cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_wiltshire_inside_15cm_obstacle_scaled.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Inside 15cm (Obstacle) (Scaled)"
   ]
  },
  {
   "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_obstacle_scaled.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_inside_15cm_obstacle_scaled.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_obstacle/IMG1.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG3.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG5.JPG\", \"../../eval_data/motion_images/wiltshire_inside_15cm_obstacle/IMG6.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=False, 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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f+B7bp9Vjsx9wXB3V7ubXlJNrrwS+YvvKunxl7yHTgbNqisU+tm+kjISfTElVmcnyI8Ad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\nG4ZhGIZhGEYjMEPaMAzDMAzDMBrB/wdLIk0c+ae6bAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bbb5410>"
      ]
     },
     "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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/bjLSERERERF9kEA6VlmS7tDSX4M+X1LmLkdERMQyZWpHxDCT53lERMTgydSO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\nX+cH4AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109114950>"
      ]
     },
     "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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HGreZlDcyhxARERErLHX/PozhI8m2l8hediuPGEnyPI+IiBg6/fm/m4x0RERE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\njDHGGGMSYA1pY4wxxhhjEvD/AVKH0S37sKzgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bba6d10>"
      ]
     },
     "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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WryOkiIgbgXVJ/bYnR8TLZTGPAHZhcSJ9JTAM2KeO+s3MzMyWSk6kW0iSgNNJ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\nX0fX/tRK/9UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10910b390>"
      ]
     },
     "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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2pG1v3fUuu731dyZNvesMgp5MM8/xuL46TK9WrG1Uj62OIk0BSq4CpXIXkJTO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\n6SdBuMzu6y8Zxef36cGafp14v2tHvux5doMxcgcwqtu7jBh7CUvevYhha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s46j470y9wPwnazksV5lHNzIz9pXjAmBhJq7FS/gnX0rToqf4p0zZ6k2cAix8azFH+VKa3rmX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\n4P8DJUT4uqxMstcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c3d6410>"
      ]
     },
     "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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UihwE3Gb7H3l73AU8BuyR/99m+/W8fh9wB+lBpcRHJIN7vu3bgfeApvrSk3QO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AG4qdiCWCwWSxHwo2fARp9mS46k9WkWkYOB24A9MS4BrYE1qtopz7JlS58XOLqBjVZmVFERLgEm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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bceb090>"
      ]
     },
     "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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PEcCuJE/qSsA04LwyudU8zMW2zL9Dy3W2xF+AscBywEkk49NZ5mDgJuDntvsD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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c70f350>"
      ]
     },
     "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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VyYfl1cnfxsWB8yW9rhJ+MRrXZniiFKbqH1GqvVb4OlnzY7Z7j+K6ciDwcvKB/2SyNsqH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Y+StWzbg09ZTIsOsCH9KdPzMhvCbP+uK7Zjbfttvt42w3LZtBkZ8fv3fXpd3o6F8WO/DbZceumZ\niy677LXYeDNm1wQsNS1yR03Q7vXJbGl2yYS1PYcsbQjwGbuc0YJlUwm3z0r52o3CtgnACRHbciKW\nMZBsXqntw3pNJjHh+sjK4N+PqF1JKd28GFHq0yTr71ZgYkI4aBibvwD2aPItrQFkHZ8Ag2QdlQCb\nzWLF5lPZN+akAZjLtksX0Ya9+fCzJO1uQJXPgS8JJyqc0tZKGlUCTKHrivHsl6hSn3I9raxYD1Ax\no0lVl9t5F6AK+XhPPml3K5eMFHgtSa7rKOCwGgJrVm73YCwVaWGsv/VsctRn7HY2cIsIzWrYIpZu\nVDFj06pzb3vjBarDcD8CJsXb3JofvjXbmAX8QE0h4ZVJ1luO5Qvvn0rPRJUfVfkx2bwYc9n2HEXY\nltn/jP9dhKMwnanBbVkUE21Ld26XNCnPHxPEjinc5337gtzuvbAotmxJPM/rej8qVWppZ2W4/rNH\n5CCgF3AxqiMTp4W0XQnwMXtVnc+dV6ZrKolts4AddpQvGmE59yWX9pmElQBNv2IVEv5cyvW+XFc7\nI27T4ciEO++qCb0vcr1vx6+3fodV8eOmQarM24T1PsmrFa0EWEPDSZ+wV4P49bKxOwNh2umxXhos\nA6iqko9D9FfQ8yt+/47lgN5AM0TaJtoyfPjjNcapwf/zIigsQguqP07G2GBLg5t3XGq2b6IraTaA\n8PuslK/dKGyLSlA4Zst0agcUlPI+rN+o6kY72eZlt87YsbQcO5b/jB1Ly1rzoaXCf5Qk86qX+aPC\n/ZFsQ0J/oMeAzgJtkZPNsFtlc+ZMvI3ZsWW/OotOE29jzldn0an2/tOWIzly1kJa/yXzvtZTQV8J\nsVxL0P+A1rL1WgZ3GkPfOdcyOKktsfVAB4DeEJt334FH7zbm2lYr7jvw6N1i27s9X10B+noVvKBw\ncor9O0HhrLi/D1J4L5WdoCNAb4zfp8ft+PCxrw1tv65nu7eGgUqCnTXbgJajOHzxaTxyosIyhasV\n7kiyfduBLge9EbRBFOfSrVw0cDEtqiayx9JgWvY+e69ZTItJCu/8TNP3XqT/qm/psEVU11+hp5Tn\nD+yq8FXGazeiCXQ/0I9zWr/2NZ/yegl1PyrVCRoprFRomvH45d7+NIVjMp0v2/LNcNC7sz63YPFB\nvH4I6KSi788Q09ixtHzvScatacnryealeoaEvS9HZWc+2nSTmzJN7rzLbV/ket+OXy/p/QcOVxhb\na924596W/PDF97R5LfYMTDsWzmIK004V3PXPFqf4t93Wd3ao/gr8vK51XGC0wuGJ25dirLsp6ErQ\nxhGfV/1A3021r69lcKe32HdulY0NGoTdZ1Ed93xMUd1XQGeAdquTPdX7c0+FWcU8P90UfnIaNdF3\nej2wGtVro22WrYGJmA5C7uJpIi0ARXVZyOVPB45ANW0YnAibYsrkPVX5Jmf70vchwGBMCBngLNVa\nYbGxErmTm/Fzn5/Z/F1gV1S/S9Jgd6y8/EOY0OztwPeo3pCi/60wgbM+qkwT4VQswul0VV4JuQ3X\nAE0U2RtTcb8U1ccSlrkXqFLl3DBthuVm+evhjajcLvb3voyf05MJMQHih3rzbqP36X2Cal4E5IqH\nyAlYzu2xhemOKzFNoYsL0V/ZIvIRcCFWXS3qtv+KpXseSYaHnAi7YtULt7PxSug+JpzKiHee4NQG\nqpxfJ3sLhci5QDdUE4XJHQ6Ho3Swseo8YEtqlvCOW4R/ApNUN1TYLJBpNJrOTt9exG1LX+GIA1SZ\nW8j+c0LkRmB52HcTESZjY+zIxoMi/AXolPZ5KbIPcBeqmSrO1itEGAU8qMqLETTWGFgGbIZF9DtK\nGKdREz0dAT/KBoPS148Dd9bJSQOgujTzQjUYBwxHRNK98KgpxT8B/B64qi4mJiNwBD0EdAZ+iaUb\n3ClCd1USH+I3Af/8mc0bAj8kddKY0Z8i8kvgBcxpsg9wdCobVPlOhGuDfj/Ccjz7qTI1i00ZCYwA\n/onlg9ZQ4RehB6Z/EWUpPgD+qjendiaJTD6YN5q8T++jyI/SfzEpdAWBPsADBeyvXImFV0frqBHp\niOVe75PJSRMwDViPVblIVYkkGbNasmRf7H5TLriKTw6Ho/RRXYrITNJXdhoHHAGFc9SI0KYhlc91\nYvaWB/Jm95f1iAWF6ruOTMCKU2SzfA+iHQ/2AF7LsIyr+JSc2USj2weqaxD5EUtDi0qqw5EnUmrU\niMi22UyFNLrEqaVR4/tyme/LIXVo8y+YU214XQzLka+BKuJK0abhQeAsERPXzYjI4YGXP8kseoow\nWYSpIkwFvgIE8FRZgEXCfA38OWG90zEHyHXYC/O4tDaYE6cfoMGUqfzd3ZjQ775Y1a1snDRgD7+W\nf+eiT4GlxOXqitAgaP9KVRZn2W5dmXk0Ly4itWhxOdMNsj5OORE4VX9FeWiWFJuPyUMePHALcC+q\nX4ZZOIiiiYmLh6YKmbUFi3cl0z2mtOiEDfgcDoej1ImVlU7FW8AhIlwQ6J/kFRG6AR8czBvTG7Pm\nq0v01nJx0kD2ujP50KnpQeYS4c5Rk5yoS2rPISrHjyOvpBMT/iaL6es82FaubE1tD+VxkLl0dTJE\n6AVcApyiSuFD1OyLdKaHZbAoUzGRzSMztivSFLgP+B0iydo+E0tHODGY+mGl7VYFfSlwAXCZCB1F\naCDCcGAIcLgqKwKbM79Eqa7CSpjvmekLvCrrgP2AA1T5IWPbtdevAl66hL93A7ZHdV3c7DMxZ9Gj\n2bYbATP3YFIToFOQZrcxUcgHf3dgniqLCtRfORP9QFDkACwyLlun9kiydFJOoMfqnZixNnAclwvb\n4hw1DoejPBhHckFhAII0+/7Yx5FvRLgvqGQZOSIcgRVfuPol+r8nmR0OpcYsagoKZyLSDymBI60D\nFsGaDueoSc4conXURO34ceSJdKlPZxXMio0FESGhPLfvSwNgV6DS9+UXnhfuK681R3Os9PWfVIsa\nrh57WD4SYtkHMA2ZFzIsNxiLOvgvcDciexFUZgq0aI4CDlOrKJUUVb4M9FzuwKJtWgF7q/JDcCz6\nBP1kxhw0odLCVPk5VJupGQlcgOrtsR9E2BIrWXhE4MwpNDMqqDoPeBUb+OSjLGPhEWmCvZzOLFCP\nmaO4HDGmAtsj0hTVFXVuzaq23QVchOrKTIsn8DawiwhtVTdUfEvL8wzY4iSeqrvdhcWlPjkcjnJh\nHPAgIhWptDRUGQ+MD7QJzwZeFeErLDr5v0lS47MiGI9eiH1sPVqV9xDuotxSxFUVkYmY8yWMpuKn\n2DOxsSprIrBgT2By8LEzHV0pUAR0mRFd6lN1e85RUwakjKhR1UezmcJ2KCLHi8gLIjJHRFaKyHQR\nuUFEmoVYtyrFtHvY/vNMC6AqQai3E7AYeBjTb8mGO4C3VHk2Ivty5W3SfNVI4Blgb5E0NwCRLpgz\n56/Ac8B3UC2c25DK3YdxddMq5HVE5gXTHER+l6S14cAe2D4+KC7KJZaqNSuk3YVkNLaPWgCI0BR4\nDHhelYlFsmkm0KUB60eRZQpIibMz8FUqMcI84Bw1YbFj8jl2/UbBBdjgI5OTOIkpVGK5878Nu86r\nHLbd9nzdKNu+ioYJCLYC5hfbFIfD4ciI6vfAQizKIsOiLFDlGmA7bOz8B2C2CNfkGiUsQiMspf8M\noHecRmSYFJ5SJHQUaxC9/iUh9n1IMu8zka2AJjjdlGREHVHjUp/KhHSpT/niEmAtcDlwGHAv8Efg\nDbEoiEw8goW2x09f5MfUrKmlT0N1GN+DwBm+L6EG9iL8FgvnvDBSC3Pjc2BLRNpnWjC4uT9JKqeU\nHeM7gRtQnR9EspwPDEakPSJNxtHnsdMYsU7gEEw0eG9gAHAZIrcgUhHX30pgF1XOSvhyYi/MJVjW\nLEjLGgccKsI2WGTRD8BFRTTqJ2Dt/QyaCPQVYbOi2RItBQujDb68OUdNdkST/iTSAXumXFCHa/46\n4CoRWmfuDplK1x7NWN48iOQpBzoC812VB4fDUUakTX9KRJW1qjyrSj/gIMw5PUWEZ0XoFzynMxI8\nB94g0CRUDVJGRTYBdgc+yW4zSoJi6tSEcW4dBowuxXF7CbAA2EKEJhG15yJqyoTQjhoRaSciF4rI\nPSLycNz0iIg8nEWf/VX1BFX9l6q+rar/wL6E/hLwQqw/T1U/TJhWZdF/PknpqPE8nYEJx/46UyMi\nG74IDFRledRGZo1qFVaZJezDMiYqnCy17lhMx+fOuPanYxFH9wBjfqRVxwMYcxaqn6M6L5g+xpxy\newIvIrJ59epJwzJL/YV5FHbev4+lt50VUXhpXZjxex5qh5WBP7DItkRFwYSEgS7A6g0DOkcYohoI\n3gLcj2rOTntVpmBO5jD6NtuvpZFgaa7l8lXKpT05HI5yIytHTTyqTFXlXCzKZgyWGvuZCOeKsHmq\n9UTYFfgAqzZ1bMI4fBfg24TI+XKh1B01R2HSAI4EAkmEb4FtImrSOWrKhFCOGhHZCROAugYLJzwS\nOA0LBzwaE3oNhar+mOTnWK5nhzDmhO2rCKRy1MReFO8HBqVrIHBuPAHcpFpSoZVjMSdLRlT5DBOZ\nTiYqfA2mIbFWhNNFeDr4wnEtsNtC2ozvz6iKr9nhjSQN/4R53OcCPyCyMpiWInJYwtL7YylbpcpI\n4BfAH1S5ORBHLjYzMWfDM8DtmQYzZUIhhelK3TlYioQbCIrsg8gniOyS8LsgchHQG7ghAnuGAkeK\nsHeG5foAb4ulVoapiFcKdKE0U0EdDocjFe9gVTZzRpVlqtyDjQfOxT4KfyVC4rgREQ4HfGCYKpcn\n0Qws17QnsOqpmyPSJuTy7wK/E2Fl3DRVhEdE+FNQnTVjRGkwjuxIOiFhS809iHD6OfWVKNOfrK1w\nmSyOIhI2ouZmzJmyVfD3EcCmWHrLCkK+wKehb/BvJjVwgD+KyGoRWSEib4rIfnXsO0qSOWq6Uv2i\n+F9gD9+XzmnaGAysAv4evXl14p9AH8Lv75iocDUim2EvNWODsNKbsbSmY1FdDuzYjoXTlAZvpBSA\nU12L6h8xPaDWwTQQEyRuEvSzFRbuWrKCZKrMBdqrltTXg5nATlhk0+8xB+w3ItwtQteiWpY78ddf\nvnGOmuz5DNghqAKXjvOw6JW3NjhlLeXofqxamheFILEqS4HLgLuDUuupiFWUKydHzWHAm8U2wuFw\nOLJgFuZc2LKuDamiqviqnAAcAzwiwp9FApe/cCEW3X2sKiNSNFO+jhpLKcpGp2Yi0IzqsXZb4BQs\nEnwv4CFgsQgfinBX8PF1F5Fa75Z7kVlIuC/wGaquYmZqoouCUV0CVAEtI2nPkTfCOmp6YQrqq4O/\nRVXXqurDWCjhbbkaICJbY1EWb6hqJiHVJzA9mwMxJ0ArYIyI9E27VuGo4ajxfdkEe/GdBuB5uhoY\nQQr9FhH2xbbvtCJV/kmN6s/AXzCHSLpqYTGeAfYRqZEWsAswMyhJfQPwFPaSdZsImwUPkaOwtKBM\n9qxCdWUwvYQp1F8azO0DjA9StkqWEomiiWcG0CUYzIxV5XgsF/sHYLQIY0U4XoSG+TQibA55iIaa\nA+0oXBRBuHLwjmqqBYW7p1xGpBUmcH0aplX1CCKXYeK/WwH7ohplutkT2LMunfh7zClXHo4ac2If\ngPta6XA4ygkbF06FaD8WBdWiemP3+fswp/9ZmGjw+DSr9qRcHTXGBGwbQqHKalVWBtNyVT5R5X5V\nfq9Kd8x5czH2LDwMG78vDsaLN4pwvFB1KC7tKQpc5ad6SFhHTTNgsdqL71KoIbb4MWQME09KUOnp\nRaASe2FPi6qepqrPqOp4VX0S2A+rYHFtmj6Gxk1eLnZmwdbElebGUlvmeV6NL70PAGf7vtTQABGh\nJaaPcLYqC/JsZ678B/gRcyalJRD5/Rc1X3a6AVNF6IXdlIeoMhYLr7wyEMk6AHg5B9suAi5AZHtK\nP+2pVImlPm1AlW9VGYLdzO/D9vPoMOGu2RJ80RoILBBhtgjPiHCpCF5Qqj5bdjBrV1sAACAASURB\nVAWm1VU8VYQKEbYWoZcIxwQpYdeL8KgIbwShwEuwl/swUYGOmnxM+i98pwIjUf0J1XewwfUJwIdY\nNN7PURoTOFDPBa5JJiwswh5YRN9nlIujxu6rn5I89djhcDhKmc+IrvrQBlT5Biva0ZZq0eBvUq5g\n2ohdoWjVOaMgSt0ZVFmhyjuq/F2Vk1TpjD0T/wYsB077L8deOJ2ddkdk06SNWPpNuI+09RtX+ake\nEiYyAkxvJFbebiZwIvBq8PeRwJJsOxa7YEdiIl99VTXrkqGqulxEXiaNk0dVh2bbbh1ITH2qpY/h\neTrD9+V44N++L0M9T+8LIgjuA0aVWCpMTVQVkfOw9IOng9KJ6XgAeFWEa4KQx27rqJiKpdZcrrrh\nvPkLFhHzPTAlrsR2NrbNRuQ2LLprO0xLyZEdXwHbI7JJEPW0gSAV7T8iPIM5V2/FqnVFggidsQpw\nbTHdq58wB3AvLPqquwizsZfzj4J/J2cQYE4rJBxcd5tj97bY1CHJ/9sE9syLm+ZjzsD4vxeXYJRU\nOTCBVBoENoA7h3htL9VvyOKLYC6oMlmEf2Pn3oYUzuCcuQu4WpUqpGwcNf1xXysdDkd5MpU8OGoA\nVPmZ8PINA4E3ylRIOMYETHYgb6jyIxbx+hoi3bHndSx1+WhUEz9GdwVikVOO1MzGUs+iYj6QsZqv\no7iEddSMxtKNnsJe0P4tIvsC64Gdgeuz6VREGgLPYnmLB6tqXS/OUnk5yuioAfA89X1f9gNG+r50\nbdx4+cQ1a5p2w15Ki4bvS4PAvlopQ74vAlR4qp8j8hhwIyYmnRJVpgQv178R4c0VbLrXTVz6JbAG\neDxuuXki/A24HbiyDptwC7a/O1DeXzyKg+oqRBZgjq4vky9ClQinAB+KcIYqj9alyyAy55JgGg78\nIy6P+Qssyowg3Sp2jeyNvTzvKMJUqp03H2ERXwAsoF3vOWz78y+F40ntjKmi2tESc7pMxypExP7+\nTpW1ddlOR1omYBXQkrEfJiD/TuHM2cAQYJoIvVT5KPjtVKAxptkFFlHTGREp2ZKi5uzqDxxabFMc\nDocjBz7DNGWKh91HB2EaZuVMtaBwYfRgrsA0N2/FNDg/CJw18eXNLe2pVJ+hpUPUqU/zCVfEx1FE\nwjpqLscGp6jq0yKyCvgtsBn2cv1g2A5FpAH28uVhpbo/zMbghLY2xwagObcRGZbG1QT78h6jK/B8\nssU9T7/0fem9alXTV848c8jv7rvvll+qUuwy41dgmiS/STLvVkxA+o/AMGAaIr9C9d0Mbd6IRQvJ\nT2zZ5l8M7AL0T6LB8w9MvPa5nK1XXYPIH4ATAu0LR/bE0p+SOmrABFdFOBZ4S4SpcS+xWRFoMt2P\nPXx6pgs5DhwlnwTTA8H6TbFy7b2wl9ArobpK1XR2bnkvf/wG+2IQc8R8RpxjRpVy/jK2sfAZ5uxo\nmkQQ+BzggWIM4FRZIsLlwD0i7AM0x+5nR6sSS6dbjH0o2JI4J2GJ0R1YizkgHQ6Ho9yw1KfiOsR7\nYsKro4vUfzRYZPxELP3p1UyL1wmRLthH/t8Hx+06RKYDryMyCNXY+9FRWMVFR3rmAh1FaBCRjukC\nIkyDc+QHKfQ9T0TuxbzS1wMvJcyeq6rzRKQT5vUdpqrXBuv9BeiMlc37HsvT+wuwI3CgqtYS/xIR\nVdXClB6zEuajUN0x9pPvyzTgRM/TKclXoVHbtrM/HDFil86NG6/q6Xk6oyC2psD3ZRKwPWbza3G/\nd8fKc68F2nueViFyEibe2zOUBohICyzaqEWpi/zWa0TuBGahmlEgPHDW/APopUqmNLj49bbA8pf7\nAxcCz+YlZUhkPrAPqnMib9sRLSIfAxfUcPxalQ+LWCmStkpQveJtTAS+K7CZKmcnLDQRGIRqTg7L\nvCNyFdAa1QuLbYrD4XBkjUWzLAK6ofpdkWx4EPga1RuK0n+UiNwMLEE1q2yIHPp5CJiD6rCE33sA\nL2AfcR/EPhC2QzVdKrsDEOE7oIdqDT3UXBs7Chu79K9zW468EUpMWER2SiXEKyJ9RWTHZPNScBj2\nBXIwJiIbP/0u1mxgW7yTZTqwG6YP8DoW4fEVsF8yJ00RSKz41ARLIUnnfBm2cGGnbxs1Wn01cGeQ\nXpQS35fNc5kXBt+XbbBtODWwpXHwu2AVvy7HHpQx4eh/Y8LSYbVgugKfOydNyTODBEHhVKjyX+Ax\n4OkwlaACseDfYnnI64BdVXkmT06aVpgI+tzI23bkg2QCh6cCLxVTADf4anUuplVzEhZ1mMhXlLZO\njaum4XA4yhf7opxcUDiVQG2UWPT+8cAjee+rMEQqKJwUkW2xdLU7a81TnQD8EtMj9IHRzkkTmijT\nnxbgUp9KnrBVn27Hvn4noz9ZlOdW1e1VtUJVGySZrgmW+Sb+7+C3Uaq6n6q2UdVGqtpaVY9R1Y/D\n9p1nEvVpdgJmeV7yFBwR+mHlZs8U0buwi2VAqsZ9X7oCP/i+nB/v0PF9aeD7MgxY6PvSrg729wde\n8Tz9H1a55uLg95gmw0PYYP8oIPbgPBcYikjbEO2nFXZ1lAy1Kj9lYAim7H9LuoVE2AErDXwlMECV\nc1VZmrOVmdkN+MzlPJcNNQeOIpthFcbuLpZBMVT5FHsGXphC6Pxd4ApEtimsZSEQ2Qp7Frmy8Q6H\no5ypLSgs8gtgPiJb5Lnvk4AxSURwy5X8O2os4+EhVH9KOtcKyPQFxrPxOMAKQZSVn5yYcBkQ1lHT\ng9QDvbfJsTz3RkZHapbmTiokDCBCKyyU/kxVFnmersWcHrf5vjRN0f45mLbPH4B7fF8a+r5shpXM\nPghLIzujDvbHf3W9ELjE92U3TJPhXM/T9cH8aoediUCPwNJYMpFyfzhKipnYi10ogoiDk4HDRTgt\ncb4IDQOdjw8xgd4eqrwflbFp6IENRhzlQeLA8XLggxAaWAVBletU+VeK2bdj9+b3EfllAc0KwxHA\n606zy+FwlDnJImp+jenGRFkJJxmmlbbx8BXQApHWeWldpB12TP6edjnVVaiejWqiDIYjNbOJzlGz\nEGiNSFi9WkcRCOuoaQ4phW7XAi2iMaes2ZqaETVdSRJBEpR3fRD4jyqvx373PH0Lc4YNTlzH92VT\n7GV4KNAbC3t7FXOSrcLEum4Ezo5VbsqGwDm0H1ZOD8/Tr7FwxfHAKM/bIPj8AdDB9yX+JjEMOBSR\nkxDpHUy7JemmK85RUw7MAVoF4tihCMqsHwPcKsKxIvQOpv5Y9a2+mI7NTQWsnuQcNeVFTFB4s+Ar\n6Z+wSmClj6qiejMmtD4Kkd8W26Q4XNqTw+HYGPgMG0fGE4voPyfQsalJFI4I01NpBbxR57ZKBZMg\niAkK54OLgH8VTU9o4ya61CfVdcAPQJisCEeRCPtS/zUWtZGMfpC6Wks9ImxEzT5YWkYthwzwV+Ac\n35fE1JPjgQ89T2d7ni7DviK8j+nEnO55uhorTbwcOx7ZchDwkedpfCrKTVjFqg2aDEFUzcvUjKpZ\nhn1tuADznv8deAuR/RP6cBE15YA9wL8EfpHdanwOnImdw7Hz4DLgOuAIVb6O2NJMOEdNOWH56Z9j\nFYr+AdyE6rfpVyoxVP+HOc3vQWTrYpsTOLz6YPdsh8PhKGemAl03OGREWmKVmP4PS8/fp8bSIgdR\n17QokV2Bp4G/bYT6ihOw/Rcttr/PBm6OvG0HRJv6BE6npuQJ66h5DLhIRM4TMZFZEWkiIudhntPH\n8mVgGRErARwjlWPieOBJVWoJZ3mezsdEKxOFhQcRF3bpebre83Sw5+ktnmcaHMG/DwTLZkutr66e\np6s8T8/wPE3UZBhFol6R6kuo9t4wwTWY88YwDZuG2A3BUfpklf4UQ5VRqvxKld7B1EeV/+RFLDgd\nJvzXEdNacpQPEzDNox2wdKLyQ3Uylo56VlHtsJeZOzCHV6mWDXc4HI5wmNbJz1RHExwKvI3qChLH\nviKNsMIji7ACJtkjchgmdHsNqvflanYJky+dmvOA/6E6Ow9tO6JNfQKnU1PyhHXU3Aq8iA38VorI\nImBF8PeLWNpNfacDgaPG96UZsBWWB7qBIO3pOOC5NO3ciaVRHRu01RV7cQmTw/kkcHA2osJBqtSR\nhA+Pfw3YN9jGVIwA+geVdyCWBlYEYVffly6+L40K3W+ZE7ryU4myJzA5COt0lA8TsMH3+WWuqfIA\n8HtEKopow6+B7SlXh5fD4XDUJl5Q+CjswyHYx+Jj4qJnLgRmYR8Nsys9LCKI/BkTuB2A6sb6ITp6\nR42lzJ9PON1KR27MIbqqT+AiakqeUI4aVV2nqsdjKTI3Ay9gqTEHqOoJqro+jzaWPjYgbwt8H/yy\nJzA1SBWKpwewhjQpQIGw8HlUCwufDTwc/J6WIHXpeeD0LKzvASzxPP0q45LWxzJMq+bglAvZl4+R\nWMUoKFLak+/L74N+hxS67zJnKrBHsY2oAy7tqTx5GbgS1dHFNqROqH6CifQdUpT+rVzt7ZS/w8vh\ncDjiMUFhEz89nJijRnURptt4MiIdgUuxdPxRwGGhxVJFGgL3Ab8HeqP6TtQbUELkQ1D4HMBHdUaE\nbTpqshhoIELLiNpzETUlTlbCs6o6RlUvV9WzVfUKVfXzZFe50QZYHDco7kPyKlnHA89lSgXxPPUx\nId9rMOX0h7Kw5QGyExXORWyydvpTcjsGBSH4BRUS9n2p8H35O/awPgQYlET3x5Gad4A+ScX5ygPn\nqClHVL9FdXixzYiI+4lP/ywslwMflb3Dy+FwOGoSq/zUG5idoGP2AHbPvRW4F9UvUZ2HpYrsm7Fl\niwB/DYsu+BWq30RreolhmjufEFVUjUgTrADADZG050hK8P4YZfrTfFxETUnjSnLlisgDWHrISizM\nL15/pQ9xmjK+Lw+o0uXWW/v1vG7RjDEybL4frDcQi0yKtTNQh+iSYLW/YCko4z1Pv558o0yrbEl7\nWUflFhPptcNDKfM/Pwza6ge8mTjT96UDNQWHT8Sidmrh+9XbuG5su181arW8mVZWrF+0bJdj2hww\nbbjvS2dg5aqjD+jcZtmSdpU0qhzDgb2u0utmYy/7fHYNX69tQUeUn1v8TkbF2/3E9h0Wb7t6WfM1\nDSrWP9qyX8+z737x/Fh/EyYc0LlZsyXt1q1rVDlx4oG9Tj31+sFx+2khsF1sn3nehn2G78vDwNGA\nYg+gwcBSYPyQh9s1bNVsRbPKdRXrX/2gX8/R/3hhSop9WGPbE/uQYXHzbpm3kOUdNtgSVEDK2Ebi\ntv/rxOptp+Z5kHiuDUTj5qUjx/UEHbyArTbvzyh/gnB0/DZlcR7yihw+rQ0L2yecF9bHsJq2xW9v\nunlp7Q7Wm7M5Pb/dnHt6J5mXrM0bn5NpLRvRfl0Vlb9oxujGFXSILffBj7wXmzdxCb0eOr2wedfx\n51CK6wxIv6+zIdd9H3Ub1lCO532OhN2H6ZaLzVtHr7V783HDBiIdUJ2frJ1ahNzexPsKcc+QXYdy\nRVs4F4vqDH8fq8txSkH8dZV47eS7b0c05OM+ne6cjMKufJBoc7+3Uo7bCtN/P63Zf9wzOt8k7ntS\nj2FrEMVxBz77/Cpu/HlH+sp61hzRev6jP/5o46+OzDl5LttuCvwSK2wQYyT2YfGt1BslOwfLvQBc\nTposgfj7/3E8P/o72m8YL1BzX9QYp4Y9Rtnsp7DXgQg1l6u2ZQJwLSJXxOYJOZ9bZwCTUJ0UcvmY\ncXV+7pH7+ZTetDzfZ+owbtsceEKEuSQcozTHuja273sD7RC5NN9jLEdupHTUiEgVsI+qfhj8X4FU\nX9hVVYuZj18MumBlhwGaUa1PUwH8CjgtflkR+u6111gu/4l9LptCm+D3+4F2ce3cD/wGTFjY9+V0\nYC5AZUvaL9/JyqA3WMs4UuQoep6q78ttwDW+L2M9r1qpPoiyeR4Lnfsp+PlV4L1M27jJnj9oVcv1\nAlS0fqfhs8D62Lxml0xY23PI0oYAa2hstqkqIg9UtuTGZbtRAbREa9q97eplzff/bkUFULGiwTvv\nY5Wr+gJ06TJxbfPmSxoCrF3beByWbxzbT4ugxj78TZzNBwNbBv+/Kdi/OwDs3fEHbdqoSoCK1T3e\neR9ommK7a2x7kj6q5x1z5iKeeC2VLSnbSNz2f8VtezbtZCDn9UZzUOM9mLT/BHrWWC/seQjQhoXt\nezKxBcSdF+Fsy9nu5qvpu+Uq6HwBf660qLSMbbZsRPudmts2LV/HgMZWQQLg/vh5azX99uaJDXYn\nvc4CMuzrnPoju30fdRtRthOKsPsw3XLx8xbQbnl7vj8Lq3wWhrDbm7jchmfInIF0bPsWT6I6N0Sb\ned2/Ga6dgh5bR87k5T6d43pRt1GX/pKO2zbi/qOwJYpj9vma1my5alvLBrj00jNbXHaZjb++ZZv7\nMG2apaiujFtnJPAEVpGyNiKHBPMvR/XhTAbE3+Pv4U8DBvDfDeMFau6LdOPUdGSzn3J9ZsSWm4BJ\nJbSOm5f9uWUFHP6PQFszS+r83AttZ/5sy4k6jNsqsMiybknsyvb86RZyWUeRSJcecw3V5aavAa4N\n/k02XZtHG0uV2IPgI+BZqis+dQfmeZ4uSlx2wYJO3w2fzqS49QYltFOjYpPn6fOepx8ByDoqATab\nxYoWU+iTwbYRmBPutITfY18ZjvQ8PTmYLvS8lKKrG2yTrzdbC1Axo0nVTH+/fbDQO4CPGty841KA\nKXRdMZ794m0bUbHSnIHJ7F7ToGI9wMdtmlQ9s/l++8T3N2/eL5YCzJrVdcWUKfv1oeZ+StyHAPi+\ndMO0guLnxdab3rBCBWDGT02q/An71SzlmGbbqV1Jq3re848ntSVTG+m2PZt26rANadcbRx+O4OUf\nEtfL5jyspFElJD0vMtmWs917fgdfbsmKtZvUSjtJ2ea6KtumWStY0bjBBqflR8Cg+HlTlma87vLB\nBrvTXGeZ9nVO/ZFbBbmo2oiynVCE3Yfplouft5gtfkN2osJhtzdxuQ1/7345M4CJIdvM6/7NcO0U\n9Ng6cqaUnktRt1GX/upb/1HYUnebVZfLelbb//lo+PCE8ZdVIE3UlZmIabHsWKs9q1w7Ajg+jJMG\nat7jB3H/uzX6DzFODUE2+6mu+34C1R8s63JuDQVeRfXDkMuHsS3TcoW4BvLaRx3GbT+nsSuX82dt\niGUdRSKlo0ZVh6rld8b+n3YqmMWlw0DgaUwDpSXVqU/J9GkGvvvukcuGD3/8lCVrOTG2XhBGNzDh\n76RsMZFeLSYxt/V4uqZLNwEIomjOBYb7vrQE8H3ZErge+FN8lE3YbZz+0gE99Z1WKz9/5tA9Bo1+\nYQpwBHZxnzx2+aE9x9J37osc07VG6J7qj7vcyIutxrE6md2PtuzX84WOrVbe1ubQPZ6c+sKU+P4+\n+ujQnpMm9Z07fvwxXR966LrZ1NzfG/ZhLNwxKGd+F3BVwrzYer3Xrmv46qIVjdZv3qDxjVcd+2Jf\n35dzfV+2yrTtSUIqq21Z2bb6eNYOMUzZRrptT3IeVPeXXWhizutNYbdXjubFlYnblM15OIYDeyU9\nLxJsS7e9WYaaDjxqBpM6/8S/smlz4hJ6TVrC3PE/0LVhA44l7pjFzyt02lOi3SmvMzLu65z6q0OY\nbxRt1GinECG5YfdhuuXi5+2q017GvqqGFRUOu72J95UNfzdaTBdq6oGFuo/lI3Ujw7WT174dkZGX\n+zSpz8ko7MoHKa+5ovdfwLSnRFuyGcMSzXFn12t5e/PJzEI4ZMmStOMvw7RYauoqijRE5B7gj5ge\nzdth+4+/xy+i7YCE/pOOU7M8Rtnsp6z3fYItX2Lj+Beofu5kd26JdMO0NC/PuGwG23J97uUj7Smx\nz3xc53UYt92CZVukfe8IcfwGAs8E/1+eRf+OAiJhKiaLyMPAtar6dZJ5nYAhqnpWHuyrEyKiqpp/\nQVSR+7BywPf4vjwH/Nfz9Inq2eyKpRh1yiQkHCW+L/cBlZ6nF/i+3A2I5+mfImz/YWCG52nq8uwi\nuwDbo/pyVP2msOUkTDy4V6oIocApcxnQMPipJbA/cLTn6Sf5tK/sMCHhhcCeCYJ9pY3Ik8BoVB8p\ntikOByIXATuh+ocC9NUQWAa0Sgj9dzgcjo0DkYOA71FNqTGYZJ1fAxeiegAiW2IvsmuAk1Bdlh9D\nywSRscBwVF/PYV0BxgJPo3pP1KY5kiPCPsBdqvSMqMHvgL1C6+k5CkrYykBnUJ1rmUibYH59pj2w\nIIjq6AMkeuePA54vpJMmYDDwG9+XMwMbroq4/fvJVGFKdVoBnDTNsbLx56ZJ48Lz9DvP04s8T88L\nplOAi4HXfV8G5NPGssM8uFb9qbxwFZ8cpcTbFO4a+gXwrXPSOByOjRbV0Vk5aYw3gZ6I7A28D0wG\nfl3vnTTGBHKv/HQSJmx7f3TmOEIwE9M+jSoQwZXoLmGyKs+dgnbAqgjaKWc6YCf6TsAqz9M5CfOP\nx3RsCorn6Y+YwNfDwGDP058yrJItHwIrqFlFKid8X8T35STfl2bZroeVAxztefpupuUT8Tx9FjgM\n+Ifvy+CgPYfxNhZxVB6INAe2AT4vtikOR8CnQEdEWmdcsu50o2bak8PhcDhUV2CSBG8BN6F6cbrK\nTvWMCUCfIDomPCLNCD6Qun1ZWFT5CajE3r+jYAGuRHfJktJRIyLHisgIEXk8+Glo8Hf89CzmBKjv\nX7DbYyd6LX0aEXbEBG6zdiJExEOYqnvkqSCep4qVIU8Ubs0K35dNgaeAf2KiZGHXaxSssz+pFP1D\n4Hk6ASvpeAzwuO9Lk1zb2sgYR3lF1OwJTEFTR1U5HAXFzsX3gP0K0FtXYGoB+nE4HI5y4/+AA1D9\nZ7ENKTFeA7YGHkSkURbrnQJ8gGqqqrGO/DIDq9oUBS6ipoRJF1HTCXsBjr2o7RH8P37qhpXAPTuP\nNpY2VtGjLfAd6dOewgr4Rorn6XrP0xFZCAhny5PAob4vbTMumQTflw7YPlsP7AKc5vuya4j1WgNv\nAK2AfROqbGWN5+l8rKRdQ2BsGpHh+sQkYFtEWhXbkJC4tCdHKVIoh6eLqHE4HI5kqE50ToUkqP4E\n7IvJWLwRKvrTom8GAffl1zhHGmZiWRxR4CJqSphNUs1Q1duB2wFE5GvgWFWdlGr5ekxrYAmqlfiy\nPzA8Yf7x1CHao9TxPF3i+/I8cD72xaIGvi+9gN+mWF2AE4B7geGep+r7cg1wl+/LgUHEDr4vFVgV\nq05x6x6DCcINjsoJ5Xm60vflt8DVwAe+L4d5nk6Lou2yRHUdIu9hD/H/FducEPTEctEdjlJiHFal\nId90I4uIRIfD4XA4UF2OyLGYjMAHiByFaroU8p5AC2B0QexzJGMm0UbU7BVRW46IyahRIxYK9ykm\nGOWoTQdMSHgboCkwPTZDhO2Bbaldrntj4zrgJN+XmwKnCgC+LwOBl4Gl2I0gcZoHnOl5ekPMKYN5\n6LcEfhO00Rx4HnN4xa97vufpFVFHCnmequfpMOyF51Xfl45Rtl+GjKMcdGpEmgKHY1FWDkcp8SHQ\nNcjpzw8iTTBH9sy89eFwOByOjRPVKlQvB64BfEQOT7P0OcCDQelzR3GIMvVpAS71qWRJGVETQ1Ur\nReRAgugaRy1iQsJ9gHFxDgeAAcALqmzUmhmep7N8X34JPAc87/tyKlYq+xTgQM/TyVm0tc735Vzg\nP74vnwH/wlT6T/A8rcyD+anseMT3pQ3wiu/L/p6niwvVd4kxDrip2EaE4ERgPKpzi22Iw1ED1dWI\nTAR6kz9H4s7AV2jh7pEOh8Ph2MhQfQyRL4FnEfkbcEdQBdQQ2Rz7cLpLkSx0GFFH1LjUpxIlbNWn\nd4F98mlIGZNSSJgiVXsqBkGFqUOAhcAcrBLU3tk4aeLaGo+FVE7ExKoHFdJJE8fNWCrNi/VYYDgW\nDdCy2IZk4BxM2NrhKEXyrVPTFadP43A46jG+L/18X/Ysth1lj+p47MPC74H7EGkYN3cgMAbV74pi\nmyPGV8D2IpkDLkLgImpKmLCOmouB34vI+SLSUUQqRKRB/JRPI0ucWETNrliKGAAidMS8nWOLZFfB\nCZwp52C6Mwd4ni6sQ3MXYiLBtydEKRWMoN+LsZvYk/FpXfUG1VXAvzHdntJEZHegI/BKsU1xOFKQ\n7xTCbriKTw6Ho35zOXBjsY3YKFD9BvgV9o7zOiKt4kSE3UexIqPKKuzdZLsImvseaBMUx3GUGGEd\nLFOAHYB/YNESa4F1cdPavFhXHsQianYAZsX9PgD4n2r92jeBxssbnqdr6tjOEs/Tj6Kyqw52VAGn\nAVsAd/i+SJFNKgZXAKcg0q3YhqTgbOAhV5bbUcK8C/REpHGe2ncVnxwOR73F92UTLAqkp+/LDsW2\nZ6NA9WescMdHmATByUBLnBZgqRBN+pPqWuBHrIKxo8QIGzJ1TYb5RYl4KBE6VG7BWOwE/zbu9+Mp\nD20PRwY8T9f4vhwLvAVcCVxfZJMKi+oiRIYCdyHSr0a+crER2QwLxXXhzo7SRXUpIjOxEvLv5qEH\n56hxOBz1mT2wD8mvYyk7V4Zd0fflYKDK89RVjUxEdT1wKSLTMCmCoU5EuGSYgZXofjmCtmIluhdE\n0JYjQkI5alR1aJ7tKGfaf38wAHM8z77oi7AVsBvO67zR4Hm61PflcOBd35cFnqcPF9umAnM/Nvg5\nCRN4LhVOBN5DdU6xDXE4MhBLf4rWUWPVpNpSM6LT4XA46hMxncgHgLG+L0M8TzNGtAdR0rdg6R/O\nUZMK1UcQeQ+YXWxTHBuYienTRcF8nE5NSZK1toyINBORTkHZbgd0WNSHJtQcJB8LvKRKndJ/HKWF\n5+kC4DDgBt+X/sW2p6DYV5VzgZsD1f9SwYkIO8qFfAkK7wpMD65Rh8PhqI/EKq9Ox15gfx1yvV5Y\nOk9v3y+psU3poTo90C10lAZRVn6KRdQ4SozQjhoROUpEPgGWYU6JbsHvOTVa1wAAIABJREFUD4nI\nwDzZV9qYiHLb5TvSkpqOmuOwUtWOjQzP0xnA0cAjvi/1qxKa6ntYWPFlxTYFAJHdgG2JJuzT4cg3\n44B9EYmiSkM8Lu3J4XDUW4KomPjKqw9gH3HCcA5wLxbpeHD01jkceSOW+hQFLqKmRAnlqBGRY4AX\ngEXApUC8oOrXwOnRm1YWtAGWVjWmE4GjRoQ2QE/g1WIa5sgfnqcfAGcAL/i+7FxkcwrN7cBvA/X/\nYuNEhB3lg+r3wDeY4GWUOEeNw+Goz+wMLPc8nRv8/RzQw/dl+3Qr+b60wD6sPgKMBI7Kq5UOR7TM\nBVqJ0CyCtlxETYkSNqJmCPCoqh6CvajF8xmmx1IfaY95IeMrPh0NvBaUTnNspHievoRVQ3rV96U+\n3dwmAw2BXYpqhYkInww8VFQ7HI7syMfLgCvN7XA46jP7Ux1Ng+fpauBxTFcvHQOB0Z6n3wOjgCN8\n35UodpQHqlQBXwK/iKC5+ThHTUkS1lGzC/DvFPMWA62iMafsiClkxztqXNpTPcHz9BEsxHak70vD\nYttTEKzi0yig2Bo9JwDvOxFhR5kxkuivHRdR43A46jN9gLcTfnsAGOT7cn4y7ZkgXWpQsByep99g\ngsJ759dUhyNSZhCNTs0CXOpTSRLWUbMMS/NJRicsJao+0l6F+UBnYJYIWwC/wmlm1CeGY87Kc4tt\nSAEphRDhc7BKVA5HOfExsCUinSNpTWQroDEWAu1wOBz1kXh9GgA8T6cBxwTzZvu+3Ov70i1ukZ5A\nc2pWeiqFsY3DkQ0ziUan5nuseqSjxAjrqHkDuFxEtgA09qOINAHOA17Jg23lQIdVHVkKrPE8XYrd\n4MeosrzIdjkKhOepYtfAYN+X+uKNHgt0R6Q4kXQi3YDtcA5RR7mhWgW8RHQvAz2ACUGkm8PhcNQr\nfF86AU2wF9YaeJ6+43l6IlbC+Hvgdd+Xt3xfTsQ+rj3oeVoVt8oonKPGUV5EVflpEdC2RPQnHXGE\nrT5xFfABMJ3ql6PLgO5AC6wcdShE5HjgFGAvoDUwB3geuEFV0zo4AsfQtcH6LYBJwGWqOi7denmk\nw5LuLKc67el44D9FssVRJDxPp/u+PAzcBJxabHvyjupqRMYAhwNPRNauSHNs/50GfArcjerkJEs6\nEeEEZJgIsBnQDPtK2Dzu/4n/pptXBfTXIS6lLI+MxJy7iXpvuWCOGofD4aifxMpyp3RWe57OB4b6\nvlyPva/8CdgH++ATzwdAO9+X7YJUKIej1JkB/LHOraiuRGQtNg5cVuf2HJGR0lEjIpup6koAVf1a\nRHoAQ4HDgPWYeNerwNWqOi+LPi8BvgUuD/7dM2i3n4j8StN/GXwIOAL4C+YcOQ94TUR6q+qnWdgQ\nFe2XduNrLO1pc6Av9eFF3ZGMa4Fpvi99PK9ojsNCEgsRrrujRmRXbOA0EBgDXIO9gL6MyDfA3cBz\nqFYisikmItyjzv0WERkmFdTdqRL//6bAGuBnYHnCv4m/LcZSZZLNuwATYLw6f1tf7xkNPI5IC1SX\n1rGtHphopsPhcNRHaqU9pcLzdC3wNPC070szz6v5cdjzdL3vy8uYjthdkVvqcETPTGAnEUSVukbW\nLsTSn5yjpoSQVH4REfkZeBYYoapjI+tQpJWq/pjw26nAY8CBqfoSke7AJ8CZqvpY8FsFVu1ihqoe\nnWQdVdX8hXGJfPjxA0xcviOL+/XTycDJqkUXWXUUiSCc9ipgL8/byKM9RNoDnwNtUV2bw/oNsQpp\n52KlNR8EHkD127hlNolbZhfgn5hDwUP1iDpuQXhTLVqlEdE5VZphuiLLyexUCTtvuQ7R9RFsazfg\nNaCTDtnIz+FiIvIK8AiqT9exnW+BPqh+HYldDofDUUb4vkwDTvY8nRhRe8cDZ3ueHhpFew5HvhHh\nR2AXVRbWsaH3gEtQfTcSwxyRkC716QWsssrpIjIH+2o3QlW/qEuHiU6agI+Df9OVBvs1sJa41CJV\nXS8i/8b0cxpqLi+MdaP96q3YAgs974/tM0f95RngD1hkyIgi25JfVBcg8gX2NWtMVuuKNMJCjJdj\nX63+i2plkj7WYRXUnkNkFyzq5s/ASXWyPZ1pw+R3WApbrIqXYPnvVYR3oCxMMy/22yodUnq6IjpE\nP5Nh8g1wJPBikc3ZmIlVf8rdUWNCwpsC30RjksPhKHV8XzbFotlP8zydXWx7ionvy85AOyxVOipe\nBx70fTnC89Tp4DnKgZhOTd0cNdURNY4SIqWjRlVPFZFmWLnp04ArgMEi8j4W/fJvrXvYdoy+wb/T\n0izTFZilqqsTfv8c+9r9iwzrR4tIA6DduqZshaVhnQncU7D+HSWH56kGWjXHsbE7aozYy2Z2jhq4\nEJgP9A8tgqo6DTgfkT8HgqyREqQi3YSlc3lA/AB4tQ5J4kjaeHkAq6rlHDX5YxRwDSIVaM6RUE5I\n2OGof1yOSQ8chMkB1EuC8tp3ANd6Xt2jSWN4ni7zfTkSeM735Sbg9nT6Nw5HCfAVsAPwTh3bcY6a\nEiRl6lOtBUU6YiK+p2JpCGuwF7XHgFc0x5cnEdkaS2n6RDV1qKGIvA40U9VfJfx+EOYB76Oq4xPm\n1Sn1SYbJA5iXciUwUIfokrjG2wJT/bGsAvZf/lLnmW07z1pVsV7XbDGRXjs8lOJLh9RsE41rs8j4\nfk3bPC8320YP7rC4UbtlzbWyYv2gG97+34zF3dvE2lTkJsJsf0T76RU5fFobFravpFHlHkwavRmr\nO8TaHH1l+69jdk5/tV/PQaNfmJJLH/H4vrTCHHftvH7ckdM2JGy7oBv22SiO7NyO79pV0qhyDAf2\nukqvS/lFLd3xjD9GtbY9sf+hVB+zrw7ozKZL2rG+UeW/Ry494zcLpz2FXb8rR9Ovc0uWtKukceUY\nDuz1f0OvH0zi9WP3kUnAPqh+mczu+GOWuI1pr8mQbQTtxFe8aw48iUUnnKBD9Kcw+xOocS7ner3k\nSrrjW5drWYbJZpiGzavA1rE2xvbNbXvjj9ny61nYdC3bkeU1kel4FhMRqvf1lU0X0mjldgTb9/LQ\nw95Ldf8B3gLORTW3wZXI1cCmqF4RyYbENx3yOqttEvHrLYTqY61K1ucLSa6zsLY48kvYe0xU44qo\n7coX6c7fV/ZjYZOK6msiW9t8Xzpj0aj3AR09T894ZUeZ1mYF7SsrqByzPb2uert67Dn5RplW2ZL2\nso7KxHFprtd4Pki4b9S8V6QYj/RvT/OLd2QHESYDK8jiGZjYH4n3GGVJUE1qJLa/z/W8LD/W5GGs\nX+uYDSXUeDpxX6zqV/1cWvHCpNENW1Q/l7x+1W2OuaLdrzbZanmz2DhxycFrnm7ZcmH7desaVXZZ\n+X7jxs1pqmtZP30GPQfdpSnHz+nOtXTHPu15kQVh7wlp7Syh6yURESYArbDAhfDP2sT9i/wVWIXq\ndXkz1pE1Yas+oaYd8TfgbyLSE3PY/BardLQQ2CrbzoOInReBSiwiJXJEZGjcn76q+lms3oXqaJ/7\ngd/Ezdt2fSPmAzs///x58wfsMKLhyp21IUCDtYwDts2hzWITiW2N2i1rXrX7igqg4o4Ljhhw6LB5\nsZfi+7Ew1TB9RGJLGxa278nEFgBL2HzAZqxuHGsz3s4uq995HxNkrROepz/6vkzGojJy3YbE9Tbs\nsxYsXduTiQ0B1tA43XmWrJ0N/WfY9pT902HiWjZd0hDgpMP2v+83I6ZVxOYdRLW8VGDbrCT93wLc\nk8pJAzWPWZJtDLVP07Uhw+QA4BWq05s0aOvPOiRt+mTq/VKcazndvsj5+tEhulKGyZNYummnuDZy\n3d4Ntny5BYu6L6RNtm1kOCeKTfW+/qnzIraasmH70t1/sGffceT+FSyfQsJR3LsWQfbHOknfxb7O\nHMkJe44UesxT7DFWyvN33ioWdW6W0zUR4x/AzZgDYSRAmxW077kAuzduUnPsWdmS9st3snlJxqXF\n3k/xZPMsa9ekAX1P3hYWrGZJh03ZP+R6adtMXNbzdLbvy76Y3MKNwEURblOu5HpvrLFe/HNp7NzN\nB9CixnNpQ5vN2/6gK3ZfLwTjxJktO63daSdbj2VQtTkAFV3Wkmn8nOtYJap9GMW9qpSul0SaYmO1\nTtTtWfsu0Dly6xx1okHmRWqjqh8D/8VEJyGHUCmx6i0jsS9uh6rq/AyrLAa2TPJ77LekX8FVdWjc\n5Gdp5srg34+AQQnz9lzRma+AuXfeeWfrqjUNqwA2m8WKFlP4f/bOO0yKKuvD7yEL5rBmzBhA0VXE\nhF7MARRzWlddV13j6ppjUYZ1dQ3r55ow7ZrX7IJi5gpiWLMIIioGFBVRUSRIOt8f5/ZMT093T8fp\nmaHe5+kHpqvq3lPVFW6de87v9CuxzVpTEdt0Tvv5AO0/7LLg+H88m4pySrVZaB8VsWUOneYAjKHn\njK7MeiW9zXQ7J/httii1jyykKiKVug+Z29X9LSz4CWx/RrNNvvMsWzt1NLHvOfvnh7Ut3fHbnjP0\ny379gJGpZW+wyVSAD+gxM9jWsB2R7YG+mMM3J+m/WZZ9LOiY5mpDYumEpSjur5G2C5/2GunxTThp\nsvVd62s5X//l2nYL9c73cve3brv1vuedUtpo4pyoNfXHZdkPG+xfvvsPFo36O0S6lNhvNUtzV+Le\nVdJvnaXvWl9nCdlp1md5EdT6fMl5/nbvWvI1gfcyEEvxvwZL81/Ce1l5TnvsHrMcM0av2nDsKfNs\nWY5xaa2PUzrFPMtm/m41mDiDH5brzOtFbJe3zWzrOqfTMd3B33svXYvao+oc31LvjQ3WS38uzV+z\n0XOpbt1Z87rOhfpx4rx5tt3EiT1n8CW27BMWTJhIU+PnUscqlTqGlbhXtaTrJZMfw7/lPmu/I0l9\nanEU5agRkfVE5FKxkrkvYC+jtwDbFNlOR6yi1G+B3VV1bAGbjQXWkMaD2g2wiJycM/RlcAgm9rhz\nljC3TX/8Ld9gUQOrHPXXl8cu8Q6Tlh1Nz5xpTxlttqS0p0CdbeWEC49/qv9m+tIyM8c9uMvGn/y0\nwZ6pNkM4XqH7X5Hj9AI79BnBdpMeZ1DPTszdO73NdDsrkfaUxlBg4LxuJe9D5nZ1f49g+81S+1NA\n+kfO37OJfc/ZP5/sshmfbjeJDwf11Ocv+Tx92VPsvtnXLP/Lynx9Y7Ct/voZzExMOPhUVGeSh/Tf\nLMs+5rsmC2njFOxeMTSfDTnIPJ4VuV7KIF//ZdmmkY7BBBpfwWZn2t8ykRN+nc/jt0zkwP4v0l5i\n6Zi/lca2dJ7PAZRwTTRxTtSa+uujw5y6/dNIp+W7/6D6CebM2LvoHkWWJwgJey+LeC/LFPgpNIq2\noOss33ZQ/1sXGbKe2XeptiRUl0LvMc19n2wx9+XM87djOw7Aig4UZVsQEL4WOMk5nRM0U14C+r2w\nBn1GrM6kx9ej5/kj9XPvpUvqeu84nZ0WfzfnuLTq15XE0lFiWaapD7uccgKLffkYu5xyIIOlffqy\nc3bghJkdePycHThQBtP+pLW5ctBKzJkxj63D8SzlGVi/7xnj0sx7lXP6BfAqVlylGKox1s95bhU6\nnnau4XOpQ9f651LmuOaDp7ZvME58660d+rzzznaTRo8e1PPDcWyqbzFz3NtsnC/tKYfd2Zc1fk7k\nW1YMRd+r8trZ8p5DfwBmU86z1rabQn0UbEILoUmNGhFZFquychiwGTAfeBabDXxMVX8tqkMT4b0f\nqyoyoNDS3yKyMfAWcISq3hm+6wCMASY0e3lukTfe/gcjfurNYv376zPA71UZVJW+EloVQeTuY2Bv\n5/S9WtvTrIhsglU/W7OBSKrI6cD2wB61Ej+VuE4fp69G+kktbGhNSCyDsJLo2e6hgunYbK2R/tKs\nhrUlRPYHjke1f5Hb7Q6c6kewB1b1qXP+DQBoj1VY3CkRx0xIaH68l79jkXC7OFdYlVLvZTHgXuAX\n5/TgtO//AqzlnJ6Q9l17YDymV6HYZOzHwBaVFNwthCDQPxpYF6uaWDYrd6HdXzdk8aGTWfDQV0wE\nPsIq3kxI+/9XGlW24ID3shdwpnO6dSXbTUioBCK0w3SallEl70RoEw1tBNyD6oaVsi2hfHLOrokN\nIA8Ddg3rjQXOBO5W1W/K6PN6TNfmUmCWiKSHzE1S1a9EZDVMxTpW1YsBVPUdEfkP8I8QkfMZcByW\nk1e1cr1ZsfLCG/y8PqOxiJqVgS+b1YaEFkuo/pRKf1q4HDWqbyMyBZtRHw6AyEpYpYotalyh5irg\nhsRJUxga6WOY060REotgFUdul1gObImlxlsJjwPXIdID1QlFbJdKe9oW+MI5bTJ1M7zEvYE9L+8t\nxdiEhITS8F42BA7HIhWvBP5cwDYpQdtXgRMzFo+isbbjrsAPzuk6YXsBRmDpO9eXY38JHI1Fuy9d\nieeD97ItNvt/8kNfcRtW5aYHsA52Pzw4/L24xPIxDZ04KUfO1BJteQK4wXvp5Zy+X+6+JCRUElUW\niPAZsAb2rl4qSdWnFkjOiBoRWQBMBe4D/q2qb1WkQ5FPMUGzbLO0g1X1IhFZHXOADFbVi9K27YI5\neA4BlsRmx89S1ZFZ2qpeRI3Ib4E7/Qg+Au7p31/7AD+q5tfeSFh48F52BC4p5AWqzSFyNBY5Myj8\nfS8wEdXz61aJZXFgerZBUxPLlgSWLcGqTbDKDj01yp96lVAYEksXTKPoIY30ilrb02oR+RvQHtUz\nitjmMeAeP4JtgCnO6aWFbOa9bIWlXqzvnP6c9n07oLNzOqso2xMSEpokOEw8Fk1+H6YJcbFzFh2e\nY5utMImAK4BrM6PgQhrjD8DqzlmlQu/lv8Djzultaev1wqQKejmnUyq5X7mQWJbFKtDsqFH5UcXe\ny5GYtt3vnNNnm+h7Mcx50yPt39QHGkbf1DlxNNLpTdhwEbCkc3pyGbuSkFAVRHgCuEm1pLT+VCMd\ngFlAlwYR8Qk1JZ+jZhAwTFXnNa9JlaOKjpqjgW38CDYGjuzfX08Dhqtyd8X7SmiVeC+dgG+B9ZzT\nb2ttT7Ni1dwmAb2wwdG/gPVT2jQSy15YOewHgD9pVF/2UmLZDauy8F/gjxrp7LRlO4Xt6l4wi2AB\ncJJG+nSTayYUjMSyKla+9AiN9Jla29MqEVkbq7awKoWmEotMWtCR7UY+w3PAoGJSLL2XO7BZ99PC\n30thzhtxTnco2v6EhIS8eC+HAn8BNndO53svPTHHza7OaSNBcO9lZSzy5jDndHiedp8BrnNOh3ov\nq2ARvKs6pzMy1rsaczL8oWI7lYdQynimRnpKuW15LztjKbg7O6fjy7BJsJSwlNNmnYz//0R2J84n\nGumvIbrpLez4JpM9CS0KEa4DPlbl2jIbmoqN17+riGEJZZMz9UlVs4a8JwCwqVrd+n0IYsIkqU8J\naTinc7yXZ4HdgTtqbU+zovoLlqZ4DJbmeAqqM8NA6UzgJGAAcDLwnMSyLxa9dwpwBiauegwwQmLZ\nWyP9RmI5HrgQq9b0YvPvVEI2NNJJEstBwIMSy5Ya6cRa29TqUP0YkfeAQZiTMj8mJNxt1JN0wZ7h\nxQqhnwWM9V5uB+ZiqRXDgYO8lx7OFZWClZCQkAfvZXEsKmbflE6MczrWezkWeMR76ZMl0uVK4MZ8\nTprAKCz9cSgmKHp/ppMmMBgY771s6Zy+kmV5xZBYNsee7+uX25b30hm4DjiuHCcNQIjQnRo+L6cv\nk1jaASvR0HHTL/x/NYnla2DCkE2ZPuYnbu4fyz2YE+dzjZLIg4QWwUQsHbBcUulPiaOmhVBoBYiE\nhmz642YMBeYGBfHEUZOQjWHYy9fC5agxhii8/v0ivLbi6Xw5zwZvJwAbAltopF9KLCOBi7GIjJeB\njYAtNdLPJZYXMMfMaxLLCGBzTLg20ZdpYWikIyWWS4DHgrMm24tCQn6GYOUxm3bUBH0a7cBAYGix\nwsDO6RTvJcai01YEzndOb/FeZmO6EoWnYCUkJDRFBDzlnL6a/qVz+oj3sinwgPeyU0pc2HvpD2wJ\nHFVA26PmK1d0u0T6ProVxz/4Jaf1j6VPthX/vhE39lyc20+/Vza88pDKRcpLLCtiY+AU1wNna6Q/\nVaD5vwAfOqdPVKCtnATx4S/D54X0ZRJLB2B1oMcr37Nv/+XYHVgBc+IsL7F8SmNB4wnA14l2W9ME\nsezZhYprJ+RkIlawo1xSjppytG4SKkjiqCkWExLu+eHpKDBeBMHEhL+qrWEJLZAngGu9lyWcq8ig\npVUgsXRnMKfe/F9+va4vi85rzw1h0XtAv9SLfBgcnSexfADsgDlipodlCsRh2QDMgbPQHMNWyD8x\nB8JtEsvByQC1aB4DbkVkKVR/bGLdnTDH5kDgkhL7uwnoC5zinPrw3a3Ay97L+c4VV80xISGhMUEf\n5jCgZ45VLsSiYa4ATvVeOmL30lObSq+RWHp0a88+D25Jn22X5f4vZ7LorZ+SM9XojPfg+k1Y/fs5\nvCmxVKRan8SyB5ba/Fna1+8Dd5XbtvfSHTgNm6SpGRrpPKxy1schSvrtEdsxFtit/4t0BNaiPhKn\nL/Z79wC6SSzZqlJN0Mg0hRZ2gsD9COAp4PwmVk/IT6UjahJaCE2W527NVEWjxsoP3+1H8BiwoH9/\n/T9gvCrLVLSfhDaB9/If4EXn9IYmV27lBBHgs7HIgBuAK5oS6EtoO0gsi2Ch+PdrpFfW2p5Wh8ir\nwOmovpRnnS7ApMl7sMuE0xkBLO9cvY5TuXgvzwG3Oqf3V6rNhISFkbSKSw/ke/4Hjaj/ARdhL0g7\nAbtli5QLJa8HYNGpGwO3PbUNO3Vuz4rAhekiwtl4+GnZpEt7Xv7963z8wxz20Ei/KGXfQhrzqcDp\nwL4aVT6dynt5EBjrnA6udNvlEH6vB4B5wEG5JuEkliXILWo8l+ylxT9amCJSvZc/YSnwSwHdk6ia\n0hFhUczJ0k2V0l/sRf4JfIjqdZWyLaE8koia4tkMK4u6ExYinpTmTsjHEOBq7+XGYlMUWgshNPho\nQog30FsjTa6JhQyNdJbEsjfwP4llGvB5WDQXeCnMTCbk5n1MgDu3owb2Bd6acDo9gRcq6aQJDMFK\n+ZbkqJFY1sF0G+Y0uXJCQtvmIGBx4OZ8KzmnP3ove2NOHQG2yhwrSCzLAX/Ers2vsfSiPTXS2cEh\ndDwFpE3uu4u+PWKE3HxRT7Y48W1elVhOxSpHlbJvmxFSlUvYPi+hauamwO8r3Xa5hN9rN+AfwCve\ny0DnGqdkhwjgN8KnjuDkWo6GejgHhv+vJbH8QEMnzjjg6RCB3GbwXpbFnJM7YlFkA4BHK9T2ksCC\n9MqGbR1VfhFhOpbOPLmMppKImhZGUY4aEVkO2AJYGqsI9b2ILALM0YWnlNemM1diHKY98irmsEle\nShNyMQLoBvTBZs3aDGHAsQfwd+zBsJtG+nZtrUqoJUFceH/gAqBd+Lo75sD7c80Max2kHDX5OAb4\nP2xgX3oZztw8BlxXiqiwxHIs9vLyusSyr0ZJ1YiEhZMgIHwlsF9KQDgfzun73ssRWEWhCVD3fO2L\nRc8MAB4B9tGoUZWou4HPnCsslUmEqOfifHBYd6686wv+QP19uhg+xVKVy06fysHJQOSczqpS+2Xh\nnM4DTvRejgdGey8HOldYkYOQFjwlfBo45YOo8So0dOIcC1wD3Fi5PWgRXAbc55y+570MwZ5tZTtq\nguPyv5jGynHlttfKSKU/leOo+Q6L1ktoIRSU+iQigr2MnQR0BBToo6pvicjTwGhVvaiqlpZAlVKf\nXh87mEe/245+zuluIvwJ2ESVYyvaT0KbwXs5C1jHOf1jrW2pFBLLJthAdCUssuyJRJckIRsSy5LA\n68DFGumdtbanxSKyI3Aeqv1zLF8PGPHxcaz15QFMBtZzTr+ptBney+VAO+e0IFHhEFF3FbAzsBdw\nBDbjPlAjTQQJExY6vJcrgWWc0yOL3VZi6YpdPycAS2JpxHdUUtfEezkMq7K4eSGOpObEe2mHVWba\noBr3t0oTon/uAc5tKvWsFCSWjYDngA000qmVbr8WeC99MafMBs7pNO8tpRfo45x+Vmbbh2LabR0x\nx+dCMy4V4W7gGVVKH2eJ7Asciuo+FTMsoSwKjag5B3toxMCzWJWWFEMx8awW56ipOEFIeOqWvI3d\nOCGp+JTQNP/CSmOeVitRYYmlCxaq/HKxIbQSSz8snBIsNHs3YFfsfnBLktKSkA+NdFpIiRohsYzN\nMiOcYIwFNkREyD6DcjRwx5cHsDVWCaVaLzG3YrPEb0BdrvsY5/SDzBWDE+5+7L6wpUY6DTg3iICP\nkFiO0EifrJKdCQktDu+lJ5ay01R0XAMklrWxCIDDsWjt86leysvdWATD0ZiweEXwXjoAPZ3Td8to\npicwtTU4aQCc0+e8l37AMO9lfeCMSjoHNNL3JJZ7sQiUoyvVboogYL0H0CnHKh87p29l2a4DNgHZ\n6LnQRH/tCZXBQtVcnNPZ3svdWHpfyaLCIZLtCixF+C4sMmRhivKuhKBwkvrUwig05PGPwMWq+lca\nn/SfAGtX1KqWS0/gU+2EwxxWkDhqEprAOf0WO18Oae6+JZbVJZbLML2Q+4CHJZZFi9h+EJb7vl/4\n7Bva6qGR3pg4aRIKQSN9H9NXeCToLSQ05hvM4dF4kGQiwr9/P+YN4N9Y+lNVcE4/Aq7FrvX9sDSr\nF0Lef71J9mL5CqajsEdw0gCgkd6FpQffKrGcGtI4EhLaNCHt4p/ARc7plKbWl1jaSywDJJbh2LU0\nH9hcIx2gkQ6vli5JcCScAFwUtEIqxZ7A0+E4lMq2mCh9qyGkq/XF9FYOrUIXEbCHxNK3Cm0fBVxO\n/Rgv8/OM97Jalu3+glUJ7Fhkf5cA02hcGewW4A8ltJfOYOAp5/RVLIhgQBlttUYSR00bpNCImpWx\nh0g25mAaHAsDm/6yJuOBbTA9ATBHTVKaO6EphgBXei83VTsUM+Q2ocz+AAAgAElEQVQ574QNxLYG\n7gT6YSU0bwJGSSx7aqSTmmhn/WD3Hhrp69W0OaHto5E+LLFsCjwgseyUOPkyUFVEUjo132Ys3efL\nvfl66rbcDBzpnA6rpinO6aXpfwcNgZigMySxbIc5cAdrpFln5DXSlyWWLbEB8wYSywmJyHBCG+dA\nrIJN3igViWVZ4A9YBM1ULMJgH42aT5MlaIPcR2UjNQYAy2OTtx+V2EY/TNOsVRFEho8FHvFe/ltJ\nIVuN9CeJ5Szgeomlr0aVSVcLDrVjgROd02dzrHMBppGzT9p3qwBnAj8CWwEF6fN4L/sDB2MpTg3G\nwc7pOO/lEyy657ES9qUX8DtsQh3suXM5cHGxbbViJmKBFeWQOGpaGIU6aiYDG2LCqJlshAmLLQxs\nOnkv5gDPO1c305FE1ATCrGkP7Fx5ojkHHbVCYumIPXgWybdee0Ee24qVb/qES/u/KKkqCZM10ooJ\ngkosS2H6EMcBM7HB38Hp5R4llqOwmZBXJZa9NNI3crS1BPawPDNx0iRUkAuAYZjm2ak1tqUl8j42\n0Hw+/cuPTuKvX+/GIsD2zumYGth1LjDWe7m9/4tsjIWXH6KRPp9vI430c4llayzV4pkgMvx9M9ib\nkNCseC+LYbptBwax2UZILN0xmYC9gMeBA2r8fI2AD7yXzZ3TsoodBG2ZPbC0rX6U4KgJjoN+2P2m\n1eGcvua9DMciO/5S4earka62GbAEGc+bDP4OvO+97OqcphxoV2HaSQuAgRTgqAmOlBuAXZzLKTQ/\nBDjbe1k+x/IfgYfS3r9SbXfAxruD09p+CVjHe1nROf26KfvaCJWIqJkGdEWkM6q/VsCmhDIpNPXp\nAeBCEdmG+px1RGRd4DRKLOXZCunxQx9WIOjTiCAsxI4aiaWDxLKpxHKKxPIwFrr/NHZOeIllxfwt\ntAlOxR7Iv833ma9s8sIUJm63HHunfX+TxJJdOLQIJJZNJJZbsJv0ZpizZhON9JZ0Jw1YxQGN9Kpg\n830SS+cs7bXDBgXPaqT/Kte+hIQUYSbwEGCgxPK7WtvTAhlLhrbFB+dJvyn96d71C35bIycNzulU\n4MJZ87kNG6Rv25STJoVGOh2bjX0NeC1E6iUktDUuBJ5zTkdnWxgmsu7CXjbX0UiPqPUkSNAIOQu4\nPmiHlEMfrGJMKoK3FFIvma158vcc4Hfey4aVbDQUazgNOCuM0SrBMcAtmY6PdJzT2Vgk5XXeS2fv\nZQdgc+BvWNTKwKY68V6WwsSD/5JN7yaNB4GR5B5Lnwk84L3UZXGEtp8EfgFuTrN7LvY+sntT9rUh\nJgNLi9C15BZMH+87rIR8Qgug0KpPXbETfmtMn2I17Ea6KvAysIu2QM9bpas+aTsZO/IZVtAObOKc\nfiHCEsAkVRavVB8tGYllEewG3S98tsCcVCOxnOJRoTyvAOdhD4G92mrJZollFeAdYAuN9OOm1g+z\nBOOB1ZzTnyWWfbCwzI010rlF9t0Zyx8+AbsObwJu1UgzUybytfEY8LpGDdMcJJbBwPbADsXalZBQ\nCBJLLyxCcxeN8g7cFi5EtgX+hupWqa/evlae6fINK69/mfbMs2XV+cdj0n7pTvzwvx8Y+s/faUlO\nNonlCCwa5/caaatLb0hIyIb3sgEWVdAraNI1QmI5BDgd6FOp1JVKEKJYRgF3Oac3N7V+nnYuwaL0\n7wYed07XKqGNI4BdndODSrWjJRDKdh8IuEqnukssbwLnaqRPl9NOEN79HFi/EOFm7+VxTKP0AKzC\n1WMhiupLbD8n5NiuPebQmeCcnlKmzZ2xqJtemB5S19D2cEzEeV7G+ocC+zung8rptzUhwnhgH1XG\nldHI28BRaDI2awkUlPqkqjNFpD+W4rEr8DGWV3sRcI/qwqE18MvarKTCD87pF+GrNh1NEyp6bIWJ\nu/UDemMzvqOwEMZDsoWxB8//JRLLeCzc/ViN9JHms7zZuBK4oRAnDZiosPfyHBZRcBM2w3AMcDI2\nSw3UOcSOhpxe8eUwwbox2EvPsBL1Pk4B3pBY7tZIPw9974mJy22WOGkaEgYJuzin/82yrCOwk3NJ\nhZtC0Ejfl1iOx8SFN03SYeqwiJpQ+cl76dJ+LbZb9UHOqrVhp77L3hstwdR/9GZ772XxUjQYNNJ/\nSSwfAw8GkfPrwvMiIaE183+YgHAuJ83iWArJfi3JSQMmLOy9nAA8670sTX3U/EfO6cOZ64cJp986\np8MzFg0EjgfGAUt6Lys5p5OLNKcfNvHX2rkZ0wo5GLi3wm0PwcaNZTlqMNteKKK61inYb+uxtD2c\n0wXeyzBMm+jqHNtdhEkDnFGWtdbfr8GZdyYWodkRuDCPg/Ep4AbvpUuIDMJ72QSY45yOLdeeFkoq\n/al0R02iU9OiKDh8TlXnqepdqnqoqu6kqger6r8XFicNIp1+3ITFEZ5J+7ZNOWoklhUllgMklusk\nlneASVio5WwsrHd5jbSvRnq6Rvp4Uy9XGulDmGPvWonl3LZU+UNi2R5T+f9bkZsOAY71XiS8oJwM\nnCOxrBTaXQmbmdsJWDLH52dgO410J430sVJFWTXSz7DqLteEvtfDSvPuV0xkzkLE6cDj3ovLsuzP\nWHnO5OFWIBrpg9hs2GW1tqXFoPo9FsK9KkD7XzhgsQm0X3Y0d9bSLImlG3D1ez/xBxFGYeWHS0Ij\nfQnYEnNG3xh0vhISWiXey9rYDP+NeVaLsFLbuYpy1JRQTvtkTK8kNc64xHv5Z9D/AMB76Q38D/hP\niCJKfd8dKzryakijeYnS0p9aXcWnbDin87GUsrPKrICVjfuA7SsgLXAMaalCTeGcfopFcR+TESWU\nM/3Je9kXE/g9MKQilY1zqs7p5ZgjbL98UWDO6ffAu0D/YM+hWBbIJZWwpYUyESg6mi2DxFHTgihU\nTDgBfvPD5sylHenK6K3WUROcJmtTn8bUD6tW8BL2oLwbeKvcqAqN9M1QUvBxrPLHHzUyz3ZrRWLp\nhJXgPFUjnVnk5s9jg6HNsLSjCRLLEODvEstV2HG6CfhrM800/x14X2LZH0vDOlsjfa0Z+m1VhPKU\np2KOy396L5ukBh7ey0rA2cDrWD70v2plZyvkAmCcxNKn1noNLYiUoPAX7eZw+m9e4ENUf6ixTedh\nqa0vhnD3a72X60sN69dIPwsiw/cCT0ks+2tU831MSCiFAcCwPALCvYDDyNCeamk4p/eTpjfpvVyG\nVXZ70ns5AHBYCeUTsZe467yXHcM9YADwZHBQgI0h+4XtC8J7WQFYBosqbAs8j1XE3RyL/qgIGunP\nEsuDmBZhSZMc3stmwNIEvc1CcU6fyPL188A93suSQfMo1UdPbCy7ayGl6oslTdi4KYYCe3kv22BR\nRLthE251UTZtjKREdxujIEeNiHxKmogwIGl/LwB+At4CrlXV92mDzF6eVX7egI40rHzVahw1Ekt7\nrEJXyimzDTCPoC2Dpd6M0yi3qFipaKSTQznXO4AREsvOQWCyxRLyyTfKsXgtLLf38WLbDaGit2Cz\nGakX00uBD4BdgGM1ahxuXC000tkSy5+xSjw3aqS3N1ffLZEwWNwbE9hLH3hfjYW3X4P9TieG/4Ol\nwN0MTMDypv/VXPa2djTSaRLL2cANEssWLS0toEaMBXp5LxPbd2Lt37xAXEtjJJZ1sPtV6n7osVD2\nvliFl5IILxx7YVGJrwVB+kIYq5HeVWq/CQmFILHsCMzTSH0Tqw7Eng3Z2uiCRdrEGlX+ZbWaOKc/\neS8DsOdbaly/u3P6eoiy+SOmV/IfzFFzR9rmIyk+6q4fMDqfsG1rImOsV+nJryHAAxLL5akxu/ey\nHnA49n4GMB8bx3yWvmGI8DmVJkSEC8U5nem9jMSi5+8PfSyPpfaf5py+WW4fZTIMSwN6CejrnH7n\nvYzBHI9tUSdtIrBDmW0kYsItiEJTn14E2gMrYSLCrwKfYaGOHbGX1oHA6yKydeXNrD1f7Ynr8i3T\nndMf075eBfiqVjblQ2LpIrH0CylHw4HvsdnLXsB/sdDz7hrpIRrpjRrp+9Vw0qQIkScHYTeRqFr9\nlIvE0lFiuR6bQZ6W4/MGcFQZES93APsFMTdCZaa9gf7N6aRJoZE+AeyL5SAvtHgvG2MDqhOxNKYl\nwve7YPpMV4TZw5OA87yXFb2X/pjI+l+xygM7Bi2bhMK5C/gV00ZKsJeiXihHrziceR1mFe8QrjAn\nYU7cyWCh54QUznIb1kjna6RnYJFque636Z+fgP9LpYomJFQaiUUkltOw6kX3Sywn5lo3PCM2J0tk\ngsSyAjax9zWVK6fcrDin84IA7AnYS+7rqe/Dd1eGl/JtoIEswNvAGqEiT6FsS9vQp0nnX8C+qbFE\nBXkTux/uAOC97Iodu3bU3yu7Aq94X/9O5r10wZ63PajsOTkUc9alxlH/A/7tnNY0ZTcwHtgf2DGt\ndPcwCqhW1Up5CdhChNXKaCOJqGlBFFr16ShMg2Fn1XrhKRFZEbs5/x+WN/kcMF1Vd6qOucVRyapP\n71wlQzt/T/f1/6q969vnSeB6VbKFAzYrQawuXfh3EyxKIxUx85JGdTepmiGxLI+9iDiNWpaYl8Sy\nFFYecA5wsEb6U7X68l4eAp4tp8pCQuXwXgZhYd3HYzNB12CDoH2xyKlT08N+Q1j4GsCGwAXOmVi2\n9/IyMNg5fYaEgpFYemPPkg0WemFhkb7zO3HjS0+w+mZH8XO3L1iDQh7U1TAllq6YVtkmGtWJ6BO0\nmCYAq6eHuzeTTTcDX2RWq0tIKJeQ1nwTVgp4TyzqfCg2WfnnzFTwkBJ0hHO6e0Y7vbEJsTuAi6o5\nCVZLvJc7gQ2Aac7pjhnLngP+4ZwOK7Ctd4A/OaclR+m1RLyXBzHR3nwaRkUjsfxJYIcXtmMkcC5W\n3eiljL53A/6NCfk+jY1tvgCOdK7otP2ceC8rA+9hzvsbgROc0wcq1X6lCWlZT2LPrzYnZi/CpcBv\nVDm6xAYGAMehukdFDUsoiUI1as4Gzk130gCo6tcicjHwV1W9RUSupQhxqtbErFXovfwLvJTxdc1S\nn4LDI11fpgcW6TEK0xp5pSWmF2mk30osFwH/lFi2LyUqRWJZA/PeX1/MACjMwp6LRYFlY3tsUHZG\nM6RgDAH+5r0MaYsPitaE93IsppWym3P6Rvj6JO/lOCyl89ksudmXYDM147DBT4qUsF7iqCkCjfRd\nieU/WGRS2ZEarZxxU/uxQZfJTO72BY/XykkT2A94Nd1JA+CcTvFensKqz13fzDYNAR6WWC5rqy/A\nbQmJZVlgkEZ6a61tyYfEshzwMBZ9vI1G+kv4fksspWN40FJKj6oe+NNcnpVYrsC058Ciz/cCTtRI\nC9ZoaaWcCXyIFZvIZCQ2Nm3SUeO9rIGllLfFcsA3Y5FHN1V4rHfvcWvxj1/n07tze7YKYr8NcE6H\nh+IHQ6lP376o0mNO5/Qr7+Xz0P7uqcirFsw4LDVsQ8zB1Na4CpggwuWqFFSVNoMkoqYFUWjq0ypY\naHo2ZoflAJOBTuUa1dLwXpacsxQrLDuKtzMWNYujJoTiriWxHCGx3CaxTMBeEo/AjvmJwDIaqdNI\nL9BIn2mJTpo0bsSEiw8sdsMggnwzcA5W4rVbEZtfCyyODQayfU7WSP/STDoZz2GVFTZthr4SchDS\nlC7GSmu/kb4szIBti+Xik7FsBpaTfXjGoGcYMKAKlR4WBi4E9pRY+tTakJqiOv2rvdDV72IpbIBd\nS47BHCPZqKtg14z2oJG+ib1M79yc/SaUzHHALRLLNrU2JBcSS08s7fUlYN+UkwZMSwlzvr8HvCqx\n9ADwXtrPV/Y4/i2Ox0RwU+OI14EdFgInDaG0c3/gtiyLR2HPz7x4L1sCo4FznNM5lbWwRfACsBhQ\n0efaiO1YbK+VmLf/qyzZ/8Xc4rHO6TgsPW8f5zSu4sTg4cCmrcBJk0rfTZUVb3Oo8gNwHdkdqIWQ\nOGpaEIVG1IwHThORZ1TrVbJFZBGsZO0H4auVgLZY1td1+5TvO06vd8qI0A0TVKx4pQqJpR3m6U2P\nmFHq05iuBaqqKVNNNNJ5EssJwH8klieKdCrtg51n62AzuaMklr000kn5NgrCgJsCPTXSWaXaXiky\nhObeaGr9hKoxCBjjnH6QbWG+QYdzWVP33sfE/HpSL8CYUABBWPgc4PogLNwq72/l4r306LA67Zbz\ntKOGpWrDy+sakDO112PPwIpWNSmQm7F7Z1sUg2wzhCIGf8QEo6+XWDbVKHt1pFohsaQq9Z2WS6Q6\nTN78RWIZh405DjluTTbYbGkWmzybczXSVqlBUwmc01xRMK8BG3kvXXOl2Xgvh2Gz/0c4p09Wy8Za\nkjHW+18Fmz6yUzvumj6P/2BaSoNznYehTPWLFew7Wx9jqtl+FRgKXIRF8bZF/gF8JMJ6qowvctvv\ngN8gIjWO6E2gcI2aHbHB2jQsr28KsDxWinYJYA9VfU5ErgM6q+ox1TO5cCqlUeO9/LP7PewWfc+4\nu3uzGDCT+x69gA8H3a/KOhUwFairEHAXsCPw3WW9WLBmN+jWga+BvffYsUHpuyFYutPMLfdjSufv\nWR2YCRziR3BFahlwSMkaAlLfB3AIWnw7ofR0XRt/68UrS3ZixXkLmDNjPr+s2IX2q3ZlbKadmduF\nl7huWMjiexB+B3gF+BOwnUb6ceZ2wBXAupiT5miN9L5sdg5fRz5YbgYrzmnPnBfWoM8FO3BeZv+F\n7O/lD8sHqf27cBzP/TCHlbLt+1vT6HPYavyKOTm7Y4OVJn+zbMel0OUZy6ZA/TkTjlPR+5t+Hma2\nmb4Pmcf3/FH1x3el05jy9WL126X3nX4835pGn9uOaPi75DonM4/DiO3q92+/V5jy/Rzr75l+dFv3\nFuZ2v58OTdlSKN7LdcBk5/SyLMeowXHJt6zIPgtupxJ95ju+RbWZdo9JO/a9gUgjrauk0ui8Hlzf\nX+Zvluu3pojfs6nrLBeZx7b/i8VfV97L3+d+wwntp9Phg98w7a1p9LntcP28ENsKsVtiWRHY+W+9\nOHvNRdFlOvF5O+HgzN9MYrkW+Bl71mdt8+4n5dvlOrPsrwuY26U9z3Vqx3TgdOe0kch+vnvFa983\nvDem72+281ViWQz4YujWDFu0A6uS5bxrdO9Ia7OJ41/x67UYW/Ktm6//Uve31P4KQWLZDYixCmHP\nYXpfvVJt3rM5cxU2WnkRPiDjehm+DVO6tM/+PCnmOku/JtLbnDGPQwaMZjimR/Pm8G2YkKu/jH1y\nwP3Hr8ViGy3BI8cO1MNKPfb5KPU8TF+Wef/LHIOUYud7l8sHc5ZkRZnHnKXeos+at+W+N93Zh/FD\nJvLNS98z+ZdLmdJtboNx6uGY9uXAHJMeTe5rI6SwMc7I4UxZ0CXtt+7f8PxJH1fk2998ZNh9CjAG\ni7b6OYttJwD/51zjScts55b30h74BBMVXmbGPDjoNTb+ZR6/hH4OTn8OZr4jyODSxnv53gnSj9Nh\nk3nug071Y99qP3dLadd76YT9Dj1S5cMrde+v1LiuqX1oqu+DDvr0f99+u/p6qhxUfIcyFyscNJ0S\n3/8SKkNBETXBCbMJcD6wHbACpmT/LHCJqs1Gq+pJ1TK0xuy4zGjajd+G5UmFL+538K9cOuv4CvfT\nGxNmW18j/cZ78djxXhebQUxPFeoRljH+TL7rfVZdKbWbsYH1dml/F51ilNlHGe00aGPJTqy47mKW\nyz19Lkss1pFOmKMi5/6lLTsPC01eOW3ZdCzC6LowM5a53fLUh98OwkSvG7HcDFbc7Guz69cOjMKq\nUxW97+n7d8ra7HPhOFIVgBrs+1xllHPa3Xt5ATg4x/5mo6n18i1PX5Zefq+ccyZfm3Vt5Du+dzzG\nd7seln27zGNG4b9LtvNgO4Az1+W7s8aw3MqLwK8L+HXlR3iNcI7ks6UIhmEhp5flsKWp87wUimmn\n4tc1FTh/Mo79FRLLPWnCwjn7y/KbNfqty7GrzO2KOi4hFe/wb7oyf9UVWKQnLBfO++4F2tZomcTS\nGatMtkv4rAY8v2pXOi7XmbWA9cf/zMv9Y9klFZkosSyC6c9siolRZu1v5nw6d25Pu87t6fz5DLZY\nrRtvYeHk2bTqct4rslznefdXI50usTz401x2XLQDa2SzrYk281Hx67UYW4o9FqX0UYn+CuRYYIhG\nqhLLSdis/gSs8AHf/Yr2XhLBXlobXC9fzeK7tRbNee0Wc53VrZve5iczeDNs1wnY8qtZrJ2nvzo0\nUi+xbD5oJZ7r2I5/QlnnWj5KPQ/rlmXe/yph55wlWfGXda2NdnPzny+v/8jsnkvQ+6Xv6f3xUnzX\ne4rZosLNWCTeoHxOmgL2Nd+6Occ4i3zFdzPWKmz808T+Fmr3dGAqdh/OtG04sAUWgduowl+O32zn\n0MYywHbdOsAF6zP1rDGsjI2PbweWTvVfwXeEnL9F+nG67lf22XF6/di3Eu2XSaN2ndM5QfA6FVHX\nVP/NPcYqtc269e66q8esnXees7UIG6kWrcUzD6vm1lR/CVWmUI0aVHWcqh6iqmuqaldVXUtVD005\nadoq3suqwDKLj2epLxcnVQXodTrOPlKVZyvcXS/gDY3qRJtT4aKv01hgs27Z+pfxTsZ6+bYrhkq0\n06CNeQuYAzBxBjO6tOdlgB/nMDFL+w22C3nhx2Dq9Zl2XYO9fOyVZVkqfSKlSJ+VOe3NrjHLMWP0\nqvTL0k5BpO/f1R/Z/mXb9zE/0S8sS5W5LbS/ptYr6JyBip0z+dqsI9/xPWyf3NtlOWalHqe6vy8b\nb/0duArftIOb289hRiG2FIEHenkvqYFRob9Jc12rFb+uy2gz13lwJ3BptvUy+8vymzX6rcuxq8zt\nim1nEDDmZ2UWNLpXFGJbatl7wBsSy1Bs1vAyTE/ueGA5jXS/lRZhAsDs+Yw5fywjgXcklkcklh2w\ncqb/00g/z9ff3LTrc+RUNgX+A43szWZ3g98lx72xqf0d8s1sVshlWxNt5qPi12sxtpR4LEre31L7\nawqJJTWhcj+ARjoOeyFKlY2du2pXSwX5eDq/vjCFP6f3171r3mu3mOusUZufzWB6NJbxmDZKIf01\nYMR2dOjYjiXCuuWca/ko9TzMef+rhJ0yz9roOpEZS4zJf76MnspXWy5tf6/3fb0t7/yDa7AU4UJe\nHkt9tuV8LszsXvj4p4n9LcbulENqbJptb2LXwzBy3Ddz/GYp7bD03zqlofkt0GtGfYJhJd8RCjpO\nx/7QcOxbifbLJFe7qeIPhfTf3GOsUtusW69jx7lHAZdjUY3FkpI5qfRvkVAkBTtqFmJ2lHmMEKXr\nrI7sDzwA7FypkLwMetFQ1+KQVH9ZQufqlnWaxgGp/4fwtHzbFUNdO2WEvdW1oZFOe2safd6ZxqTR\nU+nZsR17fzWL0Ue+wbf59g9zttwGXKaRTs5sM5TMPBHLyTwqbbs5YdtxWGpUzn14YQ36jFidSY+v\nR8/zR+rnmX0UurPp+zdtLvvk2ve0kONnsZmPyynsN2vKrnzL04/pARnrlbS/udrM3Id8x/e7bo1s\nqSPLMSv0nMzcn7q/p83lgM7teGiPFWnftQPXF2pLoTinv2Jh/k95L89iOh6fZjsuVOFaLaCdSvSZ\n8/gW2WbWYw+cBQySWJ6TuO4YjsvWX5bfrMFvTZnndanbheNQbDvHAENy3Csa9QEsIrHcL7E8m3ac\nZmBCgBsA9wBraqR9NdJII305TSPkEOCBLu3Zduo5+ifsheEZ7D56O1auPu+xyGLnKHI7anLeKwrd\n3/RzSyN946JxTPhmNiMzl+WwrVAKeu4Wc54XY0spx6LYPirRXwEcCfwnXZgX04RoB/wI9F66E7sC\nD5w5hqcv/oA/pffXsV3u50kWuwp67l0wlgtGT+WXM9/j9mlz2RObJS6kv0z2Ap5wznS0yjjX8lHq\neZjz/lcJO5d6iz5LvMOkZUfTM0saUIPfYdIsBizVidlXbMixnefX2/LTRjhgWIHCtiU92yD3uFg7\nNvqtc44rmtjfYuw+AHvpnUX9efcKVjb7SnLcNzN/M+9lJcBhDtBsv/V6wFUHv8b6U2bjaeIdoeTx\nXp7j9EnHhmPfUtqv8DtWrnafBHb0XhbJXK/Me3+lxnVZ22zi2GT2fROwuQibFdnfK1gGQznvfwkV\noCCNGgARWZ76FI0u6YsAVdU/VN688qiERo33ck/Xz3l38yM4CdVVK2VbNsJA+2qNdHg1+2lJSCwd\ngS+wKgnjsixfA/N6jwJOyidEKLHcD3ykkV4QZvMew4Sw/6iR5qpaVnO8l3OB1ZzTxGvdTHgvBwB/\nck63r1L7S9OwotcQLMz73Wr01xYJ1/7aqT+Be4HNNNLPamZUFfFe1sEGRqsWUv1EYtkEC5X/N1YK\nN8U3mNh8SSKAobJeL2BssYLOoQLUN8DmzlXshTUnEsux2MB132r3lVA4QUT4E2AfjRqKzUosqwJT\n00X9JZbuWMWkzTXSiVWyaTfsWjlTI/1Xqe2Ec/xd4BTn9IUKmddmCUK645zTa9K+G42ViX66dpY1\nP95LO+BlbDzwKiH6lvrUqOWda+DYzNbGeUD3psaLEsv2WKr/BRrpkPKtb5t4L8OBe53LLiTeFhDh\neGCAKrsXsVFv4BtU22KBoFZFQRo1IrIu5l3rACxKfW5kO0xg+KfcW7dewgN5x1Ue5gFs8FltMiNq\n2jwa6VyJ5XbgaODU9GUSSz/MM3wpcH0BLx6nY+H772MzFDcAfyv1haUZuQMY572cnk1MLqEqpEKH\nq4Jz+gPUp0Z6L49jIbaJo6ZANNJPsUgkACSWe7CIuQtqZlR1ORr4d4FOmn2wvPHjNNKHKmlEuF+W\nVMHDOVXvJRVVU3VHDfYi8jeJZUWN9Otm6C+hMHYGvst00gBkq9CokX4hsVyFRXPtWUlDguPxZOBs\nzHH0UplN9sUi13yZ7SwsDMXEdK8B8F6Wxca6voY21YRQAYBNXhkAACAASURBVOoErDjLx5izKiVk\n+zamVfNcru2Do+dooEnHtEb6gsSyDTBUYtkAOL2lVVxrIQwB/oIVcmmr3AacJcJWqnVpafnRZFKx\npVBoee6/YyWEBwG/YOJL7wGHYblve1fFutqzAfDLSkNRqlx2XGJZBugK9SXAFyJuBV6XWM7RyMq/\nSyxHYCr9v9NInymkEY30S4nlcixs/zCN9JFqGVxJnNOvg3D0/pjtCVXEe9kN2Ah4tBm7HQZcEj4J\npTEEeEZiidvagDMlIkzutCGg7qXzXKzS3a4a6ZvNYF6xjMT24+5qd6SR/iyxPAQcQb14d0KVCefh\n9ZggbDZWwYpPFMPVwHsSy9vA/DLMy6QLoMBWwflbLscAt6TSnhKa5Hngbu9lyZCKsTvwfEgRXuhw\nTt/0Xh4BtsTSUlKkHNw5HTWYxthU5wq772ukH0ksW2ATnsMklgM10gYT6xLL3lil2RNbwaRmNRgG\n3OC9bOBc46j+toAqv4pwMXAxsEOt7UkojkIdNX2wgWFKXEhUdS5wu4gsh3nK+1fBvlqzMeagWoHq\nR9T0xELNF7obpUb6qcTyBrBvSF+6DNgH05UpVqz6KuBOjVpduN5Q7AaaOGqqRIiQOxF70d2nmQeK\nI4F1vZflnWt152aLQCMdK7F8ilUVeqzW9lSYvYCxzumEXCtILF0wp3YPoG/Q62qJjAKOa8b+bgYe\nkFguLzZVK6FkBmE6GYdjTpBM5lFk9KBG+qvEsiWwZtnWNWacRjqz6dXy470siY1NepRv0sKBczoj\nRNntgomND8TGOwszfwa6OtdgwmEkcGa2lUM57iuwaLMBxXSkkU4LFVGvAV6RWAZqpJ8EZ+s5mPNn\nBnZeP1z0nrRynNO53svtmAP2lFrbU0X+DZwtglNd+KLZWjOFOmoWBX5U1QUi8hOwbNqyN7BStG2R\nVCrS8lQ5ooaFMO0pgyHYQ+og7Hzrm1aat2DCQL01vgiPAgbX2oi2ivfSEbgOKze4lXMVmVktmFAK\n8llgDxJnXDkMwQZUbc1Rcyx5UvEklhWwCLDPMQf2rFzrtgDeA1b0XpZzTr9rhv7exFKwd4CKV2JM\nyEBi6Yq99B2pkb5eybY10h+AHyrZZoU5FHg6la6SUDBDgYHey6PATtiEyUKLczqXxpIRLwN9vJdO\n6emv3sviWIrnIkDfkFZdFCEC9SSJ5ThgtMRyOPA7YH0slW8t4C6J5SmNdEaeptoqtwKvey/nONei\nn60lo8pcEWLgYhG2Vc3qYE9ogRRa9ekzYOXw/wmYenmKPbBBUkGIyCoicp2IvCIiM0VkgYh0L3Db\nBTk+GxXaf5GknCfNEVGzsDtqhmLh0l8Du5TipGnlfAx08l5Wa2rFhJK4EViVGjhp0hhGkbNhCY14\nEOgrcdu5ToKI8IbkSMWTWDYGXgOeAg5u4U4anNP52EvHNoWs772I9zLEeykpJDtEoQ4hKSFaEqFq\n2Mdpn/+GVOxcnAO8qpGOSH3hvWzlvdwVohYb4L308V7uC/oamcs29l6yakN4L2t4L894L2uVsl+V\nJuxbXodqQk6eAHbDIu/HJ1GljXFOfwI+gvrqPGGC6XlgErBLKU6adDTSGzEHzf1AZ2BbjfQrjXQk\nJmR/XjnttyQklnYSy5YSy9USy9iMe1z6593+L7IKFnTQ1kXp78UCLXautSEJhVOoo+Y56vPargKO\nEJEPRWQcFipWzAzx2pgWx/c0rFRRKHdgglvpn49KaKcQepJE1DQLocT2usCxGjUtptnWCGUqRwHb\n1tqWtkbQ/9gPONI5/bmGpjwJ7OC9dGlyzYSsBCdFSlS4rfBHTES4USqexDIIixI5XSONW1FqbDH3\nsr2wVJqbwrVaCvcCO4TIo4QCkVg2xcZQuwG7hs+HwGsSy3pZ1l8HS2s7LfVdeJm8GRv8H5q+fkjZ\nuAnYHivXnb6sHeZAP8B7yVY69k/AksBo72W7EnexkmyO6QiOaGrFhIY4p5Ow6p6XkqQ95SOl75Xi\nBGwi/LgQhVM2GulzQHfgwIx0wDOAYySWVpvWJ7GIxLKFxHI1FmBwG1ZR6/fU398yP4OBhx/8ko+w\naN02iyrzgQiLqimrInJC81Fo6tPZmPcVVX1ARGZhKSpdMZX+W4ro80VVXQFARP5I8Z69r1T1f0Vu\nUzTey6KYg2YiVY6oCbmiPYGx1eqjNbCQhlymk3pIt2X1+VqwLVYetKbh6s7pVO9lDKbt8FQtbWnl\nDAGellguau2iwt5LJ0wIt4GIcHgmnIUN1HfTSN9ofuvKYhQ2NsiL95IaQxwEnIRV7ru02M4yRIX/\nVuz2CzHHALdqpOmTXWdILOOAkRJLnZh/OCevBS7XSL9KW/9EbHx0NPCI9zI0RAcQvvsFcwQ96b08\nmhYVcDggmMDlMdiMNtDoulgNeDCkJdxWwX0vlkREuDyGYhX7/lBrQ1owo7Dz/nLvZUUswqVfmMir\nGBo1ri6qkU6WWP4KXCex7NpaJgXCfakvFgCwP6a38wAmWl2I7ufHEsv4IRMZuvsKrDDsOek5YEdt\ny+9iD2Hn1UDgvzW2JaEAmnTUiEh7YD0sJeVnAFUdSolecdWyL/7m8gJuAHxoYdyyPNVNfVoBWAAk\nec8LN6MwYbeaEWZHrwYOSft6OrCtc/pFbawqm4FY2lFLYBhmT5OOmjBQexHIl4aQzi3O6dll2NYq\n0EjfD6LCB2CRFK2ZvTAnYp2IcBANHoI9g7bIeCluLbwOrOe9LOacTg8pnfdi2kJXpr14nAO85py+\n4L1MBN7wXu52Tj+HumvgLuAy5/T5Jvq8GStF+6RG+l5V9qoNIbEshl1DPTOXaaR3SCwfAw9KLB1T\nmwBfYc4aoO73ORd7mRzvvQzHZqhPDWWYLwJ2cE7HhEo3lwDHey9LYUUD9gAmA+O8l9Ocq3uBTL8u\nJngv2wJDvZf1gbNCel2z4b0sgYmtNooySiiYR7DIuTG1NqQFMwq4JU08+HbndHwz9n8d5kjbG/u9\nKo7EchA2+X+kRvp2iW0IFuF2ABYtPZPinDMN0Eg/kFj6Pj+Ft5buxN0DYJNS7GoNqLJAhAuBi0QY\npkrieG7hFJr69CZWAaklcJyIzBaRGSLyvIgUlAdfAumpSCtQ3dSnXsD7rcWDnVA1xmAinL+pRefe\ny9KYA2FNrHx1j/B5EkvPaHUEXYGWVGViKDAgm5ZDFq7AZjx6FPD5LXCE97JpNYxugZwDXC6xLFpr\nQ8qkgeaFxLI88AJWUnjbVuqkIaRxvQls5b1sCbwCPA0cDNzuvXT2XtYmLY3GOf0Mi665BsB72QTT\n5ulGRkpNNkLU0anAcxLLwErvUxvkIMDnqh6mkY4CVqf+HrMOsGlGavIVwG1pL5NnA4d6Lxtijph7\nnNPUi/n5wD7ey2+xKJpHndM3ndOvsXSig9PaPYa06yK03xd7gXo8CKw2J4cCzybaKqXjnL4DbFzp\n6JC2RDi/pmD3RYddJ81GkCA4EbhGYulWybaDZkyMRTzeBTwjsexTxPYisfSVWK7E0pr+jUXPDAA2\n0EgjjbTk9yiN9PulO7HnhkvQe+XLZctS2mhF/BeYizmfE1o4TUbUqOp8EZmEDZZqzd3Yi85kbABx\nBvCCiOykqi9WuC9z1Ih0w45TNbUtFmp9mgTDOZ3vvYzGRDirMpuRC+9lXezaGgqcmT5j6b3cADzt\nvVyUUU6yNbABNhPcUq6vccB8TDw256x/mEHeDtjAOf2lgHa/917OBa73XrZq6+H5GukoiWUEFkp/\nVq3tKYXgqNiIcK1LLBthA6h/ARe1gVLTo7DfpwdwuHM63Hu5CrgT0737FbjCOf0ybZsrgfe9l79j\nKQDHAW8Br3gv7Zo6rzXS+0O01SNBY+XKZAIkJ8div09ONNLZwOxsy8I9ymGVYwBwTr/zXgZjZZiX\nzFj2g/dyHhZZtVT6MswpcwkwJIgH9ybjGRi23xWb9X/ZexnYHMLwaSLCpzW1bkJ+2vpzqUKk0kYP\nKfDZX1E0Ui+xvIxFylVEXDhUivs3sBJW0fVbicUDj0ks6wN/zXafDpEzfaiPnJmNFRQYQBUmt8/f\nT9+9b7iM67M0d0os67aBZ3BWVFERLgCuFuHRoF2T0EIpNKLmZuAUkZKF/iqCqv5eVR9U1dGqeg/2\nQjuZ6nidGwoJl5+ylY/EUZOQYhQZehXVJoSoe+yl6bTMsHLn9H1sBmOP5rSrQgwEhrWUWbxgx13A\nu97LgvD50XupqwblvXQA/gmcVuRA7V/h3yMqZW8L50zgqDDQqxoSy28klpESy70SyyJFbLeUxPKU\nxPJYSDNJX7bE8K8Z/p9JLNf/RWZJLAuwSklna6SD28gA8Sksba+/czocwDmdgekIeOxlvYGOjXM6\nG9Pl2RvY1Tl9yDmdCEzFBuxNopG+hgnk/g6LsEnIIIgILwc8U0YzfwfOyHKPuhn7vf6SplWT4g4s\nferMjAo2zwDLhojAo4E7s4lrB0HV4zDHzvMFRiaWSx9gUSzSLSGh2gzDopgfrKENpwPHBvFwACSW\nNSWWdyWWBWmfLyRuKAQeIl/+LLH8mloPi3yZAeygkUWlaaRvYlFy+5B7suVfWPGAWcCewPoa6QUa\n6ZhqOeCX68zg3VZgedr+OOpp4AesEltCC0YK8T+IyCXUn7RPYXo1DTZU1QuL7tzEhIcAq6uWpn8h\nIjcAR6pqowG0iCgQp33lVdUX0q738hWwpevPKsDVqG5Rin2FILG8ilX1eKlafSS0DryXrYH/c06b\nLYXFe7kFmOmc/jnPOocDBzinrcpZEyKULnJOn661LSnCy0X6C8bmwMNYysdVwMmYg2mnYh1M4UXn\nCSwSp6xSnq0BieXPhGNVjYFbWpTL3cAaWPrHoFzpImnb9cCi057EolG3BAZqpJ9JLGt2FIY9uhWr\n/TKPvge9xrjUdm3EQVNxvJfLgbnO6fmFbhNeMl4BerfWFLJqIbHcBHypkV5SyvYhfelRYM1sejHe\ni+S6d+VaFqJt1saEh7dzTj9swoYPsaiDN0vZh0LxXm4FPnZOE5HqhGYh3/XTXEgspwM7YtdjP0wD\n5hLghrTV9sLe4U7QSB8Ielb/BLbCHCufp1bM9WyTWNbANM1+q1H9e6DE0h9z1GzQnIVGvJeO8xbw\n9dFvop/NpIdG+mNz9d3ciNBNlYW9iEuLp1BHTZODR1UtNDonvd1KOWqOUNWuWZapqhY94xK0Oj4D\nlnD9GQQcjuqgUuxrComlHfAT0L0t3xASCiOUp/0eWClVSjo1a1iNB7f30hcT+FzfOZ2WZ72uwCRg\nk9YiKhwihT4BfpNtdrYl4b10xxwC72MlI/s5px+U2NaNmCMofZbql+YW4GwOJJYOWGrM5RQuGP1z\nIU6doHNyG/BnjfS+EIZ9LlY2eH8g1++zBZbec55GemvY7mTs97gUOP+YNRh2cHfWcU5dgTYv1Hgv\n2wDXO6e9i9lOYrkEWEsjPbjJldswEksnIDWZ1RVLwexVqgMr3GMmO6cVi2b2XlbCXuxGF3JdeC9X\nAtOd07ipdcuwafFg0/rOaTULSiQktCiC0+VdLNJzT+BQjfTZLOttgo0h78IcNDOAQ7JVlsrT14WY\nQ33ftL7fAS7QSJtVBgDAe7nsxe/YbfA4RmukJzR3/wkJ6RTkXFHVdk19qm1oNkRkcSxXsdLlunsC\nY8OLcbWFhLsDPyVOmgSoE+F8A3vgpapqvIKJp1aUUFngeqyKRk4nTbBrJhaCelSl7agiuwPPt3Qn\nDUBwfm0DdASuK9VJEzgP0474Iny+BN4MzqA2RSjPfRwWjfRFAZ+vgQfyCSWG0O0zgJuwKJj7Ql+q\nkV4KnIINTHP1MQQ4UCO9NW27a7FqGicCvz+4O6tjKSIJhfEKsHIJ5/Bfga3C7OxCicSyBPAR9efn\neOChMpw0iwIHArdXzEjAOZ2MOUavKnCTVAW9anIo9gxJnDQJCxVBWPh4rJDMttmcNGG9t7EUpq2x\nseugYpw0gSuAjSWWncPfJ2PjlkdLsb0C3NpvWVbp1I5BEsvJYbIlIaEmFBRRU/FORfYL/90BE2k7\nHstpnqKqI0VkNWwmPFa1GRsROR1YC8tt/xZYDcujXAfYQVVHZ+mn1IiaPwGbOqdHIzIYEFSjYtsp\nBIllAHCiRrprNdpPaH14LxdjTtSHgMeB0cB6zmlFSwZ6L8diOg7bFhKtEyp5DAdWbw2iwt7Lg8CT\nzukdtballoSIrL+Ez77O6as1NqlmpJW+7gnsmfmyKrF0xhw0G4flkyptQxBLfRVYNWiyJBSA93IX\n8IpzekOTK6cRKotcDGwcXj4WKiSWa4BFNdKjK9Ge93IUMNC56kQZF2FHR2ws2Cs4eSrdvgBvYzo8\nWV9SExISKoPEsgdwNbALYbJSI51QK3u8l2c+ms4Tx7zF0cBLwEkL4/MjofY0WfUphYi0w2YvtgWW\nBgar6uci4oCPVIuanXkg7f9Kfc6jB7bHwvbb0VDHYTwwCFP+XgKrwvQSpk/zRhF9F0Jmae6c1Vkq\n3FdCApig8K1YidLjsNn7b72XVTIqpJRMSAu6mCJ0UJzTMd7LF1j5VR++nt0SS5Z6L52AnbAIhoWa\n8PteFTQd/uu9nMH/s3ffcXJV9f/HX+80Oia0gEoAQZAiRWqQcoGvoCKiVEW6FPnaUCw/G8uKiMhX\nbKDSQVAQAQWkSckNSO+9GjqBBEICpJCyn98f504ymczuzm5mdmaz7+fjMY/duffcc889c+femc+c\nkq61JROyLKY3pXB9LNpihtp1EGkg4rvUrgOAccXqJUlBnAnANg3sF38YabBUB2l65irgEOYfI6EW\n/yBdS79B7a01mkbtWp40eG3J68XsS73J66OkViHr1aNshSOB4+qYX69kWczKc11PGuT+zFq3y3Ot\nSHqvd2ddYFngpt6V0MxqFW1xtdp1JKn15BnNDNIUzvjwMnzzFx9l3z/+l99FkG/yW+3xwDdb7/Ou\nLdpqCtRIGkH6JX0L4F3S4Ii/J/XdPYw0cvQ3at1pd12lIuJ5KrplRcS/qH0MgoW1AenLMaRAzcLM\njNCdjUl1a1ZyO/As6Ze8+wDyXNeSuvn9qU77+A5waZbFQz3c7kTSe78URF0+z7VTlsVddSpXvWwH\nPNmKQaRmybL4V55rR4rpn4vFAmYXU90+1rTC9aFifJqT1K4nSYGZYWWrzwcaNutSEUA8hNQ1zXrm\neuDsPNfSPZkNLdoi1K5vALerXRd1NxB0M6ldXyYFk0qzJQl4T+3aLdriyR7mJVLX1rZoizfqUb48\n1yakz0StMjj7VcAXqDFQk+caTfo8V+tA6z/1lNJmfeabwB9JY7k125XA0VsuxzVbjIBpc1jx0bd5\nSO1apVEzTplVU2uLmpOBD5LGULgbmFm27kbSr5OLhKK5a3krl5FAQ/onFx+ktiWNKWEGQPElZMeK\nxVcBB1KHQE3xZfFgYPtelO2qoiylvL5H+oW11QI1u1FWTkuKqdbnm04zz3UAMCbPdXCWxTXNKVnf\ni7a4gtS1sC/tBjyVZT370m2QZTElz3U3aSaSf3aXvly0xdNq1xmkzzJfakT5FobaNZg0TsNuwJbR\nNm/GI7XrUOAWtWv/aIue/Gi0H+lHtTPqWNTDgbNaaGDy64A/5bmW6K5VYDEm2x+AI7IsjTtlZq0j\n2uI50mQKTZdlMZP0nReA06/Sch9dlonrL8uXSS3ezfpErYGa3YHvRsTtkiq3eQlYtb7FaqqRxd/S\nL/GNHEx4DdIvZuO6S2gD3vXAmXmupbJsobtk7E5qbdLl9Kc1Og94Os/17e4GJO4rRbB1N1JXSetG\nlsUFea7/ApfmuU4GftPsqUGbrTiHVlrYFll5rmVIY6uVfA0PIrwwriK9t3sUqCmcADyhdm0fbTG2\nvsVakNq1JrBMDUkHkbqhLg5sFW0xX2uPaItz1K5nSYNg/ww4rdovumrXKFK3dEiDkv8S2DPa6hNU\nyXMtRWq98tF65FcPWRaT8lwPkH7YuLqb5F8htVS6uOEFM7NFypG7xaSLrtV1m47g/9Sui6Ot9lad\nZguj1tmaliaNwF3N4sw/lkx/tz7waJZFIIkUuGlUoGZb4BY3o7PuFEGQe0kDcC+sI6jTl8Usiwmk\npuSt9Cv1uqQg9CPNLkh/kWVxOzCa1C3njKLV1YBUDFL6B+CVPNfXiqBNb/JZnzTF6AWkgOZ5wCyg\nz6cbXYRcDuyW5zqopxsWYw59CzitmP61IdSuQWrXcaQBo8+r4XEO8DTwycogTUm0xS2kmQCPAv5Q\nWf5ibIcHyvI8Ezgn2uo6cPi+wK1Z1rvZohqoFLzrVJ5rJaAN+NpAD0KbWe+ssgTHf/b9DBoEP252\nWWzgqLVFzdOkkbhvrLJuOxatL0Tl3Z6WATqIhkVOtyMNHGtWi9IH0it7m0Ex48zG1Hfaw9OBX+e5\n/tAiH4J3A65qkbL0G1kWL+S5Pg5cCPw7z7VXltVnbIv+Is+1HPB3YAawKfBXYP081zeyrPYZH/Jc\nnyZ9YT4my+KCRpR1IMqyeDHPlQFX5bnWBX7YwzFELid11fwaaUr3ulK7liS97qsCH422+k3rHG0x\nTu0aDVwEXKd27U2aVOFXpM9nW0VbPFOv/VVxJPPGtmol/wJuzHOpi2v+L4ALiq6fZma9cdeyQ3hp\n0xF8Re06t7yLqlmj1BqoOQ04VdIU0gdXgBGSDgW+TvqFflGxAXB/8X/DxqcpbAv8toH526LlKuC7\nea5BpS8nea7lAbIs3qwxj0bMODOGNIvGFnQyVk2eawlgxSyLF+u43858htYYjK7fybJ4J8+1B/Bz\n4K4812eyLJ5odrn6Qp5rHdJ77Crge1kWc4rBRy8Crstz/RyoJSiwFem+uHuWxR0NK/AAlWXxeJ5r\nS+Ay4PI815dq7Q5aDCz8deC2YjDpel4Hh5AGW38C2KG3MzV1JdribbXrs6RuTXeSJnToIAVpGtb1\nNM+1MfB+0pgwreYpYDpwYDErYaUPkgJZ6/ZpqcxskZJlEXmuPxzxIQ675z7+qHYd30nSd6Mt7unT\nwtkiS1Hjj86SfkGaKaa8u1QHcFJEtORguJIiInrUbL0Yo+GSLIt7kNYFvkHEUXUvW7tWBh4HVmjU\nDCO26MlzPQnsn2Vxb57rY6TBUAP4XJbF/d1sOwx4EcjqPZhpnuv7wDpZFodWWfdBUiugNYGDsix6\nM75EreVYnjTm00hPf7xw8lxfB/bLshjd7LI0Wp7rE6SWRD/Msji7Yt1g0nTE21TZtJrJwNFZFi/U\ntZA2n+J6diEwMcviqz3ZVu36KrBXA4p1NfCrvujOrHYdDKwD/CTaYnYj95XnOg2YkGXR3sj99Fae\n62Cgq+5wJw+kgdLNrDHyXMMjeH6/u/n3azNYsZNkGwD7Rlvc3Jdls0VTzYEaAEmrA58AVgLeBP4d\nES07EG5vAjV9pWi2fGC0RZd9q83KFYHEaaTuhn8kNUcXaTaor2RZXNbFtnuR+uhnDSjXSNIvm6tl\nWUwpW74FqbvB70gtb/5Bmt77l43ompTn2h/YM8vi8/XOe6DJcw0Bngc+lWWxKHVvnU+e66vAT4B9\ns6zxg8xa/RRd1R4HPt1doNp6pxhE+CVgwyyLzsYqNDMbEPJc5wJPZFn8str64oeA7aIt9u3bktmi\nqKZAjaTBES0zHWPNWjxQ8zvg5Wib90Yvpg9dm/RFfL9GNmVupN4eR1fb9XZdI8pZjzzyfP7tymdM\nqsxzzPb8suz5qcBfgHdIsxp9pVg3BFiNNF7MCZVBkGJA1BuAc7Is/koXKsu23F3cMXM4q2g2M0fc\nz+YfOrt6S4E81yXAq8AtxaJRpKnnD8uyuKJI8wFS65pHi+U1j/tRqZN6+hypu+J2fTkLVVevZ3+W\n52oHlsuy+HoPtum0LvJc55AGbH8T2O+uN7lj+DBWmd3BzLWW5sbFBvP+0nY7jJ133l+7DRMWH8zq\n1dbdvzhrzhnOyNL5ueYoftTZdg9P5r4VFmPlOcHsmR1MXX4Yyy8xmMHjprLD27M4o7OylJdz2hym\nLDuUFWd3MPP+yWy+9tJcV1p3/2Q2P/ugee+P8rq4bxJrLj2UkaV0XxzPg8OGs0zMYs6TT7HZ5B24\npJTPfkdw44gJ8/Z/44k8V0q70fFcOXwiK5bWXbsWd6w4lVVmDmbmxq9x45Kz521H9O48rHgNJ0D1\nuqfimnfSZXqis7qoh8r3PPDLfT/IdruszMjD7uWKjrJydnWP+MUG817PYx/nxkkzy+qM+Y5vvmPv\nal15nvdPZvMHJvN/D0ye9zqVl+fUf2rc0MEsV23/Y7ZnDeChLIuOynJvsRxn3z2J5avtv6vjLb+H\n7HUHE96cOW+7MduzNql7EKc+y1eeeJsRj7/DxFKeea5Dgc/tMJbXqPEe3FX91uPe3QjVzi06ea17\nW85GHG9v7z2NuGdV5sn8ddjUsrWyZh7vQlwb6/45vKv7fJd5quK86+K+V1nX5ff2ynvWwyfpiWqf\nffNcW5Fac65TdJGeL88dxhKkH7nWibaYUEs9QO33z558f6j1dWj0vdt6r9YxasZLugi4ICLubWSB\nBpBtSTM4lFsb2L74/3TSLAv9UW+Po6vteruuEeWsRx49OZ6RZc/fBc4GfpVlMT7PVZ72SuCzwHp5\nri9nWUyHuV0ETgVWpLYZZ+bb/8zhrPLuOrwPYNAsbiUFYKr5GWlmjf2L57OA/8myeKiUIMvilTzX\ntqRgzqdJXbd6q7KeViYd44r0/ftnUXnvVjobeCDP9f0si2k1blO1LvJcqwP7AEuV1g0fxirrLJPO\nrXdns8disFjZdnPP+1emM3HNpec2M55v3bvvY9acdRgKxfk5hXGdbHfNesuyxpBBaZbCmR0sO6zo\nyPteB38ZPoxlOytLeTknz2SF4cNSHrOCW5cYPG+7WbHA+2NuXay9DLOWGZrKOSu4ddh0lun4CIOB\nwWvP4s6nhzGrlM/jx7DHx78/b//Dhs9L+9zX2WOTAIAL8AAAIABJREFUY+d2QT59xamsstn4omyL\nsceSs+erw96eh+Wv4USoXveV+yivpyp1UQ8LXBsveZl1tlsRPr0Ke/xr/NzpsLu8ppaX8+i12OPY\nx6ufd3R97POtK89z8cHcfcBqrPS9h+Get+YvT55ruw2Gs0apYOX733I5/k6a2e/KonXg2sD2g4Af\nrctdO67E2r94Eq5/vWrZarqHfG8dJn7/kbTd0WtxKzACuBtg6+XZZL9RrHD2c3DNa3PzPIJ0bf8O\nNd6zuqnfety7G6Gr+25Xdb0w+6jH8Tbz8093eXZ6rWhC2VpZM4+3t9fGun8O7+o+302ePdl3p8db\nec/q4rPvXaRJdq7Mc32xMs9oi33Vrn+QumOe3EVZ5tOD+2fdvw/1wb3beqnW6bkvJX35ulvS45J+\nIGnVBpZrkaZ2DQfWYt6gxSWlL0L3kLq09Fe9PY6utuvtut7ur9F59OR4yp8fkWXxnSyL8VXSHkS6\nQA8CxuS5Vi7GbLmeFMTYpsZxW+bbv2YzE2DJcUx93yNs29lGWRYPZ1nsmWWxR/HYtzxIU5ZuGunX\niIXt9ldZT4tXPO9Li8p7dz7F4M93Anv3YLMF6qKYTeoO0hhJkD7kHDm7I51b46YydbFB3FGx3dx8\nRi3Jg52tW2IOU2C+87Padq8CH3xhKm+V9vffd3mz9P8jU9i2q7KUrxs/g0mdbffIlAXeH3PL8sr0\nVM5SupjFHIDB/6Xj6XFsVZ7PRidxe/n+y9Ou/ev5180cnLZ7ZEWmLjlrgTrsrfLXsNO6r9xHN3VR\nDwtcGwM4fRyPHb4Giy09pHq5KrcrL+cpz8xfn9R+7POtK89z9aV45+YJvPCNtWDYIO5l3vtgKHDa\npPeYDvBc2f4HwT0nbMAKwOGkFmf/GbUEHUsNhlM2Ysq2KzD++Me55/A1YNkh3F+lbF3WU+n5iU/y\n4FDBCevz5q6r8B6weemafczD3HP0g3DAasy4+uO8UYyD9gHSIMI137O6qd+uytlMXd13u6rrhdlH\nPTTz8093ebZS2VpZM4+3t9fGun8O7+o+302ePdl3p8dbec/q7LNv0WJ9d1KX0NtJ40RW7v8M4Ai1\nq+ZeHT24f9b9deiDe7f1Uk2Bmoj4X2AVYA/SjAbHAs9LGiPpEEnLdJmBVdoauCfaYmbF8v2AS4Cd\n+2u3p0Jvj6Or7Xq7rhHlrOu+qzRzrcyzprRZFpOLVjRfBK4h/Up6F+mC/fksi3d6U7YR97P5+x7k\npRVuY/3Ouj31wlXArnmuWoPF1VTW032kLlXV6qnRunqN+rszqJjZrwgCbt5J+q+Tzr3zgT3yXD8i\njU10KMW1D3g2y2Ly/ZPZ/MHJvHTbG6w/dBCfZ/46nFunQwexT/m6szflN/uP4p7LRnP+jA/wy8Vf\nYtLM5Wh/8QB2umw0V5fWDR3EFcDLxWPz2yfxsdL+7n2LTUv/n31QvNBVWcrXdbVdlebCc4/hnrfY\nrDzdk0+xWdzPtMcfYOMjT41HyvNZehJ7lLYjYnJ52qXeYrfydTevweZjVuelKz7C+sM65pW7t92e\nKssN89c9XVzzuqmLeqh6bXx4CtsMG8SFx6/Py5eN5vwx27NHnuvQ0qP8nBizPXt8YAlOfmkak5Yb\nSvvZm3HZbqvwn6UGL3i9LT/2ynWjluQLu4zklhUXY5dom3eOrLQYvx8snjj+CTZ+axavXDqa68rq\n6avAa9e+xrqTZzJt5GKcM3lWeq0vG81Fg8W7wDkUs/OduznrnrMZb6+9DH8fOohP3DyRnZ98h3EX\nb8U95WUbsz1T8ly7dna8pEGO7wHOP3szrjxrM97cdDnGDhnEtmVBf4D9XprOJWMnsu6SQ/gIcBNw\nVpbF7Cp13+nrUn4elI6vlu16eU7US6f3XRY8D+q1j3ro7b2nEfesyjxbqWytrJnH25P3bkM/h1fe\n53uQ57z3avf3vfnquqt7VleffYtu+0eRWq2sS/rhvfSZ5wunf4x7SbPRZbVUAvTo/tmT7w/13rf1\nsR4NJjx3I2k46cZ1AOmD94yIWKrrrfpeq45Ro3adCLwXbXFcs8tii6481+eAJbIsLmp2WarJcz0B\nHJhlCz+NYTEGzzPAXlkWD3aX3mpXDCr8ArBLlsWjZbONLUmaDenU0phIea4Ni3X3A6VBpWcDv82y\neKxIszSpZc1Hsyxe6WFZROqCcTSppVgtXgV+5lnAFm3FwMLHA0v0YvPNSa0mDq/lPMlzLQtcTPr8\nczNwQJbF1GKGuweBLbIsxhXd/e4FNgXeIw0Cv22WxZNlabcizRT2OKmr6MNl+/kksEqWxblly1Yo\n0n4iy+KhopXOqcB2MLdFVXceAn7X1YDuRb7fBs7NstrHWTAzG0jyXP9DCpCUbAGcucNY5gDbRFt8\noTkls0VBrwI1AJJGAV8CvgasEhEL88t4Q7RwoOY24Nhoi5uaXRazZslz/RKYkWVxbB3y+ghpsORR\njZhNaqDLc/0UGA6MJc0wdhSpBdNVpPGGvgl8ktQa4Js1DFj9R+DVLIvje1CGxYp9bwx8NsvipV4c\nitkC8lxLkn4N/QCp9eHrXaT9EOm8z4HvkWax24Q0Ptj/AU9mWbSVpT8W2AiYCozPsvh+2brvkX5x\nfQWYlmXxzRrLeyTph7LPkX49nUoaVLLWVpNmZtYAea51gVuue42Pn/QUdwMfjraY2OxyWf/U0+m5\nlyWNVXAAaTDc90i/nl4QEdc0pIQLoRUDNWrX+0gfykZGW0xtdnnMmqUYVPh3WRab1CGv7wIfyrKo\nHKDb6iDPtRrpV/xJwOeyLO4rli8LXASsCiwP7JFlcVcN+W0C/JP0ms0plo0k/SrVWdD/86TZVw7I\nMl87rb6KbphtpLG+TgM6qiQbBnyD1ELrtGI7AccA3ycN9r5eaSD3Yv3iwGPFtutmWbxbtm4YqXXL\nCOAjPZgVZzCpW+sapAG/f1B6H5mZWXPluU4CVtlhLB3A4+Uz/Jr1RK3Tc+9GGkx4N9JMGLcAFwCX\nRsTbDS3hQmi1QI3atTrpl7iboi2Obm5pzJqr6FLzOrBRlsXLC5nXLcAvsqz1AsaLijzXQcANWRav\nViwfTJom/sqetHLJc90DHJtlcW2ea2NS0H8saYaVap4D/pBlUe0LtFld5Ll2J3Uj6sxVWRZ5le0+\nAbyTZXFnlXWbAcOyLG6vsm5j4H1ZFmN7WM51gfWzLC7tyXZmZtZYRRfvJ65/jZ/84ilOAtaNtpjU\n7HJZ/1NroKYDeIoUnLkwIl7sZpOW0EqBGrXr46TZs34B/C7a3D3DLM91IfCfLIs/LUQeywHPAyt5\nHJL+I891OGmK9vOBM4GvZllc0txSmZmZmS2cPNe+wI92voX/zAqItvjfZpfJ+p9ax5XZMiLWjYif\nVwZpJGWSzmlA2RYZatdBpFlPDom2+K2DNGZz/YuFn6b7U8AYB2n6nYtI43P8HviUgzRmZma2iLgE\nmHjpaCYAe6hdmza7QNb/9HbWpw8DB5LGqhkFTPesT1X2365BwM9J4/rsFm3xeLPKYtaK8lzDSTMA\nrdLbcUfyXBcDN2ZZnFXXwlnD5bl2AR7t6exPZmZmZq2sGHz+hgfe4sljHmb5gK2jzd23rXY1z9Qk\nabikIyXdTuoG9SPSwJJHAas0qHz9ltq1NHA5MBrY0kEaswUVg2feC+zUm+2LKWR3Aa6uZ7msb2RZ\nXO8gjZmZmS1qsizGAVtuPJylT96QtVdcjCObXSbrX7oM1EgaLGlXSZcA44E/AiOB3xVJvhURp7fy\ngMLNoHatBtwGvAF8ItrijSYXyayV/QvYv5g9pae2AZ7Nshhf5zKZmZmZmfValsUbEp9YdQnG/uKj\n/O6ES7V+d9vkuTbJc32hL8pnra3TQI2kU0jTSF8FbE0K0mwVEWsCxxXJPNZKBbVrNHAHcB5weLTF\nzOaWyKzlnQesBvw1z7VED7fdjXSNMjMzMzNrKVkWM1danD3umcSjm4zgtjzX6M7S5rn2Av4NnJbn\nWqfvSmmtqKsWNUcDywDfAFaNiG9HxN19U6z+Se3anzTF7OHRFr/2oMFm3cuymEQaVBZgbJ6rJ10p\nP4MDNWZmZmbWorIs4k/jOObkp3grgivyXF8qX5/nUp7rx8AppC79JwC/62Vrc1tEdDqYsKQzgX1I\nwZongL8BF0fE05KGk8anySLilr4qbE/11WDCxaDBPwO+QBo0+LFG79NsUVPcjH4MHAFsm2XxfJU0\n3wS2KJ4OJbX2WzXLHBQ1MzMzs9akdgl4ev9RtH15DX4GPAaUhg/5ALAksHuWxfhiDMYHgLYsi8tq\nyf+rF+qAFYdxyAvT2PXcg2N6I47B+laXsz5JWgL4HHAQabDPwcBDpDElfoQDNaVBg/8MrAjsEW0x\nsZH7M1vU5bl+AmyWZbF7xfKtgb8D32det8tHsiwe7uMimpmZmZn1iNr1XWC9MdvzXWBnoPQ9dTZw\nZZbNC7DkuTLgfGC97mZG/c5f9ZttVuQbE2bwdgd03DuJLc46KJ5tzFFYX6l5em5J7wf2JwVt1i0W\n30kau+bvETGjISVcCI0O1KhdqwJXkiKeR0VbvNeofZkNFHmuxYBHgG9lWVxdLBtMmh3ql1kWFzWz\nfGZmZmZmPaV2rQQ8DawebTG5u/R5rr8Cz2dZ/LDa+oPP0+DVl+Km9ZdlmzET+OL0OfxzzaW5bc2l\n2XjsRHb/0wFxbZ0PwfpQzYGa+TaSNiMFbL4ILAe8HRHD61y2hdbIQI3atRVwGfBr4Fcej8asfvJc\nnwROA9bPspiR5/oqsDewg7s5mZmZmVl/pHb9Dbgl2uK0TtbvCvwvoPcvzmJnbMq2z0+lalBniSEs\nGUHcOYmtzzwwHikt//5FOmf0Chz8yjTmzjz8+ns89tN9Yoc6H441UK8CNXM3loYBuwIHRsTn61aq\nOmlUoEbt2g/4LXBotIUHMjVrgDzX5aTWaqcDj5KCNB7/yczMzMz6JbVrJ9IP/RuV/9BfjGHz7eLx\nXUjBmV1XYdW1lmJktbwCZr8zm9POOSimVK77ygXadfFBbAowJxj2iZH8aOps1vzip2Jc/Y/KGmGh\nAjWtrt6BmmLQ4HZSF7DPRtu8yKWZ1VeeazXgftJ0909lWRzT5CKZmZmZmfVa8X3yKeCAaIs7i2XD\ngD8BHyN9x3yx3vv9/sV64yPL8M9Ddo3D6p23NUZX03Pbgk4BdgS2dJDGrLGyLF4gvec2JQVIzczM\nzMz6rWiLDuAM4BK16w616w7gcWAEsE0jgjQAN73ODSMXY+8815BG5G/15xeqRmrXUNK4POtHW0xo\ndnnMBogTgTOyLN7uNqWZmZmZWes7BbiFeY0mZgP3FUGchrhvMle8/h47rzGET5Mmw7EW50BN7bYB\n/htt8WqzC2I2UGRZdACe8t7MzMzMFgnRFnOAu/p4t7de9jKLHbM2R+BATb/Q512fJH1Q0u8l3SFp\nmqQOSaNq3HZxSSdLGl9se7ukbRtd5sJugAcONjMzMzMzs34j2uKVmyYwoQO2yfPavntbczVjjJq1\nSNPsvklq8tUTZwOHAT8mzTY1Hrhe0kZ1LWF1n8GBGjMzMzMzM+tnZnRwyxNv8wDw5WaXxbrXjEDN\n2IhYOSI+A1xa60ZFMOaLwNERcXZEjAH2AV4EftqYohb7btc6wFKkqYLNzMzMzMzM+pNbz3qOacCX\nPahw6+vzQE30fj7wzwKzgL+V5TUHuBjYRdLQOhSvM58B/lU+172ZmZmZmZlZP3HLQ1PYMIKXgZ2b\nXRjrWn+annt9YFxEzKhY/jgwjNSlqlE8Po2ZmZmZmZn1V88CQ8fP4CZSIwhrYf0pULMc8FaV5ZPK\n1ted2jUC+BhwUyPyNzMzMzMzM2ukonfIrWeMYzLwmTyXml0m65z7pnXvk8DYaIvpzS6IDQx5rjOA\ntYFpwH5ZFpNrWbcw23aXbx2OYwKweil/4Jc1ruuqnPNt18xj7ebY61K23pa7J3nSxevS27L0Rbkb\n8RpadY2u+75+7zTq/VhrPfVF2XYYO+99fe02TFh8cH2vm/U6J1rpNWx2XbSSvr4vtbJmvva9fc8D\n+0Vb39VvV+U86TI9MXwYq8zuYOb9k9n87IPihb7cv9rnX9fbeik/jmMf58ZJM3l/KU/KPkf9fAPW\nXG4YI0vHu/bSXFfabtocpiw7lBWr1UVlPR2wGj8q5bnXHUx4c+a8a/gvNuCOzuq0PJ/y/Y1cjNM+\nvgI/nNnBsi9P480LztcmtWzXqNfMOtefAjVvAdWmEiu1pJlUZR2Sjit7mkdE3sP9utuT9bW1ge2L\n/08H9q1x3cJs212+vVGe50RgxbL8R9a4rqtyVm7XzGOt1IjXobfl7kmeXb0uvS1LX5S7Ea+hVdfo\nuu/r906j3o+11lNflG3u+/qV6Uxcc+m6XzfrdU600mvY7LpoJX19X2plzXzte3sv7+v67bScw4ex\nyjrL8D6AWcGtVP9e17D9d7OuZuXHcfRa7HHs4yxWlufcul96MLPWWYahkI53icEsW9pu8kxWGD4M\nldZRVhdV6mlcKc/vrcPE7z8y7xreVZ2Wryvf33fW5itDB7HssEEM+tDSjHh7dm3bNfA1s070p65P\njwFrSFq8Yvl6wExSn7sFRMRxZY+8JztUu4aQWtRc3YvymvXWtOLvPcCRPVi3MNt2l29vlOf5YEX+\nta7rqpyV23WWri+OtVIjXofelrsnedajfnuy/95u1xevoVXX6Lrv6/dOo96PtdZTX5Rt7vNRSzbk\nulmvc6KVXsNm10Ur6ev7Uitr5mvf23t5X9dvp/ue3cFMgHFTmfrIFLbt6/13s65m5cdxyjPcXpHn\n3H1ITCmle2QK25ZvN35GamBQrS6q1NPcPE98cv5reFd12tn+HprC6BlzUvDlvTl01LpdA18z60R/\nCtRcCQwlTckNgKQhpGjo9RExqwH73AB4OtrilQbkbdaZ/YBLgJ2rNJ3tat3CbNtdvr0xN0/S+7Y8\n/5rWdVXOKtvVejyNONZKjXgdelvunuRZj/rtyf7rVW7rO42u+75+7zTq/VhrPfVF2eY+HzqoIdfN\nep0TrfQaNrsuWklf35daWTNf+1695/uy21MnZZnr/sls/uBkXrrtDdZvYBeamuppYeql/Dgmz2KP\nijzn7uOByWxWfrzl2937Fpt2VhdV6mlunpNnzbuGR1tM7qpOO9vfBYfE8794ihvvfpNJwwbx7gGr\nMauW7dztqe+p97NlL8ROpb2Kf3ciRR//F3gDmBARt0haDfgv0B4Rx5dtdxGwC/Bd4HngKODTwNYR\n8SAVJEVELNQgSWrXkGiL2QuTh5mZmZmZmVmzqV17Al8fsz2vATdmWZzV7DLZgpo1Rs0lZf8H8Ifi\n/xzYERCptU9lkOUQ4ATgZ8BwUtP8T1YL0tSLgzRmZmZmZma2iLgSOO2xt/nX+suyG+BATQtqSoua\nvlKPFjVmZmZmZmZmiwq168SVF2fZi7bkAGBklnmG41bTn8aoMTMzMzMzM7OFc9ZrM9inI3gI2KHZ\nhbEFOVBjZmZmZmZmNkBEW/wXePDuSbwI7Nbs8tiCHKgxMzMzMzMzG1hOP/s51gQ+n+ca2uzC2Pwc\nqDEzMzMzMzMbWK58diqrT5/DS7hVTctxoMbMzMzMzMxsAIm2mAmcd8lLTACOaHZ5bH4O1JiZmZmZ\nmZkNPGdd9BKbR7BZnmuNZhfG5nGgxszMzMzMzGyAibZ49r0OHn7yHe4Cvtzs8tg8DtSYmZmZmZmZ\nDUxn/PZZlgcO9aDCrcOBGjMzMzMzM7OB6Z9PvcMa0+fwKrBrswtjiQM1ZmZmZmZmZgNQaVDhv7/M\n68CRzS6PJQ7UmJmZmZmZmQ1cZ/31RTaPYPM81+pNLovhQI2ZmZmZmZnZgBVt8cx7HTwybioPAbs3\nuzzmQI2ZmZmZmZnZQHfGNa+xMrBtswtiDtSYmZmZmZmZDXT/vONNVpoTZHkuNbswA50DNWZmZmZm\nZmYDWLTFe+NncNH0OQwB1m52eQY6B2rMzMzMzMzM7KqHJjMLd39qOgdqzMzMzMzMzGzsPW+x1LTZ\nfKLZBRnoHKgxMzMzMzMzG+CiLWY++y63BOzY7LIMdA7UmJmZmZmZmRmPv81FwLJ5rg82uywDmQM1\nZmZmZmZmZkbANQ9NZtC02ezQ7LIMZA7UmJmZmZmZmRnRFhOfeZeXJ77Hvs0uy0DmQI2ZmZmZmZmZ\nAfDidK5ecgijm12OgcyBGjMzMzMzMzMD4P63OHOpwYy49iYt3+yyDFQO1JiZmZmZmZkZAJNn8fDT\n7zLjkSl8qdllGagcqDEzMzMzMzMzAKItYvwMHgrYu9llGagcqDEzMzMzMzOzuabM4tIVh7Fxs8sx\nUA1pdgHMzMzMzMzMrKWc+eAUhjW7EAOVIqLZZWgYSRERanY5zMzMzMzMzMxq4a5PZmZmZmZmZmYt\nwoEaMzMzMzMzM7MW4UCNmZmZmZmZmVmLaEqgRtKqki6VNFnSFEmXSVq1xm07Onls2Ohym5mZmZmZ\nmZk1Up8PJixpSeAhYDrw42Lxz4AlgQ0jYlo323cA5wKnV6x6JCKmV6T1YMJmZmZmZmZm1m80Y3ru\nw4E1gLUjYhyApIeBZ4AjgV/XkMcrEXF344poZmZmZmZmZtb3mtH16bPAHaUgDUBEPA/cBuxeYx5u\nJWOLNElZs8tg1ls+f60/8/lr/ZnPX+uvfO5af9aI87cZgZr1gUerLH8cWK/GPI6SNEPSVEk3Sdqm\nfsUzawlZswtgthCyZhfAbCFkzS6A2ULIml0As17Kml0As4WQ1TvDZgRqRgBvVVk+qVjXnQuBo4Cd\ngCOA5YGbJW1ftxKamZmZmZmZmTVBM8aoWSgRcWDZ09skXUFqoXM8sF1zSmVmZmZmZmZmtvCaMevT\na8A/IuKoiuV/APaMiJG9yPMPwCERsUTF8r49ODMzMzMzMzMbUOo923QzWtQ8BmxQZfl6pHFqemuB\noIyn5jYzMzMzMzOz/qQZY9RcCWwlaY3SAkmrA1sX63pE0rLAZwBP121mZmZmZmZm/Vozuj4tCTwE\nTAd+XCw+HlgK2DAiphXpVgP+C7RHxPHFsu8AawI58DqwGvAd4MPAThFxW98diZmZmZmZmZlZffV5\ni5oiELMj8DRwAWkWp/8CO5aCNAUV5ZOkD0r6PfBl0kxPFwP/Bn5VbLsN8Iqkjk4ey5aXQdLikk6W\nNF7SNEm3S9q2wYduA5CkvST9U9KLxbn2pKSfS1q6It0ISWdJmijpXUk3SFqgi6DPXetLtZy/klb3\ntddakaRdJN1cnG8zJL0k6W+S1q1I5+uvtZxazl9ff62/kHRdcV4eX7Hc119redXO3764/jZl1qeI\neAnYq5s0z1MEkiRlwN7AvcALwM7AWhHxYim9UvcpgJ+zYBeqdyuenw18mtQaZxzwNeB6SaMj4qGe\nHo9ZF44BXgb+X/F3E+A4YAdJW0dESBJwFTCKdC5OBn4AjJG0cUS8Upafz13rS92ev2Vpfe21VjMC\nuAc4FZhIaoX7/4A7JW0QES/5+mstrNvztyytr7/WsiR9EdiweBply339tZbX2flbpnHX34ho+QdF\nF63i/8OADmBURZrVi+WHdpPXRkW6g8qWDQaeBK5o9rH6sWg9gOWrLDugOAd3KJ7vXjzfvizNssCb\nwG/Llvnc9aNPHzWev772+tFvHsDaxXl4dPHc118/+s2j7Pz9VvHc118/WvpBCjiOB/YtzsGflq3z\n9dePln50c/42/PrbjMGEeyyKI6pRdzM9fRaYBfytLP85pO5Uu0ga2vMSmlUXEW9WWXxv8ff9xd/P\nAq9ExNiy7d4m/cqwe9l2PnetT9V4/pb42mv9waTib0fx19df609K5++ciuW+/lqrOgl4JCL+VmWd\nr7/W6ro6f0sadv3tF4GaHjpR0ixJkyVdUaWf4/rAuIiYUbH8cWAYsFaflNIGsu2Lv08Uf9cHHq2S\n7nFglNIA3KV0Pnet2SrP3xJfe60lSRosaZikDwOnkyYjuLhY7euvtbRuzt8SX3+t5UjahtQK96ud\nJPH111pWDedvScOuv00Zo6ZBZpBuYNeT+vKuC/wQuF3S5hHxVJFuOeCtKttPKltv1hCSPgD8FLgh\nIu4vFi9H6q9YqXROjgCm4XPXmqyT89fXXmt1dwEfK/5/AfifiJhQPPf111pd5fm7U9n56+uvtSRJ\nw0jn5skR8UwnyXz9tZZU4/nb8OvvIhOoiYjXgKPKFt0m6TrgMeBHwIFNKZhZQWmmnCuAmcAhZat6\n0rXPrCk6O3997bV+YH9gGWBN0kB+10naJiJewNdfa32V5+/1pfPX119rYd8DFgNO6CKNr7/Wqro9\nf/vi+rsodn2aKyJeBv4DbFG2+C2qR65KyyZVWWe2UCQtQepzuzqwS0S8Wra6u3PyrRrT+dy1hujm\n/F2Ar73WSiLiyYi4JyIuBnYClibNngNplhFff61ldXP+Vkvv6681laRRpC+qxwJLSBouaXixenFJ\n75M0GH/+tRZU4/lbNYZS7+vvIh2oKYj5I7aPAWtIWrwi3XqkX4qf7auC2cBQDBJ1Kanp8qcj4rGK\nJI+R+i9WWg94ISKmlaXzuWt9qobzt9NN8bXXWkxETAH+S2qdAL7+Wj9S5fztjK+/1kwfIrVGuJD0\nJbT0gNQq7C1gA3z9tdZU6/nbmbpdfxfpQE0REduG1L+35EpgKLBPWbohpGm3ro+IWX1aSFukFRHX\nvwAZ8LmIuLtKsiuBD0jarmy7ZYHdinXl6XzuWp+p8fyttp2vvdaSJI0EPkL6sgupO5+vv9YvVDl/\nq6Xx9dea7QHS54byxw7FuguK58/iz7/Wmmo5f6teg+t9/e03Y9RI2qv4d9Pi76clvQFMiIhbJP2K\nNF3hXaSo1zrAD4DZlPUvi4gHJf0N+E3xS/HzpP5lqwFf7ItjsQHlNGAv0jk4XdJWZeteiohXSG/g\nO4ALJX2X1BT/B6Ro7C9LiX3uWhN0e/762muzldiZAAAgAElEQVStStI/gPuAR4C3gbWBb5F+wfpV\nkczXX2tJtZy/vv5aKypaft1SuVwSpJYytxTPff21ltOD87fx19+I6BcPoKPsMafs/5uL9YcAdxcV\nNRMYT2qy9OEqeS1OusmNB6aTLhLbNfsY/Vj0HsBzFedr+ePYsnQjgLOBN4GpwA3AR6vk53PXjz57\n1HL++trrR6s+SIMB3ktqpjwVeBL4IzCqIp2vv3603KOW89fXXz/606P47PDTimW+/vrRLx6V529f\nXH9VbGxmZmZmZmZmZk22SI9RY2ZmZmZmZmbWnzhQY2ZmZmZmZmbWIhyoMTMzMzMzMzNrEQ7UmJmZ\nmZmZmZm1CAdqzMzMzMzMzMxahAM1ZmZmZmZmZmYtwoEaMzMzMzMzM7MW4UCNmZlZi5N0sKQOSR9q\ndlkaQdLzxfGVHpMkXSNpsyaX67iiPAt8XpK0VrHuoF7ke56k53pZpuclXVBDuoMlHdLDvPeW9Kqk\nxXtTthry30jSVEmrNSJ/MzOzRYUDNWZmZtZsAVwHbAVsDRwNrANcL2lkMwtGKtvCrK/mp8DnerFd\naX+17PNg4NBaM5U0DDgJOCEiZvSuaF2LiIeAq4FfNCJ/MzOzRYUDNWZmZtYK3oiIuyPizoj4M3AA\nMALYr8nlUr0zjIhxRdCilewDrASc1+D9/BHYW9LqDd6PmZlZv+VAjZmZWT8kKZd0q6RPSXpI0nRJ\n90naUtJQSb+UNF7Sm5LOlbRkxfbtku6XNEXSREk3Sdqyyn4+VuxnmqQXJf2g2LajIt2QYt2TkmZI\nekXS/0larJeH+EDxd77uXpL2LzveiZL+LGnlsvW/l/RMxTb3Fd2U1ixbdoKk13pZtk4V3XuuLLpv\nTZP0H0nbVKRZoOuTpA8V3b2mSnq9qLsjinKPWnA3+oKkJyS9K+keSR8vW5kD2wEfL+tOdnM3RT8c\nuDIiplbsqEPSzyT9SNLLxTGNlbRRWZoNitfj1xXbnlCcCxuXLc6B14HDuimPmZnZgOVAjZmZWf8U\nwFoU3VWAvYDFgSuAs4HlgQNJ3Wy+BLRVbP8B4DfAZ4GDgAnALZI2KCWQtAJwEzC8yOvrwC6kbjWV\n3W8uBH5U/P00cCLwZeAvvTy+1Yu/k8rKcwTwZ+Ax4PPA/yvKM1bSUkWym4E1Ja1abDMC2BiYBuxY\nlv+OwJgayzKkCETNfQCDKxNJ+hhwO6m+DgP2BN4EbizWlYuy7YYBNwAbAF8h1e8apPqsrGcB2wLf\nKtbvW5TlX5LeV6Q5ihToeojUnWwr4H87OzhJywCjgf90kuRA4JNFHgcDI4GbirolIh4Fvg18Q9In\nizx3BL4P/L+IeHDuQUcEcBvpdTMzM7MqhjS7AGZmZtYrApYDRkfE8wDFoLdXACtHxM5FuhskbQfs\nTfriDEBEzG3RIGkw8G9gE1KA4ehi1bdJwZ9dIuLVIu31wAvzFUTaltR15oCIKAVmbpY0CbhQ0kY1\ndPUZVJRjMCkA9UdgBvDXsjIeD4yJiLndoSQ9CdxKGo/l98BYUnAjAy4AtgemAJcDOwBnSloa2BQ4\nt5syldQ6ZsvJwPPAjhExuyjf9cCjwE9IwaW5RS/7/2BSYGaLiLi3WHatpAeBD1bZzzLARhExpdjH\na8A9pADZRRHxhKR3gEERcXcN5d6E9Jnw0U7WLw7sHBHTi/3dBTxDChYdCxARf5S0C3CepP8h1f2/\nI+I3VfJ7BNhD0qCI6Kiy3szMbEBzixozM7P+6+lSkKbwVPH3+op0T1HxhV/S/0gaI+kNYBYwE1i7\neJRsBdxZCtIAFAPNXs38gYZPFttfXtHq5IZi/XbdHIdIY9HMIgVFHgU2BD4VEaVjWgdYkYoWOhFx\nGylwtH3xfBKpJclORZIdSd1tbiQFakrlGULtLWq2BDareJQHXZC0RJHv34vnpToYRGqV1FUdbAW8\nUBakKbmc6mPk3FEK0hRKAZZVazqaBZUGbH6zk/XXlII0ABHxAnAnqRVOuUNJr+G9pOPubEasN4r1\nK/ayvGZmZos0B2rMzMz6r7cqns/sYvmQosVNqYvONcDbpC/XWwKbkwIc5VMzr0LqElXp9YrnKwHD\ngKnFvkqP10mtW5ar4ViuIQVARpNa9AwDjixbX8pjfCflGVH2fAzzgjI7FM/HACMlrVsseyUi5hvL\npgv3RcT95Q9S96tyy5FaAx3L/HUwE/gqqTtUZ2qtZ0j1OWm+BRHvFf82ZFrtTsoxAXh/RTkmkV7H\nYaSWPRMbVB4zM7NFmrs+mZmZDTx7kgIIe0TEnNJCScsxf5DnVea1tihXuexNUkuYbaqkherBlXIB\nTCoCIAB3SZoCnCvp6qI7VSk4sUqV7Vcmdf0pyYFvSRoNrAfcHBGvS3qC1MKmJ+PT1Goy0AGcShpH\npyfGA+tWWd5XU5OXAjHLd7K+s3PglfIFRZenw0ivxVcl/SUi7quy7QqkunIgx8zMrAq3qDEzMxt4\nliR9UZ6rGPy1suvMncBoSR8oS7cEsCvzD3J7Lak1x/DKlifFo7tAzQIi4nzgfuD4ogvRU6SAwhcq\nyr01MIoUnCkZC8whDaQ8MSJKrV9uJgWpNqLOgZpitqRbSQMXP1CtHio3Kfv/DmCUpM1LCySpKGvl\nYMK1eo/0OtfiAVJ9bdjJ+k+rbNYwpam1tyKVu7RsBVKA6mrg40Wefy0b5LnchqQ68vg0ZmZmVThQ\nY2Zm1n9VG7+kFtcCS5MGft1J0lGkwV9fqcjzFFJ3pusl7S1pd+A6UuuZuQGEiBgLXARcKunHknaR\n9AlJh0u6XNKHe3kcx5Jmfzq8aPlzLPA/ki6Q9ElJXyaN4/I0cE5Zed4mBXl2Yv4AzhjSIMMiBW3q\n7dukQYqvl7SvpO0l7VlMU31iRdryYz4PGEca4+dASZ8GLiN1lxLzB9Vqfc0fAzaQtI+kzSSt3VnC\niHiHFJTrbBydGcC/Je0uaV/SOTAZKJ+O+xzSOXFIMZDyfqSWTr8vz6gIQG1NGrzazMzMqnCgxszM\nrH+obFkRVZZ1tW15YOXfwDdILR+uIs06dADwbEW6N0nBjrdIrSVOJX3B/gdpfJty+wPHkaYJ/ydp\nUN2vkoIo1cY4qSzfggsjriG12vihpGERcWZRzo8W+ziJNHDy9uWD3RbGFPneXGXZC8WAuN3pSR0T\nEQ+Qxvp5E/hdUbbfAOuTWvlUzTciZgE7Aw8DfyLNRvUCcFqRZErFtrU4iTSI8VnA3UW+XTkT2LWY\nqrvS+aSWMqeSgkqvAztFxGQASV8jzTh1YHHOEBHjSNN5HyRp77K8MlIA56waj8PMzGzAUURvW9Sa\nmZnZQFNMk30/MCEiPtHs8izKJP0LWCciumuRVI99DSN1LzslIn5ftrwD+FlEHFun/fwNICL2rUd+\nZmZmiyIPJmxmZmadknQ8qaXNC6TBZg8DNiC1oLA6kfRt4F3gGWAZYG9SHX+lL/YfETMlfQ/4jaQz\ni2nY60rSRqTxjdavd95mZmaLEgdqzMzMrCsdwE9IUzEHaQrvz0XE9U0t1aJnBmla8lGkab6fBL4c\nEef2VQEi4u+kLmuNyv8h0thIZmZm1gV3fTIzMzMzMzMzaxEeTNjMzMzMzMzMrEU4UGNmZmZmZmZm\n1iIcqDEzMzMzMzMzaxEO1JiZmZmZmZmZtQgHaszMzMzMzMzMWoQDNWZmZmZmZmZmLcKBGjMzMzMz\nMzOzFuFAjZmZmZmZmZlZi3CgxszMzMzMzMysRThQY2ZmZmZmZmbWIhyoMTMzMzMzMzNrEQ7UmJmZ\nmZmZmZm1CAdqzMzMzMzMzMxahAM1ZmZmZmZmZmYtwoEaMzMzMzMzM7MW4UCNmZmZmZmZmVmLcKDG\nzMzMzMzMzKxFOFBjZmZmZmZmZtYiHKgxM2sCSZmkDkltfbS/84r9jeqL/dVTX9dVo0havTiOc/to\nfwcX+zuoL/ZnZmYLque1X1IuqaMe5eok/4X+rLCo3LPNms2BGrMWJemy4kb3RLPL0h9JuqOov027\nSffJIt2VDShDh6Qx3SSLeu93YfdV9qGyQ9J/u0j3mbJ0Vy1MwVqwrjol6fmy4+6QNF3S65Jul/Rr\nSR/rJou+Po6WqLf+StJxxeu8XR/sqxRcO6ZieV52vm3fybZDJL1Wlm65TtJtJulMSU9JelvSDEkv\nS7pa0lGSlqmyzf6SzpB0n6T3ivz37OUx5pXlq+c1R9LQoh6vlvRqcXzvSHpM0lmSPlFlmxUl/bC4\n75be3+90UY4PF+lvKfbxnqQXJZ0vaZ2e1klPSVqzOC+vKvbfIemRGrbbT9Ldkt6VNKmoo07vkZI2\nl3SNpLeKbe6S9MX6Hk3rakDAoV7X4kZe06OO+decT42fAcwGlCHNLoCZLUjSCsBuxdN1JG0dEbc3\ns0z90NnAlsDBwH1dpDukLH0jdPZB5S7gI8AbDdpvNeph+tnAGpK2j4ixVdYfUqQZQn0+2LVSXXVn\nJvDz4v8hwPLAJsA3gG9K+jNwZES8V7bNy6TjmNKXBbV+qbP3wmzSNa3a+/FTwEpFmsGVKyUNBn5F\nOkdnFXn8C5gOrAxsC5wGHA+sULH5z4BRwATgNWDVLspYi66Or9fXHElrAP8EPgq8DtwEvFik/zCw\nJ3CopN9GxLfKNl2fdIxzgGeAGV2UEVId7QM8AvwDeBvYEDgA2EvSJyPi1i62X1jbAseSXsfHSa9f\nl6+HpB+SjvEF4I/AMsAXgNsk7VJZ35Iy4HpSXVxMum7tCfxF0uoRcWI9D6jFDaRg9w+AE4FXm7Dv\ngVTPZt1yoMasNR1Aen/+FvgmcCjgQE3PXEyqvy9KOiYiZlYmkDQC2J30gf5ffVm4iJgOPN2X++yF\n/wCbkb4cVX6IXwH4DHAt84KKDdGidTUzIn5auVDSR4ALgQNJ7+H9S+siYjatdxxWu54GOhvhOlIg\n4GsRMbVi3SHAm6RzbHSVbU8kBWnuAfaNiOcrE0jaBjhF0qCIKO9ecSjwdES8LOk4UpCgEXp9zZH0\nPuDfwJrACcBPI2JWRZolgMOAtSs2fxzYDnggIqZKeh6o2iKpcC1wYkQ8VJH/vsBFpEDIBl0d6ELK\nST9EPBQRM9VNVxhJHwbagaeALSLinWL574C7gbMkfSQi5hTLhwBnkQJX25WOU1I7cCfQLunvEfFs\nQ46u9bTCe79PRMRrpGCsmTWZuz6ZtaZDgHeBH5E+WO0jacnSSknbFc1ET622saRNivXnVSxfU9K5\nRTP39yS9JOm04gNwebq5/aklrS/piqKZdIekZYs0h0q6UtILRdPyiZL+2VkzakkrFfm9UTSh/k/R\nrLjTbgWS9lRqJj9F0jRJ90s6vJYKjIh3gb+TPmx/tpNk+wHDgAvLPqCuLOl3ksYVx/WapAskrV6l\nfB2SxkhaVdKFSt1f5kj6ZtkH51LT6dLjoGLbTptUS/qYpL9JGl+U4SVJl0v6eFma90v6qVIz9olF\numcknSxp6VrqqAZTgUuBPSUtVbHuS8BQ4LzONpa0hlJXgPHF+fZ8UbcrlKXJFrKuPi/pVqWuDe9K\nukfSl6ukmztei6SdlbopvVucj+epk24iPRURTwK7kIJ/+0nasqwMVccpkLS2pD8X9TOjKNN9Sl+I\ny9OVuowsLulXxft4uqQHJe1PjXrx3h0k6fCizt4u6u1xSadIGl6RtjfXmPUkXVvkPVGpi82SRbrP\nF6/p1CKvH3RSxsUkfVfSQ0XayZJuUPXrSqkehyhdf54r6uEpSUdVpmVeUGJM2bn5XK31XUdBer8t\nBexdvkLSisCuwF9Irb2oWL8OcAzpvPxUtSANQET8BxhdEaQhIm6OiJcX/hC6tTDXnO+RgjRnR8RP\nKoM0kIK+EfF74OiK5RMi4j9Vgl9VRcT5lUGaYvnfSC1y1q3XNaWT/T8fEfdU+wGiE4eQWlmdUArS\nFPk8DpxPqrcdy9LvCHwI+Gv5cRb181NSEPqQsvTl98PVJP1d6TPDu5JukrR5Rdrtle6Vt0kaVLFu\nT9XYHbn83lD8X7oXvFFcU1euss3nle6v45Q+V0wqrhU7VaQ7Dri5eNqm+e9No8rSvU/S8Upd66ZJ\nelPSnarovliWfi1J/9C87mQ3SNqwu2Otkk+316+ytD25PlYdo0a9+AxXbLdZsa93iv1eLmm1svXd\nfgYwG6gcqDFrMcUHmg2AyyNiGvBnYGlSM2sAIuIWUnPufZSas1f6UvH3wrJ8RwP3UzR1Bn5dPP8K\ncKdS65JKa5Fa8ryP9OvaBaRf2ABOJQVBrgNOAW4Edgb+o7Ivp8W+lwFuAQ4CHgR+Q2pWex3pV8Fq\n9XAyKdAyivQL5Z9IQZXTJZ1SbZsqzin+HtzJ+kNIX37OKfb5YVI3qf8lNWn/LTCGVPd3S/pQlTyW\nJ9XnR0hfks4CriH9egnwPHBc2eOBiu3na+qr9IvsnaRfjHNSV4UbSE35y8eE2I70ZeNl0utyGqlb\nwjHATUq/iC6sAM4lfTHcp2LdIcBDpHNoAZLWJf1yvz+pfv6P9Ev/14C7ii+WAM/R+7r6HnAZqUvD\nuaRzZEXgTHUSxCQF7a4k1dsfgP+SWr9c0Un6HouIN4HTi6eV9QZlxyHpA6RftD9Pak3wf8DfSN0M\njuxkF5cCe5BajZ0FrAL8WdLRnaSv1JP37iBSHZ9O6l5xHulcexI4nPT+LKXtzTVmjeK455Bev3Gk\nFg/nKgWfLgCeKPY/BzhB0sEVZVyc9B45idSN53TgElJXlJskfb6TeriYdB5fR6rH5YDTJB1WluZc\n5rXsOI955+avO8mz0W4h1dEhFctLQYxzqf7r/0HF8tMjYlJXOygFrZuk19cc0nU+SK1put5JY4+x\nFCCa3cB99FRGqpt/V1l3bfG3fOyjrPhbLf31xd9qX8xHkM7RD5BaFV0ObAOMLa4PABTdrE4itfya\n2zpL0geBM0gBxUO7OJ5Ko0nv49dI9+37KO49VQJmJ5DuGWNI7+MrSK24rq+4VowhBbEg3YuPK3tM\nKco7knSf+xHwDvB70jVrKvD/qpRzDeAOYDjpmnMDsBMpCLxSD45X1Hb96u31sfJe2+PPcIUtSNfP\nGaTz4V7gc8CNkhYr0vTkM4DZwBIRfvjhRws9SDezDmCn4vmqpC8ot1Sk+3mRbteK5YOAV4qHimXD\nSP3S3wDWqUi/V5HP78uWrV4s6wB+3Ek5V6uy7COkvvo3VCw/ocjr5IrlBxTLS82rS8t3KZZfDgwr\nWz6ENB5AB7BZjfX5DOmD88oVyzf4/+zdd5gdZfn/8fcNSegQuhEl1ID0XqSETgBBQGmhBQEB+Urx\nB4oE6QqCqKCAgHQEghoQgVAkhN5C74RepAqhhRAg9++Pe072ZHbO7ukzu/t5Xddcm8zMmbmnP/PM\nU5Ll3Fs27l4iIbNuat61iK/U/06NL+2jcyqseyowtsK0DZLpR5eN+waRwPsQ+E7GbwaV/Xs+YJaM\neUYmy901Nf6iZPzCVeyz0vG/Nvn/C8DtZdNXTqYfDAwun7dsnnHJ+N1S449Lxl/Q4L5agngReh1Y\noGz87EQm29TUOTUiGfcFUWKg/HoZm0xbs8pz6hXg427m2TBZ5riM/XpB2biDknFbZyxj7gr79Alg\n1vLzgnhB+Tx1jpS2eY8Grt1SfNcB/VPT5gBmS/7dyD1m/7LxMxIv4l8D7wErlk37ZrKNT6SWf1Ky\nnJ+nxs9HvAS8C8ycsR/vAWYvGz+EuM6fSS3n2PT51Kqh7Jj9LOPYf01kDP8q+fdiZdMfI6rtlM87\nT9n025LlDm1CjKX9sX2dv8+Kr3Q+1HXPKRv3cpOOwyt0c41X+N0aSRz3tfpcSa13KvB4F9PfAz6q\nMG3p5PdXlo37ezJu5Qq/eRt4OyOGqcCFqfEbJeMfS43vR2RSfwl8l4578ddEqa9qtnuDsvWOSE07\nPhl/Rmr84IzlLEA8SyZUWP7RFdY/Opl+ZMa08nvxImVxHl4hzl9Uuc3jqO3+Vev98SJSaQVqT8OV\nH5cdUr+5OBm/U8b5k5kG0KChrw4qUSNSIMmXj52BN939VgB3f514MK9rZkuUzf635O+uTG8D4sXt\nSncvfRX5HpHhc7K7P1c+s7v/g3gx2ikjpP8SD/lO3P3VjHHPJrGulyrRsSswidSXTncvfS1PfwE+\nkHho7+dlRbs92vj4VfLfrHizXEi8/O2eGl/6Il0qTbMK8WXofI/i/+Vx3keUwtjCkqpfZSaT/eWs\nHnsCsxCJoU69fbn7W2X/ft+j7Za0s5O/G2dMq9dFxDEtlSjai0gQXkbG1/ukWPP6wKPufllq8knE\ny/xOZta/gZh2JRL2v3P3d0sjPaq8HZv8d8+M313u7veWzT+Vjq+mqzUQT1rpWKUbZa1kcnqEu39Y\nYd5fe5S2K833FvEVeSaquC5qvHYPIF6kDvRUVRJ3/8Q7qorUe4+Z4O5/KZv3a6IEjwHX+PTVLv5L\nUnqtVF0i+bs/8JS7n5Ja7/tEibT5yL4efpmcL6X5nydefoZY52o3ReFEKUtISgom967liXtdJaXG\nZjs1EGrR892xZcMxZrZic8Ou2UXUcM8htg8qNIBqZkekt7HZAVu0kXMx8dL682Yvv0FzUbkR84/K\n5iH1765+M1fG+K+Ao8pHuPtYklKhZrZS2fiviPv4ZOK4Hk+kX8509zHU5ll3vyg17mRgIqk0UoX7\n37vER6DF01V+KrGoVrUtUbqwUzqp/Hld5iV3PzU1rtSRQa3Pn27vXw3eH8vVmoYrud3d/54aVyrp\n3MznrUivpMaERYrlB0Ti59zU+EuJL/Q/Ao4EcPenzOwxYBszm63shalTtSc6iqYuZ6l2LxKzAPOZ\n2Tw+fbH4x71CEfEk0+jIJK5BxBf1Eie+/L6TJF4XJl7aJ2Ys6j7gO6lxaxJt9Bxo1un5X3q5Xzor\nrgwXEwnAEcCpSeylRl4nEdWqSusE+FaFfTSIyBgoVY8qeaWLF+palerxZxU378TMdiCqx6xEFKUu\nz3wf1KSYIF4MjwVGmNkJRNs+17v7/yyjK1+g9JJ3R3qCu082sweALYGlgCfrjKm0jqyeYcYlf7Pq\n/Wf1APZm8ndgxrRWu5YoHXe1mV1FvNDc6V23B5LVm8zdyd9u2zqo4dqdnThGT2e93KTUe4/J6lK4\n1JBlpzZAkmkzAgsSmWFLEffMVyusd8nk79LA9WXjnexz4Q3ipWMgUbqtLhY95myQGv2IuzdSxc4g\nXjTNbCywR5LhUMrE+FtXP+7C5kRJlXIvk73/uw8yqqYtkhp9tWe06dKFWu853fkFnTMWjsuasR4W\njRRfTZyPv/SonlzN70bQ+L4qklfd/c2M8XcDmxL3p0dLI919gpkdSqR5jiQadT68jvXenR7h7pPM\n7FGi3ZOF3f01mJbB8kuil7RvATOnfjqIqFrenVJGw9iyj2LdeTRjXD3Pn2rvX/XeH6epMw1XUrTn\nrUiPoowakWIp1clOl0L4J9EuxB5mdpR3NPR4GZH5sD1waVLn9wdE0dfyur2lOtp7dLFuJ9oFKH+J\neidrxqQtlweIaia3JPF9SpSC2Y54iS7VPy4lqt+rsN53M8bNQ7yMVepZxIFZK0ybfkb3N83sZmCY\nma3h7g8QjW7OD1xa9kWqtI+2oXLjw1nrzdxHdSq9SHTbLaaZHU7UOX+HSGC9SXyZNOAYOvZ/w9z9\nNTO7jTh/niT21UVd/KRU6qjSvim9iNfzwtXtOpKXua/L5in3cca4UlsSWe091eubyd9K5z0QjYIm\nbTccS7TJMQLAzB4mXvhuSf+E7GumtB+yvnJPU+O1W/X5SP33mKzj8XUX00rHqpRhW1rvClTOpMq8\nX5R/jc5YfqPnwlCmv385kWncSEZN+cvgRUQG/haUZWJ08dt3iJe2hYjqoB0LjW6qDwWwaAA1/cW/\nVnsyfXsnTrSrU3XmQx33nNI95ZtZE919WvtIZvYklV8sa5aUhP0XkTF3vLv/toafN7yvqlSpBAxk\nl57JKmWT/k1WaZusexN0fX+6kchoHEBUC/2iwjK6UtV6k/ZqHiCugzuJZ+dHxP1vQ+JYVPvsrOX+\nWNLpnubuXyUfpGq651R5/6r7/limnjRcSbuetyK9kjJqRArColehDZP/PpZRkgTiq/QworFaiNIg\nvyVK0VxKVD+YEzgl9bvSw3KYu1dVWiNR6SvRIUQiZbi7X1k+IXnpLC82X+phYn6yZTWg9zHwhbtn\nJrrrcAGx30YQibQRZePL1wnRXka6RFNXqv2SVo3S16qF6CLxl5QIOorInFmxvIRC0rhh04v1E9Uq\nLiOKSpcyhyop7csFK0xfMDVfPcrXMV0RczObl0gENrL8RpVevsZ3N6O7P0H0ctOfKFW1FfBT4Foz\nWylVlciIayb91bq0TytVVSip5dotLaua67Dee0yjSuu90t2Ht3G9XXL342hiiY0Mo4nM+3OJBly7\nqvYEUeJgfSIzYVwX8zXcDbG7b9j9XFWp+p6TlDJ6C1jYzBZ195ebFEOXkpI0/wI2IbrrPraW3zdx\nX3VnArCmmS3o7unM7SXL5iH17yGkGnRNqv8uQEYpFrKf51Dh/mSR0LmYyHj9ADjazP5ZRQm+ete7\nN1GK5kh3PzkVyyCmzzTrTul53ax0Sis04/5YTxpORJpAbdSIFEepzZRxRAv+6WF0Mn1aTwhJmw3j\ngI2TF/RdiS9D6SLw9yd/16Y5FicyKKbrPjP5srgKZZkX7v4RUYx4SLrXlySRtlbG8u8HvmFlXTg2\n6F9EInCnpFeJrYAXPXqeKF8nNG8fQeyHWr4aPZD83ayb+eYjvnLd6517cFknY/5mGE0k+r4J/M1T\n3femlBL266UnJOfIGkSjsOUZELXuq9I6shLWpXFZxcxbzqIr6v2IbRpV7e/c/Ut3v8fdRxJtMc1E\nVEtJy+ptZd3kb3df4mu5dj8l2h8YUsW12IrrpxrPEC8Sq1uqm98mKpXwKcwX4KR9qquI6/EdOjLv\nKyk14Llf+j5cYLXcc6Cjx6vMLtybLftTfsUAACAASURBVJVJc0py3RbVOGLfZD1btkj+lj8PxyV/\ns+YfljF/yeDkGZtW6f50GPGB6gyiDas5gMvquJbXTY9I2mlZCfiwVO2JuP9B5/ufkX3v6uraH0/c\nLzdu4b2nUQ3fH+tMw9W1Kgp0jxUpgqLeWET6lOQBuieRKNjN3X+cHohqEW8D30tKDJRcRjzcDiAS\nXPdkfI26hujR4HBLdb+brH+WrPFdeJVI9E1LHCUP7JPI/upyOVG0Np2AHk4UQU+XSvlT8vf8pH50\nOt5FasnESRpBvYz48jyKKE14UWqeB4iMkt3N7PsZ6+xvZp0Sg934gPh6V61LiHZzDjezZVLrt6Ru\nPURR48nAqskLdmmeQUR7J03n7pOJ82s7uqka4dEA9u3Ayma2S2ryL4hz5MqkMcmSWvfV5cT1cph1\ndPVN0q7KsUzf6GrbmNnSRFH+BYiXyy5L1JjZyta5gWroaBw1q8HokVbW2G1y3A8mzomrugmx1mv3\nbOJ6OdNSjT+b2ZxlcTT7HlOV5Bz6C/ECdlLWy4iZrZm8VNerlBlaVSOjbXQc0Zjp1t1lYiQNjf6e\nKGFwQxf3zy6rzqU0XPqmK7XccxKnEL1F7WNmx5nZgPQMSfXgdJskNSur7rQJcJq7N6tB+Va5kKhy\nMrL8fmNmyxJpjxeIHpdKbiWqYA23soalk/vr0UQD41mluPoBJ5aPMLONif30RHnbOxYNC59IVG37\nhUcHCn8gPjYcWeP2LWVm6S7rjyDaQSmvSl5KG6Wf5YcQVYPSaZGK135SMmlau0Tp6Wa2UFWRt1AT\n74+1puHqUWsaQKTXa3vVJ4sG9sZmTJro7vNkjC//7czACUQjoHMRX0t/4e5ZDSuK9CQbEwmBG5NS\nMp24+1Qzu4ToTWJ34I/JpH8CZxEP0P5kNCjp7lMsGp4dA9yTtNnyDHEPWIQogXA30cBrNc4hSgCN\nNrNRxFfP9ZJljaNzI5onEW3nHGZmKwMPEt0rbw3cREd33KV4x5jZSck2TTCzm4iqHvMTiYI1gV3o\nSHRV4wKiq+G1iRf8izLmGU50Y3u1md1F3GO+Irp+XY/orWiZjN9Vciuwo5ldnSzra+BfSVWXTtz9\nHTP7EZGwfMjMriEa9VyAKEVxPXBoci6cTbQr8YiZ3UDURd+K2P9Daoixal7WW1IVDgDuItpO2p4o\nSr8q0aDkS0SGTbla99WLZnYkUfXvcTP7B/HysB1xvM5s8bNhJouGXI24juYhvt6WMiMuJkrVdGdP\n4sXyTmK/fEK8MGxOnN9ZGS8vAU+a2T/p6OlpXqJL56yeRsrVeu2eSdyfvg88b2bXEZmJixFf1tch\nGh1v9j2mFkcTDXseTjSufhcdif5VievhG0yf6VVLJsNY4kXkN2a2HFGN4kN3P7MJsddiupiTRluz\nGm7tNG/iCKIdkIOI++ptwFNEBt8CRLW75Ym2KJ6dbmFm+9DxclvquedAM9s6+ffVNTaUXNX+r+We\n4+4fm9lmRAbKr4Afm9mtRAbiAKJkzmZEhv1d6d+b2UVl/50PGFA2zoHDytoB+guR+fA28KllN9T6\nh6Q0QtMlH2tOS43+Vnm87j4t4yJptPdYImPk8eTeMRvxHJ0R2Lc8s8/dv06O+U3AnWZ2BXFv2p64\nvx7l7i9mhPY4sKGZ3UNk1n+L+Mj0OWX3wyRjoJTZPtw7enc8ktivR5vZzckHlGrcDJxtZlsBzxP3\ng02Ie+WxZfNdSjx7/py8j/w3mXdN4vm6VWq5zyTz7GxmXxDXmxNdfn8M/IS4X59gZtsk2zwAWJbo\nUr7aXv9qVcv9q577Y1pNabg61ZQGEOkTvM39gROJwKlE97trlA2rVPHbvwEfEnVMNyReUCcRbTS0\nfVs0aGjWQLQ18zWwYzfzLZVcP4+mxo9Kxk8G5u7i998mSqu8kMz7P6Io8unAqmXzLZIs74IulrUR\n8eL1MZGw/zvx1ebCZFsWTs2/QDLtfaLx0juJl7c/JevqdB0TL4LXJcv/gkhw30ZkUMxbx34en8Q2\npot55iFKpTyV3F8mJv8+D9gwNe9UoseHSstaELiSKAHzVbLuPZJppXvh0Rm/Ww34Bx0lZ15N9u/a\nZfP0J15GJhAJrAlEgqx/VlyVjkuFuEvH/9pG5gUWJTIs3kqO3ytEEff5mrivtkvOpU+S8+pBYO+M\n+fYsX2ZqWsXlV9jml5NlTaXjunub6Br198BK3eyrC8rGrUG89D1BPN8+Tc63k9P7ichI+ZrInPkd\ncT1MJq7h3ardZmq/dktdvD6QxPcJ8RX8VGCuZt9jujlWlWKckXhpupfISJmUxDCa+LgzY9m8twFf\nVzhGlZa/R7Idnydxv1TLvafaoWzbf5Yaf1syfp4qltHlvMTL2XlE1cNPk+P0BlF96gBgjgr7ZWqy\n3PKhNK6qa6dSfDTpnpNM70e0Q3Y9Hfeej4kehS4ANqnwu6mpbUpv48IZ21B+HygfqrrXNnCeLNJd\nvBV+N5y4jj8jXtavp+y6zJh/9eS8+DD5zf3ALl3sv7HEPeDvxLX/KfAfYPXUvGcmsR6SsZxliOv3\neWDWbvbDBsl6jybSE3ck63yfePZ8I+M3KxEZOx8Qz/cxyTVxTBLT+qn510iOd6nR4fS5MJBIMzxH\nXEvvEc+CgzOOV2aaim7SElnXT4Vpzbg/NpyGo+tndua+oIs0gAYNfXUw92aUVqteWYmaTdw9q2RN\npd+tSLRJsJe7X5yMm5FI0D7n7p2qKohI8SUlCdYiXvgm5R2PSFGZ2ThgPXdXPX4RKRQzmwqMc/eN\n2rjODYh3imPd/fh2rVc6KA0n0jp5tlFTa93mbYhi7dMaZnT3r4nc183TdedFpFiSdjTS43Ymqk6M\n1QNeREREpHiUhhNpvzy75/6bRc8YE4n6jUd4NEBZybJEUePJqfFPE/VBlyDqkopIMd1sZhOJOuyT\niW6ANyKqURyeZ2AiPUhLG3AVERHJoDScSJvlkVEzkahbfztRZ3gVovGwe81sZXd/r8Lv5iHqyKZ9\nUDZdRIrrQqJ+/C7A7EQ95yuBE9xdmawi3XOa07uGiIhILZSGE2mztrdRkxlEtCD+AHCSux9dYZ6b\ngdnd/bup8ZsQjYKt5+53tzxYEREREREREZEWybPq0zTu/oiZPU+0Ll/Jh0T3xWmlkjQfpCeYmQPH\nlY0a5+7j6o1TRERERERERKSVCpFRk+iu3v1TwLZmNnOqnZplgClEN3OduPuxzQlPRERERERERKS1\n8uz1aRozWw0YAtzfxWzXAv2BHct+1w/YCbjJ3b9saZAiIiIiIiIiIi3W9hI1ZnYZUfrlUaIx4ZWB\nXwJvAGck8wwGXgSOc/cTANz9UTMbBfwx6Yr7FeAAYDDRsJWIiIiIiIiISI+WR9WnJ4mMlUOAWYG3\ngH8Ax7h7qZ0ZI0r7pKtD7QX8GjgRGEhk9gxz90fbELeIiIiIiIiISEsVotenVjEzd/fu2r4RERER\nERERESmEQrRRIyIiIiIiIiIiyqgRERERERERESkMZdSIiIiIiIiIiBSEMmpERERERERERApCGTUi\nIiIiIiIiIgWhjBoRERERERERkYJQRo2IiIiIiIiISEEoo0ZEREREREREpCCUUSMiIiIiIiIiUhDK\nqBERERERERERKQhl1IiIiIiIiIiIFIQyakRERERERERECkIZNSIiIiIiIiIiBaGMGhERERERERGR\nglBGjYiIiIiIiIhIQSijRkRERERERESkIJRRIyIiIiIiIiJSEMqoEREREREREREpCGXUiIiIiIiI\niIgUhDJqREREREREREQKQhk1IiIiIiIiIiIFoYwaEREREREREZGC6Jd3ACIiIiIiIj2S2bnAEGAS\nMBz3iTlH1Dy9edtECk4lakREREREROozBBgKbAGck3Mszdabt02k0JRRIyIiIiIiUp9Jyd8Hgf3y\nDKQFevO2iRSauXveMbSMmbm7W95xiIiIiIhIL2Q2kChtsl+vqxrUm7dNpOCUUSMiIiIiIiIiUhCq\n+iQiIiIiIiIiUhDKqBERERERERERKQhl1IiIiIiIiIiIFIQyakRERERERERECiL3jBozu9HMpprZ\nCVXMO7XCsEI7YhURERERERERaaV+ea7czHYBSpks1XY/dSHRTVy5CU0LSkREREREREQkJ7ll1JjZ\n3MDvgUOAK2r46Zvu/kBrohIRERERERERyU+eVZ9+Czzh7qNq/J21IhgRERERERERkbzlklFjZusC\nuwMH1vHzA8xsspl9Zma3JssSEREREREREenx2p5RY2YDiDZmTnX3WtuWuQw4ANgY+DEwLzDWzIY2\nN0oRERERERERkfYz92rb8G3SCs2OAkYAy7r7F8m4qcCJ7n50jcuaHXgSeM3d18+Y7u6uqlLSfmbn\nAkOAScBw3CfmsgyRelVz/ukcFWmPVlxrRb1+ixpXWlHiLEocIlI7Xb/ShbY2JmxmCwMjgb2BWcxs\nlrLJM5vZXMAn7j61muW5+6dmdgOwVxfrPLbsv+PcfVzNgYvUbghQKul1DrBTTssQqVc155/OUZH2\naMW1VtTrt6hxpRUlzqLEISK10/UrFbW716fFgJmIKkxphyXDSsDjNS63YrEgdz+2xmWJNMOk5O+D\nwH45LkOkXtWcfzpHRdqjFddaUa/fosaVVpQ4ixKHiNRO169U1NaqT0mJmRXTo4HbgEuB84GH3P2z\nKpc3J1H16SV33yBjuqo+ST7MBhI54/vVXYyxGcsQqVc155/OUZH2aMW1VtTrt6hxpRUlzqLEISK1\n0/UrXWh7GzWZQaTaqDGzwcCLwHHufkIy7jBgcWAc8A4wmCiBsySwsbvfnbFcZdSIiIiIiIiISI/R\n7qpP1TKiR6ryTJZngW2BHwJzAR8DdwF7ufv4tkcoIiIiIiIiItJkhShR0yoqUSMiIiIiIiIiPckM\neQcgIiIiIiIiIiJBGTUiIiIiIiIiIgWhjBoRERERERERkYJQRo2IiIiIiIiISEEoo0ZERERERERE\npCCUUSMiIiIiIiIiUhDKqBERERERERERKYh+tcxsZjMA8yf/fc/dpzY/pJ7DjHOBIcAkYLg7E3MO\nCShuXNKYnnJc03ECp9AD4pZexKzLcxB3nYPSs+kc71p6/7Rhf7TkGZ3DdvQ6rdiHveW49JbtEOml\nus2oMbNFgH2AzYGV6SiFM9XMHgFuBv7q7i+3KMYiGwIMTf59DrBTjrGUK2pc0pieclzTcS5Iz4hb\neg+dg9Lb6RzvWh7Py1ass6c894tMx6Wy3rIdIr1SxapPZjbYzK4AXgD2Al4GjgMOTIbjgFeAEcAL\nZjbKzAa3OuCCmZT8fRDYL89AUooalzSmpxzXdJw9JW7pPXQOSm+nc7xreeyPVqxTx7VxOi6V9Zbt\nEOmVzN2zJ5h9BlwPnA2M8wozmpkBGwD7A1u5++ytCbV2Zububq1bPgOJHOj9ilSdo6hxSWN6ynFN\nx9lT4pZexGzaOYf7xE7/F+npdI53LYf90ZJnnY5r41qxD3vLcekt2yHSS3WVUbOiuz9W08Lq+E0r\ntTqjRkRERERERESkmSpm1PQGyqgRERERERERkZ6kqu65zWylbqbv0JxwRERERERERET6rqoyaoD7\nzOyQ9Egzm83MLgCubG5YIiIiIiIiIiJ9T7UZNacBvzOzG8xsfgAzWxV4GPgBsEeL4hMRERERERER\n6TOqbqPGzDYCLiUyd64guuh+BBju7i+1LMIGqI0aEREREREREelJampM2MyWA8YDA4AHgXXc/asW\nxdYwZdSIiIiIiIiISE9SbdUnzGwY8B/gPeA8YDVgtJnN26LYRERERERERET6lGp7ffoDcD1wH7Ci\nu+8HbE5k1jxuZhu3LkQRERERERERkb6hqqpPZvY58DN3Pzs1fj7gAmBLd+/XmhDrp6pPIiIiIiIi\nItKTVJu5srq7P5ke6e7vA9uY2f81NywRERERERERkb6npsaEexqVqGkeM84FhgCTgOHuTMw5JMnQ\n3XGq5zgW4dgXIYZCMZtuf+BejP1R1LhSdD61QQ85F/qyXnUdtOJ8a8YydR3krubzvI5jlse1NMa2\neGZ+3h00hQFTxrLx6kf5ia9mBNbw+ZfethvY4t7y9a7KQzd2G0eN6+i0/9p0HfWqe6L0ClVXVzKz\nuYFDgbWBbwJvAvcCf3A9ePqCIcDQ5N/nADvlGItU1t1xquc4FuHYFyGGIinq/ihqXGk9Jc6eTPu4\n+HrTMWrFtnS/TLMZcJ/a5rikNrUegx6RTpqfdwetxsNzAXzBTHcCC7corumWkV7vHHwyZxVx1LSO\njDjbtX91vUqhVNuY8IrABOAIYCbgGWAW4Ehggpmt0LIIpSgmJX8fBPbLMxDpUnfHqZ7jWIRjX4QY\niqSo+6OocaX1lDh7Mu3j4utNx6gV21J5mWYLYXYjcB1mXZXc7k37uKeq9Rj0iHTSFAZMAXiCZT+7\nm3XXa2Fc0y0jvd4q46hpHXVMbxZdr1Is7t7tANwOPAsMTo1fJBl/ezXLafcQm5d/HL1hAB8IPgp8\nYN6xaKj/ONVzHItw7IsQQ6EGGOgwyqFY+6OocaUGnU86FzT0suugFedbpWXCDg7vOBzr8LTD1m2N\nS0NNQ83neR3HLI9r6QRGDh7L0NdOYOTgZm5Ld9uWXm9VcTS6/9p0HfWqe6KGXjFU2+vTJGCEu1+V\nMW0n4CJ3n6WRDKNWUBs1IiIiIlKzqPI/W9mYAcBxwJrAbrg/gNkw4AxgOdyn5BCliIj0UtW2UfMB\nMLnCtMnA+80JR0RERESkzczmJNqn2AjYmCg1/nFqrmuAlXH/DAD3GzGbAPwUOK1tsYqISK9XbYma\nkcAwYDN3/7xs/KzAzcD17n5Sy6Ksk0rUiIiIiEgnZjMD36UjY2Z54H7g1mR4CPevqljOUsBdwLK4\nv9uyeEVEpE+pNqPmRGAPYGbgBuAdYEFgS6JEzcXAtAW5+9GtCLZWyqgREREREcz6AasQmTIbE1WY\nnqIjY+Zeyj5G1rjsPwCz4r5f2TgD5sVdpc5FRKRm1WbUdNX1YCfuXlVvUq2mjBoRERGRPigySpah\nI2NmfeANIlNmLHA77h81aV1zEz2ibk70HLNLMiwBHIr7n5uyHhER6TOqylBx9xlqGWoJwMxuNLOp\nZnZCFfPObGanmtlbZjbJzO4xs3q7ghMRERGR3sbsKOC/wHXACsCVwNK4L4/7Ibhf27RMGgD3D4Fj\ngTuBO4B5gb2ApYCfY/ajjBj7YXY4Zn/AbK1uuvkWEZE+ptrGhFvCzHYhHqBQVnWqC+cT1a0OA14C\n/g+4yczWdvfHWhOliIiISC9jNhCYinu6wdyezWxb4EfAeri/0MY1nws8BDyM+9dl8WwC3IbZ57hf\nkYxbHLgU+JzI3LkIGIDZlcD5uL/Yxrj7NrPZgFVTY1/H/eU8whERKalY9cnMZnb3Sj09Nfwbi2Ki\nTwOHAFcAJ3bVto2ZrQg8Auzl7hcn42Yk6hc/5+7fz/iNqj6JiIiIlDP7BlHy4x7cR+QcTfOYLQQ8\nDGyL+715hzON2XLAf4D9gfmBk4ATgTNwn5qUplkJ2A3YkSj981le4fYpZucC6wHvlY39DnAqcNp0\nmW4iIm3UVTWll8zsQIuc5i6Z2Rxm9lOgli8AvwWecPdRVc6/DfAlMG1+j5vnlcDmZta/hnWLiIiI\n9D1m8xGZBtcC22I2T84RNUd8vLsU+FOhMmkA3J8EtgIuBH4CDMX9j7hPTaY77o/g/v+IHqQOzy3W\nviTOmW2BrXBff9oAqxHH6zbMFskxQhHpw7qq+nQwkZnyWzO7lnhwPAn8L5k+L1FtaX3iZvYuUTqm\nW2a2LrA7HdWeqrEs8FJGiZ2ngQFEg23P1LA8ERERkb4jqjvdBPwbOBL4BjAC+H2OUTXLYUS69qS8\nA8nk/hBmywLv4z6lizl/ATyC2QW4v9am6PqqdYA3cX9purHur2K2EXAo8CDR++0rZXN8BdzSzXEU\nEWlIl70+mdkAogjmvsDadM7Y+Rq4DzgPuNKruGEly3wE+GepqlPSq1R3VZ9uBmZ39++mxm8C3Ays\n5+53p6ap6pOIiIiI2exEeulB4BDcHbN1iFIeS08r3dETma0OXA+s1isyN8yOA4bgvkveofRqZn8E\n/od75Q5NzFYARgIzl41dEJgJ2A33p1oao4j0WV320OTuU9z9MncfSpSg2QDYKRk2AOZx9/Xc/ZJq\nMmkSPydubr+uO2qRHsaMc80YZ8YNZgysax6zczEbh9kNyVfRWtY/pxl7jrbtX33DFnq60jKaEmcr\n1LPt3fxmjG3xzHhbdeI9tva7J9pRg+tej1Sm/dlyuVyPUmxmy2B2PGbvY/YZZp9i9hwwgWjX71A6\nvtLdA0wGNspYTi7Xb03ntNlMmO0NXA0c2NJMmtT+6BRnxv5q4Ll+CrBukpEmFWQ+x6sV7QJtD6zQ\nzXn+f0TGTH9gT6JNzLWBM4HbMTsUs5p6vM3S0LYUXKPb1qOfc0oHSSOiWmx7BmBhooX74cDAsmEq\n8VCaC5ihwm9HAc9mjN8x+f13MqY50V1iadigndurQUNpAB8H7skwqq55YJx3zJC5jNTyZgH/Afg/\nwD8Cv/Z5lnilq2U0Jc5WDDVuezW/eZBVJpamj2Xoa3WvR0Nzj5uGmoZcrkcN+Q8wj8OeDiPKhiMd\nHnN40+H3Dg+XXX83OAzxrDQWHOBRyjk9Ppfrt6pzGuZ0ODzZ1hu9Hem71P7oFGfG/mrouQ67OozP\nPGYacK/wHK/+eK7m8Hy353nXx2hxh7sdbnUYlNu2FHxodNt69HNO6SANDQwN5wDXaDGiNM1lwAdl\nA0Td4g+B5Sr89ilgUTObOTV+GWAKkNkFo7sfWzaMayx8kbpNSv4+COxX5zzdLsOM/mYMM+Ni4L9E\no4U3Aou6s80SvPA0wETmerbedVQ5T7PVs84ufzOFAVMAnmDZz+5m3fUaWI9Upv3ZetrHfdNpRBfU\nG5QNCxLtCy6M+8+At5N5HwSG4/482dWbLgM2THpMKpfXuVV5vWaDMDsZeInoJWkr3IfRnvRdOq7u\n/p/1m+6WWe5yohONPRqKuher8Byv1vbAaBo5RtGN+vpEybSxmC1QYwzTNLgthdaEbevJz7meHLvk\nrZ25QkSJmfVTw1CiRMzFyf9nq/DblZL59igb149oQPhfFX7jeeeEadDg7oAPBB8FPrDueWCgwyiH\nzOngy4G/AX4f+MHgnb/uwMDHWP7hBXlrdMvibMXQzbbX85sTGDl4LENfO4GRgxtaj4bmHjcNNQ25\nXI8a8h1gsMP/HObuZr7qrz84y+GYun/fxCHznI7SQOc6fODwJ4dFc9jv0+2PTnFm7K9Gn+sOazi8\n7bB47uddAYfM53j1x/OZZP92dwyquw7geIdHPZqFaO+21DvAUIfHHU5wWKaQx8l7+HNO6SANDQxd\nNibcLunGhM1sMNHV93Fe1sCXmV0BbE50W/gKcACwJfBdd380Y7nuakxY+gAzhgC3AYe7c3k3885F\nXD/fcZ/2xbWr+TcHbnXnq2bEKk0QvVHU0mtevR7G/Y42rEdEqmX2Z+BT3I9o4jKXB8YAi+BenHu9\n2RpEL0jrAWcBZ+L+Xr5BtZnZ/sQ+GEpvaCi5CMy+A9xClD5rTiPa0ebNqcS5uinuHzdlua1i1g94\nmChRtyCwM/A+cAVwJe6v5BeciEDX3XPnyYiGjtOZLHsRjRCfSLRt8ygwLCuTRqSvMGMRIsFxdHeZ\nNADufGTGP4C96aZRbzN2AK4Cvkf0qCF5ioTg/wMOAf5JtMPVsrUBv8DsRNzPbOF6RKRaZt8g2vn7\nTlOX6/4EZq8AWxMN8+Yn7nPDiM4nFiOqee2B+2e5xpUX979gNgvwH8yG4v5W3iH1AtsDVzctkwai\nioLZ4UQjw9dhNgz3Sd39LEf7EM1PnJrE/nMik2kXYHzSAPkVwN9xfyfHOEX6rEKUqGkVlaiRXs3s\ne18w4NcL8eac/2O+37vzp+p/yipEYnwxd76uMM/CwHjgWmA2d9RNaJ7i69fpRBXRLXF/vQ3rXAy4\nAbgO+HlTE7UiUjuzU4BZcP9pC5a9M5ER/F3cv2z68quLwYBLiOruJwNX5RZL0ZiNJDLphuL+ft7h\n9GhmDwGH4X5bC5Y9A3A+0bTD34ArcH+66etphNncwLPA5mR97DYbAGxKZNp8j+iG/Lq2xigi1WXU\nmNlY4Cfu/mzGtCHAX9y9c9eOOVNGjfRaZt+cij1yC5vOuigvvz2ECd+ptbi6GfcDJ7rz74xpMxJV\nqa4nEhwvAt9y55NmhC81MpsNuBKYGfgh7h+1cd3zEJl67xJftT9v27pFpENcixOAlVtSBSYySW4A\nxuP+q6Yvv7oY9iSqt6+ue00Gs98QpY2+h/t/8w6nR4rmFcYDg1pWzS+upVWIjI6dgf8RVQu/KJvr\nE+BPuH/ReQEtZvYHYDbcf1zFvOsQJXhX0Tkn0l7V9vq0ATBnhWlzJtNFpB3ia80lf2eHp7fh2muG\nMOFF4Hd1LOlsop2nLL8keps41Z33gduB7eqKVxpjNojY/+8RJWnal0kD4P4BsBlxPtyK2fxtXb+I\nlPwUuKZl7ZTEl7sRwD6YDW3JOrpitgTxLNtFmTQVjSQyzh/B7Ad5B9NDbQf8u6VtMUVLoA/hfhiw\nMHAQ8BnRKUpp2BQYhVn/lsWRxWxpYDfgqKrmd7+bSC9enKQ/RaRNqi1RMxVYy90fyJi2I/BXd6+U\nkZMblaiRXsnssK+YcftZ+HzJr+j/XcfeA+4HTsH9/OoXwyzAa8Aa7rxcNn5tIiG4qjtvJuN2BPZx\nZ7Ombot0zWxZolTTX4Ffk2dd1UignQDsSGQYTcgtFpG+xmwOokvqdXB/vsXr2pJ4MVsJ9w9buq6O\ndQ4A7gYuxv3PbVlnT2a2FnAp0S30QW3PwO/JzO4GTsq9Kk+c81cDHxNVizKrobdgvdcDY3E/rYbf\n9APGERnF9XwYFJE6VMyoMbO9THIz1AAAIABJREFUgB8l/10HeAw6VXuYFVgOuNXdt2pVkPVSRo30\nOmarAmPW5c7z7mbdxaa1G2O2FHAnsF3y9aPKxXEasCrweNno7wMHu3NN2XyzAP8FlnVHRV/bwWxD\norrT/8P9srzDmcZsXyLD5gfdnmvRO9XXuN/ejtBEeg2zvYEVy8YsDnyC+85tWv8fgYWAHduSQWx2\nErA8sHWuGdI9SVSJ/R2wBXA8MBr3ifkGVXDR7tr9wEK4T8k7HMxmJj7GvALs29J24KI07N7Eu91y\nNW9/VBl7ENgC94eaH6CIpHWVUTOCKAIL0XjlI3TOqPkCeAr4rRewRXBl1EiPZjYTMG/ZmAHATR8y\n8Ph5+PB3wObuZRksZsOAC4C1qi0ab8Y8ROOE5cVZX3fv3OuHGRcAT7rz+5q3RaoXJVd2I7r53Lkl\njR02ymxz4mvugbj/vcI8mwKXE0W8V8X9jfYFKNKDxQvVBOAYpu/Z7Src325TDDMTL7Rn1FJSs851\nbUTcT1bqc11vN4PZJsBPgI2JtuUuJ6r2qPpYmtlRRNs0B+YdyjRmswM3EV1lH9TUjMooibcd0VbO\n2kQbVL/F/bE6l7czkSm4Cu6fdjHfTLm0vSPSy1Rb9WkccIC7P9PyiJpIGTXSY0Umzd3At2G6Xpmu\nMnwCkUmzTcbvfgbsDqzb7K5MzdgI+J07qzRzuX2a2QLEV+Tlyv4uS1RJ26FwPUWUM1sR+DdRdPuI\n6V4KzNYDRhNdoK5PvEBs2rai3SI9mdmBRM9Lu+YcxzJE+1jr4v5ck5c9B7At8QL5XeJ+d0tT19HX\nmA0kXsp3A+YBNmpb1bWeIBr4fQbYC/d78w5nOmZzESVrvkmUpL0c9ycbXKYBdwCfAhcTmXeNpwvN\nzgVWJqprPZeaNifwR2APoqrUFURJL52HInVQ99wiRWT2O6Ko+/blX1fM6A+8AOzozv0ZvzPgQmA2\nmlxkPekJ6lUik+ipZi23T4iXkmWZPkNmeaAf8ATwZNnfJ3tM8fXoheYsYAVgd9wfwmwNojvvXXG/\nBbMZgbHAGNxPzjFakZ7B7F7geNzH5B0KZvsDPwbWbsoX8niROwvYmniJvAK4tsuv81KbSAf8nihB\nsSnu6q0RSlXHrwKWKGT1ujhuK9HRU9RHwAG431Xn8jYE/gIs09SPJBHn/kQV6GOAs3D35APNJcDN\nRKPXQ4lt2ZSOTJvmZBaJ9BFVZ9RY5PZuSXzhnzk93d2Pb25ojStiRo0Z5wJDgEnAcHdqfiFrxjKk\nzeILxLRjZvgpVDqGZpsRXWKvhPv/pl8MI4Dd3NkkvcxpL/dRZP024AbDv11xPXXE/m1em/AG3/7M\nnSNrXk6d66R828qMsS2emZ93B01hwJSxbLz6UX7iqy2NqRrROOBSdM6QWYD4kleeIfME8FYhE4y1\nMtsFOJ2ovrAbsA/u/y6b/m2iO9StyWiUXgquiuuxT+tu/6SnwykV54+ej+4m2tBobq80tcbpPjF5\nKbsamID74d0uM/7OlJk5YDYrcCPwHPCLpEe5Ojaj96SB6tqW6o/jYkTpzM1wn9TQMutRtPtGdEn9\nMTCIatNjFRfV4nMwqkAfDAzFfVuoI81j9h/gb7hf2NTYOpY/BLgM+IBI0+wK/Hi6Z3/MNyfTl567\ngaied/20NnmKdq5Uq6fGLT1H9CDX9UA0Jvwh03crN91QzXLaPcTm5R/H9DH5OHBPhlF5LUNDmwcY\n5x0HbVTFYwgLOLzpsFHGcZ8R/DnwjbKWmVrfIIfX9+L8Jxs+V8rW8w7z3wT+KvgM7dxfWfM8yCoT\nS/OMZehrbT6eMzgs5rCNw0iHKxyedPjc4VmHvzsc47C9wxCHGXM/B1u/T77t8E+HHSpM/6HDCw5z\n5B6rhlqPbbfXY58euts/6eld37uPcTi9EHF2jJ/P4XWHTavYtqsc3nbYMjXfzA43O1zk0NDzozel\ngeraltqO4ysONznM1NAyW3G+tXOAfsl5OaTq9Fizj1vtMc/t8LHD7O41pnlgTYdXHfq3eL/2dzja\n4WKHBaqYf36HnyTppH0Lea7Utv09M24NPWYob0C0K38EXgZWB2Zx9xnSQ8M5Rn1H6avGg8B+OS5D\n2it9zDofw/hyeQFwCe5jM5axC/Hl4rYKy+zg/haw3e/52ZJLMCF7njpiX4D3diKK425U57JqXicV\n4p7CgCkAT7DsZ3ez7noti8RsAcw2xuwQzP6K2f3EPridKP47F/GFaHdgbtyXxn0H3I/DfTTuz9MX\n2mZxfx33H1CpcWH3fxDn7mXJFzbpOfTM6Vp3+6f7+z+UngG7EV+pW6HWOIP7+0TnEhclDR1X+s0d\nwNLAnsBZmJ2N2WyY9SeqnEwkSts12rNNbzof69mWWo7jqkQpklHJcWhmHN0p0nHaGHiV6Nq+uuux\na63ftmjX5V5gGNSc5jkSOAX3L1sSW0eMX+J+PO574v5uFfO/h/tZwEHAgck9D4p1rtSip8YtPUU1\nuTlEQ1Rb5Z2rVOtAMUvUDAQfBT4wz2VoaPMAA5OvjQMrHkP4P4cHsr6AgH8b/B3wNSotM2v4kLl+\nfT1bvNzQudI59l3Bx7e0VE0V23YCIwePZehrJzBycBPX+x2HfRxOd7jV4V2HDxxudzjTYX+HdbuK\nS0OX+3cWh3McXnZYL/d4NFR73Lq9Hvv00N3+SU+vNH98BX/Ok2rpucfZefrJDv+erkRMx29Wc3jP\nYdlk/FzJV/bnHa5LfjegGdvRm9JAdW1L7efbgOQYXOmVSne24hov0n0DLnX4aVZc9RyDtp2DsJ/D\n39xrSPPA8g5veXxYz3e/V45xBo8StmsX7lypbTt6ZtwaesxQba9PzwAj3X10KzKLWqWIbdSIZDJb\nnmhwdW3cX5h+EtMaY3WntsZYzeYmGh9eBfemtOFihgH3AOe4c1EzllkIZlsCFxGlY3pfOzJFYvY9\n4Fyi4cFjUDeeImD2J+Bd3E/IO5RM0QbXjUSX4SNwf71s/L3AX3E/O/WbHwJbAAfiPrmt8UqHaLvu\neqJDgGaUauo5ovvrN4AhVFPqo0jMvkG0b/eNqp+TZpcDj+J+SitDa5jZYcAKuO+RdygiRVVtRs3O\nwKHAZu7+UcujahJl1EiPYDYLUWzyVNwv7jyZkSTdG7tTexUas5OBOXA/sNFQy2Jag2hgcml3en6P\nEmYbEz0SbI175960pPmia/LzgCWAc4CrcH8736BEchLVUt4E1sL9pbzDqSh6cfsFcEgyXAH8lmhE\nfVtlahdYZFjcCDwK/LTPHCuzXYmGXrfKO5S6mN0F/Jp0L3Bmg4ge1G4B/o77e0lj5PcCi+P+cdtj\nrYXZvMCLRC9c7+cdjkgRVZtRcymwHjAHcQPo1FK/FzBHVBk10iOY/RmYl0hI+PSTWBO4FljVnTfq\nXP6CxBeZZZr5ImzGJcAb3uoeoJolviguBzw83ddEs3WITKcf4n5HTtH1TVE/fTOit4itgYeIF7/R\nRP18kb7BbCvgSNzXyTuUqpitQrSl8ybwHaKXQr1sFV304Pof4Dbcf553OG1hNoZo+++KvEOpi9nP\ngKVx/3Fq/IXALESnLlsC9wH9gbtwP6bdYdbF7BLgCdxPzTsUkSKqNqPmFaKoaynTo/xHRrQFs2jT\no2uQMmqk8My2Bs4AVibVrZ8ZcwKPAIe5c3WD6zkDmNzMhJkZCwGPA6u7U9wvwCVm+wF/AN4DrkyG\nGYmqTrvhfnOO0UmULNuKaDR7E2AckWnzb9w/yzEykdYzuwK4o1PVoSKLa/Yo4Ebc78w7HKlSlGR4\nkOhK+T95h9NSZgcCPwOWp7suyovKbFEiE+ablDomMFud+Ii3FO4fYzYb8bFjM+Bw3P+XV7g1MVuL\nyPAd0qeq44lUqaqMmp5KGTVSaGbfBB4GfoD73Z0ncwkwyZ39m7CuhYlMnyVx71Qirv7FchSwsjs/\naNYyW8bsJqKqzfNEZsDOwCBgJ9z/lWdokhJffbcljtNawM9xPzffoERaJKqkvAks1mNesKRnM9sO\nOIEoCfVV3uG0hNlewLHAUNxfyTeYBpk9AhyM+x1JSdS7gPNxvyDnyBoT2/IwcATuN+UdjkjRqFtt\nkTyYzQBcDJxdIZNmV2B14ktQ49xfA64BftqU5XU4DVjVrHJ33WbMYMbGZszd5HVXLxpVXgsYg/vj\nuP8SWIz4QqVMmqJx/wj3i3EfBqwGHIXZnnmHJdIiWwD3KpNG2uga4F3gx93N2CNF25onApsWNZPG\njI3MmK/K2UcD2yX/3hmYGXpBZw5RWuBs4IC8QxEpoqpL1Fh88dkbWB+YB/ixu08ws12AR9z92daF\nWR+VqJHCMtsdOIjo5emr6SexGHA/sJk7jzRxnUsSvTUthnvTGgA2YwvgAmBjd55OTTPgdOD7wEDK\nqrO4077qLLG/f4D7tm1bpzSP2VLAbcChuI/KOxyRpopqT7ep1Ji0ldkKREO0S/eqNsHMvk80UL8J\n7k/mHU4WM5YkGnX+CribSBddU7FzBrNliWraywDPEm0a9o7qhvF++Rqw4rSe5EQEqLJEjZl9m2iL\n4hRgSWAo0bAwwIbAYS2JTqQ3iofSScBBGZk0/YC/Ab9paiYNgPsE4FZoQlWq6RbLGOIecLMZS5TG\nJ5k0vwHWAVYEFia+Co0A3jBj/WbG0Y3tk3VLT+T+HDAMOB2zbfIOR6RpzGYizm2V7JP2cn+caEi/\nZzQ8Ww2zNYkqzlsVNZMmsSsR50JEGy07EumikUk6MO1pYDKRPryn12TSALh/SmyXStWIpFTbmPBV\nRG8pWwJvAFOA1dz9YYtu745x9yEtjbQOKlEjhWR2IrAo7rt2nsTxwBrAlu40v2G1+IJ2I1GqZnJz\nF82+wEhgqDuvJu3X7Axs4M77qXm3AP4CrOROa7/kRSN7bwGLNLN9HslBNKB4PbAL7rfmHY5Iw8y2\nJNpnaGfGtUgwm5/IBFgf92fyDqchZqUOGA7HveoPM0kp5u+lRj/lTkueMclHrAnAzu6MLxv/beBC\nYFZgd3deTP3wZOBgogTUq62ILTdmixMlyRfH/aO8wxEpimrbqNkUONaz63m+SeQIi0h3zBYhvhoc\n0XkS6wP7AiNakkkDpS9o44EfNX/RnEf0qvSfJMNpd2CTdCZNMu8Y4kveuUmipZU2B+5TJk0v4P4g\nUSLrLMxmzDkakWbYHhrs1U+kXu7vESVff593KE3wZ+A/tWTSJM4CNgCWKBsuNWOn5oY3zZpElaeH\nyke68zrRa9Mo4D4z9kmlj84kPlL0rkwaAPcXiY+IP8k7FJEiqTajZgDwcYVpcxE3HBHp3inA6el6\nuGYMIx7O+7jzdotj+A3wc8z6N3vB7pxOtFcznMik6WpbjgCGUEWmkRkbmPGsGZvVEZZehHqXMcAH\n0AN6GhPpilk/YBt0f+pRzBhkxsFm3GvGpNTwkhmbVvjd6mY8kfGbR804woxF270tiTOBhTD7HLNJ\nZcMhOcVTuyjdX3MHDGYsDqwCDHfnoNJAVEc8w4ytmx8suwKXudOpSoM7U5N01FCi84dDyya+jvs1\nLYinKE4CDsZs1rwDESmKajNqngB+WGHaMFK5wiItY3YuZuMwuwGzgXmHUxOz9YkvKb8rbceX1v+m\nhezN84iG73Z15/rqF8e5Zowz4wYzqt8X7vcBLwLDx9gWz4y3VSfeY2u/e6IdNbjGLaqweE4Clky+\nDnU132Si++WTzViqfFpq2xYFLk2Gv5rxJzO6fZCbce7MNvn2T5h9p0vYfWyPPncaVZRtryaO7uaJ\n+rq/Bo5MuvZsOI66r6UiKMqxlXqsA7xe1F5pqtHttZN1fqbHteAcbsY1nV6GGd8341aiqtCqwPHA\nAsB8ZcP+wAVmnFF6TpnRz4yjgesfYaV3v6Tf+Cn0u/Mi9lwcmJ+ozrII8MAo2+md/9qgJ2vZF3Ud\ng3LuU4jMinnLtmMt4h47e1XryJPZYsAfgeFjGDa+xjTN/sDFSXpkGnceJ6pDnW/G9Q1ve3IMvrYZ\nxszNBzsDl3d1XJKOGQ4A9m1DqePm6uZ8M2NBM/YzY9B0E9yfIjq82LdNkXarUxpZz1tpN3fvdiC+\nSE8F/gpslPx7d+Ih9SWwRTXLafcQm5d/HO3fbjdwyzuOlgwwzsGTYVTu8VQ5HMvR/b/GHvmY2XcD\nn+krZri9tB3jWP8V8IF1HOdxHbvCa9sXsJHDsw+y8sTSAsYy9LU89g34/uAPg89UYdveAD8tGT83\n+N/AnwFfrbv9szlj/C6+G/unh547TRmKsu3VxFHdPObwmMNWzYijoWsp76Eox1ZDPcfudIeRucfR\nwNDttZN1fqbHteAcbsY1nVrGK+DPg/8QfJZufjc3+BXJc2o78PvAbwZfqKttBe//Ngs8Xuu+qOsY\nVDPA3x1+1qz92ZIB+jnc63Cou/Mgq1SdpgGfGfw98CW6mGdd8CkNb3vZMRjD5u9Vc1yStPxL4Ku0\nch82/X0hY7vAB4L/CPwW8Ing48GvzPjtag6vOwzI/dzKOp/0vNXQ5iGrZfGszJzRZvYT4Ld0VFO4\nGPgEONDdx9SYPyQtYsbcwD+BiWbs5M6XecfUZJOSvw8C+1X7o+SLxABg5i6GWbqZXvd8u7FEv/tY\ni3W563zg/JvZtN8W3MS7zPfiUO5YzZ2J7doXiduAiXPyySCAJ1j2s7tZd70N6wiiCc4h2sG6zowR\n7rxJx7a9QtxnjgTwaHh4VzN2Bm4xY2l33qmw3EnbM5qxbPQ6sX8uT8bXs796ukbOlXbH0f087o7Z\nb4CRmN2AuzcYR08+N4pybKUWURpse6irOmeRdHf+ZU1vx/XXjOuitIwpRI+JB7nzWXc/Sp5Tu5ix\nC5Fu/hNwpjtTscpxufMl9u4bwPKPssIX97DOz6pssKOeY1CN3wDXYXYWeLHuM2ZLEiVyhwMvAKcD\nTGHAFKg6TbMD8LA7L1SawZ27zHiE6ORhInCTGbNVcx6kTAJ4niU/+D/+/JsXysZRYZ+642ZcBuwG\nPFzj+qpixrbAn83Y16PtwGaYbrvMWIDoOfge4Fzg+4ABz5ixrjt3Tful+3jMngb2IAoH5Krz+XT7\n2cmkYlwH0vvVkqsDzE68UO1KVHmaM++cpm7i9bxjaO/2+qLJF5zTwK9PvujMmHdcTdy+BRbhpV/d\nxdoTBvHmpUnJitHgN4CPBb8nKZnxdPIV4r/gH0QCw6eCfwH+Efg74K+CPwf+GPj94LeD3wT+L/Ar\nwS8C/wv4H8FPBj8W/AjwQ4gSICPAdwL/Pvjm4EPB1wRfEXwp8MHgC4LPtQFjZ5oKTztsOm17YGDy\nJbHmkjRl+2Mg+CjqKI2TxLD1l8z45FjWf+0ERg7O+dj2A/9Vcmx2TLZtDPj/wJeu8Jt/ge9SaZlL\n8/Q8HzLX5BsYtlKz9nmPHYqy7dXEUW2sMKPD8w4bNhpHw9dS0fephuINsLrDs7nH0eDQ7bWTdX6m\nx7XgHG7kmk5KMqwIfh745+A7NPG4d72tyfQkjXNBy45B9fFe77BfIe6RUZJyD4fxDm87nOGwlic9\n2Lo7JzBy8FiGVpWmSdKM21a5f0eDH5CkEycm6c/vgVdX8gMGTmbA6IF88BH4vNUelyQ9+RZ4v2bv\nT6JE0ctJ2vZV8DPBZ2vCcUo/X88B/0PG+ocnJWtmSP1+fYcXHJq+zbUOnc4nPW81tHmoqnvunqov\ndc9txhrANcCv3TnTjFmA64gSCft6q3oRarGkJMzaREvwWxGNLj4ETC4bPk/9P2v4wp2v2x0/AGbb\nEw3nrkmRLrj4ovso8Evcb8g7HIjGFoHLiK8VyxFfIc+rMO9BwAru7JOMmBmmqz++GnAi7iu1NGjJ\nj9mPiF4wMhvvFCmsKBEG7kfmHIkkkoZlhxMlNWYFrgROc+e9HGKZnShF8St3RrV7/WWBrEO0DzcE\n9/w6DjFbADgPGAwcDtzWSDxmrEikkRd1r61DlKSEyA7EebI0MBq4Arijq3SmGXsC27mzbY3rewA4\nyp2ba/ldFcs9EljNne2TtnfOINom2t2d+5u0jhWBm4GlPUqalU8z4G7gPHcuLJtgwJ3Ambhf0Yw4\nRHqqqjNqLHqIWRv4FlGdYzrufkFzQ2tcX8moMeP7RBHBH7nz77LxswM3EQ/7g9w7tzBfVEkjfMOB\nA4E5iO4TL3KnZ3WxHA+c8cAJFLG1frNtiR4f9sb9xrzDgWnH/rfAbMDelc5bM5YFrnNnUczmIDLw\n5oLp5j8a93NbHbPkxGwAMAHYAfcH8g5HpCrxXHgW2BX38XmH09eZMRNwHLA30fvi5cB9eX/gMmNV\nope71d3Jr0tms3HAX3G/LKf1b01Ukb4YOBb3LxpfJH8B/uvO8Q0uZzCwE5FpsyBx/lwBPJhOu5hx\nC3COO/+ocR0HERkqezQSa2qZ3ySqI63hzktl43cgquq9RGzHVV65enl36zBgbLKMsyvMszrwL2Ap\ndz4pm7AVcaxXr2fdIr1FVRk1ZrYKUVrjW5Xmcfdqe5Bqm76QUZPcwI8AtnGnU4LPjLmIutW3AkcU\nPbPGjCWJlu73AO4lMhFuzjvBVDezYcDvgBVwL+Y2mG0EXEh8XTocn1YXvdCSRMB/gXUcOxr4Cvd9\ncg5L2s3s/4jquEcAd053ncUL8VrAlsCFuL+UuQyRdjJblngBH1yoUpZ9kBnLEaU4XyFKH7e99ExX\nzP4/e+cdLkV1/vHPCwhiQSyoiIq9Gztq1GAv2GvU2GuK3Rh7BWOs+WmMNbFHxRobWBF7r9i72LEE\nUVCxfH9/vHNh7969u7N3y+ze+36e5zwXZs6c887smZkz73kLhwGbAoMzm7+ZrYdnVVq67vMYs9Pw\nrLO7Ij1UnSbpA7wPLCnxcTXaTNpdDFfY7IBn1X0UpsxdDf8d51JehqkU7c4BvA4MUPmxcdpr8zLg\nU4kjCuybBg9zsQMu8xPA7uVeKzO2Bk4AlitmtWTG5bjS7Micjd2BD4C1kF4vp98g6EykVdQ8ia9u\nH4E/LCbn11EDppfszIoaM7rjCoANgCES7xWpOyswGri+0tWDWpCcyxDcemZ5XGlwgcS7mQpWDcwe\nBC5Aurpk3SzxNIPnAisBOzeLdYIZ/zmbAyYewD8GAysgfZu1TEGdcauag3ELvFnxFc27gTWB7XHX\nyBeBBYHV8FS0QZAdZsOA3kiHZi1KV8WMbsBBwJHA4cCljbiQlcj5AnCYRDZWr67wfhI4BemmOvY7\nELcIXxCpIwkX2mmWPwFrSmxbrTbz2jd8Lrt03q5XO+pSZMYI4CqJiueSOaESWluxFK47HfA3YBaJ\nndqpY8AMuW2ZMS2exn5viftK9FHQugezM4GJSMelOrEg6ISkVdRMBLaTdEftRaoenVVRkzw4rwJm\nBrbK9/ts55g5gQeAiyTOrLGIqTCjH25q/HvgM9x65rpyVxsaFrM1gMuARTP17S4Hs9/ifsr/BP7a\n6HKvb3cfdj3bDp2JCashPZO1PEHGmC2BrwKuAzyIm26/mOy9FXgZqc0KYhDUDbNuwNvAlkjPZy1O\nVyT5sDwfWA7YodXHYQNixo7AHyTWyFCIDYArgAORrq1TnycDMyAdWL0m6YUrEPaQeKBa7daaZAzs\nJDGkwnYKx4UpfswMuKvmNhKPF9h/Pj6XH4W/c2/GF14HSWyZso8TgP5STiYls+XwLLYLhuVh0FVJ\nq6h5AThZ0nUVd+gP+8OBxXFFw+e4eeAJkl4tcWx7JpfLSnoxf2NnVNQk1icP4v6je0mk9tU1Y+7k\n2DMkzqtQjmWA46BViveJwIkS7ZopJi+JQfhDfFNcq//PQm5bTY/ZSOAmpILBcBsWswG4VdNMuHXN\nGxlLVBizHpPo/dgwjlnsFI6aqWnd44L6YNYPD569C1LRFb4gqBlmqwMX4G4k8fFRZ5I5yJnAr4H1\nSlkUNAJm9MA/lPeQeDBDQVbAFwmfBfZDKrlIWEFfPYGxuOtL0W+D8prlcGA1ic2q1WY9MGN64CP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oGQlgBmBZ5RB9ISm0e93g5XuvQEPgDuB06RNDapMx/wDnCCkoBLZrYJcASwKB7TZgLwMDBM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\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AbVLyG/P0RYj74u+n5KcWhSXgHOB3wMn53zNT8u9Urfc0YsSnnfr7cdWMorDP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\ngiAIgqCL8P+Z8OoDRzat7wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d4d9110>"
      ]
     },
     "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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