cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_path_outside_10cm_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Outside 10cm (Scaled - Exhaustive)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* \n",
       " * Force prevention of output scroll toggle.\n",
       " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
       " */\n",
       "IPython.OutputArea.auto_scroll_threshold = 9999;"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "/* \n",
    " * Force prevention of output scroll toggle.\n",
    " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
    " */\n",
    "IPython.OutputArea.auto_scroll_threshold = 9999;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "# We have to add a reference to the parent folder in order to access the modules.\n",
    "import sys,os\n",
    "sys.path.insert(1, os.path.join(sys.path[0], '..'))\n",
    "\n",
    "import main as templ\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "from tse.tse_matchmethod import tse_match_methods\n",
    "from tse.tse_matchtype import TSEMatchType\n",
    "from tse.tse_datautils import TSEDataUtils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Calculate Displacement "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Saved variables results_dict to file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_path_outside_10cm_scaled_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_path_outside_10cm_scaled_exhaustive.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_23_03_15_11_07_04.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG1.JPG\", \"../../eval_data/motion_images/path_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG3.JPG\", \"../../eval_data/motion_images/path_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG5.JPG\", \"../../eval_data/motion_images/path_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG7.JPG\", \"../../eval_data/motion_images/path_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG9.JPG\", \"../../eval_data/motion_images/path_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG11.JPG\", \"../../eval_data/motion_images/path_10cm/IMG12.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG11.JPG\", \"../../eval_data/motion_images/path_10cm/IMG12.JPG\")\n",
    "              ]\n",
    "\n",
    "patch_sizes = [50, 100, 200]\n",
    "\n",
    "match_method1 = TSEMatchType(\"DistanceEuclidean\", tse_match_methods.DISTANCE_ED, None, \"r\", reverse_score=True)\n",
    "match_method2 = TSEMatchType(\"HistCorrel\", tse_match_methods.HIST, cv2.cv.CV_COMP_CORREL, \"b\")\n",
    "match_method3 = TSEMatchType(\"HistChiSqr\", tse_match_methods.HIST, cv2.cv.CV_COMP_CHISQR, \"g\", reverse_score=True)\n",
    "match_method4 = TSEMatchType(\"DistanceCorr\", tse_match_methods.DISTANCE, cv2.cv.CV_TM_CCORR_NORMED, \"y\")\n",
    "\n",
    "match_methods = [match_method1, match_method2, match_method3, match_method4]\n",
    "\n",
    "results_dict = templ.start_tests(image_pairs, patch_sizes, match_methods, config_file, exhaustive_search=True, use_scaling=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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HJO3e2f1oC0nPS9qrs/sRQgghhNDVRDDdIJUCTknHSLobwPb2tu9qoY7BkpZK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\niIhoU4LpiIiIiIg2/QPeLEhS++eSGQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113a0d490>"
      ]
     },
     "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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9SbzPQwghhI7R1v+5kZkOIYQQQgihlSKYDqstSU9o1VumL5YUY5lDCCGEUJMY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HP+3eagJUW5el27Zps0Hbi0d0B0OXCcKpelIUDbvFRrEPkv5tugN1vCLL0SEe6eyYL8BZz4ecxH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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12736f510>"
      ]
     },
     "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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Eubbvt/1ahe0cCfzG9uuF10zSycxIQgghhLBUU/VnZjSOJNteIotZbXoIPU0c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\nRoz8PwGXZke5ZG4NAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11339bfd0>"
      ]
     },
     "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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6CThE0jhgJ1JTkHLTgNPz/6cDB+QmIWZmZmZWRc8l050maQXgZFKN8Cfy4MXA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bxSs7nAHcBBLWuzRUQPOReQUVQKFbUs8GXguLz4SseJJnLehftNO06f5PlPF4I1+imkwcAY4L7Y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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105e10c90>"
      ]
     },
     "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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Sq903SROhHiiru6U4rc3ybN/p5EveLM/28yTr1B+Bd0g+mTu6ydf7ROAopVeth1bo3x7A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PAAAg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\nmZmZVciNaTMzMzOzCrkxbWZmZmZWof8H0mFVpLjYkTAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x126338750>"
      ]
     },
     "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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8OY9985G4h7qAeXF8xswP098kvIrLI5nlk4ABwO0SB5oxplnOmc1HOga4DOl2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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x126bff950>"
      ]
     },
     "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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gAeCvZtYdOB64S9JSad/JwPbpbcABwEWS1svUvQzQFegNHARcJqlbMUEkdQI2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\nu3oGFao3lPH9nmf9B/KOo8WVXDLe5hWb8232IE3C/VBWkm5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0pfC1cyG0R330EHqzcsrf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\nERGRLCiRFhERERHJghJpEREREZEs/D+4p26kafR3ZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1184a7110>"
      ]
     },
     "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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656TxsxLtkF1N57nnbSKoMQH4QpX5ZuQ+U/4zLl3wGbLngeyr1Lm2l/vIbMSD\nmjuJIM2HRGDyFuAA0vV1lXnHEMfxe2meq8kcl5npRqfPcTTxO31L2ldeI87pi2WmHQ7cl7bzOgXL\n2jct64ISn21cmnZTItBdCSROJjJ0hhfM85W0/veI4MAE4nqj8Dinh2OZCOyeTQQXKkGGq4FtCo7T\nRvyeVL2OIH5rup1rqO86pdoy1iIalH837QuXEA8MHyKCV9lpj0mfd9OC5VT7nVk3fQdvNfuY0Euv\nwfKqBEf6hZkt5LleCMxsT+IEuLm735TJqNnP3Sd0X4qIDGYpk2B94oZvak/TiwxVZtYBbOLuqvcv\nIk1j0b38jcA4dz+uH9c7jggOjfaSXZxL46Sqw68QWZJF7QeKSBP1axs1+SBNUqmvn+9Foql1nUWk\ntVI7GvlhXyWqTtyoII2IiIhIc5nZrBaN3meHDSOqElfaXxKRftYO3XNXGuh6LDf8BDM7nUhdvBk4\nyt0f7teSiUgzXWdmU4j6z9OIuuOfJ6pRHN7KgokMIHqoISIifTE/8Hxq/+8/wBxEG1SrEPdnv21h\n2USGrJYGalKL6ccB17v7fWnwNKJxw78RdeVXAn5ANEa4jrv/u3BhIjLQnEXUj98NmJuo634h8GN3\nzwduRaQ7p3sPaSIig4XOcf3jHaItn82BzxHtnj0LnERckynDWaQF+rWNmi4rjnqPHUTPC+t6lZ5t\n0rRLEo1iXenuexWMd6JbyooOd+9oaIFFRERERERERJqsJYEaM5uD6E3gs8Bm7v5IiXmuBj7l7isW\njHN3V/q3iIiIiIiIiAxo/V71ycyGE12+rQlsUSZIU5kVpT+KiIiIiIiIyCDWr70+pRbEzwdGA//n\n7neXnG9polGru5pXOhERERERERGR1urvjJpTgZ2B44H3zWz9zLjn3P0FM/sVMJ0IyrwBrAAcCXyc\n5hMRERERERERGZT6tY0aM3saWJri7kTHuftxZjYWOAj4NNETzOvADcCx7v5kleWqjRoRERERERER\nGfBa1utTIylQIyIiIiIiIiKDQb+2USMiIiIiIiIiItUpUCMiIiIiIiIi0iYUqBERERERERERaRMK\n1IiIiIiIiIiItAkFakRERERERERE2oQCNSIiIiIiIiIibUKBGhERERERERGRNqFAjYiIiIiIiIhI\nm1CgRkRERERERESkTShQIyIiIiIiIiLSJhSoERERERERERFpEwrUiIiIiIiIiIi0CQVqRERERERE\nRETahAJhQd4AAAAgAElEQVQ1IiIiIiIiIiJtQoEaEREREREREZE2oUCNiIiIiIiIiEibUKBGRERE\nRERERKRNKFAjIiIiIiIiItImFKgREREREREREWkTCtSIiIiIiIiIiLQJBWpERERERERERNqEAjUi\nIiIiIiIiIm1CgRoRERERERERkTahQI2IiIiIiIiISJtQoEZEREREREREpE0oUCMiIiIiIiIi0iYU\nqBERERERERERaRMK1IiIiIiIiIiItAkFakRERERERERE2oQCNSIiIiIiIiIibUKBGhERERERERGR\nNqFAjYiIiIiIiIhIm5i11QUQEZFBxGw8MAqYCozBfUqLSySD1VDc14biZxYRERmClFEjIiKNNArY\nDNgGOKPFZZHBbSjua0PxM4uIiAw5CtSIiEgjTU3v9wAHtrIgMugNxX1tKH5mERGRIcfcvdVl6DMz\nc3e3VpdDRGTIM5ufeNJ/oKplDCCtrFLT23U3a19r5+pFOr5ERESGBAVqREREhjqzDqJKDcBFuO86\nJNZdpN3KIyIiIkOOGhMWERGRVlap6bru1me0NHdbtP7ziYiISJtTRo2IiMhQ18oqNfl1tzqjpdnb\notWfT0RERNqeAjUiIiLSPswmEb0a3QNsOegyTgb75xMREZE+U6BGRERE2sdgbzB3sH8+ERER6TMF\nakRERERERERE2sSwVhdARERERERERESCen0SERGRTo3qlWgw9m7UjM80GLeTiIiI9IkyakRERCRr\nFNEr0TZEWyqtXk47acZnGozbSURERPpAGTUiIiKSNTW93wMc2AbLKcdsCWB14KPM6+Mqf+f/fx/3\n6SXWUv0z9T4zpn+3k4iIiLQ9NSYsIiIinRrVK1F/9W5kNhvwbeBw4J9EtvDw3GvWHoY5ESi5A7gd\nuAH39+v6TGYdRGYMwGWpLCMyU5yP+xN1LVNERESGJAVqREREZOAxM2AL4GTgSeBQ3P/by2UtAKwH\nbABsCqwGXAJMBO6gzMWS2SSi+tK9RJbM68CDaewiwBeAtXB/t1dlFBERkSFDgRoREekfajRVGsFs\nDmA34JvAXMB3cf9Lg9exJLAHsA+RoTMROBf352rMU8mMMSJb5ytdqlOZ/RGYDdirVOBHREREhiwF\nakREpH90rRpyEe67trA0MtCYLQN8A9gXuBs4BbgO9xlNXKcB6xIBm12A+4Fs1s5bwN+AW3H/ELNf\nABsCW3SrOmU2Vyr3ibhPbFqZRUREZMBToEZERPpHZ9WQe4AtlVEzhJXNropAyeZE9szGwNnAabj/\npwVlmR3YFlg4M3RRYLs0//3A4sBGuL9RZRkrAx3AZrg/2pgPMHPZylgTEREZJOoK1JjZMDovUF71\nZj7FqoMCNSIiA4AaTZWKnrKrzOYB9iICNB8T2TPn4/5ev5el3DIWIwJKHbi/0MO0+wLfATbG/c26\n11V9uR0oY01ERGRQGNbTBGa2rJn9xMzuAT4EXkyvD83sHjM73syWa3ZBRURkgHOfgvuuCtIItbu5\n/i7wDDAa+DqwKu7jmxKk6aksZbm/hPv5PQZpwlnAtcA1KSDVKOrmW0REZJComlFjURf8Z8BXgJeB\nfwAPAa+lSUYCqxJ1sRcjekc4wt2faXKZi8qqjBoREZGBolp2ldnhwNeArXGf3NKyNHedBpwGrARs\ng/vUHuYos0xlrImIiAwStQI17wFXExcSHV5lQouLjdHEU6/t3H3u5hS1OgVqREREBjizg4kqQZuU\nzEwZ2KI6+USinZsdcP+gtQUSERGRdlErULOauz9Y18J6MU8jKFAjIiLSQmbzAlsC6xEZtwsBCwC3\nAWf0mB1jNhY4lmhk9+mmlrWdmM0KnANsBdxCNDTcATzU1N6sREREpK2p1ycRERHpmdlCRPbshsAb\nwOvA28AGwPpEFembierSrwPvED0i7Q3cBfweuBb36ZllzgccB+wMfB73f/fTp+m7RvayZLYE0RDw\nZkSW8iJ0Ddz8S4EbERGRoaNUoMbMVnf3B2qM/4q7X9zQktVBgRoRkSaLXm1mA6al1wfAhwyGaL/U\nZvZp4DBgN+By4CpgPiJrZn6iW+rrcX+3yvxzArsCBxEBiDOACUQWyc+IatZH4v5a4fztqpm9LJkt\nTmfQZjOietStwN+JDKUPG7YuERERaTtlAzXTgO+7+29yw+ciuszc291naU4Re6ZAjYhIL5TNCDDb\nDPgrMAUYAcyeXrMSvQFmgzdl/v4gM6y3/3cd5/5xIzaJ5JitSwRSTgdOxf2lPi5vbSJgsyvwGHAw\n7nf3tZgtYTYJ2IboZWnLXKPIjcu2ieUtRgRs9gWGAzs1tGtvERERaStlAzXHA98DriOCMq+a2VrA\nBUSPT99w9/ObWtLa5VOgRkSkXmUyAsxmBx4Evof7Fblxw+gM3GQDOLWGVf4ekfu7r/87jQr69P3/\njwZFppHZ8kT1m/1x/2uDlz0HEWAbuNV5avWy1KxsG7NZgF8CWwPb4f5UQ5YrIiIibaV0GzVm9nng\nXGAY8CfgYCLdeYy3+EJBgRoRkV6olRHQOc1PgJVw36mfS1efaJS1kYGfnv6vNW4WmhcEqjfA1Lvq\naWaLArcDP8P9zLrnH+rKHFt9W/43gaOAHXG/s6HLFhERkZarqzFhM1sFuJdop+AeYCNvg3RzBWpE\nRHqhVkZAjP8scCOwGu7/6+fSDVyR9TCC/gsa1fp/OPARPQd2pgKTgSeAJ4kGfv+K+7jGbpwhIn9s\nNboqVKxjO6J772/QwnYCRUREpPHqyajZmrgg+AiYBOxH1Fsf6+6vN6uAZShQIyLSYBFs+AcwAffx\nrS6O9JKZEQ9XegrszA0sRwQTRhEZs98fFFW42kHzqkKtDvwF+B3wC31fIiIig8OsZSYys5OAbxEX\nA/u6+xtmdjFwDvAvM9vL3W9oYjlFRKR/fZtoKPgPrS6I9EHcuFeyZqR1pqb3e4ADG7ZU9wcw24Bo\n7PtTmH1DDWuLiIgMfGUbE34fOMzdT8sNH0l0sbmtu5cK+jSDMmpERBrIbE/gBGBTNVYq0gA9VTPs\n+/LnAS4G3iWqVqn7bhERkQGsbKBmFXd/uMb4b7r77xpasjooUCMi0iBmOxHVKDbH/dFWF0dESjIb\nQQRrAL6Cu7KoREREBqhhZSaqFaRJ40sFacxsZzO7wsyeNbOpZva4mf3UzObOTbeAmf3BzF41s3fN\n7PrUkLGIiDSL2bbA74FtugRpzMZj1oHZpJQZICLtJgIzOxNVFq9IXaCLiIjIAFRPY8ILEG0WbAAs\nAbwA3AGc5CXTeM3sDuB54PL0vgYwDngc2NDd3aLhw1uBpYHDgSnAkcDKwOru/kLBcpVRIyLSF2ab\nAJcCO3Tr7rdZDaGKSONFV/XnAB/jvleriyMiIiL1K1v1aTXgBmBe4E7gFWBRYH0ikLK5u/+rxHIW\nyvcQZdEWwtlpGTeZ2ZeIQM7n3P3mNM28wNPAee5+SMFyFagREekts5WJbrj3wP36gvGTgG2IhlC3\nbEobGyLSONFmzWRgLdwnt7YwIiIiUq+ygZqbicDMVu7+TGb4ssC1wMvuvlnx3D0ueyXgEWBPdz/f\nzP4IbOnuS+WmmwiMdvdlC5ahQI2IDG5m44luk6cSjYWWC5Z0ne8VYNkuyzBbkuiG+4e4n1tlGc1t\nCFVEGs/sRGAY7t9pdVFERESkPqXaqAHWAY7OBmkAPJ7SHAOs24cyVAI8j6X3lYGiNnEeBZY2szn7\nsC4RkYFqFHG+3IYImvRmvm27LCMCMNcAv68apAFwn4L7rgrSiAwopwD7EFnJIiIiMoCUDdS8AUyr\nMm4a8FpvVm5mnwCOA6539/vS4AWBN6uUAWCB3qxLRGSAm5re7wEO7OV8D2T+PhS4EugAftGA8olI\nO3F/Fvgb8LVWF0VERETqUzZQcxpwuOV6EEjZLYcTvYTUJfX0dCXRO8HYzKhyrRuLiAwtY4CLKGoj\npnavTJ3zwS7p7+2BicCzwCG4u3p2kqq67hsT23Y/0T5c5NfAIamBYRERERkgyv5wzwEsAzxj0ajk\ny0SbNdsSGTVzmtlxlYnd/ehaC0sBn78QbSVs5u7/y4x+k8iqyVswM75omeMy/3a4e0etMoiIDCgR\nnKnW21KlehNEtajO6fLzme0BXAy8A4zFfUaPy5ChLrtvvAosnP5ut/1E+3Ce+72YPQt8mQjSioiI\nyABQNlDzg8zfRV09HpX7v2qgxsyGA5cAawJbuPsjuUkeIZ785n0GeMbdpxaMw93HVVuniMggV65a\nlNksRC97w4FdcP+47mXIUJTdN6YAW9Ce+4n24WK/Bo7E7GLK9CAhIiIiLVeq6pO7D6vnVW05ZjYM\nOB8YDfyfu99dMNlVwCfMbNPMfPMCX0zjRESkq+rVoro6HFga2Bn3D3u5DBl6iqrPteN+on242F+I\nrORNe5pQRERE2kOp7rkbtjKz04inXMcDV+dGP+fuL5iZAbcBSxE3FVOAI4FVgNXc/YWC5ap7bhGR\nWszWInp4Wjs1MioiQ4XZXsB+wGbKqhEREWl/VQM1Zja7u1fr6alX85jZ08TT3KKgyjh3Py5NtwDw\nS+D/gNmB24HD3P2hKstVoEZEpJpo+P0+4Fjc/9Tq4sggZTaeaCdmKjBGWS1tJKo9PgL8P9yvb3Vx\nREREpLZagZr/EZkvE939vZoLMZsH2Af4vrt/otGF7IkCNSIiNZidCsyH+x6tLooMYmYddDbmexHu\nasy3nZjtChwGrK+sGhERkfZWqzHhQ4CfAz83s6uI6kgPA6+n8QsBqxJ1nrcDXgEObV5RRUSkLlGV\n9MvEOXr1FpdGBj815tveLiY6f9ieaLdGRERE2lTNNmrMbDai4cD9gQ3oHtiZDtwJnAlc6N0bp+wX\nyqgREUkiOLM5sANxQzYLsDvut7W0XDL4mc1PdIt9oKo9tZnOamnzEL2+rY77jNYWSkRERKop3Zhw\nqt60BrBoGvQycL+7v9OkspWmQI2ISGJ2AHAEcBbx1PwhVXMQGeK6Vkt7EzgA90taVyARERGppV97\nfWoWBWpERACz2YEnie637+rjstQwrMhAlT9+4QJgG6Ja2hRgY+BmYDcd2yIiIu1nWKsLICIiDXMA\ncH+fgzRhFPEEfhuiOouIDBz543cMcBGwJTAbMAewNTq2RURE2lKtxoRFRGSgMJsLOJK4MWsENQwr\nMnB1PX4jayZ64TKrjPsY+GH/F01ERER6oqpPIiKDgdkRwNq479Kg5alhWJGBqtbx2znuFWBO3L/W\n/wUUERGRWhSoEREZ6MzmJdqmGY37Y60ujogMAGbzAY8DX8T93lYXR0RERDqpjRoRkYHGbDxmHZhN\nSk/HDwWuU5BG+l33fVEGCve3gKOAkzHTwy4REZE2UipQY2Y3mtmKVcaNMrMbG1ssERGpIdtQ6FXA\nwcAxLS2RDFVqdHpgmwiMAL7c4nKIiIhIRtmMmtHAvFXGzZvGi4hI/6g0Bvo4sBKwA+5PtbA8MnSp\n0emBzH0G8BPge8qqERERaR+NqPr0SeDdBixHZEgwY7wZHWZMMmP+suOkfdXzvTXoOx4D3ACMBHZu\nUHfcIr3R2e2zGp0eqK4C5gM2bXVBREREJFTtntvMxgL7ZgadYWbv5CabE1iFuGEQkXIqVQUgqgrs\nWnKctK96vrdGfMdLAp8F9sT95l7ML9IY2W6fZWByn47ZL4EjAJ1PRERE2kCtjBoHpqcXwIyC1+vA\n7+ka0BGR2mpVFVA1goGpnu+tb9+x2ezAn4Dv4X5t3fOLiHR3LrAmZp9tdUFERESkZPfcZtYBHORt\n2qOIuueWgSRVdzkDONCdKWXH9XGd44lMjqnAmEYuW+r73mpOa9bleyqsSmJ20m1stMOm3PKcM0zf\n5wCi41DamtmRwFjgf9Q6B4mIiEjTlQrUtDsFakRqM6ODzuo2F7mrqkJbiqD4zO8J911z47cAJizG\ni8+8zGIbVabT9zkw6DiUtma2APAKndXiu5+DREREpF9UbaMmz8zmA7YFlgJmz4939+MaWC4RaSxV\nqapT07IfamfNVP+ezBYCzgL2fpnFvlN1un6gzJBe03Eo7cv9TcyeA5ZD+6iIiEhLla36tBHwV6JX\ngELu3ogepHpFGTUitTWrStVg1rTsh1pZM2Yzv6cuAZzoNvcSYDLu32n196nMkN5p9fcm0iOzlYAH\ngHVw/1eriyMiIjJUlQ3U3APMAuwPPOzuHzS7YPVQoEZEGs2MScA2xJPlLRuYUdNluaXagDD7DvBV\nYBPcpzWkHH3QtG0jIq1n9iNgNdx3bnVRREREhqqygZp3gV3d/ermF6l+CtTIUFBvdRMzDFgV2BLY\nFJiz6YUcXGYFPgl8j8ga+XjmmDKN/lZTLWum+vSfAy4A1sP92RLT975sJfXQILaqRYkMZGZzAI8B\nY3G/qdXFERERGYrKBmoeA45y98uaX6T6KVAjQ0GZ6iZmLAZsQQRntgDeBq4DbgLdMPfCMsDXgGWB\nCcAf3Hmmx0Z/G8VsKeBuYA/cbyg5T/+UrerqVS1KZMAz2xk4GlgT9497mlxEREQaq2xjwscC3zOz\nG9z9rWYWSESq6tYQqRmzAxsDWxHBmaWBG4ngzNHuPN2Ccg42E8xYhaj6+U8z7n6WJedZiuehmQ1u\nmo0g2qX5TekgTWh1g7WtXr+I9N2lwMHAAcDvW1wWERGRIadsRs25wCbAPMAdwBv5adx9r4aXriRl\n1EhftHNVjVzZDgJ+Qdz8rgAcRvTE9hARmLkOuLtLFR1pKDPmAHYeyasHncn+a3yLk3/3HEuf6s7k\nzDSN2Z/MfgcsDuxMmRN153z1Va1qsHoazM1tq1eIzKW2OA7b+bwg0i/MVgX+DqyE++utLo6IiMhQ\nUjZQMxlwoBIMyc5kgLv7cg0vXUkK1EhftHNVjXzZiLZKDgeWBH4DnO3Om60p3dBmxmeILJs9gXuB\na4B/A+OA9dJkvdufzHYCTiSqHQzaAEFu/34VWDj93fLjsJ3PCyL9xuwkYCngK3UFjEVERKRPSlV9\ncvdlm1wOkVZq56oalbLdC3wAnEAEAi5T5kxrufMo8G0zfgB8GdgQ2B5YLU3yKHBg3ZkZZp8ETgO2\nG8xBmiR77E0h2lVql+Ow1Hkh//0SWW/KxJHB4kgik/og8lWg+qHhchERkaGqVEZNu1NGjfRFPVU1\n+lsq20RgEaJqyJ7uvNPSQklN6Tu7CvgMsCPwY8pmZpjNBtwG/An3k5pc1JbLHntpUNsch2XPCwVZ\nb4uiTBwZTMyWB24HtsD9gczwDlrYcLmIiMhgNqzshGY2t5kdYmaXmtlNFj/cmNluZrZi84oo0lzu\nTHFn13a4OSwwClgduAH4soI07S/tT5sCuwGXAXOkUbUzRcyMyMZ4kajWNuhlj712Ow7rKE8+86ad\nM/RE6uf+JPAt4CLM5smM0b4uIiLSJGXbqFkKuBn4BNEGwyrA2u5+n0Xq6zB336+pJa1dPmXUyKBi\nxorAcUQj3oe4c1GLiyS9YMZmRO8pbwP/AuYF5qdrkPzxdbnrjLtY/+uTWWbzDbjj8ZdY/G1UbaZt\n1Kq+ls+8aecMPZFCZaswmT0GLADcR1TzgxY2XC4iIjKYlQ3UXEQEZ7YFngc+pDNQsztwjLuPampJ\na5dPgRoZFFI30IcBXwR+BZziznutLZX0hRmrE+3XvJ5ebwLTK6N344Ixx3PUoXey/mv78Yc3pjLX\nZ9I4VZtpE2pYWAa1slWYzG4hHh7Unk5ERET6rFRjwkQDjwe6+2Qzy8/zApFpIyK9YMYIojHag4BP\nA+OB5fU0fnBw5wHggcKRZjsC+0xjxF5j+NPHwFlpzICtSmDGgsD6RHBqA6Lq3svAE+n1Ip09B34M\n/MWdZ1pQ1Hp0qeJhxqeIRqNHpdfsdH6+x4AH3Bn4DcDJUFG2CtO76f194BtNLZGIiMgQVzZQMxuR\nul9kPlDvMyL1MmNZ4ADga8DDwMnAle581MpyST8xW4aoNrDN7D7tXgfMuBf4Z3q91fhV1tkDVbll\nLkA0mrwxEZj5BHA30VPMr4D7gZHACmndy2Rmnwc41ozrgV+5c09fy9NbPWybMcR3dRTwa2A74C6i\nKvAdwLQ075eA44G7zDgA+GWNZYq0i8r+3VMVpsp0iwNfBU6dOUY9QImIiDRU2apPdwIPu/t+KaMm\nW/XpNGAFd/98k8taq3yq+iRtLWXNLE/nzerGRNbBOcDp7vy7hcWT/mY2C9FA9DW4/7zrKOYHriUC\nHAe7M6Nxq21MFR4zZgW2BPZJ79cBNxJBi4fdZ1btKrOseYH9gEOIgMfLRBWxV4CT3Hm8N2WsV61t\nk47f/YFjiGP2WPfihxdmzAGcBGxOBNvWKlqmyIBltirwd2Al3F9PwzpQD1AiIiINUzZQ82XgEmAC\ncAHxA703ceN5JLCDu1/TxHL2VD4FaqRtmbEMcVP+EfEE/gngQeBy95kp5zKUmH2PaPPr87h3C2qY\nMQ8wiahi8HtgkjsfVl9cuUwZMyYB2xBVsb4BDAemAE8Cv+1pGWasTARndgeeIbqO/zPRW1W1xnaz\nZXsFWLbKdLMCKwILpdfKwP8D9nLn2mqfvbfbomC+yra5h9jm+wFLprKMAG4hGvZ+pOTyvgqcTWSk\n3gNsqYwaGTTMIpvG/eD0f/b42ZLcOUEZNiIiIvUpFagBMLOvAz8nUtUr3gEOd/fxTShbaQrUSLtK\nbVncQFTrOKXV5ZE2YLYmkTGzDu5V22ZJmRlfJYLinyECIneS2kJx76waVTZTxoxvEgGZ14FXgTeA\nBYFPAkYEJCACKg/nZh+ZXucAZ2czXXrIRsmOexVYuKdyZubdGLgYOJHIrunxB6u3WUMpk+kqoleu\nD4he1x4mttU7vWlzxox1gFuBLdy5td75RdqW2UJEe0xfwP1fmM3s7Qz3KcqwERER6ZvSgRoAM5ub\naINgEeLi9XZ3r9Z2Tb9RoEbakRkrENlnP3anpcFMaRNmsxHZLD/B/YLys/FJImizKp0N2D4I7OjO\nK7lskMLMDTPGEAGPz7nzRG7cLMS+OprI+joCuvU2NhW4u6haU63158ZNIRqnL51hkjLSriSCPP8C\nnkuv59P7y+5MN8OINtMuT5/jIaL9p9eBZ92L21IzY2Gi7Y19iOyXHwJXNKoxYDP2IDJP13bn/UYs\nU6QtmB1IHDcbd8sMzGfYKKNGRESkLnUFatqVAjXSCvkqFsBewJqZSbYAjnJnYv+XTlqmVqOaZocS\nNy3b1r/YbvvbYcBuwFZEZswZadj/I55knwmcD5xC9MC0PDDanTuqLH/mE/F6q+jUmjc7Lg0qtY7c\n590P2BRYmqiOtFTmtQDR2P18RFWxN9Owl4iHCrMTVbz+CzxObKuKhYGNgL8Q1bhuKtMmUD3Vq1IA\n6U9EQOmQnpYtMmCYDQNuBv6M++9y47pm2IiIiEhd6qn6NJzIplmSuPDtwt0nNLZo5SlQI62Qq2Jx\nE3EjfDSdXQ//x53bWlA0aaVqKf9mCxDZKp/DvVQ7J10X271KjxkHAT8Ctgc+RfSydAvRptjXiS6k\npxM9Mc2cr/4P1f/qqM41gqiu9Ga+HZ/cMq4FxhMBnYr3gL9Vaxi4r2XLTL8AkQG1vzt/q2ddIm3N\nbCWiet8auD/X6uKIiIgMFqW657ZoU+EKIkhTTcsCNSItUmkI+F5gMeDb7lzSwvJIe6jsF/fQmUUC\nUaXm8t4Eaaot153TzHiJCM48Bezhzi1puivMWIXIFikqT7urth27cOcDoqeonpaxWwMb8y1Vtgp3\n3jRjH+BcMz7r3iWrR2Tgcn8Ms1OAUzH7EoMhTVtERKQNlO316W5gLuD7xBPhbr2PuPvkRheuLGXU\nSCtkqnQ8BGwCbF1p16K3Pc/Uuf6mr0N6oSjl3+xTwF3AyrhXCyrkl9Pl+7XYtapVL1qYyCjp1g5L\nX6o0tVKuylTVXqXKLqORn723y03H7BvufL9RZRFpObMRwH3AONwvbnVxREREBoOygZr3gF3c/erm\nF6l+CtRIq5ixJNE47AbuPJkZ3kEvep6pc91NX4c0iNlFwIO4H1/HPB2o1xRg8Ozr6XzxILCyOy+1\nujwiDWO2IXApsCHuT7e6OCIiIgPdsJLT/YfIqBGRrk4CTnXnSTPGm9GRermpZJ01s7pJXdUvhhSz\n8Zh1YDYpZbi0sixXATsAm9RZFn2/nRq+LbLHa8qQaTp3ngfOA2XUyCDjfjtwPHAtZiNbXRwREZGB\nrmxGzfbACcD27v5M00tVJ2XUSCuY8UXgN8Aq7ryfe+p/OfARTaxuMlCrtPSLdshGMZsFOJQ4dw6v\nuyzqNWWmZuzrrcrSMWMx4BFgtRS4ERk8zE4ARgOb4z61h6lFRESkinp6fToJOJhoo+bN7CjA3X3T\nxhevHAVqpL+ZsRTRiPBOlZ6dUibNNsRT/y0VPGkhsy7fRb8HOsyWJ7p7/ojoBWx0y8oihVp5vJrx\nc2Bedw7qr3WK9AszA84melfbCfdu7WaJiIhIz0pVfTKz7wOHAFOAd4AZmdf09BIZdPLVI9L/NxPt\nTJye6357DHARCtK0g5nfRQuCNJ8E7gD+DHwe2LFlZelB2eo/ragmVFYfytbK4/UXwFgz7mzHbSrS\na/H0bz9gTuDIFpdGRERkwCpb9eklonvug9297YIyyqiRZslXjwAWZRA0aipNZPZn4CHcf9LqovSk\nbPWfdm7Mt53LVosZk4Fl0r8DptwipUTA+m5gBdxfb3VxREREBpqyjQnPCVzUjkEakSbLN2I6Z/r/\nftTAq+SZbQBsCPy6dUWoK8OkbCO97dywcTuXrZYn0vtjwIHtnLUkUjf3p4heoL7b6qKIiIgMRGUz\nai4B7vd6upbtR8qokWZJN0znA7cBWwBrAfcBO6p6k3QRbTPcDpyO+9mtK0b5DJOyjfS2c8PV7Vy2\nWlK5JwHzAGsAf2cAZgaJVGW2FPAA8BncX251cURERAaSsoGaDYmGMc8BrqFrY8IAeDw9aQkFaqRZ\nzBRQCE0AACAASURBVPgOcARwFfBX4O/uvNfaUklbMvsK0SbD2rjPaF0x1Kj1QGGGEQGaq4Ct0Pcm\ng43ZycDHuB/W6qKIiIgMJGUDNT3ddLi7z9KYItVPgRppBjM+DdwJrOPO060uj7QxsxHAo8B+uN/U\n2qIMzAyT/mDGeGAUUV1qTDtsHzNWBG4FNgaOQ9+bDCZmixPd0X8W9xdaXRwREZGBomygZp+epnH3\niQ0oT68oUCONlnnSPcmdX7W6PNKmzJYANgB2BubCfYcWl0hqaNeGh834KbCsO2NaXRaRhjP7BTA3\n7t9odVFEREQGilKBmnanQI00mhljgYOB9d35uNXlkTZj9gngJmBBoivuO4AJuL/U0nJJTe1aLcyM\nOYmMrDHu3N7q8og0lNlIogH+p4GzgYtxf7u1hRIREWlvdQVqzGwY8BlgIeCf7v5uswpWDwVqpJHM\nWBR4CNjKnftbXR5pQ2bHAwsABzMYot1DRDtXCzPjUGBtd/ZodVlEGspsPLACMBfwElHN70jcT2tp\nuURERNpY6UCNmX0TOIYI0jiwjrvfZ2ZXADe6+8nNK2aPZVOgRhrCjOHAhcB/3Tmi1eWRNmQ2B/AM\nsBHuT7a6ODI4mLEQ8F9gOffuDfaLDFhmHWSqHAJHEe2/baBzqIiISLFhZSYys/2B3wCXA7sA2aDI\nbcBOjS+aSP8yY1XgbmAdYH0zJqUn8I1Y9ngzOhq5zEHBbDxmHZhNwqy+7dKXefu2/N2Aexpxg1Fr\nv9A+M7S48zrRq6IyamSwmZre7wEOxP0/wPHAeMz0kE1ERKRAqUANcBjwa3c/ALgiN+5xYMWGlkqk\nH5kxqxlHATcAJwNPAZsQbVmc0aDVjCKeKDZymYNBX7ZLs7dp9+XHTcW3gN82bR3lxsngdCawf2rM\nXGSwGENk0myJe6XK4cnA3MC+LSuViIhIGysbqFkOuLbKuPdAT3tlYEpVnS4FPges6c5Z5J/+NUYz\nljkY9GW7NHubFi1/U2AEcH0T11FmnAxOHcCcRFafyODgPgX3XTNBGnCfDuwHnIDZYi0rm4iISJsq\nG6h5jQjWFBkFvNCY4oj0HzNmAc4FZgG2dee5NGrm078GNjjajGUOBkVPWvtj3t4u/1vAyQ1sQLjW\nfqF9ZohxZwbwB+BsVXuTQc/9QWACjctQFBERGTRKNSZsZqcDWwObA5OBj4C1geeAW4FJ7n5Y84rZ\nY/nUmLDUxYxhxA3RMsB2/v/Zu+8wuerqj+PvDwkdpYmIIFIkCEgApQvSJNI7glEQlCIKIvIDBSw0\nEVCaFEkQAUHEoFQNHRaQjhRFikoRQToECKHn/P743k1mJzuzd+qdmf28nmef7O69c+/Zze7M3XPP\nOd/grYJDsk4nLQbcDSxGh6x4Z71HYiHgSWBk9qkJEexQYEhmrZOGsz8EfJmIW4oOx8zMrFPkTdQs\nQBoavChpUv86wC3AMsDzwJrRmjvauThRY7WSOImUbPxCBP6j22YkLQocDsySfeYTwE1E/F9xQdlw\nIPEssCCp7c0VVdbbpD2A7YgYU3QoZmZmnSJX61NEvEDqmT+K9EfLo6S7fScDqxeZpDHLo2wFnd2A\nMaR2Jydp2q3VqzU1gzQbcBHwEvCn7O11YLWOjtt6xT7AyzhJY8PDqsDnkG5t2nNrN7zOmJmZVZGr\noqbTuaLGhiLRR6oEA3gbWDOCe4qLaBiT+pj+fzGBiM5q60grO51JGur6pWnzaDo9busZEiNJrcXr\nRvBI0fGYtVQrnlv9fG1mZl0uV0WNpKUlrVth2zqSlmpqVGbN17+CzuvAT52kKVTnrGYkfQhpJ6QP\nZR+PBx4Gtgf2Lxsa3Py4fdfXBhHBe8DvgC8XHYsNc614jprxmP3Pre8A45pyjk56nTEzM6tD3hk1\nVwD/iEFmM0j6GbBMRGzWgvhycUWNDSVbOeVGUqJmnQjeLzik4StdmI8D9qy6WpM0F/AT4KdEPNuC\nOEaSltmeA1gauB5YnjSLBsrvwuaNu7YY+vBdXxuExKeBPwBLRtD9pa/WndpR7ZISKeOAO4H1idi0\nCedo/vO1mZlZG+VdnvszpNWdBnMTqb/YrJMtDiwEjHWSpmARk4jYYYgkjUircq0P3Ii0cAsiOZqs\nDY60+tdEmLYU8ox3YfPEXTvf9bVK7gXeJP18mhWlFc9RA4/Z/9wKpwCjkVZp+Ayteb42MzNrm7yJ\nmg+QLhgH8y4wd3PCMcuvbEDwPFW2zUu6s3ZgBE8WE+0wM7C0/ew6Sue/AyxFusM6Evgn0oVNK8GX\ndgC2AcYS8T4RrxLxq+ycE4AxbbrAH9vm81mXyKpozgN2KjoWG9Za8Rw1+DEj3gYOA36L9MkmncvM\nzKwr5W19ehD4U0QcOMi2Y4CtImLpFsSXi1ufhqeyAcETItihwrY7gSANEJ7azhiHrYGl7S8AC2Tv\nD106n+ZhXQCsBpxTcpypTE8u11+CL30KuIH0R8K9dR3DrA0kFiVV1nw0greLjsesLaSvkSoedybi\nyqLDMTMzK0LeippzgP0k7S1pVgBJs0naG9gv256LpEUknSzpNklTJE2VtGjZPotlnx/s7YN5z2U9\nr1pJdv+2vwKLAt92kqatSv9v7it5v3rpvDQKOB/YiYj/lB3n4ez9qaSlXK9D2jprk6p2zKWQjswq\ncu4H7iANCnaSxjpaVgH4d2CTomMxa5uIX5MqHs9C2n/I53gzM7MelLeiZiTpDvc2pMqEl4H5AAF/\nBHaMiFxzPzT9bvndpJaGMcBiEfFkyT6LAY8BRwGXlR3i7ogY8Ae3K2qGp6zdaRywZwSTKmx7Bpg7\ngl0LCHH4Kh3kmAw+1FGaCdgdWI80i2MO4DAiTq5ynG8Ac5FmY/2A1H55CHDtgFWa0rH3AX5IWm77\nPuAR4F9EvN7MLzdbLWoUKbE01m1M1iwSXwc2jWCbomMxa7mBz6UHkq4XzyXimELjMjMza7NciZpp\nO0vrkxIr8wMvAldFRF9NJ8yyKtn7uwHjqZyo2S3SnZWhjulEjc1AYingNuBTETR/1SBrnPQtYA/g\neNL/1b+o7UlpJmA74AjSYOC/ALeSnj9+SkoG70LEv5ob+Axx9OHVm6wFsqTzf4DFI3i56HjMWmrG\nFaG+S3pO/wER5xYVlpmZWbuNrGXniLietIRt3aKWP8JSxY5ZzSQEnAAcM1iSRmJABUR5RY61gbQE\ncCiwFhGP1HWMVF03AekiYGVgDWBLYAVS9c2JlFf7tab6xas3WUtEMEnialJCcnzR8Zi12IwrQkkb\nAzcgPUfE1QXGZmZm1jZ5Z9QU5aeS3pU0SdKlSkNAzaqSmA+4hNSe94sKu40i3bXbmPQHvbVTqoQ5\nCzi67iRNqYj3iLidiBOI2J6IUUQcN0OSJmnF/71Xb7JW+h3gKi0bDmZ8Lo14ENiWtBrUpwuMzczM\nrG1yJ2ok7SnpvpIBwFMlvd//b5Pjeov0B9QewLrA/wHLA7dKKmx1Ket8EmsA9wCPAutWWSnFFRDF\n+hapou/EAs7d/P/7iElE7OAkjbXIFcCnJRYqOhCzlqr0XBrxF9I14RVIaxUSm5mZWRvlStRI2hk4\nmfSHzWzAr4FzgddJfxAf3sygIuLZiNgrIi6JiFsi4lfA50iDjA9p5rmsu0iMl+iTmJjNbijdtiOp\nkmbfCL4bwTtVDjXtrp3bntpMWhL4MbBrhYqXVnP1i3Wbk0gzmK4tf94zGzYiLgZ2Ai5G2jr346Tx\nSH1IE7MB9fm2mZmZFSjvjJrvkAZzHgF8HTgtIu6RNC9wI/BSi+KbJiKekvQX0kovM5B0aMmHfbUO\nObau0d+2AqnqqrQdYH9gpwiG7GHPkjNuJWg3aVngUuBQIv5ZSAwpOeP/e+smo4AFs7fy5z2z4SPi\naqQvAH9C+ggRv8zxqGrXDdW2mZmZFSZvomYpUkJmavY2C0BEvCLpSOAnwCktiXAgkapqZhARh7bh\n/Fa8QdtWJD4GLAHcUERQloO0KWkuzQFEnFN0OGZdpP957z3SDROz4WfgIPhNgPOR9gMuz95uIeLd\nQR5Zrd3VbdBmZtaR8s6oeRMYGWmFlWeBJUu2TQYWbnZg5SQtCqwF3NHqc1lHq9SytAXw5wgGu0iz\nIklCOpC0Ys2WTtKY1az/ee98YKOCYzErSukg+IOA5YAdgdeAnwN/QxrserRau6tbYc3MrCMpz2rZ\nkq4HLoqIUyT9jjTYdw/S3b1TgRERkXsSv6Ttsnc3IN3B+CbwIvB8RNwk6TjgfVJS5mVgadKL8geA\n1SLiX2XHi4jwUt7DWLZ87bgI/lh0LFZCmg04A1gW2IqI/xYckVnXktgAOCaClYuOxaztpImkJM1d\nDJZYkb4H7A5sQMR/2h+gmZlZ8+RN1OwILBERR0laCrgGWDTb/BqwdUTkbjmRNLXkwyC1NEGaLbO+\npF2BvYBPAHORZuBcBxxWnqTJjudEzTCWDdd8EvhoBJOLjscy0keBi4EnSIODp1R/AOWl7WNbfoez\n3ecza4DECOBpYO0IZngtNOtpadjvOGDPis/V0ndIcxXXJ+KxNkZnZmbWVLkSNTM8SJoLWAOYA7gl\nIl5sdmA1xuNEzTAm8SVgbASbFx2LZaQ1gd8DpwNHkfeJRupj+mDHCUS0drBju89n1iCJk4HnIjiy\n6FjMOpK0F3AwsDYRTxQcjZmZWV3yDhMeICImk6pqzDrBVqRlua1o0jKkYadrAt8kotb/l3YPdvQg\nSes2F5ASoE7UmA0m4pdIcwK/R1qbiHeKDsnMzKxWFStqsuG9uUXEk02JqA6uqOluEgPaT8qGBA/1\n2FmB54ClI3iuRSHaUNJF8SnApsDPgFNztTrNeJyhS9sHf1x9LUz1ns+sIBIzAU8B60ZQzBL3Zp1O\nEnAZ8DARBxQdjpmZWa2qJWqmDrphcBERI5oTUu2cqOluEn2UtJ9EkLv9RGIj4AcRrNWK2Cwn6UfA\nqsCXiXi1gPP34RYmGyYkTgP+E8ExRcdi1rGk+YF7gb2I+HPR4ZiZmdWiWuvT19oWhQ13jbSfuO2p\naNICwLeBVQtJ0iRuYbLh5CJS65MTNdbbqlVLDlVJGfES0ljgD0grE/FUrseZmZl1gLqGCXcaV9R0\nt2zVpnHAnjW2PfW3AKzjFVAKJJ0IjCBinwJjcAuTDRsSMwPPAqMjeLroeMxaplq1ZN5KSukgYDfg\nT8BtwL7A6kM+zszMrEA1J2qUltxdGHg6Iv7Xkqhq5ETN8CSxE7B3BKsVHcuwJS0G/BVYlgjPCDJr\nE4lzgDsjOLXoWMxaRpoIbEyqlhxTVlFTedvAY4g04P6zpBVLNwVmHvJxZmZmBcqdqJH0VeAwoHTI\n8H+AH0XEuS2ILTcnaoYfiXmBB4EtI7iz6HiGLek3wOPAQriU3KxtJLYC9olgg6JjMWuZatWS9Q+f\nH0WaXbM3EWc1L1gzM7PmyZWokbQ38AvgWuD3pFV2FgR2BDYAvh0Rp7QwzqHic6JmmJE4FRgRwTeK\njmXYkkYDV5MSNJfhYb5mbSMxB/AMsEQELxUdj1lXkVYgXdNuQsRdRYdjZmZWLm+i5nGgLyJ2HWTb\n2cA6EbF488PLx4ma4UXiM8CfgWUjeLnoeIalVEo+EbiSiJNyl6CbWdNI/BG4PIKzi47FrOtIWwGn\nAKtPGzRsZmbWIWbKud9HgN9V2Pa7bLtZy0mMAH4JfN9JmkJtBawGbJMlafYCJuAkjVk7XQRsXXQQ\nZl0p4hLgZOBypLmLDsfMzKxU3kTNA8AnKmz7BPD35oRjNqTdgLeB3xQdyLAlzQWcRJpR9TlSJc2x\nROzgJI1ZW/0ZWE9irqIDMetSxwI3AxOz1zYzM7OOkDdRsy/wfUlflDQCQNIISTsABwLfblWAw5HE\neIk+iYkS85R/XHR8RZGYBfgBsF8EU4uOZxj7IXAjaT4GpHanPYsLx2x4imAScCuwUdGxmHWl1P//\nHeBh4FKk2SvuK41H6kOamA0yNjMza5m8M2r+C3wQ+ADwHjAJmBcYAbwOvAYEICAiYtEKh2qJXptR\nI9FH6WDWNLh52scRDMtBrRI7AztH8PmiYxm2pOWAPmB54C3qWXHDzJpGYh9gxQi+XnQsZl0r3YQ8\nj3StuzUR7wyyTx8emm9mZm0yMud+19VwzHzrfVs1U7J/+ysVzi/7eNiREKl667tFxzJspQHCpwKH\nEvFs9llfqJoV60rg+xKK8OuvWV0i3kfamXRz7FKk7YmYXLZX+bWZmZlZy+SqqOl0PVhRMw9ZpUIE\nk8o/Lja69pIYT1r+eU5gNmB0pT9GSvadAowdbt+rppAGfA9J/fv9H/8B2BtYhYj3C4vRzKbJnvd2\nIv3xuIWf98waIJ0BbAbMDnyGiEdLtk27FnMVqZmZtVpDiRpJ80fES02Mp944eipRY9OVtYHdHsEa\nOfcdti1iDSkv7R7YdvcGsCkRNxYQmZkNws97Zk008DVwMrACEY8VF5CZmQ1XuYYJS9pD0gElHy8v\n6WngBUl/leTlua1V+kuN3wE2z7mvy5LrV/497P/4v8CNTtKYdZz+39HX8POeWaNKXwN/DNyANFuB\n8ZiZ2TCVd9WnvUmDQ/sdD7xCmpQ/N3BEk+OyFuuilaTGAk8BP4rgxRz7TgDGuPy/BqUrWcBeZN/D\nrLR7LHAJMAewX4FRmhmDPnePBS4ivZ6/W2x0ZgVp3opM064jiDge+Buwc1NiNDMzq0HeVZ9eBbaN\niGuVXgCfB7aOiD9LGgsc3e6Vnsric+tTjbqlXF5iWdJS0ItF8EbR8fSkoVaykE4GIGKftsZlZjOo\n9NwtcSNwTAQTi4rNrDCtWpFJWhs4E1jGs9nMzKyd8lbUzARMzd5fK/v3huzfp4APNzMoa4uObxPK\nVno6ETjSSZqWqvyzIC0N7Agc1uaYmqd5d1rNOkGl39crgS+0PxyzjtCqa5q/AC8BWzbxmJX59crM\nzDJ5EzX/Jk3Bh7Qc760R0f+iuBDwcrMDs5brhjahzYFFgNOKDqTHlZZ6l/8sHAUcS8RQbWedbBTp\nTuvGpBU7zLpZpefuq3Cixoavaq9j9Utl58cC30NqR+W2X6/MzAzI3/o0FjgXmATMC2wfEX/Mtp0O\nLBYRG7Uy0CHic+tTj5GYFfgH8M0Iri46nmFJWhK4Hfg40xOz3SfN3tmYdKe1uRfxZh1CYibgGWC1\nCJ4oOByz3iGNAB4Edifiphafy69XZmYG5KyoiYjzSRn+nwLr9idpMs8Dv2hBbF2pi4b0drr9gH84\nSVOovYEzuzpJk7TmTqtZB4lgKnA1rqoxa640m+bnwIFtOJtfr8zMDMhZUdPpOqmipluG9HYyiY+S\nVlpYLYJHi45nWJI+ADwBrETEkwVHY2Y5SHwF2DaCrYuOxaynpCW6Hwc2JOKBosMxM7PeN7LSBkmL\nAs9GxDvZ+1WF/5jr1/FDejtZNkD4eOAMJ2kK9VXgeidpzLrK1cApErNE8E7RwZj1jIi3kH4GnIi0\nIb1wl9PMzDpaxYoaSVOB1SPizuz9aiIiRjQ9upw6rKJmHtIAuD07eEhvx5LYFTgOeACYDIz197HN\npJmAh4CvE/GXosMxs/wkbgN+7LZRsyaTRgK3AGcRcXrR4ZiZWW+rWFEDfA14rOR9yyFLKjTU7iQx\nEphpuN0RlViWtLrCv4G1s0+Po8Hvp9XsC8AbpAtSM+sul5KWEnaixqyZIt5D2hW4EelKIp4oOiQz\nM+tdnlFTkKzF50PZ2/zAh4FPA2sCKwMvAZ+N4H+FBdlGEnMAd5LanrajZNUDV9S0mXQFcAER55R9\nfjxp6dApwFgPOjTrPFnC+ypg0Qi6/wXerNNIB5JuaGxIxFAV5808r1+DzcyGkdyJGqV2iPmBAF6O\ndr44DaFbEjUSswHrA5tlb3MBLwAvZm/3A7cCdwDfAHYEPhfBq4UE3EYSvwJmBXYG5sbtY8WQVgEu\nBxYj4q2ybX2UDMomwpVOZh0muwnwT2CHCO4pOh6znpOW674F+A0Rp7XxvH34NdjMbNio1voEgKRt\ngO8AqwKzZJ9+W9LtwAkRcVkL4+sZ2V3Oa4FHSX8IfwF4uNIdT4mjgUWAiyQ2ieDtQfYZCWwO3BXB\nUy0LvsUk1gXWBVbKvh8Nt49ZjSSRWhyPBvaaIUmTeFC2WYeLIKRp7U9O1Jg1W8T7SLsANyM9RsSV\nbTqzX4PNzIaRqhU1kn4CHAQ8B1wPPAkI+BjweWAB4IiI+HHrQ62s0ytqJD4B9AHfj+C87HMDS1jT\nbJZpH0cwSWIEcCHwFrBHBJNLHvdBYE5S69ScwO3AVt1YgSJxLnB3BCcVHcuwJM0FnA6sCHyRiAcr\n7DdtULZLrs06l8TawMkRrFh0LGY9S/oscBHwf0Sc24bz+TXYzGwYqbbq0+qkNpyTgAMj4t2y7bOQ\nkgv7AGtExJ0tjrWiTk7USCwK3AQcFcH4ks/3UVrCCguWfhyRKkokZgd+T0qMvQLMAcyT7XcTqRWt\n/3FXRLBJy76YFpD4ICkBuFQELxQdz7AjjSINH70F+DYRU4Z4hJl1uKza8hlg5Qj+U3Q8Zj1LWga4\nAjgN+JmX7TYzs2aZqcq23YDbImK/8iQNQES8A+xHquTYvUXxdRyJ8RJ9EhOzpbir7Xsu8DCpSmZC\n2ebyEtZBS1ojeDOCLUjzbNYgzR7o32/Lksc9DqwjcWee2DrIdsCNhSZppPFIfUgTsztW3aHRuKUx\nwM3A8UTs5iSNWW+I4D3gz8AWRcdi1tMiHgI+C3wFGIc0e9OO3a3XJmZm1hTVEjVrQGrTqSTSnYPz\nSC9Sw8UoUgXLxqQS1EFlAx03AWYHlhlk37Gk5E3/qkblHw8QwdQIniTNthnscZ8mVaasksV2ZgNf\nYzt9FThnyL1aK9f/aQeqL25JSN8hfd+3I+KM1oRnZgXqn1NjZq0U8TSwFqkl/basUrUZuvXaxMzM\nmqBaomZhUjXIUB4hDb0dLvIOc9sRmLnSvhFMimCH/qRM+ceVDPG4x7PdXgLWlthfYtaavro2klgc\nWBb4U8GhdOuAvtriluZF+gapCm5XYA0ibm5deGZWoKuBVbuoutKse0W8BnyJNO/tFqQvZ0P6G9Gt\n1yZmZtYE1RI1HwDeyHGMKaRhtsNF1coXAIn5geOBrUv3raVtqsHYPkFaBnxT4IQWnKdZdgYuiOCd\nguOY9n/aZQP68sUtzYT0K+AJYD3gUOAzRDzR+hDNrF1KX2NINwpuIt2NN7Na1dp6FBFEnA5sCBwM\n3Ii0VtkxNeBY1c/RrdcmZmbWBNWGCU8FVh9qSLCk1UizbKolfVqq04YJS5wFvB7Bt8s+38cgA4Nb\nGMe8wD+A7SO4pZXnqlXWGvZvYIcI7i46np4mfYt0p29zIl4pOhwza41BhtRfC2wQwY6FBWXWraQ+\nSn+fIvJfs0kjgS8DhwEPAjcAq5HGCiwAnAx8j/Q7Wt85zMysp40cYvtlkmYYJFwioHNba4ogsQGw\nAbDcIJvbWsYawSsS+wJnSKwUwdutPmcN1iItO/7XogPpadLHSBU0aztJY9bzyl9jZgN+JjFLB1Qu\nmnWb+q/ZIt4DzkG6gLQ4xyeBi4EDgFdJidQ/wbTfS7c3mZnZANUqas6u4TgREbs2JaI6dEpFTbbU\n9D3AdyJmnLuStTuNA/YcahZNE2MSaajkR4HJpAuPse06f5W4fgX8M4Jji4yjI0jjSUMDpwBjK5Y4\n591v+v79//d3k+ZI5X+smXWdwV5jJG4HfhjBNYUGZ9ZtUivSOGDPGV4za309nvHYI4HjSItO/Bv4\nkl+XzcysVMVETTfphESNxEzAH4FnI9iryFjKSSwCPMb04cYtb7saIp4FgYeAZSJ4rqg4Okbe8upa\ny7Cl7UnVNCuRBou6vNpsmJE4CFg4gr2LjsWsZzTSFjXwOF8HjgH6gOOIuK0Z4ZmZWfcrbK5MN6k2\nBLh/G6kHeWFg3yJirCaCp4B/Zh92QnntfsD5TtJMU7m8unTQYC0l0tK8wEnA7kS8U3aON2sakGhm\n3exSYIusutLMmmPg63atg4f7RZwJLEYa/P1bpFuRVh3ycfWez8zMuoYTNfmMIt052ZhUBjvYtqVJ\n1TSdOgdgbVJf9HFFtj1lA453B35WVAwdqNrKDqU/e5Or7DedtBLp7twFRNw6wznSRWGln2cz6y0P\nAW+TKuvMrDnKX7erXSdWFzGZiF8ASwG/BC5H+glStRmQ9Z/PzMy6ghM1+VQbKNffO/YwabnpjhTB\nK8AuwPezNq2ifAu4LIL/FBhDZ4mYRMQOFZIvpT97X6uyH0gzI/0YuIrU+75/hXO0dai1mRUnggAu\nA7YoOhaznjHj63bjr6sR7xNxLrACaUGKu7MbL4Px67iZWY/zjJpcx688BFjiF8CGwBpFD+gdSlb6\nfhdwdAR/KOD8c5Fm5Xwugofbff6uVG2Y4cD9FiG1ODxHand6uuFjmllXk+gfeDorMGcEowsOyaw3\nNft1NS0G8BXSTZf9iPhtS89nZmYdx4mahs/NVcDJg63y1IkkNia98C8fwfttPvd+wJoRbN/O8/Y8\naVngClLJ9DH0wi+1mTUsm5/WP/D0HWCUqxnNuoj0KdJNmAuBQ4ho63WbmZkVx61PjRsN/K3oIGpw\nJfAKsGM7TyoxK6kV56h2nrfnSZ8FbgB+QMTRTtKYWYnS9og/ApsXGIuZ1SriAWC17O1SpGWyahsz\nM+txFStqJC1ay4Ei4smmRFSHoipqJBYA/gXMm80B6AoS6wHjgWUjeLeJx+0vs58CjO1vBctm4owH\nFohgy2adb1iT5gN2Ag4BdiLiqoIjMrMOU9q2C6wP7BXBhtm2QZ+vzazFpAG/e7lal6SZgcNIr/tv\nA5cDvyPizhZGamZmBaqWqJlaw3EiIkY0J6TaFZioWR84LIK1233uRklcB9wYweFNPGYf08vsJ0Sw\ng8QI4NfAx4HNI3i9WecblqQvALuR5iJdARxNxP3FBmVmnS6bEfY/YLEIXh7s+bqw4MyGE6mPhXYx\nIgAAIABJREFUkt89IvL/7qVqmhVI1XHfJK2geYKrac3Mes/IKtu+1rYoOkwNdxq7re2p1C7AlRJz\nAwdEMC0x18Cd1gGrEEjMDPwG+BDwKHC51MN3b/PeJavnblp63CakyqTDSQODqw0Xru8cZtaTIpgs\ncTWwNXAmXjXGrHWqvwbX/7uXEjL3AfchnUOaXzMa6RtEvNVw3GZm1jE8THjQ4+W70yjxa+COCMY1\n69ztJDEf6UX+v8AuEbyTfb6POu60lpXZTwYuAGYHtiXNxuntu7d575LVczdNmgv4B7AbEdc0LRYz\nGzYktiOtXrhhtdUMzaxB1V6Dm7likzQncDawCLBd1RUfzcysq3iY8ODy3u1YHvh768NpjQheBsaQ\nkilXSXw621TX3Z4IJmUJmFeBU4C5gW0ieKveY3aZvF9jPd+LI4EbciVp6j+HmfW2icAqEgv2P187\nSWPWEpVfgyMmEbFDUypdI94AdiDNrLkXaScPGzYz6w25K2okLQh8iVTKOVvpJtKMmsJapVpQUTPk\nncZs9sprwEIRvNascxch+1r2BfYD/g2cDmxDnXdaJX5AqqJZp/970/a7t0W0/uS9S1br3TRpVVLl\n06eIeKmpsZjZsCLxW+DWCE4tOhaznlXEa7C0EnAO8Hh23mfbcl4zM2uJXIkaSUsDt5Fm2swFvADM\nT6rImQS8GhGLtzDOoeJr+zBhiaWBKyJYop3nbaVspsz2pGW03yG1Qz1S4zF2BX4ErBnBM82PMncg\nffRC609a6eGvpKHB5xcdjpl1N4nNSXPJPld0LGbWZNIswI/pv7Ea8V7BEZmZWZ3ytj79DLgb+Ej2\n8SakdpndgDdIwwmHm65uexpMBO9GcD6wCnAu8BeJ70qMkJhP4psSd2RvG0tMS45JzCtxMPBTYKNC\nkzRJd7b+SKsh/RHpcqTLgZuAp4HfFRyZmfWGq4HlJBYpOhAza7KId4g4BHiWtDKUmZl1qbwVNc8A\n3yD1wL4HrBoRd2fbvgdsFBHrtTLQIeIroqLmcEAR/LCd520niSWAs0gJuo+QloM+m1RVdQTwIvBz\nYAPgK8CfgKMieLiIeAdopOy4FW1TQx1TmhU4FNiVdDfsfyVbb3b7kpk1qmRFvyWBX0ZwVMEhmVkz\nlF9jwKbArkR8vtC4zMysbtWW5y41F/BKREyV9CppueV+d5NaXYab0cBviw6ilSJ4TGI9YD3gnghe\n6d8mcTEpOXMIcD2wfASds9pASmzU2+40iultU+MaOE6+Y0qfIfWV/xNYgYjnmnA+M7Nypc9D+4MT\nNWY9ovwaY2fgeKRPElH8zTMzM6tZ3tanJ4CFs/f/CXyxZNumMCxXjei51qfBRDA1gutKkzTZ59+P\n4JwIVo3g+4MlaSTGS/RJTMyGCefa1gEqt01J45H6kCZmVTv1H1OaBelw0kosRwHbOkljZi1U+jw0\nVWLJIoMxGxbqv26oxcBrjIi3gV8B32zR+czMrMXyJmquJbW3ABwH7CLpEUkPAt8Bft2K4DqVxAeA\nhUgrJFll/Xd4Nibd4cm7rWhjgQnAmEFajuqNe+AxpRVJF1QrASsScT55l2AzM6vP9OchuBD4crHh\nmA0L7bjeGey6ZRzwFaS5WnROMzNrobwzamYFZo2IbKllbQ7sCMxBmltyRhT4R2a7Z9RIrAGcHMHK\n7TpnN5KYSLowuQsYU7osd7VtHU0aEHdds2OkLYAzgf8DfuMEjZm1m8RypLbVJSOYXHQ8Zj2rGdcN\n9Z/7YuAqIk5v2znNzKwpciVqOl0BiZo9gDUi2LVd5+xGWUvTOGDP8kRMtW0drdqQYumzwH1EvFHl\n8WsAlwEbkw3kNjMrgsQE4K4IflZ0LGY9q5HFDRo/9+eBE4DRQ94UasVCCmZmVre8FTVLAwtFRN8g\n29YB/hcR/2p+ePkUkKg5BXg0ghPadU5rI+nTwN+IeC/n/vMBvwC2IN0x24yINwfZ75NAH2klhiua\nFa6ZWT0klgeuAZaImDbjwsx6hSTgIeCbRFw/xL59TB9IPIGIZiykYGZmdco7o+ZEYLMK2zaDYZew\nWB74W9FBWJNJQvoR8BfgVqRlczxmM9JQ6ZdIA7efAy5EmqVsv4VIbYLfd5LGzDpBBH8nPd99o+hY\nzKwF0t3YHwKnI805xN6VF1IwM7O2y5uo+Qxwc4VtNwGrNieczich0tLcHb/iUztWVurw1ZumK191\nYcaPRwC/BLYCliDNkLkR6YBsW+mxPoj0daSbSZU0XyZiXyJeB74KvAechzQSaVmkY4B7gDOIOLt9\nX7SZ2ZAOBw6QmKPoQMysBSIuBG4nLQZSTbWFFMzMrM3ytj69CWwZEVcPsm0j4NKImLUF8eXSztYn\niY+Revo/0o7zNUKij5Iy1giaXsbajnM0xcCS3j8D6wL9d5duAl7JPt4mS7iAtDhpRbPlSZUyL5Hu\nOK0O3ACcDVxBxDtl55qVNIdmWVIy9FzgHCIeasFXZmbWEImLgJsiOLHoWMysBaQPAvcD3ybi8qLD\nMTOzoY3Mud/jwOeBGRI1wHrAE80KqAu0v+1p4IC354HFyDfsLVcZq8SAAXI1DvftllLZ/jjvAZYC\nngSWAZ4BRpASMfsMSLpEPI60Pmkp9vmzt7mBnYh4oeKZIt5G2oq09PaduWfdmJkV43BgosTpEbxV\ndDBm1oDBhgJHvIa0E6k1e0Uinis2SDMzG0reiprvAUcC+5GW4n5b0mzAbsDxwKERcVRLI60eXzsr\nar4PLBDB/u04X3bSPqZXg7wALJC9X3XYW96VlRqpiuma1ZvSqgvjgfmAB4EfUdQqDGZmHUbiGuDM\nCC4oOhYza0C1ocDSkcAKwBZDrgJlZmaFyjuj5jjgUtI8jimSXgDeyD6+FDgm7wklLSLpZEm3SZoi\naaqkRQfZb15Jv5L0gqTJkq6R9Km852mh0bR/kHBp1cp9Je9XrWCJYFIEO+RIoNRdFVPDOYqVkjHP\nAO8D383uMO3gJI2ZGQBnALsXHYSZNazaNd1hpDl8W7Q1IjMzq1muipppO6c2kDGkFpAXgasGW7J7\niGOsC1wA3E1qvRoDLBYRT5bsI9Lw4kWBA4BJwEHAcsCKEfF02TEbrqjJ2/4j8Xdg5wjubeR8gxy4\ncntTkqo/St9vUpJhqKqYBlujiifNDRwCbA6s0bPJmcHKnc3McpCYFfgvsEYEjxYdj5nVKVUQD36d\nmK4TVgM+ASzhFigzs85VU6KmKSfMsirZ+7uR2lHKEzVbAhcD60XEjdnnPkialXNeROxbdsxmJGr6\nGKL9J7uQnQTM2/Q+/jrbm9qhawYGl5PmAPYG/g+YCBxCWZKvp1QrdzYzG4LEccDbERxcdCxm1gID\nrxP+TsToAqMxM7Mq8rY+NU3kywxtATzdn6TJHvcacDmwZYtCy9P+80ng8RYNW6yrvalNumNg8MAl\nt1cGHgFWAdYhYpeuSNKULxtem+74fzKzTvUrYBeJmYsOxMxaov864W/AwkgLFxmMmZlVVjFRk82O\nWbXk/fezfwd7e7/JcS0HPDDI5x8EFlWqlGi2scAEYEyV1p5Wrvg07fzAF6e93xntK3m+N51gFOlO\n0cZAH/AjIrbvsmWxS7+GcTU+dvrPUGf83JhZF4ngIeAxYNOiYzGzlui/TliHdI1xdLHhmJlZJdWW\n5z4ceLrk/Xaaj3SxWO7l7N95mX5XoCmyBMRQrSKjgb8387wlAZSfv2PaVnJ+bzrBlJJ/TyTirCKD\nqVP9VTEz/gyZmdXqDNKKjpcUHYiZNVnpdYJ0FPAw0hpE3FZoXGZmNoOKiZqIOHSw99ukU5cMHA2c\nWnQQVtFXSYm0icAPC46lXmPxsuFmVpwLgeMlFongqaKDMbMWiZiMdBhpsYXNig7HzMwGyjWjRtKv\nJS1eYdvHJf26uWHxCqmqptx8JdvL4zi05G3dJsfTr5WtT9a4HwB3ALvT7inZzeJlw82sQBFMAX4P\n7FF0LGbWcucBqyB9suhAzMxsoFyrPkmaCqweEXcOsm1l4M6IqHkwcZVVn84ExkTEx8r2PxtYJyIW\nL/t8w6s+DR0rHwIeBeaJ6NiKn+FLGg1cAyxDxMtD7W5mZoOTWJKU9F4pgv8WHY+ZtZB0KLAQEV6E\nwMysgzRj1acFgTebcJxSlwELS/pc/yey5bk3z7Y1TGK8RJ/ERIk8q+ssD/x9WCRpGlt5qP0kAScB\nhzlJY2bWmAgeBU4GTiw6ljpeq80sL2k8sCHwNaQliw7HzMymqzijRtLWwNZAf6XKoZJeLNttDmBt\n4K+1nFTSdtm7n8n+3SQ79vMRcRMpGXMbcJ6kA4BJwEGk2TXH1nKuKvpX14E0E2SoIazDqe2p1u9N\n0bYF5idVZ5mZWeOOAR6Q2DiCKwqMo9tej8y6yShgzez9S0jXumZm1gGqrfr0ceBzJR+vCLxdts/b\nwC2kJEotJpS8H8Bp2ft9wPoREZI2A36ebZsNuBVYLyKepjlqXV1nNDUmpLpY/SsPtZs0O+nnZBci\n3mvB8ceTLmSmAGM9O8bMhoMI3pLYGzhV4lMRza2clRjw3JqtLjiYlrwe1XB+s+5W/Tqm//frAeDD\nSLMR8Va7QzQzsxnlnVHzOLB1RNzX+pBqV8+MmqyEehywZ54LNIk7gf0iuKXOMLtHanfqjpWHpB8B\nyxOxfYuO38f0u7kTiPDdXDMbNiT+ADwQwaFNPm4fJc+tEYNXytT6Wt3s85t1vWrXMaXXe3BBtr3Z\nC4SYmVkdqlXUACBpFuB+4IOtD6d9sgu+XBdmEiOAZUl3HHpfSs50/kWrtCKwL9Nb6Fqhe6qLzMya\nbz/gXonfR/BQE4+b67m1ltfqVpzfrAdU/lkvvd6TjgdOQPpNSyqUzcysJkMOE46Id4AN8uzbw5YA\nXozg1aIDqVuTBgR3zGBHaRlSO9yzwGktHHo8ltSqN6bjq4vMzJosW/XpEOA8iVmaeOhpz60FtR0V\nfX6zdsl7HXMN8DTw47ZEZWZmVeVtfboKuCEijm59SLVr9fLcEtsCX41gi1adoy7SSGAR4Gki3h1i\n3z6a0MLTEeXiaWWCG4HXgU/2x+K2JDOz5pMQcCmpBergouMxsxaRFgTuAb5KxLVFh2NmNpzlrZL5\nLrCbpH0kLSJphKSZSt9aGWQH6JwVn6QxSBcjPQRMBu4A7kNad4hHNqvMu9hyceljwLXAkcDjhcZi\nZjYMRBDAbsAu0oBFBsysl0Q8B+wM/AbpI0WHY2Y2nOVNsPyd1P5zEvAk8C7wXslb9WqO7jea9D1o\nnoGtSGsjXY90CdKB2cdzlO2/KNIfgNNJSyhuD8xLussZwBVIf0BapMIZm9XCU1y5uDQz6U7PVGAL\nYC/clmRm1lSDtbhG8DywO/AbibmLjXBw5XF3TKuuWTeJuA74FfBbpBHTPt+kFnozM8snb+vToUPs\nEhFxWFMiqkMbWp/+DWze1EGKA1uR3gb2JrXyrAmsQUoOPQc8AjwDbAqcDBxLxJsVjvMgsCip0uRW\n4DbgIiJeb1rcRZJ+QKrumjf7jNudzMyarFqLq8RpwCeAnSJ4roDwKiqPG1iQolt1zbpRStBcB1xL\nxJHZ5/rwKphmZm0z5KpPABFxaIvj6FgSc53B1z/+Nc46HcUbwNgmVW/0f+9fBdYgoj8J9PvsxCOB\njwOjSNVMhxHx2CDHKW1FGpN9vCIp2bMjsBfShl2frJFGk1Z4ug9YD7c7mZm1SrUW1/2AQ4H7Jb4d\nwYR2BjaE8rjPL/vYzPKIeB/py8BfkW4m4kaKbn03MxtmclXUDHiANBcwP/BMtiJU4VpZUSOx2u2s\neu1q3DVX9qnG7iJI85Hmq2wHPEGjbTup/HQcsOcMx5GUbRsFbELElBkP0AVSy9MdwCnARVT6es3M\nrGFZm9A4YM9KLa4SqwHnAPcDu0VQ+M2A8rjzfB1mVoW0EakNaiXSmANff5mZtUnuIcCSNpd0L/Aa\n8BjwqezzZ0oa26L4OsHyI5javyx3Y3cRpJ1I7UkAnyRi1YZf7CImEbHDoMdJWbi9gKeAPyLN2tC5\nivN90jLcZ1X9es3MrGERTIpgh2rJjQjuIP3x9jZwvsSISvu2isScEutmq1LNEHeer8PMqoi4EjiP\nlJR9zddfZmbtkytRI2kr0gDbF4ADgdLqlceBrzY/tI4x+otMOI1Gh9ZK25AqaTYl4ptEvNzEGCuL\neB/YBXgT+F3WUtU9pGWBfYA9qLX8y8zMWiaCN0mJmrWAf9Y7sLfa0F+JkRLrSywjMUv2uYUkfkKq\nSv0tcKqU/8aTmdXkh8A8wP7TPuPBwmZmLZf3wubHwNkRMQY4sWzbA6Tlq3vV6MdZ4q6G7iJInySt\n1rQtEX9tanR5RLwHfAmYHThnwBT/TpZat04CjiDiqaLDMTOzGSxF+iNuCeCqOo8xijSkdGNSawUA\n2VLg9wLHA5cBr0k8SqpMnZs0fH8Z0jXIGUVU9Zj1vIh3STMPv4t0ONIsVPidNTOz5smbqFkGuKDC\ntldIM2t6TlZOvTzwtwYO8gHgYuAgIu5uUmi1i3gb2Ab4KPDLLAnS6bYkxXt60YGYmdmg+mef/R1Y\nQmK9Bo5xF/CtrHrmPFLLxWHAShEsBXyQtALikhHsHcG/IniN9Mfi4sDZUr5FEsysBhFPAp8htTve\nCdOSoh4sbGbWInkvaF4DFqiw7eOklqjuIo0n3RGYQuWVnD4KvFfTEqTlx4UzgZuIOLPhmBsV8SbS\nFsDVwAlI+3VsO5E0G3AcaWjdu0WHM6h8P0NmZh1PYsDzWelcl2rbSK9zacAorAz8XuIR4GzgQtIN\nodVJKxEuw8DW6X7vAM8A85Jmqv2PtALiMhG80b9TBO9IfBcYJU2PJYLJEpuRhs3fL3Ex8Cfgzgim\nNvadMTMAIv6XXUPuDPwcuIdGF8QwM7OKcq36JOm3pMqSdUhJm3dJF2QPAjcB90fE7i2Mc6j4al/1\nSeojfT1QYSUniY2B/SP4fJ3HvZ/Uv/+5rKKlM6R+4huAc4k4vuhwBiUdDKxCxNZFh1JRjp8hM7Nu\nINFHyfNZBDvk2TbIcWYBNiHNrvs8KTFzF3AbqermvQoPfRv4N/BYBG/VGecIUlJoM2Bz0g2micDl\nwDWdsDKVWU+QPk66jvw5EacVHY6ZWS/KW1HzA9LyyA+TLnoAvgesQOoT79w/pisrLbWuVLZZT9tT\n/3EfIlXkrNJRSRpIK0VJDwNHI20JbNn2OyIDq1GeBxZjehXSnKShdau0NabaVf4ZcrWNmXWXaq+J\neV4vgVT1Qlp84BKJs0iza94kvR6uyeBVOU2JM4L3gVuyt4MkliC1Sn0DOEfit8A+EXRmlaZZt4j4\nD9LngRuR3iDinIaP6esmM7MBKlbUSJojIqaUfPwx4FBgI+DDwIvAlcCPIuK/rQ+1sjorauahv1y7\nwotB1iN/bQRn13jcX5MqjvYh4tKa4mqXgdUgFxLxxQLP/wLTW+smkO7A/puIg9saU62q/Qy52sbM\nuki22tI4YM/yJEq1bUMcs48Kz/PVqnLqjXOIx81NWiFqJLBdBJPrOb+ZlUiLZVwP7EvEhQ0eqw9f\nN5mZTVNtmPBzks6StB5ARPw3Ir4eEQtHxMwRsVBE7Fp0kqZuEZNyrOQ0mlSqXYtXSYmGizo2SZP0\nJ+FeA/5R4PnvAu4ref9m0hyDIwuIqTbVf4Zy34E2MytaNutlh8GSH9W2DaHS83zdz4n1xhLBq8BW\nwNPADRIfrjcGM8tEPEy6gXsy0i+QPtLA0XzdZGZWolqi5hJge+A6SU9IOkLSUm2Kq3BZn/1SpDk8\ntdgbWAQ4sOlB1Uoaj9SHNDGr/ig1llS9shawN9KybY6u//xjgC9m7+9LWgr+IWBihbi7xfSvz+W7\nZtYjJMZL9ElMzKpbqhnseX5MA21PjcRCBO8BuwFXALdKbOUlvc0aFPE30o3N94F/IP0Uad46juTr\nJjOzElWHCUuaC9iWNOF9HVJi53bgHOCCiHi1HUEOpa7WpyGPyfKk8uxlcj5gVlKSYVdgLSIebWY8\ndclbRirtCewObEBR/6fSnKS7KMeQvocufzUz6zC1DBbu5FgktgIOJq00dQJwdsS0O/pmVo80JuEw\nYFVgdSLcYmhmVqdqFTVExOSIOCciNiANez2YNDz4l8CzkiZI2lRS1eN0qfxtT9JngL+SWnZWrJik\nqV7h0gp5y0jHA7cCd9Cqqqmhv/aTgbuygXSlcb/Z5u+ZmZlV1kntCbljKa++ieASYDXga6SKn/9I\nHCnxkVordcwsk8YhfJ20AMmZSE29iWpmNpzkWp57hgdJKwM7ATuShgM+HxGN9KU2pEUVNUcDkyOG\nmJUibUtKXO0HnE/1EqU+2lkpkmNgctn+ewBHAF8h4pomx9LHYF976mc+FvgMsBoRkwfEnVrwXF1j\nZtYB6h3mW3QsQ1XfSCxFeh3/EvAW8JFK+5rZEKTZSDMHf0fE8UWHY2bWjepK1ABIWpd0J+orABFR\nWFVNixI1E4HTI7hsiB0vJq2adH6Og04ENibd/evMHlxpHeD3pNk88wAfIlVRvQa8lL39DfgNcF/F\nxFS6i/IR4FkiYoavHSaT5vkcApwJHDloiWw3fM/MzKyjZa/p015LKiV2JObP9lmcNGh/raITUmZd\nSfo4qbJmRyL6Co7GzKzr1JSoUVqGbyfgy8CipBWOJgDnRMStLYkwX1ytSNQ8BawdwePVTgw8D6xE\nxFODbB8PjCKVZ4/NPpu/wqUo0keBTzE9MfMq8AFS0uYIYDnSEu2PAucCz5Y8eiFgDWBNYE6gjzT/\nZgrTq2RGA6cCz5CWMH+kSiy1VQWZmZmVqbH6Zh5gIun1+xsR/KENIZr1hoHXvuOA00k35P4JbAPM\nD7wOjPV1nZlZZUMmaiR9iFQKvBOwMmmq+zWkgcKXRMTbrQ5yKM1O1EjMBzwBzBPB1Co7LgNMJGLx\nCtv76LW2nYFfUx+p8uYDJXu8DNxGmnnzHGmu0TeB/YHrgJ+RVpr6LmkJ8/pKuszMzFpIYiVS++2p\nERxbdDxmXaH82jcla9YmJW+2AOaatq0XrovNzFpkZKUNkrYnJWc2yvb7B2nJ6fMi4tlKj+sRywH/\nqJqkSdYm9eBW0klDF5ul9GvaOsfdkEORLiMl9k4DfgHsQcQbLYzRzMysIRHcK7E6cLfEXRHcUHRM\nZl1g4LVvuk68HihtZ3+PVJFtZmYVVKyokTQVeBH4Ham16Z52BlaLFlTUfANYOYLdhtjxXOAmIs6o\nsL072nbKW7TKYx24fS/S8N/aviZpFmBuIl5oUtRmZtZBJAa8ltQ726VZx2kWiS8AZwArRPBKkbGY\ntc1Q14aVH1f52nf6tvNI7VD3AzMPeo56z29m1iOqJWq2Av4UEe+1N6TatSBRcwrw7whOHGLHJ4Av\nVJ2x0g2GatHqxRYuMzNrqqFWVmr3cZpJ4hek2WxfisAtu9b7Wn3tJ60A3AnMMug5fO1pZsNcxdan\niLiknYF0mOWASwfdMj3DPxWYgzQcrdsN1aLViy1cZmbWXM16rejE15zvAXcD10nMRIrxeWAxCqog\n6rTKI+s5rf09jLgf6S/A+qSVRX/Y1vObmXW4upfn7iQtqKh5Hlgxgv8NsrGP6Rn+p4j4WLPOW5ih\nWrS6pYXLzMwKU8vKSu04TrNJrEiqAJg5+9QLwALZ+22vIOrEyiPrIe249kvnGA88RpqLeRBptVFI\nN0O/BHzN155mNhw5UTPDsfgw8DAw/6DlzdMHob0AnEDET5txXjMzM+tsEvcBK5BWPHwa2JB0x39M\nAxU1/dcVNR2n3seZdSRpA2BfYET2mdmBTwLfB871KqFmNtw4UTPDsVjv93zx/C9y4SMMPtys/w7D\naOArpHJMDzszMzPrcVm1z2XAssA3gW0pqIKoUyuPzJpGWg04FVgE+C/pJmnzrrU9sNjMOpgTNTMc\ni30eYLmDluPBhbJPDTZcd35Smeb8wLV42JmZmdmwkS3bfQlwSARnFh2PWc+SRpAq2EZln/kDEds3\n6dh9+BrezDrUTLXsLGkBSZtL+qpSsgJJsys9ifaK5Wbm3f7lNysNMFsLuJ20IpaHnZmZmQ0jEdxO\n+gPvIImfS/TSdZBZ54h4H3g0+2gSsHS2YlQz+BrezDpWrooaSQJ+BuxDGqIXwCoRcY+kq4BbIuLw\nlkZaPb5mVtTcvAp3HnMnq+1E5eG6PwdeIeInHrRbwiWkZmbWZRpZPUlifmAC8A7wHNNXgaprRSiv\n5GQ9pxnXhqXX2rAVcCzwF+BW4Dbgr0S81dBxfc06fPnvF+tQeRM1B5OWzTsCuAa4A1g5S9TsDewU\nEau1NNLq8TUlUSMh4GVgVAQvVNnxTuD/iLip0XP2FJeQmplZl2l09SSJmYHjgN1IA1AB3gDmrPWY\nXsnJek4rrg2lDwMbAGsCawCLAwcAZ3nosNXMf79Yh8rb+rQbcEREHAXcW7btUeATTY2qCNL4Kcx+\ny9VsOEegd6vs9wHSEME72xZb9xhYQiqNR+pDmpjdtTAzM+s0FdsfJMZL9ElMzIb3ziCCdyP4NmnF\nSID/kSpqAN4HJkksWU8sec5v1uFa0V50ZHasJYEHSHMjTwCuRFq4SeewXlL9bxK3wFlHypuoWZhU\nWjiYd5h+16ibjZqdt9bYkGtnIZVBVrIucEddJZa9byypBHxMVjY4ipSh3pjq31MzM7OiTHvtGqTV\nqJbXsfWz4ywHfDp7/1PAS8AdEtdL7CexVA2x+HXUul35tWEzlP5ebAKsDHyQ9PfKvUhfaNJ5rHdU\ney5txc+oWcPyJmr+ByxfYdto4PHmhFOoKQCPsfjzVM+mbkhq/7JyEZOI2KHkSc4ZajMz62gRTIpg\nhwrzYHK/jpUep+T9hyM4GFgUOBFYBrhR4kmJh0veTpaYa5BY/Dpq3W3Ga8NmKP29uK/k/bWAbYHz\nkCr93WLDU+Xn0tb8jJo1LG+iZgLwI0lrkQYJAyBpaWB/4IIWxNZuY2/ms4+P4eqjh/hdLx1LAAAg\nAElEQVRF7dxETRGtRtXP6Qy1mZl1s2rVNrlFMCWCyyLYA1iEVH2zVfa2HTAXcL80bU5CU89v1mOm\nX1/CFym91oy4GdgXuCybZWM16tGWy/r+JvEYBytQ3mHCcwBXAZ8F/gN8nFRF8zHSxPUvRMTbLYxz\nqPiaNUz4duCACG6usMMipMz9h4mY2uj5mq6IYVgewGVmZtYwic1IJfkXA8dH8FjBIZl1L+kIUkJ0\nfQr8G6Ubeah5Cf+dYwXKVVETEVOA9YCvkhIz15GG6e4OfL7IJE2zZCs+LQv8o8puGwLXdWSSJimi\nRNpl2WZmZg2K4E+kNvP3SDNt+iR2lXpiDqBZu/0YeAYYj9Twzdxhxtf20/l7YYXJVVHT6ZpRUSOx\nKHB7BB+tstP5pETNmY2cq2VSSd44YM+2tRoVcU4zM7MeJjErsCmwKyl58/UIris2KrMKpPGkYa1T\ngLGFXg8OjGU3UkfAz4k4p7CYukzW7jQO2HOGlstO+r9uVTwDj7kXcCz9f+cM3PY8sNi0c6f9Oud7\nY13PiZppx2AT4DsRjKmww0zAs8DKRDzZyLnMzMzM8pDYCDgDuAz4XgSTCw7JbKBOag8pjwV+QuoE\nWI0ItxM2qpP+r6HxeKQ5ScmV0mXdf0pasQ/gZtLS7/Nnb98ijf4AeAFYYNq5YcGGYjErMzLPTpIe\np2SIMKCSj6cCrwL3ACdFxANNjbB9lqN629MKwCtO0piZmVm7RHClxPKkPxb+n70zD5OquB72e2bf\nGAaGXUEEBQUVUVEBlzHBBZdEzeJPP5eYxT3GXZOoiDHGPSZqTDRxiYlRYkzUiGt0cAEVUBRQAQXZ\nBIERhmGAWc/3R92m7zTTPb13z3De5+lnpvvWrXuqblXdqnPPOTVXhHuBv6uyOsOiGUaAbHIP8cuy\nBfg9bkH9OCKHoNqcMcm6Bum/15GtZiLL49zehgJjcWu9XjiFSy9gV6An8BmwAremBadwAdjg5X8W\n8DVQAwTCfXwFzAO+6bv24xFlMYwYiTaY8CO4GDV9gbdxpl59ccGFVwOzgXFAd1zMmrdTJG84+ZJh\nUfMo8KYqfw6T4CpgEKoXJXIdwzAMwzCMeBBhPPAj4CTcfOzPwHOqtGRUMGPHJpvc4P2ywH8IWjis\nAe5B9aZMidYlyEyYhWrCWaqEk0ekG3APcCxOuTID+BCntKvxPkuA5dvFHo1URnfsYaAJ2A9YBpzs\nuUVlTz8wugTRKmp+hNvq7ihVXe37vT/wMk5b/Q/gVaBOVY9Mjbhh5UuGomYO8BNVZoZJ8ApwL6rP\nJHIdwzAMwzCMRPACDH8HZ4bfE7gbeESV+owKZhjZhMhUYCLOwuEHwOvAiajOyKRYRoy0vY8db68t\n0hd4HvgAuBHV5SmS62TgDtzmPP8FnsPFMjWrLSMpRKuoWQT8QlX/2c6x7wM3q+puInIq8CdVLU++\nqBHlS0hRI0IBzn2rpypb2klQjNPE74xqbdyCGoZhGIZhxIkIbV0A3NxlPHAZcAhwtCofhKbbLiCo\nYewIhFo4iByHs4Y4F9V/Z1a4HYxYgv6GpnUErKQiB+wV2Q14EXgMp6Rpf6GbrCDEzrVqBHAC8H/A\nLFR/HFdehhFCVNtzAzsT9MkLZat3HOBLoCBRoTLAnsDidpU0jkOBD01JYxiGYRhGBhmGcwGYCPxJ\nFVXlLVVOBi4CnhahMjRdxqQ1jEyiugHVU7YtwlWfx7nC/B6R62zb7rQSy5jUNm3b+xg+H5EDgTeA\n21CdHFZJE7s84VFVVOejegtuvTgBkYlx52cYPqJV1HwKXC4iRf4fxVmaXAF84v00ABdcqbOxL85v\nMRxHAq+kSRbDMAzDMIz2CBs4U5UpwL+Av0dKZxg7NKqzgAOB44ApiOySYYl2FGIZkyKlbf+YyOk4\nd6dzUX0gyfJEh2odLobYA541l2EkRLSuTxNwjX8DMJVgMOFjcQGEj1PVV0XkHqBQVc9Jncjtypeo\n69NdwGpVbguTYA5wAarT472GYRiGYRhGIoiwzZWjPXcmEfJwL5ZmAYPCpYvheuZCZXRN3MvnScA5\nuD5TCPQgUVcYo31iCbTbcTBfvztbLnAz8D3gW0S7+3AqA/+K3A8UovrDpOZr7HBEpagBEJERwLXA\nwUA/YBXwDnCTqn4S6dxUkwRFzWvAraq81M7BvsACoJcFhzIMwzAMI5sRoQ9OUfNL4G+qRDfRaz+v\nany7rahySoTkhtH5ECnHWUH8BqesgdCdhYzsQKQAd6/G+X4dAjQC30N1XUbkCsXtOPURcCGqUzMt\njtF5yYs2oap+TDCgU5dBBAFGAXPCJPkmUG1KGsMwDMMwEiVVVioh+Z6J25r2Cs9q+AnVsLEGI2Eu\nVEbXRnUj8FtEjgKOAZqBVYiUobqpw/OTFZQ2m4m2jLEFDM4DiiNcdSuqTV7aXNwadDKwEHgCaNmW\nDv6zLW02oFqHyA+BxxAZg+qqHaKdGEknakVNF2ZnoEk1bGydo3BbkBuGYRiGYSRKIIglONP7ZL25\n9+dbB+yDm8NcDvxGhDNU+V+MeZ5GBFcrw+hCnIpr69fjPAg+ReQO4C9e7JFwpKo/ZxPRlrH9dM7N\nrAr38nsPL90uQCTlShEiW4AaIBdYDpyN6rR4C5FWVF/3lDP/QaSKHaOdGEkmakWNOBegU3ENzR9U\nWADVzuuHF96axkWDPxL4dToFMgzDMAyjy5IqK5U2+XouTy8BL4nwDeAJEX6myj+izdBTztiCwuj6\nOAuHQFs/A5ExuA1TrkPkIeBuVFe2c+aOYHUWLoCvAEOB1Z71kT/dZYicAZwMfAOYi9s2+yFcSInF\nqG4Ne0WRHKAcqMStOz/uYBenbORXuJ2FH2LHaCdGkok2mPBwYAZOsVMGrMV1nBxcgOFaVd01hXJ2\nJF/cMWpEuBYoU+Wadg6OwAVP3rUTDg6GYRiGYWQBIW5J5wO3kWQrlSgCDe+Nm9Pcpcpvk3Vdw+jS\niAwGfgacDvwcZ2GjvuPxBaWNzU0ovW4zoddzuDJCN+AMXJyYsVspKM+nOa+OskaQOyuoHQ+swG04\ns9HLYwUuhky65b6NTLkbBWXZCvTGKal2IxXBi40uS7Tbc9+OC0zXz/t+LM6v8MdAPXBS8kVLG5G2\n5nbbcpuSxjAMwzCM+AmYvU8EblPllGS7EqmyIVK+qswFxgM/EeF+ESqTeX3D6JKofoHqpcAROCXr\nC4jsDAQsSpqAM+JYfPvHhD8lMW0yaHs9V7aLcG5hc4ABwMPA3vPYqz6XVirYWNBAwcVAPvA+zpJk\nCc7VaUJG5E5/vbUny9E4RdUZwJOmpDFiIVrXpzHAeTitIDhLnCbgIRHpDfwWN4B1RkYB14U5diTw\n1zTKYhiGYRhG1yOjZu8hFj3HAlcDC0S4B/itKhvTLZNhpJ3ErFjmIXIwzqrmIy9+SkDZuQSRA70g\nsv7z1gCDw1wvljEh5eOHf4zYSkFjIY2B6z04Rb7/4dGUj5jKsSu3UjT2bH14YeC8RhnbCDCXkfXP\ncOLIa/Wmpb5M0z3uhV7v8TRfP5wsZ+Hq9r+IvIfqijYpLdCwEYZoLWrKgPWq2grUAr18x2YBByZb\nsHQgQjecVnhROwcLgMMg5sB7hmEYhmEYfk4DpgBHZSgor//N8q2qnA8chDPFXyTCoRmQyTDSTWJW\nLKpNqN4IjAQOBnqiWgRMB+73LGz85x0b4XrbxoQoFuaxpI2XYcDhObRMvJw7SoEvcEqmu9fTo2IU\nH+adxj92+SEP/8p/0mt8c8zrHL58OyVN+uSOdL10Xz+8LKrvAb8HHvXi7/jJpOWPkcVEG6NmLnCz\nqv5DRN4F5geCB4vIXcApqrpTakWNKF9cMWpEGAfcrdqOoknkcOAOVMckQUTDMAzDMIyMIMJU3CJg\nJiHKIhGOBh4FxqmyOEMiGkbqEWnTDzqwqIklbSnwHnAH8D3feRtw1vkd55Fh9pfZ1d/jn4f/kIea\nerB+bj7NfwWeRXVJpPHDiAG3Jfk04F+o3uX7Pfq2ZuxQROv69CpuS7V/AHcCT4jIeNwe9nvQeXdF\n6jg+jWEYhmEYRucm7Dbbqrwkwq+A50QYp0ptRiQ0jNSzrR9EacXSftr2XFVEvg9UAycAdQRdbWIP\nNJxOnAfBtbPgoHVUbu5O7Zx8mo8LkTfs+BE56zYul6ft8Aoe1WZvJ6x3ERmH81BpE2A+a9uJkRGi\ntagpBApVdaP3/QTg/4AS4AXgQc1gwN0ELGr+BHykyn3tHHwXuAbV15MgomEYhmEYRtYiwn3AEOAE\nVZozLY9hZC0i1ThXFYApqJ7i/f5D4HLgSFS/zIxwMSCyL86abhku3s5Y70iwTAllTzW+elIl4Ty7\nBCJnAfcBpd4vSalvo+vRYYwaEcnFWc0UBX5T1edU9f+p6kmq+kAmlTQJsi8uenlbRHrgopVPT7dA\nhmEYhmEYGeASnKX1QyIMybQwhpHFhAuS+zDwb2A+Ii8gcgoiFYgMRGRfRL6ByHhE9kCkN26NlV5E\nBJFDEPkL8DJwF/At2GbtkszAuxkNop7F/BW2BXC3ujHC0qFFjaeoaQCOVdWX0yJVjMRjUSNCLi4w\ncn9V6kIOfhu4ENWjkielYRiGYRhG9iJCBXADztXhE+AR4B+q23b9NAxDpIJILk0iJcBJwA+AccB6\n4GvvU4CzXqkEuuGC9i70Pv/DKU/+QDJ3AXJBjvcBvg2ciVvXbQKacWuh07yUEd20RBDgUNx22718\n5cj3JVsBXKxKjTeetO8ytaPvdCQyEPgYuBjVhzMtjpGdROv6tAS4TFX/nXqRYidORc0wYKoqu7Vz\n8G7gK1R/kyQRDcMwDMMwOgUiFOB2rLkQKAdOUiX7XTkMozPhQksMxSks9sQpUgbhFCgDvVTxu8WI\n7I2Lf3I80AQ8B/wdt2Pv67TnvtVuNgzCKZ3OArYA/wFWATU45VODL/nxwMnAt1SZH0G26miv32UR\n2R94ETgY1c8zLY6RfUSrqLkGF436KFVt6Ch9ukkgRk2pKvXtHJgDnIfqO8mQzzAMwzAMo7PhvUH/\nBXAecLIqM33HwgYKtSCihhEnInsC/8XFi2oBXgPeBKYC7xO6cAu1THFBaYcD/YBdgC+B5cC321it\nRLHTkAiluP5/LvAEzsJutioRF48inI5zqfqRKs+FSWQ7HQGI/BSnABtPFq6xjcwSraLmJpwmFZzm\nbxW07aSqen2yhYuWeBU1YTKrBJYAlag2JSVPwzAMwzCMTooI3wYeBK4E/qqKRgoUakFEDSMBgq5V\n1wEjce5T38EpYx7BWbT0wilofoWzwgHnOtUD2M/7XoNzTYJQqxWf+5agtcB4oNA7pwY4EKdsmQ5c\nocrK2IrAgcDTwHWqbO/a05H72I6Cc0t7GliI6tWZFsfILqJV1LR2lEZVOwxMnCqSrKg5GfgJqhOT\nkp9hGIZhGEYnR4S9gb8BW3Fv2S/H90Y8xKJmarhjhmHEgUgOcAjuxfkxOEuZBcAYYHeccmU5wQ1g\nZuICBB9JZKuZI4CbgQpgNcG4M2uAy1SJe/dbL8zEm8D3VZkWbz5dHpF+wDxgHKoLMy2OkT1EpajJ\nBCJShTP3C2WDqvYMSZtMRc3vgZWo3pqU/AzDMAzDMLKEULcknKtEh25KvvO64+LWrMQFET0XmOt3\nh4gYRNQwdlRSEUA31DLF/93RxmrFc2cchNuK+0fArsD1wJOqtHR8udjcGkWYgFPwjlflc9/vGXWP\nzPT12xHoCuAIVI/LqBxGVtEZFDU/haBPNNCsqu+HpE2momYu8CNU30tKfoZhGIZhGFlCqFsS0Jco\n3JRCzvsn8AJwAm7Bp7i52lcEXScWATNUWZP0QhhGZyRDAXQ95cx44ALv+nk4l6b/4lwZow71EI9b\nowjn49ZzY1WpjTefZJLp62+HSAEwF7gU1akZlcXIGvKiTSjO5O4E4DCgJ3CDqi71FCqLVDUm38UY\n+ETTpTQR6Y3TMr/fUVLDMAzDMIxOyGbv70zcW/fHQ75Hc9453hvoh71F4GBgNNAb5zYxALeF76Mi\nrMPFzrhElS1JLIdhdDZC+15KESEPF9vmclzsmt8B1wJLOgoIHIGYy6DK/SKMAKaI8C1VGuLJJ8lk\n+vptUW1E5FLgt4i8impjpkUyMk+0MWp64N6cHAhsAkqBMar6voj8DfhaVS9OqmBBi5ojVfV/HaRN\njkWNyHeBs83szDAMwzCMrkioW1K0bkqR0oVzIxAhB7ft8CSgFTg10gIx69wRDCOZpDGArgi5OMu3\nnYDfAM9NZeK83qzp30hB43d4+tXV9B9AjH0tXrdGER7EbT8uwN64WFcBF62o3C+TSQLliGuMivo8\nkeeB11G9I1qZjK5LtIqaP+MCV30feA9oBA7wFDU/AK5S1RFJFSyoqFmDi2y+AXgJuEZVl4ekTZai\n5j5giXUOwzAMwzCM6OjIjUCEIqAamKrKjfHmYxhGx3hWbvfituk+VpVGgFmy/4YDeL87wL85seFk\n/l3onZLyvhbSt9cAQ1Spb+dYVvf7eGWN+jyRYTi3tD1RXZuQsEanJ1rXp28DV6rqdBEJPWc5MDC5\nYgFOMXMHMA3YiNtq7hfADBEZralpvFXAQynI1zAMwzAMI6tJwKIlohuBKltFOBF4V4RPVZkSTz6G\nsSMQqR9G2UevwcWkOSygpAFopKARYC4j68/lT+8BR5C+vubv24uAF0U4TpWN/+LkIT35mhxaa9/g\nsKvgpjSIEzfxjlHRnae6EJEngKuBK+IR0Og6RGtRswU4QVVf9RQ1foua44AnVbUsxbIiIqNxFj2/\nUdXrfb8rMNmXtFpVq2PMvC/wKdAL1Q6jnhuGYRiGYXQlEnhbHK371L7AK7jterfb9td2izKMyP0w\nCuu1s3BronGqfOk/dpNcu8t43nrzbQ459DpuqiWNfc3ft3Ev4O8GTgQub6DgZwU0jfeSpi3Icjwk\n4DIV/XkiA3Dbde+F6pcR0xpdmmgVNR8CL6vqle0oam4FDlPVsSmWNSDLfGCZqk70/Za465PI94HT\nUf1WgiIahmEYhmF0OkSYCkzEvfU9KhULOBGOAR4EZgPXqjIv2dcwjM5MpH7YwbGzgZuBb6jySXql\njh0RDgPufYvxA8YzvRKvTKmO39MpELkDKEL1okyLYmSOnCjT3Qf8TESuxe2KBNBDRH6I227tvlQI\nF4bkbMO9Pd/A+U8bhmEYhmHsiJyG27I7aUoaER4QoVqEqd5b5ZOBJTj3jf+JsFCEt3zHDSO7EHkA\nkWpEpnoBgVNNm37o70PA+YT0URFEhGuB64GqzqCkAVDlDWC/M/nr7U9zUsNezL03G5Q07YxZ/mN7\niXCM95kqwuxAupDzHgmXR5TcCpyKyC7JKZXRGYnKogZARG7B+cr5lTutwK2q+ssUyNaeDAcA7wA3\nqeoNvt8Ts6gREeALYCKqHycopmEYhmEYhsH2rhpAX9/3p4GDcDvTQJYHEjV2UESq8bfhNLvmdOAK\nlQvcA4wDJqqyKp2yJQvPLfJ54Deq3JthWappO2b9FKc8+wHQEwisFQ/EbXsO8BTQ23feWu87xDuu\nifwa6IPqT2I+1+gSRBtMGFW9RkT+CBwJ9AFqcO5Qi1MhmLft92fAHJwv42jg58AK4PdJvtwIQKFz\naKANwzAMwzA6CaFBNB/3ff+R930noBm3nbBhZBuZDnK93fVFyAO+g3uJvhEXOHhjBmRLCqrMEeEQ\nXJDh/ji3yOisCZJPoL6XAf2BhcCzwGVAtSqt0MYNbT3OQnC9d95M3KY4R5JYm7kDWITIrah+Fmce\nRicm2hg1uZrmALsicg1wKrALUAKsAl4AJqnqVyFpE7WouQrYBdUL45fYMAzDMAzD8BMaRDPC94eA\nh4HfAbcHFkOGI4EduYxEce5OLhBuilxzXpCJn/RmTf9GChpf45tjrtWblgYvH+wzzeTevoxBVZ8z\nZKdTeeKDdfTeBBTSRdqFCL2A/wIDcNt41+Be0l8XGhw5idcM9K0WXBiMU4FdcdY0/wL+F9hKPOQ8\nf4Dk/wfcACwAjveSJB6sWeQ6YCSq/xd3HkanJVpFzRrgH8Bjqjor5VLFSBIUNdXA7ag+nzShDMMw\nDMMwjKgRYSDwJO7N9FmqrMuwSFlDvDtyGZ2DWbL/hgN4vzvA6xy+/AitHhSaRoQesxn9+X7MCbjb\nTBHU70rYJdqFZy00CKj0PocBZwAnqzIzydfKwXlv7O39tATn4vRWrMpiEfYH/g38BfhVUpTNIiU4\nV6sfofq/hPMzOhXRBhN+CjgdeE9EPhaRn4vIwBTKlT6clnw/2H6bSMMwDMMwDCM9qLIct+icB7wv\nwjMJBuTsSmTa/SYuIgVmNYI0UtAIMJeR9W9zyKGhx0UYDryTg9Z6PwXaQZt2kcn6Tta1VWlWZbEq\nM1V5EegF1AJvifDjJMlaLMI5wHyc9wa4nej2U+UNn3tT1GVSZTYubs3RwJMilCYsqOpm4GLgPkQK\nE87P6FREpahR1QtwPnon4+K4XA98ISKvi8jZItIthTKmmiOBt7yOYBiGYRiGYWQIVZpUuRq3u81E\nnOJmIs6NYEcm6TtypYlh2D3skNf45pjXOXz5M5w48lq9aakIOSIMEmGCCJcCbwK378uHo/HageeG\nFdouMlnfqbr2MGAkUADcLcIsERaIUCNCgwjTRLhShD1Ewu8OLEKlCKeL8ASwEjgBuACnqJkCTGin\nb8VUJlVWA0cA9TjF0oDYi7tdps/i4uRclnBeRqci6l2f2pzkrFC+jzNDGwdsVdXEtYZxkpDrk8gj\nwExU07nFuGEYhmEYhhEBEd4ADsW5I+zXyRQUBm0Crs6k8ymZ0oIIuwIXAaMIuvv0xrkALsAt0h9V\nZXoUeWWsvlN17ZB8vwfsjItdUwNswSlSjscpXnKBT3F1thi3Ac4w79MfeA14DnjeU6qkpEyewujn\nwE+AY1RZEGVxw2W4qyfDAah+kVBeRqchLkUNgIgMwgVOugjor6rRulElnbgVNSI5uCDFB6O6JOmC\nGYZhGIZhGHHhuRo8DuyDi/lgFhntkE2BhkNl8X4OBFy9jSyRM1kkUvciHAxcjrPA+AvwP4IKiLXt\nBbCNIk9/gNu01ndooPB05+spRwYSVMycC5ThdmC6AJijSkMqrh3h/B8AtwAnqvJOrOcj4m9fs4F9\nUP12zPkYnZKYFDUiUo7TZJ6Be8PRADyDCzI8NSUSRidXvIqaMcCjqI5IvlSGYRiGYRhGoogwFLeI\n/TNwqypNGRYpq8imQMORZMkmOZNFPGUSYTDwW2A0cBfwkCqbskG2rkS2lF+EY4FHgItUmRLjydUE\ny/AUzurqIlRfTqKIRpYSlRWMiJwgIk8Cq4EHAMWZcvVT1VMzqaRJkGOBziq7YRiGYRhGl0eVz3E7\nvxwKfCBCVWYlyjqyKdBwJFmySc5kEXWZRCgS4VpgFs46Yg9Vfp8KJU2ssnVRsqL8qtvcp24U4R8i\nVMZwur8MPwF+AdzieYUYXZxot+duxflIPgb8TVWXpVqwWEjAouY94GpUbccnwzAMwzCMLMZzbTgJ\nZ43QBNThXiKeGqdbQta4DMVCJPeiDlxDUl7eSK4iqXKNySQxuOX0wW2zDDAXOKmzuiKlmnjbabz9\nIl2IUAzcBJwKnK/KM2ES+stxPs6F7VxUNyAiwLvAXag+kRbBjYwRraJmjKq2u2+9iFQBZ6rqD5Ms\nW9TEpagR6YtTPvVBtTElghmGYRiGYRhJxdv2di6wq/fTUuAS4DlVWmLIp5oscI2IlXjl7qzl7eyI\n0B/nuldCcCtoq/8wdPX2LcIhwD+AK1R5sp0E1fjKgeopIce/gfNwGWFr2K5NtNtzt1HSiMjuIvIr\nEfkCFz07KztCB2wFTrEGbhiGYRiG0Xnwgqx+6n39EPgdcDWwUISfilAWZVaxuK08IEK1CFM9S4W4\niJRPNNcQoQS2HfsgVO4O8sgKV5CuTGj9i7AzMA34O0GLmpnAlmS0py5KXP0SCKzptjsvWf03Gajy\nFs4q5jER3o6pnzprm+uB7sA0RKoRmYrbkdnoYkTt3yYiFSJyrohMx1mi/BL4GmeS1T9F8qUO1VpU\nX8q0GIZhGIZhGEbMnAZMAapU+a0qY4HTcW+ivxDh1BjyiGbb3WFe3hMhod2nIuXT7jERSkT4hufa\nsQJYh9t6eDBwmQjdo8w/lvIa8eGv/3/ilDQPqPJrfPWPu3fJaE9dkXj75aYI5yWr/yaLXkA+MA74\na8ixYDtRDVeOXsCBZFeZjCSTF+mgiOQCxwBn4famLwSWAL8HLgYuVdVpqRbSMAzDMAzDMAJ4C7FT\nQn6bAXxXhFHAv0XYG7hWldZo84hAsqxRogm2Oxv4jwi/xy3k9gTmAU8De6uyErbtHjQJWCTC68BC\ngtY22+UfY3mN+Ajcww3AHsA1qvwd2ta/iFk3hSOBfvnDCIqdbKvvgDzLgUEilG7bjt0pZ8KV31+O\ngUA/sqdMRpIJG6NGRO7CafT6AF/iNHtPqOp74syrvgaqVPWNdAkbjriDCRuGYRiGYRhZT6wBRkXo\njdvOthY4XZWNiVwjWYFZw+UjQi5wDnAdUIbbGehF4G1gtipbI+Q5FDjIk30kblfTD3FBSI8Ddm+v\nTNmECA/itqtuwdVPAfC8Kss7OC8pAZKTkY8I+cCDuEX2jcBvw923zhroN9MkEEg7q+rbLw9wN07B\n+p0OY2y5NXjgvME4F6q9UF2USnmNzBBJUdMKbMH5/N6nvoSmqDEMwzAMwzDSRTyBQkUowFmBfxuo\nBmYA04EP2lsQZSoYqQhjgftwu1j9AXgpQWVQHnAycDmwN1DsHaoGTlFlTUICJxER9gJ+APwUp5wB\nZ2UwDeci9GNVnotwfjVJuGeJ5iNCIfAEzp3lVFXq4pHDiExnCRgcC944NRVnEXehKh3v9BM8+S6g\nBNXzUiSekUEixaj5C9CMe8DNE5HrRWRYesQyDMMwDMMwjG2EdV0IFyhUlUZVzpupSK4AACAASURB\nVMMt7F7CWZs8CiwV4WYRhkd7jWThxZsZIsIYEY4R4WGc5c8duHg7Tyb6xl+VZlWmAAcDc7yf1+KU\nCJ+KcLG31XlaEUFE2E2EM0S4X4S5OKuhRuAdL9lMYB/cy+KVwBQR7vUWs4F8ogogGyNRt692vhfh\n3NIUONmUNCkl21yYksG9uPAipwOTYzz3JuBkREYkXSoj40TcnltEioETcTFqvgnk4kwp/4sLJmwW\nNYZhGIZhGEZKieS6EOtbds+K4yzcwugL4BHYtk1uStwjPIuLK4ArcfFLarzPLOCWaFyz4rxum3rz\n3KSeBJYROaZHMq5dAhwAjMXF2hkLNBC0bJoBzFKlpR05qwne0y9x9+m4do79G2giRS5p3jH/9aYA\nfX3f/wWU4+7lmao0xSuD0THZ5sKUDELaVz1wkSqPxJDBpcAEVI9LunBGRomoqGmTUGQA7oF2Fi6o\nGTjt9/3AP1U1rO9sqjFFjWEYhmEYxo6JZ1kxEfeWPeodjTwXoaNxc9ujcNYdr+JcEBYCX/ndEDwr\nlJHA8biFVYEvu60ElS9rgc+9PBYBh+Is1OcDl6qyJN6yJgNPaXQ7rhwXAi9G427hlX8ITuGyGXhW\nleaQ44cA38UpZkbggiAHlDIzOoo548urzT3FBU0+zPv/MeK43/HSjiyPe9/n4qyU3sYpDiLHFzGM\ndghpXxcCzwE/VeWfUWZQgNv6/TxUX02VnEb6iVpR0+YkkQNwD7VTgZ7ARlXN2P7tpqgxDMMwDMPY\nMWnHGiNSUOB2j4nQExcE9kDv+HCgCKd0CShghuHCBjwHvILbDjhACVDpffoAQ730u+EsQi5WZWqI\n3DHLmUxE+BbOdSIHuAv4uyoNvuPFOIuYgDXMWJz1ygygP7AT8DucO9lRuJg4PXDhE97CBUHeEqds\n/qCpt+HqYiDOJepE4NekyaqinfZVgXOlGwpcBTwcU1wRw/DRTvsahVMaX67K41Fm8h3gemA/VE1h\n2EWIS1Gz7WSnwTsOOFNVT0qaVLHLYYoawzAMwzAMI6IrVCxuUiJ0B3oRVMCsAObFsigXcfEg29si\nPFlyJoJnBTMBp2QZC9viqwhuJ5r5BC1ipvstYkQ4CLgMOAlnZX8n8N9kW5aE1MV8XCiGCYFtytOJ\n1ybuwSmwvqfK/HTLYHR9RBgJvAxcq8rDUZwguD74G1T/k2LxjDSRl8jJqtqI8w39d3LEMQzDMAzD\nMIyEiBRwNOpgpKrU4rb3/jxeQdpT0EQpS1qCpnpKp1eAV7wtzQt9h2siWcSo8i5wigglqtvkTQX+\nujgKt435OyKcrMrMFF63DSIcjdt+eyowRpX6dF3b2LFQZb4I3wBeFSFXlT93cIIi8gDO48UUNV2E\nhCxqsgWzqDEMwzAMwzAgrNvMZuA0L0mHwUhjcT0KTRtyzTXA4Pby6SCAbZcLmhov7dWFCN8G/gz8\nLOAeIsJA4O84S6AVxOgy5u0sFbCe6oGz3AFnXXQqLp7Rj1V5Jcr8Uu6+ZnRtRNgNeAO4QLUDBYxI\nOS5I+G6orkuDeEaKMUWNYRiGYRiG0SWJ14UoRhepNmlpuyvQWqB3rNc3OkaEvYFncJY2w4BBQDMu\nRhDAa6p8M8L5ebj4O8cDJ+DiCQXiEa338gowF/hlLLtzpct9zejaiHAAzorrJFXe7iDx34F3UL0n\nHbIZqSUh1yfDMAzDMAzDyGLidSGK5bzQtI/7vm8Ajozj+mmlI+uPVAQ+TtTiRJW5IhwI/BC4FxdH\n51ncDjqLgaEivAGsDlyStkGf+wKf4YJDn4kLfhzJVS1W0uK+ZnRtVJklwpnA0yJUqfJJuwmd69Ne\nwHGIPIaqWXB1csyixjAMwzAMw+iSxOtCFMt5YXYFCrheEc/1001H1h+pCHycCouTkLrfjHNXKvYl\n2YKzmFkHrEnlPTH3NSOZiHAWMBkXH2ltOwmqCfanF1GdmD7pjFRgihrDMAzDMAzD2IERYSrOEmUm\ncFQ7FjVhj3d0brzXNAyjLSLcCuwBnLjd7nMigf60CngK1YvTL6GRTExRYxiGYRiGYRhR0hWDxLZj\nFRQaIBkSDNDc0TWTUhDD6MKI8GfgFOAL4NA2/UYk0J/uwMVuGoRqczvZGJ0EU9QYhmEYhmEYRpTs\nCEFiU+HqZBhGYoT0vamqHBcm4bvADai+kCbRjBSQk2kBDMMwDMMwDKMTsSMEiY1Uxh2h/IaRjQT6\n3lKgnwj5YdI9iguybXRizKLGMAzDMAzDMKKkq7jsdLCTU9gydpXyG0Y2EtIv1wCDad8F8XHgI1Wu\naSeTcmARcCSqH6VeaiMVmKLGMAzDMAzDMHYwzIXJMLKPkH65Fujt/R/qgtgHeAf4tSp/aSejS4AJ\nqB6fUoGNlGGuT4ZhGIZhGIax49GlXZhEeECEahGmelZAaTnXMBLE3y/n+P5v00dVWQMcA9wk0jZW\nzQsy8ZPZ7HtDAwUTP5eh3021wEZqMIsawzAMwzAMw9jB6OouTIlYDJm1kZEp/P3S+yliHxXhIOA5\n4HhV3gOYJftvOID3uwNspKyxnE1FdIVF/w6GWdQYhmEYhmEYxg6GKhtUOaUrKmk8ErEY6tLWRkb2\n4u+X0fRRVd7FBQ5+RoSRAI0UNALMZUR9CVuWAN9Ki/BGUjFFjWEYhmEYhmEYXY3TgCnAUe0tdDtw\nb4p4rmFkGn/7Bd4CLgNeE+HQ1/jmmNc5fPkznDQyj5YrgIcRqUZkKiLmytdJMNcnwzAMwzAMwzB2\nKMy9yejMtNd+RZiA2w3qPFWe9hIKsB7oHkiLqrX1ToBZ1BiGYRiGYRiGsaNh7k1GZ2a79qvKq7gA\nw/eIcCHuRwU+8dLOwtp6p8EUNYZhGIZhGIZhdGnacXUy9yajM9Om/QbaN3ATcCxwoQj3iZA/gJUL\naujReDPXlAqd35tmR8FcnwzDMAzDMAzD6NKYq5PRlQlt38A5ODeoYqDgQN4d/xTfZU8+eWqTln0v\nQ2IaMWAWNYZhGIZhGIZhdHXM1cnoyrRp36rU4nZ7mgmMfo+DWMTuG9bTY5AFFu4cmKLGMAzDMAzD\nMIyujrk6GV2Z7dq3Ki2qXA38CqjdRNn382neF2d5MxH4U8akNTrEXJ8MwzAMwzAMwzAMowsiggCP\nAHmtyDcE+uEsbY5C1ZSWWYpZ1BiGYRiGYRiGYRhGF0QVBc4DRkzglbWN5OsI5m2ywMLZjVnUGIZh\nGIZhGIZhGEYXRoRdgQV/5Nz8TZRxBXdaUO0sxhQ10eQ/WR4AhuGCNJ2mk8xErD0i1VO8dWh1n3q6\nYh1nskxdsT5TRbrryu6NkS6yua1ls2zxEu/8IxN10RXrP16sLoJYXRjpQoT3+rJ6zKfs0TKdcfsf\nywsX4mt75gqVPZjrU3QMw4IuRUOkeoq3Dq3uU09XrONMlqkr1meqSHdd2b0x0kU2t7Vsli1e4p1/\nZKIuumL9x4vVRRCrCyNdHPUV/T5+mLOXHsOLv8TaXtZiiprosO38oiNSPcVbh1b3qacr1nEmy9QV\n6zNVpLuu7N4Y6SKb21o2yxYv8c4/MlEXXbH+48XqIojVhZEWvB2hRl3Pjavq6HYUUOAdsraXZeRl\nWoBsoQOTw9NwGsZzQ00RU2Gq2InNH8PWU6Rj8dZ9NpNtptYdEFUdp8J9raM8Ezg3rnaTpPuW9jab\n6fbWie5TXONQLHXY1d08d7S6SEfbzkD/zeT4GPc1OiCu+UcHx1IhZ9TXzDZ38mxqi52Vrjjf7axk\nW/9KN6o0i3T7vyu4Y97lFRfuubRn09ozvsOGtfevvBthMIEy2Db2GcUUNUECZl/gBsptgZW8jhYu\n0FLY81IhSzYTqZ7ircMOzstmIt3DrLq/MdRxvHInUhdxnZtAu0n4vmWozWa6vXWK+5TAWB5LHaai\nn2QTO1pdpKNtp7X/ZnJ8TPAaYYl3/pGiuohIkp65mehb2dQWOytdcb7bWcm2/pV2VFlRKGf+vwty\nLnnu/jFNsraUIznx7LX87aXeXpKsL0NXx1yfgmSTa86OZv7YFcubbabWySAVfaSjPNNdj531vmVa\n7q5wn5KVZzY9S1LBjlYX6Wjbme6/0ZLpusgmOuu4mojcneXeZDNWh9lDtvWvjNCghc9/95idl03d\nHWjNmc3Tj83xDnWaMnRlzKLG44VDWLNyC2sHlbAhPwb1VbznRTKPi5Tnrf+STyoK6N/cSuP7Gxjz\nl7N0aeBYdXXbPKuqgnlGOi+USGnTbfoaqUyRSMSlJkmkwg0sIpHuWyz3P54yxdueI+WZ6LnhiNSm\nor3e64dzW3W1xNwuIf570UFfiKu9RcozlrYYqd4iHUvg+mHLFO+YnMQ84zVfT7pbVrLur59Y6iLe\nZ1mk8yLJHe+zK15ZiKFvHTGN28JdP95rxFumSCTgmpEUV69I+STpORY1CTzXopY1FeN6vHJHMSYk\nfe4S7Rwv21xKIsmdwBxjG/GO66mSO9P1n0iZA4SWIVlje7R9Nh3uofHew8XPvl7NcReewjN/GcjW\nnt8DbgHONbenzGOKGo+iXAYPLaM3cCQxmHrFex4RzOMi5VlRQP/h3egO0KS8CQyKJs8OzmtDvNeI\nlxS5liXiUpMwqXAD64hI9y2W+x+OeOWO1J47MvVN5NwIJCyrp6RJ+n2KV+4Utbeoyxip3joYI5Pu\nVhLvmJysPONtlym6T0k37Y6lLuJ9lsXbZlLxfExgDAq93gDgkPaun8RrxPXMjzbPJLoQxXWNZDzH\nYiSuZ0WMsqZ1XE9gPM7UXC3R/FNFXGNrDONnqtwM0/q8SCLJuH6bPIpy6ZvscTdNoTKSfw83DRjM\nk/8uAoqAl4Fhqmic8hlJxBQ1QZJi5iaTpRTYrJO0owYel8ldcyuNAIvrqZ9by6FJOo9o004ewZDy\nfBCo/aiWqwK/y2QRoAQo9SXPxU1OhnmfASGXqgPWATVALbQZFFYDC147jM0i7Zcp0hurcHL6iOp+\nx/vGMgHtf1i5OtLGR7pvsdz/ONnq/f0A+KVMlj5APbD59cNj71syWcqBYU8cRHnfIljfyOeXfMjL\ny6bJscBC4AudpM3xCLqwjiHDusHSemqf+ZJrj5gmJTpJAzJuk/XuRVx3xDSZALyhk7QxJJu4zVsj\n3YsO7nHSTWr9dfHGOq6q8h2Log/5iXk8k8mS+9KhNBXkQFMrc/60mF8eMU36+M4L3N9Am9oZqAQq\n/7w/Py/PZ6eWVhqunse9yzazEVgP1EwdT2txXps8dwJ6euf2BAqjqhxoAuYAn8fThmMl0pjRwb0I\nK1u897cDa4CkuD7F+yyLN89I5Y1GloYWPjznfV5eNk3uAr4CpgOzgAZgf+B43Namm4DpUw6mtHch\nrG1g+U9ms9PluzNu5xJoaqXp7kXMkskyEtgLGHf3KEaNqoC1DSy75zNueaMKZLL0AA4GxuHG0r/p\nJF2RpDKFJcZ+Hy/xPBPknn1pAli8ic1Pr+Tbl06W/nQ8x6jBzTP8cwwBugG9cONC95Dz1gALr9uT\nPXsWALDx6ZXc4j3XAHjxEJoLc2FTE5+e9wFvr5wmt3vX+ZtO0pX++v/TYs6/dLJMAN7TSbrRV6bd\nfzeKUftUwJJ6Nr22hqurqrYdywdGAb2BmTpJ1/nO2/kPo3m8LI9duuezPFc4/rgJiY8XHd37BMao\nSGyT57sz2FIzTaqJ8fmXiKVVvNYJkcbWSMcilYMo03WQf8T6iFfuNI0LkQhbH9FaCVXk07ihqU0e\nj4fLUyZLEdCok7Q1VJAFdQwdHqH+w5HAMzfqfBK4h4H6nY2bI/0cuDnKohkpRLRDfUL2IyKqqpJI\nHtXVUoFnrhaLSd3zr0pFQytTzn+f2WsaOBI38WrCLSYXeH8Dn6XAnsBY4DBgNHA98LhvoRhRlh89\nKrvs3Z0359ZyaGhHjve8UNpL601Qjn1gf+7YvYxKgBk11P5iHiuACtyER3GT1ECjUmC5rx6+BAKD\nngDleAsv2k6UBNgJGFaWR8kv9qD1lk9ZvrF527lrgIX37svZI7tTBPDe16y9ei5n4yZKC18+lOfy\ncxjvpZ9SVaVtNNcyOVhXHey6UE1QAz1FJwXz+dNzsiHwxmzOBpZfcqJue2NWXd32vNDrR7heBfAg\ncCFuYgnQpJO0NZIsAP/3kAw5qAfT3q7hiH+tZDlOcVYJVA4uYdj5Q7nzD59z1dLNrMVpzQN13xOn\nVAuQBxR755f4/i+m7SLXfw8LcPd7o/dXgDJAuuVR8/M9KAu5h2GrADcx7QYs7JHP8utHMOrGj5m5\nvokm71q7A/2BZQQVRFFTlseQy3an9M6FUN9CK7AFeAf479ievH3BUH730zls3NDEQcAiYDDwBPAo\n0AKM7ZnP4VcN58hbF/DG+ibm4dp3AW5CMBzoC7wBPAfM0EnaErj+GQ/L4P178EZ7fTHSPY53jAqH\nTJai8jzevWR39vHq4k3g1sDxfx7Mbb0KGQGwagtvnvYet+PagL89lADFvQrofsMIjrzhY15d10gD\nvrZXnkfva/Zg4C2fssK7/8XesfKyPOquGkbxbQup29S83dubwGKqDtemmoCvgZoH92fkbmX0Apiz\ngWWXfshMPGVMtzx6XTmMSl+eLYHzvE+0baYYtwAvrMhn5k0j2c1XPrx8tuAmOP6/W7xrBmj0rr/O\n++tX+rUEFI6RxoxXXpO3wo1nkcayipvlrZ/txnjv/rZpT5HyjDS2Pf+qVBTl8uDMr7nw5/Ooxd2n\nQrYfL0p2K6XXjSO5+Lr53Pt5PfW4PtITqOxVwOBLd+f0uxbxZE0jdV6drQdqBpew5ea9+LHvvFbv\n2DpcO7iDtmMkAN/ZiYHjK3ndNwZu46VDea0gh3Gu0nlqwhuciXt2VQ4tZcQ5Q7jXNz5ue8lQkc+I\ny4Yx/vYFbKxr5m3gPaAfToEyEne/1wL/BZ73yj+2ez6HXTmM/X+7iKdqGvnXi4fwi8Jcxgbq9NIP\naQLmAtP37Ma8a/fkFz+dw+dfN3KUV6eluAXEDFx/+b73fQpu3B32x9GcOrzc3SfvebzUq5OangVs\nvXx3jvPVbyQE9wyuvH80VXuUU+7Lc1kH59YT7FvrocMxHlx7mQC8ilN05RKcR1Ti2k+AHO9YZVke\nXD6MgjsXsn6TG0sCc4zAHGsl0c0xIKjECbwo8p/XDxj2h9GcuGc53QDeXEvD9R+zTclSlodcNZyy\nOxfyYW0TH+OeFbsC3wVm9iti2kVD+fmtC6iva6YWN28ZDSwBPgTGAN265SGX7k4/r482Av/BPd/2\n89KuAQ7AKQdn4eaQg/6yP81DyugD2+7Tr4BVQM+/juHKgSXOgmd+LQsvmsPzAbl7FVB4wwgmhIxl\nW4CafxzEef2K2B22jfm34u7pQqDm9cN5nTBj1Mv/k7cLcl3/WlTH3HPeZwruufqeTtKNMlny8BST\n3v18Efjg9cPpjjd+HTGN/xDm+RdpnIs0XnVEB8/cNsf85Y00toYcex74nVePNT/ZlZYT+nP/pR/y\nyOf17AT0ARZ7dbwIN34MwynpzgIewL0wWAjkA8O65XH/pbsz1Mv/KZ2k34u2PmKQewpwakBR4X9e\nLNvMO2fN5G3Y9nxtwfWflgQ/YfMY0Y3iySO54sZPuHluLbX+Y8+P5+GSPA4E2NTM8ye8zXmBYy8f\nytMBuTc38+xxb6PA/cCA3oWMvHkvJvzmU25ZXM/73jnH4pTuh+Ce1e/ilPJLcfOBcWW5jL5sGDle\nPX0MXAV8inuB6H/2tyHeZ24s+cT7zBdhW//Cjb9vAXeo8odwchjpwRQ18V5zshQDZwKX4iYSz+Im\nam/jFqi7E3zLM9z7Oxg32E7HTb7yvDwOxD2c6whOKhqAF4D/6iRd6VmsDMQpefbATSYQYFR3eh7Y\nk4HDu7Fz3yL6iHcMoEXZ0qysb1HWqZvkusmIwsZmmpZvZutnm2j+tI6cLzZT2KLb3jwX+4pbipuA\nvPL4gQzrX8w+W1qYf918zp29no3ABqDGr2xKFt7DeSDBMgUmUcPv2Idb9u9B8YI6Wq6Zy7QNTTTg\nHnrDbt+bwgN6UrCknk2Xfsi82iZacJOYQN1/oJO0wXedPIJv3f2fK3H1/SXwGG7g7g70un1vvntA\nTwoW1NF69UfMrm0OLsB+N4oR+1TQI+T6YYuJazOBa+bRdtKYg3vIF+PuxSZgnpemxHdeIW0XiFsJ\nvk1cT9BCAVz78k+um3zHWmi7+PT/30hby6eAVdSm9qzIZLIE5KvA1y47YD2wsr03Gb58i3H9KT/K\nPP3ch3sIz8YtFpqBb+Iezsfg+ugjwNM6SetlsgzB9dPTcfUUaEOfEnybOxxXp4EFw9fAN7w8d8Yt\nJvz3aQZOifOcl3as9/mRlyZwj7cQvIdf0/Y+NRG8hzW0VQAUePn0wrVrfz1V4N7U7+2VvRy3UHkX\nXxu5d1/GjOxO76X11F7yIe/WNtFUnk9Tn0JaexdC70KksoCcngXkleeRlyPB+7upmfXzNzL7f2uY\ns7mFGqC5soC84/uzU88CZF4tc15Zw0qdpC3V1SLAUK/8A3CLreXeZ2VVVbCfBqiulqk464WZwFHJ\nUFyFw7PkGYsbh7b9jFN2bqe08v7623ohbccUvyVrLu5e19w9ispRFXT3jRn1wGfAgikHc1rvQg7Y\n1MynV3/EpR/X0QLsRvDZUu7Lswk38V+AM23eD/gEuAzXnnoAvR45gCt2KWX4V1v58uI5PLamgSag\nQqDy7lF8Z58KCpZtpvXhJSzY3EJLi1LWonRvUcoRFG8cEKAwh8biXBqLc2kqyaWpOJeWkjyai3Np\nzfGNF81K81cNfLVsM0sXbGTx0DIKD65k8PAyBlcUULmknq8/2EDd9HU0tUDBbqWUDi6ltFchJWu2\nkrdyK0WrttDtqwYKtvhGOgEGlyJ7lSMiML8WXVKPtnrHBpYgk/Ykb0gZ8sUm9JKPaKptQnHtPmDV\nuak0l5zRFXQf2Z3uBTlsAL7IgYX9ivh4TE++zJVtlysEiuua6L6+ib6DSthCUFHlj3bQCHyOGxNu\nAY6igzYrkyUH2KWqNysmjWA4bmGb8+UW3j97FkMbW/kWTjG08J8Hc2avQsb4nsf1eAoXXN8va+8a\nYdgI1PxrLFf1LOBgX56RlDwBhVKgbfcg+nHej+ItZL1PPW1f+KRsjhGJeMYZ79l0InAc8P6AIl76\n+0G0AN3WNrDxxo/pN38ju6uzFPwAN2+cCMw8uCc/613I0QpLc+CFZ87R1V6eucAInHJnETDj9cN5\nAZigyqwLPmDyp3WciFNs1zx0AEfuWspuaxtYfvEc/rh6a0TldMAauvL+0Xx3j3J2Coz5G9y8pRI3\nzrTePYqckDEq8JypvGVvSg7qSc6yzWy4/EMe85RAB+OUUysIju3TcfOGY3Ft5wXcODgcp5DKx42J\nDwPVuOdqoH2V0rad9ACG374PvzygB4Wf1dEwZQUHvHy+zuvoPvnuV5t7HGJRE/b+t3eed+8PwL1s\nG96nkOZ9K6gbXMLXSzcji+spWraZbqV5rB9WxuqR5dT1L4Y1WyldtZWeXzXQt66JLZua+WxDEx9v\namaFunlOYC3RXFnA4hHlDB9QRO+lm9kyfyNNdc28CqyuyGfkyHJG/GRXeu9SCos30TB1NXs99WP9\nzHvOVl71Ec9saWFccS6fnD+Uy3YtZTWwqKpK62WyvICbA6327tFgvGfJg/uzz25lDF5QR+s1c3lp\nQxPTcHPQ3AQ/OYnmcec+DNyvB6Wf1dFw2UesrWsO5nnb3nQf05P8BXW03vwJjXk5NHxRzyetbkxe\n7LWhQP2WAC/h5mWveN8Dc7NdcHPGGcC1wNG4vvgssA/BF3SLcXO1AIGXDDV/3p/Dh5YxxPfM3dYv\n79yHK/brQemiOpp+OZ/71jZQi5vDh74I2vyvsdzQs4CDfPOBZoJ95GdeWQJrlvV484hXD+WO3ByO\nbq89hyLCrriXjdep8ki4dEbqMUVNrNdyC88rgQtwb9buBKYFFqnV1TIcN4EeiFugDfR9+uE68HLc\ng2s5sPzzTWx+5ktGDiml38hy+g8oZnBxLju1KjnqBrGAhQICrSLBia+AbG5h04otLJ++ju6f1pHf\nojRVFjItT2gqyKFbaS59inPpWZRLN78Spzwf7VuE9CqgsCKfkqJcihta2dDYyletus0yAqCpLI83\n83N4CzfhvxO3kN0btwjYSHBhFSjXiqoq3eg9HPxvtfwTujbnVVXpdpMJz4qgD7A0dMEWzkpIJotc\nMJRRR/bh/le/4q+1zWxWkNVb6bNsM3utb2R0fQvDGluhJdj8c/EmgyGfOuAI3GRqq1cntUDNLiXk\nXDiU2x5YwgWfbeIrv2wjulF2w0iuvGE+t39cx6bQcrXDJqCmRz41T4+jEF/7aWwld/VWGufVUjB1\nNWd2y+OeJfWs+qqBRoIL+RrCKEvC1GmqfftD2Qp8VlUVXvkSSnW15OH6UoHv53KC/Sm0fxXga3+0\nbZOC98BV5aAWpXuu0Oy51dXhlBQzvL99vLTjcG8vtwsz19xKnpen+vJpF1VQEPH1p9omls6ppfGN\ntey8aiuFPfL5eEAxn+5UzOplmzl+/x683C0P6ppp+t8aVk1bS6PC2UDvnvm0TujL+wNLqGhspbSx\nlZKmVkrVJ2er0rylhfX1zaz71gB2655PWbPS/NhSXi3MoeGovsjwbuyUIxxY00hJtzyeLcplGu6B\nPtor+1jcmBVQ3uTStr35P+tpqyQMKJV3xlkN9Ma1uRW4tjAUt0D+AjfBacRN4JfhrOkC93eAl/dy\n3OI00H7ycJPI3+Deyq/GTZbGAQfh+vIML8+lVVWR+4U3ToVaheR759aHpC3GTdo2e2Xf3FH+AULN\nmx/6guV4C+u9y9nluhH8wjdmlOAp/CvyGfGLPdh3ygpW9iqksF8hOfk5fFWQw4rSXJbm5vD11ha2\n1jfT0NhKXrd8RnfLY0R5PrvWN9NzXQNrlm1h87oGto4oJ2fv7pQOLaVX2ZGdiAAAIABJREFUaR6l\naxpYtXYra79uonZQMRUDihmUI+Q1tlLcqnwuTvGjuUJLXg5NeUJzjmxn/dTuhJLtrYtKcX16mPd3\nre8+LcG1vbG4eygErTFX4Pqlv783er+vxz2L1nr5tHh57ATM9661ETc53R+38BuEWyRvs5DAtfU9\ncO31PVxbCzyv/IowvDxCldgBayq/Qrw4pLwFvuN+K6Eagqbn4O79aK9MiluAd/POmeWVK1AvPwWe\n8epkMG7xMB2YUVUVdJeJlmRb7nVGqqulEqdkqMIpOx8FXsO1oTxc+xwL7Ev4lwX5wBCCivpagu2p\nGM/Kr7mVDSu3MGxgCeQIBbiFXpl3Xj1tn2Vf4trRWNyiMPAiZzbOeiUf19b2wLWH6bjF1gxPpsCC\ndBfa3/U1D9eX5hJsp1tVqalrZsvaBor7FVG1YguvN7XSmJ9DU1kem8vzqC/LI1eEUz05uuHa7aKt\nLXy2aBO/rsijO0JLeT43d89nA7DoD5/T/NQK9u1ZQPOx/dh6ykB+tLmFfQqEVbcu4MV3v2ZXhdyy\nPGp/PZLRvQsp39JC6zVzmbmmkW4CteV5LN63gq0nDeDCGz/h3a+bGIuzbHsTqLlxBHf0KqRncytN\nf1zCqR9vZBVuvFr3yAE09Cvib2saOKx/EQvycrjSK3cvoPLZL7lwdAUj3v2aL4/qy6OFOZRtbOZA\ngT3L8uiTK+R5z3VtVqhtQra2sKUV1vfIp3dZHnV5ObyJG9uG4J51Q7z7GhjbVhFUrgY+Acsyoe1z\ndgDQr6mV2W/XsPP4SlbnCfvVNbOhVcntlk/3xlbmNLWyWOH7BTnk1DRCcyub+hRSIoKsbWDzpmaK\nCnPYLKBFuRT0KqSkronW5VuQxlZaKgtY1quQ1aW5rK9tomlNAzk1jZSM6s7Qghz+WphLHW6sW+SV\n4VriCFAc7ljI8zjw8qOItkrgSoIvyYbjxstAu2301Vkj7kUbXruswT1LZuLmewFlZKV3Db8iMPAJ\nWHIOBYY1tjLyg/WMHlHOo93y+Qg3/xjc0MJIEc4ASppbWf/UCn7z6FI+H9aNQXt2Y8SQUvY4uJKD\n52zg48bWNs8J8nIoGl7GgQs28V5zK1sFJEcoys+hOFcoynOfgrwcCgtzKBhYQumKzWxuVrSxlaZ1\nDXz9VQOrlm/mq5VbOaAinzdyhcYVW9Blm7d5KAy+YQTrH1zCOQvqeL6j9YIIe+DGvUtUmRIprZE6\nTFETy3Umy3icgmI2cINO0k8BqqslFzgBuBw3CH/E9gvF5bjO3IP2F5r9cYukwNv6j4HWV74i98El\n7F+Wx9qb92JJv6Lt5QooMDpyjemI6mopwD0IBtJ2YlqEU8iMw70tyPHKON2ri9J2yjMQN6ksImjZ\n4R/01uPe7AfSDiCouFmBswIYhhuk13nHV+AeCuEmj4KbvAzD1fNS2log5Hv5lahuG/wD1iNNsv3i\noz3UkyPwkPWbWuN9D7i5tXqyjMVN+kJNr/1yVxKsw1bath3/gsH/IG/yZA/I3YJb+AasOr7yHSsk\nuAAf5KVLZ+fvhrsnATPSFWHSCW6xEWhra2i7gNnE9v0q8H8jwUV+aHvM8V37Xdq+8QhMygMLxDUE\nF48f0XbhBcDRb/KyKocB5AhPvXgop0dZD+Da4H7AOFXGAf1E2l30bcbd57FA6fyN5HTPo0dFAazY\nwuo9uvEk4d0MAi4mgfMDb9ZrccrW97zyvYPrhwHFzG64BWxgHFrpy7O1qkr9/alDqqulJ06BshpY\nXFXlYv14Y+ZAnKXeZ1VVujzM+bkEF+i9fYdycUq0gNzlOMuF0DL9f/buO86Oqv7/+OuTRm8hdAxB\nIUFBkF6kLEVAsSEginSx8NOvHb+CSBVRERvyxUoRVFABQelt6RCkSe9ECJBAAgmkkWQ/vz8+Z7KT\nydzde+/eu/du9v18POZxd2fOzJyZO3PuzGfOObMdsb+LfQxlhtDdnCsLfGbfxXziXJlKnE/z6H5q\n9kKaZ1RaTnazXXaBN4QUcJnbRcfwIXGxOa+LrmFDmNLD7svLmoE9l/LyAlGeldXmGZrSPUFcSBvd\nF7RrETW1su93Ot21P9chjo07ie+qqeVDZ6cNqRS47ey0IYBXykO6kM9+S1cGHu7o8MmFNCOJm84n\nOzr85cK0FYlzMF9z9HXgvrIHBo2Qtil/Uz+M2IasPM//us8F7u/o8FcLzS/+QQRRNqD7O12C7qbW\n/03jsoDlXBYuI+ZQublevpybTfdN2FNEeVL2G782cd68QHm5vFDTtDp1Aa8Uy550DKxG5T6nhhBl\nxjtKhrV7mC+7SRxPnAtPEs1QtkufXcR1zx3AfcS+KzOfOA+fy8q9XN4X1ERJg6f1TMqO+bR9q7Dw\nPl+T+O2+E3i0o8Pnd3baCsR3vTXxvWXHwhvEb+h2xO9bF93XLc9T8rtWQb7W7kqUB3igu+ZT1sx0\nKKlsmT2fTy45NJpXT32bGSNHcCHd5c6Kaf6niWBpVqbOojsQNS8tL/vOnAh2DE9/T0lpVny7i/vv\nfZ1ZE2exwpJDGbnNSMaNWiLK3Mmz6Xp6Bm8uO4wRqy/JkisMi/FLpIbfM+bhE2cxf/o8ut6ci78x\nl+HzPLbXYP6s+XS9NocXpr7N+BdnceMbc1lQ5qyyBLO+NZYJY5dbcK3zDPHdL1SG9Va2FdLm9/3K\nROD2kY6O7uY16YHWe9O/D3V0dPfd19lpQ6+fxG4TZ/Hef7/OxEenM72kwJ2zxBCmHjqGJT6wKiut\nvMQitUHz/bvly698y4HV6T4u5rBwAHzF3Hy9TXuL7t/j7Po2K6Nms3BZNo3u4/kZFm7SvCTd1z8r\npHR3Er8FXblA7FZ0Hz+vpWUUa9ZnQbMliGM030Qtq9G6Bt2/zfsS5TMp79kDriyvU6j+2jsrm8vK\n6/y+WJ74Lsalz/xvyVrAr4Ef7HwzXUTN8Kx27Q+Bv/UUsDFjY6Jz4UPdubrKfEsDKVBTzfKjOuNJ\nxAH+JT/eL4EFP6SfStOmEjVNLskXlP2ppyqcjZJ+FIaWNUcopMtq0szuLW1KP4TuG7K16W4X/XJH\nh3tnpw0nburGEjcslUwhCsQXequ9kfI4gihwR/SUNiffQfI4ooDODEn5H0tcYM0mfkzuTMOrPSw3\nqzXwYkeH93pxm/K+LAvfaGT7KHvCsHJu2nwi6HAn8J9ab7gbobPTVqW7c8xVekj6Eimg0tHhU3tI\n1zL9ca7ldXbamj98nMueeJMtJszkHq9hnf3ZTKgV0rmwVEfHos0i0rRiH0x5TrrwyV/85ubPzulx\naRlPErVssn5lFjQbKBnyT0WfBJ548k3+MnY5Vp4wg5mT57DDliMrBizLTG3Vb4u0Tr3nbwpy5n8D\nFjTZorzJXv4cyWo+ZTcic6gcIB9OeTDkHdTW9KqSYWk7/kv8ts+k+wYxu3mp5NUKeX6RuNGvZEqF\n8mAJ6ghYD3ZnXmaTN1yBVZ6dwYzbX2PDwosXliWVv8VjnRRo7OjwWSXTHJibL/c7O20Vuq8xlgVe\ne2UW31p9KZadPJs5w4Zw1MgRCx4UPnHG00z8/LpcscRQdkudz+938cSFAgl/JppF30/0ETXRj/dK\ngblBq7PTriG+k2w/9bQPe5o2jR5+jweCkuN0HjCj2Q8+esjPWsBpwPuJAM0lO9+MpTz+gHio/AU/\nfuGHGXlmbA5Mdqf0gZo016AN1PTUw3Y2bW4Xc09+jD9MnsNBRMdKX/7hRtyy4gjWwJn7zmW5d/gQ\n1iaaQd3a0eFezXKbNe3Sl9j1hskcS+psrd5l1rOvFtdp9e6LibPYYffVeT17yttO26Tjou/Tih0b\n9sf6z36eadk6f7gRd1Y730HrdM9395Tq5xvMx0Wj9kcxHUDWXHPsslw9ULapGfticdzeZuyL/Pnb\n0dE/ZU27/ZasNII1hsD8FUfwnVFLMJP0VLsZ5Vm774uBOA2qK/eKze7yy3l9LrtuPyqub2s5Dx6c\nxsffszwXZk3ka/l9rPc3d7AdF/l9CPyYXHOmNEvN03oKSNfTnKq3ac3YFz2VT31ZZz3LGDmC/1lj\nKY4lgu4/HT+F760wnDVmzGfY8Y8y6615fBX4ix+/6H3s6nPXeGC15acv9/a8ofOvvnvnLa7/xT8e\nqvTdSOMN2tdzrziCNbIetuc6t5Lrs2OF4aw1Lqov8pX1+PKxj7C9H+8PAPz2n7bG2DTf5Nlsu+qS\nrJqvMdLTcvth2hXXH+l9XmYt+2pxn9aHfXFdR0ffv4t2mtaHfbHYTUu1Wfbv63JqmebH++hsnb/5\np1U9XzoO9wd4oob5qp1W1E7fU1+2qRH7o5guvclhNNT2HbZ6m5qxLxbH7W3Gvsifv+22Tf1VZmTX\nXA+8wff23aP7d7UZ5Vm774uBOK3aci/dOJce6w+8wRV1XlNduNBbj2r4faz3N7cR04pa/R32NC2/\nDzs7bSzdTTV/k94sVPM0csdBiZ7S1jWtGfuip/KpL+usZxkPvMFpayzFGKKT829uuhLjsmbYx7+b\nt456iGOAL9uJdvqvN1t4mUPenr7cxqvOGAoMnb35bXcRNS6ln1Rqa7rYm9cVfRY8O4MZD01jBwA7\n0bazE+3iaXOjuu6zbzFz+eF84KadGNfZab/o7LTx6y0bB+/EWcy6ZhIbF5v1lC13oE2rZl8Nlmna\nF9oX2heDb180an8sLts0EPdFK9bZ7H3RbtukMkP7QvtC+6KQ1awp2j1ETZlGTCtq+DoG0u9Tvcvo\n6PCujg7/Z0eHd7wwM/r6nNeFb7YSs27YkesOH8O1w4yjFtwDp/nenjd0PsATU5fs6rx3+20q5UWa\nY9DWqLnvDbac61EV8+znmX32iXY1sL7Bz0YtwVXT5vKLMcswfYjxD7o7XvzmtZOYtPqSXF9801DZ\ncovTB8q0xXGbtC+0L7QvtC9q2aZG7I/FZZsG4r5oxTqbvS/abZtUZmhfaF9oXxSyegCV3xpX77Si\nhq9jIP0+NWIZt09h0+nzuPWRaezwmXUYCXzkoHX48EHrsP7k2dz1+HS2+u7DvDh1LuvuOnXnLWZv\nfttdnfduv42aPfW/QdtHzYJ5T7RdgPOXGsp5l23HM8OH8DWik7JfEa99XaTXdhEREREREZHFQWen\nrQF8yJ1Pz+li0wtfYOg/X+a6qW/zVT/eX2p1/gajQRuosRNtKHDsCsP54ikbctWGK7An8Vac04Hr\nFZwRERERERGRwaSz0zaZ28VR8519rp/Mz3/yaT+61XkajAZtoOYTv7NNN16Ri3ccxUpDjEuBn3Z0\n+MNNyqKIiIiIiIjIgNDZaWsC8zs6fFKr8zIYDdpATWenLQ98Eziro8NfaU7ORERERERERESqN2gD\nNSIiIiIiIiIi7WbQvp5bRERERERERKTdtG2gxszeYWZ/N7M3zGyamV1sZu9odb5ERERERERERJql\nLZs+mdnSwIPALODYNPr7wNLAxu4+s5BeTZ9EREREREREZMAb1uoMVPA5YF1grLs/C2Bm/wGeAr4A\n/KyFeRMRERERERERaYp2bfr0UeDOLEgD4O7PA7cDH2tVpkSaxcw6Wp0Hkb7QMSwDmY5fGeh0DMtA\npuNXBrpmHMPtGqjZEHi4ZPyjwHv6OS8i/aGj1RkQ6aOOVmdApA86Wp0BkT7qaHUGRPqgo9UZEOmj\njkYvsF0DNSsBr5eMn5qmiYiIiIiIiIgsdto1UCMiIiIiIiIiMui061ufXgEudfcjC+P/D9jH3Vcr\njG+/jRARERERERGRxV6j30Ldrm99egTYqGT8e4h+ahaiV3OLiIiIiIiIyOKgXZs+XQ5sY2brZiPM\nbAywXZomIiIiIiIiIrLYademT0sDDwKzgGPT6JOBZYCN3X1mq/ImIiIiIiIiItIsbVWjxszWNrMz\ngBuAtYH3Ahek4RlgF2BVM+uqMCxfWN6SZnaamb1sZjPN7A4z26G/t0sGDzPb18z+YWb/Tcfc42b2\nAzNbtpBuJTP7vZm9amZvmdl1ZrZIcz8dw9Kfqjl+zWyMymBpV2a2h5ndmI652Wb2gpldZGbvLqRT\nGSxtqZpjWOWwDCRmdnU6Nk8ujFc5LANC2THcH+VwWwVqgPWA/YApwM2AAxu5+/Lu/gl3/28u7Q+A\nbQrDW4Xl/QE4gqiVsxfwMnCNmW3S1K2QweybwFzgO8CewFnAkcB1ZmYA6fOfwO7Al4F9gOHATWa2\nVmF5OoalP/V6/OaoDJZ2tBJwD/Al4APA0cCGwF1m9g5QGSxtr9djOEflsLQ1M/s0sHH613PjVQ7L\ngFDpGM5pXjns7m0zkJpipb+PALqA0YU0Y9L4w3tZ1iYp3SG5cUOBx4HLWr2tGhbPAVi5ZNxB6Vjc\nOf3/sfT/Trk0yxMByl/kxukY1tCvQ5XHr8pgDQNqAMamY/Fr6X+VwRoG1JA7hr+e/lc5rKHtByLo\n+DKwfzoOT8pNUzmsoe2HXo7hppfDbVWjxlPOq9Tbm54+SjwZvii3/PnAhcAeZja89hyK9Mzdp5SM\n/nf6XDN9fhSY6O435+abTjxZ+FhuPh3D0q+qPH4zKoNloJiaPrvSp8pgGWiyY3h+YbzKYWlnPwIe\ncveLSqapHJaBoKdjONO0critAjU1OtXM5prZG2Z2WUmbxg2BZ919dmH8o8AIopmVSH/YKX0+lj43\nBB4uSfcoMNqiM+0snY5habXi8ZtRGSxty8yGmtkIM1sf+A0wibgoApXBMgD0cgxnVA5LWzKz7Yka\nuV+qkETlsLS1Ko7hTNPK4WG1ZroNzCZ+sK4BXgXeDRwD3GFmW7r7EyndSOD1kvmn5qaLNFVqZ3sS\ncJ2735dGjwSeLUmeHZsrATPRMSwtVuH4VRksA8HdwGbp7wnAbu4+Of2vMlgGguIxvGvuGFY5LG3L\nzEYQx+dp7v5UhWQqh6VtVXkMN70cHnCBGnd/hejcMnO7mV0NPAJ8Fzi4JRkTKbB4U85lwNvAYblJ\ntTTxE2mJSsevymAZIA4ElgPeBXwLuNrMtnf3CagMloGheAxfkx3DKoelzX0bWAI4pYc0KoelnfV6\nDPdHOTyQmz4t4O4vArcBW+VGv055hCobN7VkmkhDmNlSRDvbMcAe7v5SbnJvx+brVabTMSxN0cvx\nuwiVwdJu3P1xd7/H3S8EdgWWJd5mBvAGKoOlzfVyDJelVzksLWdmo4mb1OOApcxsRTNbMU1e0sxW\nMLOh6FpY2lSVx3BpDKXR5fBiEahJjIWjs48A65rZkoV07yGeED/dXxmTwSV1CvV3osryh9z9kUKS\nR4j2ikXvASa4+8xcOh3D0q+qOH4rzorKYGlD7j4NeIaomQAqg2WAKTmGK1E5LK32TqImwgXEDWg2\nQNQMex3YCJXD0r6qPYYraVg5vFgEalLka3uiPW/mcmA48MlcumHE67Wucfe5/ZpJGRRShPVPQAfw\ncXcfX5LscmAtM9sxN9/ywEfStHw6HcPSb6o8fsvmUxksbcvMVgM2IG50IZr0qQyWAaPkGC5Lo3JY\n2sH9xDVEftg5TTs//f80uhaW9lXNMVxaFje6HG67PmrMbN/05+bp80Nm9how2d1vMbPTidcT3k1E\nt8YBRwPzyLUjc/cHzOwi4OfpCfHzRDuydYBP98e2yKB0JrAvcSzOMrNtctNecPeJxAl7J3CBmR1F\nVMM/moi+/jhLrGNYWqDX41dlsLQzM7sUuBd4CJgOjAW+Tjy1Oj0lUxksbauaY1jlsLSrVPvrluJ4\nM4OoKXNL+l/lsLSlGo7h5pfD7t5WA9CVG+bn/r4xTT8MGJ92yNvAy0TVpPVLlrUk8aP2MjCLKBB2\nbPU2alh8B+C5wnGbH47LpVsJ+AMwBZgBXAe8t2R5OoY19NtQzfGrMlhDOw9EB4D/JqomzwAeB84C\nRhfSqQzW0JZDNcewymENA21I1xEnFcapHNYwYIbiMdwf5bClmUVEREREREREpMUWiz5qRERERERE\nREQWBwrUiIiIiIiIiIi0CQVqRERERERERETahAI1IiIiIiIiIiJtQoEaEREREREREZE2oUCNiIiI\niIiIiEibUKBGRERERERERKRNKFAjIiLSpszsUDPrMrN3tjovzWBmz6fty4apZnalmW3R4nydkPKz\nyHWSma2Xph1Sx3LPNbPn6szT82Z2fhXpDjWzw2pc9n5m9pKZLVlP3qpY/iZmNsPM1mnG8kVERBY3\nCtSIiIhIqzhwNbANsB3wNWAccI2ZrdbKjBF568v0MicBH69jvmx91azzUODwahdqZiOAHwGnuPvs\n+rLWM3d/ELgC+GEzli8iIrK4UaBGREREWuk1dx/v7ne5+x+Bg4CVgANanC9r9ALd/dkUtGgnnwRW\nBc5t8nrOAvYzszFNXo+IiMiAp0CNiIjIAGJmnWZ2q5l90MweNLNZZnavmW1tZsPN7Mdm9rKZTTGz\nc8xs6cL8J5rZfWY2zcxeNbMbzGzrkvVsltYz08z+a2ZHp3m7CumGpWmPm9lsM5toZj8xsyXq3MT7\n0+dCzb3M7MDc9r5qZn80s9Vz088ws6cK89ybmim9KzfuFDN7pc68VZSa91yemm/NNLPbzGz7QppF\nmj6Z2TtTc68ZZjYp7bvPp3yPXnQ19ikze8zM3jKze8zs/bmJncCOwPtzzclu7CXrnwMud/cZhRV1\nmdn3zey7ZvZi2qabzWyTXJqN0vfxs8K8p6Rj4X250Z3AJOCIXvIjIiIy6ClQIyIiMrA4sB6puQqw\nL7AkcBnwB2Bl4GCimc1ngOML868F/Bz4KHAIMBm4xcw2yhKY2SjgBmDFtKz/AfYgmtUUm99cAHw3\nfX4IOBX4LPCnOrdvTPqcmsvP54E/Ao8AewPfSfm52cyWScluBN5lZu9I86wEvA+YCeySW/4uwE1V\n5mVYCkQtGIChxURmthlwB7G/jgD2AaYA16dpeZ6bbwRwHbAR8EVi/65L7M/ifjZgB+Drafr+KS//\nMrMVUpojiUDXg0Rzsm2A/1dp48xsOWBb4LYKSQ4G9kzLOBRYDbgh7Vvc/WHgG8BXzGzPtMxdgP8F\nvuPuDyzYaHcHbie+NxEREenBsFZnQERERGpiwEhgW3d/HiB1ensZsLq7757SXWdmOwL7ETfOALj7\nghoNZjYUuBbYlAgwfC1N+gYR/NnD3V9Kaa8BJiyUEbMdiKYzB7l7Fpi50cymAheY2SZVNPUZkvIx\nlAhAnQXMBv6cy+PJwE3uvqA5lJk9DtxK9MdyBnAzEdzoAM4HdgKmAZcAOwO/M7Nlgc2Bc3rJU6ba\nPltOA54HdnH3eSl/1wAPA98jgksLsp77+1AiMLOVu/87jbvKzB4A1i5Zz3LAJu4+La3jFeAeIkD2\nF3d/zMzeBIa4+/gq8r0pcS34cIXpSwK7u/ustL67gaeIYNFxAO5+lpntAZxrZrsR+/5ad/95yfIe\nAj5hZkPcvatkuoiIiKAaNSIiIgPRk1mQJnkifV5TSPcEhRt+M9vNzG4ys9eAucDbwNg0ZLYB7sqC\nNACpo9krWDjQsGea/5JCrZPr0vQde9kOI/qimUsERR4GNgY+6O7ZNo0DVqFQQ8fdbycCRzul/6cS\nNUl2TUl2IZrbXE8EarL8DKP6GjVbA1sUhnzQBTNbKi33b+n/bB8MIWol9bQPtgEm5II0mUso7yPn\nzixIk2QBlndUtTWLyjpsnlJh+pVZkAbA3ScAdxG1cPIOJ77DfxPbXemNWK+l6avUmV8REZFBQYEa\nERGRgef1wv9v9zB+WKpxkzXRuRKYTtxcbw1sSQQ48q9mXoNoElU0qfD/qsAIYEZaVzZMImq3jKxi\nW64kAiDbEjV6RgBfyE3PlvFyhfyslPv/JrqDMjun/28CVjOzd6dxE919ob5senCvu9+XH4jmV3kj\nidpAx7HwPngb+BLRHKqSavczxP6cutAI9znpz6a8VrtCPiYDaxbyMZX4HkcQNXtebVJ+REREBgU1\nfRIRERk89iECCJ9w9/nZSDMbycJBnpform2RVxw3hagJs31JWigPruQ5MDUFQADuNrNpwDlmdkVq\nTpUFJ9YomX91oulPphP4upltC7wHuNHdJ5nZY0QNm1r6p6nWG0AX8CuiH51avAy8u2R8f72aPAvE\nrFxheqVjYGJ+RGrydATxXXzJzP7k7veWzDuK2FcK5IiIiPRANWpEREQGj6WJG+UFUuevxaYzdwHb\nmtlauXRLAXuxcCe3VxG1OVYs1jxJQ2+BmkW4+3nAfcDJqQnRE0RA4VOFfG8HjCaCM5mbgflER8qv\nuntW++VGIki1CQ0O1KS3Jd1KdFx8f9l+KM6S+/tOYLSZbZmNMDNLeS12JlytOcT3XI37if21cYXp\nH7LcW8MsXq29DZHvbNwoIkB1BfD+tMw/5zp5ztuY2Efqn0ZERKQHCtSIiIgMPGX9l1TjKmBZouPX\nXc3sSKLz14mFZf6UaM50jZntZ2YfA64mas8sCCC4+83AX4C/m9mxZraHmX3AzD5nZpeY2fp1bsdx\nxNufPpdq/hwH7GZm55vZnmb2WaIflyeBs3P5mU4EeXZl4QDOTUQnw0YEbRrtG0QnxdeY2f5mtpOZ\n7ZNeU31qIW1+m88FniX6+DnYzD4EXEw0lzIWDqpV+50/AmxkZp80sy3MbGylhO7+JhGUq9SPzmzg\nWjP7mJntTxwDbwD513GfTRwTh6WOlA8gajqdkV9QCkBtR3ReLSIiIj1QoEZERKS9FWtWeMm4nubN\nB1auBb5C1Hz4J/HWoYOApwvpphDBjteJ2hK/Im6wLyX6t8k7EDiBeE34P4hOdb9EBFHK+jgp5m/R\nke5XErU2jjGzEe7+u5TP96Z1/IjoOHmnfGe3yU1puTeWjJuQOsTtTS37GHe/n+jrZwrwy5S3nwMb\nErV8Spfr7nOB3YH/AL8m3kY1ATgzJZlWmLcaPyI6Mf49MD4ttye/A/ZKr+ouOo+oKfMrIqg0CdjV\n3d8AMLMvE2+cOjgdM7j7s8TrvA8xs/1yy+ogAji/r3I7REREBi3ZI3joAAAgAElEQVRzr7dmrYiI\niAwW6TXZ9wGT3f0Drc7P4szM/gWMc/feaiQ1Yl0jiOZlP3X3M3Lju4Dvu/txDVrPRQDuvn8jlici\nIrI4U2fCIiIisggzO5moaTOB6Gz2CGAjogaFNIiZfQN4C3gKWA7Yj9jHX+yP9bv722b2beDnZva7\n9Br2hjKzTYj+jTZs9LJFREQWRwrUiIiISJku4HvEq5ideIX3x939mpbmavEzm3gt+WjiNd+PA591\n93P6KwPu/jeiyVqzlv8g0TeSiIiIVEFNn0RERERERERE2oQ6ExYRERERERERaRMK1IiIiIiIiIiI\ntAkFakRERERERERE2oQCNSIiIiIiIiIibUKBGhERERERERGRNqFAjYiIiIiIiIhIm1CgRkRERERE\nRESkTShQIyIiIiIiIiLSJhSoERERERERERFpEwrUiIiIiIiIiIi0CQVqRERERERERETahAI1IiIi\nIiIiIiJtQoEaEREREREREZE2oUCNiIiIiIiIiEibUKBGRERERERERKRNKFAjIiIiIiIiItImFKgR\nEREREREREWkTCtSIiIiIiIiIiLQJBWpERPqJmXWYWZeZHd9P6zs3rW90f6yvkfp7XzWLmY1J23FO\nP63v0LS+Q/pjfSIisqhGlv1m1mlmXY3IV4Xl9/laYXH5zRZpJwrUiLQRM7s4/dA91uq8DERmdmfa\nf5v3km7PlO7yJuShy8xu6iWZN3q9fV1X7qKyy8ye6SHdh3Pp/tmXjLXhvqrIzJ7PbXeXmc0ys0lm\ndoeZ/czMNutlEf29HW2x3wYqMzshfc879sO6suDaNwvjO3PH204V5h1mZq/k0o2skG4LM/udmT1h\nZtPNbLaZvWhmV5jZkWa2XMk8B5rZb83sXjObk5a/T53b2FnMXyPLHDMbnvbjFWb2Utq+N83sETP7\nvZl9oGSeVczsmPS7m53fb/aQj/VT+lvSOuaY2X/N7DwzG1frPqmVmb0rHZf/TOvvMrOHqpjvADMb\nb2ZvmdnUtI8q/kaa2ZZmdqWZvZ7mudvMPt3YrWlfTQg4NKosbmaZ7g1cftXLqfIaQGTQGtbqDIhI\nMLNRwEfSv+PMbDt3v6OVeRqA/gBsDRwK3NtDusNy6Zuh0oXK3cAGwGtNWm8ZqzH9PGBdM9vJ3W8u\nmX5YSjOMxlzYtdO+6s3bwA/S38OAlYFNga8AXzWzPwJfcPc5uXleJLZjWn9mVAakSufCPKJMKzsf\nPwismtIMLU40s6HA6cQxOjct41/ALGB1YAfgTOBkYFRh9u8Do4HJwCvAO3rIYzV62r66yxwzWxf4\nB/BeYBJwA/DflH59YB/gcDP7hbt/PTfrhsQ2zgeeAmb3kEeIffRJ4CHgUmA6sDFwELCvme3p7rf2\nMH9f7QAcR3yPjxLfX4/fh5kdQ2zjBOAsYDngU8DtZrZHcX+bWQdwDbEvLiTKrX2AP5nZGHc/tZEb\n1OYGU7D7aOBU4KUWrHsw7WeRmihQI9I+DiLOyV8AXwUOBxSoqc2FxP77tJl9093fLiYws5WAjxEX\n9P/qz8y5+yzgyf5cZx1uA7Ygbo6KF/GjgA8DV9EdVGyKNt1Xb7v7ScWRZrYBcAFwMHEOH5hNc/d5\ntN92SPVqDXQ2w9VEIODL7j6jMO0wYApxjG1bMu+pRJDmHmB/d3++mMDMtgd+amZD3D3fvOJw4El3\nf9HMTiCCBM1Qd5ljZisA1wLvAk4BTnL3uYU0SwFHAGMLsz8K7Ajc7+4zzOx5oLRGUnIVcKq7P1hY\n/v7AX4hAyEY9bWgfdRIPIh5097etl6YwZrY+cCLwBLCVu7+Zxv8SGA/83sw2cPf5afww4PdE4GrH\nbDvN7ETgLuBEM/ubuz/dlK1rP+1w7vcLd3+FCMaKSBtR0yeR9nEY8BbwXeLC6pNmtnQ20cx2TNVE\nf1U2s5ltmqafWxj/LjM7J1Vzn2NmL5jZmekCOJ9uQXtqM9vQzC5L1aS7zGz5lOZwM7vczCakquWv\nmtk/KlWjNrNV0/JeS1Wob0vViis2KzCzfSyqyU8zs5lmdp+Zfa6aHejubwF/Iy62P1oh2QHACOCC\n3AXq6mb2SzN7Nm3XK2Z2vpmNKclfl5ndZGbvMLMLLJq/zDezr+YunLOq09lwSJq3YpVqM9vMzC4y\ns5dTHl4ws0vM7P25NGua2UkW1dhfTemeMrPTzGzZavZRFWYAfwf2MbNlCtM+AwwHzq00s5mta9EU\n4OV0vD2f9u2oXJqOPu6rvc3sVoumDW+Z2T1m9tmSdAv6azGz3S2aKb2VjsdzrUIzkVq5++PAHkTw\n7wAz2zqXh9J+CsxsrJn9Me2f2SlP91rcEOfTZU1GljSz09N5PMvMHjCzA6lSHefuEDP7XNpn09N+\ne9TMfmpmKxbS1lPGvMfMrkrLftWiic3SKd3e6TudkZZ1dIU8LmFmR5nZgyntG2Z2nZWXK9l+HGZR\n/jyX9sMTZnZkMS3dQYmbcsfmc9Xu7wZy4nxbBtgvP8HMVgH2Av5E1PaiMH0c8E3iuPxgWZAGwN1v\nA7YtBGlw9xvd/cW+b0Kv+lLmfJsI0vzB3b9XDNJABH3d/Qzga4Xxk939tpLgVyl3P68YpEnjLyJq\n5Ly7UWVKhfU/7+73lD2AqOAwopbVKVmQJi3nUeA8Yr/tkku/C/BO4M/57Uz75yQiCH1YLn3+93Ad\nM/ubxTXDW2Z2g5ltWUi7k8Vv5e1mNqQwbR+rsjly/rch/Z39FryWytTVS+bZ2+L39VmL64qpqazY\ntZDuBODG9O/xtvBv0+hcuhXM7GSLpnUzzWyKmd1lheaLufTrmdml1t2c7Doz27i3bS1ZTq/lVy5t\nLeVjaR81Vsc1XJpvi7SuN9N6LzGzdXLTe70GEBEFakTaQrqg2Qi4xN1nAn8EliWqWQPg7rcQ1bk/\naVGdvegz6fOC3HK3Be4jVXUGfpb+/yJwl0XtkqL1iJo8KxBP184nnrAB/IoIglwN/BS4HtgduM1y\nN6dp3csBtwCHAA8APyeq1V5NPBUs2w+nEYGW0cQTyl8TQZXfmNlPy+YpcXb6PLTC9MOIm5+z0zrX\nJ5pJ/T+iSvsvgJuIfT/ezN5ZsoyVif25AXGT9HvgSuLpJcDzwAm54f7C/AtV9bV4InsX8cS4k2iq\ncB1RlT/fJ8SOxM3Gi8T3cibRLOGbwA0WT0T7yoFziBvDTxamHQY8SBxDizCzdxNP7g8k9s9PiCf9\nXwbuTjeWAM9R/776NnAx0aThHOIYWQX4nVUIYhJBu8uJ/fZ/wDNE7ZfLKqSvmbtPAX6T/i3uN8ht\nh5mtRTzR3puoTfAT4CKimcEXKqzi78AniFpjvwfWAP5oZl+rkL6olnN3CLGPf0M0rziXONYeBz5H\nnJ9Z2nrKmHXTds8nvr9niRoP51gEn84HHkvrnw+cYmaHFvK4JHGO/IhoxvMb4K9EU5QbzGzvCvvh\nQuI4vprYjyOBM83siFyac+iu2XEu3cfmzyoss9luIfbRYYXxWRDjHMqf/h+Sxv/G3af2tIIsaN0i\ndZc5RDnvRG2anlfS3G3MAkTzmriOWnUQ++bakmlXpc9830cd6bMs/TXps+zGfCXiGF2LqFV0CbA9\ncHMqHwBIzax+RNT8WlA7y8zWBn5LBBQP72F7irYlzuNXiN/te0m/PSUBs1OI34ybiPP4MqIW1zWF\nsuImIogF8Vt8Qm6YlvK7GvE7913gTeAMosyaAXynJJ/rAncCKxJlznXArkQQeNUatteorvyqt3ws\n/tbWfA2XbEWUn7OJ4+HfwMeB681siZSmlmsAkcHL3TVo0NDigfgx6wJ2Tf+/g7hBuaWQ7gcp3V6F\n8UOAiWmwNG4E0S79NWBcIf2+aTln5MaNSeO6gGMr5HOdknEbEG31ryuMPyUt67TC+IPS+Kx6dTZ+\njzT+EmBEbvwwoj+ALmCLKvfnU8SF8+qF8Rul5dyZG3cncSGzfSHtNsRT6n8Wxmf76DcV1t0F3Fhh\nWkeaflxu3OrEBd7rwLtL5lkj9/coYKmSNN9Ny/1MYfy5afzoKvZZ9v1fnv5/Grg5N33TNP2rwDr5\ntLk0nWn8gYXxJ6bxZ/dxX61H3Ai9AKyaG78sEWTrKhxTh6Zxc4gaA/nz5cY0besqj6nngem9pNk5\nLbOzZL+enRv3lTTuIyXLWKnCPn0IWDp/XBA3KLMKx0i2zQf34dzN8vcvYHhh2nLAMunvvpQxX8yN\nH0rciM8HXgU2yU1bM23jQ4Xln5qW8+3C+FHETcBkYMmS/XgHsGxu/FjiPH+ssJwTisdTs4bcd/aN\nku9+PhEY/l76+5256Q8SzXbyaUfmpt+UlrtTA/KY7Y9P1Dl/Wf6y46GuMic37rkGfQ/P08s5XmG+\nrVI+7mr2sVJYbxfwnx6mvwpMqzBtgzT/hblxf0vjNq0wzyvAKyV56ALOKYzfJY1/sDB+GBGkngts\nR3dZPJ+o9VXNdnfk1ntoYdpJafwvC+PXKVnOqsRvyVMVln9chfVfkqYfUzItXxaPyeXzqAr5/N8q\nt7mT2sqvWsvHcylcK1D7NVz+e9mvMM95afz+JcdP6TWABg0aXDVqRFotPfn4FDDR3W8AcPcXiB/m\n7c1svVzyP6XPz7CwDuLG7UJ3z56KfJgI+PzQ3Z/IJ3b3vxM3RvuXZOkl4kd+Ee4+oWTc4ymvOxRq\ndHwGmEnhSae7Z0/Li0+Av0T8aH/Bc1W7Pfr4+F76tyy/Zc4hbv4OKozPnkhntWk2I54M/cGj+n8+\nn3cRtTA+aKnpV85syp+c1eMQYCniYmiRt325+8u5v1/z6Lul6Kz0uWvJtHqdS3ynWY2iw4gLwgso\neXqfqjXvCDzg7hcUJp9K3Mzvb2bD+5CnzxAX9j9x98nZSI8mbyekfw8pme/P7n5nLn0X3U9Nt+hD\nfoqy76rYKWsls4sj3P31CmlP8ahtl6V7mXiKvARVnBc1nrtHEjdSX/JCUxJ3f9O7m4rUW8Y85e6/\nzqWdT9TgMeAfvnCzi5dItdey5hLp84vAI+7+48J6XyNqpI2i/Hw4Oh0vWfoniZufsbZos5t24UQt\nS0g1BVPZ9V6irKsk62x2kQ5CLd58d0JuON7MNmlstmt2LjWUOcT2QYUOUM3sO8VtbHSGLfrIOY+4\naf12o5ffRytQuRPzabk0FP7uaZ4VSsbPA47Nj3D3G0m1Qs3sfbnx84hyfDbxvZ5EXL+c6e5XUZvH\n3f3cwrgfAm9QuEaqUP5NJh4CvavY5KcSi2ZVHydqFy5ynZT/vc551t1PK4zLXmRQ6+9Pr+VXH8vH\nvFqv4TI3u/vfCuOyms6N/L0VWeypM2GR1tuHuPj5bWH8+cQT+sOBYwDc/REzexD4qJktk7thWqTZ\nE91VUzeyQr8XyVLAKDMb6QtXi/+PV6ginoJGx6R8rUE8Uc848eR3Urp4HU3ctL9Rsqi7gHcXxm1N\n9NHzJbNFfv+zm/sNyvJV4jziAvBQ4LSU96yT15lEs6psnQBrV9hHaxCBgax5VOb5Hm6oa5W14y+r\nbr4IM9uPaB7zPqIqdT7gvkaD8gRxY3gCcKiZnUz07XOFu0+xklf5AtlN3i3FCe4+28zGAx8CxgEP\n15mnbB1lb4bpTJ9l7f7L3gA2MX2uWDKt2S4nasddamZ/JW5obvWe+wMpe5vM7emz174Oajh3lyW+\no0fLbm4K6i1jyl4pnHVkuUgfIGnaUGA1Ihg2jigzJ1RY7/rpcwPgitx4p/xYeJG46ViRqN1WF4s3\n5nQURt/v7n1pYmcQN5pmdiNwcAo4ZEGMP/U0cw/2IGqq5D1H+f7vPZPRNG1MYfSlXtKnSw9qLXN6\n878sGlg4sSxhPSw6Kb6UOB6P9mieXM18h9L3fdVOJrj7xJLxtwMfIMqnB7KR7v6UmX2duOY5hujU\n+ag61nt7cYS7zzSzB4h+T0a7+39hQYDlaOItaWsDSxZmXYNoWt6bLNBwY+6hWG8eKBlXz+9PteVX\nveXjAnVew2Xa7fdWZMBSoEak9bI22cVaCBcT/UIcbGbHendHjxcQwYdPAOenNr/7EFVf8217szba\nB/ewbif6BcjfRE0qS5j6chlPNDO5LuXvLaIWzN7ETXTW/ji7qH61wnonl4wbSdyMVXqziANLV5i2\ncEL3iWZ2LbCnmW3l7uOJTjdXAc7PPZHK9tFHqdz5cNl6S/dRnbIbiV5fi2lmRxFtzicRF1gTiSeT\nBhxP9/7vM3f/r5ndRBw/DxP76tweZslqHVXaN9mNeD03XL2uI93Mzc+lyZteMi7rS6Ksv6d6rZk+\nKx33QHQKmvpuOIHok+NQADO7j7jhu644C+XnTLYfyp5yL1DjuVv18Uj9ZUzZ9zG/h2nZd5UFbLP1\nbkzlIFVpeZF/Gl2y/L4eCzuxcPnlRNC4L4Ga/M3guUQA/4Pkghg9zDuJuGlbi2gO2r3QeE311wEs\nOkAtPvGv1SEs3N+JE/3qVB18qKPMycqUNcsmuvuC/pHM7GEq31jWLNWEvYwIzJ3k7j+qYfY+76sq\nVaoBA+W1Z8pq2RTnKattU1Y2Qc/l09VEoHEE0Sx0ToVl9KSq9ab+asYT58GtxG/nNKL825n4Lqr9\n7aylfMwsUqa5+7z0QKqmMqfK8qvu8jGnnmu4TH/93oos9hSoEWkhi7cK7Zz+fbCkJgnEU+k9ic5q\nIWqD/IioRXM+0fxgeeDHhfmyH8s93b2q2hpJpadEXyMuUg5w9wvzE9JNZ77afPaGiVUoV9aB3nRg\njruXXnTX4Wxivx1KXKQdmhufXydEfxnFGk09qfZJWjWyp1Vr0cPFX6oRdCwRnNkkX0MhdW7Y8Gr9\nRLOKC4iq0llwqJJsX65WYfpqhXT1yK9joSrmZrYycRHYl+X3VXbz9e/eErr7Q8RbboYTtar2Av4H\nuNzM3ldoSmTEOVN8ap3t00pNFTK1nLvZsqo5D+stY/oqW++F7n5AP663R+5+Ig2ssVHiEiJ4/1ui\nA9eemj1B1DjYkQgmdPaQrs+vIXb3nXtPVZWqy5xUy+hlYLSZrevuzzUoDz1KNWkuA3YjXtd9Qi3z\nN3Bf9eYpYGszW83di8Ht9XNpKPw9lkKHrqn576qU1GKh/PccKpRPFhc65xGB16nAcWZ2cRU1+Opd\n72eJWjTHuPsPC3lZg4WDZr3Jfq8bdZ3SDI0oH+u5hhORBlMfNSKtlfWZ0kn04F8cLknTF7wJIfXZ\n0Ansmm7QP0M8GSpWgb87fW5LY7yLCFAs9PrM9GRxM3LBC3efRlQjHlt860u6SNumZPl3A6tb7hWO\nfXQZcRG4f3qrxF7AMx5vnsivExq3jyD2Qy1Pjcanz917STeKeMp1py/6Bpf3l6RvhEuIi741gT95\n4fW9BdmF/Q7FCekY2YroFDYfgKh1X2XrKLuwzsaVVTNvOotXUX+B2KaLqp3P3ee6+x3u/l2iL6Yl\niGYpRWVvW9k+ffb2JL6Wc/ctov+BsVWci804f6rxGHEjsaUVXvPbQFkNn7Z5Apz6p/orcT5Oojt4\nX0nWgecXiuVwG6ulzIHuN16VvsK90QpBmh+n87ZddRL7puy35YPpM/972Jk+y9LvWZI+s076jS2q\nVD59i3hA9UuiD6vlgAvqOJe3L45I/bS8D3g9a/ZElH+waPlnlJddPZ37/ybKy12bWPb0VZ/Lxzqv\n4epaFW1Uxoq0m3YtZEQWe+kH9BDiouBAd/98cSCaRbwCfDjVGMhcQPy4HUlccN1R8jTqH8QbDY6y\nwut30/qXKhvfgwnERd+Ci6P0g30q5U9d/kxUrS1eQB9AVEEv1ko5I33+IbWPLuZ3TC1BnNQJ6gXE\nk+eLiBqE5xbSjCcCJQeZ2cdK1jnczBa5GOzFVOLpXbX+SPSbc5SZvaewfktt6yGqGs8GNk832Fma\nNYj+ThrO3WcTx9fe9NI0wqMD7JuBTc3s04XJ/0scIxemziQzte6rPxPny7es+1XfpH5VTmDhTlf7\njZltQFTlX5W4ueyxRo2ZbWqLdlAN3Z2jlnUY/V3LdXabvvevEsfEX3vJYq3n7lnE+XKmFTp/NrPl\nc/lodBlTlXQM/Zq4ATu17GbEzLZON9X1yoKhVXUy2o9OJDoz/UhvQYzU0ehPiRoGV/ZQfvbYdK6g\nz7VvelJLmZP8mHhb1BFmdqKZjSgmSM2Di32S1CzX3Gk34HR3b1SH8s1yDtHk5Lv58sbMNiSuPZ4m\n3riUuYFognWA5TqWTuXrcUQH42W1uIYB38+PMLNdif30UL7vHYuOhb9PNG37X48XKPyMeNhwTI3b\nN87Miq+s/w7RD0q+KXl2bVT8Lf8a0TSoeC1S8dxPNZMW9EtUnG5ma1WV8yZqYPlY6zVcPWq9BhAZ\nVPq16ZOZ7Ut05rkZ8XT4v8TTkx9k7S5TU5BnKyxiRXdvZbV2kUbalbgQuDrVklmEu3eZ2R+Jt0kc\nBPw8TboY+D/iB3Q4JR1KuvvbFh3PXgXckfpseYw478cQNRBuJzp4rcZviBpAl5jZRcRTzx3SsjpZ\ntBPNU4m+c75lZpsC9xCvV/4IcA3dr+PO8nuVmZ2atukpM7uGaOqxCnFRsDXwabovuqpxNvGq4W2J\nG/xzS9IcQLzG9lIzu42okTGPePXrDsTbit5TMl8lNwCfNLNL07LmA5elpi6LcPdJZnY4cWF5r5n9\ng+jUc1WiFsUVwNfTsXAW0a/E/WZ2JdEWfS9i/4+tIY9V89zbkqpwJHAb0XfSJ4iq9JsTHUo+SwRs\n8mrdV8+Y2TFE07//mNnfiZuHvYnv60x3L+t0t1GWsOjI1YjzaCTx9DYLRpxH1KrpzSHEjeWtxH55\nk7hh2IM4vssCL88CD5vZxXS/6Wll4pXOZW8ayav13D2TKJ8+BjxpZv8igonvJJ6sv5/odLzRZUwt\njiM69jyK6Fz9Nrov+jcnzofVWTjoVUuQ4UbiRuQHZrYR0YzidXc/swF5r8VCeU6dtpZ13LpI2uQ7\nRD8gXyHK1ZuAR4gA36pEs7v3En1RPL7QwsyOoPvmNntzz5fM7CPp70tr7Ci5qv1fS5nj7tPNbHci\ngPI94PNmdgMRQBxB1MzZnQjY31ac38zOzf07ChiRG+fAt3L9AP2aCD68Arxl5R21/izVRmi49LDm\n9MLotfP5dfcFgYvUae8JRGDkP6nsWIb4HR0KfC4f7HP3+ek7vwa41cz+QpRNnyDK12Pd/ZmSrP0H\n2NnM7iCC9WsTD5lmkSsPU2AgC7Yf4N1vdzyG2K/Hmdm16QFKNa4FzjKzvYAnifJgN6KsPCGX7nzi\nt+dXFh1+v5TSbk38vu5VWO5jKc2nzGwOcb458crv6cD/I8rrk83so2mbRwAbEq+Ur/atf7Wqpfyq\np3wsqukark41XQOIDDrej+8CB+4E/kbcGO1IPA18PY23lGYMceJ/n6gqnx+G9Gd+NWho5kD0NTMf\n+GQv6calc+KBwviL0vjZwEo9zP8OorbK0yntFKIq8i+AzXPpsnPv7B6WtQtx4zWduLD/G/HU5py0\nLaML6VdN014jOi+9lbh5OyOta5OSdewJ/Cstfw5xwX0TEaBYuY79/O+Ut6t6SDOSqJXyCHFD+kb6\n+3fAzoW0XcQbHyotazXgQqIGzLy07oPTtI40/3El820B/J3umjMT0v7dNpdmOHEz8hRxgfUUcUE2\nvCxflb6XCvnOvv/L+5IWWJcIWLycvr/niSruoxq4r/ZOx9Kb6bi6B/hsSbpD8sssTKu4/Arb/Fxa\nVhfd590rxKtRfwq8r5d9dXZu3FbETd9DxG/gW+l4+2FxPxGBlPlEcOYnxPkwmziHD6x2m6n93M1e\n8To+5e9N4in4acAKjS5jevmuKuVxKHHTdCcRSJmZ8nAJ8VBoaC7tTcD8Ct9RpeUfnLZjVsr3s7WU\nPdUOuW3/RmH8TWn8yCqW0WNa4ubsd0TTw7fS9/Qi0XzqSGC5CvulKy03P2Tjqjp3KuWPBpU5afow\noh+yK+gue6YTbxQ6G9itwnxdhW0qbuPokm3IlwP5oaqytg/HyZje8lthvgOI83gGcbN+BbnzsiT9\nlum4eD3Nczfw6R72341EGfA34tx/C7ge2LKQ9syU16+VLOc9xPn7JLB0L/uhI633OOJ64pa0zteI\n357VS+Z5HxHYmUr8vl+VzonjU552LKTfKn3fWafDxWNhReKa4QniXHqV+C34asn3VXpNRS/XEmXn\nT4VpjSgf+3wNR8+/2aX7gh6uATRo0OALgiP9wsxW9sIbCszsIKJg3dXdb8rVqDnC3c9edCkiMtCl\nmgTbEDd8M1udH5F2ZWadwA7urnb8ItJWzKwL6HT3XfpxnR1EcOgEdz+pv9Yr3XQNJ9I/+rWPmmKQ\nJsna8hd7UG9qO2gRab7Uj0Zx3KeIphM36gdeREREpP3oGk6ktdrh9dw7pc/HCuNPNbNfE9Uubwa+\n6+4P92vORKSvrjWzN4g27LOJ1wDvQjSjOKqVGRMZQPTgQkRE+puu4URaqKVvfUq9o58EXOfu96XR\ns4mODz9PtHf8FtHR3R1mNq4V+RSRup0DLEV0Xvg/RDv0C4Ft3P0/rcyYyADhNObtGiIiIrXQNZxI\nC/VrHzULrThe99dJ9Dq+lVd4601KuzbR0eJl7n5w/+RQRERERERERKR/taTpU3pF3z9Jr+/sKUgD\n4O4vplfLbVVheQ6cmBvV6e6djcmtiIiIiIiIiEj/6PdAjZkNJ15BuxnwAXd/pNpZ6aH6t7uf0Pfc\niYiIiIiIiIi0Tr/2UWNmQ4A/EX3PfNzdx1c532hge+Du5uVORERERERERKS1+rtGzZnAvsApwCwz\n2yY37QV3n2hmpwPziaDMVGAccDQwL80nIiIiIiIiIrJY6tfOhM3sOWA05a8aPcHdTzKzw4AjgfWA\nZYEpwA3Aie7+VIXlurvr9aUiIiIiIiIiMqC17K1PjaRAjYiIiIiIiIgsDvq1jxoREREREREREalM\ngRoRERERERERkTahQI2IiIiIiIiISJtQoEZEREREREREpO6bu3UAACAASURBVE0oUCMiIiIiIiIi\n0iYUqBERERERERERaRMK1IiIiIiIiIiItAkFakRERERERERE2oQCNSIiIiIiIiIibUKBGhERERER\nERGRNqFAjYiIiIiIiIhIm1CgRkRERERERESkTShQIyIiIiIiIiLSJhSoERERERERERFpEwrUiIiI\niIiIiIi0CQVqRERERERERETahAI1IiIiIiIiIiJtQoEaEREREREREZE2oUCNiIiIiIiIiEibUKBG\nRERERERERKRNKFAjIiIiIiIiItImFKgREREREREREWkTCtSIiIiIiIiIiLQJBWpERERERERERNqE\nAjUiIiIiIiIiIm1CgRoRERERERERkTahQI2IiIiIiIiISJtQoEZEREREREREpE0oUCMiIiIiIiIi\n0iYUqBERERERERERaRMK1IiIiIiIiIiItIlhrc6AiMhgZsZvgbHATOAAd95ocZZERERERKSFVKNG\nRKS1xgI7AR8EftPivIiIiIiISIspUCMi0loz0+c9wBdamREREREREWk9c/dW56HPzMzd3VqdDxFp\nHwOlSZEZKxI1ab7QrnkUEREREZH+o0CNiCyWzOgkmhQB/NWd/VuYHRERERERkaqo6ZOILK7UpEhE\nRERERAYc1agRkcWSmhSJiIiIiMhApECNiIiIiIiIiEibUNMnEREREREREZE2oUCNiIiIiIiIiEib\nGNbqDIiIyMIGyqvFZTFittAxh7uOOREREZEWUY0aEZH2M5Z4tfgHiQ6RRZpNx5yIiIhIm1CgRkSk\n/ejV4tLfdMyJiIiItAm99UlEpInqacakV4tLvzNbcMyp2ZOIiIhIaylQIyLSRGZ0Ek1KAP7qzv4t\nzI6IiIiIiLQ5NX0SEWkuNSkREREREZGqqUaNiEgT9UczJr0lSkRERERk8aFAjYjIAKfmVbKQ/njV\n9kB+nfdAzruIiIgMCmr6JCIy8Kl5leT1x6u2a1+H2W8x68TsytR5cavoVeQiIiLS1hSoEREZ+A4A\n/grsrmZPQv8E7upZR7sESBTYFBERkbZWU9MnMxsCrJL+fdXdu5qSqxqp6ZNIfdS3ichiqBGv2u6t\neVA96zC7kgjS3APsDvy4x3U0i15FLiIiIm2u10CNmY0BjgD2ADaluxZOF3A/cC3we3d/rmm57IUC\nNSL1GSh9m7QqoNQugax2yYcMImad5MoG3PteNhQDJM1Yh4iIiMhiYFilCWa2DvBDYD9gEnA7cDnw\nWkoyCtgYOBT4jpn9Hfi2u09oZoZFpKEGShOArMkExI1ef93QtWq97ZoPGTwaXzZE7ZX8sTtQyh8R\nERGRflUxUAM8ClwBfADo9ApVb8zMgA7gi8AjwLINzqOINM8BNPnV0Q3Sqhu6drmRbJd8yOCxoGxo\nYvOg/liHiIiIyIBTsemTmW3i7g/WtLA65mkENX0SGdh6a9pjxoImEz0FlMxYGtgIeF8a5gKXAbe6\nM7eOfFW13mZrl3yILGC2HNFn3XRgGu41n1/9pvf+dvS6bhEREWkrNXUm3K4UqBEZ2OrpK8eMvxNB\nmeHA48D7geWAt4B/AeOJGn4fA94FXEn0qfUC0ZzzFeANd5pSCJqxBrB1Gh4C/tKsdckg16xAg9lK\nwHq54V25v5cHJhPn3ArAbOK8OgP4Ne6zG5KHRuitLxz1lSMiIiJtpqrXc5vZ+3qZvl9jsiMig1TV\nTXvMWMmMs4GPAOOAdwIrAk8RZdrywDB3fuHOKe5sRfSndQewF3Ai8A/geeBNM/5qxj5mLJVbxzJm\nfMiMX5pxshmjqtkIM7Yw4xwzJhBNQT8PvA0cA/wl1YwRabTGvfbazDD7KGaPAhPS8vYGlgJuIY7l\nzYBlcB+D+8pEsHR14JPAzsATmB2G2bDcclfG7P2YjetT/nrO+wjM/orZfZhdmTovht7LFzUtFBER\nkbZSVY0aM5sNfMfdf14Yvwzx9OwQdx/anCz2TjVqRAa2Gpo2fQw4k2jOtB7xit/sVb9/Jvfq32qa\nCKUAzN5EB6ebA1cTHaVvA9wLXAOMAfYFfguc7r6gQ/VsGcPSMr4GrA38KuXvqawGTQoCnQZ8GDjQ\nndsK8y+rJk1St+Jrr+t/JfdmwOnAqsC3gKupp9qt2XbAqcBqwKvABkQw5wlgNBEAOhe4CPfX68pr\nrOddRI25jrSO0cQbKbOg65W479Xr67j1um4RERFpM9UGak4B/pdoNnCIu79qZpsTN0arA//P3f/U\n1Jz2nD8FakQWI2b8HtgUmA+cBYwAdk3jjnDn5mJwp6/9uJixOnHT9wpwkzvTc9PWAY4magxclfKz\nAlGTZx3gSeDnwGXuzOthHR8BfkfU7hlJBIHWIPrSuQQ43p3nas27DHJ9DTSYrQWcAuwJHA/8AfeK\nx3GVyzRge6KW2+PAZNw91bLZnXhj5B5EE8XXiSaL2fBm7u/PENcZc4CfAbOI/qc+TvSRczlxbfIo\n8AxwKRG0egFYhjgvf4z7nD5tj4iIiEg/qrqPGjPbBTifuOj6C/Al4H7gAHd/tmk5rC5vCtSIDCA9\ndR6cap+8BAuaCb1A1HR5BjjDfUEzhYats4ZljCZuMqcDb6RhsjvP17CM1Ykb1BeI5lcvAksC3wD+\nhwiAf9+dSbXmT6QmZssCRwFfJgI9P8R9es8zNXT9I4Ftib6kKg17EQEZgIlEYOcpovni3bh3FZbZ\nHbSKZpC/JGrbnAfcDPwb97ebuVkiIiIifVVTZ8JmthHwb+Jp8j3A+72vT90aQIEakYGlUufBZixJ\n3IC9F1iTGpox1bPORgRvGsmMVYg+QA4maticC9yhToilocxGEbXHTgI6gWNwn9DSPFXSW7OuajpS\nNtuVCPh0AOsDdxLbfTNwT12BG70pSkRERJqolho1exI3DXOJt6ccAVwBHObuU5qVwWooUCMysJix\n0M1Xaro0AriYaNpwJPB/NPB11BXW2UmNb5vqD2asCRxINA8ZTtQG+Cu5fm9EemW2PLBhGjbKDUsR\nwYrjcB/fugxWoff+ZTqp5Y1N8SarHYigzU5EsOUu4Gmib57V07AM8ECadhcwHvepda9XREREpAbV\n9lHzM+ArwD+Bw919qpntBvwRcOBgd7+hqTntOX8K1Ii0SD21Ukr6lxkOXAgMBfZzZ24T8rlIHzZl\nwZs6ltu0WjlmGLAlcAhRA2Iu0QzsauAGd95q1LpkgOitJkf0AXMa8AmiY+xHiTeQPZwbJtbVSXA7\n6mtHyhG42Z7oa+qV3DCH6BNrmzRsTnQSfjzuzzWsA2cRERGREtUGamYB33D3swrjRwFnAx9y92Gl\nM/cDBWpEWqfeWikpCLEJ0YHpPsBk4BPu9FunnyUBo3qCTp30Q62ctL/eQ+yvDxJvvfqAO081Y33S\npnqqyWG2NHARMIzo7+g53Of3dxb7VX+9sSlqJ+X7kfol8P2mr1dEREQGpSFVptuyGKQBcPfX3P2j\nxGtpRWRwyjr3vYfowLMiM5YxY28zziE6DP4r0RfN8cDH+zNIA+DOG+7snwvIjCVugj9I3PxVo+rt\n7wt33J1H3Dndnd2Ak4GbzdikWeuUtlR+vJmtDFxPvEHpo7g/vdgHaQDc38B9/6YHS9yn434C0THx\nPKI51OPpb2kEs99i1onZlSkAJyIiMmjV1Jlwn1dmti/R78JmRJXs/xIdZv7A3d/KpVuJqLr9Mbrb\n0n/d3R+usFzVqBFpkZJaKZsRwY45wOw0ZG9v2Rm4m2hCcKU7LX1jXFE9TaH6+lrwvjBjX+BMoibS\n7f25bmmRshokZqOJ5nD/Ar6zyJuQpPHM1gF+QPR18z3gvEERGGum/8/efYc5Vld/HH9/lt6rdJFe\nRJAmRRAWpKNSBBZWUZCiFAVEFBCULkW6tKUXEVBgaSudoQiIUkRBEJUi8KPK0hFYzu+P753dTDaT\n3GSS3CTzeT3PPLuTZG7OlNzce+73nOO+P2ZmZhPV00x4NmAf0ijN+UhjMu8DToycV7Ik3UcaRXt1\n9u8KwCGkq1JfjIiQJOBuYEHS2NDxwAGkZojLR8QLFbbrRI1ZwbIEzc+BlUmv8RGksdPTkq4630RK\nzrxRWJA1NCPp0u5JUhIbApcAu5BGF/cnx/4XgU8ce520IakE+XgiTig6nJ5Qz0QnaRXgBGAmUvLs\n/rq3YYn7/piZmU2Ut0fN54HbgJlJy31fAeYmNdgbD3w5Ih7NsZ05yidESdqeNNHkyxFxh6TNSCd5\n60TEndljZgaeBi6JiL0qbNeJGrMWyJN0kFgWOJLUbPNo4JwI3m9roG2S8+fRR5snSUmsAZwNzMqk\n5JhIq4LubvXzWwGkGUkrTzcBvkM9Df1blUToleRE/ZOkBGwLnASsRMTzXh3SgPLVYr3y92RmZtaA\nvD1qTgFeAxaPiLUiYquI+BKwOPA6cGqejQwyxvvP2b/zZf9+DXihP0mTfd1bpIlTm+WM18waIDFG\nok9iXLa6ZNCeLRKS2B24ndQbY9EITu3VJE0mTw+btvSsKRXBHyL4bATzRTB7BNMDOwInS0zRjhis\njaQ1SKOjpwOWqytJkzTSi6nI7bZbfa/hdMVrHeBd4C9Is9e9jeGmUj+ayfsN9crfk5mZWd1yNxMG\nfhYRz5beGBHPkEodVhlCDP1XnP6e/bsMaXxouceBBZWmWphZa5QfGFc82ZCYhdQIeFfgixGcEsEH\nbY61CHlOvkaTfjYNjftuostJ8e5QYAzWTNIIpJ8CvwN+RMQORLzZwJZalUToleTExNdwHas4lgAW\nBmYH7mxwG8NJRya9zczMOkXeRM1/YdCTsA9Iq23qJml+4DDgloh4KLt5dqjYw+K/2b+zNfJcZpZL\n+YHxZEkHiZWAB4FXgdVqjYeusEqnm9VMwlSYJFWICII0ke8IiZmLjMWaIK06GEsqdVqZiLFD2Fqr\nkgitT060YzJQY5Ok+vedjwBzActOto1OmWrUGXHUlfR2ssvMzIabvImaM4D9JE1XemO2umU/4PR6\nn1ipvv4a4EPSEv1+7RtDZWblBiQiSpMO2WjtY0jTZQ6MYPecq2h6Zvl6pyRh8orgz2S/r6JjsSFI\nfeL+TOrVtg4VmurXpVUjrdszKrtT9yf9+851gJ2AS7ISqFKdEnsnxFE7CdOu0etmZmYdaMqcj5sO\n+AzwrFJX/pdJzYQ3Ia2omV7SYf0PjoifVdtYlvC5DlgIWDsiXiy5+w3Sqppys5fcX2mbh5R82hcR\nfdViMLPJZQmIyZpeSmxCGgN9L/C5CF6uY7Nevl6sA4G/Spwdwb+KDsbqJN1COql+DPg5ER8WHFF+\nrWkG25n7k/S99e87r0daDzgfacuSsd2dEnvxcQz8eZmZmVmZvFOfPqlnoxEx6EodSVORlm+vCawf\nEQ+U3X8usEFEfLrs9gtISZ2FK2zTU5/MWkBiEeAYYAVg9whubmAbQx55bUMjcSCwcgRbFh1LT2t2\nYkLaEzgemDq7pbumB7Vi8lH5ZKBOJU0D3ERKsO1JRHRM7J0Sh5mZmQ0qV6KmaU8mjQAuAzYFvhIR\nd1R4TP947pERcVd2m8dzm7WRxDzAQcB2pKlvx/b4NKeeJjEtqWH7dyKYbL9rTdKsxEQa93wEsBXw\nIjCStPqhu3p1pBW4G9ONsTeDNAvQB1xDxCHFBmNmZmbdJG/pU7OcRjrwPBJ4X9JqJff9J1Ld/bXA\nfcAlkvYDxgMHkHrXHNvmeM2GFYn5gN2B3YCLgKUieLXYqGyoIvggW1VztMRqWaNha76hl5RIU5JW\nO3yOtPL0I7p39cNoujf2gRpZLRXxJtJGwB+QXiPiVy2O0szMzHrEoCtqJE0bEXWN2631NZKeBhYE\nKq1+OSQiDsseNxvwS2BzYFpSX4wfRsRfB9muV9SYNUBCwFKk19rmwOKk0b9HRvDsIF8z4ITF5Uz1\nKernJzECeAg4JIKhTAyywTSjpEQ6H5gX2IqId5oYnQ3FUFZLSYsAdwP7EnFZ84MzMzOzXlMtUfMi\naeXLBRHxbtWNSDMBOwD7R8T8zQ6yFidqzOqXjdk+hZQ8HUuawnZnBB/V+Lo+Sk5YItwQsh5F/fyy\nBNFqwMKk5vBHUyNh1DNJudY0tW0+6evAL4DliXiv1sOtjYZaxiUtB9wCfI+Iqwd5THf8nZqZmVnL\nVSt92ovURPQYSdcC9wB/A17P7p8DWA5Yi9Rz5hVg79aFambNIDEnKQm7GfBT4PwI6mkYXvzEkO5W\n1M9vCWDZ7P/jSBP7+hNGZ1F5AssSOR7TDTr/+5DmJpUHb+4kTUcaWhlXxKNIGwPjkKYZZGVN5/+d\nmpmZWVsMmqiJiN9KugbYBtgFOKnC4ycA95P6WVwW3TQ21GyYkZiC1NhyVeAFYNXByptqmHjC0rUr\nLIpV1M+v/+T/78A82b9QPWHUK0m5Yr6PvCskUvPgMcB5RNzftvgsv2aMk454CGl94KZsKtQalP59\n9M7rzczMzIYo99SnrLxpBWDu7KaXgYcj4u0WxZabS5/MqpNYnpQcWAqYObvZZUvDSOmYdOA3wG3A\nF6iSMOqZ0epFjSPO29dE2gHYB1iFiP+1JTYrjrQUqQzqPVKiBuAK0muzN5ovm5mZ2ZC0dTx3qzhR\nY1aZxIzAIcC3gAOBLSnps9DVJ9/WMIkVgBuAxSOo2oPMhiBPXxPp18DWwB+Br/oEfZiQFgX+CkzH\ncB1fbmZmZoMaUXQAZtZ8EtNL7AE8TloF97kIziEtr78CJ2mGtQgeJk2h2avoWHrcxNfbIEmaaUk9\n3qYijeI+q63RWXEi/gWsBLwB/BN4v9iAzMzMrJN4RY1ZD5GYDdgD+D6pf9TREdxXbFTWiSQWJa3i\nWCWCf/fMhKdukZI0VwPLk3oGeVXFcCRND1xESqhvScSrBUfUXqk/0zLARsCXgKuAi4mop8G9mZlZ\nz3GixqxHSHwVuBC4Fjg2gscLDsk6nMR+wAbZxx1069j1bhtrnJI0Y4E3gd2B03FfkuFLGgEcDmwH\nbEbEXwuOqLpqr7fUJHkWYFZgXmChko85SNPm+j+mBdYFPgJ+DzxA6tMzDbAvEXc0NTYzM7Mu4kSN\nWQ+QWB24nVTq9DKp5OJYvELCqpCYkrSq5lTShL/u7F+Ut2lv0dJJ5FLA0sBdwCgiPi42KOsY0jdI\nEzbPBI4iojPLocpfb3AlcAYpOSPgdWA88BLwTMnH68DUpATNtMAnpNfBU/QfjKYVNtsARwOPAgcS\n8VjDsXXqvsDMzKyGQcdzm1l3kFiSVELxFLBidvNZpKX0a5d87gNWGyCCjyV2Bm4ijQp+m+6c8NQt\nY42XIpV3AExwksYGiPg10h2kZM2jSLsRcWvRYVXQ/3p7kvQ3/WPgeWD27PbbG06QpITN5UjXkEp4\nb0N6ADiaiHvriK3T9wVmZmZV5VpRI+l2YPeIeKLCfUsAZ0bEui2ILxevqLFuk6cfSM7HzAv8gbRs\nfmtKJ8zApXTrCglrK4mjgYUnK3fqljKCosZv10Oag9Q0dlbcj8ZqkTYBTiMl4F9iUrnQeOBXRLyS\nczvNfw2niVX3Am8BB5BW1NxArQlnjT3XdMAOwH7AC6SVNuMY7OC1G/YFZmZmOeRN1HwCrBYRD1S4\nb2XggYgobIKUEzXWbST6qNEPpNZjJGYG7gSujOAIiYkHqBGML/+8Nd/J5NyUtvtITEcqM9g3gmtL\n7ujDZQRDJy0I3AjcQmoc7JNIq02agZT8mIFJ5UJLAFsCuxExNsc2+mjma1j6FHAbMA44aOKqsFYn\nSKQpga2A/UkTS48FLifio6Y/l5mZWQdoRunTIsA7TdiO2XCSZ3n2oI/JeotcTmq+eCRAlhCZeBBe\n/nkbLYFLrpqrgavi9STMInhfYhfgOol/k/WU+AeLzbk4/4Siywi6ZWVPJdLnSI1STyDixKLDsS4S\n8S7wu8luly4FLkTaHNiLiDerbKX+UqDBXm/SXKQkzVjgZwNWtaTHjKq5jUZFfIy0LmlF0fTZ93IE\n0knAb4l4YUjbNzMz6zCDroKRtKOkuyXdnd10lqS7yj7+TBorefdg2zGzikaTmjBWK0mq9pgTSa/f\nPSLotI7g7hHQfP3Jr41Jya+mf00EfcCnSWUGFwDPrM59epIl7qf4Mp1Gvv/WkqZHOhjp69nV/vL7\np0XaiXRi+xMnaaxpIv5AGuv+PqmXzeiKf4PJxPeROl7Dk7/eUpLmdlI/tJ8NWnpUbRtD17/NLwAv\nkhJDKwF/RXoA6adIn23Sc5mZmRWqWrlSABOyD0jd+cs/XieNFf1OC2M0K5TEGIk+iXFZOdGQRTA+\nglE1VjlUfIzEnsCXgVERdGIz0jxJKKtPI8mvur8m+5t7OIKrIzjxdeY8cCmeHNHSJI00BqkPaVxW\nPlFJ85N/+Z53sK9dmjQta3lgH+CfSPsizYo0L9LhwLOkEpUtiLi0KTGb9Yt4h4jdgB2BXYGnkPZA\nmr7sceOJGJX7NZwSPlNln/0buBtpD1KS5krg5zmSNNCahH35NnciJZf/SOrTNjdwO9I+TXo+MzOz\nwuTtUdMH7BYRf295RA1wjxprpTz9ZNoYy0bA+aQJPfvjXjDDQwP9H5rRo0hiClIz09ER3J/jC+ov\nd8jTQ6MV/S8a7d0hfQs4nvT6O4+IQPoCsBewKekix2+AU4h4simxmtUirQ78BFidNN77bCKez/m1\nywCbkF4PawL/B8xEahj8NqmJ8SPAOTmTNK16zQ7cZqXXsPRp4A7gdCJOaMrzmpmZFSBXoqbTOVFj\nrSQxjg6YniSxDOkAdMsI7umkBJK1VzsbNkvsA6wSwXY5HtxHvckPacDrq20lVtWeN60q2BwYCXzI\npIk7S5NW0WxDxF8rbHMu4MOu6qFjvSWt9tqDtLLxblLS5mYiJpQ9TqTX6v7AsqSSpj7grtwTpYo2\n2GtYWoD0XnkmEccXF6CZmVnjcidqJM1CuuLyadLkgQEi4rDmhpafEzXWSkVNTyp5fgHfIk25+FEE\nF2e3d0QCydqvnUk6iVmAp4FlI6jesLORpEtR43QrPa80G7AzsCfwH+AqQKT3vGlIyZpTiHADfets\naWLUtsD3gM8AjwNPZB9vZrfPSnpfuYSI/xUUaeOq7TsmJWvOIuKXBURnZmY2JHlLn9YArgdmGewx\nHs9t1nwSSwFnADMDu0bwYMl9hSaQrDjtTtJJnAq8FcFPazywmKTLUKSVBauTmihvTXqvO5mIPxcZ\nllnTSPMDS5V8zAf8GriGiAldPVWtmvR93wGc4WbeZmbWbfImav4ETAHsAvwtOuzKixM11mskpgYO\nJF3ZPxw4rUMbB1sB2p2kk1gCuAf4TATvt/r5hkRaktRodGngHNLJ6OSvHekzwDeBb5Oa418AXETE\ni22LtZJePWm2zlWrZLGb/yZTz5q7gCOJOKfocMzMzPLKm6h5BxgVETe0PqT6OVFjvURiceBS4BXS\niXi+hpBWjG4+iSlV4/uQuAG4KoJziwhvgPJYkw1J5RxLA+eRSj2+BywA/Aq4BFgO2Ch77FzA70gJ\nmgcma5Ja1O+10SbHZo2qVbLY7X+T0uKk/js/JOLygqMxMzPLZcqcj/sPqT7fzFok60WzA6lnwCHA\n6RF0f7fv3rcEk05izoKubepc6/s4GfilxHlt/btMfWP2Az5F6hUzLbAuMHv2iNeA90knmWcAY4n4\nMLvvkpKJTIcBDwE3klbRPETEJ1WeuajfayvGGptVM5rqJYvd/TcZ8RTSRsAtSO/QoRcdzczMSuVN\n1BwK/ETSbRHxZisDMhtOJGYkNXpciNQw+LPAOhH8rci4rC7dfRIzSa3v4xbSe8ampD4uuQxpQpW0\nFnAxcBPwAJOmLy1MStQ8CmxctVwp4k/AN5GUe7RwUtTvtdZJs1lzpb+zaonI7v+bjPgr0teA65FG\nEXFH0SGZmZlVk7f06WLgS8BMwH3Af8sfExHfanp0Obn0yTpNtZPTbOXMocBuwAzAs8AzpBPRozu+\nB4gN1C0NdGuV8uT4PiRGAlcAG0bwcL6nbWBClTQV8HNgJ2AnIsbVG2vdKpdTdf7v1YaXXim1LIo0\nkrQP+yoRfyw4GjMzs0HlTdQ8AwRpTCnZ/yfeDURELNz06HJyosY6zWAnp1mS5nhgJLAF8FzeMpIh\nrUwwa1KfCYktST1f1g70GjAbEf8e7PGL6N+3jeCTdaflg0ePZ98dNuTmd0gJyllI44FnBWZkUlnT\ntMAGpAsCOxLxUiNx1q3b+3DY8OC/06GTNiX1sVqfiEeLDsfMzKySXKVPEbFQi+Mw6zWTlU1kSZqT\nSaOAvxzBG3Vus1d6oVgxmlLKE8FVEnOM5tf3TGBETMEnUyD9DTgTuJqID7MVL9sAO/wTLfUyc78z\nF6/MNAWf/DbbzLvAeODN7N93SH1m+kubTgF+U6OHTLP1Sgmb9Tb/nQ5VxA1I3wd+jzSSiKeKDsnM\nzKxcrhU1nc4raqzTlI9PlhhBWoWwIrBR+WqYPKtlJAZM5vCKGqtLs8qFpHmAX73KnGtty2Vvi1j9\nVtZfmzRhaRlSCd9apJ42FwI3EfHRkONvtW4pYbPhzX+nzSPtBBwMrEXEc03etkvUzMxsSHInaiTN\nSOoXsBapieOuEfGUpO2AhyPiidaFWTM2J2qsY2VJmrNIY4M3ieCtCo/po0Yfj/LkT+siNgOkTYCj\nSOWtLwEvXcUWK46kb8kr+fpzt7LeGlcw6gDgMxFskX3NksCqwA1EvJ7d5hMWM+tM0j7Aj4HLgbHA\nPUR83ITt9uESNTMzG4JcpU+SPg3cCcwPPAl8jtRYGGAd4MvAzq0I0KzT1WgcPAVwDrAIaSXNO4Ns\npuZy9my7PtjrNa1IZEgjgK+TSoseqLjNwZ5Xmg84ibT6ay/gBWAeYJ6nWHzNIzhoqodZcVFSedK3\ngSck1orgLiKeJL1HlOrdkj0noayVeunvq1O+l8njOBHpFmBz4JfAQkjXAScT8cgQnsklamZmNiR5\nmwlfQUrObAI8D3wIrBwRD0n6BvDziFiipZFWj88rU/0+OQAAIABJREFUaqwwVRoHTwmcT0pwfjWC\nd6tsw6tlhqtmX3mV5gUuAOYE3gZWIu237wdKx1h/E1gw+/8DwC9IY68PJPWbOYqIARPIKpXfSYwG\n9gZWi2DynjLSgK/p6pPNcr5qbq3US39fnfK91IojXZjcFtgH+CNwGBG5JtyVbcclamZmNiQjcj5u\nfeCQiHimwn0vkE5EzYarSo2DpwQuBuYGvlItSQNptUwEo5yk6UHSGKQ+pHHZwXu55l15lb4CPERK\nyqxKxEhgNmA70knHeyUfH2Rf9TLwL2BH4IvA2kQcXJ6kyYwmjbYt7ZF0Gak8arATr4lf04MnLL5q\nbq1U+++r9v6lU3TKa6V6HBH/IeI4YFGgD7gBaSxSfZNNI8YTMaoH93lmZtYmeVfUvAt8PSJulDQl\nA1fUbAZcFBGztDjWavF5RY0VpkLjYJFOXmcGtoiYeEJsw1HtK7iTX3mtp0xAmgZYgVSGtDHwTSLu\nyRHX0K/4ZnG+xFzTLsPj8/2XOZYYVn/vvmpurZTn76tTVqrUUtRrpXxfmuSPQ5qOVAL6A2BzIh5o\nUaRmZmYD5E3U3A/8LSJ2rpCoOQNYMiLWbXGs1eJzosY6hsR3gN2BNSL4X9HxWMEaKf2pdvIlidTU\nfQtgNWBZUl+YPtIy/XaeBE2M8zbWfXE9bjsxgl+27fnbqVN6bJiV6uXSwmaonSjP97qWvgqcR+rH\nuGmurzEzMxuCXM2EgWOB36XzAy7NbltG0uakN62vtSA2s64jMQ9wNLC+kzSGNC3pYP5d4BVgL6RH\ngOdIDdlnzT5mAF4jm65ESoZD6fJ8aXbgW9nnQSqt+zHwIHAiqfnvpUjtPHGYWEZwEnvvAYyTOD+C\n19v0/O3Uu02RrZuNpnSFiBOK5WqVXNV+XU/6mf6D1L/rHWCxql9TL//ezMysTD3jub8HHMOkaU+Q\nGlXuFxFjWhBbbl5RY51C4rfAUxEcWHQsVrC01P9aUgPfw0grX5YHPg8sQJrIND77eA+Yg2y6UvYx\nPfBf4A3gLVLPhBtIJwr3ULrzLqr8oaycQeI04OMI9mrL87eTVy5YN+iWUqh2qVVyled1PfBnej1p\n2ukMpH3zOFIS/kng3IZHe/v3ZmZmZXInagAkzQisDswFvA7cGxFvtSi23JyosU4gsTlp9dnnI6jU\niNWGC2l+4PfA7cAPiZh8GlLtbUwNzMKkVTdPE/HaII/tiCSCxFzAY8CXIniiiBhaxv1orBt0yL6g\na+TrAzTwZwozApcA5wJTk1aWL5U9ej0iHqywjeorZvx7MzOzMnUlajqVEzVWNIlZSCeo34jgzqLj\nsSZpZDm6tBRwI3AGcCzt2Ml2UBJBYh9gQ2DjCIp5g3EZgQ1XHbQv6Bm1V+X0MWk1zIfAvsDpAxL0\njTSVNzOzYa2e0qepSKtpFgCmLb8/Is5rbmj5OVFjRZM4E1CER/T2lPKD61SuVDkBII0g9UA4DNiP\niAvaGWpb5EiASEwFPAr8OILrGtlGE+Lsw2UEZtYOA1fD7AacRmoNsD0RL1V4jFfMmJlZTbmaCUta\nERhLStIMprBEjVlRJKYA9iNNgVi24HCs+cobUY6lUuNJaTHgHFISe20iHm9vmG1Ts/FmBB9J7AWc\nLnFzhaba7WjKW6uBqJlZs5Q3dF4TOBj4M9K2RNwz2WPMzMxqyDue+wFS47T9SQ3TPix/TEQ80+zg\n8vKKGmsnif4VAZ8wKdn5zQiey/E17wGjI/CBWjcoX44+ea+CN4G9gZ8CRwEnEzGhqHBbro6rwhLX\nAPdFcHSj2xhCnC4jMLNiSZsA55PeG05pSxmsmZn1jLyJmneBbSLihtaHVD8naqydJPqYtCLgb8Dy\nEVQ9OS/7misiPNq3K5UmANIkplNIJaGjiPhnzm10b/+UGgmQsoTkgcCtwHIRvJh3G1398zEzKyUt\nAlwJPAF8j4g3C47IzMy6xIicj/snaUWNmcHs2b+Pk6bb5FlB4VKMXhAxPut38jYwBlgBWDd3kibp\nL/3ZmJSwaA1pDFIf0rgsOTJ0/d//4MmT0u/tANLP6JghbKN1Px8zs0qaue+M+DfwRWA88BTSfkjT\nNSNMMzPrbXkTNT8FDpb0mVYGY9bpJKYkjUy+DVijjhKm0aRmtBu47KnLSVMCFwKLAhs2cIW0XUm7\nIhIe5d/bUcA6EqsOYRtmZu3U3H1nxPtE7AaMJK3AfAppV9KQDjMzs4rqmfp0IrAHqUfNG6V3ARER\nazU/vHxc+mTtIrEtsEcEXyo6FiuANA1wCTAzsAUR79X4ikrbaE//lAKmjEhM/N76E5IS3wF2BNbK\nNa7b/WXMrEit3ndKqwJHk3rcfY2IN2p8hZmZDUN5e9TsT7oy+hqpDKq8mXBExDrNDy8fJ2qsHSQE\n/Bk4pOLYYett0nLAxcA/SGNXPyg4ourakPDI0yQ7m4z2MPDzCK5uRRxmZk3TjmRx6sW1MTArsGoP\nTwo0M7MG5U3UvEQaS7tHdOBEEydqrB0kvgz8Clgmgk+KjsdaoFIjW6l/BPu+2b8XVp3eMYya4eZt\nki2xIXAq6bXzUZvCMzPrTFIfk/ad7wErE/H34gIyM7NOk7dHzfTAFZ2YpDFro/2AXzpJ09MG9iZI\nEzvuIo3iXpmIC3KMWB1OzXBz9ZOJ4Cbg6WqPMTMbRkr3nT8E7kBavcB4zMysw+RN1NxMaoBmNixJ\nfB5YjtSfxHpX6cHzOcAfSKNV1yPi2Qa20euJiXqaZO8HHCwxS+vDMjPraBP3nUScRerjNRZp7mLD\nMjOzTpG39OmLwAXARcDvGdhMGIBIIwgL4dInazWJi4HHIji66FishSb1JrgOOBH4NhHjGtyGm+GW\nkTgPeDmCA4qOxcyso0hHA4sQsU3RoZiZWfHyJmpqlXpEREzRnJDq50SNtZLEgsAjwCIerT0MSHsD\nPyJN43io6HB6icT8wKPAChE8V3Q8ZmYdQ5qOdKxxIBFXFh2OmZkVK2+iZodaj4mIC5oQT0OcqLFW\nkjgdeD+CfYuOxVpImgk4DlgT2IQIJxJaQOJQYPEIRhcdi5lZR5HWAH4LfI6I/xYdjpmZFSdXoqbT\nOVFjrSKxDXAssHIErxUdjzXZpAlNMwFzAzcB+7pkqXUkZgCeAEZFcG/R8ZiZdRTpZGBWIr5ddChm\nZlacuhI1kkYAnwXmAB6MiHdaFVg9nKixVpBYDriN1Cj14aLjsRaQ7gNWyz67g4h1iwxnuJD4JrAX\nsKqnqJmZlZBmJJWI7ll3jzQzM+sZeac+IWlP4GXSm8ftpKvQSBor6QetCc+sGBKzA1cDezlJ06Ok\nBYAVs8/+DGxZYDT1kcYg9SGNy5oXd5tLgQnA9kUHYmbWUdJF0F2As5DmLDocMzMrRq5EjaRdgJNI\nJ67bAKWrV+4Bvt780MyKITElcBlwdQSXFh2PtcyppMlOVwDrd1m50xLA2sDGpAlTXSVbRbM3cJTE\njEXHY2bWUSJuA34DXI40ZdHhmJlZ++VdUfND4ISI2BUYW3bfE8BSTY3KrFhHkl4b+xcdiLWItDmw\nNHAIEaO6LEkD8F7275+A7xYZSKMiuB+4A7/OzMwqOQD4GDim6EDMzKz98iZqFgZuHOS+d4FuXHpv\nw4DEGIk+iXFS7b9TiZWAb5EanX7c+git7aSZSatpvkvEB0WH06DRpJVAG3RhkqnU/sBuEgsVHYiZ\nWUeJmABsB2yG9M2iwzEzs/bKm6h5jZSsqWQJ4IXmhGPWdLlLRCQEnAz8A7gyb3LHus4RwM1E3Fl0\nIA2LGN+lK4EGiOB5UvnZ6dnrz8zMoH8q4VXA/wEnIa1Y4yvMzKyH5E3UXA8cLGlRYOKYKEmfAvZh\n8nIos05RT4nINsAMpL/xru3/YVVIqwBbA/sVHYpNdAwwJ7BH0YGYmXWQ/gtNawJPAlchzVFsSGZm\n1i55EzUHA/8D/gbcmt12MvB34BPgsOaHZtYUE0tEIhh09YHEdMCxpAanXd//wyqQziZNrHsZPBK6\ng5xGSo4eL7F60cGYmXWI0mORTYFxwEHFhWNmZu2kiKj9KECpr8NewEbAXKRyqBuBEyPirZZFmC+2\niAgvm7eGSRwELB/BVlm501nAd6sld6zLSM8D82efXUHEqCLDsUSij3TVGOBNYJ4IurV3kJlZc0gT\nj0WIGI80D/AYsAIRzxUbnJmZtVruRE0nc6LGhkJifuBRYOUIni46HmsBaRdSL5QZSFcnu70Jb8+Q\nGEcqM/wT8CLwTAR7FxuVmVkHko4C5iJi56JDMTOz1sqVqJG0JDBvRPRVuG9t4MWIeKr54eXjRI0N\nhcRFwPMRHFh0LNYC0lrAb4FNgB/Tf3XSOkLpCjZSOe4jwK4Rg04aNDMbnqTZSAMP1iTiyaLDMTOz\n1smbqPk98FhE/KjCfccBS0fEV1oQXy5O1FijJNYELgeWiuDtouOxJpMWAu4Dvk3EzcUGY3lIjAQu\nA74cwWMFh2Nm1lmk/UnlTy7fNTPrYXmbCa8E3D3IfXcBqzQnHLP2yRoInwt830maHiTNCFwDHO0k\nTfeIoA/4IXCTxKIFh2Nm1mlOBb6EdCVSH9K4rJ+NmZn1kClzPm4m4P1B7vsImKU54Zi11SGk18AP\nJHYGRrt5cI+QBJwDPAicUnA0VqcILpWYCbhFYq0Ini86JjOzQkljSCO73wNOAA4AZs/uPQvwChsz\nsx6SN1HzNLAeUOmq9DrAM80KyKwdJL4A7AD8k0kTZ3yg000GHrSOLus7s0d23xfphY7pPURiwO9t\nsORoBGdJzMykZM2r7Yyzl+T9mZtZR1uCSccr7wLTZf//E6nHl5mZ9ZC8pU8XAvtI2lPSNACSppW0\nJ7BPdn8ukhaQdKqk+yS9J+kTSQuWPWah7PZKHzPnfS6zSiSmBs4j/e2+md3sA53u03/QujEpyZZI\nqwI/A7YmwmOeO0/l31sFERwH/I5UBjVTG2LrVbl/5mbWsd7L/v0TsAuwG/A28DU3yDcz6z15EzXH\nk3o9nAK8J+lVUjb/lOz2Y+p4zsWArYHXSf1tqjkKWK3s4506nsuskgNJq8R+A4wGrgA28FXmrlN6\n0JqSbNIcpObQuxLxr4Lisuom/71V97Pssb+RmKJlUfW2en/mZtZ5Jh6vEDGeiAuB35OmGZqZWY/J\nNfVp4oOldYENgDmA14CbKo3srrENRfakknYGxgALRcRzJY9ZCPg3sHNEnJdjm576ZLlIfB64FVg+\ngheKjseGIDVPTGOdI8ZnpVBfJ62SWhE4lsFLo6wgpeO48yZHJaYinZD8NYJ9WhlfL2rkZ25mXSBd\nnHiU9B53Z9HhmJlZ8+TtUQNARNwO3D6UJ4z6+kU4+VIn9yIYnMSMpLG/P3SSpgekxEtpT6H1SI0V\nZyedlM6N+w91nGyfVNfvIoKPJLYG7pN4MoIzWxNdb2rkZ25mXSDidaRdgQuQliPCEyzNzHpE3tKn\novxC0keSxku6RtLnig6oC7gXQQUSAk4H7o/g4qLjsSZLq/3myz7rL+9wuUcPieAN4CvAIRLrFR2P\nmVlHiLgBuI3UpsDMzHpE7kSNpO9KeqSkAfAnkib0/9vkuD4gJRl2BUYCPwKWBe6VtGSTn6vX+OS0\nsh2AlYA9C47DGiGNQepDGpeVPJXeNx9wCbANpfX75fX81vUi+Cfp93ypxGJFx2Nm1iF+CGyH9GjF\n90kzM+s6uXrUSPoWcA5putNOpIk5UwGbAa8Cl0TEoXU/+SA9agZ57ALAY8A1EfGtsvvcoybjXgST\nk1gG6ANGRvBYweFYI6Q+JpUxXUHEqOz2qUjlmDcRcUQxwVmrlZd0kt6HNgQ2jMDj183MpIeB5bPP\nJr1PmplZV8rbo2Zv4BfA4aQD5NMj4iFJswF3kiY4tVREPC/pHmCVSvdLOqTk0756mxx3q0F60vjN\nOSMxA2lVxY+dpOlqg60UO5I0Ce6otkdk7dRf0gkpEf1N0iq5rYDfujeXmRn/R0rUfAj4woWZWZfL\nm6hZnJSQ+ST7mBogIt6QdATpZOlXLYlwIEHlq6cRcUgbnr8TlZ/AOEkz0JHAQ8AFBcdhQzOa0glP\nANJmpL/3lYj4pMDYrPUGJOqy5sK7k0qgbsT7QTOz/vfJh4HfIa1JxKsFx2RmZg3Km6h5H5gyIj6R\n9BKwKHB/dt87wPytCK6UpAWBNYGrWv1cXcY9aQYhMQfwbWDp/vIIX3nvUuUTnqTlgbOBrxHxWlFh\nWdtMTNT1v2YjuFviduBneD9oZsNd6fukNCPwe6R1PAnKzKw75U3U/I10cnszcDdwgKSngY+BQ4En\n6nlSSVtl/10p+3cTSa8Br0TEXZKOByYAfwT+CywJHJA935H1PNcwMNkJjE20C3BNBC+V3OYr791O\nWhQYB+xBxP21Hm7dpVIytUpJ549J709fBd6mhftBJ3nNrIscDHwKuBppQyKaPfTDzMxaLG8z4W2B\nRSLiKEmLA7cAC2Z3vwVsERF35H5SqbRMIUglTZB6y6wraUdgN2AxYEZSD5zbgEMj4qkK23MzYRtA\nYirgaeArETxScvs40ujyPwEb+GSry0jzAvcAxxFxZtHhWPNJ9FHSODqiejJVYg/SJKiRrWwsXG9c\nZmaFkqYgHTtfQ8SJRYdjZmb1yZWomeyL0pLK1YHpgT9EwaUHTtRYOYntgF0jWKfsdk/F6lZp3Oid\nwO+IOLzocKw16k2mSkwBPABcBxwdwQedEJeZWeGkxUitClYj4p9Fh2NmZvk1lKjpNE7UDG44LteX\nEKls7ogIri06HmsCaSZSudPDwF70wo7LKmokmSqxOHACsAJwDHB2sxM2TvKaWVeS9gE2A9Z1430z\ns+4xaKIma96bW0Q815SIGtAtiZpmJE3q3cZwXK4vsQZwIbBkBK7L7nbSssDvgNtJfWl8oGkVSaxM\nai68EnAccG4EbqRpZsNXKoG6B7iIiDOKDsfMzPKplqip52QoImKK5oRUvy5K1PQxxKRJA/0bht1y\nfYnfAndFcGrRsdgQSd8GfgnsS8RFRYdjnaFWwlpiJeAnwJeBi4BTI/h32wM1M+sE0tLAXcBKFHhh\n1czM8qs29ek7bYti+GjGCNl6tzGspkJJLASsi/9+u5s0HXAqsCawDhF/Kzgi6yxVp7dF8CCwjcSC\nwB7AAxJ3A4dE8Je2RmpmVrSIvyOdCIxB2tjlw2Zmnc89atqoGT0OWtEnIcfV6a7pcyNxPBAR/Kjo\nWKxBqfnh74AngF2IcOmKDdBAw+EZgJ2BA0gldD+LwI01zWz4kKYC/gDcRMTBRYdjZmbV1Z2okTQf\nMD/wQkS82JKo6tQtiZpOVaucqpGSrSKSOxJrk07wV47g2VY/n7WAtCVwJnAocLqv+lkljSasJWYC\n9gb2An4LnAs8FEFT+h51U1LbzIYh6VNAH/AbIo4oOBozM6tiRN4HSvq2pGeA50kTdZ6X9LSk7VsV\nXDeRGCPRJzEuO4noJrXKqRop2eovTdiYdELVUhIrkE68tnWSpgtJUyGdQJrc8xUiTnOSxgYTwfgI\nRg2WCBlsfxzB2xEcDiwJ/JfUv+YliV9LbC8x7xBDa+t+z8ysLhGvknp3bY+0X9HhmJnZ4HIlaiTt\nCZwP/APYBfha9u8/gQuz+4e7ph+gS6wqcYDEF6TJf1cSc0p8vZ6TC4kREstLlDZ/Hg1cweAlBLXu\nr6QZ/XhykVgMuAHYPYLbWvlc1gJpIsXVpJPnFYl4oOCIrPtV3R9H8HoEP43gs8AXgDuBLYDHJJ6Q\nOEtiO4m56nzetu33zMwaEvESqZffd5H2KjocMzOrLFfpk6Sngb6I2LHCfRcAa0fEws0PL59OKH1q\n1nQlCQEbkiaWLExKQKwLzARcS+qvsBywEenE9sHs360iuK/GdjcAfgEsALwMHARcG0HTVy60opfO\nIM8zL6nm+ugIxrTqeayFpEOBkcB6RHyU3TaghIQIl5BYbo3uj7ME9rKkv8e9SPvKV4BvRNCX4+vb\nst8zM2vIwPfWnwDXAYcTcW6hcZmZ2WTyJmreBzaLiJsr3LchMDYipmtBfLl0SKKmGY2CV822MQVw\nDHB5BB9l9y0JbEY6gXgUuBG4N4IPJb5K6rWwfwTnVdjuaqQEzbyk5MxVwKbAUcA7pAabd7YiYdNK\n2Qje80k/pyOLjscaIH2F1JPmDuDT9CdmYCwlfZGIqHuUvQ1f5fvjRnrHlPXmeg94mDSJ7PcRvNWS\nwM3MWknqo/S9FQ4G7ga2I+L2osIyM7PJ5U3U/Ak4PyJOr3DfHsC3I2KVFsSXSyckaoZKYlngVuAH\npIa9dSVNJJYCrgFuJvX5WIOU1BkJTE1qznphBB+XfM0UwHbAz4EFSatsXso+rgfO7rTkTbYy6MvA\n/qSVRL8Azui0OC2HNN3pXmBzUtKw9OBxJkpWRHhFjQ1FpYboOabdla7K2RhYh1Ty+0XSSsYbgZuA\nf0Twbju+j1ZyI2SzYUAasNqQiPFI6wCXAWsR8WTZ47261cysIHkTNV8k7cR/BFwZEROU+kpsBRwL\njIqI+1saafX4ujpRI7Ew6YrGvhFcPoTtzApcDKxG6rnQl308XmuqicR0wNzAPKSpXj8B3gB2iuD5\nRmNqJomVSasvpietOPpNBB8WG5U1RJoeuA84m4hfTXbwmJwFfNcHhjZUlUqhcky7q7hKMhv1vTap\n/HQ9Uonqx0xKcpd/jIcBieQJwKvA/wEvR0zsa1Mp7hHAgcD6pET+jcCDzZpSVfZcfdQ53c/Muow0\ncb824L1V2ol0AWw1Il4vub0Pr241MytE3kTNf4CZSVe5PyYdeM5GKtF5G3iLdCAqICJiwVYFPEh8\nXZuokZgbuAc4MYLJViw1uE0NdYWJxJSkkqjvA/sAl/Zvs6DR2yNJKy32ISVoPvEV4A5R7xU3aWrg\ncWBG4CFSqRM4MWMtUinpUp68IV10qHt/kq3ym5mU5O5Pdpd+lE8BnAr4VMn97wNnkPpsTSypkpid\nlHifGTiOScmhRbIYA3iO9L48P+m9+W3gPOAvwEfZc/d/vEOa2PhQpeRQs/qsmVmXko4FViGttPkw\nu23yFThmZtYWeRM1F9SxzajUdLiVujVRIzELacXLNREcUuH+whMREiuSThb+AuwYwf/adeW15Puf\nEfgMsHVpQ09fAe4Q9VxxkxYGLiedbM6R62vMWqBCH5s+mrw/Kd+HU5YMAt4klZ0eQkrCHAKsDKwA\nfJbUg2vv/l5l2TbvI62ahLTKZnfgQmD17LYngCdJUx3Hl3zMBqwKLJM95mHg9ZL73yVNdNzZSRqz\nYSitlL8SeImI72W3VV6BY2ZmLTdlngdFxA4tjmPYkZiZdDA9AVhFYtYKB8f9I2YhvVG2/WQ2goey\npr2XANdJbEH7RtCWfv+3VJi64lG4nSHf70HagvR3/AtSKcfGNb/GrEWy/W3pPrUV+5PyffjcpZ9n\nyaBngR0lVgCOJyVh+pvzzwmcJg1I7rxREufWWZJpfMltVVfDZGWuK5CmW81GWm2zIKmEa0XgBxKn\nRfD6YNswsx4UMQFpe+AvSJsScUOWnPGFFDOzAuRaUTPoF0tzRGkta0G6bUWNxGykXgMLAPNlN1fq\nkdAxS9GzUqgxwFKkBsTH0vrR24+Rrir/FVirQrNPj8LtBLWuuEnTkEo3vgpsS8QffZXOOk0r9icV\nyqsupco+PSujup9UftD/NQMnoKUkUnkZV1Niz5rS7wdsAVwEnAM85mbtZsOItDZpX7UcHXCMb2Y2\nXOUtfdoVmCUijss+X5aUaJiXtHx604h4qZWB1oiv4xI1g5UtSXyKNJnpDlLSo9pBe0clIrLGlr8k\nTV3aMIKm/s5LfmbvA8+TJlf9C9i+E75/a4C0COnk8j/Ad4h4o8ZXmPWMCuVVNffpFb6m7Ql7iQVI\nEwhHkXrdjCXtm2emw3qCdUKJsFnPkU4A5ndZsplZcfImah4Fzo6IU7PPbyElacaQDubuiIhdWhlo\njfg6MVHTx+TjYOcBbiMd9B4EzEIHJWLyyK74HgR8BziR1GT4tTq3MQ2pSfG3gN8BZ0bwStnP7P+A\npcqaa/qAvBtMai48M/Bp4HDgVIayfM9smGrRSp9c+9Jsf788sBlp6uMM2V3/AS4A7org1nq320zu\nVWY2iEZGa0/6mg+AhYBDiLishVGamdkgcvWoITVy/TuAUsnC2sAWEXGDpNeAo1sUXzcb0O8gW1J+\nHXBhBEdk93Vd7W+2BP5wibuBnYDDJO4g9bD5hLRKqP/jdVJS6toIXsoO+rcijdb+G2mJ/ZbAkxJj\nmXQS8DKwbGmSJlN4z56e18iB3eSWAr6U/f9WIk5pVnhmvaZWcqNCL51myLUvzfb3DwMPS6xCWtnz\nGClJvyBwjsS5wBHZY5u+j87RkNm9yswqa+T1WPo1twInI91FxIsTH9Gc4wQzM6shb6JmBOkkHGDN\n7N87sn+fB+ZqZlDdIMeVw9H09+BIP7PzgP0jOK+tgVbQjKueWWPfvqwp8tak7/MD0jSRO0mrreYH\nNgeOkfg7aXz7tKSpIrdnm7pJ4qfALqQmmg8C6w0Skw/IW6/xE62UxN2N1F8D0ujtrZsZnFknadIK\nkiIS0DX3pRUSJBPf00pKec8AbgAWkvhenu02oGpD5kpxmRnQ2Oux9Gu2Bn4InJs1F+4/D/BFMzOz\nNshb+vQwqbzph5IuBj4dESOz+0YBJ0bEfNW20UpFlD7lWW6drSA5gDQ+dasI7m9fhINr91JxiamB\nkaRSr6simNDgdjqqZ09PkgY2P823VHpu0sHczqSTtjOAvXGjYOtxzdiXFtSDJk+vnD5yfG8SMwKX\nAVOTVln+stp2G4i1robMZpZppGl/+ddIUwF9wE1EHJY9pv7jBDMzq1veRM1o4GJSqc5swNYRcWV2\n35nAQhGxUSsDrRFfEYmaqgfX2ZSkX5PKxraM4MXJt1KMTpomZR0mz4HdwGXPBwDXANcDxxHxbI3H\ne5m09Yxm7EuL7EFTYxu5v7fs/e4UYD3Sqsi115vpAAAgAElEQVQPso/3gX8DjwCPlvUcm4I0fpwI\nXq6y7bobMptZE0nzkvYDuxFxXYVkjt/jzcxaIPd4bklrkkpTHoiIu0puPwy4PyLGtSbEXLEVkaip\nerAosRqp3GnFCD5oZ2y19PKBrhsOt4HUx6Qr7e8B+xFxes7HX+EpEtYrOnVf2qSVPrXe48pLo94E\n1iWVQk+bfUwPLE5qSLws8BLwFjAPKUkznlSC/R/gJtI0yXsi+F+98ZpZC0mrAdcCaxHxRNl9ffg9\n3sys6XInajpZh0592h1YIYLCpmF1knYlUDwBpE6NTYXov9L+IXAAESfkfLyXSZu1QTtWTda7r81W\n0CwOzEia6vdKBB9lt38B2JBUJjwHqaH8j0ilsk7amHUCaWfS63JVIt4sud3v8WZmLTBookbSgsBL\nEfFh9v+qIuK5ZgeXV4cmas4BHozgjKJj6QTtSqC4rKtOjVwJk5YH/gAcRMSJOR5ff528mTWsHSt9\nWrGvLXufeJW02mYscGgEk5dVmll7SacDCwBbEDEhu83v8WZmLTCiyn3PkJYr9/+/2sfTzQ+t661I\nmnpjSbsmNo0GrsBJmrzy/16kJZGOJ43s3DdXkgYgYjwRo3wAZ9YeEYyPYFSL94F172slxkj0SYzL\nkknlSvdHS5DKpZ4F/iixYTOCNrMh2ZuUQL0P6XOA3+PNzFqk2oqaHYDrI+K17P9VRcQFTY2sDp22\noiabcjQemCOC94uOpxN0ai+HYa/WlTBpBPB10tjtZYDzgbOJ+Fc7wzSz7ldrZeVg7xMSawG/Ac4E\njozgE8xs6BorfxawC3AkcCpwNBEftjJMM7PhyD1qWkBiBeCiCJYtOhazAeo5KJM+TUrMzAocB1zt\ngzEza1SFUdvHkrN3mcR8pBU844EdInhtkMe5obxZXkNpBJyOEc4klUKNmqzJsJmZDUm10qcBJI2Q\n9ClJcypdZbfBuezJOtUSpIOyjUlXricnCWl70pjd24HViLjcSRozG6Lycqna+6NMBC8C6wBPAP+Q\nOF5igQoPzb1NMxtCWXrEf4CvAGcAN2ZjvM3MrElqJlwkbSnpLtLO/GXgFeBdSXdI+lqrA+xSKwIP\nFx2EDTPSGKQ+pHFZSVMl1Q/KpM8AVwI/Jk1vOIqIj1sSr5kNKxV659R1khjBRxH8CPg86fjlUYlz\nJRYreVi7+qGZ9YKJydOGesxEBBFnAucA1yPN2OT4zMyGraqlT5KOBA4gJWhuB54DBHwaWA/4FHB4\nRPy89aEOrgNLn+4DfhLBXUXH0qmG/fL0RurCa2+zj1pLmCv1pEn15muQmgSuA5wOHEGEx+KaWcsM\ntXeZxBzAnqSx3utH8Kj7oZkVIB1HnAPMDWzuCzxmZkNXrZnwasC9wMnAjyPio7L7pybVl38fWD0i\nHmhxrIPqpESNxJTAm8C8EbxVdDydql3jujvWUOrCB9/mwP4PtZI/6cDq66Rk7Myk1/qFRLw95FjM\nbNhrV0JeYhvgJGBkBP9oxXOYWQ3SVMA44B/AnvRCE0wzswJVK33aGbgvIvYpT9IAROpXsQ9wP6n7\nuyVLAi84SVPTcF+e3orvP/8SZmlV4B7gp8AhwJJE/MpJGjNrorb0i4ngCuAg4BaJBVv1PGZWRTpX\n2Ar4EnAE6YKumZk1qFqiZnXgkmpfHClbfgmpbMKSFXAj4TzKm0oON0OrC68kYjwRo2pMcvoM0qWk\nPjRnAysTcR0RHndrZs3WtoR8BOcBJwK3Sszdyucys0FEvElKzC4PPIq0YcERmZl1rWqJmvlJ0xVq\neRIqTl4YrhpuJCwxRqJPYlxWZ9+zKjSVHF7yJFWaKU1y2p00yelJ0gqaC4iY0JbnN7PhqK0J+QhO\nAi4mraxxssasCBEvELEp8CPgNKSrkRYuOiwzs24zZZX7ZgLezbGN94AZmhNOMcrr6Em9dxqtq18R\nOLLBUPqXiUNaJl5I35ZG+goM++bArVDecLjs73KyJI+0NGlU5s3AoxPrw6UFgHOB2YA1iciTgDUz\nG5LsfaDd72NHkC5C3S2xfgTPtvn5zYa3gccua5BaKfwRaUMiPBHVzCynaomavM15o47HdqryBMnc\nNJAwkRhBKn1q9I2oU/q2NJIw6ogkU4/J/3cpbZnddh2wGyCka4CnSX1oTgV+4UkMZtbLIgjgUInx\npGTNBhG5VgebWXOUHrucQsQopL8DNyCtTcRTBcZmZtY1qiVqAK6VNFkj4RIBTNPEeIpSniC5tOzz\nvCtGFgHGR/Bag3GMpjPGijaSMOqUJFMvqfl3iTQFcBjwTWBjIv6cTXP6HLA5MBLYiAj3TTKzYSOC\nk7NkzR0S9wJz4BWfZu0w+fFgxFVIcwA3Ia1JxItFBWdm1i2qjee+oI7tRETs2JSIGjDU8dxZP5iJ\nCZLyz7PH9FFjnHQ2InS7CLZoNJZOUOn7b8XXWA3SxJ8pEeMrfD47KXkzDbANEa8WGK2ZWceR2AK4\nHJgqu6ni+7eZNUn5scrA+w4EtgPWIuKNAqIzM+sagyZquslQEzX5noNxpE72f2KQxogSRwPvRnB4\nK2MxQ1oOuBoYC/zEJU1mZpVJPA4sTZX3bzNrg7Ti9wTgC8D6RLxfcERmZh2r2tQnGyjP9Iqh9Kcx\ny0faFrgNOJiIfZ2kMTOr6kvAeOBMJ2nMCpSuDu8LPAdcgOTzEDOzQXhFTdNiQMArwOcjcO3tcFI+\nnalVI7elKYFjSL1ntiTiLy15HjOzHiPxReC3wNIRvFV0PGbDmjQtcDtwKxE/KzocM7NO5Ex28ywA\nTAD+r+hArO36JxxsTKrLbi5pMaR9gQeAZYAvOEljZpZfBPcCNwKHFh2L2bAX8QHpotP2SN8oOhwz\ns05Ua+qT5bci8HA2GtSGl6FPvErjtXcD3iUt0R8PfAJsQJpWci1wEHATEROGGG89cbVntZCZWevt\nDzwmcX4EjxYdjNmwFvEK0leB25GeIeIPTd2+j1/MrMu59KlpMXAkMCECL+EcbqpNOKj9tTMAJwHr\nAD8hJWdmzT6mBe4AHiDik2aGXEd8fZRMOyPC01LMrGtJfBfYHlgrgmL2q2Y2ibQRcD6wARF/beJ2\n+/Dxi5l1Ma+oaZ5VgROLDsIKkJIz9R8ASCuRxmvfB6xAxNtNjqwZhr5ayMysc5wD7AR8C7ig2FDM\nhqny1S7wd+BBpBeAtYl4rgnP4uMXM+tqg66okbRgPRuK5uxUG1L0ihqJEcAbwGIRvFpUHNYlpM8D\n3wG2A35AxGUFRzS4oawWMjPrQBIrA9eTGgu/UXQ8Zj2tUglS+WoXmLvk8w9IiZVLhrSa2McvZtbl\nqiVq6tk5RkRM0ZyQ6tcBiZrPAtdGsFhRMViHk+YEvgHsQOo5cyFwFhHPFxmWmdlwJHE6QAS7Fx2L\nWU+rVIIkjSMNYPgTqRffpSWf7w8cTboAug0Rb7Y9ZjOzDlCt9Ok7bYui+60G/LHoIKxDScuRpo3c\nBuwL9BXWc8bMzAB+CjwucV4Efy46GLMeVqkEaTSlq12k8s+/CJwM3I20iS9qmdlw5GbCTXl+zgIe\ni+CUomKwNqpnkoC0OjAW+D4RV7QnQDMzq0ViB2B3YPUI2jdNz2w4abQESRLp4tZewFeJeKQ1AZqZ\ndSYnapry/DwCfDfCq2qGhbyTBKT1Sct5tyfixhrbrH+MpEdPmpnVTaJ03zkbcEEEZxUblZn9P3v3\nHSdXWf1x/HNSSAgloSYhhCYgvYQubemhiRQJRAEBBbH8QEUUla6iiBURCFioUkRRMHSyFGmBUEJv\nAUIgCW0DBELa+f3x3M3Ozs7MvTNzZ+7M7Pf9eu1rd2fu3HvmTrtz7nnOU5DZwcD5JDmWEhFpIYkT\nNWY2lND8dG3CtMGLriL0qMlsqFSWiRozlgBmAsu682kWMUid5Y+tLpQgMTsAuBA4APf7EqyznXKn\nkYy7jRI5IiI9mNFO13vnrdHfk4BZwFh39F4p0kjM/g2MBqYCW+P+TsYRiYjUXKLpuc3ss4QphPsB\nSwJvExqi9gE6CAc3vdVmwFNK0vQq3cdS5zM7hDBV+x64P5ZwnZVMIxl3m7Xp+jJyEZVMIS4i0npy\n3zsPASYDn4su03ulSOMZDCwGfAZ4HrOtcH8p45hERGqqT8LlfgU8AgyL/t8LWBz4KjAb2D/90JrG\nVqiRcO/i3oH7mCJJmkOB3wC7dUvSmI3DrB2z8dF47XxjCVNUFq7QKSzuNpUkf0REWt2i986oeubZ\n6PKn0HulSCPKPZ75JfAAZl+J+tiIiLSkREOfzOwt4OvAjcB8YEt3fyS67gfAaHffqZaBxsSX5dCn\nfwD/dOeqOm1Qw1kaVZi14FxC4uSpvOvaKXdoU/XxVNbAT0SkFzFjCHAH4cRTmzvN37xPpJXkH8+Y\nbQhcCvQlJG6uxX1+liGKiKQtaUXNksD7HqYUngUsn3PdI8CWaQfWROo9NXfncJY9Qc0PG4bZlwhJ\nmt16JGmC+le3lKr8ERERAKKqmq2BFYB9Mg5HRPLlH8+4Tya0HjiZcEz1ImbfxGxgibWIiDSVpIma\nV4ER0d8vAAfnXLc39M7Ge2aMAAYAr9RxsxrO0kjMVsfsYsLwwN1wfzq6PH+oUyVDm0REpA7cmU+Y\nCvhcM/pnHY9IrxY/XBzcHffxuO9IOMbaG3gEs1H1DFVEpFaSJmruAHaJ/v418BUze97MngFOAP5S\ni+CawFbAw3Uuk9YX/kYQEjSXECrKZgAbLkrSBN0rn1TdIiLS0Ny5GZgCHJd1LCK9XHnV4+4PEBI1\nvwBuwewUzBJNmCIi0qiS9qgZAAxw9w+i//clzJQwCLgZuNiTzvNdA1n1qDHjl8Bsd86s97YlQ2bH\nAT8F/gT8Fvf3CiwTP4W3iIg0FDM2AO4C1nGn53u7iNReNcdQZisTTiAPBg7D/YXocvV4FJGmkihR\n0+gyTNS0A2e7c2u9ty111P3D/U/An4FtcC8+5E2NfEVEmpIZFwKfuPOdrGMR6ZWqPYYKs0EdB5wO\nHIX7TZlM6iAiUoWkFTWfBYa7e3uB63YE3nT3F9MPL5ksEjVm9CX05lnFnffruW2ps+4f7nOAfXC/\nM7uARESkVsxYEXga2NGdZ7KOR0QSKFQxY7Y18A/CSbbtUKWziDSRpD1qfkfxmRD2AX6bTjhNZX1g\nmpI0vcLHOb/PUpJGRKR1uTMTOBM434y6V+uKSEV69rVxf5AwM+3ngU+B61GSRkSaRNJEzWbAvUWu\nu4feOT13vaflluyMBV4HbgLOzjgWERGpvQuAIcChWQciIokUnhXV/U2gjVAFvylwLGYj8m8sItJo\nkiZqlgI+KXLdPELDrt5mS+DhrIOQGjPrQ5jZ7B3gK7RCUycRESkpmq77G8CvzHrlMY5IY+s5hXfx\nWVHd5wBHAUcAawJPYXYLZgdHx3kiIg0n6ZvTFGDXItftBLyaSjTNZRRhamZpVWarEqam3w3YD/di\nyUoREWkx7jwAjAfN7CjSgLoPdXLvwH1M0WFN7o77fbh/DRgBXA58H7gNs5H1ClpEJKmkiZpLge+Y\n2beiqboxs4Fm9i3gO9H1vYYZA4B1gCezjkVqwMww+wohEXcrsAPub2QblIiIZOBk4BAzNsk6EBHp\npvBQpyTcP8b9SmAb4C5gEmZHRLNFiYg0hKSzPvUDrgYOABx4D1gWMEJjrkPcfUEN44yLr66zPpkx\nCrjUnQ3rtc2KFeqCL8WZDQYeB1YAHgP21T4TEem9zPgacCSwnTsLs45HRKh+Cu+wjs5j5L6E7zWD\ngOnA++iYWUQylihRs2hhs52B3YHlCD07bi00ZXfMOlYGfgBsDmwMDARWc/fX85ZbBvgVsB+wOPAA\n8B13f6rAOuudqPka4YDtiHptM7H8xAzcQNfU0tfiPqbqdbbqB5fZ6sCNwDLAStGlle0zERFpCWb0\nIXx5ext4DRjrTmt+Dor0JmbtdB0j/wPYAlg1+v8m3PfNIiwREUg+9AkAd7/L3X/o7l9z95PLTdJE\n1gS+CLxLmDGqBwulhzcSkkLfAg4E+gMTrDE6tY8CHs06iCLypyesvDS0+Drj9Wzy1tjMtgXuBy4E\nnogurWafiYhIC4iqaKYD61HO56CINLrcY+SvAc9E/78FbIfZhZitlkFcIiLlJWpScre7D3P3fQjZ\n60I+D3wOOMzdr3H3W6PL+gAn1SnOUkYBk7IOooj8xEzxLviVrzOJ8pM7WTH7MvAv4Ejc/0g6+0xE\nRFpHZ5+yl1ECX6RV5B/vdf6/HrAWYQjUo5hdj9n26mEjIvVUdOiTmS0Etnb3h6O/ndCTphB3975l\nb9zsq8A48oY+mdmfgd3dfWTe8n8D2tx9tbzL6zb0yYz+QAcwzJ0P67HNknoOdYJiY3bNlgDaCKWd\nDwITcP80wTbKHwdsNp6QpJlIIyc8zE4Ajgf2wf3prMMREZFsmdHtc9WdDjOGEBL6I4F1oum7RaTV\nmS1JmNb7eOBD4Czcb8g2KBHpDfqVuO5MYFrO3/W0PtCjFw2hJPFwMxvk7h8XuL4e1gGmNkSSJuis\nXIEwPeEYIPRUCZn/9YE9gNHA1oQhWw8DpwBXY3YLoY/Nf3EvfJ9CkqXcPi1jqbbJWxpK9dcx+w5h\naN2O5PVIEhGRXqv75yqMiZI1OwMTgC/Ry2a7FOm13D8CzsfsAsIJyAsxWwb3v2YcmYi0uKKJGnc/\nvdDfdbIs8EqBy9+Lfi9D13CceqvfsKdkTXw/iX4/DpyN2frAuoTEzGhgHnAL8EfgQNw/yFn/UGBf\n4DDgIsxuB64hJG2K798kcVWW3KmFHgfcAJh9F/gG0Ib71GxCExGRBlRwuK87bsapwF/NuMqdeZlE\nJyL1574Q+C9muwJ3YTaXcHzZ+pNtiEgmSlXULGJmfwHOcvcpBa5bFTjN3Y9KMa7kU1F1xXF6zr/t\nFTY6TqKe/WmKJRnWpCsRsx0wFxgG/BOYA7xKSM6cA7xIsfFt7jOAS4BLCLNs7U9opnYxZhOBKdG6\nXgVeAB7HfX7RuBpTzwNus+8BxwE7KUkjIiJ5FlWE5s/u5M49ZrxCGApxSRbBiUiG3J/HbHfgDsIJ\n5PWiaxr9eFhEmkyi6blz+9UUuG5z4GF3L7sxcYkeNQ8CHe4+Om/5k4BfAEvmDn2qc4+a+4BT3bmr\nDhvr7PPyIqG52TrAZsBiwK2EZMwduL9XdB2VbfcywtTpfYDbgeHAhoSx+f8D1gA+S6P3n4Ge/XXM\nTgS+jpI0IiJSATO2Af4OrO3O3KzjEZEaKT18fmNCK4HFqPfxcLKKexFpcokqamIMpWv4TVqeJkzN\nnW894LWs+tOY0ZeQwHiswhXEv7F2NfwdTUiGfApMJUxPfj2ht8xzRatk0rEKsFH09zNR3xswWx7Y\ngfDYjARmAEOA+A+IrD5UcodgdSVp2nB/I9O4RESkKbnzgBnPED5P/pB1PCJSM8UryN2fiCprbgXu\nh7oOhWymynYRqVDRRI2Z7U8YCtNZqXK6mb2Tt9ggYHtCg9o0/Qc40sx2cPd7oniWJvRTuSLlbZVj\nLWCmO+9XePvib6xmyxKqhQ4lZOZvBQ4AnqxxUqaQwtNxu79DGF71z2i2pBOBRzA7DzgH91IJu2w/\nVMy+DxxDbpKmEeISEZFm9H1gQtSrJv/YSERaQ+Hj4U7udxNaQPwGeAqzb+B+c+ZxFaITkyJNp1RF\nzaqE6olOmxCqO3J9ShgKc3I5GzWzg6I/N4t+7xUlgWZGiZn/AA8AV1j4gt0RbcMJfVeyUm1/mkL9\nUowwHv5c4B/AyAZ484yfscl9DvDTaJjUucAzmN1GV0+bV4Gnc5oXl/+hkpYwZO5rhCTNtLxrs4tL\nRESakjtPm/F34CxCzzMRaT1JjodnAF+KqmsuwOxRwhTekzONqyedmBRpMkl71EwB9nf3x1PZaOh5\n08npqtppd/edo2WWISQAvgAMJJQVftcLvPHVq0eNGecC77pzdkWZ6Z79UtYELgCWjy7r0QOoJmqR\nVTfbkpDIWi36WZ0wVG0SoZfOfYSpsDvve+0z+2YrEc567k3oSTOtx3aD7KcRFxGRpmLGMsCzwGh3\nUjk+EpEmZrY4odr8GGAm8Dfg71FFera6+l42fn9JEQESJGrMbDFCI9vfdA5DajR1TNTcBfzSnVsx\na6crM33toj4uyVZkwFGEKbOnEZoFH1rHJmTtVBp7edsZFG2nc4aqFQjTiD9O+LBYpyYxmG0BnBBt\n4yrgp7hPj65rpx73XUREWp4ZxwJfAnZ0L3/GShFpIklPMpr1BXYCvgLsAzxB1/HvPoQTtLNLriPt\nWAOdmBRpIrHNhN19rpntAvyuDvE0LDOMUDHS2Ui4siEzoRfNOEK/m8nAFsBnqG8ZYvfYa1XdEpo+\n3xz9gNkwQjPmjYGlo6U+AZ7AbGhUPtpTaLC8IWH43TLA88BzwEuE5m0rA1sDWxEaMS8PnAd8s8B9\n0VAnERFJyyWEpsIHA9dkHIuI1Fb88KGeCZLjgC0Jx7A7A3sAS0RLP4zZaYTvFnNy1uLA+8CHVfSp\n7B5rODGpk5MiTSTp0KdbgQnu/ovah1S+elTUmLEGcLc7I6MLug9jSraSHYHLCQ15fxj9rn8ZYs8h\nWO3Uu8qkK4bLgIMIQ9weIMwkNTD6WZwwhGok8AzhTMT7hA+fdQh9lD4CFgAP5vzci/v8mO3qjIKI\niFTNjO2BK4F13ZmddTwiUiNJhg/FHVN3reM54O90ncDMPXneh3Bisi8wPfp5GmgH7s6bFKPyWEWk\noSVN1KwP/Bv4PfAv4C3oXuLr7gsL3LQu6pSo+SLwZXf2q3AF3wJ+DByJ+y3RZY2RNGiEN3OzJYG9\nCDOJzYl+Oqcmf65g4sXsEkIfnA7UwV5ERDJixlXAK+78JOtYRKRGkhy3xx1Tl3PsH46NhxJmlVoP\nWAroTzhp2U5X4mZqRbGKSENLmqiJS8K4u/dNJ6Ty1SlRczYwx50zyrxhP0KCqw3YF/dX0o+uSo36\nZh43JKvQWQtNPygiInVmxghC1eeO7jyTdTwikpFaHFPnH++G2ebaop8dgQHAh4QqnQN17CvSGmJ7\n1ETOjLm+NzTQG0Xoe5JceLO+ljA053O4z4pZPpskQ9hOI45bjRsLXKjfjKYfFBGRunJnmhmnAxeZ\nsaM7mVUZi0iG8o+pK5slNr/PTffj3bCOp4A/YtYHeAjYHFgJuBuzLXCfm9ZdEpFsJErUuPvpNY6j\noUWNhDeFMqbfNFuK0HPlNuB7RXumdKckQ3dxjX/H0vOshZoFi4hIFi4EDgOOBi7OOBYRaQyVHNvn\n36bQ8W7gvhCzt6P/ngTeBCZjdjxwaxXNiEUkY4mGPnW7QRgvuRzwljdItrbWQ5/MGE6YoWmFotNv\n9sx+7wQch/vuZWwo+14xlapFNVBlDZsbcxiXiIi0PDM2Au4ANnJnet513T4n3dFnlEirq+TYvtzb\n9JwkZG9CX5u5wKXAFbhPL7UKEWk8iRM1ZrYvYQjUxoShTlu4+yQz+zNwp7tfVbswY2OrdaJmT+BE\nd3YpsVA73cePvgu8jPuvy9hQ8yYZspg5SkREpMGY8QtgVXcOzbu8nZzPSfdeXzUr0vriju0LnehM\n4/tAGBK1PXAEsD9wP3AO7ndXtD4Rqbs+SRYysy8ANwBvAycBuUmRKYQ3gVa2MfBEzDL5Q252BW4v\nayvuHbiPabokTaAhRyIi0iuZMc6MdjPGEyYQ2NKM0XmL6XNSpLeJP7bvHOa0JyE5k873AfeFuN+N\n+1HAysB1wGWYXY3ZyhWvV0TqJlGiBjgN+JuHYTy/y7vuKWDDVKOqN7NxmLVjNj7KYufbmPj+NGMJ\nlTS7A4Ojn6fSDbShdd3/5kw0iYiIVCr3y9bvgK8DF5ixRM4yiz4nNexJRCK1T+C6z8b9b8C6wIvA\n45j9ELMBNdmeiKQiaaJmXeDqIte9T+hZ08x6ZrO7i6+o6Z793hW4A/feM+tDc1cDiYiIVKPbly13\nbgf+B5zeuYA7He6MUZJGRHLU70Sn+8e4nwJsBXwOeBqzAzCrWfsIEalc0kTNB8AKRa5blTAkqpkV\nzWabsTiwOvBsGevbjdBMUMoRX9kkIiLSiApVy3wXONyMTbILS0QaWhYnOt1fBqYDs4G/Afdhtnnd\nti8iiSRN1NwO/NDMloGuWY/MbCDwLeDmGsRWT6Wy2RsAL7iTbIar0LxrF2BXJR3KVrqySYkcERFp\nQIWqZdyZCZwMXGxG3+yiExHpYW1gI2ApoD/wH8wuwaxftmGJSKekiZqfAMOA54BLost+QOjbMpKc\n0t6mVDqbHYY9JU8SbEyY8WkEpYdTSU9x43TjhqiJiIjUXG7zYDN6HBN0Xg8cBMwBvlnvGEVESsg9\n5t6dcIy9CnCehkKJNIaiiRozG9T5t7tPATYDbiK8mBcAOwAPAFu6+7Qax5mlzkbCSZMEoT+NZneo\nRNw4Xe1TERFpBHHHBLnXfwicYsbI+oUnIlJS92Nu948IieVtge9lGpmIAKUramaY2V/NbCcAd5/q\n7ke7+wh37+/uw939SHefWqdYs9LZSDhpkmA3wlAxzYJUrvhxutqnIiLSCOKOCXKvHwucB5xnhs5U\ni0j28o+5zcYB/wHeAU7A7ItZhiciYO5e+Aqzy4H9gUHA68DlwGXu/mL9wkvGzNzdUz/4iQ6oOoDP\nODafcNbs2KJJgtCz521gZdxnpR2PiIiIZC8a7nQRYYanHscE+debMQB4CPinO2fWN1oRkRhm7YQq\nQIDbgFHAfrjfn1lMIr1c0UQNgJktCRwIHE548fYBHgQuBa72BklG1DBRszpwnzsjEt5gZ+CnuH8u\n7VhERESkeZkxFGgHLnXnFxmHIyLSxWw8YahmZ8+abYC/APvj/mCWoYn0ViWbCbv7R+5+qbvvAqwG\n/AgYDFwATDeza81sbwszHbWizmFPSWlabhEREenBnRmEWSGPNuM7WccjIpIjv2fNzcAxhNmgvqEG\nwyL1V7KipuiNzDYHDgMOAVYAZrr7sHKL6ukAACAASURBVJRjKyeeWlXUnAYMcOdHCW8wEfgu7vem\nHYuIiIg0v6ip8N3Ar905P+t4RESKMlsT+CfhxPWxuH8ccwsRSUlFlTDu/gjwL+DW6KIVU4uoEURT\ncT/AVsetyzPJevKYLUeY5eGhmsYmIiIiTcudqYTKmpPMGJt1PCIiRbm/BGwd/fdglLgRkTooK1Fj\nZuuY2c/M7FXgLmBf4GJguxrElqW1gR235uGh97L9wQlvszNwH+5zaxiXiIiINDl3pgD7AL83Y6Os\n4xERKSpU0RwOXAjcj9nnM45IpFfoF7eAmS0PHEoY6rQ5sIAw/fQPgBvc/dOaRpiNjwEeYbOFS/Hh\nl5ZLdps9gZtrGJOIiIi0CHcmm3EC8E8zNi80e5SISEMIvTL+hNkk4DrMtgZOwX1BxpGJtKxS03N/\nkZCcGU1I6DxNmO3pCnefXrcIE0i9R43ZkDcYcf0mPD74HV9+8wTL9wGmAdvi/kpqcYiIiEhLM+MP\nwOrAfu4szDoeEZGCzMYRRh3MB/oD84BDcX8707hEWlSpRM1C4B3g78Cl7j6pnoGVoxbNhM34JrCx\nO8ckWHgUcBXu66QZg4iIiLQ2MxYjDCe/1Z2zso5HRATITcx8TJgV6gZgx+ja64DXCFN5b4v7R5nE\nKNLCSg19OgC4yd3n1yuYBrMJ8HjCZfcCxtcwFhEREWlB7sw142BgohkvANe6U/6UnCIi6VqbrsTM\nRUStIYCJhKm7ZwHLAZdhdhChh01XYsddwzlFqlC0mbC739CLkzQAGxOmoktCiRoRERGpiDtvEk6Q\nnQHcZbZolhURkazkJmaOJVTVXAvsjntH1LfmOGAocBpdiZ09CYkdEalC0aFPzSTtoU9m9AU+AIa7\n80HMwssDLwMr0pqNlUVERKQOzOgHHEH40vMY8CN3ns42KhHplcyGEBIux5asjjEbCjwEvAdsSkjs\n7K6KGpHqlDU9dy+yNjA9NkkT7A5MUJJGREREquHOfHf+TDgOuRuYYMbYjMMSkd4oVM2MiU24uM8A\nvgCsAtyGkjQiqVCiprDNgEcTLrs3GvYkIiIiVTBjnBntZowHBrrzG2AX4GdmnGmmYzYRaSBm4zBr\nx2w88CrwdUJFzVjMSvVBFZEE9KFf2CggfpYrs77AHsDNtQ5IREREWlqP/g7uTAa2AnYFrjZjUHbh\niYh00/09y/0fwG7A/sBkzPbGLNVZeUV6k7ISNWa2gpnta2ZHmNly0WWLW0hYtJKkFTVbAm/iPrXG\n8YiIiEgLya2gMWMIPRt3AuDOTGBnYC5wjxnb1T9aEZEeer5nuT9BaAvxPeBc4DbMVs8kOpEmlyhR\nY8G5wBvAv4G/AKtGV98A/Lg24dVfVFq8KUkqajTbk4iIiFQmv4Jm0Ywq7nTr7+DOHOAw4ALgUjP+\nZ8a+Gg4lIhnqPgtUJ3fHfTywEXAr8BBmXyq4htzhU6F5sYhEkn7Anwx8kzBt5FZAbhnbjYQ+La1i\nTeA9d95NsKwSNSIiIlKJbmej3elwZ0x+kqaTOx41Gv4s8AfCMdk7ZkzKqcopW4HKnkzWISJNJq7Z\nsPs83M8ltIn4CWaXY7Z03lK1n9JbySBpUkkTNV8FznL3nxOmi8z1MiG50SqS9qcZDqwBPFDrgERE\nRKTlFK2gKSWaGeoawjDtNwlVwNV8yUnji1Ltv2yJSHNyf4zwfjUbeByz/8NsI8z6UGTIZ8r0/iRN\nKWmiZgTFExJzgSXSCachjCJZf5rRwO24z6txPCIiItJi4ipoEtzegdejf+cBT5pRSePONL4o1ePL\nlog0K/ePcf86YWaoDYB/AG8DCwnfuw4pWpkTVxETXzGj9ydpSkkTNW8CGxa5biNgSjrhNITNSN6f\nRrM9iYiISFY6q3JGAYcA55mxaIKHhEOSKqrsqcE6RKT1HUSocHkJ2A74e/T3Y5jdgtlXMFs+b7ao\nuIqYuOsL99IRaXDm7vELmf0SOBr4AqGyZh6wOaGE7U7gYnc/o4ZxxsXn7l719G/Rmaj3gHXcmVFi\nwb6ELPCGuE+rdrsiIiIiucwYR/gC8jEwNi4BYsZgwlnq1QnHZu3At4FtokWudWdMveNq9O2ISB2Z\ntROSKgDX4j4munwJYB9CwnkXoD8wPfpZDRhGqIjpmWwxG09I0oTr4Rxy3juUnJFmlTRRM4jQtXtb\n4DXCjE9TgJHA/cAe7v5pDeOMiy+tRM0awD3urByz4NbAxbgXqzISERERqZgZ7eR8oUmSZIlmgdoo\nul0bYbKH/sD7wPnAg8BzwFKELz7DgBWBt4DHgefcKTmku5K4KlGv7YhIHeUnVYoPd1oCGEp4j9oU\nOBOYBfwO+CvuH+YsO4RQSXMs7h1Fk0EiTSZRogbAzPoBhxJ6s6wIvAPcAlzp7vNrFmGy2NJK1BwE\nHObOfjELngosjfuJ1W5TREREJJ8Z3b7QuNNRQZXNMsBVhEqbtYFNgHWADrrOVr8NrBxdtwohkfMQ\noSLnbnemx8VVwX2LvR9pbEdEGkx+UiX57YxQHXgCsCvwDF3vYdOBh4E7cF+YOBkk0uASJ2oaWYqJ\nmrOBOe6UHsZl9j/gDNxvq3abIiIiIvminjIXEU3dHV3WTg2rTMxYglCRszWhImcHwpegpwlVOEOA\nZYHhwH+BG4Hb3JkZ3X4x4DOEKcSfdufFItuJvR+F7r+ICGbDgLXoqgocTkjMLA2MA64Hfka5ySCR\nBqNETbf1cCtwnjs3lVhoCDAVWBH3T6rdpoiIiEgScVUmafd1iRoTX0uowpkN/IhwDAQh0TIa2Bl4\nFVicMDR+KvAisCVwLnCuO/Pz1qtqGRFJT6i42YIwq9T+wE2Ek+ovZRqXSBWS9qiZAuQuaDn/LySM\nGZwE/N7dn0o7yDhpJGqiRsIzgY3debPEggcQMrR7VLM9ERERkXLEVZnUouImbp1m9CfMmPkB8LI7\nn0aXrw5cTKjCOcqdJ5PeDxGRioWT6t8iDJO6DjgL9+Lf7UQaVNLpue8G+gIrEZoIP0g4ezKC0KTu\nNWBfYKKZbZt+mHUxElhAaKhXyu6ExsoiIiIideNOhztjSiQ3Po5+TwSOrWQbBab0LrlOd+a586A7\nz3QmaaLLpwC7ARcAd5rxJzMONmMVYFbM/RCRVmA2DrN2zMZHCZTac+/A/aeEIZgfAZMxOxezLTBL\n+t1XJHNJK2qOBo4Hdnf36TmXDwduA/4A/B24A/jQ3XerTbhF40ujouYLwNfc2bvUhoBXgH3JoHJI\nREREpJgklSpxw6PyK2gIyZmqql/MuAL4HLAEoSp7PnAvYbj5fZWsU0SaQCPMwGQ2glBdsxdhQpzb\nCX1t+hISOZrCWxpS0qziD4GzcpM0AO7+FnAW8AN3/wj4PbBVuiHWzWaE4VulrAksRmiqJyIiItIw\nElTcQEjS7EjoEXNRgeu7VdAkXGeclYHVCV+SJgDbEqq1/2bGfWbsE00tLiKtpeoqvx7KrdJxn4b7\n93FfHxgF3AVsDGxP8fdBkcwl/VBcGbrKWfPMia4HeJOQyGhGo4BHY5bZA7iNVujALCIiIr1R3Ben\nsYRKmoqb/MYNn3Jnijt/IgxN+ANwJvCkGUeZMbCSbYpIQ1r0fpJi1Upcsrk496m4X0Jo4wGhuu/h\nTIZoicRImqh5DviemXX78DSzxYETgWeji1YCZqQXXn1EjYSTVNSoP42IiIg0s5KJmJQqaPK/SBXc\npjsL3LmWcAz2HeBA4DUzzjJjpSq2LyKNIPSLGZPy0KI0qnQ635O2if4+gEqTPyI1krRHza7Af4EO\nYDxhdqShhLF+g4G93f0OMzsPGODux9Qu5ILxVdWjJjoYeAJY0Z3CO8RsMeBt4DO4v1PptkRERERa\nWSXTb+f0zjHgeeCLwKXAT9z5qIbhikijMOvWQ6tggidUvFxEmIW3+gRQ+I73MmGEyETSrf4RqVii\nihp3vwPYFLiTkG38NmFc3+3AJtH1uPu3652kSckoYFLRJE2wDfCCkjQiIiIiJVUyfKqzCmcHwknA\ntYBlCUOidqlJlCLSaOKHNaVdpeM+F9gVmAccqCSNNIpEFTWNLoWKmsGEapoXSyz0c2Ah7j+pdDsi\nIiIi0lOxKhwz9iJ8YbsFONGdWdlFKSI1ZdbtfaCuSROz64Hbcb+wbtsUKUEd9gF3ZpVM0gShkbCI\niIiIpK1YH5vxwAbAQuAFM35gxpIZxSgitVWL5sNJheFUZhWf/BdJU+KKGjMbChxKKEnLbSpsgLv7\nUemHl0y1FTUJNrAC8BKwPO7zarYdERERESnIjPWAU4CdgVeBucCHwNgqmx+LSG9n1ofwfW8M7hOz\nDkckaTPhzwIPAP2AJQlNdZcjVOR0ALPcffUaxhkXX60TNWMJL9r9arYNEREREYkVJWwmACtGF93s\nzl4ZhiQircDsZOAzhAq+0k2NRWos6dCnXwGPAMOi//cCFge+CswG9k8/tIaiablFREREGoA7zwCP\nRv++BWxmxgQzxphpWL+IVOyvwIHAuuQ2NTYbh1k7ZuOjWadEai7ph9kWwPnAnOh/c/d57v4X4I/A\nb2sRXEMI4xR3R/1pRERERBpFZy+L9YCRwAXAD4E/m9Evy8BEpEm5TwfuAJaJLpkIHEuS2ahEUpY0\nUbMk8L67LwRmAcvnXPcIsGXagTWQDYBPcH8p60BEREREBNzpcGdM9HuuO9cC2wEjgGvMGGDGODPa\nzRhvhs6Ci0gS4wCne1Pjj6PrOhM3IjWXNFHzKuGDD+AF4OCc6/aGlm7gptmeRERERBqcO7OBfQlf\nsm4kf/iCiEi8O4FBwG9yetNkORuV9FJJEzV3ALtEf/8a+IqZPW9mzwAnAH+pRXANQv1pRERERJqA\nO58ChwBTCVXRoLPgIpJUGEEyDjgm57IO3McoSSP1lHTWpwHAAHf/IPp/X8KH4CDgZuBiTzrPdw3U\nbNYns0HADGAE0X0XERERkcZmhhFOLn4dOMyd6zMOSUSahdkw4FlgZdxnZx2O9E6xiRoz60s4I/GW\nu8+sS1RlqmGiZg/gJ7hvn/q6RURERKSmzNiFUPl9M3CiOx9lHJKINAOz8cCVuF9Z5PpxaApvqaGk\nQ58eBTapZSANag807ElEREQkU0kaAxdaxp07gY2AAcA0Mx4rdx3VxlWPdYhI6i4DjihxvWaCkpqK\nTdS4+wLCON8lah9Ow9G03CIiIiLZS/KlqOAy7sxy50jgdcKJxz2BwmfJy//ylcaXNX3hE2k8/wY2\nx2xEkes1E5TUVNKKmouAE6JeNb2D2crAcEI1kYiIiIhkJ8mXorhlpka/3wC2NuO3ZixbwXaqWb5W\n6xCRNLl/AlwPfLnIEpoJSmoqaTPhnwJfif69BXiLMPXhIu5+atrBJVWTHjVmRwKjcR+T6npFRERE\npCzRkKCLgGPdKfilKG6Z3OsJQ6HOIBzfvg9Mj37eIVS4HO7O8ynF1a2XRf5ySdYhIhkw247w2tyA\nDCfOkd4paaJmYdwy7p60Oid1NUrUXA3chnsrTz0uIiIi0muZ0R9YERgW/awC7ATsShgqdSvhJOX/\n3JmbcJ3dm4zCDYShTQDXuqOTgCLNwMyAl4AxuD9S5brUfFjKkihRkwUzawPuKnBVh7svm7dsuoma\nMNPVDGAT3N9Ibb0iIiIi0vDM6AdsCYwmTC6xDtBOSNzcD0xxZ1aR27aTk5gBliL0n5kI7K6qGZEm\nYnYasBzu/1fletrJfV/QqA2J0S/rABL4NuGDrdP8OmxzS2C6kjQiIiIivY878wkJmfuBU81YHtiN\nkLj5BrCaGfOAV4Gngb8CE9xZSOGeMxraJNKcLgcewuxE3BNV1RWhXlRSlsQVNWbWB9gX2AFYFjjd\n3V+LKl9edPdpqQbWVVGzq7sXqqzJXTbtipqzgYW4/zi1dYqIiIhIw4jrHRNzWyMcD68GbE344jUQ\nGAf8EzgbJWZEWoPZPcCvcf93Fevo6pGlYU+SQNIeNcsANxMqTT4iTNW9hbtPMrMrgPe82nKwntts\nIyRqdnP3O2OWTTtR8zRwFO4PpbZOEREREWkY+UOUqukdEyVuOhM2BxAqbR7P+fmfO59WE6+IZMTs\nq8BeuB+QdSjSeyRtAPwrYGVgO8LZg9ykyB2Ehmu1cqWZzTezd8zsSjMbWcNtgdmahPs4MW5RERER\nEWlaqQ1FcMfdecCdrxCaEx8J3A2sDvwMmGrGOWasWc12RCQT1wG7YLZc1oFI75G0R81+wPfd/X4z\ny7/NVKAWyZMO4FzCh9wHwCjgR8ADZrapu79dg20CfB64EffYma5EREREpGmNpQa9Y9yZAzwa/QAQ\nJWiOAe434wngH8BjwFPuixJGItKI3GdhNh44BDg/63Ckd0g69OkTYF93vyNK1MwFNo+GPu0NXOPu\nS9Y4VsxsU+Bh4Gx3PzXn8vSGPoWO3OfiflMq6xMRERERAcwYABxIqEbfhDCb1KvAJMLJyXbgJXca\nc1pWkd7KbDRwBu5bZR2K9A5Jhz69QJiasJAdgMnphFOauz8WxbJF/nVmdnrOT1tFGwjlbJsCJXvi\niIiIiIiUK+pT0wasAUwHViWcpW8nHFNPAKaZcZkZa2cUpoj0dAcwErN1sg5EeoekQ5/OB/5oZrOA\nq6LLljGzowjTZx9Ti+CKKFg54+6np7DuvYC7cP8khXWJiIiIiORbm64mxn+Mmhg/CVwSNSVeAziI\nMEzqEuCn7nyUTagiAoD7fMyuBA4ntOMQqalEFTXuPg74DXA68FJ08e2EKQh/6+5X1CS6PGa2OeHD\nrVazMX0e+E+N1i0iIiIiUrSJcdSU+GV3fglsCKwEPGfGWLPElfAiUhuXAYdh1jfrQKT1JepRs2hh\ns9WA3Qjd7N8FbnP3V2oSWJj2+yXClIYfEIYknUyYHnyUu7+Xs2z1PWrMBgAzgLVxn1nVukRERERE\nCjBjCGU0MTZjW+BfwGDCsep3gRs13bdIBswmAd/HXa0ypKaSNhPu6+4L6hBP7jZ/CBxKGLs7CHgL\nuBk4zd1n5C2bRqJmD+BU3Letaj0iIiIi0pLMGEeo7v4YGJvmbFEx222na7jUO0B/4FrgbHem1CMG\nEQHMTgBG4X541qFIa0taQvmWmf0+GnpUF+7+C3ff2N2HuPti7r6qu389P0mTov2Af9do3SIiIiLS\nZMwYZ0a7GeOjSpjO/jJ7Eqpi6rXd3OFSawE3Eib6eN6MS81YPYVtpBGnSKu7Cvg8ZjWf8Vh6t6SJ\nmn8AXwYeNrNnzOxkMxtZw7jqy8xQfxoRERER6S4/MVO0v0yNtzuWUEGze1TFMxJYhVBZsznwiBmX\nmzHajP4VbiONOEVaW2iRcS9wYNahSGtL2kz4G8Bw4ADgWeBU4FUzm2BmR5rZUjWMsR42JXzwPp91\nICIiIiLSMPITM/kJk7ps150Od8bkbDP3+m0JVTaTCBN/vGnGRWbsEM0ilWgbacRZ4TpEms2lhNmf\nRGqmrGbCi25kNgQ4GDgM+Bwwx92XSDm2cuKprkeN2frAhrhfnV5UIiIiItLMym38W6/tlro+GgZ1\nMHAUMB042Z37y91GGnEmXEcmfX9EKmY2EJgG7IH7I1mHI62pokQNgJmtAnwJ+BYw3N0zmzIwlWbC\nIiIiIiItwox+hJOqZxBmUf2xO5OzjaqnvEbJ17ozJsNwRJIx25+QpDwI93uyDkdaT1nJFTNb2syO\nNrN2YApwCnAPsE8NYhMRERERkQq4M9+dvxKqVe4C7jRjQd7Pa2Zca8Z3zficGYuXWmeNmgdr+JQ0\nH/d/EYZCXo/ZvlmHI60n6fTc+xKaCe8LDCAkZy4H/uHuH9Q0wgRUUSMiIiIiUlzUryb3JK0BqwNb\nA1tFvzcA3gSei35eiP6fQRhGdTmwfXT7J4BHgaXzNjUTuA24y50PE8SVyfAykVSYbUmYkOYk3C/L\nOhxpHUkTNQsJjXYvB65w99drHVg5lKgREREREalc1Cvms4ADFxJmllobGJbzsxIh2TMLuBJ4Engv\nZzXHAGsAgwkndz8EPo1+nwm8DLwFzHCnsv4L0qul0dMobh1lb8NsXeBW4De4/67ceEQK6Zdwua3c\nfWKhK8ysDTjc3Y9KLSoREREREUkkyRfLBMusDewQ/T2jUK+YBE2Ov0lI1ABcH61zw+j/8wiVOSsD\n8814EBb9POwehkCpubDE6JwSHsJzsZKeRnHrKG8b7s9itj1wG2bLAadSaSNYkUiiRE1+ksbM1iJM\nSXYYsArwCaGzvIiIiIiI1Fe3L5ZmzKJnsiPuy2e3XjGFEibRekp9ac1dx1eBqwiJmolEU5pHQ7BW\noWu41dnAhmY8DrRHl29UIk6Jkf/YAefQOsmvsnoaFUn8xa2j/L5J7q9hth1wC7AcZt/GfUGi24oU\nkHjWp2hK7jHAEYQ3VQgd5C8C/p5lrxoNfRIRERGR3sqM8cCeRAkR4AbyZlLKX6bAcI9u1TKVzMZU\nYB2J+s+YsQSwDdAGfANYhtATZzd3nkqwCyRH/mMHDKVFZtYqt6dRoedxgsqwyvsmmS0N/JtQPXY4\n7nPLur1IpGSixsz6AqMJyZnORsJTgBuB/wN2cve76xBnSUrUiIiIiEhvVSBB0iMpU8EX3JKJnVqJ\n4rwCeA04hDBj1fnAfe7Mj5bR8KhIoX1RIHF3FaWTdA27P6uNLWdfPEEYDfIBsBB4o2Z9kswGAlcD\nA4EDcZ9dk+1ISyuaqDGz3xBK5VYkdHu/Frja3R+OqmveA9q8AeaNV6JGRERERCRIYyalWs3GVM4X\nbzOWIgwl2Zhwwvi/hBPGX6Wrwr+pK0SqlaRiJEEFSY911D7yZOJiKzDMaxawJqE6q/NnOcJsZJ1f\nfAcCbwO/B65w55OYGMpPFpn1Ay4mNOjeB/f3Ym4h0k2pHjUnEHrP/B9wvqshkoiIiIhIw0vQS6Yu\n6ygicaNWdz40Yx6wRHTRcGBXYLPo/+nAVWYMcOfTGsRadxUkBXr0U8l/7MrsLZSsJ0v9xMWW+3x6\nkPD9diAwgVCNdSrwSm71TNQnaWfgeOBnZkyLtjOL4o22y2tg7D4fs6OBXwF3Y7YH7m/G3k4kUipR\n82fgYOAPwHFmdg2houaFukQmIiIiIiKtptykQO7ye0QVIssC10SX/QC43IxH6JpF6iF3ZqQbdt3E\nJgXMGAB8BlgHeCS6zUPAt8zoICQc5ufd7BXg0c7hY3nGUoPqqZT0iM2MxYBNCFVVa0XLfUzozXQN\n8HipYU3RdXcCd5qxFqGJ9UrR1bGNthNH7r4QsxOBHwL3YbY77i8lvr30anE9ahYHvkDoUbML0Jcw\nvu8m4Mdo6JOIiIiIiCRUQa+c2OXNWIauWaS2jv6eClwKXOnO9JTCr0rCadRz+8uMISQQ1sn7GUno\n4fNc9PMaMAgYkvPTN3e1wLrAasD9hMTEo8BbhKqk92rWryUlZgwFDgK+CGwBvEhIyj0J7AV8uYph\nfp37/GPC/jnanddzrq9+GKDZMYQRKxvhXihZJtJNObM+rQR8mZC0WTe6+EHgAuA6d59TkwiTxaZE\njYiIiIiIdCZEtgCWB5YC7iM0d50IvORO1dMmV9K3pMBsTLnTqJ8JrAdsD+xDSK70oysZk/vzijtl\nzyZkxvLR+s8EVo7WP58wtOwdQtuLOdHPbGAyoVLnQeDEcu9vtaLKqQMICastCD2KrgHucuejFLfT\nmYj5JqFi5gTCPrrQnXlpbQezZXB/P7X1SUtLnKjpdiOzzQkJm0OBZYEP3H1IyrGVE48SNSIiIiIi\nkp8Q+SdhuuT9CMNlhhISEI8D9wJ3uzOtym0UbMBboNFt5+xLjwCnEE54rxYt/hFh6M5DUXzPERrg\nXkTKCZICCaMjCEmtgdHPAOB0wsn5QYRkznC62mb8y50DUoijL7AY8Kk7C6PLlgY+T5jxa3vgdkKS\nbbz7oiFIpdZZ9QxWZqwH/IbQlPhU4OrO+ETqpaJEzaIbmy0G7A0c7u77pxZV+XEoUSMiIiIiIiWn\nFjdjMLARoSHxDoSExXuE4UCPERIkzwNvuuNRMmEFYBiwTM5mziYMsZoCXEdIZKwKLE1XwmMlQiIC\nwixDj0TbHRRtY1lg9Wi7O9drRqYkU68XSOYsT2jA20EYVvUQYUauB4BJ7szJu30/wj4ZTth3w6K/\nRxKSU6tFfzthH80jVPL0ITQCvgb4jzsflnnfusVdzf4yYyfC4zwQOAuYRJjWO70qG5EiqkrUNAol\nakREREREeqcClSvQfXrqHlUWeZf9DDiHkDQZACwgfDn/hJBMeY9QTdI3uu6ZaBtrEZrSvgC8CrxO\nSGR0Dh+6hJDceIrQ9LgfISFxvzuzEvbfiU2qlKuS7UYXX0QYGjQ/umxnQk+gdYGnCX1jViIkYVYi\nDKd6k9AHZzowg7CPXo1+XndnTjQL02LAhYQmyR9ReTVMqvsrim0/4NuECpth0X3pD3xASNQd2oBN\nmKXJKVEjIiIiIiJNK66KotD1BSpGhub9fxwhWTPTnfmVVGqk0YQ2lUa2Nd6uGYOAUYQkyxuEJMzU\n/D46ccOS0qiGqfX+MqM/ob/Pf4ANoosnAtuq0kbS1CfrAERERERERKoQN31yoevzL8v//xeEnjL/\nib78lz1Fszsd7oypJmGQvw4zxpnRbsb4KK6aKCf2qHfM4cCRwPeAd4s0O+6cenxPQjIlX2XTYFcY\nd4Xrn+fOFMKsYhCGyn0CPG/GcWYsUYvtSu+jRI2IiIiIiDSzsYQqmGJDXQpdn39Z/v/5SYW4bdRL\nXLIjK0niikvENMo+TqIz1m3c2ZGQqNodeM2MX5qxSqbRSdPT0CcREREREZEclfQ6SWPGoVrEVQ+F\n4qqkd1AGoafKjDWAbxFm0noQuIvQqPrx/GnhW/H+S3qUqBEREREREclRSa+TWszQlEZctRCXhImW\naafM3kE1DrtuomnGRxPuXxuhuXI7oWHybdGMYu2Ucf+V2OldlKgRERERERGpUqNWu9RCkiRD3P7o\nZftrRWAf4HjCjFF/APYnDJcq/T80LQAAIABJREFUtn/yk2E30LMptpI3LUqJGhERERERkSo1SrVL\nPSRJssTtj960vzpF033vCJwAbAe8C3zJnUcKLNtO95nIlqLn8LJuy7RSVVJvp0SNiIiIiIiIJNYb\nkyxpi/rZfA04CniasD//1TljVn4yLLpZ/vCyXlOV1NsoUSMiIiIiIiKSATMWA74AHAesCfwauATo\nR0wyTAmz1qVEjYiIiIiIiEiF0uoVY8ZmwA+AnYA/AX9w5916xyHZ65N1ACIiIiIiIiJNbG1Cr5g9\nCRUuFXHnUXcOBj4HjAAmmjGy3nFI9pSoEREREREREancx9HvicCxlazAjHFmtEd9Z95256vA+cCd\nZgyvVxzSGDT0SURERERERKRCafSKKTaDkxk/Ar4MtLkzs9ZxSGNQokZEREREREQkQ6VmcDLjdOAA\nYKdyetZI81KiRkRERERERCQl+U19gXOIafJbqhrGDAN+DowGRrszo7b3QLKmRI2IiIiIiIhISvKH\nMQFDKTCsqcx1GnAqcBiwhzsvpxCqNCg1ExYRERERERFJT35T36qb/Lrj7pwB/Aq414xRVUcpDUsV\nNSIiIiIiIiIpyR/GlHaTXzO+AIwjDKO6o9r1SeNRokZERERERESkiZixA3AdcLw7VxdZpluvHM0E\n1Tz6ZR2AiIiIiIiIiCTnzj1m7AqMN2OoO78vsNjadPXGuQjK740j2VCiRkRERERERKTJuDPZjO2A\nW8wYBvzIndwhM1X3xpFsaOiTiIiIiIiISJMyY3ngJuA54GvuzIsuT7U3jtSPEjUiIiIiIiIiTcyM\nJYDrgTeBo/Mqa6TJaHpuERERERERkSbmzmzgQGAT4PsZhyNVUo8aERERERERkSbnzmwzPg88aMaL\n7vwr65ikMhr6JCIiIiIiItIizNgcuBnYw51JWccj5VOipkba263bnPVtbZ5J86as4qjHdu2M7tvw\n03pu45fX27NDFmP4/IXMndTBFn8+wl+rd5xJY22FbVYqq+dp3D5qlNdxnCRxNst9qUTc41iv10Kj\nPo/rpRaPQxr3LY11NMrrp9z70ij7r17SeA6W+1g3yv6p12Nd7nbq9fkUt45aPPaFNMrzQQTAjAOB\n3wFbuzMt63ikPOpRUzudc9bvSei03dviqMd2Y7cxZDGGf3YpBq8/mBU2HMy9GcVZz+1kvc1KNerz\ntFn2YZI4m+W+VKJRHsdGfR43ShyVxJnGfWuUdaSh3Dha6b4nkcZzMIt9nIZ6Pda12D/1iL1R4hCp\nG3euB/4EHJd1LFI+9agpIKVseF3mrI+rGEkSR9wZhArPMJTcbhpnLc5YjzWW7g8Gs56cxUmFlpm/\nkLkAr8xm9uRZbF9unCkqezvV7qMk+yfuuZ7g+ZXW8yf1xyHh6zhuu/V6flQrSZwllym0v+pxdrFO\n7wVVP44pPZ/KltXrpxJxj0OS96Q0blNAGvun6s+0NI4tyt0fSZZP4zgibh1pVGqk8RpMuP/Kfb40\nxesvrXWUu50XPmSNtZeC12Yz6553OKmt8GJV78O47SSJO24dWX0OxElyrNYoGqUCtpf5BdBQI08k\nGSVqCuvMhkPIho+pYB1jo9seW2mJdJI3q86KEYB5zr3AKrnXH/QAM0/6LG+f/RwdHfPA2wpuquT9\nnTKbfVZfguEAny7kr8D+cbHHbbeSdebbZjle79+HkcDgjYdwTn7cAJM62GKec+/kWWxf5IMr9nGK\nOwBP+AG5aDtlfOhU9TxMsn/ithH3/IL4xzLJY53weVquJPsv7nGJfX40yPCpJO83ccsU2l9pvBfG\nrSN2G3H7MMFzPfb1l+B1XNbzqa3NO1IqtU/jeRwrjedp3OOQ8D2prHUmVHL/JHmcErxHxT5Op63L\nPkMWY/icBXDO8/wFOCD3+iSfJeXujyTLx73P37wdM6d9wturDKKjf5E67Lh1xN33SMl9mGQdcbEm\n3H/lvo5jX3/1GH6XxmslyTrK3c5Jk3n9+DUZ+esXGDx7Aef8ucDyca+vJPsvbjtJ4k4Qa+zrPO45\nWItjgiTHag2UAKn6mCBOowxVzZfGY1BJUi6aorv5e530QkrUFJDGWYnoTaGSA8pcsW9WcRUj785l\ntR9MZgVgt2LrICb7/9F8BgA8+wH8+Cn8vZ3jA4/bbiXrzNe/Dx+UihsgegPr8YHVKcnjFJdoSPIB\nGb0Zl/t8qOqsTJL9E7eNBBVJsY9lksc64fO0XLH7L+5xSfg6rvlBR5wkcSZYptD+qvrMYNz7acKz\nrSX3YdxzPcnrL+51nORzocA+TvLYxy1T9fM44UFr1c/TuMch4XtS1bfJN2FHzgGGAle1t1uP+58k\nARD3HpXkeTxicQastVT4++9b9zy7meSzpNz9kWT5uPf5gX1Z7TNLln5/jltH3H2H+NdYknXExZpk\nf5T7Oo57fiVZR5IvcHHHIknuW9yXvCTrKPc5OGseH5z5bOnl415fSV6jcdtJEnfcOpJ8DsQ9Bys5\nURn3uCU5ViOF52AafYBIp+otTtmfZ2lUmNcirnxJPicaNVEl5VOPmgK2WY7XNxkCGw9h8GGrck6G\nocQeoE/qYIvHO5j6v3dYv8ibRpIvWmOBa4HdC72YT32aRyfMhB9OZtL78zgqjdgrXGdZcaclN9Fw\n6IM9M9IJPyArUe39S3L7RcsU+kBN8PyKfSwTPta1KBUued9S1CrDpwrtr6pfY3HvpydN5vUJM+Gb\njzH4L68Wfb+N24dVxxn3Oq7wc6HqIWmk8z6XpGdCGs/TuFgruS81v/8jFmfAJkNg6+WKJwCI2T9J\nnserLcGjAPMXMmlAH47Mvz7hZ0m5+yN2+TSOI+LWEXffIf41lmQdCWKt5PkUt840Xl+x64g7FiHB\nfUvQt6+s44Zyn4MlPotL7p+Er9G47VR9TJTwcyDxyc8ij2MPcY9bkmO1uLhIp4dPknWksY/jVPJ5\nVjL2BK+dWsXVTZlJOfVJanKa9amA9nYbT3hyT6TGSYBS7AwbQpXl7KXW0d5uBqx12Wtc3AdG9DXm\n7T2cK5buz5zc5T6Yx8BbpvPF0cO4Lue6BcAbwKvRz7ttbV1PptztTtiRD4H1gOWBSW1tPivv+g+A\n9T5dwPb9+/BRH+ONaN3T2tq8802tm/Z2Ww1oA9YhPE73tLX523nLLAdsBMwCJre1+bwC61kSWJ3u\nScsFwIttbf4pwJCf293Hr8kOv3uRSR/MZ5cJO9IX6N/W5tMBjr7UVt1wcMnhVTVRjzHJdob1AQbR\nc2zrx36aL2hvt8Ve+Yi2C1/hxE8XMvaJE/ydAuuIfR6n8VzPSlzsy59tfzvps+x19nM83jGPg2tx\n/+pR0hy9X6xMKJ99q63NFyS8Xcn3Uzuj+/VFzuIt2sdpvx/bGWbAkpsMYdMvjeSav77Kkc98yFvR\n1R3A636ae7mfC+3t1m/uAq5/Zy47rDCAx/v3Yf8is53U7L7lbCM29nrEUQ47w5YEViOcLRyQd/Uc\nwmPT8fMN+Pey/VlxnjPvv2+x4y0zmAosJLxHOcTf/9vvstv692G3+QuZ1K8PuxTpL1PydR73PI5e\nP8OB84DjCZ9LAPOBT9vafOEhf7E1tlqGu2+bwR7R/QDoDwwGhkQ/S9P988qi//sSqqT75v2UvKy/\n0W+Jfgww6Oc5y8x35s9ZwOz5zidDB8BZ67Pfqc9w3fQ5i44BHPg0eizmRH8XfU9YfRCDztqA4055\nigumfEzBz/VrtuInKw5k1Ky5vPSdJzh9ysd8EsU6EBg4fCDLnLk+h57ydPE4Vhv0/+zdeZgdVZn4\n8e97t9473dkD2QiQEIgsAgKKEEAFdHBDxMEFcBl1nJ/jrqCyKTLuzuAuCgrOgAsIimwCLbIrECSs\nCZB976T3vn2Xen9/nHOT6sq93bc73enbyft5nvvc7qpTp07VrfWtc04R++oiPvyN57hqWjV18+qZ\n2p4l93ArrSt6yPu8EgDNSVKHNzF5ajUNT7Wz/tkOWtUtQ+CXJQ8EPzyC9wsc2phk5YVL+c7KHjqB\nbmADsOGeE/iFyMD712Dbz2W/lVWNSWb5WgSHFTufN39N7vz4Aby+cC0ynOP892+WzYsmMPmlbnp+\nu5qjb9/IGqAGv33VxpnYnKIpPE1SYFIV6Zk19M6tpW//ejI1cYLC+ECRQJFMQCyjxPOKZAPiuYBY\nXonl3CeeVyTvvmMK8cYE0pSC5iSSV+pv28AHzpjBzyem6I6WuyHJBakYr8gFrOjKcXled05TTE+e\nzJpe2p9oo/32DfR05nZqSRDD7VNNVTEm1ieYLG6fC+fR3ZOnFWi78Ti+2Jzi2N48T39pKR95vI1O\n3PayBdisF2tusGPpcH7HH9wsmw6ZwJSXuukeJBhT0khsg4MdS8vMY7B+DXf5Hiz6G5TZR9aAx/Dd\n8Rv4sg+4fsq55/jpH2XV/AZm+RqeRX8HMz5YoKaI3X3B6i/gmnEXpTW4A/4WoK3UzVBLizQARwGv\nwl3EheWBdFsGeambyZv6aAr/ylUxqubWMm9GDQtUyf99G4mNaRoB6hJsmFnDP0XQuJCLC/m4kItB\nEF7B8RixpiSNdXGmxoVZIqTYEbRZ6b+bgWMD5eiePF2dOTJTUkzLKuuzAY8IPNeT55TGJEd2ZpEl\n7aRiwPRqslOroDlFMqdku3O0p/Ns6QtYVxNHJ6U4VITU1gxPtmVZNa2KAxuTvCIXsL43z2PJGFOq\nYiyMCY2ZgOfjQkNcmJkJWNqd48ms0l6fYGFVjIMTwoycslr7X2CmYjBzQ5r2J9qoerqDWE2c2iOb\naVvUiNQnqBIhlwnoWN3DsifaWL+0nS3HTWLNSVPprYkzE9gH2BhZHysWL9auwkzkUkkC9UB9dYyG\noycya7865k5OMasxyT5b+jj5pW5SL3TRuaqHH2YCeoAU/qL1ysP58qIJ7gbmwS10fPFpfoC7YEiH\nPn0HN9J4wmTmLWhg/+nVzEnnkc19ZNanYW0vqfVp2Jgmsz5NpjNHIJCaV8fkhY00z6+nZm4dujVD\nsCFNsCGNbsmgc2upOqKJ/MJG4hvTpOMCU6qoWtVDzwtddG1Is3VCkpdmVPPSQQ28NDFF95peJi7v\nYt7GNPPassxa08uyf7ZzW1eOB4CngboYHH9wI29d2MjrGhJMasvSui3Dpi0Z1qzp4aVtWVbhL46B\nTcBOwbchUqATaNeLNbeLeRUll0oLO6q6/kYv1mJ9sCSBWcAc3HFgFu5GdAU7tp2O6HR+2tQnl/DQ\n9GpeGROYXMXfz5/LT3HLthx4ssiFUBVwADB9kOKngMOAY4BjcRe1eWASsJrI9u0/HcAi4HA/7UG4\nG6MfA7cDj+NuvI8Cjs0EHL+8iyNn13J1fYIW4NHFi7X9vGtEXu7mWOCNvXnOA+oF8nUJnokJ+VSM\noCZOviZOUBtH44JKqA12Tom1ZohvzZA6YwYLJySpzQTolctZ2Z0jjxCrjtFcE2dyfQJpTtE+tYr8\ntGpS06pITakiFRMSy7roW9/LM105Wt4xk8Of7+TnU6qYOyHJwpo4CwKlL6dszgRs7gvYUhVjcn2C\nI1IxFgHxmFANoEq6N89DfQHL6hK0pWKlb2qLyOIDEyU+HQMFzkbrnNbSIvL3rRzekeM99XFObk4x\nNx2wMVAem17NX6ZX8zhQFyhzO7Is7As4uDdPbH2aF5/tYPltG1ixJUNKYE5Dgv0nppjfkGBuXYJ9\nGxJUT61m25QqupNCv30zHSDtWZJtGaresg/T59W7QPKSbeh1q0kLxJJCsjpOT02c3qYkfa+bSvM9\nm9nSF7htJC6kq2K0V8Vob0rRe0wzhy1p56E+/7RSICUwOSFMSsRoTsZoiEVqISfdNhhUxQhSMSQT\nMKE2TpuIm4dALBWjpipGdVWcZF7RIHLJFRck6aYlE0CgoJG+BAS3bYvbxgNKkJ37IFBkpyi7iptv\nIi7upjVQchrJNybEYpAIIMgr+bz2H6+K9gVkevNku/PkenIEOe0//0AJMgFBVslnAoK8Egx0yZmM\nETt0AtP+2c7GbODmFxOCGORi4j4SuRaJCbGqODXVMWqq49TUxKluSlJbEyfZnqV3a4ae6jjxqVU0\n5JV8a4ateSU7KcXE2jg127K09eTonVzFpJgQ25Bmy7pe2lIxko1JahsS1E6tojkRc7/92h7afvoy\n/2zLkppaxfTJVUyeUU3tq5rh5vX0PrGN7PLu7etryz7VbD28idy7Z7OgOkayK0fXZ57i95v76MOd\ny5uAph8fwckLGt213COtbP3CUl7E/Sab2XHO6wDOAq4Fet1PTvWUKqbNq2P29GpmTEj2vx6MQaIu\nwcT6BE0NCeompojvW4Ns7CMI1GVQFUPrE2hdglgqRiwbkCe0LSmQDdBMAH2BC8hEt2MA3PZZmCS8\nPfYf7vcPv81LOu/yzA+wbSQE9q8n/mIX+dwQbltq4jAxBc0pYnVxYumAfHgbFIGkIIkYIkBeyUf3\nv7gQDxTtzZPrzaN1CZJb+sgUyqtAZ454R5Zkb550X0CXav9jVl7RTECQCdC+ALrzTEzF2FJYR6po\nVgmyAblMQD7jvrOZgHxfQDYpxN49myN+tZK/d+fpBoJA6WnPsqYty2p128cW+l/LKv787B+sbQ8A\nPNzKeRcsZSrunuMFvVjb77pH7k/GeA1AOs/Np9/PVbjzeAf+4enp0+n4zHwujQn/Fj6X+Ace+19/\nDLdOq2Y+QFeOW894gDMKAXOfLnn78fy1Ks5xftBvFi/uf01UzvlqqA8qL/mNrAs1nbtp64W6U9O5\n2++Wa9b28sbZtSxJxnjncAIkg5WrnCZJV98q60JN4/5w6sk65D48m74m9//nAbzm2y9Ad774dacZ\nHyxQs5v4YMxC3E3L3OhHFc0pa7rzCDAlJTRWxUl15dDePOm8sjUGa+sTrEvEOCQVY/aWPtYv66Kt\nLdP/ZjWnNGYCZsSE6qYkrQ1JusIXd3kleL6TzQ+2sn55F10Kp+KelG/G3UhlcDdWVfigAO6GLSyB\nqyEzHWioT7BpVg3tc+vomVtLdnYtsW1Zqh7cwvSnOki0Z7kXeDEpzD6okYMX1DN3Rg31a3pY/nQH\nt7/QxS3Aw7hyTgOmx2D6nDoO2LeGAyalmNOUZJ9sQPU/ttG2rIsev+XGgFRcqF7YQNOiCUzY3Ef+\nhU4ya3rZfj6vTyCLGqk6pJGqugSx5V1knu8ks6KHbJGLg3x9giWnTmPVGTMIZtcyN690PN7G5hvX\nUvuPrRwSwPRDGul89STiRzQzYUqKievTxFf1UNeZY3Veea4+wcTGJPs0JZk4MUXt1CqkL4ANaffJ\nKzq1ivyUKmRiilhvnnxblnR7lu62LJ3repk+rZr6A+pgchXamqG1L09a3IVrMDHFrIYk8XQe7c6x\nOS7EYkJcQVQRBUnGSMYgtrqXTcu72PRsB1tqE3TNqUX3rSExtYqa+gQTUzGmpmJM8wErVWVrXnk0\nEeNvceFpYKrfVucAMwPlhY19PHrVSzxzz2b3GyxsoO6MfVh4YD2LksIB27JM6cgytSfPFNyFWr4+\nwabGJJuaU7TXxTmoLsH0ld3klnYQb0wiRzaRT8bIdOV4JC4sC2BOHGamYkyriTMxr+i2LH1b+gg2\n9xHLlrxlKS3A3QwFoIF78pfMKlXibob7FHKq29Pppj5yj20jvT5NqUBOFnjSb78PA0/gnkrPefUk\njpqU4vL6BDNr46x7yz78rMHVSqtjR1Bmrt/mN7Aj2LEGF4CdG/pk8sqqnhybN2foyAfE9q1hTk2c\n+evTBEs7aEgKm4+bxO3V8e378HzgFbgLuCd9uQ7CBYJWAOvwF4p5JdaT6197al2aucu6iD/dTub5\nTp58uYfpQKIqRvvsWjL71RHMqUVm1pCaVk3txBSNVTGqN/WxZXkXHU+1k32hk+T8BiYc0UTzwkaa\nJ6WoEZDVvfQ830l6aQfZXEBw6ATkoEZq5tTSkM6Tq4lT3RcQ9Obp2NxHVTpPDUB1nPYpVazJKfms\nu6ANMgEa3Y8TgtQliNfGSTan2D/uAyaBks4pW32yrriwJS5sxQU8NgIv4y9ucwH5F7s5I6+8sSnJ\noZOraFrXS/blbjLLu8i81E0mLsikFPGJKeKTqoh3ZgmWdtC3tJ2+iw5mypHN1CzvpO8bL7BlZg3J\nWbVUB0pdTMgmha5kjM5UjM7qGF3VcTqr43QlY/2P6QkhUR2jtipOXVWM2uo41Q0JYskYdeyoZdGl\nSlsmoKc9RzwXkE/F6EvGyKTcJx+XHYFe/DHdb+uxvJLMBSTySiKvJPNKQgd5S0R1nFRPjtiqXjZt\n6ePxrhwPBMqhtQmOak4ye04t+XRAsLaX5MY0ubYsm2vj9M2rp352LfVTq6jtzZOti5MAgqzSocqW\nRIwNSWGdCFuArbhzUr9Z++Vu6sxydkOSVG+efFJ4JBEjjdu3+7IBQV9AkA7cchYokAtIpgNq+vLU\n9gXU5HSnc1yQU7YFymZgY1zYGHM1Nwp5SE+e2LYMybYsqfYs1ek8yfBmGCi5rjyb2zKsX5dmXVeO\nbexc66Q7FaP9pCn0/McB5OsT/Z/mj6I0kF68uHSA2l+3JCl+DRAHGthR06eJnfs93F4bpkQeIyFg\n58Dlalytv+1nCL8s03HHvxrgOWBlOMDZ0iLTcTemC3EB/A24Y8LXgZNwx8y7gUNwx/AVuOPE6rYs\n1CU4LBXjqBjMzCnLY8KcQGFrhtX1CWbVJVxNlWxA5vlOnurMsW1SiqoJSWonpTgoEaMuULI5ZYv6\nwFgA8bwSD9x+GSeyT9bEScWFWFeO1p48m/rybIsE3fIBrIvDiroEyydXsSIuO7Zjrze07rrCtaP3\nJC0tkoD+tYW8AfcFv+1sr3WEe8AWFgcaMgETW/uY1ZNnX41s6wLxhJCKC1VxIRWTnfbzmAjJGFTF\nhCpx34X/UzGhys8HcMcfgWRCqI0Lyd482XS+EOfdkaYvTzwdkFCld2YtyZq4m+/WDKzppQfId+Wo\nzSvZVzQiTSmq2jPkH91GkIqxqT7B5rYsufW9pNalqduQprknT2NcaE0Km5IxNiWFmpiwqDFJ9tw5\nJKdV09iWoffPG8j25knVxNmUzpPsztPQm6fmHTPReXUkNvSS/cM6nosLq1Mx8jllWqBMUZicilHf\nnESaUy7Q1ph0ZS5cP588FWbXuuVc2wsrut019aY+cpv6yGxMk04H9M2thTm1JF47mSkNSbfvbEzT\n88f1rFzVQ09dnPbZtXTPriV7VDMnVMWZDNCd4+mHW/lRew5JCnOrYsyuijMjLjSt6aX92Q5al7TR\n2pEjhzs/pYH09w/n04dMcNcaD7XSduFSvi4Qn1pF0z41TPz8At48rdrNY3UPG29dz1L345OLCZm4\nkD1xMv8yr57Umh64cS2rJ6b429YM/7xpHd8u94FiOTWVzfhggZpR5k/87wbOw11MP5FXVq7spvfx\nNlKPbWPis53Mac+yyE/yBO6GaklTkqfeNYv0+jTHZwNeLXC4CPNW9bDluU6eywS8jLtQiFYBbQWW\nAC/rxTroreyuNjuRS6UKdyM/PfSZ4ctxL/BsOKK+J5NLpRF4DXA0bvlX+M/Kc+fQ/a5ZTEnGmCuu\nuVUiJqzG3ZSvW7xY05G8th9o3zWLt394HrMIXSBsTDO1K8d3qmJ8ZGYtK3AXWzn6Pw3KAGvKufDy\nFyMTgPjixdo6vDWwM7lU4rig3qbodtDSInXAkR1ZFidjbKqJ8xfgxWLl9eVrwgUVZ+K2saF2iB5u\nJlD4jgdKvDdPTXeeukBJCsTEXTjFq2PMrk1wrCrd3Xkeac/yTBB6WpYJSK7pZdamPvZrz7JfJmCf\nA+qRVzYR1CbQl7tY90IXkwIlGRfSTUlW1SZYu7mPzWt6aV3eReuzHbSlg34X1zFgSmhZZ05IMGt6\nNanZtWydU0tPIkb+iTaqnmpnSk+erF+2VfS/EeyMQdv8BvKHN1EVg86Xunn5qXZe7HZVuRvYUVt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BwNt+MCAf+hqt2RcecDrbht7Lgi016BC9L8HThbVVdEE4jI8cB3RCSmquHmFe8H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wInZ/b8\n1Cep+7SzCBhxDLAqme9vRzRJktQek/aNeAeMt19LVcBZm+ULONtR2otcTSnc3M7Is1USuJaybPoV\nmTw5/t9kmWxT8/8f8VZgDzKPrDsKNLc891uBmZn5uer7pwOnAetTHhz7Z+ZdDd7X4ArhQF8bKL1l\n9qyuMxv4f5Sh8SsB5wP/mpnLrS5loUYAEaxCWUJv80yaKh5KmmARfwHe3k3LIEqSpPr0YpPa0ZYj\nb+E+ZwLbUoo2641y1emUv9czKatT/Z2yYtdlwN6U/q6P0CN/y9pFbA+cTOYWdUeB5go1fwW+mZlf\nqr4/k1KkOQ54F3BWZr6lU0HHyGahRkRwCPCOTF5UdxZJo4jYnFJ835DMxXXHkSRJ9etE0aPTumWa\nWPWB9dMpRZtnAq+iLB8O8Gfg0EyurSNbz4iYBtwL/AOZd9Ydp5lmwptQNdaJMvz9BcAhmfmbasnu\nT3cgn9SMlwE/qzuEpDG9FPiVRRpJkjRILzap7Vhz5WZGGGXyKPDH6kQEG1IKSNcBlwNnR7AAOAX4\nDaVB8BaN3PeUkbmEiPMoC9P8pO4405q87sCUpedW52dV57cB67QrlNSsCFYE9gd+UXcWSWM6BJ+r\nkqQpLoLjIuiP4JSqL8hUdwRwEj3UwDiTeZkc1qG8A6sv7UcpBi1jjMfPwN/yWZm8DtgQOBS4B/go\ncORo9z2FncfSWketminUXAccUH19GHD+oGWy1wceaGcwqUl7AldlckfdQSSNImIdytDc39cdRZKk\nmo36Rnyq6XDRoxc1uoz6co+foX/LTDKTyzL5ZCZ7AP3VVRcC50bQ14lfoAedSw8Waj4HvDsi7gde\nDXxp0GUvBP7azmBSk5z2JPWGg4DTyXy87iCSJNWsF6f6aOKMNcKolcfPK6r73psyCOOiCPYYb7oy\nM18AACAASURBVNBJ5BJgWyJWrztIU8tzR8RzgV2BizLznEE//xhwYWae0v6IDeWymfAUVlWA7wB2\ny+SGuvNIGkXEr4ETyPxh3VEkSarTlF0GWW3RrsdPtVT44cBngD8AR2VyWwv313Ordy0j4g/AMWT+\nttYYzRRqupWFmqktgucDX8jkGXVnkTSK8unE7cBGZM6vO44kSZKKCFYFPgC8nTJ75luZ3DqO++mn\nx1bvWkbEp4AnyDy6zhijTn2KiI0jYsVBX496mpjI0nIOAX5edwhJY9oXON8ijSRJUnfJZEEmHwZ2\nATYA/lw1K35LBLObuKten9J3LtQ/DWzUETURsQTYNTMvqr4eTWZmLU2IHFEztUVwDXBYJpfVnUXS\nKCJ+AJxN5pRvmChJktTNIpgBvITSn3ZvykIQJwC/zmTEXoM9P6UvYk3gJmBNMhfVFmOMQs3rgV9n\n5n3V16PKzO+0LVkTLNRMXRFsBZwNbJhJ78/jkyariBnAXcD2ZN5ZdxxJkqS69Uo/lwhmAi+nNDj+\nR+DNmfy03lQdFPE34Egy/1RbBHvUqJdF8C5gp0zeVHcWSaOIOAA4iszn1x1FkiSpG/RiP5cIDgT+\nI5Pd6s7SMRFfB64i8wt1RWhmeW4iYlpErB0Ra0VEU7eVOmQ/4NS6Q0ga0yuBn9QdQpIkqYv0Yj+X\nU4HNItii7iAddC7w3DoDNFRsiYiXRcQ5lAfS3cA9wIKIOCsiDupkQGkkEaxCeQKdWXcWSaMo054O\nhEk8RFaSJKl5RwAnAft067SnoTJZRMn86rqzdFBpKBxR26ydMQs1EfFJyqegW1EOsj8DfBb4GbA9\n8IuIOKaTIaURvBD4UyauICN1t72AK8m8ve4gkiRJ3SKTeZkc1itFmkFOAF4dwWRtP3IzkMBmdQWY\nPtqFEbEr8EHgC8BRmblwyOUrUoo2/xkRv8nMizqWVFqe056k3vBK4Md1h5AkSVJbXAT0URoLX1Jz\nlvbLTCIGpj/dUEeEsUbUvBm4IDPfO7RIA5CZTwLvBS4E3tKBfNKwqurt/sApdWeRNIpS0D8Ipz1J\nkiRNCtVquycw+ac/1danZqxCzW7A8aNdIcuyUccDe7QrlNSAbSgjwv5WdxBJo9oLuJrM2+oOIkmS\npLY5AXhVBH11B+mQri7UbAj8vYH7uRp4WutxpIa9BDilquZK6l6vwGlPkiRJk0om1wC3AXvWnaVD\nLgc2JGJOHRsfq1CzOrCggft5FFi19ThSw+xPI3W7iBWAg3HakyRJ0mQ0eac/ZS4C/gjsXsfmxyrU\nNNrFOZu4rtSSCFYDdgV+V3cWSaPaE7iOzFvqDiJJkqS2OxE4OIKV6w7SIbVNfxp11afKryJiuUbC\ngyQwo015pEbsBfwxk4frDiJpVK72JEmSNEllclcEFwMHAieNdf0IjgO2pszIOaIHliU/F/h4HRse\nq1DzvSbuy14hmihOe5K6XZn29FJqenGTJEnShBiY/jRmoYZSpHlB9fU3gMM6FapN/gjsTMTKZD42\nkRsetVCTma+foBxSQ6pluV8CvLjuLJJGNRe4nsyb6w4iSZKkjvk58MUI5mRy/xjXfbQ6vxh4W2dj\ntUHmAiKuAHYB/jCRmx6rR43UbXYAFtPYamSS6vNK4Cd1h5AkSVLnZPIQcBrl2G8sR1BG3uzTA9Oe\nBpwH7DHRG7VQo17jstxSt4uYDhyChRpJkqSpoKHVnzKZl8lhPVSkgZoaCluoUa+xP43U/V4A3ETm\njXUHkSRJUsedBmwXwSZ1B+mA84DdiZjQ2omFGvWMCGZS5geeVXcWSaNytSdJkqQpIpMnKcd+R9Sd\npe0y7wKOBVaayM1GZu/PIImIzMyoO4c6K4KXA2/JZN+6s0gaQZn2dDuwG5k31B1HkiRJnRfBc4Gv\nA0+3TUXrHFGjXvISnPYkdbvnA7dZpJEkSZpSzgdWA3asO8hkMOry3BGxcTN3lpm3tBZHGl61LPd+\nwKfrziJpVK/AaU+SJElTSiZLIvgBpanwX+rO0+tGnfoUEUuauK/MzL7WIzXPqU+TXwQ7Az/OZKu6\ns0gaQUQfZdrTHmReX3ccSZIkTZwIdgBOBzbOpJlagoYYdUQN8MYJSSGN7SXAKXWHkDSq5wF3WKSR\nJEmaejK5IoL7KCuAugBMC0Yt1GTmdyYox3Ii4nnAR4CdKB2WrwW+nJn/V1cm1Wo/4JN1h5A0qkOA\nn9YdQpIkSbU5njL9yUJNC7qymXBEPAM4k5LvTZSD/4uBb0XEP9WZTRMvgtmUgt3ZdWeRNIKIAA4C\nflV3FEmSJNXmh8DLIiZ2OevJZqypT8uIiHWBw4GtWXYd8aD0qGnXVKlDq/MDM/PR6uvfRcSOwOso\ny35p6tgLOC+Tx+oOImlEO1BeC/5WdxBJkiTVI5PbI7gM2J8mR1pHcByl1vAocEQm8zoQsSc0XKiJ\niG2AC6rbrAbcC8yhjHqZB8xvY64+YCEs98b8IWBmG7ej3rAPcEbdISSN6kDgV4zWoV6SJElTwfHA\na2h+SvzWlP42AN8ADmtnqF7SzNSnzwGXAOtV378EWBl4M7CAMj2pXb4FLAa+GBHrR8SsiHgLsCfw\n323cjrpctSy3hRqp+x0EnFx3CEmSJNXuZ8CeEazZ5O0GZtNcDLxt8AURHBdBfwSnRDCrHSG7WTOF\nmmcBXwEer76PzFyYmd8GvkwbCyiZeTXwYuCVlKVeH6i28bbMPKld21FP2BJYAbiy7iCSRhCxDrAd\n9pGSJEma8jKZT1mm+xVN3vQI4CRgn2GmPQ2MttmPMtpmUmumULMa8GBmLqFMc1pr0GWXAM9uV6iI\n+Afg18BlwAGUHiVfB74REUe0azvqCXsDZ2bidAqpe+0PnEHmk3UHkSRJUlcYmP7UsEzmZXLYCL1p\nRhxtMxk100z4JmDD6utrKA1/T6u+3x/a2ujn49X9HZiZi6qfnRURc4AvAD8YeoOIOHrQt/2Z2d/G\nPKrPPsCP6w4haVQHUYa4SpIkSVBqBd+OYJNMbm7D/R1BGUnztqnQZDga7fsYEf8NrJ6Zb46IQ4ET\ngWspvWS2BT6ZmR9uS6iIq4G/ZebLh/z83ZQpVutl5j2Dfp6ZGe3YtrpHBCtQmlZvk8nddeeRNIyI\nlYC7gc3JvL/uOJIkSeoOEXwNuCWTT9Wdpdc0M6LmA8AMgMw8KSIeA14FrAL8D/DNNua6DdgpIlbI\nzIWDfv4cykpQD7RxW+pezwZutEgjdbUXAn+xSCNJkqQhjge+GcGnbWXRnIYLNZn5BPDEoO9PpnMr\nfHwR+DlwckR8ldLA+CBKYei/Bk2H0uS2N3Bm3SEkjcrVniRJkjSc8ykrRe9M6T+rBjXcTDgitomI\nuSNc9oKI2KpdoTLzl5RVn1YE/hf4CbA78HbgqHZtR13PZbmlbhYRlIbvFmokSZK0jGoUzQnAq+vO\n0mua6VFzKnBFZr5/mMs+B2yXmQe0OV9D7FEz+UQwC7gVWDvzqSXhJXWTiGcAPwK2odEXE0mSJE0Z\nEWwH/A7YKJPFdefpFc0sz/2PwB9GuOwc2rg8t0Tpe3G+RRqpq5VpTxZpJEmSNIxMrgLupLy/U4Oa\nKdSsTmnkO5yFwMzW40hPsT+N1P0OxGlPkiRJGt3xOP2pKc0Uam4EXjTCZS8Ebmo5jbSU/Wmkbhax\nIbAZcF7dUSRJktTVTgReGsEqdQfpFc0Uar4LvDci3hkRMwAiYqWIeCfw3upyqWURbA6sBlxedxZJ\nIzoAOI3MhXUHkSRJUvfK5E7gYspobDWgmULN54FfUpbOfjQi7gUWVN//EvhM++NpitobOLPqEi6p\nOzntSZIkSY1y+lMTGl716akbROxJmZYyB7gPOD0z+9sfralMrvo0iUTwE+BXmXyv7iyShhGxKqUp\n3MZkzqs7jiRJkrpbBKsDtwFbZHJf3Xm6XdOFmm5koWbyiKAPuBfYoRoiJ6nbRBwMvIvMveqOIkmS\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qminU3ARsWH19DXDooMv2p/Sp6ZiIOC0ilkTExzu5HUmSJEmSpLo0U6j5LbBX9fXngddH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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113a0d290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (16, 20)\n",
    "mpl.rcParams.update({'font.size': 16})\n",
    "\n",
    "for i, patch in enumerate([50, 100, 200]):\n",
    "    \n",
    "    ax = plt.subplot2grid((3,1), (i,0))\n",
    "\n",
    "    for image_pair in results:\n",
    "\n",
    "        for method in results[image_pair][patch]:\n",
    "\n",
    "            if method not in final_results:\n",
    "                final_results[method] = {}\n",
    "\n",
    "            data = results[image_pair][patch][method]\n",
    "\n",
    "            if 'displacement' in final_results[method]:\n",
    "                final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "            else:\n",
    "                final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "\n",
    "            final_results[method]['row'] = [o.row for o in data]\n",
    "\n",
    "\n",
    "    for i, result in enumerate(final_results):\n",
    "\n",
    "        final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "\n",
    "        final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "\n",
    "        final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "\n",
    "        final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "\n",
    "        plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "\n",
    "        plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.xaxis.set_ticks_position('bottom')\n",
    "    ax.yaxis.set_ticks_position('left')\n",
    "\n",
    "    plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - {0}px patch height'.format(patch))\n",
    "    plt.xlabel('Image Row Height (px)')\n",
    "    plt.ylabel('Average Vertical Displacement (px)')\n",
    "\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.1),\n",
    "          fancybox=True, ncol=3)\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}