cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_wiltshire_outside_10cm_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Outside 10cm (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_outside_10cm_scaled_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_outside_10cm_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_outside_10cm/IMG1.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG3.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG5.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG7.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG9.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG11.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG12.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG11.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG12.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG13.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG14.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG15.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG16.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG17.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG18.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_outside_10cm/IMG19.JPG\", \"../../eval_data/motion_images/wiltshire_outside_10cm/IMG20.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=True, 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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IpuukUsAp6TBJ9wPY/pzt+5qoY5CkRZJ6lC3vL+kSSVMlzZH0vKTRklat/55U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uHjDWAFcLlfOAo4V7VmY5dauCPa9wDzRbhQhOYJ0mIYSSP9nWmRTKAXzrJ4Nl/aSCQP4Szv1DIJ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\nVhRFURRFUZQ0+f/BTcGMFfWTzAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ba143d0>"
      ]
     },
     "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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YmvQjpMlIlyG9ZKibExERw8MqQ92AiKFie+uhbkOsULYCWnfe/CHlZkkREfEC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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119859090>"
      ]
     },
     "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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hHCws1K7t620/2mE79wX+y/Zjjcc0ysHMvkRERMRSTV3fM2PwSLLthbKYXS2P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zdGchokcXt6It23lfHsi7/UL0Ipvuk1OblxCreVVLJ0dwVP+nuWA7l2tKRmJTE8O5n+28sYXVLJ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\nlugAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119859490>"
      ]
     },
     "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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1wp/MgxcBa5dNOhJYWGX8yDyslueAjeooUkTETcAGpHbcV0bES2VlHg3sybJg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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bc2df90>"
      ]
     },
     "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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M47MLxjzg6ZxVdH2YWfj8GrBy/rwm8FSVpkcCV5SUZOAh4C2S9bbEarYHFV6P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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bc19450>"
      ]
     },
     "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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/tbbnEErmSNtv2b657TF5rO1XbL8BHAGsXxRWCGXzYtt32X6LULI/VPJGARNt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oJvHGyRfwA1qF6VZH0TVXkijULWkRE3q2wYRgwyHUe6uRDJtWMPYIkp0YZhGEYK+Lkb3A+cg0hB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\n4uK6bihFRc1jHNOAK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04D/o27f47F+ZqGXuKP42IsB4APJSg3Aze1EtYDXb/exLYHvuO2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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1254f6110>"
      ]
     },
     "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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9rdVmRSQNBj4H/Nr2B7bHATcXiuwHjLH99zwedwKPALvk/TG2X8nf7wVuJ92o\nlPiAZHB/ZPs24B2gVl/6ks6Bqc111vYDwGqShpKM50sqFPs6MCf/znfntF2akx0EQRAEQden2xrN\nXZBBwIyytN+RPMK353CCI6tVzmEUp+YwitnAKzmrGL4wrfD9PaBn/v4J4OUqoocAN5QMYuBZ4EOS\nV7ZEP9t9C9vz1bu5kFptVmMgMNP2e4W011h0k7EWsGfRgAf+G/g4gKSdc1jK2znvqySPdYm3bS8o\n7M9j0RhVYiawgHRjUw+jSZ77bYEbqByacT1AvrH5GxGiEQRBEARLBGE0NwBJm5OM5nHF9Ox9PcL2\nuqQQicMkfamUXSZm31xme9t9gLVL4utQYSKwTo28ncqM4pVtN+tdBd4FVinsf7zONquFvUwF+uYw\nhhJrFcpPBEaX6drL9mmSViDFCp8GfCyHb4yhDZMObc8DHgD2qLPKZaRJgrfa/k8xQ9KawHak2Pap\nkqaS4p6/WggvCYIgCIKgmxJGc+sQgKTekoYDV5CMvWcoGHGShktaT5KAOcBHJM8mJK/xugWZPYH3\ngRmSVgFOrtRmFW4FBkg6VNIKknpJGpbzzgNOzqERSOovabc6ZT8OfF3SSpLWI8UJ19NmRXm2XyOF\nWxwvaTlJXySFeZS4DNhV0o6SlpG0Yp7gNwhYPm/TgQWSdgZ2rDEm9fJzYKSkI0rGrdJycldU0P8V\nUmz4ryrI2R/4NzAU2CRvQ0mx7ns3QM8gCIIgCDqRMJpbx82S5pA8o0cBvydNTIOmk+fWA+4A5gL3\nA+fYvifnnQIcncMQDgMuJYUqvE6aZPYATT22lSblGdIqHsCXgV1J3twXSCEEAGcDN5FCROZkucPK\n5MxS03Waf5LTzyTFZU8D/kIyautps1zX4vd9gM+TQlmOoRAbbHsysDvwS+BN0vgeDii392PSBLsZ\nJEP0xkrj0RJyrPJ2eXtJ0tvA+aSbgsXk2r7f9hsV+nkA8Cfbbxa2aaSblgMIgiAIgqBbo+rvnOiA\nxiXbXswrWS09CIKWE+dTEARBELT9ehie5iAIgiAIgiBohjCagyUeSc9o8VeFz5UUscZBEARBENRF\nhGcEwRJOnE9BEARBEOEZQRAEQRAEQdDuhNEcBEEQBEEQBM0QRnMQBEEQBEEQNEMYzUEQBEEQBEHQ\nDGE0txOSnpa0dWfr0RokvSpp+xr5X5F0QzMyBucVKkpvTxwr6eBaddqT3Kft8vcfSjq1s3QJgiAI\ngqD7EUbDZVErAAAgAElEQVRzK6hkVEoaKWlcad/2xrbvbUbOEEkLJPUoSx8g6SJJUyTNkfScpOMk\nrdzYnlSl0tsHi5xEeqMhALkP7xSWcpthe6LtXl60PMtCmeVj1UEU+3MhsK+k/h2sQxAEQRAE3ZQw\nmltHc0ZlS1m4/Imk1Uivul4B2MJ2b9LrqvsA67ZIaKYsbdk2KSptDvS2/XBZ1qezkdzL9mptaaMO\nHdrUB9vvA7cRr7cOgiAIgqBOwmhuHE2M6LJwgGGSHpE0W9Ibkk7PxUqe6FnZo7wFcBgw2/Z+ticC\n2J5s+6e2n8ryviBpvKRZkh6WtGWh3bGSTpR0H/AOsE72BP9A0ovA87nccEmPS5op6T5Jn6qznzsD\nY5srVMOLvj5wHrBlySud01eQdLqk1/IYnStpxZy3raTJkn4uaSpwUb4f+IWkCZKmS7pKUt9CO/tn\nWdMl/bKCimOBXerscxAEQRAESzlt8th1FjpeFwBDgXnAPj7WszpBRvni2OX7RSP6bOBM25fnEIuS\ngboV8ArQx/YCAElnAddXbTR5om8FfghcAXwTuFXSurZn5mL7kYzb54FlctruwObAe5I2Ay4ChgOP\nAPsDN0kaavuDZvq9MfBQJdWaqQeA7X9LOgT4tu2tClmnAmsDmwAfAn8FjgFKBu8aQF9gcO7Tj4Hd\ngK2Bt4A/AOcA+0jaEPhTHoOHSaEka5ap8u/cVhAEQRAEQbN0V0/zUGAbklF0fifIEPC37KWdKWkm\nyWCrFrIxH/gvSavbnmf7oYKcclYDptZoexfgeduX215g+0qSAbhbzjcwyvZzOb9kBJ9ie1YOTfgu\ncL7t8U5cCrwPbFFH31cF5lZIf6wwHmc1I6M8ZETAd4DDso7vkAzdvQrFFgDH2v7A9n+AQ4CjbU/J\nfTwe2EPSMsAewM22/2l7PvDrXL/IXFLISxAEQRAEQbN0V6N5Xv4cTzKeOlqGgd1t9y1twA+o7m09\nmGSkP5fDKWqFBbwNDKyRPxCYWJb2WlmdSRXqFdPWAg4vM/rXbKbdEjOB3hXSNyuMx0/qkFOkP7Ay\n8GhBn9uA1Qtl3soGcIkhwA2F8s+SPNRrAAOAyaWCtueRxrVIL2B2C/UMgiAIgmAppbsazfsAVwM7\ntiY0o4EyilQNT7A9wfY+tvsDvwWulbQSlT3TdwL/Uz6Br8DrJKO3yFo5fWGTldQofJ8InFQ0+m33\ntH1VtT4UeJJ0A9AWyvWbDrwHbFjQZ9U8CbJanYnATmV9WNn2FJKn/hOlgjkkpl9Z/Q2Ax9vYj6Cr\nIV2ANBZpDNKqna1OEARBsOTQLY1mH+tZPtYj2mLsNkJGvUjar7C82WySAbiAFIu7gKarYpxB8uRe\nImlwrj9I0u/zZL0xwFBJe0taVtIIYH3glmKTzah0IfC9PEFRklaRtIuknnV0ZwwprKUtTAPWlLQc\nQI7nvhA4qzROuc871pBxHnByYYz6SyqFqFwLDJf035KWB37D4sf6NiRvdrBk0YjQrSAIgiBYjG5p\nNHdRai1D9xXgaUlzgTOBvWy/n8MGTgLuy2EGw/Jkvi8AHwAPSZpD8j7PAibYnkGawHc4yUN7BDA8\npxd1Kddt0Y79KCmG+I/ADOBF0vJrzS6jZ/tfwGxJw2q011z6XcAzwBuS3sxpRwITgAclzQbuoKlH\nu1zW2cBNwO15jB4AhmUdnwX+H2ky4ZTcx4XhKXlVjp2BS6r3NOimNCJ0KwiCIAgWQ4vePdEOwtPj\n0T8DG5GMnm/ZfrCQb9uLeUWrpQddA0lfBn5g+386W5fWIOmHwJq2f9HZunQES9X5lP5zzgcOwe3/\nFCkIgiDoPrT1etjeRvMlwD22L1Z6IcUqtmcX8sNoDoJ2Js6nIAiCIOjCRrOkPsC/bK9To0wYzUHQ\nzsT5FARBEARtvx62Z0zz2sBbkv4i6TFJF+ZVDIIgCBZRz4oXsSpGEARB0Mm05xsBlwU+A/zQ9vj8\nwotfkN7ythBJxxV2x9oe2446BUHQ9SiteAEpHnlEK8sEQRAEwUIkbQts2zB57Rie8XHgAdtr5/0v\nAr+wPbxQJsIzgqCd6fLnkzSGtJrJeGDHihP46ikTBEEQBDXosuEZtt8AJkkqLRu2A2mZsSAIgiIL\nXzRUwxiup0wQBEEQtBvtvXrGJqQl55YHXgIOitUzgqBjifMpCIIgCLrw6hl1NR5GcxC0O3E+BUEQ\nBEEXDs8IgiAIgiAIgiWFMJobjKSnJW3d2Xq0BkmvStq+s/XozkhcIDFWYoxEi5ZGa0vdIAiCIAja\nlzCaW0glw1LSSEnjAGxvbPveZmQMkbRAUo+y9AGSLpI0RdIcSc9JOq4D17d23moiaaikayS9JWmW\npCck/VRSj0LfHiurs7qk+ZJeqSBvrKQZkpZvYF86i9LSaDuTlkbrqLpBEARBELQjYTS3nLoMyzpZ\nGFcjaTXgAWAFYAvbvYEvA32AdVskNFOW1pA1uSWtCzwEvAZsbHtVYE/gs0DPQtGVJG1U2N8HeJmy\nsZM0BBgGvAns1ggdO5l5+XM8cEgH1g2CIAiCoB0Jo7nBZE/0dvn7MEmPSJot6Q1Jp+diJU/0rOxR\n3gI4DJhtez/bEwFsT7b9U9tPZXlfkDQ+e3cflrRlod2xkk6UdB/wDrBO9vj+QNKLwPO53HBJj0ua\nKek+SZ9qYRePB/5p+wjb07KeL2S95xTKjQYOLOzvD1xK4UYhcwBwZ4Xy3ZWFS6PZtHRptLbUDYIg\nCIKgHWnPNwK2KzpeDfH2+thWzaKsVaeo19nAmbYvzyEWJQN1K+AVoI/tBQD5jYnXV20weaJvBX4I\nXAF8E7hV0rq2Z+Zi+5Ee7T8PLJPTdgc2B96TtBlwETAceIRkyN4kaajtD+rqOWxPerNjc1wOjJN0\nJLAByQv9EPCdsnIHAMcCDwPHSvqY7Tfr1KXLkY3dVr2tri11gyAIgiBoX7qt0dxKY7cRCPibpA8L\nacsDj1YoOx/4L0mr255OMhpLMspZDZhao91dgOdtX573r5T0Y1JIwyUkY32U7edy/oIcoXGK88sg\nJH0XON/2+FzmUkm/BLYAxtVou0i/ZvQsMZlkvH8Z2I7kZW5CfkvkIOAm23MlPUvytp5Vpy5BEARB\nEAQdQoRntBwDu9vuW9qAH1DZED6YNLnruRxOsUsNuW8DA2vkDwQmlqW9VlZnUoV6xbS1gMNzaMZM\nSTOBNZtpt6V6ljDJUD4I2IsUflE+RgcCt9uem/evYckI0Qg6ifZegeQ27fzcI/rsrPu15Zsn6ui1\nGi0/CIIg6Lp0W09zF6Oi19v2BJLnFEnfAK7NYRaVQkvuBP5H0vGu/MaZ14Gvl6WtBdxWbLKSGoXv\nE4GTbJ9csRf1cSfwDWBUHWWvB/4IPGJ7sqT1SxmSViKFmPSQVPJcrwCsKunTtp9sg47B0ktpBRJI\nK5A0NNylP28O+ByP9QF4nxXGAYMbKT8IgiDouoSnuR2RtJ+k/nl3NsmAXQC8lT+Lq2KcAfQGLpE0\nONcfJOn3ebLeGGCopL0lLStpBLA+cEuxyWZUuhD4Xp6gKEmrSNpFUs9m6hU5FviCpNMkrZH1XE/S\naEm9iwVtvwt8Cfh2BTlfAz4kxTtvkrcNSGEiB7RAnyAo0q4rkMxn+fkAT7HRu/fxxa0aLT8IgiDo\nuoTR3BiqLUP3FeBpSXOBM4G9bL9vex5wEnBfDpMYlifzfQH4AHhI0hySV3cWMMH2DNIEvsOB6cAR\nwPCcXtSjXK9FO/ajpIl4fwRmAC+SDNS6J1XafhnYEhgCPCNpFnAtyUh5p7xd24/ZLq7NXMo7ALg4\nrxDyZt6mZd32KV/DOgjqpF1XILmb7Tf/B9tMupGvbXS0T3yt0fKDIAiCrosqRwJ0UONV3gFeLT0I\ngpYT51MQBEEQtP16GN68IAiCIAiCIGiGMJqDxZB0m6S5FbZ61mcO6qC9V3kIWoh0AdJYpDFI8XsE\nQRAEixHhGUHQCUiMZdEqD1fb7fdSkzif6kAaS+H3wI6XzARBECxhRHhGEHRP2nWVh6DFxO8RBEEQ\n1CQ8zUHQCeSQjPOBQ9pjlYembcX51CzSfwFXAtuT36AZBEEQLFmEpzkIuiE2s2xGtLfBHNTNMOAz\nwKadrUgQBEHQNQmjOQiCIL0oaDxwHtIKna1MEARB0PUIo7mdkHSupKM7W4+ujqRTJB3aTJl9Jf1f\nYX+BpHXaX7uKugzJ7ffI+9dK2qkzdAkayvqkt3L+Gziyk3UJgiAIuiAR09wKJL0KfIz0GuiPgGeB\nS4EL3MIBzbK+ZfvuBqvZIiQtD/yS9Ea1gaRXfd8N/MZ2u7z5LL9i/F/Aurbfl7RtbvPdQrG7be9e\nVm8BsJ7tlyWNAibZ/nV76FhB5yHAy8CythdI2hw41/bnOqL91tDVz6cugfQUsD/wNumY/ALprZtD\nSZME96ka6yxdUFe5IAiCoFOJmObOwaRXWPcGBgOnkrxTF7VSVlcwaK4lvaZ7b6A3sAnwCLB9SwVJ\nWqZsX5Iq9XEkcKvt9wtpr9vuVdh2r1CvYZTr2lJsjwd6S/psg1QKOpp0DKwHvIA9CTgROI9kCG8D\n7EyatFmNessFQRAE3ZgwmtuI7bm2bwZGAAdK2hBA0ihJJ+Tvq0u6RdJMSW9LujfbkaNJRvfN+eUh\nR+Ty10iaKmmWpHtKMgtyz8ny5kh6sBiqIGkjSXfkdt6QdFRO7yHpF5ImSJou6SpJfXPeDsAOwO62\nH7W9wPYc2+favjiXGSjppiz3RUnfLrR5XA5TGC1pNjBS0lhJJ0m6j+Q5XrvC8O0E3NPcGEsaKWlc\nhfTvkjzjP8/jd2NB1+skvSnpZUk/qqHrgZL6SLpI0hRJkyWdUAi/6CHpdElvSXoJ2KWCimOrpAfd\ng7WBadilZef+CPQB+ub95pahi+XqgiAIlgK6p9HciLd3NfgNYNnjOBnYqpSUN4DDgUnA6qSwjqOc\n2B+YSPJa97J9ei5/K8nz1R94DLi8rLkRwHGki/oE4KTUJfUC7gTGAAOyjLtynR8BuwFb57yZwDk5\nbwfgIduv1+jilVnXAcAewMmSvlTI3w24xnafgr77At8Geua65XwKeL5GmzWxfUFu67clr3Q2dm8m\nPWIfSPKU/0TSjlV0/SswCpgPrAtsBuyY9Qb4Lskg3hT4XO57eQjOcyTPfNA9WZ8Uy5ywPyT97h8H\n/gbs2EzIxT7A1XWUC4IgCLox3dNobszj0PZ4pDoFWK1C+nySsTnE9ke276slxPYo2+/a/gA4Htgk\nG8SQDLbrbT9i+yOS0VhaJms4MMX2mbbn237H9sM57xDgaNtTCnL3yOEJ/YA3qukj6ROkGM8js9wn\ngD8DBxSK3W/7pqz/f7Keo2w/lz3XH1YQvSowtyxtYPbIl7Y9WdxIXUzFwvfNgdVtn2j7Q9uvZF33\nqqQryaO4M/BT2+/Zfgs4q1D+m8CZtl+3PRM4mcXDad7JfQm6J02NZgD7UdKN4tRmDWF7FvaIMJiD\nIAiWbJbtbAVaSSMeh7bHI9U1gRmF/ZJx9TuSZ/j2HNp7ge3fVhKQPaUnkzya/YEFOWt1FhmY0wpV\n3iN5cgE+QZqkVokhwA15El2JD4E1gOnAf1XvFgOBGbaLE/QmkjyvJSZXqDephkxI3u5eZWlTbH+i\nmCBpZDNyiqxFNrwLacsA9xb2J5eVXw6YWgi77sEiz/gAmvajkse8F8R6y92Y9Unx++WcCDyPdCp2\npd89CIIgWIrorp7mRjwObegj1byKwkDgn+V52eN7hO11SaEBhxVCG8q9qPvmMtvn8IFSLHA9kwUn\nAtWWYpsI7GS7b2Fb2fYUUkjHMEmDqtSdAqwmqWchbTBNjc9K3uDmPMRPAp9spkxzlLcxEXilrJ+9\nbQ8vlC/WmQS8D/QrlO9j+1M5fyqpryWK30tsADzexn50CSQukBgrMSa/tbDLUreu5aFYi4dmLe5p\nBkhPHS4AjmqIHkEQBEG3pnsazY14HNp2GQKQ1FvScOAKYLTtZ4r5ucxwSevlFSTmkJapK3l8p5Fi\naUv0JBlxMyStQvI6L9ZuFW4FBkg6VNIKknpJGpbzziPFIQ/OOvWXtBuA7buAO0ie6M9IWjbX/Z6k\ng5xWFLgfOCXL/TTwLeCyesaoBmNIITJtYRpNbxQeBuZK+rmklSQtI2ljSSWveBOdbE8FbgfOyH3u\nIWldSVvnIlcDP5Y0KE+c/EUFHbYGbmtjP7oK3WkliNaublG+X9loTvweGEE+b9qoRxAEQdCN6Z5G\nc9fgZklzSJ7No0gX14MK+UWP5noko3Quyfg8x3Zp1YhTgKNz/O5hpPWeXwNeB54GHqCpZ7TcU1pK\nw/Zc4MvAriQP6QvAtrnM2cBNpBCROVnusIKMPUhG7FWkUIOnSK8VviPn700K8ZgCXA8cU1hbupJO\nVEkrcinwVUkrNlOnXH7x+0XAhnn8rre9gBTbvSkpVKXkLexdQ9cDgOVJ623PAK4hTQIDuBD4P+AJ\n0iP864r18xOGubYrPd7vjnSnlSDq1bW8XHH/KFKY2rQK9er1NnenMQuCIAhaSbzcJOhUJJ0EvGn7\n7M7WpTVIuhb4s+2/d7Yu1WjJ+ZTDC84HDrG7dpx23bqmEIzzgUOwZzXZh42B07G3qFG/P2mVl00r\nxTZ3pzELgiBYmmmrfRlGcxAs4cT5VIO03vgXsUc2U+5UoA/29ztCrSAIgqDxtPV6GOEZQRAszdSK\nZy5ST2xzEARBsAQTRnMQBB1GF1xpoqrR3ERX/AF1rKQRBEEQLLmE0RwEQUfS1VaaqOVpLtc1vM1B\nEARLMWE0B0HQkXSdlSbSqi1rAi9VKdFU17SSxnnAsR2gXRAEQdDFCKM5CIKOZOFLhbrAShPrAa+S\nXitfiUq6ngbsirRhRygYBEEQdB1i9YwgWMKJ86kK0h7Afthfa2G9I4D/xv6fdtErCIIgaBdi9Ywg\nCILWUe/KGeX8Efgs0pYN1icIgiDowoTRHARBhyHRX2J7ibUllu1kdVpnNNv/AY4DfosUHvwgCIKl\nhDCaG4ykcyUd3dl6BEGjaNQycRIivYL9d8BY4F2JlyRul9itQerWo8cqEudNp98WM1n1xVaKuRTo\nB3y1gaoFQRAEXZgwmluIpFclzZM0R9JMSfdJOkTZ42T7+7ZPrFPOdu2vcbN6LC/pOEkvSHpH0iuS\nLpK0Vge1/xVJ9+bxfFPSWEm75ryRkhZIOqOszu45/S9l6T1zH8Z0hO5LEY1aJm5XYFVgc5u1gN7A\nTqT1j8+QuExitbYqWwdHigXrr8y8tddjwrUSJ0oMaZEE+0Pgl8ApSMu0h5JBEARB1yKM5pZjYLjt\n3sBg4FTgSOCiVsjpCo92rwWGA3uTjJhNgEeA7VsqSGXGgzI1yu9BWp1gFDDI9seAY0jGVYmXgD3L\nZB8IvEAawyLfACYC20pao6X6B1Vp8zJxORTjt8DPbT4CsHnf5kWba0nH3dvA0xK7N0DnanoMAf7f\nCfz6Zyvz3lsz6LcD0BN4ROIxiQfKtl9nD3klbgLmklbZCIIgCJZ0bHfalpqvP70rbMArwHZlaZsD\nHwEbkQzAE3L66sAtwEySQXAvyVAencvPI110j8jlrwGmArOAe4ANC22MAs7J8uYADwLrFPI3Au7I\n7bwBHJXTewC/ACYA04GrgL45b4esw6Aa/R1IMg7eBl4Evl3IO45kdI8GZgMHkx67nwTcl2WvU0Wu\nSAbu4TXaPhAYB4wBvprTVstjdBrwl7LydwOH5XGoKndp29p6PoFXBV8FXrUNMr4LvhusZsptDZ4A\nHg1eofFj4avBxxh2MIwtpK8E3gK8ZWHbCjwefC64R0WZsJXhVcNKnf07xxZbbLHFVntr6/Ww+3qa\nJTdkawC2xwOTga1I3s+S3MOBSSTj+WMkQ9a29ycZjMNt97J9ei5/K2nt2P7AY8DlZU2NIBmqfUlG\n8ElpKNQLuJNkXA7IMu7KdX4E7AZsnfNmkoxvSEbzQ7Zfr9G9K7OuA4A9gJMlfamQvxtwje0+BX33\nBb5N8uBNrCL3k6QXS1xbo+2Sh280cED+vhdwI/B+k4IpnGRrkuf66kL5oI3YzLIZ4VauqyyxCumF\nID+3F3s6UN7WvSSvc2/gvBpe3tbosTXweeB0yiYB2rxn86DNA4VtHOmJy/rAZRLLVVB4HOkG8axG\n6RkEQRB0Tbqv0WyrIVvjmAIL4zFLcueTjM0htj+yfV/tLnmU7XedXrZwPLBJNoghGeLX237E9kck\nA3XTnDccmGL7TNvzbb9j++GcdwhwtO0pBbl75HCHfiSvdEUkfQL4AnBklvsE8GeaGqT3274p6/+f\nrOco28/ZXuAU+1mJfvlzaq0xydxACrnoDewPXFKhzP7Aw7YnkyabbShp0wrlgo7nMOBem0fqKWzz\nLinkYVPSjWebkVgGOJtkuM+jzpUzbOaQJvv1BG6QWLlCse8DX0KKMI0gCIIlmO5rNHc9BgEzytJ+\nR/II3y7pJUlHVqssqYekUyVNkDSbFAYCyUtdYlrh+3ukCznAJ4CXq4geAtyQJy3OBJ4FPgTWIIVr\nDKjRp4HADNvvFtImkvpaYnKFepNqyCzxdv6s1T6w0Bi/Ffg1sJrtB1g8HvwAUngLtt8mhYkcWIce\nQTsi8THgJ8CvWlIvG867AT+VmsS4t0aHC0jH/VrA/+Xkupebs3mPFC8/C/i7RO+yAnOAbwJnI32y\nLboGQRAEXZcwmhuApM1JhuS4Ynr2+B5he12SAXBYIbSh/DH1vrnM9jnUYe2S+DpUmAisUyNvJ9t9\nC9vKtqeQQjqGSRpUpe4UYDVJPQtpg2lqKFd63F5P2MvzJON6jzrKQlri6zDgsvIMSV8ghaQcLWmq\npKnAlsA+5ZMTgw7nGOBSu+pNXVVsJgFfBy6W+FQbdNiAtAJIXxat/tGiNZptPiDdmL1KCu8oL/A4\ncDRwNdJKbdA1CIIg6KKE0dw6BCCpt6ThwBXAaNvPUDByJQ2XtF5eQWIOafLfgpw9DVi3ILMnKU53\nhqRVgJMrtVmFW4EBkg6VtIKkXpKG5bzzSHHIg7NO/SXtBmD7LtKkuRskfUbSsrnu9yQdZHsScD9w\nSpb7aeBbVDBcW6AruW2TjOBf56Xlemdv+xclLbasme17SDHYf6gg7kDgdpJxtEneNgZWIi2TFnQC\nEkNJMegntVaGzUPAocBN2WvdUh2WId3oQWn1j3QT2I/q8fbVdFlAmiOwi8QXKxQpebQjvjkIgmAJ\nJIzm1nGzpDmki+5RwO+Bg3JecSLgeiSjdC7J+DwnG38Ap5A8ozMlHUbypL4GvA48DTxAU4+tWdyD\nW5oKOhf4Mmmptqmk5di2zWXOJq1+cXvW+QFgWEHGHqQJhFeRHj8/BXwm6w1pKbohJK/z9cAxtu+u\noRNV0hYvZF9Hmtz4rdzvN4DfAH+rJN/2P2zPKuZJWgHYE/iD7TcL26s0nUAYdDwnA6fbTG+LEJu/\nkmL4/y7x+XrqSCi/MOUJ0rF7I7Bjnsy4DvAK9oJaMqroMpsUbnK+xPJlmSbNIYj45iAIgiUQ5SU4\nOqdxya4wGa9aehAELaczzieJLUgx5kNzTHBb5fUg3VwdBzwE/MquHF4hsRVp/fTepBeQ3NJk1Q7p\na8DB2K2Klc4retwC3Gcv9kQI0gTUO4AdSJNngyAIgi5AW6+HYTQHwRJOR59P2ai8F7jY5i/NlW+h\n7JVIIRI/I3mPryVN8Fsnb0OBPqRY6sudX6RSJuQwYC3sQ9ugxxDSS4A+b/NShQIjSC9z+Tz2tMXy\ngyAIgg4njOagSyPpHSqHa+zU3BJ8QWPoBKN5d+BEYNOKRmtj2uhLMpw/T1pp5uXC9oTddB3vssp/\nBF7EPruNOvyMFGe/U8X1p6XjSWFT25FWgAmCIAg6kTCagyCoSUeeT/l12U8Bh9uMaYOcC0he43nA\nPq19sUoV4bcB52Df0pb28stOxgO/tbmiQoEepLkC7wEH0pl/tkEQBEGbr4cxETAIgkbyLdJk1Nva\nKGcosA1p9ZPFVlNpI+uw+LrmLW4vL0N3CHCGxCYVCiwgreyyIVB1jfYgCIKgexBGcxAEDaElr8uu\ng3n5My0T1yjSut1rsejlQW1qLy+J9zPgDoljF3vVtj0P2B34YZ6AGARBEHRT2t1olvSqpCcl/UvS\nw83XCIKgm9Ki12U3wz7A1SxaJq5RDALexi5f0aPV7dlcBmxGWsrx4cW8zvbrwNeAC5C2aa3iQRAE\nQefS7jHNkl4BPmu7/BXTEdMcBB1AR5xP+cUjzwGbt+btfx2GtC1wAvZWjReNSOEYpwHnAqfl14GX\nCmwHXAl8FbsRNxZBEARBC+guMc1LnQEs6WlJW7eT7AWSKr42W9K+kv6vPdqtoc8VknZvpsxRki7M\n34fkPnRKeJCkbSVNKuw/JGnDztBlCaLVr8vuYCrFMzcEG9uMInmd1wdelPj+wpCN9FKg7/x/9s47\nTq6qfOPfJ4FQUyih16ABAoRepAZClS4gCEgRJOpPBAVRBKULKIg0hUgvKkUgAqGHldCbNAm9JKEl\nQEJCKCHw/P44d5PJMrs7O2XvzO77/XzuZ3funHvOc+/M7L5z7nueF7iFeL8FQRA0HJ0RtBi4W9Lj\nkn7YCePVnCzlZGiLfQdIGt382Paqtu9rp5+iwaOkxSVdLOltSVMkjZF0vKR529Nm+2rb2xT0tbOk\npyR9JGmipHskLVfqubZHVlp7sO0R2eMDJH0paWrBdo7tU20Xff0lNUk6qFqayuAMUiXCoAyqUS67\nExlwCQeuItEkMVKiX7UHsHnLZk9Shc5dgTESe0n0IH1OjgTuQFq+2mMHQRAEtWOOThhjI9vvSOoP\n3CXpBdszg0tJxxe0bbLd1AmaKqW18tHlMnMmXtKCpFLX9wMb2B4raSngCNIs2XMldyp9A7gc2NX2\nvZLmB7aGjnvnSprD9owiTw0Drmqx7wHbHZllr+haSurhMkoiF3AzcIGkRR2FKMqhKuWyO4kVnmKN\n+ePcZmUAACAASURBVIC1s8cXkkq5Vx2bJ4CtJYaSKhQOk9jF9lVIfYC7kDbBfqcW4wdBEHR3lFLy\nhlSrv5rPNDv7h2B7InAjabFM4fPHF2xNtdZTQ2YL/LLZ6C2y39fLZto/kvSupDOyZs0z0ZOzGeUN\nSIupPrK9r+2xALbH2/657cKAeStJL0mapFSsoXncwhnvNYDXbd+b9fOx7Rtsj8vaziPpMkkfSvqf\npF+2SFt4Q9JRkp4BpraSTrEt8J8W+4rlqR8v6cqv79YpwCbAec2z0tkTK0m6S9IHkl6QtEfBQZdJ\n+qukkVnxlCGSlpD0L0kTJL0m6dCC9rOdJ7BuoQinwhNPANsQdIisXPb6QEWFQjqRAa+ywqTs9+o6\nc7SCzT2ka/Q/4F6J/th/Aa4Arkeas80OgiAIgrKw3VQYZ1baX01nmrN0gp62p0qajzTLeUKl/TY1\nabZCBEOGuMOr66vQR8vAsOXjwiD6bOAs21dn12S1bP8mJOurvs0zpZL+DNxQwvjbA+uQSgY/Ielm\n2y1zmZ8EVpL0J+DfwOO2Py54/jhgedIM9vzA7Xx91ncvknft+y1nc7PXdHngxRL0FptNtu1jJG0I\nXGn7koJ+7wKOJQWyg0l3KZ6zPSY79nvAdrYfkjQPaWb+RtKs4dKklKAXbd9Z4nmOgSJeu0GrZAvf\n/gj8zqalG0W9MmB3rt9oJNufBAyrsjNHq9h8JXEoKQ1otMRWTlUTNwBOAn7dGTqCIAiC8qn1TPOi\nwGhJTwGPALdkQUylVKPwQSV9CLgpm+WdJGkScD6tpxlMB74paWHbn9h+pKCflixIKg7RHqfZnpLN\nGt9LmlWeDduvkW5LLEmy05oo6dIsKAXYAzjF9mTb40nBfaEmA+fYfst2sbLEzfmgU1vs36Dg2nwo\naf0Szqdw3B1IM+SX2/7K9lOkLxJ7FLS5yfZD2e+DgYVtn2x7hu3XgYtIAX8p59l8DlXPb+3i7ES6\nZlfkLaQkUkrEvAdy2cs2e3ZWwNxMtlDwt8BwYLTwN4D9gL2Rvt2ZWoIgCIKOU9Og2fbrttfItlVt\nn1qlrqtR+KCSPgzsbHuB5g34Ca27hBxECtLHSHpU0vZt9P0BsEQJGt4t+P0TYL5ijWw/YntP24uQ\nZrY3BY7Jnl4CGFfQfGyRLsYV2ddMc9DRu8X+hwuuzYLZl4T2HFQKv3AsC6zf4kvJ3qQvYc1tx7do\nv0SL9kcDi2TPl3KefYBJRfYHRcjKZZ8G/MrueI58TiTnjJzLWdv8iTTj3CS8OOm9fQnS0nnqCoIg\nCNqmUSsCzixEUE5qRhX7KKTVoND2K7b3tt0fOB24PkspKPbP+25gV0lVt+lz8oa9EVgl2/UOsExB\nk2W+dlAbi/RsTwNeBVYsZfgOPDcW+E/hlxLbvW3/XyvHjCXNTBe272N7h+z5Us5zZeDpEs4jSFSr\nXHZnUjO7uY5icwlwFHCj8DPAn4F/lp3fLA1HakIaiRR3TIIgCGpAQwbNQ4Z48pAh3rOSYLcafZSK\npH0z9xCAj0gB31fAxOznCgXN/0Sa9bxc0jLZ8UtKOlPSqq0NQfHFdxtLOrh5bEkrkWywHs6aXAsc\nLalf5tBxKB13shhJSnNpj7a+BLzH7NfgFmBgdt3mzLZ1M/3F+nqUtFDxqGzRX09Jq0paJ3u+2HnO\nEibNDaxFyqMO2iErl3081SmX3ZkMIH3JqwuySoJ3Ahddx+5/AKaQ8pvLoRopa0EQBEEbNGTQXKe0\nZUO3DfCcpKnAWcBetj+3/QnJ2/aBLK1gPduTgA2BL4BHJE0hzT5PBl4pGKu1sQt/n0TKO302G/s2\nUm7wH7LnTwDeJC1GvJ2Um9rRGe7hwD6taGlNY8tzOBvYPct//nO2WHFrUk7yW6QZzVOBXsX6yhYo\n7kDK636N9GVkOOnLR2vnWTj+jsC9tgtTXoLW+QXwnyqVy+5M6mamuYBfAN/8Ltf9CPg+sC+lrQFo\nSTVS1oIgCII2qHkZ7TYHjzLadUXmZ3il7Q7lVkq6Gri2ucBJoyHpYeAHtp/PW0stqObnSWJR4Hnq\nvVx2MVKlzLOxR+YtpRCJbwIPAtsYbQGsin1ABzvpR5phHoZrf/csCIKgEan0/2GbQbOkRUjOA5sC\ny5Fm594k+QtfZ3tCuQNn/UfQXEeUGzQH9U2Vg+bzgek2P69Gf52K9DKwA3YpFomdisSewCnD+eHW\nP+SiJ4HlIvgNgiCoLjULmiVdTMozvY2UM/oO6db94qQCJdsCr9g+uOzBI2iuK7Kg+QrbxRbKBQ1K\ntT5PWbnsB4GVGqT63yyknqQUhr6kYjZ1h8RfgIW/QgiasgIoQRAEQZWoZdA82PYz7Qzebpt2jo+g\nOQhqTBWD5uuBx21Oq4KszkVaDhhNHd9FkZgbePwsDv/74Zy9B7BW3vZ4QRAEXYlK/x+2uhCwORjO\nUjRaDrpiYZsgCLo2DVguuyWd5pxxm7Yb87jWnvygvjXhZB27LFDUEk5iuESTxEiJfjafAX89kjNW\nJVX6XLsz9AZBEASlUYp7xmhJewIocQRwU21lBUFQLzRoueyWdJpzRn8mLL4OT/bdkIf7b8T9o7Pd\nxSzhiu279kvm+PZU5r8SOKQz9AZBEASlUUrQPATYV9J1wH9IhSzWraWoIAjqisYql12cTguap9Nr\nOsCzrDLtATbeJNtdzBLua/tsJgL3b8+tE4E9kObvDM1BEARB+7QbNNt+B7iD5B28HHBZ5qMbBEH3\n4AfAaQ1ULrsYK9BJQfMohq57L5uNG8Euqxzrk9/Mds+sQFrgijFzn02hU8bVo9l0B5JL0V6doTkI\ngiBon3Z9miXdTXLOOBRYGrgYuM/2kRUPHgsBg6DmVLxaWLwM7GjzQhVldS7SY8BPsR/JW0p7SMwL\nvPUMqx26Gs8dil1OsZMgCIKgBTVbCFjA+ba/b3uy7WdJM84flTtgV0fSc5I2rVHfX0ka0Mpz+ygV\nbwiCqiExD+nLct2Uny6TeqwGWBSbT4Cb1+eR/sCSSIPz1hQEQRCUlp5xo6TFJO0saUdgYdsndYK2\nukTSG5KGtth3gKTRALZXtX1fO30slwXAPVrsX1zSxZLeljRF0hhJx0uatz1dtq+2vU1BXztLekrS\nR5ImSrpHyXar6kjaW9LjkqZm2kdK2ih77vjsXH/W4pjDsv3Htdi/fLY/PGrrg4HAqzZf5C2kbJJb\nRS9oAG/pzGXjLZZYaV4+2Re4ZAQ7/b3QZSNviV2WIg4nQRAEhbQbNEs6mFTc5DvA7sAjkg6qtbA6\nxtlWDWbeIpC0IPAQMBewge0+wFYk66mis8utdip9A7gc+LntvsDywPnQ8ZxUSXO08/wvgLOAk4FF\nSLOS55MWjzXzErBfi0P3B17k69dyP+A5YE9JvTqqN6g6K5PKZjcyyW6uMTyPBwKbLcE76/6NHw46\nhpNHDaFpxXmZ1tJlI6g+xdxMgiAIZlJKesZRwJq297e9P7AW8KvaympcspnoLbLf18tmYD+S9K6k\nM7JmzTPRk7MZ5Q2AXwAf2d7X9lgA2+Nt/9z2cwVDbCXpJUmTJJ1XMO7M2W5gDeB12/dm/Xxs+wbb\n47K280i6TNKHkv4n6ZeSxrU4h6MkPQNMbTkjXtCuL3AC8BPbN9n+1PaXtm+13fweMckdYF5Jg7Lj\nViF9OXic2b84CPg+cDzwAbBjiZc9qB2D6BpBc0OkZlDgqHEo5176e47Z/GlW/3C/ZFxS6LwRVJ9i\nDidBEAQzKSVofh8odMv4mEa4zVlb2koiL5zNOhs4K5vtHQBcl+1vtqHqa7uP7YeBLYEbShh7e2Ad\nYDDwXUnbFGnzJLCSpD9JGqKv21YdR5p9HgBsQ5r1bTkLtxdpxqWf7a9a0fItYG7gxhJ0X8ms2eb9\ns8ct2RhYFBhJulb7l9BvUFsGAWPyFlEhjRQ0z3TUeIulLgH26c/Eg47hlKlLMW6bFi4bQXUp5nAS\nBEEwkzZvvWe8CjwsaUT2eGfgmazIiW3/qWbq2qCpSVW51TpkSIdXUQq4SdKMgn29gCeKtJ0OfFPS\nwrbfB5pX7hcbc0GSS0l7nGZ7CjBF0r2kWeXZFgDafk3SENLs9bVAb0n/BH5qexqwB/Bjp38MkyWd\nDfyusAvgHNtvtaNlIeD9NoJqmHWuVwH3SzoW2BPYCDi1Rdv9gZttf5b5gv9SUn/bE9vREdSOrjLT\n/HTeIkoifSb3BEA8AXw5mGfe/4Jer45jmW+BR+aqrytTeO2DIAiKUGrQ/CqzZiJHZL/narpfRrBb\nLQzsbHtU8w5J+wMHF2l7EHAiMEbS68AJtm9tpd8PgCVKGP/dgt8/AeYrKjJZazVXclwHuAY4BvhN\nNs64guZji3Qxrsi+lnwALCypRzuBs22Pk/QKKVB+yfb4lI2RkDQPKWf+wOyApyS9QZr9adTSzQ2N\nxJykgPOlvLVUyAqUdjekrrCxxFUzmHMf0rqBn5PuwgRBEAQ50G7QbPv4TtDR6BQN4G2/Qgr6kLQb\ncH224K/YLPndwK6STnCVFyzZflzSjcAq2a53gGWYddt9mWKHldD1Q8DnwK7Av9po13x9rgAuAQ4o\nMs6uQB/gwgLnjH6k2ecImvPhG8BYm8/yFiIxnLRQ6xNg7w6mKQwAXq+JsBIpVX/LdsDVwMO/5tSj\nT+Po05BWu41tr+3PhMWn02v6KIauW1BApWVns/cVKQdBEAQV0WpOs6RLJLVaLlvS+pIurY2sroGk\nfSX1zx5+RAoQvwImZj9XKGj+J1LQeLmkZbLjl5R0pqRVWxuCIgG7pI0lHdw8tqSVSIvqHs6aXAsc\nLamfpKVIhWs6HKjb/oiU1nF+ZnE3r6Q5JW0n6fQih1xDcgRpzu0u1L4/qXDOqsDq2bYRsHob5x/U\nlnrKZy7P2UDqCSwJFA8sO49S9c/WzuY14MnT+fWewF+Aw/szYfF1eLLvhjzcfyPuH11qX9U4iSAI\ngu5MWzPNZ5FySjcgWYO9QwpyFgNWBB4Ezmj98G5FazZ02wBnZj7LbwB72f4cQNIpwAOS5gS2sf2o\npA1J1m2PSJoPeAv4O/BKwTitjVv4+ySS5dvJWT/vA/8E/pA9fwJwAWn27S3gMuCwsk7c/pOkd4Fj\nSbNiU0muGKe01GX7M2BU4eHZtVgC2AJYw/aEgucnSLqdtIDwqHL0BRVRT/nM5TobLAVMJPvc5Uip\n+ou1Ow248E2W2WRZxr5okmf2s6wy7QE23mTzyscMgiAISqCUMtpzAWsCy5KCnDeBp7MAqLLBo4x2\nXZAtGrzS9tJ5awmqT7mfJ4l/ACPtok4nnUpW1ONCYFiHUjPSe/tE7JpU6SxdRmn6i7WTECkV6o9G\n20yh98dPsNbuD7DxJq2mZqQDZ/YVqRlBEASVx5ftBs21JILm+iCC5q5NBUHzU8BBdlFnmMZAOhAY\nQvKYb1gkdgGOmc6c+8/JjFHAclRh4iIIgqA7UWl8WYpPc9A9KPrtSdIyWXnsltuULB866IJI9CTl\nxL6Qt5YKWZ6cFwFWiX8D8/fii8WBp4Dv5awnCIKg2xFBc4DtJtvFHDSwPdZ27yJbH9vjO1tr0Gks\nD0ywmZa3kArJ3TmjGth8BZwO/Bo4E/g10tz5qgqCIOhetBs0S9qjlH1BEHQp6mkRYCXU70yzNByp\nCWlkln/cZrsZ9NxzAT5ceU6mTwKeIS0aDoIgCDqJUmaaf1PiviAIug4rE0FzremQDV1Pvtr2Xjaf\nOIM5fwX8GNgbKdcFjkEQBN2JVi3nJG0HfBtYUtI5zPLU7U1meRQEQZdlEHBf3iIqIlWZXBB4O28p\nrdBhG7oH2GhX4CnhBY1+BFyGNBj741oKDYIgCNpwz5C0Oslq7kTgt8wKmqcA99qeVPHgbbhnVNp3\nEASz6OhqYYnHgJ/ZPFQjSbUnFfX5N/bAvKUUpVRLuBbtJI4HlrY5iFRg6nPsH3WG5CAIgkam5pZz\nkua0XZOZ5bCWC4L6Q6IH6cvxUh0sV11fpLtlh2Nvk7eUaiKxICl1Zgejl0n5zYdg35GvsiAIgvqm\nMyzn1pd0l6SXJb2eba+VO2AQBHXPUsBHDR0wJ+o5n7lsbD4kVci8UHga8APgIqQF8lUWBEHQtWmr\njHYzFwOHA08CX9ZWThAEdcAgYEzeIqpAlwyaM64EDgB+iv3nEdr5o/mY9tI2+vKxr+i5t81kieGk\nRYSfAHs33JcgaTb9ta5qWM/Xq561BUF3opSZ5sm2b7P9nu33m7eaKwuCIC+6it1cl/BoLoaNgR8B\nx0os/T3+8cE8fLrwcZxQ6MRRqjtHvdLZ+uv5etWztiDoNpQy03yvpD8CNwCfN++0/WTNVAVBkCeD\ngMfzFlEFuvJMMzYvSZwDnPsp807blRt5ijWm/4BL7oDxULo7R73S2frr+XrVs7Yg6DaUshCwiSIl\nlm1vXvHgsRAwCOoOiQeAo+2Gt5ybBHyTLnxnTGIu4GngJGCnB/nWOd/i4ZuA7YVfInPdaMjb+aW6\ni1RtOGaOV2/Xq561BUEjUXP3jFoSQXMQ1BcSAj4EBtpMzFtP2aSAaxzQhzz/yHUCEpsBVwGDbKYi\n7QycD2xAlLoPgiCYSc3dMyQtJuliSbdnjwdJOqjcAYMgqGsWA2Y0dMCcSKkZXTxgBrD5D3AXcL3E\nStgjgPOAEUjz5asuCIKg61DKQsDLgDuBJbLHLwM/r5WgIAhypassAuzS+cxF+AlwDzBa4m/z8MlV\nwP9IFQNL+TsfBEEQtEMpf0wXtn0Nmd1cVuhkRk1VBUHQ6WSpGd8jFctodLpV0Gzzmc0fSC4L73/G\nPE/3ZfLEL5hjGeC4nOUFQRB0CUoJmj+WtFDzA0kbAB/VTlIQBJ1NVgXwfGA14Lc5y6kGywPdrgiT\nzSSbo4HVptB3yW/wymeG/ZH2yltbEARBo1NK0HwEcDMwQNKDJFP9n9VUVRAEnYZET+BvwGBgqy6y\nOr/LejSXgs3bwL5jWfaTbbn9IeBcpPXy1hUEQdDIlOSeIWlO0m0/AS9mKRqVDx7uGUGQKxJzkNYt\nLAHsZPNxvoqqhDQG2AP7ubyl5IlEX+Chkzj2P8dyyo6Eo0YQBN2YmlvOSZoD2B5YjlnFUGz7T+UO\nWtB3BM1BkBMScwJXA32BXe2ZBRQaG0mkYhD9sbvGl4AKkFgBeGA0G9+8MQ+sBWzTlb2rgyAIWqPm\nlnOk1Iz9gQWB+bOtd7kDBkGQP1lRjOuAeYCdu0zAnFgMmBoBc8LmVWCvTblvp7Es/RjwLNJ38tYV\nBEHQaJRSRntJ24NrriQIgk5BYh7gX8CnwHdtpuesZzgp/esTYO8q5FR3K+eMUrBpknocsyxjf3kz\nO/x0B249DWkP4NBSZp1Lfo2k2dp1RiW/IOgWxGerLihlpvlOSdvUXEkQBDVHYl7g3yQHnL3yDpgz\nBgKbAduRSgVXSgTNRbC5CLhgR265YDHeOdfwDmnWeZcSDi/1Nar2axkEQSI+W3VAKUHzg8CNkj6T\nNDXbptRaWBAE1UWiN3AbJGcFm6os6K0CzakhjwHDqtBfBM2tYHMWsNl7LLZvD7z6LWz/U5Kzxn7t\nHFrqa1Tt1zIIgkR8tuqAUoLmPwEbAPPa7p1tfWqsKwiCKpK5KNwBvAQcaKdiRXXC3sC1wNZVsruL\noLkNbJ4HNgLu3JFbLtid6y4ETkfatY3DSn2NZraL28dBUFXis1UHlOKecR+wue2q/5MN94wgqD0S\nC5IC5keAn9l8lbOk2iKNAk7FvitvKfWOxCDg1kM557xzOOxXpFzJu/PWFQRBUAs6w3LuctLMzW0w\nM/8xLOeCoAGQWBi4CxgFHGnTvjF7oyO9AQzFfjVvKY2AxHrALdkCwfOBnbAfyltXEARBtekMy7nX\nSf9wexGWc0HQMEgsCjQBI+k+AfOcwOLA2LylNAo2jwKn7Mgtv5xEv4OAm5DKckySGC7RJDFSol8r\njYYjNSGNRCreptS+ShdW0phVO67RdRUdsoqvRxA0KCVVBASQNJ/taVUdPGaag6AmSCwJ3AP8HTip\nWwTMANIA4F7sZfOW0khICLgBGGt0P/AX4LfAhZT6TyL100Ra4Q9wrc2eRRrN1gb7621K7at0YSWN\nWbXjGl1X0SGr+HoEQU7UfKZZ0oaSngdeyB6vLukv5Q4YBEFtkVgG+A9wqc2J3SZgTsQiwDLI3iM/\nAHYS/pIUHB0I3I20XAe6KmWFfx5OHOX2VWvHgnrVVS9jBkFdUUp6xp+BbYH3AWw/zaxvm0EQ1BES\nA0gB83k2p+etJwciaC4Tm0nAnsAFwp+ROWwAjyH9KCtP3h6luGyU6gJQTVeVcp0Hau1YUK+62hyz\nSi43QdBwlLIQ8FHb60n6r+01s31P2169pAGknsDjwHjbO7Z4LtIzgqBKSAwE7gZOtflr3npyQToF\n+Bz7xLylNCoSPwMOAbayeQdpEHA5Ke3lqHzVBUEQlE9nLAQcK2mjbLBeko4ExnRgjMOA56Fb3SIO\ngk4lsw67Fzih2wbMiTVJf2+C8jkX+AcwWmJ57OeBbwMHIq2Yr7QgCIL8KCVo/jHwf8CSwFukf0r/\nV0rnkpYi/bG9CIgZ5SCoARKDSYv+fmVzcd56ckPqBWxM+vIQlImNbU4hFba6T2IQ9kTg1GxfEARB\nt2SO9ho4/bHcu8z+zwJ+CUQFwSCoARJrA7eSipZcm7eenPkW8CL2B3kL6QrY/EXiI2CUxI6G84Bh\nSNth35a3PiBZr8FA0iK1vaud3ysxW/+V5PKW2tdt2m5MfyYsPp1e00cxdN1jffKb5Y5Z1etT42sd\ntE0134tB+bQbNEu6AviZsw+IpAWAM23/oJ3jdgAm2P6vpCFttDu+4GGT7aYSdAdBt0diA2AEMMzm\nprz11AFbknK6gyphc7XEFOBW4QOMfgGchXQ39hd56yMFEc0L0y+EqtugVbP/kvrqz4TF1+HJvgCf\nM9doYJlaj5lDX0HHietfBln8OaRa/bUbNAODXfCN0vYkSWuVcNyGwE6Svg3MDfSRdIXt/Qob2T6+\nI4KDIACJTYB/AQfYjMxbT52wFfCbvEV0NWxultgNuLIHX971GXOP68UX/0dyVsqb2W3QpG8AJ5D+\n5xyH/VxV+++EvqbTazrAs6wy7QE23mTzThgzh76CjhPXvwyyidim5seSjqukv1JymiVpwYIHCwI9\n2zvI9m9sL217eWAvYFTLgDkIgo4jsQWpEMU+ETBnpKpoqwAP5i2lK2IzGhhseny1Do+v8jm9jkfq\nn7cuZtmgfR/4PfAwaSHoA8A9SJcjVVLopia2d231NYqh697LZuNGsMsqFaVmtBizCukUedjcBbMI\ny786oBTLuf2AY0gvloA9gFNsX1HyINJmwBG2d2qxPyzngqADSGwDXAXsbvOfvPXUDdKuwI+wt8lb\nSldHYsu/8qMblmL8Wztyy+Y27+Yopjfwa+BHwGXAqdjvZ8/1AY4kLVy/ErivxdGfAndgf9UJOkVa\n3/MdYAvsT9o5IgiCGlBp3FlSGW1JqwBbkGzjRjlZEFVMBM1BUDoSOwIXA7vYMaM6G9L5wBvYf8xb\nSnfgbB22zIFc+sJf+bEeZb1H7mPT09+n/x02tQ9Am5G2IH0e7geOwR7bSrtFSQHrgBbPrApcgn1a\nLWUizQdcko3/NvAa9s9rOmYQBEXplKA5G2hRUp6YAdzaH6iODB5BcxCURJZT+hdgB5vH8tZTd0gv\nAd/FfipvKXVNCweE29j2oZKcGoo4J2ylu67fjX+tvyEPLjSA1+Z6hPU/H8syd8/BjB9+31e+17qE\nr7sAdMgZIM0u/wHYYRgXPDecYfOUdNzX+1malB+6B/boko/7ej9zA9sB7wKPYc8oeG4AcCPwX5J9\n6zzAM8C+dGTRe62dKzrbGSOcOIKcqDjudGbK2doG7AS8DEwjlaf9Cvhfe8eVsqXhK+8ntti68gb+\nHvhd8Jp5a6nLDZY1TDD0yF1LvW/QZHC2XfMYa01ufjyKzcaWepxtwE3Nu5Zg/I03s/1Rd7LlmxNZ\naMaDbHCOYe5ifRUeB56trx7M8LaMvMtwtOE2w3WG0w3DDFsZdjK8brjY0K9YXx28Ht82jDP0L+PY\nlQ1/Mkw0jDI8ZZhsGGH4qWEvw7vZ72ox5uuG3uW+biW0X85wsOGfhj8bFq1q/1V+H+b+uYit22yV\nxp2luGecTPI/vcv2mpI2Jy26CIKgxkjsTyoqsaVNpU4AXZUtgXvojNzUxme2FfjT6fUSlOTUUGzl\n/sx9b7PkgTv4lsnAH36ovx22Kzee/iELHDCH+hzZh6kXk5yalgMGHM/vFv6KHvTlo7d+wCWvoY+O\nO58fL7ko77Eld385H9OWBBYl2WrNRUprWIdksdUH+AnNPtGq0FHAHol0NXAF0vatvoek+YHlMy0r\nADuTZkovBdbHfi1rtwgwlPSeXJV092P2XOo05t2kQjE/LFFp2+eZcqY3Iy263xLoTbJfvBMYDDyP\ndB5wJvaUDvdffcIJImhISlkI+ITttSU9Daxl+0tJz9geXPHgkZ4RBK0i8UPgd8BWNi/kradukf4J\n3Il9Sd5S6p7kMnIhMAx78sk6dtmNuH/0A2y8SZtODS2OS7uYuc8t0iIkFt6FG/9xNKdutAZPfTUH\nM3p9xtzvfcK8b73PwhPuZfNBu3LjvxfjvakAH9FnrlM5eshqPHvAPr665Pd6WxpKRpqTVEXyFprz\nm1MQuiFwCLANKVh/HXgt2+4D/k25XtUpxeQZ4P+w23fAKXL9s/0LA/tnOmeQFkPeATxL4T93aTmS\nFd+2pC/hf8X+vN3+a0VnjxcEGTXPaVb6Rrwr6YO2MDABWMf2huUOWtB3BM1BUASJn5IWLw21eSVv\nPXWL1AN4D1ibKqyzCKrLHJrxnaUY/6u3WcJf0KvwqT6kmeepzApERwDXuzMXEzYzK7/5h6QZ5UOA\nOYHhwHXA+KrfyUhFF64CBmN/2IHjmmeVh5FyqUdkOh+k/X/oq5Gs+VYDjgOuwv6yDPVB0JB0U8F5\nxAAAIABJREFURtA8P8mapwewD+mP3dWuQqnaCJqD4OtIHEGyydrC5o2c5dQ30prAP7FXzFtK0DEk\negCLkVIeBgI/yZ462uauHAR9G7geuIk0C3pfu0Foh7pnAWBxm+cLdp5Bmil+gVlfHl4t+P29mRrS\nrPIBpMB+RqbxquaAW2J+YEdS+siAgu1t4G/AP22mZX1tDJwG9CMVBLq5mucaBPVKp7ln1IIImoNg\ndiR+Q/rHONRmXM5y6h/pl8Cy2D/NW0pQGVkQvRtwCjCWFDxXxSmmZHcOqWc1Z14lRFoTdMhF/OB7\nA3mpx5K8/fwAXt8Me3IPfTX8m7y82iCe11/58RWL8d7izB70zkdKC5kArEUrs8oS3yQF++OBJ5kV\ndL8GDCLNSm8M/BO40ObpbMZ6e9Jd5Ckkn/NnO3S96pTbtN2YklxhGpzucp7VpGbuGcDHpFtnxbYp\n9bCKMbbYutIG/i34efDieWtpmA3uNOySu47YqraB5wQfAn4LfCq4Z4nHLQL+Jfil7HP0HXA2MVSh\ny0bHz6En+CfgZ8Evgo/4lF4PNAt4isH/LUkX9DYMNmxvWLCVsbYDTwD/qPl8W2m3FPh34LHgR8AH\ngecz9DQckrmAHGOYs7OvV7W3kl1hGnzrLudZza3SuLPVMtq257fdu5WtT9lRehAEX0NiDuBoUkrG\nO3nraQiSP+63SIu4gi6CzRc2w4E1gPWBW7LUhq8h0UNiC4l/Ai+RZlX3B34B/BZ4WGJzOtGtIdN6\nC8nJ4lBgJZsz52b6RwCfMdfTWzBqPokT29VlT8V+BvtWWuQ9Syi7M3URsKvNBTat3jq2GW9zIiln\n+0SSA8g44XOFHwbWBjYBHt6QB3q2qavOmU6v6TDLFSZvPbWiu5xnPdFq0FyIpLUkHSbpUElr1VpU\nEHRDBgLjnWdJ4sZjI+A57I/yFhJUH5uJwNbAGOAxiVWbn5NYROKXwIvA2aSqgMvZHGjzkM3tpCDw\nz6Sgci5gJLC1a5hqkGl8jJSjvIVNU0Eguzdw7dx8PuRDFtoY2AEYB1zbUV0SKwL/ItVRWM/mgVKP\ntfnS5labnUh2dO8CdwoPIS0s/MtoNln5Ug4Y8wjrHWFUzKKurhnF0HXvZbNxI9hlla6cstBdzrOe\nKGUh4O+APYAbAJG+nV5v+6SKB4+c5iAAQGIvYHeb3fPW0jBIpwJfYP8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/AAAg\nAElEQVQuGi8y5oB11PosDtztXP/hK20tdxfTJs9i6mu3cMz49uYrlXZHz7AwCPXH3f0vsaxco2eI\niIiIdHtmfBGY4M5nowlzgdNwf7R0dYjx5iYeBqH+dmcLFxERERFh0/GZ7wEOKFNdOqWQ7hl3mNk3\nzWykmQ1O/8VeMxERERHpLp4GhpttuC6u6oLmvDc3MbMF5Lhdtrtv2+WVq3uGiIiISI9gxu3Axe7c\ngtkIQiC9eXR77RKsP+abm7j76M4WLiIiIiISSXfRuAX3NzB7BxgPzC1vtQqTt3uGmfUzs++b2WXR\n8zFm9sH4qyYiIiIi3UhV92supE/zlYSxmj8QPX8DOD+2GomIiIhId/QosKsZfaPn3S5o3t7df0p0\nkxOvsvuEi4iIiEj5ubOS0BVjcjQpBM1mVXF9WyFB82oza0g/MbPtgdXxVUlEREREuqnMLhoLCHcK\n3KFstemAQoLm84B/Alub2bXAXcB34qyUiIiIiHRLrUFzGMLtHqDst8guRN4h5wDMbHNg7+jpw+6+\nuCgr15BzIiIiIj1GNE7zi8AQd9ZjdiawD+6nxL/uGO8IGK3g78ChwCx3/79iBcwiIiIi0rO4sxh4\nE9glmlQ1FwMW0j3jAkLafJ6Z3WBmx5pZn5jrJSIiIiLdU2a/5ueAAZiNLGN9CpI3aHb3lLt/Htge\nuAQ4DlgUd8VEREREpFuqyn7NhWSaiUbP+BjwOcIwIdPjrJSIiIiIdFv3AQeYke5fXBVdNArp0zyD\nkDo/CPg9Ydzms+KumIiIiIh0Sy8ThprbKXrePYJm4ApgO3c/091nAfua2YUx10tEREREuiF3HLgD\nODiaNAcYgdkWeRc2uxSzFGa3YTYoxmpuopA+zf8Edjezn5vZK8APCJlnEREREZHOmAkcAoD7euB+\nWi8ObM9YYCpwBOFau5Kpa+sFM9sR+CRwPLAY+CthXOdEaaomIiIiIt3UncDFZvRyZy2hi8ZU4KY8\ny62M/j8KnBlj/TbRXqb5WWBP4DB3P8DdfwesL021RERERKS7isZrfhmYEk1KAQcWsOgJwAzgUNyX\nxlO73NoLmj8KvA/cY2YXm9k0QHfvExEREZFimElrv+bHgZGYDWt3CfeluB9f6oAZ2gma3f1mdz+e\ncMeWe4GvAUPN7CIzO7RUFRQRERGRbukOWvs1rwNmAdPKWaH2WBhTusCZzQYDxwKfcPeDurzyLt4D\nXERERESqkxkNhBvmbeXOe5h9AZiM+6nxrK9rcWeHguZiU9AsIiIi0nOZMRP4jTt/x2wMIds8khgC\n1K7GnQXdEVBEREREJAatXTTgJcKgEzu1PXv5xBo0m9lIM5tlZs+Y2dNm9uU41yciIiIiVaX1YsCQ\nXc686UlFiTvTvBb4mruPB/YGvmhmO8e8ThERERGpDk8CW5ixdfS89aYnFSbWoNnd33L32dHjFYSx\nn0fEuU4RERERqQ7utAB30Tpqxp3AVMx6la9WuZWsT7OZjQb2AB4u1TpFREREpOJlDj2XfdOTitHm\nbbSLycz6AzcAX4kyzpmvnZfxNOXuqVLUSUREREQqwkzgB2aYO5n9mu/vSqFmlgASXa5dury4h5yz\nkF7/P+B2d/911msack5ERESkhzPjJeAj7szF7BCgCff9iruOCh5yzswMuByYlx0wi4iIiIhEMoee\nuw/YHbOBZazPJuLu07wvcCJwoJk9Gf0dHvM6RURERKS6tI6a4f4+4Rq4qeWsUDbdEVBEREREysqM\nzYBXgKHurMbsbGA47l8p3joquHuGiIiIiEg+7rwLPAfsE03K7K5RERQ0i4iIiEglyLwb4GxgC8y2\nKmN9NqKgWUREREQqQWa/5vWEm55UzC21FTSLiIiISCV4ANg56t8MkAL2L191NqagWURERETKzp3V\nhBuaHBhNegD4QPlqtDEFzSIiIiJSKVq7aMDTwNaYDS5jfTZQ0CwiIiIilaL1YkD3dcAjtI6oUVYK\nmkVERESkUjwNDDRjdPS8YrpoKGgWERERkYrgTguhi0Z61Iz7UdAsIiIiIrKJzBubPAxMwqxXGesD\nKGgWERERkcoyE5hmRg3uS4EFwG7lrZKCZhERERGpIO68DiwGJkSTHgD2LV+NAgXNIiIiIlJpMoee\nq4iLARU0i4iIiEilaR16rkKCZnP38q3czN3dylYBEREREak4ZgwE/gts4dgqYCEwEffXOl9m1+JO\nZZpFREREpKK48x4wB9iXkOF9gDLf5ERBs4iIiIhUopuAEdHjsl8MqO4ZIiIiIlLZzPYDfoX75M4X\n0bW4U0GziIiIiFQ2swbgbWAL3Js7V4T6NIuIiIhId+b+PqGP86RyVaGuXCuW9lnSLgXGAiuBE7zJ\nl3ZlvlKr1HpJ91GO74i26/YV0j499fMoR12r/ThSCap9e+3sOit420n3a7475vXkpExz5RoLTAWO\nAC4pwnylVqn1ku6jHN8RbdftK6R9eurnUY66VvtxpBJU+/ba2XVW6rZT1vGaFTRXrpXR/0eBM4sw\nX6lVar2k+yjHd0TbdfsKaZ+e+nmUo67VfhypBNW+vXZ2nZW67TwI7INZWeJXBc2V6wRgBnBontMd\nhc5XapVaL+k+yvEd0XbdvkLap6d+HuWoa7UfRypBtW+vnV1nZW477m8A7xEy3CWn0TNEREREpDqY\nHQ88iPurHV9UQ86JiIiIiLSrq3GnRs+oUKnUxlekJhK5T3sUMl+hZRWqmFfLFrtu1VqHXHRFu1Sb\nSv0uFaIrdS/ku1po+cUsqxyfR9z7rZ/eaM8Oqmf4uhbWPLGUyZef7K8Us/zOquZtvysqeVuMg/o0\nV65iXrla7Ktbq/1q4kqsQy6VWi+RtlTzNtuVuhdzP1zqsoot1nUOqmf4jgNoHN/I0F0bubfY5XdB\nNW/7XVHJ22LRKWiuXMW8crXYV7dW+9XElViHXCq1XiJtqeZttit1L+Z+uNRlFVus61zXwhqAl5tp\nnruM/YtdfhdU87bfFZW8LRadgubKteGK1DynMQqZr9CyOly3Yl5NXMbTNZVQh1x0RbtUm0r9LhWi\nK3Xv0Kghhe7Ti1lWCT+PWPdbTyxl8uylvHb/24yvlK4ZkWre9ruikrfFotOFgCIiIiLS7XU17lSm\nWUREREQkDwXNIiIiIiJ5aMg56TYqYagjDRNXHMUcVqpShzqKu16V+r6LqTu+x+74nrL11P1kT/hs\nuzsFzdKdpIe0gTCkzfHFLDw91BHAWudeYFSp69BTFNjWharUzyTuelXq+y6m7vgeu+N7ytYT3mMu\nPfV9dxvqniHdSSUMddQthtUptyIPK1Wpn0nc9arU911M3fE9dsf3lK0nvMdceur77jYUNEt3UglD\nHWmYuCIo8rBSlTrUUdz1qtT3XUzd8T12x/eUrafuJ3vCZ9utacg5EREREen2NOSciIiIiEjMdCFg\nD1DsK5VLfQVwoSMpdLZexWyfQutQyDrLcaV1oW3d2dEtijkqhkil0KgIIj2DguaeodhX7Jb0CuAO\njKTQ2XoV8/0UWlYh85X8SutC27qzo1sUeVQMkUoR63fVkjYZeMWbfFExyxWRjlHQ3DPkvGLXkmbe\n1KlO7SW9ArgDIyl0tl7FfD+FllXIfCW/0rrQtu7s6BZFHhVDpFLE8l21pNUBPwU+CfS1pD0O/BW4\nSQG0SOkpaO4ZTiBkP870Jl9qSesPXAEcZEn7E3CpN/lznSmvFKchn1jK5LXOvXOXsX+e0/mdrddG\n7dOVunagDoWss6TtDIW3dQc+k6IsVyhL2kTCfu2RTv4gFOmMon9XLWmbA9cD64FdgPeBw4HjgJ9Y\n0p4gjMRQEQG0Jc2ATwG/AK4BvuNNvq68tRIpLo2e0cNY0nYAbgYeAi4ATgJOBV4ALgVu9CZfVb4a\ninRcdMD+CnA2sAJoJmzPf/YmX1bOukl8os+93pt8dSeW3QxYWok/rixpE4C/EYLi73qTr896vYHW\nAPoI4AlCBnoWkB2oLgXeifN9WtKGAxcD2wFfBb4N1AKf8CZ/O6719gTR2YYjgU8D/wEu8yZ/qcBl\njXDm4+QcLz9JSJjNLlZdq0FX404FzT2IJe0I4CrgPODi9E7UktYLOBo4A9gTuJqOZ59FisKSti3w\ncaBv1ktLgb94k7+ZNX8DIUDeBfgI8CpwIOFgcQhwC7Agq6zVwAPAg97ka4r8FqQELGnbAJcDk4BP\neZP/o4Bl6gnbyBnAfsDztP646lSG2JI2mrD/HJz1UjPwB2/yZoBUykYTkhS16RkWNDN8wUp2zFxo\nfQu93lzFhPGN3LbHIJ5JTwZuTyT8sRzrTwfQHwemZL8MbEY4+/IyIeiaT/hhmakFeD2a52Xgv9mB\nei4Z2eULCO34Q2/y1Za0WuB8Qt/uj3qTP5mvLNmYJW0UcHr09xrh7PCOhOB5DuHMxi1t7b8saX2A\nC4G9CAmFlRkv1wDTgM8AbxI+u+vT22p3pqBZ8op2bGcDZwHHeZPf18682xG+SOns8x8JO9pMq4DZ\n3uQt8dR4Q10M2JsQ/GwOfLW9X9jfvNamJLagd/86Mnf2LYQdzpuJRLz17YhiXm3fHa7cj364fYjw\nWU8kZNiyTzmPIgQ8dxF28ncAIwkZueeAz3iTZx4YsKRtSThwZwc0/QkXbu0I3AfMjP7mVmLmUVpF\n+4UzgB8SugI8AFxHCCLOz7VfsqSNAT5LyLg9Tdh+bgE+EJV1OGE7uhR4KN82YEkbPbieE3Zv5NO7\nNDJqr8E0z2/mud+9xP2LVpM+U7cLMKaX8ZF/H8ChwA+iei4BeHQJE55fziEjGniixjbaZ7F9P+aN\n7LvR9t8PODZa9lLgukTC3yusxTZk1bfL+GvImqWO8F1Kvz4EeAvIFzj3IvyYPcWb/Ikc6z2OELid\nC8xNT79mCt8eXM+wPrUsoWMjHRmhXQdkvbSCLn53LWlbEwLUI4A/ETK6aztbXifrkM4qn0HYNq8l\nJLDmZMzTG/hoNM84QiJso+yzJW0r4CZCAuFUb/LsH0np+WoJ2/6ZhB+R1wOXeJM/VfQ3VyEUNEte\nlrSzCAeMI7zJ/1vgMuns88mEgDXTEMJO9jLgSm/yhUWsLpa0QYSMzBlA7w8N5997DmLbS+azz1ur\nSAK/yzwwnvEn+8CY/kwf058d3lnD8lF9eb5XDemdXfpgMIiQbUxnW17O+JufSHTuF3a0E9+SjQ9I\nw3PM+johKHvcm3xdKmUpWq+2n5FIeKevti9mWXGKMnLHAttnvVRPOFC8SAh82uwiZEkbSLgo6kxC\nBq0P8HPgV505YFrSBhOy0gdHfwOAO4mCaG/y1zpapsQnI7s8gBAMzIumjwBuABYCn/YmXx4FF8cQ\n9iO7ANOBP3qTv5Cj3C0I+7ozCH2HN8k+b/kT227iZnxtm74cM24gW+44AFu5jnn967ixrob7Cf2a\njyZsj7878G5W7dbI908dzfe278f8Ab34aCLh86J9668IZ0GO8SZ/tpD3nkpZTbTMGcBBwO1Adtej\n/wC/TSS6dvYkyl4PJ2Sq83m1veDSkrYrIRPdPz3toj0Yv9NABkZP8+6zso4J/QnZ0UxDgd6ELip/\nBR4uZH+QI2i8DvgX8EXCfur7hLNbcSeIRhKSVems8qXAjHyZX0vajrT+GHyKsP98G/gz8HvgJ4Xu\nFzN+NHwGeCMq6y/dLfusoFnaZUmbtHsjd1ywOy21Rn0xynRnzbK1PHvHIur++Rbj5jfzL4cbgexA\nZxBhx5MOJrclZEzyqQFuHdGH6X+ewmFmHA/8Y71z7NPL8Nve4s3H3+Wjx4zAt+3Hdbs2sseTS7n/\npRWc+OdXOQ04DfiYN/kj6QJTKesXrX87YLs1LYx9by0Ta4wd+tex2XrHsr8Ky9fhb66i5c1VtLz5\nfni8OmvX6VBbCyt717KwTw0L+9XxVt9a3jVjQ2nu8PhS+sxeyp6EAH7W1ZMZu3Vfxi9by0tfe4rz\n5jfTDKwF7m4rK9CWVMpuI2RHHqXCbs+aESgfR2j/vwGzobV9DtmCrcy4/V+f8/s7WPYkAG/a9JR1\nF+ubDqCnETJymVuGEw4m5+gip/ZFPyi/QMiw9ipWsVF5F2S3fxQk/3abvhy0ZR/uf2QJRwDPED6v\nm/P1e06lrNe6Fg69azF7PrOMQ5euZc/B9Ty0Q3+WD+vDATsOYFDzOt5dsY67RjQwvaGWWdk/tlMp\n25nQLWEKIWt38jPvceNXZvPh9c6vCBnMGYRg98TO9rdPpWw44Ydm9j79KGBr4JREIt6+qqmUGTAB\nWJFI+IsdXPY24IiXVrDq7Llc/c4avpgdeGedaTwG+Cfhs0xlB4LRvOMJXVQ+TgisbyC09SYBdEaA\neDohAN8kQLSkHQT8mNDGvwKyM/uvAU905Me6Je0TwG/ZNNO/lhxZ5Q6U24fWbke7Aid5k9/e0XKi\nsjJ/SBzCpn3kC+GErjo/60wd4qSgWdpkSRu0WS9mX7sX/fvUcjrhtHYx9AP2Bw5ucQ5d3cLg/6xg\n5TrfKLig1ljbp4bmPrU0N9TS3LeWZjPmLV3DrCsW8PDMRbSVDVk7ayqTgCuBR4AvJxL+Tiplfde1\ncNw7a2iqM0b1qsGeeY9nXm7mhMs+7RtO/VnSjiFkwb/jTX5FNK2W0F/7EEJANIVwIcTM+hru/PjW\nzK+vYUNIXGfYuIEMGdaH0X1rGd2rhu3qjFGEbMYGZrTUGfmyEAZMBl7+7/tcf9aTrDBj2vd24qAf\nPMvspWs3ZMUHAHsAfyHsPAvqB5hK2SBKPMpGe9oIlGcQDnYbdsCplO0G/Ihw4O1PyPBcCsyqhK40\nlrQaNv2RN5CwXRrhIqd3Sl6xKhAdxC8idLU5nnCmpRjW5joLkUq19lVevZ5Jq1rwvrUs7VXDNYTM\n41OJRNsHu1TKdiec5l5DlMVctZ76N1Yxaskaales42+j+3LhKUcVdqYulbK9CH1PL4yyyyMJp8t3\nJmRdk3FkL6NA9iRCt5WLgPPTWedUyrYk/BBMEDKJM4GHE4nCuyBE5U+kNThdT/juLiTK8iYSm2by\nc5QzCLjk2lf51mXzuRBoBD7uTb4wK6vch7BPuMqbfHEhdWwngP4roZtWZlb5Mm/y2dH7Gks4NuwF\nLAZebnFe/vFzbH/v20xb3bJJ1n0c4cfgXwn7t8fbCqCjbhc/onW/+HzWLKuK1RWkC0PJ5iqrgc6N\nsrY5Yfu6wJv8D8WoS7EoaJacLGlWAzdcMpGJO/Tn+kTCz45rXamUbUcIfPJ9ljXAboTAdRyhL+Is\n4N2s+XYnHAC/kEj4zbkKOvt6m7Z0LasvPil3/2xL2s6EUUIeI+x4D6T1QDGTkNFdnv/dFUcqZb2A\nDxIOBJMJQzI9kzXb2ukLmH3VK3yQcMrtLUK2KjvzvJLWriULS90H9zc3245vvM+XzBi0UaXW0/el\nFez29mqG1hh3DezFTcdvzT+378+SzCA4lbJtgf8lbAc/IgT8DYQLis6MHk9n0z7N7xNOQc5LJMqX\n5c06AH6kO/f/64yMAPFl4LRind5NpWwkIejLzq6OIQSoG7LKhOA3O7ibQVYAHX0vvwt8iTDiw1Xt\nBdddEf2QGJer72+xpVI2ghBsjiQkS6ZFj1PR3whCgLgDcC/h+oCZhO+WZ5WVHSivo7UbxFOE/fp+\n0Wsfo4MBdPTj9DzglKhuR9NOVrkjsgLoY4HlhHb5y6yp9Kf1rNLBhOzoHYTj0mBaz5BuT2i7hWR0\n62txFj+3nK3mvcekt1Yx0aH22fe48dnlXEZGAG1JG0LYj0Mnf2hHZ0oPY9OukuXwJvCPfImN6Pqo\ne4Czvcn/XJKaFUBBs+RkSTvrM9vynU+O5JUaI9GRbEIpRJmGBKEvbnY2713gZ4lE17J4lrRG4BuE\nCxrvzB51oVyioPFkwoEr0wDCabG71rTwxw/eR81a5yg2/aU/gNYdel/C1fDZPzw2UmswrA/1tVk/\nbMxoHljHQzv0597PbMuzfevItUOoAXZfuIrj64zD6mpo/M8KFq51Nspq9zLWb93Au5v3Zl1NCKg3\ni/76E05tLiFcNDSacIryl4nExj9cogP0XoTsZPZ2kc7EjyRcVPQY8Hj0V3AgHQVKw8gYxaAdi9vq\n725JO57Qb/AbhINDm0b0oe7rY+k9cTOyy3qjo/1Po0BgJOFz2cSeg2g4czsOGtHA4XXGlh0pO63F\nWfbuWh6cu4z7fvkCL6wt4DBxwW7sO6ovX1m0mt03q+eNYb153cLW1gzcTQjKnkgk8o/KkBYFyscS\ngp4dCUFN9mnyRcCf2grQ2siO/hV4kPDj7S3gs4mEFysbXhGi9/0Jwn5iJvB49ncklbLNCf2jDyb8\niO0TzXsHITj8EDkC5bZ+WKRSVsvGAfQiwo+Vv7Pp5/ZuItHaPcWSdiSwE6EveYfGnY5+JOTrfmiE\nTH86SB5JSNqkEykvtvO+6gjdXjID6SHp191hyRqG9a3j4OkLWD7jdVZ66zZ2ASHT/d2OdOmKAuWj\nCG15KOGs6/xCl4/RnoR9zznAv9v7kWlJG0+4RuQMb/JbS1S/dilolk1Y0iZNGMQdv9iNdbXGnomE\nLmaqFqmUDSBcUJS+0O0vbJpp3qB5Hb0Xr2az1S1Z3UbA+tWxeb9atmqoZUSvGoauc5a5b9w/rQVq\n17TQZ00LDS1OTX0Nq+ps024zC1ZijyzBF6zkutlL+fHy7xW+TUUHnEZag+j5iUTnx26N2mgPwlBj\nE6O/rQmB9OOEIChTLbAVrQe8rQinX/MdwIyQcXqc1gPrY5mBhyVtd8KFaZtkgLbrR6+9BtNnj0E0\njB9InxXrod5Y2VDL8voaVptRSwjg/ge4Jl8wGd3sIn2xWiMZ1xD0rcX225yGqUPpN6GRhueXs/ru\nt2l+bSWd+rE8pDe1EwfRMGEQfeprsDnLWPXYu7z/6BJWLVy98YgK4wdSf8a2bLZ5b+quf41Fw/pw\nwQmjeDRjlsyLLUcQApV0ZvM/OTKb2YHyLYQA5M6uXuCWFUAfBPyBGLPL1SY6a5gOoHcAbqOA7i1t\nlJUZQB/KpkFtf0KW/7LOtn8qZZsBvyZkpwvpH76A1m1vkx8RXZVK2U7uXNm8ntqz5/LoM+8xGfil\nN/n1eRcmZ6D8EKH9b+7KPrOYou/QRwl9998Azkkk/OG25o+uPbmNkGUvVhfRTlPQLBuxpNUP7sVz\n1+zFwD61fDqR8NvKXSfpnFTKJhIyPe32KbtjIUeuXMeQGmPtQVvwt351rCacanyD1tOJrz78DrMH\n1TN8XQtrnljK5Ow78kWn1Q9m09EtIOy8by9k7NZyyAikJ5KRAYo48F8y2qLQ4Cs6iO1Pa1/4UYRT\nyOkg+oWMU/3pU97pv9W0HqDvOvBuoDXoXQdcevlEXtiuP+cS+kqfQzjtuWGnHGWVp0bLHAncSjht\n/cCsqWQeYA8hZLXSB9ii9bXOCqQOImQPZxKG6juWMDTW/wJX5DujFbXRtIzy1tDalsOJIVCWypRK\n2XjC9QHLgM8kEh27Q2gqZR8k3FDlJkLgVhGjPEQ/Fr4OfIfwvXiogMVGs3GgPIMif4+LLUqGnAI0\nEfZ1bR4b3l9Pw5urGD5rESddfWphPyDioqBZNlKTtM/+ZgI/2rWRy+PsxyyVw5IbDznnTbmHb7rk\n77Z0xwE0AsxeymtfPcZHlaiK3UbGxVTpoA9CsDqe0OXjLqIgMJHw7PHNgQ2B8AGEswlHGtxy7s7M\nO3AoJ5mxDHiieR19XlzBTm+8zy4GLSMaeGZMf57rG34QQciWTyOmQLktUUAwgfD+pxK6pfw2kdh4\nfOwCy8o8XT4NeAcFyj1KFHh9k9DF6XsUkHXOyC7vB5yWSPjdsVe0E1Ip24kw/GAhXaQWE4L/ig6U\nc0mlrA+wTb75Hn6Hr45o4LPnP8c+z33dH803f1wUNMsGlrT6g7bg9W+OZXlDLTtVWj9miYclNx5y\nrq07m114iy0a38jQl5tpvv9txmdnmqVjoqBvDLAP4SK0JzvSXxc27nJRA2tPHs0Tdca4d9cwbkg9\nT49r5L5dBjK/ZtO95FLgtmo7wIrkkkpZ+iYdO5H/hiq9CTfdqpjsshTmyn/Y3S83M+mHz7KbN+VO\nKsStooNmM7uCcPpwkbvvmuN1Bc1F1Hi+ff6KSVwwpDcfSiT8znLXR0ojGqLpEuDM9m4FfPp022bX\nRu6du4z9FTBXloxuGCcS+mZf7U2+pLy1Eimd6OYtjQXMui77AmKpDqmU9XtvLS9ePp+6W99kj0Jv\ntlZMlR4070+4iOlPCprjZUmrP3U0C48axlMfO8wT5a6PiIiISKZUysavWs/DX57NwhdXsJc3lfYC\nx67GnTmHLCoWd7+XPENhSXGMG8iXP7YV/Yb05rRy10VEREQkWyLhz/Sp5Us/2ZXGvrXcFd0KvGrE\n3qfZzEYDf1emuW0/vdGebW9Ug3zzWdLqv78zS7btx02nHuWfLqS8rq6zGsrqyHzVUtdqL6ua6lqp\n6+ypbV3Jn1slvKeeUFZXlqvU91SpZXVluULmu/FftrTO6P/8cmp++SLnL1zNeblGZ+rsOsf25585\n46Uuxp2duT1iUZnZeRlPU+6eKlNVymZQPcPToxqsde4lDGtV8HxHD+e8iZtR19iLLxZaXlfXWQ1l\ndWS+aqlrtZdVTXWt1HX21Lau5M+tEt5TTyirK8tV6nuq1LK6slwh872zBsYOoHbKEPhODd/++hym\nWdJO9SZ/vqNl5ZqvoZaBOw6gcfZseOVe5tgp9qtC3mM+sXbPKIS7n5fxlyp3fcphXUu4mcTLzTTP\nXcb+HZlvj19b76OG840XlvPz9MURhZTXlXVWS1kdma9a6lrtZVVTXSt1nT21rSv5c4u7fJXVtkre\nLqq5rLjLXxvNs2g1q3cfxPIf78KyOuN+S9o3LGm1HSkr13zp5wPH0LzN0eyWjjMLfa9tKXumWeCJ\npUxe6/lHNcg139Sh/KF3DasmD6apI+V1ZZ3VUlZH5quWulZ7WdVU10pdZ09t64O0CfYAAA9aSURB\nVEr+3CrhPfWEskpRfjW3TzW1deY8J23D2r2HcMk/9uPtb83hk3OW8bF01rmz6zx9unX6u9ueuEfP\nuI4wjNIQwl2k/sfdr8x4XX2au+CMP9mUI4bx4F2LOP13J/pV5a6PiIiISEdF496f6M4FDy/h8e8/\nw+R1zo+BXxfzTrQVPeRc3pUraO60U6+yhn03Z+ErK7nvB8f5keWuj4iIiEhXpFI2ArhkTQtjvjWH\nFXOWsQY40Zv85WKUX9FDzkl8tuvPrNXrWfXaSj5U7rqIiIiIdFUi4W8AR9fXcP6vd2fU+eNZ0cuY\nZUkr+CLcOClorkJfvcbO22kAk55cyn5XnVK80xYiIiIi5ZRIuCcSfrUZEz6wOav+sje9xg3kHkva\nluWum7pnVJmMfsxf+t2JflG56yMiIiISh3Rf5/fXc/H/vcnyR5aw66Nf9sWdLU99mnsQ9WMWERGR\nnuZfd9rwV1ZyX99ahjkcctKR/kBnylGf5h5E/ZhFRESkpzlsmr957WuM+edCHh/Ui1l33GXnp1JW\nX+p6KGiuEurHLCIiIj1V6gvecs2rHPS5J5j5/HJOdeexVMr2LGUd1D2jCqgfs4iIiAhY0nob/P2E\nUfQ5fTQ7mXEx8MNEwtfkXVZ9mrs39WMWERERaWVJ6wf8e1RfnrlqEsPMGAnsm0j4ynaXU5/m7k39\nmEVERERaeZM3A0e9upIp0+7hcWA+8Lm416uguYKpH7OIiIjIprzJlwKHOXwqOY8XgW+lUtY3znUq\naK5Qp0+3PacO5fv3LOasP57sL5S7PiIiIiKVxJt8IXBwajEnvLWKl4g526w+zRXqhzfYCzXwzneP\n9X3KXRcRERGRSmVJ229Mf26+aE/W1xrbttW3WX2au6FDLrKP7N7I9mudT5S7LiIiIiKVzJv8vhdX\n8Isn36V2XQtfiGs9CporjCWtZspgLpnfzD+aPu6vlLs+IiIiIlXgZ9Nf4bnVLZwXV99mBc0VZsIg\nvrrPEDYbO4DTy10XERERkWrgTd7y9Ht85Kml1Dz+Lr+OYx0KmiuIJW3gwVvwgyVruObwab643PUR\nERERqRbe5IufXc7nt+3H6ZN+azsUu3wFzRVkTH9+fOBQakf15VvlrouIiIhItbn6VJ++ZA3zdm/k\ndktaUQebUNBcISxp2x89gtPWtPDHREJZZhEREZHOGNnAiceM4C1vKu4QcQqaK8SoBi48ZAtaBtWT\nLHddRERERKrVYdP8qQG9OKDY5SporgCWtEGnjGZnM/6gLLOIiIhI1yQSxb8RSV2xC5SOmzUVB/oA\nPyt3XURERERkU7ojYIVIpWxgIuHvlbseIiIiIt1RV+NOBc0iIiIi0u3pNtoiIiIiIjFT0CwiIiIi\nkoeCZhERERGRPBQ0i4iIiIjkoaBZRERERCQPBc0iIiIiInkoaBYRERERyUNBs4iIiIhIHgqaRURE\nRETyUNAsIiIiIpKHgmYRERERkTwUNIuIiIiI5KGgWUREREQkDwXNIiIiIiJ5KGgWEREREclDQbOI\niIiISB4KmkVERERE8lDQLCIiIiKSh4JmEREREZE8FDSLiIiIiOShoFlEREREJA8FzSIiIiIieSho\nFhERERHJQ0GziIiIiEgeCppFRERERPJQ0CwiIiIikoeCZhERERGRPBQ0i4iIiIjkoaBZRERERCQP\nBc0iIiIiInkoaBYRERERyUNBs4iIiIhIHrEGzWZ2uJk9Z2Yvmtl34lyXdJyZJcpdh55M7V8+avvy\nUvuXl9q/fNT21S22oNnMaoHfA4cD44BPmtnOca1POiVR7gr0cIlyV6AHS5S7Aj1cotwV6OES5a5A\nD5YodwWk8+LMNE8BXnL3Be6+Frge+HCM6xMRERERiUWcQfNWwGsZz1+PpomIiIiIVBVz93gKNvsY\ncLi7fzZ6fiKwl7uflTFPPCsXEREREcni7tbZZeuKWZEs/wVGZjwfScg2b9CViouIiIiIlEqc3TMe\nA8aY2WgzqweOB26NcX0iIiIiIrGILdPs7uvM7EvAv4Ba4HJ3fzau9YmIiIiIxCW2Ps0iIiIiIt1F\n3Dc3ucLMFprZ3ByvfcPMWsxscMa0c6IboTxnZofGWbeeoK32N7OzzOxZM3vazH6aMV3tXyS52t7M\nppjZI2b2pJk9amaTM15T2xeRmY00s1lm9ky0nX85mj7YzO4wsxfM7N9mNihjGX0GRdBO2/882u88\nZWY3mVljxjJq+yJpq/0zXtexN0bttb+OvfFqZ99TvGOvu8f2B+wP7AHMzZo+EvgnMB8YHE0bB8wG\negGjgZeAmjjr193/crU/cCBwB9Arej5U7V+ytk8Bh0WPjwBmqe1ja/9hwITocX/geWBn4GfAt6Pp\n3wF+os+gZG1/SLpNgZ+o7Uvb/tFzHXvL1P469pa17Yt27I010+zu9wLv5njpl8C3s6Z9GLjO3de6\n+4Ko8lPirF9310b7fx74sYcbzuDui6Ppav8iaqPt3wTS2bVBhBFmQG1fdO7+lrvPjh6vAJ4ljBN/\nNDA9mm06cEz0WJ9BkbTR9iPc/Q53b4lmexjYOnqsti+itto/elnH3pi1s+/5HDr2xqqdti/asTfW\noDkXM/sw8Lq7z8l6aQQbD0mnm6HEYwxwgJk9ZGYpM5sUTVf7x+9s4AIzexX4OXBONF1tHyMzG03I\n+j8MbOnuC6OXFgJbRo/1GcQgq+0znQbcFj1W28cks/117C29rO1/LDr2lkxG2z9EEY+9JQ2azawv\n8F2gKXNyO4voKsXiqwM2c/e9gW8BM9qZV+1fXJcDX3b3UcDXgCvamVdtXwRm1h+4EfiKuy/PfM3D\n+bn22lmfQRdEbX8Doe1XZEz/HrDG3a9tZ3G1fRdltj/Qgo69JZW1/S9Hx96SybHvKdqxt9SZ5u0J\n/UaeMrP5hNNzj5vZlmx6M5StaU2hS/G8DtwE4O6PAi1mtjlq/1KY4u5/ix7fQOtpILV9DMysFyFg\nvtrdb44mLzSzYdHrw4FF0XR9BkWU0fZ/zmh7zOwU4EjgUxmzq+2LLEf769hbQm1s/zr2lkAbbV+0\nY29Jg2Z3n+vuW7r7tu6+LWEj2jM6XXor8AkzqzezbQndCB4pZf16iJuBgwDMbCxQ7+5vo/YvhZfM\nbGr0+CDgheix2r7IzMwI2YV57v7rjJduBU6OHp9M+D6kp+szKIK22t7MDidk2D7s7qsyFlHbF1Gu\n9text3Ta2ffo2Buzdtq+aMfeOG+jjZldB0wFhpjZa8D/uPuVGbNsSIO7+zwzmwHMA9YBX4hOn0on\n5Wp/wmmJKywMhbYG+DSo/Ysto+03z2j7M4ALzaw38H70XG0fj32BE4E5ZvZkNO0cwqgNM8zsdGAB\ncBzoMyiyXG3/XeC3QD1wRzi28aC7f0FtX3Q529/db8+YR8fe+LS179GxN35t7XuKduzVzU1ERERE\nRPIo+egZIiIiIiLVRkGziIiIiEgeCppFRERERPJQ0CwiIiIikoeCZhERERGRPBQ0i4iIiIjkoaBZ\nRLolM1uRf674mVnKzJ4zs9lm9qCZjSti2aOjcV8zp51nZt/Is9yZZnZSnnlOMbPftfHad/MsO9PM\nBrQ3TzvL3tnZZUVE4qSgWUS6q0oZhN6BE9x9AnAJ8NMSrK/9Gdwvcferu1DOOW29YGYHAc+7+/J8\n9WjD9cBnO7msiEhsFDSLSLdmZgkzu9vMbjaz/5jZT8zsJDN7xMzmmNl20XwfMrOHzOwJM7vDzLaI\npg+Nnj9tZpeZ2QIzGxy9dqKZPWxmT5rZxWaWb5/6ELB9tOzgqE5PRRnoXaPpc8xsoAXvpDPCZvYn\nMzu4kLec8d63N7PbzewxM7vHzHaMpm/IRpvZ5GidT5rZzzMy1waMiJZ/wcx+Gs3/E6Ahmj9X4H0C\ncEs07+goy/5nM5tnZn81swYza4ymj43mu87MPhMtfyvwiQLep4hISSloFpGeYDfgTGBn4CRge3ef\nAvwROCua515339vd9wT+Anw7mt4EzHT3XYAbgFEAZrYz4TbcH3D3PYAW4FNtrD8dyB4OPB09TgKP\nu/vuhFu9/imafj+wHzAe+E/0GGDv6LVs20cB7JPRrWPPpDVLfClwlrtPAr4F/CGa7hnzXAl8NnoP\n69g4wzwheo+7Aseb2Vbufjbwvrvv4e65unjsCzyW8XwscKG7jwPeI9yqdhnwJeAqM/sE0OjufwRw\n94WE28/3y1G2iEjZ1JW7AiIiJfBoFIxhZi8B/4qmPw0cGD0eaWYzgGFAPfByNH1f4BgAd/+Xmb0b\nTZ8GTAQeMzOABuCtHOs24Bozqwc2IwSg6XI/GpU7y8yGRH157wUOAF4BLgLOMLMRwLvu/n6O8v8T\nBbxE768p+t8P+ADw16h+RO+LjHkbgf7u/nA06Vrggxmz3JnuZmFm84BtgP/mqEOmEe6+JOP5a+7+\nYPT4z8CXgQvcfaaZHQf8nvCjJtNCYCTwXJ51iYiUjDLNItITrM543JLxvIXW5MHvgN+6ezor3ZCx\njLGx9PPpUcZ1D3ffyd3/N8e6032atyNktr/VTrkO3EMImvcHUsBi4NhoekfUEALtPTL+xudZJrs+\nme22ns4lWjIz15Z+HnVl2RloBgbnqEel9EkXEQEUNIuIpA0E3ogen5Ix/X5CFwXM7FBCttiBO4Fj\nzWxo9NpgMxvVRtnpYPT7wDHRfPcSdecwswSw2N1XuPvrwObADu4+H7gP+CYdC5otyhDPN7Njo3WY\nme2WNc8yYLmZTYmmFdqXeK2ZtRVAv2FmQzKejzKzvaPHJxDeN8DXgGcIbXBlVnlbAq8XWBcRkZJQ\n0Cwi3ZW38Th7nvRr5xG6MjxGyO6mpyeBQ6ML5I4ldMFY7u7PAucC/zazp4B/E7p2tFkXd18F/IYw\n+sR5wMRo2R8BJ2fM/xDwQvT4PmBE9D/f+8ye9ingdDObTeiKcnSOeU4HLov6Q/cFlmW83la7XQrM\naeNCwPuASRnPnwe+GHXvaAQuii5IPB34hrvfR/hBcC6AmQ0D3nH35jbWLSJSFuauM2AiIm2J+iKv\nd/f1ZrYP4aK2Pctdr2Ixs37pANXMzga2dPevdaG8BHC8u3/ezEYDf3f3XdtdaOPlzwD6ufuvOlsH\nEZE46EJAEZH2jQJmRH1w19D9xhA+yszOIRwPFrBx15QOc/eUmZ1rrTco6Whm5njgw12pg4hIHJRp\nFhERERHJQ32aRURERETyUNAsIiIiIpKHgmYRERERkTwUNIuIiIiI5KGgWUREREQkj/8HY8I5hw46\nREQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c0f9590>"
      ]
     },
     "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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MYrnlT2NYrXOnVfno0jWnGD8XmYfsHGZdex4hgxrHAG9rMd/MyjZVt3HZJttQ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55UZb+YK+gBjAVWR7XyQqVO5PUV4GVULwq/WfoUItKnkTwBbA7sr8pb8RlbA4gciNNg+Tbl10+A\n41D9NftGVYoTwB6Km673QoL1LIvTRZoN/BXV90OLGSeMCJ1w5+vFqsSh2WQYrZ6wU5/+CFymqlfg\nTsJUJuJCGeuBDYAJGU6a7sCKwPiKWWUYhmEYhlFdNE6H+B7oLkKHWEtX/QYXQXBarOWGpaWA6q3A\nFMArsqR800jmAMNajZMmtU3di98NcJmQGj/TgeFB5FL27aonPbXDTXd6BudgSs5JA6D6E7Ar8Drw\nDCKjgC7B0q+B+YiMQmQQIokkjMklMq3KHOBI4PrAaWMYRomEPYlXxoW2ZmMeTuSqHuhDS0fUFsDb\n1RSOahiGYRiGUWEG4iJE1sVNe7g90FuJk8uAUxFZJuZyw9ALF6mwO/A8TivkKFQXFVlOYzvtEkwh\navw+BNiQSjmiKkNqm96O6neojmv6wIm4yJTXEOmZc7tqQGRtRJ7B2XM0qk+VpV7VebgX5z2BfwEz\ngs/rwGvAP4CTgXeC9PFxk/NYqPI2zgF5ZAL1GkarI6yj5jtg/RzLNsClnKsHNia7oyaXk8owDMMw\nDKPVoUpDkHjhF+BwoDfwz1idNapf4LLc/CW2MsPTGPnyIbAGcCCqs4otJKWdGhq/AzcA5wL7qVJ0\nmTVMfiFcVUX1Ylz7jEJkr0DTphwCuuEQ6Y7IzcBI3FS4dVAdVnY7VBeg+jiq26HaBdXDUb0tcBht\ngXPY3IPIF4h8EnzGI3IKIu1LqLnQsfg7cKYI9ZRoxjAqQlhHzSPAxeKEsppEbcQJW52JeytQD/QB\n3sv4zRw1hmEYhmEYOVBlJjAAl+XGD71huCktlwN/QqRb6ZYWxUCchkwH4ExUJ8RRqAgr4e6rj1bl\nizjKrCGaoouypKROnRZ1P3Ac7ti/CzyYc7u4KNQXRRZD5BzgY1ya8d6o/hPV3xKxpxScw2sIsBaw\nJ7Bv8DkRl7FtPCJ7B06wYkmPEGvZbq/hIuz2jWVfDKMVE1ZMuDMu7HMrYBKwKi6KZhXgDWBXreBA\nFYuYsEgHoAHohups9xPtgF+AHsEbI8MwDMMwDCMLIiwHvAr8W5VrQmwwgjBCqCK3AjNQPTceS0Pg\nHmLvBRagenQ8RdIRF4XxnCqXxVFm3ZCtLzidlb1wCU064hw3j6EavxxBvr4osi9wHfA+cA6qn8Ve\nf7lw/Xo34Fqcw+kN4B3g7UjOyCztJsJ+wPm4TGaFHzQNw8hKqIgadY6L7XFzDt8AXsad1McBO1XS\nSRMj6wJfNTppAjYAJpuTxjAMwzCM1kwuEdFUVJkK7AScKBIqTW/+aRSNb+tdZMDxiCwfyfhoDMJN\niT8ljsKCKWGDgf8D/hZHmXVGy76guiiYytMPOAc4HfgQkVcQeTVmceGW9Yv8DpH/AlcBx6K6b007\naaAx2mYYTtNmAbAtTqD4BUT+GUGEONs5/DRO5HjbGCw2jFZLqIiaaiemiJpjgO1RHdT8EycDfVT5\nY4kmGoZhGIZh1CyZaaZVyZkGWIR+uEw46wfOm1wrLo0TJD0h65SW9Lf1n+NSY58UwfziEFkDeAvY\nEdUP4imS84ADgW1bmS5NOAr1BbeOADviUlQ3Zjt6BdgZWAKnJbQmLtHJROBLVGcH23UCugK/tNAa\ncst3xkXs3IvLxrUiTuj5ZuDKqpziVAqZkTBuWtT/cNmjjkF1Xshysh43EY4D9lVlj/iMNozWhTlq\nmgu5CTeg/7P5J+4HhqtyV4kmGoZhGIZh1CwiDMVlehlNcwajfOtfg5s6fkgJlabWeSBO/+IoVF+O\nXGbhOtsDo4AhqP4rniLZD7gRNxVkShxltmqa+8W3wEygR7DkC5yDpj3OYdMzWL5EsPxnYEncrIDn\ngDE4B82hwFycJmXjg9E84AZUP054bypD+rnltH+c1MUQnC7T/lHEs5uLZzGcTMYuqoyPw2TDaG2E\n1aj5CtLmGErK90XAdJwI7/Wq+mHcRhYiJkfN68CFqA5v/omJwF6qfFSiiYZhGIZhGDVLMN3pduCE\nQk6aYP3OOE2Ps1QJl7pYZDAu/e9snGgppL6tF9kVN31oA1SnF78XoWy4FNgUGBAhFXeW4tgYp/O4\nuypjSi2vrsg83mGFglOjONwzyDK4SBnNWK8t0A2nbzQn+G1JnJzDrrjjPBwnVvx+2vZRbasVckUw\nibQLft8bmILT6vwRuBnVEcVVwWk4UeEdTKvGMIonrKPmP7hBbXncnMapwf9b4ebavgtsiQtD3ElV\nX0/I3lz2leaocQN5A7BK42AVCOJ9CiyrSskXasMwDMMwjNaECP1xGXzWC+PcCSUuLHIb0B7VY2Mz\ntLnsrYFHgT6o/l/pxdEb5wg4WZUnSi2v7ggrJl0Jqtm2pHFTwX4HLIubLtYTuBTn0Low7DSwIEX3\nG8BdqgxOyFrDqFvahVxvFE5QbTNNuXCJyIrAC8Aw4AjgJeASXBhhLbEm8GOGt3wL4G1z0hiGYRiG\nYeRGhLTog0anjCojRHgGuEeEF3FR2JryN+3/ifRcZnW+4ge6f9mfV1/6RBiYue6afDZqLH2u/bf8\n+fJTuXF0jrLC/tb0/785qs9htLvif+zl788TKyAsj5smswku8qIfLnKjkfk4PY8vgs8wVUantMnq\nwIvAueakyUl+MelSKS0qJtW2OYHjpjHS65oSyq1+3Fv8ycHHIfIUcAfwDiIn4/r8L/mcNqosFOFY\nYLgIQ1X5NlnDDaO+CBtR8znwV1V9NMuyg4ArVHVNETkUuF1Vl4rf1Lz2lRpRcxBuoN23+SeuBmar\n4sdgomEYhmEYRl2ST2hYhKWAC4DFcdlGJeVv6v9tVuD7DkM4eMtDePjt/2PFBZnLG7f5A493v50T\n+m3OWyMnsua8XOuF/e1M/rHc+Vz5u6P591f/Y+9ZKcvn4Kb2v4N7YP8hZbc74iIN1sQ9tB8GTAAu\nA74BRgL/UOWWUtq2rgkjIFxa+SOIGhWTPr3qSdKFd5ePXG4t4yJtjgbOxE0p6wr8BjwAnIdq1iy5\nIlyCc3jubVOgDCM8YR01c4CDVfXpLMv2Bh5R1cVEZDvgeVVdLFYjRZ4DdgH+pqoXZVleqqPmcmAh\nql7zT4wELlflhcjlGoZhGIZh1DnFCg3HVOlfgYOAbVGdEbGMdsDVwF7AnqWkXhahI3AkcD7uAfZy\nVf4etTwjBrIJ5sZRjpsCVHq5tY5z3HQDfJwWzRk4x5Wmr0ZHnEzG5aoMKbudhlGjtAm53ifAmSKS\n5oARkU7AWUCjIvpKpL9tKJkgSmeD4GtSXtgNcYJ3QZ20x031ejuh+gzDMAzDMOqFgbhIg+ScNCKD\nERmByNAg2uFKnG7iE4h0KGK7xt8b7/PWAzYvxUkDoMpvgQ5HL1wK7qKdNCIMFmGECEMD8ebWS67j\nVsx2cBJBvwzEqNPLDF/HwLRyWn5vPaS3bxdUp6H6J+AA4CLg0UD7swlVfgOOBf4lwrLlN9owapOw\nETU7Ac/iBHeH0iwmPAAnILyHqr4kIjcCHVX1+FiME1kG+Ag4HXgIuFxVL86yXqkRNd8A26M60X2l\nL/BvVdaPXKZhGIZhGIYRD9mmsbgHwsdwWiGDsmZpytzOPTD6wOHAucA9LbIFVYh8U8haHVGnLeXb\nrmVfaJ1TmEohf/t2wGU4exHVK1puyo1AJ1X+WAZLDaPmCSUmHDhh+gAX4k7OFYDvcSJpl6vqx8F6\nf47ZvquB8ar6sIg8FHPZDpGuOHG4r1J+3QJ4M5H6DMMwDMMwjGJpKTyruhCRgbj70bsQOS3LNKjG\n7cbgpl/8HzATGA88WUknTaYIM0mL69YWUdsi33aZyx6MWEf1ki6gPBVYjXhFj3O3r+o8RI4AxiDy\nEqrvZGx7ITBBhG1UGRWDLYZR14Sd+oSqfqSqA1V1dVXtrKprqOphjU6auBGXInEQcHIS5aewATA+\n4y2MOWoMwzAMwzCqh+zTTVTnAHsAC4AJiOyXsd1fgHG4dMNbAp/iIil2xInFVpJeuBeguwe2JD+F\nrHaIOr0o33atYQpTap8aQHr/ioP8baY6GTgFeACRJdIXMR2nY3OrCLmnKxqGAYSc+lRuxIXOjQUe\nb5zqJCKLSGLqk8hpQG9UT2r+ia+A3VX5JFKZhmEYhmEYRnkR2RYYDHyJy0bTD1gMeAm4CtVxsQnM\nxmJuBUSYjfomvX83ADtTib4ucjcAqsek/4zg5DRGqnJV2ewxjBoktKNGRJYHDsV5alNFhQVQzTgR\nSzJK5ELgKGBdVf0t+C0pR83dwDuo3ua+sgJOF6ebKi3nOhuGYRiGYRjViUhHXArhBlxa7a/SpjeF\nTAmdZVrSNanf43CqBILBtwMnmJPGiIX0tOKQZPrzFlU3nzOnc91x1/GXj4BvgUmkTL0SoScuEc04\n4GcSOr8Mo9YJKya8Fm4qUDtgCWAasCxu6lQDMF1Ve8ZikEgPXFjqsTjh4kZ+Bv4B/A34VVOmKomI\n4oThGhmhqiNCVjgG+DOqb7qv7Accp8qAEnbDMAzDMAzDqFEyhX3JEJ5t1UK/hpGFFmLYyBrAJo3f\nU4WHRZgE9GhaZueXYbQgrEbN33EibCsE3wcAnYA/ArOAzPnApbA60BG4H+ecafyASwX+Cy6VYhqq\neknKZ0SomkTaAevgBOUaMX0awzAMwzCMaiY9tfJ/IqVyzk+maGpOEVVLq23UBFFTnocn7Rx5lz7L\nAcyl48K7OfqijHW/SV03c9sEbDOMmiNU1ifcHN8TgbnBd1HV+cDdItIduA7YPiabxgL9M34TYDhw\nH3AXMDGmunoBU1CdmfLblsAlMZVvGIZhGIZhxE+jaCq4SO/uwf+3Qyxv4weSMi1JJP17Hlviqt8w\n4ibpfpp2jnSX57+5iT+t0oEFbZem4Vng9ynr7oWbFnVaiPPLMFolYR01SwC/qOoiEZkOdEtZNgZo\noRsTFVWdDozM/F1EACapaotlJbAh8EFzHXQANsLNaTYMwzAMwzCqk9Q38KmiqeHfxqenMk5LXxw8\nLB6c63seWywawKhWEu2nmefIj3SfcQiP0pWf3pvKcssgcjCqDwMocs3H9G5Q+A/yyWbqzj1zcBpG\nCmGnPn0NrBz8/xlwUMqyPaBmPZ8bAu+nfN8ImKjKjArZYxiGYRiGYRSmOU2wuy+NkmY5Mz12ybZY\nNIBRxZQ7HflA4JGfWXbHtizaH7gJkVWCZb3W5pOV1+GTXsSXOtww6oqwETUvATsCDwHXAkNEZCtg\nIdAbJ/CbKKoa1qlUDBsCt6V8N30awzAMwzCMaqflG/gob+NjiTAoEG1jGNVBmaNW0s8LHYvIDcCt\niOxFcO69y8YL7+LYi24pl1GGUUOEzfrUEeioqjOC73sBhwCdgWHAHRo2z3cCRE7PLTIF2ArVr91X\nhgDDVLknXgsNwzAMwzBaH5lprqsq4iQzVXeeqVDpm1XxPhlGFSLC4I7MXWsC6/ZZjLl/WZnvHgNu\nX4Hv2/3ACkNVuStqudi5aNQpBR01ItIWl2Xpe1WdWhariiSSo0akG/AFsAxBIwSp4nZW5bP4rTQM\nwzAMw2hdtEjZW81pd0VGkJqSOyWdcPpqNbRPhlEFNJ4zfRnNC+wydxkaVkV1qgiHAQepsk8p5QZf\n7Vw06oqw04nexem31BNOSLjZSbMSsDjweUWtMgzDMAzDqB9qSWg3rK21tE+GUQ3MBhhDv9HtWHAH\ncH3w+zBg+3nS4a6IqcPtXDTqloKOGlVdCEzGOTHqiUwh4S2At1Sp2BQuwzAMwzCMOqOWhHbDiq3W\n0j4ZRjXQdM4syczzgH6InKDIL8C7P7PMpkQT9rZz0ahbwkbU3A6cHmjV1AvLAe+lfDchYcMwDMMw\njBhRpUGVg2viIUq1AdWDC2XEqal9MowqIO2cUZ0N7AecBDy3Pa+8NoWVuwSrFhUZY+eiUc+Ezfq0\nBLAGMFFEngO+h/TIE1W9OGbbkkX1vIxftgAuqoQphmEYhmEYRkyEFAU2DCNGijnvVMcj0g844wV2\nOe9KzmvXh7GPtoHj7Xw1DEfYrE+LCq2TUPrsUETO+tS0PR2Bn4HlVZkZn2WGYayzdx0AACAASURB\nVBiGYRhGWQkpCmwYRoxEPe9EVp/I6h9/Rq+Ld9dhVydlnmHUGqEiairphCkTGwBfmJOmMOKne8vV\nM6+3UX6sHxqGYZSXGht3TWDUMMpPtPNO9csLZMjjd3DchYjcKeiVVGnKbUsHbpSTenfAhGVT4J1K\nG1Ej9CKa2JdhxIn1Q8MwjPJSS+NuWFFgwzDiI/J59zCH3PkYB8wErqO6x5pqts2oM0I7akSkjYjs\nIyLXisi/RWTV4Pf+IrJyciaWhX6YoyYs9pbKqAasHxqGYZSX2hl3Q4oCG4YRI6Wdd6/9mRs7LaDt\ntodxf2Om4Woca2pnHDRqnlBTn0RkGVye+02BmbhU3TcCk4A/4vRdTk3IxnKwKc6DaxRmIM6DfEKV\nhz0bNU6BMHvrh4ZhGBEoYQqTjbtG1ZPRv6cCq1Eb0/VaNarME1ni5cu46Iv7GHTyuVz5Yy++aOjI\nPDLy16RTZuHwmSw+9QvWmNabTwvbZhglElZM+E5gN+AgXOTJPKCvqr4nIkcB56jqOkkaWsC+yGLC\nInQBpgBLq7IgXssMw4iK+OmidOqZGKRhGEap2Nhq1DMZ/Xsa0D343/p6lSPCscDOimwHrBD8nF+U\nuNzC4SZUbpSRsOm59wHOVtU3RCRzm8nAKvGaVVY2AcaZk8Yw0inmrWtCIpORwktrTPDSMAyj3CQe\num/jsFEq+fpQgf6V2r8bgJ3J0detn1Ydw4C/L4J32jhHzVxgNUR2RfX5HNuUeypStPrKHPlj1Adh\nNWqWAL7NsWwxIHJq7CrAhIQNIzvFCKYlIa7WJEpX5M2TCb0ZhmHkJurYWgw2Dhulkq8P5VvWLGjr\nZgLk6+vWT6sIVb4Dvt6SN6/HHbeVcdIUtyFyRo7Nyi0cHrU+62tG0YSNqPkM2BV4KcuybYHxsVlU\nfvoBj1XaCMOoQop5axD7G43gpipKSKkJvRmGYeSghLG1GGwcboWIL0sCOwA9cNOOpgafacBP6mkx\n0ev5+lDOZVn6d76+bv20+nj2bTbfLmVK0RBE3gBGIjIL1cFpa2tZxrM46rO+ZhRNWI2a44GbgEuB\nB4EvcKGEqwa/H6+q9ydoZyH7StGomQz0V2VizGYZNYiFwTYjvixNSOHIfOuWo00z6jgJuKZSthiG\nYVQbSYx94ssaNOt/ZLIEcB5wBTADWIRT3VwU8f9I26gX4ibXKEjQf9YC2uJebq4PdMUlE/kZ2BHo\nCSwJjAI+Brrh+sdywd9lgOk0O25S/2b7bSEwGLgA92K5a8pnRWAv4ERgfNTjXMx9jlEiIaf+iLAF\ncLsqG2QsWBMYAZyL6gPJGhuRfPsozX3Npj0ZYQnlqAEQkauAs0ifLrUIuFpVL0jAttBEddSIsBIu\nGqibqsl2GyaymARxt6n40gbYElgPd9H+FBgepg47voZhtEbiGvvEl98Bh+DC/1fEZf/MuXrwaZPy\nkRL+j7INNDtvyuEcKtm5VIE6c22vwLLAmjhHTOegPb/GvQyZinO+dAX+hHt5Czn6l/jSNli30XFT\n6O/SgQ0/Z/k04KJ2NgU64KIU3gk+o9XTaZn1GxUmpAivCG2B/wM2UeWbjIXr4mZ33AS8hwsc+BrV\n+QlZXRwmNGzETNipT6jqeSJyGy6SZjngJ+AFVf0yKePKQD/gHXPSxEOdRCtYaGL8hG7ToA/1xmlf\njcbNT/4KdzH+BtgKOBT4FRiLe9O2kGadrHcz68jol/PC2mIYjdTJ2GbETI31i5zjcLb9EF+64SIW\n9sQljGiMZAB4HPfi7lX1dGEZbI+M+JLpLCqHc6jWt2/8vgewFM4p8j6wBa7/tNB7EV/64xw1o4E5\ngWMw7bwI+sq04FOQwLFTMCpKfFkZdz+/KfAXoJ/4Mgd33/AFLrrnSfX00zD1GokR6l5QlYUiPA/s\nC9wAZEaqHAAchpPeWBNYAZHjUH0wOdNDY88QRqyEctSISFtVXaiqXwN3JGtSWdkUdzIZ8dAolAUu\nvK8WPckDsTDYuMnapuLLYsDquAvtGsHfA3Fv0QA6AT6wGi56Zi+cc2ZP9XR8UIYA6+Ay052KC81+\nSnx5FfgB9+ZtM2gKof0vTgTOjq9RDPUwthnxU0v9It+1LXU/XhFfZgB9gBeBJ3FRi42RDNOr3TmT\nSvCQ3xghYhSB+LI1sFHwtdC1s6l/4fpMyedF2H6mnk4BpgT1Nkbdroi7p1gz2IcR4st3OPmGh9XT\nXAlSjORo7iOFp/78CxgqwmRV/kv6GPVrWqSKi7J5AZF2qN6bgN3FUMw+GkZBwkbUfC8iDwH3qeqY\nJA0qM/1o9NYacVDznuQyiSy2Rh4GjhdfGm+c1sRF5k2i+a3XJ8HfvuR4a5dJcBM+IfhcIb4sjruY\nbwGsi3sD/Ltg9UnA8erpj/HumtEKqPmxzUiEmukXua5t4ksHYPng6wLgI9x4/ZJ6Oqd8FhpVSGr/\nPibf9Ti1f4kvFT0v1NNFOMfNFODVwKbTgf64B+kPxJcPcE6bx9TTn8ttY6ukCBFeVcaIsBvwrAhL\nab6xVnUCIjsCLwXOmrvjNLsoyi1sbNQ9YcWEb8F1vGVwD1P3Afer6uRkzQtHFI0aEdrgpm/1VuWH\nZCxrXZgom5GJ+NIbeAbngPmQZqfMF8DkzDdmSfShoMwhuOlUywMX4h5CphdZTi1NczCKJN/xtbHN\nyEat9wvxZW3gAZzWSAfgQPX0p4x18p0XNibWMVGTBFT7eSG+dMSlSB6Ik3MYDFxR7D2BkTwi9AZe\n6MmXt3zJGn3IF6ki8nvgZVw67+tRzR9FF1LcuCTKUYdR1xQjJtwBGAAMCv52AEYC9wKPqeqvSRkZ\nwrYojppewAuqrJaMVYbRuhFfdsY9BJyjnv6nwuY0TpMaAJyNi9qZjHs78yzwhHr5xehMiLi+seNr\ntBaCsfAUwAP+CtyRSwck33lh50zrpV6OvfiyEnAZTo/nUmBwkSnEjYQRYVXcNMwHAT+vrqjI6rj7\nzoXA8ah+lGfdEUQV/hURnCbTprip+28Cb6A6L1jeEaepeAduin/xdRgGxYkJz8PN/3xSXIqxg3BO\nmztx6tuLJ2Jhcpg+TYnY27TWS6FjL76cCFwCHKCejixm26QIHkSeBZ4VX9rhtG02x6Xzvk58uR13\nk/Z9jiJqZpqDEQk7vkZr4Qbc2LelevpZgXXznRd2zrRe6uLYq6ffAceKLxviIjH2F1/2tGl/1YMq\nk0TYBngeWEaEM1RzaE6pfonIVri07a8i8g0wC5hJy4iW4vqwyGrArsBuOCfMQuA3XMr6cwEJnD+C\ncwB9HCwjWG8SIgOgydF0MrAE2VN5R4vEsQieuqNN4VVaou7APwcMxaVQ6xSnUWWiHy6NnxGdRnGv\n3XFhrkbrIeexF1/2Ac4Htsp00hTatlyopwvU0w/U08HqaX9gF2AF4CPxZYj4snXw1jmVgTgxxYLa\nOUZNYsfXqHvEl5OBHYCdQjhpIP95YedM66Wujr16+j5uGtQPwKOBdpNRJQQSFf2BTYB/i+QJNFBd\nhOotOBHpHsA2ZL/fbOrDwAwkyzEXWRuRyxD5GHgb2Bp4LLBjJVyq+t8BXYBXcNPsHwRWR3XzwIbG\nOtoAf8Ylvjg12J9c98JR75Mrfn9txEvoqU8AIrIULivLIFzH/w14CicyPDQRC8PZFWXqUw/gN9On\niY74MhQ3GIQSfjXqh1zHXnzpCbwF7K2evl3MttWA+NIFOBI3LWAObtrW85W1yjAMo3TEl12Ae3BO\n9C8rbY9hVBviS3vgUWAecGgtZThrDYjQGXgcmAscqsrcAhs03m/Owx3Xq4C1cbMq+gIr45JOLI2L\ndPk/nIbiV7jMd8sBD+EE1t9toXsj6fezRUWwNG+7AHfPOZjGh/Ko5ZZij1GVhBUT3gs4HJcetyNO\nm+Y+nDbNjEQtDEEUR41ROtUuGJc0rW3qV8b+ngRcQ8qxD95AvQY8pJ5el6ecquk3uY5hkN5zd+Bu\n4CT19InKWWkYhlEagXDwq8D+6umoSttjGNWK+LIY8DROg+R7Wsk9Xq2wQNrdOYF19p7Jkm3G0Hej\n0/T63KnWpel+80ycPuG+wDjcjIrRuGygPwMNwCJgFVxWUg9YEviOfFOImssvPh1387Y3AbfhIm5S\nHU/tgQNQ/SRCmZYevE4I66hZBHxKc7anb5I2rBjMUWNUgnoR0wtLof0VX64DegL75RKmrDZC7FMf\nYBhwqnr6SJnNMwzDKArxZSlgNdxYnPp3C1yE4D2Vss0wagXxZXGck2bJ4Ke6v8erGVJEgIex288D\nGNZLlZ/ybxS9DsohAuzEh9dJ+aUzbmrWocBLwLVo9ih1o74JKya8mapmFd4Vkf7AEap6TGxWGUZt\nkFOIrE6jbfLt7764NxUbq6daQ/ufV0xOPR0bTBd4Xnxpp54+WFbrjLqhhs4Jo4oRXzrj3vT3pKUz\npiewGE434auUv6OAC9TTCeW21zCqibDjsHo6S3wZA2yPE4WdE7zYsfG78swGUBh9PIPfBEaKcBEw\nTJW4RKDLK5at+hswNuPX1xE5/9otGHbE+4wcuY788HE3trlwpE5K3B6jagjlqMl00ojLVX8ETqum\nB07LwRw1RmtjILmn8DQKehGsUw9vYrLur/iycvD7PurpL8HPtbL/+Y4hAOrpB+LLTsAL4stC9fTh\nslpo1Au1ck4YFUR86Yi7r1qNdAdM4/9LA9+Q7ogZk/L/tFqJaDSMClDMOPwH4H84x+iauEw/YbYz\nkmUgcLvACd+yyvTg+ynAXSI8gxP0fVGVeaXWQaWnEKnOOMuX+ZduR4crX2KVk8bwMSJHAY9SjMis\nUbOETs8dpOQ+GCe0uXnw8zjgSpzQkmG0KoIH+1wX67pIXZlKtv0NtFzuBW5UT99KWVQT+1/gGKau\nN0F82Q14UXyZrZ7+L3nrjDqjJs4JI1nEl3a4LCHZomF64sQrp+CcLo3OmGdpdsR8r55mT01rGEYh\nQo/Dwf3BNuLLP3Avp0NtZySMNt+3BZ6KB4AHRFgROACXdfReEf6LEwEersqCqHVUAbNnLAYn78no\nbb7hwmXncD3QD5FzzFlT/+TVqBGRtrh88UfSLCT8Fc7DfCqwvaq+WgY782IaNUa1UU2CuUkivpyD\nGxv6p2ZHSGL/q2HqiPjSD/fQNBpYvJK2GLVFaxgTquEcrTSB83pFskfD9MRlGZlKuiMm9e+36mlx\nDxWGYYQi3zicJ7lAe+B13DPQduppg4111U2Q2fdA4BBcRNRjn7Pm79Zg4lISHLOqEtuV9P6UaluL\nPivSFXgBl7zjjJzOmjxlGrVDTkeNiPwTF/q1HE71+hFgiKq+E0TX/Az0V9WR5TI2F+aoMSqB+NIX\naFBPv6i0LZVAfNkEJ7TbT73k58xWi3iz+LIN8DJOkb+ithhGNVEt52glEF864V5ibY3LIPI12Z0x\n36inv1XESMMwcpJv/BJfVgHeAk5UT//Xmse6WkOENYCD3mKzCzbjncUBvmPFl1fmu51VqY6IlGLF\ni91z+PO4l4antkgbHqVMoyrJN/XpdJz2zKnAzWrhVUadUuybEfGlG/APYCegg/jyLnAzMCw1qqSe\nEV+WBR7EZUMql7BZWaeO5OoX6uko8eV9oC9u+qeFQRuGozVP7/oXLmrmHWAm9pbdMGqNnOOXejpZ\nfPkD8Iz4smPGuiY0XC1kiSJRZSJwJfLONsDu37DKlD6MXQX4SoSHgYcXISdKruiT8kSmhL92Ntsz\nHegHDEbkJFTnRy7TqFra5Fl2F7AAuAH4UEQuFpFe5THLqEXEl63Fl+6VtiMCjeJyu+PCC7MivrQV\nX44APsS9MV0bJ/o4BPCAz8WXs8SXrsmbXDmCY/wK8KR6OqSMVQ/ERfbtUqYboXz9YmdgAjAD+LUM\nthhGLVDuc7QqEF8G4rLDfA9sQ4FriWEYVUne8Us9fRv4M/A0cFrjujgHbcF7SKMs5LtvGwg80oPJ\n6/3Msr2BvYGFwKNvsfnhebYL9YxQIk19L4QjqNGenYFvgZWAoYgsU0KZRpVSSKOmEy7l7pHAjkBb\n4H3gGeACbOqTAYgvXYCbcDeq7YFzgHtrJfOE+DIUNwCPJuMCLb4sDwzAaTXtDHwK/Fk9HZOlnE1x\nyvN7AU8Annr6bfJ7UD6C9ngZeBK4qFaOcRTy9YtgeVvgRWCkenpJ+S00DKPSiC9r4bQCdgauIM+Y\nYRhG7SO+XALsCuygns4pdK9glBFJPxZhHBQiyDS6vdaNn7Ycy4bzduLliT+z7EPAw6p8FqXMRMm0\nx0Vw/gP3nLIXqp9X0DojZvI6atJWFFkJOBzntFk7+Pkt4FbgUVWdm4iF4WwzR00JlCKKJr5sB9wD\nDAXOBnoDg3ERJ39STz8ttY64ybQl+DlNXE58EeAo4BZcxMT/AZ/gNJvy7oP4shxOdX6r4HNzRn3X\nUCVtUQziy4q4SJohwKX17KSBcOKv4ssKwHvAIPX05XLaV0mq6XyuJqxdWheBLs3bwE3q6eDWIBht\nGK2d4P7wfqATTrB2Sey8rw6keQwuyqESbDeFlU78HVPWwWV8OhD4flW+fmocG/VbmumHV9xJA+n7\nmP488QLu2eMoVIdVzkAjTkI7atI2EumLc9gcCnQFZqjq0rEZJXIAzim0MdAN+AYXoXCFqs7Msr45\nakqgGFG0QFBtO2BT3NzIVYHj1NNnU9ZphwsPvQD4GJe+/TBgyzB1JE2h/Q00aAYDawK/4bRIAKYB\n3XNtl1GG4LIDjcU5a5oFvWD5fPVXI0H0yGvA8xY9kk4wX/0+YNvWIixtQorZsXZpPQTZnYYA83CO\n2rp2XBuG0Yz40hH3gvIT4BQ7/+sPEdoC2+KcNvsDE3Fj/qOqTKmkbU1kCga7l8v34ma+nI3q7Bxb\nGjVCPjHhnKjqGGCMiJwJ7AEcEatVcCZu3t15wd8+wCXA9iKypQkbx06a4FSeFIV7AXcDw3GCiY8B\nY9RLHwiC1KLXiS8348LyBuIcO1Ad4qstBLYCR0RfXDjrCTih3EOB/6as24ALby8ozKWeqvhyNG5/\nv86o78HM+muAs3DtdmmlDak21NOXxZfPgQniy2jgC9yc9XqOqjCRuuxYu9QZ2a6HgSP+OlyE5W72\nkGYYrQv19LdAXHgk7lnlygqbZMSMKgtxzzvDRfgzsAMu3ffFIpyhyj1lMSS/mHH6PYdqAyIb4uQo\n3kPkMFTfLYudRiJEiqhJGhFZVlV/yvhtEG6KzY6qOjxjmUXUlEBmuHa2t8KB0+EKYG/1dHSEOlYF\nnsPd2F4PXKuezoplB4q3JTVscBbuhvsQnBDk87h9fifLulBkeKv4MgC4DRgDHBO0b02Fx4sv6+Om\nPPUtY4anmiLjnGkAGiMM6zKqotb6cLmwdqk/clwPz8JFFW9jx9kwWi/iy0rAG8Dl6umdlbbHSB4R\nOgIdVMuUSCJfmu18U71EDgFuBH5fFVO2jEhUpaMmGyKyNi7LyiBVfSBjmTlqYiRTGA04HjgJ9+bw\n0xLL7ol787AJsJV6OrVEc0uxpS0uRLArbvpWIsK/4ssNuOxQf1RPf0yijqQQXzrgtKhuUk/vrrQ9\n1UrKOfMJsDrQARMWrFuCiIplgZWzfJYARuGmCU6smJFGLGS5Hg7AXcO2qjexeMMwikd86Y2b6v4M\ncLZ6Oq/CJhn1RClixiL/BiahJllQq9SSo+ZE3Ny7vqr6XsYyc9TEhPjSHrgTdzP6M7AM8APOSRPb\nnEzx5W84D/GO6ulvcZVbRP2C80L/Hhigns4psbycIqLiy2I4QeH9cdmSbsqWNaoaEV98nFNtLwvv\nz01G5NX6uGxQe6mnL1bUMCNWxJfVcGHug3D6VVMyPt8Bc4H+uGmUM4Gr1NO7ym+tEQcZ53Y34ENg\nPE6zrF6nNhqGUQTiyzLAf3A6hgdFceKaGL2RlagCyW7b1XFSFb1Q/TkB64yEqQlHjYisjBNlHauq\nu2ZZbo6amAgcKJsAl+EcNb8A09TThTHX0wYnfDUbOLKcToDASXMtTtx4Z/W05PDFMCKigUjxMbjo\npDeBo6r1zUvQRifgtKH6qKffV9ai2iKY8nYnsIVNF6t9xJfVceLo++KmMv5LPZ1WYBvB6V7dh5v2\neWbc46hRPoLj+TywBi5qDup0aqNhGMUT3NeeDZwOHKueDi1y+xGYGL0RN07jZhqqF1TaFKN4qt5R\nIyJLACOAFYBNVfW7LOuYoyYGglTbD+EezH8IfkvMwy++LI4TYlsAzEmijoz62gF74TJSdQW2V09/\nianstNDEfPsQRNg8hJsi8Yc4HEVxEhyX24ANgf3V088rbFJNIr6cDhwLbFltx9gIRzD17xzcjffN\nwPXqFfdWKnjT+gguO9Ch6umM4Pd0gcD0NJv2NrXKEF8OxUVTfQfshk1tNAwjC+LLtrhp9cOAs8Lq\nMRZzH2kYoRHpgQt2eBYnw5BNlNioUtpU2oB8iEgn4H+4DCq7ZnPSpKx7Scqnf5lMrBuCh4l7cToq\nP6Qs6oXz8O+OC72LjeDitTfOIZBIHeAcI+LLOcCXuIxidwCbxuWkCRiIexgreHFVT+cCB+KyQb0i\nvnTPt345EV9+j9OkWQRsbk6ak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SdGFeIvdpn4sg7w4m0b8/laSzJwxAjZlwpEn0QVQC9A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L99Oz58ZzYfjRnKtAEtHViVsH2vXcK0sAvgYscTAJazCynR0cmuz5dGDWTFOQvhzBe5FNi3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\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RmPF9YE13vpFxIF8HTgD2xX1ZprHUmGKJmhXAXu7+dHS9GHf3nolHF5MSNQ3M7HJgMe4t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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118a67f90>"
      ]
     },
     "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
}