cgddrd/CS39440-major-project

View on GitHub
src/template_matching_scaling/notebooks/motion_displacement_wiltshire_inside_15cm_obstacle_non_scaled.ipynb

Summary

Maintainability
Test Coverage
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Inside 15cm (Obstacle) (Non Scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* \n",
       " * Force prevention of output scroll toggle.\n",
       " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
       " */\n",
       "IPython.OutputArea.auto_scroll_threshold = 9999;"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "/* \n",
    " * Force prevention of output scroll toggle.\n",
    " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
    " */\n",
    "IPython.OutputArea.auto_scroll_threshold = 9999;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The ipycache extension is already loaded. To reload it, use:\n",
      "  %reload_ext ipycache\n"
     ]
    }
   ],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "# We have to add a reference to the parent folder in order to access the modules.\n",
    "import sys,os\n",
    "sys.path.insert(1, os.path.join(sys.path[0], '..'))\n",
    "\n",
    "import main as templ\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "from tse.tse_matchmethod import tse_match_methods\n",
    "from tse.tse_matchtype import TSEMatchType\n",
    "from tse.tse_datautils import TSEDataUtils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Calculate Displacement "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Skipped the cell's code and loaded variables results_dict from file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_wiltshire_inside_15cm_obstacle_non_scaled.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_inside_15cm_obstacle_non_scaled.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_23_03_15_11_07_04.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG1.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG3.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG5.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG6.JPG\")\n",
    "              ]\n",
    "\n",
    "patch_sizes = [50, 100, 200]\n",
    "\n",
    "match_method1 = TSEMatchType(\"DistanceEuclidean\", tse_match_methods.DISTANCE_ED, None, \"r\", reverse_score=True)\n",
    "match_method2 = TSEMatchType(\"HistCorrel\", tse_match_methods.HIST, cv2.cv.CV_COMP_CORREL, \"b\")\n",
    "match_method3 = TSEMatchType(\"HistChiSqr\", tse_match_methods.HIST, cv2.cv.CV_COMP_CHISQR, \"g\", reverse_score=True)\n",
    "match_method4 = TSEMatchType(\"DistanceCorr\", tse_match_methods.DISTANCE, cv2.cv.CV_TM_CCORR_NORMED, \"y\")\n",
    "\n",
    "match_methods = [match_method1, match_method2, match_method3, match_method4]\n",
    "\n",
    "results_dict = templ.start_tests(image_pairs, patch_sizes, match_methods, config_file, exhaustive_search=False, use_scaling=False, plot_results=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 1: IMG1/IMG2 - 50px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFovFYrFYLE3EdqYtFovFYrFYLJYm8v9gcJRukDVLGQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bf17d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_50 = results_dict['IMG1.JPG_IMG2.JPG'][50]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_50:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_50[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                 \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 50px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 2: IMG1/IMG2 - 100px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b9cdf10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_100 = results_dict['IMG1.JPG_IMG2.JPG'][100]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_100:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_100[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                 \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 100px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 3: IMG1/IMG2 - 200px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8sSdacdxHMdxHMfJk/8HShFPBQ4A0RkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10af0ce50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_200 = results_dict['IMG1.JPG_IMG2.JPG'][200]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_200:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_200[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                            \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 200px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 4: IMG1/IMG2 - 100px, 200px patch - *DistanceEuclidean*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtIAAAH4CAYAAABntQpnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndpbuSNQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10af55550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1 = results_dict['IMG1.JPG_IMG2.JPG']\n",
    "\n",
    "raw_results_pair1_100_200 = []\n",
    "image_rows = []\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for patch in results_pair1:\n",
    "        \n",
    "    if patch not in final_results:\n",
    "        final_results[patch] = {}\n",
    "        final_results[patch]['DistanceEuclidean'] = {}\n",
    "\n",
    "    data = results_pair1[patch]['DistanceEuclidean']\n",
    "\n",
    "    final_results[patch]['DistanceEuclidean']['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[patch]['DistanceEuclidean']['row'] = [o.row for o in data]\n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    current_patch_data_euclidean = final_results[result]['DistanceEuclidean']\n",
    "    current_patch_data_euclidean['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(current_patch_data_euclidean['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(current_patch_data_euclidean['row']), np.array(current_patch_data_euclidean['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(current_patch_data_euclidean['row'][len(current_patch_data_euclidean['row']) - len(current_patch_data_euclidean['cma']):], current_patch_data_euclidean['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))   \n",
    "\n",
    "plt.title('Average Vertical Motion Displacement - IMG1/IMG2 - 100px/200px patch height - Euclidean Distance')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 5: IMG1 - IMG12 - 50px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXm4HEXV/z/fsEMWEhI1CYQAMbLJohJBBYZFIBJAfYFA\n2AVBfVEU+An4qoDIIrLqiyiIBgKyhEWWBF8WGQj7IovshC0JCYGQhASCBMj5/XGqc/tOZubOXecu\n5/M888x0VXXV6eqe7tOnTp2SmREEQRAEQRAEQfPpVW8BgiAIgiAIgqCrEsp0EARBEARBELSQUKaD\nIAiCIAiCoIWEMh0EQRAEQRAELSSU6SAIgiAIgiBoIaFMB0EQBEEQBEELCWU6CDo5khZKGt7KOsZL\nOqVtJKq5zWFJdnVku7n2J0s6oJV1HCxpSlvJFARB8/9Xkl6TtEML23pa0jbt3U7QswllOuhwJBUl\nzZW0Yr1laQ2S9pH0apn05SW9JekbLaizKOnQfJqZ9TGz11ohKoClT7k2D5a0RNI5Jel7pPS/1tJA\nehBtv7RBs2lJ9jYPZp/kei8p63Mk3SFp73wZM/uGmU1o67a7MqXnqIV1LJG0bvp9Utr+UUmZo1L6\nibm0PpLOkfRqOnevS5ooaVSuzCmS/i3po/y+nU0WSbtKulfSPEmzJF0sqXftvbjMcZyU2lmYPgvy\nL9CShku6S9L7kp7rjApfO7+wV7x/Nbmj2cZmdk9r25FUkDS9JTIE3Z9QpoMOJT0gRgFvAbu3Q/3L\nt3WdVbgBWF3StiXpuwCfAP+otSI5vWjhA6PWZiqkG/AysJek5XLpBwEvNkMmq9JGe7CJmfUBRgLj\ngf+V9MsObL8r0tbnyPBr5MCS9IOAF1I+klYC/glsBOwK9AE2AK4CRuf2ewn4f8Akmv9f6EhZ+gK/\nAganfYcCv22mvKWyX5lePvuYWd+SF+grgceAAcD/ANdKGtiK9oIgaENCmQ46mgOBO4AJ+EMOSStJ\nmi9po6yQpEGSFmUPDEljJD2RLEH3Sfp8ruxrkn4q6SlgoaTlJB0vaWqy8Dwj6Zu58r0knS3pbUmv\nSDoyWa56pfx+ki6RNFPSjGShWua/YmYfAtew7MP7QOBvZrZE0paS7k9yP5FXvOVW6F9Luhd4H7gM\n2BpXChdK+l0ql7e+rZJkfy312ZSkHJAsa7NS+t2SNmzGeXkT+Dewc6prALAVcBM55UvS7qk/5yVL\n2fopfQIwDLg5yX5ssqbl+3WIpJskvSPpJUmH5eo9SdI1ki5N5+xpSV+sRXAzm2tmlwPfB06Q1D/X\nv4em3yNSn8xP5/2qXNtLJP1Q0ssp70ypvGuKpPMlTZP0rqRHJX0tl9dL0s9y192jktZMeetLuj0d\n+/OS9srtN17SH+RuKQvTOf1Mamue3BK5Wa78EEnXyUc/XpH0w1r6sdw5qqV/a+ARYNXsepP/j1cC\nHqXh2jkAVzi/aWbPmrPIzK4zs5OziszsMjP7B7CQlin9HSKLmV1pZreZ2X/MbD5wMfDVFsibodI2\nlmZII4HNgRPN7EMzux54CvivlH+w/J74+3R9P6c0+iBpgKTpksak7d7p+ty/QltFSadLeihd43/P\n/k8pv+w9RtLhwDjgp+naujGlryXp+nStzpH0+5L2fisfpXxF0i5N9NHmkp5MbV+ldN9L9TT1fNgh\n/V4l/TfmSnpW/twotTYv046k1YBbgSFqGDn4TBPyBj2IUKaDjuZA4GpcCd1Z0qCklF4H7JsrtzdQ\nNLM5kjYHLgG+i1tm/gTcJGmFXPl9cKvS6mb2CTAV+JqZ9QVOBi6X9OlU9nDcerwp8AXgmzS2PI0H\nFgPr4Q+xnYDDKM+lwJ6SVgZXxIExwKWShgK3AL8ys/7AscB1ktbI7b9/Oq7ewMHAFOC/k3Wq0XB1\n4qwk01apL/5fTvZJwAhgEPAv4IoKMpeSPcQn0PBisA9wI/Dh0kL+UP8b8CNgIDAZV8yWN7MDgGnA\nmCT7WWXauSqVGQzsCZwmabtc/m64Ba4frsT/b43yZ9wELI+PfEDjIdtTgH+Y2eq4IvW7kn2/CXwR\nvx72AL5ToY2H8eumP94XE9XgrnQM6TpM190hwKL0IL4duBw/N/sAf5C0Qa7evXCL40D82nsQVwwH\nANcC54Ar7MDNwOPAEGAH4MeSdsrVVbYfazxHLSV/7RyUtqGh/3fE+/+DNmyzM8myLfB0K/Y3YLf0\nsvW0pO/l8jYCXjGz93NpT6b0jFH4PW8N4ETgekn9zWwufi1fLGkQcC7wr/TyWYkD8Gt3MPAxjf8r\nZe8xZnZR+v2bdG3tIR/lugV4FVgb/99dmavry8DzSeYz8Xt8JYT/R3YG1gE2we+X1PB8yN8HTsRf\nKNcBvo7ff/P3/rLtpL7fBZiZGzl4s4q8QQ8jlOmgw5Bb8YYCN5nZS8CzwH4p+2+4kpExLqWBK79/\nMrNHkhXpMlzJ2zLlG/A7M3sjKeaY2bXZzc7MrsGHbDMla2/gPDObmaxKp5MUyqRwjwZ+YmYfmNnb\nwHklsi3FzO4HZgPfytX9gpk9hd+oJyfrFmZ2B24h2zUn93gze87MlpjZx1lXVei/XvhD7igzm5X2\nedDMFqf6x5vZ+2b2Ef4CsamkPuXqqsANQEFSX/yBemlJ/ljgFjO7M72wnAWsAnylqYolrZXKHWdm\ni83sSeDPNLbqTzGzfyQf68txpbVm0nHPwR+opSwGhksamtq/vyT/N2Y238ym4+d732WrADO7wszm\npb4/B7d6fi5lHwb8T7q2MbN/J2VmDPCqmV2a9nsCuB5/aGdcb2aPp+v3BuB9M7s89cU1+AsUwBbA\nQDP7tZl9bGav4v2Yvz5b1Y/NJLtWLwf2lbtZjU3bedbARz98J2mzZEV8V9LzXVkWSV/Hr+PWuBhd\nA6yPv0x9F/ilpOyc9gbeLSm/EHdPyXjLzM43s0/S/e4F0n3GzG4HJuKuLbsAR1SRw4DLksV+EfAL\nYG/JR2pquMfk712jcIX8/6V76Ycl/7vXzeySdJ1eBgyW9Kkqcv3OzN40s3n4C2U2WtPU8yHPXsBp\nZvaumb0BnF8ic7V26jKROugahDIddCQHAbeZ2cK0PTGlARTx4dlRcr/qTXGlAtyqcUx64M2TNA9Y\nE7fMZTQaqpN0oKTHc+U3xh9U4Df4fPkZud9rAysAs3L7/hG3xFTiMhqUwgPSdlbXXiVyfxXIDw+W\nm9BSyVd0ILAy7t/cCLmLwRlpCPdd3BqU7VMTZvYf3PL0C2CAmT2AP0AyeYbgls2svCX5h9ZQ/RBg\nbol1bVrJvrNzvxcBK6uMe00lkiVqEDC3TPZP8WN5OFn+DinJz5+HaTS+tvJtHJuGh+en89mPhj5e\nkzLnBr8OvlxyHYwDspESw+cQZPynZPsDXKHK6hpSUtcJQF4JaXE/SrpVDZPgyr5QlMHSS8hU/MX0\nRTObUVLmHXJ9amZPpNGab+MvJLXI9kxOtkouFR0iS06mLXGL7H+Z2dQKZfbLyT2pgtDPJQXO0v/u\nfHz0BuA93Ec7Tz9gQW77jZL812l8DV+MW7LHJyWxGqX/hRWAgXL3uebcY9bCFeYlFfKXvtAkxR0a\nrvOq5Vn2P9HU8yFjCJXv/U21EwQV6cjJWkEPRtIquNW2l6RZKXklfALfJmb2lKRrcIvgW8DNOcVr\nGnCqmZ1WpYmlCqiktYGLgO2BB8zMJD1Og2VhFn6jz8j/no5bNdao8hAo5XLckrQVPnSZPQSnARPM\n7PBa5K6wnWcOrmiNwH0m8+yHT+jcwcxel7Q6rlQ215pyGW7BOimXltXxBpD3RRTed9mDvJrsM4EB\nknqb2XspbRjlH2YtZQ98WPrh0gwzm41bsEiK2B2S7jazV3KyPJf7XaqcIGlr3K1mezN7JqXl+3g6\nfm6eLdl1GnC3me1E65mOW7lHVshvatJe1XwzG10tvwLZ8V8G/IU0/F7CncDJklbNKU75fcuKUyLb\nRpUKdrQssNS94EbcDeCuijuaXUHtLlfleAZYt+S/sykN7iuw7Avt2kk2krvFRXif/Lek8WZW7qUv\nY1jJ72zEZ3+q32NK+2g6MEzScmkkq63J2qvl+ZCR3fuzEYi1qpSt1F4QLENYpoOO4pu4orMB/iDY\nNP2eQoNVN3P1yLt4gFtVvpes1pK0mjw0VSWLwWr4jW8OrrwfglumM64BjpJP5FodOC6Vx8xmAbcB\n58jDZ/WStJ6qxCk1n3V/L+4PeJuZZVbFy3E/yJ2SVWdleXil/IOv9AE+G/fVLtfOElxBOEfS4FTn\nVnKf3d74S8BcuY9u6YOlJqXazO7GfUp/XyZ7IrCrpO2TFfgYXLnPhm6ryT49lTtdPqFnE9yXs5rv\nZlNkrjkDJO2H+wafUc7yJmkvpcmAwHz8fOdflo6VtLrcHeVHuF9/KX3wa3iOpBXlkUPyFsM/A6fI\nJztK0ibyiZy3ACMl7S9phfTZQmnyJs174XkYn2T7U/lkquUkbSzpSzXWVfEctQFX436oE3Oy5JXb\nWcANkjbK/g/Al2j8Irx8Sl8OWCH9Z1rynGpXWSRtjEfrOdLMJrdAvkbIw1D2T9fNKPwavBHAzF4E\nngBOTDJ8G7+fXZer4lOSfpSurb1wl5FMrp/h0YUOwSOOXFalTwXsL2kDSaviEUsmplGopu4xs4F1\nc9sP4f18hqRVk+xNuoQ1g+x8Nuf5cA0+SXn1dB8+ktqV5NnAGnI3uCBoRCjTQUdxIPAXM5thZm+l\nz2xcARonqZeZPYwPaQ7GZ04DYGaP4X6E/4tbQl5K9ZW9CZrZs8DZwAP4kN3GuLKbcTGuMD+Fh5ua\nBHySs0QfCKyIWxjn4g/kpmZuX4pbOTIXD9Lw8h74w+wt3IJyDMv66OU5H5/QOFfSeWXaORaPuvEI\nPlyd+Xtfhg/tvoFPhHqgpO5qcVob5ZnZXea+5I3yzOwF3Dr1e+Bt3CdzN2vw9T4d+Ll8qPXoMse3\nLzAct1JfD/zSzP5ZRb6mHnJPSlqIXw/fAX5sZidVKPsl4MFU/kbgR9Y49NiN+LXwOK78ZpOh8nL9\nI31eBF7Dh4Cn5eo4B39Y34b7uF4MrJysiTvhL4pv4ArG6fg1Vu7YK/ZFsvCNwf04X8HPw0U0KPVN\n9WO5c9RcyspqHtnin8ldqDTvQ2A7/D81Ce+f5/FJn/n44H/GXVP2wSdkLsKvuc4myzG47/Vf1ODC\n8e8qcjbFWPw6XoDfS063xjHS98Gv4bnAqbhbyTu5/IeAz+LXwykpf548kstPgAOTQvyb1A/HVZDD\ncIv3ePw6XRFX7KHpe8wlwIbp2ro+3U93w0drpuGW6qx/W/J/Ly2bnc/mPB9+hY+GvYr/Tyfi8ylq\naed53GDySro/RzSPYCmytl9PwSt2C89luC+fAReZ2e+SpeZqfBjqNWDv3IM7CDocSaOBC81seL1l\nCToeSUuAETmXjyDoMkg6GDjUzLZug7ruwl3T/tJqwboAkr6P6yDbNVk4CKrQnpbpj/CICBvhs2r/\nWx4K6njg9uTzd2faDoIOIw03fiMN4w4lhZKqt1xBEASdgG4btUIev/2ryX3vc8DRNEx0D4IW027K\ndJqZ/ET6/R4+uWcoPoEhC7l1Ke5LGwQdifAJdnPxWKnP0LqwVkHXJiYWBV2Zai5cLa2vu7IiHp1p\nAW7M+zvwh7pKFHQL2s3No1EjHursbtx3dVoKQ5RFA5ibbQdBEARBEARBV6LdQ+OlGbXX4QtNLFRu\nld4UsqxcyKHu/GYcBEEQBEEQdCLMrMUuTu2qTKfwWdfhExr+npJnS/qMmb0paTCNFydYSmsOKqgv\nkk6qElUh6OTE+WsfikVNxlfXfATYqVBo+4nXce66NnH+ui5x7ro2rTXitpvPdHLhuAR41szyIb5u\nomHVu4Nwn6UgCILuzjg8dF67KNJBEARBfWhPy/RX8ZicT8lXnwNf9vYM4BpJh5JC47WjDEEQBJ2C\npECPrbccQRAEQdvSbsq0md1LZcv3ju3VbtApKNZbgKBVFOstQNBiivUWIGgVxXoLELSYYr0FCOpH\nh0TzaC6SLHymgyAIgiAIgvamtXpnu0fzaEsiykcQtC3x0hoEQRAEraNLKdPQ9MO/WNRFwEhgETAu\nJvoEQXni5bTzEvexoKcQ13rQHWjP5cTrxUhgWzwE1Z/qLEsQBEFLiPtY0FOIaz3o8nRHZXpR+n4E\nOKKeggRBELSQuI8FPYW41oMuT3dUpiOWaxAEXZ24jwU9hbjWgy5Pl4rmEVE+gqDtiP9TEARBELT+\nedgdLdOdGkkXSvp5veWoJ5JOkjQh/R4maWFaMbNq2Y5G0hGSzm2izNaSns9tvyZph/aXrqI8SySt\nm36fJel79ZIlCIIgCHoCoUy3IUmRWiRpgaR5ku5LCtlSRdHMvm9mv66xru3bV+ImZRielLOFJZ+9\nWln10uEQM5tmZn2s8hBJXYZOJK0I/A9wZtou1xePm9kUM1u/RF5L+9TtRSBxFvAzSSvUUYYgCIIg\n6NZ0udB4nRwDxpjZPyX1AQrA+cCXge+0oK7OMgTfz8yWtGF9neW4qrEH8JyZzSpJb+u+qIik5czs\nk5bub2ZvJqv57sB1bSdZEARBEAQZYZluJ8xsoZndDIwFDpK0IYCk8ZJOSb8HSrolWbHfkXSPnAnA\nMODmZAE9NpWfKGmWpPmS7s7qzNV7QapvgaQHs+H+lL+RpNtTO29KOiGl95J0vKSpkuZIulpS/1qO\nUVJR0qG57YMlTWmqzZI6Motvr7S9Tjq2BZJuAwaWlN9S0v2pz56QtG0u7xBJz6Z9X5Z0eC6vIGmG\npKMlzZY0U9LBVQ5vNHB3DX1QkDS9TPouwAnA2MyKndL7SboktT9D0im5Yz84jWacI2kOcKKkFZO7\nxuupDy+UtHKunf+Xq6vcC1sR2LWp4wiCIAiCoGV0K2Va4iKJosRkidXrVUceM3sEmAFsnSXR4Lpw\nDDAdVxg/BZxgzgHANNzK3cfMzkrlJwEjgEHAv4ArSpobC5wE9AemAqf6MakPcAcwGRic6rgz7fND\n3HK5TcqbB1xQUm8lS3L+WBrvUL3NavwND5G0BnAKcBANbhNDgVuAX5lZf+BY4DpJa6R9ZwO7mllf\n4BDgXEmb5+r+NNAXGAIcClwgqV8FOTYGXih3aDUcA2b2D+A04Kp0DjM5xgOLgfWAzYGdgMNyu44C\nXsavh9OA3+B9t2n6Hgr8EpYq7McAO+KxWncsI8rzad8gCIIgCNqBbqVM0zbB39sjgPxMYECZ9MW4\nojnczD4xs/uqVWJm483sfTP7CDgZ2DQpreAK5/Vm9mhyDbgC2CzljQFmmtm5ZrbYzN4zs4dT3hHA\nz81sZq7ePTNraWJOsgRnn8/VcMzV2iyLpGHAl4BfmNlHZjYFuDlXZH9gclJUMbM7gEdJllczm2xm\nr6bf9wC30fASA/ARroh/Yma3Au8BlY5ldWBhmfR8XxxdtQdc8V6qfEv6NH5d/cTMPjCzt4HzgH1y\n+8w0swuSK8mHwHeBo81svpm9B5yeK7838Bcze9bMFgEnlpFhYTqWIAiCIAjage7mM90Wwd/bI4D8\nmsDc3HamYP0WtyTfJp+jeJGZ/aZcBUm5PQ3YE7dMZ367A2lQ+mbndvkA6J1+rwW8UkG24cANkvJ+\nwB/jVtyMNVrgJ1ytzUoMAeaZ2Qe5tNdTXQBrA3tJ2i2XvzzwTwBJo3GF8rP4i+KqwFO5su+UHMci\nGvqolHm4FbuURn0hqdDEMeVZG1gBmKWGOam98FGIjLzLyCD8GB7LlRcNL8GD8es0I19PRh8gYrcG\nQRAEQTvR3SzTS4O/m7VYgWiLOpYiaQtcSby3NC9Za481s/VwV4ujJW2XZZcU3y+V2cHM+gHrZE3U\nIMY0YN0qebuYWf/cZ9UyE+/K8T6wWm77MzW2WSlCxyygv6RVc2lr58pPAyaUyNrHzM6UtBI+ye5M\n4FPJDWQyLZ/s+BQ+StEaSo9zOm5tXiMnfz8z+3yFfebgL0Ub5sqvntxYwPtrWK58/nfGBsATrTuM\nIAiCIAgq0a2UaTPmmzG2NUpwG9QhAEl9JY0BrsQVwGfy+anMGEkj5GbHBcAnNFicZ+N+tRm9cUVs\nrqTVcCv1Mu1WYBIwWNJRklaS1EfSqJT3R+C05GKBpEGSdq+x7ieAb0taRdII3A+5ljbL1mdmr+Nu\nGydLWkHS13B3kYzLgd0k7SRpOUkrpwmAQ4EV02cOsCRZqXeq0idNMRl392kNbwLD0/klvaDcBpyT\n+qOXpPUkbVNu52QBvxg4T9IgcL9xSdlxXQMcLGmD9AJSzs1jW+DWVh5HEARBEAQV6FbKdCfhZkkL\ncCvqCcDZ+GS4jPykvRHA7bibxv3ABWaWRZA4Hfh5zjf3Mtzl4Q3gaeABGlsxy00GNPDIIsDXgd1w\na+aLeNg+8NB9N+GuJgtSvaNK6pmvxvGVf5zSz8X9vmcDf8WV3VraLJU1/3scHkpwLj7R7tKlhcxm\n4CHrfga8hffxMfhKnguBH+EK5lxgX+DGcv1RI7cA60saXMP+ldInpu93JD2afh+IK/3PJjkn0mDR\nL3cOj8Mnkz4o6V38ehkJSyc5noe7ubyIT/Bcun+SfQPg7xWPMgiCIAiCVtFtlxMvFnURrnQsAsYV\nChZ+o0GzkPRd3MXiJ/WWpSVIOguYamZ/rJAfy4kHQRXiOdKxRH8H9aK1z8PuNgExTxaVAzwqx9g6\nyhJ0Qczs4nrL0BrM7Nh6yxAEXZx4jnQs0d9Bl6Q7u3m0R1SOIAiCoOcQz5GOJfo76JJ0Z2V6aVSO\nGCoKgiAIWkA8RzqW6O+gS9JtfaaDIKhO/J+CIAiCoPXPw+5smQ6CIAiCIAiCdiWU6SAIgiAIgiBo\nIaFMB0EQBEEQBEELCWU6CIIgCIIgCFpIKNNBEARBEARB0EJCme4gJF0o6ef1lqOeSDpJ0oT0e1ha\nmrzs7Nl82SAIgiAIgs5KKNNthKTXJC2StEDSPEn3SToiUxbN7Ptm9usa69m+/SWuKsNwSUuSspv/\n7NXKqpfGYTSzaWbWxyrHZqx7zEZJoyRNTufzHUkPSTo45RVSH11fss+mKf2uknRJekXSMx14CEEQ\nBEEQtDOhTLcdBowxs77AMOAM4DjgkhbU01li//ZLCm/2mdjK+jrLcTWJpK2AO4G7gPXMbA3g+8Au\nuWJvA1tKGpBLOwh4kWVfBrYBVgIGSfpSuwkeBEEQBEGHEsp0O2BmC83sZmAscJCkjSSNl3QKgKSB\nkm7JWTzvSZbLCbgifnOyBB+byk+UNEvSfEl3S9owayvVe0Gqb4GkByWtm8vfSNLtqZ03JZ2Q0ntJ\nOl7SVElzJF0tqX8txyepKOnQ3PbBkqY01WZJHZn1u1faXicd2wJJtwEDS8pvKen+1GdPSNo2l3eI\npGfTvi9LOjyXV5A0Q9LRkmZLmplZl5vgt8B4M/utmc0FMLN/mdk+uTKLgb8D+6S2lgP2Bq5g2ReH\ng4DrgBvT7yAIgiAIugHdTpmWsLb4tIUsZvYIMAPYGrdUZvUeA0zHFcZPASeYcwAwDbdw9zGzs1L5\nScAIYBDwL1xZyzMWOAnoD0wFTvW+UB/gDmAyMDjVcWfa54fA7rjFdDAwD7igpN5KluT8sTTeoXqb\n1fgb8AiwBnAKrnBaqnMocAvwKzPrDxwLXCdpjbTvbGDXNCpwCHCupM1zdX8a6AsMAQ4FLpDUr5Ig\nklYFtgSurUHuCcCB6ffOwNPAzDL1/RdwNb5U7j6SVqih7iAIgiAIOjnL11uAtsZsWQWwWNRFwEhg\nETCuULD5HSjSTCBzA8hkW4wrmsPN7GXgvmoVmNn47Lekk4GjJPUxs4W4wnm9mT2a8q8AzknFxwAz\nzezcXLsPp99HAEea2cxcva9L2j/X9Bw1nh+4pZm90MTxVmuzLJKGAV8Ctjezj4Apkm7OFdkfmGxm\n/wAwszskPQrsClxmZpOzgmZ2T7Jsbw08npI/whXxJcCtkt4DPldFrv74i+asJo4VM3tA0gBJI3Gl\n+lJg1ZJi3wYWmNl9yXpNkv3vTdUfBEH9qfMzpMcR/R10NbqdZboCI4FtgdHAnzq47aHA3JK03+IW\n5NuSW8JxlXZO7hhnJHeMd4FXU1beDWJ27vcHQO/0ey3glQpVDwduSG4T84BngY9xK27GGmbWP/dp\nSpFuqs1KDAHmmdkHubTXaXj5WBvYK5M1yftV4DMAkkYn95Z3Ut43cAt3xjtJkc5YREMflWMesAR/\n4amFCbilvwDcQHkXj+sBzOwTXIkOV48g6DrU8xnSE4n+DroUPUWZXpS+H8Etsh2CpC1wZXpKPt3M\n3jOzY81sPdzV4mhJ22XZJdXsl8rsYGb9gHWy6msQYRqwbpW8XUqU5VXNrElrLPA+sFpu+zM1tlnJ\nfWYW0D+5Q2SsnSs/DZhQImsfMztT0kq4L/KZwKeSG8hkWjHZ0cwWAQ8Ae9a4y+X45MRJZvaffIak\nNYHtcd/5WZJm4X7V38i5qQRB0LmpyzOkBxP9HXQpeooyPQ73Vd2pnYeLBCCpr6QxwJW4EvgMOeVO\n0hhJI+Q+FAuAT3BLKLiVeb1cnb2BD4G5klYDTivXZgUmAYMlHSVpJUl9JI1KeX8ETksuFkgaJGn3\nGut+Avi2pFUkjcD9kGtps2x9ZvY68ChwsqQVJH0NdxfJuBzYTdJOkpaTtHKaWDgUWDF95gBLJI0G\ndqrSJ7XyU+BgScdmSq887N2VZeR/Ffc9/58y9RwAPI9bWjZNn5G4L/2+bSBnEATtT0c9QwIn+jvo\nUvQIZbpQsPmFgo3tgD/lzZIW4JbUE4Cz8Qlx0HjS3gjgdmAhcD9wgZndnfJOB36e3BmOBi7DXR7e\nwCe3PUBjC2+5yYAGHlUE+DqwG279fRF3RQA4H7gJdzVZkOodVVLPfDWOM/3jlH4u7gs9G/grruzW\n0maprPnf44Av4y4xv8R9j0l1zgD2AH4GvIX37zGAUns/wm+8c3EF9cZy/dEczOwB3KK8PfCypHfw\n4cZJ5eo1s/vN7M0yx3kg8Aczeyv3mY2/zBxIEASdng58hgREfwddD1VeM6N+SDIzW8aKWSk9CILm\nE/+nIAh//kClAAAgAElEQVSCIGj987BHWKaDIAiCIAiCoD3odqHxgqBW5Et7DyuTdbiZLeMbHQRB\nEHQcESIv6CqEMh30WMxso3rLEARBEFQkC5EHPmdlbB1lCYKKhJtHEARBEASdkQiRF3QJQpkOgiAI\ngqAzEiHygi5BRPMIgh5K/J+CIAiCIKJ5BEEQBEEQBEHdCGW6g5H0tKRt6i1HS5D0mqQdquTvLOmG\nJuoYlhaAyVaLLEo6tNo+7Uk6pu3T7yMlnVEvWYIgCIIg6Hr0qGge7R1mR9JrwKFmdmcu7eCUtjWA\nmW1cQz3DgVeA5c1sSS59MPBrYDS+zPgbwNXAmWa2aNma2pxyqy3mORX4QbYhaQne19k+H5nZAKBP\nuTpL+6qDyB/PxcBUSWeb2dsdKEMQBF2ECNcWBEEpPc0ynYXZGY2H2WlrmlI2m8tS/x1JA/Alv1cC\ntjSzvviy3f2A9ZpVaaIkrVUvVpK2APqa2cMlWZuYWZ/0GdCaNmqQoVXHYGYfArcSy3wHQVCZ9n6O\nBEHQxehpynQ9wuw0Uq5L3ApGSXpU0ruS3pR0Vip2T/qeL2mBpC2Bo4F3zWx/M5sGYGYzzOwnZvbv\nVN9XJD0iab6khyVtlWu3KOnXku4D3gPWlbRE0g8kvQS8kMqNkfSEpHmS7pP0+RqPczRQbKqQpOGp\n3V4l6esDfwS2Sm4gc1P6SpLOkvR66qMLJa2c8gqSZkj6qaRZwCXpPeF4SVMlzZF0taT+uXYOSHXN\nkfSzMiIWgV1rPOYgCHoeEa4tCIJGdCtlWifrIp2sok7WZJ2s1csUaTLMTg11NClGE9t55fp84Fwz\n6wesC0xM6ZmbQz8z62tmDwI7AtdXbNQt15OA84ABwDnApLwiCewPHIa7WUxLaXsAWwAbStocuAT4\nbqrjT8BNklaoesTOxiSFvFS0GvbFzJ7HH0wPlFixzwBGAJum76HAL3O7fhroj69keATwI2B3YBtg\nMDAPuABA0obAH4D9gCHAGsCaJaI8n9oKgiAoR4RrC4KgEd3NZ7rqaknpxtfUCkqtWXFJwN8lfZxL\nWxF4rEL5xcBnJQ00sznAQ7l6ShkAzKrS9q7AC2Z2Rdq+SlKmWF6KK/Hjzey5lL8keXqcbuYPBEmH\nA38ys0dSmcuS9XZLYEqVtgFWBxaWSf9X8p0myXFelTpKXU+EK/ab5GQ8HbgCyKzKS4ATzewj4CNJ\nRwBHmtnMVP5k4HVJBwB7Ajeb2b0p7xfAkSUyLMRdZ4IgCJahxudIEAQ9iG5lmaZtht9aU4cBe5hZ\n/+yDT8irZJ09FFfen0tuGdXcC97BramVGEKDtTnj9ZJ9ppfZL5+2NnBMcvGYJ2kebrmt1m7GPKBv\nmfTNc/3x4xrqyTMIWBV4LCfPrcDAXJm3zWxxbns4cEOu/LPAx7gFezAwIyuYJm2+U9JmH+DdZsoZ\nBEEQBEEPpbsp00uH3+zEFg+/tUUdeSq6OZjZVDMbZ2aDgN8A10pahfKTGO8AvlU6cTDHG7gynGft\nlL60yXJi5H5PA07NvwyYWW8zu7rSMeR4Cn8xaA2l8s0BPgA2zMmzepp8WWmfacAuJcewarJUzwLW\nygpKWhV39cizAfBEK48jCIIgCIIeQrdSpu1Em28n2tjWKMFtUUetSNpf0qC0+S6uGC4B3k7f+Sgd\n5+CW30slDUv7D5V0dpokOBkYKWlfSctLGgusD9ySb7IJkS4GvpcmRkrSapJ2ldS7hsOZTIN7TEuZ\nDayZ+WinsIAXA+dl/ZSOeacqdfwROC3XR4Mk7Z7yrgXGSPqqpBWBX7Hsf2Bb3PodBEEQBEHQJN1K\nme6kVAuXtzPwtKSFwLnAPmb2YXI/OBW4L7krjDKzecBXgI+AhyQtwK3V84GpZjYXGAMcg1t0jwXG\npPS8LKWyNWyYPYb7KP8vMBd4CQ8T12S4PzN7HHhX0qgq7TWVfifwDPCmpLdS2nHAVOBBSe8Ct9PY\nAl5a1/nATcBtqY8eAEYlGZ8F/hv4GzAzHeNSN5cUJWQ07tsdBEEQBEHQJDJry7DIbYMqrJFeKT3o\nHEj6OvADM/tWvWVpCZKOBNY0s+PrLUtHEP+nIAiCIGj98zCU6SDoocT/KQiCIAha/zwMN48gCIIg\nCIIgaCGhTAdBEARBEARBCwllOgiCIAiCIAhaSCjTQRAEQRAEQdBCutty4jVRLOoiPLzaImBcWh42\nCCqSu2bWxReGWUBcO0HQY4nnSMcRfR10dnqkMo3/KbMFRv4EjK2jLEHXIH/NZKsoxrUTBD2XeI50\nHNHXQaemp7p5LErfjwBH1FOQoMuQXTPvpu+4doKgZxPPkY4j+jro1PRUZXoccA2wUwwXBTWSXTOb\nEtdOEATxHOlIoq+DTk0s2tJBSHoaXx3wnnrL0lwkvQYcamZ31luWoO3oyv+nIAiCIGgrYtGWToKk\n1yTtUJJ2sKQpAGa2cVOKtKThkpZI6lWSPljSJZJmSlog6TlJJ0late2PpCyWPlWRNFLSRElvS5ov\n6UlJP5HUK3ds/yrZZ6CkxZJeLVNfUdJcSSu24bEEQRAEQRC0GT1amS4WtXmxqEvaqLqaFM4aWfp2\nJGkA8ACwErClmfUFvg70A9ZrVqWJkrQ2mYQqaT3gIeB1YGMzWx3YC/gi0DtXdBVJG+W2xwGvUNJ3\nkoYDo4C3gN3bQsYgCIIgCIK2pkcr08BngV07oqFkud4+/R4l6VFJ70p6U9JZqVhmuZ6fLNBbAkcD\n75rZ/mY2DcDMZpjZT8zs36m+r0h6JFmDH5a0Va7doqRfS7oPeA9YN1mIfyDpJeCFVG6MpCckzZN0\nn6TPN/MQTwbuNbNjzWx2kvPFJPeCXLkJwEG57QOAy8i9QCQOBO4oUz4IgiAIgqDT0O1C4+lkNd86\nfPey+9iJLfKdqbZPvo3zgXPN7IrkqpEprlsDrwL9zGwJgKTzgOsrNuiW60nAkcCVwN7AJEnrmdm8\nVGx/YDSuOC+X0vYAtgA+kLQ5cAkwBngUV3BvkjTSzD6q6chhB+D4GspdAUyRdBywAW61fgj4bkm5\nA4ETgYeBEyV9yszeqlGWdifingZBAHEvaG+KRY3ARzn7Ab8oFGp+JgVBh9HtlOnmKMHFon4GnArs\nUCjYP1vZtIC/S/o4l7Yi8FiZsouBz0oaaGZzcGUyq6OUAcCsKu3uCrxgZlek7ask/Qh3jbgUV+LH\nm9lzKX9J8vQ43cxv+pIOB/5kZo+kMpdJ+hmwJTClStt51mhCzowZuFL/dWB73CrdCElfA4YCN5nZ\nQknP4u4g59UoS0cQcU+DIIC4F7Q5xaKG4COSewFDcIPSusAVxaL2C4U66Gz0dDeP/sASGizDrcGA\nPcysf/YBfkB5BflQ/Ab8XHLLqOZq8g5+M6nEEHxFvjyvl+wzvcx++bS1gWOSi8c8SfOANZtot7ly\nZhiuQB8C7IO7cZT20UHAbWa2MG1PpPO5ekTc0yAIIO4F7cGlwMa4m+PQQsF+gI+mrgZcViwqohAF\nnYqerkwPAB6nbZTpcpT9w5vZVDMbZ2aDgN8A10pahfITGO8AvlU6cTDHG7gynGftlL60yXJi5H5P\nA07NvwiYWW8zu7pCm+W4A/ivGsteD3wDeNnMZuQzUj/sDWwvaZakWcAxwKaSNmmGPO1NxD0NggDi\nXtCmFIvqhU8+P6pQsGKhYJ8AFAr2IfBt4JtAR0WyCoKaCGUa7gY6VEmTtL+kQWnzXVyxXQK8nb7z\nUTrOAfoCl0oalvYfKunsNElwMjBS0r6Slpc0FlgfuCXfZBMiXQx8L02MlKTVJO0qqXcT++U5EfiK\npDMlfTrJOULSBEl98wXN7H1gO+CwMvV8E/gY96feNH02wN1NDmyGPO1KoWDzCwUbGw/PIOjZxL2g\nzVkPmFco2JzSjKRQv427FQZBpyGUaY+gsWF6G25rKoXL2xl4WtJC4FxgHzP70MwW4T7c9yV3i1Fp\nEuFXgI+AhyQtwK3A84GpZjYXnzh4DDAHOBYYk9LzcpTK1bBh9hg+AfB/gbnAS7jiWvNkTjN7BdgK\nGA48I2k+cC0+9Pleabtm9i8zy8eWzvIOBP6SIpa8lT6zk2zjSmNwB0EQBN2KL1J+rlHGO8DADpIl\nCGqiR6+AWCzq38B+wM34JMSpbVV3EHR2YgXEIAg6G8Wifotbpk+rkH878NtCwW7rWMmC7kysgNg6\n1sVnX68CfLnOsgRBEARBT+dLVLdMrwOcVyxqcrGo1TtIpiCoSk9XplfGw78NorYYyT0aSbdKWljm\nE30XBEEQtIrkbvkFqivTq+DzaEbjxrAgqDvdLs50rRSLWiW3+XL6BFUws9H1liEIgiDotlScfJgj\nQhEGnY6ebJnuj88KvgZf8W/9+ooTBEEQBD2apiYfAlwETCVCEQadiJ6sTA8A3ikUbCy+hPbaxaJW\nrrNMQRAEQdBTqUWZngE8Fop00Jno6cr0XIC0NOkrwOfqKlEQBEEQ9FyamnwIHgI2QuMFnYpQpht4\nBtioTrIEQRAEQY+lxsmH4Mp0LNoSdCpCmW6gQ5RpSRdK+nl7t9PVkXS6pKOaKLOfpP/LbS+RtG77\nS1dWluGp/V5p+1pJu9RDliAIgi5ILZMPIRZtCTohoUw38CywYWsqlPSapEWSFqQVDO+TdISkpYHA\nzez7ZvbrGuvavjXytAWSVpR0kqQXJb0n6VVJl0haux3bHIRPCv1j2i4kRTUfju9GM7vCzHauUMd4\nSae0pP1iURcViyoWi5pWLOreavFMs7J//St/zaedfTbrrLUWV0Uc1CAIgpqoxV8akptHsahYcCro\nNPR0ZXpebrstLNOGL+XdFxgGnAEcB1zSwro6w83iWny58n2BvsCm+ITNHZpbkaTlSraVf9HIcTAw\nycw+zKW9YWZ9cp89mtt+Mxj5ySdsC6wFfJXq8UxHAtuuvDIFGs7XyC98gS+Y0e+RR7imHeUMgiDo\nLtSkTBcKtgh/Pq7a7hIFQY30ZGW6P40t0y8Ba7VVRA8zW2hmNwNjgYMkbQiNLaaSBkq6JVmx35F0\nT9IvJ+DK+M3JCntsKj9R0ixJ8yXdndWZq/eCVN8CSQ/mXR4kbSTp9tTOm5JOSOm9JB0vaaqkOZKu\nltQ/5e0I7AjsYWaPmdkSM1tgZhea2V9SmSGSbkr1viTpsFybJyV3hwmS3gUOllSUdKqk+4D38dWs\nStkFuLupPpZ0sKQpZdIPB8YBP82s2DlZr5P0lqRXJP2wnKyjR/PV//s/eO893j3zTPjmN/lo++35\nmqRTcm4cvSSdNWYMW+23H9xxB6/jN3hIcVA/+1nePvlkHm3qOIIgCIKaJh9mvEP4TQediO6lTEsX\nIRWRJqMmh9cbuXlkET223IvLm1FHk5jZI3gon62zJBqUrmOA6bj/16eAE8w5AJiGW7n7mNlZqfwk\nYAS+YuO/gCtKmhsLnIS/KEwFTgWQ1Ae4A5gMDE513Jn2+SGwO7BNypsHXJDydgQeMrM3qhziVUnW\nwcCewGmStsvl7w5MNLN+OXn3Aw4Deqd9S/k88EKVNqtiZheltn6TWbGTEnwz8DgwBLes/1jSTqWy\n3norg7bbjmvHjuXBhQt5+fvfZ5gZmwE7JbkBDgd2/fKX2ex3v+OG8eOZTsN5HQdc8+ijnPv++xEh\nJgiCoBrNmHyYERE9gk5Fd1sBcSSwbfr9J1y5rESpzzTAMzI2xpcqraWOWpmZ2itlMa6EDjezl4H7\nqlViZuOz35JOBo6S1MfMFuKK3PVm9mjKvwI4JxUfA8w0s3Nz7T6cfh8BHGlmM3P1vi7pAPzN/81K\n8khaC/gKMNrMFgNPSvozcCBwVyp2v5ndlOT/jyQDxpvZcyl/SZmqVwcWlqQNkZR3yzmcBuW1ooi5\n31sAA3P+6q8mWfcBbiuVVdKRwOv33svqU6bYf04/HSSdB3wXXzRgb+DcO++054Bvf/KJvg78H0CK\nfzp24UJ9Nx1LEARBUJlaJx9mhDIddCq6mzLdnGVGyyrTH/XhCyu9U3MdtbJmSVuZkvdb3JJ8W3Id\nvsjMflOugmRZPQ23/g6iQQkdSIPiOTu3ywe45Rfc9/eVCrINB26QlFdqPwY+jd+wPlv5sBgCzDWz\n93Np0/DhuowZZfabXqVOcOt4n5K0mWa2Vj5B0sFN1JNnbZZVyJcD7sltzygpvwIwK+fW3YsGS/pg\nGh9HOQt7HyAWFgiCIKhOrZMPM8LNI+hUdC83jzS8DuyENbk6Ujll+tknz+GFZtTRJJK2wJXOe0vz\nzOw9MzvWzNbDXQyOzrlIlFpd90tldkguE5mvcS2TFKcBlULGTQN2MbP+uc+qyVJ9BzBK0tAK+84E\nBkjqnUsbRmOltJz1uCmL8lO0fgGd0jamAa+WHGdfMxuTK5/fZzrwIbBGrnw/M/t8yp+FH2tG/nfG\nBsATrTyOIAiC7k5zlemwTAediu6lTJvNx2xsjUrwUmU6C28G/PCj/nyuGXWUQwCS+koaA1wJTDCz\nZ/L5qcwYSSNSRIsFwCc0WJxn40NfGb1x5W6upNVwK/Uy7VZgEjBY0lGSVpLUR9KolPdH3M95WJJp\nkKTdAczsTuB23HL9BUnLp32/J+kQM5sO3A+cnurdBPgOcHktfVSFyTS467SU2TR+gXgYWCjpp5JW\nkbScpI0lZVb0RjKZ2Szc/eOcdMy9JK0naZtU5BrgR5KGpgmbxwO6807+mQultw1wayuPIwiCoLvT\nnMmH4Mr0wSmEacXQpUHQUXQvZbpGikUtD6yGK7DQ4Gu9NTC8lRE9bpa0ALeEngCcDRySy89bQEfg\nyupCXCm9wMyyKBanAz9PkT6OBi4DXgfeAJ4GHqCxJbXUspqlkXyqvw7shltUXwQKqcz5wE24q8mC\nVO+oXB174srt1bjLwr/xiSK3p/x9cVeRmcD1wC/N7J9VZKJCWp7LgG9Ijc5DpXpK+yDjEmDD1H/X\nm9kS3Hd8M9zl5W3c97lvFVkPBFbEY5DPBSYCn0l5F+M+0k/ioQKvS94g2wKjH3qIicDCzIc9CIIg\nWJYWTD4Ed/P4DOl+S+XQpUHQIcisKb2m45FkZraM9bJSenMpFjUQeKFQsDXS9mT8D/kI7ue6b6Fg\nMTxfRySdCrxlZufXW5ZayV9HO+3ErI8+4kIz+0e95apEW/2fgiAImkNacGUDPKrSzsBnCwWr2bWv\nWNS+uKFqMP7c3ilN/A6CFtHa52F3m4BYK6X+0uPwN9sjgD8D6xO+rnXFzP6n3jK0gKXX0eLFcWMP\ngiDIKBa1Fq48Z58P8RCtl+Pzc5rDHHyEdQpwRCjSQb0JZZqGUGYAxaKeoyE0XhDUTP46CoIg6MkU\nixqAuxPuiCvPA4B/4gr0iYWCVYowVQvvAP0KBSu0UswgaBNCmV6W5/GoGUEQBEEQ1ECxqFWAr+GK\n8474XKT7cKvzRcBThYKVW1egJUQ0j6BTEcr0sjwH/LQDZQmCIAiCLkWayP9FGizPo3D3yDuBnwAP\nFQq2uJ2aD2U66FSEMr0sLwCfLRa1XKFgn3SgTEEQBEEXp1jUisBJhYL9rN6ytCUlkwZ3xEN/Tsct\nz2cD9xQKVrpybbtQKNiiYlEUi1q1ULBFTe8RBO1LT1am51XIOxcPGXhHsahvxcSGIAiCoBl8ETih\nWNTpHaVcthdlJg0uxpXnq4DDCwWbXWX39iazTpdbfTYIOpSeqkz3B16tkDcSWAmfOPEnYkJZEARB\nUDtbp+918NVcuwzFovoD29HgurEGPmnwDuAk4JVCodPE0w1lOug09FRlegCVA8RnQ0bT8VB5QRAE\nQVAr2+Bh39alkyvTJZMGdwA+h08avJO2nzTY1rwFfLreQgQB9GxlupLP9Dj8LfzZcPEIgiAIaqVY\n1HLAV4Ebcct0pyI3aTDze94CV/jvAI4BHmzHSYNtzSx80ZYgqDvtqkxL+guwK76S3edT2knAYfhy\nzgAn1GGVuIrKdKFg84tFHQv8ui0blHQh8IaZtWm9QRAEQadhY9xi+gBuma4rJZMGd8CX356OW547\ndNJgOzATGFJvIYIAfKJde/JXYJeSNAPOMbPN06ceyy1Xs0yDh8fbIN2IakLSa5IWSVogaZ6k+yQd\nIXkdZvb9WhTpVM/2tbbbXkhaUdJJkl6U9J6kVyVdImntDmp/Z0n3pP58S1JR0m4p72BJSySdU7LP\nHin9ryXpvdMxTO4I2YMg6LFsDdyDz8mpqzJdLGpv4A1gMrApcDWwfqFgmxQK9pNCwSZ1YUUaXJkO\ny3TQKWhXZdrMplA+akaL1z9vI5pSpt/C+6Y5cSwNGGNmfYFhwBnAccAlzZTNqH//AFwLjAH2Bfri\nN+NHcetGs5C0XMm2speMCuX3BK4BxgNDzexTwC+B3XLFXgb2Kqn7IHyJ2dIJMv+FT1IpSAofuyAI\n2ott8CWuX6H+bh57AycC6xQKdlihYFfWOfpGWzOLsEwHnYT2tkxX4oeSnkyWztU7suFiUb3waB6V\nQuORZis/B6zfkjbMbKGZ3YxHAjlI0kaSxks6BUDSQEm3JAv2O8kCK0kTcEX8ZkkLJR2byk+UNEvS\nfEl3S9owayvVe0Gqb4GkByWtm8vfSNLtqZ03JZ2Q0ntJOl7SVElzJF0tqX/K2xH3p9vDzB4zsyVm\ntsDMLjSzv6QyQyTdlOp9SdJhuTZPknStpAmS3gUOTpblUyXdB7xPhQdNUrLPAX5lZn8xc8uJmd1j\nZodnXQy8Cfwb2DntNwDYCriJZV9GDgL+jE+s2b/2MxkE9aVY1EXFoorFoiYXix17rwyaRxrJ3BoY\nDfwBWL/O52w94PFOFH2jrZkJDIn/SNAZqIcyfSGuSG2Gv1meXa5QUsiyT6Hm2iWr9ilsxyeF7Viu\nsB2Lq5b1ZcU3aM2BmtkjwAz8Bms0WEyPwf3WBgKfwv3GzcwOwC2oY8ysj5mdlcpPAkYAg4B/AVeU\nNDUWD1vUH5gKnOpdoT74xJLJ+HDYCNxXDuCH+LLp26S8ecAFKW9H4CEze6PK4V2VZB0M7AmcJmm7\nXP7uwEQz65eTdz/cX743lcMZfQ5YE7eMVyJTlicAB6bf++CTfj5sVNDdUrbBLd3X5MoHQVdgJO7n\nOhoP1Rl0XtYDPsbviV/Dn6+X1kOQpNivh1vIuyvZBMT4jwTNRlIhr2e2tr4OV6bN7K2kOBpuLRxV\nodxJuU+xGQ2o2qd4F+sU72JaU+XwlRA/1waHPBN3K4EGJXAxfhMYbmafmNl91Q/JxpvZ+2b2EXAy\nsGlSlMEV9OvN7FEz+wRXXDdLeWOAmWZ2rpktNrP3zOzhlHcE8HMzm5mrd8/kNrEGbvkti6S1gK8A\nx6V6n8TPZV5Rvd/Mbkry/yfJOd7MnkuW7o8rVL9G+p5VrU8SN+CuG32BAyj/4DoAeNjMZgDXAxtK\n2qxMuSDojGShOh8hQnV2djIXj+ycvU+DgaKjGQh8UihYNXfGrs4s4DPEfyRoAWZWzOuZra2vw5Vp\nSfkJA9/Ch+o7kqb8pTPaSpkeWqa93+IW5NskvSzpuEo7J3eMM5I7xrs0LDaT9+fO+8F9gFt+Adai\nsmViOHBDcjWZBzyLW1U+jQfDrzaxYwgw18zez6VNw481Y0aZ/aZXqTPjnfTd5MSSpKRPAn4BDDCz\nB1jWxeNAYGIq/w5QxN0+gqArMA4fUdkpQnV2erLJh9k5+z98NLEerIfPK+m2FAr2IbAAH2WN/0hQ\nV9pVmZZ0JXA/8DlJ0yV9B/iNpKckPYkPzfykPWUoQ4cp05K2wBXMKfn0ZCE+1szWw90hjs65SJT6\nt+2XyuyQXCYyX+NaJilOo/KM8mnALmbWP/dZ1cxm4q4hoyQNrbDvTGCApN65tGE0VqDL+enV4rv3\nAq5071lDWYDLgKOBy0szJH0Fd235efI5n4X7VY8rnRQZBJ2RQsHmFwo2NpSELsE2wJTsnOGToes1\nCXFdurkynZgF9I7/SFBv2juax75mNsTMVjSztdKEsgPNbBMz29TMvmnW4bOLa1WmXwbWKha1YjPq\nFoCkvpLGAFcCE8zsGXLKr6QxkkakyXYLgE+AbJWp2bhVIaM37gc8V9JqwGnl2qzAJGCwpKMkrSSp\nj6TMreaPuJ/zsCTTIEm7A5jZncDtuOX6C5KWT/t+T9IhZjYdf0k6PdW7CfAdyii0zZCV1LbhyvEv\n5CHw+ibr/NckLeMPZ2Z34z7evy9T3UHAbbjv+6bpszGwCu5fFwRB0GqKRQ0F+uET1zNeoX7h8bq9\nZToRsaaDTkG9onnUk5qU6bQK1HQaK7ZNcbOkBbjV9wR8cuUhKS8/AXEErqwuxJXSC5JSCHA6bkmd\nJ+lo3PL6Oh4v9Gl8MYC8hddY1uJr4FFFgK/jIeVm4ZaSQipzPh754rYk8wM09l/fE5+4eDUwH3fH\n+UKSGzxk3nD8ZnY98Esz+2cVmaiQtmwhs+vwSZXfScf9JvAr4O/l6jezu8yWWiUMMEkrAXsBv09+\n+tnnNRpPXAyCIGgtWwP3liy9/Sr1s0z3JGU6Yk0HdUfWCaPmSDLzSYA1pTeHYlE/A/oWCnZ8DWVv\nAf5cKNjfmyobBF2Ntvg/BUEAxaIuAF4uFOycXNq6wF2FgrX7QlfFoi7Co1oswn22bwZ+USg0Y/J+\nF6RY1GnAokIhVhYOWkdrn4dhma5OW01CDIIgCLovWSSPPNOBzxSLWqED2i8ND9eTLNPh5hHUnZ6o\nTPenecr0yHaUpcciX957YZnPV+stWxAEQa0UixoArA08nk8vFOwj3L1uWAeIkQ8P92P8OVdtnYDu\nQrh5BJ2CnqhMh2W6E2BmvdPCNKWfqjG3gyAIOhlfBR4sFMrGzu+oSYhLQyjisfpfK/Hf7q7EkuJB\np2D5egtQB5qjTL9IKNNBEARBZbbCJ5KXo0MmIaawcGMBikVtS/de+TBPuHkEnYKwTFfnTWClNIwX\nBEEQBKVsgEdaKkc9wuP1FH9p8Gf0p4tF9URdJuhE9MQLsGZlulAwI1w9giDohBSLOrNY1Gb1liNg\nA8KfdLIAACAASURBVBrHl85Tj/B4PUaZzq2COLCpskHQnvRUZXpeM8qHMh1UpFjU8sWivlhvOYKe\nRbEo4YsSbV5vWXoyKVLHcGBqhSKhTLc/MQkxqDs9yme6WNQq+AvEohrKZnE7NwO2LRa1N/+fvfMO\nl6us9v9npZKQRiC0FCK9IyhFRdlYKCogehGNaOBauIp4f6hgvR7GrhQFexQMcPEqEUQQUGkv0hGQ\nKpCEJKQQUiC9J2f9/nj35MyZM2XPzN579sysz/PMM2f27LJmzp531qz9fb8LJjXaslREngE+o6r/\naGQ/ZfbdDeypqn30ciLyEeBjqnp83MetEM//Ab9X1T9XWOcrwO6q+kkRmYi/LDpANf3JMyIS4DtW\njg8fPwycpar/rrDZ24CppDNj3+hQSvgIjwJ2JMN60eKY27Td857AvLBCWorPAIc6J7eS3nuwL74I\n1CksBHZ1Ts6h/c83I6N0WmV6O+C1UL5Rjbxv50hgHD3+nWURkTki8o6iZWeKyFb/UVU9sFoiLSIT\nRaRbpLcOTER2EZErRORlEVkpIs+JyIUiMrTai1HVawsTaRE5RUSeEJEVIrJERO4Mk9lYCFuMH5xP\npMP3YUuRDd7lqvo9Vf1kmX04Efl4XDHVwcX4zouVOADfdn5UCvEYnUuxj/CR4fKxTYuoOsUxtyP7\nUl7iATAeX7RK5T1wTrbDu3l0WmV6VzrjfDMySqcl07VMPsxXr1eF9/8Ezq6yTbk22vWytRuPiIzG\nt/weDBylqiPwrcJHUuMEFxHZE7gKOE9VR+IvQ/4M2FJzgCLlrm6cDfxv0bL7i2zwPldl9w29l8U/\nRurgZuBYEdmpwjr7h/cHNXgsw6hEoY/w2fhk+lEyXJmmb8ztyH7A8xWez78Hz5DOe3AI8FSH2OLl\nWYiXeXTC+WZkFEumy5P37Twcn2SeUOdlo14JYVi9fnv49xEi8mhYHX5FRC4OV8tXrpeHFeijgM8D\nK1T1DFWdC6Cq81X1PFUtnEn+LhGZLiLLROSnBcctrJC/HpitqneH+1mtqjeo6rxw3SEiMlVEXhOR\nZ0XkfBGZV/QaLhCRp4BVZZLWE4B7ipaVahF/oYhc03exfAd4K/DTfBU7fGJfEbldRF4VkedF5LSC\njaaKyC9E5FYRWQ0EIrKriFwvIotFZJaInFuwfq/Xif9fb0VV1wOPAZWkMQfgpSmWTBtJstVHOByH\njgRuINuV6eKY25FqlelJ+Mrp91N6D14PPJHCcbLEYmAMnXG+GRmlrTTTETR6VZPpUvtwThbgNYpR\nEvHihLH4cWFyfRnwI1W9NpRq5BOyt+InrozMa4dF5Mf4L89qvAd4I75i/ZiI3Kyqfyta53FgXxG5\nFLgJeFRVVxc834WvVu8ODAP+St8q8Yfwl9OWFuubRWTbcPsour1S1WdV1a+JyJvxGuYrC/Z7O/B1\nfIJ7MHC7iDyjqvkvtA8DJ6rqgyIyBLgP+BPeg3U8cIeIvKCqf4/4Op/DV3v6EE4COwD4JZZMGwlS\n5CM8EH9Ofgr4bDPjqkRhzG3MfsAvyj0Zfn9cD1S6uhUnrwc6rfHVYuDIDjnfjIzSbpXpapqpKJXp\nUvuI2rxFgBvDqvAyEVmGl0+UkytsBPYSkR1Uda2qPlywn1KxL4wQw/dVdWVYZb4bP7j2IpygGOCr\nWtcBS0Tkt2GyCnAa8B1VXa6q8/FJf2FMClyuqgtUS068yeuHVxUtP6rgvXlNRI4s3rAEhcd9L76i\nfpWqdqvqE/gfGKcVrHOjqj4Y/n0wsIOqfltVN6vqbOA3+B8CUV5n/jWU00PvGN7fjiXTRnocBMzB\nj0tjnJP+zQ2nMwl/TO9LZZkH+CtXaTl6dGpleseqaxlGgrRbMl1NMxXFFq/UPqLa4ylwiqpul7/h\nZ3OXSo4BPo5P3p8TkUdE5D0V9v0q0fSRrxT8vRbYttRKqvqwqp6uqjviK+FvA74WPr0rMK9g9bkl\ndjGvxLI8+SsCw4uWP1Tw3owOfzyUe2+2hlrw927AkUU/VibRU/VRYH7R+rsWrf8VegbeKK9zBOXP\nmQOAZ4GngYPCL1fDSJojgYeDQDfhiwNpVT2N3owF1gSBVvtOScUezzkZhP+eKtdApl2xZNpoOu2W\nTFfTTEWpTJfaxwvAp5wT55zcWqNzQ9kES1VnquokVR0D/AD4YyhNKFXJvgM4VST+hE1VH8VLIQ4I\nFy2kt9VbKdu3spMDVXUNfjZ51B8gUZ+bC9xT+GMlnMh4Tplt5uIr2YXrj1DV94bPR3md+wFPlonv\nAODfQaCvAmvKbG8YcXMkkL+KZe2Um0eUqjT4ZDqNLoj746vgl9X5XdWqWDJtNJ22SqaDQJcHgZ5e\nYfLBdlRJpsvs4wX8bOFYbXdE5AwRGRM+XIFPBLuBJeH9HgWrX4qvkl4lIhPC7ceKyCUicmC5Q1B6\n0t/RIvKJ/LFFZF/gJOChcJXrgK+IyCgRGQecS+3OGrfi369qVPpxsIje78FfgL3D921geDs8jL/U\nvh7BT5C8IJxs2F9EDhSRN4bPl3qdPYGJbAMchpdxlGJ/fGUawup0pRdqGDFRmEwvINuTENuZapMP\n88wGJqZw5eoQvMSj0yzilgKjTe5kNJO2SqYjUIubRyEvAEPCv2u13alkl3c88IyIrAJ+BHxIVTeo\n6lrgO8D9oTzhCFVdBrwZ2AQ8LCIr8dXq5fR03yo+TuGxC/9eBpwMPB0e+za89viH4fM54CX8l8Bf\ngaupLscoZgrwkTKxlIux+DVcBvxHqK/+cThJ8ji85nkBvrL8PWBQqX2FEyPfi9cRzsL/SJmC/1FS\n7nUWHv8k4G5VLZTOFJKXeYAl00YKOCcD8FXOfCMhq0w3j2q2eAAEga7CX7naOeF48nrpjrKICwLd\njC9GjW52LEbn0lZuHhGotZV4nnn4SvENwMfLVb5VtY8uTlWvwns691lHVT9a7oCq2oV3myhcthCv\nsy63Tf+ix2eVikNVn8Un0+X2sw7fqhjY2hmw8Pmq+j9VfVZEnhSRU1T1z8XvQ8F6uYK/5wD9Cx4/\nRJFURFWn4xPkUsc8q8SyhXjpTqn1e73OkIsL/v4C8J+lti1w8sgnNU9T2ULPMOJgV2BJqJcGq0w3\nk33wXvRRyE9CjDKJvF5ej78i+Gt8RfrsDrKIy0s9ljQ7EKMzqZhMi8iOeMeDtwET8VW7l/A+yNNU\ndXHSAcbMdtSRTAeBdjsnM4DvdNDg1DCq+pHqa2UXVT2qwtN5jd6i8P4p4IvJRmQYjKf3RNmX8Ves\njPSZiL+qFYXZwNHOyYMRO/DWRPjj/vXAkx1qEZdPpp+ttqJhJEFZmYeIXIHXlA7D++hOBs7C/+Id\nDlwnIr9JI8gYqSuZDonq6NGuxP4F0OIcADxb8MX4HLBnOKPeMJJiAr0daKwy3QSck37AOEo7AJXi\nF/jv0Kedk7Odk5IuSw2wB7A6CFquwBUXNgnRaCqVNNOXqWqgqj9Q1btV9XlVfU5V71LV76tqAFye\nUpxxYcl0HaiqU1VzqujN/vRIPAgCXY9PbNLykzU6k1KVadNMp89OwIog0HVRVg4CvQc4EPgcfmLg\nS87Jxc5JXOPFEfRMSu1ELJk2mkrZZFpVn4KtUo9eiMg+heu0AmElYSQ9Hsi1ErVxi9EZ7IU/JwqZ\nCezZhFiMzsEq09lgN6JXpQEIAtUg0LuCQN8HHI6/2vdP5+RG5+TtDbp9FDq8dCKWTBtNJYqbx70i\ncjqAeL4A3JhsWIkwHFgbzvyth46tTBsl2YseF5U8M8LlhpEUE4D35H2Egc3Ats7JkCrb1YxzMqXD\n/IprYTf8/KG6CAKdHQR6frif2/BXeRuRgHR6Mr0EGFN1LcNIiCjJdACcISLTgHvwCeXhSQaVEI1I\nPMAn03tblzsjZE988lzITCyZNpJlPLA9vX2Ek5J6dJpfcS00lEznCQJdEwT6K7ytZqEE5CLnZGKU\nfTgng8PtH280nhbGKtNGU6maTIfWYn/DzxifCEwN/X5bjVE0kEwHga4AVmOXVDue0Ot3At7uqpAZ\nmMzDSJYJ9EjV8j7CSSXTHeVXXCMTqFHmUYkSEhCARyNKQA4BZgZBS34vx4Ul00ZTqZpMi8gd+EtI\nBwDvAX4sIhdX3iqTbEf9euk8JvUwwFelXgkC3VC03CrTRmKEl/+HAv+Bd1o6LrRBS0o3PanoOEYP\nsVSmS1FGAvKYczK0zCadLvEAS6aNJhNF5vEzVf2oqi5X1afxFeoVCceVBI3KPKCBZFpEnhGRtzV4\n/HL77haR3cs89xER+VsSx+1g9qKvxAO8l+xYs8czEmI8MC8IdHkQ6OkFCW4ilekSxzF6SCyZzlMk\nAXkNeHeZVS2ZtmTaaDJRZB5/EpGdReQUETkJ2EFVv5VCbHHTkMwj5AW8jrAPIjJHRN5RtOxMEbkX\nQFUPVNV/VNq5iEwME+N+Rct3EZErRORlEVkpIs+JyIUiZSsVW1HVa1V1a2e+8P/4hIisEJElInKn\niEystp96EJFJIvKoiKwKY79VRN4SPndh+Fo/V7TNf4fLu4qWvy5c/vMkYq2RPek7+ZCwK908zB7P\nSIZiW7w8c/HJnZEeE0g4mc4Tetn/Ad9ArRSdbosH/qrz0FA/bhipE0Xm8QngEeD9+MuLD4tI2ZbW\nGSbpyrQSX2OTrfo4ERkNPAgMBo5S1RHAu/A2fyWr0WV3KrInvqX3eao6Ep/0/QzYUnOAItW6Z34e\n+BHwbXzFYHx4rMI25tOBjxVtOhn/Phe/lx8DngFOF2l65bdcZRrMHs9IjmJbvDx2zqWIczIS3z24\n0e+TWvgTcHyx1MM5GQ3sjG8a1bGEPzjM0cNoGlFkHhcAh6rqZFWdDBwGfCnZsBKhqZrpsHL9dudk\nyiWXyGMTJsjysDr8SoEGPV+5Xh5WoI8CPg+sUNUzVHUugKrOV9XzVPWZgkO8S0Smi8gyEflpwXG3\nVsfx7WZnq+rd4X5Wq+oNqjovXHeIiEwVkddE5FkROV9E5hXsa46IXCAiTwGriivoBeuNBHLAZ1T1\nRlVdp6pbVPUWVc2fO4qf2DRURPYPtzsA/6PhUXr/oBDgo8CFwKvASZHf+GQoWZkOMXs8IynKVaYt\nmU6X3YCXkmgLXo4g0KX48bJY6nEE8FgQaJ+CSAdaG5rUw2gaUZLppXgXizyrw2WtRhwyjznArs7J\nNmWerzTjOj/w7n3llRz20Y8y8u67+Su+ujwtfO6t4f1IVR2hqg8B7wRuiBDbe4A3AgcDHxSR40us\n8ziwr4hcKiKBiAwrer4LX63eHTgeXyUu/sL4EN6+aZSqdpeJ5U3ANvhqSjWuoac6PTl8XMzR+I5j\nt+Lfq8kR9psk1SrTlkwbSVCuMj0L2C10mTGSJ3G9dBmuo6/Uo5JeutOsDS2ZNppGlMH3ReAhEflz\n+PgU4KmweYuq6qWJRVcHzknFaoFzEqkFehBon8Q4CHSTczIHXwV6puhpAW4UkcKmMIOAx4rWWztg\nAEyfzsvPPcdXVHUtPYNhqWR8NLAwQsjfV9WVwEoRuRtfhe418VBVZ4lIgK92XwcMF5HfA59V1TX4\ngfrTqrocXx2/DPhG4S6Ay1V1QZVYtgeWVki2oee1/i9wn4h8HTgdeAvwvaJ1JwM3q+r60O/8fBEZ\no6pLqsQROwW2eLPLrDKD8hOFDKMRSlamg0DXOyeLKG3XaMRPanrpIv4EXOScDA0CzdsWHgn8usz6\nnWZtaMm00TSiJtMv0lOh/HP4d3FVMxOUSoIBwm5hPw8C/UuDh8hLPYqTaQVOUdW78gtEZDLwiaL1\nJp1zDteeey5rN27kYRGZDeRU9ZYyx3uVaDP1Xyn4ey1QsouWqj6MT1oRkTfiJ7Z8DfhqeJzCylep\nS8qlKmPFvArsICL9qiTUqqrzRGQmPoGerqrzpcBSVUSG4LX6Z4UbPCEic/C2XZdFiCVu8rZ468s8\nb5VpIynKVaahR15kyXTy1NxKPA6CQJc6J/8ETgBuCL2nj6Dvd0yeSfiK9Nkd4shiybTRNKom06p6\nYQpxpEEcMg+oTTddqrq9PAh4z6c+Fa4g8gHgj+FEw1JV9TuAU0UkpxqvRk9VHxWRP+E9xMFXwCfQ\nM5llQqnNIuz6QWADcCpwfYX18u/P1cCVwJkljnMqMAL4VYGTxyh8tboZyXSpNuKFbLXHCwLdmFJM\nRpsTJk7jKZ9M53/EmQ1m8uwGPNGkY9+EnzNyA7AHsC4I9OVSK4YJ9OkpxtZsLJk2mkZZzbSIXCki\nZduGi8iRIvLbZMJKhDjcPCCGxi0icoaI5Gcdr8Anjt342cjd+EEyz6X4ZPIqEZkQbj9WRC4RkQPL\nHYISibyIHC0in8gfW0T2xQ/MD4WrXAd8RURGicg44FzqcChR1RV4ecjPQiu+oSIyUEROFJEflNjk\nD3iHkrx2vDD2ycAVwIH4Tl+H4KUgh1R4/UlSqo34Vswez0iI7YH1FbrcWffN9GiWzAPgL8C7nZN+\nmCVeMZZMG02j0gTEHwHnhg4RN4vIFBH5dfj3dODTwCXphBkLzUimy9nlHQ88IyKr8O/zh1R1Q6if\n/g5wf+jKcYSqLsM3ytmEtyVcia9WL6enQlp8jMLjFv69DG9N93R47NvwFY4fhs/n8F8Ss4G/4ivG\nlSZVln/hXkv/eeDr+EFuLvAZeiYlbo1LVder6l2qW6UTCiAiuwJvB36sqosLbo+H8RXb6qVBpcmH\neV7EEhsjXvbAT4Auh8mL0qMpMg/w3RHxRZcjsGYtxSzBkmmjSZSVeYTdDj8mIoOBQ/EDiOKTrScL\nEp/ME14ijcMaD8Jk2jmRQmskVe1TiVTVq/C+zr2eV9WPltu5qnbhXTUKly0Eynp7q2r/osdnlYnh\nWXr7PBfvZx0FThnhZMXC52uqtqrq74DflXkuV2G7wvdnYJl13lNLLDEyDrivyjpzKC2RMYx6OQz4\nV4XnrTKdAmFTkO3xXSebxc34K4pHEs3pqVNYAuzQ7CCMziSKZnoDXgbwULV1M8w2gAaBrothX0uB\nIcB9zskKYFKHTO4wPFG099aRzoibN1DkDOScTMHbn63FT9Ddwzm5B1hDlXGpaNuqY1it67cx44GX\nS/k6VyLm9+9mvPRtAn3dojoZa9piNI0oPtPtQFwSj3ynpQ146UUn+HeW1EyLyISwTXjxbWWot25X\nopxLL2HJtBEvb8A3Myqk0Ef4cmAz8DaijUu1ehB3mmdxOerVS8f5/j2Mr8DOrKCh70SWYsm00SQ6\nKZmOs5KyKrxva/9OVXWqWlKuoKpzVXV4idsIVZ2fdqwpMorq55Il00ZshE2i9gGeKnqq2Ed4ddHj\nStTqQdxpnsXlqFcvHdv7F1bFb8X00sWsAgY6J0OaHYjReVRNpkWkuONSyWUZJy5bvDxXAs8Dx3Xw\n5c5OJWoybZppIy4OAqaX8DafhHfgyY9DN+G7nEYZl4q3rUat67cr9XY/jPv9+zrw7Rj20zaEV41N\n6mE0hShNW75Kj2VZpWVZJjaZR8iTwCEd/qXScYR2VCPwdoaVeBnY0bymjZh4IyW0sSV8hP8NrIwy\nLtXqQdyBnsXlmAA8UOtGcb9/QaBRmmd1IvlJiE1xWzE6l7LJtIiciG+LPFZELqfHIm043qatlYg7\nmW7Ya9poSYYBa4NAN1daKQh0s3OyEO/8YR3pjEbpM/mwDDPwfu1GcuwG/L7ZQRhlscq00RQqVaZf\nxg/gp4T3+WR6JXBewnGVRUQa6AIoH4kvEoBGYjFal8j/9xfrtOk2jELeAEyJsN7dwG+ck32CQF9I\nOKZOpV6Zh5EONgnRaAqVfKafBJ4UkWtVNROVaFWtKzNxTr4BDAwC/Z9q60qut4WRdpW+ZOqczAKO\nDwKt1sDDaBOck0OAa4JAD46w7v8CtweBXpV8ZEa7UmHyYeE6hWPWr/B62pJe9qUs2sz2LhqhzGsc\nJiHIMlaZNppCFDePI0XkdhGZISKzw1urXbquReYR1cLIpB6dR5TJh3nM0cOIg3KTDwspHLP2B05w\nTsqNTaXGN7O9i8ZOwIqY+hUYyWDJtNEUoiTTVwCXAkcDh4e3I5IMKgFqSYKiWhhZMt15WDJtpM1h\neIeOShSOWf8JXIavTldb9+wKy4y+NK2NuBEZ64JoNIUoyfRyVb1NVRep6tL8LfHI4qWWyvRWC6Ny\nEo8QS6Y7j1rOI7PHM+JgT/xYU4li27WfAMc5J4dGWLfcMpyTIc7J8Y2+gDbC9NLZxzTTRlOIYo13\nt4hcBNyA7/wHgKpWq5ZkichJUJhAR7Ewmg58qJGgjJajlsq0tRQ34mAPqjTnKLZdCwJd4Zx8DfiZ\nc3J0EGh3uXXLLQv5GvA15+TkINCbG3gN7UK93Q+N9DCZh9EUolSmj8L7nH4XuKTg1krE3bQFrDLd\nidSaTI8PJy0ZRr3sQX32ilcC/YGP1XNQ52Qv4L+A0/AOIXaVxSrTrYAl00ZTqPpFr6qBqh5bfEsj\nuBiJu504wAJgmHMyMub9GtklcjIdBLoG3955x0QjMtoW50TwyfSLtW4bVqPPAb7vnIyu47g/Ab4f\nBPpH4GLgD85J/1rjaDNMM519TDNtNIUo7cR3FpErROSv4eP9ReTjyYcWK3E3bcm3Lp2OVac7iVqv\ncJhu2miEHYH1QaDVOm6WJAj0UeB3wJVhglyV8ErK+fjz9rJw8SX474qT6omjjTCZR/ZZBox0TqJI\nWA0jNqKccFOB3+L1c+C7bF2Hd/nIPOGHagiwqpbtIvpNPw/sBzxSa1w/uF6eGzWIXTZ3s/Hx5Rx+\nxWS1QTr71HqFI6+brvn86GSier13QDx1VaWL+DJwH/DfwI8rreicXAccB3QD7wgC318gCLTbOfkx\n8Dnn5N3492IsMDHc9DXgRrwH+30l9tsuPtYm88g4QaBbnJNNwD3OyQpa+3wzWogoyfQOqvoHEfky\ngKpuEpGK7ZQzxki8N2it3Qrz3qvgvVdLTdD5F3AoUHNjjlGD2GWf4YwE2KTci1UwW4FaNNNg9nj1\nEuWzlybNiqfhZDoIdKNzcjrwsHPySBDoAwDOybbAZ/CFhiHACcABwMBw0y/T+3Vej69QD8fPoQG4\nGfgAMD68v9k5OTQIdE5RGFn7f9ZMKOcbQPxzb4z46QbeHP7dkueb0XpEmRy1WkS2zz8QkaOAui47\nNol69dJRvFcfo+eLpSY2d7MRYNYa1jy9grfWsw8jdWpNphcAuyQUSzuTNd/jZsUTR2WaINDZwGTg\nRufkiDCRvgXfO2AAsB74f8Ad4SZ9XmcQ6EbgF/jGJeB/KH4sCHRTEOisINCLgP+l9ITHrP0/62E3\n4KU6ijJG+uQbHLXy+Wa0GFGS6S/gKxC7i8gDwDXA5xKNKl7qdfKI4jf9OHBIPRNzHl/O4U8sZ979\nSznAJB4tQ63n0mJsAmI9RPV6T4tmxRNLMg0QBHobvqHLX4A78Q4hpwaBfiMINBcEeg9l/KYLmIJ3\nSlgBvKHEOlOBM0s42FTbbytgeunW4T7gAVr7fDNajKoyD1V9TESOwV+qE+AFVa+laxFqrSYC0fym\ng0CXOyev4Cch/ruW/YcJtEk7WotazyVLpuugBq/3VGhiPHvgE9hYCAL9i3NyJvA24KuF/tPh8xVf\nZxDoIufk68A9QaCvlljlcWANvuL9j6j7bRFML906LAT+Zom0kSZVk2kRGQC8Gz/ZZABwvIioql6a\ncGxxkYQtXiGPAW+gxmTaaC3Cqw/DqG0iqyXTRiPEVpnOEwR6K3BrA9uX7TEQBKrOyVTgTAqS6TbB\nbPFaB/OaNlIniszjZrzebjQ+mRiGn4TSKiTRsKWQfDJttDcjgZXF1bwqWDJt1IVzMhw/zi5sdiw1\nci1wqnMyrNmBxIzJPFoHS6aN1Ini5jFWVQ9OPJLkqEvmEYXQ8ukIYIJzcmG9l5XayDqqnannPFoC\njHFOxCYu1U6RJd1i/NWxTNjlpcDuwKx6zptGx5Nati+x7ivOyX3A+4Gra409w2RC5mHfFZFYQo+b\nh2GkQpTK9N9F5PjEI0mOJGUeewOHhMdoRNuYt446EW/lY2SPmq9wBIFuwH/pjUokovan8HPxbjrr\nM9KIxKPR8aSW7UutOxUv9WgnMpFMY98VUbDKtJE6UZLpB4A/ich6EVkV3lYmHViMJCnzyFs+bcB7\nsDa6H7PyyS71/igzqUf9FH4unij4uxM+I40k042OJ7VsX2rdvwAHOScT6zh25nBOBgPbkw3JjX1X\nVGcplkwbKRMlmb4UOAoYqqrDw9uIhOOKk8RkHvRYPt2Crxg0uh+z8sku9Z5HlkzXz9bPBfBBsmWX\nlzSvx9vX1UOj40kt2/dZN7wi83tKe063IuOAl4NAtzQ7EOy7IgpWmTZSJ4pmei7wrGpNE6+yRGIy\nj7zlk3PyBeADzsm1NU5Q67Wf2AM04sSS6ZQpYUnX9p+R0DXmIuAw4Px69tHoeFLL9hXWnQpMc06+\nXc+YmDGyIvGw74poLAa2d04GBIG2Urdmo4WJUpmeDdwtIl8RkS+Et88nHViMJO3mAV67th3w6xIN\nC4z2oN7zyJJpIxLOyVBgGnAo8OYg0JebHFIj5D2n26G7q9nitRBBoJvw1WnrPmukRtRk+i5gEK1r\njZfo5bAg0NXAe4A9gZ8keSyjadR7Hi3BkmmjCs7JTsDd+AT0hCDQpAsAiRK6kEzBtylvdcwWr/WY\nB4xvdhBG5xClA+KFACKyraquSTyi+Em6aQvgE2rn5L3AdOfkV0GgT0XdtsgCLBXbr2KLJeCHmOVS\nJbYDXqhju8XAvjHH0rEUfFZ2x1cLV9LiVnnOyb74RirXABe2go1iRIu23wBfcU4ODQL9Vwvbuu2G\nn4hvtA7zsWTaSJGqlWkRebOI/Bt4Pnx8iIj8PPHI4iMNmQcAQaCr8HrHb9S4aTPsjoqPaZZLlTHN\ndDbIn6fjgbfQ4uerc3IMcA/wzSDQrlZIpEOqjhdBoOuAH9AzHrbqGJMZzbQRGatMG6kSRebxp2ol\nUQAAIABJREFUY+AEvN0MqvokfkDMPM7JNgBBoOtTPOwvgbc4J7U0ummG3VHxMc1yqTKWTGeD/Hm6\nIrxv2fPVOTkDr5GeFAQ6tcnh1ErU8WIKcKRzcmgN22QN00y3HpZMG6kSabKcqhYPJK0yQzYViUch\nQaBrqb06vdXuKMXL1cUWS2a5VBmbgJgNpuN1xSvxX5gfaTWJh3Mizsn/AN8Gjg0CvbPZMdVBpPEi\nrE7/EPhq1G2yRDihfByWTLca8/D/N8NIhUjWeCLyFgARGQR8Dngu0ajiIzWJRxG/BM53Tg6Oop0u\nYQGWOMUWS2a5VBVr2pINTsS3qn4R+ARwn+TkbO3SG5sbVjSck4F4icMhwJuCQLPQCKRmahwvfgtc\nCAwIAm21MWYnYEX4o8BoHawybaRKlMr0p4FzgLHAArxt0zlJBhUjiTt5lKLO6rSRbeo9l14DRoZJ\nlNEAkpNh+C/Iu7VLX9Qu/QpwKnCF5LykK8s4JyPxEw3HAMe0aiJdK0GgK/BdET/c7FjqwCQerYlN\nQDRSpWoyrapLVHWSqu6oqmNU9SOq+moawcVAojIPyclFkpM/SU5OllyfZKke7bSRXepKpsOuaa8C\nO8QeUedxEPBv7dJN+QXapQ8AjwGnNC2qCDgnAvwV7wjzvtBOs5OYCpzZ5BjqwWzxWpOF+MYtg5od\niNEZRHHzuFpERhU83k5Erkw2rNhITOYhORkBfBK4E/gSMDdMrvcHq063E+GAPAiv1a0Hk3rEw+uB\nJ0osn0r2E7WTgW2AczPSljpt7gbGtGBxYQJWmW45ws/YK/gr6oaROFE00wer9kwWUdVlInJYgjHF\nScMyjwoe0KfhE/X/wDsLnBT+fYfkZC5w5cm78Lvz9o6unTaSp05P75HA8gZsyyyZjodyyfSNwE8l\nJ2O1SxckdfB6/eDDqvSFQK6FrO9qopqHdBDoFufkamAy8IUmhFgvmZx82MKe3WmSn4Q4u9mBGO1P\nFM20iMjoggejgf7JhRQrccg8ynmjngmsLnjufO3SL+MrGd8CjrtpIc9Pm8+CxRv4ieSszXhGqMfr\nttHzyJLpeCiZTGuXrgX+CJyR8PHr9Uk+Obz/c+wRZYco783VwEfCHxetwli8/jZrtKpnd5qYbtpI\njSgJ3iXAgyLyLRH5NvAgXr7QCsQh8+jjjSo52RM/mM0vfk67dLN26S3apf8B7PW7ufxhkPDmvYcx\nV3LyDcnJbg3GYzRGPV63jV7hsGS6QSQnA4ADgXJXeKYCH5ec7Ce5xJK1ms+dTqhKh1R9b4JA87aG\n+6cVVAyMw0+8zxqt6tmdJuboYaRGlAmIV+OtqBbjNUinhstagTjcPEp5QE8GrsXPTi/rD61dumTZ\nV/WikQP50vcP4nl8QvW45OR2yckkycmQBmMzaqceT+84kukxDWxvwF7AQu3SlWWefxAv9/g7MENy\n8iPJydtLTAxuhHrOnU6oSkN0D2kHBGkEFBN5F6us0XKe3U3AkmkjNaJoplHVZ0VkKX4CjYrIhBKN\nXLJIwzKPYg9oyclg4Czg3VH9oUX45XaDOP/uY/j8sffwRbzzwH8CP5Cc7KVdqXZo7Gjq9PRu9ArH\nYuDIBrY3yuulAdAuVeACycmX8B7OJwHfA/aWnPwduBm4TbvqdyKq9dzpoKp0Lb7TDv8D42eJBhQD\nzkl/YGfg5WbHUoz1BYjEPODtzQ7C6AyiuHmcLCIzgFn4gXAOcFuyYcVGEm4eZwFPa1f0CYWhs8cU\n4KPapeu1S/+gXXo8/r08Nub4jPgxzXTzqZhM59EuVe3SJ7RLv6VdeiSwH75a/R/ALMnJPyQnFyQs\nB8nTKVXpWrgHOKZFdNM7AsuCQDc2OxCjLqwLopEaUTTT3wbeBExX1dcB7wAeTjSq+Ii1aUtYlf4q\nkKtj8+fxDQAKuRlfQTOyTaPn0RIsmW6USMl0Mdqlr2iXXqFd+j58N7vvARNJVg7SUVXpWggCnQus\nojV00+PI5uRDIxo2AdFIjSgyj02qulRE+olIf1W9W0QuSzyyeIi7actZwLPapQ8VLoxoU/QSpZPp\nv0lOztEu1R9cL8+NGsQuqzcz+FvP8cSKTSyjBguueig+5qd358CJQ+nerGx4fDmHXzFZ27JhQY02\nZ40m00sxzXTdhInuG4F/lXgu8v8xlFPdBtwmOTkHLwd5LzHLQUIyUZXOqIWaA37lnGwmW3EVk1W9\ntBGNRfjus9sEgUkpjWSJkkwvE5HhwL3AtSKyGG8J1wrEJvOQnAzCV6U/WOLpvE0ReJuiUlq2Usn0\n88Am/Jf6E6MGscs+wxkJ8N97ctQ3n6u4v1goPuZ2g2CfEf65Tcq9eKu/diTK/yzPKBrzml2CJdON\ncCLwXBkP6Vr+j1sJNdZPhLdvS052Bt6Dl4P8THLyJL4F9s3A8+H6kchYVbqu9ydhHP6KXP4zkZW4\nirFkuoUJAu12Tl7GX2GY2ex4jPYmiszjffjqwXn4drgzaQFpQviFNhLfUCUOdgc2FlelQ6LYFC0E\ntnNOtskvCL+gt0o9NnezEeCFVWy5ZHrV/cVC8TE3dbMZYNYa1jy9grcmeewmU4u1VKOV6eXAEOdk\ncAP76GTOxFvflSIWi7AIcpCDathdJqrSIVm0ULsHPzZDtuIqxmQerY85ehipEMUab7WqblHVTao6\nVVUvV234EmgaDAfWBYFujml/lWZ1V7UpCgLtxlc5ij/YN+MvNfP4cg5/Yjnzps3n0DVbarbgqovi\nY/5tEYc9sZx59y/lgHaVeITUYnPWkFworE4uBXaodx+diuRkDH5G/rQyq9RjV1eRcJLwbdqln8Ff\nmbkLeGeUbTNWlYYMWqiFuun5wO1kKK4SWGW69bFJiEYqlJV5iMhqoNyXgarqiGRCio24nTx2wvts\n96EGm6K81GNGwbJ78XrNnbVLXwIm/D+/PJXLnmHCXHzMdpV2bKVGm7M4JrLmddP25VwbHwb+ol1a\n8gpTnVaHkdEuVcnJs8CeETfJUlU6yxZq1wIjMpxIg1Wm2wGbhGikQtnKtKoOU9XhZW5ZT6TBJ0Bx\nSTzAV6YXNbiPPrpp7dKN+ElR72tw30ZyxPHDzHTT9XEm5SUeafEiXuZVkQxWpbPMVcAk52RQswOp\ngFWmWx+TeRipEEUzjYgcJiL/LSLnishhSQcVE3FXpnemTGW6Bl6idNV3GqUnNhrZII7K9BJM5lET\nkpPXAbsCdzc5lFlESKbJWFU6ywSBvoifgP3uZsdSivCHUVZbiRvRsWTaSIUoTVu+ga8ijMZX1n4r\nIv+TdGAxEHdleicar0zPpa+jB/iJnYdJTsyLOGOEX6pxWCxaZbp2Xod30tjS5DjmABMlJ2XHS6tK\n18VU/JWHLDIS2BIEZdvXG62BJdNGKkSxxjsDOFjV+zSKyPeAJ4FvJRlYDIwkXo/pdwKHS07eT/3e\nzy/h389eaJeuk5zcCrwf+GVjYcZHRj1q02YbQGPwKTWv6drJhGZVu3St5GQZsAvlK5VWlQ6pYdyY\nBlzqnIwJAl2SWoDRyFRVutx7amN0VWwCopEKUWQeC4AhBY+3IQNfcBGItfshvjp5IN7z9ld17qOc\nzAOyKfXIe9Q28ppbnbjOI6tM1854/JdhFpgF7FHqCatK9yHSuBEEugq4Ce84kjXGkq3vuXLvqY3R\nlVkKbOucDG12IEZ7EyWZXgk8KyJTRWQq8AywQkR+IiKXJxpdY8Qt88i3G27EF3UeMM65kpeLsyj1\nyKJHbdrEpb03zXTtZKIyHVJJN21V6d7UMm5MJZtSj0xVpin/ntoYXYHwx605ehiJEyWZ/hO+858L\nb18DbgQeC29ZJbbKdKiV7A/8kQb8bEOpQP5ycS+0S9cBealHVsicR20TsMp088haZbpPMm1V6ZLU\nMm44YLRz8vrEo6qNrFWmy72nNkZXx3TTRuJU1Uyr6tT83yIyGhinqk8lGVRMjASei2lfo4GV2qWn\nxbCvvNSjVNVjGnAuGdFNZ9ijNk3imHwIppmuh6xVpo8rsdyq0kXUMm6ELZ+vAibjW7tnhXHAv5od\nRJ5y76mN0ZGwZNpInChuHk5ERoSJ9GPAb0TkR8mH1jBxyjzi8JjO08druoAsSj06HatMN4/xZCuZ\n7lWZtqp0bGTRczpLP+SMxrBJiEbiRJF5jFLVlXj5wdWqegQRW+s2mTgnIJbtflgH5ezxsir16HTi\n0ky/CmznnPSPYV9tj+RkKLAt/kdIFigl87CqdAyEntMv4CfRZYXx+LHaaH1MM20kThRrvP4isgve\naeLr4bJWqMLEaY0XqWFLJZuigufGAA9W2M004LMkLPWQXO9YS+nAo6zTAcTyoywIdJNzshn4h3Oy\nArOxqsZYYIF2Ra/4Jny+LgRGSE62BX4E7H3N4Rw6oB+f+dAJ2a9KZ9VCrSCuA4EpzsnZZCO+CWRH\nr280xjx6fvgaRiJEqUx/E/gb8KKqPiIiewAzkg0rFpoh86hkU5R/bn8qd/36K/CGFKQeUSyVzHYp\nPs00QDfwZjr7/YxKPZMPEztfw6R+Nr46vfdbtueYdVsYMenhlvmSzupnOR/XdsCOZCA+52QkfsJ5\nnB10jeZhmmkjcaom06o6TVUPVtVPh49fVNUPJB9awzRD5lHJpij/3DNUSPJTlHpEsVQy26V4z6N8\n45dOfj+jUo9mNenzdRawu8DaybvBtAXM0Nb5P2b1s5yPK99pMAvxjQfmmQ6+bbBk2kicssm0iHwp\nvP+JiFwe3v+kBfyl8xODRpJ+ZbqSTVH+uROBCWGM5ZgGxOEcUomtsVa4HB5lnXYnzmT6QeB+zMYq\nCvVUppM+X2cBu//8UL633SBWP7CUI1roc5FVC7V8XAcDm4EPZiA+00u3F8uAAc7JiGYHYrQvlTTT\n/w7vS3lJR/rFLiJXAu8BFqvqQeGy0cAf8JPw5gAfVI198BwCbAkC3RDT/iJppivZFBU+55ysxV/S\nLJeg/xX4reRkR+3SxXVFXIUwCahoqRRlnQ4grgmIAC8DN2UgWWgFxuGv4kQmhfN1FrDnviN4Abhv\n9ddb5/+YVQu1onHxafy4OKeZMWF66bYiCFSdk/n4MeXf1dY3jHooW5lW1ZvD+6klbldF3P9vgROK\nln0ZuF1V9wbuDB/HTdytxON084Ae7WVJzNUjU8R5Lpk9XnSy1LAlT97RY0ey4zLSTswA9mx2EFhl\nuh0xqYeRKBU10yJypog8LiJrw9ujIjI56s5V9V76VvVOxvuKEt6/r6aIoxGnkwfE6zMN/kv5dVXW\nSUPqYVQnzgmIS7GW4lHJos9vPpkeAyRyxajDmQns1ewg8JVpS6bbC0umjUSppJmeDPw38AVgV7xV\n1QXA50TkYw0ccydVzSemi/BV37iJzclDctIf3wExzkpUxcp0SFquHkZlrDLdHMaRvcr0bGBitzIG\nq0wnQZYq01k794zGsGTaSJRKmunPAO9X1dkFy+4SkQ/gNc9XN3pwVVURSWLGdJwJ0BjgNe3SzfkF\nUfxsq/i6zgaOrHRQ7dJ1kpOlwH2Sk5nljpMG9XjUtoNHdcFEVkumUyRs2DIMX8nPDNqlayUny9du\nYeKwATzf7HjakJnAfzU7CKwy3Y7MA45qdhBG+1IpmR5elEgDoKpzRGR4A8dcJCI7q+orYTOYkpdL\nReTCgodOVV0Nx4gzmS4l8ch7o4L3RC01safSOrOAD0U49nrgAPylz3LHSYMorzeObbLGtsCGINBN\nMe3PkulojAXm19KwJUVe3NjNeEzmkQQzaLLMwznpR3j+NTMOI3asC6LRCxEJgCCu/VVKptfX+Vw1\nbgImAz8I728stZKqXtjAMeK0xSs1+bBRj+YoMg/wA8ABwKMVjpMG9XjUZtXXthbi1EuDaaajMp7s\nJjOzgKMxmUcSLAYGOiejg0Bfa1IMOwIrg0DXNen4RjKYzMPoRVigdfnHItLVyP4qJdP7icjTZZ7b\nI8rOReT/8NXJHURkHvAN4PvAdSLycUJrvOjhRibuynRxMj0JX209u4pH86+As0vIIuYCuzgnA6tU\nPT+Ef4++2GSZRKXXUnWbVpR4hMTtCrMEGOOcSDs2hJCcCLANMLzB2w6U+ZGdAWYNFE7GkunYCS3M\nZuJ10480KQzTS7cn84Dx7Tr2Gs2nYjLd6M5V9cNlnnpno/uuQtzdD3vJPKL42VbxnN7knCzEa/Ne\nLLcP7dLlkpM/AfsA99QYd2zU41HbJh7VcXpMEwS61jnZgtcDr4prv40gORlI48lv4W0z/rVVuy3B\nV3mLl68O7+N0z4mTWYP7MwyTeSRFfhJis5Jp00u3IUGgK5yTbmIe0w0jT9lkWlXnpBhH3IwkvgFx\nZ2BBTPsqZDbeHq9sMh3yGPBGYEoCMUTCOfkI8EwQ6JPNiqFJxF2Zhh7ddF3JtOSkHz4Zjyv5HUC0\n5HcVvulMxXW0KzZ9eSaZMJSXAQHWNDuWNqXZ9njmMd2+zMO7BFkybcROpcp0KxO3zOPxmPZVSBSv\nafDJ9FkJHD8Szsn2wC+ASwBLpmsklD4MJUxebzmatTfM513H5mRBuKzWxHgIXo8eJfl9KcI66zM6\n0S+TnLorK1dsgtOOt/csIWYA72ji8a37YfuSn4RYTr5qGHVjyXR14u5+mCfqJMQngf0kJ4O1K7b2\n6LVw3urNDHh6BZ85NidH0qI2d7UgORkMDL/mcPYY2I/+kpO3UH/ldxiwkTB5nbGKMXPWci6++lWc\n2C7CV+YqJb9rtEu7k34PjNK8exeYswaRnAzTLl3dDhaQGWMGzbXHmwA81MTjG8lhkxCNxGjXZDpO\nN49SExDjYBa+G2RFQm/bmcCB+Cp1aoRV6U///EWWnbQLuwIn0ro2d70ItcK/B3ahbwIMsOqepfQb\n1I9NwERKJ7bLKJ0U99IAF3qUOydXHzKKu+74tE5N+CUaCTCoH2PWbmEt/qrS07SHBWSWeAHYt4kT\nxWwCYvtiybSRGGWT6QpOHuD7rRycQDxxkbTPdBzkNdNReAx4Aykn08B5wPX3L+XDn/H+La1sc1fM\nBLyJ/wfpq/vdAOCcXArM/9kZemmMxzWv6dZmzLotLMNfVXqa9rCAzAxBoEudk7U0T7tsyXT7Mo+e\nH76GESuVKtMnpRZF/MSSTEtOBuErla82HFFfoso8oAmTEMPuf5+6ZSGnrtzMf3Yr+vm9mHTJpLa5\njD0BmKlden+FdUYBz8R8XPOabm3GbOpmMT2f3XawgMwaTwMHk3Iy7ZwMwH82k7gSaTSf/AREw4id\ndnbziEPmsSOwJCGN6iJgqHMyPAi0mrNDMyYh7g+sung6ewJ/XrCOU3bfln3wmt52YDf8BL1KxN20\nBXxluqld3oyG2LHbu/vsDm1jAZk1ngYOAv6S8nF3ApYGQY8sy2grrAuikRj9qq0gIm8SkX+KyBoR\n2SQi3SKyMo3g6sE5GQQMJh7rqj4e03ER6gHnEE3qsXUSYhKxlCHAdwc6DrhtxSYWLlzPu1M8ftJE\nSaaTtMYzWpMx+PkOUa8qGbWTT6bTZizJ2KAa2WAeMC686moYsVI1mQZ+ir+UOR3f3ezjwM+TDKpB\nRgLLY5q8ktTkwzyR7PG0S9fiZSH7JhhLMcEW5R7gXcDtG7p5up9wVIrHT5rdqH4ZOQmDf0umW5sx\n2/RjOpZMJ0mzkuld8V7qRhsSBLoa2ABs3+xYjPYjSjKNqs4A+qvqFlX9LXBCsmE1xCiy7+SRp5ZJ\niC+Qkjwg/OV+zOUzWAIs0y59aUh/7jlwBAc5J845udU5GZVGLLUgOZkiOXGSk1slVzW+CTSnMm2a\n6dZmx3FD+DcwMfQQN+Ln38Ce4VXGSDgnU2IYm8ZiyXS7Y44eRiJESabXiMhg4EkR+aGIfB7fASyr\njCTBVuIxU8skxOl4G6402B9YddNCDgb+DnDgCG4fMZCB+NnQeYu8rJG3KYsSn8k8jHoYM27o1mY4\nOzc7mHYkCHQ9XgK3Tw2b1fLZL8eumMyj3ZmPTUI0EiBKMv2xcL3P4m2gxgEfSDKoBonbFq/pMo+Q\nNJPpAK+XfhdhMj10ANMH9ZwtWbUBi2RTFrbkrmiB5Zz0A0YAcc8PWI6feJqm/t2Ijx3xP4jm4P3H\njWSoVeoRh0WhVabbH6tMG4kQJZleCmxU1RWqeiFwPtkecOKUeSTV/TBPVivTwapNPAAciU+qCQJd\nvX4LK59ZwaIlGzg+CDJpAzYJuA44ropN2Y7AylCLXo4RwOog0C1xBhhq+U3q0YI4J9vir8qtoTaJ\nllE7eXu8qGz97DcwNllluv2xZNpIhCjJ9J3AkILHQ4E7kgknFuKUeSTVsCXPbGBixNnFM0ghmc7r\npS+azkbgce3qse0b3J8nr5vPog8+xMVhdTdTaJcu1y49PYLfb1SJR9yTD/NYMt2ajAEWhz+ILJlO\nlpoq00Ggy4NAT2/wR75Vptsf85o2EiFKQjRYVVfnH6jqKnxCnVUWA4/EtK9EZR6hv/RafKW0GouB\ngZKTpGci7w+suncphwK3Fz7RX3jugn2YCuwJXJ5wHEkS1ckjqeq76aZbk7zEA0zmkTRPkb6jh1Wm\n25+FwC7NDsJoP6JOQHxD/oGIvBFYl1xIjREEenMQ6C9j2l3SExAhotRDu1TxUo+kHT0CivTSBUwf\nNoDd8N0xPxbBMSOrNGvyYR5LpluTMfQk01aZTpY5wCjnZKc0DuacDMVbvyZ1NcrIBq9gybSRAFGS\n6f8HXCci94nIfcAfgHOTDav5SE6G4OUtSWuDszYJMZi3lifwVZrHShx/L+3SlcC9wPEJx5IUUWzx\nkuh+mMeS6dZkDP4KEVgynShBoN3ANHxfgzTYFXg5pv4ERnaxyrSRCGXbiedR1X+KyH54myIFXlDV\nTYlHlgKSkyn45HQtMKlIa7sT8EpYEa4b53ofo4SmL9KXchjrm4EjJSc3RdAF1xOrAMf8eAYPAHdq\nV+/Jd+f+izP+Zz+OlZzcipeAnIT/cdVq7IafC1CJJDXTS4DJzsn7KX9eGNmjUOYxFxgnOemvXbql\nylhiRKRovPwe8Dvn5KIgSPw7x/TSbUzReTXMORkcBLqhyWEZbUTZyrSIvCO8/wDwXvyJuA9wkoi8\nP53wEqeSN2lcEo9q/qdRWxPvjddo7lFmP3GwP7Dq8eW8kb4SD15Yxc6jBjFkgHAicCxwouSk6g+y\nDNJszfRSvB4/y57dRl92xle20C5dj/8/jg2fi8Pn2Oj9Pn4WX2x4XwrHNb10e1N4Xm3GPOKNmKkk\n83hbeH9SeHtveMs/bgcqeZPGNfmwmv9p1MvFawvuk/J4DlS36qVvL35yk7JmyQbYbShP4/3HX8JX\ny1uNLGim85+9rHp2G30pHhMKP7tx+Bwbfd/Hy4HPpXBcq0y3N4Xn1XOY1MOImbLJtKp2hX9+U1XP\nKrwB30onvMSp5Escl8d0Nf/TqF7Tk4Ab8FKbuHy0iwkeX85LwGvapaWSzUkrN7HwWwfwnfD9upkW\n+2ElORmJlze9VmXVpDXTL9K4L66RLqWS6Ynh31E9zo3KFI+XNwK7OSeHJnxcq0y3N1vPK/z/2ZJp\nI1aiXKL/I3BY0bJpwBtKrNtShF96p5d5OhaP6fALodwxwMsNdnFOBlbSBYaxfkByspAEBv68XvrX\ns5mPT5JLxuCcTKPn0vbNwDX4Rj6twgRgbgQtfNKa6e2CQI9OaP9GMhQn03MIK9NVxhIjIsXjZRDo\nZufkF/hJ7/+Z4KHH4quWRhtSeF45JwsxmYcRM5U00/uFeulRIvJ+EflAeH8m3kKo3dmFZLsfAhAm\n0AvxSV4UknL02B9Y9cIqjqFMMl3i+I8DIyQn+yQQT1JEkXhA8pppc/NoPSrJPIzk+DVwqnOS5GfG\nKtOdgzl6GLFTSTO9N/4S/kh6NNMn4avUn0w+tKYzDt8tKQ0ccFbEdZNKpoPVm3kEn2w+EOX42qXd\nwPXAaQnEkxRRbPEg2WT6VWC0c9nrImmUxjkZDAyj99WKQpmHkRBBoEvxErckv3dMM905WDJtxE5Z\nmYeq/llEbgEuUNXvphhTVhgHzE/pWF8FnnJOrg4CnV5l3cSS6TsXsQq4Tbt0c5XjH+GcOGDtfsP5\nyXOr+D7w7QRiSoIoTh6QYDIdBLrJOVmJT6i/S2XrRCNFKlhZ7gQsCv2P88zBKtOJE/5PDgEmOSdT\nwuS60ro1fZ5CiduuWDLdKVjjFiN2KlbGVHUzcGpKsWSN8aSUTAeBvoz3VL08HNgrEXsynddL3/Ay\nE4C/VFl9Hr6ZzTHAiT87lLOAMS0k9Ygq80hyAiJ43fQOmKVa1ij3/yjl7jMP2ElyMiil2DqVvfFz\ndLYB/hxh3Vo/T6OBdUGga6uuabQDppk2YifKZeb7ROSnIvJWETlMRN4gIsUTEtuKsPvhMHoaNKTB\n5fgEvpqn6gzir0zv362snruWI4C/VloxrMxttRkS4VP4SaqtIvWoRTOdZGvhRfgB3SzVskW5/0ef\nZDq8gvMy/nNrJEf+fzITqFZsqOfzZHrpzsJkHkbsREmmDwUOAL4JXAJcHN63M+OABY12P6yFcCLi\nOcCPnZOhFVZ9EdhNcjIwzsPPW8uLwKMRbb0cXledt6+aRusk01U1087JAHz1fXWCcSzA6zSrWSca\n6VLu/1HOd34OJvVImvz/5ChgXBWbvHo+Tybx6CwWAWOck/7NDsRoH6K0Ew9SiCNrpDn5cCtBoM45\nuR+vof56qXW0SzdITl7GT3yaEdOhj7ljMQOAmyKu/yywquDL6n681GNf7dLnY4opdsLL8TsQdrGr\nwEhgRRAk+mNqPjAugnWikSIV/h/lkmlz9EiYIluzn1PBJq/Oz9NYrDLdMQSBbnROVuC/C+LocmwY\n1SvTIrKziFwhIn8NH+8vIh9PPrSmkppeugRfBP7LOakk5YhNN+2ciCrBHYvZn8qWeIX0kpqErh63\nAu+MI6YEGQ8srDLBEpLXS0NPZdpoDSyZzga/IX6bPKtMdx42CdGIlSgyj6nA3/EDDviU98LuAAAg\nAElEQVRE6rykAsoIaTp59CKcjPgDvKymHHFOQtxvk7LxlfUs0y6dGXGb6cBeRcseAo6IKaakqMUW\nL0m9NISV6YSPYcRHJZnHxFQj6WASssmzynTnYZMQjViJkkzvoKp/ALYAqOomoFplr9VpisyjgGuA\n40PtbiniTKaD51aymOhV6XLHfxg4MqaYkqLptngFWGW6tbDKdHa4DPisczIkpv1ZZbrzsEmIRqxE\naSe+WkS2zz8QkaOAFcmFlD6S6+1NipcD/K1Z8QSBvuKczAUOBx4sfO4H18tzPz+U8Ws2M+jjV8n3\nr5isUSqtFQ939xJGU0My/fZ7+NYtRzNqh+/J7a9uZAG+MrcW2FVysp12adJV3Xqpxckj6XPcKtOt\nhSXTGSEI9Cnn5GHgU/jEeisFY/nuwNzc/kx40/bMHdiPlZT3nbbKdOdhybQRK1Eq01/AJ1q7i8gD\n+Krp5xKNKn2KvUmbXZkGL615V/HCUYPYZb8RbPvG0Qw8aCT3NnIA50S6lbc/9Cojqdz1sBcKe89d\nS/8dB/NO4N30vHfryLbUIwutxPO8gp9RHuUHrdFEQh/2nSk9WWkhMCq00zTS45vAl0pUp/Nj+Xjg\nLSMGMn5gP95CZd9pq0x3HqaZNmKlbDItIreKyBnAC8DbgLfgfTsPUNUnU4ovLYq9SZs5ATHP34Hj\nihdu7mYjwHMr4a7FfZPtGtlv7RZ00QZuiTApr5C189fCPsOZBTwRLvsn8DuyLfWYQDSZx0gSrkyH\nVoivYrq9VmA4sCUItI9VYjj5di6mm06VINB/4aVlnyp6Kj+WrwCQns9xSd/p8MesuTp0HqaZNmKl\nUmV6CvBe/GXM3+EnnL2gqhvTCCxltnqTAhvwDVvKtqxNifuAQ5yTkYULH1/O4U8sZ96Xn+aFmxcy\nuMFjBE8uZx3Vux4WM2ndFp79xOu4HvggPe/dP8h2Mh21Mj2S5CvT4H+wmW46+5STeOQxqUdzyFen\nhxUsy4/lhwDXPbXC31Ped3onYGkQ1FRMMFofk3kYsVL2ErOq3gjcKCLbAicBk4FfisitwP+p6t9T\nijFxwkYlpwNITvbCN2zpbmZMQaDrnJMHgWOBG/PLQ430hPOelBvwlzSfqvcYm7t5x71LGUOVrofF\naJcud06+C5xS9N49DEyRnEiaDW+iIDnph7/iELUyPSvZiACv0xyHr7AZ2SVKMj0xnVCMPEGg/3JO\n7sR78n8Zeo/lJe5LMRaTeHQilkwbsVJVM62qa1T196r6Pnz18VDgtsQjax5Ns8UrQUnddEhDjh7O\niXTDO55dyeMRux4W06etuXbpAmA92azS7Qis1C5dW3XNdCYgglWmW4VqyfQcsnnOdwIXAB93Tvat\nc3trJd6ZvALsEs6HMIyGidq05XPh5MMb8VXMwxKPrHmMp/mTD/PcTkLJNLDfms30m7+OP9a5/Qxg\nrxKD0SNkU+oR1RYPUtBMh5g9XmtgMo+MEgS6EPgO8JM6EyOrTHcgQaCrgG78fAjDaJiyMg8R+RTw\nIWBf4Hp8Z74HVbN1+T4BslSZfhbYzTkZHAS6oei5GcAn6t3xFuXYfy6jP7X5S28lCHS5c7IGuMY5\nGUePreBDwFHA/xVvU2xBWGdFvF6i6qUhvWR6PnBgCscxGuMsYKRzsgel7dVM5pEAzvWxLP1h4eOC\n/8NP8f+jM4Hfltq2jF4arDLdySzEV6cvJtq5YhhlqVSZfhPwPWC8qp6rqg90QCINGUqmw0kxcyld\n9WqoMr1iE+97ZgUrauh6WIrp+GSw0FbwAbzzSymKLQjTJIvJtFWmW4Od8Z/BcuftHKwynQTF40XJ\n8SMcJycBP3RODiizbTmsMt255HXTzfxeMtqEssm0qp6lqrer6pY0A8oAWZJ5ALwI7Fli+WJgoOR6\nGupExTmRIf158/OruKnB2GYA/cO/89ZTjwL7Sa7XDPs8xRaEaVJLBSrNyrQ1bsk++XGy3Hm7BBgs\nORmRXkgdQfF4UXb8CAJ9FjgfuM452bbSukVYZbpzySfTzfxeMtqEKE1bOo0seEwXMhPYo3hh6JYx\nHW9ZWCv7rdrEgBmr+V2DsU0HHAXWU9ql64EnKd28ZasFYcoSD/DVxYUR103LGm8BMNYmwWSeWcBd\nlLFXCz+LczCpR9xsHS/C9734cS+CQKfife8vqLZuAVaZ7lxewX8vRD1XDKMs1n2tAMmJ4BPXF5sd\nSwEvUiKZDslLPR6qZYcL13HKUytQauh6WOH4bw4CPblo+f14qcddhQuLbKvSptokMmBrt7tUKtNB\noGuck/XAaHwDFyObjAA+WeWLdg5e6lG3VaXRm/D9Pr3c4zL8GPhf4MIg0ChjjVWmO5eFwC4RzyvD\nqEikyrSIvFVEzgr/HiMi7aoPHANsbELVtBLlZB5Qp256fTcfeGktj9XY9bDc8UtVxvPJdJaIlEwD\nQ4FNYYfCNDDddPYZDbxWZZ2X8B02jebyKDAIOLjais7JUGAbYFnSQRmZxLymjdiIYo13If6y2VfC\nRYPwv/zbkaxVpaGMzCOk5mTaOZExgzloZuMSD/Dv1evClryFPAAcJTnpX2KbZhE1mU5LL50n37jF\nyCDhlYrtqJ5wzcVPcjWaSBCoAtOA0yKsvivwcriN0XlYMm3ERpTK9KnAKcAaAFVdQPt6M+5BOp3v\namE23h6vVGJaczI9Zw2HrtrEwH8u49pGAwsCXQcsoiiJ0C5djJ8geUCp7dJGcrINvuIcpQKVdjJt\nkxCzzRBAw3O9Ei9hyXRWmAacFmEugumlO5u8ZtowGiaKZnqDqnZLOC6F7cXblcxVpsO24kvwEyPn\n5JeHns37AQdKTrbTLo10qfLl9XxySzevxChlmYmXoRS/b3mpx1PN9JcOj30Q3qA/ysTCtJPphcBO\nKR7PqI0oVWkwmUeW2Cr1kJycQ/mxx/TSnU2vynQN3uSG0YcolelpIvIrYFTYyOVO4DfJhtU0MpdM\nh5TSTe8NHI23prsq6o6GD+C4RRt6TwxskBlU100308dzb3wTmW0iHjstJ488i/Gtzo1sEkUvDVaZ\nzgxFUo9KY49VpjubV4Hhzsng8LH5TRt1UzWZVtWL8B0Qr8efbP+jqpcnHViT2J1sJtOldNN5b8xV\nwK+j7CT4ufSbMJSJKzbFOlDMoPQEyQfwjX+guT6e+WMvj3jstCvTlkxnm6iV6VeA7UJJkdF8pgGn\nSeWxxyrTHUwQaDdeppiXepjftFE3kdw8VPXvqvrF8HZ70kE1kVaqTOe9Mf+E/1Koyl7DOH3dFrZc\nc5beG2NsMyldmX4e2EFyMobm+ktPAh4D/hzx2KOwZNroIVJlWru0G69/N6lHNngUGPTTQ/ku5cce\nq0wbr9Aj9TC/aaNuqmqmRWRVicUr8L/evqCqWZuwVxeSk23xiVQWB9eZwIcLF+Q9myUn5xNxEuLo\nQZw1dy3Pxhxbycq0dmm35OSfwBHapbfQJB9P7dLlkpOb6enUWA2rTBuFRK1MQ49uenpy4RhRCAJV\n52Ta/iM4QbvK+k1bZdpYSFiZNr9poxGiVKYvA76I/xU/FvgCcC3wB+DK5EJLnd2B2WGFKWtUatwy\ng4jJ9LghHLVyE9fFFpVnFt5tpNQPs4eBI2M+Xj1EtcWD9JPpJVgynWVGEz2ZNnu8bFHN1WNXslk8\nMdLD7PGMWIiSTJ+sqr9S1ZXhbQpwvKr+Hl+1aReyKvGAMJku86UQyR7vsMtkjz2GMXzsEH4ZZ2BB\noOvxurNSl7ctma7Oq8CoMtaHRvPZjmgTEMEmIWaNsg1cwrHUkmnDkmkjFqIk02tF5HQR6RfePgis\nD59rJ7P7zCbTQaArgHUUWKg5J1OcE3fH27h02AB2k5wMrLSPA0Zw7uL1LPn0ydEs9Gpk5kUv8FPJ\niZOc3Co5GRUufxg4PGzT3kwym0wHgW7GT47cPq1jGjVRS2XakukUyI99zsmtzm0da/pQ3MClcDv8\n/2l9EOjactsbHYEl00YsREmmPwJ8FK/tXAx8DDhDRIYAn00wtrTJbDIdUjwJcW/gmP7C8V/eh83A\nxEobjxvCSa9u5O6EYpux/SD2pMhWSLt0EbCS0hMU06TWZDrtySemm84utVambQJi8tRiYVYo9Sjc\n7peYXtqwxi1GTESxxntRVd+rqjuEt/eq6kxVXaeq96URZEpkPZkutsfbauNz8XQeooLUQ3IydO/h\nTBw1MJqFXh3MGD+UfGW82FboEZoo9Qir4jvjpShRSNvNAyyZzjKmmc4etViYFUo9Crebgkk8DKtM\nGzFRNZkWkSEi8lkR+bmIXJm//X/2zjvMivL6459DWZBeRVCKiKAgICh2ZbDHGmNsJMaWRFM0xiSa\norncxJhoYvklJjEaa4wa7JJEUSNjwQqIgoBYqIoCKr0sy57fH+/M7t27t9+ZOzN35/M8+1yY9p6Z\neWfmzJnzfk8ljKswYXem0yPTDTI+a7YxjxzO9OiuTNyxHfW7dcL2ybb3rd68S2YJqqDzprsA2zSh\nGwtcvtI50xA702GmmMj0MmBnScb57z5TsIRZWqpHw3qYl+Y4Mh0TO9MxnlBIOfF/APOBY4Ek8HXn\n/1WDJKUNaeW6Q8j7mM+TQJqMz/OyEBiRbcXhXfj+Z7W8efyRWueTbe+1bcWumtBhGea9BpzpU7uF\nUEyKB8TOdExTCpbG04RukaR8julzsaPmEyVImD0I3AtcZVlGJs+2JR58GAPmi+WOti2tLUu3B21M\nTHQpJGd6iKpeBWxQ1buB4wiHQoOXDAA+1YRuDdqQHGQq3OKSVdFDkrLTiC4M79aWW32zLLc83ixg\nRICV4WJnOqYcCi0n7hKneoSPTKoeOxO/8LR4LEtrMWNk4vtvTFkU4kzXOr9rRWQk5vNYb/9MCoSw\np3hAbq3prM50pzacs0936NKWx/wyLJc8niZ0E0YLe6Rf7eehYGfaGaTUBTNospLEznQIsW1pRfED\nUmNFj5CRrurhEEemY1wWEvwg+ZiIU4gzfauI9ACuBJ4A5gHX+WpV5RlM+J3plUCNbUsmbe9lmNLd\nHVMnSlJkTDcuqq1ngWXpap/te5/sedszgX18bj8bxUSmO2Lksrb5aE8mYmc6nHQBNjnyhYUSO9Ph\nJL2AS1xKPMZlAbBn0EbERJucOdMi0gpYr6qfA88Du1bEqsoT+si0Ux7XjU7PcKdLUm7FOLF1wBgg\nVWFl7AE96NGpTV75KC+Y7bT/VIZ5gTvTKcdpEzAxbZCki6dKHrbdtM0cg6ViZzqcFDP40GUFZvyF\npxTYf2OyM2NNLX2veofX5z4vq/53GDu3En/SPOJzFbljMB/YI2gjYqJNzsi0qtYDl1fIliAJvTPt\nkC6PB43aqZ2Aa1NnCFx8WG+0lfBEBWzLpdoxg+Aj04Vo03qdL12oHm7sTIeTYmTxXPwqD1+MtnJM\nGpalOv0z1uzXg31bwZfUnKNC5TKLJT5X0ToGcWQ6pmwKSfN4RkR+LCL9RaSH++e7ZZUlKs50pkGI\nrnbqCuA5d6IkZchunTipQ2u+oDLqK68B+2cpef42sEdAgxBdZ7oQbVqvnelC9XBjZzqclBKZXoU/\nY0qK0VaOycC0lSwb3xv6tGe2wMoi03eKIT5X0ToGC4gj0zFlUogzfSbwPeAFzOd6968qcIp6RMWZ\nzhSZdrVTr6Hp5+UrT92Z11sJ/3EG4PjNUkx/avaJWxO6meAGIbrOdIPGbI5Pjl4704Xq4a4D2tl2\nYIonMZkpJTK9En+c6UL6b0wOFqzn+M5t2PjnMdzhV4qHQ3yuonUMFgF9bFs6BG1ITHTJqzOtqoMq\nYEeQ9AZqI3DBg3H4z06d4Nh9hiTlUMwNDEnKEOD48b15nAppgjs53W6qx9IMi7h5029Uwp4UdgI+\ncY9TnmU9daYL1cN1jp0b0VzmVfsxZVNqZNrzrwwF9t+YHGy4UtfYtvwFEyn1LXgSn6toHQPL0u22\nLe8Dw4A3g7YnJpoUUgGxo4hcJSK3Of/fXURO8N+0ihGVqDRkjky7LASGSVK+iim0c/MOrelLZsfW\nL0KVN+1UouuFcXAKoVgZNC+JUz3CR6k5072cL14x4eNBTIGrWMkjJpV4EGJMWRSS5nEnRmv6IOf/\nHwO/8c2iyhMlZ/ojoGeWz1ErMVHVCzHn7HcYia4llTMvpzMdhKJHL+ALTRQsdRdEwRaX2JkOH0VH\npjWhW4CtGFm9mPAxA1PpNi7YEpNKPAgxpiwKKSe+m6qeLiJnAqjqRqmuoEtknGnnc9RijC72XGiU\nX5s2nk3AWDc31xkIWGln+g1gjG1L2wxazQ2DEB2HoxIUW/3QU2m8Iomd6fDRA/M1qFjcVI+g+lKL\noQj5SaAhpWopcKpty0GFrBOTmSjI36X3D0yNjEz9ZT5wSqZ14v4RUwiFRKa3isgO7n9EZDdM5KVa\niIwz7ZCe6pFNgqgbUG9ZWrEHutPWUmCv9HnOIMSFVHYQYhRKibvEznT4KCVnGvxT9IhpTikSbArs\nXeQ6Mc2Jgvxduo3ZbE6NTEdhv2JCRiHO9CRMIY5dROQ+jPzaFX4aVWGi5kyny+NlkyCqdFTa5XVg\nvyzz3sgxzw9iZzqmHErJmQb/FD1imlOKBFuUZNvCTBSOY7qN2WxeCAyxbWmdY5mYmKzkdaZV9Wng\nVOA84D5gX1Wd5rdhFWQw8GHQRhRBemQ6m/xaUM70a2R3mHPlVPtB1JzpPgG1HZOZ7pTmTPtVuCWm\nOYXKT5a7TkxzoiB/l36uM557y9KNmCI+g7ItExOTi7w50yIyBbgfeFxVN/pvUuWQpHTEpENEaWT3\nB8CJ7n9yyK8F5UzPJPvb/GvATypoy04UJzUXpDO9ALg0oLZjMlOOMx1HpitAofKT5a4T05woyN+l\nn+s8534+MM6y9IEcy8TEZKSQNI/rgUOBeSLykIh8VaRqiksMBhZpQuuDNqQIcsnjpTKAysriubwN\nDLXtxjz7FOYBfSUp3StkSymR6aAiETOBwbZdddVFo0w3SusPcZpHTEz0uBn4lW1Lu6ANiYkehaR5\n2Kr6HYwD9zfgdMzDohoYhKl+FCUWA7vYtrTNs1wgkWnL0i3Au8Co9Hma0O3ALGBchcyJjJqHo37y\nMnBYEO3HNMW2pRXQCVOdsljiNI+YmIhhWfofTHT6R0HbEhM9CpHGw1HzOAnjSI8F7vbTqArSj4jp\njVqW1tq2fIxxlpvIdqVKFT1zKH3atKq8My1JuXXScHZatJHbJyTlkAy5dG7e9NMVMCcUOdNFSC3Z\ngAU8VuL6Md7RCdhkWbo9fUYB58PXNI8oSJKFEUlKK01ofSWPXzWcq2rYhyK4FHjDtuWflqVBpEnG\nRJRCKiBOxuRzHo75DLKbql7st2EVoh/Rypd2SVf0cGmQ9Nm8neEEk+YxdNYX7LRjO0aQWVaokoMQ\nC3amnUhkZ0qLROajUKklG+NMl7p+jHd0JXtfyHc+/E7ziPtDEUhSRJJyPrBaknI4lT1+1XCuqmEf\nCsKydBFmHy8L2paYaFFIzvQdwGBVvdBR8ThYRP7ss12VIsrOdKa86U0A7Voxo1MbhOKisl6xaeEG\n2Ksrm8g8EPE1YH+/yy1LUtoDHSh8AFnWSKQHFCq1lC1vOpZqqjy5vlLkOx9+p3nE/aFAJCldgf8A\n38cEg5JU9vhVw7mqhn0ohqlUVsI1pgooJGf6KWC0iPxeRJYAv8ZEqquBnYmmM51tEOJEYPJv9uIi\nEZZbViADKycu3shD/XdApo1vXtxHE/oRpujPrj7b0Qf4VBOqBS7vp5JHQVJLOfKmY6mmypOrP+Q7\nH6uAXj6+MEZBkixwHEd6Kmacyf4YR3pH4BYqd/yq4VxVwz4Uw5vASNuWgtJgY2IgR860iAwDzsJI\nxKwCHgREVa3KmFYRohyZPjR9oitVZNtyFMHI4rk2nGbb8iZmEOJrGRZzUz381PcOjZJHkVJcNml5\n07GUVyB0IYszne98aEK3SFJqc22jHKIgSRY0KY70DOBi96VakvIrjDznYUW8aJdMNZyratiHYrAs\nXW/bshwYjlGnionJS67I9HzMYMNjVPUwVf0T4Mcn8CCJ3ABEh3zyeEHJ4qUyE9gny7xchV28IjJK\nHmnYwISgjYgp+0tFLI8XENkcaYcHMNHpI4OwLSYy5Hp+xcQ0I5cz/RVgM/CCiNwiIkcAvua5VhJJ\nSg3GgVoVtC0l8CEmtzbb+QuqYEsquW5Gr+P/IMRQKHmUgJs33S1oQ1o4uQYgFkIsjxcAeRxpV57z\nZ8CNkswrLxrTcplB7EzHFEFWZ1pVH1PVM4C9gBeBHwK9ReSvInJ0pQz0kZ0wObVRKtgCgGXpBkxK\nQr8si4TdmZ4BjHJeaPwiks60kzc9AzggaFtaOOX2h7gKYjDcDswmgyOdwqOYL5LVokoV4z1xZDqm\nKPIm2KvqBuCfwD9FpAfwVeCnVEYn2E+imi/t4srjLXcnpOjfjgQeDsgulzmYSog1lqW1qTOmjeeG\neetg5x2YZttyvE+D6nZybCiUUDjTDtOBg4GngjakBVNuvnOc5lEEXmgZS1KOBsYAe+XKh9aEqiTl\nYuBlScoDmtAoPwdCQRVqUTcMQrQsrXMnxpr/MdkoRBqvAVX9XFVvVdXD/TKogkRVycMlU960qwfa\ng4AljCxLN2OqS+6ZYfbQ4V3o2LUtB+GfbmkkI9MOrjMdExxeRKbjNI/CKUvLWJLSDvgTcIkmdHO+\n5TWhC4G/A1cW21ZMRqpKi9qydD0mUDU8bVZV7WeMdxTlTFcZUR186JKpcIurB6rAeZU1JyOzgb0z\nTN8EsHwTn+Gf0x8aNY8SeAUYV0DJ+Bj/8CJnOo5MF065WsaXAe9qQv9TxDoPkkEVKaYkqlGLOlOq\nRzXuZ4wHtHRnOuqR6XRneiIwBVhpWbqy8iY1I5szPXFNLVO/+yZf+PiZLLKRaeeYLCbzsYupDLGa\nR2UpWctYktID+BFmXE8xzAV2k6R0KHK9mOZUoxZ1Jmc61vyPyUhLFiXvB0wL2ogyaOZMW5ausW25\nFrg+GJOaMRs4Ln2iZekaScrxwBeSlO6a0EKrFBaEUyxjJ+DTIlYLizSei5vq8UbQhrRQvMiZ7uOR\nLVVPmVrGlwKPaUI/KLLNrZKU+cBozNegmBKpUi3qmZgxYg3Emv8x2Ygj09HlPWCIbTersjaA4JU8\nXN4C9s5goytRNQsY50O7vYFNmtCNRawTmsi0Q5w3HSzl9ocVmBe6GB9xotLfBa4pcROxakNMNuYC\nIzI9v2Ji0omd6YjivCFvoXn0KwyyeAA4qSabMA5+JtxKiF5TyjEIpTMd38gDo9yc6Y/JLl0Z4x1u\nVLrUaqqxMx2TEcvSzzC1NnYJ2paY8NOS0zyiruYBJtVjd5rmBg/81zJGTUiKTQVlinJIBrl50w3O\nbYqMUmf8KZpTDc70IszLbn+Cr2bZEim3P3wGdJKktNeEbvHIpiZUoRxZUUhS+gCXA7MlKf+lyGNw\n7cMy/y9j2GVDHe0vuFsm3X6O+haEaCnnSpKyA7BNE41ycinzQnMMipC4ewej6LGsUrbFRJMWGZmW\npHQE2gGe5uoGwHsYZzqVgR9soAuVl+/JJhmUaRCiu+xYwHJynL2klHLqoXKmLUsVU+lyYNC2tDSc\nrwFl5Uw7OscrgL5e2ZWBli7TdR0mN31/SjgG3Wrou2cXOo3rQZu9uvCSHwam0FLO1Q3OXybCdAwK\nteUdYERFLIqJNC3SmcY84D7OJewfETIpegxYsaVB4q2S8j3ZJIMyOdOpy34G7OqxLaVGpsMWLVqO\n+YISU1naA/WWpVvL3I7fqR4tVqZLknIIcAQw35lU9DGoq6cW4N311P/1Q9+rIbaUc3UUcK5T1j2d\nMB2DQm2ZR+xMxxRAS3WmI50vnUKTyLQTURu4Xw++TuVlirJJBmVyphuWBV7F+7zpopxp25bWQCdg\nvcd2lMtHxM50EJSbL+3itzNdjXJkeZGktAH+jJHDO4MSj8GsNYybvYZlP5/Lv97b4HtebNWfK0lK\nf8y1MxU4N8MiYToGhUrcuWkeMTE5aak509XkTKdGprsD9befo0tur7B8Tw7JoA+AnrYtPZ0BHU1k\nlCQpr2Oc6fs9NKdYRZPOwAbL0noPbfCC5cSDX4LAq5QfX53pKpUjK4RjMAPDJjtfF0s6Bk6O9IAf\nviUXAgd4aF8zWsi5Gg88D9wE3CVJ+ZMmGu+pYToGRUjczQOG27aIk3oXE5ORlhqZrobBh+CkeaQo\nPoRGycPFcVBnkF0C7zVgP4+bHUhxOdOhypdOIY5MB0MknOkWzNEYBQ+vnJsZxIoeXmABNvAy5svO\nsUEa4wWxokdMobRUZzrqpcSBJvJ4rp5tmDSmU8klgTcDGCVJqfGiIUlKJ2AHilMJCaszHUemg6Hc\ngi0usTPtD0cDz3i4vXeA3SUp7T3cZkvEAmznJeePmDScaiBO9YjJS0t2pqshMg1NByEWG5GtFFmd\naU3oBoxqxSiP2hoILC0yahVWZzqOTAeDlznT8fnzEEnKAKAX8KZX23SkC98jHmhWMin50vOcSfcD\ng52BolEnVvSIyUucMx193EGIL+KkeRShoVkpXgf+np53lqI72g0T1ZjhQVulROcDV/LIcs4+Bvra\ntrQKYT53NdMVWOvBdVSRyHSY9HsrwFHAs6m5uB7hDpSe6fF2q4Y8/czNl75FkuIucwOQwJyzKDMP\nfyr1xlQRcWQ6+qQOQnRzpsOk54ll6ceYvLPd0ma5dvYHvu9Rc6VE58MQmW52zhxptjXAjgHa1RJx\n+0O511Gl0jxCdb37zNHA0z5sN5PqUExTcvUzC5MvnbrMYcCQKohOx2keMXlpcc60UyCkH6agQjXg\nVkGExmIlYdLzdMmU6uHaORfY5lE7pQzC7EbwznS2cxanelQeN2e63OtoLdBGktLZK8OyEMbr3XMk\nKa0x2tJe5ku7xM50fnL1s0MxX0dTl/kW8BtMdDrKzANG2HacUx+TnRbnTGOiTnT0GP8AACAASURB\nVNs1oWHTFC6Vd4FjbFtewuQdL6ZwDc1Kkkm1w7VzAjDA0Y8tl1LTPIJ2prOds3gQYuVxc6bLuo6c\nvP2P8bcKIoRLv9dPxgArNaHLfdj2W8BoSUpLfCYWSsZ+JknpjglQzc2wzD1EPDrtKHr8G3gkdqhj\nshFYzrSILMY8sLYD21TVa3m0bFSFkkcKb2Jy0toCmyxL3Yh7KPQ8U3gNODV1Qpre9CrMuSl3AGWp\n1Q8DLS2fQ/c0jkxXnq7A/CK0aHPhpnosLNuqLIRJv9dnJgD/82PDmtDPJClrMNVYP/CjjaiTo5/t\nB8zUhG7HpKWdkbJOrSTFjU5HOXf6G8B9GIf6FA+qo8ZUGUG+hStgqeqYCjrSUF350liWqmXpa5al\nL1mWzgranhzMBEbatrTLMn8pJqpcLlHNmc5GHJmuPF72h1gezztGA37e4+JUj9LYDzPIPBvVEJ2u\nw0TdOwBnBmxOTAgJ+pOW5F/Ec6rKmY4KlqUbMYMlR2dZZBlmIGLJSFLaAn0o/stDmJ3pODJdebzS\nmYbYmfaSkcDbPm4/dqZLY3/Ml8eMaEJrqYLcacehvhU4LWhbYsJHkNJ4CjwrItuBv6nqbRVqt8U4\n00FIZuWRE5sB7IsTxUhdtlcN76+uLTsyvTPwiSa02MGMgUvj5WA5sTPtCUVI3XmlMw0VdKarQSIv\n2z44L8q706hjXNB6hXDtwzK/Ww19bxyNJOfljLCWTTWco1ScAf37Axdlme/u72ZgD0nKKE2ony9E\nfjMF+Ktty13AIHLcS0IoURvjI0E60wer6goR6Q08IyILVPVFd6aITEpZ1lZV26N2+9FycuJcmSIw\nUkaVyKvM1eZMjDPdbNnfjeTNb87k5TLbHkRpFSDDoOaRjY+I0zy8otDrwes0j33zLuUNQVzvXpNt\nH4YByzShm4tcLy/daug7rDNdAS7dnQlFW1wc1XCOUtkVqM0xKDR1fxcCJ+Hv1wVfsSxdb9vyHOYF\nYg9ncrbzWG3nuqoQEQsj6egJgaV5qJqBcqq6CniUNKUHVZ2U8md72PTOtJDINMFIZuVqcwawT6Zl\nf7OA6yk/Z3pXYFEJ64U9zWMX25YgUqKqjUKvh6jmTLv7NwNo50jJRY1s52gkMKeE9fJSV08twIcb\n2fiHhWyUpPQqZv0iqTYZw5wpHjTd358AJ/pukf88CPR0/p3rPFbbua4qVNVO9TPL3V4gzrSIdBAx\n2qsi0hEjxJ/rRukl1abmkYsgJLNyyYnNAYamyAs1LLtoIwsoM2caGIwpTV4sYXam12FSoroEbUgV\nUKjUXVRzpt39uxY4mWjm/2a7Z+Vzpku+181aw7jZa1g2fTUjNtQZibxijS6CapMxzOdMN+wv8BQw\nVJKyUyUM85EpQDtMEDDXvSSMErUxPhFUmkcf4FExwbY2wD9V1Y+qVploMTnTQUhm5ZITsyzdYtvy\nLkYP+/Umyz4vXqh57EppBR1C60xblqptizsIMZQ2RoVCpO5sW9piHpQbPWr2Y6CfJEUc3WnfcK93\nScpfMPZbRKw8do571kjgjhLWy8vt5+gSnHvPHUlxByH6JcFXbTKG+wM/yzYzfX8lKU8Dx5HjXIad\nlFSPx3M5yR5Ja8ZEhEAi06q6SFX3dv72UtXfVqJdR5B/J6qn+mEUSc+bdlkNdJCkdCxj27tSZGTa\ntqU1Ru5oQxnt+k08CLFydAHWW5Y3jq8mdAOmumdXL7aXD2dA2AnAdXiYDxgC8kWmvSJW9CgQSUo7\nTGCkmBe2f1MdqR7PAQcEbURMeAhaGq/S9ATWayIWXA+QmTTNmwYaqsWVK483mOJzprsA6yxL68to\n12+WU34KTExhDAQ+8XiblUz1GA3UArcAh0Y0b7oJkpSuQC9KS+EqltiZLpyDgbeLrCb8X+BwSUa+\nkuA8YETQRsSEh5bmTLekwYdhJX0QYirLKDHVQ5LSAehO8ec3zEoeLkswTl6M/3wFkxPpJZV0pk8E\npmhCV2LGhlSDY7gXME8TFXnhnYcpMBJ1Z68SHE2RaXWa0M8wah5+q6b4zTvAiHhgeIxLkNJ4QdCS\nBh826FwuXM/gy+ewdO021hG83nTDIETL0i1pqy2l9AjsIGBJCQ/c0OZLp7AEOCxoI4ohihqrzoPx\nNODrpW4ji45wpZ3plZIUG+gEHEuI86Zz6S6nzBsF1EpS/pu+jNdoQrdIUt7DRB1De9yCJOW8jKG0\nnOAa4O+SlLcIkdZ2yn4NBpYmhzPgwJ4sbdvKPDfT7mGfOr87pvwbiOa9L6Z8WlpkusUMPnQYCowf\n2pn+PxjCwcCXMHqXFWs7vU3HgXYHIaZTcmSa6pTFc1mCeVmIEhnPf8gZhXnQzyhjG5n2uyLOtKOS\nsDvQ2bFhAPBdv9stk1z9xJ3XHTNovVJ9KU71yI17XroA55ewvmCuh7DdG9z96g8c3KUt/du2yvzc\ndMZUZEv1iOK9L6ZMYme6utkEsGQja69fCIRHb3omMC7DOuVEpqvZmV5M9NI8oqixehrwYJmDDzPt\nd6Ui08cDT9OoRPIm0CnkedO5+ok7b3uOZfwgdqZz456XNcC3S1h/tfM7l3DdG9z9Wgsgjc+FbP3u\nHWB4ju1E6d4XUyaxM13dTAQmv7Ca0Ru3h0pv+kUaK0OlUk5kuho1pl2WAf1sW6KUlhUJjVXblstt\nW/5i29IFx5kuc5OZdIQr5UyfiMn3dm04HDN4dWwF2i6VXLrLE4HHMS8HD2ZZxg9iZzo3EzEv+FeX\neD4mYqohPh6WFA8Hty+OBia/vdb8kv0e9g6ZI9ORuPfFeEuUHs5e0A94MmgjKoWrc2kBt4dIbxoz\naOUG25bWlqXbU6aXozW9K5RUjrwrJsISWixLa21bVmP679Kg7SmECGmsngWswqQebaG8FI9sOsK+\nO9POgLkJwAWpNkhSngWOxETJQkcu3WVN6BpJymTn36dX0Ky3gNGSlFYVGvQYNdZi0qGeKGVl57x+\nF7gGuNJLw8ohrS+m/2ZiHuYFvAkRuvfFeEhLi0zHah4hwLL0Y8x5SFf1WAb0d7Ryi6VojWmHKESm\nIZqpHqHGtqUzJsf4ROAc4DKv9KXTqERk+nDgLUctIZWnMaoLUeUozD5UDOcYrsHcU2KasydGO/39\nMrbxItGvhhgresQ00NKc6Ral5hFyniHtIe8UuNiM0ZQtGMf5LkVjGqIhjQexPJ4fHAC8aVm61bL0\nacvSR31qZwXQt8SXxEI5AVMQI53ngXGSlE4+tu0LzvE6mgo70w6zMWoVMc3ZD5heTkVPTWgt5rwe\n55lVledTzGDKHYM2JCZ4WkyahySlDaZoy8qgbQkMaSLZsxKjEDEYkzqwDpiIep/jlUUq6Gng58DV\nafJYi4E9MJ/eC6UHUK8J/aIE87pSXoTFU3LIKi0BfmDb8s0M80JLWGWiHLuOBrbbtnTz0y5Hbm0D\n5v6zOt/yxZJS9fCYDLNvwEQRp0lSjtJJXEeK/Bc+XvceMBxTgOaDSjV47cMyv1sNfa8fRZvfLuAj\n4KFKtR0h9sa8bJTLvzG67pEsLW5ZqrYt7iDET7Mtl0v+MaZ6aEmR6T7Aak1oXdCGBEiqZM9xpMgA\n4a+MTyapoBeAsc7Ar9T5HSleU7nUwYcQvjSPbLJKizFpSlGTXAqrTNRQTKR/MJWx62P8KwnvVj1c\nkGHeUMzXl30x+9lE/ovwnZdUjgaeLicCWizdaug7rDNdx3an4yVDOK9S7UYMr5zpaqiGmG0QYiph\nvQfGeEhLcqZbmpJHJlIle9ybYT75H6/bvRDAsnQT8Cpgpc2f5EwrhlJl8SB8znQ2WaUlQNss88JM\nWGWiNju/b1IZu/zMm3arHmZyOt3jvwWzn03kvwjfeUml4vnSdfXUAny4gU3XLWSb80UzxsH5CuKJ\nM10l1RALKSse1ntgjIfEznTLokGyBzidFBkg4GgfP/Vmkwpy86ZT7XoKOECSUlPE9vfCqDGUQtic\n6WzHagnGzqhJLoVVJuoaYD1weIXs8t2ZzjJvIkZWbhOmImIT+S/8ve5LRpKyA3AI8Fwl2521hnGz\n17Bs+mcM31DHR+R3lFoaA4ENmtBi0vByMQXTf6PKPDJrTaeSS/4xpkpoSW/dO9PSBx9qM8meQuR/\nyiaHVNDDwCvTxvMLy9KG+U4533HA9AKbOAr4RYnmhUoaL8exWoLpw0MtKzpyXSGWiRoNTK6gg++L\nMy1J6YtRJHkp03zn4X26JOUBjON8BxW67svkCGBWieMgSub2c3QJjjznHUl5DdgfI5UXY/AqxcNl\nCjBVkvK9SqbzeMh8zBifrOSSf4ypHuLIdExgWJa+j8mbuyRtlk2BqR6SlO6Y6FGhjnc6kVDzcNJi\n1hOPHPeKgym9z5SCX5Hp4zB5xbV5lnsSUyExKuSKtlcK15mOacRrZ3oBZoDsKA+3WUk+BnawbekR\ntCExwRI70zFBczVwiW1L15RpNoXnTR+OkWnaWmL7YUvzyMUSjAJLTPkcSGlFfkrFL2e6UKfzv8CR\nkpR2PtjgKSnqJJmk/irJaxgZuJhGPHWmnWh0ZFM9HF36BeSJTsdUP7EzHRMolqXv0Tw6/SKF502X\nrENr29IWaIcpVxwFFhNrTZeNbctOQBdMSeNK4bkznVL1MG9VVyfHdS7FD+4NgjHARk1oqeMgvGIO\nMFiS0jlgO8KE15FpMM70CR5vs5LkTfWIqX5aRs60yK2v7swhu39GRybJK2EccOMnBWn9NtWgrqTe\nNBiH9pe2LYcAK6aNZ9DsNdTftogJwNRs23MiWMcAfyzRpC7AOp+q3vmBKdySWS8883krZNnc+uMD\nnN+BmDSTbpiiOm0wBQs0w28TCzIsU+v8LQKW52izOA1kZz/mJhn82YEs1bZm/Qz9fT/g9bznvYxr\nIkVb1t2nWryXxstW9bAZT+4u86dvYdCmtjx69f9kzytf0CUe2+IlGaPtldbr1YTWSlLewsgKTsu3\nvCTlXMzA7uMjmv+bEyelrgely5Cmb889n1uBUZKUNmGSrk3tb08ewsr2rRvvne49xXmmHQocatvy\nSMgGWRdPBfyAaqVlONMwdP+P6IgZHf43Wt5gAFfnErLvfyHL+GXHTpi+eDSmWEvvvbvBpUP4PTmc\naWAIRi5uXon2RCnFA4wzvSdNj+MqoLfz70znrZBlU5fZgFF9AKNFnPrr8hmmAAkY5zjTb2pb6fNq\nnL+Rzt9mYIcsbRbTF4cC47d1AW2bc/39gdcL3V4JdqSv69qikpTWmtDtRWwnFydSYCpE74303XcF\n7QFaKy/iDLILKScCP84wvRL3qHTcvOmczrQkZSTwe8z1U3FJvwoxGnhbE54NgE6/7+yOifKGhQb7\nPtrMqt06Zb137pphelQJ4hqrClpEmkedsAVAW67OYyE6l5XQwszWhjt9M84nxDW1fHD5HJbm2d7R\nwDNlRIFCpeRRAIsxEeJMeuHZzlv2ZUUEkSGYlxkwA4Hc47E17XddyrqznH+vzfKbScc82+8cGlV2\n3PO4Ic8+ZcPsq+TVUN4f4yQVtr3SrolMes6r8WgAqSSlNfBl4LFClq9tbfST3+iH/uJwvumFDX4g\nSRmDieZnGhwahF5v3kGITqn2B4EfAT8DJvlcOj4o9sZbZZPU8/k85sU6TDTYN6BD1vusu8xWqsO3\niDWxS6RFONNfO5XLHx/GJgmppmoFKETrt1HrufJ60+70RcDNwOSb3ufUNdsY6z6UJCm7SVLeSntI\nHUN5EaAoRqYHklkvPNt5S122gzNtHPAFUI+RVHsRE3nbCfNAmwwMS/sdlaHN0Vl+C1nG/T3MsWcy\nJm1hDrAM47xfUWRfnAhM7vp2ox3p/d22pZXTXiGR6XKuieZ6zualwatUj4OBlZrQgvK+n9uVcdMG\nsezks7jrlQHs65ENniJJGY3J//62JnRbhkWC0Ot9Ddg/m3PsTP8rZhD0PRinuhsmOl1t7EPji7QX\npN6bZhE+Z7rBvratGu+zGZ5dDzr/3lJh+/ygEn5AVSIawtQuEVFV9ezNXpJyMPB7TehBXm0zxnts\nW74NHGdZ+mXnIbUSGKMJXS5JuRiTGz1WE/qmU9ThU2CQJvTzEtv7MnCeZenJXu2DnziKJx8BnYvO\n8xbZHVPCfRfUszQDfxARzOfF/wOewJznOozD/1I59tu2DAemWJbu5oWpxSBJmQL8XRP6uAfb+hPw\niSb0N0WudzhwgyZ073Jt8BJJylBM/7xYE/pgvuUrhXMf+hTYRxO6LMP8C4AfAvtpQjc5087EDKg+\nuJpypyUp84CzNKGe625LUk4DvqYJ/bLX264Eti3zgdMtS+cEbUtMaZTrd7aIyDSxkkdUuBc42LZl\nkPMQSv3EejQmcu1KKB0OvFmqI+0Qqci0ZelaTCpGKZqmpwGPhN6RBlBVVB/ARMPfx0R82mGc6+WI\nfB+RUu9dhaZ4+MFyYJdyN+KkeHyVxohYMdhAD0lKqJxp4FzgrjA50tAg3ZYx1cPJk/4dcJrrSDs8\niEnnqRqNakfRZCClj0/JxxzCF5kuhlger4UTO9MxocEpTHI/cI4zyf3EWoMZFHE5jc50wYOvchAp\nZ9rBTfUoFvczZXRQ/RTVa1G9GtWfobo35vP5WcA0RAaVsNXIO9MUmeKRijN47G4ar7GwYBHeQXuv\nk6Y3nZonrQltMmjOGWD6Z5oXo4oyewNzs6TfeMH7QN8IyxDOxwwOj2mhtBQ1D1NKXJrJVRUnvVUh\nCpKyK4FrH5b53WroW1dP7aw1jHNK54aNu4CHWidlZ4zjswsmmrYQeBy4VZLSD6NLOl2SYlOKVJbI\nrbt8l6O2t2c7E6Rb2PoAZO0HbuGWprmLufq2SfHog1Ny+u1rZX5tN/q22UC74b9mds1aviCE10Ee\nyb7RwFxEXsCx3T1enRYyeNTlLK1Zm/H63g/Tx0qxI7t0XzZJqZTpQ7/PlIW9PIlenUaJL0aO3Ndo\nYG9JyjWa0FVBy2E5juko4NUCl/ddIi/1XrlrB364aBPfTmk/PU86E3cCv5Sk9NOEVkMgZx9gpl8b\n14TWSVLmY6rZFtQPKkkGqct1NO17C4BjC9xGRaQdTaNFS6OG7zkQEVpaZNqVfemPie58CSP/EjZc\nOz21r1sNfYd1puuIrvQe2ZUXvdqux7wJbNy/J+MwD9gewPWYksnbMFJ5V2KUP/pQ+nEaSj2DdviI\n3UpYt1Jk6geLyRyZztW3m6R41Haj74ZhdF2zD+3f+wEHEI3r4Dia7l9XoCNNbR8KjN8wlP7v/aD5\n9W3b0h7zKbbYohPpxzbTMc52zTZMf/oezqDMyLTjyJ0KPFTiJoZiXihqgEfSbSSYfnAQMCstVSIX\nvtubeq/8/hCuBcZKUtzg0/mYwjIXZ1vfcZTuAy7yw74A8NWZdghzqkc+36GQwi1BXGeZ7qFZ71EV\ntKvqaGnOdCa5qjDKv/giT1NXb+SxPtzIxjlrOdSr7XqJM7DurhN2opczaQsm/9D9BDwF84CaQpnS\nZds7giiLS1i3UmTav2xpHrn6dpMUD6kz/aDTu2wfen2zZcNEJlm/dGm9OuDnqcvvsIS1WfZrV2CZ\nZWmxo+7Tj22mY5xP9vGNi4/nx5Sf5rE7UFdGdUDXnkU07kfQclgW5utTofhub+q98p11HIwZ+Dsi\nR550Jm4GLoxCCfcC2BeY4XMbYXam8/kOC4Chtp2zam8Q11khMqpBX/9VQUtzppvLVYXzk0YhUnZF\nM2sN42avYdn01YwIaYqHyz8P7EmXzm14BHgUM/jsFWfeUxhJtymUJ5U1cdMuLF9+KsmQ9gHI3A/c\nNI9syzbt2yKnYgqivOQu2H0W47rOZln/BxnTdmM0rgOyS+3dBlyVunzvFxidZb8GY5zIUu1oLgHY\nuP1sklIN06cMYwGwS5kaxAeTWYO5UFx7xgOHOVXtgpbDsijOmfZdIi/DvfI1zKDnyWTIk86Es8ws\nzODKyOLkMQ/Av8GHLmF2ppvdX1P7nmXpekwqYi7ZySCkHQuRUQ36+q8Kql4az3lwrQN20YRGbbBZ\ni8W2ZQrw0ITnaY8pz3uSO0+SchgmX7EsZQrblqeB6y1Lc1VZDBW2LfsAf7csHZN3YZFemAfUV1Et\nxwELLyJdMA7LL1D9V65FbVu+Dwy3LP1uRWzLgCTlC2BIISXAs6z/d2C2JvRmD2x5FHhcE3pXudsq\nw4ZOwCfAjkWkeVQcScp3gRuBezWhFxSx3oHAA8DumtBav+zzE0nKocAfNKG+qpNIUvpi7le9oygp\naNtyA7DasvSaoG2JKZ5YGi8/3YD62JGOHPdj3qTvAL6eOkMT+oJHJZmrXc3jZuC+qnWkAVTXYfrJ\nzc5Ay1zsSmmRaS9ZTnmFW8qNTKfyICafPkiKzZcOiv/h6GAXs5Im9BVMPu15fhhVISqRLw3mpaqO\nxvLcUcPGfGWJaYG0BGd6IOQtSx0TPqYAh04bTydN6Lq8S5dGFJ3pz4B2ti1dci5l0jvG0pgCUb2o\nzgISwGREWudYstQ0j/yIfAORQpQ6PqLEvGlJSk+MI+5VYYgpwKGSlG4eba8ULIpL8QgETei7mtCj\nSnT6k8DPHYnPKFIRZ9qJRj+FGSgXRV4EDsyTNx1TpVSdNF66/Awm1yt3fnBIpWH8ksjLSfAyWQ3t\nTz2UF2pacTJ5pMzKkByKnDNtWaq2LYsxL4mZnSqT3nEzJr0jlBE/z/p20/4KcATOYFVXAlDqqO0+\ni3Gcza7Ah57abNofg9HhXYXIEWiWfFqRW+f0ZnT7Oq5lkrxcwrV1EPCaJrSu1H1oMKXpNXMWRurN\ntfM2zEDHStwDLIw6TygpQBItL5rQVxzZt/OIplrC3sBNfm08rS/eD3xdkjKK0u7pgWFZ+oVty3uY\nvOmXA5HCK4SISARHjapzpmmUeQFz43qJfM5083XO8Me0ognCrqCPRUP7ty/i1e/sxmnk1wUu1eau\nQBRvIG6qR7YIZRTSO7zqZ6nbcQd7PQ2NEoAAso0XMSlf5USmM9k8lMZBR0uBZxE5MotDPXSvVewE\n7ERp++xZiseANex1wHIObFMPNdu5BpF1mC+VB2MKurR1FvXtHlCsvnRApJ7z/s5vKcckCTwgSbkz\nSrnTTjR9CP4OPkw9xpsxL40dgEOcaWF6JufDxrwgvkzwz9JseNWnY1KoxjSPdJmXgeR3psMqDeO/\nXSKnInIm0qAwEPSxaGi/lXAacIhtS/dC16FAm51PcW0xN++okU3RA0ROIRrpHV71s9TtfBU4DjFp\nC64EYIcP2dhmCycC9ZalX3jUlmtz95RpxwJXYBzqTNXQNgG8153VlLbPB5OiylISIkciYs/9C+PO\nmgNnvMPnx7xPp81tOBlj/4c0OuyflGhnoUQhX9oTOdUI504PA5ZoQv28T6ZeVxdglJs6pEwL0zM5\nHzaNedNBP0uzERWJ4EhRjc50uvxMITnTYZWG8UUirwGRbwD/B/wCeBSREcBPgccI7lg07PP95+ty\n4Dng5ELXKeJTWjdgjaNrHTUWk2kQokgnzPn8VljTO1Lwqm+nXruLgGcwAxIbJAB7TWfE5wfQljJS\nPDLaLNIRUzjoWdzrRfVesjvUExd35cWDv8mcYq8tR6t4DMWWQhfpjMggRIYg8jfgduDP3zyJXU45\ni8knn8VuZ53G1A5X8giqX0P1OuAUzD1gG40RLD+wCH++dE5JtCKJYu70SLzL0c9G+v17Cka3udIy\ncl6QmjcdhBReITSXUYWOzn2id5CGRZmWII33GnCpExmIARwn4ALgcuBIzKfvq4CvAYJxNP8IXI0G\n+0nStuUc4HjL0tM93u4w4AnL0mFebrcS2LacCXyl2TER+S3QH9WvZ1yxJSByPHAlqgemTrZtOR04\nw7L0VA/b+gmwL6rNP4+KnA1cDYxFG2XwJCl7AZM1ocOLaiopFkaeLJeObboN7TBOSStAMdVDL0eb\nKhtJUi4EDtOEfi1t/QOAx4HhqfvgFZKUl4ErNaHPeb3tsCJJeQp4TBN6S9C2FIIk5bfAZk3oryrY\n5iDgdaCvR6pNFcW2ZSZwmWXp80HbkhfzRTqJUalZC/QExqG6IFC7AiCWxstPIWkeLQPz5nk/poDN\n8cCRqC5AdSuqV6K6K6qDgD0xg07ecAazBclsYIQP2+0BlPPJP0iWkC4fJTIM+BbwkyAMChFTgUEZ\nlDW8lcUzL6Q/An6dcb7qPzDSc3elpFCBkcYrRc3DlIQvjvOB+agORHUQqhemO9IO/waOTSmXbVB9\nFRO5+k0J9uYkIvnSfnA18CNJSlSevZWITDdBE7oY+BQYV8l2PeQ/wAlBG5GXRkf6FGCo8+y/Cfh+\nkGZFlahc0CUhSWmPyWn8JGhbAkWkFSLfweRGzQF2Q/WYrG+fqiswqRVvELxz9i4w2Ae5oe7A5x5v\ns1IsAPawbeeBbG6KfwJ+45y7lotqHcYBTP+SMZjy0zxS+S7wPKpzcyzzM6AXcFnKtLVAK0nmkTZM\nQZLSGjgV45wXuJK0w5RZT+ZbVBP6ESZ16OAMs68CTkbEa8cmCvnSfjAdo55wbNCGFMhI4O0A2p0G\nHBpAu14whSg40/BDjCN9OKqrnGm3ABMR6RqcWdGkqp1pjCzeck1ofdCGBIbIrpg80nOBw1C9BtXV\nedcz+T9J4FtB5lFZlm4BlmGkurwkspFpZxDdZ8BuzqRTgX4YFY+YzM60d5Fpk5uePSrtoroNOBO4\nHJEDoUFLt9jo9KHACk3oe0Wscz4wB9VCc6ynACc2m2pyu38G/BnxNJpqEf58ac9xzv+fgEvcaZKU\nCWGMVEtSumI++wdR6Og1wNeKiz4yE+hm2zIkaEOyInIQZmzH8SmONKh+hFFDOjcYw6JLJKXxitBv\nzK8xnb5toem2tXLSaZ62bR58F2Ie+L8HrneidgXzJMc+vS9vdNxG28V3yJXDr9Srsx5Lr49bmqbv\nQuAm25a2eKe53RCZflK+NL83K/vWUlP7HEeMy7WfYcA5Np2Af737EzlhCX66CQAAIABJREFUGNwA\nnO04b5HDBz31V4BuiOyZIlFXcsGWlL49GFh6PT8cuTvvbT2JKdchefq66hJEvgk80P8ysZd3ZeDt\njzHoS+8xmUmylML0XU8jNSqdTwu+MSr91YL2z9xPx/79cUbX/koOqKk3urNPcuwr5rrYv3YcM5e2\npe4C4LZCtlkAEwixvnQuPNAPfgC4VpIyDPOyNQk4gGIHl/rPSOCdgIJRrwG/C6DdsrEsrbdt+Tfm\n5fTGTMs060OTuI60a9qLZ2raNlYCg3qzcsjb9On1M3479y7OW5dh1NwfgXsQ+RMmUh26GhxhJJLO\nNIXrN5aSLx2kNqQ3bYsMwpTh7oiJRpekEdqblX1781kNUGPx3HRyR9O8Pm6p25uH2RdXwcKL7TdE\npnuzsu++zOoKsJV2L2JewsLMUEzEqOeGwU6ZY43AYJfseNt3VOsReRjjhP7KtqU1Rk91cbn27c7C\n/t/gHkaZL99fKshe1SmIjL/3Ec61zqXn4C+g70ZGYMYC5Fw/JcUj9ZN3vuNVbFR6KLDPbp9DTX1D\nqsffUq+LGYzZvi9vXo3II+UORpSk9AKG411Z9EpTVn/VhG6RpNyGyVWvBR7FRGHD6ExXNF86hQ+A\nHSQp/TShHwdkQzlMAS4lizNN8z7Uh8wa9uXeF1O3sWoo7/b+B2fzD87mLs7bJ8t2X8Gkox3lkQ0t\ngtB9WiqQQvUbS3Gmg9SGLL9tU075v5ics4NLdaQBaqmpBficbnWjmPNwnsW9Pm6p27sRaOfx9hsi\n0+5+zmHExukcEoU8vU0Aso1No66gO8HntZeLH9dcaqrHzsBqJ2WoFMzxpn7tn7iY67h8ywr6QXH2\n/qznJlpf9grUtWKrM62Q9TOleGQ/XkXkSqdvb1trXOWeN4ALU6+LpzjuAMwxvaaI7WbjS8Bzmij5\nfASNF/31L8Bc4HCMUx3GlIbAnGknHeZ1YL8g2veA/wH72rbRvM9Aeh/K1Ke86GcN2/glyc+mczD3\nc9bmK7g2+3ZNiue9GMc5rFrZoSOqznSh+o2FaExn33YFUzw8bPs0TFW/q4tN60jnOY4YN43xy5Yw\n8NgubDjDeVBnw+vj1qgfbC7kNXirud0QmXb383G+PCLsKR4OE9utYFab9bRvu56jq2DQoR966q8A\n3RadJ8dgBtqUM/hwIjD5Nfa/Yg8WrHuUU/ai2L6uuu39Hhx21fNsnTqEO1/qz4cUpuX+TcyDrZk9\nWdYvNirdsL0ffInvTB3MSne7Ga6Lq4CT3PzvMjgRE7mLKmXrB2tCP9aEnqIJ/ZTw5gcHGZmG8B6X\nvFiWbsRoTh+dZZH0PpTpmvbimToRmGwz/vsJkr2O5un/3MQP91Ra5dvuQxgRgnMy2BWTgarWmZak\nTAOu1oT+zwOzwo+JSs8BLkX1aY+3PRW415H8qii2Le0xjm9Xy/JG99q2ZQpwm2XpEwWtIDIAM8iv\nrfNXU8S/i1m2oO0p1D7/LB1ozRDL0pVlHIqqxLalf8f3eWFLP3pv78DdwF8sS98peYNGCm8e8I2y\nUmpETtzYltuHXMLsFX/QbA9as2hS+jptDtZEAZUbzcvu+8BXi3Sm3fY6YJSPBmZtz1TYvBGjn120\nGo5TsORTYA/HkWzxOKk8nwO7aaKAweEVQJIiGJuGaiJlgFplbTgWuFwTengQ7ZeLbcsvgC6WpVcE\nbQsi9wFvo1p4HrrIy8CvUX3SN7tCRLl+Z1RzpgulpWlMu1HpZ3zY9p+ASYjcS4XfwCxLt9i2uIoe\npTtETelBodJ4ImMwVe7ew1SF24bJddyW5f+Z/r2pgGUK/rfABlozFVPFyo/zHVlsW84Abq7rxD0H\nn8y5rer4pQdFR34BvFR2brrqlE96yJP3PsKXuV4kz7V0IfBAQY60YSLwTimONIAmdJMk5XngGMwg\nuQwL6aOIjAfuROTLJdwLDgPejR3pRjSh2yUpMzApDf8N2h6HfkBtUI60w+vAvpKU1lEs3oJ5ET4/\naCOcSqxHUnyaxmSMT9EinOlyqVpn2nnb3xkjq1b9GPWOq4Af+uTs/hcj6H4A5hN6pXkHM2jJK2e6\nO4VI44l0wdxUvo/q/R617Q22zMYU14mdaQfblk6YfNSjDzxTZ3KWdMGkeZSuHCEyFFMQZ7QXNp52\nGj+95d9MxOhPX5+xSRPBvRDzECzERsHIrf2sTPNcibzMzrThcuAl4PeI/LzIKqknYHKEY5ripjSE\nxZkejnEGA0MT+rkk5VNMEbFceu4VR5LyZYy840PAy1kUT97Bn4JjxXIVcAOq64tc7yHgKkRqgq6E\nHAWq1pkG7nF+H5WkZJYvyicxFSKe/UW/L2r6rOusta23L3hqwr4XPvuYyWVr3IcOwHZ8cKyMdNzY\nvl1Y1/Fd9nj8JGEGWaR6vJbIcyWELtudXSbsyD4UU7giN/kj08ZBuRX4X+gcacNszIjrkvBBkq4s\nSrEnXfrp61//9UFjx/5v22WXTfvAeaW8ZsHlzP/0GbE6LmLAqMtZWrPWSL8VdL2bl6l/ANegBagK\nFHBPebMfn5x+OtsX3cTVIvI1TGpF+rKnYWTJmr08uvt8F9/YZzjz6vvxccdN7LZlEIs7zmXEvzbL\ngVuzSTzmuj6da20vTDTwEuC37rIbfsPKjtsY1LBfppjSecAliLyDUZdZiilIshIYNLMvg4/9OktX\nd3SOt1EIOBH4SlHychG6T5fBa8B3gNT9HYxzTPv9iJUrOjce/1JztYtgBCUELsq9/6f3C2fyQ5KU\nD6nMfhfGZ0P+xqoRSp+3z6fr0g8lKUdmSNH5ENhpWxe5o+16BpNyPnGukdV032c5A+pX07PmLB6Y\nvZreX+ClJK8Z33A4BUal3fP3MF8ZfAJtl9awTTDjJI6m+q/BsqhmZ3pPTI5pLvmqyMi+1PRZ17l+\n1MbWQOuhW156FSMVB0334XU/otKpElk783FvKntMhwLj31oL/TvwNeCnZW4P2xahsMi0BYzBRH/D\nyGzKU/IIRf+3bTkOeK5EexrWEdm+6sgj/9n7xhtvaVxfddG6O+VzbcvBG4bCez+g/4hfFbh940hP\nxRRhuKnA3cm7D5pQlaR8tLU1de23M6ZhWZGzgTOfGMq/mciVmMIwWdsYyFLGMdOd1hFgDG93gZwS\nj7nsGwq4gwsfxAxQHw/wfndWjV5J75T1+mBeSKHx+ujv/K4Ceu+zAm7+D/3PPL1hnSsxqjxv57Gj\nGJurhdeBOyUpok33tz/AnY+x6tizmxx/v4/BCGBWCeuVe67S1wcY5vyF4txLUgbQsWsP/vxgG+rb\nwMnn1TDm7mfTHWrL0jrblvc2DmZUt7fYx5nc5BrpxRf0ch5DN/O9A85kMni1nyI9MV+YvlVEVHoo\nML4Hn1PDNtfWazFf+Kv9GiyLqKp5FEMuSZfIyL5obevtAK3fbV+/0D7kgJRZ7j7UYUbfeo4rkTWT\nMdvX05lhLHiLyh3TTQArNjN3ZFc2erA9gB2A7QVIpV2C+Ty22aN2vWYesKttS4cS1w+8/9u27I/5\n7H9iifY0rGNZDy6rq6vhrbcObbL+1j68C9BhCeuGXl/g9hsd6TeB7xXxklroPixf077hZW4bJi/x\ndSAxciUzu29iCdlzFTcBbKWmDmAdnRRgLZ0V8ko85rLPnfcxpm81LLvHZ8xOW8+dt9b53Z4yfzbA\n/F6svfDEJutYwDRH9qyYcx14P/UbTegKYAMwhObH9o2zv9Ls+PtNqWke5Z6r9PU/Tft/GPgqi6xP\nqG8LyBs8ddNBmPScZx0N9VTeWT+Uts6/G84nzjWygQ51ADMZu/1CbnXnlb+fJu3zbmAyqsUo52wC\naEW9a+vbmBf1qr8Gy6WanemHMZXzcskX5ZKYChULnpqwr77Uc9O8B4/ZuyHFwzARMzDuj6h+4kfb\nrkTWT/jDhDmMXD6NCbfm+Azli0RehzYc3loYYNvSMe8a+clfStyUYT+U5rJkocFRNpmNyWMvBT8k\n6QrGKabyZ+AFTC5tKfY0rPPTn56z8vnnv/oGtGrS97Z34JQub/Ph6B9zd9uNBVzvpTvSTezJc09Z\nbp3Hnc6yF2Gqvd3U4wosexB9l91IT51E51xt3MM5Y6cxflkdbR/6iL7r/8p3DilA4jHX9enOOwX4\nCnC2u2y77Zyetl/usqOd32k491uMvvfkh/dk9Nodmsh/WTSWEC9GXi4y9+kyeRVzLacf26NXdWw8\n/n6nOjhKHiWleVD+/T+9X5yMCRSdEZoUDzidHd+5BNfOLd3WYAYoZ3Ko31l8LtNIO58418izHDV2\nGuOX3cBlY9bSzcvn5mWY1KufF7neRGDyCxzm2joe86z8PS3jGiyZqpXGk6TcCCzXhGYc4FM1mAf/\nYmA0qssaJ9MKk+ZSg/m0mv6baVq2ee0xjuW4H3BT7TX8/JkOusnNZ6sYti0zgEssS18uczsjgfss\nS0dmXUjk94Cg+uNy2vIb25ZrgDrL0l8GbUux2LZchLl5nw3MAHayrNJG7du2DMA4v7tYVoYvCebl\naAbmM+Y6p83FmOqRdc4yrYCDMQ+OWRTvSBeMJOVaYI0m9LdO24KqSlIeaF3Pu3W/ojsmWn8Bqs9l\n35CMwijNDEe9k1WTpLwKJDVRoCyWSA9M3u/fUP1Dhu0JsBw4TBP6gVd2VhOSlEsxkoEXBWzHzsAs\nTWifIO1wkaQ8A/xRE0VFWP2yZQDm3tBXE7otbZ4AvwGOB8ZrQtfYtpwCnG9ZemLljJSDMFU1x6Fa\nbJ2NTNu7DtiCRu8ZUwyxNF52diEY1QlfEKEDcBymtPBAHEf39/yo3wCW1pzB5NeRJs5wG4yc2lbn\nrzbPb75l/gI8NYuxt6yn86kdBVGl0m9iM4F9gLKcafJFpo2m8HlEo/qWTTlKFQFh29IL+BVwpGXp\nEtuWjzFRuVJLTJ8N/CujIw2gugiRRzAaySOA9UAnoD8i7zpLDcHkMt4F3OSzBORyYI8U+1SSsjtw\n+PZWnI/qJkSeAu5G5FXgPuCpJilHZoDsn4FfZnOkRWiPiYSdirmWHwSmqZKvoNNdwLkUKoul+jki\nEwAbETI41EOAesornlPtTAcuCNoIQqDkkcZ0zEtuxZ1pRxUsldOAx9IdaWgYC/ELoCtwhyTl1Gnj\nS1D0kLySmYgw2LHlKEzAqx6YfiJPTH0c/iHwTU8cacMU4P+Aqnamy6Wanen+mAdW4YgMwXyq+Rqq\nb/hhVLGIIJjo3Y3AW5iH4Vyg9jzu6HwpNz1yHZcfg3lIpTq/2/xwdgfJgG+1ov7M8diTwEp4vf08\nzAQO8mA7DaXEs/A1YDqqUXjwvwyMtW3pYFm6Ke/S4eG3mK8Dbzv/dyXZinamnQGl52LOWy5+g3n5\n+DVwB6rqRKzdgTYr0CZlu/1kOc1l774H/F0TznlU/S8iewFnARdjtJ2fBB7D9N99Mfn/t2VqQIST\nMS/B72HuGztgjkEPEc5X5YUc9v0L+J0kpXvBOteqyxGxyOxQWzTmS8dkZjYwSJLSLeCUhlJTPPxi\nOhV25CQpnYHrMJKYqdHKbeSQq3Qc6ssw0pEXY152d7Jt6ehURczTsHwVuBGRH6D6SNNZ9MK8bJ2G\nuWe5wYH1QLvW1B15MX966i98d8v3+fP+CEsxOc9ggg2/BxZg0jUeVqXQtNBXgIGI7IJqcT5VC6Ka\nneldKEZj2jjSzwEfYR7KgTvTIvQFbsFI6hynyoymC1zwN+DvP9drphebGFUqi3XQ1i+k7qmhLPyB\niLVAlUpKxs3ADAosl+yR6Ua93h940I7vWJZusG15GxPVzZ4OECKcQYfHYxR3XKYAd1CaWstBmIdc\n7mtWdTEwKG3aImBRCW2Wy3LMPQpoeHifTbpyjOpazD3gFkT6YHKZv4YziBYzUr8hNcZJ7zoA8yAf\nB5yV5jT/QYSTgPtFeBLTZ+YBC1RpGJCrCf1CkvIUcCbw14L3KrtDbQEtoxJtiWhCtznFWw4k2EIZ\npSp5+MWrwBhJSjtN6Fa/G5OkHAHcjumvvYp9sdGEbpWknAG8OuF5Xpo2noWYr1Azc65ofJC/YL40\n/g6R0zBpXm6Q5A5MsOxy4IVmX5ek7d4Kb32dey/FfIl6DHNf/AjzzDsZ2BGTr321CG877U3OGXhT\nrXNe4k/A3ItiMhB5ZzqTXqkkpQ2m03ySbZmmG5GumAvnaswb5dOIXIZmFGL3HUfr8RCMHNBHmIfd\n+2kL7Yl5sA6ttH23cFH3Y5hadxvfvlOEDqrcXiEt2LnAYNuWOzAvGMXrI4vcOuACDt/am1ZMkG6p\ndopw65d5ZL8buGzgGN6cGaFRFjbGWQm9M50y6PByy9K1KbPeAHrZtgzGONTF6E2fC9xlWSbqmaJ1\nOxhY+jBfGXAC/15aw7Zm+tLlam1n1dV1roeZjBl8LFOXrqb3OprqxzY60yK3LuqK9WlHavf/mF8z\nSQbRqLN7HU2vq7+SxbkV4Wjg9ts5r/ceLFCQDRvoePsM+bx3LTW1rva0Kk+IcCpwBOalZg2wqwhb\ngFacdF47+szdSpvhQuvtXxKhNWbMxOg7Obf/UTyz5BP6dHL2awCN2rlm/xod6ncQ+c7qHdjxpZ50\nVOHYq/8n/7vyBS2tKm0G/WUcvV68uu8UcR9Lea6k2lOuFrKb0tDUmXb7U5p2d9kR7ObHdMCsnejW\ndz0j+036eP8V9BtkNIczXz8ZtrMJmCjodWQ6Nqm65rk0z5vM04lMkveAscArXtcyaGizMRp9AvDt\nnOMF8vQTTeiHkpSfY2Tl5mFeUJo5024f6ljLljVC3zbKe5jr/kOgNfAEIicJuudtXPClvZm9sZaa\n8c9xxDiRq3/h2vA2I28aCT8WGPep9lkKvCbCFZi0yL2A+1Spddo8gfpWc1jfrxO3zE6wuedZIlyU\nJ1I9BfgGsTOdlcg702TWtewLrErJa8qnfXkxZiDSrQCIrMFEB0rN3ywZJ63jOEz1RjCfc/rT3O7f\nAb9DCy417BkPclrNY3y5JyggN4uwex2t9mhNvSvH5YsOpWVprW3LPEz0rlGft7i2hgK77bA847pD\nv8E9o6/lCtbSLUpamjbRyZv+FuYB9M/UiZal9bYt/8E8yPJq1dq27IaJ9rTCRGH2SpndRKc3TTM1\nk7ayl7q4ZwAoDBUYvw9vcjPf659BP3Yl0F2S0q4ehg5ay+6DzKvFcdBMzzmvfY4jfS9wxijeftTR\nhW+/mp49e/GZQDPt6YE0RulfwCgNvASMo8ci2HlGDQD1rbax05uH88mY44GaQSxmZz7ec2c+Tt2v\n5sfWONTzgAN6bYZe5nrrsa012fSvC6GZ/jKOXm+z9kunVP3rbP2rWKZjIo8Z28qg3e3l/vYHGGNc\nqv3v5LzBxzK1d57rJ9N20vttKdde+jz3JeOVPOuVw93AZmBkAS8phdhwN/Dzd9ezaFjnrHnTQ4Hx\nVz4PL/dn+WFL+cLd7kp6Tu3F5ytaoU90Ye3WEczb5tZ7cK7lD4HxPfiMnfhkPHBmap60E22e4fw1\nbbNV/aF0XQ4/6fMQv6p7F5gpwpGqzM9i51TgNkQ6ogWkq7RAqkEaL5P+YX+apnhk10g0UekfYPIo\nXR7E5CVVFMeRvgkzMAqa6lJemLLgoZiH358raZ/LbPb+DGA0b80BRgG7v8BhrnPrtw7lTMwAy1Lb\n2lTXGURZkr7uCObqYbzAfUycWcJ2g6QhbzpoQ1IRQUSoEaGjCN3POSe5R319q6unTv3GbydM0KEi\n7CXCGBH2F+GQZ5752uLPP+9z7qpVO3cCWLOm9wff+Mb850Q4X4SL2rTZdslPfvKthx56aOePNm/u\n+NaiRSNu+uCDUTdNm3barAkTtKdz/UCaTm+KZmoubeVydXGXAyrCNBHen8oxhwLMZGy9ox/7Xur2\nNaHbgRVAvxWd6ACgKfqzNNdzbmKfCMNE+KkIfxDh/zCO9CmqTHN14ecwYuMHDP7c/Xea9nST7TpR\nK2cQY8rxalX/Ty4a+wpOioZ7LN9gH3X2K9ex/QLMyCiAOb3ZOL0/2fSvC6GZ/jLNj1e5lKJ/nesY\nFMsrmAqUbdOmb4KM2t3l0mQftpsIMsAbZ/OP2ZD3+knfTjYd8mKvvfR5rjOdb72SkKS0w+RCX1xg\ntD+vDU4w7+pHPmIc5nmdcTt7rIILZ1L3QQ+OcLc7n2Frh/HeQTXU7jKfPdo+wUlHCPUbocm1vEmo\n52FOXdOeLbcXoSfdaHur7d9S5UrgCuBZkSapdyk7o2swTvkRBbbR8lDV0P0ZswpcdhLdmMS/mES3\nlGmnM4mHci3T8AdXKtyTNm24wnKFVpXZX+0MOhH0KdDXQQeC/ivlt1uKbaLwisLXgzs/2m0Kx3+4\nip6XO/+X/iy5bhqHLVEyHGMP/6ZN49vTpnHftGn8a9q0EtqCbm9ez9Lpk7kgfd5aOt/0T85a0OR4\nB/wHKqA1oJ1Au4PuCLoL6K6gw0D3Ah07ZUrX2f/9b8fFU6Z0XfjrX598PeiJoF8BPRP0bNALQC8C\nvQT0R6A/Bf0l6K9BrwW9AfRm0L+B3gF6r9P3HgX9N+jToNNApzt99E3Qd0AXgi4G/Qh0Fega0E2g\n20AVtBZ0I+iaK644Z/Oll160AXSRs95cZzuvgb7UseMXzz/5ZIe6/v3nPXP99ROWd+++4hHQf4De\nMXz4y/fffffQj++5Z/flxx9/631t2my9GvQqZz9uBF0COhu0C2i31Ovn1/xioMK/MvXNadPoVmxf\nArWcYzAL9ANnf28BPQf0CNCht3FBP4X/b++8w6Mq1j/+eRMSegnSO6gUAaWIIhZWQK5YsQCKIiqW\n67VdFe/PnsTe9Yp6rwW7F0FFsYtiVgEbgiAICiK9Iz3UkPf3x5yTnGx2N5vsbnYT5vM8+2Rzzpw5\n78ycOefdOe98Z/w93N4a9AunbtoWySeL6WRxfMPRfP5rA35UqOd8Cm31/A/aHvQO0Dmga0CfAR3t\nfLq7+d7D7a2/ou/ye7i9tfd7YB8OvLcUbOt3e2v3fkkWA8jiR3efW5e9+fZk0K2gn4K+H7TPOLaf\nOZSPdqeS/0c9hkTVHwrrorA9A+sr2k8p8vM8V1qHfL6Upc9n8QtZ9Apm1z3Hx/ZcgXV66vlc+UVb\nVjvXWz3Q8Q9zU5sS6ySg3gL7YLDrI9g1GGofWTQni41kkRLuuCjq3EcWP8T6OiGLtIPuZ9kXU9hW\n8x7qklX0U+12Wv3UlPWL65HJkHNT2vPbVRMZvLsVyx4ErQY6OpV9u2fS/cc9pE3zc9wKty+D1nuc\nf87eS5UfFdJKUdag/hDohaArQWuHKPMNCi/Eqs6T7VMavzPYp1LqTEu23AS00Ey9oYQT1Qd+B45F\ndWHAvnnAlajGLdQjQKljBmZE/G3VMCv9iZyDeaXfkwTFdDt2DAVGoEY/U4TawGKgr4Z+VRQ1fr/0\nBF71+bRLiYlD5/E58ITPp58VbBSpgnmbcSKqv5lNpAInA7WBNIwEUbC/4fZFm6YKZhKJ+9kb7G/D\nhivymzRZktKly3fV+/Ub1/jyy2dPD5U2XD5lTBtqX565BxdMOnwP6BQQKx3YNp8CL/l8+rZnWzVg\nGUYB5Cmfr/h17/SlN4FfVbkvVP4lIUZe0pWb2g1MVsU7wc+H6adXUaigM1+VsH1RhBswqhzHaWHs\n4njMPIBrgdaaGVzWT4R6wOOY+OYJzvmne+2KF878k9XA0ZqpRSZqOrJ7WZgJkf3UxHsGy2P2G+/y\n0gVz+RfQA9X1cTa7QiPZ8h/gd83U4EvYS8GiKoc6WxajBao40Z57DLBcM/UR51ynY8IYcim89uaQ\nAMdBsmURcLZm6twSE5c+7/uBfM3UmIbLiVCVC0++4a0LPr//5jmyc8UuZ7Kw492cN5cqt39Dte5X\nsjdvwXlreXfcVuBi1YI3LojQ6Dmu2HQFL4zFjHBfDCzAKJxcAvQmRjJ4InwMvKHBhAXMBMlvgBYJ\n9T3ihNWZDk4LSpLFEzkJeBF4oZgjbRiPK5EWY0RIA04ErgHaEkypIzQ3Y3RlE30xT8HEUKWjuleV\n7SI8DtyJ+YEQL9xJiJFJDQUnmDTe34ClAY70S5jY7AWU7DjmBtkeC2e1wCENjwmt9/v7VgfW5+TI\ncJ9Pt5V0VHngmXT4f+EcaQdXIu9tz7YzgTk+XwjnAlBFRcgGpokwRpVSl12Ebhh95V2YycuHAMNE\nGKXKfkcFYywwRLVgJb9IeRIzSfQhwP2RvwoYDTwTxpEeBDyPWXL9EFW2l/K8UaGZmifZ8h5wLkZa\nq3CfUf+4RYRFwBQR+gc61JItNYFDLzyH5y6YS2PgdUQGJcH9K5mZhplcbq53kYMw10wdzDP7RKAG\nZpEiBY5F5BJUP47BuX2193AZIn0xK3MehfkRmIsJfXwPyEMkEY61H9OHYu5MY7TYb4wmAxGqYuZu\nHImZ+NcT6MQbny1eccTADd2mn5234sO/18W02cqD+WP9s/TqNYS3l+Q926oWV/ZsQJucjrrkxCKK\nJaqsh+dBXrgYMwlwMkYO7xfMj9NYrnzshrgWd6ZV/0BkG2YiaKT+ygFDZXamQy/YInI1JkboCtQz\nOlmU14BZjqrH7mAJnIf3MlVeKskgEaoA/TCyNGdiRnHHAf9VJTK5H6Pg0YrEyiYZVP9CZCFGhsuV\n3noGWCxCp3iNTvt8usfvl9nA0ZRdvSKYNN7FGEfK60i3BHqrFsSYJT0+n+7y++V7zAN3UqLtcbgc\n46BGsjT7x8Ddfr+kelZDvBinbcKhyu8ifIYZ6Q07Oi1CXcyDr7Pnczjmx+prjnNeE+PcvyyCYhQt\nzlQt/aJBTn6XALNE+FqV9zE/+GsSRJ3DMxp9ImakKpGycm8D9xPgTLuoMlbMeM4UEY5QLdK3egLz\nNFP3kCWZmD57i5OfJThfA09KtqRoFmdg5Ms+wKhCKGZi248FTqzIUcCHiFxaokNt3sZWwUgrnoyZ\nvNsMYF8Kqb/Wp32njXyI+aE3HrP4hzto8RMit2Da1HWsdyFyLao1S813AAAgAElEQVRTip4GAaqo\nUmxxE0e+kZLe5gTBj/mRMSZ40RAKJ6NGTt/s+vikPS9+u1iyaBThUYJ5PvTE6zib5/pMjLP5MjBH\nlZ1+/xc3HXnkF20+/PDv1wF1GrK+zbf0eWM6x342hQGPs4lvqbpjLhf362bC3oJg2vtVRL50zjUl\nDj9kJgH/FqF2iB/u7mCHdaYDqKzOdOgFW0RqA5lAX1RDOnyfcvJnxzGtzlJab+0nG2Y9yk1dDmN+\n/j7S9pzDxC/X0rQdRsd1nwiPYEYvi8lEOTI+HTG/8PMwI45/YG5gQ4C/iTjyPsGln7yyOyPfYtj6\n83nrSySILFDJx0dH8fwzJnDumGHCZhyJoG85ZtF+UufMla3LH+Zfg1/XEfPC5FOi/FQI6TI/JUjB\nlSCHmDFs2LI71q+nNbDzEUb/Y7R5tZ+bKzUvWUndI5fTSpWULV/RryHcWzYpr3IgRP1MxpQnImc6\nWnm4EvL2rnRY4o3fWQ1xFdDb75eRFI70XBrhKe/FjE6PUzWr7XmktHZhHgZnYLSpF2AWp5jv7F+I\nmZU/CdiiSq4IpwNvYcJMDldlR4R2BONB4C9Ov3yiXDF7B9KtKlvabWTCu9Mlq6C/vgCc9yKXDu7N\n9xt3UT1/EJ9lizS8iRjKgJUSP9BVsuU7VndvzhufL2dnMam/ozFSXj+L4MeVq/u/jG+pvtl1Dp7F\nPHPuciZRVye+Upplp/zupcXLn6V3HfT3ZjVfeaXtmv18vyOV/GGCjgDOfoWLeh7G/Pym1ebXWt64\nprbcnpeyQbrsaKFramSw5cN10nzXAjquzmBLw6asqbWeRrlAXjuWvFSXbQMxb0J37yEtI5eauoEG\nu/ZQ/dzDmbvmqtMYML8BZ337EheiusKx8WNEAmUa3TpJxTj3HyEyDrga1V0ipHzCyfPqsrXtPpmx\nKY39S4BtzVi1fg3NDsU8N1WENcCFqkwLVT+utOSDrY456uu9NVJya+5M3XRvtXfq5+1psJGMnitp\nlb+DmnnDmPAONP8bZvS+pNU9i7L54Kr88beqrOr9c6gkL3FxrUP5o8ouquswxm/bTH0F1hHEcQ6R\nxQ/AMOct41ak8VBgzWl8fK77o0Ky+ZA5F/5HhG3Azh3UXF+TnW3ccu6k+p6v6N+rJyd/1pD1TVuy\nIj1D0uakk7fZqds2uM87JFBSs9h1GyghinuNmzcj7zuDSoF+RgfgRER6hcr3gCXRQd/xCAQni5Vk\n0SrofrhV4X8l5TGDHlvUmUH1FkM0h77q/j+Rwbudr+E+C0EHg06LIO14xzZ/kJ3uvlSFVUfy44/F\njissW+jjY/EJkv9Wau8rYo8nzbuctceZnDQQNCVEPmHty8nBn5ODOp/xzraBOTl8U8I14CcLdT7j\nPfml5OSQl5Kyz++acA+3z1QYt4qmvwaW7yv6Lk90fyhD/RyRk8PCaPKIoX3P5eTwZCmPuTcnh1fK\nahdmUuIGzCTB0aDfe5p0HehQ0FoBx/iLXMdxaKuCc1zcVwuuzXOHBF5yu0Ev3036dO/9J552RWR7\nFmuD2Dy+WNnMZ1PB94v7riCLC1Q1sN/v93yfqdA0UWUL+infe2mRfC/mpXmrqtbQxxv7tA5b3vHW\nr/c5FOqzj9Ri21bRZLvCCQqpqkWfb+49jizGkMXNIW0MXifuZ5XC86ApoM/PoOeWwDSf8rcNQQ7d\nDXofaNVQ9fMWQzSncd2CAzZUTd0fmMkkTtsG2hVUynBtjyWLa8raXpF8cnKokZNDbk4O1RT+pkbg\noFGAHcdx7SE73NPMpuv6YM8jb9u5n88YuD7UcziUvQF9tuBY0Iud+2fx+w58HZf+kASfaP3OyiCN\nVwTPgi1riu+U2pjYs3uK7QvAlZfKI5W7uJs9pOeBkaW5gufd1aG2Bfx14x6XYl7FXU/h8tdbQ/z1\nSuuEkxM6CVj5E702BtnnEg+ppnD5/5TKftrzu/dcBbI7m6jfFrM8+yPAbyLcIEIGpZM2CpY2Eim4\noOfocRWnpOYiS/Pb9vqd9iyl9e7bue/Qn+n27jw6HwKwgxoFbR0gJ5aMBCvnXKCO3y9to8gjavx+\naYIJa7q7lIc+jRnZdOWkFpTGLlUexGjNu4sauLKNS4EOqkzQ4iPMcamDoOfIM/cSVh0JHxWRl9sB\n3KrKC1XZuxWMRJYjQRdvycmSWA3Ahg5bHZsD7XHrbymFkqszaDUVzKicN41X0m4Z5o3Ar4j8gchC\nz2cuIuc7E+7Km/K6lxbmK3IQIm/ew51thzW/kRtPSt+8jbqXedO7z6EtaamYvymOkXUAmMthuX/S\ndjvALqqpu+0lRnVB9Ruc1TK98onTOe54EaqwP20AC0+dL0ILEVrsoGa+ybv2gh7MfGsZLesA7CZ9\nl5P/HoDfOXTzofy+cBmtRozixdVAp8OZ84M37WwO33M+4+o6ZfHW6eGYEKvlIiwUYb4IY9bRqCoU\nXv+7UqsowIwmKbqxhpkI696nZ9Ij/xeO6KrKXOPvRY5ki2Dipb8oIWlU9wefT3cCv2fM4CRMyNoF\nFJ+I+x0116dTdznAjI78PhuKP4/ctttOTTcMrkDGkCDP4TD2hrrGJwH1Qhzvhvz8GSbfA5NE/xqI\n9S8EsmhJFquC7ofbNIJRadVCealN1Jv4BNfPGc4bXV2JKYxs2DyKS9i5f71yUy1CpCmWVoNJP5nt\ntRU+VLiKcLJAoY6P1SdI/uto+M8/abNlBK82CUjjrQMBPRb0TdDNTVn16hbqfBSJfaGky3Jy+DYn\nh35hroPi8j9QNbclf37zMeu/oH/PXvzw8Rf076nQGvTl5qwYozD+Pc7sGkxOLBk/Yern9Zwcrogm\njxjYdldODs+V8diUnBxG5+SwOlq7QA8CfTdonylME3O5rZDn6PpGV0b2XU6dZQ+C7gK9EjN6/jNo\nqppr1UihmftNXO2KyHZzX93HOcM6BbPHU38ZoN+B/sZZIzo4cmbiLZMGlwCsqtA+4NNP4VeFiQqN\ny7XM5Xcvdcs/WGG1whOX8XxTGiz4gExxpeAyQP8BuqYem7a9x5k7+9R66773WjTYNTjjoUs+YtCm\nNize8gGnbWvA+mn12JT3AadufYB/9Ql1H3Ofb1345QLQF6i5diO31s4nZe9KjDzaygz+WvkBp25t\nwPoZoJMbs2bSNxz3Zw9mjJ1Bz3nH8s098zhsRid+vQR00J1kj9xH6qZltOzirb+t1P7wTN7rCXp4\nsGef83xoi5F+7A56e302LviMk9adxOfHgo4f2OZffd5rcVBuu8sO+r9Go/lAYfxdZB4/gXP2H8vU\nAVFc193I4o+CazTS9ipdW9dRuHDGf5myZCR/Ktwe0p7bq42j3+0zQQv6SODzyG279zizq2tTsftX\nBPYSRr4Q9HOnH9cLUg8/KbxVrv2xHD7R+J2qWimd6T5k8X2xfdBFYYNC+1LlCUcpLFNIN7Zpd8yr\n4oy41oNxoM93HiRbHWe6bqLbJoidojBOicxpAm2M0QX+Fm/oRyk/OTncn5PD3aW09dZNPfg6J4eZ\nATb1IZy+ZgX85OQwIieHiQk8f7rjCHdJdF0k8wf0OExI2C7QoxJtT1hbs/iCLM6KoEz1QWfR55H3\nyeSTqM4L1RQeUFjn3A9L/Ro/qT+QrvCqwiKF44vU4+3VltNi+jcYPe93MZrxtYLlA9oO9DGMtnxL\n0F8w4RPF6stpnzHOq/wfQG/iip5XkhVlW5nyXKsmFCCqdgJNxYRobQS9G/Qw0Ooc8ukobq21i5S9\nr2DCuB6N6jxZ3EEWT8S5jR9X+GHJCL6d+TTzNMz6FWQxhCw+TfR1iQn1CP78gLYKa8OVoyJ+onWm\nK12YB8Fk8URqYWakjya4DF5oVH/EvGa+xJmF/Axwu2oxNYjYIXIepgwjMLO426B6OlqirFj5Y67C\nKzGTEkqUxFNlHXATZvLKyCjO7MdMQowMkVbATcuG8yIeJQ9HZeUZ4GYtZ9mxOPMRcKITapEIzgUW\n+HxafAKqpQA1k6+6ASer8mOi7SkBdyZ/WFTZBAyg/sLezBrVzFEmKRuqu1G9FbPM/B3ANESuQaQj\nIu1CfCrGxHqRdMxzqS5wBKpTzWaqinAvvw5twNFPrwSaq3KOKm9piAmwqvypyk2qTFRlBUY56jRg\nrIiJAXFWJD2TQmm5I1U5WpXHaDazE4WqTNHwLEaXPyp5VFX2q/IoJkyyNmZS9V/8cfIF7K29geMf\n2IBR9bgrSntPx9wr44PxPUYCQ5deymXbOlOD8LKQXwLHSbakx82myJgE9HfWjyiK6hKMNF/X8jYq\nmalUzrRky5EYpY7Ch5KJt3sW+B7VV8uYdTZwW122XAoFsmnxQaQj5iZxAqqnoPoKqvFz3GOB6jZM\nbOy/EelQcnLygauBB5wY6rJQ2iW0HwfGbOnJHorK4v0d2IJRbKg0+Hy6GSNtlai4tmsJIWFlKYoq\nO1X5OtF2RMCHwKmSLSU/N7JkKz1fzGfu8PnAXBFOiurMqjMwse8PYpSRPsY4HoGfacB7SAQ2JhKR\nNIwjrcBQVHeazfTEqEN0oeV3o+k6rmooBzocqmzESDnuw9T/ExgVqQcx6gzXquJVKTqWWKypYGKy\n/wE8jEid6LNjoSo3YJSymqjSj9prHubEzGaqvK5RyJZKtjTBzKmYGq2dYbgI8KO6DPgNqO33S8tQ\niTVTNwOLMApGCcMZLJyG+UEWDFcxyuKQ3DecUiDZch3mBnsfRfVQ0zHO0jVlzlz1u72kLRrB648B\nV2vp9TEjQ6QG5gZ7G6pz4nKOeKE6GzNyNAGR6iUn5yeMTukDZTmdz6c7MKL1vUtMLDIQ8yB+GKMx\nvclsphHmx9c15u1VpeNp4Eq/v3xHOfx+OQozAfDD8jyvJb44KyBuAO6U7NAOgcMARFfqkn7DMSNz\nb4gwODoDdC+qH6J6EaoHo9qu2MdMXG1IlAtwlAP3YqQBh6K6t2A02kzYfhA4i4MWvQ/4JFtSy3IC\nVbapciUwCjNJfghwWOAPN2dhncOIlXaw6vfAZ5gyxihL8rVwIaZxmB91ZX/jYTgVmKyZujfKfIJj\nBvKuBZ4CcFZu/RroW8KRfkrz1jV+vI0ZJAvGZMzETYtDxXgdVgKSLR0xjtLPwIWYG5LRP1TdA1zn\npAunPRyWUYxd/CT/PGYM1/1JKL/Lox0aRvfR1XQs0KQ+Af+OgXzRYxiHNGzBys+rs/vF0IWNXKM5\nATyPuQk8iFEyCctHnNqvFtsP+Vrk/Kkcf/gdGlrPOUTbVQde8vtlPiH0kT+Xgb/1peqhS2m9/R2G\nNOqT/0D9DRuaI0JHjPP/qiq/lqWwyY7Pp/P8flmACbn4XyTHeDSni2iPllJ7+lrgac+iK1ETCy1s\nj65qMY32Xx6SBXvr0VS3VqmZek+Hnbt31Hb15JsFSx8vQmm/fsKg7xqyvule0vd+Rf9e4fpKCflG\nW5aLMAMTsyVbfsc8cMdrpq4OSHcx02/e62hOt8OogYwX4VJV3vQYFtv7mepeRIYBMxD5FtVSLbBz\nrEwffw7vHnU6H9Y/mMU7t1K3zn5Sq9RgZ1oV9gGiCpqCpqSQL6totmslLXZ8Rf9ed2bd56rHhHy+\niPD8cN7s/QhND+vFjJ9W0/z9iXJW56/5q0Vb/pQNNMrdTdUnvqL/tDuz9HauO7gaH/33G8ni1GBt\nFskz7RMGjXF0iW/OYPMcJG8zTl07xx+FWW21KoWKVGWjsD33AR0QmYzqRwH7omprzdS/JFu+BD6Q\nbMkvyC9Li2grR3CNnw68UxYbImQAsM//FRfgl2zHrhzMM7LIAlYB7fg6ZpnwyBc2io8u+iTgeRGm\nAq29+aopxxuIVEeDr956oFHhnWlH2mYMJsbYHaV8DrP4QiDtKfxVGCpN8XMIdWHE2Q9yywTgZUQG\nuxHrofJ/mUs2nMzn7mpMzwGNPedu6f37JSfpa1wk1/A0OZzIXk0PN0papjKUC6qKyDXAfERedkar\nQ9KYtY2PZFYKUGcfVb7DWYkrBMHKnYLp5K0JURddmNe6GntSOrKw7rFMm/pVztBtS5ce1srJax1w\nVSlLWdF4CrjN75dxkSyaQtF6dq/ToHXr98vRmF+WM9y8nRjt03B+wMaQWFz3IfPYW4+mOzpQF/Jo\neOOvdXrcDc/yj7PP5r2qUZ4zGhsL6r8h65seyay6AHuoOhXzY7ys+Za5LJqps4BLnZhOd0XXWyRb\nTtFMnQngjBgO4tsb5wUpy1gRctWsABkzu4oaqcsQGQW8g8hJqIb/sWxC04YAQydxUIf/MTx9FGNZ\nSxN/HlUa7qbaMe9wDn34HkA2kaH12SwArVhZvRUrqztt8mdJZenAb10f58au5/Auq2l+NEAGmznB\niTRoyapaQK2C/H4/swbNf+zDnyeV+ZnmvXYo/oxsT6EEZSzq32vPFOBFRI5CdXkktpaCV4A3ATeU\nJPAZGzZ/yZZqmNVFR0VhQ2hEzsLMxbkB4SqPXQIcGuQIb93sBo6RbEkvxah5xPftSFFlswjbgeOK\n5as6DJE5zr6SZAUPCCpDmMe5mE60yPk/El3F0mpFXgd80pzVV2JeX/+zpPzD6D4G6kzn3cjjsy/n\nRSbztxn7SL+iBFvKQw+37Kj+BdwJPFNS3KKrl/kzR+wdxoRtIpwfdMKDIVi51zp/ZxKsLkTSGrGh\nKhiNzvN564e0tL31zzvv0VtV6ahK30o26TAYH2F+NF8dYfqI9HX9fkkD3sU80Jb4/TLa75cqwBXA\nBCdmO5bE4roPmYfksRegxm+i7R8z18uVPPdtqPRxJGj9B+oCR5FvTMqimbpXM/UzzdRLMW3+iWRL\nT2f3MGAyuU3c1/LesgwEnvOEfMTnfqb6IfAv4AtEOhfbLyKOhvUczChbI+Dqxqybcj1PMZUTZiyi\n/cgltNuyhmZsp3aB1u8iDtlkClVHAfZRRbsx+7WU/BLKItJyCv0Pv4/bmc5x7mjelirkFcnP08Y7\nWTwQOr6/PWh+hhLrL5gusSete/wfYc5RGrz2nAs8BrzlxIjHsq0/B6oF5Fea/AcCszVT/4rSjuKI\nPAM8BAxBdXyAXcOBukHipr1pLqX0cdPx0kV3xRyC5eun5JCVA4YK7UxLtqRh4qOvAc4HJgADw4Rv\nDI8gTdFzCHUxzvS9qO7FjMTcikincPlvoNHQgnOZ103uvu6YCQ9fYl6tXfgM1/QLSBuOgnMkWYiH\nl7FAGuaVcEi+on+vHPqu+JjT2m/ioPsw6iUrRZgYxLEO1nbDgL+A7BCv/QcBM3Pou+Ikvvx0HU0O\n6tPngx9r1ty2NkjaSokTajEUuMvvl0huzsMxYVK/Yq7PQ4DbgqQ7G/MAbg+cCZyMmcB0FfGZeFjQ\n/lEsd154DQX0s4xZ9Ko7mxXrx/Y+blpu3xWTGNx5A43ODpU+jrg2HuE9t9tXJjG4c2lDPALyjXlZ\nNFMnYRxqv2TLX8CTmGXRg5XlG0y/fE6E//uZbiOI1/1M9Q3gZuBHRP5CZAMiExG5EPND8A5MbHUL\nVK9DdWo+qa7NF2JG/+8DPr+VB4d9wYC1V/L8OTfw5AVfMGDtZbwwIgffyln0OCGDrX1z703JOPWX\nOj/c8e+Lnn4068b+j8lN57ifF+Tyi7ZQd+arjFw7huv2YUbzpgJt/fh65NB3xX/4+3EBbTycFce8\nS7OfhCwJFTJV4jPNvXamMKA7xev6AkxIximlCXsMQ+Dz6THMHJX7guwrM5qp+zBzQhZRWPbSXOND\nnLSxxQgInAN0R9Wd0Om9d20meNx0YDv6KV3cdLG+FqP+dAbm+uhD8botrY2VGgkerZBYRERVtcRV\nryRbhgDXaKbG7deRCHcCh6h6ZNxEbgW6oHpBKTNLBV7GXPBjgXdRXRU7a5MIkV4YWb9OpenUItTH\nOGdDMDPMp2DiMj8KNors98v9QJ7Pp8UlkkQm7qPKp+nsOw7ziuq0nBz5GLjH59OvylCqCovfL0Mw\nsezDgJnBQj78fknF/HC8HbNq4f8wMXjvAK29x/j9Mh14zOfTic7/ghmxONzn03/EuTiWJESypRYm\n7jZPM8PLeIrQBnMPrAVcosr8+BkmtTET0atiRiTPxkxevseZU+Pa1BwzmjoEMyFvZfHMipCGeSv6\nURX2pVzPv8++lJdSUtkf9KH6PoPn38JD9wGfqkYemyzZMgV4UjM15hN6JVu6Au9qpraPdd6FJ5GD\ngFnA1QXx07HI1kyCnQO00UzdVlJ6z3HVMCskd9JMje3AisjTwCY0yPPIwe+Xa4BuPp9eFiqNZMsZ\nGN8m4ZP8RPgYeEOVcQE7amJCJRujmhvs2IpEpH5nKCp6zHTBTNl44BmV7hOw62lgMSIdUf0tyIH1\nMM5IFqqbnG2uI90COMaVQqq0qM5AZBJm6fZrIz+MTZh6etnjWI8A/isS1LH2Y0aYiiLSUKFfS1Zs\nw3GkVdnp95OBo+ZxIOHz6dt+vzTFOMhpfr/MxcQ7rwcmYpZ1fh7IB3r7fPoHgN8v7mvQDhhpJ/x+\n6Ym5jj/w5K/Af8unNJZkRDN1B0Qm46bKUhEGYH6AfS3Co8BjquTF3jD1/gh/xfkAQR3oDzATv75U\npcR4VRGaAWfnkcZjjP7Xozo6cCJmAf/nfMqAK0MWD3Wc2EjihUP1L0TOB95H5Dtn68OekduyZZup\nK5yJiCMp3duwgcAvcXCk62JGiLuUkNJP6FBRl6nAm6WMm44XrqpHUWdaNReR2cAxmDftBzQVNsxD\nsqU7Rgbp/RKSRsN1wCeqBfHYBnNzfgITG2ycZ3EWxzCOtHvze8WJzfM60qdVeke6kNuBoYh0K8vB\nqmxS5WVVTgHaYh4mRUJBfvjh5B8Jrjd9/ly6LlhHkyOB0z16pPUhjgvuJDE+nz6FcYrPxIwKvgTM\nx1zHP2Je4/lcR9o5Rikug3Qt8IzPp7F3fCwHDM7CYf8FemGur99EuE+EbiKUeYQoGM6CJe1FOFKE\no0S4XoRpmAVMumMc6CaqXKzKJ5E40k4ZVqvytPMJ6UhHyWTgb2WVyCuBPhjN/vhiVFUGYe45X2Oe\njVXDHxQRTwHXRKR9Xkh8QjyMAsfnaDFlm0DmA9X8ftnu98s2v1+KaTk7etO/YRzVRDMJ6BdiPpMf\nG+oBVOAwD8mWl4BFmqll0ikOc/LngfZ7SdvbhLU9NlP/mGLOtElXG1iMeX3VB9iPiTOthVlJqgbm\n19x+TOxpKtAV1TWltYXklMEzlGSjyOWYCRUDQr0KKq1sl9xe6xV2ZfRmc9smTHzz1ZxJrXoBd3hD\nN/KkyuYFdKzVkpXf1WPrGZ9y8ncNWd90xyez68y/95wu/5g+IX6vlSsgfr9IKLUPv1+GAhf5fHqa\nM3FmDnCozxf55J1YSNvFMp9kIhrJzvIm0FaMJGlEtsuFgxZQc31T9qfvZfzEL9nRtBmOlNcrXHRE\nR36X5qyqvozWsp1a+Tuota0Zq6tvp3bqcMat2cRBdTCSp/Wcv3swI+EZY7mkRUd+y2/F8vTVNN/X\njFVp7t9VNM/bTEbqBhpqa5ZLG5akrKZ5XgtWpGyg0c5GrKuxnka5u6i+x5UdLM096VMZtKAh65s2\nZU2t9TTKbcT6mm5+O6i1tT6bGrr7mrE6LYPNc+Y2zWt+8oUs31jTkRoLV2/GUfwK80N4ImakcKpm\nFkpPRnINBSuTZBtZURadPK6gbZb076VTyhSXHznmreWPqN5X6kMDyjp2fM21nZc2ydu/q+HOkmQj\nYxXiUay+s9gGLARGoPpd2IMBv1+qYkKPrgLa+Xz69yD5zgf2aKbeXlY7Y3W/DBrqYZ79R2Pe/LZL\nSv+kFByQYR6SLQ2BswguMRMt7YG+6ezjfQYvPUG/Ke5IgxmdFhmJGekcirmxD8CofYzFzBAP/CX3\nJKWTqkleGbxCSrJxLObHxi+IXIpqsJXeSlfO9Nw2pOd2oO5KGHT9lWvWtHm1adOl/YCvRJCLefmC\n50ip19XIRx+PIy3WI3VW3alp0OnbdZ9RemmxSk0JsnlTgBecxV9uAV4ojSPtEKtruSL0idJSkcoU\naGvEcmTUXN+UZo5E26n/OJvxBbKDLVuznKOdhWtbsAogdQMN6jVkowA8y1WtzjODie5CHe7fnUCN\ndixxpetoweqqAX/TATZykDbgL1fSLs3ZVxugOWvqQBHZwYjbxCs95+bj/t3IQQ3cc7rbgN4918DT\nH9PyvKEl56+Zmo9ZvOVQzKjqE0ATyZYCxzrA3p8lW851pQo9FCmTZMsojKzor0XaJq9M0oul5Z/A\nT4hMxYy+Ho8ZcPIyE1O+XxzZ1cbA2Z8ewuAP2tNwYidYV5vnOq2on3/0rsU1YXHNCGQjYxXiEXh9\nvIZ54/l9JAf7fLoH2OP3y2SKrr7rzbcaZnCuzM50EDvLem+ZgPnx7A31aA8c7nx/ERMudcBSUcM8\ntgNnaKZujEPeOwFm0j3vCW44J2xK1U9RfRPVbajuQfVjVF90NKjdsAI3Xq8sUjXJLYNnCG+jaj6q\nl2Bunv9D5Cln4kLkeYQ75+RHMp988tmeqpwlQn/gm6aseWwfaZsK0jjSYnm1gdxUpnN8WaTFDlgc\nx3kh5kfjecCjZcgmVtdyRegTpaUilSnQ1sht328k2ljXOZcPC2QHtwLsIT3P/FMoD/cnbTcBzKTH\n/it5viAtRWW6pgc7PvDvXDrnLqbdppLSeGQHIy6XKz0XyTldeboFDdh65ekR1puDZuoizdT7NVO7\nAycAqzCO9W6MM+rWzXiKShW6BJapGzBPM3VfkbZZUSbpxdKhugSj9PEOJoRvLCZkw/08i5kwOgnY\ng8gejHLH8VNbse7YFbBoDPv33E3zxrnsB5grHXdGIBsZqxCPwLq8DhgTYv2JcPwCNHLmswTmOwzo\nINlyUAztLCvvAL1EisSDu3nvwCw0c0BTIZ1pzdTdmqlT45T98Jn0mHcaH7/9np41K5p8MJ22K2WX\nqqkIMniR2Wh0X7tiRpR+QeSoYHlEKNtVeM7NBz82Y8bAtKLqlusAABrQSURBVE2bmrQ/+ODZLwL/\nvZc75tZk53Veu76if6/pGUeu2V9D/yyjtNiBzmTgP8CLPp9uKMPxsZC2i2U+yUSpJTsTSKCtkdu+\npH8vlvRdwe+DO7OzQHbwCGDCa4wsJg/3BQN75tB3xePc2H0r9byyX4XyX+YHXrHjA/968wuXxnNv\niPie5ErPRXJOV57u3U4csbV62ds8wLGuiXkj+jZG2eIWimt/BytTT8zob5G2iXuIR0Eh9H6MEsTf\nUX3PGZxyPx+iejPG0a6NWZwlA9Xh95/A8Reew4TLzqB5ej6PtNC1M9ZWS9t/xhVrH4ogxOM0jCxi\ntBTWZRZNMdfk+NJm4iwx/g2Fo8fe/rQB89ahfyzsjOZ+qUouZhDFq1Li5v0AhZrfBywVNmY6fuem\nLkY/t0/QWGlL9IicjVF+GFza5X6DZ0eXZ589+qH27X+a0X9A/hMYSaumqBZRFvD75RjgCZ9PewfN\nyBISv19OAD4F2pTRmbZYLOWIZMuZGIWeU4KEfCDZ8jrg10wdW+7GxRKRqjvSWDzqTHaNf1tDhn46\ncnM3xVxK1yzS8lc4Obxw+P3yT6CjGzddJOtsuQ44XDNDy+iVFyLUxMwTG6DKvETbE2ui9Tsr5Mh0\nnAmu4GGJHaoTMQu6vI9I1LOVVZnXqdOP96Wm5g8B/gZMC3SkHepzAMrixYipmEmH1pG2WCoAnsV0\ngoV8gHdkuiKjuqdKPlc8+CVtOlwbdmGq2Kt4GDm884lOFtRPaEWMycBAyZaEDC56CTE6bXGwznRx\nDgXuTbQRlR7VzzAqH+MQSY9Bjt8DdbZ05QJC67FmcIDK4kWLz6fq85Uo+WSxWJKIUA61s8COmXxY\nCaiWp59sqs7ipz/hJaTYUt2xDvHwEqkcXjgC46a9/O787RBF/rHkP0BNERvWEUiFVPOIJ6rhl8AG\nvHJw7YDlmNnDy8HIHCVxfHNSUCjRpDv3kL44nX1fIKLAzmasWr+GZm2IQJLKzefD0Yf0qdOyZkpK\no10pG3vnN6s3l9rNZPVRQfLJmD79jCNOPBF/JPm7kld7Sd/bjdlf1mB3M/e4ZGtjjwSSe01uIwbS\nccGklaKRW0oWiTxv25YkpxUJpZV3rOhUJDm/ZMdTl0X6blnrNEjbTJJsAeNQuyEf3YB5ZOkzkuWR\nOsySiKUOY0VA31mPWT8i4n7klrfNUDZl59BDYZGI7MRo55/n3Ktjv1CLSOq6mtx90Vn8MTlbPqEU\nkoTe/T6f5vv94sZNFyh7eNpRMZMRs2NmuwfvvXTmJg6ulUbjRlVJr12FOVVS2Iz3/nrBoJ8cCcXl\n0r8cJBQrENaZLhteuZmWAX+TXdoqGSiovyG8PWUSg4/CmcDwMpdsOJnPGzrpSqrL9kDfWs03kn94\nLvnA6rOQtq9w4sv7guZTf/36lrWAzpHk75W82kKds2uwu2okxyWIYNdkLOwMJq0UjdxSUkjkeds2\nAjmtuNtTATnQyhtPYt13i7VNoENNYYjHYZRV6jB2eO3dAER6/y9y/NIMGHk2q31L2NFqO+0xIX9u\nHudgJmjGkkF/VYfJB9O9BHsj6StfYxRaQsnkXU+cnGnvedrXZl/tNNKc7e7cokKby19CscJgwzzK\nhisJE0yqKdmlrZKBArmeDzjzXAqXIJ4xgtdnu98puS53AuzfU0UBai2AjFmw5DJWhcgnIze3Tqkl\nr+bSObcGu1wh/mRt48BrMlZ2BquvaOSWkkIiz9u2Echpxd2eCsiBVt54Euu+G7RtvCEfGInLmUHS\nJqJdvecszf0/2PFX/1kfN1wiD7jHWTnyFMxS8bHk2rE9WOKs1RnO3kjqdAYQGO/tPS5PsqVd2U0N\nS8F5Vu0y1+DOPNwFgYraXN4SihUI60yXDVcSprhUU5K9/k9SAiWaLsB06DM20GgokcvkDQcmfP7O\nqONqfF19X8fb0r5q9wIfrTyX6jfcf+noIPnUHzTo5TGR5u9KXk1icOd09p1Fcrdx4DUZK+m4YNJK\n0cgtJYVEnrdtYySVWFp5x4pORZLzS3aK9d0o6zRk23gc6p6YMIjA6zYR7VoodepIHVK6fuQ9ftI5\nw1izog45wCOY0dxjgFWaqctjZrFIJ+CIxfU5iZLrK5J7w2ygs98vaZ5t3nK9i5lAGQ8KzjNjM0fO\n3sKKWVvoTrD7ayIkFCsIVhrPkhyIvAPMRbX0r7JEDsY8GLqhusLvl1uB3j6fnulN5vfLh8DzPp+G\nmqBosVgslR7JlkaaqesTbUc8kGz5BzBAsxgOzLv6FGY9exQLNVPviC5jSQWOwzj85wBPovpg1AY7\n+P1maXefT2cH7pNs6Qc8rJkaTq3EEgVWGs9SWbgRuBYJeJUlcjwioX+RizQFPgYyUV3hbH0cONLv\nl44Bqetj1TwsFssBTmV1pB1eA46RLLoA14/+ljNbbuWzMuUkkopIX0dLeiXwb8zKk8fH0pF2mIl5\nYxCMb4CWcQz1sESJdaYtyYHqcoyG5b8RyUCkMSJPYSZkPIbIVcWOMY50DvAaqk+7m30+3YNZ/jTQ\nCc/A6kxbLBZLpUUzdQdwC/CsZLFwQQN0yZOcEHEGIikhHOgTUO2G6v2oxmMdip8I4UxrpuYBEzGx\n7nFHsiU1GbStKxLWmbYkE48DBwF/Ar9hlh7vCpwI3ILITYgYfUuRQZjQjledZWkDmYB5HefFjkxb\nLBZL5ed1YC/wxh39mZSq3IhIpMoT92EULMrDgfYSbmQa4EXgSsmWuKqwSbachSn7IsmWByRbmsfz\nfJWFAzJmulQaqVI0bVwmn5XHOSoagXVinOwXgO7AXIyE1GWoTgl2uN8vKRjN1pN8Pl3g94sAu4G6\nPp/uLocSVCpirTcdT7tKlUGS9b2Kqt9cUe2uzESrXx23Ng2/TkMRnWmgiO512P4Z0Jcli9bAz8D8\nMZ+QftlMfqt+J2vDlkmkEWYg5whP2GDIc7j2zb6FPttbkZKfx/4j7uGDehtoSEC9e20PsS7A5cBC\noJ7Pp/vctA+9KwvqpdO0UVXSN+4hr04aixpXo39A3RSpt2D3QTefvHz2ztpCr5eWcntAWXZjnrFH\nAwuA5hipxHmaqYNC5dduFVX73MbsmpuNJnWi76FlJVq/80DVmS6NRmp56KlazdbiFK0T1WFAP0Sa\nONs/QXV7qIMdIXx3BvTdQA1gv3Wky0ys9abjaVd5Hh9rks2eSKmodldmotWvjlebhlunIVBnujS6\n10Xs1UwdJtkyB+g2+iQ4Zz5Nh87jzwldODxMfqOBcUEd6SDncO3TxrC/EwCpS67l7O53Fbz1D1Xv\nwergcWAZZh2EgkmI9dJp2qE2dQEyzFrBPSheNyXqc3vz2adMxbwBdo9/AfOM3IlZ0OcTCkfJG0q2\nHKyZujhofh1h6bX07nx36HMfCByoYR6l0dIsD91Nq9lanOB1oroW1fHhHGkPEyiMm7ZLiUdHrPWm\nY0W0NiRDGbwkmz2RUlHtrsxEq18drzYNt05DoM50tM/qNQB70pixqwqjHp3MIel5AWlEjnLm6DQE\nRgHhJhYG1eXWvShA6mLy2z/Bt0HKFWh7qLYpFuqRl89eKNR+XrSdfaN/4akAW0rU567ueHv5CofX\npeptHWk/oBEMasK6wc3oMKQF9T89jvE5fdkXkPd/gKsD83PtYgn72z8W/twHAgeqM10aLc1Crcf4\nvb4oj3NUNGJRJ98BGX6/dMbES9vJh2Un1nrT8bSrTMcnSd+rqPrNFdXuyky0+tXxatPQ6zR4dKad\n/lia/hksbcG2dpt1QqNc/M9+zPyCMomcjhmF/R3jDL4VZlQ62DmGAxNWf8dxOoud83+mW83NnF6s\nXMVtD7UuQLFJiLO20Mur/Xznrzw8czOjitjiqbdg90G/X65vUYNty3LZes3PvDDqJ3LX7KbG8Q3Y\n2b8Re09qTOrf27GsWio3At8/3Z37PHk/CYyUbKkVzK7fZ9I9LTep7qEJ4YCMmbYcOPj9kgm0BV4G\n7vH5NPJZ3RaLxWKpPIg0xyzd/SxG8WkGcBYmtro/8B2qfyXKPL9fjgHeBI70+TTo4I9kS31gPjBI\nM/Vn57gmwNnOZz5wm8+nO5y5QtfvV264eAbbVu6iNmZZ9beBGZpZ1AF00l+KGZ3/EuNQf3bi17wB\nTNFMfTb2pU4OovU7rTNtqdT4/VIP+ANzczjO59PBCTbJYrFYLIlCpCVGUrUq8BSqjyTYogIcZ/Zh\njGM/ABNu0ReY6fPpRjedZMtlwKVfnsArqcL5mIn5H/+yhW9rVGFY02p0XL0L/yG1OGK/IiNnkLJ6\nNy8BDwQ60CHsaIBZmGYo0HPDHn58YxnHHFqbCac04YMU4QOfLwmdxyiwzrTFUgLO6PQ/gfd9Pr0k\n0fZYLBaLJYEYh3oE8CCq+Yk2x4vHoR6CkYddBLQArvb5dCKAZEvKyNYsOas5UjeN64DPT/ya2sAs\nYOopTWh4aC06fLGO2vO3swN4VjODSshGYk8j4Ky/9nDKr9s47pBaVFu0g2XZ8/lO4SHN1IUxKHbC\nsc60JTkpKiFUVO6oFPJGFMr/eCWE3PxCSg95cUanlwJjfT69ydmWlFJvsaI8y1eZ6q08CSc9ZqXm\nDlzi1fYB+Ra5J1eG6ytovTnPk43V6bmyDvlNt5OWsZs526rSZWUd8nemsWdHOlvr76Jhy62kZ+xm\nTno+zSku2Rex5Fuo9ovkPhmQ5r/ADz6frvP7pc9fe/jkj1z2PPo7vzzQlQebVOPjK2aSsmY3czCx\nzW8BMzVTb/PY0gI4WDP16xDnCHu/DiKnt7ptTS547HDuWrSDdf83l5b3dmZ3g6o0cNOMHanLIqmn\nZMNK41mSFa/0T4myPSGOC5T/CSafVKLkk+NI3gl4Y+GSVeotVpRn+SpTvZUn4erN1umBS3n009Lc\nkysKIe95DXZBg10F6Xp7/99YnQYNduE6Ub2dv4GSfbGQFIykXb1ptvt8+gGAz6ffVr9HfrmkDcf/\ntwcDqqRw7DN/8Mea3XQGjgQWA78Cd3kz00xdiVnFMRL7ihEop6eZ2gp4xe+XSUfVZ/KYbszPUwZ0\nqG3qz5Hci3RxnErFgarmYYk/pZLtCXGcVxopmHxSxJJPPp+O8fn0f2HOE2pbRaU8y1eZ6q08CVdv\ntk4PXMqjn5bmnlxRCHnP25FGHsD2NCMv5/4/tyG5izOMypO7j+CSfbGQFIykXUOm2Z3Pjv/8CQ/8\nzoJ85dbP1rHc2TUTeBo4z1l2vKz2FcOVv/szl9y5Wzne3e7z6WZgYJe6ZDSvzj6ARdvZO2NTgZN+\nwGGdaUu8CCrbUwZ5o2ISQp78wkkPRWxfkkm9xYryLF9lqrfyJJz0mJWaO3CJtyRdkXtyJbq+gtXb\ncGDCl+3okdOGFVPaGXk59/9JHen8xcH09O4jmGRf6Z4vodovkvtkuDTDgQkzN9PnrIH6b0/aAZqp\nd2mmriqtfSXdr135u+kb6RwYvuE61PXT+W3DHnJvnsuM/63gzghtqHTYmGmLxWKxWCwWS6nx+yUD\nmJyvTD91GvfvulPXJ9qmshCt35mQkWkROVlEfhORRSLyf4mwwRI/RMSXaBssZce2X8XFtl3FxrZf\nxeVAbTt3hDpFOPbT47kp0fYkinJ3pkUkFRPfczJwGHC+iHQqbzssccWXaAMsUeFLtAGWMuNLtAGW\nqPAl2gBLmfEl2oBE4TjUJwHvJ9qWRJEINY+jgD9UdSmAiLwFnAksSIAtFovFYrFYLJYocOKvv0u0\nHYkiEc50c2CF5/+VwNEJsMNSyQjQzwzUom5FEO3QyqYvHUh5lq0y12OiqIh60xXR5mTE1mPZqIj1\nVpp1AQK1n8eO1GVumW/pQM82Ncg/qCo1N+8ld1se6fcsYPbWfWwmoC7c/Bdup92/5rJ86z7zTAxW\nX+45G1UlvXYV5lRJMfl57/HB7IpjlSUd5T4BUUTOAU5W1cud/y8EjlbVaz1pkm9WpMVisVgsFoul\nUlLRFm1ZRaEQOs73IqLiVsnDYrFYLBaLxVIRSISax0/AoSLSRkTSMavvfJAAOywWi8VisVgslqgo\n95FpVc0TkWuAz4FUYKyq2smHFovFYrFYLJYKR1Iu2mKxWCwWi8VisVQEErVoy0sisk5E5nq2ZYnI\nShH52fkM8uy71Vng5TcRGZgImy0GEWkpIjki8quIzBOR65zt9UXkCxFZKCKTRaSe5xjbfklCmPaz\n/S/JEZFqIvKDiMwWkfki8oCz3fa9CkCY9rN9r4IgIqlOG33o/G/7XgUiSPvFrO8lZGRaRI4HdgCv\nqWpXZ1smsF1VHw9IexjwP6AXRlbvS6C9quaXr9UWABFpAjRR1dkiUguYCQwGLgE2qurDzqqWGap6\ni22/5CJM+w3F9r+kR0RqqOpOEakCTANGA2dg+16FIET79cf2vQqBiNwI9ARqq+oZIvIwtu9VGIK0\nX8z8zoSMTKvqVGBzkF3BVDzOBMap6j5noZc/MAu/WBKAqq5V1dnO9x2YxXaaYx7orzrJXsU4aGDb\nL6kI035g+1/So6o7na/pmDknm7F9r8IQov3A9r2kR0RaAKcAL1LYXrbvVRBCtJ8Qo76XEGc6DNeK\nyBwRGet5XdKMotJ5Kyl8+FsSiIi0AboDPwCNVXWds2sd0Nj5btsvSfG03/fOJtv/khwRSRGR2Zg+\nlqOqv2L7XoUhRPuB7XsVgSeAmwHv6KTtexWHYO2nxKjvJZMz/R+gLdANWAM8FiatnTWZYJwQgXeB\n61V1u3efmtihcG1k2y/BOO33Dqb9dmD7X4VAVfNVtRvQAjhBRE4M2G/7XhITpP182L6X9IjIacB6\nVf2Z4COZtu8lMWHaL2Z9L2mcaVVdrw6YYXh3SD1wkZcWzjZLghCRNIwj/bqqvu9sXufE4yIiTTHL\neYNtv6TD035vuO1n+1/FQlW3Ah9j4v9s36tgeNrvSNv3KgR9gDNEZAkwDugnIq9j+15FIVj7vRbL\nvpc0zrRzIbqcBbhKHx8A54lIuoi0BQ4Ffixv+ywGERFgLDBfVZ/07PoAGOl8Hwm879lu2y9JCNV+\ntv8lPyLSwH0NKSLVgZOAn7F9r0IQqv1cZ8zB9r0kRFVvU9WWqtoWOA/4SlVHYPtehSBE+10Uy+de\nIpYTR0TGAX2BBiKyAsgEfCLSDTOUvgS4EkBV54vIBGA+kAf8Q604diI5FrgQ+EVEfna23Qo8CEwQ\nkVHAUow6hG2/5CNY+90GnG/7X9LTFHhVRFIwAyGvq+oUpx1t30t+QrXfa7bvVTjcdrDPvYqHUNh+\nD4vIEcSg79lFWywWi8VisVgsljKSNGEeFovFYrFYLBZLRcM60xaLxWKxWCwWSxmxzrTFYrFYLBaL\nxVJGrDNtsVgsFovFYrGUEetMWywWi8VisVgsZcQ60xaLxWKxWCwWSxmxzrTFYjmgEJEdibYBQET8\nIvKbiMwWke9E5LAY5t1GROYGbMsSkZtKOO5KERlRQpqLRWRMiH23lXDslyJSO1yaMMdOKeuxFovF\nEk+sM22xWA40kkVcX4HhqtoNeA54qBzOFz6B6nOq+noU+dwaaoeI9AN+V9XtJdkRgreAy8t4rMVi\nscQN60xbLJYDEhHxicjXIvK+iCwWkQdFZISI/Cgiv4hIOyfd6SLyvYjMEpEvRKSRs72h8/88EXlB\nRJaKSH1n34Ui8oOI/Cwi/3VWvQvH98DBzrH1HZvmOCPWXZ3tv4hIHTH85Y4gOyvoDYikyJ6yHywi\nn4rITyLyjYh0cLYXjF6LSC/nnD+LyCOekW4BmjnHLxSRh5z0DwLVnfTBHPLhwCQnbRtnVP4NEZkv\nIm+LSHURqetsb++kGycilznHf4BZCthisViSCutMWyyWA5nDMUvIdgJGAAer6lHAi8C1Tpqpqtpb\nVXsA44F/OdszgS9VtQvwDtAKQEQ6YZYV7qOq3YF84IIQ53cd3JOBec73bGCmqh6BWer9NWf7dOA4\noDOw2PkO0NvZF8jBjmP7s7Pk+JUUjio/D1yrqkcCNwPPOtvVk+Zl4HKnDHkUHZHu5pSxKzBMRJqr\n6i3ALlXtrqrBQkWOBX7y/N8eeEZVDwO2YZbs3QpcA7wiIucBdVX1RQBVXQc0EJGaQfK2WCyWhFEl\n0QZYLBZLApnhOGmIyB/A5872ecCJzveWIjIBaAKkA386248FBgOo6ucistnZ3h/oCfwkIgDVgbVB\nzi3AmyKSDmRgHFM337OdfHNE5CAnVngqcAKwDPgPcIWINAM2q+quIPkvdhxhnPJlOn9rAn2Atx37\ncMqFJ21doJaq/uBs+h9wmifJFDdcQ0TmA62BVUFs8NJMVTd5/l+hqt85398ArgMeU9UvRWQo8DTm\nx46XdUBL4LcSzmWxWCzlhh2ZtlgsBzJ7PN/zPf/nUzjYMAZ4SlXdUezqnmOEorj/v+qM0HZX1Y6q\neneQc7sx0+0wI+E3h8lXgW8wzvTxgB/YAJzrbC8NKRgHvLvn07mEYwLt8dbbfso2MOMd6Rb3fyck\nphOQC9QPYkeyxLxbLBYLYJ1pi8ViKYk6wGrn+8We7dMxoQ6IyEDM6LICU4BzRaShs6++iLQKkbfr\npN4JDHbSTcUJCxERH7BBVXeo6kqgAXCIqi4BpgGjKZ0zLc6I8hIROdc5h4jI4QFptgLbReQoZ1uk\nscr7RCSUY71aRA7y/N9KRHo734djyg1wA/Arpg5eDsivMbAyQlssFoulXLDOtMViOdDQEN8D07j7\nsjAhET9hRoPd7dnAQGdi3rmYUI7tqroAuAOYLCJzgMmYEJGQtqjqbuDfGDWMLKCnc+z9wEhP+u+B\nhc73aUAz529J5QzcdgEwSkRmY0JazgiSZhTwghNvXQPY6tkfqt6eB34JMQFxGnCk5//fgaudMJG6\nwH+ciZCjgJtUdRrmh8IdACLSBPhLVXNDnNtisVgSgqjaN2YWi8VSWpxY5/2qul9EjsFMpuuRaLti\nhYjUdB1XEbkFaKyqN0SRnw8YpqpXiUgb4ENV7Rr2oKLHXwHUVNUnymqDxWKxxAM7AdFisVjKRitg\nghPju5fKp4F8qojcinlOLKVoiEupUVW/iNwhhQuvlHYkZxhwZjQ2WCwWSzywI9MWi8VisVgsFksZ\nsTHTFovFYrFYLBZLGbHOtMVisVgsFovFUkasM22xWCwWi8VisZQR60xbLBaLxWKxWCxlxDrTFovF\nYrFYLBZLGfl/9aiTEe5ukkMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bf17390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][50]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][50][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 50px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 6: IMG1 - IMG12 - 100px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAH4CAYAAACId2FZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMO2cc84551yR/h8Lq2zraFd5jQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d9cf550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][100]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][100][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 100px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 7: IMG1 - IMG12 - 200px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# results = results_dict\n",
    "\n",
    "# final_results = {}\n",
    "\n",
    "# format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "# for image_pair in results:\n",
    "    \n",
    "#     for method in results[image_pair][200]:\n",
    "        \n",
    "#         if method not in final_results:\n",
    "#             final_results[method] = {}\n",
    "        \n",
    "#         data = results[image_pair][200][method]\n",
    "        \n",
    "#         if 'displacement' in final_results[method]:\n",
    "#             final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "#         else:\n",
    "#             final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "#         final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "# for i, result in enumerate(final_results):\n",
    "    \n",
    "#     final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "#     final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "#     final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "#     final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "#     plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "#     plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "# plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 200px patch height')\n",
    "# plt.xlabel('Image Row Height (px)')\n",
    "# plt.ylabel('Average Vertical Displacement (px)')\n",
    "# plt.legend(loc='upper left')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABGoAAAXxCAYAAADBYX4yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+7llx1vHMaYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d718910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (16, 20)\n",
    "mpl.rcParams.update({'font.size': 16})\n",
    "\n",
    "for i, patch in enumerate([50, 100, 200]):\n",
    "    \n",
    "    ax = plt.subplot2grid((3,1), (i,0))\n",
    "\n",
    "    for image_pair in results:\n",
    "\n",
    "        for method in results[image_pair][patch]:\n",
    "\n",
    "            if method not in final_results:\n",
    "                final_results[method] = {}\n",
    "\n",
    "            data = results[image_pair][patch][method]\n",
    "\n",
    "            if 'displacement' in final_results[method]:\n",
    "                final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "            else:\n",
    "                final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "\n",
    "            final_results[method]['row'] = [o.row for o in data]\n",
    "\n",
    "\n",
    "    for i, result in enumerate(final_results):\n",
    "\n",
    "        final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "\n",
    "        final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "\n",
    "        final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "\n",
    "        final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "\n",
    "        plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "\n",
    "        plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.xaxis.set_ticks_position('bottom')\n",
    "    ax.yaxis.set_ticks_position('left')\n",
    "\n",
    "    plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - {0}px patch height'.format(patch))\n",
    "    plt.xlabel('Image Row Height (px)')\n",
    "    plt.ylabel('Average Vertical Displacement (px)')\n",
    "\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1),\n",
    "          fancybox=True, ncol=3)\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}