cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_wiltshire_inside_10cm_non_scaled_exhaustive.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Inside 10cm (Non Scaled - Exhaustive)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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": 3,
   "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": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Skipped the cell's code and loaded variables results_dict from file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_wiltshire_inside_10cm_non_scaled_exhaustive.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_wiltshire_inside_10cm_non_scaled_exhaustive.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_23_03_15_11_07_04.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG1.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG3.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG5.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG7.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG9.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG11.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG12.JPG\"),\n",
    "                (\"../../eval_data/motion_images/wiltshire_inside_10cm/IMG11.JPG\", \"../../eval_data/motion_images/wiltshire_inside_10cm/IMG12.JPG\")\n",
    "              ]\n",
    "\n",
    "patch_sizes = [50, 100, 200]\n",
    "\n",
    "match_method1 = TSEMatchType(\"DistanceEuclidean\", tse_match_methods.DISTANCE_ED, None, \"r\", reverse_score=True)\n",
    "match_method2 = TSEMatchType(\"HistCorrel\", tse_match_methods.HIST, cv2.cv.CV_COMP_CORREL, \"b\")\n",
    "match_method3 = TSEMatchType(\"HistChiSqr\", tse_match_methods.HIST, cv2.cv.CV_COMP_CHISQR, \"g\", reverse_score=True)\n",
    "match_method4 = TSEMatchType(\"DistanceCorr\", tse_match_methods.DISTANCE, cv2.cv.CV_TM_CCORR_NORMED, \"y\")\n",
    "\n",
    "match_methods = [match_method1, match_method2, match_method3, match_method4]\n",
    "\n",
    "results_dict = templ.start_tests(image_pairs, patch_sizes, match_methods, config_file, exhaustive_search=True, use_scaling=False, plot_results=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 1: IMG1/IMG2 - 50px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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DfR8AfhURD+Tly/obcipwVU7b2DcixpN60M8npb+MoX7PccXPcBUNrTsxt/fx/PtzP/UH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JZ6d0lI+scbKB7tSUc8+UWy7Ps6S2wXv2KaOl7GdvYLbvNMO9vEG68y8Nj3uxV1L8B1JRvYFzPT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\nkm1mZmZmVmb/D6LccoMtX7giAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1093f9490>"
      ]
     },
     "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": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AFNgOtr3I9viKr1xyTL7C9tu2FwKnA1upeeYOA2NsP2J7ESkA3zqvGw5MsX2h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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1093f7c50>"
      ]
     },
     "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": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9DVBe3w9JFxROJQWuf620P5ZGrrXePT9elfQBMJR0ErFYu7Yfsf1Ohe08Cvi9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QnQX5W/V7otl73vM+BlDen9flkY9wof4HUN6Tl+ueBULP6Gm2zZCfdKq1i9bEU8qYfLqtYYOEND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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1095f66d0>"
      ]
     },
     "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": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3H/BQRFwJXExq1TYzMzOzJkZNkB2Byni0UwdJqwHnAtMjYg4wDlhUM9oiUmsy\nwNrAwpqytfuZzQbAgy1WaQZwsKTxwC6klJJahwDn59fnAwfl1BIzMzMza2DUBNm9JmkV4GxSC/LH\n8uAlwLo1o44HFjcoH5+HNfMosHELVYqI+BPwAlKe+MUR8WRNnTcHdmNFkH0JMBZ4awvTNzMzMxu1\nHGR3gSQBp5MC2v0j4rlcdDMwpTDeOGDrPLxavkNhUlNIaSbN/AHYTNK/tVi9c4CjWZEqUvQB0jIy\nS9IDwF2kINspI2ZmZmZNjKjT/qroNFK+81JgavTFgh5XqeqHwMuBPSLiqcLwC4GvS9oPmAX0Adfl\nVBJIge/RkmYBIgXDJzebUUTcLukHwM8k/QdwFSlQfiewRUSclKdVTX35LvB/EXFFnckdAkwDflQY\n9lrgfEnrR8T8lr69mZmZ2Sgz0lqyJwG7AnsDp/a4LgBI2gI4nNQK/aCkxfnx3oiYB+wPfAWYD+zI\nigsRiYhTSRcb3ki66PHiiDitv3lGxFHAKcD3gcdIF1PuC/yqOkp+EBGPRcRldeq9E7A58P2IeLjw\nuDhP76Daz5iZmZlZMqK68FNFs0gB9jXAnkOoJXtUcBd+ZmZmNlK4C7+VTQVm4gDbzMzMzHpoRLVk\nrzRs6OZnt03SG0k53LUi31WyJ9ySbWZmZiNFu3HNiLrwsUY1PxtSfvaBPaxLqfJFiuv0O6KZmZmZ\n9cRISxcpWpqfrwGO6GVFzMzMzGx0GclBtvOzzczMzKwnRmxOtnWf/wczMzMbKdy7iJmZmZnZEOMg\n28zMzMysZA6yu0DSbElPFO72eGuhbHdJt0l6XNKlkib2sq5mZmZm1j4H2d0RwJERsU5+bAMgaUPg\nAuB4YD3gWuC83lXTzMzMzMowkvvJBla6Kc1WwFxgEb25OU29xPn9gJsi4gIASdOAeZImRcScblbO\nzMzMzMoz4oNsVr4pzeb5ecA3pynhDpJflXQi8A/g+Ii4HNgOuL46QkQslXQHMBlwkG1mZmY2TI2G\ndJGlNe/nM7ib01SD9b1JQfpAfAZ4MbAJcBpwsaStgHGklvWiRcDag6ifmZmZmQ0RoyHIngo8kF/P\nB141yFSRQd9BMiKujojHI+KZiJgB/AnYB1gCrFsz+nhg8SDqZ2ZmZmZDxIgPsnNAvS3p7o9bA8er\notmqaJYqmjCASXXiDpI3A1OqbySNy3W8uaTpm5mZmVkPjLo7Pqqi2azI0Z4ZfTGg3OyBkjQe2Am4\nHHiWlAvXUc4UAAAgAElEQVR+KrADsAC4A/gQMAv4EvCGiHhdJ+vUKb7jo5mZmY0U7cY1o+HCx1qD\nTvsYpNWAE4CXA88BtwL7RsQdAJL2B04BzgH+DBzUhTqZmZmZWQeNxpbsCaSW5CN60I3fiOaWbDMz\nMxsp2o1rRl2QbZ3j/8HMzMxGCqeLtKGEvq/NzMzMzJ5nxPcu0o92+r42MzMzM6trtAfZ3b4I0szM\nzMxGgdEeZHei72szMzMzG+V84SPOzS6LL3w0MzOzkaLduGa0t2RXOTfbzMzMzErjIDtxbraZmZmZ\nlcZBduLcbDMzMzMrjXOyrTT+H8zMzGyk8M1ohgFJs4HXAs/mQfdGxDa5bHfg+8DmwF+AQyNibgvT\nfA0wDdgZWAbcAfwwIqZL2g24FPhlROxX+MwU4O/A5RHxpsJwAf8EnoiI7dr6stavwoW2WwFzgYn5\neRHwMLBlnbJ64/hCXTMzsyHKQXZ3BHBkRJxRHChpQ+AC4DDgYuDLwHmkwLkhSTsDvwW+BLw/IuZL\nehVwHDA9j/YIsJOk9SNifh52CDAn16doF2ANYG1JO0bEtYP6ltaq6oW2kA6uis+PAC9oUFZvnFOB\nAztTTTMzMxss52R3T73TDfsBN0XEBRHxNKlleoqkSf1M6+vA9Ij4ejWAjoi/RcRBhXGeBn4JHAQg\naQxwAHBunbocQgr2L8qvrbOqF9ourHm+BriuQVm9cXyhrpmZ2RA1alqyVVEpyefRN+jcnK9KOhH4\nB3B8RFwObAdcv3zaEUsl3QFMJrU4P4+ktYCdgONbmOfZwLeBHwBvAW4C7q8zvf2BfYC1gJ9KOjoi\nnhnY17MBmEpqgT4O+FrhuRow1yurN84RThUxMzMbmkZNkN1GcFyGzwA3k1qX3wtcLGkHYBzp1H/R\nImDtJtNaj3QG4oH+ZhoRV0laP7eMHwycRQqki/YDFkXEn3JrN8BbSa3g1gE5MK6meNQ+1xvWbBwz\nMzMbgpwu0gURcXVEPB4Rz0TEDOBPpJbjJcC6NaOPBxY3mdxjpAsdN25x9mcDHwd2Ay6kfqrIL3I9\nnyMF104ZMTMzM2vDqGnJHqJuphDQShoHbJ2H15VTSq4C3g1c3sI8zgFuB86KiCdTRyLL57cZ8Gbg\n1ZIOyIPXAsZK2iAiHh3g9zEzMzMz3JLdcZLGS3qLpLGSVpX0PuCNwCWkluXJkvaTNBboA66LiLr5\n2AXHAYdKOlbSBnk+UyT9rHbEiLiL1HtIvRzuDwC3kXq7mJIfk4B7SWktZmZmZjYIDrI7bzXgBFLf\nxo8ARwL7RsQdETGPdNHhV4D5wI7k3kCaiYirSC3Qbwb+KelR0oVwvy6OVhj/yoh4sDC8WnYw8IOI\neLjweAj4US4zMzMzs0HwHR+tNP4fzMzMbKRoN65xS7aZmZmZWckcZA9Rkm6WtLjOw7nSZmZmZkOc\n00WsNP4fzMzMbKRwuoiZmZmZ2RDTkyBb0udyOsSNkn4qaY18Z8LfSZoj6beSJvSibmZmZmZm7ep6\nkC1pS+A/gFdFxCuAMaRu6z4L/C4iJgF/yO/NzMzMzIadXrRkLwKeAdaStCrpDoP3A+8AzsrjnAW8\nswd1MzMzMzNrW9eD7IiYD3wTmEsKrhdExO+AjfKNUAAeAjbqdt3MzMzMzMrQi3SRrYFPAlsCmwBr\nS3p/cZxIXZ4Mn25PmpD0MUnXSnpS0pk1ZbtLuk3S45IulTSxpvwkSfPy48Tu1tzMzMzMBmvVHsxz\nR+DKiHgUQNIvgJ2BByW9KCIelLQx6TbkzyNpWuHt7IiY3eH6tus+0m3V3wKsWR0oaUPgAuAw4GLg\ny8B5pN8CSUcA+wLb54/8TtJdEXFq96puZmZmNjpI2g3YrbTpdbufbElTgHOBVwNPAtOBq4EtgEcj\n4iRJnwUmRMRnaz47bPvJlnQCsFlEfDC/Pxw4OCLekN+vBcwDdoiIOZKuBM6IiJ/k8g8Ch0fEzr35\nBv0bDv+DmZmZWSvajWu63pIdEddLmgFcCywD/gacBqwDzJR0GHA3cEBpM5VOAyYBS4GpRCzowTRq\n/6TtgOurbyJiqaQ78vA5wLbFcuCGXGZmZmZmQ1wv0kWIiK8BX6sZPB/Yo0OznATsml+fChzYg2nU\nnjIYBzxSM2wR6WADYG1gYU3Z2gOcp5mZmZn1wGi54+PS/HwNcESPplHbkr0EWLdm2HhgcYPy8XmY\nmZmZmQ1xoyXIngrMBPYcVKpIOdOobcm+GZhSfSNpHLB1Hl4t36Ew/hTgpkHM18zMzMy6bHQE2REL\niDiwjQB70NOQNEbSWFJqzph8C/kxwIXAZEn75fI+4LqImJM/OgM4WtImkjYFjiZdJGpmZmZmQ9zo\nCLJ76wukVJPPAO8HngCOj4h5wP7AV0j56DuSbi8PQO6q72LgRtJFjxdHxGndrbqZmZmZDUbXu/Br\nx3Duwm808P9gZmZmI0W7cY1bss3MzMzMSuYg28zMzMysZA6yzczMzMxK1pOb0ZhZZ6my8h1Ko6+N\nnnXMzMxswNySbTYyVe9QujfpDqVmZmbWRQ6yzUamMu5yamZmZoPkINtsZFp+h1KnipiZmXWf+8m2\n0vh/MDMzs5HC/WSbmZmZmQ0xDrLNzMzMzErmILvDJH1M0rWSnpR0Zk3Z7pJuk/S4pEslTawpP0nS\nvPw4scX5SdJRkm6UtETSPZJmSpqcy6dLWibpHTWf+3YefkjN8N3y8OMG9wuYmZmZjT4OsjvvPuAE\n4IziQEkbAhcAxwPrAdcC5xXKjwD2BbbPj7fnYf05GTgK+Hie7iTgl8A+hXHmAAcX5rUqcABwB1Cb\npH8IcFNxfDMzMzNrzjej6bCIuBBA0o7AZoWi/YCbIuKCXD4NmCdpUkTMIQW334iI+3P5N4DDadLn\nsaSXAh8FdoqIa/PgZ4CfFqsEXAx8QNKEiFgA7AVcD6wDqDC9ccD+ufwSSf8WEX8d1A9hZmZmNoqM\nnpZsKUp5tFGDmvfbkQJbACJiKaklebs8aNtiOXBDoayR3YF7CgF2I08CFwEH5fcHAzOqVSmMtx/w\nUERcSQrMV0olMTMzM7P6Rk+QHaFSHm3UoOb9OGBRzbBFpNZkgLWBhTVla/czjw2AB1uszwzgYEnj\ngV1IKSW1DgHOz6/PBw7KqSVmZmZm1sToCbJ7rzZAXwKsWzNsPLC4Qfn4PKyZR4GNW6hLRMSfgBcA\nnwcujognV6qstDmwGyuC7EuAscBbW5i+mZmZ2ajmVsnuqW3JvplC+kXOf946D6+W70C6IBJgCukC\nxGb+AJwygNzpc4AvkoLpWh8gHYTNkpYfH4zNdb6ohWnbEKCKTiNd/LoUmOq7P5qZmXWHW7I7TNIY\nSWNJBzRjJK0haQxwITBZ0n65vA+4Ll/0CCmd42hJm0jaFDgamN5sXhFxO/AD4GeSdpW0uqSxkg6S\n9JlqlVjRqv5dYI+IuKLO5A4BppGC++pjf2AfSesP4qew3pgE7ArsTZOLZs3MzKxcDrI77wukVsTP\nAO8HngCOj4h5pKD1K8B8YEdWXIhIRJxKutjwRtJFjxdHxGn9zSwijgJOAb4PPEa6mHJf4FfVUfKD\niHgsIi6rnYaknYDNge9HxMOFx8V5egfVfsaGrKX5+RqglS4gzczMrASKaKfDjO5qdA/5du8tb+Xw\n/zD0qKIJpBbsI5wqYmZm1rp24xoH2VYa/w9mZmY2UrQb1/jCx2FG0huBWXWKIiJqeysxMzMzsx5w\nS7aVxv+DmZmZjRTtxjW+8NHMzMzMrGQOss3MzMzMSjZicrIlDZ+8FzMzMzMb0UZEkO08YDMzMzMb\nSpwuYmZmZmZWMgfZZmZmZmYlc5BtZmZmZlYyB9lmZmZmZiVzkG1mZmZmVjIH2WZmZmZmJRvVQbYq\nGtXf3wxAFb1FFW3Q63qYmZmNJKM2yFRFqwL3qaK1el0Xsx77OvDtXlfCzMxsJBm1QTbwEuBFwAt7\nXRGzHtsAeJsq2qPXFTEzMxspRnOQPTk/v6CntTDrvfWB/wR+qIrW7HVlzMzMRgIH2Q6ybRTL6VIC\nzgeuB47rbY3MzMxGhqZBtqQXSjpS0nmS/iLpz/n1kZKGe5rFZGApDrJtdFsfeDT6IoBjgaNU0SY9\nrpOZmdmwt2qjAkmnA1sDvwF+BDxAavHaGHgNMFPSHRHx4W5UtAMmA38ENux1Rcw6TRWdBkwCtgLm\nAhPzcwBrqqLZuewJYI4quq4wziLgYWDLwucXAVOjLxZ09YuYmZkNEw2DbODkiLihzvBbgUuBEyVt\n35lqdZYqGgtsAfwUt2Tb6DAJ2DW/3rzm+ZlCWdXra8Z5hBXrSnXYqcCB5VbTzMxsZGiYLlINsOul\nhUh6WXGcYWgb4A7gfhxk2+iwND8vrHm+A3isZtgTNe+vAa6rM+yI8qtpZmY2MrRy4eMVkg4EUHIM\n8MvOVqvjJgM3AfNwkG2jw1RgJjCl5vkU4JKaYduSgu9/Ar8A9gQOqBlnT6eKmJmZNaaIaD6CtDFw\nGvAksBFwG3B0RCzpfPWeV5eICLU9nYpOIuWUzga+EX2xc7vTNBuOVNHngPHRF5+tGb4KKQCfDOwW\nfbGsF/UzMzPrlXbjzn5bsiPiAeB/gdeRLnya3osAu2STgRtJeaa+8NGGDFV0oip6VxdnuQEwv3Zg\nDqo/BqwJdLM+ZmZmI0K/Qbak3wOvBbYD3gp8R9I3Ol2xDqumixQv5jIbCt4FnKGKTsityZ22PvBo\nvYIcaE8D+rpUFzMzsxGjlR3n9yPiAxGxICJuJLVoL+zvQ0OVKlqX1Hp3N7AAGKeKVu9ppcxWmEDq\n6WMX4HJVNKXD86vbkl0wC3gKt2abmZkNSCvpIhdKepGkfSW9HdgwIk7oQt06ZTJwS/TFsnwDjkdx\nyogNAapIpCB7DvBm4Bzgd6royA7OtmFLNkBeR6bh1mwzM7MBaSVd5MPA1cB+wLuBv0g6rNMV66Bq\nqkiVU0ZsqBgLLIu+eDL64rnoi1OBD5PStDplA5oE2dks4Gng7R2sh5mZ2YjSSsvUccArI+KQiDgE\neBXwmc5Wq6McZNtQNYGUwlQ0HxjfwXmuT/N0kWpr9teBYzpYDzMzsxGllSB7HlDsTWRJHjZc1Quy\nnS5iQ0G9IHshHQqyc3pKv0F2dgGwuSp6bSfqYmZmNtK0EmT/E/izpGmSpgF/Bm6XdIykoztau85w\nS7YNVfWC7AV0riV7beDp6Iun+hsx+uJZ4NvAsR2qi5mZ2YjSapB9ERD5cRFwJ2kHvU7nqlY+VfRC\nYAzwQGGwg2wbKhq1ZE/o0PxayccuOgPYTRVt3aH6mJmZjRir9jdCREzrQj265RXATTnHtGoeqXXb\nrNfqBdlLgLVU0Zjoi+dKnl9/3fetJPpiiSo6DfgU6UY1ZmZm1kDDlmxJZ0h6dZPy10o6szPV6pja\nVBFwS7YNHc8LsvMNYRYD63Zgfk2772vgFGCqKtqgA/UxMzMbMZq1ZH8b+LSknYB/kFIsBLwIeBlw\nJTDc7vw4GfhbzTBf+GhDRb2WbFiRl/1YyfMbUEs2QPTFA6roQuCjwHDuL9/MzKyjGgbZ+e6OB0ta\nA3glsAUpJ/tfwPUR8WR3qliqycCMmmFuybahYgL1g95O5WUPpiUb4JvAparo69E3LLcDZmZmHdfK\nHR+fiog/R8R5ETEzIv4yHAPs3F3ZdsDNNUUOsm2oaNSS3alu/AZ64SMA0Re3kG61fr0qmqWKOnVh\nppmZ2bA1mm6TPBFYHH1R21I4H1jft4y2IaDbQXarfWTXMx+YBOwNnFpajczMzEaI0RRYTgZurB0Y\nffEMsIgUcJj1Un852WUbVEt2Vu0G8y7giHKqY2ZmNnL0G2RLek8rw4aBV/D8nkWqnDJiQ8Fwasme\nClxGuhj68dJqZGZmNkK00pL9Xy0OG+rqdd9X5R5GbChoFmR3Iu950C3Z0RcLoi/eDKwO3OjcbDMz\ns5U17F1E0t7APsCmkr5LarGCdJfHZ7pQt7JNBr7ToMwt2TYUNAuyO7F8DrgLvzoeBnYgdet5KnBg\nu5UyMzMbCZq1ZN8P/BV4Mj9XH78C3tL5qpVHFa1KCgJubTCKg2zrqdz7zQRSQF2rk+kig83Jrqrm\nZt+Bc7PNzMyWa9ZP9vXA9ZLOjYjh2HJd9BLgvuiLRrmj83CQbb01FljWoN/p0i98zL3pTKD9G9xM\nBf4HWIP6BwhmZmajUis52a+V9DtJt0u6Kz/u7HjNytUsHxvckm291yhVBDqTkz0eWBJ98Ww7E4m+\nWADsSqrf68uomJmZ2UjQSpB9OvAt4A3Aq/PjNZ2sVAc061kEfOGj9V5/QXbZ6SJl5GMDEH3xHGkb\ncWwZ0zMzMxsJWgmyF0TEbyLioYiYV310vGblqttHdoFbsq3Xuh1kl5GPXXQW8HpVtEWJ0zQzMxu2\nWgmyL5P0dUk7S3pV9dHxmpXL6SI21DULsjtxM5p2bkTzPNEXS4FfAu8ua5pmZmbDWcMLHwt2AgLY\nsWb4m8qvTvlU0ZqkW6rf3mQ0X/hovdbtnOx2bkTTyEzgBOCbJU/XzMxs2Om3JTsidouIN9U+ulG5\nkrwcuCP64ukm4zwCvCB3o2bWC82C7KXAaqpotRLnV2pLdnYZsLVTRszMzFq7rfqLJJ0u6ZL8fltJ\nh3W+aqXpL1WE6IsnSDfYWacrNTJ7voZBdvRFAIsoN2WktAsfq3JPJU4ZMTMzo7Wc7OnAb4FN8vvb\ngU91qkId0F/PIlXuYcR6qVlLNpR/8WPZFz5WzQTe04HpmpmZDSutBNkbRsR5wHMA+cY0bfWt22Vb\n0Twfu8oXP1ov9RdkL6DcvOzSW7Izp4yYmZnRWpC9RNIG1TeSdmJ43dmt1bva+eJH66UR0ZLtlBEz\nM7OklSD7GOBiYCtJVwJnA0d1tFblGk9rBwVuybZe6naQ3amWbHDKiJmZWUu9i/yVdNvk1wGHA9tG\nxPXtzFTSBEn/LelWSbdIeq2k9fPt2+dI+q2ksk6NO8i24WBEtGRnThkxM7NRr5XeRVYF9gH2AN4C\nHCXp6DbnezIwKyK2AbYHbgM+C/wuIiYBf8jvyzCQINsXPlqvtJKTXXZLdkeCbKeMmJmZtZYucjFw\nCKnla+38GHRXd5LGA2+MiDMAIuLZiFgIvIN0a2by8zsHO48absm24aCVluxSzu6oolVJ63Enr61w\nyoiZmY1qrdzxcdOI2L7Eeb4YeETSmcAU4K/AJ4GNIuKhPM5DwEbtzkgVrUE6kHiyhdEdZFtP5Jsg\nTaB50LsQ2LSkWa4HLIi+WFbS9OpZnjISffGvDs7HzMxsSGolyP6tpLdExP+WOM9XAR+LiGskfYea\n1JCICElR78OSphXezo6I2U3mNR5YmG/m0R/3LmK9MhZYFn3R7GBwIbBtSfPrxC3VVxJ98awqqqaM\n+DbrZmY25EnaDditrOm1EmRfCVwoaRXSXREhxcHrDnKe9wL3RsQ1+f1/A58DHpT0ooh4UNLGwMP1\nPhwR0wYwr/5aB4vckm290l+qCJSbk92xfOwaM4ETcJBtZmbDQG64nV19L6mvnem1kpP9LWAnYK2I\nWCc/BhtgExEPAvdImpQH7QHczIrcb/LzLwc7j4JW87HBFz5a77QSZJeWk01nu+8rci8jZmY2arXS\nkj0XuDmi1PzNjwPnSlod+CfwQWAMMFPSYcDdwAElzGcgQfYiYA1VtEb0xVMlzNusVa0G2WW1ZHek\n+z5VdBowCVgKTI2+WJBTRn6uip4qDi973mZmZkNNK0H2XcBlkn4DPJ2HRUR8a7Azzf1sv7pO0R6D\nnWYDLQfZ0Rehiqp52feWXA+zZrodZHeqJXsSqU99gFOBA0kpIweyokei6nAzM7MRrZV0kbuAS4HV\nKaELvy4bSEs2+OJH641WguwHgPVV0StKmF+nbkSzND9fAxyRX18GrFFnuJmZ2YjWb0t29UJDSeMi\n4vGO16hcAw2yffGj9UK/QXb0xSJVdDTwM1X06uiLJ9qY3wbAjW18vpGppJbqI6opIbmXkZ+Tuuvc\n06kiZmY2WrRyx8fXSbqFdFdGJE2R9IOO16wc4+m/hbDIQbb1Qist2QBnAzcBX2tzfh3pwi/6YkH0\nxYF1AumzgaCzN78xMzMbUlrJyf4OsBdwEaR8akm7Nv/IkDEeuGcA47uHEeuFCbQQ9ObrBv4TuFEV\n/TT64qpBzq+jXfgVLoDcinTh9CJgLWA3VfReai6O7FQ9mtTLF2CamVnHtZKTTUTMrRn0bAfq0gmD\nSRd5YYfqYtZIqy3Z5MDwBKCdvjs7fTOa6gWQmwOvB/YmrYfHFsr2JqWWdFMv521mZqNMK0H2XEmv\nB5C0uqRjgVs7W63SDDTIfhini1j3tRxkZ9OBbVTRzoOcX6dvRlO9ALK67l0DvJ10p9dVCsO6fRFk\nvQszzczMOqKVIPsjwJHApsB9wCvz++FgMEG2W7Kt2wYUZEdfPA18hcG3Znf6ZjRTSV33TcnPe0Zf\nPAScQkofqQ7rdrpGtV6+ANPMzDquld5FHiHtnIYjB9k2HAy0JRtSa/bxqui10Rd/afVDqmgNUpd6\niwc4v5blALbaF3axT+wfAbcDU3oR5FbrpYpOU0XOzTYzs45qpXeRGZImFN6vJ+mMzlarNO7Cz4aD\nAQfZuTX7B8ChA5zX+sD86IsY4OfaFn3xKPBj4LPdnncN52abmVnHtZIusn3EipaeiHiMlFs5HEzA\nLdk29A2mJRvgfGA/VdRKL0FVnboRTau+ARykijbvYR2cm21mZh3XSpAtSesX3qwPjOlclUo10Jbs\nhcCaqmhsh+pjthJVJAZ+MAhA9MWdwL3ALgP4WKcvemwq+uIR4Cf0tjXbudlmZtZxrQTZ3wSuknSC\npC8DVwFf72y12pcDZQFPtvqZfArdPYxYN40FlkVftLyc1pgJvGcA43e6+75WfAN4b86L7romN80x\nMzMrTb9BdkTMAPYjBZ8PAu/Kw4a68cDCQeSeOmXEummwqSJVA00Z6WlLNixvzT4O+L0q2rpX9cgX\nQM5WRbNUWXHdiZmZWRlavRnNzaQWs4uBJZImdrRW5RhoqkiVL360bmoryB5EyshQaMkm+uInpG4I\nL1NFL+1RNXwBpJmZdUwrvYu8Q9LtwJ3AbOBu4DedrVYpBhtkuyXbuqndlmwYWMpIz1uyq6IvTgUq\nwB9V0Z49qIIvgDQzs45ppSX7y8DOwJyIeDGwO9Byv7w95CDbhoMyguyBpIx0+kY0AxJ9cTrpAGG6\nKjouXwjaLb4A0szMOqaVIPuZiJgHrCJpTERcBuzY4XqVwUG2DQdtB9kDTBnpdRd+zxN98X/Aa4F3\nAz9XReO6NF9fAGlmZh3TSpD9mKR1gCuAcyV9F1jS2WqVwkG2DQdltGRD6ykjQ6oluyr64h7SQcJS\n4EpVtNFgp6WKNldF01TRyaVV0MzMbIBaCbLfSdrxfQq4BLgDeHsnK1USB9k2HJQVZLeaMjLkWrKr\ncjeGHwIuBC5VRQNaD1XRRqroLOB6YENgf1U0XG6cZWZmI0wrXfgtiYjnIuKZiJgeEd+NiCG5k64x\nnsEFL+5dxLqplCB7ACkjQ+bCx3qiLyL6YhrpoOEyVbRZf59RRVJFRwA3AQ8BW0RffAw4GTimk/U1\nMzNrpGGQLWmJpMUNHou6WclBcku2DQdltWRDaykjQ6ILv/7kQHs6cLUqemOj8VTRmnm8I4Fdoy+O\ni75YnItPA/ZSZVh0OWpmZiNMw1PLEbF2NyvSAeNJLVsD9QjwQlWkQdzIxmygygyyzweuUkUfj754\ntrZQFa0FEH2x9Hmf7DJVdBqpn+qtgLnAxJrnRaQD3keA2apoCbAG8FTh+TnSNuzJ/P60HFAXp7MQ\n+I0qeoSU9jbVFzqamVk3tHSXOEmvAt4ILAP+FBF/62ityjGoluzoi8dV0XPA2sDi/sY3a1NpQXb0\nxZ2qqJoycmmdUYZSK3b1RjAAmzd4LqZurZuf16h5fqwwTjW1pHY6AWybX58KHNhOxc3MzFrRys1o\nvgicRdpBvwA4U9IXOl2xEkxgcOki4JQR654yW7KhecrIUMrHrramL2zwfA1wXQvjXNvCOA8WXvum\nM2Zm1hWt9C7yfuDVEdEXEV8EdgI+0NlqlWKwOdngix+te8oOspv1MjKUuu+r3ghmSoPnPYEDShrn\nQOAJ4K1OFTEzs25pJV3kPmBNUt4jwFhSLwZDXTtBtluyrVtKDbL7SRkZMt335WC3mrbR6LlZ2UDG\nuUIV/QnYh3RWzszMrONaacleBNwsabqk6aSLCRdK+l6+Mc1Q5SDbhrR8C/F20poaaZQyMpRasrvt\n68CxXb5tu5mZjWKttGRfmB9Vs0kXEik/D1UOsm2oGwssyzdhKVOjXkaGTEt2D/yOtL16C+mmWmZm\nZh3Vb5AdEdOrryWtD2wWETd0slLtUkVrkA4CBhu8PAxsUV6NzOoqOx8baJoysgFp2R51oi9CFX0D\nOBYH2WZm1gWt9C4yW9K6OcD+K/ATSd/ufNXaMh5Y2EY/127Jtm7oSJCd1UsZGc0t2QA/B16uil7Z\n64qYmdnI10pO9oSIWATsB8yIiNcAe3S2Wm1rJ1UE3LuIdUcng+x6vYwMpS78ui764mnSrdaP7XVd\nzMxs5GslyB4jaWNSV1m/zsOGci42pCC7nVu/uyXbuqFjQXb0xZ2kXoB2KQweSjej6RXfat3MzLqi\nlSD7S8D/Av+MiKslbQ3c3tlqta3dlmwH2dYNnWzJhuenjIzqlmyA6IuFwJnAJ3tdFzMzG9n6DbIj\n4vyI2D4iPpLf/zMi9u981drSbpA9D9hQFbVyEGI2WJ0OsmtTRtySnZwMHKqKJvS6ImZmNnI1DCIl\nfSY/f0/Sd/Pz94ZB/9jQZpCdczcXA+uVViOz5+tokF1MGcn9QzvIBqIv7gFmAYf3ui5mZjZyNWup\nvSU//xX4W34uPoaydWn/Bh+++NE6rdMt2bAiZWQd4Onoi6c6PL/h4hvAJ1TR6r2uiJmZjUwN+8mO\niEequxIAACAASURBVIvz8/Su1aY87aaLwIq87Nvar45ZXROAOzs8j/OBq4BvMsrzsYuiL65TRbcA\n78W3Wjczsw5omnMs6VBJf5O0ND+ulXRItyrXhjKDbLNO6XhLdiFl5J04VaTWd4EP97oSZmY2MjXL\nyT4E+ARwDLAJsClwHHCUpIO7U71Bc5Btw0E30kUgpYwcgVuya10KvEoVjet1RczMbORp1pL9UWC/\niLgsIhZExGMRcSmwP3Bkd6o3aA6ybTjoVpB9PvASHGSvJPriceA6YOde18XMzEaeZkH2OhHx/9m7\n73i56mr//69FCgkEAkiAEEInkFBClabSBEQBCwqIWLB3r4pe/HpxZ+tPsXHtCHgVCygEREQISssB\nEQstSO+9BkNCel2/Pz57cuZMZs7MnNl79p6Z9/PxOI/Jmdln73Ump6zzmfVZ67HKO939ccImqiJr\ndRgNaOOjZK8tSXZSMnI7Kheppg84OOcYRESkCw2WZC8Z4mNFoJVs6QTtWskGOIvidwXKQx9KskVE\nJAM1u4sAk83srhqPbZdFMClKo4WfkmzJTNK3egNa/zptiEf+83ZcpwPdDOxhsa2blI+IiIikYtAk\nu21RpE8r2VJ0o4BVHnnRXxXqah75QoutVJd9bd7xiIhI9xisT/bjbYwjbUqypejaWSoig+sjlIwo\nyRYRkdQM2ie7E1lsI4C1gVZf+p0DrJ+cTyRtSrKLow/VZYuISMq6Lskm1GO/4pF7KyfxyFcREu1X\npRKVyEBKsotjdV123oGIiEj36MYkO41SkRKVjEhWlGQXhPpli4hIFmrWZA/SWQTA3X23DOJJg5Js\nSYXFdjlwqkf+YAanV5JdLH2oLltERFI0WHeRY9oWRbrSGERToiS7t+0F7Akoye5+fUCUdxAiItI9\nurG7SBo9skuUZPeopI/1OGCnjC6hJLtY1C9bRERSVbcm28z2N7NbzGyhmS03s1VmltZKcRbSLBfR\naPXeNRYYgZLsnqC6bBERSVsjGx9/DJxEeMl8FPABwojmolJNtqSh9MeVkuze0Yda+YmISEoa6i7i\n7g8Bw9x9pbufB7wh27BaoiRb0rAJcA+wg8WWRRceJdnF04eSbBERSUkjycNCM1sbuNPMvm1mnwMs\n47haoSRb0jAOeAR4GZiYwfmVZBeP+mWLiEhqGkmy35Mc90lgEbAFcFyWQbVISbakYRyhJv9+WiwZ\nsdhem2ykLKcku2BUly0iImlqJMl+CVjm7vPcfRrwBeDZTKNqjZJsScMmhCT7AVpIsi224YQyhNdV\nPKQku5j6UMmIiIikoJEk+zpgdNn761DsgQ1ptvCbD4y02EbXPVK6zTjCH1n3Azu2cJ5NCd9nn6i4\nX0l2MfWhJFtERFLQSJK9trsvKL3j7vMJiXZRpTaMxiN3QqKlNn69J61ykQnAQ8DhFtvmsLoH9wak\n98egpEd12SIikopGNz7uVXrHzPYGFmcXUsvSLBcBlYz0qlK5SKtJ9ubJOS4EPpTcNwpY5ZEvaSlC\nSZ3qskVEJC2NJNn/BUw3s5vM7CbgIuBT2YbVEiXZkoZSucgzwPoW2/pDPM+E5BxnAR+22EagUpGi\n60MlIyIi0qK6Sba73wJMBj4GfBTYyd1vzTqwFijJljSMA2Z75KsIg5iGWpc9AXjWI7+L0BLwzSjJ\nLro+lGSLiEiLaibZZnZYcnsccDQwiZBoHGNmb2tPeM2x2IYB6xI2LKZFo9V7TFIzXarJhtZKRjYn\nrGQD/ISwAVJJdrGpLltERFo22Ep2qeXYMcnb0clb6f0iWg9YkKw+pkUr2b1nLLDYI1+avN9Kkl0q\nFwH4Q3KeA1GSXViqyxYRkTQMr/WAu0fJP7/q7o+WP2Zm22Ya1dCl2b6v5EVg55TPKcVWvooNoVf2\n8UM81wSSvvIe+TKL7WfA54AbWopQsnYj8BqK3a5UREQKrJGNj5dUue/itANJyTPAPimfUyvZvafU\nWaSklV7Z5eUiAOcm59dKdrH9E3h13kGIiEjnGqwme3JSj72Bmb3NzI5Lbt9HaEFWOB75So/8hZRP\nqyS795Q6i5Q8BGyXTG9sWFLTuzbwcuk+j/xp4I8oyS66fwGvTurzRUREmjbYSvYkQu31WPprso8B\n9qS/328vmI2S7F4zoFzEI18EPA9s3eR5Sp1FvOL+TwA/bCVAyZZH/ixhHkBRS+NERKTgBqvJ/qOZ\nXQl80d2/0caYimY2MM5isyrJknSnynIRCHXZOwEPN3GeylIRADzy54cemrTRv4B9Ca0XRUREmjJo\nTba7rwDe2qZYCilZxVxO6FwivaGyXASGVpdd3llEOo/qskVEZMgaqTG9ycx+TJj0uBAwwN399kwj\nK5ZSXfYreQcibTEOqBy4dD+wV5PnWd1ZRIrLYjuXUB63iPC9vjWhTGQeMMli25vwvX+SR65aehER\naUgjSfYegANfrbj/kPTDKaxSkt1MqYB0rmrlIvcD72ryPJsDT6YSkWRpEnBQ8u/y4VMTk9sDk9tz\ngBPaGJeIiHSwukm2ux/chjiKTh1Geku1cpFSTXYzJgB/TyUiydKi5PYWQteXwwmr2GOBVYSyuluA\nj+QSnYiIdKS6fbLNbDMz+7mZ/Tl5f4qZfSD70ApFo9V7S+UwGgjdRUZabK9q4jybo3KRTnASMB04\ngjB0aDowNbm9GLgdOEKlIiIi0oxGykV+CZwHfDl5/yHCL5+fZxRTEWklu0ckfZHXSLI9crfYSpsf\nb27wdNr42AGS5Lm8DKT07xMstg8DS5Rgi4hIsxqZ+Lixu18ErARw9+XAikyjKh4l2b1jLLDYI19a\n5bH7abBkxGJbCxiPVrI73T8JbfxERESa0kiSvcCs/yVyM9uPUK/YS5Rk945qpSIlzdRlvwpY4JEv\nSSUqycs9wESLbWzegYiISGdpJMn+PPAnYFszuxn4DfDpTKMqHiXZvaNaZ5GShleyUalIV/DIVxBq\nsvfJOxYREeksNWuyzWwG8FvgMuB1hOTCgAfcfVl7wisMbXzsHdU6i5Q0M5BGSXb3+BdhKM21eQci\nIiKdY7CNj+cCJwLfA2YCvwOu7MEEGzppJdtWD9bYltCj+RX6B2wsAk7Cc9jENXhcpfu2LHtsYJw2\nYGBI/2NWc5BI+fnWPO+a8WwJPPnKCCY/vT7LmWYzys43FWAVjJq7NqN8mi02WELYm7AYeI5Qf13v\nPPk9/9KKfwIn5x2EiIh0FnP3wQ8wWxc4hpBw7w/MAH7n7le3dGGzYYSpek+7+zFmthFhquRWwOPA\n8V6RjJiZu7u1ct0hxRrbCEKCtLZHvqrd12+KWR/9gzVKylfip+Pe/oEa9eOqNDDOgR/f/9jA+xt5\nxSF8bPV4KjVyvgXAmCbOk8/zL0NmsW1FSLTHe1TnB6aIiHSNVvPOujXZ7r7Q3S9097cQ+sjuAVw1\n1AuW+QxwL2GaJMBpwDXuPgm4Lnm/EDzy5YRV0I3yjqUBpcEapc2ptwCzyv6d10CNweKaV+WxyjgX\n1Xis/P5a5ys/798x+wqhhzWEFenVt8vWCl10CKUepS46r5SfZ9laLBxwvsDLj1k0nGVlxxTh+Zeh\nK03tnDjoUSIiImUaHUbz6WTT42XAn4E9W7momW0BvBH4P0KdN8CxwK+Sf/8KeEsr18jAi8CmeQfR\ngNJgjdIwjfIBG0fkWKowWFxT13hszThPqvHYYINEKm+/CXyKUCb1B8IfeeeW3/5xRx6eM4pngAsI\n/eH/COxWOs8/JvDAwe/jx1Wu+UVC6chbgel7fZibHt2AmyjO8y9DlKxel+qyRUREGlKzXMTMPkwo\nEdkJ+D2hJvvvXq++pJGLml0MfANYHzg1KRd52d03TB43YE7p/bKPy6VcBMBiuwGIPPK+PK4vLQpf\nUzcDP8D9wpqHxXYN8F2P/C81Hv8A8FqP/H1VrnEK8DXgMJvGRcD7PfLbU4hecmaxfRnYwCP/Qt6x\niIhIe7Sadw628XF/4AzgendfOchxTTGzo4EX3f0OMzu42jHu7mZWNZk3s2ll7/a5ty3p7ZSVbKnu\nCMKgmYvrHDdYdxEIvbI/VPUR9/MwA7hu8mzWuW+cuot0kX8B/5N3ECIikp0kLz04rfPVTLLd/ZS0\nLlLhAOBYM3sjMApY38x+A7xgZpu5+/NmNp4aiY67T8sornpeQEl2Zwqr2NOAr1L/D8bBhtFA0ivb\nYrOqm+Dcz1s40oZf/WvO3XAJGxLxwlDDlkK5BdjTYhue9M4WEZEukyzc9pXeN7OolfM1MowmVe7+\n/9x9ortvQyhHud7d3w1cDrw3Oey9hPrvInmBTmnjJ5XeT+gAMugqtsVm1EmyPfKXCBsia34tjPky\n13z9dcxZdznXYtZoX20pMI98LvA0sEvesYiISGdoe5JdRWk18JvA4Wb2IHBo8n6RqFykE5m9jlD2\n9I4GVrHHAos98qV1jqs3+XHC2fvwIHA6cJ0S7a7xD2DfvIMQEZHOMFhN9mpm9lpge3c/z8zGAWPc\n/bFWL+7uNwA3JP+eA7y+1XNmSOUincJsF2BXYATwLeBk3O9v4CPrlYqUPEBIsm+o8fjmwLPlNdqY\nHYj7Ew2cW4rrH8B+wDl5ByIiIsVXN8lONhruRRgnfR4wEjgfODDTyIpH5SKdwGxn4PrkzYHP0/jg\npE1oLMmuu5JNaaR6SLQ3BC5PEu0FDcYixfNP4L/yDkJERDpDI+UibwXeDGEAh7s/A6yXZVAFpXKR\nojPbmFDb/zncT8T9nbj/tokz1OssUnI/4Y/OWvqT7OB7hOmm52NWhBItGZq7gS0stg3yDkRERIqv\nkXKRpe6+KjRoWD1mvRe9AGxas6uEpMdsBOHVk0YT0jGESaQnAhfhfv4Qr9xouUi9lezNgX+vfs/d\nMfsYcC3wdeBLQ4xPcuSRr7DYbicMpWn01REREelRjSTZF5vZOcAGyYCa9xMmNfYUj3yBxebAuoBe\n8s/Wm4GzgIcbPH4JcCeh/np6C9fdhMZWsh8DNrfYRnvki6s8XrmSDe7LMDsO+Cdm9+L+mxbilPyU\n6rKVZIuIyKDqJtnu/h0zOwKYD0wCTnf3azKPrJhKJSNKsrO1C/Az3L/c5uuOA+puTkxWNB8FdqB8\nxbrfmkk2gPtszI4B+jB7BPebW4xX2u8fwAfzDkJERIqvoZfj3f1qdz81eevVBBvUYaRdJgP35XDd\nRstFoEZddtJrO3QXqcb9HkIf+Esw22poYUqO/gnsm/w/i4iI1FQ3yTaz+VXenjazP5jZtu0IskDU\nYaQ9JgP35nDdRstFoHZd9lhgpUc+v+ZHus8AvkvoODKm2SAlPx75s8DLwP55xyIiIsXWyEr2D4BT\nCS+BTwA+D1wAXAT8IrvQCkkdRrJmNpxQhvFADldvZiW71Cu70uZUKxVZkzqOdK7vAF/JOwgRESm2\nRn65H+vu57j7K8nbucCR7n4hsGHG8RWNykWytw3wAu4Lc7h2s+Ui1ZLsCdQqFSnn7sDHCN9DX2/w\nmlIMvwQmW2xazRYRkZoaSbIXmdkJZrZW8nY8oZsD9I9E7xUqF8leLqUiSY1tsyvZk6rU5lbf9FiN\n+zLgOOB4zN7d4HUlZx75MsIfRlHesYiISHE1kmS/C3g3oVTiReA9wMlmNhr4ZIaxFZHKRbKX16bH\nscBij3xpIwd75HMJXWYmVDzUaLlIciJ/CTgWOBOzAxr+OMnbLwmr2fvlHYiIiBRT3STb3R9x96Pd\nfePk7Wh3f9jdF7v7Te0IskBULpK9TugsUlKtLruxcpFyoePI+1DHkY6RrGZ/B/hi3rGIiEgx1e2T\nnaxYfwCYAowq3e/u788wrqJSuUj2pgDntnICi+1cQk/3bYEngS2T21euuIDtNl3ApnNHsfY7386s\nl9ZlK2ARIck2i+3J0rGEVy62rnYe4CT667KvLbv8BOC66oHVjKt0Oxe4ArP9cVcv9uI7D4gsth08\n8ofyDkZERIqlkYmPvyGsLL4BiIGTyWelsQhULpIlMyMkra1+fU0CDkr+PbH8duwSlu/9HCMAfnwl\n+514/Bofu17Zx8wmJN9rnAc4B/g7a65kD1YuUjOustvHCB1H3ob7qhrnkQLwyBdabGcDnyNsYhUR\nEVmtkZrs7d39dGCBu/8KeCOwb7ZhFdbLwLoW29p5B9KlJgCLcH+5xfMsSm7nVdzeYsm/bx3Pqo8c\nM/ixwKxBHvsI1QfSDFYuUuta5efdF3Uc6SQ/Bk602MbVPVJERHpKI0n2suR2npntCmxA/+peT/HI\nVzFwdVPSlVY99knAdGBqxe0RM7dm72u25fkj3sOceaP5G6E8peqxwPG1Hks2Pg6oybbYhhO+Np5v\nMq7+a7rPpr/jiMZ3F5xH/gJwMfDxvGMREZFisdCud5ADwi/6S4FdCTvqxwCnu/vZmUe3Zizu7rmO\nM7bY7gA+6JHflmccXcnsM8Ak3D+R2SVi2wO4Cvi4R35pi+caBswHNvXI51tsmwO3eeTjWw/UJgHX\nA1/BvdeGPnUUi20n4AZgG498Ub3jRUSkM7Sadw66km1hEt18d5/j7je4+zbuPi6PBLtA1GEkOzsC\nD2B2LmZ9mD2J2U2YzcBsA4Cyx/rva1CaCTaAR74SeIhQaw1D6SxSqfT5hc2UzwPnYvZAxXPxy5rP\nj7SdR34/8A9Ce1MRERGgTpLtYeOVWlQNpA4j2dme/qT1IMJmwAOBowgbDSl7rPy+utJOsMuU12U3\nPoimtvLPfS9gWHJf+XPxRmo/P5KP7wKfT17dEBERaagm+xozO9XMJprZRqW3zCMrrs7uMGI2DLOd\nMXsPZj/ELM47pDI7EJLsyg2CpY2GlD1Wft+gMkywYWBddnODaKqrtTnyleS22obMhp8LycxNwBzC\nYCEREZGGkuwTgU8ANwK3lb31quKWi5htiNlhSQJd/vYhzH6A2U2ExOwPhNXPJ4EPY7Z7rnEDmK0N\njAeeYM0NgkfgPjc58qQq99U+bbYJNvT3yoY0ykWqb458HvgCtTdkNvRcSHY8cicMpzk171hERKQY\n6vbJdvet2xBHJ3kByD8pLTF7N3A0obRgU8Iq5+NA+Y7WFcC9wGXAHQMSMrOVwFeAt7Un4Jq2AZ7C\nfTlhKMsJyf0nDDgqxD7wvhrakGDDmkn2jS2dbeDnF27Nvg/sgnv55139+ZFMlA04WkTtIUVbAptY\nbDcDb0w60LQjnpOyvJaIiAxNIxMf1yUMW9jS3T9kZjsAO7r7FZlHV0zFKRcx25mkFhSYBjyI+8om\nz3IO8EXMdsd9Vt2js7MD8HBaJ2tTgg3wILB9UoubRrlINTOBn2dwXmlc+SChwYYUAexP+L7K8g+g\n8niyvpaIiAxBI+Ui5xF6ZR+QvP8svT0oo0jlIqcDZ+J+Pu73DSHBBvdFwLcJq9l5Km16bFkbE2w8\n8gXAfwirmGmUi1RzO7AlpoEnOSrfC1BrSFHpdgXwrTbGo3p8EZECaiTJ3s7dv0UylMbdF2YbUuEV\no7tIWMU+BDgrhbOdA+yfc212adNjS9qZYJcplYyk0V1kTe4rCBvrDk793NKo/r0AtYcUlW6/B3yo\nXfGoVEREpJgaGUZzM3AYcLO772Fm2wG/c/dXtyPAiliKMIxmBGEVaVTSJzmnQOxC4Hbcv53S+T4L\nvBb3fGqzza4Gvof7VUM+RT4JNhbbjwibE/8HWCfZBJfyRexUYJssB/VIOiy2TQkbeJ8ERiW3r5BB\n7XSNWnHVaYuIpCDTYTSJacCfgS3M7LeEKXT/PdQLdjqPfDnhZeFX5RZEuqvYJXmvZre0km2xHQX8\nhTYn2In7gUOBZzNJsIOZhP9zKbhk1PpdhK/prHuZl/eNfyND6CEvIiLZaKS7yNVmdjuwX3LXZ9x9\ndrZhFV6pZOTFnK5fqsVekNoZ3RdhVqrNbu9qdmjftzlh9a+5D43NgNOATwFv88hvSjm6RjxASKT+\nleE1ZgHjMdsM9+czvI6ko/QzchGwDrCc8IdS2sprs+cCh6M6bRGRQqi7km1mfyLUIc509yuUYAN5\ndhjJZhW7JK/V7G2AJ5P2fQ1LEuzvAW8H9skpwYawkr022XQWCcKm1htRXXanKNVMT0luDwO+bLF9\nMKPrlNeKq05bRKQA6q5kA2cS2kOdYWa3ABcCV7j7kkwjK7Y8O4ykv4pdkt9qdtPt+8oS7AOBw3JO\nKp4BFpJNZ5FyfYQ/sC7M+DrSouTrcUAvc4vtUOB6iw2P/P8yuA6olZ+ISGE0Ui7SB/SZ2XDCL/gP\nAb8A1s82tEJ7kTw6jPSvYtddDas2rOKqHey+cQsZP34+Y15cl4WLR7D0+m3Y5/TD+HLp2Ku2Y/vD\nHmP7l9exFU+PZfGmCxj9whgWzxnNiBPfwX3/WQcHhgEbAWMJG7rWr7hdllx3bPI2G1iXsAFsQnL7\nMslGrdMOY+rk2Sx+b2wzCCtz366MveJzGw2cDUwGDs971c4jd4vtfrJcyQ5mAh/N+BqSgbLvx2HA\nTyy2bwH3UbYhMq0BMxpUIyJSDI2sZGNmo4FjCS9H7gn8KsugOkBeK9nNrGKvMaxi3ELG7/0cYwEm\nLAh/JC0dzl8JnTH2ARi9HB+xCttkMcM2WcyY5NgxAD+5gt1PPB7orzMFWK/G7QIIH1d2X+k52zy5\nXQqsPXEe3Lo5GxDGqp+THFd10IbFtiVwKWGT5CEeFaal5FXAHRlf49/AxphtjnvWq+aSrvLvRwh/\npB6Y/Lv0NZ7WgBkNqhERKYBGarKn09894ceEvtmfyjqwgmt/kt18LfYawyqWDQu9zueNDCPX7xrH\nopPfxgxCf1+AR9xYALAquWPeiHDsbeNZ+ZFjVp/vb6WHa9zeAvy9zjF3EaYlssuL8FDo1bKM0PJs\ns+SYOyjbwGWxHQz8k1AucVKBEmw88tM98iw2tpVdxFcBN6AuI52o9P1Y+vqfn9w+Tv/XeFoDZjSo\nRkSkABpp4fcLYFt3/4i7zwQONLOfZBxX0eVRLtJsLfYawyqu34Z9Zm7NUz/dh9dctR3/Oej9zHt2\nfdYGdkmO3fumLdl15tY89dBGfHnBCJavt5xlC0ewfLs5XPHuf3MzjQ3jaOSY1wGvO/xhrjngKZ7/\n61ZcQljZuwi4llBisj1wh8V2icX24+Sx93jk382wVV7RqZVfZyp9P5a+/ncFZgAjCBt3y49pdeOi\nBtWIiBRA3WE0AGa2J/BOQuL0GPB7d/9RxrFVi2PwpuBWdTDDtoQa4C0rbl8B5hA6W2xFqKedUON2\nPvASoeftVvNGMnfJcHbYdBGzah3TyHmauOZ2hJeXXyC0uSv/HCo/z1eAk/D+X64VNZoxcAaw0aW/\nY4OJr7DBxHmM3HAJd45cxcuVH5u019uV/k2Gf0niqPfcDjxPLWaXA1fj/uPKWlJCbfZUQucOAxYT\nSk2e/OWlTJ0ym1XzRjHynW9n1kvr9td40821qGa7Apfhvl3ZfQOft0aedykEi20HQnvGBwhlW6l9\n3ao2W0SkNa0Oo6mZZJvZjoTE+gTCquLFwBfcfcuhXqxVDSTZffTXIs4GxtU5pROSt0Y0cmxaxzRz\nbLXPczru5XXMffQ/L0uBU4GzbzmHl0o12rU+drXmn9vq5xl4zr2APwLb476kIs7pDKzNHnDNmefB\nwUlX7YumQFIrXn7MdI/qXL8Tma1F+CNnL9yfTO7ro/x5q/e8S6FYbA8T/pCGFL9uK7+fuvL7QUQk\nQ1lOfLyPsMnxSHd/XbJynd8Y8caU1yLOSv49WE3wkjrHlNcYX1t+39yRq69Z85hGztPisdU+zwF1\nmEmru1Ii/RKwq0f+Y498RalGe/6I1f+vg9Vwlp7bh6tcs1pcg9eCmhlhVf2b9LeDrKwlrfn/uXQ4\nK2CNWvFZFR/ffUJddh8D+2WrBrezPZrcDtiDkAJ9XYiI5GiwJPtthJfnbzSzs83sMBpfgc1LtcEM\ntWqCvwn8tc4xNWuMd/8YC5YM4w+DHdPIeVo8ttoxR5TKBSy2nYHrCF1krgd28MhXjy4v1Whfty17\nVH5sjef2fkJddP24BitZCN1qfkkojSnvF1xZS1rz//PXU9lz5tY89b/7s8e80T03jKOyLrv/eVKp\nSCcqleFdmfLXrWqzRURyVLcm28zGAG8mlI4cAvwa+IO7X519eGvE0tKyfcXJTgM2xv3UIX14eIn3\njR75g6nEkxKLbS1CJ5iPEFY7Y+Bsj3xF6ye39xISuXe1cI7yFnwfxIvTIaRjmE0GrsJ967xDkXRY\nbHsAlxP2iKwibPrdq+xtKqHzTrlHCX+kTicsiKz0yF9pV8wiIt0us5rsGhfbiLAT/kR3P3SoFx2q\nep+sGQ1vfLyCN219NUfwQz4zjNDHeSFhYEq122WE0pIxq4/94H4bc+0Z83j8kJE1j6l+ntKGxq2r\nxUXF5kF3Gl6Bstj2IrT4Kw1rucAjnzf4RzXB7NXA2bjvOcSPPxj4HWGK6Jk088Un/UKpzXPA/rg/\nlnc4kg6L7WZCIr0dYVjTbcCtye0sQu/5cnsDHwbeQBhyMzL5uFsJex0u8sgXaQOkiMjQtJpkNzSM\npsTd5wDnJm9FVD6EoXwT3MTK2014kVvZu3xj4bp1bufTP1RlXeaPh9FzNhz0mOq3ywmTCqvGVXHb\n0CAJi20j4OvAW4HTgF975KsG/6ghuQ/YEbO1ktrgxpm9Ffgp8G7cr8kgtt7h7slmx4MJZQbSHU4h\n/PF9m0f+UgPH35i8Aav3X2wDvBo4GfiuxfZTYCfgtclhGk4jItImTSXZHaB8o89c4HDCRrmxA299\n7BTuXXUfkxcQRoFXOWbA7ZrnW/SqZYx5YeSgx1Q/z0pgvwavOehmJYttHeA9wDTgEmCyR/5y089a\no9znYzaH0H6w8eTObDjwHeBE3PuyCa7nlOqyz8s7EEmHR/4AoZXfUD/eCSUkjwIXWmxbAd8gmeaK\nNkCKiLRVI8NoOklDGx+ncO8Vji18mY0uq3UM9TYY7nDV2Ww2655Bj6l+nqOAZwklE4MeW6tUS0QE\n1wAAIABJREFUxGIbb7H9EHgKOAY4yiP/ZKYJdr/76F+Jb9TJwJNKsFMVkuxQOiKyBo/8CY/8XcB7\nCTXb2gApItJGTdVk5y21jY9mR97DlJ/vwj1nuvO91Xf31y5W1nFXG/oyBViRvD1HqJecQ+iYsUVy\n3/iK23DMkjE7sHz0Tqz70r9Zyzcb9Ng1z7eEsJL8HGEs+ZNUrz0PNd1p/1I1+z7wFO5nNnj8cEJX\nkg/gfkOqsfSykFw/DRyE+8N5hyPpqfJzqPznT9N11UkZySPA7cDGQzmHiEgvamtNdheZfCdTAe6p\nuL+8pruyPrpajXfJ+OR2JWEDUvl9lbcrGbVgGKMWAOxR99g1z1cyIXkbrPY8i/rL+wg1n40qrWIr\nwU5Tf132IYTe5dI9qv0cKv8+b+r72iN3i+1K4E2Emu2mzyEiIs3rtnKRRk2+hX3WB+6tuL9U093I\n0Jdqx1zf8DErhte6VrPnqxVXVvWXjZeLhFXs/yG0EZT0zWTgUBrpDpU/G9IYtHQFsEGL5xARkSb0\nZJK9lJG73c0uawHPVDxUqulOazBM7WNemLoH9751Of/8xOEZXTOr+suQZDdWC6xV7GypLrs7Vf4c\nSmPQ0g2EV8Uua+EcIiLShJ6syV5mI+fuwEMPPeFb7VP/6OyYcR5wlzv/m2ccTTObDeyK+/ODHKNa\n7KyF5PoJ4HDch9yVQnqDxXYZcLFHfkHesYiIdIJW887eW8k2G7eKtUY8xcQ78w4FuAAY+vTE/NxH\n2Pg5GK1iZy38hVw5Yl2kllJdNhbbuRZbn8U2w2LboM7HiYjIEPRekg1TnmLiK85alZse8zATGG/W\ndEu8vA1el202Ejgd1WK3Qx9KsqUxM4AjLbYx9G+uPIqwCVJERFLWi0n25LvY1Vmzs0jbubOSMGa8\n01az621+/CjwgFax2yJsflRdttThkT8DXA18noGDu7QJUkQkA73Ywm/yLeyzHmt2FsnL+cClZpzu\nTqcUyN8LHFv1EbMNgS8Dh7UzoJ7l/jhmiwh/9BTla1qK60vAbcABwHzgI9oEKSKSjZ5byV7C2rU6\ni+RlFmEa2wF5B9KEwVay/x/wR9zvbmM8vU512dIQj/xx4OfAFzzyE4BvqzZbRCQbPZdkAzs/zPYP\nFGXVOImj0zZAPg2MwSp+KZttA5wCfCWPoHrYTODQvIOQjvEN4BiLbRdUmy0ikpneSrLN1h/GyrEP\nscPteYdS4bfA8WaMzDuQhoSuFtVWs88AfjBoaz/JwnWEuuxhdY+UnpeUh3yX8MewarNFRDLSW0k2\n7PQME+atZHjumx7LufMYoaf0kXnH0oSBbfzM9gNeAx3W87sbuD8LvADsnnco0jHOIqxgf41sh1eJ\niPSsXkuyp9zDzqso5gaxCwi9pTtF/0p26GzxXeB03BfmGVQPuw54fd5BSGfwyBcSvmc/65GfoARb\nRCR9vZZkT76NvcZQgPZ9VUwH3mDG+nkH0qDycpG3AusBv84vnJ53HeroIs05Czgoqc0WEZGU9VSS\nvZhRU+9mF6M4nUVWc+c/wA2EhLUT3AtMSQbPfAs4FfeVOcfUy/qA/TEblXcg0hnKVrO1UVlEJAM9\nlWSvYq2dH2G7B4vSWaSK8+mckpHHgM0Igy0ewv2anOPpbe5zCX/47J93KNJRtJotIpKR3kmyzUat\nzdLN7mVK0TqLlPsTsLcZm+cdSF3uK4CHCatgX8w5GgmuRSUj0gStZouIZKd3kmyY9CKbzF/C6MIO\nSXFnMXAZcGLesTTobuB8DZ4pDNVly1BoNVtEJAO9lGRPvo/JKyjmpsdy59M5g2k+AXwy7yBktZuB\nXTAbm3cg0jnKVrPjvGMREekmvZRkT7mNvdahmO37yvUBm5nVHFteHO5zcF+adxiScF8C/IPQ/1ik\nGT8B9rHYDsg7EBGRbtEzSfYiRk+9h50L2VmknDsrgQvpnNVsKRb1y5ameeSLgP8BzrTYLO94RES6\nQc8k2SsZtusjbPdwgTuLlDsfOMkM/bKTZqkuW4bqfGBt4O15ByIi0g3MvRNyzsDM3N2bTzzNhq9g\n2KKNeemCub7BKRmElqokub4H+KA7N+cdj3QQs2HAbGBn3J/LOxzpLBbbocDPgCnAj4BJwCLgJE2F\nFJFeM+S8M9ErK9nbzmWDxfPY4N95B9KIZLW908asSxGEgUB9aDVbhsAjv56wb+UThAT7IOAo4Jw8\n4xIR6US9kmRPvp+dllP8ziLlfgu8w4wReQciHUclI9KKLwKnAcuT928BPpJfOCIinalnkuzb2XM0\nHZRku/MY8ADwhrxjkY4ThtKYNrBJ8zzy+4BLgAeB6cARKhUREWne8LwDaIcFrLtH0lnk2bxjaVKp\nZ/af8g5EOsqDhD+gd0j+LdKsaYSykanAty021WaLiDSpJ1ayVzB8t8fZ+pEO6SxS7mLgKDPWzzsQ\n6SBhN7NGrMuQeeQvAn8Gjka12SIiQ9L9SbaZrcOibe5ml9vzDqVZ7vyHsIntrTmHIp1H/bKlVVcS\nkuxFyfuqzRYRaUL3J9mwxWJGr3yWCbPyDmSILkCDaaR51wEHJy39RIbiL4QV7Pej2mwRkab1QpI9\n5UEmLaWDNj1W+BOwjxmb5x2IdBD3Z4EXgN3zDkU6k0c+B5gF7OGRn6AEW0SkOb2w8XHyHewxirCJ\np+O4s9iMy4ATgf/NOx7pKKWSkdvyDkQ61pXAm4CrLLZzCfXZ2wJPAq+gjZAiIjV1/Ur2fMbscQ87\nAzyTdywtKHUZEWmG+mVLq64EjrbYjP4NkBOBA9FGSBGRQXV9kr2cEbs/wVaPdmBnkXJ9wGZmTM47\nEOkofcD+mI3KOxDpWKUyuyn0b4Ccl9xqI6SIyCC6PskezeLt7mXKnXnH0Qp3VgIXotVsaYb7XEKZ\n1P55hyKdySN34A/Au4GTCBsgp6KNkCIidVloqdsZzMzdvfEpdmbjFrLOU+vzypdW+rDvZRha5szY\nA7gU2LbDV+Wlncy+Djju/5N3KNK6srrotg2Gsdi2Bf4FbOORz887HhGRdmk676zQ9pVsM5toZjPN\n7B4zu9vMPp3cv5GZXWNmD5rZ1Wa2QQqXm/wI2y1dxbCO3PRYYRawGDgg70Cko6hfdndp+2AYj/xR\n4HrgA0WIR0SkU+RRLrIc+Ky77wzsB3zCzCYDpwHXuPskQmJwWgrXmnInU0fSue37VktWr9UzW5p1\nM7AzZmPzDkRSkddgmO8Cn7XYKjtSaVCNiEgNbU+y3f15d5+V/HsBcB8wATgW+FVy2K+At7R6rXms\nv8fd7AKd3Vmk3AXAO8wYmXcg0iHclwD/IKw2Sucr1UW3tR7aI/8X8Djw9iLEIyLSCXKtyTazrYEb\ngF2AJ919w+R+A+aU3i87vqnamBdtk399mh+OudBPnJJe1Pky4ybgW+78Ke9YpEOYnQZsjvun8w5F\nOpfFdgwwDdg72RApItLVWq3Jzm0YjZmNAX4PfMbd54e8OnB3N7OWf4iPZvEODzLpL62eJy9mDNxU\n5Mylv2e2kmxp1HXAL/MOQjrelcC3gYOBmfmGIr2sxmCkF4Gt0bAkKZBckmwzG0FIsH/j7pcld79g\nZpu5+/NmNp7wDVPtY6eVvdvn7n01LrL+SEaOuYtd/5Ve5G1X2lQEYVPRCcDFwLfMWN+dV3KLTDrJ\n7cB4zMbj/lzewUhn8shXWWxnAqeiJFvyVf67cWJyOxsYV3Ff6femSEPM7GDCQkIq8uguYsDPgXvd\n/ftlD10OvDf593uByyo/FsDdp5W99Q1yqZ0eZ+slKxhxdxpx52SNTUXu/IcwZOStOcUkncZ9JeFr\nRtMfpVXnA3tabDvnHYj0tGqDkWZVuU+bcaUp7t5Xnme2er48uoscCJwMHGJmdyRvbwC+CRxuZg8C\nhybvt2LynUwdTmd3FunfVBRKRUouIDyHIo3SiHVpmUe+BPgxMM1iWzfveKRnrTEYCTi+8j6PfK7F\ntp/FNtNiO8ViWye3iKUnde0wmpdtwx/+gM98KGbaOt02vMWM0cBzwCT36mU1IgOY7QhcC2xJJ33T\nS+FYbBsQavxfS5hEe65H3tFTdaX7lNVt7wksBdYllMjeQehqtjWq35Y6Om4YTbssYdSeT7DVE92W\nYAO4sxiYAbwt71ikYzwIGLBD3oFIZ/PI53rkbyGsGL4A/Mli+6fFNinn0ETKleq21wM2BkYDI4BX\nA8clj00kvLquYUqSia5NskexZNIjbHdX3nFk6GLgHXkHIR0irF5fi0pGJCUe+dMe+VeBbYC/AN/I\nOSSRcqW67dJCW6lW+84q96l+WzLRnUm22agxLNjodvb8R96hZOjPwF5mbJJ3INIxNGJdUueRryTs\noTnQYtst73hEEicRkufLGVirfTBhlfsJwqC6K9AwJclId9Zkm+32GFv/fVsee6s7V7chtFyY8Vvg\nRnfOzjsW6QBmmwN3AZskHUdEgAH1q6En/xASDovt88D+HnnlVEiRXFhsFwNXeOS/qvKYAacRkvFb\nCa/IqEZbBlBNdnWT72LXYcC9eQeSMZWMSOPcnyXU0O6edyhSOKX61VZqU88GXqPVbCkCi204oTyu\n6kJbMrX0m8DNwDGoRlsy0JVJ9n/YaK97mQLhpaBuVioZ2TTvQKRjqGREqlmjJ3+zPPKFhImQ/19a\nQYm0YB/gKY9qD+BKEu1PEjaFg2q0JWVdmWQvZvTeTzHxyW7sLFIu6TJyFRpMI427ltBTVqRcf0/+\n1l4iPwvY1WI7OJWoRIbuSMKG3EF55MuBvYEFwNdI5/tABOjSJHttlu74CNt18qTHZkwnNOEXacS1\nwN6YbZx3IFIcSVu+E1pNLJJhNV8CzrTYuvL3i3SM1wPXNHKgR/4YobXffwM/UoItaem+H4Jmw8cy\nb9Mu7yxS7s/Anuoykj4zzjWjz4wZZmyQdzypcF9IqFF8S96hSArMzsWsD7MZmLX8NWqxnWux9Vls\nM5KhM01/PPBRwgayD7Yaj8hQWGzrEbqJ/K3Rj/HI7wPeDUy32FSCKanoviQbtn2JjZfPZpNZeQfS\nDmUlIxpMk740NoMVkV796B5pf422er7Sx28AfM9iG51CTCLNeh1wq0e+qO6RZTzyvwC/AM5Luo+I\ntKQbk+zJd7PLWsA9eQfSRkqastHyZrCCmgHsq5KRrpD212ir5yv/+OuAz6QQk0izDiOUxg1FDGwE\nfCq9cKRXdV2SPZuN97qXKQ48m3csbaSSkWz0bwZzuqdGTyUj3WT11yieSh1pqxsg++OBzwOnWmz6\nuSTtdhjhj7ymJRsh3wWcbrHtlGpU0nO6bhjN47b1n3/Ep7Y/0z+/fZvCypwZpUERpUb5W9LfMP9F\nYGv6d0cvq3LMSY0miYNcq9o1twOeBzYn/FFTul0A/AfYgtB39NkhHpP2+RYAc5PPbwtgIbAeML/K\n7TLCHy/LgEMJL3+PrXLMImD95LGXgHWS52mon+dLwCaEwQj1nv8wOCT5v73KjrpvHC+OX8bIZQsY\nM28j5oybyFMjN+TlO0eyYkLFeXYERgB3pPjclh/zeHJbK/YBQx9SShB7m1nl925uz23ZcJs9CV8b\ns9BwD2mD5I+6B4GNPfIVLZznb8DOhO8jDajpUa0Oo+m6JPs5G//4p/jRnZf429/crriyZkYfoc6x\nmtnAuDqnmO7OCSlcq2QpsHadY1ZR/5WSRo5J+3wrgWENXvMO4JeElw1r/dG2ABiTQlzNHPsysGHy\n79X/t7faXnP35vaxAC/xKt+Y/zT6gyGt57aRY6p9vU7HvaGvTxmEWR9rfu/m8txaXD0Wj/T/LNmy\n2E4E3umRt5QD6GtYQBMfBzKzDXl581ns/s+8Q0lZqc5xXsXtLYQVovL7SuOylya3d9JcbWXpWguT\n2+UVj78APFQjnvK4rkvhmLTPdwtwfRPXPNSdH1L7870F+HsKcVU7dkFyW3r+V5bdX/ojYRkwyozT\nzJi0jJHLAO5i54WPsO0cgPmsW/q4djy3lccsrLit9vXabfXuear8OZHnc1sZy0s5xiK9ZcilIhVK\nX8OllUj9rJKmdVeSDVssZF1/hO1vzTuQlJXqHKdW3B5B2PBYft/OwE2EEcfPAZsBj5rxdCNvhJd3\nVxBG0j8IfJFQNrFtcv6dgNfWiGewuIZyTNrna+qaZSU2zTz/aX2euyS3OyS32yW3E4Gtkn8fCFwE\njAf6Yqa9ZSYHPfVH3rLzNRyx10wOeuo6Xr9Hjs/tzoQ/apYQOuBUOyatWmJZ8+s0z+e2PJY/EH7X\nvCqnWKS3vJ6hb3osV/oa/jXwABpQI0PQXeUiZmttwVMvPMMWu7t3/Uj1hpkxjvrlHSUOPO++euVU\nOoAZnwVOAQ50Z37e8QxgdgpwOnAw7k/mHU7XMtsIGA2sxP35vMMpZ7FNA7b0yN+fdyzSvSy2bQmL\nTBOSkelpnHNz4G5gikfF+r6S7LVaLjI8zWDyZvhGhM1cvdRZpBFfZ/DNjJWbJJVgd4Aqm1Q3BC40\n4xh3VtU4pqmNsKlwPw+zscBMzA4ZkGj3b9ZbRNab9NK+1pobDdu3wbP/2ouB3xKGaOxH2JA7NvnD\n5vBB4mv3hsjvA89bbDsTNshqA5lk4fXA9Wkl2AAe+bMW22+ALxA65og0rKuSbEId8knudM7yfHuU\nBkRAKDcY7PYcaGyTpOSu2v/r2sA3gNMGOab9/8fu3yfMdpiJ2QG4v1AlvqzjSvtag31flW/wzOJ5\n3w3YN/n3XsB/AcfivgSzkwivaqwzSHxt/RrwyOdabM8SRle3/frSMw4jlKal7VvA3Rbbd7SaLc3o\nqppsd+a7MyPvOAqo1sbJapvXtLGjc1Tb6LYf8A4z3jPIMfn8H7t/H7gAuBSzUvlSOwf+ZDW4pZEN\nya1f02wEZsdhdjWwR3LvXcAk3H+L+5Lkvj8CBxD2VtSKL4+vgQeT2/tyur50MYttLUK71TQ2PQ7g\nkT8LlFazRRrWVUm21FRr495gm/2k+NbY6ObOo8AxwHfNOKDGMXn+H08jbMg9FzMj/WEqg8lqcEsj\nm0C/CLwZs3WavorZtpidATwFfJrQVnLL5LyvW+NzCcOGriAMHKoeXz4bIk8E/knokDOvzrEizdoN\neNkjfyqj838LOMVi2yyj80sX6q6NjyICgBlHAT8H9nfnibzjGcBsXeBG4CLcv513OG1h9gxhaNE6\nhHZ2Iwj10c8DJ1ZNes0uBQ4G1gUeJrRC3IxG6qrN3gBMw32/Go+3rxa+/LJhtfHF5N3RwNPAI6hG\nW1pksX0e2M4j/3hG5z8XeCOhdeqe+nrtDeqTLSJrcOcq4DvAn8xYL+94BggrrW8GPo3ZsXmHkzmz\nbQn12WMIP3M3IWxSnQocCTyG2c8w+yhmxyZvZwNHJ8eNTD5+H0JN9YHAUYS65lquBbbBbIcaj5fq\nyeudJ1Ue+SpC3/lXEf7gmNTuGKRrpdUfu5ZJwATCNN5fZXgd6SJKskW61/cJL8+fb1aw73X3p4G3\nAT/HbLe8w8nYKbC6pWhlffRthNKSOwkbGT+YvC0A+pJjmq/xdl8BXEgoaammnbXwlV5Obkufyz05\nxCBdxGIbCbwGmJnhZUrfMy8QXoERqatYv3hFJDVJl51PAGMJHUeKxf1fhJH1l2O2ad7hZMJsGPA+\n4F1Ur49+Pe7X4P5j3E/B/djk7VT667qHOsTnAuDkpPa9Ujtr4WtdeyphyMfleuldWrQv8KBHPifD\na5S+bg8CTrTYtsrwWtIlVJMt0uXM2Jiwov11d36RdzxrMPsq4aXeQ3Ffmnc4qQq10V/DfZ8crm2E\nJPbk5A+awrHYDgXO8Mj3rXuwSA0WWwyM8sj/u03Xmwbs4JG/qx3Xk/yoJltEBuXOS4QNO18ra+1X\nJNMY2HGkm7yfsAG1NrNzMevD7EnMbiq7nYHZBkO+clhBuYCwil5UNwG7W2x/s9hmWNzC5yu97DDS\nGaVeV7IB8jDgOIvtkHZcUzqXkmyRHuDOA4RfDGeY8d684xnAfRXwXmAXuqkPrdnGhFKPC+scWdqE\nWNrU2OjmxkZcAJyIWSEHj3nkywi12QegDZAyBBbbeoTSo7+16ZKTCPXfawMXWdx1CwOSIiXZIj3C\nnfsJifY3Cphod2PHkXcBf2qg5nmwoTatbQh0fxh4jDBuuqieS241DEuG4nXArR75orpHpqN80/Ac\nwh/SIlUpyRbpIQVPtLun40goe/kANFQDX3uoTTqbEsMGyOJ6O7AcOFobIGUI2lYqkujfNBxK3aZp\nNVtq0cZHkR5kxk6EFnHvcOevOYczkNmJwDeBfXF/Ie9whsRsb8Iv4u2Tcpg8Y9mUsAFyPO6LM7lE\nPHC4TbPJssX2N+CrwHHJebYlDN3ZkrLhO0rCpZLFdifwEY/8Hzlc+2eEpPse4Ah9fXYfbXwUkaYl\nK9ofBn5jRrE2m7lfCPwauBSztfMOZ4jeD/wi9wQbSP5QuYMw+CYrrQ63uQx4C9nWp0uXsdg2AbYC\nbs0phB0IQ5X2QV+fUoWSbJEe5c7lwAzgLDOK9grRNDq144jZKOAEijUVbjrwjgzP3+pwm8sINfnZ\n1adLNzoUuMEjX5HT9Utfr4uBS3KKQQpMSbZIbzuVUANcrJrdzu448iZgFu5P5R1ImUuBN2E2OqPz\nr65THcpL5h75Q4RJkGdSoz5dL8VLFa8n21Hq9ZS+7j9AqM0uZBcfyY9qskV6nBlTCRuH9nXn0bzj\nGcBsC+AfwMdxvzzvcBpi9gfgctzPyzuUAcxmAj/A/bK8Q6nGYvs6sJZH/qW8Y5HOYLE9Rtgwe0/O\ncRhwPfBbj/xnecYi6VJNtoi0xJ07CWPXLzBjRK7B9A9mCYNYOq3jiNlGhJewL807lCqmE8azF1Wp\nLlukLottW2AUcG/esRDqsdcDfmSxTcg7GCkOJdkiAvADQv3r13OOY80NdGEk+KeAy5NOGUX2duBq\n3OfVPbL9LgXeWODNpLcB61lsO+UdiHSE1wPXeVSIl+MnAXsRBtRcnXMsUiBKskUEd1YR6rKPy7l/\ndvUNdKHjyK+AKzHbMIe4GvUu4Py8g6gqdBm5j/BHTOF45KuAPxI2QIrU0+7+2IMp/dy6Exiv1Wwp\nUZItIgC48xJwLPBdMw7MKYz+QQ9rDmKZBtwEXF3IRNtsK2Bn4Kq8QxnEFYSNmUWlkhGpy2Jbi1CW\nleemx3Kln1sHE16B+1qu0UhhaOOjSA8xozQ0pDTs4xXgRWDrsvsmAWOB2cDjlAaBONl1d7CBw0xw\nn1t2X+Vgkt0AB/5WJfYtqTLEJKXJifU+h9OArXH/aObXGiqz3QmtxnaggD/8LbaRwPPAzh75c/WO\nl95kse0OTPfIJ+UdSyWLbX3gQeBIj/zOvOOR1rSadyrJFukhZvSxZrnAbGBcnQ+d7s4JmQQFYNZH\nf1zTcT+h4r5aGood9+xih9IY9buAj+FerAma5UKcTwGH4f5A3uFUY7FdANzokWu4h1RlsX0e2N4j\n/1jesVRjsX0cOBE4xCNfmXc8MnTqLiIizagc9nELMKvivtLtqrJjsh4EUq0Wu9Zgknllj9eKvd1D\nTHYjdBf4WxuuNXRhVeVK4Oi8QxmESkaknkMILfOK6hzCz89O6/EvKVOSLdJbSrWDq4d8ENq6VR0A\nAiwDTsy0VGRgXOW12JWxVt4+TNgMeR2wlDA6fM3PoR2lImHD4wWFGKNe35UUuy77z8CBycvuIgMk\nA19eA9yQdyy1JKvX7wY+Z7Htk3c8kh+Vi4hITWb8FJjrTvEGhJgdC5wFjAS+C/wXsB3ui9scxzDg\nCeBIPN+hGA0xW5dQ97xFQVsNYrFdCfzGI78w71ikWJKk9TyPfJe8Y6nHYjseOINQn/1w3vFI81rN\nOzUCVEQGcwZwhxmbA1ux5gbD7DdF1vYnYH/gl7g/gNl+hNKQ77c5jtcBszsiwQZwX4jZX4E3ABfl\nHU4Nvyf0HFeSLZUOAWbmHUQ1FlfdrL0MuMdiO8kj//0QPr7y5+3LwD6En8eLCRUJzwLrA49WHFva\nGL4IOMmjtryqJ2WUZItITe48acZ04I2EH94AEytuz4EMN0XWEl6GK19h/yowA7Nz2ryafTJwQRuv\nl4bLCP2oi5pkXwZ8z2Ib45EvyDsYKZSDgf/LO4gaSsO0oP/nY8lvLLZDgNM98peb+PjKWwdKK6sj\nk9sdk9vxFceWbwzP5+d0j1NNtojUcwb9P7zz2lhYn/ss4B+0Mx6zUcBbgd+17ZrpuBw4CrORdY/M\ngUc+B/g7xa4dlzaz2EYABwI35h1LDbU2a98CTAGGAfdabKdabBs38PGvJLelDiVP0/+519rsvazs\n/WfLrl+Mn9M9Rkm2iAzKnSeB3xCmBa6xsTCnUpFavgp8EbPRbbrem4A7cH+mTddLh/vzhP/Pg3OO\nZDDTgXfkHYQUyl7A4x75S3kHUkOtzdpHeOSPJy0H3wTsCjxssd1ksfWV3gglH7OBBwilIKsILTff\nm5xnV0LnncE2hE8ilFv9NyFpX0JIzNv1M1HKaOOjiNRlxpaE7h07JpMhS/cPGCJTiITb7FLgRtyz\nr802+wPwJ9x/kfm10mb2RcLwnI/nHUo1FttGwGPABJWMCIDFdhow3iP/TN6xNKus3joM3AolH1MH\n+ZDHgSc8ai1Js9imEJLvHYEFwL2EVW7VaDdAw2hEpC2qdRqpGG6T7cCaRoWphjPIutOIrU4Ctyxq\nl45BmU0ibCCbWNTWgxbbnwmdJIpaOy5tZLH9BfipR35Z3rE0K1mp7v9ZGWU8IKv2tUsu98jf3K4Y\nOpWG0YhIu5wBfNiM8lrCakNk8tW+2uy3A1d3ZIIN4P4gYUVr77xDGcR0tFlLAIttJHAAxa3HrifP\nn5WVtd6zgYMstksstsMtNi1eZkRJtog0JKnNng6cWnb36iEyhSgV6deO2ux3Ar/N8PztUPTpipcC\nh1lsG+YdiORub+DhZFNsJ+r/Wdn+Mo3KWvFJhG5R1xJanl6blJVIylQuIiINq1WbXUgqFPiHAAAT\nVUlEQVRZ1mabbUbYODge9yWpn79dzF5N6DNe2F+wFtslwJ898qK2bZM2sNi+DLzKI/9c3rF0k2SC\n5seArwBnAt9qtQ68m2gYjYi0TVnf7FOB0/KOp44s+2a/DZjR0Ql2cCswFrMdcX8g72BquAD4DMXt\njSztcQjwg7yDaNUgA2fCYK82rHJXbMIsDaxZBnwZ+IzFtjcQVTlGQ22apHIREWlWqTZ7XN0j85Rt\nbfY7CC+7draw4fGPhME0RTUD2NVi27LukdKVLLa1gX2Bv+YdSwpKA2cmEnp+l26PIgyMaWcMRxEG\njR0EbA6MATYD7gF2q3JMO2PsCkqyRaQpSW32RQyszS6q9GuzQ6nI7sBfUjtnvgpdl+2RLyX0/X1n\n3rFIbl4NPNAlK6iDDaxp14bI8k2Ys6rE8TVgjyrHFGeDe4dQki0iQ3EG8KEeXc3ullKRkj5gMmbj\n6x2Yo/OBd6sLQs86mNBushsMNrCmXX9ErN6ECRxfJY4zCX94LwV+VHZMHps2O5o2PorIkCR9s+e5\nF7w2O+2+2WYzge/j/seWz1UUZr8F+nA/N+9QqkmS6/uAD3nk3VAyIE2w2K4HzvTIr8w7lm5XUa99\nBnAJ8HGP/PeVA3V6IeFWn2wRyUvv1WZ3X6lIyWWEFfpCSrodnAV8Iu9YpL0stlGEchH9cdUe5fXa\nnwTeAJxlsR1X8ZhqsxugJFtEhqSsNvvzecfSgLRqs7utVKRkBrB/MsWyqH4NHGmxbZZ3INJW+wL3\neOSv5B1IjxgwNMcjv4Mk0QbWK38sh9g6jpJsEWlFtSmQxZPeanZ3dBWp5L4AuIZib4CcS3juP5R3\nLNJWhxD2DUh7rDE0pyzRnkiYuKna7AapJltEWpLUZs9150t5xzKoVmuzu2UATS1mJwDvw/2ovEOp\nxWKbClwJbO2Rr8g7HsmexXYDcIZH/ue8Y+l1Ftv+hJafNwDj6IHabNVki0jeemU1u1tLRUquBA4o\ncsmIR34n8DhwbM6hSBtYbKOBvYCb8o5FwCP/O6E88GhUm90QJdki0pKkNns63V+bXWpj1Z06oGQk\n8RO0AbJX7A/c5ZEvyDsQCTzy3wDPJu+qNrsOJdkikobuXs0OpSJT6b6uIpUuJtSdF9mlwM4W2+S8\nA5HMHUL39MfuJvsC/wH+0M2lImlQki0iLeuB1exuLxUp6YSSkaXA/wEfyzsWydzBKMkuHI/8JUKi\n/blkn4TUoI2PIikoa9K/LfAksGVy+wrwIrA1Xb5JxIwtgTuAndyZnXc8gzK7FLgR9+83eHwf8L2u\nGkBTi9klhD8ofpF3KLVYbBOBO4EtVUrQnSy2dQg/Ozf1yBfmHY+syWKbSUi2bwKO78bfbdr4KFIM\npSb9E4EDy26PAt5ID2wS6drV7N4pFSkpfMmIR/4UocPByXnHIpk5EJilBLvQDBgNHA4Uclps3pRk\ni6Sj1MB/XsXtLcCssn93+yaRbpwC2SulIiWFLxlJ/AT4eDJyXbrPwag/dtGV/96bk2cgRaUkWyQd\npQb+Uytuj6C/K0XXN/BPVrN/B3w571ga0Ohqdnd3FanUOV1GrgNGAq/JOxDJhDY9Fl/5773DLLa3\n5xxP4agmW6RNyuq2u702exPgXmB/dx7KO55B1arNNhsObAxsBPyNbh1AU0sYTHMK7m/IO5TBWGyf\nAfb3yE/MOxZJj8U2Bnge2MQjX1TveMlX8rttL2AXYE+P/J6cQ0qNarJFOkepbrvba7NfBM4Evpl3\nLA2otZp9DmG64/XAuT2VYAdXAvt3QMnIr4AjLbbN8g5EUnUgcLsS7I4xCdiT8MrSTIttWM7xFIaS\nbJH2Kf3C6IXa7O8D+5gV/KX8arXZIeE+DtgJ981w/++costPh5SMJK8GTQc+lHcskiqVinSW8t9t\nDwJfzDGWQlGSLdI+pfq1XqjNXkyoyz7TjKKXeFWuZh8J3I77CznGVAQXE+rRi+4s4CMW2/C8A5HU\nKMnuLKt/twHvBD5rse2Tb0jFoJpsEcmEGWsRVja+7c5FecczqPLabLMLgJtw/2neYeXKbAzwDLAN\n7oXuHGCx3QT8r0d+ad6xSGsstvUJY7s39qjnyrS6gsX2DuDrhPrsju5jr5psESkkd1YBpwLfNGPt\nvOOpo7SavRHwJsLo7t7WISUjiZ8Anyi9Y7Gd+/+3d/9Bdlb1Hcffn9383EgiCRYMmzRAQQGRRBAp\nIC6gDG0pUJqR342diIxCrFahwOAsqzMV6FitPxpBqAbQ2PijFFo7YFIoxIFobEIIMVAoqSzW8MMU\nEkxINvvtH8+55Mly790kezfPc+9+XjOZ+zznOc+95+7hm/1ycs5z1KMH1KMfqUdvLrBdtvtOAn7m\nBLs5pUWQl5M9P3vBSH/EppNsMxs2EdwPPAbMK7otde2Ym70ITxXJa5YpIz8EjlSPDk/nI2KRcYvy\nVJHmVom9zvT6mWKbUywn2WY23K4C/kpiStENGcRngdPIEkvLNMVTRqI7XgNuBT6aikbSIuNW04U3\noWlm+dg7Afhwmj4yIjnJNrNhFcFassT1uqLbUlc2mn0p2WY6BvkpI+cW3ZRdcDNwcXrG8ohZZNxK\n1KNJwNuBZUW3xfZYPvaeBM4GphfbpOJ44aOZDbvcBjXHR/BU0e2x3SCdC1xBxKlFN2Uw6tE/AfdG\nd3w9nY+IDaBahXp0JvCJ6I73F90WG5pWiT0vfDSz0sttUHNj0W2x3fYj4GikzqIbsgu+Bnwst9jK\nc7Obyyl4qkircOxRsiRb0hmS1kr6L0kjbwOIFiepq+g22J5rQP99CThGwqNUe9mQ+i7b7fKHZM+/\nLbslZLvOVTZBaom52SPo786WW/Q4gvpuoJaIvaEqTZItqR34KnAGcARwgfT6SnFrDV1FN8CGpGso\nN6cNaq4A5ksM3MbchlfXEO//NnBRA9oxrKI7ApgPzFOPOoC5wA/I5oVuVY86qvwZV2Sbd1FX0Q0Y\nburRvsChZElZK+kqugEF8boIoEw7ZB0HPBUR6wAkfZfsL8ZfFNkoM2ucCP5FYg5wLSP80U5N5kFg\nCtI7iFhddGMGsQD4BPBiruwP69RvV48eBm4B7onu2DicjbOaTgYeju7YWnRDbOhSYn1e0e0oWpmS\n7AOBZ3PnvcB7CmqLDZVeX/RwMPBL4JVJsKrYRrWW3MKSys94enp9hQIWmkjUak++Xc+Txfq5EpcD\n44DNZBsX5F/7gK3pvGModb7FnAkH8/TYV5mgC1n4yk1cuc/beIIZrGvvpXN7J73tvXRu38Q+/S8y\nZVsnvWMHXuukt/05Ovv60f/NZOXiDrZMJS3oIZp4lOaNcTqwr2bkrk0EliGJXf/5N6Q/t7Yxacso\nYrvo729j26h+xo7po31rO9vHbN/59Teif+JrvNCe9U9H/v7RA+r2Z+/X19bPSeP6eN/m0bD5c2LL\naGLcNrRlNNHXRmxrI8b20daRysYNeN2VOkN5v6vaYfMode/Nz9zb3/O329CWUfRv/pz6q/TRtl9O\npO+lDsZeMJuVL05gA028mG4kaZUFkHuqNE8XkfSnwBkRcWk6vxh4T0TMy9UpR2PNzMzMrOUN5eki\nZRrJfg6YljufRjaa/To/vs/MzMzMmkFpFj4Cy4FDJc2QNIZsLs/dBbfJzMzMzGy3lWYkOyL6JF0B\n3Au0A7dFhBc9mpmZmVnTKc2cbDMzMzOzVlGm6SJI+gdJ6yU9liu7XlKvpBXpzx/krl2TNq5ZK+n0\nYlptAJKmSbpf0uOSVkv6eCqfLOnHkp6UdJ+kN+fucf+VRJ3+c/yVnKRxkpZJWilpjaTPp3LHXhOo\n03+OvSYhqT310T3p3LHXRKr0X8Nir1Qj2ZLeC2wCbo+Io1JZN7AxIv52QN0jgO8A7yZ7JNhi4LCI\n6N+7rTYASQcAB0TESklvAn4OnAP8OfBiRNyUdvHcNyKudv+VS53++yCOv9KT1BERv5U0ClgKfBo4\nC8deU6jRf6fh2GsKkv4SOAbYJyLOknQTjr2mUaX/GpZ3lmokOyIeAjZUuVTtqSJnAwsjYlvawOYp\nsg1trAAR8euIWJmON5FtInQg2S/6BanaArLEDdx/pVKn/8DxV3oRUdnCeAzZmpYNOPaaRo3+A8de\n6UnqJNvs6FZ29Jdjr0nU6D/RoNgrVZJdxzxJj0q6LffPLlPZ+RF/vexICqxAkmYAs4BlwP4RsT5d\nWg/sn47dfyWV679HUpHjr+QktUlaSRZj90fE4zj2mkaN/gPHXjP4InAlkB/NdOw1j2r9FzQo9poh\nyZ4PHATMBP4X+EKduuWZ+zJCpakGPwD+ImLn7Ykjm5tUr4/cfwVL/fd9sv7bhOOvKUREf0TMBDqB\nkyWdMuC6Y6/EqvRfF4690pN0JvB8RKyg+sinY6/E6vRfw2Kv9El2RDwfCdlwfmVofuDmNZ2pzAoi\naTRZgn1HRNyViten+b5IeivZVs3g/iudXP/dWek/x19ziYiXgX8lm1/o2Gsyuf471rHXFE4AzpL0\nDLAQOFXSHTj2mkW1/ru9kbFX+iQ7/Qda8SdA5ckjdwPnSxoj6SDgUOCne7t9lpEk4DZgTUR8KXfp\nbmBOOp4D3JUrd/+VRK3+c/yVn6T9Kv+cKWk88AFgBY69plCr/ypJWuLYK6GIuDYipkXEQcD5wL9H\nxCU49ppCjf77s0b+3ivNZjQAkhYC7wP2k/Qs0A10SZpJNiT/DHAZQESskbQIWAP0AR+LMj0qZeQ5\nEbgYWCVpRSq7BrgBWCRpLrCO7GkV7r/yqdZ/1wIXOP5K763AAkltZAMnd0TEktSPjr3yq9V/tzv2\nmk6lH/x7r/mIHf13k6SjaUDsleoRfmZmZmZmraD000XMzMzMzJqNk2wzMzMzswZzkm1mZmZm1mBO\nss3MzMzMGsxJtpmZmZlZgznJNjMzMzNrMCfZZmaApE1FtwFA0gOS1kpaKelhSUc08L1nSHpsQNn1\nkj41yH2XSbpkkDofkvSVGteuHeTexZL2qVenzr1L9vReM7Ph5CTbzCxTlk0DArgwImYCNwM37oXP\nq18h4uaIuGMI73NNrQuSTgWeiIiNg7Wjhu8Cl+7hvWZmw8ZJtplZjqQuSf8h6S5JT0u6QdIlkn4q\naZWkg1O9P5b0iKT/lPRjSb+Tyt+SzldL+oakdZImp2sXS1omaYWkr6dd/up5BDgk3Ts5tenRNMJ9\nVCpfJWmiMi9VRpzTjoHv35WvnPvuh0j6N0nLJT0o6W2p/PXRbknvTp+5QtLf5EbGBUxN9z8p6cZU\n/wZgfKpfLVG/EPjnVHdGGsW/U9IaSd+TNF7SpFR+WKq3UNKH0/13k22JbGZWKk6yzcze6J1kW+ke\nDlwCHBIRxwG3AvNSnYci4viIeBfwj8BVqbwbWBwR7wC+D0wHkHQ42fbKJ0TELKAfuKjG51cS3zOA\n1em4B/h5RBxNtuX97an8J8BJwJHA0+kY4Ph0baBDUsK7Im29fhk7RqFvAeZFxLHAlcDfp/LI1fkm\ncGn6Dn3sPII9M33Ho4DzJB0YEVcDmyNiVkRUm3JyIrA8d34Y8LWIOAJ4hWzr4peBK4BvSTofmBQR\ntwJExHpgP0kTqry3mVlhRhXdADOzEvpZSt6Q9BRwbypfDZySjqdJWgQcAIwB/juVnwicAxAR90ra\nkMpPA44BlksCGA/8uspnC/i2pDHAvmQJa+V9z03ve7+kKWku8kPAycD/APOBj0iaCmyIiM1V3v/p\nlCCTvl93ep0AnAB8L7WP9L3I1Z0EvCkilqWi7wBn5qosqUz7kLQG+F3guSptyJsaEb/JnT8bEQ+n\n4zuBjwNfiIjFkj4IfJXsf4Ly1gPTgLWDfJaZ2V7jkWwzszd6LXfcnzvvZ8fgxFeAL0dEZdR7fO4e\nsbPK+YI0ojsrIt4eEZ+t8tmVOdkHk42cX1nnfQN4kCzJfi/wAPACMDuV7442ssR8Vu7PkYPcM7A9\n+Z/bdvZsICc/Mq7KeZpaczjwKjC5SjvKMqfezAxwkm1mtqcmAr9Kxx/Klf+EbMoEkk4nG40OYAkw\nW9Jb0rXJkqbXeO9K8voZ4JxU7yHS9BJJXcALEbEpInqB/YDfi4hngKXAp9m9JFtpBPoZSbPTZ0jS\nOwfUeRnYKOm4VLarc6G3SaqVcP9K0pTc+XRJx6fjC8m+N8AngcfJfgbfHPB++wO9u9gWM7O9wkm2\nmVkmahwPrFO5dj3Z1IrlZKPHlfIe4PS0IHA22ZSQjRHxC+A64D5JjwL3kU01qdmWiNgC/B3Z0zmu\nB45J9/41MCdX/xHgyXS8FJiaXgf7ngPLLgLmSlpJNjXmrCp15gLfSPO5O4CXc9dr/dxuAVbVWPi4\nFDg2d/4EcHmabjIJmJ8WYM4FPhURS8n+B+I6AEkHAC9FxKs1PtvMrBCK8L+wmZk1SppLvT0itkv6\nfbJFfO8qul2NImlCJaGVdDWwf0R8cgjv1wWcFxEflTQDuCcijqp70873fwSYEBFf3NM2mJkNBy98\nNDNrrOnAojSHeCut9wznP5J0Ddnvj3XsPFVmt0XEA5Ku044NZXZ35Oc84OyhtMHMbDh4JNvMzMzM\nrME8J9vMzMzMrMGcZJuZmZmZNZiTbDMzMzOzBnOSbWZmZmbWYE6yzczMzMwa7P8BMd+ZJXkeG5oA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1093f9050>"
      ]
     },
     "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": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sJj41Ictjj/FF584UrVvHfkVFrInJE04+ma/nzuW9Z55h7tNP0w+42AInEqzc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\nxCBT0rDpIhGV8ZNyvRP9v5BEs5OY5WwgIbgbV+Sx1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tkfAJu6t5Usawpm9CGc2Dft7knc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\niIiI6Nhjk6FoNUhvcm8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1095f67d0>"
      ]
     },
     "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": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6aeIWhgX8w5PEPgT2B24FzqU2MHNmHPs/gp9toW+w4ziO4ziOk8OV6ZAL+X5C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\nB9NmZmZmZjX6X8Xin4mUsHd+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1093f7810>"
      ]
     },
     "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": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KT1I2fGF+bpe3U/7cuwg4ML+f9JA0WFJdSybye+aFwJmSBgDk7VT6YvsA8JHSCenLS9qN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\nSZUMpiVJkqRK74dL7F4nTkGfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ce961d0>"
      ]
     },
     "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": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TNM8+yRsSn/tGfoaFke/GZB4NZrZ1dZvdbpfRjnMO4fVBidcHYGY/zr/GajfYQo2cywk3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PlVUG0kta0LFsJ9OKovF91FUjzgKk3o1pG+JwDXo/pwsW3XGnmFstt3MhkYgeq/y2thZsKpCcDQ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1N4uI6yWdAPwsPy2+m9Te7M3AJ0fjvdgs5RDg46Rz8AVJa5WW/Tci7iN9oS8HjpO0O6lK/h6k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gFVSD9sMgfgTeekdxDorwnGkzca6gsSyVZYZc1SGuqVScfk8Xjqk1JW1NwDdMdmS2aIyPfA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\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C9KAp6WJgpxxwaAUxft3Xwn3YnNRSpeoumvd//5VMXdOWr00+PRpyuvRhoOec/nyDWQML\nk5sKDoZSkuLTSd/HvSN1T+5kuV0Y+r5qdZk+GXiU1IJhlvw8I+SeiLivYfoVwHtI56cbWhMj4g5J\nXybd8+xDCjLtNYjtXlGfEBHPSrqBlPdk2Yj4N7wSYNmbNEra0qQRs6qWInUt708r0HBx5Uex/tzQ\nMG0w159Oz1+DPT++YpD3cC29dr01GxMcqDHrTa0+2fVWCL8n5YXYSdL/xYxEjyeSgg8fBk7IfX63\nITV9rfbtbfXR3qmPbQcpL0D1IeqBpoI5l8s1pG4mF+b6PU1qBbM16SG61f+4dVP9UJvtPtgwbVHS\nw1i7kUUCmK/NvJkLRtwn6QJgC0lvj4hrSEk3XwOcUPlFqrWPPkD75MNN223cR4PUepDod1hMSXuR\n+pw/QLrBuo/0y6SA/Zix/4csIv4taSrp+3MLaV9N6WORVqujdvum9SA+mAeufreRH+ZerpSperJh\nWiufQ1O+p8F6bf7b7nsPQETcnXM37E/KybELgKS/kh74LqwvQvMx09oPTb9yv2KAx27H30cGf45p\n+jxe7mNe67NqBWxb212d9kGqxvNF9dfohvUP9buwETOfv4IUNB5KoKb6MDiFFMDfkkoQo49lHyA9\ntL2O1B10xkrTMNVfBlBKgFr/xX+gdmbmfCdByqvTcfBhEOec1jnltU0zI+KV/EiSbqH9g+WA5Zaw\nZ5ACcwdExPcHsPiQ95WkdUjB/ReBzZpaY9K+BQw0t55pamVTX6aptU3TuQn6Pj+dRwo0zkXqFvp8\nm3X0paPt5nw115COg8tI184nSOe/jUmfRafXzoGcH1tmOadFxEv5B6kBnXM6PH8N+vxYMZh7uJaR\nut6ajSsO1Jj1GKVRhTbO/72xoSUJpF+ltyAlq4XUGuT7pFY0J5C6HywI/KC2XOtiuUVEdNRaI2v3\nK9GXSDcpkyLipOqM/NBZbTbfGmHiNTRrSqD3JPB8RDTedA/CMaT9tgvpJm2XyvTqNiH17a+3aOpL\np7+kdaL1a9Xr6OPmL7cI+j9ScGaNaguFnNyw6836Sd0qTiQ1lW4Fh9pp7csl2sxfolZuMKrbmKmJ\nuaRXk24Ch7L+oWo9fP2lv4IRcTNplJs5Sa2qtgI+D5wpac1aVyKRjpn6r9atfdquq0LLQI7d1ro6\nOQ4He44ZqtZ2T4qISSO43T5FxGS62GKjwWmk4P1RpASufXV7gtTiYENSMKHso9yQhyGOiI37L9WR\njs85uZXR/4BlJa0QEXd1qQ59yi1pzgDeTRque/+BLD/UfZWDNK1g7ma1H2iq7gDWlbRERNSD2ytV\nylD798rUErrm7r+L09CKhebrObQ5Pynd6BxHCrw+Cuwr6fcdtOAb7HY/QWpFs09EfK9Wl6WYOWjW\nn9b1ulv3KcOhG+fHwdzDmdkQOEeNWe9p5UwpSRn866/T8vxXRkLIORtKYNP8gL4D6ZehehP4P+e/\n69EdK5ICFDMNn5l/WVybSvAi0hCi/yb1m16kVl6kRL11fwaWVGUIxyE6g3QTuH0eVWIr4F+RRp6o\nbhO6t48g7YeB/Gp0Tf67WT/lFiP9ynVVzDqCy7saynfDaaSbvtcCv47a8L01rRv7Deoz8nfk7aSk\nsNUAxED3VWsbTTfWrWlNzcyHndJQ1HuQ3tPJnS4XES9GxJUR8S1SLqa5Sd1S6ppGW1k//+3vl/iB\nHLtPk/IPrNzBsTgcx08n/k56kHibasP8dlGrhU/P/AKc81P9jnQ8PsCM4H07rQSee9TPwz1sIOcc\nmDHiVeMQ7t1WC9L8IB+3I6YSpBGweUQ0dTNpKXO5pmvLlvlv9XpY5r9N5bdoKN+yXL7G1rU7P32N\n9APVoaQcVgsAJw7iWF6/PiHnaVkTeKzV7Yl0/oNZz3+i+dzV17H/F9L5ctNhPPcM1ZDPj4O8hxvU\npuihc6zZaOrVEwqSNpB0oaQHJT0p6TpJu9bKLCLpV5IekvR0Lr/aaNXZbKjyBXRn0k3BxyPiU/UX\nqVvE/cD7couBlhNJF7fPkG64rmz4NeoPpBEN9lJt+N28/XmbpvfhHtJN3ys3R/mCfRDNkO7IIAAA\nIABJREFUv7r8htS0tn4DPYnUBL3eKuWw/Pfo3D+6Xt/lBxLEyf31TyT98nwyqVXhlFqZa0iBkh0l\nfbBhm3NKmuVmsB+Pkn6969TxpLw5e0l6U237yn3rITU1nga8NT9gt8osRcp30nURMY30/dqafrpG\nREqAfQmwlqSP1WZ/g/QdOSknk2wZ6L76Del4+ZpmDPVNzquyPzMnXR0xklYlNeVfnPRw2WeLGklr\nadYE1TAjOWpTwuhvqZLsNn/uXyR9J37XTxUHeuweQTpeDlct+bOkBSv16PY5piP5O3Qk6QHsoKaH\nEUnr5ofqwWoFQztKMjqCJpOSmb6/vyBGTjR6CKmFwTl9nD/77DpXM+TWN30ZyDkn+wFptKjdJU2W\nNFe9QO4eXM9JMmCV7k7vBn4UEd1KKN/p9t9KCtLMRmrFdk0/ixxL6nLyrer5RtKbSfce/ySNuNRy\nEakL1iRVEkvn8+u+pG5WTa245gC+W6vrpqT9dHM1945SYuHvkrq2fSPSAAo/Jv3YsE8/76dulfqz\nAinJ/8LM3JW8dW9Uv5Z/idQ1qH4v0vbYzy2TXslLVJ8v6XUd1XwYdfH8ONB7uMEY6D2A2bjVk12f\nJK1FuvBcQWqe+CywLelhbe6IODLfUP6RdNL8HKnp4d7A1NxEvCmJmVmv25T0nT4vt5KZRURMl3Q8\naTSJHYGf5Fm/Jw3JuTep+fAsCSUj4gWlxLPnAlcq5Wz5O+lcsDypBcIVpASvnfgFqQXQaZJOJv3q\nuUFeV8msSTQPIuXO+Vo+zq8lDa/8fuB8ZgzH3arvuZIOyu/pDknnk7p6vIZ0U7Au8DFm3HR14hjS\nUMPrkR7wpzSUmUQaxvZ0SZeTWmS8RBr6dQPSaEVvaliunYuA7SSdntf1MnBG7uoyi4h4QNJupBvL\n6yT9gZTUc3FSK4qzgS/n78IRpLwS10s6h9QXfSvS/l95AHXsWFRGS+rAZ4DLSbmTPkxqSv9WUkLJ\nO0kBm6qB7qt/SdqH1PXvJkmnkh4etiZ9XodHRFPS3W6ZWymRq0jH0aKkX29bwYjjSK1q+rMz6cHy\nMtJ+eYr0wLA56fvdFHi5E7hF0u+ZMdLTq0lDOjeNNFI10GP3cNL56YPA7ZLOIl2bX0/6Zf1dpKTj\n3T7HDMS+pMSee5GSq1/OjJv+t5KOhyWZOeg1kCDDxaQHkf+XfxR6gvQr/eFdqPtAzFTnfL/T7p6n\n6f19k5QH5Auk8+pU4FZSgG9xUre7t5ByUfxjppVJuzPj4bY1cs+ekt6f/336ABMld7T/B3LOiYgn\nJW1GCqB8G/iUpItIAcS5SC1zNiMF7C+vLy9pSuW/iwFzVaYF8LVKHqAjScGH+4Gn1Zyo9ce5NUJX\nKeVZuZAUVDuPlH9ti1qxuyKiNZpdK2nv/qTAyE353PEq0nV0duCT1WBfRLycP/Pzgcsk/ZZ0bvow\n6fz6fxHxr4bq3QRsLOlKUrB+adKPTM9ROR/mwEAr2D4pZozuuA9pv+4r6YIOAlAtFwBHSNoKuJ10\nPng36Vy5f6XcCaRrz8+UEn7/N5ddl3R93aq23r/nMh+V9DzpeAvSkN9PAp8lna+/I+kD+T3PBbyZ\nNKR8p6P+DdRAzl+DOT/WDegebpAGdA9gNq5FD4wRXn+RTgTTgPlq068ktRKAdLM4HdioMn9B4BHg\np6P9HvzyazAvUq6Zl4Ht+im3Sv7+31CbfnKePg1YpI/llyG1VvlnLvsIqSnyT4G3Vsotn9d3TB/r\n2oT04PUk6cb+FNKvNsfm97Jsrfzied7DpOSll5Ee3g7L21qjYRtbAGfl9T9PuuGeSgpQvHoQ+/kv\nuW7n9lFmUVKrlFtJD6SP53//Eti4VnY6acSHdutaAjiJ1ALmpbztnfK8Ii+/b8Ny6wCnMqPlzD15\n/65XKTMn6WHkDtIN1h2kG7I5m+rV7nNpU+/W53/mUMoCK5ACFv/Ln9/dpCbui3VxX22dv0tP5e/V\ntcAnGsrtXF1nbV7b9bd5z3fldU1nxnF3P+ladQiwZj/76pjKtLeTHvpuBh7L7+FW0tCyi9WWL/N2\n5wYOJh0P00jH8Mc7fc8M/NhtDfF6Ta7fU6RfwX8ILNTtc0w/n1W7Os5Oemi6ihRIeTbX4TTSCG+z\nV8pOBV5u8xm1W/9O+X08l+t950DOPZ2+Ku/9K7XpU/P0RTtYR59lSQ9nvyR1PXw6f073krpPfQZY\noM1+mZ7XW321pnV07LSrH1065+T5c5DykJ3NjHPPk6QRhY4B3t1muem191R/j8s2vIfqeaD66uhc\nO8jvyPK1uja9Gq9LpB8jriGNCPRo3kdv7WNbb8vfi8fyMn8GPtbH/ruYdA44hXTsPw38CXhbrezh\nuf5faljPm0jH7+3UngcayhZ5u/uS7icuzdt8mHTtWbJhmTVJgZ1HSdf3c/MxsV+u04a18m/Pn3cr\n6XD9u7Aw6Z7hNtKx9BDpWvDFhs+s8Z6qr8+s3fHTZl43zo9Dvoej72t2476gj3sAv/yaaC9FdKOV\nWndJ+gHpJmHBqFRQ0nmkm8H1JB1NSpi2TG3ZKUAREcuPYJXNbIhyS4J3kI7xZ0e7Pma9SlIJbBAR\n7sdvZj1F0nSgjIhNRnCbBSk4tH9EHDBS27UZfA9n1n29mqPmaFIE9VBJS0laWNInSb/+/TiXeTPp\nl7y6v5Gy/Xc0ZK+ZjaycR6M+7aOkrhMX+wJvZmZm1nt8D2c2cnoyR01E3CZpc1L/4j3z5BeBPSKi\n1U9/UVKf07pWwq9FSE36zKy3XCDpcVIf9mmkYYA3IXWj2Gs0K2Y2hgxrAlczM7MGvoczGyE92aIm\nJ+k7izTs6vtICQyPBH4hadJo1s3MhuxYYF5S8sLPk/qhnwS8IyJuGs2KmY0RQXdG1zAzMxsI38OZ\njZBezVFzOrAa8MaoDNsq6URSRvHFgatJoy1sUVv266Tki/PXm99JCtIwli1lRJTD8ibMzMzMzMzM\nzAaoJ7s+kaKzN1WDNNm1pEz1i5NGw3hPm2XvaddHMiL272I9zczMzMzMzMy6pie7PpGGh1xD0py1\n6euShsR8hJS/5nWSNmzNlLQg8H7gzJGqqJmZmZmZmZlZt/Rq16cPAqcDFwA/JyWr+gDwWeCQiPia\nJAGXA8uQklc9DuxN6jK1RkTc17DeiAgnYDQzMzMzMzOzntSTgRoASe9hRuBlHuCfwFHAURExPZdZ\nBDgY+FAucyXwlYi4uc06HagxMzMzMzMzs57Vs4Ga4eBAjZmZmZmZmZn1sl7NUWNmZmZmZmZmNuE4\nUGNmZmZmZmZm1iN6dXhuswmtLHUUsDLwLDCpKOLxUa6SmZmZmZmZjQC3qDHrTSsDGwFbAr8Y5bqY\nmZmZmZnZCHGgxqw3PZv/XgvsMZoVMTMzMzMzs5HjQI1Zb5oE/A7YzN2ezMzMzMzMJg4Pz21mZmZm\nZmZm1iOcTNhsDHKyYTMzMzMzs/HJXZ/MxiYnGzYzMzMzMxuHHKgxG5ucbNjMzMzMzGwccqDGbGxy\nsmEzMzMzM7NxyMmEzcYZ568xMzMzMzMbu9yixmz8cf4aMzMzMzOzMcqjPlnPcEuQrnH+GjMzMzMz\nszHKLWqsl7glSHc4f42ZmZmZmdkY5RY11kvcEqQLcnBm+9Guh5mZmZmZmQ2cAzXWSyaRWtLs4ZYg\nw8ddzMzMzMzMzHqXAzXWM9wSZMS0uphBCox5n5uZmZmZmfUI56gxm3jcxczMzMzMzKxHOVBjNvE4\n2bCZmZmZmVmPUkSMdh1GjKSICI12PczMzMzMzMzMmjhHjdkEU5baAZgLOLko4tn+ypuZmZmZmdnI\ncYsaswmmLHUr8AQpqfDxwJFFEbePbq3MzMzMzMwMHKgxm1DKUvMBDwMLA68DPgXsBtwMHAGcWRTx\n4ujV0MzMzMzMbGJzoMbGhLLUUaQWIM8Ck5wEd3DKUusCRxRFrF2ZNjfwYeCzwOuBY4E/AH8tiphe\nW96fg5mZmZmZ2TByjhobK1YGNsr//gWw/SjWZSxbG7i+OqEo4nngt8Bvy1JvAXYCTgQWLEudBfwR\nuCjns/HnYGZmZmZmNow8PLeNFa2kt9cCe4xmRca4tagFaqqKIm4uitirKGJVUkDmH8BXgfvLUmcC\nr85F/TmYmZmZmZkNAwdqbKyYBPwO2MzdbYakz0BNVVHEHUURhxRFFMDywEnAHcCLwH+AdcpSPoeY\nmZmZmZl1kXPUmE0QZak5SaM9LV4U8XSbMv3moClLLUIKnH0SWAg4Bji2KOLe4aq7mZmZmZnZROEc\nNWYTx6rAv9sFabJ+c9AURTwGHF6W+jkp580ngJvKUk8DT5Fa23zULZ/MzMzMzMwGzt0WzCaOTro9\ndZwLqCgiiiKuK4r4LLA08AzwJmBzUuBmu7LU/EOss5mZmZmZ2YTiFjVmE0cngZpJpJY0ewykRUxR\nxLNlqbtIrXauJ3WH2hX4ZVnqYuBU4KyiiCcGVfM+9Nddq6/5Hm7czMzMzMx6jQM1ZhPH2sB3+yqQ\nAxWDHXK7HuT5Wc5n8/68zp+Xpf4CXAxcBPylKOKlQW6rqr/uWn3N93DjZmZmZmbWUxyoMZsA8uhM\na9LhiE+D0RTkyflsjgeOL0stAGwIbAIcCSxflrqMGYGbW4oipg9i0/111+prvod9NzMzMzOznuJR\nn8wmgLLUisDUoohlR7suLWWpxYCNSYGbTYGFgRKYml+3FUX/J6iy1ML00V2rr/n9LWtmZmZmZjbS\nHKgxmwDKUh8BdiyK+OBo16WdstQypMBNK3gzJzOCNlOBOzsJ3JiZmZmZmY1lDtSYTQBlqQOBF4si\n9h/tunSiLCVgBVLAphW8WRi4lzT8d/X1b+BfwD+7HchxsmEzMzMzMxtpzlFjNjGsReriMybkgMud\n+fUrgJzjZmlgmcprXeAjwCrA3GWpS4DW629dCNy0TTbsII6ZmZmZmQ0HB2rMJoa1GcZEwiOhKOIp\n4O/5NYuy1PKkoMpGwFeBBSuBmxK4dRDJivtKNuwRo8zMzMzMrOscqDEb58pSS5HyvfxntOsynIoi\n7gbuBo6DV3LetAI3XwAWzoGbMr/+1kHgpj7keJVHjDIzMzMzs65zjhqzca4s9V7gy0UR7xntuoym\nSuCmyK8FSa1t/grMBswDzN3w9yHgDuCf+XVXUcSLHjHKzMzMzMyGgwM1ZuNcWepbwEJFEV8f7br0\nkrLUsqTAzerAi8DzwLTa3xeA1wArAW/Ir6VJSY3vIOXQuRe4D/hv/nsf8KRHqDIzMzMzs8FwoMZs\nnCtLnQr8vijit6Ndl/GgLDUXsDwpePN64HUNL0gBmwuBI4oibh35mpqZmZmZ2VjkQI3ZOFeW+hew\nVVHEP0a7Lu2MtxGUylILAkcDbwOWBK4DfgacVhTx/GjWzczMzMzMettso12BJpJKSdPbvM6tlFtE\n0q8kPSTpaUkXSlptNOtu1ktyHpXFSd10ellrBKUtGUPDiLdTFPEkqcvUcqQ8NwC7A/8uSx2UR6gy\nMzMzMzObRa+O+vQZYIHatHcChwBnAEgS8EdgWeBzwOPA3sBUSWtGxH0jV12znrUmcHNRxMujXZF+\njMcRlKrvaauiiMfLUqsAnwauK0tdA/waOCMPPW5mZmZmZjZ2uj5JOpo0VO5SEfG4pA8CpwMbR8Ql\nucyCwF3AiRHxxYZ1uOuTTShlqS8DKxZFfG6069KX8TiCUl/vqSw1H/BhYHtgQ1Ium5OAs4sinhvp\nupqZmZmZWe8YE4EaSfMB9wPnRcR2edrRwGYRsUyt7BSgiIjlG9bjQI1NKGWp44FLiiKOHu26DMV4\ny2FTVZZaFNga+Cgpp81ZpKDN+UURL45m3czMzMzMbOT1ZI6aBlsD8wPHVaa9GbiloezfgGVzcMds\nolsLuH60K9EF4yqHTVnqqLJUWZY6B5heFHF0UcR7gFWAq4BvAveWpQ4uS71pVCtrZmZmZmYjqldz\n1NTtBDwAnFuZtihwZ0PZR/PfRZiRI8JswilLzQusCIyHoaHHWw6bVuAJUuBpe4CiiAeAw4HDy1Ir\nAbsBfypL3UMaRepk57MxMzMzMxvfej5QI+m1wKbATyJiemXWoPpsSdq/8t8yIsrB186sp60G3D5O\nhoOexPjKYdNv4Kko4g5g77LUt4EtgE8AB5elTgemAJePgSTRZmZmZmY2QF0P1EiajTQsLcBDteDK\nYHyc1EXruNr0x0itauoWrcyfRUTsP8T6mI0V46XbEzk4s/1o16OLOg48FUW8RMpbc1ZZaglgR+Cn\nwNK569SZwAV5SHAzMzMzMxvjupJMWNLywO7A5qSHw1bum+mkB8ULgF9FxF2DWPetwPMRsXZtel/J\nhDeKiBUa1uVkwjZhlKWOBG4tijhstOti3VeWWg54H/B+4J2k3DZ/BP5YFHHPaNbNzMzMzMwGb0iB\nGknLAd8DtiXlkLkCuBl4OBdZDFid9BCxJHAq8PWIzh4iJK0DXAN8OSJ+WpvXGp67iIhL8zQPz22W\nlaX+DHy1KOLy0a6LDcxAR7kqSy0AbEYK2ryXlGj9/wEXFcUYGNrPzMzMzMxeMdRAzTPA2cARpHwv\njSuTJKAAPg1sFRHzd7j+Q/Myr42Ih2vzBFwOLAPsBTwO7E3Ky7FGRNzXsD4HamxCKEvNATwBLOnk\ns2NPWapkRrLh3xVFbF+Z12cQpyz1S2B90rnxduC7wB+KYsjdUM3MzMzMbAQMNUfNOyPixv4K5QDO\nVGCqpDU6WbGkOYGPAufWgzStdUp6H3Aw8HNgHuBKYOOmII3ZBLMKcF8vBWkG2kpkgusr2XDjiFEV\nKwGrVtbzTeDAstT3gN8URbzY/eqamZmZmVm3zNZ/kfY6CdIMdpmIeDEiFo+ID/ZR5rGI+EREvDoi\nXhUR74mImwdaJ7NxqBcTCbcCDFuSAgzW3iTgd8BmDQGt/kaMqs5/H7Au8HlgJ+CfZakvlqUW6X6V\nzczMzMysG7o26pOkNSPihj7mbxsRp3Rre2bWp14M1PQ7JLUl/Yxy1d+IUU3z/wT8qSz1duDLwOQ8\nYtQxwMWtblFu9WRmZmZmNvq6MuoTgKRpwDcj4ie16a8CDgN2jojZu7KxQXKOGpsoylJTgYOKIi4Y\n7bq0lKUWpsMhqW14laUWBXYAPgEsBBwLTAGOp01unA7W6SCPmZmZmVkXdK1FDfAj4GBJm5GCMg9J\neivwG9KITzt1cVtm1kZZSsCa9FiLmn5aidgIKop4FDisLPUzYG1gN9L3pZVweDCtnvrLnWNmZmZm\nZh3oWosaAEmbACeQct/8FtiTdPM/KSLu7NqGBsktamwiKEutAFxWFLH0aNfFxo6y1LzAjqRhvZ8G\nfgocUxTxRJ7f32hT55DyD11Lc24dMzMzMzPrwJCSCddFxMXA5sAiwJeAG4D1eyFIYzaBrAEMONG3\nTWxFEc8VRRxVFLEYacS9twN3laUOLUutRP/JoPtKgGxmZmZmZh3qZtcnJG1BynPwEHAOsDtwmqRd\nI+KRbm7LzNpaHQdqrEGneWSKIq4Gri5LLQ18FriSfrpFuWubmZmZmVl3dK1FjaQfA2cDVwNrRMQe\npNY16wA3Sdq0W9sysz6tDtw02pWwnjSgIdKLIu4titgHWA44EHgG+Dcwz3BW0szMzMxsIutm16dP\nA5+LiA9FxKMAEfEn0kPjdcD5XdyWmbXnQE2HNFlHabJKTdY5mqyFR7s+I2BQQ6QXRTxbFHEosDhw\nO3BTWerTZamudp81MzMzM7PuDs+9WkTc0sf8z0XEz7qysUFyMmEb78pSryJ1PVywKOKl0a5Pr9Nk\nlVSGo479Zh6OWpNn7ioU+43t3CvdGiK9LLVaXo/yum7uUhW7ykOGm5mZmdlY1LUcNX0FafL8UQ3S\nmE0Qbwb+7iBNx/prYTKuhpzuVh6ZoohbylIbkPKQXVSWOgY4oCji2X4WHWnj6vMzMzMzs4mh28mE\nFwG+DKwHvBa4D7gK+HGEf8k0GwHu9jQwk8gtTNq0lhlUVyEYf61x6ooipgNHlaXOBA4Bbi1LHQ/c\nQeoedUdRxGOjWUeG8PmZmZmZmY2WbnZ9WgO4CFiQlFD4QWAJ4B3A48CmETGqD5Du+mTjXVnqUOCu\noogfj3ZdxoOct6avQE5fy5b00a1qvClLFcDGpODUysBKwPPkoA1wC3BmUcTtI1inrnT1MjMzMzMb\nSd0M1FxCCsxsHhH3VKYvD5wHPBARGzUvPTIcqLHxrix1CakLykWjXZeJTpN1Dml0pWuBzcZbi5r+\nlKVEuiasRArcrA1sDTwMnAqcWhTxt9GrYd+c38bMzMzMRks3AzXPArtExO8a5m0PTImIebuysUFy\noMbGs/xg/CiwclHEQ6Ndn4luKK1xxqs8StR6wEeAbUjDfZ8K/B64KXen6gllOXOLqKIY3y2izMzM\nzKx3dDNHzaPAtDbzppF+RTWz4bM0MM1Bmt6QgzN+uK/IgZgrgCvKUl8B3kYK2lwKzF+Weh64jZTf\n7AHg/vz6N3DJCOe8cX6bKs3cwgjnnTMzMzMbNt0M1BwB7CXpwoh4rjVR0nzAXsDPu7gtM5uVEwlb\nT2rqRlQUEcA1wDVlqbeTWq/MQ8pvdgSwJDO6Tm0JHF+WuhW4ADgfuGaYRzd7JdG0uz0BfY2g5SCO\nmZmZWVd1M1AzL7AccI+kc0i/hi4BvJfUomY+SQe0CkfEvl3cttn4MrgHHwdqrFf1N0x2tfXKdk2B\nkbLU3MD6wGakwP9yZamLSUGb07vdkqxbQ5mPI321MPIw6GZmZmZd1M0cNQPKLRARs3VlwwPgHDU2\nZmjm/BhE//kxylK/Bc4pijhhOKtmNlBlOXNi5XogZjCjM5WllgTek9e7JfAH4LCiiL92s+6WacZn\nNEvgWDN/vm5RY2ZmZjY0XQvUjAUO1NiYMYgHn9wtZFJRxI3DXT2zgRjuYbLLUq8Gdgf2BP4DHAqc\nVhTxYre3ZQ36CuKYmZmZ2YA5UGPWi/p78Kl1jSqnMo2U0HvhoogXRrKqZr2iLDUH8AHgC6TcNkcC\nRxVFPDCqFTMzMzMzG4AhBWokzRMR7UZ66toy3eJAjY0bta5R5VS+BxxXFLH6ENfrpKA2LpSlVgc+\nTxpV6jTgkKKIW0e3VmZmZmZm/Rtqnpg7Je0p6VX9FZS0gKTPA/8a4jbNbNbEnmvQnUTCraSgW5Ja\n9JiNSUURNxVFfJLUsuZu4KKy1LllqXeXpYYcsC9LHVWWKstS5+SuXWZmZmZmXTHUUZ++CHwf+L6k\nM4HLgVuAR/L8V5NGotkQ2Io07OqXhrhNM6sMHUzE46TWA90I1PQ1sovZmFMU8TDwnbLUD0nHzU+A\nl8tShwAbAG+gMmz4AFbtkY7MzMzMbFgMKVATEadIOgPYDvgk6Qa4vs6XgauBzwAnRTh/htmQxSxD\nB68OXNCFNc8cADIbJ4oipgHHlKWOBTYHvkIKtMyViww02OKgppmZmZkNi64mE5a0ALAWsESe9ABw\nfUQ81bWNDIFz1Nh4lLtxPAisURTx39Guj/VPk2fOBRT7OSjWTlnOvK+6OWpUWeoyYH3gOeAp4EzS\nMN8X5cBOX8sO60hWZmZmZjZxDbXr00xyQObSbq7TzPq1BCDgf6NdEeuYu810bjj31ftptSBLXXU/\nCHwd+E1Z6k/A74HfF0U8X18wB2f8uZmZmZlZ13U1UGNmo2J14Kai6GLzOBtu7jbTuWHbV7Vgy+PA\nIcAhZanFgPcBuwA/KksdARxZFPFgN7dvZmZmZtZkqKM+mdno61YiYRs5k4DfAZu521O/XtlXI9XF\nqCji4aKIKUURmwHvBpYGbitLHV2WestI1MHMzMzMJq6u5qjpdc5RY+NRWep4oCyKOGa062Ld4Rw2\nvacs9RrgU8CewK2k5PnnFkVMH9WKmZmZmdm44xY1ZmPfyLWokY5CKpHOQVp4RLY5MbXysmxJyqHy\nCk3WSpqs+zRZn9FkzT4qtZuAiiIeKoo4EFgeOB74DvCPstQXy1ILjWrlzMzMzGxccaDGbAwrS81F\neqi/dYQ22TaAYF3VV16WjYDbgI8B12qy1hvJik10RREvFEWcALyVlMPmHcDdZakjylKrjWrlzMzM\nzGxc6FqgRtLFklZtM29lSRd3a1tm9opVgHuKIp4boe05CW6nhtb6qK8cNusBp5ACNj8CTtVkTdFk\nLTH0SluniiKiKOLKooiPAW8C7gcuKEtdXJb6cFnKyfrNzMzMbFC6lqNG0nTgHRFxTcO8dYBrImJU\nW/A4R42NN2WpHYAPFEWMzDDBKeCQhjMO503pk1QyY1jp3xHd+Yw0WX8Ddoj94vr8/wWBfYGdge8C\nh8d+8VI3tjXedTsXUG7h9mHgc8CKQAlcnl+3FEW8PKQKm5mZmdmEMFK/+L0eeHqEtmU2kYzsiE8x\n03DG1reutz7SZC0MLAPc3JoW+8WTwNc0WccAhwK7a7I+FfvFVd3Y5jjX6soHKQA5pO92UcQLwEnA\nSWWpFYENgPWBzwNLlqWuYkbg5sqiiBeHsj0zMzMzG5+GFKiRtCuwW2XSLyQ9VSs2H7AacNFQtmVm\njVYHfj7alQBSV59K6wS3uGES3W99tC7wFPAnTdZMrUBiv/ibJus9wHbA6Zqs44D9Yr+Y1qVtj0fD\n1pWvKOJfwL+AKQBlqcWBd5ICNz8BXi5Lfawo4o5ubtfMzMzMxr6hdkUK4OX8Apje8HqE9CC5W9MK\nzGxIRrZFTd+caLgq4nEitu9ywGo94EXa7OfYLyL2i5NJ34s3ANdp8v9n77zD5SirP/45qRBKSKiB\n0KW3ICUQ2gsi0kEUQpEuTVBU+g91WVARkCJdIBCa0osUaZKX0AlVepFOCD2QUBJCzu+PMzfZe7Pl\n3ruzO7t3z+d53mf33p2Z92ybnfnOOd8ja6Y4f0+jnBdQt4lRLohRYoxye4zmTxSCfhiC3hSCHo4J\nQwOB52KUA2MUL8l1HMdxHMdxZlBVRo2qjia5Wijmx3CQqr5YdVSO41QkRpkPmBOSxOkRAAAgAElE\nQVR4O+tYEspnJ3jGTRqsC3wELEaJ17mD78ppwG3J/07QnE6tY6wNTyLO1KKUr1JJ1bKYkAZwErBB\njHJQCPpFDWJxihBj+/1RCL4/chzHcRyncUjN3FdVg4s0jlNXVgH+G0JKjuCdQWQ0Io8g8ntEvo+0\nywSYkZ1QQoTJJuOmmu5L1XVuShXJSy9gbWBnymeBFL7OmwHDkjFO8jKsTuG2OpVKqgofXx4rZ3sq\nRhleh9gcwzMAHcdxHMdpWFI1ExaRgcCWmNnlbB0fV9Xj05zPcVqc+pY9ifQCtgEOAtbBTFPnROR2\n4FbgngqdjWrjB1I5U6caw9jS69Y/Q2h54BPN6WuUfw7tXmfN6UTJy7bAHsBdkpezgL9ozo1sa8gM\nf6ISmRodHz8wRtkB+FeMcjpwcgg6vX7htiQ18ydyHMdxHMepljTbc6+HnawNLLWMt+d2nPSIUUYB\nj4Wg9bkaLLI88G9Ulyz43zLAVslYB3gUGAvcDzyK6lcFy3avtbfI7MBCwAfttjfz8Ui5NtgmJG2B\nnZCVyvYpNXfpdWvUfrtkKHnZF9hYc/qzCsvNeJ07ZtxIXoYCo4BBwO6a05drFa/TdWKUxbDv0OzA\nK8BmXpJTGxLvoHJimuM4juM4TmakKdSMA3oD+wHPqeqUVDacIi7UOD2JGOVx4Jch1KkNs8i+wCao\n7lbi8bmAgLUk3oCZGT/3J+MB4AtgLmDuImMQsEjBWDi5nRP4ABgMPIMJQWOBB1H9oqIQ012BqNK6\n1QhA3UDychHwlOb0nCq3I8CBwPHACcDZmvPsjUYhRrkP2DD5cxJwDHBZCNqxo6KTEZX8bdz/xnEc\nx3Gcakmz9GkFYKSqPpHiNh3HKUKM0gdYEXi2jtOOAB4s+ajqJOCWZIDIAKyd9IbAocA/sUyBSZhg\n03FMBMYDjyS37yXjE1SnIzIHlrWzIXAksBYiL2EZCI8AZwLDEfkGmAIU3u6G6rQuP2MtazZbi/bb\n5ViHFFqxa04VOE/ycg9wGbCd5GVvzWmjmFK3Ol8mt+OAPLA3cEKMchlwdgj6WmaROW10xiy6u+WW\njlMUFwAdx3FaizSFmneA/iluz3Gc0nwPGB+CTq7jnCOAszq9tJUpjUkGiPQGFO1m9obql8B/kgEi\n/YG1MOFmPmAXbB80W4fbOYDZELkFuAH4D6rfdCuG9vHUqmPQLEheBgKLU6Uw16Ej1K5Y5tMRwOOS\nl8OAKxIhp2nogScvHf1rbktKog4CHo5RHgNOCUFjhjH2eCp8rrpiFu3+N05auADoOI7TQqTpGZMH\njkoMhVNBRLYUkbEiMklEPheRcSKyccHjg0TkIhH5SEQmi8jdIrJyWvM7TgNTbyPhebEypOe6vQ3V\n77ot0hTf3hRUH0D1z6iORHVbVH+E6kaoroPqMFRXQHUxrFvSs8BRwARErkJkJCKXNEpXpwoMB55M\nwQC4Xacbzek0zemJWHeoI4HrJS8LVzlHvelR3XtC0Ikh6MhCYSAEfTsEPQZry34DcFGMMiZG2ajk\nhpxqKfe5mtHhroxZdLnHHac7uADoOI7TQqSZUbMVsCDwuog8DHzacQFV3aOzGxORA7Cr92dhIlBv\nYDVgQPK4YCUWiwGHYGUTxwBjRGSYqr5X1bNxnMamvkINrIuZA3e9fKgRUH0TOAM4A5EFgW2BPTGB\noney1CXAjzOJrzLrAGl4ERU90NecPi15WRPIAc9JXi4DTtKcvp/CnLWmZU5eQtCvgVExyqXAz4CL\nY5S3gFwIen+20fU4Sn6uEvGlZDZDpccdp5uU7SbXA7MLHcdxWpo0zYTfBBRoM+st3LAAqoXdYspv\nawngReAoVT2zxDLbATcCG6vqfcn/5gbeAK5Q1UOLrONmwk6PIEb5F3BpCHp9l1fuTltpkT8D36Ka\n6/J8jYzIXcAPgc8wwWYccD1wE9o4IoXk5d/A+ZrTm6vcTsmOUAXLDMEyj/YARgMna04nVDNvLWnl\n7j0xSl9MsPk98DpwXAj6QLZR9Qxa+XPlNCcxtu9EGEJtOxE6juM4tSU1oSZNROR44DfAvKo6tcQy\no4DNVHXRDv8fDQRVXaLIOi7UOD2CGOVN4Ich6KtdXrk7baVtnRNRvbPL8zUyhV2dYCqwObADliH4\nPFZm8gYmNhcb0zEj5I4GyZNQ/S6VEPPSC/gYWEFz+kEa2ywzV6GI91vMF2V3LNvo5FrP73SPRLDZ\nA/gd8BpwdAhu7O84rUSM7TsRusDoOI7T3DSqUHMv1q73bOxK4WLAm8DpqnpusswjwGequkWHdY8E\n/gLMqWZmWviYCzVO0xOjDMS6IQ0MoYgYUCljpqttpUX6Yhkni6D6eQpPofExo+IfANsDC2AZgsVG\nb6x9eMdW43MCXwMTgLdLjHcSg+TyoeRlBeA2zelS6T3BknNFCkQ8zenIxLPmaGA3YBRWEvVJrWNx\nilOuvCFG6QfsA/wBM/H+XQj6RiaBNjrdySx0nAbGs8Acx3F6Fml61CAicwL7Yl1YBgP7q+qrIrIL\n8JSqvtTJTS0MDAFOxnxn/gfsBJwtIn2ScqjBWKp3R9q8cQYxs8bccXoSKwPPFxVpjEqdIbraVnoY\n8HrLiDRgRsVwezK6jkgvrNvUEExobhsjgJ2T+4si8iXwFqXFnA84LjV/ms4wiy+H5nQ88CvJy0lY\nxsbLkpdTgb9pTn0fW39Kfr9D0KnA+THKFcBhwOOJn82fQnBxrQPeQacn04JCXDlvJPevcRzHaT5S\nE2pEZFHgPqwzzMvYyeRcycMbY1enf97JzfVK1t1TVW9K/hcT75pjgKK+NY7TIqxK+TbN5c1Vu95W\negTwUBeWd6y71aRkvFJ0GTNEn5/2Qs5imHFz2/1BE05hyld9mcBxcinFs3LSbNE+Q8Tr6GGjOX0P\nOEjycjrwR+BVycvxwMUpdKNyOk9F8+QQdDKQj1HOxwyiX4rRxLXEkDhVmvQksGVMqFsUF+La46+H\n4zhOk5FmRs2pwDfAcsC7mN9DG/dhB4ud5RNgaeDuDv+/G9hcRBbCSjEGF1m37X+fFduwiBxX8GdU\n1diFuBynEViF8h2fupoxU4n1gFtT2I5TiNWdfpiMx4suIzLbJnvyzNEPcMaSE/kGE2/WwTIMTcwR\n+YrSGTlvAxM665eTiDNFD+A7+NfsCnwPOAn4reTlWOB6zTVgLW3Po2znl0JC0A+AX8QoZwB/Bl6J\nUU7BjMjTzJBrxpPAtPeTTmPhQlx7/PVwHMdpMtIUan4IHKCqb4pIx+2+h2XadJbngeGdWOaHRf6/\nIvBWR3+aNlT1uC7E4TiNyKrAtSUf7XrGTGks62M9LJPNqTNyHP2BRfbYgYt2f6ZI1oq9P/Mxa1bO\n2gX3ByMynvbiTWG51TuoTupEOO1OxhP/mk2x/fBfgKMkL2cAt2quhcrkitBR1CrVYas7dKf1cwj6\nCvDTGGU4ZtSfj1GuAc4NQZ9JIazmOwlMcz/pNCIuxLWn0wKv4ziO0xikKdT0w7qdFGMgMK0L27oB\nM0TcHGuV28bmwDuqOkFE/gXsJSIbqupYmNGeexvgiq4G7zjNQIwiWEZNudKnNFkU208U84Nyas9a\nwJMlS4ssK+ejZBTv8mPGyENpL+SsBfwEWBzLyvmG8lk573NcUf8aBe6SvNwD3ImVpY6WvNwLXA38\nS3P6cfefftPSkBkmIeijwM4xykLAfsBtMcpbwLnAdSHolG5u2k8CncbChbh2dEfgdRzHcbIlTaHm\nWeCnwB1FHtucUicRRVDV20VkDPB3EZkPa4+7I3bldq9ksZsxg80rROQIYCJ21V8xE2LH6YksBnwZ\nQt1OftcDHqIR28O1BusCj1S1BTNG/l8yZsWycuZl1qycNQvuzzctz4SHh/Ley/Ox275PzuJfM13y\n0peZpadzY53FTpe8PI6J7//BfnM6dshqG59hfj6vAm9qTrsi7qdOlVkxDZ1hEoJOAE6IUU7ELm4c\nDJwWo4wCzgpB3+/i9vwk0HEcx3EcJ0XSFGpOBq6zY37+kfxvJRHZHjMR3raL29seOBHIYx2cXgR2\nVdWrAFRVRWRr4K/Y1cDZMMPTjVX1vSqfi+M0KpX8adJmBPBgHedz2rMucGFNZzAR7uNkPFl0GZH+\nvZVF1n+Hvdd/h7sR2Q6dpWSmUJzYQnM6UfIyANgMy945LFnmiyJjMrAMsFVyO0Ty8hYzhZtXsayu\nN4C3NNftzI+uUE1WTElTZqhtadQsWKbpyti+Y2Usu/Vl4JVgtzehemOMsjxwCPBCjHItcEoI+mrb\nZprUMDgzYpS+wIJY57eFmdnNcmFgASwLuQ/QN7ntU/D3/UCujoK80+L499txHKfxkDQvlIvIgZi5\n5FwF/54EHKGqF6Q2UTcREVVVyToOx+kuMcr/AYNC0CPqMqHIE8AvUfWuT3VG8iKYeLKy5rqW4VBT\nREYCZwP7MbMrH5KXeSgjTnRpirzMhhnKL4OdPCwDLJmMoZgB8xsF4zNMgJgGfFvk/lRgSofbtvtt\ny35XMKYB12Ai0zhgszTFFMlLZKYIdI3mNJVslHiPXNR3Iuv2/YL+ww7jlX4TWQETBV7Esl6fBXpj\npv/LYa/tHJgg9jLw2pdL8M2rh7DW56uwcd8veGLeRzh/uVN5IN7DVfRmg7aYQ0gn5loSoywICPBB\nCN0/2ElKTufChJeFktsFsUy0wQWj8O95sO/v+ILxfnL7IdZ8oePn9FssK3hvYBfgBOC8ELyrmlNb\nYmy/T2qG77fjOE5PJ1WhBkBE5sSuAi+AdW96SFVLedfUFRdqnGYnRrkKuC0Evbzmk9l3+QNgXlS/\nqfl8TjskL8sBd2pOl8g6llkQWQu4ERNsTqpnaZzkpQ8m1ixZMOameGZC222/ZPQvctsHEy96d7jf\nG5gd+BwzxC880R6PZYkOwn7ndu6KkCN5uR0rDUtPBBIJT5zDbZNWZADAbO/y0Dq7szfwv7Jdv0Tm\nwQSb5TBxbDAw6Ns5me/dn7Lc+1ux6OzvMf27/vSZvDy95nyZ71Y7ggl9JzEJy4SaDHyZjCk1HFOT\ntvezEKP0SeJfDRiW3K6GvcffYWLUGx3G69j7ORfFhZbB2HFMmzijyfIfABMwseVj4NMS45MQul6+\nV5DZ0AsTbxYCfh2C3tXVbTlOZ4mx/T7JM2ocx3GyJ83SJwBUdTKzttV2HCcdVsFKAuvB2sAzLtJk\nxrqYD1fjoToOkeHAv4AVEdm/Xp+TxLvmzWSMqeVckpde2An7wh3GCsD3sRN7gLclL3cAzxWM/2mu\npEBStjSqa0HKQlgJ8AZT5+OlJK5x3wxlq051u7FlHkvGDPpiCthbUfpOnY9dgKNRFvp2EEf2msJd\nmPgxZ4fRv8SYg/biWHdGP0S+BaaoMOXzlZn+8fr0/WwNZus1lP59JzJlwNtMnuNNPp/jf3w694s8\nNeAdJooyZepApk9elv5fLsmAr4ay3DdDWHPKfAycNhdzoHyuvfhwen/Gfzc779GL97Gukp9hYswH\nwIQQdHKX3pfuU1hydw1wBnBujPICcFhhOZrjpIgbgjuO4zQYaZc+9cVOLoZinjHtUNWLU5usG3hG\njdPMxCj9MdPsearoztJ5RH4HDETrVGbltEPy8nfgec3pmVnHAoC09zBAdSIiA4BLgUWAH6P6QdFV\n6+nJUqd5C7JiHgcOxTporVwwhmLZNm1duT7scP8+zenL3Q9A+gAHAX8ARgEnxDH0pUYnWzFKL8w7\n7vdYOdEJwI0hFM9ySZsHbpY5tQ9baB+2nd6XH8l3fNp3ImPmeZYHh17D63O/zHS6Lv7MgX12F03G\nnFj21DvJuBytbyZLscyGZN9/KHAkMBo4IwR9t55xOY7jOI5TX1ITakTk+8BN2MFpUVS1VyqTdRMX\napxmJkYZBlwRgq5clwlFbgcuRPXGusxXPpZZRYIejuTlGeDnmtNxWccCgLT3MEATDwORXkAO2BPY\nHtWnZ1m1Rp4slajlvGU9eUQu+E5Y7ps+TNt2F467dylmB+ZPxgJYOctWmHnz34C7NGeCR6fEJZF1\nMBP9z4GDUX0hredVicSvZWtMsBkA/BG4NoQy5VXdm6cXJnhthAkX6wOPArcAt4agr6c5HwAis2PH\nMItiZWDHAecBfy5VdtVVKpm2xjjzc1XkscuBjbHP0L+xbJtYjf+O4ziO4ziNSZpCzWPY1amjMVPC\nqR2XUdU3U5msm7hQ4zQzMcoewBYh6C41n8xOvj8Bli+VJZHyfOWFmFIiQQ9F8jIX5ocxWHM6y740\nE6T9lf4i79E9wIbAC0AofPyGFeTtwV+zaC/l87GLs9rvxupbdQm5khdMNQJguXU78XlNDJN3xjIl\nZgfOAi7DhIji4pLIYOAvmFByOPDPrvgDpdnZJRFsfoRl9LTFdW0I+mU3t9cLWBUI2PPfEPN6iVg5\n9Z0h6OfdjbdbiCwMXItlQe2JVj9/NaatHdZ9AvvcAJwDXB6CTqo2PsdxHMdxGoM0PWpWAnZS1dtS\n3KbjODOpZ2vuFYBP6iLSGJVaIRe2fj6gTjFlydrA0w0j0hgzPAxKCBptxr2rAY8hsjJq8W/9Cm/3\nm86iwMAN3+ZkOry/NSxRquQFU/pzV1nEKfeZrfh51Zx+A4yWvFyKZYscChyPtStvv66IALsDJ2PC\nwQrdFA2qaTnejiSL444Y5U5gE+C3wBkxym3AP4C7ynUrSoSZlYAfYFkiG5CUhGHeLAeHoOO7G18q\nqI5HZGMsc+UxRLZH9cUqt1rNvqxw3c2wjKqNgIOBP8Yo/wDODkFfqjLGpsfbTaeHv5aO4zjZkKZQ\n8xqWUeM4Tm1YFbvqXg9GAPVsyV3p5KWSSNDTaDwjYXvdy53Yt72HT2In3PcisiOq7/ebXkR8aE9J\nAaEaESdZtjMxF4urGvGw059XzakC9wP3S14WB34DHAhcoDmdiMgKWPnNnFgmzf7AzYh0pwwwdcEz\nEWz+A/wnRpkf2BE4Bhgdo1yHiTa7Y68nWLewdTFx54tk3X9ipT4T0ogpVUxs/AUiewNjETkA1Ruq\n2GI1pq3F1o1AjFGGYp+NGKM8g5XU3VEvD6EsqCAgpCZKOv5aOo7jZEGapU9bY91otlatT1p7V/HS\nJ6eZiVHeB4aHoG/XfDKR0cAjqJ5f87lsvhm+DC0ixJRF8nIrcInm9PqsY+k0he+hnYD/DjtxHIl1\n0Sn5/pYrjaqpv025z13lUq+afWYlL6vMMZVbLr+Bd7Z/ieXFvFLOR/W7asoAK/ifpHrVPEZZAivt\n2g1YBjPvBXgLyAP3htCYxwolEVkTuB64Evh92bbnGZEYD4/EMrTmxsT90SHoF2VXbELKlZF5u+n0\n8NfScRwnG9Lu+nQ6loL7MtbacsZDgKrqhqlN1g1cqHGaleRK9avAoLoYR4q8AvwE1WdrPpfTDsmL\nYJ4Yq2ou49KPahHZErgE6xB0Tik/lam95YF+01kv+bOd+FDRZ6ZWZCkeimw1TTjnzu8xx6Gb89D/\n5mVnzenXyWPlBaRuUo13Sie2PRYrbWr+Ez2R+YGrgW+BnVH9rMIadaOj2IaVlh0KbApcDpwVgr6W\nXYRdoxPGyyUFhHKipNM1/LV0HMfJhtRKn0TkaOyA4GNgEtAx3da7EjhO91kFeLZOIs38wIKYKaxT\nf5YGvmp6kQZA9XZERmDlLgGRvwP3tXnXtFGhNKqSz0xtqFzqlS7mQ7M58H/Agn2U/bfejbFY6+0o\nedlec/o+tSsDrKUP1Lb0lBM91Y8Q2Qw4FXgYkW1QfTXrsBLalagkYtuDMcqiwC+Ah2OUfwG5hmnv\nXd4LqlLJTckysuRvL9HpBjFKH2A5YBiwenI7O3BejPI20HFM9M5jjuM46ZNm6dMErD33wdqA6cDg\nGTVO8xKjHAosG4IeXPPJRLYDfoHqj2o+lzMLkpefAdtqTnfKOpbUEJkDy7b8MXYC8G9MvLkD1ckt\nXfom0hvYARNoegN/Bq5DdRrMyLA6FtgP+1w8U4swpswno186ki1XOJGn+01kp3q9D01tVCpyAGYA\nPRLVmHE0FUtUksyIo7CSxAuBv2T+epcp5fOSm9oTo8yJ+d8NY6YwsxLwLvAU8HQyJmNt6xcHFisY\niwNTMLGsGu8mx3EcpwNpmgkPAK5pVJHGcZqcVbGD1XowAniwTnM5s7IO8EjWQaSK6pdYx6KTk5bH\n22LCw8WI3IeJ/L9sGZHGsgiWA+bBrlR/irW5vg1tb/6amA3/UfLyCnC35GVfzektZbbbrXbj/T9h\nidWOYn7gh9TXMLR5jUpV/47Ia8DViByL6kUZR1TWqDj53zExytmY79ErMcpJwDkh6Dd1jXQmnTLl\ndpGmemKUIcwUZNpEmaGYh9gzmDAzGsve7XSr9xhlbeDa5PZ3IZjI7DiO41RHmhk11wFPqeqfUtlg\nDfCMGqdZiVEeA34dgta+E5PI/UAe1XtqPpczC5KXx4Ffaa4O73XWWCbNFlimzWbAi8AtyXiulKdN\nu03UrrV3bRBZAOuotnTynwhs0snnujZwA3ApcELS4rtw25FuGg3XyvumEj0ia0JkWeDWZBzRoCbD\ns2QuxSgrYhlcq2NC4T/KtVSvCeUNvbstPDoQowiwFpaxtwMwL+2zZJ4CXq5WWEk+Wyth4vNzwI4h\n6EfVbNNxHMdJV6gZgSnxl2Fp7bMY7Knq66lM1k1cqHGakRilN9ZFZ0jNO3eI9MO+u0PQntclpNGR\nvAzAjITnm2Ee2yrYZ28jLNtmG8zXrE20mcXXZsZqtewKlRYifYEtgb2BgJURLEIxUaTCyank5XLg\nR8AcwEjN6a0F63ZfbMmo/KzHGJWKDAKuA74Bdmm0/WeFDknrYV07RwBfYhlenwKfFNz/FNs3fZyM\ntvsfhVCjfVU1wmMF/nuSvDh1HobINKYOepK1lhrVZB3ISpAcL6zHTHHmK6xT2Q3Ak7Xwkunw2XoR\n2zftGII+lvZcjuM4rUSapU8PJLfHJ6MjitXfO47TNZYGPqxTe9XvA6822klGC7EG8HzLiTRAIsTc\nDdyNyK+AlTHR5gRgWUSuwjpIPd4h+6SWJrjVIbIKJs7sBryCXczYA+hFaVGkUinQosD8yf2rJS9X\nA0doTj+hGqPhepsnJ1QyfW0aDxvVzxDZHGuH/SAiW6H6dtZhFVDyexKCPghsGKP0AubCMi8GF4x5\nk7EUMByYD/sMzgfMH6N8B3yOiVRfF7n9GrvY0DYmdfj7hRKt2mv23Z46D0MmL8dAgF7fcj/mt9KU\nJC3ZNwG2A7YHJmDizBbYa1tro9/C92kzYGPgthjl/7CMnsb//jqO4zQgaQo1+6S4LcdxZrIKUK82\n2e5Pky09z5+mO5gQ82wy/oTIYsCewFXAV4hcDFyB6kdk1RWqFCKzAbtg5skLYmVK6xfpDFRKnKh0\nclr4+A7AEcBzkpfDOI5/NmRGUXVk42HTnbIb1W8ROQg4ErgNkXVRnVzbQDtNRb+XEHQ6Jrh8DnQq\nAzopr5kDmBuYDfNcmr3D/QHAnMkyc2PZZCtgotBAYI0Y5T3Mq+pm4OlEXKhVhzNkGlMBBrzOlwOf\nZYM0t10PYpRBWJbedpg48hz22q2fQQv2jp+tG2OUF7AsnsHAQslyzeVB5TiOkzGplT41A1765DQj\nMUoe6B2C/q7mk4lYirTqlTWfy5kFycv1wHWa039mHUtDItIL2BDLUtkOuBfLsnkKmJaMbwvuT6ub\nX4jIEKwF8v7AE8CZwN1dnr9CCZLkZz7eJkxJXoYDF2BX0g/SXIky4yb0/MjMw6Zc2U2l19Eebyvf\nW7EZXuda0ZmMqKRcZwSWDbId0BcTHW4GxtbCN+f1fWXxz1fh/oHPskGjlz0l7bIXBIYA62Kv0dqY\nv9XNwK0h6AeZBViCpKPUK1jcTwMbe0aN4zhO50ldqBE7kF4RS5N9QhvnapILNU5TEqPcAFwVgl5T\n04lEBBgPrIvqmzWdy5mFpA3ze8B6mtM3so6n4RGZG9gJ2AtYAju561Mw+ibjW0zAeB/7fLeNtr/f\nAd7qduaDyJrAocBWwD+BM1F9uXtPqvtIXvoCv8UybP4EnKm5DiJRDT0/akVmHjbl/H4qvY7tH/8v\nqqvVONqqqabErNy65bxxSmxLMGPa7ZLxPawk8nbgjkYUJLpD8jznwQSYhZLRdn9Iwe0QYBDmBzQB\n6850M3BXCPpl/SPvGsn3dyyWWbNdCPpExiE5juM0DWmWPiEihwA5TKRRrDb1SRG5CbhXVc9Mcz7H\naRFWBY6twzxLYt/bhr662IMZivl4vZlxHM2B+ShdlIzSiPTHTnoWTsaQ5HbD5HZRYHFEvsY++4Xj\nfUCYKfwUCkH9sRPJRTFfkl+hOouJfr3QnH4LnCR5uQEYBewkedlHc/piwWKN6+dTgkoeNuWo0t+m\nXNlNZ8vTngEWRGQzVO8CGjmrqZoSs3Lrdukzl5Q8PZeMP8UoC2OC2bbA32KUVzDR5nbg8aRcq2GJ\nUWbDLl6uloxhmNfPgpiHzweYADOh4P5YZorL72OGzQ3XSawzJN+5VWOUHYA7YpSDa37RyXEcp4eQ\nmlAjIvsBZwAXA3cBhTviB4CfYKngjuN0kiR1eGGgo79FLTB/mlaqh2ws1gEe0Zy//qmiOoWZwktx\nLJtsPiwzZ/FkLImVGUynfTlV4f0zgJvQ6trbpkVBq/LJwH+A+yUvpwGnaE6/XfgwPrzkJj7afQcm\nfjSHqbLNTCeEmO6LD+XNlSt5p8x83IT2axO/mtcrxpSdkFONiFdu3YreOOUIQcdjwuOoGKUf1tFo\nS6zkcf4YxQzI4e4Q9L1Ob9i+8/Ni3/OlktvC+4MxQ95zUX2qM5tMzJiHYWa6qyf3lwZew0S7ZzCB\n6VVgQs26ZTUgIegNMcrrwM1JW/jjG11kcxzHyZo0M2p+C5ymqkeKSMftvoSlYzuO0zVWAl4KoS4n\ngusBD9VhHqc4biScFSZOfpSMcRlHUw2FIsAkrIvYBcBPJS/7MBdLbL4784S76K0AACAASURBVAM/\npGcYe1YSYmqTQVSpQ1b7x8ci8kfgRkRGdCKmbMyTqxNUSq5bTUZUR0LQqcCYZBwRoyyBGeluCZwa\no3wA3IMJNzEEndRuAyKzYyLK1smYCzNNfiMZTwM3Jve/AnYHbkbkPeAc4DpUvyncZIwyFPs+tY1P\nMJH0P8BpWNelduu0KiHo0zHK2thrvFKMsmcI+lWl9RzHcVqVNIWaJYE7Sjz2JVaL6zhO11gV+G+d\n5hqBXaV0smEdoPaG0U5Ppp0IoDmdKHnZHOuYdRfWCnnG4xnElzaVRI+qsjlS5GxgTeBCKmfjZFKe\nVo2gkqYY08V538SEyAsSQ+JhmFjya+AfMcpTs7/Djasfyrf9PmMzIGDG47cCPwJeKppB2j6raXXs\nIsbBwGmIXPz8H3joo43ZGBOJFsLEobuAo0NoqJbsDUcI+kGMsgn2vt0fo2wXgr6bdVyO4ziNSGpm\nwiLyLpBT1VFJRs1UYE1VfVJEDgCOUtWlUpms+zG6mbDTVMQoZwJvhaCn1nQiM2YdDwxGdWpN53Jm\nQfLSD/gMWEhzHa4CO04nKdYRquCxIZhQsD6wheb04QxCTJXMjIa7g2Vz3A/8Ey2zP6/Q9cvpBCJD\npw5kj8/WZJ8PNmOxz1dm+oA3GdPnK/KrHa6VsxZLmEX/7yD54cRVOHvK/Cw75Ha+HvQk787+Lpv2\n/8TFma6SmCkfgRmx/ySETrwvjuM4LUaaQs35wObADzAzzG+xK0jvYAcnt6vqb1OZrJu4UOM0G0nH\njD+FoHfXdCKRzYBjUd2o4rJO6khe1gYu1Fzjd4dxmpeks9hewMnAH4GzNOc+EXVDZDHgUWB3VO/J\nOpzOUqUpc+1on/lyEJZNsxtm2nsD8A9gbBzDIsB+wL7Ay8D5wI0h6JQS223X8SuOYQDWKGMH4K/r\nb8k2fb5mvWTpb5O5rgDuRNNvJd6TiVG2xrwtDw9BL8s6nk7RuIbgjuP0MNIUaubHTIMXw3wWNgIe\nBFYAPgRGaMY7MxdqnGYiueL0MbBSCDqhppOJHAf0R/WYms7jFEXy8itgJc1pTyhHcRocycvSwOWY\n6fBemtPxGYfUOogE4CpgXVTfyDiaTtHVFtt1Q+Q+rHsbmGByC3AlcHtHLxmAGKUv1qntQGAV4Dbg\n2bYxo/V3ktX0+j4c+fbuHICVoI0C/hKCftpByNkZK6P6GXby/iGWUf4hMNJP4isTo6yEtRy/ESsf\na+wOVyUyrhzHcdImNaEGQKx84lAss2YB7CTzDuB0tVaqmeJCjdNMxCiLYPX0CyYtS2uHyN3A31C9\ntabzOEWRvPwDuEtzOjrrWJzWQPLSBzgGOAT4heb0+oxDah1EfolleIxAdXLW4VQixvYZJmlm1HQr\nW0dkNSw75kCgL2b+uzGqpTu7zTrvsphnzSoF4ztmCjeTMIHmFuC4EPSdgvmLl6eJLImZCC+Z/Odr\n4GEsi+elZLwMvO3dFdsTo8yLdYudCuzSMFlbxeiQceVinOM4tSJVoabRcaHGaSZilM2xdOBNazqR\nSG/MH2VJVD+p6VxOUSQvrwNbak5fyjoWp7WQvAzHyjYeAH7lHkl1wFpDXwQMBHZCG7v8rJZeQJ3O\n1jFxZFdgH+xC4CVY++xjScHPJ8lgHcJM0WYR4MIQ9IUubaj9Sfy+wMLAcsDyyVgB+AD4Dapjqom5\np5FkPJ2KmTRvG4K+knFIxXEfKcdx6kSapU/LAUNUNRZ5bCNgvKq+mspk3cSFGqeZiFGOBIaEoL+p\n6UQiwzCDyxVqOo9TFMnLgtiV1nndL8TJAsnLnFgr4R8Au2pOH804pJ6PSH+szfQdqB6fdThZUTZb\nxwStgAkeW2OdlUYB96ANWh5T6STentNPgFOwduBHoPpaXWNscGKU/TAPrd1D0LuyjsdxHCcreqW4\nrTOwH9JibA2cnuJcjtMK1Ks19wjgoTrM4xRnOPCoizROVmhOJ2tO9wcOB/4leTla8pLm8YHTEdUp\nmDntzxH5cdbhZMiuWMnLTJFGZO6kPOwF4CzgceB7qO6E6p0NK9IAqE5EtbQ3jaqieh2WWfMo8Agi\nf00EHgcIQS8EfgpcGqP8Kut4HMdxsiLNA7E1sO5OxRgLrJ3iXI7TCqyC1crXmvVwoSZL1sEM2B0n\nUzSnN2LdGrcA7pa8LJxxSD0b1QmYWHMBIqtkHU4WhKATQ9CRIehERFZC5Fysc+gGtJn+qp6B6seZ\nBpoWIhckZrQ3YN2nVsZK4F5C5EBE+mQZXr2JUS6IUWKMcntSYgdACHo/sC5wYIxyeozSO7soHcdx\nsiFNoWYuzDitGN9iP0SO43SCpFZ7WeyKYq0ZgXVoc7LBhRqnYdCcvgNsAkTgScnLNtlG1MNRfRz4\nNXATIvNmHU7dEemDyE8RGQPcjXVLWjnJnrmvB5ruLot58mwB/B3VCajuhzXh2PmF/+OjR66U1++/\nRcbef1tLZNm0fz0KCEHfxC4kDQOujVEG1D06x3GcDElTqHkDKGV6ujF2hcRxnM7xY+CtEPSrms4i\nsjAwN9CYpn09HMlLbyyD4bGsY3GcNjSn32lOT8C8NM6SvJwpeZkt67h6LKpXYsa417RURoXIUKwr\n0m+w7JIlUD0O7dHt4tt+08dhXaUM1aeBjT9dm7e+WYQlv5uLDeZ5mncQOQWR9RPT/55I8dcjIQT9\nDBOxvgTujVEWqGNsjuM4mZKmUHMp8BsROUTMJA8RmU1EDsF+hC9NcS7H6ZHEKHPEKOdhRoP71WFK\n86dp8K4jPZiVgPGa00+zDsRxOqI5fRBYHVgIeFTysmLGIfVkjsFaE5+adSB1QWQ9zKPlOmB9VK9G\ndWrGUdWDGZ48s/jYqOq0gZhIpYwbeh1bYULGOcB4REYhMhKRJRNT4p7ArB5FHQhBpwB7YBlXDyWt\n1R3HcXo8aXZ96gNchdVbK/ApMBgQ7ErRzpqxAZx3fXIamRhlOHA5doXxVyHo5zWfVOR04ENUT6z5\nXM4sSF4OANbVnO6VdSyOUwrJi2Cdd04EcsB5mutxJSnZY4ayj2Ktu//aA8t+DJH9gROAPVG9I+tw\nGomSrdBFlgS2w7pgrQ30xbJQHkvGOFQ/qne8tSRGuQArjfoK2DUEnRij7Av8CfhpCPpApgE6juPU\nmNSEmhkbFNkE2AyYF/gYuLNYy+4scKHGaUQSP5rfYcaJB4eg19VtcpFHsfagY+s2pzMDycslwCOa\n079XXNhxaojk258UaW7Wq9uSl2WBfwDvA/tqTj+sb5QtgMjiwM1Yx78DUC3l/dd8iPQD/oZ5kmyH\n6qsZR9S8iCyCCTZrJbdrAp9hfnMPJOOFZs6WjVEi9lkBuCYEHZn8/0fAFcAhIejVGYXnOI5Tc1IX\nahoZF2qcRiNGWQ474PgY2CcEfb9uk4vMnsw7P1pjLxynKJKXF4GdNafPZB2L09pIvv1JkebspKjI\ncv2APLAnsI/mPCMidUQGAKOAZYAfo/pOxhFVj8iCwLWYmLA7ql9kHFFJimVyZBxSZUR6Acth5cwb\nAOtjWe1tws0IYB7M62XXWcqupP1zLtlevI7EKLdjJsPj6FAaFaOsBtyKZR/9KYQWOplxHKdlSNOj\nxnGcThKjSIxyMHYQdTGwZV1FGmMt4DkXabJB8jIIGAo8n3UsjkMFU882NKdTNafHALsBF0heznCj\n4ZSxffKuWDn5o4hsmHFE1SGyBlaeMwYTnhpWpEko2YmoYVGdjuqLqI5CdS9Uv4d5oF0KDME6uW2I\nPadbkws1hZR+zm0txUVuT8rz6NLj3aekf00I+gwwHCsHuyJG3wc5jtPzSFWoEZEDRORpEflKRKYn\n47u22zTncpxmJUZZGPg3dkV6vRD0vIyuBpmRsJMVawOPa06nZR2I41BwUlSs7KkjmtMxWNvcRYDH\nJC8r1zi+1kJVUf0rsBdwLSIHN6WBrMgG2O/db1DNNUkpTqdEy4ZH9X1Ur0P118D9yX/fAqYD7yNy\nNSI7IjIH5Z9zJeGqJsJWCDoxBB1ZxmR4fDJvH2BMjLJgWnM7juM0AqkJNSKyB3AWtpOfDcsSuByY\nBPwPOD6tuRynWYlRdgSewgyD1wtBX84wnPWwjB4nG9YBHsk6CMcB0JxO1JyO7IxIU7DOp8BOwOnA\nGMnLsZKXvjULshVRvQsT1Q8ELiLpqtkUiKyCdXXaFdUbsg6nC5TtRBSjXBCjxBjl9sT8tzEon9nS\n9pyGobohJq78B/g5MB74Dst6+lmRsqdKwlUmwlZSonY7MBdwH/BojLJqveZvKGqX1eQ4Toak2fXp\nSeAWzMl/KrCmqj4pIoOwHegFqnp2KpN1P0b3qHEyITmYOwtL1f1ZCPpYpgHZldmPgVVQHZ9pLC2K\n5OXfwPma05uzjsVxKlHJbFjyshhwPpZhs6/m9PH6R9mDEZkTGA0sDhyO6n3ZBlQBM0V+AIu1Rxm+\nljK5zRxpHxfaybhE5gW2AbYCNgVeA25LxhPA3CSdqIp618jMTlX19Lbp+D4AN2LHWfuEoLfUK46G\noLvvveM4DU2apU/LYILM9GT0A1DVz4A/AoemOJfjNA0xyibAM8AXwOqZizTGcsAXLtJkg+SlFyba\nPZp1LI7TScqWN2hO38ZO9E4BbpO8nCJ5GVDfEHswqpOBHYFzgFGIjEVk04YshxKZD7gLOLmniTQJ\ntcsgKZcZUTlrontxqX6C6mhUdwQWAI4E5sT8bcZjGXO3AkMR6VNk/Ymojiwh4tQy06Pd8w1BrwK2\nBs6PUQ6PsQG/G7WjZ5TrOY7TjjSFmq+BPmr1xxOApQsem4xdZXOcliFGmS1GOQ0rATwgBD04BP0y\n67gS3J8mW5YBvtCcTsg6EMfpJBVPBDSnqjm9AlgF+83/r+RlkzrF1/Mx35rRwPLABcDZwEOIbNEw\ngo1l/twGXIfqWVmHUyPKlkZVSTlBtJIXzIy4up3ZovotqmNQPRzVFbFjhScwEfYG4HNEHkXkfET2\nR2QtpKyRby2NmWd5H0LQR7Gy4p8Bl8Uoc6Y8Z6NS/XtfCi+rcpzMSLP06V7gBlU9W0T+iR2o7Q9M\nw64A9VbV76cyWfdj9NInpy7EKMOwttsvYSLNJxmH1B6RUcATqJ6bdSitiORlT2BzzekuWcfiOJ1B\n8jPLGzrrYyN52Ro4D7gTOEJz+lkNQ2w9RHoDPwV+B3yDlZ7fQloHdl2Ppx/wL+A94OeZxdHMSPuW\n1O1Ouss9Vr/45gJWA74PrJ6MpYGbsO/6w+3e94xijlHmwMqg1gNGhqBP12PempJVC3Uvq3KczEhT\nqNkZWEpV/ywiywB3A4slD38B/FhVx6QyWTdxocapNTFKb+Bw4LBkXJFRR6fyiLwI7IL2gIOXJkTy\nci7wiub0jKxjcZxaInmZG/gL8GPgKOByzTXgPrGZEekFbA/8HuiLlapcieo3dY7hMszY9Sdoa3az\nSwxuZ5xMdznjppzfS0ZeMBURGYx1JzsQy64/D/v8TcrQv6btfZgHGArkgHMb8niss9RKMKkkADWC\nQOg4LUpqQs0sG7b013WBAcCDqvpxF9YNwL1FHpqoqoMLlhuE1cNvB8yOddL5jao+V2K7LtQ4NSNG\nWQqr6Z4G7BmCvp1xSMUx48DXgcGofpd1OK2I5OVJ4GDN6cNZx9LwVD6IzOYqozODSkbDyTJrYSdw\nX2Kf/aK/004VWPnTD4DfAGtgr/d5qH5Y5Xb7Yye8XwOTZ2mxbfOeCqyFnch9XdV8TUzDGg3XAxPr\nNgEOAjYGrsI+f8/WO5QO78PtwEJYa/J9Q2jSzL5aCSaVBKBGFQgdpwWY1RQsJdSM7+6ucjO/xHZI\nbcy4QiN2YHALlrVzCDAROAYYIyLDVPW9Kud2nE6RGNbtDZwEnAicEUKHA9nGYl3gMRdpsiExWF0O\na9PuVKbN4wDsYLHjiU+lx53aU/E90JyOk7wMx0qix0heRgN5zenkukXZ07Erb/cA9yCyAvBr4GVE\nrgdOR/X5GcuaKewCwBBg4WQslPxvwYLbBbELbhOxC2IDEDHBBiYlY1qyzAatLNIktK6pqwl4bZ+/\nRbDW3/9G5C3gQuBatG4+fYXvw26YyHgy8FSMsksITXmRZFe6K5iUv6BR/jNry/rvquNkQFUZNSKy\nWOWlZqLauQyDgoyaTVW1WGYNIrId1opvY03aVIrI3MAbwBWqOkuXKc+ocdImRlkAM3VcEmu7Xfcr\nR11G5ERgCqrHZR1KKyJ52QA4VXO6dtaxNAWVriKW93TwbJs6IPn270ElDxvJy4LYSdMmwG+B67wc\nqkaIzI+VpPwCeBMrjVoYmB/4BOvq835yOwH4APiww+3EGVk0ljUxB1biNBfWHWgu4Bm0STMVUiTG\nmdkHNTAabj5MENwKE23WA64GLkT1yVpOW+p9iFG2xUSj04CTm7wUqh/mETQiGVOBi4ExRbLeIqWy\nZnpixoz/9js9hGqFmq5kDaiq9u7kdgMm1PxQVf9TYplRwGaqumiH/48GgqouUWQdF2qc1IhRtsF+\n3C4DciHolIxD6hz2g30iqndmHUorInk5HFhMc/qrrGNpCiodRJb3dIi4CWLN6Y7RcLLeBsC5JOaz\nmtN3axSiY+VLG2KZMeOBD1H9NtugWo+qPWyaGZGhWPbxvphIeCHwT1Q/r2cYMcqiwHXAq1gpVGMc\nu1Uu812AmaLMCEykeQXr4PkQMBh7befGBJvRaLJPbTWfmWp++13kcRqIaoWavbqyvFpbyc5sN2BC\nzYfAfNiBxZ3A0ar6TrLMI8BnqrpFh3WPxIwL51TVrzo85kKNUzVJu8fTgB8Ce4Sg92ccUuexLiET\ngcX86mc2SF6uBW7SnF6ZdSw9nlY7OG1CJC8XYr4qiwAHaU4vzjgkx6kZLe1h04Ydh2wK7Id9968E\nzkD1tXqFEKMMwDpzDgJ2aAjfmmLiglUK7IC1G18D8+J8KLl9DNVJHbYhWEeun2PlSg8Bo4D7sQ68\nBwCfA/2wzLgBBbezYeWNs3e43xt4DusU2hyljdX89pfPPnIRx6krVXnUdFZ46QYTgb8C92Edo74P\n/B/wsIisrqofYcrx60XW/TS5HcTMukvHSYUYZQSWQTMWWC0E/SLjkLrKisB4F2kyZR3MT8upPd2v\n6XdSo4LZ8DJY6SjAGZKXH2Bmw/5+OT2R1vWwacP88e4E7kTkCmAbYD9E7sIutD5U69buIehXMcqO\n2LnGgzHKliHom7WcsxO0fTYeB65H5CpMbBgDnA/cWrGTm71uTwBPIHI48FPMXHwUMAV4GxNlpmPG\n7m3j64LxTYdbsEydFRF5HngEE4oeBt6q9XvVTar57S/3HXVPPKeu1MRMWEQWxq6Ovaeq47u6vlrL\n4MK2wfeLyFjgMcxg+A+pBOo4nSRG6Ye1d9wXOCgEvTHjkLrL2tj3yMkAycvC2BWq/2UdS0vgJoiN\nQrmD28KD4u2AY4FnJC97aU7H1C9Epyb4FeiOzDiBbKmyp9IMxZqCgHknXQp8jMhpwA0z2ryLzAYs\nD6xUMBbDmpZcRolur6XoUIJ2KSbWbBeCPl71M+oOlgnzV+B7wBLAoVjGz8GoftKtbZpx86XApYgs\nBPTCRJmvulX2KDIAy+pZF9gJOB1QRF7ALqoXG59h+/bX6yroVPfbX07kcaHVqSupCjUisieQZ+ZO\nFzG39z+o6uXVbFtVnxKRV7D2j2Bf/sFFFh1c8HixGI8r+DOqaqwmLqfnE6OsiP1gjgeGhaATMg6p\nGobjQk2WDAcedeNUp8Uod3A746A4yaI5RPJyG3CF5OUfwO801yAeEj2ZcoJKdWKLX4EuIBFnWvo1\n6EDhvmEzrIvYtsBhwEWITMUubvTCLnA8n4zLMBPsbbDOUh8DlwP/QDt1jFb4uZwEHAz8O0bZOwS9\nNY0n1imsO9bPgD2xcqTLgCtRTfdiTudek0rb+AorobJyfxOXFseyIufCvHHaxryY4DQ/JuhMRWQM\nZmsxhsTGoiEpL/J4lq5TV6ryqGm3IZFDgDOx1nxXY50CFgR2xmpQf6WqZ1c5xwvAW6q6hYhcjJkN\nFzMT3khVlyyyvnvUOJ0mRumFtX7/A1Z6d2FTdwgAEHka2B9VF2syQPJyEvCl5vT4rGNxnHrRHbNh\nyct8WEe9jYC3sI5EHcumnM5S2ag0UtqXofRjlbbtPlFOOcqbwT+BWR8AXIfqjiW20Rv7fO6BZeU9\ngok2N9HBq7KNGNt/LkPQiTHKcKyb7B9D0HOrfGalEZk9iXMvLMv5epKsngYtIypN5f1K2+MC3Ixl\n4wTM4mIM8CxWYvUNVppVePsNdtH9U6zz3LSaPx/HaTDSFGrewDJU9i7y2GhKiCdd2P6a2M73j6p6\nXEF77qCqY5NlvD23kwoxylDgEqz16O4h1M/krmaIzIEZdA9G/Qp1FkheIvBnzeldWcfiOI2O5EWA\nF7CSBzDfuo09I60bVBZbyrW5Ly+2tFrrX6c+dEfks+Oc7TDRZjgmgoymgwhSpn33UsDt2L7mqKrL\n0+zzv2QylsJKtrbFfGRGU0ZMagoq71dmfVykF7AysDEm4vRPxmwFt21mxvNglRIDgcmYaPMp1jVs\nPPAS8GIy3shczPFSTydl0hRqvga2U531BEREfgTcpKqzd3JbVwCvYT41X2At6I7BvqTfV9VPxVLu\nHgAWBY7A1NljsC//aqr6XpHtulDjVCRG2QX4G5Yh9pcQeoiKL7IB8FdUh2cdSisieemDXR1a1LMC\nHKdzSH7GydrrwLfYccCfsc5p07OMramoLLaUy2woL7Z41oxTCyp/7iplcyzMzLKi/lhZ0WVoedPg\nGGU01tVzXqwk6uKy2dQi/YHlsPOPlZOY2oSZPtgF5NeT29eAm2e0zW52Ku9X0tk3mLgzEBNt5k1u\nFwVWwIT8FYCFsNf3JUzgfxgT6CYV22RNqKYtuOMUIU2hZhxwieqs6YIicjCwp6qu3cltHQ3sgtU+\nDsDqUP8N5FT1g4LlBmHmW9tj6utDwG9V9dkS23WhxilJjDIIOBcYBvwsBH0i45DSReQwYAlUf5l1\nKK2I5GU14CrN6QpZx+I4zUJh2RR24WZbrBR1LuAk4ErNdcMYs9WoZWaLZ804WdDZk2K7sLsmJtjs\njJXbXImd0L8PvF+Y1dKhhfpE4PHZ3+bXw/fkK2AI1ixlBWYKM0tiIsxzyXiZmcLMJ01XztQVKotp\n9ds3mNnxcphwszKwHva+v4h1ah0LPNBtc+bOxeCitZMqaQo1I4CrgMOB61X1O7G60Z8CJwMjVfWR\nVCbrfowu1DhFiVE2xUqdbgSODqGJU1FLIXINcAtVGns73UPysj8wQnO6V9axOE4zk5REbYIJNt8D\nTgVGaU6/zDQwx3HqR/dKo/oDW2PnJktgWRhDgKkkos0T57LspBUYMuBNJq32W97/YDMWfXsXZh9y\nG58vcRkv957CeOzkf6Yw4+XkjYm932sDGyZjXczzbAxwBxBTLT1z0dpJmTSFmncwp++5gGmYCj0I\n6I05qn8BKGYopaq6WIlN1QwXapyOxCizA38BdgD2CUHvzjik2iHyJnYw80rWobQikpeLgXGa0/Oy\njsVxegKSlwuwdrGLYMcaZwFna04/zTQwx3FqT1onxZZxMw+JaPPlYiz93Ansu+KfOHGuV3gNmHDf\nnQzQfpwBrAr8okcfK/ZkRPpgBtWbAJtjvx8PY6LNHcCLPToDymk60hRqRndhcS1mOlxrXKhxColR\n1sDabj+D/fD23IN7kQWxNN95Ufd1yALJy/PAzzSnT2Udi+P0BBJz7rYShX9jV8R/jJl0nqa5HuID\n4ThOQxCjbAWcg3UwOjIEz6RpOtp7Gx2AiTWbY9lZAtyJlUk9BLzuwo2TJakJNc2ACzUOQIzSBzgK\nOBQ4NAT9Z8Yh1R6RbYBforpZ1qG0IpKXgcB7wDya6yHm1I6TMQVGw+OAzTSnEyUvQ4HfAHsDNwGn\nak6fzzBMx3F6EImf4cWYme3IEPR/GYfkdIVS3kaWWbUc8CPM32YE0BcTbNrGE6h+U+eInRam5kKN\niMyrtTRu6gIu1DgxytLA5ZiSvncI+k7GIdUHkRMAUP19xpG0JJKXTYE/aE43zDoWx+kpFBoNd+yk\nJnkZjHVsOQh4BTOKv0lzOrXugTqO06OIUQT4JfB7LCP72oxDaj6yamXdFW8jkUU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861CIttNOHA7BglGqlEc+cdk3Ou/qLI3osi2zNbltTT9KeuFEvEdCSBtq5Lf5vQv6Qhpz9JjJRI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+Su/7Klzb4q5iPVP6jVIdju7u33VssbVywwVR04ttaGyzx0bMQVuyKT3MoBciDwQT0QCCIAiC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\nBEEQ9BD+PwY1UujGyACYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119944110>"
      ]
     },
     "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
}