cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_path_outside_10cm_non_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Outside 10cm (Non Scaled - Exhaustive)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* \n",
       " * Force prevention of output scroll toggle.\n",
       " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
       " */\n",
       "IPython.OutputArea.auto_scroll_threshold = 9999;"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "/* \n",
    " * Force prevention of output scroll toggle.\n",
    " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
    " */\n",
    "IPython.OutputArea.auto_scroll_threshold = 9999;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "# We have to add a reference to the parent folder in order to access the modules.\n",
    "import sys,os\n",
    "sys.path.insert(1, os.path.join(sys.path[0], '..'))\n",
    "\n",
    "import main as templ\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "from tse.tse_matchmethod import tse_match_methods\n",
    "from tse.tse_matchtype import TSEMatchType\n",
    "from tse.tse_datautils import TSEDataUtils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Calculate Displacement "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Saved variables results_dict to file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_path_outside_10cm_non_scaled_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_path_outside_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/path_10cm/IMG1.JPG\", \"../../eval_data/motion_images/path_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG3.JPG\", \"../../eval_data/motion_images/path_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG5.JPG\", \"../../eval_data/motion_images/path_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG7.JPG\", \"../../eval_data/motion_images/path_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG9.JPG\", \"../../eval_data/motion_images/path_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG11.JPG\", \"../../eval_data/motion_images/path_10cm/IMG12.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG11.JPG\", \"../../eval_data/motion_images/path_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": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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sa3scqQX9fFL6yxiathxX/AxXUWvd8bm+f8u/P/fStFNo6fM9H/gy6WZvOil96XbSqDP1\nHOdyYIt8fqNrbBdCh5FbPddDlYJTB5SrST2TDVxq+5eSRpJaDEtfyf84d2AotT58jdRK9b1WdlQJ\nIXRzSkN4HWF7qVFJQtch6SLg305D/DUUpYl0Rtm+opXlDCSl9KxYpe9AtyPpMeD/bJd3gA1hubBi\n85ssswXA0bafyl+F/l3SvaSA+zzb5xU3zl/FDid1UukP3CdpcKP8MQkhhG7sKZp+S9RoYtSLOijN\nTvsiKZf7QFJn0Ltr7hRCF9ZuQXb+qu/N/HyOpOdY0qmh0h+cfYDrnIZKe03Sy6Sv5uvtXBRCaDzd\nZtr07sz2Zc1v1a211We0u3/WP0IaLnAN0sgn+9qeUnuXELqudksXaXKQ9DXXg8CWpA5Th5PyIp8g\nDYQ/I3d8+pvta/M+vyWNNdsWEyCEEEIIIYTQYdozXQSAnCpyI3BUbtH+DamTCqROSueSOjpUstQd\ngKTuficfQgghhBC6ANvLnO7VrkF2HurrJuCa3EMf228V1v+W1Msf0sgBxdm6NqTKGLytOeHQeSSN\ntD2ys+sRlk28f8u3eP+WX/HeLd/i/Vt+tbZht92G8JMk0pA6z9q+oLC8OFvXl0jDYUHqFLN/Hot0\nE9KQXOVTqoYQQgghhNDltWdL9qdJY37+S9I/8rIfAwcozXBl4FXgSEhjjUq6niVTV3/HHZEwHkII\nIYQQQhvrkI6PbUmSI11k+SRpF9tjOrseYdnE+7d8i/dv+RXv3fIt3r/lV2tjzgiyQwghhBBCKNPa\nmLPdRxfpKDHqSGgUcZMZQgghdH3dJsiGCD5C9xc3kyGEEMLyod1GFwkhhBBCCKFRRZAdQgghhBBC\nG4sgO4QQQgghhDYWQXYIIYQQQghtLILsTibpN5JO7Ox6dCZJIyWNys8HSJqdZwytuW0IIYQQQlcV\nQXY7k/SapLmSZkmaLmmspCNLQaTtb9s+pc5ydm3/Gtesw0BJi3IQXHx8tZVFLx4xw/YE2z1rzPYZ\no2uEEEIIocvrVkP4dVEGhtn+i6SewC7AhcB/A19rYTldZYjC3rYXtWF5XeW8QgghhBDaRLRkdyDb\ns23fBgwHDpW0paQrJZ0MIGldSbfnFu+pkh5SMgoYANyWW46Py9vfIGmypBmSHpS0RelYudyLcnmz\nJP1N0qaF9VtKujcf501JJ+TlPST9SNLLkt6R9EdJfeo5P0ljJB1ReH2YpIebO2ZZGaXW8h759Sb5\n3GZJugdYt2z77SU9kq/ZU5J2Lqw7XNKzed//SPpmYd0ukiZKOkbSFEmTJB1Wz3mGEEIIITSnIYJs\niUslxkjcKbFWZ5VRYnscMBHYkdRCXUqBOBZ4nRRIrg+c4ORgYAKpRbyn7XPy9ncAmwHrAU8C15Yd\najgwEugDvAycms5FPYH7gDuBvrmM+/M+/wvsDeyU100HLiort1rLc/Fcmu5Q+5i1/B4YB6wDnAwc\nWjqGpP7A7cAvbPcBjgNukrRO3ncKsJftXsDhwPmSti2U/SGgF9APOAK4SFLvOuoUQgghhFBTQwTZ\nwGBgZ2BP4JJOLKNoErB2fl4KWueTAtCBthfaHlurANtX2n7X9gLgJGDrHMxCCkRH237C9kJSAL5N\nXjcMmGT7fNvzbc+x/XhedyRwou1JhXL3LbUsZ+/kluPS4yN1nG+tY1YkaQDwSeCnthfYfhi4rbDJ\nQcCdtu/O1+M+4Algr/z6Ttuv5ucPAfeQbmxKFpAC9IW27wLmAPWcSwghhBBCTY0SZM/NP8eRgsjO\nKqOoPzCtbNnZpBbne3J6w/HVds5pHWfktI6ZwKt5VTGdYkrh+Txgzfx8I+CVKkUPBG4uBdDAs8AH\npFbfknVs9yk8Xqh+movVOmY1/YDptucVlo1nyU3JxsBXiwE/8GlgAwBJe+Y0mal53RdILeIlU8ty\ny+ey5BqFEEIIISyzRgmyRwDXA0NtZnRiGQBI2o4UZD9cXJ5bd4+zPYiUsnGMpM+WVpcVc2DeZjfb\nvYFNSsXXUYUJwKY11u1RFkSvbntyHeW+C6xReL1BncesNmLIZKCPpNULyzYubD8BGFVW1562z5K0\nCnATcBawfk4nuZPoZBlCCCGEDtAQQbbNDJvhrQmOW1mGACT1kjQMuI4UHD5DIeiTNEzSZnl4v1nA\nQqDU0joFGFQoc03gfWCapDWA0yods4o7gL6SjpK0iqSekobkdRcDp+VUDSStJ2nvOst+CviypNUk\nbUbKc67nmBXLsz2elP5xkqSVJH2GlHZScg3wRUlDJa0gadXcobE/sHJ+vAMskrQnMLTGNQkhhBBC\naDMNEWR3AbdJmkVqeT0BOJfUEQ+adhbcDLgXmA08Alxk+8G87nTgxJwWcQxwNSl14g3gaeBRmrYI\nV+qEaEijnAC7A18ktRa/SBpaENLwgreSUlZm5XKHlJUzQ03Hyf5+Xn4+Ka98CvA7UhBczzHL61p8\nPoI03OE04GfAVYs3sicC+wA/Bt4iXd9jAeXjfY/07cM04ADgT5WuRwghhBBCW1P1OT+6Jkm2vVTL\nZ7XlIXQn8TkPIYQQOkZr/+dGS3YIIYQQQghtLILsEEIIIYQQ2lgE2SGEEEIIIbSxCLJDCCGEEEJo\nYxFkhxBCCCGE0MYiyA4hhBBCCKGNRZAdQgghhBBCG4sgO4QQQgghhDYWQXYIIYQQQghtLILsTibp\nN5JO7Ox6dCZJIyWNys8H5KnaK86wVNw2hBBCCKGriiC7nUl6TdJcSbMkTZc0VtKRpSDS9rdtn1Jn\nObu2f41r1mGgpEU5CC4+vtrKor34iT3Bdk/bbm7bziJpiKQ78/s5VdJjkg7L63bJ12h02T5b5+UP\nlC2XpFckPdOBpxBCCCGEdhZBdvszMMx2L2AAcAZwPHD5MpRTsXW3E/TOgXDpcUMry+sq59UsSZ8C\n7gceAAbZXgf4NrBHYbO3ge0lrV1YdijwIkvfJOwErAKsJ+mT7VbxEEIIIXSoCLI7kO3Ztm8DhgOH\nStpS0pWSTgaQtK6k2wstpA/lls5RpAD9ttxyfFze/gZJkyXNkPSgpC1Kx8rlXpTLmyXpb5I2Lazf\nUtK9+ThvSjohL+8h6UeSXpb0jqQ/SupTz/lJGiPpiMLrwyQ93Nwxy8ootZb3yK83yec2S9I9wLpl\n228v6ZF8zZ6StHNh3eGSns37/kfSNwvrdpE0UdIxkqZImlRqjW7G2cCVts+2PQ3A9pO29y9sMx+4\nBdg/H2sFYD/gWpa+oTgUuAn4U34eQgghhG6gYYJsCbfFoy3qYnscMBHYkdSyWSr3WOB1UiC5PnCC\nk4OBCaQW8Z62z8nb3wFsBqwHPEkK4oqGAyOBPsDLwKnpWqgncB9wJ9A3l3F/3ud/gb1JLax9genA\nRWXlVmt5Lp5L0x1qH7OW3wPjgHWAk0mBqHOZ/YHbgV/Y7gMcB9wkaZ287xRgr/wtwuHA+ZK2LZT9\nIaAX0A84ArhIUu9qFZG0OrA9cGMd9R4FHJKffx54GphUobyvAH8Ergf2l7RSHWWHEEIIoYtrmCDb\nRm3xaMMqTQJK6QSlcueTAtCBthfaHlv7nHyl7XdtLwBOArbOwSykQHS07SdsLyQF4NvkdcOASbbP\ntz3f9hzbj+d1RwIn2p5UKHffUsty9k5uOS49PlLH+dY6ZkWSBgCfBH5qe4Hth4HbCpscBNxp++58\nPe4DngD2yq/vtP1qfv4QcA/pxqZkASlAX2j7LmAOUOtc+pB+ZyY3d7K2HwXWljSYFGxfVWGzLwOz\n8vv8l7xsr+bKDiGEEELX1zBBdhfUH5hWtuxsUovzPTm94fhqO+e0jjNyWsdM4NW8qphOMaXwfB6w\nZn6+EfBKlaIHAjeXAmjgWeADUqtvyTq2+xQeL1Q/zcVqHbOafsB02/MKy8az5KZkY+CrxYAf+DSw\nAYCkPXOazNS87gukFvGSqbYXFV7PZck1qmQ6sIh0I1SPUaRvBnYBbqZyqshogHwjdAuRMhJCCCF0\nCxFkdwJJ25GC7IeLy3Pr7nG2B5FSNo6R9NnS6rJiDszb7Ga7N7BJqfg6qjAB2LTGuj3KgujVbTfb\negu8C6xReL1BncesloYzGeiT0ypKNi5sPwEYVVbXnrbPkrQKKdf5LGD9nE5yJ63oZGl7LvAosG+d\nu1xD6hR5h+33iiskbQjsSsrNnyxpMilv+wuFdJcQQgghLKciyO4YApDUS9Iw4DpScPgMhaBP0jBJ\nm0kSMAtYSGo5hdQqPahQ5prA+8A0SWsAp1U6ZhV3AH0lHSVpFUk9JQ3J6y4GTsupGkhaT9LedZb9\nFPBlSatJ2oyU51zPMSuWZ3s8Kf3jJEkrSfoMKe2k5Brgi5KGSlpB0qq5Q2N/YOX8eAdYJGlPYGiN\na1KvHwKHSTquFAwrDc93XYX6v0rKbf9JhXIOBp4HBgNb58dgUq7+AW1QzxBCCCF0ogiyO8ZtkmaR\nWl5PAM4ldcSDpp0FNwPuBWYDjwAX2X4wrzsdODGnRRwDXE1KnXiD1KnuUZq2CFfqhGhIo5wAuwNf\nJLUWv0hKaQC4ELiVlLIyK5c7pKycGWo6Tvb38/LzSXnlU4DfkYLgeo5ZXtfi8xHAf5NSa35GIbfZ\n9kRgH+DHwFuk63ssoHy875E6FE4jBa5/qnQ9WiLnWu+aH/+RNBW4hHQTsVS5th+x/WaF8zwE+D/b\nbxUeU0g3OYcQQgghhOWaqs/50TVJsu2lWj6rLQ+hO4nPeQghhNAxWvs/N1qyQwghhBBCaGMRZIdQ\nRtIzWnrq+NmSIlc6hBBCCHWJdJEQliPxOQ8hhBA6RqSLhBBCCCGE0MVEkB1CCCGEEEIbiyA7hBBC\nCCGENrZiZ1egzUmXkib12JQ0bvKAsp+zgBHYMzqtjiGEEEIIoVvrji3Zg4GdgY2AT1f4uSdp8pAu\nQdLTknbq7HosC0mvSdqts+sRQgghhNDVdMcge27+ObPKz3HAkR1VmUqBqKTDJD0MYHsr2w81U8ZA\nSYsk9Shb3lfS5ZImSZol6TlJIyWt3vZnUlGlWSVDCCGEEBpedwyyR5Cm0t66ys+hHZwq0paB6OJh\nZCStTZryfBVge9u9SNOW9wYGtajQrGxZ90slCiGEEELoIN0vyLZnYA/HHl/lZ5fKxc4t3bvm50Mk\nPSFppqQ3JZ2TNyu1dM/ILdbbA8cAM20fZHsCgO2Jto+2/e9c3g6SxkmaIelxSZ8qHHeMpFMkjQXm\nAJvm1vLvSHoJeCFvN0zSU5KmSxor6WMdcmFCCCGEEJZjDdFaqZMWd4acC4zwz1seaLeyjFoDmRdb\nuS8Ezrd9bU75KAW0OwKvAr1tLwKQdAEwuuoBU0v3HcB3geuA/YA7JA2yPT1vdhApR/0FYIW8bB9g\nO2CepG2By4FhwBPAwcCtkgbbXlDXmYcQQgghNKDu15JdWakzZGs6PS5rGQJuyS3B0yVNBy6icgrJ\nfODDkta1Pdf2Y4Uyyq0NTK5x3L2AF2xfa3uR7T8AzwN75/UGrrT9XF5fCppPtz3D9vvAN4FLbI9z\ncjXwPrB9C84/hBBCCKHhNEqQXeoM2ZpOj8tahoF9bPcpPYDvUDlwPoIUzD+X0zv2qlHuVKBfjfX9\nSEMWFo0v2+f1CvsVl20MHFt2g7BhM8cNIYQQQmh4jRJklzpDDl2WVJE2LKOkYvqI7Zdtj7C9HnAm\ncKOk1ajc6n0f8KXyDosFb5CC5KKN8/LFh6xUjcLzCcCpxRsE22va/mOVY4YQQgghBBokyPbPPcM/\n9/DWBMdtUUZzJB0kab38ciYp4F0EvJ1/FkcNOQ/oBVwlaUDev7+kc3PnxDuBwZIOkLSipOHA5sDt\nxUM2U6XLgG/lDpmStIakvSSt2dpzDSGEEELozhoiyO6Cqg3r93ngaUmzgfOB/W2/b3sucCowNqdt\nDMmdF3cAFgCPSZpFat2eAbxsexqpw+KxwDvAccCwvLxYj/J6LXlh/x34BvBrYBrwEnBIlbqHEEII\nIYRM9vIVL0my7aVaYKstD6E7ic95CCGE0DFa+z+3sVuypS8iDe3saoQQQgghhO6lsYNs+CrwJwqT\ntIQQQgghhNBajR5k9wauAm5G2ryzKxNCCCGEELqHCLLhj8CPgLuQYvznEEIIIYTQag0xrXoNvYGZ\n2Fci9Qe1/yebAAAgAElEQVTuRNoJe1ZnVyyEEEIIISy/oiU7jUcNcBrwCDAaaeXOq1IIIYQQQlje\nNeYQftKlpOnLdyRNk16agnwAsAbwHnAvMJA0nfoI3H6T0IRQrxjCL4QQQugYrf2f26hB9hhg52a2\nmgeslp9fjz28JfUMoT1EkB1CCCF0jBgne9nMLXs9s+znkyyZ1XAccGRHVCqEEEIIIXQPjRpkjwBu\nA94Crge2Lvu5G/AZ4H3glPZMFZH0tKSd2qv89iTpNUm7dXY9QgghhBC6msYMslPQ/CNgGvZw7PFl\nP2dg/wPYE7gM6SPLeqhKgaikwyQ9nKrirWw/1EwZAyUtktSjbHlfSZdLmiRplqTnJI2UtPqy1reF\nzJIW/6okDZZ0g6S3Jc2Q9E9JR0vqUTi3J8v2WVfSfEmvVihvjKRpig6qIYQQQuiiGjPITooji1Rm\nPwAcD9yLtMkyHqeuQLROi/OCJK0NPAqsAmxvuxewO+m8BrWo0KxsWZsM7yhpEPAYMB7YyvZapJk2\n/wtYs7DpapK2LLweAbxC2bWTNBAYQvoWYu+2qGMIIYQQQluLILs59pXAmcD9SBu2dSVyS/eu+fkQ\nSU9IminpTUnn5M1KLd0zcov19sAxwEzbB9mekKrqibaPtv3vXN4Oksbl1uPHVZg+PrcGnyJpLDAH\n2DS3KH9H0kvAC3m7YZKekjRd0lhJH2vhKZ4E/NX2cban5Hq+mOtdHI98FHBo4fXBwNUUbiyyQ4D7\nKmwfQgghhNBlNMxkNDpJTVuTR+af5csrGbn42euW3gZeBGaRWlMH0vwwf7V6phaPfyFwvu1rc8pH\nKaDdEXgV6G17EYCkC4DR1QrNLd13AN8FrgP2A+6QNMj29LzZQaSUmBeAFfKyfYDtgHmStgUuB4YB\nT5AC31slDba9oMY5Fe1GSs1pzrXAw5KOBz5KauV+DPhG2XaHAD8HHgd+Lml922/VWZcQQgghhA7R\nMEG2f142BIt0JPBf2N+suePSw/2tlx8AbxeeXwJUGuZPwC2SPigsWxn4e4Vt5wMflrSu7XdIQWap\njHJrA5Nr1Hwv4AXb1+bXf5D0PVKKxVWk4P5K28/l9YtyxsjpzjcLkr4JXGJ7XN7makk/BrYHHq5x\n7KJ1mqlnyURSsL87sCupFbsJSZ8B+gO32p4t6VlSWskFddYlhBBCCKFDRLpI80rD/ZW2LaU4vAE8\nlZ+/DfRHuhNprbL9Dexju0/pAXyHyoHzEaRJcp7L6R171ajXVNIkOtWUJtgpGl+2z+sV9isu2xg4\nNqeKTJc0HdiwmeO2tJ4lJgXWhwP7k9JByq/RocA9tmfn1zcQKSMhhBBC6IIiyG7eCJoO7/dx4FZg\nIXBLXvYi8GlS6sUldZRZMX3E9su2R9hej5QHfqOk1ajccfI+4EvlHRYL3iAFyUUb5+WLD1mpGoXn\nE4BTizcItte0/ccqx6zkPuArdW47GvgC8B/bE4sr8nXYD9hV0mRJk4Fjga0lfbwF9QkhhBBCaHcR\nZDcnDedXPszfPsBQ4ETgGaDUstqqiWskHSSplH4ykxTwLiK1lC+i6agh5wG9gKskDcj795d0bu6c\neCcwWNIBklaUNBzYHLi9eMhmqnQZ8K3cIVOS1pC0l6Q1m9mv6OfADpLOkvShXM/NJI2S1Ku4oe13\ngc8CX69Qzv8DPiDla2+dHx8lpa0c0oL6hBBCCCG0uwiyl5X9AvBJYKdc1q3A0Donrqk2rN/ngacl\nzQbOB/a3/b7tucCpwNictjEkd17cAVgAPCZpFqnVeAbwsu1ppA6LxwLvAMcBw/LyYj3K61U4Rf+d\n1PHw18A04CVSQFv3kIS2XwE+Reog+oykGcCNpBuSOeXHtf2k7eLY2KV1hwBX5BFU3sqPKbluI8rH\nEA8hhBBC6Eyy22oI545RbR75astrFHQrcDn2n1pZoR7AT0kjb+yGPb5V5YVQQ4s/5yGEEEJYJq39\nn9swo4tUsBap1bd10pB6JyHNBB5E2h37pVaXG0IIIYQQlluN/BV769JFytkXACcDjyAd2GblLgck\n3SVpdoVHPeNjhxBCCCF0O42cLvIa8Fma5v+2nrQN8ADwPvAvYD/sGUiXkobna27imhCqinSREEII\noWO09n9utGS3Nfsp4N/Ah0gTq9yQ1wwmTWpT7zB/IYQQQghhOdVuQbakjSQ9IOkZSU/n2QaRtLak\neyW9KOkeFSZvkXSCpJckPS9paHvVjTS2dE+WTCzT1kqjZrwMbI30PyyZ1KZVw/yFEEIIIYSur93S\nRSRtAGxg+6k8rvLfSWMdHw68Y/ssSccDfWz/SNIWwO+B7UhTZ98HDHbqWFgst/XpIlJPYDJ2S8Z7\nrl+6cbiEFEyvA9xMSh1ZBfhGpIqEZRXpIiGEEELH6LLpIrbfdEqdwPYc4DlS8Lw3cFXe7CpS4A2w\nD3Cd7QW2XyO1Ag9pp+q1T6pIyZIJbGZg/4c0TvTKpBkXe7bbcUMIIYQQQpfQITnZkgYC2wKPAR/K\nk4gATCHlLgP0A4pTaU8kBeXtoW2G76tXmslwOHAT8BjSJ0urJP1G0okdVpcQQgghhNDu2j3Izqki\nNwFH2Z5dXOeUq1IrX6W9hj5p35bsAkmvSZormCn40cdh9d/Ao4uke5DWsv1t26fUWc6uHVHnZuqx\nsqSROad+jqRXJV0uaePOrlsIIYQQQlfRrpPRSFqJFGCPsn1LXjxF0ga235TUF3grL38D2Kiw+4Z5\nWaVyRxZejrE9Zsk6mgyVZ1dssW6fILvyMH0mTWf+F0k9fwCP/By2Gge7XwEvIr0HTCB1wqw1tJ+B\nrpCLeyPpW4cDgH8AawIHArsBV7SkIEkr2F5YeC1YfPMVQgghhNBhJO0C7NJm5bVjx0eRcq6n2j66\nsPysvOzMPFnJWmUdH4ewpOPjZuUBV3MdHyXGkIbKA7jeZniFyh0A7IO9f1uca6HcJsfGHi7pVeAI\n23/J29w5DvbcntQT8mzSncXJwAS4ZWNYCfg0sAh4Jpd3NTCCNPb2QuAk2+dIugH4DLAa8E/g27af\nTYfRlcC7pDzwnYBngRG2X8nrtwQuAD4BLAAutH260jTxPwS+TkqruR/4lu3pkj4H3Ap82Ha1G6B+\nwMX5HKYBZ9r+bV43EtgKmEfKzT+GNB39WNKHeltgq1Idw9Ki42MIIYTQMbpsx0dSkHUQ8FlJ/8iP\nPYAzgN0lvQjsml+Tg8PrScHgXcB3lrFFc+mh8qRLkcYg3ZlH/mh5S/bSZTR/bOnSvrDBDXB6YZ8R\n28H168P7D6fXi/K7N+7HMGg4bLsAZi+A526DlQy9bR9Mau0eZrun7XNyWXcAmwHrAU8C15bVZzgw\nEuhD6kh6ajoV9STdxNwJ9M1l3J/3+V9SALxTXjcduCiv+xzwWLUAO/tDrmtfYF/gNEmfLazfG7jB\ndu9CfQ8kBfVr5n1DCCGEEJZr7ZYuYvuvVA/iP1dln9OA01p56BHk4fMKqSKliWDI656k5eki5WUs\n3UJeOHae5XHwKrDq2ql1Pu2T0kGGvyM9/gysPhlW7QcDgDP7wLmvQ7/xwCDYaFjtY2H7ytJzSScB\nR0nqmXPfDYy2/URefy1wXt58GDDJ9vn59Xzg8fz8SOC7ticVyh0v6WDScIRvVrtAkjYCdgD2tD0f\n+Kek3wKHkGbBBHjE9q25/u9JMnCl7efy+kXl5YYQQgghLG+63YyPNjNshpflYpe3bq9Fy4Ps5ieT\nKQ7dV9hnDjxfvs8HsMGv4df3wMP3plkhzz4VVt4M+BwsGgT8OI2wUvFYknpIOkPSy5JmAqXp4dct\nbDal8HweqaUYUoZKtZSMgcDNkqZLmk76ZuED0igw75BaqKvpB0xzGk2lZAJNR4mZyNJer1FmCCGE\nEMJyp9sF2VWMIKWiDM0BcG9aPoRfeRl17TMX3v0B/LC4j6TShDsPAzyRAt6P9YKbzoH3XoWjr4K7\nz4BVlPKUYemRVg4kpV7sllMvNikVX0e9JgCb1li3h+0+hcfquWX7PmCIpGpDK04C1s4jypQMoGlg\nXSkFKDo6hhBCCKFbaYwge+kW5pbnZC9dRl37vAVvv5hbtCX1kjQMuI404sozlIJi+13Bn8+DAxbB\n19eEiU4tyKX0iSnAoELpa5I6Qk6TtAZLp9nUCrbvAPpKOkrSKpJ6SipN/HMxKY96QK7zepL2TlX0\n/cC9pJbuT0haMe/7LUmH234deAQ4PZf7ceBrwDXNXKnoyBdCCCGEbqUxguylddg42dltkmaRWolP\nAM4lTS8PqRW31JK72bFw/gqw6Z5w2FfgKdsP5nWnAyfmNI5jSCOOjCcNc/g08ChNW4QrjUFugJyz\nvTvwRWAy8CJLhqy5kDSCyD25zo/SdObNfUkdJv9I+jbg36QRSu7N6w8gpZxMAkYDP1s8skrlOlFl\nWQghhBDCcqvdhvBrL80N4VdnIQ8DP8F+qK3r12akDUmtwj/FvqqwvNJY3KFBxBB+IYQQQsdo7f/c\ndp2Mpgvr6JbslrMnkoY8vBvpQ8DZpDuiekY5CSGEEEIInSjSRbqyNHb4DqROjheRZtBsfpSTEEII\nIYTQqRo1yF6Llo8u0jnsiaSJYTYm5T1/j5aPchJCCCGEEDpQ4wXZadrwNYHZnV2VutkzSZ0UHybN\nzHh2BNghhBBCCF1X4wXZ0BN4F3thZ1ekRexF2D8FjgbuRDqks6sUQgghhBAqa8Qge/nIx67GHk0a\nbu9EpEtJY2SHEEIIIYQuJILs5VHqEPlfwCrA35G2bWaPEEIIIYTQgSLIXl7Zs7EPBX4B3IN0dM43\nDyGEEEIInawRx8lei+UlyF4y8cympNkiZ1GagKbppDSfI42Z/TWkV4C3gXdIU7HfjP1aJ9Q+hBBC\nCKFhNWKQ3ZsuNHyfpN8Ab9g+pcLq4sQzG+WfpQloius+CbxHOq8d8s9Fed1ZSO8DrwNrk6Y734A0\nnfq7pGC8D0sC+QFlP2cBb5GmSo9ZJkMIIYQQ6tCoQXaHtWRLeg1YH/gAWAg8C1wNXOrk2zV2L008\nM3Mg9P4lPL/3kgloSutmA+vl56VAfN38823Se7wisHletn7+uUH+uYglaUMbVfn5dukY8+Cy1aVn\ngBFAv7zuL8AvbI+vcS5tQtLngZ8A25BuLJ4FzrV9m6TDgCuAC2wfU9hnH+Bm4CrbhxeWrwm8CTxk\n+wvtXfcQQgghNI5GzOHt6JxsA8Ns9yK1Dp8BHA9cXse+I0gTz2w9D979ARxfaEUurftbfj2z7Oc4\n4Kkq64rb3J+fl4Y0nFejnHFrwRrAMOAAoBewNfAEsFsd59OEpBXKXkuSamy/L+mcrwT6214f+Blp\nDPGS/wBfLSv7UOBF0ntR9BVSa/0uSlPXhxBCCCG0iQiyO5Dt2bZvI6V7HCppS0lXSjoZQNK6km6X\nNF3SVMGtgv0Fp7wFq70If5A0W9Jx2DMEPXrAx9eABavD82PhblLQe/3q8PIaMH57mNwDVtgcph6d\nguPrga3/CnevDO/2gE/2gfc2hnOBBxbCE6fCgnVgYS+YvypM/BF8A7h+MJw6Pw0fuI/tv9teZHuW\n7d/YviKfQz9Jt0qaKuklSV8vnb+kkZJulDRK0kzgMEljJJ0qaSwpfWWTStcuB9/nkVrMr7A9O1/T\nh2x/s3SJSS3T/wY+n/dbG/gUcCtQHsAfCvwWGAsctKzvawghhBBCucYJsiUjmdSKfNri1y19tAHb\n44CJwI6kwLBU7rGk3Ol1SWkdJ+SUkoNJLa7DbPe0fU7e/g7DoLmwxjx49DOwAfZ47OHzYP5c+NJj\nsLdhrRfg7gvgf7CHC6btCNssgFsNG8yA9SbATdi7rgg3nQXP/w3GvQNvbgA+E07HHv5SClYfs/1G\njdP7Q65rX2Bf4DRJny2s3xu4wXZv4Nq87EDg66SZOCdUKfcjwIbAjTWOXQqiRwGlyXr2B/4EvN9k\nQ2lj0nT11+dHTO4TQgghhDbTOEG2LWwB1wEHLX7d0kfbmUTqiAhLgsP5pOB0oO2FtsfWPiVfaftd\n2wuAk4CtJfUsrQZG237CaXbLa0l5zJBatCfZPt/2fNtzbD+e1x05C77/YXuPleGosbBzD9gvp1+s\nQ2oprkjSRqSOl8fncv9JaikuBrCP2L411/+9XM8rbT+XW8Y/qFL8Ovnn5FrXJLuZlALSCzgYuKrC\nNgcDj9ueCIwGtpC0TYXtQgghhBBarHGC7CW6yhB+/YFpZcvOBl4G7pH0H0nHV9tZUg9JZ0h6Oade\nvJpXrVvYbErh+TxSSzGkDo2vVCl6IHCzpOmC3w2AlVaGHs/AZSum+vatcU79gGm23y0sm0A615KJ\nFfZ7vUaZJVPzz1rHBxYH73cAPwXWtv0oS6eKHALckLefCowhpY+EEEIIIbRaIwbZnT6En6TtSIHn\nw8XluUX5ONuDSGkVxxRSLcpTVQ7M2+yWUy9Kucz1tLZPIA3ZV23dHrb72O6z0O49D/psAev9EfYE\nhkjqX2XfScDaedSOkgE0DawrpdzUk4bzAikY37eObSGN4HIMcE35Ckk7AJsBJ0qaLGkyKRVmRHln\nzBBCCCGEZdGoQXZHt2QLQFIvScNIKSujbD9DISiWNEzSZrmT3yzSiB+l8a6nAIMKZa5JyjOeJmkN\n4LRKx6ziDqCvpKMkrSKpp6Qhed3FpDzqAblO6ymNx73Pl+HWobBoNbhT0ickrZj3/Zakw22/DjwC\nnJ7L/TjwNSoEui2oKwC2TQqafyrpsHwte0j6jKRLKmz/IGmSnl9VKO5Q4B7go6SOolsDWwGrkW4k\nQgghhBBapaGDbIldJYY0s31buE3SLFIr8QmkkTxK4zUXOz5uBtxLGvv6EeCiHCwCnE5qeZ0u6RhS\nS+144A3gaeBRmrYIm6VbiA1plBNgd9LQd5NJw9vtkre5kDQSxz25zo8CQ7AXYZ94Ixz7fRi0WupM\nOIM0kscncr0hDe03kNSqPRr4me2/1KgTVZYtvZF9E2lklq/l836TNK38LZXKt/2Alwx5aMCSVgG+\nCvzK9luFx2s07TAZQgghhLDMlBoIlx+S7AodEKstr1DALGAj7JkSVwN7AJ+wK+YKh0qkPUlB/jex\nb+7s6jSSuj/nIYQQQmiV1v7P7bZBtsSlpKnHS9OFz9qc5w56ji3eBlbCXiQxntSyvRppQpWNWHoq\n8UGkFuNa041vWlg2wu4607a3Kal4TacCHyNdmxeI6dY7RATZIYQQQseIILvKcokxpFzixTZg8s2T\n6bcbqaMgEjNJsxZWsgBYqZnqLJ5uvOB6m+HN7Ld8ksZQdk0Lrsdu9XlLmkPl9JE9mhvSsBFEkB1C\nCCF0jNb+z+3OOdlz88/F04NfwpEjadrpsUfZNqWh555nyVTic8q2qTVt+TjgyFbVumsrv6aln7OB\nFWmDkTlsr5kn3Cl/NHyAHUIIIYTlR3cOskeQpxDPP4fuzW2i6fB9c0md/ErbbJl/fgoYmp9vReoc\neHZ5ecB+5cu6bapIUn5NSz8/TBp//BedV7UQQgghhK6j26aLLL2eS4dx23ancOLG2/DPW0m51DsC\n/e3qsxjmfT9FGnbvwzYLWncG3ZS0Himv/XvYf+rs6nRXkS4SQgghdIxIF6nfYGCb19moD/AFUm5x\nD9KQdTXZPEqaIXFEu9ZweWa/TRoa7zKkD3d2dUIIIYQQOlMjBdlzezOTRfSYypJc6gXUn0N9OvAD\nqa4ZFRuT/ThpKvPRpAlyQgghhBAaUiMF2SM+ynNP7sb9t5Byqf8MvNyCHOr7SLMv7t6WlZL0tKSd\n2rLMQtmLJFWcPl3SgZL+3EYHuhRpDNKdpHz2dYEXkdZqk/JDCCGEEJYzDRNk28z4CaeNXoO5b+fA\n+nTgnRbsb+A80tTedZP0mqTdypYdJunhVK63sv1QM2UMzAFzj7LlfSVdLmmSpFmSnpM0UtLqzZ+P\nr7X9+UJZ+0h6StJMSW9Lul/SwDpPczAp/WZPUirOBkA/4BHK6hxCCCGE0AgaLQDqzZLRRdYGprdw\n/+uArSW2asE+1aYSXxaFccC1NmnK81WA7W33IrWy9yZNFlN/odJmwFXA0U5jiG8CXAQsrLOI0tB+\n4+bDP/PzqUB/YA7So0gTkP6KdGe0cIcQQgihu2vEILs0tnMfYFpLdrZ5nxR8tqg1u5bc0r1rfj5E\n0hO5NflNSefkzUot3TNyi/X2uQ4zbR9ke0KqnyfaPtr204VD7C7pRUnTJf26cNzFrenANsCrth/I\n5cyxPdr263nb1SRdKWmapGck/UDS66WyVoCtvg//WhFWXwU+80Ea1u950kQ/qwHbk2bT/DSptfuS\ntrp+IYQQQghd0YqdXYGOMGZMmg685/8xePMzeDz3yGtRS3apjD//eeUFX/nK5G2ktT9u8686d6/V\nWbLYyn0hcL7ta3PKx8fy8h2BV4HethcBSLoAGF3HsfcCPkm6wfi7pNtsl+diPwlsLuk80rjhT9ie\nU1j/c1Lr9qbAmsDdxXovgkUXplbvLwDvrGi/n/OzId3U9M7bi+4/YU8IIYQQQsO0ZA8Gdp79Ufr+\n6wwOzcta2pI9GNh55ZXnf+7CC3caD/yqzpFGBNySW5KnS5pOag2vlEIyH/iwpHVtz7X9WKGMcmuT\nJslpzhm2Z+VW6QdIrdZN2H4F2IWU3nE98Lak32nJCCFfBU61PcP2RNLNQLFOBn5p+w3b7+dl5RPX\nfBmYB9yM3Z0n7AkhhBBCaJggey7A6q8yZ4tTODUva2lO9uK845VWWjCUlAoxvI79DOxju0/pAXyH\nyoHzEaRg/jlJj0vaq0a5U0mdC5tTnGhnLlBxaD3bj9kebnt9Usv5TsBP8up+wOuFzSdUKOL1Jq/s\nGdjDscfnn7cAHwUORjo/OkSGEEIIoTtrlEBnBHD9tt/njd7P8kZe1tKW7FLL7NCDD35hGvBd4ByJ\nNZehPhVbwG2/bHuE7fWAM4EbJa1G5Vbv+4AvSWrzcbttPwHcTJpmHlKL+YDCJgOW2qmezp32eFJe\n9g7A0a2rZQghhBBC19UQQfYuu3jGLrt4+Eqz6MmSjo8taskulbHLLinVwWYsKf3iJ7X3rJ+kg5Sm\nJyfX06Sxud/OPwcVNj+P1Jp+laQBef/+ks6VVG30E1EhwJf0GUlfLx1b0ubAF4G/5U2uB06QtJak\nDYH/ZVlHTLGnk74BOB5p22UqI4QQQgihi2uIILugOIRfi0cXqeCHwDckBrdwv2rD+n0eeFrSbOB8\nYH/b79ueC5wKjM153UOcgtUdSLNWPiZpFql1ewbwcuE41Y5bfD4d2Bv4dz72XaROlWfl9ScB40md\nL+8GrqZ2Z87a7NeA7wO/p44xvUMIIYQQljey22oI544hybYrtcZWXF7YYEXgPWAlbEv8B9jD5qXW\n1YfjgN2AL+QJa7o9SbsAo2xv1MqCRgHvYn+rLerVCJr9nIcQQgihTbT2f24jtWT3Amaz5K6iLVqy\nAX4JDCSlV4R6lKZhTyOaHIb0dp6oJiasCSGEEEK30BDjZGeLJ6KR6EHT1JFlZjNf4nvAxRL32LzX\n2jKXE61ptS9Nw16yCrBufl5qHb+E+kZvCSGEEELochqpJbs422NvYLZd97ThNdncCzwFHNcW5XV1\ntsfYrjTCSL1KwyGW3o/3yl6PA+YhjYlW7RBCCCEsjxopyF6LZRxZpE7HAkdLbNzG5XZH5RPVbAFM\nAf6QXw8lpeDsTEzDHkIIIYTlUCMF2cWW7LbKx17M5jVSfvY5bVlut7T0RDWvAlsBewDX5xkhF0/+\nQ0zDHkIIIYTlTKMF2aUc7PZoyYY05N0nJXZrh7K7N/sdYF/gYtI43Ysn/4lp2EMIIYSwvGm0ILvd\nWrIBbOaRZjL8lcRKbV1+t5dmmjyBNEb3B7mVOwLsEEIIISx3GjXIbq+WbIA/ARNIsyKGlrJ/CzwC\nXE47TBkfQgghhNARGjXIbpeWbIA8Ic1RwI8lNmhue0lPS9qpPeoiaZGkTausO1DSn9vjuG3gu6Qp\n5L/f2RUJIYQQQlgWjRRkt/foIovZvABcDpwp6TVJTXK0JR0m6eG0rbey/VCt8iQNzAFzj7Llff8/\ne/cdJ1dd7nH8803vPbRACCWhgxRBQGAAiSIgiEggKuVaotgQr6gXuBDkimC59msQBFRaUFCBIFIy\n0kOoAgESSgpIKumbssk+94/fOdnJZMrZnXK2PO/Xa15nZ+bMOc/ukuWZZ57z/CRdJ+nfklZIekXS\nZUqwVLmZ3WRmH8451smSnpe0XNIiSQ9KGpX8u05O0nhJT0taGcU+RdLh0XOXCRpGw93At4negEj6\nevQzuDTvWDtFj/+6FrE655xzzrVGZ0qy61LJznEFcCz06kFlC7fk2tQ+IWkI8ARhIZcPmNkA4DjC\n91mwel30oNKuwI3AN8xsILAT8Cto+RxxheXrSz1/AfC/hJ/PVoTFZ34FfCxnt5mvw4nA2cCtSNtH\nX7/Glj/Ls4CXgHGSerQ0Xuecc865WuhsSXatp4tsYsZK4EIYOhR6Ff05R5XuY6KvD44qvMslzZcU\njwOMK93Loor1B4ALgOVm9mkzmxvOaW+b2TfM7KWcUxwnaaakpZJ+mXPeTdV04H3AW2Y2NTrOKjO7\nw8zmRfv2lnSDpPckvSzpW5Lm5X0PF0r6F7Ayv+Kes99AYCJwnpn9xczWmNlGM7vHzL4d/+gIY/v6\nCOYBVz8Hj/eAfsDTbP5GQ8BngMuAJfjS9s4555xrIzpbkl3PSjbALdBkcOkJJfbJrcz+DPjfqJq8\nM3B79PgR0XagmQ0wsyeBDxGmcJRzAnAQsC9wuqQPF9jnWWB3ST+RlJHUL+/5SwnV7Z2BDxOqyvkV\n5TMIC8cMMrOmIrEcCvQC7kwQ9x+AszD76bfgte/C8KHQP2+fDwJbA1MIP6uzExzXOeecc67mSn60\n35Fkp3II8DhZMXUqAA9lsy0/TiZjiSdemGHSkiVwxdel/zoXLE5MewDPFHjJemC0pGEW5kZPix4v\ndJxjjIkAACAASURBVM4hwLsJwviBma0AVkiaSqhab3bBo5m9KSlDqI5PBvpLuhX4ipmtBj4JfMnC\nOL1lkn4G/HfuIYCfm9k7ZWIZCiwukYRD8/f6R+BRSRcDYy6B770CV7wKi3L2PRu4y8zWSrod+Jak\n4Wa2KP+gzjnnnHP11GmS7MzRvAu8H7N3JOYBh5sxt/ZnXr8eJv0VznnXjPMAJJ0NfK7Azp8FLgde\nkfQWMNHM7ily4CXAdgkCmJ/zdQPQt9BOZjYNGBfFdxBwG3AR8F/Reebl7F7o5zavwGP5lgDDJHUp\nk2ibmc2T9DpwJTDzKLOffE464XQ4E+luwT8Ii9ecG73geUmzCYvY/CxBLM4555xzNdNZ20Vq3pO9\nuR/eAJwqsX/0QMFquJm9bmbjzWw4cBXwJ0m9KXzh5APAx1WDWdIWFoW5E9greuhdYGTOLiO3eFGy\nizufANYBHy+zX/w9/Z5QXf89wOvw77+FCvdvPh+Wrx8ATJL0rqR3CRdResuIc84551LXOZJsqTth\nCsdqiZ6Edo1V9QtgxkrgEuCXUuEEG0DSpyUNj+4uJySuTYQWiSbC7OjYTwhJ5o2SRkavHyHpx5L2\nLnYKCiT4kj4o6XPxuRWWNT8JeDLaZTLwXUmDFCZ9fJVWTEwxs+WENpNfRSMD+0jqLul4SVcVeMlt\nhIkpcW+6XoJ/A8fOgs8eBI8CewP7RbfDgf1KfP/OOeecc3XROZLsUMVegZkRLnpcGi0aU0+/IyT3\nnyYkqIXO/2HgJUkrCWPuzjCzdWbWAPwP8Fg0JeRgM1sKHAY0AtMkrSBUt5cBr0fHyz9H7nlzv15K\nGKH3YnTuewkXVV4dPT8RmAO8BfydUFluVQXdzH5CqE5fDCwktJ6cR/PFkJviMrO1ZvaQma3N/X4E\ny7LQ9bewq4Wf0cLo9mwU31mtic0555xzrlpkVu9cszKSzGzLiw+LPR49uQtwP2Y7S+wB/MWM3Woc\naoEwOISQvO5hxop6n79aoosk/2BmO6QcyI7Ag8C1mP0g1VjqpOR/584555yrmkr/n9uZKtm5/dj1\nGN+3BTOmESZ7/He5fV0CZnOAI4GzkK6myHxu55xzzrl66yzTRfJnZNflokeJa4AxhKkeC4FRwK7A\n1hLvB04mtGSMIayuuBUwjDAPejlhEsji6OuJwEpCq8U2NE/8WAl8ATarjHcjvJkYFn19AeFnMIrQ\nnjEy2q7IiWvnnMfG58SVG3tD9BwU6cmO+sNfLvCUAXua2dvFf2IlSPHPMjfOOK4BwATg00gHE97E\nxLGPJ4wedM4555yrm87SLnIKcC5mJ0ucBYw149M1DhWJLHBUdHcRMDxvl0WEJHhwdH8N0LvI4RoJ\nCXU3QlKZK+5jbiJ8OtFEmOKxmtAH3h/oWuS4heKaTFjkpVDsk83CqL+6aE6u9yG8cchVKPZ8DcAb\nhMS8H/lvJtpZAu7tIs4551x91LRdJJr8cIKkqyTdJunW6OsTJLWnKvggUqhkExI8CMuEPx99HcfR\nREgQ4wT7BcK0jNx94u1KoDshyVxd4DkRfpfdcrZ9o8cH0Zxg5x+3UFzTCVXhQrHHz9XTGEKyHyfY\npWJfmffaNUAfQoL+keg4OxCmkBwPTKpNyM4555zr7Iom2ZIuISQyJwKvEqZj3Ai8Rhjv9nS0Gl97\nkMaS6hBaKyYDY4HTo6/3i7ZPR/u8BPwFyBTYJ97Go/SmE5YmL/RcqQT62ejxL+W9tlBcY81YViT2\n+Ll6ipP9Zwk/p1KxP5m3b/ymZTrwUPR1/NHNImAE0lykR5GmIN2AlI2+HlTLb8o555xzHVvRdhFJ\nHyMsWV2s97YLcKKZ/a2G8RU6b2vaRf4b6IHZxRI/B94046c1DrUkiUGESuqEcolrqX1znruQ0Ecd\nb+OK86To688DY8z4fDW/j5oLyW74Hsq1duTvm3s/mAT8gpCAd6H5U4TYZm0xmNWvLSYhbxdxzjnn\n6qPS/+eW7cmW1CtnTnH82DAzW9zak1aiVJKdRjzO1Zsn2c4551ztVZpkJ+mrni7pC2b2RHTCTwA/\nAEa39qS1UPKHIF0LTMPstxL3AL8x4666BddGSDwKXGXGXRLdgaFAfzNmpRxa/YUq92TClJZhhPaT\nuSStmjvnnHPOlZAkyR4P/E5SFhhBSMyOrmVQNZBWT3ZbcxPwB4W3I30JP4d+EmPNeCzNwOouJNFj\nkboD3yD0bH8f+BRmG1KNzTnnnHPtXtnFO8zsRULy8SVCcv3lVs86Tk/+YjT1mi7S1vwWeD9hjF1P\nM7YmLNde83GGbZZZI2ZXAx8ATgCeRHpfylE555xzrp0rm2RLug44nzAG7RzgbklfqXFc1ZY/wq9T\nVrLN2GDGLDPeM6MpevgW4DSJHmnGljqz14EPAb8C/oF0JVKxmeXOOeeccyUlWYb6JSBjZm+Z2X3A\nIcD+tQ2r6gYCyyVE565kb8GMt4CZhJ7kzs3MMLse2JdQ7f8X0mEpR+Wcc865dijRio+SegB7EBZQ\nec3M1tc6sBKxtPxKT2k+sL+wlcACM/rWJLh2SuI84Agzzkw7ljYlrBR6DfAZwhtM55xzznUS9Rjh\ndwLwG+DN6KGdgQlmNqW1J61EK5PsNcBQYcOAx83YvjaxES8BvtnS3Sks4NIiEsMIS4+PMGNV2vG0\nKaGSfSfweeo8E94555xz6anpsuqRnwBHm9lRZnYUYWXC/23tCesuVOG7EZbYrnU/drwEeLtautuM\nxYTVEU9JO5Y2x+xxwgWR1yK1t6k6zjnnnEtJkiR7hYWLwmJvEiq07UWYLBJK9rXux46XAM9d2nxC\nkX3bmpsI4xqddM1my6ubPQ2MA25D+pMvve6cc865cpIk2c9ImiLpHEnnAHcDT0s6VdKptQ2vKuo5\nWWQ8YYGT/aLt2LbeKpLjb8BhElulHUgbEH8i0fxJhNlU4KvAiVs855xzzjmXJ8liNL2ABYTEAmBR\n9NhJ0f07ahBXNdVtRnaUUI+L7o4rtW9bY8aqaDXMTxLG2HVm8ScSi4ARSHNp7rGfDewGLC7w3Hhf\nKdI555xzkCDJNrNz6hBHLflqj8ndDFyEJ9njCVXqEYTeegh99hAuggTYtsBzk2hnb66cc845VxtF\n20UkXSZp6xLPbytpYqmDS/qdpAWSXsw77tuSnotux+c8911JsyS9Kqlac5sHwqaWDZ+RXdo/gNES\nO6cdSKrMlmE2juZrD3J77P8D2BM2TWFpj/33zjnnnKuxUpXsp4FboxnZzwLvAgK2AQ4A1gE/KnP8\n64FfAL/PecyAn5jZT3J3lLQnoQq4J6GC+ICkMWbWRGXyK9lzKzxeh2VGo8TtwJmE5dY7u7iifSFw\nNTBhUzuItD/wIvB3QvvUBG8Vcc4551ysaCXbzO42s6OBM4DHgA1AI2HU2zgzO6bcrGwze4TCleNC\nMwdPBm4xs0Yzmw28Dhyc6LsorW492R3ETcCnotUxO7e4om02J9ouy3luITCacJHrEsK/D+ecc845\nIMF0ETObZ2a3mtnV0e02M3u7wvN+VdILkq5T8xi07YDc475NqGhXynuyW+ZxoDcheXSlmK0AjgX6\nAi8hHZtyRM4555xrI5JMF6m2/wMuj77+HvBj4LNF9i24HKWky3LuZs0sW+J8g2hO3r2SXYYZJnEL\n8Cng+bTjafPMlgBnE64huBnpXFJaDdU555xzrScpQ1h0sSrqnmRb+JgdAEnXAndFd9+heUoDwPbR\nY4WOcVkLTjkQeDn62ivZydwE3CfxbTMq7YnvLE4jvJm7E+mTvgS7c845175ERdtsfF/SpZUcr2y7\niKQPFnjs8EL7JiFp25y7HydcPAZhMZQzJPWQtBOh3/Wp1p4nh/dkt5AZLxP6jI9MO5Z2ZAzhguAe\nwGQK/LtxzjnnXOeRZMXHXxR47JdJDi7pFkKP726S5kn6D+AqSf+S9AJhgZtvAJjZDMIqiTOAe4Hz\nLCyFXqmBwDKJrkA/mhNuV5ovs94y8QI20wkXC9+B9P4U43HOOedcilQsj5V0KHAYIQn+Cc0TQfoD\nHzezVC6Mk2RmlnzyhTQd+LKwN4DXzRhcs+A6EImRwHPAtmasTzueNi9cwDuJeJSfdBJwLXAsZi+l\nG5xzzjnnWqrFOWeeUpXsHoSEumu07RfdVhD6T9uLuF3E+7FbwIy5hE8VPpx2LO1C87i/ZdH9u4Dz\ngSlIO5R8rXPOOec6nKIXPprZP4F/SrohmlvdXg0iJNkj8X7slrqFsDDNXeV2dBHpGkJ/dgOwEFgP\nvIH0DGEk5VzCG9XxvniNc84513ElmS7SU9JvgVE5+5uZHVOzqKrLK9mtdzvwfYm+ZqxOO5h2Ygzh\nWgOARcDw6OsPRNu4qj2JsMKpc8455zqgJEn27YTZ1tcCG6PHqnFBYu1JvQi95GvxySItZsYiiSeB\nk4Bb046nnci9AHIZcBzhTd5Awr+frtFzE1KJzjnnnHN1kSTJbjSz/6t5JLUxEFiGmSGvZLdS3DLi\nSXYy44kvgAwmARcCVxP+vR0GfNRbRZxzzrmOreh0kU07hNUVFwF3AOvix80slYS1RVd6SmOAezAb\nLXEx0MeM/6ppgB2MxEBCH/EoM/8koCJSN+AvwGLgXKozotI555xzNVDL6SKxc4D/JMy7fibn1h7k\nLkTjlexWMGM58CBwatqxtHtmGwh92HsAVyK1+h+uc84559q2skm2mY0ys53yb/UIrgp8tcfqiFtG\nXKXMVgMnEnq1/4jUJ+WInHPOOVcDSZZV7yvpkmjCCJJGSzqx9qFVRTy+D7ySXYm7gYMktkk7kA7B\nbBHwQaAJeMznaDvnnHMdT5J2kesJs34Pi+7/G/ifmkVUXV7JrgIz1hBmZX8y7Vg6DLM1wFmE5esf\nR9o35Yicc845V0VJkuxdzOwqQqKNhY+724v8nmxPslvPW0aqzcww+xHhmocHkD6UdkjOOeecq44k\nSfY6Sb3jO5J2IWfKSBsXRvgFQ/B2kUrcD4yWGJV2IB2O2W3AacBNSGelHY5zzjnnKpdkTvZlwN+B\n7SXdDBxOmDjSHgwE5kRfeyW7AmY0SvwZOAP4QdrxtGtbLr0+CtgZeBv4HdL3gJfxpdedc865dqvs\nnGwAScNoXhb6STNbXNOoSsfSkjnZ1wOPCLsZWAH0NGsnq1W2QRJHAT83Y7+0Y2nXpCyFl17Pdztm\np9clJuecc85tph5zsgFGEJaD7gkcKam9zEyOp4sMBpZ6gl2xR4ChEnumHUg7l7v0+vPR18vztuuB\nDyHdh3QDUhZpCtKgegbqnHPOudZJMsLveuA6wmIkJwInRbf2IL7w0fuxq8CMJuA2/ALISo0HJgNj\ngdOjr/fL2z5NeHM4lvDv7ijgeMIy7c4555xr45Isqz4D2MvayBLQLWwXeQb4orCewNVmm8YQulaS\nOAi4FRjtnwzUkDSFkFS/AwwFegHPAsd6n7ZzzjlXe/VoF5kO7bY9wCvZ1fdMtD0o1Sg6vrjavTdh\nPvk8YBfgx0iH+JLszjnnXNuWdDGaJyTNlPRidPtXrQOrkniEn08WqZKoen0LYcqIqxWzZZiNi7Z3\nYzYS2A2YSVjA5jmk85AGphuoc8455wpJ0i7yBvAN4CXCMtAAmNnsmkZWPJ5kpftQ6VsH9Bf2JWAn\nM75e6/g6g+jCx38AI6M+bVdPUhfgaGACcCzwW+B/MVuQalzOOedcB1KPdpGFZvY3M3vTzGbHt9ae\nsI56AU2YrcOXVK8qM2YAS4Aj0o6lUzJrwuzBaLzfAUB/4FWkPyAd4a0kzjnnXPqSLEbzXLQIzV1E\nS6sDZmZ31C6sqojH90FoF5mVYiwdUbzM+j/TDqTTaF7EZmdgLjAyZ/sacCAwBViBtDFvnxX44jbO\nOedc3SRJsvsQkuuxeY+39SQ7vugRvJJdC7cC0yW+akZj2sF0EmNoXsRmhyLbxcB2RZ6bBIyrZYDO\nOeecC8om2WZ2Th3iqIXcJHswPl2kqsyYLTELOI5QPXW1Fy9is5zm/75zt9MJF/oeR3hj3CN6TR/C\nypIjotGA8VLuDXh12znnnKuJJIvR7CbpQUkvR/f3lXRx7UOrWDxZBLySXSu3ABMlfijxnxLeC1xb\n8Vi//IVr4m3u4jZjgKnAG8C7hHapwwmztz+KL27jnHPO1VSS6SIPA98CfmNm+ytcVPWSme1VjwAL\nxJN0usgngXGYnSbxGnCyGa/WPMBORKIv8DlCxfTLwDgzpqUblduM1A34M2Gu+XZsXu2eDoz1SrZz\nzjm3pUqniyTqyTazafHAAjMzSe2hB9d7smvMjNXAz2BTwn0meJLdpphtQDqTUNVeQfO1FZOACZ5g\nO+ecc7WRZITfIkm7xncknUb4+LmtGwQsj1oYBuFJdq3dApwu0TXtQFweswZCi0hX4BObLXTjnHPO\nuZpIUsn+CnANsJukfwNvAZ+qaVTVEVey+wPrzDaNH3Q1YMZrEvMJvb4PpR2Py2O2BOkk4GGkWZg9\nnHZIzjnnXEdWtpJtZm+Y2bHAVsDuZnZ4O1mMJk6yfbJI/dyKL7fedpm9BnwamIy0c9rhOOeccx1Z\nkukiV0oaZGarzGyFpMGSrqhHcBWKk2zvx66fW4FTJXqkHYgrwux+4HvAXUgD0g7HOeec66iS9GQf\nbzm9m2a2FDihdiFVTTzCzyvZdWLGXOBVtly4yLUlZr8irNR5C5L30HcC2ayuyWaVzWY1JZvVoLTj\ncc65ziBJkt1FUq/4jqTe0C4qlV7JTke83Lpr274O9ASuTjsQVxfxaqE+G9055+okSZJ9E/CgpM9K\n+hzwAPD72oZVFd6TnY7bgRMk+qQdiCvBrBF4B/gS0hKkR5GmIK9ydlDxaqGLgBFe0XbOudpLsqz6\nVZL+BXwIMOByM7uv5pFVbhBeya47MxZKTANOAm5LOx5X0o5A7+h2ePTYJGBcahG5WhlP+N2OwH/X\nzjlXF2VXfGxrWrDi4xJgd2HfBJabcWXNg3MASJwDnGLGKWnH4kqQphDaB1YDfYF/AUf5/OyOK5vd\n9DtfBMwkLFA0PpPx37lzzuWrdMXHJNNFDpU0XdIqSY2SmiStaO0J6yIsT+k92em5Ezhawj+ObtvG\nA5OBvYBnCddaNKUakau1+Hc+k1DR9h5t55yrkbKVbEnPEGYfTwYOAs4CdjOz79Q+vILxlH9XIfUF\nFmPWW+J24HYzJtclwHZO4hrCRVINwHgzlhV4bmdgLjAyb7sCWAiMAg4GNhBaktYQWhKWAc/n7FPq\nOJud29WB9GvC7+RjmPniTR2YV7Sdc668SivZSVZ8xMxmSepqZhuB6yU9D6SSZCcUj+8Dr2S3VDyF\nALbs2cx9boci20XA8Lxj9s7Zbpu3T7HjeL9o/X2dcOHqTUhnYrYh7YBczXiPtnPO1ViS6SKrJfUE\nXpB0taQLgFZn9XUSt4qATxdpqXgKwXRgQpHnlhfZTidUqkvts57Q+1vuOPnndrUWJo6MAwYA1yMl\n+ftQMxLXSGQl5ko8KjGlWAtSS/Z1kMnYskzGxhEq2BD+za3xWdrOOVc9SdpFRgELCP2a3yD8D/jX\nZvZ6rYMrEk+SdpFDgZ9idojEbOAYM96sR3ztXZSYTAIm5Ldr5Dx3IWG+cv42ToxL7dMPeALYp9Rx\nvFUkRVIfYAqhjWACNbg6ukDrUW6r0a7R17sQ/t7kWk9oQ+oONOZsewL5C+u8R/N1GcsIE4fi7VJg\nJeFTlcHANsDbhMruOznbVcBiwicsI3Ofu4Gz99yDGU0rGNjjDG59eQnDlv+Vj+24Le8O2453+i5g\nmzVbM7/3ArZZ8x5Dusf75B+v0HHifW7g7H32YEbTCN7pk3u8eNtA73Ur6b9yGEuG5J8zd5/T+PMj\nC9hmG5pbskYAc/v3f2/Hiy8e3+vKK3//3I9/fMy+O+/88tYAK1cOapw7d/dlzz577Puvu+6KOS3+\nBTvnXAdQabtIx5wuIn0EuACzsRLLgR09aWsbJPYAHgbGmHkbT5sl9QfuI1Q4z692oi2Rpbn1KBYn\nzfnWAr0Iq4muBd5X4tDxpJS5hE/cdiixL4SkvdziWk0U+NRvKkeR4WEA/sTHOZs/cC8f5kgeK3iQ\n+zmWLzKJpQxu6seqLsNZRA/W8yvO44DoA6AHOIZLuIJubGgazNIuV/MtdmdmyeAWMoytWFxyn8mc\nZuO4veTfzR/+8Lj1Bx30QI/Vq/vRt+8qAJ5//qh555+fHVny4M4510HVLMmW9GKJ15mZ7dvak1Yi\nYZI9DjhN2JmE/yn3MPOpCW2FxCTCWMUL047FlRAWpnmQ8KbogmKJdqmLZWP36vhXhrNw222Y3+/f\njNiwLe/2mMOOGskc5rIj6+ixbgNdG4azePBI5jQtYqsu2zB/w0r6r92Od9a/y3bdtmH+Wy+yz/Y9\nWT90G95tWshWXbZiYdPCaN8VDFgzgnfWzWZU15HMnfEYh+3ShzXb7MicprfZvsv2vN30Ntt3WUOv\nDefzs24b6P7iD/nP4QNZvtk+77Jtl+2Z17SY4V1ADWvpuW4QywZvzQJrpIf60IAhutOICIsHNOXk\n4F1pwggZ/ka60JUmGunGWnrSnQ1NXdmojXRVFzaylt70Zg3d2UAj3VhDb8A2bqTbxo106dGP1fRi\nHWvoab1Zp9X0tr6s0Sr6WD8aNItd1rzHkIZDmD50OQNsICuUv32RvVYfy0NPLWKrowmV/YE52/hN\nyfJ+/Zb2veCCCd0GDFjSdOCBD3VZtmxI06JFO6xav773Oq9oO+c6o1om2aNKvdDMZrf2pJVImGR/\nAThY2HeA18wYWpfgXCIS2wIvAfubMTfteFwJ0mDgXkKv/XmYbfFmNa8qPdlsy4vnpungtYcwvWep\nUxk0qcx1IgbrVb7yHO+7UVu2kACwhl4berB+TheaRihUyUsdZ51CO8oWFjG0oS+rZ/Rh7UEAa+lx\nzxMcuu80DjnjEKbdGm8PYdqCeJ8mWNwFhpU6Tu4+ixjacB2fPS73eNM45IyzufG+Xqz78a/48vWH\n8+gj+eeMt4/xwSMu4YrllG/16g78afDg+Yu/9rWvnDJ8+NtNe+01rRt4Rds51znVpV1E0jbAIYSP\nTaeb2fzWnrBSCZPsbwFbC7sGmGLGrnUJziUm8T1gpBlnpx2LKyO0jtxN+FToG5jNQNpUvd6KBd0W\nsdVxv+OcNXvzUmMj3deto+cJQ1ly57bMH96Hhm49WdelGxvZQFe6sZF1dG/qSWMXmiupzxB6qI9j\ny2prvJ1O6KkutU+SfXPH1nWr4JzTgbHAzYRxeOF+ocV8mhf+KXS8QseJ9yl1zDOAMzE7ufgvr3Uk\n+v/oR8cuOPDAh3rPnLn/hgsvvO/p5cuHL8VHazrnOpFKk2zMrOQN+Byhv/HG6DYH+Gy519XqFkIu\nsx9cYXAJ2CFgT6UVq99K/R5tANh8sP3SjsVvCW7Qw+B8g4UGkwyeNDADW0OPOw/g6XveZGRD/Nh6\num1cyoDG+P79ZJY8xFFzr+TCwx7iqLl3cvI+BrcZ7BhtB0W33Mfyt0n2SbLvo3FcBndUcJxB0c9m\n0Gb3C//8BpU43pbHSXbMrQ2WGXSrxe981KgXz7r88lPWDBy48InmH5fdlvp/i37zm9/8Vqdbopyz\nxC3JdJGZwKFmtiS6PxR4wszGtDqzr0DCSvYvgFnCZgHnm/HhugTnWkTiq8BHzTg+7Vgc5FangfEU\nrp4OAb4JfIvQXrAy2nZZT7duPdjQ5T0GNM1h1KodeKffMJZ0eYYDNt7L8btcbG2kp3fzqnLhKnF7\nIb0EnIvZ9Ja8LJtVL6BnJmPLi+0jsSvwADCDAgvXmFe0nXMdXM2XVSeMklqVcz8eadWWDSJ8FDsY\nX4imLZsEjJY4Ju1AHNC82FDxpbbN3sPsImA0MA34DPAc0KMHG7osYmjDHHZatT//GjCMJV3mMoKv\n8MsT20yCHcRLi7fvBDt4CFr27ydKsO8Dflpm19mE0Ybn4kuxO+dciyVJst8AnpR0maTLgCeBWZK+\nGS1M0xbFfZND8IVo2iwz1gMXAVdLif5bdLWVuxDRGqQs0lykR/O3z7D/I8NZuEHYhHX0iN+ETx/O\nkhFr6L0O4Hn2XXcQzz7yhB3691S+m2LMlmE2rgMk2NDCJDubVVfgD4R59SUnRJmxgdAeOMzCxayb\nLVwTLf7ji/4451wRSZPsvxImVVn09ZuEP9L9axdaReIk2yvZbd/thP+uTk87EJdT4Q2LwhxFmDN9\neP72QJ7b4Zd8+XDg+B2Zs4qcyvBDHPv+qRw17yPc9/dFbHVTGt9IJ/JP4DCkRBNXCJNEhgEfBnbP\nZsuu6jmL8KkFFP7v43hgpifbzjm3pW7ldjCzy+KvJXUF+pkV7+NrI3Ir2W+nHIsrwYwmiQuBayXu\nNGNd2jF1WqGyG8bvSXFVu+DUjVfYbfkErhkITF/ANv+RWxW+2K6YIzEamE/zKqCuFsyWIr1GmP70\nSKlds1mdCZwCHJTJ2NJsVouBnQiFlGI2JdlRD/Y4AGnTpx4rgeE0t5BsMb7ROec6q7KVbEk3Sxog\nqS/wIjBDUltfRGQgYQSWV7LbATOmElbz+2LasbhN4qrlfoW2f+a0/ZYzaDIwtsgFcMcCL5qxoF4B\nd2JlW0ayWe0N/Bw4NZOx+G/iy8BeZY6dW8nOFf/38WR0fzr+hso55zaTpF1kLzNbQaiA3Ev4mPAz\ntQyqCrwnu/35DvBfEgPTDsSR27c8p9D2YrtijhnjSkyYOBW4o54hd2Ilk+xsVsOBO4FvZjL2Qs5T\nSZLsmYQLYjdjxrKoT/t0ohYSnzbinHObS5Jkd5PUnZBk32VmjYQe2rZJEiHJXoFXstsNM14EpoAv\ntd7eSXQDTiYkdq72HgUOROqT/0Q2q76EhYRuz2Ts93lPV1LJBpqTbU+wnXNuS0mS7EmEUU79gIej\n5dbbck92P2At4c2AV7Lbl/8GvigxIu1AXEWOAOaa0ZbG9nVcZqsIy94flvtwNqtuwG2EVqyL7Zcm\n1wAAIABJREFUCrxyBuWT7HnAEIm+VYjUOec6lbJJtpn93MxGmNnxZtZEGOl0dO1Da7W4VQS8kt2u\nmDEPuBa4LOVQXGU+Afwp7SA6mUItI1cAvYHPZTIFVx2bAewWjfUryIwmwjSpXasVqHPOdRZFp4tI\n+oyZ/UHSN2luD4lXvTHgJ7UOrpVyk2yvZLc/PwBek/hfM2akHYxrmWje+alAJuVQOpuHCP92AMhm\ndSpwJmGSSGOhF2Qytiqb1UJgZ0JbSDEzCS0jL5TYxznnXJ5Sley4v69/zq0fbXs+NkRJtkRvwpuC\nNSnH41rAjKXAVcCVacfiWuVQYLEZM9MOpJN5EtgLaWA2q52B3wCnZTK2qMzrkvZlb3Hxo3POudKK\nVrLNbFK0vaxu0VRHPL5vCPCeWRu+SNMV8yvgqxJHmJWe/evanE8Af047iE7HbC3SNOBIYBfgjkzG\npid4ZZxk/6XEPrPI6/d2zjlXXsmebEnHSLpD0ozo9idJbbkfG3y1x3bPjLXAJYTl1lVuf9c2RL8r\n78dOz1TCKoz7EC6ETKLiCSPOOecKK5pkSzoBuA64i7DwwKcII9aui55rqwbhM7I7gpsIF22dmnYg\nLrGDCO1Z3kufjocJley9CQuHJeFJtnPO1UipSvaFwClmdr2ZPW9mz5nZ7wjzsr9dn/BaxSvZHUA0\n1eBC4EqJ7mnH4xI5DfiTt2ilZrqJPTH2IiTPSbwCjInG/RXzb6CvLxTlnHMtUyrJ3trMtria3Mz+\nBWxVu5AqlptkeyW7HTPjH4Q5vWemHYsrLadVxPux02K2tmFHXu6ynjWZjCVaHCaTsdXAu4QJI0UO\niwGv49Vs55xrkVJJdkMrn0tb7pLqXslu/34BfC7tIFxZ+xH+niTtBXY1sOQDvNX7nRYvFuYtI845\nVwOlPiLcRdJdRZ4rWvVoA+LpImPwSnZHcA/wfxK7mfFa2sG4oj6Bt4rUXDarawh/2xqA8fkV68Uf\npGHADHq28LBxkn1niX08yXbOuRYqlWSfXOK5H1U7kCrKrWS/mnIsrkJmNEr8nlDN/lba8biiTgPO\nSTuIjionud6H8LcNYBIwLne/lWPot91dDEfqjVnSNQJeBj5aZp9ZbLmipHPOuRJKzcnO1jGOaloD\nLMZ7sjuS64BHJC4yY33awbjNSewJ9AWeSjuWDmwMYTxfbDowIX8n686evd9hJnAw8M+Ex36Z8m9g\nZwJfTHg855xzlK5kt09mpwMg/hvvye4QzJgp8SrwMXwGc1t0GnCHt4rUVHwdzLPAXODcuFUkp8q9\nBtil75v8Gjgym9WnKNFakuNVYHQ2q26ZjG0oso+3izjnXAuVXIymnfNKdsfyS+DbUof+b7a98gVo\nam88MBk4NpOxj+clzHGV+yNAY7eGTYvSxI8fT2gtKSiTsQbCmL5dS5x/EdBVYmhF34VzznUiHa+S\n3cyni3QsfybMZz8duDXlWFxEYjRhpOfjacfSkUVJ9ab+67wLIOMWqhVAY/ZB/q//DLbFeC9aL7Vg\na0me+OLHgtexmGHSpmr2kgq+Feec6zSKJtklJosAmJl9rAbxVJNXsjsQM5okLgR+K3GH92a3GZ8g\ntIo0pR1IJ5Pbo30nocp9GLA9XWDl3gAMJ8yZH5tgbnacZJeacx4n2U+2PmznnOs8SlWyf1y3KKos\naikYRBjl5zoIMx6SNl2A9fO043FA6Me+MO0gOqG4R3s68B+ZjC3LZrUgemw5MLDHIt5eP5x9Ey5M\n8zJwUpl9ZhKSe+eccwl0xOkiAP2BBjMa0w7EVd23gfslbjBjRdrBdGYSo4AdgYdTDqUzGk/os56Q\nk0SvAaYA5/V6m5sP+CoreyxNtvIjIcn+Tpl9ZgEntipa55zrhGRWeiCApDHA9wkfJfaKHjYzS2VB\nGklmZiq9DzsBWTN2rFNYro4kbgTmmXFx2rF0ZhLfBHY34/Npx9LZZbPqDywA+mcythFpK+A1YBhm\nGxO8vjehvW5AJmMFixMShwC/NuPAKobunHNtVpKcs5QkkxquB34DNAIZ4EbgptaesE68H7tjuwT4\nksR2aQfSyX2C0j28rn72BF7JZKKE2mwhMJ+weE1ZmYytAd6m9ISRWcBoiVb/D8c55zqTJEl2bzN7\ngFD1nmNmlwEn1DasivlkkQ7MjLmEBWouSzmUTktiB2A34KG0Y3EA7A28lPfYw8CRLTjGK8AexZ40\n4z3CJJOtWxydc851QkmS7LWSugKvS/qKpFMJq7u1ZV7J7viuBD4p1e5/+BLXSGQlpkgMKvLcXIlH\nC2y3eE0Hczpwp095aTP2AV7Me+xhNl8lspwZhIp4Kb4ojXPOJZQkyT4f6AN8DTgI+DRwdi2DqgKv\nZHdwZiwF7iOsAlkrpRbziJ/bATi8wLbkAiAdwBnAbWkH4TYpXsmWkrZ3lKxkRzzJds65hMouRmNm\nT0VfrgTOqWk01eOV7HZOIl5sY2fCMtIj87YrCG/+fiBxSc5j44Gr8167Ahhv1uKRjvGYtEXACIkp\nwEJgFM0Vv+XAwALbJAuAFJXz/TfknLPS76cqJHYh/B6mpnF+V9CWlWyzeUgrgd0JCXQ5MwhFlVI8\nyXbOuYTKJtmS7gc+aRZGQUkaDNxqZh+udXAVGIIn2e1d7mIbOxTZLib8rofkPDaJ0DOa/9pJ5KyY\nl1A8Jm0EoToNIeEeHn09DziCkNRfmLedUGESnPv9556zku+nWsYBfzJjQ0rndzmyWW0F9CAsjZ4v\n7stOkmS/CuyWzarrpgsotzSLMBvdOedcGUnaRYbHCTaAmS0l4YUvkn4naYGkF3MeGyLpfkkzJf1D\n0qCc574raZakVyWNbck3kscr2e1fXEVeXmQ7HXgub9+4epz/2lZVlc1YZsY42DSPezrwfM7X+5ox\nx4xxBbaVVplzv6f4nPH3s6myXu++76jC/l/AAR2857w92Rt4MZMpOI818cWPmYytJLxxLTX61Bek\ncc65hJIk2RslbfqjK2kUJF5C+XrgI3mPfQe438zGAA9G95G0J6FCtmf0ml9LShJfId6T3f6NJywV\nvV+R7VjCxXdPERKJycDYKLnNf+3YCpPe+HjxOatxzNacM/5+ZpJe3/f7CBc+fyCFc7vCCvVjx8LF\njy3ryy518eMsYJdoVV3nnHMllG0XAS4CHpEUr+p2JPCFJAc3s0eipDzXx2j+GPxGIEtItE8GbjGz\nRmC2pNeBg4Enk5wrj1ey27kogY3bIYptkfgo8CawnRmrS7y2WrFU5ZgVnHNc1BsOFfZ9t9LgFM/t\nCtsHeLbIc28QiimjgLcSHGsG4eLHuws9acZKiZXAdoS52s4554ooW40ws78DBxImCdwKHBA91lpb\nm9mC6OsFNLee5P/RfpvQC9saXsnuJMxYQnijdmHKodTTpip3PS9+zFmE5IF6n9uVVLySHZb0bcko\nPx/j55xzVVK0ki1pDzN7RdKBgNF8Uc1ISSPNrFjlJDEzM0ml1nUv+Jyky3LuZs0sm7eLV7I7lwnA\n0xJPmXFP2sHUWoEqd73sR/ibMdas8L9NV1/ZrATsRfF2EWjuy74hwSFfAT5bZp9ZhL5sny7jnOtQ\nJGUIq5tXRal2kQuAzwM/pnCye3Qrz7lA0jZmNl/StoTxZADv0Dw5AWD76LEtRKtOluKV7E7EjPkS\nZwB3SBxmxuu1OE+08M2lhH8PC4EbzJhTi3O1UWcAt3qC3absCKzIZKzU37uHCX/Pk3gF2DOblYpc\nSAnhmgCvZDvnOpyoaJuN70u6tJLjFW0XMbPPR19+xMyOzr0RLrhqrb/RvJjN2cBfch4/Q1IPSTsR\n/og/VeD1JUl0B3oT5nq7TsKMRwlTLx6T+Hi1jy/xfkIf8lrCqLPBwHQptTF6dRW1iozDF6Bpa0pd\n9BibAQxCKtt+l8nYEmANpVv1vF3EOecSSHKF+OMJH9uCpFuifXeTNE/SucAPgOMkzQSOie5jZjMI\nfaYzgHuB88yKVlJKGQwsM0s8AcV1EGZcS7iA9scSV1XruBJHAFOAr5lxgRm/MON8wpvN70nMkXhT\n4uYOPHXhYGAd8ELagbjNFFpOfXNmTcAjhJnuSZRb+dGTbOecS6BUT/a2hIsR+0g6ABDhY/IBhJX2\nyjKzM4s89aEi+38f+H6SY5cwGG8V6bTMeFLiAEKV+VmzyiqvEsOAm4GzzLg371zPSOxDqPoJuAn4\nIvDrSs7ZRo0DbvNWkTZnb+AfCfaL+7JvTbDvG8BOJZ5/HdhZoqsZxRatcc65Tq9UT/ZYwjLqIwh9\n2bGVhI/l2ypf7bGTM2NZ1KN9r8R0M95szXGiFonrCX3I9xbax4x1hBGCSJwDPCpxnxlvtC76tieq\nzn+SLWfeu/Ttw+Z/n4t5mPIXNMbeokSSbUaDxGJgJMnGAjrnXKdUNMk2sxsl/RE4w8xuqmNMlfJK\ntourzN8Hbpc4wYz5rTjM14CtgE8kPOer0Tmvl8h0oJalQ4CVZrycdiCuWTar7oS2jSRLpr8A7IA0\nDLPFZfZ9CzipzD7xxY+eZDvnXBEl+0fNbCPJr0pvK7yS7WI/Iyyq8ZzECS15ocSBhIWYzjRjfQvP\nKeDrLTlfG/dJ4Pa0g3BbGA3MzWRsTdk9zTYQro9J0pc9m7B4TSnel+2cc2UkuUjrfkn/KWkHSUPi\nW80jaz2vZDsAzDAzLiUsSz5J4pQkr5PoT+hd/WpLW02iHtVzgIskdmthyG1OTqvI5LRjcVvYh/KT\nRXLFfdnllGwXiXiS7ZxzZSRZVv0MwgWPX857vNwf4bR4JdttxoxHJD5JmKP9hBnxiqNI7A58A+hO\neNM5BNgNmNraiybNeEPiUuAGiSPM2FD5d5EabxVpu/am3GSRzf0T+EWC/eYDA7NZ9c1kbHWRfWbR\n+rUSnHOuU0iyrPooM9sp/1aP4FrJK9mdlMQ1ElmJKRKDcp8z4wngOuBaCUX7vkboVV0EPEr4iHxn\nwpu071YYzv8BDcA3KzxO2rxVpO1qaSX7aWAM0sBSO2Uy1gTMISx0U0y86qNzzrkiyibZkvpKukTS\nb6P7oyWdWPvQWs0r2Z3XGOAowvzqSQWev5wwlvIdwqSFMUAPYLQZv4v22Qv4ABWO4YsuevwP4D8l\n9q7kWGnxVpE2r2WVbLP1hAWVDk+wd7mWkTeAkdHiX8455wpI0pN9PbAeOCy6/2/gf2oWUeW8kt15\nNUTb6cCE/CejCxiPAA4FHiiwb8nXt1S05Pp3gRvbaTLirSJtVDarAcC20OJRkY8AH0yw32xKj/Fb\nR/h/wagWnt855zqNJEn2LmZ2FSHRxqxoj15bMRd4O+0gXCrGE6quY81YVmgHMxqi5HdcgX3Lvr4V\nrgMWkHC2vEQ3id1acdu2SvHm8laRtusw4KlMxlra7/8oySaMvIVPGHHOuYokufBxnaTe8R1JuxCW\nV26TzLa4QNN1ElFiPK61+7bk9S2IySQ+TxgjeJcZzxbbN1r85o+ESmNL38xuIzHWjGkVhJsbiy9A\n07YdRZgW0lJPAvsj9cJsbYn93gIOLnOsuC97SivicM65Di9Jkn0Z8Hdge0k3E/r5zqlhTM51KGa8\nI/FNQtvIQdFH7YV8FtiT0CNefvZxDonTgD9IHGDGqgpDBm8VaeuOAi5u8avMViK9ChwIPFZiz9mU\nnyA1E7/40TnniiqaZEv6NXCzmf1D0jOEPlaAr5vZorpE51zH8UfCypH3SLwALCZMNYm3vYArgSNb\nmmADmPEniROBnwBfqEK83irSRmWz6gPsS6hKt0bcMlIqyU7aLtKiRZ6cc64zKVXJngn8UNJ2wG3A\nLWb2XH3Ccq5jidpGzgY+DgwDhgO75nw9BDjfLNES2cV8DXhe4mQz/trag+S0ihxfQSyudg4FXshk\nrKHsnoU9ApxbZp/FQI9sVgMzGVteZB/vyXbOuRKKJtlm9lPgp5JGERak+Z2kPsDNhIR7Zl0idK6D\nMGM5cEMNj79C4jPAnyWmmTG/lYf6ILDUrEUzmF39HEVYWKa1HgOuReqCWVOhHTIZs2xWswktI88X\nOc5sYDuJniVaoJxzrtNKshjNbDP7gZntT0i2Pw4VVducczVixmPAb4HrowspW+PTwE3Vi8pV2ZFU\nkmSbzSdUqvcqs2fJlhEzGgnTnHZpdSzOOdeBJVmMppukj0UXPf4deBU4teaROeda63JgKHBeS18o\n0ZPQO35ztYNylctm1Qs4CHi8wkMlmZddbkEaCG2F3jLinHMFFE2yJY2V9DvC6nifB+4mzMw+w8xa\n3e/pnKutqML4aeAyiT1a+PKPAi+aMa/6kbkqOBiYkcnYygqP8xjlk+zZJLv40SeMOOdcAaUq2d8B\nngD2MLOTzOxmM6vGaDDn6k7iGomsxFyJRyWmSAxKO65aMWMmcBFwk0SPFrz0U4RJKK5tOgaYWoXj\nPEkY01iKV7Kdc64CRZNsMzvGzH5rZu/VMyDnamQM4YKxHQiz3o8HJqUaUe39lrD66eVJdpYYChwH\n/KmWQbmKHAM8WIXjvAoMRxpWYp+kSbZXsp1zroAki9E41xHE486WAwOB6cAEiWsISUIDML6Ky6mn\nLhob+DnCWL97zYpfLBddJDkJuL5aPwNN1OY/20utw/xs05DNqi9wAKXnWydjthHpaUL7SbEVG2cD\no7JZKZMxK7KPJ9nOOVdE2QsfnesgxgOTgf2i7dgomYwr3B2ysm3GQuBzwO/LtMdMIEyJ+E4VT9+h\nf7YpOBx4NpOx1VU63jRKtIxkMrYM2EC4iLaYt4FBEv2rFJNzznUYXsl2nUKUUI+L7o7LeSqucE8n\nJJpUq7qdc5ydCaPORuZtVwALCReX5e+zoty5Cxy/1PGGAG9JLARWAYOjx5YBg4C+hJUnH5AqiytH\n7s92jSYqi1e1K3Es8FAVjzcN+FKZfeKWkcWFnjSjSdq0KM2zVYzNOefaPU+yXWc3nlBlnZCTOMYV\nWKLnxhV6YQK5x9mhyHYRYcXHQs+VO3eh45c6HoSEugHoE90fmPPcttGt0rhim362wF+ozs+0MzsG\nuKCKx5sGXF9qURqaJ4xML3GcuGXEk2znnMvh7SKuUzNjmRnj8iqzW1S3Wym3D7zQdjrNq+kVeq7c\nufOPX+p4ufs8lmCfSuICwC61ZXapjYuq1nGsi4ARmqgpmqgOO92l2rJZDQZ2JyTG1REWpVlB6ekg\nfvGjc861kifZzm0p7t8eW+FFgPl94PnbscDpxZ5LcO4t+sxLHK9a+7T2ZxLHOpPOM92lmo4EHs9k\nbH2Vj1uyL5vkSfZuVYvIOec6CFnRi8bbJklmZq1dLto5lyJN1BRCgr2IkJyFHm/v0S4pm9XPgXcy\nGbuqqgeWLgB2wezLRc57IvDlTMaOL34IDgV+bsb7qxqbc86lrNKc03uynXP1FPdpjyBUtAFmaqKe\nJkGync1uPhYwmoDRGRwDnFuD404j/E6KSdwuIiEz2lfVxjnnasjbRZxzdRP3aRMq2AArCRdYHg/8\nXhNVrmLQ6cYCZrPamvCmpBYXFj4L7InUu8jzs4Eds1mVWLiMJYRRf1tVPzznnGu/PMl2zqUh7tF+\nMro/nZA4L9FETS1xUeRmF1Bms5qSzXb4CyiPBv6ZydjGqh/ZbA0wA9i/0NPRTO6VwNZljuQXPzrn\nXB5Psp1zdZdT0Y4vsPwG0EiY350BspqoQu1snfECymOo7nzsfNW4+PE1PMl2zrnNeJLtnEtNTrI9\nBlgaPfweYTbzYk3UEbn7ZzK2LJPZrN2kM1S0q70ITb5qTRjxJNs553J4ku2cawsOBH5FqFK/Qlgk\nZyBwvybqB5q4Rc9wp6hoZ7MaBfQDXq7haaYBHyjx/GzCm55SPMl2zrk8nmQ759qCA4HH8y6KXAS8\nAJwFvKaJ+pImqhd0qor20cBDmUxNZ63OAgYiFeu79kq2c861gifZzrlURb3X+wLPRQ/lVqkPJiz1\nPhM4EXhDE/VNTVS/Avt2xIp2rfuxiZZUf4riLSNJkuzXgZ0lulYzNOeca888yXbOpW134B271JZD\nwTF/i4BegIAzCMngIk3UW0f/k8lH/5MJFK5oD6nrd1Fl2axEPZLs4EmKJ9mzKdMuYkYD4Wc/sqpR\nOedcO+ZJtnMubQcCzxR4vFCV+nrCPOa1hMTvOOCdUx6nz7om/jKngaZ4XzPmZ7Oal83q3nbaQrIb\nYf70m3U4V6mLH+cA22ezKlel9uXVnXMuhyfZzrm0FUyyC1S0pwPzCYvRxEnzKqDP8kaO+sgj7LV8\nPT0BXl0BBt2B7YGPADfU9luoiWOAB2vcjx17Cng/2nLRmUzG1hF9QlDmGN6X7ZxzOTzJds6l7QBK\nr2YYV7TH0pxwPwv8BXgiur8E6HPRSwycuhBumM0bjU00AqzfyEYzPpLN6tF2VtGuV6sImC0mJNK7\nF9ljNn7xo3POtYgn2c651GiiugL7USLJjivadqktoznhPtYutY/TvJjNq8CIVRvR5a+wYmhPtpm+\nlKapC+G1VXSV6EloI7m35t9UFUTLmGeAqXU8balRfr4gjXPOtZAn2c65NO0GLIgS6LLyEu5iLSU7\nfmVXrntrNSsufwUaNmAADY00mvG+bFZvZbMaWotvpor2AxZnMvZOVY4mXYOURZqCilbzK7r4Ea9k\nO+fcZjzJds6lqdhFjy21qaXELrVlvbsy5kNb8zVg8vdf5dWpC+GNBrpL9CIkizOyWQ2vwnlr5Rjg\nwSoebwyhl73UiMNSFz8mqWTPAbaRyF84yDnnOiVPsp1zaapKkp1f4Qb23rYX0+xSG7diA7MvfwXW\nbmQDwPL1NDU2YcCcbFZHVnruGql2P3ZDtA0XMBauaL8AjEbqW+D1ZZNsMzZE++1SabDOOdcRdEs7\nAOdcp3YAcHc1Dxhd3DiYUFmFUOWe9D+vMvLru/KBYT3pss9AtgYwY2o2q9cI7RDjM5lkbSu1lM2q\nO/BB4OwqHnY8oYI9gtCbDjATaS0wl9BusxDYCDyAdDy22c9iNuXbRcIxQ9X8peqE7Zxz7ZdXsp1z\nqdBEdQHeR+nJIq2xJ/ByJmNN0FzlXt7I0tyK9isrYNYqBOxBaKO4pspxtNYhwOuZjC2u2hHNlmGb\n9a6vBIYDO9A8g/yjQH/CxY/5LSXzgK2zWfUocybvy3bOuYgn2c65tIwBFtul9l6Vj7s38HKBx8cT\nerQfmboQvvMizzYaiwAam6BhA6f+5m9a9NkbtWOV42mp44AHanTsuHf9yej+8mg7HXg++nopMCH3\nRZmMbQD+TfkVHT3Jds65iCfZzrm0VOuix3x7U6BdIa5oL2vk1MtfYfKKDRx70UvMmroQXl0JfbrR\ndfcBDDtkyKYENC0fAu6vyZGbK9rx6MP9aJ5BfjpwD7Amr1UkNhufMOKcc4l5ku2cS0tdk+xY7kWS\nyxvDmL+4hWRVI+zcl21umqLlaVS0s1kNBPYFHq3pieJk22xOtF0WJdYnAUOQHkeai/RozkWSSSaM\n+NLqzjkX8STbOZeWcis9tlbJJDvPeGDyfQs44PllzPv3WlZ16wIj+jDgw1szI5tVvS8OzwBPZjK2\nts7nDcyM0EJyKJv3a08iWZI9H+gpMaSWYTrnXHvgSbZzru6iix73p8qV7Gj2dXfg3ST7x1XtB75k\nL55/io1sbGINwPL1WO+u9FnZyLoLb9Gh1YyxjNq1iiT3XLRtirbTCT3asynTLmKGEarZo2sUm3PO\ntRueZDvn0rArsNQutSVVPu7ewEuZjFlrXvzsMt7//DLmLVzHyv7doX93uhyzFY9/9kadU90wi6rl\nRY9JnUno0/4usA74PaG6naSSDd6X7ZxzgCfZzrl01Kofey8KTxZJ5Lqzbc75p9jI9U2sA3hzNavn\nNLD0zB24/oZ7tPYz12tUleLcQjarHYBhNE/5SEdzv/bVhN/TF4Dbtr6f9/Ak2znnEvMk2zmXhjaZ\nZMfiivZji9kL6NKtC4zqS89PjeStX/61ZmP+PgQ8GM/3bhPMXgYOBubvfiX30sTgbFbllk33JNs5\n5/Ak2zmXjlpd9FiVJDuuaF93ts3Z0MR6gIYN0Ksr7D2QYfsM5KmKI93ScaTfj70ls7WYfU3Geb3m\n03Xfb/EjVPKCUE+ynXMOT7Kdc3WmiRIhya72RY+iSkl2rriqPaeBJQBrN8KeA9jq13/TukHf1xOa\nqCmaqEGVnCObVRfgWNpikh0zu2f9UB5pHMShwMNIo4rsOQsYLaG6xeacc22QJ9nOuXrbBVjx/+yd\neZgU5bX/P2dW9mFHQFBREUQEWRQXQiHu+xYxGDXxusSruSYm8WcSTVtGE6NJvDHxqrhE404SF1Rc\nI4WAggiCKKvIpmzDMsMyw2x9fn+8VdA0PXtX90zP+3meeWqmppbT3W9XnTrv95yjES1M8nF7AAps\nSuZBg6j2p9sYPr+ItWtL2J6XBUd2IO93gxjF3hJ3jWEwsN1xdHXjLQ6PaD7LFt/GE8C/gU8QuSx+\nG1WKgZ1Ar1TbZ7FYLE0J62RbLJZUE6oeu6GVRWojPilyewV6aDt44TiinfPo28iIdlMo3ZcYkYmI\neIis6fMCp/d4j59hHgrWAI8j8scEe1nJiMViafFYJ9tisaSaJp30WBuBfCQvi7n52XBAK7IeH86o\ngtxGRbSbQum+6ugPjAH6tF/OQdFWHAKchfkc2wLXIXJT3D5LsZ0fLRZLC8c62RaLJdU06aTH2ggi\n2q2yKQTYXkFFRRReOg59agRP1/d4nietMJ0Vpybb1iRR4i+LW22AXQdTwt4yg4UYh/p/EVkc04Ld\nRrItFkuLxzrZFoslZYSV9OiTEic7hgnApDbZzO3eCvKzkQPbMPmDqXJ5PY9zPLDIcXRbCDYmgwmY\n5jRD8rbyWslBlAGX+uuWASOAbGAAe/Xp1sm2WCwtHutkWyyWVHIIUKIR3ZjMg4ZVWaQmHEeLHEfH\n52SxDaAiyvxPtlJVEeXZf78jJT9+VvrV8VBNs3RfwN7mNKtnvciFCPneVKKojge2+1tYYp6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FPl58BxwND19FoqaJdpfOcY4BPgM0SuSNb5LBZLy8AmPloslmQyHJgcxoE9TwqAjpgW2JaQiKk8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\nzMzMasyNbDMzMzOzGvt/FRErNkWjApgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ae03410>"
      ]
     },
     "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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baGbT6j4nG2dmq8xsPXA5sHsMZiEEohPN7DUz20gIwL8at40A5pvZDWa2zswq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\nTfb/UpY6EUz+nrYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ae02250>"
      ]
     },
     "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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hwI+BaaTjexqgvL3vky4onEkKXP9Z6XisiFxrvXd+vClpBvAH0knEcu1GxGMR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/1Km9HraHD1YayfisgMVFcc1Fhy9yEavT4Uv5QDxgANMDJ926O1rwTnCUqfJnYbzMhFu0QaVYkV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\nsU62xWKxWCwWi8USYf4fppkW1jMUIagAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12d402e10>"
      ]
     },
     "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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mg5+bi/TdDsDCTSbATmbT2fOImZmZmfUzB9mwG/DQQBeizhxkm5mZmQ0gB9nw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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118d14c50>"
      ]
     },
     "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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RxzP5si2E1jygMwiCIAiCRmKpd7Ip7XQ2iZMt6RNJ8yXNljRD0tOSjgTN8hSD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MdxKogIfYAPgQ0ymf4oMhFLsCcBU4CRWJV7LKpzEFkDmAycieo/ah6f4zjdFvfJdhzHccpChH8D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\n/h8Ebilv16uavQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118d21f10>"
      ]
     },
     "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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N4BlgUgV53wOuA0YBe0targbZQRAEQRAs5nQaI9tGrfFqRZUmAaVwgpLcuSQD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LIcuAn4v1Lb0mFR/RwYC9yNSN9Sm+M4TufGI9mO4zidBBH6Y5VG9lJldonNKT4i47HGPKuAMRlr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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ce59510>"
      ]
     },
     "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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KelxSvaR7JX2imbt4CvAP28eWrm5p+/nc7/mF5cazdFhESHXJl1P4\nApEdDNxevrzEqsA6wIxm9q/ZbGYA5wFntPe2QgghhLB86oih8TqUTql8NcXm8kktGry7sXWK/ToP\nOMf2lblUoxS4bgu8DPS1vRggXzXyxqobTJnricB3gKtIwwxOlLSR7fq82IGky2s/RxqWEGAv0igr\n70raErgEGAk8Qgpwb5Y03PYHNe057EjZ1S2ruBK4R9JxwMakrPWDwDfKljsYOAl4CDhJ0jq23wDW\nB16z+bDGfrXWr4mh8kIIIYRQRbcLplsYBLcFAX+WVAzyViFdUa/c+8B/SVrb9mxSMFlqo9wAYGYj\n290deM72lfnx1ZKOJJVGXEYK4sfZfjbPX5wrPc6wPRdA0uHAH2w/nJe5XNKPgK2BexrZdtFaTfSz\nZDopqN8Z2IGUlW4gXylzCHCz7QWSniGVg5xLB9RLF9m8I/Fj4GyJz9htVsoTQgghhG4gyjzajoG9\nbPcv3YBvUzlAPhQYDjybyzJ2b6Tdt4DBjcwfDEwtm/Zq2TrTKqxXnLYBcEwu8aiXVA98pIntNref\nJSYF0IcA+5HKOMqP0RjgVtsL8uPrWFrqUUcHBtPZFaQvRnFxoRBCCCE0EMF0+6qYJbc9xfZo2wOB\nXwDXS1qdyicw3g58pfzEwYLXSMFw0QZ5+pJNVupG4f5U4LTiFwHbvWxfU2WbldwOfK3GZW8EvgS8\naHt6cUY+DvsCO0iaKWkmcAywuaRP0v5jTC8jD5V3NPALidU6ctshhBBC6NoimO4Ekg6UNDA/nEcK\nbBcDb+a/xVE6zgb6AJdJGprXHyLp1/kkwUnAcEn7S1pJ0ijg48AtxU020aWLgW/mEyMlaU1Ju0vq\n1cR6RScBn5H0S0nr5n4OkzReUp/igrbfAb4AHFahnS8DH5LqqTfPt41J5SYH0zmZaWzuAh4jjT8d\nQgghhABEMN3eqg2X90XgKUkLgHOA/Wy/Z3shcBpwby63GJFPIvwM8AHwoKT5pCzwXGCK7TmkEweP\nAWYDxwIj8/RiP8r7tfSB/SjpBMDfAXOAF0iBa831wbZfArYhBbtPS5oLXA88TBpFpMF2bT9muzi2\ndGnewcClecSSN/JtVu7baFjUoTXTZY4DfiCxTidtP4QQQghdjOyueT6VJNvLnkxYbXpYMUhMBbaz\nOyegljgbWMtuMLzfcileSyGEEELrPw8jMx2WGxIrA+vRsB68o50EbCVxRCf2IYQQQghdRATToWaS\n/ippQYVbLeNLt4WPADNtah37us3ZLCDVdZ8q8dnO6kcIIYQQuoZuN850aD+2d+vkLtTRefXSS9i8\nIDEGuFZihN2pmfIQQgghdKLITIflSR1dIJgGsPkr8FvgxhguL4QQQlhxRTAdlid1dPAY0034Bak/\nv5eaHH4whBBCCN1QBNNhedKZw+ItI19a/BBgK9LVLkMIIYSwgolgOixP6uhCwTSAzTvAV4CTJLbu\n7P6EEEIIoWNFMN3BJF0g6cTO7kdXJ+kMSeVXG6yjUOYh6QBJ/6/weLGkDTuoi0vYvAg3nAA97pdm\nrZP7cr2kXTu6LyGEEELoWHHRljYk6RVgHdLlsBcBzwCXAxe5mQc6t/V123e2cTebRdIqwI+A0cBg\n0iXP7wR+Zrtd6pfzpdb/CWxk+z1J26dt9hK8Xbqa4p229ypbbzEwzPZLksYB02z/pD36WKHPdaCX\n4YM7oOcXQZ8CLrC9VUdsvyW68msphBBC6Chx0ZauxaRLefcBhgJnki5BfUkL2+oKgc71pMuV7w/0\nATYHHgF2bG5DknqWPZakSvs4Fpho+72lk3q+Dgum2+6db3tVWK/NlPe1Nku+MJ1q+2Ggj6T/bst+\nhRBCCKFriWC6ndheYHsCMAoYI2kTAEnjJJ2a768t6RZJ9ZLeknR3ji/Hk4LxCfmiKMfm5a+TNFPS\nXEl3ldostHt+bm++pAeKJQ+SNpV0W97O65JOyNN7SDpe0hRJsyVdI6l/nrcTsBOwl+1HbS+2Pd/2\nBbYvzcsMlnRzbvcFSYcVtnlyLncYL2keMFbSZEmnSboXeAf4aIXDtytwV8NJK61EWb20pLGS7ilf\nWdLhpEz6D/Px+0uhrzdIekPSS5K+20hfx0jqK+kSSTMkTZd0qqQeheN2lqQ3Jb0I7J5amj0aOFBi\nT2Dy0ukhhBBC6I66VzAtXYQ0GWkSUr9Oa6MgZyinA9uWJuUbwDHANGBtUnnICU4OAqaSsty9bZ+V\nl58IDAMGAo8BV5ZtbhRwMtAfmAKclnZJvYHbgUnAoNzGHXmd7wJ7AtvlefXA+XneTsCDthu7KMnV\nua+DgL2B0yV9oTB/T+A6230L/T0AOAzoldct9wnguYaTVupJjScf2r4ob+sXpSx2DoInkMpHBpMy\n69+TtEuVvv4JGAe8D2wEbAnskvsNcDgpUN6CNJrH3oBhvdnAPsAfYfibpEx+CCGEELqp7hVMw3Dg\n88BuwB86sY1yM4ABFaa/TwpC62wvsn1vY43YHmf7HdsfAKcAm+dAGVKAfqPtR2wvIgWTW+R5I4EZ\nts+x/b7tt20/lOcdAZxoe0ah3b1zmcNawOvV+iNpfeAzwHG53SeAPwIHFxa7z/bNuf//yf0cZ/vZ\nnOn+sELT/YAFDSct7A9r7J2z+PWS9mHpl5KqXSzc/zSwtu2f2/7Q9su5r/tV6ivQl/Qc+L7td22/\nCZxbWH5f4Bzbr9muB04vbc/mQeAk+OYY6Fnp/x5CCCGEbqK7BdML89+HSUFiZ7VR7iPAnMLjUpD3\nK1IG+VZJL0o6rloDuazgzFyOMQ94Oc9au7DYrML9d0mZX4D1gZeqNF0H3FQKUkknTX4IrAvMJgX7\n1QwG5th+pzBtKjCk8Hh6hfWmNdImpOx474aT+i+Ehd+13T/frqN5NeUbAIMLwXg9cALpF4FKfd0A\nWBmYWVj+QtKvApCOS3E/yjPsF8KrM2CbYXFBlxBCCKH76m7B9GjgWmAX7Lmd2MYSkj5NCjr/UT4v\nZ4iPtb0RqcTg6EKJRHnW9YC8zI65DKFUa1xLoDYVqDZk3FRg10KQ2t/2GrZnkEpDRkgaUmXdGcAA\nSb0K04bSMCitlD1uKqP8JPCxhpOWrZluQvk2pgIvl+1nH9sjC8sX15kGvAesVVi+r+1P5PkzSfta\nUryfL+jy+6dg6x7A95rR7xBCCCEsR7pXMG3PxR7VqiC49W0IQFIfSSOBq4Dxtp8uzs/LjJQ0LI9o\nMZ80nN7iPHsWqVa3pBcpuJsjaU1SWcEy261iIjBI0lGSVpXUW9KIPO9CUp3z0NyngZL2BLB9B3Ab\nKXP9KUkr5XW/KekQ29OA+4AzcrufBL4OXFHLMWrEJFKpTUHP5gbTs2j4BeIhYIGkH0paXVJPSZtJ\nKg1d16BPtmcCtwJn533uIWkjSdvlRa4FjpQ0JJ+wefyyXfjgs/DSEcBxEts3o+8hhBBCWE50r2C6\na5ggaT4pE3oC8GvSJadLihnQYaRgdQEpKD3fdmkUizOAE3OJwdGk8apfBV4DngLup2EmtTyzWpqG\n7QXAzsAepIzq87AkuDsPuJlUajI/tzui0MbepOD2GmAu8C/gU7nfkIbMqyNlqW8EfloYG7tSn6gy\nrehy4EuSVksPV+uRT0AsLw8pb794/xJgk3z8brS9mFQ7vgWp5OVN4CLScH/V+nowsAqp9GUOcB2w\nXp53MfD/gCdIQwXeUFw//yKxwL7hFuAg4CqJjzSx3yGEEEJYzsRFW0KXJOk04A3b50msDzxgU63c\npMuRdD3wR9t/S485Dvgq8FmbSidddrh4LYUQQgit/zyMYDp0eRLbAmfafLaz+9JS+STEO4DrbC7o\n7P5AvJZCCCEEiCsghhVDHc2rl+5y0gmJfB84WaLV45eHEEIIoWuIYDosDzYg1Ysv12yeAP4C/KSz\n+xJCCCGEthHBdFge1LGcZ6YLfgKMkfivzu5ICCGEEFovgumwPKijmwTTNrOAX5Iu2BNCCCGE5VwE\n02F5UEc3Caaz84BPSOzY2R0JIYQQQutEMB26NIkepMuxl1+ue7ll8x7wA+AciZ6d3Z8QQgghtFwE\n06GrGwTU2/ynszvSxm4iXQjm0M7uSAghhBBaLoLp0NXV0b1KPIAlQ+UdA5wksXJn9yeEEEIILRPB\ndAeRdIGkEzu7H8uhOrphMA1g8yjwHOmS7SGEEEJYDkUw3UYkvSJpoaT5kuol3SvpCEkCsP0t2z+v\nsZ0d2r/HTfZjFUknS3pe0tuSXpZ0iaQNOmj7X5R0N6x6CfTeU9JkSXvkeWMlLZZ0dtk6e+Xp/1c2\nvVfeh0kd0fdm+g1wVGd3IoQQQggtE8F02zEw0nYfYChwJnAccEkL2ukKl3i+HhgJ7A/0ATYHHoHm\nj0AhqWfZY5W+ZFRZfm/gWmAcTL8KFhwD/BTYo7DYi8A+ZW2PAZ4nHcOir5FOYNxe0rrN7X87mwCs\nI/E/nd2REEIIITRfBNPtwPYC2xOAUcAYSZtKGifpVABJa0u6JWew35J0d44vx5MC8QmSFkg6Ni9/\nnaSZkuZKukvSJqVt5XbPz+3Nl/SApA0L8zeVdFvezuuSTsjTe0g6XtIUSbMlXSOpf563E7ATsJft\nR20vtj3f9gW2L83LDJZ0c273BUmHFbZ5sqTrJY2XNA8YmzPLp0m6F3gH+GilY5eD7LOBn6VtDRwC\nvGL7btuHlw4x8DrwL+CLeb0BwDbAzSz7ZWQM8EfgXuDAZvwr253NIuB3wJGd3ZcQQgghNF/3C6Yl\nt8mtDdh+GJgObEsKAEvtHgNMA9YG1gFOcHIQKYM60nZv22fl5ScCw4CBwGPAlWWbGgWcDPQHpgCn\npUOh3sDtwCTSqBjDgDvyOt8F9gS2y/PqgfPzvJ2AB22/1sjuXZ37OohU83u6pC8U5u8JXGe7b6G/\nBwCHAb2oPtTdx0hD4V2fH9exbM10KVgeDxyc7+9HulT3ew0WTGUp25Ey3dcWlu9KLgV2kxjc2R0J\nIYQQQvN0v2DaVpvc2s4MYEC+X2r3fVIQWmd7ke17G98lj7P9ju0PgFOAzXOgDClAv9H2I7YXkQLX\nLfK8kcAM2+fYft/227YfyvOOAE60PaPQ7t65bGItUua3IknrA58BjsvtPkHK/BYD1fts35z7/5/c\nz3G2n82Z7g+rNL9W/jszjzG9PtUD75tIpRt9gIOAyyoscxDwkO3pwI3AJpK2qLBcp7GZC/wJ+FZn\n9yWEEEIIzdP9gumuZwhpPOGiX5EyyLdKelHScdVWzuUYZ+ZyjHnAy3nW2oXFZhXuv0vK/EIKRF+q\n0nQdcFMuNakHngE+BNYFZpOC/WoGA3Nsv1OYNpW0ryXTK6w3rZE2S97Kfwflvsy3WVhpwRykTwR+\nAgywfT/LlngcDFyXl38LmEwq++hqfgscLrFaZ3ckhBBCCLWLYLodSfo0KcC8pzg9Z4iPtb0RqRzi\n6EKJRHmJyQF5mR1zyUSp1riW7PlUYMNG5u1qu3/htobtGaTSkBGShlRZdwYwQFKvwrShNAygK5XK\n1FI+8xwp6N6b2obFuxw4GriifIakz5BKW07MNeczSXXVo8tPiuxsNs+RSnj27+y+hBBCCKF2EUy3\nLQFI6iNpJHAVMN720xSCX0kjJQ3LJ9vNBxYBi/PsWcBGhTZ7keqA50haEzi90jarmAgMknSUpFUl\n9ZY0Is+7kFTnPDT3aaCkPQFs3wHcRspcf0rSSnndb0o6xPY04D7gjNzuJ4GvUyGgbUZfyds2KTj+\nCRx8MLw5PWfnPyfpDxWWv4tU4/3bCs2NAW4FNiaNRrI5sBmwOrBbU33pBOcBR0pdYjSXEEIIIdQg\ngum2NUHSfFLW9wTg18AheV7xBMRhpGB1ASkoPT8HhQBnkDKp9ZKOJmVeXwVeA54C7qdhhtcsm/E1\npFFFgJ1JQ8rNJA0bt31e5jzSyBe35j7fD4wotLE36cTFa4C5pJEzPpX7DSmDWkfKUt8I/NT2nY30\niSrTll3IvgEYBf/YFdbfg1S//TPgz5Xat/1323OL8yStCuwD/Nb2G4XbKzQ8cbEruZUU6G/b2R0J\nIYQQQm2UEoFdjyS7womA1aaH7kfiQuBJm993dl8aI3ERMBxYCIy2mVtpWo1tfRvYyear7dbhJduK\n11IIIYTQ2s/DyEyHrqyO5eNS4sOBz/9/9u47zrL5/uP4663XVaJE2bV6CaITdRFEtBCs6EIiTRch\niSAJgqg/hEUQ0ZZYgtUZQfTeom8Qveza1cv798f3zO6d2Ttzz9y557b5PB+PeezeM+ee85nZ3dnP\n/d7P9/MhlY6c2cuxPM4H1pJYpKYRhhBCCKEQkUyHhsjGe48v87FGyWlDaY1kurPbyP2kloNlj0mM\nkOiQGC0xa7kL2XwIjAD2KzDeEEIIIdRIlHmEppRtwvsQmDNLMJtWlhifCezZWc7Rw7EO0mo1wEib\n4T1cbx5Sq8JF7ImtArufU1UZSddrxL+lEEIIIco8QruaC/iw2RNpSENXbIaXJrTljtFttbrcSnWW\nJF8MTAD27TxWZkW72jKSEEIIIdRQJNOhWQ2lNUo8+mJ70kjzDbMku7da6/mBAyWm7eG8cqUlIYQQ\nQqizqYq+gaQxTOql/LntVSTNTmq5tgApYdq2pLVZCNCGyXSWQJeWdlSqtf6AlICXO297upWRhBBC\nCKH+6rEybWCY7eVtd/YxPhi4yfZiwC3Z4xBKLUDqr93Ouq9UdzkGHAMcUO68HspIQgghhFBn9Srz\n6F7UvTmpBRjZr9+rUxwNJ+kJSWsXdO2vJJUdHy5pB0k3FHHfXuK5WNIWFc45RNJZ2e+HZl/DFKQp\nkGPqEGZpLMMkvVLy+F5JSxV1vxy11jeT3tFZLRLnjDQCqQNpNFLZjighhBBCPdVrZfpmSQ9I+lF2\nbG7bb2a/fxOYuw5xFE7SGEnrdzu2q6Q7Oh/bXtr2vypcpzSpLD0+j6RzJL0m6QNJT0s6XNIMlWKz\nfaHtjUqutYWkRySNk/S2pFskDc37tVaSjRhf1vZV2eNdJX3ZrQ3eKbaPtv2jMpdYHWbbTdLutYqp\nCn8mTV5sCBsDJ5BWp0MSGy9DCCE0lcJrpoE1bL8uaU7gJkn/Kf2kbUsq259P0uElDztsdxQXZk30\nNEa7WhNX9LM687uBO4HVbL8saX5SorUQadR4votKi5DeEdjS9m2SZiKVFXzZ5wClqWx/UeZTewJ/\n73bsLts5VuVf/xowBMY93Nd4usU2he2v+nGJq4EzJJW++Ku3i4GjJHYG/tEK3U0KFhsvQwgh9Iuk\nYcCwWl2v8JVp269nv74NjAJWAd6U9HVIq63AWz089/CSj46iYy1Il+Q6W71eL/v9KtmK/ThJb0j6\nc2GNKRIAACAASURBVHZa58r12GwFejVgf2Cc7R1tvwxg+1Xb+9kuTaQ3kPSspPclnVpy39IV8uWA\nl2zfll1ngu0rbL+SnTu9pPMkvSfpSUm/7Fb+MEbSQZIeA8Z3X0HPfAe4vduxcn3DD5d0Qdejg9aB\nH78NXhM4tXMVOzt/CUk3SXpX0n8kbVNyrfMk/UXSaEkTgGGS5pX0D0lvSXpR0l4l53f5OoGVS6Ow\n/QnwILARDWLzGbAbsBPwusTVErtLzNWomBpsUk15bFoOIYRQBdsdpTlmf69X6Mp0Vn4wpe3xkmYk\nrX4eAfwT2IW0wWoX4Mpa3K+jQ10GWQwb1vf/bGtwje4JY/fHpcn1ycCJti/MvlfLZMfXAl4CZulc\nWZV0EnBFjvtvAqwEzAI8KOlq291rpR8ClpB0AunP4gHbE0o+fxiwIGnFeybgeiZfcd+O9Fb7O91X\nf7M/6wWBZ3LEW2Ylf5q1YcRZcNZ3gAts/7XkujcBvyUluMuS3u14wvbT2ZN/AGxs+25J05NW8keR\numgMJpUcPWP7xpxf59PAN3N8HYWxuRG4Mesx/V1gC+B4iTtJpQ7X2ZR7d6D9pAS67LCbEEIIoRGK\nXpmeG7hD0iPAvcA1WRLzJ7IVVGC97HEt1KKesj/XEHBltir8vqT3gdPoufTjM2BRSXPY/sj2vSXX\n6W524PUcMfzJ9gfZKvNtpFXoLmy/SHp7Yz7SKt/bks7NklWAbYAjbY+1/Sop6S+NycAptv9n+9My\nMXRuDBvf7fhqJd+b9yStWv5L0DpMWtUuve+mpBX1821/ZfsR0guMbUrOudL23dnvlwXmsP1H21/Y\nfgk4m/RCIM/X2fk1NMVGt2xz4kXZ5MR5gcuBQ4AxEkdIDG5shCGEEMLAU2gybfsl28tlH0vbPjo7\n/p7tb9tezPaGNewxXYt6yv5cw8AWtmfr/AB+RvnkGGB3UvL+tKT7JG3Sy7XfJSVQlbxR8vuPgBnL\nnWT7XtvDbc9FWglfG/hN9ul5gVdKTn+5zCVeKXOsU+ef58zdjt9T8r2ZPXvxUO57syCpvAK6vhBZ\nAFi124uV7Zm0gdXAq93On7fb+YfAxBKJPF/nIOD9Hr/SBrH5yOY8m9VJq9WzA49IXCixbIPDCyGE\nEAaMdpuAOLGespoSjxpeo1SPs95tP297e9tzkkpeLs9KE8qtZN8MbCmp6tnxvcTxAKkU4hvZodeB\nISWnDJnsSb1stLT9IfACsHie25c5drfN52U+9zJwe+mLFdsz2/55D9d7mbSSXXr+INubZp/P83Uu\nCTya4+toGJvHbPYilas8ClyfjR5fW+r571+nHsaVhxBCCCGHtkqmhw3z2GHDPLw/SXAtrpGXpB2z\nLicA40iJ4FfA29mvC5ecfgJplfR8SUOy588n6XhJS/d0C8pv+ltT0h6d95a0BLAZcE92ykjgEEmz\nZh1D9qJbYns+7F+h3+9oUrlMJd3ik+CrzhKPN+n6PbgGWCz7vk2dfaycxV/mWtxH2iB5ULbZcEpJ\nS0taqZevsyQSTQesQKrTbno242yOJSXVo4BzgHskdszGkvck2s2FEEIIVWqrZLpJ9dYubyPgCUnj\ngROB7Wx/avsj4Ejgrqw8YRXb7wOrA58D90r6gLRaPRZ4vuRePd279PfvkwbnPJ7d+zpS7fGx2eeP\nIE0ffIm0Ke9vdEtUZ4b56T0BGwHskOP70O24gC86k+mTga2z+uqTsk2SG5Jqnv9HWlk+Gpim3LWy\njZGbkurGXyS9SBlBelHS09dZGuNmwG22S0tnmp7NJzZnAUsARwE7A/+V+KPE/GWeEu3mQgghhCrJ\nrmVb5NqRZNvlVlXLHg/FyfoxXmB7cMnB0aRE+n56aFMm6UJgZOfglsr3YTZSacbXspZwDSXpHuCH\ntp9qdCz9JbEEqX5/R1L/7wNBn6Y278xKekG0Z0xZDCGEMND0N7fsNZmWNBep48HawFDSqt1/SX2Q\nL7Ndtj90LUQy3Tx6SKYnJmC16vcrsTmwl80GtbhemFyWOJ8HfB20avxbCiGEMND1N7fssc+0pHNI\n9arXAWeQ3lIXMA9p8MpISc/b3qPam4eW0vVVVzH9focBHTW+ZihhM1ZiK+AgYFWJ9W1u6X6eRJd+\n67FiHUIIIZTX48q0pGVtP9brk3OcU3VgsTI94Eg8COxjc2ejYxkIJBn8BnAKcIzNV5M+RweTNpCO\nzHpbhxBCCG2nv7lljxsQO5PkrNSj+00XLz0nhP7Kyg8WI9Vgh/pZGdgSOLVbG73YlBhCCCHkkKeb\nxx2ShgMoOYAajf8OocSawH025SYqhoLYvAp8m5RUH1uSUE/stx4lHiGEEELPeqyZLjEMGCFpa9Kk\nuf+Q/uMNoZZKR4iHOrL5QGIjUr36BOCILIGeWNpRroY66qpDCCGEHCvTtl8HbiD1OB4KnJf1+w2h\nloYRmw8bxuY9YAPgBxIHljml3GCXGPYSQghhwKu4Mi3pZlInj28Ag4FzJP3Ldrn/cEPoM4lBpLHd\n9zU6llZVi1Vimzclvg38S+Ijm9NLPl2uhjrqqkMIIQx4eWqmT7O9k+2xth8nrVCPKziutiPpCUlr\nF3TtryQt1MPndpB0QxH3raE1gfttPml0IC1sslViiRESHRKjsw2eFWU11OsDh0j8oORT5Wqoo646\nhBDCgJenzGOUpK9L2kLSZsActv9Qh9haiqQxktbvdmxXSXcA2F7a9r8qXGNolhhP0e34PJLOkfSa\npA8kPS3pcEkzVIrL9oW2Nyq51haSHpE0TtLbkm6RNLQvX2tekraX9ICk8VnsoyWtkX3u8Oxr3ZuS\nemlJ+2THD+t2rQWz46dPfqdA+VXiqsowbF7KnnNStlKNzVib4aVJc7ljIYQQwkBTMZmWtAfp7fet\ngK2BeyXtXnRgLch0H2xSvYktyiTNDtwNTAusZnsQqbZ1FqDsanSPF5UWAc4H9rM9C7AgcBrwZZ8D\nlHotEZK0P3Ai8EdgLlKJ0GnA5iWnPQvsTNd66V2AZ5j8e7kz8AQwXNI0fY13ACi3Slx1GYbNE6R/\n7xdJrFCzKEMIIYQ2k6fM4yBgedu72N4FWAH4VbFhtZ9s5Xq97PerZCu24yS9IenP2WmdK9djsxXo\n1YD9gXG2d7T9MoDtV23vZ/uJkltsIOlZSe9LOrXkvhNXx4HlgJds35ZdZ4LtK2y/kp07vaTzJL0n\n6UlJv5T0Srev4SBJjwHju6+gl5w3C3AE8DPbV9r+2PaXtq+13fl3x8D9MMVM8MTSpBdp3yC9aHiA\nri8oBOwEHA68C2yW+xs/QPSwStyvMgybO0hJ+DUSC9co1BBCCKGt5Emm3yG1y+o0ITsWJtfb9JzS\nldaTgROz1eGFgMuy42tlv85ie5Dte0g9gK/Ice9NgJWAZYFtJW1U5pyHgCUknSBpmKSZun3+MNJq\n9ULARqRV4u4rxNuRSgBmtf0V5X0LmA4YVTns1f8Np7xr83F2vwvKnLQmqS3jaNL3apfK1w3lEuzS\nOuqc1xgF/B64QWKyAU4hhBDCQJenz/QLwD2SrsoebwE8lg1vse0TCouuCh0dqkmpxbBhfR4rKeBK\nSV+UHJsGeLDMuZ8Bi0qaw/Y7wL0l1+hudlI3lUr+ZPsD4ANJt5FWobtsPLT9oqRhpNXukcDMki4B\nfmH7Q2Ab4Ke2x5JWx08Gfld6CeAU2/+rEMvXgHd6SbZh4td68kew/iDprKlIfY3XAI7udu4uwNW2\nP5F0GfBLSXPafrtCHGFynXXUudmcITEPcIvELjYPFRNaCCGE0HryJtMvMGmF8qrs991XNZtCFUlw\nrRjYwvatnQck7QLsUebc3UmrfU9Legk4wva1PVz3XWDeHPd/o+T3HwEzlg3SvpdsGIeklYBLgd8A\nv87u80rJ6S+XucQrZY519y4wh6QpKiTUhhVWhKlfJCXQz9p+NVV1JJKmJ9Xu7pbF/4ikMaQShpNz\nxBK6Kq2j7svwpcOBMcB1EhcBv7MZX9vQQgghhNZTMZm2fXgd4mhXZRN728+TkkEkfR+4PNtoWG5V\n/WZgS0lH2K7VBsfOOB6QNIrUQxzSCvgQ4Ons8ZByT8tx6buBT4EtgX/0fNo0UwPLwmf7AmcAu5a5\nz5bAIODMkk4es5JWqyOZ7rvtSZ099gTez/skGwPnSlwDHAc8JbE3cGX2uRBCCGFA6rFmWtJfJfW4\nciVpVUnnFhNWe5O0o6Q5s4fjSInjV8Db2a+lm71OICWT50sakj1/PknHS1q6p1tQJpGXtKakPTrv\nLWkJ0ma+e7JTRgKHSJpV0vzAXlTRocT2OFJ5yGlZK74ZJE0taWNJx0w6c/45gYdg3AWkDiWdteOl\nse8CnAMsDXwz+1gD+GYvX3/oQX/b2dm8bbMraUPo0cBdEodKfEvK9U5XCCGE0FZ6+8/vRFJt6mqk\nVmWvk5KcrwOLA/8G/tzz0wM9t8vbCDg+6xM9BtjO9qcAko4E7pI0NbCR7fskrU5qMXevpBmB/wEX\nAc+X3Ken+5b+/n1Sa7o/Ztd5B7gEODb7/BGkFeKXsnucB+xT1RdunyDpDeC3wIXAeFKXjiMnxTXP\nXMA/bX8C3Fr69Ox7MS+wHrCc7bdKPv+WpOtJ7fIOqia+0D82HRLfBNYlbZI9A1hAooPUleZu4CGb\nTxsXZQVSl6mRpL0CIYQQQp+oUuWApGmB5YEFSEnOf4FHswSouMAk25PXP/d0PNRetlnxAtuDi7k+\ndwGH2dxcxPVD72r9b0libtL0xDWB1Ugvuh8D7gKOtXmrl6cXq1ziLHUwaTPmSOzhjQovhBBC4/T3\n/8OKyXSjRDLdeEUm0xIzAm8Bc9l8WOvrh8qK/rckMROpXePWwIbARtl0xforlzhLo0ltHu8HNswS\n7FitDiGEAaa//x/m6TMdBrayr7YkDcnGhHf/+CCrt67kW8AjkUi3L5sJNh02vwBOAe6QWLZB4ZSb\nBjlxqE1J0lzVCPYQQggDV6xMh4aQ+AMwpc2vGx3LQFXvf0sSw0lJ9dbZdMVK53dZJa5202R2sVnp\n7GLS22pzudXqEEIIba3wlWlJ2+Q5FkIfrQN0NDqIUFulExYlZi39nM2lwI7AFRJb5Lhc7VaJ7bHY\nw3Mkx+VWq0MIIYQe5dmA+LDt5Ssdq3lgsTLdtiSmJ7UB/LrdZVR9qKMi/i1l3Twm1ibbTLapT2Jl\n4GrgQJu/93KtLqvENmNrulodQggh0P//D3tsjSdpY+C7wHySTmFS79+Zgc+rvWEIpE4Pj0ci3ZbK\n1SZ3YXO/xHrAjRIz2Izo4VoTB8yUJM2l49DPhMmT9RBCCKGeeusz/RrwILBF9mtnMv0BsF/BcfVK\nUnMWeoc+kWJyXhsqlwBPxuYpiWHAzRIz2pxY5pyxTJ4sV0zWQwghhHrKU+Yxte26r0RHOUf7ykoB\njrG5rtGxhMaSGALcApwPHFlpNHlWh10xWQ8hhBDyKrzPtKQ1gcOAoUxaybbthaq9aa7AIpluSxLT\nkSYvzmvzQaPjCY0nMQ9wE3CVzW9KPtEcPZ+bJY4QQgiFKKxmusQ5wL7AQ8CX1d4ohMzSwAuRSIdO\nNq9nJR+3S4y1OS77VLPUR1eOQ5oBmBp7XB3jCiGE0ATyDG0Za/s622/afqfzo/DIQrsaCrzQ6CBC\nc7F5B9gI+LnEbtnhZqmP7jkOaXqk/YEXgZeQjkb6Wp3jCyGE0EB5kunbJB0n6VuSVuj8KDyy0K6G\nAv9tdBCh+di8Sho7flTWh7pZej5PHoc0LdIvgOeBNUlxLwd8DXgW6YhsUEwIIYQ2l6dmuoMyI6Vt\nr1tQTJ33jZrpNiRxKvCczcmNjiU0J4kVgeuAbWxub3Q8k5GWAq4HHgN+h/1Qt88vBBwKbAqcDJyM\nPb7eYYYQQsin8A2IjRLJdHuSuAY4y+aqRscSmlfWh/oS0rCWRwq6yfTATMA75P1BKE0H3Aecit1T\nf+zOcxcjbd7+NnA8cBr2h/0JOYQQQu3VY5z41yWdI+n67PFSknav9oZhwBsKjGlwDKHJ2dwK7ANc\nJjFjzW8gLQ88CTwLfID0KNIopOOQ5u/lmX8CngHOqngP+1nsHYD1gJWB55H2zZL4EEIIbSJPzfR5\nwI3AvNnj52jw0JbQmiRE1EyHnGwuBu6Gid09akPajfQz7WDs2YAhwG7AhcDUwB1Ii5Z53neArYAf\nT7aSLY1A6kAaPbFWuvNYiv9HwHdILxDGIj2NNF+vzys9FkIIoWnlaY03h+1LJR0MYPtzSV8UHFdo\nT18DPp9s2Eb08W1rEl3+fPs4bGUv4DGJjfs95CeVaJwCrAWsg/0UAPb7wPuk9p+XIz0J3I60Mfaj\n2XPnAv4K/CA7v7ty7fO6HrOHI/2X9IJyCVJXm9eABXt9XoxMDyGEppZnZXqCSlo9SVoNiF6qoRpD\nKV/i0Zk8bExKHkJ7qfrP12YcsCtwtkT1LeekxYE7gdmAVSYm0uVvehapt/6NSKsjCTgXOA/79h5W\njsu1z6t0bB1g2uzxa8BBvTwvhBBCk8qTTB8AXA0sJOnfwAXA3oVGFdrVUMon05E8tLcuf74SIyQ6\nJEZn48Epd6yTzW3ApcBfslKh/KQ5kU4lJdLnA9vm6qxhjwR2Aa4i1UfPSdpMCOVfHJRr41fp2L3A\nN4DRwG3AQ0hHAr8o87wQQghNKlc3D0lTk/4DEfCM7c8LDyy6ebQdiQOB+exuNfdpde9MYM9IHtpP\nlhyfCexpM1aig0llDCNthpc71u0a0wEPAkfZXJjjptOT6pMPJNVC/4Fqhk1Ja2Sxb4n9XHZsNCmR\nvp9aJrzSgsDBwDZZzP8A7sSOsroQQihQ4a3xJE0FbEJaVeyssbbtE6q9aa7AIpluOxL/BzwfPaYH\nNokuyWiWYE92rMzzlgduAFa2e9nEKq1HKst4gLTJ8LkafwHFvviTBpM2RG4BLABcC1wJXI/9cc3v\nF0IIA1w9kunrgI+Bx4GvOo/bPqLam+YKLJLptiNxNXB29Jge2LqvVPd0rIfn7g38FFgrG0E+cYPj\n1Hz28dvM+fgsfLAjsBv2DUV/LYWThgCbA1sCiwO/B86lDu8OhhDCQFGPZPox28tWe4NqRTLdfiQe\nB3a0eTTHyZN3+IiuHwGQOJrUu3l9mwkSHYN5eZ2L2J7p+OSNlXhwOew3Gx1nzUkrA0cDg4HfAhsQ\n/x5CCKHfCh/aAtwoaaNqbxACVNVjutwmr+j6EQB+TRrlfYXEtLtz9sz3szK3s84rWzJqqTZNpEeQ\n+lV/Rur68SvgB3T/9xA9qkMIoe7y9Jn+NzBK0hRA51uLtj2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fY19W83v0lTQtqUPHB6RE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\nmZmZNciDaTMzMzOzBv0PpC+1sbwxX1UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12e370d90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][200]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][200][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 200px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pPsMDk7fhNz5V4bXD8P34w/Saa8jsl5lya6f3cSj+O31b+q68iR/Th2TKTgv8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\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WGqpN1KwPXF1m3xvQ/FdQzJpcO/an2Rq419OezMxqqiZLgWyxLPnzS2Ak8CPgk6RlUT+S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NfhctyCwIbAmcD/Acu2ov6NS+rdHBiJGwLcCVwFfA0sD2wGDAZGtKLONiMpOK8DBgLj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\n5FDpSrUzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118d0b690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (16, 20)\n",
    "mpl.rcParams.update({'font.size': 16})\n",
    "\n",
    "for i, patch in enumerate([50, 100, 200]):\n",
    "    \n",
    "    ax = plt.subplot2grid((3,1), (i,0))\n",
    "\n",
    "    for image_pair in results:\n",
    "\n",
    "        for method in results[image_pair][patch]:\n",
    "\n",
    "            if method not in final_results:\n",
    "                final_results[method] = {}\n",
    "\n",
    "            data = results[image_pair][patch][method]\n",
    "\n",
    "            if 'displacement' in final_results[method]:\n",
    "                final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "            else:\n",
    "                final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "\n",
    "            final_results[method]['row'] = [o.row for o in data]\n",
    "\n",
    "\n",
    "    for i, result in enumerate(final_results):\n",
    "\n",
    "        final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "\n",
    "        final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "\n",
    "        final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "\n",
    "        final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "\n",
    "        plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "\n",
    "        plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.xaxis.set_ticks_position('bottom')\n",
    "    ax.yaxis.set_ticks_position('left')\n",
    "\n",
    "    plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - {0}px patch height'.format(patch))\n",
    "    plt.xlabel('Image Row Height (px)')\n",
    "    plt.ylabel('Average Vertical Displacement (px)')\n",
    "\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1),\n",
    "          fancybox=True, ncol=3)\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}