cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_wiltshire_inside_10cm_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Inside 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": [
      "[Saved variables results_dict to file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_wiltshire_inside_10cm_scaled_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_inside_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_inside_10cm/IMG1.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG3.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG5.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG7.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG9.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG11.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG12.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG11.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG12.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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SfG0OB87MreG13Evq6Hsn8MOIuDMvb+lvyBjgypy2cWBEPEJqQb+AlP4ygeYtx1XfwzXU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\nN7eZ/ZswIH/KzCYQriT0Nmk2wlfG38bsGUKr4gWB7Qn5juUUciJLlym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CywCLULtQopfy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\nHA6HI8P8PzBlLxgHzhDcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11424d510>"
      ]
     },
     "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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XDbB01bqvA78g5QS/Qvpb/ZD096qkAZxM6rl8spDC8Z0m6m7Ob/Ox7UcK8heRp9XMefJf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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x126a1bc10>"
      ]
     },
     "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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n+r/z8nNJdd8zgT+Sgt3m9Fk+1uL90cB/kEpifkah9tj2NGAP4CfAm6Tjewyg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\nMAzDKJH/BysNF4MZX4MgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113c8ced0>"
      ]
     },
     "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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4rsYinQscJWkMsAepKUi5o4EL8/8XAofnJiFmZmZmVkW/C6Z7m6QBwHmkGuHP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\nrCPpAFxykuiZ3hd40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      "text/plain": [
       "<matplotlib.figure.Figure at 0x127d6ed90>"
      ]
     },
     "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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OnLZXc7KDIAiCIOj+9DhjuhuyLjC3LO1nJA/yrTks4aRqO+dwjLNzOMYC4KWc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1066ea050>"
      ]
     },
     "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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Bm2BmH6e/ybgCNFxSNzN7Gp+yHIBPxQFgZs/ifm9/wa2tb6b2SloCzGwcPl35BD5VuC6u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\n1KWaLcG6e7GI+NGB/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giCp3k4juM4TiUPAF9O24gO8BiW6pHmpL+wwseOwMXAd6Qga9GG\nXr2TTXqlnHhYFm8J4BNVJtf5vOM4juMMNXo/Mm1Yqke69JcwDxzmnwA/A1bES4v3HL0Sme6XxcNT\nPBzHcRynGk8AS4owlyrvp21MgjzOQBGVVKgs0qR5fVAK8h9sThe4Xn1P0f2RaZPFC0emPcXDcRzH\ncSpQ5VOsqMmaaduSMI+RfmS6GscC8wNXMBCxdnqA7nemXRbPcRzHcaLyALB22kYkzBPAiohkavRd\n8/os8G/gLneke4tecKaryeJ5mofjOI7jDOZBej1vWvV94HVg2bRNqcIJwGFSyJaj77RHLzjT/bJ4\nIowB5gOeS9Uix3Ecx8kmPgkxRTSv9wMvA99I2xYnPnrBme6XxQPWAB5VZWaK9jiO4zhOVnkcWEaE\nkWkbkjAlebwscgJwRNpGOPHRK850afKhVz50HMdxnBqoMgPLKV49bVsS5lGyu49XAktIQdZN2xAn\nHnrBmXZZPMdxHMeJTu/nTcMjZFS1RPP6GfBX4Adp2+LEQ3c70y6L5ziO4zjNMhTypp8FFkRkdNqG\n1OB0YDMpyKZpG+K0T3c70zAbcBPwlgizYSU6H0/XJMdxHMfJNL3vTKt+juVNZzXV4w/ANOBaKcgC\naRvjtEd3O9OqH6O6SyCLtwrwrCofp22W4ziO42SYx4HlRJgjbUMS5mEymuqBBf9WAeYCbk7ZFqdN\nutuZLsdTPBzHcRynAUHQ6SmyG7WNiyw70x8Gfx8BFpWCjE3TGKc93Jl2HMdxnKFHEfh62kYkzMOY\nZG4W2R2YAOSwlI9fpGqN0xYyUDgwW4iIqqpE/zy3A3lVbknQLMdxHMfpekRYBbgRWFKVT9O2JxFE\n5gTeBEahmtl9lILMDfwP2Ejz+kyjzzvx06zPWUlPRKZFGIb9+nwkbVscx3EcJ+uoMglTvOjd6LTq\nh8BLwIppm1IPzet7wCnAj9O2xWmNnnCmgaWBaaq8lbYhjuM4jtMlnAZ8N20jEibLedNhTgR2lIIs\nkbYhTvP0ijPtlQ8dx3EcpzkuA9YUYbm0DUmQzDvTUpDx2LmYBvw0ZXOcFugVZ9orHzqO4zhOE6jy\nCXA2cGDKpiRJ5p1pTCbvS9go+75SkHlTtsdpkl5ypj0y7TiO4zjNMR74dlD4rBcxZ9oqJmeVkkze\nROA2TOHD6SJ6xZn2NA/HcRzHaRJVnsUm7++Uti2JoPoG8CmwWNqm1KEkk7clVtX5S+ma4zRL1zvT\nIiwIjAReSNkUx3Ecx+lGTgMOStuIBLkZWDRtI2qheZ2meR2neZ2GR6a7kq53pjFJvIdVyaZgtuM4\njuNkm6uBsSKsnLYhiaC6B6r3pG1GRB4AlpaCzJe2IU50ur5oiwg/BBZV5YgOmOU4juM4PYcIvwTm\nUeXwtG0Z6khBrg/+nQ3Lp949iFo7CeFFWzxf2nEcx3Ha5QxgTxHmTNsQhyKwCpY7vQ1weqrWOA3p\nBWfaZfEcx3Ecpw1UeQm4CxiXti0OtwFzB/9PpLfz2XuCrnamRZgDWAp4MmVTHMdxHKfbOQ3YJG0j\nHO7H/LMrgC09xSP79ELO9GhV/EJzHMdxnDYQQXwyfzaQgtwInKR5vTptW4YCQz5n2h1px3Ecx2kf\nd6QzRRGXyOsaut6ZdhzHcRzH6TFuw4u3dA3uTDuO4ziO42SL+4EVpSBzpW2I0xh3ph3HcRzHcTKE\n5vVjrMz7F9O2xWnMrGkb4DiO4ziO44AUZDywPFas5X5gI+CWVI1yGuLOtOM4juM4TjZYnoFc6TuB\n91K0xYmIO9OO4ziO4zjZ4MPg70RgX+C+imj1FKy+hpcZzxDuTDuO4ziO42SD3bHy4QdpXqdJQd4C\n1gLWDd6fCiwQ/H86XrEyE7gz7TiO4ziOkwGCSHPYQb4TWDv4fyIwDfgqXmY8U7gz7TiO4ziOk03u\nAoYDTzDgPPdHrlOzyinDnWnHcRzHcZxscidwlOZ1bGidp3ZkDNeZdhzHcRzHySZPAAtIQRZK2xCn\nNu5MO47jOI7jZBDN60zgbmDDtG1xauPOtOM4juM4Tna5A9g0bSOc2njOtNMWxWKZ/uXuuVy2JkS0\na18n96+irzIt0bj7zfp5cxzHcfopAielbYRTG3emnXYJV2vKoublIPtqOZKh9csALwHvAvMAG4e3\nr9VRDA5q2NaktUSzft4cx+kS/Md54kwExkpBxmhe34FBZce9eEvKeJqH0y7hak1Z1LysZl/JkdwG\ncySpWL845kBvgznWldvXola7rdj6cBP9tkLWz5vjON1Du88+pw6a1xlY3vRmodV+zDOER6addumv\n1lQlwpuFKMUg+6jtSJbWTwdGBe/vAhwffG6uYlHWA+YFxgBzAnOElqWDBzEKEwAAIABJREFU7ScD\nk4tF+Q3waY1lRpV1ZwZt/h74GHgP+E6N49puGki14xI7GbsWHMepQgz3qf84T55bgS8DVwWv/Zhn\niNScaRF5ARtG/xz4VFW/mJYtTusED93KFIHMpBDUsK+WI1la/yPgb8DBuZy+WCzKwUAe2At4CHgH\nq0L1AfBRsEwD/gp8C7gU+AwT2h+BOdrzBK8bLZ8H/c8JrAjcXSzKC8CSwWsJbH0TmD/4v+ljXOO4\nJEFmrgXHcWrS7n3akR/nQ5xbKY9Al5UdT8ckp4SoajodizwPrKOqb9d4X1VVqr3nxEe1iES7EdBi\nUa7Fhp4mAlt208O1WJRFgbOAZbEI9LuYY3sJ0JfL6ZSY+mkYCSoWZVbgImAFzIGfAXwFeBuLnM+C\nOfIPBevexaLqlUu19e/lcvp5O/ZF2aabrwXHGSr4fZp9pCDDgbeApTWvb6VtT6/Rrs+ZdpqHO8vp\nUy0i0e5EuExHKYpFmQVYD4saA8yOOc6LA0dhEeZtsSjxcsDnuZz+L2YzGkaCcjn9rFiU+YFVg1VX\nABMIUk6A04DfYU71KCz6PSpY5sXSTirXl5Y5ikU5HsjncvpZK/ZF3CbT14LjOIDfp5lH8/qpFORO\n7Bl7edr2OOWk6UwrcJOIfA6crqpnpGjLUKZa3lV43TTgq0TIy4oQ5Y4lZ7bVNoNI7+7AMZij/BYw\nFnOmPwL+DXwtl9P7Q5s9026/NYia7xb+3H6hPqcB27XaebEoCwIXADcUi7J7LqdvtGhf3W1qpZM0\ncyw979pxkqWDaV9ViXqP+7OgP2/anemMkaYzvbGqvi4iCwA3ish/VfX28AdEpC/0sqiqxU4aOESo\nFpHoXxe8jhqxaBTljitnNnKbxaIIsBaWy7wb8BxwKHBzLqdaLEoxaGs0MFeFI91yvxGIGglKJGKU\ny+mUYlG2wnLBnykW5SXgNeDVYLm51H8T/TZjazPH0vOuHae3iXqPD/Vnwa3YRHWnTUQkB+Tiai81\nZ1pVXw/+ThWRK4AvArdXfKYvBdOGFNUiElXWjQMoFmUYlgqxMrBS8HdFTJP5QkyBAiw1ZNFiUQoM\npFL0RyuLRSmlVZRUMUr/jwTOz+VMR7MODaOmgRP9deBYbKLehcC2uZw+1mxbNT77UeCItxQhiRoJ\nSjJiFORM/7xYlD9h53URYNHg74rAmsCtxaJcCFyUy+lLMdra6nH3WeuO0wE6XPCqlZG6yM+CHopo\nPwQsLgVZUPPxzN8ZqgTB2WLptYjk22kvFWdaROYEZlHV90RkJLAlUEjDFqc+xaJsi0V1S47zdOAJ\n4EngfuA8zLE+GtgASz84BbgXG46aG0upWBOLgI7EcnzfDpZ3Qv+PBH5QLMouuZw+UGHHrMDCWNS0\nmhyfAEtgP8rWwybTfAr8Crgyl9OZNXaxmWhqOGJ/JT0SIQn2expQ9kMjyC3fDIvoP1gsyn+xsrYz\ng+UfuZw+Q2u0dNy7+EvQcbqNdqPAzWyf9EhdT0S0Na+fSUGKwBZYmp6TEVJR8xCRpbHJVGAO/fmq\n+tuKz7iaR8oUi7Iq9svtJ5ij9WQup9PrfH6uXE7fr/HebNjEtw+AD3O56hdesSi7AOdg0W3FcpaX\nwiKn72FO96mY1uaKwC+wiXZzYQ7hvVjU4g6gWKufdhlqs9+LRRmB/ehdPVg1Btgbi/LcXHNDx3Ey\nQ5NzFcLPuCcYUHU6DJuUvixwd63J2a08I+soSbWlq99Lz2spyEHAJprXvdK2pZdo1+dMTRqvEe5M\np0uxKHMA9wF/zuW0ozlaxaLci0WYwVJ/DgSex6ThNgK+h0nEPY6pbSwRfHZCLqcdiTgUizKaIR4t\nLRYlh0n3HQf8PZfT99K1yHGceoTmiECd52WxKCsDl2GynNMwrfzZg7dnAI8CLwObYnr8l1Zpo+oz\nMhhlXAUbQZxJ4Kzncvp5hX1hJanw/00/53vpeS0FWQr7bv6C5muOuDpN4s60kwjFopwELAh8K6no\nbp2+q0YRXMc4ftpV1SgWZTngZOxHzgPYiNM5EfLeHceJmQiKSrMyoM60JTbatwKWxvcGNkH7K8Cf\nsdS9c7HJ2Zdgk7XuB74aeiavG7z3b6zcNdg8mTHBMluwblZsdHG5YHkpsGEY5lQvHthXKm71WGBP\nydawqtSQf85LQZ4E9tR8eTqk0zrdrjPtZIxAMu2HwPbAmp10pEMP/RlYTvK+FQ/NtnSMe2gSSpy0\nqqpxf7Eor2DHchyWn57DzkdfsSiXAb9JQJ/bcRxqPs8aKSpdj43oPQv8E0vbmgJMwoIna2LR4geB\nKwIN+jeLRdkxaO8j4MpiUUp93l8sytqYKtCWwPrYPJmPsJzekuTmTOBOzFl/NpfTd0P2PwdsDnyC\nOdMXAstgKXzvYHNU5sRULM4DDikWZT3Muf4MeBjYISkp1oxyHbA1FsBwMoA70w7QP9nst8D+2MNs\nkxSii+GH/oQqD8LIOsYR2u/aSSgx06qqxgxCxzIYdv0X8K9iURYCvgvcVyzKH4A/5nL6abxmO86Q\np9rzrF7dgBeAdbFo8+OYE/tYLjdQTS+UZrFJqM3+52xFGsbpwLjge+KIiu0BxjZIxwjb/6fgs28C\n6xeLshFwKfAiNtl9NPA/YFfgaeBibEL6+kEbNxWLsmGNY9KL/Bv4OfDrtA1xDHemM0LSv6gjtH80\nsCGwai6nr6VkayPHrl1VB5dYG0yraialmeSDjmUup5OBQrEo52ApIPsE18zFwGRsWPerDORAfoQ5\n5B7FdpzoVHueld3PQZDkdCzi/B6wXS6nk5pss9b71eRBY5G8zOX0rmJR1sFSUJ4FXqtUZCoWZe/g\n38ewkbFp2I98sMh600XGGtibJf4DrC4FGaN5T6nLAp4znRGiTgxJov1iUdYHrgbWzeX05bRsTXqS\nSC9NQkmbqMcykCzcHNgT+AaWI/kyNtxc0q1eBBsR+Qem1DInFol6yCc1Ok51Gt2DxaIcDXwfkxM9\nDzgll9MZlZ9rss3+9ymXB52Qy+m4Zp6x7T6PK7cvFmXuwJ4/Y6kmRwIX1FGOKlba36wNaSIFuRY4\nU/ODJ386zeMTEFMgoRLZiU6kqzOpbx5MCP7oXE4vS9LWLo8EOG0SFOsZFUSuK99bCNOa/xqmZf4Z\nFmXaIpfTdztqqON0OcWiHAnsB3wzl9OnEuoj8vdAp5/9QYBoPPAulnt9U6VTnfbk9XaPiRTkMGBN\nzet3krBvqNGuzzksTmOGEKW8rG2wX8ZxsDswgeRu6v72genFoqxYLMrhwI1Yae1IjnRlWy0K58d5\n3JwuIZfTj6s50sF7k3M5/W4up4vncroqVgL+fiwHe2Tpc0Gk23GcGhSLsgdwOLB1Uo50QDPfAx19\n9udyei+wTtDXicDdxaJ8peJjSX/nNqLdY3IdVrHWyQAemW6BNH7RtithVvH+r4F9sQlj1wNX53I6\nowN52x05bh4B7xxJHuugfP3fseI8U7CqXwB3YUPXS9Xq168BZ6hQLMr5mJydYvrDGwCbN8iN7igZ\n+M68BDgWm8z4E+DxZpSqunE02mkOl8ZLhzTKG7cqYVb22aDC4B7AGrmcTm2jj1bo1HEbKjO6s0Bi\nxzqX05nFouyP5We+CSyEzd7fgvIiDtX69WvA6XmKRVkJ2IkBPecFgE1zOX06PauqkvZ35nuYlvbB\nwA0AxaJMxCY3arBMyOX0vghtxfU8SeOYOAnhznQLNCPHFuMv2rZnSQflwU/BZgJfEtIKnVZvu7ho\nUsauHVy1o3PEdqzrlBIuFZ/4dvDRd7Cc6lK/7aoKOE7HiVBgpeb3RZDulMMqkD6F6UVPBLatV+Sq\nUf+x72RAB5/9YcqeAbmcfgKcUCzKX4AlMVWhUvXcOYGrikW5FDg2l9PpFcdnRritZg2pdqxTOiZO\nQrgznTxx/aJtScIs9GDdGNMX/T6mnFDNpl75pdwr+9ENxHmsw/dKtchzqa/vYylKs2KFJ76O6edW\n+6xfA05WaVRgpXJUUYBVgW8C38LKe38bqzxY7Vpv9N3T66M3VZ8BQXrHC8HST7EoJwPHAU8Wi3Ia\ndqw3DN6+Asuv/v/27jxcrqLM4/j3ZYmELRBAwpLIvoqGHQGxBMSobM4gmyDboOOGIovAiICPg4Dj\nNqgggoogSNwYENmlIPAIGAQCCRAIoCwSCEQgbIHknT+qOjlpeu/bt+/t/n2e5z63+/RZqu+tU6fO\ne2pptTzp9b9131NlOuvi2MkNqXYXW++ON0ZbFzgT2AY4IQS/JEY7sFKaeuVOuVe+x3DQTL6sto/C\nupvkReXTB79tgp58c7gL8GHSRQ9ShK6VyXxEBkS9pytlq9eaYGXBsjyb6Pak6bn/CVxJ6vNyR6Hd\nb6W83syY0YPy9GYoR8ND8BdiNEj9MY4gDdkJabSrw9tMq56U9TiN5rFQp3obd7rHcMV0x2jviNFO\nBu4gFQYbheCliTa63YtZel8z51Np3VVIY1DvRprprGoeDcFfDcGvDMG/AKxJyucG3BijHR2jrV6+\njcggKOb7j1L7HKhUDpeWHUqaCfCPwO7AGFK76DtD8KNC8Nsb6EBXr5zvxnVgqI/otAHpKdc40iyD\nDwFjgX/PHaJbpWtuj+v5yHQT7dKqtTNu6066dHcco50Xow1K5DtG25w0Q93DwJYh+N8rpWmAji9S\nSaV8We1cKq5bvNg0lEdDmg55uzzb2y7AAcDXY7RzQvCT2v4m0jMGITJazMulpyvPAWvk0RsWHLPs\nSctoUkfC/UlNC3YidY67hHSd/jBNRjXrlfNDoR3zIB+7kf9/MX2fyvWFzUmTSR0fo50D/KLZ0bR0\nze19PV+ZpvF2aecB6wK/A7aP0e4Dnixbd3qMNpnWCuHifibHaE9SvWPIssCIEPyFBvZbPn1saTbD\no4FLmxn+R2QAVWqvWK3d4IC0bw7B55F66l8Xox0LTIrRZoXg3211n9Jzmm672mQFfEFeLhxjDWCH\n4jFjtBGkToO7AhOALUjDlP4Y2DsUZv6M0S4t7POsDgVlBku3+zJU/P8X/sdzSTM7Hla46bk7Rnsf\n6X/4OeAbMdpUUoX7FuBPIfir9Y4hva0fKtP12qV9P0a7GliPNJ3xONL0x+NJw+WUvEx6DF16PLVf\njLYyqUB8HpgRgs8prRyjrUeKkO2Zt12ncMy5VO9ksjXpcdCoGO37wHdyeseR2nAteLwXoy1J6nz1\nB2B0jLYZ6WbgsBD8qmb/UCIDpUokpmJUqhNRmxD8+RhtAnBbjPbPEPzSgdy/DFutREYbqhzlDoI7\nkipY2wL/IHX6/l5eZTawVIx2O7AZ8BjwZ+DbQAzBX6m037II9rCuqA2BCG21/3/x7zqxvKKfr7m3\nArfmacu3II0GciRwfox2FWmEoa1J4+JD6uB4fAe+gwxBPTlpS1kk4bPAWSw6ssUKpIrzv0iV428C\n54bgcwv7MFJbqd2Bb+XFywPPAHeROkuNBu7Lv9cG3gDmk9puziUNFP870k3LZsAJpAL0ddKJ+3h+\n/XdSVGIx4KvAf5LaOZ8OfDAvn0eaZvkN4L/z7zNJHVL+RTqJVwA+HoJf38rfTaST8nk3qFGpPBzk\njcAPgP8pnuPSf1rJg9Um1yhcZ14nDVF3NKn8v5P0lPNdpPJ+CimqeS5wELAyqXPifs2eB5rooz3V\n/v/t/F1jtFVJI6zMI/3vnwMuI42Nvw3wiRD8tgH7EtIR7U7a0quV6ciid5n7lX1+JGkInAuA0+ud\nOLnjwQHAaaRIw/3AVGB6CD6/sM4KpIo0wL/yY+fy/RxFmolpaWASqaI+mtQmbk3gSyH4I4VtNgLm\nkHoYQ+rUUtr+BOCaYqQ6BH+zzp9HpK/EaGsBPyKNrPBpXdikGcUKGCmIsREpeHEaqWMgpArUYaRH\n/lUvqvWuTc2kRRXpgdOpv2uM9hFS4O64EPzCgdqvDDxVpiuodJdZiCKMIDXp2DEEn97OwPllx2xm\nKLD1gaVD8HsH6vgi/a7WeZOfNF1H6tj1JPC+EPzZettJ72pwUpN3A6uRrhujScGSGaQI5NbApsBk\n4EMNXicUWe6AwTyHC8dah9SU5yVqDIMYo21CGs5wSVLT0XmkYNxfSU+2Z5GCbO8EXkH1gK7QdOKV\n1ev8dFtYON1qUwPn19DwNiH4w3W2G9bt4kS6pOp5E4J77mMwgnQRnB6j7RCCT621nfS0t/3f89PD\nDUgV5T1YGHn+E7BPCP5aaeMWo5nd7oDXqwbzHC4ea2z+XWmSKQBC8Gm5udk786IRpGaf25CeZowm\ntcEeWba9yqVhpGcq0xXu4qp1fnqO1A66fHnNgfMbOG5xwolmhvxp6/giskAzk1RcCNwUox3ewHYy\nTDQSzcsV5vewsHLzHLBsHqFhbWAmC4e2G5NffzIEf62B60xNzXTAU2SyKYN5DpeO9SIwiiqTTBXl\nm7DiELUPA78vvSk8sZgLLBajnU7Ki5CefAzYcL3SGT1Tmab+XdzVpE4g7y3LfJUiBc1ED4rHfYLm\nH921e3wRSeqdN+XDSE4mXdDOJY24o/Nt+CuWx3+M0X6YXy9H6hS4Puk68BKpz8pbwM9JFZ0ZwKOl\nYemqRJ67FQFVZLK2wbxmlo51PHlwg7y8neOX9nlMfr0kqdP0V0jNQkYU1lW+GIJ6ps10rbZoMdrO\nwKXA+wvNOwaE2sCJDD+F6M580ig9S5BG9fl9qVOxDA1Vpuiu1F4VYENSNHkucAPpJom87Yz8c2cI\n/mid/VdrR12rP05LkcJq2+vaIvkpyqnAp4CTSTMyfpOFUfCm86Ai25WpzfRCFe9MY7QNSRXp/Qe6\nIl3ruCIypC0yrixwMelidUKMNiEEn9W1lEm54v+q2Da11F51Fmm4OYBppKnlD22iPK62/0pRv2Ym\nI2pURyczkuEr39h/PUa7hzQ75pdJ+eUOYEKLeVCR7Q7omcp0pbZoeXD1K4GTQvCbBuu4A6nRu0jd\nbYo0ZZE2ljm6swdpiMoZeRKG1dH5NBRUmqK71F51Cqn5BqSx+XeuMipHo1NI12v72vBkRE0YtMmM\nZPDUeOLQyrV6AqmN/0zS3BlXANsB1+TPm8mD6iPSAYt1OwEd9l1gUgh+QbcT0obSXWRp5sV21xOR\nFPWbyKKPzzcgzTS6PPAJdD4NFQv+V8C++fV7gUgatu7kvOxtFemsXtlYaf/NNKuolJea0e72MjRV\ny3etXKuL2xxDmiTmohht2/x5M3lI+a0DeiYyXS5G+xiwK6nQHc7edhdZ5c5Wd5siFVQ6XxqIMI4h\nNSOYDYzNU0C/QAei1HqqVFt+arA/acSk3UhBoJuBpUjN9/5cZxc1y8YKeaFjI3R0YnsZsqrlu1au\n1ZWepB0OXB+jvUbqCzAV2DdGuxOYUq3vh/JbZ/RkZTpGWxk4j3Rheqnb6WlTo230qrUZ14Va+l2j\nbQQXnEP5/S9I4wt/A1g1L5sco/2KVLGenX8Xf2a3MAtp020Y232EPMCPoAdcIR1vAqX2ovOAa4HL\ngf8CHqnVWbSwj7l5m8NU/skgqtbmvZW28G/bJgS/MkYbRXo6sx5p7OodgGOBpWK0F0jnz3OoU2LH\n9VxlOvd+PR+4LAS/udvpaVejbfRq3G2qs4H0u4YiQRXOob0BYrS9SY9Xp5LGp16G1E53NLBi/l36\nWSFGe51Usb6PNOze1SH4vHbTV6baed3o+d7u9gMuRluc1E79XcCOwMb5o7VJbdkfCDWm6q5gkU6m\nqiDIYKp2TW4lMlxjXw48nX9uAX4EEKNtBvyR1GwN4JoYLYTgr1c5hOoJbRrWlekqd1Onky5qvZwZ\nmrmzVfMP6XftjorQ8PZ52vLlgJVIF6dTgLNjtJuBR4DHSKNPLIhkAwcB5wCvAZfHaI1Eixt6hByj\njSA1WZkVgr9abb0GljekzpTuI4E1SBf4tUiV5uLPGsDzpDGfV8ib3QuEFv9vKvtk2BmIQQdC8Pvy\nJETjSBPEvAo8HaNdThrd7MaypzqNNieVKob1ONMxWmTR4a2uIT3+205DWyUtTnkrIgMkRtucNF3w\nuqQo60osjGSvSKp8P0KqQJaak9xOmhDiNeBbwPi8/G+kJgtjSD38J5GaMZQsDexMqrCPyft8FlgW\nuAq4jDTqxRxS1Ly8WVhb5UVZmfxo/l5r5J+RpAjaP0gV5vKfJ0qRs4Eot1T2yXBUXq+pNstmvfXK\n83+Mtiapg+3hpHPzkBB8dqV1m0lHr2h3nOnhXpkuDmr/ddIj2J1C8IcGIYm10qU7OpEe06mJEWK0\nJUlNGi4mtXucRepgtwSpAro1qdL9AvAH4Jn8+hWgvACfTxo+6ylSxfVZUqV5U9JQcs+TZgFckRSx\nmkwqPx/O+5xFqtQ2fGHI0fiVSBXmn5FuHN4ATiO1d34q/7zQZDMNkb7T6GQ91darV/bkp1VnAXsC\nnwjB72onHb2i3ydtKU7reQupg0lXK9KZ2h+J9J6OTIyQOyxOidF2onIn4najxRsA2+e3E0PwD8Ro\nywIbkSrqWwP7kCLlY4D5Mdp1pDL1WVIlewSpPXMpylx8vRopgv4UqSJ/B/CxEPz5ZtMqIg03K6u2\nXs2yJwSfC3w5RruN1JZ6nyr9yzRpUBOGdWQaFkRFJgJPheBf7nzK6uu3OzqRftDMed2JaadbVZaW\nadSeLttIkesPA9uSKthbAe8gRcL/QGr3XYp8PwU8XdYeu1Za9NROpIOaLKd2AX4N7BGC3z5ISRyS\n+j0yDXAEqXA+uNsJKdAdnUjvaea87sS0060qDvl3ea005GYY0/PP2bBI28nlgZVD8M+3kRY9tRPp\nrIbLqRD8xhjtEOCKGO2jIfjkQUlhDxrWkekYbXngQWDXEHza4KRMRKRxhWjsJsAqdPGJVaMR87Jl\nS7Bwiu2Gouw1xrHWUzuRQdbAOX4x8APgDGDD8nW7k+rB1W5kelhPJ54nZNlUFWkRGcJK0dhVgCfo\nbiWy2jTq5dMbF5fNaXCbomqfaypjkcFX7xzfC9iGNLb+vhXWlTqGfTOP0tAuIiJDVHEM165WIhud\nBKps2eEV0lxvDOeKn2sqY5GuqHeOl4bPC6R+FaNIk1RpfPYGDevItIjIMDDUo7GV0lcvze1+LiKD\np6FzPM/Uui1wG2lkn926kNZhaVi3mRYRERGRgRWjjSdNGLVXHk6vp/X1pC0iIiIiIu3o6w6IIiIi\nIiLdpMq0iIiIiEiLVJkWEREREWmRKtMiIiIiIi1SZVpEREREpEWqTIuIiIiItKhrlWkzm2BmD5rZ\nw2b21W6lQ4YXMwvdToMMPcoXUonyhZRTnpBO6Epl2swWB34ITAA2AQ4ws427kRYZdkK3EyBDUuh2\nAmRICt1OgAw5odsJkN7Trcj0NsAj7v64u78J/BrYq0tpERERERFpSbcq02sATxTeP5mXiYiIiIgM\nG0t06bgNzWFuZkNzrnPpKjM7pdtpkKFH+UIqUb6QcsoTMtC6VZl+ChhbeD+WFJ1eoJ050kVERERE\nBkO3mnlMBtY3s7XMbASwH3BFl9IiIiIiItKSrkSm3f0tM/sCcC2wOHCBuz/QjbSIiIiIiLTK3NUs\nWURERESkFd0aZ/pnZjbTzO4rLDvVzJ40s7vzz0cKn52YJ3d50Mx260aapfPMbKyZ3WRmU83sfjM7\nKi8fbWbXm9l0M7vOzFYobKO80eNq5AuVGX3MzJYyszvM7B4zm2Zm38rLVV70sRr5QuVFnzOzxfP/\n/sr8fsDKiq5Eps3s/cAc4Jfuvlledgrwsrt/t2zdTYBLgK1Jw+fdAGzg7vMHN9XSaWY2Bhjj7veY\n2bLAXcDewGHALHc/K8+WuaK7n6C80R9q5It9UZnR18xsaXd/1cyWAG4FjgX2ROVFX6uSL3ZB5UVf\nM7OvAFsCy7n7nmZ2FgNUVnQlMu3uk4DZFT6qNILHXsCl7v6muz8OPEKa9EV6jLs/4+735NdzgAdI\nGXlP4MK82oWkihQob/SFGvkCVGb0NXd/Nb8cQep/MxuVF32vSr4AlRd9y8zWBD4KnM/CfDBgZUW3\nRvOo5otmdq+ZXVAIt6/OosPmaYKXPmBmawGbA3cAq7r7zPzRTGDV/Fp5o88U8sXteZHKjD5mZouZ\n2T2kcuEmd5+Kyou+VyVfgMqLfvY94DigGF0esLJiKFWmzwHWBsYD/wS+U2Nd9ZrsYflR/u+AL7n7\ny8XPPLVLqvX/V97oUTlf/JaUL+agMqPvuft8dx8PrAnsZGYfLPtc5UUfqpAvAiov+paZ7Q486+53\nU/npRNtlxZCpTLv7s56RwvClkHr5BC9r5mXSg8xsSVJF+iJ3vzwvnpnbzWJmqwHP5uXKG32ikC8u\nLuULlRlS4u4vAleR2kOqvBBgkXyxlcqLvrY9sKeZPQZcCuxsZhcxgGXFkKlM5y9S8nGgNNLHFcD+\nZjbCzNYG1gfuHOz0SeeZmQEXANPc/fuFj64ADsmvDwEuLyxX3uhx1fKFyoz+ZmYrlx7Vm9lI4EPA\n3ai86GvV8kWp0pSpvOgj7n6Su49197WB/YE/u/vBDGBZ0ZVJW8zsUuADwMpm9gRwChDMbDwplP4Y\n8BkAd59mZhOBacBbwOdcg2P3qh2Ag4ApZnZ3XnYicAYw0cyOAB4njeKgvNE/KuWLk4ADVGb0tdWA\nC81sMVJg6CJ3vzHnEZUX/atavvilygvJSv/fAatbaNIWEREREZEWDZlmHiIiIiIiw40q0yIiIiIi\nLVJlWkRERESkRapMi4iIiIi0SJVpEREREZEWqTItIiIiItIiVaZFpK+Y2ZxupwHAzKKZPWhm95jZ\nX8xskwHc91pmdl/ZslPN7Jg6233GzA6us86hZnZ2lc9OqrPtDWa2XK11amx7Y6vbioh0kirTItJv\nhsrg+g4c6O7jgZ8AZw7C8Wqv4P4Td7+ojf2cWO0DM9sZeMjdX66Xjip+DRzZ4rYiIh2jyrSI9CUz\nC2Z2s5ldbmYzzOwMMzvYzO40sylmtk5ebw8zu93M/mZm15vZO/OZfXoEAAAEbklEQVTyVfL7+83s\np2b2uJmNzp8dZGZ3mNndZnZuno2tltuBdfO2o3Oa7s0R683y8ilmtrwlz5ciyHlmt10b+cqF776u\nmV1tZpPN7BYz2zAvXxC9NrOt8zHvNrNvFyLdBqyet59uZmfm9c8ARub1K1XIDwT+L6+7Vo7KX2xm\n08zsN2Y20sxG5eUb5PUuNbP/yNtfQZoKWERkSFFlWkT62XtI0wpvDBwMrOvu2wDnA1/M60xy9+3c\nfQvgMuD4vPwU4AZ3fzfwW2AcgJltTJqWdnt33xyYD3yyyvFLFdwJwP359WnAXe7+XtK06b/My28D\ndgQ2BWbk1wDb5c/KrZsrtnfnKbY/w8Ko8nnAF919K+A44Md5uRfW+TlwZP4Ob7FoRHp8/o6bAfuZ\n2RrufgLwmrtv7u6VmorsAEwuvN8A+JG7bwK8RJqy90XgC8AvzGx/YJS7nw/g7jOBlc1smQr7FhHp\nmiW6nQARkS76a66kYWaPANfm5fcDH8yvx5rZRGAMMAJ4NC/fAdgbwN2vNbPZefkuwJbAZDMDGAk8\nU+HYBvzKzEYAK5IqpqX9/lve701mtlJuKzwJ2An4O3AO8GkzWx2Y7e6vVdj/jFwRJn+/U/LvZYDt\ngd/k9JG/F4V1RwHLuvsdedElwO6FVW4sNdcws2nAu4CnKqShaHV3f6Hw/gl3/0t+fTFwFPAdd7/B\nzPYFfki62SmaCYwFHqxzLBGRQaPItIj0szcKr+cX3s9nYbDhbOB/3b0UxR5Z2MZYVOn9hTlCu7m7\nb+Tu36hw7FKb6XVIkfDjauzXgVtIlen3AxF4DtgnL2/GYqQK+OaFn03rbFOenuLfbR6tBWaKkW4r\nvc9NYjYGXgFGV0jHUGnzLiICqDItIlLP8sDT+fWhheW3kZo6YGa7kaLLDtwI7GNmq+TPRpvZuCr7\nLlVSTwb2zutNIjcLMbMAPOfuc9z9SWBlYD13fwy4FTiW5irTliPKj5nZPvkYZmbvKVvnReBlM9sm\nL2u0rfKbZlatYv20ma1UeD/OzLbLrw8kfW+Ao4GppL/Bz8v2tyrwZINpEREZFKpMi0i/8Sqvy9cp\nfXYqqUnEZFI0uLT8NGC33DFvH1JTjpfd/QHga8B1ZnYvcB2piUjVtLj768APSKNhnApsmbc9HTik\nsP7twPT8+lZg9fy73vcsX/ZJ4Agzu4fUpGXPCuscAfw0t7deGnix8Hm1v9t5wJQqHRBvBbYqvH8I\n+HxuJjIKOCd3hDwCOMbdbyXdKHwNwMzGAM+7+ytVji0i0hXmridmIiLNym2d57n7PDN7H6kz3Rbd\nTtdAMbNlShVXMzsBWNXdj25jfwHYz90/a2ZrAVe6+2Y1N1p0+08Dy7j791pNg4hIJ6gDoohIa8YB\nE3Mb37n03hjIHzOzE0nXicdZtIlL09w9mtnXbOHEK81GcvYD9monDSIinaDItIiIiIhIi9RmWkRE\nRESkRapMi4iIiIi0SJVpEREREZEWqTItIiIiItIiVaZFRERERFr0/+3V5Dc6LxvNAAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x127586bd0>"
      ]
     },
     "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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ahfa+CVwOXAHsLWmVOtoOIYQQQifX5YJpG7XGrRW7NA0olQGU2l1ECjQH2f7A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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1269794d0>"
      ]
     },
     "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": 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
}