cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_wiltshire_inside_15cm_obstacle_non_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Inside 15cm (Obstacle) (Non Scaled - Exhaustive)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "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": 3,
   "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_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_inside_15cm_obstacle_non_scaled_exhaustive.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=True, 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": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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IyqROJV3MN5x0odv4hoaY36mdNusgDrLNzMy6hoPsFqaXFYLtk0ijOJRvWjKX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qAAAg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\nDkeC+f8uChcQZUUzJQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ded13d0>"
      ]
     },
     "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": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dgUfy1/pXkX53v6y8ZiHpPRykbxzKQHMn4Jaamt56fSv3d0ssGdgZNev+GfgPUs3xC6Tf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\nXwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1146188d0>"
      ]
     },
     "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": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jgaVA58TjTQvcZ77ymZlAz1gOkTEgsf1UYGxWX7ua2ZWSOhJqka8ENo5lIBNo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\nXPkXJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111967d10>"
      ]
     },
     "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": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9wwCrAc+VzVutn9WsBTxWZ0jTgYMlTQDeTSoFKXcIcF7+/zxgv1wSYjZsRE88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\nTky+kw8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1153fc750>"
      ]
     },
     "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": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3wFLPcjY19xyXHv/RjO1tbJ0VSeoNfAn4pe1PbT8G3FUocjgwyvZ9eX88ADwH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\nD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2uzrH848DdgP8/Tpe3S6BInLiQHeN7z9PDitcrhSMXFZKfx/jYyd7fl7Bj8W4f1lvcD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\n1hW2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ea856d0>"
      ]
     },
     "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": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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I303SvoTwrHKZDZSbotDp4LiR7bQ2hxNi7GaY2QfxNZtgGI2R1MXMniZMfQ4kTOkBYGbP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PAAAg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\nzjnnXJ55kO2cc84551ye/T8EqEgslXs64QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11456e190>"
      ]
     },
     "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": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YDwzLkVvIk5xuS/kTKq6zEN2uuYYf/eAHtP7Pf3gMuJRgcFqU2RF4BLjEzFoB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11191c090>"
      ]
     },
     "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][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": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Sp96d//+JMykLbEEJWFzZ/P8WUm4gNhzivnp281m6sflcnQ38d49ye7bX2TWv\n7/r7vOfLmnUtZulxdxVlaOcPAQ+ZZF8d2Zr2CMpN33mU77ybms/be7r3EyWQsogSnPkA5Xi4lXIM\nv2TQ98zUj93OENhnNfW7kZLg9f3AOsM+x0zyv+pXx1WB/6Vcc1xPOXb/SHlg9BJg1VbZ04BFff5H\n/da/R/M+bmnqfelUzj2Dvlrv/XVd009rpq8/wDomLEsJXn2W0vXwpub/9BfKDeq+wF377JfFzXrb\nr860gY6dfvVjSOecZv5qlDxkJ7H03HMDJahxJPCkPsst7npP3e9x0x7voX0eaL8GOtdO8zOyBuVB\nzS8oQZrbKYHJ04FX0lxz91l2d8px/K9mmZNoHZetclXzPt5O+Z4+vfmsXEM5p9+jVXZ14DfNfn54\nj3W9rFnXlwd4bwuasjtSAt2dQOJCSgud1Xss8/xm+/+iBAeOpFxv9DzOmeRYpgR2j6EEFzpBhpOA\nXXocp8P4Pul7HUH5rlnuXMPUrlP6rWN7SkL5m5rPwjcoDwzPowSv2mXf0bzfHXusp9/3zCOa/8H1\noz4mfPmaj69OcGRWRMQG2TXiQES8lHKye2JmntZqUfPyzDxy+bUsWW5bSv6BvTPzmGbaqpST0B8y\nc7nmfpLmp6YlwaMoN3w3T1ZeWllFRA08LjPt9y9pZKIML38qsCAzD5nF7S6gBIeqHHCIcw1P03X4\nb5RWkr3yB0oaklnNUdMdpGl0+uZ3jxgxWZPXZ1KasC9JwpiZiyhPW3fu7icvafw1eTS6p72Q0nXi\nVIM0kiRJoxURq0VJet+etgqlK3En/5KkERqH4bk7ybgu7Jp+WER8htJM8SfAgZn5+9b8bSjN9G7t\nWu4CSpPP+/VYp6Tx9sOIuI7S//lWSt/xJ1C6UbxxLismzSMjTeAqSVrhrQv8pcn/90dgLUoOqgdR\n7q8+Ood1k1YKcxqoabKjHwL8KDN/00y+lZLI8AeUfvEPAN5KSTz48MzsDNW6PqWvfrdrW/MlzS9H\nUfrHvwhYm9LX/TjgnZlp4FWaXLL8CGmStKLwHDc7bqTk8nkiJQ/onSiDwHyYck1mC2dpxGY1R80y\nGy59HGvKKAuPyD6j2DRl/4OSe+aEzNyjmfZDYO3MfHRX2SdRMtA/LjPP7JqXlKEqO+rMrGf+biRJ\nkiRJkmZuTlrURMRawHdohuOcKEgDkJl/aYaXe0Rr8j8pmce7dVrSXNtjHpm5YKr1lSRJkiRJmg2z\nmkwYoEmZ44p3AAAgAElEQVTy+w3gocCumXn+oIuybFPH84EtImLNrnIPpAxD+MeZ1lWSJEmSJGk2\nzWqgpskW/iWgAv4rM88acLlNKQmsftmafCKwOvCCVrnVgN2AH2Tmv4dUbUmSJEmSpFkx212fPgk8\nDzgUuCUiHtWa9+fMvCIiPggsogRlrgXuDxwA3NEsB0BmnhsRXwU+0rTSWQjsC2xGSUQqSZIkSZI0\nr8xqMuGIuIySV6bX0KELMvOQiNibEnC5H2XUl38ApwAHZ+YlXetbkxK82Z0yjNy5wJsz8/Q+28/M\ndNhSSZIkSZI0luZs1Ke5YKBGkiRJkiSNs1lPJixJkiRJkqTeDNRIkiRJkiSNCQM1kiRJkiRJY8JA\njSRJkiRJ0pgwUCNJkiRJkjQmDNRIkiRJkiSNCQM1kiRJkiRJY8JAjSRJkiRJ0pgwUCNJkiRJkjQm\nDNRIkiRJkiSNCQM1kiRJkiRJY8JAjSRJkiRJ0pgwUCNJkiRJkjQmDNRIkiRJkiSNCQM1kiRJkiRJ\nY8JAjSRJkiRJ0pgwUCNJkiRJkjQmDNRIkiRJkiSNCQM1kiRJkiRJY8JAjSRJkiRJ0pgwUCNJkiRJ\nkjQmDNRIkiRJkiSNCQM1kiRJkiRJY8JAjSRJkiRJ0pgwUCNJkiRJkjQmDNRIkiRJkiSNCQM1kiRJ\nkiRJY8JAjSRJkiRJ0pgwUCNJkiRJkjQmDNRIkiRJkiSNCQM1kiRJkiRJY8JAjSRJkiRJ0pgwUCNJ\nkiRJkjQmDNRIkiRJkiSNCQM1kiRJkiRJY8JAjSRJkiRJ0pgwUCNJkiRJkjQmDNRIkiRJkiSNCQM1\nkiRJkiRJY8JAjSRJkiRJ0pgwUCNJkiRJkjQmDNRIkiRJkiSNCQM1kiRJkiRJY8JAjSRJkiRJ0pgw\nUCNJkiRJkjQmDNRIkiRJkiSNCQM1kiRJkiRJY8JAjSRJkiRJ0pgwUCNJkiRJkjQmDNRIkiRJkiSN\nCQM1kiRJkiRJY2K1qRSOiFWAjZo//56Zi4dfJUmSJEmSpJXTpC1qImLziHhXRJwN3A5c2bxuj4iz\nI+LQiNhi1BWVJEmSJEla0UVm9p4RsRnwHuD5wNXAmcB5wDVNkQ2BBwOPBu4BfAN4U2ZePuI6T1tE\nZGbGXNdDkiRJkiSpl4m6Pl0AnAQ8GaizT0QnIgKogP8BzgfWHnIdJUmSJEmSVgoTtajZNjN/O6WV\nTWOZ2WSLGkmSJEmSNM76BmpWRAZqJEmSJEnSOBtoeO6IeMgk858/nOpIkiRJkiStvAYK1AC/iIjX\ndE+MiLtExJHAccOtliRJkiRJ0spn0EDNB4EPRMTJEbERQERsD/wGeC6wx4jqJ0mSJEmStNIYOEdN\nRDwB+CIluPMV4FXAOcDumXnpyGo4ROaokSRJkiRJ42xKyYQj4kHAr4A1gLOBx2TmHSOq29AZqJEk\nSZIkSeNs0K5PRMRTgR8Dfwc+CzwM+FZEbDCiukmSJEmSJK1UBh316cPAScAvgG0zcx9gZ0qw5ncR\n8cTRVVGSJEmSJGnlMFDXp4i4BXhdZn66a/qGwJHArpm52miqODx2fZIkSZIkSeNs0ODKwzPz990T\nM/Ma4JkRsd9wqyVJkiRJkrTyGajrU68gTdf8Twyynoh4XkQcHxF/ioibI+KiiHh3RKzdVW69iPhc\nRPw9Im6KiB81iYy717dmRLw/Iq5s1veziHjcIHWRJEmSJEkaN1MZnns94LXADsAmwBXAz4EPZ+Z1\nA67j58BfgG83P7cDFgAXAY/OzIyIAH4KbAq8EbgOOADYBnhIZl7RWt+XgF2BNwCXAvsBuwA7ZOZv\ne2zfrk+SJEmSJGlsDZqjZlvgFOBulITCfwM2Bh5FCaQ8MTN/N8B6NsjMf3RNeylwTLOO0yLiWZRA\nzuMz8ydNmbsBlwHHZub+rTqdA+ydmcc001YFzgf+kJnP6rF9AzVDUtdxBLAVcDOwe1UNFqyTJEmS\nJEn9DZqj5mPANcD2mXl5Z2JEbA58H/g4sNNkK+kO0jR+1fzcpPn5TOCKTpCmWe6GiPgO8Cxg/1a5\nfwNfbZVbFBHHAW+JiNUz898DvbuVzJCCLFux9H9+OLDbkKonSZIkSdJKa6AcNcDDgbe3gzQAmbkQ\neAfwiBnUoXOzf2HzcxugV06cC4BNI+LOrXKXZuatPcqtAdxvBnVa0XWCLLtQgizTcXPz82xgn2FU\nSpIkSZKkld2gLWquBboDIh23UlrbTFlE3As4BPhRZv6mmbw+Jd9MrzoArEcJEqwP/HOCcutPp04r\niXaQ5Za6jpqpt67ZnRLk2cduT5IkSZIkDceggZpPA2+MiB9l5i2diU3rljcCn5rqhpuRnk4Abgf2\nbs0aLLuxZmJJkAU4nml0YWqCM3Z3kiRJkiRpiAYN1KwFbAZcHhEnA1dTkgnvSmlRc+eIOKRTODPf\nPtHKImIt4DvA5sBOmfnX1ux/0rs1zPqt+Z2fm05Q7toe84iIBa0/68ysJ6rriqgdZKnrsAuTJEmS\nJEljYtBAzVtbv+/RY/6BXX/3DdRExOrAN4CHAk/OzPO7ipwPPKXHog8ELs/Mm1vl/isi1uzKU/NA\nSiudP/bafmYu6Fe3lZRdmCRJkiRJGhMDDc89tI1FrAIcBzwNeHpmntajTGd47iozT2+m9Rqe+yHA\nb4C9MvMLzbTVgPOAix2eW5IkSZIkzTezHaj5NKV7zaHASV2z/5yZV0REAGcA96bkv7kOOAB4ELBt\nZl7RWt9XgJ2bcguBfSndsR6dmef22L6BGkmSJEmSNLb6Bmp6dCmafGWTLBMRl1HyyvQKlizIzEOa\ncusBHwD+C1gT+Bnwusw8r3t7lKDP7sC6wLnAmzstcXps30CNJEmSJEkaWxMFav5KCYIcnZn/mnAl\nEXcF9gLekpn3GnYlh8VAzcqhruMIYCumPuS4JEmSJElzaqJkwvsD7wXeGxEnUroj/R74RzN/A+DB\nwI6UnDN/A14zuqpqnI1ZcGQrpjHkuCRJkiRJc61voCYzvx4RJwAvAF4BfKRH+UXALyi5YY7LzNtH\nVVGNvXEKjjjkuCRJkiRpXppweO4m8HIscGzTvWk7YONm9tXAOZl542irqHlinIIjDjkuSZIkSZqX\nZnXUp7lmjprRqetYF4MjkiRJkiTNiIEaSZIkSZKkMTFh1ydpvhuzJMeSJEmSJE1olbmugDRinSTH\nu1C6ZkmSJEmSNLYM1GhFN05JjiVJkiRJmpBdn7Si6zsClN2iJEmSJEnjZqBATUScCvxvZl7UY95W\nwGcy8wnDrpw0U03wZbc+szvdoqAEc/qVkyRJkiRpVgzaoqYC7tZn3t2a+dJ8s0y3KFvYSJIkSZLm\n2jBy1NwHuGkI65Fm2+7A14CnNEEZEw9LkiRJkuZU3xY1EbE38LLWpMMj4sauYncGHgScMoK6SSPV\no1uUiYclSZIkSXNqohY1CSxqXgCLe7z+AXyKZQM60nzV3cJGkiRJkqRZFZk5eaGIGtg3My8ceY1G\nKCIyM2Ou66H5rTuXDfA+zG0jSZIkSRqCgZIJZ2Y14npI80n3aFEb4+hRkiRJkqQhGHTUJyJiHWBX\n4N7Amt3zM/OQIdZLGmfduWy+3Pr7lrqOGlvXSJIkSZKmYdCuT48Bvgus069MZg5jBKmRsuuThqGu\nY11Ky5l9qiqva/8NHM/S1jVfq6q0dY0kSZIkaWCDBmrOBlYFXgH8PjNvG3XFRsFAjUatruNkyvDe\nZwNPwfw1kiRJkqQpGLQVzAOAgzLz1/M1SCPNku6Rozr5bHahtLqRJEmSJKmvQXPU/Bm40ygrIq0I\nmuBMu7tTdz4bSZIkSZL6GrRFzcHAm5uEwpIG193CRpIkSZKkvgbNUfNF4HHAXYGfA9d2l8nMPYZe\nuyEzR83o1HW8Ebgf8B3glKrKW+a4SpIkSZIkzTuDBmoWAgl0ghzthQLIzNxi6LUbMgM1o1PXcRal\ne882wEOB0yhBm+9WVV41l3WTJEmSJGm+GChQs6IwUDM6dR3XAA+sqvxbXcf6lOS5zwB2Bi4BXl5V\n+bu5rKMkSZIkSePOQI1mrK5jHeAK4K5VtewHqq5jdeDVwLOBx3XPV291HUfgsN6SJEmStNIZNJkw\nEbF2ROwfEd+MiNMiYstm+osiYuvRVVHzwBbAZb2CMFWV/wY+AqwNPHe2KzaPtYf1/lVdR13XcXJd\nx7pzXC9JkiRJ0ggNNDx3RNwb+AlwL+APwIMoiYUBHg88EXj5KCqoeWEL4NJ+M6sqF9V1vB44oq7j\nO1WVt81e1eat9rDet1OCNgCH13Vcj61tJEmSJGmFNGiLmg8CtwL3pySKbfsJsOMwK6V55z5MEKgB\nqKo8BTgf2G9WajRDdR1r1XU8ta5j4FZnQ7ZkWG/ghmba2cA+LNva5vA5qZ0kSZIkaSQGvQl9MrAg\nMxf2mHcFpaWNVl6TBmoabwLeUtex4YjrMyN1HQF8FjiW0u3oybNdh6rK66oqd2tayywJ2jR/t1vb\n7DPbdZMkSZIkjc6ggZo1WPpUv9s6wB3DqY7mqYECNVWVFwHHAe8YeY1mZj9K977NgHcDn6zr+GFd\nxyZzUZmuoA0sH7iRJEmSJK0gBg3UnAc8r8+8pwK/Hk51NE8N2qIG4GDgRXUdW4ywPtNW1/E44G3A\nc6oq/1VV+Q1gG+D/GJMAU4/AjSRJkiRpBTFooOZ9wMsi4nMszUezTUQcQkki/P5RVE7jr8nhshmw\ncJDyVZXXAJ8E3j7Cak1L02LmOGCvqsolgadm5KqDgOfXddjNT5IkSZI0MgMFajLzW8D/As8HftxM\nPgbYH3hVZn5vNNXTPLAJcG1V5S1TWOZDwNPqenyGda/rWAP4OvDpqlr+89wEmI4G3jDLVZMkSZIk\nrUQGHtEmMz9DSRq8M/BSYFfg3pl5xIjqpvlhKt2eAKiqvJ4SrDl4JDWang8B11By0vTzAWDPuo6N\nZqdKkiRJkqSVzZSGHs7MmzLzR5n5pcz8fmb2SzCslceUAzWNjwM71nVsO+T6TFldx56UYbD3qKpc\n3K9cVeVfKUl8XzNbdZMkSZIkrVxWG7RgRKwO7AD8B7Bm9/zMPHKI9dL8Ma1ATVXlv+o63gO8E3jm\nsCrT5Mw5FPhtVeVxA5R/KKWlTNW09JnMe4Gz6zrebzJfSZIkSdKwRWZOXijiocDxlCBNT5k5pdY5\ncyEiMjNjKsvUdRwBbAXcDOzuzfmy6jqOBX5YVfmFaSy7JnAJ8Lyqyl8OoS6rAJ8FtgY2An4C7F9V\neXOf8hsBZwFvqqr8+hS28wVKcOrgqhrgAJIkSZIkaUCDBlc+A9wIPItyE3yfHq8V1VbATsAuwOFz\nXJdxtAXT6/pEVeWtlJwwMx4BqgnSfAbYkpJHaXtgLeCsuo5tepS/K/A94NipBGka7wL2Av5Y1/GR\nuo4n1nVMKQDY1OHAuo6HTHU5SZIkSdKKa9BAzTbAmzLzO5l5cWYu7H6NsI5zrdMa42xgn7qOI+o6\n6rqOk+s61p3Lio2J+wCXzWD5o4Bt6zq2n+4KmiDJJ4AHAk+rqrypqvJGStLrDwJ1Xcf/a4I5nZY8\nxwO/YhpBoqrKiykBqudQEhB/BthvinV+KfBWSlcqSZIkSZKAwQM1fwTuMsqKjLHdKQlkn9J0e7KF\nTaOu487AusCV011H06rmfcBBk2xr1bqOLXpMD0pi4ocAuzYBms66s6ryKODRwIuB79d1bAp8CbgW\neNV0uy416/5tVeW7gBcCb67ruNMgyzbDkn8I2BHYuq5jh+nUQZIkSZK04hk0UHMgcFBEbDbKyoyj\nqsrrqip3a+WmWaaFzRxVa1xsASzsHilpGq2OPgs8st8IUK3cMxfXdbytrmPVZnoAHwEeDuxSVb1H\nIauqvAR4LPBT4CLgbsBLqioXDfQuJ1FV+WvgPGDPyco2wa2vAwc0y70beMcw6iFJkiRJmv8GCtRk\n5neBHwOXRMR5EXF66/XTiDh9tNUcK90tbFZm/UZ8WqbV0WSBm6rKWygjL72te14TjPlks85tgCcC\nP6zruCelW9OjgZ0nG7GpqvKOqsp3UlrePKuq8rYpvM9BvAt4S13HZCOpfRT4LfD55u+jgAfUdTxq\nyPWRJEmSJM1DAwVqIuItwP7AdZSkwotbr0XNa6XQo4XNyqxfoKa71VE7cPOrPkGbzwA7thP/tlrM\nbEfp1nQx8CTgdOAPzTqnFDCrqry43yhQM1FVeSbwJ+BF/crUdbyY0t1p306Xq6rK24HDsFWNJEmS\nJInBh+e+ipJ89VWZw+kuMhemMzy3+qvr+AhweVXlh7umr0vJ37NPVeV1dR0nU4I0ZwO3A49pin6t\nqnK31nJvAZ7dlFuTMhz8hsCTuoMxdR3bAZeNU8CsruNJlHw5D+ruVlXXcX/gDOCJVZW/65p3J8ow\n5c8fxjDlkiRJkqT5a7JuGh13Br42n4M0Gon7AHX3xCZ4sltr0u40gRvgy820JaNoUVrc3Az8N6XF\nVgC3ArcAJ/UKxlRVnjO0dzE8pwDXU0aDWjLkd13HWs3fb+0O0gBUVd5W1/FuYAEloCVJkiRJWkkN\n2qLmG8A5mXno6Ks0OraoGa66jt8Du/cKPkywTHdrm5rShQm6WtjMR3UduwKfA94DHFVVeWMTjFob\neHG/UabqOtagdOfao6ryp7NWYUmSJEnSWBk0UPNo4GjgC8D3gH92l8nMXrlKxoqBmuFp8sfcBNyj\nPST2NNbT7hZ1AbA5pXXN7uPUrWkq6joeDbyGkvj4VGBbYPvJ9lNdx57Ay4EdpztsuCRJkiRpfht0\neO4zgPsBh1BuqP/Y9bpkJLXTONsY+NdMgjSNJaNoUYI0S0aLmuF650xV5c+qKl8APJQyHPhzBtxP\nxwIbADuPsn6SJEmSpPE1aIuavSYrk5lHD6E+I2WLmuGp69iXMhLTM4a4znbrmpVy+PO6jucCBwIP\nq6pcPNf1kSRJkiTNroGSCc+HIIxmT13HnYG3Ac8c8qqXJB1u8te0Ew3P265QU/Qt4ADgubQSEkuS\nJEmSVg4DtahZUjhiFeCBlO4Zv87Mm0ZVsVGwRc1w1HW8CXhEVeXzRrydmhUo0fCg6jqeAnyMMsz3\nHXNdH0mSJEnS7Bk0Rw0RsR9wNfA7SoLUrZrpx0fEq0dTPY2bZtSmNwAHzcLmbm5+ng3cUtdR13Wc\n3NRhRfYj4CrgpXNdEUmSJEnS7BooUBMRrwA+AnwbeAHQbpVyBqWbhlYOrwe+W1V54Sxsa4VLNDyI\nZsSnA4EFdR13muv6SJIkSZJmz6Atal4HfCgzXwkc3zXvImDrodZKY6muY2Pgf4GDZ2N7VZXXVVXu\n1uSmabeu2Wc2tj+XqirPBM5jJXivkiRJkqSlBg3UbAF8v8+8fwErelcUFW8Fjq2qvHwOtr2kdc1K\nklQYSsLmt9Z1rD3XFZEkSZIkzY6BRn0CrqEEa3rZCrhiONXRuKrr2Ax4CSWZ9KxrgjMrRTLhjqrK\nc+s6TgNeDbx7rusjSZIkSRq9QVvUfBc4KCLuCywZJioiNgJey/LdobTieQfw6arKq+e6IiuZdwCv\nretYb64rIkmSJEkavUEDNQcBtwG/B37cTPsocCGwGDhk+FXTuKjr2Bp4BvCBua7Lyqaq8mJKIPRN\nc10XSZIkSdLoRWZOXgqIiLsB+wNPBe5O6Q71feDDmXnDyGo4RBGRmRmTl1RbXcfXgV9VVb53ruvS\nUddxBKXb3c3A7ity3pq6jnsD5wLbVFVeNdf1kSRJkiSNzsCBmhWBgZqpq+vYHjgR2LKq8ubJys+W\nuo6aMlw3wP8Bf2EFDtrUdXwIWL2q8v/NdV0kSZIkSaMzUNeniLh/RFR95u0UEVsOtVYaJ4cC7xqn\nIE2jPVz3VZSgzS7A4XNWo9E6DNi9rmPzua2GJEmSJGmUBs1R8xHg6X3mPR348HCqo3FS17ETpXvR\n5+e6Lj0sGa4b6HS9OxvYZ85qNEJVlX8HPgksmOOqSJIkSZJGaKCuTxHxN+AVmXlCj3nPAD6fmXcf\nQf2Gyq5Pg6vrCOAMykhPx851fSZS17EupSXNPitit6eOuo51gEuAqqrygrmujyRJkiRp+FYbsNxd\ngVv6zPs3sM5wqqMx8jTK//Urc12RyTTBmd3muh6jVlV5fV3H+ymjrD1vrusjSZIkSRq+Qbs+XQY8\nqc+8xwMLh1IbjYW6jlUouWkOrKpcNNf10TI+CexQ1/G+uo4n13XcZa4rJEmSJEkankEDNccAr42I\n/SLiTgARsWZE7Ae8tpk/kIj4j4j4eET8PCJujojFEbFpV5nNm+m9XnfrKrtmRLw/Iq5s1veziHjc\noPVRT7tRWlCdONcV0bKapM47A7cD7wCurus4o67jXXUdT6zruPPc1lCSJEmSNBOD5qhZDTgOeA6Q\nwLXA+kAA3wRemDlYy4tm9KjjgF9Rul49Bdg8M//UKrM5cCnwbpYPFvwqMxe3yn4J2BV4Q7PMfpTR\nf3bIzN92bdscNZOo61gduBB4ZVXlqXNdH02saVHzaKCitG57MPAboAZOA35RVdmv26IkSZIkacwM\nFKhZUjjiCZTAygbANcAPMrOe0gabaEnz+8uBI+gfqHl5Zh45wbq2Bc4B9s7MY5ppqwLnA3/IzGd1\nlTdQM4m6jn2A51VVPnmu6zIKdR1HUEayuhnYfUVLPlzXsTYlcPP45rUu8OCqytvntGKSJEmSpIEM\nmkwYgMw8FZhRK4ucSmSotNiZyDMpyYy/2lr/oog4DnhLRKyemf+eRjVXSnUdawEHUVpOrai2AnZq\nfj+cFSwJcVXlTcAPmxd1HT8AXg58ai7rJUmSJEkazKA5aubKYRHx74i4LiJOiIgHdc3fBrg0M2/t\nmn4BsAZwv1mp5YrjVcBZVZVnzXVFRujm5ufZwD5zWZFZ8lbgbSYdliRJkqT5YeBATUTsExHnthIA\nL46IRZ2fQ67XrZTWDq+k5N54A/CfwM8i4v6tcusD/+yx/LWt+RpAXcfdgDcBb5vruozY7sDXgKes\naN2eeqmq/DXwU+DVc10XSZIkSdLkBur6FBF7AB+njO70YOBIYHXgWcDfgWOHWanMvArYtzXpzIj4\nPiX3zIHAHsPcngB4PfC9qsoL5roio9QEZ1ao7k4DOAg4s67j8KrKayctLUmSJEmaM4PmqHkNcBjw\nTuC/gU9l5m8iYj3gJ8A/RlS/JTLzLxFxBvCI1uR/Apv2KN5pSbPcTWlELGj9WU81GfKKqK5jI8po\nWdvPdV3GxYqUdLiq8uK6jm8Db25ekiRJkqQxNWigZktKQGZx81oDIDP/GRHvAg4FPjGSGi4rKMOD\nd5wP/FdErNmVp+aBwO3AH7tXkJkLRlrD+ekA4MtVlQvnuiJjZJmkw3Ud1zO/AzeHAL+t6/hYVeUV\nc10ZSZIkSVJvg+aouQVYLTMXA1cB923Nuwm417Ar1i0iNgUeC/yyNflEShesF7TKrUbp2vIDR3ya\nXF3HxsCelGCblupOOtwJ3OxCyZ80r1RV/gX4PKUblCRJkiRpTA3aoub3lBvVH1ISkx4QEZcBdwAH\nAxdNZaMR8bzm105Xm10j4hrgb5l5ekR8EFhECcpcC9yf0urjDloBhcw8NyK+CnwkIlYHFlJy22wG\nvGgqdVqJbQucW1V51VxXZMzsTgnI7FNVeV1dx4owWtR7gT/UdXywqvKSua6MJEmSJGl5gwZqjgDu\n0/z+duBHwBnN3zcAz57idr/W+j2BTzW/18ATKIGhfYGXA2tTcuCcAhycudwN5t6U4M27gHWBc4Gn\nZua5U6zTyuo+wKVzXYlx0yPp8DKBm7mp1cxUVf6jruPDlG5QBjIlSZIkaQxFZk5eqnuhiLWBHYA7\nA2dm5jXDrtgoRERmZsx1PcZJXcd7geurKt8913VZ0Y1DguK6jrWBS4BdqyrPme3tS5IkSZImNmiL\nmmVk5k2UVjWa/+4DfHOuK7GSmPMExVWVN9V1HAq8m5JvR5IkSZI0RvoGaprkvQPLzD/NvDqaA1sA\nl811JVYS3Xlujmdp4OZXdR1/YXaCNkcAr6vr2Kmq8icj3I4kSZIkaYomalGzcArrSWDVmVVFc8Qc\nNbNnogTFt9NqbcOy+XEGNkj3qqrK2+s63g4cVtfxmKqaRv9HSZIkSdJITBSoedms1UJzoq5jXWAN\nYF7kGJrvJkpQDHy5mTbTUaWW6V5F/4DPV4A3A8+gDHMvSZIkSRoD00omPF+ZTHhZdR3bAcdUVT54\nruuysmuCZjMeVaqu42RK7pmzgQuAzenTuqau4xmUXDUPqapcNN1tSpIkSZKGZ5WpLhARm0TEwyNi\nk1FUSLNqC+z2NBaqKq+rqtxtCLlpdge+BjyFEqTZiRK4ObxH2e8CNzTLSJIkSZLGwMCjPkXEnsDB\nwKataZcDb8/ML46gbhq9+2Ai4XmtT06a3Zp5yyQv7lW2ruMA4Ji6jq9WVd4+++9AkiRJktQ2UKAm\nIvYDPgb8GHgncDWwMfBC4JiIWCczPzGyWmpUtgAumutKaEYmyknTnby4XbY9ytQlwCsBj2FpBgZJ\n5i1JkiRNZtAWNa8HjsnMvbumfz4ijm7me5M3/9wH+N5cV0Iz0j3k9xI9khf3G2Xqh8CBdR3HVVWa\nWFqavkGTeUuSJEl9DZqj5h6UUWJ6+UozX/OPOWrmvyU5aQZ4et/OX3NDM+1sys3k1cBVdR3X1HUc\nUNexxagqLK3A+gZOJUmSpEENNOpTRJwNHJWZn+ox71XAnpn5iBHUb6gc9Wmpuo5VKDcV61dV3jxZ\nea1YukeZquuoWdoS4AZgLeAm4CDgC1WVN85JRaUhmY1uScMavU2SJEkrt0G7Pu0PHBcR1wDfzMxF\nEbEq8DzgTdi8ez66J/BPgzQrpwG6RT0GWA84ADi0ruM7wDHAqVWVi2ezrtKQjLxbUo/jSpIkSZqy\nQQM1XwXuBhwH3BER11Fu4lYFbgS+HhEJBJCZuWnfNWlcOOKT2pYkHga+3Ew7m9JN6mPADsAzgRvq\nOgKGEWMAACAASURBVI4BjqmqvGQuKipN06SjoM1ZzSRJkqSWQQM1p0xhnZP3pdI4MD+Nluga1rt7\ntKhNgfs1Ra8H9gTeWNdxDvB54GtVldfPQbWlqZhoFDQT/0qSJGlsDBSoycy9RlwPzT5b1KinAbtF\nAfwb2Bl4f13HyZSuUT+uqlw0W3WVBjXJ59rEv5IkSRobg4761FNEbDCsimjW2aJGg+o3WtQzgGuB\n3wMPBg4D/lTX8aG6jofVdZi4W+NsKiOmSZIkSbNm0FGfXgmsk/n/2bvv+Mjq6v/jr8NSliodFJYi\nCAIqFhCw4EfpIqIg1cZXQeRnB0VAcRgLKKggVkAUpShrAVGpAh9AivTee12WtpRd2GXh/P44N2Qy\nzEwmydTk/Xw85pFyJ3NPksnk3nPP5xw/rPj4zcCZREPaa4Ct3X1aOwNtBU19GpSzXQQcmJLnbsci\n/WOYaVF3EYmbJYgk8NLAU8B9wLY6GZaJRD1wRERERGS0mu1R80XgmIqPf0qcgP0I+DLwPWCP1oYm\nbaaKGhmxESyLmkr0tXk7sDLwaM72IJG02U4nrTIBqAeOiIiIiIxKs0ufVgZuATCzxYmDz2+6+5HA\nd4g+FdIncrbJwDLAQ92ORfpevWVRewKPVnx8O9EX6f3A7TnbXjnb0h2OVaST1ANHREREREal2UTN\nPMDLxfvvKd6eX7x9EFi2lUFJ260M3K+mrzJWKfmMlHynokKmuudHZRLngeJLriSq8PYBpuVs03O2\nPXO2RbsQvkg7qQeOiIiIiIxKsz1qrgHOd/e9zex4YIq7p2LbTsDh7v66tkbaAupRE3K2rYCvpeSb\ndzsWmRiG6W0zC1gAeAz4OvDXlHx2VwIVERERERHpsmZ71BwGHG9mnyYahe5Qse39wPWtDkzaSv1p\npKOa7G2zPHA4cGzO9hRwP7BVSv5kJ2MVadQIWE2CRURERKTdmkrUuPtJZnY/sCFwubtfWLF5OnBa\nO4KTtnk9cE+3g5AJbVeKChvgpOJzVxDLpE4HNiISN9NztmlEE+KtdVIsHdKoEfBaDC4BrtskOGfb\nAdgLOB74c0r+fHtCFREREZHxpqmlT+PFRF/6lLMZsC1wJPD5lPz0LockUmtZ1OnAVkTiZh7gHcVd\nZxJNiecCj6NqBmmTqufgzcAqRAXNvsBVwPzAw8DFRI+2IdU1RZLmSOAAYHtgA6J5+4vEEj89d0VE\nRESkrrqJGjNbCZjm7nOK9xty9/tbHVyrTeRETc62IbGE7TXEycZZKU2gLJ30jcrEDVFtM3DC/HXg\nRGDF4q7XAlum5I/WehyR0ap6Dp7KYHXNU8BPiIqa+4HPMFiZOjUl3yln2w74FbBFSn5d8XirA+cB\nU4r73gZ8ErhSr8MiIiIiUq1RouZlYEN3v7x4vxF390ktj67FJmKipjhBOBh4F3Ag8EdNe5J+0aDa\n5jbiBHkV4EmicuGklHxWvccSGY2K59zjwAXADgPJlZztLGK53qxi+6nAzkQC8Zo6j3MT8BKxvGo2\nsD/w+5T8hY58QyIiIiLS8xolanYD/uXujxfvN+Tux7U0sjaYSImanG1pIjHzceCnwBE6iZV+16DS\nYRowGfgnUXVzbko+tytByrhSPOfOA+YDNkzJZ1ZtG3g+rk70XjohJb+6zuPUe+4uTvR7uwvYTsui\nRERERCY29agZZ3K2BYGvEMtE/gR8NyV/rLtRibReVR+RzYGfEw3PlyEqFf5MJG2u0PISGa2c7T3A\n34CNUvKWTMur8dw9C3hnsflBomrnslbsS0RERET6T7PjuTGzeYClAAeedPfhlkNJB+Vsk4BPAN8D\nLidOKu7oblQibfXK5KhiWdQUoqoBon/ItsDuwCM52wnEspUbR5u41FjmiSdnW5Lok/TZViVpCtXP\n3SeKz19FJNj/kbN9JSX/cwv3KSIiIiJ9YtiKGjPbDvgqcbVv/uLTs4HLgMPdvW9Gc4/XipqcbXPg\nUGIqztdT8ku7HJJIx1VVKcwB3l1s+g+wHLASsDDREPbGittNwE3DJV5ytszgcpWpKXnNscwyPhRT\n8k4F7krJ927zvqp7Mb0ZOBMop+RHt3PfIiIiItJ7GiZqzOwHRKPDR4k1+vcDRkyu2JRYYvA9dy+1\nP9SxG2+JmpxtXWKS0yrAfsApWuIhE1WDaVGbM7QnyL3AM0TPkauJKpm1GUzg3ATcMnBLyZ8qHr96\nucqhDFbYTGdwhLOqbcaBnO1LwKeBd6fks7uw/9WBs4HfpOSHdnr/IiIiItI9jZoJbwhcAvwM2Nfd\nX6zaPj9xovIlYCN3v7zNsY7ZeEnUFEs8vg9sQSx1Ojqlob8fkYmswbSo6mqbqcDTRMLFi69ZBViL\nSN68EXiOSNrcBbwdOAi4kliiMpD8eYxIXIOqbfpezvY2om/MRin5XR3ed+USu32I/jh/Ssm/18k4\nRERERKR7GiVqfgus5e7vrnmHuI8B/wVudvc92hNi6/R7oiZnew1R4bQH8Gvg0JT8me5GJdL7RlBt\ncxfRzHUW0UfkaWBFInEzkLwZeH9xos/Xo0Si5k3UrrZRhU0fydkmA9cA30vJT+rC/jMVS+yI5vAZ\n+J0qa0REREQmhkbNhDcCftHoi93dzewEoqpG2iRnmx/YCziAGD/8lpT8oe5GJdI/ikTJTgA5W3Uj\n14Gx9QPVNgMnyUcVlTEPFLezKx8zZ1sNOBY4H1iXqMRZGzid6IezQnHXo4Ed2/KNSTt8i1jy1vEk\nTaHy+TjwHN0EuCBnm5OSH9GluERERESkQxpV1MwAPuru5zd8ALMPAKe6+2JtiK+l+q2ipmhmuQNw\nCHAb8M2U/IbuRiUyvgxTbTOiypjisd5KVLy9EXiBSIjPJHrgHExMn7pD/aR6T9HE9zxg3ZT84S7F\nMGTZXsXnVyJ6KD1G/D9QpZaIiIjIONUoUfMSTfSeKXrZXOzuk9oQX0v1U6ImZ3sv8GPiJG/flPzc\nLockMu7V6G2TGcWkp6rkz78Y7InzQPF2JvA74I8p+aMtCl/GIGebRPRl+21Kfky346klZ7sM2KD4\n8D8p+WbdjEdERERE2qPR0qdmExo+gvvKMHK2NwI/IpZSfItoIvlyd6MSmRgql0gVhixDGc3j5GwD\nfaQqq3TWA74MfKtIBh0LnJGSzx1L/DImXyZ+37/tdiCVqpoLDzyX7gbelLPdSlTYPIsqbERERETG\njUaJGoDTzKzRNCEHFmhhPBNWzrY8UAI+RiRqdkrJX+huVCIT3pB+Nq14jJxtDeBtxba7iSVSfwRe\nyNn+QDSNvX2MccsI5GxrEonxjXpwSdoaDFZ1nUI0GN4TeBm4FViz2HYUQ5OMIiIiItKnGiVq/jiC\nx+m1A9u+kbMtQoxg/TJwHLBmSv5kV4MSEaBmhU0rHqO6efHAsqgziP44e+dszwHfJpZGPTeW/Utj\nOdsUYhT3N1LyO7odTw2Vz5fPVPWtuRZ4bXGfl4vqLE0aExEREelzdRM17r5bB+OYcHK2eYHPAAcR\no1fXS8nv6WZMItIRr1TYEM2LIU7CdyVGhc8HLAEcBvwsZ5tGvFb8pwerPfpazrYscA5wZEr++27H\nU0ejqq6BbQ8DewALF59XdY2IiIhIH6vbTHg86oVmwsUkpw8Ry5umE1dxr+hmTCLSHTWaF5/O4NSp\nymqb54C5xOSo+4CPqmJibHK21xCj1f+dkh/Y7XjGovi/cjuwOnAN8AFGOLFMRERERHqHEjUdlLOt\nT1wlXxbYlzhBmDi/ABFpaJhR4ecTo78BngC+R0yieqQLofa1nG1B4EzgBuBL4+F1uHjuXATMDyTg\nT4xiYpmIiIiIdJ8SNR2Qs70e+AGwMbHU6fea7iIijTSotrkSmAG8GViKGCl9PHB6Sv5wt+LtFznb\nfERT3hnAp8bbVL2c7QBgN2IU/AcoEn2qqBERERHpH0rUtFHOthQxSeTTwM+An6TkMzu1fxEZP6qq\nbU5lsFriEmB5YCVgNjEV6Gwgp+TTuhBqz8rZJhFJrUWA7VPyRlMN+1bO9g1gL+Am4JNK0oiIiIj0\nFyVq2iBnmwx8iVje9BegnJI/2u79isjEUNXLZnOGJm6uJfrYbAw8SjQrz0TiZsK+DhV9XH4FrAVs\nlZI/3+WQ2ipn+yKwH/ChlPzaqm1Ho/41IiIiIj2r0XhuGaGcbR5iCscPiIaO703Jb+1uVCIyDg2Z\nBJSzVY5wvhlYBbgMOIRoKrsD8Jqc7S5iFPVJwOWVvVnG88l7kaT5KbAesMl4T9IApOS/KCaGnZ2z\n7ZKSn1uxeQ0GE3uaECUiIiLSY+omasxspZE8kLvfP/Zw+lfOtgnRKHgO8ImU/KIuhyQi41SRRKk8\nua4c+V1ZXfMssRxqqeLjhYEPA7sDD+dsfwROSMnvYZyevBcJ9COB9YHNUvJnuhxSx6Tkf83ZpgN/\nydn2SclPKDZVJvb27E50IiIiIlJP3aVPZjaSBovu7pNaE1L7tGPpU872ZuKK9RuA/YG/jocJIiLS\nn2osi6qcHlU58vs/wGuJBM1zwCPA2hVf1/fjnYskza+JxstbpeRPdzmkrsjZ1gH+CfyN+D+1CBUV\nWd2MTURERERerVGiZreRPJC7H9eCeNqqlYmanG0FYjzu1sRSp9+k5HNa8dgiIqNVY1pUo5HfldU3\nDwHLEVOl/g18FHh7se0u4EH6KGlTJGmOAt4IfDAlf7bLIXVV0dz+T4ABO6fkT3Q5JBERERGpQ82E\nRyhnWwz4JvB54GjghxP1Kq2I9JcGI78HEjeziSbEWwB7EJUXTwJPEFWDAFNT8p5eFlX0pPkJsBGx\n3Om5LofUE3K2eYGDiZ5F26TkN3Y5JBERERGpQYmaEcrZTgAWAr6Skj/QmshERDqvOnFTY9vxwDnE\ncpnlgaeBLwMnp+SzOxxu03K2bwM7Au9LyZ/qdjy9Jmf7BJHI2iElv7Db8YiIiIjIUE0nasxsOWAX\nomfB5MpNRI+az7Q+vNZqUaLmCuBLKfllLQpLRKSnFUmb3xJ9bXYier6cAvwVOL9byz5ztklED5qF\ngPOK24eArxJT9x7pRlz9IGfbjFgK9/mU/G/djkdEREREBjWVqDGzNYFLiSlRiwCPEVNE5gFmAE+7\n+6ptjLMlWpSomQa8IyV/qEVhiYj0lZxtFeBjwPZE8v5fRKPas1PyFzoYx3eATYE/Ah8obi8CGxeT\nrIT6o9dztrcTTYYPTsl/2cUQRURERKRCs4ma04gqmo8Q00HWB64HPgmUgW3c/do2xtkSY03U5GwL\nEONuF0zJX2pdZCIi/aPqxP/rwCZE0uatwOPAC0Tz4Z3b1Xg4ZxtI0LxjoHKm6E0zKSWf24599quc\nLTPYNHpIj6Gc7fXAmcBfgG9raqGIiIhI983b5P3WJ5rnDlwpNXd/EfidmS0DHA68vw3x9ZoVgEeU\npBGRCW4NBk/8ny1O/H+esy0LXASsU9zuz9nuJSZK7dKqpE3O9jqif87HK5c3FUkGJWlebVbx9gpi\n+tcrUvK7c7Z3E5O+XpezfS4lf7HTAYqIiIjIoHmavN8iwFPu/jLRTHLpim1XAu9sdWA9agqgBsIi\nMtFVnvg/n7PlYoLUHGKUN8C1xDLZNwNbAlfnbJsWk4dGrfj6PwO/TMnPG8tjTSC7AlOBzWsly1Ly\nx4iLLcsC/8jZFulwfCIiIiJSodlEzb1ENQnA7cQ0jQFbE31qJgIlakREKk78gVWI6pqtiAlSA9ve\nD9xW3P864FjgEOChnO2XOdvGOVuz/4MqHUoswT14LN/ARJKSz0jJd2pU0ZSSzySWN08DzsvZlulY\ngCIiIiIyRLM9ag4HFnX33c1sR+Jq5h3AS8AbgR+4+4FtjbQFWtCjZj9gyZR83xaGJSLSt4pKmq2I\n6pohFRu1xn/nbKsRk6P2ARYletr8GDgDuDUl9wbNbz9O9EVbX2O326Po8/M94ne0RUp+d5v3V/N3\nLSIiIjKRNZuoWQBYwN2fKT7eBtiZGIl6BnCMNzvnu4takKj5JXEi8fMWhiUi0rdqJWMa3LfypHwx\n4N3FpnuLtwsBFxBNid9QfG5qSr5TzvY24GzgAyn5DS39JuRVcra9gAOBbVLyq9q4n0ydRsfDfJ0S\nPCIiIjJuNdUrwN1nA7MrPv4nMdJzopkCnNPtIEREekVxgtzUyTVDmxAPNAG+glhCdSjRz2ZNYOFi\n23PA+TnbicB2wC1o+WlL1Ut4pOS/ztmmAWfmbB9Pyc9uUwiv6ndUHUsdlc+lo2j+OSgiIiLS85pK\n1JjZmsBr3T3X2PY+4GF3v6PFsfUi9agRERm9ypPyHYjkzJ4p+YycbQ1gw2L7KcT0pn8AHyeWVgG8\nDbgyZ3sQVVK0ypCER872NBWJG+CjwN9ytm+k5H9sw/53pajIAk5tFEvV77ruJCsRERGRftfs9I0j\ngJuAXGPbh4C1irfjnRI1IiKj98pJeY1KnMoT789UnJSfmLOdDWxWbJuDKilaqTrhMSRZUiw7S8AZ\nOduKwCHFGPSWqHwe5GwNY2Ho77r6uSQiIiIybjTbo2Y6sIe7/6PGtm2AY9192TbE11Jj6VGTsy0E\nPAks2MqDVBERadzrpnIbcBIVzYuJqhz1Khml6p97VXPom4mpXrOAvYmf/Qxgn5T8mi7Got+ziIiI\njGvNJmqeB7Z1f/UadTPbEviHuy/QhvhaaoyJmjWA01Py1VscloiINKnGyXxmFM1opbaqpFhlRctU\nYhnaHkAJOBP4dkr+YDdi0e9ZRERExrNmlz7dA2xKTNyo9n4GJ3aMZ1r2JCLSZcMsmRpJM1qpYZil\nSL8iqpeuB54AbsjZzgd+C5yVkr/U7H5ytknAasTS6UWBScQxSeVtEnAxsCOwRPGldwAnF8uxXqi4\nTdPvW0RERMaLZhM1fwC+b2b3E6O4Z5vZZGB34GvAQW2Kr5dMAdp25VBEREalbjNa1L9mrIb0gSkq\nSwd+vk8BKwE7E8cAR+ds9zT5uK8BVgemEZO8ZhDNo6tvLwHzAQsQS5+WIBI1ewKTi9sCxJKohXO2\nB4DNU/I7R/0di4iIiPSAZhM1PwHWB44EfmZmTwJLAgb8DfhRszs0sxWBbwLrAesSB1qruPv9Vfdb\nAjgM2BZYELgU+Jq731h1v8nA94BPEAd/1wLfdPeLmo2pSaqoERHpMcNUgDSl3ojqiW646iXgn8Xn\nNgeWB5Zp8qFnArel5DNbEWfF8rdVgZtytiOAw1Lyx1vx+CIiIiKd1lSixt3nAh8zsw8QB2RLAY8D\nZ9Ua2T2M1YmxrFcCFxaPN4SZGXEAuBLwReJq2/7A+Wb2Vnd/qOLuxwIfBL4O3F3c/ywz28jdrxth\nbI1MAVrePFFERFqmugKk2QTMkBHVqBKnnkbVS41GabdbZQLp/4C/AHvnbPcBm6bk93YwFhEREZEx\na7aiBgB3Pw84b4z7vMDdlwcws92pkagBPgy8C3i/u19Q3PdSolfOvsBXis+tC+wC/J+7/6H43IXE\nKPHvEtU4rTIFOK2FjyciIi1UowKk2QTMqCpxJpoxjNJut+oE3XSi981qwG052yHAEaqUEhERkX4x\nT6d36M2MmYpEzUMDSZri654hqmy2rbrfi8DJFfd7CfgzsIWZzdeSoIOWPomI9JdmEzC7ElONNtfJ\nfNOqf2avauqcs51eTG5qq5R8Rkq+U8XvrjKWDYCVgTtytm/nbIu1Ox4RERGRsapbUWNmLwMbuvvl\nxftO9KSpxd19UgvjWge4scbnbwY+ZWYLufus4n53u/sLNe43P7HM6pYWxaREjYhIfxlSaVHvTjUq\ncWQYNX5mvdTUuTKWQyl61wBvBu7M2X4C/KJVPXJEREREWq3R0qfvAg9VvN9JSxL9Zqo9Wbxdgrhi\ntiQxeaLe/ZZsRTDFFbh56+xLRER6kBIwndNoWVSnmzVXxVK5/G1q8f5BwF052w+B36T0qos9IiIi\nIl1VN1Hj7gfVer9Dmlke1UlTgAdSamrZloiIyETWaKz3lTnbg3Su6XD18rdDgeWIMd+bAV/I2T6c\nkreq+lZERERkzJrqUWNmvzOzVetsW9nMftfasHiK2tUwS1Zsb+Z+T1ZvMLODKm6pyXhWRMueRERE\nhjVMz5hpRNJmKyKZ027VvXQGkkbvAdYEXgKuzdm270AsIiIiIk1pdurTbsBviKlL1ZYptn+mNSEB\nsZa81jSotYH7iv40A/f7iJlNrupTszYwB7iz+gFGWR2k/jQiIiKjU9kz5qTicx2ZsFVj+Vtl0mgO\n8O7i4xNythWBI1U9KyIiIt3WiqlPywHPt+BxKp0GrGBmGw98wswWA7Zh6Ijs04D5gB0r7jcvcVB2\nlru/2KJ4lKgREREZhaoKm25P2Hpl/8AzxecGpkN9B5ies/2nE9OqREREROppNPXpo8BHGZz0dJCZ\nPV51t4WA9wJXjWSnZvax4t13FG8/WDz2dHe/kEjAXAqcYGbfAGYA+xO9aw4deBx3v9bMTgaOKEZx\n3wvsRYzi3GUkMQ1jCnBJCx9PRERkwul2g+eqRsPVvXRuBDYGNgH+RSyPEhEREem4RkufViYOWAa8\nFZhddZ/ZwMVEEmUkpla878Cvivcz8AF3dzP7EPDjYttkIlHyfnd/iKH+D/gB8H1gceBaYEt3v3aE\nMTWiihoREZFxpEbSaGBc9y3AW3K2R4HrgB27VP0jIiIiE5R5E0uxzewe4KMtTn50nJm5u9vw9xwq\nZ7sV2C4lv7kNYYmIiEiXFcudBnrpnEZUDANcCNxGB0eMi4iIyMQ2bDNhM5ufuKK0WPvD6T05m6GK\nGhERkXGtalnUc8WnbwVWBd4AvLb43FF0cfmWiIiIjH/DNhN29znEeu1WNB7uR0sAL6bkz3Y7EBER\nEemIgabDGwFvAuYWn78DeD5nyznb6Wo6LCIiIu3Q7HjuS4ANiR4yE82SwJXdDmIisLIdTUVpuZdU\nWi4iIp1X3b8mZ3sL8HeiwnZrYOlik6prREREpOWa7VGzDvAP4GfAKcAjRBPgV7j7y+0IsJVG26NG\nOsPKloH3FR9O9ZL3zMGvkkgiIpKzTQZuAFYnlkS/IyV/rLtRiYiIyHjTbKJmuCSMu/uk1oTUPkrU\n9DYr2+nAVsAVwObEKPaB5Mh0YBW6lCipSiLdBTzYrVhERKR7iuVOJxJVySsDX0nJz+puVCIiIjKe\nNLv06bvDbB8+2yMyvF0pJm54yWdY2dZgMDnyGLBM8f5RVran6WyFy6zi7RXAnIq4VPYuIjKBFMui\ntgbI2T4E/DJnuxb4ckr+cFeDExERkXGhqYqa8UIVNf2lqsJmBrAZg9U2p9LBChcrDxnbehL1K39U\nYSMiMoHkbAsCBwCfBw4CfpOSv9TVoERERKSvjThRY2aLAEsBjxQTofqGEjX9pSo5AkOrbSqTOHOA\ndxf3Ob14uyTwFG1InFTGVcSS0bIoEZEJLWdbm/jfMB+wZ0p+XZdDEhERkT7VdKLGzLYhlkCtSyx1\nWt/drzazY4Fz3f2k9oXZGkrUjA9WtmWBTYFvAtcSJehLEc/L+4DFixvAo8DtROJkT2B2cb85Fbe5\nXhp9aVmDpNHUYn9rAS8DxwDPA2d5yR8f7f5ERKR35Dyk2fzHge2Bg4HjgHJKPrN70YmIiEg/araZ\n8EeAvwHnAmcTSz3WKxI13wbe6+5btDXSFlCipv9Y2SYB6wDvqrgtDVxGTN64i0jGfBbYzUv+eEXi\n5G6ismYgafMiUWVjxBXP+YvbvMW2yuRN9cdziCTLc8DM4u3A+y8B2wHXEMuzli6+fuC5NtAL6gHg\nKuADxX1PAU7xkt+vqVIiIv0p56ETC1PynXK25YCfEv+z/l9Kfka34hMREZH+02yi5hrganf/rJnN\nS5y0DiRqPgL8yt1f1+ZYx0yJmv5iZfsxsAcwDbik4naLl+qPgx9pPxkr2zxE4qYyeTNwG/jcAsCC\nwMLAIsVt4Yq3M4mE0XPA7sBXgTuJXjoD+7+ZmFz1AvCHIp5tiCqgJYtt0GOjyUVEpL6ch1RVDrzO\nzyIa5L8T+HWx7asp+bQuhSkiIiJ9pNlEzQvANu5+To1EzfuAs919gTbHOmZK1PQPK9t2wI+A93jJ\nHx3D4zTqJ9P2hEhV0qiyAfJUL/lOVrZ5gfcCvyfGvD4N7AZ8EFXYiIj0vGJcd83X+aK6ZkHgQCKJ\nfyBwTEr1LzaIiIiINJuomQ581d1PqpGo+RRwsLuv2OZYx0yJmv5gZVsGuB74mJf84hY/dt0rn+1O\nhlTtu7q6Zy/gx8D5xfurEpU6oAbFIiJ9oaq6pvp1/nvE6zxEs+EbuxKkiIiI9Lx5mrzfOcB+ZrYE\n0YgVADObDHwR0NpraQkrmxFl4se3OklT2JVo8rs5kaR5H3FQfVQb9lV330WyZY2K/R/qJd/BS/4r\n4C3ATcXXvEgsv+pknCIiMjqvvM6n9KrX+eOJ1/TFgPNztmtytgtzttOLqhwRERERoPmKmlWB/xFJ\nmtOBTwN/ISZAvYaornmojXG2hCpqep+VbWeiNPwdXvIX2ryvRlc+O15hU7m/iiVThxMH/VOAR4CN\ngG91Mk4RERmdqgqbyqmApwEbAssWH09NSb3JREREJNRN1JjZQu4+q+LjKcBBwJbEgcXjwJnAd9z9\ngfaHOnZK1PQ2K9trKcZte8mv7MD+GvWvaftyo+r9D3O/44n+NVsAzwCv71ScIiIyOlX9a6qb2w98\nPIuootwbuDilJq6giYiIyLjWKFHzLPBX4I/ufn5Ho2oTJWo6o9Go6XrbiiVP/wSu9pJ/p/NRv6rC\npfLKZ89MYbKyrQWcBywP3As8TIx/hR6KU0SGavS6KBNDZdImJZ9R8fHngVOADYj/PQcCx6bkM7sW\nrIiIiHTVvA22nQrsAHzazO4nruj/0d3v6Ehk0s8G1uRDHITu1MS2zwKvBb7fiQDr2JWhVz4hkjZ7\ndi2iKl7yW4pkzV+Iv993Fpt6Kk4ReZW6r4tK4kwMRc+anWp9nLMBTC5u+wIH5WwnAb9OyW96C1u/\nPAAAIABJREFU9aOJiIjIeNawR42ZLQJsD3yKOMCcB7gM+APwZ3d/uhNBtooqajpjmN4v8wKbUdGX\nxcq2KnA5kLzUGwekzS5L6jYr2zbAcURlzX7A6V5S2bxIr2k0cY6qkc6qjJt4akyL+iVR1bk8cBXw\nC+DvKfnsrgUpIiIiHdNUM2EAM1sR+ATwSWAtYDaxVOUPwBnu/nK7gmwVJWo6Y5jeL6cQUy8Gth0N\n7EjRKLeXkyK9qlg2ti3wA+Ap4Cte8qu6G5WIVKp8XaQqMQMsSp0kjl4TJ4Yay6Iyg8+RaUSlzUJE\nAufIlPzebsQpIiIindF0ombIF5mtRyRsdgaWAaa7+/Itjq3llKjpjmGmG90JrFZ8qCvJY2Blm0RM\nZDsE+D1Q9pI/392oRKRajapDqJPE0WvixNRgWtTtwFLEJM5fA2ek5C91JUgRERFpm1ElagDMLAGf\nIapscPd5WhdWeyhR0x31lhFZ2dYBrgbmp0YSR0auqFBaB1iVuCL/GS/5hd2NSkQqNVpaOczSUVXY\nTBDDTIv6CYPLouYFpgN3Ax8r+t6IiIhInxtRosbM3khU0nwcWIkYFzwV+IO7X9KWCFtIiZreYWWb\nj8F+R++mx3vB9IuqZWYXEwmbU4H9veTPdCsuEWnOMEtHHyF6xT0AbOElf7I7UUonDbMs6ilgieL9\nB4hjtAs14ltERKS/DZuoMbOlgV2If/7rAS8B5xAn2Ke6909jOyVqeoeVrQysD2yt5retU6Nh6erA\nyoATJ35ndDE8ERmhir/p+4DXAfMVm2YBhwG/95Lf16XwpAuqlkXNIBr0X01cONuPqFK9F9gqJb+/\nS2GKiIjIGNRN1JjZDkRyZkuitPYmIjlzgrtP61iELaRETW+wsq0P/At4q5f8kW7HM540aFiaiYTN\n5cA+XvKHuhKgiIyIlW0povpwLtFUNhEn6HsDvwHWJKoq9gFO9pLP6U6k0ilVy6KgfrXNy8SyqAeB\nD6Xkj3Y6VhERERmdRomal4HHgT8RS5uu7mRg7aBETfdZ2RYkrvwd5CU/udvxjGc1el3MAfYH9iIa\nDh/pJX9xjPs4GvXPEGkLK9uSxP9giOl4Rv1lUS8Qy6LuJZZF3dvRYKUnVFXbOPDOYtOLRPL+FODf\nKWkprIiISC9rlKj5CPAvd5/b2ZDaR4ma7rOyHQ681ku+c7djGe8aNHFeA/g5sSxqKnHgfsVolqBV\nnSjeRVy5VdJGZIysbG8D/kb8fX7TS6/+X1yVjK2cDDQHOAY43Et+V2cill7QoAnxrsCxwJuAxYgq\ny5OAv6Tkz3UlWBEREalr1FOf+pESNd1lZXs/cDywrpf8iW7HM9FUV78AbwA+WtwWZfBq64XNVto0\nOFGcSjQbV7WNyAhZ2T4N/Bj4gpd8aoP71Tsp/xRRibMO8CTwKS/52e2OW3rLME2IHyWWtb8GOBH4\nFXCFmhCLiIj0BiVqpCOsbIsB1wP/z0t+erfjmYgaVb8QY14/CmxHTIo6m1iidj1wvZdq96VqcKK4\nOUN75Ez1ku/U8m9KZByxss0PHAFsAmznJb9pBF/baFrUXOJv/S5gU02LmpiqlkVVJtZvAFYp3r8D\n2CwlPUdERES6SYka6Qgr27HAXC/5nsPeWdqiUfVLZRLFyjYF2BRYF3hL8XYuRdKGmCY1vbg9Vtye\nI67MVp4oVk+gWgVV14jUZGVbAfgr0TB4Ny/502N8vHp/7zOBA4DfeUlLXiaSBsuiqhPrzwH7Asel\n5M/nPLQaMyW9fouIiLSbEjXSdla2bYCfEUuenu12PBPVMNUvh1JnmZKVzYixwANJmzWBZYBli7fL\nECX004EniIP854iTw7cA/wG2AKYUD3l9sZ+li/v8FngIOM9L/nhbvnmRHmZl2xj4M3AkcKiX/OUW\nPGa9v/dvFZ+fAtwPbO0lv3Ws+5P+UmNZVGVi73GiCfGiwE+IBM67ii+dmpKqI0VERNpNiRppq2Jq\nyY3Azl7yC7sdj4RhlkmMeJmSlW0hImGzFLAwsEjV2y8RCZ6Hif41HwNWLL78GWIiyWuAa4nR7Rm4\n0ks+c3TfoUh/sLIl4m/i417yc9q0j0Z/73OIJNFPvOTXt2P/0vuqqm0qq2vuIV6r5yOS7NdQUR2p\n6hoREZH2GFGixsyWATYEliQmQj1hZgsCc9z9pTbF2DJK1HSele0E4HEv+Ve7HYvU1+5lSjVOFOst\ny8jE68uqwEJEku+/wKXF7Z7RTKcS6UVWtg2AfwI7eslzB/db+fd3J/F//XXAJcCPgHNaUdUj/amq\numZzYDmi0fxywEtEUh5UXSMiItI2TSVqzMyAw4ir4vMBDqzv7leb2VnAxe7+3bZG2gJK1HSWlW1b\nomx6XVVG9LaqZRJDmgAzdHrTdFqQxBlBE+KHgNlEVY4TVTeziNL8vYHsJZ81mhhEusnK9hbgHOAz\nXvJ/d3jf9f7eLwdWIyrhHgH2AM5VcnRiqV4WVfH5RYH/AWsBzwK7A39NSUk9ERGRVms2UXMAcCDw\nPeLA8n/AekWi5ovAJ919g7ZG2gJK1HROseTpBmLJ00XdjkeaV3W1vTpx8hgVV1NbMclpBNU2U4GV\niKv/EAmc+YgThpOBC4AriQqB39Di0eDV483VEFlGy8r2BqJ67GuNxm93KJZGf+/PAk8Rf3tTieWI\nStpMYEUS52hiMuAXgPmJUfInpeSzuxmbiIjIeNJsouZu4LfufrCZzUucPA0karYCTnD3pdoc65gp\nUdM5VrbjgSe95F/pdiwyMsMkTmYAmxXvb96OZMUw1TaVH1cmca4DFgNeSyRvZhGNMCGSyw8QlQKj\nTrJU9/FhaKWREjfSlGK603+BH3jJf9sD8TT6e78ZWAdYHDBgHgaTNtcoaTOx5WxG9BTbiFiqegjw\nM/WtERERGbtmEzWzgS3d/fwaiZpNgH+7++Q2xzpmStR0hpXtw8BP0ZKncaEqcQIVJ3Wd3HdxEtns\nkqkniMbGjxPjjtcmTjIhqgTuJBIsM4u3le/PJBJSTxdvHyse42dUJKmq9ncX8CCq4JEGikrDC4Hj\nveQ/6nY8tQyzDHJeYD1iYts0opLtryhpM2HlPCSBfR+RID8OOCIlf6BLYYmIiPS9ZhM19wCHu/uR\nNRI1XwM+5+5rtTnWMVOipv0qljztoilP0k7DVALsQIwcH9h2BrAlUXlzDzGa+EWi95YTV4MXLt4u\nQvTCWby4LUNU6ixf3OchYnrVqkRzzYeA54HVi9D+QyR4VgXmAkcAk4gTmMWKx3+CSBbdCdzrpVcv\nGVAFz/hiZVuYeG5cDHyjHxIbwyyLepD421mKSGb+hUjaXE78Xeq5OgFUNR6+mZjutxzx2vlv4LCU\nNE1MRERkpOZt8n5Tge+Y2dXE5BUAzGxNYB/gmDbEJv3pCOCvStJIuxUnf5U9cnZlaLVP5bZdGFol\n8I7i8zsxgmbJxcn2ckTi5vXAV4HzgJ2LuzwDLAG8i0j6ABwLPAe8APyDSNK8gTi5WQ1Yycr2CFGV\nc2fF20nF11/Bq6sbjqr6/qSHWdnmJ5IYt9InSZrCkL8pK9tA4+7qpYe3Es/v44hEpAErFNv0XB3f\nXnmOEK9RAz3ETiGm9p2Rs91IJMXPTalvnvsiIiJd1WxFzULAWcRB2X3Aygxelb4E2MK995vIqaKm\nvaxs2wCHoyVP0sNG0iyZJqtYRtgQechjEkmclYiKnNWJ5M3qRDJnDSKxcweRQFqBSOTcSlyxfqZ4\njEObiVM6z8o2D3Aikbjb3ks+t8shjVqjpYcDzzkr29rE39QbiKq1PxCJzUWJZYV6fo5TNcZ6H0pU\n2CzBYOP3/VLy87oWpIiISJ9oKlEDUCx52oVYPrAs0fvhTOBE9/448BxNokZ9IpqjJU/SL0bSLJmq\nHh3NTrkaQS+dIb1tqEq4EImY1xKJmzcRU1ZuLWJcpHiMacQSqxWLj//uJd++6R+ItI2VzYCfA28G\ntvSSP9/lkFqmxt9R5f/KvYjn8mHEc35/Bp+vjwF3A0+i/6njSvVY76r+NXcRk/pWIS7w7aMlUSIi\nIvU1nagZD0aZqMmM4kRtIrGyzUs0lXzIS/7lbscjMhKNmiVXV9+MclrUSKptlqOJ15uKx7gOOBj4\nLnHlehawAFHJ8AxRyXEVcImX/J6Rxi5jY2UrAR8Bkpf86W7H006N/ldWPF/vJiprBqrW7gT2Bs73\nkj/XuWilE6oqbCpf664hqgPPBA5Mye/vToQiIiK9q9keNRNZ5Zr8PVVhM5SVbRJR2r4o8M0uhyMy\nYjX62TTqe9OKx6/s6XBS8bkr6nxcT3XvkLN59aSeyUTlzUeAFaxsLwF/JxraXg/c7CV/YTTfkwzP\nyvZF4BPAe8Z7kqYw5H9l1bbq5/xWwE1EA+LfAMtZ2Z4mqo/+DVznJZ/TiaClreq91m1OLJP+AHBn\nzvYboJSSP9WVKEVERHrQSKY+Vd7RKj5+mei5cDXwM3e/sdVBtsooK2qqr4Zn2jiSt58USZrfA68D\nthlPZf0indBo/PhoX0+a6MHjwIJEz4h7iSWLA7friSlULw+zDyWsG7Cy7UIs+3nvRKlkava5O8z/\n1KeJC0iTiWOKS4nE4rle8lk1Hq6vTOS/m2GWRT1D9HC6H/hgSn5bd6IUERHpHc0mao4D3k+U5V9M\nTEZZjihjnUaU1r+LGGm7qbtf3KZ4x6QVzYQbLVuYSMuiigaZxxKNpT80Hg6iRcaDESy1+mvxdh1i\nudSdwFpE48+bGEzc3ADc4CV/omIfGS0JrcnKtiVRZbipl/yGbsfT6xo8P88HFiYSG4sQ09VOBf7t\npf5cKlP9d0OTzcrHowbLouYQF4C+kZI/26XwREREuq7ZpU8XAW8HNnD3aQOfNLPXAmcDZwCfIq58\nHUSU249XjZYtTCQ/JqbTbKUkjUjvGMFSqz2IE9+1Br6U6CEyh1iWsCrRBHcn4J1WNieufP+JSOYA\nXAk8X5yATriTzWpWto2A44FtlaRpWr3n53bE83Px4nPrFrcjrGx3AKcRy6Qu85K/1NGIq4ygUqZ6\neVhltdtEG2Ne7/e+C3AOsE3Odh2wa0oT9zVFREQmrmYrau4ADnD3v9TYtiNwsLuvbma7AEe5+2Kt\nD3XsWj2euxXLFPqRle1rwO5E7wWtKRfpE2MYI75YxbYbgNuJhPz8xPLXhYpt/yWWg76WCZa4sbKt\nQ1R9/J+X/PRux9OPRvD8PBdYknh+zg88ALwAPATs2OnnXLNLoof5/kbVrHw8qLEs6r8M/q6H/DyV\ntBERkYmi2UTN88BO7n5ajW0fBqa6+2Qzex9wlrtPbn2oY9fqRM1EZGXbgbja/q5+LT8XkTCCMeKP\nEMmXISeUVrYFiErK9xT3ubH4mvmLr3uGWCo7MIr5rvZ/V51nZVuZSFLt7yU/odvxjBcjeH4+SzS0\nh8Hx3/MAj9OBZOEIEp4NEzftjLGfVCyLeoGYELVRsWlqSlpmKSIiE0OziZpriAPuLdwHp4SY2YLA\nWcCi7v62oqLmh+6+crsCHot+TNT0UvNBK9t7gb8RJ2rXdisOEWm9Ya727wAcSo0TygZfdwuRsFmt\nuOuLwFzitewx4AvARV7yF9v+zbWRlW0ZIknzay/5Ed2OZ7wa5vk5g6jwuop4nh5ONLmHSJTcRyQS\nd27H/9ARJJTUz6kJFRU28xHL3V7P4M/zUCqOiVRhIyIi41WziZpNibXgM4DTGWwm/EGigfDW7v4f\nM/s5sIC7f659IY9eNxM1VrafE007zypu1w83WaX4ukwPHORZ2d5B/O4/4SU/pxsxiEjnjPZq/zAn\nrWcAGxZ3nUNUPTwGHAj8rd+qCqxsixLLnc7xkh/Q7XgmkqrnGdRO4txIVNoMXDyaTkwWmgQ8Cuwy\n0udc0Uh/CpEsWLN4uxrwMDGp6nZgL2B3LW8am5xtOWKp5TXATjWmRanCRkRExq2mEjUAZrY28G3i\nIHt54urUZcD33f2WtkXYQt1K1FjZFiHWzn+OWCKwBdHz4RwiaXO2l3x6na+tPMi7GViFDlfXWNne\nRCxv2NNL/o9O7FNE+t8Ieo48DCwDzCze37nXm/EWy77+RVRr7OGlJv+ZStvVSRZeBfwI+CmwYnHX\nmcTyqLnAmYARE9AmF7f5Kh52EpGgeQPwFJGQua14exewAvAOYvDCmsQUtauJyrLNgU95yR9qx/c7\nnuVsnwK+BrwzJX+xalrUkGMiVdeIiMh40nSiZjxod6Km3jIlK9tOxJSkuwa2EVNTtiAO4D5ArKkf\nqLa5xEs+p/jaygPOISXUdGC0p5VtTeKK8d5e8pNb/fgiMnEMU21zGvDe4q4vA88TFwR2By7spUSI\nlW0ScCJxUr+Dl3xul0OSOhokC68hmmCvWdz1OuAYYDbRG+UFIoEz8Lxz4oLL7V5qPDa6SOK9iUja\nDCRv3kQk9a4ublcB16rCprGczYhKvAtS8kMqGw8zzDGREjciItLPlKhp5ePXWaZkZfs7sDaDB4RD\nljBZ2Y4B1gMWIQ403kw033yUKNUeeLt18Ri3EwcphzC4jKDly6KsbKsCFwDf8ZIf18rHFpGJbQTV\nNs8RlQ7PEa+DnyZOcLvyz8vKZsDPiRPvLb002LdNel+jZGE7kyZWtvmAtRhM3Lyd6L8yjcHkzXle\n8svbFUO/ytlWJhJb707Jb6v4/JBlZVQlbrQsSkRE+tlIlj4tB+xCXK2onOpkgLv7Z1ofXmt1IFFT\nqyR3NpFM+R/R7PBV5boMPbi4i7hqNxc4CFgYWLa4rQRsU9xnSeKgbzLwElHCDXEV+t/EOMtnGbwy\n+BRwuZf8gSa/lxWBC4Efe8l/NaIfhIjICA1TbXMW8M7iri8VtyeIZSxnATc10/OrRXEeCGxPvGYf\nRo80e5eRq5EsrKyKnc7Q/9NDmti24nddVGatwWDy5qPEhZiSl/yysT7+eJKzfQnYEXhfSvG3XmOs\n95DEjSpqRESknzXbTHhN4FJgXqLq4zFgKaIR5AzgaXdftY1xtkQHEjX1SnIfISpq6pXrLkqd0Z6N\nqmQq9rdv8TgDJzJXF2+XJZYQXAgsDmxAJI7mFJ+fDmzrJX+86nGXK77myeL+OgkRkY4ZQbXNPcT/\nooWI16ufA2cD17RjmpSVbTegBGzkJZ9WXUVJB5ajSvtU/T4fI/omQfxul2PoBZUHafHv2co2P7Ab\n0Q/wBiJhc2UrHrvf5WyTiOOSE1OqffGoOnHTyfhERERardlEzWlE5cZHiPLz9YHrgU8CZWAb994f\n19zJZsIVJxYzgP295L+psW3gajGMsRS7xmO+aiRoUbK/GvBP4I3FNidGrz8BfItI8vyNODDdpPox\nRvAjEBFpiRGMP36auKCwAHAR0V/rIuBy4GeMIYliZduk2HfyUjTQb+Z1dxTfrnRJnZHfA7/byudd\n0xdURhnHAsBngQOIJT8lL/X+MVYj9Xr4jUTOthaRrHlHSn5/i0MUERHpKc0mah4BPk+c4M8F3uke\nV3nM7JvAlu7+/nYG2godTtQsDvwO2BSY4iV/umpbzbG3rRiJW+MKdPVSq8oDzpcY7HPzKNHkeBpw\nE3HCU3mg2vLSbxGRkRhBtc1/iel6qxIVNzOLjwH+TiSnm3o9KybfnUc0Dr6gyVg0irnPDDPyu+O9\nbaxsk4lpkfsRVc0lL/mN7dhXu7Wq+ixn+xbxN751ShOoyaKIiEw4zSZqngW2dvcLzewpYBd3P7PY\ntglwmrsv3N5Qx67T47mtbJ8CtveSb9upfVbsu9FkhD1p7ur0KcCLDB6oZnS1WER6yAiqbZ4kens9\nSyzbdWIpL8Qy0JuLzw/cniWSOY8T1aT7e8lPajYWJWnGr3b8nhtVnFjZFiIulu0LZKA8UNXVL1pV\nfZazzQdcCRyakp/YjlhFRER6QbOJmhuAg939T2b2P+CmgebBZvZTYCd3X6G9oY5dFxI1/wZOHO7g\nvgNx1L3KO5Irwo2qdHRSIiLdNszr2Q5EVeCeRNP184GNgNuAe4HlicbrZWKJ76JE/5ulgPu95H8f\nYSxjXuohE0czF0KsbAsDXwD2IZKS3/KSz+pYkGPQyuqznG09YmjCm1Py6W0JWEREpMuaTdQcDizq\n7rub2Y7An4E7iGUzbwR+4O4HtjXSFujw0qcliIP/Fb3kz3Zinw1iafrqX7PLsnh1lY6aaIpIT+nm\n65kqEGUkalSc1F1qbGVbimicvR6wm5f8ks5HPDZjrUrK2Q4FpqTku7Q8OBERkR7QbKJmAWABd3+m\n+HgbYGdi3f8ZwDHe7JzvLupwomYPYAsv+cc6sb9OUxNNERkvhnk9G9WEH/WrkZGoUXGSGeY5aGXb\nHvgFcALwHS/58x0PvEtytoWA64C9U/J/djseERGRVpt3uDuY2SSiauYRYjoQ7v5PorGw1Pdx4Ihu\nB9FGuzL0oHKg/PoKBhsxioj0g0avZ3MYPGE+ysrWbLXNkMdsX+gyHhTPkcoLHM0+B98DHAJcbWXb\nzUv+vw6F3FUp+aycbQ/g+JztIo3jFhGR8WbYipoiUTMb+KC7n92RqNqkUxU1VraVgGuA13nJZ7d7\nf71ATTRFZLwYQYNiVQ9KW4zgOThQbbMYsALwe+BwL/mjnY65G3K2XwILphR9E0VERMaLZpc+3QPs\n7e6ntD+k9ulgouabwGpe8s+1e18iItI+GsEt3TaCkfT/ANYGXk+Mo7+f6CX4CLDLeHyu5myLADcA\ne6UU00hFRETGg2YTNfsRBwWbu/dvhUgHEzXXA1/0kl/Y7n2JiEjnqHpQum0E1TaziF6CAA8TS6TO\nAu70Uu/3FWxWzrYJUUn05pT86W7HIyIi0grNJmq+D+xWfHgmcXVmyBe6+3daHVyrdSJRY2V7C/Av\nYBUv+cvt3JeIiIhMXMNU28wANiOWYv8c+CawKlFl82ei12D2kj/VjdhbKWc7CpgnJd+j27GIiIi0\nQrOJmmETDu4+T0siaqMOJWp+BLiXfL927kdEpGvMjqaioS6uyhKRXlBVbQP1J0ldBzwKvAu4BfhP\ncbvES/5Ck/uaB1gNuMdLPrdl38Qo5GyLEUug9kipv/spdlLOQ1/L1ZRZRKR3NJWo6TQzS8B5NTbN\ncPclK+63BHAYsC2wIHAp8DV3v7HO47Y2UVN1smIH8QxwL7C1l/yGlu1HRKSXWP3RwcChDL4uTgdW\naWqbkj0ibVVVbXMz8ff3AjHi+7tE0mVh4m/zeWK51DYV48DnBd4GbFzc3kNU5zwI7NXtiVM52xbA\n0cQSqGe6GUu/yHnIa/nUlNQcXUSkV/R6ouZLxAHFgLnufnVxHwMuAlYCvkGU+O4PrAO81d0fqvG4\nrU7UZCr+wd25BAs+sRAf2OAhLkQnISIyXlndZqZTgeUYfF18DFimqW2uEwSRdqqqthkyvYyhf5tP\nA68p3n8eeID4W10UuBW4ALiQOAabBnycuGj2D2D/bi6lytl+C8xNyT/frRjapR3VLznXTN6pukZE\npAc0vVzJzOYxs23N7Cdm9nszW7n4fDKzFdoU3y3ufnnF7eqKbR8mSnY/6e4nu/tZxefmAfZtUzzV\nZhVvrwD2nD0v623wEAsT//Q+SBz0bEUcGImIjBe7Eid3mwMDV66vIE4AK18Xrx3BNhFpIy/5DC/5\nTkWFzJDjl6qPL694f2PAgCWAeYnq5TcRfQuf95K7l/wEYtrUS8AtVrZPW9naPrihjn2ADxYNhseb\nNRg8rrwyZ8s52+k52+IjeZCcbeGKDytfy1epePyjcrajR7sPEREZu2Z71CwBnAG8E3iOKI1d392v\nNrMTgCfd/cstC2qwomYzdz+3zn2OJaZQTan6/HFAcvdVanxNqytqXrk6ZQfx/Fl/5NnN72Y+hjbx\nG5jEUFnyrwobERkfKl4HcZ8x5ONwFFAmrsivA3yB6ImxKrHU4jTgfOBi4A56scxTZJyp0YS4UW+b\nRhV0T1N5bANvAH5dfLyXl/ymDn1Lr8jZtgJ+BbwlJX+20/tvl6rqlyG/h0ZLlqoqcR4mkmxPE8tW\nK2+fAzak9gQxLYsSEemwZhM1vwW2BHYkrrTMAdYrEjW7Afu6+9otC2owUTMdWJpIepwF7OfuDxT3\nuQx4yt23qvrafYEfAou4+6yqbW1rJmxl+/DSM9n3scN4iKoDneLkJVOvp4OSNiLSz8wWYDDxMnB7\nffF2VWqfFNwNzCZODN5d3BYkEjYDt6txn93Jb0VEhhrBOPDKY5vziClTRwPfa7ZBcavkbL8HZqXk\nX+jkftupqGqp93sYcjGwctlSVR+a2cXXzC6+ZjkGX6vXANYt7ncPsBSwLHAfcAewGPBE9eOLiEh7\nNJuoeQz4hrsfZ2bzMjRRswlwqrsv2rKgzN5KXJm5gCirfztwAPAi8DZ3f8zMbgeudPddq752d+LA\nYEp1n5o2J2r+DJzvJa+9zKlxT4ehV6SUuBGRXme2GLAd8Eni9ewBhiZhBt93n9nkY05hMGnzHuLq\n/DVE0mZgudTdqroZp6qnian5dM8ZZhx49bHNV4FfAmsBn/WSX9KpOHO2JYgpUJ9IyXOn9tsplUmb\nlHxGVTKmusH7QFLneeB6YIPifjWrZIqlUa8H3kL0gLwC2J5Y/gbwODExbN7i/e1T8kdb/C2KiEx4\nzSZqnge2cff/1EjUbA2c7O6LtDVQs7cR1TyHuPt3RpuoIUrwB2T3sf8Dt7ItSvxTfL2X/Ik630C9\nKyFfBE4BXlfcU001RaQ3mc1HLOn8JNGHKwPHA//C23DFPJJBGxAnf28nJs4sRowWvoZI3FwL3IT7\nnGEeq1ESQCf+vaCqQT9qPt3zhqm2GfgbW4w4xpkKHOAlf64TseVs2wBHEEugmksW96lGy6KI18pv\nAe8gfh6v/I6arYypePyrgVLxOKsVm18ijs9/B5w8npabiYh0U7OJmuuAs939GzUSNT8CNnb3jdoc\nK2Z2E3C/u29lZv8jlj5tWXWfji99srJ9AtjJS75Nc19giwN/I8ZirkdUDa1O/FyvLt4gJdC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N6eze/XUMJhEeAG4ATgsGK19sk30dY1oZAujYtfE11fbsaE4N7Y//0W0BW3rnEcp0RIKtSIyO3Y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cz+bWZvpd/8S2b2KzNbNpdugJldamYfmNlMM7vLzJq0DaVjSJZE1RxHuhaJNM/Mdjez0el3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\nMhKR9hKjzQqMIp3MiYiISOsbR9peO7YnmRKCewj+JPBFYEHgLmBb0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5Pmv8xRcPTMg5lG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tV/IbYD/gR8De7r6Lu38riyDNYDyiTEcR2T0/BH5HpHZNKQ/SSM84GfijgjQiIiIiIiLD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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113803f50>"
      ]
     },
     "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
}