cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_wiltshire_inside_15cm_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Inside 15cm (Scaled - Exhaustive)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* \n",
       " * Force prevention of output scroll toggle.\n",
       " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
       " */\n",
       "IPython.OutputArea.auto_scroll_threshold = 9999;"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "/* \n",
    " * Force prevention of output scroll toggle.\n",
    " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
    " */\n",
    "IPython.OutputArea.auto_scroll_threshold = 9999;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "# We have to add a reference to the parent folder in order to access the modules.\n",
    "import sys,os\n",
    "sys.path.insert(1, os.path.join(sys.path[0], '..'))\n",
    "\n",
    "import main as templ\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "from tse.tse_matchmethod import tse_match_methods\n",
    "from tse.tse_matchtype import TSEMatchType\n",
    "from tse.tse_datautils import TSEDataUtils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Calculate Displacement "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Skipped the cell's code and loaded variables results_dict from file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_wiltshire_inside_15cm_scaled_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_inside_15cm_scaled_exhaustive.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_23_03_15_11_07_04.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG1.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG3.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG5.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG7.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm/IMG9.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm/IMG10.JPG\")\n",
    "              ]\n",
    "\n",
    "patch_sizes = [50, 100, 200]\n",
    "\n",
    "match_method1 = TSEMatchType(\"DistanceEuclidean\", tse_match_methods.DISTANCE_ED, None, \"r\", reverse_score=True)\n",
    "match_method2 = TSEMatchType(\"HistCorrel\", tse_match_methods.HIST, cv2.cv.CV_COMP_CORREL, \"b\")\n",
    "match_method3 = TSEMatchType(\"HistChiSqr\", tse_match_methods.HIST, cv2.cv.CV_COMP_CHISQR, \"g\", reverse_score=True)\n",
    "match_method4 = TSEMatchType(\"DistanceCorr\", tse_match_methods.DISTANCE, cv2.cv.CV_TM_CCORR_NORMED, \"y\")\n",
    "\n",
    "match_methods = [match_method1, match_method2, match_method3, match_method4]\n",
    "\n",
    "results_dict = templ.start_tests(image_pairs, patch_sizes, match_methods, config_file, exhaustive_search=True, use_scaling=True, plot_results=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 1: IMG1/IMG2 - 50px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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qcQ/5WstD6KtU0mRSgH0fsLfbvADaf9ZV0lHAdLd5StMaGkIIIfRT3Y0voyc7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m2WCO9UlW2PLaXJGTH2y8MjU4Sui5rAky7b4lEAeJPs0oScr77HhBqb5ZolInsj8iQiszFhuL5G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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d47e450>"
      ]
     },
     "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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CpA1JecgdOWbN8my/SErbKEtaVtL2FFpjScHqXpJ2lbS0pA/kjoVrA8vlx2vA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3p4cJVKa+Bd4FpU78h8KDtiykr9VPkxMBuaCd5E6zugt8Y0On81hsTlceA5jWnknlMmogDExjTO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\nI0mBY40zmfnDivX2zQS6t5vbc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hDiudZPF9o8ZZ1nR3HC3BFseOIoxtw8X9+Nz0/nLSTc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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a9b5b10>"
      ]
     },
     "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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PBf7T9hONx+OUg5lDiYiIiOWaur5nxuCRZNuLZDG7mh4x1OS9HhERMTCW9n9u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\nipG2BrkF9jDQm+iG44cV6qE4LQSJ/YErYHlZuqzORTVRrJPpPf9ldk7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VO6DsLYh/TgCG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BxlkQrmA6OCVCRJ/PRP5z4l3V9xLsUAi9tTNLcLA4CLgV2BhxFpVoWsMHCrCLukSN9k6qSaZPWq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\nIiIioqM7iDGCR4tPghcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d58dd50>"
      ]
     },
     "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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q1D6vnAn8L/BbpQd3j696bmuhc3k/5w+of+xeA3i0ajkq1gROKKybZ3L3Rs7LXWsoH37r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\nN7DJnunsS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Segvaq+Fmy6Dzg0lOTZRLiGiMwG+gELImwI01tVvw79rlHVV4Lv9wDnAdep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\njpMn/x9iwAbqHt5OdQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118f544d0>"
      ]
     },
     "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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Jj3ZfJC2Euruq7dbitLbIs/03J1/yFnm2nyBZp84CXiH5ZO7kZl/vk4BjlB61Hl5jfHsB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zJbhKOBR0U4VJUpRWxL6GDg0870GzQP6b6Cw7rPpg1wcNBOvx8cp8KohgqI6UgNPuwDfByZH3Zo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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a4d6250>"
      ]
     },
     "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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Qa+q/oIcTxnTQKA7AY+Ammdm76TMVN4D2kdTLzJ7AX1kOxF/FAWBmf8fj3i7Gva3/TvLK\negLM7AX8deVj+KvCDXBjN+MK3GB+FvekjAE+y3miD8A9Oy+k/m6ieWhGOa7BvbRZiAfp9fLOwE9w\nb/tE3ADN3yRKx3AhPqFxuqQLyvRzAp5140n8dXUW730tPnnnbXwi1GMlsqvlbW1WZ2Z/MY8lb1aX\n4hn3ww3t9/DY7x2tKdb7TPxGO0PScWXGtzcwBPdS3wr83MweqKJfS56ef0qag58PhwA/NrORFdpu\nAjye2t8OHG3Nc3ffjp8LT+PG75Vl9LonfV4B3sQ9XhNzMs7DH9TG4TGsVwBLJ2/i9viD4tu4IXcm\nfo6VG3vFY2Eeqz4Cjx99Hf8/XE6TUd/ScSz3P2otZXU1z2zxQAoXKq37GPg6fk2NwY/PS/ikz3x+\n8N/jr873widkzsXPua6my/F4CMNVagrh+FcVPVvia0n+GPx35COap9bcCz+Hp+PhE7tamiSYfu+O\nxI3qqfg8hh/k9jXciz0KP/eWxB8Ywc+HCWb2O/O5F/sBv0ze7Uo8iHtr7wPOMZ8LAv7btA8er305\nPuE4//8ZiU/MniFpNzN7EveIn48/4I6nuQe91t+v0ralnJT0fVwefnIvzSdnZufFPDzU51BgBv62\n7y58vkUt/VwJrJfGd2uVdsEigKz+6ys070B6E7/YPgM+MbOhyXtzAx4P+CawR+5mHgQNRdJw4FIz\nG9LZugQdj6T5wFq5kI8g6DFI+gsebnZVO+UMwR/gFm9FCFy3RtLfgN+aWelk7CCoSkd4pg0YZmYb\nm1mWXeFk4N4UB3h/2g6ChpBelX4nvcobDBRwT2kQBEFPJLJM1ICkbeQ53heXdCD+VrPmxbeCIKOj\nwjxKL+ydaErDdQ0eXxsEjUL4K8fpeD7m52lcWqug6xMTh4KeTr3O8Z5+rXwJj0+fARwL7JbCEYOg\nVXREmMfreIzaZ3ju4CskzUipibIMAdOz7SAIgiAIgiDoLnREarwtzWxKmll7r0qS5KcZxuXSEPX0\nJ+IgCIIgCIKgC2BmbQ6PargxneV6NLP3JN2Gr0o3VdIqZvaOpIE0X7Agv2/EfQXNkDSySgaHoJug\noi7HZ9jPBfaxQssTkKvtE+dFUI44L4JS4pwIytFeB25DY6YlLau0vHHKh7k9nubrDppWwjsQ+HMj\n9QiCoMuxNp4ebDjwuwbuEwRBEAQNpdGe6ZXxRPlZX9eb2ThJTwE3SjqUlBqvwXoEQdC1yFaiexI4\nooH7BEEQBEFDaagxbWZv4IsNlJZPx1ddC4LWMr6zFQjqwj64d/mIWkI8athnfB11C3oO4ztbgaDL\nMb6zFQh6Hg3P5tFWJFnETAdBEARBEASNpL02Z0dk86grkeUjCOpHPLAGQRAEQfvodsY0hAEQBPUg\nHkyDIAiCoP101AqIQRAEQRAEQdDjCGM6CIIgCIIgCNpIGNNBEARBEARB0EbCmA6CIAiCIAiCNhLG\ndAcj6VJJp3a2Hp2JpJGSRqfvq0mao7SyT7W2HY2kIySd30KbrSW9lNt+U9J2jdeuoj7zJa2Rvp8r\n6cjO0qU9qKjLVdR4FTVWRa3Q2foEQRAEQSXCmK4jyZCaK2m2pBmSHkkG2QJD0cy+b2a/rFHWto3V\nuEUdhiTjbE7JZ/d2il6QRcLMJppZb6uc8LxTMk5IWhL4KfCrtF3uWDxtZg+Z2Tol+lrap9MeBBLn\nAj+RtEQn6tBWYunwIAiCoFvQLVPjdWEMGGFmD0jqDQwDLgS+ChzSBlldJQVgXzObX0d5XWVc1dgZ\neNHMppSU1/tYVETSYmb2WVv3N7N3ktd8J+CWdutT1OW4kTsX2KcVKxe2hVg6PAiCIOgWhGe6QZjZ\nHDO7E9gTOFDSegCSRkk6LX3vL+mu5MV+X9Jf5YwGVgPuTB7QE1L7myRNkTRT0oOZzJzcS5K82ZIe\nz173p/r1Jd2b+nlH0impvJekkyW9KmmapBsk9atljJLGSzo0t32QpIda6rNERubx7ZW2v5DGNlvS\nOKB/SfvNJD2ajtkzkr6WqztY0gtp39ckHZ6rGyZpkqTjJE2VNFnSQVWGNxx4sIZjMEzSW2XKvw2c\nAuyZebFTeV9JV6b+J0k6LTf2g9LbjPMkTQMKkpZM4RoT0jG8VNLSuX7+Nyer3APbeGCHlsZRIx3p\nLd4HuBHYvsFGexAEQRC0ix5lTEtcLjFeYqxEm+Is6yEjj5k9CUwCts6KaApdOB54CzcYPwecYs7+\nwETcy93bzM5N7ccAawEDgH8A15d0tycwEugHvAqc7mNSb+A+YCwwMMm4P+3zI9xzuU2qmwFcUiK3\nkic5P5bmO1Tvsxp/wL2RKwGnAQfSFDYxGLgL+IWZ9QNOAG6RtFLadyqwg5n1AQ4Gzpe0cU72ykAf\nYBBwKHCJpL4V9NgAeLnc0GoYA2Z2D3AG8Kf0P8z0GAXMA9YENga2B76X23Uo8Bp+PpwBnI0fu43S\n38HAz2GBwX488A3c0P1GGVVeSvvWgw7zFlvBZlrB9gxDOgiCIOjq9Chjmvp4zhrhfZsMrFimfB5u\naA4xs8/M7JFqQsxslJl9aGafAEVgo2S0ghuct5rZUyk04HrgK6luBDDZzM43s3lm9oGZPZHqjgBO\nNbPJObm7Zd7SxLTkCc4+X6phzNX6LIuk1YBNgJ+Z2Sdm9hBwZ67JfsDYZKhiZvcBT5E8r2Y21sze\nSN//Coyj6SEG4BPcEP/MzO4GPgAqjWUFYE6Z8vyxOK7qEXDDe4HxLWll/Lw61sw+MrP3gAuAvXL7\nTDazS1IoycfAYcBxZjbTzD4Azsy13wO4ysxeMLO5QKGMDnPSWOpBeIuDIAiCoISeFjNdD89ZI7xv\nqwLTc9uZgXUO7kkeJ5+jeLmZnV1OQDJuzwB2wz3TWdxuf5qMvqm5XT4Clk/fPw+8XkG3IcBtkvJx\nwJ/iXtyMldoQJ1ytz0oMAmaY2Ue5sglJFsDqwO6SdszVLw48ACBpOG5QfhF/UFwWeDbX9v2Sccyl\n6RiVMgP3YpfS7FhIGtbCmPKsDiwBTFHTnNRe+FuIjHzIyAB8DH/PtRdND8ED8fM0Iy8nozdQF8M3\nGdB71kNWEARBEPQUepoxvQ/uTT7CrM0GRD1kLEDSpriR+HBpXfI0ngCcIGl94AFJT5jZX1g4fGJf\nPBxjOzObIGkF3ECvJexgIpWNoInAwWb2WBndh7Qg90Ngudz2KjX2WSlDxxSgn6Rlk6cV3ADNJuFN\nBEab2eGlO0paCp9ktx9wu5l9Juk22j7Z8Vn8LUV7MIbwVRU1HpjLhhzLs3xM9YeT/LGZhj8UrVdm\nIiT48Vott71amTbrAs+0XvXa6OBJiUEQBEHQ5ehRYR5mzDRjz/YYwXWQIQBJfSSNAP6IG4DP5+tT\nmxGS1pK7HWfjRmNmZE3F42ozlsdf+0+XtBzupV6o3wqMAQZKOkbSUpJ6Sxqa6i4DzkghFkgaIGmn\nGmU/A+wiaRlJa+FxyLX0WVaemU3AwzaKkpaQtBUeLpJxHbCjpO0lLSZp6TQBcDCwZPpMA+YnL/X2\nVY5JS4zFw33awzv8h89hKWxoF36Bh56cl45HL0lrStqm3M7J4L4CuEDSAPC4cUnZuG4EDpK0rqRl\nKR/m8TXg7naOoxqRwi4IgiBYpOlRxnQX4U5Js3Ev6inAr/HJcBn5SXtrAffiYRqPApeYWZZB4kzg\n1Fxs7rV4yMPbwHPAYzT3YpabDGjgmUWAbwI74t7MV/C0feCp++7AQ01mJ7lDS+TMVPP8yj9O5efj\ncd9TgatxY7eWPkt1zX/fB08lOB2faHfNgkZmk/CUdT8B3sWP8fGAUn9H4wbmdGBv4PZyx6NG7gLW\nkTSwhv0rld+EMZ+zgUuYi4cNHYAb/S8kPW+iyaNf7n94Ej6Z9HFJs/DzZW1YMMnxAjzM5RV8gueC\n/ZPu6wJ/bmmw7aDdYVG5BVomqqiHY6GWIAiCoDuhymtldC6SzMwW8mBWKg+CeiPpMDzE4tg2y3Cj\n0MOGOjgEQtK5wKtmdlmF+nZfS/UYXwqDKX0LcKMVLOKzgyAIgobT3vthGNNBsIjSVa4lFTUWDxOZ\nBfTFvdyRMSQIgiDoENp7P4wwjyAIOpss5d5GROq9IAiCoJsRnukgWESJaykIgiAIwjMdBEEQBEEQ\nBJ1GGNNBEARBEARB0EZ62qItQdCtiEVPgiAIgqB7E8Z0EHQu2aIn4Cnmelw6OBW1Fb46Yz/gFSvY\nvZ2sUhAEQRDUjTCmg6AKHeA5bveiJ10ZFXUYvvjOw8AM4BQVdboV7NJUvxFwIr5Izk1WsE9V1JLA\n14F3rGD/7CTVgyAIgqAmIptHEFShZEGRui8k0smLujT0WlJRw4AbgK2tYK+ksjXwVRyvBhYDjsJX\ncfwWsCq+Audw4GVgML565hXAXVawdxqlaxAEQbDoEou2dBMkXQq8bWa/7GxdOgtJI4E1zWx/SasB\nzwN9rMxJmG/bsVqW6NG0oEiHLiTSEbHUjbyWVNSawCPAflaw+0rqBgH3AG/hDxGTUvkWeK7pO61g\nk1TUYsC3gYOB7VL7S6xgv2uEzkEQBMGiSRjTXQRJbwKfAz4FPgNeAK4FLi9nLLYg5xAze6ABataq\nwxDgdeDDkqpDzOymdsgtAGvVYiC3pm2jkDSUxfglvRjGJ3wA/Bu41MxGSRoGPAD82cx2ye2zEfA0\n8KCZfT1XLuA14CMzW7/FvhvsEU861fVaKnkAGARcaQW7qELbXlaw+a2QvTiwOXAHsLoVbHYdVA6C\nIAiCyDPdhTBghJn1wSdbnQWcBFzZBjld5WGhr5n1zn3abEgnusq4WkTS5sD9fMa9fMIqZrYi8H3c\nU5rxHrCZpBVzZQcCr+D/xzzbAEsBAyRtUoMK3TGWOptMORw3pi+u1LA1hnRq/6kV7CH8AabHTdIM\ngiAIui9hTDcAM5tjZnfiN/0DJa0vaZSk0wAk9Zd0l6QZkt6X9Fc5o3FD/E5JcySdkNrfJGmKpJmS\nHpS0XtZXkntJkjdb0uOS1sjVry/p3tTPO5JOSeW9JJ0s6VVJ0yTdIKlfLeOTNF7SobntgyQ91FKf\nJTKGSJovqVfa/kIa22xJ44D+Je03k/RoOmbPSPparu5gSS+kfV+TdHiubpikSZKOkzRV0mRJB9Uw\nzHOAUWZ2jplNBzCzf5jZXrk284A/A3ulvhYD9gCuZ+EHhwOBW4Db0/eWyJbY7k5La2cPAJ8CO1qh\nIa+9rgIObbFVEARBEHQQPc6YlrB6fOqhi5k9CUwCtsY9lZnc4/H4z/54aMgp5uwPTMQ93L3N7NzU\nfgywFjAA+AdurOXZExiJpx57FTjdj4V6A/cBY4GBScb9aZ8fATvhHtOBeKaFS0rkVvIk58fSfIfq\nfVbjD7gXdiXgNNzgtCRzMJ7t4Rdm1g84AbhF0kpp36nADumtwMHA+ZI2zsleGeiDe0sPBS6R1LeS\nIpKWBTYDbq5B79HAAen7t4DngMll5O2KT8a7EdhL0hLVhFrBZlrB9uxGhjT4A8BE4CIr2N8a1Mf/\nAZ9XUS2GygRBEARBR9DjjGkzVI9PHVWaDGRhAJncebihOcTMPjOzR6qPyUaZ2Ydm9glQBDZKRiu4\nwXmrmT1lZp/hhvZXUt0IYLKZnW9m88zsAzN7ItUdAZxqZpNzcnfLPMWJackTnH2+VMN4q/VZljQZ\ncRPgZ2b2iZk9BNyZa7IfMNbM7knH4z7gKWCHtD3WzN5I3/8KjMMfYDI+wQ3xz8zsbuADoNpY+uHX\nxpSWBmtmjwErSlobN6qvAWAAX1JR41XUWJZnP2B2+j9nsfA7tCS7G7IJfj6emhWoqMuz45Ayl7QL\nK9in+DE+uL2ygiAIgqAe9DhjugsyGJheUnYO7kEel8ISTqq0cwrHOCuFY8wC3khV+TCIqbnvHwHL\np++fxycSlmMIcFtmKOMTJj/FvbgZK5lZv9zn5crDXEC1PisxCJhhZh/lyibQ9PCxOrB73rAHtgRW\nAZA0PIW3vJ/qvoN7uDPeN2sWozuXpmNUjhnAfPyBpxZG457+YcBtgFiCZcjih3vzC+BWgPTA82dq\nC/XoNqiopfA3Gz+ygs3NVeXjqOuVheMqYP+UjzoIgiAIOpVYtKWBSNoUN6YfAr6alZvZB3iowgmS\n1gcekPQBgQOPAAAgAElEQVSEmf2FhcMn9sXDMbYzswmSVsCN81q85xOpPFlrInBw8qyW6j2kBbkf\nAsvltlepsc9K4TNTgH6SljVbYIitjmdFyWSONrPDS3eUtBQei7wfcLuZfSbJDdo2YmZzJT0G7AY8\nWMMu1+GZPq4xs/9Igvm48T6dZ5jChnjs/B6p/bLA0pJWMrP326pnZ1Kaug9/mHjJCnZnSdO6T6S0\ngr2qol7C34LcWg+ZQRAEQdBWwjNdXwQgqY+kEcAfcSPweXLGnaQRktaSJGA2bjRmntOpwJo5mcsD\nHwPTJS0HnFGuzwqMAQZKOkbSUpJ6Sxqa6i4DzkghFkgaIGmnGmU/A+wiaRlJa9F8Qli1PsvKM7MJ\neNhGUdISkrbCDaWM64AdJW0vaTFJS6eJhYOBJdNnGjBf0nBg+yrHpFZOBA6SdEIWmy1pI0l/LKP/\nG3js+U8XFL7LC8CNXM4dwEu44blR+qzNcnzMMB6vV/hDJ/DfNHmcrwOOAY4u065REylH0RSrHgRB\nEASdRhjT9eVOSbNxT+opwK9piu3MT9pbC18Fbg7wKHCJmWUe0DOBU1M4w3F4ruoJwNv45LbHaO7h\nLTcZ0MCzigDfBHbEvb+v4KEIABfiOXvHJZ0fA4aWyJkpzyqSfX6cys/H476n4ivZXVdjn6W65r/v\ng3vvp+PLT1+zoJHZJGBn4CfAu/jxPR7Pkz4HN+JuTPvujWfMWOh4tIbksd82fV6T9D4epjCmnFwz\ne9QsrdC3FEuwEkOAq/kPewC/ZSQfMpLhjOT7jORINuUTXmEt6hv+0HBUlFTUsUA2AXAOPjH2HCvY\nhNL2DZxIeQswTEX1b7FlEARBEDSQWLQlCGqk3KqEZcIdZuEPQCvjMdef4SEOu+IrAv4jiTsIT4M4\nBQ+L2Qg4Do95n0CDVj1sNh7JGMkVpWOq2N5XJLwA+DqeDrCAP1xsAhxnBZvXSH3L6HM98KgVrDQL\nTRAEQRDUTHtty4iZDoLaySbTgXuT9yxT9jDwZWAL3DD+DrABsJEV7K1MkIo6Hze638e9+3/FJ4Cu\nlz6Z/EZTbkyVuAhYB9jSCjYL2D2Vj2qYdtUZjWehCWM6CIIg6DTCmA4WWSQ9j3uHSznczBaKjab8\nZLp82aj02TyX0WIMzUNDAA9/wCeWNulT1Fjgi7gRfkyt42gnef0/SsuYL+SlVlEHA9sBm3ahpbzv\nA65WUV+yQk2ZZoIgCIKg7kTMdLDIYmbrlyyXnn3KGdJQfjJdVnYovnT8gVaw1qYGLJV/D/CzNspo\na5/b4+kSF0pjp6I2AX4F/E8XMqSznNN/APbvbF2CIAiCRZeImQ6CdqKilsfjoUdZwc6vg7y+wNPA\n8Vaw2yq0WSh+u9X9lFxLyTM+HPdSb59iwlfDQ1COt4Ld0vrRNIbc+BcDNsazwbT5WARBEASLLu21\nLcMzHQTtQEX1wrOZPIFPzms3KR55b+CyZMyWoxGLoTTzvKuoL+E50i/sSoZ0Ihv/VsBS1P9YBEEQ\nBEFNhDEdBG1ERS0O/B7oC/zQCvV7zWMF+xtwHvCH1E8pjVgMZUEaOxW1MTAeKNbD294A8uN/LX1/\nDxjcjXN3B0EQBN2QMKaDoA2k5bNvwFe4HFFLWjgVdbmKGt8KY+8c3Gg8O6Wly9OoxVBQUcvhOciP\ntoJdVU/ZdSQf6z0c+AQ3qrckPNRBEARBBxLGdAcj6TlJ23S2Hm1B0puStqtS/620lHc1GaulBWCy\n1SLHSzq02j6NJI1p2/T9KElntbiPG7Z34Iu27GQF+7DG7loVmmEFm49PrtsEeFJFbZ6ra9RiKAAn\nAQ9ZwW5qgOy6kB+/FewN4Dagd6qum7c+CIIgCFoijOk6Us7YlHSQpIeybTPbwMz+2oKcIZLmS+pV\nUj5Q0pWSJkuaLelFSSMlLVvfkVSk3GqLeU7HV3AEII3hg9wKitPNbGLKmJHJWSCz9Fh1EPnxXAHs\nK2lAC/vshy/zvpcV7ONW9NXq0Awr2FR8BclzgZtV1O9UVJ9W9NkqVNQQ4Ie4Qd2duAr3TjfEWx8E\nQRAElQhjur60ZGy2lqZMC9KK+JLfSwGbmVkffNnuvsCarRKaKClrV85xSZsCfczsiZKqDXMp51Zs\nTx816NCuMZjZx8DdwAEV+yhqaeAXwIkpNVtraFNohhXMrGB/wBdz6QX8S0V9s5V918qv8AmHb7XY\nsmtxH7AScEYY0kEQBEFHEsZ042lmXJeEFQyV9JSkWZLekXRuapZ5rmcmD/Rm+FLTs8xsPzObCGBm\nk8zsWDP7V5K3haQnJc2U9ITUFBaQwil+KekR4ANgjeQ5/oGkfwMvp3YjJD0jaYakRyR9ucZxDscn\nrFWlitd9HeAyYPPMi53Kl5J0rqQJ6RhdKmnpVDdM0iRJJ0qaAlyZnhNOlvSqpGmSbpDUL9fP/knW\nNEk/KaPieGCHKkP4AfBPK9gjC42thZjo9oZmWMFmWcEOAw4HRquor7ZFTiVU1M7AV3EveFbW2jjv\navLrJqsUK9hn+II5h9RTbhAEQRC0RI8yputxs66DjNI8haXbeeP6QuB8M+sLrAFkMapbp799zayP\nmT0OfAO4tWKn7rkeg6dnWxHPBDEmb0ji4Qnfw2NLJ6aynYFNgfUkbYwvPHJYkvE74A5JS1QdsbMB\nySAvVa2GfTGzl/DQh8dKvNhnAWsBG6W/g4Gf53ZdGeiHr2R4BHA0vrLgNsBAYAZpuWlJ6wG/BfYF\nBuGezFVLVHkp9bXwQDz/88lAOSMcGpOubiGsYP+HH5fj6iFPRfVWUZcCFwP75lZvhPqOqdHH50pg\nPxWbnfNBEARB0FB6lDFNfW7W7ZEh4M/JqztDUmbIVQr9mAd8UVJ/M5trZn/LySllRWBKlb53AF42\ns+vNbL6Z/Qk3DLMlqw0YZWYvpvpPUvmZZjYzhTgcDvzOzJ4051rgY2CzGsa+AjCnTPk/csejpTzM\npaEnwg3745KOH+Ax2Xvlms0HCmb2iZn9BzeoTzWzyWmMRWA3SYsBuwF3mtnDZjYPX2VwfokOc/DQ\nmXKcBIy1gj1Xob7u6eqqcBXwjSp5qGtCRfUHngWWBL5sBXu4pEmbxlThobShx8cKNgGfGHpUvWUH\nQRAEQSV6mjFdj5t1e2QYsLOZ9cs+eFhAJe/sobjx/mIKy6gWXvA+7k2txCCavM0ZE0r2KRcHmy9b\nHTi+5GFg1Rb6zZgBlJsYt3HuePy4Bjl5BgDLAn/P6XM30D/X5r1kGGcMAW7LtX8B+BT3YA8EJmUN\nzWwuflzz9AZmlSqiojbD/18/raJvw9LVlZKW9b4G+FE7RR0F3G8FO7SCzm0dU7mH0o44PmcCP1JR\nvVtsGQRBEAR1oF0Ttrog++A37iPacbOuh4w8FcMczOzV1B+SdgVuTuEa5TzZ9wH/I6mYy4SR521g\nl5Ky1XHjc0GX5dTIfZ8InG5mZ1TSuQrP4gZUeyjVbxrwEbCemVXyypfuMxE42MweK22Y4qrXzW0v\ni4d65FkXeKbZfp4943rgSCvY2xWV9/Nlz0r17aV0CXHgN8DfVVTRCvZBG5cY/wEeElOWdoxpoYfS\nRh+f1McrKuoB4Eg8T3fdqMcS7kEQBEHPo0d5puuRe7fB+XubIWm/XBq2WbhhOB9fyW0+zbN0nId7\nfq+R/NW+pMGSfp0mCY4F1pa0t6TFJe0JrAPcle+yBZWuAI5MEyMlaTlJO0havobhjMU9ke1hKrBq\nFqNtZvOTThdkxymNefsFeyxDv5JwgsuAM3LHaICkLNTlZmCEpC0lLYln5Si9Br5G8wcQgItw723V\nHNodQDNvrxXsTeAvwMHl6qGmOQCPWcFeaoCuHealL8MZwHEqapk6y+2QmPggCIKge9GjjOkuSrV0\ned8CnpM0Bzgf2MvMPk7hB6cDj6RwhaFmNgPYAs+l+zdJs3Fv9UzgVTObDowAjsc9uicAI1J5XpdS\n3Zo2zP6OxyhfDEwH/o2niWsx3Z+ZPQ3MkjS0Sn8tld8PPA+8I+ndVHYS8CrwuKRZwL3kPeC9WJzm\nBs6FeNzsuHSMHgOGJh1fwHMo/wGYnMa4IMwlZQkZjodPoKKWUFG/wGPGj23pGHQA5UKQzgV+pqK+\nW6F+XcoYgLkVFRdk7qgnHflQWqbvZ4HHgdtU1B5pRcd60JEx8UEQBEE3QeUjBjofSWZmC3lSK5UH\nnY+kbwI/MLP/6bA+ixqLG4pP0k4vqKSjgFXN7GQVtRGeam0KcFi18I6OInmWFwpBUlFbAVfj4SlL\nAAdZwWaqqNWB5/AFZj4FngZuwR9IzmYk32Akd9MDQxZU1NX4w+eKeDjbJlaw19ops+zxD4IgCLo3\n7bUtw5gOujWNMHBU1P54WM2JwCgrdNGLJIeKWhY4DZ8keXf6nIm/ZfgK7pHfBPgOvtjPOowERgJw\noxWsobHMHY2KGk9T2NErwA1WsJ9X3iMIgiBYVAljOggSbZkgliYXro6nEfwUz2F9fNqeVqucrkLK\nsbwfngbwQitY2dzkKure5Jlut0e/K1LyxuJ44FpgTStYaSrEIAiCYBGnvbZlT8vmESzaZBPEwL3V\nFb2tKkrA/sDZ+IqQg/C0ebPx0Ihs9ciqcroaVrAZ+ITJi1poujuezrDHGdKJBVl58Mm9HwJbAg91\nplJBEARBzyOM6aAnUdMEsRQScTeew3pnK9gTKS/x+niKv5trkdOdsYLN1EjRHQzptrxxKE3Dp6Ku\nxSfThjEdBEEQ1JUI8wh6DLn46Y/wxVvKGl8q6ijg27gh/VkVOd12olktBmi1a6kr5VQuiX9uU3y3\nihoM/AsYbAX7qI7qBUEQBN2cCPMIgkTmjSwxvpqFaaioJfC0gXuVM6TzchqrbcOpOeSlQfvXk3an\npLOCva2ingJ2xPNfB0EQBEFdCGM66IlUM772BN6wgj3eng46ynPbjn7aa4B2pZzK9VqVdDRwECXG\ndBsnrnYZz30QBEHQucSiLUFPpOzqeyqqF3AycFYd+uio1fDa2k97VyDszBUMm1HHBWBuATZOOcTz\ntOUYx2qIQRAEARCe6aAHUiVM4zv4CpK7qqhTaJ9XsaM8t23qp72hKj0k1KUZVrC5KuocPP3hrrmq\nthzjruS5D4IgCDqR8Ex3EJKek7RNZ+vRFiS9KWm7ztajPaTls0fiXul6eBU7ynPbZTzEPYTLgC1K\nvNNtOcbxfwmCIAiAyOZRNyS9CRxqZvfnyg5KZVvXKGMI8DqwuFnT4hKSBgK/xI2/5YG3gRuAX5nZ\n3IUl1RdJb+DjeKCFdmsDpwPD8GWtJ+BLcl8IrIaP7Rkz+6/cPv2BycDbZvaFEnnjgQ2BVcxsXpt0\nb4ptXRl4Dzeix1CnJci7M131Wqo3pfHNwCHAllawXavuGARBECwStPd+GJ7p+mHpUw8W/EMlrQg8\nBiwFbGZmffDloPsCa7ZKaKKkrC6hPpLWBP6GG9AbmNkK+MIg/40/AGQsI2n93PY+uJHd7NilB4uh\nwLvATu1QLfNCrwPMTkuDh1dx0aL0TUTmnd6kU7UKgiAIegQRM91BJM/1IWb2gKShwG+BL+I5ka8z\nsxOAv6bmMyUZsD0wAphlZvtlssxsEnBsTvYWuPf3i8ArwDFm9liqGw88DHwd+AqwoaR/A0clGb2A\nNSWNwL3fqwMvAEea2b9aMcQi8HAaR6bnK/jS1tlDAXhGhQOBE9P2/vhSz4eVyDsAuA830A+kaSGV\n1pJ57idmulSKB+6OGRq6o86dQLP45hQ7/b/AOBX1V9zAvif9jWMZBEEQtIoeZ0yrqLp4h63QJnd/\ntX3yel0InG9m10taFvhyKt8aeAPom4V5SLoAuLVih26kjsGN4z8CewBjJK1pZjNSs/1wr9zLwGKp\nbGdgU+AjSRsDV+KG+1O4gXuHpLXN7JOaRg7b4ZkyWuJ64CFJJwHr4l7rv1HemC4ATwAFSZ8zs3dr\n1CXPPbiHe2PgVyqqmbFUYoz2wZechs7PrVwrXSkfdFdlodR6VrDrVNSfgb2Ac/BJhP1p+v8/paIm\nEYZ1EARB0AI9zphuoxFcDwT8WdKnubIlgb+XaTsP+KKk/mY2DTcmMxmlrAhMqdLvDsDLZnZ92v6T\npKPx0IhrcCN+lJm9mOrnp0iPM83cQJB0OPA7M3sytblW0k+Azah9+eWVWtAzYxJu1H8T2Bb3SjdD\n0lbAYOAOM5sj6QXcILqgRl1cjq9k+BPgG1aw6cmQLjU882WZ/t0pQ0NklWiBSm8irGAfAL9PS42f\nCXwrVT2JX6PxkBIEQRC0SMRM1w8DdjazftkH+AHlDeRDcSPuRUlPSNqhitz3gUFV6gfhIQx5JpTs\n81aZ/fJlqwPHS5qRfYBVW+i3tXpmGG5AH4x7BUez8DE6EBhnZnPS9k2prLX8HLjDCvZM2i5neObL\nNqf7xVJH/Hc7sYLNs4Idj59jHwM/Bman6nhICYIgCKrS4zzTXYyyXnIzexU3gpC0K3BzCtcoF6Jy\nH/A/kopWPvXK28AuJWWrA3fnuyynRu77ROB0Mzuj7Chq4z48d++oGtreClwMPGVmkyStk1VIWgYP\nVeklKfMULwWsIGlDM3u2FmVU1Dp4uErpZMfSlfRKy7qVB7I76txVsYLdqKKWxkOevgGcR/tXXQyC\nIAh6OOGZ7gQk7SdpQNqchRu28/HUbfNpnqXjPDyW9xpJq6X9B0v6taQvA2OBtSXtLWlxSXvimSvu\nynfZgkpXAEdKGpoSfiwnaQdJy7ewX54CsIWkX0laOem5lqTRkvrkG5rZh/iEyO+VkfNd4FM8nnqj\n9FkXDzc5oBX6/Bo40wpNcdblVtKr4+p6QQ/ACnYtnj3nLGCvOC+CIAiClghjurFUSpf3LeA5SXOA\n84G9zOzjlDP6dOCRFG4xNE0i3AJfue9vkmbjXuCZwKtmNh2fOHg8MA04ARiRyvN6lOrVtGH2d3wC\n4MXAdODfuOFa82ROM3sdD5MYAjwvaSaegeNJ4IPSfs3sH2b2RhmdDgCuMrNJZvZu+kxNuu0jqcVz\nVkUdjXvnL65V/yDIcRQ+YbXcw14QBEEQNCMWbQl6FCpqF+A3wFZWsDc7WZ0uTVxLlVFRX8JTVe5m\nBat1Em4QBEHQDYlFW4IgoaK2xBfk2DEM6aA9WMFexmPub1RRX2ipfRAEQbDoEp7poGYk3Q1sVabq\ndDM7q6P1yaOiFgdeBX5oBRvTmbp0F+JaahkV9SPgSPwhDWBpPJRpDeBuK9hvOkm1IAiCoE60934Y\n2TyCmjGz4Z2tQxV2Ad4KQzqoMxfj8fxfStuf4HnSHwB+q6IesoI93VnKBUEQBJ1PGNNBT+FYfCW7\nIKgbVjCjwkRWFbU8cJWKGmqFmlcKDYIgCHoYDY+ZlrSYpKcl3Zm2V5R0r6RXJI2TtEKjdQh6Nipq\nM2Bl4PbO1iVYpLgWmAr8b2crEgRBEHQeHTEB8RjgBZpSn50M3GtmawP3p+0gaA/HAr+xgn3W2YoE\niw7Ja30EcFzK/hEEQRAsgjR0AqKkVfEV8U4HjjOzHSW9BHzNzKZKWgUYb2brlNk3JiAGZVFRl+PL\nsc8FTgQeBL5gBZtddcegGXEt1QcVdRywnRVshwr1+fN1n1gIJgiCoGvR1VPjnY+/Ap2fK1s5LcIB\n/op05Qbr0KWQdKmkUztbj66OpDMlHVOhem3gazzLcK7icWC0FWy2pPmS1uhANRcgaUjqv1favlnS\ntztDl6DDuRhYS0V9p0K9n68wHF+6PgiCIOhBNGwCoqQRwLtm9rSkYeXamJlJ6pq5+dqApDeBz+HL\nYX+Gh7dcC1xu6RWAmX2/FbIOMbMHGqJsjUhaEvgJsA8wCF/y/AHgF2Y2oUF9DsBz/K6ZtoelPj8E\nYHGWYU1gb55kQ1bG336UyhgFvGVmP2uEjjVwNnApcE8n9b8QpR7STlanx2AFm5e80+epqPusYPNK\nmsxNf5/Ew0KCIAiCHkQjs3lsAewk6Tt4btY+kkYDUyWtYmbvSBoIvFtJgKSRuc3xZja+gfrWA8OX\n8n5AUm9gGHAh8FXgkDbI6gqv4G/Gjei9gaeB5YF9ge2Aq1ojSNJiZk1xzZIE/lBV0vQgYIyZfZwr\ne9vMPg+golbAPXxXA78G/tkaPdqia2sxsycl9ZH032m59q5A5iGFRdxD2oDQi7H4MuQ/xN/I5dkH\nP95HRIhHEARB55OcdMPqJtDMGv7Bb+B3pu+/Ak5K308Gzqqwj7WmvCt8gDeAbUvKNsW91Oul7VHA\nael7f+AuYAbwPr58sYDRaZ+5wBzghNT+JmAKMBOPE14v188o4JIkbzbwOLBGrn594N7UzzvAKam8\nV/o/vApMA24A+qW6byQdBlcZ8yDgjiT338D3cnUjcWN8NDALOBQYj8fQP5Jkr1FG5v3APrntYbiX\nuXm7r/EAK/BGrt18fDGNw4F5wMfp+N2e0/UW/AHudeBHVXQ9BOgLXAlMBiYBpwG9csftXNxT/xpu\nRM3P6lOby4Gfd/Z5uUCfkYxlJMZInmAkK3Tla6kDjsX4dCyMkdxQJ5nrMJL3GFn5eolPfOITn/h0\nvU9774cduZx45n08C/impFeAbdN2fZAuRxqPNJa2ptyrh4wcZvYkbohtnRXRdCyOB97CjerP4Qau\nmdn+wETcy93bzM5N7ccAawEDgH8A15d0tyduFPbDjePTfUjqDdyHe88GJhn3p31+BOwEbJPqZuBG\nObgx/Tcze7vKEP+UdB0I7AacIenrufqdgJvMrG9O332B7+Fe7ollZH4ZXxijIipqSfqwKR/wXmmd\nmV2e+jo7Hb+dUyzznbh3fRDuWf+xpO0r6PoH/AFlHh5usjGwfdIb3GDfAfgKsEkae6mH/UVgo2rj\n6GD2AW4Etg8Paf1DL6xgLwG/BS5VUV3hrVIQBEHQAXTIoi1m9iDuScXMpuNGWiMofY29ZyfJKGUy\nsGKZ8nm4ETrEzF7DvbUVMbNR2XdJReAYSb3NbA5uyN1qZk+l+uuB81LzEcBkM8teP88DnkjfjwCO\nMrPJObkTJO0PrIR7scsi6fN4OM9wM5sH/FPS74EDgL+kZo+a2R1J//+kGPlRZvZiqp9fKhdYAfco\n5xkkacaCra9wOSszmU/5mMrkDZpNgf5m9su0/UbSdS9gXKmuuFd6OLCCmf0H+EjSBcBhuMd5D+D8\n7EFD0hk0nTcZH6SxdAmSAV2P87kn0KjQi9PxB929gD/WUW4QBEHQRelpKyDWw9vUiMlCqwLTc9uZ\nkXcO7kkel8KHLzezs8sJSJ7VM3AP6ACajND+NBmeU3O7fIR7fgE+j4c1lGMIcJukvFH7KZ5lZRrw\nxcrDYhAw3cw+zJVNxD21GZPK7PdWFZng3vHeJWWTLcVMA6ioG7mTx0iTFGtgdUoNclgMD60pp+vq\nwBLAFDU5GXvR5EkfSPNxlPOw98ZDcoIuQJk46bo/WKTJiIcA41XUUXjIUKTDC4Ig6MF0ZJhHR7Dg\nNTbW5ptXPWQsQNKmuNH5cGmdmX1gZieY2Zp4iMFxuRCJ0pCBfVOb7VIYwheyLmpQYyIeS1yp7ttm\n1i/3WTZ5qu8DhkoaXGHfycCKkpbPla1Gc6O0XLaWljK4PAtUXARDRfUFvsUrPFlFRmkfE4E3SsbZ\nx8xG5Nrn93kLj7leKde+r5l9OdVPwceakf+esS7wTBUdg46lQ1LUWcGewB9Et2h0X0EQBEHn07OM\nabOZmO3ZLiO4/TIEkDI5jMBf9Y42s+fz9anNCElrpawWs/FJh5mHeCrNva7L48bddEnL4V7qhfqt\nwBhgoKRjJC0lqbekoanuMjzOebWk0wBJOwGY2f34pMXbJP2XpMXTvkdKOtjM3gIeBc5McjfEJ+5d\nV8sxqsJYFg6ZyLM/8H/M4cMqbabS/AHiCWCOpBMlLZOWud9AUuZFb6aTmU3Bwz/OS2PuJWlNSduk\nJjcCR0saLKkf5Vfy3Aa4u4qOQcfSkBR1KupyFTVeRY1NmWYAnkt/PwZWUlED6tVfEARB0LXoWcZ0\n1+BOSbNxT+gpeOq2g3P1eQ/oWrixOgc3Si9J8eUAZwKnSpoh6Tg8X/UE4G38Rv0YzT2ppZ7VrIwU\nU/1NYEfco/oKTSlhLsSzcYxLej8GDM3J2A03bm/AQxb+BfxX0hs8Zd4Q3Et9K569IsuNXU4nKpTl\nuRb4jqSlS/dJE7t+gE+SLJWf/34lsF46frea2Xw8dvwreMjLe3jsc58quh4ALInnC5+OZ1NZJdVd\nAfwfnpbvKTxLyIL90xuJOVkMe9AlaNQEzHIe76yvz5NCPerYXxAEQdCFaOhy4u0hlhNftJF0Or7o\nz4XNyov6OnAR8GUrdNGTF18BEfi9mXWZRVtKiWupPqiosbgh/SRlDHUVtQdwgBUWhBQFQRAEXYj2\n3g/DmA66FSrqZuABK9hvO1uX7k5cS7XR0gIvuUWEymYGUVEr4TnoB1jBqmWfCYIgCDqB9t4Pe1o2\nj6AHo6IG47nJD26pbRDUkarpMltKOWgFe19FvQRsji9aFARBEPQgImY66E4cDvzRClaagzoIGkk9\nJi6Owxf9CYIgCHoYYUwH3Yn98Il/QdCR1GPiYhjTQRAEPZSImQ66BSpqIB53+jgVYleD1hHXUn2p\nFlutopbEc0+vYQWb1kkqBkEQBGVo7/0wPNNBd2FL4EM6YNGNIGgjFReFsYLNAx4EtusEvYIgCIIG\nEhMQgy5HBQ/flnhu6BWp86IbQVAnWoqtzkI9bugwjYIgCIKGE57poCtSzsO3JXAsjVl0IwjqQUux\n1eOAb6mo+N0NgiDoQYRnOuiKNPPwqahlgfWB8VawWJ476JK0lCIPX3n0feDrwP0dolQQBEHQcMJD\n0kFIulTSqZ2tRzeh1MM3FHjWCvZR56oVBO3id8CywOi00EsQBEHQAwhjuk5IelPSXEmzJc2Q9Iik\nIyQJwMy+b2a/rFHOto3XuEU9lpQ0UtIrkj6Q9IakKyWt3ui+rWAzGclVjOQOSbM5nbu4iFUl7Zh0\nO73jFX8AACAASURBVEjSfEnnlei8cyq/uqR8+TSGsY3WPQiqsDawFjAQuLqFtkEQBEE3IYzp+mHA\nCDPrA6wGnAWcBFzZBjldIV3ZzcAIYG+gD7AR8BRtyEYgabGSbWUPGRXa74Z7pkcBg/kpD7EBlwE7\n5pq9BuxeIvtA/FV6ab7HXYGJwDBJK7dW/yCoE1n40jQ8hCkIgiDoAYQx3QDMbI6Z3YnHTx4oaX1J\noySdBiCpv6S7kgf7fUl/TfblaNwQv1PSHEknpPY3SZoiaaakByWtl/WV5F6S5M2W9LikNXL160u6\nN/XzjqRTUnkvSSdLelXSNP0/e+cZJllVte37kZxzTkMQEJGsJIFRREAJguDoIOkFRUHxEwUJas0R\nUF5EURAEFCTIS04iI5kBREAEySAShxxnGHJ8vh/71HR1dVVXVXfF7nVfV11dtc8+e6+qPnVqnXWe\nvZZ0jqT58m2fAz4HbGv7dtsf2p5m+/e2T8n7LC7pL/m4/5W0Z8mcEySdL+kMSa8Cu0maJOlwSTeR\nUtwtW+mzy53sXwM/s30KE3gDWJ/P8Efb3yx+xMBzwD3A5vl+85PKNf+FgRcjuwJ/BG4iFX4Jgk5Q\nlC/tDOysrPoFZRAEQdA7jDxnWnJTHk3A9m3AU8BGJAewOO4PgCeBBYGFgYOc2JkUQd3K9ly2j8r7\nX0a6PbwQcAdwZtlU44AJwHzAw8Dh6aPQXMDVwETSreUV6Fv49F1gG2DjfNsU4Lh82+eAW20/Pcjb\nOzu3dTFgB+Dnkj5Tsn0b4Dzb85TYuxOwJzBnvm8lVgKWJEXGIS08fNEFP1/Sp+iEnAHskj//KnAJ\n8E7pYLksZWOSE3NuSf8gaCsueKoLHgdcQToXbNhhk4IgCIImMPKcaVtNeTSPZ0i5kaHPCXyX5ISO\nsf2B7ZsGf0s+1fYbtt8DMmD13FGG9KN8oe1/2f6A5LiukW/bCnjG9tG237X9uu1/5tv2An5s+5mS\ncXfIZRMLkCK/FZG0FLAB8KN83LtIkd9SR/Uftv+S2/92buepth/II93vVxl+gfzvs/nfDUkR5Upc\nRJJuzE2K9p1Woc/OwD9tPwVcCKwiaY0K/YKgLbhgA38ADojodBAEQe8z8pzp7mMJ4JWytl+SIshX\nSnpE0o+q7ZzLMY7I5RivkkpqQ4pqFymN2r5FivwCLAU8WmXoMcBFudRkCnA/8D6wCEnTudgg72lx\n4BXbb5S0TSa91yJPVdjvyUHGLPJy/rc4/+eA6yp1zJ30y4CfAPPbvpmBEo9dgPPy/i8Dk0iyjyDo\nJL8HlgH+p9igTCcp0yRlmhjZPoIgCHqHcKZbiKRPkhzMG0vb8wjxD20vT5JD7FcikSiXmOyU99k0\nl0wUtcb1RLQmA8sNsm0L2/OVPGa3/QxJGvIpSUtU2fcZYH5Jc5a0LU1/B7qSVKYe+cx/SE73Dso0\nE8mZHiy39OnAfsCfyzdI2oAkbflxrjl/lqSrHl++KDII2okLfpukoT5Cmc5RpkmkhbIVy5EHQRAE\n3Us4081FAJLmlrQVcBZwhu37KHF+JW0laYV8sd004APgw3zz88DyJWPOSdIBvyJpDuDnleaswmXA\nYpK+J2kWSXNJ+lS+7QSSznnp3KaFJG0DYPsa4CpS5HotSTPm+35L0u62nwT+AfwiH3c1UoRtgEPb\ngK3kc5vkHP+EMzmUt3iECbwk6dOSBjgYtq8nOdzHVhhuV1LVuY+RspGsDqwKzEZyWIKgY7jg+0hr\nHb5AcqKLcrBq5ciDIAiCLiSc6eZyqaRppKjvQcCvgN3zbaULEFcgOauvkZzS43KnEOAXpEjqFEn7\nkSKvTwBPA/cCN9M/wmsGRnwNKasIsBkppdyzpLRxY/M+vyVlvrgyt/lmUnGUIjuQFi6eA0wlZc5Y\nK7cbUsq8MaQo9YXAT21fO4hNVGkb2Mm+ABjHy+zEUaxK0m//DLi40vi2r7Onl282YEmzADsCx9p+\noeTxOP0XLgZBJzmeJM2CtLj4YqqXIw+CIAi6EKVAYPchya6wELBaezDyUKZ7gT1c8K2dtmUkEt+l\n7kCZVgbuBDZ1YfDFyEEQBEHzGe7vYTjTQVeiTMuQisRcDHyUVPBifETsmkd8lzqHMp1Eqoj4Jkk7\nvQPwLWA9F6pmugmCIAhawHB/D0PmEXSEvLz3axUexdy7WwKXkxzpWJQVjDRWpP9xfTJJTrVfJ40K\ngiAIGiec6aAj2J4zL0xT/ije5v4CSbNdLMEci7KCkUS/4zrPPf0N4EBlWqD6bkEQBEG3Ec500HUo\n06ykhZJX0leCORZlBSOJAce1C36MdAG5cycNC4IgCBojNNNB16FMnwaOdsGf7LQtI5n4LnUfyrQJ\nKcPHqnm0OgiCIGgxoZkORiJrkRYfBsFo4wZgRlJxoSAIgqAHCGc66EbWIuXcDYJRRR6N/iNJPx0E\nQRD0AOFMtxlJ90rauEVjfyipYvlwSTtJuqIV8w5iz1mStq3R5yBJf8ifj5H0IR92xpmWNFbSkyWv\nb5W0SrvtCEY9pwFfUqZ5Om1IEARBUJtwppuIpMclbVrWtpukG4uvba9q+4Ya44zJHeOPlLUvJulk\nSc9ImibpAUkTJM1eyzbbZ9revGSsbSXdKelVSS9KukbSmHrfay3yEuOr2b4kf72bpA/K0uAdY/sX\ntsujcCsA90qaJGmPZtk0BI4iVV4Mgrbhgl8AriYtUgyCIAi6nHCmm0u1MtpDZboYXtL8pJLfswDr\n2Z6bVCp8HqBiNLrqoNIKpOjX923PAywLHAd80LCB0oxVNu0F/Lms7aayNHj7Vtn3Py74HYb5WZZf\njAyBS4HPSFpkmOMEQaOcBHxLmWKBaBAEQZcTznTr6ecQ5tHrz+bPPyXpX3l0+DlJR+XdipHrqXkE\nej1SMYdXbX/d9mQA20/Z/r7te0um2EzSQ5KmSPpdybylEfI1gMdsX5eP87rtC20/mfedTdKpkl6R\ndJ+k/cvkD49LOkDS3cBrVZzWLYDry9oqZWeZIOmMsk/sTkmHAxsBvytGsfP+K0u6StLLkh6UtGPJ\nWKdK+r2kiZJeB8ZKWlzSBZJekPSopO+W9O/3PoF+2UNsvw3cDmxOELSXa4DZgA06bUgQBEEwONWi\nij3JpEn9S/SOHdt4XuImjFHuMJa/LnWufwscbfvMXKrxibx9I+AxYB7bHwJI+g1wYR3zfxFYhxSx\nvl3SpbbLtdJ3ACtL+jXwF+Bftl8v2V4gRauXA+YkVSIsjxJ/lVS97aWijdPfsDRHvv9/6rC3b9y9\n+DknIsSnmMCGTGAD4Azbp5SMexXwY5KDuxpwlaR7bT+Qj/I1YEvbN0uaDfg7cBEwDlgKuFrSf2xf\nWef7fABYvY73EQRNwwV/qEzHA/sAN9XqHwRBEHSOkRaZLi/R2+4xBFycR4WnSJpCkk9Ukyu8C3xU\n0oK237R9a8k45cwPPFuHDUfYnpZHma8jRaH7YftRUlGUJUiFI16U9KfcWQXYETjc9lTbT5Gc/lKb\nDBxj+2nb71SwYd7872tl7euVfDavSFq339YZp8tVVqHvsy+ddytSRP002x/avpN0gbFjSZ+Lbd+c\nP18NWND2Ybbft/0YKVPCV+t8n8X3MC9B0H5OBbZUFjKjIAiCbmakOdPNKD09nDEMbGt7vuID2JvK\nzjHAHiTn/QFJ/5T0xUHGfhlYvA4bnit5/iYwR6VOtm+1Pc72wqRI+MbAIfnmxYEnS7pPrjDEkxXa\nihSj+XOVtd9S8tnMn1889H025u382e30ffalFyLLAOuWXayMBxYp6ftUWf/Fy/ofBCzcwPucG5gy\nyHsNgpaQV0Y8n0iTFwRB0NWMNGd6eoneoUg8mjhGKVUXENl+2PZ42wsB/wucn0sTKkWyrwa2k5q/\nIMn2v0hSiI/nTc8CS5d0WXrAToMsDrT9BvAIsFI9009/9jRJ4/0am+WORPkck4HrSy9W8oWM+1Sx\nazIpkl3af27bW+Xb63mfHwPuquN9BEErOA7YS1la6KtMJynTJGWaqExxxyQIgqALGFHO9Nixnjp2\nrMcNxwluxhj1IunrkhbKX75KcgQ/BF7M/y5f0v3XpCjpaZKWzvdfQtKvJK1abQoqL/r7tKQ9i3NL\nWhnYGrgl73IucJCkeSUtCXyXxjNrTCTJZWrRZ99cjAHgaF7NW56n/2fwV2DF/HObKX98Mre//1iJ\nf5IWSB6QLzacQdKqktbJt1d6n32GSbOSCshcVcf7CIKm44LvJF0Ubp83NUPKFgRBEDSREeVMdymD\npcvbnJRP+TXgaOCrtt+x/SZwOHBTLk/4lO0ppJX97wG3SppGilZPBR4umava3KXPpwDbAPfkc/+N\npD0+Mt+eAU+QFkFeDpzOIBH2KpwE7FTJltLoGrMwy3S7ZmfVsvfwW2CHXF/9m3yR5OdJmuenSZHl\nXwAzV3iP5AsjtyLpxh8lXaScRLooqfY+S+ffGrjOdql0JgjazTTgVGX6G2mdBQxPyhYEQRA0EdnN\nTIvcPCTZdqWoasX2oHVIGkvKqrFUg/udCZxbLNwyvT3TJPqi1ue64HF5+z+Ag13wpOHa3Awk3QL8\nj+37O21LK4jvUm9Q9n25iHRBvVcuhQqCIAiGyXB/DwdNjSdpYVLGg42BMaSo3ROkPMjn2X5hqBMH\nIx/bO1XZNGCRpzItTdJY39YG0+rC9nqdtiEI6Pu+vAfs44LryeoTBEEQtImqzrSkk0l61b8BJ5Bu\nqQtYDPgUcK6kh23v2Q5Dg47TzFsY40l6z9Lo2jeBM13wG02cJwhGAsXvy2zALqTFykEQBEGXUFXm\nIWk123cPunMdfYZsWMg8Rg3KNDPpjsemLoxMSUU3Et+l3kKZVgZuBJZ1oV+RpSAIgmAYDPf3sOoC\nxKKTnEs9yiddqbRPEAyTLwEPhiMdBNVxwQ8CN9O/SFEQBEHQYerJ5nGjpLRALPED4OLWmhWMMr4N\n/L7TRgRBD3AK8D+dNiIIgiDoox5neizwdUnnAdeTFol9spVGBaMHZfoYsDJxgRYE9XAZ8FFlqqcg\nUhAEQdAGajrTtp8FriDlOB4DnJrn+w2CZvBt4GQX/G7NnkEwynHB7wFnALt32pYgCIIgMWhqPABJ\nV5MyeXwcWAo4WdINtn/YauOCkY0yzUEq7LJmp20Jgh7iFOB2ZVofeAMYHzmngyAIOkc9Mo/jbO9s\ne6rte0gR6ldr7RT0R9K9kjZu0dgfSlquyradJF3RinmbwNeAm1zw5E4bEgS9ggt+gJRzemOirHgQ\nBEHHqUfmcZGkRSVtK2lrYEHbh7bBtp5C0uOSNi1r203SjQC2V7V9Q40xxuSO8UfK2heTdLKkZyRN\nk/SApAmSZq9ll+0zbW9eMta2ku6U9KqkFyVdI2lMI++1XiSNl/QvSa/ltk+UtGG+bQIT+AOn83TZ\nPt/LP4NCWfuyefvxrbA1CHqMJ/K/UVY8CIKgw9R0piXtCfwT2B7YAbhV0h6tNqwHMc0rbDI916Gk\n+UnpsGYB1rM9N7AZMA9QMRpddVBpBeA04Pu25wGWBY4DPmjYQKlW9cz9gKOBw4CFSRKh44BtAFiY\nJZiP93h0wGLWXYH/MPCz3AW4FxgnaeZG7Q2CEcZmwFvA/iHxCIIg6Cz1yDwOANa0vavtXYG1gB+1\n1qyRRx65/mz+/FN5xPZVSc9JOirvVoxcT80j0OsB+wGv2v66neQQtp+y/X3b95ZMsZmkhyRNkfS7\nknmnR8eBNYDHbF+Xj/O67QttP5n3nU3SqZJekXSfpP0lPVn2Hg6QdDfwWnkEvaTfPEAG7G37Yttv\n2f7A9mW207GzBOswG/cAs0taJd/v46SLhn/R/4JCwM7ABOBlYOv6P/kgGHm44OdJ5+EfdNqWIAiC\n0U49zvRLQGn2jtfztmAgg1XPKY20/hY4Oo8OLwecl7dvlP+dx/bctm8BPgdcWMfcXwTWAVYDviJp\n8wp97gBWlvRrSWMlzVm2vUCKVi8HbE6KEpdHiL9K0mnOa/vDKrasD8wKXFRpozLNz1yszIs8wtq8\nzlpcrkwTmZlvkjIVlPNpYBFgIumz2rXKvEEwmvgDsLYyrd1pQ4IgCEYzNbN5AI8At0i6JH+9LXB3\nXrzFtn/dMuuGwKRJaorUYuzYhstKCrhY0vslbTMDt1fo+y7wUUkL2n4JuLVkjHLmJ2VTqcURtqcB\n0yRdR4pC91t4aPtRSWNJ0e5zgbkknQ18x/YbpMpq37Y9lRQd/y3w09IhgGNs99M5V2AB4KVBnO1v\n8BoP8R7vsAEfcDpL8QFLMSOb8C4rAb8o678rcKntt/N85/tLWsj2izXsCIIRiwt+W5mOIF0Eb9Np\ne4IgCEYr9TrTj9AXobwkf14e1ewKhuAENwsD29q+ttggaVdgzwp99wB+Bjwg6TEgs31ZlXFfBhav\nY/7nSp6/CcxR0Uj7VqBY0XId4BzgEODgfJ4nS7pXyrLxZIW2cl4GFpT0kXKHWplmAr7Dk1wGzM4C\nTGF+YCLP8TYP2n4qqTry/tJsJK3+7rn9d0p6HBhPivAHwWjmD8CByrS2C75dmU4CViSdAyJlXhAE\nQRuo6UzbntAGO0YqFR172w+TnEEkfRk4P19oWCmqfjWwnaTMdrMWOBbt+Jeki0g5xCFFwJcGHshf\nL11ptzqGvhl4B9gOuKBs2w7AI7zEc8DywHiW4wquYR2SPr98nu2AuYETSzJ5zEuKVoczHYxq8uj0\nscC3gG+QHOlN8s0nkl84B0EQBK2jqmZa0imSqpYNl7SupD+1xqyRjaSvS1oof/kqyXH8EHgx/7t8\nSfdfk5zJ0yQtne+/hKRfSVq12hRUcOQlfVrSnsW5Ja1MWsx3S97lXOAgSfNKWhL4Lg1kKFGmk5Rp\nEhM4i9n4OXBcnopvdkkz6SPakr/yK1KWDwBc8FSuYRNSdoKidrzU9l2Bk4FVgdXzx4bA6oO8/yAY\nTZwB7KBMs5Mi0hAp84IgCNrGYAsQjwa+m2eIuFTSSZL+kD9/iFQG+lftMbNnqZYub3PgXkmvkT7n\nr9p+x/abwOHATXlWjk/ZnkIqlPMeKS3hNFK0eirwcMk81eYtfT6FpK28J5/7b6TFjUfm2zNS/trH\ngMuB0xl8UWU5xajYlvyI1Una7B8DLwCTmZ1DWJUPgL+W2mX7bdvX2n679P1IWhz4LPAb2y+UPO7I\n7dulAduCYETigp8mXRBvR7rjdS7w+ZB4BEEQtAfVUg5ImoVU7nkZkpPzBHBXiePTGsMk2wP1z9Xa\ng+aTL1Y8w/ZSdfXPNJGU6eM28h/zMg3nu8A1LvjYFpkcNEB8l7qXRrXPyjQO2NMFb9YO+4IgCEYS\nw/09rEcz/Q4p6nFLrb7BqGc8Sae5V8mPf6mG831SvuggCAanUe3zJcDxyrSUC65nkXAQBEHQJOrJ\n5hGMbireusj12/dV6T8nBYrOdFHD+SjwoAt+rfkmBsGIoyHtc74Q8VzSxerPW2lYEARB0J9wpoOq\n2J5E5Ywe5NUY56pjmGK0enbg/KYZFwQjm0p3eWpxKnBGnnv6BCJFXhAEQVuoRzO9o+3zarU13bDQ\nTI8Y8iwDzwLLuuBXOm1PkIjv0shCmQTcCFwMbEWfTORcFxwp8oIgCKow3N/DesqJH1xnWxBUY3Pg\ntnCkg6B1uGCTItr7k6qvQqTIC4IgaDlVZR6StgS+ACwh6Rj6UqTNRUrTFgT1sj0pBV8QBC3EBU9W\npj2B40gR6t1D4hEEQdBaqso8JK1OSon3M+An9DnT04Dr8vzHrTNsEJlHK+cNgtFEyDx6n0pp9JTp\nKGCpkHcEQRDUpmWp8WzfBdwl6UzbXROJjh//9qJMkxiG9lKZPg9kLnj9ZtsWBAFQOY1eAXhCmZZz\nwY92zLIgCIJRQD2a6XUlXSXpv5Ieyx9xch49DLk8sTLNAPyQVJEtCILWMOA76oLfAE4B9u6UUUEQ\nBKOFelLjnQz8P+AO4IPWmhN0IUNJ0VXklyR5UFQ8DIKhov4yDtz/e/j64bzw8Hy8uPLLTJ3lA1JM\nOnE88C9lmuCCX2/V/EEQBKOdelLj3Wp73TbZUzpvpO3qYfJFUPsD67nQWn19EIxo1F9qhcukVoNs\nV6aLgCtc8Aktmz8IgqDHaXk5ceA6Sb8kZWN4p9ho+46hThqMHKosfloTOBzYKBzpYETSP1r7AjCG\nZkZu+4//bt5aTWo1mBTrmD9fwAWeoK9q6PYNWeoVBEEwGqjHmV6PVCJ6nbL2zzTfnKAHqbT46WfA\nz1zwQx2zKghaS+lx/yKwUP68+B1o5vgXkdYd7FXFEZ4uxaqwfdLyrzCzBn5HG2Gw8YMgCEY9NWUe\nnSJkHr2BMk0EtiRFrT4PrEDKb7uCC367k7YFo5hW63zV77ifCmxG8TvQnMh0/+/VMMb8z4K6f6WX\n+Rhw2+I/4P5n5+qLokcO6iAIgjZUQJS0qKSTJV2ev15F0h5DnTAYcYwnRc0+n/8wF4BfhCMddJhi\nZHdLUlS12Uw/7oGvTH/ePKe9b/xhjnnIpoy/aGXefnouNs8d6VZ+LkEQBKOOehYgXg78CTjE9mqS\nZgL+bXvVlhoWkemeQ5nWIaLSQTfQP7J7P83WNHeaBiPvynQvsCfwU0oi3hGZDoIgaENkGljQ9jnk\nafHyAi7vD3XCYEQTUemgWyiNHI9h5EVjG428/wXYhoF3koIgCIJhUs8CxNclLVB8IWk94NXWmRT0\nIsq0BLAhsGOnbQkC4BPAadhTkUZONgppDmBjYOm85WHge3XseQlwigs+mOYskAyCIAhy6nGmfwBc\nCiwn6R+kVes7tNSqoBfZAfhLRKWDIVNNulCvpKGv37skZ/pNpG8DBwGvMdRsFJ0uWiKtSNJlf46U\nVel24CxgC+AN4EGks4CjsB+paPMEbgMWUKYVXPDDbbU/CIJghFNT5mH7dtLtxA2AbwKr2L6r1n6S\nZpV0q6Q7Jd0v6Rd5+/x5efKHJF0pad7hvomgK9gROK/TRgQ9TTXpQr2ShmK/zYDXgVWAm4BJJOf6\nLKTfIx2I9DWk9ZEWR6p1Hmz1YsbqSFuT3sMCwP8Ci2Jvgn0I9trYGwMrAy8BtyKdjbRmuc0u+ENS\nUGTrttofBEEwCqgZmZY0I/AFku5wRmDzXKj968H2s/22pM/YfjMf4++SPk3S7V1l+0hJPwIOzB9B\nj5JLPFYBruq0LUFPU02OUa9Mo9jvPeBz2O8ARyAdCywHLJM/xgBrlTyfB+kp4HHgifxR+vytOucf\niCRgMZJzu3w+5/zAfKRgxgvA8/mj9PnzwB7AIcBW2LdWncN+DvgJ0pGkgMelwCz51ttLbL6EdKfx\n6IbeQxAEQTAo9WTz+Bvpx+Qe4MNiu+2s7kmk2YHrgd2AC4BNbD8vaVFgku2VK+wT2Tx6BGX6HrCm\nC96t07YEPUy6SzWwOEi19oH7L0RRQ2yf2sC8s5E0yGPo73AXny+a95xKctjfAt4GZiA5xfOQnO7b\ngQeB2fP2ZYG1SUGIB4BH8n4vAVNIxbAWBhbJH+XPHwa2xn607veS3s/MpMwdGTAr6SLgp5rA7cBz\nwPIu+KWGxgyCIBjBDNfnrMeZvtv2akMaPN0+vYMUkfm97QMkTbE9X75dwCvF12X7hjPdIyjT30lZ\nPC7rtC3BCKaWdjlFZj8GbEMzq1GldKCzkxzT2fLHrKQMR1OAaaTI9zq5fa/n7U8B/wKexHZD2ut0\nbhT2h1X71Gf7XMCXgF8C62oCvwBucsHHDWvc/nN0VlMeBEEwTIbrc9azAPFKSZvbvqLRwZ1+CNaQ\nNA9whaTPlG23pKo/epImlLycZHtSozYErSUkHkEbqVS6PiFtBXwNWLOpjjRASgf6KoNnMfp3/hiM\n6vYPnNOkyPXwsF8DzkBaGLhwqVfJnpyHg4HmOdONvK8gCIIuQNJYYGzTxqsjMr098GeSvu+9vNm2\n525oIuknpNujewJjbT8naTHgupB59BbK+kWibgGWC4lH0HKqldiWziQtgL0d2LLrIqN9kdtVSNmQ\n2l9IJkW6zzKsfc/CLLP8FO6d4z12w767CWM3rfR5EARBJ2hH0ZZfA+sBs9ueK3/UdKQlLVjM1KGk\nSdyMFLn5C7Br3m1XUsW8oLcozRRwIPDbzpoTjBIGltiWViAtap6JdJ7qxqIsxe/LQsCTdKKQTIqa\n7CGYd7UXmGmO91gT+CdSlmush0PTSp8HQRD0IvXIPCYD97lx7d5iwGm5bvojwBm2r5H0b+BcSXuQ\nVsx/pcFxu56yyO34EVxp7GVgHRf8eD2dR9HnErSC5KglCUFa1HwgsDdJm7wy3VuUpTQbyec7VkjG\nfgPpNmDLOxfh3RVfZs3Z3+eXwG1Iu2HXkqlUG7fv/xIEQTAKqceZfgy4Ls/q8W7eVk9qvHtI6afK\n218hFR8YyYx0DeE04F5gowYd4pH+uQStJskVtgF+A/wTWIO04K92to/OMZ6B9lVqa5stn9uVj788\nOwt7AlsDOwNXIP0eOBz73cGHIBYdBkEQlFCvM/0YMHP+CGozcsoXl6FM6wFrAiu64Ldq9S9jxH4u\nQRuQFgROI2XO2BP7mpKt3XthVily26lobj7vy5l+COyKfT1wOtLVwEnAHbkG+lHgFuw7q4wUF8ZB\nEAQ5NZ1p2xMAJM1h+42WWzQymB51GklSBmUScASQDcGRhhH6uQRtIEWkTyPlad6uruhpMBirA19V\npqWAHW0/k1db3Jx0sbw28DOk7bBvqrB/XBgHQRDk1JPNYwPgj8BctpeStDqwl+29W2pYZPPoOpRp\nS9KC1E+44Pc7bU8wipD2IRV92jAc6eGjTJPoiyyf64IHRpalLYA/AevjsnUR9RbSCYIg6AHakWf6\nN8AWpFK02L5L0iaD7xKMFJTpS8DW+cvPAD8MRzpoK9LHgQnABuFIN41iZPl94HvTW8u10OlO1KVI\nG+Q5qxOx6DAIgmA69aTGw/bksqZwpkYByjQjqbjDfcA/gAOAizpqVDC6SDrpc4ADsP/baXNG5wzk\n5gAAIABJREFUEMV0dlcD25a0l6a9PBE4BrgZ+FMutQmCIAjKqCs1nqQNAZTyke4LPNBSq4JuYXNg\nsgspc0ue2u47yhSp7YLWIy1Bqqx5CXBqZ43pXSqlpPQEjgQWeX4OZlllH/ZXpj+44A8p10KnMuj7\nAjcB+yCtRmTxCIIg6Ec9kelvA/sASwBPkxan7NNKo4KuYQ/glJLX5VGrIGgNqRjL34FTsQ9qeonw\nViCdhDQJaWKuKe4WKn1vVwQ2WeQN1vvjX1gSuEuZJh62Ed+mvACL/TapHsBPSelO4xwQBEFQQk1n\n2vaLtsfbXtj2QrZ3sv1yO4wLOocyLQx8lnSLvUis4A9aT4p+Xg/8AvvITpvTAN16sVnpezu9bc9t\nmAysCmz5k005EnvcgIiz/QgpiPKxvOUe4FsttToIgqBHqOlMSzpdJVEWSfNJOmWwfYIRwc7AxS54\nWknb9LLBIfEIWoK0PknasR/2SZ02p0G69WKz0vd2etsrs/NE3nY7g9ltnwfsT6o4OQ9wH9LOoaUO\ngmC0U09qvDttr1GrremGRWq8jpHnk76PlA/6xk7bE4wSpLWAy4FdsC/vtDkN06Pp4pRpXtI6mINd\n8J/q31HrkhYovwV8G/ve1lgYBEHQWtqRGk+S5s/LgCNpfmCGoU7YTCotrBmNNrSADYGZSJrVIGg9\nKbr5W+CgnnSkoX+6uB4qt+2CpyrTIcAXSXml69zRt+YO9TeA65B+AxyJ/V6/fj30WQRBEAyFehYg\n/gq4WdKhkg4jpUn6ZWvNqptu0Ch2gw1NI0+H91vgMBd6YNFXMFL4EjA3IydrR6+dFy4GNlOmORva\ny/4A+wTSwsSNgVuQtkYqDdT02mcRBEHQEPWUEz9d0u2kxWgGtrN9f8stq49u0Ch2gw01aSCC/h3g\nVeD0NswVBJBSbv4vsA/2B502p0n0xHmhiAt+RZn+QYpOn1Or/8AB/GReMfFrwMHA8Ui/xD6GHvss\ngiAIGqXeoi33kRarXAq8LmnpllpVP92wIK4bbKiHmtEhZVoK+DHw7WFGpSMSFTTCt4BHsK/qtCFN\nZPp5oYdkDecBOw55b9vY/4e9PskpL5B+K3rxswiCIKibehYgbkOSeiwOvAAsAzxg++MtNayFCxBb\nETnt9misMk0kObe3UcXxV6aLgX+74KzVcwUBANJGwIXAZ2IBW2dRpvmB54BbgdcY7nlMOh54Gvvw\n5lgYBEHQGobrc9YTmT4MWB94yPaywKakk20v04rIabdHYytG0JXpJGWapEyTSP/nI1o1VxBMRxLS\n3sD5wNfDke48LvgV4BXg0wz1PFZauCb9b3cbduq87i2GEwRBANSXzeM92y9J+oikGWxfJ+m3Lbes\ntQxJw6dMH8lL7jZtzHaRO7XjKmwqXgQAPOKC32nhXEFQ5DBgG2CDvCBI0B3cBywC3M3QzmOl55PX\ngPeADUjlyIdK6ZgnEueWIAi6jHqc6SmS5gJuBM6U9ALwemvNajnjyfPB1oqclsg35gXGKNNxwDEu\n+PmhjtllFC8C3gD266QhQQ8ylLRnqVT4XsDK2C+11sCgQb4M3HDh2cyz3YNczAQ1ms6uPKjwTWA3\nhudMd3WgIgiCoB7N9JykpPwfAXYipa86s9UlxbulaEsufyhGRW4iRWy+SorgTAFeJKWV+psLfl+Z\nFiFVD7zPBf+t/RY3Rl6w4QySxGNRF/x+h00Kegn1+36ci107aiidDdwTWtruRJlmu+mPvLLBU8ya\nN9X3f4WBhWukxYF7gSWx3xx85zrHDIIgaDLD9TlrOtOdol3OdK2FgyWL6d4E/g1MA74LLAnMl//d\nCVgKuJOkN7wE+Dx1VBTrhoWLyrQfsIoL3rNbbAp6BPVfbFrT2ZHWJmUFuhxYjijk0Xkq3F2YPI9u\nX3oaa701I3fP9j6bDOv/k46RC7BPbpLFQRAETaVlFRAlvU7KK10J2557qJN2GbX0eGeRHOR7SJUB\nAX7uQr9Ize+UaTVgDWAnF/yqMq0EXKlM8wFHD5Jqrhv0gF8GDi153Q02Bb3BdHlTnQ7XEaRjbRxx\njHULA77vS09j07sX5tqxu7PYlNn4qNPF0lD5OXB+fiH1Y/JqukEQBCOFqs607cYqYfUuVfV4yvRp\n4ChS5O2Qav0AXPDdJAlI8fV/lGkjUhRuH2WaBnxASi9YGu1tux6wLPL8A+BjwLUlXUKjGNSHG1hs\nKn0RGAP8Edg6b41jrPMM/L7bU1eDtaZk2haYqEzjXPC1lXaueSfL/jvSKqSLqPuRDgHWZTCtfZQg\nD4Kgh6iraIuktSR9T9J3Ja3VaqPazIA0bsokZdqblP92Nxd8U6V+tXDBk0nR6h2BBYC1SY75Vco0\ne7X520BpGr8/A5e64HdLtkdqu6C5SEuQnOg9sd8jCnl0E1X/Fy74EmB34DhlmqHK/rXTgtqvYO8D\nfAHYk7TuZLB9uj3VaBAEwXTqWYD4U5IzeCEgYFvgfNuHDrrjcA1r8wLEsujKfaST+Jdc8MM1+tal\nKS7RXj8EPAO85IKHXm1sGJQVVfkQOMwF/7UTtgSjAGlG0p2P2UhZYyLa2EMok4AbgD+44NMrbG+s\nSJP0EdL6kk+Q5HMbV4hMN6bFD4IgGAbtKNrydeCTtgu2fwqsR8pWMdIojYR8FxhbyZGu0LfeqEkx\n+rMuKTrzSWUaOxyDh0HRln1JCycv75AdwUgn3a5/hCQleoeINvYc+XqPQ4AJyjRzhS6N3cmyPwQ2\nJi3ofo20qLvqmOFIB0HQ7dSTZ/ppUkTp7fz1rMBTLbOoc7xZ8veHLgya/7ZhTXF5IRNl+iHwG2Va\n2wV/MAR7h0zRFmU6GvhTpMMLWsjawNL58/fyv6GT7jFc8A3K9DBJ8nFi2bbGizSltHmfJNUv+BZw\n/IDtsSg1CIIeoR5nehpwn6Qr89ebAf+UdCwpq8e+LbOuvYwn3Yp+Azihjr6NFn0pl4RcQIqA7wGc\nNAy7G5mztM+spLsOn2rm3MEIptFFYdIMwPL5q9tIcrEjKc/8EYvNeoUfAxco0+ku+K1hj2Z/gLQH\ncAPSZdhPDGmcOH6CIOgw9TjTF+WPIpNIKfNE9dR5vcgKpAjahoOksQMajsRUTDPngq1M3wMuV6Zz\nm7zQr57UdtsD/3bBjzVx3mBk02jKxD2A+4En6XOga5W0jzR5XYoL/qcy3Qz8FDioOYP6AaRfAn9D\n+gr2vUMYJY6fIAg6Sk1n2vapxeeS5geWtH139T26H2U6iqTZOw/4BylCvDHwHRf8nyZPV1US4oLv\nVKZLSD9O00t5N6FoSj0ylG9Qfms1CAanfnmTtAApFdrnse9q2rhBp9kXuEuZznPBd5RvHOK5awVS\ncOZ2pAOBf5HkQYsA/1tHpDmOnyAIOkrNBYiSJkmaO3ekbwf+KOno1pvWUtYmVSlcATiFtKL8oy74\n7BbMVWtxzk+AnfMiL0WGmxZq0DmV6aPAKqTPIAjqpb5FYZKA3wBn1+FI1z9u0HFc8HPA/sApyjRT\nhS5DOXetCKwMzAwcTMrtvyLJmb4N6eM19o/jJwiCjlKPzGNe29Mk7Qmcbrsg6Z5WG9ZilgLOc8EP\nVdrYzHLatSQhLvgFZfoF8Gvgi3nzsCItdchQxgNnleWWDoLBqX9R2CGki7VNanVscNygOzgD+Brw\nI+Cwsm1DOXeV7vP5Mj39LsAkpO9gn1Nx7zh+giDoMPWkxptB0mLAV4DL8rae1UrnOVOXZPCMJO0u\nGPA7YAVl2jJ/3eqiKTuQJC79UKaTlGmSMk1UpnlbMO/oQzoJaRLSRDQKPlNpN5JW+ovYr3fYmqAF\n5GtK9gL2VaZ1yjaPB859/XDu9wQurvO4rx5Ztk8HtgAypHOQFhp0pNH2fQuCoCuox5n+GXAF8Ijt\nf0paHvhva81qKQsBb7jgNwfp01YNXh4h/gHwS2WSC57qgse1wpHO5SQLADdX2BxVx5rP6PlMpc8A\nRwBbYj/XaXOC1pFXd90HOFuZ5i5pn+qCx83xHmOo97i3p2KPqyrRsG8H1gQmA3czeBXe0fN9C4Kg\na6hnAeJ5lEQxbT8CfLmVRrWYJUnZBQaj7tR3Q6GKjOQyks50bdICnMH6DocvAxe64A8rbIuFPM1n\ndHym0qLAmcBO2A922pygeVQ7B7ng85RpM+D3yvT1sixIzT3u7beA/ZHuB05EWg9XzM8/Or5vQRB0\nFVUj05J+lP89VtIx+d/i45j2mdh0lqJG0ZlWRoZzBkRP8h+iM0m5nwftO0y+DJxfZVur5SWjkZG/\nOCrlk/4/4CTsazptTtB0BjsH/T9gDWDXsvZWHfenkgqI7Vll+8j/vgVB0HUMFpm+P/97e4VtPaOZ\nLo+qkJzpWpHpVlMtenImcL0y/bCkKmHTIi3KtBzp/d9YafuQKpkFg9Pri6PqK4jxk/zvoQ3uF/QG\ng6X3fFOZxgHXKdPN01OLVjvuh39cnEiqwns80u7AK/3G6fXvWxAEPUnVyLTtS/O/p1Z4nNY+E4dN\neVSlHplHq6kYAc6zizwJfLZW3yGyPXBRu8uXBz1N9aiktBLS+cBuJIfmg7r2C3qNQc9BLvheUnXE\ns/PKqoMx3ONiRWAd0m/XusMYJwiCoGkMqplWWpm/LykHKKRo9bHd6EwPoi0uj6ocB1zefgv7qBEB\n/jNJ6nFlHX0bZQdSgZggSNSOFA6MSiZZxy+BnUk5gXfBAxb0hna1h6lwPh1Xpb14vJwEbEYqF79v\nA+fjRinu/yowD/DYEMcJgiBoGoNppncFvkfKMrE4sARwALCvUu7PbqNaxKM8qlJTM91hzgG2VqY5\nmjmoMm1Kispf18xxg56nVqSwvwZVmhk4C1gdWAn7fys40gP3C3qNasdFxfZ8zcc3SOeuvQfZf7jH\nRXH/1YGJwGwkJz4IgqBjDBaZ3hvY3vZjJW3XSvoyyeE7vaWWNU7FiEcxspvnUC7eIuzaH3cX/Lwy\n3QJsQ3JahkUeIVqFlCXkay74veGOGYwoBo8UlmpQpTmAC4C3SHmk3+7Xd2CUO7SrvUu142Iw/fQU\nZfoscBXwQcV+w9U099//i0irA1ciGbgAu2fW8wRBMHIYLM/0XGWONAC2HwfmaplFQ6eWtrgYKZmN\nVLK2m/kjsF9eYGa4rAhsSFq087UmjBeMLOotEV7M2PESsOMARzoROumRQ7XzaS399GPARsD7wIPV\n+jWNVK5+W9Li19uQdkCqp35CEARB0xgsMl3px7KebR2hDm1xMaLyPul2ZDdzESlDwjbAJY3unBdR\nWAuYjyRrgZS7OrSFQX/qjxT+nKRR3RFPzzRTTuikRwjVzqf1rOFwwc8q00akTFDrkop+tQ77FqSP\nk86XhwLLkjT9QRAEbUHV7opJegt4uMp+y9uevWVWpfltuxmR2TReKo99HrCwC169WeM2iwop/D5N\ncmDWqFJgpdIYi5B07t8kRYVeAl4D5gd2itzRo5BmpKhL6yd+AqyL/fIg/eYlL3YUOulAmTYHTiCt\n01iOdAy+AIyheUWoyibVx4FrgeWjnH0QBPUyXJ9zsMj0x4Y6aDfigqcq0+8ZWFygWyjeIofkkHyV\nlG7qK8DZtXZWpl2Ao/O+n3LBj7bIzqC3KD+u6tOrSvsCXyQ5QfMCGw/qSEPk+A364YKvUKa/kxYI\nLpk3vwgslD+v/3ise1Lfh3Qdac3PkU0dOwiCoApVnelcGz3S6IYc09Xod4vcBVuZfgwcp0wTXfC0\nSjsp00zAr0g61Y1d8H3tMTfoCoaS2q72mFsA+wH7AI8Aj9ex2DAi0UEl9qMve9JtpMXfm9FaKdCh\nwDVIx2G/0aI5giAIpjNonukRSDdUP6zGePJb5CW3Pq8BbgGeVaYnSRrE4kPA50iLb54kRaOntN3q\noNPUijxPP67qcnil+UgLYHfBvnYY8wYBLvhFZfouKUr8BdKalfLzXJMn9X1Ik0jR6dBOB0HQcqpq\npjtNszXTAMp0NnCpCz5zCAYNHolrYaROmWakL71d8fER4Or8cUNUNewymnU81D7uJpLuStxGM3I6\nS38GXsHet0a/5s4bjFjyrER/Aya54CPaM+l07fTS2O+0Zc4gCHqW4fqco82Z/jtwsAu+YQgGTaIv\nEnfugBy6tbYHo4tmHQ+1j7vmLPqTZgN+SKpquEaVQizNnzcYFSjTsqQLr/Vd8H/bM6luBH6BPbEt\n8wVB0LO0bAGipHsG2c+2VxvqpB1kODKPytrTvsjhKhW3B6OVZqWJq7+oylBIOXl3AzJS+sQtazrS\nzZg36GkGKRdeERf8mDL9HDhRmTbNKya2mouA7UmVEoMgCFrGYJrprdtmRRtQphmAxYCnG9tx+o/G\nu8DFwO5lkbhS7eiTxC3v0UV1GcZArXL/vsUUYcsBk4FpVJaDNKZ5bszu1YGPAv8l5Y++pWnjByOd\noWjmj8n7FYAJrTGrHxcBByLNgEMGFwRB6xhN2TwWBV5xwe82uF/pj8a5NbIlhCM9+qjsVFSO3Jb2\nfYtUjRP6CusMdEpaFwHeJLcHUraOcKSDRmj4zosLfl+ZtgFuVKapLvg3LbMOwH4M6SlSzv7rWzpX\nEASjmpplVyWtL+k2SW9Iek/Sh5IqpmnrcupPiyedhDQpX2RVdL6r/WjUV465mZTal7SrQeeoz6mQ\nBBQLHb0LPJc/L0bMHgduQdoP6VCk/0VasPnmAtJu9DnwIUsKhsKgZcWr4YKfJ2UhOlSZHlSmiXlB\nrVZRlHoEQRC0jJrONPA70onzIWBWYA/g+FYa1SIa0UsXI4hbAq8zmLNsT8Ue1+aIdKl9J7Zx3mAg\ng19MSTMgjSOlM5wTuBVYglTu/VxStcpHgEnAysDSpPRhC5Jy5TbXoZY2B44ANh7U7iAYBBc81QWP\nG0p6Oxc8GbgfWInWn8MuBLbLL2aDIAhaQl15pm3/V9IMTrqzP0m6EziwtaYNnSqLY5air3hALUqj\njf/Thc5Gsxa3BcNlMBlGytn8fyTHuABchvuVhi/ud0qFfQUcRnKoN8V+qW6bpMWA35CO9/NIx8ly\nwPqkAj9fwv5XVbuDoPUUq2k+QeUF3cNPMdo31vyk4MOkIY8VBEEwCPVEpt+QNAtwl6QjJe1HKhjS\nzVSK3DYSmW6/dKMxut2+QFqV5MQ+CKyPfWmZIz04KWflj4G/AnchnYC0A9LXkE5Buhdp3zwbR+m8\n6+fz/hd4A/gTyTG5GvgS8HXsm4b/BoNgWIwn6ZhfLYtuN/OuW3GsOejNu6lBEPQI9TjTu+T9vkP6\nUV4S+HIrjWoClSK39WumK0k3pGWQds+jfp2lM9KSoF6kHYDrgAz7+9jv17lffy28bexDgM1JTvlu\npGjyHaTv41eASUgbI+2M9DvgEuBb2D/G/ikpZeOC2Mtgb499Rd3zB0GLyB3ozwLzKtOaJZuaedet\nONa9wAJIcw1zvCAIgorULNoiaU7grVzigaQZgFlcTy7a4Rg2jATa+YKWfiVrlelm4IcuNBiVS7fb\nv0m65f4Pktb0HuBZYHmSk/4oSRN7JfalraiG2Ghe16ADpO/GoaSo2/bYdzS4/yQaKfSS5vsuaR3D\n/aQ80RdgPzqkY7D//I+QZCJNr+gZBEWUaQKwgAv+bmpoYjGg0rHgWNIxvTgtqlQbBEHv0vIKiJJu\nBTa1/Xr+ei7gCtsbDHXSugxrcgVEZXoK2NAFP9GAETORIn0LArth30+SvGwGzE06OT8NrEAq8b0X\ncBWwKsnphiZVQ1TW39FyISosdhXpoussYBHgK9gvDmGM5pXoHkoFxv7zvwts2ND+QdAgyrQMKRCx\npAt+u3UTaVnSxeaDQPG3K47rIAiA4fuc9cg8Zik60gC2X6MvxVdPoEwzAgsDzzS468Gkz2gD7PsB\nsN/B/iv2/2Hfiv0U9iTsXwGfJGVj+ES+fzMXCMaiw25ioCTiAGBZYIshOdKJPi08HNmw5KKxlI61\n5i+mv4zjLWgZeXDj3yQ9fwsn8mPAn0mZdCCO6yAImki9CxDXLr6QtA6p4EQvsRjwogt+r+490nve\nB9ijbs2r/SqwLXACyZm5HmhW2dwh5XUNWkbpQqmLge8BX8Z+Z8gj9tfCD2UhVv0pHWvPH4tcg3bx\nB2DvNsxzOOmO4mXEcR0EQROpJzXe/wPOlfRs/noxei+lVu1MHv01prsDpwPfxx5YfnwwPWrK2HAw\n0olABjyEtAP2jcN5A7kDPQ5CP90lFO8U3A18DBiHXW/qxUbGbySC1ryUjq2rvBgE5VwE/EqZ1nbB\nt7dsFvuF/Nw9QzjSQRA0k5qRadu3kZyFbwPfAlZ2ylHbS9STY7o0qncj8AApR3CtvpWjhvYT2LsB\nXwcuQNqoYavrszWKtnSG8cDlJD39T7AntWD8RiPDEU0Oeo78juGxwPfbMN1pwE5IddVYCIIgqIeq\nzrSkTfO/Xwa2IjlwKwFbS+q18qz1pMUrRvUmAx8C36D66sz6o4b2VSQnp5kOdeinO89KpCqGB2Cf\n1PTRK6dnHDx1XaRMDHqQ/E7bNsA4ZVq5pZPZD5ACK5u2dJ4gCEYVg0Wmi9kots4fW+WP4uteop6C\nLeNJqe9mBDbHnlKjb/0RQPvqfJ8LkQ5qQlQk9NOdRFqcVExlT+wz2zhz3JEIRiIrkjLHzEgq/91q\nzgB2bsM8QRCMEupJjbec7UdrtTXdsCamxlOmC4CzXfB5+eD9Nc8pA8dXSFHez2P/uxnzDjRESwN/\nBOYDdsZ+sGRb03NTBy1COhl4CftHbZ63eanzgqBLUDb9uL6blG1jaRdaWMdAWohUIXQpUnaqIAhG\nOe1IjXd+hbbzhjphhyjXTJdG+B4F/gLMAmzSMkcawJ5Mqmb3NnA30k0lt+sj6tgLSKuR7tD8vMK2\nVlcQHF7qvCDoTorH9SbAzfnr5jGwsuiLpExLl8Z3KAiCZlBVbiDpY6RSxPPmGmmR0rzNDczaHvOa\nRrlmuhj1eJoU5dt+EH10c7GN9AEwE6l4wEXAZwgddK/wS+DQPA1iOcULIkgXRM3NhlGaYUNq7VxB\n0CbKMhUdDxymTCe70LRzcqXvyhmklHzzlrUHQRA0zGDa3RVJ2uh56K+Rfg34RiuNaibKNDMp48Kz\nJc3jSau6NwL2a4sj3V/GUSyo8SDwCaS/AfcCswHbtfX2fchL6kfaglSYpdqdg3ZeEDU+V/yvg+7n\nCuA4YB3Ssd0MKn1X/grMUaE9CIKgYarKPGxfAuwJ/Mr27iWPfW3/o30mDpvFgedc8AfTW5IT8Txw\ncl4Zqx1UKqixPin6/3vSCX954GttsqeSXSEvqUYqLf9rYH9ctfhPO1PTDWWu+F8HXY0L/pB0bH67\nicMO/K7Yb5MkjP8m1h8EQTBMBtVMO1X+265NtgyP6nrVJSnPMS2tSipfO1D32jrKC2qMy1OZvYD9\nF+wCMBY4EKmZPySN2BXRmep8D3iCpK+vTDtT0w1trvhfjxIkTpKYJDFRotf0wH8Ctlem+ZoyWvXv\nyp+BN8ORDoJguNSzAPHvkn4naSNJa0laW9JaLbescapF3Sqlxfs+cFSN9HfNpnYkMWVI+QzJoc6Q\n5qjYr912jXakJYADgX3bpq1vDfG/Hj307F0IF/wCMBHYtcVTXQ2sgrRki+cJgmCEU48zvSbwceBn\nwK+Ao/K/3Ua1qFslZ3ol4BagHRkYEvVGEpNDvRGwMvBfpG8jzdBxu9pBu/4XjdtxFHACsH9X2DdU\nKvyvezyCGVSn4vmwh/7fvwe+pUxNSY9aEftd0p2mL7dsjiAIRgU1i4fYHtsGO5rBeFIEZq8yx3Ap\n4JGyvssCj+fPuy8rQkqhNw5pbZITtzCQddaottAt/4tSO64j5QXfgxQt6wb7mkm3fOZBc5l+PrQp\nPR/2yv/778D7JOnbdS2c51zgYOC3LZwjCIIRTk1nWtKiwOHAEra3kLQKsL7tk1tuXSOUpg3rz5LA\npOmvpFlI2T2ezltaqyOtlUGh0vb+bTsDk0jSmnnKx8lL8U7fv8crInaLprdoxzvAK8DXsd9E6hb7\nmslIfE+jntyBrnQ+7In/twu2Mp1AWojYSmf6auDPSEtiP1WzdxAEQQXqkXmcClxJyooBqXLU91tl\nUAtIMo/irfuUeukZPD27R6t1pLW0i5W2l7ZlFCszVh6nZ7WRFWi/preytOQMktOxI/am2Pd1zL7W\n01eavn8EMxgGZXKKU5slrSgZd7LE34cwZi/9v88ANlOmxVo2Q5J6vAhc17PyrSAIOk7NyDSwoO1z\nJB0IYPs9Se+32K5mUtRMl97efGH61uoR7WZRKxJUaXv/thStfoFU9rx8nJ6INNVF6/8Xleh/21va\ni1SY5QvY1/fr2Rn7WsogEcxgeJQeVy8CC+XP65ZWSIhUJGuJksemwHJ5l6Xyv89J3AwcZOdrQarQ\nS/9vF/yqMp0H/A/p7mireAf4BLAC3S19CYKgS6nHmX5d0gLFF5LWAypVf+s6lGkWkt71BfqczseB\nG9toRjUt92DbK7WtB9wD3EX/z79PG9nbEo9OUX4xchRw6XRHOgqdtByJ/lKl7o+Y1kPpcTUV2IyS\nC16JmYDFSA7y4vR3mJcoaTdJkvY08AypEi3Ae6Qqqo8BdwCrAtdJvEBKBfoqPfhZlsvWSGtGrlem\nzWidlO1pkjN9J70ekAiCoCOoVqYvpUVwx5IyetxHirDsYPuulhom2fawVnIr03LAtS54TH777kTS\nifMV7MOaYWdbkeYBLif9eH6nx9O0dQd9x8VepKprpwCrYk/Lt0+iL8J4LnZErZqMxCRKPmO785HB\nPCo8U4XHzFXay7fNA+wDXEQqWb0j8BCwCMlRnp90kf8Mfc5yqdP8NPC0zbQyu4rH6wHAkaTj9mL6\nPr83gdnz513xWTaCsv7fNxc8TpmmAXOVtjV3Us1LKt5yIvYRTR07CIKeYLg+Z9XItKSJwP+RTtQb\nk1K1CfiPk86se8mjic/Owayf2JtngL5b9NJZwO2dNK8hyiOjsAXJoT4VaW/sN6DJCxEbbKGGAAAg\nAElEQVRHUzS277iYAziJdDeg1IEZOTKaFlMpwlzW9gIwpmx70WmFtB7jUolxNOa4NrKt3n1nIGWT\neK/s8W6FtmrbHyEtgJ4CHE1/h/l5m76qrHVSJtMYl3/ulaLg7wO3Scxs093n6/4U38uLwBLKNBGY\nTArmtOY7mGR0+5CyeoQzHQRBw1SNTEv6EvBVkkbvOuAs4LJ2OdLDukooiSZOWobJYx/3MiXbbgF+\ngH1TE8xsPZUio9JcwPHA2sA47HsqRXSaOudIR/oNMD/2LmXtfZHrkXxR0QQqRZjL2kq1w+cC+9J3\nHM9CkjC9xeAOayPO7HC2v2/TE3d+SqLVRUfzRODXpAqvK5LqAvzR5vXOWFg/yqZ/35YANsybLyEt\nsP6kC767NRNrZuBZYDXsp2t1D4JgZNGyyLTti4GLlSJ2W5OqUZ2QR6zPsn1lHcYtBZxOypNs4CTb\nx0iaHzgHWIakYf6Km+uovAnw5Fw8tfP2XFxWsWUMfTmme4GBkVH7NWBnpF2Aa5H2ZkJTI6gjJxpb\nO/XgeGAV4Csk3WR/RuCiwxZSazFtqXb4CuBukqxmJ5u322jniKLCosLi800l1iFduBwp8QSwuc2j\nzZy/mZr3/I7auDwiDelY2Q0oAF8jHTPNx34X6VJgByLndBAEDVJTM92vs7Q6cBrwCds1q/LlOaoX\ntX2npDlJ8oovAbsDL9k+UtKPgPlsH1i273Ai0/MCJy6xH9OemZu7XfCxeftspFuus2N/OKSx202t\nyGj6n0x8fg6OWHR/Pk0zFiKOpGhs5ch+adv5pMVbP8E+v/0GjhxKI6RFh6pC1PRUUkrOFYDdbP7Z\nAVNHFWV3B94FdrC5tEXjN0WnXRKh3ssFT1WmlYAbgKVd8DvDHb/ypPoCcDD2p1syfhAEXctwI9M1\n80xLWlTSvpL+QdJPXw6sVc/gtp+zfWf+/HXgAdLtu21ITjn53y8NwfbBJp6KPe6ZuVmE/qXExwCT\ne8aRhtrlvtNC0LGLvMF+nsBTnsBPkW5AuhZpJ6RZmz5nb1ErWvoucG840sPHZqrNuNLIZFnbGsD6\npIXMa4Uj3TZKj/ctgD9I7NSi8ZtyJ8sFT3XB44qBARf8H+BeYLtmjF+Fq4GPIS3RwjmCIBiBVHWm\nJX1T0rWkzBEfBX4ILGf7wKFk8pA0BlgTuBVYxPbz+abnSSvcW0Exx3SRMaRUUiOHJFn4A+l9zU/6\nPH9G0qLuSipYcx7S/2fvvMOlKo8//hlQQLCgESyAolgRe4kRy1oTSyyJSmJviS2JmmKsv2Wjxogx\nxhIL9sSSYMFeYuHEEgt2I4qxExFBEUSqwPz+mLN3z+7d3nfvfJ7nPvfu2VPm7N3znjnzznznNES+\n0xD7OjdFqSfZGq0kl72EfSeOAJrB1rZFhK2A27E0gNM9raOuRBu1jMPqYC4Q4bga7L+WD+BXYh0R\na4PVA92LKa84juMUTT6d6e8A5wNPaKpbYFmEKR53Aiep6iyRVCRdVVVEsuaaiMjIyMtAVYMSDz0Q\n01xNsgatlS9dDNHmEGNQvSDy3h2IrA5sixV53Y3IgZ2akdTPvvo3RMie8zwTmyXZF4glFVFotK1t\nigjDMCflSFUeb7Q9XY3MnGpV3hRhe+ApESarcm81919D7gEuk4QM1bhOqNExbsMaxPy5Rvt3HKcJ\nEJEYEKva/motVSwiSwL3Aw+p6p/DZW8DMVWdIiKrAONUdb2M7SrKX5GE5UcvGslfu6WKY/4LTEH1\n/HL323RYQeju2BRr/jbXIntjlf0bozon53qNsq8+9qyN6aavCuxKaoak+WxtcULZu/2Ay4FfqXJb\ng01yIojwbWxs3lm1RoV9VUYSMgpYqHE9ozYHkCWw2cwY8Cu6ikSo43Rxap4zXQliIejrgAlJRzrk\nXiwFgfD33TU4/EDgk26paOPu2I29vdI8sqcxZEf1Xiy1IVHREUUEkWK/O8XbV0tEuiFyNvAs8Ciw\neZojbTSHrW2ACGsBDwHnYKkd7kg3Gao8j8kT3itSs1S7avN3TO2jooZeOVFdGB7jYNLvHVfX5HiO\n47QFxbQTr4ThwCHA6yLySrjsdEwYf4yIHE0ojVeDYyfzpaPFMUvQbmkeqaYjoxEpJoryc+ANRO5C\n9dmsa4j0xxr1SPjTB2vL3h/YGEsZmYHIzqhOyrqPTPtyUY8GMVaEeRP2gLVxTh1Zl8ErmRyNWvbD\nGuBcAFyiyjeNtNHJjSq3ibAG8FKYQ7039v9cE2uW8hXN1Zb8FWAxNga9WKNj3Iw9VE8MX7e+RKjj\nODWlKGdaRLYD1lLVG0SkH7C0qhaM8Krq0+SOfu9SvJllkcyX/hkpaa7/0n6R6STF5fuqTkPkBOAh\nRD7EKtifwSLWM7CpzZ+Fy5ISVLMxScEvgKuwm9gIYBwiOxZ0qKthd7mY1vltWNe5nVH1wrfqEv3/\njRZhInAYsLtqzZwdp4qo8nsR/o1pfvcmVRA+KPzdNPUDGleVhPwDayhWq+/Xy1jjnouBWbSDRKjj\nODWloDMdFgFuDqwL3IC1272ZVHeqZsUi06nI7dJYhHVqY82qGaXIU30P6za3JOYwH42pf/THutS9\nDhxW4AbyJ2ymdRwiRwLPoZoegRRZDlMa2S7L9vOxWYIh4espwKeI7Ak8SqFOmyJC7vadvYFjsBmP\noViOdKKlJBFbh+j37hss13RL4FwR/kgVGnk4tUeVQISNgFcxZ3ohdn9oxqjsP4BnJSFbkPx+Vaqt\nH0VVEbkF2KdLdH91HKdiiolM74dJ2r0EoKqfiLWzbnYGkd4tazDwUU4HrPU5iOIbrayDpXGAPXDs\nheW3/wtzfFciWzSqc0rGnxDZB3gQ6IXIPzH5sxjmxA7FosJbYFOzUXpj/5NhWBOfO7CUktOBOxGZ\nDkwA9k87H5HlsTzcoxH5FHgPi1DdgUWU9sNSOuZhzvq6qE7LYb87eAUoortd8ns3HdgIk0ebLeLK\nKM1Mtv+rKl+HHROvwRqknItJbfZsnKXpSKLjGu5Fbb9ftwDPIfLLgg/2juN0eYpxpuer6uKknF3Y\nXrwVGIg5eUkG074pHqXm+2ZrUa6IfN1peTrZHCQFlg6XrYDlXO4NJDtkLpszR9kc4cdJb997DiLP\nAlsDq2CR7/0wWcNNgN8Cd4Wvl8Ei2ztg0arlsMj6e1hu94qYkkTyc3EHr3Q6fWYi9McempbAijkn\nYw9QO6qSlBlsn5b07UnWayF8WDoAQIRrsDber4lwpCoPNcLQDKJ2Q62+X6rvI/IyNsN1RdX37zhO\nW1GMIsPtInI10FdEfoo5P9fW1qyqkNmwpR01pguTakTyMSJPh/Jvx5NdtaKzmkW0kYl1CwRzWAdk\nLBuPFeysgOVXJ5eVc6NLbv8GlnoyEdMp3wLYE3Pi/o454c+hejrWWGhbzImenOP47uCVTtpnJsJq\nwFPhz0hgKezB9XsZUet6NfJwyqPgtaDKPFVOB34I3CTCjuUcSITRIgQiPBi2l6+EpN1vYqliu1c1\nxSOd04GzwhRBx3GcnBSlMy0iuwG7hS8fUdVHa2oVVdGZng6so3H9PNzhRZjG9IVVMrE1EAlIj+SA\nNXcpLiqbvv1YLC92AKmc+eSyYzGJw+S6k4CNykqlsO6DyaLR6D7N7nSbOp9LdPv0FJHsy52chM7P\n1Vhh6mZY/vmfVbm4oYY5FRH5vx5bzMOOCDHs4WivUtvAixAQuV5Vy58RkkTa2HAfcJnGdUy5+yt8\nQLkNeBPVc2t2DMdxGk6lPmdRah6q+k/gn+UepGbkyIGVhPTBImZfRNZeA3iu7jY2nmQkZyaWBlFq\nVDYawToK1RlhRDp9GYBIdN3OWs3F5ixHU1bS9zk3dKSHRpZ1PpdcKS8ufVcOQ4CVsY6RLwC/UaV2\nzotTF0rtWhgWKB4F3C/CU8AGWAHzO8CPCzjkVZsRCqPQIwAkIRcDv4Gafh/PAp5H5Co0DMw4juNk\nUDDNQ0RmZfn5n4iMFZE162FkHnKJ6g8E/qfxtLD7YLpimkdqun1jymtIkq2RSa7mJoWanpTTBCG1\nT/sf7gD0wyLf3lylRoggIpyMNV65HlhJlZ3dke66qFq3RCzFSjAt6u9hxXr5qFXKzz3ASpKQrau4\nz3RU38POtzYdFx3HaQuKyZm+BPg1NrU/AJvuvQUr+Lq+dqYVRUfEY1U+mZvMy+OLtdcjPV8a2r0A\nMReqM1AdgepH4e/Sbmap7WfkXZZveYrk/yuVc22pF8UePxrhKi+FpAtTbO5q2Ab8v8DvsNzUe1Q7\nPnunzSglp1mVN1S5HSvyBfgI2EqEvfNsM0OVEdXOnde4LgIuBU6p5n6zcD5wRCi56TiO04linOm9\nVfVqVf0q/BkNfFdV/451xWskHRGPT1l1MMmo56uHn0HUmTa94x6kp3049Sf5/3oHy7kutU2vt/uu\njGJnBo7H5BGXwVQ6vJVye1PJjNEm4XbXimTVk6811wO7SEJWq9kRTI3oOUx203EcpxPFONNzRGSE\niHQLfw7ENHzBZNEaR66o5fALHyc9Mj0Y+KCNNaZbg+T/y1oUQ6k5lIUj304G0agj6corWT93ETYA\nEphmd951nbah5JzmaLQ57HR5MHCHCGOqqNxR2I64foXpyp9U40PdCBxR42M4jtOiFONMHwwcinUO\nnIq1Cj5ERJbC2k43C6moZa+ZK2KtxJN0TVm85qV6EeaodJ/IjZG/a34jbxGiUcevyZO7KkIv4FZM\nEmyffOs6bUXenOZi0kBUeRQ4FdOYT37f3qmTU30RcIQkZHDFMnzp40l0+3uBzZAaRsAdx2lZipLG\nawSVyJRIQh4C/qJxvT/c2cnAEFR/XkUTnWYgXSZvGlacCKXI/7UxYUR6d0KFlRzOUndMS/g04F1g\nhGqDZ52cpqEUaTsR3sC6ms7FFJUKblMVGxMSB9ZnpK5crK3Zd5RHdlPkCuATVM+r2GDHcZqKmkvj\nhRHoozE5sl7J5ap6VLkHrQMDyZbmEVJEi2SndYhOUc8AdsVTE6J0tJnP4UjvgDVhmoY1YbnfHWkn\ng1LSQLbDitO3DV9/DNwjwp6Y+sfqWM3EY6q8X8zBixyv/wi8zdoPTOK/exZrazbyneuNwC2I/N5T\nBh3HiVJMmsffsGKk7wH/wjoLfp13i8aT6UxnpnmUU3DjNCdR6bwD8QLFNHIpKYjQXYSRmOzXKcBw\nVe5VZXEj7HSamqKl7cLv23exMfYVTFrxYODnwPpYEfh2wDMivCHC4CKOX3C81rjOBs7gR/v2QBZW\nkp6ULwVtPNaganinrRzH6dIUTPMQkVdVdRMReV1VNxKRJYGnVfXbNTWszJC7JGRpLLe7T4fOtMhr\nwBGovmIvO099e7Ta6SqE0ncfYE18XgZ+WGQXPL9GnKoQfgd/AZwM7KhqwY5s37FCqUqSSGsGtTJw\nkca1kPZ1uYb/EtgK1R/VZP+O4zSEStM8iolMJxUAZorIhkBfUnmpzUh6wxYRoXNkOlukxaPVTldh\nZ6A/di3vRPHfd79GnKqgiqpyCfAnYJwIa4VvZfuOFYqMR7f5EjhfEjXThL4G2AWRtQqu6ThOl6EY\nZ3q0iKyAtVW9F5gAjKqpVZUxkHQlj+UxCb+OQTjH1HfVWt42nNwV6U4XJ4wIngtMDBd1fN+LUEJo\nn2vEaQpUuQy4EBgfFjquGL41DRgQRqXJ2/Rl8qbWiXfaujN58syjME3oX9XI4FnAlVgjs8bi47zj\nNA15CxBFpBswS1WnY/nSa9TFqspIc6b34IFr/szJ3dflnQeQvFPTWQu1WnRqOxmpATunLq9q4XSw\nF9Ab+35cRfr3vdD3Jm8xo+OUySbAG8DSwNtYkeIKpHKT7xRhP2Ax1vFwbayofBIwg96PfMIeJw7i\n/tHLMa/vKLY/7zRgvCRkXex+YGN3vAp1FCKjgQ2ALRG5GNWJhTapIdHr9R1EXsRSHAcTnrPXjjhO\nfcjrTKvqYhE5FavObhXSig9XZfK6Exjah9S0YVbHMnQOsr3Xio6pRxCdTojQDTgHOFuVL+n8Xc77\nvclzjThOJawDHd0T31NlGRH+iSnzfIpFqyeH7y9FakZ1IABz+n3DHWMAXgeO1bjOkIRci/VEWDlc\nt1pj9zrANuHfd2NFlY0ieb3OwlIvdyddHrRV7leO0/IUk+bxqIj8WkQGicgKyZ+aW1Y+g3j61O2T\n09VDeG/JDyygHp3OXlWEX4nwkAizRZhYxNR2x7RjPTp7VYi33XaycTCmRnBvjveLVm1wuiYVN0XJ\nTraHuKQyz1BVNlZlaVWWBh4J358Z/n4VcxjfAgby471flDN7PwtsikW3M/dbOtF0ilQN0WvASg1O\nr0her8+Fr8djn0fybw+kOE6dKEbN40OytA1X1ZqmfFSg5vEAd/11NV4/dBjAGA54/33WnHkaF+yU\ndBBEuAs7p1uAM4HNws3HqvKDdDvoiz3hDyA17VjzJgSOU01E+A7mRH9XtaNVuOOURCkNXErYZ3KM\nLZg+FFn3VKx259jIuL4MP1/7Db717urh6u+Ev79dUYpHeiOXsdgD6bFY8eQnqJ5d9r6rgTn0V5Ny\nnu1vD6Q4TtFUqubRdh0QJSGvccO4WXwUGw6Mn0fP6T1ZcCWq96T2zbvAXqq8HZFdmgr0wSIOL0V+\n3lZlYTGd5BynGRFhHeBJ4ChVK+iqwj5bsZbAqZBmHwclIWbfpxvPZ8ome7PpTbcBq2tcv4Yyv7ci\naefc4aSKDMbuEeuhOq36Z+M4Tr2ouTSeiPQRkbNF5Jrw9doisle5B6wDAxl652GE09U9WTCQ9O6H\nfbAo87vhouRUWbJY5Sysa9fuWBRilggzsaj0dNxxcFoIEfoBDwJnVcuRDnGZvK5Js6cCmX1j7vw/\n7rnxKr7p9QyWO52knO9t9rQ51Q+xpkenVsFux3FamGLSPMZgT9+HqeoGItIH+LeqblxTw8p4Sgi1\nRb8AemtcNdSYngUMQHWm7ZctgGtV2aQ4O+gNLBm+/BWwH7CzKlMz1vNIndNUiNATeAx4SpUzqrzv\npo5QOo4IF7HeXVsw4of9ETbQuC6u6vfWlD2GAVsAG6H6dlUMdxyn7tSjacsQVb2AsPBCVWeXe7A6\nMBD4pKNhizWmmJd0pEOGYTJMRaHKHFVmqjITiGPR6sdF6J+xqkfqnKYh1JO+EiucPasGh2j2CKXj\nnMHb+y7LnH59gF3CZdX83q4DfAcLtjxQ4b4cx2lhinGm54vIUskXIjIEmF87kyois2HLEOC9jHWG\nAf8pZ+eqKOZQ3wM8IkLfZHU7MDRczauonaKpkToCwClYYe1hqiyu4n6BnI2PHKdpUGU+dDuIJ85Z\nnvnLjJSESJW/t0kVkleA+Yhcgkj3Kuy3OGzm1XGcJqAYZ3ok8DAwUERuBZ4AfltLo4oliyOSzZl+\nP2OzDSnTmYYOh7o/puX5Puac7xC+noRH6pzSqPqMhggDMZWafVT5uhr7dJxqUMOHx6zHAq7k1SM+\n5OuVNuezYQdX2ZZklHsnTHt6GPAeIk9WtSthSprvYUQOQuRSRJ4BZiPyOSIvIHIzIj8JiyIdx6kz\nBZ1pVf0n8EPgSOBWYAtVHVdrw4ok0xEZRKRhC1WOTGccdwDWqjwpqzce2MgdaadEatFg5yzgGlU+\nqtL+HKda1DMdzo61qOcwHh31KT1nXScDXhhYNVtUZ6A6Ivw9I9xPL6wBTTXPb+PQzu8CF2P3uDOB\nVbFujCcB44AY8DwiXyDyX0SeQ2TPKtngOE4eilHzuA/YDRinqvdrc0kAZToimZHpNQmd6TAK8TQW\nVY7mUFd63H8BHxGJSNcz+uK0PFXNPRZhTWB/4MJK9+U4NaCeTbBSx3p7v/8xfa2FrP3QS5F6l+o+\nyKouwFI+wDo2lr7PaIMYkVUR+T3WgAasIcu6qF6IahA68Z+h+iyq16F6MNbxcX1gL2AGMBaRaYg8\nXdVoueM4aRST5nER9qQ9QUTuEJH9RaRXje0qlkxHJF/O9DqYvN0SVB4xSEklmbrHp6TLI3kxolMU\nNcg9jgOXq/JFlfbnONUkOXa+g43HtRwj04/1wBW92fqSb7Hch7eGBbq1KKL9MVZTo6RapJdC9N4x\nERgMbITZuWPBRiyqiupUVCdiUfIlsXbstf6sHadLU0yaR6Cqx2OO6dVYm9ep+beqD1kckXzOdDQi\nUlEUInpcVeYA3wf2F+EX4SBdi6l7x8mLCOtjN8yLG22L42QjOXYCX4WLajZGdjrWF+uMRxZdyw6/\n2xA4piZFtBYt3hebHboOkTMQWTvvNtnblS8ETkH1IFTf7kgnSY9cF4oyJ+9DybqJScBx5Z2Y4zj5\nKCYyTajm8UPsQtwSuKmWRlVAypkWWRpYDosag0Uh3gX+VO28ZlU+x5yY44HbgV/gsmFOHRGhF3AD\n8PtQxtFxmpl6SiumZhJ7ffU7NvlrL/pMOV+ENWp2RNXngD2xvOanEHkekW1yrB2NRg8FZgM7oXpt\ngXULRZmT5z0MuB9LPbkNkZVKPBvHcQpQTM70GOBtrGL5ckx3+ue1NqxUJCFLActikWewfOkPUF0M\nFqXABpPxBfdVRs6zKu9huW3vAU8D91F5brbjFCScDbkO6/R5SYPNcZyC1FNaMW0mMa6T6bboZvY5\n+nXgBhFqJ2WnOh7Vn2HF6n8GxiByAyIbItIbAJENwvcB5gKXYk3Gnsqx1+JnPVMFkh+h+n1gWyyn\nexzWfM1xnCpRTGT6emBNVT02VPEYLiJ/qbFd5TAAa9iS1NTtKD6EDoejWCWPsnKeVZmnym+BfbBu\niYEIw4rd3nHK5HRgbeCoULrRcZzcjGLtBzemzxQBLqj50VQXoXobVhg4DYsWf4HIdEx29lHgcWBV\nVEdlNBnLJHtr8+LsWIjq6cALQDPewx2nZVmi0Aqq+rCIbCYiP8bypT8A7qy5ZaVTqGHLysBiisv3\nrijnWZXnw7blxwLjRDhJlVvzbePtyJ0oxXwfwtSO54D1gGeAK0UYnG8bx+nKSELsuhLm8MuByzN5\nyxPkpKm7scL722u8ROe06INK2rWM6qmIdMPSJQdhRYb7d3KOO2+XlOAbUaEtawKbIvICqleUvS/H\ncTrI6UyLyLpYZfII7Gn6dkBUNVYf00pmIPBJ5PUQ4K3I6w2B/xQZuTsIi0gfW65Dosoi4AoR/gU8\nKgIFHOpkNJzw2OUPmE47kPf7IMJWwI1Ys6CeWBrWtPA1wIsi/A93rB0nSuq66r5oAIOeE2BDZg64\nC7uGanvM5LWsuhiRQZ2WF9quOrYkVUYuQ+QI4HMsyDSYqOPuOE7R5EvzeAtrSPJdVd1eVS8DFtXH\nrLIYSP6GLZsArxWzo2rm86nyJrAr8EcRDs6zqiuAOFFyfh9CR/oBrDvp+Mh6r0b+noLLMzpOJtHr\n6mNbsvw7XPn62iL0rsMxjy1iebHvV2rL+5igwO7AHvh44Thlk8+Z/gFWEPGkiFwlIjsDUh+zyiJb\nZDraSnwTUoL6dSXiUJ8vQkIk6+dez+p2p/np9H0IC2OfxRoFnaTKGNI1zw+M/F1z6THHaUGi18vW\nwCx6f/kpR8R6csIGr0miJk1NosccFZHBO578+c/l50cXZ8t/w2WTSX8Q9/HCcUpEVPNnPYhJzO2D\npXzsCPwVGBu2Ga+dYSKqqkU775KQscDNGtc7EVkCkxdaFtX5tj/eAn6kWlx0uhaIsBKWLjMTONSd\nZqcURHiS1BTtmFBDN9e6fakwVclx2h1JyJZYvcGSAMxb9n49f+b3a3dACUilboxBtXHpfKZTfRPw\nHeAA4ATgWE/xcLoipfqcmRTTtOVrVb1FVffCiiVeAU4r94A1JFqAOAj4LOJI9wFWBybU26iozB4w\nH9gFK+J8O2zy0rPU/XiL8tak1P+hCN1E2EeE20R4AYukQRHRo3pKjzlOq6JxHQ98BMCMQZO5bOL8\nkneSq5FK9uXNk85nBY37ACcBVwCHuiPtOOVRVNOWJKo6XVVHq2qtCjUqIZrmkZkvvSHwlirf1N2q\nDJk9VRao8gvgu+HP2yJsVup+amWsU1OK+h+K0EOEIzAZx7OBx7Ab3gZ4KpDjVJttgFn0mHM6s1f+\ntgi7lbh9rus62/JapG5Uyt+xQNQxjTbEcVqVgtJ4rYAkZEngW1jRFXR2pjcllRNWb7JGIsJ0kz1F\nOAB4SITdVXm51P04LUX0fzhXhICI2oYIywA/AU7BGiX9HHgiQ4HGVV4cpwQ65PCS11qGBJ7GdZok\nZH96f3ElfT84hhlr3CzCL1T5e5GHKL7AsFJpu1qgqoicBjyIyF9R/brgNo7jpFFSZLqJWQWYqnFd\nGL7OpuTRkOJDChQWqnI71qb9oQIRai9QbH2ixT+DSUWtbhThHKxgdmtgX1V2VeVxb8LiOBWTd0ZI\nhNGM1DP4YMfeHLdpDEvFGyXC6WGzr0LkijY3YxQ6O6qvAAH2IO84Tom0izM9gHQljzVJV/LYlMYp\neRTMXVVlLOZQPxAWKZa1H6e5yfgfJqNWH2E3+v7ANqocqMpLDTPScdqPQrN65mzffePKyOJfMlK+\nxoryDgZ+U3DvqbbdM4pa3rycDZyMSL+CazqOk0a7ONM5ux+KsASWa/p6A+zKSrZCtNChvhG4qsho\niNPaHIkVos4GtlTlWNUOqSrHcapHalYve5dDc7ZnrjYelYuB01T5BOtL8DsRXu0SRd+q72L504lG\nm+I4rUZb5EwTdaZFhPQ0j3WBT1SZ1RjTspKrs9VILHpyKCZB6LQRob74Jtg08sHAS8CRqniOouPU\niNCBzpen3NHxll5f9QTeloScBjoA6y66MTAWk4Ztd/4PeAGRw1D1e5DjFEm7ONPRNI8VgYWofhm+\nbmTxYS5yFSXOF+Ew4FkRjge+xFtBtyQiJIue1sQ6rc0ClgJWBR4BzgQeiOZER7bxFuCOUyfC6yx0\nthVJyH3A0aTG6beBYSJso8q/G2JkvVD9ApG9gXGIvItqe5+v41SJdnGmB0KHEpHOhB4AACAASURB\nVEYzFR/moiMSkukwqfKqCJNJaQpHI9dO6xCdfRgU/p4CDFRlURHb+P/dcRrDZcDtrPLi5ny6xRVY\nwGNr4G4R9u0CDvWbiBwO3IHI1qh+3GiTHKfZaZec6QGkcqabpvgwSkbzFgoUE04Mfy8EVvRmLS1J\nMqo1M/w9H/hOHkc6uk3HjIU363Gc+hI2cpnMsVvexkhZiZFyKyPlOeAw4HERXirmemzpa1f1IeAq\n4NJGm+I4rUC7ONNZG7aEhXyb0BxpHqU0XUkWzOwODC9hO6d5SP4Pf4g50ruq8mGR20TlD71Zj+PU\nn8uALUlvuPUwdm/ZjOKux1a/dkcBGyGyS6MNcZxmp+XTPCQh3bA81Kgz/VT496rAQtWOZi6NJGue\ndLY82WgOnwhPArtiUeqnwgeEqzO3qdtZOEURNmE5HHgBOFG14zuZdxs6p3Z4sx7HqRNyyO5v0Wfq\nKizaagEDX+gZ6ipFr72PMXWoL4jMHpF9PG71a/dS7BzGIjIY1S8abI/jNC3tEJleEfhK4zovfB3N\nmR6GtWRuBnI1XSkUvTgw3G4nrN3rTcB6BbZxmoM/AO8A11ewD2/W4zj1os/UVVj15eUY9EI/Ptn8\nS+BzYBp0FAofBNwZLt8rXJZrDG/1a3cd7MFhaeAtRAJEHkSktVJWHKcOtIMzHU3xgCZ1pvM0Xckb\nvYhs9xSwDTabsHG+bZzGI8L3gB8AP62ki6E363GcOrKoxwIAPttgNu9/bxusHudj4HFJyJLh9bg/\n8CPgYhG2Irc6U6tfu8nz+g/QFw/gOE5O2sGZThUfivQGVgAmh+9tALzZGLOKpujohSpzMH3iP2ID\n3U9aeKBuW0RYHYtGH67K9Bodo3WLmxynWflg5y35YIdJTNx3A3383I80rguAE7Do9G8lIaMlIQEj\n5fes9NrPgPuBW2jtCHQKkdEdEWg4Hjuv7YBJ4RoewHGcLLR8zjTp3Q/XAD5ENamYMAy4tiFWFUmO\nPNl86ytwjgifA/eKsKNqmnqJ00BEWAF4CLhAlXE1PJTL6DlOldHHz/0IWC1tWVxVEnIsJr/6PlaY\nCMdvMouRujtwLxbgmEnrEx1XRqFq44rIcCxl7fIWao/uOHWjXZzpbEoe3YChNH9kuixUuVKsOGac\nCMNV09qpOxVQTPOUbOuI0Au4G3hIlUtqbGarFzc5TksgCUle61PC3xBed+F1vw1wD7CJCMepMrdB\nplaD7OOK6hREdsOKER9CdVojjHOcZqW90jzS86UHA9NV2yJakBVVrsQKEq8IVT6c6lCMpFXaOiL0\nxqZEpwC/qYONrV7c5DitQvJa3wD4BotQ7xa2KUeVjzAJ0x6Y4tJquXbUAnSMK50i0KrPAX8DLm+A\nXY7T1LSDM501Mk0TFR/WmPOwwX7fRhvSRhQT9Y2ucxYQYNO8h6qyuKbW0RbFTY7TGkzedE0Apq07\nk2nrH45Jrn6T0YhrScwR/TswXqRFx2PVGaiOyJPK8S3g+4i87KoejpOiXZzpaPfDLuVMqzIfc/gu\nFWHZRtvTJhQT9U2ucwzwCJYnfVj4/3Acp124+ZGP+c8BcN1zy/GXCYcDTwMnkjE7pYqq8kcssHGx\nCJeFqV/txBBgKayz8I2NNcVxmoeWdqYlIUK6Mz2EVCvxLuFMA6jyL+BR4NxG29IOFBP1Dd/7MfBw\nuGhLYLl62Oc4Th2Z0+8r7hgD8/omZ6riwK9Z6vMF4RodM1hhLcX5wH+xe9NzIqzXAKtrRXJGbgrU\nfgbOcVqFlnamsRy1JzWuXyHSHVgd+CB8r8s40yHdgZ+I8IEI32q0MV2EY7GGBmvg+quO066kzVRp\nXCcAD3PSWi/ReQYrGa3eFVgAXIHlUR9WK+PqLJOZ/Cw2BYYickBoxGhv6uJ0ZUS17H4SNUVEVFWL\nL6oTWR14BtWBIiwJfAV8K9RmbntECEhJGk0FhqniFdc1IiwyehmYgOmwjseLAR2nSyAJGQI8D6yj\nce3Qkg/zp3cnMh6IMAy4C+uceGa1ayoyxv4xqnWSyRT5NqGKCZYr3mFDh6Se47QIJfucGbR6ZDpK\ntPhwbeB/XcWRDokWxN2CFcFsVosD5YqEdJVGIqFyylXAJcDeuKqG43QpNK7vYY7kL9LeOKPPVI7b\naBpn9ZzBSLsvq/IfrHvtdsCtNcijboxMpurzwHXYjJxLdTpdmnZypqPFhxvQtVI8IH0q8peYPNsj\nIhxcg2Plko4rRlKuHTgb67R5gatqOE6X5Q/AzyQhqcLvHnMGs/Ib/Vhiwa5ExkBVPgd2ARR4TYQD\nqihn2kiZzN9hMrT3k0tSz3G6AO3QtCVJlyw+TBLtpBhpKPI2cJ4IvVW5poqHyxWFKCo6kdHwZCo2\nGGf+nbVZSi0pslnLAZiCx1aqLMh833GcLsNvgEXAC5KQrUPd6U5jYOa4AmyFOeKnhsGOX1Ng3MlG\nMeNVzVGdj8hhwGPAUHekna5KO0Wmu6LGdC6SEeJtsZze34uwcRX3nysSUmyEJBrB3iPH342IbOeN\nrIuwOVZQtI8qU+psm+M4zcU6QH9gXeDacFlqDIxrZlFiUkLvn8AWwPWYPv1mlDfuNcdMoOprWOfX\n4xtmg+M0mHaLTEed6f9roC2NJhodmQpMA/4twrrVaDsejYIXWp4RPTlOlY8z7JuBVb5n/t2IvLuc\nkXURVsCKiI5T5ZVsGzdFpMhxnHqRHC++BF4ECB3ozLExOq7MDQsGk1HqqcCtkfdLGfcKRcHrOdN3\nMfAEIqNQnVfD4zhOU9Ieah4igg1oQwSdA0wHlusK0/DZHLiw+O9qbIC9m1SV9cfAYFU03/ZVtu9l\nTEYJLF/wn1jXxp+RunFcnfl3IxzR6OcWPX6Y23gvJr04nRyfVcOq6h3HqTuSkOR48RdMzWJ9jevM\nTuvlHo/HqDIi7JZ4GzALc8ofAq5XZXbe42cZrzLGoGlAv8jfL1JNB1skM33lVuBOVK8re5+O0yAq\nVfNoF2d6BSxfenlBNwH+qsqGtbSvWSjkwEWkml7EZiLuViVR7PYV2LUycCGwP9ALeBPYOXx9FtZF\n7C/Av6LOfTMiwq+AA4D5wPbh4nyftcvkOU4XQhJyDTBb43py3vVyjBHhA/sALP3jEGycuRKT3/sS\nmEmqSUpfrOB+DUwC9v3w5wNs9iy5/+RM3yxgmXDbqINd2XgvEhCVw4PRwKXAMJrVsXCcHFTqTLdL\nmoeleKgq0uXypQsV/R1EKirSE3hWhEmqXJ9l+7QpyHKcQRHWBm4HhgKTsHzAkeHxR2GRjNcx5/5y\nYEkRzgP+1kxOtQjdsYj6dzH5q62wmxsU8Vm7I+04XYrTgQmSkOs1rq/nWS/rGBGOff8Lf+4WYV1s\n9u4XwPLAstCh/jELS2n8EHPA98Sc69WAL4DJwA3Ag9iYuzy1SaXLvPfMBL4BvodF1x2ny9Aukekf\nAT9E9QARLgBmqXaN1tq5UhPyrL8u8C/gFOAf2CCdcwoyxz7WBLbGBuYvgVWxiMpwrBhnPjAocz+Z\nUXDgR5j26qXYTeSnqkwu8tRrhgg7YVOWX2BV6jep8nKpn7XjOF0HSchxwMHA9hqv/401DAAMwArP\nDwB2As7A+g5UP5VOJJW+klTxMGWPQ1HdtaJ9O06d8TQPW/lMYBlUTxPhAeAaVe6uqYEtjAjfxpqO\nLAdcA7yAOcUXYgNwpzQFEZbDorTHYBHbAOiD6S1PBV4Kt3scGEv2qcxcU5w9sEH/RCyashrWKn4m\ndS7kE+FwLJrzI1XG1eu4juO0NpKQ7thYerHG9eaC6xeoV4m8vyZW7/JVtvXy7H8wMA64SJXLSziV\n8hHpgaWb7BGqfDhOS+DOtK18PfAsqteI8BGwsyrv1tTAFifM0dsCOBqLJi8PDMRSf/4CPIMV3K2F\nde8aBvwbuAm4S5WcFdt5CvnyRnbDwf97wDnAiuHi21U5sJJzLRYRzgKOAvZU5a16HNNxnPZBErI9\ncCOwnsY1bwF8EfUu0ffJtV6BYwym/g71acD6qB5el+M5ThVwZ9pWDoDfCfoi8CmwrCqLamheWyJC\nN8xxPhBYD4swfIBFkp/J5kDXQg0kEsGehRUu/iRsyVvOvoqyT4RfY1H3mGtIO45TLpKQR4CxGter\n8q5XoGA58v5MbBaxrMLm0KF+AtO4vqCUbcvCBAHexQoRG5625zjF4M60rTwJ2FbQVYDLVdmipsY5\nHdRCDSQSwU7mIJ6FVbVfADxbSqFiMfaJ8BMszWS7auhwO47TdZGEbIWpaqytcZ2bc73CM3XJ90/F\nUs/KznMWYQAmS3ofcHrNi71FLgNmoXpGTY/jOFXCnWmRXlghXB9BjwS2VeWIGpvX1pQSba6HHJwI\nSwFHAr8EFmJqIbcWk4qRYd+PsXOaglXGfxsrgtwfi0j/t9q2O47T9ZCE3IN1R5xPchyNV95qu5KZ\nQBG+halsPAucXFOHWmQIpqo1HviaDH1rVGd00qnOtcxx6oBL45nW5seoLuqCsnhFU2JnrGSbWrDI\nSL5oc03l4DLs3iL8+wBgnAg3YbnVQ8h9Lkn7LsNuIopprs7GPofbgW1U+ajatjuO02U5G5P/XDJ8\nXWgcBYpylksZm9NQ5QsRdsFqX06EGuZQq76HyNeYWhOk61sn7c52LmWfn+M0knZwpjPbiD/cQFua\nmegglW1gi1JIu7qDXK3Fq0ja4BqmabwgwoVYoeQeQO/k+5m2hB0hz8bUR05U5XYRlgaWV2VSDe12\nHKeLonF9XRIyDZMNLUXTuZAzWfTYnNUu5SsR9gb+LcJEVR4tdR8l8CkW7Milb53tXCo6P8dpFN0a\nbUAVWJN0Z/rNBtrSzEQHqVcjf+dqPjKGzvJ4o0UIRHgwzOerB1kHV1WmqnIAMDFcNAO4JHPjUFf7\nn8BZqtweLv4T8Lc6n4fjOF2L3YEFwGElpHgU04Sr09hcCqq8jxWZ3xI22aoVP8VSPHYLjzcG2C2S\nunFQkcscp+lph5zpS4APBb0ZqyDu20yd9JqFaLFLuKjk1IxatR4vcMxiinSuAV4GTgbewgbjN4ET\nsBbmZ6pydWSbgDqfh+M4XQ9JyAXAihrXo4tav46NoUQ4GdgX2LEm90yR7sB0YE1Uv6j6/h2nijR1\nAaKY/vOewFRV3TBctgLWeW91rB3qgZrlCbQEZ/p+4BpBZwLnqTK8emfgZOTwLUFqqq4mxYZl2NSR\nVyhCL6yxzAFYY5nrgdGqzMrYPlqUOIH8+eOO4zg5kUR60Vw0Ci0JWQ54B9i1QJvxuiPCNVgB9vvA\nK9RiHBR5DPgTqg9WZX+OUyMqdaZrneZxA9aEI8ppwKOqug7WLe+0Co+RzJneAE/xqAXJHL7dsSm7\niqYYa2BTR8RZlXmq3KPKIapsoMpFmY50SGoq0W4gnfblOI5TJFnHIwCN60ysCdWFDbCrEGsDSwMb\nYUGvWoyDzwNbV3F/jtOU1NSZVtWnsDbVUfbGuugR/t637AOIdMOcofdxZ7pWRHP4jlJlRBNEb/Pm\nFebK7U4uB24lNY3qBS+O41RCoTHkamAdSci29TOpKJJ2TwG+Cf+u9jj4HCZB6jhtTSMKEFdS1c/C\nvz8DVqpgX0sAP0d1Du5M14qKC15qQCGbckWKsi1vxvNzHKd1SI0hWQoNNa7fAOcB8XobVoCk3Vtg\n+v1PUv1x8Hng22Hgy3HalpoXIIrIYOC+SM70l6q6fOT96aq6QpbtSspfEWEasJEqn1ZutdOMFNJg\njbw/FJP+S8vtLqfBTC3apTuO07WQhPTAlIcO1bg+3Wh7MhFhJ+Cv2D10epV3/j6wJ6oFm2w5TqNo\nxaYtn4nIyqo6RURWwRpnZEVERkZeBqoaZF+P/ti5TKmmoU7TUUiDNfr+JDo7zOU0mPEmAo7jlE2k\nQHEWlj+9Y2Mt6owqT4hwF3ApcEiVd59M9XBn2mkaRCQGxKq1v0Y40/cChwMXhL/vzrWiqo4scp9D\ngTddEq/tKZSbGH2/U+S5zAYznlPtOE4lRB/IZ0tCtm3G6DQmBvCqCD9U5c4q7jdZhHhjFffpOBUR\nBmeD5GsRqSgNq6Z5TCJyG9a6dF0RmSQiRwJ/AHYVkXeAncLXleL50l2DQvnNtch/9pxqx3EqIfpA\n/hvgT5KQ7g20JyuqzAEOA/4iUlEtUybP4YoeTpvT+k1bABGuACaqdu6A5ziO4ziNQhISbZg1E4uG\n3a5xvbyRduVChN9js737VWW2V6Qn1rxlZVSzSZU6TsNp6qYtlVCiMx0A56ryWG2tchzHcZzykYSs\nDzwFbKxx/aTR9mQiQk/gBeAiVf5apZ3eB9yH6uiq7M9xqkyzN22pF57m4TiO4zQ9Gte3gCugOWdS\nVZmPpXv8UYRBVdrtn4GTESnbWXGcZqblnWkR+uFKHo7jOE7r8HtgQ0nIYY02JBuqvAZcDNwsQjXy\nu5/AGsN8twr7cpymo+WdacKotCt5OI7jOM2MJGS0JCQA7sLUrP4oCdmmsVblZBTmAJ9V8Z4sn/TP\nwCkV78txmpC2caYbbYTjOI7jFCDahfUU4AjgDknI6o00KhuqLAIOBY4TYfsq7PI2YGNENqjCvhyn\nqWgHZ3ooMKHRRjiO4zhOAaIyeXOBU4EZwH2SkJ4NsyoHYUfho7B0j29VuLN5wJXAyVUwzXGainZw\npj0y7TiO47QCHbr1wGAsSr0+sAIwsmFW5UGVhzCbrxeh0gLCK4H9EelXuWWO0zy0vDSeCNOAjcIn\naMdxHMdpeiQhD2LpHuMxJ/sp4Aca12erfJxkO/M5wEEa15KbT4lwLXAgMAkYXlEDK5HrgA9RPafs\nfThOlenS0ngi9AL+hSt5OI7jOK1FqrtqXN8FTgRukoT0qfJxonnaV5e5j7WAZbC0yn9UaM+fgRPC\nZi6O0xa0tDOtyjxV9nclD8dxHKeV0LjO0LiOSEaKNa53Yc1SLpNEVfWYo3nax+ZbUYTRIgQiPChC\n3yz7eA/YQIStyrZG9Q3gP8CIsvfhOE1GSzvTjuM4jtNGHAdsTDXk6FJEI+CF0jNyRbGT+9gC+Bnw\ngAhHVmDTxcAp3sTFaRdaPmfacRzHcVqVzJxmoBfwb+B3Gtcba3msTOdahGge9wSsSNLWjeRJi7A+\ncDfwKPBLVRaUZoh0C/d/HKpBmafjOFWjUp9ziWoa4ziO4zhOSSSjwQBXa1xHSEJ2B/4lCVGN603Z\nNiqzsDDtWHROtTgoXH4s5ixnXVeVt8JUj5uBx+X05T6k11eDctkiQtLWNYGPQb/6jP5X9Wfar4Gg\nCLttP1UopnScWuBpHo7jOI7TODrlNGtcJwI7AWdKQi6VhCyZZbtyCgvz5k+rMkOVEWEUutC6M4F9\ngHFMHXZghy2Llrg2j62DgOHA7mvx7rbAFogMK9L26H4qKaZ0nKrjkWnHcRzHaRzRaPAoSUg05WMr\n4BbgMUnIjzWukyPbFV1YmO1YBaO6Z/SZyvQh01hx4gyWWABoNMI8hzP6TGXknMHAHOb2fRnYmk83\n+YabnthHzuE9YHdV3smwdSawHDB+FsseA5wA/BrrBFkM5Zyz49Qcz5l2HMdxnCZAEhKQSq0YE6Z8\ndAfOxBzPozSuD4br9qVYx7hatgipZcdtNI2V30g2XxkLfMOoqQOY0294uGwBMBo4F5gf2noqMAo4\nVpUZiCyPKYRshOr/irCppufsdF08Z9pxHMdx2oNsKR+LgN9JQsYBt0hCJgKfYW3IPwGelIQsB0wF\n9tW4fpJtx6Hc3kZAL43r8+XYkrZsUY9VAZi27kxuGjePr1dZFYtaJ7d5H9g33PbPwC9U+Yww99qi\n3LrOXzl05r7c/dtl4OeFDAodaJfUc5oOj0w7juM4ThNQKPIqCVkeyzlePvxZAotYDwlXWYg5sYvD\n11PD1zOBPYAlsVqpZ4FfZXO8JSGrA0cDR4b7/77G9UWAUHvaUlJ6T7ufPU4czv2jYV7faUAySj0J\nc9qjBYzvYy3THwWuBZ4AHgN2GMgkJjB0wTJ8vRLq0WanMVTqc7oz7TiO4zhNRkS5IlTA4CuyKWWk\ntyV/J9xmLpZS0Sfcvh/mvL4ILAWcDhwPvAx8iWlb9wd6YikZNwPXAztiKSbXYdrQvyOZMz3qsyWY\n03/X8LgzgOTfu6kyI0NmbzdAgYMxJ311YB5WkDh+Nr3f7c3cN1A9v4zPx5U9nIpxZ9pxHMdx2oyM\nnOUkYzSuIzLWS0WL06PBndbN2G4Q1h58eSBBKkXjDo3rAZH1VgFGAgdike8VAfim592cN28BqRQQ\ni6iHetTRKHZUozp8bw3gEKz4cMoPueOeMRx4WDd0MKrz8nwsUfuDYs/VcQrhzrTjOI7jtBmRiHOH\nAgYFuhhmRKmL6XhY9HaSkGWxZjIbYE7158BTWMT7MeADjZfmUIggWNrKCQ/z3f3/w7DHf81FR6sy\nOW29LFHoQjanKY9kNJ3JYkfR6zrtiTvTjuM4jtNmRCLOKQWMAs5xKWoXGQ7q8eEx5hLtetg5pSQa\nBe+LRYZ3AXbG8rFfAp4HHgcOA9bKta9MW/ac0HP4nx7qtv7QBR8vXjR/xdkcstvHDHjxG3p9OQVh\nWczphpTKSf788qjyiCmG/I8cz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4fGYjor3ObDMAJVatFfU8onOY5TkOjYOyj8PRaLViZz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ae71850>"
      ]
     },
     "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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SmZQNn5+f2+XtlD/3LgSOzu8nnST1llTXkon8nnkBcLakHgB5O5W+2D4ELFQ6IX1VSQeQ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\n/w/JRsRpso6r9wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114554c90>"
      ]
     },
     "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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49XNS18On8//pHtIN6t7AfC32y7S83uqrMa2jY6dV/ejROSfPn52Uh+wspp97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\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E6mkFj7iozLaVShylpt89y2b5E+blshT4PjYZXD2MQWEMDmNEWK4RlttgYsxyzPtnMSb8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\nCIIg6CGEUBMEQRAEQRAEQRAEQdBD+H+zatM4Lm9yhAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110054290>"
      ]
     },
     "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": []
  }
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