natanielruiz
2017-09-28 1ddaaf685a3c5febca32305fc588f982b5e4cdaa
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch.utils.serialization import load_lua\n",
    "import os\n",
    "import scipy.io as sio\n",
    "import cv2\n",
    "import math\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from PIL import Image\n",
    "import PIL\n",
    "\n",
    "from math import cos, sin, tan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.):\n",
    "    p = pitch * np.pi / 180\n",
    "    y = -(yaw * np.pi / 180)\n",
    "    r = roll * np.pi / 180\n",
    "\n",
    "    if tdx != None and tdy != None:\n",
    "        face_x = tdx - 0.50 * size\n",
    "        face_y = tdy - 0.50 * size\n",
    "    else:\n",
    "        height, width = img.shape[:2]\n",
    "        face_x = width / 2 - 0.5 * size\n",
    "        face_y = height / 2 - 0.5 * size\n",
    "\n",
    "    x1 = size * (cos(y) * cos(r)) + face_x\n",
    "    y1 = size * (cos(p) * sin(r) + cos(r) * sin(p) * sin(y)) + face_y\n",
    "    x2 = size * (-cos(y) * sin(r)) + face_x\n",
    "    y2 = size * (cos(p) * cos(r) - sin(p) * sin(y) * sin(r)) + face_y\n",
    "    x3 = size * (sin(y)) + face_x\n",
    "    y3 = size * (-cos(y) * sin(p)) + face_y\n",
    "\n",
    "    # Draw base in red\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x1),int(y1)),(0,0,255),3)\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x2),int(y2)),(0,0,255),3)\n",
    "    cv2.line(img, (int(x2), int(y2)), (int(x2+x1-face_x),int(y2+y1-face_y)),(0,0,255),3)\n",
    "    cv2.line(img, (int(x1), int(y1)), (int(x1+x2-face_x),int(y1+y2-face_y)),(0,0,255),3)\n",
    "    # Draw pillars in blue\n",
    "    cv2.line(img, (int(face_x), int(face_y)), (int(x3),int(y3)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x1), int(y1)), (int(x1+x3-face_x),int(y1+y3-face_y)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x2), int(y2)), (int(x2+x3-face_x),int(y2+y3-face_y)),(255,0,0),2)\n",
    "    cv2.line(img, (int(x2+x1-face_x),int(y2+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(255,0,0),2)\n",
    "    # Draw top in green\n",
    "    cv2.line(img, (int(x3+x1-face_x),int(y3+y1-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x2+x3-face_x),int(y2+y3-face_y)), (int(x3+x1+x2-2*face_x),int(y3+y2+y1-2*face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x3), int(y3)), (int(x3+x1-face_x),int(y3+y1-face_y)),(0,255,0),2)\n",
    "    cv2.line(img, (int(x3), int(y3)), (int(x3+x2-face_x),int(y3+y2-face_y)),(0,255,0),2)\n",
    "\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "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": 134,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = '../data/biwi/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 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": {
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Yt\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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hwZmfkBZJ5nddPDJqZ+X+y35L/1+vP/Qt+568Cf/W1r2IMnh07W5hZWB2x4Yzn1Qv6YabH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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f17506b10d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 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",
    "\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",
    "print R, T\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",
    "print yaw, pitch, roll\n",
    "\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()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "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)"
   ]
  },
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