{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Classification\n",
    "\n",
    "## Saccade and intersaccade\n",
    "\n",
    "The trajectories of flying insects are often composed of saccade, \\\n",
    "a rapide rotation, and intersaccade, period of no rapid turn. During \\\n",
    "a saccade the angular velocity can reach several hundred or thousands of \\\n",
    "degrees per second.\n",
    "\n",
    "An example of a saccadic flight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from navipy.trajectories.random import saccadic_traj\n",
    "from navipy.tools.plots import get_color_frame_dataframe\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3NjYwOjqKnp4enDt3Th2yZxSrt7DVcnHJIMOe3BRkbCUIAsLhMMLhMPr6+tTv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TmZnJ2rVriYmJ4fPPP0ev1/PNN98AV04+R48eDcAjjzyinYB+8803xMTEyErGHbLk8/bSSy/x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\nxItiWQRFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe9a3aa4f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fix the seed for constant example\n",
    "np.random.seed(0)\n",
    "# generate fake saccadic data\n",
    "trajectory, saccade_df = saccadic_traj()\n",
    "# for colors\n",
    "colors, sm = get_color_frame_dataframe(frame_range=[\n",
    "    trajectory.index.min(),\n",
    "    trajectory.index.max()], cmap=plt.get_cmap('jet'))\n",
    "\n",
    "# Plot he trajectory in lollipops\n",
    "f = plt.figure(figsize=(15, 10))\n",
    "ax = f.add_subplot(111, projection='3d')\n",
    "trajectory.lollipops(ax,\n",
    "          colors, step_lollipop=20,\n",
    "          offset_lollipop=1, lollipop_marker='o')\n",
    "ax.set_xlabel('x')\n",
    "ax.set_ylabel('y')\n",
    "ax.set_zlabel('z')\n",
    "cb = f.colorbar(sm)\n",
    "cb.set_label('frame number')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To extract the saccade from a trajectory, we need to use the angular\n",
    "velocity, and two thresholds. When the angular velocity is above the \n",
    "highest threshold, we have a saccade. When the angular velocity is \n",
    "below the lowest threshold, we have an intersaccade. Part of the \n",
    "trajectory between the threshold are unclassified. Indeed it could part\n",
    "of the saccade or intersaccade, depending on the noise presents in the \n",
    "trajectory.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from navipy.trajectories.tools import extract_sacintersac\n",
    "\n",
    "thresholds = [0.02, 0.03]\n",
    "sacintersac, angvel = extract_sacintersac(trajectory, thresholds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then plot for example the result of the saccade intersaccade\n",
    "extraction as follow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/bolirev/.virtualenv/toolbox-navigation/lib/python3.6/site-packages/matplotlib-2.1.0-py3.6-linux-x86_64.egg/matplotlib/figure.py:418: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
      "  \"matplotlib is currently using a non-GUI backend, \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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FvP5hVQBCiJOBewET8LiUMjpqFWPh9uvqNmNKZ1sdq3c20NYRQAiYkhnPtxe5WFiQwvz8\nZBxWpScViv6oddcawr66pMcunThLHHPHzOVbE7/FvDHzmJA0ITpz+KMUq9XKcccdR2JiIiZT5L+3\nYZNsQggT8CfgRKACKBFCvCGl3DhcfahodIee8Ov5ZHt9+OCVK8XBGbOyWFyYylHjUkhyqn3DCkV/\ndO7D75zD7xT4sZZY5mbM5dwJ5zJvzLzoLdoeJui6zqpVq3jxxReHpP7hfLSdD2yTUu4AEEI8D5wJ\nDJkCaGjvvnBbx656NwCpsTYWFaawqDCVRYWpjE1U+/AViv6o99SHn+5LqkrY0bwDAKfFydyMuZwz\n/hzmjZnHpORJSuBHiI0bN3LaaaexbNkyxo8fPyRtDKcCGAuUd7uvAIoj3YjXH+Snfz6JNp8Pn99w\nx6YJwdQ4M/NTzTitZmwWExqCsh2CXTsFAsOpg2FLTYTiAg0Bolt+KN0kTDhtCTgdqcQ6M3DGZRIb\nl02sIxWnxUmsNXZU2whXKNp8baytXsuqvatYXbWarY1bAePg1ZyMOZxVeFZY4B+u+/CjzZQpU9ix\nY8eQtjGcv1xfW2X2cTEuhLgGuAYgNzf3oBuxmTXWU4XPLsEOEgHCaEgC0gf4jLjerQMSkN3LhdL1\ncN7B7fQRgFNYcJhsxFqcxFrjcNoTDcVhiSXWGovT4jQUhiU2fHVYHMRaYrvi1thDcienUBwMvqCP\nL2q/MAT+3tWsr1tPUAaxmWzMTp/NN+d8k/lj5jMlZYoS+IcRw/lLVgA53e6zgT29C0kpHwUeBSgq\nKtpHQRwIIQQrr/xqyByfSCkJBH24Wypoa95NW0s57a17aGuvpr29ljZPHW3eJtp9LbT7W2nTBO2a\nRrsQtGkaNSYT7SazcS/kvhqwD8yaOawkHBYHZmEOvaFoaJpmXEXfwSRMRtB6XYUJTWiYNXOPePgz\noXJJtiQyYzPJjcslNz5XvdUcJgT1IJsbN7N672pW713NZ9Wf4Q160YTGtJRpXDntSoozi5mVPgub\nSXmNO1wZTgVQAowXQuQDlcAFwEVD0dBQer0SQmAx20hILiAhuaD/wsEAtFVDyx5oqYTWvca1ZQ+0\n7EG2VOJpq6Zd+mnTNNqFRrsmaDOZaY9Jot2RQLstljargzaLDbfJTLumoZvt6CYrQYJIKQlK46pL\nnYAeQJc6OjpBPWikyQC6rhOUQSPowT7jnZ/vjPcmzhLH1NSpzE6fzYLMBUxPm45FU2YtRgNSSna1\n7DIEfpUh9Ft8LYDhAOXs8WezIHMBRWOKiLPGRbm3iuFi2BSAlDIghLgeWImxDfRJKeWG4Wo/KpjM\nkDDWCMzbJ1sADl3H4a4nrXVPl6Jo2dsVb9wLzevB397zw9ZYSCmAlPGQUgip40P3hWAb/D+wlJKA\nDNDgaWBv+152Nu/kq7qv+KruKx7+4mEe+uIhHGYHczPmsiBzAQuyFjA+cbyaqhpB1Lprw1M6q/au\notpdDcAY5xiW5C6hOLOY4jHFpDnSotxTRbQY1sk8KeU/gH8MZ5sjHk2D2DQjZM7su4yU0NESUgwV\n0LAT6rdB3VaoKIH1L9NjOSV2TDeFEFIQKYWQlAcDtJQohMAiLGQ4M8hwZjArfRbLxi8DDGcbJVUl\nYeHyYeWHACTbkynOLGZB5gKKM4sZGzt2MN+M4iBp8bVQUlUSntbp3KmTYEtg/pj54d8lNy5XKWoF\noE4Cjw6EAHuCEdIn7Zvv90LDDkMp1G+F+u2Gctj4BngautVjgsRcQzEkF4Su44yQmGe8sQyABFsC\nJ+SdwAl5JwCGXZfuT5pv73wbgOzY7LBCmJ85n2R78qC/CkUXHcEO1tWsCwv8DfUb0KVOjDmGOelz\nWFa4jOLMYiYmT1RrN4o+EVIe9DrrsFFUVCRLS0uj3Y3RjbshpBi2GYqhYXvougN8bV3lNLOhBMJK\noQBSQteEnAErByklO5p3sGrvKlbtXUVpVSltfqOdCUkTwgphbsZcnBbnUIz4sCWoB9lYv5HVVYai\nXVe9Dp/uwyzMTE+bHp7SmZk2U9nEjwCbNm1i8uTJUWv/4Ycf5uGHHwagubkZl8vFv//97x5l+uqj\nEGKtlLJoIG0oBXCkIiW013YphYYd3RTEjn3XHCxOsMeDJQaEBqEzEvu9huIBARuFzmqTn9VagHXC\nj0+AWcI0aaEYG8XSzkxsWHvUy7712hMgyQWpEyC7yJje0g7fJ9vuynT13tWUVpXS6m8FlDIdDroL\n17vX3M3mhs0RrX9S8iRumn/TAcv5/X6WLFnCT37yE04//fT99rGTg1EAagroSEUIiE03Qt5RPfOk\nNHYvdSqFlkroaAVvM/g9gASpG+WQva50u9cxS8kMJDOk5DtIvHqQz/GwGjerhYfHaOMR2oiRgjnY\nKJY2inUbkzCjSbrqlTo07YbNfwfdb7RjS4DsuZC3EPIWw9g5YB69Wxb9QT/bmraxoX5D2FRynacO\nMKbTlrqWUpxZzPwx80mJiaxZYMXIZcWKFSxZsmQf4R8JlAJQ7IsQEDfGCHkLI1q1HVgQCmAsXJZW\nlYbXD37fa+GyeEwxxZnF5MXnGQuXetCYzqooNRbAy1fD+78yKjPbIXseuBZD3iIjbhl5DsC9AS+7\nWnZR1lJGWXMZZS1l7GjewdbGrfhDyi3FnsL8zPlqQX2EMJAn9aHg6aefZteuXTzwwANDUr9SAIqo\nEm+NZ0nuEpbkLgEMM8Kdi5qrq1bzz13/BCDDkUFxZjHTU6fjSnDhmnA8aTMvMOzOtNfD7k+g7GPY\n9RH85y5AgskKY4vAtchQCDnzwTo8UyW61Klur2Zny86wkC9rLmNXyy72tu+l+xHAMc4xuOJdXDL5\nEqakTGFKyhRy4nLUTp0jnLVr13LPPffw4Ycfog3RVKdaA1CMWKSU7G7dHX47KKkqoamjKZwvECTZ\nk0iJSSHVnkpKTAqJtkQSTTaS2htIaCwnqeZrEmu/JjEYJFEKrFlzDIXgWgw5xYM+M9Hma2NXy64+\nBb036A2Xc1qcuOJduBJc5MXnkR+fjyvBRW5cLg6LY1B9UAwN0V4EvuKKK1i5ciXp6ekAFBUV8fjj\nj/cooxaBFUcMUkpq3DWUtRgCttZTS52njjpPHQ2eBuq99TR1NNHeewG7G04pSAz4SdSDJAYlibYE\nkuLGkpg8nsT0qSTGZZFkSyLRnkiCNQGJxBvw0uxrZm/bXirbKqloqzCmcJrLqPXUhuvWhMbY2LFh\nQe+Kd5GfkI8r3kVqTKp6oh9lRFsBDAS1CKw4YhBChA+mFWfu35CsL+ijuaOZxo5GmrxNNHY0Gvfe\nRpo6mmhy19HYXEZTezVlvhaa2rbR7t4BFSsH1I9EWyKueBeLxi7q8TSfE5eD1aR8SShGD0oBKA47\nrCYraY60gZs48Lnxla+iuey/NFauoalmA016B00mE1pMMvbkQuIzppKVewxZ2UfhsMUO7QAUimFC\nKQCFwurAWrCEtIIlpIFhxK96Pez+FHZ9ArtXweb3gfvBHANpEyBtkhHSJ0PaREh0HdZnEo5UpJQj\nduouEtP3SgEoFL0xmSFrlhEWXGucQ2jYYSiE6o1Quwl2fghfvtD1GXOMYX8pbSKkTjSUROpE41S1\nWU0LjUbsdjv19fWkpKSMOCUgpaS+vh67fXDbnJUCUCgOhBAhw3q9zH97m6H2a0Mh1G6Bmk3G28JX\n3fy3ChMk5/dUCmkTjFPM9vjhHYfioMjOzqaiooLa2toDF44Cdrud7OzsQdWhFIBCcajYEyBnnhG6\n09FmGOWr22oohrothqLYuhL0QFe5uKwupdD97SE2vcschiJqWCwW8vPzo92NIUUpAIUi0thiIWu2\nEboT9ENjWU+lULcFPn+2p2E+W7yhXCwOY/qot0mMfk1xdL9ygPxuDlE700w2cKSAMwUcqeBMBWda\nyGxIRigeuo7WqS09aJhX9zaDt/MaCr42CPpCIWCYHQmGgt7r2mc8YHy2M67791+XZjFOqltijClE\nqyP028cbJt1PvWfIvwqlABSK4cJkMZ70U8cDp3WlS2k4AOpUCg07DNtL/nYI+PY1sjcQY3x9Xukn\nP5QX6AB3PbjroHEXtNeBr7Xv8cQkgTO9y6ZU93hYWaQb10haJw0Gugnw/YT+8jtaDqIxYfTdZDUs\n5vaOa5ZQWre4Jb7vdM1sfLYzrgfB74aA17j62o3fva4Gmisj9331g1IACkW0EaLLc1zBkmj3Zl/8\nHmirMazHtlUb8bYaaK/piu9ZZ1y7v8l0JybZUAqxnW8Q6UbcmWask0jdeFLu/WTe15P6/hRSGGE8\nRdsSuvxoJOZ1xXuE+J731rguIW+ygGaK+Nc5klAKQKFQ9I8lxvAml5R34LI+d0/F0FYdUhzd4hUl\n0Fa7r8nxToSpSzB3Tocl54M9cf+Cu7cQV1tyB4RSAAqFInJYHWB1GX4bDkRHmzHVJKUxraWZQwLc\nqRbBhwmlABQKRXSwxRpBETVGtDE4IUQtsOsQP54K1EWwOyMFNa7RhRrX6GO0jy1PSjkgOygjWgEM\nBiFE6UAt4o0m1LhGF2pco4/DeWy9USslCoVCcYSiFIBCoVAcoRzOCuDRaHdgiFDjGl2ocY0+Duex\n9eCwXQNQKBQKRf8czm8ACoVCoegHpQAUCoXiCOWwUwBCiJOFEFuEENuEED+Ndn8OBiFEjhDi30KI\nTUKIDUKIFaH0ZCHEP4UQW0PXpFC6EELcFxrrl0KIOdEdQf8IIUxCiHVCiLdC9/lCiNWhcb0ghLCG\n0m2h+22hfFc0+30ghBCJQoiXhBCbQ7/dUYfDbyaE+J/Q3+F6IcRfhRD20fibCSGeFELUCCHWd0s7\n6N9HCHF5qPxWIcTl0RhLpDmsFIAQwgT8CTgFmAJcKISYEt1eHRQB4EdSysnAAmB5qP8/Bf4lpRwP\n/Ct0D8Y4x4fCNcBDw9/lg2IFsKnb/d3AH0LjagSuCqVfBTRKKQuBP4TKjWTuBd6RUk4CZmKMcVT/\nZkKIscAPgCIp5TTABFzA6PzNngZO7pV2UL+PECIZuB0oBuYDt3cqjVGNlPKwCcBRwMpu9zcDN0e7\nX4MYz+vAicAWIDOUlglsCcUfAS7sVj5cbqQFIBvjH20J8BaGceI6wNz7twNWAkeF4uZQORHtMexn\nXPHAzt79G+2/GTAWKAeSQ7/BW8BJo/U3A1zA+kP9fYALgUe6pfcoN1rDYfUGQNcfbScVobRRR+gV\nejawGsiQUu4FCF3TQ8VG03j/CPwE0EP3KUCTlLLTRVb3vofHFcpvDpUfiYwDaoGnQtNbjwshnIzy\n30xKWQncA+wG9mL8Bms5PH4zOPjfZ1T8bgfL4aYA+jIhOOr2uQohYoGXgR9KKfvzXjEqxiuEOA2o\nkVKu7Z7cR1E5gLyRhhmYAzwkpZwNtNM1ndAXo2JsoemNM4F8IAtwYkyP9GY0/mb9sb9xHC7j68GI\nPgeQmpoqXS5XtLuhUCgUo4a1a9fWyQEagxvR5qBdLhelpaXR7oZCoVCMGoQQA7agPKIVgGKE4/fA\n1+9ARSm0VBru+vRAT5+1+/iv1fb1cds93eKE9Mkw6VTDC5RCoRgylAJQHBpf/g3e+anhQNxsh4Rs\nw5uTZgGk4eVJ6n3E9dDMaWdc9ox7m+Hz/4N3b4GZF8Ip/89w/6dQKCKOUgCKg+c/d8N/fgM5xXDu\nU5C30HCgHSmayqHkcfjkfqheD5e/BTGJkatfoVAASgEoDpYvXjCE/8yL4Iz7wTQEf0KJOXDiL8G1\nGP56Abx0BVz8EmimyLelGHH4/X4qKirwer3R7sqIxm63k52djcVy6A9fSgEoBo67wZj2yVkwdMK/\nO+NPhFN/B2+ugE8fgEUrhrY9xYigoqKCuLg4XC4XQjmH7xMpJfX19VRUVJCff+hrZYfbOQDFUPL+\nncYc/am/G3rh38mcy2HSafD+r6F2y/C0qYgqXq+XlJQUJfz7QQhBSkrKoN+SlAJQDIzKz6D0KZh/\nDYyZNnztCgGn/QGsTnjtOtCDw9e2Imoo4X9gIvEdKQWgODC6Dv+4EZxpcNzNw99+bDp883+hstRY\nGFYoFBFBKQDFgVn3F6hcC0t/ZWz1jAbTzoHJp8O/fw01m6PTB8URj8vloq6ubtBlBsJvf/tbCgsL\nmThxIitXrhx0fX2hFICif9wN8N4vIHchzDg/ev0QAk79A9ji4MXLwdMYvb4oFEPMxo0bef7559mw\nYQPvvPMO1113HcFg5Kc/lQKxD8iSAAAgAElEQVRQ9M/Kn0FHC5x6T+jUbhSJTYPznoaGHfDMmdA4\n4BPvCsVBc9ZZZzF37lymTp3Ko4/29BNfVlbGpEmTuPzyy5kxYwbnnnsubrc7nH///fczZ84cpk+f\nzubNxhvrmjVrWLhwIbNnz2bhwoVs2bL/TQ2vv/46F1xwATabjfz8fAoLC1mzZk3Ex6i2gSr2z6Y3\n4Yu/wtE/hoyp0e6NQf7R8K3/g5evhgfmGdNCOcXGOoE9HoSplwkKrcvMRA8TFb3LCOOzSXlgiYny\nIBWd/PLNDWzc059B3INnSlY8t59+4L/nJ598kuTkZDweD/PmzeOcc87pkb9lyxaeeOIJFi1axJVX\nXsmDDz7IjTfeCEBqaiqfffYZDz74IPfccw+PP/44kyZN4r///S9ms5n33nuPn/3sZ7z88st9tl1Z\nWcmCBQvC99nZ2VRWVg5i1H0TEQUghDgZwyuSCXhcSnlXr3wb8AwwF6gHviWlLItE21GjZQ807ITW\nvYZNnGCHsVjaFwfz5KyZwBpnCLPYdEidYOyAGW4q1sIr34WsOYYCGElMOAm+9xF8/EdDSa1/KXJ1\na2YoPNE4iJY2MXL1KkYd9913H6+++ioA5eXlbN26tUd+Tk4OixYtAuCSSy7hvvvuCyuAs88+G4C5\nc+fyyiuvANDc3Mzll1/O1q1bEULg9/v323ZfVpqHYmfUoBVANzeMJ2I4SSgRQrwhpdzYrVjYXZwQ\notOt3LcG2/aw4muHso9g23uw9Z/QuHOYGhaQPA7GzoGs2YZAzpwxdErB22Is+r7/K3CmwoV/BbNt\naNoaDEl5xvbQU38PrVWGTaKO1pBNoe52h0I2hnrbHOpRJnQN+mHv5/D5s/BI6E1j/IlRHuiRzUCe\n1IeC//znP7z33nt8+umnOBwOjj322H323PcWyN3vbTbjf8ZkMhEIGP5zbr31Vo477jheffVVysrK\nOPbYY/fbfnZ2NuXlXf5nKioqyMrKGuyw9iESbwDzgW1Syh0AQojnMRxJdFcAZwK/CMVfAh4QQgg5\nRM4Ifvf8tQR1f+h/XiJ1ECEXaCJkiEyE8gQSdIyrNMohJTY0JpgTGG/ykB0ox1K1DoI+sDiMaYji\n7xpP5/FjweoAk814etyH/Qxxf0PXA+BrMwRxS4Wx46XqSyj7GL560SgjNEibZAhoi8MwxnYwTwdS\nGu3owdA1FDyNxmEr3Q8FS+CshyEuo88qvP4gpWWN7Khro6rZi9ev0xEI4gvo+IM6fl3iD+gEdGnc\nB3X8QUkgdPUHjTxfQCegd6XF2y1Mzozj9JlZnDYjC5N2gHEJAfGZRogEM86DhT+AZ8+FFy6Bq9+D\nMdMjU7di1NDc3ExSUhIOh4PNmzezatWqfcrs3r2bTz/9lKOOOoq//vWvLF68+IB1jh1rOBF7+umn\n+y17xhlncNFFF3HDDTewZ88etm7dyvz58w95PPsjEgqgL1dpxfsrI6UMCCE63cXts1dKCHENhjNm\ncnNzD6lDf/V8SEdfgiNkeXigaFKyyO3njLpY7IlnMfkbZ5MxfckwPhHPhSlndt22VsGedcahrKov\nwdNkhMAhnAbULMZ0k2buCvFZUHg8TDodsov6VCo769p58N/beOOLPXQEjCkvsyaIsZiwWTQsJiOY\nTQJr6GoxaVg0DbtFw2wzYwmlmU2aEde6yjW0+1i7q5H3Nn3Okx/t5NHLisiItx/qF3hoxGXAJa/A\nI9+AFy6F734Qve2viqhw8skn8/DDDzNjxgwmTpzYYz6+k8mTJ/PnP/+Z7373u4wfP55rr7223zp/\n8pOfcPnll/P73/+eJUuW9Ft26tSpnH/++UyZMgWz2cyf/vQnTKbI28IatEcwIcR5wElSyqtD95cC\n86WU3+9WZkOoTEXofnuoTH1/dRcVFclDcQizZefnICRmk4bQQNM0NE0gQkoh9PKPLoyIDkjR5axW\nB1r9bXxU+QnPb36eoC5o330VQc9Yrlycz/eXjCfWdmStnwd1yZMf7eR/392CJuDsOdksnZLBlKx4\n0mJtEZ2f1HXJW1/t5eaXvyQtzsbryxeT4IigtdGBsns1PHWKoYTPfTL6u6COEDZt2sTkyZOj3Y1+\nKSsr47TTTmP9+vVR7Udf35UQYq2Usmggn4+EFKsAcrrdZwN79lOmQghhBhKAhgi03ScT82dFpJ75\nmcWcN+Fcrnr3KpyF/8cs7Q4e+WAHr3xWyY1LJ3D6zCwc1sNfEeyqb+fGF7+gpKyRE6dk8OuzppE+\nhE/lmiY4Y2YWWQl2LnxsFSteWMdT3543/OYBcothyS3wrzug4DiYc9nwth9CSkldm4/qFi8dgSD+\noMRm1oixmoixmLCHQozFhMUklBkFxYCJxBuAGfgaOB6oBEqAi6SUG7qVWQ5Ml1J+L7QIfLaU8oCn\nig71DSDSbG3cyoV/v5DZ6bO5btLd3PHWJtbtbsJq1ihMiyUzwY7dYsJsEpiEMHYWIghFQ1fR5QBr\nP3lGjrGYZLNoZCfGkJ8ay6zcxKi8cfiDOv+3ahf/750tmE2CX54xlWWzxw6rgHn645384s2N/P78\nmZw9J3vY2g2j6/CXs6B8DVz6KuQdNWxNVzZ5ePSD7fxjfRW1rR0D+oxJE9hDyqFTKYSvVlM4ryAt\nllNnZFKQFjvEozh4RsMbQKRYuXIlN910U4+0/Pz88O6jAzHYN4CIOIUXQnwT+CPGNtAnpZS/FkLc\nAZRKKd8QQtiBvwCzMZ78L+hcNO6PkaIAAF78+kXu+PQOfjr/p1w06SI+3VHPvzfXsL22nb3NXnyB\nIAFdEtRleH1XSklorRmJDF0713+73xsfCJeVEq9fxxc0JqU0YexdLspLpsiVxMzsRMYk2LGYIneO\nT0qJLqGtI8CO2jY+3lbHC6XllDd4OHZiGnedPYMxCcM8F48xHXTOw5+wq97Nv244hiSnddj7QGs1\nPP1NaK403ghmfMvYojtESCl5sbSC295Yj67DiVMyKHIlkZUYQ4zFhFkTdAR0vP4gns7gC9IR0PH4\nutK8odCZ5vUbn2n3Baho9CCAq78xjp+cNBFzBP+WBsuRpAAGy4hQAEPFSFIAUkqu+9d1lFaV8uLp\nL+JKcA1pe7ouqWvrYFNVK2vLGigpa+Tz8iY8fuM4uBCQ5LBiM2uYNIFZM179g7pElxJdNwR6MLT7\nKRi613VJUHaWAV3KUJl9+zDPlcS1xxZw3MT0qE4rbK5q4dT7PuL8ohx+e3aUduS01cKr18D29417\nW4KxFddYZOrj4FmvA2h9Hk7TwGKHzJmG+8uMqbR1BLjttfW8sq6SRYUp3H3ODLKTHBEfTk2rlz/8\ncyt/XbObs+eM5Z5zZ6IdaMfVMKEUwMBRCmAYqXHXsOz1ZbjiXfz5lD9j7nPb59DhD+ps3NPChj0t\nVLd4qW3rIBDaThkIGr+jJow5dE0Y01GaBpoI3WvGVJOR3pnWla8Jgd2ikZ/qZGZO4vDvvumHX721\nkSc+3smr1y1iVk6U3ENKaey+2vEfaK4wDgBKPWSiuve5A70rQM/77mU6WqDqKwj6qZz2PS7esZTd\njR5WHD+B65cUHngb7CC5972t/OG9r/n+kkJ+tHRkHHxTCmDgjIRF4COGdEc6txTfwk0f3sSDnz/I\nD+b8YFjbt5g0ZuYkMjNaAjCKrDhhPG98sYfbXl/Pq9ctGnLB2Bdbqtt4f0ssO2qPpdnjJxB62zJr\nArOmYTFrWDRhbGk1h7bDaqJbeuc2WRFO13VJXUYVUzf8jqXrH+Ia0x4KvvMHiselDMuYfnB8IZVN\nbu5/fxuTxsRz6owInadQjAqUAjhITsk/hVV7V/HYV4/REexg+azlOCyRf0VX9CTObuGWUyez4vnP\neW7Nbi5dkDdsbe9p8nDb6+t5b1MNABnxNpIcViwmDSEgEJQEdJ1AUOIL6uF7X6Dr7axzPacvrGaN\nKWNWkJ2WxEUVL4BnGbBsWMYmhODOs6axraaNG1/8gvxUJ1Oy4oelbUX0UQrgIBFCcPtRt2M1WXlm\n4zO89PVLzEybyRjnGCyaBZNmwiSMAxua0BAI4ypEON6Z15nfPc9utjMpeRKz0mdh0aKw930Ec8bM\nLF4sreBXb21kVnYi07OH/nDWR1vr+P5fP8MX0PnxSRM5ryib9LiDnxrrXIcJ6N2URFAHAalOmzH/\nHpgPT203fCDnFBsH84YBm9nEw5fM5YwHPuY7z5Ty5vcXkxyNxfZRgMvlorS0lNTU1EGVORD19fWc\ne+65lJSU8O1vf5sHHnjgkOvqD6UADgGTZuLnC37OaeNO4/Xtr7O5fjPbm7cT0AME9ICxowY9tAtI\nhnbY6OjooYNnXXn7I8ORwY1FN3Jy/snDOLKRjRCCey+YxRkPfMxlT67mgYvmsKjw0P/J+iOoSx54\nfxv3/utrCtNjeeiSuYPaMimEMTVkNoHdsp8TnWYrnP0oPLwYXr8eLnl52A6fpcfbeeTSuZz3yKcs\n//PHPHisIMm9w/AB7fd02VKCfc2YCM04Vd57ATycZuq6T3LB2LkQc+RNYx4MdrudO++8k/Xr1w/p\nYTOlAAbBrPRZzEo/9ENnPRRESDm0+FpYV7OOJ756gh//98dUtFVw9fSrI9jr0U1KrI1nry7miqdL\nuPjx1cx3JbOgIIWxicZZDJvZMElh7cckhcUcmrMPm6QwzFEIAbWtHaza2cCj/93O+soWls0ey6+X\nTRu+A38pBXDiHYYLzrVPQdGVw9MuMDNN8PbklaR//Txxf/P0yJMhGyoybEtFhHM09j+91RfSZEVM\nOweOvz1yNpyGgLPOOovy8nK8Xi8rVqzgmmuuCeeVlZVx8sknU1xczLp165gwYQLPPPMMDocxHXz/\n/ffz5ptv4vf7efHFF5k0aRJr1qzhhz/8IR6Ph5iYGJ566ikmTux74d3pdLJ48WK2bds2pGNUCiCK\ndE79IMCE8VSYEpPCCXkncEzOMdz68a3c+9m95MXncWKeskrZiSvVydsrvsFTH5fx+ueV3P/+1v3a\n1jsYNAF6qJ6xiTHG28bMrOHfAlt0FWx+C1b+HMYda1iDHWq2vANvfJ+C9lraJp7Fs4EFvFmdwlcN\nGu3SRm8jWpowDp2ZQgvgJgE2TWLWJFZNYjGBVQOT0LEKgVmTNLe1keTZxSmmtVz45cuYtvwDcf4z\nxhj3x9s/NXZJRZIx0+GUuw5YLJr+AIYLpQBGKBbNwp2L7mRX8y5+8ckvmJ46nTHOMdHu1ojBbjFx\n7bEFXHtsAb6ATk2rN3w4qiOghy2Rds6372uRNBTvZok0EJSkxdmYmhXP7NykqOw0AoxzBWf+CR48\nCl64DC57zbD8OhR4W+C926H0SciYBhf/jdis2VwMXIzxluoLfVfmkMDv3EZ8KGyraeXef23jiS+X\n8rz1fjL+7xzEskdg+rkRHVYkiKY/gOFCKYARjEWzcPfRd3Pum+fyy09/yYPHP6jsvPSB1awNyWGp\nqJKQbbi/fP4ieGihYX48d6FxAtlkMay59uvfoD//Bzq07IVdHxu+D9z1sPD7sOTWfSzdCiGMabUI\nSYrC9Djuu2AWv09xcOL7CazM+BNZL19t+HIoumLfDwzgSX0oiLY/gOFCKYARTm58LivmrOCuNXfx\nxvY3OLPwzAN/SHF4UHg8XPVPeOdmwyBdpOn0fnbMTwyHQ8OEEIIbTpzAjrp2lq5fwacFzxD31g+N\nBefFPxy2fvRHtP0BDBdKAYwCLpx0Ie+WvcvdJXdzVNZRpDuGzg7NQGjuaObDyg/ZVL+J3S27afG1\n4A648Qe7Xmn72uHUufW1M5iEKXwVQmASJiyahfyEfBaPXcxRWUeFt80esWTOgCv+bpw8rtlkPK0H\n/YbTnn18Gvd1T98+kZ3pkD7ZcD0aBYQQ/Oas6Zy4s4ELW67n9SmJmN673XCxmhcdq6vdibY/ADC2\nk7a0tODz+Xjttdd49913mTJlyiGPqS+UKYhRwq6WXZzzxjkclXkU9y25LypTQTXuGh798lFe3voy\nAT2AzWQjLz6PBFsCTrMTi6nnuQXRbeGwx3ZYqROUwR7XzuAJeNjZvBNv0Mvk5Mn89hu/pSCxYLiH\nqhgm3t9czZVPl7L8GBc/ln+GNY+w6eSXmDyhwPB017mVtMcitOi1Jt2X8yex/3whjCk0kzVU/8H/\nLyl/AIphJS8+j+/P/j73lN7DWzve4vSC04et7SZvE0+uf5LnNj9HUA9y9vizOavwLKakTMGkRd5L\nkT/o5+2yt/ld6e+49B+X8tjSx5iaGh3fsIqhZcmkDM4vyuah/5ax5Hs/Ze7MC6DKY5w98DYPfQeE\nZigCk9VY/xCmXm9LQPetr533niaQQcOName+6Fau+73ZZtQ/AlFvAKOIoB7k8ncuZ3PDZn6z+Dcs\ndS0d0vZq3DU8u+lZXtjyAm6/m9PGnca1s64lJy7nwB+OAFXtVXz7nW/T7m/nxdNfVLugDlNavX5O\nufdDNCF4bfkiqndvN55quxvVC/nsNugts2QfyX2U6f75oN/w8R30QcDXFZfBiI4tjDkG4sYYrkW7\nvXGMan8AQoj/BU4HfMB24AopZVMf5cqAViAIBAbaOaUA9qXR28jyfy3nq7qvmJE6gwVZC8hyZmEz\n2wzrpCHfA7rUw9Mu4fvu8c680CE0PWS10h/0U9FWweaGzXxZ+yVCCE7IPYFrZ15LYVLhsI+3rLmM\nC/5+AQWJBTx90tP7TDMpDg/W7mrkwsdWMXlMHL8+LplpUyM71z1geuyegi6tIbvd91ZGsmdZ2f0z\nEgIecDcYvrtjkiExp2t9ZpBEWwEsBd4POXq/G0BKeVMf5cqAIinlPk7g+0MpgL7x637+tuVvvLr1\nVbY1bSMY4aeWOGsc4xLGsShrEaeOO5Xc+NyI1n+wrCxbyY0f3MgVU6/ghqIbotoXxdDxz43VXP/c\nZzx0agZTp04h1mbGYjLMlHcSFq2dTpVCiX2m0yWLJcbEjM2sRcf5jZTQVgWtVWCLh6R847zHIInq\nGoCU8t1ut6uAkXea4zDEolm4ePLFXDz5YnxBH/Weeny6D3/Qb5wuFgINLXxFhHbg0GWUTgjRwxhd\nZ55JmHBanCPqvMFJrpNYs3cNT214iuLMYhaNXRTtLimGgBOnZPDG9Yup2b2d6hYv1UPUjt1iIiXW\nSrLDOnx/50JAXKax+NxcDo07IGlcRJTAYIjkIvCVwAv7yZPAu0IICTwipXx0f5UIIa4BrgHIzY3u\nk+dowGqykhk7cu2pRIofz/sxn9V8xs8++hkvn/EyqTFDdDJWEVUmjolDb7RRmBmPxxcM+1zofIQP\nL7N2+tamV3oos2c5I12X0BEI0uTxU9noobHdT26yA6t5GIVw54nu5nJo3AnJ+RGbDjoUDqgAhBDv\nAX2tvt0ipXw9VOYWIAA8u59qFkkp9wgh0oF/CiE2Syn/21fBkHJ4FIwpoAGMQXEEYDfb+d+j/5cL\n/n4B//Pv/+GREx9RfhgOYywmDUvMUAhGC6mxtrAS2FbTRl6KA2ekjjoPhO5KoH67YSE1SmtbB/yG\npZQnSCmn9RE6hf/lwGnAxXI/CwpSyj2haw3wKjA/ckNQHCkUJhXym8W/4au6r7hi5RXsaNoR7S4p\nRiFCCJIcVgrTYzFpgh217dS3dTCQ9VCXy0VdXf9LmQMpgzMVEnPB124c8GuuNOwyBbwQDPDPle8w\nd+5cpk+fzty5c3n//fcPZogDZlBqTwhxMnATcIyU0r2fMk5Ak1K2huJLgSE41644EljqWopFs3Dr\nJ7dy1utnMTdjLlNTppIck4zT7ETTBrbW0dc6iUmYyE/IJzcud0StgSiGBrvFREG6k/IGD5VNHprc\nfpKdVmKsJiymTkdNod2oEFYQvoCOLxDskS57lDO2tlo9foQw3masJm1fA3qOFLA4jNPP7TVGCJGq\ntfDmm2+SlZXF+vXrOemkk6isrIz4dzDY954HABvGtA7AKinl94QQWcDjUspvAhnAq6F8M/CclPKd\nQbarOII5Lvc4Xkt7jRe2vMAH5R/w3Obn8OuRs6w4MWkiNxffzNyMuRGrU3Fo3L3mbjY3bI5onZOS\nJ3HTfGOzolnTcKU4aGj3UdPaQXlj13PsD6+6mKq9lXR0dHDxld/l3Iu/jT+os7WmlS92VnHdpecy\nffZcNq//krxxhfzqjw8RE+MgoOvc/bs/8sF77xDw+7nn4acZN34i29av47e334y/w9vTH0DyONAD\nxuG3oA90ndkLs8GZBsDUqVPxer10dHSEjcxFisHuAupzY3hoyuebofgOYOZg2lEoepMak8ryWctZ\nPms5Uko8AQ/ugDtsUqKvMw99xTvPP+hSx6f72Fi/kWc2PMOVK6/k7qPv5mSX8sh2uCOEICXWRrLT\nitcfxOs3TIk/9MhjJCYn4/V4OPm4xVzyrfMxaYLMBDtuc5Cy7Vt56JFHOWrhIq7/7nd476W/sOJ/\nbsCsaRTmZvL7tWt55OGHePnph7n73j/RMa6Qh59/E4fNysbSj7j55p/xyishfwCaGWxxffbv5Zdf\nZvbs2REX/qBMQSgOA4QQOCyOiCwKz0ybyRkFZ3Dde9dx84c3kxObc0SboXD73bgDbgJ6AF3q+/iw\n7hHvzAtNq3X3fy2EwKJZDtq4X+eT+nAghCDGaiYmZLXhT797NHwid09lBQ1Vu9GEINlpwyr95OTk\ncPLxxwJwxbcv47777iPWbkEIuPD883BYzSwsns/f33idzIQY/M06y6+/ii1fb0UCwUCA2tYOkp3W\n/fqe2LBhAzfddBPvvvtun/mDRSkAhaIXTouTe4+7l/PeOo8f//fHvHj6izgtzmh3a9goby3nyfVP\n8kH5B9R6aiNWb4w5hikpUzh7/Nmcmn/qkNiRihRD4Q/gtttu48QTjueN119j49fbOOnEE9jb7KGm\n1YvTasZmNtYJNCEwaeBurGXZsmU888wzFBQMjUFEpQAUij5ItCdy9zfu5oqVV3DXmru4c9Gd0e7S\nsPBhxYf86IMfIaXk2JxjmZg8kThLHGbNjCa0Hj6su5sS6eHfuvtUW7e8Ok8dn+75lFs+uoXXt73O\nH477A/HW6Jij7g9d6tQ21BKfEI+0SD776jNWrVqFJ+BBInH73Xj8Hnbv3s1/PvwPxUcV85dn/0Lx\nwmK8AS8SiTfgpSPQQVDvOqXf6Q9ACMGLf30WsyYoSIulod2HxxekrSNgnHkA3K0tfPeC0/ntb38b\n9jo2FCgFoFDshzkZc7hq2lU89tVjHJ199GHvl3lzw2ZW/HsFhYmF3LfkviExviel5LVtr3HHqju4\n/l/X88TSJ0aMfSe3302tp5Y2XxuFxYW0/qmV2bNmk1+Qz/S506lqryKgB9jdsht3u5txE8bx4BMP\ncs33riEvP4/lty9ne9N2AnqAsuYyms3NlLWU4Q14aelo6dMfgNNm7nEGQZfGwbff/Op+tm3bxp13\n3smddxoPH++++y7p6ZH1BaKsgSoU/eDX/Vz6j0spby3n+VOfJyd+eCyhDjfegJcL3rqAFl8LL5/x\nMkn2pCFt7+2db/OT//6EK6ZdwQ1ze9p36su+zVDT6G1kT9sezJqZRFsidrO9a10DsY+Do7KyMs5f\ndj6r163e5/xAZ1mJpCPYQUtHC76gjyR7EpnOzIhuMVb+ABSKIaTTL/Ml/7iEK1Zewa8X/5r5Y+Yf\nducE/vjZH9nevJ1HTnhkyIU/wCn5p1BSVcJT65/imOxjorrltt3fzp62PcRaY8mOzR7Q2kSsNRZN\naMRZ+9650530mHSq3dXUe+rRhDaizJorBaBQHIC8+DweX/o4P/z3D7n63avJcmbhSnDhtDgxC/M+\nB8t675QBeu6S6XVALcYcQ0FiAQuzFg6L8O3NJ5Wf8OymZ7l48sUsHLtw2Nq9sehGPtnzCbd/cjsv\nnf4SdrN92NruJKgHqWyrxGqyDlj4g3Had6DewIQQZDgy0KVOvacep8UZVhyD9QcwWNQUkEIxQDwB\nD2/teIvVe1ezt20vrf7Wfc4d9D5/gGTfRdJe956Ah6AMYhImjs89nuWzlzMuYdywjKnWXct5b55H\noi2R5097ftiF8Kq9q/jOu9/pYep7OKeA9rTtodHbSH5C/pDbltKlzo7mHQT1IIWJhRHZBaWmgBSK\nYSLGHMN5E87jvAnnRbRef9DP101fs3LnSl7Y8gL/2v0vzp1wLstnLR/SNwK3380N/7kBd8DN40sf\nj8oT+ILMBZwz/hz+vPHPLHUtZVrqNMBYLB7qabZWXyuN3kZSY1KHxbCgJjTGxo5lR9MOqtxVjI0d\nO6j6IvHwHl1j1AqFAovJwtSUqdxQdANvn/M25004j5e+folTXzmV+9fdz+aGzfiDkTN10RHs4OPK\nj7nk7Uv4qu4rfrXoV1Hx9tbJj4p+RGpMKrd+fCv+oB+73U59fX1EBNz+8Ot+9rTtwWa2keZIG7J2\nehNjjiE1JpUmbxNtvrZDrkdKSX19PXb74JS2mgJSKEYg25u288e1f+SDig+QyLCjnhhzjOH6c4AE\nZZCgHiSgB4wgA3QEO9ClTnpMOr9c9EsWj108hCMZGB+Uf8D171/Pd6Z/h2unX0tFRcU+B68ihZSS\nBm8DvqCPVEcqFm14t6FKKan11CKRpMWkHfTp6E7sdjvZ2dlYLD37r6aAFIpRTkFiAfcff3/48FRZ\nSxmtvlZjvUAfmAvQTsVh1szhYBImHBYHU5KnsGjsIqwm6xCPZGAck3MMZxacyWNfPYYudb4383tD\nMiXV6G3k1o9v5YOKD7hj4R0sGb8k4m0MhHU167j87cu5cNKF3Fx8c1T6AEoBKBQjmtSYVE4vOD3a\n3RgWbl94OybNxBPrn+BvW/7G3Iy5jI0bi81kw6yZw1NC4ZPGnYvuBziN3LkoX+uppaSqBH/Qz8+K\nf8ay8cuiNtbZ6bO5cNKFPLf5OY7LPY4FmQui0g81BaRQKEYUa6vX8srWV9hYv5Hq9mo6gh34dX9P\nH9edvhy6bbPt7v+6r6nKHo8AACAASURBVC24CbYE5qTP4aLJF1GQODS2dQ4Gt9/NBX+/gKr2Km6a\ndxNnFJwRkVPRBzMFNCgFIIT4BfAdoNNi1M+klP/oo9zJwL2ACcNPwF0DqV8pAIVCcThT56njxg9u\nZG31WhJsCUxKnkRaTBop9hRunHfjIdU53GsAf5BS3tNPZ0zAn4ATgQqgRAjxhpRyYwTaVigUilFL\nakwqT570JB9VfsR7u95jW9M21rWuGzbrs8OxBjAf2BZyDIMQ4nngTEApAIVCccSjCY2js4/m6Oyj\nh7/tCNRxvRDiSyHEk0KIvk6tjAXKu91XhNL6RAhxjRCiVAhRWlsbOVvkCoVCoejJAd8AhBDvAX1Z\nL7oFeAi4E8MX8p3A74Are1fRx2f3u/AgpXwUeDTUdq0QYteB+rgfUoG6Q/zsSEaNa3ShxjX6GO1j\nyxtowQMqACnlCQOpSAjxGPBWH1kVQHcbutnAnoHUKaU85CN6QojSgS6EjCbUuEYXalyjj8N5bL0Z\n1BSQECKz2+0y4P+3d+5hclVVov+tU6/u6q5+pzvvdF5NwBAeiQ6IIqIiKgozw50BBUFxWgVEGEcu\nOKOOfFeuOD5wBkbhAqIoD3mIgkjUgKiDREgwgRCSdJJO0km/qru6+lVdXY99/zjnVFdXV1VXddep\nfuT8vq++rnPOrt5nn73PXnuvvdba6cLjvQysFZGVIuIGLgF+OZ18bWxsbGymz3QXgb8pIqeiq3Ra\ngU8DiMhidHPPDyqloiJyLbAZ3Qz0PqXUrmnma2NjY2MzTaYlAJRSl2c4fwz4YNLxM8AE/wCLubvI\n+RULu1xzC7tcc4/5XLZxzGpPYBsbGxsb67DDQdvY2Ngcp8w7ASAi54vIHhFpEZGbZvp+8kFElonI\n8yKyW0R2icjnjfM1IvJbEdln/K02zouI/KdR1p0icvrMliA7IuIQkVdF5GnjeKWIbDXK9YhhJICI\neIzjFuN640ze92SISJWIPCYibxp1d+Z8qDMRucFoh6+LyEMiUjIX68zwUeoSkdeTzuVdPyJyhZF+\nn4hcMRNlKTTzSgAkhZ34AHAScKmInDSzd5UXUeALSqkTgTOAa4z7vwnYopRaC2wxjkEv51rj04zu\nlzGb+TywO+n4NvRQImuBAHCVcf4qIKCUWgN810g3m/ke8KxSah1wCnoZ53SdicgS4Dpgk1JqPboB\nxyXMzTq7Hzg/5Vxe9SMiNcBXgb9Bj27w1QyOr3MLM5zqfPgAZwKbk45vBm6e6fuaRnl+gR5DaQ+w\nyDi3CNhjfL8LuDQpfSLdbPug+39sAc5F9xcRdGcbZ2rdoVuMnWl8dxrpZKbLkKFcFcDB1Pub63XG\nmAd/jVEHTwPvn6t1BjQCr0+1foBLgbuSzo9LN1c/82oGQJ5hJ2YzxhT6NGAr0KCUagcw/tYbyeZS\neW8HbgTixnEt0KeUihrHyfeeKJdxPWikn42sQo+G+0NDvXWPiJQxx+tMKXUU+BZwGGhHr4NtzI86\ng/zrZ07UW77MNwGQV9iJ2YqIlAOPA9crpfqzJU1zbtaVV0QuALqUUtuST6dJqnK4NttwAqcD31dK\nnQYMMaZOSMecKJuh3rgQWAksBsrQ1SOpzMU6y0amcsyX8o1jvgmAKYedmC2IiAu98/+pUuoJ43Sn\n6XVt/O0yzs+V8p4FfEREWoGH0dVAtwNVImL6oiTfe6JcxvVKoLeYN5wHbUCbUmqrcfwYukCY63X2\nXuCgUqpbKRUBngDezvyoM8i/fuZKveXFrPYDqKurU42NjTN9GzY2NjZzhm3btvlVjnHUZvWewI2N\njdg7gtnY2NjkjuQRQXm+qYBsbGxsbHJkVs8ApsO2bdsmT5QLiya53l6YbPLNd+PijYUrY7Z8Nm5k\n27EM+VhVdpj8uVuZf5a8LXvu2co7E23MojyztqfZkn+B855KmTdu3FjYm8iAPQOwsbGxKSKh0Tg7\nDoeZDeuvtgCwsbGZUeKzoCMsJj/60wC3PBlgy67QTN+KLQBsbGxmjj/vG+HSOzt54c2Z7wyLxY7D\nowD85UB4hu/EFgA2NjYzyM+3DRKNw5Pbhmb6VopCfyhOV38MgAPdkRm+G1sA2NhkJTAUIzgcm+nb\nmJeERuPs74qiCRzuiTIUjk/+ozlOq1/v9NcvdRMYijMSmdky2wLAxiYD0Zjipkd6uPpHfiKx40tP\nXQyO9Oghhd63vhSAA10zPyK2mt5BvcM/eZkbgM7gzA4ubAFgY5OBA90R/INxRiKKve3zv3MqNocM\nAfDuE3UBcLA7mi15wYlEFXf+LsiL+0aKlmdgSO/wT1ykC4AOWwDYTMbe9lHufj7I8HEwRZ5NtPrH\nOqSjgeJ2TscDbb1R3E5Y3eDC6xY6+4vbGW5rDfPcGyG+/es+YvHizPACw3FKXMLyWt0Fq6vIZU7F\nFgBzgDu39LP5tRCbXxue6Vs5rujoi+HUwOWAY322ACg03QMxFvgcaCIsrHTQGSzuM959bDTxvVjC\np28oTnWZRnmJ4NSgb9heA7DJwlA4Tluv/mK8dmR0ktQ2haQjGGVhpYPF1U6OBebvQnAsrtj82jBd\n/cXtgP2GAABoqHQWXR2yryOCS88+sR5hNYGhGNVeDRGhyqvRN2TPAGyyYKohKku1hM7Upjh0BGM0\nVDppqHDM+FTdSl5qGeHu5/u5/dlgUfPt7o+xoMIUAA66+2NF9Y5t74ty5poSQLdCKgaB4TjVZXqZ\nq8scBOwZgE02Wg1b4XNOLKVvOG6bJBaRnkF9hFpdptE3j5/76236zHJvR4RItDgdcDii6B9R1Bkz\ngNpyjWgcBkaKk39oNE7/iGJZrZM6n0Z7kVR8gaE4VWV6t1vl1WwVkE12/AMx3E7YYJiNtc1jVcRs\nIhpTDI4oKr0aVV4HAyNq3pqC7j6mDzIUxVvrCBgCtcboDM1Rce9gcdp394CeT0OFg7pyB/4B6zvi\n0KhuUVbtNcusERiyBYBNFnqH4tSUORIjpZ4BWwAUg/6Q/mJWejWqjU4qOMOjNStQStHVH0vYpZvr\nTVZjjnyrvHq7NgVBb5E6RNP+fkGFg9pyBz1FEDxmmU1hV+XVGAjFic7gwMIWALOc3sEY1WUadT69\nqvy2ACgKYx2URpUxYgsUacFOKVU0XXhoVBGOKtYvcaNJ8QRAMOn5QtIMoEjP2BQ0teUOan0avYPW\nrz+Yo/3qpFmPYmywMRPYAmCW0zsUp6bcQYlLw1cidBdpiny8Exw3A9A7p2JM14fCca7+kZ/bnu6z\nPC8Y6wjrKxxUeTX8g8XpjCZ0hgkhW5z8TQFUWapRV+5gNAb9IasFgP7umkIvMbCYwZmlLQDy4Fhf\nlP/ZGyra6EwpRWAonpge1/mKo6u0Gd9BmC9qsAgjtRf3jdDVH+Plg2E6iqCPNzul6jKNmiKpQgCC\nwzEEqCjVn63LKVSUSNFmAIHhGBUlgtMh1CQEvLV5B9KogGBmfQHyEgAicr6I7BGRFhG5Kc11j4g8\nYlzfKiKNxvlGEQmJyF+Nzw8Kc/vFI64UX36sl+88G2R7a3HCuA4b03OzgeqLVfYMoBgkq4DMTqoY\nU/Vk56S9HdaHnxgbiTuoKdMSsWqspm84jq9Uw6FJ4lx1uYNAkfIPDsep9JrmmMWZffQNxXFq4CvR\ny1xpDixm0MIsZwEgIg7gTuADwEnApSJyUkqyq4CAUmoN8F3gtqRr+5VSpxqfz0zzvovOIX800Sm8\ntL84AsB8GavHzQBsAVAMgsO69VWJS3A7hRKXFGUG0NYbZf1SN06Novh9jI1K9RlA8Ubg8cQI2KSm\nTCta/n3J5pimALC4Iw4Mx6gynMAgWQDMjRnA24AWpdQBpdQo8DBwYUqaC4EfGd8fA94jZmnnOKYX\n7vJaJ/uLFLXQfBlqyo0ZgE9jeFQRGj2+1EBHZiBUcDAUp7I06WUt1SyfAcSVoq03RmOdk2U1Tg75\nrW9nvYMxPE7B6xZqyzWGwqooIYqDaQRAdZmjaOqQvqT8q42ZQJ/FMwDdB8CROC5xaUUbWGQiHwGw\nBDiSdNxmnEubRikVBYJArXFtpYi8KiIviMg7p3i/M8bB7gh15RpvXeXhSE+UcBEcZswpqbkGYKqC\neoo0TZ4NtHRGuOGnfr7yeG9Rtw7UO4ixl7WiVLN8pOYfiBGOKpbWOFlc7aS9z/rRsO6Zqgu6moQt\nvvXtqy+NADAdo4pRz8n5e1y6ALR6MTYwFE8sdpsUo11lIx8BkG4kn1pTmdK0A8uVUqcB/ww8KCIV\naTMRaRaRV0Tkle7u7jxuz1qO9EZZVutkRa2TuKIonoO9SQt0yX+LZY44G9iyaxiFHhLj5SJuoRcc\njid0/6BP162eAXT3j1nkLKjQ1X1Wd4YBw8wYdG9cwPKFYKUUfYY6JJkqr0YsDoMWewOHRuOEo2pc\n/lVFcMrqM4RtMjPtDZyPAGgDliUdLwWOZUojIk6gEuhVSoWVUj0ASqltwH6gKV0mSqm7lVKblFKb\nFixYkMftWUcsrjjaG2VpjZOGSj2Ma3cRYsP0DsbxuoUSl/mCHn8zgB2HR3nrKg81ZRrPvVG8fWNT\nR6gVRVAB+Y2Ot87nYIHPQTRuvX44MBxPjPxNVaPVzlihUcVolMQirMmYVYy171aqExroaiAr843G\nFP2hsThAJpWl2pxRAb0MrBWRlSLiBi4BfpmS5pfAFcb3i4HnlFJKRBYYi8iIyCpgLXBgerdePHoG\nY4zGYHG1MxG9sBjhY3uHYgn1Dxx/M4ChcJzO/hhrG1ycva6UVw+Fi2IxEVf6y1qZJADMNQArTYBN\nL++6cgcLDMe/bosX/QNDY6PSYpkl9qU4gZkUy98iYeJbxBlAquObSaV3jqiADJ3+tcBmYDfwM6XU\nLhG5RUQ+YiS7F6gVkRZ0VY9pKno2sFNEdqAvDn9GKdVbqEJYjRkJsqHCQUWpbhFSjOiQAcMJzKTU\nreF1S9Hc5WeaVmOHqJULXJyzrpRYHP64x/rdmwZHFHE1voOoKNWDlfWPWKf68w/GKC8RPC5JhP6w\ncqaZiE1jdLxet+B2YnmI4kwCwLTGsVoAJSyfkvKvtlgVk2xtlUyVoVos5vpWMs58EiulngGeSTn3\nlaTvI8D/SvO7x4HHp3iPM47Z2ddXOBAR6osUHrh3KMb6Je5x56rLtKIFzJppjhrrLEtrnNRXOFhd\n7+T53SEuOK3M0nxNVUCqCgigZ9C6dQj/QJw6Q+CbM83ugTj4rMmvN8UbV0So9lofojghAFI6w3He\nwJXW5Z9uBlBd5mAkolvYlVrgHzvmcJeiAvJqxBUMhBSVaZdQrcX2BM6B7n7da9F8OYshAOKGF3Bq\ng9FttY+PGUBnUN+Ry1ycfPeJpbT6oxzsttY8MtkL2MTsLHqHrNuUp2cwlljn8Xo0yjxiqQrI7JSS\n1YxVZZrl5pDpBCzoPhcep1i+BhAYjqEJ4xb5q5KFjyV5Tpx1wFgbC4ZmZlBnC4Ac6BrQLSVcTl1C\n11c46LJ496KBUJxYHGrKx1dRbRGdZVJ59VCYZ3YMFW262hnUNwwxvUXf0VSKU4Pf77Z2MTg5DpCJ\n+aL6B60TAP7BWCLoH2B5lMpkL2CTaq9mfUiEoTiagK9kfNtO7JJl8QwkOBzHV5LihWyxN7ApVCvS\nrAGY9zQT2AIgB7r7Y9RXjL0kC3wOQhFlqXNSb8IHYPwMoLrMQWAoTrxIm1ib9Ifi/J9fBLj3hQH+\n8Kb1eniArv4oDUnP3VeqcXqjh5f2W5t/OisRUwBYNQMIR/T9B+qS1nzqfA5Lw3+nBmQDqCqCM1bf\nsL7AntwBm1QXYwaS5AWcnK9+b9Y878CQHnvI5RhfZrONzZQpqC0AcqArRQCYKgkrwzL0pjiBmdSU\n67bSvcPF3R94a1Kn++K+4giAzmCMhsrxAnDDMjf+gbil+9cGh/URannJ2MtakRAA1qwBmCagtb7x\n7cxKk9/eIT3chdc9fiQ8GFaMWhij3twXNx1VXq0oaxBVpSkCwGutBVJgeLwXsEliBjBDpqC2AJiE\nWFzRMxhP7F0KYwt0VgqAgNEhVJenrAEYjagjWJxO2GTH4VHqyjXOP9nL622jlm8dODgSZzCsWFg5\n3k7hJGNR3NzFygpMJzAtKYqJywiXYJUKyFT11JaPVwEFQ3HLdiILGJsNJUdrSZiCjljXIfVl6AzB\nmIFYrIIKhibOAMpLBKdmXWjmvqGJTmAAZR7BodkqoFlLz2CMuIJ63/ipOWBp7HRzBjAhYJbRQXT2\nF1cAHOiKsKbBxfqlbsJRxWGLNw4x/SxSZwBLa5y4HNBqYZycYGhimALQZwFWqYDMkX6yCijhmWvR\nAmFgKDahUzLXA/pGrOuE+4YnhkRI5O/VZyBWCT2lFH1DsXHrO2CsP5RplgmfTLMeTYTK0pnzBrYF\nwCQkTECTOqKqMg2nZrUKKEZFqTZBZ2jOADr7ixcWYXBEd8haXe9i5QJ9RH7A4oB45pZ9yWsAAA5N\n9EBp3daqgFI7CNAFQI9FKiBzBlAzTgAYnt8WqQfSWZklTDEtmgHE4koPBJdmNAxJvgAWra8NhqOM\nxsav75hUex2WqIDicZV11lM5g/GApFibm0yFTT6femXjxuyJLrgA/uVf9O/nnANXXglXXslft2xh\n9Y03TppHz4c/TM+HP4yjr4/VN95I52WXETz7bDytray49VYC0TjHAlHWLnThdo51xns7InjdguvT\nV45Lf/Saaxg65RTKduxgyZ13Tpp/avpDX/oS4cZGfnPvM3xg86OsbnCNS68UvHF0lCXVXqqc0UT6\nyj/8gYaf/IT93/wmsaoqap96itqnnpo0/9T0e+++G4CGBx6g8o9/xOfz0d7fzyF/hBV1Lso8wpvt\nESpLNRZ7HePSl+3cyYH/+A8AFt9xB+U7d2bNO1pZOS69Mxjk8L/+KwDxL/07sd2trFvsxpHSVxzt\njTEYjrPitDWJ9Mu//nWilZUcu/ZaAFZ98Ys4g8Gs+Q9u2DAu/dCGDXRefjmfebaLHz9wE0trxquf\nDvujxOIaKysNve0730nn5ZcD0NTcPKEtTUZy+tJrv8Adp17Ild/+CJ6WVlbcdCvhiKKlM8KSCidV\nnokdZmpbzbftNZ98KTXnb+RzpQdZctudHPrGl+hYtIyHbn6ar+x+ipqS7OPDqbQ9j7eM7YcCLKpy\nEnjwW8Rqqqh95ClqH32KvY/dzbaDI3T/2338U++rlDqz28VPpe05S7zsONJHbWMt/Q9/W0//f+/A\nGQhy9dlX0xmM8fif76Lk0KGseY+sWJFz2yvxlrHtUICFVc7ErG5w4waO3aynH/3Q9excto5NX9Wj\n5Dc1N+PzTeL8kaHfw+9HFizYppTalP0f6NgzgEkwp6KpI3GXQ4hYqKrsH4lPyBNABJwOIRIt3ojB\nDA9c6hJEdHvtkYjVAbsUDk0mdP6g5x+NKUYteAZKKYKhOM40FioOhxCJWfPcIzGFL2Vh0qx/KzYN\njysIRycaGVSUaohFeQKJ5+dMPxhOjJKjFlm5jb3PE69VW6QCMttpujxBfxZWv0+ZmN0zgE2b1Cuv\nvDKl327btq0g9/Cfr/Wxq22Uuz5ZP+789zb3sfvYKD84vz7DL6fHlU918va1JTS/e6JL5Bcf8rO8\npprPbcjQogrIxo0b+ei9W2jpjPD9K/XgfPe+0M+WXSEeuKgeh0XbPdyytZfBkTjfvKRuwrUdh8Pc\n8mSAr55dzYYGT0HzDUXiXPZkF5ef5eOijeM9jn/64gC/3D7Mw39XT6G3ufjC835qyx186SPV485f\ncVcn71hayj+dnjZ47pQ5NhDlc8/6+dz7KjnnxNJx1666p4tNDR4+u6nw7rgD5cu48ocv8/WLa1i3\n2D3hes9gjOb7uvn06RWct9pb8Pw7XIu55sHtfOejtayoGz+7/tnWQR7ZOsjDf9+AK80AYKoESpfy\nqR+/wm3/WMualBk9wI/+1M+zO4Z58G8bEu1q42SajyyIiD0DKBSpJqAmdT7dIzdmgQANxxQDIyqh\nA06lptxR1DWAls4Iq+vHGm5jnZNwVNFpoZOS/tzTRypZXqufP2KBKaipe860BhCNK4YsGK31DMao\n9U3Ms6bcYckisKnjT3U0BMMZzKI1gO4Bvd1mWgOoNGYgVlkh+Y1QHukW+c17ChY473bDYCN1tpXI\n16tvSh8qwh4jqdgCYBI6g7FxC8AmC3wOYnFrGmpvyDQJzCAAyrSiWQH5B8N09cdYu3BMAJgjp0NB\naxZiY0rR3T/RB8CkyqtR7hFLBID58qfaiUOS236BFyizCfw6n4MeC5yTzDaW6mgIRjgIi6yAugwB\nUJ1mERZ09aavVCNgWf4jho9HesEHhX+nO4IhNEk/qIAxYdQ7A74AtgDIwmhM0TsUpyHNSNR02PFb\n8HKaL3xtmtEZmPGARi0zlUtmZ1sfwLip67JaJ5rAoaA1lkCBUJxofKIFkImIsKzWyRELBJD58mea\nAQD0F1gAZBP4teWaJVZA3VnaWHWZw7IZwLG+UCLiaSaqyzTLOsP2vhFqyjN5IRvOYAUWPh3BMDVl\n6fMEEhqG7hnYHN4WAFkwKySdCsiM126JADAaf6YZQCJuiYW22iZ/ORhAE1i1YEwIepzCoioHhyza\nFa1zKPNzN1lW4+RIf7Tg8fnN+qzzTczbFACFVhFkE/i15Q6C4cI7g/UMxykvEUrdadROZRp9I3Fi\nFizEtgVC43xq0lHvc9BlUWd4tC+UcORMJWECW2Dh09EfGmfem0oi8usMxPia3QJgzx64/379eySi\nmzv95Cf68fCwfvzII/pxMKgfP/EEAI6+Ppqam6n8wx8AcPr9NDU3U/HiiwC4Ojp0c6utWwFwt7XR\n1NxMubF47Glt5a2f+yynt+2modJByZstNF3cjPevuwBYcXg/Dz94E8439gDg3bWLpuZmSlpaACjb\nsYOm5mY8ra0AlG/bRlNzM+62NgB8W7fS1NyMq6MDgIoXX6SpuRmn30/3UIz3tGzl7KuuxtGrj8Cr\nnnmOpoub0foHWeBzcMHuP3DatZ9FRgz94jPP0NTcDFG9U6596in92KDu5z9n7dVXJ44XPPooa667\nLnFc/9BDrL7hhsRxwwMPsOqLX+R3uzt5yxI3jXf/mJWfvTlx/fo/P8In7r01cbzoBz9gxde+ljhe\nfMcdLP/61xPHS26/nWW33ZY4Xvrtb7P0299OHC+77TaW3H47AF1DMW599r84+767EtdX3PA1Fv3H\nDxLHn7vvG3zy9w8mRqorb76ZBrOtoJviNTzwQOJ49Q03UP/QQ4njNdddx4JHH00cr736aup+/nO6\nh/VN0jdd9hlqHzFMGSNRmi5uZt1vNwMw3D9MU3Mz1b/5DQDa4CBNzc1UPfcckH/bCx88wsMP3sQJ\nb+4AwNPSStPFzZS9vIPaco2m7lbWNjfj3aW3vdI9e2hqbqZ0z9Tb3rW3Xc9JUX1LjornX6Tp4mac\nXX4Aztj1Eg/+9Cb623sAqHruOZqam9EGBwGo/s1vaGpunlLbawsM87Htv2LNZUlt756HWH3lWNu7\n9I+P8W8/uiUh3Bvuv5+VN4+1vYX33EPjl7+cOM6n7R3tC3H9U3ex9CtJbe9Lt7HkltsTs75z//ub\nLL7jjsT1FV/7Got+MNb2Gr/8ZRbec0/ieLK2d/V3/pnLtv4icbzmsutYcP9Y2zvjU9fy0Z3PJgac\nTc3NU+738PvJh9ktAGaYUWMElG4kWuISNE0sWQNoH4zi82hoGWpnUZU+GrcyXgvAwKiipWuQM9aU\nTLhW5dUYiSpCkcKXv2MwijA+Rk0q5rVCrwP4h42InGmyLjXyLLQKyBz5pVuYNGcihX7MkbhKG5og\n+T4KrZJQStEWCE2IAppKuUcjpqB/tLDtO6YUHcGRRD2m4nQIFSVCuIDvVTSuCEViVJRmbsuCUObR\nZkQFZJuBZuFHO/r59f5hHry6YVxcGJMbfuqnwePgprOq0/x66nzpuR6cJXDL39emvR5Xio99v5vz\nV5VwxSmFNQ9M5ut/DNA6oLjj49UTdLYvHxjhG0/3ceu5NZxQO9Gcbzp888UAR4ai/NfHM+8J3Tcc\n46p7uvnEKT4uaCrcBjE3/s6Pz6fx5Ytq0l7/zA8DnFyrcc1bC2ci+Z2X+tjfH+HOKyaW1z8Q49M/\n7Kb59AreX0CzyI8/2ck7Tyzln86Z2H66+qN89n4/n91UwXtXFi7PvpEYVz3VzVXv8vHBUzLXmdm2\nvvGeGtbWFK5t9QzHaP5VN59+dwXnnZy+XIV+p01z22vfV8m7U8xtk/nK471ERxS3nqu/87YZ6Czg\nSH+UpdXOtJ0/6KMzK9YA2geiiVF+OjQRGmu9tFtohtnaF2F7R5hPntWYdsGucYHLSFf4dYC2/ugE\nL9xUKks1fO7CWwL5h+Np9f8my2u8dA4VNs+OwSgLM1g81ZRreBzCsYHC5RmKxBmKqMQ6Viq15Q40\noeBmvl05rO3AWPynrgLrxLuzrO+YVBvrH4XCfEcXZahfk/oKh70GMNs4HIyyrDZzR7S4ysHRgWhB\nfQGGRuP0jyoWVWVvMCvrymgvYKeQyjMtw3gcwuVnNKa9Xleu4XVJwS2BInFF+2As63MH3RJoeaWz\noAIgHFMEw+Mjv6ayosZLRwE7RqX08i7MIPA1ERb79HZWKMxF9kyLoQ5NqPM6Ct4Bm89tMgFgXi/k\nc4YxgZKp3Oa1jsHCGRe0D+r1Ntn7vLjaQe9InKHR4pqC2gIgA0OROD2heNaOaEWdk9FYYUdKiRFD\nlhkAwMq6cjoGY5a4zA+NxvnT4RHeubyESu9Ez0XQO+AVlc6CzwDaB6LElW7lMxnLKlwFtQTqzqGD\nWF7rpTcUL9j6S/+oYjiiso4QF/ucHCtg4ME2Q2guyfKMF5Y5Ep1XoTjSH8WpyaRtu8SlUe91FNzP\npG0gikMTFmbpjJfVOhkYVQXz9WgfiOHzOMdtP5kOq31rMmELgAyYL8nyLAJgea1eaYcLWGmtxoh6\nsg7wLYsriCprhIuFewAADk9JREFUGswLh0KEY2pSnfMJtW7290YIF9CD0RQok80AAFZUORmOqIKp\nwszZRLZnv6LWi6Jw6onDRn1nU3kt9unqgUItTrYNRNGAxVk64sYqJ4eD0YIOMA4Ho6xaUJY2xlUq\nK6udHAwUdnbZ1h+lsdabNX/zfS/UO93aF+GEhb5JQ4esKHC+uWILgAwcMBpfaryQZJbVOBEKW2kH\nAhG8zuyjFIBTl1UBsK+nsC+JUorNB0KsqXaxqjpz2QHW17uJKnizp3Ax8vf2RihxSE4zgJPq9AXC\nN/yFyf9wMIJG9pHx8hp98bJQo+ODAf3/rKrP/KxXV7uIA/t7C1PXR4JR6ssc46LbprKq2kUkTkFV\nT63BCE0Nk0S5NGisctE+GCNUwIB/R4JR1tSXZ01TyDAjMaU42Bdl/ZLJDQZqyzXKLFCpToYtADKw\n2x+htlSjLoM3LoDHJSzyOdhfwJFKS2+EldWujAvPJkurS6nyaOzrLewGJbv9Edr6o5y3OrPFgsm6\nOhcOgde6CncPe/yjrKlxZfSaTGaJz0GFR2N3d2HyPxSMUl/uwJOlYzxhoQ9hrOOeLvsDejvLpiJo\nMqysCiVoW3ojrK7JLtxXVunXDxSonD3DMfzDcU5fnpt1zcoqJ4rCGRkMjMY5Nhhjw9KqrOlM44JC\nDOqOBKOEY4qTcxAAIkJjlYuWAgn5XLEFQBriSvFG9yjr6tyTTt1OqnPzhn+0IAvBA+E4BwJR1i+Y\n3PRNRGiqdbGre7Sg3rCb9w/jdQlnLZto+59KqVPjpAVu/nxkpCD3EBiJcaAvyskNuZn+iQhvWeBi\nR+f0n79Sit3+COtqs3eM5R4nSyuc7CvAi6qU4vXuUU6sy17eSo/G4nIHewqwC1pvKIY/FKdpEgGw\nyOegxCEF65DMWdpbG9Ob16bSVOtGgF0FGlzsNYTnZAJIRFhb4y7IrHKnce9nrk5vzp3K+gVuDvZF\nGSjiQrAtANLQ0hshMBJn46LJQw2fXO9mOKLYWwBVzPaOMAo4dWFuHeDGRR66h+McLNAo6dhAlBfb\nRji3sZQSZ25N4+wVJXQMxdhTgPL/5ageKCyX527y9qWlBEbivD7NjuJIf5T+cHzSzhjghFoXb/pH\niUxTP34oGKVvJJ6TwDtpgZtd3aPTXgfY3hFO/L9sOERYX+9me3u4IML95WNhKjwaJy7KTQVU6dFY\nVe3klfbCRL3d3j6KW4NTlk0+Gj+5wc2xgdi0HbNeORZmic/B4qrJZ9MApyx0o4BtBSpzLuQlAETk\nfBHZIyItInJTmuseEXnEuL5VRBqTrt1snN8jIu+f/q1bx5aDIVxabh3RxkUePA7h962haeWplOK3\nB4ZZWOZgzSSjM5O3LSnBpemj9umilOL+HQO4NOFv1+XuWHXmkhLKXMLP3hicVkcRU4pn9w+zotJJ\nY+Xk+n+TTYs9lLuEZ1um9wz+58gIGnB6DnX+tiUehqOKnZ3Te1Gfbw3hFHjr4slnW2ctKyEUVWxt\nm14U2D8dHqHe62DlJJY4AG9d4qFrePrCPRiO8/KxEc5Y4sGZboefDJy1rJR9vRFa+6aXfySmeKlt\nhNMWefC6cyj3Yr0NvHBo6u/00YEou7pHOXtFbp0/wNoaFw1lDn53YLjgMa4ykXNtiIgDuBP4AHAS\ncKmInJSS7CogoJRaA3wXuM347UnAJcBbgPOB/zb+36xjT88oz7eGOHdlKeVpAmWlUurSeNeKEp5v\nDU1rLeCFQyPs9kf40FrvpPp/kwqPxntWenmuNcSuaejBo3HFj3cOsK09zMdOLqeqJPeqKXVp/ONb\nytnROcqTe4am3HB/8eYQh4NR/nZdWV6brbgdwoeayvjLsTB/OBQiHFV5fzoGozzbMsxpizzUlE5e\n9g31HmpKNB57Y2jKqqfDwQi/2T/M25eVUJlmu8dU3lLvZnmFk4d2DU5ZRfDXjjCvdY1y3urSnJ7x\nO5aV4HMLP3ltYFrWQA/sHCASgw+tzc9j+9zGUrxO4b6/9k9LxfeLvUP0heM5e1IvKndySoObp/YO\nEZjCXgzRuOL/be+nxCm8d2XuAkAT4YImL7v9EZ7YfjTvfKdC7kMteBvQopQ6ACAiDwMXAm8kpbkQ\n+Hfj+2PAHaK3tAuBh5VSYeCgiLQY/+/P07v99Hznt3t58M9dU/pt30icWq+DS9fnNlUFuGS9j+0d\nYW78XQ8XnZB/WIJwTPHrlmFOqnPl7e7/0fXl7OwM85Xf93LOipKsC5jpUApeaQ/TG4pz/movH1yT\nv+v/+Wu8vOmP8JPXBtnVPZrzDMZkcFQv/xlLPLwjh7WHVC46oYzt7WG+95cgkH0f4Ex4HMLHN+RW\n5y6HcMn6cv77lX7+4bFOyrKENs5EOKrweTQuyzFPhwif3ljBV1/o5dNPd/PeVbl3LKDX8zMtwyyt\ncPKBHOu4xKnxyVMr+N5fgvzj4505rQulMhCOs7NrlItOKGNphg1+MuHzaFy+wcdd2/u5+lfdrK/P\nPyzEUETx8rEwZy71sCGP33/i1Aqu3+znU093c3Ke+bb1RwmMxLl6U0VegymA81Z5eaktzK3P7Ob8\n9Qsp8+T3zPIln/++BDiSdNwG/E2mNEqpqIgEgVrj/Espv12SLhMRaQaaAZYvX57H7en0DY/ys5eP\n4HNrNFbl1xEBeF3C368rw5fD6N+k0qPxiVMq+O5Lffxq31C6OGKTUu4WPnV6RU7WL8mUuTX++cwq\nvvL7Xra3h/VNg/Okwi00n1XFpkWeKW116BDh+r+ppH0wyqsdo7zakf9spMQpfPTkye2l0+F2CNe9\nrZIvP9/LpsUeFmUJvZuJUxd68uqgzl5eypN7hljgdbDEl/9L6tTg/au91OYw4zBZV+fmqlMr+OGO\nfp6fgsrR5xY+eaov5/UdgLNXlLKjM8zOrtEp2+WvrnZyQdPUYgq9q7GUX+0bIhRVvNE9tfxXVDr5\n5KkVebWtZRVOLjqhjJfaRvKe/Swsd3Dm0hLeM4U4Sk5N+N9vr2LhqnWWd/6QnwBI9/RSn0ymNLn8\nVj+p1N3A3aAHg8vj/gCo8rr59effyZ43dhZ0X8/JOGNpCY9cvLBo+SWzssrFAxc1zEjeJg5N+Nb7\nJu7fWywW+5zc+xFr9mdOh8sh/Nf5mYPVWcV5q72W7JWbjc+9LbvppJV4HML3ZuA5A1y+wcflOc7Q\nCkmZW8vZX2K65LMI3AYsSzpeChzLlEZEnEAl0JvjbwtGdZm7qJ2/jY2NzVwk53DQRoe+F3gPcBR4\nGfioUmpXUpprgJOVUp8RkUuAv1NK/YOIvAV4EF3vvxjYAqxVSmVdYZlOOGgbGxub45F8wkHnrAIy\ndPrXApsBB3CfUmqXiNwCvKKU+iVwL/CAscjbi275g5HuZ+gLxlHgmsk6fxsbGxsba5m3G8LY2NjY\nHI/kMwOY1QJARLqBQ1P8eR2Q3waZcwO7XHMLu1xzj7lethVKqZxWzme1AJgOIvJKrlJwLmGXa25h\nl2vuMZ/LloodC8jGxsbmOMUWADY2NjbHKfNZANw90zdgEXa55hZ2ueYe87ls45i3awA2NjY2NtmZ\nzzMAGxsbG5sszDsBMNmeBbMZEVkmIs+LyG4R2SUinzfO14jIb0Vkn/G32jgvIvKfRll3isjpM1uC\n7IiIQ0ReFZGnjeOVxr4R+4x9JNzG+Yz7Ssw2RKRKRB4TkTeNejtzHtXXDUY7fF1EHhKRkrlYZyJy\nn4h0icjrSefyriMRucJIv09ErpiJshSaeSUActyzYDYTBb6glDoROAO4xrj/m4AtSqm16GE0TMH2\nAWCt8WkGvl/8W86LzwO7k45vA75rlCuAvp8EZNhXYpbyPeBZpdQ64BT08s35+hKRJcB1wCal1Hp0\n7/9LmJt1dj/6PiTJ5FVHIlIDfBU9AvLbgK+aQmNOo5SaNx/gTGBz0vHNwM0zfV/TKM8vgPcBe4BF\nxrlFwB7j+13ApUnpE+lm2wc9AOAW4FzgafQIsX7AmVp36OFGzjS+O410MtNlSFOmCuBg6r3Nk/oy\nQ7vXGHXwNPD+uVpnQCPw+lTrCLgUuCvp/Lh0c/Uzr2YApN+zIO2+A7MdYwp9GrAVaFBKtQMYf824\nx3OpvLcDNwLmdla1QJ9SytzQOPnex+0rgb7LS247axeXVUA38ENDtXWPiJQxD+pLKXUU+BZwGGhH\nr4NtzP06M8m3juZM3eXDfBMAOe87MJsRkXLgceB6pVR/tqRpzs268orIBUCXUmpb8uk0SVUO12YT\nTuB04PtKqdOAIcZUCemYK+XCUG9cCKxEj+Bbhq4eSWWu1dlkTHtPk7nEfBMARd13wApExIXe+f9U\nKfWEcbpTRBYZ1xcB5n6Xc6W8ZwEfEZFW4GF0NdDtQJURZhzG33umfSVmG21Am1Jqq3H8GLpAmOv1\nBfBe4KBSqlspFQGeAN7O3K8zk3zraC7VXc7MNwHwMrDWsFRwoy9a/XKG7ylnRETQQ2rvVkp9J+nS\nLwHT6uAK9LUB8/zHDcuFM4CgOa2dTSilblZKLVVKNaLXyXNKqY8BzwMXG8lSy2WW92Ij/awbbSml\nOoAjInKCceo96CHP53R9GRwGzhARr9EuzbLN6TpLIt862gycJyLVxuzoPOPc3GamFyEK/QE+iL5x\nzX7gX2f6fvK893egTyt3An81Ph9E16VuAfYZf2uM9IJu9bQfeA3dYmPGyzFJGc8Bnja+rwL+ArQA\njwIe43yJcdxiXF810/edpTynAq8YdfYkUD1f6gv4GvAm8DrwAOCZi3UGPIS+jhFBH8lfNZU6Aj5p\nlK8F+MRMl6sQH9sT2MbGxuY4Zb6pgGxsbGxscsQWADY2NjbHKbYAsLGxsTlOsQWAjY2NzXGKLQBs\nbGxsjlNsAWBjY2NznGILABsbG5vjFFsA2NjY2Byn/H+ap4OydWp0cQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe964179780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(3, 1)\n",
    "ax = axarr[0]\n",
    "trajectory.loc[:, 'location'].plot(ax=ax)\n",
    "ax = axarr[1]\n",
    "trajectory.loc[:, trajectory.rotation_mode].plot(ax=ax)\n",
    "ax = axarr[2]\n",
    "angvel.plot(ax=ax)\n",
    "ax.axhline(min(thresholds), color='r', linestyle=':')\n",
    "ax.axhline(max(thresholds), color='r', linestyle='-.')\n",
    "ylim = ax.get_ylim()\n",
    "ax.fill_between(sacintersac.index, min(ylim), max(ylim),\n",
    "                where=sacintersac.saccade >= 0,\n",
    "                facecolor='green',\n",
    "                alpha=0.2)\n",
    "ax.fill_between(sacintersac.index, min(ylim), max(ylim),\n",
    "                where=sacintersac.intersaccade >= 0,\n",
    "                facecolor='black',\n",
    "                alpha=0.2)\n",
    "f.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}