq3g5kFmCoQisMR6bttx6dvKTMqY3phS4ohF4Hk7P\nwd2GiqQYZhZ8znjbT2AehblwwvXfqV8VSaGw6dzNaFgkILVwiwdEKCJuYJI9c7c5MwSTrW2EgcQo\nTghOWbyB0cv05CYQRHA0cSS4z4y3gB0cRbK4zkHCxxVbzinFeY/hy5g0MUhCTdgAs43sPsc4kB1a\nWgVFKzDZwLQ9G46ZMWlgbefZ2y/85Ps+siy7g+FWVtPIbZ92gXs+Y8V4j/Fb73gP97//Oifb5Np3\nyWwOjW26znGrzBzTbG/Bz3/qld/Fq1/5XU9Yzl/43/9D/spXf/Ni/mTqPMsimXlTwc6ycyDsnF2x\nzjAOyiidbu3WM70tls3x5GZO31FmZqpPa1QcezalqfqwNAVVYzLDbEZt64GzVbRNaIthbsQ9c/Id\nqjPz5UrJZyjj+3nbL7+J1//ehzgYR/aGQsqZIomsiW6FYNWFID6dtQWu3jBV5kmZpwGdJsq1wu6w\n4vz586S8gpTRe4r/rKVQgznGn0SoMRwuGcvoEdPktpn4wLWeKIhfYqebCUFb86ak+2YqdC53JEgJ\nI9vpgLfcq7WbeDwpgqaPa408MTIrMFeKLFGhuHmvO5PGBEDiuPSLcloKO4Lj0sbIvAznJzY/D/s8\numoWi8dJyBYdwqYRRtWJwxpk32YRWGf/mprb5VtsfiUFDGBxekLrFmrJbeOQmXk6YXW2+lhLPT0A\nxAKwjtPXFYHxSc8Ao8z368bpXQwzDEspnu+rSKwTgMHCSzAcXunfyITU03wGUtJoLp0YKTsHtqlb\n36VSnJwsrqoYTCI/9+f7REzP/rtTU9PTjELCpLiFM43fCYksorsuOT5bTRAdUR0YdnbIY2ZPYayN\n9cVzrFiR4wZbx0PoJGj/26oTrSWmmv0exOMbPuUTOHvmDHffdcCFRw4oj93FU1/yPP78xxQuX72f\n3/59D67z+TX7h49R2dLqBju/Sy69ZFTPJsX4me/7zv/b2v78r/4mz2Js9nG5SSknMMjIsDOQU2a8\nMLJaF8aSWKVE6X06c3S9qdCotMikm2rwKZXJPBj6R/MRvbVRa43/KrUpc5tpdaK1yVVIVdEa4zFa\nc6grV6xM1M0Wa2v2b/0gj7zvN3n9uy+RdWC9TgwDDMknEzSCYmTK3CrHVTA5IO+eYe/ceS7efYGL\nTymcv33N/r1ryvk1lw4TdQuT7PHsgx2m6n6cKXkSoha8VlNMnTPdYl2JNFf1qJKJNR6oqFhFrNvp\neQ9CiSZv53JHkuT7P/nE25hR1f4MsOaTB9P0ehBwVWiLSgAAIABJREFU84LsaUqwhCQ2hN2gEY9j\nJUmUP6d5p8QGxKJI7LpwkyB2S7hBh0FB/G4jRfcx6roYceqJX0O0cdrY6WYY7rKUwgSjlwyIkfoQ\nN5x/5q/GXIqoiWFv8GwvGiTezXcNdorA49iVD8pyN7cerBa68dJA8kjhgbOnoVkIl8peNgenUywy\n5wiUyYNO7gW2qvP9Dg0947p4bxIbOYdcjzikzPxv0juq3QsqfGfi2xbnn0XG5KV7W16XN+KWyh3T\nFYPFnHgz1nnNRRs4Kyt2DnY4u95F5rWTyOMwwcQ5j9FYaSRvMM1KWyv/4tdPfWNKWTMc7CFpRKfL\nrHbvov3+Ci7ezbnxd3no/Y3Hn3qR8YKbUbQVlO0hw13PIak3Rpzd0XHZzM/8y+8gk/jir/+Hy9/5\nnK/yZtF//pl/Tioz25rB1rAaScMuMmXGUihpYp4reYbUjEkVawGjqLr6ptPCUFqEAgWwCfq1jNcz\nS7hZiospTH3GVmpCSYpkn3lPhlQEyUJaGUhl3hxz/LCRyjWuHR6Tz93Lft1wvMnMUhm211ESUvbY\n2WvsrCuyMRhGTki068oDH9qy4QSrGTdLEw94+8o6HXD+1l2aXXI6Hp44aIeTYjxHkUzfdb4wT5uY\nPhLDqzHE1+5MDw/u+N7pTAt8l7wX4adS9sMsFGo3+3hSBE0vfX1jaAzqshtEiR79wiZKozYXDxli\nAXZ3pUmU0ZbEuWkC2oLSpIY7Q09YarQanXE8SPiUybCL6ly3mEPeg+hSE2PLNA6QIORnrBsQZ4Dm\nDaq4aZXKkAttnLima55R93GH6biH4LhePg3kreMzuZG0+34m/3coSHKUosGqJ4h8AGi8ntxicJz6\n8/31R9BMvmBTpLai5hqADM1msD1KSbAntEMlrxKtdRFrxsSbZ2LQp39m+kF2Y0BsAbmEs3frza6C\nmmf2fjX9XiapULewZ8x1F7njuXzR57+X+z+gZAoHdYvKTgixwqBPPY8QnfyATDPGSEuK6LVlyf29\nT/0UhlKQTYYRqp5FdGJnfUQ62eXsbc/neXc+SHroXeR6kTteeBd5/4T1Cz6dUU5Q3SFxRJ9QShxi\nQbrh577/270Zkge+4Ku9SfRpX+LB81X/6Ds9a7KZzdQYS2LMe8yaGZIxjUaZZ/L2emSJ4llXA2sC\nqS1L0ffHjIsMnAYnVkhUco51kFZQBCkzJe06xp5HclFKTqTsUE3OiSwx56okhF1WwxEzyv3tYez6\n1kdifHAH2VOMI6Re5UqdqXmDskuyx2CnQBOKnCCyQyplSWZME2ihambvhed4xrc/zLXPWCG2hazQ\nMq0ZsPWMuq3dalGB5LLL3tjq1ZIENOQHpKvgwEC9OWapuvdr5ydLdlggGAWp+eu92ceTI2gSOtcg\n8wJOVo5xChKz5LoCSLIE9UxxMrpFgJswRh/E1k8lsSiPDJZxsQ2rrqowvIQXVZomuiFqzzCF6uVs\nx4kDQFwqXJElcHrJ7I2NlCMPMDh1ZXLjBnbg0lXj+fdIlMrFN3rvYvU6HD8lhRVYnNRERzACq8tE\ne7CU2EXuqs0NpYmJZ7f+SqPv3g9hwUv4FEeI+C+2nDA7hPW9mMw0PcIuNORcgcvBBAgKiFjPvGdM\nsnfK/cUFRhdO8UvCK4QHrN+XZPhIkzloQ5GBpwGbfDBclVt52Wd8Idv2G5xcnlhxgjfqvBOsNaMN\nMi4nTMnVMlhCm/Bdv/C6ZcWtxpEhZcYhkdOIDJBsxVwzZadx6z0XeMrOWY5vO2G2Rtoq5eJLGA6O\nMUaQitkIoebppaJT5KJsj6bh//lj/4zP+5t/f/nbX/mt3wLA97zipWyHM0jN2LqCrbGsZHVLu2FQ\n7+raEVp3A59smFZUA49Wrzk0nQSiYc5zzIMXamK0DCUJOe1Q0hyQjiFpFyQ7HBaNxtzWlGFFGXdY\n7a05c+YsZ/X9fOjXPkyWDCWRSiK3Qi77PvcvGzntxaELUhWTjMoBQqWPafZKb2ASRTcZKwd87AsK\nr9NKSb06UqCSrNDqGi2ZrBbsl+D9JiLg4dCMDGFxaGA+Qs2rmjBIVnc1M3pCoZGT7i2IaHeCv5nH\nkyRoAvQSvGeYNTa9p+leDgeNxvytetleMPpwql2MyTFAdbWNqxaCq4XPtempvuLB1yVi6i4sfZaN\nOWfOq/ylL0830HXyfNflEjCBkbJnxd2nsI+8EMu+6KxgG2P72Jrhzl3my7CoX8SpVVITFM8jnFo0\nBXITQ+fif04TCDelJ/AsM53Gc4p+Q6dwuWIiBlFFvuLyyshwNYXIaA3TTEqN1JR5VtIwwJWQl5pT\nrJyG5fdQQmllnaApIQIww/mtulQPEtmnJouuwsTpweCBaNbGiuQcq1aZNlCmQzStAp/a8fUxTwHl\nzHFArjygh4dnuwG0+ra/8vnYaibLQFkVVqOS045nyGlGyhmvYE425OSeoPXczHDrBXK6FspEQ5si\n2TvXEjI/z95XIFOvJrEm/PKrvoecBz77K75+eR1/5wffAryFb/rav8i57T5ahLwDSdYwNLJ4O8hW\nBeUEmxNzdTJ8V+G4w5WPfxCcyJ+luSgjFXISLBspFSStQC6AbEGENGdnIMnGKxzWyGrlGLZAskSt\nmZPDNcOqsErJ/TST4SNLZszyUh06Ju1bKBd1YnsEKg9gjSQJ3RRUtmgpnH3ZHvW9lZwHXyvi6w91\nc283Belrwg8TpxsSFZz415KRVJZg2md9+Z3yZEJiH4gkfORLULYQp8Hd5ONJ0QjCYtZ3ZAjS5/3Q\nF2B/mZEFSRhvoIRhn8e53lBofuI4cc+742YVjSaONe8utlrd/aY1B9a10rT5oLdWaW12QH12W6xa\nG63OboHVGk1n/7C6UCmsVb/Rqv63rIevRksTico2HbG/M5OOnWPqAdBpNT0Adx6odRNjc4SuB28n\n6Vd8dnaJ3wGLWigI8L6R8Iw26EQW2ZGXNnBKPQpRQBLPpMQ3JqsEJTEdVYZxIqWY793/ZHTmoSxZ\nJOaD55L59ZCe/XZmRJ8iiHd7nZJUWRw4e1MnrZDVLmaD+3XqATtiWBbURmgbUHePN3PbPVXQNNFE\n0eSNxX/1+tcD8Pc/57OY2oxaxhgoaZfVesXu3prdnRXjmEiqINX1Itlo1ii3P4dhrWQtATUYDM11\n2QETSWBk6NbPnj5QzsQhIk289qf/CT/w7d/2hOX/T3/gV3hkrBwOjXatMh1XWjEsn0Hy6GSacguS\nu+eqIrmRyRQZKKUwFhiHQhl92mVe7TOs1pSyZp1WZIFERuSEPkI6j+IfeZcie6zSwDAUSkqePUro\n26lId2IyJ+n7+m6YTWgr4c6EN/xoaA0FkcZeaAI6oloRbbQysblq3D6U6ISzrFdDqKW6WEGdKGUx\nIeB0cSxHrycIrXO7JRKsuqxv72sAaeZ0pIr3OjyhaKG8u7nHkyPTlOC0mZFMwtcxMEW6QYcgmmjW\n6CZsCw4Y2B5aYpG6/LLiMVPRkHSB2Q7okdMvkuOiOveunTgwjPnnFqAxjrnSxGNbisCVMhJUIRH8\nZCyGtOgapxYUGAfrRUZSFq4fKhdu36C6AUacfN9wfNCzWL/JmabBdhRnvsXUFqcPGU6nsG4qIrBk\n6F295A/PrqMYiRPaZI0x+TeLZ6sWuC595pFOpJxAjWlWcjW6WYijB10JpJg4hGB9plFkkyqGheWs\nhAlIH0ubm1BFvAQL9yh/T4AlSm3A5KoPFcQyZ26/g+sfvAqaUT3xYYVZSc2iZM3OdqDGtTmVyB1v\njhnSyJh2STtGGqAMO4zDiqyJWeeg8HpWorqmWWN3f41E2ezX0pVX/Xr5GGkQDoBNQEUDJkdezicf\nIUvxiuj/+LF/xnte96/51h9yN6Xv+d6fB+Dv/q3PYqUDO9fW2NjISUg5I+0aiUoZDMsDsCKRvNmY\njCTBpZVYk7kslU9KA5J9ZLLP/Y5Ocu5VUCGXRC7mjvw5uSAveyWnvdQ1UCveAFqEDCtvtIkhWdw/\nYhAfuJaFZN5QREAZwK5juaKbPbZtn9ueu8bePiNDrCOp0QCPPWPd8Duqo7CSczlmA9aeS+XwajA3\nLelqKCL7d5iqJ2O9RMfXOgmz/8qmUYL75tbedLEYeiud+wVVE9qbQb3TLCBWw7q+eWkePUXnxnlT\nR3FjVlXD7NCzPlVa0yjfbfE2dAzU3XFQ/zfiPyMikBJ9uqFkxyhTTjEN0nlkLoGLPrsRC1nJYgyp\n8sgfXuPcrYV53g1aUXXemjVSce/QqiAqFDFUHKch3OhdQmfe8cYll0DQe/rfLMBECzlqigzQ+0C9\nnIryJbAxp894OVMw2gDlw4380oSo0I6M3eSljU8JscgOPeXM7pwRZrM9FwjVf5jsAv43DKpCk86W\nsAVjbvHclIzj0jiozgdtsTHTmTtIfIgqhYaQrOKjjKtv8OQ4tqpj3j/+hrcu6+zaZkuyyjoLVkYO\n1spGFWs7jMNEasJQGlMyZtlyqGvOPe2ppGxB1g73IJya1YBCCnZpKHJMvBmjCmmP3rQ0GjIpZZhh\ntabeeZHPe+nHsHNuj3/7q+6e+C++7z8ur/UbX/GXGJtBOkOTE0wSq3VnYSQfn4KSRWnZYZckbpbB\nDdkb2UgSCppUguHhwULCeyGnRCmFXMyZcTmcV61ilmiakOLVTTWvSmgJ0oyFMCP8OdDZ4YqkNaAL\n9xLQZIw60DSTcuXoJHPh/C4XHn+EzXqPOLkpqS6c1G0TzreR1qulkEcj2bFb2tLD0UgaAsWnS6BF\ne8ke4xLFIpBGXdO/eZOPJ0nQ9CIgiXeB3UjVT4numdk10Yl2KlFXw2SFhmmqCCQNDmZkCxqkX231\nNINo5uatwXWjKdaag+wVJ7qrlyOuadXlwooUJPu0ydQylOYUGjFykK8lQ80tSLRgIhQyjZlthR0b\nkOLjZEWSjyRPwphXfPTwMfTRE55+z51sS0J1jgyxl79+gvrUTUdUNbIiIw5/OrbTt7dHK7+i/kgR\n9FoilBFR6liX/xlVG3nA9fFm2CyUkuNeRGH0hNEjkXUZi5JjxrMNoPelHLYAimgQkp2PSee54k5Q\nirCLL+fWf0Ey6vseom1XSKqk5tWI4h3W1O8pbjn3qhsC5pe+5GPDzkzZcszRNnN9TjRVpvQ4O/uF\nUYU2Gs0SbU6cvbDPcG4f08DbwkSibzKnyVZqlIHaR8OKvxbBD9wFXiZjJdEOZ8bze/CByzz+jDWf\n9/JPYH9t/PR/OLWe/e4f9CGu3/Q/fC5y2WjzxN64y9QHCoohWmipAIeuKGrekLTUZb0WqyQt9yBb\n7UWtr82cYAhxRerG2/4sMQnDDE5pXcmWsS0mboqR5oKW6p4JsYY0dWKc/zVac0pQBLrLDz3EsR1x\n/so17r9rpFiK50FqDq2Nkph61W0jxLwgS4Vk3crR35tijgNHPwKiIYXP+epTPAF//ThFyylPN49U\nPjkwTTpG4VcnZaMkJxFYn5sc3EwfqGYBsnv0lOjQ0qBZQiNzbGr0wVTgwLRVDZJ2Q1uj9Q+ttHmi\ntok6V+o00eYTpnlinirz3OJjYp5m/2gzbZppU3WicKtY7b9XsaagzWVkoVvTeebabmZf1jRRKJU0\nJLaPXeIDqyv8+7/+Kn7vrb/Bz73tDzh5/JjdYURS7haNQKiBInPs/+7FSFGcMuSgmgsCog/UpY+d\ns9Y8unmJueCTHuQRcSHA4IEgFdBBKKscFYAseGnnrLrm2yLTitcjNxTHEodNMAaeMOpCWAxUshPq\nlnLcE/yGpMSAcnL1I+haQicfWY+55M5jrzpEVZ/oXKPWqNPEPG/YzidsNodcfeSIxx8/4urJMdc3\nG05kZlKoWyOdOcfenRfIyqJakugiCkYx/3qTPj5ESNGQM8Khv6fXzY+3bFAkIUfGwXCRncuXOd5W\nHto4cvcNX/gJvOKLPukJr/uf/u+vQcyoG+PEAic3iXk5Rm6J3DLS3ODakt9juh42TC+kiwBCVisI\nJWWnGiWvWHJQ4Bz/PM1YLbDnZtEqCGqeNZc9Wkr0MR/+0TH9GWmGqIE6L9pMkQqrdMJKL3O04+sm\nIR60U6+aikMg6lzfZCkYAkJule4123PEQJrxcdkBZNnpmraQHN8onQZPWv5fnxH0/8/DNasSphcW\n70rEHCMLAncFOoGZLDjFRVGrrtDRHifD/t98BIBnluYZpPqMlVYbVI2ZKo1mjWqV2mZam6g60epM\na5VaK61WWp2odWbWPjYhlBetUbVSdfasVtVHGTQfX6DaaCborBxuILfG9UuPw2ri0oMTJzzOrVce\n5Zmf8hhv/PA7efjNb+AXfvNtvO5dH2BcjyRKr7G9TJTlqsVZI5CgpSAIEw5OEJv4VLHvzw2Frviy\nS0E61cCnkhQ3RzlYkS04kAXK6JuxSJCtk2OhMTY9oEiJBqgF8ThoOBEg1dnWsRFCjdSzVcMJyPjm\nOUadYuZtXooZ2+vHmM601FDx6+rBugUFJ4FkXvWm315W15d/4vNd0CBul7etJxxvDnn80Ws8dv2Q\nq9dPONFjTmzDyUljc37NwVNug7KHib8fp796o8zMs2gNnrCp+09KBLNs4Qkg4asAqM4uppDMPFXG\ndCs7K4Oi7NpEa8ImO1b+dX/1k5+wO/7xT72OV/7im6k2odZQG2hW/PBLiqWRhfArQE826BLa5nBg\nBliDeZBMkvA5VxINQA84qP+wn0feMNEI1mbiIywsEhgj3N5z8KjDHlC8OddEqdohiqCUKUhZU+Uc\nd5KDZxuGiGH5thKnLBMqvsU7EwuXLKWZGxN3PjPqslm3xiPUhQU/buWGxGFLn6JqJDT/19YIwjd9\nFgtgXQK7i+/ZEjPjpvjwBs891TlrjjS7U3fcoKSBk1mL/eRzV8zMNbOBaVZtWPNSsTUv5bU1LGRZ\nar0UjfJEw+A3CTkDublSZgGfcbA9+5z1ZDGND+c1Hm2U1q7wO+895NbDM+hvX+G2Lylcerzx4FNv\n42mXHqAe3s/v/96jtI8+nbTZ8IIXPZ2zZZd5mkIFEpk5/aw9pWKkUEGYnIrHUhTpfurGMwIM8lKn\ndu6Ba5eSUA+h5pF1GM5XYBiyY1yRaTqu6Q0IswlkIFlj7vKfeN9OjwqCOyUMElKc9r3xokF7suAN\nwq6BtMSQfbCCTsdc38kweXca8yymjzepQLb+bk8fRRPN4pBBKTSoW05UmecrTEfCNq/ZP3PIXc+8\nm6c+9VbmtIuq47zOQUyBe0ejK5Q3DhxprEZfK65EgW4hEe8QzVBEyHWmjAewk6kirL3fhSUhm08O\n+Ftf8nKmufJD/+6Ny/toVFYhWvWy0/eK9gDjq++G9x9BVBNJimfNSUCC1J4TWVLMWXIOtEhGctyH\nzsCLqs7UD5AUB6VDaBmJiaV0SEgbaiXoQn4N3V3Lf16BcbPhtb/wANy7otgAKcQgzQP5bEqrW0TN\nkwaI9y1Iy97kwtl9PctMiFd3qV/xvi4iAVMHgEQyGtJnkQj6N/l40gRNl/TFvwXvCDJjNqK9C9aH\nu5fAWKoF5mlxuoG2oCMtWaWXyz3DtKahvQ06gzbHPWul2hxDroIwTcXmU04jOPAt7DjtIzXvqtPI\nlgPbLNgQjRAbI6hmRGFqK47H69zy6HWmZ8Gd+RKX3n/C7/7hj/PBbzS3YB2extOeNnJwZuLTd+9n\nevjtvPHVb+Xtv/0JPOPZd/GMp30ad94La6kkcTf5Tizv5ZhSfeEbTuuxEt18P3kkxgs4112BiUZa\nuowKYVxs8NRC2jZkZ6TmxLjTGw1+XWRxaHdiv5nreBfNfKSgEvNiYIV3NxXVzEIx4tSmouOeSXbZ\npsowQqtKysZjV/6IWfdIdj1GPoTOPLinqRqUzA+/7vXL2vqaT31xCB58TIPNKcjORsobGnugV9m1\nxsX9j+Mpz34mbQ6xQQR4k/C8TD1YBJ1KnNJU8eDds/t+jTsLxKv6NZJnkp2wTUcgFxmeljFbMafG\n8QQXk6DNm4YiSs4jf/cr/xKrsuXqQ1uGlphT5JFphyZQQgGm0Q1PtGW59sAtsdVVXMNdSiLnRJH4\n+RwskBTHoWzpTI1++Lkk1u+npkT3DU0hHNGWA3rpGe/W1504b9coDG3yeVopIfuZZ97yft7w1qeT\n7ttgKXvQyw2bAzLKmUp2FoHDqSRyMF9OnSbAZ7xq7AOJe+DUuoyoVzwdq2XZMwlsOmXi3MTjSRM0\nia7tKWCtwBilzTFQnJKQm88Rio1q+OB3LxtCGrWU5c5ucR2yB06zOUwGTo05vGwPLNRm/9Dwg9TZ\naUDakayNdykTJAZMKlYLWpzrJUDS7ARkiSylu/5Y5uj6zMF9++yt7+UZL76D1ftfx/1/8DAf/cg9\nNPsQE+c53D3PMz/383nxx78Qfeh+9Ee+gQ+87+288cFX8NDvfy9/8a9/AztnicUR3XE8s/R7X+hU\nCi9V/Xq6BZzjVNIV6R0TFIvhXL5Jkuyi9aMIF91lh8Z81SjnRkiRES5gpJtzgWcrlrwO77Qdj5oR\nhLoqS5w14LQSWXICz8l8HrvJ0TLSgjQwlCMe+9AhVeZ41yXe/8YDQ/NrTtsuy+rrXv4iUhkxU3by\nxOoQ0uCNj9ag7SeG3QPO3X6RWy7ey3q1wRgZi6I6YWo0SfhcqMiGxelPlYEsM354DHFQukGuWSXJ\njj8Pi0xtQi2Ruc5k+yFbNFpM8zxWV79YmDibNMeztbmnZnknygv876PA1qk/aeX3+oYxIxaztBBv\n5PiklebBKmXPKFOOCl5ImoI61yGyIYBzrxi8t+WByjS57SFd8da8NE/OK04ETp68XPflH/S+lFDc\naX7bhHPnd3lg/SFu15eSTTCZEUvkPHsfIDVSBdMx3rfP9zqNG0t3ccH53YS7RpYLpu0GxVBQv3rt\nZw1hRljfdKh6kgRNCYK0QUyaRLvZhSEyeFDscsigyDivSDzLsCmAZ8c+1E7pRP3rFoHUbI750Z7R\nqIbnkYI1OQW6O+1ImveiNGPqGl/HcDzImMxuhjAnFxo0w7J65tSBcYSSj9lcOmZ978B8YgzDGZ76\nrL/GLLdx5uxPcLwdePDdD3HpjXusX6ysHmoU7uLlX/FqnvKOf8s7fvkHuZX/jv2xT9yTuHr9/6Is\nlR3UrkVlFlSY8CQ9XVzOeRNVXzC2BXG7LBUhpRNoM6KN7J51bFpi6M2V7qhthtuiK57hDx4wIArT\noIlJjq6yNxQ8kEqA+caYEy0P7u81JGieNQxpJjF7IyYd8+BbjpDzNRpFikkowOyU3/nDb3jzsrKK\nrNnbu5XVuGJ/b4czF88y7vmfsVqxY2Ncn2G1TiQ55qHtLr/ym/dz/o4V5w/2ueNM4a7SqC18Urlx\n1EnAAyRS4G4+o2bAt5a/bglpruKa/UTC6mOM6QXkYct8lNB1NOY6ZodicfiZ7ZLGI9L4fIwUmG9X\ndDmMJZyArIJK5JJZiYqNLlGUisiKknAoaQmiPsdJKHGARrDskEmwIjzFdvwRJoyVY4aW/T01c2zQ\nnEqW1Ut9DdJ/iqZZd+2aNyv2nvscHn39Q5xJh+wxghXMjER2jDglxEpwcQEmOgfYGEGn4JF0781I\nbIjqypxSpybkwFd9neL3yMAYF4bHzTyeJEGTwF3ciNWdx3UB0IlMBzhFaiKw+deDkBxjLyywzyX7\ntB4Qe6/A5ZPaQtXQs1CdQuXQIrh2FxSck9ZJO5IXPNWziIy17BViZKSOFWgscn8POTXmR4yde3we\nejNhzCc84zl/gVvzw2zzs7n/Wb/Ku94/ceVShXYdG25hd73i4z7hFTzjOS+jHLyQ/Z0TrK2i9Imm\nkBEEeQHbIgwsSqpwgeld8y6y9BLKB8nZEnDjAmehTVus7LhtlwlthjHOKckSJgfRqSdUQSF59T8d\np35ynMlTzRQb2+/BmBO6m/mda9d472seRI8bNq6Bho3nePYz4fZnrLjtaJdtez+PvvsS60+c/Jpr\nZLzRyMgYrZ0u/v/2k16O7J5jdW6Hs6sznD97jnEopMmoskEYKGcTmeL3v5zhfe96Pb/+mjdzLt3C\nhXv2ue3uj+fFX/ly7hvc6CWZeqmZvCy05vQvj/1OoPY5UlPQW9LCK/b16QfQLAP7w1lkd4/ttUxt\nxrz1dWYp5sGHwYG/TyjlcbbtDiyngEXCvBmAHZyaNrEoYCKI0BzDSzaQQqfdpwL474ihhcni8yE2\nWmRqAZkQklQvXoaY8xTVgdUYEJkDspDAGWdU54VLbKLRUBNMV6xuVc4evR6dvgBGo68akzViE2Lu\nPzG3yph3cfd3ry4wl4qCSyj9RWdOSeye1Pih5bOUJChtTm73Q9yNfG4+FD55gibRlcQYsjGpZywE\nCRcNZZDzA0Ki5p9rq86xNLpfcGSVLSg/N+Cb9K56jS5kC+lkiy67/4w299gUNAJ0JaeKyoi0KEcG\nv8mKeckaGW7CS5DUhsiAwHLDrhhXz4085XAXDuagPwwUZi7c96XkMnPv8+7jE170Ho7aHYzDLbQo\nmwzj4JaPQ0xRLQ5q0xeGBztXHnknuvtogzeGNF5pwbuaQpzg4g2gFF3Q1jdhXjN9WNDbMjkbkgst\nGzurDlM4H1BNoiNrSMuh+AGCv2dxfZYFrFG+N+Fg54Tf+0/v4B+89td42kf/iJ07ZvR4QmdjnpWN\nJn72+DZs9x7kwllecvA49/65I2ZZeYgXwSYjJSWNI5KEH3nD6cjdWU+4frJHuaZcuON20lCYtzXc\nh1ZIKcs00KYb6iw88ltvYWdvh7wDOSVWvIU/+okPkv7aV3Lf/oqpHftaVJbMOSPRxY2tmCbEgvaE\nm4aoCcXcqo5totoZytlD2knl8csPMt5yjrS3purAGp97n6LqknpE3jlA7FbcaGJFwccbI0pSCT24\nl6kmpU/ECozQz8+Us8PaKUFSsowLbtlHR3gcnQntbawiAcsR+JN/RZ2sLt1MI7mvbMdORdVhDdP4\nXdUbRk64pSWFXGlXCrv/8elsXjhxRgvkDJK0UF1KAAAgAElEQVSdBjj4NUVmskqIOvy1OWez0r0O\niE54suoGPJa9TSbuZ2BWvZuORtOs8zRxLmeaudnHkydoSsdCfJATQVZHDK1RhS8XJ7CjbvkWphRO\nIej4kf9bw+dS48ZabSEJ62VzYJqYB14xLAa3ifogJ4sytxqk5g0LDwoSaZcHHFECoG6YFZeWidNS\nFKO1iavXjeGOTn2ITC95MNE2YuySb38x52FR73R4X8ycFWJhfBAZhdMqZHGMdyVEIllBiXHEODjv\nflHRFZWg9Kbo8Jufwy0yEbu6QZ9yBkTQlLDmpVxrUQaJm8e6mijkk+ohtWOVIGTz0bQuj22IDaz2\nr/DTP/oafvgX3spt5QEeHhPnHzbyuEZCBLDRxigPUY4fYWDgzrPnqekiQ8OleJpQKmqFpFFyxuMr\nP+nFMQhuw3RJmW9fuxExxmBKapkBoWWnAokUHj68zP2XJ+xgoBlc3czc/8GZ3fo47/+h18DXfAHP\n2VvRbPIMMBzHXUTh91MIID1ZbPLoxhByAHUuIsOKeuWI4b7z8OZHeG9Vxv0DXnzXmmnoB5+v94qi\ncpVVymyijJzEPSGTpAiw4usv+4Ha6GbQ/rpSyj42pkR2GWV4JnUY25eyNETHpbR3EoBXbW5g46NX\nMl7tSSHWf1C9OB3b6310b0SqWHB3fR2KJr9me3s8wLu49OB9vPyeTNHekLJgA2QGjI15tSKR0St+\nQLhfbGTN1tkRhU4mYpEMp2DceCCWnnQJAaHcfKh6UvA0O7XMtbP4v6QtGKMD7L1UJ+pvIljG52Hz\n756N3TBDnWuozsr1bNNNNZo54dypRY4DqVo0iyx06ObUikjpXWMd3pH47/YZOSw3SMwCT+3cwbih\nOaFW4Vgo69GbMmb0KZBpiOa2CFYzTXM8N5GD2rRQ8CJQWg96cQ3SUl57dlDFR0/kXoqZz9jswTZR\nl+KuD0Hr3cdJMu3xx0nDDqRwuswVGTv52XeZ6Cn3LSo4/LvFyd3iWJ1j9Ykxj2wPHuT/ou7NY23b\nsrO+3xhzrrW7c84999zu3ddXX0W5bGJXAbGJaGzjQCwwoFgWikKiCCJBAEURUfgDiQghJfmLiAii\nYGMsILKJYkPhBiduoBybApfLdrnqVbneq9fe19z+nm7vvZo5R/4YY+1ziQT1UIj0sqX37rnn7nbt\nOccc4xvf942/8Td/jP/9536Ojx3d4fAoc/OSMlv15NEYBtgWGMoABg0znl8dMOh8p/SSEs2sgLmx\nkb/1T//Jbk0NGKUqqfpUxiGNpHpGGzgk5oekz+0xTk7gi//8M9xlQa0wrgfK+YAd9/Tna974ys/w\nMz/2j3irWyBSqCXaInGYSwQFf3+OydsouwN5OswrPapKo6BdpfnA02R6LtuG8bSn7wdq8hKb6mVy\nKQp2gEr2ysk6FMi74BFfQFz7KWGwCB0EPY6kwWJwqMkPXH/sjrxPPMf0fBbtuUgKppUyVXuTS5jt\nPrsnIVIrYgUxz0qlOsnet6NLUs16juWQI044ffU2Z9ZEMIsKL2DV3hIV9abrY5CEoXRRQ02zWo3k\nTAclkpu0C+AlHMwm+qBnpoJPXro4cL/e7T2RaU5IxgToA1Cn78y/BC2xAC0aQEhklBHkmGgdkWVO\nv6/mQRS39fdRpM7XsrC+9057yN1KNI8iO4i5hjsFgemId3smwN4X1DSLxOQiuLvfZMHlNMpmM7LX\ngswaGCuJhKbKaAObX83oUwek/TssF3uY5B1WOQWKiSitU1YQ703jWkwQ1mSZ5USYoNrF/QE3eaDs\n3vu0BF17HuKyBDKcI/MZ1M47kRUktRebUqCkFH9Pu4VuEj7KQihkCpqUvHfOV3/zdf7Of/nTvCJf\n5KmrPXm2om4bZlSktMhiJK19fMKmQI/y7F5idpQolr1RVZSSgjhtAnUklYul/J9/x+9moxuoyrxt\nWF2dQ7/hWCX885WsvpZSrmwTfOXlz/DS62+jq5alVOaXMweHxoeX++z3hXtlj9PhK/ziT/8cv+sP\n/zaulcpoPo+oMp3bddcAexxussjqfYieUcuMRgu2FZ46eILngDekJWvLcTdyhDCSsTR9oaf05YBZ\nMsq5wDxRxdegc3On3Mf5t8liiJ7g/Odo9qhJCIWiOpqwZyUyYwNpHEtVAWtwQxe9gE4NT0JcFeEh\nyyCJj8yruC+CZ9wesH0/y+R9HSNohGQjQzdnBYwv32X4nZAse+D1CVL4hNPR5xJZPN8Opyw+9mJa\nwQHLSsBDRS6YJTCR24iVOn0Yz1h3cedd3N4TQZM4hRvziY0TRbjIRQ/W1MKl3pBQI1xklxcBc6ec\n3AXPacZPAOrOcPb72dRZr7tuvL+WA/wTEJ8i2ywSWtpwhfcdGF/FY5CA2OS6JEhTowNvnG/XHBwU\n+pDUVVMe/vqGmwfCN/9XH+DSKnN6vsc/+dk7LGIuu4lbSerORzAj4QmqIRUrpt6tjA06DZC4aAhE\nFu8Yhy8h8TJNxPG5ggd+sccNKEAPjFzUXyM1pHbG2Ptn1h3Na9Kg111jYDdeBMGyct69xT/4az/L\nP/6przLoG1x96gazxW2e2xPu6YKby4Zbac74pdfJh0a93TJU48renEuXWxak3UFnOYft6ZTdFX7k\ns5/drabFYumvPxhtntO0c6T2lKGh1tFdm7KRqnCelC99/l/wwgsvYmXGUgdqzlhteOkeHJPoFsbz\ne1e4evgs3ebX+MwPJb7lez/MczpnGAfflKaOI2rxTegLjKQjppMaxTMc0oyqW8ZauGZP8CxwNuu4\nqj0nwxiBy9kGiQV96mFzTLMH924PzA/NTWrAzU6qOQvKnKVQpE6AjsM5UYKSJChwk7VfYJnCLvRY\nBRqYhgpOWoNpTLQ3V33tpurc6UmIUoMgT6ydmsPkxqpj/rsAL8jUROwTl773JvlH79JboVoov3A/\nCov7p0ieqlY/iAn4yibmZdD9pmQFn46KXTSV3bnCoSJlkni5eYfW/58FTQn8pSQ3ySgFpu6WGIyh\n5jGpj809t4ssEY3S27z7rZ5Vene8RlMoskbx/NI5eDEYaoxAHVmply4BPFMxy/FlBOXCZpj2oWrM\nkXXqDquR3WheXzCSKo0UNvc6lh9pkJIxbVCEdFi58Qf+Pb74uWNe/h8+ym//O4X3P/kFbr31Dlny\nDoZwyMyf87HJMFRzLmgzlWKEJC5OUTdyNSbzDt1xNL3T6+74fp1T0L7MwE5G5AM9qROsTQyDsppX\nShnZNbcCy0KUEH4wSTxDnEZaznj11a/y3/+F/4J68GGu3TylbivDw9u88vaar9aBBVteYsb8RmZ5\nxZjnT3Dj5ltce9hTdY8mOT47jILm4pjkpB7SQq0XuuG/+L1/iDLzjn1FmM8W5EUmNQraMpYtMhbK\nTNkMiZd/6Qd5/Y0Pc64L2Evs7X0T25Nb1Gcu8+ErHf0bdzl89jqnb23pb7+N1pZ18yV+/m/+Klee\n/918/Ds/wHNyHo5Z4k2i2OiuxZ+oOFCLUpnDYkPuhDKco4vnuf4pOB0a6t1z0nZOsUsgI2oNlZEs\nFbZLyrLj6qVZhJMCNA7DpPgOZUtigUahLUlQnawLp9RfvMwVDdBp4ulGcxA3+vaR1KdU2/cM1aYM\nuu4O3ouS1pzoTyXJxLMO6p44g2RiEkCHogzVubi6KXzTh/9dvnD5M9w7HXl2NYLMqOKEe5+RlBhr\nAfPmqeNTE1ZZQtyhqAy4BWHEldjLkJkYgsa4Y0AgU2xIwUZ4d7f3RNAEnMKi4gQ6IRbfFAgikyxO\nW7EYflYZQ9kRpFvz08hGwUqK8qVG9jlecDaL3wcTl1KKjy/9l9QpYWdlkjCKLzYLRYRsPOOlcdUB\nhiuY/COIxlA19GJBKowHM2Y6ORWNSBLGbo7e+kG+8IUr3JrDB0+he/mUvHKczFUOIyqKWApxRoNo\n71zWKdNFo1h3Z/fJZNg0I6MHNjMftXsBZE+PtccW2+glVB2hHckT0F8Gsk7BSS7KenFVj+zc9RWp\n0VUn0Tb3+LE/8xN0N6+S+rd4eCqMtqbQ0quRdMOaDUbi9K5gd1va9A43rm3ZX+1zOS84HUdUK0VH\nam0dlVLF+YHCP/r8bwDwH37yu2jen2kvJ87eKUhOiLT+2XSkyjF9a5x2I5s3b/Hw7i3efPtJztb3\nKM2SZj4wbl9k/eic4e4ZDzQzb5TtV4/Zv7pGV0abL7Fazlm2Da/+xs9z/sIt3vm+b+NTT4D068DV\notJgBEtYjnWXKiZrplq3oEgzo2kTq+VTjEeJdsz0VmhjlAayQrVAbbGsaIzjram6YUhg0J5tBaQj\nhuTHSm+CaxmNKpUw41BjmqRJHLjuESCOz9gKbAbpDGwe8snp6y9e+dAQrUVndmhFLYVlcH2stI9M\nlYTVIL1ZotY9Vs+OmN3j4dsPGT9ygJJRc5WPSMx81w6zZZTR7liv5tNkJeAz70oZ3qYKk3IErR1F\nXJPuDdRIOsQZARKB9d3e3jNB00R8YSlefksUy1P5zBhc4klmN0kbCZ7VpHCZiMFGJbLOGtQCw9VC\nQW41cJupMYJyWHi57X6HMvOgveOGeXa2K36DjCxRBrh2eie/8PtLg7tTLtmMwvXtCtsrfmJqYnF5\n5OBTf4Z3fvFHeHj451mdf4U3z864epApVeL5Io0LzTP0Xm6YeZAK7EyC7jTZXMmUAYiXbUKAPjsj\n17iGktlNMiQF46BCu0SZgW2pBWaNwtQNruYqqTQV8gG0GliMnswz5e76LT7H2+jJlrNxdBhABaor\nswYL/FQKmioq0MtvcvvuJc7P9slHjzjdZHS/AZuRsl9nE7c+e2wiL0LP6vIeKSfuyBYrA30xbGzo\ny4gNPev1A07vbjjZVB72iYcP7rGuCZutkS30vVHzwCzDVmBjUGfCsB4YTjN1OGajp2yu7LN/XXk0\n/gr3f/Kc5/7kt5I0syotLQMyetYT5z+i4h4JSUh5IG+Vbfc2qTzL7G7hxZsd1Kt8wyU3sE6mTumR\nU6qcUuoelq7S2ln4KTwGMlrGtGPXFVdBE2i6qIAQEK1BYp8ag27a7Z6aiuSCaBOPicxQRpAwAymG\npYnq5oewWPjNTusrPFFNPYN1zfmMabCe7DjOEfHlnP2Db+Vy+2nu3t/Q2xPMxekyEgojbxDPomqM\n5CrEGVYESyn6BxMHOMXjGkyMqm1kldGY4CK4inhwVTt917HqPRM0pYRDdO2iJJ5IsxNOG0C1mXte\nVqHaFneSngqH4oYCmJ+EdWQaBerPMXlxSgTO6gGzRmec4lmJjcAhVTZ+SFbPDn1KpTuQu5xrevO6\nC5Qi0ebWMEAwAx2x1HJyaqyeIf4drDQ8ePBpXn75e/i2b/84lj7MjeuJOyswa3aPV5naOUR265wz\nFRh38jD+pWAt5MDaDNSviE5E1mm/iQUG2aA2Rq7qi7kOYLM503x1q4XZImPSBPQQnTrcZOGiW+uu\nM03bUPIpf/fP/QImX2PTDxSZPE39gBzNaR+eCDl/M2klZWHUc043lVdvu35/7JXZCvQwsiDmqMz4\nkc+6ae8f/cb3U0gsrt5kljvk0Snj/S1jP7I9KdRRGDpjs20ZthuO6zHHb5/xcCx0VFLX0OTB+bQG\nXVGGCpUtMoI2Lj20dmBrwvr+Pc5PrrH/9FUW5QG/8v0/ysnxTfKHv4knjo746MeVw7kx9pV2Dm4Z\nodi4QmVEGdmeVp787U/wXf/tHfb+7JNsH36Zn/yG5/nkh98XTRaNRtolau2Au06RAmAMpkkG5hcB\nI1zCPMGMKscUSRMlSCKD9WxLJnw+WTRues8uq3oDUw3KSM3Jy3wkGqxe8lcpiLmaqKqSS9mdq6gH\nMNhGrThOdX2krH6YN3uXufr+xEvDmu0oLHJD1RBoVA94vvWNyj7CBrGGSkFShdI6/p/GyDq37Jws\nJiejiQVjHhuUjV83Bqo1WJ2961j1HgmaBrqNZkx0YsOAw8Ib0kz9pNtZjeEf1CLLtJFpB9rkfO/F\nSATYcPW2Et1xt2ubuumUiuG6Y+/KH2OpQcwbLy61Dj2wTLN1qkvUzJBk0VwJXHNH4fBuHzowHBt6\nkLHi1ApyIT/9IV78jT/Fh577y1zZX/P6r7+IXm6gFHRaLEyegYabInMx61weyzhIgR8R0MT0++i4\n67R4pgMgOuhsvLQzi2CfsHqOtZP0sSJ1JM0nXKvEyW47HqLn/BVVoS4WfGV9i1/6+b/NZ179WbK2\njBJejJNIIUokH9vhmbFb6LnfqYpQpaeWkTS2mI506xZJl1gslqjAjIthWGNSOBkZKjRJqDVRxt4t\nAetItYEihZoe8EDvc/f1jtNirNOGue6T2wHROYzHbLfCZjhnZAQppCRstkZKC3IzsmgyWuCku8/4\n5ULz0T0e3BNeffhFHt36RQ4vQb/6Y7xvf+CNL3Vc/d1PcvPoGk+NQpWOlPeR9IhSz5H8x/imb4ff\n807Hmp+j/om/yit33qLZu4oP8HOsrtaK8ASFVx13VN19f2Jx6Gn25E3nDmUl8RHGyQnmriuPigWL\nIXBT9ay4Iq/ZNU+87K67ysGIO0c2Y6LRiKkgHaCuaK5BC7IwSVGNJqQHJqcDBbJkQpYZz3zkA7z4\nSxu6vofcAQ0mPZJtmjgTOP65v4Wd+k08y1aJ5hXsoCoBd3dKQbwfCZsFjD18BlfrCcW/AVHzPRI0\nvQPsm9w1CM7TvBhFK9V1rbXEGIM4smLve7ZjEXfxAU9EhrTjkYXe3AnRHpC9OTSGUfw8Nr+X3FKT\nkyhEp8qThI9WQAtYDEZTx4hUpxnSoMmQBJoyTXJp194hSHEpmEqDkrlx8Ama9qN0Z5/hzc0MZYbg\nY1XdzSXGW+CWa+5apE4pIYJnlF8OJQQ8r8EgiM9jCGKJLJHhyWTM4OWKFWEITa8CVbbosEdqKiYz\n6DckGqf47PilAcTXzKKB3N7nznbD9/6pHyC//hJP5PvszWc8Kv69mVVEMqlJyDgwWFBkko876ccg\nwVdXrNRaGUzIqTBuBlQG3t7C/BlBV8/R948ZN7Qr+itb7n/1K9xKQne+Yaxbah2oUjBOOOk6fv2l\nB5StcKKZZVtZNPsw7nG+uU879uRGqOPAqK4I21NlluFRGenGM7oh0WPkpqXJA5Lf5Nb9K9y8eZnF\nmdCNK+pmya1bX+bRvY7br77Mw1894LX8DfzpP/oJftc3HqGzSndvSbp8g+Hsf+Ivfs9P8j/Lt/Lh\nK0ueWd3gyfERTqdxuELrSDdsGZo1be4YaoXxEEsZl0CaY7ziY0FUfDInKj7eYqo+pk65TJpwcXNg\nnZxWDWPwRGEaK1EytblgR1pETps2BAmTDRLVWC0OdufqjBcvhGJ8tEFJ7htQyCQMtFCGNdc+9jT7\nP/DzrH//b0HJ3uC16KJrpbFKHXtqPYgRKQKmaHWfUKfcCXVKYnaNp0QJx67BnI7l/+K8UfN0Adsl\nH1//9p4ImkbwGacWRdB3EPGmDY51Wu8Y58TX3GGY5hngRPMwivv5lXKRqeIyxymySp2GrQlimYme\npJFF+tAybyQ5YdY74e6ckj1Aqgc2VQeYNTJNVSFkDZANFLZSOLzizZ+ItAHMC7XO0DRHo3EwAfsO\nWwluQJycIaFuAKEoDU4cL0Fyn8YF14k8t1N92A6uLeBjRXDOgmfpkwp5ciUUSleosiJXQ1No9FMm\nRbNn4gjO2hll9Qaf/fn7fPEzv8at8iqXb/06s3mhS5mZGqt+5KTzja0itG2mmmeFSVyu2KjQ405I\nORm5SZS+sC3Bc9QRUmVRKy/+Ily6us/1T834jj/w+9HhnGMdsM74P964Q5sarjUjq9RRpGcsj7jz\nNeOt+x33W+PKTFiJsCSx7cHqOd2YuHJD+cg3v4//6xdf5toIp2dwuTEW85HzrZPhfZREpa/emFi0\nmTcenrGkwtjTaWLRwOryHL2zZXuwT7s54dL6N3nlwSFPvGlsXzvm6H1P0s6XyKhc/z2P+J5P/3Vm\n+UPs799kc3iFKmcolVEUklLSjHQOVQrrAjN1/1Y/dlx1o6Ro/kiMfvagYZIuylQq7uyTdvULoRVH\nJMyIfQ95lqCekOiu2r/ITqfXDpzfKjHrqVJin5hssTpzPDW+X6GSGXzwoQnWV46eeoYDjON7he6G\nkKKpVWJldgI1KUaPagtWkOoGHKWGA70JI+pNJGswmfZ8zHWySczhog8JVZ0iu77Hu7m9J4ImeCdx\nklHKhF+GKUcNXHNSwcCkvMG739hFZ3zy0sQuKDHhozmR4He09lAeTIoNEQvfPefbWQ0Xa3CXFICS\nfKKgpcCAUtBvHguGUSILPv2vkRnbYWB5mAA3ZvWskKCF+P13pbVEOW2R8WJI9UVsNs0Hgs58uNZU\nhssESkTwdIOOilsTBq4ZGJcRG8CI07m4dt18cw33RqzO0OyfrVrn5VyosEyM5Qx+7bOf5u/9pS/x\nMms+8h0PmL39DllbBttwLML79xqabeZse85goG0lZUV7vIIQQXUeAeCcissh99W5p4P5Ju8M5gZ9\n6Wnbc85OXqb+1A1Wn7jG4mATzQjQzcg5sFXlrFszbAdO75yxrZV2lThUJ9zv0bJIRtn0jIykWjl4\ndp+jw48j+Q1uLOes2iVXnltyOT3k9c8/RMetx5EkPsJ5rGwWDc8vG9rVkkGE9qyjy8bZoxHOCucn\nA7kk6tgyP9lw8vLL/P3/7VXavbd5/lNzft9TH6M5usK4f8Zw80nef3iZdx7dQ2uKYXSKiTv/dJwx\n10ohRSzwJqGIq5qIkSjO1c2ICjlMg3eHsJ+JTCNrRcDEG4i+1mdQR8dAg+oWzhxMc+4nRY2vNVxT\nHrS1YjLV+w5pEl431V2GPNOtu96CofR9x/KJp7nKgnsysmlWHA66ywyrTD5GzsmdcAJNsb/NaU3D\nxLeUmL0VOOjkicQUICU5E4UxlErx+d7l7T0SNL1bGDlO4DeBTEzftrHLLid+mJUIE1LDfCP4nL6r\nI8OcMExfTD6lcHquCLBmMcMkytYaTRSKk4jFZ7sEHxxwyouENldioexmr6j/u5JQUx9B8bCSZzPQ\n5AFid8j7J/V54+Z4qXmXOgRsvihkUvwoUj1Qz8UYcVJ1RihWXEdsbrKrERSnXvqUHUyGMCXs3Syk\ncsUhIm+UPiqU/RRKKMVSh44tlpRWE3NZ885Lv87f+EvfzyOUp65dZvlgQc2XOZY7zKTnsig1zR2m\nYINIoRFlH2canhPJjMAVgXUcJKRM1ySGUpDeF3wWbzwMY3WssqnY3j26F3t0PtIcKnN15oCGJeDW\nNgznPbnJrOoGq5nBMiItR9cb8qpy9krPQlpS95DF4Q3Sg4FxLZwpvGOZJ288zzeNc/7FbMNqCWxa\nSJWzesa29DQbI88y1leGdYVFYcEKS7dxUKVnHAuyZ1xaFh7du4ccPIB0ly//swUv/PhDbnxqy3xo\n2H7tHf7p7Q1PL0b0oJLIjkGaoLYiDUqTlUcdtEwSWnF4SAklzkUJjrgxxlSqiuETVEkXMSIsA32v\nRHYieDKA7iow9xZwXrR7WXvqaWkq60NcYRo4qzNTIKMhZSUaMRPfYtJPDdoxt+vcBb78z+5w/Q/f\nYC/w6kHY7RWTBMMWks8OQiZKe+TQFhSqqhElRkRaRp20cMmNCs0f5TSlgtH6WIJ3eXtvBM1dkA8e\nphpWwqdnsnWzx+47ZZlYBELY1dSjj7hwyMIuqIi70iS60NWcEmreoGgxaqpg2bNGafAHT93mqE0m\nDbiEAkaJsjMwTcXLc0s+VUyFpBXOe2bzOUWEVmMmjlw8lz/RDvHe/RFx8uIahaZdIHRBfp9e8HEh\nGkEwTgl77Mkm1EbrRdOqBjKeDcapbFcopz1c3vMMRjJjV9nbXzBPp3zhJ77Cp19/hXb9S6xnlXme\nse7h1Dpk7NlP3kZIGNkqNUPTZswg50RNLdZ0ME4mzYVt8maamjLHWGhii7KNZlHTCNcr3LbCYMIw\nFM+amxHrE7Jp2TaZVHB60Tiy3XToODJPmbQ8woYNt/stN+bC7NIBN0y4w5qttAyWGIbrjJeVSyIk\nhSuLLUd1wxfPjdkc8mbO6n0ts0XmwZeMt2UNZrSLitg5ohu605Z9UWbScNqdcy6Q2TKOha4vnA+n\niGyp1WjzjNVHX2LWH7BYLNkM5/RnPSfScvUSGAsPVMTEyG0mNQsWNoIVKg2NaMBDEkyhoMBRL3ia\nu5K6soPApqohApzDSQbSezCqPszPqTp+39FKYJsVSc5RprpdnBgxkdN2e9Wb9Aoa9DYRV/xMkxDE\nm/ZlM5K2C47+SMP6R1/g9ua3cGVWHJYyglvpb29QL7FVJk9Zt3yzKiRJMDVqzcKSN3jLu9UfOdhk\n9EPslf8vZgSJU+Y/B7xpZt8tIkfAjwDPA68C32tmD+O+fwH4z+Lq/Fkz++l//ZN7BmhiMW88ssQd\nlWWaZW54a7x6cGQMvbeP3rVaLrCOSTEkgYGWejE5r4xYHSJGVS+DIHBVT8/8JB7BstOIklOMpJrP\nf9bBKRmpQVIiSSLjc1iUTNLAPZMiTcPZ+g7P3bwEJNR8VrrsOpoFJHwQcUNfNxMIddFUygctyoH7\nOM2JkasT9Wg3mrTxUzQWDVMpLoQTU8Um38TqJAyZjlvL2KV30MPfChFE6+wG/+sP/gKv/8SneXn2\nOjeOVhx+eKCZN5yXtV+foUGLMZPEibSsLLGazTnfCkmOvcNrh+QmoZ3SmF+DJl2hmSt5e4sBC4eb\nSpJE0oIkWKRMl0DGQjXnqdpgSB2Zt3OGwauVnKGkNUMdsHKCpktoo+hwTkFYlJZmSKTFGe/caUjj\nKUWNS4d7HLUzhvM32ZfCeqOcni5Y/LYz7t95QNpuOBuucWNPuHn5G+HqT3K2XjLTGTcvz3k4FLoH\nxv6iIMvC9p2eOhQ432Btw8GYyfsj60fn1O2IJUPTGvqWmoR0udDebrzTez4yYGQUqW64MurIWDN6\nsCCf9fRiLNSzO9W6m/szne+mg483lh2G348AACAASURBVAYxHxzmogsLoYRDLBLByyEgjc62syyq\nVZ/dnjJa1bnjsTadt24XzSDzESuTZ4Jpj9kQHM1gaRRQHX1MSTBgBhRtMqWe87H3z7jZvsL9Oxt4\nJkKTFAYJXogZLYOz3XIJhkqYbVQQjWgh5q0B8zUtNeGcTffeVZKX+Uz11zA1EN7VTb/+XXa3Pwd8\n+bG//zfAz5rZh4Cfjb8jIr8F+D7g48C/D/x1+XoapanbVS42t010BwvXkulEjNBCYodUuDY2CM8l\nRl9g0cQp3h2nYtIzEd+9oJXonA9MrRBMdjQbWECCmiqJAWyIIDd1IlNw4iywyRRg/CRfUzRlqu5R\nzyrNzYUnlLl4aZ+CkkQQg6d0Ut0lSCTMbpXgMfo0RTd0FUQaRPNFFi7u0O2TKf1kl8mxPQ6Qi/tN\n0wvN58JIItnMGQOWseEMqTOk9khS7n7tFj/+E3+ZL65eZLU3Zzys1AdKbte02pBEGEzodesQ0VCR\n0diMBUtbNGdnDGhD0gHVRNsIKc/I7YZijzwbkuIUFWlo1KWYbUlknTFfCLMcK0Amyo0i0rPIW2o6\noa/n9KWwWVdIc1KzIDUHXm7KGtXMarFgf91AHWmaFXNtWamxvDSyPVkw+637SH9Kq8riqOV4rZHx\n36ZZPAP1IeOmIrZl0/fsr9S9KtMCQdCyoW4uU8uGOnqTZTbL7Oma8ze9IWbllGSZ2YGxPNznnc/f\nZjsD1cq2FJLFIRhZXENx/C0rSQp5cstMkTkJOF7u37GvkQzqaq1dOeq6tYB9EtAi5tMpnfkVB7eM\nDg2wAavOuNg1GHuMzrM1M7CBiVaHbnH3qSif5Qx3O1L/bqOyMvCmbVD9yrDl4Mnv5Js/Be9bznBy\nrDfetBYfoidgOvM9Hd11mbBYLSFm8aatS4SV3VhpcRK+ooyW/CrYZGxuu633bm7vKmiKyNPAfwB8\n/2O//kPAD8XPPwR8z2O//2Ez68zsFeAl4Ld9vdewwARdujjVkhIX3IPeLpWu3giyUL84uuNA9TQT\n3eJJPVsdmfyKsBEomA6+MCqINZ5lCiCTAzbhaBTvA0W0QVKoKkS9I6igmmLuyoQZZUTd2UeyMIqR\nh/vopnHvFmmQlC8yzSggFA2KiOOpu0zRChI+hQ5UDg5diIV0LRpEUXL75wyIoEbJNjnRynQgtNHJ\nBHancOeEZC1Yl2C+8JnsacFXv/A5Dq+0zCTTb88YTtaUqtS8t/Nz1AXQ7INA2wi5mbM4WGK257K6\nNKdptizSjEVS8nxJahraCiuBJA2JFtUFpKuAkTUzaxtamTFv5sw1O75JRbRi6hZ/bVmROqMrhXEo\n9LUyb+fMM2i6xCAtfUlkVdr5AvYWdKcNIw3bXrHVEywWRwwPv8jmiyPMjeX+lvnmIfffGEhNy0y3\ntJeMOtym6nVWckBjHyTvX0e6zElv9GPHWKF271CHLdUqfQf9YYsuE/Koi4PhMKhsK/LlGXMKJw82\nlDoyb9Q9ZZmDZFet6cBog5fjuUV1DmkFsiQWxgW8g3hAaqI6iQPGu8ZyMQrXIpi4kR4huWPHNBEw\nZrveQcXCqX7G5OZ14R1UsZpdImkS2apgtvLEJ3ACn6jghiPeeASzhmEo7D37cZ746H9Cae9F5dyA\nzHycdMwfFvFxF2ZjVIYNTZ05r1dHpymaVyAAZnMqyffzLrb4Z/bDo43nffdI5bvNNP8q8F/zGEII\n3DCzt+Pnd4Ab8fNTwBuP3e9W/O5fffPWMVAgjUGDiei/a/ltMRLVoISUCwtsAjeE9aH1QZeovgg8\nE51sph4baD+YE63NvLFCS/Ca/EuZPqp4M6cqThmV1jmZ1ngpLokU5bloRnMkcSn5eFRN1FpI7S3n\nKKYGbbwsda1vDAOTKTsuwVOUOJXFu6fTPGpSNJ4CK8KdqN3NWnGLtowGsVjFnK5jY2SzGkB459m9\n4Kc6Rpky2MhomzSQUV5/9YQv/vL/yLzfx2zLoCP9uXB23DH2UKobK+T+aZoyYqZobal7wPoMqce0\nKEuFRmeoQEoj0lXS4DOA5quBrI4LjwZDfRujQZtEIw3zw8z8UmLWJpoJ7AUQY6jKpo7kQRj7jn7c\nYLUyy3P253vMywNsOMUssbJE+5F9zsZ9uuNKT2Yod1geNTTHI6fDI0ZgpGFxY8HD9QGSGmq7JOUG\nxiPGbg9WLYf7cxYHx7TzY+zsjMqaNjcUbejtOcbcY3pKqZXTWwPl/h713ipsqxRoGbrK8dtv88R3\nPsGN2S2G7ZblItPXNoB8n19uVMr4q8xn+1QZGaQD6/DSUn1nTpsCV9pAg6UEaWBqEE1GL8II0oEM\nDFI8Q61TEjJVcJULm0HDxh6Tzqu1mkJx5wGwmqt0KHLBWLEKtfMAVwq1bGO/Tns0XMOsUMZCK0tu\nf+5v86V//uN+eWrnctuSYXBH96SHHkRl7gd8HRinmU1mbo5SHGqTqadhBStjeFA45FDZi5lCXWTG\nF8P4vt7t6wZNEflu4I6Z/cq/6j5mtkvu3u1NRP6kiHxORD53/OhRSK5scqCHHRHIO3IwjxJcQ3Ew\nyQWnj1DYqWBCE25T3RKGwjYB0FgA3ym02xcWpo4vJnxIlUSpHXQkonmjXhapZpIoSkuS5IoMbRFx\nbEpRsgrSgS4FGWfunk1UxhpBePcZArCOEmuqpnZYp6WIFRWVFi0JNAUOKtFhn9RKgXGJUmMOzO5a\n7LS3u1ZTTMxMu45/spHZQctpWvLZH/0BXr43p0iHNj4caygD2z6h1Uj1jDpuqNtb2DhA7ekZ2J4m\nzsYrGJeYiSI01LrE5BqWMlILBaWmlqEsaATnDgaWm3PnFn0YaThgf3WVNre0SQNcaVFGpBbGoaNK\npemEPGTanMk5oe0RIvc9I2cgj6csz96hf3AHaUby/vtZNi3L/WcZ6jknpz7OOfUH7PUzjh+s0TLQ\nd47F6XiO9e/AYNShMpwsKLpEZguW1lBSYqgDdXgrAsocrCeVE5bXO25/Y6H0TnNLTWU4M95+ofBG\nnfHB63ucvX7KxmBQxXSMKsPxwlqfok1brGnQbhEQkYD4NEpMd5mlS3AjoZhmhts0FM8PV6OB4gT5\ntFuDFWy56yk4zzMy0ankn1KnyfOVAWyO2QAao2gksHmzXaZptFRrvFHLSNF+F8RrVSTvsXzmW2m2\nz4YfxAgM1Lqh9Fvq6NmsV5+9X1/t6AVE5wFhec3mGa7HkCyJmp1XbTKt9X4XCnYZ6Lu8vZtM89uA\nPygirwI/DPxeEfm7wG0RuQkQf96J+78JPPPY45+O3/1LNzP7X8zsk2b2yUuXDp1zjk9AsRT/Ezfc\nmMZ/OlmhuLdeFAxRf8ZC8I80ZZ3RQp9eD7OMj4rP0REBrAk+phF8Ig/OVZDixDcTT9+9MRGZZeM/\nNymTW/O/p4acMprUA2pWclLk4SN0+RF0npCmQZNz6By77zzAO1/cm05CjDtwxY+bDoxBrRKqZIhZ\nKIWglIiRA1agKqMJg/jwNjF12zcI/T67TEIxx8/M8c0iTjye1RnN5YYf++G/x4//wx+i4xKbsdIN\nRrFCqZVtv8FoGNslSVrGYcWYhXlWtCoNlWwbUhqoVYENbVOw2QmlZGoWcmqY65wr0pAb5xXO+8pc\nlqjMECqbWhiGE9anp6RWaFMiJ2WWEnuLS8wxzoYNr3WwPLzC86tDLmkDVVnnh2xTg+ZComFx/TLb\n08SDbY+uRtZnXyZpS3u98tpXfoPNeUOpI681Ax/8yJxZ13NSHqLjwKxeRm9u6e8d0nU972xP2Vs+\n5PTtc3I27tSEbhq09JQ2YxsPRjkL8r49xuOOB3cH5s3IYpaYNUZz401Ir/LCP3ibB81H+SO/4/28\n+sW7vPSVu5BjpIllJC2xWinrxJ6MLFqvDnydDyS8s+1d4uLEbjP3raxBN9Ioy8VVbRNPUk3Did6h\nKzjHjYChWDvZTgIW68/VUlZy2N0JVpWCz9vyDLSn7oK2UUR8Dh9bKgUpQqnCYDGPqxRKPeUTnxx4\n7su/RrGBUo1SzIOxbOltpNJ7ALeeahuGUUjV44HKLKq2kWpdpEGJ0TyLpmRsGrNhhWoDVdKULr2L\nUEhEmK9zM7O/YGZPm9nzeIPn58zsPwI+DfzxuNsfB/5h/Pxp4PtEZCYi7wM+BPyLf+2LeCvP1SD+\nortsi/DKm4jY2GQqwW5+sQTP0svXoFHIrsjwEsOfLOKsuVWYFpfYBVg8TUkUEyRZZHl6caJHYyeJ\nB6HUKJq9LHdM0x2HPLA2aE7QLtkc99QnF15ChwWeqFOPiA64TB3wSbUgE8Afr0s0G7IvflSjYeJf\ntkyoryfZpORmb5NLd4nA6s8duGzwSqtOB05BqRQz8rzlCy/+Jr/8gz9MWc1oxo65GvPwjOyp9FbQ\nOcxqQfc69peJ/TSQZ8qiUeatcaAVtYENjr8urGdVW9pVpbQJSf56xwgbFazJLK5fZnHU06wgS3Xz\nMadAkpNyKJlZEmYoy6dGKgta4HquDJuRF/pMSi069tQHA9vR2I6JVDoWlxQ5yOzrCuYL0lA4uHmN\na5dmLFvj6OkjVvPMpazsD484OdlwWA1N0NaG9sk5ae8czZlDlM1swZPtnIbKEwK0cxorWN3AXLFZ\nS26U2azhals5G87RNEf6BkszPvDN38I1M67nMz7/5XO+lg75nd+8pLvdc2u7QayH1JLLQGoPmOXi\nGbSBWR9rvYa5LheVBhP04llUkRAoC5hWbzAKuz3i942MMNgrzlTpvaYzz01NLAxuYt9MM7hUdo1a\nQyJZGf35a0HrgATsJmaU6DFoJD+VHvqR2XPPkrEYgjhxrX1Rp+LPVYbK+aORu2+fMGy2DJTw/wj7\ntzLinYwU8jjbXaeLhhAIKeYhGrW8+574v0n3/P95+++A7xSRF4HviL9jZl8C/j7wAvCPgT9tZuVf\n+SyAIy0TGdEvqpoPVtIqpKo+0EwdyPYCM9KlKXOKAIrEZEVggqrBAteOrKyG/6O5tGs3g9EkShAu\nGkDqel4JipDiBgCaEkmyFzZ6EVhl4s1N3M2U6R5Vau9dPS+0Hc/szQ1iJxK6RJCznfwt6EYxQM6K\nxdhcPxz8OsgOEvZz3bHQVKN5tbvGj8ELsqPvBVgvj5X0/p4eHDX887/z/bw59ohUxrnCAhpRzBKp\nAqORB+/Uala2czgbMhv14L4dlfvb5HQg9SzlfIR1D3VwbNK0kvKA1YJ0Fesbxu2cvlOsM4YCfSls\nuzUPuw21GidV2IyeBWltuHxzyUpXXG4b2rzmerth3sC86Wk4p2yhjCB9ZnYpkRVqOGVlg+H1qzx6\ns2P9WuH+aWXbDSQRjlvYIsxWDcOgrMuG/s2rjNpiRxmTkZNtz5k5RafJiu4puj8n54zMM4vgzTZn\ncO92j4xbNlXRnGmysHnwHB/77mdYM7C89yYvHp+hH/oQ80uX6d6As3lHFWMUAZnTWYGZQzo70Qb4\nAa9RMdSwfxOn6kzCjKn5I5aRWh33Zqo8/HEXKhqijL6g7m1iMTmmH1W6matw6qTOifeARLPWvJEV\nyY2Zz5sqXIypqCZQYNgMrI6eZolw3m92mnGNpdkX3OatNVKvLIDt+Ybb2x6VQgoXJQtoIldibweT\nxvyVawhePFiXqFr/7ZbnF9vO7J+Y2XfHz/fN7NvN7ENm9h1m9uCx+/0VM/uAmX3EzH7q6z9xZFmP\n3fyLUixPOdRF8gkSRFoPNKHd351cEe/ivzgdExddeXW3d4+0Sg0XFKYgIxfY59TbVpIHB1Uf/brj\nYEYAzUqKxo+T3D3YkgU2PXlzFXeseUzAqx60oIkSKH4/2cBMC1O9U6xSvWw3d2SXKFZc0SM7nBRz\ndU+ViZSVmPwXkwFVY+DX9DElPn8Gy+QEX339mBd/9ucpecliFJ57WmmL48KzeO1aC6fjmq01PDxu\nqMPIqmTKZmDbjzwsxiDCEKYSY1XGIZHnW9KgDF0hDSNZ4UgBRvrc052e0PQzFnN/z6P0bEvPWd9i\ntaWTEQ19NY/2ufnJnv7ynH6ReG2jjNuGLEtOk3G6XVNGY5TCNmeO5oeU48L24SPON8b+sOHS74XF\nopDEaMqWzTAwdEbXzUCUnBOl6bD9kf0DY54vw1rRNKNpN+zPT8hzpc2Fs7NTtuuMNEbShtleZtWs\nuFwKt842SGnpzKiLjvNHHa995rPca76F7/joEevFOa+88hpvvHDC5Svw+hvKyQPnNqIZzSNDnbFo\nE2fhCcvU3jPnMZtMHWKJhubFvhJTTxaCXJF23fKLlkT4gnn7SfJjZasyx4ORWfWgF+uz4MYtVbz5\n6oexOhwWCqBSY0RN7PMc7A6t3hk3dc/Teb5KszejOx/pu0IJsx0zSKWSRqFVo3mypbm2pF3BtWWh\nF2NMJRa4XvQCbOpWTGmFgmWqugExkVzopPl8F7f/N5nmv8WbMSl1XK4VES9IaK4qnBo5Uwvj4lQT\nDClBPIogMP2zPP5ftd2jPchE9kVYQ5n4HCFTCNqQTxZxDbmKIulCgTH9HU0hq/QUTmUq0TNVMvri\nI9orV/BMWAKzlGgWTRmmD6KY/GaEShJjPuGbk6vQ7lqEkQ1+qZycH6XIpCu2i1aZhORsl6hSd9mt\nwwVTxqLkmfH5v/bTvNUuoHmEXL1GfwInnXBWKucUOkbKZK9XRnRrbB494tg2tDqSBQ735jRLyNJj\n/UiShjw3elkyMNBhiGYqmbUaq1ZZaI/O3Ilp2GRm4t3YXH37XpnhjQ4TBhs5e1Q4/43Edz93GcqK\ng7ZldmOfmx884urWqPNEbpRlUa4sG/aahnGo6Hbg9Hzg0QhZMsuhoRtPOO0rM4WDecPezE1StudK\nWwrNmbHpCtUKORtKwzWb845lFpbJNTE3o+1G9o4Kq36GSOa8NpzQ0R0/YBh7Wi30ljl+uOHVt9/g\n7otf5cMf/wjpmX2ezm/yxltv8+0fOeT5y4948wsb3pAZjcJcE+vRm017UR21IWqoApZh51NJVB4y\nZV74VEhtHPoxYWCSF8b+i4BWFcoO0gLnPMKa4KOYz5VKdURrIXTJvhqn6QmEXBcLG0NCaJKoZozi\nJMARdvgrGXRYcf27EmfripVJ+eT/XGvHdnvO+tHAeK+HodD2UE4K6/uPOLt36vOrXF/qZtpafd+b\nOOkd/+ylekVW1c3Ki737uefvkaCJx0gIj73sJ1WAykwcWompJoKXh/7VBMg9lagzzGYQvERD/XG7\nqtZAxgCuvayiquM0qWLZMUTnYGY0JchpRyGaSu+dHZykwDkbEg1JGyTPkNyQNTMMiv6OWywP2p0e\n2AemqSufhMBZhKJu10Wqu6FqgxhmPphrwooksuJxGlsgrgohsmljwioj8yDUJROJfrpgMhmC1CjX\nCs0i8dL9X+HX0uc5apUrey1XFyNjbwzVKSq5MZaW6M0Yy5JUWuarynK+T1sbOl0x1MS2O6PdnlBt\nDBA/sRBlXjtoK/tV2Y4tVg5p94+Cm98iZSCnnsUlZZ6FTMumJjbbLWd5w5xEUjB66jhyrtf5ms15\n5vkP8Sf+40/yR3/vx3jiqRkP7IS5XIK8xNottR4yHA08Os+M7ZyZnbC6skC7G9wZek5nW8p5xzZd\nJq0XnJ+uGYcetDDaknr4DPXeKwzWMdzPJNbcvpuY7b2f+WpBn9YMtWLSMowtm0uZfj2wUKE52+Nr\nbx9xNSUoBTs+YW3H9Hnkpc+/xd+/1fCf/v7fwVOfeIqzW6/xA798n75/yKPTr8ELb1J7w3TG8YPC\n5b0jRr0EmulVMQ1nrMmubeLjmkRjcTKNrlHSe5luISOs0+Yb3fjCW67qbp1WofYwVpqhhMOYVyaj\nCEWqfw8IRorHBF+y4Eq/4ibgFEHGBGNCRiONjpkKA5WeOlTq2HLjuU9y++Fd2tqQaTBmDnVl7+R3\ntbC2B2w3a27f2VKq83VrrlN0ZddIFqjmvrhWhDQUsA4Rp0tRKjJWHxX+Lm/vkaApUTJGkyMmjEwY\n22TxJOIlqltCTSeq7r58/68H6ZlMO3Z1LtMIjMkBKV43Ao9pDaL5uCOvq4orfcQHL6mm0JY7nun6\nV9wRXVw7Ldnfp6ghWaDbknOibbLjnsgOFpiuvky68+BNTlQRX/jGpNUVcxMCCOZQcE7FtZEXJgyP\nff872EMueoQT4DBl5BIDuiqZpj3hb/35zyLtPmhLs/gAJ9Zxby30VryMH+aQHRfblDO2ekY3dJyc\nnHHSrRlti2hHtS1FC/SG5oacBlLTI2mPGtrhDGTr0PWGnGfMUibZAxazwv6yRZ9YkmRObqHmEeuU\ndl6gDlD3Obp8yP6Vhnc+P7B+GsZ+BbRo/4hx9gxXj464Nt9jv52zunqN7ddOuLfp6GaFXlskP4ul\nlzl/+BW67WV6BjbjCTPdsj2aU0bF2p7eMiO3aZffwHxvjjSv0ac5iz2le+2Eem3NwzNvMmRN5PMP\nsiwDs+qKqzR7QNc+ZHVJUUv0RRltpOrAIMfc/Y1X+drxKb/1FyBfbklfTSyvfzPf+G2/i2/4g9/J\nzeeFRWN05YycO+CEAffdnMQYboGmuNVhFO7meL5ailnkFusrAixRhll1pspUvVkTay3GyChx0O9K\nErAZVvugBPZUG3cG3BMu6u/lYsSFBQsWc4CJsG6kVopVSn/K/tUj3t479axZBtDwB20cBmtnynyx\nYL5YcOX9e8zmSm7896I+NBDxvFisItph5sqmKskTiuByW+0xeqiPTWL4Orf3hmEHbsm2m4QYuCMW\nfiiRJupYoYTV1GgX6p8pK53KzaAouZ8cO9u4GqMvCJs1rTjxW4hT2vARuRONJxx6FMcvCbUPEy6p\nkSEHQBmnvU4WWgp2PiLzA1IOOEAfIzfIVBFFsW3OoFcGxyBFwhorMurAYxzV9w46NbLsCjLhXDJ6\nxkbcjTE69JlJCBB2SFHI+TXIOfPmOy/yM1/+Kk9fe8T+4kma/Ar3TgubcU0ZndQy5o5NGCFXekZr\nqCSa9hQp5hzPRcN5FmRUaBMHZeYYGiPj5i1qV5gNPft5ZO/KhvN6Rs1L9pdQeyVpZhwb0tmWVW7Q\njXA4zqjXlPmgPPlkJs2e5tnre7QHp3yx/xLXf2HL2XdBkxqaBvr9I65+cMPlZAz6Ldy+e8pbHaya\nxJXtgPTCbH/LYn3Kw9NEmh9wRR5R7x7wzEeVPh8zzhPNrcxzqzss9/eQk5cYmg15cYOyGdi/sYQ8\nZ95lzufCvraM0qHpNXTW048GQ4etjO5MaWWfebOm9Gc+2RP3UNgcv8gv/Z+Fb/++j/GJX/4aySrX\nntmjLvY52oO9/O8wrn+aWw/3cef2hR/+Vbx3aY0ruaS6aiaqEQ9VkyKn7viIElCX2zFaHLQK1aWX\nyIapQWTTQsKiyhGE3gMtrS/kKoi4n0GpgqUxjIJL7LGEWevBK4GWHB3QGMwXQEEZR/aPrvLG6y8w\nPmu0lhDrqDSIzMJA2bvyogkYfXImkyIu+bWoxHsbnA+sI9D4n2aUWj3E4D0FsYspAF/v9h4JmmCN\nwCDBCJqCRFQbNsPq1ukNamEsPPExI4MUxzwrofgxx1kuRlxocDNbfJ6Kzy3ZkcY1fCjF+9sXruYx\ntMLM55FE1rcr+TU4oR6BQxrpOCc6o+vewY5ukiR7Fr0zAyGySP8ypwjqp3tk2S6w96uw41y5ukll\nUv/EexLFzRkMaJ1cbE4/qWT/vYLtiouyaxSICVYbZqsz/sFf+QzL/AK5ucRi9jybk1fozraU6q4z\nYwxJtyzB9XPcKc0LJlfQ8ogrprR1w975jP6GIYPyxPKQ+bXKozfXPDg3Lq9Gnnr299EsEqv/m7o3\njbU1S++7fmutd9jz2Wef8c5j3apbg6uqu7ra3ba721NoHAsccLBiMAGEhEARQkEREhJ84QsSSCBA\niUJQFIc4jq2OHbDdtntyd3VXd819a647T2ee9rz3O6yBD2u951bzASoSSOVzVVd1793n7HP2Xu/z\nPs//+Q9Lu/z4lV0WlpbodlK6nTXmZsCdjxSNSc65ry5i77e5+uKQH/7TMXFnjcUnrtAQm7TSU9js\nDpYY91jGew9GuEZCyw6R44hyGlFbXaDbvMTB/e8w7+ecffwca93Ps3Y6pz8/zfarf5f9ncdYOF1j\n/Zlfo9eWtCcbvPrte0xGhsu//BwnFhpEixN2Piw4PDD0Vie0WxdZVVPm+RzV0DBtc/rEiKI4IEp+\nhvpKm2TzLWS05tNPy5wdaVlrFthM4lxJnJQksklaW2XrlmNwcczlZ56F585Rf+strn33WyzU/zaP\nPb5B2voS5eK7OFeiREyZOWhXKL0BCgTpcaPhpN8L+4bOhQIZ4CccntscbuGhS/XS3dxLi0MhrWY1\nFcy4Tci3R+T44ECNDNEc/rrwHR5CYYT8mDVciQtFTUuBRIctfDUBabQxJK2TjO/kTJ+fUm+3QIpj\n7F4EWcNxoxwmRulirPCUOW99BojCf20pwvP6CcXh4T8rDNgI4RSGT64I+vQUzeDQjnsEPbrqTuXy\nQI0Jfw8c82yE4TjIHoEzFnOc1ufdti2ehF0N5z7Fzn8GFSRgOTYBoYoOCDhg4HP4xY9M8CYdNmCE\n2uOb4RfOd5j+sRHzvEQrSWwKlHDBpDU8Fn5CHuk7g9JPzc4XM0+xqrrMasTBF3mr/adUqZXHY5Pz\nX8evsNCOQMOqelz3SEIZzDVlBHnxHte+/Q7nT2eI2gp2esBotENBihKCJLLMKNFaIoy/UVgjUEqw\nvOwwkxFHpsaTP3eRRNSoL/R56c8OWVEzek9MWTz3V5lv/jaDUY+TZxY5f+KACevEtYKdvW0uP3OB\npUXHifgc28UIp39E87kLnEtO4S60WE8Liunb5N0ZyeCAMtthX49RaYvVE23uPtBEG7cpXc7aUo2I\nnI2bMBsUtE9uo6M508NDVnrnYClGjkqkFAz7MHJ3WE9XWCg/T/2goH0VhvsHjBys96BNjXb6GIf9\nf8TkYI3uxXV+6vLPce5SwbUHN9j1tAAAIABJREFUN3j7z+4TdVs886WnyKIhZb+HzvZYdDl6IWJ6\nMiJ6fYa2Uyb2PLPyOlHN0Wh3gJzm7pzHXrjA2Z+7yPzOiNn791k8eYLcjrg9GnDSrdMQc9K9ZYoL\nBXE8Js8tmOVAF/PLS39p2GPDaB+x6yW3/obrb3JORjhS77vqKiVNWOYIX1Q8m88gbIXDa89pFBIr\nFdKqY/6yc2EbLfBnVQZsUxBu4CZct8rncYVmwEUK9Oy4kBkTkzY6tAeWN/Y1v7KsMaVAHXsyqtBI\nKT9Wozyeb3XwWHDgjDencQAa52JcULmZEPNR1RUcWDfCUfvEtepTUTQrRFJiwyDpMT/vUOSLpRAm\nbAKtdzixPmbWHlfS0o/4znqjYeONHKxzWJtgnPH4cAhTQwqs82bDXl8rPVAeNtpeGq6Qysc9eP/B\n6BHtSFSYpC92zkV4yk74fpXDKYF+fYD86XPENYXRniFg8HQZhy/M0vrMIRsoU5aomtvDyOFfD29S\n4QLA5HkjQnin88JJVPVKOj+6eAd7bxpbLYRw1VhefUSAIY0MH/7pDr3PF6ylp/hoa4GpmqBll3rp\nSLptrCopR31mpSV1ljoRBZrVCw0e/9yXufm7f0y/dZ7lSLPYbDHfH7I9nbK8KnD9lIezN5nkMUsc\nsDu9zP6P7nPQKLjcHnO62+b2zUPeujtgxg1WzzRI2g0Obsx4dWOfUXaLLRnxuas1+jd22T/MUFEP\ndS4jEXvY0lFvKf71v7aITVfYfTDg5Wt3iS+sMUwUgzfvky43uXy2yc72ET/cLTmrt9Bn1lg/8QQr\nozk71w/ZePMl7q2kfHUn4cIXz3Kwk/P9b99hc+chJ9sPOfkrT1E7+IAjV+ed2w+YyZi1ac60hOF8\niWJhgYXW4zTTjDf+/vdxF0/y7/zmVW68ucn/3pqyWEhm07vMcg006XCWmt1j/uQlPvfFq5yTCfcP\n73Mrcvz8sy+w/YtP8cPf+Qd0Vn6LZ9caPP9ci/m0T5qkHAlLSkEsVVjohRuxg4qH54TDx6gE+S4R\nSsaBmmcCli2RgaYmifyWPdxinaoKor/WpIy8KXBFMsGb+ErnAozkcXRhFE45hA3dJaFoO4cQJbHz\nM5YrDYjYK8ak9Uuy2PEbZ+B/vbfNVy+vhOnfesmxCEU/nGDhBMr4rE/hoBRRMPUJhuLKoozzS1ZR\nGfoolDA410SYAlhEmf9nI7aPf3wqiqb/sJ5EEYizwvplTaUYcMarQqpu1IFXLmiJtV6kb12I5Q34\nJVUBtc47DVsbUkSDSExUpdr3jK7Kxa0WS8fUp8oKrto2VwubqvTIMFobnAgkdiPQLkbu9UnXLyOM\nC+R2gqWGC3oJcUzj8HfsAAs4781inTfpFXAsgeS4IwiDWXidfIfuYQ1hXZU3B1QxFx5B81xO6bHf\n4AqvZiNeen2XVEuiRodarWR9pcPsfMb+h4JkocbOwYhSPwovzmzppaYkTLZuM3GGpDln696IW8ox\nzQZciTXDqeaHW444tSwvK2LqxEewvKS50hszm1imLU3vxAKXz2csJE10vcbR9gbzoSFe1ny+06Ig\nZcSUvDHh9JcvcaXTIY4ibs12efOjI+onlrCso5Tj+ihDr65z/qRgvXeK+GSTjf4Dbt+Y0FiCLyzV\nWJgtIi512frhBxjToLeUsPQFyc+LLoWckh0OGWiL7S3wNw4F4rc6mPsbTL58juG3JmyuvM3X31/g\nqYtw8vF11CDGvTZmei4iXbK4eInhHc0weYFnrxh+/5UdpIso8pKZgZqLKRZGDG4Nebw35LX9EZcv\nXmJFWvbGUyZHiovtz7A3v0N2cxvVewZTS4l1ndp8jKLE2STsC0VgH6iwC3DHhdKFCcgIRyQkFatO\nqGBL7B7BNo4ymMk4rPTdphTOzy3HiohwBkOKoZAFPg/Ib68NDiWi8Px+GjOBuidC95kHPocL8RUu\nONQ7C2amWVqXcHdKOS2Q7ZoPRDMSG7LcXTCtETIKP6/ByARppb8GZYmSDiFqmEjjXISx/vowznn/\nCuu3FDKWaPmXlHJUvSEGv6QTni+ANZVu1f+7DQqER6JYHYi2VZBaFWNhQ1dZGQd43lalSRfh86UI\nL15QE8kqtKoad1GBuiE/9n2K0B6LoGCyAdAO22kJmbQIOaJRi/CMAEdF+dHCx8MKPDvACfnoRQi1\n2AXDkEdqHb/8qjDR47NLuBEEkMdJgVUglArFVPyEMMCGblhagXIaJRz7O7e5tnGDYVpSGsNMCVRN\nkU869CkYDDXSCp93A+TW58GcWYxIgK0Hu5hmRH065eXbE27f2UXuj8nq0KlFPPfFmOd/YYnmMCel\nSfcz0D1/kiunTzAyKezP6V7q0V59jDML5+i0Uo7ez5l2Wzx3YY308gk4cYauqHN/Zimbp1FmDalb\ntFuL3HUFzTinYEIzNWgTsXDPMutdpn+YoHXELOly5+CQpW6DhaUuaydXSDsr6AcHHI01an2ZdLlF\na/U8K/Umf/jhmPvFgBfPtzn/ty6y3jzH1gc51/7IMDij+I+/fIZ/7wtLPLsqSFyGm+zzw61N/uSP\nX+eb/+cW+mdOEIuMfGAxCyd4bLHNfJ5TmpIGklZnkYvPlfz0MyXJskXonCaSJFli3u9y0DLERJz8\nj05x8Ecfcae9SzpRLLkEpRIECRDOtAiOXlg/GlfsElHxkH3xw3phgt+Q+6VlFTQjwtlzxnMcPdVP\noIOah+qaIkRJEGSZoRj5zkX7JMpqgnP+WlUuJEEKf/3JcP0pqr1BeXw9ivmUs+c6oAu2c03s8GmU\naITNkVFKFEv/GgiJIUGTYqz33S2Ft9bLtSQvFZmB0np+rSlyXJFRGoN2BYXWFBpv2PwJPz4VnaZv\nhvyLbEMz72lB1m/GXHB0N+HRwntNVpQbW2GVllAo3fGb6Jz2LaoOZCPnXd2lU6GYiEdJe+G7cXhp\nl1K+e5PuEQZZ6buVClxLIyGpdK3iGJMVCGw8hfUMmSa40iIiFXaY1cgNQsRQLX+sO76NVR6A3p1H\nhCcGVCD/OzzuGrpdX8fF8QvqlauPbORsoDBJxPFS6DjqQgoePnxIr92nU1OUY4Oe5AzOLFC+mwM5\nasFwqtag0xf0B4Z+Bq2aYGXZ8nCkKfoJtVRQMzGfebzFhV6NjZ0Dpps5trNAc2mFepFwf5IzEBE1\nO6JfnuexKGZi4bpKOK3HKCUx2qLnI/oWurFCU7A+tRTDBu1ek97iAuzfxtbX2FozPHxlxlWXMtnN\n+cakT9SSuPEUmWiyYYKOhpjdPo0Tc6Y6ZndU0ovHTBpTnG5SyAUKGdNYmlMfpLR7Y2pRyslkmTKa\nM8wcel8h1/osPH2C6R+/S+2oRr/zWXqn6vSE5F/84C5bZcFv/sxVeq99wN7TY4rFRd5/asY//PMb\n/LvPdfiVL57hH8762ENJ0k7otBzmVYP8jecQP5gw2x0xmc2RUcypw4IjK2gmmk4jY/GvKK794/f4\nxr6ldqHJv/FYRCoifzZtjBC+uxRhAerfdg91+VnNG01X2Kb62GH2cL49noQ8w0KEz6msni3C+a4R\nB9ZEEPuxW1iBDI3J8QRmDUJEWFF6gUfIP3f4vC1TTWUuwEYBkncYZtpysdtDFLcZTiaYhToFxsuq\nawKrQVvPJ7XCHft9KgxWOYosRztN5CRSGkpp6MiIXFis1WTW0kw8Va9UDmdL+Jfw0/xUFM1jUDg0\nbzZc1MKB0AIwviBScbrCCxxCnJzVOHzn4/lhvpP0ytJgP6x8tGioIahA0pVU6lRfyDxVKDhiU23t\nHNXxE9ZB5O+YlUu7cJWKKZDv8ctztVui6ikijMI4/ObxuGj6A+Ofw+vLpSMsfx6Zjsiw3fcOdx4q\nCGsvbOh+jxW01hKFymsx4bUNj66Mio+3af55RRTxve/vkpQSlGK3zEjImfcNhdpnUXXpXllDbPVp\nLxiIC+ozv+wa06CtM9yZGsWegHadZKFBEilim3NzYrnag7lKmBczkrhBS+QMtwTZ6IA/7Rs6VnO1\n3ea9H+xQ7NVoijFrT8Clyym7B3O++UPvdDQ1mmcej1hfXuXO96fcWNhlvmNIL8UsLNaxmWE4yYl2\nDd2mwjUVt7/7gLePDlGiSe/UiCeXmkz6GdnBLh9FhvaNkmS9x+l0zs5Hhu2dEX/au8mFU3WunGpT\nTiOGe1P++Y83aZ4taIllTq8atMgYHtaIUNTOxXTKlHN1Qzu/QuerM4qri+z82T4n6VCvDfnvPhjx\nd55x1FdTpE5xUYySc2gI5PAK18yH9OYR+XgGqwMOohm3b7zO7Xct773V54m//rOcnj9gmwHx9glu\nrHRYbPltuQ2LRc9nd2GJWV1cvouUUngOpfJ/VlKS40ioTF3E8W6BSkEUnK+U87i5Ff4MSiE8882F\nZsFJTwlyJU74HhQsJZbYWlAukMz91FMGXwUZzqEPH1RY63cXjgh5ooHQJffGY552PYwFFStk1Aat\nKQvn89+lZ9BoIJEe+FKmABkKoYBIWXLlfRcSE6G1QevA1bPSd9b/EpXwU1E0PX4CmEfUAmvxtlOu\n8NJGPEhMVb4sPofEOKyNMabAWrzGVbtjWykbcE1ni/BFfbEt0f7OJJV/44PBhiDCuQhrJSpsFB3B\nlKAazW3V7XraD+LR9lwI/BshG8z6D8mfPoMsZYghBeEif+iCE7tHi4Tf5MmYyvGoggYqCSThzyLg\nn48EcMGcQOJDq4Jtnh/3Q1kOFAxfPyt6kt9uxpHlcFqjv3Wd5kLKPNJs3shhSRIN7yE6BkWC2h6T\nxDHTepPpUYtmotF6yvggJ3UxS2s79Ps547JgOs95LzGIIawoST4ecf1PJkhVY2GhTmIGHN1vo/NN\nOoOU5bUlWGww3ZhQJvsUHKCmT7J26SneefAudXUE8xGpO6J5sMzMNDGtGVG5Q9xUdHOI44RpZ4y9\nN2QaJ7SLJVJVoKYPqdVKYpUR6ZT1Dmwf9hlnMzINaXeFVmeRxGaMs5Q8zqnt54wGTa68INhtGB7c\nmSH1mIP3Nzn97Bmu/srfZOP93+cPf/ufgCpQ8zWufqFFbTTkrWifE3Kd5P5Vxpv/iGx5hV968XF+\neX2TV/7BHtk0OEgWOaLRxNRPEe/O+PUnTvH+myXl2oBX34lpX4hxd77FzRuPIU60OXjnVcSzP0/0\n7p/hai02P7QkPyVpyoikXgYcL8xKDpxL/XHVGhl5VwaBRQY+pTagqo2OdVjps8ut8aIOJ3UonioQ\nLKqY3pJqGnPC54v7sT/EXDiBRaFchBIFRkRgm0BwZAJwXufvwhK1rGSU4WxbIP5Cm18qSr6/e4S8\ndAKjI2ziiLz4lkIC2mJsjSiyRDbDWIcyFqkcZeGwovSHfup92qO0QUMVaJN7fqsrEa7Eigay/OSL\noE8JpinwwlkCBoIvPKEPO/bvsyLw0v2L7KMs8uNR3X+eF4F5Tz/zaCkUTCs81hMoPMoXPG+YGniX\naCqUkOr/bFU6rX9vQ+CaN0awjxRJzo/TIvJKiqyY4owk1iGvxwlEgBac8IH1VSX2RgsOMIHjFlpB\nIXDSg/IEbLPy+/A7KgdC4aP37DHu6hUdEuFivKhX+sNddbgu9tsA1eD6mzfYdu/wcHCX3df7NBOB\nUnPG45hxJslmGbN5RiIycpuxtztmMu9j8znjwjCYHTDJv0AUrRO5Kf3X9nnwnX2GxYy1lqGYFJRS\n4ygwJsLYGG0HGBmho4hhNKecHwIH3hUyuoBrWqZqk7Q0yMIikhpluYy43MW1UiQWUw6xIiJqtBBn\nT6LvpYhGgoybmEaXvBYkhGKKlRZjE1ynhp07SgS5g3zmsDbD2gitSwpboskok4jsRAfyEXo+RsQG\nktNY2yS279OsnyFerGOE45br0nzuadZPr3Dt5dd4/Wvv8dE3X2NafwZlI9KapFMukF7M2Ng8ZJpF\njIo22iW0mpL2Yo0ylsTtPj/6F9/ltf/tB7z58oClJ/5TLp55QDQaMN3X6FHMnqpT6oIikuw8qKFj\nbyLsl4djfHGq4hw0ToERUUhvDZh7MN/2lojVpGf8+Qjn0KGO//6Y7gfHxdmDYv6a8tJKP8S7cO78\nv1dr9jme4uMZLa4SVTgDrkRQhKsgDjuNksF+g2evLJK9MyOLZxhbUFqNFTUqGrRzAqunlNmUoswp\nihxd+p2vAH9N2AwiCzWDSjNMHWoqJVaCOI6JanWSuiBK/1+M2D728akomsI5pA0csKB6sa6ycxJY\n692enfQaVqclJlAgrJU4HTS11RsYSO3eINpvDv2gniOs7xorDpq/0QZVhPMY6KMAenOsVXDWhu18\nGfZPluPUTOe3ebYa0Z3HW3RfIGwbFQe7twqwD8sof9f92IEkBeEdlFw1dlcqqRDH+4iA7ykl1X7U\n+YpdIbJUxd9JjajyX2TYtDnAaqSwTIXk/df/lP07EQ8eJMxpU0/bzPdL+kcTBoOS+aROljtcy2I3\n5wg1Q8ca4gipMrRsMrm3TT7xF+Y8yXCpoNBNJBG2sGQmY45h6paZW4mx/rtSztKOGyH3BiJrqDtF\nnKUURYd2qal1myx2erRPC5LtLjUeEsUlcdoMi7iCxnSTVE1xTlF3Gjnb92mNkQXXRBtLWRr6uxlG\nJJRItLVYl2HjEjTkJWS2TyEU01FO48GMeGkF07rivUylxOUPcPoSTHZIoxREg7qUuMOE+NwaaeMs\nLnmIHoxork8op7vcPJzxcO6oLSTMjMVgmJU5JX2Sbouhc9z40NHrzrjzvUPSpTmpucWd/TGtK+fo\n1U9SxmcoRq9wOm5CMiHLp0yUZdz3iZWe/9MCEYehJJwbKhGEfESvq3Bw4Y1nKk8HZ5XfI/i2JHSN\nobYRJN0ECCxs7B3Vdao8N1KEBAUbrglbGYL7LyJk5BsGvLsYyGM1XhXFa43gaKPG6uNtsAl9YpSy\n6CKl0BlGWKQokM5gbIkOZuXCBSmKEqhoRBRb4qhOktZJ0zpxnKCISeopab1B3KgTpw2SpEac/H+f\nEfT/+4cLF7izBVaUx29I5dTsrC8KDoMTGmsc1hQ4Y4/lkdbmGGv9WG4NzngfFWcMnm9QdZQVeFrx\nHb25gOdxiqCnzf3XCN3qo182HMZQZCt5Jp6+44cL76Vt+7uodN3L3GwVxxG0u2E0EMdjtEKQE7Y9\nVKw6YT3J3WNM7hErIGBJvseteKQmdJ/Kc9xFpR6q6EihqPs0OVQUs3dnh62Xf5uGikHkuHhA1ugz\nywsm84xMlxRqzmQ2ZdcUlJMazVaCtIukcYtaFKEiy2T8kAkGy2lKWzLPp8xtTiEsLtY4pxG2IFJ3\niCWkaHJToF2J7u9hJkNMtIDhEJTCiYJ89z7DdMp8bilGe8weHpK5TUb9VQZlh5lJmJfbGNcgWW2j\nWjAvHPMZWGuJlUW5GGc1eZn70LVmStrKQTvSVPgNbLqMrEkUJZFskMSChrLMbB2pcyJ7i3qRUZQP\nORo+xXB6lzxfIbIFs3rEgtpncGOP2tSwmsxYkAvI1gbJ4rOMDie88eff4dofjTAfLJDWHMrOiYsh\nxdSyffuA6995g/de/YCFJ9e5+qXTjIyhU29w+MafE68+z9LaDqppyOfrPHl1GVOUTN0cOTxgd3MI\nogzncQ6UYSEpA8MknL0AaxlUmLx0CB/zrZmzQfnjLM5lYLWHtZxDCo0nxfsJT5rIY+vW4uk+AGEp\nakAwA2YQphlP+5NYpzytT1SMlxIfEphhSbxrltAgJsylo3s+IuKAweEA6QRGzyndHJzz0IJUzKRF\nKEE9jonrkjixxLFA1XsktbovjvW69zoNDYdSEhV5ox2pmiAc2vylk1EKnFBoh++GnMdLjm+K1oHQ\n3unFPrKK8gXLL3iMMVjtfCSoK33BtBZX2rCEqbZHvsPyBURhRRwKtAZrsUohKx6X9E/kwuP9lq66\nG5dYJMqVOBf5Yisr7z7IjcHJAUlTQOmCN4YLhU+C8JpdIbzEzPqXwWM6Ycz205KnUfgo1or07xdR\nQoWfSVaZ7JHvEcJF4zGoalwPz1vRR2SESBJuvbvBvSMoFkqMNrSXFFt3LU5pYlejEdcRsmQ8TJhf\ncwiTIaylUBPyim6Cw0iNEmOkNBhTYmIBhQhdhzf3SCQ05RqkR2ixTGdoOFmL2Y4ltZrgVKMg5Ysk\nTYXWQ0azMTV7irVeSXTYYH29y0EzIn/wIb1uj6VhjlteIlq6wHx2n6JY53IxpzQzeqViz8RoYYg6\nGXbqiOI2zh5hlCW1KZGFetIhGu/hkoJGBG1aFP2I9dMpu+0VeolhcTLEdUuMqRPHE2K1yDxtIZ6u\nUX81Jm05jqTjmaUWzdablNEZrD6gsH2ME8xHdUbyLsPxHrU4xgpBo65wM+jrLUwWI4Tl4Ttw+cIV\nipemtBaHDCdTpkfnscIytxnRvR+y+B98jvhHhjw5wlw5w7jfonSaVACiBoHTK7SDOEA60ofdWREh\nhU9hxFmciDBWHC98vKpM4Vwb718AWO/4ZV2wPnQCJ2LfFYaFkf+Y4kTNn37vUQeVKTBzEE0EBs9k\nshXwGrrcGJiGMMAaVhTIgYXza6wyYzTPoA62MD5MNl5AuCmCEjcewkIPGSusTii1BSQyqqGUREq/\nJJVCoIQK8hGNkSVlnlCWE/J8BztvfuJq9akomsd10YrQ1XknI2GcT7FzJiyFSkwYk60zWG288kf7\nbBJtS784MtrnjliDET71zlbbQaeQId7TIy8+s9mGzlEY4bduzkslvZ2/32Y7YfFGBQqhYzxNSiKV\n9weU1m/XjbUYO0EezqgtSZzOEco/Hil+8mevZJUurHYqNhHV0P3IkegRlimwVoRjKRDWY6a+ywwy\nSkHYrj9aGCGqn0QSCceWGvDGf/93GchFIlOSipjJhgBbkpiE3mVB3faY7R4yc3MGE8tircZSJNka\n5/SdNwP2GveIyCaoNiQKchsjmy3K2FIvNSIW1FLDZLKHi7ucPyNYef4M3Zbhn760D2T8a09epptE\nRMtPcu3lr3PjRp+f/kybc+cu0i+aPH1ywu9+a4OoZjj34i9ygSmJFNwrjvjGy0N+5Ykul55+gg27\nzAu1e/xXf+8+Vz8veOyJp0mHkDRTfu+PDlhtpJz5zDJLUZvT53vcePkDrm2VnK2nXPmlBbqzk5xa\n1fzed3a5OTlgcaXHr37lMu7cBaKNGYcvfQuZLGJNjwtPR0z7U8ZuTrk9x+4qZs0xzc2SZsewcjBn\nfFHz1Jrgn79mmM8MpRJ0GhGy2cP2d3HxEjNV8PrNPg2R8fO/tMDBvZStjX1G4gMa5y7T+eZ9xvkL\nDO+1ePzLp5mS8ptfWePevmV/mPr3WSmfcCC8os0nMvrpSoYJ2CeP1v0RsRIrnSfFC39teNhGI5XP\nZxJISmt9wXEiTH0lUgVYqVpqytSrgnjkFC+c9cwPUUfgkwe0BDFyOFlAaj3fMlZ88PKI6+/lXPr5\nFR57rEW7PuLmzQk//cSU+5sz4p5lZgq0TtHJFCUjolTSXlhCKEGRGayYE7kIKSTKRIjEM08s0puJ\nCE2up+Sjkv7eAFNrE7tx+Dn/0nWaUFlJEUZg4wzW6TBGWw8h2vA4a0MQk8VYgzEGYzTOlsd4JoAL\nwWNR1RGZYFpwzIV0YbtcLVTCIicYDHiM1I/bMlAwfoKvGQKsnIv9CCSEpzVhMWMNaexlaUL75k9U\nxdD/JgSo6ntxBhlC1ai+n1A9q72eL6IqHNIQaEX4marPg0D4Dd10uFiE8AC5F02CjGM2b9xgw17D\nNbqUxlKvpTTjiOE8J1EJXVUSJ4KZsAjt349J6beTRlkfR+FNY4iEhdQgpKCum+wlgkXhKApYW045\n8dQJxhu3uHmzZJ46Ttg6hS3oiYzITJjoHJ3NidOYhnpIKlKQkoExvBhZ5nZGU01o10tG932jbrIa\nvfaQ4UnHmT/sc315nSfKOg6Iy4KZHTG3XcpxSmMMKl1mkM9Z67aotVPiqUKnjmjlCHHgKCgYR8/R\nquXs53WeWRlw0D9iOO0wW+kSvyuJVgX3box4TU75T774swhxgsvpNm88GONcRr++zvxgRjprMlMJ\nA52SlCm3Diy9OGeGCTESihhBUofW+ZT8gyl6a8pGL+XU6QWW12s82J8yuT1h4YRj6ckaV5+qcWZh\njdF8yh9/pPmFz14m6ilONEdkO/sUH9Oc63C2Pb+SgBtqwKtlPKhjPE/ZOY4p7sqCUGGN4yWPPo9I\nHyvm/MLHIZTxE02ALBGG2AmsFJ6LKXwWkMAijMdKxcjx3/75Q+xwj3MnYjo9R3RXUH96n0kx47V/\nfJX6f/1ZrjQNOu3w5GrKy+MJmhJBiZ20cZ0EaRyxFERp7OlUAmrOYoiRMjRB1u+ChNMk5EynJYPB\nlKIwyLpAiQIpk3Bdf3Kk8lNSNMMSI6TKEbJPvDO4B4at0L67tL7DdNbjmtqYkFxnsMaCscfUI0ew\n1df+7merzbmzHIfdV2oeFxyPpPWYqhBI6w1AhALjuUR+6VMKXCS9g7qp3GQqLqYBIqY7M/JzHQTW\nd9HOBblakIYKz30zzoF0lVObx4qkv4MrKlz30SZd/oQ0DmIRHA8d2AARSPyhRfh1kxB+b6rwcAZI\nXN1y/Xt/wXUE7VrObB6xqBxHzpA5h5Mx/UEXl48YFzl5uIEpHGkJIz95YaQD4xcHpVRIDUtXmiwr\nzWA4ZncmeXGlw2AUUyQpzUZOgzkqmXO0a/jmQcGazkmd4bVv30VHS9SLIa0nBRcbdUYHJV+bb2GH\nczYW55yLY262a8zMkP3hjOGdI8zFOufWG8SdjN1hn8l4xFvJhLaVFDqjFJJcH2GnBUu1xMd9Tycs\nRTOK3UOyYUrOjL5V9AYDFrMZMxYoa5Jerc5hZhhvj1lVjsUTHVae6nBuINieppxVKeP2MsIM+Prb\nE55bOs3Tv3jEXrnM5lEftZRhsgl7kzlHeeZzt6WidA3iaAHV7LN7w7Jf5DTdPnc2m1w5t856b4ed\nz1zg3Ast9r62w76Oqc8TKiOPAAAgAElEQVQbzJdrPHWpwRN3dvjm1hH/6k+dQqsG9XqTXM8weGsa\nr7oJCx+psBh8Kl+4F/tW03dhTgZmh5crW+nt1wQqLDW9JXHkwoQTRBTOBull6AIEvuA6J72u3Hmm\niHDyuGBTd/ydLwBxDdJgQ/f5jDs/7nHr/dvEz10mihwuh8VGl3m3xXhryrz0i6RsltFUHWKryaUm\nH8NIWrqxoKxbVBSRKEccXJ+cTSnnU/YnOUe5oSxLUmWRcez9wqRAqJS46rQ+wcenpGgS8I0Kw/RE\n70qZ4N2L8HilsVhtA3XBd0B+IeMpScY5rPFO5Da0pxIHMsE6fE65EaAEJtBvKpWODAcmMJSoejvn\nKq+jUIlk2FKHQmykRQiDtPJYM6/HE+Rqkyg3GCmI3Mc6WkTo/IQ34DAOF0wXIuEwQvrCHrra49/d\nx9REYbnj+2CPgUpZ4VPiuJhVfoWez+mfPxYRW8URm//g6yymHXrdBUxzjC0tjQiiBe/KXpPC533n\nft6LpSCNBAMcOjjKKBtwXCFRSiFVg1a7gWbMZGQZTST3M41MBx7n1TGFybh+29HPJauxRNUUdeM4\nos2S1Kw806Auc+aPWW7dLujFMx5MJZ12Sm9ZMJgZ3v/92zTMnNQccSZ7jl4n5nBjyvfu7rM+GpIv\nGVbPLVO8/4Br7+2iyz2iOiymKeUsZ+vOPq+YmMXDnHhliZWuw85Sdt7fZXOYc0dO+cVTNZZPLdM8\nTLj+B+/x43mT5t1TLJQdVqIGDT2k2WxwaqnkveGQwcYOxYXPIJOYsyvnsLevk68s0u9P0BODyS2l\ncEQWdCGZGkutC2Z/7M2azZjpbI7Tivup5MWffY6Vh4dc++wBD76dcPDOmM+cEBwur/CLFzK+de+Q\n4swaLge7vEKy9ZASF0i+4vjkuPCfsP7vbPBXkHgfAT92e8GEIsiUVfA9sF7s4ZsYEc6cRhEmGhuB\n+8lsLmslMQIdDMNB+VSEkFNt186EidERW0lZZJx8WvHX/jNDun6GZllSIjFxRLepSHPDzGikS7AM\nKbMFROpITU63pmiZElsayhKG0zlFDqWQuMLgogm2YagDTjhaNekdcZXXmgsLbtanLD455ejTUzSt\n89vsildpQJhgQWa86Ya2FleN5cZhTOG7UWP9gkjgCfDBuEOEudSGFk8JB04HIi/HBycXvqhZ8Jim\njBBW4tSj8dafvMrslLC9Vt4RxlWqiKroQzkoce0EGQD5Y9qQq5zmq8IrfA0M47UNUkoBx64x/rEe\ngaUaxysfLjiGDPxCLaiJnPCO/8F9xjhI8coJFysO39mk+Xk4/YGicbnJ5M4UYyz1Tg3bMOzd00wb\nQ2pJSjeKmM4jZlKTKofRxzYjfiMJxCTU2hEqn5GrOqumYAfF6UQyOCw4+HAHIsVixxBFktYUzGKb\nL61GfH13QtvU+cKvPsnJ7RkLX+pw/X95yAPV4vTZOn/zcx12xgt0ohm/+/IuJxrwha90UVGXeLdN\nuRpz48OYpoXPXYjRukc3zni4M2RTtHFC03kyxb0vqHXnTIyAPKaepCyemuIaBXXj33OUo3Oly9Va\nmzSZsHs0ZV4Iaqe3yA4L8h+PaPzSCnaoeeX7m/wTuc8Xr9ZY3rU8vtpCbRaUl3Yx6hkGv1Pj9N/4\nHJf0dX7nG5sU2mPpRhgyM2dU7pAeNUniKd1SwVLByqkGUbvO3Y0Oi5ci8kFO05xg4WCfdwcfceGn\nz/P80glOXtW8/cYDvrexx189s0pODaMiSvwSVKg4uGkZP0lJv4QU4DvLgHXrMH3Uq9NVWbjawOeV\nBmtlWFaKMCVZrHaI2NsWVr6bPrTN69yLauSVSeAQe3ReoL1MVnu2iTfpcRjmyO7zyNjzSpNIEitB\nY7lGz0hGI8NaU5A7i9k9ZKcz5bX/6YD015aoS4V2AmktdTfz7BhbR7gE5nOKviMzOUVeMigMhS4o\n+hJMhtMpWhwCf8kWQRXI54zGSo2zDm0FxpRYa9HGX6i2NGirMVpjjEZrh9Yaq/G8P1tg0RhnPIYS\nOisXNmaSFkJMgBjjvGGpsJZI+qgKjwF65bvvJquZ2Rsc+InGQwlVBwr4TtG5KuoRaQXW3CdOXoDI\nhhE+UECEp3eIYBJipaMKCvOGHAWSYDNXcTmrlwiCRZ7vKL3yNxRU4VEqABGQS19WPablv1qEwDHI\nUm5/6++zOV6leUnStiUbW+uc+rwl0S2kzrm9uUkTQ+dUQlQuMI8mPHxgicQYmXv+agnUhPXyTuuI\nzAWEesCNawO2jWCWCqL6FHPQ4dSlNWS8S38XRN7h1JkJZ2WLKJli9ktMxzLYS1moz+gdXCS/8Dq7\nHx7yc9Ez5L0TJKMl2o8XzN/YJm88RqvTJVWSpRPn+fD2H3H9eofPvLjCC+cu0C8SPv/FQ/72f/4t\n1i+s8sJnHmNtYQ/3uSX+2T/7IXmacPFsm8eXE5aSRUbzKe+9us0gPsn5boPuhRUuN9rMxmO++Y0p\nsiH4zS99lc5KExOts339Za6NRzx2KeErX95h+/2Uzi88zplE883/42vs/+A5Gqd+QPbFc6zZFs8+\nf4FfeO0b/N7w/aAGc6AnqHGbUW0EaY3muUv82hcfwwjHiW7GrZtwdPPHNESXtLbIlV+/QfP7l7j+\nwRZX221GKy2eKXJe/oOX2f4vfoOlfEC6ego5vs90Jo9xcScE1noZrjfLEFTKHUgQtkQq412MRJiy\nqscFvF6EBgEnkEJjiTwvUoczFySWXnNkgQIp+JitY9iU2xjpci/+yDTa4m3qIoPLBLdee4m7WnP6\n5L/Fzz4v6UY5+smEC//zkJe3dvj1K55JcDjZ5N4Hmo/qL1G7fZWmi0i1xEQJHQ15orAk1IQjiiBa\nbYGS5EahjiSsKjqLuzh9HiEeQHkeZ/a4vffJytWnhqdpte+sbAlGG6wLskgD1mqv2jDh351Boz2+\naa3nedkSawxOO//GS4KSxuHEFGSJE2OcdCAzJMYbGigFRIGEW8kbjZdKYoPBQTAjqMZ1LLgydLRV\nlCqBSxqI5WJCUq+Dzv3jvbDWU5mEqOgCVBnvAWFFiNQ/vyuDNtcdq4VctdxxgJOYoEHn2DKuWjOF\nTCEqZXtVkC1KSTbff5uN7S2MraHaKcIWpHKbBeGIizlJu0DkhyzVDLX4LFGcEGnHcF4yt5ZOG+qx\nIcIQi5gYMGJGNrtOpgtEXvgOZzmGKKL9tGJldYnFThul59h5gaUFUY/sbJtufcJEO2bbm9zbGvLe\njb8gU+dZ6V0lq8Grb29ybZJz7Y/3WZ9o0nKHfrnInow5mEXeKi3bINoryJfquHaPowysNojYIWZ7\nTGY9bHQB2wRhMyItEXmClU1U7zniBYXRmxRlm92NGN1ZwK3XqTOkmO+DTYA5tTJByYj8zkfUz3Y5\nN/0rXL74G5xpLHN7c0y69hStRcfojZcgUgx2X+LWy5bWs3WkqHLILfV6g85qQd2NcdkceTjhzkNo\nT9bJhWF+b4PB3oSZHTOZ1qgn/z4LZ2+xc3+PW3M42jtF8ytPEZ05xd6wZHc/ZZjVsc0liBoQ4ih8\npJT1i0rrIURcdY7zj+UCBed2ko/RiMBzh0ukLXGyxAiLFQXOlf+3GGjrnZEwPmTe+bwkJ4qwODL+\nukCCUQgVI2XiI60ROJ2g55rd7QfcvfsnCCWI4pL5wSIXlnvs3dIgDY6CbGIYPxzS6fQ4+dCQfHAf\n8dEu5UYfW89J5DUit4l1u7hsh9kHb5K9+ib2jVeQd+8i39rDblvczp9jty323n3cvWufuFZ9KjpN\nBz5K03q1jHd9M95s2PiFj7NgRIm1OdZpj20aHd68wP0KBHPpvFOlEz7XR4o0cBT9ksa5CKF8ImUA\ne8JM4pckOG/J5oFNHxLkFy+BxB7yfDwdSfl43ePVuEPKAmpj4jSQjMGP5dYilPZ3beU3fFLIgCYR\nnhsQCilM4HOKY6/BKkGyeq5Kf+6fQB53ye54BV91Fv7frXOoWsrtH/wB+4ddVOPHJNG/wv7WPmcW\nO8RFDIkmGw4R7WXSukLmR15WWOZIOyW2llpd0QgKEOEST4Q2knluiaMGJz/boCsc24cjRraNUgsU\nRYYRc0S0jCkdR9mc8ewug1dn1Bops5lgtrFFXyv2D9ZZPX3EenOb4cFlxu/3mZXf5jBVrJxvMrrf\n5953X2FWOJZbMUurEaeaLdyZIW+9+T41O+HBTc2J3pPEk30ebu1Q3JzTaO6zbJtY0WduUyamS3/j\nXebuAYVZIZUGrd5mcOMir+sDmuWQxQtnSQcx97IRvenzdHc+IHM7rPVeQBeWScMS35mw/PSQW//j\nXc788vNcfPJJoksvMktGPPjRJrd3vkP01JSWiijwdKBas0atK4nUMm5/jp4aDrMhcS+hHMX09hR7\nsUDVj2ipBWr5Bu0L/ybptTf58J1XGKzsMxsXRPXH2H/7JW7f08T1Bs0zT9FbrbNcK47TT/38LMDV\ncK4InV+KEFnA0z0dzQdWBOqN84wMryDyt9+KFueMDJ9DwMq1P5tG+SIsBNZVkFTivwYR4ALH03r1\nl6giuWOiVsrq1Ydc+WiR9unncTrCiZjIRqy8kMA3ZpTSIazCCkU5eY/a8iXOvbhC1rjEcGNMU84Q\n5jxK1YkNSLVMJA+RvWWitEPS7ABz0kkfXIkQvwpiH1FolPgqfPdPPlG9+lQUTfA6cmslVmuc0Bin\nfRfpnOdnOoMtfWfprMUVHnD2/E19vDjyb5jPaVZWUqrAnwSciD4GUIoKocEvg2J/oJB+OYPzHR+B\n/C5cAK9FwEkri46KOC9DOJz0/ob1rs/xqaCH4FxtrUQq8ag+wzHxnerrESCBYHyM81CAEAHXFKFI\n4xcwQgK2yhfy/p9+PHeBt1kVUkUUD7i58zV0/UXa7WcR7i6zo3uc+tw5ynGLWqvko405SXOI5SqW\nKUjBRCtUDFE7xZiIRHkNx8QWCOmIXUQr0rQUxLqDFCUyP2Q2KMm6CYWdUpYDCtfAxobxfoybTkia\nEtluc3LJcHQwJxcWVQ6Qc4WUKxSzOVHkSISjbKzS/WyD8UbO5GhEJrscpE0a0SWavbfY/3HEoZ7S\nqaUU2RqXz+ywv6V4OC2YTLeJTI/PfnnK7kPF/Z0BbnfCcHZIES2z0IpYaIwoD+vkszvsvn6CJ5cS\nlpcktUjz3g83WVzapLZ/RHL6AgtnDvmo3yX+6ALtpT7UYXnlDGK2jZw/xakzJ9i4dYf24le4dOU9\nrv/pGGO6CNkHIXFaYHJDZ2UVO/6AqZ2SMqSYd5iPI1b+uuTdr/eJD2PsqRbZNMPOhzzzhQazHxfc\nWtdMNzOSJzIW1RrDfJd8NkXu/4DeyRqLP3seSoMSXg8OGZAfq+EEBcIqP3nh9wge0yV4XJZBGulv\n4Fb4LTtSfwwyqkjsLozuvjnwmLz92HbdL0qd8BJpqugKfBKBQyGtYf38f8jKSYNME8+KiQRRLOi2\nBNKWFEqAVMRNCamhiCT9vSGuGCGFoYHAxd9FiRPEMkGI2zhZoyUk2uyg+ocgE1KGqChGiGsotwBp\njBCDT1ytPh1F04ETvnt01mK0xZrwnzVYW2JKdyxZNDYYeJDj8PxMP3LkYGM8SzE0ZtaACGFMQTLp\nhAKT+m4O8LJF4x3QHZ4Q7B0BcNpCHGJ+xSPXI/8RFDnCZ7OLWIGLPCk+iRBSYpxGVdinwJPbfcNb\n1W4cMYIpiI4fhwQ4KbH24yatwZFbeHqTDPtK7xnii6wTGkQcRqoIQsSwC76ZcU1xa+99Dh5cIW8W\niMYSZvxjZHyODINKh7hpwr23cy6dV9TljMg4jMwop02k7BNHKSpyxBQoCcLkSBmhgCh2KOFI3Jyj\nMkM3UmTsmB7OyY+OMHGbRsOQKst4PsIkLRwKNZ1h0BRGo22CthGZWUaZTfS0T1mPYNImLwoWthUP\noy0yGZNLhZnEFGoDs1pn8tE+pezgMknr7BFRO0fsgcsHxJFGRgnKQaPVQm0b8mRG1GjhXEqjtoAU\nJcNRjYmq45Iu0ZOAzYjzBDvKcQPDTrFHZ77O6skl7n3zGqJ7k958xg+iBZ56YY394R3u7yYsdAYY\nV6fMN3nswm/R/LdfYe/vfY/3hz6+tihysukS6dnHUSdmZAcTDvYs4rkFiC3mVcHM3KO/dZo8O8Lu\n3WVwuMsv/Dd/i876de79aBfV7ZHd1NieY9G8xXZ8FkeNo/2MUpeoMHA4mXHs1I/yG2NpcURePimN\nV48BXiOucMKEMd0nGgjCuB1wc1zkzx+Ffw6kl8pK4XPNhQ43/RjIsRiE0whqvsFR/jrzBmOVPZ1F\n1VzgmfprU8mU1Wfq1L+2QSGWqbHDwcN32c8fZ6HtjYkjIUm6i7ScYk4X42Isc6xbJmOfxkKdSaxo\nWEBKlFrBzTugm5RmTF5oCvuXbHvuhMNp3y3akOtjModBY6zGaDDGSyWN9pZvxgbVjymDXlyCjcJg\nGsi6Vnh7f2Jk8N4TAdh2sgjSsGqrLYiEX6J4QnvpFRLSF1oPQUY+YseEFblUwWougN54trodz3Fy\nnVh4qEFa71SEMwinghkrvplFIETpx1xKH3QVkMhjWaazx9gP1kf4ukqn5PyI5JH31HuCSBUgzkpl\nZHFRQm3/Dv/Df/k1btuM9t1d+rd2iFrQshn7fyHox33O/F/tnVmMZNdZx3/fuffWra1XT2dm7BnH\nY2eRHCeKIysmIopQ2JIoygsvQULKA8sLQiAeUKxIkXiEBwS8RAICQkCCUAwmMqAsJFICIcuMl8SO\nM7YHO7NP793VVXc5556Ph3NqprEC8fAwVS3uXyr17Vvd0/+qOfWd823/r5tyfJDg8i5lmZEv77E/\nrignE3qSsWoyChJKA7axdPIhaic4p+xqQtVx7F+6zt7IMOjlvGXQcGVcMRYDvqHrIUsTsiSnajyu\nVrJE2RorjW1IsobclfSyPUwJO67DxrajLxM0zxm5nPqyRYcZidmn2NnCrv4M/fFFdjxkOqYSB5c7\nlG/x1HsTbEdQzSn9mL3JGe5ebHh1eAM7MbgkJAMb3YSBwPqEiVMWklf5ytkuj7zlOJOmZGltkebS\nVVx1F5KPWT3zLnqnLrGwuMBxzTh/rc9dJ49x4xsX+Jfzn+U7T76VNz48YtmssnNji0H3FL/w0Ud4\n8YsvYC5u09Q15e6Ine98gxMfPkny9YZGO5Qb21g74UY9YW1pkaLYZe/8DjUFmS5z7sl/4wOnB5zu\n9bm6fUDdralW38bJjzzC5O/2mHQnMFjhiW/t8YuPrOKyhlSTW8kcUlSK8JVQfB4aN6ax9qnEoA1l\ncLiwNoXY+BFOlqEVMoMkejea3PTGEMVqh8Q0GK3CZ0UTpoPcRFyI14tBY7dyEF7JQgx0qj3RdOnk\nSyybY5xeO0+ZVSzTZ/u7JWP7EqdPvZ935ytcGBXU2rCXpCzkB+SqaNqJE2oNB1d3yBpP0WQUmtBJ\nj5H2L1Kro9ipYSEjT17/NMr5SARpEFgIJ8tQPkQS1FO8bWLrpMeqxaml8Rbf2JBR99HoiY1u6LRH\nJsbyJChDicY+9YRpTQWN8STTUbZhvdCIi8mfGB+PcVLw8T9h+vtxHtE094KGUiINep7akVg+Fd18\nDfVwh+qXQk2cECXuTOx+nLZsxp1fBGOiH29MyOrL1KWalr7HXTIJJwhvHCKxPhUFY1hMa558/Js8\n8/wPGNYjDtKSnJK8n1M2DVtuzFJTcaILi8dSNi/VnP/Py7x8dp+tDUV9gRmk7AnUWCq1TFyoDJiG\nG6pxw8Fmzf6oofaOuvFsCJhESTtClqaY1DBcWGJh1YQSMMIC7+cJTSqMrGW3adjarRglYXrj0FRB\nOLovrK1mJD2l1JShDFhMHb1aMV3Hqdyg3ZxGHFdQyiqlqvsUXiiN0kuh9Mq6UfoIrmmYWIMvYeGE\nYznLMGVFP+uxtJCy1vOsrXQ42R+yc2kLVhyu69DL+5TOkFuhUuVSkWHTDlrnJLnlxDHH6qMjFpY7\n9BdTPv3PT3Hx3FV2zL38xv33USBYX1HZkh3dZdLczWa2TN4UnLt6lYMrV3j6QkUnMyyTkHQdjWRU\nHUvxcs1/7Pa4+/57YKnPwmLCxXMvUp56mJVjC2ybMb6wnNwr+MorBYmG7p0w7juU7jUSmj+MDyrq\nEtffzY1fpoZwmmCMo7EB0SDxJ9HL0Zs1nqEbL41ej5lqHJDEnIPcXKu3tGSjx2SiVKK5VS86TZCq\n99Dr846ljPUxaObpP5CwtDxEb6zzTGlJE2Uh8/SlhGLMpBqzPS7YumxZ/6Fns+4xoUPdSZEswacl\nyQYkO2v06NIb3YW5uvS6zdVcnDSBYAB8g07bImMiqJHYa+41pthtfLg401yDez7V/9NY4xi2L0Qb\nfOLCuUxvSWNJPJw5JCwgldiOWMVgNURrHuI5IacCSWzpNKEkAx8M8dQV8mqoK0dqc4xpYgY8lM/r\nTSMHqISZ0BoiqtOid8WTkIahaxLTOBJEE+JKC7typOPhZk962LzD6TM6USHC2c2YvPQ8n/z8vzMc\nFixMLKX15J2E1HcpfcEApdNJKPoC1uJqS+UtlVjy3ZwMT2lhlDhWOw5X1ZSiDDsDnA1NBc6HqoJF\nkzIxDVAwVGHDgPWGxAuNJOzZHDsJs6YLTVhWw7IadhVy7+i4isXjNXnh2JOGWgRLh5U6ZTxRmsrg\njqUc2CDaPJl47vXKs6pU6ulrST8zLC/cT3HPRdwSVBcqRibBFQdY12AKh60LKhUSD0WdkaQJVQIL\nRjmZGvw+7G6U9I73ObF6A+c65PkivTd4nDHURUW15agKy67pAik1lmK0QL6zTefkm1lgl/3dTf6p\nMjwwTsm3C1BwItQeXKeHv7bBo8fX2N7bZu/FTZ4Y7+MKxzVn6K0MSceObuYpm5p6tMv2+pCHH1rg\n3itdrmzss7PzMlf/+B4e/tW3sf+n3+NCukxOTToucLVB8gyjaYiXpz5MPxVwEj4PjQmD/hKFENax\nt8rqyDBxlk+G0ETDajEksUplKr4R+tTjCdIksXypxEgGBJEPZBq5D5W+GTAdt02cpIDPaUzU+tQa\nSTKOnehxsTNm+/o+O1dSJhPPd799hVP3Fmga4u2DzFPuODyGtFTUbCJDYhdWmHrTGE+Sgx0KqezS\ny2CYJJSDDTj/+mzVnBjNYDBDGVEoz1F8SPD4JsQ6XYN3Huc1qroD6oLG7CEXNdSFSYi5CPgga4vx\nIbYiTOsiG0Sb2Nct2FjFKGrCrmxCgNN7DeM+JQkuvm/AgPdp+NtxRKiPG3OiSlkVpKsLiLNB6NgT\nToieUOakcrOtMf75m90605FVSKh56yBR1TPsziGAHvrPk+nJIGJqPI0cSnCJ0Bnv8kePf4189BKr\nixlXqjHGden1od4/YOIsjSb0FzImSUK1UYEoiWnIvbIyGEDPUqw3bE0so06DL6GHkHvBNnHz0rD5\njSCccFyXnRJ8XWJrxaQOtQlJN3SbJBhyVVzj2a1Ch5RPMhywexF6ayt43aCxsGQqVnPPHgl1J8OO\nE9K0JkkBm5IPc0iUYzi8GO5KPOMB1NdSJpueBuh7By6j3xd2O4qZGHo5iMtI0pR8bY2V4T4jJvxw\nK7yvzqQ8uih8ZqdLWRaY3GNegfGDJVVVcdAsMMhThsbjkgmTkaUa7lFd6lA90mX7xevckzjMoOBN\nZswXL18O43INBDWylN3LBzz6pg5nJ55Xr4FtaqyWpLaHqQ35Uka1W+FVqaVk4/qI+v4eJ44L5y4V\n5L0Bz+3/EDYfYvHtD7F69mWqbJF8v+TrFw0felNOGQ8NxrnY4RNOkWKm2rIxWahhyoAYQ2Ji7AkJ\n3UDR4InPgj80jYXGRGstoa1X4vA/b4IRlFgVY9TjVcIoXQWRBqegmoVYqdZBZETC2GC0oVLHuOnx\n4Kk19krL6EbN7k7BvpRAxtUrr4REqg/COVL3wmnVaPi3NlO8sTcrmAVPkoEpIJWMhA6dxJMdNfc8\nfNiC0rpXFx62Qe200ycoPjfRhXfe03iNxlVxYnBEF1405o2nu58EeStC7LSRIHTsBRSH0zBfKBUf\n9AVVo2zgVMz4Vs976J8Nbk4MZMYNcjrZMoQQJlVB2stgKv6LxvKLaY487KqBGyHBJdA0TawHDZtG\nooqX5ubvTdXtkOl7xs0seuyQCw5QFI/1AFnK3oUX+Ksvf5P7ugW1OhLrWVrs0b/LYpISXM1iJ+V0\nv8F4SzXxiCipOlKT0pEM2UmonKO0jrqILXUibFcHFDZIPE9LSLtqw+I0Sr/TxFNyqIDqDS3ZgcU6\nS9E01D5IyVkcTRPaM5OOJVdPMg6bUuMF55XrjadXTPC2Syfr0akaylrxtuLuwQDbSel0PeMmQe0A\n7zzZoKSrCibhwMO6hROLKd1OSppm4SSee9JxzRsfuJ+T95ZIYzkANjpdul1P3d0jNRnDQcqwp2TH\nhe6gAlMzEUvXK41YcizdgSfvGVzmqQ+Ecjtjzyu9JmWzaAgbN6hVKq3ZXq+4cX3EZ7+/yag44MTK\niJ6E2l6HpXJjktSyjNK3UDlLvnfAExcaeMNpPvzAMVhwDLqbvPKpp9AHH+TM2++hx1YooL9Rc2nP\nkvjwqXAmhrTER3d4elgMa9rjaTRUeTQ+OOae6cEkhJimBijWAYYVrUpCmLCaxDVsVFFNg5A2VRSR\nIY6aCFGrUDfqwyGGMjpTPgoKK5laijqle2KRtaURqyczuozwmtBoTdV4auexjaWyDSUTKkZUfkSt\nEyo/xrqCxBU0boJzJVrUWApqnVDoPnvuIlvVweu2V6LTyuwZQkQ2gDGwOWsut4ljtJzvBI4iZzia\nvP8/c36jqq79uB+aC6MJICJnVfWRWfO4HbSc7wyOImc4mrxbzj8ec+Get2jRosVRQWs0W7Ro0eI2\nME9G809mTeD/gJbzncFR5AxHk3fL+cdgbmKaLVq0aHEUME8nzRYtWrSYe8zcaIrIB0TkvIi8LCIf\nnzWfKUTkz0VkXWAopy4AAANkSURBVESeO3RvVUS+JCIvxa8rh557LL6G8yLy8zPifFpEvioi3xeR\n50XkN48I766IfFtEno28f/co8I48EhF5WkSePAqcReRVEfmeiDwjImePAufIY1lEPiciPxCRF0Tk\nPTPjHTo5ZvMgaJhdAO4HOsCzwIOz5HSI2/uAdwHPHbr3+8DH4/XHgd+L1w9G7jlwJr6mZAacTwLv\nitcLwIuR27zzFmAYrzPgW8BPzDvvyOW3gc8ATx6RNfIqcOw19+aac+Tyl8CvxOsOsDwr3nf8xb/m\njXgP8IVD3z8GPDZLTq/hd99rjOZ54GS8Pgmc/1G8gS8A75kD/v8I/OxR4g30gaeAR+edN3AK+Ffg\n/YeM5rxz/lFGc945LwGvEHMws+Y9a/f8HuDSoe8vx3vziuOqei1eXweOx+u5ex0ich/wMOHUNve8\no5v7DLAOfElVjwLvPwR+h1v6KDD/nBX4soicE5Ffi/fmnfMZYAP4ixgK+TMRGTAj3rM2mkcWGraw\nuSw9EJEh8DjwW6q6f/i5eeWtqo2qvpNwenu3iDz0mufnireIfBhYV9Vz/9PPzBvniPfG9/mDwK+L\nyPsOPzmnnFNCqOxTqvowoeX6v+U/7iTvWRvNK8DpQ9+fivfmFTdE5CRA/DqdXzc3r0OCVPbjwN+o\n6t/H23PPewpV3QW+CnyA+eb9k8BHRORV4G+B94vIXzPfnFHVK/HrOvAPwLuZc86Ek+Ll6H0AfI5g\nRGfCe9ZG8zvAm0XkjIh0gI8Cn58xp/8Nnwc+Fq8/RogZTu9/VERyETkDvBn49p0mJyICfBp4QVX/\n4NBT8857TUSW43WPEIf9AXPMW1UfU9VTqnofYd1+RVV/aZ45i8hARBam18DPAc/NM2cAVb0OXBKR\nt8ZbPw18n1nxvtNB3R8R5P0QIct7AfjErPkc4vVZ4BpgCTvdLwN3EQL/LwFfBlYP/fwn4ms4D3xw\nRpzfS3BRvgs8Ex8fOgK83wE8HXk/B3wy3p9r3oe4/BS3EkFzy5lQpfJsfDw//bzNM+dDPN4JnI1r\n5AlgZVa8246gFi1atLgNzNo9b9GiRYsjhdZotmjRosVtoDWaLVq0aHEbaI1mixYtWtwGWqPZokWL\nFreB1mi2aNGixW2gNZotWrRocRtojWaLFi1a3Ab+C4RKY18efhHHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff3f2f17510>"
       "<matplotlib.figure.Figure at 0x7f17506b10d0>"
      ]
     },
     "metadata": {},
@@ -112,12 +154,28 @@
    }
   ],
   "source": [
    "img_name = '01/frame_00500'\n",
    "# img_name = '05/frame_00570'\n",
    "img_name = '19/frame_00181'\n",
    "img_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_rgb.png')\n",
    "pose_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name + '_pose.txt')\n",
    "img_name_list = img_name.split('/')\n",
    "bbox_path = os.path.join(DATA_DIR, 'data/hpdb/' + img_name_list[0] + '/dockerface-' + img_name_list[1] + '_rgb.txt')\n",
    "\n",
    "\n",
    "# Load bounding box\n",
    "bbox = open(bbox_path, 'r')\n",
    "line = bbox.readline().split(' ')\n",
    "x_min, y_min, x_max, y_max = [float(line[1]), float(line[2]), float(line[3]), float(line[4])]\n",
    "\n",
    "# Loosely crop face\n",
    "k = 0.35\n",
    "x_min -= 0.6 * k * abs(x_max - x_min)\n",
    "y_min -= k * abs(y_max - y_min)\n",
    "x_max += 0.6 * k * abs(x_max - x_min)\n",
    "y_max += 0.6 * k * abs(y_max - y_min)\n",
    "bbox.close()\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "pose_annot = open(pose_path, 'r')\n",
    "R = []\n",
@@ -137,13 +195,22 @@
    "print R, T\n",
    "pose_annot.close()\n",
    "\n",
    "roll = -np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
    "roll = np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
    "yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n",
    "pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n",
    "\n",
    "if yaw <= 0:\n",
    "    roll = roll\n",
    "else:\n",
    "    roll = -roll\n",
    "\n",
    "print yaw, pitch, roll\n",
    "\n",
    "plot_pose_cube(img, yaw, pitch, roll, size = 100)\n",
    "plot_pose_cube(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n",
    "draw_axis(img, yaw, pitch, roll, int((x_max + x_min)/2), int((y_max + y_min)/2), size = 100)\n",
    "# cv2.rectangle(img, (int(x_min), int(y_min)), (int(x_max), int(y_max)), (0,255,0), 4)\n",
    "\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()"
@@ -151,24 +218,54 @@
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "execution_count": 162,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['../data/biwi/data/hpdb/01/frame_00202_rgb.png', '../data/biwi/data/hpdb/01/frame_00329_rgb.png', '../data/biwi/data/hpdb/01/frame_00371_rgb.png', '../data/biwi/data/hpdb/01/frame_00165_rgb.png', '../data/biwi/data/hpdb/01/frame_00042_rgb.png', '../data/biwi/data/hpdb/01/frame_00286_rgb.png', '../data/biwi/data/hpdb/01/frame_00196_rgb.png', '../data/biwi/data/hpdb/01/frame_00246_rgb.png', '../data/biwi/data/hpdb/01/frame_00436_rgb.png', '../data/biwi/data/hpdb/01/frame_00281_rgb.png', '../data/biwi/data/hpdb/01/frame_00453_rgb.png', '../data/biwi/data/hpdb/01/frame_00478_rgb.png', '../data/biwi/data/hpdb/01/frame_00231_rgb.png', '../data/biwi/data/hpdb/01/frame_00038_rgb.png', '../data/biwi/data/hpdb/01/frame_00337_rgb.png', '../data/biwi/data/hpdb/01/frame_00101_rgb.png', '../data/biwi/data/hpdb/01/frame_00341_rgb.png', '../data/biwi/data/hpdb/01/frame_00055_rgb.png', '../data/biwi/data/hpdb/01/frame_00128_rgb.png', '../data/biwi/data/hpdb/01/frame_00278_rgb.png', '../data/biwi/data/hpdb/01/frame_00308_rgb.png', '../data/biwi/data/hpdb/01/frame_00252_rgb.png', '../data/biwi/data/hpdb/01/frame_00270_rgb.png', '../data/biwi/data/hpdb/01/frame_00111_rgb.png', '../data/biwi/data/hpdb/01/frame_00377_rgb.png', '../data/biwi/data/hpdb/01/frame_00357_rgb.png', '../data/biwi/data/hpdb/01/frame_00039_rgb.png', '../data/biwi/data/hpdb/01/frame_00084_rgb.png', '../data/biwi/data/hpdb/01/frame_00324_rgb.png', '../data/biwi/data/hpdb/01/frame_00486_rgb.png', '../data/biwi/data/hpdb/01/frame_00071_rgb.png', '../data/biwi/data/hpdb/01/frame_00345_rgb.png', '../data/biwi/data/hpdb/01/frame_00130_rgb.png', '../data/biwi/data/hpdb/01/frame_00428_rgb.png', '../data/biwi/data/hpdb/01/frame_00487_rgb.png', '../data/biwi/data/hpdb/01/frame_00200_rgb.png', '../data/biwi/data/hpdb/01/frame_00361_rgb.png', '../data/biwi/data/hpdb/01/frame_00005_rgb.png', '../data/biwi/data/hpdb/01/frame_00380_rgb.png', '../data/biwi/data/hpdb/01/frame_00287_rgb.png', '../data/biwi/data/hpdb/01/frame_00126_rgb.png', '../data/biwi/data/hpdb/01/frame_00177_rgb.png', '../data/biwi/data/hpdb/01/frame_00334_rgb.png', '../data/biwi/data/hpdb/01/frame_00226_rgb.png', '../data/biwi/data/hpdb/01/frame_00215_rgb.png', '../data/biwi/data/hpdb/01/frame_00432_rgb.png', '../data/biwi/data/hpdb/01/frame_00354_rgb.png', '../data/biwi/data/hpdb/01/frame_00444_rgb.png', '../data/biwi/data/hpdb/01/frame_00403_rgb.png', '../data/biwi/data/hpdb/01/frame_00273_rgb.png', '../data/biwi/data/hpdb/01/frame_00332_rgb.png', '../data/biwi/data/hpdb/01/frame_00249_rgb.png', '../data/biwi/data/hpdb/01/frame_00420_rgb.png', '../data/biwi/data/hpdb/01/frame_00349_rgb.png', '../data/biwi/data/hpdb/01/frame_00154_rgb.png', '../data/biwi/data/hpdb/01/frame_00170_rgb.png', '../data/biwi/data/hpdb/01/frame_00032_rgb.png', '../data/biwi/data/hpdb/01/frame_00473_rgb.png', '../data/biwi/data/hpdb/01/frame_00386_rgb.png', '../data/biwi/data/hpdb/01/frame_00331_rgb.png', '../data/biwi/data/hpdb/01/frame_00150_rgb.png', '../data/biwi/data/hpdb/01/frame_00022_rgb.png', '../data/biwi/data/hpdb/01/frame_00445_rgb.png', '../data/biwi/data/hpdb/01/frame_00484_rgb.png', '../data/biwi/data/hpdb/01/frame_00479_rgb.png', '../data/biwi/data/hpdb/01/frame_00193_rgb.png', '../data/biwi/data/hpdb/01/frame_00058_rgb.png', '../data/biwi/data/hpdb/01/frame_00457_rgb.png', '../data/biwi/data/hpdb/01/frame_00219_rgb.png', '../data/biwi/data/hpdb/01/frame_00098_rgb.png', '../data/biwi/data/hpdb/01/frame_00161_rgb.png', '../data/biwi/data/hpdb/01/frame_00315_rgb.png', '../data/biwi/data/hpdb/01/frame_00379_rgb.png', '../data/biwi/data/hpdb/01/frame_00460_rgb.png', '../data/biwi/data/hpdb/01/frame_00063_rgb.png', '../data/biwi/data/hpdb/01/frame_00197_rgb.png', '../data/biwi/data/hpdb/01/frame_00225_rgb.png', '../data/biwi/data/hpdb/01/frame_00027_rgb.png', '../data/biwi/data/hpdb/01/frame_00470_rgb.png', '../data/biwi/data/hpdb/01/frame_00422_rgb.png', '../data/biwi/data/hpdb/01/frame_00020_rgb.png', '../data/biwi/data/hpdb/01/frame_00124_rgb.png', '../data/biwi/data/hpdb/01/frame_00495_rgb.png', '../data/biwi/data/hpdb/01/frame_00429_rgb.png', '../data/biwi/data/hpdb/01/frame_00263_rgb.png', '../data/biwi/data/hpdb/01/frame_00014_rgb.png', '../data/biwi/data/hpdb/01/frame_00325_rgb.png', '../data/biwi/data/hpdb/01/frame_00079_rgb.png', '../data/biwi/data/hpdb/01/frame_00220_rgb.png', '../data/biwi/data/hpdb/01/frame_00388_rgb.png', '../data/biwi/data/hpdb/01/frame_00092_rgb.png', '../data/biwi/data/hpdb/01/frame_00149_rgb.png', '../data/biwi/data/hpdb/01/frame_00112_rgb.png', '../data/biwi/data/hpdb/01/frame_00458_rgb.png', '../data/biwi/data/hpdb/01/frame_00275_rgb.png', '../data/biwi/data/hpdb/01/frame_00416_rgb.png', '../data/biwi/data/hpdb/01/frame_00211_rgb.png', '../data/biwi/data/hpdb/01/frame_00421_rgb.png', '../data/biwi/data/hpdb/01/frame_00375_rgb.png', '../data/biwi/data/hpdb/01/frame_00501_rgb.png', '../data/biwi/data/hpdb/01/frame_00367_rgb.png', '../data/biwi/data/hpdb/01/frame_00313_rgb.png', '../data/biwi/data/hpdb/01/frame_00500_rgb.png', '../data/biwi/data/hpdb/01/frame_00303_rgb.png', '../data/biwi/data/hpdb/01/frame_00385_rgb.png', '../data/biwi/data/hpdb/01/frame_00282_rgb.png', '../data/biwi/data/hpdb/01/frame_00289_rgb.png', '../data/biwi/data/hpdb/01/frame_00210_rgb.png', '../data/biwi/data/hpdb/01/frame_00072_rgb.png', '../data/biwi/data/hpdb/01/frame_00274_rgb.png', '../data/biwi/data/hpdb/01/frame_00373_rgb.png', '../data/biwi/data/hpdb/01/frame_00169_rgb.png', '../data/biwi/data/hpdb/01/frame_00113_rgb.png', '../data/biwi/data/hpdb/01/frame_00390_rgb.png', '../data/biwi/data/hpdb/01/frame_00360_rgb.png', '../data/biwi/data/hpdb/01/frame_00279_rgb.png', '../data/biwi/data/hpdb/01/frame_00132_rgb.png', '../data/biwi/data/hpdb/01/frame_00205_rgb.png', '../data/biwi/data/hpdb/01/frame_00052_rgb.png', '../data/biwi/data/hpdb/01/frame_00288_rgb.png', '../data/biwi/data/hpdb/01/frame_00162_rgb.png', '../data/biwi/data/hpdb/01/frame_00452_rgb.png', '../data/biwi/data/hpdb/01/frame_00404_rgb.png', '../data/biwi/data/hpdb/01/frame_00283_rgb.png', '../data/biwi/data/hpdb/01/frame_00085_rgb.png', '../data/biwi/data/hpdb/01/frame_00233_rgb.png', '../data/biwi/data/hpdb/01/frame_00190_rgb.png', '../data/biwi/data/hpdb/01/frame_00363_rgb.png', '../data/biwi/data/hpdb/01/frame_00443_rgb.png', '../data/biwi/data/hpdb/01/frame_00073_rgb.png', '../data/biwi/data/hpdb/01/frame_00290_rgb.png', '../data/biwi/data/hpdb/01/frame_00100_rgb.png', '../data/biwi/data/hpdb/01/frame_00194_rgb.png', '../data/biwi/data/hpdb/01/frame_00383_rgb.png', '../data/biwi/data/hpdb/01/frame_00362_rgb.png', '../data/biwi/data/hpdb/01/frame_00400_rgb.png', '../data/biwi/data/hpdb/01/frame_00395_rgb.png', '../data/biwi/data/hpdb/01/frame_00221_rgb.png', '../data/biwi/data/hpdb/01/frame_00393_rgb.png', '../data/biwi/data/hpdb/01/frame_00030_rgb.png', '../data/biwi/data/hpdb/01/frame_00330_rgb.png', '../data/biwi/data/hpdb/01/frame_00463_rgb.png', '../data/biwi/data/hpdb/01/frame_00077_rgb.png', '../data/biwi/data/hpdb/01/frame_00321_rgb.png', '../data/biwi/data/hpdb/01/frame_00137_rgb.png', '../data/biwi/data/hpdb/01/frame_00277_rgb.png', '../data/biwi/data/hpdb/01/frame_00061_rgb.png', '../data/biwi/data/hpdb/01/frame_00109_rgb.png', '../data/biwi/data/hpdb/01/frame_00140_rgb.png', '../data/biwi/data/hpdb/01/frame_00442_rgb.png', '../data/biwi/data/hpdb/01/frame_00293_rgb.png', '../data/biwi/data/hpdb/01/frame_00028_rgb.png', '../data/biwi/data/hpdb/01/frame_00408_rgb.png', '../data/biwi/data/hpdb/01/frame_00272_rgb.png', '../data/biwi/data/hpdb/01/frame_00411_rgb.png', '../data/biwi/data/hpdb/01/frame_00302_rgb.png', '../data/biwi/data/hpdb/01/frame_00494_rgb.png', '../data/biwi/data/hpdb/01/frame_00054_rgb.png', '../data/biwi/data/hpdb/01/frame_00119_rgb.png', '../data/biwi/data/hpdb/01/frame_00075_rgb.png', '../data/biwi/data/hpdb/01/frame_00301_rgb.png', '../data/biwi/data/hpdb/01/frame_00175_rgb.png', '../data/biwi/data/hpdb/01/frame_00105_rgb.png', '../data/biwi/data/hpdb/01/frame_00095_rgb.png', '../data/biwi/data/hpdb/01/frame_00439_rgb.png', '../data/biwi/data/hpdb/01/frame_00300_rgb.png', '../data/biwi/data/hpdb/01/frame_00010_rgb.png', '../data/biwi/data/hpdb/01/frame_00195_rgb.png', '../data/biwi/data/hpdb/01/frame_00050_rgb.png', '../data/biwi/data/hpdb/01/frame_00399_rgb.png', '../data/biwi/data/hpdb/01/frame_00437_rgb.png', '../data/biwi/data/hpdb/01/frame_00159_rgb.png', '../data/biwi/data/hpdb/01/frame_00481_rgb.png', '../data/biwi/data/hpdb/01/frame_00131_rgb.png', '../data/biwi/data/hpdb/01/frame_00326_rgb.png', '../data/biwi/data/hpdb/01/frame_00466_rgb.png', '../data/biwi/data/hpdb/01/frame_00103_rgb.png', '../data/biwi/data/hpdb/01/frame_00070_rgb.png', '../data/biwi/data/hpdb/01/frame_00496_rgb.png', '../data/biwi/data/hpdb/01/frame_00254_rgb.png', '../data/biwi/data/hpdb/01/frame_00468_rgb.png', '../data/biwi/data/hpdb/01/frame_00488_rgb.png', '../data/biwi/data/hpdb/01/frame_00168_rgb.png', '../data/biwi/data/hpdb/01/frame_00041_rgb.png', '../data/biwi/data/hpdb/01/frame_00440_rgb.png', '../data/biwi/data/hpdb/01/frame_00469_rgb.png', '../data/biwi/data/hpdb/01/frame_00167_rgb.png', '../data/biwi/data/hpdb/01/frame_00114_rgb.png', '../data/biwi/data/hpdb/01/frame_00127_rgb.png', '../data/biwi/data/hpdb/01/frame_00207_rgb.png', '../data/biwi/data/hpdb/01/frame_00314_rgb.png', '../data/biwi/data/hpdb/01/frame_00189_rgb.png', '../data/biwi/data/hpdb/01/frame_00319_rgb.png', '../data/biwi/data/hpdb/01/frame_00142_rgb.png', '../data/biwi/data/hpdb/01/frame_00449_rgb.png', '../data/biwi/data/hpdb/01/frame_00227_rgb.png', '../data/biwi/data/hpdb/01/frame_00240_rgb.png', '../data/biwi/data/hpdb/01/frame_00359_rgb.png', '../data/biwi/data/hpdb/01/frame_00006_rgb.png', '../data/biwi/data/hpdb/01/frame_00299_rgb.png', '../data/biwi/data/hpdb/01/frame_00009_rgb.png', '../data/biwi/data/hpdb/01/frame_00382_rgb.png', '../data/biwi/data/hpdb/01/frame_00346_rgb.png', '../data/biwi/data/hpdb/01/frame_00306_rgb.png', '../data/biwi/data/hpdb/01/frame_00146_rgb.png', '../data/biwi/data/hpdb/01/frame_00158_rgb.png', '../data/biwi/data/hpdb/01/frame_00034_rgb.png', '../data/biwi/data/hpdb/01/frame_00396_rgb.png', '../data/biwi/data/hpdb/01/frame_00163_rgb.png', '../data/biwi/data/hpdb/01/frame_00350_rgb.png', '../data/biwi/data/hpdb/01/frame_00087_rgb.png', '../data/biwi/data/hpdb/01/frame_00187_rgb.png', '../data/biwi/data/hpdb/01/frame_00078_rgb.png', '../data/biwi/data/hpdb/01/frame_00296_rgb.png', '../data/biwi/data/hpdb/01/frame_00336_rgb.png', '../data/biwi/data/hpdb/01/frame_00129_rgb.png', '../data/biwi/data/hpdb/01/frame_00059_rgb.png', '../data/biwi/data/hpdb/01/frame_00497_rgb.png', '../data/biwi/data/hpdb/01/frame_00153_rgb.png', '../data/biwi/data/hpdb/01/frame_00376_rgb.png', '../data/biwi/data/hpdb/01/frame_00276_rgb.png', '../data/biwi/data/hpdb/01/frame_00093_rgb.png', '../data/biwi/data/hpdb/01/frame_00255_rgb.png', '../data/biwi/data/hpdb/01/frame_00135_rgb.png', '../data/biwi/data/hpdb/01/frame_00173_rgb.png', '../data/biwi/data/hpdb/01/frame_00356_rgb.png', '../data/biwi/data/hpdb/01/frame_00347_rgb.png', '../data/biwi/data/hpdb/01/frame_00465_rgb.png', '../data/biwi/data/hpdb/01/frame_00218_rgb.png', '../data/biwi/data/hpdb/01/frame_00143_rgb.png', '../data/biwi/data/hpdb/01/frame_00148_rgb.png', '../data/biwi/data/hpdb/01/frame_00339_rgb.png', '../data/biwi/data/hpdb/01/frame_00191_rgb.png', '../data/biwi/data/hpdb/01/frame_00476_rgb.png', '../data/biwi/data/hpdb/01/frame_00216_rgb.png', '../data/biwi/data/hpdb/01/frame_00291_rgb.png', '../data/biwi/data/hpdb/01/frame_00178_rgb.png', '../data/biwi/data/hpdb/01/frame_00023_rgb.png', '../data/biwi/data/hpdb/01/frame_00366_rgb.png', '../data/biwi/data/hpdb/01/frame_00238_rgb.png', '../data/biwi/data/hpdb/01/frame_00312_rgb.png', '../data/biwi/data/hpdb/01/frame_00125_rgb.png', '../data/biwi/data/hpdb/01/frame_00409_rgb.png', '../data/biwi/data/hpdb/01/frame_00068_rgb.png', '../data/biwi/data/hpdb/01/frame_00045_rgb.png', '../data/biwi/data/hpdb/01/frame_00384_rgb.png', '../data/biwi/data/hpdb/01/frame_00424_rgb.png', '../data/biwi/data/hpdb/01/frame_00415_rgb.png', '../data/biwi/data/hpdb/01/frame_00008_rgb.png', '../data/biwi/data/hpdb/01/frame_00461_rgb.png', '../data/biwi/data/hpdb/01/frame_00164_rgb.png', '../data/biwi/data/hpdb/01/frame_00307_rgb.png', '../data/biwi/data/hpdb/01/frame_00271_rgb.png', '../data/biwi/data/hpdb/01/frame_00185_rgb.png', '../data/biwi/data/hpdb/01/frame_00081_rgb.png', '../data/biwi/data/hpdb/01/frame_00297_rgb.png', '../data/biwi/data/hpdb/01/frame_00230_rgb.png', '../data/biwi/data/hpdb/01/frame_00069_rgb.png', '../data/biwi/data/hpdb/01/frame_00241_rgb.png', '../data/biwi/data/hpdb/01/frame_00066_rgb.png', '../data/biwi/data/hpdb/01/frame_00188_rgb.png', '../data/biwi/data/hpdb/01/frame_00406_rgb.png', '../data/biwi/data/hpdb/01/frame_00015_rgb.png', '../data/biwi/data/hpdb/01/frame_00368_rgb.png', '../data/biwi/data/hpdb/01/frame_00102_rgb.png', '../data/biwi/data/hpdb/01/frame_00212_rgb.png', '../data/biwi/data/hpdb/01/frame_00317_rgb.png', '../data/biwi/data/hpdb/01/frame_00425_rgb.png', '../data/biwi/data/hpdb/01/frame_00482_rgb.png', '../data/biwi/data/hpdb/01/frame_00343_rgb.png', '../data/biwi/data/hpdb/01/frame_00049_rgb.png', '../data/biwi/data/hpdb/01/frame_00493_rgb.png', '../data/biwi/data/hpdb/01/frame_00258_rgb.png', '../data/biwi/data/hpdb/01/frame_00298_rgb.png', '../data/biwi/data/hpdb/01/frame_00387_rgb.png', '../data/biwi/data/hpdb/01/frame_00417_rgb.png', '../data/biwi/data/hpdb/01/frame_00139_rgb.png', '../data/biwi/data/hpdb/01/frame_00232_rgb.png', '../data/biwi/data/hpdb/01/frame_00166_rgb.png', '../data/biwi/data/hpdb/01/frame_00364_rgb.png', '../data/biwi/data/hpdb/01/frame_00257_rgb.png', '../data/biwi/data/hpdb/01/frame_00108_rgb.png', '../data/biwi/data/hpdb/01/frame_00269_rgb.png', '../data/biwi/data/hpdb/01/frame_00199_rgb.png', '../data/biwi/data/hpdb/01/frame_00094_rgb.png', '../data/biwi/data/hpdb/01/frame_00397_rgb.png', '../data/biwi/data/hpdb/01/frame_00259_rgb.png', '../data/biwi/data/hpdb/01/frame_00144_rgb.png', '../data/biwi/data/hpdb/01/frame_00088_rgb.png', '../data/biwi/data/hpdb/01/frame_00370_rgb.png', '../data/biwi/data/hpdb/01/frame_00115_rgb.png', '../data/biwi/data/hpdb/01/frame_00138_rgb.png', '../data/biwi/data/hpdb/01/frame_00358_rgb.png', '../data/biwi/data/hpdb/01/frame_00462_rgb.png', '../data/biwi/data/hpdb/01/frame_00067_rgb.png', '../data/biwi/data/hpdb/01/frame_00285_rgb.png', '../data/biwi/data/hpdb/01/frame_00236_rgb.png', '../data/biwi/data/hpdb/01/frame_00096_rgb.png', '../data/biwi/data/hpdb/01/frame_00228_rgb.png', '../data/biwi/data/hpdb/01/frame_00260_rgb.png', '../data/biwi/data/hpdb/01/frame_00491_rgb.png', '../data/biwi/data/hpdb/01/frame_00064_rgb.png', '../data/biwi/data/hpdb/01/frame_00057_rgb.png', '../data/biwi/data/hpdb/01/frame_00247_rgb.png', '../data/biwi/data/hpdb/01/frame_00410_rgb.png', '../data/biwi/data/hpdb/01/frame_00024_rgb.png', '../data/biwi/data/hpdb/01/frame_00392_rgb.png', '../data/biwi/data/hpdb/01/frame_00374_rgb.png', '../data/biwi/data/hpdb/01/frame_00472_rgb.png', '../data/biwi/data/hpdb/01/frame_00489_rgb.png', '../data/biwi/data/hpdb/01/frame_00208_rgb.png', '../data/biwi/data/hpdb/01/frame_00156_rgb.png', '../data/biwi/data/hpdb/01/frame_00147_rgb.png', '../data/biwi/data/hpdb/01/frame_00335_rgb.png', '../data/biwi/data/hpdb/01/frame_00120_rgb.png', '../data/biwi/data/hpdb/01/frame_00018_rgb.png', '../data/biwi/data/hpdb/01/frame_00234_rgb.png', '../data/biwi/data/hpdb/01/frame_00117_rgb.png', '../data/biwi/data/hpdb/01/frame_00492_rgb.png', '../data/biwi/data/hpdb/01/frame_00253_rgb.png', '../data/biwi/data/hpdb/01/frame_00026_rgb.png', '../data/biwi/data/hpdb/01/frame_00338_rgb.png', '../data/biwi/data/hpdb/01/frame_00426_rgb.png', '../data/biwi/data/hpdb/01/frame_00348_rgb.png', '../data/biwi/data/hpdb/01/frame_00209_rgb.png', '../data/biwi/data/hpdb/01/frame_00427_rgb.png', '../data/biwi/data/hpdb/01/frame_00122_rgb.png', '../data/biwi/data/hpdb/01/frame_00013_rgb.png', '../data/biwi/data/hpdb/01/frame_00264_rgb.png', '../data/biwi/data/hpdb/01/frame_00441_rgb.png', '../data/biwi/data/hpdb/01/frame_00365_rgb.png', '../data/biwi/data/hpdb/01/frame_00266_rgb.png', '../data/biwi/data/hpdb/01/frame_00174_rgb.png', '../data/biwi/data/hpdb/01/frame_00031_rgb.png', '../data/biwi/data/hpdb/01/frame_00323_rgb.png', '../data/biwi/data/hpdb/01/frame_00243_rgb.png', '../data/biwi/data/hpdb/01/frame_00083_rgb.png', '../data/biwi/data/hpdb/01/frame_00451_rgb.png', '../data/biwi/data/hpdb/01/frame_00036_rgb.png', '../data/biwi/data/hpdb/01/frame_00310_rgb.png', '../data/biwi/data/hpdb/01/frame_00378_rgb.png', '../data/biwi/data/hpdb/01/frame_00304_rgb.png', '../data/biwi/data/hpdb/01/frame_00121_rgb.png', '../data/biwi/data/hpdb/01/frame_00475_rgb.png', '../data/biwi/data/hpdb/01/frame_00333_rgb.png', '../data/biwi/data/hpdb/01/frame_00499_rgb.png', '../data/biwi/data/hpdb/01/frame_00369_rgb.png', '../data/biwi/data/hpdb/01/frame_00245_rgb.png', '../data/biwi/data/hpdb/01/frame_00099_rgb.png', '../data/biwi/data/hpdb/01/frame_00261_rgb.png', '../data/biwi/data/hpdb/01/frame_00047_rgb.png', '../data/biwi/data/hpdb/01/frame_00110_rgb.png', '../data/biwi/data/hpdb/01/frame_00106_rgb.png', '../data/biwi/data/hpdb/01/frame_00091_rgb.png', '../data/biwi/data/hpdb/01/frame_00116_rgb.png', '../data/biwi/data/hpdb/01/frame_00133_rgb.png', '../data/biwi/data/hpdb/01/frame_00402_rgb.png', '../data/biwi/data/hpdb/01/frame_00223_rgb.png', '../data/biwi/data/hpdb/01/frame_00237_rgb.png', '../data/biwi/data/hpdb/01/frame_00268_rgb.png', '../data/biwi/data/hpdb/01/frame_00062_rgb.png', '../data/biwi/data/hpdb/01/frame_00447_rgb.png', '../data/biwi/data/hpdb/01/frame_00450_rgb.png', '../data/biwi/data/hpdb/01/frame_00033_rgb.png', '../data/biwi/data/hpdb/01/frame_00229_rgb.png', '../data/biwi/data/hpdb/01/frame_00327_rgb.png', '../data/biwi/data/hpdb/01/frame_00434_rgb.png', '../data/biwi/data/hpdb/01/frame_00398_rgb.png', '../data/biwi/data/hpdb/01/frame_00244_rgb.png', '../data/biwi/data/hpdb/01/frame_00192_rgb.png', '../data/biwi/data/hpdb/01/frame_00256_rgb.png', '../data/biwi/data/hpdb/01/frame_00316_rgb.png', '../data/biwi/data/hpdb/01/frame_00284_rgb.png', '../data/biwi/data/hpdb/01/frame_00016_rgb.png', '../data/biwi/data/hpdb/01/frame_00025_rgb.png', '../data/biwi/data/hpdb/01/frame_00448_rgb.png', '../data/biwi/data/hpdb/01/frame_00446_rgb.png', '../data/biwi/data/hpdb/01/frame_00021_rgb.png', '../data/biwi/data/hpdb/01/frame_00203_rgb.png', '../data/biwi/data/hpdb/01/frame_00438_rgb.png', '../data/biwi/data/hpdb/01/frame_00250_rgb.png', '../data/biwi/data/hpdb/01/frame_00080_rgb.png', '../data/biwi/data/hpdb/01/frame_00471_rgb.png', '../data/biwi/data/hpdb/01/frame_00160_rgb.png', '../data/biwi/data/hpdb/01/frame_00157_rgb.png', '../data/biwi/data/hpdb/01/frame_00141_rgb.png', '../data/biwi/data/hpdb/01/frame_00265_rgb.png', '../data/biwi/data/hpdb/01/frame_00107_rgb.png', '../data/biwi/data/hpdb/01/frame_00352_rgb.png', '../data/biwi/data/hpdb/01/frame_00104_rgb.png', '../data/biwi/data/hpdb/01/frame_00309_rgb.png', '../data/biwi/data/hpdb/01/frame_00182_rgb.png', '../data/biwi/data/hpdb/01/frame_00483_rgb.png', '../data/biwi/data/hpdb/01/frame_00007_rgb.png', '../data/biwi/data/hpdb/01/frame_00407_rgb.png', '../data/biwi/data/hpdb/01/frame_00353_rgb.png', '../data/biwi/data/hpdb/01/frame_00490_rgb.png', '../data/biwi/data/hpdb/01/frame_00474_rgb.png', '../data/biwi/data/hpdb/01/frame_00214_rgb.png', '../data/biwi/data/hpdb/01/frame_00184_rgb.png', '../data/biwi/data/hpdb/01/frame_00318_rgb.png', '../data/biwi/data/hpdb/01/frame_00485_rgb.png', '../data/biwi/data/hpdb/01/frame_00217_rgb.png', '../data/biwi/data/hpdb/01/frame_00040_rgb.png', '../data/biwi/data/hpdb/01/frame_00372_rgb.png', '../data/biwi/data/hpdb/01/frame_00051_rgb.png', '../data/biwi/data/hpdb/01/frame_00151_rgb.png', '../data/biwi/data/hpdb/01/frame_00292_rgb.png', '../data/biwi/data/hpdb/01/frame_00003_rgb.png', '../data/biwi/data/hpdb/01/frame_00267_rgb.png', '../data/biwi/data/hpdb/01/frame_00012_rgb.png', '../data/biwi/data/hpdb/01/frame_00248_rgb.png', '../data/biwi/data/hpdb/01/frame_00456_rgb.png', '../data/biwi/data/hpdb/01/frame_00198_rgb.png', '../data/biwi/data/hpdb/01/frame_00086_rgb.png', '../data/biwi/data/hpdb/01/frame_00419_rgb.png', '../data/biwi/data/hpdb/01/frame_00433_rgb.png', '../data/biwi/data/hpdb/01/frame_00413_rgb.png', '../data/biwi/data/hpdb/01/frame_00262_rgb.png', '../data/biwi/data/hpdb/01/frame_00355_rgb.png', '../data/biwi/data/hpdb/01/frame_00053_rgb.png', '../data/biwi/data/hpdb/01/frame_00044_rgb.png', '../data/biwi/data/hpdb/01/frame_00056_rgb.png', '../data/biwi/data/hpdb/01/frame_00037_rgb.png', '../data/biwi/data/hpdb/01/frame_00011_rgb.png', '../data/biwi/data/hpdb/01/frame_00060_rgb.png', '../data/biwi/data/hpdb/01/frame_00136_rgb.png', '../data/biwi/data/hpdb/01/frame_00172_rgb.png', '../data/biwi/data/hpdb/01/frame_00455_rgb.png', '../data/biwi/data/hpdb/01/frame_00431_rgb.png', '../data/biwi/data/hpdb/01/frame_00181_rgb.png', '../data/biwi/data/hpdb/01/frame_00477_rgb.png', '../data/biwi/data/hpdb/01/frame_00065_rgb.png', '../data/biwi/data/hpdb/01/frame_00328_rgb.png', '../data/biwi/data/hpdb/01/frame_00029_rgb.png', '../data/biwi/data/hpdb/01/frame_00046_rgb.png', '../data/biwi/data/hpdb/01/frame_00089_rgb.png', '../data/biwi/data/hpdb/01/frame_00251_rgb.png', '../data/biwi/data/hpdb/01/frame_00183_rgb.png', '../data/biwi/data/hpdb/01/frame_00464_rgb.png', '../data/biwi/data/hpdb/01/frame_00090_rgb.png', '../data/biwi/data/hpdb/01/frame_00280_rgb.png', '../data/biwi/data/hpdb/01/frame_00480_rgb.png', '../data/biwi/data/hpdb/01/frame_00351_rgb.png', '../data/biwi/data/hpdb/01/frame_00097_rgb.png', '../data/biwi/data/hpdb/01/frame_00206_rgb.png', '../data/biwi/data/hpdb/01/frame_00004_rgb.png', '../data/biwi/data/hpdb/01/frame_00235_rgb.png', '../data/biwi/data/hpdb/01/frame_00213_rgb.png', '../data/biwi/data/hpdb/01/frame_00222_rgb.png', '../data/biwi/data/hpdb/01/frame_00186_rgb.png', '../data/biwi/data/hpdb/01/frame_00322_rgb.png', '../data/biwi/data/hpdb/01/frame_00305_rgb.png', '../data/biwi/data/hpdb/01/frame_00171_rgb.png', '../data/biwi/data/hpdb/01/frame_00498_rgb.png', '../data/biwi/data/hpdb/01/frame_00391_rgb.png', '../data/biwi/data/hpdb/01/frame_00074_rgb.png', '../data/biwi/data/hpdb/01/frame_00320_rgb.png', '../data/biwi/data/hpdb/01/frame_00118_rgb.png', '../data/biwi/data/hpdb/01/frame_00076_rgb.png', '../data/biwi/data/hpdb/01/frame_00035_rgb.png', '../data/biwi/data/hpdb/01/frame_00344_rgb.png', '../data/biwi/data/hpdb/01/frame_00295_rgb.png', '../data/biwi/data/hpdb/01/frame_00381_rgb.png', '../data/biwi/data/hpdb/01/frame_00418_rgb.png', '../data/biwi/data/hpdb/01/frame_00017_rgb.png', '../data/biwi/data/hpdb/01/frame_00224_rgb.png', '../data/biwi/data/hpdb/01/frame_00294_rgb.png', '../data/biwi/data/hpdb/01/frame_00239_rgb.png', '../data/biwi/data/hpdb/01/frame_00454_rgb.png', '../data/biwi/data/hpdb/01/frame_00342_rgb.png', '../data/biwi/data/hpdb/01/frame_00412_rgb.png', '../data/biwi/data/hpdb/01/frame_00048_rgb.png', '../data/biwi/data/hpdb/01/frame_00201_rgb.png', '../data/biwi/data/hpdb/01/frame_00043_rgb.png', '../data/biwi/data/hpdb/01/frame_00152_rgb.png', '../data/biwi/data/hpdb/01/frame_00019_rgb.png', '../data/biwi/data/hpdb/01/frame_00459_rgb.png', '../data/biwi/data/hpdb/01/frame_00155_rgb.png', '../data/biwi/data/hpdb/01/frame_00145_rgb.png', '../data/biwi/data/hpdb/01/frame_00414_rgb.png', '../data/biwi/data/hpdb/01/frame_00430_rgb.png', '../data/biwi/data/hpdb/01/frame_00180_rgb.png', '../data/biwi/data/hpdb/01/frame_00467_rgb.png', '../data/biwi/data/hpdb/01/frame_00405_rgb.png', '../data/biwi/data/hpdb/01/frame_00123_rgb.png', '../data/biwi/data/hpdb/01/frame_00176_rgb.png', '../data/biwi/data/hpdb/01/frame_00394_rgb.png', '../data/biwi/data/hpdb/01/frame_00401_rgb.png', '../data/biwi/data/hpdb/01/frame_00389_rgb.png', '../data/biwi/data/hpdb/01/frame_00423_rgb.png', '../data/biwi/data/hpdb/01/frame_00179_rgb.png', '../data/biwi/data/hpdb/01/frame_00435_rgb.png', '../data/biwi/data/hpdb/01/frame_00340_rgb.png', '../data/biwi/data/hpdb/01/frame_00242_rgb.png', '../data/biwi/data/hpdb/01/frame_00134_rgb.png', '../data/biwi/data/hpdb/01/frame_00082_rgb.png', '../data/biwi/data/hpdb/01/frame_00311_rgb.png', '../data/biwi/data/hpdb/01/frame_00204_rgb.png', '../data/biwi/data/hpdb/01/frame_00295_pose.txt', '../data/biwi/data/hpdb/01/frame_00120_pose.txt', '../data/biwi/data/hpdb/01/frame_00468_pose.txt', '../data/biwi/data/hpdb/01/frame_00330_pose.txt', '../data/biwi/data/hpdb/01/frame_00203_pose.txt', '../data/biwi/data/hpdb/01/frame_00486_pose.txt', '../data/biwi/data/hpdb/01/frame_00336_pose.txt', '../data/biwi/data/hpdb/01/frame_00163_pose.txt', '../data/biwi/data/hpdb/01/frame_00281_pose.txt', '../data/biwi/data/hpdb/01/frame_00117_pose.txt', '../data/biwi/data/hpdb/01/frame_00204_pose.txt', '../data/biwi/data/hpdb/01/frame_00086_pose.txt', '../data/biwi/data/hpdb/01/frame_00016_pose.txt', '../data/biwi/data/hpdb/01/frame_00236_pose.txt', '../data/biwi/data/hpdb/01/frame_00075_pose.txt', '../data/biwi/data/hpdb/01/frame_00389_pose.txt', '../data/biwi/data/hpdb/01/frame_00240_pose.txt', '../data/biwi/data/hpdb/01/frame_00298_pose.txt', '../data/biwi/data/hpdb/01/frame_00233_pose.txt', '../data/biwi/data/hpdb/01/frame_00053_pose.txt', '../data/biwi/data/hpdb/01/frame_00395_pose.txt', '../data/biwi/data/hpdb/01/frame_00061_pose.txt', '../data/biwi/data/hpdb/01/frame_00289_pose.txt', '../data/biwi/data/hpdb/01/frame_00373_pose.txt', '../data/biwi/data/hpdb/01/frame_00133_pose.txt', '../data/biwi/data/hpdb/01/frame_00366_pose.txt', '../data/biwi/data/hpdb/01/frame_00256_pose.txt', '../data/biwi/data/hpdb/01/frame_00309_pose.txt', '../data/biwi/data/hpdb/01/frame_00376_pose.txt', '../data/biwi/data/hpdb/01/frame_00403_pose.txt', '../data/biwi/data/hpdb/01/frame_00391_pose.txt', '../data/biwi/data/hpdb/01/frame_00318_pose.txt', '../data/biwi/data/hpdb/01/frame_00134_pose.txt', '../data/biwi/data/hpdb/01/frame_00426_pose.txt', '../data/biwi/data/hpdb/01/frame_00164_pose.txt', '../data/biwi/data/hpdb/01/frame_00310_pose.txt', '../data/biwi/data/hpdb/01/frame_00396_pose.txt', '../data/biwi/data/hpdb/01/frame_00284_pose.txt', '../data/biwi/data/hpdb/01/frame_00458_pose.txt', '../data/biwi/data/hpdb/01/frame_00079_pose.txt', '../data/biwi/data/hpdb/01/frame_00121_pose.txt', '../data/biwi/data/hpdb/01/frame_00103_pose.txt', '../data/biwi/data/hpdb/01/frame_00422_pose.txt', '../data/biwi/data/hpdb/01/frame_00067_pose.txt', '../data/biwi/data/hpdb/01/frame_00171_pose.txt', '../data/biwi/data/hpdb/01/frame_00199_pose.txt', '../data/biwi/data/hpdb/01/frame_00180_pose.txt', '../data/biwi/data/hpdb/01/frame_00055_pose.txt', '../data/biwi/data/hpdb/01/frame_00024_pose.txt', '../data/biwi/data/hpdb/01/frame_00212_pose.txt', '../data/biwi/data/hpdb/01/frame_00267_pose.txt', '../data/biwi/data/hpdb/01/frame_00189_pose.txt', '../data/biwi/data/hpdb/01/frame_00124_pose.txt', '../data/biwi/data/hpdb/01/frame_00248_pose.txt', '../data/biwi/data/hpdb/01/frame_00230_pose.txt', '../data/biwi/data/hpdb/01/frame_00365_pose.txt', '../data/biwi/data/hpdb/01/frame_00137_pose.txt', '../data/biwi/data/hpdb/01/frame_00178_pose.txt', '../data/biwi/data/hpdb/01/frame_00474_pose.txt', '../data/biwi/data/hpdb/01/frame_00127_pose.txt', '../data/biwi/data/hpdb/01/frame_00271_pose.txt', '../data/biwi/data/hpdb/01/frame_00430_pose.txt', '../data/biwi/data/hpdb/01/frame_00305_pose.txt', '../data/biwi/data/hpdb/01/frame_00351_pose.txt', '../data/biwi/data/hpdb/01/frame_00151_pose.txt', '../data/biwi/data/hpdb/01/frame_00320_pose.txt', '../data/biwi/data/hpdb/01/frame_00239_pose.txt', '../data/biwi/data/hpdb/01/frame_00477_pose.txt', '../data/biwi/data/hpdb/01/frame_00442_pose.txt', '../data/biwi/data/hpdb/01/frame_00425_pose.txt', '../data/biwi/data/hpdb/01/frame_00097_pose.txt', '../data/biwi/data/hpdb/01/frame_00375_pose.txt', '../data/biwi/data/hpdb/01/frame_00031_pose.txt', '../data/biwi/data/hpdb/01/frame_00056_pose.txt', '../data/biwi/data/hpdb/01/frame_00202_pose.txt', '../data/biwi/data/hpdb/01/frame_00334_pose.txt', '../data/biwi/data/hpdb/01/frame_00470_pose.txt', '../data/biwi/data/hpdb/01/frame_00259_pose.txt', '../data/biwi/data/hpdb/01/frame_00268_pose.txt', '../data/biwi/data/hpdb/01/frame_00313_pose.txt', '../data/biwi/data/hpdb/01/frame_00495_pose.txt', '../data/biwi/data/hpdb/01/frame_00471_pose.txt', '../data/biwi/data/hpdb/01/frame_00409_pose.txt', '../data/biwi/data/hpdb/01/frame_00314_pose.txt', '../data/biwi/data/hpdb/01/frame_00069_pose.txt', '../data/biwi/data/hpdb/01/frame_00463_pose.txt', '../data/biwi/data/hpdb/01/frame_00095_pose.txt', '../data/biwi/data/hpdb/01/frame_00003_pose.txt', '../data/biwi/data/hpdb/01/frame_00083_pose.txt', '../data/biwi/data/hpdb/01/frame_00414_pose.txt', '../data/biwi/data/hpdb/01/frame_00201_pose.txt', '../data/biwi/data/hpdb/01/frame_00131_pose.txt', '../data/biwi/data/hpdb/01/frame_00382_pose.txt', '../data/biwi/data/hpdb/01/frame_00356_pose.txt', '../data/biwi/data/hpdb/01/frame_00159_pose.txt', '../data/biwi/data/hpdb/01/frame_00257_pose.txt', '../data/biwi/data/hpdb/01/frame_00106_pose.txt', '../data/biwi/data/hpdb/01/frame_00084_pose.txt', '../data/biwi/data/hpdb/01/frame_00050_pose.txt', '../data/biwi/data/hpdb/01/frame_00132_pose.txt', '../data/biwi/data/hpdb/01/frame_00078_pose.txt', '../data/biwi/data/hpdb/01/frame_00266_pose.txt', '../data/biwi/data/hpdb/01/frame_00045_pose.txt', '../data/biwi/data/hpdb/01/frame_00400_pose.txt', '../data/biwi/data/hpdb/01/frame_00172_pose.txt', '../data/biwi/data/hpdb/01/frame_00177_pose.txt', '../data/biwi/data/hpdb/01/frame_00303_pose.txt', '../data/biwi/data/hpdb/01/frame_00377_pose.txt', '../data/biwi/data/hpdb/01/frame_00041_pose.txt', '../data/biwi/data/hpdb/01/frame_00370_pose.txt', '../data/biwi/data/hpdb/01/frame_00277_pose.txt', '../data/biwi/data/hpdb/01/frame_00280_pose.txt', '../data/biwi/data/hpdb/01/frame_00325_pose.txt', '../data/biwi/data/hpdb/01/frame_00192_pose.txt', '../data/biwi/data/hpdb/01/frame_00190_pose.txt', '../data/biwi/data/hpdb/01/frame_00188_pose.txt', '../data/biwi/data/hpdb/01/frame_00455_pose.txt', '../data/biwi/data/hpdb/01/frame_00018_pose.txt', '../data/biwi/data/hpdb/01/frame_00372_pose.txt', '../data/biwi/data/hpdb/01/frame_00012_pose.txt', '../data/biwi/data/hpdb/01/frame_00374_pose.txt', '../data/biwi/data/hpdb/01/frame_00150_pose.txt', '../data/biwi/data/hpdb/01/frame_00338_pose.txt', '../data/biwi/data/hpdb/01/frame_00420_pose.txt', '../data/biwi/data/hpdb/01/frame_00105_pose.txt', '../data/biwi/data/hpdb/01/frame_00260_pose.txt', '../data/biwi/data/hpdb/01/frame_00076_pose.txt', '../data/biwi/data/hpdb/01/frame_00452_pose.txt', '../data/biwi/data/hpdb/01/frame_00450_pose.txt', '../data/biwi/data/hpdb/01/frame_00156_pose.txt', '../data/biwi/data/hpdb/01/frame_00367_pose.txt', '../data/biwi/data/hpdb/01/frame_00469_pose.txt', '../data/biwi/data/hpdb/01/frame_00013_pose.txt', '../data/biwi/data/hpdb/01/frame_00022_pose.txt', '../data/biwi/data/hpdb/01/frame_00143_pose.txt', '../data/biwi/data/hpdb/01/frame_00436_pose.txt', '../data/biwi/data/hpdb/01/frame_00223_pose.txt', '../data/biwi/data/hpdb/01/frame_00331_pose.txt', '../data/biwi/data/hpdb/01/frame_00169_pose.txt', '../data/biwi/data/hpdb/01/frame_00446_pose.txt', '../data/biwi/data/hpdb/01/frame_00416_pose.txt', '../data/biwi/data/hpdb/01/frame_00464_pose.txt', '../data/biwi/data/hpdb/01/frame_00032_pose.txt', '../data/biwi/data/hpdb/01/frame_00146_pose.txt', '../data/biwi/data/hpdb/01/frame_00073_pose.txt', '../data/biwi/data/hpdb/01/frame_00194_pose.txt', '../data/biwi/data/hpdb/01/frame_00011_pose.txt', '../data/biwi/data/hpdb/01/frame_00401_pose.txt', '../data/biwi/data/hpdb/01/frame_00244_pose.txt', '../data/biwi/data/hpdb/01/frame_00101_pose.txt', '../data/biwi/data/hpdb/01/frame_00099_pose.txt', '../data/biwi/data/hpdb/01/frame_00129_pose.txt', '../data/biwi/data/hpdb/01/frame_00228_pose.txt', '../data/biwi/data/hpdb/01/frame_00423_pose.txt', '../data/biwi/data/hpdb/01/frame_00443_pose.txt', '../data/biwi/data/hpdb/01/frame_00393_pose.txt', '../data/biwi/data/hpdb/01/frame_00274_pose.txt', '../data/biwi/data/hpdb/01/frame_00039_pose.txt', '../data/biwi/data/hpdb/01/frame_00058_pose.txt', '../data/biwi/data/hpdb/01/frame_00008_pose.txt', '../data/biwi/data/hpdb/01/frame_00350_pose.txt', '../data/biwi/data/hpdb/01/frame_00404_pose.txt', '../data/biwi/data/hpdb/01/frame_00353_pose.txt', '../data/biwi/data/hpdb/01/frame_00286_pose.txt', '../data/biwi/data/hpdb/01/frame_00428_pose.txt', '../data/biwi/data/hpdb/01/frame_00398_pose.txt', '../data/biwi/data/hpdb/01/frame_00119_pose.txt', '../data/biwi/data/hpdb/01/frame_00210_pose.txt', '../data/biwi/data/hpdb/01/frame_00438_pose.txt', '../data/biwi/data/hpdb/01/frame_00323_pose.txt', '../data/biwi/data/hpdb/01/frame_00489_pose.txt', '../data/biwi/data/hpdb/01/frame_00394_pose.txt', '../data/biwi/data/hpdb/01/frame_00387_pose.txt', '../data/biwi/data/hpdb/01/frame_00278_pose.txt', '../data/biwi/data/hpdb/01/frame_00326_pose.txt', '../data/biwi/data/hpdb/01/frame_00335_pose.txt', '../data/biwi/data/hpdb/01/frame_00483_pose.txt', '../data/biwi/data/hpdb/01/frame_00380_pose.txt', '../data/biwi/data/hpdb/01/frame_00378_pose.txt', '../data/biwi/data/hpdb/01/frame_00096_pose.txt', '../data/biwi/data/hpdb/01/frame_00500_pose.txt', '../data/biwi/data/hpdb/01/frame_00004_pose.txt', '../data/biwi/data/hpdb/01/frame_00435_pose.txt', '../data/biwi/data/hpdb/01/frame_00161_pose.txt', '../data/biwi/data/hpdb/01/frame_00304_pose.txt', '../data/biwi/data/hpdb/01/frame_00005_pose.txt', '../data/biwi/data/hpdb/01/frame_00357_pose.txt', '../data/biwi/data/hpdb/01/frame_00170_pose.txt', '../data/biwi/data/hpdb/01/frame_00343_pose.txt', '../data/biwi/data/hpdb/01/frame_00432_pose.txt', '../data/biwi/data/hpdb/01/frame_00448_pose.txt', '../data/biwi/data/hpdb/01/frame_00306_pose.txt', '../data/biwi/data/hpdb/01/frame_00433_pose.txt', '../data/biwi/data/hpdb/01/frame_00059_pose.txt', '../data/biwi/data/hpdb/01/frame_00091_pose.txt', '../data/biwi/data/hpdb/01/frame_00333_pose.txt', '../data/biwi/data/hpdb/01/frame_00476_pose.txt', '../data/biwi/data/hpdb/01/frame_00065_pose.txt', '../data/biwi/data/hpdb/01/frame_00445_pose.txt', '../data/biwi/data/hpdb/01/frame_00179_pose.txt', '../data/biwi/data/hpdb/01/frame_00354_pose.txt', '../data/biwi/data/hpdb/01/frame_00074_pose.txt', '../data/biwi/data/hpdb/01/frame_00063_pose.txt', '../data/biwi/data/hpdb/01/frame_00329_pose.txt', '../data/biwi/data/hpdb/01/frame_00412_pose.txt', '../data/biwi/data/hpdb/01/frame_00410_pose.txt', '../data/biwi/data/hpdb/01/frame_00183_pose.txt', '../data/biwi/data/hpdb/01/frame_00064_pose.txt', '../data/biwi/data/hpdb/01/frame_00465_pose.txt', '../data/biwi/data/hpdb/01/frame_00135_pose.txt', '../data/biwi/data/hpdb/01/frame_00392_pose.txt', '../data/biwi/data/hpdb/01/frame_00379_pose.txt', '../data/biwi/data/hpdb/01/frame_00484_pose.txt', '../data/biwi/data/hpdb/01/frame_00369_pose.txt', '../data/biwi/data/hpdb/01/frame_00261_pose.txt', '../data/biwi/data/hpdb/01/frame_00145_pose.txt', '../data/biwi/data/hpdb/01/frame_00191_pose.txt', '../data/biwi/data/hpdb/01/frame_00205_pose.txt', '../data/biwi/data/hpdb/01/frame_00224_pose.txt', '../data/biwi/data/hpdb/01/frame_00037_pose.txt', '../data/biwi/data/hpdb/01/frame_00245_pose.txt', '../data/biwi/data/hpdb/01/frame_00273_pose.txt', '../data/biwi/data/hpdb/01/frame_00215_pose.txt', '../data/biwi/data/hpdb/01/frame_00182_pose.txt', '../data/biwi/data/hpdb/01/frame_00406_pose.txt', '../data/biwi/data/hpdb/01/frame_00049_pose.txt', '../data/biwi/data/hpdb/01/frame_00029_pose.txt', '../data/biwi/data/hpdb/01/frame_00006_pose.txt', '../data/biwi/data/hpdb/01/frame_00165_pose.txt', '../data/biwi/data/hpdb/01/frame_00459_pose.txt', '../data/biwi/data/hpdb/01/frame_00098_pose.txt', '../data/biwi/data/hpdb/01/frame_00460_pose.txt', '../data/biwi/data/hpdb/01/frame_00147_pose.txt', '../data/biwi/data/hpdb/01/frame_00421_pose.txt', '../data/biwi/data/hpdb/01/frame_00138_pose.txt', '../data/biwi/data/hpdb/01/frame_00493_pose.txt', '../data/biwi/data/hpdb/01/frame_00017_pose.txt', '../data/biwi/data/hpdb/01/frame_00276_pose.txt', '../data/biwi/data/hpdb/01/frame_00122_pose.txt', '../data/biwi/data/hpdb/01/frame_00157_pose.txt', '../data/biwi/data/hpdb/01/frame_00263_pose.txt', '../data/biwi/data/hpdb/01/frame_00242_pose.txt', '../data/biwi/data/hpdb/01/frame_00487_pose.txt', '../data/biwi/data/hpdb/01/frame_00027_pose.txt', '../data/biwi/data/hpdb/01/frame_00123_pose.txt', '../data/biwi/data/hpdb/01/frame_00250_pose.txt', '../data/biwi/data/hpdb/01/frame_00499_pose.txt', '../data/biwi/data/hpdb/01/frame_00262_pose.txt', '../data/biwi/data/hpdb/01/frame_00207_pose.txt', '../data/biwi/data/hpdb/01/frame_00195_pose.txt', '../data/biwi/data/hpdb/01/frame_00447_pose.txt', '../data/biwi/data/hpdb/01/frame_00229_pose.txt', '../data/biwi/data/hpdb/01/frame_00218_pose.txt', '../data/biwi/data/hpdb/01/frame_00089_pose.txt', '../data/biwi/data/hpdb/01/frame_00307_pose.txt', '../data/biwi/data/hpdb/01/frame_00272_pose.txt', '../data/biwi/data/hpdb/01/frame_00397_pose.txt', '../data/biwi/data/hpdb/01/frame_00287_pose.txt', '../data/biwi/data/hpdb/01/frame_00311_pose.txt', '../data/biwi/data/hpdb/01/frame_00321_pose.txt', '../data/biwi/data/hpdb/01/frame_00388_pose.txt', '../data/biwi/data/hpdb/01/frame_00026_pose.txt', '../data/biwi/data/hpdb/01/frame_00044_pose.txt', '../data/biwi/data/hpdb/01/frame_00491_pose.txt', '../data/biwi/data/hpdb/01/frame_00015_pose.txt', '../data/biwi/data/hpdb/01/frame_00046_pose.txt', '../data/biwi/data/hpdb/01/frame_00285_pose.txt', '../data/biwi/data/hpdb/01/frame_00254_pose.txt', '../data/biwi/data/hpdb/01/frame_00345_pose.txt', '../data/biwi/data/hpdb/01/frame_00166_pose.txt', '../data/biwi/data/hpdb/01/frame_00043_pose.txt', '../data/biwi/data/hpdb/01/frame_00198_pose.txt', '../data/biwi/data/hpdb/01/frame_00456_pose.txt', '../data/biwi/data/hpdb/01/frame_00023_pose.txt', '../data/biwi/data/hpdb/01/frame_00185_pose.txt', '../data/biwi/data/hpdb/01/frame_00498_pose.txt', '../data/biwi/data/hpdb/01/frame_00451_pose.txt', '../data/biwi/data/hpdb/01/frame_00213_pose.txt', '../data/biwi/data/hpdb/01/frame_00081_pose.txt', '../data/biwi/data/hpdb/01/frame_00085_pose.txt', '../data/biwi/data/hpdb/01/frame_00371_pose.txt', '../data/biwi/data/hpdb/01/frame_00047_pose.txt', '../data/biwi/data/hpdb/01/frame_00364_pose.txt', '../data/biwi/data/hpdb/01/frame_00054_pose.txt', '../data/biwi/data/hpdb/01/frame_00419_pose.txt', '../data/biwi/data/hpdb/01/frame_00038_pose.txt', '../data/biwi/data/hpdb/01/frame_00265_pose.txt', '../data/biwi/data/hpdb/01/frame_00363_pose.txt', '../data/biwi/data/hpdb/01/frame_00093_pose.txt', '../data/biwi/data/hpdb/01/frame_00407_pose.txt', '../data/biwi/data/hpdb/01/frame_00070_pose.txt', '../data/biwi/data/hpdb/01/frame_00293_pose.txt', '../data/biwi/data/hpdb/01/frame_00051_pose.txt', '../data/biwi/data/hpdb/01/frame_00052_pose.txt', '../data/biwi/data/hpdb/01/frame_00125_pose.txt', '../data/biwi/data/hpdb/01/frame_00136_pose.txt', '../data/biwi/data/hpdb/01/frame_00294_pose.txt', '../data/biwi/data/hpdb/01/frame_00193_pose.txt', '../data/biwi/data/hpdb/01/frame_00227_pose.txt', '../data/biwi/data/hpdb/01/frame_00462_pose.txt', '../data/biwi/data/hpdb/01/frame_00241_pose.txt', '../data/biwi/data/hpdb/01/frame_00292_pose.txt', '../data/biwi/data/hpdb/01/frame_00130_pose.txt', '../data/biwi/data/hpdb/01/frame_00062_pose.txt', '../data/biwi/data/hpdb/01/frame_00226_pose.txt', '../data/biwi/data/hpdb/01/frame_00418_pose.txt', '../data/biwi/data/hpdb/01/frame_00175_pose.txt', '../data/biwi/data/hpdb/01/frame_00344_pose.txt', '../data/biwi/data/hpdb/01/frame_00019_pose.txt', '../data/biwi/data/hpdb/01/frame_00072_pose.txt', '../data/biwi/data/hpdb/01/frame_00342_pose.txt', '../data/biwi/data/hpdb/01/frame_00216_pose.txt', '../data/biwi/data/hpdb/01/frame_00108_pose.txt', '../data/biwi/data/hpdb/01/frame_00492_pose.txt', '../data/biwi/data/hpdb/01/frame_00340_pose.txt', '../data/biwi/data/hpdb/01/frame_00155_pose.txt', '../data/biwi/data/hpdb/01/frame_00478_pose.txt', '../data/biwi/data/hpdb/01/frame_00246_pose.txt', '../data/biwi/data/hpdb/01/frame_00140_pose.txt', '../data/biwi/data/hpdb/01/frame_00174_pose.txt', '../data/biwi/data/hpdb/01/frame_00234_pose.txt', '../data/biwi/data/hpdb/01/frame_00264_pose.txt', '../data/biwi/data/hpdb/01/frame_00109_pose.txt', '../data/biwi/data/hpdb/01/frame_00048_pose.txt', '../data/biwi/data/hpdb/01/frame_00021_pose.txt', '../data/biwi/data/hpdb/01/frame_00424_pose.txt', '../data/biwi/data/hpdb/01/frame_00496_pose.txt', '../data/biwi/data/hpdb/01/frame_00497_pose.txt', '../data/biwi/data/hpdb/01/frame_00152_pose.txt', '../data/biwi/data/hpdb/01/frame_00275_pose.txt', '../data/biwi/data/hpdb/01/frame_00040_pose.txt', '../data/biwi/data/hpdb/01/frame_00112_pose.txt', '../data/biwi/data/hpdb/01/frame_00141_pose.txt', '../data/biwi/data/hpdb/01/frame_00269_pose.txt', '../data/biwi/data/hpdb/01/frame_00217_pose.txt', '../data/biwi/data/hpdb/01/frame_00300_pose.txt', '../data/biwi/data/hpdb/01/frame_00485_pose.txt', '../data/biwi/data/hpdb/01/frame_00186_pose.txt', '../data/biwi/data/hpdb/01/frame_00077_pose.txt', '../data/biwi/data/hpdb/01/frame_00297_pose.txt', '../data/biwi/data/hpdb/01/frame_00437_pose.txt', '../data/biwi/data/hpdb/01/frame_00339_pose.txt', '../data/biwi/data/hpdb/01/frame_00322_pose.txt', '../data/biwi/data/hpdb/01/frame_00457_pose.txt', '../data/biwi/data/hpdb/01/frame_00301_pose.txt', '../data/biwi/data/hpdb/01/frame_00383_pose.txt', '../data/biwi/data/hpdb/01/frame_00494_pose.txt', '../data/biwi/data/hpdb/01/frame_00209_pose.txt', '../data/biwi/data/hpdb/01/frame_00009_pose.txt', '../data/biwi/data/hpdb/01/frame_00115_pose.txt', '../data/biwi/data/hpdb/01/frame_00454_pose.txt', '../data/biwi/data/hpdb/01/frame_00385_pose.txt', '../data/biwi/data/hpdb/01/frame_00316_pose.txt', '../data/biwi/data/hpdb/01/frame_00270_pose.txt', '../data/biwi/data/hpdb/01/frame_00346_pose.txt', '../data/biwi/data/hpdb/01/frame_00317_pose.txt', '../data/biwi/data/hpdb/01/frame_00411_pose.txt', '../data/biwi/data/hpdb/01/frame_00355_pose.txt', '../data/biwi/data/hpdb/01/frame_00352_pose.txt', '../data/biwi/data/hpdb/01/frame_00225_pose.txt', '../data/biwi/data/hpdb/01/frame_00302_pose.txt', '../data/biwi/data/hpdb/01/frame_00348_pose.txt', '../data/biwi/data/hpdb/01/frame_00381_pose.txt', '../data/biwi/data/hpdb/01/frame_00118_pose.txt', '../data/biwi/data/hpdb/01/frame_00252_pose.txt', '../data/biwi/data/hpdb/01/frame_00324_pose.txt', '../data/biwi/data/hpdb/01/frame_00490_pose.txt', '../data/biwi/data/hpdb/01/frame_00328_pose.txt', '../data/biwi/data/hpdb/01/frame_00020_pose.txt', '../data/biwi/data/hpdb/01/frame_00291_pose.txt', '../data/biwi/data/hpdb/01/frame_00347_pose.txt', '../data/biwi/data/hpdb/01/frame_00206_pose.txt', '../data/biwi/data/hpdb/01/frame_00184_pose.txt', '../data/biwi/data/hpdb/01/frame_00238_pose.txt', '../data/biwi/data/hpdb/01/frame_00149_pose.txt', '../data/biwi/data/hpdb/01/frame_00092_pose.txt', '../data/biwi/data/hpdb/01/frame_00405_pose.txt', '../data/biwi/data/hpdb/01/frame_00479_pose.txt', '../data/biwi/data/hpdb/01/frame_00315_pose.txt', '../data/biwi/data/hpdb/01/frame_00007_pose.txt', '../data/biwi/data/hpdb/01/frame_00413_pose.txt', '../data/biwi/data/hpdb/01/frame_00082_pose.txt', '../data/biwi/data/hpdb/01/frame_00148_pose.txt', '../data/biwi/data/hpdb/01/frame_00057_pose.txt', '../data/biwi/data/hpdb/01/frame_00111_pose.txt', '../data/biwi/data/hpdb/01/frame_00299_pose.txt', '../data/biwi/data/hpdb/01/frame_00453_pose.txt', '../data/biwi/data/hpdb/01/frame_00237_pose.txt', '../data/biwi/data/hpdb/01/frame_00196_pose.txt', '../data/biwi/data/hpdb/01/frame_00427_pose.txt', '../data/biwi/data/hpdb/01/frame_00288_pose.txt', '../data/biwi/data/hpdb/01/frame_00473_pose.txt', '../data/biwi/data/hpdb/01/frame_00429_pose.txt', '../data/biwi/data/hpdb/01/frame_00360_pose.txt', '../data/biwi/data/hpdb/01/frame_00461_pose.txt', '../data/biwi/data/hpdb/01/frame_00158_pose.txt', '../data/biwi/data/hpdb/01/frame_00042_pose.txt', '../data/biwi/data/hpdb/01/frame_00232_pose.txt', '../data/biwi/data/hpdb/01/frame_00200_pose.txt', '../data/biwi/data/hpdb/01/frame_00153_pose.txt', '../data/biwi/data/hpdb/01/frame_00384_pose.txt', '../data/biwi/data/hpdb/01/frame_00104_pose.txt', '../data/biwi/data/hpdb/01/frame_00176_pose.txt', '../data/biwi/data/hpdb/01/frame_00399_pose.txt', '../data/biwi/data/hpdb/01/frame_00362_pose.txt', '../data/biwi/data/hpdb/01/frame_00251_pose.txt', '../data/biwi/data/hpdb/01/frame_00337_pose.txt', '../data/biwi/data/hpdb/01/frame_00359_pose.txt', '../data/biwi/data/hpdb/01/frame_00154_pose.txt', '../data/biwi/data/hpdb/01/frame_00243_pose.txt', '../data/biwi/data/hpdb/01/frame_00033_pose.txt', '../data/biwi/data/hpdb/01/frame_00126_pose.txt', '../data/biwi/data/hpdb/01/frame_00283_pose.txt', '../data/biwi/data/hpdb/01/frame_00110_pose.txt', '../data/biwi/data/hpdb/01/frame_00010_pose.txt', '../data/biwi/data/hpdb/01/frame_00087_pose.txt', '../data/biwi/data/hpdb/01/frame_00187_pose.txt', '../data/biwi/data/hpdb/01/frame_00415_pose.txt', '../data/biwi/data/hpdb/01/frame_00173_pose.txt', '../data/biwi/data/hpdb/01/frame_00449_pose.txt', '../data/biwi/data/hpdb/01/frame_00219_pose.txt', '../data/biwi/data/hpdb/01/frame_00168_pose.txt', '../data/biwi/data/hpdb/01/frame_00249_pose.txt', '../data/biwi/data/hpdb/01/frame_00028_pose.txt', '../data/biwi/data/hpdb/01/frame_00481_pose.txt', '../data/biwi/data/hpdb/01/frame_00312_pose.txt', '../data/biwi/data/hpdb/01/frame_00066_pose.txt', '../data/biwi/data/hpdb/01/frame_00361_pose.txt', '../data/biwi/data/hpdb/01/frame_00472_pose.txt', '../data/biwi/data/hpdb/01/frame_00071_pose.txt', '../data/biwi/data/hpdb/01/frame_00319_pose.txt', '../data/biwi/data/hpdb/01/frame_00090_pose.txt', '../data/biwi/data/hpdb/01/frame_00253_pose.txt', '../data/biwi/data/hpdb/01/frame_00116_pose.txt', '../data/biwi/data/hpdb/01/frame_00167_pose.txt', '../data/biwi/data/hpdb/01/frame_00349_pose.txt', '../data/biwi/data/hpdb/01/frame_00102_pose.txt', '../data/biwi/data/hpdb/01/frame_00100_pose.txt', '../data/biwi/data/hpdb/01/frame_00162_pose.txt', '../data/biwi/data/hpdb/01/frame_00408_pose.txt', '../data/biwi/data/hpdb/01/frame_00214_pose.txt', '../data/biwi/data/hpdb/01/frame_00258_pose.txt', '../data/biwi/data/hpdb/01/frame_00235_pose.txt', '../data/biwi/data/hpdb/01/frame_00080_pose.txt', '../data/biwi/data/hpdb/01/frame_00434_pose.txt', '../data/biwi/data/hpdb/01/frame_00036_pose.txt', '../data/biwi/data/hpdb/01/frame_00431_pose.txt', '../data/biwi/data/hpdb/01/frame_00341_pose.txt', '../data/biwi/data/hpdb/01/frame_00467_pose.txt', '../data/biwi/data/hpdb/01/frame_00139_pose.txt', '../data/biwi/data/hpdb/01/frame_00290_pose.txt', '../data/biwi/data/hpdb/01/frame_00142_pose.txt', '../data/biwi/data/hpdb/01/frame_00327_pose.txt', '../data/biwi/data/hpdb/01/frame_00475_pose.txt', '../data/biwi/data/hpdb/01/frame_00482_pose.txt', '../data/biwi/data/hpdb/01/frame_00035_pose.txt', '../data/biwi/data/hpdb/01/frame_00488_pose.txt', '../data/biwi/data/hpdb/01/frame_00220_pose.txt', '../data/biwi/data/hpdb/01/frame_00308_pose.txt', '../data/biwi/data/hpdb/01/frame_00094_pose.txt', '../data/biwi/data/hpdb/01/frame_00279_pose.txt', '../data/biwi/data/hpdb/01/frame_00440_pose.txt', '../data/biwi/data/hpdb/01/frame_00128_pose.txt', '../data/biwi/data/hpdb/01/frame_00247_pose.txt', '../data/biwi/data/hpdb/01/frame_00144_pose.txt', '../data/biwi/data/hpdb/01/frame_00358_pose.txt', '../data/biwi/data/hpdb/01/frame_00386_pose.txt', '../data/biwi/data/hpdb/01/frame_00441_pose.txt', '../data/biwi/data/hpdb/01/frame_00068_pose.txt', '../data/biwi/data/hpdb/01/frame_00417_pose.txt', '../data/biwi/data/hpdb/01/frame_00034_pose.txt', '../data/biwi/data/hpdb/01/frame_00222_pose.txt', '../data/biwi/data/hpdb/01/frame_00088_pose.txt', '../data/biwi/data/hpdb/01/frame_00390_pose.txt', '../data/biwi/data/hpdb/01/frame_00296_pose.txt', '../data/biwi/data/hpdb/01/frame_00221_pose.txt', '../data/biwi/data/hpdb/01/frame_00439_pose.txt', '../data/biwi/data/hpdb/01/frame_00444_pose.txt', '../data/biwi/data/hpdb/01/frame_00211_pose.txt', '../data/biwi/data/hpdb/01/frame_00208_pose.txt', '../data/biwi/data/hpdb/01/frame_00231_pose.txt', '../data/biwi/data/hpdb/01/frame_00113_pose.txt', '../data/biwi/data/hpdb/01/frame_00160_pose.txt', '../data/biwi/data/hpdb/01/frame_00060_pose.txt', '../data/biwi/data/hpdb/01/frame_00107_pose.txt', '../data/biwi/data/hpdb/01/frame_00197_pose.txt', '../data/biwi/data/hpdb/01/frame_00332_pose.txt', '../data/biwi/data/hpdb/01/frame_00030_pose.txt', '../data/biwi/data/hpdb/01/frame_00014_pose.txt', '../data/biwi/data/hpdb/01/frame_00114_pose.txt', '../data/biwi/data/hpdb/01/frame_00025_pose.txt', '../data/biwi/data/hpdb/01/frame_00501_pose.txt', '../data/biwi/data/hpdb/01/frame_00466_pose.txt', '../data/biwi/data/hpdb/01/frame_00255_pose.txt', '../data/biwi/data/hpdb/01/frame_00480_pose.txt', '../data/biwi/data/hpdb/01/frame_00368_pose.txt', '../data/biwi/data/hpdb/01/frame_00181_pose.txt', '../data/biwi/data/hpdb/01/frame_00282_pose.txt', '../data/biwi/data/hpdb/01/frame_00402_pose.txt']\n"
     ]
    }
   ],
   "outputs": [],
   "source": [
    "import glob\n",
    "image_list = glob.glob('../data/biwi/data/hpdb/01/*.png')\n",
    "image_list.extend(glob.glob('../data/biwi/data/hpdb/01/*.txt'))\n",
    "print image_list"
    "image_list = glob.glob('/Data/nruiz9/data/facial_landmarks/biwi/data/hpdb/19/*.png')\n",
    "for img_path in image_list:\n",
    "    img_name = img_path.split('.')[0].split('_')\n",
    "    img_frame = img_name[2]\n",
    "    img_name = img_name[0] + '_' + img_name[1] + '_' + img_name[2]\n",
    "    pose_path = img_name + '_pose.txt'\n",
    "    img_name_list = img_name.split('/')\n",
    "\n",
    "    img = cv2.imread(img_path)\n",
    "\n",
    "    pose_annot = open(pose_path, 'r')\n",
    "    R = []\n",
    "    for line in pose_annot:\n",
    "        line = line.strip('\\n').split(' ')\n",
    "        l = []\n",
    "        if line[0] != '':            \n",
    "            for nb in line:\n",
    "                if nb == '':\n",
    "                    continue\n",
    "                l.append(float(nb))\n",
    "            R.append(l)\n",
    "\n",
    "    R = np.array(R)\n",
    "    T = R[3,:]\n",
    "    R = R[:3,:]\n",
    "    pose_annot.close()\n",
    "\n",
    "    roll = np.arctan2(R[1][0], R[0][0]) * 180 / np.pi\n",
    "    yaw = np.arctan2(-R[2][0], np.sqrt(R[2][1] ** 2 + R[2][2] ** 2)) * 180 / np.pi\n",
    "    pitch = -np.arctan2(R[2][1], R[2][2]) * 180 / np.pi\n",
    "    \n",
    "    if yaw < 0:\n",
    "        roll = roll\n",
    "    else:\n",
    "        roll = -roll\n",
    "\n",
    "    plot_pose_cube(img, yaw, pitch, roll, 350, 250, size = 100)\n",
    "    draw_axis(img, yaw, pitch, roll, 350, 250, size = 100)\n",
    "\n",
    "#     img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "    cv2.imwrite('biwi_out/' + img_frame + '.png', img)"
   ]
  },
  {
@@ -180,9 +277,9 @@
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "display_name": "Python [default]",
   "language": "python",
   "name": "conda-root-py"
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {