cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_flat_10cm_non_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Flat 10cm (Non Scaled - Exhaustive)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The ipycache extension is already loaded. To reload it, use:\n",
      "  %reload_ext ipycache\n"
     ]
    }
   ],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "# We have to add a reference to the parent folder in order to access the modules.\n",
    "import sys,os\n",
    "sys.path.insert(1, os.path.join(sys.path[0], '..'))\n",
    "\n",
    "import main as templ\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "from tse.tse_matchmethod import tse_match_methods\n",
    "from tse.tse_matchtype import TSEMatchType\n",
    "from tse.tse_datautils import TSEDataUtils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Calculate Displacement "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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_flat_10cm_non_scaled_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_flat_10cm_non_scaled_exhaustive.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_23_03_15_11_07_04.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG1.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG3.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG5.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG7.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG9.JPG\", \"../../eval_data/motion_images/flat_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/flat_10cm/IMG11.JPG\", \"../../eval_data/motion_images/flat_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=False, plot_results=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 1: IMG1/IMG2 - 50px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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DxgFX57KNY20/SsqgX0Yqf5lI/cxxxfdwFQ2tOzeP9+H8+bmL+ieFlt7fK4BPkA72FpLK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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115805a90>"
      ]
     },
     "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": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jPBH4ZUS8UrjNI33JOREzMzPr0tTwNT86H0kREWtkPRta3lWpVhOBQ0mzahwU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\n4/ZP9cvFC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/7JxUNe4gcHhvPTb3DcuNqZ6qWvThpn53UtXvLs8Qe9ueP7YwtmTFyzZWD2\n6+/+JbfsgxMHHhX0V2HGSBfchQOSfiVPpZTy0Z7zpLwT6tcABwVbUmAizxn7BDgC2B94SULSMXLD\nYrKv3E7H0r/y+7Eb6H20CD8IoF5Vj5TPZANISHoCbwIdgO7AB8BpzclnS0heBB6x+XZWgxu3El7L\nvi+AoxzHLr9Bru8wmTkrBvJdtw7sTLeksZCD1n/D4Dc30eO+a+wt78XgmOGM3mAgHegEHOM4dkFL\n992CmsYDf3Ece0RQNSilVLIzRu4BvnEc+5egawlSxDljJbi/eEwATrH5dqW7gbQFvnuxd7e2napK\nc3antU3/U/ofJr+75mqd1Y4RzWS3kISkD/AW8G9gMm6m6RjqWeK0AUk3k20ttxev6PHa1qnHzZjP\n+KP/j0U9wBJedtwwcY1j3+kf48amkRm9sHnGyCmOY9+I7aEaTaMiSikVf+/izuim9CCbmp+DM3FX\nWZ4vITnX5luDtaWIPDSusPDaPsWVAkUU9f376yJXZ1rrnQClApXScREJSTfcGexHbL69kb1ZqG+A\nA70Z7qZKikz2DJnW5z659E+zxx6+MqMg/byDfmPP7cGmgxYz+um7+PWwL9l/M+zpTx2PrHTtPtof\nA2cAjxsjQbUs0kG2UkrF37vARGMkpcco1DpnzObbe4EfA89ISH7h3XZf95JKAViQ17b6l1vfXAj8\nwf9SVTQpO5MtIckBXgZm2Xz7Z+/qyGW/fws8KyGZbPNteR27iabVzWRPl+mSSfn+Oeye0INNpw1n\n+eG/YUXHJYzaVnjBqrLNKwY+OKf0x1On2+l7skUzZNqeZV7jlJUOvxZX4S7BPtVxbKExchTwkjEy\nGrjCcWxlHI5dl1FAULPoSimVEhzHbjBGtuBmkb8Iup4A7RmThOOrNt/OkZBMxM1oj2I6V+64MfON\npe3bHHNH3rGHbN28307gYxHespbA4pXKlZKZbAlJBu4JfFuAi2x+zSchIgc1EnjR5ttf7LuXqPsV\noBzIaeLAvOZ+hD09Q1/m5CE92Nijdu/pjfQsLaJ91S7aV/Rnba5QnWYR6UFBWifcKLlFqCaNdKpq\nXE6nkmrSqSaNatLIoowq0tlJB1tOZvVWupRuosem3O6bu5U+uDi3/Xmjd5YWty+L7IMdRM/qiJx2\nOTAayMTNqq0GdgLnO07MFxeKPP4aYKLj2FXxOoZSSikwRh4EvgivyZDKoq3nISHpjBshqfzqLu4a\nsZW/AqP+PbDX1v4lu3J3p2fJXW0vOPKVlXd8GGTtrZ1mspvnL7gn0/289gDbE5mDOkdC8r7Nt480\nYr8dgNKWDLBrH78jOyoO4dMMgB20z+vo5aD7sCEHoBohzWuUt5t25FBSY0db6Wy7sl1qX8aLa22l\ns82mRNz+1UJvNqb3ZmNOLzYN2nnKVql6A4YVf5kLNXtfB9SzOvJ12Qx08y6He4PGos95VMZILtAZ\nd0CvlFIqvt4FfoCbQ051+6znYfPtdgnJScAdIy/n9t03UdmukpP6l+7scPSm3WlQxO6+z8yDOzKC\nK1ulXN5JQnIRcCJwrs23FXVsFpmDmgzcIiE5rBG7b3EeW4QcID2TMo7jtR29WdcGoJJ0KsmsdItr\nZwGWMGL3xxyyFdxs9Jfsv0/v6a8Zuq325bpuD/e5XsTo3V9nDty24STInZVjo90eUM/qyNdloXc5\n/BouIDZ9zuuyH7DMcayeTKKUUvH3DnC0MRLzjmKtUNT1PGy+rbD59nIr3H3ZyfTdks2NZWnpVeDm\ns6dueXetCOcGUbByJWVcJDJuARQAA4Fipo69jV6fzQQcm28X13X//7WZvKxjl08HydahO9b1WZvZ\ns2p7+93tytPs2sNXdy8r71hIp6zzeHrhFvK2R8Y5tmdXlnbo+GXvIRs6E15KPFqs4n9y8rI8Nvcu\npm11Ce2q+rKuQzrVUu3FPTqyg3SqqCCjZCM9/7udTlPmMvGonXSsGs+8uR9y+LmH8+HT4YHueObN\njbzc0tvnM2HiwY88cHr29oqbP/z9JZOjbRtEz2pjpBN7M/N4l68F3sZdinclbsu/YmIcHTFGLgIm\nO469IFb7VEopVTdjZBVwguPYr4KuJUgSqvHZdyu1oiMAXa6R4xf9g1dmHJH94PFL213wbO6EI47f\n/cn8/qU7O5SnS8VjnZxxTyyetSi4R9E6tTQukqyDbEPNWEEe7bbC5SOLydl8gc23/63v/gtkXGF4\nqfCCrDZ0L3PPrStoB929NMYznMW5zGQuEyomMD8DYLN0sHl2V436XmPKjl/w8IPlZA5uQ+XgI3l/\n2J1ckdObjQBUkUZ4qfHdtLM5lNR+fDOxNi4RiPoYIx8BNziOfdnvYzeVMZIOPAT8EAg365/pOLF7\n3oyRW4HtjmNTdalfpZTylTHyGPCe49j7g64lUUhIDBFt/Wz+3s+5Zd3kz4vz+OUZ5/IwcOU79+WU\nHr1xdzrArL5di09bsyXH/4pbt5YOspM1LlIrVmDhzPO206bk0YYG2FBzqfDFnbMrwP3q5cvczpUA\nCzi4+pfcy1BWbMpmNwBF5NDFFgnsXUq8kjQmMq/dMkZcvpr+J3zLoMGPc8FHFWQUASxm5O4FjIuM\ne2wD2EVOVUT98YxARGWMjAPygNl+H7s5HMdWAT9jb7u/xcT+edP2fUop5a93gaODLiLBRI2OAIzY\nys2nfUXlsC2MA14qTUurAvi4WzsuL3zlMZ/rVCTvIHvPsqTA2TihBQx6ay1ZRb+r6w4iDBThGxF2\nncwr7WZypj2aufb07QvL/9u7F/cU3rqpYNOUDRuzsmznDotZT28+4rDsbmxdvZq+u7fS9ccHX5gb\nerF3z6I/c9X4tzlmzS1cOzDblmS1syXtMm15Toat6NjWln7vcS7c/22OWfM8p+9ZXjxyqfE3mXLw\nnvpt/Lpl1OMS4EFv8NoqeFnpMcCHQE/gl94Md6zoIFsppfz1DnCM5rJriFx2veb4wNodafDokn/w\nCbDyvPOL1s7q36n0yrbTJq0rOuwsEYYFUXAqS8q4SI37hGQU7n/UiUy3v2PvUt172r7htoSbj7vq\n4wNd2MpbfG//gayakk3xlDZUjhVY8MBYcuYOoN2ZixncZyeVBxbwQWY154QHwhKS64FMm2+nhY8/\nW05cmkdBr8gWfEG1wGsMY6QD7nMzynHshqDraQ5jpD/uYDsT+AQ4u6n57Ih2gcXAz4GvgdxwX+5a\nt8e1daBSSqUib3C9DpjgOPaboOtJNNFa+yHSF7e3+DCZzjnA9awbV0Z1RnfK26ex7vDh9s3EG3sk\nKm3hVw8JSRvgceCPNt9+JdNrtMGJbPtWBXxZSfrKdKrvxp0BLwJeA24H3sbaoqluFurQn30Kh7iR\n6uNK0/lnWzcLDO5CNDXevHkU9ArnuxOgBV5jnAe83VoH2ACOY1cbI8txv2Y8FveXp+83cTeR75V/\nAitqLXyzT0ul5leslFKqNsex1hh5B/dnrQ6y97Xv55C1axF5DviNzbfXS0iW0/Pz10l3V4XEykdA\nj2DKTT3JGhcJ+wPugjMPev+OtlT3F8B+u2j/eTrVtwEfAOOxdhjWXo61L2FtUeT906x7/286sanv\n7xkkIenq3b5PC7/IfHcCtMBrjKm4/1lbu93e39/hLs/7gjFymTHSt5H3j8y9/Yd9oyJ15uKUUkrF\njOay61bX59CtwGWI5Np8O4eC0dsB2N2tiucfWy+Cxm98krSDbAnJfsDvgUsiFpwJZ5nGeH/fBPz6\nUw5+uD27/w+YgrX3Yuv8Wup8YOa7A9z7dy1hv63ZvAa8JSHpTpQl1d9i8qG1M9cvcNroBI2KjMP9\nRSEZlg4Pv9YHAUOBZ4AjgC+MkeeNkSkN5Pwic/0DgKV13a5REaWUipvwTLbaV/R8trVf434TfxkA\nK74/lu+OWkvbHe9z9tmD6frVRQHUmpKSMpNdJfLgp704u1MZa4ZtYwHhPtl7e2YPLqbdpvmMPzCX\nHYVj+SxvCSO3b6LHtsZkpmvloAoAB3dwugF3mfb3YvBwfWeM3A+scRw7I+haYqV2dhqoBH4E/Ao3\ns30v8FhdA2Xv/j8E1uB+6zGQWjlszWcrpVR8eJMhBcBYx7Frgq6n1RDZH5gDDMbaYgAJSQaFA7aS\nvbkDW4dvY8XJYzWfXT/NZEexOYcjDt1ALjAa6I7bjg7CPbOBbEr6HcscqpHuaVjGsKjLFtZ3bmRm\nuvby3uH9D6PWTHZrYYxkA2cBBwRdS4zVyKx5vbPv9wbG43EH2zcbI+txT25cWevv/XCXb+8G9GXv\nax2Zw9Z8tlJKxYGXyw5HRp4Iup5Ww9ovEZkPXAr8FdwVImXquGo6fQe9FnZBqj6CGZrPjqOkjIv0\n3E34t93I5bf3XN5NuwoACyVr6FMETc5MR1ve+2PcaMHyWD0On50OfOg4dl3QhcRY1Mya41jrOHae\n49jzcGM+pwB3AyuAIcAvgRdwB+LgLtu+MNq+6jqGUkqpmHgH9xtj1TTTgasQab/nmir3PDG2DLfk\nLc2QkBwbTGmpISlnsnFjAbWX354KsJAx5myeTv+KUZ3SsHOf5EfXHsEHe5YVLya7McuG17X/W4E/\nSkj2tNOJ2mInMf2U5DjhsbbI1+pWY6RGrCNK1ON/kXc2Rrrinjh7sXfV/cDUWpGQ8DFKgFnGiMZG\nlFIqdt4Crgi6iFbH2kWIhJ+7mwH4dvKhVGbNZdaj/+QHv7iKgeY1ueSQraw84RCNjsReUmay674/\nU4B/f8vARwby3bHARKwtjVl9UZY7rW8J1ERhjAzEnant6zixez4SjTE1XwvHsedEuy6W+2/uvpRS\nSrm8XPZG4DDHsToQbAqREcA8YFjk4nYiZHDR0aUMnOsmGr49eo199J1EbCscKF1WvZFEGAj8+z6m\n/mUg310EnB7LAbYnWmygNUQJfgI8ncwDbE+8X5/W8ForpVSr4jjWAgaYFHAprY+1y4CXgd/WvJoK\nxLrtjCvaVtNz0YNR7q1aKCUG2SJkA89P4q0Hp/LAH4BzsXE5SzlaO526l0BNAMZIGnAR7oIryS5a\n271YtuLTtn5KKRUfbwHfC7qIVuoG4FeI1DzJ8btjDmbZ93fx5Atv0277FRKSZGt8ELikj4t4Tdef\n6MR22UaX0QIPYu1dcSrRPWYdOexEzGcbIw7wd2CMN1uQEqK13dNWfEoplZiMkWHA20C/VPqsihmR\nvwJtsfaymleTzQ8u3s5AY+mwoQ2Lzx5ln3+stTZwiDmNizTsKqF6v030yBD4FLeDRLyFW7qdSM2T\nCeu6PkgX4PaJTrUfWtFei0R8fZRSSrktVS1uq1zVdDOAMxEZGXmltRTTfXE5Xb7NIqM0nSGvfxJQ\nfUkpqQfZIvwBuORbBr2aScUA4FL8mbqvK5ubUJldY6Qd7kIrTwVdSwBaa35eKaVSjjcR9Baay24e\na7cBf/b+1LotrQSADQdWkVOwXUJyqr/FJa+kHWSL8EfgF/M56roBrL6I+JzoWJe6ctiJls8+BVjg\nOHZ90IUEIN75bKWUUrGlueyWuRvYH5Gav6h8O/lQvnXW8q83l/DK3c8AD0pI9BuDGEjKTPajj46a\nXVzc4ehRXRcuG//z8v4ZRfwQa+f6USM0vMx2UNnsKEuM/wt4znHsv/w4vlJKKVWf+j4/jZH+uO1m\nezqOrQ6oxNZN5CzgOmAs1lbWvInhnPLzJQx5o4KcggyWnXKgfXbmkmAKTQyayY5iwICl7UaN+iib\nHuUHL3iYL/wcYHsayvYGlf2NPO6juMvUPu/j8ZVSSqn61Pn56Dh2NbADODCAupLFc8Bm4LLaN1jL\ncrp/WUan1W3JKE1n8JsLJCTNHmCqJB1kZ26nLUB6EUvLunN6ACU0lO0NKvsbedx5wCuOY3f5eHyl\nlFKqPg19Pr4InOZfOUnGjS9cDlyHSM99N5DdAKw/qIqsnUuAm/wsL9kk5SC7xxuclbGd16vac1RA\n2dqGsr1BZbP3HBc4A/i3j8dWSimlGtLQ5+d/gDP9LSnJWLsUd22MfU+CDOez//36p9yz+E3gDAnJ\nr/0uMVkkZSY7UtC9j4M+fjTGyFO4g+w3gfMSoSallFKqId4CamuAKY5jlwZdT6sl0gFYAvwYa9/Z\n92Z6ctpPvmbo7PW039wPuNTm28d8rzNgmsluWNC9j4M+fjSHAxnACSROTUoppVS9vBMe/4M7UaSa\ny9pdwK+AhxDJ3vdmNrLfrK9ov3kY0Ba4X0KiMZ0mSoVBdtC9j4M+fjTdvL8TqSallFKqMZ5DIyMt\nZ+2LuOOAG6Le3nZnAQDrD67ki3MvA+6TkJzlW31JIBXiIp1wZ2unArfic3Qj6ONHqWcUMAeYmyg1\nKaWUUo1ljKQD64AJjmO/DrqeVk0kD1gEnIq1H9a4KeSNXwpG9aC005H0WLiIrOK+wNWpEh1paVwk\n6QfZkYwRgxvdAJjpOPacmBTWSo7v1RACOjiO/V2i1KSUUko1hTFyL7DKcey+J++pphE5B8gHxmFt\nyT43hyLGCSUd59FuR1/gSeA6m5/c/co1k900QUc3Aj2+MSLAOcDTiVKTUkop1QzPAed6n2uqZWYC\nnwO31XG7O04oyvuGO78ZzsxnLsYddD8nIWnvT4mtU5ugC/DZ+XjRjXjGIryIyBDvz1Cgo3fTcmAQ\n8B7we2PkW+BrYCtggSpguePE7euFMUAm7oA6zJfnRCmllIohA1TjfoY9EWwprZy1FpFfAp8h8rqX\n1Y7kjhPab55KaZcpLDl7Jrcd8wuu7HkycADwvu81txJJGRcxRo4Fbq5nkwG4Z8tWA5W4A89q4Cvg\nGeBRx7HbGzhGd9wB9E24A+cMYL13uS3u4Hml9/e2Wnc/HeiB+0tOBtDeO34a7kB7MXBiSwa93kB/\nKO5AP8+7egqw1HHstXXcJ+HaDSqllFLRGCNH4s5oj3QcuzPoelo9kfG4nVvGYu36qJuE5AFKOh/C\n+rGjeOnBmygcNMNaWs9AsomSKpMtIicAfwPSgYesrZm1asIguwvu4LIu9wFjvcvbgc7e5XeAtcDJ\nuG+0exzHfubtswMwCTje+9MFWAEMBLp7938L9ze+gvpmo2vloDezdxAceXk98CPgncbMbBsjmcD4\niPqG4g7wvwYK2DtTfqvj2HWNqKvV5LNFxLHWmqDrUIlF3xcqGn1fJBdj5GFgR/g8o+bS94VH5Hpg\nMjAFayv2uTkyn738pEKe/N+Z1vKmrzX6qKWD7ISJi4hIOnA37mzrOuBj1M9YvAAAC1BJREFUEXnR\n2qY3m3ccu419Z4/3MEY2eRc/BgqBY73LpzmOLfRmqX8OvGCMrANKgUOAj4DXcPtzfuE41hojr+D2\nwP4YOKORs7+ROejI44cvL8CdUf+HV+9jwKvhY0Y8jra4bYzOAY4Glnn1XQ586Di2shG11FVXa8pn\nO7hfHSoVyUHfF2pfDvq+SCbXAIuNkX86jl3Ugv046PsC3G/nDwduB34T5fbIccL3raXAr8Jao4QZ\nZAOHAV9ba1cBiMjTwKlAPFZ02pND9v5dI5PsOLYAuNkYuRV3wRYA4zi2qL59NSFeEfX4tWsxRv6C\n+x//TNyZ9Rxj5HPc2ekKbz+fA48CP3Ucu6WRx2+wLo2KKKWUSnSOYzcbI1cCbxkjtwF/dxxbGnRd\nrZa1VYj8CPgIkU+w9l+1ttgzTrBP/E/HCQ1ImLiIiJwJHG+t/YX37x8Dh1trfx2xTYum7RsSkUke\nDKwGduJGLQbi/vYWvhx5+57scqwyzbX2E3n8Yu/6ft6xvwVWNVBf5P0bXVNrymeLyHRr7fSg61CJ\nRd8XKhp9X7QO9XwO1vU5NxL3fKv2uN8+ZwMluOddlQPtcCOT4cs1bn/oIbr+/Ofsquv2KPevc1+J\ndrtU0CmtHEs11VJNhU0nC7v3cnUm6WkVVNW63aaXkFGVBdVtQcpAqgSpxNpMK1QLVFrsLqjclV79\n6ruHTbz1P++919TXOdElTSZbRM4ATmhokB1UfUoppZRSKrUkRSYbN4fdL+Lf/XBPQtwjnrPYSiml\nlFJKxUoiLUazABgmIgNFJBP3ZL7avRqVUkoppZRKeAkzk22trRSRy3G7Y6QDDzens4hSSimllFJB\nS5hMtlJKKaWUUskikeIiiMgjIrJJRBZFXDddRNaKyGfenxMjbrtWRFaIyFciclwwVat4E5F+IvK2\niCwWkS9F5Arv+i4i8oaILBeR10WkU8R99L2RxOp5T+jPixQmIm1F5EMRWSgiS0TkT971+rMihdXz\nvtCfFwoRSfde/5e8f8fs50VCzWSLyESgCPiXtfYA77p8YJe19q+1th0FPAkcCvQB5gDDrbXV/lat\n4k1EegI9rbULRaQ98AlwGvBTYIu19lYRuRrobK29Rt8bye//t3f/sV7VdRzHny9nbEjKQgxFIJSy\n1DQQcoRlqOVaGVpjSirTjZT1w5opTZ1N7Y+GNWdlRSrOEItC28zWmiZJghON4kdK6iRokonOHIFZ\nqbz643y+cbh+v/cKfIGv9/t6bIxzPudzzvmcez973/f93M/3fHrpE2eSeNHVJO1n+1+S9gWWApcC\nU0is6Got+sUpJF50PUlfAcYD+9ueIumbtCledNRItu0lVMuc99TsrSKnAwtsv1IWsHmKakGb6Gds\nP2t7ZdneQrVA0aFUPzjnlWrzqJIsSN/o93rpE5B40dVsN1akG0D1+Z4XSazoei36BSRedDVJI4CP\nA3PZ1hfaFi86KsnuxUWSVkm6pTZsP5ztX/G3gW0/ZKOfkjQaGAc8DAyzvbEc2ggMK9vpG12k1ieW\nlaLEiy4maR9JK6liwv22HyOxouu16BeQeNHtrgdmAfXR6LbFizdDkj0HOAwYC/wduK6Xup0z9yXa\nrkwL+DnwZdub68dczXvq7fufvtEPlT5xJ1Wf2ELiRdezvdX2WGAEcKKkk3ocT6zoQk36xWQSL7qa\npNOA52yvoPlfNHY5XnR8km37ORdUw/mNofmei9eMKGXRD0l6C1WCPd/2XaV4Y5mbi6RDqJbWhfSN\nrlDrE7c3+kTiRTTY3gT8imquZWJFANv1iwmJF11vEjBF0jpgAXCypPm0MV50fJJdHrDhU0DjzSN3\nA9MkDZB0GPAu4JE93b7Y/SQJuAVYY/vbtUN3A+eV7fOAu2rl6Rv9WKs+kXjR3SQNbfzJX9JA4KPA\nChIrulqrftFIpIrEiy5j+wrbI20fBkwDfmt7Om2MFx2zGA2ApAXAh4Ghkp4GrgImSxpLNSS/DpgJ\nYHuNpIXAGuBV4PPupFelRDudAJwLrJa0opRdDswGFkqaAaynerNE+kZ3aNYnrgA+k3jR1Q4B5kna\nh2oQab7tRaWPJFZ0r1b94rbEi6hpfI/bllt01Cv8IiIiIiL6g46fLhIRERER8WaTJDsiIiIios2S\nZEdEREREtFmS7IiIiIiINkuSHRERERHRZkmyIyIiIiLaLEl2RAQgacvebgOApMWSHpe0UtJDko5q\n47VHS/pTj7KrJV3Sx3kzJU3vo875km5oceyKPs69T9L+vdXp5dxFO3tuRMTulCQ7IqLSKYsGGDjb\n9ljgRuDaPXC/3ivYN9qevwvXubzVAUknA0/Y3txXO1r4KXDBTp4bEbHbJMmOiKiRNFnS7yTdJWmt\npNmSpkt6RNJqSYeXep+UtEzSHyX9RtLbS/lBZf9RSTdLWi9pSDl2rqSHJa2Q9MOyAl1vlgFjyrlD\nSptWlRHuY0r5akkHqPJCY8S5rGb3kTfyyLVnHyPp15KWS3pA0rtL+f9HuyW9v9xzhaRv1UbGBQwv\n5z8p6dpSfzYwsNRvlqifDfyi1B1dRvFvl7RG0h2SBkoaXMqPKPUWSPpsOf9uqiWRIyI6SpLsiIjX\nO5ZqieUjgenAGNvHA3OBi0qdJbYn2j4O+Bnw1VJ+FXCf7fcCdwKjACQdSbU87yTb44CtwDkt7t9I\nfD8GPFq2rwH+YPt9VEvI31bKHwQ+CBwNrC3bABPLsZ7GlIR3RVlufCbbRqFvAi6yPQGYBfyglLtW\n51bggvIMr7L9CPbY8ozHAGdJOtT2ZcDLtsfZbjbl5ARgeW3/COD7to8C/km1dPEm4IvAjyRNAwbb\nngtgeyMwVNKgJteOiNhr9t3bDYiI6EC/L8kbkp4C7inljwInle2RkhYCBwMDgL+U8hOAMwBs3yPp\nxVJ+CjAeWC4JYCDwbJN7C/ixpAHA26gS1sZ1P12ue7+kA8tc5CXAicBfgTnAhZKGAy/afrnJ9deW\nBJnyfFeV/wcBk4A7Svsoz0Wt7mDgrbYfLkU/AU6rVVnUmPYhaQ3wDuBvTdpQN9z2P2r7T9t+qGzf\nDnwJuM72fZLOBL5H9UtQ3UZgJPB4H/eKiNhjMpIdEfF6/6ltb63tb2Xb4MQNwHdtN0a9B9bOEdtr\n7M8rI7rjbL/H9teb3LsxJ/twqpHzWb1c18ADVEn2h4DFwPPA1FK+I/ahSszH1f4d3cc5PdtT/7q9\nxs4N5NRHxtXYL1NrjgReAoY0aUenzKmPiACSZEdE7KwDgGfK9vm18geppkwg6VSq0WgDi4Cpkg4q\nx4ZIGtXi2o3k9WvAGaXeEsr0EkmTgedtb7G9ARgKvNP2OmApcCk7lmSrjECvkzS13EOSju1RZxOw\nWdLxpeyNzoV+RVKrhPsZSQfW9kdJmli2z6Z6boCLgceovga39rjeMGDDG2xLRMQekSQ7IqLiFts9\n6zSOXU01tWI51ehxo/wa4NTygcCpVFNCNtv+M3AlcK+kVcC9VFNNWrbF9r+B71C9neNqYHw59xvA\nebX6y4Any/ZSYHj5v6/n7Fl2DjBD0kqqqTFTmtSZAdxc5nPvB2yqHW/1dbsJWN3ig49LgQm1/SeA\nL5TpJoOBOeUDmDOAS2wvpfoF4koASQcDL9h+qcW9IyL2Ctn5C1tERLuUudSv2X5N0geoPsR33N5u\nV7tIGtRIaCVdBgyzffEuXG8ycJbtz0kaDfzS9jG9nrT9+RcCg2xfv7NtiIjYHfLBx4iI9hoFLCxz\niP9L/3uH8yckXU7182M920+V2WG2F0u6UtsWlNnRkZ+zgNN3pQ0REbtDRrIjIiIiItosc7IjIiIi\nItosSXZERERERJslyY6IiIiIaLMk2RERERERbZYkOyIiIiKizf4HZNQIvbCQtVwAAAAASUVORK5C\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113452c90>"
      ]
     },
     "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": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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U4nxTTm84vrWdJa0g6fSc1jEXeCGvKqZTzCg8fwvol58PI3VgrDaMeawMXFcJ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\n2OfzbI9l85or+M0xy9jIK44toF35h5QtX0zrGo9VPP+2P/7KjU38A+u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GjIphw5l0pwHX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\nkK2UUkoppVSI6SBbKaWUUkqpEPt/RGXbPfQETOgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114340f50>"
      ]
     },
     "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": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/71k5ySwsYgCfV7Yhtc8r5wL/B/xcqeHuKVXttpY6l/dz/oD6x+6NgH9WvY/CxsBppc9m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\nM21mZmZm1qD/B8LV0jLSF/IHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115691a10>"
      ]
     },
     "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": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3mkuX0Y/yle1O5ZzrgP8GRlRZviBoV4TPdBAsp8S9FLQk/9aWH23J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6cMYzzWtedIx9HvU9m2moSESxaoiKU4R0DFMUaysIPZE4HzHUeHJPj6Xr/YjJ1Nmgacm+p3TY3+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\nY4wxxlTR/wdZZWYmfwo/5QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113452d50>"
      ]
     },
     "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": 21,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GegPnSeokabCkWwAktZD0SsLj+W70XA4hGOIvR0/wlbH8cEnzJC2T9I6kvVN1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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117b8c350>"
      ]
     },
     "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": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GIpFIJFIR0TIdiTRRanItKa27gOaWshOLLFah7e+Dz7h5GzDUUra8FHJEmibP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ZvJnezJRwNn03EiajWAxhhTG43pcOAZ4B6JS8m3bC0ly2j+VlemNY5LrGnUsZjClUoyfQ3wBjBB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\nkiRJPVlMS5IkST39P0WnUpqLUXWkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111d4a410>"
      ]
     },
     "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": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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otywpePVHUtfD9/L/6UXSDeqRwKJV9svsvN7iqzStpmOnWv2o0zknz+9LykM2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VAAAg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\nMlyq/SBgpe/LVZ6n48PGuf+zaJBIZlrW/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8NubTO3k5tVM7vHxpxG2eSMGcpH8z9teFQH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BsC2IMnN8me1ulv5uCdyVme4UnwsfEjcdPYnabU1iMWLOPrnJz7n78jSxM4gbTTN7EDgxBRxK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qd6MRx4oD6LLlhMgwdFEFUqPbLbU7mUFVHzt4i8DjynqkNUdRJwRiXZ5Sk8Uk2kc+G9T2cl\nNX6fScA04EWgi8b01xzY5KkYtwGPBUHJ8uZJorjW+O0z1alpyd+tO/FNM4BOfP3lWLb6ezbNF7dk\nZoMxdFjwNkd0AJjDWol6M227rW6md2THJ0Ggy4pfdE56YStjnYNAf8/ErvLgnByO5aP7PthTWazq\n80up8NQKi3BrC4x1TjoGQU60vry4cA3HOakNvILdOz7Mtz0eTwrK6jtvwQoWPOicnB2XQl2ufk5j\nqsD7EsoXWGrULCCQUG4D7teYX0ivNqhOQmTxIhrWF3QJsAmQ8/GnJ7+UqlEjIs9jKU0NgT+B5zGn\nTUFOfr1GTeWSablpCWU94GNMV2QeVor5R2C8xpJXrilN1FhCqQ90BvYD/i9q82/sRjckunEVt5EY\nceOV8vOEc7IHNtjeKgh0fln7lkvQWuSx5dTaejZrtf6GnYoCGdyurq5kUoO62r9x1+6XTv/w3dZ9\nGr708Du1e5xz5OLhM5ot61GR3985OR+rxrB7EOiC8raTxnGaYNfKKUGgQ3J1HI8nE+LEhUdiqaUX\nAWcEgb6bV8MKiGRaFXk2qUrinNwG7IBVeEorotLjKRSS6H2tAIYBTwWB3puNY8RrS2KRNRdH/8/F\nJvMH+/FuNUDkFWCQoAcD76ryfL5N8uSWMsWERaQxFj53MjYprwWMAJ4FXlHVuZVhZDp4R03lkmoi\nneAgeQKr3rMCKK4ONg27gbQD/sL0j36O/i8Whq2NnXvvYXm4awMbAjtjosAfY+fjKcDZpaRGOUqK\n1LYiAweTJzs4J0VYecE7g0BfTrV/OlWyotSm1iuptfwPNn5nPz4+pQWzawFMo9XkI06eM+viUUu2\nO+cwmNvAfutMHYwpPpMAz2D6OMfnSlzYObkHaB4Eemou2vd4yoNzq6/RSCyzM/Aq8BjQL1fXQ1US\nF47Sw1b1N5HOjycDomjC+4GOQaD/5NsejydTkvUDzkk74AvgzAS9vqwhoQwF9oiezsZKfb9S2uKo\npwogcgGwjaA/AVuqrir57qmmlCkmrKrzMafMsyKyAXAicBJWgeVeERkYbR+kqitzbaynoEgVphmf\nuhJgFXyuwBw1I4H9seiWLQAFnsNC6NfFRGGLBWK/if5OBb7HIme+SDjm/4r/SRJBk5j3+1LCc0+W\nicLUz8Icc/9Ej92x3+KVdNp4r++BX7Rkeuul1B3Xr+91O1+n/Sa+sHGb2W0Xz2uypFbRiklLt+zR\nteGPm7dfuKAWwAZMOmUarZa1YHa9r+hEdwaO/HuT1vV7bcJ2lPyts6Z3EQSqzsm5WCWHq7GQ5qzi\nnHTEzuP3o8GeX5n3FATROdgz7vlw52QX4G1gc+fkzAQNhmxRkOLCpUTPeH2dCuCcbIJpg3X3ThpP\nFWaNfiAIdKJzchTwtnOydxDoDzk4bnHp+pGYCPcZwE0SSj/g6UzTyT0FwXAskvtJ4LQ82+KpBNKt\n+oSqTgZuBW4VkU6Yw6YXcDQwHVgvJxZ6CpJETZEkDpLi1dQ5QEeN6XgJ5VtK6txsjolSgzlg5lJ2\necJVx5BQSltJTRzEJ2rreL2D3HMxcBzwNbBO9GgEnJruKntLprfuxOhmAEuo9zki7bZuUb/JTrMW\nFwFFi2uNendGfeu+RraGQ3vOHrTsj07b//fbmRuc27n2vDl/P3gxdj4l/tZZ/f2DQBc5J92BEc7J\n+CDQtBxR6RBFIT2KVdg7lQKcnHo8CYTAYqzinnNOugeBzsjyMQrV+ZHMgZRK58dTCpHD/0XgliDQ\nEfm2x+OpAEn7gSDQL5yTi4GBzsmuQaDTc3XcaLzzmoSyC9APuFJC6Qu8mG6BBk9B8D2w0cfs88e+\nfLKpCE1VVznkPNWQMlOfynyjSACcjkXZoKq1smdWuezxqU95JCGl5HNgSywKJihtQpyYPgUMoIy0\nlHTSVsqlbeLJGtEK6FfArhUR2R0uu0/vzIiW49lo8V+0Gb0Zv+7QuGhmw4YrVjK2WV3t0+i6/b/t\nedM1D3ywrFvvg4q+m9lkRcCKOu9StKw4zLdS09qck+2wVLwjg0CHZanNC4EeQDcsamzVee0nfZ5C\nJCHE/ydMbLh7NleL00mLzAcJmj1V+hpNpa3jnNQHNgNmAtOCIPsR1c7JtVjft38u2vd48kUSzZpL\ngb2xcz1nencJC6oPYbIETYFfgH00prNzdWxPFhEZDNwu6DXAjap8nG+TPLkj7YgaABHZEoukOQFL\nU5mLhaU+m33TPFWM4lXOqZgSeQ+N6dAU70mMdkm1UprOSqqPmMkTkWbLo8Bt5XXSjJPNG49h2wvW\no9bsJdRp+S9N64xh28aPcG6/qa3HD7+AB957rWmX3T788foxEt4wqtexPAoris+f+DDfSl1pDwL9\n3jk5ESu7uWdiVatMcU42AG4AukQpVn5l3lMViO+j9wcOA4Y4J5cGgT6XjQOkiubMY79fna7REtFB\nzslJWJ+6MybquykwEWgONHVOJgDjMe24r6PHH+XVKXJOdgL6YLo03knjqW4kRt8dh8kCvOecHJKq\n2EKWjvsv5qDpCuwIjJdQTgL+F1+Qw1OQDMe0h77AZAW8o6YakzKiRkTWwTqRk4BOmO7ER5hzZoBq\nTnLQM8ZH1OSXKI3pc0wQ+BiNZR7CmWqltFBXUj2Gc3IyVvlllyDQ5em+739yyLZLqXve+kw5eCvG\ntv2O7Rd8x/ZDv6bjg09z+iBV0hqoF8L54ZycBVwOdC6vpoJzsg/wCPBMEOjN2bTP48kliQLD0Wvb\nAq8BQ4ELgkAXZfOYySItC8h5UyVIssL/EiWjXe/DFudewHTjfgoCEyR1ThoDGwPtge2AjtGjIaud\nNmk7b6Jona+xlKcXs/pBPZ4CIFn0nXNSC+s7t8Kqm2U9nSVJFHv8dX4fcBWwCCuS8JrGsp626skG\nIgcDlwp6P3CuKgfl2yRP7iirPPcxmHPmQCzy5kfMOfOCqk6rNAvTxDtq8oOEUhvoDVyHiUyHPt+1\n5uGcrAuMwQYYX5e17zvSvdm6TBvXjklrN2Ve0SIa6DyarFhBkc5knfkfs++O12m/iZVjefZxTm4C\njgWODgIdk8H71gXuwnSbzg8CHZgjEz2eSiUqMf8IsA3QMwj052y1nSzdNZvV3aojSRwzJdKOseiZ\n4lK/52PRLWOB+aQpZu6crMdqp02n6G9dbKHvA+DDINC/krzvbiy6oGeuKod5PPmkFId28TW5Mab7\nuV+2I/MSF7OSPH8Mi9BogVVaHYEVgHjLO7vziKzRXwvw5w58s8V37PAjsHa6C5qeqkdZjpqVWLWW\nl4FnVXV0ZRqWKRV11CQRw70dvyJXJhJKV6zs9jTgAo1lb/DtqVo4Jy8CU4NAL0/c1lf6ShumHtKc\n2Wdswvg9NmdcyxUUsRZzARhM18lN+bdJsXjwELpO6qaubeV+guwSpQrcjQkBP13WhCNaSTsDuBlz\nhoc5DH32ePJClBp5NlYd7Q0sYmJCRdtNFknntcpWk0xvJrFcMNCEJPo6zkkv4DZgCjaBg1LKjCdx\n/pQYQ0XHbYet5B8A7ANMxhYBf8dSp2oBfYHtgkBnZu9b8HgKm4Rr8lesYtMBlXkdJDi438AiIXth\n+jlDMKfNQI1lpqPjIxwriCT016o9EfkeOFPQl4DuqvyUN/s8OaUsjZoewLuq6acwVHESc0ZbUQBV\nVlKJ+uUDCaUNcCfQBbgEeMPntNZcunf/76CTT24TnHLK2E8XLmQtVebcKle1b8mM89vy58HnMqZ9\nI+bXWkadRSuo/fdLHLf/toz5sDMjWo6hw4LhdOmyN5+MBBhDhwXD6LJnt3x/qIjyXn9BoM87J19j\nA52uzsn/JRMJdE52xZydy7AJ0rfZs97jKRwiZ+WjzsnrWGW4r52TCjtsEjVrIrxW2WqSVaNKpveW\nuMLfGbgfq+B1a5L9Ux1njTFUEOhETNfw8aiq047R+9oDe2LpVSd7J42nBpKo73U18JlzckAQ6OQ8\n2HBm1He+KqE0A47Eqk8+GjnCXwHe11ha8hfJ+iBP+iTrrz/H+szhQGfwjprqSqmOGlUdUJmGFACJ\nF8JLCc9zTimTwoLp4CSUulgI9JVYGPtZmXrWqwOF6DzLF87JOn1Oqb9/0U1b1HptYc8D3uLI4ZPk\nps0u46/as2m+8gP2/+ALzu5zFK8/1YGxrYGNT+G52J1ctvMS6n0+jC57Xqf9JvYTSjzP9+eKo9zX\nXxDoT87JLsDDwO/RitnQ6DEdi6DZH8sLf8GH+XuqG8n6ymgSfp1zcg/msBnlnNyLiZAvy8ZxS3He\n5J10ok5ycNhkg/xkwsc9Ixs3wAb+9wGnRkLpa+yf5LNkNIaKdMxGRg+Pp6ZT4hpzTpoD9YFxzknX\nINDKuE7WcHAnRMP0AuoAR2OLtE9LKAMwp81gjZW6sJ9OIRBP6az6XVCdE6VCdQGOas9vt//Opp2x\nCl6eaki5y3MXGllIfSozdzNbdpZFYjhyEGjPQin5KaHsg638/wH00Zj+mg87CoFkv1Mezal0BslB\nY1syvfUS6ixd9O43IxsParzfbg/NqgMwl6bL/6HFyvZMqAur05iGSpeZXRjW4is60Z2Bb03T9Xrk\n91OkR7auP+ekPXZjLX5sgq1W35QL0UCPpxBI1VdGk/1tsYiKv4HTgkBHVaqRlUiSlKP4qJOc3EuS\n6WFEr9fG+qEto0cnLL2pPlZN5Nkg0DfKaNdRiq5NNNFMelyPx5OahOtrMdA1CPSryrajLL0vCWUD\nTI+vF9AOeB1z2gzT2OpqbYVQ6KFaEZcKNZ11PmzFjLaqbJVfozy5IqPy3NWZxBW4PJUATXflq9KQ\nUBoDdwAHAxdg+anVw7tXfmrU6kCxY2YpdZcOZp+dD2R6606MbjZtX5gwvdbB2z/+rwIsoMH4Zszr\n+CNbj2vPhJbxaUw9ePPrBzh/v948PHom65ye54+UCVm5/qJy5b9jGjQ4J0VB4EW3PdWeVH3l5sBu\n0f+/A+86Jy8AsWSpgtWAtKNOIk2fA4DTMb3A8dHjd2B8EOi/iY1H72mNTZrWiR5rYwssdzonxa+t\ni6UZTcEqNf4CvAtcA/yeZnRfic8S9Y+rxkyJzysLH/HqqSbEX193A/9zTk4KAn0/j3aU6KM0ppMj\n2+6WUNpj1/vDQLNozvS4xvTvPM2nqjPFv8nSRiyMAR+I8CzW79t3qvjvtJrgHTXpUxkpSGtMChMH\nO5U5CJFQdgeeA4YB22lM5+bqWFWMvDrPsokIJW+YSTr3lpFjBmA9/v5tfabUXtwSfv0/4Z9Hd7lp\nt6Uj7gEeacSic1CdM1iuWyONaQbrHtuL/raiUoVuIMkmG9m4Br2TxlNDSNVXxk8CDsLC6u8Gxjon\nlwBvVLOUwMT0hsTnxX1LQ6yyR0PgXqAeq3VcNgE2cU4WslqEtw6wGbApsACYAMzAHDzFj98Snk8o\nLrGdjc9SgXayTcGki3s8FSCxb5gEvO6c/Ad4oBL7xTL1vpI4XW6RUHYCzgN+llAGAQ8Bw+MWef01\nWjGKf5OVjVi4HTDyBY4/dH2mtlhIQ07nqaegakSte1LjU58iUk2+CqWKRK7TbiSUWthg77TocZ7G\n9K1sHsNTOLwmx0xtyYzWUef+1tOctlVx9MxDnL/PUuoechtX9NuECUWLqcdQugyaW6fRQy3u/PSN\nJa30/gN7zr0i35+hskkzncOv6Ho8KSijTO3O2H1oJHBeEOgv+bMyN0TRL82xUtQbRn+vwSJdwNKP\nugSBrlF2NXpvK8xp0x5YDowDfguCqrOgkgvNnkJJF/d4skl0rWwHbI1VZDo7W5pemZCkQu4ASk+N\nao4JEP8f5kB+CIsifI0CmE9VeUTOAvYS9I/h7H757oyoD7CYegPq6+Ij82ydJ0tkFFEjIi2xMOUW\nWEWomSLSAFiqWuVXiFN5eAulikTW0m4kFMFC5XbG8tM7AR2B2YADtteY/l2RY3gKm035rd6OWKGh\nCWwkY9imTSdGNwXYip+/X0mtxb+y2WezaL71R+y/69V660Tn5HxgdH2bVNRESlyDSSYbfrXI40lC\nKU7MxOtjc2CH6P/mwLAoHer2INCpVc0RGjlVNgH2iB7tWe2YWYaVqJ4U/S2uoDISSzd+xDlZ47NG\nq+nTosfwSvsw2afMSlHOyVxSl/xO7H8LNdLH46kImwO7Rv8fAHzgnBwdBDorD3bEX7NlpUbNBu6R\nUO7Dqsf1xirIvQoMIkp78qlQ5eZz4FrgxeUULQLqL6P26PosOS3PdnmySFqOGhERTKfkAizEVrHJ\n/UzMmzoMuDHNto4GTgR2wnKl/wTeBG5R1flx+zWPjnk40ABbXbpYVX9I5zjloEwHSAHlWJZrEBI5\nZdpQ0inTCRMpGxU97gBGaUz/ybbRnsJka376GtjvL1pNfpyztuzNw00BZtJ8xQQ2Orsj3zy7to5Y\nAXayOCfrAjFgr6hqR00kMSQ57YGLx1PDSceJmVimtj5wOfCDc/IyJj5crGtTcI7QSKR3e0qKh6/E\nqr0NwwQ3JwOTE3VmEiOMkvQtBfVZs0AqzZ741fqkJb9JOKeiCMfq9j15PPHXyoFY+e6RzslRQaDf\n5smO4vFNfCGWNeZGkbDwh8CHEko74FxsDviOhPI4Jma+Z1xb/vpNj1+Ahi/Ta3J3Btb5h7Vfr8Py\ns1Cdk6gtWWDVVD0ZkG5EzdWYJzQEPgK+jNs2EDiJNB01wKXYIOWq6O+OQF+gm4h0VlWNHEMDsRDg\n84E5kQ1DRGQHVZ2S5rEyIVMHSInBgYQlV35y5bjJVKBPQtkR++72xH7v4nKYDwFfa0yn5sJOT2Ej\nQr3WTO1xIje1vIh7dS3mrHc8L4/6h3Uu/IGtL/+crqWVyb4FeC4IdGxl21woJLkGSx24pOtMzVPZ\nXo+nsknHiZnsXnypc3IbVhK2Y/TaTySJaKvsa8U5aYw5jrpgETO7YgtQQ4G3MSfTxHQ0JdLsW6oT\nqTR70hFfru7fkccDa14rzbAIvC+dk0uDQB+sbDvi5jnxfVaZzmWN6UTgagnlBuAw4CxWO95/wF/D\n6aOqiAztxavbHQlIul8AACAASURBVMcrE2uz8tZiDch4bckl1Puc1Sm1nipGWho1IjIeeEJVbxGR\n2sBSoJOqjhaRg4AXVHXttA4osraqzkx47SSsGso+qjpERA4H3gK6qeqn0T5NscoFL6hqnyTtVkij\nJlMSNWsoI08zH0goW2LOsy7Af7AB4yRfsanmIoI0Z9ZuR/HGFQHuoO68UzSb5r804d8HmjPnVbTs\nCY5zsjN2Hm1VlXQQck2qMrTpOGHyUbbX46lsylOyOcn10xy73zYB/sUibjeLds/5teKctMYcMsXR\nMlsBo7FomaHA8GylI5Sh4VMjnLhJIoySfR++DLinxpEwZpiH6db0DgJdlDejKJ+ep4SyLVbWey0s\nDXQJUAvr330qVFmIXAJsKmgtYKwq9wEMl92nd2ZEyzF0WPA2R3TwETVVl3QjatbHUo+SsRRolO4B\nE500EaOiv22iv92BKcVOmuh980RkIJYKtYajJg+U8CpLuMbKDxJKd2Cqxv6fvfuOk6q8/jj+OXQB\nKSoKImBv2AULRS4SscTeiDV2Y2KsscQQ11U0scWY/FLsGnuLJYoiChdRsCAqSLWBiAXpnaWc3x/P\nXZgdZndnl92d2d3v+/Wa1zJz79w5s+ydO/fc5znHx0DNfMGyQutAGPVwJHAHcLYX1Mk2p5IFM+7b\niKXdj2Bw+0d5seUJPN9iNQ39JzZbNoZ9e/f1+MNsthPH1gD4O3CdkjQlZTHKrcw6DMlzs27bK1Jb\nVbJlc6apLXsmn0l9gceSZYuAr+LYegPvR5EXbUisSW2ZjoSpVrsTCnkW1+grTspcCny0gd2TSlVG\nDZ+6PB1qrWxafueqDbhIjqV+ZziOcAFodBzbgBwXX69wPU8v8PFAVyu0RoRpXQ8DxRf/HyK8P8ls\nJKHxy63AsRASNcPot173Vamdsk3UfEf4ojI8w7I9CCNdNkTxl47i6RRdCUPg0k0EzjSz5u6+NMPy\nGpNes4b1EzetCaOEFlmhfQHcPuwgdjSrni9YSbemCwmjaB4EdlAWun4yY+OdmHz0Ufzv/C/410Fd\n+MYW0opHOHPqF2zXYXcmbNySJc2nsfXzZD8c8gxCu9j/VF/kdVY2SZgypwDUZLAieSbj1JakG9Jb\ncWy7AA8ATwL7AXcBe8SxzQOmA4dHUcYLROtJkjP7Amey7vg8HhgHvEUYnTopUyemGqSpPiKS/p1h\nCWF04bg4tkujyP+di6AynBtV5LmrgFes0D4gjMr5CehjhfYn4C9e4D9VXaR1xsdAl3N4YNyDnHuH\nGeaOJ8mZzn2TlVSzpvbKdurTrcC5hGzdaEKngm6EdmtvAfe5e2GlAjDrSPhD+9jdD00emwqMcfdT\n09Y9D7gX6JRep6ampz6Vxwrt14SrfacCJwNX3bUn2+3VhpbujDHjkKo6AbNC24Pwgb2GkCiqroLL\nkqfM6HIgo87ow4hTIuIde/GOzaTj5KYs36YLM5pDaNk3lr17ljUcMo6tMXABIfn6bhT5gmQu9CTg\n2CjyD2r8zdVy2QzfF5HMKjld6l2gR3J3OfB/hNpa40tZvxNwGiFB04SQkH48ivzLDQy/ymX4PKk3\nU6FEJLMMU6FeBn6dXrC8NrDCdZ9xhOlQ1wAnAbt5gf+Qy9jyktlQ4G+G/wPo587n6auMsX3nF9es\nGU6fGX09Vs2aWiLbRE1zYAhhXvZ0QkvnrwktJkcBh7r7itK3UOp2WxLaQLcH9nMPhW3NbArwUW1N\n1CQdlj4hFEtuQfIFaoeWROdtw72DJrF40SoGAY96ga/cgNdpQejAcxYwELg/qa4udZwZ1oVpBxzJ\nK7/dnfGH9GFE247MXLWAVmuKaOI/sdnSoRza7Spuv68pRYespNHYxqzqN4g/tO7JO6UOh4xju4tw\ngrOEcHV6SvLvz6PIz63ZdykiUnFxXKJOwm8IF5nOIHSq/A9h9M1i4HhCcmZv4Nlk2ehsCv/miwz1\nrUo0NlDiRqTuS/vMO4bQ/CUCTq8LF9is0KYADYGpqG5NSWbXAy0N3woY6s5D6auoZk3tldXUJ3df\namZ9gVMI8we/AGYTptk87l7xNr1mthGhs9PWQJ/iJE1iHmEeeLpNUpZn2uYNKXdjd48rGlcV2R9o\nTkjSrJ3qNPVKHwC8eE2hHQT88dqduPup1+37dk34qmEDflHBdttHEDo3jQJ29wL/sYrfg+QZMxoe\nwOhD+vPGJS8ytk/EiOZT2LFoJL1/XEDrX+zMlHgKO87pxtjW2zKt+VJajGxK0R7APY1ZdSHu8weG\nDmprh0OmimM7hVAfqlsU+bw4tqaEkXP7sG66johIvkufFnA+8BWh1Xc34HrCVM63gX8Dr1RXnZka\nkD4VKr2lteq3iNR96dOlL4hjGwq8E8f2DXBgFNXqqUPLCaU2tkOfa+lGknRkJXT4XS9Ro5o1tVdW\nI2qq/EXNGhO+TPQCDnEvme01sweA/u7eKe3xhwlJnW0ybDOfRtQ8RKin05cyqp+/PNQ+btWYvQCm\nLGLCr8YSeYHPLmfbHYG/Eq4AXuQFPrQ63oPkXjv7qf2RvHLc9nxxeBem792vyRtbbdRlDvNbtFzz\nzQ6b/G/p4lZRs2ZLW69s63y67XbTuvV8Y7xNanF4iwZLGi1r2HTNys6rpjRosno14QrEO8ntkyha\nfxRXHNsehGmMP4si/7Rm36mISPXJMOpkCWHUyUJq+aiTDFOhSnRdqc3vTUQqL+1zbwHQp7Z+v0vp\nJjUeOIi07pn1eoRNmPXy0158HH3KXk+4r+2CKHVAtsWEq4yZNQAeJwzJOzI9SZN4GTjbzA5y97eT\n57UCjmJdh4e8lMytPBa4+q978vbI2bQ5pROPbNqUEy74j53VvCGdtm5Bs91bs6hlI7YDWLaa1ZMW\nsqJDM760Qnsc+IcX+IS07TYHrgQuA/4FnOkFuW3DJxVgJesIvMZho4sLew1v3Kf7vi//rWuTcRs9\n1zZu1LjtG03tx9UdVs3k46ZraMBCWq2a+PM2oz4/Y17HjRavsUaLFjZYXdSw/8aL5zdst2A+TebB\nNlOnzf+2Jw/OWdj+4TWPbvzPOScuP2ez7ScXTw/sSkiKng1sE8f2JmEK4RtR5KuTL/r/BS6rrQdx\nEZEyZBp10jN5rFZfnc3Q9UiFyEUESn7uPQQMjWO7G7g1iio+EyLHTgXeB15LGrbUm+535XJfitmn\nH7Bfq6YUbWpGe3dUy6eOyLZGzddA6oqWcn8NIVM7FrjbvexCtmb2L8IXpZuBV9MWz3D3mWZmhKv/\nnYCrCNM1fg/sBuyZXp8m2W5ejKixQvst0GN4H04HZhCKLy8DiobP4rBvltJh2lKYvYLXf1hOq4u3\no8eI2dB/C77ebxNazV5B0X1f0+ytWYz3kJB5ATiR0G3iPeAaL/AN7bIlNWyCdf2uKxM7QCjq+xld\n+3ZjbOsFu8CkC5qyapPVdH5+DXMOXkNRW7BHOi1uPLz1ml02/6zV57+F2Vs3W9X4b1sv7vXB5DbF\nc0zT68/g5X8pj2NrS/h7uhDYDLifUJNmahT5ZdX5OxARyYXKjDpJL9JL2hVcJUFEJJ9l+NzrROiQ\n1wY4M4p8ck4DrCArtH0JIyK3J5w/ljpjod4xuwVYZfg+wMPuPJfrkKRqZJuoeZgwjWcL4F1gVvLv\nnsAPwEeEk73WwM/c/d0ytvU1oSVwpqTKDe5+Y7JeW+AOwuiUZoRaLFe4Z+7akA+JmqSI8Hjg4uF9\ncODuKPK9UpaX+HJIqPux9n5D4/aoHfuf3pnOmzRh8f1fM/+V79nWwzSqy73AR1phyS+Pw/voy2M+\nSm+F15fhY3syapPpdGIyu8zr2WxE22m/X8GCnY2Fr+z04fIXtrtqi8Wznz2Q99uN3a/z8gU3zZza\n4PvGXRu1Wd6w8X/bFY169+jdlnzZvqhEIWBLqYyfRZImXRzbvoQOTy2BszJNiRIRqWuy6ZyUYbrU\nFqn3o8jr7xVcEamV4tiMcKHuJkJdk7ujqHY0IUnOsSYC5xA6kd5D6HQ7P/3cqN4lbsz6AwMNfxXo\n4I4uvNYR2U59GkkoKLq/+7rWaGbWAXgDeI3QOeFN4AbgkNI2lKm+TCnrzSO0BK9NnWZ6En6nIwiF\nfp9OW752SHLywZJ+f4e3ZrH7W7Pg0C349NqdaXbJ9nxjxm0NjeLkV/pwvy3Q8L+cS0/MHMasDsWt\n8DoxY3xzljVbQCuG09cn0vWbHy+d+06n5l8cMu6mo/e8dPwjUwEG2cDuK2g28t0PevXu1eTmbxbM\n3/K0VgPb3xp/279HSvGvdYWAfb0h7xUSRf4R4YAtIlJvZJgulGkYffp0qSfS7ouI1BppCelDgL8B\nJ8axXRxF/nFOg8uCF7gn5SFO8wK/mPI/w+uTUcA+OzLlhqnsdHuug5Gqk22i5lrgutQkDYC7f29m\nNwG3uPt9ZnY3YQepry4E7h3eh4bACYRRRmslGd4Bpd0n5YvhkB855tqdWdCoAYcR2uxdH8dW2ACW\nJqnvD4ELpy5i3I4bw/QlLHh7NldH1fTGZJ30pMxAHzS9XUpiZjUN3tmUOQ0BimjEEA5b8TcuWTSe\nPeYCJw8fbp8TOqf1ufR3IUkDkCRjkkTMIIh4jEt5LFOHpsrKdOW4CjcvIlIbpSdlYP3OUar9IiK1\nWWoyYxFhpsQ5wGtxbC8AA6PI5+QquCw9AbxnhXa5F5QYBZ7pM7z+cF+M2bhR9Gi8GXN2MmNjdxbl\nOizZcNkmarYCVpSybHmyHOA7oMmGBlUbWaFtQih2fBmhUPKMKPIvK7iZEiNsku0eByw9ZHPs6p24\n9o2D2OhfXzL6w3kcOf0qn9/mFvvm0u3pdOdUWi9ZzW0P1L8sco1LTcqsoOlIoHMRjYsAFtBq1f58\nsMkoes6fQafmp/DkS9+x1f8BsTtrAOKYAYS/jxKFtKsiiZLFNur7VQcRkXTrJWHSR92k31fSW0Rq\nmRLJjCjy1cB9cWzPATcCE+PYCoH78nUqvBf4V1ZonxNGBA1OWZQ+Q6E+ToWKN2VuT0LN2AMJM16k\nlss2UTMZuNLM3nD35cUPmtlGwO8IcwUBtgR+rNoQa43TgMFe4HPi2Aaw/rSncmUYYQPJifXQWfDm\nLJ4Z1odHLt6egcB7cWx/XraaRTeG3/6HwIX19MOpRhXRpAhgPF2XtGXe2Zjd1p1GDebRevWfuXbJ\ng5z71Wza3Qs85U6J338yP/hKwtzgdFWRRClvG/X7qoOISJoMU6GyoaS3iNQm6aME0wum3wfcCVwZ\nx3Yj8Hiedod6HDidlERNhvOn+vj5HAMDCeVKeqFETZ2QbaLmKkKF7elmNph1xYSPIBQQ/nmyXg9g\nSFUHmY9SP+CWrOJU4Dzgiji2xsBxwL5V9FJrT6x93Yfra4QPoOte68XO93zFe898y+FqWVczZtAp\n+pxZ7+zC5G9W0/Cphzhr7h38ruFEuv4f8KA748p4ei+gLfC/DMtKJFEqecW2zG1QzoFaV4VFRLKi\npLeI1BpZ1OZaADQmnOOdD1wXx3YD8HSeFRx+BrjFCq2lF/jiUtapj5/Po4B9ujDtL9PZ+tJcByNV\no0E2K7n7m8DewFuEnfq3QG9gKLBXshx3/627X1BNseab4g+4w5ev4VlgY2A40A/4PIp8ellProBT\nCR9Ka9vPRZF7FHkcRd6/gXHSRdvRfniftUWX6+OHU9UyuxezGLPBmLV5zQ6fNMb2nT/G9pm9yDb+\nx8k8+7Zhk0/hySYtWLLwHB7620S6buXOZeUkaSCMprkrGXKabu3/dXJAXfs3Rva1n8rcRhT5/Cjy\nASkJmcq8hohIfZf+WSsiUpukny8Ufx88AJgJ/Aa4BBgXx3ZCHFtW54zVzQt8NvAOcEwZq6137mSF\ndq8VWmyFNtgKrU0NhFqz3BcD44ZyyGqgu1n9LEVS12Q7ogZ3n0j4w68XshhpsPYD7sKP+Oave9J6\nzzYMA7YD/llVcZQyHWqtKPL349h6A2/GsbVq0ZBTl6xer86NpkNVTImrDJ2Z1rErkzcGmE6nc7sx\n5sep7GTAH4EX3Vkv6VJKu9cdCJ3BMu5HGa52VDjpVoltKLEnIlJBlZwuJSKSL9JHWKfXsJkfx/YW\n4ULeTcDAOLbrgVeiyD03Ia/1FOHz9/FMC8sqJZH8u67OOIh34IvuhIYl+wDv5Tge2UBZJ2rqofJ2\n6FOBe179nsvnFPHZzhszOWX9A2soRgCiyL+NYzsIGPJKL1oBv0j7EK0PH05VqfhgNRVotwNftgQY\ny15+OK8Pn8UWN7kzqpxtZPqdX04Y1bK01GeVVBXTlMrrVFJrOplompaIiIjIhsuQbM70ffAewveu\nHwlJkZuBgji2m4CXc5iweRn4hxVamwpcfK4PFyZjQp2at4GDUKKm1ss6UWNmWwCnEHbYZqmLAHf3\nc6o4tlwrc4cu/oDrW2i/BEY1bbh2Gtli4MyaCbFEPLPi2PoSimvdH8d2YUoRsPrw4VQ1zFoAbwK9\nltGMW7iuwb2cv+g+zm9wF1f8/Eff4u0st5ReK2ZTwv6zS7ahZDGfuNyEW3lXfWtZJxMlHEVERESq\nWCnfF9Nbeu8FHAvcABTGsQ0C/lvTNWy8wBdaob2VxPJwlk9br7NuHTQK2GcrZvz7WzqdBtyW64Bk\nw2SVqDGznYDRyfotgZ+ATQk1buYTClDVNdmOZjgXuItQn+YT4B+5OrlN4uwPPAe8GMf2iyjyxdSP\nD6cNY7YV8BuH875jyykX83+fvcQx2zkNHgdOOtr/99PRFdviqcC9wBPArYQC0w9Fkf8AlU6I1ETC\nbb1kSB4lb5RwFBEREakZ6d+7/k34Pvg98AhwNfDnOLZHgMeiyL+uwdieBs4iy0RNeaUk6gT3xZiN\ne5Fjl3fjo55mNMxUnkFqj2xH1NwOjCFkLhcTuj2NA84ACgknoXVKNqMZrNB2Sh5/BWhI6ID1aPET\ncnGCG0W+OI7tKMKHaRzHdqQX+A/U9Q+nyjAzwtDAXzkcOpLen1zIPfMns0tb4G7gUXeWVWSTcWxN\nCAWlTwQOBroQEmcHRJF/lbJqZUaH1MQ0pUzJkHwZyVJrpmmJiIiI1HLpF63TR9h8Quhyey5waRzb\nBEIC5+ko8iXVHNsrwL1WaJt6gc+p5teqTeJ9GbsX8B2wJzA2x/HIBsg2UdMd+BWwPLlv7r4SeNDM\n2hFGlPSthvjySaYT2HOBR7zAV8axHQl8XDxiIpGTE9wo8pVxbOcB1wOj4tiOiCKfXBOvXZWySXRV\nKhlmthnwS+CC5TRtcC8XzCyg0ObTdh5w07BhdooZpwLHxnH524xjawgcCpwMHAVMJiRnbiyj+1dV\nFAquDpmSIXkxkkXFO0VERERqRhYNKl4kFK2F8L23FWG6zb/j2B4E7o4in1QdsXmBL7FCGwIcD9xX\nHa9RS8WEOjUjCOegStTUYtkmaloC89x9jZktADZLWTaGkBCo60qcwFqhNSbUoilOxAwgDMNLlbMT\n3KTAV2Ec2zfAiDi2g6LIp9RkDFUgm0RX9skws47ANQ5nTGXHsVdy57zBHLHN45zW5g36N1hJo97D\n6HfFtGm7HrnNNhM7AKxY0fQhShkxFse2BSFZdyHwA/AY8Ico8pkZ1i2RUCJPR4eUkgypiqLGIiIi\nIlJ7ldUp6nxC4mbT5LHewDFxbA7MAOZQ9d8ZnwYuQomaVKOAfbZk5v3f0fF4wmAKqaWyTdRMAzom\n/55KGDnwenL/54Q6NXVahhPYI4GpXuBT4thaENrX/TbtaTk/GY8ifyiOrSnwTBzb/lHky8t9Uv7I\nJtFV9jpm9wK7AVs6tJ6ySZcmP16ysHnRmIZ9Zn3QaqDPavDXHZj6QzfGtgJYQdORny1u0xRg0qRu\n/OEP//O5cyH5HW4L7JDc9gcOIVxBOC6KvLyMdYmEUhT5AGrJ6JCqKGosIiIiIrVXeZ2i0hI3/Qnf\n0ScA+yWP3xPHtoCqu9g3GHjACm0LL/AfN2A7dUdSp+ZZTlrWk1G9zWjgTo0We5aqk22i5k1C3Y0n\ngTuBp8ysJ7Aa2JnQrq2+ORd4IPn3EcD7UeQ/pa6QR1M17iH8/90BXJzjWCoim0RX5nVC/Zn9CVOR\n2gMMsUOWNrvug43az1rAqu7zGt76q4NvsRaruy6/bidmNYGvdt505ZpjRk3fzpvuD7DTTmN5/vkO\nR8Uxywndzb4BPk9uQ4ELKnCAyYvpQ1WkLr0XEREREamgbFp8x7F9DmwPrAQ+JSRwquRinxf4Miu0\nV4ETgH9Wdjt1UNyD0bsDcwkXq8flOB6pJHP38lcyawo0dfeFyf2jgF8AzYHXgPs8mw1VIzNzd7ca\nea1C24rwR9/JC3xJHNtzwGtR5A+U89SciWNrA3wMXBlF/t9cx1MZ2Uy5eft1e6jxfHo2+4H2O1/f\nYM6SRW2ab8bczSey88IP7m7y/DYNvjq996WLG09Y03XJ+0d36rX95a8ftHpFozMbfLrxrkVbr/pX\n080XDXv99bM+v+22B27aYYexv77nnu6LCIWiV6a0O69M7G3Iw6lOlVGX3ouIiIiIVI+U74w3ERqu\ntCPM0vgQ6L+h3yOt0I4GrvQC71PuyvWFWX9goOFTgU/d+XuuQ5LKKTdRY2YNCdm47919Vo1EVQk1\nnKgZCHT0Ar8ojm1j4FtgmyjyuTXx+pUVx7Y/8D9gvyjyaTkOp8Li2GLWZeGfiSIfkExt2jF5bMrY\nu7hg4V7hzugRR66844aHZ/yHM9r+bf/TvrjmljO6fPtor6M7Pdzg2Xfp1XugDyqt0K+IiIiIiFSR\npFTEY4T6NT2jyKdkqOF4GxWYGmWF1pTQLnw3L/DvqjP+WsOsJfDDlsy89Hu2PMydk3IdklROgyzX\n+wjYqzoDqS2s0BoA57Bu2tNRwDv5nqQBiCJ/n9Bq/ck4tsa5jqc8r9nhk8bYvvNH2YGzBtnALqs/\nbtsNgKnNV00ZdMwgzJpNp9OJhORNn2l0PnXR8tYAtJwE+985/6e5bDrjlI0fa3v2Zdd1/8tf7pl6\n5kNvv9/X485K0oiIiIiI1IykZXdxgds349i6s67u4eGEkTfp98vkBb4CeBmUjFjLfTEw7nFOWwIc\nZEaNDGSQqlduosbdVxOqdbeo/nBqhb7AQkLyCjJ3e8pndwILgBtyHEe52jGrQzfGtu7Be+168s7I\nVtd3Wt1uOPS8YmmjY98aNXYJzRdvzKK2AB+yD90ZM7HBzTvNazccGl+985JRi/r0MFuz9KqrzmXs\n2H4/vvrq+UfFsd0bxxbHsQ1OhmOKiIiIiEg1iyL3KPKbCTUzXwWKv4sX1z2sTB3Ep8mPmqD5JO5L\nvCvh97lzroORysl2RM09wGVJrZr67lzgfi9wj2NrTUjcvJTjmLIWRb4G+CVwThzbQbmOpyxFNCkC\n+JJtljdi1cSdF3+5cdcbYeGStn4/573zM948ZWemvPU0J3E4Q8bOpt2hIxYfsvesW3rP+Or6FWf3\nGn7zRUOHNunSpcukuaNGHb2HO/OpYKZeRERERESqThT5S8DBQGtgIuvq1ZwKPEPF6te8Cexohda5\nWoKtnWIgAkawrmyE1DLZFhMeBJyV3H2dMBewxBPd/fqqDq4iaqJGjRXapsCXwDZe4PPi2M4ETogi\nP6Y6X7c6xLH9nFAhfa8o8nm5jqeYGXYB93Q9kNHn7szkn+/Nxzt8yXZrRtHjq6nsOLw/rx/5Hj0O\nLJ66ZMbawrbDh1sjwkih04CvCJn6PQjZ+uK5r08QkjRVUsRMREREREQqLo5tM2AIMBK4PIoq15zG\nCu0+YIoX+B1VGV+tldSp6cB3V/5Ah8idU3IdklRctomacvuvu3u2o3OqRQ0lai4B9vcCPw0gju1V\n4PEo8ieq83WrSxzb34HNgV9U9oOxIswoUTDMnflmNNybsd0j4tN34PO+e/PxDl2Z0OhT9pz1CXu9\nP5y+T/2XE15wZ3kZ76MxcBHwR0IL+T9HUSgoll6AmDCMMr11YLndpKR0+v2JiIiISGUkpQheI3TU\nvSgZ/Z+6vNzvmVZoPwP+5AXevQZCrh3MRg2h/z8OY8htwFbu5LRDs1Rco2xWynUSJh9YoRlwHnAZ\nQBzbJkAvQpvyvFHBk+arCSNLzgQeqYHwdgT6tGQRRzB47CS7YasFfNu4OUv5iu1mG97UYeVn7Do/\nJtp/oA+afnEZG4tja0AYHXMb8B0QRZFPSFutxFzX5PeRPo+1eDoUhCSO5rlWjH5/IiIiIlJhUeTz\n49j6A68AD8exnRNFvipllWy+Z8ZAZyu07bzAv6zWgGuPuD9v7ESYBbMd8EWO45EKqvcJmAroRiio\nHCf3TwaGRJEvyllEmWVdgyWKfBlhOtAdcWzbVVdAB9roLlfanX/5M9d0f5cefE8H/shNzVqyiFYs\nphFrmMmWyxbQas2OfNH8QD5o15N3Rpa2vTi29nFsvyd84AwCriNMY0pP0kB2c10rU7hM1tHvT0RE\nREQqJTmfOhxoDzyR1p223O+ZXuCrgOcJ52cSxKY6NbVa1okaM2tgZseY2Z1m9pCZdUkej8ysY/WF\nmDfOBR7wgrXD8c4GHs5dOKWq0ElzFPk44CbgmTi2jaoqiOEWTZ9unVfOtk3XDOWQaRdyz5nn8MDs\nLfhhQWOK3tqNCbvOoNN8gPF0XfIuvXoXFw8uvp++zTi23eLYngEmETLDA4B9oshfKm3qVhT5/Cjy\nAeWMLKpM4TJZR78/EREREam0KPKlwNFAM+D5OLZmyaJsv2eq+1NJo4B92vP9u8D2uQ5GKi7bGjVt\nCXMH9wMWE0aWdHf3sWb2GDDX3S+p1kjLj7HaatRYobUgtCjf3Qt8ZhzbrsBQoEva0LycS+Z5lqjB\nksVzjFBkdwVwdjb1atLrzQzm8NEd+bZTSxY3Xk0j78w3TZtSBMBIes7s7e9shZWsFzOIP1zdk3dG\nvkuv3gN90PRBNrBL6v2U+LYCCoGjgFuB+6LIF2b3G9lwqsEiIiIiIlL94tiaAI8ROkIdlyRwymWF\n1pBwvtbX3HRTjwAAIABJREFUC3xKNYZYe5iNWk2DgQ199bBchyIVl22i5n7gMMJwsg+AIqBbkqg5\nC7ja3XetzkDLU82JmrOAE7zAjwKIY7sdWB1Ffm11vF5VyybREMfWAhgN3BNF/o/1NmIlt/Ecx0/a\nlq/bN2M5X7D9skMYutFGSb3fD9l33koarerB++3G03XJSxzbdaAPmo7ZYFI6LuFlJzzi2NoCVxFG\nBt0L3JqLJEl6QeIocmXrRURERESqQRxbI+BBoDNwVLalJqzQ7gbmeIHfWJ3x1RpmtwCryHF3Zqmc\nrIoJA8cAV7n7KDNLf84MoFPVhpV3zgXuhLUdhk4nzPmrLUoU4YpjW0Ba4iaKfEkc23HAqCHdul+1\n6Udr2hTRpGgY/bqvptG3J7PjCbswdROA+bSefRwvNmxImAW2CXO+n8TOm+zDJ23G03XJEA7bG2AF\nzdJHx5xKMtqnrCRNHNsWwBWE4s0vElqIz6jqX0oFlDudTKNuREREREQ2XBT5qji2s4B/AW/EsR0W\nRb4gi6c+Q7i4q0RNEAMDcx2EVE62iZqWwLelLGsGVGtb7FyyQtuZMK/v1eShw4Cvo6hWDalLTzS8\nSGr1dAuJmwiWfnyHXbvo2o8f2P2i1dZ0NuzC5K8bs9IaEmZ4fUNHruNPn97H+Qs2YkXflTQa255Z\n/e7n/NYLaJ2emOncNzUKz9hxaa04tm0JCZpTCVOx9okin17a+jVobYKpjASMOh+JiIiIiFSBKPI1\ncWy/Av5GSNYcmsWF0NFAKyu03bzAP6v+KPPeKGAfzJrj2U0hk/yRbTHhqcChpSw7CBhfNeHkpXOB\nR7zAVyb3zwYeymE8lZFehGspgC9s/Pmik37200JankzSKarr7xo9uPkLjW38IJjWusPqezn/zwUU\nbt+Fb4Y+zUnswydjH+eMfhux4njgmcas6of7/IE+aHpfjzun1pbJRhxb4zi24+PYhhCm1S0Bdo0i\nvzhPkjTZFiRW5yMRERERkSqS1M28BHifkKxpU9b6SdOXZ9AF08B9MTAOOCDXoUjFZVuj5gLg/wjD\nyJ4gtEU+BOiSPH6Buz9WjXGWqzpq1FihNSFM7ertBT41jq0d8DnQuSaL2W4QM/uMrp2/YPujGrOy\n76bM2aN9yxlbLbjix2ar/7LLqm8XbzO7w5XD2zXaanHDZUXNV7/wzG/7tBnHtz3OfXycn/DdvAaN\n1hwWRT7ZjLVFit3Z4Gk9cWybET54zyP8Pd0LPBdFvnxDt50LlSniLCIiIiIiZUsan/wVOJByuj9Z\noXUnnK/u6AVZnOjWdapTU2tllagBMLM/A7+j5CicNcCt7v6HaoitQqopUXM8cKkXeB+AOLbLgH2j\nyM+oytfZEK/Z4ZPaMatDcT2Znox8qxPfdmxKUYN5tJ27Fd9uthHLGi2nGQtotfpljnl5Vz7bvzUL\nWq6kyYph9Ove/t+vjNt+p09bAXzySZ8Ze+014nXCVJ5NgPbAgCjy4VURbxxbR+BK4CzgWeDuKPKJ\nVbFtERERERGpe5JkzV1AT0KyZl6m9azQjDAb5FQv8A9rMMT8ZLYr0A73EbkORSom2xo1uPu1ZvZv\nwkiazYE5wBvu/lV1BZcHzgXuh7UfDmcDl9dkAOmJmH356PXi+89yUu+z+bbzHnzWHGAvPp3WiFU0\nIczS+pHNW/6Kfx9/NX9+tBsft27L/Ia7M67bxixq0Y2xrQBW0HTkxFUbrQD46quuS8aP79V7r71G\nPMK6eisx8FQc22TAqUSx3OR31w24ADgBeBjYPYp85ob/hkREREREpC6LIvc4tsuBvwBD49gOyZSs\n8QJ3K7QnCKUflKhxXRCvrbJK1JhZQ3df7e7TgPuqN6T8YIXWiTC87qTkob2BVoTERbVIT8oM9EHT\n2zGrQzfGtgZYTrNRm/PjJrsxqRnAvoydvJqGAHzDVqse5cxf9eWtPxW3xX6dw3d7xk+ePsruKgIY\nT9cl79Kr98G89WHq/a/HwsqVTUeOH9+r9wMPDJoexzen1ls5jjCq5iOgefL4k4Q222VKujedTkhw\nbUSo7bNjFPnsKvmFiYiIiIhIvZAka64A7qCMZA3hXGW4FdrvvMBX12yUIlUj2xE135vZk8Cj7j6m\nOgPKI2cBT3nB2grZZwGPRJGvqa4XTE3KrKDpyO3ti32fY1VjgIW0ZD8+3NIxB5hG56LR9Oj3JdvN\n6Mk7a7stDTJ7M70t9jD6dV9B05R1KHE/efnOKaGkdzmaH8c2gpCc+QHYI45tHPAcoYPU+KTYF3Fs\nTYAjCMmZg5LlvwFGVufvTkRERERE6rYkWfM74HbgzSRZMzd1HS/wyVZo3wER8FYOwhTZYNkWE/4n\noXp2W2Ay8CjwmLvPqN7wsleVNWqs0BoQigYP8AIfE8fWGJgJHBBFVTfVK30EzcG89WEP3ms3iR2L\nxtD9277E2xTRZKFDk0nsesOefHrvI/yydWpipqpiKU9qsVxgIdCLMNrmWMKUqJeSVU8FphBGzzwX\nRb4oZRv3EmrfVHj6lIiIiIiICKwtrXAb0A/4WXqyxgrtCmA3L/BzchGfyIaqSDHh4pESZyQ/mwBv\nA/8BnnNfd0KeC1WcqOlD6Ga1hxe4x7EdBVwdRd57Q7abnpg5jNc+LR5BM5w+P33KntPO4NHuYCsn\n0PWtZiy/YT//4P0qeEvVJvmQ3J2QsGkE/CeK/ItS1o1ZV/vmmShytc4TEREREZEKS85DbgV+Rlqy\nxgqtI/AZ0MELamdXWanfsk7UlHiSWRvgZELSpgew3N1bVHFsFY2pKhM1DwGfeYHfCRDH9izwRhT5\nBtXnGWP7zk9JzMxoQlGLnozeZC5taMyqNZ+zw/gVNL3zQN57EvdVG/5O8ksc22DC9KkPgf6ELLhG\n2IiIiIiISIWVNbLGCm0Y8H9e4P/NVXwildWg/FXW5+7zgdeBwYSaJRtVZVC5ZIXWkjA65DGAOLa2\nhKTCsxu67SKaFAFMYYeiH+jQcCemtp1Lm9UT6Pq3NTTYdB8fu9eBPvrRupCkiWO7N44tjmMbnEyb\ngjAt6hlCS735hCRNH0Ly5p4chSoiIiIiIrVA+jlGUifzamAYoWbNJimrF3d/Eql1KpSoMbNWZnau\nmcXA18AfCdOfjqyG2HLlBGCkF/iPyf2TgSEbOtrjCBu8/3h2/2I+rWnDAu/IzNHzabPbJj6vUW9/\n59LWvqCujSZZLwkTRT4/inxAyu8ytbvUhaUkd0RERERERCDzOYYDVxGSNUNTkjXPA4dYobXORaAi\nGyKrRI2ZHWVmTxNGz9xLKB57PtDe3U9x98HVGGNNOxt4OOX+mYQ6PBU22I6YPN52WzbTOq5+klNG\n78m41qPocfoWzGp+kL994vb+Ra3ta59FUqVEEqaUzWiEjYiIiIiIZCvjOUZKsmY48E4cW18v8HmE\n5M3xNR6lyAbKtj33S4ROPoMI3Z6+qb6QcscKbVugK/AKQBzb9sD2wJDynpteKPhJTvluBB/stBlz\nAHiXA2b29NFdqzH8mlacVAG4J45tASn1Zli/xfd6ksdTCwpnk9wREREREZH6qdRzjKR191XAe8BD\ncWxjemzKm6PmcCqhI22NUbdb2VDZJmr2d/cPMy0wswg4071OtD47E3jSC7wouX8G8GQU+cryntiO\nWR2KCwWvoOnIRqx6synLHbDxdF0ynH49e1Zf3LmQnlR5kZTETdLRqaJdncpN7oiIiIiISP2U4UJv\n+nIHnotjexW4clBXbnz2Wxr84gHb9KlzfU6NBZp2UZuKnxdJPVfZrk87EJIaZwCdgWW1veuTFVoD\n4EvgeC/wj+N47f0TosjHlvf8UXbgrB681248XZc8wLnR5fz1/Q/Y75rN+OmSd+nVe6APml7Z2PJR\nMt1pbVIlvaOTEi0iIiIiIlKdyhu5Ese2lTt3mrE3cH4U+YgaikvdbmWDZDuiprgl9wDgl8ABycOf\nAH8Cnqz60GpcH2Ah4T0B9ASWAB9n8+Rh9Ou+gqYj36VX792Y8OSPbDHtJH/2DuCOvtUTb05lyGZr\nNIyIiIiIiNSkMkeuRJF/CwyIYzsaeCxJoFwdRb6gmuMqcW4Ux6YRNlIhZSZqzKwhcBghOXMU0JTQ\n7elvwCXA5e4Vy0qa2VbANUA3YE+gGbB1et0bM2sL3A4cQ2j/PTp5vc8q8noVcBbwsBesHWL0S+A/\nyfC5ciUjZjo/afcedBH/OmAYB++3XzUFmo/KG4YoIiIiIiJSxbKqcRlF/nIc2wjgVmBCHNvvgKez\nPderqGxqcaqOjZSl1KlPZvYXQiZwc+A7Qneep9z9g2R0zVwgcve3K/SCoabNU8AYQqKoP2mJGjMz\nYCRhWtVVwHzg94RCv3u5+8wM26301CcrtMbAV8C+XuCzkpZuXwK7RJH/ELZPiR1pMIePTi0eXDy1\n6SU75tuNWDalv7/RrzKxiIiIiIiISPnSyzFk+ZzewF+BFcDlUeTvV2OIxa+5XpxxbDHrRtk8A5Ro\nzqLETf1W1oiay4BlhJEz//DKFLPJbIS7twcws/MIiZp0RwM9gL7FI3bMbDRhNM/VwKVVFAsAXuAr\nrdC2SykifP7qeAtrXdhx8igOLBpGv+7PMOXIdvzUYSnNOYcHH0wvHgx0vsZu/e2VjG4/hm57VmV8\nIiIiIiIiUlJlRvVHkY+MY+tOqLn63zi24cDdwIQo8qVlP7tySomzzOYsGdaXeqSsRM0DwMmEaU4X\nmdnThBE1UzfkBbNM+BwNzEydVuXuC83sf4SpUFWaqAEoTtLEsTUGLm75ZJuG3RjbEkIipg0Lmu6d\nlK+ZxtY2lr2LAMbTdcm79Op9sU1o/BDP3zqKHv861l+syYriIiIiIiIikqUo8jXAw3FszxFmcNwH\n7BTH9g0wHvgCWE4YdZPpVlSRZVHkqzKEkV7HpkTiRlOj6rdSEzXufr6ZXQIcS6jX8kfgBjP7FHil\nmuPqCmSqRTMRONPMmrtXbbbzNTt8UjtmdWh4yHZWdMX0iauntm0KtCxOxFzF7fcBh6yk0dhmrDh7\nGP1aFxcPHuiDpjexqx9oy7xVS2l+WVXGJSIiIiIiIuWraHIjinwxUAAUJBfsdwT2ALYl1GdtnfzM\ndGuS7eNxbBASOGsAT/npwFdxbMX/Xgq0BAYDOwGbJKFqhE09U2YxYXdfRujo9KSZbQmcTkja/CFZ\n5c9m9i/gWXdfXoVxbUKoGZNubvKzLeuGilWJ4qlMHx0Lq27dZfth9OuWmojBbj4ZuKcxqy7Eff7A\nUDenc1/gF/bUlrfx1FmjOfC8Af706qqMS0RERERERLJS6e5KUeQrgQnJrUrFsTUiJHAMaJD2s/jf\nDQiNdloDrQh1dIprp2qETT2TdXtud/+O0P/9NjPrRkjYnAI8AvwdaFOFcVWqHo6Z3ZByN3b3ONvn\nFtGkaMEusKRtY//g00P3K+7itLa1tpc+/7E/bzz7HVtOG+BPP1SZuEVERERERGSD5WV3pWTqU6bp\nT6WKYzuE0IRnX2AHNiAJJbVP1omaVO4+BhhjZlcCPycUYqpK81g3zCvVJinLM8V1Q2VfcBj9uq84\n9fOJy331HdfMvevrbJ/3a/vnQTfx0oFv0H+/Ayr74iIiIiIiIrKhStR9SR6rlQmOJP7D4tiOAV4A\npiSL8ioJJdWj1PbcNfLioevTvazfnvsBoL+7d0pb/2Ggj7tvk2FblW7PDRDH1hn4BNg6inxhts/7\nnx01ozErpx7mr6sdt4iIiIiISB6JYxsMHE5IcPQnzBJZm9xIv5+PyY44tuuAEwhdkM9Ti++6r0Gu\nAyjFy0BHMzuo+AEzawUclSyrDr8BHqlIkuY6u+W3+/FBhzU0OLmaYhIREREREZHKO5WQxOifJC6K\nR9gcThhhk34/H/2JMKJmWVryJX2qV214L5KFnIyoMbMTk3/2I/xB/RqYDcxy97fNzIB3gE6Edmnz\ngd8DuwF7uvvMDNus9IiapML3DKBHFHmmIsbr6WZjGv2bXy2cxtb3n+jPXVKZ1xUREREREZGak2GE\nzROUMeImX0alxLFtBIwF/hBF/t/ksTaUbPFd5uihfHkvUr5cjah5JrldSCgc/M/k/g0AHrJHRwJD\nk2X/BVYCfTMlaTZUUuF7t2yTNACn8OT9G7No1WbMvryq4xEREREREZFqkT7CprwRN3khinwZcD7w\n9yRBQxT5/CjyASkJmFrxXqR8Oa1RU5U2tEZNRZxhj259K9d8OZy+Z57mjz9eE68pIiIiIiIi1St9\nVEq+jUKJY/sn0CiK/IIs1s3r9yKly9caNXntMF5/8Qu2n6IkjYiIiIiISJ2SPiol31wLHB7HFmWx\nbr6/FymFRtRU0O/sjhN+z5+eGcKhu5zqT0yt7tcTERERERERKRbHdjRwJ7BHMiVK6hiNqKmAk+2Z\nBkfz8gPv0OsZJWlERERERESkpkWRv0woLHx9rmOR6qFETQXszcd3dWJG0zbMPyvXsYiIiIiIiEi9\ndQlwThzbvrkORKqeEjVZGmBPb/ELnvrNexzwuz4+YkWu4xEREREREZH6KYr8R+AK4JE4tqa5jkeq\nlhI1WTqc1174gfYzTvEn/5HrWERERERERKTeewKYCtyQ4zikiilRk4XL7K8/O4r/HfAV2x6f61hE\nREREREREosgd+BVwdhzbAbmOR6qOuj6Vu11sCP1/XEnjD3/ur/68qrcvIiIiIiIiUllxbCcCg4C9\n1QWqbtCImnLcyB9v3JWJrVuy+ORcxyIiIiIiIiKSKor8OeBj4OZcxyJVQ4maMhxnL7Q+mWeueZee\nhX18xJJcxyMiIiIiIiKSwcXAgDi23rkORDacEjVlOIzXn11Ci9kDeOZPuY5FREREREREJJMo8jmE\nejUPx7G1zHU8smGUqCnFr+2f+5/A8z+bxC4DqCuFfERERERERKROiiL/HzASuDXXsciGUTHhjNvC\nXuaoGY1Z+cVh/npUFdsUERERERERqU5xbG2AccDZUeRv5ToeqRyNqMngBgoK9+WjzYtoonbcIiIi\nIiIiUitEkc8HzgcejGNrlet4pHKUqElzmj3e4QwevW4kva872l+em+t4RERERERERLIVRT4EGAL8\nJdexSOUoUZPmMF4f/CNbTBvgT9+R61hEREREREREKuFKoF8c2xG5DkQqTomaFFfZ7WcdweA9ZtDp\n8FzHIiIiIiIiIlIZUeSLgHOADrmORSpOxYQT3WzMRvdywdzpdHnoOH/h11UZm4iIiIiIiIhINjSi\nJnE2Dz3XhKIlx/HixbmORURERERERETqJyVqgBvt+o2P4aWfjWOPE3Ffk+t4RERERERERKR+0tSn\nxE/WrkU7/2lJVcYkIiIiIiIiIlIRStSIiIiIiIiIiOQJTX0SEREREREREckTStSIiIiIiIiIiOQJ\nJWpERERERERERPKEEjUiIiIiIiIiInlCiRoRERERERERkTyhRI2IiIiIiIiISJ5QokZERERERERE\nJE8oUSMiIiIiIiIikieUqBERERERERERyRNK1IiIiIiIiIiI5AklakRERERERERE8oQSNSIiIiIi\nIiIieUKJGhERERERERGRPKFEjYiIiIiIiIhInlCiRkREREREREQkTyhRIyIiIiIiIiKSJ5SoERER\nERERERHJE0rUiIiIiIiIiIjkCSVqRERERERERETyhBI1IiIiIiIiIiJ5QokaEREREREREZE8kdeJ\nGjPrZGbPmdl8M1tgZs+bWadcxyUiIiIiIiIiUh3M3XMdQ0Zm1hz4FFgGDEweHgQ0B/Zw96Vp67u7\nW81GKSIiIiIiIiJSdRrlOoAynA9sA+zo7l8BmNk44HPgQuCuHMYmIiIiIiIiIlLl8nnq09HA6OIk\nDYC7TwPeBY7JVVAidZ2ZRbmOQaSu0P4kUnW0P4lUHe1PIlWnOvanfE7UdAU+y/D4RGDXGo5FpD6J\nch2ASB0S5ToAkTokynUAInVIlOsAROqQqKo3mM+JmrbAvAyPz02WiYiIiIiIiIjUKfmcqBERERER\nERERqVfyuevTD8AL7n5R2uP/BE5w9y3SHs/PNyIiIiIiIiIidVZVd6DO565PE4DdMjy+K6FOTQlq\nzS0iIiIiIiIitV0+T316GTjAzLYpfsDMtgZ6JMtEREREREREROqUfJ761Bz4FFgGDEwevgloAezh\n7ktzFZuIiIiIiIiISHXI2xE1SSLmYGAq8CjwGPAlcLCSNCIiIiIiIiJSF+VdosbMtjKzv5vZaGAK\ncDywu7u3cvfj3f0bM9vazNaUcmuVtr1mZna7mX1vZkvNbJSZ9c7JmxOpQWZ2opm9aGbfJH/7k83s\nFjNrmbZeWzO738x+MrPFZjbUzNarD6V9SeqzbPYnHZtEsmNmh5rZsOTvf7mZzTCzp81sl7T1dHwS\nKUc2+5OOTyKVZ2avJ/vKTWmPV+sxKu8SNcD2wEnAHODtcta9BTgg7bY4bZ0HgPMI06d+DnwPDDGz\nPaswZpF8dCWwErgWOAz4F3ARMNTMDCD5+T+gP3AxcALQGBhuZh3Ttqd9SeqzcvenFDo2iZStLfAh\n8BvgEOD3QFfgPTPrBDo+iVRAuftTCh2fRCrAzE4B9kjuesrj1X+Mcve8upHUzUn+fR6wBuicts7W\nyePnlLOtPZP1fpnyWENgMvBSrt+rbrpV5w3YNMNjZyT7RN/k/jHJ/T4p67QiJErvTnlM+5Ju9fqW\n5f6kY5NuulXyBuyY7BeXJfd1fNJNt0reUvany5P7Oj7pplsFb4Qk6PfAgGS/uDFlWbUfo/JuRI0n\n0WepvJbcRxOugD6dsv3VwFPAoWbWuOIRitQO7j4nw8Njkp9bJj+PBma6+4iU5y0kZIiPSXme9iWp\n17Lcn4rp2CRScXOTn2uSnzo+iVRe8f60Ou1xHZ9EsncrMN7dn86wrNqPUXmXqKmgP5nZSjObb2Yv\nZZgT1hX4yt2Xpz0+EWhCmGYlUp/0SX5OSn52BT7LsN5EoLOF7mvF62lfEikpfX8qpmOTSBbMrKGZ\nNTGzHYB7gB8JX15BxyeRCilnfyqm45NIFsysF2Hk9G9KWaXaj1G1NVGznPABdAEQAb8DdgdGmdlO\nKettAszL8Py5KctF6oVkvuSNwFB3H5s8XN4+0jbL9bQvSb1Syv6kY5NIxbxP2G+mAPsAP3P3Wcky\nHZ9EKiZ9f+qXsj/p+CSSJTNrQthfbnf3z0tZrdqPUY3KDzX/uPsPhCKOxd41s9eBCcAfgDNzEphI\nnko607wEFAFnpyyqyFRDEaH0/UnHJpEKOx3YGNiOcOL4upn1cvfp6PgkUlHp+9OQ4v1JxyeRCrka\naArcXMY61X6Mqq0jatbj7t8C7wD7pTw8j8xZquLH5mZYJlKnmNlGhPmSWwOHuvt3KYvL20fmZbme\n9iWpF8rZn9ajY5NI6dx9srt/6O5PAf2AloTOagDz0fFJJGvl7E+Z1tfxSSSNmXUmJC+vBzYyszZm\n1iZZ3MzMWptZQ2rgHKrOJGoSRsns1gRgGzNrlrberoQroV/UVGAiuZAUqHqOMAT2CHefkLbKBMLc\nyXS7AtPdfWnKetqXpF7LYn8q9ano2CRSJndfAHxJGA0AOj6JVFqG/ak0Oj6JlLQtYTTNY4QkSvEN\nwki1ecBu1MAxqs4kapLsVy/C/MxiLxP6mZ+csl4jQoutIe6+skaDFKlBZtYAeJwwF/lYd/8gw2ov\nAx3N7KCU57UCjkqWpa6nfUnqrSz3p0zP07FJJAtmtgWwM+HkEsL0Qh2fRCohw/6UaR0dn0TW9zHh\nu17qrW+y7NHk/hfUwDlUXtaoMbMTk3/um/w8wsxmA7Pc/W0zu5PQbu59QoZrJ+D3wCpS5pK5+ydm\n9jTw1+RK6DTC/MwuwCk18V5EcugfwImEfWKZmR2QsmyGu88kfHiMBh4zs6sIQ81/T7i6clvxytqX\nRMrfn3RsEsmOmb0AfASMBxYCOwKXE64u3pmspuOTSBay2Z90fBLJTjIa7e30x80MwkiZt5P71X6M\nMvf8q9VmZmtS7jphWB5A7O4Hm9nZhDe4PWH+5RzgLaAwvTJzMszoZuBUoA3wCXBN8S9ZpK4ys6+B\nzqzbf1Ld4O43Juu1Be4AjgWaAaOAK9x9fNr2tC9JvZXN/qRjk0h2zOxqwtXF7QjtSWcAw4E/ufs3\nKevp+CRSjmz2Jx2fRDZMkp8Y5O7XpzxWrceovEzUiIiIiIiIiIjUR3WmRo2IiIiIiIiISG2nRI2I\niIiIiIiISJ5QokZEREREREREJE8oUSMiIiIiIiIikieUqBERERERERERyRNK1IiIiIiIiIiI5Akl\nakRERERERERE8oQSNSIiInnKzM4yszVmtm2uY6kOZjYteX/Ft7lmNtjMuuU4rhuSeNb7nmRm2yfL\nflmJ7T5sZl9XMqZpZvZoFuudZWZnV3DbJ5nZd2bWrDKxZbH9Pc1siZl1qY7ti4iI1DVK1IiIiEiu\nOPA6cADQA7gM2AkYYmZb5DIwQmwbsjyTG4FjK/G84tfL5jXPAs7JdqNm1gS4FbjZ3ZdXLrSyufun\nwKvAn6tj+yIiInWNEjUiIiKSS7Pd/QN3f8/d/wOcAbQFTs1xXFbVG3T3r5KkRT45GdgceLiaX+df\nwElmtnU1v46IiEitp0SNiIhILWJmsZmNNLPDzexTM1tmZh+Z2f5m1tjMbjOz781sjpk9ZGbN055f\naGZjzWyBmf1kZm+Z2f4ZXmef5HWWmtk3Zvb75Llr0tZrlCybbGbLzWymmd1hZk0r+RY/Tn6WmO5l\nZqenvN+fzOw/ZtY+ZfnfzezztOd8lExT2i7lsZvN7IdKxlaqZHrPy8n0raVm9o6Z9UpbZ72pT2a2\nbTLda4mZ/Zj87i5I4u68/svYL8xskpktNrMPzaxnysIYOAjomTKdbFg5oZ8PvOzuS9JeaI2ZDTKz\nP5jZt8l7GmFme6ass1vy/3FX2nNvTv4W9kp5OAZ+BM4rJx4REZF6T4kaERGR2sWB7UmmqwAnAs2A\nl4Dg2hJFAAAgAElEQVQHgE2BMwnTbE4DCtKe3xH4K3A08EtgFvC2me1WvIKZbQa8BbRJtvVb4FDC\ntJr06TePAX9Ifh4B/Ak4F3i8ku9v6+Tn3JR4LgD+A0wAjgOuTeIZYWYtktWGAduZWafkOW2BvYCl\nwMEp2z8YGJ5lLI2SRNTaG9AwfSUz2wcYRfh9nQecAMwB3kyWpfKU5zUBhgK78f/s3XecHVX9//HX\nZze7m0IqSUgghFASOiESxEjvAUGaEES6+APEr4IFBZEmiIqCiogghiCoFAmg9JYAofcSWihJICG9\nl81mdz+/P865ZHZ27t27m21J3s/H4z7u7tQzc+/MnfnMOZ8DZxD276aE/ZnezwbsDpwTx4+KZbnP\nzLrHac4kBLreIDQn+wrw3XwbZ2ZdgRHAhDyTnAiMjMs4GdgAeDzuW9z9beCHwPfNbGRc5j7AT4Gf\nufvrX2y0uwPPED43ERERKaBDWxdAREREGsWAXsAId58MEJPe3gv0c/cD4nSPmtkewNGEG2cA3P2L\nGg1mVgo8AgwjBBjOjqN+SAj+HOju0+O0DwNT6hTEbHdC05kT3D0XmHnCzOYBt5rZ0CKa+pTEcpQS\nAlDXAZXAvxJl/CUwzt2/aA5lZu8BTxPysVwDPEkIbuwF3ALsCSwExgJ7A38zs/WAnYCbGihTTrE5\nW64EJgP7uHt1LN/DwNvALwjBpS+Knvj7ZEJg5svu/nIc9qCZvQ4MyFhPV2Couy+M65gBvEQIkP3b\n3d81s8VAibu/WES5hxGuBd/OM74jcIC7L4/rewGYRAgWXQjg7teZ2YHAGDPbj7DvH3H3P2Qs7y3g\nSDMrcffajPEiIiKCatSIiIisiT7IBWmi9+P7w6np3id1w29m+5nZODObA6wEqoAh8ZXzFeD5XJAG\nICaavZ+6gYaRcf6xqVonj8bxezSwHUbIRbOSEBR5G9gBOMjdc9u0JdCHVA0dd3+GEDjaM/4/j1CT\nZN84yT6E5jaPEQI1ufJ0oPgaNbsAw1OvZNAFM+sUl3tn/D+3D0oItZIK7YOvAFMSQZqcsWTnyHku\nF6SJcgGWjYvamvpyCZvn5hn/QC5IA+DuU4DnCbVwkk4lfIYvE7Y7X49Yc+L4Pk0sr4iIyDpBgRoR\nEZE1z/zU/1UFhneINW5yTXQeABYRbq53AXYmBDiSXTP3JzSJSpuZ+r8vUA4sjevKvWYSarf0KmJb\nHiAEQEYQavSUA6cnxueW8Xme8vRM/D+OVUGZveP/44ANzGzrOGyau9fJZVPAK+7+avJFaH6V1ItQ\nG+hC6u6DKuAsQnOofIrdzxD257w6A9xXxD9bpFvtPOWYBWyYKsc8wudYTqjZM7uFyiMiIrJOUNMn\nERGRdcdRhADCke5ekxtoZr2oG+SZzqraFknpYXMJNWF2y5gWsoMrSQ7MiwEQgBfMbCFwk5ndH5tT\n5YIT/TPm70do+pMzHjjHzEYA2wBPuPtMM3uXUMOmMflpirUAqAX+TMij0xifA1tnDG+trslzgZj1\n84zP9x2YlhwQmzydRvgszjKzf7r7Kxnz9ibsKwVyREREClCNGhERkXVHZ8KN8hdi8td005nngRFm\ntlFiuk7A16ib5PZBQm2OHumaJ/HVUKCmHne/GXgV+GVsQvQ+IaBwbKrcXwUGEoIzOU8CNYREyrPd\nPVf75QlCkGoozRyoib0lPU1IXPxa1n5Iz5L4+zlgoJntnBtgZhbLmk4mXKwVhM+5GK8R9tcOecYf\nbIlewyx0rf0VQrlzw3oTAlT3A7vGZf4rkeQ5aQfCPlJ+GhERkQIUqBEREVnzZOUvKcaDwHqExK/7\nmtmZhOSv01LLvIrQnOlhMzvazA4DHiLUnvkigODuTwL/Bv5jZheY2YFmtr+ZfcfMxprZ4CZux4WE\n3p++E2v+XAjsZ2a3mNlIM/s2IY/LB8DoRHkWEYI8+1I3gDOOkGTYCEGb5vZDQpLih81slJntaWZH\nxW6qr0hNm9zmMcDHhBw/J5rZwcBdhOZSRt2gWrGf+URgOzM7xsyGm9mQfBO6+2JCUC5fHp1K4BEz\nO8zMRhG+AwuAZHfcownfiVNiIuXjCDWdrkkuKAagvkpIXi0iIiIFKFAjIiLSvqVrVnjGsELzJgMr\njwDfJ9R8+B+h16ETgA9T080lBDvmE2pL/Jlwg303Ib9N0vHAxYRuwu8hJNU9ixBEycpxki5f/YHu\nDxBqbZxvZuXu/rdYzu3jOn5DSJy8ZzLZbTQuLveJjGFTYkLchjRmH+PurxFy/cwF/hTL9gdgW0It\nn8zluvtK4ADgTeCvhN6opgDXxkkWpuYtxm8ISYxvBF6Myy3kb8DXYlfdaTcTasr8mRBUmgns6+4L\nAMzse4Qep06M3xnc/WNCd94nmdnRiWXtRQjg3FjkdoiIiKyzzL2pNWtFRERkXRG7yX4VmOXu+7d1\nedZmZnYfsKW7N1QjqTnWVU5oXnaVu1+TGF4LXObuFzbTem4HcPdRzbE8ERGRtZmSCYuIiEg9ZvZL\nQk2bKYRks6cB2xFqUEgzMbMfAkuASUBX4GjCPj6jNdbv7lVmdi7wBzP7W+yGvVmZ2VBCfqNtm3vZ\nIiIiayMFakRERCRLLfALQlfMTujC+3B3f7hNS7X2qSR0Sz6Q0M33e8C33f2m1iqAu99JaLLWUst/\ng5AbSURERIqgpk8iIiIiIiIiIu2EkgmLiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQT\nCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiI\niLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiI\niIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSI\niIiIiIiIiLQTCtSIiLQiM9vLzGrN7KJWWt+YuL6BrbG+5tTa+6qlmNmguB03tdL6To7rO6k11ici\nIvU157nfzMabWW1zlCvP8lf7WmFt+c0WaS8UqBFpZ8zsrvhD925bl2VNZGbPxf23UwPTjYzT/bcF\nylBrZuMamMybe72ru67ERWWtmX1UYLpDEtP9b3UK1g73VV5mNjmx3bVmttzMZprZs2Z2tZl9qYFF\ntPZ2tIv9tqYys4vj57xHK6wrF1z7UWr4+MT3bc8883YwsxmJ6XrlmW64mf3NzN43s0VmVmlmn5nZ\n/WZ2ppl1zZjneDO7wcxeMbMVcflHNXEbx6fL15znHDMri/vxfjObHrdvsZlNNLMbzWz/jHn6mNn5\n8Xc3d3wvLlCOwXH6p+I6VpjZVDO72cy2bOw+aSwzO8jMrjOzN81sgZktNbPXzew8M6soMN9xZvai\nmS0xs3lxH+X9jTSznc3sATObH+d5wcy+2TJb1f60QMChuc7FLXlO92ZcftHLKfIaQGSd1KGtCyAi\nq5hZb+DQ+O+WZvZVd3+2Lcu0Bvo7sAtwMvBKgelOSUzfEvJdqLwAbAXMaaH1ZrFGTl8NbGpme7r7\nkxnjT4nTdKB5Luza075qSBXwq/h3B2B9YBjwfeAHZvYP4HR3X5GY5zPCdixszYLKGinfsVBNOKdl\nHY8HAX3jNKXpkWZWCvye8B1dGZdxH7Ac6AfsDlwL/BLonZr9MmAgMAuYAWxcoIzFKLR9TT7nmNmm\nwD3A9sBM4HFgapx+MHAUcKqZ/dHdz0nMui1hG2uASUBlgTJC2EfHAG8BdwOLgB2AE4BvmNlId3+6\nwPxNZmYdgftjGccDDwIdgZHA5cDhZraXuy9PzXc+YRunANcBXYFjgWfM7MD0/jazvYCH43puI5y3\njgL+aWaD3P2Klti+dmpdCnafB1wBTG+Dda9L+1mkaArUiLQvJxCOyz8CPwBOBRSoaZzbCPvvm2b2\nI3evSk9gZj2BwwgX9Pe1ZuHiRfQHrbnOJpgADCfcHKUv4nsDhxBuEg6tP2vzaaf7qsrdL00PNLOt\ngFuBEwnH8PG5ce5eTfvbDileYwOdLeEhQiDge+6+NDXuFGAu4Ts2ImPeKwhBmpeAUe4+OT2Bme0G\nXGVmJe6ebF5xKvCBu39mZhcDF672lmRr8jnHzLoDjwCbEwIWl7r7ytQ0nYDTgCGp2d8B9gBec/el\nZjYZyKyRFD0IXOHub6SWPwr4NyEQsl2hDV0N1cDPgb+4+xdBXzPrANxF2DdnAb9LjBsMXAK8D3zZ\n3RfH4X8CXgRuNLOt3L0msawbCYGrPXLbaWaXAM8Dl5jZne7+YQttY3vTHo79VuHuMwjBWBFpJ9T0\nSaR9OQVYQrgYex84xsw650aa2R6xmuifs2Y2s2Fx/JjU8M3N7KZYzX2FmX1qZtfGC+DkdF+0pzaz\nbc3s3lhNutbMusVpTjWz/5rZlFi1fLaZ3ZOvGrWZ9Y3LmxOrUE+I1YrzNisws6MsVJNfaGbLzOxV\nM/tOMTvQ3ZcAdxIutr+eZ7LjgHLg1sQFaj8z+5OZfRy3a4aZ3WJmgzLKV2tm48xsYzO71ULzlxoz\n+4GtakOeqzqde50U581bpdrMvmRmt5vZ57EMn5rZWDPbNTHNhmZ2qYVq7LPjdJPM7EozW6+YfVSE\npcB/gKPMrEtq3LeAMmBMvpnNbFMLTQE+j9+3yXHf9k5Ms9dq7qsjzOxpC00blpjZS2b27YzpvsjX\nYmYHWGimtCR+H8dYnmYijeXu7wEHEoJ/x5nZLokyZOYpMLMhZvaPuH8qY5lesXBDnJwu12Sko5n9\nPh7Hyy00eTieIjXh2C0xs+/EfbYo7rd3zOwqM+uRmrYp55htzOzBuOzZFprYdI7THRE/06VxWefl\nKWOFmf3EzN6I0y4ws0ct+7yS248dLJx/Pon74X0zOzM9LauCEuMS381Pit3fzcgJx1sX4OjkCDPr\nA3wN+Cehthep8VsCPyJ8Lw/KCtIAuPsEYEQqSIO7P+Hun63+JjRodc455xKCNH9391+kgzQQgr7u\nfg1wdmr4LHefkBH8yuTuN6eDNHH47YQaOVs31zklYx3V7n5FMkiTG04IxkEIOiWdQqhldXkuSBPn\neQe4mbDf9klMvw+wGfCv5HbG/XMpIQh9SmL65O/hJmZ2p4VrhiVm9riZ7Zyadk8Lv5XPmFlJatxR\nVmRz5ORvQ/w791swJ55T+2XMc4SF39ePLVxXzIvnin1T010MPBH/vcjq/jYNTEzX3cx+aaFp3TIz\nm2tmz1uq+WJi+i3M7G5b1ZzsUTPboaFtzVhOg+evxLSNOT9m5qixJlzDxfmGx3Utjusda2abJMY3\neA0gsq5ToEaknYgXNNsBY919GfAPYD1CNWsA3P0pQnXuYyxUZ0/7Vny/NbHcEcCrxKrOwNXx/zOA\n5y3ULknbglCTpzvh6dothCdsAH8mBEEeAq4CHgMOACZY4uY0rrsr8BRwEvA68AdCtdqHCM2TsvbD\nlYRAy0DCE8q/EoIq15vZVVnzZBgd30/OM/4Uws3P6LjOwYRmUt8lVGn/IzCOsO9fNLPNMpaxPmF/\nbkW4SboReIDw9BJgMnBx4vVaav46VX0tPJF9nvBUdDyhqcKjhKr8yZwQexBuNj4jfC7XEpol/Ah4\n3MIT0dXlwE2EG8NjUuNOAd4gfIfqMbOtCU/ujyfsn98RnvR/D3gh3lgCfELT99W5hCfIg2M5/wr0\nAf5meYKYhKDdfwn77S/AR4TaL/fmmb7R3H0ucH38N73fILEdZrYR4Yn2EYTaBL8Dbic0Mzg9zyr+\nAxxJqDV2I9Af+IeZnZ1n+rTGHLslhH18PaF5zBjCd+094DuE4zM3bVPOMZvG7a4hfH4fE2o83GQh\n+HQL8G5cfw1wuZmdnCpjR8Ix8htCM57rgTsITVEeN7Mj8uyH2wjf44cI+7EXcK2ZnZaY5iZW1ewY\nw6rv5tV5ltnSniLso1NSw3NBjJvIfvp/Uhx+vbvPK7SCXNC6jTT5nEM4zzuhNk3hlbTsNuYCRNUt\nuI58qlPvOXsR9s0jGfM8GN+TuY/2iu9Z0z8c37NuzHsSvqMbEWoVjQV2A56M5wcAYjOr3xBqfn1R\nO8vMBgA3EAKKp2YsP58RhON4BuF3+xXib09GwOxywm/GOMJxfC+hFtfDqXPFOEIQC8Jv8cWJ18JY\n3g0Iv3M/BxYD1xDOWUuBn2WUc1PgOaAH4ZzzKLAvIQjctxHbaxR3/mrq+TH9W9voa7joy4TzZyXh\n+/AycDjwmK3KpdSYawCRdZO766WXXu3gRfgxqwX2jf9vTLhBeSo13a/idF9LDS8BpsWXxWHlhHbp\nc4AtU9N/Iy7nmsSwQXFYLXBBnnJukjFsK0Jb/UdTwy+Py7oyNfyEODxXvTo3/MA4fCxQnhjegZAP\noBYYXuT+nES4cO6XGr5dXM5ziWHPES5kdktN+xXCU+r/pYbn9tH1edZdCzyRZ9xecfyFiWH9CBd4\n84GtM+bpn/i7N9ApY5qfx+V+KzV8TBw+sIh9lvv8/xv//xB4MjF+WBz/A2CT5LSJacbH4cenhl8S\nh49ezX21BeFm5FOgb2L4eoQgW23qO3VyHLaCUGMgebw8EcftUuR3ajKwqIFp9o7LHJ+xX0cnhn0/\nDjs0Yxk98+zTt4DOye8F4QZleeo7ktvmE1fj2M2V7z6gLDWuK9Al/r0655gzEsNLCTfiNcBsYGhi\n3IZxG99KLf+KuJxzU8N7E24CZgEdM/bjs8B6ieFDCMf5u6nlXJz+PrXUK/GZ/TDjs68hBIZ/Ef/e\nLDH+DUKzneS0vRLjx8Xl7tkMZcztjyObOH9W+XLfhyadcxLDPmmmz2EyDRzjeeb7cizH8y39Xcmz\n/r+kj6k4fDawMM88W8V5bksMuzMOG5ZnnhnAjNSw3PF8U2r4PnH4G6nhHQhB6pXAV1l1Lq4h1Poq\nZnv3Sqz35NS4S+PwP6WGb5KxnL6E35JJeZZ/YZ71j43jz88YlzwXD0qU8yd5yvnTIrd5PI07fzX2\n/DiG1LUCjb+GS34uR6fmuTkOH5Xx/cm8BtBLr3X9pRo1Iu1AfPJxLDDN3R8HcPdPCT/Mu5nZFonJ\n/xnfv0VdexFu3G5z99xTkUMIAZ9fu/v7yYnd/T+EG6NRGUWazqqq1HW4+5SMYe/Fsu6eqtHxLWAZ\nqSed7p57Wp5+AnwW4Uf7dE/klvFQtfsX8d+s8ma5iXDzd0JqeO6JdK42zZcIT4b+7qH6f7KczxNq\nYRxkselXQiXZT86a4iSgE+FiqF5vX+7+eeLvOZ5KFhldF9/3zRjXVGMIn2muRtEphAvCW8l4eh+r\nNe8BvO7ut6ZGX0G4mR9lZmWrUaZvES7sf+fus3IDPTR5uzj+e1LGfP9y9+cS09ey6qnp8NUoT1ru\ns0onZc2nMj3A3efnmfZyD7XtctN9TniKXEERx0Ujj90zCTdSZ3mqKYm7L/ZVTUWaeo6Z5O5/TUxb\nQ6jBY8A9XrfZxXRi7bVcc4n4fgYw0d1/m1rvHEKNtN5kHw/nxe9LbvoPCDc/Q6x+s5v2wgm1LCHW\nFIznru0J57p8+sV56yUItdDz3cWJ10VmNrR5i91oY2jEOYewfZAnAaqZ/Sy9jc1dYAs5cm4m3LSe\n29zLL2L9BxFq4b1D/eT43cmfxHxhYhpSfxeap3vG8GrgguQAd3+CWCvUzHZMDK8mnMcrCZ/rpYTr\nl2vd/UEa5z13H5Ma9mtgAalrpDznv1mEh0Cbp5v85GOhWdXhhNqF9a6Tkr/XCR+7+5WpYbnPqrG/\nPw2ev1bz/JjU2Gu4nCfd/c7UsFxN5+b8vRVZqymZsEj7cBTh4ueG1PBbCE/oTwXOB3D3iWb2BvB1\nM+uSuGGq1+yJVVVTt7NU3ouoE9DbzHp53Wrxb3qeKuIxaHR+LFd/whP1HCc8+Z0ZL14HEm7aF2Qs\n6nlg69SwXQg5es4yq/f7n7u53yqrXBluJlwAngxcGcueS/K6jNCsKrdOgAF59lF/QmAg1zwqZ3KB\nG+rGyrXjz6puXo+ZHU24MN+RUJU6GXTv30xlgnBjeDFwspn9kpDb5353n2sZXfkCuZu8p9Ij3L3S\nzF4EDga2BN5uYply68jqGWZ8fM9q95/VA9i0+N4jY1xL+y+hdtzdZnYH4YbmaS+cDySrN5ln4nuD\nuQ4aceyuR/iM3sm6uUlp6jnmrYxpc4ks6+UAieNKgQ0IwbAtCefMKXnWOzi+b0XoKSfHyf4ufEa4\n6ehBqN3WJBZ6zNkrNfg1d1+dJnYG4UbTzJ4ATowBh1wQ45+FZi7gQEJNlaRPyN7/DRcyNE0blBp8\nt2fkdCmgseechvyU+oGFS7ImbAoLSYrvJnwfz/PQPLmY+U5m9fdVrsn07cA8Qg2Gevl5WskUd5+W\nMfwZYH/C+en13EB3n2Rm5xCuec4nBJl+0oT1PpMe4O7LzOx1Qt6Tge4+Fb4IsJxH6CVtAKHHrKT+\nhKblDckFGp5IPBRryOsZw5ry+1Ps+aup58cvNPEaLqe9/d6KrJEUqBFpH3JtstO1EO4i5IU40cwu\n8FWJHm8lBB+OBG6JbX6PIlR9TbbtzbXRPrHAup2QFyB5EzUza8KYy+VFQjOTR2P5lhBqwRxBuInO\ntT/OXVTPzrPeWRnDehFuxvL1LOJA5zzj6k7oPs3MHgFGmtmX3f1FQtLNPsAtiSdSuX30dfInH85a\nb+Y+aqLcjUSD3WKa2U8Ibc5nEi6wphGeTBpwEav2/2pz96lmNo7w/XmbsK/GFJglV+so377J3Yg3\n5YarwXXEm7maxDRJizKG5fI5ZOV7aqoN43u+7z0A7j455m64mJCT42QAM3uVcMP3aHoWso+Z3H7I\nesr9hUYeu0V/H2n6OSbr86gpMC73WeUCtrn17kD+IFXm+SL5NDpj+av7XdiTuucvJwSNVydQk7wZ\nHEMI4B9EIohRYN6ZhJu2jQjNQVctNHRTfQ6AhQSo6Sf+jXUSdfOdOCGvTtHBhyacc3LnlA2zRrr7\nF/mRzOxt8t9YNlqsCXsvITB3qbv/phGzr/a+MrPhhOD+SuCArNqY5K8BA9m1Z7Jq2aTnyaptk3Vu\ngsLnp4cIgcZyQrPQFXmWUUhR6435al4kHAdPE347FxLOf3sTPotifzsbc37MqXdOc/fq+ECqUeec\nIs9fTT4/JjTlGi6ntX5vRdZqCtSItDELvQrtHf99I6MmCYSn0iMJyWoh1Ab5DaEWzS2E5gfdgN+m\n5sv9WI5096Jqa0T5nhKdTbhIOc7db0uOiDedyWrzuR4m+pAtK4HeImCFu2dedDfBaMJ+O5lwkXZy\nYnhynRDa9qdrNBVS7JO0YuSeVm1EgYu/WCPoAkJwZmiyhkJMbtjs1foJzSpuJVSVzgWH8sntyw3y\njN8gNV1TJNdRp4q5ma1PuAhcneWvrtzN18sNTejubxF6uSkj1Kr6GvB/wH/NbMdUUyIjHDPpp9a5\nfZqvqUJOY47d3LKKOQ6beo5ZXbn13ubux7Xiegty90toxhobGcYSgvc3EBK4Fmr2BKHGwR6EYML4\nAtOtdjfE7r53w1MVpehzTqxl9Dkw0Mw2dfdPmqkMBcWaNPcC+xG66764MfOv7r6KQZpcMPeA1AOa\npEnALma2gbung9uDE9OQ+nsIqYSusflvXzJqsZD9ew55zk8WLnRuJgRe5wEXmtldRdTga+p6v02o\nRXO+u/86VZb+1A2aNST3e91c1yktoTnOj025hhORZqQcNSJtL5czZTwhg3/6NTaO/6InhJizYTyw\nb7xB/xbhyVC6CvwL8X0EzWNzQoCiTveZ8cnil0gELzx0ITqV0G66Z2p6IyTqTXsB6GeJLhxX072E\ni8BRsVeJrwEfeeh5IrlOaL59BGE/NOap0Yvx/YAGputNeMr1nNfvwWXXjOmbw1jCRd+GwD891X1v\nSu7Cfvf0iPgd+TIhKWwyANHYfZVbR9aFdW5YVjXzFmehK+rTCdt0e7HzuftKd3/W3X9OyMVUQWiW\nkpbV28pu8b2hJ/GNOXaXEPIPDCniWGyJ46cY7xJuJHa2VDe/zShXw6fdPAGO+anuIByPM1kVvM8n\nl8Dz9PR5uB1rzDkHVvV4ldmFe3NLBWl+G4/bVpMI0hhwoLtnNTPJGR+ny/ptOSi+J38Px8f3rOlH\nZkyfs0n8jU3Ld376MeEB1Z8IOay6Arc24VjeLT0g5mnZEZifa/ZEOP9B/fOfkX3uKnTsv0w4X+7b\nguee1bXa58cmXsM1aVW0o3OsSHvS5icYM3vIzGpjW+Tk8J5mdqOZzTazJWb2qJlt11blFGkJ8Qf0\nJMJFwfHu/v/SL0KziBnAIbHGQM6thB+3MwkXXM9mPI26h9CjwU8s1f1uXH+nrOEFTCFc9H1xcRR/\nsK8g+6nLvwhVa9MX0McRqqCna6VcE9//HttHp8s7qDFBnNhe/1bCk+fbCbUIx6SmeZEQKDnBzA7L\nWGeZmdW7GGzAPMLTu2L9g5A35ydmtk1q/Rbb1kOoalwJ7BRvsHPT9CfkO2l27l5J+H4dQQNNIzwk\nwH4SGGZm30yN/inhO3JbTCaZ09h99S/C8fJjW9XVNzGvysXUTbraasxsK0JV/r6Em8uCNWrMbJjV\nT1ANq5KjZiWM/rklkt3Gz/0HhO/EHQ0UsbHH7nWE4+VaSyV/NrNuiXI09zmmKPE79FfCDdgVWTcj\nZrZLvKluqlwwtKgko63oEkIy00MbCmLERKNXEWoYPFDg/Fmw6VzKate+KaQx55zot4Teok4zs0vM\nrDw9QWwenM5J0miJ5k77Ab939+ZKKF/s+nciBGlKCLXYXmxglpsITU5+njzfmNm2hGuPDwk9LuU8\nTmiCdZwlEkvH8+uFhGZWWbW4OgCXpcq6L2E/vZXMvWMhsfBlhKZtP/XQgcLVhIcN5zewPWlbmlm6\ny/qfEfKgJJuS566N0r/lZxOaBqWvRfIe+7Fm0hd5idLjzWyjokregprx/NjYa7imaOw1gMg6o7oG\nylEAACAASURBVE2bPsUL+VzbSU8MN+B/hBPk9wjVDM8DxsXq4FkJy0TWRPsSvucPxVoy9bh7rZn9\ng9CbxAnAH+Kouwhdcp5HqD5cL6Gku1dZSDz7IPCshZwt7xKO/UGEGgjPEBK8FuN6Qg2gsWZ2O+Gp\n5+5xWeOpn0TzCkLunB+b2TDgJUL3yocCD7OqO+5ceR80syviNk0ys4cJTT36EC4KdgG+yaqLrmKM\nJnQ1PIJwgz8mY5rjCN3Y3m1mEwg1MqoJXb/uTuitaJuM+fJ5HDjGzO6Oy6oB7o1NXepx95lmdirh\nwvIVM7uHkNSzL6EWxf3AOfG7cB0hr8RrZvYAoS361wj7f0gjylg0T/SWVIQzgQmE3ElHEqrS70RI\nKPkxIWCT1Nh99ZGZnU9o+vemmf2HcPNwBOHzutbds5LuNpcKC4lcjXAc9SI8vc0FI24m1KppyEmE\nG8unCftlMeH38EDC9zsr8PIx8LaZ3cWqnp7WJ3TpnNXTSFJjj91rCeenw4APzOw+QjBxM8KT9V0J\nSceb+xzTGBcSEnv+hJBcfQKrLvp3IhwP/agb9GpMkOEJwrXJr+KDooWEp/TXNkPZG6NOmeM1UL7r\noKzt+xkhD8j3CefVccBEQoCvL6HZ3faEXBTv1VmY2WmsurnN9dxzlpkdGv++u5GJkova/40557j7\nIjM7gBBA+QXw/8zscUIAsZxQM+cAQsB+Qnp+MxuT+Lc3UJ4Y5sCPE3mA/koIPswAllh2otarY22E\nZmUhz8qjhKDaQ4T8ayNTk33i7rne7HJJey8mBEbejOeOLoTf0VLgO8lgn7vXxM/8YeBpM/s34dx0\nJOH8eoG7f5RRvDeBvc3sWUKwfgDhIdNyEufDGBjIBduP81W9O55P2K8XmtkjRQSgch4BrjOzrwEf\nEM4H+xHOlRcnpruF8NvzZwsJv6fHaXch/L5+LbXcd+M0x5rZCsLx5oQuvxcB3yWcr39pZl+P21wO\nbEvoUr7YXv8aqzHnr6acH9MadQ3XRI26BhBZp3gb9QtO+MH8nHChWUtIxJYbd1gctmdiWDdgLvDH\ntiqzXno194uQa6YGOKaB6baMx8TrqeG3x+GVQM8C829MqK3yYZx2LqEq8h+BnRLTDYrLG11gWfsQ\nbrwWES7s7yQ8tbkpbsvA1PR947g5hOSlTxNu3q6J6xqasY6RwH1x+SsIF9zjCAGK9Zuwn1+OZXuw\nwDS9CLVSJhJuSBfEv/8G7J2atpbQ40O+ZW0A3EaoAVMd131iHLdXnP/CjPmGA/9hVc2ZKXH/jkhM\nU0a4GZlEuMCaRLggK8sqV77PJU+5c5//f1dnWmBTQsDi8/j5TSZUce/djPvqiPhdWhy/Vy8B386Y\n7qTkMlPj8i4/zzZ/EpdVy6rjbgaha9SrgB0b2FejE8O+TLjpewuYH7dhIqFr2d6p+cfH9VYAvyMc\nD5WEY/j4YreZxh+7uS5eX4zlW0x4Cn4l0L25zzENfFb5ylhKuGl6jhBIWRbLMJbQw1tpYtpxQE2e\nzyjf8k+M27E8lvvjxpx7in0ltv2HqeHj4vBeRSyj4LSEm7O/EZoeLomf02eE5lNnAl3z7JfauNzk\nKzesqGMnX/lopnNOHN+BkIfsfladexYRehQaDeyXZ77a1Dalt3FgxjYkzwPJV1Hn2iZ+Rwalypr1\nyvxdIjyMeJHQI9C8uI92KrCuneP3Yn6c5wXgmwX23xOEc8CdhGN/CfAYsHNq2mtj+c/OWM42hOP3\nA6BzA/tir7jeCwnXE0/Fdc4h/Pb0y5hnR0JgZx7h9/3BeExcFMu0R2r6L8fPO5d0OP1d6EG4Znif\ncCzNJvwW/CDjM8u8pir0meU7fvKMa47z42pfw1H4NztzX1DgGkAvvdb1l7k3R621xjOzG4BB7n6A\nmdUCl7n7hXHc3wnJ0TZOzTMG2MvdB7V2eUWkecWaBF8h3PAta+vyiLRXZjYe2N3d1Y5fRNqVeA0/\n3t33acV17kUIDl3s7pe21nplFV3DibS8NslRE/M9nACclWeSbQlP7dLeIWT2L6p7XhFpezGPRnrY\nsYSmE0/oB15ERESk/dE1nEjbafUcNTHJ2/XAle4+Kc9kvQjtS9Nyyb16EqrviUj794iZLSC0Ya8k\ndAO8D6EZxU/asmAia5AWTeAqIiKSQddwIm2kLWrUnEtoZ395gWnapj2WiLSEm4BOhOSF/0doh34b\n8BV3f7MtCyayhnD0uygiIq1P13AibaRVc9SY2UBC0q1vE5KU5cwjJEi8nJCo6hlggbuPTM1/LiHR\n4nrpqnZm5oQuK3PGu/v45t4GEREREREREZGW0tqBmr0Iyb8KGUboQjJfMuE93X3TjGW7u6tquIiI\niIiIiIissVo7R81rhK7bkozQ5dwtwN8J3cb9FzjFzPZw96cAzKwbcChwa6uVVkRERERERESkFbVZ\n99x1ClG/e24DJgAbExJVLQDOA7YDhrr7tIxlqEaNiIiIiIiIiKzR2qR77oZ4iB4dAjwK/AUYC6wE\n9s4K0oiIiIiIiIiIrA3aRY2a5qAaNSIiIiIiIiKypmuXNWpERERERERERNZFCtSIiIiIiIiIiLQT\nCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiI\niLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiI\niIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSI\niIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQT\nCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTCtSIiIiIiIiIiLQTHdq6ACIiIiIiItKMzG4AhgDLgONw\nX9DGJRKRRlCNGhERERERkbXIRLY5BNgTOKiSipvaujwi0jgK1IiIiIiIiKxF5tOzAuBFhjOIyd7W\n5RGRxlGgRkREREREZC1yJGNfuZ2jOZgHX51Jv1OT4x60g9592XZa8KyNmHWZXbBJW5VRRPIz97Uj\nwGpm7u7W1uUQERERERFpS2b0AK4HTnenTn6al22nBcN5tTvAOPb8dG8fP7Atyigi+alGjYiIiIiI\nyFrEnQXujEoHaQCqKK8CeIttlz7Dbrunx5txgxnjzXggBnxEpJWp1ycREREREZF1xBPsu/MKKp5+\nht12v8Avm5IxyRBCImIItXJGtV7pRATU9ElERERERESisXbk1F7M27iE2oVPscfQOsEcdfst0ioU\nqBEREREREWlnzCgDOsVXx3JWdNqNCX224+1+A/isX0cqu9VQWl5DaXktJeWOVThWFv8uq6WktIbS\n0lpKSmopKa2lpNSxklpKOlTTwZfTaflSuixfRudli+m6dCHdly6gx9L7OejbmzJ1M4BZ9H54A2af\nDMxxp3qibTt9W97pD1BJxT0dvfKIVJnrBHKyml6JSMMUqBEREREREWllZhjQrwfzB+/I6ztuyPTt\nejNncE/mD+zFvL69mdOlHzNq+zLLezPHejGvdAUVtQvoUTWfnlXL6bTSsRog96rN/W14be5VQm2t\n4V5CrcdhXkpNSRkrO5axsiK+ysupKi+nqrwTyytKcFZQXvsqw5Z/xBalU9ikYgb9lp3M6E478XrJ\nK+zIATz2yTzWvxWYnXv9m2P/3Y8ZfZbRmVMZffcM73dkm+1gkTWYAjUiIiIiImsR1WponEL760E7\n6N0+zOpfRXnVE+y7c56cLoWW3bkLSzbbg6eGb85HX9qAmVv1Zs6gvszquyvPdO/BAspYyUK6Vy6i\n27xKOs50bHInlr/fn8/fLWflDBKBENxXNOe25yl0D2A0cCXQDRhQTemAZXTefCLbHLI17/Yso9pL\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9R23FB/epaVTryxuoMbNckt+jCW3YngHegi9+mHoDOxCSAPcD/gOcm6/pUsFCmG0AfATc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fondH50LF0fHKHHLHBpCdeYiimOE0fvpSqwd/QxG5hfOAETzaQ5i5DU3gic75xuzmScxhhjTFw0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\nYGPgY8BrgAskLdPLwCixjeb5Rj4PvGsEx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0kd9CVJ50laslhPzTI5GSTp0KQ2OjWpmB8n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\nRc9++YRpt7v2FE5PxP04doexU7PjnXo8AHyugfE/NDk+LpDdu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O9kRwMDgGskFeuxE96p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\nQRAEQRAEQRAEQRAE3YT/Bx1eE9/eQ/y/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10535ae10>"
      ]
     },
     "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,
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    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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