natanielruiz
2017-09-27 43416c4717d2430c3e11f042294d12b781fee2e1
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_pose_cube(img, yaw, pitch, roll, tdx=None, tdy=None, size=150.):\n",
    "    # Input is a cv2 image\n",
    "    # pose_params: (pitch, yaw, roll, tdx, tdy)\n",
    "    # Where (tdx, tdy) is the translation of the face.\n",
    "    # For pose we have [pitch yaw roll tdx tdy tdz scale_factor]\n",
    "\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": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "TRAIN_DATA_DIR = '/Data/nruiz9/data/facial_landmarks'\n",
    "AFLW = os.path.join(TRAIN_DATA_DIR, 'AFLW2000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "img_name = 'image00559'\n",
    "img_path = os.path.join(AFLW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFLW, img_name + '.mat')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "roi = mat['roi'][0]\n",
    "\n",
    "#cv2.rectangle(img, (mat['Pose_Para'][0][3], mat['Pose_Para'][0][4]), (roi[0] + roi[2], roi[1] + roi[3]), (255,0,0),5)\n",
    "\n",
    "# plt.imshow(img)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31.4852903566 -8.4217829023 1.0273663191\n"
     ]
    },
    {
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3bvH8+fPdxTikUdwcnJCVVWs12tCCHg/Np2ZZimpkrihI0uTUVZupxHZtDWHB8ecnp6OojPb\nLVk2tqqvmxKAIsvRStBUJUSP7YexvNz7T7nwMUaEkkQkxqQUxZRAZHAW6xyLwwVKa7qhH8Vq0wRr\nLcCrQKMnYv2ocIVKkGoUux05F4G+a8ZWefaXox38XJ6CEOJvAhXw38cYf2u37b8BVq81fDmIMf49\nIcS3gP+RUcD1DeCfAV+PMfp/3TH2PIU/J0IEKXC754AYFf6QAawPdOsrxHaFvX7C1aMfc7osiDLy\n448/YjaUHB0dUVdbbN8xdGNJdN+01HWJSlKUHEVEfIS6bXDWs1gsQEkSOaEuK4zSbKuSKCCfTVme\nHFG3hje++R7zu3fYbjY0j8+hrHl+/hxzMkMv3uCv/ZVvEfuSvrlhfXVG13XMlgvOzs6YL2dMJxPq\nmwbvA52LSJNw9MYdlNaUXcNiOqOqml1rOri5uWE6mfPGvTvUw4CXinQyIfiBNHrWLx7z/KMPSQrN\n0ekd5gfHzA6O+eDjT0Ao7r11H+8jUacYk4wFVs4znS+Q2uyEVg2J8LTba8rLM1xXE0JgOj/E+kD1\n7AEgMUmCSjPOri9BSO6//Q5RQDq7SzotQOndfSoRjOlFhcDals3qmjxRHCxGIZntpiKbzsbfWyn6\nzpIWk1EDMiuIUuJ8xEkwIhL7itC1owGSKSJfMjk8RRUHyMT8QjyFn+spxBj/b2D1U5v/gLHRC7vl\nf/za9n8UY+xjjJ8AHzEaiD2+BIyMezHOK7sVQ7eh8z03jSVZHiGygqvz52Sx5/DggHK75fLsnLMX\n53TdQDFZcHB0wvHpGyhpGJwd9QmV5OT4lNM7b2BDRClDv1MprtvmlZZi1Tbc3NxwMtdcP3tEW9UU\nxZL88BZquiCf5qzPn6ObDednL1DTA5jeZnb368R8BlJw+/RwF2EXzA4OSIpxStLtgn/eR6bTKdZH\nJrMZaT5hulxweHRC1dR8/ODHKCXI8oS2G6nXIk05uPsmJ+9+AxvGPhA3q2uur864/8ZtUiU4f/aU\naDv8MFKVJ5PJKDc/WPxgscMA0dP7iE4npJM5aT5OH+rNCh0GFse3iTqh6gaavuP0+ARnBz744fcw\nBIa2Ilo79tcMjhg9Ibqdp+KRJqGYTuhf80KK2ZS+7zFZRpqmKKVetdJ7ydMY+24IQKBN+iroOlLR\na/q6IgztL3wd/XljCj+r4ctd4F+8tt/T3bb/H/Z9Hz4/jJrAghgCQkgIEdFtkK6j6VuCVhwtb9Ff\nP2WWJ8xJ+MF3v8fZ2dkrGXIRA3mec3R0xMnJCfPlAYOztE1HQOEiJGnGbK5xMRD7AZMm0A8YY1BJ\nwrzIaIeevroimy755Ic/4r3f/msc3LpLJQV2WOOGG+qzh5xJTXZwh2R2G3zD8T1Dc/0J0yzDmLFS\nMDEZJpug2o64rRjajhgERTpnMsmQcnSvkYp0WjDxgZub5zx58og7b94nSUYOQ57PCDLhjfeWFIng\n+fPneO/p65oizTg+nHOzqdmsVkyOEqKVuBCJQiKiwDuL0gbXDzhpKHRCWszo27F83PU9Q1uRTg5J\np5HQVFT1SNV+9637/PjHH/DjH3yPd37r3yS4Dq0FRplRpCWOJdUBEFJQFFOi7ama/4+9N4+1LU3P\nu37fuKY9neGeU/dW3Zq7qm23h8TDH46n2IoYDELIBBrJmIAVIRJhxCAhUCQQSUAIJ0gIEskRURRL\ndhQTiCyLOCQxdrAxdowH3N3uoaqrbt3x3HumPa7pG/jjW3vfe2vovlXukG7nvtLWOfuctddee+21\n3u8dnvd5VpisYDQa0folTdOQ5/luMrVtW3KpEVISQkBbTehaBBJtE+qy7T1SRLpmjc6rD3U9/b4s\nbmloPvzrfiLG+G0xxm+7cuXK7/cw/uk0seVYHH5GUmtt09BuNojgaJs1VWEhtHT1kot7d/nipz/D\n+ekFbd1Rb1qsyRHSUjeOk/vn3Ln7gFXTYLKSyd4+V46eIR+NkdqSj8aU1YTp3oysKBhPJyiTJOXH\n0wnPP/88xaigzDJmNuPGF95AWcnB1WOyccV0OsP2NUYETh+cI7MKWe2jqhnTw6t0USOkpShmLFuH\nLApG4wnVeEQIoAax2abrkVqRFRXSZqgsZ3ywx7XnX2BVb7h58yYagYhQbzpkVtFIy5UXXkGYHKkS\nOnGzXqG1ZjwqU21gucJ1LVKAbzskoKUaGK/TCu0iSFsglaX3kSzL8H3Hqq0RWiVsRlHQNA2r1Yqv\n+9hruK7h5PZN6tUC33f4rkmFxxgIIQ1R+QA+BEbTKWU5Yj6f07vAaDRivWmGaCApZ8UYE6pymJcI\nzid4NgKHIAqVRridQ/qObvXuYP+D7aNGCh8k+HIbuP7Ids8Nf3tq/7htIADFBbxzRBRdV1MqQUFH\nc36Xxd2b3H3rLerLc6bjPa5du5ZWY2NouhatDQFo2xbnHU3bk5UFNi9RA80XIoWv1mTkNsP3PeVo\nhLYGmRmyqsTKMRJNFTNuPphzdvuLvPixV9i/epX1xQXtesVB9DTLSy5O77F/dAWRV8Q4JYsQXZKO\n01nBqm6x2pAVFTEK+rajmk2HnFljjaVpW4QxCCnRasKzz7/E2ckD7t26zbXnngcETdNhioKmK7n+\nsa/nzc/8LtefOcD5kGTt0Oi8xESJ6zp6ZRKsu22IyqGkASWJvicgUFJxdO1Z3qlXhL6m6XpslkhS\niswkijklubi4IDOWV15+nd/+zOeZ7E3oXM+Va8/R+4CUD9GGUsoETIoCbQyyN2zalmo0YTyeDudd\no7RGhziQvPZok8RgggAREhrTZBrocK4h9i1RPzlL40eNFLaCL/C44MvPAp8UQmRCiJeAjwG//hHf\n46l9ORMPf0Qf0m99j286XMwhaiojMPUZm9tf4O4XPk232pDZCX3fc+/OXW7cuMHt23eYX654cHaB\nEIb9w2Oee/5Fnrn2HNPZPkIplLbkRUUxqsjLETqzZEXOaDLh8PCQ2cE++cC6HMczojTsZRnXSkV9\ndpvV+oxsPMZOj5iOppzcuUMWWjYPbkOzJs9zQjbCl/sIaYlKpwKbTkxJo8mYMi9wbZe0GpFsmjqF\nqFojrUHlligzjE0TjP2m4/7N25ggiF0CWFHMmF55lsNnn+d8sSZKhVAZwmRIm6UUoWtp6zWuT7qU\nIiaBGt/1RFcTXU8UEKRh7/AZ0BlCZ0Tf4dpNep1Jef54NOPeySnCZHzzJ76O1eUZksjlxVkalhru\nQNf1RJlmQ0II6CwbRs97YowUZeKxcC4pcRtjdvUF7z2R1N0IMdWfkRqtNVqAdw2x/wrWFIQQP01S\nkT4UQtwC/nOS+tN7BF9ijJ8WQvxN4DOAA/70l+s8PLWvjEmlIKSQ0jnHuoVSZVA3XN5+m9O3P0sR\nOnyAB6eXnDy4TTmecHBwkNp5kxnT/QOKcpQm8kSDUBIjU1irtSYOUYJzjkmRDyF1YLVapSihLIha\n0sqMXAasCIxkz0Wz4uzsLi++8i1koyXZwTF33nqL43YFtWF1ecJk/xU0Y4LJyb2jdT0oRVYWCCEx\nyjAajQht4jE0WiKlZr5aUk2nIAXBBbIyx4saM4qsO09XN5yd3GN8/AxdUxNGe/Rd4LnnX+ZUQ71c\n0IY10hZpDDw3LNc1bduTBbBZRNuMKCXeR3COgMBLTeM68nJEmB2kcxFWyEzRNTXWWsqyom16bO65\ne3LG8V5F1zYs5xeMlaZpNpTVDKs1UQk6SLJ5sUMgMHkOfU/ddDtqtm2BUesUGfnh+5BKEYMYBH7S\nwFauFXmW0bVrCO6Jr6Uv6xRijP/6B/zrfQVfYox/HvjzT3wET+0jWwzbYk4atumaDV23wYeesbkk\nrOe41Zz7t08RruT+/VNu3Tmhj5JXn3uJvYN9qumE2eEhMs/RRZZCU5vRiTSPL4TADsWsPEvkKqbM\nIXha14IU5AeTVOwUEdc2HCxP8NMp90YlQV9jcuce43dWiOmK2euvsVxdYL7wWeTp2+SF5bKOGJ9j\nc0WINW62R2wbQr1JYXuMeJPhRYY2I7rLM5QFKyNWGrpNTbl3QOM7RIzYsqCLHRkjwjKwrBcwNxzl\nz7Jen1GMJzSNYe/Fb0Lcf0C/WSJdD5s15ShPnAbLNV2zwXtPFgJFNYLgCZ1ERI93NTqzeJOhZ8c4\nCri4S/QNrjmHzZpxVaFNiZpe4eR8xY2zlhevv8Tdd97k6nSCbpZgM2I+JaiMuDxHZSU9+TAIJgmx\nRgY3FExzNvWacjQGEmRVa5UmTX0S3d3qSPTBUbf9TmGrr9dPfF09RTR+DZsQ21qjhOh3oSQEYrtB\n+J6TO7fxrklw5Xt3qKoxB8dXubq/h7YGWxSYzKKsRSiVVkHvdwIj29VJa53aZlJSFAUieIwzhOgS\nv0KMKJW2E6FLcFxZoa1GVgVu03N+9oDR0TH66nX2j59htVpwefNtZtOrqD613UwxhaZO48UxB9cR\nfcD7gMlykIpGq0R6UtdMZvvUA6qwyEvaNgF8lFIEZbA2R0pH0zSpcJcp8qxASmiahtlsRmck7XpJ\n6No0/lxUjNHcP32AdIEtlCfPczrXEbyjKMs0cxFTFDXbm7BaPqDrBEprQtOxXK9RFvJpxWw22VHW\nHx4ecvPmTa698DJyU6Ntleoj1uJj0vcUYqB2yzOET5wUWqXbtWkaKpMhpEARCUrRdV0aqR5SkC1T\nlfepACnEk+Ocnw5E/YEwSd+0+KYF3yGDw/qG5uI+br2gmV9yev8eR4cHvHD9Kof7U1SRU02nTPb3\nMEWJtBlSGQISHwU2z8iKfPfQ1pAVOSazRAGemFqTwwieCyGBf2LEVgYhA77rkESEFkQduJzfp1vP\nsVeewc72afoO0S5YvPM5/MUpOkpcSBwAUmUYmyOEQhmbBqKUJMtzUAofk9z7er0mN5bF5ZzoHVYl\neXptM4xNdYJt+jOfXyAibNYrRBi6BiRkoTQaYTWth8ZF8tGY6d4BeZ7j+4Z6Ncd3NVopFJHNeo3v\nOoLv8X2HFpKD42NsWSGURWc5yuS0bUvbNFSlpSzLhI40GXlVcn5+TsTT1xusTFwUEHbaklJBlmUY\nk4qE2iSGZ0gTrdtuiFFpKGwbKTwqYrt15OpD6E0+dQpf6xYifdtRbzYE3yNx4Btsv2Rz/xZufcHp\n/TsQArO9KWWRJdGXyRRbjdDliKg0YlvQG0+YTGcYnWFNnjgVs5I8K4dQXg6ErAV5XpLZAmU0Uip8\njLgAjatBOLrNGi3A5AZhoGuWnN9+GzPbp7xyjM4LrG9Y3XmT5e03kW0gszOkylA6w2QFaI3SBm0T\nYEpoxXR/LxU7rU3nIAaqIsM1DUqlVdEYg8pyEBqd5wgUVhtcUw/aFTUiphXZC4myNu2zGNO6QB9g\nPJliVRKNdV1Ls1kTvUOKSPQtm/WS0PcE7yA6dF4xms0QWUEdIn0EbTPatiZ0DUVudzWYohzR9B2r\nxZzQNXSb5QAl12itSEOVD2/yiE8CtHlBnuc7PsjoHSIGrLWpNTk4hy3AaWtCPvmt/tQpfA3a9mIZ\nBqRxXQe9x0oBvkfR0pzfwy3PWV+eUa9W7B/MyIuCajxif38fMxqRzaZkozGmqrBlmVpyeYEwdoc9\nqNuGtu+QWiUtRZlWbIRCW4OyGVJbTGYxxmJtRlAp3q5MRr2q0XmGLA1lZQn1kuVmSbl/RD6Z0nY1\nul1z57O/S6g3hNYjdYFQGQhNlo9A6sQZoA29d0ibkQ1U6DFGgvNUmSV0Lb5PBTUXwAdJVo0oygku\npBUT11MYS9+1bDYbhJSYrMBHwcb1aJOhbc5ysU6p0qhiPB7jvadpGpQIeNdB8BAcy8U5vk9OY912\njGYH7B09g7AFdefpvcOoSHQNIibkZxSSxWKFEIJ6s0bGPmlwdF0igNF6CPnBh56ub/C+p/eJxDUr\nKorMsFktEDEdh1Jq5wxSCskOKRlCIIinTuGfEotE73FdDyGmsV88fbOkOX9Av1lQL+dkWUZRjimq\niqwapcd4jC4qpLUIkxGkSuPCUoFMqshFUVIUJVob2rbD+4CUCmszfExDRz4GYkxEHz6k5zpPlXLp\nBTpKmtahyxIpBXkItItTjp+9Tja9CnrEtCpZn95lc3pCFnt8VHihQBiQOkGVlSYKgRfQdA5lDUWV\nwvHl/AIRAlVmEUSUloQIwmTYcoTOEkTYdQ2ZkMwvziizPA10tQ1RgM4LVJYTQ4I4T2djmq5HG8vB\nlWMOjq/hheadG2+B68iUguCJvqetN+B6hLa0AXReUUz26YWg7lq6tsG3a1aLecrxpSYCWls2qwWr\n+QUGR9c1ON8RgkMMkULfp4Eo/YhsfYxxB3leLBZI4s5BbtWlHo0StsXHJ7WnTuFr3Nq2xnc9SqRh\nKL3F2Lc1vm1oNjXV4AhMNSErJ+TVCFOVyMwQdEodsqJEGIuPgs4F2r6n954AdM4RhSCKJCviY0Rr\nk6IHkVSnU9ir0comRF1QqKixuqD3ArRJkUSAzd23yA+OUtXdjJLkfZlz+81PI+nofRotRqXUQWqN\nUClKQSpsWeIDZFnBqCzZbDacntwneM96vUx5tDb4AEJatEkiNABNvSbTir4b6MrYOpA09NSslszP\nToHEp9g5T905dDFmevgMMgYe3Dsh+B5BJAZPW6dORe8jbQiovGSyf0BRTuhdoGk2NPVyhzmw1iKN\nRQhBmWecndzBNetdSpDSH7WjXovRI1WqM2yVqvu+Z29vj3q9om3qXR1CCPFYTWFXYxD/+MFLT+2r\nwYKj2SRQStd1yAib9ZJ6Padraup1UmkqqjE2H2GLClMU2LJM+bY2CG2QRuMCIEVSTMrSXEEIDNLq\nFqUMUurdI11s6YJLq5AkSpEeQqKURgWJayM2y6mbNlXHfcS6Nf3ZGYfXXsSZEX0UBN8yPzthc/9m\nkl2PAoRKQi3GppRlSxIhZUL9DKvfZFSxXi0Ig7Zl0zQAKJuxWtcIlYA+ZVmyXswJIdC27S5M77wD\nKVHGUpUZMfQs55esViuEMqAyugDS5jx77RpaSy4vLzFKYLUhBk9db1iuNzgf8RHysuLg6EoqDAZH\n1zZYox7rBnjvqfICSeD89B51s6FtW3xIHZSto93d6HIQeYlx4LmEoyuHrNfr3Yj3o1HBYzWJp8xL\nf0AsRBCCICI+RqSQSXfIe7TSrJdrQgCNQApPbC5gdQu1eJt51zNfrqiKjFJFxpmkqkbo8T6+moDK\nQEoCcSByJP0c9A901GmKrw9IMdB5CZ8k6JwnxkAckHShD+AdMaZ83jAiyoBTm5Tz1oLSaDrvUGNL\n6SLv3HiTV179OM1Lz7N4c856Mac9OeHyjTexSqDHe0QzxskMH7rknEIiRN1IidYZ0SqkzCikRZiC\nyy/l9tIAACAASURBVOWS6QikNbTrC/LJBDG1rDctOh9h8jGFczw4PWc8ntL5BeVoRJbl9L3A2BEO\nTW4r3GaOjB5XrzC2JDc5be+Qk30Os5KLkwecn5yxf3hImWcsVkvy/ibC7+FHB/SqpDh+lWLTsbz9\neayvmV+8QzU5wJSHRC8TTTyaSTnj8uwUW54m5m0pcVEilEFqi84DgoCTOjlDKZFS0QTIRjMKH2nP\n7qX5lCwjGoOLASUkwnuiDwT/5E7haaTwNWQ+eCIRlRLOhGSL6YIRBILrqJcruqZFtB7hI6MyDTDZ\nIhUUZZFy522omYRP5ZCHDqxAIQzpgiIIUp1huBh3DwAphnaXQgyphCCRfwTibqV6tPAVY6SQDlzH\num55/tVvQE+vkI/36LsV89MbLC/OMYB/ZOXTOmH+lbbYoeuglMKFBPmdzvZRMk0ephHrQdYuQp5l\nRJcKjYdHR3S93xGfOJdGl7fnb8sDqbXFZjnWJnKTVAS0w+ptme7NQCpOHtwfSFJKVpcXrObnuGaD\nGgadjo+vMpruEXWOjhItNH29oRj2HYWgGFVs+pZuvcZ3DZvFAtescV2TnLHSaJMg5ABaSZRJEOiU\nKtk0DVkv8a5NqU1ITiAKk2ozH8KeOoWvIZMwtNEEvu3wXZccQnSo6JNYSd8R+45uscYKjVYZ0eSY\n8QRVjRFZhldiSAeSSvHWMQCIYbpu6zAE6l1HsLXEXyiFRhmd+uAqTewhUhqBELu/bYtlfd8TmzWZ\n9FxcXCCqGeNrr3JeO/ZmY+a3v0i7WuDqFTI4fN8l5yIFQmui0sQAAkkc6N+jSM4hqxIzc13XBOfx\nbU+7qZEDwKjrk05jURQ0dYdzjs1mQ982EH3qXAw3c+89q02NkJqyqpBENqslWltGkzHKZBweXSEI\nkYaesoLMKurFgtXFKb5fo/Fkec744BmcGVFkJd2mpq2blFJ0LT2BaDXZdMqDk9s0qzkqtOAH3gXv\n8S7SuZAwH0MqsROpjUkLM88MfduB64l9P4jKMnBNmqeFxj9Qtk2jIYWDEQgxDef4gCAicMS+oV4t\nEd4jek+7rMmURZsCW03JJvvoagJD7z/BIVPxLgqRugjIJF2mVCpoiSGPF4oQBYFI9T0/TPU9P0yA\nXfFRMLQqt90LNexDD/szmhBCwgk4hyIS24blxSm9kDz3+jfibUXXNZTWI7uG5vIC0fe0683Qp5cE\nNA52kYfzaTDKZGmAKiuqHb9A9J6+bcm0Ibi0vZSS+6fnHBwdo61J0URd07sOEQIxOILryYxJUG8X\nWK1rpJTkuWVc5YlkdbGimo4JUnF45QohQt92HB8fI2RkPb+gXV6A65Ja9v4x+fQK63VN9IFMSfpu\ng+vb5Hi14eDoGBEiq8sL+mZNbDeEdo3vE3RbCJXqrCJFXF3XoUyWqNgAKTRd1+G6Dt9uUDHucBhR\nJObpJ7WnNYWvZnuEL0GIxA0AQJeER5KISYfE0dYL/GaFcY5+XSfEXl6gsoJyeoDPCoJQKKWJiFTR\nF4IQHJF+UEWGMLyXBIRMb1h+97+yO6TIDyOITP7ov8mXs+XP/2WidIT+IbtQpg3OGfYmJc285u7N\nGzz/6uu89A3fxG/9g/+Vb/nYc7SX56xMzuzwCBWTTF0fBEZriBnKRyBFID4OHIUDN2OeJ+2FxEAF\nsXPoLCcg6J3DZjm5NpRlxeLykvF4zGa5AkAZiXc9UmqMzhiNFevVinv37rE3mzEalXgEy/WCsImU\nkzF9m3gc67ohE5r9wyNu3r7DZjlHCSgne0SpGO0dsXhwB6kVbdeQGUVZFNRtTVaWSJ2RlyPOzs6o\nRhNiEGTjyRAlabICpMqSPN8Aid4WDz2KqpxQNj2XF3P2r+yjYsD1NWiJ1oronhYa/8DZLvjzga5p\n6NY1Jk8zD941rJcXKBEIXcv6coExGcrkqLxCliNEVoG2IAwmPlRxTiG4Icbt6G1g9t3/6gccw4fj\n0hn/s//ul93mU3/tv2FzdIWXX/86bn3uN7lxco/r05e4vHcXYUuuvPQaQkratkdXGcpYfJtCf2OG\nISBSq9I5j5Zi+Lsg+sB6vmB2mKEySx8DSljmixXPXLvGcp5wA4TAYnHJdDolRkfnAtrmCK3RxhJ6\nx2oxp69XlPtHlMWIuqsTWCnP2d8/5MH9ezyYd+zv77O3t8f56QNyq/FZlpCO0ynd3hTfdbimIfNJ\nlr7fpLkNY0uOrj7PzX/060h5k+PjY4LvqWb7CJMTO5E4I4SAmL63EAEhESLgdUU5E1yulmxWKySB\nvBjT9i0iioedmyewp07hq9ne73vserq6QZI6AjImJxG6DkNktVrSrNZUusCUOflohKnGYHKE1Igo\nUxGMlBrE4Jj8kX/pfd9+8Us/M/w2OIPvffi/y1/6qVTMEgFCCu7H3/8nPvRH/MSf+E8eefbH3neb\n9ubncG3DelOTFxlaa9o2OTFtM/q+RSiJtgbh0++xCxipCT6wXC4ph2GhZpNITdfrNc8++yynp6cY\nq3Chp21rcqsJQtD3LnFIlCP6rsU1LVpG1qsN2aggU4Km2XAxX3BlOuX44Jg7l3OWm4bp3gGrxZz5\n2X2MMQilMTpneniF+3duJwKU6AldS2Ez1puOqphg94/YP3qGd976PEWu8a5BBI+uxhRlRW/LVLMZ\ntClB7FK8zgmkLZntX2Fxdoc80+S2w0SN70EVxRN/J0+dwteSDVDbrmlRw4oRQsD1Ld73uL5lvVgm\nHYJJhbY5eVmlFUbplBqEwOS7/sX33f3FL//Pu9+lF0OLMtm7C1UhBFJ2EVFDJ2PzSz9JCJ46NuAD\nOiGfoPe7Atn+D/2HH/pjZ9df/7LbXH7+l9HWokVBXG/oXIdUaaLz7HKepOGLnDioWy3OL5lWJVWZ\nU7cNPnh83+NkRNmcECNVnuO6nrIsaXyDJOk/tMGRj4okZdc7Vps146JgHBWb1RznHFePr/DFN95k\nPN1g8grQ7B3sc+fWO1TW0DapIDrdn7JcLzAyga1eevlVbt14g7u3bvPqq6+wWl6guhaCIy9nCJPt\n1orUJk7PbDmiXc8ZT2c0y1O6pqXThiwfY4Sidl9BPgUhxF8F/gXg/iMU7/8F8CeBB8Nm/1mM8X8b\n/vefAj9KAub/WIzx7z7x0Ty191iMQ8AQeny9oasvEapDilR916ElLi/I+jWslyxPzyhkRpcpYpFz\n/Mn/4H33u/jVv4NUguA8znUoIZBDAS+N3ka215wQ8jEHAaAiOw0FoeOAr08Hm23EDtgkiaAk3qUu\nwuX/8uMEMnrVEWKP6ALN0jN95gVmH/t6fuU3f4fv+uSPfujzNHvtu77sNstP/wLWWlzXoEvL0rWY\nzNCvlhgl6esW7WXib5Qw7zvKsqAwoPE0qwVFDp3z9KuOoigwlaGpV1xs5uyNJmQUtOsVmcw5vPIs\n907OeG5UYXRgLg8oDq9zfvcdxrml7zt8dKhcc7lZMJmWFIXg2aN93vjMp3hmb0I+m2KNonYb7KYl\nZiFNtFqBkhqIQ+F5iVJJlbqcTLl35zbRZrjMgZIImT/xuXySSOGvAf8D8Nff9ff/Lsb444/+YdB9\n+CTwDQy6D0KIL6v78NTe33YOgQDOsVouCUOxrq5r8sKyWa9wfQvOU6/WfOd//dMfuL/5//W/I0jt\nS2AHh5VSpvcZcPUpKni8fvClEHFbPEKMA/BJJxYoHCBIEYVKaD4XPEomBmmbGXxsyLKM+/fvM3n+\nZf7Qt3wTv/Ln/n18fcaLr7zIO6vAs9/6vYyvXieTHrc6Y+8T3/eRzuf4G77/y27ze3/rLzHNDMaM\nUEImCLmU6GJEhmTTJq0J1/dsVoGiSFJ6603LYrNmPB7RdR1t3zHbP2DV1JzcPuGFV16g73pmsxlu\nfUE9P4eioOs6RkVJ62HT9UyLEddffIXb79zgzbe+yLXnr1MFjxaCxi6RzqJjwCpJ7z1CKIxU9FEQ\no0QJTTWecXClZb1eI42mrNRDbMkT2JMwL/1DIcSLT7i/ne4D8JYQYqv78KtPfERP7RFLeWNoO+r1\nCu97RPQ4N7TPguLwE9/5vq/8nf/2x7j6/IsU+1chG+NNtttl3CIUU4ku5ak7uPKj7/3Isy/hFLYt\nQiETbkC4BNONgl3uK6REDtBoEdnVRLQydG0g9o756X2m157j2se/kd/4h3+H2eUls2LMxRuf4srB\nIb3JkKNjFm/8FnmeJ+Wrpk7ApuGab9uWGCOH3/xHP+zJBuDrfuhPfeD/7v/WP0C5FqUEUhq6umVT\nO4oiYzrZ43y1YrGpqaYT6uUK5x1HR8fcvPkO9eUaMckZFQV7e3vcXy+JQzpSmhwtFW0QBGUY7R/y\nwisf49bbX+T+vTtcFZE1HlMeJf0IBUInMV+tbRKUMTmont43qKi4cvwsnNym26zJtULpJ6d4//3U\nFP49IcSPAL8B/Ecxxgue6j58RS21ID29a6nXa3KtGT3/8vtue+dv/ff8o1/6+2QhMhuNsFGCzBOi\nTaUJO4AYA2GLdotx1+5EiI9A1J/MWpvSh6HGkVmLCALZO0IQuL5HbnMRKVAxYqSm6z2lzgiiwypY\nnj+gmI45evlVJp+7zp17d/nEx/f41Bu/y/WXXkUcvUQdLKZrMcakVKBNyESB2KlAN03D5ad+ESMV\nzvXcu3uXyWSUho1sjtJJG+Pqt//zX/JzxXdVesUfitz9tZ9N1GjGUkwqzs7PWfQt04N9JrMpm9Ua\nh8AUOfVyRWEts8mMZrUmH80QUpKXI2w5ThOWbYtuWoqqYtH19FEy2jtAVWOmB4c8uHODzeWcqwf7\ndKsF2kiUk/i2RuclSkCMnt73aCUgSII0bOoVo9GExXlLV9cY0zzx9/lRncJfBv4s6TL6s8BfAP7t\nD7ODGONPAD8BSTbuIx7HHzh7yJUwdJGkJgOyd2138fnfJcSG9uwuajXn8q3P025qDg4PEVph8wna\n5CidEVWGRxIlKDxBCIRnQCw+nirseP4GRNz2WN49jr+l/AJ2UOE4vMYDCNJwlI+JVDZC8D5FKn2H\nVxEhU/HRWkvAs1gt6Fdzyqsv8eLrX88XfuOCxcWc63tTbn72U7xyeB2nUxeh6zqMlglevFrBwGys\npcIojQ+BhPMKTGcz+q7BSMWqXjEeT5FCcPf//jkANgPK8Ot+8Efe9zt5tBXb+4h0HpQnxMBkPGZe\nr7lcLBmNRuR5SVtv0FKSVSXr5Yq9g33OTx4QfQ9eYW3OdG+fy/MzlDRppHtvghVQ1zV2XHD1hZfY\nrBbsH17h9OSEUmvsFTBGEAjIgfVKRjA6Q1pDCFvfLpMuRdDYfJQEaMST32IfySnEGE92J0yIvwL8\n3PD0qe7DV8jUsLK/3+r94LO/jVUJ6iy8J3Qd7XqTZiJk6l/7KHFBogJIqRLLrwzEkGDIQqQbxm9H\ncyENOA1OQb2PE/gg21GBDTBcFzxCxgGtp4i9281C+BAopEIRcAFcCNggyG1C5NXzU3w55rVPfBN3\n3n6bjo6Riqzm56xPT8ifGaG0xjkHUZBplZyKTwAsbSzGGPrYp+NQAlsVuIGXoCoKguvonOO5P/JD\n7/t5fudv/o+s55copXjhlVcfa8VKKdPcRF8zKkryagTGcrlasT5fUI5KlDI435MXZQJS2QxdZNSb\nBVWmkQLG073UyagbNJJmvaIoxvSuofOGajqlGM8ITc1k0rFcrnnhuubWO1/k+quvobKMZrOGKBA5\nIATKaIRUdH0EmbAa1XSP9XxO12ye+Nr7SE5hKwQzPP2Xga0i9c8CPyWE+IukQuNT3Yffh9WrS9ar\nFYfPPPfY3698/Fveu/EPPvz1N/7cj6K0TfDkQXYWKdK8gExIv22UED9qzvCIbWsRciABIQxdjCH6\ndjEkhKRKA0Gie/w9QwjIELAKQt9yeX6X2f4Rz736TZz83m+iuobF/JLFvVuMj56liw/ba4nuXNNs\nIcMxUZo55wgCuraltBnaGrp1zfXvfq8juPfrP08Igc0mFT3LxQUP7tzj6GDK6e3H1zSpUorS1Svm\nTcsoCux4mlqB98/YXC6ZHR1Qx8ByncRhu7Yhq0ZcLi7oqtS1IESqckz0IXEyNEmCzos0QGbynGq2\nh19vEHVHPb9ABI/rau7duc3VFwuEtnRtgxIaowJCWaQqBwh3REiwSmOLSN8tnvj7/Ki6D98nhPgW\n0jr2NvDvwFPdh6+0ub4H7zm7dYO+WWGloG9bpIiMipLLyzuE+RnPfs8ff+x13/Zn/qcvud+L/+fn\ngXQzS6VSLTCE3dxAssdvXPklqtfbQiMD84+QQyQyRBDWWhhoysO2U0FMxUehkTKipUS4jtVyycY7\nLi/nvPja65y9/Qay97im5uz+CePT+8hxTp7nSClwfdJE2KYzbdsiB+ZpFz3PfesPvud4b//yz+BC\nRCsLCMoso+89k4ml7nqmewccHBxQrxdptPwRM8awCT1t29DWDZu+YxIFdjTmyv4BF4s5m9UGVVo6\n1+/OR1bk6I1iuVwm+XopMXlG3uc0q2Waz3A9WpoECQ+Byd4ecbnG9B1GwM0bb/Hcq6/xe198i+mV\nY8rpQZoERSNN4rjwVqFMiXepdeVCIMtLZPwKRgofoPvwgVfdU92HD2Hv4ksQQiTugqEQKNse4yHi\nEcIQvMM5T1mWdC7i6hU4z6d/8i/QX55z9603KIxkVBVkx69ycHQVWVboyRRhUp9aRZh9+/d+qaN6\nX5v/4t947HncTilKsFYTXeJW0CgQqRcppdrNUrgo0pwC0CiQRGxMiMiQSTYhsTzl0mDXK2587lO8\n/M3fzrf9wPfwhf/z73I0GfHW//vrlMFz9Tu/B4/BVlOcsGQvf9N7ai5j4P6v/Rx3fuVv72jPt6PS\nVhjUgLtw0XNxecrx1WdYrVZkWtC2Ndc//hp3b93k8vLysf1ORgfEPiCFxccz5ufnrJeXXLv2DPX+\ndYq9Cev1mtA6ntk7ouk7oo40TcOVyYTzxYrVssEWJVk1TZyTrmXTrpFNRzWpcMEQvOHg4Br9ekOk\nJRjP5b05l2f3eO5gwm/+0t/jG//wd3D1xddYNSt6XWJyQwwdRE1mM7yPaYw9RmQ+e+Lv+imi8avM\nRATXO1APV1oEO26+nQZD75BD92AbQps8xw7FgB0N1zBmK+O24wCXv/YLw40LInhi6BE7efSk4TD7\no4+vBdPv+yTET+6e773ruNe/+JNsa5ZRPIqATINIkZj0JoOCJk14bmXPYkyRgu97jFKEAtR8yeLN\nW4xff5XJ61/PjbMTMqVw79zg+Mce4g3KR47h8jO/SKgbui5FD/T9bhDLWrtDVbZtS1EU9M6R5RnL\n5ZLVajUIp+R0zuOi5Ojac+9xCn3w6Dyjmk5RElzXsF7NuX/7hEksOD4+ZjadsFguU3t0OBfGGJJ2\njh70GHpAUVUVrq93PA7eR9AR7zqELZnO9mgWZ+i8IssL1qsN+4cHTMcTPv/Z32P/yrNoY1kvF4y1\nxZpUXxEicWYQJc4FwofIEp86hX/S9kjXS8IA+nmILEyO4JHNRcIC+N4RvEcER9+1lGogSBGkGYct\nH8LwiI84Bd61z+177X7GyOX/8V4Q1Oz7P/nICx7fQfV9/8aX/Jjzv/dXhjpGAB0T8IbUudiKmAgh\nkqai7ahcwJ88YHP1GqNXX+Of+YEffs8+L37n1xDG0oeOIlcoXyOHekJdp5FnrTVN0+z4B7TW1HX9\nkLRFKUajERcXF1y9epWAopzs0axXZNqwf+XosffsQ2J8NkqjhKReb8i1Znl5wYO7dxDecfXaNaoy\nZ7WuUTYNMSmjidpSjS3zxWJw7D15nmGzCmKSpUso0GFxcI6iqMhHU5rOMZ4e0NaJbevKlQM+9+YN\nfu93f5tv/tbvIEiol5doY5F5lmjnhURIhZSB8HRK8mvPtg5BCEFXNzAa8nildpx93nvUcPN33cAS\n1Lf0fY/IbcojjQKlKctyR+aZbrxh1DbERNYxiI4wOB4pBCnklzuSjb5P77u9YR+1+S/+VFp5fQ8E\ntJD40CdgkpaMvu/femz76R/7k1/y8z/4mR+HEGk2NdrAS3/qv3zf7X71X/sBsu/9Xl77w9+B72qE\nEmidJj611Hjax/QPjDEURcFms3mEOSl1OvIBZam1Jssy1us15WiEkIpiPGVxfs715196/ACCw2Ql\nbRsI0pCVFS4GqtJxulpw850Vo1HJeDphPCpZbxr0KKNr+zQD0bdYa9nUK4oycTqU1Yj1piYzhq7r\nqIoSH0LqsChJMZqybnpEu9k5byUExwcH3L93i7OT5zh+/nnWTUdTbyhMjpcapdN3L4VAfggxmKdO\n4avERAQpJL5pie79a7PpJhcPsQxD8W578ZejihAcUpkddkAP6UbY4g0GR/Bo4fAhNuG97/dBtk1l\n5GPFyWTOeRa/8FcfoxrfOpgYI6Fv2f/n/vRjr7nyx//jh/t+5G2/8NN/Cf3a60zKjNNf/mX8b/w6\nl3dusXr+BZgeIowmIjFSooXcnQ8hxI6ubHsc3nuyLKOqKvo+AYfsgMLM86TmZNoNJi9AaKrplLbv\nHjvOZr3Cu0gxmg6hvkVlObNDhZNwdnbGO198k1de/zjlZErbOdqmG1SqNdIkevZ60yalcANIjSlG\nyOAIIeL7Fh8FSkqkzTHFBFM0hGWG1g4pQEvB0cE+Xddx6603qGYTytGE1WZJXo0HlS39iNzfk7M5\nP3UKX00WI13dfKBTkFJijHqkXuDxfYeU7Fa7zcohjdlJlccYcX2PMA9DdIHYzSnwCP5gN8PwyPs9\n+r/HD/X9HQmQ6NgHOvg4OIzA0AaVErzg7t/+i2Q6UYj5tsP3DiUE137kz3Drr/9XFKFhuZzTLO5Q\nPdgnv/Yi+8+/zI233mZ+5wb3br3DYVmRiynbBqVzYfeZs0EMd5uebDsUcWhZxhjZ1DVBJK7HvEyj\nxe3qAolAZDk2L1k17WOfrZkvYKIZTXSaWLQFXbtBKsV0XBD9hHdu3SIrC1569WPDAFaXHLOXiecg\nz2nqZWLgthnaarJqhFvMd2ldpg1+OHe2LMlGM7rTE6RKKmB+oIPfn4x5cHrK+f27jEajtFB0LTFK\nUG53HoR+KgbzNWHvSsvxfT/cHO//tWxz5C1H35aay2wveiRSK4q8etwpDFHDdh/AQ9mxR2oJj9UV\n4H1rEo8ey/Y43udIEwlIIK2m73kOyqTcP8sysizDWrtLjUKvcSogS4+ONfHigs2DS4r9Y8wLz2MF\nnNy5TbOpWSwu6bq0mvfhYXq1dQTbz6OUwhiz60RkWbZLsboukbZUVYURka5dp25FhNHs8ZLq/PwM\nGWG5XCa0aVmg8wwXA7PpmL3ZhMMr+9y48Ta3bt3aFRm9jwm96Bxaa6QQtF2CaAckmc1RRu8cltKC\nGD2tS5FflpeYLKcsS6pqzGQyIcsMmdFMJxPun9zj9P4J1lpWq9Xue9+eiw9D8f7UKfyTtC3oJ6ZW\nZNeu6XxNL7cha6DH0SNwOgmgCiXSmKxoEGJE00PIcoLNicqSZxNyOSKqCUHkaFOQGYuKDh0cJnqy\nGJF9h/YOhUcPYGeQaUI6iiRzH8C7QN854iP3/sXf/xsIodDSIFCEPuA6jwgy8TW6Hhk8RkCmJEaA\nJoLrwfWEHkIPAo0PgqgMQRuETW3TqJZ0bSCLI2zTEy5vU1++jY+B6dFL+HFJvzxBnrxFvlygauhq\nCF6hsj28qOhjjtAVylY0raPteoQQ1FLis4wmQjGeUuQjrMrwGwdtJN+7Rh8Uvm0xvkO6d6UPzYbN\n8hTZLxHdgtl4BKaA6pCV3sMVexwdX8X4lpMvfpbzm28xznOik7QxEpWm7toBeu2ILtJ1PVrbgZVZ\no6Qh+O1MSU80Hl3Csu/opKQOjqAlaInDMT2YobuW1YN7lKIjiw2xmRO7DTJEJAYXnpxP4alT+Cqz\nbSEM3n/FfmzcWaRQOMstWkukGejWVdJz8MNju1IiE/mqG+DIMUZiEAMN28AULB6PGj5Ixjy4JHMe\nB63Crey5937geoy4kLQUe+9AitSSHDQppU708S6GQUJt0DQAsnKCtDlCZ9iioveOi4sLlvNLnrly\nyHS2h/eee/fuEX2grZO6Ej7gfNylCtu5ijzPdxqL20gpgZ9StONCQCjJpknCOuPxOLE89/17QFtC\nac7ni90q7L1nPB4DcH5+PqR4hpdffhWlFOfn55ye3Kes0vs9fOgBidmhh4Ktyexj53+rAyljWu0n\nk8muSLpjc/ZJLarve+bzRPAipdzVU9Jn/tL1oXfbU6fwVWT90Fd/VOFna486hS16T6oIwhGjx4eE\n/Q9S4CSoLEfZDKUtUifmJaSij+AQqasxaBBu9SCTSVxkd0HCe7sP29B0u40Sw4UuUsThB23JNNuQ\nHon+TYNMNO1KW4Q2IFQStM1ydJ7y+mBKvCrosKCTArUQgs3yglxF+hAZVRPauqGt1zT1muA68iyF\n58bmu3mPGCN5WQ64BE/04F1MEU4U5GUFw7Epk+26EXmes1qtHqI1B9vbP0wydaenw3RpoKoqomA3\nnCW0xmYZk+keTdPw4MEJYlCrllIipAYpMFlO13W787lN+eDhkNnW4WqlqMaTJJs3ENGWowk2z1lt\napSA9XKe+B6Nom1bgutwrh/YoJ86ha9J265u73YK744Utk5BDHP1RqX8PAoQVg8akZKoJFEPXIwx\n4kJI2xg17CviHokWUrNyAE0l7bbEtyDE0LLcHSgipAm93cU2MC2FENLwk0izDlI/jFx67/Ax4IIn\nqKQJsT2+8EiBU2RjstEeuppgykmicZcKXKIvr8YHNF2SgO83ic68Xi13UUsIAb29wYQiRoHNS4wx\nuxV2u6JqY8irMtV3pNg5urJM22/rFVubHR5RlBUXFxcs5hdpdiFGptO93et6F3BBMp7tYfOMttlw\n987NBBTbRgFRoEwS4vUuDbZFITCZRWj1kKMixgGoBkU1JisqtE3K2FFIimqEzctdBHFxeY7vcWsU\nXQAAIABJREFUHXEYEHN9v2PIelJ76hS+yizGmAZmeNwpALsi2bbYyBCKGpPhQ4Iea1tQR0HrPJ5U\n3BNREoNARrkTkHU+OQGtNS5GhNTDJKNASL1bsbb2aEFx93tIMvCuS6EqPoW64ZHVWKCSclPniUGg\nlUUrizV5YpxWqQjnQmS7W+c9QUqycoLJR0xn+3jvcH2Nq5fsHz1DZnOi89TrBZVRLM5P6esNUSh8\nFNiiJESwNseFBG82WUFhC6yySXUpyxHaoLMcU5TUvdupN2utGY1G7ynQqbzi6rPXsdayvLxMEvF9\nTzkaQQholYRqvRREJOPxGEGgXy9p1iu0EgQh8ELtQGZt26aOQgzIAVDlvUeEYbhrUBVPBcdqUH2S\nCGVpXWRv/4Dok2bFZrXGh6Sp6fsOCDvdiye1p07hq8iqqkIpxWaThlfeL59/1FH4mGCzfe948423\nuXPvjHsXCx5crji5/4B7d084f3BOu6rxdUf0idxESLUTEQlxeA81yL5JncRcfQAf0kyD8zsZMiD9\nPjzfjulvL6ToA0ZIZIiErse3HX3doBG734P3uK0Cs9JYbR4K3QBGRmLfE0O6SXVmyW2GBpSM6GzE\nZLZH8D2lNTSrOb5tCK4jCpmwBVGiM5uiE5c6CT6GxxSW+r5P0ndDNKOyJEf3WIr2rhU2KoPJcvb2\nUmpweXEx5O6R69efZb5M9PqX8yWeVAswUoLraOukLyGVIURBHGoLSsR0Uw9ye0ixE5aVCFzXpfOj\nLDovyEdjjC1xMalDRSFRw8N1Da5tyIZRdHxAiQ9XU3iKU/gqMj0g7upHnAJDPrgrDG4RbUqhyjEh\nnvI7v/UZ7t++i3MRZS+JxiK1psxz9qYzjg4OOT4+ppiMKCdjlFH4IV0QIaQLU8nd3ANBvqfY+Kil\nAmVI9YNBNyEOlG69c0Q/jEMPhby2bcnzPOEalMCWOaf3H3BxcUFbJ71ENTAnAczv30KhWPaB6XSK\nxGAzzbpNcmtCpkhDCMHZ/RNeOLqOimsWl3PGo8MEAIoBa3N8l258YmqLpkcScU3YoaSDGaTHColo\nHhbolFLviZjQGaJvMUYjCKzXK0Z7h9RNy5U85+DggKbepJseSZ4bYnC4tqGp13i/j1Ia52NS8FYK\nETu864kiDawppXZiL0Yq1r0jOIfUBqkMUiVOhuhd6lhojbEKY/UgTFMzmx7iXU3w/RDZfQU5Gp/a\n/79WVRU8EqpvqdLEQJcWQtgNSIWguLhYcHF+iXMRqXO6Ps3xu26DUZqL/AH3yzt0r73GaDphenTI\naDZJw1QiFQNzvR2iGroBIaAROxQk7wqhow945wgiKUwRErYixiTuaozcqVOv1+v/j703iZVsv/O8\nPv/xnBPDnW9mvnwv3+Rnv3K5Bpe7VAhaDV3VSCCE1GoJlWABjcSCFQKx6YYVyxZiEGKB1IBQL1h0\nQzE0DQugRRnK5e6qtmtweXz2m3K+L+8UESfOOf+Rxf9E3Htf2eV02aDn6vylQpl3ioy4Eef3/w3f\nga7ruIgR7z2r1YqzxSU55zJFHzkcxhgmVVlJfvcbfzhqD2qsmbB7eMTe8SGkhETgYkk4Wkje+c63\n2L/3KbQUeNcXFqS1OOdoaottaoSElAJCjBWOKBTolDMhJ/RorKuNQUbo+3I/G57JJp794W+D2EHo\ngnew1nJxcYGdnrN/6y4xFmHWE+doZnOGwTOrK2pjaYf1tjrRtpjYbDUtY5lliJzJQqCkQpgizrvh\na7RtSzU92OItwuCpqjIYtXWRmy9muENp50bA1IZ8ldOLpPBTEeLGPyQoC7Vh3swAiNWUHAOaTE7F\ncFRJSLmwF0RcUbuWX3rrHihJEpLoM6F1nDrJat1ysbjk6eUpT3/3y8ynM146vsW9l1/hztEhZlJj\n5jV9KOvCLAQhRqSQ9GKNEOOgMV+1CQCEQBrKVFtKyDETYs9iseD09JS9UdH4weMnnF4sGULmfLHE\np0xly3pwPTjWXRFZnViF1YJpVd6O3/veM/K16mTdfw1jih/iF77wBY5+/s/x+GQf9kCddjz4+ld5\n9Rc+z3Jw7MYeo23BJqQKM9nBC4WKDu8GhLmao2hTLhrXF83HnDJKaoy2uL5HCYk1V0mhuzxnb1IR\nlMLuHDMRFV3/kLMP3+dIJhZHt1C2QtcNzdrRdy0hW9SkYd0nqu6U3M0IQJYVSSqSGJBSEfsO2QWa\n2ZzOearJjBAzXUpUlWG9WtAczMlRIu0UGRQieYzOGCRVtYtMLaHr0WFFf/aYncNXGPxAFAeIH8GK\n/nlEVu5R5N1vU5Q3/mbO+T8TQhwAfxt4nSK08uujeOsL74cfI66X6lVVEb1Apkii6A1IWXrvGCOD\nL4SZ23dfph8GWjfQhY4sJHXdoK1lurvLTrti2bacn5/z0be+ydPTU968c5f9Wwe89No96tkUKWM5\nRVMqEOgsiq5DjqXcvvae2kzoc4xAGo1uE2dnz+i6NcMw8PjpExaXKxIZUzXMp0XxWGhF23as2o5b\nhwfleVpDrQV/9b8qZjSf/synAEYx2I0OQqJtW5aXZ7xaF8k1jMFUlm+/8x12X3mVvK9pV6vSjyvL\n5cUFB4eH5TRGIaxl7YaRIn01s9nyRLQGAQqDyAEXPFJfvR5DCvi+Q2izZXZOZjucPVlwsVxR7+5v\nbenDukeKwknRVjOdTBC09H3PZLJb2iUBQUpyzIWS7QdymqCUKhWF1jjX01SmrHRHurkxhigdJMaV\nZRlIKmtYLVu8i7jc0hyMZkHBoeRPlhAVKGrNXxVCzIGvCCH+D+BfB/5+zvlvCCH+OvDXgb/2wvvh\nTx/bnfh4OBljyih/FOnckpDEyAJMgpgorL6dOU/uX+K8p+86Hj47RUjJsl8T5CjrbgyqaVgOA+cX\nl7gU0VXNnZcVRoxmIcGPAm6qjL2SKIKsNzgSo+/kOAhUsgjDbC6sVecQUrOzt0tVVVvCkda6WLjt\nz9nbmaBMM6ovZTRXLdPe3uwG7HkDvlqv1zjnmFjL0fEhF75ntrPLhx+8w4MP73O7nrM8P6W2lsnc\noAWslkum0wapFCkGrNKEoZTWtqrKKhdB8uVvtCYpgRo3PP01QlRV16zaBfNZgT5PJhN83zHb2S3r\n3BBJKmHGZCVywYAYIbBK48QIOx8GpFWAHXELEoTE9R1DPaFuJrhQWqoU/PZ1j86jlUVpjaksgQ1M\nXaBtzWy2w7It2Irer8dhaSbFgE4/QdfpUYvx8fjvpRDimxTZ9r9MkWkD+FvAbwJ/jRfeD3/qUErd\nWP1tJt9bAhQbbcUSQmukqogjI05WNcvzZUkMPnB6fs7p8pKT81NOzk5L3yoERwcH6M/+HHe0Li7F\nBwdMTFXEVuMo6qJUcYUSGfLNCkbIvBVmzTnS96W1ETKjjUTnhluT2QiwgugGjNa07RKtMoPr0VWD\niw4r662N/SZciAhVVnQ5JpQWxatyWhNrg8qJvfkOZzzg+KU73ProNmenH3HUr2kvL9iZzTHGUtU1\nmdL+pExpC3y7Xel6f+2CGxOyGRmlQitklqTrMGclGVYt00lJIFJqZvNd+tWS3g2w7lAJ6spQNQ1h\n/FkhBFoqegRGqSICozVEiUKQpEYoTXQ90Q+o2Rwj5JbdmYPDVDXJB4Qc9RmsIUW1NY5NgLE1mcIU\nDamoWynEqPz8/Tgq3z9+pJnCaArzS8A/BG5fE299Qmkv4Dm9H174Pvzx+Di5SAhRhmbhGu04JRih\ny8bWNLMZbuiZ7czxQJcyl8sVj88XPHz8iEcnT+mjR5tivy6AxWrNl77ye7z+2j1+IX2W4+NjGmto\nNuatroMIWowXa443HlupFGIZ3IkEJGLyNE1TEk9TjFCVKMg8N84qsrJ064F1PzC0PRerjsEVYM1s\neqWh9NHFCiGgspraVlRGoacWF8t61K1bmukB8/0DVk8WvPLqqzx8/IQ8DNSzTA49cehQRtN2ntpW\nCFE0COqqwvuyx/fjMC6nhJIS7xxx+z0OmSFeq5CqqqJbnHN5ccZsvo8fFZ3mO3u0qwtkyvhRel5b\ng21qKqnJ3hO8L2a1KSNEIIdAlh6pJBmJrWd06yX9umW+u08aUaDFr9KRpcF3LU0zJaqMG2Lxv4yR\nmAU+JHyMTKfT8n6RBXil6mIclP+/4D4IIWbAbwD/Ts75hjRsLjXMjyQLnHP+mznnX845//Lx8fGP\n8qN/ZuPjuIStHNsYW2rzeDs7v0SbCmUbPnzwCGkM68HhM3zv8UPee/oYryUuZ84WCzrnUFIza6aY\n3TmPn53xf//2l/lHv/dVLheLshEIQ5nCC40QcpuINkIvAEqJ7eMtazsxTskV1hqqqtq6LWelkHYC\ndkKfJH2SeFXzvQcnvP/0jIsh8+B0xVe++e72/v+ff/h7fOf9x3z46JyT8yWL1nG26Oj7TJY1pyeP\n8X6gqmvafuDo6BaTumJol2iRcG2BPXftmuB6lsvlthWxtmARhmHYzhI2cwWtNcn5LQjLO4e8NqCL\ng8OMvIJhGLYVRj2dUDUTXF8Gp223JguwVVUwH4Dvh60StMixSNKPqtdCSLJS5BhYXp5vodY5Z5Aa\nbQvb0w9ua70nlCSK0SlKCKSxaFsjjUXKgnANrkeIvOWpPG88V6UghDCUhPDf5pz/h/HTTzdS70KI\nl4CT8fMvvB/+lPFxPIAQYgs7jjEWbMC1SsE2E7776NtMjeSle/d4/9EjJjtzPnz/IcsUOO87/Kpg\n6vcPDpnYGi0UCsHTxZK7h/vUzYTvvfs+wQ382q/+Be7cPWa9XlOZCkkihkxKrvS9Y0glRpINiLSB\nBserpCYKSSdlkLYiJ4nrOkSzQ6UmrE5P+dTP/RJ7h7dYduXiPD09pYiAw/ky8ODJt7Bacutwj7u3\njnn91ZeZzyZAR+MyducW9XSCnTSs+47d+ZzF+Rn1wQGVbehWS2QDytS4vicMdenRvcdIVYa0QhAG\nV/r6lEv1g6Bfd1RGUytDf80vwQ8OrQRDKElBSl1AX1JTVxPatiU4T5KFiKWNJg8lmXrv8WvPdDot\nA9TgSMaQcyGCScoMqV2WFe50tPlLKSG1RduK3ocr0NiYbLTWyBjRpsKvVvR9z87eHCvLsLLJsWA7\n0k8wKYjyTv2vgW/mnP+Ta1/6u8BfBf7G+Pf/fO3zL7wffgIhpSRxlRTEyEXYVArOBe7cucPq7JTf\n+Z3fQU0n+JR5+OgRH52fIa1hZ3fOz3zmbd7+1FvsVBOUjyzPLvifvvSbfPud73EwaXjtzi0aq/jN\nL36Rf+Yv/QVu3TpGR4PI42k2SrFvYqO4VMxj4tXHOSNEJoaINgZtCox4iBmbFc1Oxdn5Jfum4vj2\nKwUd2Dn6wWMm8+39/7l/4p/C9wNPnzzg6cOHfPjh73H//n3eevMNXn75ZXw4Y3J+zvGd2+zu7vLo\nnfvszyc8OXnGarnk8PgWXdfRmAnrYUVCoJTg4OCAfuix1t7QldiI4TrnEJRePo8VQb7e0sVUDHRi\nJPRrrK0LjyLG7YkdY0RIgYsBre3290XKLFYds9lsu124QXiTmqYyLFuB69dM5rvb+9tgFeIIJw85\nFz6JGLdRI0Asxjia+2TqurmqNH9EQtTzVAp/HvhXga8JIX5//Ny/T0kGf0cI8W8AHwC/Di+8H37c\nyDlvAQxJjnTn7FF4cg6kFFDaEmNiePaMj86ecefOHT61u8t79x/yzvfe4RsPHiKc5Liq+dxrr/PW\nay/zxs++SXVwTFPv8+637sMX/xeihW+dn3N/iDwNks+hmX3pD/gX/9lfQ946ZBiWmMYSu8Tgr07M\noCtCA2Id0KKYjgwBnNT4LNFCIKVFa0tWBiUl8+k+be+odhWLRcv08Iiv/8EfsG5b9vb2uDw9vbp/\nCXmiae4c8/LhDt577r9/n/d+/9vcO13zhU+/jHjwHjtTw97eHo/qKV3MGAuXjx/SzmfY+YwBj6qm\nZBS+t6yXK9R+Q7fuaYzGrVuE9/joyHVVTvauJ/iECFUxzrmmLZWVRQwtxnuk9OR1JqZJUV/KCmNh\n1S2Y2TnR9+RKI7SkXwxoa5iFNVYVBy8nFD4kss6F9ZgS2h5j0gJ/8QR2p+RmnxgVMkQmWvM4e4Z2\nwWw2I8RAkppWKKLSCLMm5MR8vkMKGZEFlZ0S0ciqIY4J6nniebYPv3XjN3Mz/tIP+JkX3g8/ocix\nTOCL/Nq4ghpz7OGtQ84uL/jaN77Oarnm5NkpFycn/Mov/jzvvveQvarm1sE+b77xBnfvvYo5uMP+\n4Ws8fjJwsHvI4tHjMlgcBr7zve/RXzyjEZGjP/wDfuUvHhZZ9BwxdUVOV7JkUimUMIg6FRaekKhm\nQup6IgJtG6QyZGXIShdXZKVIIVIZRb+45P577/EPvvxlHjx4wGQ6Zbm+Sjpf/NKXSTnjcuDevXsc\nHx/z5tuf4+H9Bzw6eYaMLW9nQTXf5c1XX+bOS/d49ug+s+kuzy6WPH36lJeammG5pBaSqpnjh55F\niDR2F0Jk8GXwGILDBw+qDFCjG65O8JE/sX3eEmLcbIkCfdeiEVipijCulNsNkioos3I3AnRlSeix\nklBXs6EUSNETE1sm6gaqbKu94pvpB5qq3K9zAWSZS2zZswqUtcxmM7q2oEqr6fSKdZtvanL+sHiB\naPwEh8iJlEOxoE+lNCRlsiqJIRG599orfP7zn+fifMH9Dz7gZ15/g/Pzc3abiu9+/VvI4Ll39x7z\n3SP0wW2itEQzwSqL1RUVhcY7ndY8ODnhd7+eObpzm8+cnXP7zgHBlfJZmauLQ2iDEaqgKjOoqiEk\nmNgpOmVC1sWyTkBOghADrhuoteY7332Xy0cP+Xu/8d+hbMVLd++ye3hI1dT8n3wPgO+89yHKaPoQ\n6bPmm+/ex0jB5z7zM8x3Dnj3na+ydJGd/SN2d/aZTOYYU2NsxbrzDF2P7weq6ZTkPUNaIWQPqfgu\nTuuGmAJKm2uahoVKLVNGCEkKvjBM5VWJ361XyBC2LRyCQtoKDjm2HZU2IwisaCQ0ulChlTUYmnE1\napA+XQ1xRzCY0LpIwQeHGBmoWZcLOuSEaWb4cJOtuqGCb1o4YPvx9uuUtezzxouk8EmPmMq0ejxV\nAMjlxXex7KPdKA1/7+VXWJ+dkirFL37206xOnhZZNKXIQRBCYnd/l6Nbx+xM5zT6jIvlBdpa+q7l\n4PiAp6dnfPkrX+HX/uKvovURKQpiFGh7lRRs1eCjI5kRFowi9Z56ajBJsOh9MaGJkRAi0XmG9ZpJ\n3fDswQe8/0df45/8pc/z6V/8RczOPusQ2NnZ4T/kbwNl4OaA1eC5/drrVMby5d/8TYZ2YD6bsHNw\nyIdPTvjtr3yVO7fuYHamIAzBFzyEC47l4pLbu3NWbYu2gUkzZblq4VnGHh4SXE+0ltEOmzj44sbN\nqIWZbJnyX4Nydu2SShVYl5CZoe/RFEqzGIVopJQFLp0gDR5pa5TWOOXRxoIsSEilFDHlMjjOkZwi\n8dq2p7gEpzK0NBoXOupmWjwskEWTYqPVKSV5xF2EEJg0o6zd99HdfJ54kRQ+wSFyJMaRmCMhCYHe\nyqiNs4Us6IbAshtYn1+Qc+bwYJ9caW4fH4EXPH3wiFcObqG9J/crbu00VEpxa38P53sG52hsTR46\nVE588P67LJaXVzJrySPltQ5S6wJqEoxTe4UxE0KUBJ/RlHWd9h4/XOL7lsuTx3x4ekb37Clv373F\n537us7z5S5/nMgnWCfZHyDPA7eN97p88w1jFe++9x62jYzKJ4DvOn11i7G32dg+4/+ARX/ryP+Cf\n/9V/mno24+KkpWkaxDCwXq7oVyt2dnZwPpKGjp3GcHl2jq9rpJb03QpjLU1dkJYSgZGKQCarhNQK\n33VXT1sK1AgyEjlQG8O677a8DDZgo5FBmlMqpfykwZMQQ4IsGXwc159FdSmHgNUaNapwd10sTt0x\nIm2R0DPWMNs7oH3yiJQLfsUP+ko3ISWapmHolkXBekwY2wHji6TwZyNyTMVsZUSjiZGiLFJCpEwM\nCqE09WyfLIp34GxoqXLg8cUFOweHpDawvLjk9MkjDoyij449GTje3eXy2TP2tMSh0SkUW/QY2ann\nDOsWowTDaBoj9DUKsTYoJZBZlxZCKETW5KCwIUNQqAzRSWIraV3L4bTm4bceUfk1b758j3ltmTYN\nQRfRlWY22979y8e7nJ6dgFI8uP8+Tx58yF5jqFRARM/q4pKmaTjY2+fk5IQ/+vrX+cLPvY0ymmFx\nibaG9dCxuLgs+ozO40PLznyOCpF+ccF0d4dMZN0uaWqLEdB1a4SxRYEpBWLUqGsmKo0xhJSKq/Pg\nx2Qt8EOPtpYQioK0S0WLQo3uVM3ODGlNSQLkbaWwXq9LyS+hYDZHqLhU+MFhYxrnDEVnQWmLVAYX\nIyZLlDRYbbhYLZlqjdmY4iizrTiu3543XiSFT3CUeUIcTV3ydsiYUUBGoJlO99HNHBUlUZ4xPzzk\n7PF9gtD4rBn6NY/uP+C8W7H30SN293Y4mO3wM2+8Rq0FmdcxxtC3K84+esawWjOfTrl1+whIoCRm\n1EjchDIWkUY+hVAgDGAwUSGDAOcgZXSWOCOZV4bf/q0vMteGz3z6DSofyUOHyJlmNiclwXW8Xc3A\nxAguzi9RCLxLVJMZVY5MJopmf5+Tk2fk6RQqzYOHH/L2p15hsjtF68jZYkmOidXiAinh3r3XuDw7\np724ZD7do12sQMFkZ45LPctljxUKIwTODaMmpSQLj2yueV8QiTFtG/ScApVRuBCIQ080DRXF/j2F\nWLgJqpT6prLEIYymOFfyejKDpLSIGbZryOvzgCKEy1Zz04eENgUv0XUt6/Wavb09zs+ecXl5yct3\nX9quI7e3H0F96UVS+ATH9Rf1Oudh8zWlDM1sDrpC2sDrb73F+ZMPMDLw6BvvEmKiqmq89ywfPeLk\n/AnWKPabmhgsn/30p2gmFevVEpki/Sv3kBkO9/a5e/cuzhUEndLyhq5A8RFQZJWLs7RUyKwQwoIQ\nqKhQMkEyNJXhYhh4+803yV3LvLL07SWri8uiPmxqQtUQr/XuOQy8fPsAM5mwTpLKavzlOROreO3u\nLS6HstP/6OlTrLpN3xi+/c63+PzP/yzKWw52dzhfrlg7x8nJCbPZDK0kUkn84EAEVqsVshqfU0yI\nkUadYkRqvXUCT6v26pe+0aGMAZUzIQaqpoZQTGekHRGOxjCMMnV6UpfT22iE1iOoK18NCOW1nn/U\nVwghoIXcql1tBHaUMlvhGiHK1mi9Xhd4dox0Y6tjjKEfPT2u3543XiSFT1hcxym4ISBQWKXplwtk\niiMuPYIfUAomB7swP8YKic2RnaMDPvzmH6BOvsQvv/0GSVR0PmLsBO8986bGD45JBdEHXN8z3TEs\n2xZ7PKf3joO33sDUhpQDE2vQSiCu2Y4N2qK3HyuU1MUgVWRSdFgDrvVk56maOa/9zC9w5423uVwu\nWLYd6uIZbT/wzd/9bZIxHBzfod7dhS+Ue/yX/sqv893vfhcxCtJqW291I7uu4+EH73N7p0LJjIiB\nCT1pccnDd97hs5/7WdpHD9Gp50hl1us1j779NV79zNs4KbEikYYBg2U48ZhmQtPUtKs1xhisLCV/\nFpQe/RpLMvsOqxVpCBAiRlvykLHKFEJS6CA5IpZIIBtL7z2TUGOzITeCkIvgbc4JW5UNggsRlUEk\nh6l3Ia/pBthRYFQYdTY1UTqMLXDobtnTaMGT81OICd/1DOuOyWTCslvjU2Kiy+pTJfA8P/fhRVL4\nJEdMBD+gQkRJUfQL0lhBxISyDbqeEKUkp1KGYgzr5YL9+YRZbYlCFiFYqSBbKq1xIkL22FHxed13\nWCnohp4UixWZFhDStf22uiqjxah1qCmLEIGAURdAKgHJojT064HFs1OE8yTvWK9WrC7P6TV0saNb\ndZhsOH3wmKHtC0QO+MYffo2u69g92Cd6T7tc8PjpE+7efYnpdMpnP/0qIhfcRgqBMLSFQTmsefLo\nKUd7+1wGR3dxzqxuWLuBs0cPufPKPS4uzpnv7dL1A8oUQVdEojaWZbuiqepCQuo6VqsV5hpOIcbC\nORCiWOIVzIEc9S3FqPsQ0KbMIXIKCCTe9aSmQSkz/mxZWcYYkaLAq7U2dH2PpahvGWNg3GjknMg+\nouqrx2KMoV93LJdLbh0ekXOBlist6PseNaI2t6jGH8GL/kVS+ARHDIWpRy7swBTKiiylRPQD86OX\nwFa4mDBaAgLcGre8xIhIdB2T+R520uBCWbVZpaEqZfS6bRGjQGth9ymm8xkHe/tFwyEGZD1BaLF1\nswLGwedG4zGTCEg5el0qjRRzXOrQupyyl+dn9MsL+tUKcmR6+xC/ztze3yd2Az5n1v3V/V+cPGPd\ndVRKsXe4x9604mh/wsHhPtP5nCaDMQrXr4sGod8lhvIY+naFm1QcHd5ikaFvF1RKEtcrhstT6mpG\nHHpqbWj7Dm0T60VkOtuhMZoU3FbzsAwCr562HzrsZhagShKQOSOTKGClHBFSE3wRNRlcsa3PuWAO\nrK2L5HzykDNaKXKORXA2qlIRCEHV1MTRUAeKrF3yHt1c2eDFmOi6bitVX1zIBUIUNeyd6bQ8vs2Q\nMb0Qbv2pjBsrJCjS3jkWxt7Qo0UsnUWK+KFnsnsAQqCNLBunmIjLJe3FGUqCEgmyx7uBum6QUiNy\nIoqyZoyjjfx02jCfT+mjZ76/R211sVzfnHiiDN42oSUj7yGVQSOQRS5rS5nJUaC1pZlO2dnfw+bA\naehxi3Oyd/T3n/Dy4SEpgteatGvY251u7//NV15GW8Prr79KyAFEpHcdk0nN7u4OVU5Fp8EbvPd0\n60IEEiJjZYXrV0zkjKOjIy6VpF0t6IY1509POHilpu88k/mMeVPjYkLlzNAuqOsJmYxzhR/RNBXD\ncIXkdK7HmAoxenr2zqFSYmItCkFWCu8dAagbS1MZumFAa40PAyI2BePhBDH2aF34I618U8YmAAAg\nAElEQVQbcAJ0PSO6IrRqqoaQIpFcTv6YrwyCR1r6YrGgaZoCkqoa6rrGh247g4IrjQ4ZXySFn9q4\nIWaSEyLFcS2ZIUSiSFsFZVlPyCNRSRSlVPx6hVstmFamMPX01YBLqeLmJITAjsaupCLE0bkBPfTs\nHx4Uck+OZIruo0Dd0EyUqYCpRBZlAzFOz8vWS6JHvUhZa6pJTRoa9m8doHPg4ulj0mlL5xPNzozp\npEZag7xWGr90tMd8d8bB7pQsEj4M+GjRRlJJgYyOYT1sk+hkUmNMmTcY6Ygxc7lwTOsZs53dYle3\n1CxXl1yePuPg6BbRDUgDMif6VYeuLEOKqGaKkmW1Z5QiXBuwBu8RowpWBJQuLMuuTTR1DUiMkoTo\nCd5hbEObhlGtuvhyoMrrFXLCipLslRQI8hbOngRbcxoAhcCOGAghiqBuO6pQbbYVl5eXhdwlr8Rm\nNwPGAnV+AXP+sxEjXDZ5BzEgKCrKMQS0lFBVpFz8Hy1AiCzOTpE5YJoJ0hjQpnAVVJE3M0qghCTm\niEyZ4Hx5cxlJU03ZPdoniVyqDMriMyNvOETlGCh+TrlorMhRMSqDlLm4E6VAzAGMQE8sTZwXqbcU\nWfOMs7MzVqFFLTV20jCdX+EUGhtpdGK9LCSpvHmje0HvOqwdzU5iHCuE0qcro8G3VNowDJm2X5HU\nDrP9Ayb7+6iTR7TLBb5bYypLu1pQNTV1ZendgCSTpUJXlpwyUkF1TbjVakXwHmk0RDCVHeXV/FbO\nTTU1KRX+gTYWo4pP5Kbkt0YRr2Efuq5DU1oTsJiRLh9SIo+6DWUjcuUc7b1ncX7OcrlExFBUsXuH\nHP0iKnvlRbpdbb6YKfzZCDFqIYaRwpvGpHClGARJMdKrQfmB87NnHOzMsdoUYxdTIXRNLj5uZCEQ\nSoz3V2zmKiWJA8zmM+qmKbLn+eOqOVcnTcpxC7bZfFeOobQZ2QB+bE8CPntUbVGAIpNDxjQGtTsl\nx0i/XhNdz/pZv73/6FasVxGQCGWoqhqlNEbqwlwUAUaT3MlsWtoQP5KKpCseCaqiHzyrZ8/onGc+\nn3L00ivU+vFo1T5lOpvQ9Q6pI01VyvC+76lyRlcW1w8l0WxeDyHo2xX1fFo8MDNYW1aZwQ+gFMNQ\nEliKib7vqeuG3hV0og+eqppu/SRELK+lNJLl5QX1/oRpNSHJiAseneutY5WRaisK45zD+5LM7TjL\nEUqN84+i7Xh9FfkCvPTTFKnspm9cfEWHEwApWpxfE8KAUBBdIPkekwJ+tUQMGiMyRgvwHQRPt/bM\n5rcRaY0xpX0ors4GH3OZPUjNVBiiygxDR9aSRk3Y29tDCxj6Hl81SC1RIqFVgny10jIeyMW7khzI\nshCCSuIYiGREzqjomWQFOZOlJk2mcKwYLhRVPdu+UUMINzwbd+6+vTWGibns82VlkaZwDIwv/gYi\nFal5JXIZ+GVAzencQPI9KkYaXeEuHnO50KT5HLN7RG0mfPTRCU2GyaRm0S6oomM2m5HagBsCdibI\nucimbUJ5B1rguyW2aSAW4Vtpi8nrtGuZTOXo2ZlxQ6aqGpTIeN+VDdCswQmFqHboVxeEENjRmsXy\nnNjMSbMy5+iDZ58Z0kd8SgQj6YaIEpK0XtJdfkRcntPnyF59h9a37O0dsFr31LIhojDCorJAxh45\n8iGeJ14khU9QbByhtkkhb3ALqQwXXY/MkRRDOZn8GppdYsrFdWg0QpnKCKIM7qQoNnBpnB0kWZyS\nUyzzAKUUvRuYTJqteUhVlWGaHB9IMVK5KRMnxgaCvIHVZ0qnLTdf2YKtpJSlBTAGkUHPZls5tJwz\nzWRy4yTb2dnZiraEFEmiKAxtSUdaUcmGbCOuXxdtWRURSpFDJoQrkdvN6RpCz+VlQAyBg4MD3nrj\ndS6Xi3Ka24Zu3dG1PU29h7aGZbuimjTka6xEaS2QiDHhXcRaNc41Rtn1oS3JTVukgeR9SV5SFYGc\n8TkppSAm2m6N0RWr1SX1dEY3DHhfNCv1KC2/kVHb8DLOl5d4P3Dy+FGRm88FtLSRb9uwI3VVbX9e\n6vLeeN74odMHIcQ9IcT/JYT4hhDi60KIf3v8/H8ghHgohPj98fYvXPuZf08I8V0hxLeFEP/ccz+a\nf8xjmxTG2GgBFk2FiBZglMQNHb7v6C4eg4wkKfDKcLkeqBrLrNY0kwm2apBabfH7YiRUybzRf9xo\nBBagTnF+KzLtUrFdx+WYbgh/5lQUl0i5DBlHKTNyvhJ1HeXZpMhX1OAM1iiq2YRqNsFOm2JIM6mx\n02Z7/3VdpNOUKYSfyWRCVdfbwak2FqkVSFWATcYitUHbqvyMvTKv1brchxYS1/X0Zyfc/+63uXz6\nmKOdGS8fH7M/3+GVl17hYPcAbQ2D96NRiyRe20muXUSpwocoZfmVZbzWRYB13Q9FxTlnBAk39DC6\nTYvNmnf0qBRCoIzmYrHEe1/WxSlv24vNKnODaOzWK0RKXF4U4lvXttR1PdrPm0KEGoeM15XAgZ84\nTuEH+T4A/Kc55//o+je/8H34MeNaUgij2YcxGpk1XeuBQArFaOTZh9/g3p2XEJM9ErDqB5QSGJXw\nWSM0EOSVrbnMSCQpF+n2lIvcet00GDvasyuI0ZeLSpbvDTmM7UGJlFIB3RR7GrLMkASpTB1LhSCK\ntHgSAiXKHCJTPCuUMRhAjqfb9RXaw//+P0cavZ2YJwFK65E4VC4OGQonQ6UMVUUMAed6iAmrJiDd\nVlPA9UPZjMhc8FfjYPLpB+/y0ePHNPM5OwfHzHf2ONjdw0vFct1ycbmkG3qaawPQ5bqczEZXpSrJ\nmRgyWYbRoLbBdR04RxIwnczowwDWFnxJjvgwoI0k5NJadO0CISWrtmXaFPBTVdWkjcmOKSaz3ntC\n3+LWLefPntGt1+QcaaqavnfsySLtrkx1JfQyUrlTSoh4Jbz7w+LH8X34QfHC9+HHiOsYdWlqbBMx\nY4mYUmLZtsynUy7OzlmePGD5+H3mn/oFQhSslpfsG0PfLkatgHEtNWoQFhRdGAFHFMUhYL4z3bYp\nQsii5CMpWgJ5NJC97m9JAS+RBSkHlDDEHBFZIo0o7s7j81DjZkBqDSGMBrFlz79pEWKM25OtqiqI\nJRnkXBoRKSVZXKldC1UYo5KRHqxH4tHgiG4AqVC2oqIMQCOJymiMAGLHquuw2pCi4/KjZ6wWyyIi\nkyWT40PuvHSXg3t3aQfHhw8fbZ+31YaL8xXTaS6txZhclVJoJVFVTe4d3jtyihgp0dri+jW2qkvF\nECIuO0AWmrQQKFsVxaeYCM5TTRn5EpTKQRYjmOQGLs5PETGwujhnPp2wXLZbheoQAvXkKoltfqdS\nyrLWfs74cXwf/jzwbwkh/jXgH1GqiXNe+D78WHFdNTmbpljCE9D1lPOPnkIuRrJKW0K74P63/pCf\nPThGN3O0X0OWyGq+LXHzOI9ghLtujEFiLG+8yaTemrpcecNtTpdEpJxwO7/yl7ePK6WEkWK8KGSZ\nOSDLECSWhCHIBdzEeMGnSBgl5cj6BovvxvMXAmnNuNcffw9jQsjj3l5kUeqWFEcj3DAKnSiS8Ejn\nSSKQg8daS8xlc+NjJBuNdApSIsSAFtAv+y3h6HJxyv3vfBszmfDSvVf5hbc/c/W8h57jozt0/boM\nI6sy50g54FxEylkBJ/UeYsB1S6Y7ByQyMfhR6SmOVVoCITB1Q8qCbnBUztO3aybzHaZ1g0+JSETm\nUn2tFxckVzZMl+cXzOoKYtra4G2Gszln1FZId6yuxPPjFH4c34f/AngT+DylkviPn/t/5YXvw/eL\nwpS7ekmme0fY6R6mniGrBjubE4XGxcRsdw8jFavHH/LRt38Pzh8ySQ6RJUHOkMagt56H5c0i86jy\nEwMhOITITKfT7RwANqdxWR8CKAHqY28oLRiHikXXMMWrGUPKI9Jx0xakvF2tihzLfMIHRCxJR6aM\nRqDHsaTaZIKx9BWqnKjKFgGSwgnQCGXKLMHa4n1R1ei6oW6mVJMpxlYYU20FUJQo9nSiqhBWk2Wx\nvZMi0WgwBNKwRPVrDipDXi748t//3/lff+PvbJ/3TAqcC+zMd4uYC2rb9uSc6UNAaoVEEIOjX7cE\n30EasQQ5kGKR19uwJMtQ0TCb725XiWFUmBajt2fwvlCuY+D06VOePX5K1y45ODjg8vISrS0ppW3F\nsNFruOEZ8pOuFL6f70PO+em1r/+XwN8bP3zh+/CnjDJovPrYznaIMWOoUSQMiYWUtBfPaKzBIDF+\nzf0/+gradTRUCNUAFil6kgzkj8Fbr5/Oxd9R4oJHiE3rkreQ5hwTSeY/JvBXCFmRLCI5jcAhYUAk\nchQIOdrYp1DajhgLoGlDAd92IuPJP2o9QkHv+fErBdJbBF6kENuKQSEQcjO9SIisRus5gRhNaxQZ\nmRJaJAKZIEpCXIUBtEEkkOOFlqJDxIChSKydnJ0y39/n5976FN/98MH2ea/OzpnfOyLGXNy5pRhR\nhLkYvwgNJCaTCa4d6AfHarGg2tFk5ag2ArwkshirKyHpvcMNnrrK2w2Qd27LTN28Zv16xeOHD1gs\nL5jP59S2Kh4R0yk+9NT1hATb1ixeqxTCcM3+7ofE82wfvq/vw2gAs4m/AvzR+O+/C/zLQohKCPEG\nL3wffnBsymGuyWVfu4YDGTObkeoJ9uAlzNFrNC9/Fn33s5yqI8TBLepYYVqHdx1DI+kbBaZCyJqU\nCjbBp4gLgRASKlaY2BCNZTKdMwwDKkdULitLUKQoGJIvBi8pov1N4IvKiZxFmYzHgCVi4oD2a4xb\nYWOHDQMqJITLMCRUCOjUU+UVCA/Ck2QgCk9SmTSWCEEJtAFdKaQpLUPOuXhlikLTVrZCmppkNNlW\nBKkQqionphTFUUmb4rpkKkRVoeoZwtZMk2KKpsoSg4WkSNEgqEnJEsWEbGZ8dNby4YPH7M2u/Cj+\nx7/137BaXpByh1SeLHtC7IsD05BRQ8BEAdkiq32wuyyHgm60eELrMIlRjbtsf3Rlaab76HpGcC2V\nzpAdWiakykW0V2S8H1idnpDdAD5iVcXFxQXaSGbzCkEk54CuLD4LXBIjkhVE8oiw5nnjx/F9+FeE\nEJ+nnG3vA/8mwAvfh59caCFAK6RpICd0XTHdmbJ7vE/btnz0ra/R3BHEoaOa7CO0RWSDSrnAdIVA\nS0lMFPHWmOncgEiC6e5s60CVNxLgW4en8ZY3p9TNxxVjJOUy2BIpI9PI5EsRiUAPlO1FFngftph+\nAWShrwaGm7UZ4sagMY7U7HLKXRnNwLhWVWMvP84+kBJJJkmBMRUpBXSuEEAcOpKAOAqmRqVQxmIq\nh7Y961UL43Q/h81zLRTwECJnZ2fb5/3Wp99GpMzZyUcIXVqvxhi8D3T9BbmZE6JGa4m1hpoa53ra\nywVaKUzT4F1PNBahTVHnHp+ztxaTr8xbvC/u3zmD9wN9u+b8/Jy2XTKbzTi+dch6veb27Vu0bbtt\nY4QojtlZskVa5pjwwxVi9Ie+737YN/wJvg//25/wMy98H34SkaEQaMvgDi1BN9i6Ijc19fErDOkp\n1U4imRqCQMhMiA6Zis3cRnshh4IjiDlhzYYMlcZ+e6wErr2xuIaZ+PgwMKU0ajMKpCzuSyJDCJ6+\nH6hwZFuhVY1KuSSGDbBGCqT848PF6xe9FHKbMMSYMPK17405Q05EElrKAshinLILSRaSLBRKW7QA\nv7FxyAJdl8eOVCTEKH8pxuFrIIVS3iulGNzNPnz/9m0mVY0TCdevODn9gKpqmO/u0diaZbcopbyD\niKU2FfPpDl27JPcDyfgiJ49AKr3FhFRVRSsUVTUBqUFIfIwYWTTvog+suxXD0I3YhjJnGYaeqqrI\nuUCbldpczhmJQGmJVmPC+xHO5ReIxk9wlOtilP0unGkyGlQmV/DSp36W82bO6vQJ2dRI79FZEEQo\np/i46yaUVZgoIoDF3GU8jUwRId7Gx+3Fcs5/7ETYrAqLcKkkBIcS5Y3qB1dIR0pT2wYjbEFmIolC\nIIS8WkGKq8SywVLEkfyzPfnYVAzcSBxJCsRIBkOWpJSEQBiLCBKVi/Kyorr2wCVCKoyQIw+ErSW9\n8m5MPiURSIrV27/7W+9tf/zOK/fQWhKHRHKORik+evyQfrXk4OgW9e6U9eqC+e5+cXxWqriGryWh\nd+iJG8liusjK+0CICWMse/v7qLAmjgPWOM4RZC7zCz+iHa3VSCDGML4WcQSbma0QTlnzOpQWyCyL\nUM/zLx9eJIVPdIw8iHKBCDZibBmBUhVmR7FvXqeeN6yfPMbEAjVO4xowxSLMwrj/LpRfgW4qMhut\nxUCMqUy+xwtVG0PKhRIdRzTejYe1TQrlY2stKcQtelBqQ9euid3ApJ6ObYoCrYlZbbEHakT2wdU6\nbVM1pDFxyHHYtvFUSCmVWUHO5aLOxUY+j9N8hEUIRRSCHDyDc2RhkDqVzYYqStOZK4xEjqH4LsSI\nGY1Yh/WwGflso5rPilL00mOVxIeEkZmhX3H/g0v2bh+zf3iLoV3RzPeIsQxuq6ZmdXmOaFeopiEH\nRXKFIgajKKvSpCAIuWxnpNbFIlAahn5N6DuqumyT5tPJVnq/rmti9GQ2dn3Fd8IYhUHguxUiui0m\n5XniR8gfL+L/z8jkG02bQG7/qPEWQkI2NfXeQdFVCBSFphQIeaO4U6oFM061hZJIe0XdvUGvHUuG\nDXT3B4l9bi7Q6+u4zcfWWlTVkLJkuVzSXp4R1yvS0BYFZz/cYPBt/v/8sVZFXksYm/9vs2rbzCO2\n3zOuLoWS47pSI6Qmq9EVeoRAm2aCqhp0VWHqBtMUKLipK2xdUVWGZtpst8Lmmi4lwPTgYDvvSDkQ\ngycFj5KZEAe++dWvcPH4ESoXYZSYIGQwVYXUitXiHBGLI1X53ZW2LaVU7ldqlDS40Q/C9T1u6NAC\nlCrsS6kEVVWRcijQdMWV+nQqCVXIXKrC0b0quQF986n8ifGiUvhER4ENA0WrIN9cWQoZcWSyHi+c\nKEg5EnRCJhAhjivBhKAoDlfNpGw94njib1Zk13fauQCPxPfPCWPpP4JjEKRU2HubZFJN9pi4SFh3\nuHWLDh6hNLKuETTFY/JGUrjZ75YENZbBaQPRFldJSI4noipzDxnLY5Vk0sjWlLloUQiZxkolI2IZ\nXAplUDqTtR+rHEu0A8FaXBgT0BaJcRVZCvrgkUoRgkNriZCZblhjastbL9/lwXvfo/OJo3tvomxD\nIuNyxjQWv2jxQ0+uFaSAVJaU8rbkiiNWVI6QZTN6VmaK0E7TFP5HSmHUcSwVkzaSiNy2QwowVhG9\nY+jXEAJSGp43XlQKPw2RP/Y3QNosCK5O+O2pf+30zbH8vVqtRkFPgzI33yCbhLDh7l+vAH5QXK8U\nrp/qAEIq6mY6DsMGunbF0K3x3Zro1jf0ADaW7Ncrhc1jv+6zeB0Bud1eXLttmJg3Pj9WD2IcPiZA\nKIUyxbNRGks1KlBtbjlHpBLbNuZ6mLohiYSpiyhqTJ6qMkgJ9aTCCAHBs7xc8MEHH5QSn0w/DEXM\nxVZbFuTmOcUYC+4hXPP4UJYYI+v1mhQjTdMwn8+LfHxd0zQNbduOwKybv/tNxBhxw0B0HmNKcnne\neJEUPtExvjwbIIO6djNA1kCFwFJXM1IIGFGkwrNfk8IaFQP0PTYJsk+EmAlSEzP0vidHh8Ah8kAO\nLTn2BN8TYyrDriQh36w9FQ06WbRpCEbjJHQEokxkGVDJFeRkhpQsy3Vm3WW8y6Qhjvt8MCFhMsjo\nt4SdnHpyciTfQ/JYmSE5RPKk6IroqS8oSkJBDcckCBFCkGQZiTKQVCSLhLASYXSBTtuqsCw3N2OQ\ntsJUE3RdWgubK6ysSFKRzc1COiuNdWtUTkQEnZd0TqBTDcsEZkrvEip5Krdi8ehdjO8xyrIaMqKR\n5K5Dt47cFVGarASVUZgIITgkmUorLBIRMzkJBh+Z7x9Q2R1kzDCsmUhPpQST2R7tIMsWmYgSAYND\npZ7V8gxdFefvF67T/5hEGrsJKTW2augRiFEGnhBJgyf0jtgNtOslg4ssnp5weHSLVdsVd2NTfsa7\nJdLo4s4sFQF11a9/bCMR8WRUcYmitCAyZ7SQ5CxwztG2Lc5HhuCJzuNjKMtVAVkUxWShRvzBqAEA\nRaxWKk0S43R9o9GgROFD5EzIQ0ExKlko1IzErZy2yL086jfKAoPcziFyGgeWIz0ZpYgbKrOS24En\nSEx98/Jw3XpL9NqU+Nf/ba2lrmu6rqOaFD2L1WrFfN8WApbvClrRD+icCjhs7NG01viuwJu1LlgO\nY4r5S9/37O3tcXh8h9XFKaE7p5pMUUoUEd2U2AwtN9WUc27bzkl5/Xn98HiRFH6KY4NgllIyOdjl\n8oEiDgKVgFjwAXHoCX5AeE/sO84e9xwfHRUmnx8IVtIPSwhlhSVGe7psZ2WwpRV/fJ8VysQcgSYT\nE2gpESniYsS5QN85hFbouimzAefp3UAVa5LzUJcBaPIBjLrCJQhRNg9AEmkrHCvGGYGUEmnV1cwj\njC3SyKXY8C5ESuSUSVwxNrMsLQVZonJJCGkkWmWxGZiC0ArTVEz2Dm48a+96psYQR9yF956maehW\nLVKAc47d/T0u2xZdWWazGT5G1qsVzXSK1pZhPRRhmOkUyQTJyDUZNzebNuJ6e+acY71eU+8e8vLr\nn+KdP/oqTVMBEpkSioQQV6zYjaCttbasnY1BiOefNL5ICj/Fkbi2oJjNiFUFrocIyQdi74j9QOo7\n3NDTXV6yWHc8mU545c03+X/Ze/Ngy/brru/zm/Z0xnv7Dt3v9eunJ8nW5MgCXMEFCQU2EFcqqWJI\nXBgCOGHKQPwHJLGBUJhQlQDlGCoVHGIowEXKJg5DgQlUTMA2MXbJ2MRYkiU9SX6S+vV0+05n2tNv\nyh+/fc69/V5Lr2WEY1m9qk7fM599Tu+99vqt9R1Ozs4IJhJdhxE+OR8FnzQY80jUGpWZNyUF33c4\naZFBQ/RIn4RAQm/pm7QDN13LuKwoTMZyIWlWS9reojcbill1NQ4UQAzDGZ9EAhqwEVHK9C1FTPgM\nEtlKOEGqG+QOkcnQVJVDU9/7RPdWJN0IhoNFwRP9BpUZtNW7BJi4HgJdFExne0/+3n0HZcJ4GGMo\ny5K+a9JEhEhne8bTKZ33uwNSZUUSo/EekauBh9CSWYsMlqiy1FzUhjzPWa/Xqcm4ldcftnu5XFKO\n9hnPD3j7u9/L43ufwfpUXV1pXT3JbTHGsFqtyPP8Cdu/t4rnSeFLOCQMM/ck9TU5PuJ8vaAKCucS\nRdd7S9PW2HpDX6+JveW1j3yYw+MjRmXOarUgzwxN25NrIAaCcwhXEzOTtBbfsLa2qzVeCawPGHGl\nINQ1DednZ4BkOp0nUVPrGJESQNed07U9urQE51FCQJBJgGQwQN2Croh6oHuDMKCiRMQEZoqWge05\n6FvGiPRpDLdrDsbBnm347BgG7AYJDBRtn6oKUhKIQ2PR5Bq0SlVQUT3xvYuhBN82CGGQSxuIZEEK\n2r6jKK9UpHKTYWOCgfdWoKWib1p8VyO6Aj0yqffi07KhqqqdgGxVVbuqwVqbLOEWNeV4j4ObHmdr\nbIwocZU8trJs22ph602Z5881Gr8sQkWQARCCqATZjT30wzH9ukkKSjFivaPpG7p2Q9euUUKxWm34\nxz/4D/maX/m1TOZ7LFcbquke52cnfPLjH+Xe3c+QDbyC7ToZ/uvd5+7/1m/h3l/5U2gh8SI9b9G1\nPDg9YTSZcHh0C2UGVKIUFGJCjJF6vaGta8JqRZZl5GWBEsnzYEvvjiFADMToQA6SZBaEikSfznbK\naLamR1IOyWK4SDHoJm4VjGW8AjoRd/e74BE+JaYtm1BnGbKFgGc0vUFSObmKqsjZNPXOlSnLMrpW\n0rUdWkmiBBc8eVlhsmxXwmM9IkQ2m5q9rKSvA+1mQTWbDP4ahjBMkfI8f6Jfsb0vhEC9WTIej1ld\ntIz3DvB9Q/pxAsFfTaGESNDmPM93FccXEs+TwpdwpFm8AAkWUJOKydEhy5PLVFYLcMLjY8AFizKS\nzWJBdJ7VouGDH/xx3vX+D3B4/AIYzfxWxbvKCS++/V1s7t3l7OyM3/43/m8AvnlHc05n4hf/kz/+\nebft/G//z7joiUIhM8jLitlsxnndsh6cjYSS5EoSvUjjPFKlYEQAtkIsAplsFhBiuE0YpKGSpsu2\ngthqTwJJziyNP9JSBAbHaA9DMpFAsANyUg+EKW9RSlGMxk/4SELSJNiKwcJAZCoKujo1EL0QuK4j\nL6tdgy8JzDh0bpDRJByHUWyahqxvyYc+SZQ8AQHPhqQipaQoilQ9rFdU2Zz53g3uvv4ZxqMiwb+D\nQ6mU/JqmoSyTCK9SauePYfvnEu9fPrHV5SQpN88PbtCWd+ktVy5DClxIQh2JZSjIpGY0GrFa10wP\nA7H3ZFrxgT/43z71Y37oP/0mvu4vfu8zb9b+b/mDb/mcj/yZPzSs7dWupxCcH1YOW+Tg1ZIiDg2U\nECSYK2XZJPmWtAydG3AMMi2p/CAgu8UdGGNwfXK4csGn5dF2EkH6zfKqJC8LymvSZgBd04JOFvAE\nl8BRw7RACuh9Tz90/Leiu1om/oNAUJYlfrEmM4rgugRkihGl5ODilbAHWwzHdvqQyE4KU8DjkxNe\nvH2b2y/e4ez8MVleEGyP669k2bqu29nJbXEdz0eSXy4ht9ZQkAVSh3l2wPhXfS2LH/kRhNMo3aB1\nxmg0od209ORs2pbf9w9+6Klv+bPf8130vscvazabNbbbkGvBtND8xP/wLUTnCNExm1SU0ynj2Rxp\nkqJyUAqpDEZIJl//299y89/3rd/55B3f/Md48Xd921u+7tH3fWeasOB3B3MAekBIN+AjQERFiGJA\nRg4HsCSVFz6kBuDQ8LQhVVSoMZOyYjQZYXlSmKSNPaLpKTJN01jarsU5jypLvKe9kYQAACAASURB\nVPcoKcklGFEioiH0gt4DZUWQChkjqopEV5MJi25WyHpNnJY0RpLbQG97tMqoxiOapsM7jzE5s/1D\nHn/6U+R5wcc/+SleeeUVjl+4xcn91/F9z2i+R9tsMEaRqYjdXKa+TDlC5RVR/WvSaHwev3hjqzkQ\nY+L5F+9/L5/6yM/gNufkZoyILb/pr/7Am173oe/6DooyzdSjCEgRUDHRdrdCK0pklMUIKapE0lGK\n+cyQlRUqS9oAQcpUtUSPVJLLH/yehDkQkWh7tJDYvqNrWrr7D/lnP/5j/M6/+/PT3jn+pj/0eR8/\n/T++Y+hnDFDpOOAghNz1Kbax7S/EGJMGpNRU4xFRKJpr5rKQKrHl6gKt9Q6PMB6PuRwk1733yfcx\n1+RZgSN9riR5Z1TFiHV9ibSWPCsHE5yWgogMniwz+D7ig0WrxMWwLuC9RWvN4dERm64na1o2Tc1U\nlxwfH/Pw3uucn58zqor0/YCiMrRt4lAEZ9+0FPp88ZZJQQhRAP8UyIfn/80Y458QQuwD/zvwNpLI\nyjfGJNyKEOKPAL+HtBT8lhjj//XMW/Q8fl6xXcPuutAvvcC77rz9qc/97772PZw2ll/39b+e949m\nCCXpfTpwBQ4fPNJ36ODpQ8BbR7NpmcymSJWTZRnSJANa7yIIi5KJshV8oPPdDjATg0t6ikpB8GRl\niZrPOXrhRf78r303Umd81Vd9FV/3574PgE//T388TRsGG7QXfu+3f8G/xcF/+F+95XMefd9/n3wu\ntifQoVMvtUJnOVaQeAnXwhjDcrmm6zru3LlDjIKusxwcHPGZz3yGPE9NvfPzc44Ob+Kjw3YtRZ4h\nhByozwUXl+cUhUZpRdd15L5DYQYjngxrHTBMEoTD9gn+XIxKmhDYP0gCK22z4vjGHjdu3GC5WdP3\nLXmR4a0lRokuykHcxu+mJc8Sz1IpdMDXxRjXg1bjjwoh/iHwW4B/HGP800KIbwO+DfjW574P//+E\n3Hae2WLbUnz6n/4T+k99CvvwPvc+/Qk+e+8u+eqC7nzNq69+kne+671U0xmSiDTQD27OtmtAuETX\nlSa5GeU548kEhKbtWgwCZERLECogFMiYNB+NMUmxOApMXuB6i9AFqIgeOw5uv8QLdcuHfuZf8qM/\n+qO77e2amkyUeJuYhA/+8rfvzpSQEt4wvUzJSUqOvvnpfZDPF8ff9Eff8jn/6E/83iduRw9nZ2dY\nazk8POTg4IBHjx6R5znj8Zi2XRNDco/iwBNCpKlrstEIVaSpiMkMo+mMRw/vs39UkAmBbRt0Juj6\nBhUNeV5SN+0AplKE2NFbR6YLsiJH+uSqdXpyn8vLpOo8n8/p+571YonSGjtI4CspAI9RX0REY0y1\n1nq4aYZLJPk7/Nrh/u8Bfhj4Vp77PvzCxRvgx8BOLakGlHe8bbngI48eY0dLxofHzJolravJUdi2\nSw3KzOC9oPcdKi+xISJyM4z70rhQBocdPB+V8kgtd0YoyujB/SgCITXUfDo7KWWSCIoxqKHZ5QnM\nX7jF7RipbcerH/no1faHyHq9QWtFnhuapkHKpOq0pQkz9AmcTU3C+3/pj++aaV5zReqSifxElBz/\ntm/9gn/e3/An/3L6SdmOTSXrVc1yuWQ6OeHll1+myCvqTUtmCurNJXle0NYLzs/POb75Ar3t6LqG\nXCuUNmiVMZpM2beW1WqFKirKyZSqUKx7mTQzlSIvsqQKJQVVVdF1yaNTZgblk55mlmWcn57gqpLp\nbIYyGfMbB6zrDaFridHT1TVlrnDi2UeTz6rmrICfAt4J/IUY4weFEMcxGcUAPASOh+vP5PvwPH4e\n8XmSwBtDRjBSw3jGrXe/h9fqBXnYZ77ZZ3l2QqkE3XrJg3v3uP3Od7BuO4QYkUkByyW6SLPyhAoU\nlE3LarUiEiirEUJ2aRoqxK5hJ4ZNbG1yxTZFguJGoZJZrdEQBU4JRkpyMzfYGChGFfB/AvDjH/wx\n3vmV72N/f85mVVONMvwwdxQk4s+AScZZj2CwxNv2NEJMYC6hkSRAU4iRR3/jzyQgDwKpkky973ts\n1+BsR7tZ85Xf8hd4s85Uig991x8jOrGDN9+7dw8hBHfu3OHk5ISqqjDGsLi44ODgkLquWSwvmO4d\nJFXrmNyfpBDkecF0vocjjVPr1ZI8zynLHFcPidek5YqQiixTQKDpO7K8JDMZ0Qf29/dpVgsuLy8J\nUTCfz9k7PMKUI7quxTZLVram79sdDuRZ4pmeOZT+HxBCzIG/I4T4qjc8HoX4XOz7p8dzM5hniKcl\nAficieB6ZH6YVgrN/PYLVPeO6HzN3tEBF/crJoUBKTl7fMLJySnFfJbKVRST+QEKDT7N9VWI4CxF\nmZFrRZ4pLBq9Ez3ZUqkTsk+pK7HVVP4O0GJk6lEYiYol+2WJkjKZmgxJ4fH5GRf//J/zyisvc/Pm\nMQiH1hJtBN4LQhAoZYafJg7+FYIYJZC4DFsBky3eXxCIcTC4MYnqTEwNxlu/609d/ax81+76T/z5\nP0yIioODA9pmgwyepu+x1uGc5+Likr63GJMxm81omoaD/Ru0dcNms6GqxgTnWa4WkGtklqOyjL73\nGJVMcrcmLl1b47oWo4rEl+g9dsBEZAM0uqoq+msqWFprlCx45c7LPHj9LsvVGqUMMlsyms3J8pxW\nRQoD9eqc667hbxVf0PQhxngphPgh4BuAR0KIWzHGB4Pc+8nwtGfyfYgxfjfw3QBf8zVf8wUllC+H\nEDwpqLKN+LQ7nxJSBJKkL8jiBvN3/hv83Kpm4gWz2X0mk9cRBYwyyadffZX3vP9r6Htouo6D/UOC\nhlURmVrP+GJDIwRhPzlci9qSkeTUNOns65XEakHUhj3XEEPAaU2QDqkU0fVEt6aMgj4W2GixwWKm\nhv07V8Sjozt7nN1r+dmPfpyzxTnvec+7GE1LOusoswLvHSOR0JJxq6+oFEoovHNAMn8Jw8gyaTwq\npEpAIic0N37Tt7zp9/rod/xnySF6dJBk41pLMalwIknkCzx1SPoEUmTU3nP26BKf3eN9750wGs94\n/fwh+7fucHb/s2zOHzOdjZmMj+lWl5RlAQp8CPQyJ1OSWVWwWa1p25qQKxpxyHg0ReQ5OE/nA20b\nyApDpguqqaTrLM4HpJb0UZKN5sxe1Jh7Hyb4Bd0qoBVUewdkey/SekmrF4wuPvbM+96zTB8OATsk\nhBL4DcCfIfk7/G7gTw9//+7wkr8HfK8Q4jtJjcbnvg9fYFw/8MUbytk33v5crx/kHVNIuHX7Nv3l\nQ7pPdRy9+BIPT17DmYJqPGI8m/Dqxz7K4eEtjvcPaZZndLHBjjVusSZrHF3s6FSDsz2sLK1OwJyy\nLFE6Q+SGaCQx0zQIkIFgIGiJ1IP4i0+IRG3XCOsgBELv0N3VdzqYHiFsx3q9ZLVc8+EPf5h3vuud\nHBzs07ceKcFyJVSy020cgElhq+g0/IY3f8fTkZeP/9Z3El2La1uwlnB+CqSpRzJ/zRmN0qg2hGQk\ns2Uw2pCYoL1z3L17F+96vuq972E6nXJ2dsbxccIPvH73PtEU7N96IZXwWZpC+BCxIlHNy/EEpOD8\nckEhE2uyGk0oM0OGwA6mM4qAyCuyQtA1bRJkkYKoDMV4Sn58m1df/QQzVVCE5FiOUlR5jjrYpw/H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EeGpILk9G7g3pbmgb84I7tn3CUDvHKfVkO/YTt3+11uFJ7fuMFeFPSuN5YFCHi+w5r7TWn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\nRhc6qp/jPVEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcc041fcad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For pose we have [pitch yaw roll tdx tdy tdz scale_factor]\n",
    "from math import cos, sin\n",
    "\n",
    "flip = False\n",
    "\n",
    "img_name = 'image01131'\n",
    "# img_name = 'image01149'\n",
    "img_path = os.path.join(AFLW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFLW, img_name + '.mat')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "rows, cols, depth = img.shape\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "if flip == True:\n",
    "    frame = cv2.flip(img, 1)\n",
    "else:\n",
    "    frame = img\n",
    "pose_params = mat['Pose_Para'][0]\n",
    "\n",
    "pitch, yaw, roll, tdx, tdy, tdz, scale = pose_params\n",
    "pitch *= 180/np.pi\n",
    "yaw *= 180/np.pi\n",
    "roll *= 180/np.pi\n",
    "\n",
    "size = 150\n",
    "\n",
    "p = pitch\n",
    "y = yaw\n",
    "r = roll\n",
    "\n",
    "if flip == True:\n",
    "    y = -y\n",
    "    r = -r\n",
    "\n",
    "print y, p, r\n",
    "\n",
    "plot_pose_cube(frame, y, p, r, tdx, tdy, size=150.)\n",
    "\n",
    "# Draw bounding box\n",
    "\n",
    "plt.imshow(frame)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50.485411552 -10.5796522507 -13.5706450223\n"
     ]
    },
    {
     "data": {
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Ax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aBG0/W+PI5cs6rJckZMrUMpCrWqgRjMUKZVfijoM+x1uoHto0uK/KxbBxpAh624M1ig6OC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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcc041121d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# An example of rotation with modification of labels.\n",
    "from math import cos, sin\n",
    "\n",
    "rotate = False\n",
    "\n",
    "img_name = 'image00006'\n",
    "# img_name = 'image01149'\n",
    "img_path = os.path.join(AFLW, img_name + '.jpg')\n",
    "mat_path = os.path.join(AFLW, img_name + '.mat')\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "img = cv2.cvtColor(img, cv2.COLOR_RGB2BGR)\n",
    "rows, cols, depth = img.shape\n",
    "mat = sio.loadmat(mat_path)\n",
    "\n",
    "if rotate == True:\n",
    "    M = cv2.getRotationMatrix2D((cols/2,rows/2),20,1)\n",
    "    frame = cv2.warpAffine(img,M,(cols,rows))\n",
    "else:\n",
    "    frame = img\n",
    "pose_params = mat['Pose_Para'][0]\n",
    "\n",
    "pitch, yaw, roll, tdx, tdy, tdz, scale = pose_params\n",
    "pitch *= 180/np.pi\n",
    "yaw *= 180/np.pi\n",
    "roll *= 180/np.pi\n",
    "\n",
    "pt2d = mat['pt2d']\n",
    "\n",
    "x_min = min(pt2d[0,:])\n",
    "y_min = min(pt2d[1,:])\n",
    "x_max = max(pt2d[0,:])\n",
    "y_max = max(pt2d[1,:])\n",
    "\n",
    "k = 0.20\n",
    "x_min -= 2 * k * abs(x_max - x_min)\n",
    "y_min -= 2 * k * abs(y_max - y_min)\n",
    "x_max += 2 * k * abs(x_max - x_min)\n",
    "y_max += 0.6 * k * abs(y_max - y_min)\n",
    "y_min = max(0, y_min)\n",
    "x_min = max(0, x_min)\n",
    "x_max = min(img.shape[1], x_max)\n",
    "y_max = min(img.shape[0], y_max)\n",
    "frame = frame[int(y_min):int(y_max),int(x_min):int(x_max)]\n",
    "\n",
    "size = 150\n",
    "\n",
    "p = pitch\n",
    "y = yaw\n",
    "r = roll\n",
    "\n",
    "if rotate == True:\n",
    "    r = r - 20\n",
    "    \n",
    "print y, p, r\n",
    "\n",
    "plot_pose_cube(frame, y, p, r, tdx, tdy, size=150.)\n",
    "\n",
    "# Draw bounding box\n",
    "\n",
    "plt.imshow(frame)\n",
    "plt.show()"
   ]
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