cgddrd/CS39440-major-project

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src/template_matching_scaling/notebooks/motion_displacement_path_outside_10cm_scaled.ipynb

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Terrain Motion Displacement - Wiltshire Outside 10cm (Scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) IPython Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* \n",
       " * Force prevention of output scroll toggle.\n",
       " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
       " */\n",
       "IPython.OutputArea.auto_scroll_threshold = 9999;"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "/* \n",
    " * Force prevention of output scroll toggle.\n",
    " * Original source: https://github.com/ipython/ipython/issues/2172#issuecomment-53708976 \n",
    " */\n",
    "IPython.OutputArea.auto_scroll_threshold = 9999;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%load_ext ipycache\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.figsize'] = (12, 8)\n",
    "\n",
    "# We have to add a reference to the parent folder in order to access the modules.\n",
    "import sys,os\n",
    "sys.path.insert(1, os.path.join(sys.path[0], '..'))\n",
    "\n",
    "import main as templ\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "from tse.tse_matchmethod import tse_match_methods\n",
    "from tse.tse_matchtype import TSEMatchType\n",
    "from tse.tse_datautils import TSEDataUtils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Calculate Displacement "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Saved variables results_dict to file '/Users/connorgoddard/Desktop/CS39440-major-project/src/template_matching_scaling/notebooks/cache/cache_path_outside_10cm_scaled.pkl'.]\n"
     ]
    }
   ],
   "source": [
    "%%cache -d cache/ cache_path_outside_10cm_scaled.pkl results_dict\n",
    "\n",
    "config_file = \"../../eval_data/calib/calibdata_23_03_15_11_07_04.txt\"\n",
    "\n",
    "image_pairs = [\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG1.JPG\", \"../../eval_data/motion_images/path_10cm/IMG2.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG3.JPG\", \"../../eval_data/motion_images/path_10cm/IMG4.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG5.JPG\", \"../../eval_data/motion_images/path_10cm/IMG6.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG7.JPG\", \"../../eval_data/motion_images/path_10cm/IMG8.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG9.JPG\", \"../../eval_data/motion_images/path_10cm/IMG10.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG11.JPG\", \"../../eval_data/motion_images/path_10cm/IMG12.JPG\"),\n",
    "                (\"../../eval_data/motion_images/path_10cm/IMG11.JPG\", \"../../eval_data/motion_images/path_10cm/IMG12.JPG\")\n",
    "              ]\n",
    "\n",
    "patch_sizes = [50, 100, 200]\n",
    "\n",
    "match_method1 = TSEMatchType(\"DistanceEuclidean\", tse_match_methods.DISTANCE_ED, None, \"r\", reverse_score=True)\n",
    "match_method2 = TSEMatchType(\"HistCorrel\", tse_match_methods.HIST, cv2.cv.CV_COMP_CORREL, \"b\")\n",
    "match_method3 = TSEMatchType(\"HistChiSqr\", tse_match_methods.HIST, cv2.cv.CV_COMP_CHISQR, \"g\", reverse_score=True)\n",
    "match_method4 = TSEMatchType(\"DistanceCorr\", tse_match_methods.DISTANCE, cv2.cv.CV_TM_CCORR_NORMED, \"y\")\n",
    "\n",
    "match_methods = [match_method1, match_method2, match_method3, match_method4]\n",
    "\n",
    "results_dict = templ.start_tests(image_pairs, patch_sizes, match_methods, config_file, exhaustive_search=False, use_scaling=True, plot_results=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Tests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 1: IMG1/IMG2 - 50px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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SbZImS1pn4Peko07fnhgRERGxyksgPTAGMthcfPkVSetTvr57LWB726MpX8E9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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ae13410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_50 = results_dict['IMG1.JPG_IMG2.JPG'][50]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_50:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_50[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                 \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 50px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 2: IMG1/IMG2 - 100px patch - *DistanceEuclidean*, *DistanceCorr*, *HistCorrel*, *HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ld/fdxjbzKeewKZ8stILL3YHr2sbodupbq73rvOjmTLet+yfgO5QxxE9SfldfpPy+WkMF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\n/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S8zp5WwbV8jT/zqs+rLMexvInpq7FvKo37vKH8JcCuPOtNR9jX0IqcvRbufEExEewxG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\nBTiwNjMzMzOrAAfWZmZmZmYV8P9/6qvsqM4pDgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c135150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_100 = results_dict['IMG1.JPG_IMG2.JPG'][100]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_100:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_100[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                 \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 100px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 3: IMG1/IMG2 - 200px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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A36GUovyJ8ilHX8eqtW3772ggV8/o+ntxuYrJ9W1tW+umU0p/dgRurR+j/5zyu/t2Y5uF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7u9BbsMV5UjLlj5veWX+qrf/+33zZbdFnAN7gWvaVLQ3FGZXQG8gvtFOYuEucxXe13TJ0yyccg0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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b88eed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1_200 = results_dict['IMG1.JPG_IMG2.JPG'][200]\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for method in results_pair1_200:\n",
    "        \n",
    "    if method not in final_results:\n",
    "        final_results[method] = {}\n",
    "\n",
    "    data = results_pair1_200[method]\n",
    "\n",
    "    final_results[method]['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[method]['row'] = [o.row for o in data]\n",
    "    \n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['row']), np.array(final_results[result]['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(final_results[result]['row'][len(final_results[result]['row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                            \n",
    "\n",
    "plt.title('Vertical Motion Displacement - IMG1/IMG2 - 200px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 4: IMG1/IMG2 - 100px, 200px patch - *DistanceEuclidean*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XZmZmZlZHWwfWEagZn76UQdLawIXAlIh4EBgFLCwlW0iqNQZYH1hQGrd+N7MZ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\nIpICBdYiIiIiIin4/zPaWU+5eCVkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b88ed90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_pair1 = results_dict['IMG1.JPG_IMG2.JPG']\n",
    "\n",
    "raw_results_pair1_100_200 = []\n",
    "image_rows = []\n",
    "\n",
    "final_results = {}\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for patch in results_pair1:\n",
    "        \n",
    "    if patch not in final_results:\n",
    "        final_results[patch] = {}\n",
    "        final_results[patch]['DistanceEuclidean'] = {}\n",
    "\n",
    "    data = results_pair1[patch]['DistanceEuclidean']\n",
    "\n",
    "    final_results[patch]['DistanceEuclidean']['displacement'] = [o.displacement for o in data]\n",
    "\n",
    "    final_results[patch]['DistanceEuclidean']['row'] = [o.row for o in data]\n",
    "    \n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    current_patch_data_euclidean = final_results[result]['DistanceEuclidean']\n",
    "    current_patch_data_euclidean['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(current_patch_data_euclidean['displacement']), 10)\n",
    "    \n",
    "    plt.plot(np.array(current_patch_data_euclidean['row']), np.array(current_patch_data_euclidean['displacement']), \"{0}.\".format(format_ids[i]), label=result)\n",
    "    \n",
    "    plt.plot(current_patch_data_euclidean['row'][len(current_patch_data_euclidean['row']) - len(current_patch_data_euclidean['cma']):], current_patch_data_euclidean['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))   \n",
    "\n",
    "plt.title('Average Vertical Motion Displacement - IMG1/IMG2 - 100px/200px patch height - Euclidean Distance')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 5: IMG1 - IMG12 - 50px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ptv1cXr8DuJH0MFPiTZJR/rbtPwOvArXaMph0ncxsrbG27wHWkLQBycA+v0Kx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lgbhdN5I4PkQnUR8FNgHiK9I9O40LR3AjNbKNWO83EuFt8nXkSNN3EhTFNpfZqjbQXV0QP4JM7N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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10818a810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][50]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][50][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 50px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 6: IMG1 - IMG12 - 100px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mz5rZAZk084HbgQNSXe2B/YDrWPwl4jDgFuCOtB8EQRAEQRugTSvWElaNrRqy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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e067910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][100]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][100][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 100px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test 7: IMG1 - IMG12 - 200px patch - *DistanceEuclidean, DistanceCorr, HistCorrel, HistChiSqr*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yKdAd33L9vxJLl1POIAiCICgXoVg3ApKuk3ROY8vRmEjqL+m29H31tD16wSfE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\nSSUwWEuSJEklMFhLkiRJJfj/NIaMFnTwlwEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e0b9450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = results_dict\n",
    "\n",
    "final_results = {}\n",
    "\n",
    "format_ids = [\"b\", \"g\", \"r\", \"y\"]\n",
    "\n",
    "for image_pair in results:\n",
    "    \n",
    "    for method in results[image_pair][200]:\n",
    "        \n",
    "        if method not in final_results:\n",
    "            final_results[method] = {}\n",
    "        \n",
    "        data = results[image_pair][200][method]\n",
    "        \n",
    "        if 'displacement' in final_results[method]:\n",
    "            final_results[method]['displacement'].append([o.displacement for o in data])\n",
    "        else:\n",
    "            final_results[method]['displacement'] = [[o.displacement for o in data]]\n",
    "            \n",
    "        final_results[method]['row'] = [o.row for o in data]\n",
    "        \n",
    "\n",
    "for i, result in enumerate(final_results):\n",
    "    \n",
    "    final_results[result]['average'] = TSEDataUtils.calc_element_wise_average(final_results[result]['displacement'])\n",
    "    \n",
    "    final_results[result]['filtered'] = TSEDataUtils.filter_outliers_ab_dist_median(final_results[result]['average'])\n",
    "    \n",
    "    final_results[result]['filtered_row'] = np.array(final_results[result]['row'])[TSEDataUtils.filter_outliers_ab_dist_median_indices(final_results[result]['average'])]\n",
    "    \n",
    "    final_results[result]['cma'] = TSEDataUtils.calc_centered_moving_average(np.array(final_results[result]['filtered']), 10)\n",
    "    \n",
    "    plt.plot(np.array(final_results[result]['filtered_row']), np.array(final_results[result]['filtered']), \"{0}.\".format(format_ids[i]), label=\"{0} (Filtered)\".format(result))\n",
    "    \n",
    "    plt.plot(final_results[result]['filtered_row'][len(final_results[result]['filtered_row']) - len(final_results[result]['cma']):], final_results[result]['cma'], \"{0}-\".format(format_ids[i]), label=\"{0}_CMA\".format(result))                                                                                         \n",
    "          \n",
    "plt.title('Average Vertical Motion Displacement - IMG1-IMG12 - 200px patch height')\n",
    "plt.xlabel('Image Row Height (px)')\n",
    "plt.ylabel('Average Vertical Displacement (px)')\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2ypWPBp1z0vzZiXHIrmXmuedNIqhxHrB1meVm5LYpv43LFGxD9jyQ/VR1rq1z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\nn9wIiErFscVTZnLVtk/y3R1DueCRr7jpovdo6mxNTjgR+aGSJ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tFYfgvsS5jYoSkzNYmI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\n4gOCvEh8jRtXpgLPmbFkll13Br6WeDePyH7kN+YkLLjcAGyEWbcIZd6PZw6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+BnAMnh2r\nN9KrIY/bA/gXHgPoNKQfMBuAn/duSH+k7d8CD0Z5OJ5K/VaiTiFet74lgSfxGBSbAYcilRb40qwX\nHvR0E1JvDD9PIGUKaJ2QUBxmWwEP4vfTp9GKph3wBnCoxNM59rsXeEviirTfHwbGSVxeRN1t8CWx\nPSTeLvT4SDDbGPgP0JEwL7mEupgtg5SkKa4QwRjhC4mqigERpGcej8cpWSDvo5T4KA8DZ2fqBzMW\nxeNFrAV8K/FCZbWcp0dz4Es8lfrHcehQbsxogn8j7CmRKwlJuRW5EfgT6eQyyV8C2J3aYL5wSrZn\nshlb4CEiOimImWJGH3ws3hVohQdEvhuPQ3ca0EVi7wJ1GgPcgnRPvl0TEhKiIayhZj9gFUkXmwei\nfRaozTb0K9BbntEkn5zPguMyGVDOk3SBma0EfFr7d8qxC+MGngOA1sA7wOkKArpmqKuaDDXjgJMl\nxqZt2AC4G2m9MiuwDzAZ6b0Cj1scGIxnhLkZzziV+6PSbN1gX+GB+VLT4s4FvkEKF6DPAxy3JD1I\nlkeffwZ4Cn/hdMUDIR+PdH/avs2A5vUMS5nrGwtcg/RgKP0SEkoll/GzZNFsCTwEbCbxSYbtHfD4\nYytL/Jq2rSOe5WVrIDUo+XTlCSwZfHROkzi9tBaUgNkQQEhxZZtKSAiNGcsBE4GVJH6JW59azDgE\n6ClVf3aqcmLGMni2y1fxZ+paKaUjntVzKj523RhYUVEGcw2v597A0RLbVLruSmLGIKCdxJExKrEc\n8AGwIdK0DNubAUYh6bPNlgd64WnRN8ENNNcgjc5+CAvjQeAHSnUzdJlxHdAJWB24QuK64PcWwBSg\nl8T4AvTbBf8O2zCZAElIqAyhDDX1DvKMTd2AFsBYpWePqAKqzFDzLdBZ4pu0Db2Aw5B2j0WxsPjs\n9KXAJUjPhNi/BugLnIR78tTSFM/e9Dm+bG1ynSL9ghvktsVfVLsDi+EvoZF41qc5uKHwdmDIvJeF\nG4iewoNe3wf0wLOS9Qzqvg24mmzZxcw2A/4PWANpTt42JiREgadCvgvPqHBU9OI5Bvdi7CbxR9q2\na4BZUua0p2ZcDOyf8lMT4Adgc4k/sxyzC3AdsG62fcqO9+lk4ECkCbHokJBQIGY8CIyWuDFuXWox\n4/+AFyVuiVuXuDGjFe6RsCTpYxf4vNYwY8ZbwKkSz8eg43PArRL35925AWPGCriRZEWJ32NU5CJg\nOaTD0n5vgq8aWBbYKa93otlCeLax44PjRgLPIOVtmxkX4O/b3hm2NcPTzj8hcVfatv7AXhI75Ksj\n5aAa4H3gBKRnQx+XkJBQNEUZahoC1WKoCSzXPwCLSsxN23g8sBrSsXHoFgtuiFmNujNSteU3PCPY\ne3ja0keAr4Ft8FmGPXAXzlORbsggezXciLMUPvM1Eve0aYIbjf6Juy9fjvRx2rEjgOeR/hVlcxMS\n8mLWGh907of0SrSiMdyo2QLYD/dm3BS/n/riA7ysabwzyLoLN7gemL4EwIyV8TTfh8TxkZKiSCd8\nWWSHZNYvoaFgxg7A5cCG1bDMKLjfp+NG3s/i1qehYMbJ+BKUw/LuHG29q+HjnhUl/lfJuuPAjJF4\nSIFbY1SiFe6ZsjXSxJTfL8E9q8YBewI7IGV+z/oS6JsDOQMyeudkrZ5t8LifG0h8XZjqNAM+xD2w\nnivgwEOB/ZF2LKS+2HHj2ZH4BPAzwCNIU+NVKiEhP1kNNWbWPuOGLKiAh0slqCJDzdrAcIm1Mmy8\nGvgK6cqKK1Zt+Cx4O+CvrLMPbs1vgzQ9h5zFgCZI9d3H7f/ZO/M4KYrrgX8fx4IHsB4oeADGAw1q\n/Kl4otuIR/CIeEfUaNRoEk2MV6LRuG484q0xGiPxTEyiRhO8NSqOIl4oEjHiEUFBiSAqHqDCsu/3\nR/XC7OwcPTN9zez7fj792Z2u7qpX3VXV1a9fvSerAyfifPZkcBZCLyGyEfA0sF7Yy08MIxAi+7Pc\npLjo0qLys6Y3MBH4BOdf7EOcEvNOVV4tM68VcH3lL6pckbX/m7ilARep0lmJGifuK2cDqqcnKodh\nlIEI3XAva98tazlCdPJsCtyjyvpJy1JL+NYe04C1Si0TDbnci4AeqpwWV5lJIsKeQIsqwxMW5DRg\nB1T3938fjLNAH47qfEROB34M7I7qW/4x3XCKnOOB3YCfAuPL+bAgwj44S/GDVclUJjoH49wHDA+s\nHHbWPzOAvcjjHzRRREbhrPD/heqXWfu/BYwDluB8b47EffhtnwuNB6bYhx0jjRRT1JTjCFZVtXs4\nIoVDihQ1ewE/UeXbeRL/AfwV1btiF6wr45Q5x+J86EzHDd4voXpOonIZXRtn1TUtinYowlq4L0mP\nqVLVVyTft81zwOGqPC7CVsD9wM9V+XP10lYlnOAmkfulbhJpGCUQ4QxgfVV+kAJZfgZsosrxSctS\na4jwOHCdKrHM7XwnwrOAJlXeiKPMpPGdCs8A9kvYqfAKwJvAQbiIthNwSpmXs475AXAucAYu+MW+\nuA8ndwGXo/oZZSDCWOAKYJ9qlLq+cngycIkqd5Rx4i+AzVA9vNKyK0KksZPPyuw0p+h+DRcp+HGc\nVf4w4ChcoJCblgU5ccqybVnuE2gFlrtYmJz3Y69hJEAxRc1R5WSkqreEIE9opEhRcwKwqSqd/U+I\nTAGORzXxr2ddEpEG4DB/G4vqvIQlMroyImvjnKSPRLUsS5e48U2u/wachpswHqfK+GSlAkR2xH05\n29S+jhm1hggDcB8PBuc6+E5AlgeAW1Qx5/plIsLRuJfoTn5DIirvQOCEencinIsIv8JZLoXu361M\nQY7BRTxdAzgX1dvyHHMwLnDAI7hlNxVF5RLhh7hoTt8u1yK2QH4741wNvM1y65LpRS1snFJkBvAt\nVGdXK0MAIQUX/eo0nIKo88cmZ0k7ANVjEFkN2AunhFkAnInq3E7ndMx/Y//47+Asjz8jny9NtwrC\n5hZGbJiPmsjl4DJgniqX5En8CNjYwqAahgGAyA9xvpRGoBp71JByEOFkXFS4fRP1SZONyO9xE6kL\nkxbFMCpBhLtwlm9/SFCGBmA+sJ4qHyUlR63iOx6ehYvi9UkMZT0BXKrK36IsK21kLTMblLBT4R7A\nv3FLbk6Orhj2Ay4HdssXybGKfHsCO+EUFWNwS4Kail5TkStwkRWjCU++vJxuwG+BHXG+57YDdu2g\nLFkegWuLUBRHrsy1WR7VLduXZl/gduAHprAx4qBsRY248HFrA+9roQg6KSBFipq7gds7fZUS6QN8\nAKxsnd0wDKB9gvAkcBeqv01anFKI0DfpL//LcOFQ5wDboGrOT42aRITdcT4utkzKqbAIOwFXqrJ1\nEuXXA77C7eEond2KsAYu2uXTwM86BazoAohwD/CgKtcnLMhKwKIo5/MiPALcVNYypfLLEOAW4GNV\nCiudnB/TqcA3Ci5Hql6YHjg/PN8A9sYtLXsOuBbVm7OO+z3u2kfvn0lkFZzC6B5UfxN5eUaXp1vQ\nA0XkSBF5B3gPeB54T0RmisgRUQmXKkTGIZJB5EHf7K8TD8no6S/KVgueke3nnS9nD/Z3D8GFo+6Y\nB2wKvAtcXyxfEcaJkBHhQRHylhuG7KGcU+L8UOpSstjiZeRLj0Ouqq9nWHkYsRKobXUcF/riIp1d\nisgziDSm+b6XUtJU0h+rYA/gzXxKmlj6eK2S4vZVs1R3TR/DRTfcKvQygp+zK/BYV+83Vdb/L7hl\n1ZEgwrq4KHv3AycVVdLk3PdK6hVJWwhn7LkIaBZhlVBkqhTVhREraQbgfKrcF3LGHe6Brxw+Bfiu\nCNsWkGWcoH96iG9/+TGrnJQ3vfr3lj64iFZr4kKcf4pqK86/5MWIrOkftwFwMFBaaRJGe1P9BDgA\nOBGRzr5HDSNsVLXkhouU04YLaXYMTrN5DC4UchtwYpB84txc1ULMEzIK6m935DtmMlsuaD9mAk2z\nnBz6MejqefJ4SuGhUvmCZpYna95yw5A9lHNKnB9KXUre9+Jl5EuPQ66qr2dYedgW6xaobeXe146/\n76nl+15Jf6x4g78p/Lji+9BVtxpuX6ndqrymoGeCjgu9jIDngE4C3bWr95tq6g/a25//rROBXBuC\nvgN6aiX3vZJ6RdIWQhp7QK8FvSHp9hLlBnoS6J9Cz7vAPQA9FPQV0J6F2sLmTNX5rLpIoVcobQXW\nVPiBwgMKnyncpNCQ57iLFG73//+bwllxtjc/rxEKcxU2SLpt2FbfW1CLmlOBW1V1d1W9UVXv9//u\nBvzJT693Fvl/J0P+KAiLaVgMMI1hCycxYid/7XBPWLbGOzuPe3GWNqXyLVluGLJHUG6+88OoSyXl\n1oJcceVhxEuQe5Z7TPvv93Ffk77MSa8l4hjf2r++7Yn7AleJHF0ZuzbhU+01vRk4UKTo0qNInusi\n9AU2ByZVWEY9UXH91YXm/gdwaFjCiCB+SOWngAtUuTzgqYWeMXHOCaPM80xgD9/Jfb1yGM5KK2wK\n3YPbgdnA6YXOeYVvTe7D588BYwPmWRiRM3HOenfBvVeug+rRqC7Oc3QLsBUivwI8nA+bIITXhlWf\n9uX4Jy6SrGFEQxBtDu5FYfcCaXsAXyatccojl4aaJzT6X7sbCx1zHmcNnkDTrPM4a7CTQbcAfSVv\nHnCpwhml8gVtBL0DtGC5Ycgeyjklzg+lLiXve/Ey8qXHIVfV1zOsPGyLdQvUtnLv6/LfqyiMV7ix\nVu97Jf2xog2OULi/qvvQVTcbV1J5TUG/AzoPtClPmmzMa8fOYcCjYT/X/XIf8//v0v2m2vqDjgSd\nBto9BFmGgD4A+irojmWdn3PfK6lXJG0hxLHHb7dvga6QdLsJe/MtqD4A7RF6/kXuAegg0PmgQwu2\nBdhN4T/q+zytqK1AX4WPFIaUIfcuvmXMCUm0Nz8/8edndyuEf29ss001mDNhEZkM3Kyqv8+TdgJw\npKpuU76aKDrS4ExYhDHA0ap8J0/incA/UL09dsEMw6gNRPrifIJdjmpkTilrHpGHgVtR7VJRT4z6\nRoRRwN+A76vygL9vKHA9MABnsbuZ6rIvxWGUeTUwR5WLwsqzqyJCN5zPoedVObPCPLrjfIb8Ahfx\n53JV8lkZdHlEuAOYUem1TisinAusokonfzAxlP1TnE+WkZrPD5ILbT0F5/R3WlbKB6i+EbCQ04At\nUc21zCl13m5ABtUlZZ0XJiK9cSHNvwS+i+rXicli1CVBFTU74MzgTgPuVtWlItIdOBC4BDhEVZ+L\nVNIySYmi5hRgcN7BVeQF4CRUn41dMMMwageRjXHLEIah+kHS4qQO51TwDWBtVBcmLY5hhInv0PNe\n3BKEb+B8Bv4auBa3RGCOat7lCZWW9xpwhCovhZVnV0aE/rilFqdrbvTPYOf/Bre843ANMSRzPeI7\n3H0FF77630nLEwZ+FKY3gcNUeSGB8rvjIlE+pMoFBQ7aFfhVzt6huKV/v6RYVCiRBuBtYF9Up4Qh\nc+yI9MItS+sH7IdqcqHijbojqKJmNi4aSR+gFVgArAJ0Bz4HPgMUENySo0FRCRyUlChqrgVeV+V3\neRLnAlug+r/YBTMMo7YQuQJoQPXEpEVJHSInAtuhenjSohhGFIiwOfAILjTtT1WZ7e/vj/uKvacq\nVb/kiLA27kV3DVWWVpuf4RBhS9z9G6nKq2WcdxBwKbC1KvOjkq+eEOH7wNk4a/Ynk5YnKL711cO4\n8Nu3Z+3fBqcE2EiV0i9s0ci2Fk7ZeFy7ZV+AkxpxEbn2AU4G/k6+F04XOfgoVEeFJnASuFDi44CN\ngb1w0aEMo2qCKmpuKSNPVdXvVyxRSKREUfMIcJUqD+UkrAh8DKyIauGQioZhGAAiq+Mc7W2Lqn1V\nzUZkAvBbVO9JWhTDiApa51QQAAAgAElEQVQReqrSycRfhO8BPwO2UaW1yjKOAvZS5aBq8jE6I8IR\nQDMwXJWSL3EibAZMAPYIQwnXlfDdDvwOF6n256rLAnqkFhH2wa1Q6Au0qDLO3/9b4BNVzk1QPETY\nAbfEZ0dV3irjxB1wSzXfBQ7vYF3jlk39G/g5qg+HKnASiHTDLU/cBTgE1dcTlsioAwIpamqRlChq\n3gZGq/JmTsLGwH2obpiIYIZh1B4uwsHGqB6WtCipwSmw3gYGoPplqcMNo97wl0Y8AjyqyqVV5vUY\ncKMq5uspAkS4CrckZO9iFksirIKzYDhXldvikq+e8KOXnQccApyc9jYtwlO45YwvAY8CvweuBN4D\ndipLORIRIhwP/BTYTpXPyzixJ3AZ0ATsgepcf/8e/v7N81rb1CJO+fRjXESoa4CLUP0qWaGMWqYq\nRY2IrKaqqdRUJ62oEaEnbllY306O30S+DZyKC29uGIZRGhcC8r/At1GdmrQ4qUDkaGA0qmYBYHRZ\nRFgP92K/baV+TETYAHgGWFcVc4gZAf688FFgkipnFTimO/AAMF2Vk+OUrx4RYTjOofMGqnyYtDz5\n8P1Q3Q5sqEqrCOvg2skMoL8qqQjW4iuFxwGrAgeWtRTLKTDOwYUZ3xXVWYg8BvwZ1VujkDdRRNYB\nrgaGAT9E9YmEJTJqlG5BDhKR40Tk9Kzfm4nI+8CHIvKSiAyITMLaZTDwvwLe+QfjzAANwzCC4RzU\nXQBcmLQoKWJ/nMNCw+iyqDITuNjfKuUHwK2mpIkOf+nawcDhIhyQm+4raa4DegE/j1m8ukSVycBT\nwMikZSnC6cCV7UsXVXkP2Bnoj4umlAp8xcyJwFrAlb7iJujJimoLzlJoIiKH4Py5pNrSqWJU30N1\nf1w/vhWRW3wLYMMoi0CKGlzHzDbdugL4BLcuuh/OvNDoyPq4r9/5GAK8E5skhmHUC9cDGyPSlLQg\niSPSBzeZfTBpUQwjBVwP7CbCquWeKEIDcBTwx7CFMjqiyjxcuOM/iDCsfb9vbXMbsCHwnXz+iIyK\neQzYNWkh8uFbsjUBN2Xv961/tsVZsKQGX5G7J062G3zlYjkZXIVbFvRXnG+5+g4173znDcO9M/8H\nkSN96yLDCERQRc1gYDqAOE/eTcAvVPVqnCnbHtGIV9NsQGFFjVnUGIZRPm5Scw5wkb/uuyuzJ/A0\nqp8mLYhhJI0qn+Gcpx5Ywen7Aq918qdnRIIqLwKnAuNFWEWEFYB/AivjIngF9/9hBCG1ihrgFOB6\nVTqFdFZ1digJyFQU3xn2brh3mb/5it5yMrgJ2AbyRMStR1Q/R/Vk3Jzlp8AERAYnLJVRIwRV1HQD\n2qMTjfD/tq+3ew9YI0yh6oQNoOBa8SGkyaJGZBwiGUQe9EPqlc1DMnr6i7LVgmdk+3nny9mxDUCd\nyg2hLrmIME6EjAgPihBKnkYXIYL2iDMVXgv4BJFJiDSGUU6pdh5LPyivHnW/7CmUcTWaNmj4pOz5\n8BdgbAXnHU+QL/fWlqqmvb0A3wUex1kWPAR8BuyvSkmn6Clrc4lS8lqIjGtDrn2UXdc6UO7aIkbB\nOvSVfHKK0B/XDn6X75wwxIhqbu4rlvYGGoB7RFixzCyOBx4uWNekxpoA963cPJbtV30JZ4n0Gra0\n0QiKtqtsi2zAy8AV/v9/BjJZaYcAc4LkE+fmqpZk+Xov6Ji86fC+wqCkr1GWPBkF9bc7KsljMlsu\naM9jAk2z4pK9U7kh1CXPvcwsz1JDydO2LrJF0B7z5PuWwsRqyynVzmPpB0GvF/RWWKCwRuL3OMIt\nlHE1qjZoG6rpej6A9gL9CHTdMs7ZAHQeaK+Sx1tbCru93An6L9BrQbtXmEeXvg8lr0VWm53GsBdj\nky2nr+STE7QZdFyhc8KQI+q5OWgP0FtA54D+HnR30IZyr0/Z6QnetxDqNlrh0djqZFtNb0Etai4F\nThKRj3Aeu7PN1UYCr5SpH+oK5LeoEemFcxA2J26BirDI/zsZp+Uum8U0LAaYxrCFkxixU1iCVVBu\n1XXJQxR5Gl2DqNpOe75TgEnA1v7vV6sop5SscfSDoGXsCkxFdV5EcqSCkMZVG7+iJTXXV53/iLuB\nQ8s47VjgTxrMiXBq6lrDZF/D41TZXZUTtEi47hJ5dPX7EOi5NZc1Zu7KY+/FJlVnuTr8FmFtXBjn\nK4qcUzVRz81VaVXlKGAXnEuHFuADEf4iwkEi9ClwahrmG/koet8qzCOXt3C+qAyjNEE1OrglT6cB\nO+fs/zWwZ9IapzzyanJlazfQL0FX6pQOGyjMTPr65MjUqHCHQmOleZzHWYMn0DTrPM4aHKfsncoN\noS557mcj6B2goeVpWxfZImiPefOFkQpvKMxS+K/CZQojFEp/pYUVFbZ4h0GHrcV7/yzUzmPpB0Gv\nF9ykcFLi9zfiLZRxNao2aBuq6Xs+gDaB/jvgsQ2gH4AODZS/taVUtJe0tblUX0+/zR7NDZv41maB\nLZeq2nL6SracoOuDzgA9vdg5YWxJzM1BB4IeD/ow6Geg94MeDiqB65rUWFPkvlWaR570HgpfKfSO\ntW621eQmqhqrYiguRERVNRHP2iKsCzyvylp5EncFzkI1zaECDcOoRVw0gS2AMf42ALgXGA9MxVn6\nbexvm/h/18Q5Pp8DDAduAa5ANc6vj8ER6QF8AGyJ6qykxTGMNCFCN9yX7dGqvFri2AOBE1Xx4pDN\nMJJEhNeAI1R5KUEZNgUeBs5T5fqk5IgLEfoBo3GWQ6NV+XfCIqUDkTeA/VB9LWlRjHTTo1CCiAwC\nPlDVxf7/RVGbMGdTLDT3YCzik2EYUeA07y/7WzMi38BFdPk5TjHzJvC6vz2Oi+b3DqrO7F5kHeBk\n4BVExgOXoPp63NUowU7ATFPSGEZnVGkT4W+4ZepnFjrOd/75K+CCuGQzjIRpj/6UiKJGhG1wH05O\nVuVvScgQN6p8CtwuwrdwY5IpahxvARvhHAsbRkEKWtSISBuwnaq+4P9fDFXV7qFLVwUJW9QcC+yg\nytF5En8NKKrNsQtmGIYRBJFVgRP9bSJwEaqTkxXKR+SPOEXNhUmLYhhpxH8puhdYT5VO8zcRBLgN\nF83ze6rpCwFsGGEjwj7ASarxher2+9pWOAvX44CjVbk/rvLTgm9J9BAwON+Y1OUQuRKYg+qlSYti\npJuCFjXA0cCMrP+N4JQKzf1EfKIYhmGUierHwK8RuRw4BrgbkbeAW3Fj2zvA/1CNd8IlMhzYB9g0\n1nINo7Z4Bfgc2BGnaM3lZzgLuxGmpDG6EE8CfxVhBQ0QBr1SROgJNOGUM/vinMv+E9il1HLEekWV\nV0X4GGcR+2TS8qSAt3DL1A2jKAUVNap6S77/jUCsD9xVIM2WPhmGURuoLgSuRuQ6YCywJ24MGwKs\ngshsnNIm3xauIkekJ3ADcCqq80PL1zDqDFVUhL/glhp0UNSIsAvwC2Bb1WXRSQyj7lHlMxFewSkw\nH2vfL0IPoK0aSw8RVgb2APbDPSffxPmG202VtC0fTor2MamuFDUidNfyoraBU9QcFIU8Rn0R2Jmw\niHQDVgMU+Fjj/pJaJgkvfXoZ+IEqL+ZJfBcYieqMTmmGYRi1gsgKwCBgPZziJndrBNoVOTPprMj5\noCxFjsiZwM7AntSrF3zDCAkRBgFTcD4Q/gncAywFngfGqjIhQfEMIxFEaAF6qXKG//vbwHU4S/dj\nyrEwE2ENnIXnGJwFzbM45cy9qrwftuy1jh9oZSqwlipfJy1PGIgwAnfPd1VlahknDgYmobpOVLIZ\n9UFJRY2I7I8zk90GaPB3fw08B1ypqvdGKmGFJKWo8dejfopbh/lJTmIPnAnkyqgujls2wzCM2BBZ\nEafIGVJgawRmAa/i/GncX9BSRmRD4Blga1TNItEwAiBCb2AU7kXyO8CKwDmqXJmoYIaRECLsBFwJ\n7A1chYt0eApwHnC9KtcGyKM38A9gB+AR3Iv6Q6osiEruekGEDHCVKuNjKq8nbqn0cNx7bB/gGuDp\napd9+u97T+M+RI0EdlIl2Ed4Z/ywEFjdt1w2jLwUVdSIyAW4qAFzgQm4SbUA6+I8p/cHztMUOsZN\nUFGzBjBdldXyJA4BJqK6bsxiGYZhpIvlipzhuHX8u+GiVY0H7kF1pn9cN9zzZzyqVyUjrGHUNiJ0\nB74B/Nf80hhdFREagPnAV7iltOep8qUI6+M+BhyomtevU3Yevwa+BRxcL5YhcSHCD4DdVcNf9iNC\nN5yP0HalzHDcfXoHmAy84B96Cu699iLggUqXvPnOqS/E+Zo5DjgV5/frg4AZ/AcYi6pFwjIKUizq\n03a4Qeu3wM9VdUlOegNwCfATYHtVfaFzLsmRoKJmB+BKVbbNk9gEXIjqjnHLZRiGkWrcUqrsr/9z\ncEqbNtzXz+2XhRE3DMMwjAoQ4XDg36pMy9m/B3AzsI0q7xU4dxiQAbaw5U3lI8KqOAuUQX7o7krz\nEWAdYGucQma4//+nOIXMZH97SZXPc87tDhwAnAH0BC4G7lClw3tuifK745Zx/VKV+/x95+B8FHmB\n6iYyHrgN1UI+TQ2jqKLmBmATLaJUEJF2s6/XVPUH0YhYGQkqao4ARqsyNk/iEcBoVDunGYZhGA6R\n7sD2OKXNLsBRqL6SrFCGYRhGPSPCGbiX7SZVvspJ645757lVlT8kIV89IMJ4YLwqtwQ4thfOSmbj\nPNtCnB+uZYoZVeaVIYcAu+MUNusBlwE3BXGyLsL3gOPJipzn5/c7YBjuPfCrIlmAyKXAx6j+JqjM\nRtejmKLmP8A1qnpd0QxEfgT8RFW/GYF8FRO2okaEccBGOB8zYwutRfUdlYkq5+RJPAvog+oZYckV\nBkHrFjsiHeRCtXy5wsjDMBIkSP8sdcxDMnp6f+YNXEzD4gmMGn62nt/Zz0sMfSWSsSZXbmfp2bEe\nNg7Ei13vskjtM9joSKl2HaTdR9E3rL8VJF/fKtbf/JftO4EVcEFB/peVdiJwCNCkyB8o9dypAcKY\nXwQsaFkew3j1jtcYdgHwX5Zfv+7kV8asC7zzT8b03oTp3Xqy5JPv8adTJzHipU5+QKtAhO1w0fB2\nwN3/8cBT+axsfOXRG8ARDzJ6XPbc6lec/x7wV5ylzkFFo0GJ/ABnKXx0WPXIytvGhHpBVfNuwAJg\nZKH0rON2AT4rdVzcm6tamPlpBlT97Y4ix90G+r286XC9wo+SvjaV1i32DTK6XLDK5AojD9tsS3AL\n0j9LHTOZLRe0J06gaVbesmLoK5GMNbly56uHjQPxbna9y9pS+wy2reNWql0HafdR9A3rbwW3fH2r\nVH8D7Q16IeiHoD8C7Qa6rv9747zXvEbvQRjzi0Bb1vVZTI+7QJdk5fkV6Kegz4PeCnom6H6gm4A2\n5L3e0V2PDUHPAH0O9CPQP4MeALpy1jE/Bb1fNf/cCrQX6KOg40ClyDXxFJ6OpC412h5t67x1K6LD\n6YMzKyvFImClQFqh2qbdFG4yztytEBsAbxdIG4xzyJw2gtYtbsKQK611M4ygBGnDRY9ZTMNigGkM\nWziJETtVUU61RFFGbp75yrBxIF7sepeHXa/aoNR9qnqsjkiurkzZzwNVvlLll7hIPocDk4BbgatV\neb1AHrV6D+Jqs8vy6EnrsbDMP9DrOIe/japsq8qRqvxGlX+qMl2VxbnnVyFDSVR5S5WLVNkO2Bzn\nq/U4YI4I94lwHPBLf8s7t1LnYHp/4P9w0cQK8RawYURVqdX2aORSSIODc+C4TSlND7At0Ja0ximP\nXBpuftoIegdoY4nj5oOumTcdXlPYLOlrU2ndYt+g0f9SUblcYeRhm20JbkH6Z6ljzuOswRNomnUe\nZw0uWFYMfSWSsSZX7nz1sHEg3s2ud1lbap/BtnXcSrXrIO0+ir5h/a3glq9vldPffGua40DvWWbd\nke+a1+g9CGN+EWjLuT5l55nw9fXlPdSX+bL2/cXmVqD9Qd8A/WmBOonCQoW+octco+3Rts5bMR81\nbcA8KOoFW4FeQH9VLWadEztJOBMWoRGYDfR1/aSjQMDnwFqofhanXIZhGIZhGIZhGEY8iDAEmAh8\nAXR64X6NTb5xLDfMeYYdH1TlxLjlM9JPjyJpfyojn/zanq7H+sDbnZQ0jlWBVlPSGIZhGIZhGIZh\n1C+qvCPCZsBa+dL78+EVp3L588+w4w/BFDVGZwoqalT1qBjlqBfWp7B/mkGk0z+NYRiGYRiGYRiG\nESLqomTlj7okH00Zw/ilQIMIa6oyN1bhjNSTquVKdcAGuHBz+RgEdA6JaxiGYRiGYRiGYXQl3uqG\nbohzrrxZ0sIY6cMUNeFiFjWGYRiGYRiGYRhGMdojP72CKWqMPJiiJlyGADMLpKU1NLdhGIZhGIZh\nGIYRH+2KGrOoMfJiippwGULh5U229MkwDMMwDMMwDMOYB/QYxWPvAJsnLIuRQkxRExIidAfWobDV\njC19MgzDMAzDMAzD6OqoKvDWNZy4BNjEf5c0jGWYoiY8BgIfq/JVgXRT1BiGYRiGYRiGYRgAb23M\nG2sDc3FBaQxjGQXDc4vIoHIyUtWuroQYTKGlTSK9gNUyj9NMRjYEFgFjPU/zh2vreO44YKP2c9AA\n55Qgk+mYZxRyiNDheFUWVFRumUhLjpzn6iXZvy+6S55tbGBgaxuLpyxg+I1Haqd71knOkXTII4x7\nkCunNod/LdJUbrnE0VZyCXJtkpCrEkrJGccYEIhK8ixxTpD7WCv9oCR5rkUsdUvgHoRRrzDySGoM\nyH2mctjoZ1lp3kCWNixm5qjh+vj5JZdWl6p/vud2h/TDR08vWWYU40QFlKxrBP2k1Pwj93oGyrPE\nPQkiR0V9pcS9rqSM3L4zcmTH6/PEE9Lht+fpgnLrf/HFo6c3Ns4b2NrasHjKlFHDb7yxcxstJXsY\nfbxTGeeWnkfm1jXf9ShXjlAo1afD6PMxjBuV9KUweEhGT+/PvIGLaVg8gVHDz+aCs7Ll8P/f/lm2\n630sN2wrsump1cqZVF2N8CmoqAHeKSMfhS5vrjWEwtdsHWAO3dgQaPL3XQ8cEiDfjSo4J4o8yz0n\n3/FR1KVUuWtm/25sYODQPvQDWKJMxFk6lZVHSHLHcS3SVG65JCFnkDLr5frFMQYEIQo56uk+liIt\n42wc9yCMeqUlj0roWO5K8way1pR+ALT2KvQsK55HufctWJlp6VtRjIHllhnG3CGZsbr0vQ5Drtzr\nk+96lVVOY+O8gUOHOrmXLKm4jUYxTgRpC3HMPSshieuVxHMrEvozb+DWuDb5Nb0mAjNy5FgRGLwd\nz3MzR/1iG178MAQ50zIOG1VSTFFzdGxS1AeFLWqWL3ta5P+eDBwfMN9Kzokiz3LPyXd8FHUpVe5f\ns3+3tvEmwIyFLJz2KTtVkkdEcsZFUuWWSxJyBimzXq5fPY9F9XQfS5GWcbbc9KDHVHN8mvOovtyl\nDW8CMHfYQmaPKPQsK55HuelLGxYHKDMtfSuKMbDcMsOYOyQzVpe+12HIlXt98l2vssppbXVyz5gx\nbOG0aRW30SjGiSBtIY65ZyUkcb2iIJGxaTGuTU5j2MJJjNhpJE9elyPHgwDzWP3tvXlgJsvdkqT9\nehoxUNBHjareUs4Wo8xpZTCFLWraQ3OPBe4Edi/DhHHZOSGaAsYhx7Ljs0zuKim3XJaX68xZO8gx\nZQHDpy5g9qT5DMu37KmAnJHeg5iXXSRVbrnE0VYKllnk2iQhVyWUkjN1Y1EZeZY6p6z7mPJ+UIp8\n1yKOuiVxD8KoV6h5xDwGdHymzhw1nJlNs3ljzLAgy5465ZG//vme28sJVmYU40QlBK9reP2k6Pyj\n6jyD51F93Urf60rKKDi38uuWr2+VVf8pU0YNnzq1afakSWOG5Vv2FFD2MPp4wbZQpF8EuR5JEHi8\nr6LPxzFuhNEfy2YCo4Y/QdPsexgz7Gw9/1061/Vo4KtjuOnQeay5SUhyJlJXI3zEOZyuP0REVVXi\nK49HgN+qOs1oTuI5QAOqZ8clj2EYhmEYhmEYhpFSRLoBX97FAasexF0fAmuo8kXSYhnpoNjSpw6I\nyJrAobh1b72zkwBV1a6+VKqYRc0g4IX4RDEMwzAMwzAMwzBSi2obIu8fyN1rAdOBYcDzCUtlpIRA\nihoRGQo86x+/MvAhsBpu6dQC4NOoBKwFRBBK+6i5Kz6JDMMwDMMwDMMwjJTzLu5dcRqwOaaoMXwK\n+qjJ4VLgRWCA/3tPYAXgWGAhsF/4otUUawBfqLKwQHoxJY5hGIZhGIZhGIbR9ZjFckXNZgnLYqSI\noIqa4cC1wFf+b1HVJap6E3ANcGUUwtUQQyikiBERXOebHaM8hmEYhmEYhmEYRrqZhfuo/wrOosYw\ngOCKmpWBT1S1DbfMafWstBeBbcIWrMYo5p9mdWARquYYyjAMwzAMwzAMw2gne+nTZr5LDcMIrKh5\nB1jb//9N4OCstL2gy4f+GkJx/zS27MkwDMMwDMMwDMPIpn3p01xgKbBWsuIYaSGoouYxYJT//+XA\nUSLyhoi8BvwMuCkK4WqIYhY1g3Ed0DAMwzAMwzAMwzDamQUMUkUxPzVGFkHDc58B9AJQ1TtF5Evg\nu8CKwFXAH6MRr2YYAjxSIG0QpqgxDMMwDMMwDMMwOjIbWBeRbqDtfmoeTlgmIwUEUtSo6tfA11m/\n7wPui0qoNCItMg7YCFgEjNVmzV7uVSo0d6xLny6+W6Y3NjCwtY3FUxYw/MYjtezyM5mO9fW8DvUt\nmV4JYeQZhVxpIY7rU6KdA6XbVxJtJwhB6mYsRw4fPZ2V5g1kacNiZo4a/sSvLjiLKu9bqXtQS2NA\nHHXJpVbGtyBylluXWqk7hDPOllvGyJF6SfZvoMNvVRZcfPHo6Y2N8wa2tjYsnjJl1PAbbzy/w9gd\nxtyhVB5B6l7qmCiuX5A2mnuNVdO57D+OcbSSMuJ4BgcpI4z+mdb5RBh9uFxE6Hgt8vSL3GM4Vzr2\npdw+njP/0MfPr28XEqoLEfkC6I+zqBlZzulB7oFRmwRS1IjIUGCgqmbypDUBc1T1rZBlSxsbAU3+\n/9cDhwD4Dp+KKWoGA89GLl0WjQ0MHNqHfgBLlIk4ZVG55K1vGemVEEaeUciVFuK4PiXLCNC+kmg7\nQajnthE+K80byFpT+gHQ2msiMIMUtL8QygiLWh0j4yCInOXWpVbqDsm08zVL/D6ksXHewKFDXZ9e\nsqRXp7E7jLlDCM+HIMfENU6UusZpbYOpmCtEJFcYZYRRt1SORyHN/8sl/L7Uef4RRz2Spt1PzSvA\nT8s8N5Xt0aieoD5qrgL2LpC2N10jPPci/+9k4Pis/asCS4toL2Nf+tTaxmKAGQtZOO1Tdqowm0L1\nDZoeRZlx5ZFW4rg+JcsI0L6SaDtBqOe2ET5LGxYDMHfYQmaP2ImUtL8QygiLWh0j4yCInOXWpVbq\nDsm081K/aW11fXrGjGELp00b0WnsDmPuEMLzIcgxcY0TJa9pSknrWB3H9YurfaWyLYQ0/y+X8PtS\n5/lHV6A9RPdrwAYirFTGualsj0b1BFXUbAVMLJD2FF0jPPdY4E5g9zzLnt4pcl7sipopCxg+dQGz\nJ81nWBVmj8vqW8CktVR6FGXGlUdaieP6FGrnywjQvpJoO0EoWTcji5mjhjOzaTZvjBnmmx2H2v4K\n3INaGgPiqEsceUZBEDnLrUut1B1CGGcrKGN5nu7DUe5vpkwZNXzq1KbZkyaNGZa77AnCmTuU83wo\nUvfAfSvE6xfkmE7XNKXEOlcoo4w4nsFlta8q+mcq5xMhzf/LJUi/KDw+5bt+necfXYF3cQ6FFwEv\nALuUcW6tjE1GmYiqlj7IOQ/eV1X/lSft28A9qtorAvkqRkRUVSOPQy/C/sCRquybJ3EF4BNgRVTb\nopbFMAzDMAzDMAzDqCFETgEGofozEU4DNlDlh0mLZSRLUIuamcCuBdJGUtyipN4pZlGzLvCeKWkM\nwzAMwzAMwzCMPLQvfQJ4ANjT94NqdGGCKmpuBU4WkRNFpBeAiPQWkROBk/30rsoQikd8stDchmEY\nhmEYhmEYRj7eZbnT5NeBpcCw5MQx0kBQRc3lwD3A1cAiEfkQWOj/vge4OBrxaoJiFjWDMUWNYRiG\nYRiGYRiGkZ/2qE+oojirmr0SlchInECKGlVtVdUDccufLgXGA5cAu6jqQaq6NGiBIrKOiPxORJ4V\nkUUi0iYigcKu+cfm2zYPWn4EDKGwRc1Q4M34RDEMwzAMwzAMwzBqiA+BPois6P9+ENgzQXmMFNCj\nnINVdQIwocoyNwAOAl7ERYzavczzb8bFiM/mrSplqoZiFjWbADfFJ4phGIZhGIZhGIZRM6i2ITIb\nZ1XzOpABbheh0SI5dV3KUtSExJOqOgBARI6lfEXN+6r6QvhilY8I/YCewMcFDtkEmB6fRIZhGIZh\nGIZhGEaN0e6n5nVVFokwEfeefGeyYhlJUXDpk7+kaJus/5cWWXoUeOmTBokHXpw0ecAeDLzrryXs\niEhvYG3g7biFMgzDMAzDMAzDMGqGZX5qfGz5UxenmEXNr4H3s/5PCz8SkdNx3rCfA5pV9emEZCm2\n7GlDYCaqS+ITxzAMwzAMwzAMw6gxskN0g1PUnCNCN1XaEpLJSJCCihpVPTff/wlzG3AfMAfnxPd0\nYIKI7KaqTyYgzxAKOxKOZNmTtMg4YCNgETBWm7XsdYtJ5VHqnDDkioNMpqOcntdZzovvlumNDQxs\nbWPxlAUMv/FILdRO6o4w7nOttIVcgsgdpP0YhYnj+kXRf2ulbaRBhiSJ4zlVq8+QMNpGXHlE0Y5L\ntg2hY3oevxJxtZ9aJKm5Qan7li+91Dml7lFS97BW51ZxEaQPV11Gzj3gXL2k/ff/WPP+Aczdtv1Y\nVWaK8BGwFTC5fX8anw9GNASK+iQiN4nIegXSBotILA5zVfV7qvp3VZ2kqn8BRuCUNucVkO3crM2L\nQKRSjoSj8E+zEYWs2LoAACAASURBVNAEjKazU+W051HqnDDkioOScjY2MHBoH/oN60f/zfoxMVbp\nkieM+1wrbSGXeq5bWoj8+kXUf2ulbaRBhiSJ4zlVq8+QWpp/RNGO0/Jsq9c+Wkv3tdq2kNQ9rNe2\nExZxXJ/cMpb9PoUrDqLj0ifIs/wppc8HIwICKWqAo4D+BdL6++mxo6pf4Brw8ALp52ZtmQhEGEJx\ni5rXIyhzkf93MnB8jeVR6pww5IqDknK2trEYYMZCFk77lJ3iEiwlhHGfa6Ut5FLPdUsLkV+/iPpv\nrbSNNMiQJHE8p2r1GVJL848o2nFanm312kdr6b5W2xaSuof12nbCIo7rk1vGst/f5+ZTCaCoSenz\nwYiAoIqaYqwJfBlCPtVQrYPiSknComYszvv37lWYLCaVR6lzwpArDpbJWchcdcoChk9dwOxJ8xnW\nBU0Sw7jPtdIWcimrbvVish4zkV+/iPpvrbSNNMiQJHE8p2r1GRJG24grjyjacfC2UXjJRCztp0ZJ\nam5Q6r7lSw98ToF7lNQ9rNW5VVwE6cPhleHuwbLfu/HYa8A6iGS/nz8NDBVhjfYdKX0+GBEghYIw\nich+wH64KEuHAQ8D83MOWxHYCXhDVXcuu3AXnnscMERVZ1Vwfl/gVWCGqno5aaqqkUaIEuFDYDNV\nPshJ6A58DvRHdWGUMhiGYRiGYRiGYRg1jsgHwJaozlm+i7uBe1T5U3KCGUlQLOrTYCBb+bIF8HXO\nMV8Dk4AzyylURA70/93K/7uniMwH5qnqUyIyGBfWukVVz/PPOQ1YH8gAc335TgPWAA4tp/wwEGEl\nYGVfllyGAB+aksYwDMMwDMMwDMMIQHuI7jlZ+x4E9gJT1HQ1ikV9ugq4CkBEZgL7qerUkMq9M7so\n4Pf+/xlgF5wVTzf/bzuvA2OAA4F+wGc4c7Dvq+qLIclVDoOBWap5l11FtezJMAzDMAzDMAzDqD/a\nQ3Q/l7XvIeAyEXqo0pqMWEYSFLOoAUBEGoB/A33DKlRVi/rGUdV3yPGfo6r3A/eHJUMIJOGfxjAM\nwzAMwzAMw6g/3iXHobAqc0SYCWwPFuWpK1HSmbCqLgZGBTm2izGE4hGfTFFjGIZhGIZhGIZhBKF9\n6VMu7cufjC5EUOXLM8B2UQpSg5hFjWEYhmEYhmEYhhEG7UufcnmAnDDdRv0TVFFzCnCsiPxERNYR\nke4i0i17i1LIlDKYfBY1IgJsjPOpYxiGYRiGYRiGYRil6LT0yecFYC0R1o1ZHiNBgipYpgHfAH6L\n0/QtAVqztiWRSJduhpB/6dOawFJUP4xXHMMwDMMwDMMwDKNGmQUM8T/8L0OVpcAjmFVNl6KkM2Gf\nX5dIzxf5qN4ptPTJlj0ZhmEYhmEYhmEY5fAR8DGwOS6YTzYPAIcA18ctlJEMolqfOhYRUVWV0kdW\nkje9gU+BFX0NZ3bij4EtUD0uirINwzAMwzAMwzCMOkTkKmA+qud33M1qwEygvypfJyKbEStBLWqW\nISIrA6sB//MjQnUJMhkZB2wELBox4h9nP/30fu91UtI4zKKmzpGW5W0BGKvNuiBhkQyjJsgeR4Gx\nntex79RS3ypVl7RSq3KHQZC6h3F9aqkdp5FabaNxtZ1q29fFd8v0xgYGtraxeMoCht94pBaKYJo6\n0tI2qpWjknsYx30LIlccz/Ew7nMleZSSPca+cy9wEdBBUaPKRyK8CjQB/yp0clr6iVE9gZ0Ai8g+\nIvIy8BkwA9jU33+jiIyNSL40sRGuY4w+4YSfXYGF5u7KLGsLmPmhYZRDqb5TS32rlmTNplblDoMg\ndQ/j+nTlaxwGtXr94mo7VZXT2MDAoX3oN6wf/Tfrx8QK5UyKtLSNauUo+/yY7lsY7S8tY2gleRQ9\nJ8a+MxHYAJG18qQFif6Uln5iVEkgRY2IjAHGAx8CPweylxTNBI4MX7TUscj/O/m00x69GwvN3ZVZ\n1haA45MUxDBqjFJ9p5b6Vi3Jmk2tyh0GQeoexvXpytc4DGr1+sXVdqoqp7WNxQAzFrJw2qfsVLaE\nyZKWtlGtHGWfH9N9C6P9pWUMrSSPoufE1ndUlwAPA3vnSX2Q0oqatPQTo0qCWtQ0A7eo6u7AVTlp\nrwKbhSpVOhkL3Ans/v77G61J/tDc/YBGYHa8ohkxs6wtmEm7YZTFsr5TwBS3lvpWqbqklVqVOwyC\n1D2M61NL7TiN1GobjavtVNW+pixg+NQFzJ40n2G1tOzJJy1to1o5yr6HMd23stpfhM/xUPtSGXkU\nlT3mvnMf8J08+6cCK4uwYZFz09JPjCoJ5ExYRL4C9lHVR0WkB7AY2FpVp4hIE/AvVe0VsaxlEbEz\n4T8Dj6lya07CtsB1qG4ZRbmGYRiGYRiGYRhGHSOyCi5U9wBUF3ZM4hbgOVX+kIRoRnwEtaj5DOhf\nIG0wbklUV2II+X3U2LInwzAMwzAMwzAMozJUPwFeAHbLkzod2CBegYwkCKqoeRQ4Q5x2b5kJjoj0\nBk4EHopAtjQzmPw+akxRYxiGYRiGYRiGYVTDveRf/vQ28I2YZTESIKii5mxgAPA6cIO/7xe4dXLr\nAueGLllKEaEnsCbwfp7k4cDL8UpkGIZhGIZhGIZh1BH3AXsj0j1n/wxMUdMlKKioEZEV2/9X1ZnA\nVsD9wO7AUmBn4FlgG1XNp7SoV9YB5qqypMNed722AZ5KQijDMAzDMAzDMAyjDlCdAczFvV9mMwNY\nX4RIfLEa6aFHkbS5InIX8CdVfUJVZwPHxCRXmim07GkE8DKqn8crjmEYhmEYhmEYhlFntC9/erZ9\nhyoLRFgCrE7X8xPbpSi29Gk8cBDwuIi8IyLniUixUGBdhSHkdyS8G/BYvKIYhmEYhmEYhmEYdUgh\nPzW2/KkLUFBRo6pH4PzSfB/ntOhM4A0ReUZEjheRfjHJmDYKWdTsinO6bBiGYRiGYRiGYRjVMBlY\nDZHcKE+mqOkCFHUmrKpfqOqtqjoKZ0nyS6AfcB3wgYjcKSJ7iUhQp8T1wBByLWpE+uM6y+QE5DEM\nwzAMwzAMwzDqCdU2nFPhfXJSTFHTBSjmo6YDqvoecBFwkYhsDRwBfBc4EJiHs77pCgwG/pKzbxfg\nSVSX5Dm+JpEWGQdsBCwCxmqzLkhYJKMEF98t0xsbGNjaxuIpCxh+45Gab4mekTBx9C3rv+kjk+l4\nTzzP7knY2BhoREkcfdjGCSNJwmh/QfJIop3XyryowLW5FzgFuDLr0BnAtvnyqJW6GqWpyBJGVV8E\n/gk84u9aIzSJ0s8QOvuo2ZX680+zEdAEjAauT1gWIwCNDQwc2od+w/rRf7N+TExaHqMgcfQt67/p\nw+5JxNgYaESMjd1GvRNG+wuSRxLtvFb6Vj45Hwe2QmTVrOOKWdTUSl2NEgS2qAEQkY1xljSHAYOA\nT4E/AreGL1r6EKE7sDYwK2un4BwJX1ngtFplkf93MnB8koKUQyYjDUCr52lb0rLETWsbiwFmLGTh\ntE/ZKWl5jILE0bdqsv/WOXZPIsbGwOqQFukNDMzZ/ak268dJyJNCbOw2KiaTkV6ep18nLUcJwmh/\nQfJIop3XSt/qLKfqIkQyOMVL+6qOYoqaWqmrUYKSFjUisrqI/EREXgBeA37u/z0UGKCqx6vqMxHL\nmRYGAh+pkj3Qrg/0BKYnI1JkjAXuBHavMZO5W4FfJS1EEkxZwPCpC5g9aT7DzOQ/1cTRt2q1/9Yz\ny+6JLWeIBhsDy0daZBVpkcOlRe4C5gJPABOytpnSIpOkRU6Xli4f+TOOPmzjRB2SycjPgOcyGZGk\nZSlBGO0vSB5JtPNamRcVuja50Z9mAwNEaCiWR8rrapRAVDV/gshBOOuZb+Msb/6Dewm+TVU/iE3C\nChERVdVQB0QRRgCXqLJD1s4fAtujemSYZSVJJiO9gXsof0nbROAkzyvQqMqXYxhwOnB8kK8QmYwM\nAP6Ls/Qa7HnaGoYchmEYhlFL+NYxGwAbZ20bQodJfXfccu4JwHjgfm3W+Tn59AJGAmOAfYGFwOdZ\nh7QBz/vnZ7RZF0dQnXZZeuN8Ao4Btgay53hf4SJvjgde1ub88xBpkZVx89oxwLCc5K+BN4HXs7b/\nRlknI134bewMXFvP5kPgTG3Wl8rNM5OR9XCWDV8CB3uePpvnGAH+APzW8/S1sgU36h+RAbgxaQ3U\njUkizAD2UOWtRGUzIqOYoqYNmA/8DbhVVafEKVi1RKSoOQzYW5VDs3beBdyD6p/DLCtJMhk5DDgW\n57gqKAKMA273PL0sYDk7A294ns4tkD4Opz2eCHzX83RpifzOwE1MNwEu8Ty9J88xKwC7ep7eF0RG\no3wyGdkc+Mrz9M2kZTEMoz6QFmkATgBWztrdCvxZm/W9ZKRKDmmRPYBtcnY3AkNxSpl1gJl0VDq8\nhXtZzOZNbdaFAcvshnu+Zit7GnC+EMb4aQ8RvoWxAJsCuwOv4JQxE3H3v51G3LKA/YBeuCgp2R8V\nuwHDgZ2BZ/w8JuMUTe2siPPtkK3cGoxb7v468AbwWY5sD2uz1lXET2kRAQ7A3c9sXtJmfTCKMjMZ\n6Q7sAOyEUyCGyQLgD55XPOCHtMhInLLkP8Al0MF6fkvgQuCvwK+0Wb8IUrCvgHkYpwxtA77pefr9\nPMd5uL4zFRhRar5rdFFEngPORvUx95NHgctUl/mMNeqMYoqaMcD9qrVplRCRouYsoI8qZ/g7uuO0\n7JuiOifMspIkk5Engas9T+8u87xBuC9rR3ieFnWu7CtM3gX+4Xn6wzzpfXCToy2Am3BfuX5cyFon\nk5FuuEnod4Fv4r5a7JXnuDNwD9uNPE//WyCvfrhJbjb/bbfq8ScxK2ZPbjMZWcnzgk12651MRibh\nFDWjkpbFiJZMRvp6nua+uNQ80iLdcS+82c+Q+dqcX6kclExGVva8YBN8oyPSItfhxvansnavBhwE\n/Br4vTbX/8uNtMjawG+BbwF3ANnPxC9YrpSZoc3xRqKUFhmICyG7bgTZz8RZ/MwrIYPgFAx7Av3a\n9/frSc+vlzLtqzbu12b9NN+5mYz08TzNthZqVxCuz3LFzYpZyT2Bo4HvabM+XEGdUoe/vO06XN+6\nPzsJ19f+A/z0iSbm4iy0As2zW9vgqfms8eHX9Mnev+2q9B2yEiNx7eZ9nNPUXGViteyAswQ72PP0\nK2mRdchqG7j7+DOctdZPtLnzRz4AaZHVgcv8407FuYFopw2n9OwwBmUycgTuo+c2wCq4ueyQ3OU+\nmYw8gFvacjhwh+fpNbnlZzLSE+hlz5AujMgvgQGo/tT95HpgqirXJSuYERUFFTW1TkSKmnHAFFX+\n4O/YGrgV1Vzz2Zolk5FNcJr/QaW+PhQ43wNuB7b3PJ1Z5Lgf4tZQbgps7HkdJ1+ZjByPW595QCYj\nfXHr5u/zPD23QH674b6AbAn0Bt4D/s/zdFbWMavivog9BnziefrjPPn0AKbhJh/tD9yVgac8T48A\nkBY5HGcau5k2q/oWJM8A38itR1cjk5FNcdHg2oB9Pa+2LPGM4GQysjfu6+I2nqevJy1PWEiLrAD8\nHdicjks8BgBDtLnji1xQMhk5FLgU2NDzNOwXkbpGWuRY3IvRttrcUTEoLbIxLqrFisBx2qwvJyBi\n5PjKwx8BzbgX6Qu1Wb9KVqrawP/w8xzwtOdpXsea/gv1VcD65fjMkBbZHmedc6I269/DkDcJ/CVu\nPwdOwn3MulqbO36oPf1vstrcr/j9kJXYd8fVWNrQjTkidFgW1qbIkjYaligNS9rotaSNXkuUXq1t\nNIig3TpaQfHRYrq/vID3pnzC7dM+42ZtDt8S95YHpGefnty3qJWhP5rCwoVLWRPInas9AjQHGd99\ny5vzcVZc7fQFXsCFQv4aIJOR/rj55F6e55ZMZTJyBzAxWxHjL/N/HLcMcT2ctdj/eZ7OzjqmL06R\n0x3YOSwXA0aNIbIpToG6Hqoqwi+A/qqclrBkRkSYoqasPPkXcKUqD/k7zsRpNk8Ks5wkyWTkCpw1\nxC+ryOMk4PvADp6ni/Kkd8d98TsaF0FsnufpOTnHvPTUh/yx+TV2A455oolewNPAlZ6nv8+T59+B\nCZ6n1/m/r8YpY5qzjrkY92A9B2eaPdTz9MOcfH6Ac5Q9qv1B6FvYzAC29Dx9V1pkEvB/wB7arBMz\nGbkVt0TrN56nl5R9wWoIaZG9gXOhw1exNuAW4IonmrgcZ2b8GbCV5+mhuXkY9UEmIxNxk91hOGVN\nzVvWSIv0wU2G5wBHZVskSIvcDTyizTqu3Hx98/eXcUrfcfU+ToSJtMh2uGUsI7RZ3yhwjABHARfh\nfJRlT2z+DZyqzctfepLEf56cj1vGk80C4EFg/KgnGdzmFDLZy7xWBt4GjtdmDXVpUSYja+IsGsbg\nrCSy+QR4AKeMeLXWXhD9vncXzkrDAw7zPH0y55g1cC/U04Fnyp3/SIt8C7ds5VfarDeGIXeUSIvs\ngFP29c7a3YhTNJz4RBPdgSvouPRJcMrq597+gmfP+Q+7z/mKQTgrrnYacEE33sVdy+xld29os36S\nR5YG3H3ZD+cXppXwLWr6doOFF2/OFxv3oeHzJTQdOrrj3A8gk5FVgL1w/WCznOQPgV94nk7KV4Cv\n6PoLTmGznzbrwkxGbgPmep6emlXGKFyU2G9lzTFvAmZ4np7v/z4Ht0zvO56nmsnIarjlUy/iload\n4Xmabe1kdBVcpOG3gTGoviLCQcChquyfsGRGRJiipqw8eQMYo+qvvxZ5HLgKrQ9/J74T4dnAtp6n\nM6rIR4A/4TT/h+VO7DIZ2R/35WZ7nE+ZScB67UuHMhnZCrh71JNMaINtgcXAHk80sRLuS8Mpnqd3\nZuW3Jm4iMLj9ZTGTkc1wE6chnqetmYysjVvbvrnn6fu+/5s52RY6/nKst4D9PU9fyJH5MqD7yCe5\nEffl5UrgW080caaf72HA1TjlT92FBpcWWQtnbr8FzkQ4e9lYH+C8Fbqxzr07MqhHNzbHTe5n4pQ1\n74RQ/jeBtbS5+JI6Ix4yGdkO579sQ1y7XxvYr1Tb9/v2Ys/TadFLWR7SIqvhxoyXgBO0uWNdfJ8g\nF2izbl1u3pmM7IrrPwfilu5s5HmdX1qMjkiLDMD5ETlBm/XeAMf3pWN4aQEOBn6CU45ck9TyKP+5\neADOauNBXHvIti4YuGAxY9vgsNY2ei5cyr9W7M777YkCunovPukWbsyYdr8g7ZaQ43EKxexn9tq4\nDxFjcFamD9HR0mwp8GfPy69ES5pMRn6Jk78J58PmYtxL8ldZx/wFp5y9GucjZFPP0/+VU460yEbA\nv3AWu9lKgI+A38a9DK0Q0iK74RQKPwJezUpacvPWzB6yEqcCp+EslHOXAM1ttzbylaMb0DF6bCsw\nu1Lny74PpG8Qvo+ar4F3n2gC3P3fC6eQb6cbsBVueVK7Y+3n6ei/aEvcsqf7gDPzjd/SIj2Acf17\nsekNW3Fv354cg2tL2cvku+Esu4/wPH0uk5G1cPdhQ8/Tj/xjGoApuCWdT+OcZN8HnIlTqF4AbJHr\nx8bP+yhcf0xFezMiQOQqYD6q54uwFXCjKlskLZYRDaaoCZwf3XBrXFdXZSEiK+K+Jg9EKzOFTxuZ\njIwFjvI8zf3SV0leK+AUMLd5nl6RtV9wy4Qua/eBk8nIP3DWMNf4v6//opW5+0ziJzg/ESfgfM/s\n+kQTq+AmQmPb/eC0OxH2PD02R4ZngIs8T+/1FTOfeJ7+wk8binthWq/d6ieTkdOB7TxPD8hTn3WB\nfx/8HHd++DXzcJPtt+/bkdtW7sFS4GTcl9ufeZ5OqPb6xUUmI43AIs/zPci7ZR+5S/m2x1khXQdc\n+EQTK3tep8ggcsZQrlmtF8ec/go3ATf/aTgndhN6Hv4CV+D8JXxcSA5pkVXyfW3LSh+Pi9RxvDbr\nrZXU1QiPTEbuwi0HvNqfVE4A/uV5+usi5/TE+Td41/N0tyLHrRK1EkNaZF1gzaxdvXDLZ+7HRfbI\nVS7LJ4tZff9nmQwcUG7kj0xGHsE5Wr85k5EbcFaEFVst1gIn3ibrXXN44eWvpfC/tE8AHtVmbalG\nFmmRobjxqy/wSyB7LFpYjoWKtEhP3LK47PnFp9qsb8GyZ9xQOlrD9MK9ZK0HHD/ySabi/J1ksyNw\ntsC1f92W+wf0Zmf/vKj5N/B4qciKfr22wPnnyHYm3Agcg1NyXBwkQmNcZDIyGrgBZ/H3vr/vbmC6\n5+nZWcdci3uhXuR/lFnJ8/RHefLrD3xUSCHt+z45jI7Ki13wo/0EWaomLbISnZ34zg3DIkxaZH/g\nuu7CAY/tzAI6WtSsgVNivIfzB1hx300zfjs+BNcXs3kd9wwr6GvQny9diFNankFHHzU9gB1V2W9x\nG8OnLGDRf7/g5Jve6aAMA2DclnyvX08GH/I85906nBN7CL0Pe4HLcArSWcD8J5rYDrgb13b+6Hl6\nUZb8T+OcI3cIYpLJyHnAWbhIqX8sUIcVAbXltzWMyC7ARahuI8IqOAu2fqrU5wt9F8cUNYHzY03g\nVVX6+zt2A5pRHRFWGUnjOxH+nefpXSHlNxi3Lvxwz9PH/X0jcMtkhrZ/DchkZHvcF56NgBWAWT+c\nwsVvfM7/abMeAiAtcgr/z959x0lR338cf33oHRRFUbGDvYsaG4Nib9hbNMYabLEbW8a1RaPGWGOJ\nLdbozxKNYmdQsYsggoKKBY0FRUB6uc/vj+8cLHu7d3vH3u3d8X4+HjyUndnZ7y17uzuf+RQ4Fdh5\nSD+WI3yA7U646vApcGieLJijCFewzyR8sK0VRQuDBUliTxI+mG9JP4DHAf2iKP+X9pdesQf+9RUD\n7/uadT32r5a+wh5+aEv2atuSdaPIv0oSO5nQrf+QxX7yGkD6gT+MUCqwd/+hdCGk13YEskvWvgPO\n9djHJImtTnieDsvOakqP9/r3s/jHoW/zG2Cr5dvR+p+bsd7h7/DJlLk4sGG+kamWsaUJHzT75suY\nSZtnjiKUCjwOXO2x37j4z4DURZLYmsCbhCDntPS25Qlp2YMKTVRLEjuecBKzLqGHVZVm3ul7wSuE\nfk+1uqJdjDQQeRFwPPBlzuaHPPZr890v7an1tyPf4boJM1nG4/x9LgrcdyNCBsXqUeSz06DvCGCD\nKGo+TeiznfWQXbRjDy75egZrnbBX3XpOWMZuIc3Uys1uquPxDDgSOJFFr9j3Am4CLis00jnrGB0I\n70FrEN43AWhp9Oq3LO+f0ZuvO7ZiV0IQJ7e04gng6v5D2R24kZBpkZ1R8y3hfbbJ9XtKX9M3EoJP\nJ+SWFpVD+j71BiFD9vWs21cgBKd2IGR9fgQcF0X+Yrq9OyHj4TdR5J9m3W87QiD30qjIyZawIOD4\nL0IgZJ/qeqBYxvYivBYnA9kZEasSSjHrXO5iGfsdcGVLY/eXtucwwntx9vvPXMIFqEeaWnlbQ0s/\npy5l0R41ELIxn/x+Fq8c+janE75/VrFMG1rd25f1j3uf0bduxronDefjCTOZQ3hfWpWQyfPJGb1p\nWwFf/P1T/kUIJH3hsc9LX4v/IvR3rOyHsy/h3+8kwuSqPrmtB9LvfC8RyqyOK8VzIWVg1prKsnP3\n/5nxC9DbnZ9quKc0QbUK1JjZssBWwNKEiVA/m1l7YI5745q2UA+Bmr7Are5slt5wFTATz9/ctqlJ\nElsbSIBepUyZTBLrTyiR2CqK/Msksf8Az+f2mUknBf0dWMqdXXd4lTWAMzwOAR4Ay9gxhA/H3Yb0\nYxXCFfBLCSddm+QpsepAKOUaBTxXeUUia/s2wL2Eq5+XAj1ys3Ky7XarXfCHNbioa2u6RpHPvvkp\nu+WXORx+0Wi6pU2FuxFO/vpkNxVOPxz/AXyYr79OuWQFzcZMn8fcvYaxtqfptYVOWJLEbgJWINRJ\n71BZwpI2w3uBUH42L2v/e9wZt8OrHAz8yWMfnHtMy9gFwB+AMR77Lnm2X0QoexpkGVuVkAZ8L6EM\nRV8oG1iS2C3ApMor0lm3b0VIJ98utwwi/V0cR+hDcAgwN4r8T3mO/TihNv++QhknlrG/EE4ysn1L\nSNN/opo+JjsTfg/fA07zuLhAUPo+8Tjw3qQ5jNn/TY4FVs494UoSuxn4NIr87zm330fo7XFV1m1X\nA53yXbVvDu78r/00cz5LdW/DqJ7t8743tyYE52+rDOJnS9/rzyY0D847oadU0vKqF9I/Zxd6T7GM\nde3QkmfP6EPXHZals9nCjBp3uvwwm9kv/ECHb2ZwxQrtufKeoxY9TprFVRnM+IPHntTbD1UmSWID\nCT8jLFo+9QPhveEJYHR9BQLS/ndbETIeDgMuq+xbl7Pf8YQsoLeBrlHkv8vZfgEhw+bQ9O+7Ek6M\nLyFkl/aJatdwuCVwCyEjabfc7NL0YsQNhL4of/B40axcy9iWhPe30z32h2p4rF6E/jJbZt8MeOdW\n7PrUNpxGmBi2W/aFK2lYSWgqvBbwSfbFvTSgvCyLjoiv/NMT+Anwqzdk2fcmMfPf3/DxhWtzwY7L\n8QiwexT5e2nW2Nu5vdCSxH5PuHC5IlmtAqQJMnsIGIL77Wa8Dwxy552a7iZNT1GBGgvNi64m1Hm3\nJnwA93X34Wb2PDDMvXDKeznUQ6BmP+BIdwamN7wP/BFfeKWmsUgSO4mqDQFHEaYm5Z1KlCR2LaF3\nxHn1sJ7TCVcyjybUwa8aRT4jvXo01mMfl37BOx9o8dIP3Hf5J5wC9MnTJ+JAwhWngUP6sTZhdPeJ\n+b6MpY99I6EvwJoFri68QThhyBBqfgumF1vGXn9kKzos25abgPvdGX/SB8z5+FeO9Di8DpLE7q5w\nPt7xVaYBD3jsU5LEziKMXFyekIlSp9KoI++2IS/9SNvvZjGZMFlgwRfFtL/GHoQ66mwzCYGNV3Mn\nOKRBs+dO+YChJ63B+9Pm8/7mS7FdoS/RSWLLELKX1iVcjcwQUsonJYldD0yNIr8o5z4bAC8MfIML\npszltx7742gE9gAAIABJREFUDtnbLWPtCFc19yAEiXb32EdmbW8JjD9uNc4+bGWmRpE/l55YvUh4\nLRU8sWou0iu8BxJOasv6s6ap/+MIV/KqjKpOkoXTebK/BCaJnQv0jSI/IC07HEqYLDcna58+hMy3\nHQlT3laLqo7KXZqQ4TWS0MTyVELj6rUJjSgHpn8fAotMI1mVcHJyksf+bFoK2YeQOXZYoZOutLfV\nO8CxhNfp0D1e560Z8/mvxwtTy5PE+hJOQqcBjwBxFJpAVmbPLDJJptBV++bg2ids95Xa8/Sg4Rx/\n4ybcsGJ7jokifzh7nySxvxMyImcSguwL3ufTk9Knge2zs0vS194ZhKzLSvOAOwtlQRYrfV09S8iu\nOCG3j41lrEe0LG+c1pseXVrxlBmXsWjW4cwo8omWsc2B2wmvwRFZ29sSfodvBK6snArTHCWh112P\nnJvXIPx+7kvI3HgJKPXEqm6E8tgfCT1Gnoii/BPA0l4eQwglRutU9gbJ2t6R8Fm3Z7r2m4CBUeRv\nJondDXybG6hO77ca4fX8eO629AT8qvPX5rg+nZg+15l73iie+2kOTnht3AL8pVB5lGUWTFS8xGO/\nLc/2lsDJhIzBmwgXYRb8Xm3bnSmXrs9tpJk9ue+t0rCS0FT4JWDzKCqulDbNCF0W4MJ1WDtalvtP\nGs6df16XM2fO54Jj9vSr02OvTejnuKAXWhJ6OY5Kb9+eEDzdtpiAYxo4f8rjqg2YC+y/NOG73P3F\n7F9XVz1mH3drQ895FcwZPpm+d/7Ov6pu/2I+94v9brA466rpMSyz6Pbs7/oLd7LDgQNxH2jGo8Bj\n7jxcZT9p8ooN1JxPePO/lHCC9DaweRqoORk4wt23rO4YDa0eAjV/BNZ05xTMliF03V4Gb1wNu9I0\n+8GERnCVWhKuruwCfDhzPk8P/p6ZlfWMZthePbn0+k/5wzPfUygV34GRuaNRi1yTAfcRmqBdF0V+\ncdohfwIhxXeLIf2YSpgS0HbAq7wy3xnr8cIr0NksY7sRrm4dOqQfRhi5mbfeNv1y3ysqMCY6CY2N\n/w/4WxR5wfF2lgkZI4O35fftWvJ3Qi33Ef2H8gywqcdhdPfTL9q2cyp49oC3aAucO6Qfo9O1bkEI\nnj1AyC6q9gMlzzpPmVvB9clE7Ipw6jKEECjZiHByujlhvOMwFk2nX4pwQrQaYXLH08CP+63Iyn9Y\nnRuOeIfjfpjN31dqz9/v24KjgAejyP9SYA0XEYJsx6R//xshaHMAoXQpb+PgJLHB8yp459xRDNqx\nB+fv3pMFpRC3fM6e/5vJdpetz8n9hzIAWL/yuYQF/9aXDOnHD8AAwhfM57NOrEYRrkA2qoy+UknC\nuPjBhN/fOIr8uiLv14mqQbvPK/s0LMZ6LgZWrC5tOknsVkL/l/2jyCuSMEljHCHT5pN0nwS4KbvM\nMr3fj1Hkf07CFLdhudkplrFTCTX4lSeCj1SWR6bbW/TpxPbrdGGgZfWJmFPBr8N+5orJ5y9oWJ4Q\nmotCSPVfcIys9bQlBJSeiiK/Ir3tP2/9zNfnfcRWHnvf9LbKdPKHCVe9nyd8GT6NcIGDKGvqR9bx\nLyC8L+Qtt6rG91FU+hG2pXLHf+2jEZOZesvn9Fu/C/+7biNo1YK1o4WNMo8gZCVsQXht3xhF/gAs\n0jz4ZI99QSPTJLEtCCPTnwGyf/buhKaoNxOm7lV78p/+XmzMoj1EAPhuJu1v/JwrWhtTNuzKghPt\nCmi3Ynv+vF4X5nVqxcE79g8lMoWkDUUPJj2hyjK4ULbXkiKrz822lL5h7EzgpSjyz4tcy4rA8oVO\nkpPETiT0nutIyD4Zmd6+MqHh8npR5N9n7V85ArwXIVshX7NZe2wrPlm6LX0APp/GiGPf517guWJK\n3ixjaxK+g99D+A5QqTPh+8A04A9D+vEjoUH0grsSMtQqgINq+j2R+pcGC3eIoroPSEjCVKldR01h\n1Kkj6A3s6rF/lG77JzCx8uJrktjDhO9pW1LDZ1+29LvvB6TlgkWOL78EuBDY2GP/sG4/Xc1ue9om\nr9WZrgAjJjPhtIG+cnX7F/m5X+M+i7uumh7DMotuz/6Os3CnBeehPQy/BJjizhW1Xas0fq2K3O9Y\n4FJ3v8LMcu/zOaHze3O3MiGwACGb4LXGFqRJnQXckHuCAwuudO0wcjJ/X6czK7a0hTXQz//Ar898\nz4nVHLc1sJ5l7HXC1aqnPF74JaU66ZXl4wlTLm5Kbx5ImJY0Bnig/1D2GtKPM3+ezXLznWsIKaF5\neeyD06Z4j/UfyvEeF26KFoXx29VdBfgPoZ43b3Aiy/HAXe1a8iJhgsD1hC/j7wFxGjiYYXDOA1vA\noNW58OnvOMmdLmYcnGbqTEhLHp5IEtumUHAp1xX/Z/G6XfjTmR8y7+oNab1mJ6Z/No22hMDp5+la\nXvS46ij0VJymQ+9NGJveeYOu9H7qf/z6w2z+CJwz4Rx/KEnsIWBYktjEKPJ/Zh8gCc2hTwL6Z918\nDuFL4yvAO/mCNKkLW7Xg2rPX4teZ87mCUGuNO/Rfls1XaM+nwOD7t2DQb9/hXMtYr6zGiSds3JVH\ngXMJgb4Hk8T29NjftowNIPz7PWAZO7KukyYaucoP3k0I/zYji8zIuoOQRl+Z2t4CWDVJrHexr7tc\nafnSiYSrcdU5lXAScQHhNXoO8GRlkCZ1O3ACIUhKEsbjHszCBqtXA48mid1UWUqXXpE+gZDZ0oNw\nQn9Cev/lgL2H9GMgoSxvDItm1Kx4NmyWJHZiFCbaVf6uLDhGzs9qhPeqb1j0veHqLZfmnhbQyjK2\nqcc+nBBAXAm4OwoT5voTelncTwiOF5rG8Pd0n8sKbC9k9SSxaYT34ScJv3uNYtLc4Jet93JtWefF\nH4g89rmWsdvensQe2yzDtcBRSZj69TcgiiL/JQmN4O9KEnu0f+hq8ihwV2WQJv13OI7wHB0fRf5k\n7mMmid1GKBsZmST2hyjyITnbe7Bw9HQ/wgWBKhktPdvDZesxY8IM1pldsei/yaQ5DOvamv2K+d1J\nMxcfqGm/JVGaEfhB+qfca/kWqC5w/U/CBZArswOjUeRfJ4ndS7h4eRIseJ3eQ8jQbU0IHlY5aUr7\n662R/vXdNTqxc96r5QV47J9ZxrYjZN/smLWpghCsvCedjvkmIXCVHZAZAZxZytJ2qbv0PXtxp1he\nCPy6QVdOJWRlvWQZ28tjf5cQuBuRZpVvSngtH036mUt4D8ybiZ7jLELJ3yrA45axPavLCEybYQ8i\nvEavIGSl1Yt5FeEzfvx0po+awnZF3KXaz/1a7LO466rpMWpeg/tPmI0hfB8bTygZl2ao2Iya2cCu\n7j4kDdTMYWFGzY7AM+7ervqjNKx6yKh5BHjCnYcwux0Yg1cNhpRS+uF/PdCVUN5TsBt9un8vQtR7\n9ULpemn67MtA79pmx6SjT3clfOHdjfDlIPsF9D5hskGNPQUsY68QAiRPED6sXvXYL7KMDQL6e+wH\nFXGMTQlZFbnBw09IT2I8rtqwtLbSdNMJwGYe+1dJYgeS9k+IInfL2P3pY+4A/PDCdrzZytjxqxns\nMnUet526j/+x8ljpv+n9hOfuyEKlLOlJ6e79luHK0/uwzg2fcvkrE7nluNUYfOBK/LjTDr5rXX+e\nJDR+/ZiQFjsxZ1sfQhbBoOyToiSxE4A9o8j3ytl/WcJVxFOjyJ+p7nHT1894YHOP/UvL2D6EL7t9\nh/Tjt8BR/YcyEnCP/cy0bv+jZ7flH+1b0jmK/JQksT0JX6D7R5F/nJZO/ZvwGjiwmmBVk5Mkdgjh\ni07fKPKf01TpBwivu4IZWUliqxJ+F1fLKT96DHgrikJ6dM592hECbn2qWVIr4MUo8gOLWHtPwpeM\nDHAlYRzuNzmPN4GQXfZ5ktglwHJRtLBJbxKam98aRaEng2Vsm44tufuJrfliTgVR+5ZMa2EL3n9a\nERphPwkMjqJF34PSniinE4JG1xBeQzcTGp9mlyT1Iry/7UfIiPhNdolA+vv75j1fMv7er5g6pB8n\nEkqjrooifzRrv46EhuffRZH/vqbnqzbSNWyWrnMgYbrQH6NoYQZKudzzjD01fDJ9bzjcewJYxlZr\n35J3n9mG6WacRwh6ndF/KP8lBFk3v2ZDurz5M3Me+5b5hD5p+3rsFWlw+GZC5s1+NWURJYntTSgt\n6sSin0utWDh6enBdUtlFsqVlwJ8Q3os/TxYdAd6bcAFjtdzMlST0eOtHKIPuXerXYvre8AhhfPox\n5S6VlYaVthO4n7QR9Ulr0GHpNtjW3fm1XUsOjSJ/OQm9FG8jvH579h/KYELPt4PytBqoHOSwJqGc\n81FCgOfwQlnMlrGTCUHEQ0jHkHvsr9XDj8sx99oqG3TltVFT2K6msieArJ/9hEK/e8Xss7jrqukx\nLLNwe7WBXLMLge6GPwuc584OBfeVJqvYQM0XwHXufkOeQM3pwPHunjtOsKzqIVDzJnCWO8MwGw/s\nhfvoUh0/nyRMGjmFcNK1CeHLasF+BknoM2NR5GcU2scy9h8g8bi4EopqjtOaEEBacBMQE0Y571pd\nLatlrA+hNKCXxz7HMrYc4aTuNEJK/Fn5pv8UOFY7Fh2Dmn0Ssw9hssZbZNVq10FPoKXHvnvlDUli\nLaN0apVlbHtCcON24MQh/egMfDf2Vz4aNJxPKrJKedL7diBcebs7ivz6nJ+nMm3+3I260u6vG7Lc\nvAr23n1AmKKRlmOMBY6Iorp9+CWJXQYsHUWeN4Mqver9HHBAFPnQJDRo/Bg4Nor81Tz7L3guamIZ\nuwpo57H/0TL2GnCTx/7v9ER6/NCJnHDxGO4HVgdObmX0enF79iCknlc2Lj6SkKmxbRT5hPS1eDch\nGyNviVst/Axc4/GiPQsaWlrC+BKwUxT5iKzbzyD0OyqYkZWEfkGzonQUfdbt6xBep1UaYSaJXU46\nsaWGpU2OokV7HVXzM/wmfbzro8jPzrP9WsJnyWWEJtzbZJ+Mp0G5Swgldb7sX+yhWzZl62Xb8jwh\nWyf7w2tqFNWcUZX2kLiFUJ7wRtYmI7zHrkrIhqmcCFcl8Jcktv+cCs7f5TVWP2gl3ttnBTY+4h2e\nyH2DMaCFYfOrH5k5ldBzos5NHdMMnlsJWUSnZAfEGlKS2DIz5vG/M0ZywSdnLgwGWsaeO3Y1Pjx8\nZc4Grogiv8AyC8rjjr9uI9bfsCsPXTOOLQd/z4Q0SLMaIdA1jvC+M63INbQhjODOVtRrQ6Q20lLg\ntQnB8ztYdAT4s8Dj2ZmpSZiY+A6hJOkNwjTMN6ocePHWdC6hJ9/2Km9aMqUZLe0BjlqFpQ5fmRHJ\nRLj8E1bIvoiaJLa8O5/sNYxZ0+fzK3CVx4tmUlvGrgTaexwuNqbft58j9PI6Jbc/YNon6VPgtx77\nG5axIwnZ6Ntl72sZa0E4t3m8FGPnl1hmmwIPGb478LI7q5Z5RVIPig3UXEXokD+QkFI5l5BGN52Q\nnXGHu2fqcZ21Vg+Bmm+ArR1rRegDsgL1ONs8CZNGngC2AT4jTMXJzJjHH/YYxtseL9prIo3Qjic0\nxP0678+QsW2AB4G1CjWsWxxpFsilhC8KO3mc/4TBMvZXAI/9nKzb+hKuQv1MyPYpxTjWFoR63A0W\n91jA8x7nj9inP/cOwCuVH0ZJYlvFo5nw6k+MBlbPnfJw3RO2/npdefWJb7ny1vFU1vD2JjTL/HqP\nntx3Zm8uM+O4KGfccRqoOIEQqKjVazDt0fAFBcYjZ+23I2Fa106E/jbnEbIfFus1n3WF5nDCCXPv\nyibHSWJnApv3H8p8YDRwwqXrcd22y3BIFPlvctZ3JuE9abso8p/Tf+uDqHqSVlsbEV6/5wD3laNR\ncRIazb4LXFCZTZK1rdqMrCSxpQnvFxvk60eTJHYn8EOUNVEpSWxDQlBoo6jEI7GTxLYkTHmpcqKd\nLJw0dxXhxGLfnO0tCK+Dkwd/z7frdGb0Mm25pVMrTl2c12H6HO5CKGfN9inwWk2BqDRw+cmj33Db\nrstx9sMTeODBCdR1pPI2hD5Pu3nsdR6tmWYo/YnQTPQS4OZig6el8vgLdvXbkzj1r2NZNjvwZBnb\nFzhjSD9iYGj/oRxNyG7asrLfQVp2OTqK/LIkTNi5l5B9c72yAqQxSj9LPyWUOu0TRT4sa1t/QlnJ\nupVliUliDwBjo8gvSZKQdZD7nreY69mFcMFii3IFa6XxSRLbfOAbnDhlLrM9XnTK4E3/sS8/msr4\n28ZzGul3gMppiJaxzoTvin099i8q72MZ60q4APOYx35p9vHSYR+neezbpH9vSSi5O9/j8D02vRh5\nB6F34geEz74q7/FpJvv2QG3P40blnh81W2YtgG+/YcX+vfhmJNDZHV2UaGaKDdR0IKQOb0NoRrUK\n4Re48qrkLu6Na4pBKQM1ZrQmBKU6OHY0sB2+aJZEKSVZk0aiaOE44ySxrX6dxwuDv2P+zPn0uPuo\nhbXG6ZWUDaLIf5v3ZwjBhFeBOz32e+pr7eljnU3oZbFTbulR2kT4a2BbjxfNDrKM7Q+08HhhCUFT\nZxl7AHjH44WZM+kH1QvbdmeFs9di1VNG8NbXM5hFCFLdPKQfXxOCgX+OIr8395jpieII4PzcIE5N\nksROJZwUH1DEvgcS+mj8RBhzWpJ/F8vYPYRgyAUe+w1Zj9cF+OLGzzji8W95HPhoSD++I1yZvDvP\n+q4ifJAPqKkssJbrq5zc8gswyOOGa9ya/tsOJoxyz9vcurqMrCQ0qO0dRX5UgftWTiFaP4r8u/Tx\n3gTuiKKFU4waSlretBWhlK3K1eUksWOAY36dS++Xf+TbgStWHfVcDkligwgBkZFR5APqepz0ffkv\nhB4qO3nshZq5F7uutQnZNR0JadWLm2FW7ON2mDmfH875kMGjTl+0bDXNePuakA7flVDytG3271WS\n2JqEzMfbgd8Bh9Q1Y1CkoSSJ7Q+0jSJ/MOd2IwTbL4kifypJbGNCJsKaUeTT0tLILwgXWxb78yVJ\nbA3CZ8KB+bJeZcmWltKMBg6pLEOyjO24dXcevGQ9/rdjf9/EMnY5YdLqgen2M4AtPF44OjzreMsT\nJjRe47Hfmt5mhEEzV3i8sGw+Lce6gtCrrRXhYnEnwoW1oekx7s85fgtCRuWqhOlUxWpJyKj/lIU9\n3D5p1pNBze4ERhp+GrCLO81qiqQUGagBSEueDiX0KOlBOHl7DnjAvbhU+IZU4kDNKsAwd1bC7FHg\nv3jVE+hSSEtbEsIo7UWa0VnGVliqNR9dtj5tlmnDZz3asWPau6ItIZtm9yhaONo45767Exp0btgQ\nE3IsY8cTSqF29TiUrKS3H0Sou9yx4J2bkbQs6h+EaUae3lY5LWmPIf04nfB7tW0U+cw0I+I14J58\nvUQqJYntRTjB2yj3ynnaNya7eWbrnLtHUeTvFLP+tPzuRMLI0ZK8btIpAk8Cm3i8aKZFkthfgbb9\nh7LKpt145dqNiAljnKsEYtIvw3cR6v33LmWTxDSYdgpwMVWfv5q8SoGrRDVJg0+bAbtWl9mRloa8\nCRwapc1T06yKLwjlUh9Vc99rgA5R5Ccmif2RMDJ3h6iWDWktY/0IJ9bnAU/U8efdDxjUfyiHEV6z\n+xJKAy4hNMZs485Hd3xBx4cmcJjHntT2MepDGiwbARweRf7u4h7PMvYnQtPcnTz28Yu5NgOOIvQG\nup8wLSxfRtNqLOxzszm1v3K5gDsthv3MvItGE3ns7+VuT08CViMEVv/gsf83z3quJzS9PDiKFi9g\nJVJuSWIHAydHkW+XJPYM8FwU+Y1Z2/P15WpB6Et4TC0friVwehT5LSVYujRD6QCOywklvi2AD1sZ\np724PTcCB/QfymjCgI+zCb0fPyf0C8s7Fc0ytgbhu+qpHvv/pd91/wmsk32OkQZwXidMft2P0D/p\nMI99dppJ/1/C9+OJWfe5iNAHs391jYsLrKs14XOm8rNtBguDNm+XIlu/UTHbHzje8JbA1e48X+4l\nSWkVHahpakocqNkW+Ktj2wE/Ahvh9ZNamiR2O2Hk6AG5V47Tuv5f27fg7UFrcMOePZljxv6E0p7D\nosh3zrv+EJ3+AIizI931zTJ2COFLx94e+9vpbS8Dt3vs/26odZRT+iH1MXCsx/66ZexwwkloX499\nUnpS9SChnHAQofxrWL6eHtnS+71G+NDL7qeyCuH18ALhg+lFQjZYpflRVLsPviQxK3UWg2XM8p3Y\np9lko2bMY80OrTgVWCaK/ORq1taKUCI4hVAKVNIP4fRDvzaBmhaEPjnHely7K5tJYgcRyoD6RlHN\nZTBJYgMIX362jMIkkuOAfaNoYS+lAvfrTuhzdDChEfPWtb2qm6YljyQEAg4l9BI5xeP8ZZdZ9zuE\nqlMgcl+zE4DrSEfNtjS6z3fuAtZuTFfGSv17kTZSvwDYxePF73+WBmyvASLCe8WChwLWI/Teeorw\nnL8O5A10/jIHjnqX8+f7gmk1VTh0mTmfnh4arudLY1+N8MU/zk2Xz1pvyd9nRMol/Wz6lHChZhCw\ndvZnbxKmkY1Nb/8h7dN2D7ACYYJPbRrjV6gnjdTEMvYEofS8LbCyx35o2gh7AHD5PsPwqfMWlJ0e\n4LFX25zWMrYJodriEEI563899tvy7Lcd4QLWPcBxleXu6ba/Act62svRMrYnISu0b2UZFkCS2EqE\nfjeXFNsnL/3+vSlp0KZnO5bbqyff3v4F2Z+vk4FzmuwgCrOuwDdL8/Ojv7D0u+5FTfKSJkSBmqKO\nxaHAQMf+CtxPPTVOTsJknVMJvUB+zd5mGetNuILeh3BS+km8LvdGy/JHwhfso6LIX0j33RJYMevu\nGwE7A1s39ImOZWwPwpvzwYQTsGGEJsKNqlSuPqUppBsTTj5fAHbIzjJK06DfIJQrvA4cXUzAIQ1q\n9M+5+Scgacpf2pLE7iFkiB1HmDSVN0ssa//K0syPCVl+tfEr4cvyN6UK8lgmTMjyeNEJWdVJ+8S8\nDOwcRV706NoksbMIgZLtCU3HB0U544kL3O8CQrZQnJu5VwzL2BXAmh77QWk54znAHwlX7G7M/iKW\ndZ/TCF/mLmbRoMBEYGh236y0tv0kQnPxicA/PfZra7vOpiYN5F4LVI5YXWxJYlsRpnZk+xJ4s5gs\nuTTbZz/CCOzqvFXdlL306un7ze6KpkgBaanx9YTm//fn2X4r4eLfXwjTmgAOKtQoXmRxpD0CRxB6\n3G3osf+Qfv88lRDMWHP4L0x67gfW2KQbl++2PJXfReYAz+fLWraMRYSR3/OA1TzO/9q1jG1N+IzI\nnSzVkdCceBDhe9/rwECPF5ZCJ4n1Jnx3nkuoNjgz32Mkia1FmLRYpTl/kpjNmMdr7Vqy5UMTuO6f\nXyzoDTkw/fkOL+b8KC0j68+iGajTgNcK/ew59zfChancz+RJwDCP65AZbvbKBVz29RVcMNGdai/y\nStNTm6lP2Tta1t8rCIGD4cD17oVT7htSiQM15wA9HJsIrIj7qaU4brYksa0JVza3ifJMdrKMPQx8\n6HE4qbKM/QHYfUg/ziGkuZ8XhVHRlY0Yh2Xd3YHLPW6YfgW50jfyRwhvxu97XH22SHNjGVuG0OC1\nMnL/SO4+aRnC8YS+NCUr4WmKksTWJ7yfDI8i36rI+3QjBMK61rRvjm7AWun9xhFGVmb/+bS2X5rT\nbJMvCAG5MTXtn5a7vQtclNvroIj7VmZkrUP4otS3mKyE9MvZRelj1ur1ZhnbiJCptaHH/n3W7X0I\nV8K6AsdXpkynX0xi4DBgQE1ZNzmP1Qs4C8jkNuRurixjexNSyA/0OEx7K+NadiWUF25RqDm8iOSX\nvs+eRwiIVwmKpiegwwj9Q74Dfrekf/5L/bKMDQTmFSg/XfGXORzy/SyOXrszY23hGdSqhD5jh+S7\nCGgZ2w3oUtdMecvYLoRx1DOAv3vst2etaQPCBbiLCX1r8n5XSptpP0a46LlbnpYARxImy15IGGSx\nfhT5tPT72uvAAx7732pYZ09CwGgi4ft8pWUIF8RfJpzHPZM9OTS98LQNC8uxjBAwy/6uthIhePNs\neoznK5vt18jsrBFstPMmjJjuTskalEvjUGyg5h5CBHE5wofKj+n/bwN8T7iSuzXhC/oAdx+W/0gN\np8SBmhuBzxzbE7gR96dKcdxKSWIrEN58jo8if6bK42dsU0IdZ2+PQ6+O9M3lSyDy2D9Ob6tsKHdA\nZcOwxiK9mvowoWfNEtfsyjJ2G/Cjx35RudfSFKRTYJ6MooYpkUsbGa9FGLe6NiHwsTbhgzO79MmB\n/aKo+hLCtMZ6VY99kV4DHS6zZW7cmK/X6BTGZ2b5a5QzTrsWa+9ImNhwVU3rWlzpF463gFs99jvz\nbDfgCOCvhN/3PxNK/SJCSU9tGgMusSxjOxCev997XPUzoZbHeoxQgnFebTIqG/PniUhzkSR2HzAV\nOLWhJ7WJFCNJrA3wL2BZwoSzKj3PsvbtRmgefAKhFLzSXOAVQhDiqdw+ZJaxO4DZHi8sdU+zQf9D\n+N34d3rbBulxFmQfJ4kdANwMHEC4KPR+9veptMxwFKGP5/tJYvcCk6LIT08fe2Xg7d2X59yz1+IC\n4PYoWjSD1zK2qsFLf92AHzZbiqlm7J59Ucwy1h3YgxCI2QXokPPUjCCU6T9JmEyVr0R4BWDv9Bg7\nsOh3z/mEvo6jcu+H2TpzaP1KO2b9UuEt1q2yXZq0YgM1xxDS2nd2z7qCaguiizcQRvm+BPzq7jvV\nz3KLV+JAzX+WYeIDE+lxFyGjZkopjgsLmgcPAZ6NIr8s7+Nn7HngSY/9Hzm3/5lQZ3qsZawToTTq\nHx6roZxIfUinfJwaRd6vuv3SLKpPgXWzxl222ro7bw1anQ2OfJd/V8R+ZCnWlAZHzgOeq++sOcvY\n6YSmvztWd9Kf/vxXE744jQL28Nh/qc+1NTdpCet/CIGx6sqFxnnsfypwjDUJwZYvCX3KTiymmXzW\n58n7eGI0AAAgAElEQVStHvvNtVy6iIg0I+mEyFsJZTu7R9GiGa5pdu+BhMzmp4E/RZFPztremRDA\nGEgYzf0ZUF2WphGSAY6KIn8257EW9PMjBDYuI2TRjEwSW4Zw4fvcKArZ60liDwD/q+z9mO7zEWEI\nxTsAh95lxxywIrfPda5Zvh17E8q5/pxWKqzT0njhlk34tk9n5gLtgFujqOrFqmIkiR2aPldF+3AK\nG9/wKbd+dpb/tcpGM6vAvtiIkT0/YoOO7jS6AT9Sd8UGaj4FznevOp7XzA4CrnD3Nc3sUOA2d+9S\n+qXWTokDNcMv4pK/XEJ8Ge5rleKYlZLE/kHITjogX4+M9Mrq7YRO6nNzti04GSTUQU8DjmlMDTdF\nmpO04eMEwuSsT6rb1zJ2E/Crx35e+verr9yAw1fvyM0HvcXZwOqlKOexjF0CHE64+tK3VFkr6Ul+\ndunZcYTMyWGEGvLJee+46DE2IQQSSjY+fUmSNuHdpIbdrgaO9LhqJqtl7ErCSNQMoXHw9+m+Bcsr\n0sDfw4Qm5Po8ERGRymDM1YSel1ezsHTHCL3yViZUBryR/wgLjtOG8F1i6Roe8pMoyl8+nk7I3JfQ\nGHmn7IEISWKbEJIIdiT067yZUOo0I2ufw4A/EaZsbgb85+EJDL5tPBv16cTtV23AOd/NYtwpI3is\nBWTu2pxvV+rARGB/oDdp+XcULUxeKEbat+os4Fyg6F6dP87iyse/5fuHj/Ht8+5gdvPFxIdmuHgL\ndwr2ipOmp9hAzUzgYM9T8mNmewOPuHs7M+sHPO/u7Uq/1NopcaBm4ijWP2N9Rh+C+x6lOCZAkthy\nhEamvXKbB8OCL8xvEWo2H8q7tozdTChLmwZsn92QU0RKL0nsL0CbQg3tKlnGVgfeIYwl3rNba654\n/DcsbcZq/YdyE6GxXk0NWqtlGTuFMEZ82/S/2xP6wCxWn4P0vedDwqSeyjTnnYAe6f8/4rEfvDiP\nIaVhGTuRMNZ735zb2xD6CvTz2Mem5bKPEL5UH1hN08dzCJlQ+jwREZEF0mDNicBvcjaNAG6IIp/T\nQOtoSeizd1cUVe17lwZiLiWMrj8uivzFnO0GPEPosToA+F3/oQwmZCevu3RrWl+7Ef1/ms201Toy\npXtbPgMOr/z5kiQMVIgiP6jI9RqhP86RwIAo8q9q8/Pe9Yz9ffQUjrj2MO+edwez3T9g4/s35YMj\n3FmscmlpXIoN1HxAqKHdxT1rModZe8K0lc7uvkmaUXOlu69SXwsuVqkCNWa0B36ZR8vzW1Kxaikb\nCafpbwdHkQ/M+9gZ24/wRrRZoUkZ6cng44QpIRNKtTYRyS9JbA1CALVXTdO1LGOPEL4IDLxjM+5e\nsxPLR5EfmTbYvgnYoK4ZC+mo66uB7Tz2Ly1jLQhZE+M9Xrz3qbQ54F8INdGe3vYssBshrXjnYjJq\npP5ZxjoQmldv5/HCq4qWsQOAkzz2/lm3tSY0m18B2NvjRadjWMZ2Jkzp21KfJyIi0lSlwZRuUeQn\nFti+CjCYMC2zSuP+dKLow4RG3ydm95BKEmsPjATOiqLq+5amQZprCAGhXWqbhQMw+GXb8YvpvHDS\nB3TP+93LrMMs2k5elzEXj/fVaz3JUxqvVkXudzYh8viVmT3LwmbCuxMaCFdmmWxNCNw0J72Ab1tS\nsQYh+6WUBhD6+lRhGWtFGHV7enXjTD328YTRzyLSAKLIP08SG0EYWVzTlKargXdawKFrduJi4Nj0\n9qFAZfpvrZuvpyfU1xOyZ74E8NgrLGO/Bd6xjP3OY7+3tsfNcjZwTU4Q6TDCZIYTFKRpPDz2GZax\nfwBnEho4VjqBUDabve9cy9gRhCDhy5axXSunU6RB//sI2TYK0oiISJMVRX5+Ddu/IrSOKLR9BqEH\nTr5tM5PEjgfuSxJLosinJon1TPfPbSa8FKHPXBRFdevV174l76zRETq3YkvynWe7z/ja+ozbn8f6\nw9kK1DQjRWXUAJjZuoS0ra2A5QkRxreAy9zD1KHGpIQZNTsCFzo2B7gBX7wJHJXSCOtXhNrKKgEg\ny9jRhBS5/uoRINK4pFMGTo4ij2ra1zK25pB+rAD8g1AnXZmhchYho+Z3tXlsy9gWhClw+3nsr+fZ\nvi6QECYvzMja9AXwUk3vJ5axzQjTCdZY3BIqaRiWsWUJFxLW8dh/SCc2vQX0yle+lJa2/YXQGHon\nQtbXm8DtHvtNDbdyERGRpilJ7A5CeXtHwqTQwYTvZ9n9Bx14PYoWr1ff/z1vP93yOf9+5UQ/Kd/2\nF22nG6bT8aCB/uTyi/M40rgUm1GDu48hXFFd0vQiNA/dGkraoGlNQq+Acbkb0l4CFwMHKUgj0ig9\nBdyUJLZWvkBrNo/9sySxiwkjH7N/n+8BPrOMLVXsRCTL2NqESUDH5AvSpI83xjKhrDJn0+nAOMvY\nKR5XrenOcjahL5aCNE2Exz7RMvZv4GRCueyxwL8K9ZhJP1f+ZBmbDLwGjAGGE5ouioiISM3OJjQG\nHgIk9dmjZ+o8Rq7cgW0Lbf+I9f/9W+4/CbMWeOFKDGlais6oaWpKmFFzUXtmdJhBxzOALrgX3aW7\nOkliJwJ9o8h/X+UxM3YmsG1uc0gRaTySJEzUiSI/q4b9uhOa8q6eO9LSMvYQ8IbHfmNNj2cZWwl4\nHbjYY7+ntuu1jLUFzgH+SCirvNFjn5ezz2qEHjSreVy1wbk0Xpax3oRR3L2BT4DI4+onk6X3G0SY\nnrFPoQbDIiIiUj7/etbOG/crf778Ezrku4hvRosxrDNvHq122MBHJWVYotSDFsXuaGbLmdlpZnaL\nmd2V9eduM7urPhdZZr2259XpwHelCtKk8vansYx1JURnLyzhY4lI6f0TODJJrKYpd0cCT+cGaVK3\nAyekpSgFWcaWJtQl31yXIA2Axz7bY7+UkB24J/B2WuaU7TTgnwrSND0e+6fAq8D/AZ8UE6RJ7/cP\nj31nBWlEREQapxXaMXitzrQmjEGvwp2KV9n+J8KodGkmiip9MrO1CPXrrYBOwESgOyHQM5lQ395c\nrbwbgydQwrKndKxcf8KIu1xnA8947KNL9XgiUnpR5J8liY0Erk0Sq1LCmOVkoFAfmoTQVPhSy9jE\nao5xKDDYY7+6TovN4rGPs4wNAI4AnrGMPUwol2md3rb+4j6GlM3VhM/qw8u9EBERESmNVi34qEdb\nWLk9EWF6YxVD6D96IE/u2LArk/pUbEbN1cB7hCbCEKY9tSfUwU8npE03V7225fW2hNKFUtkM+CZ3\nRJtlbHlgEBCX8LFEpP6cBcwDVq/mzx0UmOyUpq+eAHSu4RiPEsqWSsJjd4/9X4SgTBdgNGGi0388\n9v+V6nGkYXnsbwHHAI+Vey0iIiJSGlHk8ybN4ZsNuy2YtFzFf9lzWBemroRZj4Zcm9SfYpsJ9wX+\nAFQ2JjR3nwvcZWbLAtcRMkSao159GLcUpW0kXGgs94XAvTU0+hSRRiKKfCSh50udeexDCI3oGpzH\n/hNwtGUsAi4DjivHOqR0PPbmXIosIiKyRJoxn3dWak/fQtun0+njd+k7cXte2xX4VwMuTepJsRk1\nnYBfPHSRngIsk7XtPWCLUi+sMTCjK2CdmNaL0mbUVAnUWMZWBw4hjEwVEWkwHnvisW/rsX9c7rWI\niIiIyKI6t+bZXh3oZRkrlGgx9nH2cyicdSNNS7GBmi+BFdP/HwcclLVtD0KfmuZoZWCCwRqUKKMm\nSawDIUNpaM6mS4EbPPbq+lSIiIiIiIjIEqRHW4as2xlaGusV2GXcoxy4jMPOWMFgjjQhxQZqXgIq\nmxNdCxxlZmPNbAxhSkhzTbXu1YL5XxN6RIwv0TG3Az6IIp9WeYNlbGPC8/u3Ej2GiIiIiIiINA9f\nt2rB3PW7sFu+je5M/R8rTp5N22+A3zTw2qQeFBuo+RNwBoC7PwLsQyh5GkvoXfPnelld+fVam08m\nAZPxhYGVxZSvP83lwOUel+wxREREREREpBmIIvdJc/i0d2cGVLPb2FFsMBKVPzULNQZqzKwlsDbQ\nrvI2d3/a3Q93933d/XZ39/pcZBn12pbXZ1GPjYQtY9sD6wK3l/AxREREREREpJmYV8FrK7Vno2p2\nGXsnx3xPmNAsTVyxGTXvAxvX50IaqV6/4U0oUSPhJLFlCWVU72bd/BfgIo99dikeQ0RERERERJqX\nHu3472odWdoy1rnALmPv4uh2wP4NuS6pHzUGatx9PjAB6Fj/y2l0Vt6Ike0oXUbN5sB7UeRzASxj\n6xEaFj9UouOLiIiIiIhIM9OpFW/26QQdWxacuDx2Lm364P5pgy5M6kWxGTW3AaeZWdv6XEwj1GsV\nvlqK0o3mXg/4KOvvBwOPeuzzS3R8ERERERERaWaiyCfPmM+UTbqxb4FdxgJrNeSapP4UO7qrE2FE\n9edm9hzwHbBIXxp3b1YNhc0wYKWuTPmV0mXUrAehlsoyZoQx578r0bFFRERERESkmZoxj+Erd2Cn\nApu/BHqY0cGdGQ24LKkHxQZqzs/6/6ML7NOsAjXAskbFtJZUrEFpM2r+mf7/BkB74J0SHVtERERE\nRESaqS6tebRPZ26yjHX02Kdnb3Nnvhnjgd7AyPKsUEqlqNInd29R059iH9DMVjKzG83sTTObYWYV\nZrZykfdtZ2ZXm9l36X3fMLPtin3sWlp5eb7/DpiH+6TFPViSWAtgHWB0etNBwCMeN9uJWSIiIiIi\nIlIiXVrz7GZLQWuj0Dmwyp+aiaIDLCW0JnAg8DPwai3veydwLHAhYT78d8DzZlbdmLK6arUdr31E\n6cqeVgamRpFPzip7eqRExxYREREREZFmLIp8wrwKJm++NIcW2EWBmmai2NInzKwFsBewPbA0cLG7\nf2VmEfCpu39b5KGGuvvy6TGPBXYu8vE3Ag4Ffu/u96a3vUrIULkE2KfYn6UY7ryFHbImISBUCuux\nMJtmI6A18F6Jji0iIiIiIiLN3LT5DF27MwMKbB4LBbdJE1JURo2ZLQW8ATwBHAccCXRPNx8LnFvs\nA7rXudRnb2Au8O+sY80HHgZ2MbPWdTxuddaktI2EVfYkIiIiIiIidbJMGx5avws9LGPL5tmsjJpm\notjSp6uBlYBtCdk0lrXtJRomarceMN7dZ+XcPgZoQwiqlNqalLaR8GiVPYmIiIiIiEhdtGvJS+t1\nwbq1Zpc8m0cD1zf0mqT0ig3U7ANc6O5v5Nk2AehVuiUVtDTwS57bJ2VtL7U1KH1GzSaEQNfwEh1X\nRERERERElgBR5FOmzmNC36Wq9qlxZ6o795djXVJaxfao6QR8U2BbOxbNsGkWrnrMPt7hetYasSJP\nvnWvbXbn7/yrfPt0a0PPeRXMGT6Zvrn7ZG9ftwudzBgDnEdW2VNtjlGX7Y3pGI11XU3l36Ax/uxN\n6Rh12b+pvDaa6/PXWI6h569xHKMxrkvPX/mPoeevaRyjLvs3lddGc33+Gssx9Pzl32duBc/17sRh\n9fH8SONQbKBmHLALocwp1/bAqJKtqLBfCJOTclVm0lQZoW1mF2f9NXH3pNgH696KntM3xHpD9+kt\neS3fY3drQ8+1OtMVYK5X3WeR7RXM3/lVpgIHA/vW6Rh12N6YjtFY19VU/g0a48/elI5Rl/2bymuj\nuT5/jeUYev4axzEa47r0/JX/GHr+msYx6rJ/U3ltNNfnr7EcQ89f/n2Wa8fDG3fjmHnOimt1pnMp\nnx9pHIoN1NwM3GRmU4AH09uWMrOjgVOA4+tjcTlGAwPNrF1On5p1gTnkKVFy94vr+mCtZ1FBVxg/\nnemjpuSfUz+vgjlQeJ/K7d/PYlb3NrwNbE5oiDyytseo6/bGdIzGuq6m8m/QWNfVVI5RjnU1lp+9\nqT5/jeUYev4axzEa47r0/JX/GHr+msYxyrGuxvKzN9Xnr7EcQ89f/n1aGm+t3AHGTQuVLaV8fqRx\nKCpQ4+63m9nqwMWEUdgALwIVwFXu3hB1cE+lj38Q8C8AM2tFyFB53t3nlvLB1r6JIyYeyoPDOrJh\nofSw4ZPpO9d5bdQUtsu3T+X2NTvxYOsWtCbPtKdij1HX7Y3pGI11XU3l36CxrqupHKMc62osP3tT\nff4ayzH0/DWOYzTGden5K/8x9Pw1jWOUY12N5Wdvqs9fYzmGnr/8+0SRz37oOfv4tZ+YN99ZtpTP\njzQOVptp2Wa2KrAT0AP4GXjB3cfX+kHNDkj/d0fgBOBE4CfgR3d/1cxWIUxbyrj7pVn3e4hQgnU2\n8CUwCNgd2NrdR+Q8hru71XZt9SFJ7L4KZ8iOrxIDe3nsH5Z7TSIiIiIiItI0PfKcXfzuL/zpmnF0\n9Njnl3s9UlpFZdSYWUt3n+/uXwJ3lOBxs0dTO3BL+v8JsAOhOXELqjYp/j1wOXAZ0A0YAeyaG6Rp\nhNZ77FuGADNpmH4+IiIiIiIi0kz1aMfjmy3FeYSpwu+Vez1SWsX2qPkuzWa5z90X+0Xg7tWOBU8D\nQlX2SXvTnJn+aRKSxFoCaz/4NRuTU/YkIiIiIiIiUgcfdW7FvPW7cCAK1DQ71QZMsvwf8FvgHTMb\nY2bnmVmvelxXc7KaOxMnz2Ugi2YSiYiIiIiIiNRaFHnFpDkM37Aru5R7LVJ6RQVq3P1EoCewH/Ax\n8GfgSzMbYma/N7PO9bjGpm69KXP5FphGmFwlIiIiIiIislhmV/Bsn86sWe51SOkVm1GDu89x9yfd\nfX9C0GYQoXTqn8D39bS+5mC9D6fQBpU9iYiIiIiISIn0bMfTvTvRwTLWtdxrkdIqOlCTzd0nA88B\nzxKCNO1LuajmxJ313v2F1VHZk4iIiIiIiJRIx1Z8vFQbKjbpxtblXouUVq0CNWbWxcyOMbME+AK4\nCHgV2LMe1tYszJzPFl/NYJLHPqbcaxEREREREZHmIYp8/ncz+WGDruxe7rVIaRU7nnsvQjPhvYC2\nhODMccD/ufvU+lte05Yk1rJ1C1adMIO/lHstIiIiIiIi0rz8NIcxK7Rjq3KvQ0qr2PHc/wHGApcB\n97v71/W3pObj13n0nj4PmzyXB8u9FhEREREREWlepsxlaM/2nFHudUhpFVv6tKW7r+PuV+QGacws\nMrO76mFtTd47kzjgfzOZ7rF/Uu61iIiIiIiISPMyYz5PrNKBbkfdY1butUjpFDue+93sv5tZbzO7\n1My+BF4BDq6HtTV5Pdpy8sTZvFjudYiIiIiIiEjzc91hPnpuBd6lNduUey1SOkU3EzazbmZ2gpm9\nQSiDugCYRBjT3bOe1tdknXK/DVquHct8P4vfl3stIiIiIiIi0jx9PYOJXVqxd7nXIaVTbaDGzFqa\n2R5m9gjwHfAPYDnghnSX0939NjUUXtRR95ht2I0r35vEXXcf5b+Wez0iIiIiIiLSPH03i7Hd2mhE\nd3NSMFBjZn8DvgWeBrYmBGm2cvc1gIvT3by+F9gULdWai9u1oO3E2ZxU7rWIiIiIiIhI8/XtTF7v\n0Za1yr0OKZ3qMmpOAzoDpwK93P0Md3+nYZbVdP3+Hmu96VKcO3wy19x9lM8t93pERERERESk+Rr+\nC88s15buSWJtyr0WKY3qAjV3AvMIZU4fmdmfzaxPwyyr6erelhtmVzDnlzlcVO61iIiIiIiISPM2\ndhrDv50Fv8xh03KvRUqjYKDG3Y8DlgcOByYAFwGfmNkHwJkNs7ym5ff3WOctluLYkZM5756jXGVh\nIiIiIiIiUq889llfTGfKj7PZs9xrkdKotpmwu89094fcfVdgFeBPQBvCxCeAK83sCDNrV8/rbBKW\nb8fdP87mlxt/6zeXey0iIiIiIiKyZJgwg09bG/3KvQ4pjaLHc7v7/9z9r+6+HrAFcDPQB7gX+L6e\n1tdkHH2v9dxiafYdM1UNhEVERERERKThfD6dt7u1YZ1yr0NKo+hATTZ3f8/dTwFWAPYHhpR0VU1Q\nr/bcP346X99yhD9a7rWIiIiIiIjIkuP9X3i5Q0u6JYl1K/daZPHVKVBTyd3nuPsT7r5vqRbUFB17\nr6292VL0H/crR5V7LSIiIiIiIrJkmTmfEZ9PZz6webnXIotvsQI1EqzWkQdHT+Wj2470oeVei4iI\niIiIiCxxvhozFabOJSr3QmTxKVCzmI7/l229QVc2Hj+dw8u9FhEREREREVnyeOz+5XS+mFuhQE1z\noEDNYurdiXs/mMywO470UeVei4iIiIiIiCyZxkzl3Y6t2ChJTOf5TZz+ARfDoPts796dWePrGRxW\n7rWIiIiIiIjIkuvLGbw5bR7zgQ3LvRZZPArULIa1O/OP9ybx3zt/5xPKvRYRERERERFZoo0aPplZ\nwE7lXogsHgVq6uiBwda5T2dWGDOVE8u9FhEREREREVniDX/9J7rOq2CXci9EFo8CNXU0cTYHjJ/G\n7MeP82/KvRYRERERERFZsnns0z+cwvtmbJ0k1q7c65G6U6Cmjtq3ZJ+x0/iq3OsQERERERERAZgy\nl+d+mMVk4DflXovUnQI1dbRMG7YcPZW3y70OERERERERkdRLb/5MS2BAuRcidadATR0kiS3XoRXd\n3/iJF8q9FhEREREREZHUe2/8TMe5Fexa7oVI3SlQUzc7fDSF2bMqGFnuhYiIiIiIiIgAeOzzRk/l\nFYN1ksSWKvd6pG4UqKmDuRXs+tYk2gJjy70WERERERERkUqzK3h+/HR+BvqXey1SNwrU1FKSmAE7\nj5zMFx77nHKvR0RERERERCTLS6/+RCd39alpqhSoqb3e85y246fzbrkXIiIiIiIiIpJj3LuTmD3P\n2a3cC5G6UaCm9gaM/ZXvHEaVeyEiIiIiIiIi2Tx2/2wag+c7yySJrVLu9UjtKVBTewNe+4kK4MNy\nL0REREREREQkVwW8NHoqk4Edy70WqT0FamohSawl0H/oRJZHGTUiIiIiIiLSOL2cTGTpCmenci9E\nak+BmtrZbF4F3/88h1bAt+VejIiIiIiIiEguj/374b/wdYWzc5KYzvubGP2D1c5OX89kDPChx+7l\nXoyIiIiIiIhIPv+bxeCRUxgHdCn3WqR2FKipnQFDfuRnVPYkIiIiIiIijdtLZ33IrCjyyeVeiNSO\nAjVFShLrAPR9+jvaoUbCIiIiIiIi0ri9CvS1jHUs90KkdhSoKd52wAdT5rIuyqgRERERERGRRsxj\nnwbsBswr91qkdlqVewFNyID5zkvAOcBH5V6MiIiIiIiISHU89tfKvQapPWXUFG/A0ImMBX7w2H8t\n92JEREREREREpPlRoKYISWI9gNWvHYej/jQiIiIiIiIiUk8UqCnODsDQGfNZD/WnEREREREREZF6\nokBNcQYALwEboIwaEREREREREaknCtTUIEnMgJ1YGKhRRo2IiIiIiIiI1AsFamq2BtBqr2F8A/QE\nPivzekRERERERESkmVKgpmYDgJemzWN74C2PXTPoRURERERERKReKFBTs8r+NJX/FRERERERERGp\nFwrUVCNJrCVh4tPLKFAjIiIiIiIiIvVMgZrqbQp8138oDqwADC/zekRERERERESkGVOgpnrZZU+v\neOzzy7weEREREREREWnGFKipnvrTiIiIiIiIiEiDUaCmgCSxDsCWv85jKArUiIiIiIiIiEgDUKCm\nsG2AEXsPY0VgLvB5mdcjIiIiIiIiIs1cq3IvoBF7BfgIOAB4yWP3Mq9HRERERERERJo5BWoKiCKf\nD3zHUNsJeLDc6xERERERERGR5k+lT9WwjLUG+hGya0RERERERERE6pUCNdXrC3zhsf9Y7oWIiIiI\niIiISPOnQE31BgAvlnsRIiIiIiIiIrJkUKCmehrLLSIiIiIiIiINRoGaAixjnYFNgdfLvRYRERER\nERERWTIoUFPYVsC7Hvv0ci9ERERERERERJYMCtQU4LG/COxV7nWIiIiIiIiIyJLD3L3ca6gXZubu\nbuVeh4iIiIiIiIhIsRo8o8bMepnZ/5nZZDObYmaPmVmvIu9bUeDPhvW9bhERERERERGR+tagGTVm\n1gEYCcwELkxvvgzoAGzo7jNquH8FcDdwW86mUe4+M2dfZdSIiIiIiIiISJPSqoEf7zhgNaCPu48H\nMLMPgU+BE4DrijjGt+7+Tv0tUURERERERESkPBq69Glv4M3KIA2Au38JDAP2KfIYypIRaUBmFpV7\nDSLNgX6XREpDv0sipaHfJZHSqI/fpYYO1KwHfJTn9jHAukUeY5CZzTKz6Wb2spltW7rliUgeUbkX\nINJMROVegEgzEZV7ASLNRFTuBYg0E1GpD9jQgZqlgF/y3D4p3VaT+4FBwI7A8UB34BUz61eyFYqI\niIj8P3v3HSZJVe5x/PuDZQkCkgVUgsqCgpJUQJAsQa4iAqKgJFHkclXMCooEkWuOXASRrIIICEoW\nWHJOIllJiuQMyxJ23/vHe5qtre2e6Z7UPTO/z/PU0zNVp6pO5aq3zjllZmZm1iUj3UbNoETEjpV/\nL5N0GllC50Bg3e7kyszMzMzMzMxsaIz0V58eAk6NiD1q/f8P2DoiXjeAaf4fsEtEzF3rP3ILZmZm\nZmZmZmbj0lB/cXqkS9TcAqzUpP/byHZqBmqWoIw/zW1mZmZmZmZmo81It1FzOrCmpGUbPSQtA7yn\nDOuIpPmB/wL8uW4zMzMzMzMzG/VGuurTPMBNwAvAN0vvA4HXAO+IiCkl3dLAP4H9I+LA0u/LwJuB\nycDDwNLAl4HlgI0i4rIRWxAzMzMzMzMzs2EwolWfImKKpA2BnwDHAQL+CuzVCNIUIkv7VKsv3Q58\nCNgGeC3wDHAp2T7NtSOQfTMzMzMzMzOzYTXSVZ+IiH9FxDYR8dqImD8iPhwR99fS3BsRs0XEAQCS\n3gBsCsxOlr6ZAKwWER9qBGkkLSNpeotu/ur0Jc0l6QeSHpQ0RdLlkt47IivArEskbSPpT5LuL/v9\n7ZK+K2neWroFJR0h6VFJz0k6T9IsbUv5OLLxqp1jydcks/5J2lTSBWXfnyrpX5JOlPTWWjpfl1sP\nv3kAACAASURBVMz60M6x5OuS2cBIOrscJwfW+g/rtWnEAzUD9BZgW+Bx4OJ+0n4XWLPWPVdL8xtg\nN7L61RbAg8A5klYewjyb9ZovAS8DXwc2Aw4F9gDOkySA8vtnYBPgf4CtgTmACyW9vjY9H0c2XvV7\nLFX4mmTW2oLANcCewPuAbwArAldKeiP4umTWpn6PpQpfl8zaJOljwDvKv1HpP/zXpojo+Y7Slk75\nezdgOrBULc0ypf+u/Uxr5ZJup0q/2cmqVad1e1nduRuuDli4Sb9PlONhg/L/luX/9Spp5ieDpD+r\n9PNx5G7cdm0eS74muXM3gA6YVI6Jvcr/vi65czeArnIsfaH87+uSO3cddGQA9EFgu3JMHFAZNuzX\nplFRoibKErWpv89yf5B8E3piZfrTgBOATSXN0XkOzXpfRDzepHejfacly+8HgQci4qLKeM+QEeMt\nK+P5OLJxq81jqcHXJLPOPFF+p5dfX5fMBqZxLE2r9fd1yaw93wNujogTmwwb9mvTqAjUdOhgSS9L\nekrSaU3qia0I3B0RU2v9bwUmktWszMaL9crvbeV3ReDvTdLdCiyl/HJbI52PI7MZ6sdSg69JZv2Q\nNLukiZKWAw4jv+55Qhns65JZm/o5lhp8XTLrh6R1yNLSe7ZIMuzXprEUqJlKnpA+DaxPfrr77cDl\nkpavpFsIeLLJ+E9UhpuNeaX+5AHAeRFxfend3/GxYJvpfBzZuNHiWPI1yax9V5HHzB3AasDGEfFI\nGebrkln76sfSRpVjydclszZImkgeKz+IiLtaJBv2a9OIfp57OEXEQ2Rjjg2XSTobuAXYB9ixKxkz\n60Hl6zSnAS8Bu1QGdVLN0Gzca3Us+Zpk1pGPA/MBbyYfHs+WtE5E3IevS2adqB9L5zSOJV+XzNr2\nVWBO4KA+0gz7tWkslaiZRUT8G7gUeHel95M0j1w1+j3RZJjZmCFpbrL+5DLAphHxn8rg/o6PJ9tM\n5+PIxrx+jqVZ+Jpk1lxE3B4R10TECcBGwLzkV9UAnsLXJbO29HMsNUvv65JZhaSlyMDlvsDckhaQ\ntEAZPJek10qanRF4ZhrTgZpCzBzxugVYVtJctXRvI9+I/mOkMmY20kqDVX8ki8O+PyJuqSW5haxL\nWfc24L6ImFJJ5+PIxq02jqWWo+JrkllLEfE08E+yRAD4umQ2IE2OpVZ8XTKb4U1kaZrjySBKo4Ms\npfYksBIjcG0a04GaEhFbh6yv2XA6+Y3zj1TSTSA/u3VORLw8opk0GyGSZgN+S9ZL/lBEXN0k2enA\n6yWtWxlvfuADZVg1nY8jG5faPJaajedrklk/JL0OWIF8wISsWujrklmHmhxLzdL4umQ2sxvI+7tq\nt0EZdlz5/x+MwDPTqGmjRtI25c/Vy+/7JT0GPBIRF0v6Efn5uavIqNfywDeAV6jUL4uIGyWdCPy0\nvBG9l6yvuTTwsZFYFrMuOQTYhjweXpC0ZmXYvyLiAfJkcgVwvKSvkEXOv0G+afl+I7GPIxvn+j2W\nfE0y65+kU4HrgJuBZ4BJwBfIt4w/Ksl8XTLrRzvHkq9LZv0rJdEurveXBFlS5uLy/7BfmxQxOtpo\nkzS98m+QxfQAJkfEhpJ2IRf6LWR9zMeB84H96601l6JHBwHbAwsANwJfa6x4s7FI0j3AUsw4dqr2\ni4gDSroFgR8CHwLmAi4HvhgRN9em5+PIxqV2jiVfk8z6J+mr5FvGN5OfKf0XcCFwcETcX0nn65JZ\nH9o5lnxdMhu4Eov4TkTsW+k3rNemUROoMTMzMzMzMzMb68Z0GzVmZmZmZmZmZqOJAzVmZmZmZmZm\nZj3CgRozMzMzMzMzsx7hQI2ZmZmZmZmZWY9woMbMzMzMzMzMrEc4UGNmZmZmZmZm1iMcqDEzMzMz\nMzMz6xEO1JiZmfU4STtLmi7pTd3Oy3CQdG9Zvkb3hKQzJb2zy/nar+RnlvslSW8pw3YawHSPlnTP\nAPN0r6Tj2ki3s6RdOpz2tpL+I2mugeStjemvLOl5SUsPx/TNzMzGCgdqzMzMrNsCOBtYE3gPsBew\nPHCOpNd1M2Nk3gYzvJkDgA8NYLzG/NqZ587Aru1OVNJE4HvAQRExdWBZ61tE3AScAfzvcEzfzMxs\nrHCgxszMzHrBYxFxdURcGRHHAp8AFgS273K+NNQTjIi7S9Cil3wEWAw4epjncyiwraRlhnk+ZmZm\no5YDNWZmZqOQpMmSLpG0uaSbJL0g6TpJa0iaQ9L3JT0o6XFJR0mapzb+/pKul/S0pEclnS9pjSbz\nWa3MZ4qk+yV9o4w7vZZuQhl2u6Spkh6Q9ENJcw5wEW8ovzNV95L08cryPirpWEmLV4b/QtJdtXGu\nK9WU3lzpd5CkhwaYt5ZK9Z7TS/WtKZIulbROLc0sVZ8kvalU93pe0sNl3X265HupWWejj0q6TdJz\nkq6RtHZl4GRgXWDtSnWyC/rJ+qeA0yPi+dqMpkv6jqR9JP27LNNFklaupFmpbI+f1MY9qOwLq1R6\nTwYeBnbrJz9mZmbjlgM1ZmZmo1MAb6FUVwG2AeYCTgN+AywM7EhWs9kB+HZt/NcDPwU+COwEPAJc\nLGmlRgJJiwDnAwuUaX0W2JSsVlOvfnM8sE/5fT9wMPBJ4LcDXL5lyu8Tlfx8GjgWuAXYCvh6yc9F\nkl5Tkl0AvFnSG8s4CwKrAFOADSvT3xC4sM28TCiBqFc7YPZ6IkmrAZeT62s3YGvgceCvZVhVVMab\nCJwHrAR8hly/y5Lrs76eBbwX+EIZvl3Jy18kvbak2YMMdN1EVidbE/jvVgsnaT5gLeDSFkl2BDYr\n09gZeB1wflm3RMTfgS8Cn5O0WZnmhsDXgK9HxI2vLnREAJeR283MzMyamNDtDJiZmdmACFgIWCsi\n7gUojd6eBiweEZuUdOdJWhfYlnxwBiAiXi3RIGl24FxgVTLAsFcZ9EUy+LNpRPynpD0HuG+mjEjv\nJavOfCIiGoGZCyQ9ARwvaeU2qvrMVvIxOxmAOhSYCvyukscDgQsj4tXqUJJuBy4h22P5BXARGdxY\nHzgOWA94GjgF2AD4taR5gdWBo/rJU0O7bbb8ALgX2DAiXin5Owf4O/AtMrj0atYrf+9MBmbeHRHX\nln5nSboReEOT+cwHrBwRT5d5PARcQwbIfh8Rt0l6FpgtIq5uI9+rkveEf28xfC5gk4h4oczvKuAu\nMli0L0BEHCppU+BoSRuT6/7ciPhpk+ndDHxY0mwRMb3JcDMzs3HNJWrMzMxGrzsbQZrijvJ7Ti3d\nHdQe+CVtLOlCSY8BLwMvAZNK17AmcGUjSANQGpo9g5kDDZuV8U+plTo5rwxft5/lENkWzctkUOTv\nwDuAzSOisUzLA4tSK6ETEZeRgaP1yv9PkCVJNipJNiSr2/yVDNQ08jOB9kvUrAG8s9ZVgy5ImrtM\n96Tyf2MdzEaWSuprHawJ3FcJ0jScQvM2cq5oBGmKRoDljW0tzawaDTY/3mL4mY0gDUBE3AdcSZbC\nqdqV3IbXksvd6otYj5Xhiw4wv2ZmZmOaAzVmZmaj15O1/1/qo/+EUuKmUUXnTOAZ8uF6DeBdZICj\n+mnmJcgqUXUP1/5fDJgIPF/m1egeJku3LNTGspxJBkDWIkv0TAR2rwxvTOPBFvlZsPL/hcwIymxQ\n/r8QeJ2kt5Z+D0TETG3Z9OG6iLi+2pHVr6oWIksD7cvM6+AlYE+yOlQr7a5nyPX5xEw9Il4sfw7L\nZ7Vb5OMRYMlaPp4gt+NEsmTPo8OUHzMzszHNVZ/MzMzGn63JAMKHI2Jao6ekhZg5yPMfZpS2qKr3\ne5wsCbNOk7TQPLhSFcATJQACcJWkp4GjJJ1RqlM1ghNLNBl/cbLqT8Nk4AuS1gLeBlwQEQ9Luo0s\nYdNJ+zTtegqYDvySbEenEw8Cb23Sf6Q+Td4IxCzcYnirfeCBao9S5Wk3clvsKem3EXFdk3EXIdeV\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/D+CiyvBVy/DPA0tX01bSTC79P17rv3/pf+Qg19VbyIeRfwGLVfrPSwbZptf2qZ1LvxfJ\nEgPV4+WCMmyNNvepe4Fn+kmzQZnm5Cbr9chKv8+Vfh9oMo0FW6zTm4F5qvsF+YDyQm0faSzzjoM4\ndhv5+wswR23YfMBryt+DOcd8ptJ/dvJBfBrwKLByZdiSZRlvrk3/4DKdr9b6L0I+BDwCzNVkPV4O\nzFvpP4k8zm+rTWe/+v40XF1lm32xybafRgaGv1X+flNl+E1ktZ1q2oUqwy8s011vCPLYWB8fHuD4\nzfLX2B8GdM6p9LtniLbDvfRzjLcY790lH1cO977SYv7/Vz+mSv9HgadbjLNCGeeESr+TSr9VW4zz\nEPBQrV/jeD6q1n/D0v+mWv8JZJD6ZeA9zDgXTyNLfbWzvOtX5rtzbdgBpf/Pa/2XbjKdxchryV0t\npr9vi/mfUobv3WRY9Vy8TCWfX2mRz6+1ucyT6ez81en58Whq9wp0fg9X3S7b1sY5pvTfrsn+0/Qe\nwJ278dq5RI1ZDylvPj4KPBAR5wNExL/IC/M6kt5SSf7b8rsDM1uffHA7ISIab0X+iwz4/G9E3FFN\nHBF/JB+MtmuSpf8woyj1TCLivib9bi95fW+tRMcOwBRqbzojovG2vP4GeE/yor17VNqWiSza/a3y\nb7P8NnMU+fD3iVr/xhvpRmma1cg3Q7+JLP5fzeeVZCmMzVWqflVMpfmbs4HYCZibvBma5WtfEfFg\n5e/HotZYZHFo+d2oybCBOprcpo0SRbuQN4TH0+TtfSnWvC5wY0QcXxt8MPkwv52kOQaRpx3IG/sf\nRsQjjZ6RVd72K//u1GS830XEFZX005nx1vSdg8hPXWNb1RtlbWVqvUdEPNki7UGRpe0a6R4k3yLP\nSRvHRYfH7h7kg9SeUatKEhHPxoyqIgM9x9wVEb+qpJ1GluAR8KeYudrFfyil1xrVJcrvZ4BbIuL7\ntfk+RpZIW4Tmx8M3yv7SSH8n+fAzSbNWu+kVQZayhFJSsJy73k6e61pZvIw7SwOhyi/f7Vfpvi1p\n5aHNdseOpoNzDrl80KIBVElfry/jUGdY2UbOMeRD61eHevptzH9zshTerczaOP5rad2I+dOVNNT+\n7muc1zbp/wrwzWqPiLiAUipU0iqV/q+Q5/Gp5HY9gLx/OSQizqIzt0fE0bV+/ws8Re0eqcX57xHy\nJdCb61V+WlFWq/oQWbpwlvuk6vW64u6I+EGtX2NbdXr96ff8NcjzY1Wn93ANF0XESbV+jZLOQ3m9\nNRuT3JiwWW/Zmrz5ObzW/zjyDf2uwN4AEXGLpJuAD0p6TeWBaZZqT8womrqSau1eFHMDi0haKGYu\nFv+3aFFEvASN9i75WoJ8o94Q5Jvfh8vN61LkQ/tTTSZ1JfDWWr81yDZ69pRmuf43Hu5XaJavJo4h\nbwB3Bn5Q8t5o5HUKWa2qMU+AN7RYR0uQgYFG9aiGe/t4oO5Uox5/s+Lms5C0LXljvgpZlLoafF9i\niPIE+WC4H7CzpAPJtn3OiIjH1eRTvkDjIe/i+oCImCrpauD9wPLA3weYp8Y8mn0ZZnL5bVbvv9kX\nwB4ovws0GTbcTidLx50q6Q/kA80l0Xd7IM2+JnNZ+e23rYMOjt15yW10a7OHm5qBnmNubpK20ZDl\nLG2AlGGzA68jg2HLk+fM+1rMd7nyuwL5pZyGoPm+8G/yoWMBsnTbgCi/mLN+rfcNETGYKnaCfNCU\ndAGwYwk4NIIYv+1r5D5sSpZUqbqH5uu//0xm1bRlar1PjSZtuvSh03NOf77GrIGF/ZslHAhlI8Wn\nkvvjNyKrJ7cz3s4Mfl01qkyfCDxBlmCYpX2eEXJfRDzQpP9lwPvI89ONjZ4RcZekL5D3PHuTQaav\nDGC+l9V7RMQUSTeS7Z4sFRH3w6sBlm+QX0l7A/nFrKolyKrl/WkEGi6ovBTrz41N+g3k+tPu+Wug\n58dXDfAerqHXrrdmo4oDNWa9pVEnu14K4WSyXYgdJX0zZjT0eDwZfPgwcFyp87s1WfS1Wre3UUd7\nxz7mHWS7ANWHqIebJSxtuVxNVjM5r+TvObIUzFbkQ3Sj/nHjpvrRFvN9pEm/hciHsVZf3HV0BQAA\nIABJREFUFglgnhbDZk4Y8YCkc4HNJL07Iq4mG91cFDiu8kaqsY4+SOvGh5vNt+k6GqDGg0S/n8WU\n9BWyzvnD5A3WA+SbSQHfZsb6H7SIuF/SheT+83dyXR3dxyiNUket1k3jQXwgD1z9zqM8zE2rpKl6\npkm/RnsOzdp7Gqgly2+r/R6AiLi3tN2wH9kmx84Akq4nH/jOq49C82OmsR6aveV+VYfHbtv7IwM/\nxzTbHtP6GNbYVo2AbWO+76B1kKrp+aL6NrrJ9Ae7L6zHzOevIIPGgwnUVB8GjyYD+JtTCWL0Me7D\n5EPb68nqoDMmmp+p/gKAsgHU+hv/Tu3EzO2dBNmuTtvBhwGccxrnlCWbDYyIV9tHkvR3Wj9YdqyU\nhD2NDMwdEBHf62D0Qa8rSe8kg/svA5s0K41J6xIw0Lz0TLNSNvVxmpW2aXZugr7PT2eTgcaJZLXQ\nF1tMoy9tzbe0V3M1eRxcQl47nybPfxuQ26Lda2cn58eGWc5pEfFKeSHV0TmnzfPXgM+PFQO5h2sY\nqeut2ZjkQI1Zj1B+VWiD8u9NTUqSQL6V3oxsrBayNMj3yFI0x5HVD+YHvl8br3Gx3Cwi2iqtUbR6\nS7QXeZOyfUScUB1QHjqrxeYbX5hYlOaaNaD3DPBiRDS96R6AI8n1tjN5k7ZzpX91npB1++slmvrS\n7pu0djTeVr2ePm7+Somgb5LBmZWrJRRK44ZDXqyfrFZxPFlUuhEcaqWxLl/XYvjraukGojqPmYqY\nS1qYvAkczPQHq/HwdW1/CSPiZvIrN3OQpaq2AD4LnC5plVpVIpHHTP2tdWOdtqqq0NDJsduYVjvH\n4UDPMYPVmO8JEbH9CM63TxGxP0NYYqOJU8jg/eFkA659VXuCLHGwLhlMmNxHukF/hjgiNug/VVva\nPueUUkYPAktJWjYi7hmiPPSplKQ5DdiY/Fz3fp2MP9h1VYI0jWDuJrUXNFV3AWtIel1E1IPby1XS\nUPt7ErUGXUv138VoUoqF5tdzaHF+Ut7oHEMGXp8A9pV0chsl+AY630+SpWj2joj/reVlCWYOmvWn\ncb0eqvuU4TAU58eB3MOZ2RBwGzVmvaPRZspksgX/endKGf7qlxBKmw2TgY3KA/oO5JuhehH4q8rv\nWgyNN5MBipk+n1neLK5GJXgR+QnR+8l60wvW0otsqLfuKmBxVT7hOEinkTeB25WvSmwB/DPyyxPV\necLQrSPI9dDJW6Ory+8m/aRbhHzLdUXM+gWXtZukHwqnkDd9SwK/jdrne2saN/bvrQ8o+8i7yUZh\nqwGITtdVYx7Nbqwb/ZoVMx92yk9R704u04ntjhcRL0fE5RGxD9kW05xktZS6Zl9bWaf89vcmvpNj\n9zmy/YFJbRyLw3H8tOM28kHiXap95ncINUr49Mwb4NI+1R/I4/FhZgTvW2k04Ll7/Tzcwzo558CM\nL141/YT7UKsFab5fjtsRUwnSCNg0IppVM2mYXNI1u7ZsXn6r18PJ5bdZ+s2apG9Yulxj61qdn75M\nvqD6OdmG1XzA8QM4ltep9yjttKwCPNmo9kSe/2DW859ofu7q69i/ljxfbjSM557BGvT5cYD3cAOa\nFT10jjXrBb16YjEbV8oFdCfypuDjEfHpekdWi3gI+K9SYqDhePLitgd5w3V5k7dRfyK/aPAV1T6/\nW+Y/d7P+fbiPvOl79eaoXLAPpvlbl9+RRWvrN9Dbk0XQ66VSflF+f1PqR9fzu0wnQZxSX/948s3z\niWRpwqNraa4mAyWfkLRlk3nOIWmWm8F+PEG+vWvXsWS7OV+R9Lba/FXq1kMWNZ4KrF4esBtpliDb\nOxlyETGV3L+2op+qEZENYF8ErCrpY7XBXyP3kRNKY5INna6r35HHy5c141PflHZV9mPmRldHjKQV\nyKL8i5EPl32WqJG0qmZtoBpmNI7arMHofVRp7LZs98+T+8Qf+slip8fuoeTxcohqjT9Lmr+Sj6E+\nx7Sl7EO/Ih/ADm72MCJpjfJQPVCNYGhbjYyOoP3Jxkw/0F8QozQ0+mOyhMGZfZw/+6w6VzPo0jd9\n6eScU3yf/FrUbpL2lzSxnqBUD663SdKxSnWnjYEfRcRQNSjf7vxXJ4M0s5Gl2K7uZ5SjyCon+1TP\nN5JWJO89/kF+canhfLIK1vaqNCxdzq/7ktWsmpXimgB8p5bXjcj1dHO17R1lw8LfIau2fS3yAwo/\nIV827N3P8tQtL6n+yfqvk+2gVKuSN+6N6tfyvciqQfV7kZbHfimZ9Gq7RPXhkl7fVs6H0RCeHzu9\nhxuITu8BzMY8V30y6w0bkTcCZ5dSMrOIiOmSjiW/JvEJ4Kdl0MnkJzm/QRYfnqVByYh4Sdnw7FnA\n5aXNltvIc8AyZAmEy8gGXttxGFkC6BRJJ5JvPd9bpjWZWRvRPJhsO+fLklYFriE/r/wB4BxmfI67\nkd+zJB1clukuSeeQVT0WJW8K1gA+xoybrnYcSX5qeC3yAf/oJmm2Jz9je6qkS8kSGa+Qn359L/m1\norc1Ga+V84GPSDq1TGsacFqp6jKLiHhY0q7kjeV1kv5ENuq5GFmK4gzgC2VfOJRsV+IGSWeSddG3\nINf/pA7y2LaofC2pDXsAl5JtJ32YLEq/Otmg5N1kwKaq03X1T0l7k1X//ibpj+TDw1bk9jokIpo1\nujtU5lQ25CryOFqIfHvbCEYcQ5aq6c9O5IPlJeR6eZZ8YNiU3L+bBV7uBv4u6WRmfOlpYfKTzs2+\nNFLV6bF7CHl+2hK4U9JfyGDim8g362uTjY4P9TmmE/uSDXt+hWxc/VJm3PSvTh4PizNz0KuTIMMF\n5IPIdyWtRFajeDIiDhmCvHdipjyXRlubNdw6S9ri62Q7IJ8jz6sXAreQAb7FyGp3byfborh9polJ\nuzHj4bbx5Z49JX2g/H1qhw0lt7X+OznnRMQzkjYhAyjfAj4t6XwygDiRLJmzCRmwv7Q+vqSjK/8u\nAkys9Avgy5V2gH5FBh8eAp5T84Zaf1JKIwwpZTsr55FBtbPJ9tc2qyW7JyIaX7NrNNq7HxkY+Vs5\nd7yGvI7ODnyqGuyLiGllm58DXCLp9+S56cPk+fWbEfHPJtn7G7CBpMvJYP0byJdML1A5H5bAQCPY\nvn3M+Lrj3uR63VfSuW0EoBrOBQ6VtAVwJ3k+2Jg8V+5XSXccee35pbLB7/+UtGuQ19ctatO9raT5\nqKQXyeMtyE9+PwP8N3m+PlDSB8syTwRWJD8p3+5X/zrVyflrIOfHuo7u4Qaoo3sAs3EheuAb4e7c\njfeObGtmGvCRftItT14Mb6z1P7H0nwos2Mf4byRLq/yjpH2cLIr8M2D1SrplyvSO7GNaG5IPXs+Q\nN/YnkW9tjirLslQt/WJl2GNk46WXkA9vvyjzWrnJPDYD/lKm/yJ5w30hGaBYeADr+dqSt7P6SLMQ\nWSrlFvKB9Kny96+BDWppp5NffGg1rdcBJ5AlYF4p896xDFu/jL9vk/HeCfyRGSVn7ivrd61KmjnI\nh5G7yBusu8gbsjma5avVdmmR78b2P30waYFlyYDFg2X73UsWcV9kCNfVVmVferbsV9cAn2ySbqfq\nNGvDWk6/xTLfU6Y1nRnH3UPkp1F/DKzSz7o6stLv3eRD383Ak2UZbiE/LbtIbfzJZb5zAj8kj4ep\n5DH88XaXmc6P3cYnXq8u+XuWfAv+A+C1Q32O6Wdbtcrj7ORD0xVkIGVKycMp5BfeZq+kvRCY1mIb\ntZr+jmU5Xij5vruTc0+7XWXZv1jrf2Hpv1Ab0+gzLflw9muy6uFzZTv9m6w+tQcwX4v1Mr1Mt9o1\n+rV17LTKH0N0zinDJ5DtkJ3BjHPPM+QXhY4ENm4x3vTaMtWXcakmy1A9D1S7ts61A9xHlqnltVnX\n9LpEvoy4mvwi0BNlHa3ex7zeVfaLJ8s4VwEf62P9XUCeA04ij/3ngL8C76qlPaTkf68m03kbefze\nCczTz7pYv8x3X/J+4uIyz8fIa8/iTcZZhQzsPEFe388qx8S3S57WraV/d9nejUaH6/vCAuQ9wx3k\nsfQoeS34fJNt1vSeqq9t1ur4aTFsKM6Pg76Ho+9rdtN1QR/3AO7cjddOEUNRWs3MbGBKSYI1yQe+\nKd3Oj1mvkjQZeG9EuB6/mfUUSdOByRGx4QjOc30yOLRfRBwwUvO1GXwPZzZ83EaNmY2I0o5Gvd9H\nyaoTF/gCb2ZmZtZ7fA9nNvLcRo2ZjZRzJT1F1mGfSn4GeEOyGsVXupkxs1FkWBtwNTMza8L3cGYj\nzCVqzGykHAXMTTZe+FmyHvoJwJoR8bduZsxslAiG5usaZmZmnfA9nNkIG7Nt1EiKiPCbRzMzMzMz\nMzMbNVz1ycxsiEgcTn7qcgqwfQRPdTlL45K3w/jm7W9m1r9unSt9jjZrj6s+mZkNnUnk5yo3Bw7r\ncl7GM2+H8c3b38ysf906V/ocbdYGB2rMzIZO46sH1wC7dzMj45y3w/jm7W9m1r9unSt9jjZrg9uo\nMTMbIhILkG+HdndR3u7xdhjfvP3NzPrXrXOlz9Fm7XGgxszMzMzMzMysR7jqk5mZmZmZmZlZj3Cg\nxszMzMzMzMysRzhQY2ZmZmZmZmbWIxyoMTMzMzMzMzPrEQ7UmJmZmZmZmZn1CAdqzMzMzMzMzMx6\nhAM1ZmZmZmZmZmY9woEaMzMzMzMzM7MeMaHbGbDxS+JwYBIwBdg+gqe6nKWezJONLO8D7RvOdeXt\nYL2mW/ukjwWz8c3ngN7g7dC+vtaV12P7XKLGumkSsB6wOXBYl/PS0It5spHlfaB9w7muvB2s13Rr\nn/SxYDa++RzQG7wd2tfXuvJ6bJMDNdZNU8rvNcDu3cxIRS/myUaW94H2Dee68nawXtOtfdLHgtn4\n5nNAb/B2aF9f68rrsU2KiG7nYVhIiohQt/NhrUksQEZSd++VYm+9mCcbWd4H2jec68rbwXpNt/ZJ\nHwtm45vPAb3B26F9fa0rr8f2OVBjZmZmZmZmZtYjXPXJzMzMzMzMzKxHOFBjZmZmZmZmZtYjHKgx\nMzMzMzMzM+sRDtSYmZmZmZmZmfUIB2rMzMzMzMzMzHqEAzVmZmZmZmZmZj3CgRozMzMzMzMzsx4x\nodsZMDPrKdLhwCRgCrA9EU91OUc2giRm2v4RDM32H8b9atjy3KPzNTOzIeD7nbHP23hUc4kaM7OZ\nTQLWAzYHDutyXmzkDdf2H879qlv7rI8VM7PRy+fwsc/beBRzoMbMbGZTyu81wO7dzIh1xXBt/+Hc\nr7q1z/pYMTMbvXwOH/u8jUcxRUS38zAsJEVEqNv5MLNRRlqAfOuwu4uIjj8Sr27/Ia3KM4z71bDl\nuUfna2ZmQ8D3O2Oft/Go5kCNmZmZmZmZmVmPcNUnMzMzMzMzM7Me4a8+mZmZWU+TmAOYv9LNV/u/\n2s0DXAWcFsFjXcmwmZmZ2SC46pOZmZkNK4m5gUWARUu3CLAQ/QddGsMmAM8Az5bfalfv9xKwPrAJ\ncC1wMnBqBA8O+4KamZmZDQEHaszMzKwjEgKWBJZi5uDLoi3+nwN4tHSPld8ngKdpL/gyNYKOblgk\n5gE2BbYGtgBuIYM2p0Rw3wCWeQ5g/gge73RcMzMzs044UGNmZmZNScwGLA28DXhr+W38/SJwDzMH\nX+pdo/+znQZahpLEnMBGZNBmSzLfJwMnR3BXH+PNBbyvjPcBYHbgMxGcMOyZNjMzs3HLgRozMzMD\nXg1MrAGsC6xX/n4KuBW4rfJ722ht/0ViArls2wBbAQ9Tgjbk8s0DbE4GZzYHbirDTiWra/0JOBHY\nJ4JpI51/MzMzG/scqDEzMxunJOYF3kMGZtYFViOrCF0EXAxcFsGT3cvh8JKYnVz+rYEPAy+TVbau\nIoMzf4rg4do4iwB/AKYC20fw1Ihm2szMzMY8B2rMOiBxODAJmMIYuUHv1jKNxXWJNNMyETH6l2m4\njMZ1VfI8Hb3weX72uV/y2TmZuR2WhYEXmLXaz6PA892o+lM/zgABa5MlStYFVgSuJ4MyFwFXRPBc\ns3HHxDHah9LuzknA4mS7OC2XubRX8yOyDZwtI7i9n2mPq3XZq7wdRr/h3IbeP6wnDeJ+yfv06ObP\nc5t1ZhL5gANwGLBdF/MyVLq1TF6X41vPratSJWYtsk2WWRrEvZw1VluLq+aejWADLrz5l3z2bmYO\nyjwOLAiszKwN60pqGsCp/j91GBZrTeDt5e97yOv+lWRg5qvAVREt59tz22g4RRCltMzapVfLZY7g\nZeBzErsCF0vsGsFf+pj8uFqXPczbYfQbzm3o/cN60WD2S+/To5gDNWadmVJ+rwF272ZGhlC3lsnr\ncnwbtnVVSju80k4JFomJwMZk1ZcPAvcDdzAjiHIdJZDyVm4/EFg34JoPc+omnbyZkngNswZvGoGg\nN5W/J7a9kO1bvPz+CzKoEMFLbY47HvfnjpY5giMlbgP+KHEIcHCL/W48rste5O0w+g3nNvT+Yb1o\nMPul9+lRzFWfzDogsQAZkd59rBQf7NYyjcV1ifTqMo2KqjzdNAzrqpSI+TxwAPlFomoDuI2//wXM\nRVZZ2QZ4fxnW/2ebR+H2HcxxNiaP0X4MdJklXk9Wm1oCOIXcn66MYPpgpmtDy9th9BvObej9w3rS\nIO49vE+Pbg7UmJnZqCfxduA3wHPAp8pv43PS1d/5gOnAtZQv+UTwYDfybGNLaePm7WTprK3JanCN\noM0l/kKUmZmZtcuBGjMzG7Uk5gT2Bv67/B7RV5Wn8nZptgieGKEs2jglsTwzgjZvAE4jgzYXlDZu\nzMzMzJpyoMbMzEYliTXIUjR3A3tE8ECXs2TWlMSy5Oe/twaWB/5CBm3O7aMxZzMzMxunHKgxM7NR\npTTMeyD5uenPA3/oxqevzQZC4g3AVmTQZhXgbDJoc1oHDT2bmZnZGOZAjZmZjQoS8wN7AnsB5wJf\niOCx7ubKbOAkFgM+BOxMNnT9UQcdzczMbLZuZ8DMzKwvEgtKfBv4J7ASsGEEn3CQxka7CB6J4HBg\nQ2A54LNdzpKZmZn1gAndzoCZmVkzEosCXwB2JxtifU8Ed3U3V2ZDL4KpEtsAV0pcE8EV3c6TmZmZ\ndY9L1JiZWU+RmF/i+8Dt5CeOV49gVwdpbCyL4G7gk8CJJUhpZmZm45RL1Fj3SIcDk4ApwPZEPNX+\nqMw0bgRtjzsWjcr1MYjtbx3o1nruZ76t9lmJ9wOHAucDK0fw71knPQr39350bZm6tH+Mym04wH26\nk2kHTHkj95/0b974e4lNI5g2dAvQbLajcDvY6DDGrvFdPVbG2Lq0zvS17/W3X06ePPO+s/763ndG\nE5eosW6aBKwHbA4cNoLjjkWjcX2MxjyPRt1az/3Nd6bhEotIHAf8Eti1lKCZJUjT5rRHo17dTmNt\nvoPR0T490Gnfy9JLkfdn+w04pwOYL6NnO9joMNb2rW4uz1hbl9aZvrb/cF6XrMtcosa6aUr5vYZs\ng2Kkxh2LRuP6GI15Ho26tZ77m291+FnAzcDvgbdH8Pwgpz0a9ep2GmvzHYxO9ukBX9NmJz4FzAlc\nJ3FFBGd2nNMBzJfRsx1sdBhr+1Y3l2esrUvrTF/bfzivS9Zl/jy3dY+0ABnd3b3TYpwSr47rotqj\ndH0MYvtbB7q1nvuZb9lnjyFfGCwDfDKCK9ub9Cjc3/vRtWXq0v4xKrdhe/v0wJapybQl1gFOBtaI\n4N7BZb7VbEfhdrDRYYxd47t6rIyxdWmd6Wvf62+/nDx5xr7jak+jjwM1Zh2QWANYA/hNG2/9zcYt\nifmBA4D5WiSZDdiCbI/muxG8OFJ5MxstJL4A7ACsE8HUbufHzDonMRewD3BaBNd2Oz9mNjo4UGPW\nAYlfApuSD58/Bf4vgme6myuz3iIxB3AG8ChwQR9Jr4jg1pHJldnoIyHgD8BU4EDgrgjG5o2b2Rgk\nMRtwIrAY8Cbg78CBEVze1YzZuFBKZq7QR5IXgDuA2yN4bmRyZe1yoMasAxIXAt8F/gPsDWxCNn76\n8wieHOS0FwUe8024jWblwfIoYCHgwxG80uUsmY1qpXTaz4CNgDmAiyvdLRFM72L2zKwPEj8GVidf\n8gWwE/AN4B4y+DrZ9302HCQ2BY4F/txHsnnJQM4k8uXarcBt5fdW4JoIXh7mrFoLHQVqJM0GLFr+\nfTQievbmwIEaGw4SjwCrRPCf8v9y5AV3S7IO6I8jeKzNaQl4O7B16SaRJ9Q9XQ3ERiuJA4DNgA1c\nPdBs6JRrxtLAuuRXPNYlA6KXABeRgZubHBw16w0SewGfBtauvswrpU53IF/4PQJ8BzjHARsbKhKr\nAueQL8wubSP97GR7gW8F3lZ+VyODi7tGcP3w5dZa6TdQI2kZYDcyErwqMz7pPR24ATgXOCIi7hm2\nXA6AAzU21EqJlzuBheoXU4llgK8DHwP+wYxodOP3nxG8Um6038mM4MwcZGORfwRuAY4ElgS2juDB\nEVgss1mU/XRN8gsBawDfjODkNsbbjQxcrhXBI8ObSzOTWJIM2DSCN68HLmdGiZtrI3ipezk0G/1K\n9aXPAHsC3weO7S+oIrE1WRJu7Qjua5FmduAjZPs1L5ABm9MdsLHBkFiKvA7sFcEfBzEdAR8HfkiW\nlN4/gheGJpfWjpaBGklLA/8LbAs8DFxGfj61UVpgEeAdwHuAxckHza9GRNOT0UhzoMaGmsR6ZKOn\na/eRZj4yCt2ISDei0q8H/km2bTOVDM6cDFxfvSCXm4F9yDcwW0dw9fAsjdmsShWLHcgb0teQpcRu\nJttjugX4n1YBRInNyQv5uhHcOTI5tgGTJpJVabYCFgDuBe6bqYtw+1ujTHmhsA4zAjfLkfdvX4/g\nxm7mzWw0klgeOIJ8Uf1DYF+yFMzurb7GJrE28CdgkwhuaGMeswEfAr4JzE4GbE6JYNpQLIONHxIL\nApcCR0TwkyGa5uuAn5MFNnaL4OKhmK71r69AzfNkY5CHApOjRUJJAtYnb+y3iIh5hyernXGgxoaa\nxH+T1Z4+PYBx5yarNr0C3NrGm5gtgV8DX47g2IHk12ZV3g5sRm6LRmmnB3rh7ZXER8jA3kAEcNZA\nA3uliOxnyDd75wO/Ai5otH1RvljxTTKA+DXg6FqAcXXgbOCDEVwxwGWw4SbNTbartQ35xa3byIDx\ng2SVmmq3DPASGbS5l3oQJ7vH6OWG7qTXkNW1Fym/je4R4Lf0cPXtoVI+3botcBB5TTnQX48y61+p\nnvQl4MvA/sAhEUwv/b9chr3avzLe8mRpth0jOKfDeQp4P/At4LXkcXuCqzNaOyTmJKs73RjBXsMw\n/Q8BhwCnkcF/v8wZZn0FalaOiJs6mtgAxhkuDtTYUCtffLorgp+N0PxWJN/I/Bn4qi/UA1d7WzWB\nfNuwAlna6TXkA2u9utq9I/U2S+KD5MXvNwOcxJzA9mTL/QdGcEkb85wH2I4M0CwBHA4c2Wh/qcU4\nq5DV8x4j3ybeU6r9XUaWtjl1gPm34SLNS974b01WYb6BLAF7KhEttzX5EmZhmgdwGn/PSfMATqN7\nkIihOYayjbwFmDXoUv+/2k9k44iPld9GtwYwDdiNiDuGJH89TmJxsuH7lYBPRnBZl7Nk1rPKy4vf\nkOeOTzcrOSOxAlnSBrKUwe3lOLsc+E4ERw5i/gI2JgM2S5IfsTjGJWyslXKf+1uySYXthmtfKSV2\nfkC+9NkT+EsvvOwcq/zVJxtzJA4nS0xMAbaP4KlOhvcx3QvJqk/nDXTefTlLm9+2KI8s8RITX7qA\njd71zfjOfRILAb8/iW1W/CCn3zuRl58Btiei7en2mydppuFDNe3BrIuhUup/b0tWJ3uR/MLCFtV8\nkQ9z1cbTGr+LkW0SVYM3twF3DmXQTOLNwBXAloMpjSIxEdiRbCPm3+Synt+kPaW3kW3PfJy8ofwV\ncHa7F3WJCeSbxK9cwtr/mMC0ty/EE/dO4q61q/tOL2z/pjIAMV8fKQJ4biAlRdo41uYj97dmfgYs\nywCOw1mO4fQBMjizIbmdTwZOI2Lo2g7K5WkWwGl0C5H7YrMgzqdKmmlkmw/z0HfQZeGyfI/WunoQ\npvr/8023YwZ9/hv4NvAj4EdEjIuvWpR2M35B7g97R/DsIKY1AZg+0l+d6tlzi7WtV7dhKT36LfL8\n9BX6aYumPBzvQZasuYd8AfQQ8K6hWiaJdcmqUBPJIOstHY4vP0gXg7jf7XUS3yOrvW7cbjsyzZ47\natPs6x5/IzL4/zS5f57h/WwYRES/HbBKP8O3bWc6I9nlonU/H+66se1jMkSU7sROh/cx3UcglhzM\nvPvqrmG1pxojXsB691emOeE2Jt0fMybc0XT7zRNMHo5pD2ZdDME+MAfEThB3QFwGsRmEOskXxLwQ\nq0N8AuJgiD9B3AVxK8RyQ5TPuSFugPjsEC77hJLn2yGugNgCYi6I7SEuhvgPxIEQSw9yPpOuZbUn\nW+073dz+LTt4U8BfA6YEPNOiez7g8YBLAw4P+ELApgFLRXm50cc6mXmZQQErBxwQcEs/832lsi6f\nCbgk4JSAwwK+E7BXwA4BmwSsGvDGgLnKclWP4QfL+KcF7BiwYBfX91wBkwLeF7BbwIEBxwZcFDC1\nkudHAv4YcGhZV58N+FjAxmX9LRkwcRjyt0zAOQHXB6za9f1zhDqIBSGOhLgXYtNK/3kglirnvc3K\neeSLEN+F+HU5B14GcSfEExDTyv/zjHD+e+/c4m7Ub0OIZcr1+BSIxTscd2mIx4drmSBmg/g0xKMQ\n+0L0ez6EWBzihxDPQZwJsVa313HXu0Hc7/ZyB7Fnud9duJPxWj13VKbb3/PU7BDbQtxUjp2tIWbr\n9voYS92ENuM5V0r6ekT8tNpTWf/7F8BOwEltTstsuE0pv9eQJQc6HT6L0kDjROj3S0wdT7vhJSa+\nBHAzKz5/Geu8d4PSP4JX0J1/B954Iyu/uDln8ZBYJNr8DHgbeRpwnvsZdzDT7Zi2yJP0AAAgAElE\nQVTEG5nxydrNyK9v7QFcGDFTlL+tfEXwHHBd6arz2R24VOq8/nkTvwBuJ99KDInI0j7HSfyOLFFx\nMNmg6KVkqY3TIxh06YEI7kTXXwFsTg9s/z5JswOfI0tW/S+wGRHNS0VliZtFmbl01Rbld36k25m1\nlNXdZBWfKRCsz+RbT2PLB4G7yIYhTwY+CVxNq3ZRpDPJdXkDud/OxcwlS95EVtmZubSJ9GKZB8CT\nZRlPImLAJSWGTMRUslTarI1Lz1jea4BN6MabzYh7kTYjS6Kdg3QEcEDJ95gV+ZngXSU2AQ4rJQ8X\nJquFtiqxdG2Tfk+SDYj/TmLrGLlqGb1zbrGB6qltWD4WcQLwPeBntXuGfkVwn8RVtL4eDkpkqbXD\nJc4k2w69TmLXCK6ppy33Ql8hS80eD6xMVqP6vcQ/ydK2F3W6jGPEsO13Ep8mt/+RwJkjcT4sjfx+\nidzW60TweCfjt3ruqOhzfZVlPEniZOC/yNJo+0scBPxhBK8JY1d7kToOIhtBPRNYtPRbnWwP4Wlg\nh25HnJrkObqdB3fd2vaxAMSJEAsMZHiLcdaDuGyw8+6rO5B9lr6A9e4/kH2WnmU4LBBw4q/55JIQ\nP4J4COKjlFIig8pTmXZAx3nua9qDWRdtzFcQb4HYFeIYiHsgHoY4CeKzEG8fjm1UmcY6ZMmUr7Sz\nDVpMY1eI2yDmHer1U5vPbBCLDsv0+9h3hnP7d5jHlQKuKm/S3jIEy7tWwK4BPwg4I+DuUlLmby8w\n558fYZHnX2G2OwMOClgt+imF08667GMcBbw2YJVSIqW763qI9p0u5WfxgJMC7gjYsu3tNso7slTf\nmyDmG8i5DGIixF8hfjnQc+EA5tkb5xZ3o34blnuJPcs91cajYZlKnj9W8vxDSok2iGUhDiNLu/2g\nXiqILGm8C1ky+P/Zu/M4Kcpr/+OfAzrgggMqKm6ICwhoMChGo8ioue5xiVtCYkyMihp/iSZGs6vR\nxGhilhtvokSz3Vx33KLRJC6jaDSiiIKAKCDghusgAsp2fn88NcxMM91dvVRXL9/369WvWaqr69Ta\n1aef5zwTwQ+q1DlbNY+E3neiliSvRMfSE+Dzo5ZPWyV0DGwF/utoX/8GfOtiXifn5w4v/JiOjs1D\n6Gh5mfVeXI94j9g1aszsAOB/CcPT3UAoIPQMMNbd5xSRI0qUatRIOZlxJvBxL2LEpySY8QlC1v4l\n4Cx3Xi3z6xuhwOwwwjn/L/fyfvsSDV+5MTEK90bxDKNjyNn9gNXAw9HjEeCFcseYS/St1R2EFjGn\nesw+wdG8uwH/Asa4Mz2hEBtbGH76O8DZhFYm15LUKD+hdekQQl/uqcB04r65SnUx+zSh3sSaIXIp\nV0HkOmVGMzAR+F93fpZ2PCJxRCPkXAXsBRztzuyUQypI1NL7V4SWlk8QWnNcDfzSc7S4jmpLnUB4\nX1xCKAx7j/ua1hNSgO6GYo+KUY8jDNjwEGG/3O8l1vOKBm/4NmH//QG40j1vS/+Ki+7Zfwm0uXNR\nyuHUtIKKCZvZLoTmr02EZlD7eLbm4ylTokbKKRrx6SV3fpX3yRUS3WR8h5A0/R5hxJ6Cz0czBgAf\nZ+1iuh8RunX0JwzPe4Y7C0qM2YD/Ioy+tCWha0i2wr1vAKMISZnRhNZ7j0SPhwnJnVQ/DEcjJ/2e\n8CH9mDjbJxou9yngB+7ckHCIjclsT8KIHS8DZ+L+SroBSU0J3d/WGiKXKr3fqQZmbE0oWn2+Ozem\nHY9ILtHoTBOAhYRhtD9IOaSimXEYMBy41kO3xrjz9QCOIXS1HUX48mgCIWmjYZdjyDcUuxl9CAX+\nzyQMYnAN8Ed33ipiORcAR0Wv8ctCX6PSzPg88Gl3Ppt2LLWskBY1hwB/AlYQukCdCtwDfNndC+oT\nVwlK1Eg5xRnxKS1m7EoY2nkocBfhjfZ+d5bnmGd7Qv2SYwmtACbRkSCZDszwqK+rGesS3iC+DvwQ\nuKbQbwWiBM0RhARNH8IHn5vaE0tmbEhIdnROFm1JqA/zCPBIuVsNlUu0bucB5wInuPNonufeDixw\n5/9VKMTGYbY+of/95wn740a1bJGihYRN5yFyLwP+F/es19ZGFr0XPQAc787Daccj0h0zRgG3Eb5k\nubTUVg71wIxNgSMJ94SjCV+GTSDUtHs3zdiqVVQf5nFiDMUe3fvtCZxBSI79ndDKZmK2LxzNGErH\nffqWwG+B/y4kGZcmM3YHrnNnt7RjqWWxEjVm9ktCIca/Aae4+7tm9ingL4ADX3T3BxKNtEBK1Eg5\nmbGQ0PXptbRjySZqEvkZwkV9GHA34Y32H+4sy7job0VIGEwgFNvNW1w2Gtb5WkK9qlPduykQuvY8\n7d/YfJ8wLPGlwG31eGNkxiGE7qGv0rXQ7HRCa6zlZpxP2Ef75UqkSRHM9iccn08A5+Be1d82SY0x\n24+QsBlO+JA3AZioVjZdRUO2Xg8c4AUOIyxSjOhDcDOdi6x3/3v7383AKe7ckUrAVS5q9XsE4V7x\nQMJ76gTgDncWphlbtTBjA6CV0ProogLn7UcoYH8G4TP0NYTP023Ax+i4T+9Lp/eaXOUBqlH0Beyb\nQJ9ai72axE3ULAO+4e6/y/j/poQ+coe5e9wRpCpCiRopl+ibhpeAfml3tYnLjC0JCZLjgJGE5r0b\nUOJFPxod5KuEljVXAL/o1CrGgC3o2ipmf2AxoZXD3bWy/YoVdYXq3H1sWPTYltANpy8wqtQuZNKJ\nWTOhj/2hhG5Od6cckdQzsyF03EhvA9xJuKY+qJY2gRknEZLye1fzlxtSm8zYG7iIUEevP2HEsmV0\njEb2VsbvmX+/oXos8UQftg8lXO8OAaYQrne3VWsr56RFNX7uICQhvlLsfW10zzyakLA5DHiX8IXm\nhOjxn1r/UtOM+YRajHPTjqVWxU3U7OLu03JMP9vdyza8bDkoUSPlEg3b+BN39kk7lmKYsRnhA8Uz\n5bromzGI8C3AJoSi4u0JieV07UI1Gfh3vSdo8onqCQ0GFrkzP+146obZkYTmwH8Dvo37opQjkkZi\nNoiOVow7E1ox3gs8gntDfohpZ8Z3CYU0ryS8F8ys5TogUh3MOAX4KaG78XNESRh3Pko1sAZgRm/g\nIML17tOEkX8nABMa5YN4lFy5GtgOOCJOa/SYr7sZ4YvOqfV0v2zGPwjD3f897VhqVUHFhGuJEjVS\nLtU24lO1iN6wjgf60VHXJutIAyKxhLogWwM7AutmexbwZWB34FTcVQ9D0mW2FXA0oavAfoTi5+0j\n0j0CzG2keknR+8MZhG+MhxES1W/RqQ4a8IQ7Wb8EFGkX1cq7EjgYOMqdmSmH1NDMaCK0mD6OUOD2\nFTqSNnW7b8z4HmGdx6jgcn5m/BqY584v0o6lVhVSTLgfoTjj3oSiRq8Siij90t3bEouwSErUSLlU\n44hPIjXPrCcwiK5dxIZGj8WEEcFyfUs6Cfgx7mrCLtXFrAfhON4PGBM9VtJ11LoXGixx05PwLXTn\nrqGfInzAuxq42Z1lqQUoVSvqfn4z8CEw1p2q+8zRyKKuQKMJLW0+A7wH3EpI3ORqafNRErX6omuN\nl7PbUJQo/Dmh+9f+6tIZT/RF90h3Tks7lloVt+vTCEIl/40IRaXeBDYH9iIUPzrQ3Z9LMM6CKVEj\n5VLNIz6JVD2zJmAn1q7dsxPhvaTzN+zhZxUm/0WKFlqJ7UBI2LQnb9anI2nzCDAV95quR1Co6APe\nYYSWN3sSirFfU8/fyEthzBhBqAdyI/B9FSWtbtEAEnsRkjZHA5vlePpqwshbV7rzegnLbAL2oOPa\n+kngAzoGzJjYXkuxyNdvTxR+BHxOicL4zGgBLnFndNqx1Kq4iZqHCYmZg919Xqf/bwfcByx09zEJ\nxVgUJWqkKGbjCU20lwJjcW+rhhGfzOgS11pvFN3EXaHA0lluSvLuh5Reu6S4ktiHZr2BrxA+gO0I\nzGPtkbBewH1Jka9fdMz32qEz+vPmgOU0LX+QA0d93y+dl3+u5OOSCklyHxXy2mYDCd9CjwH2+4AN\nBl7NGa+dzxUznR5dz+EqPa7Kec0iFFo/jXDdmEFoZXO7RsfLL8n3pXKJRrppbzHZ3oJyY0Kdk87v\nDXM6DVBwPKEG2dfcuaFMcRR/L1XieZjUfqqF/d8dM7YGvgWcBPwfcEWcgRaiQRs+QUjM7EdI8r5I\nR9J7ImF0r/ai71sTkn3to5zGvqaY8bFo3puB7yWVKEz0viQhcY47M7YAprmzaaXjqxvunvdB2Akn\nZJl2IrAszutU8hFWLf049KixB7Q6ePS4CXxT8DZwSzMu8NaOsPymfHGntb1S339p74eUXrukuMq5\nD2EDh284vOZwl8O+Dr3Kvi9KiHkSI9va532QMfOrJS49KvRIch+V8NrDmPbE43zCb+J478u7t1Ys\n5hIeSVyzwJvAjwd/AHwh+E/Bt097Xav5keT7UoFxGPjm4PuDnwV+VbQfXwdfDP4k+J/ALwD/NPg+\n4F8G/xn43eBzwJeBTwW/D3we+MiKbqtc51qJ52FS+6la9n8J8W8RHQPvgo8HH5QxvQ/4IeA/AX8U\n/APwx8EvBz8MvDnP628Pfl40zzvgfwY/Erx3nvmOA38L/HNJb4NE70uS2295j7vomvAe+KZpx1ur\nj7hDar9L6BvanQ9BBUSlbrTXu5gEjAM+BjzvnnoV9sy4Cp2elLSWm5Yk17eU1y5l3p4lzBuYbUQY\ntv0cwjdah+E+pajXiqfo9V1O03KAqQxf8hj7jt6/SuKSiqnKc3g6w99toZXrGfv2W/Qfgq0ahHt7\nfYdqPa7Kfs3y8G33LcAtZgwBTgf+Y8bThFY2d3sJ3RjqVPv9yVzgkWhkpErpS9eWMk7XlpN3Rb+/\nkuU+6rHOf0StJQZHj1Z33ixzvKXcS5V6HiZ1Hlfr9SEWd94AvmXG5YR7iElm3A28Q2gxMxR4inBv\ncRHwuDuxW+O6M4dQX+bnUSueY4BvAH8x4z5CS5u/t79m1H3rYuCLwCHuPF2WFc0h4fuSpOQ97txx\nM2YS9uHESgVWT+J2ffoeoYDSQe6+rNP/1wf+Cdzj7pclFmUR1PVJimLWlzDs9DhCt6eqKIRlxpq4\nvLtmrRlxVzCwdJabkrz7IaXXLnpesy2AZ4Fm4HvALymkTkYoMv814GzgH8BPcJ8eP/IilXDcXWrf\nH7gPj058jH1Hl715cYOdDzUpyX1Uwmu3n8PNtI1ro9/JwHeAz+H+ULUeV5W6ZkXDAh9H6Eq5HXAt\noavEbC9jwdBaZMYhhNo+S4BHoeJdxT4AZtJRa+ytKvhiK6uS7qVKPA+Tun9I8r4kDdH6nAGsQ+jO\nNMk9a2OBUpazOWHEquMIdXXuB24jjGa6MXBsAonCbiV6X5KQuMedGX8gJNd+X7Hg6kjcRM2lhMxi\nb+DvwEJCzZrDCC1q/kxHRh93/2ESwRZCiRopB434JHUrFDi9E5gK/BW4DlhFGO76hTzz9ieMAjgu\neo3LcH8x0XhFGonZgYRkxI+Bq4hzs9YAzNiVcN05GuhHSBJk1r+aXe+tbqLhz88jXIdPcOfRlEMS\nqVlmbAwcSRi1ajZwgas+VlmYcT6whTvfSDuWWhQ3UVPQNxbu3qPoiMpEiRopBzMeBC5zjfgk9cbs\nFEJrmD1xXx4Nl/1V4IeEZsJX4r4iY54BhA8HXwZuAi7H/eVKhi3SMMy2JyRCnwTOwj3XcPUNx4xm\nYGfWHlFuS8KHrcwEzqwkvpmvtKh70LWE7kHHeIwCrCIiaTDjSOAMdw5LO5ZaFCtRU7aFmR0HfAEY\nSajIPZ/QzOwn7v5Bnnl7A5dE8zcDU4AL3L3bPm9K1Eg5RCM+jXTn1bRjESmbMGLfJOBA3J/LmDaI\n0Jx1U+AruD+D2TbABYTRWf4C/Bz3VyoZskhDMtuQ0Gp5G+B84GG1rsnNjPWAIaydwBkEvALMAt4k\n1Fd8q9Oj89+Lq7ELjxnbEkahmQ6c5s6yPLNItQvvuacCvQjdj3W/KckzayKMuPUZIFcDiymEOj5P\nF/PeY8ZOwD/c2b6oOBtcpRM1jxPeJG+Pfn6cUBhqJvBJzxGMmf0foavVecAcQk2EQ4G93f3Zbp6v\nRI2UxIxNgZeAftV4w5Y4s3UIQ8cOBe7FfXbKEUk5mPUAHgDuw/3yLM8x4GTgCkJCZ2/CN7hX4r6w\nQpGKCLSfsycR6kgtBC4F/qmETWHMWBfYMXr07/TYNOPv/sC6dJ/IeYdQl2Vp9FiS8TPzf8vKVUfH\njNGEYYKvBK5syPuSehHurw4n1GIZRfgCBOBLhNaqP8U9f60Ss/UINUQHElqOzQAW6NogWYWGD6cQ\nvnx7ARgPWYsz9wT2IdTxWZfQuGIC8HjceoZmrAMsBjZWYrlwWRM1Ztbb3QtqIppvHjPbxN3fyfjf\nSYRviw5094eyzDcCeAb4srv/OfpfT+B54AV3P6qbeZSokZKYsR+h29M+acdSMSHDfiBwLKHI2jzC\neXYI8BrhAj0B9xllWNYAYFk1FcdsCGZfB04A9sN9VZ7nDiAcB7eQce0WkQoL9z0nAN8n3FhfCvxN\nH8rKL2qV0zmB0/77JsAGwPrRY4OMn5n/6w18RPZETtz/7UT4ovKL7vwjyXWXBJltRWg9cxrh/upq\n4FbaB2rpWv/tDkL9t5cyXqMP4YvrY4GDgacJX3i3tyLrQ0eB5xnANMIXM3Vdt0nyCAMAjSNcRyYD\nP8b9iZjzGrAr4Zg7llBs+Xbgr7g/nn92pgGfd2ethhWSW65EzWuEInZ/cvecw6BZuGh8Cfi2u29V\nUABmQwkfBE9y9//L8pwfEG5MmjsngszsIuDbQB/PqKWgRI2UqlpGfEpc+EbmIELG/HDCG/sE4LY1\n9UfCB4R9CRfozwCLaE/awHMFfVAI3yR9HfguYYSKrxFuVPRhI2lmOxNGBtlrrZs/EakNoYXNMYT7\nIiPcq90HRbewWFrQaG8SWzTUb2/iJ3eyTV9NKHCqou21JpyvBxE+JI8BbgCuWavbcdd5Ngb+Hx0j\nKv6aUI/pOGB/wrDmE4A7cX8rY97MIdPHAG3Aibi/W8Y1k1oQPqOfRUgAPgZcivszJb7mEMLngbMI\nLXIuzfUeYsatwK3u3FjSchtQrkTN8cDlwGbAXYSb+2mEZp8QvlX4GGGM+8MJ/X3Pd/dbCgrA7Azg\nt8Ae7j45y3NuBEa4+9CM/58A3AgM94xv+JWokVI1xIhPoVbJA4R6UbcCt+P+Wp55egB7Ei7SxxHO\n/UuAe/ImW8x2JYwutBg4nXB9uY7Q/PKreZctxQsJsn8Df8T9d2mHIyIlCt9yHk7oErVrsa8CvAFc\nBvwFd410IlIOZpsTCu+fDrxHaD1zA3lqcma8xkaED8OnA88RkjN/K6glcnjv/ylhpLSjcZ8We16p\nXSFh9zVCwu9fhBY0z5d5GQMIx+TrwMnZjm0zLgFWuXNRWZffAHLWqLHQDeIEQhO9vQlj2ne2CngC\n+D1woxf4Bm+hCeAzwDPufnCO5/0T2NDdP5nx/08B/wRGu/tjGdOUqJGS1P2IT2Y7EpI0P8P9qiJf\nowehhc33Cd/mXkpI9qzOeF4vQguas4DvANetSeqEad8j9NX+DvCHrAkfs350DKGYqzDZCuAp4GHg\nEdzTHRUjvJl9k9B8/UrcHylg3k2Bc4ADgBfpOpLJnLzdlzpe5weEVlGHqPWSiKxhNppwDR9K+ILu\nOgrs+i4itCdPWwj3MwcRPsRejftTaYYFgNkXgF8Cp+N+e4LL6U333QYz/14F/Aa4Qy36cjDbhZBo\nm084nh7O2Y0t3DOeSzgG7yJ0n5uVYHy9CA0u9gSOwn3O2k/h88CR7pyYWBx1KnYx4ah708eBzaN/\nLSQkWBYXteAwkkErsAWwp+f4Jl2JGklDtyM+mY0nDIm5FBhbs/VVQheYfwGX4D6+DK9nwKeBHwDr\nEZri34z7Ksz2IrSaeYkwxGz3IxqEWlTXAYv2YNKbT7PHAGDpNZz+tdP5/QGEFjx7EZJLfQn9sD8k\nFETLvA6tD3yC0OJvP0If/5C0CY/ZFUlWhNGSzgc+fztHvzqJUb3O5qqt+vPWlHVZeRFwf46k1BaE\n5M4phNZONwHb0XUUky0IyZvOQ9BOB17s8s242UhC14iRNTNaU72ca1Jb6u24y7c+XadfSeiWugfw\nc0L3jJxd3xOLS7owo8v2cqeut1fNrG/4LNPezegbhJhXAT8Cfl+R47qQc8lsFOHD/nWE+7/CEiRm\n7QW5hxFKT2xNKDg7n1C3pD/QREch7s4FuTv/fjLhy7atCPUPL6H9npE8+79Rrh2hscR3ga8Sjqf1\nCffBgwgJmAnAA7h/FD2/8z3jLcDluM8tMYbs2zpzWhiV+QfR8x7o+jKMBP7ozoi8r5uwmrm2tHP3\nij8IH+QeIpy0w2M8/yZgZjf/P4HQb3doN9OcMKJU+6MljXXVozYf4JuCt4Fbl2nQ6uDR46ayLhcO\ndBjjsJlHSdREHrCLw2sOX0rgtc3hYIdHHWY5/NHhdYcTY60TrOPwrfdoXnEl5/pDjPEPWH+5w40O\nx3tI2Ba2H0JMQx3GOVzv8Gr0uMHhTIfhZd/esL3DeId3Ha5w2AK8Fdx7ssK/xeVPOMxweMLhiC7L\nh60dfh3N+98O2+RYzgYOIx2+4PBjh9sdZjp8GP28Pfr/dIcvJHZMJXOcJneu6aFHtke9HXf51qe7\n6bCbw60OCx2+47C1tnO6j/b3j+hR99urKtcXNnT4ksMvHO5zmOew1GFKdG8xN5VjutBzCbZweMzh\nNg81Prt7znoOIxw+53BJdD2Y7rDM4UWHO6P1b1/u/Q47ODTHvNfrHPPDUTyzou27bs793wjXDtjT\nYZrDXQ5bZUwb6HCuh/vs9xz+6vA/0T3jr8t6vc61rbt/79jf4Q2HczofB+Abgi8F75n2PqzKa0uO\nR2ZXpsRZyMbeCowE/svj9Zd7Hji6m1GlhhGKkXZbFNPdLyoxXGlcw4Dnw/Wki6XRz0mEwnDlYfZd\nQh/kV6Nlr8KscxeX6cACsheLXE1oJZJvFJ8RhJYV38T9+vIE30m4Cv6D0ApuDKG7zq64vx1z/pXA\nz/a3Zw4fy/VjruXUF3/HmaNv8hMzh4SOvx9CTO3DVl4Ttf7Zno7WNt8C+mA2kdDa5t/A+7HiXdtG\nhG8/Dgd+Bwxes+4WYl7FOpN+xvmHXMEFiwlduH4MXILZlYSuSScAfwCG4f5GnnVbQqje37W+V2iK\nuhMdLW/+CHRbrL2KJXOuieRWb8ddvvVZe7r7FOA4zIYTWgk8i9mLdIz6t1bT9gTikq7S2V7h/bIn\n0CP62fn3fP8z4BWKa5VVPceHWTOhqO/XCfcH/wYeJNxTvLzmvsvs74RWr5WOubBt5f4GZgcAVwGP\nY3YuoWVL+/3C0Ojv2XTcf94S/T6L9s9hYX23jZZ7HIW1iugc81GEASr2J3TB/OF3+fGSn3Mey+nV\n3TpVz7FRbmYbEFrPjCV0eb85uoftEIZt/yXwy6hb/TGE3i757xkLl2tbd/fe8RBmexNGLNsNs2/g\n/q47H5jxNmEY+Tl5XjdpNXX8xO76VJaFhXoWNxI+xBzhWYbj7ma+3QgfRL7k7n+J/rcOMBWY5Rqe\nW8os64hPoTjXNcC4At+Usi3IgAuBE4EDcH89+t/mdLxptr9xbpnjlZoII0TcQbiZfoiMkdAw2wO4\nh1C099aSY0+QGWu2s3fXLLH8+2EbYDQhufQJwigdxVhJuMZdlRlX1nUK18UjCAXfngR+ReYoDo2o\n3PtYJI56O+7yrU+c9Q1fsO1PaHZ/DOELhfakzYxu5yklrvAe2IPikgNp/C/xZX1EU9OzjBixG1Nm\nNLFidQXXB8IXQauix+qMn7n+B+ED/5t0ra0Wfrq/RxZ57wEqwWwTQnLmLODvhFof2Y/3tK4dxS43\nnGdnEkbtnUXX7tNz1rqHLNdy881rts9HNF20mD77ABdtyju/oX348lKXW81C8uz3wOPAObG/4ExS\n7v2Ua9oGhC8rjyGUHph+IyfuuBHv330Y995CeA+5pNt5E1YV15YCVDpR8ztC9urHhA+MnS1w91fN\nbCAhi3uxu1/Sad4bgIMJ336/TLi4HAZ80sO3P5nLUqJGimbGb4DZnuSIT+FN8ieED+mfwj2z1Uih\nr7c9oYXGsYT+l38j3Ez/C9iN0Kf1NNzvLGk5IiLSmMx6EpLaxxLebzak40N5oTonYzJbYjjxEwLV\n+r+0l1/6/0ot8hqOl+3oWlutvabLEjKTN+Hnm2u1Iqgks80ItT5OBW4Dfor77NTiaVShns73CF+e\nXUkoyhx/xKxaEAbVOYZwPd0ROAP3zM/HtSt8ztkaGHoVX/3ebkxp2pfHVtJx/h+ORiHLqdKJmrmE\nZnLdJVAucvcfWRgueE77353m7U1I8IwlFBKdAlzgWUZPUaJGSpH4iE/h4nUl4VvK/yp75txsa8LF\n/zhgBKGlx0m431vW5YiISGMKrQGbS3iFzGRMx880P6hL8sI90FZ0bTXc/rvR0bKjcxJnQaLHRfjQ\n/C3gi8D1wBW4z09seRJP6LL/PUKL518D/4P7onSDKkH4nHts9NgZuJtQEuSf1PFoe2acAey+pqeC\n2eeAXwCH0k2DCwkqmqipJCVqpBTdjvhUvhfvAfw3YSi7g3M1/y3T8jYHNtQ3QiIiIlK1QgKnP2u3\nwBlGGOlxJmuPcjg3b32+3MscSBg98rOEem5XkmMkWkmJ2TDgO8ChhITNZeQaprqahJZl/w84CdgG\nuJPQ4v1BOo/QWcfMaAEudWffTv88ljC09+FUwxD2VShWosbMHgTOcveZ3UwbDFzt7gckEF/RlKiR\nYpmxKaFAdb9uigmX+uI9gKuB4cBhNf2tgIiIiEglhJoY7d2mOrfE2Rx4kbW7UL2Y80Ow2Y6ED/5H\nA+OBX6g+XA0I++1/gHWAE3B/J+WIcgvH7Q2E2oc/AibWTIKpjMzYnDBIyyR1MC8AACAASURBVKYZ\nE44ErgWOwv3xNGKrZnETNauBvdz9yW6m7QE86e49EoivaErUSLHM2A/4qTufLPML9wSuAwYBR+C+\nuKyvLyIiItJIQuHSIazdCmc7Qk3LzC5Uq4DzgEMIH/j/G/d3Kx22lCDcT19G6N5/FO5TU46oe2ZD\nCYN83Auc14gJmnZmGPAuMNidtzImHgL8hTB6WLclTRpVOYbn3h6or+JO0uiGE4aEL11oQbMXHYUX\nZxFa0hQzXKWIiIiItAv3U5OjRwezXsBOdCRvPk3o4tSPMCLN2WrVXKNCV7fzMXsWeBCzM3CfkHZY\nXZgdAfwBuAD3P6YdTtrccTNmEOryvJUx8b6oZs0EzD6L+wNpxFiNsiZqzOzLwCmd/nWNmWW2AFgf\n2AXQBpV6MoxSEjVh6Pj2UTGOAd4j9EU9EpimIokiIiIiCXL/CJgWPaQeuf8fZjOB26Oiwxd1O1JZ\nqH20O+G+fAzwCl1bWs2KjpfShWV9hzCs+5G4P1GW160PMwmJ04lrTXF/ALPjgFswOwn3f1Q6uGqU\nq0VNezX+dqtZewjGdwhFgC4vc1wiaRpOGNq6MGFIxwuB44EFhOTMAbi/UNboREREREQanfvT0VDe\nE4AR0Yf896MW7XvT0aJ9efSc7wNbEL6UPZGQOBiE2XxC4mYuocXH29HPzo/3cg5ZH7rh/REYCOyp\notRrmUloUdM994cxOxq4AzN1gyJ+jZpW4Ex3n5F4RGWiGjWSldl4YDCwFBiLe1vXyQWO+BSy52MJ\nw8z9FbgK97lrP40uy3WnLfM5icizvnWpEdc5i1KOu9SO2QS1tnY9NlpaMo4NHTtSa3Ics2mew/V4\n/ShW3uuOSFIa5T3NrAn4DaFF+0OEFu3vEJIzE8jVoj3Mu+M3+fmv+/HeoC14w8Zy/WPrs2wjwihk\n7Y8+hDormQmc9qTOV4ApwBkVG2q7WvdvN3GZ8WngLHcOzTPvt4BtcP9a3NeONa2ImGPPm5BYNWrc\nvSXhOEQqaTCh6SPANYSMOgBmbEKozB4vC262DWEUp23IP7xc1uUmLK3lpqkR1zmbUrZFPW7HfOtU\nj+ss9S3XMZvm8axzqYO2haSlMY69MMLXOMy+CGwFtOA+q4B5p//CWBfYAeA0rn3KnaO7PM9sXWAT\nOhI3m3b6fWdCceprK1zioFr3b3dx5W5R02EacFCBrx1nWj5Vty1jFxM2s2bgMMIH0t6Z0939R2WM\nSyRJS6Ofk4BxGdOGAtPzDssdmlSOAy4Bfg0ck3MYyPzLTVJay01TI65zNqVsi3rcjvnWqR7XWepb\nrmM2zeNZ51IHbQtJS2Mde+5/KWHu3NvKfQXwRvSoFtW6f7uLay6whRnru6+Z3p3phK5phbx2nGn5\nVN22jNv1aR/gbqA523M0PLfUDLO+hEzpuMxmbc226MzpDLtsK17LHM5xOjAf99WY7QRcCzQBp+Ie\nq/CwGWuWW9Em4DnWt2414jpnUcpxl9oxm6DW1o5jo9vuBzp2pNbkOGbTPIfr8fpRrLzXHZGk6D0t\ntpq8ZlXr/s0SlxnTgC+4MyXHvD2A94Gtuh2ZLdc6l7I9qnBbxk3UTAJ6AqcB07xclbETpESNFONA\ne+DPt3LcEf1oO5qQzR1Gx9CO/YAXgG0JLWmuioYIFBERERERkSzMuAW4zZ0b8jzxKeDsRh81K27X\np6HAie7+dJLBiKRtB2aPWEyfWf38vYlkDh8Xuv/tDLyG+4I04hMREREREalBcevUzCDkHxo6URO3\nu9ICoFeSgYhUg4HM264nq57pdqL7Itz/oySNiIiIiIhIQeImavLVqWkIcRM1FwMXRAWFReqSGX12\nYPaGm7OwobO3IiIiIiIiZdbeUqZcz6trcbs+HQ5sDswxs8cJY8h34e5fLGdgIinYeTemLF+HVdPT\nDkRERERERKSOvADsZEZPd3LV+VSLGuInakYDDiwGdol+b2cZf4vUpF58OHwQc5sIzfJERERERESk\nDNxZYsabwHbA7BxPnQMMwGx93HMN5V3XYiVq3H27hOMQSd3uPL3XMtZb3Ms/+iDtWEREREREROpM\ne52a7Ika95WYvQQMAbqvHdoA4taoEal7g5n18cX0mZt2HCIiIiIiInWokDo1Dd39KW7XJ8xsQ+Ar\nwH7AxsDp7v6imX0OeMbd1V1EatpA5u0A/K2U17h8gs3o28SAlatZPrmNUded7PPKFF46zMYDg4Gl\nwFjc26p+XsCMLvO7U9D8ici3Trmml7g9RETKTtclqTUNeMwmdT9UlfdZpBdXtW6PKjUT2CPG86ZT\n7oLCNXYNiNWixsy2AZ4DrgB2AsYAfaLJ+wPnJRKdSIWY0XsQc/v2562SRnzq28SAIX1oHt5M/12b\nmViu+FI0mHC+HwpcUyPzlmP+JOSLKdf0alwfEWlsui5JrWnEYzapda7WbZlWXNW6PapRmi1qamo/\nxe36dCXwIaGf2MiMaQ8TWtmI1LLBI3h2eW8+mlbKi6xczXKAOUtYMnURo8sTWqraC3hNAsbVyLzl\nmD8J+WLKNb0a10dEGpuuS1JrGvGYTWqdq3VbphVXtW6PajQDGG6Wt2dP+VvU1Nh+ipuo+S/gInd/\nuZtprwJblS0ikRT0YNWwwcxal3DxKNrkNkZNaWPBY28zvOa7PQVjgZuBg4poHpjWvF3mr6Lmp/nW\nKdf0UreHiEi56boktaYRj9mk7oeq8T4L0ourWrdH1XHnTeBl4JN5njoLGIRZUxkXX1PXAHPPP7K2\nmS0BjnX3+8xsHWA5sIe7Tzazo4C/uHtzwrEWxMzc3S3tOKQ2jLTJv3iYMaf38cUbph2LiIiIiIhI\nPTLjYmAD9zzlU8xmAUfjPr0igVWZuC1qpgLHZZl2CPB0ecIRScdQZuy+iOaX045DRERERESkjt0J\nHGVGvkYV02ngkZ/ijvp0BXCrmQFcH/1vuJkdDZwKHJlAbCIVsx0vD15Nj4fTjkNERERERKSOPQP0\nItSgydVaJm7h4boUq0WNu98GnAUcD9wf/fvPwNeBr7r7vcmEJ5I8M9YZyLz+G/NuSSM+iYiIiIiI\nSHbuOHAXcFSepzZ0i5q4XZ9w96sJRYMPBk4CDgO2cffxCcUmUik7jODZFRuy5Lm0AxEREREREalz\nd5I/UdPQLWpiFROuRSomLHGZcUwbzTc28/5A3N9IOx4REREREZF6ZUYTsBAY5s7rWZ60IfAm0Af3\nVRUMryrErVGDma0L7A1sDfTOnO7ufyhjXCIVszMzdl+XFU64WIiIiIiIiEhC3Fluxn3Ap4Hue+i4\nf4DZW8B2wOzKRVcdYiVqzGwkcAchSZONEjVSkz7Gc3u20XfB+r60PpuXiYiIiIiIVJc7CSVVcpVS\naa9To0RNFlcDiwn9yF4AlicWkUiFDWTekBWsOyXtOERERERERBrEfcB4MzZ054Msz2mvU/O3yoVV\nHeImaoYDJ7j7PUkGI7KG2XhgMLAUGIt7W0HTYy+GHlcxb8uNeP/qEiMua1zVwowu6+NOTa+PFKjO\njmcRu7jrMe0X6pjOqQqvAa2tXWNqaalMTHo/7ErbQ3JpuOOjCq+VtcCdNjP+AxwE3JbladOBfdv/\nyHVs1dtxF3fUp5eADZIMRCTDYGAMcChwTRHT4xq4C9NW9aOtXC1qyhVXtai39ZHCaP9LvdExXZhq\n3F5pxVSN2yJN2h6SS6MdH422vuWUb/SnzJGfcm3rutoPcRM13wN+YGYDkwxGpJOl0c9JwLgipsc1\ndBjTIWRry6FccVWLelsfKYz2v9QbHdOFqcbtlVZM1bgt0qTtIbk02vHRaOtbTncBh5tl7ekTEjVm\n7aM559rWdbUfYiVq3P1u4H7gRTObamaPdHpMNLNHkg1TGtBY4GbgoCzNB/NNj2Vb5o3ciPd7AAuK\nfY0k4qoia9an1psPSlHq7XgW6bimqdtTHNV4DVgTU6W6PWUuV++HgLaH5NZox0c1XitrgjvzgfnA\nPlme8C4hAbNV9J9cx1ZdHXfmnn+gGzP7NvAT4G1CN6jMYsLu7vuXP7zimZm7u+V/pjSyo+2Ou67m\njI9t4W9sl3YsIiIiIiIijcSMC4Fmd76R5QkPAj/F/Z8VDSxlcYsJn0MYNuur7r4qwXhEKmoQc4d9\nRK+ZacchIiIiIiLSgO4EJpjxTXe6a0XSXqemoRI1cWvUrA/crCSN1BMzbFvmb70+SyelHYuIiIiI\niEgDehboSRhpujvTgWGVC6c6xE3U/BPYO8lARFIwYCgzrD9vP5V2ICIiIiIiIo0makVzF3Bklqdk\njvzUEOJ2ffoF8CcL1ZbvBd7LfIK7zylnYCIVMHRXpq4mnPwiIiIiIiJSeXcBPybUxc3UkC1q4hYT\nXp3nKe7uPcsTUnmomLDks7kt/MYCtrmiiRW9cV+ZdjwiIiIiIiKNxox1gYXALu68ljHRgHeBwbi/\nlUJ4qYjbouaURKMQScHuPL1XG33f3MzfVJJGREREREQkBe6sMOM+4NPANRkTHbP2VjUPpxBeKmIl\natz9TwnHIVJxg5i7yzLWm5V2HCIiIiIiIg3uTuBkMhM1QXudGiVqumNmPQiZrE2Ap939g0SiEimF\n2XhgMLAUGIt7W3dPG8i8bZtYfm+1xSVSSa2tXY/LlhYdlyKVpvMwPru467byCxt7W2l7SBqq9rgr\n5V47z7xVu8715V7g92b0cWdxxrSGq1MTd9QnzOxsQr+x54AHCQcqZnaHmX0tmfBEijIYGAMcSvcZ\nWczYZDCzem3Owv9UU1wiKdBxKZI+nYfxaVt1pe0haajW466UuPLNW63rXDfceR94HDi4m8kzUKJm\nbWZ2GvAr4HbgBKBzkd5HgWPLH5pI0ZZGPycB47I8Z+jHeG5lD7ySIz7FiUuk0nRciqRP52F82lZd\naXtIGqr1uCslrnzzVus615s7gaO6+f90GmyI7rgtar4B/MLdTwfuyJg2E9i5rFGJlGYscDNwULYm\njxuxaNeteWVdoJI1avLGJZKCNceluluIpEbnYXxrtpW6HgDaHpKOaj3uSrnXzjdvta5zvbkLOMxs\nrRItC4BmzJpTiCkVcYfn/hA4zN0fNLN1gOXAHu4+2cz2B+5z914Jx1oQDc8tuRxoD/z5Zk44bBN/\np3/asYiIiIiIiAiY8RRwnjutGROeAs7G/Yk04qq0uC1q3gYGZZk2GHi1POGIVMYOzB6xhA1eSjsO\nERERERERWSNb96eGqlMTN1FzN/ADM9sBWNMEx8z6A+eydncokao2kHnb9WD1lLTjEBERERERkTXu\nAo4yI7N3TEPVqYmbqPkB8BEwDbg/+t+vCVmt1cCPyh+aSDLM6LMDszfcjDcfTzsWERERERERWeM5\nQp5il4z/q0VNJnd/CxgF/ARoAmYD6wC/AfZyFUaV2rLzCJ5d3sSK6WkHIiIiIiIiIoE7Tvfdnxqq\nRU2sYsK1SMWEJZve9uGXFtF8bS+W98X9g7TjERERERERkcCMA4DL3RnV6Z/rAIuBTXFfklZslRKr\nRY2ZDTGzlizTxpjZTmWNSiRBu/P03stY7wMlaURERERERKrORGB7M7Za8x/3lcAsGqRVTdwaNb8C\njsgy7Qjgl+UJRyR5g5m1+2L6zE47DhEREREREenKnRXAvcCnMyZNY+3aNXVpnZjP2x24Osu0R4CT\nyxOOSOlaW208Ydj4pcDYlpauNZS2YcGOPVk1obt57eKu8/qFqr8knVjX44OM+lyXT7AZfZsYsHI1\nyye3Meq6k31eJcIqZbm1eMznO8dzqcX1lfIp5dipVrV4TKd1rRSpSnnuLZK6bqV17UjrPbzU9S1p\nP+TZx9JJp201jGk3TWf4Z+mah5gGDE8ltgqLm6jpAyzLMm0F0FyecETKYjAwJvr9GuDE9glm9Lue\nGRtsxpuPFTqvCHmOj75NDBjSJ1wPVzgTgW0rEVSJy63FY76UmGtxfaV86nH/19w6pXWtFKlS+c7h\npM7xtK4dab2Hl7q+uveojDXbajIjl/Xmo33M6OPO4mj6NOCs1KKroLhdn+YCn8oybX/g5bJEI1Ie\nS6Ofk4BxGdN22ZMnV6zDqslFzCuS8/hYuZrlAHOWsGTqIkZXKqgSl1uLx3wpMdfi+kr51OP+r7l1\nSutaKVKl8p3DSZ3jaV070noPL3V9de9RGWu2VS+WfwV4DDik0/SG6foUN1HzZ+BcMzvbzHoBmFlv\nMzsbODeaLlItxgI3AwdlNkvcjIUjt+aVJsLwbjnnrYXm41Jxa46P7pqtTm5j1JQ2Fjz2NsMr2ZS/\nxOXW4jGf9RwvZN4aWl8pn1KOnWpVc8d0WtdKkSqV896C5K5baV070noPL3V9yxK3uj3llbmtMofp\nngf0w6xvGsFVUqzhuS0MhXUj8BnAgXeBjQEDJgCfdfdVCcZZMA3PLd051iZMuIqzRw3w19XMWkRE\nREREpEpFoz5NBTaPCgyD2ZPAubhnK2VRF2LVqPEwFNZxZnYAcBCwCfA28A93b00uPJHyGsILI5aw\nwdS04xAREREREZHs3HnVjNnAaODB6N/tBYWVqGnn7g/SsYFEaooZdh0vbbM+S8enHYuIiIiIiIjk\n1d79qXOipu7r1MStUSNSD7YZyWTbktcnph2IiIiIiIiI5HUncKQZ7WVNlKjpzMzGmdkUM1tqZquj\nx6r2n0kGKVIOfXlvt52Z2RN4Lu1YREREREREJK9phDq5u3b6W4kaADP7IvAbwpBivYE/AP8LLAZm\nAz9KKkCRctmfhw54j35tuC9JOxYRERERERHJzR2n6+hPrwPrYrZZelElL26LmnOAy4Azo79/6+4n\nA4OAZcA7CcQmUlZDmfGJd9hkVtpxiIiIiIiISGwdiZowbHV7QeG6FTdRsxPwMLA6ejQBuPt7wKXA\n1xOJTqSMtmfOTstpeiLtOERERERERCS2R4HtzNg6+rvuuz/FHfVpGbCOu682szeAHYD2D7wfAFsl\nEZxIMexiGw8MBpYCY/1CbzOj6RFm9duS1/6ZcnhZtbZ2jbulxdsqMa9IrenuHE85pJJdPsFm9G1i\nwMrVLJ/cxqjrTvZ5cect5fyvx22ZllL2YSn7oZT9X0rMtSitcyXJ80zv//HpelcdGnE/VOP1I639\nUOxy3Vlpxt+BI4HfEhI1Hytk2bV2vYzbomYaYaUAJgLfMbNPmtmewMXAzCSCEynSYGAMcChwDcD6\nLNn54zzDFiz8T6qR5bZW3BWaV6TW1N3x3reJAUP60Dy8mf67NlPoyHS6dlSBWtyHJcZci9I6V5I8\nz3QOx6dtVR0acT9U4/Ujrf1QynLvoqNOTTEtamrq2IubqBkPbBT9/kNgQ0LzoycI3aK+Wf7QRIq2\nNPo5CRgHcAj3HbiEDT7E/d30wsprrbgrNK9Iram7433lapYDzFnCkqmLGF3g7Lp2VIFa3IclxlyL\n0jpXkjzPdA7Hp21VHRpxP1Tj9SOt/VDKcv8B7GtGL+B5YDhmlmeeci274mIlatz9Rnf/SfT7i4Ts\n1cHAMcCO7v5QciGKFGwscDNwUHtzumFM3+91BlR7k+41cRfRFK+UeUVqzVrneK2b3MaoKW0seOxt\nhhfR/aQs14562ZZpKdc+LGI/FL3/S4y5FqV1riR5nun9Pz5d76pDI+6Harx+pLUfil6uO4uB+cBO\nuL8NfEhhJVhq6nppoWhy/TEzd/dCMmxSx66zr7y0Iy9NGuMPfy7tWERERERERKQwZtwG3OjOzZjd\nD/wc9/vSjisJWYsJm9m2hbyQu88vPRyRZGzPnK0cuzztOERERERERKQo04Gh0e/tdWoaK1EDvFzA\n6zjQs7RQRJLR19qaX2Rar3VZcW/asYiIiIiIiEhRZhBGfoKQqNk3xVgSlStRc0rFohBJ0MH8o6Un\nq1b1ZdGracciIiIiIiIiRZkOXBD9Pg04I8VYEpU1UePuf6pgHCKJGc7zB81j4MKN/d36LMgkIiIi\nIiJS/14AdjJjHQ9Jm50x64H76rQDK7e4w3OvYWZbmtkoM9syiYBEym1b5u+xkM1npB2HiIiIiIiI\nFMedpcDrwCDc3wfeAQalG1UyYidqzOxkM3sZeAX4D/CKmc01s5OSCk6kHLZhwQ6LaH487ThERERE\nRESkJDOAYdHv7QWF606sRI2ZnQ38EZgFnEYo4HMa8BLw52i6SNUxw3bkpY0NvyftWERERERERKQk\n3Y38VHdyFRPu7JvAn939yxn/v87M/hRNv6qcgUljs4ttPDAYWAqM9Qu9rZjXOZPf7rIx73ICt0yK\n8/zW1q7LbWkpbrmNolq3V7XGJR20jxrb5RNsRt8mBqxczfLJbYy67mSfl3ZMIrnomlUdynV/WGm1\nGnc2Oh8KU8r2Smpb1/g+nAG0RL9PAw5LL5TkxO36tAVwQ5ZpN0TTRcppMDAGOBS4ptgX2YHZR7zE\njosKKDBVluU2kGrdXtUal3TQPmpgfZsYMKQPzcOb6b9rMxPTjkckBl2zqkOt7odajTubelufpJWy\nvZLa1rW8DzNb1AxPMZbExE3UTAN2zDJtR2BqecIRWWNp9HMSMK7YF9mchfu+wtYvV3q5DaRat1e1\nxiUdtI8a2MrVLAeYs4QlUxcxOu14RGLQNas61Op+qNW4s6m39UlaKdsrqW1dy/twBjDUjB7ATGAn\nzNZNOaayi5uo+TrwbTM7wcx6AphZTzM7ETgf+FpSAUrDGgvcDBxUSvPQAbw+bCGbTy5muTXWBDAt\n1bq9qjUu6aB91MAmtzFqShsLHnub4er2JDVC16zqUJb7wxTUatzZ6HwoTCnbK6ltXbP70J1FwCJg\na9yXAQuAndKNqvzM3fM/yWwBsBHQB1gJtAH9gJ7AYuB9wAED3N23TSrguMzM3d3SjkPSNdt2+PAG\nPvfl7/ul2bruiYiIiIiISI0w437g5+7ch9ltwI2435x2XOUUt5jwAwW8Zv7Mj0gF3GVHNn+K13tN\nZVeN+CQiIiIiIlIf2uvU3EfHyE+Nl6hx9y8lHIdI2b1Hv8NfYsePbvIT3087FhERERERESmLGcDI\n6PdpwIkpxpKIuDVqumVmm5QrEJFy24AlB85l0GtpxyEiIiIiIiJlkzny0y4pxpKIWIkaMzvdzL7V\n6e9dzexV4C0ze9rMNDy3VJ1NeXvkK2w9Pe04REREREREpGxmAMPMMOBFYFvM1ks5prKK26LmbODD\nTn//AngPOAdoBi4pc1wiJduS1wbNZ9tH045DREREREREyuYtYDWwGe4rgJeAndMNqbziFhMeSMha\nYWZ9gTHAMe5+j5m9Dfw0ofhEimPWtA29N2ql5e9phyIiIiIiIiLl4Y6bhVY1wEI6uj89k2pgZRS3\nRU0PQsYKYN/o50PRz1eAzcoZlEipnmG3UXMZxJN84vm0YxEREREREZGymk5I1EAd1qmJm6h5CTgi\n+v1E4N/uvjT6ewDwbrkDEynFW/Q/7EV2es+dVWnHIiIiIiIiImU1g64FhYenGEvZxe369DPgf83s\nZKAfcHynafsDz5U7MJFSrM/SvWcwdHbacdSC1lYbDwwGlgJjW1q8rRLLvXyCzejbxICVq1k+uY1R\n153s88r12nZx13XyCyuzTqWoxZjTOnaSVIvrlNaxk9Zya3EfieSS1jFdyjmc5Ht4Ljr/u6rFe4e0\n6NipD12O+QFP/57XRx4ZTXqePC1qau18iZWocffrzWw+sBfwpLs/0mnym8BdSQQnUqxNeXvnOWx/\nR9px1IjBhLpTANcQWs0lrm8TA4b0oRlghTMR2LaML5/KOpVIMVeHWlyntGJutOWKJKXmzqWE38Nz\n0fnflbZHfNpW9aFjP57csoqfvt/eomYu0B+zjXB/P++8NXAMxG1Rg7s/Cqw1go67/7CsEYmUyqzH\nNqy/2ePs/a+0Q6kR7d0YJwHjKrXQlatZDjBnCUumLmJ0mV8+lXUqkWKuDrW4TmnF3GjLFUlKzZ1L\nCb+H56Lzvyttj/i0repDp/1oJwHzzejn7u9h1l5c+In881b/MZC1Ro2ZbWtmTZ1+z/moXMgiuS1n\n3R3eYRObxJ6Ppx1LjRgL3AwcVMlmoJPbGDWljQWPvc3wBJpMr1mnam/W2ElNx1xHTYhrcZ3SOnZS\nX24N7SORXNI6pos+hxN+D89F539XtXjvkBYdO/Wh45i/bFEbMJOudWpydX+qqfPF3L37CWargb3c\n/cno91zc3XuWPboSmJm7u6Udh1TeNNvl9LkM+s2R/K23O90f4CIiIiIiIlKzzPgT8Kg712J2HrA1\n7uekHFZZ5Or6dAowp9PvIjXhI3qNmcP2rytJIyIiIiIiUrcyR346OMVYyiprosbd/9Td76Uys62B\nC4A9gBFAb2A7d58fY95sLXt2c3eNPCUAbMgHI2azw4y04xAREREREZHETAdaot/zjvxUS7LWqMlk\nZj3MrL+ZbWpmsefrxo6E4b3fAR7J89zu/JEw+lTnx4slxCN1pj9vbfccH/tP2nGIiIiIiIhIYjq3\nqHkFWB+zTVOMp2zyJlzM7DNm9gihSvJCwnDcS8zsITM7Mvfc3XrY3bdw9yOAW4uY/1V3fzLjsayI\n15F6ZNZ/XVb0fpR91xqhTEREREREROrGXGAzMzYkFN+dBgxPOaayyJmoMbMfE5IpOwETgMuBK4Db\nCENf3WFmFxeyQM9WvTg+FQiWXEY8y4jVq1hHXZ9ERERERETqlDurCL1rhkT/qptETdYaNWa2F/Ad\n4NfA+e6+ImN6EyFp830zu8fdn0w00g5nmtm3gFWEMdIvdHe1nhAA3qT/J6ewmwOvpR2LiIiIiIiI\nJGo6oRHJ0+Qfortm5GpRcyrwuLufm5mkAXD35cC5hGTJaQnFl+mvwJnAgcDpwCbAg2Y2pkLLlyq3\njPX2eYkdX9GITyIiIiIiInUvc+SnukjU5Bqee2/gqlwzu7ub2V+B/1fWqLIv74ud/nzMzO4k7IxL\ngP0qEYNUtw1YMnwGQ59KO45i2MU2HhhMqAc11i/0tmqftx5dPsFmrAc2pAAAIABJREFU9G1iwMrV\nLJ/cxqjrTvZ5lVhua2vX/dDSUt/7QcdddSjluEvrmNWxUx0a7Zol5VOLx05a9wZJqsX9UIsxS1el\n7sMs808HvhA9JYz8ZGaUXnIlVbkSNVsBM2O8xgvA1uUJpzDu/oGZ/R34cnfTzeyiTn+2untrJeKS\nlJj13oh1N3+CvZ5IO5QiDQbaW4ddA5xYA/PWnb5NDBjSh2aAFc5EYNsKLbrR9kOjrW+1qsVrh46d\n6qD9IMWquWMnxXuDJNXcfqA2Y5auSt2H3c3f0aLG/U3MVgIDqPFSGLkSNX2AJTFeYymwQXnCKVq3\n2TJ3v6jCcUi6hs9n22Xv0zw17UCKtDT6OQkYVyPz1p2Vq1kOMGcJS6YuYnQFF91o+6HR1rda1eK1\nQ8dOddB+kGLV3LGT4r1BkmpuP1CbMUtXpe7D7uZ/ERhoRi93PqKj+1NNJ2py1aiJO7qSF/DcsjKz\njYAjgEoVMpbqtttT7NGTkFWtRWOBm4GDimjKn9a8dWdyG6OmtLHgsbcZXuGmzWv2Q4M05dVxVx1K\nOe7SOmZ17FSHRrtmSfnU3LGT4r1BkmpuP1CbMUtXpe7DteZ3ZznwMmGkaqiTkZ8sW9ctM1sNvAms\nVUi4Ewd6Af3dPedQ3xmvfVz064GETNhZwNvAm+7+iJkNBGYDF7v7JdE85wE7AK3AQmAgcB5hhxzo\n7o9lLMPdXUN5N5Cltv7VF3LxKT/nW+tFQ7WJiIiIiIhIHTPjNuBGd27G7HTgE7h/Je24SpGr69Nf\nCnidQgv13Jwx72+j31uBAwgtdHrQtaXOTOBo4DigGXgfeBT4srvXZPFYKa+P6PWJmew8T0kaERER\nERGRhtF55KfngZpO0kCOFjW1Ti1qGoxZj+Ws+8EOzL5ngW9zfNrhiIiIiIiISPLM+DxwpDsnYtYX\neAXYCPfVKYdWtNjdlUSq3HZL2GDlK2zzbNqBiIiIiIiISMV0HvmpDXiPUCqlZilRI/Vit+kMWwpM\nTzsQERERERERqZiZwE5ma0q7tI/8VLOUqJF6sdsT7NVE7Y74JCIiIiIiIgVyZynwBjAo+lfNj/yk\nRI3UhZX0/PgT7LUh8FLasYiIiIiIiEhFTQeGRb+rRY1INVhFz92nscs895zDyYuIiIiIiEj9mUFH\nouZ5ajxRk2t4bpHUtLbaeGAwsBQY29LibVmfbLZxD9bpO4vB/65UfCICdnHX89QvzHGeikhd0flf\n+wq615KSJLWttQ8lDZdPsBl9mxiwcjXLJ7cx6rqTfV7aMUWmAy3R7zOAIZitg/vK9EIqXtZEjZlt\nW8gLufv80sMRWWMwMCb6/RrgxBzPHTGfbd9eTU/VpxGprELOUxGpLzr/a5/2YeUkta21D6Xi+jYx\nYEgfmgFWOBOBgvIGCZoBnAWA+xLMXgV2JBQarjm5WtS8XMDrONCztFBEulga/ZwEjMvz3N2e4ePL\n0YhPIpVWyHkqIvVF53/t0z6snKS2tfahVNzK1SwHmLOEJVMXMTrteDqZAexsRg93VtNRULjuEjWn\nVCwKkbWNJXwzMC5GM84RExm9HhrxSaTS1pyn6vYg0nDq7vxvbbXfAve0tPg9acdSIYXca0lpktrW\n2odScZPbGLXCmTh1EaOrqNsT7rSZ8T6wDTCPjoLCE1INrEjm7mnHkAgzc3e3tOOQ5K22HlP24omh\nk9izrzvL0o5HREREaktrqx0OXA/MBT7e0lLYDXJrqx0HzGtp8UlJxCci9am11XYDRra0+B/SjqUe\nmHE/8HN37sPsc8BncD8+7biKoVGfpLaZNQFDnmf4K0rSiIiISKFaW2194CrgeMCAQwucvy/we+DS\n8kcnIvWqtdV6AOOB/2lttZoeoaiKdB75qaaH6I6dqDGzzc3sHDP7rZn9odPjj2amDKCkZdj7bPTW\nUjZQfRqROtLaapumHYOINIzvA0+0tPg/gZ8C3y1w/nOBe4GPt7baTuUOTkTq1mcJyeHzgN9FiZvY\nWlutZ2urbZJIZLVrOjA0+v0FYDvMeqcYT9FiHQxmNoSQnfoRcAZwOPBF4EvAUcD+CcUnks9usxj8\nLiokLFI3WlttD+CN1lbbNe1YRKS+tbbaMOA04BvRv24BBrS2WqwCmdGHpLOB7wF/QgVdRSSG1lZb\nD7iMcO25GmgifLYuxK+AJ1tbLVfd2UbT0aLGfTkwBxiSZkDFipu1+xnwFLBF9PdhwHrAqcAS4Jjy\nhyYSy4jH2Xs1KiQsUhdaW60n4YblaeCclMMRkTrW2moG/A64qKXFXwdoafGVwOXA/2fvvMOkrK4/\n/jksvYsgWFA0CAgoqKiIRq49tthjV2wxxv6zG+M49lhjb1ExamyxK/Zw1dh7wV6wBHtBEenn98d5\nR4ZlZnZ2952t5/M8+8i+7733PbPu3vfec8/5nmPLHOZI4NYQ9CNM1HWPZAPmOI5TikOBF0LQJ0LQ\nuVgwxOnlRhTHKDthaZpfA3+onJnNjjeBFUTIadXmKj81O8p11KwGXAzMSL4XVZ2tqldjOb3nVcI4\nxymDkZHQDY+ocZyWwv7ANGBzYJsYZbFGtsdxnJbL7kBnzDmcz7XAiBhl5VKdY5S+WDTOqQAh6AfY\nwWazFK50HKdhSOaOw4Gjc9dC0JeBGzFHcU39hwIXANsBJwLH1jZtqgXzNaBA3+T7ZqtTU+7/0K7A\n96o6D5gK5Hv6XgBWT9swx6kREVEY+RRjlgDebmxzHMepHzHKEkAG2D8E/Rr4N3bC5DiOkypJytLf\ngD8lp9m/EoLOxA4hj6lhmGOA60PQT/OuXYo5nB3HcYqRBa4LQd+vdv0EYONSqZcxSjes3PTRIegr\nwIPAbEyapNWjirKgTs0kWrijZjKwZPLvd1kwvGoz4IcUbXKccll6LlWzvqLvd6r82NjGOI5Tb84F\nrghBc6mMfwf2j1E6NKJNZROjDI5R2je2HY7jlMXpwC0h6ItF7l8OrBejDCp0M0ZZEovIOb3arfuA\nJWuKxnEcp3USowwDtgFOrn4vBP0RS4m6tNB6IknXvBJ4MlfOOwRVbB46Lrlfrh3tk8iclkiLqPxU\nrqPmEWD95N/nAONE5B0ReRP7ZfKqT05jMPJL+n6C69M0GpKVKyQrUbIyQbLSs7HtcZovMcpGWHTm\nqblrIegk4DVgpwa0o10d+/WcM483v5rB1Ivvkq/2vlaWSds2x3HqR+6dNfpCeWqesjnw12JtQ9Cf\ngEuAo4o0+QtwdQj6RbV+c7Fyu2VH1SSVW6rKbd/c8bWD08o5GzgtBP2uyP3bgE+wanLVORATxj2o\n2vXbgV7A2FrYcTImRLx4LfqkQgOIH+dH1HwA9EOka30GjFGuiFFijDIhxoaZt8p11BxDooavqrdg\nlZ5ewEpe/QkL03KchmbkK4z8EdenaUwGYS+FTbDTR8epNYnw5iXAgSHo9Gq3zwMOrc0pUT3s6AJ8\nEKNsXofu/zdb0cU60nFYD/qs2IMn0rbPcZx6M6hKGLvvsqx5yQdMDkGn1tD+Akwra6n8izHKAGAH\n4Mwi/f4BbB+j9KjJoMRBc2/yrNaCrx2cVkmMsjEwEFvzFCSJkDkQODKZa3J9R2PO5W1D0F+q9ZlL\nLUTQY5S1sYjAmygQ2VNJkmjDT2OsaMns/MpPczGJjPpGDzX4vFWWo0ZVZ6rqj3nf36Oqu6jq1qp6\nhapq5Ux0nKKMmMi6gkfUNCa5TfXzeElSp+4cA7wSgk4ocO8hoAMQGsCOA7Df6bNrE1mTVGg44NPp\nlgb89Uxmvj6Vskr7Oo7ToEzfdkmYPpcfH/iCTWtqHIJ+i5XcPrzarb8ClyZaWoX6fQE8DOxWhk1/\nBboDO8Qoy5XRviXgawen1ZE4Zc8GjgpBZ5VqG4J+iB1UXRijSIzSB7gF2Ce5V4jrgaExyqo12NEV\nE0z/Eza3bR6jjKjlZxkZo9xXx3Tvk4BFqV30T23Jj6iBdCo/Nfi8VZajRkQGi0gocm+siCyfqlWO\nUx4jH2GDRfCImsZkZ+zFsZFm1LWqnFqT6D8cQJFS3CHoPEyrplAIcKHxOsQop8Qoi9TSju7AEcC2\nWMhxbV7CRwK3Pvsdq74/ja8Wbc8Xuy3D/2rzfMdxKs/pwzl292WYNWMuYdrxZb+zzsVKbvcGiFEG\nYpHl59TQ7xJMY6toNGCM8jusatS2WHXVoqlYJcYIMcpWte3XyPjawWmN7AV8D9xZZvuzseibbYAb\ngBtC0LuLNU6cP+dQc1TNWcATIehdSVThydgBVVmRy4lu4HXAStSy4EOMsgYwEtPUqaT48WdAVxFy\na8E0dGp+nbdCaJh5q9zUp79jpVILsTlenttpaER6Kiz2BsOXxSNqGg3N6A+a0R18oeXUhWRRcAlw\nSgj6WYmm1wFrxlj6UCApTXkVpg1xWi3NOQR4KNHFOQL4azk5yDFKP5LyvFftoR/vs7n2bSN8hpXM\nLJsYZXRD5Tw7TmskRuk4elGu7tKWo4/cRl8ut18yN93GfE2IDHB+CPp9DV0fAwRYp4g9y2DROjsl\nETjnYSfbg8u1Lan+ch1wRYzSq9x+jY2vHZzWRvK3mgX+L0ltqpGk+tz+wL+AtpTnyL0S+G2MMqSI\nHRsDm2JrnhxXAEthKT3lkAXeS9ofX8uDsZOBUzBNnc0rldaeVH56ixQrP4WgP4SgOzSUkwbKd9Ss\nCkXz7R/Hy3M7Dc9KM+nw9lzazlLlm8Y2xnGcOrETFv56UalGiW7NlcDBNYx3KrAc9jLeMsnnrpFk\nkXEItvggBH0NuBsTC62JY7ASm/nleU8HjqnF6dRA4FEWXDg5jpMuF2CikufXoe+ZwAHJafDG5YyR\nbMYuo4CocHIifStwdgj6eNL+B8xZk6mFXSdhKVZ3AMfXol/Ojnbl6Og4TlNBstJLsjJKsrJ6ia/e\njW1nAY4GHg1BX6hNpxA0YlErO4Wgc8po/zO2pjq6+r1krfMPYM98fa4QdDYWGXx2TSK/McpawB7A\nfiHoG1h0UFlzT4yyDhYhdA1WKKIdUNChlBLNvvJTuYrL3YBfitybDfgk7zQ0IyczYArwc2Mb4jhO\n7UmiR84Gti5n8YGlBbweo/y10GlGjPInLH1gTAj6TYxyBHBZjDKqjPEPB+4KQd/Lu/ZX4I0Y5ZIQ\n9KMin2EpTIyvukDdBCyiZ5Pk30VJctb/iW3adotRTir3tM1xnPKIUfbAIltWq8vfVwj6XozyKHA/\ncEZSQrcc/glkY5S+IeiXedfPxULzq6dPXQC8H6MMTzZBRUkEOXfGdBeqgDeT+er9Mm0Di0Dsizmf\nHKdJIFkRoB/2bl2h2n87Ah9i+8+C3YFBkpUXsEi4OzSjn1fc6BIkkbd/xlJ+ak0Iek0tu1yEzSNL\nh6CfVLt+Rwj6nwJ97sNSzPcFLi00aJ62zf55+lwnMH+t9EExg5KDq5OBk3L6PDHKBCz9qVKZEfk6\nNZ8A3RDphRatttXkKDei5iNggyL31gUmp2KN45TPiKcYMx3Xp3GcZkcS2n8ftmB4tpw+Iej/MKfH\nvgXG2wJbLGwSguYi7G4EvmHhEpbV+/bGTrwXqHqQpCKcD5xRovtxwD8KlOdVLKqmnOoLRwIzsNz1\nOUBZUUCO45RHjLIS5hTeNim5XVdOAz7HnMZlkTiVbwP2zrNnZ2Aj7FRbq7WfhulHZEuNmzh4LwOO\nC0G/SZxA51B6vqo+xjbAGGC1GGWJcvs5Tn2QrKwgWblOsjJTsjK30BcwF3gVe68Pwyr2nAqsAvTU\njK6sGV29yNdqwOKYU2It4E3Jyn8lK4dKVpZunE/NscA/qzlNKkaSlnkVlsYNQIyyHTAKiwIu1Eex\nQ6tMiSi7M4EnQ9A78/rl0jb/VoNZ62POt+vzrt1LZXVq8is/KZb+VF9B4QZFyinYJCJHY/lkhwFX\nqupMEekI7IOdCpyoqrXVA6goIqKqWvFyrk4jIfLsDtz0v1vYIao2jZKWyenWyUApnYl3gb+FoO80\njFWO03RIQmqPSL6ywCVJScly+4/C8pqXy0XJxCirY06fzULQ56q1HwQ8BYwspoETo5wJdA1B/1zg\nXmfgHWCHEPSpavcGAC8Cg/OcQ9U/69vYZqxg6nCygXwUGBWCfhyj/AVYspAtTstFsjIEOAor/VmM\nr4C9XNOjdiQbjheAE0PQG1IYT2obkZNUYLkdS8scAkRggxD01SLtO2P6D1uEoC8VafMnYFdgnURw\nnRilEzZf7VJszsnr3xfbCG+DOZHeCkHPrs3ncpzaIFlZCUuRCZj26aVA0cg0zZS/NqjhuR2wYINt\ngd8DU0o9t55MxQ6Q38p9TRxLN+xvbWj1Q51KEqMsjjkmBmMRd68AW9Z0OBajXA18FYIeU+36xpiW\nzYjqUc15c8/OIeh/C4wpwNOYtteNede7AF8AS+WnYqWFCAOBR1QZkFy4EngR1cvSflalKNdR0xar\ns74NoMB3QC8svOw2YEfVdP6g0sIdNS0YkTbA1D589eo39DlRlUca05wYpSPm9d8HS5eYVKSpYKXo\nDgb+A5wagr7eIEY6TiMTo4zETni+Bf4Ygk6u4zhPABeGoLfEKL8B/puMd0+R9icCw0PQhcR9k3Dk\nN4EVk4idQv13x0KW18zfoMUoVwFTQtCi4n4xyr5YatdCZYATjYrngL/nwpoT58/zmLOmZOlOp/kj\nWVkROH7xjqy/29I8u0J3ii5UJ/3Ib674kJk/zmFDzejMBjSz2ZJsDv4NfBGCHlDp50lWfgt8qRl9\nt4Atz2Gb0xOA00PQa0uNFaMcCPwuBF2okEfiZHkdWL/6GiJG2QXTuhqdc+AU6C+Yps1bIeixMUrA\nNlC1Ks/rtG5ilMUwR+G/S7WTrIzCHDRrYFFfl2lGpzWAiYVsaYelH3Wo0CMWZcFUrRWOGozMU74+\n+13uY35550K8opn6O5PziVEuw9ZcKwGvhqA1askk0XWvA6vm1mmJts1rwLgQ9NEi/XbFIpjXrD73\nxCibYRE3KxW4dz9wdQh6ay0/Xo2IUAVMA/qoMg2RQ4GBqB6Y9rMqRVkaNao6B9hORNbDwjUXxULK\nH1TVWDnzHKcgSwNTv6HP8jRyxacYZW1s8/kaNgHV5C1/IkY5H0u1eDhGeRqrePNihU11nEYhcWT+\nFXNkHoWF/9ZHg+U84MgY5T+YXkS2mJMm4QxM22azEPS+aveOBa4t5qRJuB7b+OyAHViQVJ/aEihZ\nhQrTp8jEKCND0Feq3csAH2NVXwAIQSfHKG9i2jZ31TC200yRrKw6qCtn7LEMa2y+OFMXbY+K8AUW\ngVWQpTsze61F2f4fH/GgZGU9zRTehDsL8H9YJZOdy+0gWVkB+EwztUuRkqxUYX/Lk7BT++pcimk7\nXFOTkybhSmyeWzMEfbravbOTcV5Pnr0o0EEzOgVL+TwU2BGrFFOI3YFlsTkNrChIzxhlpURI3Wkl\nJO/npUNY2LlYQz/5ZS7/6tCGsatdIIu88D3fFmjWHhOdHY6lzOykGS2md9ogaEZnY4chleTXd/eE\nR+Q3Hat44aCXORJLxyrmIBLgOMnKOsBBmkntoOZM5kf4bFtOhxB0SoxyAZbqmZs7LwTuLOakSfgX\ntlZaYO7J06Y5oYjz+D4s/Sl1R40qc0V4F4sqehETFN4q7edUkrIiapojHlHTghHZfAYdDuvEjFFA\nz6QEW3rDZ2URTKysGN9NHEt7TINia+CgEPT22j4nCW/eF9OoeBXbUNZGBLA2/BBC474gnZZHjNIe\nc9wXYzC2QZkEHJhG2G+izfA+MAu4PQStUQcmRtkIuBwYllSQIkbpj/3drVBN5LNQ/4BtwoaEoDNi\nlOuBt0PQU8p49uHA6iHoDnnX1sROtEdUf3YShbNxoQggp+kSo7S573P6/zC7eOrrjLms3Ks9x63c\nkwF9O/JLW+Gmdm24BXisHEHt2x+SjefM486vZ/LhsB6EPDHHRiGJCqtUSWgFvq5NamQ+SXWRW4A1\nQtCPa2ovWemMVVA6BLhAM3p4bZ4nWdkKc0j3B9bSzALC5LnUgAyWgjWjzM+wL/CHEHTDvGvrAVdj\nc9nPiejqw0AXYIxmVGOU32IO5iHV3/sxytLYhmWB1KsY5TSgbQh6VG0+t9O8iVGymGNvVDUx/YJI\nVgYA2/5hKfbfsC8DPv6ZT4E5p7xNoehwBR4CxrfWKMAY5Rrg0xD0hJraSla6AdcBvYFtNVN6XVIL\nGw4GHg5Byz7YTlKS3sGcO0th+52RufVTiX7rYJ/h17kn0cI6HovQWWi/FqMsCzwDLF4sCrA+iHAj\nMEGV6xDphzlr+tBMHCDuqHGaHyLHvMkKI4bx5rKq6QpvSla6Y/mSxULQZXQvuh49GPlhNs+8/RO7\nn7FjydP4GkkWu3tiKVGL1GesEswFNqzNRO04pchzfnSCos7SHzGxy9tSfvaeWBj1n8t9sccoNwIf\nhaDHJd9fhjkwCwrrFeh/J5ZjfQ8wERhYjjBpUiXhI6wa1XvJAuhl4NhCP5do1bA+BgYkgoBOI5A4\nIXsDffK+egN9fp5D/+lzWXaeskSVsGiHNnTrVEW7X+bCHKXo7+OMecz5agZPLNOZU3u25/G6OCHW\nu0T6j+jJqxv3papjFX8CbqpnhFqNJL+zQ1i4+srS2LuyEs+vArpium45vYfcyfB7pVIDk5TGF4G9\nQ9AHanqQZGVdLILlWSxa5VFgec1ooSiBYmM8BlwCrIiJndY7tD5GaYdFWe0Vgj6WrBVeA47IRRFK\nVnbGIhXbAkdpRickfW8DXghBT88brw3m1Hkk/3pyb2hyb+m6Osec5kWM0g2rnjQeq/o1utBGXLIy\nGNuwbwssvXxXHr14ZTaZOpuxvTvwFbbxHVRIq601k2jkPQksX13TpRiSlTaYQ3dPYBvN1K6Ud5rE\nKOOAAzFHzVYh6DNl9rsdeD4EPT05WHsVOLpARHN+nzextKrnirWpKyKcAHRU5ThEBPgaWBFt3Epg\n5VLUUSMi84DRqvpc8m/FQrMKoapaVSEb64Q7alowItdfwb6z9+MKVWWvNIfueZpscuFIbu3fmWIv\nnDZzFa7+iNv/9SnDgNWBRzCtpns1U3bJzgYl0dk4A9go1FDy03FKEaP0wvLM1wX2C0EfTPsZkpU1\nsHzmbWuzWSpFIqz3GqYT9QsW/jw4hPLGzxMmfgk7nTqrFs8+EdOd2TdGuQjoGYLuWqL9rckzrij3\nGU7NJCHYB2NRE8WqXgoWqdl5Hnw3Yy7Tf5zN7G9m0ebLGXT6fAY9p85GZszlk5nz+GDGPCZNn8Mr\nX8zg2Skz+KghUpIkK8sN686zZ6zIz13b8jpWKrWgWHY+icD1cuTpJyT/7l2iWzvsAOE9EkfJ/37h\n06s+Yqknv2XMrHm/lj4txCzgAM3ow+V9soXsLeUg+hqKOsW6AxeEoCeWGl+y0gNLDdgU+LNmfnV+\nXAV8ohktWXkpb5xVsHSH5TCH3iRgOc3U39GavLv3weat3Kn0VslzF8H+n2yFbaaOA0YlUTUDsVPq\nYbmovRjlICyV4beFIrhilBexDVWj6v5VkhjlCky0ezomfNpqxbn/db+c8u0sdjz4FapOHEqfuQon\nv7XQ2rcdNifeAdwW+vBEZigPA/fl3oExyuXAl+VEjbQmYpR/AZNC0FNr21eysg12EHZo2ro15ZI4\ndp8DHihH2yav3/LYodZQrNLTIVTT+CvQ5yxgegiaqZ/VCyPCdsCuqknKk8hE4DS0bu+lhqaURs1J\nwP/y/u04TYXhE9j0TexUOlVG9GCrLm2ZganSF6RK+OKGvXTGDfyaG/57bPFzmWTlaUxsuxjvAhdq\npmFPHkLQf8Yos4BHYpRNQtDUf3ZOw5G8QJdh/sZlCBb6XowfsTKID5cbdl/kudtiucq3YQK89Sl1\nWxDJyjhs8/QuJkx3YhrjhqCfJ2Hel2IRLpeU66RJ+r8bo9yA6ToUzHGWrBwC3KGZhUpwXgi8G6M8\niWnbrFSg717Ak5rRd7DQ4SOxCgtOCsQoHX+czfVzlDVPe4vXvp/N7ELtFOS7WfSbOptB9i2TmR/J\nkfvvF5ppvHBkzeiHkpVNt36KCZetwue/6crLiWZTMcdFB0xPaSBW8SQXoTIRiwL5kuJRMXOBKes+\nRh8s1TdX4vVhTIPp2RLPHQLcIFkZl4v0qA0h6M9YZMwCGm5JZMniJbrOBUo6riQrW2Cf/T5guGYW\nqDhyJvBfyco5ZYqeHoq912cDUyQr92LOlbKduZKVzQHJOYvyuAFzwPwJ2/CsknfvVOBOzeizkpXn\ngb9gc9MdIej7Mcp1WHW9PyWO5gy2YSqWZncdsBs0boGGCjMIc3qBbYR3KNG2RSJZWb5jG/5y/ers\ndvOnjAfOvHsKbc5YkTvHj+KacS+YFluCAp/mHNAxymFYtNu5eW3OBJ6JUc6qxJqgORKjDMecFPvV\npb9m9HbJynvAXZKVkcAxaVXBKpcQdF6iw1mrtLUkcvg6bH5aBzigjKjPe7EDwNQdNdi7Lv9A4XUs\n8rFZOGo89clpXlgFsh+7M3XyT3TfU5WSZeZqy67XyJsb9WXK7pvqBrU2zU7nAtC5WBNsgbA9JkB8\njmYarlQf/LrRvgTYPASttKCaUyZ7jpdOi7bn9PZVLFWsTbe2tFmuC10WbU+/tm0YiDkEc5vHtyme\nrgfQD1vAj8AEeP+NnZL8XI59SSrBRZgo4D6hQPnF+iJZaYulHWyKOTPmYmHDy9VW2LMYSRjus8Bv\ngGULnaYmaRDPFBI9THSllg5BFxJ9laysh734b9CM7l6g7zmYuOnGIehD1fougzmm7tGMbpek3fwP\n07b5qA4f1UmQrAwa2JVxxwzm4CkzaHvWO9z40xz+A5TShPkEeEszWsrp3ugkm/srD/wNe2y7VEmt\nqDlYRMy7udSGRJNlMLaALRVR0xUTtx4OTMCctA9oprRWQZ6No4G7gX01o40ukC1Z6QOcD6yG2RSL\ntLsFmwfOLXQ/r12uBO5vchE0SYTNndjcVaP2UGLTJGyNsH3mJyW+AAAgAElEQVR1m2KUnJD5kSEp\noS1ZWR2L4hma99zNMS2JEZrReUn049vAhphT4roQ9OJidiTVpN7GSuWW9W5obsQoE7Df5+exCONm\nH1GT/H/rH0LpNBnJylDMmbfRQQN5evPF6bTRegvoHw3Gqij+rlCBiyQ97jEsReqDavduBF6qTaRp\nSyZJPXw61LPkfXIYfAu2Hrq3RNOfsb/dJvHeSuae9zGnSKjJUZOkeX6FlTBPNSVJhPbYYWUPVWYi\nsi8wBtU903xOpSi3PPfVwMmqCy8YRWQZIKOqqaag1Bd31LRQRAbPot1DHZjVDlhKS+gB1HrorFQd\nNZhfVl+E47fdWM9Ma9wCz+mP5ZTvggn+namZmsPW0yJG2QJzFG0Vgj7VUM91FmbP8dKtb0cuW2UR\ndvhuFj9+N4vqkRi/Mn0Obd7+ic5v/0S/yT8z/ee5vMn8E/63KO2o+VozOjlZ0G2FnYrnp+2VEhEc\niZ2M/AM4qT4ROcVIFiM3YxvKnfI2HrcAz2pGz0nrWTHKEOA3hfKlJSu/wRY7l2hGDyl3TMn+qh1x\nCnYqNFYzC+pBxSh9gE1C0H8W6H8lttDaGVhHM/p2jHIx8Hk5gsXNkcRRMKxCw3cANgC2XbE7/U4d\nTqdPpnPjBe+z/zuH17xxbk5IVvYDjgDGYalGhchF1OSnDy2OLaTfonREzWzgP8AjdRUETcrz3oel\nQZUs5VspEtHdnbBIgOuBE0o5myQrK2Mbo+VKfW7JyikU0KTJadZoRm8uw7bxWAnd+zCHzLqa0Um5\n+0kE5Z+By0PQ2YlT+zngXM3o9dU+49PA3zWjuQp1h2Iixy9hTuIF1kySlfZAZ82YwyIplXtdCFqs\nYlSzJtEAuxxL2232ThrJity3Fvd1qGLtv73Njg9/RSGB8W7Y789vgfOGdufyi1fmeWDPEPSJ/IYx\nynZYhMyoEOZv+JON9NPAP0LQy6o/IEZZCXgAWK4Sa4TmRIyyCjZ3DKxJfLcckr/3wzCh8mJ0xyIY\nh2JpfblDvPxo0C8bMhI0RtkYE1J+s8z2NwMPhaBXpW2LCG8D26nyBiKjgYtRXTXt51SCch01v+rV\nFLg3CnhOVYvlezcK7qhpoYhsO4mh2eFMelK1biGFRYfOyohrRvHsgC6sUwlBqwLPWxw4HNgL85j/\nTTMNc3oeo/wOC1vfLgR9vCGe6cxnr2tl0X4duWLVnmz5+Qy+e/sn/nLRrnplOX2TxfgSLKjbsAKl\nU58GANcAJ+Y2JzH+mra3NaXTCL4DjqlUupxkZUXsZPjfwLH54b3lbpZStOVa4HtMNHGcZkqWoszv\ndzywmmZ0S8nK0cAqmtGyQuol+6uWxCBMuG9ZzeieMcporJzvkEqLxTY0yWe+E3MOVGJRPw948swV\n+WXUIuwrwl4haKnTyGaNZOUYSpdencN8p0xu8f5hOdEeaZGE798PHK6ZhnUCJIcjl2LaNntrprxo\nUsnKA8Btmik8N0tWOmHC32trZsHyxpKVrTFx3zVreMZYzHE0VDP6k2RlF6ws7ppJue1CfQ7Bog7X\nr77xkqxsiKVaDteMzkmi867CRN0/rda2HRbt1AsYnWjb7AzsFoJuUspup2FJyr8vSzW9ppE9GHbs\nCnR46hu+Xq4rnQ95hUJltudia8zLNaM/xyg7Yekoaxd6VoxyHubY/X3OsRejZIA1scOGgu+jGOVe\n4J4Q9PL6fdrmTfJzeDAEvbChn52sD5dkYV2voVjKWvU03jfJS21rTBI9rq1C0G3SHluE24GbVLkF\nkW7Y4UQ3tOkLp6fhqNkMuEVVS20SGhx31LRQRDKXsP/eB3DJ/qoUVRCvCz1Pk4NvHc257drQtSFP\nBCQrvTFv+QFYmHkxXgA2S1FcdX3s9G7HEMrbkDr1Y69rZfElO/KPVRbhd59M54t3fuLIS3ar/KZF\nsrIYFu4/ihLh/g2NZGVb4DJKCOZJVu7HdF8qqtciWRkCPI4tUNfETl1XqqZdUahfztGyqmb0Y8lK\nF+ADYGPNzC9/W6L/P4H3NaMnSfbXcOGRE8fyKVYec9eGcBw3FJKVjTAtjIxmFj6ZTYPk9PdsLMVh\nS6921zSQrAwHHgSO04xe2wDPawP8ETgZuAA7DClaLapA/3WwUthDCjm1JCv7Ar/XjG5R4F4Vls64\ni2YKV0tJolleAY7XjN6ed/1YTDtlneoFCiQrS2JVVNZK9KyqjylABK4u9TNO2l2JOf2XAv6iGb0n\nSe/8H7BCCA2bmu38+jsxkIU32ctjqSG/brLbt+Gt+9biwrZtOAs76HgKuKpQxEuORFD9FazqYEHd\nqGT+jJhg8GkxyqqYk3XlEIpXOY1R1sLm9kEldJDqReJ4PBo4BosUrAQfYZHGucppZR+UJAcst2A/\ngyYVWZSkWOb/XuX+24/SlfteIfl5VHdIp0kSdfw+sFgI6R7MiXAqMEuVbHLhQ2ATdOE5tKlRqurT\n1thJq2ApGg/AQmrgnbFQundUdZ0K2llr3FHTMpkune/aj8s3vJ7deqmmexK79kXywOGDGLL1Rjog\nzXHLJVlUlqpEcipWQnFDzehXaTwzRlkHe8GXmqxmJPfzwyi/ammn/PVh3HiR7u04bGBXjuzUpqhG\nEX060u3DaXz63jQOu3S3+QvzhkKy8ntMo+he4OianBAlxumCbYK3oXQ4binaYic/W2tm4Xz4vGeV\n3CylhWTlJuAVzegZyfeXAR01o+NK9BFsAfuoZubn5ktWDgWCZrSg6HBeuxWwnP+BuQ2ZZOUsoL1m\n9JAY5QSgTwh6UP0+XdHnd8XERlcv0Ww6Jmp8R31O3ZKf1WGYSPIOmqlbJF+S+34wJtRYjD7YYnun\nlpDe0JJIHKIPAycVi1RJ6TnLY+maHbAomkk1dCk0hmCaHRfmUomq3XsDOEgz+p8i/Q8BxhSLrksc\nMmsBW+RHxiRjX4pVkdosESnO3bsFeFszxSvsJHPmeGBwft9qbf6KpcGOxdIET8QiAefFKOOBV0PQ\n84o9wykfycpyWMTbRkDHEk17Y1Ezn7Bw5MPb1YWtY5RdMcH90SGoxigrAE8k379f6AExymbYWnLl\nGqrwLInp+OyLiWKfUk46XIzyGJail/oBVIyyGhYd9gl2sFnUaVQPBBP7z5Uj7wjcjjkqnqqeOljA\nxoeAfzenio1JalUxqrA5altsvfc1851Yk9JOpYpRngGOT7vynAi7AL9XTcTDRe4CrkMbJxW3NpRy\n1ByKKdmDhYt+wcLKzzOxSeRYbWJeKXfUtEy+k15TtuLOSY/rOhvW3Lp27HS1fLPdkjy67cblpSw0\nNMni7SRsstxAM+kIbsUoy2B/48XoiolO5jzwOV2J3AKiVAnSH7ATni9TMLVGknSetTGhyPYlmn4M\n3FnqdKgcxo0X6dmO44f34MjOVXR89Qeunz6Xok6HWfN47fLdF8wJb2gkKz2xHPRNgP01U15KSCKW\nvTn2wl4fE+W9Dfs9qCuTahK+S37vnwAuqr5ZKtK+Dba4vKHMii1IVlYCHsIcJtOSa12xk+v/KyaC\nKlnZHjgB2+Dkb6Y6YidDW5dKs5Cs3Ay8pBn9W961JTBh0UETx9INi9ZZMoTCG666kkS2XIFV/rmG\n4idqi2MaKF2wBf7Nta0+kaSIXIEJ0m6lGf24tvbGKIthYsz7YmlTN0Dhyk1Yqs9zITT9sObWSBKF\n9ijmsKmE8GVX4A+YZtSF9amWkgj0ngKsXM2ZsjE2j44stlmRrHTHHIYrV68EJ1lZFtsIr1Yo5TnZ\nPN2BHZDupRlVycomJKLuhcTOq/V/GLi1UCSiWGW9DJZe9UUyxz4PnKEZ/XeMsgHwtxCah4ZDUyGJ\nppgXgj6XOOFzm/0lsf+X92JromL8ALynmZojMZLIp7cxZ/STedcPS545tvr8l0TT/Be4MISa36Ux\nynpYBNydwB/KOZxL0urPAkbU5NQol+SzZrGKZP8H3NgQB4XJz2sY8/8/9sH+HxZb83bDDlMHp/2+\nbgoka6sxzP95/IKtm0rNRZOAu3O6gzURo/wV6BWCHlZPcxdAhFWA8apJxU2RU4C5aPrlwNOm3NSn\nj4CtVfWVypuUDu6oaYGIdJhJ++l9+XKfH7TnNakOnZXFjx/C5LAYB66/buVO+dIgOQnbFVhPM/Vz\nNNSF5OW1GPPDJkulay2HLZj/CZxVX8dIAVv6YeX/cl8DMMG7ZzBx1kLkXr6bYwud24DbQtDJ5T53\n3Hip6tWeU1bswcFthapXf+Cyb2dx5DXjms/LWaxK0ZWYw+XfFN+o98b0ENbBoj9uw168DVZZQLKy\nGabbUHRTlNf2TGB/4B4s7aDGl5xk5Q7gieoVXiQrawO3YlVUvqp2rzvmpNpBM/MXynn398fSIgpq\nPSTOoQcx59DP1e5djglAH5+U9D49LY2VJL3qHGBd4I8Tx/IBBcqF5zHjp9n89/dPMQYTJV0Mqyxz\nfbHT+mrPWwrbpHyAbThrJa4YoyzBfLHcm7ANZK0dPU7TQrKyNJbeU4l1mmJh+h/Wd6DEifEKpp81\nIe/6/cAtmtGSaxHJyrnAHM3oUdXGvBebc84o0bcL5ki9HzgDi+A5QDP6QBl2/5qCkb/xz0s9HKuZ\n+dXrEifQOcCKE6149cdYVaT6OOJbFEla0voUiIpZa1H6nDCUM2fOhR2eZcovc+nB/EiMJ2pyFiaH\nTF3LndtilL8AI0PQ7atdb4OJf08IYcGiGEkE9VWY7llZzssYZSPg+RDK3mgL8CKQCWGhUvO1JkYJ\nWGTc88DBIWghseQGISlxvzHQqUSzR0LQlxrIpEYjmcNGYevCqiLN2mDRuhtg6/LbgDtLZQTEKCsD\nN4egg1K1V+iMCbZ3U2UOIjsAO6Dp6+GkTY2OGhFpj03256o2H9FRd9S0PN6XgavNoe0zK/D2Yqqk\notOSQ7Ky7U1rML5vR9YOoWZdicZGsnIUsB/mrGnSm5YYJXcivydW2edvtXGKVBtraSxUO+eY6YOd\nED2OORFeLjc3Osl1Xg+rgLQlFk5726SpPPrKVIpuJnu0Ze+VerLfPGXea1O58LtZ/GX8uOZ5ci9W\neec4Slff+Rkry3tvdb2EhiJvs3ScZhau1pTX7kAsJHoDrILKlZopXo426bMqJqg5sNApdeL4GQhs\nW+1E/Xygi2Z0nyLjtme+RkUhR86dwGOaWTi9QKz61LPAchPHsjOwbgj1j/RLNIEuBP49uhcnnL4i\nf8ZOKP9LcUddD2xBNnGecttBL/Pdmz9xGFbi/AzsZ1fs5HQotim8ENMH+fUZyd9frxLm9sTC+nfC\nRJXPCqGwuKrjVBLJmviqZkx8NYmWmAgMqCn6IS9yZkBetN42mG7OyjVp5khW+mLaI1OAKeWKlCd9\n7wUe1IyJmiaCzg8B22hG/1utbS7a4hLN6A0xypnA3BD02BLjC/YOLpayrcBXaadHNDRJhOTemDbK\nJ7BgZaUObWhz5aqs8+S3fDasO1Xd2/LiuBfYo9xU0TznynBgw5qE+5MDqjeANaqXyU7uD8B+59YL\nQV/Pu34/cHsIlT2MjFH+gGVkrFVCeFiwQ6Bim/wO2NpkM+DPIejdlbDVqTxJdPImWBTO75iveXM/\nsEDUc4c2cN/avPyfr9jmtLd5Nk2RYxE+AjZS5T1EhgJ3obp8WuNXinIjan4CtlBtGgKU5eCOmpbH\nDbLLWb35Zo+N9cHF0h570dPkwptGs1+7NnRpLiGLiQ7GIVjlh3qfHFaaRCjsMMzBdBcWJVC0LHTy\nIh+IOWRyzplOmFMm9/V6GuG1MUrbJ79hZ4Vjf9OVwR3bFBdW+2Ym0yb9yDk/zObk8eOa9wK0OSFZ\n2RHbuK9daOEvWdkKuBgT2ZycpFc8hek/PFti3AnAfcUcOski/XngTM3odcm1VTDn1bBS4t6Slb2A\nXTWj61W7PgoLJ1++WAqDZOVfwKsTx3Il8CGwTAh11hRaHEuZGAbsPXEsv2Anq19iZWpLOnuTkrZb\nYAut9YAnX/qeV854h1Ffz2TFEl2nL96RI/61BpNZWMRwAFZSvlRZ6H8B54SQjiaX49SFJA3pHawS\n3BNJxNvnmtETy+x/GzBRM3qRZKUbFom3S7k6TZKVQZizclstUgmqSL9fywRjm+KngMM0o7cWab8e\nJqK+wsSxrIA5uwcUe8dKVs7DqlYWS31oj/2N5zQtUt14VZokomk/7KDpBeAUzSws7B6jXIo5rLbH\nIg7fwJzrb5TznCRdaRtM8PoiYPMQiqfMxihXAD+GoEeUaLM39r5cPQSdlZSMvgcrn13RCooxShWW\nFr9vCPpY3nUBVsHeI9thP7NSttwFHFXX957T9EjWUxsxfy3RrnqbYwbT/aOf0Zs/4z9Y+ngq2oQi\n3AdcocpdiLTD5qY+qBaLvm8SlOuoeRCYqFo8RLOp4Y6alscNssvLXfj5i630ztTLRo65UN48dgjz\ntthQh6c9diVJ0iuOxZw1RZ0eTYk8MdADMW96sUmoK/YSfyz5ehx4J+3cZLFKJH/BojAuwDQNXIC0\niZFslt7G0mcer3ZvTWxRt0m+MHHivDkfq8hUXQwfycoY4EYsPaDoglGsTPiDwKrYyfbT2Mnz+DJs\nfgvYL19wNEmbuEczekmJvrnUqOUmjuUGrALHVQXa9cBS2FYrYcoiwMV/XJazdlqao7HN1ZHAdbX9\ne4pRugGbYgutjbF8/WJj5KJm3mNBMfI3gfcrvWFwnLSQrPwRE9/dDdOfGqKZ8rTXkhTKazCtt7OA\nXprRPStla7Vn34b9zW0FXFUogq9a+/9gaY1XxyivAoeEsPAhrWTlMCzKZO1i78sk4iZfmDU/Hei/\n9dEOqiRJWusBWFTI48Cpmiks/ZAI+p4AjArBIk5jlP2BnTGdmJrEZ1dInjE6BP0gRtkCc6JvFYI+\nVaD9isAjWPpS0XSkxClyNyYKfXyMcgvwTAgLpvdWisRR9AcskmI088Vo51DHikpO6yBG2WqecuD6\njzMHS8H8UxpReSKcDXyjyhnJhVeAfdHiTtGmQLmOmmHYIvh8LNf8c6otzFSblpfcHTUtCxHaTGCT\n6T2YetgYferSVMfOSqcd+/PDngO4aqP19M9pjt0QSFb2xkSGHyvRbBJwelM6zYpRumCnT8WYCXxe\nqRd5ctp4PCaOdi5wqWb0p0o8y0mHZLO0db7uS1Ld5XHMgXN/gT5nAiOATatvDCQrjwI3akb/kXft\nCmAQVu1o59wmRLJyPBbZdRd2chrK1L/ZBfgzSSSQZGUtTAh3cCnnUNL3HmDCxLF8AfwNq36Vc3R8\nuO5jDEzseQT7HS5mz7SJYxmC5fq/ChyUhsB3jNIJK+1ZjLnAlEqVanWchkKy0gGLbHsCmK4Z3asW\nfQV4DvtbPQgTA24QrY3kIOI14ALN6KFltM/NT4MmjuVgrEz33tXabI/NN2tVF0muYex8gd0lsHm7\nVATz/5jv3H1L616lsBPmJMtF9C1L8XStKuyk/0HgNM0U1+iJUYZjKXDVU4yqsOily0PQq0v0b5e0\n+0cIenne9d9hun7bhbDgoUSM8iDmtL+g+Cf+tW0/LM3kCOA8YNkQyhPYry9JausH2M/zO+Y7Z153\n54xTihilK/D5Pz9m0DWTmYCJop9W33FF2AsIquyeXLgOmIgW/xtdaIwi68NKUq6jpqbNnapqsTzD\nRsEdNS0LEdb8hP6P9eez4ai+m+rYWfnt6cO5c/SiHBqCpTY0N5LIgAElmvwZi0bYr6meYqWFZGUA\nsCHFy2AKFgkwEjvdvKK2AqdO45C3WdpcM/qyZGUxbKF7Rr6zpVqftliFmYn5qQqSlXWxSJQVqlVs\niphDBkwsdIe8cZ7ETohHaZnlfiUrVdhG6QjN6P3JifUNmlk4OqZA3zHADdssyeCDBrID5nAaCqww\nT1nik+lUAS8N6MJ9lK6esxIWBXNgCHpHOXY7jrMgkpUjSCraaEZfq2XfnTEHyL7F5qpKIVlZDasu\nV9a7P4n4u3viWO7C0nhOJHECv/YDy/33W/ZZfzEuHtytxvLIc7AKPQttZsRKVq8BRcWk2wD9me9c\nGYKlKuQcNx9ijuCCHwFYKq/vEpjTINf3g8S2YjynmcLlrXPEKN2xlNhTCq0bE1HUB4BhISwczZm0\nOQFYE9i0uvMiRlkfE0/fMQR9NLn2O+zAfHi5KfoxyvaYzmg2hPJS9dIiif6ZHcJ80WrHKYekzPm1\n6z7GRGyNd7xm9Pr6jCnCmsAFqkn0sciRwBJo+RWmiq0PK0m5jpoTa2iiqppNxaKUcEdNy6K3fHPO\nFJY4uD2zO6LpOhokK0ffMYbjerZjjZb6QknEvO4GPsMiD1rUCbdkZTDzT+r6YwukUqdvbwDXllMG\n02laSFYOxxb447DTzIc0o3+toU8/rBLF3prRB2R+ye/Lc7ozeW0nYOHazwMb5Z+YJJuLUZrRW2pp\n8/aYEOXRwGXA0HIqJiV9I/CP3CIlsf2oTlUcsmN//rL7MszGNiTdSwzzPXBeuZU7HMdZmOQ9ukM5\nTtYCfdsBf8QiN5tMZGshEsfOHcDyE8eyOyZyyzczWeTpb9l6eA8eXrYLn5YxVH9gaUwgt14FIMRK\nA/fHHC9DgWUo7uQBi/z/Nfqw3Pm2HJK0oluBb0LQP5Vo93egewgLR1/FKKtiYqorF6uGmVRp+jew\nOxY1+SpwXAh6Vy3t3Re4tZDDzHGaIomj8kbgqnHPc/PH03kQi2B5tK5jitAT2wN1V2UeIr8DjkB1\ng7LHKLE+rBRlOWqaI+6oaVn8Vp74aAKbzuqmPw1Oe+zep8v9N63BOm3b0C0NYdqmSlLh507s5H23\nNBcuDU2yWR3OfFG6XixYCrNFOaKc+SRinB9iC/DJmMBnOSlI62Ani6tjjo2/YykI1dOhemKCmvul\n9RJONhkvAYsDh9fmZEiysjGWZrAiFiV2FSYOurVm9LM07HMcx8lHsnIXFoX49+T7ftjJ9kk1aXPl\nSBwap2PRfBu0FFHwRPx3F2DtEIof9iRRN28CO4WgT+Rd74gdHJwagv6rhmeNwdZtD2COqvU8dchp\nDSSpexcCK93yKRde+iEnYHqcr9fQtSgiTAFGq/IJIksCL6Hat+z+FVgf1vjM2jpqRKQrsCjwuWrp\nsoKNiTtqWg4iDNqPy569hD/f20bn7Zbq2FmR0b344cShTNp4fR2T5thNkURx/d/ALGDHmkqDNiUS\n58yqzI+cac/8vOdnmvoppZMekpVjsCpgW9Xmd1iyciTm2GsDnFXbyJj6IFnZBEshGFOb9MPk9/5F\nTIx0T0xv6o/FqkU5juPUF8nKCMw5MBCLXHkMuEszelJtxkmcNSdiul7rh6Cfp2xqgxKjrIUdCq0R\ngk4uo/122OdfJQR7V8UoZ2MRQX8ox+kSo6yWPHPLEPSlulvvOM2PGGUb4MJ3fuKN/3uVodPnsmZd\nD6lEeAQ4W5UHEBHgW2AI2nSdyMXEtBZCRLYQkZeBH7HTzOHJ9atEZOcK2ec4AFtuwCOftKG8Uoe1\nZPkVujOvQxVPVmDsJkeS6rMNtvC6PXHcNFkkK20kK2tJVs4FPsLK9YJVVFhWM3q4ZvQpd9K0Ov4G\nbFYHR+PZWNWmDpjDssFIhI5H11YjKokWOg2LALoB2N2dNI7jVBLN6KtYeuihwM3Ay8DJtR0nBNUQ\nNIPNXY/FKEulamgDEqP8FovK3KscJ03CbcAnwGHJGOtg65f9y42MSUp1L+1OGqc1EoLeDgwf3I3P\nbh5N13V680RS7bIuvIVFVINFqryORSs3WcrVqNkKm2weBR4CzgRGqepLInI88FtV3biiltYSj6hp\nOYjwxP9YovMSfH4CqvelOnZW9rxwJCcN78HhITTc6Xpjk+TLXw/0xFIoyhbTlay0x07ZVki+ulXE\nSCspvDnm8c5FzryRRpk+p/WSOCe7NVTVlTRIomqW1ox+3Ni2OI7TOkiqNL0OPAz8vr7p0jHKEcD+\nWPpOs5nLYpRuwBlYifMDQtA7a9l/OazqV8C0Ag8JQe9J207Haek8OlE2+GkOt78xlZ/en8ZS48fV\nbj8gwv7AKqrsm1y4CPgA1fMqYG4qlOuoeRl4SVX3FpG2WNpEzlGzFXCJqi5RYVtrhTtqWgYi9AHe\nm4dME1gLTfflLlm58r612K5zW1YJQT9Kc+ymTlLF5hpgSaBUqceuWMWFoZhjZlnshChXQaFSeZq/\nAA9oJt0qX47jOI7j1IxkZTPgcc3oT2mMF6McDPwflgb1QR3650pt1yQm/FoI+mHdrFzgeZtgAvCP\nAEfUVZA9RvkLcCxwc/Vy547jlM+V90j3bu345olv+NPFu5ZfWhtAhACcosrayYX9gDXQhQW/mwpt\ny2y3AnBUkXvfY5o1jlMJNu/H548JrIs5B1KlTwfGtrcEwMlpj93U0YzOkayMA7JYBZ1izMBKe9+M\nOWfe82pJjuM4jtOy0Uy6Ucwh6AUxykwgxihbQtES322wilG5EtvVS21/RPHy3G2ANWKUKSTRuCHo\nW7WxM0ZZFDgP+C2wdwj6SG36F+BsLEq4Vho/juMsyL5b6I8n3ipPLdGRA4BaOWqwPcxQEUSVXOrT\nPqkbmSLlOmp+BPoUubcM0GxCyJ1mx5a7cv1rQF9SLlEmWem19qIs1UZ4orWq6Cd6Gcc3th2O4ziO\n47R8QtDLY5RZwL1AVYmm/8M2Vm9iG7I3gQ9DqDkFK0apAtbGCg88HKP8yPwU6leLrfkS8ePtgfOB\nm4AVQ9Bp5X62YoSgM4Ej6juO4zjw5QzO2WAx7hg3XqrGj6uV7t/XwDeY7MP3wBvAUESq0NrpBzYU\n5aY+3YCJ7YzFnDazgVHYpPk48Kqq7ltBO2uNpz41f0ToDHzxOf1O7MeXQ1FN1espWdnskIFctNWS\n3BCCurPCcRzHcRynBRGjtAFWZ37FyM5AMV2+tsA0LIrm6Yax0HGc2vLPCfLL899xxIW76sX1Gkhk\nMrAhqu+lYljKlBtRczzwLJb+MCG5djQwAugBbJ2+afXfE3YAACAASURBVI7DBsCL/fhyOczrmTZj\nRvRkLvB8BcZ2HMdxHMdxGpEQdB7wDPBMjHIU0J/S+59Py4nacRyn8Xh/Go8v0Yk/AfVz1Myv/NS8\nHDUi0lnVKsGo6kcisipwIvA7LC90HeAB4ARVLZZj6jj1YUvgLkxpv1Yq+2UyZqlO9AZeqMDYjuM4\njuM4NSJZuQIYhEV67KwZrZRIf6smSXlKXe/QcZyG5csZnLFJPx7Zc7x0uGaczqzHUDlHze0pmZYq\nbUrc+1JErhGRdQFU9VNV3VtVl1TVdqq6uKruqaqfNpCtTitChCpg8w7MuAsYTsoRNZKVdv06slqV\n8EsI7mh0HMdxHKfRGITJC2wCXN7ItjiO4zRpLt9dJ34/mxnd23FwPYfKOWqaJKUcNXdiglqPishk\nETlZRJZvILscZzTw5Qw6TcdKMH6Z8vgjRvTg2zbCcymP6ziO4ziOUxtyminPA/s1piGO4zjNgQ+m\n8eiSnahvufvm6ahR1d2AfsCeWCm8Y4F3ROQpEdlPRHo0kI1O6+T3wN3komlSrvgErLVGL77D054c\nx3Ecx2lcdgZuATbytCfHcZya+WompwzpxqA9x0uXegzzDrA0Ip3SsitNSkXUoKrTVPVaVV0fGAAc\nh4kHXwp8ISK3iMhmIlJyHMepAzl9mtTTnhLGDOtOB1xI2HEcx3GcRkQz+oNmdAd30jiO45THFbvr\nc1/O5Kce7TiyzoOozgbeBYamZliKlO1gUdXPVPUMVR2Glbm7AsunvQeYUiH7nFaICIOBbsCLVMhR\nIzCmdwf64xE1juM4juM4juM4zYqPpvFg/87sXs9hmmz6U50iYVT1BeAO4MHk0mKpWeQ4Fk1ztyrz\ngGGkLyS89NKd6STwTQj6TZpjO47jOI7jOI7jOJXl61mcPLgbA/a6VhapxzAtw1EjIkNE5FQRmQz8\nB9gCuBJYuwK2Oa0XS3sSESyiZlLK449ZvRcfiXjak+M4juM4juM4TnPjyt319c+m80PPdhxTj2Ga\nrKOmbU0NRKQ3sBOwGzAKmAs8DBwN3Klar9rljrMAIvTFomgmAv2Baah+l/Jj1hvdi+l42pPjOI7j\nOI7jOE6z5KPp3Nu/Mzthvom68DqwUoompUbRiBoR2V5E7sb0Z84HOgFHAf1VdVNVvdmdNE4F2Bx4\nSJWZVECfRrLSDth6WHe64ELCjuM4juM4juM4zZJvZ3LSoK703+ta6VvHIT4DOiLSJ0270qBU6tPN\nwGiswtMoVV1RVc9W1S8axjSnlZKr9gSVERJev0p4r0MVQ4CXUh7bcRzHcRzHcRzHaQD+sYe+P/ln\nvu7VnuPrNICq0kTTn0o5arYBllDVQ1TVN7ROxRGhMxCA+5NLlXDU7Pjb3jwBfBaCTk15bMdxHMdx\nHMdxHKeB+Hg6dy7dme3qMUTzctSo6p2qOqchjXFaPRsCL6iS06RJteKTZKUj8Pt9luVLPO3JcRzH\ncRzHcRynWfPtLE7+TRf67X2tLFPHIZqXo8ZxGoH5aU8iVcAQ4M0Ux98YeHXJTqwMPJXiuI7jOI7j\nOI7jOE4Dc9Ue+ukH0/h80fb8tY5DuKPGcYohQhUmJJzTp1kO+ArVaSk+Zsfubbktec4dKY7rOI7j\nOI7jOI7jNAKf/MKty3Rhyzp2fwMYhkiT8o00KWOcVs2awOeqTE6+HwZMSmtwyUoXYJOLVuYn4KUQ\nXBTbcRzHcRzHcRynufPdLE4Z0Jne+1wrg2rdWfUH4Dtg2dQNqwfuqHGaCvnVngCGkqKjBtgMeLZ/\nZzYFbkpxXMdxHMdxHMdxHKeRuHoP/frdn/ikd4eWk/5UK0eNiPQRkS1EZA8RWTS51klMT8Rx6oQI\nwsKOmmGkq0+zY58O3AH8Drg9xXEdx3Ecx3Ecx3GcRmTKDO5bvCPr1bF783TUiHE28Bm2mb4ayKkq\n3wn8pTLmOa2EIUBnIL8MfGqpT5KV7sD6F6/MbODJEPTbNMZ1HMdxHMdxHMdxGp+ps7l+mc70Gzde\npA7dI/B9yibVi3Ijao4FDgCywBpA/oe/B0srcZy6siVwtyoK5Co+DQLeSnH8x/p0YAs87clxHMdx\nHMdxHKdFccXu+tRsRTtWsWGtO6s+gOpFFTCrzpTrqNkHOFlVTwNernbvA2BgqlY5rY3fs2Da03LA\nl6j+nNL4Oy7dmbuBdas9x3Ecx3Ecx3Ecx2kBfDKdT3u0Y6fGtiMNynXULAk8XeTeLKBLOuY4rQ0R\n+mLCwTHvcpppT4sCa18wkrbAf0LQqWmM6ziO4ziO4ziO4zQdvpnJ073bs3Zj25EG5TpqplBcXGcl\n4KN0zHFaIVsAD6oyM+/aUNITEt4aeKhHO7bE054cx3Ecx3Ecx3FaJD/M5pb+nX/V0m3WlOuouQU4\nQUTWhkRHBBCRwcDh+AbYqTvVqz1BihE1wI6Du3EfMAa4N6UxHcdxHMdxHMdxnCbEL3O5p0sVbff9\np4xobFvqS7mOmiwm7Po48H5y7VasjNX7wBnpm+a0dEToAowFJlS7lYqjRrLSFxh17kp0Be4PITXN\nG8dxHMdxHMdxHKcJMX6czp08na+6t2X3xralvpTlqFHV6ZgQ6x7AU8CjwHPAvsAGqjqzRHfHKcZG\nwHOq/PDrlfkVn95OYfztgHs7t2Ub4OYUxnMcx3Ecx3Ecx3GaKF/N4MVFO7B+Y9tRX9qW21BV5wDX\nJV+OkwZbAndXu5ar+DQthfF3XKUnVwLnA/enMJ7jOI7jOI7jOI7TRPl+NncO7Mr5jW1HfSk39clx\nKsFZwI3Vrg0lnbSn/sCw04azKHB3CDqjvmM6juM4juM4juM4TZef5/CvxTrSae9rpX9j21IfynLU\niMhHIvJh3lf+9++LyIsicqWIDK+0wU7LQZVJqnxd7fIw0qn4tD1wR4cqtsPTnhzHcRzHcRzHcVo8\n14zTnz+ZztRuzVynptyImseAKmAJrBT3M8BkYEmgHfAxVmb5eRFZK30znVZEWhWfdhzbh4nAYOCR\nFMZzHMdxHMdxHMdxmjhfzOC1Xu3ZpLHtqA/lOmqeAKYCA1R1fVXdSVXXAwYAP2L6HwOBV4ETK2Cn\n03qod+pTUu1p+eOHsCRwRwg6KxXLHMdxHMdxHMdxnCbNd7OY0K8jzTrbp1xHzTHAyar6Rf5FVf0c\nOBk4Wk389XxgjXRNdFoNVvFpMPWv+DQSeLltG7YHbqq3XY7jOI7jOI7jOE6zYNocruvfmR57jpdu\njW1LXSnXUbMUUKwE94zkPsAUoH19jXJaLWlVfFppeHc+xn4vY72tchzHcRzHcRzHcZoFV+2h//ty\nBtO7tGWXxralrpTrqHkbOFxEOuZfFJFOwBHAW8mlJYAv0zPPaWWkUvEJGLHr0vQA/h2Czk1hPMdx\nHMdxHMdxHKeZ8L9feHeR9vy+se2oK23LbHckcB/wsYhMAL4C+gKbAj2AzZJ2Y4AH0zbSaTWkVfFp\npRE96QScm8JYjuM4juM4juM4TjPiu1k8umwXdmtsO+pKWRE1qvoIsDLwKDAWOAj4LfAwMDK5j6oe\npKp/rJCtTsun3hWfJCvtF+vAoA5t6AE8lY5ZjuM4juM4juM4TnNh6myuGdCFPuPGS1Vj21IXyk19\nQlXfVNWdVXU5Ve2sqr9R1V1U9a2aeztOWQyl/hE1KwztzlcivByCzkvDKMdxHMdxHMdxHKf58I89\ndNJPs5nTqYotG9uWulC2o8ZxKsr8ik/1dfytNKIH32Ol4h3HcRzHcRzHcZxWyGe/MLlnO/7Q2HbU\nhXI1ahCRvsBOwCAgX1RYAFXVvVK2zWldLEs6FZ9GDO2OAK+lYJPjOI7jOI7jOI7TDPl6Jk/068gG\njW1HXSjLUSMig4Gnk/Zdga+BRbGInB+AqZUy0Gk1pCYkvGQnFsEjahzHcRzHcRzHcVotU2dzwxq9\n2GPceJHx41Qb257aUG7q01nAC0C/5PtNgU7APsDPwNbpm+a0MuotJAzQoQ0jOlfRG3in/iY5juM4\njuM4juM4zZGZ85jYRpD2bVirsW2pLeU6alYDLgZmJN+Lqs5W1auBi4DzKmGc06oYSv0rPvVdrgsd\ngXdD0FnpmOU4juM4juM4juM0N8aPU/14OlN6tGPXxraltpTrqOkKfK+q87A0p955914AVk/bMKfV\nkUbq00or9mCKiKc9OY7jOI7jOI7jtHa+msmzvduzTmPbUVvKddRMBpZM/v0uLKCcvBmmU1MWIrKU\niFwoIk//P3v3HS5XVbZ//HunEVIgoQihN+kmQBARBA5FQCyoVBsEG2LhpfxsqEAEK8qLIuKr0lUE\nlS5IkQRUQLrSkRIQQk1IID3kPL8/1h7Y2dkzZ+a0mXPO/bmuueacXZ/Zs2bPmmevtbakeZLaJa1T\n57rDJZ0i6bls3Vsk7VTvvq1Fdd8dnyZMWJEFeCBhMzMzMzOzAW/WIi5ZawQbNjuORtWbqLkB2D37\n+8fAJEmPSHoQOAo4u4F9bgQcAMwAbm5gPYCzSOPifJOUIHoOuFbShAa3Y62lu+74NH7DUSyPBxI2\nMzMzMzMb8OYv4Q9jhjLs0+dp42bH0oh6EzVfA44BiIiLgX1JXZ4eAT4HHN/APm+KiNUj4n3AH+td\nKUvGfAQ4KiLOiogppJY9TwPfbmD/1nq6645PE1ZZjnG4RY2ZmZmZmdmAd86kWPzUPF4ePZRDmx1L\nIzpM1Ch1S9kUGF6ZFhFXRsTHIuJDEfHLiPpvddXIsgUfABYDF+W2tQT4PbCXpKGd3K41X5fv+KTJ\nGrbqcmw8CBa0tcUL3RSXmZmZmZmZ9WHPL+CelYexZ7PjaES9LWruArbqyUDqsAXwREQsKEx/EBhG\n6lJlfVOX7/gEbLLZaF7yQMJmZmZmZmZW8coirlpjOJs1O45GdJioyVqt/BcY2fPh1LQS8ErJ9Jm5\n+dY3dUfXpwkTxjALd3syMzMzMzOzzNwlXDBueUZ+8jyNa3Ys9RpS53L/Bxwl6eqIWNiTAdnA8YM/\n6aGxQxn39h+w4tSXmXN0g+uOGca419tZdPcs3g6M32IFgjoGEi6ue9ah8VRn9+t1W2/dVo3L6zb2\nHrZi+emLx3IgvocuO92zbl+Nuy+u26pxed3WX7dV4/K6rb9uq8bVU+uefWi88rPL9dJKwzgO+FJ3\n7ren1JuoGQVsCDwu6S+kuy0tNdZMRDQyoHBnvAKU3ca70pJmZnGGpBNz/06NiKndH5Z11phhjNt4\nNCvO3g40i2spf3+rrrvJaFYEWBz8DXhoreUZSx0takrW7cp+vW6LrduqcXndxt7DViw/ffFYDsT3\n0GWne9btq3H3xXVbNS6v2/rrtmpcXrf1123VuHpy3afmcek6I9ifkkRNTx7Lzqo3UXNc7u9PVlmm\npxM1DwAflDS8ME7N5sAi4LHiChFxYg/HZF3wejuLAHiSJfcNYqfOrPvEXObeN5udhg3ithGDGQs8\n3Oi6Xdmv1229dVs1Lq/bmFYsP33xWA7E99Blp3vWbea+B9q6rRqX1239dVs1Lq/b+uu2alw9ue7M\nRZzctiqf/dR5WrfYYqYnj2Vn1ZWoiYh6Bx3uSVcAJ5JuyX0+gKQhwEHAtRGxuHmhWWfcPYu3rz2d\nf+14EheeNb2x5mV3z+Lti4O/3Tebnc6exvxNRzMSeLStreOuefl1G23W5nVbf91WjcvrNqYVy09f\nPJYD8T102emedZu574G2bqvG5XVbf91Wjcvrtv66rRpXT6571qHx359cpudWHsa3gE931357ijp/\nt+wu7FTaP/tzd+Bw4PPAy8CLEXGzpHWBx4HJEXFSbr0Lgb2ALwPTgCOAfYAdIuLewj4iItTTr8W6\nSPoNcAMR53Z6E5O1xwFr8bPPb8idbW3x8e4LzszMzMzMzPqD//c7nbbBKD72+Q/Eqs2OpSN1t5SR\nNEjSvpJ+LOmcLJmCpDZJaza434uzx+GksW5+nv1/YmV3WWzFRMthwDnAycBVwJrA3sUkjfUpW9D1\nW3OPH78i86ljIGEzMzMzMzMbeGYu5jvrjmCVT5+nTZsdS0fq6vokaSxwDbAdMId0q+7TgadIzYZm\nAkfWu9OOulJFxDRKkkjZ2DTHZg/r66TBwCbAQ13c0oS3jmI4vjW3mZmZmZmZlTj70Hjp1Ev19CrL\n8U2gpXti1Nui5hRgLeBdpLss5Vu63ADs0c1x2cCwPvAiEXO6uJ3xKw9jHE7UmJmZmZmZWRXPzOd3\n64/kvc2OoyP1Jmr2Bb4ZEbeUzPsvsHb3hWQDSJe7PWmyhq4yjE0Hi0XA890TlpmZmZmZmfU3sxbz\n/TWGs+JnzteEZsdSS72JmlHAM1XmDWfZsWTM6rE5XR+fZpPNVmCGxL/b2powMraZmZmZmZn1CWcf\nGrMffo0nVl2ObzU7llrqTdQ8SrrbUpmdgfu6JxwbYLYAHuziNsaPX5GZuNuTmZmZmZmZdeDZ+Zy3\nwUj2bHYctdSbqDkD+B9J3wTWyaaNlfRJ4EvZfLNG/RC4uovbmLDlCgS+45OZmZmZmZl1YPZifrTq\ncoz67PnaodmxVFNXoiYifgmcSrp99mPZ5OuBXwL/GxG/6ZHorH+L+DcRL3ZxK+PXGsEY3KLGzMzM\nzMzMOnDOpJj/8Gs88pblOK7ZsVRT1+25ASLia5J+AbwbeAswA7guIp7oqeDMOjJsEBNGDmYlut6F\nyszMzMzMzAaAZ+fzq23GcFKz46imrhY1kgYDRMS0iPhVRHwnIn7hJI01kyZr1fVGMBp4rK0tFjY7\nHjMzMzMzM2t9ry3m9BWGMvzw87VHs2MpU+8YNc9J+omkbXs0GrPGjB+/ItMld3syMzMzMzOz+pwz\nKRY//Br3rz6crzY7ljL1Jmr+CHwcuF3Sg5K+LmntHozLrB7jx49hHh5I2MzMzMzMzBowfT5nbjSK\nnZodR5l6BxP+PDAO+DDwEHA8ME3SFEmHSRrdgzGaVTN+o1EMxwMJm5mZmZmZWQPmvM6vhg9myBEX\n6IPNjqWo3hY1RMSiiLgsIvYjJW2OIA1G/Gvg+R6Kz6yWCasOY3XcosbMzMzMzMwacO6kWPLIa9yz\n+nCOaXYsRXUnavIiYhbwF+BqUpJm+e4MyqwjmqwhKw9j08FiCfBcs+MxMzMzMzOzvmX6fE7feBTb\nTzpXanYseQ0laiStIOlTkqYCTwLfAm4G3tcDsZnVssmmo3lF4t9tbRHNDsbMzMzMzMz6lnlLuEBC\nIwbzkWbHklfv7bnfL+kiUuuZXwIBfAZYPSI+EhFX92CMZmXGTxjDDNztyczMzMzMzDrh3EkRj7zG\n7eOW58hmx5JXb4uay4HxwMnA+hGxa0ScHRGv9lxoZjVN2GIFAg8kbGZmZmZmZp30wgL+sNbybN7s\nOPLqTdS8IyI2i4jvRsTT+RmS2iSd3QOxmdWy93ojGI1b1JiZmZmZmVknPT2Pi8YNZ/R3/6RRzY6l\not7bc9+R/1/SWyWdJGkacCNwUA/EZlZKk7XpUPGW5QczDniw2fGYmZmZmZlZ33TV4fHcM/NZMO91\nPtzsWCrqHkxY0hhJh0u6BXgE+AYwk3Sb7nE9FJ9ZmYO2GcsUiSfb2mJBs4MxMzMzMzOzvuu/85g2\nYgjvb3YcFTUTNZIGS3qvpItJt0A+E1gN+Gm2yNER8X8eq8Z6iyZLwMH7rcnjuNuTmZmZmZmZddFz\nC7htpWFs2+w4KqomaiSdCjwLXAnsQErSbB8RGwInZov5tsjW294GLL/tWEbhgYTNzMzMzMysix55\njcvWWp61pk6Vmh0L1G5RcxQwGjgSWDsijomI23snLLOqDhZcLPFe0vhIZmZmZmZmZp1288vcMPd1\nBr+wgC2aHQvUTtScBbxO6uZ0v6TjJW3cO2GZLSvr9nTQ4RtwDzAUcOLQzMzMzMzMuiROiLn/mcPs\n5xawf7NjgRqJmoj4DLA68DHgv8C3gIcl3QMc2zvhmS1lW2DJgWuxFXBRW1u4652ZmZmZmZl12X/n\n8dDwQezR7Digg8GEI2J+RFwYEXsD6wJfA4aR7vgE8H1Jn5A0vIfjNIPU7ekiiYOA3zc7GDMzMzMz\nM+sfnpzHlJWXa/2uT0uJiOkR8cOI2ALYDjgD2Bg4D3i+h+IzA0CTNQg48Cub8CCwAA8kbGZmZmZm\nZt3kthlcOWoIK0ydqpWaHUvdiZq8iLgzIr4ErAHsB0zp1qjMlrUDMHvv1dkO+L27PZmZmZmZmVl3\nee117nnoVXhlEW3NjqVTiZqKiFgUEZdGxIe6KyCzKg4aIi4CDgQuanYwZmZmZmZm1n/ECbHwibm8\nMGsx+zY7li4lasx6gyZrCHDAiZvzOPByW1s81OyYzMzMzMzMrH+ZNpe7hw9mh2bH4USN9QW7AM/u\nuArvwoMIm5mZmZmZWQ+4ZxbXrDyM9aZO1dBmxuFEjfUFBw0bxMXA/rjbk5mZmZmZmfWA6Qv42/ML\nWAJs1cw4nKixlqbJGgZ8+Adv4xlgWltbPNHsmMzMzMzMzKxfevDfsxn86mJ2a2YQTtRYq9sDeHSr\nMeyGuz2ZmZmZmZlZD4kT4vUn5vDkgiXs3cw4nKixVnfQiMH8AfggcHGzgzEzMzMzM7P+6+HX+Meo\nIWwzdarUrBicqLGWpckaDnzgJ1vxMvBgW1s80+yYzMzMzMzMrP965DVuaIflgLWbFYMTNdbK9gbu\n3WgUe+FuT2ZmZmZmZtbD2uHO+2ezBNixWTE4UWOt7OAVh/In4H3AH5sdjJmZmZmZmfV7//n3bAbN\nfb15Awo7UWMtSZM1EnjPGVszB7izrS1eaHZMZmZmZmZm1r/FCdH+2BweaA92bVYMTtRYq9oOeGDN\n5Xkv7vZkZmZmZmZmveT+V5k6fDDrTJ2qUc3YvxM11qomjhnKv4E9gUuaHYyZmZmZmZkNDPOX8M9n\n5jMHeEcz9u9EjbWqiZPWA+DvbW0xs7mhmJmZmZmZ2QByx92vMAzYoRk7d6LGWtXEXVdlE9ztyczM\nzMzMzHrXU/fNZsmCJc0Zp8aJGms5mqwVRw5mzdFD2Aa4vNnxmJmZmZmZ2cARJ0Q89Bp3DhHbTZ2q\nXs+bOFFjrWirbVfiaYm72tri1WYHY2ZmZmZmZgPLiwv5x5zXWQRs3tv7dqLGWtHEd67Eq8A/mx2I\nmZmZmZmZDUh3Pvga84Ede3vHTtRYK5r4thUZjhM1ZmZmZmZm1hx33D6TFSN6f0BhJ2qsFU18y3DW\nBm5vdiBmZmZmZmY28MQJ8dwDs5nzerBzb+/biRprKZqs0WsMZ53BMK+tLaY3Ox4zMzMzMzMbmJ6Y\ny23AqlOnarXe3K8TNdZqtt5mLM9K7vZkZmZmZmZmzdMOd/zoUa4E5vTmfp2osVYzcbuVmIe7PZmZ\nmZmZmVlz3XndC4xra4u5vblTJ2qs1UzcbDQjcKLGzMzMzMzMmutOYBtNVq/mTpyosZYyRExcaRhr\nkj4QZmZmZmZmZk0RJ8QM4Flg3d7c75De3JlZLZqsURuPYj3B421t8Vqz4zEzMzMzM7MBb4s4Idp7\nc4duUWOtZKttxvK8BxI2MzMzMzOzVtDbSRpwosZay8Rtx7IQj09jZmZmZmZmA5QTNdZKJr51FKNx\nosbMzMzMzMwGKCdqrGWMGsLbRw1hLHB/s2MxMzMzMzMzawYnaqwlaLJGbjyK9YF72tpicbPjMTMz\nMzMzM2sGJ2qsVWy1zVheHuSBhM3MzMzMzGwAc6LGWsXErcewGJyoMTMzMzMzs4HLiRprFRPXH8kY\nPJCwmZmZmZmZDWBO1FhLWH042w0VAUxrdixmZmZmZmZmzeJEjTWdJmvExqPYQOK2traIZsdjZmZm\nZmZm1ixO1FgrmLD1GF4ZLG5rdiBmZmZmZmZmzeREjbWCiRPG0I4HEjYzMzMzM7MBzokaa7rBYtu1\nlmcscEezYzEzMzMzMzNrJidqrOk2HMk724OX2tpiZrNjMTMzMzMzM2smJ2qsqTRZy280ivUHi783\nOxYzMzMzMzOzZnOixpptwlZjeHXIIA8kbGZmZmZmZuZEjTXbxC1XBDyQsJmZmZmZmZkTNdZcIwez\n3arDWAH4V7NjMTMzMzMzM2s2J2qsqTZbgR0WtfNYW1ssaHYsZmZmZmZmZs3mRI01jSZr+AYjWXfo\nIG5qdixmZmZmZmZmrcCJGmum8RPGMHfoIG5tdiBmZmZmZmZmrcCJGmumiZuPZghwe7MDMTMzMzMz\nM2sFTtRY04wbzo4jhjAYeLTZsZiZmZmZmZm1AidqrGk+sjaPLgnuamuL9mbHYmZmZmZmZtYKhjQ7\nABu43r8GQ8ADCZuZmZmZmZlVuEWNNdNK0PcGEpbU1uwYrH9y2bKe4HJlPcVly3qKy5b1BJcr6yk9\nUbacqLGmaWuLL7a1xZ+bHUcntDU7AOu32podgPVLbc0OwPqttmYHYP1WW7MDsH6prdkBWL/V1t0b\ndKLGzMzMzMzMzKxFOFFjZmZmZmZmZtYiFBHNjqFHSOqfL8zMzMzMzMzMWkZEqDu3128TNWZmZmZm\nZmZmfY27PpmZmZmZmZmZtQgnaszMzMzMzMzMWoQTNWZmZmZmZmZmLaJPJGokrSXpdEm3SponqV3S\nOh2s84tsuQtK5g2XdIqk57Lt3SJpp557BdaKGilXkraX9BdJr0iaI+nfkg4qLONyZUD9ZUvSeEmX\nSpqelav7JR0raXBhOZctQ9L+ki6T9HRWDh6W9F1JowrLjZX0a0kvZeXqeklblmzP5cqA+sqWpD0k\n/U7SE9kyj0n6uaRVS7bnsmVA/eetwjquw1tNjZQr1+GtEQ3UtXq8Dt8nEjXARsABwAzg5o4WlrQj\n8DHgVaBstOSzgE8D3wTeCzwHXCtpQncFbH1CXeVK0nuBm4DpwEeADwC/ApYrLOpyZRUdli1JawFT\ngHWBI4H3AZcBPwS+U1jcZcsAjgUWA18D9gbOBI4ArpckgOz5SmBP4IvAfsBQYIqkNQvbc7myig7L\nFvBZYGXgZGAv4Huk78PbJI0sbM9lyyrqKVtvooab6AAAIABJREFUcB3e6lRXuXId3jqhnrpW79Th\nI6LlH2R3p8r+/jTQDqxTZdmhwP3AV4EngfML8ydk6x+amzYYeBi4vNmv1Y/ee9RTroDRwIvAqR1s\ny+XKj3x5qKdsHZ5Nf2th+oXA9Nz/Llt+VN73lUumfSIrH7tm/++b/b9LbpkVSEnDn+SmuVz5kS9H\n9ZStVUqW2Slb5rDcNJctP/JlpMOylZvuOrwfdT3qPGe5Du9Hw48OylZb9n+v1OH7RIuayF5Vnb4M\nCPhx9lz0AVKW7KLc9pcAvwf2kjS0C6FaH1JnuToAWIVUnmpxubI31Fm2Kk0jZxemz2bpc5fLlgEQ\nETNKJt+ZPa+RPX8AeDYibsqt9yqplc2+ufVcruwN9ZStiHi5o2UyLlv2hjrPWxWuw1td6ixXrsNb\nwzooW5WWyb1Sh+8TiZp6SdoI+Abw+Yh4vcpiWwBPRMSCwvQHgWGkLgtmFe8CZgITJN0naXHWZ/F4\nSfnPj8uVNeoiUlPcMyStJ2kFSR8CPs7SlQqXLatll+z5oex5C9IV6aIHgXUkjcgt53JltRTLVr3L\nuGxZR5YpN67DWzcolivX4a27FMtWr9Thh3Q57NZyJvCn3JXEsqvaKwGvlEyfmZtvVrEGMAL4LfBt\n4C7g3cC3gDHAMdlyLlfWkIiYIakN+DPwRGUycEJE/Ci3qMuWlcrGnPk2cH1E3J1NXok3y1NepbyM\nBebhcmU1VClbxWVGA6eRKpyX5Wa5bFlVNcqW6/DWaVXKlevw1mVlZau36vD9JlEj6ePARGCTZsdi\n/cogYDhwXESclk27WdLKwBcknRARrzUvPOurJK0BXAu8RBrwdQawO/AtSYsi4ofNjM9aW3b3gcuB\nRcBhuVmNdBU2W0aNspVfZgipL/44YMeIaO+9CK2vqla2XIe3rqhxznId3rqkxjmrV+rw/SJRkx3E\nU0kjLS+WNCabNRgYJmlFYG7WlPIVoOwWzJWM1sySeTZwVfopXl+Yfj3wOWBz4J+4XFnjvky6g8o2\nEVHp43pzdlu/kyT9OiJm4rJlBZKWJ405sx5p0ODpudmvUH6FZqXc/Mqzy5UtpYOyVVlmEHAesBvw\n3ogodrVz2bJlVCtbrsNbV3RwznId3jqtg7LVK3X4/jJGzSrZ47ukF1x5rAUcSDpI+2TLPgCsL2l4\nYRubk7Jlj/VGwNZnlI31UMblyhq1OfB47gRfcQfpzheVfqsuW/aGbOC5PwLbAPtExAOFRR4g9Yku\n2hx4KiLm5ZZzubI31FG2Kn5BqlsdHBFTSua7bNlSOihbrsNbp9RxznId3jqljrLVK3X4/pKoeQ7Y\nFWjLPXYFXiBlTduAf2TLXkE6gAdWVs6a8B4EXBsRi3snZOsjKv3u9y5M3xuYD9yX/e9yZY16Btgo\nd/Ww4h3Z87PZs8uWAW+0ZPgt6TvtgxFxe8liVwBrSto5t94KwPuzefnlXK4MqLtsIenHwKeASRFx\nRdkyuGxZTh1ly3V4a1id5yzX4a1hdZatXqnD95muT5L2z/6cmD3vI+ll4MWIuBm4qWSdhcAL2XwA\nIuJeSRcBp2XZsmnAEcC6wEd68CVYC+qoXEXEA5LOBb6dfXDvAfYgVVS/Xbk67XJlRXWcs84kjQ5/\nnaRTSFcQ24BjgUsi4llw2bKlnAHsD3wHmC9p+9y8/2Zl5grgVuA3kr4MzAK+Thq75o0+0y5XVtBh\n2ZL0VeBo4GzgscIyL0bEE+CyZcuo57zlOrw1qsNy5Tq8dVI956zeqcNHRJ94AO25x5Lc3zfWWOdJ\n4PyS6cNJt856jpRRvRXYudmv0Y/ef9RTrkiZ0JOAp4GFwMPAl0q25XLlR7481FO2tgWuIt3ibw7p\n6s5xwHKFbbls+VH5TltSKFuVx/G55cYCZ5H6588lXZV+W8n2XK78qLtsAVNqLHN2YXsuW37UXbZq\nrOc6vB+1ykc934euw/vRU2Wrx+vwyjZgZmZmZmZmZmZN1l/GqDEzMzMzMzMz6/OcqDEzMzMzMzMz\naxFO1JiZmZmZmZmZtQgnaszMzMzMzMzMWoQTNWZmZmZmZmZmLcKJGjMzMzMzMzOzFuFEjZmZmZmZ\nmZlZi3CixszMrMVJmiSpXdIGzY6lJ0ialr2+ymOmpKslbdvkuE7M4lmmviRpo2zeoZ3Y7rmSnuxk\nTNMkXVDHcpMkHdbgtg+QNF3S8M7EVsf2J0iaK2ndnti+mZlZf+FEjZmZmTVbAH8Btgd2AI4CNgGu\nlbRaMwMjxdaV+WW+DXywE+tV9lfPPicBn6x3o5KGAT8AvhMRCzoXWm0R8S/gz8D3e2L7ZmZm/YUT\nNWZmZtYKXo6I2yPitog4H/gEMBb4aJPjUndvMCKeyJIWreRA4C3AuT28nzOBAySt18P7MTMz67Oc\nqDEzM+uDJE2V9DdJ75H0L0nzJd0l6R2Shkr6oaTnJM2QdI6kEYX1J0u6W9JsSS9J+qukd5TsZ5ts\nP/MkPS3p69m67YXlhmTzHpa0QNKzkn4kablOvsR7sueluntJ+nju9b4k6XxJq+fmny7pP4V17sq6\nKW2Ym/YdSc93Mraqsu49V2Tdt+ZJ+rukdxWWWabrk6QNsu5ecyW9kB27z2Zxr7PsbnSwpIckzZF0\nh6QdczOnAjsDO+a6k93YQeifAa6IiLmFHbVLOlnSNyQ9k72mmyRNyC2zZfZ+/G9h3e9kZWGr3OSp\nwAvApzuIx8zMbMByosbMzKxvCmAjsu4qwP7AcOBy4CxgZeAQUjebjwEnFNZfEzgN+ABwKPAicLOk\nLSsLSFoF+CswJtvWl4C9SN1qit1vfgN8I3veB/ge8Cngt518fetlzzNz8XwWOB94APgQ8LUsnpsk\njcwWuxHYUNLa2Tpjga2AecBuue3vBkypM5YhWSLqjQcwuLiQpG2AW0jH69PAfsAM4IZsXl7k1hsG\nXA9sCXyOdHzXJx3P4nEWsBNwdDb/oCyWqyStmC1zBCnR9S9Sd7Ltgc9Xe3GSRgPvBP5eZZFDgL2z\nbUwCVgP+mh1bIuJ+4BjgSEl7Z9vcDfgq8LWIuPeNFx0RwD9I75uZmZmVGNLsAMzMzKxTBKwEvDMi\npgFkg95eDqweEXtmy10vaWfgANIPZwAi4o0WDZIGA9cBW5MSDEdls44hJX/2iojp2bLXAk8tFYi0\nE6nrzCciopKYuVHSTOA3kibU0dVnUBbHYFIC6kxgAfC7XIwnAVMi4o3uUJIeBv5GGo/ldOAmUnKj\nDbgA2AWYDVwC7Ar8StIoYCJwTgcxVdQ7ZsspwDRgt4h4PYvvWuB+4Fuk5NIboef+nkRKzGwXEXdm\n066RdC+wVsl+RgMTImJ2to/ngTtICbILI+IhSa8BgyLi9jri3ppUJ7y/yvzhwJ4RMT/b3z+B/5CS\nRccDRMSZkvYCzpW0B+nYXxcRp5Vs7z7gw5IGRUR7yXwzM7MBzS1qzMzM+q5HK0mazCPZ87WF5R6h\n8INf0h6Spkh6GVgMLAI2zh4V2wO3VZI0ANlAs39m6UTD3tn6lxRanVyfzd+5g9ch0lg0i0lJkfuB\n8cB7IqLymjYBVqXQQici/kFKHO2S/T+T1JJk92yR3UjdbW4gJWoq8Qyh/hY17wC2LTzySRckLZ9t\n9w/Z/5VjMIjUKqnWMdgeeCqXpKm4hPIxcm6tJGkylQTL2nW9mmVVBmyeUWX+1ZUkDUBEPAXcRmqF\nk/dJ0nt4J+l1V7sj1svZ/FU7Ga+ZmVm/5kSNmZlZ3/VK4f9FNaYPyVrcVLroXA28Svpx/Q7g7aQE\nR/7WzONIXaKKXij8/xZgGDA321fl8QKpdctKdbyWq0kJkHeSWvQMAw7Pza9s47kq8YzN/T+FN5My\nu2b/TwFWk7RZNu3ZiFhqLJsa7oqIu/MPUvervJVIrYGOZ+ljsAj4Aqk7VDX1HmdIx3PmUhMiFmZ/\n9shttavE8SKwRiGOmaT3cRipZc9LPRSPmZlZv+auT2ZmZgPPfqQEwocjYklloqSVWDrJM503W1vk\nFafNILWEeVfJslCeXMkLYGaWAAH4p6TZwDmS/px1p6okJ8aVrL86qetPxVTgaEnvBDYHboyIFyQ9\nRGph08j4NPWaBbQDPyONo9OI54DNSqb31q3JK4mYlavMr1YGns1PyLo8fZr0XnxB0m8j4q6SdVch\nHSsncszMzEq4RY2ZmdnAM4L0Q/kN2eCvxa4ztwHvlLRmbrnlgfey9CC315Bac4wptjzJHh0lapYR\nEecBdwMnZV2IHiElFA4uxL0DsA4pOVNxE7CENJDySxFRaf1yIylJNYFuTtRkd0v6G2ng4nvKjkNx\nldzftwLrSHp7ZYIkZbEWBxOu10LS+1yPe0jHa3yV+fsod9cwpVtrb0+KuzJtFVKC6s/Ajtk2f5cb\n5DlvPOkYeXwaMzOzEk7UmJmZ9V1l45fU4xpgFGng190lHUEa/PXZwjZPJXVnulbSAZL2Bf5Caj3z\nRgIhIm4CLgT+KOmbkvaS9G5Jn5F0iaS3dvJ1HE+6+9NnspY/xwN7SLpA0t6SPkUax+VR4OxcPK+S\nkjy7s3QCZwppkGGRkjbd7RjSIMXXSjpI0i6S9stuU/29wrL513wu8ARpjJ9DJO0D/InUXUosnVSr\n9z1/ANhS0oGStpW0cbUFI+I1UlKu2jg6C4DrJO0r6SBSGZgF5G/HfTapTByWDaT8UVJLp9PzG8oS\nUDuQBq82MzOzEk7UmJmZ9Q3FlhVRMq3WuvnEynXAkaSWD1eS7jr0CeCxwnIzSMmOV0itJX5G+oF9\nKWl8m7yPAyeSbhN+GWlQ3S+QkihlY5wU41t2YsTVpFYbx0kaFhG/yuJ8W7aPH5AGTt4lP9htZkq2\n3RtLpj2VDYjbkUaOMRFxD2msnxnAT7PYTgO2ILXyKd1uRCwG9gT+DfyCdDeqp4AzskVmF9atxw9I\ngxj/Grg9224tvwLem92qu+g8UkuZn5GSSi8Au0fELABJXyTdceqQrMwQEU+Qbud9qKQDcttqIyVw\nfl3n6zAzMxtwFNHZFrVmZmY20GS3yb4beDEi3t3sePozSVcBm0RERy2SumNfw0jdy06NiNNz09uB\nkyPi+G7az0UAEXFQd2zPzMysP/JgwmZmZlaVpJNILW2eIg02+2lgS1ILCusmko4B5gD/AUYDB5CO\n8ed6Y/8RsUjSV4DTJP0quw17t5I0gTS+0RbdvW0zM7P+xIkaMzMzq6Ud+BbpVsxBuoX3ByPi2qZG\n1f8sIN2WfB3Sbb4fBj4VEef0VgAR8QdSl7We2v6/SGMjmZmZWQ3u+mRmZmZmZmZm1iI8mLCZmZmZ\nmZmZWYtwosbMzMzMzMzMrEU4UWNmZmZmZmZm1iKcqDEzMzMzMzMzaxFO1JiZmZmZmZmZtQgnaszM\nzMzMzMzMWoQTNWZmZmZmZmZmLcKJGjMzMzMzMzOzFjGk2QFYz5C0KfBl4H3AW5ocjpmZmZmZmfUv\nLwJXAadExMPNDqY/caKmH8qSNFOAM4DtgacjYklzozIzMzMzM7P+QNJgYB3gY8AUSbs6WdN9FBHN\njsG6maSzgCcj4uRmx2JmZmZmZmb9l6RvAutFxKebHUt/4URNPyTpBWD7iHiy2bGYmZmZmZlZ/yVp\nfeDWiFi92bH0F07U9EOSAhji7k5mZmZmZmbWk7JuUIsjwjcr6iY+kP2UkzRmZmZmZmbW07Lfnmp2\nHP2JEzVmZmZmZmZmZi3CiRozMzMzMzMzsxbhRI2ZmZmZmZmZWYtwosYsI2mSpHZJhzY7FluWpPWy\n9+ecwvSpktob2M652XbW6f4oe4ekdSUtkPQ/nVi3LXv9JxSmT5PUL+4Ul72+KYVpN0q6pVkxWec0\n+vkeyCSdmJX9nZsdi5lV12rntWr1gg7W6ZN1Bkl/kXRPJ9dd5jX3p/NuWf1Y0iGSXpe0WTNjG6ic\nqLF+JfdjPv+YI+kZSddJ+oakNausHrlHZ/a9zI/D/qDkeBYfvf1FXXx/OvOe9fXb3X0bmAX8X35i\nVomo9V6Nzy1edgyWmtbHk1rF13cysL2kfZsRzECXOzdfWWOZSrL82NzkrpyT60q+Sxop6VhJN0t6\nWdIiSS9J+qukL0ka2Zn990WSBkk6UNLlkqZnCeHZku6QdHLxXJA75yyRtF6Vba4saWG23Gsd7P+u\nbLm/dN+rMut+XTinQeue1xqJqfQ1SBov6QJJT2ef+1ckPSzpQkmTGth+t5O0K7AncFJheiXZUu1x\narZoXe9bZxJfLaT4+n4LPAV8twmxDHhDmh2AWQ95FPhd9vdwYHVgB9LJ+ZuSvh4RpxXWuRS4FXi+\nC/vt6wmAal4Efl5l3qzeDKTEIcDyDa7TZ0ell7Qh8DHgpIhYULLIIqp/ob4A/AfYFHi5zl32izId\nETdK+hdwInB5k8MZyOopT/llOvP5rnufkrYBLgPWAh4H/kQ6340FdgR+AvwPsFEXY2h5klYhvf6d\ngBnAdcA00nfoBODLwLGStoyIx7PVAmgnnVMPBSaXbPqjwFDgdWq/F+OBrbN/95C0VkQ808WXZdbT\nGj2nQf84r+1Wst+9gCtIDQGuAy4CFgObkBIkuwDndmGfXXUi8GREXFJl/sXAgyXTb8uel3nNHeiL\n9ael6scRsUTS6cCpkiZExL+aFNeA5ESN9VePRsS3ixMl7QOcQzrhzImIX1fmRcSrwKu9GGNf8mLZ\n8WwFEfHfZsfQyz5FqgRdWGX+ojreq0cb2J/ow4mtgt8D35O0bUTc2exgrGPd9PkuLb+S1gauBVYE\njoyIn5Us807gB90QQ0uTNIT0w24H0nfkkRExt7DMusCpQP5KvID5wB1UT9QcBtwHrACsXCOMT2XP\nlR+Rk0gt4cz6lf5wXouIstbUlQt6u0XE3wr7HAy0dWWfXSFpE1IS+vs1Fru4RhKn2muuudsGl29V\nFwE/Aj4DfLHJsQwo7vpkA0pEXA3sl/37PUkjKvOqNSeVtIdSt6nnsmbgzymNd3FQNr9Nb/Y1rjR3\nbM9vS9IKkr4m6W+Sns+agz4l6ReSVivGqTe7nKwn6cis2eiCrJn58ZKWOflnTdY/I+kWSa8qdfl6\nUNKpksYUlt1Q0jlKXcIWSvqvpDOyK6qdpirjyOTml3YPkzRO0k8kPSZpvqQXlfpwdzhekKr09Za0\nvqQ/Spql1HT/L1q6609x+crx+2d27F6T9A9JHypZdmNJp0i6V9LMLOb7lbrWLZMAz963J5WaIv9E\nb3Yp+Jek/YrLd+BQ4P6IaCTZko+lria5kqaRrvoBPJkr08WxX7aW9AdJL2Sv6TFJ31WhWXV+v5Le\nJemG7H2ZmVtmBaXuFQ9nx/RlSZdWe98kHSDpnmzZZyT9SFKtq5R/zJ4n1Xrt1jrKPt+Shkv6iqT7\nsnPda5IeV2puv0G2zLnA2dkq5+TPy7lNfZeUODi57McMQETcCuxR2P/QbP/3S5qXnQOuUckYBblz\n+QaSvizpoexz8r/Z/HZJUyStLek32edoiaQJ2fy6z0tddCgpSTMlIj5VTNJkx+KpiNgPeKg4i3SV\nfD1JbYXXPwHYipT8qfqjRdIwUkvBJ4CvAbPx59T6qVY8r+Xi2FbS9dn+Z0m6RClJW1xuqfFaJL0F\nWB94oJikyfa5JCL+WrKdVSWdpdQta45SPXlnlYz9Uk89ooZKffKPNZeqofiaqyxzInBj9u8JWvo3\nQX7sl7rrO3qzDjlG0s+z+s7rynXllrRfVq5mZ99Ld0v6TJUY11cD9eOIeI7U4+CjKqnjWs/xwbYB\nJyL+LulmYGdgd6DYv/iNpoqS3kdqxjmddLVxBjAO2JaU8LkIeJJ0FfEEUjPxc3PbqgxYtnk2/6+k\nppXzSZXXzwJ7StomIsq6EJ1Caip6JXAN8CFS081hwDdzcQ4iNW3dNxfDfOCtpAz4uWRdlJSupPwl\n28YVWfybAZ8D9pL09oh4pezYNaBWc8/iOCibAVOAt5C+3C4mXXmdCBwJnNfo/pTGIfoHqcvbFcAD\nwDbAzcAyzTYlidRC5YBs2Uqi6X3AnyQdFRE/za3yYdKPiL+SmvcuR7pSdBKpbBR/RAWp6f91wBjg\nD6Sr0gcDF0vaOyKu7+hFStqUVP6u6mjZOnTUJPd/Sa9xAnAab3Zxm5aL50OkVioLSJ+P50nv29eA\nXSXtHBGLC9vdETgOuAE4E1g129YqpPdnU1I5uBJYhfQ5e7ekPSKi0vwYSZ8Efg3MBM7KYvhwtn75\nC454XNJLpM+99R3FsnoBqVz8nXTluB1YD9ib9Dl+gtSVdUXSOfEy4N78BpQSiQcB80itRKrvPGJR\nbr1B2bb3IZ0rfkr6UXQQcKOkj0XERSWb+RnwdtJn9/IsxoqVSeerF0njAYwE5nbivNQVn8yev9PR\ngiWfaUg/fn5Gaj0zNTf9MFLXh98CR9XY7L7ASsDPImKhpIuBz0hqi4ipNdYz66ta5ryWsx3wVdJ3\n8JmketMHgbcpdXlcWOM1zM5iHidpRETMq7X/LN5RwE2k7+2pwC2kblLXsfR5pKi0HtGB3UjH5d6O\nFuxAR3WnKcC6pMTQVJZ+HbOh8fpOts/lsmWXByqtfmZk2zsFOJZUP7uQ9Dr3BP5P0mYRcUxlQ43W\nj3NuIx33icA/OzgG1l0iwo9+9khva6PrxC8hpkJcDTGmZ+PruX2RvtTagSs6WO7b2XIn5qZNyqYd\nkpt2CSnhsUrJNlYq/N8O3FhlfysAy7xW0hXEduAbhennZtMfA1bLTV+Z9MN0NjA0N/3IbPmr8tOz\neaOBkdnfw0iDgr0MbFJYbv9sG6eXvK4XSAmissdeJcf/7CrHYZljBNyVTf9YyfLjOto26UtwSWHa\n+dmyRxWmT86mLwHWyU0/vPLaAeWmjyB9OS0oxDIOGFIS7y+z7exYmD4tm35Jfj1SxaEduKbO8v3J\nbPnPVpk/DVhISgqWvk+khFI7cHzJuk9UKYfrlOxrFVJXwceA1Qvz/l+23rG5aZX9tgMfL9nehdm8\ngwrTNyQlif6dm7Zitu9XgHVz00cC95eVs9wyV2fzV67nmPvRPY/c5/eRkrJZeVyWLXNMbr2p5D7f\n2XvfDvypZB9DgFG5/ydROKfn5u2SzZva4OuobPMaYFBu+ubA3KxMjs5Nr3yGngTWKNle5TPxfyXz\nGj0vnZgtv3ODr2kIaWyrhRS+P+pYdxrwavb3WcCcyntASk6/BFxaXLZkO9eQzssbZf/vmL2W85td\ndv3o3seUKfxyyhSmTpnC1VOmLFsv6iv76uw5LVu31c5rbblz0QGFeedR/t08jWXrDJdkyz5Aqpdu\nRUldKbd8pS5+WmH6YbxZV9u5SpzL1CNq7Gd4do67pcr8yrnzopL38KsdvObKumVxHl9lf3XXd3L7\nrdTxhxXm7cWb9cthuelDSIm9dmDb3PSG6se5+QeWleWS5aI7P2cD/eEWNVaxMekED+lOMgf1k31V\nMz17rqerz+vZYykRUU9Ty8qy1ca++R2pT+/ulF/JPCkiXshtZ4akK0hdUjYmfRkCHEG6avmFKFzt\njIj8XTbeB6wNfCUiHiks90dJd5Pejy8V4lgVOL7spZHGE7i2yuurSdI7SINH3hARv11m46m5ZaPb\nXI50BXo66QdO3g9Ir23FwvQvkL4cj47smybb/zxJJ5OuOnwYOKODuH4BfJr0fv6j+HKy7b9RliIN\ncPs0qRVOPdbPnp+tscxQUqKmuO9Ov09VHAKMAj4ZEcUBuE8lDTx6MPDjwrw7I+I3+QnZ1aUDgauj\n0BohUiuYXwPHSNo8Ih4kXU0cBfwoIp7KLTtX0ndIV++rqRy79ciuRvUFmqyOruJ1qzgheqpv/Vsp\nP5fUq3IclhlIO/tszalzO6tnz7U+S2UOzZ6/FhFvdDeIiAclnU06l3yQdHU875SImE65BaRWaEUN\nnZe6YGVSpf654vdHg84l/cA6kNQ94/3Zts+psU7lCu+ewD8j4jGAiPhH1sVgP0lfKHyPWd/W3+qb\nXT2nQfPPaxU3RcQfCtPOBj5BqqeUtRbM+wyp5cd7SC1xARZKug34DXBuRCzJLf9x0sXQpcbVi4hz\nJH2F1LqmzDL1iA6sSTrHdXRcDiiZNotuHKesgfrOFhHxQH42qe5ebAn1BVIC5fD8vIh4XdK3SPWl\ng4A7O1k/rqgcu/WrzLce4ESNVVSaKN5BuorXX/bVVb8nVbrvl3QhqdnhLRExu9ENSdqd1PR7O1IT\n78G52eOqrHZXybTKXTDGZNsdRfoyezD/o7WKd2TPW2b9aIuWB1aRtFIhEXV/RFTtv9oFb8+er+vG\nbW5MqijcXqgQVH7g3EtuQDulcYq2BJ4m3RGsuL1Kk9pNc+sMIg18OQnYgtRqKb9i2fs5q8r78wxv\nvi8dqQzEWatr2pyIWKHO7XVFJeZ3SdqyZP7rlHdDKhvE9+2k4zeqSrncLHvelHRHhgnZ/38vWbaY\nICuqJGe6NB5Tb+vBxElvuyoiPlA2Q2lMqpo/6iPiVaVbN39E0lqkK9Y3AffmEyc9aAKpVUhZE/Gb\nSJXmsnNlrcGrp0Whu2lnzkvNFhF/k/QY6bx4Nilp8yLw5w5WnUT6/BeTWxeQfgB/hNRa0fqH/lbf\n7NI5DVrivFZRVues/EAfUzJvKRExA3hv1k17b1JyZwdSsmwX4BOS9orUvXEF0gWTe6tc+LyVGoma\njmIpqKfuBLB/1BhMuJs0Ut/JJ2oWZBeqit5BSuR9oeR7YmhuW9Bg/bigT9ad+jonaqzio6SrDYdH\n9PjtlntzX9WskT2/VGuhiLhY0mLgGOBoUh/Q17Mv1KPjzVuU1qQ08PCFpC5LfyE1Y5xPOlkfRTpx\nlilriVNpkVFJ9FSy39Wu1uatlD0fUmOZIHUhqbvFUBc0Enuj26z23r5Q+H9s9rwO1a+KBam7QcXp\npFZM00hjMzxPalY7lnS3krL3s1py73X65sDulbJ0ZI1lylqBFI9/fls7Z49q26oMUFzrPS7bfl5/\nSXj0R/W+N/uTxuj6CG+22Joh6eekVohxPATYAAAgAElEQVTLtIAsUWkVt2ZjIbIC6Xa3ZZ7PLVNU\nq1yWzevMeamzZpDOQytLGlZyxbYR5wEnSdqJ9EPtp8UfBCUmkc6fFxemVxI1n8SJmv7kjTpgW1vp\n2Hx9dV9lGvm+aeZ5raKeOmeHIuJh4OHK/9n54Hek7/fPk8bAq5wn662r1Tuv1dVb3yme21+ssb3B\n1Pc90Wj9OM91pyZwosYAyBImvdIFqTf3VUOlKWyHWfmIuBS4VNJo0q39DiQlOjbNmibW01T8eNKV\nnYkRkR9EEklfbSjyZVUSAGvUXCqpfAnvHRHd2YqlonLlp+zOR2XNKSsVp85WKspUjke1weWKd9mq\nHJPbImKHjjaudJeuI0gD0r0zcoPrZV25/qexcBvycvY8tuZSvaNy3DaNxu5AVZa8qWzr+xFxXB3b\nqPUeL3MXtYJKJenlmktZy4o0SOVxwHGSNiSN9fQF4Fuk8nViHZu5k/QDZFtJoyKi3q4Fr5IGPi+z\nWm6ZZcKusc1an4m6zktdkTWRv5105Xsn0iDpnXUeaayDC0k/Hjrq9rQLaVwGgJdKrggDbJfr9mh9\nXJYw6ZU6YG/uq6uafF7rUVlru2+RWtq1kRI1lXNcvXW1pTbZYAitWHeqt75TUe01vwosjIh6fgM0\nWj/Oc92pCfriVVyzLsky+zuRMso3drD4GyLitYi4OiImkcYG2Iilm50H1a84bEjqmlRM0mxDGuSs\n07Iv4oeAjVVyC8WCykjt7+zKPmuolXjZumTa7dnznt0Yw6OkQTG3K95GMLsjwlbkvvCysQ8eBrbI\nupF1pNI/94ZY9g4IO3Y66vpMy567M7FVS+VKeFm57s6ydDvpPal3W5W7NuxUMu9dHay7ZravaXXu\ny1pYRDweEb8CdiUlit+fm121/GY/in5PutJ4dK19KN06uuIeYEVlt88uqFwA6OpdRTpzXuqqyi1/\nv97RgpKGVpsXEc+QvlfXAO6OiPs72FzlblNXku7iVnxcX1jOrN9rwnmtN8yt7BreGLtxGumi58r5\nBbM73nVngno6aRzHVqg7NVrf6cg/gdXrqP9Dg/Xjgsqxe7KzgVrjnKixAUXSPqTbWAdwXETM72D5\nnbLxSPLTBpH6aAZLD/w2E1iryqaeIiVS3shiZ/1zf9Lwiyh3JqkVyxnFSrSkFbITMKR+z/8Fvpy1\n/qCw7PJl0+uVffE+AuyUXRGqbHc08L2S5e8A7gZ2l/Sxknga/lLNkicXk34oFAdF/irl/axPJ40z\n84tssLViHFvk3runs+cdCstsTB0/crqoMv7KxB7eT0Wl+9s6JfPOIfWL/l722pciaUVJW9Wzk2zA\n7D8Cu0j6Ysm2lF15r7gCeI10+971csuNAr7Rwe62BR7J+tJbHyNpFUlblMxajVSnKZ6Tobz8Qrp6\n/TLwLUlHqKQ5h6QdWTqhf372/L38d4OkzUgDic8i3X67OzRyXuqq80jnl90k/Sr3nZHf33qSLiPd\n4aqWyoDKtbrYVr4X9icdswMj4rPFB6k1xELgY8UfFmb9RQuc17pM0ghJx0laptVKNuZWpbVxfmy5\nC0gXK4vddg4jjafSLYPoR8QCUpJ9QrFO30OqvkedqO90pDIo8FllLdez8/a62b47Uz+uqIwpWTY2\noPUQf+lZf7VJbpCu5Ugj4e9AGp1/Aen2cmfVsZ3TgdUk/YOUbBHpCscE4MqI+E9u2b8CB0q6lHRF\ndQlweUTcB/yMlJS5W9IlWUx7kwZpm07X+36eQbrT0L7Ao5KuInW12iDbz46k2/0tknQA6Vaot0i6\njtQaZwhpULddSJX1fQrbX63KoGeQvki/n2td8mPSeAK3SvojqZKxN2kwv7Ik0MdJt6q8QNJh2XKj\nSZn9EcA2dbz+4vH7OvBu4MeS2kgDsm0DbA/8jUJLjIg4U9IOpNul7yRpCmm8iXHA27JYtgdeiojp\n2Xv8IUl3ZLGvQbridS2wXx3xdhR/qYh4RNJ0uvdKUy1/JY3L9Mus3M4lDXz6m4h4KUuuXQTcJ+lq\n0q26R5JaHe1CugvM5+vc1xGkFmo/zcrB7aRE0DqkY78qWT/riJgt6WjSFfe7JP2e9Ln+EOm93mzZ\nzYOkjUhJ1o7uXGGtJf/5WIt0Hr2HdCv26aSuSB8kXXk+NbfsLaSxwI7Kfjy8TLp16HdIfzwjaS9S\nYuUM0p02ppBaW44hfc4mAPnz/Pmk5MJ7gXslXUNqTn8waeDGSd3V3aCR81I37GuJpA+SLmR8inR+\nu5b0vTecdBx2Il2VPqaDbf2HpY9ZXv69PJg0gP15Ja0TK9uaJelyUpfj95EuNpj1B610XusOw4CT\ngROyOvN9pDrDGqTz5cqkC3P5uw39kHQ+/ZKk8aQBhDcmfdavo3tbW99AupnH1pQPmtydHiK9hwdL\nWkiq6wdpzK5XaaC+05GIuEbS90j13v9k5+1ns21sRqp3f4R0LocG68c57yQNxtzTx87yogXuEe5H\n9z4YwPewJyUb2klJkvbsMZfUiuRa0glqjSrrHpqtd0hu2oGkH3WPZdt5mXRC/QIwpLD+aqQmpy+S\n+ggXt/V50glxHumEeSrpFsNPAk8UtnVOtv46JXGekM3buTB9EPA53jzhv0b6wj8FWLGw7NqkL8vH\nSD9wZwD/IiWTJhaWLR7P4mMJsEJhnSNILWsWZq/vBFIyqB24seQ1rUFKZj2ZrfM86WrPx0ve27ML\n604BlpRsc33SVYtZpH6515DuolLr2H402+/M7LhMy9Y7HBiRW24UqY/1NFKF6T7gizViXOY97ij+\nGmX8O9k+NimZ9yTpjjS11m/L1j++nhiB/5d7L5d5/0gVgXNILY0Wksr/ncB3gY072m9hWyNIn9G7\nc2X4EdLttj9YsvwBpKtk80mf8VNIPyqrlbOvZfMmVovBj5555D4bV9RYpnIOPiY3banPB2kwxONJ\nCdLp2ef0KeBSYIeSbb6H1DR8brb/snPFSFLy4SbSOX4Rb3aN/SKwfGH5IcBXSOfX+dn54hpgp5Jt\nVz3fZPNLy2phmXrPS6XfDQ2+TyJ9711OquwvJJ0/7yKde9YqLN/hOafasqQfnEuA7TpYb6/sOF3e\n7HLshx+VR2fPadn0ljqvUeP7mTrrNdm5Y29SPfJO3rzJwgxSK4yjgeVKtr8KcFYW2xxSsmBn0pg8\n7fnzWa0463i/Ns7W/V7JvMq588MdbKOsvl6tTr5d9j7P5s268jq5+XXXd8r2WxLb3sBV2XFcSKoT\nTcmO+8qFZRuqH5Pq6EuA0+s4ztHsz2Z/eig7qNaPSIqIfnMrVzPLkbQBqZ/xdyOi2ij/VkLp1pPt\nEVFPKy0zMzNrgqwV9/FAW0Tc3E3bnAqsC2wQ/gFct6wF84+BrSPiXx0s69+g3chj1JiZ9SGRBqT+\nDXC4pOWbHU9fIWl3YDz13TnDzMzM+pcTSYmaznRRH5CyscG+BFzWUZLGup8TNWZmfc/xwArAZ5sd\nSB9yHHBrRFzR7EDMzMysd0XEVNIwCI3cFnug+yhpuISObtRgPcCDCZuZ9TER8TRpEE6rU0Ts3uwY\nzHpLdvePmrfnzbwSEd1190Ezs+4SdNNdn5baaMR7unub/VlEnM+bdzu0XuYxavoh9w80MzMbuLLb\n1j9B+qFTqz4wLSI26I2YzMysf/Nv0O7lRE0/5A+JmZmZmZmZ9Rb/Bu1eHqPGzMzMzMzMzKxFOFFj\nZmZmZmZmZtYinKgxMzMzMzMzM2sRTtSYmZmZmZmZmbUIJ2rMzMzMzMzMzFqEEzVmZmZmZmZmZi3C\niRozMzMzMzMzsxbhRI0NeJImSWqXdGizY7FlSVove3/OKUyfKqm9ge2cm21nne6P0szMzKy6Rust\nPU1SW1YvOqGBdaZJerIn4zKzxIka6zdyP+jzjzmSnpF0naRvSFqzZNXIPTqz33ZJU7oUfAsqOZbF\nR29/URffn868Z516j1uVpJUlnSDpdkmvSFoo6TlJf84SkENzy7bl3ruq5VXSF3PLnV5juS1zyx3c\n3a/NLM8J9f5J0mBJD0i6rJPrL3M+609J+bIf9pKOlzRb0irNimugy9U3r6yxTOWcdWxuclfqmnWd\nAyWNlHSspJslvSxpkaSXJP1V0pckjSxZrZGYSl+DpPGSLpD0dFYXeUXSw5IulDSpge33OEmDJB0o\n6XJJ0yUtyD5Td0g6uXjuyJJT7ZKWSFqvyjZXzl53u6TXOtj/Xdlyf+m+V2X90ZBmB2DWAx4Ffpf9\nPRxYHdgBOAn4pqSvR8RpueUvBW4Fnu/CPvtVAiDnReDnVebN6s1AShwCLN/gOuqJQJpB0p7A74Ex\nwP3Ab4FXgLcAbcDZwMeBPQqrvg7sLGm9iJhWsunDsmWGULtcfyr39yezWMyqyiq4TxQmzyOdSx4E\nbgLOjYhnS1bvckIduCkidu3M+q1O0mbAl4BdgbVIn9/pwC3A+RFxfRPDq+UQYLPs+Q2Szi1OKzgq\nIn6a/V1WJpaalv1QPBs4LCLO62ywTVJ8fT8FjgW+ARzd++FYTj3no/wynam31L1PSdsAl5HOAY8D\nfyLV48YCOwI/Af4H2KgL+9+tZL97AVeQGgBcB1wELAY2AfYEdgHO7cI+u02W4PwTsBMwgxTvNNLv\nhQnAl4FjJW0ZEY9nqwXQTqpDHgpMLtn0R4GhpPpTrfdoPLB19u8ektaKiGe6+LKsn3KixvqjRyPi\n28WJkvYBzgFOlTQnIn4NEBGvAq/2cox9xYtlx7IVRMR/mx1Ds0jaGricVCE4KCL+ULLMPsDhJatf\nB7wHmAScWFinUoG4Enh/jf0PJSWB/pM99pa09kB+T6whjSbTwQn1qiR9Ffgu6YfEzcDVwAL4/+2d\nebxe07nHvz9cUwkiqlIiaA2lV2oeGiLGok0RUlKRUNQNLtpSaU0tVdetXjOdkqDSmoKqqUVMMZa0\nUVE1xNCYlQiJIXnuH8/ayc4+e7/DOSfnnJw8389nf95z9l57rbX3ft+11/qt53kWffFB0lBJJ5vZ\n6Z1WyRIkLQachAtof6lI9gtccCryYPpcHxf7WmRfkd9C/x0ws3fkrsBHSDrTzF7v7DoFjdFO78jS\n77akNYDbgBWAo83sgpI0WwNntaVwMyuzps4m9Aaa2b2FMhfHJ486HUlL4ELWNvh44Ggze7+QZk3g\nHCBveSRgJvAI1ULNCGAy0ANYuUY1skmuTDQbDnSptjnoOoTrU7DIYGY3A/ukf8+UtCxUm5NK2knu\nMvVKMot8RdKdkoak4wNyJsl5t5K5eUnqIen7ku6V9Goyi3xB0iWSVi3WMWey3VfS0clsdFYyuzxZ\nUosXdDLhPFTSREnT5e5eT0o6R9KKhbTrSBotdwf7UNJLki5UG02oVRFHJne81N1G0mqSzpX0jKSZ\nkl6Xm3rXdW9Qha+3pLUkXSPpnWTKemsSIKryye7fQ+nevSfpfkl7laRdV9LZkiZJejvV+Qm5W10L\n4Ts9t+flpsjnap6J7V8l7VNM3wTnAUsBI8tEGpj7fd+35NDzuOVC2Wz1CHwW7Io65X8N74hcAVyG\nv0tGNFTzIEhietpGmdnBZrY+sCcump8j6Vv5E8xsupk9nYT1ICHpCOBM3FJpEzPb0cy+Y2Y/MLOh\nwBq41UVbZ/EXBDvhYtK4Gml+kfuu5LeHAdJ3opnZ6O5iVTkOWJLaVkdBF6Os3yJpaUnHS5qc+nDv\nSXpW7ka0dkozBrcIAxid72/msvoJ/l4+vUykATCzB2hpZZvVYzNJf0rlvyPpuiRaFNPNF6NG0qeB\ntYC/F0WaVOZsM7ujJJ9VJP1a7pY1I/WTt5N0arq27XJp58bSkfRlSX9O/bu3y66lBgfhIs1dZnZI\nUaRJ9X3BzPYBphQP4VZBfSUNKFzLxkA/XPypbGMkLQkMxdvr7wPv4kJNEJQSQk2wSGFm9+EzjisD\nOxYPZ39I2hO3PPgCrr7/Lz5LuTLzxJ7nmaeqT8WtE7Lt8bT/C8ApeGN8FfB/wFPAYcADRSElx9nA\nD4H7gYvTvlPxGee5yGckrwUuxWelxwAXpjIOBfrk0m4NPAZ8I+X78/T/t4EHJa1UUZdmqDVbWTRF\n3wC/T0fh9+/n+D1aCji6NeXJYxDdD+wNTAAuSGnuwTsSFNIL7/BeCiyLv2THAL2BayUV67E3/lJ9\nCvgVPts7G38uZYKJ4aawt+Odo6txcWMd4CpJOzd4nfk6fx43YX7RzC6rldbMPqqo02i8szHXDURu\nJTMU/57Xm6E9OOVzBW7ZM53obARtpEpMhxDUVSKop/POwq1n9jCzySX39CMzO5fCDLBc0B6b7teH\nqe7nFctIaedIukvSGpKukPSaPFbDxvnnImlQur4Zkh4v5lPCcNwK6NoG0paiikmAQpox1B/kIukz\n6R48l57nq/LBct+qcsvuSTre8ARASt9P0m0p7duSrlaNGDtm9hDwMtHuLowU+0mXAz/FXZd/gff5\n/gLshluMgVsU3pD+vp75+5vI484Mwa3LzqlZeHm/YAt8AmdWKv9R4OvAnyUtVeca3sV/x6vl2+xa\nSFoulZdZofwfbi15O7BVjVO3Be4APkz1HN9IeTkOTp9n1EtoZh+X7L4GmEHLialskuu3dbIdBPQE\nrjCzD/E+79oqCD9BkBGuT8GiyD3AdsCmuItHGQfjL4J+ZvZm/oCknuCqO3CaPFr+1AoXoSeB1czs\nnUIeQ/GX80jKXxhfAr5oZq+l9KfjLiZHSTot9wI5Em/4bwb2yr9YJC2PvzwzFf93+ItkCzP7Ry7d\nYPxl8SNcNMmzqqRTS+oH8ICZ3VZxrBGuwOOpHGhm873cJK3WyjzPxAWr4/KuE5JOw03six2kw3Cr\nkwtxE1hL6U8A7gT+R9LVZvZKSj8W+F8z+6RQ318A35K0rZndnz+Eiz4PA9tn50m6EvgzcBzQbOyI\nbdLnhCbPy3Mtfs3DgWyQsyfQCxeqas0I9QZ2BSZmJtCSrgYOkTTQzO5sQ72CRRwzu09S1kbvSMs2\nuiio34i7xlyPxxtYDdgMF3x+zzxB/RRcEB6Ty6soqN+Bt4Uz8dnRw4BdJG1SbMMTZ+OxF/4A3ALs\nhQ+clsSF9qyemaA+KFeHmcDncUF9DCnml1xQvzXlcWOq/wa4oL6rpM3N7N8p632B5fBO/9Ml9Zt3\n03KDM7lIfi8et2I88A9gc/x9soekrczsjUIWK+Mi+Ov4YORTzO9yNAQXo2/AB2CN9C8HAs+a2Vs1\n0jRiAVPPnWk87g4yCP+eTGpRiAvgE4BVgT/ionofYD/8vm9lZsX4SmX35P0k1I3Dn8/fcWEcvI29\nVlI+vk7mcnovPklxNf4dGZD2Zc+6jIeAfSStmvUVgg5nvRp9pH71Tpa0At5WjU9WHPljS+CuoZjZ\nDfLJtEHA9SWTNJvhv7mJZjajuUsAYHcKbtSSxgIH4oLN76tONLMPJd2Y0j0i6VK8n/1Esa+U43hc\nhDrPzI7JlTkC+DXVv+mdgGFmVs/qtwXpfm6O94NbWP40gpl9kPo7QySNNLMZyk1ymdkbJTp9nvwk\nF7hF8qFp/4TW1Cno5phZbN1s88fa+fXohOvuiwsTN9ZJ9+2U7oL0//D0/7BcmuuA94AVGyh3DnBn\nk3UVPgtxZ2H/mJTfQSXnZMc2zO2bggtKa9Ypb+907ncrjj+Kx6MpXlfVNhs4p+Te/6aRewRsmfbd\n3sRz/U1h/wRgdu7/pfDBz8vA4oW0ywJvp3r3ye3/W9q/REm5e6ZyRzZQx01S2pML+6emMls8n3Ts\njVZ8z09IZZ3R5HkD0nnnpf9/hc8MfSr9fyPwGrB4MW0hnxPTscNy+/qnfVc0ez2xLTobjbfRP0rp\nTs3tG055Oz0T6FWSR8/C/5XtNB5ToEVbj3e+5wA/KOwfk/Y/A6ya279yak/eBf4jt//olP6m/P50\nbPncb3BJ4AXgTWC9QrrBKY/zc/tGp33Dm3wOE9J53yzsP43ytjZr9y8tySt7Lh8D2zVRh7XTeVdW\nHM/u8aXMbz1wKnB4reeaO7dPST2HVZT3QPoufbmwfyvgI+APTdyTw7NnBSi3f1k8ts4sfAIn239P\nSv/1iuuYXVHn49Pxfdryu4yt+Y15bVkj23G58yYwf7+lR0rz2wbKrPwO40JpQ/kUzhuQzrur5Nj2\n6djZhf1TgecK+1bGBc78dc/EJ4IOoWWf7DngfQrtdDo2JZ2/XUk9H27DM1s15fGvVpw7FZie/s76\nOwen/7P+9deKaQt5fBbvD04s7H823YvlO/t73R4bi+gYdEFtYVETzEXq2CB7Zl3aV/x3+OzAE5LG\n4dYVE83s3WYzkrQjcAxuWtoTHwhnVFmOlAVWzPzwV0z5LodH1H/S3LqnFlumz40qZn+WAXpJ6mlm\neZ/fJ8ysMr5LG9g8fd7ejnmui4s1D5vZ7PwB81mQSeQC2iUT3Y2AF/EApsX8Vkmf6+fOWQzvdAwH\nNsQHWfkTy57nOxXP52XmPZfOYDQ+izNE0h/xAMPnmdnsOjNCI3Bx8Kpsh5ndK2kqsJekHhZxRNoX\nt9haF7dgOIBy646Fr6xqsuCxjcTO+iRt81Fox2pS4/t6JR4kc0fKLR9/bDlLBjN7K80sD8Pv4d/T\noSNwIWOkFczpzSy/jOueeEyZ4y1n9ZjSXSPpMXxAllk+fiZ9lq2SVYo85sR2wCRrOSt9ZqrrEEmH\nF+o6C4+pUMV4M7un0XowzxW1Xt0PLdk3CRdw2gX5SjlbAheZu0fPxcwezKwFStq2qnsyEreQOtbS\nyCXl9UGyjr0RH9xdmJ7Hl4FHzay4RPlJeND2qgY5u3d9G7jMLsWECerQ/uaAAbag+ps3mdnXyg7I\nXStHlx3LMLPp8iWa95e0Om7xdTf++2wRg28BUtbnzL5fVS76czG3ittD0vq4y9ZmuPXv9mk7UNKu\n5tY3PfDv7KSKdvoBvG9bxqP16rKgSf2dZ/B+4G/wPtHruFBVi+H4b/nywv7LgZOB/XHXtyCYSwg1\nwVy6uHDSnvROn0XT7rmY2VWSPsZdU47Fl8L8JL1Qj7V5S/bVRB4nYRw+w3orrrTPxBvrY3Bho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sgwu4P5R0opn9Xy79eOAB4NU2lLkwtgV1kXQCLuLOAe4BbgZmAX1xUXyopJPN7PROq2QDSFoL\nuBHYEJiGX8e/gOWALYDTgRMk9TazD3KnfgJ8ChgMjC3JekRKswS1vwN7AJ9Of39D0jFmNqv1VxQE\nQRAEbSeEmiBImNlL7ZCNSndKawC3ASsAR5vZBSVptgbOaoc6dDkkrQf0B35aI9lVNUQczOz5qmNV\nxTaZvqvye+B/gUOBIzu5LkHQVp42sx8Vd0raHRiNi5IzzOxXAGY2HZjewXXs8kg6AjgTF/33NrPJ\nheNLAkcwT4Dokkjqgb8bP4eLTqea2SeFNBsCF9Kyz/o0PrkygoJQI2kJ4JvALcBX61TjYFzIuRBv\nYwcDV7TicoIgCIKg3QjXpyBIlMWokbS0pOMlTZY0PZlZZ2bla6c0Y4DfpFNG5037c1n9BFgZOL1M\npAEwsweAnQrl/0cq/wlJHyRT8FvKYrLkYpysLel7yRR+lqSfp+NzJN0laQ1JVyTz8tmSNk7HF0um\n5w8ll4T3JN0vaa9W3dD5yVzCrmltBiqJUVOS5lTgzvTvKQU3i3zslx6STpf0VHIVeFPSeEn/WVWu\npBWTi8HL8rgxg3Jp9knfn3fTc3pM0qEVdVxL0jWS3knpby0rN8PMXsEtCg5Ig48g6HaY2c3APunf\nMyUtC9VupZJ2krtMvZLauVck3SlpSDo+INcGZ+6Qc/J5pXbg+5LuTa4vH0p6QdIlklYt1jHXxvaV\ndHRqP2alNuJkSS3E4Vy7OjG9Q2ZIelLSOZJWLKRdR9Lo1MZ8KOklSReqpdvPirioPwvYoyjSpPv5\nkZmdC5xWOHctSWPT/fow1f28YhkpbeU7I/9cJA1K1zdDzccg+x4u0owxsx8WRZp0LX8HdgTeKxya\ngws0/eVWOXn2AFYBxtQqPD3n3YEJuPA1BxdugiAIgqBTiU5/EMxP0Tz6cnzwcB8+6zcHNyvfDRgH\nPIeb5q8ADMJdmyblM5D7zw8BPgDOoQZm9lHuvMVS3rsDfwfOw8WeIcCdkoaa2e9LsrkA2By4Cbgh\n1TFjZeB+3OXqt7jZ+PtpgDEO2DeVNTql3xO4Vm4Kfl6tutdhIH79k+olrEM9F4a7gDVxYWhC2jLe\nBUgDknuA9XFR5w9AL/w57yxpJzN7MHeeAUultMsAmdXPWym/s4HvAFPxe/gB7nZwqaQNzOy4LCN5\nDI77cXePG/F7vUmqTy23pgdx97hNgYfq3IMgWCgxs/sk3QNshw/M87HG5v72Je2J/36m4W3uW8Bq\nwGb47/j3wPO4SHEK/tsck8srExO+kI7fgbtezgT6AYcBu0jaxMzeKanq2cD2qX63AHvhrp1LAj/M\n1XMx3MV1UK4OM4HP4xZyY4B3UtqtgVtTHjem+m8AfBvYVdLmZvbvlPW+uFvQFWb2dEn95t20+d8p\nGwD34u6244F/4O+KI4E9JG1lZm8Usih7Z+Tdj4bgEww3AHfTfL9yBP5sa7pnmdnsikNj8Wc4PH3m\n832D+b9DZQwDFgcuN7NXJN0B7CRprVZYcQZBEARBuxFCTQCATtMvgHXxDtgBdkpp53RhKms9uXVF\nGf0ayUDSCninf7yZ7VM4tgQeXwEzu0HSSiShxswuK2S1Gf5bm2hmMxq/BIbhIs1t+KzpnFT2z4FH\ngEsk3WxmxVnGDYCNzWxaSZ4bAb80s8ML13M43vm/EHfNsrT/BFyg+B9JVyfrjqaQtDQuRjyaXUMF\nQ0osS2aaWcPuYGZ2dxKdDgImlLlYAOfjIs3+eaFL0unAX4BfAPl6CBdWHsNdDPIDn11xkeZ64BvZ\nsfT9uBo4RtKVZvZoOuXMlNdx+Tgckk4DTqJaiHokfW5LCDVB9yYTajalepB9MPAh0M/M3swfkNQT\nwMxeAE6TBxWfWtEWPAmsVhRjJA3FRfqRwBkl530J+KKZvZbSnw78EzhK0mlm9nFKdyT+XrgZ2Cu3\nH0nL48J/5qb0O+BjYAsz+0cu3WBcRPoRcFTavU36zKwHG+VioCcwzMzmuvbk2p+zaGlNUvXO2Db9\nuTOwo5nd02RdkLQm0Bt40cyeq5e+DDN7QdIE/H15Ssr307hFzQVm9kmJoVOeEbh4lll7XoZf0wjg\n5NbUKQiCIAjag3B9CjLWxWcIvwJc2g3K+jzeySrbvtZgHtmguUVQQTP7pAnR5TPp818Nps/ITP2/\nnxc4zOxJ3NVqBeDrJeedXSHSgF/L90v2j8Rndo/NRJpU1gf4TOeSwN5N1j/js7hQVe/696Xlszqh\nlWWWkqxp9gNuLlojmdmzwK+AjeQxEeY7DByfF2kSI/HB1uH5Y8l8/6T0b+aKsRR+jdNwsSjPWaSZ\n9Qqye1c07w8WFSTr0K3zyNquFq44BT5J23yY2duNFmRm0yssZq7E3Wx2rDj1x5lIk/J5C7eCWR5/\nv2UcgYsvI/MiTTrnPTN7P/27J7AG8NO8SJPSXYOLxENyu5t+pyRRZDtgUl6kSZwJvImL5f9ROFb1\nzsgY3xqRJtHad2OR0cCakrKA89/ErWRGV58y14ppfeCG3Pv8OuB94KAyV7YgCIIg6CjCoibIyEyZ\nHwEOr5VwISnrJjMrFWRSfIKaHTjwTrykW4H9Ja2OW03cjXd0a1mGtBcbA9MrVvq5GxcJymKbPFqy\nL2NqznweAHksiI2AF/FVV4rnrJI+12+k0iWsnD7/XTMVDK4VTLid2By3kFmuwuJqg/S5Pu6WlDEr\nCWRFtgRmACNL7ls24Mnu27q4C9XDRTN+M/tA0iRgQEW930qf9QavQXfFLAaN8/gdLlI/IWkcblky\n0czebTYjSTsCx+CrC/XEB/gZq1Wc9peSfS+nzxVTvssB6wFPJuueWmyZPjeqaJeWAXpJ6tmMEFVg\n4/TZQlQxs1mSHsYtONcDnsgdbvHOKFDrfdNRXIdbgw7HvwsjgMfN7G91zsushy7PdpjZTEnX4hY6\nOwO3t3ttgyAIgqABQqgJMg7ArVsOX5BuT51QVhnNDHgG4zEH9gd+lva9JekifFa1xYxuCZm70Geb\nKBegB76iRxmv5tIUea1kX61jK6XPPlSbehuwbI18FxZ6ps/t0lZG2bW+XiO/xWnsvq2QPosxIDJq\nPbcYpAeLCr3TZ9XvBDO7StLHwHHAsbj74SdJWD82WcfVRR54eBwev+pWPI7MTPz3dgwurJZRtgpV\n9i7IhJ7s915l3Zgna5eG1UhjeHyYt5nX/q/eQN4Z2buiqp3J8ly+sL9Wu9TI8Vq09t04H0novgqf\nVBmDL/P937XOSRMUQ/C2vSjGXI4/i4NLjgVBEARBhxBCTQBAEkyG1E24kJXVVpLrzyhglKR18KC4\nI5kXT+TUBrJ5FO/EbyZpuSZcpqZTvbTqqrk0LapdI8+yY1keD5rZNiXH20oWQ2Klmqk6huxaf2pm\no5o4r+qeTgc+NLPeFcfzZLP9q1Qcb7HKTI5sIPdmjTRB0B3YPn3WtNQws/HA+BTrpT/u0jgMWF/S\nhkVXowpOxi08Ny3GSEnxudpC9ntvpG3I2qXdzKwRYeB+3DV2IA1YhxbKqGpnqt4p9dzgWu0mZ2Yv\nSpoGrCFpnUYFtgpGA4fgMWY+wgMf1yILyLwc8HGFl9MgSSvVsSgKgiAIggVCxKgJggYxs2fN7JfA\nDnhckq/mDmeuLIuXnPcBbqq/LD77W0kKKpnxOLCC0vLZBbLBTFtXUSIFI34K2DCZ67c30/A4DW2a\nNW2CymcBPIwPLLZup7IeAj6T4j/U42k8AOoWKiyznVYG60f1oCe7d7EKSdBtkdQfF13eoMFAuSnW\ny81mNhyPE/M55nfTNMrbAoB1cNekokizCSlYfGtJgvwUYN0G2ocsQHij7dLVeAydwZI+Xyth7p2S\nrXTVvyTN0rjr10x8JaiO5De4BVNN4VzS4rVixpjZRDyg82q463M9F7HM7WkcHpusuD2AW1QNbeAa\ngiAIgqDdCaEmCCqQ1KskqCz4zONizB9kOOsU9qnIbhRuDXGSpCPKOpxpFY384CRbPerMtMxrlm4D\n4Ft48NkbGrmWBjgfN3m/JAW9LdZtQ0lVliA1MbNZ+CBh4/x1LEAqn0UKAHoNsL2kI4vH5Wxf3F+D\nLCjwr9MqYcX8+maDNDP7EF+9pTfzVm/JOIEU26KCzdPnfU3ULQgWGiTtji9lbcAoM5tZI23/YluS\n/u+Vzi+2zVUuQi/gQsrctk1SD+DcVl1ESy7GLZcvLAbpldQjCbTg8c9eAr4nactCHkhaJr8/xeI5\nARcS/ihpo5JzlpJ0LMnq08xewmObfUnS/oXkJ+CWfr9r0J23PTkbF1hGSDqtJJgx6fruptzVN89+\n+FLp362VKFnH9gf+YWZDzeyw4oa/Y6HlKlhBEARB0CGE61MQzE9eQFkdeEzS43hwxWm4K9LXcYua\nc3JpJ+KzkcfIl+p+EzAzOwP/4+W0lPMNeNDD4yTdhc8cr4gvt7ox3mHNuAyPkbMHMEnSLbj70Dfw\nQLXDm1zuuxIzu1jSNvjsYf9Ut1fx2ckv4tYeW1EjbkQd/ozP2H6J8kCc7ckU/Fl9Q9KH+IoiBpxn\nZtPxlVjWB86TNAK3spmBCztb4QOWhuLxmNktks4ETgT+Kem2VN4qeGDiLfH4Rlkw0RPxAJU/kzQA\nD1i8SSr3XkpmuxNb48GYF/S9C4IFzXq5gLlL4Sv/bIOv1DcLX7r+13XyOB9YVdL9+G9LuKXjxsAf\nzCzfjt4B7CdpPG6BOBtf5WcycAEuyjwm6bpUn93w3/A02h4b6kJ85ahBwNOSbsJdrdZO5WwL/M3M\nPpK0L3ALMFHS7Xg7tgTQF7egvB8P9guAmV2SxOEz8PfD3en6PsLbsp1x4eoHufocgYu9l0vaG3/f\nbJrSPkc7r7LXCGb2Xno33oi7FB8i6U/4/V8OF6m3xF3JiqvuFfP6K1AWfL9IJr5Uuo2Z2ZQUYHkL\nSf3MrM3Wq0EQBEHQDCHUBIsiRrmLSXH/8/hs5EC8I9sTD5x4D74E9sS5J5r9W9LglP5QfJUOwzvR\nWZrHkzXM4XjHfW98hvBdYDJwNPDrXHqTtBceMHNYOj4T77D/xMzubfC6GsLMDkxi0LfwJcyXxcWa\nKXgHP78SSLNlXYZbFQ2mpdjQaF6NPDPMbE4ahJyFiyTLpzSX4atovZ2WZf1vPE7Bgen4NHwQc3UD\n5ebL+4Gke4Ej8cFXDzxA5TP4zO4dubTTkuXU2cBO+CpPE4Ev4wFRv1zMX1JvXKi5qLhaVBAshHyO\necG3Z+IWL08CY4CxZlYMvlvWPvwE2AcXGb6S8nkOt1S7tJA2Cyo7EHdXFb7C3WQzO1/SbDzu2KG4\nEH1tqt/kknJrtVVlbZFJ2gc4DBcHRqQ0LwCXME/AxcweltQPOD5d0w74MtEv4/fmMgqY2VmSbsTb\nnoG4oLEE3pbdDow2s3z785SkzfH31C54O/8KLlj9yMyaiYHVpvdN4TqmStoUj7uzLy5IrYQL6FPw\ngP6X1rKyapRkeXUgLthdXif5aFwoGkGd4MRBEARB0N7IrF3es0EXQpJZLOUadDEkTQDWBNa2aHga\nJrkv/Az4UsVS7UEQBEEQBEHQqcQYtH2JGDVBEHQUp+JCzT6dXI+FhhR0+Cjg+hBpgiAIgiAIgmDR\nICxquiGhZgZdleRataqZbdLZdVkYkDQMd4f7TzOb0tn1CYIgCIIgCIIyYgzavoRQ0w2JH0kQBEEQ\nBB2NpL7A8AaSPm9mYxdoZYIgCIIOJcag7UsINd2Q+JEEQRAEQdDRpNXs7mwg6QQzG7iAqxMEQRB0\nIDEGbV9CqOmGxI8kCIIgCIIgCIIg6ChiDNq+RDDhIAiCIAiCIAiCIAiCLkIINUEQBEEQBEEQBEEQ\nBF2EEGq6KZIW7+w6BEEQBEEQBEEQBN2bNPaMmCrtSAg13ZPXgT6dXYkgCIIgCIIgCIKg29MHH4MG\n7UQINd2Tm4ChnV2JIAiCIAiCIAiCoNszFB+DBu3EEp1dgWCBcDZwlySA3wIvmtnszq1SEARBEARB\nEARB0B1I7k59cJFmJLBD59aoexFCTTfEzJ6StAPwXeAB4NNKqk0QBEEQBEEQBEEQtBHD3Z1uAnYw\ns6c6uT7dCplFzJ8gCIIgCIIgCIIgCIKuQMSoCYIgCIIgCIIgCIIg6CKEUBMEQRAEQRAEQRAEQdBF\nCKEmCIIgCIIgCIIgCIKgixBCTRAEQRAEQRAEQRAEQRchhJogCIIgCIIgCIIgCIIuwv8DB8AjW0M1\n62IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d418850>"
      ]
     },
     "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
}