Blob Finding.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is supposed to help explain in a little bit more detail the skimage blobl finding algorithum.  It is just a little neat example you can play around with and get a bit more of a feel for "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import sqrt\n",
    "from skimage import data\n",
    "from skimage.feature import blob_dog, blob_log, blob_doh\n",
    "from skimage.color import rgb2gray\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = data.hubble_deep_field()[0:500, 0:500]\n",
    "image_gray = rgb2gray(image)\n",
    "\n",
    "blobs_log = blob_log(image_gray, max_sigma=30, num_sigma=10, threshold=.1)\n",
    "\n",
    "# Compute radii in the 3rd column.\n",
    "blobs_log[:, 2] = blobs_log[:, 2] * sqrt(2)\n",
    "\n",
    "blobs_dog = blob_dog(image_gray, max_sigma=30, threshold=.1)\n",
    "blobs_dog[:, 2] = blobs_dog[:, 2] * sqrt(2)\n",
    "\n",
    "blobs_doh = blob_doh(image_gray, max_sigma=30, threshold=.01)\n",
    "\n",
    "blobs_list = [blobs_log, blobs_dog, blobs_doh]\n",
    "colors = ['yellow', 'lime', 'red']\n",
    "titles = ['Laplacian of Gaussian', 'Difference of Gaussian',\n",
    "          'Determinant of Hessian']\n",
    "sequence = zip(blobs_list, colors, titles)\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(9, 3), sharex=True, sharey=True)\n",
    "ax = axes.ravel()\n",
    "\n",
    "for idx, (blobs, color, title) in enumerate(sequence):\n",
    "    ax[idx].set_title(title)\n",
    "    ax[idx].imshow(image)\n",
    "    for blob in blobs:\n",
    "        y, x, r = blob\n",
    "        c = plt.Circle((x, y), r, color=color, linewidth=2, fill=False)\n",
    "        ax[idx].add_patch(c)\n",
    "    ax[idx].set_axis_off()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.ndimage import gaussian_filter, gaussian_laplace\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "sigma = range(1, 30,3)\n",
    "space_scale = [-gaussian_laplace(image_gray,s)* np.mean(s) ** 2for s in sigma]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fa44edff2b0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hzs9IQ/F43CDXW7V9IQSAXRgP7A6MC6Spnq7rolAo7GGuYDCIeDxupLA6dWwi5f9EFZTaynwkTgoKElE4HDbPsRGIEhgXRiEev1P4qshCCZvX2aFQRUCO4yCZTCKdTgPoE3q9Xken00E8Hkc6nfYQnsaN1SxR+1lhqSIBZTz+0LmVTCaNEGE2oM4N/+b1NvOpv4dzqJ56NdXIPDYCpNOR72i328jn84bB+DmfYdvcth+BSkhRy4svvoi1tTXTN84lG5/barVMCrUyfCqVwvz8vEdjE92lUinTP0UrfH+73Ua5XPY4PFUQqNNUkVm5XMaZM2dw9OjRW/LevvAJKJErRAV2JTglfafTMZOrWVntdtt48wF4iNUOV9nErVrVZk4bYpFwVOsrvB5EFApRNXHGFlZKBHyfmh5cWHXw0ROtPgQARlg1m00zb5rHoIiITbWlzSTaFzUHgsEgxsfHMTo6inQ6jXA4jFdeecX4KBRtUVNTyPIdwWAQ09PTqFaryOVynndxTjhWn89nEA3Tnu015jMHOdl0/tQXQVpQRy4jI8znIH0pTarwtBGWMqnjOMjn82ajlyKaaDSKe++9F2fPnsXq6qqHD/guKiyNUul7SUM6d0QO586d2+P/0LYvkIDjOEZbqYTloBOJhEcwqA3L/xWeqaakgNBn2/CTjKA2KwWTbX+ReFSYDHo2/QWKOHjdrWK2dPIEAgFkMhmjXUksfK9tQugeANrRW1tbKBaLOHjw4EAHmBKqahHOnwpj1Yi624+QO5FIYGpqCs1mE5cvXzZbWBUJcG4U0XDMqVQKc3NzHgHO37aTkALNjunruFSAUoAEg0EMDQ0ZAaK+CDtqQvqx159CiXOiZuegdbHNSQAeFEH7fm1tDT/4wQ9QrVY90SHSjr2bUsOZmnyldKyCr1gsmg1lg9q+EAJ+vx+HDh0CsDellIsRDAaNr0CZV205lfz8Xr2k/K33a2YasEsA+mzXdRGNRj1Epn1Ubz4ZSRfC1mwcpzI1d9GFQiG0Wi2USiVDJAp91UbMZDL4G3/jb2BmZsbMpfouXNfF9evXPXsdON98jr3vQePxwWDQEJlN6IFAALOzs/jUpz6Ff/tv/y1OnjyJtbU1T8ovQ4aKjsLhsHkO57der+PixYvI5/NmrDr/XBd+pk5I9lWv0/HxutHRUfzCL/wC4vH4HnNTFYg6+5rNpidRSQUB4PUFKRIkPZIeFK2o2ci14LPL5bLxAdlKQwWKIjmmy6s5S4VBZ7ttktptX5gD3W4XBw4cwOrqKsrlsmfSVeoRotXrdbMAKiUHMbJCJE6kLWlVO6t2Z/xbiUaZUN/D/vEZvFZtOtWIigbYf4bV+JNKpeA4jvEcK/QbHR3Fww8/jEwmg5deesmjhcj0SsAqHPm/anxgl2D5t2pAhaK0z+v1Ol599VVsbGxgdXXVPFvnuNls7oHk8Xgc4XAY+XwejuOYfHubOWx4rvFxFRK2n0TRDK+bm5szqbuKBGzasEOJ6j9h/0hTytQ6n3yGKgkbXfE3x1apVDz9VkTANSW98n6mmft8/chEp9NBo9EwiG3Qug5q+yJE6Pf73cnJSY9HVgsz+Hw+T1xeF0NNBGDw5hA2lcrqtFMG1Wt3+uZZYMa1AewhFADGDgsGg0ilUhgeHkYul0Mul9vjWLNNDKbEsj/pdNrUAOD7er1+vsGhQ4eQTCZx8eLFgVmSCsWVOXTOVFuxzzSf2CeNQ2sYiutAzR4KhZBMJpHP59FoNDxhP/adBH/o0CGEw2FcvHhxD7IalIasURs+i31Q5ud4taYBaej+++9HNBrFs88+u2cd9b1qryuCE1o172fat5pVFCR6nwpiNVFVMNg+GGA3aYvroFELRUvaL4YhNVzMd90qRLgvhEAgEHATiYRHulIQkDAJzxSyquQGvE5E1Yz8jgulmW/6w8pAADxSGMAeYrDtVyWeQCCA8fFxPPDAAzh8+DCee+45XL58GaVSyWOykGD5HF18jXJwnNxYpNqG3/EZtnbX+SHxKNoZFOfXcXNDE+eVFXh0LoB+8ZJ//I//MX7jN34Dy8vL5vmqFcls1GxKxKqNORb2LRwOG+ccn6H9VqakALPXh0qGORP8nPSlDkw1Q9XRZ9ME14dzozkNSg8UOkC/QMj999+PV199FfV63Tg0VfPzXmaiqrmpSlARs9IVhZMKf5/Ph1KptH+FQDAYdNPptEdLAruMqJBenXaqSUkcCrcUtgN7M+EA7/4BMhSlO+DdxKNwjverPcjm9/eLl0xNTWFkZAT5fB6FQgGrq6seRkwmk0zi2GOvs7/AbiotCV9DZiRKfb8yOYmM16lJo5oa2I372/dosZCZmRkUCgWTrMRrEokEJiYmcPPmTcNQNm3p2vBvmksqlLVoC8epQk/7ruOnsFPHHOdb10yjDZlMBtFoFJubm5415vzxt+M4mJqawvr6ukFqdsTERndAn+mnp6extLRk+jI6OopisWh2RPId+m57LfVve73Zl2AwCKbf07RU30+tVtu/QiAQCLjJZNLjhac2ZFMoSmLg9yqhbehLW5aMQ0ZX6Ql4bWabCG1mIWNwp6HNdL1ez+SUz83NYWlpySTt8DpbMKnW0e25KhRUKKowo9ZQzUQBGI1GPckoMudmb4L6KKipmZJtEziRAe/RBBZbsyuSUcRlCwHH2c0FsZ2nSp/qH7DnUhnQFhT29YrCVMEozCad8DMAGBoaQqlUMqYEr9HQpNIhv+c16sfQdbWFDekdgCfKpCFl9Q30ej1TuIahYYaEiUwbjQay2ez+FQJ+v98dGhoyC6JeYDK7Hee3nSuqkRW6AbsTZoenSOwaewV2CVHttJ1+eoQMF1yFF59LiMlcbzYbptMMIbPqtZwDdUba2l0ZTAnYcfp5/MFg0GxdDofDniQWRQWyFsbWZ06GvWVXUYgykS3YON53mic+T4u4KDQHvAJaYba+W/uvPh5FPTajax91H4eNhPgcpT8bYdp+DJt+bX8Dx6U+HEViWsyFSFCjPKTZSCRixpFKpYxQph+AtJXNZrG0tLR/NxBxMQft5ON33W4X8XgcsVjMhM/IZIDXNleBQDNBJSMnUWHVIG1iEzYleyqVQi6XM4Q1MjKCkZERZLNZ5HI5j8QmqlAnEgAPdE0mk0gmk6jX6x5i1IgFzQEVDNRo7KMKFdrGJCaG65Rxbf+Azr165Pm9Xqv/DzJhdA55rTqrlPi5VoqA7Pvo7FPGVaESjUbNrj1lOvURcQ01MqOf6dpo3/l+vleZU4W5juVWZgt9DfyctJhKpVCtVj1l7zhXmu3I/jD0GolEEI1GEQgEkEgkMDQ0BAAmSrC5uYlEIgGfz4elJT0JYLftCyEAwEME9qJQE42Pj+NjH/sYvv3tb2N1dXVPYoUShUrZRqPhkcBkygMHDqBQKKBcLhv7TPMK+AxCMgqSYrFo3uG6/RJiU1NTWF5e9sBHRTbqqFEI2ev1UCgUkM/nPQykz7fj5n6/3yMwFQ7atr8+k/Ngh9XUUcrrlbGZu8B+20iImtdGYXyuFuzQNaU5AsDD5Owj18oWWJwbQl2uWSQS2RMW5TM4VhXuCsf1hxpWbWrtmz5HfVFqOmm0idvBlfmVVjudjnFYkn44/3Qy12o1lMtlM55EIoG5uTk4joN4PI5QKISDBw8ilUoBALa3tz00MzY2htdee20g7+0Lc4DRAU4qsLswCoUikQji8Tiq1apnO6XCftVgXJR2u22gsEJHbv30+Xye0JyiChveAd66fCTmbrdrvPfKqEpsKmDY+NxEIoF0Oo21tTXTB/XKK0E6Tt9LHw6HUSqVPHaubrNl0/vtyk0cp+v2E6JisRjy+TyAfmIPr2UosFKpePYc6LNVcHD8mr5Mbdrtdo3QouZTFAZ4d4Oq8GTThBn9sfM5bOFp77bTWL8ilVQqhUOHDuHKlSvmnAaOWedQ/Uv8YR/svAqiMXtfhK6V7mehDyYej6PX6+8DYAbt/fffj0OHDuHq1avw+/244447MD09bbZbF4tFlMtl5PN5XLlyBXNzc/it3/qt/WsOKKxUZrNt81artWffvtpvGgpTbWI7Zki4fJ4iCWCXgXSxVLorFHZd14QV2U91WKotrDajQvher4dqtWoceLoZhu+jACEj6eky7KsKK75D/+f7ddeZmkTKqOw3GUnRg538wh87ZJZIJPCpT30KY2Nj+MpXvoKlpSWDDHR+OA9qzyvc14iIanf1kbCYCQWyvd76Dq63hprD4TDuv/9+FAoFXL58GZVKBZcvXzbKA4BhMFYzpgJot9sG6dFM5T4DRQxKh67rGrTBxnHUajUEAgFEo1ET9qzVagahHD9+HBMTE3j99ddx5MgRHDp0CMePH0ej0UAikUCv18PQ0JApbJLJZDymlt32hRAAdr3JSrScNIVR6iBk4z2qoW1mA/amBKsjzbbfAG+8NxKJ4L777sPbb79tdjHatpsNWe0Kv/Y41c/A7xWFMG2XsWKF+rdKSOl0OhgbG4PruqbwiPZTx6YHpmgftEISvyMT0gSzw3EcTzgcNr6HkZERzM/P4+d+7udw48YNbGxsoNPpYGJiApFIBCsrK4ZhKOjokAR2HboUSKoxCZkJhxnqq1arKJVK5mAVOn/tMapA9vv9GBoawgc+8AF8+9vfNvRGochrYrGYscEjkQgikYgRBq1WC5VKBcVi0Rz8QfRqR4Y4Di0nz89Yct7n8+Gee+7Bpz71KXzlK1/Ba6+9ZtAKAGxsbCASiWB8fNykB8diMUOHIyMjxneQSCRM7sagti+EgMJStUvVKadSlfeo9lENTE1g25gK9/TZqjEUQqpt2Ww2cf78eZTL5T02sUJM/m1rIR2bagcKI+aMs0/RaBTz8/OYm5tDPp/H8vIycrncwGPWFBEkEgmcOHEC+XzewEcKHhUiPp/P2NA0LziH3IxCDcc54RipOe0tvX6/Hx/+8IexsbGBa9euGc117tw51Ot1U2NxeHjY7BXJ5XImhNVsNjExMYFut4v19XUzP+qUA7xZe4lEAocOHcKJEyeQTCaxtLSEK1euoNfrGRhPYaqQnfkgfFa5XMZ/+k//yYyX/gbV/IlEAocPH8bx48dx2223YWtrC1tbW2ZuyuUytre3sbi4iHw+b8KJmprOOeZ7tSydIthut4ulpSWsr697fECu62JjYwP1eh2ZTAaO03dMT09Pe0K+0WgUQ0NDyGazGB4evmWNCGCfCAEyMydGmV3hIuCNCwPwnOjC38CubaVaWgUIGZVeZd6rTh5qGy6gCgA+R7WjmgwqCBRl2OE0agyaQvSBcHfdY489hkQigT/6oz/Cc88954H1nDv1Otfrdbzwwgumb9xgwrEo+uH8kEnS6TSmp6dx+PBh5PN5vPHGG9je3ka32zVVbTgGChMVtq7r4tlnnzXbb30+H773ve8hHo/jzTffNNGR4eFh/MIv/AKef/55fP/738fNmzcNY66vr5s11PUkGiBSIHRmsc+jR496SnrXajWDMkKhEKanp01pbzXRKOBoHhJOM5RK5qFwvfvuu3H33Xfj8OHDWF5exuuvv27MuJGREaTTacTjcVy/fh3dbhfVahXdbtdkB/LdFAaxWMwoAFVUrutiZWUFX/ziFw2sV58Gd0WyziGFPdB35IZCIXME2+joKKLR6C35b18IAYV5StScDEUH9CLbaZbK9MpwmgjC5yvMZ308vpfEoU7HQVBSmduGxlxg/q9ah33z+/2e/Af2TaHi6uoqnn76aYyMjKBYLO4Rduq043Noc2ufdF7U5FGfQCQSwalTp/B3/s7fweHDh/H1r38dFy5c8Dj8yKi6G1OddVoiHABKpRKef/55jy8jFothfX0dzzzzDCYnJwHAZEzyHQr/lR5sPwahbjqdxsjICOr1OlqtFsrlMsbGxoxWbzabuH79uudeFfrq82i1Wp5QLrXq3NwcPvKRj2B+fh7JZBKFQsGYXmqaJhIJxGIxj0BaXV31RINIM51Ox2yTJ02z8Kz6cZg7kEql0O12zaa2sbExc+is6/arThHxUIAdPHgQ2WwW3/jGN27Jf/tCCAC7Gt4OnahXWOG067oGtpJhVaPatrKNIADsyUknkdv3sR96FkE0Gt1zeKkKGDuSoAwIePME+AzCRLatrS0899xzxn7n+AbVANT5GeQJtxNQ6JgCdreh3n///bjrrrvQarWQz+c9lZTJdGRyFSIqQHloJsOpdJbxPYToP/zhD9Hr9bC5uWnWTHdR2s5XfQfHyqKrtVrNnL8XiURQKpUwNTWFYrGIer1unHb0bWiuPp/F7/QoOyZYUWPX63WUy2VzSE0oFMKxY8cMmmM/yKClUgnlchmpVAr1et3Y++q/slOHiazIB6zXcOHCBXOwKud3YWEBfr/flA+jcKE/JhKJ4OWXX8ZLL72El19++Za8t++EgJ6BZ2eYUdP4/f3c/McffxxPP/00NjY2jCONUA7wFqPUBBBCLiaXDNKS7BOvZ6OEJlxk//i5bRboO5XoAO9xanxHPB73FBFlJRp9HlEG77ftSXrK7fwCRSqu28+fiEQipl/VahWvvvoqfvKTn+Cll14yJdvV76EmlqYVk3gHmXR2XsL169c9Pp3p6Wlks1kPQ6gJBXiTtSg0iAQ4tvHxcYTDYRMeSyQSKBQKZnyaq6G+JFvohMNhT+iw1+shm83i6tWrRltnMhnzm4fpVioVbG1tod1uGwG0tbXlCTHa5qCiTgoT9qnb7ZqTidSXQdOi1Wrh6tWrqNVqWFpaQjqdNjTt9/uxsrKC9fV15HI5D03ZbV8IAdXQypBqj+tCkdG///3vm0Ue5OC7VaIKvdF8twoaGzor4VMKq3bjomq5LHuXmyIZNiVAFQQkGMB7pDSPX6MWVoGoiEC93mQavdbeeEV0UC6X8cwzz+AHP/gB1tbWTNFMjon9IVpRM0ihq6Ig9kfXpNFooNVqeSrnUigAu/CcfaXpwX5o2Jd+k6GhIZP+nUwmPWglEolgdHQUd955J9544w1sbm6aE6o59+p/8vv9uP322+Hz+UzyV6fTQbVaxeLiorGvw+GwQYPUxNFo1BwYOjU1hXa7bbIAtQCu0rLSnz2fnU7/6HkiTdIxQ4bhcBjVahXZbBYLCwtIpVLmzAPX7Ts7eW7hwYMHcePGjYH8ty+EgK2FB208oS1H+5rEpBDehuBq+ytzaEKGXqMLQgHAkuVcBO760761220TPmI2oQov9s0Oddk+D50D9pOMyGOpqIGYEaa2Lfuo0Q2aTYTn+kwiJaCvJS9cuIBwOOw5A0895Xy2hhYBDNT+GuFherf6RHQTDpuWyFJnLplV54wCjKgum81ieXnZZM91u100m02Ew2F88IMfxOc//3n89m//Np577jnPJihFWOxLLpfDfffdh0ceeQQXL17ExYsXsbm5iWaziZGREWO+kUaq1SrC4TAqlYoxJ9LpNOr1OtbX142AUo3P8amCU6FORdJsNvdkm/Z6PRN2pBnVaDSQz+fNfGQyGaMYKXRv1faFEGBTaKuwutfrIZPJGNine/7ZFObzc2oT275UM4OT32w2PbCf2W5HjhzBzMwMIpEICoUCFhYWsLq6apxHNGE6nX7Z6enpaeRyuYFoQwWane2ojKtCSxEO0HcYplIpJBIJ43kOBPo1CXu9nmcTku24pHZRjUpBQULTzTu8hswGwDPH9nVs6iegmaZIj31TE0MFiToeVbAwBMZrG40G1tbWEIlEEIvFUKlU0O32DyMdGhoy0Z+jR49ibGzM0BDnV5GWoh1GRkZGRjA2NoaLFy+i2Wwim83irbfeMnszWq0WDh48aCo+l0olUxI+l8vh6tWrpsgK5520SUFlo1Db/LIdvZxPNfUYXaCZ5DiOSTEmCrx48eIt+W5fCAEOXk/SUaZIpVLIZDLIZrPmxBdCRTbexwnRfHjAm4evEJyecU6y2mw8wef06dOYnZ3FlStXTErt2tqa2aShSU4jIyOoVqtG06ijTpGBMjn7Q22eSCQMQatmpTZeXl42z6FDiE4jMrEdErWZkMSn/aNwUE2pWolrxefR66/mD+dQ11a/U6ebjX50jHZ/CYPV70K4vLKy4mEM2uNk8itXrqDdbuP8+fOeeoIKyTkXdNatra3hK1/5ihH+LN+1srIC13Vx7NgxVKtVNJtNHDp0CLlcDuVy2aCBtbU1bGxsGEHNsSj0p2bn3gw9ZoxjZAKQnkyltMJ14LPpyNXIGU+FulXbF0IA8IbXVFr7/f1DRkulksfBRRiuzK73EY4RBqvdTUFBIqD3m8+m04k+gHg8juHhYYyMjHiIlfdq/y9evOiR5gr3ABhbWG1t3QlJba73ECFlMhnMz8/jypUrqFarJluN5gHgTb8dtDHIFnaqDYG+th0bG0M2mzXZmmwswc35VG2v8J9jG5RExTVln8LhMJLJJLa3tz2QV8cP7JqMdJDpltlOp4NCoWDGxZBjKpVCLBbD888/j2effdZoZH0H12mQk7BarRr/AUONALC0tIR6vY7R0VGMjY1hYWEB8Xgc3W5/c1k+n8f29jZyuZwJW6pPgPNk91dNI65dOp02iVQcdzgcxsTEBFKplMmFYGhzYmLCJAlx1yBp6lZt3wgBlc5q31KzdbtdJBIJE6OlBAS8+9fJxHpQAz/TU4EBry9CnYoAjF3MWvi0+QCgVqsZZqIw0PRSJSbVohRcqhnVfOE8EOVQKNEjfuDAAWQyGczOzpqCrI1Gw+OH4JwQeZDRNVSooTb2gQzRbrexsbFhYuNXr141CGpoaAhbW1tmnIpubNTFOWciC3PpucYaESGUVsGi24HVbIhEIhgaGjKnRnN3HQVfqVRCrVbD9vY2otEoSqWS6TPnyHVdJBIJFItFTxq6hpZ5nfozuKaNRgNbW1vI5XJYWVkxW3mZUtxut7G9ve0poMo5pBJSJDhoXRzHwfj4uAlbqqZPJBI4evQoHnzwQYyPj2N7exuXLl3C5cuXUSgUMDo6ii984Qu4dOkSvvKVr6BQKOwx2bTtGyEAeCusqBebAoEQWRnNdh7aHnZK10AgYNJolRg1LMP30APOU19eeeUVnDx5Euvr61hZWTGMzOeT2NkfO0qhAkr9FTb0ZT+BXTuchDE+Po5IJIK1tTXcc889uH79Oq5du4Zyuew5fZlaTYlMN+xQoHJubT8KBVU0GkU6ncbw8DC2trYQjUYxPDxsElWo2XTtBkFde56i0ajxo/C+jY0N4xRk/8gUdP7yBJ+TJ0/i8ccfx/Xr1/Hd737XlDrLZrMmj6FSqRglQMcoD6churPXRsekESUA5jQjXkfaoIYvlUoeSM4552YgCoF2u41kMulRQlyzZDKJoaEhz55/JhxpfgfREJ97+PBh3H///fjYxz6Gl19+GV//+tdx48YN/PZv/7bJZ7DRnt32jRBQc0ATJjixrut6HCC0XdX+P3XqFEqlkgmF0B6iSWHnkAeDQVO+XIuMUAg1m03jhW+1WlhcXDSZe5oBxj6RaDS7ENhlLP7NsWm4iz4REqfG+gOBgNndFo/Hsb29jZmZGRNbV+2h7+S82c473eXI79R52e32s9LOnTtnmLXRaODGjRuGgPkOZSI1udTPwf0IREZ+f7+yMhmDz2I/CH0pbFmqbWZmBh//+Mdx++234/nnn0exWDSRIvXlkPD5/nA4bBQD6UjXSpvtlNZ11d9kLK4jIwC03aenpxGJREzxGdX09rwRXVSrVcTjcfj9/bTnSqVi+sB3Ef0tLCyYTMn77rsP4XAYt99+u3FG5vN5LC0tGdPzv2sXoeM4vwfgbwHYdF33jp3PhgF8GcBBADcA/F3XdfNOf2S/CeBnAdQAfMF13cGVDKxmw0mF17ZTI5FImNxwdfgtLCwYr72Gw+wF4/O0tBgAj31PD2uz2US9Xsf29raxO0lozDgkwaudR+K3NzipvazakxqQnxGRcLdaqVQyWXwXLlzA0NCQZ4OP7fyzBYLOox1C5JgVwTBiotl+zHhjU8Yngeo4eY0yP/PaWe2GZeTVIcwwMPtIZOA4Dl599VV897vfxaVLl8x5DFw7XVslfKZsK3pR4ei6/TMe7K3Uup6K9DiHSntEGKSHWq2G1dVVT1iQ9r/6SSj02+22R2Dw+RRm+v5Op4NyuYzXX38dGxsbeOutt3D48GH4fD7UajUjuNWcfick8K5FRRzHeQRABcDvixD4fwHIua77647j/BsAQ67r/mvHcX4WwD9FXwg8AOA3Xdd94B1fgN2iIgql1V5SW4mQn+m+6tDj4ijBawiGUpEhF3unoUJRSm59jmrMQXFrTraGH/VodH0WiVQJnZpE+8xnjI2NYW1tzaNVSLTabxK3hun4Q1sU8B6MSiLTMJQ6SW1NwjlT/4WaH+wjHZf8PTQ0ZK73+XzmEBL2iRWeiAK02pPjOGaPhJbhYt/Uo84djpxvrcLExnvtMB3nXGlCr7eTrZRGNUqiyIT3q9/Lvl8d3vo+TRGnnyQajWJ6eho+n89kFCYSCaN06vU6isWiKb4jJsSfr6iI67rPOo5z0Pr4MwA+svP3FwH8AMC/3vn8993+yF9yHCfjOM6U67pr7+E9Hg2lC6aQX2G0fb+aCFxA/dtOK9ZJ5//6HiUCtfFViysKUEgN9KHm2NgYbrvtNrzwwguekKL6MWxC4/uo2ejoohCijUi/AZEHGWGQAAT2liBXBaDFRxUNAPCgGY5ZfTE2AuG9NA0oBPjeoaEhJBIJZDIZk+FXr9cN2qHfQYV9r9czzK+oiUxC4U8bGoA5R0IP+iA9qJ/GDmFq6Jbj4vNVAPJ6mjsaDSItAd6ahVxTpTsV3Fw/Clb2S5WV67rGqdlsNlGpVMzuSL5XHZJ8x63an9cnMCGMvQ5gYufvGQBazXB557M9QsBxnF8D8Gs7f3s0okovXWC1vblQKhDi8bixr9THoFJV7TbV5tRQSvBcMH0P79HMO3U+csF5/8rKCnK5nFlo/Y7vBXbhKxeaIT722y5AoQVL7Pg8oaOiAzIg38c553tIfIogCMvVJmVTlEHBQr+KEjWJMh6PG0QzOjqK4eFhjI2NmV10dO4Bff8Di64Cu9WHOfcclybgOI7j8boTnqsA4NwrDXEulMnJhENDQyb0agtrfkZBqVl9bHSmBoNBs59By6mR0e2wrd1XpSn6p1iTUs0n0gHXQWnbVgja/rsdg67ruo7j/JkLFbqu+ySAJ4F+yXFOPLC33jywq6nIwJpTDvQZ8KGHHsLQ0BC+853voFareSS/SmLd+KKLYWtkRRF8B6WzrQW1P7ZvQ6+hFlfIrTagalzOBwlA0Y5qJHuuVPCpGaWERWKyiUyfp6E5FVbaf76P9Qh31tOTwxCJRBAOhzE+Po7JyUnMzs5idnYWU1NTJqTGo9YqlQqq1ao5m6/T6W+37XQ62NjY8GhVzZpT5Mg+M6RLk4P+It2TYGt7zo/f7zd1FdWXwjlQk4ProjQwMjKCRx55BE888QRu3LiBJ5980uNTUmHBtae5Y5uYgFdA8HsKcM1BINJVZKE+mkHtz3sq8YbjOFM7kzcFYHPn8xUAc3Ld7M5n79pIaDMzM57kGRKvwiJOOjUEW6vVwpkzZ0ze9CDnGP+2HSW2plfGUlOAgsS2kdl/hcMAPExGZxeJIBAImB1obLroyszqeecYgH4Cz+TkpOkjbXuOV73Siqj02TpXao6R4dUP4bou5ubmMDs7awiXTKEaUp1lAAz8Hx0dxfz8PI4dO4ZTp07hxIkTmJ6extDQkNmIw8gI5yORSJg0WDZCb/6t66bf6Z4H7Zf6L3RTFOes1+thY2PDY6OrkNN11fUIBPq1AW+//XZ84hOfQCwWw9mzZ81GNwp+CjiF61pD0zZbKFiV9pVu+beGz7VYCU2kQe3PiwS+BuBXAfz6zu+vyuf/i+M4X0LfMVh8L/4AtVWZOaZeZzKebUcRflPyvfnmm6aEOCeFE64TpEzAphlkwN4j0hWdsPCDeneVUdQfwfHZwkWcNR7tr6iA5gv7oza/+k/S6bTHFvb7+/XwmOzE92l0gv1UqEghQ58JkYBtQtDrDfRz4KPRKBKJhKkKpOjM7+9vwkqn08hkMhgfH8f4+DgmJiYwMjJixsFIB214nX+mSSsTKHMqHSmaUmbnOBVd2TtMadszpKyMraXUut2uSdbSJCz1V62srOAP/uAPUCgUcPPmTZPLoeYLx8K+k6btcXFO7c1h6jikEHNd11MiXvt2q/ZeQoT/P/SdgKOO4ywD+N/QZ/4/dBznfwKwCODv7lz+LfQjA1fRDxH+/Xd7PhsJnjBMbVrCaIW4aktxsOVyGW+//fYeuMXFYtKIakoeV81G4cNwj21SADASVplHbWB1XNnMpsJIIZpN1IPsesJZRSSsiqt1Af1+P6amptBqtUxFHWpEdVzxXap1Op2OISI+T+1+mhEcG/PnmdatwtA2C2KxmBlLo9EwabUrKyvY2NhANps15gC1Ivun668CXDU6GYXCjo5ChcZ6LoFtviQSCUxPT6PT6WB1dXWPE1LfTUegChgVaOvr66aikDqZSQOaxanIUfuv5gn7GovFTAVhpsUrCtV14vM1a3VQey/Rgc/f4quPDbjWBfA/v9szB9xnOs+ceNsZwqKY6oyz7TkyErUun+nz+YyAAXYFTjgcNokkCoftrDs2RhjUZqOw4EJSu2WzWcNUKkBUYrOpttXG61RbcaFVIzKCoM5V7mFQZiFh6HypWaDv4N+jo6NwXRcHDhwwsXkmYLGwCvvHFGFqU75HC2nunIkH1+3X0CuVStjc3MTa2prZ68+6iLqWAMxa6vgVOfE72ucUDsrEmoXJtaGAevjhh/EzP/Mz+MY3voHNzU2PGeW6rklVZl80BVjXVwvOsI+6s1NpVd9BNEI73t5+TF4B4Ak5k1b4fBUcPl8/8vJTdQz+RTTVgpTW/J+LffToUdy8edPsllMG02eotxvw2rjcQEJiqdfrRgCQkJnZpvYyCZkhJ2UUMi9h3NbWlumPaiD1sCvTKfxWIaUER+JQp5iaQwqd1YmlcFbhsDoL+VvHobZup9PB+Pg4xsbGcOHCBYRCIdx3332YmprCV7/61T2hNQA4duwYNjc3jXOvXq+jXq8jl8vB5+vnK2xubsJx+odkMPWXZcJvv/12FAoFLC0teeoP8j2O0y/1ppWPKEhZ8EM3C3GueS0ZlwldPl9/w9j29ja++c1v4sKFC6jVanv2mGhpdM6xCnWutTqUSTcK/RXNaslyPoOohDsX9UwKnkmgim6QAtS50usH8p9te/xVNL/fb04l1g4rpLc99bbnW51eXDRlGoXm9mJQ2KiWUPjGa3kGAL/nBJOo+GxqI6IPFRy8hu/R5yuyUQ2tNim/Vw2nDjmdKzZFNRyHJtPYqATYPd+BZhRNg2AwiOnpabiui8XFRQB952S9XjdRC2YD0tyiT2B0dNRUv+H4mdMfi8UwNDSE0dFRdLtdPPPMM9jY2EAul/Nkh3Y6HRNtKBQK5jNNqHnggQfg9/vxxhtvmPJsaj9T6NGWZj85dhbpUN+OPZ9Kl/Y5DerTolC1/VKcd5Yo4xZkn69fV3Bubg6nTp0y+1UWFxc9c6DvoPZX5UR6UMfonztZ6C+raW6AJm9o40A1u4rEqSfQBINBo+GVkclYOlGUxpp5Z+/EU28uHXVsikTUxqNmUsfbrRxy7JM64tSJSSGi99pwUv9XNGCjBXqKNbzX6/VMhVxgNzmIAk4FMPPWee+gg0pYA4+oyufrp7OywAbnl0Ilk8ngYx/7GI4fP45yuYxvfOMbRhOrOaXzoQ5PZSygj8Z++Zd/GYcOHcJTTz1lYv1ajFNRF9ddGYnhPl6vaEr9RNyLouYpfQwUIIr8VPH4fP2sT1YEouBMJpM4cOAAHnvsMaytreFHP/oRcrmciTCQpunYVKFk+xA01+VWbd8IAZVoJHYAHgmuzg9qRyUCdaZwMblIbEoEnFCbqdSDq4yqWWEkIv3bTh7i87TRllTGUsYm46qQUp+BOjVt77JGKdR7T63GsbMPNJ0cZ3eDE59PBlYmULOBzx4ZGTExfo1c8FkUHLou9jOOHTtmjtYiFKYJQYZRwU+UpbCeyqPb7SKbzWJtbQ0///M/j1qthqeeesr0wWYY9pP0Q60Zi8XM8yi0KERUifBeOzVZzUV+T6HKcYRCIQQCAVSrVQ/y2traMmHFRx991IRhmXQ1NDSE1dVVYxqrclOEOcixOKj9efME/sKbenjV604itRmMG2fUM88F0NJf3W7XbMLhZGj8nHahDfHYJ2CXmFm+mjCfn/MaLoYuChdQ+6loRM0WwMvMCi1VM5G4lOk5Xyq8eEKterg5F3yWCiObgGmn2hux+D6t0a995Hg6nY7ZbssIAu3bfD5vinaoOcVU2E6n49myTZNEHZ3qfOT72b9XXnkFnU4Hn/vc53DbbbeZhCHOha4d1179QCzUQTpgBmE8HvegUDUvlNkpVPl/Mpk05cj5w5OD+AyNLJXLZSwsLODs2bPY3t425mAgEEA6nTbrzSPIuCa21h/kiN7De+/KnX9JjZ1XjaHQm5PJyVdiUNiv3lQyvOM4OHz4MG6//XYzaSQwtfkUcith8L1qy/EeZWBep8JMQ11KZDoeRT4kAtsrrjFotWN155oKL8dxDDNxHgl9JycnEYlEPMSiRKjzquYOf/M713WNp5+IjcJJ7X3G/+v1OjY2NrC9vY1KpWLq8l+8eBHPP/88Ll68iLfffhuLi4tmezDXUXMV2N9oNIqxsTFMTU2ZEnE0R27cuIEvfvGL8Pl8uP322z0CQvdZaLTBdt4RgQUCAZw6dQq//Mu/jKGhITOXymBcx9tvvx0f+MAHDGNTGLDkmSqfbDaLa9eumXfrGCk0n3/+eVy4cMGkjVcqFWxsbJjTklKplBEMGh3SPtkIyG77xhxQDUki1mIZXGDCP34G7EJ8ZT5lGk7uF77wBfzhH/4hXn/99T1alffpwqqQUOHAz5kIw76oN1bhPQADr+2afAcPHkSj0cDm5qYn3kwi5fiUYLmoFGQ2elJH5KC+b2xseJJf2H/VqoTcbLaw4pqpwFK/CX+rUFYTjP0JBoNYWFjAU089hcXFRdy4cQM3btyA4/TP2GNdSUU49AM5jmPOa/zWt75lhGOj0UAymcTZs2c9oWHOD/tMr73Os5qldHQGAgGcOXMGn/70p/HSSy9hdXXVs1GNSMBxHNN327RVZzJpUh27Kox4r31YTKfTMWaS4/S3urPKVrFY9DiTGSEhnb1TxuC+iQ7wiCUyEnPK9WQefj83Nwe/34/l5WVPnDYQ6NehL5VKpnpwIpFAPB5Hu93G5OQkXNfFwsKC0VpkIE5+NBpFLBZDoVDwwNRer2cgpe6xp4axT75VZKI2mSIe2oSsQKPxYvaJgozvYY1Cddix2Y5GtXM1CmGHuADvVlb6LJSoOAcUqLrtWZ1iZGzWfLCdYoT1HCP7NDs7i1QqhWvXrhlfAMuDqfOO93B8PHiTfolIJIJms2neMzw8jEwmg9XVVbPm9qYp1ea2fb1DnybDcWVlxWx04jqq0NBn0kRRhcC55Dt07RSJKTJUM0YLzyj96n4Ix3HMCUhEgz6fD9VqdWB0YF8IgUAg4Mbjcc+C2NEBTeDR6kCAt4aAatBOp4NwOGxsKI0YBAIBT/FFwthQKISpqSmTAksPtm0zK5PazAd4HYLqeGJ/lZhtR6VqXLXdlSg1m1Gb7TG2Iyl2X9W2JbFEo1H4fD5T2YbJP2qnUxhS8NlEzcNS9HM6V13XNYKZa63mlfpXyGDMm9B0WKEfT0am4/SPKKMzMxAImL7Y0QCugQoBrp/SFLMoedS4Mil/cyycczUTubb8nhpe6VERqE1ftmNU0ZWOg88jiiHi2FnP/R0iVK1kD55hP3pX9Ww8aqNkMolMJoObN28aYieT5HI5cy0nWisMk0G5kGtra2ZhbI2sQoaLoppWvclKULxO0QKvt80Z1Ubq6beFB5+t/SGBqbeZ92q4UPMb2Fdey1N9Ll26BJ/Ph1gshqNHj6LdbmNhYcHs61ehxt+c32q1asai5w4QyvMeltRWP8ugeVHhowzGee31+lmlvH9ychKjo6MIBoPI5XLGAcl3q2MR2K3pyDki82i6NbAbytaxsqmfwRZunGMNedI/Qf8MhZT6QjTPwBb4tiPY7989bYpjsIXzoLYvhIDtfHMcB8lk0pSe0sHT89rr9Uy8mxBpZGQES0tLHobmomhqr9pnlJYK3wmrqG0pKGxYr44+JVgKDb5DfQUKsdXRyEXks5kroCiBTTW9mhcKT22BonOhfeWcqi1cr9dxzz33YHt7G6VSCQAwNTWFD3/4w/jRj36EH/zgB56QHLCLjmzmoNlAM4HXsu9kPvpM2C+uCZ+jnnpqeh6xpfNHE+uee+7BE088gampKTz//PP44z/+Y2xtbe05k4/CQE0gn89nyqtreDoQCHhSmrl2+jfnUcPSalZyDExbHx4exoc+9CE4jmPOtSiXy2i1WhgeHsYDDzyA73znO6bQitID+637B7RPyvzvJAj2RXRAHR9KPEqkFBSjo6MAvCmvruuiVCrh7bff9jjB9EAKlaS8l6EyO8lHr7MhozK92o0qyPi/fQ2fY2t+dQp1Oh2zrZbMa5+crNpRHaoqXGwzT/thO+ampqaQTCbN/DebTUxNTWFmZgbdbn+T0sWLF9FqtfDhD38Yd955J0KhEJLJJJLJJACYuDr7yP7Qf8L30gRQDRkKhZDJZHDs2DFzqKjG5tVhq2tKZuJzePpSOBzGhQsX8Nprr6FYLOKhhx7CZz/7WYyNjXn8Gmz8X+eOc6HIS31HdgSH93G8agLoc4jCIpEIJiYm8KEPfQif/vSn8ZnPfAZPPPEEHn30URw/fhzDw8NwHAdLS0seIUcaC4VCGB8fH2gSKpri/yqU7LYvkAAJmifkdrtdkxKq0KvVahmobjtVut3d+uyqiWxNrPYWs9d066qdlGSHW/RaaiztB097Yb+BvfXiSNC2g8r2YhOlaAiLnxPeq4mg4S1FQ4p4SEwkYs6p2qkA8Cd/8icewbS6uoqvfe1r+NjHPmby4VWY1Go1j3c7Go2a5/N92j82Xp9Op/G3//bfxvb2Nr7+9a+bZBiNdAwPD+Ohhx7C22+/jevXrxthcOjQIXP6L9e11+vhqaeewo9+9CNMTExgc3PTbKpS1KLohfNOmrFTwrk3we/3G0Sh2t92MtrmQDweN98NDw/j0KFDOHPmDObn580R5JOTkzh48CBeeuklc5aAVsJS5x+wmyFLlKDZrrpj8p2QwL4QAmRYMqjtPFGGVu2nWhjYrQnAe9vtttFU1EK8XgmcMXe/3+8pTa32nxKNTrYtjNQ+1qbOPt0uqlqTfWcFGmA3KqCEoGFBCin6PMhU6s9Q4tTwptYqoN3L6wl72b96vY433ngDi4uLhkEqlcoeeGw3RSo6L+rA6nT65/+98MILuOOOOzA8PGyKqqr/otls4uWXX0Y+n/cITpaBD4VCOHDgADqd/olEDNe9/vrr8Pl8xhEci8VMFqUyLKtHK2pk//h8G7Fqdif/7nQ6JjqhQptb5GkKcLNTMBg0pe1TqRSOHTtmaPDNN980fWLUJZ1O48aNGx46UYSpIUHSKk8wHtT2jRDQUBWJjI22mA2r1K5VCMxnsV49TxNSu4+MGAqFTDYhw1FMwOFzyHB8Ph05zFpU77vCfLVpKVDYbOcUYSr/ppOKyUaKivg+zkcwGMTw8DAAYH193TC3bf5wTtSsALx5CBQUmhlJJmi1WtjY2DCCibUYeD/7DQDVanVPlp+uKftGr302m8WPfvQjvPHGG8bXQ+bkkXJMOtI5cBzHMEMqlcLi4iJOnjyJUCiEy5cvm7nnuGlecf7IXBR0FJjRaNRzngGvp/BQhaNmn64TG9FiqVRCJBIxgsXn6289J0KZmJjA2NiYCY/y7AAef37kyBF84hOfwOLiItbX181OSX2eClkKA5p4t2r7QggoXGW5Ld0ppV5SEj1LTqlnXqEbJ4SbR9TuV6YD4GEITUjSPH8l5Pn5eXPysB2Ss51ztl3JXH6FpZofwMUjQSm0V5Oh2+2alOSDBw/ixIkTuHjxIjY2NjzCgUSrDkElUL5fBQv7CnjTdTnXDL1yPHS8AruONoXCfJ8mJGlGHdeiXC6jXC7vQQ2EykQh2tTRyq3L58+f97xPx61rwXGpeeTz9XdBTk1NmZ17Sht8pzqLVQhyDilA6/U6otGo0eas+xCPx1GtVk0xlunpaRw8eNAovFgshlgshkwmg2azibGxMfy9v/f3kEwmsbi4aOZYx8lxEd0Q+VJg73skAMAjuTTMwkGqx5bQjgvJexQZqCZU24zPpcmgVYhJ5JrSy2dR062srHgOOVE4z2drqS8dJxEBNyMB/XBWLpczTi1uKtHDUABvVWYSH3+//vrr2NzcNASqWp7vVkYnoahvAdh1xLGvZAx1TLHvFNhcA6KtSCRiCE7hsvZD/Qccp865+kSuXbvmMccAbz09NQtd1zXpucroyqCBQL+2o6ILG6UxT0RDeoogbGcsBRvfNzo6agQaqwHp+Lrd/v6A7e1tfOhDH8LExISnlgWT3UKhEMbGxvDpT38aDz30EM6fP48bN24YIU90oihEcyXUzLtV2xdCAPDCeQ7Edt6oTc9J5WLb2pR2Mj/XEKR6d7ko1OhshMDqiFHNxb7aTi4ugCbY8Ds1YXQsuVzOEFs0GjV+CV6vkp7zEovFMDY2hmazieXlZQOTeZ+NHNRxZNvpHEswGMTIyAgSiQS2trZMCI7IiI5bEhhtXD0tSKMrZDaGGbUfZEY77Mr7dH74XD3xSdcZ8ApbRToqmDWrTh21KiBc1zXMy3XWcZM+KYC73d0jyLT/zGCkqaNItNfr5zQcO3bMoDnWg6SDmzshq9Uqjhw5gjvuuMODuEKhECqVivEDqTKyaZj8cau2b4QAJ5hFPG3tqswLwDjCgF3NTmIhQ2khDl7Hd2m9QTt7ENj1A/h8PpMtxqYbPdTRxt8Kr9VGU5uNkJE77PjO8fFxFItFbG1tmRwIMg3/53WPPfYYSqUSnn76aWxtbXkShLQf9BIrOiJxkOE4f4lEAp///Ofx0ksv4eWXX/bsJIzH44bYQ6EQYrEY4vE4KpWK0Vw8JZnrUKlUPETKOVWNr3MEwBzSogjlzjvvxOHDh/G1r33NaD4Vjr1ez1Ti0WQbRVGq0ZlApvSnSoHXJhIJz/wpoymitJWCCmH+DoVCpojII488ggceeABXrlzBSy+9hLm5OeNjKZfLOH/+PC5evAifz4cTJ04gk8mg0WggnU6b1GimQWv/Nc9F+7jvkYBqfoXiyjD0EmuNdWU0FRbAbqiPxM3GY8F4nDcZEfB6sjVbTDW/ogJ17GlfFPJp/2zBoBqIxLKwsIB7770Xx48fx8svv2wSpmxTh5rktttuQyAQwH/7b//NCEglSPoOlNEoTCgECSs7nQ5WVlbwrW99y2h31ZxkikQiYU4R8vl8JpxXKpVQqVQ8jlXOkQ2bmdFGE0yZmYeP8pyBRCKBxx9/3JQkI52oc47ef7WVVXvrVnR9n0ZcBpktPP1XlZJGhhzHW0dSBR4Fmd/f3/I7MjKCoaEhhEIh3LhxAxcvXkSpVMLQ0BAmJiaQSCTQ7XZRKpWMz2lmZsbUwaxWq7hy5YpnfVXL6/tp6nLOVeDZbV8IAWBXC8zMzODAgQN4+eWXPSmQNAvUW03NRmYlQxIFKNzkM/RASAB74vqaiELtQi+xEhHghf+q6VRjKOzWDR98n2pov79fVWZ5edlU1lFtqEKmXq+jUCggkUjgjjvuwHe+8x2Uy2VDpJw79YfY3mu7hDdrBrzxxhsemz0UCpkCoj6fD4cPH8bhw4cxOTlpcgjefvttFAoFzxqQsWyNrHOnawH0Ed78/DxmZ2eRzWbNSUQvvfQS3nrrLU+ug0Zv6GshquHnaiKqMFZHnu0boZDROQO8O1k5Lt1SrAiH76Gp6fP5jJCk07vb7RpHcbVaRTQa9Yxhfn4et99+O8bGxnDx4kX85Cc/wbVr1/Cxj30MV69eRTabNWOi0OHcqqLhZ7dq+0IIqPZuNBpYWVkx2pmLGwgEzHnreogHF0ztQF5PG/uuu+7CuXPnzAIo/NVinmpW+Hz91NHh4WGsr6+bUBYlrIYhB5kdlM62Rxroe7t7vZ4JSWo6cT6fN8VKbceXetmLxSLOnTuH0dFRrK6umvkAYJyLWi5cCaTZbO7Z9agaVZ1JTMNlHkU6ncbExATuvfde3H777Wi32zh37hw2NzfBnaB8N/0U9GvoGqmZQ0YkA6yurmJrawt33303fvzjH6Pb7eKVV17xzKmmGXMNVBHQqUYBoRWl+S7+reFDG33avhgyviJI3qfCg8qKn3GXaCDQLzDC6tmtVgv1eh2pVArT09OYmJjAxsYGwuEwTp06BQD40Y9+hIsXL2JlZQWtVgtPP/20OfeA76ZA170G2v93yufYF0JAoWA2m8X29raZTA7KdV1TWIESm5Ptuv1dad1u15Omyu9JGLpwJB7ae+pH4P8MW6kpoF5p9T+op1g1oA1N6XhS/4TtdLT9B3y3wttisYgXX3zRU6CD93H3H9AXCKlUCjMzM8hkMlhYWMDKyop5vzIWw1qcY3X28ZCR4eFhTE5OYnx83NToX15eNicM81o9MVmFIrCLiNTxyr8pmDudDs6ePevxh3BrsZqPzKMgRCcDdLtdk1uiqEvNRNftb0WmBtaKVIqabOciBaduFNPrOW+cD62V2G63TZKVorxkMok77rgDx48fx4ULF7C9vY1sNos33ngD169fN/sJ2u02SqUSer2ex/Fnm6u2efw/DBIAvGeuATDQiXakag9+D8CkjKp2o7Z97rnnMDk5aeK2gLcQiTKX9kkdT9yzwGw1wKuZ9cAU3q92JxeGUQ5+Zr9LQ2Ba1EOFAt+xsrKCzc1Nz8YW1QRAXwjceeed+OVf/mUAwO/8zu8Yp6O99yAUCpn4tTIO5zcQCGB7extra2solUpoNBrI5/PY3Nw0JcZbrRZKpZInb4DzzbESBTAHgQyttnSz2TQOQApNPcWH80pGsp2ENtRXx5n6QLjfgIysqd1EQhT8FAB20+iF4zjGfOQYmfilaINCIRaLYXR0FLOzszh9+jRGRkZw+fJlLC4uYmFhweROMIGq1+uZszm4PrZJyT6pcFC/mN32hRAAvIdu6uLZ+9I13Vbhm0YLgF0nHyusrK2teSS2QibVuAA8hAbsbjSqVqvmc/UfaP6/ChMVVLxOhZmGp2iTk5DU76FwU9/J8JQemaXChqbLxsYGvvWtb2F5edkU7dBnU5MyNVeJifPM8Fy5XMbW1hYWFxcxNTWFq1ev4tKlSyiXy6ZgpkYpuCZqu/L7ubk5NBoNrK6uGhrgtVxD5usD3uPT7dCemodq7lGJqMnFvvAZNH/IyBQWNE9JLzSL6CzkHPE3y6Vvbm6a/muGIZ2hFIQ0V8fHx3HmzBkcO3bM0Mba2hq2t7dRq9U8dM050CQmFQKKPqlcdGPboLZvhIB6M/UzOylE02+50Er0lIzULmw2NFKvql5LomLegN/vx9DQEPx+v6fMleM4yGQy6Ha7Rjgok9ppnKpxVTsp8XK8ZHgmnNTrdVO/H4CJD+sz+TytZuu6/XDYwsICbt68aSCy5i6oz4EpqLYZwnlgUY/l5WX86Z/+Ka5evYpisYhLly6hVCqZk3pJ7CoU1Q7n/6urq55tzOyHvaazs7PGV6CCn9cpg+taEh1QSHNNFDHoGtjRHHuOOL8M5ang7/V6Zhu7OgM5bpqypAkdx8jICObn502eQLVaRaFQMCiFc8k9CXRuK5pU4UjB7fP5TFTgfwgkoFCLzMkB6d9kXp0AXTQuyszMDBKJBK5cuWI+V28xJaZCcC44iYbfF4vFPTFlv99vdjoCu4Un2VdqasJP20GotrAKJL6Xzj8SbjKZRDwex8bGxkDhpmnVFCh0/mmOA/uu4SOOQTchsal2YQbaysoKtre3cfPmTTSbTVMPnxrKFkzK/OwbnZMUWupI07kAgIWFBY+poJtzyCAqQDTsxzFrVIYIgQhPzTNlep1Pe56pYdlPanZuDorFYpiamkKxWDRHmqnyUeSbTCZRLBYRiUSQy+Vw8eJFc+BKKpWC4zjY3t7e4wjVPqrQJP3ylCaO91ZtXwgBG8rG43FDIOppVTtb47r8nJPi9/drt29ubhppre9SJlInnJoKADxSm3apzTjAbtUevkslvYba9B76EBRuqhZWJnbdftSADiF+Zo/FPnCV86jmhDIGiToej5uClRot4NhIZNztx+QqIiAmB6mtO0ibck51Q5iagAz1kvFUw3MebZNBtTI/1zXUTUt8hyqTQfOia0zaY/puu932FPXkPel0GqFQCCdPnkQ+n0cikcC/+Bf/At/97nfxx3/8xx4Epg5HmnNLS0vY3t7GxYsXceXKFeO7ovAtFovw+Xwe56VtmpIvOB6GVweFYrXtCyGgcIv/cwFIUIoEbIRAItfJUKHBazRko9pOkYVtu6ogAHYLe5BQBzmLVPvp36oZCfNsAajalIygzKUmhWotbnPVPtBzrppZ+8TnUrjYJgvnhYKG+wHU681sStVyqiVtR26v1zO1B7Q/g6Ihg8w0vl9pQlGd2ve89tixY1hfXzf1+1VzqjnA9yj64e9kMonTp0+jUCiYatUqOJjqvby8bM5V/OY3v4nr168bP4mtuBTpLC8vo9frYWNjA1tbW6Y2xtDQEIrFoof5bUVAelIlZo9JacNu+0II2E4LbmNVj7EN2Xq9nrFBbW2u2kUdYGp/q+ZQZ5uNKtSJp1EHYLcuAPvIibbtUo7R1kJcNCVm9Q8wzm0zjWps/s9dauw/54jzSJNAhYFqQBI8P9d6jAAMUfKIN9tBy3ninoJyuYyTJ0/i+vXrxh5WdKTOQ66DCnH2lYJW58+O8Chj2EhGvfPcz8H5so9Q4zozz4HP4b6JEydOYHl5GefPnzd98/v9mJ6eRrPZRLFYNJGVUqmEP/mTPzFoj/PKcaqA39zcRK1WM+XEXXf3GPq3337brLHOi6JjzqMqBtKB7o+4VdsX5cWA3YKTnHhCPC6+DqTX65m4NOA1DQjxyLS8XjcQAbt13pTp1ZnDflDLMsGHDAjsTjwZ1tbqfA+vU1NGBRfjyKrVbOfarX6z2fY3bftgMIjDhw/vgbm8JxKJYG5uzmP7asjMLsFGBENm5P/0YKdSKVMW/fLlyx5BqRpM58k2bfg5+0PG1fAr0BfCLLKRyWRMaTKmM7tuf6PZxYsXUSgUEIlEMDU1hfHxcVMOjWPS96sDkZ9TQWxvbxuhwz6xwCkFB517uVzOEy7l2DgGPpdFTigslHZUcPAzCiwbEbKxYAlpmjR6q7ZvkIC9o0sZRhNyKBSOHz+OYrFoMqcAGKbm4iiBMZedk2gzWK/XM7nnClPZBxZ65AYn9SSzqYefml61koa42AfVKPQBqBmiwlAXUzU+n2FreY772rVrHmebxtYDgQByuZxhUmo+Ej1NCoWXvFcdc5zvjY2NPeErnZvh4WFsbW15EBnPmCBzaShVHbRcEwr4RqOBWq2GeDyOj370oybbMp/PGxOFAiqTyeDuu+/GI488gmvXruE73/mOGR+ZSvdJ6DwC/Yy78+fPY3Fx0SM0XNfF5cuXDTLSZDSukw3Fmf/BuVba4L1qsqmS4/e2t1+RVrfb3VPE5p3avhACtE1tglb7CfB6fq9fv27u5cLZ+fKEXbYNRULjQrENWjBFBcFgEPfddx+KxSIuXLjgkdDUqqwIo07BQXa/rZVVGGhsl32k05DzZBOpCjQ62IC9FY007Nrr9YwjkeO2BWm32zWREQotTdPlmDhWjZKoKUXBk8vlPO8hM9tjUUetogIim0qlYuzoRqOBZ555xuzbJ0LhHAeDQQwNDeHhhx/GmTNnsL6+7jluHYDHVLPXrtvtb+p56623UCwWPWFrNcmUFtTM1LWy/UjMOVDFpTzB+WbflC7VvOJ3g0KBFOK3avtCCNiNudkKe2lvHjlyxFOWWVOIOSmcbGCvt5ffA948A3UmqdDhb95PLzFtNWolxuBJfGREOs4Ik7e3t/dIdnq4+T4W7VD/gNrFerYg+6s+EU1t5fjU064hJH2POtuCwaDZJhyNRo2tq/Y851f7qRCapxARDtvzyvuU+XXOeY0yU6vVwo0bN0ysnKij1WoZrz2wK7C4pq1WC+fOncPrr7+ON998E7lczhOeHMSgGm1S00dDg+ofUkddr9dDJpPx7FtQ/5SaZABMDQcKTrXtuTbcvl2tVj3b33XOFIHyMxUSg9q7nkDkOM4cgN8HMAHABfCk67q/6TjOMIAvAzgI4AaAv+u6bt7pv+03AfwsgBqAL7iu+9o7vcPv97u0YXiwJM0AZUy/328cNJlMBj/5yU/Q7XaNSaCD18nm3/F4HJ1Ox5Niq9KUi0kpr04pAMbeTCQSuHnzpsfnYNu3uoAkJD1OW6GvbkJiVppCanV67awJms3mHsE1CDnZ5oEyMQWVEi/7zHh3tVpFJBJBKBRCNpvdY5Oqrcn9Bel0GqOjo3Acx+wFabfbA00L9leJ1J47RQEcszpj+T0Pm+VmHX7O8uhkFhbw4NxQ6Cn6sYvQ2KaYhuI0JVhNQD0pS006RX2xWAyhUAjlctlznQoCRYMMLWsdRvaJ/hs7d4Ltv+cEog6Af+m67muO4yQBvOo4zvcAfAHA067r/rrjOP8GwL8B8K8BPAbg6M7PAwB+e+f3OzYubDqdRiAQwPr6uofJOLlkUsJjzXPnwqkjhgSm6aC6UKwvQHNCq/rYZkOn069iS0hLrzuJSGE24HUQEnoSnnLM6mH3+fqFJ/kuhuD4m8xIoUdBod5820+h/SHz839FB7yXfWk0GiYioKWuSGS2I41zPzMzg8985jO44447cO3aNTzzzDNotVqm9BnnRedH50uRHNdI198umKECt9vtYnh42JNfwvuZNMP+2iFXrSmhIWj6JzS0SBOJDmqN3nAuiFqovGyzieMlDehYdY60P6Qhex6pPGy/Bmnrv9sx6LruGoC1nb/LjuNcADAD4DMAPrJz2RcB/AB9IfAZAL/v9nv6kuM4Gcdxpnae807vMXvW1TZTWB8IBHDnnXfiyJEjeP3115FKpVAul81kMcPKDm8B8JQa03e6bn9PgDoliQy4YGpycHK1qguwiyA48eyzagvVHsAugfn9fmQyGZOZmM/nzcGoZM5YLIbZ2VnMz8+jWCzi2rVrWF9fN6mmNvPbDlYSgmo1ChFlJAAe1EJHaC6XQzQaRSgU8mhRrhELY87MzOCjH/0oDh8+jLm5OVNHj1BXbW17fRUuExER8ZABGTpToiZjtlotoxR4PRmLIVQ1dzSxSU0A275nf4Bdpx33eTArT0OtnHMKRnVsa2SIERYbwivtaCo9n6uaXudCTQleZ6OuQe3PFCJ0HOcggHsA/BjAhDD2OvrmAtAXEEty2/LOZ+/2bLiua6qq0JnExoH7/X7cfffdnngxsOsx5VZTdbr1ev0EFa0doIxA204XkvepTX3q1CmMj4+bGgAqZRV66RbTQRBd+0DGefDBBzEyMmJ8BtQyBw8exMjIiIHZH/7wh/HP/tk/w/33349MJuPZaq2QmpCehGgLBfUgx+NxpNNpfPzjH8eRI0cMg7DMdSaTMdqSqErH5Lqu5xrud0in07jvvvuQSCRMxMHuo+5j0JAWzTbVnhSY6i/Se7vd/pkNLNdGmtJoDn/sTVdcf6IECnuulzIXtS0dhmRYzZ2g/4i5CXoeo65Vq9VCpVIxKIv3sVx+KpXawwdUiCqw7PEpSvD5fMhkMrfkvfcsBBzHSQD4bwD+heu6Jf1uR+u/s7jZ+7xfcxznFcdxXtHJYUUdxs518R3Hwfr6Op577jlsb2+jWCwaeKRJIgpVgd1zAsiUCos1LMc+aMy+1+snJR05cgSPP/64IUDtM30VwG58ngSt3ltqAgoZFpjo9Xo4e/asOcSTsK/VaiGfz6NSqaBarZpSY/RLkEj1nAGFgu12e4+ZkEqlzP55n89nat499NBDePjhh3H69Gmz7XpiYsLj0Q+Hw/jsZz+LiYkJjz0OAGtra6hUKlhcXMSLL76IGzduoFgsYmlpyZxwxCgDmQ2Ah8k4N5lMxhzKoYKYgl41/Q4tmTXg2GOxGBKJBIBdk0ijK1wTfq6owf6twkD7pJrWRoA0S5n4piFY0phqaJZlm5mZMQfCTkxM4NixY6YSMQUp58v2q+i79fOxsTE88cQTt+TF9xQdcBwniL4A+P+6rvvHOx9vEOY7jjMFYHPn8xUAc3L77M5nnua67pMAngT6jkEODNhbO01h9ObmJn70ox/tiQ7YdpLalfF43GRiKYzi97Q14/E4isXiQBj98Y9/3Gz0UIeVSmD1CXDBNKRHAqKGpoYjk9NbTecooyDU9ktLS/jyl7+MkZERXLlyxZy8Y8eklUGVuXq9ntFc/KHme/DBB3HfffchGAyiWCxiZWUFpVIJ2WzWIyBv3LiBbDZrhCFNKaAvALe3t/Enf/InuHjxIvx+Py5duoR8Po92u23Sjbl5hz4HFdgU/tw+rOHOQY5MzSUAdtFbvV739NtGh7Yvho1Mrf4Kfq/OQgqAVCqFsbExrK2tmXMw+C5er1WpuEZ8tpoPY2Nj+MhHPmIQYKlUQrlcxre//W0TSuV9tnkifOURTD5fvyjt4uLiXsbeae8qBJz+G34XwAXXdf9P+eprAH4VwK/v/P6qfP6/OI7zJfQdgsV38wdo5zkwoJ9FGAwGzcktRAgaGlHbkHviqelop588eRIXLlxAPp/3JFooEQQCAYyPj6Pb7RpC5GSHw2GEw2EsLCx4ahuoRtJEI37GohiKTijRCffomCRBUBhVKhVzUEUwGESz2UQulzPhJm7r3VkjDyEosfM7jnMQVASAmzdvmuKeV69eRbvdRj6fN88kAb/00ktwXRcHDhxAMBjElStXPL6WRqOBxcVFc4wY0RY3DXFNtMKyCgIKdNr2/NGzDynw1RkL7G6FJmrg+LgmtjddbWl66unM07khHaj2JiTnmYuaLch1VJ+Rbo5i074EAgFkMhkcOXIEhUIBm5ubKJVKOHv2LDY2NoxzeFDlLFsI0pHJz5aWlnDt2rVb8t57CRH+DIAfATgPgJ6L/yf6foE/BDAPYBH9EGFuR2j8fwB8Ev0Q4d93XfeVd3qH3+93k8mkx2miDhvXdY0QIFTXpBbbttSCjfF4HGNjY1haWtpzlJnayRQEgUBgT5ZeJpPBJz7xCVy4cAHnzp3zEJcdj7YTPFzX9dh7yWQSiUQCkUgEIyMjmJiYQLVaxdramkkcSaVS5lhwjpf7JNhvEjWRDLBrY6vzjQRhE2+r1fLsNZ+YmMDU1BSWlpaQy+U8x4spwdMkoabK5/MeYqf2oQOOuRLAbuKSevnpX9EIAPupJlwymTRFS1Sbc835TAoRDedp9Edpye/3I5VKoVAoeBjc3uatgpSmF8ds72LU+RceMr+Vxtk/ooFMJoPR0VE0Gg1UKhWP45Doqd1uIxaL4ejRozh79qzHkUp6UBTMtiNYB4YI31UI/GU0CgFdTIVwqsX0f42rsqmjTGGqhpZsrcnP1P+gzJVIJPDII4/g1VdfxdbWlklm0pCjhuw0BMgjqBcXFxEMBhGNRjE2NoYDBw7gyJEjmJubQ6vVwtLSEt566y2sr68bU0APlbQXlZ/bzi0VRj6fD8PDwyiVSh6zwLavlRCV+HkthY8KFZ4GpSaIjTD0O/bNFlL8X/P12dTsYi7FoKiHfkaorpEaCjFeHwwGzTZbCgc+TzMNNYRK/wl9RCzs4uw48vgeRSC2IND55fj4m/3i2rA/9Fmxua6LdDoNv9/vOd/BFgZqLnE8tVrtz50n8FNvJAYOAvCWGwOwR0Oow0snnATDsFwoFDJnDAyCzDYD8PhoZqRRGn//+98399m2qTokeY+G4HgCDb3EgUD/PMMHH3zQlNjiXnU6AuPxuIGZgPc4rF6vZ7zOzDRUB5fOK30AnBsNdap/hEyoiINoQeebAo+mDg8LJYxmU9hK/wEhqq6rrgU1uS34bSiufSetKM2QhlSIaNhYfUkcN+P7Gk1RZk4kEvhbf+tv4ZlnnkE+nzf94tzxHjIy+65Zhipcgd1qWuyjoi9FVCqIut2uqZqtSVPBYHBPBWQ28gRzYOy2L4SATjbjr8wPZ0UVFRQctEptMnM0GkUwGEQ2m/U4dnifakAAJq/80KFDxunHUlxs3IRih4CA3SQndcSoycEKOiSwQCCAdDqNqakpTE1N4fjx46Yw5Y0bN5BKpVCr1TA0NGT8IXyGwlV6khcWFjznN9raVrUcx69RC10DhgaVEal91VmrJpvmvisMViLW5CI7Fq7MYWtfnd9BiVikCf7P76gAbNNBkQrHwqZnQ5K+gF0B1Wg08OKLL5qaf3aEgO9QH8XQ0BCy2eyeEKVtwil60bklXXEsmtPBvvEZ6XQaIyMjKBaLqNVq5gg5Xqtjtdu+2UoMwBzT1O12sb6+bspW2VCVYS07C6rT6ZjkFEp5ErU6x6LRqIGLjuNgenoan/vc5zA6OuqBeUrcSmSs66/MpYtrazGaBZTW1EyqfZX4KcyOHTuGdDrt0QxkzFqthkKhYN7DuVAYrwuvMH9QkpBmpSkTALuEqoKOz2SSDrC7jVvvUVNC+6d9UpR022234ejRox77XpWEZi4C8KwjhY5qSL6H79I58Pv9JiavaJLjshNvbt68aQqwKKzn86mkuK65XG6gsKXj0PbdcA4VsTqO43GiUhFxrKTlfD5vDirlMfWaRPZOQmBfIAEyEZMr6AXnRCvEIWHRS8+FUMLS32qr8V0si8V3tlotTE9PY2Zmxpz/pjYjf6i9i8UilpeXTbae2sQkRg3bOY5jKvz6/f3ahKurq7h586YhhtXVVXP0FB2gp0+fRiAQQD6fN5lz6mXWY9c5F+qk07llP5ShFSkpwasAUaisc0oNPzw8jF6vh3K5bIhNtZ76cvg8nR++z+fzmc1BquHZNDGLzkb7NGO+Q00FtkwmY7S44/Sr/M7Pz6NWq2Fzc9OTt2D37VbPJvy3BZ0iTxsd8HtbWXD+NZPRNpv4Thvhqjmxvr5uhN2gSMSgti+EABt3asXjccPkqsFo66tZAOzCXIV8ih6oLVQiquZlZdczZ87ghz/8ofEHKHq4++678cQTT2B6ehoXLlzA7/3e73nq5GkkQ6Gx9g2AyYRbWVnBpUuX0Gq1EIvFcPPmTWxtbRkhsL6+jmeeecb4EBqNBqLRKCKRiKltYNvqHDfg1U7Uqhw3v1ftOchfYBO/LezsZ9H2V6Fiz41eD3ghtOu6xm5V7TjI1mU4UAmeNrjCc75f6wJSg87MzGB1ddXTV0VR7ANrUfB/RaWKUlTgBoNBfPKTn8Sf/umfIpfLedCTzmUikTCnIHO+NdynfVJ64md+v98cBrO8vOw5AZpzoxmHg9q+EQKjo6MmZVZhDCU/bXcmyHCHG+CtRKxQj4Smm0N0McgklUoFX/3qV7G0tORJBuI14XAY999/P06ePIlcLodXX33V7IxTUwOAYdSDBw+agzoUllKQra6uolarYXFxEYFAAIVCwRTkAIByuYxLly559jzU63UjHHkeg5oBtGtVGCpUZh/Up6IpsLaTkE2jCGwkMJ7uOzk5aWxRNSt8vn6l5GAwiK2tLQ9j8tmAt1QbbX8VICqQOF7ViOyTMiKvYz84Xn7+xhtveM4QUFud19iamtepA4/XKd31er09BUj4HpY2I20SBZGxU6kUOp2Op6Qb11qjYUSYAHDgwAFMTk4CgGfzl/pRbtX2jRBQRx4bB6uajGW8IpEIyuWyJx7Pe2z4zx1f+mw1E2q1Gp577jmTKKQEx0yt5557Do1GA5cuXTLEo4xFZmw0GgiFQjh16pTJulObLpFImNN76vU68vk8/H6/Ob2n0WgYYuFRXkrkFEwUgEr0msY6aKwaNlNGV6SimiiTySCTyeDGjRueTTBa5IL27ZkzZ5BIJPDVr37VcxoU0D9kttfrmeQjG6oSAtsREM6/bphhfxVp8TrHcYxPScNm/FHnH6sr67yq41KVBN8VCAQwOjqK9fV1M/faT72/0Wjgtdde8/ggKIjYV45X/TOO45j5U/PXNql0jmq1Gl5++WUzdkXAnAfbPNK2L/IEAoGAm0ql9nhNAa90p01sh5+4WISjdFSpZlSNzc81zMKJ5YEizFLksxhmUYitm03U6RQIBIwjkJLYduwpA9FPAcBIfL/fb7SUzoESCzW4MoRqCYWQRBRkAnsXnd5DQZFKpZBOp3Hz5k3znEH5FsFgEKdPn8bf/Jt/E7/7u7/rYRI1x7rdfj2+Xm93V5/6CNRutTWzjQxtrchn8KQkfkYNrdqYn7GpKaHmlB3psXMrbBNwEK1yDOrAVIFNAcRaDLorlE37ouujZo/+BnbzRDhXO2hzfycLEQLp4O2/1YmlGkudN5xsTbLg5Gl6rmoBMgTgPS03EAiYAqh6Tv0gDy77oHnvQF8QHTx4EA8//DAuXryI8+fPm2Qj3WxUqVRMf2wko046HTcXWc8rGISmAoEADh48iFwu5zkoRGGz2qmEzKohlZEYzaDgIvHxGHfOvQoVFZD8n1EKO9PPDvEpowO7psMg5tN32uaCCmtlGBVqSicqdPS5XBPtD8dGOlThFY1G4bqugehKl3xGJpNBKBTC6urqnugG+65aXseka8PvqMDUJ1QqlQYKgX0TIiTs1VipQiKFd3qN7QFVYaH2GieUSTYAPMxCBmAKKDV2rVYzp8FQ+CiTMETDezTllP04ePAgfuVXfgV33HGH2Rvw2GOP4ciRI2ahVIPzt2ostdt7vZ4nVk2HJ/vAvqkjbm1tzSS5cG7ZKAg5f36/3+xUZLUaEhd3N9rOw16v59nCq+FC2+FG4cdncg35fjvGz+/0enV0MsLCd6mi0DLjdthP/Ui6hhpW1vnnuvI5vD4ajSKTySCZTA4MHXPOSH+JRMKT9s6ELNamtPMBbIGmc06FwtRsjmVyctI8y55Lu+0LIaCSW8Mz1Oq2TUOYqk5ENi4yv+Nz2OLxuIfoAHgqESlsp7bS0l8kEjKThodIFNqnXq+HK1eu4N/9u3+HZ5991rxrbGzMpH/qngC+l7+ZW8BYNt9Fs0jnjJuRKNDIDN1u17OLksSlDKIEdvjwYfzTf/pPcd999yEej3t2rFEwUaDovHHrsjLfrUK3nE91bCpU1rVQ2KwbuMgEyrS2STkzM4ODBw+a+WCpejJxJBIxmpdjZOMzua1Z+6HZhXQGJ5NJpNNpjI+Pe8wZ0hDniBl/bAcPHjR1HFirwUYlHI+tYJjrMD8/b+7h+ZPqz3gn5+C+MQfi8bix6bTTCqv4w6q+LJWtth7vGWRW2DC71+uZfHBNaVV7ms+1U1cDgQAOHz6Mo0ePIhwO4+LFi+Zsvna7bSSzMoMKKDI402/t2vTqBNTQ6CCmYWP9e+40VDOF9+j1vIY1DblTbXR0FB/84AfxxhtvmDoBnBvbzubOQ9WY+h5FHgqhtX9qrun/tg2uZhxNONXmurY+Xz8p7Pbbb8e1a9fMhhxNikokEpicnDSbt1Sw+/39U4eazaaZVyZnsS9kbO7uI8MmEglTDl3RqJqZPC272+2aAqJcA9rzsVjMRI4U/dg+CiJjZo4SnVIgcM7K5fL+3jug9pVCfsCbmgvAlJXmhALYQ2iEQqpN7PLSnCTH2XWcAXvPziOBKWED/byGjY0NU+HHFh60+zW/33F2t8XyfENGPMhASsx+/+5BoLRP9QQe1Q6MZKjNqTCXJbnthJR2u41UKmUEzdbWFr71rW+h0WiYFGUVSqphGo2G2fqsc865A7y+BW2adMTf7LfGtikUmSDEcTGfQ4U+lYR66fV7jpv0dePGDSMUOJecF24P594I7Q+zFjl/OjcsGmo78PgOnlvInAjeY5s5ZHBFT5wLVYqcR6KVoaEhlMtlhMNhzM7OYmFh4Z35b78gAVaB0Yw4hdZqx3IyOp2OqSbDxeaE8xqFQ8rc+n2v18PQ0BCq1eoeaK6ES3+AZoDpoqjzRhmR1wG7ee0Kz9gHNSOobakRfv7nfx7ZbBbPPfccCoWCeaYKHvV1qDDh84gqbMhs91cFhDKZmhn8jMeOsSKURis4NnXIcQ7Vt6GxdT6XYV3OAZ+rz2J/VREkEgncd999+MlPfmK0uwpVDY3yHYzI6Pja7TaGhoYQj8exvr5u/CC8LxqNGphPIaLzpGuhzK2+LEWfdrJbPB5HMplEo9EwYWQ+j7TJnZx8r9/f3xrN48xYA5FCqdFo7F8kAHiLKLJpKEi1uGZtAfBsoFGCBvaW3VaHFBfdcRxTUQiAh1lUyyqjkpgIBxWaKqGqo4rEyoXTRB2FweowosBgNSUWVmU/1ZlmOxIVunOOB5kDGvPnfTSVVMCqc47z0mg0jB1LU07tdtftJ7+0Wi2USiWPcLe1JPugcfl0Oo12u20Kkii6Y1N/BjU30RM1ONdLIxFkfs4RGY0Cp1wuGzNC6zW6bn87L1GTzh2FmSYOqbLh822BqkjUcRyTIUo0Yq+j0r0KXYYYfb5+GjHraqpfzG77wjEI7G4+scMgtgTl5xMTEx5YD3iLeHKxteADMNj5Ru2nNr8iBw3ZqKChMFAHZa+3GwMnYafTaY+XXZGMagoSC4l8dnYWw8PDJo1Y7U7d0WjbfyrsFAprgU7eyz4o6mLdA0UFqsl5P8+8Gx4eNkJOE4mIYpLJpIlVk8ntuo/UjOpI0/qR7Iuus84l/6bp9eijjxrbGNhNJgqFQkin06aaM+mHTjnt04729GT3UTh1Oh1PwpFGnfg+dSZqUyXGnBGug0ZVisWiSU0nfXKt+AwWqYlGozh+/LhnLsgLtmK0275BAiRsEpyG4TgwldbA3mq1vN7n83kqxigj6HPVo0xvuzKhpikrNAa8TkYunDrayAhMPFIN7PPtFiGl4FFvPwlneXnZEGm9XjcaWctqkfBZv0/RjI5PPds6T36/36NR/P7+eYGs4cj+qn+GjAf0be6FhQUT+qMwINRmuTHVlrbAUqHP93F9NK9B/TN8j60AXNfF1tYWgN0z/+i4474NZoXyen2mRiNIb/Qbcc24Fnx3t9v1nHWgzkBdAxVouiYaxVIBrQiH3ysNKeoKBAKmxqHSop1CP6jtCyRAza12pCbvsNGB1uv1zM4vJQ6VuNls1hClhqlU69k+gnA47CEOxr05ybFYzDxD49PqfFTtSqJSpuHiaAkzNTkA7x5zZQD2hT+EuOr8U42ufVMfiH6mBOPz+TA3N4ePf/zjhgl1nlRTEfGQoewxALvmAX+o9XQbNQAPIyjjcGxEYu9kBpJBWaXpjTfeQLFYNAe26NzbORXsA8egDKthTFsL67rbaxSLxZBKpTzCjUhMBQXpemhoyDN+/ua17L/6EEgDgUC/JN6NGzfMvCuisM/IsNu+QAIKXQCvjUeCpmZhaEa9vIRnJBbd9WUz4SDCp1nBHy56vV5HJBIx9igjEoD31Fl6xzkG9l+1nNrvOmY+Sx2fJDZFL7qHwNZ+fA/nQd+vtqfavOyrzoHr9tOmK5WKZ01UY7N/ql1IYCRQJqsQWdHhqpCe/VBzQNeHdjLnQot8qD+F99IEI4Mwk5LmGudJU85VqNg+IHVQj46Omp2mKri0KXNSyNMe57tddzcSpIxJhmXYUAWhmqicH9XyHLs6lbUArSK8W7V9IQTYyOzqH6AWJhEy9qraUqUzGUA3GrXbbcPAnBhlRp1kQm0ABs6S0VnrQPtrEy/gTfHkdbYTTgXEIE8yiZ6Ea9t4GvNWIaIwcpC/gfOgtq2aOTdv3sTCwoKHWew1UmGi6E0FHjdIsWgH+8YxqWBhP6nVdF34PZ+toTfOnTpp+RxlIBWwqhgUemtUhwzNfmtEaFDERceh60N6UtTGlHLdVOa6rqdYidKU0roqMN6rdKNrzrVlDsg78p0ywF9V80uhUdUuyhyAN09atZitOfk5T10pFAqeMlucPH02F1+vU+ZQ+40Tzs9JRDZBAPB8xudOTExgbm4OCwsLpvqMjoOLyHvoVGSZMXWe2oSiPg5lKnrac7mcESrc4ERIr9re1p4KyUlUFM4sn6bChfPCbDumXqtGshmczc41YEydn6lSUJNpenoa+XzeRCE4r3wX+0YHK9eb12kfVFiQTnQNeY0KEGpcn89nchhUqB84cACbm5tmHTlWG7GqT0Sbmlu6/jbK5LVqorquu78LjQLeM92B3WoxWkcQ8Kb1At4CFSpFW62W0dq6yDqJNBv4fzKZNIU5ubgATPUcOvgUodi16NgH7a9qoVOnTuHzn/88zp07h/Pnz3sWjmOhHUsn3czMDNrtNlZXV7G1tWWqFCkTU4CQ6dXrDPSJbWNjw2Mf645Mzg37rX4GRiSY/KSmGcdr5xOoU02Pf+O7dLyKmrj2OmeKSqgNE4kExsfHUSgUsL29Ddd1zfFntkZX84UCjTUfrl+/btAeGZCw3IbeKsAUBemca7yftEIkwUN2aVbYCI7vV7Shn+l3qmx03fQeroOit0FtXyCBQCDgxuNxALeObxPmKuHpAgNerR4IBPZoKC4oGevNN9802k2dPurZB3a9snZChy6ACiP1K3BMZO6PfOQjKBQKOHfunGdnIpvf78fhw4dNAZE777wTDz30EKanp/H000/j7NmzWF9fN7ZjOBzeY+qo9tPIhd/vN+fb2zDecRxz4CgTf9RUUk2o71BNw3faglkFhK6hXms76my0pghJCV5pQImez1WBoswGeA+p5dhsSM+0cg1Pas6IevSV/hQN6ngDgYARApwbfkeFx7EqvamQYFMERVrVnbLMb0gkEqjVasjlcvsbCSgEtOE1J1t3l6kg4IB1IQBgamrKHI6h8Dyfz5tyU/aC2kLR1uqAF4oN2t04yIxg359++mlPRSCtmszFvnbtGoLBIFKplHHSnTx5EtevX8f6+jo6nQ42NzfNKbwqmFSg2HYs+0S/RzAYNLB0dHQUjzzyCHw+H775zW/u8YTr+AHs8d0QCtu2tvZLP7c1HueMfRykwSjYdYw6VhU8Co8VCejaaHaoMiP7Fw6HMT09jY2NDY8Jxvs00sJTmf1+PzY2NkyGof1MpnX3ej1z6rTuMbDNR71X515TlXXeVaDouYmahm23fSMECJlUEipD8zvapPag7IWnN1/DhGQI9aDr4qvkVu3E+6gluNFGBZSaMypQWGCEx3nbC6tOP41wAH2TZnNzE2+++abZq3/77bcjEOjXHCwUCh5hCcAj7FT7AN5daNFo1AifWCyGhx9+GH//7/99PPnkk0YDaokqtZ25V4LOLL6P/Wdf1GOu62UjL0UcKnBsjW+HFVVIURgrWtE5sE0Qjqvb7Zpis2zBYBDj4+MIBAKYnZ0150Syf5yHSCSCubk5nDp1CgcOHMD29jZeeOEFc53SFQWuog3bKaumLt/hOHvL61erVXNeJXmD66yIgvPECtq35L1bfvOX2JRQuJg6MWqXaeot4CUGYPccgWw269lP4Lr99FVugeUiKVTm5KkponBXbUAuoE3QSrwqeGzHE8edyWQ81WTUPKjVagiFQjh37hwuXLiASCSCu+66y5w3QOjOd6gWYT9tpJRKpYxfgdcGAgHMzMzgypUrxr7WsxXpX6D/o1AoeASj1lBQAahjUU06CLWo4NcNSvxOtbwKHluY65rZfgaGC9PptKk8rCaEMmEul0MsFsPi4qKHjig0jhw5ggceeACHDx9GuVzGCy+8gIsXLxq/kdIX6ZtNncw6X+p0VVpQwaWKRpGsClENdyoSvVXbF0LAth81CqD2ltrgJAT1olPDsjiDmgw+n89sieXkciJtgaMMZdv7ihi4QHwm0YxqM26useGpaifNACSh8R25XM6c/xcIBLC1tYVgMGhO+rUJTInEnpder59kpQREx+Irr7yC69evmwIYeswa7Ux+rgKN/dU6Bqqx1fHF56gmZnRBISxpQSEwx+bz+UyRVftz1YZcJ4X6NGGi0Sh8Pp/ncFe70dmqnnzX7UdURkZGMDY2hrfeegvPPPOMR+HwOp5kRTSlAlOv0yiGOmk5HjWRgV3/lNKYmgUMCSra1fsH8p+tnf4qmn+nnoDtZDl69Ciy2aw5hch2uAFeIozH42aDjU2MKimVaBRy8ntKZJXog+xMldY+nw8jIyPGQ00fBoWIXm8vsB3P1oVV1KKRCB3TIHPGNhNIBDRRVFiFw2ETkeh2d9OcFUXY/VOiVdjP/k5MTKDdbnsO+xxk8ypx285BrocKS8dxcPToUVSrVZNW3evtRgvo+NzY2DDv5OYfvoPptYzh26c7s0+2aaF7IzgHDK/q/AL9ojF33HEHzp07h2w26znebdAYbdOHtM3/1URV2qdw4zhViXBN2N98Pr+/HYM6kZ1OB4lEAjMzM8aBx2ZDI9r4Pp/PeL3VIcNJo92nC82MMi31BOyG12wm5/tV6ysDbG9vG+JQArLvVY2ptqnP5zOeXPVB6PwoClFbWzWsmjIcg2aqMeWZ80Z7nzUDbQ0yNzdnEAnHofPLMUWjUZM9efToUVy6dGnPeqhADIVCnlp4NrpQwa3e/7W1tT2CMpFI4NFHH8Xk5CR+/OMfm/yLEydO4MiRI1hfX8fKygpyuZyHOVSwc2zqAFZkqLRG1GEnOLGfpVLJmA3FYtHzLjU7lSYGmYycMxXaShdEU3fccQceeOABvP3227h8+bIRGnQk/w+BBJhnzQGq7a8OJ9V+SvhqHwLe6rRKUEqQep3P5zM53Dw/Tgmdv1UT2tqSNje3vjIPQREMiUYFQCaTMTkNvM5+t20X09TQ5CHtE5vruhgaGsLDDz+Mt956y5x3yBBkIBAwVW71vXx3IBDAiRMnsLKyYs4NsM0ZRQjsk2020cRTB28ymUQ8Hjfed16r/dd513epECNCisVixmFbKBSQSqXwi7/4i/ilX/ol/Jf/8l/wh3/4h553cbz6t5qi6rS0hY69HrbPgsg0EokY3w7LivEdaqooXWk0wKYBnQfyyOTkJB577DH84i/+InK5HH7nd34HV65cQaVSMe9st9soFov7u9CoakhKS8aqAS/E5YQpROIE2nF7dfyx6YSqLX7vvffiwQcf9Eh2WyNRMwwipMnJSfyjf/SPcPLkSSMcAHhy4IHdWDO/L5fLBq7qO20UoZoG8O5epJZSZgJ2oy50+tE3wow2YDdUFo/HMTMzY5ARzaJLly6hUCiYeaSZw3Ho++r1umfLK9EarycKUcFgb2e2zQLNZdC54FwGg0FTK3BqagqTk5NmW/DVq1fxyiuvmKPcuMNRIx5Kd4qiVEtzfm0hpZvFbEFVLpeRz+cxPj6On/u5n0MqlfKEKml+cU51HpWubIHLZ9BEpK9ncXER8/PzOHXqFFKpFE6cOIGZmRnDX7dq+8IcIBGrYw7wJlkQQnHSqFEZPqFNZIdh+Ll6XUngykCBQABra2tYWloyDjfd0MGwnKIAOxkpn8/jD/7gD0zZMDZ6lHUMimBI+GQojptQnfn3JERep7Fo1Si2LVsqlUwqrZ1ToWaJ4/QTqbLZLMbHxzE5OYm33357z3ZsjbjYDMk1tAl4kKOWNfZ07IB3Wzj/t7Uv0K+pGIlEMDY2hlQqhZGREQB9ocZ6COfPn8fVq1dRqVT2pOty7YgqgN3ahYpi+GObdfQ16FySdjUCsLm5ie9+97ueoiRqklIYqhlJOlC/Fkuasa8s08/sWCaNHT16FBsbG/jwhz+M733ve1hZWdn/uwgVetnQR00Aej8dxzHeWH5HPwKZc1D8f1CNAo3LLy8vm+8BmMQO28mmfWa/2Kfl5WWTmqshTzsxRs0NPpuEpu9ksYu5uTlcu3bNM0cavRjkbFTiIkHq+IFdhut2uyiXy3jzzTcRCoVw5swZfOhDH8Kv//qvo1KpeDSlbrLi8waFBbVf6j/hdyzGaTO4rfV1HKzi5LquSQGenZ3F3XffDZ+vf5DspUuXEI/HUa1WUalUzGGpNj2pth80FvvdbCpMuScD6G9fH2SSsWy9moR+v9/MI82HUChkksJY0UgVmn0mIu9ttVool8t47bXXkEwmMTw8jGQyiaeeegrPP/+8QTy3avvCHFBpa9v1umBAX1I/9NBDJgSj5wESito2HBOG9FkkSpaKPnHiBBxnd5+/OsZs28/WdBrv1fAcYZ7tLKQmpv1KouI17CM/73T6ZaxIyHZ+gvoD1Bzg9yrAVMMFAgEkEgkDndX3Ua/XcfnyZY8Q4b3UlGQYHkZy5swZTExMmHVVlMS55P1EWxotYb9YR5/38hpGMRSeUyN3Oh2MjIwglUrh6NGjuOuuu0yVYGpLze3QyI0N+20BqzUFdG75DNKMmkacX62mxLHTSavZpkBf099///0YGxtDr9czCI3P5G/SmB73tr6+jrNnz+Ib3/gGXnnlFayuruKtt95CqVQyJtct+U8l1l9VCwaDbjwe9zAwCUNhGidgdnYW6+vrZrOP2q82fFPiBbyHa/Jd6XQas7OzuHDhgidqwHvJsFrncHR0FPV63XOiLM0TMhzhvO4dpwACvAk0RA8qaNRkCQaDqNfrRvtopiGfa4cIySCAdweaMhafy/5r3+2KuLY9rE5PhdXaZ76b41fTRQUihRiFjjKHIiQ+j9+Fw2GMjY1hdHTU2L/pdBrBYBAvvPACut2ucY5pIhrXQOsM8v1qLnINFcor7ShyUHpjMdJb7cWww7R8PlOj1Teiz+a8+3z9TM+jR49idXUV1WoV8XgcR48eRa/XzxJcXl5GuVzW6M+fL0ToOE4EwLMAwjvX/1fXdf83x3EOAfgSgBEArwL4e67rthzHCQP4fQD3AcgC+AXXdW+80zs4OLUXuRBsCslZQllDe7ZNZcNm29Tg50wuYslsx3EwPj6OUqmEarW6x9bu9foHVpw5cwavvPKKkcZcyKmpKUxMTCAcDqPZbGJpaQn5fB6tVssgEjIUF17m2pgs1IbUmupHUGHHuet2uyaV9FahRQoQFZCtVstoJj6HDGuXNtcwnaIO9k23JAMw9f4IYVmQlEKB5g6fYUeAVJgpI1DgdLv9kmY8N4DnR5Lx2L/Z2VlUKhWjFVkVmTSn4+A79FxCdYRyzpX2FGlx/aLRKB544AE88sgj+N73voeXX355Tz4C54JzNj4+jlAoZKobc3z6bL6Lzs277roLvV7PRANWVlY8Z1lopOFW7V2RgNPvbdx13YrjOEEAzwH45wD+VwB/7LrulxzH+b8AvOG67m87jvNPAJx2XfcfO47zBIDPua77C+/0jkAg4DKLS7UUJ4lhLNqPlL6aT60wiQQEeG1edeyoyaGL4ff7TZiPST92sVLuByCDkjiSySQ++clP4iMf+Yjx/l6+fBnf+973cPXqVZRKJSOVNbFDkYvj9HfzDQ0NIRaLoVAomBz9brfr2YBiCyidL80p4FwohOf/HA8b38NQn91HzhkLdm5tbe2xq2lHc4yBQMCUJs9kMnBdF9ls1pTCplDjGlHgUxvzmbxG142f03nKjVc8WGR0dBTdbhdbW1vY2NhAoVAw2pFmnApNmgwqKG3kyPeyn4T8rInBKkfhcBgTExOo1+tYXl42AlTNJNd1TdHTxx9/HA899BB+67d+yxxko/kTajbQDJufn8f6+rpxRquJSNqlHy2bzf75QoRuv1V2/g3u/LgAPgrgv+58/kUAn935+zM7/2Pn+485qu4GNBInNRW1lRIWC4Sow0sdTY6zu++cxJNIJAxD0JywnVd8Nxek2+2ayT9w4ACOHDniOUWI91erVY+DitGDt956C5VKBel0GkeOHMGjjz6KX/3VX8Udd9xhbG8KO/URkJjS6TTm5+dx8OBBPProo5iZmTGmgjqoVGvqszgmNYvskKMdgrP/5zWsV6AhOtXyWn+fji4yPvtHf0E0GkU6ncbw8DDOnDmD+++/H4cOHTLHgvF69t0WTLagUcFnn6PoOA7m5ubwyU9+Ek888QQee+wx3HnnnThw4IDZuUeFoTkoasLofOr7VKkoCnMcB/Pz8/gn/+Sf4NChQ/D5+mnJV69exdramhFe2lcKSFZebjab+MAHPoCf/dmfNTygAonzSl7pdrsm7yEajXrmqdVqmRqMthKz23tyDDqO43cc53UAmwC+B+AagILruvQ2LAOY2fl7BsDSzsR1ABTRNxnsZ/6a4zivOI7zCgCjOWmP+3w+JJNJszjr6+seSM5J4YLxGcDu5qKTJ09ienraA4k5sco4thnSbDYxOjqKX/qlX8Lo6KhHE9BuVjOEAqjdbmN5eRnPP/+8WYRkMomjR4/igQcewNDQkMcjzH6qL2FmZga/8iu/gjvvvBNHjhzByMiIcZIpYfLdCvWV2XU89h589Z8o5FUziZCYyIXPV7NsbW3NwOZUKoWHH34Yx48f9zgYO50OarUastksstksbt68iUuXLiEWi+GOO+7AqVOnMDU1ZQQOf6v9bGtkn8+H4eFhjIyMGAYOBAIYGhrCPffcg7m5OUxOTuLEiRO455578NBDD+Huu+/G/Py857xG3kfhr8hJ55E2vppE7JeaZX6/H6dOncI//If/ELOzswBgzECumW3+MbLQaDRw9uxZvPjii57q1LYfgJ+zWEulUsHBgwcxMzPjMdfUmakIeVB7T0LAdd2u67p3A5gF8AEAx9/Lfe/yzCdd1z3juu4ZSn6/32+OvuLkazhKk4NsJxXgrdQKAOfOncP29rZH05HI9DPbuRMOh/H444+j3W7jypUr5n3KdHxHKBRCKpWC4+zWMzx79iyefvppXLp0Caurq2g2m4hGo0ilUgiFQuZQEfVjkOByuRyefvppbG5uIhwOmyOr1K7jfBAyM8rBgzdtbaX2LccejUY9SVG0cZXQFP7zucFgEPfddx+Gh4eN1z0SiWBoaAiJRAIbGxued6mjsFQqmUSlsbExzM3N4fDhwzhz5owZ54kTJwxj2BqQ76f/odFomJr7iUQCsVgM9957r/HJADAmCPd1aJUjRSz6ma4vAA9DqT+Ga0b0cPnyZfyH//Af8PTTT5udoUzmUfShAo502G63sbm5iSeffBLPPvusoWcKDt18RfRCAcGMQVbDpqmiuTHvBMb/THkCrusWHMd5BsBDADKO4wR2tP0sgJWdy1YAzAFYdhwnACCNvoPwHRt3r6mW1oo5ZBzuJXBd1+yYUs2qRS1ZhovQqtvdrQ9Pk4JOFkKnYDCIeDyOra0tfP3rX0c2m92DIGgeqDlAoqD9+dRTT+Hy5cvmwNK3337baGVgb8EPbeVyGXfeeafZCGOHilSIqe2sIUWzwOJAA7yHqtAUUgelhlLpbEwmk6Z2QavVQrFYBABzoCrzIzY2Njxl2okc6OB0nH6O/913340PfehDmJmZwY0bN/DWW29haWkJly5dwl133YVOp3+wh27wUaajMqCZwYSh0dFRrKysYGhoCNFoFDdv3kQymUQ0GsX6+ro5w4DzqCjgVgJAGdc2S3g96bBer+Ptt9/GuXPnPE5G9ldrFtCnlc1mDZSv1WqIx+N46KGH8JWvfAWtVstsPKKfQX1lfMbFixfxyCOP4OjRo3jttdfMdewn+eJW7b1EB8YAtHcEQBTAxwH8HwCeAfC30Y8Q/CqAr+7c8rWd/1/c+f5PXVtl732HZ5F1sSnZksmkOS9QmVydNWr/UhoSylKjcGKUefQzoH+U01NPPeUpMc7++f1+TExMIJVKIRKJ4Nq1a4Yp+AxqyEKhgCtXriASiQDoQz4WF1HCU/udwmlpackclEEThISkaIhjaDabJpmI/bAdjoqudFswY+g2uqLA0nJkPp8PV65cMc9WAUIUp6EvDXMS/nLPwNTUFEZHR+G6LorFItbW1vDUU08Z56dGIagViYrC4bBJovrABz6Au+66C+Pj48YHsb6+jsXFRTz77LPw+/146623TFk2TRdWwc55I+PF43HDgOqlH+S7oDJS81CRFpvNxPybz3vrrbewuLiIYrFoHHpUcOo41nMrVldX8cMf/tBj5iiNqA9sUHsvSGAKwBcdx/Gjbz78oeu633Ac520AX3Ic538HcBbA7+5c/7sA/m/Hca4CyAF44t1eoDaserY1WpDNZrG5uelxCqojzLaB7dCIan6+k4SpsWkmYSiqYCPT+Xw+HDx4EENDQ8Z7r15cXtvpdEy+PrCbkkrio6BSwmA/lpaWMDQ0ZOC8evaVgHTcilYoaPhchYTKVGpyEZ0owWk+guYE6HsV2lLb6SYpvp+Mtrq6itdeew1DQ0MYHx831ZcnJiawurpqQlxqa6swCwaDiMViuOuuu/DRj34UH/jABzA+Pm7OiOj1ekin0ygWi8a0ymazJl+AzEmIPTs7izvvvBMvvvgiNjc3EY/H8cgjj+D11183IdSlpSXUajUjkBXWM7ys/gJFZ1RONkPyN0OpQF/gUlGQBhWlqKDhM1zXxRtvvGHuIS2Q3pRXBrV3FQKu654DcM+Az6+j7x+wP28A+Dvv9tw9HdlZEGVoOzwzyAGojE6Ctv9We1Z9AUrMCvso4XWytS+ZTAanT5/GtWvXPPn7fJeaF3yGOgRJDIpAFMJ1u13E43Fsbm6ak5YUXvL6eDzuOQ6L0J7PVDvSjhXrfPLdtr9DzQa1odUUUiGgoUQ1K/iuXq+/l39hYcGM6ciRI6YMXDKZ9Gzw0WIfjBzRXDt27Bgee+wxHD161Jx1yLE0m00Ui0WUSiUsLi5ie3vbCHb2MRqN4uDBgzh9+jRuv/12rK6uGlhOJBKJRLCysoLp6WkA/b0KRFGDTDJVAvxc93qor0vnXddMkSHv10Y0yPMiq9UqgsGgCT/rZjUbTd+S9275zV9R04lUglTtxUapTDs0EAjg4MGDqNVqWF1d9aS8UiqSIYPBoAfmqtYC9jqJHGf3jMGtrS1873vfMxEAZRCaArZw0aQf/dz2WVSrVUSjUZOwxIzEQQJSq9nQg627A6md9IQkDZeq0GM/1IloazW+w3F2q/HomlCQDHLg8js655rNJra3t3Hz5k1MTU2hVqt5in3E43GPDU0zIBgMIpPJ4PDhwxgeHka1WsX29rYRhrVaDcViEZcvX8YzzzxjCrLafZ2cnMS//Jf/ElNTU3jyySfx0ksvmROG6/U6vvnNbxqauX79umFUO9xmz58KRaULhfyKQBVBqOmkviM1RXRtFF2QljX5ShGmVmKy274RAkrM1GIKpXSyFSqqlqJ9pLYwYS6wa4/RSaZSlwdkKGTWBQNgdhVWq1VsbW0Zhue1agurQAG8tfF0nKqBKbSGhoZQqVTMScR6jQoXvZ9OItXuFEqstqTXk+hUSOl8K5RUpyOZQOP4NuHbjlR1wKmfw3VdvPrqqzh48CAqlQrW1taMCVIsFj0wlsQfCoVw+PBhTE5OYmNjw5Re476Bra0tvPnmm3jjjTdMgk4oFMIdd9yBw4cP47nnnsPNmzcRCASwsLCA73znO3juueeMA1adgIT/yWQSrVbL4yOyIbaGWNVc09Aj55z0p/RFOqWgSyQSqNfrAw8poWBVgaSRA+ZdUCHYIWK77RshAOxqEmo6agUNh3DiOVjbc6zlm9U+spmdi61ZaqopQqEQZmdnTeim3W6b8t5A/9hohf3qfNQYvO2pVZtbbWrNP6hUKqjX6ygUCub5SmC2huV9HDfghfu8lkTEsFmr1UKpVBoocNlvwlXa2LZfQIUwEZeulZoMMzMzqFarKJfLJtmKjsZms2kKmGqaru7h4PoVi0WTi1Gr1TxJSpVKBdls1jw/FAphbGwMP/MzP4P77rvPHOKyvLyM//gf/yM6nY6B0gqbKXDVJ6LryLkCvDBf51rhuArvTCbjcVAqg/p8/bMPT58+bSoXa1PasaMaqvjs9fwfwhywHX60ASlVSejUXGq3q63MybdTXWlf2aE5fZ9KcABmx5rr9lM7qfV5QCmfp1lgNmKxmdF26ikz0R+Qz+c9NrEKNCU4/g3s+lSSySTK5bInt13fSfNpc3PT4//g+0kskUjEU3KcR5Xb27HVfwDsmht8XiQSQTgcRqlUQi6XM/NcqVRMGXXez+IgzKUg0qJ3nqnaN27c8Oxr4NpzPey5LZfL+Pa3v40LFy6YnaZ2pIZNHcJcN6ZtayarnbGq88yIi5plyoTBYBCjo6MGydgCfHR01IyNa6ZCRj/nnBNBhEIhcwCsOgffqe2LXYSBQMBNp9OeMJUyle3pB7zmg3ragV0prdlk9q5A2rckAhtp6MQzWURhNG0sZXAKLpX87KMKI77ftp2pBSkQlbH4DnWGBgIB0w8+K5FIoFgsmucr4SiiUOLg2JQQ9Z18n2Y4soqyrgGZkc/z+/3mAM5SqWTmlQQbi8XQ6/UwNjaGSqWCUCiE0dFRzM3NYWxsDI1GA2tra9jc3ESxWDTZhwzbaV9tZMX1DIVCxuEIwBPy4702+iFkt31QXD+Owx67Ki5df/6tdM0wJOdU+zs7O8sTgzxCSrW/3Q8AOHPmDI4fP44/+qM/MuFaNRFvtYtwXwiBcDjsDg0NeQpMRKNR1Ot1T2EOtTuVIWxtpBNDk0G98irl9T7byTOIMQaFJrknQPMWuHDMXltbWzMLbsNENo6F/edc2JDRFjCDPNP23wpP1cmoJb7VP+D3+03NRdd1sb29beYjFAohHo8bxqRQszWV+kl4jR29CIfDiMfjcJz+7s1HHnkE99xzjym4ympPb775JhYXF83uTkZlVPAoolET0I7H26FfrW2gAoVjUJivZhWwW92IiUhq9vGdSmtqutlQnfNDE5hOYZ/Pt6c4qfqCOJ+ZTAaJRAIrKyueuef7K5XK/q023O12jZODRK1OD8dxkEqlUCgUPLbOIPtX7XB64/kM/rZ9D5xUChw+I7BTdIOwkY394+IxVMfnK1Su1WrG/gO8Jbjs6zkW/k/NotfZpo8tzGzNrUSm5gPHwVr/FG52Gi134v34xz82jrJIJIJUKgWgn92oTijavIT+fK8KchIv39VoNJBMJjE7O4tTp07h2LFjxhk3Pz9vUEE+nzfbuzUpiYyh1aQ1vDsospROp025MTvUrM/QDFYVKmRKHsHOzEj15Ov99AWpYlFFwBwHPpsoi/1niFkFqqILv9+PfD6PQqFg3qf08U4mwb6oLKRQLBgM4siRI5ibmzP74/1+v8fGVca2mYDEppME7G7AUDNBHXhkMjqYCNnuvPNOzM3NGXtwamrK7ERjH/L5vIktq0BxHAflctkwimbX2RqD7we8+8ZtZAF469HzWQr5KUi1cpHOEYmE4+T16iB03b73eXFxEdPT03jkkUeM7+PYsWP4V//qX2F8fNzDfHyORnM4F8xrV0SmwjIQCCCTySCVSmF4eBiZTAYzMzM4duwYzpw5g/vuuw+zs7OIx+MeoaXjAvZ64/lO1fbVahXZbBaFQsGEWdUkU0SgQobPpcNRGY2IhnOkfhhFl+roZkYg55rPVh+BojXlFV17+mDUkTsoee1WbV8gAcBL0CsrK8ZWo0TO5XIeKKkTwc9UAtpeeUUZfC4ZntAW8IYPW60WfvKTn5jnRyIRrK2tAYBHkNjOPy6gZpfZ4+T19oEUKuSoOVKplHFGsW+M56uwUHOGjKgapNfrJxjRbKETjMJC4/JkimaziQsXLmB+fh6xWMwc4fXd737XVHbiWtBHoSf28LmKUBRpUPgA/Rh8vV5Ho9FAJpMxjsBkMomZmRlMTU3h+vXr5hmKFFUrDjL5dFxq9pAx7c02uo42PakDjoit1+uhWCzu6YcqBl5HQVGtVo3At+E+G+mZtB2LxRCNRo1jl8qRgoJmko5BUfOgtu+EgOu6HmhpZ55pU0hoJ1poMo79Hvs57XYbs7OzyGazHr8EnYk23OS7yIi2JlHEohqEz9FTZW3nEYmKi59Op40nXN/l8/W3HZfLZU9RSr6HTd/tOA5mZmZMCiw1iD0OvbfRaODcuXO4evWq8fTfvHkTi4uLHueoEr+Omfn3HINmMRIhUGgUCgWsra1hYmICiUTCMB2ZbXR0FLFYzNRu0LlT5mez50HngiaAmiz6vfo5BtGq1vejM9HOuOR6qLPQdmLzekVyKtgBLzpgnoVNv3b/M5kMSqXSHnN4UNs3QgDw5vMD3vPTVFvwGvWUKiNywlWAEI4NQg/dbheJRMLk+TMcqAkfZEyF3qrZVAOrzWfbrYSMuVzOs9B8pr13Qu1LACZtFYA52EJRAAAkk0kkEgmsrq56xu+6rklDTqVSmJ2dxY0bNzzaWyMFJKp2u22q9m5vb5tNOgBM2NDeuUivtCYq6dpQyzcaDVMTkM5gbkceGhoCALMFmYzLUt+kAZ1DXQuunSoFzoWum15P25191jXnOzg2DScP8vHo97rGGp5WganPoI+BdKAobZCJosrKdV2TfWnT0aC2b4QAJ0Qz42wIppJS93UrU+oC8npOrgoAnRxux+TnhF3Hjh1DIBDAyy+/bN5L6EZzgvckk0ljUthOR0U0TGbSmDMXTx1mfIcdWlPJfuXKFY9dSuaiwGPZbTWFGJc+deoU5ufnTXo1iZt90JwN2q/cyk0mZF9stKZOOfWRqBNrfHwc6+vrJp15cnISk5OTmJubM0Vct7e3jYmQy+WwsbGBWCyG2dlZbG5uGn+L+oLoP2IijgpiGy0MMqXs2oKaTKbCTp1zZFpFpY7jYGxsDACQz+cBwKSq6/00o9QcUbrnbx5Uwn4rffMazYGhiaCh1Fu1fSMEAO8pREowrut6svVUypNpeA+JTUMnOjEqEW2kwf+ZRXf58mUPxLY1DCvVum5/K6wuoGoEPoNxc8JsXRwuJKU3bflBYxk0DkJS+lC0RDm/49z5/X4sLCzg0qVLxpTQedJr6S9oNpsGhtbrdU+ZLiVE29TSxshCuVzG0tKS0bKNRsNsz87n86ZQSDabxcrKCmq1GjY2NrC2toZKpWJ2bhIF2fFwTcvV3wrVbVOB/VdnnkYNNOrENSLNsVExkKGz2axRZhRMihjtfijdqyKkk1cTqxSJKjLQnapUBkq3A9fllt/8JTeFaPytmlSdgfbicqC059U+5bPV28r/qXGBvbnZ3W7XJN0oIei7WRtOS4Gz7+l02oR66E3udnc3g5Co1BbXevQqoNg0M0w3n0SjUWMXUjABe8uE89kAsL297dnzTm0NePc5UOuwjxoKs6+xIadqXH5P3wCZiM9bWlrC9PQ0hoeHUalU8Oabb2J5eRnLy8uoVCooFosmy4/mi3r8aUqxjxS+tMHV4cv+qMLQRJ9bjcGmV/VJ2UJBd6ESqajS0uv1GbapQh/SwYMH0Wg0zFZr3RCnZo3jOIjFYvD5fAZlkXZv1faFEFA4a2t7nVSdTJWEPN1FQzoapuJzlOmUeIDdbCy9RmGszZTUjrZfgO+/7bbbcODAAXz/+99HpVIxcWCaE+yT9sMOA/JzerGj0ahno5MNRakJut2uqXZDaG9DR4XC/E6hI7/vdDpmy6oiBMaxuT4+n89ssOJ8kREoAHVNbHu2WCxidXUVw8PDeOWVV7CwsIBstl+Qir4D1lpkyXBdM0VVg+xzFQR6rfqS1IzjusbjcYP6AHhQE5UCj0NXmlUTSX0/OmZ+xzWiEKbS498UZnbxF9I8o0c+Xz+Ra3h4GGNjY3jllVc8e09u1fZFxmBgp+Q4ibfX63lKetMmVXtcnSkkLGVohe0q9ZXw7eovZDg7j0AFgUJ8FV5K3KzCy11tzFhk30i8ypDsI+04OxtMvdVEPrZ2A/rEFYvFkEwmkc1mPf1j63b71Wk5Xj5XBbDWxlPbUlGFQmOGzdg/bm2lACC0VlQQCATMKdCO09/jz3RaMqX6gFR4qh+Fn7FfbDp2tZttGE1GI7Jg6i6PMefBOEzj1RoBilQH2en2nNn9179turDD3Vwvvoc7HCcmJnD06FGk02mkUinUajWsr6/vqXS8vb29fzMGKekCgQCmp6cxOzsL13Vx5coVs7OMC0T7SFN0CXFtQuMi2xpzUGKM1glUjc5nhcNh1Ot1cw/gTQnl9SQSzSSzx6oCh/eT6WzHkx2CtN+rY/P7/UZY0oFna3cSjx6bzudQECnz8N1qq5LZg8EgZmZmsLKygmAwiMOHD6NSqeDIkSNml59uUaZdzDGMj4/jU5/6FL785S+bzErNebcjIyrslBkIjYk+9Lc9X7oBinNCYcJ+Mg7PzUtEmiqEB/l++E7Oo11Xgk5HChwdn6IAO7Ttui5isZjHgcuxHDhwAJlMBp/4xCfQ6XRMdeyFhQX4fP2QIv1Dt2r7QgioplpbWzNe9ng8bsJGbN3ubgFR7rkmsQ+C78rIwK7zZnJy0sTYVXLrwlDCq/2rDKXPV0YktNbPbeZSc0afy795HwWkmkA20dn2MLWzvlPfwd+aW8D3qZfaNqv4NwUIQ4eMKrBiECMOwO5hJno/+1QqlfDSSy+ZHZk2g6vfhGiA71U/je3F59jY1JfDeVGByL5y/ZgEpffa28PZJxXqZHL1NbFPmvsxyM80KDSr9BCJREzcn0KFIeKPfvSjOHLkCID+DsRer4fh4WH4fD5z2IpWabLbvkgbBrzwklqBcEfTRMnow8PDOH36tDEbNFRGZ1M8HjeTrTn4gUAAMzMzSCaTZocZEYMugh4bxd/qSQa8dj1PUVKvutqAtjBR29hxHAOdbV+GMqEyi+u6xjmp19I+VwGl2lyFgvpS+Ax7XBzz9PQ00um06Uez2cTW1pb5n1tYqZVV+FJ46HxWKhW8/vrrA5NabIisTK7mIJWC2smA1ylqO+VUCGuomc12LKtAUfPN/p/CRTes8Xnqv9Ax2GvLfiYSCSSTSTOGfD5v6IdCYH5+3pyjOTc3Z/4nTQeDQRw4cADJZNIIpUFtXwgBtfsIibvdLm7evInNzU1zIhCwe47d4cOHce+99xpC4ULq0WTMKlMNR80ejUbxz//5P8c/+Af/wBxpzu9V2KjNaTvggF1k4ff7jVMskUhgeHjYMJkWiyTTKQQlE6tm5rX8nBpM9x8AMCW11QFGzcrPSGx8lkJpanEykB1F0a3NhULBpLqq0NToDW139ZlwnuzoCsepdrSdc6DjB7xebhvF+Hy7Kcpa3IT9VOHHv9UJp6ZjNBo1KIP0qb4MDUsz0Yk0oWtO0ykSieDYsWOeU53i8bhBFerzYVPzTs0VzvWNGzdQLpexvLyMmzdvYn19HRsbG9je3sbm5iYcx0Emk/GcNTmo7QtzAPDCYT3KSp0rqmWvXr2Kq1evevwBaufzmepg4f/dbhevvvoqgsEgTp48uYdIFGIDXkcjYbc6D3kPmW1kZAQTExOoVCrGa0wmU62ihKo+CabTFgoFz9htu9NxHE81Y1twEOpSe5CAFZ2oU0vXQZO3+BmjEnqPCjJlLkYFGK2wS7qpr0BNGfVLKAJQR5xtFtmCW7U9GUuFxyAvvpqNgUC/2ClRVj6f9yCRWCyG8fFx5PN5s1+Aa6j+HtIHGX5yctKYSqTjeDxudlzqORrVatWYvT5fPwLAgqLsc6PRQLlcxuuvv45isYgDBw5gZmYGjuNgeXnZCKF3MgWAfSgEfL5+HPyjH/0o3njjDeNdV49ur9cz24qVUbmAhHiUwNR+3BrcbDZRKpXw9NNP47nnnjOTREb0+XymnDh3etEp6PPtblG2BQX7R1NAGc5O8lEbV7UM+8EtoXyHmjrdbr8acSAQMEdW8X7+pNNplMtlj7YmowHeGoSa267oQZmafdYdbSpggb0nI2nkQc0fzo1qNd7H5yhz8zMyrVb+IaMlk0mEQiHk83kPxFe/C9/B7zS7kGunMN/v393Tz+8p1DY3N41gIPqhoFGkR/rL5/N4/vnnzbMdp58NyjTyWyEoKjZgd0OZzlO9XsfKyooRisyhKBQKpuAu6zDequ0LIUBYqtJ8cXERGxsbCAT69e3y+bz53rb9OFGE+gA8/xPWqp3OZ2gdA3UeVSoVxONx3HbbbSZzUO3jQQiFYymVStje3vYIDoXgNoGrJuJi2c6hbrdrTqSh91whIhmZyULNZtOjlW1PtJpObGoL2/Y3NayaVeynmjPqnCWDq4BUIaRmnH6vmpRNUYeiKfaVwlrX13H6B5Nms1nPaVZ8npqgynztdtvsUdEt7BwPazCow5N9plJg+JlzqopJ6YV7K6i8bAchx00HNteJ42AtRaKNSqWC1dVVowByudye7NQ9/KeS/q+qBQIBN5FImIkJBoOmfNXc3BwymQzOnTs3EFIrQ+pCcPKVObkAXFCeV8eFpUORBODz+RCLxcx3ClcVCejuQmUc29Yj8/MZ9me2lqKNrQ7DeDyOSCRiYusM1QHwMLVN8PpbIb3ODwnRnrudNdrjnNO5sM0lZVYVLrbwULsd2HXoqSddw3J8hpqKZBbbNxQIBDAyMmLOPwTgQUT8m02ToWx0xvewrxoJYj/UhNLoDAWnJqrZ2j4ajaJUKsHn8xlnt27K0rW0TSCiT9bE7PX6eTXNZtOzg7NcLu/fPAGVcAA80GhzcxORSMSECm2mVuZRJ4+ttfmebrdr0my5A46E3O12jZOQxKgFM1Qb2P4G1VQqlMiYytxstkBTex7oC8NUKuU5X6Ber6NSqewRapwTZTRFKnyuwmsbBdjOxEG/lfBo69vhMh0T551FRTgW2xRgH/QYdiIKriefZQsT13U9Kdx8luv2y6Jp01RbXqcaVzXmyMgIarWapz6CHYVS1MNGpuRziQ74nY1mXLdfYZrzSBSndKDCQ5WGrh1RBa+nQ10R2KC2L4QAsJvWq8QZCARQr9extLRkMtDUzlZGIBOrlFQNrA4mPfiUp9tSa3NDDd9Pbax2rtrfJGrb9rYZQze5KKwG9h7vpYs2MzODXq+Hy5cvG4FCAuPzbIhOQlMBoX3m/HG++Bn7rwxKIlfG7XQ6xnmroT1bAPCzYDDoifAoSuG4Odc2alKhyXka5IiMRqPm+Zxr1cw2srDhsc4/+8PDTfTdADyCXWlW6YTjVFPPRoJUEpwrew41T4WmiYY+bbOLTc9H0HW/VdsXIUJgdxLUuUUIzIUgoWh2ld5DSMvJUbNAtRc1kp0iDMBIYc1CU83BGvdsfB8XnmEdVtOlDa/+BhIOBYJmoynh9Ho9LCwsGM2vhExi4/vpUFWCU+irqEFhrTIyv2PY0Y5E8Bpqaz5DtZIKYK6rHtCiUJh9BmBQiGpOCnY+Vx1vIyMjOHz4MNLpNOLxOEZHRw1qU2HDuVQozmcoU9pmSa/Xw/Xr1z2lzYk2uGZKE/yfa2QLR/ZH30vBolEiFcLsF587Nja2p5S87SPjeuuaaB8GtX0jBJRwAa/dyoni4MicJCz1qpLgbYJTwuTzAW8ZbZXaFBDDw8MA4FmMAwcOmJOGA4GAOaOOMdlQKIREIuHJD+Czo9GoSWJS7QF4t5USDtfrddy8edOjAZRZEomEB+JryFTTS21twTm3E2EAGHSk8Jimi+2hVl+AzrUiIUViFNQci5pkOg42dYKRFlKpFD73uc/h05/+NIC+c4xzZBO/hhs1XGqbkrbJZqNMokZbmNIRqolI9rxwHIoWOad8rtKjvl/nI5vNegQ63+M4DuLxuKErjUSpsLlV2zfmADC4VDbgPQyUIR21zXRRFFbZDGPbU+q0U0SgxMwyXBru2tzcNI4mCoDp6Wkkk0ncuHEDAIwzkQzI/9XzrESpDjUAewgNgNECuv2ZxKf+CL2fc2kLI2VKwLvnXgtf6Dwqkev3ujaKrrT/nFs1hbg2ihpUIPJ7tePZn2KxiK2tLVNxyBY0+j4ygp7Tp0JnEP3Yn6mDkL/psFVGpPCk4gK8acuKLG3hxrnSPSWKrLiL0s7+63a7yOVy8Pt399goPdnC3m77Ijrg9/tdSjFlVP0bwB6mTafTCIVCxvmjUpjEzv9t7zMjAbaGtO35Xs9bzZXmCBeaWp/pmb1eP1OxUCigUqkYpxJrw9GW17Eqsaq9qoUouLBDQ0NmN9vO3HlsUnUC2oSmdqTOl83MNpwn0epmJNvuDYVCuOeee7C2tobV1VUzn51Ov5RZsVg07+fcKWTWsQC7ITY+n4KF2j2ZTMJ1+2W0OKeqAZWRVJtrRMAWgDoHwK5vQT39eo0+i/1hCjP7WKlUPOFaXR82CiUViqRR9dnYqFb5gc/VPlG5UGjs63MHgP5CcHsrpSntG9WASrB0OAG721852YMgKxdOmYwTHY1GjfNKNY4yBL8jJK1WqwiFQpiamsJtt92GWCxmjsUeGRlBtVpFqVQyh1Nks1lznp8NW9lPdd7xf3VAbW5uAtiFyZwTjoM+C5Y5J1FFIhGzD59am++0x6mCSK9X4lfzrdfrodVq4e2330Y0GkU6nUYulzPP0P7ybwpb1bSKzhTpUcNxrkgfOma194mw1Ndih0TVGarXqiC1NS6fpSFiMjydy1qyntEsdTrq3PJ+zrNqbgpM0q32QYUAAM9c6Zqo4Nn30QGFb2Qk/Y5azSYUFp0gQVKiquedk+nz+QxUYmO+d7FYNAum6IPQlZ+xD5lMBjw2bWJiAidPnsT8/LypH0i7nzCsVqthc3PTVMpllRy1uVU7BYNBTwUe27GlzKPedZob6lvhHOjmE8C7PVcFqM3k6ocAdpNaKBSYOAP0NwRVKpU9uxf1hGFNFtK15/s02YtjVK3O8ajzj8yp66Ra234fGx2rrP2niEOVAN+jwlKfS8HBZDS+h+tAx6g+71Zoi8JN962wxoYKQhX8nCv1JxDlcjerOrPtti+EAIlFz7y3iV8JUifSzhBkirFqWX7O/4E+AZRKJYyMjHiScTRzS4/o4iLzJKRyuYxUKoVDhw7hgx/8IIrFogkrxeNxHD16FLFYDJubm1haWkIsFgMAA6n14AslKGX0WCxmohiagML+8XoiGhIG32EntNiJPCRETbW2betBYVc1s2KxGILBoLHNCelVcKtWUrTDpnOgEQ39X/ugn6mm1zlQFEUmUGjP/fk8xpunK9mmqL5P6/clk0nPrj+NEKkDsNvt7wlgn2gaqJ/BFmA697pWyvDKExTI3MDm8/nM0W7c9/BOZv++EAIcMKWZLc0VJqmmtuGO7QOwNadt+wPA1tYWAJiJVJvUJggAJlcf6CeT3HvvvRgeHkaj0UA8HjehnJmZGUSjUSQSCVPxxXEcbGxsmOwuwlbuaqQ/odVqYWJiAr/4i7+IL37xi8jlcqbftkmjjM0SZjYq0uiAHfJUk4uwXueLDMZ3c204361Wy0N8OoeKJlTgKJPqOtl2sw3f+Vx12gFeVEOC12fwWhVk3J3XaDSQSCQwPj6Oer1u0nC1z1QOqphYAYmoh2FCACZEzPezT7Vazay3ClwKKV0fpWelv0H+DLuisOu6JvuQ1yg6ttt7DhE6juN3HOes4zjf2Pn/kOM4P3Yc56rjOF92HCe083l45/+rO98ffLdnqwS0Q3ycDF0IRQXcJqmmgjKIwmJlHn0vsGuTcVE0c43PCoVCBlEQFYyNjRniCgT6R2kdPNgfcjabNXB5fHwcs7OzmJmZMe/UHW+sqsNWLpfx5S9/GYVCgfMPwHsKro5vamoKp0+fNvM4PDxstsMCe/fIK3M5Tv8w0Pvvvx+RSMTME3MF9DplQP6oplKkAMBoX40I6HM0F0DvVfOPa8Xnc/ed3+83fiRdQwo9jWZQKPK5LGUeDAbxyU9+EvF4HLVabU94kn0g5Oe86e5BosZwOIxMJoOhoSFT5296etocphKPx00lZTUrNPzKsapQ5PzxWv6oILA1PaNQtt9pUPuzIIF/DuACgNTO//8HgP+367pfchzn/wLwPwH47Z3fedd1b3Mc54md637hnR5sMyZtGrWZbQcOr1WYps/ipOqzFVKRANlsRwvfQYQAeDeFhMNhDA0Nmb0DPFb7wIEDphx3JBJBtVpFt9vfTTY2NoajR4+amvl8JvtLwvD7++cD0C+gWo8EY9vXjUbDlJQKhUJ45JFHUKlU8OMf/9iUQ2chUBITCcTv9xsThwTP/AfOO30YKkzUd8C+pFIp039eT9+KEiSdulwP+1k09VSj8jsWPVU7WQW6buSxhRMr9DCq4PP5jNNWT4VSJlTPvaIoanAmhfl8/SQmnpQUiUTMTs9sNotSqYRcLrdnX4D6ONgn9QlQsJEPlOFVsPNadZAPonW7vSck4DjOLIDHAfzOzv8OgI8C+K87l3wRwGd3/v7Mzv/Y+f5jzjuJIWswdMxwgamZFSGoTUmEwIWi5tHFV2ESiURMgo3aywqdZNwYHh5Gt9s1kQNlnFgshng8jlAoZBDA0NCQx1amsEgmk0ilUpifn8f09LSpQqTeZMB7Bj0Jj32j/areZmqodruNBx98EKdPn0a328W5c+dw/fp1s6uQ1yhkV2F64MCBPTUAC4WCqbPHOVebVes+UjM1m00UCgVPgoo6rFRI62ccpy2M2T8V+GpC2IKd66bmH++nv4SCnYLkhRdeMJpdQ6jsu/ofhoaGcPjwYTMHrJng8/mQSCTM98ePH8c999yDe++9F/feey+OHz+O4eFhJBIJc5ybolD2kehGk9d4jSIv9dsoDRP6U7Cyb4rO7PZekcBvAPhXAJI7/48AKLiuS3G2DGBm5+8ZAEs7k99xHKe4c713J8eAxgGRwFTzKwxV6N/pdMxZdUrsJDANH/V6/RJgPC2IE0kpqxuJ+I5sNotEImEYQR1r1GTMDvT7+1t46XGmh5aaKx6PY3x8HCdPnsTVq1fNUVHK+LZTioTIZ6vAUOdhsVjED37wA1NUgqiATeGsMiAdV6VSydRoUDiqzkfu7ORz1HZVtKTmjtq2+mw1+fi/HheeTCZRq9XMHFPr8vASW4jz+eoABfo198rlsin5pSYXUZydsRcOhz2Cj++nj0XnllA9EokgEomYE5Vvu+02TE9PIxKJIJ/PIxaLGZ8Dz6Jw3d0kMr6fGacalVL+4Dpy7ikoySc6JzrP6g+z27siAcdx/haATdd1X323a/8szXGcX3Mc5xXHcV4hcyoxUSqy6SBc1zX2rhKYLpbaUQqHisWiqbqitjXNB76HzOLz+cy7uHDUKPl8HqVSyRxLTcFADU/GAWAKcgaDQUxNTeHkyZNmx6I6e1TDBQIBkxBFya62OaExF7pYLOLy5cue8wk1K5E/7BO1aKPRMEdlcX5VY5P4WD1Zw118Jm10nWsiBf7P+VP0o78ZpmMfOQcU1D6fb89hteospMBSZUHYr0JHx6YIT21wzSHhXHW7XZTLZYTDYWMq2UxKX8rU1BSOHj2K48eP48iRI5icnMTY2BgSiYRBiapUOFZN96YSYVPlNMj5qTSiY7H9BXZ7L0jgQwA+7TjOzwKIoO8T+E0AGcdxAjtoYBbAys71KwDmACw7jhMAkAaQtR/quu6TAJ4E+vUEWLoK6EP2UChkHDWcJCIEddJR+pEAO50OMpmM2SpMzazmAeCNj9Mjzufv9MkQEyMIvI/Co1Qq4erVqxgeHsbs7KznrAStkAzAk3duE48Sg9qfADyCSUuIU9DQBBpEEAqt1aQCYPIY6DziJiXVcLyfvwmj1XvOfnG9gF0Yr4hMbVR9tpoD6mzknNtMq8Rv76KjM3cQw2v+iGpHNR34XJoM6h9g34nsSAfqm2BFn2aziWq1aq7jHOtzhA88/e31envo/lbOPV1rrov6Qvj7nUwB4D0gAdd1/x+u6866rnsQwBMA/tR13V8C8AyAv71z2a8C+OrO31/b+R873/+p+26iCF7vdywWw/T0NA4fPmwOflBpTomskwfswmbWZ9MMQzIYr9d0XMBLYOo0U8bVRfD5fOak3q2tLVPBRc2LbrdrtnWyDgDRAdOINcHHXjCOk02h39TUFD7xiU8gHo+ba4lQ1ImmeRTKPCrweC3RVyqV2iOs7MKdfI7f36+Mq6FTJU4KHtXeergImdeO/fM9apqocFMUQK3KXYUaraCm10xA9TmoL4bP599Ei/o9EaYipHa7bbzxrCq1uLiICxcu4Ny5c7hy5QpWVlZMuncoFDJzZ499kG/KFhrMR5mcnPQoDRWwuoNWhf+g9t+TJ/CvAXzJcZz/HcBZAL+78/nvAvi/Hce5CiCHvuB410Y7TGH6wsKCR5MrcVBSkqFIEFwcnVjAu9+d9+lZBWSKd3JA8jfr7ft8Ply9ehUTExOYm5szYSf6BCiUmEk3OjqKWq2GXC7n2fii2oTErpqMi1wqlcxzmV2p0QtgcLKNmlVMXNEilrZNeubMGVy/fh0rKyseDavx6FQqhY9//OM4e/Ystre3PeEtClESeLPZNCYIq93YTi/mKpDI1b4HvNV+1IxQYUBko45DFeLALnrgvNobbbgeRAP6bvXFqGCisqnVaiiXy7h27RparZY5xp3mVi6X8xSpIV1y3u09BurY5LX8GRkZwW233YaXXnrJ7MvQ5+l86YnGg9q+2UBE+5jSOZFIGOedbevT+cfF1WQR1RjqV+BGCs3gArwTrE6wXq9/uEkqlTJHZCshUKOPj4/j6NGjuOuuu3D06FEjnRV+0uHW6/V3IC4uLuKHP/whrl27ZhCLhjNVCGk/OV4SL51nmg6t5c+5+D6fD7Ozs0ZL8XmcG9vTruZTs9lEJBIx1Y/JTPF4HPPz81hYWPDs9XCc3SPbeTAmnX1qXqhw5jyxP+yzmiLsI30tND30OXa2Ipsd2iQtcR7oYKNvKpPJmPMU1PzR9HMAxlcTDAaNiTo0NIRIJGKiQZqUxMNu6BxkNmiv1/PUumSfOS51YFNxpVIpTExMmFObOV/KL/a87OsNRCR4LgidXKopbFijIUFgV+OpEFAbkEzMieR7ea9OutqrW1tbnkgF+0OnUjabNZqyWCzi+PHjOH78OCKRiNGQtBW5q3Btbc1UE6bW5hyQQdRm5SnAHAv7xsM+lIH1fj2DgclNGpFQdKNMYtvsrutieHgY5XLZQPlKpYKLFy963qde+ZGREfz8z/88IpEIfu/3fs+Tyqwoh8KIjllFfXy/CgJCb9tW7/V65h30xLMpEuAckp74fva73W6bisVKm2oOKH2pmcg1IW2wWjXfQwSn1ahIT6q5beFHE5V7Nhg9WFxcvOUZkRp2/ItwDP6lNJXIwK53HvBu9RykIVSAqJNEbV1OJCdcCUzDdGpzMnlGnS/qh6CEX11dRb1eR61Ww/b2NgqFAoaHh825Ac1m0+RwVyoVXL16FcVicc+GJv6t/dQkGmV2hXfqw+D71P5tt9u4evWqgbkKpdUGJXT0+XxGcxNiLy8v7zG5bB8APepA/4yCH/7whwBg3qlCyRZY6nfh+mhtAqUDCillRo2ccNwaCmUoVY9Q8/l8xmTheBVJ8H6b+cmEpClg1x+lp2dRMbH/FAJa+EX9C2oi8B41WZTmuO7qq1GfGedABcKt2r4wBwI71YaBXaIF9u7zJoSz4+XKqJSYhEFqqwJ7T7DReoMqHEgo1EyMyfOkWiU6EhKruzBttNvtmi3K1GLFYhGbm5uoVqsGDg6Cbny/Mr+Og021uEJ8CkWgH21RqKlOOzIhmfjUqVNYWloyOzQpiFTw+f396krLy8t75pd9V2GuPgsSM7WvmoCqudh3e2+EboceJBz1PYNoxGaSVCqFUChkUA77y3UYhAAymYxxOE5PT2Nrawuu6+K+++7D5OQknn76aXS7XQ/t2IyoAkDRnOu6piQdE7VIGzo/RLWcfy1sqvOgdL2vzQHAmxUGeHPdbe3L7wEYZuG9qklYukrvU8ehEqDtBFSCISGWy2UPNKfm5EJUKhXUajXjCCwWi57tpTQN1BZUAnEcB/fffz9u3ryJ2dlZnD9/3oSLNGnKZiBlTpvRgT7E5TbmSqXimQe1kXmclq6FoixgV1DRsWmvGZ17TKAhTNc+2WtoH9yhjMhre72eOQFJTT1lVtvM4JxQKUQiEc/aAcDw8DDuuecevPjii9jY2PCMmfOk/XWc/s68cDiMZDJpnuX3+w30Z5Sm3W6bUDafQZOHAsCm8UAggNtuuw233XYbvve976Fer3sEuzZbUOoJRrr+g+7V9v9v79pi47qu6zp3hvMiZ4ZPURIl0VVkuaFsmRJsy3KVIAhQx06KfgRJ4KBA/RHAP/1IgQJFggIF+tmfpi5QFC3Qoj+FWxQtUEcGYriKHctJLFsSZVGyXpRIiZREio+hhhIpPmZuP2bWmXU3R27iIOIImgMQnMede/fZZ5/9WHufcxpGCZAxSqyiofxegTsAPt6lUKgLpy4+lYEWhtCz0KIhnQAEE21eXDU2ULO6VEZra2v+OGtWo9m4kL9hQQgBS1bEETS0XgCvVYVAYVAlqHUOnDQ21uc9+ZvFxUUcO3Yswn/1sPjZ0tKSd3nJP1VmHEMevqKTmvekO82x1HG1Yx4EAbZs2eKVq8qGBXj5mn3UOhCNn6ncJyYm/IpA8kLjfVW4yk/WgvB3S0tL+OCDDyIKhJOTYQa9GSozBYP5u2QyiQMHDiCTyfjfaBinyk0VVS6Xw969ezE3N4exsTFf2GU9pLpz7/+fnr/9ph3TvLa69Qoe6mRU5tbbjERTZro7jmrJIAj8cVAEdTip1dIqoJZIJPDss8/i/PnzfgNITiaCVwA8Us7n0ipSiamw3bt3DydOnECxWASw3mvhs6nUiGcolkFeKbBlLQ77TCupllVp0wrAWKxS085aCE4M/Y31Qvg8nfy8juOpgC1/q+OyY8cOzMzMoK2tzS9+0nFgvxiT84/WVyeyxvkqd5cvX/b9tR5WvQVKfM+txNSjYQo3Ho8jl8th586dGBoa8oqbAKid0FRmq6uruHDhgve0KCPWC7a4zL179/DJJ58gnU779Lf29bNaQygBoOYmac6ck52MA6KltV1dXX7yLiwseNfJgk5ATejVfaX1yeVyePnll/Hss89ibm4OR44cwenTp732VfdKhfnMmTMe4CNGoFtPsS+6Rl8tl3POu+ocaJbO6kRRASQvtJ/sC0Ma/tm6AwsyaaUk+aTpVqCmCJxz6Ojo8Gfw0YPRKjWraFgMY62YAnwWeNO4lkefE9hUhcex4LhyPz/2QU/xUbosYGhDHt5TX7NZfIZxO3maSqWwY8cOTE1NYWlpCfl8Hi+99BJGR0cxOTkZyVaRxxYAX11dxalTpyLHmyuAq94BaaHHtLy8jIWFhUiGhQqHY1SvNYwSoEZTjQdEl4JaV59M6O/vx0cffRRhmMa7QG0/QQWqaEHCsHL+ez6fx759+5DL5VAsFnHu3DkvHHbTB4J8HBAVEE54/WN6J5vN+hQRB4gWjvRzYK3FZejDEIN/6oKSXt1WinRZntSbCPXANFq3mzdv+t/TelnAii44AI8z0KJqwZACbkq/0klXnsqK4CwtMF16ehTkG7eDZ2n00tKSVyBA9AhyDfVUbvjebmBKBcEVlxpqlUolv/U5AIyOjuL111/360ZUru3E1udqDYRmCXQ8yTt6c9xjgetG2M96c8q2hsgOxKq7DeumIfVy2arBVZjp/tjUkmpcK9iq8bkAqLOzEx0dHf40Vy6JrRdT8T4UDAofB4UFMhTMcrmM1tZWDAwMYHh42O/GQxpJJ70OXdKaSCSQyWR8ZRj5YMMFFSygti02hZlhE/cX4DPVWpB35JG1iFRq3AtSJ6IuLbbuc3WcI9ZcP7furXonimPoYi+VB9Lb1taGzs5O3/ddu3bh9OnTmJqa8kqAClnDF8VYqOQ5DjpGakA0pWcnHseSr21IqV4uf6OGSnEFHVs+Vz3Frq4ufPOb38SVK1dw9OhRH3IqjhMEAebm5upmBxrm8BEyTcElzYUTRLK1A87VtldSt0e1nxb5qFVllVe5XDmFeGxsDMPDw7hw4QIWFxf9rkUqJIo1qCAnEgkMDg7i29/+NrZt2+YrCllIVCqV8IUvfAH79++P0KGYB2m1GpxlyhY1VzSelpO5Y75fXl72KUrdi5ATiterZ5VIJNDb24t0Ou1ppLVzznkgTWlXgWf/NAauJ7zWDeez9FrSpB6OhgQaQiQSCSSTSczOzqJcLuMb3/gGnnjiCU8XFQcBWFVuvF9PTw8OHTrk94TUSalKm8qOr7Uv9neq4KznpL/TVZdBEETSftu2bUNvby8ymYyXS7r9bW1tOHHiBE6ePOmVvaaw+f6+c+9XmaAPoqnwqCVUhaCoN39Dd15z8WrlAETiQgpuEAQeQeVEI5hDoacbammhmw7ULGMymcTg4CD27dvnJwbTSIyNJyYm8OMf/ziyWQrdXBU0ILqbEJUjn2sBqu7u7nXpNOvx0C0mbkIeqDUjD1KpFPbt2xfhmcVUdMmr8lf/W4yCz6HSqIdZcJzZN/ZJ8+7sI6/hWGezWeTzeX9E2e7duz2WoO726uqqB1/VSq+urmJmZgZDQ0MeANXJpnTyeg35tG8cW92mzip/0q+GTWWcQDdLpVmD0tfXFzkzY2xsDENDQ34rOn5OmuLxuFfo9VpDhAPxeDzkvmvqJgGICJ66Q0A0q8D4iFq3XkUX760HetIarqysIJ1O47nnnsOlS5cwOTkJAJEFO9a91cbz8OLxOObm5nx6j4LNApAgCPzio/7+foRhZWHQ9PS0V2oMSejWATWUXwEe8oj5YVp+jXmJWCt6T97RogO1yUAak8mk3wxF02cA0NHRgbt37/rdcVglpwqAoYWGUvpawwY2jqMqBNLF8wymp6cjgBlpj8ViaG9vRzqdRiqVQj6fx969ezE9PY0TJ07g1q1bEYVCWeP6C027qiLWvtjFRwQDqUy5Z6FVCCrTDGfUVee48DuVaY4jr29tbUVPTw/Gx8c9dqAeEw0Q/3NT23w+j9OnT9cNBxpCCcRiMa8EFIEnAGNDABuvqiUFaqhrvZVZYVgrb9XYUCvTOBiKWOvvmf9XV5KWVdNTasnUC1lbW0NfXx+ee+45HDlyBAsLCxHwkfUJwPrcP1Cb/DZmtbEmnxuPx/HUU09hcXER165di3hA3DUJqFl0hhmKy+iE6+rqQiqVwuDgIE6dOoUbN25E+msVr9JEfINIvlqsqizAyqRN8WkcTVnhIh5VuDQGBAbV2+TvuVSd46k0K05gswyKT2gfOS4WE1F51iI2qyiCoLKJTSKR8HRbzIf0WA+XhpCywoVf+Xwe/f39ePPNNxu3YlDjTNW4bNzHjSv0uCkmSzc1D66TVreNsq6lDpIyMJ/PY9euXSiVSn4NOF1XDoLWqvNeXPJsS57pnViwMgxDfPLJJx7N1YFmGGJ5pBgJFYDSb70nXlculzExMREJJ/g9C3qA6EYqmpsmr1KpFJaWljA7O4t8Po/jx4/77dA11gVqCknThTpJW1tbkUwmfekxBbme4uRnVNr8TmVFLTm3H1PAjhONRTh05bnghzzjGCo2o3xXo2MBQ36mfbcZGM362Gvy+TwymYzfi/DmzZt+A1RVyDo2aji1MTPT2tqK3t5e9Pf332f2NYgS0EYtB9SEMh6Po7u7G1/60pcAAO+//75fDw/UBF0thAq73lMHDoi61KwX2Lt3L86fP4/NmzfjvffeiygZi2KrJSAdfKa68Krpy+UypqamIvTYVBXvq3skWovDiaX15QTwyBfyg8pMJ7XGjqqg2LSfsVgMXV1dWFhYwMLCAm7fvh1ZWhyPV47i0vCJ1tKGbaurq/6YNoYuqsBUcZM28k0XIakXpONt8QmdlLqDlY4T72nvW08xacZES6ctbqDyRfqsF8B70lvbs2cP7ty5g2w269Ohd+7ciSgT4l9UXDznQHd4dq5SJs1TtrQYzLaGUQJkvgI4ZPby8jLm5ubwzjvvYG1tzdfo62TR1IsKAxsZrm4iG4s8giBAsVjE4cOH/Tp9ulU6gXgvLWBSdJ0uGwXBlsZqKTE/o1VTly8MQ7S3t/s8s50c9Bp4L0X57Tbs6qHUsxxA9CRgVRL8/fj4uL/WursKWDIWpbXV+8RiMSwtLWFiYiKiNJSniuXo2NYLB9SDCsMwUmTD71WJ14v7eX89icrKDfnDMdJ0tipL3jOVSkWqQ/UUIl0YRkWUSqXQ39/vz7T84IMP/AROp9MYGBhAqVTCuXPnIl4pvRrFfnjfUqmyajUMw8gOVbY1jBIgY3WpKz8nmGaX9qqAcVspewikZhWA9YdMApWw4dq1awCAiYkJhGHozw7gszQlBkTTQuoeWneRtFNYiFHolmIA1lkHvi4UCuu8DI0BVfGosGtxCt1dRd7tJLJxLnEPtVZAbZKSRnXD7WfkuVYMWuWlFYoWRNOJbPuqYR/7wLHQjAQ9SV1wpPE1+1oulyN0Wv6q0qACsF6h0sqqRXo7lG+69qr4qSQuXLiAzZs3o729HbFYDOfOnfNewfbt23H9+nUvd6r4WXXKdDFlj5u9cDfq+7WGAQZ5dhqZqmW2CsYAtdV7zjnvXtFispqMwKDuQASgrtBSE+t21Co8amnolmUyGb9IqK2tDXNzcxHLyBV0RIyB9Z5DNptFOp3G7Oxs5BkKOFok3AJQvBcQPX5NhR1A5EAK8oHxqRZaWfeZ/KOS0lWCinLXCzF0AY3eV8dTf6NhgeWDxsSKB7Cv9CY4bvxPZaaeoVUqeiiLTjLrUZBvHA/FbVRpUU56enr8uhIdL11FyN2I2traEI/HfVhQKBTw4YcfenyCBXHcLEWVWDwex6ZNm3D79u111aTkAQBMTk42LjDIRlSaLqO67IoQU2vT0pTL5QjazBSgehUKtlnXXa2XCosCRqoAYrFYJK00Pz/vFQlRZu6rpyCnCg1dZj2SShXTpk2b/MaU9VBofV0vS0JBJb/Yb12UBdSwCHXl9TNr9bq7uxEEAa5fvx6xSLxePS2Noy2eoXyw1/K/RfNViWkqTsE1vZcu5FIAUUNH7W89eihTLCxjfF6vulJ5qnxTz5UeGQ0TweitW7f6vQnfeustT6cqR95P6xY4ppOTk54H/Jy0MSy7X2sIJcDBYId0w0laYgCRem0AEU1O4d+zZw9u3LgRiYGsluZg8Nl0T9X6WMGg1bSf87N4PO7TbTY+VYtGTKBcrmyrzT3/mLa0rrsKt3oGQBTkVOCI/bR9VOVmwS8qpY6ODkxNTUViVtLGMMneg/dV91vjUlW0TKFaUE9p1zFQy8x+qXtvwyBew8bf20M7VfEyxuYY66TWicbTnNQ7UOWlFr9UKkVCOVXIKj8rKysYHR3F1atXIx6dyioAXzikx/Opwle5VGVAHjZ8xSAnGevteaIQv2Mn7dJeTpqlpSWsrKygs7MTr7zyiq+m0gmvVp5ltco8jQ2B9Sff6kDanWAA+EmtLi3vw34AWPedCrh6NoVCwQun3WFIQwc27ataaEXq+TsKkAokUIndmbUAaltm8f7OOczMzER2HdIQgjwmLzmRVGAB+IVEqhw1jNBQQSeO4hIUbP631lF5aq16vUyILjPnf10/oJ6Wzc+r8gnD6M5AVOa8Rg9e0THM5/MRPvN3/GO/mRa3xkCxEH6mSkmX2dvWEEogk8n40lfNEGhsS9cUWO/Oc9CKxSLefvttvxxXJxzP8QMqTHniiSfQ29tb1y20FlIViFo6Bf/UI9GYUi0UJ7Pen/ekklNAC4gu5QVq5zLo5GOfSA/7yYq+WKy2zl6tNC0cf6eegmYpdFIuLy/7BUiKgbAPPElK+wjUDijRWFvHQ//bfqgiUMWgytC689pn8or953XWs1OrzrDShlO2LoH0sjnnImcdqhzxebaEGKhhSCxXpxzp+GqNhIYXKlMAIvew4V691hDAYHt7e6guTE9PD27fvu3PcycKarUqmwWn2BRM0rw9AH9waLFYjAgOV8aR4UDNXbUaX1N6bPW8D+IcxCkIZJFuOymAaMWf0sEyUB4/pgCcDjYRZ80pq1IEonvbc8Iojy0Wwj8V4JaWFl9nXyqV/HFkTOGqS69uPO+jsb3yjrRqbEv+AtETotlfNnqW9IQ4MRmK8NotW7b4ojPnamlUxYVsSEZ+8/v29naP3fDZmnVQHureEbyePOFYUJ6YPdBxtRiInbsqo1YWAaBYLDbuKkKm9ThgBw8exK5du9a5j9b6q3CqkKTTaa9JufGIfk8wj9t+K4Ci2l4tA3+nFkBTRArk6HVhWMn1M1PB6y2gpApKEWht/A1XFPIzCjl/y36ura1515T8sJZR3V+doBQmDVk4qe1YaFxO4eeZi9zbEIhOVBVO5TPRbLWeVvkTVed3Wmhlww+WE6fTaRw6dAitra2eD319fejt7Y1YZx1vBaptmME+MEOkfFIvhc/nWNEt53UqE5bPahQoj85VDh7Zvn27ByuffPLJSBjKe6t8NnyxEN1PoAKADA8Po62tzVtxzfECiGhdWlV1m4jgtra2YufOnbh48SLa29sRj8dx7dq1CNMpRNTUKpjU0lbzauzIRlo1XKBFY2ktfwvUDptUNN26/hQeiz+QbnUDyT/rEVC4dQIpbcpTzcCo16M5bu0v8RH1Ysrlst80hWccWI+MVk3jf+Upj+YmNkTabCyuWQmGc4p7MLQkTcViEblczu+PePbs2XXnObDPOqF1MnKCsv9MK4dhiGw2i1KphMXFRX/oiMqU3oPPY38006DehpX5tbU1fxAuJ/qVK1ciHhJTisSUAEQ8W9saIhyIxWJhLpfzjFGBroc0U3h14jEe1zhNUW0upeRRXtatBWoTlDUDGqJYzECVj1p0nWQK8gC17Ab7oZNchYvPsi4gcQcVdE0ZEQGvFy4pOKiuvuIP1voqbVTGFEoF1yzIptiN1hPw2G0qD62oI8+0clIVkh0nDf3oyltcQGlzzvmCmtXVVWzatAnT09O4c+dOBOPhfSl75K8da6CmePk56VGcoqWlxYeehUIhEh6QPr2fhhB6X8WXKD8cK70f17DQ+yOPgyDA3bt3G7dOgAJG4QZqriEngLqzfM24kALCo7J4T23EF8hkXZ+g6S5OfAKJ9FKoVKzw8TeJRALZbBaFQiGyilAtnw4WEJ087EcqlaoLePEeLGohLVyVt7i46EtV1apzgqhl47ODIEBnZycAYGZmJhL2WOtMxag5cOsZKZ2qSFpaWvyS2/b2dmzfvh2ZTAZnz55FoVCIuK5cZaf3VVeY9yaN6g3odWy0gNwdmF7K5cuXI3G+KhDFGZyrVHnquYQWlLV80wkchqFXPoVCIUK7ZqZ4vU52O37kcT2MRL1pTa1rKHO/1hBKQK2XdlBdNBvnceLyu+XlZe+aqVXWia9CopqYz6ACYMlnV1cX7ty5g2QyCecqW20zjUmXku7k6uqqX6RDGqyXoBNH/1Nz37t3z2c2rDApf1RQ+vv7cfDgQbz99tvI5XK4efOmL1NWHiiIqQJvgU2d0Pzf0tKCL37xizh79qynV8ue9f46OUkvQwLiE7t378ahQ4dw6tQpvPfeexgfH/fgok3n8h5M12nsTSG3/eD7dDrtz2DkPgRsOqkBrPNA9Dv1HPl8xZE0DLQKpVQqYXx8PLIDlMqBvmbfaThUfrXp+FA+qAzVK9KwkXOlXmsIYBCoFbcwRqdWVLCKTVcE6oTQv3qf0bPgIPI1XfNEIoF8Po9sNusPveR1bW1t6Ojo8Bt4kFYqJK3K0kFks4JtQSaNTVUI1XuoF6Nev34db731lrdydCn12ZpqI1/IA56SzOewilH7srKygtOnT0dyzZbvVKY2vCAdpK9QKGBmZgZdXV149dVX8dprr+Gxxx7z/GI2Q5W2IukWzFQLqGFVS0sL9u/fjy9/+cuRdRlqrZU39OQUF1BjoaEj5dIW6JCHiivxN9x0RZUFlYumAu3z9PAaG+aRv6o4mG0JgsDLq8VzbGsITwCIVrXZQVILpl6DotLqwqpW5JpqrqYql8uRHXWoHNLpNGKxmN+pNpVKIZVKobu7G9u3bwcAfPrppygUCt4yqfCzMUzhhNK133ZycNBoUXgfG2PyNzY+DsPQeyYEqVTQ1B3kfel6k8/37t3zng4FWxFx9lMVL5/HZkMfjWl1vDjJjx8/DgD4zne+g56eHvT19WFsbMzvuGTDCw1lrNtu43Id+3w+j/fff9/vEkXlYkE5oGJYisWi/55GgZbVWnrKZTqd9t6bPoOTWSsbtQ/qxcbjlROm7969i6WlJZ9Jomeg4S+AdasdqdBXV1fR1tbmTz76yle+gps3b+LkyZOfOfcaQgmoUGsMo8i9XkM3XWNdNhtCAIhs0mm1osZ2jF1zuRz6+vowMDCAPXv2oLOzE7/85S8xNDQUGVRVWOpqBkHgj7xSAE1pVRCJdGjYovQrvXpikeIkupZCKyZVUJRfKlSaKaBbTJzBjpFFq9XzUGCLFtnGpKVSCbOzs/jFL36B8fFxdHd3ezyCSoR9Zx91Yusk7O/vx+jo6DpPgM959913/QTWia9enIY16mkxxLQyEoahL8JSr9DyhJbeyq4qEAWC9XtVOIoXqMegno2GYcVi0YeXW7duRRAEOH78uKehXmsIJUCLSJdaB0stIAWNq8IotBoPKqPDsLJ9lu4ew2up7ak5nauAXx0dHRgcHMQLL7yAwcFBdHV14fLly5iYmMD8/HxkAY56IWz87sknn8To6KjfeIMYhtYPkFYOuM3Tq5XjgOuiKLW6QC2bkkwmkclkkEqlcOPGjciGoBYTYO66nvUCoouerKdmATTy1brsitDTEysWixgZGcHIyIjnSzKZxFNPPYVPP/3UW2ULpOlqxo6ODoyNjUU8QQXYmIGIxWq7GgEVL49uc0tLi1+Zpx6UejdUQrFY5ZCTnTt34mtf+xrOnj2Ln/3sZ36xGNcW6O90EpMHOmmDIIh4c6qQ6+FBOtZUQupZhmEF9L537x7eeOMND3DbDI62hlACACKnA6vmDMPQWzluzHD37l0AlWwAhVithCLU3FU2DCtpQj1yW0MGTpzHH38cL774Ig4cOIBsNotbt25haGgIFy9ejBwsqYUYakXW1taQzWYxPz/v6WKFn03TcXCoIIIgwNatWzE1NeVde0XiLcLLmDGTyfgttVpaWtDe3o5cLrduLwJiIvl8HrFYzG/NTcWgOW0tCiJiT2FUb4v3poW0Vs+63n19fSiXy+v6GASVTT2uXr3q+UYlz/upTCwuLnrPjNdSUWh1qY2xW1pakMlkcODAAR+acLchdeXpyVBJM2QcGBhAZ2envw95RkRevQf+0QiQz9ov3S5fx0Jfa5rS4kh8hk1Jl0olfziOym291hBKgIy3KRYAXkBKpRIymQxyuRzGx8dRKpX88mG1YmQgEGVSEAR+gwcyKwgq245nMhm0traiv78fL7zwAp555hk/iU6ePImPP/4Y09PTkbhYNTKBNFrUpaUljIyMRCyN4hdKJyeBWimuHecEs54Gww1mKNLptM8IpFIpJBIJ3Lp1C8ViMVKiyt/u3LnTrwGgMtOSWTaCXBwbur60srSaaukUB1CwkO7v/Py8BzBVoQKVCcEULyehxQbID+64o9kULiG3oQonhubSjx075mVIZYbPCYJKOjObzaJYLPqY+8qVKzhz5gw+/PBDDwiHYejrSvg8ixdZL0WNgfWomOpVj8ECr/ocTnRVMlQEvOazsgMNoQTYFEDikV20+s453L171+8upNpfsQO+J3OIwDLUUObTOlLD7tixA/v370cikcC1a9dw6tQpHD16FBcvXsTi4mJkQtHKcHIo5kBrRFo40QH4fPnS0lJkdRpXh50/f34dP1T7K1AFwO+VT+vV2dmJbdu2YWhoKHK+gbbl5WVPh60CJH+A2oo3dXEBREIspU0FnLTqeDBmtSEbvb0gqJw+vLi4iNu3b0fuZVNpmzZt8if8EiNhiphKhzxR5UFPkkvNFVehMiqVKmXJuVwO6XQa3d3dWFxcRKFQ8GdPstTdOeeXkOu5i8SedNNSLTgir/T8AFWwVinRe6AsJZNJfyqyYhLpdHod3qAl0fVawygBG9fxfz6f9yksu324utGJRMIzSl1Q3WmFwsIcsd4rl8uhv78fKysrOHbsGIaHh3HmzBlcvnwZc3NzWFlZ8czUDUosuKTgmCoqCnE+n8fTTz+No0eP+l2QiERrzllRcY01KRzW7Wa8PDMz85kr0dbWKmcKbtu2DUBtcqnCpGJbXl5GR0cH0um0nzRBEHiFqAqA3ynvrWUjrXoEGO9BGicnJyMWTcdavaiZmZkIaKj4SblcxubNm5HNZiNnA9ajlc/X0IvhYU9PD1588UXs3r0bly5dwk9+8hOMjo5GlDDHn2cmMlbnePLsSSoCzeGrMVLZ57hoOEAa6XXY5cTsj93XMR6P+z0s7tcaSglwEvM/03qqKYEooq4DrECM3ouTnwLZ0tLiQwMuf43FYrh69SrGx8dx9epVTE9PY2FhwR8RrUKmbrB6BuyHehkcTLqqhUIBw8PDEeHl82llKGCc2KoU1T2kV8CJTuFgmKTXaxXZzMxMBC+gArM8LJVKKBaLmJ+f92cPal+tJ8WJSl7xu2w260OPIAjQ19eH2dlZTyd5QV5Z4VYrRnnQhTc2jKRFJuBnPSpOOvVuLG6STCaxa9cuPP/883j66acxMDCAkZERXL9+HSsrK5FNPpQvlDfW9tM7WV1dRUdHh9/rj8+gcVH61bqTH7p+JpFIeE+DY09DYWtEeI0CvLY1jBJQ7U9tbBeEWJCIna5XtAHU4m7dhVWVgrq/CwsL+PnPf+6rAqlAuI2Y5vvVNdVJpGChun9stMQ8rIP0FotFH//xM61DIKDW2tqKS5cuRQBFKqW1tbVIXb4FpFgDUC6X/e7JygNeq3EssQdFz1XBMdygdSePFFQrl8t+ARVp5MYlBBzrKWyOn463KlXKAi2xrlfo6elBd3c3hoeHI0CzhjoaoinOQIsdi1X2jty8eTNWVlZQKBT8lt5qEKh4VcGo8lF8gsu/E4kEDhw4gN7eXhw+fDgiHzoW+nuln7RzTNkPxRC0qbKr1xpiAZFzbgHAhY2m49do3QBmNpqIX7E9TLQCDxe9DxOtANAfhmGP/bBRPIELYZ3VTY3anHPHHxZ6HyZagYeL3oeJ1s9qDbN2oNmardk2pjWVQLM12yPeGkUJ/NNGE/BrtoeJ3oeJVuDhovdhovW+rSGAwWZrtmbbuNYonkCzNVuzbVDbcCXgnHvJOXfBOTfinPtBA9DzL865W865M/JZp3PuHefcper/jurnzjn3d1XaTzvn9m8Avdudc+865z51zp11zn2/UWl2zqWccx855z6p0vpX1c9/xzl3rErTfzjnEtXPk9X3I9XvH3tQtArNMefckHPucKPT+nnbhioB51wMwN8DeBnAAIDvOucGNpImAP8K4CXz2Q8AHAnD8HEAR6rvgQrdj1f/XgPwDw+IRm1rAP4sDMMBAM8D+JMqDxuR5mUAXw3D8GkAgwBecs49D+CvAfwoDMNdAAoAvle9/nsACtXPf1S97kG37wM4J+8bmdbP11iBtBF/AA4CeFve/xDADzeSpiodjwE4I+8vANhSfb0FlboGAPhHAN+td90G0v4/AH6/0WkGkAFwEsABVApu4lYmALwN4GD1dbx6nXuANG5DRYF+FcBhAK5Raf1N/jY6HOgDMC7vJ6qfNVrrDcPwZvX1JIDe6uuGor/qgu4DcAwNSnPVvT4F4BaAdwBcBjAfhiEXgSg9ntbq97cBdD0oWgH8LYA/B8Da3S40Lq2fu220EnjoWlhR9Q2XUnHOtQH4LwB/GoZhUb9rJJrDMCyFYTiIipV9DsDvbixF9Ztz7g8A3ArD8MRG0/LbbhutBK4D2C7vt1U/a7Q25ZzbAgDV/7eqnzcE/c65FlQUwL+FYfjf1Y8bmuYwDOcBvIuKS93unGMJu9Ljaa1+nwcw+4BI/D0Af+icGwPw76iEBK83KK2/UdtoJfAxgMeriGsCwCsA3txgmuq1NwG8Wn39KipxNz//4yri/jyA2+KCP5DmKkvG/hnAuTAM/0a+ajianXM9zrn26us0KtjFOVSUwbfuQyv78C0AP616Nb/1FobhD8Mw3BaG4WOoyOVPwzD8o0ak9TduGw1KAPg6gIuoxIZ/0QD0vAHgJoBVVGK+76ES2x0BcAnA/wLorF7rUMluXAYwDOCZDaD3ECqu/mkAp6p/X29EmgHsBTBUpfUMgL+sfr4TwEcARgD8J4Bk9fNU9f1I9fudGyQTXwFw+GGg9fP8NSsGm63ZHvG20eFAszVbs21wayqBZmu2R7w1lUCzNdsj3ppKoNma7RFvTSXQbM32iLemEmi2ZnvEW1MJNFuzPeKtqQSardke8fZ/CyPx66VfvSUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image_gray, cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:hyperspy.drawing.utils:Axes labels were requested, but one or both of the axes units and/or name are undefined. Axes decorations have been set to 'ticks' instead.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<AxesSubplot:title={'center':'Sigma= 1'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 4'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 7'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 10'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 13'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 16'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 19'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 22'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 25'}>,\n",
       " <AxesSubplot:title={'center':'Sigma= 28'}>]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x864 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f= plt.figure(figsize=(11,12))\n",
    "labels = [\"Sigma= \"+str(s) for s in sigma]\n",
    "hs.plot.plot_images(hs.signals.Signal2D(space_scale).split(),fig=f, label=labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"351.2499947659672\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch (cursor) {\n",
       "        case 0:\n",
       "            cursor = 'pointer';\n",
       "            break;\n",
       "        case 1:\n",
       "            cursor = 'default';\n",
       "            break;\n",
       "        case 2:\n",
       "            cursor = 'crosshair';\n",
       "            break;\n",
       "        case 3:\n",
       "            cursor = 'move';\n",
       "            break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = 'image/png';\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data']);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager) {\n",
       "        manager = IPython.keyboard_manager;\n",
       "    }\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"639.999990463257\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "hs.signals.Signal2D(space_scale).T.inav[100:200,300:500].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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",
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