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   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "About Reflectance Recovery - Smits (1999) Method"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "[colour-science.org](http://colour-science.org) - September 18, 2014; July 14, 2015 "
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We show here an implementation of Smits (1999) reflectance recovery method.\n",
      "\n",
      "The spectral power distributions figures compare both the original spectral power distribution (red function) and the recovered one (green function).\n",
      "\n",
      "The first colour patches pairs display the current original colour and its computed value with the recovered spectral power distribution and the same illuminant.\n",
      "\n",
      "> Note: There is a slight mismatch between the original colour and its computed value with the recovered spectral power distribution. We are unable yet to say if it's the result of an implementation error or something else. The perceptual difference is low and should not be an issue to judge the overall efficiency of the method.\n",
      "\n",
      "The following colour patches pairs compare the colour as it should be if computed using the original spectral power distribution and the current illuminant with the recovered spectral power distribution and the same illuminant.\n",
      "\n",
      "If you are interested at taking a look at the relative spectral power distribution of the illuminants in use, you can consult the following [IPython Notebook](http://nbviewer.ipython.org/github/colour-science/colour-ipython/blob/master/notebooks/colorimetry/illuminants.ipynb)."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "import numpy as np\n",
      "from itertools import chain\n",
      "\n",
      "import colour\n",
      "from colour.plotting import *\n",
      "from colour.recovery.smits1999 import (\n",
      "    SMITS1999_WHITEPOINT,\n",
      "    XYZ_to_RGB_Smits1999)\n",
      "from colour.utilities.verbose import message_box\n",
      "\n",
      "TEST_ILLUMINANTS = ('A', 'C', 'D65', 'F1', 'F7', 'F10', 'FL3.1', 'FL3.15')\n",
      "\n",
      "CAT = 'Bradford'\n",
      "\n",
      "\n",
      "def batch(iterable, k=3):\n",
      "    for i in range(0, len(iterable), k):\n",
      "        yield iterable[i:i + k]\n",
      "\n",
      "\n",
      "def clamp(RGB):\n",
      "    return np.clip(RGB, 0, 1)\n",
      "\n",
      "\n",
      "def reflectance_recovery_plot(samples):\n",
      "    message_box('\"{0}\" - Reflectance Recovery'.format(', '.join(samples)))\n",
      "\n",
      "    spds = []\n",
      "    colour_parameters_data = []\n",
      "    for sample in samples:\n",
      "        spd_r = colour.COLOURCHECKERS_SPDS['ColorChecker N Ohta'][sample]\n",
      "        XYZ_r = colour.spectral_to_XYZ(\n",
      "            spd_r,\n",
      "            illuminant=colour.ILLUMINANTS_RELATIVE_SPDS['E']) / 100\n",
      "        sRGB_r = XYZ_to_RGB_Smits1999(XYZ_r)\n",
      "        Lab_r = colour.XYZ_to_Lab(XYZ_r, SMITS1999_WHITEPOINT)\n",
      "\n",
      "        spd_m = colour.RGB_to_spectral_Smits1999(sRGB_r).align(spd_r.shape)\n",
      "        XYZ_m = colour.spectral_to_XYZ(\n",
      "            spd_m,\n",
      "            illuminant=colour.ILLUMINANTS_RELATIVE_SPDS['E']) / 100\n",
      "        sRGB_m = colour.XYZ_to_sRGB(XYZ_m,\n",
      "                                    SMITS1999_WHITEPOINT,\n",
      "                                    CAT)\n",
      "        Lab_m = colour.XYZ_to_Lab(XYZ_m, SMITS1999_WHITEPOINT)\n",
      "\n",
      "        delta_E = colour.delta_E_CIE2000(Lab_r, Lab_m)\n",
      "\n",
      "        spd_m.name = '{0} - Smits (1999)'.format(sample)\n",
      "        spds.append((spd_r, spd_m))\n",
      "\n",
      "        colour_parameters_data.append(\n",
      "            ('E - Reference',\n",
      "             spd_r.name,\n",
      "             [colour.sRGB_COLOURSPACE.transfer_function(c) for c in sRGB_r],\n",
      "             spd_m.name,\n",
      "             sRGB_m,\n",
      "             delta_E))\n",
      "\n",
      "        for illuminant in TEST_ILLUMINANTS:\n",
      "            xy = colour.ILLUMINANTS['cie_2_1931'][illuminant]\n",
      "            XYZ_r = colour.spectral_to_XYZ(\n",
      "                spd_r,\n",
      "                illuminant=colour.ILLUMINANTS_RELATIVE_SPDS[illuminant]) / 100\n",
      "            sRGB_r = colour.XYZ_to_sRGB(XYZ_r, xy, CAT)\n",
      "            Lab_r = colour.XYZ_to_Lab(XYZ_r, xy)\n",
      "\n",
      "            XYZ_m = colour.spectral_to_XYZ(\n",
      "                spd_m,\n",
      "                illuminant=colour.ILLUMINANTS_RELATIVE_SPDS[illuminant]) / 100\n",
      "            sRGB_m = colour.XYZ_to_sRGB(XYZ_m, xy, CAT)\n",
      "            Lab_m = colour.XYZ_to_Lab(XYZ_m, xy)\n",
      "\n",
      "            delta_E = colour.delta_E_CIE2000(Lab_r, Lab_m)\n",
      "\n",
      "            colour_parameters_data.append(\n",
      "                (illuminant, spd_r.name, sRGB_r, spd_m.name, sRGB_m, delta_E))\n",
      "\n",
      "    multi_spd_plot(chain.from_iterable(spds), legend_location='upper right')\n",
      "    for data in colour_parameters_data:\n",
      "        illuminant, name_r, sRGB_r, name_m, sRGB_m, delta_E = data\n",
      "        multi_colour_plot(\n",
      "            [colour_parameter(name_r,\n",
      "                              clamp(sRGB_r)),\n",
      "             colour_parameter(\n",
      "                 \"Delta E: {0}\\n{1}\".format(np.around(delta_E, 4), name_m),\n",
      "                 clamp(sRGB_m))],\n",
      "            title='Illuminant {0}'.format(illuminant),\n",
      "            text_size=24)\n",
      "\n",
      "\n",
      "samples = [sample for _, sample in\n",
      "           sorted(colour.COLOURCHECKER_INDEXES_TO_NAMES_MAPPING.items())]\n",
      "for samples_batch in batch(samples, 1):\n",
      "    reflectance_recovery_plot(samples_batch)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"dark skin\" - Reflectance Recovery                                        *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/colour-science/colour/colour/utilities/verbose.py:125: UserWarning: \"(380.0, 720.0, 37.77777777777778)\" shape could not be honored, using \"(380.0, 720.0, 37.7777777778)\"!\n",
        "  warn(*args, **kwargs)\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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fH0asMwNot5nr/wzcASwu78IkSZIkSVXAu+/C3/4GIcDttxtGVGEV/c01Ar7d\n6LWlQOONLwwh7A8cCNxaAXVJkiRJkiq7GOH882HNGhg0KOmQUJVV0TMklgHbbfRaE5JQotC64ZV3\nAINjjAUhFHZ3FNvmAZCbm1t4nJOTQ05OztZXK0mSJEmqPB57DJ59FrbfPpkdoUonLy+PvLy8jK6t\nDDMk7gc+jjH+och1TYH/AUvWvVQbaEaydONnMcZXN7qvMyQkSZIkqTpbvhzatIEFC5KlGmefnXZF\nykBJMyQqNJBYV8xDJDtmnAp0Bp4ADowxzt7ouuZFftyFZLhlS+CLGOOaja41kJAkSZKk6uyqq+Ca\na6BjR5gyBWrXTrsiZaCyBRLbA/cChwNfAJfFGB8OIewCzALaxBg/2eg9rYEPgW3cZUOSJEmSapgP\nP4R27WDVKnjlFejePe2KlKFKFUiUBwMJSZIkSarGjjkGnngCTj4Z/vWvtKtRKRhISJIkSZKqpiee\nSAKJxo1hzhz4wQ/SrkilUFIg4YatkiRJkqTKaeVKGDw4Of7jHw0jqhkDCUmSJElS5XTTTd/Pjzj3\n3LSrUZa5ZEOSJEmSVPl89FGyzeeKFfDCC3DooWlXpDJwyYYkSZIkqWq5+OIkjPj5zw0jqik7JCRJ\nkiRJlcvUqbDfflC/fjLI8kc/SrsilZEdEpIkSZKkqiM3N/n77LMNI6oxOyQkSZIkSZXH5MnQpQs0\naADz5kHz5mlXpK1gh4QkSZIkqWpY3x1x7rmGEdWcHRKSJEmSpMrhtdfgwAOhUaOkO6JZs7Qr0lay\nQ0KSJEmSVPmt74447zzDiBrADglJkiRJUvomTYLu3aFx46Q7Yscd065IWWCHhCRJkiSpcrv66uTv\nCy4wjKgh7JCQJEmSJKXr5Zfh4INhu+1g/nzYfvu0K1KW2CEhSZIkSaq81ndHXHihYUQNYoeEJEmS\nJCk9eXlw6KHQpEnSHdG0adoVKYvskJAkSZIkVT4xft8dcdFFhhE1jB0SkiRJkqR0vPAC9O6dLNOY\nPz+ZIaFqxQ4JSZIkSVLlEiNcdVVyfNFFhhE1kB0SkiRJkqSK9+yzcMQRsMMOSXdE48ZpV6RyYIeE\nJEmSJKnyKDo74pJLDCNqKDskJEmSJEkV6+mn4aijoFkzmDcPGjVKuyKVEzskJEmSJEmVQ9HuiEsv\nNYyoweyQkCRJkiRVnCefhL59oXlzmDsXGjZMuyKVIzskJEmSJEnpK9odMWSIYUQNZ4eEJEmSJKli\nPP44HHu99NrGAAAgAElEQVQstGiRdEc0aJB2RSpndkhIkiRJktIVI+TmJseXX24YITskJEmSJEkV\n4LHH4PjjYeed4cMPoX79tCtSBbBDQpIkSZKUnoKC72dHXH65YYQAOyQkSZIkSeXtkUfgpJOgZUv4\n4APYdtu0K1IFsUNCkiRJkpSOVavgssuS4yuvNIxQIQMJSZIkSVL5ue22ZEeNtm3h1FPTrkaViEs2\nJEmSJEnl44sv4Cc/gW++gfHj4aij0q5IFcwlG5IkSZKkivfHPyZhxBFHwJFHpl2NKhk7JCRJkiRJ\n2ffuu9C+PcQI06fDPvukXZFSYIeEJEmSJKliXXoprF2bzI0wjFAx7JCQJEmSJGXX88/DYYdBo0bJ\nNp8tWqRdkVJih4QkSZIkqWKsXQsXXZQcX365YYQ2yw4JSZIkSVL23HsvDBoErVrBe+9B/fppV6QU\nldQhYSAhSZIkScqOZctgzz3h00/hgQfgF79IuyKlzCUbkiRJkqTyN2xYEkZ06QIDBqRdjSo5OyQk\nSZIkSVvvk0+S7ogVK+CVV6B797QrUiVgh4QkSZIkqXxdcUUSRvzsZ4YRyogdEpIkSZKkrTNlChxw\nANStC++8A7vvnnZFqiTskJAkSZIklY8Yv9/m8/zzDSOUMTskJEmSJEll99hjcPzxsOOO8MEH0LRp\n2hWpErFDQpIkSZKUfatXwyWXJMd//KNhhErFQEKSJEmSVDZ33JF0Rey1F5x+etrVqIpxyYYkSZIk\nqfS+/BJ+8hP46isYNw769k27IlVCLtmQJEmSJGXXn/6UhBG9e8PRR6ddjaogOyQkSZIkSaUzZw60\nawdr18K0adChQ9oVqZKyQ0KSJEmSlD1DhkB+Pvzud4YRKjM7JCRJkiRJmXv9dejWDRo0SAZa7rxz\n2hWpErNDQpIkSZKUHbm5yd/nn28Yoa1ih4QkSZIkKTP//S8cdBA0agTz58OOO6ZdkSo5OyQkSZIk\nSVvv6quTvy+4wDBCW80OCUmSJEnSlr3yCvTsCdttB/PmwQ47pF2RqoAa0SGRm5tLXl5e2mVIkiRJ\nUvW0vjti8GDDCG1RXl4euevnjWyGHRKSJEmSpJK9+CLk5ECTJsnsiKZN065IVUSN6JCQJEmSJJWT\n9d0RF15oGKGssUNCkiRJkrR5EydCr15JEDF/ftIlIWXIDglJkiRJUunFCFddlRxfdJFhhLLKDglJ\nkiRJUvGeew4OPzwZYjlvXrLDhlQKdkhIkiRJkkonxu9nR1x8sWGEss4OCUmSJEnSpp55Bo48Epo1\ng7lzoXHjtCtSFWSHhCRJkiQpc0W7Iy65xDBC5cIOCUmSJEnShsaPh6OPhp12SmZHNGyYdkWqouyQ\nkCRJkiRlpmh3xJAhhhEqN3ZISJIkSZK+N24c9OsHLVoksyMaNEi7IlVhdkhIkiRJkrYsRsjNTY4v\nu8wwQuXKDglJkiRJUuI//4HjjoOdd4YPP4T69dOuSFWcHRKSJEmSpJIVFHw/O+Lyyw0jVO7skJAk\nSZIkwZgx0L8/tGwJH3wA226bdkWqBuyQkCRJkiRtXtHuiD/8wTBCFcIOCUmSJEmq6R55BE46CVq1\ngvffh3r10q5I1YQdEpIkSZKk4q1d+/3OGldcYRihCmMgIUmSJEk12ciR8M47sOuu8Nvfpl2NahAD\nCUmSJEmqqb7+Gi6+ODkeOhTq1k23HtUoBhKSJEmSVFNdfjl8+ikcdJDdEapwDrWUJEmSpJro1Veh\nRw/YZhuYNg3atUu7IlVDJQ21rFOGm9UGNplyEmNcXobaJEmSJEkVbfVqOP305HjIEMMIpSKjJRsh\nhCYhhNtDCJ8Cq4FlG/1ZWn4lSpIkSZKy6sYbk0GWe+yR7KwhpSCjJRshhIeAvsDdwGySUGIDMcYR\n2S4uUy7ZkCRJkqQMvfce7Ltv0iUxcSLk5KRdkaqxbCzZ6AP8Psb4z+yVJUmSJEmqUDHCGWckYcRv\nf2sYoVRlusvGcuDj8ixEkiRJklTO7rsPXnwRdtoJhg1LuxrVcJkGEjcBZ4cQ3CZUkiRJkqqiJUvg\n4ouT45tvhh13TLce1XiZLtn4IdABeC+EMBH4euMLYoyXZrMwSZIkSVIWXXghfPUV9OkDAwemXY2U\n8VDL+UAEwrq/NzgNxBjjj7NeXYYcailJkiRJJXj6aTjqKKhfH2bNgh+n9uubapitHmoZY2yd1Yok\nSZIkSRXju+/grLOS4z/+0TBClYYzISRJkiSpOsvNhfnzoWPHZNmGVElktGQDIISwO3AJ0APYAfgf\n8AowLMY4t9wqzKw2l2xIkiRJ0samToUDDkiOX3vt+2Opgmz1ko0Qwn7ARGAl8ASwBGgB9Ad+EULo\nFWN8M0v1SpIkSZK2Vn4+nH46FBTA4MGGEap0Mh1qOZFkecdRMcblRV5vAIwnGWp5aLlVueX67JCQ\nJEmSpKJuvjlZorHLLskgy0aN0q5INVBJHRKZBhLfAT+PMT5RzLm+wKgYY4OtrrSMDCQkSZIkqYiP\nPoJ27ZKBluPGQd++aVekGqqkQCLToZYrgB03c24HkqUckiRJkqS0xQjnnJOEESeeaBihSivTQOJJ\n4C8hhJ5FX1z38/XAuGwXJkmSJEkqg0cegSefhCZN4JZb0q5G2qxMl2w0Ax4DDgIWA58Dzdf9mQQc\nF2P8ohzr3FJ9LtmQJEmSpMWLoUOH5O+77kqGWkop2uoZEkVudCTQBdgZ+BR4LcY4IStVbgUDCUmS\nJEk1Xn4+HH445OXBIYfACy9ArUyb4qXykbVAorIykJAkSZJU4w0ZAjfeCD/4AUydCjvvnHZFUtkC\niXVbeq6IMcZ1xyUquh1oRTOQkCRJklSjjR0LJ5wAtWvDxInQs+eW3yNVgJICiTolvG8Z0A14Y91x\nSSJQu2zlSZIkSZLKbM4cOOWU5PjGGw0jVGWUFEj8Dphb5FiSJEmSVJl8913SGbF0KfzsZ3DhhWlX\nJGXMGRKSJEmSVBXFCL/8JTz0EOy9N7zxBjRunHZV0gZKWrKR0cjVEMLcEEKHzZzbJ4Qwt7hzkiRJ\nkqRyctttSRjRqBGMGWMYoSon0z1gWgP1NnOuAdAqK9VIkiRJkrZs0iT4/e+T43vvhTZt0q1HKoPN\nzpAIITQBmgDrWyt2DiHsstFl2wI/BxaWT3mSJEmSpA0sXgwnngj5+cnMiBNPTLsiqUxKGmp5IXBV\nkZ/HlnDtxdkpR5IkSZK0Wfn5MGAALFoEPXrADTekXZFUZiUFEg8CU9YdP04SOszZ6JrVwHsxxo/K\noTZJkiRJUlF/+APk5cEPfgCjRsE226RdkVRmGe2yEULIAd6MMS4t94rKwF02JEmSJFV7Y8ZA//5Q\nuzZMnAg9e6ZdkbRFJe2yUVKHRFFvrLtRg81dEGNcXobaJEmSJElb8t578JvfJMfDhhlGqFrItEOi\nYDOnIsnQyxhjrJ3NwkrDDglJkiRJ1dZ330HXrjBrFpx0Ejz8MIRi/8FZqnSy0SHxu2Je2x44AmgL\nXFvG2iRJkiRJmxMjnHZaEkbsvTfcfbdhhKqNjDokSrxBCH8HVsQYL8xOSWWqwQ4JSZIkSdXPX/8K\nF10EjRrBG29AmzZpVySVSkkdErWycP9HgVOycB9JkiRJ0noPPJCEEQD33msYoWonG4HE/sCqLNxH\nkiRJkgQwfvyGQyxPPDHVcqTykNEMiRDCMJIBlkXVJZkf0Ru4OdMHhhB2AO4BDge+AC6PMT5UzHUD\ngFxgZ2AN8BJwboxxUabPkiRJkqQq59VX4Wc/g/x8GDIELr447YqkcpHpLhvz2TSQWAl8AowF/hFj\nzM/ogSGsDx8GAZ2AJ4GDYozvbHRdK2BVjHFJCKEhcBdQJ8Y4oJh7OkNCkiRJUtX39ttw8MHw9dcw\naBD8858OsVSVVtIMia0ealnKQhoCXwLtYowfrHvtX8CiGOPlJbyvEXA78GVxwzMNJCRJkiRVefPm\nQffu8OmncNxx8MgjUCfTjRGlyqm8h1qWxp5A/vowYp0ZQLviLg4h9AghfA18C+wCDCn/EiVJkiSp\ngi1eDIcfnoQROTnw0EOGEar2Mv5feAhhX+ByoAvJXIdFwBvADTHGGRnephFJuFDUUqBxcRfHGF8B\nmoYQfgiMAIYBFxR3bU5ODq1bt6Z169bk5OSQk5OTYUmSJEmSlKJvvoEjj4QPP4TOneE//4Ftt027\nKqlM8vLyyMvLY/78+cyfP7/EazOdIXEc8AjwAfAf4HOgOXAssBvw8xjj2Azu0wl4JcbYsMhrFwMH\nxxj7beG9XYGnY4zbF3POJRuSJEmSqp4VK5Iw4qWXYI894JVXoHnztKuSsqakJRuZdkjcQBJEnFj0\nN/8QwuXAKOB6kuGWWzIHqBNC+EmRZRsdgJkZvHcbYHmG9UqSJElS5ZafDwMGJGHED38IEyYYRqhG\nyXSGRCvgnxu3IcQYC4C7SeY7bFGM8TtgDPCnEEKDEEIP4Bjg/o2vDSH8Yt1OG4QQdgWuAx7NsF5J\nkiRJqrxihNNPh8cfh+23h2eegdat065KqlCZBhJvspnBk+tef7MUzzwbqA8sAf4PODPGODuEsEsI\nYWkI4UfrrmsLTAohLAPygP8Cl5biOZIkSZJUOQ0ZAvfdBw0awJNPQvv2aVckVbjNzpAIITQo8mNb\nYCTwT5KlGUtIZkicAAwCBsQYp5RvqZvnDAlJkiRJVcaNNyaBRJ06MG5cMkNCqqZKmiFRUiBRUIpn\nxBhj7bIUlw0GEpIkSZKqhHvvhUGDIAR44AEYODDtiqRyVdahlr8rp3okSZIkqeZ56ik47bTkePhw\nwwjVeBlt+1nZ2SEhSZIkqVKbORMOOgiWLoUrroBrr027IqlClGnJRlViICFJkiSp0lqyBLp2hfnz\n4aST4KGHoFam+wtIVVtZZ0hMBk6JMb6z7jgCxd6EZIZEl6xUWwYGEpIkSZIqpZUroXdvmDQJunSB\nvDyoXz/tqqQKU9YZErOAlUWOS2IaIEmSJElFxQinnpqEEa1awX/+YxghFeGSDUmSJEkqD9deC0OH\nQsOG8Oqr0KFD2hVJFa6kDoktLlwKIdQPIawKIRyX/dIkSZIkqRp65JEkjAghmRlhGCFtYouBRIxx\nBfA5kF/+5UiSJElSFTd5Mpx8cnI8bBgcc0y69UiVVKajXe8Czg8h1C3PYiRJkiSpSvv4Y+jXLxlm\neeqp8Pvfp12RVGmVNNSyqCZAe2BeCOF5YDEbDbKMMV6a5dokSZIkqepYtizphvjsM8jJgdtvT5Zs\nSCpWRkMtQwjz+X7bz43fEEi2/fxx1qvLkEMtJUmSJKVq7Vo44QR4/HHYYw947TXYYYe0q5JSV9Zt\nPwvFGFtntSJJkiRJqk4uvzwJI7bfHp54wjBCykBGMyRCCCeHEHbczLkdQggnZ7csSZIkSaoi7rkn\nGV5Zpw6MHg177pl2RVKVkOmSjQKgW4zxjWLO7Q+8EWPMdEBm1rlkQ5IkSVIq8vLg8MMhPx/+8Q84\n7bS0K5IqlZKWbGQjRNgB+DYL95EkSZKkquP996F//ySM+P3vDSOkUtrsDIkQwrHAsSRDKwGGhhA+\n3+iy+kBPYHL5lCdJkiRJldDixXDUUfDll9C3L9x4Y9oVSVVOSUMtWwD7Fvl5d+AHG12zGngGuDbL\ndUmSJElS5fTNN9CnD3z4IXTqBA8+CLVrp12VVOVkOkMiDzgrxji73CsqA2dISJIkSaoQK1bAkUfC\nSy8l23u+8go0b552VVKlVdIMiYwCiRJu3DTG+HWZb5AlBhKSJEmSyl1+fjIz4vHH4Yc/hEmTYNdd\n065KqtS2eqhlCOHsEMKlRX7uGEJYCHwZQpgaQvhRlmqVJEmSpMonxmRo5eOPw/bbw4QJhhHSVsp0\nl41zgaVFfh4OLAR+ue4eN2S5LkmSJEmqPC69FEaMgAYN4MknoV27tCuSqryShloWtQvwLkAIoTnQ\nHTgsxjgxhLAKuL2c6pMkSZKkdN14I/y//wd16sCjj8KBB6ZdkVQtZNohsQqot+44B1gBvLTu56+A\nptktS5IkSZIqgXvugSFDIAT497+TgZaSsiLTDonJwDkhhI+B84GnY4xr1537MbCoPIqTJEmSpNSM\nHQunn54cDx8OAwemW49UzWTaIXER0A54G2gFXFHk3ADg1SzXJUmSJEnpmTgRBgyAggK4+mo499y0\nK5KqnVJt+xlCaAZ8GWMsKPLavsCnMcbPy6G+TOty209JkiRJ2TF1KuTkwNKlcM45cOutyZINSaVW\n0rafpQokKisDCUmSJElZMWcO9OgBn38OP/85PPgg1Mq0sVzSxsoUSIQQbgSGxxg/CSEMA0r8jT/G\neOlWV1pGBhKSJEmSttrChXDQQbBgARxxBIwbB3Xrpl2VVKWVNZCYDxwbY5yx7nhzv/EHIMYYf5yF\nWsvEQEKSJEnSVvnf/+CQQ2DWLOjaFZ5/Hho2TLsqqcpzyYYkSZIkbc7nn8Nhh8Fbb0GbNvDyy7Dj\njmlXJVULJQUSmW77KUmSJEnVz5Il0Ls3zJwJe+0Fzz1nGCFVkC0GEiGE3YFTgW5AC5KlG4uB/wL3\nxBjnlmuFkiRJklQeFi+GXr3gnXdg773hhRdg553TrkqqMUpcshFC+B1wJ7AWmAIsJJkZ0RLYf93x\nmTHGEeVeaQlcsiFJkiSpVD77LAkjZs+Gtm2TMKJFi7Srkqqdsg613JckhHgAuDDG+PVG57cH/gYM\nBPaPMb6d1apLwUBCkiRJUsYWLUrCiPfeg/btkwGWzZunXZVULZU1kPgHsA9w0OZ+2w8h1AJeBd6K\nMZ6RpXpLzUBCkiRJUkYWLoRDD4X334d9901mRuy0U9pVSdVWSYFErRLe1xO4r6Tf9GOMBcB9wCFb\nV6IkSZIklbNPPoGcnCSM6Ngx6YwwjJBSU9JQy5bAnAzuMQf4UXbKkSRJkqRysGBB0hkxdy506pR0\nRuywQ9pVSTVaSR0SjYDlGdxjJdAgO+VIkiRJUpZ99FHSGTF3Luy3X9IZYRghpW5L237uFkJYtoVr\nfpytYiRJkiQpq+bNSzojPvoIDjgAJkyApk3TrkoSJQ+1LCjNjWKMJXVblCuHWkqSJEnaxNy5SRix\nYAF07QrPPANNmqRdlVSjlDTUsqQOiV6leIZpgCRJkqTK48MPkzDi44/hwAPh6adhu+3SrkpSEZvt\nkKhK7JCQJEmSVOj995MwYuFC6N4dnnoKGjdOuyqpRirrtp+SJEmSVLW8914ywHLhQujZ0zBCqsQM\nJCRJkiRVD+++m4QRixbBIYfA+PGGEVIlZiAhSZIkqep7550kjPjss2S5xpNPQqNGaVclqQQGEpIk\nSZKqtlmzkhBi8WI47DB44glo2DDtqiRtwRYDiRBCvRDCFSGEjhVRkCRJkiRl7O23kzBiyRI44gh4\n/HFo0CDtqiRlYIuBRIxxFXAF4Ia9kiRJkiqPGTOgVy/4/HM48kj4z3+gfv20q5KUoUyXbLwBdC7P\nQiRJkiQpY9OnJ2HEF1/AT38KY8fCttumXZWkUqiT4XWXAA+FEPKBJ4HFQCx6QYxxeZZrkyRJkqRN\nTZ2azIr46ivo2xdGj4Z69dKuSlIphRjjli8KoWALl8QYY+3slFR6IYSYyeeQJEmSVMVNmQKHHw5f\nfw39+sGoUYYRUiUWQiDGGIo7l2mHxO+yWI8kSZIkld7kyUkY8c03cPzx8PDDULdu2lVJKqOMOiQq\nOzskJEmSpGru9deTXTS+/Rb694eHHoJttkm7KklbkI0OifU3agvsB7QC7o0xfhZC2ANYHGP8dutL\nlSRJkqSNvPwyHH00LF0KJ54IDzxgGCFVA5nOkGgE3Af0B9aQBBkHxBinhhBGAQtijBeXa6Ul12eH\nhCRJklQdjR4Nv/oVrFoFAwbA/fdDnVL9u6qkFJXUIZHptp9/BQ4EegONgaI3Gw8ctVUVZkFubi55\neXlplyFJkiQpW269FU46KQkjzj4b/u//DCOkKiIvL4/c3NwSr8m0Q+ILYHCM8f9CCHWA1cD+6zok\negGPxxgbZaHmMrFDQpIkSapGCgrgsstg2LDk57/8BYYMgVDsP7JKqsSyMUOiPvDFZs41BtaWpTBJ\nkiRJ2sDq1fC73yVzIurUgXvugZNPTrsqSeUg0yUbU4BTNnOuPzApO+VIkiRJqrG+/RZ++tMkjGjU\nCJ580jBCqsYy7ZC4EnguhPA88Mi6134aQvg98DPg4PIoTpIkSVINsWhREkbMmAEtWsD48dC5c9pV\nSSpHGc2QAAghdAeuB7oBtYEIvAZcGmN8tdwqzKw2Z0hIkiRJVdXs2XDkkbBgAey5Jzz9NPz4x2lX\nJSkLSpohkXEgUeRmDYDtga9jjN9lob6tZiAhSZIkVVGvvgrHHANffQXdusG4cdCsWdpVScqSrd72\nM4TQe10QQYxxeYxxYWUJIyRJkiRVUWPHwmGHJWFEv37w/POGEVINkum2nwUkO2lMBV5e9+eVGOP/\nyre8zNghIUmSJFUxt98O550HMcIZZ8BttyW7akiqVra6QwJoDpwEvArkAKOBz0MIs0IIfw8h/Cor\nlUqSJEmq3mKEK6+Ec89Njq+9Fu680zBCqoFKPUMCIITQCDgUuIhkh40YY6yd5dpKU48dEpIk/X/2\n7jvMqurs+/h3z8AUhqEMHaWJmlhQKVFRpFjQgL0gKsSCNfZYElOM7TEan8SYPG9MNGpExYaoARWs\ngCgWigREQVEpSi/CMH1mvX9sOgMOcGbOzPD9XNe5zjlr77P3PeSKcH6z1r0kqSa4+274zW8gNRX+\n9S+44IJkVySpEm1vhkSFY8goirKBI4Cj1j0OBfKBV4iXcEiSJEnStj30UBxGRBEMGwYDBiS7IklJ\nVNEeEpOBg4AlbNJDApgeQiir1AorwBkSkiRJUjU3fHgcQIQQL9G4/PJkVySpCiRihsRBQDEwEXgf\neC+EMC1B9UmSJEmqzd58E847Lw4j7rzTMEISUPEZEllsXK7Rk3i5RhHxLInxwPgQwgeVWOcP1ecM\nCUmSJKk6+vhj6NMH1q6Fa6+F+++Pl2xI2i1sb4bEzja1rAscA/wKm1pKkiRJKs/nn0OPHrB8OQwa\nBI8/DikV3ehPUm2QqKaWzdg4Q+Io4GAgAmYSz5KQJEmSpNj8+XDccXEY0b8/PPqoYYSkzVR0ycYs\nYB+gBJjCxqaW74YQVlRqhRXgDAlJkiSpGlm2DI46Kp4hceSR8PrrUK9esquSlASJmCHxDPEsiA9C\nCGsTVpkkSZKk2mXNGujXLw4jOnWCkSMNIySVa6d6SFQ3zpCQJEmSqoHCQjjxxHhXjQ4dYMIEaN06\n2VVJSqLtzZCo8CKuKIo6RlH0jyiKZkRR9F0URdOjKHowiqK9EleqJEmSpBqptBQGD47DiBYt4mUa\nhhGStqOiPSS6Au8ABcAoYAnQAugPpANHhxAmV2KdP1SfMyQkSZKkZAkBrrgC/vlPaNAAxo2DQw5J\ndlWSqoFd3vYziqJ3iGdT/DSEkLfJeD3gVeJtP/skqN4dZiAhSZIkJdHvfgd33QUZGTBmDPTsmeyK\nJFUTiViycShw36ZhBMC69/8LHLZrJUqSJEmqcUKIg4i77oLUVHj2WcMISRVW0V028oEm2ziWQ7yU\nQ5IkSdLuorQUrr4aHnwQoggeeQROPjnZVUmqQSoaSLwC/CGKoq9CCO+uH4yi6CjgHmBkZRQnSZIk\nqRrKz4dzz4WXXoL0dHjqKTjjjGRXJamGqWgPiabAS8ARwGJgKdB83eN94NQQwrJKrPOH6rOHhCRJ\nklQVli+Hk06CiROhUSMYORJ69Eh2VZKqqV1uarnJhU4g7ifRClgIfBBCeD0hVe4CAwlJkiSpCnzz\nDZxwAsyaBW3awOjRsP/+ya5KUjW204HEul00fgq0BxYBb4UQFlVGkbvCQEKSJEmqZFOnQr9+sGgR\nHHQQvPoq7LFHsquSVM1tL5DYZg+JKIr2At4C2m0yvDqKorNDCGMSXKMkSZKk6uqNN+D00yE3F/r0\ngRdfhIYNk12VpBpue9t+/hEoBXoAWcABwCfAP6qgLkmSJEnVwRNPxDMjcnPhnHPgtdcMIyQlxPYC\nie7A70II74cQ8kMInwGXAu2iKGpVNeVJkiRJSooQ4N574Wc/g5ISuPFGePLJeFcNSUqA7W372QqY\ns8XYV+ueWxI3tZQkSZJU25SWwnXXwf/9H0QR3H8/XHttsquSVMtsL5Aoz/rOkeU2pJAkSZJUw+Xn\nw3nnxX0i0tLiJRsDBiS7Kkm10DZ32YiiqAz4HijZ4lCTcsZDCKF5pVRYAe6yIUmSJCXAihVwyikw\nYULcJ+Lll6FXr2RXJakG26ldNoA7duAepgGSJElSTTZ3Lvz0p/DZZ7DnnnHzygMPTHZVkmqxbc6Q\nqEmcISFJkiTtgmnT4jBi4cI4hHjttTiUkKRdtL0ZEtvbZUOSJElSbffWW3DUUXEY0asXvPuuYYSk\nKmEgIUmSJO2uhg2LZ0asWRM3rhwzBho1SnZVknYTBhKSJEnS7iYEuO++eDeN4mK4/np4+mlIT092\nZZJ2Izu67ackSZKkmqy0FH7xC/jrX+P3f/pT/F6SqpiBhCRJkrS7KCiAwYNh+HBIS4PHH4eBA5Nd\nlaTdlIGEJEmStDtYuRJOPRXGj4cGDeCll6BPn2RXJWk3ts1AIoqij4EAlLs9xzrrj4cQwqEJrk2S\nJElSIsyfDyecADNnwh57xNt6duqU7Kok7ea2N0Pi0x24TtjVQiRJkiRVgunT4500vv0WDjggDiPa\ntEl2VZJEFELNzxKiKAq14eeQJEmSEmrsWDjlFFi9Gnr2jJdpNG6c7Kok7UaiKCKEUO7KC7f9lCRJ\nkmqjZ56B44+Pw4gzz4QxYwwjJFUrFW5qGUVRB2AQsA+Qsekh4h4SAxJcmyRJkqSd8ec/ww03xK+v\nvTbe2jM1Nbk1SdIWKhRIRFHUFXgXmAv8CJgGNALaAd8CX1ZWgZIkSZIqqKwMbrwR7r8/fn/ffXEw\nESVuw+QAACAASURBVG2vT70kJUdFl2zcBzwPrG/Fe3EIoQPQAygD7q2E2iRJkiRVVGEhnHNOHEbU\nrQtPPRWHE4YRkqqpigYShwDDiMMHgHSAEML7wO3APYkvTZIkSVKFrFoV94t47jlo0ABGj4Zzz012\nVZK0XRUNJAJQHEIoA5YQL9VYbwGwb6ILkyRJklQBCxbAUUfBuHHQqhWMHw9HH53sqiTpB1U0kPiM\nuJklwETg+iiK9o2iqD1wEzAn8aVJkiRJ2q4ZM6B79/h5v/1g4kQ4+OBkVyVJFVLRXTYeAtqve/1r\n4HXg83Xvc4GzEluWJEmSpO0aNw5OOQW+/x569ICXX4acnGRXJUkVFoUQdvxDUZQNdAcygYkhhCWJ\nLmwH6wk783NIkiRJNdJzz8HgwVBUBKefHjewzMhIdlWStJUoigghlNtd9weXbERRlBlF0etRFPVe\nPxZCWBNCeD2E8HKywwhJkiRpt/KXv8DAgXEYcdVVcThhGCGpBvrBQCKEkA/8BEit/HIkSZIklau0\nNN7G8/rrIQS49174618h1X+mS6qZKtpDYiRwKvBWJdYiSZIkqTwrVsB558XbedapA489BoMGJbsq\nSdolFQ0kRgP/G0VRa+AVYDHxVqAbhBBerehNoyjKAR4BjgOWAbeEEJ4u57zzgauJd/hYDQwDfh1C\nKK3ovSRJkqQabdq0uE/EV19BkybxEg239ZRUC1SoqWUURWU/cEoIIVR4rlgURevDhyFAZ+KQ44gQ\nwswtzrscmA58CDQH/gM8H0K4d4vzbGopSZKk2mfYMLj4YsjPhy5dYMQIaNcu2VVJUoVtr6llRQOJ\n9j90TgjhmwoWkwWsAA4IIXy5buxx4LsQwi0/8NnrgT4hhJO3GDeQkCRJUu1RXAw33xw3sAQ4/3x4\n8EHIzExuXZK0g7YXSFR0yUYZsCiEUFTOxesCrXagnn2BkvVhxDrTgN4V+GwvYMYO3EuSJEmqWRYv\nhrPPhnHj4n4RDzwAV1wBUbn/npekGquigcQ3wOHAR+UcO5h4SUVFl2zUJ+4Hsak1QPb2PhRF0UVA\nF+Ci8o7fdtttG1737t2b3r17V7AcSZIkqZr48EM44wz49lto2RJeeAGOOCLZVUlShY0dO5axY8dW\n6Nwd6SFxeAhhq0AiiqIewBshhArNH4uiqDMwIYSQtcnYjUDPLZdibHL8VOAfwDEhhE/LOe6SDUmS\nJNVsDz8MV10FRUVw5JHw/PPQakcmIktS9bNTSzaiKDqYePbD+g/2j6Lox1uclgGcDczegXpmA3Wi\nKNp7k2UbB7ONpRhRFJ0APAT0Ky+MkCRJkmq0wkK4+uo4kIA4lPjTnyAtLbl1SVIl2+YMiSiKbgNu\nrcA1vgYuDyG8UeGbxrtsBOBi4mUYo4DuIYTPtjjvaOB54JQQwoTtXM8ZEpIkSap5FiyIl2h89BFk\nZMA//hE3sJSkWmKndtlY16wyfd3b1cDRwKQtTisqr9FlBQpqDDwKHAcsA34VQngmiqK2wKfAfiGE\nBVEUvQ30AAo3+fj4EEL/La5nICFJkqSaZdw4OOssWLo03spzxIh4a09JqkV2edvP6s5AQpIkSTVG\nCPHOGTfeCKWlcOyx8PTT0LRpsiuTpITbXiCRUsELXBtF0T3bOPaHKIqu2pUCJUmSpN1CXh4MGgTX\nXx+HETffDK+9ZhghabdUoUACuAKYs41jXwA/T0w5kiRJUi311VfQvTsMGwZZWfEuGvfeC3W22Wde\nkmq1iv7Xrx1x8FCer4EOiSlHkiRJqoVGj4ZzzoFVq2DffeHFF2H//ZNdlSQlVUVnSKwEttzyc719\niZteSpIkSdpUWRn8z/9Av35xGHHyyfGOGoYRklThQGIk8Psoig7adDCKok7AbcDLCa5LkiRJqtlW\nr4bTT4ff/jZ+f+ed8cyIhg2TW5ckVRMV2mUjiqImwFhgf2AKsBBoDXQGpgNHhxBWVF6ZP1ifu2xI\nkiSp+vjsMzjtNJg1Cxo1gqeeimdJSNJuJiHbfkZRlAn8DDgaaAIsA94ChoYQChNU604xkJAkSVK1\nMWIEnH8+5OZCp07xrIiOHZNdlSQlRUICierMQEKSJElJV1oaL8+45574/cCB8K9/xTtqSNJuanuB\nxA7tMRRFUT+gK9AGuCuEMC+Kol7AFyGE73a9VEmSJKkGWr4czj0XXn8dUlPhvvvguusgKvff4JIk\nKt5DogVxY8suwFzibT67hRCmRFH0GFAQQriiUivdfn3OkJAkSVJyTJ0aN6/85hto1gyeew569052\nVZJULWxvhkRFd9n4G5BFvPXnj7Y49iZw7M6XJ0mSJNVQTz4JRxwRhxE/+QlMnmwYIUkVVNFA4gTg\ndyGEL8s59i2wR+JKkiRJkqq54mK45hoYPBgKCuDii2H8eGjTJtmVSVKNsSM9JIq3Md4UyE9ALZIk\nSVL1t2gRnHUWTJgAdevC//0fXHppsquSpBqnojMk3gWuiaKovADjQuDtxJUkSZIkVVMTJ0KXLnEY\nscce8awIwwhJ2ikVnSHxS+A9YDrw0rqxi6MoOhDoBBxeCbVJkiRJ1UMI8M9/xss0iouhZ8+4eWWL\nFsmuTJJqrArNkAghzCDe7nMScAFQCpwOzAcODSHMqqwCJUmSpKQqKIAhQ+CKK+Iw4tpr4c03DSMk\naRdVaNvP6s5tPyVJklQp5s2Lt/ScPBkyM+Ghh2DQoGRXJUk1xva2/dyRppbrL7Yn0ApYGEJYsKvF\nSZIkSdXS22/D2WfDsmXQoQOMGAGHHJLsqiSp1qhoU0uiKPp5FEULgHnAh8C8KIoWRFF0ZaVVJ0mS\nJFW10lK491447rg4jDj+eJg0yTBCkhKsQoFEFEW3An8DXgX6Az9Z9/wa8Ncoin5faRVKkiRJVeXr\nr6FPH/jVr6CsDH7zG3jlFcjJSXZlklTrVKiHRBRFi4GHQwi/LefYXcAlIYSkdfWxh4QkSZJ2SQjw\n73/Hu2jk5sYNKx99FPr1S3ZlklSjba+HREWXbGQC47ZxbPy645IkSVLNs2QJnHYaXHRRHEaccQbM\nmGEYIUmVrKKBxMvE23yW53RgVGLKkSRJkqrQf/4DnTrByy9DgwYwdCg8/zw0bZrsyiSp1qvoko1z\ngPuAGcCLwBKgOXEYsT9wM/D9+vNDCK9WRrHbqc8lG5IkSaq4NWvguuviZRkAvXvD449D27ZJLUuS\napvtLdmoaCBRtgP3CyGE1B04f5cZSEiSJKnC3n0Xzj8/bmCZng5/+ANcey2kVHgDOklSBW0vkKhT\nwWvslcB6JEmSpKpXWAi33gr33Rc3sTzkEHjySTjggGRXphquLJRRUFJAfnE+BSUF8euS/G2ORUTU\nTa1L3ZS6FXrOrJNJs6xmZNTJSPaPKiVUhWZIVHfOkJAkSdJ2/fe/MHhw/JySEm/r+fvfQ1pasitT\nNVFaVsqK/BUsz1/OyvyVrMhfwYr8Faws2Pi6vPerC1dTVFpUJTU2SG9Ai6wWtKjfIn5e97p5VvPN\nx+u3oH5a/SqpSfohu7xkY4uLZQFDgB8Bi4HHQwhzd7nKXWAgIUmSpHLl5cE998C990JREXTsGDeu\nPOKIZFemKlBYUsiStUtYvHZx/Jy7eMP7LceW5i2lLOzISvXNZdTJILNOJhl1MuLXdTM3G1v/PqNO\nBiEEisuKKS4tLve5qLRos7G84jyW5i2lpKykwvU0rdeUTs07xY8W8fMBzQ8wqFCV26lAIoqiPwEn\nhRD23WQsG5gE7AOsABoCa4FDQwizE114RRlISJIk1R4hBAKBslC2zUdqlEq9uvVITdlG67IQYMQI\n+MUvYN68eOzSS+FPf4L6fiGryYpKi1icGwcKi3MXsyh3EYvXbnzedGxVwaodunZOZg5NMpuQk5lD\nTmYOjTMbk5Oxyev14xmNN4w1TG9IRp0Moqjc71sJUxbKWFWwarOfff3zpiHL+vGCkoJyr9OhUYcN\nAcX6sGKfnH2om1q3UuvX7mtnA4kpwMshhNs3Gbsd+B1wcQjh0SiKmgFvAtNDCIMSX3rFGEhIkiRV\nL6VlpSzPX77hy9H630Rv+ZvpxWsXszxvOSVlJRvChkDF/12XnppOVloW9erWI6vuuueSiHpffEO9\nRSvIKoZ62Tlk9TyGBh32o2FGQxqkN6BhesNyX2fVzar0L5baKITAmqI1LMtb9oOPpXlLWZy7mJUF\nKyt8/dQoNV7OsG4pw6ZLG9a/Xn+8Wb1mteZLeQiB+avnM33xdGYsmcH0JdOZvmQ6ny39jOKy4q3O\nT0tNY++cvUlPTU9Ctartpl4+dacCiRXA4BDCK5uMzVj3mQM2GRsM3BFC6JDYsivOQEKSJCk5ikuL\nmbl0JpMXTmbSd5OYvHAyc1fN3eXp7xERKVHKNh8lZSXkFeftUHhREalRKg3SG2x4ZKdnUz+tPvXT\n6pOdto3X687JTssms24mmXUyN5uun1k3k/TU9FoVdBSXFpNfkk9+cT75JfnkFeexpnAN3xd+z+rC\n1awuXM33BZu8Xje+6fEV+StYnre83C/I27NpyNCyfssNvRRa1m+5+Vj9FuRk5pASuXvKesWlxcxe\nPpvpSzYJKhZP5+tVXye7NNVmt7FTgcRq4LQQwlvr3jcBlgB/DyFcvcl5PYExIYTMRNddUQYSkiRJ\nla+0rJTPln3G5O/i8GHSwkl8suiTbU4Nz8nM2ew30Ntqwte0XlPSUtM2hA0RUYW+vIcQKCgpIK9o\nLWuff4q8P/4Pa1ctJS8N1p78U/LOG8DajFTyivNYW7x2sy/J3xd+v/FLcsHG13nFeYn+YwPigGV9\nH4EtewpUaKeFTV6v/4IdRRER0YbX6++z5esQAqWhlJKykgo/Nt0VYn3osOlzaShN2J9N/bT6NK3X\ndPNHZvzcpF6TzcZbZLWgSb0mhgwJtqZwDV+t/Cqh/7tK63Vt3XWntv38AugDvLXufX8gAsZscV5z\n4n4SkiRJqkWWrF3C63Nej8OH7yYxddHUcr+w79V4L7q17ka3Vt3o1rob+zbZl2ZZzUhLrdwdLKIo\nIvPTWWRefTVNJkyIBw87DP7v/6Bbt526ZnFp8Ybf4K8uXE1uUS5ritbEz4Xx82ZjRZuMFa7Z5hf4\n4rJ1MwpK8hP4J5A8qVHqZrNBMutkblj2sv7RML1h+a/XndcooxFN6zV1K8tqIDs9m4NbHpzsMrQb\n2l4g8Tfg4SiKGhLvpnE18DXw+hbnHQfMqJzyJEmSVJW+L/ieFz9/kadnPM1bX7211W9M2zVsF4cP\n6x5dWnUhJzOn6gtduRJ+9zt48EEoK4NmzeKdNM4/P97WcyfVTa1Lk3pNaFKvSQKLjWeXlDfjoLC0\ncJs7LWzreX3Tz/UzhNcvW1k/vuVrgDopdSr8SI1SSa+TvlnYsOVzbem1ICm5thlIhBD+HUVRK+Aq\n4t00pgBXhhA2bLIbRVFz4FTg9vKvIkmSpOouvzifUbNH8fSMp3n1i1cpLC0E4i+xJ3Q8gR5tetCt\ndTe6tu5K03pNk1vs6tXxtp233w7LlkFqKlx7Ldx2GzRqlNzatiM1JZWstCyy0rKSXYokVRvb7CFR\nk9hDQpIkaccUlxbzxldv8PSMp3np85fILcoF4r4Dvdr34pwDz+GM/c5I+EyBnRICfPghPPQQPPss\n5K1bNtKrF/ztb9CpU3LrkyRt0/a2/dzekg1JkiTVImWhjHfnvsvTM55m+MzhLM9fvuHYT1r/hHMO\nPIcBBwxgjwZ7JLHKTaxcCU88AQ8/DDM2WSHcqxdcfTWcfjrUop0rJGl3YyAhSZJUy5WUlTB02lDu\nHH8n36z6ZsP4fk3345wDz+GcTuewd87eyStwUyHAu+/GIcTw4VCwbgePZs3gggvg4oth332TWqIk\nKTEMJCRJkmqpslDGCzNf4Hfv/I5Zy2cBcVPKgQcO5JwDz+GgFgdVaHvNKrF0adwb4uGHYdasjePH\nHQeXXgonnwxplbtrhySpahlISJIk1TIhBMbMGcNv3v4NUxZOAaBj447c0ecOBh44kJRo53ehSLiP\nPoI//xlGjIDi4nisVSu46CIYMgQ6dEhufZKkSmMgIUmSVIu8P/99bnnrFsbPHQ9A6+zW3NrzVi7q\nfFH12qrxgw/inTJGj47fp6RA//5wySXxcx3/mSpJtZ3/pZckSaoFpi2axm/e/g2vfPEKADmZOdzS\n4xau/MmVZNbNTHJ1m3jvvTiIeOON+H1WFlx5JVx1FbRpk9zaJElVykBCkiSpBvtyxZfc+s6tPD3j\naQCy6mbxi+6/4IbuN9Awo2GSq9vE+PFxEPH22/H77Ox4p4zrr4emTZNbmyQpKQwkJEmSaqCFaxZy\n29jbeGTqI5SGUtJS0/h5t59zy1G30DyrebLLi4UAY8fGQcS4cfFYgwZw7bVw3XWQk5PU8iRJyWUg\nIUmSVMOMmj2KC166gOX5y0mJUhjSeQi39rqVtg3bJru0WAjxTIjbb4+38ARo2DAOIa69Fho3Tm59\nkqRqwUBCkiSphigsKeRXb/6Kv3z4FwD6duzLX0/4Kz9q+qMkV7ZOWRmMGQN33QXvvx+PNW4cL8u4\n5po4lJAkaR0DCUmSpBrgyxVfMnD4QCYvnEydlDrcffTd3HDEDdVjC89vv4XHHoNHHoFvvonHcnLg\nhhviZpUNGiS1PElS9WQgIUmSVM0Nmz6My0ZdRm5RLu0bteeZM57hsD0PS25RJSXxlp0PPwyjRsWz\nIwDatYMrroCf/zxuXClJ0jYYSEiSJFVTa4vWcs1r1/DoJ48CcNb+Z/HQSQ/RKKNR8oqaOxcefTSe\nDfHtt/FYnTpw2mlwySVw3HGQUg1mbUiSqj0DCUmSpGpo+uLpnD38bD5b9hkZdTJ44IQHuKTLJURR\nVPXFFBfDyJHxbIgxY+KmlQB77x2HEOefDy1aVH1dkqQazUBCkiSpGgkh8M/J/+T6MddTUFLAfk33\n49kzn6VTi05VX8ycOfCvf8X9IRYvjsfS0uCMM+IgondvSEZAIkmqFQwkJEmSqolVBau4ZOQlDJ85\nHIAhnYfwwAkPkJWWVXVFFBbCSy/FsyHeemvj+H77xSHE4MHQtGnV1SNJqrUMJCRJkqqBDxZ8wMDh\nA5n7/Vyy07L554n/5JxO51RdAZ9/HocQQ4fCsmXxWGYmnHUWXHopHHGEsyEkSQllICFJkpRkT/73\nSS58+UJKykro1robz5zxDB1zOlb+jfPzYfjwOIh4992N4wcfHM+GOO88aJTEBpqSpFrNQEKSJCmJ\n/v7x37ny1SsBuObQa7iv732kpaZV7k2nT49DiCeegFWr4rGsLDj33DiI6NbN2RCSpEpnICFJkpQk\nf3j3D/z67V8D8Mdj/8hNR95UeTfLzYVnn42DiA8/3Dj+k5/EIcTAgZCdXXn3lyRpCwYSkiRJVSyE\nwC1v3cK9791LRMSD/R/ksm6XVc7NJk+OQ4hhw2DNmnisQQMYNCgOIg45pHLuK0nSD6g1gcRtt91G\n79696d27d7JLkSRJ2qayUMaVr1zJPyb/gzopdRh66tDEN6/8/vs4gHj4YZg6deP4kUfGIcRZZ0G9\neom9pyRJmxg7dixjx47d7jlRCKFqqqlEURSF2vBzSJKk2q24tJgLXr6AYdOHkZ6azvABwzlx3xMT\nc/EQ4IMP4hDi2WchLy8ez8mBn/0sDiL23z8x95IkqYKiKCKEUG5jolozQ0KSJKk6KygpYMDzAxg5\neyT10+rzn4H/oU+HPrt+4RUr4Mkn4aGH4NNPN4737h1v13naaZCRsev3kSQpwQwkJEmSKtmawjWc\n8swpvPPNOzTOaMzoQaM5dI9Dd/6CIcD48fFsiOHDobAwHm/eHC64AC6+GPbZJyG1S5JUWQwkJEmS\nKtGK/BX0e6ofH377IS3rt+SNwW9wYPMDd+5iS5fC44/Dv/4Fs2bFY1EEffvGsyFOOgnSKnnLUEmS\nEsRAQpIkqZIsyl1E3yf6Mn3JdNo3as+bg9+kY07HHbtIWRm89VY8G+Kll6C4OB5v3RouvDCeDdG+\nfcJrlySpshlISJIkVYJvVn3DsUOPZc7KOfy46Y95Y/Ab7Nlgz4pfYOFCeOyxeDbE11/HYykpcOKJ\ncYPKfv2gjv+UkyTVXP4tJkmSlGCfL/uc4544jgWrF9C5ZWfGDBpDs6xmP/zB0lIYMyZuUDlqVPwe\noG1bGDIELroI9tyBUEOSpGrMQEKSJCmB5qyYQ5/H+7AodxE92vZg1DmjaJjRcPsfmjcPHn00fsyf\nH4/VqRPvkHHppXDccZCaWvnFS5JUhQwkJEmSEmThmoX0fbIvi3IX0ad9H0adO4p6deuVf3JxMbzy\nStwb4rXX4p0zADp2jPtCXHABtGxZZbVLklTVDCQkSZISYGX+Svo+2ZevVn5Ft9bdeHngy+WHEV99\nBY88Es+GWLQoHqtbF04/Pe4N0adP3CtCkqRazkBCkiRpF60tWsuJT5/IjCUz+HHTH/Paea+RnZ69\n8YSiInj55bg3xJtvbhz/0Y/iEOJnP4NmFegxIUlSLWIgIUmStAuKSos48/kzeX/++7Rp0IbXB71O\n03pN44OzZ8dLMh5/HJYujccyMuCss+IgokcPiKLkFS9JUhIZSEiSJO2k0rJSzn/pfEZ/OZqm9Zry\nxuA3aJPeDJ56Kg4ixo3beHKnTnEIMWgQNG6cvKIlSaomorC+gVINFkVRqA0/hyRJqjlCCFz16lX8\nfdLfyU7L5p2j/kXX4e/DE0/AihXxSfXqwcCB8U4Zhx7qbAhJ0m4niiJCCOX+BWggIUmStBNufedW\n7hx/J+nUYfRH+9L71ZkbD3bpEs+GOPdcaNAgeUVKkpRkBhKSJEkJ9MALN3HdjP8lpQxGPAunzAKy\ns+G88+IgokuXZJcoSVK1sL1Awh4SkiRJFbFmDTz9NE+8+geu6/wNAI/8B07J6Q6PXgIDBkBWVnJr\nlCSpBjGQkCRJ2p7PP4c//QmefpqRe6zlwoHx8J/yenDBEw/CgQcmtz5JkmooAwlJkqTyzJwJd94J\nzz4LITC+HQw4O4XSlDJ+ffhN/OL4Pya7QkmSajR7SEiSJG1q+vQ4iBg+HEKAunWZeunJ9G49htXF\nuVzW9TIe7P8gkTtmSJL0g7bXQyKlqouRJEmqlqZNgzPOgIMOguefh7p14ec/58upb3FC+3dZXZzL\ngAMG8P/6/T/DCEmSEsAlG5Ikafc2ZQrccQe8/HL8Pj0dLr0UfvlLljVO56ePdGfJ2iX07diXJ057\ngtSU1OTWK0lSLWEgIUmSdk+TJsVBxMiR8fuMDLj8crj5ZmjVioKSAk4deixfrviSzi0788KAF0hL\nTUtuzZIk1SIGEpIkafcyeTLceiu8+mr8vl49uOIKuPFGaNkSgLJQxgUvXcB7899jzwZ7MurcUdRP\nq5/EoiVJqn0MJCRJ0u6hqAhuvx3uuQfKyiArC668Em64AZo33+zU3779W5799Fmy07J55dxXaJ3d\nOklFS5JUexlISJKk2m/mTBg0CKZOhSiC66+HX/8amjbd6tSHJz/MHyb8gdQoleEDhnNQi4OSULAk\nSbWfgYQkSaq9ysrggQfgllugsBA6dIChQ6FHj3JPH/PlGK545QoA/nHiP+jbsW9VVitJ0m7FQEKS\nJNVO8+bBBRfAO+/E74cMgfvvh+zsck//7+L/ctbzZ1EaSrmlxy1c3OXiqqtVkqTdUBRCSHYNuyyK\nolAbfg5JkpQAIcCTT8JVV8Hq1XF/iIcfhpNP3uZHvlvzHYf96zAWrF7A2QeczbAzhpESpVRh0ZIk\n1U5RFBFCiMo75gwJSZJUeyxbFm/d+cIL8ftTT4WHHoJmzbb5kTWFa+g/rD8LVi/gyDZH8u9T/20Y\nIUlSFfBvW0mSVDu8+ip06hSHEdnZ8OijMGLEdsOIkrISBr4wkE8WfcI+Ofvw0sCXyKiTUYVFS5K0\n+3KGhCRJqtlyc+HGG+Gf/4zf9+wJjz8O7dtv92MhBK557Rpe/eJVmmQ24dXzXqVpva133ZAkSZXD\nGRKSJKnmmjgRDjkkDiPS0uC+++Dtt38wjAD488Q/8+CkB0lPTeflgS+zd87elV+vJEnawBkSkiSp\n5ikqgttvh3vuibf2POiguJFlp04V+vjwmcO58Y0bARh62lCObHtkZVYrSZLKYSAhSZJqlk8/hcGD\nYepUiCL45S/jcCI9vUIf/2DBBwx+cTAA9xxzDwMOGFCZ1UqSpG0wkJAkSTVDWRk88ADccgsUFkKH\nDjB0KPToUeFLfLXyK05++mQKSgq4tMul3HzkzZVYsCRJ2p4ohJDsGnZZFEWhNvwckiRpG+bNgwsu\ngHfeid8PGQL33x/vplFBK/NX0v2R7sxaPovjOx7PqHNHUSfF381IklSZoigihBCVd8y/hSVJUvUV\nAjzxBFx9NaxeDc2bw8MPw8kn79BlikqLOP2505m1fBadmnfiubOeM4yQJCnJ/JtYkiRVT8uWwWWX\nwYgR8ftTT4WHHoJmzXboMiEELhl5CWO/GUur+q145dxXaJDeoBIKliRJO8JtPyVJUvXzyitw4IFx\nGJGdDY8+Gr/ewTAC4M7xdzJ02lDq1a3HqHNH0aZhm0ooWJIk7ShnSEiSpOojNxduuCGeCQHQsyc8\n/ji0b79Tl3vyv0/y+7G/JyVK4ZkznqFLqy6Jq1WSJO0SAwlJklQ9TJ8Op58OX34JaWnwP/8D118P\nqak7dbnxc8cz5D9DAPjL8X/hpB+dlMhqJUnSLjKQkCRJyffMM/HOGXl50KkTPPVU/LyTZi2bxanP\nnEpRaRHXHHoNVx92dQKLlSRJiWAPCUmSlDwlJfESjXPOicOIwYPhww93KYxYunYp/Yf1Z2XBSk7a\n9yT+fPyfE1iwJElKFGdISJKk5FiyBM4+G8aOhTp14P774corISp3q/IKKSgp4NRnT2XOyjl0adWF\nYWcMIzVl55Z8SJKkymUgIUmSqt7HH8f9IhYsgJYt4fnnoUePXbpkWSjjgpcu4P3579OmQRtGXsuj\nDQAAIABJREFUnjOS+mn1E1SwJElKNJdsSJKkqvXII3H4sGABHHEETJ68y2EEwO/e/h3Pfvos2WnZ\nvHLuK7TObp2AYiVJUmUxkJAkSVWjsBAuvxwuvhiKiuCKK+Cdd6D1rgcHj059lLsn3E1qlMrzZz1P\npxY734NCkiRVDZdsSJKkyvftt3DmmfDBB5CeDg8+CBdemJBLv/nVm1w26jIA/t7/7xy/9/EJua4k\nSapcBhKSJKlyvfsunHUWLF4MbdvCiBHQtWtCLv3pkk8547kzKCkr4eYjbubSrpcm5LqSJKnyuWRD\nkiRVjhDgr3+Fo4+Ow4ijj4ZJkxIWRsz7fh7HP3k8qwtXc+b+Z/KHY/+QkOtKkqSqYSAhSZISb/ny\neEvPa6+FkhK46SYYMwaaNUvI5ZflLaPvE335ds23HNX2KIaeOpSUyH/WSJJUk7hkQ5IkJdZrr8GQ\nIbBwIdSvH++qMWBAwi6fW5RL/2H9mbV8Fp2ad+I/5/yHzLqZCbu+JEmqGv4qQZIkJcbatfHOGf36\nxWFEjx7w3/8mNIwoKi3izOfO5KNvP6J9o/aMHjSaRhmNEnZ9SZJUdQwkJEnSrvvgAzjkEPjHP6Bu\nXbj3Xhg7Fjp0SNgtykIZF758IWPmjKFpvaaMGTSG1tm7vmWoJElKDpdsSJKknVdcDHfcAXffDWVl\n0KkTPPEEHHxwQm8TQuCGMTcwbPow6qfV57XzXmPfJvsm9B6SJKlqJWWGRBRFOVEUvRhFUW4URd9E\nUXTONs47MIqiMVEULY2iqKyq65QkSdsxcyYcfjjcdVe8o8ZNN8HHHyc8jAD443t/5C8f/oW6KXV5\n8ewX6da6W8LvIUmSqlaylmz8P6AAaA6cBzwYRdH+5ZxXBDwDDKnC2iRJ0vaUlcFf/gJdusCUKdC+\nfbw8449/hPT0hN/usamP8au3fkVExBOnPcGxex2b8HtIkqSqF4UQqvaGUZQFrAAOCCF8uW7sceC7\nEMIt2/jM3sDsEEK5AUoURaGqfw5JknZL8+bBhRfC22/H7y+6CO6/Hxo0qJTbjZw1ktOePY3SUMrf\nfvo3rjr0qkq5jyRJqhxRFBFCiMo7lowZEvsCJevDiHWmAQckoRZJklRRTz0FBx0UhxHNmsFLL8Vb\nelZSGDFh3gQGDB9AaSjlt0f91jBCkqRaJhmBRH1g9RZja4DsJNQiSZJ+SGEhXHYZDBoE338PJ58M\nM2bAKadU2i2nL57OSU+fREFJAZd2uZQ7+txRafeSJEnJkYxdNnKBLX+V0pA4lNhpt91224bXvXv3\npnfv3rtyOUmSBLBgAZx5Jnz4Ydwf4m9/g4svhqjcmZcJMXfVXE546gRWFazitB+fxt/7/52oEu8n\nSZISZ+zYsYwdO7ZC51aXHhJPAPNDCL/exmfsISFJUlUbNw4GDIAlS6BtWxgxArp2rdRbLl27lB6P\n9WD28tn0ateL0YNGk1Eno1LvKUmSKk+16iERQlgLjADuiKKoXhRFPYCTgCfKOz+Kogwgbd3r9CiK\nEt++W5IkbRQCPPAAHHNMHEYccwxMmlTpYcSqglX0G9aP2ctnc3CLg3l54MuGEZIk1WLJ2vbz50Am\nsAR4Erg8hPBZFEVtoyhaE0XRngBRFLUH8oAZQADygc+SUrEkSbuDvDwYPBiuuw5KS+Gmm2D06LiJ\nZSVanrecY4Yew6TvJtGhUQdeO+81GmY0rNR7SpKk5KryJRuVwSUbkiQlwFdfwemnw7RpkJUFjz0G\nZ51V6bddsnYJxw49lulLprN3zt689bO3aNuwbaXfV5IkVb7tLdlIRlNLSZJU3YweDeeeCytXwt57\nw4svwoEHVvptv1vzHccMPYbPl33Oj5v+mLd+9hats1tX+n0lSVLyJWvJhiRJqg7KyuDuu6FfvziM\nOPFE+PjjKgkj5n0/j17/7sXnyz6nU/NOjLtgnGGEJEm7EWdISJK0u1q9Gs4/H156Kd7G8/bb4be/\nhZTK/33F1yu/5uihR/PNqm/o0qoLrw96nSb1mlT6fSVJUvVhICFJ0u5o2jQYOBA+/xwaNoSnnoL+\n/avk1rOXz+aYocewYPUCDtvjMEYPGk2jjEZVcm9JklR9uGRDkqTdybRpcOaZcMghcRhx4IHxlp5V\nFEbMXDqTXv/uxYLVCziq7VG8MfgNwwhJknZTBhKSJO0OpkyB006Lg4gXXoD0dLjmGpg4MW5iWQWm\nLZpGr3/3YlHuIo7ucDSvnfca2enZVXJvSZJU/bhkQ5Kk2mzSJLjjDhg5Mn6fkQGXXw433QStq66B\n5KTvJtH3ib6sLFjJCXufwIgBI8ism1ll95ckSdWPgYQkSbXRRx/FTSpffTV+n5kJV1wRBxEtW1Zp\nKRPnT+SEp05gdeFqTv7RyTx35nOk10mv0hokSVL1YyAhSVJtMnFiHESMGRO/r1cPrrwSbrwRmjev\n8nLGfTOO/sP6s7Z4LWftfxZPnf4UdVPrVnkdkiSp+jGQkCSpNpgwIQ4i3nwzfl+/Plx1FfziF9Cs\nWVJKevWLVznzuTPJL8ln0EGDeOyUx6iT4j89JElSzH8VSJJUk40bFwcR77wTv8/OjptVXn89NGmS\nlJJKy0q5Y9wd3Dn+TgKBIZ2H8M8T/0lqSmpS6pEkSdWTgYQkSTVNCHEAcfvtMH58PNawIVx7LVx3\nHTRunLTSluUt47wR5/H6nNeJiLizz538+qhfkxK5sZckSdqcgYQkSTVFCPDWW3EQMWFCPNaoUTwb\n4ppr4tdJ9OGCDznr+bOYv3o+Tes1Zdjpwziu43FJrUmSJFVfBhKSJFV3IcDrr8dBxMSJ8VhOTtwf\n4qqr4tkRSS0v8PeP/871Y66nuKyYw/c8nOfOfI42DdsktS5JklS9GUhIklRdhQCvvQZ33AEffhiP\nNWkCN9wQBxHZ2cmtD8gtyuXSkZfy9IynAbj60Kv5377/S1pqWpIrkyRJ1Z2BhCRJ1U0IMGpUHERM\nmhSPNWsWb93585/HO2hUA58v+5wznjuDmUtnklU3i3+d/C8GHjgw2WVJkqQawkBCkqTqoKgoblA5\nahSMHAlffRWPN28ON98Ml18OWVnJrXETz336HEP+M4Tcolz2a7ofLwx4gf2a7ZfssiRJUg1iICFJ\nUrIsXhwvyRg1Ku4RsWbNxmOtWsFNN8Fll0G9esmrcQtFpUXc/MbNPPDhAwAMPHAgD5/0MPXTqses\nDUmSVHMYSEiSVFVCgE8+iQOIV16Bjz6Kx9br1An694cTT4TDD4fU1OTVWo4Fqxcw4PkBTFwwkbop\ndflT3z9x1aFXEUVRskuTJEk1kIGEJClhQggUlxVTVFpEYUkhhaWFG14XlRaRlppGg/QGZKdnk1U3\nq3Z/kS0rg+XLYeFCmDMHRo+OQ4hvv914Tno6HH10HED07w/t2iWv3u3IL87nwUkPcve7d7M8fzl7\nZO/B82c9T/c23ZNdmiRJqsEMJCRJW1lbtJZFuYvKf6yNn5fnLd8qcCgsLazwPVKiFLLTsslOz45D\nirTsDWHF+veNMxrToXEH9s7Zm71z9qZFVovkhxhlZbB0KXz3XRw2LFxY/utFi6C4eOvPt2oVBxAn\nngjHHFOt+kJsqbCkkEemPsJd4+9iYe5CAI7b6zieOv0pmmU1S3J1kiSppovCplNFa6goikJt+Dkk\nqaqsyF/B7OWzNzy+WPEF367+lsVrF7ModxG5Rbk7fe06KXVIT00nvU46aalpG17XTalLUWkRqwtX\ns6ZoDXnFeTt87ay6WXTM6cjeOXvTsXHHDUFFx8Yd2bPBnqSmJHiJQ2kpzJoFkyfHjylTYOpUyK3g\nn0/jxnEA0bo1HHVUHEJ07gzJDlV+QElZCUOnDeWOcXcw9/u5AHRu2Zk7+9xJv336JT8UkiRJNUYU\nRYQQyv3Hg4GEJNVSecV5fLH8iw2Bw6YBxPL85dv9bEadDFrWb7nxkdVy8/f1W9KkXhMy6mSQnrou\neFgXQKREKRWqr6SshNyiXFYXro5DisI1G8KK9e+X5S1jzso5zFk5hy9XfMmK/BXbvF5aahodGnVg\n/2b706VVF7q06kLnlp1pld2qYn9gJSXw2Wdx6LA+gPjkE8grJzjJyYE99ojDhvWBw5avW7aEzMyK\n3buaKC0r5ZkZz3DbuNv4csWXAOzfbH/u7HMnp/741Ar/bytJkrSegYQk1WJloYyvVn7F1IVTmboo\nfny65FPmr56/zc/UT6vPvk32jR85+7JPk31o27DthrAhOy27Wv4WfGX+yg3hxJwVc/hy5ZcbXq9f\nUrCllvVbxgFFy850rr8PXWhFu+8jovVLLObOjWc9TJsG+flbX6BdO+jSBbp2jZ+7dIEWLSr5J61a\nZaGMFz97kVvH3srMpTMB2Dtnb27vfTtnH3B24meeSJKk3YaBhCTVEsWlxXy27LPNwodPFn3C6sLV\nW51bN6UuHXM6bggdNgQQTfalZf2W1TJw2Cnrmkfmzp/DnK+nMH3hJ0xdOZMpBd8wJXUxq1NLtvpI\n43zoshA6L4yfuy6EvVdASoe9tg4fmjZNwg9VNUIIvPLFK9z6zq1MXTQVgHYN2/H7Xr9n8MGDqZNi\nqylJkrRrDCQkqQYqKSthxpIZfLDgA6YsnMLURVOZvnh6uY0j188C6NyyM51bduagFgfRoXGHmv2F\nMgRYsmRjk8htNZFcuDBeblGOsgi+bgRTW8GUVjClTSpTWsLSjNKtzm2Qlk3nVl3o2qorXVt3pWur\nruzTZJ9auUxhce5i3vjqDf7fx/+PDxZ8AEDr7Nb89qjfMqTLENJS05JcoSRJqi0MJCSpBliet5wP\nFnzAxAUTmbhgIh8u+JC1xWu3Om+vxnvRuWXnjQFEq860rN8yCRUnUAjw9dcb+zdMmRI/li2r2Ocb\nNSq/j8OWr7OyCCHw3ZrvmLJwSvxYNIXJ303m2zXfbnXZ7LRsutSCkKKgpIAJ8ybw+pzXeX3O60xb\nPG3DsWb1mnFLj1u4vNvlZNatWT0vJElS9WcgIUnVTFkoY+bSmbw///04gJg/kVnLZ211XodGHeje\npjvdWnWjc6vOHNLyEBplNEpCxQlUVgZz5mwdPqxcufW5jRpBmzZbBwuV0DxyUe4iJn83mckL1z22\nE1Ic1OIgftz0x5s92jdqX21mpIQQ+HTppxsCiHFzx1FQUrDheGadTHq260m/ffpxUeeLqJ9WP4nV\nSpKk2sxAQpKSLL84nw+//ZDxc8fz3vz3+GDBB1v1fciok0G31t3ovmd3jmhzBIfveXjNn/lQVgaz\nZ2++c8XUqbB6654XNG8e925Y/+jSJQ4jktjrYnHu4g3hxKSFk7YZUkC8y8c+OftsFVT8qMmPyE7P\nrtQ6S8tKWZS7iHFzx20IIbZs8nlIy0Pou1df+nbsy5FtjySjTkal1iRJkgQGEpJU5dYUruH9+e8z\nfu54xs0dx0fffkRxWfFm57Rt2Jbue3aPH226c0jLQ2r22v3SUpg1a2PwMGVKHD7k5m59buvWG5tH\nrg8fWrdOavhQUYtzF/Pp0k/5fNnnmz22t6tJq/qtaJ7VnEYZjX7w0TC9IY0yGpESpbAsbxlL85bG\nz2uXbv4+b+mGsRX5Kwhs/vdgy/ot6duxL3336suxex1Li/q1a2cQSZJUMxhISFIlW5m/kgnzJjBu\n7jjGzx3PlIVTKA0bGydGRBzc8mB6tu1Jj7Y9OKLNEezRYI8kVryLSkth5syNwcPkyfDJJ5CXt/W5\ne+65efDQtWu8zKKWyS3KZfby2VsFFbOXzy63EWkiRUTkZObQtXXXDbMgDmx+YO3ZSUWSJNVYBhKS\nlGDL8pYxfu54xn4zlvFzx/Pfxf/d7DfUqVEqXVt3pWfbnvRq34sj2xxJ48zGSaw4Ab7/Hl5/HUaN\ngldfLb/hZLt2mwcPXbrESzF2Y6VlpSxYvYAV+StYVbCq/Efh1mOlZaU0y2pG03pNaVZv4/OmY+tf\n52TmVJv+FZIkSZsykJCkXbQifwXj547nna/fYezcsfx38X83O56WmsZhexxGz3Y96dmuJ0e0OaJ2\nNAr84os4gBg1CsaP33x7zbZt4dBDNwYPXbpA06bJq1WSJEnVzvYCCX+dUhMtWRL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iPiY2TzaXwC+GFE/NE4q5jsAtYeQzmOpaxBFgzaPV5eSZJmCgMSkiRNrV8A/wl4L8O9I0gpdUTE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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5985e51d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XfG3f4GD6B19/z/7BoVRpzJfQPziUnr6B5JIT6+O3sfUaPlf/uNf3DQyO/fsL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\nog8AAAAAQBIh0QcAAAAAIIn8P7Oi34e45lHsAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598543ed0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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56nM7s/PoqQwMvxXnXf0Dee1YS/7wJy/npUMnrnkbls6dnSTZfbJtykn8ZjQ0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\n5XRNbu8JS/pRa4Pa1sb2/fu1OxpJkJA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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59846c490>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8pdyaiVsMHj599pLh/5PqjUZ2XxTRF1+X39bakm1rVyZJdh0+kXr9yjkEXprY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\nZnR8PG0tLZe875y21sybM/3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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59831a290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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nI7Pvf9CMzTrf1nVh0seMzcw/Y1rLNU3EN/Y9mneVy/2NXQpwaLg+6fvX3nUh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\n922edNlDp9vz3Yv269Mu2q+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xulyN1aurVybm5qNl+2nuW1JiESQvg+odYKvbss344iM3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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fa3150>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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fKy0dXfnX338xyVjTDg2PZPiq2fGrKrlv7cp84aH7JuPuarVaLb/y1AP57mt7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\n/AO3gwnUDTjhAQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f2dcd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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rusu23X/ybL736tt591xbBib9+Q4MDeetY6fzrRf2ZGS0muamxjy6bcNl23b0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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ec48d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Hy46jp9M7OJQqyd2rl43fXq/Vsnz+3DSSHOrovK2vOX7kdoqrufUNDo2fNrB0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\nOy/lT372egaGhvPAHSvzqfv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YmZluj1sGOOSa3YSzfOytpho1V5UqGArpyxudGnJt3g7P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\nHwAAAACAFPL/QVkFCFo6XwwAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e8ed50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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z1w8MvXvZwJJr3Dv92MTBiY+iQ+3n8p0X306tluzcsGLa287dabXau3MuzLuN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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598359290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAA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\nfX1/nrtovz523n79aOfZqw7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T89twlE+8faROrVWlWgkG9cW1e3o8tX0zPPOy9ujd1kMq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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59849cf90>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"light skin\" - Reflectance Recovery                                       *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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SxSu3QKKyMpCQJElSjTB/ftIT4uGHk6kaDRvC1VfDL38J9eqluzpJ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       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984f72d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zZs9bq2P55/0jsnRZUzq0a5c37v+6tSoD8HIQ9AGA16QeXbu0/HnO/IXZpLkr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\nok9EREREREQkIv8Dv/cOxauYZgAAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598006a10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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/NWFS7h89rnGny567rLiCNVSr1fJ/l12XuvqGbL1x/+y/07YrzDN52syc8ovz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\nVYsg/cvksRob0UOSlJSeUe1ju7Ypey8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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598350690>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cGcMfGJck2WqTDbPZ4PVXad0xjz+duQsWpkvnTjlk1x1XaV2ANUHoAwDvKmOe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\nctKBe77pthqWLMl3f391hj8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JkqTATu3VpZ3jnvfOxB0/rbyCQlnd3TR6QGiNHpuTd1MH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\nFPoAAAAAAJgIhT4AAAAAACby/z3Z2ZOtX6ieAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ddd250>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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/vKEhtz34ROOyB74x7du1W6fXAXi9EfoAwGblwaefy6+uvjVJsvfAHXLo3rut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\nS67JkIdHZsse3fKjf21jXG9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CP9DfT4PCesiQ9EnydrfbfLLR/e23q/Y18be6mE19bWR8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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d64dd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Tn5vwch5+ekyqJIfvtfZivFar5beX3piF9Q0ZsFnfpjsWrA/PTXg51971YKok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\nT0rTO5/suKmxAADgbZ07+im8Pq672g8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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cfa990>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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kQdmnb5/U1Nbm4iuuyd1DnsmiJW9/5duMOfNy/xMj8qWf/TG3Dnpirfdh1+WX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\nO7RP6+q37wfv0untSL1r8PB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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c8f590>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5l+a/fv3nLGxoyKa9e+Z7n3jPCvMeu/+bssu2W2ZhQ0M+e9Yfc9XdD2bOUvdw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\nf1VVZeu+G2XEc3Nz/8hnWg3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y/YnX5+qDVaVzPfHYCc2yF+yhbub667+25fpnm3dqtkVy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\nLIRCHwAAAAAAC/kfbuQK/uCO/FgAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c588d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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nM3f+gsblk6fPyu0DB+dLP7s819/z8FqPoVePrkmSex97tslJ/Nq1aZ1de2+d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\nQqEPAAAAAICJ/D+5jYYo1uKRawAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597da9550>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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4qCcz4ZXXUiXZd6dtVmlbAN5sQh8AeMubOWdu7n386Xzn/MvztV//NfMXLsxG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\nQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e6acd0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"blue sky\" - Reflectance Recovery                                         *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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b5cgK7bqHH46CiiOPhA4dEl2NiLarfe/s9yhTvAzDZgyj3+h+0YkggNtug1tu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\n6E9/ihtqbqGyGmzWj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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598543410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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PPJXhxx6/7+uufXZO27ds2O/8AF4sDt0HAF6R+vYb2P3ntu1bu/+84LH7kzTO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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f06cd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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wMEsevy/XfP7Tuebznz7kSxrq6xty8sXvSpIsePCWPPPgzenoaE+SbFy5OPdc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\n5stp2b0zU08+L29417/qeRV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qi2QYo68BAHAz1ZWdUU9n24TX3XHd3b4sYdnkEo7xcb1g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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f06710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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taUrD7s5vs9i9R8+u7NxLe1l19f0AvHaqw53+VVVV7VN/efNx3B0A4LXSPUd+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\nY0Oam/Ye8NrDknTwBUAHr12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uu8Mph9MpX1dn5Ms1WhOb2Aw1N3jU3BC6Yml3OGV3OPqt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\nTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597daab90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zbVJamhp3v96wdVPmzZicn//7/8xLTz+432M46tgRSZKFM5/u8iZ+9b375Njj\nx6ZWSybd++2sX70sSfsp4CsXzcovvvfFA/3YXevmjIJ9mTf9idx26y257dZbDuqShp0tzXvdzLB1\n584kSevOnWls2LZ7+qsfQ5ckj91zW2679Zb86Guf7/Ta6mXz89CdX09ra2vGnHZBLn/vJ/d7TPNf\neDKP/OSbWTb/hb12vjQ3NmTOtMfyy9u/nLbW1vTtPyhnXHRDp+VPPveqDDji6LQ0NWbiHf+UTetW\nJUlamhrzzEN3Zsmcaamq5Lwu7tb/i+9+MS88eX82rVu1+wkOtVot619emgd//PUseunZJMlZl7xr\nr8dAAhwubsYHALylrF6+ID/46n9NktRSS0tT015hXVVVxpx2Xi5912/t9Wz0XerqeuTaD/9hHr7r\nn7N62YI88YvvZvJ9302vPv3SurNl913WqyoZMeb0/R7XSRMuz4IXn86iWc9lydzn07ffwFR1dRky\nYmyuufmWJMlF1300993+pWxcsyL/59/+e3rW90qtVkvrzpb06dc/l7/nk3nwx//8er6evDDlgcye\n+ug+5qhy0Q0fzdjTLuj8SnVw7znjyV/m+Un3dpq+ZM60LJkzbfefx591Sa646Xe7GVbnN5/66M92\n/++xctGs/PAf/7SbEXT+TLVaLYtmPZdFs55L0r6jpa6uLk07Xon+AUccnWs/9Afp029ApzX27Fmf\n6z782fzy+1/O+peX5iff/JvU9+6Tnc2NqdXaf8/Ou+bmjBhzWqdlt21en2cevivPPHxX6urqUt+7\nb3a2NO/+Pa2q5NTz33Fo7jMAcBCEPgDwllCl4xr4ttY0Nmxtn1a1R1T/gUfmyCHDM2TE2Iw7/cJu\nn6u+S9/+A3PjJ/5bFr70TBa+OCXrXl6a5h3bU9ejZ44cPDRDho/JCePPygnjJ7xqDN3H8LDRp+Ta\nD/1BZj7zYDasXtZxundtr2uwh4wYk/d+8s8zbdLdeXnpvOxsaUrfAUfk+LFnZMJlN+4++nuwqqr9\nkW2tHY99606nMw4OtvB3Lb7fq+g8U9XFtF1qe6y3ace2fa751Z9p2KiTc+5V78ua5QuyecPLaWrY\nlpbmpvTtPzBHHTsiI8dPyPgJl+/z0XhHH3d8bv7M32b65F9k+fwXsn3rpvTpNzCDh4/JGRde1+1p\n9xdc++GsXPRS1q1cnIbtm3f/bg0cPDTHHn9iTj7nigwZPmafnwfgjVR1d0OZJKmqqvbJv/zWYRwO\nAPBG6ZELBTR7AAAgAElEQVTXF5kAwFvLbbd+JrVardMeVdfoAwAAQEGEPgAAABRE6AMAAEBBhD4A\nAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABTkbR36d37tz/KdWz+dl5fMOeBln3/s/+Q7t346\nj99z2xswsreG79z66Xzn1k9n2+b1b/ZQAOA1/ehrn89tt96SVQexXZ/62N257dZbMume//0GjOyt\n4bZbb8ltt95iu/4GWrVkTm679Zb86Guff7OH0kljw9Z890t/nDv/+S9Tq7W92cN5U9Vqtfzkm3+d\nf//iZ7Nj25Y3ezjwltTzzR7A61VVSarXsfwhG8lbU1X6BwSgKFWVVK9r41X2hq+k7frOlqbMef7x\nLJkzLZvWrkhz447U9+6bvgMGZdBRx2bYqJMzfMxpOWrI8MM/uC6+6CVzpmX96mUZNurkDBt18mEf\n0rRJ96SlqTEX3/CxVNXex+pamhuzavHsrF25OOtWLcm6VYvTtGN7kuSDv/93OeKYoa+5/jUrFmTm\nlAezetn8NO7Ylt59+mXI8DE59YJ3ZMSY0/a57LbN6/PiUw9k+cIXs33LxvToWZ8jBw/PiWdekpPP\nuWKf/023NDflpWcfzuJZz2XLhtWp1doy4IhjMurkc3PmJe9Mr959Oy1TVVUmXP6ePPqzb2XapLtz\n6bv/w2t+Pvh187YP/VrtzR4BAHCo2K7/etiyYU3u/+FXs3XjuiTtXd2zvndqba3ZvG5VNq1dlaVz\np+fo447P+z/914dtXD3re+WIY45L/0FHdXptydxpmT/jqVRVddhDf8vGNZkz9bEMOmpITjzz4k6v\nr1w0Kw/d+Y1O0/d3x9CMyffl2Ud+2rFMlV59+qVpx/YsnTcjS+fNyITL3p3zrr65y2VXLHopD9/1\nL2lpakxVJfW9+6Z1586sWb4ga5YvyOLZz+b6j/xRevSs77Tsts3rc/8PvprN61cnaf/+6+p6ZNO6\nl7Np3S8y/4Unc+Mn/jQDjxzSadmxp12Y5yfdm7nPP57TL7xuv3ZmwK+Tt33oAwDw9tHW1poH7/x6\ntm5cl34DjsjZV9yUsaedn159+iVJmnZsz+rl87N49nPZsmHNYR3bkOFj8sHf/++H9T33x0vPPJy2\ntraMn3BZp6P57ar07T8wg4eNzuDho9NvwJF54hff3a91L537/O7IP+nsy3P+NTenT7+BaWluzMyn\nH8y0x+7O9Cfuy1FDRmTs6Rfutey2LRvySEfkH3v8uFx24ydy1JDhaWtry9K50/L4z/89KxfNzlMP\n/DCX3fiJvZat1dry0J3fyOb1q9NvwBG54qbfyYixpydJ1q1cnEk//3Y2rlmZiT/6Wt7/6b9JXd3e\nn7uqqow/69I8+8hP89IzD+eSd/3mfn6b8OvhbX2NPgAAby8rF83KprWrUlXJdR/5bE4598rdkZ8k\nvfv2z8jxE3LlTZ/Ku3/rv76JI+3GYT7tZOfOlsx/4clUVTLujIu6nGfkSWfl43/y5Vz/0T/KOVfc\nlOFjTt3v9U997O4kybHHj8vl7/nt9Ok3MElS36tPzr78vTnxrEuTJM8+8pO0te19b4CZUyamuakx\nvfr0zfUf+ezuyyzq6uoy+pTzcvENH0uSzH3+8Wxe//Jeyy6dOyPrX16aqkqu+I3f3R35STJ4+Ohc\n+6E/TF2PHtm0dlXmTX+iy7GP7fg+Fsyckp0tzfv9meHXQTFH9LdtXp8Zk+7JioUvprFha/oNODKj\nTj0vZ11+U5fX9nS7nk3rctfX22/A8sm//Lcu53l5yezc/70vZcARx+SDn/2fXc6zcc3yvDTlgby8\nZE4atm1Kj5717XtCz7wk48++InV1PQ74M768ZE5mP/tQ1q5YmMbtW9Kjvlf69BuYI4cMz/Hjzsr4\nc67c7+sat21en4nf/3K2bFiTYWNOzbgzLsnj99yWvv0H5UN//KVOe013WbV4dh64/UvpWV+fj3zu\nK6k/gO8WAPbXts3r8/yke7Ni4cw0NmxN3wFHZPSp5+Xsy997QNv1rZvW5cdf/4skyaf+8l+7nGfV\nkjm573tfzoAjjs5HPvs/upxn45oVeXHKxKxaMjs7tm1uvwZ5yIiceObFOensyw9qu75qyZzMevbh\nrFmxMI3bt6ZHfa/03b1dP/M1r23e07bN6/PL738lWzaszfAxp2bcGRdl0j3fTt/+g/LRP/7/9rld\nv+/2r6RnfX0+/rkvp753nwP+HAdq45oVSZI+/Qdl8LBR+5y3q9O9H7vntsyf8VTOueK9mXDZjZnx\n5P1ZOHNKtm5anz59+2fkyWfn3Cvfl959+ydpPzo8ffIvsmb5gjQ37chRQ4bnrEtvzOhTzu207q5+\nF3ZN22XapHszbdK9ey235+/W1k1r88KT92fl4lnZvmVjkip9+g3IwCMHZ8S4M3Ly2VekT78B+/dl\nJVk6Z1qaG3dk8PDRGXDEMV3O0/VR/tfWsHVTNqxeniQ5/cLrupznjIuuz7zpk7N9y4a8vHROho9+\nZSfC8gUvJknGnX7R7u97T+POuDhPP/jjNDZsy4IXp+Tcq963x7IvJEmOGDysy3sADDpqSEaOn5DF\ns6dm/gtP5uRzrug0z4BBR+fYEWOzZsXCLJkzNePO6HxZA/y6etuHflUlWzesyaN3fSONDdtS37tP\n6urqsm3z+sx86oEsm/t83vWJ/yt9BxxxwOt97Zm6njzrmYfyzMQfpFbruOasV5+0tjS/cq3SS8/k\n2o9+Lj3re+33eOZOfTRP3vfd3WPrUd8rqdWybdPabN24NsvmTs+4CZelR4/X/p908/qXM/H7X872\nLRsz8uRzctXN/zG1Wi1PT/xBGhu2ZMWCF3LC+AldLjt/+qQkychTzhP5ABxyVZVs2bA6D9/1L7u3\n61VdXbZt3pAXn5qYpXOfz42f+LP0e0O2613P9NIzD2fKxB/utV3fucd2fdFLz+T6j/7xAW3XZ099\nLJPv+97ut921Xd+6aW22bFybpXOnZ/yES/d7u/7L7/9Dtm/ZmFEnn51rbr4lbbVapky8I40NW7J8\nwQsZ2c12fW7HkdJRp5x7WCI/ye6/PzXv2J7WnS1dxvz+aG1tzX23fyWrl81Pz/r6VFWyfeumzHr2\nV1m9bH7e+8nPZ/mCF/Krn/1bam1tqe/dJ22tO7Nu1dI8fNe/5Or3f7rTqeivjPGV34UePXqmb/9B\naW7akdadLenZq1fqe3X9Xa1btST3fe9LaWluSlUldXU90rNXrzRs3ZjtWzbm5aXzMnjoyL2OXr+W\nlYtmJUmOHTF2/7+c/bRty4Yk7R/3iGOO63KeQUcdm6pqP5Fh5aJZe4X+ridAdLdsVVUZdPRxaWzY\nlhWLXtor9Ldtbn/vI47u/tr6Xetds2JhdrY0d/nf2JDj20N/5aJZQh/28LYP/VotefahH6VPv4G5\n5sOfzbHHn5harZZl86bnyZ9/O1s2rMnj93wr13/8vxyW8SydMzVPP/CD1PfukwmX35QTJ1yW3n0H\npK11Z1YtmZ2n7/9+Xl4yJ89M/GEuufG392udO1ua8sxDdyRJxp99eSZc8b7dN4lpbmzI2hULs/DF\nJ/frPsPrX16SB3/wD2ls2JaxZ16cy2/61O69wGNOvzhznnsk86c/3mXoNzftyNI5U1NVyfgJl+/f\nFwIAB6BWS55+6M706Tcw1374D3LcHtv1x3/+79myYW0m3XNb3vnx/3xYxrNkzrQ89cAP06t3n0y4\n/L05acJl6d23f8d2fU6evP8HWbVkbqZMvKPTNcjd2dnSlKcf+lGS9muiz7nipt3b9aaO7fqCF5/a\nz+360tz/g6+msWFbxp15Ua686XdTVXWpS/tR1lnP/Srzpk/uMvSbm3ZkScd2/aTDuF0fPGx0kvZQ\nn3zf93LxOz/ebTjvy+ypv0rPnr1y/Uf/KCeceGZqtbYsmzcjj959WzasXp5nH/lJ5s2YnBPPvCTn\nXf3+9O0/KI0NW/P4z/89S+dOz5QHf5TRp57f7dkOuxx7/Lh8/E++lEn3/O/Mm/Fkzrz4nTnnipu6\nnPeZh36cluamHDtibC5592/lmONOSNJ++v2mtSuzYOaUAz5Q8vKyeUmSIcNHH9By+6Pa47es1tb1\nI/tqtdruqxU2rV3ZaQ275ulOra01SbJ53aq9l6x2rb/7RwXuvlSg1pZN61Z1eQbIkOFjkrzyPQHt\nirhGv611Z6772H/OscefmKR97+HIk87OVR/4/STJyoUvZc1h+I+/ra0tT0/8YaoqufoD/ymnX/zO\n9O7bfmpWXY+eGTH2jFz3sf+cnvW9Mn/649mxbfN+rXfjmhXZ2dyc+l69c8mNn9zrTrC9+vTLiHFn\n5Ir3fSZ1r7HXf82yebn/e19MY8O2nHzeNbniNz6916leJ53dfkrU8vkz0tiwtdPyi2c+nZ0tLRlw\n5JAMHXXKfo0dAA5UW+vO3PCxz+W4V23Xr/nAf0ySrFg4K6uXzX/jx9HWlikT70hVJdd84Pdz5sU3\n7D49uX27fnpu+Fj7GXrzpj+Rhv3erq/cvV2/7MZP7LVd792nX44fd0auet+nX3O7vnrZ/Nz3vS+l\nsWFbTj3v6lz1G7/3qu16e7x3t11fOPOZju364MN6F/lho07O0FEnJUnmzXgyP/jHP83EO/4pzz9+\nb5YveDHNjQ37tZ6Wph25+ubP5IQTz0zSfvr6yJPOzpkX35Ck/UyMwcNG5/L3/Hb69h+UJOnTb2Cu\nfv+nU9+rdxq3b8ma5fv/e1TLa1+bv2bFolRVctENH90d+UnSs2d9Bg8blYuu+8gBHZlvaW7Mlg1r\nUlXJkYMP/WMGd10KUKslm9a9OuLbbdoj0F/9Oz7wyPblN3baAdCura01Wza231CxpbkxO1ua9njv\nwZ3W391712rJju1bupznqI7vZdumdWnaz98d+HVQROiPOvWCDDyq82M3ho46JccePy5Jsnj2c2/4\nOFYvmZ3tmzfkyCEjMrybU7IGHjUkg0eMSVtbW15eMnu/1rvrBjVtba1path2ECOrZcWCFzPxB1/J\nzubGnHnpu3Pxu36r01xHDx2ZY4aOTFtraxa++FSn1+fPeDxJMq7jpiwA8EYYc+r5GdTFdn3YqJMP\n63b95SVzsq1juz5ibNfPER901JAM2b1dn7Nf6+3Vp/2IbltbaxoParvefm30/T/4h7Q0N+asS9/V\n5R3Hj+nYrre2tmbBi1M6vT5vRvtp++PfhO369R/+bE486+JUVZWdzc1ZNv+FTH307jzww/+V27/y\nJ7nve1/Ksvkv7HMdQ0aMy9CRJ3WavutGdFWVTLj03Z1e71nfO0NGjE2t1n2gHqxevfukVksatu7f\nTp/XsmP7KztouroG/vXqO2BQjj52RJLkxacmdnlk/oUnf7n755bmxr1eG95xbf3CmVPSsHVTp2Xn\nTJuUph2vxHdL0yuhv+u/qS0b1mTJnGmdlt24ZkWW7/E78Or33mXPGzk2drMzAH4dve1P3U+SofvY\nC33cyJOzZvmCbHh56Rs+jjXLFyRpv7bwjq92f0phS1P7/1G136DltQ06+tgMOvrYbNmwJr/4zv+b\nU85/R0aMO3O/nxe6+KVnM+3Rn6bW1ppzr/lgzrik80Zvl/HnXJn1930v86c/ntMuvH739E3rVmbt\nikWp6upy4lmX7df7AsDB2Nd2fejIk7Jm+YKsP8zb9R98tfu7vze/ju36vd/5+5x2/jty/Lgz9nu7\nvuilZ/Pcoz9Lra01513zgZx1ybu6nffkc67I5Ptuz9zpT+x1s7VN61bt3q6/GaFf37tPrrzpUzn3\nqvdnyeypWb1sXta9vDTbN69PrZasWjI3q5bMzRkXXZ8Lr/twl+vYFaivtuuu8Uly1JCu59l1hH9/\nzx7YX8efeGbmTZ+cx+65LaeuvDojTzo7g4eNOqibNSbZ6wDPnkF7KJ19xXvz8F3fzPrVy/LwXd/I\nuVe9P0ccfWwatm3Oi089kEWznktdjx5pa23tdHPI9hv1PZGW5qbc/8Ov5uLrP5Yhx4/LzuamLHrp\nmTz90J27l02y170PRp40IUcfd3w2rF6eSfd+O81NOzLqpLNT16NnVi2enSfv/36qurrUOpbt7saU\ne+4AaWzYlm7uVwi/dooI/X4Dj9rHa0cmSZenrB1qO7a178ls3bkzba37fr+qSlp37t9jQKqqLle+\n/5Y8/OOvZevGtXlm4h15ZuId6d23X4aObr9j/gknnd3lsrVa8tzDdyZpv75/X5GfJGNPvyjPPnhH\nNq1dkfWrluSYjmuh5k9vP5o/fPSp6T/o6P0aNwAcjF3b7n29dji267tOU27duTON+7Fd33kA2/Wr\n3/+ZPPTj9mfJT5n4o0yZ+KP07tsvw0afkhPPuCQjT+r65nm1WvLMw3claT81f1+Rn7Rfp//0gz/K\nprUrsm7Vkt3XOM89yO366uXz8/Cd3+jqU+U3PvUXB/x3hAGDjs7pF163eyfEti0bsmT21Dz/+M/T\ntGN7XpwyMUNHjs/ILv6e092Nlve8fKHvgEFdz1PXHo1tHdePHyoXXvvhbF6/OmuWL8iMyb/MjMm/\nTI+ePXPs8eMy5pTzcuKEy9LzIG8++EYZfcp5OefKmzLtsXuyZM7zWTLn+b1eP37cGenRs2eWzHm+\n086GAUcck6tvviWP/PSb2bhmZe67/St7vT7wyMEZc9oFmTH5viRJ7z6v3J+gqupy7Yf+U+7//lez\nZePaTLrn25m0x7I9e/XKBe/4YKZMbL+fRa/eb8yODihVEaH/VrHrdKeRJ5+Taz70h4d03ccMG50P\n/MHfZ8ns57Jy0cysWTY/2zatzZJZz2XJrOcyYtwZ+f/bu/OgKO88j+Ofh6ahuTxQQVQOBQEPBAze\nYqIm5hg1k2PjVJItZ7KZbG0qs39sZmqzO7upPSo1SdXUTModMzNVM1OZbCoxmjjjJCZZg0aN0Qge\nHCKKNCDQIKAigpx97B9N94B0EzAasH2/qvynn+fp59cN8u3vr3+/73ftpn/02V5l5rzFqirNl7Xk\niOJTs/1W1Jckc2iYkuYsUkXxYVUUH9KkuEQ5nQ5ZS45IklKyKMIHALgzeIqEJaZlae3jz9/U554c\nl6jHnn9F58+ckK2qVE21VrVdaVZ12QlVl53QjOT5um/TCz7j+qx5i1RZWqCKkiNKSM30W1Ffcn9z\nPnPOIp0rPqxzxV9qsjeuu7fopWaNbJWe0+FQ57U2nw0KhirINlyexH9GSoZ2/e6/Ze/tUXnRlz4T\n/bEoNCxC6zf/s+qrylRzrkiNtRW63FSnhuqzaqg+q5Kje/TQ0z8ZUJdhyOfr14avu/PaiFpLjkR2\n7gZNnzVXZ04c0KWGGvX2dClywmQlz1us1KxcffL2zyW5V6NcLz4lQ48+9586XbBPF2rOqqujXaFh\nkYpPydD8pet06uhnkqSIcdGD6k5ETZiih599WWdO7FdtRYnaWy8p2ByimOnJyli6zjvZZhi+7y25\n3xePkbQtBAJdQCT6HW3+l8p59gv1X8Y1FKNf5VWHw+6zrU1PV6fPaz0zy55WIzebKdisWfOXalZf\n65D2KxdVfvKgTh35WDbrKZ09vl/pOWsGXGMY0sLVj8kSMU5l+Xk6sPPXWv34C5qePN/vfWZnr1JF\n8WFVleYr595NsllPqetam0LDI5SQmn1LXhsAAB6+9vpef2y4cT1oDMf14GCzkucvUfL8JZKktisX\ndfbkFyo58onqrKd05vgBzclZPeAaw5ByVj+qsIhxKs3fq893/lZrH39eM4aI66nZK3Wu+LAqSwu0\n+N4nZLOeUue1NlnCI5Q4wgQ6LjFtQM/4W2V8dKxi41Nkqzytq5cbb/n9brZpM+d4awV0d3WouuyY\njn3+J/cKjrz3tKavYPTXCYv46+95d0e7oiZMviXjlaSY6cmKmZ486HGn06nLTXXec3yJHD/J7xYL\nzzabKX6KEJpDQpWx9H5lLL1/0LHaimJJkiV8nN/X3t3VL9GP8L2CA7gTBUQxvsYhit801riPTZqa\nMKzn6r8k6Vpfb9HrXWyo8vn4lL4/flea6oacfLhZIidM1sLVjypprrsHbGNtud9zF9/3PaXddY8c\ndrs+f3+rGqrL/J4bMyNF4yfHqbvzmmrPnvQu2581b8nXVgAGAOCbunDefzy7UOM+9m3EdU919JYm\n25CTDzdL1ITJyln9iGbOXSRp6HZhS+7bpPS77pbDbtfe93+t+iHieuyMFE2YPFXdndd0/uxJlRe5\ni/CN9bju6Zk+VsZoeD42j3DlQqglXGnZq3TXPY9Ikhprht8Jyhxi0fhJse7CgX6q4t9qNusp9XR1\nyhQcrKT0u0Z0bVdHu+qrTktybyMZqcrSAknSrPmL/Z7T0myT5P5cHHqL6hgAt6OASPSrywrUdqV5\n0OMXas6qqc4qw5AS5+QM67nMIRZFTpgkl0uqLR9cAbSro13nCr/wcaUUN3OOIsZNlNPp1LG9O4a8\nT/9lRl/H6bAPedzz7YTDPvR5Sx94WrO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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cc86d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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h4WzfuuHAXRH21e7Ja7Oeyn13fzmNDQ0ZPf7ijB5/0RHfm6XzX0xjQ0Oqqqpy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\nACby/6mjBTCuYOY2AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f98290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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4N5OfvHufxxfOfiELZ7/Q9vOBzoPf33OfetblWf3aK5k15YlMfPjHee5Xd6RT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\nKWdfkcs+dNMeh3qN3nlI1JJ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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e42750>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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lZU9zevbum0vf+xt58I5/eT1vT16cdk/mP/vwYZaocsG7fynjTj+/4zNHeAr6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\nYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d85c10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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9c9H7fyP3/ORvXs/Hk1lP3pkXn7n/AEtUOe+9n8nYU87e95nDnEb+3BO35ZlH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\nrkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597dc9e10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5t5795MRMfeTHSZJL3v7RjB1/RRdeRYDjR+gDAK8pq1cszHf+5veTJLXUsnvX\nrv2ujl9VVUac85Zc9o5f6fTe6HV13XLdhz6bB+78alYvX5jHfvZvefyef0tjj15p2bM7e3bvbl9P\njuh86rHjr8yiZ5/MkjnPZOn86enZ64RUdXXpP3hUrr35U0mSi6+/Jfd860vZuGZl7vrnv0h9Q2Nq\ntVpa9uxOj169c8W7fj2/+ME/vJyXJ7Om3Ju5Ux86xBxVLn7bRzLynAsPfKQ6um3OnHxPpk/6yQHT\nl86blqXzpu37fsz5l+bKmz5xsGEd03XXaq1ZMueZLJnzTJK2N1rq6uqya+cvj7joc+Kpue6Dn06P\nXgf+nKx/cXke/ck3kyTd6uvT0Ng9u3c17Tv9oqqqnHPRdRl/+bsOWHbKxO/vm2f6pLszfdLdnT+5\nVHnPJ76Q3n1POcjjAK8MoQ8AvCbs7cBaa0uadmxtm1bVpaF7z/Q+4aSc1H9w+g8ekVHnXnzYT6R7\n9j4hN37sD7L4uaey+NkpWffi0jTv3J66bvU5qd/A9B80PGeMGZ8zxox/yRiqg8bwwOFn5boPfjqz\nn/pFNqxe3n6BtlpOOKn/vnn6Dx6Zd3/8jzNt0o/z4rIF2bN7V3r2OTFDRo7L+Mvf1aVDxg+ubWwt\nu5vTsrv5kHMecNvAowz8Dlvu4psEB850uMWOdt0Dh52VN1393qxZsSibN7yYXTu2ZXfzrvTsfUJO\nHjA4Q8dMyJjxVxxwhEGS9D7hpFz7/t/KC0vmZN2qJdmxbXN27dye+vqG9D319Jx2xpiMHX9F+g0c\ndvDRVElS2/ezejAHu6YDwCupOtR/fKqqqn38C18/jsMBAF4p3V7OJcgBgNec22+7NbVa7YC3S12M\nDwAAAAoi9AEAAKAgQh8AAAAKIvQBAACgIEIfAAAACiL0AQAAoCBCHwAAAAoi9AEAAKAgr+vQ/+Hf\n/2G+eduteXHpvCNedvojd+Wbt92aR+++/RUY2WvDN2+7Nd+87dZs27z+1R4KABzW9//+j3L7bZ/M\nqqPYr0995K7cftsnM6ng/frtt30yt9/2Sfv1V9CqpXNz+22fzPf//r++2kM5QNOOrfm3L/1OfvjV\nP0mt1vpqD+dVVavV8qP/86f51y9+Jju3bX61hwOvSfWv9gBerqpKUr2M5Y/ZSF6bqtKfIABFqaqk\nelk7r7J3fCXt1/fs3pV50ydl6bxp2bR2ZZqbdqahe8/07NM3fU8+LQOHnZlBI87Jyf0HHf/BdfI6\nL503LevvtXedAAAgAElEQVRXL8vAYWdl4LAzj/uQpk26O7t3NeWSt300VbX/Z3W7m5uy6vm5WfvC\n81m3qu3Prp3bkyQf+O3/nhNPPf2w61+zclFmT5mY1csXpmnntnTv0Sv9B43M2Re+NYNHnHPIZbdt\nXp9nn7g3KxbPzvYtG9KtviEn9RuU0eddmjMvuOqQv9O7m3fluafvz/NznsmWDatTq7Wmz4n9MuzM\nN+W8S9+exu49D1imqqqMv+Ldefg//jnTJv04l73zY4d9fvBG87oP/Vrt1R4BAHCs2K+/MWzZsDr3\nfvdvsnXjuiRtb2DUN3RPrbUlm9etyqa1q7Js/vScctqQvO/WPztu46pv6J4TTz0tvfuefMBjS+dP\ny8KZk1NVdcc99LdsXJN5Ux9O35P7Z/R5lxzw+AtL5uT+H371gOldfWNo5uP35OkHf9S+TJXGHr2y\na+f2LFswI8sWzMj4y2/Mm6+5udNlVy55Lg/c+bXs3tWUqkoauvdMy549WbNiUdasWJTn5z6dGz78\nuXSrbzhg2W2b1+fe7/x1Nq9fnSSpb2hMXV23bFq3KpvW/TQLZz2eGz/2BznhpP4HLDvynIsyfdLd\nmT/90Zx70Q1dejMD3khe96EPAMDrR2trS37xw3/I1o3r0qvPiZlw5U0Zec6FaezRK0mya+f2rF6x\nMM/PbfuE93jqP2hEPvDb/+O4brMrnnvq/rS2tmbM+CsO+DR/r569T0i/gcPTb9CI9OpzYh772b91\nad3L5k/fF/ljJ1yZt1x7c3r0OiG7m5sy+8lfZNojd2XGYz/Lyf0HZ+S5F+237LYtG/Jge+QPGDIq\nl9/4azm5/6C0trZm2fxpefSn38wLS+bmifu+m8tv3P9T91qtNff/8KvZvH51evU5MVfe9BsZPPLc\nJMm6F57PpJ/+SzaueSETv/+/8r5b/zx1dfs/76qqMub8y/P0gz/Kc0/dn0vf8f906fnCG4XQBwDg\nuHlhyZxsWrsqVZVc/+HfSb+Bw/Z7vHvP3hk6ZnyGjhmflj27X6VRHsJxPuxkz57dWThrcqoqGTXu\n4k7nGTp2fIadecG+77duWtfl9U995K4kyYAho3LFu35t3/SGxh6ZcMW7s3XTuiyY8ViefvDODD/7\nLfsF9+wp96V5V1Mae/TMDR/+bLr37JMkqaury/Cz3pw9u5vzyI9vz/zpkzLu4v0/dV82f0bWv7gs\nVZVc+Z5P7Hd6QL9Bw3PdBz+bH/2fP82mtauyYMajOfOCqw4Y+8hxF+fpB3+URbOn5MLrPpT6hsYu\nP28oXTGhv23z+sycdHdWLn42TTu2plefkzLs7Dfn/Ctu6vTcnoOuZ9O63PkPbRdg+fgX/rnTeV5c\nOjf33vGl9Dnx1Hzgs/9/p/NsXLMiz025Ly8unZcd2zalW31D2zuh512aMROuTF1dtyN+ji8unZe5\nT9+ftSsXp2n7lnRraEyPXifkpP6DMmTU+RlzmHOg9nuem9dn4re/nC0b1mTgiLMzatylefTu29Oz\nd9988HNfOuBd071WPT83933rS6lvaMiHf/craTiC1xYAumrb5vWZPunurFw8O007tqZnn5My/Ow3\nZ8IV7z6i/frWTevyg3/44yTJJ77wT53Os2rp3Nxzx5fT58RT8+HP/lWn82xcszLPTrkvq5bOy872\n/fpJ/Qdn9HmXZuyEK45qv75q6bzMefqBrOmwX++5b79+3mHPbe5o2+b1+fm3v5ItG9Zk0IizM2rc\nJZl097+kZ+++ueVzXzzkfv2eb3059Q0N+ejvfiUN3Xsc8fM4UhvXrEiS9Ojd94DIf6nODvd+5O7b\ns3Dm5Fxw5U0Zf/mNmTn551k8e0q2blqfHj17Z+iZF+RNV71nX3Sue+H5zHj8p1mzYlGad+3Myf0H\n5/zLbszws950wLo7+1nYO22vaZPuzrRJd++3XMefra2b1mbW5J/nhefnZvuWDUmq9OjVJyec1C+D\nR43LmROuSo9efbr2YiVZNm9ampt2pt+g4elz4qmdznOwT/kPZ8fWTdmwuu3f49yLru90nnEX35AF\nMx7L9i0b8uKyeRk0/Ox9j61Y9GySZNS5F+97vTsaNe6SPPmL76dpx7YsevaJvOnq9x2w7In9BnZ6\nDYC+J/fP0DHj8/zcqVk4a3Knod+n7ykZMHhk1qxcnKXzpmbUuANPa4A3qtd96FdVsnXDmjx859fS\ntGNbGrr3SF1dXbZtXp/ZT9yX5fOn5x0f+6P07HPiEa/38DN1PnnOU/fnqYnfSa3Wfs5ZY4+07G7+\n5blKzz2V62753SN613H+1Icz+Z5/2ze2bg2NSa2WbZvWZuvGtVk+f0ZGjb883bod/p908/oXM/Hb\nX872LRsz9MwLcvXNv5VarZYnJ34nTTu2ZOWiWTljzPhOl104Y1KSZOhZbxb5ABxzVdV2/vYDHfbr\nVft+/dkn7suy+dNz48f+ML2O4379uaceyJSX7Nf3dNivL3nuqdxwy+eOaL8+d+rDefyeO/aNbe9+\nfeumtdmycW2WzZ+RMUewX//5t7+S7Vs2ZtiZE3Ltzb+V1lotUyZ+N007tmTFolkZepD9+vwZjyZJ\nhp315uMS+Un2/WM079yelj27O435rmhp2ZN7vvXlrF6+MPUNDamqZPvWTZnz9INZvXxB3v3xP86K\nRbPy0H/8U2qtrWno3iOtLXuybtXSPHDn13LN+z55wKHovxzjL7/s1q0hPXv3TfOunWnZszv1jY1p\naOz8tVq3amnuueOL2d28K1WV1NV1S31jY3Zs3ZjtWzbmxWUL0u/0YfsOUe+KF5Y8lyQZMHhUl5fp\nqm1bNiRp+yc52DnufU8ekKpqO5DhhSXP7Rf6e+8AcbBlq6pK31NOS9OObVm55Ln9Qn/fsqcc/Nz6\nvetds3Jx9uxu7vR3rP+QttB/YclzQh86eN2Hfq2WPH3/99Oj1wm59kOfzYAho1Or1bJ8wYxM/uk3\nsmXDmjx699dzw0d//7iMZ9m8qXnyvu+koXuPjL/ipowef3m69+yT1pY9WbV0bp6899t5cem8PDXx\nu7n0xl87/ArTdlXap+7/XpJkzIQrMv7K9+67SExz046sXbk4i5+d3KXrDK9/cWl+8Z2/TtOObRl5\n3iW54qZP7HsXeMS5l2TeMw9m4YxHOw395l07s2ze1FRVMmb8FV17QQDgCNRqyZP3/yA9ep2Q6z70\nmZzWYb/+6E+/mS0b1mTS3bfn7R/9veMynqXzpuWJ+76Txu49Mv6Kd2fsfvv1eZl877ezaum8TJn4\nvQPOQT6YPbt35cn7v58kGTvhilxw5Xv27dd3te/XF3V5v74s97bv10edd0muuuk3UlV1qUvbp6xz\nnnkoC2Y81mnoN+/amaXt+/Wx4y/v6kvysu39FL+lpSWP3/NvueTtv3LQcD6UuVMfSn19Y2645XM5\nY/R5qdVas3zBzDz8469nw+oVefrBO7Ng5uMZfd6lefM1N6dn775p2rE1j/70X7Ns/vRM+cX3DjgU\nvTMDhozKRz//5Uy6+/YsmDk5513yjlxw5U2dzvvU/T/I7uZdGTB4ZC5956/m1NPOSNJ2+P2mtSuz\naPaUI/6g5MXlC5Ik/QcNP6LluqLjz1ittfNb9tVqtX1nK2xau6rTNRzqdn9717t53f7L7n3z7VDL\ntra27F1JNq1b1ekRIP0HjUjyy9cJaHN0x/m8xrS27Mn1H/m9DBgyOknbu4dDx07I1e//7STJC4uf\ny5rj8Mvf2tqaJyd+N1WVXPP+/5RzL3n7L89V6lafwSPH5fqP/F7qGxqzcMajXb7v58Y1K7OnuTkN\njd1z6Y0f3+9KsI09emXwqHG58r2fTN1h3vVfs3xB7r3ji2nasS1nvvnaXPmeW/c71GvshCuTJCsW\nzkzTjq0HLP/87CezZ/fu9Dmpf04fdlaXxg4AR6q1ZU/e9pHP57SX7Nevff9vJUlWLn4uq4/Tfn1K\n+3792vf/ds47YL9+bt72kc+nvqExC2Y8mh1HsV+//MZf22+/3r1HrwwZNS5Xd2G/vnr5gtzTvl8/\n+83X5Or3/OYR7dcX79uv98vA47hfHzjsrJw+bGySZMHMyfnO3/7nTPze32X6oz/JikXPprlpR5fW\ns3vXzlxz86dyxujzkrQdvj507IScd8nbk7QdidFv4PBc8a6Pp2fvvkmSHr1OyDXvuzUNjd3TtH1L\n1qxY2OVxd+XM/DUrF6eqkovf9pF9kZ8k9fUN6TdweC6+/pYMGDyyy9vc3dyULRvWpKqSk/od+9sM\n7j0VoFZLNq17odN5NnUI9B3bNu332AkntS2/cW3ny7a2tmTLxrYLKu5ubsqe3bs6bLvfAes/2LZr\ntWTn9s5/v07uNzhJ2+m3u7r4swNvBEWE/rCzL8wJJx94243Th52VAUPaDnN6fu4zr/g4Vi+dm+2b\nN+Sk/oMz6CCHZJ1wcv/0Gzwira2teXHp3C6td+9VaFtbW7Jrx7ajGFktKxc9m4nf+Ur2NDflvMve\nmUs6uTLpKacPzamnD01rS0sWP/vEAY8vnNl2eN+o8y87ijEAQNeMOPst6dvJfn3gcd6vv7h0Xra1\n79cPdqh135P7p/++/fq8Lq2343696aj2623nN9/7nb/O7uamnH/ZOzu94vip7fv1lpaWLOpkv75g\n5mNJkjHnH79P8/e64UO/k9HnX5qqqrKnuTnLF87K1Ifvyn3f/dt86yu/m3vu+FKWL5x1yHX0Hzwq\npw8de8D0QSPaDi2vqmT8ZTce8Hh9Q/f0HzwytVqyce3KY/OE2jV275Fare3c92Nh5/ZfvkHTvWfv\nY7LOjnr2OTGnDBiSJHn2iftS6+RCg7Mm37Pv693NTfs9NmhE2+/F4tlTOn3O86Y9kl07fxnfu3f9\ncvm9v1NbNqzJ0nnTDlh245qVWdHhZ+Cl295r7+9TkjRt39LpPPBG9Lo/dD9JTj/EvUxPG3pm1qxY\nlA0vLnvFx7FmxaIkbecWfu9vDn5I4d7/yG3fsrFL6+17yoD0PWVAtmxYk5998y9z1lvemsGjzuvy\n/UKff+7pTHv431Nrbcmbrv1Axl36zoPOO+aCq7L+njuycMajOeeiG/ZN37TuhaxduSRVXV1Gvwr/\nQwDAG8eh9uunDx2bNSsWZf1x2a+3fdq7ZcPqfOdvDn4KYPO+/fqGLq234379J9/8y5zzlrdmyBHs\n15c891Seefg/UmttyZuvfX/OP8R+/cwLrsrj99yR+TMey7kH2a+PeRXewG/o3iNX3fSJvOnq92Xp\n3KlZvXxB1r24NNs3r0+t1nahwlVL52XcxTfkous/3Ok6ThkwuNPpPXqdsO/rk/t3/in43k/4m5t2\nvsxnsr8ho8/PghmP5ZG7b8/ZL1yToWMvSL+Bw47qYo1JsqvDkRgdg/ZYmnDlu/PAnf8761cvzwN3\nfjVvuvrmnHjKgOzYtjnPPnFvlsx5JnXduqW1peWAi/61Xajv0exu3pV7v/vXueSGj6b/kFHZ07wr\nS557Kk/e/4N9yyZJOiw/dOz4nHLakGxYvSKTfvIvad61M8PGTkhdt/qsen5uJt/77VR1dam1L3uw\nCw52fAOkacfWLv8eQemKCP1eJ5x8iMdOSpJOD1k71na2H87UsmdPWlsOvb2qSlr2NHdpvVVVl6ve\n96k88IO/z9aNa/PUxO/lqYnfS/eevXL68LYr5p8xdkKny9ZqyTMP/DBJ2/n9h4r8JBl57sV5+hff\ny6a1K7N+1dKc2n4u1ML2i/UMGn52evc9pUvjBoCj0bX9+tF9En4k9h6K37JnT5q6sF/f08VbwVVV\nXa553ydz/w/a7iU/ZeL3M2Xi99O9Z68MHH52Ro+7JEMPsV9/6oE7k7Sd33+oyE/aztN/sn2/vm7V\n0n3nOM+f0fZp/pHu11evWJgHfvjVzp5V3vOJLxzx/yP06XtKzr3o+n1XfN+2ZUOWzn0m0x/9aXbt\n3J5np0zM6UPHdvp69OxzUqfr7BiEB7sYc9V+Xv6+c8CPkYuu+2A2r38xa1YsyszHf56Zj/883err\nM2DIqIw46y0ZPf7y1B/lxQdfKcPPenMuuOo9mfbIj7N03vQsnTd9v8eHjBqXbvX1WTpvehp77H99\ngT4nnpprbv6tPPjv/zsb17yQe7715f0eP+GkfhlxzoWZ+XjbUQHdOyxfVXW57oOfzr3f/uts2bg2\nk+7+l0zqsGx9Y2MufOsHM2Vi23WqjuRuG0Ahof9asfdwp6FnXpBrP/iZY7ruUwcOz/s//T+zdO4z\neWHJ7KxZvjDbNq3N0jnPZOmcZzJ41Lhcd8vnOn23c8S5F2XJ7CezaNbknDH2goNeUT9JGrr3zPCz\nL8zCmY9n4cxHc+rAYWltbcmiWZOTJKMnuAgfAG8Me/frw86ckOuO8X6938Dh+cCn/zJL507Nyvb9\n+tZNa/P8nGfy/JxnMmTUuNxwy+90ul8fee5FWTz7ySycNTlDx0446BX1k7ZPzkecfWEWzHw8C2Y+\nln4v2a+PPcL9emtLS3Zu39rpXQw6O+z7SLWF/w0ZMvr83PXPf5E9u5szf8ajB33j47Wme88+effH\n/2teWDInyxbMyOrlC7JhzYqsen5eVj0/L7Om3Jsbf/UP97suwyHX1+HohF07t79isXvBlTdl8Mhz\nMnfqw1m/aml2N+9Kn5NOzahzL87YCVfmnju+mCTpe8ppByx7xujz8v5P/UWee+r+vLhsfpp2bE33\nnn1yxujzMu6St+fZKfclSXr3PeWA606ccFL/vPfWP8vcqQ9l+cKZ2bZ5feobGjNg8Oicd8nb9l0T\noKo633bS9rrs1fFoDnijKyL0d2w9+CHwe88X6uovftXhyqstLXs6va3NwQ7z2vuu8d7bhRxr3eob\nMnLcJRnZfuuQbZvWZf60R/Ls5J9l5aJnM++Zh3LWW9663zJVlbzp2g+kR+++mfPkL/Lwj76Waz/4\n2QweNe6g2xlzwVVZOPPxLJn9ZN5y/S1ZuejZNG3fmu69/m979xoc1X3ecfx39qZFSEhIICECuoAQ\nElggYXGX8AXfY0jtuji13TpxPcl0mvZF4xdxO37RziR1Z9qJnRg3nWk6TtKxuYXaDsSxLa4mxkgC\nxEVcBLogaQW6ICEkVtJqL32xqx0J7QoJQwWH72dGb/acs+d/Vjv77HP2/3+eyUrPKbwt1wYAwKCx\nxfWx9SG3fK24Hpzefbvius1m19z7lmvufcslSd1X2nX26H6dOPiJmmpO6szhfcoremjYMYYhFT30\nrCZNjldV2S7t2f4LrX3ubzRrlLieU1iic8e/VG1VmZY9skGumpPqvdYtZ+xkZYwzgU7LmD+sZ/zt\nkpCUqtTZ2XLVntLVjtbbfr5bbWZWXrhWQH+fW/WnK1SxZ3twBkfpZj0cKhh9I5MmD0n03T2KT5x2\nW8YrBdv3RWrh5/f71dHaFN4nkriE5KhLLAaX2UyPcqzdEaP8FY+HiygO1Xj+uCTJGTsl6rX39w1J\n9ENLMgCYpBhfyyjFb1oagtuSZ6SP6bmGrn+Kttau/WJdxMcHP8CutDaN+iXlVolLnKYlDz2rzAXB\nHrAtjdVR91326Lc1//4H5fN6tWfbRl2sPx1135RZ2UqYlqb+3mtqPHs0PG1/zsLlN6wADADA13Xp\nQvR4dqkhuC15xsg2W5GMLa7XR3x8MKnpbHXdsuJqo4lPnKaih55V1oKlkqRLo8T15Y9+W7mhuL5r\n27tqHiWup87KVmIorl84ezQ8bf9Oj+uDPdMt1ptb336rGQr3gxvXcTHOWM0vXKP7H3xGktTSEP3/\nej27w6mE5NRg4cD2W1s4cKxcNSfl6euV1WZTZu794zq2z92j5rpTkqS5C5eN+9y1VWWSpDn3RT92\nsKBiXOI0xdymOgbA3cgUiX796XJ1X2kb8filhrNqbaqRYUgZeUVjei67w6m4xGQFAlJj9cgKoH3u\nHp2r/CLCkVJaVp4mT5kqv9+vil1bRz3P0GlGN+L3eUfdPvjrhM87+n4rnnhJ8wqK5fMOaPeWn4/a\nmmheqCVP1aHP5Ko5IcOQsheXjHnMAADcrLqocb06HNezbiKuN1RXjtje5+5RdZS4PnNIXC/7f43r\nwTXcN4rrq554UTmhuF665Z1R+4gPTtGvOvS5mkJxPWfxxCzH62xz3bDFcG9Ply7WB7sTDW1TN5Hs\noWnz0Vq4BQKBUdf8W0Nr8303+P9fL3X2PElSW3P9uI67FTx9bpXvDr73cxYXj3kmjRR8Pb767AP5\nvF4lpcwadeloJGeO7FP7xQuyORxauPSRqPu1Nwd/gJsxe2QHBuBeZopE32K1qXTTW+HquIGAX43V\nldr32/+QJKVlLVRKqBfvWGTmBe+kHz+wQ43VlfL7/ZKkNleNPn//3xSI8iFusVi1/PEXZRhSXVWZ\ndm99Rx0tjeHtPp9Xba4alZdu1vZ3fzTm8TSdP67fv/djVR/dP2z6oHegX9VH96m26pAk6Rtzok/b\nG7TyqZc1N3+lvAMe7dr0ltpcNRH3m5u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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598425990>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"foliage\" - Reflectance Recovery                                          *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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bN5g1CzbbrNQVSY6skCRJkqR27brrsudzzzWoUNlzZIUkSZIktXWvvQZ9+kDn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\nm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pQyIYSvhBDKQwiH1th+R2b7lTW2n5PZ/qnGrSmEEB4MIfy9sa9b5fqXhhC+WMv2Rq9X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\nD9jnWMOcSwlCAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984f7c90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AQIUIfQAAAKgQoQ8AAAAVIvQBAACgQoQ+AAAAVIjQBwAAgAoR+gAAAFAhQh8AAAAqROgD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\n65MAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ee1890>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Y9BcfGR7NkT3tOfD+saTKxM6YoUlnTcxbOCef+eVHpgVzQ2NDnv3GI3n52zsy\n0DeYt178IG+9+EGamhun7JRYumpRHvvi/TOu0nf+9U+mP1hLfvQnb0x56MqdI72X+rLzlX3Z+cq+\nVA1VmluaMjI89Wfr3ofvyv1P3T3zZwFwiwl9AOBToh6Co7XaxNHUqqpHVNu81ixaNj9LVy3Khq2r\nP/KIdOuclnzhN57M8X2ncnTvqVw405XBgeE0NFRZsHRelq5clDVjR2SnrcIsMbxy/dJ85pcfyf73\njubC2Uvp7xlMLbXM6728LktXLcqX/s7T2fXGwZxtP5/hoZG0zWvN6ruW5b4nN0/c+u+GVcnw8MhH\n3p7vytsG3mDfT13AtSxkxufMPuO2JzZlwdJ5OXO8M90XezPQO5jR0drE93vt3Suy8b61E0f6r7Rk\n5cJ87Xc/k/3vH83pI+fSfbE3I0MjaZ3TnIXLFmTDllXZdP+6y3dluL7Vm9VDz29Nx7FzOd/Rlf6e\ngcs/W0vmZdmaxdn8wLqJSwsAPglVrTb7Bqeqqtpv/uMv3MbVAQBumWr6qcsAwJ3rT//FD1Kr1abt\nsjQYHwAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBBmj7p\nFfi4hgaHs+uNwzl56Fx6uwdSG61l7oK2fOMfPHPDy3zrxT05sud07n9qY7Y/vWnKtD/9lz9Jknzj\nHzyTuQvaPs6qAwBXGBoczq7XD+TkoTPp7e6/vF3/1uc+1nLf+uHOHNlzMvc/fXe2P33PlGl/+i9+\nkCT5xrc+m7kL5nys1+GT0dPVl+/9wc+SJL/5X33tE16bqUZGRvPXf/RyhgaH841vfS7NLXf8P78/\nlpf+4p2cOd6Zr/z2M1m0fMEnvTpQrDv+N81r3/0gHccvJFXS3NKUxsaGtM5pvinLrqrZJtyUxQMA\nV3jtu++l41jn1O363JabtvxZN+G27ddsdHQ0R/eeyvF9p3Lx7KUM9A+lqbkxbXNbM2/hnCxfuzgr\n1i/N0lWLbv/KzfB9PHO8M2dOnM/iFQuy9u6Vt32VDrx/NL2X+rP96bunRf7oyGg6jnfmfEdX/b/T\nF9PfO5gkef5vPZbVG5d/5PK7Orvz4Y4jOXO8M/09A2lqacriFQuy+YH1WX/vqqvOO9A3mH3vHs3J\nQ2fS09Wbqqoyf/HcrN+yOlseuSsNjbOf/Ds6MppDu07k2Ien0nWuOyMjo5kzvzVrNq3Itsc3pW1e\n64zzbX8b9Hj/AAAd7ElEQVT67vz42Ln8/JV9+eyvPv6R7w+4MXd06Hed60nH8QtpaKzyhV9/NEtX\nLbzlr7lgydwkSdXgXwQAcDN1netOx7HONDQ25Au/8eRtC8UFS+YlSaoGVzR+lIG+wbz87R0539FV\nf6BKGsdisPtCby6d78mpI2fT3NqUX/1HX7pt69XQUE18H6905sT57H7zYDbev/a2h/7gwFD2vnU4\nza1NuffRjdOmd3X25OVv75g+Y5VUsx5xuuzo3pN5+8UPMjpaS6qkpaU5w0Mj6TjWmY5jnTm5bU2e\n+tqDM8574eylvPwf35nYsdDU0pTUarlw5lIunLmUYx+ezOd/7cm0tE0/gDY4MJRXvr0j505dTJI0\nNDakqakxPV192f/e0RzdczLP/+pjM/4dXrZmcVZuWJrTR8+l43hnVq5f+pHvE7h+d3bod/YkSRYt\nm39bIj9JXvjdp27L6wDAL5quzu4k49v123c0+IW//9xte6073Rt/vTPnO7rS3NKU+57anLu2rU3b\n2BkXw0Mj6Tx1IScOnsmpI2dv63rNmd/2qfw+HtndnsGBoWx+YN3Mp+xXSXNrU5asXJglKxdlycqF\nee277yW1j172+Y6uvPXiB6mN1rJm84o8+vltmbtgTkZHRnN4d3vee2lvju49mYVL52XbE5unzDs8\nOJxXvvNu+nsHs2DJvDzxle1ZtnpxkqTjeGfe+uEHuXi2O2/89c9nPOr+9ou7cu7UxTS1NOXxL96f\n9feuStVQ5dL5nrzzo905234+r/zlu/n6338uza3TdxRs2r4uHcc6s2/HEaEPt8gdHfojI6NJkqbm\nxk94TQCAj2tk2Hb906zrfE86jp1LquSJr2zPunumnhbe1NyYlRuWZeWGZRkd+zfap8o1xPPNduiD\nE0mSDVvXzDh90bL5M5/5cA0nju5562Bqo7XMWzgnz/7SwxOn2Tc0NuTuB9dnoG8wu14/kD1vHcrm\nB9ZPOTJ/aHd7+rr7UzVU+cwvPzLlbIiV65fm6RcezE/+7K2cPnoup4+dy6oNyyamXzhzKe0HO5Ik\nDz+/JRu2rp6YtmDJvDz3zUfyvT98OQO9g/lwx5E88Oy909Z97eYVaWpuzOlj59Lb3Z+58417BTfb\nHRn6u944nN1vHpn4+syJCxOD5CXJ53/tkaxYV98r2X2xLx++cyynj59Pf89AGpsas2jZvNy1bVU2\n3b/6mk6Lmmy2wfhqtVpOH+1M+8FzOX/mUvq6BzI4MJzWtuYsXb0w9zy0NivXL7nqso/sOZUDP29P\nV2dPGhobsnj5/Gx5dH3WbFqW7/7Ba+m9NDDlvU02PDiS/e8fT/uhc7l0oTejI6OZM78tqzcuzdbH\nNmTu/JmvkwKAT9qu1w9k95sHJ74+c+L8xAB5SfL5X38iK9ZdPurXfbE3H75zOKePdY5t2xuyaNn8\n3HXf2my6f+31b9tnGYyvvm0/l/aDHTnf0TW2bR8a27Yvzj0Pb/jIo5FHdrfnwM5j6TrXPbZtX5At\nj23Mmk0r8t3ffym9l/qnvb9xw4PD2f/+sbQf7Ji0bW/N6o3Ls/XxTbc9jrrOdU/8ec2mFVd97kzX\ndo9/nzfetzZPfvWBHHj/WA7tOpHui71pam7Mqg3L8sCz9078++rS+Z7seetQzhzvzED/UOYvmpN7\nHr4rdz+4ftqyZxqMb/JjSXJkT3uO7GmfMt/k73l/72A+3HE4p4+cTU9XX2q1pHVOc+bMb8uqDcuy\nafva6xqs8dypC7l0vidtc1uyYt3M/wa83p/VcbXR+s9mktz94PoZP+8tj9yVXa8fyPDQSNoPdmTT\n9nUT006PnXGxasOyGS95WL52SZasXJjzHV05uufklNA/fbQ+b3NL05Rljmtubc7G+9dm344jObr3\n5Iyh39jUmDWbVuTYvlM5uqc99z1593V+AsBHuSNDvz7gS0tGhkcyNDiShoZqyl7K8V92Jw+fy2vf\n21Xfqzw2qM/I8EjOtl/M2faLOb7/TD7zjQeu/8jBDL+Tuzp78/J3dk5MHx9AqL9vMO0Hz6b94Nk8\n+OzmbHvirhkX+faP9ubwrlP12RuqNDYmZ9ov5MyJC3n4s/fUF1rN9to9efk7P0/vpYH6+2+o0tDY\nkJ6uvhx4/0SO7T2d5775YJat+QQGxQGAj9DUMr5dH83Q4PCs2/UkOXnoTF773vtXbNtHc7b9Qs62\nX8jxfafymV9+9CZt2yddPz1t296R9oMdefAz9047LXrc23+zK4d31Y/o1rftVc60n8+ZE+fz8Oe2\nTXrd6S/e1dmdl7+9I72X+uufwZRt+7Ec23sqz/3Ko1m2ZvrO/9uht7s/8xfNveH5X//++zm+73Qa\nGhvS0FBloHcwR/eezNn28/nSbz2d7ot9eeXbOzI0OJzm1qbURmvp6uzJjh/vztDA0Kyf+eSPsmqo\n0ja3JcNDIxkeGkljU8O00+fHQ7unqy8//pM3Jq5XrxqqNLc0pb9nMH3dA+k8dTFt81pn3Mkwm45j\nnUmSJbfgMpSB/sH6GTBVMn+WsQmaWpoyZ15r+noGcvrYuSlRPv5zNT721EzmL56b8x1d9bM4JukZ\nm3feojmz7qhYsLi+3N7u/lw63zPjzoSlqxfl2L5T6TjWKfThFrgjQ3/rYxuy9bENObLnVN56cW+W\nrVmUz//aI1Oe032xL69/vx75K9YtzmNf3JIFi+dmdGQ0R/aczrsv7U/HsfN572f788SXtn3sdWpo\nrLJp++qsv3dllq1amKaW+j8wBvoGc+iDk9n15pHsfP1QVqxfPG08gcO7T9Ujv0rue/yubH18Q5pb\nmjLQN5idrx3KzlcO1gf/m+GUs6GB4bz8nZ3pvTSQ9feuyH1PbszCpXNTVVV6uvryweuHc+zDjrz2\nvV154XefSnPrHfktB6BgWx/blK2PbcqR3e1568UPsmzN4nz+15+c9rzui715/a9/PrZtX5LHvnR/\nFiyeN7Ztb8+7P92bjmOdee+lvXniy9s/9nrVt+3rsn7Lqixbtag+WFnGt+3Hs+uNg9n52v4ZR5g/\nvOtEPfKr5L4nNmfr45sub9tf3Z+dL3+YqrFhlm370ETkr9+yKvc9eXcWLp13edv+2v4c+/BUXvvu\ne3lhlmugb4UlK8f+/VJL3v3Jnjz1tQfTOuf674jQfqgjtVry9AsPZt29q9LQ0JCz7efz+vfeT++l\n/ux8ZX86jp/L8nVL8sjntmXewjkZGhzOzlf25eDO+ue+afu6j3ztufPb8s1/+IXseuNAdr9xMOu3\nrM6TX3lgxufufvNg+nsHM3/x3DzxlQeyfGwHyujIaLov9Ob4/tNpm3d97/Vs+4UkuUXjSI0Fdq1+\n5slsRsemXRob1+pKV5l1Yrn9fYMZ7B+a2PlWXTH9avOmVt9pNWPoj/2d6Tx9MaMjo1cd4R+4fnf0\n36ir/XLa+/bRjAyPZv6iOXn+Vx6a2LPY0NiQzQ+syaOfq59GdHj3qXRf7PvY67Jg8dw88aVtWbVh\nyUTkJ0nrnJbc9+TG3P/UxqSWHNx58or3UJu4DGHz9jV54NnNE3ubW+e05IkvbcvKDUsmrlu80oc7\njqX3Un82bF2ZZ76+PYuWzZv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cblfid8AwDFWfKdOJ81VbfGfW+h8MTskwDZUdL9ry8wDs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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d3c710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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1jI9NZE57a576wtb84ns7Psjbk71vHsn+ncev+pzHP31/Nty/8orHqxtbqW7a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\nT21MrZbs33nistdQm56GsHn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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598053510>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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865vPTXRbn6nGxoaJWf7ff/twdr91aOL1nz5+Pi99f1tqtWTpygVZNcVSeK/+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\n/We2Zu09y9LQ0JBTx87l5R9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Tpmku1/bXax/oVr5kb12pxocC6mkbUtu1u/Jd71WG27lc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\njRD0AQAAAACwkf8D6MHBeuGvn+4AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fe00d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQB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\noQwODF/ZqTYe99d67tj4cyu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W42fKVVCSveZrA1NBtTb0q/GaNYbP6XLEzgHDkPYfLVT1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\nAAAAYCMEfQAAAAAAbISgDwAAAACAjfwPUVajmVkd9UUAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c8aed0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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fv50971x/eM9bNCtJcnjP6YxMMYlfc0tTFq+ojyZ4/Se70nnmYpL6Nd2njnbm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\nvifXZd7CWfV9e1dftr52MId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xa/tPy3X1fLNmJn26fK5hQ21/6Wylrq/rVh5RVp2n8WGv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\nrkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598397850>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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/f2ceenZLNm5blZbWxq89A71DaTvRlcO7z2bNxmXXPYP94hUL0n2uL8cPdGTt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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cf0f10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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gRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEA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\ny+r1S/LEM1uzeFlz/ZzkfR1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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597dbd250>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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m91vF0jUL0jazNfXRena8cWDK+q7j3ek40NW46HL31DvjV2N8tv3laxembeal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\nAADAQSj0AQAAAABwkP8DonVOxJNbtEQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597da9b90>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"blue flower\" - Reflectance Recovery                                      *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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0SI6QkCRJkpQ9kpPh5JNh5074+ms444xYVyQpxhwhIUmSJCnnDR8ehRE9ehhG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kDZt33f8voPw7sPZ6899spPYxcuhIsvhv/93/R8+HD4059gv/3y0x5JkuowA4ls2LgRmjaFTZtg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\nSTlnICFJkiRJknLu/wNtXm+OIfXHZgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59848f210>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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7260UVUNDUlVZsnRhJk4emZdaTxSsacWKZbnptsvT2Ngl575zwyfgu+n2+kiA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\nOX3uMAp0x10ec39/H2BxFdfDRj2up83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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cd2b10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AwGvCxg7csGFD66epdXV1qa/vnl1675Y999wv++17UI464rQtfiLdq2efXP7R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\nfPQj7a/R3R4mTHokN93y09T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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e82890>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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3Or2qqpzxzo/ngOFHdzRxs7Z5931X5c57rtzo8YmTHs7ESQ+3/3zwyBPyvrP/\nouP9ysbbvvXOX7b/93hm6ph8818u6njZTp7TzjsNyblnfCZXXfuDjB5zd0aPuTsNDT3aP9jp1q17\nzn//F9KrZ9/1lpsxa3ImTHooSdLS0pwrfvVPnT319O83KJ+9+LudTgd4MxL6AMCbwtqb6LW2trYf\nma2r6tLQ0CN9+w7Mjjvsnt133TcjRxz7qt+r3rtXv1x84TczdsJ9eXLsqMx5fmpWrlyW+vouGTRo\ncHbbdZ/st++heeu+h228D53E8F5DR+TDH/y73P/QdXn+hRlZuvSl1NJ2M7i1dhu8bz798W/n9rt/\nnekzJ2R1U2P69t4u++59UE449n1pbW35416fqkpT0+o0Nb3yV8o1bXDGQbWZgb/htjdhzo6X7VSt\nfb0rVnZ8Q721NnxOax0y8oTsuMNuGXX/NZkxa2JWrFyWfv22zz57jczxR78nAwfs1PF223YuzS3N\naV7z+9aRbl0bXnG/AN6Mqg2vZ1pvYlXV/ukfr92CuwMAvFHqWlu39i4AAK+jv7vk7NRqtY0+UXWN\nPgAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBBumztHfhj\nfOd7n8jixfPz8Qu/mT2HDn9Ny95+5y9z1z2/yUEjT8x7z/nLN2gPX39jxt6TBx66PnPnzUpT06ok\nyScu+maGDhmef/jqWUmSv/3ry9K//6CtuZsA8Jr98799MosXv5hPXvj17DnktY3rt931q9x5z5U5\neOQJed/Zf/EG7eHr78lxo/LAwzfkhXkz07S6MUnyyQu/kT2HDMsXLzknSfL//dWPjet/gv6Yvw9v\ntF/97l8zdvx97b+rf8ruuvd3ufWOX+SMd30iRx5++tbeHWi3TYd+mypV9ccsve14cszd+e1V/5Yk\nqa/vkt69t2v/88u2pWcEABuoqvxxY9m2Mw6OHntPrrzq+0nWjuv9kyRd1h3X/5g3OWyyKdPG5NEn\nbs/sZ5/OkmUvpaqq9OndP/36bp89dtsvew4Znr2GjtjgPdcW0MHfh5cWzctjo+9Ijx69c/Tbz9iy\n+5Pk2TlTMnb8fRk6ZHiHkT9r9lOZNefpPDtnSuY8NyUvLnguSXLc0efmnSd/5FXXv3zFktz34LWZ\n+NQjWfjS3NRVddl+4M45YPgxOerwd6dLl66dLtvS0pxHn7gto8eOytx5M9Pc0px+fQdmv30PzfFH\nnZs+fbbFD+lLAAAgAElEQVR7xW0/9czjeejRmzN7ztNZuWp5evXsm6F7DMsxR5yVwbvu3eEyR77t\n9Nz7wB9y56grc8jIE9PQ0ONVnyNsCQWEfm1r78AWc/+D1yZJjjrirLzz1AtTV+fKCwAKU/sTGtcf\nui5JcvQRZ+Zdp1xgXN8KWltbctV1/53HR9/Z9kBVpa6uLg3dembx4gV56aV5mTFzYu6576p87s++\nl112GrrF9m37ATunW9eGdOvasN7jC1+amzvvuTLb9d9hq4T+jbddkSQ5+fgPdDj9f3/+tTQ2rtys\ndT/3wvT89Of/mGXLFiVJujX0SK3Wmueen57nnp+eJ8fek09e8PX07Nlno2VXrlyWy3/5jcya/VSS\npL5L13Tr2pCFL83NAw9dn9Fj7s5FH/5Kdtt1nw63fc0NP8rDj96cJKnq6tK9oWeWLV+csePvy7iJ\nD+Ss0y7O4Ye+Y6PlGhp65Ogjzsxtd/4y99x/dU498UOb9dzh9VZA6P/pmDd/VpIqhxx8sjcDALCN\nmztvVlJVOfQg4/rWcs/9V7dFflXl7Ye+M0cefnoGbb9rkrYPAZ57YXomP/14nhhzZ6otfLbIJy74\nxw4fr7biWR7PPT8t02eMz8CBO3d6OUHXrg3ZYdBuGbzL3tl1l71z/0PX5fkXpr/quhsbV+aKX34z\ny5YtyqDtd817z/pcdt/tLUmSKdPG5rfX/EdemDszv/799/Kxj3x1o+V/94f/yqzZT6VbQ4+c++4/\nz4hhR6aurj7zX5yTq67778yYOTFX/PKb+ZvP/SDdu/dab9n7H7q+LfKrKicc894cd9Q5aWjokRUr\nlua2u36Vhx69KX+44UfZcYfdM2T3t2607UMPOql9vhOPfd8rnnUAW4pRZRvS3NyUJOnWrftW3hMA\n4I/18rje8Cpz8kao1Wp54OEbkiRHHPaunHX6xe2RnyR1dfUZvMveOfn4D+Rv/+KH2WHQ4K21q+up\nbcWzXh5+/NYkycgRx3U6z99//n/z6U98O2ee9skcMvKETT6V/dHRt2fJkgWpq6vPRz74xfbIT5K9\n9zwgH3zPXydJnpn6ZJ6ZOma9ZZ97flomTn44SXL6qRflwBHHpK6uPkkyaPtdc8F5f58ePXpn+fLF\nuef+a9ZbtqWlJXeOujJJcuDwY3LqiR9q3+eePfvkrNMvzp5Dh6dWq+Wm2/6vw33v22dA9hoyPCtX\nLsv4SQ9u0vOFN1oxR/QXLZqfO+/+dZ6ZMjrLVyxOn97bZfiwo3LCcR9I9+49N3k9L700N//y/YuT\nJN/82h86nGfa9HH5yeVfSv9+g/K3/++yDud5Ye7M3P/ANZk2fVyWLnspXbp0y4477J6RB56QQw8+\nJfX19a95f9rU8i//9sn2n17LzQQXLHw+o+67KlOmPpmlSxemS5du2WnHITl45Ak5uIOjCZf99EuZ\nPmNczjj9U3n7205bb9q991+dm2+9PEnygff9bQ4YfvR602+57YqMuu+qTvdv0uRH8tgTt2b2s09n\n5cpl6d69V3Yb/JYccfjp2Wfvgzaa//HRd+Sqa/4jQ/YYnk9+7Jt5cszdeeSxWzJ33qysWrUs53/w\ni9n/rW/fpNcBgDe/RYvm5/Z7fpNnpo7O8uVL0qfPdhmx/5E58dj3v6ZxfeFLc/Pdf/+zJMm3Lrm6\nw3mmTh+Xy674Svr3H5T/769+3OE8L8ydmXsfvDbTZozL0qUvpUuXrtlxhz1y8IHH59CDTt7kcX3d\n/UmS1Gr5zvc/1f7ja7mZ4IKFz+ee+6/OlKljsmTpwnTp2i077zgkBx94fA4ZedJG4/qlV3w506aP\nz5mnfTJHbDCuj3rgmtx0a9sp2ee99/Mbjes33/6z3HPfVZ3u38SnHmm/xn3tuL774H1zxNtOy74d\njOuPjb4jv//Df2XokGG5+MJvZPTYe/LI47dm7rxZWblyWT78wb/LsP0O36TXYXMtX7Gk7RTxqsp+\n+x76ivNWVbXR9fkb/t48PWV0Rt1/deY8Py21WmsG77J3TjnhQ9lj9/2SJKtWLc8991+dcRMeyKIl\nL6ZXzz45cPgxOeWE89K168Yf9nR0M761jyVt1+qvvWHjWu89+3M5ZOSJSdo+SHrosZszdvx9mTd/\ndlY3NaZnj97p3Xu7DN19/xx0wHHrxfSraW5uypPjRiVVlQOGHfmKr9XmePqZJ5Ik++w1cr0PXNYa\nusew7LrLXpnz3NQ8Meau7LPXgS8vO2V0krbT6A87+OSNlu3evVcOPeik3PvAHzJ67N15x0nnt0+b\n89yUrFixNKmqTi+FOOaIszJt+vjMevapLFj4QgYO2GmjeUYMOypTp4/LY6PvyMgRx762Jw9vgAJC\nv8qCBc/ll7/5dlasWJJu3XqkquqyaPH83PfANZk4+eFc/LFvverNNzpa76vP0vE8Dz58fa6/8bK0\n3T+gSrdu3dPU1JhZsydn1uzJGTf+3lzw4a90+D/1DdXV1ad3r/5JVWXZspeSJD179m3/lLLHBqce\ndWbyU4/ml7/5dlpampJU6d69Z5qaGjNz1sTMnDUxY8fflw+f9w/rHVXYc+jwTJ8xLtNnTNgo9KfP\nmND+5xkzxm/0hmDt9A1P62ppac7vr/73jBk3as0jVfupUU89/WieevrRHHPUuXnnqRd0+lyuu+HH\neeiRG1JVdenevWeqqm6rnsYGwOuoqrJg4XP5xZXfaRvXG3qkqqvLokXzc+8Df8jEyY/kUxd987WP\n65swTnR2avYDD9+Q627+Sdv9A6q14/rq9nF9zPj7ctH5X9qkcb2+rr79pntrr0Pu1atvqqotyjc8\npbgzk556NL/47XfT0tyUVFW6N7SN6zNmTsyMmW3j+kc++Pfrj+tDhmfa9PGZPnPiRqG/7rg+febE\njcb1aTPGt69jXS0tzfntNf/58rherRnXVy7N5Kcfy+SnH8uxR52Td53y0U6fy7U3XpoHH7mx/bro\nqq5uy54mX6tl8ZIFm714lSoPPnJjrr3x0lR1denWrXsaV6/K1OnjMmPWl3PRh7+SHQbtlsuu+Erm\nzZ/dfmbmkiULc+8Df8jcebNy0Ye/0snK178ZX+9e/bN69aqsXLksVVWlV69+682+9newpaUlP/nZ\nJZkxc+Ka1VTp3r1XVq5cnuXLl2Tu3JlZsXLpawr9Z+c8k9WNK9O9e6/sMGi31/AKbZqXFs9Pkmy/\n/S6dzrP9wF0z57mpmTJt/SP6a5cdOGCnTt8Tbj+w7cODxUsWZP6Lc9o/TFi7bJIOP2BYd9nUapky\nbUyHob/Hmtdy5qxJaW5ucvo+W10BoV/Ljbf8NL179c+Hz/v77LH7W1Or1TL5qUdy1R/+KwsXPp/f\nXfX9XHTB17bI3kyc9FCuv/HSNDT0zAnHvT+HHHRyevbsk5aW5kybPi7X3fDjTJ8xPjfc9JOcfean\nX3V9/fptny9+oe0T9ravz6vymU997zV9zc6Chc/n17/9blpamjJ0yPCcfeZnsv3AXdLc3JTRT96Z\n6268NFOnjcn1N12ac8/6bPtyQ/ZoG8xnzpyw3vpaW1szY+aEdO3aPc3Njeu9OUiS1asbM+e5KUmq\nDN3gDcHNt16eMeNGZeCAXXLqyR/JW/Y9JF27NqSxcWWeHHt3br71itx7/1XZeeehObCDT0Ofe35K\nZsyckJNO+FCOfPsZ6d69ZxobV6apefUmvx4AvInVarnh1svTu1e/fPSDX8weu++XWq2WSU89mt9f\n+4MsWPh8rrzm3/Pxj1yyRXZnwqSHct1Nl6WhoUdOPO79OXTkSe3j+tTp43LtTZdm+ozxuf7m/805\nZ/z5q66vX7/t8w9/89MkaTsaW1X57Cf/5TWP67/63b+mpbltXD/3jD9vH9efGHNXrr3pskyZNjbX\n3XxZ3nPmZ9qXG7pH2x3SZ8yauN76WltbM33WxHTt1pDmptWZNnP8etPbxvWpSVW1r2OtG2+7om1c\nH7hz3nHSh7PfPi+P66PH3pObbv+/jLr/6uyy09AcOOKYjZ7LnOemZvrMiTn5hPNy1OHv3qLjeu9e\n/dK//6C2s0JHXZnddt0nO+24x2tez7Lli3PDLT/NCce+N8ceeU66d++ZlxbNy69//73Mmv1Urr/l\nf9Ov78DUaq35s499K3vsvl9aWprzxJi7c831P8zTU0Zn8tOPdXxWwQan6X/24u9m2ozxufTyL6d/\nv0H5wl/9qMN9enLcqMyY2fbf9Nx3/3mG739kunTpmlqtlsVLXsykpx5N4+pVr+l5Tl/ze7PrLnu9\npuU21do8r7W2djpPa2tLkrbXfMWKpe035avap7/6sqnVMnferPaorzqap7Nlk8ydP7vDeXYYtHu6\ndm1IU/PqzJ7z9EZ/V2BLK+Ia/ZaW5lz4ka9mjzU3x6iqKm/d7/Cc9/4vJEmmTHsyM2dOfKVVvC5a\nW1ty/U2XJaly3vu/kGOOOqf9f0D19V2yz94H5cKPfDVduzbk8dG3Z+nSl97wfUqSu0f9Nk1NjRkw\nYOdc8OGvZvuBbZ+UdunSNYcd+o6ccVrbpQCPP3F7Fix8vn253Xd7S+rru2TpskV58cU57Y+/MHdG\nGhtXZOiQYdlpxyGZN392VqxY0j591uxJaW1tSb++A7Pddju2P/7igufywEPXpVevfvn4Rd/I8GFH\ntn/y3NDQI4cf9q6cs+YNyd33/LbD57J69aocd8x7c+LxL1+S0dDQI703+EQbgG1XS0tzLjr/K+2n\nPFdVlf33e1s+9L6/SZJMmTomM2ZNesP3o7W1pe1IflXl/Pd/IcceefZ64/q+ex+Ui85vO0PvsdF3\nbLFx/a57f5empsYMHLBzLjr/y+uN62875NSc+a5PJGk7PX69cX3wy+P6/A3H9VUrsucew9eM689m\n+Trj+szZk9vH9QEbjevXp1evfvnkBV/PiP3XH9ffftg7c+4ZbQc17ry383H9+KPfk5OOe/9WGddP\nOq7tzvGLFs3Pv//PX+U/f/T5XHfTZRk99p71XrtX0tTUmJEHHJtTTzy//Tls13+HnPfezydVlRde\nmJEpU8fkgg99qf13ur6+Sw47+OQcdODxSZJxEzf9uu5NuUZ/9rNtd54/+MATMvKA49qPLldVlf79\nBuWIt52W448+d5O3mbRdB5/kDTman7S9ZknnIZ0k89aZtnTNGTHrLrvgpRfa733xysu+/Hd17bKv\ntO31ll26sMN56urqMmj7XZJare2DMdjKigj9EcOPzoAOTqHZc+iI7L5b2/9Qx0984A3fj2nTx2fx\n4vnZcYfdO7zOPEkGDNgpg3fdN62tLZk2Y9wbvk+1Wi0T1gweRx1xZrp27bbRPIcecmr69hmYpJbx\nE15+nbp06ZrBu+6TpJbpM17+dH96++l7IzJkj2Frpk/YaPqGR/NHP9n21TUjhh+Tfn0Hdri/w/Y/\nMvX1XTJv/uwO3zDV1dXn6CPPevUnDsA264BhR3V4auxe64zr47bEuD5jfBYvfrFtXN9rZIfzDByw\nU3YbvM+acX18h/O8nmq1WsavGdePPuKMDsf1ww4+JX37DkhqtfUCsn1cr9UyfZ2z9abNfPlyu6F7\n7L9m+ssHSKavOcK/4RHKJ8bclSQ5YPjRnY7rw996xJpx/dlOx/Vjjjhzk577G+HQg07Ke876bHr1\n6pukLWYfePiGXHnV9/Mv//HpfOf7n8pdo36b1asbO19JVeX4o9+70cP9+w1q/z0eMezIDn+n997z\ngCRrv1np9bP2EpAlnUTp5lgb1j179H7d1rmutX/Hpk4f12EoP/XM423fVJEktVoaV6/caNmm1Y15\n6NGbNlp22bJFeXzN+9Ak653NsMvOe6Vnz75JrZZR9298H49arZZ71nn8lc6E6NGj7YPAZcsXdzoP\nbCkFnLq/8fVi6xo6ZHhmzZ7c/inkG2nW7LajCy8ueC7/9J3Or0VrbFyRJO03U3kjLXzphTXbq7Ln\n0AM6nKeqqgwdOjxjxt6z0es0dMjwzJw1KdNnjM9ha747tD3khw7P4sUv5sGHr8/0GeMzbP8j1p8+\nZP03BDNnTU6SPDH6jowbf2+n+9x2elTbqWUbXoM5YMDOHX53KgDleKVxfc8hw7bYuD5zdtu49eKC\n5/KN717Y6Xxrx/VFS7bUuL4yqarsOWREh/NUVZU9hwzPk2NHbfQ67TlkWGbOmpRpMybkbYecmuTl\n6/OHDhmWxUsW5IGHb8j0GeMzfM1Nbqe133dng3F9zevz+JN3Zuz4+zrd59bWlqRWy6IOxvWBA3ba\n6uP6oQedlAOHH5PJzzyWqdPGZvacpzN3/rNpaWnOS4vm5dY7f5nR40bl4gu+3n5/hXV16dI12w/c\nucN19+7VLwsWPJ8dd+j4koC1Zy6sXLX89XtCSfbd++Dcc99VmTT5kVzxq3/KISNPzJ57DPujXuu1\nZ2/26P7GhP5hB5+SUQ/8IUuXLsz//fpbOfO0T2afPQ9su3Tn6Udz7Y2Xpq6+Pq0tbafRr3st/i47\n75n99j00k59+LDff8fNUVV1Gjjg2DQ09MuvZp3PdzZelueXlI/3rLltfX5/jjz43N956eSY99Wiu\nvu5/ctzR56Zf34FZsPCF3H73r/LsnGfat/1K94Va+yHIumfEwNZSROj37eRT5CTp02dAkmT5Fvhk\nbe0n1S0tTVm+/NX+gldpanrjrz9b93n36zug0/najuhv/DoNHTI8d4/6bfsn/7VaLTNmTki3bj2y\ny857Zbv+bafwrY37pqbVeXbOM0mqDNngjdra06RWr16Z1a96XViVpqaNPz3v1bPvqywHwLZu7ZjU\n8bQ14/oWeCPdPq43N2V5y6tsr9pS4/rL+9HZUfRknXF9xQbj+h7Dc1d+t964Pn3mhHRr6JFdd94r\nA9aM62uP8reP6x1cn7/29VnduAnjeievz4Y3k3st/uvHf5NFHRw0Ofaos3PskWe/pnV17dotI/Y/\nMiP2b7ubfFNTY6ZMG5u777sqs2ZP/v/bu/PoKMssj+O/tyqpysKaCISwZCFAAgmBAKIsEgRUFFyg\nXZjTLj3a40JPj3N6ztGeGc84Tk9r60x3e5zj0VFGWkAQulFbUFYFBIQkgkBIQiALIYGE7BWKJamk\n5o9aOqQqRaAlwfL7+YND6qm36qm3ktzct57nXlVXl+uj9W/p4Yee9zm2d6Rv8u/hKbLYu5f/4pGe\ncU/y+l1JjB+rObMW64sda1RwNFsFR7MlSTfcMEQpoybpxom3d3pxoqdYreF6ZPEvtWzlf8hmq9WK\n1a9cMh4R0UdzMxdr07YVkmH4FKS+/96f672VL6m84rjWb1yq9RuXesdMJrMWzHtCn2xw1TToeOyM\nqffoTE25cvZvVdY3m5XlbiMoSTIMTZ44V6crS1RecbzLhbCBnhYUif71wrNnKiV5in68+J97eDa+\nWhwtsl5hq97hw1JkGCbZbHWqq6tUc8tFnT9/ViOTMmQymRQZ2UcDBgzztsM5XVmi1laHevXq790z\n6OF0ugqk3DXvCU3tpH3J5XRsFQQAwLXiietjkqf4TfB6Woujucs9yj3ihiXLMJlka6pTbV2lWtxx\nfVTSBG9cH9gurp/yxvV+fuK66/zMv+NxTbtp/lW9Bk+iezXs52x+L/gEXGbfRaGhVqWMnqyU0ZO1\ndPmLOl50UHlHsy4pAHe9mz3zAU0YN1OHjuxWcamrNVxNTYW+qqnQ7r3rteieJcpIn9Xlx4uI6COp\nQufON12zOQ+NTdI/LnlDe/Zt0LGib9V0tl5h1gglJqRp5rT7vG30zCbzJXvrXfPrraf+9mXlHNim\n3PyvVVdXKZPJrCGxIzT9prv/8r4ZhqKjfC9yLLp7iVJTblbOga2qOlMmR2uLboiK1aSMORo3dppe\ncbe39nesx7nzZyXxwRSuD0GR6NsCtETxFMzo6hVjT9s6SZ22xrjQyfIqz3KuhoZqv+M9oVe7q8wN\nDWc6LW5jcy837HieLBarhsQmqbyiUCWluWp2f8reflllYnyqqqtPqvREnk6ddu2p6rhs3zOX2tpT\namg489e9KABAULM1dR7XPXuOu/qHtLkrcd299L4jb1xvvH7iVvs43dBQ3Wlc97SLi4zwjetDY5N0\nsrxQJSeOeFfPdYzrZ6pPqqQsz7v03992il69+qmm9pTqe+j8PPfs/3bL80waP1vHi1zt3GrrK783\nib4kRfUfpMzpC5U5faGra1JZnrZ8uUqlJ/L08Ya3NSopo8uFD3u7fx6uZaIvuX62585arLmzFvuM\neb4fYwcnymz2TWPM5hBNmXS7pri3m7bnqW1hMpk0NDbJ73OPHpmh0SMzfG63n7O5ttwahuLcdUL8\nOe8+NxSJxvUgKD4eLQlQ/MYzFju4a61A2vevbexkr115xXG/t3sKBFWdORHw4kN3ioqKkdUaIcmp\n4hL/xf/a2tq8BYSGDE70Gfck7SWluX4L7XmW6Hc27uGpNFt4bP9VvhoAwA9BcYe2rf7GhnRDXPf8\nQV9ZVSab7bsravbXiI6KkTUsQnI6VdRJUd/LxvW4MZJcxQaL/cRtz3hJ6RHv+fbXKsxzfjyfsgYr\nTycBSX6Ty+7mWQXh1OWr77dnMpmUGJ+qx/7mX2UymdXS0uxuh9w1np85b0G8buZwtCg335Ws+2vV\neDkH3fWhkkdNuuKVMJ4aFL0i+3oLKHbU1taqMzUVkmF0eiEB6E5Bkegfyt2luvpKn9tLSnNVdrJA\nkqG0sdO69FhWa7j69Rsoyan8/H0+4+fO2ZSzf7PvgZJGJKarb58b1NbWqs83Lwv4POfdS3u6Q6p7\nv9mevZ/63fees3+zmprqZBiGUlN9z5Mn+BeX5urEiTxZLGEaMmRku3FX8D9edEAnywslGX4T/Qnj\nb5VkqLqmXFk5GwPOuTvPDwDg+nLoyC7V1Vf53F5cesQV1w1DaWOndumxrNZw1xJfp1N5BVk+4/Zz\nNmXv3+L32BEJ49S3ryuuf7ZlWcDnOdedcT3FVfx29971fuN69v4t3rju7+8fT9JeXJqr0rJ8WSxh\nlyQmnhh+rOhbnawodBf+8030M9IzJcNQdXW59uVsCjjn6zGut7Y6utQp4dvDOyVJoSEWDYgecq2n\ndVmeFn4XLvhfiSK5XltnzOYQGSaT5HTKEeB+HcW7LwBVnC7uUou/79rW7avV1FSv3r37a9L42Vd0\nbOHxA8rN+1qGyaTMaVfWVrCxsUbbdnwoSZpx8z2XrP5tr/JMmRwtzQoxh2jY0FFX9BzAtRAUib7Z\nHKJly/9dZe6q7m1tbcovyNIHH/5GkpQ0Il3Dh3e+zKajtLHTJUlf7lyj/IIsdxV4qexkgZYue0Gt\nnRRMMZvNWnDXk5IMHTq8UytW/VqnK0u84w5Hi8pOFuizjUv1mnufT3fIvOV+hYaGqampTn9Y8ZJq\n3L1zHY4WZeds0vrP3pEkTcyYq6j+vq1f4oaPkWEYamys1ll7g4YPS75kr3zvXv0VHR3r2s/kaFZE\nRG+/PVYHDhimae4WOn9e/5Y2bXnfu7RQcgWso4U5Wr32Na1yv3cAgB8eszlE7614yVvVva2tTXlH\ns7RyzauSpJGJ6QGXz3bkSXa/2LlWeUfbx/Wjevf9f/N+7TsPs+6+86eSYejg4a/0/uqXdconrh/V\n+k3/p1dff/KqXuvVmDXjRwq1WNXUVKf3Vv5K1e3ietY3m/Xp5+9KkiZlzLmk771HvDeu1+js2QbF\n+cR11378KnfiEhkgrk9319z5ZMPb2rh1uU9cLyjM0ao//rdWrn3tOz0H3wWHo0XvLHtBb777nPZm\nf66a2lPeBLa11aHyiuNaueZVHT6yW5I0OWOO33aG15SfCu83RMXKZDLrwgW7dzl6Rx+u+73WfvyG\nCo8fcHVpcKurr9Kaj15Xq6NFoaFWJQwf0+WpDI1NksUarubmCzpdVdrp/ZqbL8hud9VPsNtt3p+v\nlpaL3tvsdpvfi1Tbd61Tbv7eSy6cVddU6I+fvKEdu9bJZDJr4YJn/H4if+jIbu3N3qjGxhrv+3j2\nbIO271qn5atfliTdMvVev0l4ZVWptm7/UFVnTnovkjQ3X9TBw1/pzaXPy263KW54sqYHaAVZ5v59\nFT885bpY+QEExXfhnbf/RJu2LtfbS59TaGiYnM5WORyuFhrRUbH60cJnr+jxZs5YpNy83aqvr9KK\nVf8psznEvcTpovr1HaAFd/5Ua9f9zu+xKck3auG9f69PPn1T+QX7lF+wTyEhoQoJseriRXu7K6Cd\nt+YI7HJXUH3Ho6Ji9ND9/6RVa36jktJc/e6NZ2S1Rqil5aL3l++IxHTNn/eE30cMC4tQzKAEna70\n7NPzbeeTEJ+q2tpT7v/7XvX3uOO2x9TiaFZW9ufauetP2rnrT7JYwmUYhrc9kesx/LcMAgAEv7tu\ne0ybtq3QW0t/qVCLVc62tr/E9ejBuv++f7iix8ucvlC5eXtUV1+l5atevjSu9xugBfOe0Jp1v/d7\n7JjRN2rR3Uv08fq3lF+QpfyCLIWEhCo01KoLF9rF9QAttwK63Cejfsajo2K0eNEv9MHa11RSmqvf\n/s/PZA2LUEvzX+J6UuI4Lbjjcb8PGRYWocEx8Tp12nXRwt/++4T4sarxxHU/y/Y95s19VC2OZu3L\n3qgdu9Zpx651sljDZUiXJJiJCZ23TOwphmGSYTLpZHmhe0Wiq1aT1Rp+6QoEw9DY5CmaN/fR7p+k\nn/ffYrEqPW2GDhzcrpVrXpXVGu7donLX7T9R2pipcrS26PCR3drv7h1vDYtQa6tDDnfnA5PJrPsW\nPH1F9QZCQkI1Ie0W7cvZpMNHdis2JsHv/T7e8LYOHNzuc/uefRu0Z98G79ezMx/UnMyHLrnP0WPf\naNPW5ZJcWyaccnrnbLGGa9GCZ5Q8apLf5606U6YvdqzRJxvelslsVmiIxfs9aBiGZky9R3fMedjv\nsfZzTdq2fbW2bV8tGYbCrBGu2h3u8z8icZwefvD5gEWhD7kvCE2aMKfT+wDd6Xud6Bvuf6OjY7Xk\nqQ7CYDgAAATISURBVN/qiy9X61jRAdntNvXvN0hjx9ysWzMfdO9R73CsYaizZDs8vJeeeuJVbf3i\nAx0tzJH9XKMiI/ooJXmKZs9arNOVpQHnNXHCbCUmpGnP15+qqPhb1TdUq7n5vCIj+mrAgGFKTEi7\nqr1F7V/1lY4nj56sny95Qzt3rVNR0UHZmupksYRp0MA4ZYyfpYkZcwP2BU2IT3Un+v6X5SfEpyrn\nm82SDMXHdR7MTSaT7pn/lMaPm6ms7I0qLcvTWXfbvX79BmpwTIKSRoxXetotV/SqAQDff4ZhuCti\nx+pnf/df2rr9Qx0r+lb2czb17z9QqSk3a/bMB/1+muc51p/w8F56+vFXtOXLVSo4liO73abIyD4a\nM/pGzc58SJUBPp2UXH3WRySkaffe9TpefFD1jdW62HxekZF9NXDAUCXGpyk99Srj+uUuEHQynjJ6\nsp595nXt2P2RjhcflK2pXhZLmGIGxSkjPVOTJswJHNfjUl2JvmH4vUCfGDdW2d9skQzDu2TbH5PJ\npHvvelIT0mZqb85GnSjL97bT7d9voGJi4jVqxHiN63B+As2tu1gsVv3LL95TfmG2iktzdbqyxPXe\nXjwvizVcfXtHaeiQkZowbqZGjhjvc3xXXkOg78vLPUagY++b/7T69onWkYJ9qm84411J4ek4MG/O\nI4oflqKi0sOqrT0t29k6yelUdNRgxceN0fSbFihmUNxl59/RjRNv076cTTqY+5Vun/3jK553h3v6\n3DLtpgXq0ztKFaeK1HS2XoZh0qCBwzV6ZIamTpkfsKXkmOQpstsbdeJkgRpttWppuaj+/QcqIS5V\nN02+Q8PabTvtaNCAYcqcsUjFpbmqq6/S+Qt29e7VT0MGj9CE9EyNu8wW4EZbrUpO5CkiordSx9zc\nhdcOXHtGoD02hmE4f/3Sn7txOgAA4FoxtbX19BQAfM+984cXVFySq8cfeVFJiek9PZ3rwrYda7T1\ny1W6deYDfrsFANfS8y/eK6fT6XPlLCj26AMAAAC49ubNfVQyDG3bsaanp3JduHjxvHbv/VSRkX01\nc9p9PT0dwItEHwAAAECXDI1NUnrqdJWW5QdshflDsSdrg85fsGv2zAdksYT19HQAL5buAwDwA8HS\nfQAAggtL9wEAAAAA+AEg0QcAAAAAIIiQ6AMAAAAAEERI9AEAAAAACCIk+gAAAAAABBESfQAAAAAA\nggiJPgAAAAAAQYREHwAAAACAIEKiDwAAAABAECHRBwAAAAAgiJDoAwAAAAAQREj0AQAAAAAIIiT6\nAAAAAAAEERJ9AAAAAACCCIk+AAAAAABBhEQfAAAAAIAgQqIPAAAAAEAQIdEHAAAAACCIkOgDAAAA\nABBESPQBAAAAAAgiJPoAAAAAAAQREn0AAAAAAIIIiT4AAAAAAEGERB8AAAAAgCBCog8AAAAAQBAh\n0QcAAAAAIIiQ6AMAAAAAEERI9AEAAAAACCIk+gAAAAAABBESfQAAAAAAggiJPgAAAAAAQYREHwAA\nAACAIEKiDwAAAABAEDGcTmfng4bR+SAAAAAAAOhRTqfT6HhbwEQfAAAAAAB8v7B0HwAAAACAIEKi\nDwAAAABAECHRBwAAAAAgiJDoAwAAAAAQREj0AQAAAAAIIv8PoKEYkEdgKjEAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5983036d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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60gWbTZv4zKNJWm+GuGufPTabXlVVjhxySo5cf8+Gjc2aPbn1zvtVlf32ObTt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\n4fPpu+uem80z5PCTMnnq2Dw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6P3JO7UWOq4wgAEAQMHfOClyur0RtXZnHsUS3KkUk+rcK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\nQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c53410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ZkPe962+2WvaE487LfkMOSUtLc35w9d/m0dG3palpTcf8FSsX5/Gxd+V7P/p8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\n3fqD9usHVM/v12fPmZzZcyZ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Pg8uex5wZ4m3J+iMIQ99F2tGhc5rIAAC9ob+bCf3z9FQi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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fc4810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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56up/Taoq//S5Kze400C/3fZujf9aLcOfvrvtIoBrGz1ueOvOpCS799v0WyGu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\nggo+On+MHzdZbHPXeRU1jrg+Viaui99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ERERERERECsJEn4iIiIiIiEhBmOgTERERERER\nKQgTfSIiIiIiIiIFYaJPREREREREpCBM9ImIiIiIiIgUhIk+ERERERERkYIw0SciIiIiIiJSECb6\nRERERERERAoi2Gw214OC4HqQiIiIiIiIiEaVzWYT+j/mNtEnIiIiIiIiolsLl+4TERERERERKQgT\nfSIiIiIiIiIFYaJPREREREREpCBM9ImIiIiIiIgUhIk+ERERERERkYL8P4PvHFgh+ChqAAAAAElF\nTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fef410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Xew8bke7de6fW1JS7H7iqzfwZsyZn4uQxSVXl0OEnbtG29xy4X5LkmYmPrXf6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\nfvbh/OrKr6dxTUNSVenSuVs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UuGz5wy8jwUFbsttRuNiWUEp7R4tNLQGz2w46uMDdXYWo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\nTPSJiIiIiIiIZISJPhEREREREZGM/D+o3j2l1hRpFgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598019310>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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v+GIG73FgarVaJkwcniuv/14WLJiVK679z3zwvV/fLrsz7skHcv3N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\no6Z1u/BhH+e/h5qaK5foS1Kg8879onm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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f63bd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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rVi3PyNF3t1t36bJFGT2u9bE3+fkE2BVcow8AvOatWrU802c+l5Gj78nYpx9K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\nTm2Zv+mnIaxbtza/v+b7GTv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9WCKu2/pnxV2PY95tK67rGoQfEdeNVw2SAz4ep9n3k7e3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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f7df10>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"bluish green\" - Reflectance Recovery                                     *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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DBoeM9rFvvIuISEZkmvDUU9b0hwcesEZEBATYnerueHhYa1w0aQIXLsCsWdZinDt2QLVq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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984f7e90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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UbS2fbrd4ztwsb25Okmy3x87tLrOpb/7HCzdt2KjWr3v277PB68+bUr8T/8qb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\nFGKxGP5hwzB4ZgTCFtxndz34nhQYNgy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ZOPDaOlRZ4nrYfMZ16jljH50HryB/pOw5BGO9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\nRERERETkQv4feDHh3evPJeQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d3b8d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AoCBCHwAAAAoi9AEAAKAgQh8AAAAKIvQBAACgIEIfAAAACiL0AQAAoCBCHwAAAAoi9AEA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\n/H+dnwE7jNyst9e+YmXGf+x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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597db4210>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AUBChDwAAAAUR+gAAAFAQoQ8AAAAFEfoAAABQEKEPAAAABRH6AAAAUBChDwAAAAUR+gAA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\neiR//taFue5L30v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gkcBvQAjCJo/DhJ8ugm9YcE83k4iIiJzgHdgP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\nRCLCQp+IiIiIiIhIRP4PRNmsb2Lb6JQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f93b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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79h9JWi7J33qlP48XOzt/4VGnJkne+LmPZegbj1iPLQF4ZXFGHwB4xWtYuCgT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\n4zMUX05vVLSk9GoWfliyApW5+XD3lqH/1Ilt3FI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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ee0210>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAA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\nERERERHZkf8Bqwj2ekDBIbgAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e21290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAH\nAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIAS\nEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAA\nAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJC\nHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAA\nSkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgD\nAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJ\nCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAA\nACgRoQ8A0OTBS/6VoccMyU0//e3GHgoAvG7VG3sAAABJctN5F2X07fevNK2qqiodunZOp25ds9WO\n22ebQQMz6NjDstk2vd/QsRTF6tOGXXlTli5clL1OPDqb9dnqDX381vxuyGdSWzNzrZb98MVD03vn\n/uvtsWsmTM7Lo5/L1OcmZNrYCZk5aUoqlUp2P+aQnPbdc/6jba/N8zrmk+/PQUNOXeMyk4Y/ladu\nvjtTRj+XRXNq06FLp2y29VbZfvCg7PfOE9NzLX5m6hYtyf9+6IuZP3N2kuSkr30qe5149Fo/F4BN\nhdAHADYp7arbpXOP7kmSSqWSukWLM29aTeZOrcn4h0fk/v+9IrsdfXDees7H0nmz7htsXMOvujm1\nNTPTb989Nkror9Chc6d06NxpjctUtV+//8S76Se/Sc3EF1ef0doRkdepc/duadfGuNf0fBuWLcst\n5/8+Y+54oGlIRTp265KlCxdl2vgXMm38C+mzy4C1Cv37/3RFc+Sv2BbAm5HQBwA2KdvuuWve+8vv\nrTRt6cJFeXnMuIy+9d6MvffRjL330bw8elw+8Nsfp/tWW2ywsW0K3XfQkFNz2IfevUEfs1376mw9\nsH/67LpTttl1pzx3/2N5YdiT6/Ux3vnDL2f7fQat83o3nXdRnr374XTu0S1Hfvy92f3Yw9KxS+dU\nKpXMfWV6nn94RHr03vI1tzNt3MSMvPbW9B00MK88M/71PAWATYbQBwA2eR27dsmAgwZnwEGDs+eJ\no3Ltd36W+TNn59/f+3k+8Nsfb7BxVCqNX//XfOC3P05R9eqtnaY8PXYjjuZVY+99JM/e/XDad+yQ\n9/7ye9lqwA7N84qiyObb9smB7zn5NbdTWb48t/384hRVRd56zsdy6Se+9kYOG+ANJ/QBgDeVAQcN\nzjGf+kDu+PWf88qzz+f5h0dk50P3X225hvplGXXDnRl7z8OZOeml1C9Zmq5b9Ey//ffKW4acll79\ntl2rx3vwkn/lob9e3fz95V88d6X5O+wzKO/9VeMZCJXlyzNx2JMZ/+CwTHtuQubPmJ0l8xeky2Y9\n0nfQwOx3xonpt++e/8Gz3zhaRv6m5JG/X5sk2f+Mt68U+etqxDW3Ztq4idn/jBOz9cD+62l0ABvP\npvlbGwBgDfY55bh03XyzJMkzdz242vwFs+bkr5/8Ru688JJMGf1c6hYtSXWHDpk/Y1aevuXeXPqJ\nr2XcA4+v1WN16NI5XTffrPl67c7du6XbFj2bvzr16Na87MxJU3LV13+aJ2+8KzXPT0pD/bJUd+iQ\nhXPmZtyDw3LFl36YR//x7/XwCqybp2+5N0OPGZKhxwxJ7fS1u6HfhrauZ0rMnDQlNRMmpyiSQccf\n/rofd/6M2Xngz/9Mty165oiPnvW6twOwKfGOPgDwptOuujr99tszz9z10GqnkTcsW5ZrvnV+aia+\nmP7775UjPjIkfXbdKVXtqrJg1tw8dsV1GX7VzbnxxxfmI3/+WXr23XqNj3XQkFNz0JBTm+8Ov6Zr\nydt1aJ+9Tzomux9zaPoO2iUdujTeRG7R3NqMuuHOPHTplbn/T5dnh/32TN/dd35dz73yH1w7sCnc\nY6Atd/3m0syfMStLFy5K5+7dsvWuA7LHCUdk92MObfWMgpfHjEvS+LPQq992GXPHAxlxza2Z+cKL\nKaqq0qvfdtnjhMMz+LQT0q667X/y3vk/f07d4iV525c+no5dOr9hzw9gQxL6AMCb0lY77pDkoSyY\nOTvLG5anql1jDI6+9b5MfW5itt9797xn6DebpydJt149c9xnPpRlS+sy6oY7M+zKm3LCFz6y3sa0\nxXbb5O1f+eRq07v07JFDP3BGUqnkgUv+lVHX3/66Q3/YP2/IqOtub3P+lgN2yFk//87KEzfhwF9h\nxsTJad+xY9p37JhF82oz8bFRmfjYqDx5w10540dfScduXVZafs6UqUmSjt265u6LLs2Ia29LUTR+\nX794SaaOfT5Txz6fZ+9+OGee/63mgy4tPf/w8Ix7cFj67bvHf3RWAMCmRugDAG9Knbp3bf7zkvkL\n0qVnjyTJ6NvuS5Ic8O6TVor8lgYdf3hG3XBnJo14+o0faAs7HbJ/HrjkX3l59LjXvY26JUtTv3Rp\nm/OX1C5YbdpeJx69yX4e/C5HHJjt9xmUHQYPSqfujZdB1NbMzIhrbs2wf92YF598Jv8+95cZcsG3\nVlpv6YKFSRrPlhhx7W3Z5YgDc9xnP5wevXs1Hsi58c7c87u/5eUx43LXby7N27+68gGYusVLcsev\n/5x21dU54Qsf3TBPFmADEfoAwJtSa6ewL1/WkKljn0+S3HrBH3L7Ly5udd3ly5cnSebXrP/r1euX\n1mXU9bdn/IPDM2vylCyZv7D58VZYMGvO697+4We/Z4N/vN4b6bjPnr3atB69t8wxn3x/em7TO7f/\n6k+ZNPypvDD8qex4wN7Ny6z4+69UKtm879Y5/Xtfaj6wU92xQw5410mZP2N2Hv/nDRl923054qND\n0q3X5s3rP3jJv1JbMysHv/f0tb4xI8CbhZvxAQBvSkua3tFN0vxO8OL5C9KwrKFp/oIsmlfb6teS\n+Y3vei+rq1uvY1owa04u/dhXcvdv/5aXnno2i2vnp7pjh3Tt2SPdtujZfNZB/ZIl6/Vxy2rf09+a\nzfpslSSZ8PDwlea17/zqqfiDT39rq2dvHPieU5IklcryvDjqmebp08dPyvCrbk6P3lvm0BIdNAFY\nwTv6AMCb0owJk5Mk3bfq1Rx5leWN7/IWRXL2xeen9079NuiY7vrNpZk9ZVo277t1jv7k+9Nv3z1X\nurZ87ivT84f/+vwGHdObXZ9dB2TetBmZO7Vmpendt9yi+c+9tu/b6rrdevVMhy6dUrdoSebPmNU8\n/a7fXJJKpZIjP3ZWKg3LU7eo6cBLkaTFiSLL6upTt3hJiqJI+04d19tzAnijCX0A4E2noX5ZJj8x\nJkmy3V67NU/vvFm3po/Bq6R2+owNGvoN9csy/sHhKYrklG9/vtWb7S2YPXeDjafsttxx+3Vavmjx\nkQPzpjVesnHjT36zxnVu+8XFue0XF2ezrbfMJ6+4aN0HCbCROHUfAHjTefLGO7Nobm3jZ6ifcETz\n9HbV1dlmt51SqSQTHxu1Xh+zqGoMxbY+3W7RvNo0LFuWJNl6YP9Wl5m8gW/+92ZXqVQybeyEJEnP\nbXqvNG+7vXZLdfvG96xmvfhyq+vPnzm7+d36FZcAJI1nfKzpq6WiyKb9uYQArfCOPgDwpjLx8VG5\n5/d/T5L0HbRLdnrLvivN3+vEo/PKs8/n6VvvzeDTTljju/pL5i9c6e79a7LiM9ZXXN+/qg4tPoN9\nxoQX02fXASvNXzBrTkZcc8taPRaNRl1/R+ZNn5miSAYcvN9K8zp07pRdjnxLnrnroTxx3e054F0n\npaq63UrLDL/ypiRJ+44d0m+/PZunv9a780OPGZIkOfnrn86ebztqfTwVgA3KO/oAwCZv6YJFmfj4\nqFz/g1/lqq+fl2V19enRe8u849wvr7bs3icdm76DBmZZXX2u+OIP8uSNd2XposXN8+fPnJ2nb703\n//jcdzP86pvXegwrThV/9u6HsqyufrX5Hbt0zrZ77JJKJbn5/N+l5vlJSZLK8uWZNOLpXPaF76/b\nk25Da5828FqevuXeDD1mSIYeMyS109f9kwbql9Zl0dza5q+G+sbn31Bfn8Xz5jdPr1u8+k0Gbzrv\nogw9Zkh+f9ZnVpt35//8OXf/9q955ZnxWbb01Rsj1tbMzL1/+Efu+PWfkyQ7DN4zAw4avNr6h3/4\nzLTv2CFzp9bkunN/mdqaWc3jHX71zRl+VePf7/7venvzDRsB/i/wjj4AsEl5efRz+c07P56k8b5o\ndYsWrxTWRVFk92MOzgnnfCyde6web1XV7fKuH381137nZ5ky+rnc+vM/5rZf/DEdu3VNQ1196puC\nsiiS/gfuvdr6bdn75GPzzF0PZey9j2b8g8PSpedmKaqqsu0eA3Pad89Jkhz7mQ/lii+emxkTX8wl\nH/9a2nfskEqlkmV19enco1ve/tVP5ZpvX/AfvDrJsH/ekFHX3d72AkWR4z53dnY/5tDWZr0uj132\n7zz016tXmz7ugWEZ98Cw5u/3fNtROfnrn25zXKtaumhJRt92X4ZdeVOKIunYtUuWL29xc7wkOwwe\nlHec+6VWN7n5tn1y2ne/kOt/8OuMe3BYxj04LJ26dUnd4iVZ3tD4kYa7HvmWHPnRs9bl6QK86Ql9\nAGDT0BSCyxsasmhebeOkqqp07NIl3bfcIlvuuH367j4wg44/PD223nKNm+rSs0fe9+vv59l7Hs4z\ndzyY6eNfyOLaBWnXvjq9+m2bbXbbOTsfsl92PvSA1cbQVgz323fPnPHD/5fhV92cmgmTsmDWnCSV\nLJzz6rXjfXffOe+/6Ed56NIr89KTz6Z+yZJ07bV5Bhw0OIe8/4wsb2j4j16eokjqly5N/dKla1y2\nYdUzDv7TS8zX8LqssthaTmy072knpEvPHnllzLjU1szM4nnzU6lU0qP3lumz64AMOu6w7HrUwWt8\nzJ0PPSBnXzw0j11+fSaPfDoLZ89Nxy5d0ntg/+xz8nHZ/djVD3isDZflA29mxZpO/yqKovK5u67Y\ngMMBAN4oXVr5nHEA4M1r6NFnplKprHZo0h4fAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACg\nRIQ+AAAAlIjQBwAAgBIR+gAAAFAib+rQv/R9n82Fx783Lz/5zDqv+9hfrsyFx783d57/u/U6pmu+\ndG4uPP69efa2+zapbQHApu53Qz6ToccMyYuj1n2//uAl/8rQY4bkpp/+dr2O6bIvfD9DjxmSp2+9\nd5PaFrRl3tSaDD1mSIYeM2RjD2U1y+rq8/uzPpNfnfLhLF24aGMPZ6P751d+nPOPPSs1EyZv7KFQ\nQtUbewD/qaJY8T//yQbeAOtzu2/UGAFgE1MUm+puff1teH1ui41r+bKGjLnjgTx790OpmTA5i2vn\np32nTum6Rc/07Ns72++9e/rtt2e22W3nDT621n7MXnxiTF4cNSZbD9wxAw8/cIOPaeS1t2be9Jk5\n/Oz3pGPXLivNa6hflslPjM60sRMy9bkJmTZ2QhbMnpskec/Qb2TAQYNfc/szJ03J4/+8PpNHjsnC\n2XPSoXPn9B7YP4NPPT67HX3IGtddPG9+hl15Y8Y/NDzzptakqKrK5tv1ye7HHpYD3nVS2rVvO5sa\nli3LUzfdnTF3PJCZL7yUhvr6dN+qV3Y6ZL+85b3vSLdePVtd7/Cz35NJw5/KvX/4R848/5uv+fxg\nXbzpQ79S2dgjWFn33ltl8+1rV/vlBQC8tk1tv75Zny2zaG5f+3VWs2huba782nmZNm5iksawru7Q\nIUWRzJkyNbNfeiUTHxuVjl275JwbL9lg46pqX50ttu/beuiPGpOH/np19jrxqA0e+kvmL8wj/7g2\nHbt2yQHvPmm1+TMnTcmVXztvtemNB/9e++DYmDseyC3n/y4NyxpSFEnHbl1Tt3hJJo8cnckjR2fC\nIyNy8jdHyYhEAAAgAElEQVQ+2+q6Nc9PypVfO6/5wEKHLp2S5ZVMHz8p08dPyjN3PJCzfvm9dO7R\nrdXnddU3fpqXx4xLklS3r051p46ZO3V6hl99S0bffn/OPP+brR7s2XaPXdJvvz3zwrAnM3nk6PTb\nb8/XfJ6wtt70ob+pOeHrn97YQwAA1pO2wgBu+PGFmTZuYjp26ZxDP/iu7PHWI9N1882SJHWLl+SV\nZ8Zn/AOPZ8JjT2zQcXXfcot8/K+/3KCPuTaevvWeLJm/MPucclyrB86KIunUrUv67LpTttltp/TZ\ndadc+92fr9XBv2nPTczNQ3+b5Q3LM/DQ/XP85z+SHltvmYb6ZXn61ntz5/9cktG3P5BeO2yXg//r\nHSutW7doSa765tAsmD03vXbom7d/9VPZdo9dkiSTR47OTT+9KDUTX8wNP/x1zrzgW6s99i3n/y4v\njxmXDl065W1f+kR2O/qQVLWryuyXXsmtP/tjXnrq2Vz9jaH5+N9+nY7dVn/e+5x8XCaPHJ1h/7pR\n6LNeCX0AAFgHsya/nEnDn0pRJG//2qey65FvWWl+h86d0n//vdJ//71ybP2yjTTKtm2MM2eevPGu\nJMkexx/e6vytduqXL9yw+pkPa3Oly8N/uzrLG5an5za9c/q5X0q76sbEade+OoNPPT4L58zNg5dc\nmUf+cW0Gn3Z8OnV/9Z35p26+O/NnzE5Vu6q884dfSa8d+jbP67ffnjn125/PZV/4fl4Y/lQmDX8q\n/Q/Yu3n+9PGTMu7BYUmSYz/1wQw67rDmeVts3zfv+vFX84f3fS4L59bmsSuuz5EfO2u1se982AHp\n0KljXhj2ZGprZqVH716v/YRhLZQm9OdPn5nH/3Z1Xhz+ZBbPnZ+uvXpmpyPfkoPef0Y6rMPpdrXT\navKX938hSfK5Oy9vdZkpo8bk2v/3o/TYest86B8XrjTvmi+dm5efGpvjv/LJ7P62o1aaN29qTUb+\n8/pMGTk682fMSlEU6bxZj/TYZqvscODg7HHSsem8WfdWH3PZ0rqMuOK6jLv74cyvmZkOXTpnu333\nzMEfPjM9t+2z1s+vzW1On5mO3btm230G5cD3vzPtO3Vs83Vo+RwHHHZAhl/270x8eEQW1MxMu/bt\n84nr/tS8bEP9soy+6c6Mv+eRzJ48JfVLlqbr5j2z/X57Zt8hp2aLHbZtc3yL59bmiatuyqRHR6Z2\nak0qSXr02SoDDjsw+77n5JV+Sa9w6fs+m/k1s3LGL76bXv23z7C/X5OJDw3Lgllz0rlH9/Q/eN+8\n5ewz03WL1q+VAmDTUDt9Zh76y1V5YdiTWTS3Nt169cyuRx2cQz/4rnU6jX7e1Jr8/n2fS5J87Z5/\ntrrMi0+MyeVf+kE223rLfPKKi1aad9kXvp+Xnno2J33tU9nrxKNXmjd3ak0eu/y6TB45OvNrZiZF\nkS49e2SzPr0z4KDB2eeU49rcr9cvrctjl/07z979UGqnN+7X++23Z474yFnZfLvXt19vuc1502am\nU/eu2WHwoBzygXelQ6eObb4OLZ/jwMMOzKOXXZvxDw5PbdN+veVp5w31yzLqhjsz9p6HM3PSS437\n9S16pt/+e+UtQ05Lr35t79cXza3NsH/dmOcfGZF5U2uSJJv16Z2Bhx+Yg4ac0up+/XdDPpPampl5\n36++ly133CEP/+3qjH/g8cb9+mbds9PB++XwDw9p8xroN8qMF15s/vPOh+y/xmVbu7b7wUv+lYf+\nenX2fNtROfnrn87Ia2/NkzfdnTlTpjYeJDhwnxz5sbPSo/eWSZLZL72SR/5+TSaNGJ3F8+Zn8237\nZP93vT2DTz1+tW239jPfclqSjL7tvoxe5WbPn7riovTYuvHxFs6Zl8evuD4THxuVedNqsrxhebr0\n7JHuvXul/wF7Z5+Tjm1edm28PGZcZr34Srpuvlm232dQq8u83ntXLG9YnknDn0qSDD7thObIb+nA\nd5+SBy+5MnWLl2TcA49n75OObZ43semMix0P2GelyF9h+713T59dBmTauIkZffv9K4X+C4+PSpJ0\n7NI5e5987GrrduzWJXu9/eg8/q8bM+aO+1sN/fYdO2SnQ/fPs3c/nNG33ZdDP3DGOr4C0Lo3fegX\nRTJ3ytTccu4vs3je/HTo0ilFu6rUTp+ZJ668KS88NDxn/Or76xx2a/W7Zk0LrTKvZtwLuebLP0j9\n4iUpiqSqXXWqO3bIgpmzMn/GrLz81Nj0Htg/Oxywz2qbqlu4KFd9/ruZMWFyqju0T1VVVRbPm5/x\n9z6Sl0Y8nTMv+lE267v1Oj2/pQsW5d9f+VFqxr+QpHEn1FBXn/H3PpJJj47MMV/82Gs+xcXzanPF\nJ7+R2mkzGsdVXZ20WH7hrDm5/hs/zcyJjTvDqqqqVHfqmAUzZ+WZ2+7LuHsezlu/+dnsdPhBq237\nlafH5qbv/CxLFixsfL2qq1NUVWX25Jcze/LLee6OB3L6+d/M5tuv/gu5KJIFNbNyx08vyvyaWWnf\nqWOqqqqycPbcjLn5nrw0cnTO+v156dit6zq9ZgC88YoimT1lWv79vV9kUdN+vapdVeZNn5nH/9V4\no6z3/frcdQ67/3S/vmqETBs3MZefc27qWuzX23fqkPkzZqW2ZlZeeurZbL3LjtnxwNX360sXLso/\nPvudTH9+Uqo7tE9RVZVF8+bn2XseyaThT+eDv/9Jer6O/foVX/pBpjXt16vbV2dZXX2eveeRTHhk\nZN725U+81lPMorm1+ct/fz1zp9akukP7tKuuXmn5BbPm5Mqv/iQ1Lfbr7Tt1zPwZs/L0Lffm2bse\nyqnf/nx2OWL1/fqUp8bm6m+fnyXzG/fr7Zr26zMnT8nMyVMy5o77M+Rn384WbezXa2tm5cafXJTa\nmpnp0KljiqqqLJg1N0/edHcmjXg6Z/9xaDp135D79VdfmPkzZq3z31dL1537q4y995FUt69OVXV1\nFs6tzZg7HshLTz6bD/7ux5nz8rRc9fWfZumixenUrUuWNzRk5uQpue0XF2fJ/AU5+H3vaHW7Lf/u\ninbt0nXzzVK/eEnqlixNdYf26bTKv4OKqsYP45o3bUb+/plvN1+vXtWuKh27dMmCWXMyf+bsvPLM\n+HTvtXkGn3bCWj/HySOeTpL03X3935Rw8bza1C+tS1Gk1VBPGq+579Zr8yyYNSeThj+1UujPmz4z\nSbJFG+smyRbbb5Np4yY2P49X152RJOm57dZtHqhY8TM9f8aszHrxlVbHuO0eu+TZux/O5BFPC33W\nmzd96FcqyUN/+Ec69+yRk3/w5Wyzx66pVCp54ZERufvnf8zcV6bnzqG/zelDN+6dLB/6w99Tv3hJ\n+uy+c44+52PZaqd+SZJldXWZPWlKnrvroTbPPHjsL1emY7euOf2n38j2+++VoijyytNjc9tPLsyC\nGbPz8J8uz9u/c846jef+31yamvEvpH3nTjnmnI9m4NGHNl5PNGlK7vr5H3Lfha9905jH/3ZNOnXv\nmtN/+vXmAxTzXpmepPHuozd+52eZOfHFbL9f45kHvXfZKVXtGoN75BXXZ9Q1t+SO8y7Klhf3W+lA\nRe30Gbnx2xekbtGi7HXaCdn33Sc3z5816aU8+Pu/58XhT+Xm7/8i77v4/OYd0wqVSnLfby5Jjz69\nc+J3vpA+uw/M8oblmfzYE7nj/N+mdtqMDL/s3znsE/+1Tq8ZAG+8SiW553d/S9fNe+SdP/pKttuz\ncb/+/MMjcusFv8+cl6flpp9elCGtXCu7Id3zu7+lbvGS9B00MG/74sfSe+f+SRrPlps5aUqeuevB\nNs88ePCSf6VT924584JvpX/Tfn3KU2Nz/Y9+nfkzZue+iy/L6d/74jqN584L/5xp419Ih86d8rYv\nfTy7HdO4X585aUpuueD3uePXf3rNbTz816sbx3X+N5sPUMxtsV+/5lvnp2bii+m//1454iND0mfX\nxv36gllz89gV12X4VTfnxh9fmI/8+Wcrhe+8aTNy1TeHpm7Roux3+ltz4JmnNM+f8cJLuee3f80L\nw5/Ktd/5eT7y5wta3a/f+T9/zmbb9M7p3zsnfQc17tcnPjYyN513UeZNm5FHL7s2R//3+9fpNftP\n9Nl1QPPYbv/Vn3LKNz+bLj17rPN2xj84LJXK8pz67c9lt6MOSVV1u0x5amyuO/eXqa2ZmXv/eFkm\nj3g62w8elOM/e3Y226Z3li5anPv+8I88cf0deejSK7PPyW2fObJCj9698tlr/pgHL70yD/3lqux+\n7KE56Wut31fqob9cmQWz52aL7frk7V/9VLbba7ckjT8Ds1+amrH3PpKuvTZfp+f50tNjkyR93ohP\nH2gK7Eql8d39tlQaGpIkMye/3Nrqa1x3xbyFc+Zmce2C5pvyrYj7yhrXbWge38xJL7Ua+itu1Dd1\n7PNpWLas1bMSYF1VvfYim76GZcty2nlfzzZ77Jqk8T+6AYcekBO/03jq+Ysjns4ro5/bmEPMtGfH\npyiSIz9zdnPkJ413Z+29y4Ac8akPpM/uA1tdd3n9srzj/G9lhwP2bv6F0nev3XLEpz+UJJn0yMg0\nLFv767/mvTI9Y+98IEWRHPvFj2fX4w5PVbvGH4Ut+m+X03/6jVR36PCa21levyyn/eTrK52FsCLI\nx952f2rGTcy2e++W0877RvrsPrD5Mbpu0TNHfPqD2fOU41K/tC6jrr55pe0++qd/ZunCRdn/rNNz\n9Oc/stJBgF79t88pP/pKthywQ2ZPfjkTmq6LWlV1hw55xwXfan5Nq9pVZcdD98+B/9V4lPT5+x9b\n25cLgA1s+bJlec/Qb2a7PV/drw887IDm+J00/KlMaQqHjeWVZxr368d/7uzmyE+S6o4d0mfXATn2\n0x9M30Gt79cb6pdlyM++nR1b7Ne323u3HPfZs5Mkzz88Yp3263NfmZ7Rtzfu19/25U9k0PGv7te3\n7L9dzjz/m6nu+Nr79Yb6ZXnP0G+sdBbCiiAffet9mfrcxGy/9+55z9Bvpu+gV/fr3Xr1zHGf+VAG\nn3p86pfWZdiVN6203fv/9/IsXbgoB7/vHTnhnI+udBBgqx23z7vO+1p6D9ghMydPybgHHm91bNUd\nOuSsn3+n+TWtaleVnQ89IId84F1Jkufu27D79Z7b9M6ebz0ySfLCsCfz2/d8Mld8+Ye5/09XZPxD\nw7Nobu1abWfpwkU54QsfzaDjDk9VdbskjT8LR/9345sRo2+7L+07d8oZP/x/2Wyb3kkaTxM/4ZyP\nZvNt+2RZ/bJMeHTk2g98LS7Of+WZ8UmSIz56VnPkJ41nYWy14/Y54sNnZuBhB6z9YyaZ3vTJBFv2\n326d1lsbnXt0T/umn++Zk6a0uszi2gVZ2PR3snDWnJXmbdand9O6L7X5GLMmv7rdhU1nOjSuu1WS\nxv8GG9q4F0Nb67bUq+l1WVZXl5kvtD0OWBelCP2BRx3c6qnr2w3eI9s03TVzwv2PbuhhraRDl86p\nVFb/5bI2djryLa0+vwGHNl4T1lBfn3kvT1/r7a2I425b9couxx66+li7dsmerVzztap+Bw3OFm38\nwn729sbrvvY54+3N/xBY1S7HNt6w5KWRr54GVb9kacbf/2iqqqoyuJWPXkkadzQ7NZ0W2HLdlvY4\n+dhWr/Ub0LRjmj99RpYtrWt1XQA2rl2PPqTVU6F32HeP5rthP3ffxt2vd2zary+Yue779V2POrjV\n5zfw0MZ9VEN9fea8PG2tt7cijrtvteVKNwNrHmvXLmt1mvWAtwxuM8RWXM99wLtPanO/PqjpJmuT\nRqy8X3/uvsb9+gHvPrnV9dpVV2eXo96y2rot7XPKca3u13dp+oi4edNqUr+B9+snfuW/c+B7Tk67\n6uo0LGvI5JGj88jfr801374gF77z4/nrp76ZZ+58cI3b6NG7V/MBg5b67f/qdeAHDTl1tbMciqLI\nDvvukWTNgfp6dOjSeCbK6/nZbs3yhuVZXLug8a76rfwd/qeq2lWl//57JUmeuO621C9Zutoyj13+\n7+Y/1y1avNK8Fdfcv/jE6OaPSmxpwmNPZEZTfFcqK6/fv+nNrrolSzPy37ettu7COfPy9K2v3gth\n1cdeoWOXzs3/Xa3tQSJ4LaU4L2TbNm7qkSTb7r17po4ZlxnPT9pwA2pF/7fsm2duuy93DL0oe532\n1gw47ID03mVAqtq1e811t951p1anV7Vrly49e2TxvNosXbBwrccys+m12KbpnZLW9G1xBLctfdp4\np2J5Q0OmPzchSXL3zy/Ovb9q/XTB5csbT3OaXzOreVrNuIlZ3vT5p5d99CttPvayurrV1m2pdxuv\nWdctXz3VbOmChWv1DgcAG9YOg9ver+8weFBeHjMu08dP2nADasWAQ/bL07fcmxvP+032O/1tGXj4\ngemzy4Dmd2XXZJvd2tivV7dL1549smhebZYuWLTWY5nedF3+dnu1vV/ffq/dX3M7Kw6irGr5soZM\nHft8kuTWC/6Q239xcevLNe/XZzZPmzZuYvPnmv/5w19u87Hrm/brtS3Wbam1zyBPkm69Vt6vt9+A\n+/V21dU59tMfzMHve0fGPfB4XnrymUx7bmLmvDwtlUolU8dOyA0/vjDjHxqW0757TqvXcPfq1/qB\nlRWXARRF41kPa1pmyTr8rKyNnQ7ZN1PHPp97//CPzJkyNbsedXD6Dhr4uv/NtLh2fvOf36j7KBz8\n/jMy4dEnsmDW3Fz5tZ/kmE99IL136p/FtQvy5E135vF/3ph21e0afxZXOWiy98nH5vF/3pAFs+bk\nmm9fkBM+/5H023+vVCqVTHhkRO789SXN6yZJUfXq3+PWA/tn50P2y/OPjMz9F1+WoqrIoOMOT4cu\nnTP12fG588JL01Bf37z8qo/dUqfu3bJobq3QZ70pReh33XKLtuc17QAWz53f5jIbwmH//f7MmTI1\nU8eMy4grrs+IK65Pu/bV2WaPXbLzUQdn97cd1ebp8u27dG5zu+06tG+6Jqlhrcey4hfumm5QuDbX\nXnVu41q0JbULsrzpl+HSBQteczsNda8egV/UdEpTpdJ4c5U1KYqkoY2j9x3aeM1avsYrxgjApqX7\nGvbrK8Ju0WvsI95ox3zyA5n94it5ecy4PHr5dXn08utS3b462+65a3Y96uDsdeLRbYZRW/uoJP+/\nvfsObKpu9wD+PUma1XSAQAdTKGXKXiIKIq8g6FWBV0RA5V6R16voVRHkqvAqMq4CouICUUSRKTJk\nDwGhLaNQuhe0JR3QRZq2aZuOc//IoKVJSQrScvh+/szJOfnlJO2T55zf73kgVyotcd2NqfslBX9v\nXC8pLLInOaUuxPWKanG9yDqTURRv/JkJApzOtlNq1Q4fr36OXY3rxuxcrJ0+x+EAnp4/0+kFD2e0\nvt7o9cQIewX84qsFSA4JR8jaLTBm5yH+SBhadt+DfuNqz1R0VlSy+qwJnZPPTmZNGt35rrhi0MSn\ncCXhIpJCwnF2+36c3b4fMpkMAV2C0HFIf/R6fITDfvANKbBLEEbOfBn7lq6EPjIea1+pWcPDP7g9\n/Du1R8TOg7XGrtJqMG7BLGx+dxEKc/Kx9YMlNbZrfbww5MVncPT79RAE1CrmPPrdV7F59kJkxV/A\noRU/4dCKn+zbZHIZRsyYiv3Wm16N7byRtEki0b8TqL11GP/5h9CfjUJK6FlkRScg90Ia0iNikR4R\ni3Ob/sDYZfOga+78x01j4+yqpGhd/yUIwLPfLkazajUJbkSssuyr0mnx8rYbFw4iIiJqCBpvHSav\nmI/U8Cgkh4QjIyoe2RfSkHYuBmnnYnBq40489/mH8LqD4rrMWVyvuhbXX1z1CVrUI66rdVqHPdIb\nglhZhWKD0WEHgluRNHs28UHPMcMRPKQ/Vk992zJ9e/efDhP9xkjuocDYBbOQGZtkmakQGYcriSnI\niElERkwiTm3ciQlL3nf5e6DxvlYosNR44wtF9dXjsYcR2KUjwrfuQWZMIkqLTNA1a4LgBweg79jH\nsG/pSgBAk5YBtfb179QeL61ZhvCte5ByJhLFeVeh8tSiTe9uGDjxSaScOg/A0l3Dti7/2vvTYdKX\nHyFqzxEkHDsJQ8ZlyORy+Hdqj37jx0BrLZQoCEBTB69tU1poWd5Qn6KORI5IItEvzs13vs16JVnj\nW3c1UpvqU+kryysc9j41FzteX+OK1n3uQ+s+lnVEZUXFSDoahtDvN6AgKxt/fbMWj811r3p+fdj+\n4dZVL6A+tQRs1N466/Q0EYVXct1K9LVNfQBYzrG52OS0EwEREUlXYR1x3XaHWOvj2o9hwYW4XlZc\n/6nP7freZ18fXFpYjPijoTi2cj0MWdk49NUaPPXvt+p9bFfZKq4X/U1xXeNzLa4br+S4lejrrLMM\nyopLUFZsctqJ4HbyCWhh7y//d9L4eKHjA/0Q8ccht2ouNBaBXTvaix+Wl5YhOSQcR75bB2N2LvZ+\n+i2e/3aRS8eRyWXQeOtQYiyqMY3/79C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IiIiIiIhIQpjoExEREREREUnI/wNadJmHA9Bw\npwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cb4f10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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/T5dm9O/+vs7jT94+Kk/ePqrt+6FvOKbjo90b2Piq2O7et3eGHH3oBsdUq7Vk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\nWTRrTu769Z9z0tc+s1Hjue2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EiT4RERERERGRjChEUbR9UKGwfZCIiIiIiIiI\nmpQoioqbf9Zgok9ERERERERELQuX7hMRERERERHJCBN9IiIiIiIiIhlhok9EREREREQkI0z0iYiI\niIiIiGSEiT4RERERERGRjPwXdOu9s0jplxIAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598026c10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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07NY13Xr1aPHYkqTzsm2q1V7brRYA60PLHmsKAPAG8uQNd2TujFkNX+t22IGN\nr7dq3TqbbrtVarVkxCNPrdX3rJY/uX4V3243d8asxrPQPbfu1+w8o55Ytw//W1emj284a91p2QMR\nW2TZ51lVzf96+axV1fiNei029M4HkyQ7HnrAai6ZJmfiO67OdqXhAYVzZ8xKktU+wACwNjijDwC8\nqbzw6FO54/x/JEn6bN8/b9lntybTdznq7Xnp2REZdMs92ePdh7/iWf35s+e0+N7ttp06Lltm5afa\nJ0nbjv+9h3vSC2Oy6TZbNZk+e8q0PHb1zS16rzeSFb+6sDlTx47PsAceS5JssceOLV7vq30TwL0X\nXZn7/n5VuvXcOJ+7+LctH/AyA6+7PeOHjUzb9u2y13uPbjKttnRpqrpXPt/18GXXJWm417/PDqv3\nVYh3/fWyJA1P599i95Z/JgBrizP6AMAb3vzZc/PCo0/l6jP+J5d/5+dZvHBRum7SPe/9wZdXmnfX\ndxycPttvncULF+UfX/9pnrzhziyYO69x+qz6aXn6lnvy9y//KI9edVOLx9CjX98kydA7HszihYtW\nmt6uY4f02aF/arXkhl+en4kjRidpiMpRTwzOxV/9yepudrOa+7aBV/P0zXfnrCMG5KwjBjReMt9S\nt5x7QW79/YUZO3RYk4cXzp89J0/ffHcu+dpPsnjhonTasGv2Ou6olZa/7ufn5awjBuQPH/rS6g26\nBds58LrbM/i2+5rcEjFjYn3u/POlufl3f01VJYd+ZkC69ty4yXIzJk3J3z53ep6+6a7Mqp/637dc\nujQTnx+Va848N0/ddFeSZP8PHJvWbds2Wf6Sr/4kD112baaMGZfasm9UqNVqmTB8VK78wa/yzF0P\nJUn2O/ndLT6QBLA2OaMPALyhjB0yLL874XNJGuJp4bz5TcK6qqpsf/C+OeqLH2/2e9vrWrXK+3/8\ntVz5w19n7JBhufHXf8lNv/lL2nXqlCWLFmXRgoXL1pNsudfOLR7Xru84OEPueCDP3PNwhj3wWDp2\n2yB1dXXpvUP/HPedLyZJDv/ch/KPr5+RSSNfzF8/e3ratGubWq2WxQsXpcMGnXPM107JFT/41Wv5\nePLIv67PwGtvW/UMVZUjPv+RbH/wfs1NWm2LFy7MwOvuzWNX35KqStp16pjUapk/578HT7r16pHj\nf/TVV4zaNXjrVzVu6PAMuvXeJEnrtm1S16pV44P7WrVunUM+fXJ2f9dhzS474fnRuf6cPzcs26Z1\n2nRon4WYja+sAAAgAElEQVRz5zfeflFVVfZ+39HNPlxwxqT63PmXf+bOv/wzda3q0q5jhyxasLDx\n57Sqkj2POypv/dD6+RpEAKEPALwxLCvBpUuWZO6MmQ0v1TVEVJeNN0yPfpul93ZbZ4dDD1jpDO3L\ndey2QT70q+9l6F0PZcjt92fi8yMzb+actGrTOhtv3jubbveWbL3vHum//x4vG0O1yhjeYrcdc/wP\nv5JHr7opk14YvewBbbV0m7ZJ4zy9t9s6H/ndj3LvRVfmxaefyaL5C9J5o27Zcu9dc+CA47J0yZI1\n/XQax7ZowYIsWrDgFWdd6WsD16Twl9n/5GOz8eZ9MvrJoZn20oTMmTYzSxcvTueNumWTrTZP/wP2\nzM5HHpQ27do2v4I1fesWjHnnIw9KqmT8syMyq35aakuXZqO+vbLlHjtnz+OOTPfNeje7XJeNN8xx\n3/1iRg8ckvHPjcjsqdMzb+bstG7bNt032zR9d9o2u77j4PTqv2Wzyx96ygcz8vFBGf/cC5kzbXrj\nz1b3zXqk747bZLdjDk3v7d6yhhsO8NpVr3T5V1VVtW/95+/rcDgAwOul6thqfQ8BAFiLzjr8g6nV\naisdGXWPPgAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBB\n3tSh/4dPfSVnv+cjGTP4mdVe9t5/XJWz3/ORXP/b89fqmC45/Yyc/Z6PZNDt976h1gUAb3R/GHBq\nzjpiQMY8tQb79QuvyFlHDMh1vzhvrY7pkq/+JGcdMSBP33LPG2pdsCrTJ0zOWUcMyFlHDFjfQ1nJ\n4oWL8ocPfSm/Pu5TWTBn7voeznr3z2+elbOP/FAmvTBmfQ+FArVe3wN4raoqSarXsoa1NJKXr3Yt\nrndtrgsA3sCqKq9p11y9Tvv1tblWe/VyLF2yJINvuy9D73wwk14Yk3kzZ6Vt+3bptFG3dOu1STbb\nZbtssduO6b3dW9b52Jr75+PoJ4dmzFND03PrftnmwL3W+Zgev+aWzJhYn7d95Pi069SxybQlixZn\n9JNDMv65Fxp+DRuR2VNnJElOOvMb2WrvXV91/fWjx+bhy6/P6CeHZPbU6WnboX16bt0vux1zaLZ/\n+36vuOzcGbPy6JU3ZPgDT2T6hEmp6uqyUZ+e2f7g/bP3+96RVm1WnU1LFi/OUzfcmSG335/Jo8Zm\nyaJF6dJjo2y97x7Z7+R3p/NG3Zpd7q0fPT4jnxicO/98aU4665uvun2wOt70oV+rre8RNNW1x8aZ\n23dm2nXssL6HAgBvOm+0/foGPTdO9+m9V4oSmDt9Zi47/eeZMHxkkoawbt22bVJVmTp2Qqa8OD4j\nHn0q7Tt1yFeu/ss6G1er1q3TfbNN09whpTFPDc19F/87uxx50DoP/fmz5+SBf1yT9p06ZO/3Hb3S\n9PrRY3PZ6T9f6fWGg3+vfnhs8O335YZfnp8li5ekqpJ2nTpl4bwFGTVwSEYNHJLnHxqYd3/zc80u\nO3HE6Fx++s8aDyy069A+tVotE54fnQnPj86QOx7IB3/xnXTYoHOz23X5d36RcUOHJ0lat2md1u3a\nZfr4SXn03zdl0K335qSzvtnswZ6+O2yTfrvvmBceezqjBg5Jv913fNXthJZ604f+G827vvKZ9T0E\nAGAtWVUYwH/O+n0mDB+Zdh075MAPvTc7Hf7WdNqwa5Jk4bz5eemZ5/Pc/Y/mhYefXKfj6rLxhjnl\nr79cp+/ZEk/fdHfmz56T3d55SPMHzqoq7Tt3TK9ttkrvbbdKr222ylU/+k2LDv6NH/ZCrv/Fn7J0\nydL033+PHPGFj6Zrz42zZNHiPH3z3bn19xdl8G33ZePN+2T/DxzbZNmF8+bniu/+MrOnzkj3zXrn\nmK+fkj479E+SjBo4JNf//LxMemFMrjnz3Jx89rdWeu/rf3l+xg0dnnYd2ufor3wy2x20X+pa1WXK\n2PG56Vd/yZhBz+aK7/0yp/ztnLTvvPJ27/qOQzJq4JA8csUNQp+16k19jz4AAKxrU8aMy8gnBqeq\nkmO+fkr2PeGYxshPkrYd2qffHjvlqC9+PKf87Zz1ONLm1bLuL5158oY7kyQ7HnZgs9M32WrzfOXf\nf84HfvbtvP0TJ2Xbt+6dpGV3sD5wydVZumRpuvXqkfd+/0vp2nPjJEmrNq2z+7sOywED3tMw36XX\nZN6s2U2WferGOzOzfmrqWtXl+B99pTHyk6Tf7jvm2NO/kCQZ+figjHx8UJNlJz4/KsPufyxJcuhn\nP5QdDjkgda0a8qp7301z/I+/lg5dOmXO9Jl5+PLrmh17/wP2TNv27TLysaczc/KUV99YaKFizujP\nmFyf+/95dUYOHJS5M2al84Zds+2B++TAk45brcvop0+cnPNO+VqS5FvXXNTsPKMHPZNLv3tWuvbo\nns/95ddNpl1y+hl5cchzOebUT2fnw97WdN0TJuXhq67PqKeHZlb9lCRVOnbtkq49e2SrPXbJbkce\nnA4bdGn2PRctWJiHrrwuz9z7YGZOnpK2Hdpni112zEED3p8Ne/ds8fatap0zJk1J+84ds/lO2+eA\nk96TNu3arfJzWHEb+++7Rx684toMf/iJzJw8Ja3atM5XLv1T47xLFi3OkzffmWfueyj1Y8Zl0fwF\n6bRh1/Tbdcfs+75j0r1v71WOb+6MmXnk6hsz4rEnM33i5KRWS9eePbLNfntmn+PemfadO620zB8+\n9ZXMnDwlHzzj9PTYom8euPyaDHvwscyeOj0dNuiSt+y1a9424Ph03rD5e6UAeGOYMbE+9198VV54\n7OnMnT4rnbt3y3Zv2ycHfui9q3UZ/fQJk/PHD385SfLtWy9pdp7RTw7NP047I117bpzPX/zbJtMu\n+epPMmbQsznmtM9klyMParru8ZPy0GXXZtTAIZk1eUpSVenYdYN069UjW+29a3Z95yHp2PUV9uv/\n/E+G3vlgZk6qT9uOHbLF7jvmoI+dkI369Grx9q1qnTMm1qd9l07ZfNftc+CA96ZN+3ar/BxW3MZt\nDtgzD176nwx74LHMnDQlrdu0bnLZ+ZJFizPw+tvzzF0PpX702GX79W7pt8dO2e/EY9J98z6rHN/c\n6TPzyBU35PmHBmb6hElJkq69emSbA/bKPie8Mx26rHxZ9B8GnJoZk6ZkwDnfTY9+m+X+S/6dYfc/\nltlTpqXDBl2y9b675W0fO2GV90C/XiaNfLHx91vvt8crztvcvd33XnhF7rv439n5yLflXad9No9f\nc0ueuuHOTB03IW07tM+We+6ct3/ipGywSfckyZSx4/PAJVdn9MAhmTtjVjbs0zN7HXdUdn/XYSut\nu7mf+RVfS5JBt9ybQbc0fdjz5y/+bWMgz5k2Iw9ffl1GPPpUZkyYnKVLlqZjty7ZoEf39Ntz5+x6\n9MGN87bEuKHDM+XFl9Jpw67ZfJftm52nWsNnUi1dsrQxwPd49+Fp1Xrlz3uf49+Zey+8Mgvnzc+w\n+x7Lru84uHHaiEeeSpJsuecu6b7Zyv8u3Wzn7dKr/5aZMHxkBt96b7bcc+fGaS88+nSSpF3HDk3W\nuVz7zh2zy1Fvz8NX3JDBt92Xt3/ixJXmadOubbbeb48MvevBDLrl3hw44LjV2n5YlTd96FdVMu2l\nCbn6Z7/L3Jmz065D+9TVVZkxeUoeufrGDH/4iQw46zurHXYt+rvmlWZ62bQJI0blH6efkYXzF6Sq\nkrpWrdOmfdvMmjI1M+un5sUhz6XXW/ply913XmlVC+bOzcXf/HEmjhyT1m3apKqry9yZs/PMfQ9n\n1JOD89FzfpRuvTZZre2bP2du/vm9szNhxKgkDfcTLV64KM/c93BGPPZkjvr8x191E+fOnJkLvvr9\nTJ84Oa3btEmrNq2b/CU9e+r0XP6jX2TSqIadYV1dXdq0b5dZU6bm6dvvzdB7Hsq7v/a5bLv/yveI\nvTj0uVx5xm8yf/acVFXD/WZVVaX+xZdS/+JLGXzn/Tn5x9/MRn02XWnZqkpm1U/Jdb/5U8NBkfbt\nUtXVZfa06Xnq1rsz6qkh+fivf9LsgQIA1q+qSqaNm5B///i3mTtjVsN+vVVdZkysz8NX3JBhDzye\nD/36+6sddi3Zr7/SLC+fNmH4yFzytZ9m4bz5/92vt2ubWfVTMnPylIwZ9Gx69u+XrfbaZaV1LZgz\nL3//0g8zccTotG67bL8+Y1aeueuhjHp8UD567k9W+yD+/Nlzc+k3zsiE4aOSNOzXlyxcmGfueigj\nHhqYo7/8yYbteIWNnDd9Zv72ue9k+oTJad22TUMwrbhfnzItl53+88YnhDfu1+un5Omb787QOx/I\nsd/+QuOZ2BW9OOjZXPH9XzXdr9fVpX70uNSPHpfBt92Xk3/+7XTv2/x+febkKbnuZ3/MjEkr7Nen\nTs+TN96VUU8MzsfPO3Od7tdX/PfOzMlT1vikS5Jc/dPf5Zm7H07rNq1T17p15kyfmcG3358XBz2b\nj577k0wbNyGXf+cXWTB3Xtp37pilS5akfvS43PTbv2b+7DnZ/+Rjm13viv+v61rVpdOGXbNo3vws\nnL8grdu2Weky8uVnomdMnJyLTv1B4/3qda3q0q5jh8yeMj2z6qdl3DPPp0v3DZs9yLAqo54YnCSv\ny0MJ582clUULFqaqko02W/nnJ2m4wqJL9w0za8q0jHxiUJMonzmpPkmWPdeged032zQTho/MqIGD\nm7w+Y+LkJMmGvTdZ5YGKjZYdPJhVPyVTXnyp2YMJfXbon6F3PZhRTwwW+qw1b/rQr9WSO/52aTp1\n2yDvO/3L6bv9NqnVann+kYG58dy/ZNr4ibn+N+fnpB99Y72O846//iML5y9In23fkiM/97H03HKL\nJMnihQtTP2Zchtz94CqvPLjvH1elfedOOemHp6Xfbjulqqq8OPS5XPvLP2bmlKm566LLc9w3/t9q\njee28/+eCSNGpW37djnq8x/P9m9tuJ+ofsy43HjuX3Lrn5q/mmFF9//z6rTv0jkn/fC0xgMUy4/Q\nL1m8OFee8etMGvVi+u26Yw4acHx6bb1V6lo1BPfDV12fR/9zc6779XnpueWZTQ5UzJhUnyt+8qss\nnDcve7zjsOxz3Dsap08eMzZ3/O8/MvLJwbnqrN/mk787M1Vd0ztQarXk1vP/nq49e+S4076Q3ttu\nnaVLlmbE40/m+t+cnxmT6vPgFdfmkI+dvFqfGQCvv1otueNPl6Rjt645/kdfTd8dl+3XH3wiN/zq\nz5n20sRc97M/5uSffXu9jvOOP12ShfPmp8/2W+eoL30iPd/y3/365FFjM/SOB1Z55cG9F12R9p07\n5eSzv5V+eyzbrw96Nv858/eZWT81d//vZTnue6eu1nhu/f2FmTB8VNp2aJ+jv/SJbH/w/g379dFj\nc8M5f84t517wquu47+J/p0OXTjnprG82HqCY9tLEJA379Su+f04mvTAm/fbYKQd97IRsus2y/frU\n6Xnosmvz6FU35dqz/5BNzj+7SfjOmDg5V3zvl1kwd172OPbw7HP8OxunTx41Nrefd3FGPj4oV/3w\n1/nU+Wc3v18/98J069Uj7/nuqemz/bL9+iMDc93Pz8v0ifV58NL/5JBPf2C1PrPXolf/LRvHdsv/\nXJB3f+tz6dh1g9Vez/D7H0ttaS3HfvsL2f7t+6auVau8OOjZXP3T32XGpCm58y+XZtQTg7P5Ltvn\n8C98JN169ciCufNy558vzcDrbs99F12ZXd+x6itHltugR/ecevkfcu9FV+a+v1+VHQ7eP8ec1vxz\npe676KrMnjojG/XplWO+fkr67rRtkoafgaljJ+SZux9a7QNtLw56Nkmy6bav37cP1GpJbenSVU5f\numRJkmTK6HEvm9IQ6EtbsOycaTMyb+bs/z6Ur1q+7KpvhVi+bK2W1I8a22zob7rsAMj450ZkyeLF\nzV6VAKuriHv0ly5enBN/cFr6br9NkoajrP333SPv+cYXkyQjnxycsUOHrc8h5qXnRqSqksM//eHG\nyE8ans7aa+stc9gnP5je227d7LJLFi/OyT/+ZrbcfefGo4Wb7bBtDvtUw/ejPv/IwCxZvLjFY5k+\nYVIG33V/qio5+gufyI5v/+/9RBtv3icn/vAbDU+NfRVLFi/Jid//epOrEJYH+eA77sv450dmsx23\nzYk/OC29t9268T06b9gth31yQHY/6pAsWrAwj1xzU5P13vP3f2XB3HnZ7/h358jPfrTJQYAem/fN\n+7/31WzSb7PUv/hSnnvo8WbH1rptm3zgJ99q/EzrWtWl/z575IATG+7Reu6BR1v6cQGwji1ZvCQn\nnvmN9N1xhf36AXvmuO82xO/IJwZn7ODn1ucQM+6Z5xv265//SGPkJw379U232SqHffZD6bP9Kvbr\nixbn5J99O1vuucJ+feftcvjnP5wkGf7QE6u1X5/20sQMvu2+VFXyjq98MjseduB/9+tb9M1JZ32z\nZfv1RYtz4pnfaHIVwvIgH3TLvRk/bGQ233m7nHTmN9Nn+xX26xt1y+Gf+3B2P+bQLFqwMI9eeWOT\n9d7918szf8687H/ysTnqix9vchCgR7++OeGnX88mW22e+tHj8tx9jzU7ttZt2+Tkn5/e+JnWtapL\n//33bDz7+ew9D7f041orum26SXY+ouEWzRceezrnnvz/cuk3zszdf7s8wx94PHNnzGzReubPmZcj\nvvix7HjoAalr1SpJw8/CIZ/+YJKGz71th/Y5/kdfSbdePZI0XCZ+1KkNn+PiRYsz4uGBLR94C55s\nN+6Z55MkB338hMbITxquwujRr28O+uj70/+APVv+nkkmPD8qSbLxFqu+tWNNddigS9q0a/j5/v/t\n3XlYk1e+B/Dvm0QgARQrKot1YRHEBVxRrLXasS6t3azXWmu3sdtM595u0/bazXbacWy9VjvTXWtb\nW+tSrYNjXVqtuCBuKCKbQYwQEAhrgIQQQu4fWQzwJiZuaPx+nofn4cm75OQl5Jffec/5HY2qbRJv\nodfWo6HG8jepr6ppta1LiGUKQoVK7fQ5Khw6Bxqqzx9v+5vUlJTBZBT/n3U81jZKoi3bdWluaoLm\njPN2EHnCKxL92FsSRYeu9xk8AL1iLQU1clMPXe1mteKrkMNsBuoqqz0+NiZppOjri060zAkzNRtR\nfa7M7fPlHbAE0cDgboi7dYxoW4dOmXjB80QMH4JgJ3PxMndZ5n2NmD7Z/kWgrbjxSQCAsxlZ9seM\nBgNy9x+CRCLByHvaL70CWAJNzBjLsMCzx0+K7hN/xwTRIXz9R1sCU225BkZDk+ixRETUsWLHJ4oO\nhe6TEIde1kJZuXuujbhefxFxPfZW8ddnS55MRiOqi92P67ZiYJ27d0PchKT2bfVXYOj0Cw+zjhwV\nj+A+vUS3Ze7YAwAYcf8Up3HdVmTNcXizsdGA3D0HLXF9xlTR46QyGWLGWeK6Kj1TdJ+EaRNF5/BH\nJ1mm/9WWXf24PvXFeRj1wDRIZTKYmk1QHctC6up/46e3l2DZA8/im+feRNbO/S7P0bl7N3uHgaO+\nwwbZf0+ceWe7UQ6CIKBPQhyA1onk5WAbYXox720xLaYW6LX1EASI/g0vlUQqsV+v9ORfYWw0tNsn\nbe1m++9NOn2rbf2GWzq2zh7Psi+V6Oj0oePQWDsBzGbAoGt0ONZys6up0YCjyb+2O7ahutb+vwMA\nTXp9u30AyzW3/V+520lEdCFeMS6k9yDxoh4AcPOgWKhzlSgrOHsVW9Re5Ih4nNi5F1uWfoGSqbej\n/+jhCInqZ++9dSU0OkL0cYlUCv8unaHTamFo0LndlnLrteg1INrpPr0GxjjdZhPuZARCi8mEc6cK\nAADb/rUCOz77Rnw/6xAprabC/lhpvgomk2X90xXPOR+W2dxkCebaCvHqpM6umeNQM0ODzt4DTERE\n147e8XEutg2AOluJMusdwo4SmTgUJ7an4D+LPsOwuycheuwIhPZ3M67HuIjrQZ2hq9WisaHB7bbY\nrkW4dQSEmJsHxV7wPI7Vxh21mEw4l3caALB1yVfYvuxr8f1scb38fGwuVZ6xr2u+fN6rTp+72Zqk\nOx7ryNmQ78DgrvbfDfUNVzWuS2Uy3P70HIyZNR15+w6j8EQOSpVnUF1cBrPZjHN5BUj+x6dQph7F\nPW/8RXQOt7M73LZpAIIABPe9WXyfIMs+jfXuv1fcETk6ASV5p/H7V2tQVVyK2HGJCI+LcmtUiBi9\nts7+u1/glamjkPTQPTh98Djqq2qwdv4iTHxqDnpG9oG+rh7Hf9mFg+u3QCqTWt6LbTpN4qfehkPr\nt6Cushob3lqCSc89ir7DBlmmDKUdw6//+sZ+LNC6PkPPqL6IGj0U+WnHkLJiDQSJgIETk+Ajl6Mk\nNx+/ffIdTEajfX9XBQf9Avyhq61jok+XjVck+oHdujrdZkvs9LV1Tve5GiY8PhtVxaVQ5yqRtnEL\n0jZugayTDOGx0YgdOwqDbx/n9APUR+5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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597bff410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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GTFhr+sKZs/PoX//Z7u39XzF+2Mj84+s/SW358gw66ZgMPvtDL2k9K66R79Kz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\ny9YY1xdMn5n502bm+ZFPpd9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7+jSJiIjIDu4+/TD1uYUoiE9GdUER6pUqSCQS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\nns8LcmqdAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597db43d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"orange\" - Reflectance Recovery                                           *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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J0t4UFMCcOdsDgbL+vLN5c7Td5IwZ0W/5d1S9etQosXdv6NMn+tq2bcVpHgnR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pwzgQTXQ9MGTdl+y+3ZvtX2dG7Vme1bbb/2/fZbbk/HLTpu8JKMGCPFpcWsKl7FqjWZoKJ4FSuL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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984b6b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5P1ubs4+b1DffAsDBQOgDAAelJetr11/PnjCib4h+T++Z+qJILj73yDxl1v6d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\nKJ97zYK85JjBIffrh7blPd9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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e82090>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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vsaoGDu/YWkd3X952/vz8eXFrJo4elh+ddUhmP8rpFnfGVQ9syMbNvRk+rMrL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\nAACiyP8DE8iSaHlSVfwAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e73910>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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UiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAA\nAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQ\nBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACA\nEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoA\nAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAi\nQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAA\nAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkTo\nAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABA\niQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMADPjyLesy\n/8IF+ZsrVz7VmwIA+63uqd4AAIAk+diVK3Plgq273VZbkzQ11GbsyNrMnTIy82c25tzjx2fW+Pon\ndVuKIW676I6N2d7Zn9edOCEzxz256x/K2f++OGube/bpsT96z1E5ZtqoA7buJes7cu+q9ty/tj33\nr+3I8o2d6a8k58wbl0+fN+f3eu59+b7+8qwZecepUwbdPtTvzJ5ePHdM/v0thw95X09fJZfesyXX\nLNqWBzd2pq2rL6NG1OSwSQ058+hxefspk9JYXztoudXbunPulx7Y63qT5PvvmpvjZzQ+7uMADjSh\nDwA8rdTVFhk/qhpXlUrS1t2X1dv6smprd36xtCVf+MW6vOK4cfmbc2ZlfOPBeyvz3Ts2ZW1zT045\nrOkpCf0dGutr0li/90mZI2qHOlSx/z52xcos3dA5+I7iwK1n3KjaYbd71ON8v3t7TcaNGvp3pKWz\nL+/73vIsXNuRpPqtjG6oTVtXX+5f05H713Tkkrs35xt/eGRm7+XA0uTRw/8OHuifA8C+EvoAwNPK\nSbMb880/PHK327Z39eXeVe35yYItuW5xc65b3Jx7VrXn4nfOzbSxIw7ath3Art1v7zh1Sv70RdMO\n6jpH1BY5dvqoHD9jVJ41Y1R+/kBLbl3eekDX8dnz5+TkQ0fv17L785p8/qa1Wbi2IzVF8v4zp+ct\nz5mUpoba9PRVcsOS5nzy6tVZ09yTT1y1Kt94+xFDPkdRJDd+YN5+bTPAk0noAwBPe6MbanP6kWNy\n+pFj8rr5rfngjx/JhtaefOjSFbn4nXMP2nZUKtV//n9z8QVzU7PLUY67VrU/hVtzYFy/pCVJ8voT\nJ+Zdp03defuI2iLnzBufrt7+fPzKVfntiu1p7ezLmJGDp/ADPF0JfQDgGeX0I8fkL8+akU9duyb3\nrW7PzQ+25Iyjxg56XE9ff35015Zcu3hbHtrYlY6e/kxuqsuph4/OO0+dkiMmj9yn9X35lnX56i83\n7Pz63d9dvtv9J89pyrcGZiD0Vyr59bLW3Li0JQvXdmR9a09aOvoyobE282c15m0nT87zDtu/Ueun\nUs3TYSrDAdbZ058kOXba0L8Hx00ftdtjhT7wTOKq+wDAM84bT5qUSU3V8YqrFm4bdP/G1p689VsP\n5Z+vW5O7V7anvbsvI+uKrG/tyeX3bs1bvvlgbnigeZ/W1VRfm0lNdakZaN1xo2ozeXTdzn/G73IO\n+LKNXfmzHzySS+7ekiXrO9LTV0lDXZHNbb25cUlL3nPx8nzj1g3DrOnJc/m9WzL/wgWZf+GCrG3u\nPujr3xe/10yJ/Vj2+BnVkF+8rmPI+xcNnLs/qakuU8YcvNNDAA4EI/oAwDPOiNoizztsdK5euC13\nr2zb7b6evkre/6NHsnRDZ049fHT+1xnTc/yMUamtKbJpe0++ddvGfPeOTfmrK1bmkmkjc8iEhr2u\n6x2nTsk7Tp2y8+rwezuXvL6uyBuePTFnzxuXE2c17rxi+5a23vz47s35yi/X54u/WJfnzxmdE2bt\n59XYf48gfjoPzH/652uyvrUnrZ39GTeqNvOmj8qrTxifc+aNf9wZBVct3JrL7t2Sjdt701hfkyMn\nN+TMo8fmzQPn3Q/lg2fOyHsuXpbLF2zNoRMb8pbnTsrohtr09PXnhiUt+fT1a1NTVK/4P5xKJXn7\ntx/Kso2d6e2vZHJTXU46pClvfs6knHRI0+/1egD8PoQ+APCMdNTUkbl6YbKhtSd9/ZXUDgy5X7Fg\nSxau7chzD23KV/7g8J23J8nk0SPykZfPTFdvdVr/RXdsyl+fPeuAbdOciQ35xKtmD7p9YlNd/scL\np6WS5Es3r88P79q836H/7ds35gd3bR72/qOmjsx/vG33i8c9nQN/h6UbOjNyRE1GjSiytb03v1rW\nml8ta82P796Sz59/2F6nzq/c2p26miKjG2rS2tmXe1a1555V7fnvOzfnC286bMiPGpw/qzEXvWNu\nvnTL+vz7zevz+ZvWZXRDTdq6+1OpJCfObsx7T5+aF88dfFrIDkWR3L+mPaMbatNfqWRtS0/W3L8t\nV92/LW9/3uR89OUzD8hrA/BECX0A4Blp7C7h19zRl4kDU/mvuK/6uep/eMrk3SJ/V688fkJ+dNeW\n/Obh7U/+hu7ijLlj86Wb1+ee1ft/MbuO7v6d55cPpbm9d9Btr5s/Ma+bP3G/1/lkeukx43LyoU05\n+dCmnR+Ft66lO9/77eb81+0b87sVbfnwZSvytbcOvvL9vOmj8uxZjXnx3LE7P32htbMv1yzals/d\ntC5rm3vyP//74Vz6P44e8mP22rv709HTn/5KJUWRtHU/9rpu7+rPlrbBr2WSNNQV+YOTJ+XceeNz\n7PRRGTWiejbs4nUd+fIt63Pzgy25+I5NmdRYl/ecPnXI5wB4Mgl9AOCZaYgp7L39ldy3pnpu9Sd+\ntiqfvGb1kIv2D5wQvq7lwJ+v3tnTnx/etTk3LW3J8k2daensS98eXb6xtWe/n/9PXzztoH+83pNp\nqFHv6WPr86GzZmTW+PpceM3q3LZ8e25d3poXHDFmt8e9/ZTJg5YdM7I2b3rOpJwwszFv//ZD2bi9\nN9/5zaa8/8zpuz3uF0tb8qFLV6S3r5LXzZ+QP37+lBwyoT4bt/fkusXN+dqv1udvf7oqK7Z05QNn\n7j59f/LoEUPOBDlu+qh88c2H5cOXrsh1i5vzH7duyFueO8mF/ICDzsX4AIBnpJbOvp3/PW5UNaSa\nO/rS21fZef/W9t4h/2nuqC7b1XtgPytvY2tP3vSNpfnX69fmzkfbsq2jLw11NZnYVL1w34SBWQcd\nexmR5zFvee6kzBxfnyS5+cGWJ7TssdNH5ZzjxydJfvHQ7st29/bnwmtXp7evkjc8e2I++ZpDctTU\nkRk5oiaHTGjIu18wNR8/t3oKxn/etjHLNnY+oXX/xUurBwY6e/pz+yMHd9YIQGJEHwB4hlq6oTpy\nP23MiJ1T9CsDI/VFkfzw3UcNeW72k+n//nxNVmzpziETqiPSz5szerfR3JVbu/KqLy85qNv0THf8\njFFZs607q7c98dkX82c25soFWwctu2hdR9a39KQokj9+/uBZAUnymhMm5NM/X5Pmjr784sGWHDll\n3z6OMUlmja/PhMbabG3v26/tBvh9GdEHAJ5xevr6c/uK6tX2n3PoY1c3HzfqsY/BW9u8/9Pj93eb\nblrakqJI/vl1h+asY8YNmrK9eZhzvnlyVIb5zL5dfzdmDcwYGMrsgfsO9u8SwO9L6AMAzzg/vntL\ntrb1piiSVw1Mz06qH7t3/MzGVCrJr5a1HtB1FsWOWQND37+1vS89A6cNHDt96JkEtx3ki/8901Uq\nlSxcU71w4d6CfDg7rtew57JN9Y+9BV7TPPyI+5qWauA3Njyxt8yrtnVna3vfkOsGOBiEPgDwjPLr\nZa35zA1rkyQnzmrMi/b4+LPXzZ+QJPnJgi1Zsr5jr8+163n+j2f0QBwOt8yu8bjjtIJdbWztyfd/\nt2mf10fyo7u2ZE1zdYr93j7mbihL1nfk6kXbkiQvnrv7RfyOn9mYoqgetLnk7i1DLv+LpS3ZOjAD\nY/7MJ/ZRiF+4qfr7OXJETZ532OgntCzAgSD0AYCnvdbOvvx6WWs+ctmK/M8fPJyu3kpmjBuRz7xx\nzqDHvuHZEzN/VmO6eit5z8XLc8ndm9PW9Vicb2jtyU8WbMk7/uuhXHzHvof33KnVc7SvXrgt3b2D\nL6bX1FCbE2dXZxP87U9X7TzI0F+p5DcPt+aC7y57ot/20Pbj+oGX37sl8y9ckPkXLsjavYxgD6ez\np3+3ixn2DHz/Pb392bbL7e3dg1+Xj125MvMvXJBz/n3xoPv+6drV+Zfr12TB6vZ07fKarmvpzmdv\nXJtPXVv91IRT5ozO6UfuHutX3rc1H750RW55qCWtuxx8ae3sy4/v3px3X7w8vX2VTGqqyzufP2W3\nZSc11eXs48YlSb57x6Z8/qa1Oz9Kr727L5ffuyV/89OVSaoj8i85eveDDBdctCz/eduGLN/UufMT\nHCqVShav68gHfvRIrlnUnCR512lTdvsYSICDxcX4AICnlbtXtecln1uUpNq07V19u10dv6ZIzp43\nLh87Z9aQn41eV1PkC286LH9xySO5e2V7/v5nq/MPV6/OmJG16e7tT2fPYxfsO+3wMYOWH84bTpyY\nn92/Ldctbs6NS1sysbEutTXVWQWfPq96wOEjL5uZd1+8LA9u6MybvvFgRo6oSaVSSVdvJeMba/P3\nr5qdD/xoxe/x6iTfvn1jfnDX5mHvL5J89BUzc8688YPvK/Zvnd+6bUO++ssNg26/YUlLbliyaOfX\nr50/If/4mkOG2bDBK2/r7s8VC7bmots3pSiS0Q216a9U0tb1WPSfMqdpyAM6/ZVKrlvcnOsWV6O6\nqaEmtTVFWjoei/6Z40bkc+cflvGNg39P/ubc2Xl0a3cWre3IN2/dmG/eujGN9TW7HayYPLounzt/\nTupqdt/2tc3d+eyN6/LZG9eltqbI6IaadPb07/w9LYrkbSdPzp+U6GMQgWcWoQ8APC3sSKm+/kq2\ntldHV2uKakRNHVObuVNG5oRZjXnV8eMzY9zez3ue2FSX//yjI3PNom256v5tWbyuI80dfRlRW+SI\nyfV51szGnHHU2LzkqN1Dv0gxbAw/77DR+dz5c/Ld327KkvWd2bS9J5Uks8c/doG9E2Y15qJ3zM1X\nfrk+dz7alo6e/kwePSIvPGJM3nv61PQNd4L/PihSDcjOnv50Ps7H83Xv8bGB+xv4j617+Ndl98ft\n2207vPk5kzKxsS73rm7L2uaebOvoS6VSna1x/IzGnHv8+Lz82HFDLvu8OaPzv86YlntWteeRLV3Z\nNjCjYGJTXY6aOjIvOWpszjtxYhrrh57AOnZkbS56x9xcdu+WXLe4OQ9u6EhrV39Gj6zNoRPq8+K5\nY/K2kycPeZDgQ2fNyG0Pb8/CNe3Z1Na783fr8Mn1OWl2U84/aWKe9QSn+wMcSMVwVyNNkqIoKks/\nftxB3BwA4MnS1T/iqd4EAOAAOuHCBalUKoOOqTpHHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0\nAQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAIBSueCiZZl/4YL8ZMGWp3pTBvn8TWsz/8IFuWLB\n1qd6U55yP1u4NfMvXJB/vX7NU70pUDp1T/UGAADwzLVwTXt+cNfm3L2yLetbe9JfSSY11WXK6BE5\nYVZjTjm0KacdMSajRhz88aUixW5ft3b25aI7NqZIkT998bSDvj3rWrrz3Ts25dCJ9Xn1CeMH3b9k\nfUfuXdWe+9e25/61HVm+sTP9leSceePy6fPmPO7zt3f353u/25SfL27Oii1d6a9UMnNcfc46Zlwu\nOG1KRjfUDrtspVLJ1Yu25bJ7t2bxuo60d/dnyui6nHb4mFxw2pTMmdiw13Xfu7otF92+KXevbMvW\njr6MHVnvmW8PAAAgAElEQVSbE2Y25m2nTMpph48Zcplz543P1361If995+a8/ZTJmTGu/nG/R2Df\nCH0AAPbLv9+8Ll//1YadX9fWJGNG1mbT9t6sbe7JgtXtufiOTfnc+XPy0mPGHbTtmjmuPlsm92Z0\nw+4HF1o6+/LVX25IUeQpCf0v3bw+Xb2VvPf0qakpikH3f+yKlVm6oXPwgkM8dk9rm7vzvu8/nEc2\ndyVJRo6oSV1NkeWburJ804Zced/WfOuPjszs8YNjuqevPx++9NHctLQlSVJXW6SpvibrWnpy6T1b\n8rOFW/Pp18/JS44eO+S6v3nrhnz+pnVJkpqi+jvQ3NGXmx9syc0PtuQ9p0/N+18yfYhvq8h7T5+a\nv/7Jynzx5nX51GsPfdzvE9g3Qh8AgCfsZwu37oz8c+aNywWnTc0x00ampihSqVSybFNXfrWsNVfe\nt3VfOvWAuvC1hwx5+8Hejl1tbuvNT+/fltENNTl33uDR/CQZUVvk2OmjcvyMUXnWjFH5+QMtuXV5\n6+M+d3+lkg/+eEUe2dyVKaPr8snXHJIXHFEdRV+4pj0fv2pVHtrQmT//4cP58XuOTm3N7i/EZ29c\nl5uWtqSutsiHz5qR80+amPq6mqxv6cn//fmaXP9Acz5y+Ypc8t6jc8iE3Uf2b1ravDPy3/DsifnA\nmdMzobEu7d19ueiOTfnyLevzjV9vyFFTRubc4wd/32cfNy6fumZ1rl7YnA+9tCeTR4/Yp9cT2Dvn\n6AMA8IRdfMfmJMkZR43Jp8+bk+Omj9o5Sl0UReZOGZl3njoll7z36Jx+xNBTtw+2SuWpW/fl925J\nX38lZx0zLvV1Q78Fv/iCufnhu4/K371ydt540qRMGr1vY3K/WNqSxes6UhTJP772schPkuNnNubz\n589JXW2RZRu7cvm9u1+3YHNbb/77zurP8p2nTsnbTpm8c/umjR2Rfznv0MyZ1JDOnkq+dMv6Qev+\n8sBtz57dmE+8anYmNFa3ubG+Nu974bS8bv6EJMnnblqbvv7BP4ARtTV5+bHj0tdfyeX3um4BHCjP\n+BH9axe35Id3b8v9azuzvas/Extr8/w5jXnXqZMyb8bI3R67alt3zvrisiTJko8fl3tWdeSbt23O\nXavas7mtL3/8vIn561dUp3EtXNuRny1qzZ0r27O2uSeb2vrSVF+TY6Y25LUnjMsbnz1uyClXX7h5\nY750y6acd+K4/PNrZ+bSe7fle7/bmmWbupMkJ8wcmfedPjmnH9E07Pf00MaufPGWjbn9kfa0dfdn\n5rgRedXxY/Mnp0/KV3+9ebfnH8qNS1vzo7u35d7VHWnu6MuYkbV59qxR+cNTJuSFR47er9cZAA6W\n6x9ozo/v3pxF6zqyvas/Exrrcsqcprzj+VNy3PRRgx6/elt3zv3SA0mSBR+bn3tXt+U7v6meK7yl\nvTdvO2VyPvry6j5z0dr2XLu4OXevbMvalp5sbutNY31Njp46Mq9+1oS8/sQJQ+7fv3zLunz1lxvy\n2vkT8o+vOSQ/WbAlP7hzc5Zt6kqR5PgZo/Ke06cOey5ykizb2Jmv/HJ9frtie9q6+zNjXH3OnTcu\n73nB1Hzj1g27Pf9QfrG0JZfcsyX3rWlPc0dfxo6syfxZjXnryZN3C7uD5cGNHUmSF88dejr3rvYM\n2z1/Zvetbs/Xf70hC1a3pbO3kqOmjMx7T5+aM46qPndPX3/+6/ZN+en9W7Nqa3caG2rz0qPH5oNn\nTs+4UYPfzl5w0bLc+WhbPvma2Xnd/Im73ZZUg3/+hQt2W+ZPXzRt53T+/kolVyzYmivu25qlGzrT\n1lV9PzWxsS7zZzXm7OPG5/Qjn9hrfvnAxfdecdzwpzAM9bu3L361rDrqf8TkhiF/Bw+Z0JCXHDU2\n1z/QnCvu25Y3njRp5313PLI9vX2VFEXyR8+bPGjZ2poibzt5Uv7p2jW5cUlz2rv701hf/XlubO3J\nkvXVUw3+cIhlk+SPnz8ll9+7NetaevK7R9vy/MMGvxc9e974XHbv1lx275a85/SpT/wFAAZ5xoZ+\nf6WS/3PF2vxkQXOSpK4maWqozcbtvbny/pZctbAlf3vu9Lz1uRMGLVsUyVULW/K/L1+d/koypqF6\nDtOuLrh4ZZo7+lIUyagRNWmqr0lLZ1/uWNGeO1a05+dLWvOVN88eNPVpV3995Zpcck9z6mqSUfU1\n2d7Vn9sfac9vVzyaz71xVs4+bvCO8dfL2/InP1iZ7t7qH9zRDTVZ09yTL92yKb9e3pbnzWmsfg9D\nrK+nr5K/umJNrry/Zef3ObqhJts6+nLTg9tz04Pb854XTMr/PssfUACefvorlXz8ylW58r5qENXW\nFGlqqMmm7T352f3bcs3Cbfnrs2flzc+dNOTyRZFcs2hb/uonj6a/koxuqE1dze6XY3vf9x/euX8f\nOaImjfU1ae3sy+9WtOV3K9pyw5LmfOFNh+11//53P12Zy+7dmtqaIqPqa9LW1ZffrmjLnY8+nH99\nw5y87NjBIXfbw6358x8+snP/3tRQm7XN3fnqLzfk1uXbc8qc6gDAcPv3j/90ZX52/7ad32dTQ222\ndfTl5gdbc/ODrbngtCn5i5fO2LcX+gBb39qz38sWRXLjkub85aWPplKppKmhNp09/Vmwuj3v/9Ej\nufC1h+SsY8blT77/cO5e2ZaRI4oURZGtbb255O4tuW91e77/rrkZUTv0CPmuP/3xo2ozoakuW9t6\nkyST9xgtb9zlfP6/+snKXL3wsdd7dENt2rv709zRleWburJsU9cTCv11Ld1ZsbkrRZGcOHv4wZ79\ntaa5+jM4bC8XzDtsUvW+Bavb0tnTn5EDF0dc01wdjBozsnbnaPxwy3b1VnL3yrad3/valup6i+Kx\nx+zp0An1KYrqwZXbHm4dMvTnz6q+v121rTtrmrsz00X54Pf2jA39/7h1c36yoDk1RfL+l0zJO543\nMY31NVnf2pNPXbc+1yxqzT9cvS5zpzTklEMbd1u2Ukn+5qdr8/JjxuSjL5+WmeNGpK+/knUtvTsf\n86Ijm3LW0WPy/MMaM6mp+jJ19PTn5w+05tPXb8jND27Pt2/fknefNvSbjRuWtKart5K/f9X0nDd/\nXBrqarJqW3f+zxVr89sV7fnktevzsmPG7PZGYkt7b/7i0tXp7q3kxFmj8qnXzMjcKQ3p7a/kmkUt\n+fhV67J8U9ewr8m/3LAhV97fksMm1udDL52SM+aOzsgRNWnr7s8V9zXnX27YkG/cujnHTWvIq591\n8C6IAwD74lu3bcyV921NTZH82RnT8/ZTJqexviYbWnvy6Z+vyXWLm/Opa1fnyCkj89xDB8dSpZJ8\n4qpVeekx4/Lhs2Zkxrj69PVXdgvRFxwxJmcePTanzBm92/79hiXN+cwNa/PLh1pz0R2b8s5Tpwy5\njTctbUl3b38+fu6svHb+hDTU1WT1tu78zZUrc+ejbfmna1fnzKPH7rZ/39rem49c9mi6eys5YVZj\n/uFVs3PklJHp7a/kusXb8g8/W52HNw+/f//MjWvzs/u3Zc7E+rz/zBl50ZFjMnJETdq7+/LT+7bl\nszetzX/etjHHThs15DnQT5bjZzTmzkfb8r3fbc4LjhiT5xzyxAO2+p5sVV43f0Le/5LpmdhUl63t\nvfnEVaty09KW/Nv1a/PbR7Zn1daufOkth+WFR45JJcktD7bmr654NEs3dObHd2/JW08eejR5V589\n/7Csae7OOf/+QPUAwwfmDfm43z26PVcv3JbamiIfftmMnHfixJ0j2Ju29+TW5dvz0MYhLpi3F3et\nrM4kmD2+PmNHDn/l+/21YyJA315OTdgxbb6/kizf1Jl5Mxp3W7Z/iGn1jy1b/Xelkjy0qXNn6O96\nYKq/f+hl+yuPnTKxbOPQv+ejG2ozZ1JDVmzuyp2PtmXmCUIffl/PyHP027r787VfV88leu8LJuVP\nXzh55x/gaWNG5LNvmJXnHjoq/ZXkczdtHPI5jpvekM+fPzszx1Uv+FFbU2TW+Mcu/vFv583KK48f\nu/NNQFId2X/tCePyuTfOSpJc/LvhzyNq6ezPp14zI3/wnOqbgKT6x/0z581MXW2RTdt7c9eqjt2W\nueiOrWnu6Mvk0bX51tsPydwp1SOjdTVFXv2scfnUa2akpXPov6KPbO7Od27fkklNtfnOHx2as48b\nu/NIbVN9Td763An55KuqR/q/+qvNw243ADwV2rv78s1bqxd2e9dpU/Pe06fu3LdPHTMinz7v0Jx0\nSFP6K8kXb1437PMcM21U/u0Nc3Z+TFdtTbHb6OD/ff2hOWfe+EH791c/a0L+9Q3Vjy/bcb7yUFo7\n+/L3r56dNz1n0s79+6zx9fn06w+t7t/benPPqvbdlvnebzeluaMvk5rq8rW3Hp4jp1RPLayrKfLK\n4yfk7189O62dfUOub8WWrlx8x6ZMbKrLN95+ZF5+7Lid+/fG+tq8+bmT8nevnJ0k+fqvNwz5HE+W\n971wamqKZHtnX975X8vyuq8tySevXpXL7tnyhEJ43vRR+cSrZmfiwM9kQmNd/vn1h2Z0Q002t/Xm\nsnu35l/eMCcvmjs2RVGkpijykqPH7jwYc/0Dzfu8rn05R3/B6urP77TDR+882LTD5NEj8tr5E/Kh\ns57Y7InF66rv+Y6YPPJxHrl/Zg38jj+8afjXffnAfZVKsqntscGtHf9/tHX3Z33L0LMzlu3yvJu3\nP7bsjIH30TsOAOxtvUn1QMlw5k6uvu9dtLZj2McA++4ZGfq/Xr49bV39qa8r8t4XDB5RrymK/NmL\nqkd271zZnk27/EHa4V2nDj0Svy9OPrQxY0ZWp9RvGGa62qzxI4YcNZ86ZkTmzxxZ/YO4x1HNnz9Q\nPb/qzSdNGPJzTs+dNzaHTBj6SqSXL6hOL3vl8WMzfezQjzn7uDEZUVvkoU1d2TjEawIAT5Xbdtm3\nX3Da4NH0mqLI+15YPfXs7pVtwwbDO57/+CO7w3nOIU0ZPbI6pX7jMPv3meNG5JXHDz4tcMqYETlh\n5qhUKtVz8Xd1/ZLqKXXnnzRxyP372ceNz+wJQ49gXjFwXvc588Zl2jD795cdOy4jaoss39S515A6\n0E49fEw+/6bDdg6aPLypKz+6a0v+7qpVecPXl+bMzy3KZ25Ym+aO4d9zFEXy7hcM/nmPGlGzczr3\nSYc0DjlbYMcU8If2Mttxf+z4GW1p703lAF29b/NAWI8bdeBH85PktCOqr8WKLd25YcngAx8PbujM\nLx967Or97d2PDRydMmd06mqLVCrJt38zeICsq7c/3/vtpp1ft3U/dlBq8ugROXpq9eDFf/1m45Cv\n17du27jLssMM+yc7r7Wwud17VDgQnpFT9xetre5Aj53WkDHDTH865dDG1BRJJcnCdZ05Y+5j5wMV\nRXLS7MEX89nT1YtacsV9zVm0rjNb2vvS3Tv4j9fG7b2ZOmbwjvdZM4Y/YjttzIgk1Qvl7dDd25+H\nNlXP3Tr50OG37bmHNGbl1sF/wHfMDrj03ub8bGHLsMv39VdSqVTPqZqyj1dyBYAn26KBEc9jpo4a\ndt9+8qFNO/fti9d15EVzd9//7uv5z9cu3par7t+Wxes6srW9d5j9e0+mDLF/3zHdeSg73g+0dO6+\nf1++qbP63mMvU9tPOqQpq7Z2D7r93oHR5Z8s2JprFg0/cr1j/76u5eB+PNkZR43NC48ck1uXt+bW\nh7fnvtXteXBjZzp7+rO5rTff/s3G/GzhtvzH2w/P4ZOGfm901JShb99xvvjcYe7fMStjuNkQ++vU\nw0ZnRG2RRWs7csF3l+f8kybm+XNGD/n7sK+2tle38cmYtp8kZx49NsdMG5kl6zvztz9dlbau/px5\n9NiMqC1yxyPb86lrV6empkj/wNz+Xa/5N6mpLm86aWK+/7vN+d7vNqWpoSZvfs6kTGisy4MbOvKZ\nG9dlbXNPamuK9PVXUuxxwcD3vWha/vKSFXlgfWf+4pIV+fMzpufQiQ3ZuL0n3/nNxly3uDl1tUV6\n+yrZy6UvMnbgIMhWoQ8HxDOy9LYM/LGctpc/uPV1NZnQWJvNbX07/7juamLj8H9oe/sr+cCPV+f6\nJdUjn0WR1NcWmdhUm9qBP26b23rTX0nae4Y+0ttUP/xkiYa6Yud6dmju7E+lUl3X3gJ8uPt2jNC3\ndfWnffD7hN0URdI1zHYDwFNhx5v7qWOG3wfW19VkfGNdtrT1ZlvH0HH3ePv3D1+6IjcueeyitfW1\nRSY01aV2IEC2DOzfO/Zj/77jyvI9u+zfWzr7dtm/D/++Zfj9e3WEvrp/H340dMf309m798fs8MEf\nPzLoFIMkOXfe+Hz0FUN/qs9wamuKvGju2Lxo7o4r5Fdy56Pbc/FvN+XmB1uzobUnH718ZX747qOG\nXH64AxM1A1U47P0D78mG+si238ehExvyN+fOyj9duzp3PdqWuwau1D9z3Ii88MixOf+kiTl2iE9/\neCrVFEU+e/5hed/3lmfl1uo1I3Y1qr4mH3rpjHz652uSJGP2mFnyl2fNyMqt3fnVstZ8/Vcb8vVf\nPXYaSFEkf/6S6fnubzdla1tvxu6x7MuPHZc/ffG0fOWW9blxScvO/792eOGRY1JfV+TGJS3DHsQD\nDrxnZOjv0LWPO7Oh7Hk0clc/vGtbrl/Smsb6mvzlS6fk5ceOGXRQ4cWffzDrW3qrwwpPAzv2cR87\ne1r++HkTn9qNAYD91DXE6PoTsbf9+yV3b8mNS1oyqr4mHzxzes46ZtygWXkv+8LibGjtSeVpsoPf\nsX//6Ctm5u2n7P9pCXtq6ewbcuR0e9fvPzo+orbIqYePyamHj8knrlqVS+/ZkgfWdeSBdR1Pu0Ae\nznknTsyL547NNYu25Y5HtueeVdWPY/zhXZvzo7s358/PmP6EPgZuwsABqOYDPPtgV7PH1+dH7zk6\nP7xrc255qCVrmnsyakSRE2c15Z2n/r/27jy4rvK84/jv3EX7vljyvsXYkgEbsI3tGkpJQkwcHLvM\nJCE1geLMsJSmhc4w7bR0kg6etmntQIyBGAiUaYIjJ4bBCdgt3hdSwBI22MYrkiX5at91dffTP+7V\n9aJ7ZMvIsnX8/cz4D+vqXh0dSfc5z3ve53kK44tGhiGNP687f5LLoTXfnaBNh9r17sHWeHPIyQUp\n+t6sfM0en6EXdtZLksbl9S0zefS2Is2flKGy8hYd8vSoJxDWqJwkfXN6ju6dmaeH/vtk7LnWUwE6\nYot3Vp3/AQzMsPxL6t2q5Wm33trjD0Xiq/39re4nsulwdCXysdsKtGx236Q5HDHV6g2rn2uJActO\nccRfr6EzpOssYodVbX1BukuVzQHVtg9dbR4AAIOltxGbx6IZmBSN7b313peSDPzP4Wg/m4cXjEjY\npT0cMdXWExrU+J6V4oy/XmNXUFNGJN6GbhXf89Ndqmr2x0egDZZfLps8qK9nZenMXG34pEWSVNXq\nHzaJvhQ9938xuyC+wHLwtFev7G3QliMden5HnW6fkqnrRlzc99N77dp+mbelpyU59ODcwoRTI3Yc\nj17f5qW5NDqnb7JuGIbunp6TcHLDIY83tm1fmjEmcfnKjNHpmjG6b3lKOGLqaIMv9jnWpS+9f9v5\nJPrAoBiWzfhKi6NBsrIlYDm79aMqr8KR6Krl9H7q5RPpHbNXWpx41bG8uidhPd+XkeRyaEphskxT\n2ldt3W304+q+2+ykMz0Hdh3vGtTjAgBgKJTEEsBTLX7LRrf7TnXHY3vJJSSMvdcM04oSP7eipvuy\nxPfJhdEmvL0j1hLp3R5+vpmxpGrPic6Ej1/tUlxnLjXd/RVoD5EvcwjTR6Vp5b3jNSLTrYgpVVhc\nkyVSWhz9OQ5248CB2HQw1rj5+oGPYHzvUPS5U4tSLXstWNlzolOdvrCSXIbummY93rl3UkPpyOGz\nGARczYZlor9gcroykh0Khk29+kFLn8fDEVNrdkW7g84al3bOCJ2LkZEcPS2f1/d9Mw5FTP1se7Ru\naZAascZ9bWp0JmlZRWvCrXObD3eopjXxxc+SG7NlGNKJpoDWlVuP/ZPObRIEAMDVYP6kzHhsfy1B\n5+9wxNQvdke3Dt88Nn3AsV060039WEPfMWChiKnV26OvP9jx/avXRWvXf1fRkjC+/+/n7aptS3zH\nfvENuTIM6WSTX+vL+x+PO9Tx/YMvLrz48G4suTQMXRV389PPqi+3Ol/BfobROwxDrlhDh/4+73y9\nUwM87QG1dA99s7n15c066OlRapJDywZYAnKkvkdvftwsw5B+mGBCQn86fWGt3OqRFC2HyLG4W9/h\nC6uqJRBrSn3hhpoALmxYJvqpboceWRB9k3rjwxa9uLsp3qCmriOoJzfUqry6R06H9Ld3DOwNSZIW\nTIq+wbywq0lbjnQqEov4J5r8enhdtT497TtnpupguX9OrrJTnWrqCuuHv66Oj98LRUz9/rN2/f07\nHmWlJP66XylM1oO3RssMfvJunVZubVDdWdsfu/xhbT/WpSc21OpHv60d9GMHAODLSHU74jXPv/6o\nSS/vaYjH9vqOoJ56+5Qqqr1yOqKNwS7F/InRBfVf7K7XtqPt8fh+ssmnx39TqYMer1IvQ3z//uwC\nZaU61dwd0qPrvoiP3wtFTL13sE1Pb6y2bFI2qSBF98+JXvOs2FSr57Z5zpl13uUPa+fxDj31VpX+\nbkPVoB97f55665SWrj2q1//YqGMNvvj5DEdMnWj06V/erdFrsdFqfzolKz6v/UrKSnGqMNMt05Te\n3t/3ZpEkPbfNoyd/V6WtR9rPGQ3Y1BXUv26u1em2gByGNG9iRsLnJ1KU5daE/OjOzU9qrHd2+IIR\ntXpD8X/BWD+qYCiitrM+nqgx4/ryZm38tDU+yk+KLiys2urRM5tqZRjRpnsjE/wcPqzs0n/9sVHV\nrf54c8NOX1hl5c1a/quTCoRMfaMkW3eV9N0N0Nwd0qqtHh3yeOP9s4JhUzuPd+gHbxzXF01+jc9L\n0hN3Wv/d7o+dk7G5SQmPD8DADdsimOXz8nS80a+3D7Tr2W2N+vn2RmUkO9Thi77BOB3S0wuLNWuc\ndS2Q9Wvn673DHTrVEtRjZTVyOaRkt0Pd/ohcDumZb43Uz3c0XbD77UDlpbm0aukoPVpWo4qaHi16\n6aQykh3yh0wFw6ZuGpuq2ePStHZPs5JcffeePfW1EfKFTL35cavW7mnW2j3NSk92yJDU5T9zrLdO\nGPg5AQDgcntwbqFONPm18UCrVm+v05oddUpPdsbHpzkd0j/cNTrhTPWL8cDcAm0+3Kbq1oD+Zn2V\nnA5DKW5D3f6InA5DP1k0Rmt21qlnkON7bppLP10yTj9aX6n9NV4tXXv0nPg+c0yabhmXrlf3NiaM\n709+daR8IVNl+5r16t5Gvbq3MWF8nzPh4hPPweB2GjrR6NOqLR6t2uKRw5AyUpzq8oV1diP8m8am\n65l7xg7psfXn3pm5emlXg/7zfY+e31Efb5R3/5xCLZtToLApvf95u97/PDrOMD3ZIdM8M3veMKTH\n7yjWZIuxf1aWzMjVs1vrtPlwu+6cmngL+y8/aNBLuxr6fHzLkQ5tOXIo/v/FN+b2Oaef1Hq18UB0\nV2eyy5DTYcSP2e009MSdI/Wdm/MTft3T7QGt3OLRyi0eOR1SWtKZvzvDiG73X2HxM/QFI3r9g0a9\nHlvUyUxxyhsIKxz71ZxWlKI1352otCTrnlmbD0fP9ZIZNJQGBsuwTfQdhqF///Yo3Xldhsoq2nTQ\n41OXP6KiLJfmjEvTQ3PzVTrA2vxe2alOlf3lBD23o0nbj3WqqSusNLdD8yema/m8PN00Jk2rdzYl\nbNZjSBds4mMY1p+zYHKGNiyfqOd3Nur/qrzqCUY0Ntetb5Zm6eE/ydd/bIm++Z8/FkWKnpMf312s\nxddn6c19bdpX7VVTrLnP6By3phUla8GkDC2anjWAswEAwNBwGIZW3DNWfzYlS7+taNbhuh51+SMa\nkenWrPHpeuDWwkuqze+VnerSrx78ip7fWa+dxzrU3B1SqtuhuRMy9MDcQs0ck64XdtZZxHfjwvFd\n1vF9/qRMrXtoil7cVa+Pq7rUE4xoTG6SFpbkaPn8Qv1sa50kJbyz7zAM/dPC0frW9TkqK29WebVX\nzbEO6qNykjR1RIrmT8rUwlLr+ufLYeMjU7XrRKc+rOzSoboe1bYF1OWPKNntUEG6SyXFqfpGaY6+\n3k9ddn8u5prK8rn9XGs9cluRUt0O/eGzNlW3BeI7IDtjZRU/mFOgsTlJ+rCqSyeb/GrqCioYMTUy\n260ZY9J13y35uukSFpuW3Jin1dvrteNYh3qCEaW6++4euZjfs+jnJXr9XBmSPjvtVUNnUGFTGp+f\nrHkTM3TfrPx+a+tvGZeuZXMKVF7dLU97QN2BiIqz3JoxJk1LZ+Rp/qRMy+fmpbv02O1F+qiqS5Ut\nAbV5Q8pOdWnKiBQtLMnW0pl58VGIifhDEW090i6X09CSG3Mv/M0DuCiG2U8hmmEY5tGnS4bwcHAh\n971eqfLqHv3b4pFaOmPgzVQAANcuf8R6jjuurAfeOK6Kaq+euWesFpPs2NY//75ab+9v1Y8XjdGf\nz+TutSRt/LRV//hOte65IVcrFl89Oz+A4eKGFQdkmmaf1bRhWaN/raqo8cZ7D8ybSKMSAADs4JOa\n7nj/gVuHePs9htZf3V6sFLehV/Y2xGvhr2UR09TLexqU7DL013cUXenDAWyFRP8qs668VS/tbtKp\n1kA8AHQHInprf5seXlcjSbq7NEvFWdyVAQBguFhf3qxX9jSc0+zMGwjrnQOterysUpJ0V0mOiojv\ntlaU5day2YWqbQvoD5+1XenDueI2HWpTZbNf35uVr+IsmvABg4mt+1eZZ7c16MXd0fE5DiNaq9fh\nC8dH/ZQWp+i1ZeOUk2rd0AQAgETYun/lrN5ep5f3RPvs9Dat6zwrvk8rTtXL35+o7NRh2z4JAHAF\nWPBORXQAAAHBSURBVG3dJ5pcZRZNz5YvZOqjU17Vd4TU1hNWVopTkwuStLAkS/fdkqMkFxsxAAAY\nTu6eniN/KKJ9p7pV3xlUe09YmSlOTS5I1ten5eg7N+cR3wEAg4Y7+gAAXCO4ow8AgL3QjA8AAAAA\ngGsAiT4AAAAAADZCog8AAAAAgI2Q6AMAAAAAYCMk+gAAAAAA2AiJPgAAAAAANkKiDwAAAACAjZDo\nAwAAAABgIyT6AAAAAADYCIk+AAAAAAA2QqIPAAAAAICNkOgDAAAAAGAjJPoAAAAAANgIiT4AAAAA\nADZCog8AAAAAgI2Q6AMAAAAAYCMk+gAAAAAA2AiJPgAAAAAANkKiDwAAAACAjZDoAwAAAABgIyT6\nAAAAAADYCIk+AAAAAAA2QqIPAAAAAICNkOgDAAAAAGAjJPoAAAAAANgIiT4AAAAAADZCog8AAAAA\ngI2Q6AMAAAAAYCMk+gAAAAAA2AiJPgAAAAAANkKiDwAAAACAjRimaVo/aBjWDwIAAAAAgCvKNE3j\n/I/1m+gDAAAAAIDhha37AAAAAADYCIk+AAAAAAA2QqIPAAAAAICNkOgDAAAAAGAjJPoAAAAAANjI\n/wO6VN8DnCIxKAAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5983fb810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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4i4uTVGOvvas323t2VF9NkZyzYFI+cs7cYe+NXldT5EtvPDx/dfHjuXtVWz55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\nz9v7UYOVSvLRy1fmtQsn531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rky3Aatt6dP+2MyqrCsvrsYLBhmJpogXZz/fV6o3jLcnx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\nAAAAAICL/D88E6bYlfJPtwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fe0390>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5SbKp+9EP2X86+OniznzywlWp1ZI3Pm9W3v6Cx3YKwbZL/c2dvuth//NG7usb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\nqw1YKqUnlL3L37+tn2qV9qgko90XVet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       "text": [
        "<matplotlib.figure.Figure at 0x7fa5982e9e10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EPgAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBB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\nH0++8otN+dZN458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ldfrdWy4t3dy23576Rk9Yj39cqz0tIdkMafLIriP/UhmU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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f9db10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EPgAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBB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\nXZz/e8acvPy5o7fv1z3Unff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CMnGYI+ljkaipsnhfqp5Ka5riiyAFJPpAvxiQ52fGx+vj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\nAACQRv4f3DnYcjNZ7dYAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598369e50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EPgAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBB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\nfO/+7L5NM6Pt5C3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D4Li+1m93de9jTscgxKnGjbD11S+Yc/KTJxz9z+8cHTqh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\nAAAAQuT/Adjrz0ieuEaEAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598346150>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hDwAAABUi9AEAAKBChD4AAABUiNAHAACAChH6AAAAUCFCHwAAACpE6AMAAECFCH0AAACo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\nmR/cviX1dUWax9Vle3d/fr2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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59834f410>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"purplish blue\" - Reflectance Recovery                                    *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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DYPPIe+/BgAF2j474eAhU01UREREREXEPJSty6ejpo4xaOIp3Yt4hzUqjVOFS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\nCAsKK9uCCgpg+/YDIcb27SU3+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U/QF5RIsjNwOPAlhgcrbq2qF2ashZvKDqp3u6iq/wH+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\nxWCFJEmSJEnqlP8HMfSWXpMDSb0AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ca8810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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75r3Zt3dLtmx8Ni88d29eeO7el2ZWybwr35OVL3wzB7r2HHbZQHd3VxY+9blU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\nuXlY2trGZsy46Zl67tVDXnc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MDzagIsgQ/NtRZvZaPHTwZxgdasKE7hom9WrMzY1jZKgR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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59858fe90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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GP6PgRLZufDj33/OR3H/PR077mwbq6huy5KoPJEm2rL4/m176agYH+pMk7bvX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\nbOZdfHuq+lPPjL07XkySTJ2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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cd0890>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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rzrw7s2XjE9m6+Zls27o4zc3jkqouk6YsyI23/WyS5Jq3/JM8+uBv5eD+LXno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\nIdEHAAAAACCE/D+29b6Kfi5+uQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d61ad0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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O8hMIBp950YIvZ+3Kh1JXV5+rb/xoJk255GRWDPCGEPoAwFvOmpUP9X082vRz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\nAUCP07IwNlcAAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c22b50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkTo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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cbb710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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R+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACA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\nv+b93dZQd2q8LTlh1xtoaSnRyLBLFqs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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59836f510>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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DAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE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\nSEGY6BMREREREREpyP8D+583iE1+QIUAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598383b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQ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\nj4945PRETuv9OR0jvLfr134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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ecbc50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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E6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBBhD4AAAAU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\nMsj/A3RgFlaEtYxeAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597da9550>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"moderate red\" - Reflectance Recovery                                     *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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l78034YorIDc3mlrvT3+C889PdFWSVDH8+79HrdGaNo3CiRPtVlJKDCQkSZJU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\nAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984550d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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QoQ8AAAAVIvQBAACgQoQ+AAAAVIjQBwAAgAoR+gAAAFAhQh8AAAAqROgDAABAhQh9AAAA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\ncxyvgVtcn4VGadenLsCg1YJnKovwr8Zq/KtRIa4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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598506a50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAH\nAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIAS\nEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAA\nAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJC\nHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAA\nSkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgD\nAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJ\nCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAA\nACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AoMvnFs/JtBm35/2zHzrVQwGA\n41ZzqgcAAJAk/2v2g/nBmuUHPFZdFOlX0ysDe/XKhAGDc8GQEbn1zHEZ3XfAczqWojj0sa8tX5Dd\nra151ZgJOaNv/+f09Xtyy0+/nQ179xzVc++87pWZNGjoCXndto6OzKxfn4c2rc28bfVZvWdnmtrb\nM7hX70wdMjyvHnNurh815td+nZ+uW5VvrVqcpTu2p7mjLaP69M/Lzhibt5x7QfrW1Pa4zr0bVufR\nLRuysGFrNu7dk+0tTUmSEXV9M33oyLzu7EmZNnRkj+tOm3H7UY/ty1ffmkuGnfasz3vXI7/IfRvX\nJEleedaEfOjiq4/6NQBOJKEPADyv1FRVZXBt7yRJJcnuttas27M7a/fsyn0b1+TTi2bnpjPOzvum\nXZHBvepO2ri+sXxhNuzdk8uGn35KQn+fvjW16Vt95F/haqtO3Emb//jkzPznM08fsO0+1dXZ1tyU\n+zeuyf0b1+RlZ5ydD19yTWqO83U/OPeX+d4zS5N0/vx7V1Vn1e4d+felT+bH61bm9qtvzYi6voes\n968LH88zu3cmSYoUGVDbK43tv/r78sM1y/OWcy/IuyZfcsi6w3r3SQ+f53Tb1daa5va29KqqzrkD\nBj/r93DPhme6Iz/p+cMigJNF6AMAzyvTh47MbVfdcsBju1tbMm97fWasXpafrV+Vn65flbnbNufr\n17wip/Xpd9LGVhwxDU+ON02YkrdPmn7SXq+9o5KRdX3zO2Mn5qWjxmRi15kC9U2N+dLSJ/MfKxfn\nZ+tXZXTf/vnzKZce8/a/tXJxvvfM0lQXRd49+dK8Yfz5qa2qyrxtm/PXTzyQtXt25S8fuy93vOTl\nh6x7y+jOszsuHjYyo/r07/6gYcmObfn0otl5cNPafPnppzJt6Mhcd/pZB6x7zy2vP+K4XnvvjCzd\nuT3XnH5mBvbqfcTnNra15sNPPZr+tb0yonefrNy94xjfBYATyzX6AMDzXv/aXrlq5Oh85NJr85kr\nbkzv6upsbmrMex6776SOo5LKSX2954PXjzsvd73sNXnHedO7Iz/pPD3+by68Iq8aMyFJ8h8rF6e5\nve2Ytt3S3p5/WzI3SfL74yfnjROmdJ+NMG3oyHzi8utTpMjcbZtz/35Hy/f50/MuyqvGTMhZ/QYe\ncDbBpEFD86+X35Az+3Ve4nH3upXHNK7FO7Zm6c7tSTpPwX82n1k0J5v27sl/P++iDKvrc0yvBfBc\ncEQfAHhBuWrk6PzFlMvyL0/OylPb63P/xjW59qCjtUnS2tGe76xamrvXrczyXQ3Z296W4b375IoR\nZ+TNE6Zk3FGcjp10TtD3hSXzur/+44fvPmD5pcNP7z4DoaNSycOb1+XeDauzoGFrNjXtyc6Wlgzp\n1TsXDh2RN4w7P5ePGPVrfPcn39Qhw4+4/JVnTciM1cvS3N6eFbt25PzBw45627Pq12d7c1OqiiJv\nmjDlkOXnDRqWK0aMysz69fnR2hU9/pwPp7aqKhMHDsnaPbvS2NZ61OslyfdXd84VMax3n7zktDOP\n+NyFDVvzzZWLct6gYXn9uPPys/Wrjum1AJ4LjugDAC84vzt2Yob17jxyetfaFYcsr29qzO/f/8N8\n+KlHMnfb5jS2taauqjqb9jbm/61+Oq+//wf5xfpnjuq1+tXUZljvPqnquuh6UK/eGd67T/c/g2p/\ndVr38l0N+e+zfp7vPrM0S3ZsS2tHR3pXV2drc1Pu2bA6b/3lT3Lb0idPwDtwbGasfjrTZtyeaTNu\nz4bG3Sd024P2O639WM94eHTLxiTJhAGDe7wGP0muHDk6SfLYlg3HtO3m9rYs2rEtSTJ18JE/rNhf\nW0dH7lrX+Xfq5WeO7/6596SjUsmH5v0ySfK+C6844nMBTiZH9AGAF5zaqqpcPmJUfrx2ReZs23zA\nstaOjrzrkXuydOf2XDHijLzzvIsyZciwVBdV2dLUmK8sm5+vL1+Yv539YL47aGj36d2H86YJU/Om\nCVO7Z73/+GXX59Lhp/f43F5V1Xn12HNzyxnjcuHQEd2zxW9rbsp3Vi3J55fMzacXzcnlI0blgiEj\njut7r/waVw88F3MMPNEV6zVVRcb2G3RM667Y1ZAkOWfgkMM+Z/yAzm1ub27OjpbmAz5Y6MmOluYs\n3bktX1zyZDY07s74AYPzB+dMPuoxPbR5XbY3N6VIkVeedc4Rn/vNFYuysGFrfmfsxFw49Ph+ngDP\nBaEPALwgnTtgcH6cZPPexrRXOlJddJ6o+P01y7KgYUsuGXZaPvfiG7sfT5LhdX3zV1MvT1N7e76z\nakm+tnxB/ubCK07YmMb2H5i/n37VIY8P7V2Xt02aliT57OI5+faqJccd+ncsm587Vy0+7PJzBw7J\nF6+8+aBHn5sjzY1trbnt6aeSJC8dNTb9anu+Dd7hbGnemyQZcYTr2vc/0l/f1Nhj6P9wzfK8b/aD\nBzw2uFdd3jZxWv7o3KmHvT1fT2asXpYkmThoyAFzEhxs0949+cziORncqy5/3sOs/gCnktAHAF6Q\n9p8JfUdLS4b27rzV3ve7Qu2/jp98QOTv7+Vnjs93Vi3JrPpjOx3813XN6Wfms4vnZO5BZyEci73t\nbWlqbz/s8oaW5kMee9WYCd2T5p1IH5o3M5ubGtO/tlfefRyxu7etc/K+uqrD/0pat9+tBBvbep7s\nr666pvtSjoaWpnRUOo/sz962KTfuGZtJRwj2/e1oac4Dmzon/Xu2Sfg+/NSjaWxrzXunX/6ss/ID\nnGxCHwB4Qar0cA57W0dH5jdsSZJ8cN4v849Pzuxx3Y6udTfs3XPCx9XU3pZvr1qSezeszvJdO7Kr\ntTntB421vmnvcW//HedNP6m31zuc25Y+mbvWrkhVUeTvpl+ZUX37n7Kx3HjG2Nx4xtgknZduzN9e\nn08ump3Ht2zMmx/6cb5y9S05b9CzTxL447Ur0tbRkZqqqrzizPGHfd79G9fkng3PZNrQkXn12HNP\n2PcBcKIIfQDgBWlna0v3nwf16pUk2dHanLaOjs7lLS09rre/liMcGT8e9U2NectDd2f1np1JOq+J\n71NTk7rq6lSlSHsq2d7c1H0k+4Xq26uW5FOLZqdIkfdMuSw3nXH2cW2nT03nr6JNHYd/P5r2u2Vf\n35pn/9W1tqoqFw07LbdddXPe9OCP89T2+vzrgifyhStvetZ1v7+mc7b9q0eOzpCuM0QO1tjWmn9+\nclaqi6q87wRe9gFwIgl9AOAFad99zk/r07f7FP19R/mLFLnzut8+4jXWz4WPPPVoVu/ZmbP6Dchf\nTLk0lw0flQG1vbqXr92zK6/4+XdP6phOtB+sWZ5/mjcrRYq847zpxzTR3cFG1PXNkh3bjniGw+am\nxgOef7Sqi6q89uxJeWp7fZ7YujGVSiXFEWbFX7GrIQu6zgY50mn7X1k2Pxv37slrzp6Ys/oNOOTW\nffvO3mjr6OhedixzBACcCEIfAHjBae1oz6Ndt1u7eNhp3Y8P6lWXqqJIpZKs37vnpIZ+a0d77t24\nOkWK/Msl1/Q42d6+yedeqH66blU+MOehVFLJmyZMzZ90TTB4vM4ZMDgPbVqbZV0f2vRk38z8Q3r3\nftYZ9w82suuDgbaOSra1NHVfx9+TfZPwDe7VO9eeftZhn7fv9oTfWbU031m19LDP+9HaFflR160f\n737Za07ppQ3Ab56eZ6gBAHge++6qpd23QHv5ftdS11ZVZcrg4amkkoc2rT2hr3mko8FJ5+3fWrsu\nGzjc9eCz6tef0DGdTPdtXJP/+cQD6ahU8rqzz8tfTLn0197mZV23KVyxqyFb9jtyv7+ZmzvfsxeN\nOOOYt7+ucVeSpKooMqj28B8StFc6uqP81tHjU1N1+F+R992isDjM/w5+7nNxS0OAZ+OIPgDwgvLw\n5nX5+MLHkyTTho7IS04784DlrxozIU9tr8/31yzL686edMSj+jtbmzPwCAG4v/5dp1/vbD10Vvsk\n6bff6dlP79yWyYOHH7C8vqkx31yx6Khe6/lm5ub1+cvH7k1HpZJXjZmQ9007MdemXzFiVIb2rsu2\n5qbcsXxB3jPlsgOWL9mxLbPqN6RIccjkePvfUrEnTe1t+ebKztsQXjzstCPG+6z6DalvakyRIq8c\nc84Rx/yhi6/Ohy6++rDL3/LQj/PE1k151ZgJ+YeLDv88gOeSI/oAwPPertaWPLx5Xd77+P1558yf\np7m9PaP69MvHLrvukOe+esy5uXDIiDS3t+e//fIn+e4zS7On9VfXUW/e25gZq5flTQ/elW8sP/rw\nnjBwSJLkx2tX9jiJX7/a2kwbOjKVVPKBOQ9nyY5tSTpn+J9Vvz5veejuY/yue9bDzQae1YzVT2fa\njNszbcbt3aeeH605WzflXY/ek9aOjtxy5rh8cPpVx7T+/5r9YKbNuD23/Ow7hyyrrarOO7ruIPD1\n5Qvz1WUL0trR+d7O27Y57370nlRSyfRhIw/5QOeHa1bk3Y/ckwc2rsnO/W4p2NLenpmbO9/vZTu3\np7ronEvgSPbdknH8gEGHfEAD8ELkiD4A8Lwyd9vmXH/3fyRJKumc5bx5v7CuKorcdMa4vO/CK3q8\nZrumqiqffNFL8+eP3pO52zbnH+b+Mh+aOzMDanuluaM9zV2zuBcpcuXI0Uc9rlePOTd3rV2Rn65f\nlXs2rs7QXnWpLopcOHRkPnLptUmSv5p6Wf744Z/k6Z3b87r7vp+66ppUUklze3sG9+qdv59+Vd79\n6D2/xruT3LFsfu5ctfiwy4sU+esLLs/No8f1uOxYfWbxnO73bObm9bnhJ9865tftXN6z1407L4t3\nbMt3n1majy14LJ9Y+ER6VVVlb9drntVvQD7a9f4e7N6Nq3PvxtVJOie8q62qyq7Wlu7bJ/atqc37\np704l+w3j8PBdre2dG/jlWMOPwkfwAuJ0AcAnhf2RWh7RyXbmzuP0FYVRfrX1mZkXd9MGDAkFwwZ\nnpefOf5ZJzYb2rsuX7n61ty9bmXuWrsiixq2Zkdrc2qrqjN+wOBMHTw815x+Zq47aNK1I11TffmI\nUfnE5Tfk6ysWZsmObdnSvDeVSjJ6vwn2LhgyIl9/ycvzb0vm5omtm7K3rS3D6/rkqpGj89aJF3bP\nyH58b1Dn2Jra29P0LLcFbD5k+a93nfi+92RHS8+XLRz+dY/uw4UPTL8yV4w4I3euWpKlO7elqb09\n4wcMzo2jxuaPzp3a46z115x2Zt4/7cV5pH5Dlu1qyNbmvdnT1pqBtb0ytv+gXDFiVF4zdlJG9jny\nTP0/Wb8qze3tqS6K/NZBlwccj6JwXT5w6hWVI+xwiqKoLHrdW07icACA50prc8epHgIAcAJdOOP2\nVCqVQz5ddI0+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEA\nAKBEhP4pMvnOL2fynV/O+j27T/VQOAb/ufLpTL7zy3nTvXed6qEA8DwybcbtmTbj9mxotF9/IZmx\n+ulMm3Gx76ucAAAgAElEQVR7/vjhu0/1UJ43ns/vyYpdDbno+3c8L8d2sjW2teaaH38zN/3022lu\nbzvVw+F5qOZUD+A3WVEUp3oIx2RXS0vuWDo/RVHknVMuOtXDOaVeaD87AJ57RV5Y+4ZdrS352vIF\nKVLkHedNP9XD+Y20o6U531q5OA9uWpuVu3eksa01A3v1zvDefTJ+wOBcNvz0vHjEGTmz34BTPdQk\nnR8CrG/ckxtGjcmkQUNP+ut/fMHjqVSSd0w69O9rQ0tTHq3fmAUNWzK/YUsWNWzNnrbWJMnjv/2H\nqa2qftbtP7hpbe5ctSRPba/PrtaWDOlVl0uGnZY3njMlU4YMP+K6y3c25I7l8/No/YbUN+9Nv5ra\nnDdoaF4zdlJuGn32EddtaGnKV5ctzH0bV2dt4+5UF0XG9BuYW0aPyx+cc36PY+9bU5s3njMln140\nO99YsShvOfeCZ/3++M0i9DlqO1ub87mFc4U+AJTAztbmfGHJPKF/ijy5rT5/9ugvsr25KUnnB0X9\namvT3N6eZTsb8vTO7fnJupW5/vQx+cSLbjhp4xpQ2ytn9x+UUX36HbJsxupleWLrpozu2/+kh/7j\nWzbmwU1rc+nw03Pp8NMPWf6DNcvz0fmPHfL40X4A90/zZuXOVYuTJNVFkf61vbKteW/uXrcyP1u/\nKn9z4RV57dmTelz3R2uW5wNzH05bR0eKFBlQ2yuNba15pH5DHqnfkPs3nZN/uvglPa67ZMe2/OnM\nn2VL894kSb+a2nRUKlm8Y2sW79iau9Yuz5euuiWDevU+ZN3fH39+7li2ILc9/VReM3ZiBvbwHH5z\nCX2OwQvrSAUAcHgvtDMQymRna3N35I/tPzDvmDQ9150+Jn1qOn8139q0N49v3ZifrFuV6pN8FuEN\no8bmhlFjT+prHo2vLl+QJPndsRN7XF6VIqf36Zcpg4dnyuBhSZJPLZp9VNv+xvKFuXPV4hQp8taJ\nF+bNE6amX21tdrQ057OL5+RbKxfnn5+clQkDBueiYacdsO7Chi15/5yH017pyHWnn5X/ecGLMqpv\n/7R2tGfG6mX58FOP5Idrlmd8/0H544kXHrBuY1tr/scjv8iW5r0Z139QPnjRVZk2dGSS5JH6DXn/\nnIeydOf2/PUT9+fzL77pkHH3ranNTaPPzndWLcn3Vj+dN0+YelTfL78ZXKPPMaic6gEAACdIxX79\nlLl77cpsb25K7+rqfOnKW3LrmeO7Iz9JhtX1yc2jx+Xjl19/2CPBp9LJ/puzeW9jHty0Nn1ranPD\nqDE9PucN48/PT256bT5++fX544kX5sKhI45q220dHfni0nlJklvPHJd3nn9R+tXWJkkG9eqdv73w\nilw2fFQ6KpV8YuETh6z/xSVPpr3SkdF9B+Sjl12fUX37J0lqq6rzmrMn5a0TpyVJvvT0U9nZ0nzA\nut975uls2rsn1UVV/vXyG7ojP0leNGJU/uWSa5IkMzevz6zN63sc/yvOHN+1raVH9f3ym+MFfUT/\npT+8Mxsad+eO61+esf0H5nML5uSBjWuzrbkpo/v2z2vHT8qbJk7pvp767jUr8/WnF2bpju3pqFRy\nyYjT8p4LLs3EwYc/9Wjh9q25fcn8PFa/MVu7rreZOnR4Xjt+Um468+zDrtdRqeT/LluU76xYklW7\nd6ZvTW2mDxuRt50/LdOHjTzsevtsa9qb25cuyH0b1mTdnl2pVJLR/frnpaPH5o8mTe3x9J1978ft\n192asf0H5vOL5uWhjWuzaW9jJgwcnO/d9F+SJBsb9+Su1Ssyc/P6rN69K5u7/gMzpv+A3HDGmLxp\n4tQM6NXrgG2/8d678nj9xiRJpVLJ5Du/fMDyd0656JDT+dft2ZWvLJmfhzety8bGPakqipw9YFBu\nPWtc/uuEyQfs0I7Gf658Ou977MFcNuL03HH9y/ODZ5bnzhVL8vSO7dnZ0pxPX/XSvHT0rz6BfqJ+\nY76xbFFmb9mUbc1N6VtTm8lDhuV3x03MK8aMP+zrbN7bmM8smJ37N6xNQ3NzRvbpkxtHj82fTna5\nAsBz6Zaffjsb9u7JbVfd0rkfWzI3D25al+3NTTmjb//87tiJ+cNzJnfv13+6blW+sWJhlu3cno4k\nFw87Le+afEkmDhxy2NdY1LA1X12+II9v2ZhtLU3pV1ObyYOH5TVjJ+XGMw5/FLOjUsl/rFyc7z2z\nNM/s3pm+NTW5cOjI/LdzLzjgl/PD2dbclK8tX5D7N67JusbdqSQZ3bd/bhg1Jm86Z0qPp9zu/36c\n1W9A/n3pk3l487psbmrMOQMG587rXpkk2bh3T+5etzKz6tdn7Z5d2dzUmOqiKmf1G5DrTj8rf3jO\nlAyoPXC//paHfpwntm5K0hn802bcfsDyt0+afsjp/Osad+Wryxbkl5vXZ1PTnlSlyNj+g3Lz6LPz\nhnHnH/N+fcbqp/OBOQ/n0uGn57arbsmP1izPd55ZmmU7G7KztTmfuPyGXL9f1M3euin/sXJRZm/d\nnO0tTelbXZvzBw/Nq8ecm1vPPPJ+/d+WzM2Dm9amoaUpI+r65qWjxuZPJk07pvGeSE/vbEiSTBo4\nNCP79D3ic3tVH3p99r6f34cuujo3jBqTLy59Mj9f/0zqmxozoq5vXn7muLx14oXpXd35M5lVvz63\nPz0/C3dsTVN7e6YMHpZ3nndRj6fAH/xz2f+xfT4w56F8YM5D3V+P6ts/d7/sNd1fL9mxLXcsW5DZ\nWzemvnlvaouqDOldl7H9B+bqkWfmNWdPTF310f99+cGaZemoVHL1yNGHXa/qOM98WNCwJQ0tzSlS\n5A/GT+7xOW88Z3Ie27Ih87bVZ+2eXd1zJrRXOvLL+s4Af924SamtOvQY6h+eMzmfWzwnjW2t+cWG\n1Xn12HO7lz20eW2S5MqRZ2TcgEGHrHvJsNMyefCwLGzYmu+vWZ4rRp5xyHMuHnZahvfuk2d278yc\nrZsOOeOA31wv6NBPOidFW7t7V/5i5r3Z2rQ3A2p7paNSycpdO/KReY9m5a4d+eClV+Ujcx/N7Uvn\np6aqKnXVNdnb3pYHN6zNnC2b860bf7vHf7nuXL44H5w9M5VKJUXReb3NnrbWPLxxXR7euC6/Pfac\n/Mvl1xzyH5a2jo68+5f35J71q5MkNVVV6ahUct/6NXlo47p89Irrjvg9PVG/Me98+BfZ2dKcoihS\nW1WVqhRZvrMhy3c25PvPLMtt197S45iLosiqXTvz7pn3pqG5KX1qatKrqjr7n3b/L3Mfyc/WrkrS\nufPoW1ObXS3NWdywLYsbtuUHq1fkq9fdmtP6/urarMG9emdo77ps67qObHhdnwNet19N7QFf/3Tt\nqrz3kfvT0t6eoihSV12dto5KFm3fmkXbt+aHzyzPbdfekmEHbedo/dPsWfnGsoXd11BVF8UBpyB+\ndN5j+fKSp7rfk/41tdnd2pJZm9Zn1qb1uXf96vyfF117yKR6y3c25I333pXtzU0piiJ9qmuyrbkp\ndyxdkHvXr8nvnXPecY0XgKNTpMi6xl157+P3Z2vz3vSv7ZX2SiWrdu/IxxY8llW7d+QD06/MR+c/\nlq8tX5Dqoip9qquzt60tD21am7lbN+Ub1/5Wzu5/6D7yO6uW5B/nzUolle7raHe3tmbm5vWZuXl9\nXnHmOfnHi6/ucb/+nsfuzX0b1yTZt19PHti4Jg9vWpePXHrtEb+n2Vs35V2P3JOdrZ0xUVtVlaIo\nsmJXQ1bsasgP1yzPF668qccxFymyavfOvOexe9PQ0pw+1fv267/ykacezS82PJMk6VVVnb41NdnV\n2pIlO7ZlyY5tuWvtitx21S05bb9rrgf1qsuQ3nXd14cP733k/frP1z+Tv3nigbR0tKdI13690rHf\ndcQr8oUrb8qw3se3X//wk4/kmysXHbBf39+/Lng8ty+b3/2e9Kutze62lu5roO/buCYfvuSaQ/br\nK3Y15I8eujsNLU0pUqRPTc0BH7q8blzP11yfLPVd12Ufrx2tzfn9B37Y9eFTbSqpZF3jrvz70icz\nv2FLPv/im/J/VyzK/37qkVQXRfrU1KalvT2zt27Kn8z8ab545c255CjCsK66JsN698mO1ua0dXSk\nf22v1O3393Bor7ruPz+4aW3e9cg9aa90Xq/eq7oq1VVV2dC4J+sbd2fm5vW5+rTRPf59P5xZ9RuS\n5KiP0h+LDXv3dP/5cGPa93gllcysX5/X9uv8e9PQ3Jzm9rYUKQ67bt+a2oyo65v6psbMrF9/QOhv\naNxzxNfdt2xhw9Y8Ut/zEf0kuXDoyNyz4ZnMqt8g9On2gg/9SqWSD899JBMGDc5t196SiYOGpKmt\nLbcvnZ9PzZ+db69YkiG96/L1ZQvztxddkdeMm5i6mpo8vWN73v3Le7Jy14588qkn8okrD5zkZM6W\nTd2Rf/NZ4/I301+UkX36prGtNV9bujCfWjA7P3hmecYNGJS3Tz7wE+8vLX4y96xfneqiyHsuvCxv\nmHBeelfXZN2eXfngEzPz/sceyuGs27M7f/rQz7O7rTVvmHB+3jxxSs7qPzBJ8vSO7fnIvEfz8MZ1\n+bOHf5EZN7/6kF9GKpVKPjLv0ZzVf0A+d/WN3WcPrN69s/s55wwcnMsvuiIvGXVmxnRtu72jI7O3\nbs5H5z2ap7Ztyd898ct8/iUv617nU1e9NOv27M7LfnRniqLIA698w2G/h6e21ecvZ92XJHn75On5\nvXPOy8g+fVOpVDJvW33+ec6szN+2Jf/z0Qfy79fcfNjtHM6C7Vvz+JZN+R9TL84fnjs5/Wt7ZU9r\na/etRb66dEG+vOSpDK/rkz+bekluPWtc1+Q2bbln/er8y5xHctfqFZk0aEjeev6vPs1v7ejIu355\nT7Y3N+Ws/gPzz5ddnUtGnJ5KpZL7NqzJ+x97KP+2cO4xjxeAo1dJJR+Z/1gmDBicL1x5U84dOCRN\n7W356rIF+eziOfnuM0szpHddvrlyUf76ghfld8aem7rqmizbuT3veey+rNq9I59eNDsfu+z6A7Y7\nd9vm7si/6Yyz81dTL+/er39jxaJ8dtGc/Gjt8pzdf2DedtCR3i8//VTu27gm1UWRd0++NK8fN6lz\nv964K/80b1b+bu7DOZz1jbvzPx75Rfa0tub1487LG8+Z0n00cNnO7fnogscyc/P6/Pmj9+a717/q\n0P16KvnYgsdyZt/++dSLXtp99sCaPfvt1wcMzuXDT89Vp43OWf269uuVjszZujkfX/B4FjRsyYfm\nzcxnrrixe51/vfz6rG/cnVt/9p0UKfKLW15/2O9h/vYtee/j96cokrdNnJbXjZuUEXWd+/Unt9fn\nfz/1aBY0bMn7Zj/Y43XEz2Zhw9Y8sWVT3nneRfn98eenf9dEZk3t7UmSry9fmNuXzc/w3n3yzvMv\nys1n/Gq/ft/GNfnIU4/m7nUrM3HgkAOugW7t6Mh7HrsvDS1NOavfgPzDRVfn4mGnpVKp5IFNa/N3\ncx/O55fMO+bxnghThwzLnauSDY2786mFs/OO86Yd1azwB/v8knkZ0btP7njJyzN96Mi0dnTkB2uW\n5R/nzcrMzevzyYVP5I5lC/LfJl6YP5owNf1re2VD4+789RMPZN62zfno/EfzzWt/+1lf5+bR43Lz\n6HHdZxL89dTL88oxE3p87j8/OSvtlY5ce/pZ+cspl3X/rtnY1prFO7blR2uXp/cxfK9tHR15cnt9\nihSZOvjIM98fj/3/jWtPR4/Paa/86vHlXWdj7L9yJZV0VHped//1V+xqOODx4qDlR1p3a3NTdrY0\n93j2zwVDhueeDc90n6UDSUmu0a8qinzhJTdl4qDOU/Xqamry9snT86KRo5IkX1w0L++YPD1/cO7k\n1HWdVnbuoCH5h0uvSpLct2FNWjsO/BfsU/Nnp1Kp5OLhp+XjV1zXfVpV35ra/MnkaXnreZ23sPjS\n4qeyp7W1e73GttZ8aXHnkeS3T56eN0+a2n3a1Oh+A/KZq156xFO0PvnUE9nV2pK3nndB3n/xi7sj\nf9+YP3f1yzJp8NAs39mQn697psdt1FRV5bZrbj7gEoEx+23nz6ZenP967uQDHquuqsplI07PF6+5\nOUN71+XBjWuzbs/B9wI+uiuyPjz3kbR1dOR/XfTi/NnUi7u/36IoMn3YyPz7NTdnRJ++eXjjuizY\ntuWotrm/xrbWvPW8C/OOydPTv+tUxH61tRla1yc7W5rzyflPpK66Jl+65ua8ZvzE7uuselfX5Naz\nxudTV700RVHktiXzD/i537V6RVbsbEiv6up84SUvyyUjTu8e9/VnjMknr7whu1pbjnm8AByb6qLI\nZ6+4Med2nYJfV12Tt02alsuHd+7Xv7T0yfzJxGn5/fHnd5/GO2HgkPzd9CuTJA9sXHvIfv0zi+ak\nkkouGnZaPnLptQfs19868cLuW1N9Zdn8Q/brX+k6kvy2SdPyxglTfrVf7zsgn3zRDRlZd/j9+qcX\nzc7u1pa85dwL8rcXXnHAbdImDByST7/oxkwcOCQrdjV0H5U/WE1RlS9cefMBlwjsC/okeef5F+X3\nxp9/wGPVRVUuHX56Pv/il2VI77o8tGld1jceuF8/2mv0/8/8R9Ne6cjfXHBF3nn+RRlR96v9+rSh\nI/P5F78sI+r6Zubm9VnYcHz79f/f3n1Hx1WeaQB/7lT1LktWsZol2ZKL3HChGowNJJQYEhJ6DGFZ\nb0IIu8lms5u6uzkb+tI5BANJFuIYCCFgGzfADVuy1WXJKlaxbGkkjUajUZt694+ZuZ6R7h0VS2AP\nz+8czsGauffO3CnvvN/9vve9P28hHsxfLMX1MI0WcfoQ9NuteL62FHq1Bi+tWY+NGf5x3buOXYCA\nNxpr/F73nWeaccrSB51KjRdWXYulniudgiDgyuR0PLViLQa+pLh+fWq2dBX3tYZKrN25FY8Wf4LX\nG6pR0tOBkQn2RR9xOvD8qnUo8rw3tCoVNmbk4cb0HADuQaob03Pwg/lLpXM7OywCv/Os/a7t60XH\n0Ojfe1NntA7j7NAABAj4VdGlfr81wzRaLI1Pws8Xr5HWsU9Ey4BZOh85kTHT9li9Unwei18S76PJ\nYpb+v8dnFkaMTi99BzUqbGu2WaUZsd0j/jM4vMdusshvO/rYo7f38p6X2il8/ih4BUWif3vOPOnL\ny9eaJPc6Fp1ajfvyxlahXJKQBJ1aDbvLhVafD1Gf1YqjXR0QBAEPzl8k2zP9gXmLoFOrMeSw47OO\n09LfD3WewZDDDr3CMXVqNTbly/e5HHY4sLO9GWpBwL0y2wLuL/BrPb04Dxvkp/DcnDEXcVOcEh+t\n06MofhZEUUT5FEYF2wb6UdbThSidHrdm5creJ1qnx2XJqQCAw4Yzkz6GRqWSPbcAsKu9FcMOB1Yn\npSjWXiiKn4XUsAhY7DbUmHp8tm0BAFybmoFMuXVSiclYnjh2LRsREU2vb2bmy8b1VYnuRF+nUuPu\nnMIxtxfFzYJO5Y7rvjPZzDYrSno6IEDA/bkLZeP6ptwF0Knccf2AZ90s4C6C5Y3rd2ePPaZWpcZ9\nc8f+HXDH9V1n3VXT786RX/urVamwLiUTwLnpyaPdmJ6DOH2I7G3jidLpsTg2ESJElPd2TXr704P9\nKO/tQpRWj29kyF/BjdLpceksd1z/XKFgWCBqQYV7ZF5PwL1kYNjpwKrE2Yq1FxbHzUKKJ677DjTs\nPtsCALgmJQMZPgmn19L4pAlNW58JOrUav790Ay5PSgMAWOw27O1oxTMnjuGBQx9jzUdv4eGje1Ex\nzmu2PiXTb/DIy/tZESDggbyxvztnh0VgTngURIhoDJBkTlaYWistpeweGZqWfRq97QcFzEj7uPnR\n8YjRhUCEKC0P8SWKIl5vrJL+Peg4NxCoFlTSuf5Ly0kMO8YO0GxpOLftkM+2ALDas+a+uLsTJ/qM\nY7Y9YGhHY7/J/Tgg+h3bV5Tn+3LQ4YDd5ZR/ovSVc9FP3QcgXckfLdazTiw1LEK2QIxKEBCrC4Fh\neBAWn9H7Ws8HTQCwwvPhHS1Cq8OC2ASU9hhQ22fEDZ7ibidM7m3nxcRLI86jrVBIFmtMPe7+m4KA\nmz7+q+x9AEijmkojsEUJ469fqjR2Y2tTHcqMXTAMD8p+MXUPT37dWFmPOyANOey46sOtivfzftF5\n1yZNxpyIKMTo5b/oyzyDE0e6zuLyD95W3IfZZoUoiugcGgTcHVik107p9fHe5i1KSEREMyNXIaGL\n9SS7KQHieoxOj66RIQw4zl2prTV74roALI+X/46P0OpQEBOP8t4u1PUZcV1qlt+2+VFxinF9mcI+\nT5iNUl/tjZ+8L3sfALB6pqh3DsvHxMUTWJdcZerGtpaTKO/tgmF4SPaKcI/C1cBAynu7AbiTm3Uf\n/0XxfkOe3xGdw5NP7uaER8oWGQaACs/xj3Z3YO3OPyvuo99ugwgRBp/je3/PLQ+QzC9LSP7Spjsn\nhoTh+VXr0Gwx45PONpQaDagz96JnZBhO0YXPOk9jf2c7frxgBe5UGCga77OiU6v9Znr4itOHoG2w\nf1pnK4ZqNFiekIySng489PkufCdrPq5MTkduVOyUi+X12dyJ/ui6EdNFo1Lh/tyFeLKmBJ92nsZ/\nVhzGd+cuRFJoONoH+/FiXTmqTT3QqFRwuFxjnscDeYtwwNCO7pEhbD6yG/9cuAL50bEw26x4t7UB\nf2iqkbYdPci4cU4e3mysQffIEB4p3od/W7gSKxNnQxSBzwyn8T9VR6VtAeWCg76fn17riF89Dvrq\nCopEP1FhKry3kIvS7cC5D4zDZ22Md3pNhFYXsIKsd9qf9/4ApKI2gabnK93mHfkURdFvn3IEQZB+\nGIwWN04hnC11VXiiskTaj1oQEK3TS5VCLXYbrE6nFLQnw/scHC7XeT2HQGIDXNXwDk4MOxzS2r5A\nx/f9IeR9vIHeL+NVxiUiovM3ujCclzeujy4IK3cf3ync3tgcoQkc15M83/EmnxZYJk+SkRhger7S\n1P0eb1yHCJPVKnsfLwGC4nTtWF3gq/lvNFbj6Zpj0n5U3rgueOK6wx3Xhyc4HdyXN647RdeEnoPV\nNfljBIzrnuOPOB3j/mYYfQ7P57ULZOeZZvyu6qjs8fcFqHWgJCsyGlmRC6XlI80WM3aeacYbjdUY\ncTrwRE0JlsYnYb6nN7yv8T4r8QHOrfc+Dpfy+vCp+FXRGvzg6F6csvThhboyvFBXhlC1ewDg+tQs\nXJeWBbVwYU0qvmduIU4N9OGvrQ14p6Ue77Sca1UnQMCtGXmoM/eipq9nTAeLhbGJ+MXiNfhNxeco\nNRpw5/4P/W4viIlHQUwC3mk5KV159wrXavHsyqux+cgeGIYH8UjxPr/bY3Qh2JxfhGdrS6UCokQT\nFRSJ/kz5oqe+uDxL5aJ0Ohy55a4p7yfQiGmD2YQnq45BEATcOXc+vp0zD1mR0X4jjD85+hk+bG2a\nUn9dUXRvMy8mHu+tv3nyD34CRlfi9Tu+5zHfk1eInxatnJHjExHRxcn2hcd1d0yK1Opw8IY7pryf\nQHG9sd+EZ2qOQ4CAb2fPw+2Z+ciM8I/rPzu+Hx+1nzqvuJ4fHSe185tugZ6fy/OY78opwI8XXDIj\nx58sq9OJXuuIX7ef6ZQVGY1/nFeESxJn4/6DO+ESRXxwulE20b8QpYVH4p21N2F/ZzsOdrWj1NiF\nZosZBwztOGBoxx+bTmDLZdchbIJX6GM8A12DDrvUCWsm/KroUqybnYH32xrR2G+CzeXCnIhIbJyT\nh/Wpmbhu1zYA7hkoo92SkYuFsYl4q7kWlb1dsNht7jaOKRm4I2s+flNxWHHbgpgEvH/1LXjrVC0+\n7zqLbuswIjVarEiYje/mLsDhLvcyV41K8Ksn4MvsMzg51WU+FHyY6Mvwjn6OOJ0wWUcUR5oNnil2\nvh8o7327AkxdU7ot0XOFYsBux4DdJrs+8Xztam+BKIq4LDkNP1uySvY+xilM7fNK8IyMK00/nGne\ntj5nxxQSHF+c3r2MYyqvHRERXbi8M92s48Z193d8rM80WO/V9EDrjbsUbvPOPBh0zFxc39PRChEi\nLp2Vip8ulB/gNo4zwy4Q73MwfNlxfQpL/WJ1IegaGVJ8fQDl1y6Qm+fMxc0KFeen07L4JMyJiETr\nQD/aBi0zfrzppBZUWDt7DtbOngPA/dvyw/YmvFBXhlqzES+frMCjhcsntC/vrAVRBPps1oAzQM7X\nZUlpuMxTN8FXn20EHcODECD4FcX0lRMVg58vXi17W625FwAUt43RhWDzvCXYPG/J2G373NvOi46X\nZt+OZvYsvwjXaKbUvYGC04U1b+YCMT/WPWIqiiKOdskXxrHYbKjxrOkuiD03wloY5277Uddn9Kva\n66tEYY13YWwC1IIAlyjiQGe77H3OlzdQF8TKF6obcthRYeyWvW0iI9feSv9mmxWVCvuZSUsS3Mcv\n6e6U2u1NVKHndQy0Bl/ptSMiogvX/Gh3zBMhoqRH/nvcXcjNHdd9r5wWeP7/ZH+vYlw/blSI6zHn\n4vqhrskXn50I7+DEvGj5q71DDjsqTfLxWDWBuL4o1hvXbahS2M9M8laTP26cfFz3vnaB1uAfV3g/\nXCi8Fd21F8hUd+/V9MnODYkPCcW9cxfgzmx3rQGlz4yczMgo6TwEqk4/k3a2NwNwXxRapVC/S0lj\nvwmN/SYIEHB9WvaktrW7nNjj6cZxQ4BtvQX7Cmag/SBdvC6Mb40LTLROL7Xm+31dpTRtzdfv6yph\nczoRrtXiiuR06e+XJqUiQquD1enEHxpqxmxnczrxev3Yip6Ae53O+rRMAMBz1WWKPygA93qq0ZU7\nJyJS675KcbLPJHv7KycqFPcb4VOEqN8mv04vKyoaiz1V+5+oLAm47mvY4YBtCmv0A9mQloVQjQZm\nmxUv1gTueW8e9Rw2pLsLL+0+04pWS/+Y+5f1GFiIj4joIhSl00ut+bY0VMnG9S0NVbC5nAjXaKVK\n6JPKtSkAAAx0SURBVACwOjEVERotrE4n/u/UiTHb2V1OvNk4Nt4D7nZi3or6L9SVBYzbU4/r7lkC\n9f29sre/Wl+puF/f4oL9doW4HhmNRZ6q/U/XHBs3rk/3ssf1KZkIVbvj+ng970f/NlnvOfd7z7b6\ndWHwKu/t+tIK8dWYesZt7dfYb0K92f17LT9a/gLNFy3CM91e6f0y3np/vdp9tXl0+8tA1IIKi+Pc\n78Eq0xffPq5zeBAv17vfe/fMLZxUfQG7y4nfVh4BAFyWlKrYOULJi3Xl6B4ZQmJIGG5OV55FUu05\nL8sSvpwuEnRhuugT/elYpyO3j4cXLINKEHDCZMSjRz6FwTNlbNBuxysnKvBqXSUA4HvzFvkFylCN\nBvd72ue9WFOGN05WSyPQZwYt+MHhvdK+5Dy6aAWidXq0WMy4Y9+HOOjTC1gURZzq78NrdVW4Yce7\nqJbpQT/e+fC2HPys4zRera3AiKfgXu/IMB6vKMardZWIUZgSFaXTY1ZoGERRxHvNDYrH+Pclq6BT\nq3GsuxPf/WwnSnsM0jpFp8uFWpMRz1WXYv32bVOqABxIjF6PRxe6p4K9WleJXxw7iBaf1onDDgeO\ndnXgF8cO4s59H/lte316FnKiYmBzOvEPB3ahtMcd/F2iiE/PnsbDh/exCAoR0QybjnXPcvv4/vwl\nUAkCas1G/OTYZ9IMtyGHHa/WV0otsDblLvRbOxyq0eA+T5G0l0+W449NNefi+pAFjxR/AkOA6d+P\nFCxDtE6P1oF+3H1gOw51nfGL682WPrzeUI2b9v5Vtr3WeOdjdaI7rh8wtOO1+kqpGF2vdQRP1pRg\nS0MVYhQq2kdp9UgMCYMIEX9ra1Q8xk8XroROpcZxowHfO/wxyow+cV10oc5sxAt1ZfjannenPa5H\n6/T4YcEyAO7BmF+XH0arT9I+7HCguLsDvy4/jHsObPfbdkNqFrIjY2BzOfFPR/ZInXlcooj9nafx\no+J9M7KcYiJ2nGnGhl3b8F8Vn+NI91m/izt9thFsba7Dg4d3QYSIMI0WGzPkWxZ/0eZ6EtW9HW2y\nAxWNFhO+se99/KnpBFoH+qVBNbvLhd1nW/BHz6DYGs/7dqJWee4fqN2gKIowWUek/wZ8zqnJavW7\nbbT6fhNePlmOpv4+6fM57HBgR/sp3HNgO0zWERTFzVJsA/nbyiMoNRqkQTWXKOK40YAHDn2M40YD\n4vQh+A+Faf1bGqqw92yr30BVs8WMX5YdwpaGKqgFFX5ZtEax64coiqg0dUOAIJ0nIiAI1ujLjcpP\nxz6WJMzCL5auxm9KP8fHp5vx8elmROl0GLDb4fIUAvn6nGx8b96iMds+MG8hqkzd2HemDY9VFOPJ\nyhKEabSw2G3QqFR4avVaPHxor+xxU8Mj8OoVG/D9Q3vQYDbhwf27oFGpEK7RYtBhl0ZKBUGQLV4z\n3vm4NDkV16ZlYnd7C56uOo6nq44jSqdDv839ZX1bdh4cLhHvt8gn8rdl5eHFE+V4rKIYz9WUSgVS\n7s0rxD157i+/BXEJeG7NNfiXI5/ieHcn7tr3EbQqNcI0GgzYbXB6HqMgCJiJeip35hbAYrfhuZoy\nvHOqHu+cqkeoRgOtSiU9TwBj+s5qVCo8s+Zq3PvJdrQN9OOufR8hVKOBSxRhdTqRERmF2/MX4rGK\n4ul/0EREBABTKhg3kX0sjpuFf1+0Cv9deQS7zrZg19kWRGp1GHR44joE3JCWjftzx/Yc35S7ADWm\nHnzS2YYnqkvwdM0xhGq0GPDE9ceXX4kfFX8ie9yUsAi8tOpa/LB4Hxr7Tdj8+W6oBRUitKPiOgTZ\nwfrxzsfqWSm4ZnYG9na04tnaUjxbW4pIrU5qmbYxIw8OlwsfnJZP5Ddm5OKVkxV4oroEz9eWSfUJ\n7sopxF2elm6FsQl4+pK1+Nfj+1FqNOC+gzugVakQ5jkHUlxXeA7n6zvZ82Gx2/BiXTnea63He631\nCFG747pva7jUsLFx/ckVV2HToZ1oG+zHfQd3IFStgQvuuD4nPArfysrHE9Ul0/6Yx6NVqTDgsGNb\ny0lsazkJwN0+ziGKfksUorR6PLb8ygumXdrX03LwZmM1yowGXLHjbcTpQ6ERBCSFhuPNy28AAJyy\n9OHx6mI8Xl0MrUqFULX7N7D3vVwYk4AH8xdP6rg3pufgudpSHPYMisglvWeHB3DD7nfH/F2EiGt3\n+beGrLj5Pr9/m20jeKmuHC/VlUOAgAitFgN2u/SYVybOxjOXXK1YOHJrcx22NtcBcHftGnY44PR0\n9EoNi8RzK69BssJreNDQjv/1DEKFqDUQAek9EK7R4pdFa/xmGY123GiA0TqMzIhoaakLEXCRJ/qC\nEPgK9kRiTaB9fCtnHhbEJeKNk9Uo6e5Er3UEUTo9CmPj8c3sfGma/WhqlQrPrrkGbzfW4p3merRa\n+qFRqXBVSjoenL9YWseudNwFcQn46Lpb8eemOuw724pT/WYMOuwI02iRERGJovgkrE/LwLJR/d7H\nOx9eT626Cq/XV+P9lka0D1oACFiWmIxvZufhpoy5+FnxAcX9bC5cglCNFh+2NaFtoF8quje6B+vl\ns9Ow4/pb8afGWhzoaEfbQD8GHXZE6fTIiozG8sQkbEjLwmyF6qFyJvPb4aGCIlydmoG3Gk6guLsT\nhuFBjDidSA4Lx9yoWKxOmo2vzckZs11OVAzeW38Lnq8pxf6OdphtVswKdVdN3VxYhD1nWif+IIiI\naHIEYZwr2BML7Er7uC0zH4UxCfhDUw2O9XTCZBtBlFaH+THxuC0jH+tSMmS3UwsqPHXJWmxtrsN7\nrfVoHbRAI6hwRXI6HshdKBXYUjpuYWwCPrjmG9jafBKfdrahecCMAbsd4Rot0qMiURQ3C+tSMrB0\ndL/3cc+H2+MrrsSbjTX4++kmtA9aIEDA0vgk3JqRh6+n5+DnpQcV9/NQfhFC1Vpsb2/C6UELOj1r\n/gcc/nH9sqQ0/P2ajXj7VC0OdrWjbdCCAbsdkVo9MiOisCw+GetTMxSTGXkTD+wP5i/G2tlz8Ofm\nWpT0dMIwPASr04mk0HDMjYzBysTZuD517Brm7MgYbLvqJrxYV44Dhnb0261IDAnD2uQ5eCh/MfZ2\ntE3i8U6fHxYsw5XJ6ThkOINKUzeaB8wwWUcgQkScPgTZkTFYk5iCWzPzpIsqvoRx3hsTed8o70N5\n26zIaLyyZgNeq69ETZ8RvdZhuMRzvz9zImPw5Iq1ONJ9FtWmHnSPDKHPbkWUToecyBhsSM3CbRl5\n0CgUlVOSGBKGK5LS8GnnaezpaA1YDHEqs4KyI2Nwf+4iHDN2on3QAovdhoSQUMyPiceNaTlYn5oZ\ncPtHCpajpKcDTZY+9FpHEKnVIjMiGutSMnB75jzo1MoF8u7MLkBCSBhq+4zosQ5DAJAeFYvLZqXi\njuz54w7ybG8/BQAXzKwPunAIga4AC4Ig1n5r0xf4cIiIiGim2K3T2y+biOiLctxowKaDO1AUN0ua\nPfBVN2i3Y/3ubRAAbL/2VkRp5ZfpUHBb9Lc3IIrimBGui36NPhERERERBbdl8Um4Ijkd5b1dKOmR\n74r1VfNWcy0G7DZsyl3IJJ/GYKJPREREREQXvB8VLINaEMbtwPBVMOSw409NNUgKDcddnraFRL44\ndZ+IiOgrglP3iYiIggun7hMRERERERF9BTDRJyIiIiIiIgoiTPSJiIiIiIiIgggTfSIiIiIiIqIg\nwkSfiIiIiIiIKIgw0SciIiIiIiIKIkz0iYiIiIiIiIIIE30iIiIiIiKiIMJEn4iIiIiIiCiIMNEn\nIiIiIiIiCiJM9ImIiIiIiIiCCBN9IiIiIiIioiDCRJ+IiIiIiIgoiDDRJyIiIiIiIgoiTPSJiIiI\niIiIgggTfSIiIiIiIqIgwkSfiIiIiIiIKIgw0SciIiIiIiIKIkz0iYiIiIiIiIIIE30iIiIiIiKi\nIMJEn4iIiIiIiCiIMNEnIiIiIiIiCiJM9ImIiIiIiIiCCBN9IiIiIiIioiDCRJ+IiIiIiIgoiDDR\nJyIiIiIiIgoiTPSJiIiIiIiIgggTfSIiIiIiIqIgwkSfiIiIiIiIKIgw0SciIiIiIiIKIkz0iYiI\niIiIiIIIE30iIiIiIiKiIMJEn4iIiIiIiCiICKIoKt8oCMo3EhEREREREdGXShRFYfTfAib6RERE\nRERERHRx4dR9IiIiIiIioiDCRJ+IiIiIiIgoiDDRJyIiIiIiIgoiTPSJiIiIiIiIgggTfSIiIiIi\nIqIg8v9YTZHdVVxfVgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59834f990>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zK//fzEvz+QUP5tsrFvRs1/v1S2tnZx7YvC7ztzfm/17x6zm1j1+a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\nBmw2+Gm1iAkwIsMUgU0x8cgK85y3d7Lj4fLkuk3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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597de1810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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kH7zgymM618CRrlAwcfDw7svfHY0jDb4/Z+SYnDNyzGH3t9c6sqLrg6hzRhz+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\nERERERERUQj5f9jUUdvETDCxAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e23390>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4A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\nSsfNjorBs/fuwP76ahS3t6DNNOj6UtNokRASirz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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59831f510>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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xB7KztSX11d379f028YvzZ+ah9SuTdJ1FbKipye621izfuS3Ld27L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\nBl2WEWyvK0fdUD80KpX/+xzovoLlONr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pX+/ZNzj9pz5QshJXZObg3YYanOrv8a0p7EZK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\nTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598300810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ZhD4A8OLQfUL43q+gS7qifmBDY0b3G5hJg4Zl6rDRuXbc5IztP+iwmxrep3++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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d652d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkI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\n61Nugc2MHL8oUFV7Oz6pqkR5WxvazWb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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59832dd10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zcx/Kml07Mn7YiPzB1ItywbgT97kt27pdzfn1O757RMf0bPvJ6qX5zOMPpkqV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\nERERkR/5f/SM5goI8vpbAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5985069d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"purple\" - Reflectance Recovery                                           *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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JkiRJ9cktt8CkSbDrrnDllWmnkarNJRuSJEmSVF98+CG0awfLl8Pjj8MRR6Sd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60BRI/WPQwgJElSVhlISJJUxqYtm5i5fCbTl01n3up5zF01l7mr5m79ft6qeazcuHKX3rt+Qf1S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\nSZIkKeMMJCRJkiRJUsb9P6RpHzi1hOWBAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e827d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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kpak1SWb8PkZG35rWOj7/dAZHBrJv/DF8Ny67ddr5jvV2ZvPhVzK3bX7uvISD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\nNh9+Jc/teSJV1ZTWptaMjo3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7vAJhf3b0nmmaCoT8+uj6+wqE/Sp3ufXirtM539vrv6KR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\nAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597dc6b50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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vW7IhT+78evacfiddfZ0ZGJ4YWO/CdVm1aE2+ec938uaJV9N6/nRGx0bS0jQ/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\nHwAAAAAAg3wPSkdl24vmZc0AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597da91d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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E8Tvga7X0DfSOvFZVaaxvyuzG5iyYvShL5izPxsXbPvSM9MzGWXn23t/L0baD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\nf9b7z+3K4IRlY3affnP8z4N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BCPoAAABQIII+AAAAFIigDwAAAAUi6AMAAECBCPoAAABQ\nIII+AAAAFIigDwAAAAUi6AMAAECBCPoAAABQIII+AAAAFIigDwAAAAUi6AMAAECBCPoAAABQIII+\nAAAAFIigDwAAAAUi6AMAAECBCPoAAABQIII+AAAAFIigDwAAAAUi6AMAAECBCPoAAABQIKVKpbL0\nwVJp6YMAAADAiqpUKqWvvvbAoA8AAACsLabuAwAAQIEI+gAAAFAggj4AAAAUiKAPAAAABSLoAwAA\nQIH8B7/BqRHUFn3jAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59837c390>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8lqNnDqZn8FwaUmVJ2/JsWbUtd61/YMZ9b25szt3rH8xrR3+WXSd25N6ND7/r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\nASnrkE55ke7nAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598476d50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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CHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQ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\nOlh/WmVu7xLvsfIxayoa9PKJX6nX36r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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ef6a50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Aggh9AAAAKIjQBwAAgIIIfQAAACiI0AcAAICCCH0AAAAoiNAHAACAggh9AAAAKIjQBwAA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\njCbJnKe3f1hts25deO6SEJ8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cztP58Mq7Wkus6HT7eVV5a3d7OBv0TV7SzciYOupfV0dD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\nAAAAAABYCEEfAAAAAAAL+Q9oewclNPD4/gAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59801b5d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Tu3Kwb0+2LrvrivsOcKM5og8AvO9MNCZy7OyhJMnyuW+P9N7e3DE9svxv4rT8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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fa9590>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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1wZH+7D7+8oy29W5xvdH6Xz38bF498mxmt8/L5x/8vVu4Z8niuSuSromrJI72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\nf5Slc1em0RjP/pM78tz+H6T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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f9cf10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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oAwAAQIUIfQAAAKgQoQ8AAAAVIvQBAACgQoQ+AAAAVIjQBwAAgAoR+gAAAFAhQh8AAAAq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\noA8AAAAAgIX8HyhEmjb6gB9aAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f4a490>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"yellow green\" - Reflectance Recovery                                     *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/colour-science/colour/colour/models/dataset/srgb.py:111: RuntimeWarning: invalid value encountered in power\n",
        "  1.055 * (value ** (1 / 2.4)) - 0.055)\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Yo149CAmxdoH4z39Svfu9Z/cyaN0glv2+DIB8nvnoHdCbV/1e5RHvR1L9fOld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\nK4SQVzzv7E7gXzHGkkbd656BQ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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ec5490>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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u37NGABJH9AGAA9SCR9cnSQ4a3KPtFP22O7cXyeXfH7tPr83eHb/49vQsW9CQ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\nwH9sklPV0AT4g11XJd20XDyvxxP3lQZ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K/VbHsHH92s9t+qw4fOPHhfjLHy7i7NEOnD3a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\ntLwAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ecd1d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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I0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAA\nlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAH\nAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIAS\nEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAA\nAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJC\nHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAA\nSkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgD\nAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJ\nCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAFvccPXkXHrmNbnqqw+/1EMBgBes\n5qUeAABAkvz4Kw/ngdvnbvdYUVWkvkdtevSuzZBhfXPQqAE57vShGTi454s7mKLo9NAdv5uexo0t\nOemcA7PXoBd5/V34vxf/MauWNezUcy/73pkZenC/3bLezZvb8tQjSzPpoSWZ9dSqLF24Pi1Nm9Oz\nT/cMH9k/J792eI46ecgLWnZra1vuv3l2Zk9dnfkz1mTd6k3ZsLYptd2qM3Bwz4wau09Of+Mhz/l+\nNzW25q7rZuSx+xZm6YL1aWurZK9BPXPMKUNy9kWHpb5nbZfzjbtlTq6+4pHnHF+3upp88w8XdHp8\nzYrGPHjnvMyeuiqL56zLujVNadzYkvoetdn3wN456uQhOfX1B6d7vV+1gZeGf30AgL8q1TVV6dmn\nW5KkUkk2NbRkxZLmrFi8MRPHL8p1P5qUsafun4v//uj06tt9j43rzt9Nz6plDTnsqL1fktDfqnt9\nzfMGZE3N7jto8+f/NSH33zy74+vqmqp0616T9Ws2ZeL4xZk4fnGOefX+ef8/H5/q6l1b78Z1zfnF\nf09o/6JIqqqK1PWoTeOGliycvTYLZ6/NvTfOyvs/e0KXHyasXNqQ//7Mn7J0/vokSbfu1amursqS\neevyx5+vy/jb5uWTXz81A/fd8fdr25+3Z+te1/X7PG3iilz7gyc7xl1TW526+po0bGzOzMkrM3Py\nytx9/cz8w1dOyaD9e+/COwKwewh9AOCvysGH75VPfO3U7R5r3NiSWU+tzLhb5+bRexfk0XsXZObk\nlfnMN09P/73r99zgOu/o3+POvvDQvO6S0XtsfW2b29JvYH1edd7wHH3ykOy/5UiBNSsbc/Mvpuae\n62fmsfsW5LrBPfLmD47ZpWXXdqvOmW8ekRFj9s7wUQPSd0BdkvajCKY8uiy//e4TWTJ/fX747w/l\niz95bcf0JGlrq+TKy8dn6fz16TugLu/+9LE5/NjBSZI5T6/K1f/xaBbNWZtvXXZ/Pv/9s1JV3fU3\nr6uft+ez16Aeef0lozPiyL0z9OC+6dGr/YOCTQ0tefjuBfntlU9k1dKG/OCLD+ayK8/cpWUD7A7O\n0QcA/urV96zN4ccNzgcuOyF/928np6ZbddasaMz3/mX8nh1Ipf0og/9NTnvDwfnSz87N6y8Z3RH5\nSdJvr/q8/e+OzonnDEuS3HP9zLQ0b96lZffoVZsLP3xkjjp5yHYRX11dlVccPzh/+6WTkyTNm1oz\ncfyi7eadOH5x5k1fnRTJe/7puI7IT5Jhhw3IR/71xFTXVGXx3HW5/5Y5u/iqn9vBh++V110yOocd\nuXdH5CdJXY/anHL+8Fz0kSOTJPNnrsnSBet367oBdoY9+gDAy8rhxw3OhZeOyS+/OSGzp67KxPGL\nMubEzod1t7a05b6bZuWRu+dn0dx1ad60OX3612XUMfvk7Lcemn0P6LNT67vh6sm56adTOr7++ifu\n3W76iDF755Nfb98j3NZWyeSHl+Tx+xdl7rTVWb28MQ0bmtOrb/ccNGpAXnPBIRl59D5/wavf84aN\nHPCc008658CMv3VOmps3Z/HcdTlgRP/dtu69h/RKfa/2Q/k3NbZuN23SQ0uSJPse0Cejxw7qct4x\nJ+6bCX9amAdun5tTzh++28b1fIYd+sx70PSscQPsCfboAwAvO686f3h692/fA/zQXfM7TV+zsjH/\n9tE78+tvPZ6Zk1dmU0NrartVZ/WKhoy7dU6++KE7M+HPC3dqXXX1tendvy7Flgv09ejdLX0G1HX8\n12ub87sXz12Xb/3z/fnzH2dn/sw12dzaltpu1Vm3elMev39R/vNT9+XmX07dDe/Arhl3y5xceuY1\nufTMa7Jy6c5d0G9n9ez9zOvf3Uc7LJ63Lo0bWpKifS/9tlYu3ZgkGTR0x+fAD94ybeZTK9PctGtH\nG/wlZj61Mkn79RQG7+QHSgC7kz36AMDLTk1NVUYevXcevmt+pk9asd201ta2fOdz47Jw1tqMPGaf\n/M3/OTzDDh2Qquoia1dtyq2/ejp3Xjs9P/r3h/L5H5yVvYf0es51nX3RoTn7okM7rnr/4X85MYeO\n2bvrcdVW5eRzh+fY0/bPQaP3St2Wi+atX9OU+26alRuvfirX/WhSRh69T4Y/z57yHfmLWvpFuMbA\ntCeWJ2k/3H7Q/s/9Xu6MtrZK1q3elOkTV+S6H01KiuSEMw7IiCMGbve8rR+8tG3e8TuydVqlUsni\nuety4KGdjzZYNGddvvDe27Ji8YZUVVdlr0E9MnrsoJz+pkN26e4OrS1tWbOiMRP+vDDXXzU5RVHk\nwkuPTLfu1Tu9DIDdRegDAC9L+w3vm4czP2tWNKZtc6XjYmvjb52budNWZ8SYgfnYv5+y3UXY+g6o\ny0UfOTItzZtz3x9m5Y7fTc/b/+7o3TamQfv3ziWfGNvp8d79uuf8d4xKKskNV03OvTfOesGhf9tv\npuXeG2bucPp+w/vmH//j1ds/+CJdRHBTY2tu+dXTSZJjTtkvdT26vpXdzvjJFY90Opd+8AF98s5/\nGNvlYfd7De6RJFkyb90Ol7lo7pZplWTd6k1dPmfDuqZsXNecHr1rs6mhNYvnrsviuety302zcskn\nxub40w94znH/87tuzorFG7d7bPSxg3LOWw972Z2mAZSH0AcAXpa2vQjaxvXN6d2v/VZ742+bkyQ5\n400jdnil9eNPH5r7/jArUx5b9qKPc1tjXrlvbrhqcmZOXvmCl9G8qTXNTTs+73vDuuZOj510zrCc\ntOWiebvTz//zsaxZ0Zj6nrV54/uP+IuWVd+rNn0G1KW1pS0NG5qTSrJi8YZMe2J5jjllv063wBs9\ndlDuu3FWli3ckAl/XpijX7XfdtMXzl6bSQ8u6fh6U8P271m/gfV5w3sOzzGn7Jd99u+V6uqqtLa2\nZcqjS/O77z+ZxXPX5cdfeTj9B9ZnxA6O4EjaP8Rpbtqcpk2t7efjV5J509dk2sTlOeyovTuOPADY\nk4Q+APAy1fmQ7c2b2zLn6dVJkp987dH8/L8e63LOtrb2eVct273nqydJc9Pm3HvjzDwxblEWz12f\njeubU2nbfqxrVza+4OW//pLRe/T2ejty8y+n5qG75qUoirzr42Oz16Aef9HyLvzQkbnwQ+1Xq9/U\n0JInH1ySa//nyTx017zMmbY6l115xnb3tT/ypPZb/S2YuSZXX/FINjW05siThqSmtipTJyzLL785\nIVXVRTa3tr/3RdX2wT362EEZfez2F/GrqanKESfsm0NeMTBf+vCdWb5oQ679n0n5p2+8Zofj/sw3\nT+/487rVm3L/zXPyx19MzU0/nZLlCzfmfZ89/i96XwBeCKEPALwsNaxv6fjz1gvCbVzXnM2tbe3T\nN3Tes/1su3o7uOezZmVjvvbxe7Ns4Yb2B4qke11NunWvTlFVpG1zJRvWNqVp08v7Suz33jgr1/2w\n/fz5Cz80JmNP3X+3Lr+uR22Oe83QjDhiYL7w3tuybMH63Pm76TnvHaM6nlNVVeTDl5+Y//qnP2X5\nog256qsPb7eMbnU1efMHjshvvvtEkqRHz50/raC+Z23Ou3hkrr7ikcyesiob1jalV9/uzztfn/51\nOffikdlveJ98+3Pj8tBd83La3xyUgw8f+LzzAuxOQh8AeFlaMGttkqT/wB4dh+h3XPW9SD535Znb\n3fd9T/jNd57IsoUbsveQXnnzB4/IYUftkx69ngnM5Ys25LJLbtmjY9rdxt8+N7/4xmNJ0X50wRlv\nHvGiravfwPoc/aohGX/b3Ex9fPl2oZ8kA/ftmc9978zce+PMTHxgSVYta0i37tU5+PC9cvaFh2bN\n1iMnimSfXbxQ4NbbClZSycqlDTsV+luNOXFIBuzTI6uWNWTKY8uEPrDHCX0A4GWntaUtUye0n1+/\n7dXYe/bplqIoOuJsT4Z+a0tbHr9/UVIk7/vs8V1ebG9HF4R7uXjk3gW5+quPJJXkrAsPzeve9eKf\nQtB3r/okydoVXZ/u0L2+JmdfdFjOvuiwTtMmPrA4SdK7X90uXUF/d+g3sD6rljVk7aqX9/cceHmq\neqkHAACwq/5006xsWNuUFMnxZwzteLympirDDuufVJJJDy95jiXsuq3neO/oXvEb1jZ1nDYw9JCu\nP2CY8uievfjf7vTEuEX54b89mEqlklNff3DecumYPbLelUvar2jfu//O71Hf6uG75ydJTjh96PM8\ns7PZU1d1/PmFXH+gY9z9dn3cAH8poQ8AvKxMfnhJrvn+k0mSg0bvlSNO2He76Sduubr8uFvnZsHM\nNc+5rJ05j3+ruh7tB0I2rO96nq3Tk2ThltMKtrVmZWPuum7GTq/vr8lTjyzN9/71gbS1VXLiOcNy\n8cd2zy0Jt97nfkeWLlifCfcvSpJdvlXdfX+YlbnTVqdbXU1Of9OunV7QuLElt/xyapJk+GEDOh22\n/3zjfvCOee178otklFvsAS8BoQ8A/NVr2NCSyQ8vyQ+++GC+8dk/p7V5cwbs0yMf+sKJnZ77qvOG\nZfioAWlt3pyvffK+/Omm2dnU8MyF+9asaMy4W+fkqx+7O3deu/Phvd+wvkna9xJ3dRG/uh61OWj0\nXkklufo/Hsn8LR8ytLVVMuWxpbniH+/d1ZfdpedOzK6Nu2VOLj3zmlx65jVZuXTX7jQwY9KKfOcL\n47K5tS3HvWZo3v3Jsbs0/4+/8nAuPfOa/N93/LHTtF9+a0J+9a3HM3Pyyu3e04YNzRl3y5xc8fF7\n09q8Ob371+X0Nx7Saf77/jArD9w+d7tTIlYubcjvvj8xP//v9usIvOXSMZ32yK9YsjFf/ru7Mv62\nuVmzzSkBrS1tmfTQknzlY3dn2cINKaqKvPH9r+i03q/+w9255ZdTs3juuu2if+XShtz4k6dy9RWP\nJElGHTPoOW/NB/BicY4+APBXZebklfnkW25M0n6Y/KbG1rRuE4FFUWTsafvn4r8/utO91ZOkuroq\nH/1/J+e7XxiXmZNX5mf/+Wh+9l+PpkfPbmlp2ZyWpi3LKtLp9mrP5eRzh+Whu+bl0XsX5PH7F6V3\nv+6pqipy0Oi98oHLTkiSXPSRI/O1T9ybhbPX5ouX3pFu3avTVklamzenZ59uueSTx+a7nx/3F7w7\nyW2/mZZ7b5i54ycURd720SNz7GldHK7+Am7pfv2PJ3e8Z1MeXZZPXfiHXV9v0uX95FuaNue+22bl\n7utmJEX71e5Tad+jvtVeg3vmI/9yYnr06vy9njl5ZR64fW6SpKZbdaqri/Z72SeprqnKmz9wRE59\n/UFdjmf2lFWZPWVVx7zd66rTuLGlI9y71dXknf9wTA47qvMe+bWrNuX3P5yU3/9wUqqqi9T1qE1r\n8+Y0Nz3zc3rY0fvk0s+/sst1A7zYhD4A8Fdhawdu3tyW9WubkrTfQq2uR236D6zPkGF9MnzUgBx/\n+gHPe850737d88n/PC2P3DM/D94xL/NmrMnGdc2pqa3K4AP6ZPjI/jnilfvmyBOHPGsMxQ5jeOTR\n++TD/3Ir6VU/AAAgAElEQVRS7vjd9CyYtSZrV25KJZUMXP3MRd6GjxyQz3zjNbnxJ09l2sQVad7U\nmr571efw4wblvItHpa2t7S94g9r/a25qTXPTc9+er6X5Wet5AYG/VaXyzPwb1jXt2nrzzPe1K699\n+8gMPqBPnn58WZYv2ph1qzdlc2tb+g6oy34H9c1RJw/JiWcPS7fu1V3Of9I5B6YoktlTV2fNisa0\ntVWyz/69M3rsPnnNBYdk8NDeXc7Xd0Bd3vq3R2XmpJVZMHNN1q9tyqaG1nSvr8k++/XKqKP3yalv\nODgD9un65+w9nz4ukx9ekulPrsjqZY1Zv7YpVUX7XQAOPLR/jj/jgBx10pAu5wXYE4rKjq4ok6Qo\nisqVd5y250YDALxoqgq3+AKAMvngGdekUql0+kjVOfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgR\noQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+rvoax+fkA+fdU/G37Zku8dXLGnMh8+6Jx8+656X\nZmAAwC674uP35NIzr8m4W+ds9/iKJRtz6ZnX5NIzr3lpBga72Y5+1v8a/P5/nsylZ16T8bfNfamH\n8pJ76K55ufTMa/LbK594qYfCy1zNSz2Al6tilycAAH+timIHG3DbdV6AOU+vyr03zMqMSSuyekVj\nKm2V9Olfl7571WX4qAE57Mh9MmrsPulet+d/FX/2z3rDhpbc8btpKYoir79k9B4fz+rlDbnj2hnZ\ne0ivnHDmAZ2mL5i5JjOfWpk5U1dnztOrs3juulQqlRx72tB84LITnnf5TY2tueu6GXnsvoVZumB9\n2toq2WtQzxxzypCcfdFhqe9Zu8N5K5VKHr57fu6/eU7mTV+Tpk2t6TugLqPGDso5bz00g/bv/Zzr\nnvXUytzxu+mZ8eSKbFjXnB69ajN81IC85oJDMnrsoC7nOe41Q3PTT6fknutn5vQ3jsheg3o872uE\nrgh9AADYTa7/8eT88edTOr4uqor06FWbtas2ZdWyhsyesip3XTsjH/6Xk3LUyUP22Lj22qdn1g9t\n6hS2DRuac9NPpyRFXpLQv/6qp9LavDnnvWNkqqo6f7L2o688nIWz1nZ6fEefzW1r5dKG/Pdn/pSl\n89cnSbp1r051dVWWzFuXP/58XcbfNi+f/PqpGbhvz07ztra05fv/74E8MW5RkqS6pird62uyanlD\n7r95dh66a14+8M8n5MiTuv4e3vLLqfn9DydtGWuR+l612bi+ORPHL87E8Ytz7sUjc8F7X9HF6ypy\n3jtG5UdffijX/3hS3vuZ45//hUIXhD4AAOwGD901ryPyjz1taM5566HZ/+B+qaoqUqlUsnjuukx6\naEkeuH3eHj9a5P985rguH9+ZYH6xrFu9KQ/eMTd1PWpz3GuGdvmcmpqqDD2kXw48tH+GHTYgj/1p\nQZ56ZOnzLrutrZIrLx+fpfPXp++Aurz708fm8GMHJ2k/4uLq/3g0i+aszbcuuz+f//5Zqare/o24\n9gdP5olxi1JdU5W3fGhMTjlveGq7VWf18sb8+juPZ8KfFuYHX3owX/jBWdl7SK/t5n183KKOyH/V\necNzwftekd59u2dTY2vu/N303HD15Nz8i6kZMqxvjj+98+see+r++cU3JuThu+fnzR8ck74D6nbq\n/YRtOUcfAAB2gzuvnZEkOeKV++YDl52QA0b079hLXRRFhgzrm7MvOiyf/8FZOfzYrg/d3tMqlZdu\n3eNumZO2zZUcfcp+qe1W3eVzPvOt03PZlWfmXR8fm1POH54+/XcueieOX5x501cnRfKefzquI/KT\nZNhhA/KRfz0x1TVVWTx3Xe6/Zc52865bvSn33DAzSXL2RYfm9AsO6Rhf/73r88HLXpl99u+dlqbN\nueGqpzqt+8ar2x876PC98q6Pj03vvt2TJHX1NTn/naNy0tnDkrRfm6Btc+dvQE1tVca+er+0ba5k\n3LPGBjvrZblHf8WSxnzuXQ8mST73g+MyZFjnw22SZFNja/7pwnFpbmrL3395TEaNHbDd9PVrmnPH\nNQvy5AMrs3JJYypJBg6uy5EnDcyZFw5Nz947PmfnhZg3fX3uuGZ+pk9cm/VrmtO9vjoHHto7p5w/\nJEefsnen51/2rgeycsmmfOSLR+SIE/babtqvvjk9996wMEny6W8ek+Ej+2w3/X++9FQevWdZzn/X\nsLzukmG7NM6JD6zIHb9dkHnT2w9z2vfAnjn19UPyyrMH52sfn5AZT67NJZ8amRPPfuYfzHG3Ls5P\nr3g6I8b0y8e/dlQevHNp/nzToiyavTENG1pz6eWvyFEnD+x4/own1+Se6xdmxqS12bC2Jd3rqjN0\nRO+cfO7gHPeaHW/42toqeejOpXng9qVZMHNDGje2plff2ow4om/OeMvQTu9Dktx49ez88Wdz88qz\nB+fdnxqZ8bctyb03LMziuQ0piuTAQ3vntW8/oNPPBwB7xoolG/PP77w5SfKF/zkrQ4b17fJ5mxpb\n86m33Jjmps352FdO6XSO6/o1Tbn9mmmZ+MDirFy8cct2vWeOOnlIzrrw0PTs3W23jnve9NW5/bfT\nM23i8qxf05Tu9TUZdlj/nHL+QTnmlP06Pf+z77w5K5dszN9+6eQcccK+20375Tcn5J7r28PiM986\nPcNHbr9N+sEXH8wj98zP6y4ZvcuHV08cvyi3/XZ65s1YnVSSIQf2yalvODgnnn1grvj4PZk+cUXe\n/aljc9I5wzrmGXfLnFx9xSMZMWbvfPLrp+bBO+blvptmZdHsdWnY0NzpsPPpT67I3dfNyIxJK7Nh\nbVO619XkgBH9cvK5w7vcY7lVW1slD945Lw/cNjfzZ65J48aW9OrbPSOOGJizLjy00/uQJDdcPTk3\n/XRKTjz7wLzn08dl3K1zcs8NM7N47vot2/X+OffikTs8B/rFtHB2+yHmY1657/M8M53Cdtu/B9+7\n4y2ZPXVV/vjzKZn11Ko0N23OfsP75LyLR2bMie3ve2tLW+64ZloeuGNeli/emLr6mhx18pC86f1H\npGefzj/rXX2vtz6WJKmk08Unt/15a2ur5IHb5mbcbXOzcNbaNDa0pEev2vTuV5eDRg3Isaftn8OP\nG5xdcf+t7RffG/vqzn9fturqcP6dMemh9gtn73tAny5/FvYe0itjTtw3E/60MA/cPjennD+8Y9rU\nCcuzubUtKZIz3jyi85iqi5x+wcH51bcez4T7F6apsTXd69uzas3KxiyYuSZJcuabOs+bJGddOCLj\nbp2TVcsbMm3i8ow8ep9Ozxl72v65/5Y5uf+WOTn34pG7/gbwv97LMvQHDq7PqGP6Z8pjqzPu1sV5\ny6WHdPm8R+9ZnuamtgwYVNcp4mY8uSbf/fykNGxoTYr2w4KKqmTx3IYsnjsvD96xNB/76pEZtP/u\nuQDGn/6wKL/4xrSkkqRIevSsyaaGzZny6OpMeXR1jj9jUN796e3PTTr0yH4Zv2RJZkxc0yn0p09c\ns92fnx240yeuSYr2ZeyKP/5sTm68ek6S9kO56nvWZO7T63L11HWZP3NDxwVcnuuf3F9/a3ruuX5h\niqoi9T2rU1QV2x0Wdu0PZub238zP1gXV96hJ48bWPD1hdZ6esDoTx63Mez87qtPFYjY1tObKyyfn\n6QmrO8ZX16Mm61Y359F7l+ex+5bnoo+OyGl/s+ONxU+/NjXjblmSquoi3euq09jQmmlPrMn0iWvy\ngc8d3uUHLgC8uAYO7plRYwdlyqNLc/8tc3Lhh47s8nmP3D0/zU2bM2BQj06/uE9/ckW+87lxadjQ\nvM12vcjiueuyeO66PHD7vPzjV0/JoKHPffGsnXXfH2bl5//92Dbb9W7Z1NCSpx5ZmqceWZoTzjwg\n7/n0cdtt1w87cu+MW7Ix0yeu6BT6055Y8cxrmbi8U+BOm7h8y3Z917ZTN/1sSm64anKSLecJ96zN\nnKdXZ/ZXH878GWuydYu+w4sRJvnVtx7P3dfN2LJdr01RVWz3i8Dvvj8xt/1mWvsXRVLfozaNG1sy\ndcKyTJ2wLBPHL8r7Pnt8F9v1lnz3C+MzdcKyjjG0b9c35dF7F+Sx+xbmrR89Mq+5oOvf85LkJ1c8\nkvtvmbNlu16TxoaWTHtieaZPXJEPfv6VXX7gsiesXt74wmcuksfvX5Tv/ev4VNqSup41aW5qzewp\nq/Ltz4/Le//p+Bz1qiH5xmf+nBmTVqS2e3WqimTD2qb8+Y+zM3vqqnz222ekprbrA3e3/T707NM9\nvfp2z4a1TUmSPs86RLyu/plU+NGXH8rDd23z+1vP2jQ1tmbj+nVZMq/979muhP7q5Q1ZtmB9UiQH\nH77X88+wi1Yu3Zgkz/l3fvCWaTOfWpnmps3p1r39w5dVW+bt0bNbx974Z9u63JbmzZkxaUXHa1+1\nrKH9CcWO1733kF7tf4cqyVOPLu0y9A8a1f6eLF+8ISuXbsxeg7resQk78rIM/SQ5+fx9M+Wx1Xno\njqV50/sP7nReTZKMu2VxkuSVZ23/y8DKpZvync9NSmNDa179hiE5881Ds/eQ+iTJojkbc82VMzLl\n0dX53uWTctn3j3vBnyRuNXPy2o7IP+bVe+fCDx+SfgO7p6lxc+76/YLccNXsPHTn0gwa2iPnvePA\njvlGjOmX8bcuybSJ21+AZMPaliyaszHd66vT1Lg50yeuzdkXPTN96YKGrFvVnJraqgwf1XkP945M\nnbC6I/JPeu3gvPH9B6VX325p3Nia2387Pzf/fG7qez73j8y86esz/ck1ef27h+U1b9w/9T1rsqmx\nNS1NbUmSO69dkNt/Mz99BnTLG94zPGNP3Tt1PWrS0rw5T4xbmd9+d0YeuWdZ9juoZ1779gO3W/aP\nvzI1T09YnQNG9M4F7xueEWP6paa2Kg0bWnLvDYty00/n5Dffnp6hh/TKwYd33hv0xLgVaWluy8Uf\nOzSvPHtQartVZ8WSxlz91amZ8eTa/Opb03PkSQO7/FkC4MV1ynnDM+XRpXnwjnl58wfGdPlv8f1b\nbgt24tnbbx9WLt2Yb192fxobWnLqGw7OWW8Z0XHO7KI5a/PbKyfmqUeW5ruXj8/nf3DWbtiur+iI\n/LGn7p+LPnxk+g2sT1Nja+68dnquv2pyHrxjXgYN7Z3z3zGqY74RYwZm3K1zMu2J5dstb8Papiya\nszbde9SkqaE1055YkbMvOqxj+tIF67Nu1abU1FbloFE7f/TZ1AnLOiL/5NcOyxs/cER69+2exo0t\nue030/LHn095ziuOJ+1HLUx/cnne8J7Dc/obD0l9z9ot2/XNSZI7fzc9t/1mWvoMqMvfvOfwHHva\n/qnrUbtlu74ov/7OE3n47vnZ76C+Offt2++V/NGXH87UCctywKH988b3vSKHjtl7y3a9OfdcPzN/\n+OmU/PrbT+SAEf1y8OEDO43t8XGL0tLclnf8wzE58ewDt2zXN+aqrz6c6RNX5FffnJCjThqyR7fr\nww7rn+kT249uGH3soIw4ovO4n1clueqrD+ekc4blgve+Ir37dc/6tU356dcezRPjFuW335uYpx9f\nluWLNuRvv3RyXnH84FQqyZMPLM4Pv/xQFs5amz/dNOs5PyDZ6sOXn5iVSzfms++4OSmS//jN67p8\n3rSJy/PwXfNTVV3kLZeOyavOHd6xB3vtqk156pGlHUcz7KzpT7Z/uLX3vr3So9fuPdomeeYDja4O\njd9q67St10848ND+W2dun972/POmkiya88yHHNt+kFLZwfyVSvt8SbJ47roun1Pfszb77N87yxas\nz7SJK3LiWUKfXfOyPUf/qJMGplff2qxf05InH1zZafrSBQ2Z9dS6FEVy0mu3/9T8+h/NSuPG1pzz\ntgPy9r87tCPyk2TIsJ756BePyH4H9cziuQ15/M8rnr3oXXbDVbOTSnLwK/rm/ZeNTr+B7Z8Mdq+v\nzrkXH5hz3tZ+K5Hbfj0vmxpaO+YbMaY9VufPWJ+mxs0dj8+Y1L43//gzBqVH75rMnLQ2lW1OsNq6\nt3/YyN6p7bbz3+KbfjonSTL62AF51ydGplff9n9063vW5A3vGZ5Xv35IGje2PscSkqbGzXnt2w7I\nee8c1vGhQF19TXr365aGDS254cezU9u9Kn//72Ny8rn7pq5H+3Nqu1Xn2NP2yaVfODwpktt/M7/9\nkKktpjy6KhPHrcigoT3yj1ccmVFjB3R8Ut2jV23OvfjAvP7dw1OpJLf8cl6XY2vc0JpLPnFYTnnd\nkI7D5QYOrs/7/3l0qmuKrFvdnJlP7dpGCoDd48iTh6RX3+5Zv6YpEx9c3Gn60vnrM2vyyhRFkZNf\nO2y7adf9cHIaN7bktW8bmYv//ujtLow1ZFjffPSLJ2e/g/pm8dx1mfDnhX/xWK//8eSkkhzyioH5\nwGUnpN/A9t8jutfX5Lx3jMpr39YetLf+6ulsamjpmG/r3vh5M9akqfGZ7enW4DnhjAPSo3e3zJi0\nYrvt+ta9/cNGDtjhecxdufEn7ecJjz52UC755LEdeybre9bmb/7P4Tn19QencWPLcy0iTY2tOfft\nI3P+O0d1fCjQvl3vnoYNzbnux5NT2706H/vyKXnVecNT16P9Oe3b9aH58OUnJkVy26+npXWb7fpT\njy7NE+MWZfDQ3vnEFa/O6LGDttmud8t57xj1/9u786i2zjMN4M+VBEiAQOwYs5k1xhhv8Y7txna8\np07spEm6e5K005nTZjrtmc50ppM003Y6TZNpO50mTXuapNkcJ2kWp17jOHaMbYwXDMY2m1nNjkAg\nIaGFO39c6YLgitVL0Dy/c3JOLN0rLgL03ff73vf98Pmv5UAURex/vVzx2qxmB772/UVYvS1tyLge\ngkf/dSnUGhVMXTZUl039Pm4itn5Zyki0Whz45Xc/wRO7DuK1X53Hif01aKod/z1GclaEVNttkH5m\n+vAgPPLDJdAGB6C3y4aCA7V47EfLMHfpDAiCAJVKwLwVCdjoniA6/+n4f8/HU6N/7bIRADB7URzW\n7ciUg3wACI/UYvmGFNz/zbxxf00AqK+U7ldnpNyYLJvhouKlrNyWeuVAGgCaPEG2KNXle0S7z7VZ\nHT6zM4YG6Cbj4LlRscHyazbVKn9tr3M7bYrHAEBCqrRgV1/R5fMYIl+mbaCv1qiw1L1S71m5H+rk\nAakuJ2ueAVFxg2lIdpsL54+3Q1AJWL8z0edre1K4r56f2h+WpceBimIpjX7Tw8mKqXEbH0yGJkCF\nfqsLlwqN8uPR8ToYooPgcopeAWjFRen/sxcYkJEbDqvFiYYqs/x8pTsDIDNv/Gn7ZpMdVaUmQAA2\nPKhcS7fxwZF7mw6nUgtYf7/y+Rc+7YDd5sIdCyIwMy1U8Zi0nHBExWnRZ3GirqJXfvz0Yam7av6W\nwcmB4RavldKeKi52e90geUTGabF47cgarfCoIKRmhwEi0FxrGf0bJCKim0KjUWHZ3dI4U7C/dsTz\nntX8rPkxXims/TYnzh1vlMb1+5XrYTUalZzCffV825Su09JjR3lxu3tcz1Yc1zc9lO0e150oLWyR\nH4+OD4EhWgeXcwDVZYOLFBUl0gr/HfNjkZEbDavF4U6r934+K2/8afu9pn5UlXYAArDxwWzFYzY+\npPz4UCq1gLvvz1J87vzx67DbnJi9MBaJacp9FdJyohAVF4I+i90rWDl1SKrNzt86ODkw3JJ10u9D\n+cV2H+N6MJasHXlvYojSITU7Qgq0fKyW3iyzF8bh755ajkj33uctDb04/uE1vPLMOfz40cP4/gMf\n4u3fl8DSY/f9IoL0OzRckFaDtBwpoyN9TpRitoAnBdxXgDlZnkme3u5+xZ/FZHgC6xvdO8PDU97T\ndt2sOMF3vcaES0P+PocutmXNi4FaowJE4NCekRNNDrsLH79bJf976MRdWKQWM91/D4feqlB8vw6+\nOfiaNqvvRTTPe9Pb3e/zGCJfpm3qPgDkb56BI283oqzIiJ4uO8IipD+GAZeI04elP9yVm71X8+sq\ne+FyioAAPPVokc/XtrtTzY1tvmfZxsMTgAsAsnwE3roQDVKy9KguM6Ghqhd33jVYp5M1z4AzR1pR\nebEbOe4+A3L9fZ4BXW39KDnVicqSbiRnSjOiFRelmwNfX2/U6xQEpOUoD9aRcVpExAShq933h01M\ngg4hYcoDdnWZNAFRfqEL//RAgc/X6DM7ARFeX8dz7r7X6nDoTeUVew+7zQVLj0POSPBIyfI9Y2yI\nlo7t6x09Y4GIiG6e/C2z8NHblSgrakFPl03urj3gkpqAAUD+5lSvc+oruuSmWT9+5JDP17bbpcy4\nTk/97CTVV7n7xEDwWS+vCwlASlYEqss60VDV7bVtWNa8GJw5Uo+KknbkuLuuV1zskOvvjW19KDnV\nhIqSDiRnSmnEcqA/b/xp4J6JAkEQfNY/R8UFIyImGF3tvt+T2IRQxcZuAOTJiqvn2/D9+/f6fI0+\nswMQAWO7FWnDzv3rq1dwcLfyir2H3eaEucc+olZaTrNW4Mmy6OsdPWPhZshbnoDcJTNQdrYFl8+1\nouaKEddremDvd6K3y4bDb1Wg6GgDvvv0arlGfLjEWcr3YqHu92Cmj+f1EdLzY2VqTNTshbFQa1So\nr+jCL//xGFZvTUP2ghgYonRjn+yD2SRNdtyMtH0AmLciAYnpBjRWd+PlX56Frc+JeSsSoAlQ4eqF\nNrzxPxegUgtSXABIvSfcwiK0WL0tDUffq8LH71VBGxyANfekIdQQhOvXTHjnhRIY2/qgUgsYcIkj\nJvy2fnk2XnjqNBqru/H8k6ewfVcuYhNDYeq04vBblTh3rBFqjQou58Co/TE8jcEZ6NNkTOtAPz45\nBOlzwlFdZsKZI63ySnJZkRE9Rjt0oRrMz/cehE2d7hlUEeg1jfEhKAAO+8Dox4yh1/0hpgvRIFDr\nO93OE2gOv6bMvHAp0Hev0lvNTjReMyM+KRh6Q6C8al9RYsK6nUnoaLaiu6Mfao2AtDnjr8839zjc\n16keNd0/PGr0QF9v8F3rZzJK74W9fwD2sd5XAXJd/9Bzre7miWOda7cNAMPGQK3O9/uvcX/PrlHq\nuIiI6OaakRyG9DlRqC7rROFH9bj7AWkl+VJRC0xGG3ShAViQ791cTU6ZFaVV7FEJkGvLJ6u32zOu\nByBI6/s2yhNoDr9Bz8pzB/ruOv0+swON17oRnxQGvSFInjyouNiO9Tsz0dFsQXe7FWqNSrFO3Rez\nafA6R0v3N0RpRw30Qw3KjciAwffe3u+SJ1J8Gvbee861mh3jHNddI8d1H5kAwGBH+6FlgGN57omT\nXpkWHovvSsKDfz9/3K8DSJkQc5fOkJsuOp0DqCxpx5G/VKH0dDO6O6z4408L8W/Pr1c8f3hTPPl1\n3cGor33VPc+7XFO7fx0udmYovvQPC/HG/1xAVWmHlC0CKasid0k8Vm9NQ1LGxBpA32wqlYBvPbkc\nv/rBp2hvMuOlX3gv8AVqNdj52Fzsee4iACB4WL+Knd+Yi7YmM8rOtGDfa1ew77Urg08KwPZdc3Dk\nL1Uwm/qhC/U+d9HqRNzz1Rzs/fNlFBc0obigyev5OUviERCgQnFBE4JDb+wuX0Qe0zrQB6RU7uoy\nE04eaJED/ZMHpVT+xXfFjghaPekzulANnn03/5Zdp9MxuQ9cTyBfV9ELh92FykvdgDj4eFJ6KIJ0\nalRfkiYCKtz1+cmZerlz6K00WoMjT0OStTsS8cC3xm4Qo3Tu3/44F/NWTKKxDRERTQurtqahuqwT\nBQdr5UDfs4/0kruSRwStA+7hVRcagF+9t/2WXafTMbkJg6w8aQyrq+iSunWXtgPi4Gp9UroBQcEa\nVF2SAinPhEBypuGzN66776nW7cjEF/5OeacEn+e6x/VvPbUC81ckjHH0rWHpdShOFln7pp7tp9Go\nMHthHGYvjMOfnzmHgv01aKjqRkNV92cuQPZl5aZUzF0aj6KjDSgvbkd1WSeMbX04vvcajn94Dffu\nyp3QNnCezEtL7yhlDFMUPSMEP/r9ehzbW42S0y0wtvUhMEiN9DlR2PBAFro73fX3AhCb6F1WGhCo\nxrd/uhJFRxtx5uN6tNRLJaUJqWH43PZ0ZM+PkftgxM0cWZK67as5yLkzDsf2XkNdZRf6rU5ExYVg\n6bok5G+ZhWe+dwyANInii8WdkaIfZcKNyJdpH+gvXBODN/+3Es11FtSV9yAqXovS052AQhM+AHJ6\nv83ihNXiHLOL/FTpDdLXs9sHYDbZR6STe3hWyfXh3rN6cYnB0BsC0Gty4NrlHlS66/M92+ap1AIy\ncsNRVmTE9WvmSdXnS19Xui6rxQWHfcDnqr7JOPnUIc97b2ydeDlEWEQgutr7J3UuERFNH4vWJGL3\nb4vRXNuD2nIjouJDUHK6GRCAlcPS9gEgPFK6AZbGdceYXeSnKsydGm23u9Br6ve59VZXhxRADL9B\nj0vSy13Uq8s6UeHewzzbvZIvjevRKDvTgsZrpiFp+xPbVs9z/2G1OOCwu3yu6g9tIjZRYQZpVXky\n5RBhEVImgbF1aqUUN9L3n11zS75O/uZUFOyvAQC0XjdPm0AfkH5u63ZkYp17f/jaciP2v1GO4hPX\n8f6LZZi7bIbPfg1KrwVg9H4FN0CQToMNX8j22snCo+S0tDioN2gRHT+yq70gCFiyNglL1o7sP1VX\n0SV13heANB/lMWk5UUjLGfncgEtE4zWTfIwvnkkQBvo0GdO2GZ9HYJBabrBWcKAFhUfa4HKKSEgN\nUazJTsnWQ1AJEEUpxf9mS8pwz9KJQHlxt+IxVrMT9ZVSjXxS5shrzswzAKJUe1/hqc+fNzgoZM7z\npO93o1Kuzx/fh6xHYrp0naIoyvXwwxlbbehqm3ygn+be8q6ipBuOsVL8fJx76Rb8zIiI6PYJDFJj\nyTrpprrgQC3OfFQPl3MAM1PDFWuyU7Ij3eO6iLKilhHP32hyUCZCasqnoM/skBvPJWeODOKy5sVI\n43EseP0AAA6USURBVHpJu7RiL3g32vP8f0VJuzwRMJFGfICUGQB4xvWR6egA0NnaN7jn9yR4gpuK\ni+0THtc9fQMunbn5P7PPmqGZGRrN7b8VH61GfCyp2ZH45r8vgyFaB1EU5UyU8fD0oLjVDROHKjra\nAABYqhDIj/fcpHSDz14LvlwqaoHV7IAmQIVFq2f6PK7JvWXhaP0oiHy5/Z8uN0D+Fmnl/uwnbSjY\nJ83MDW/C56HVabBwtTRY7n25ZtROly7XgNe2dpMRog9A9nxpsD34Zr2Pzpv1cDoGEKRTI3fpyP1x\nPavzpYWdaKgyIy4xWF4dBwab7hV+1IrOVhtUagHpcycW6IeGByBjbjggAoffalA85tAe5cfHa9Hq\nGARq1ejrdeKvr9SNeqxlWPOc5RukvUkvnzWOOUHTZ771jXeIiOjGWbVlFgDpRvpT98qn0mo+II3r\ni1ZLu+i8/9LlcYzrU0vDDtEHItvd2fzg7nLlcX33VWlcD9Ygd+nI+xFP0F56ugX1Vd2IS9R71WR7\n0vhPH65DZ4tFWuWf4H7soeFB0jkicGhPheIxSt3EJ+LONYkI1GrQ12vHh+4UZl+Gp2ev2JgCACg7\n2zLmBE2f+eau+N5Il8+1jnnMmY/d91MCkJQxsfu1m2Fodquv99o5Sq8DlUqQOtQDcE2gVNWza0Bn\nq+W2NJs7/uE11FV0IVCrwdodyjt2+NJQ3Y2j71UBArD54fGXKwDSfeo7vy8BAKzcPEtusDjyODva\nrpsBAcic4EQfEeAngX5yph5JGaGwmp1orrNAE6DC0nUjt1HzuO/RNATrNWhrtOLp71xAWZFRbtYi\niiJa6i049GY9nvj6Ga8t3ibr87tmQRCAhkoz/viTy+jqkD7MbFYn9r9eh4O7pS7ymx5KhlY3spQg\n070631Bphjggyv/2SMnSI1CrRl25dK2J6aGKrzOWrV9OBQBcLjLilWfK5YZDVosTe1+uwbG916dU\n6hASFoB7H5Fu3g7urserz5ajtXFwJcFuc6G8uAuvPluOpx+/4HXunMWRmJ8v3bA8/+QlHNpTLzca\nAqSmQ+eOt+G3PyzB289VT/oaiYjo9kvOjEBShgFWswPNtT3QBKiwbH2Kz+N3PJaLYH0g2hp78V/f\nPoqyohY5MBFFEc31PTj4Zjl+9LWDqL0B+1Fv//ocCIKA+sou/OEnhfI+2zarE/teu4ID7i7ymx+6\nw8e4LgU49ZVdEAfEEav1qVmRCNRqUFcuXWtSumFS4/q2r8wGAJQVteDPz5yTgymrxYEPXirDJx9U\nT6nUISQsEPc9mgsAOLC7HK88ew6tjYP3Tf02J65eaMMrz57DL75z1OvcOYvjpcaKIvC7J07h0J5y\nr/r4XlM/zh1rxG9+eAJ7niuZ9DXean/4SSGefPQQDu0px/UaEwbcvQgGXCKaanvw6n+fl7dWy1uW\n4LVV5O0SHBqI8CgdIEpZNEre/WMpnn/yFIoLmrwmbXqMNuz+bTE6WywQBAGzF/m+/x4uIkaHuCQ9\nIMJn1gkgNXvsNfXL/3n6XjkcAzAPeVxpEu/4h9dw+nCdvJUfIGWyvPNCCV779XlAAO7/Zh6i3Nsh\nDnX1QhsO7alAW5NZStGHFKQf23sNz37vOJyOAdy5JgmL1ozcrruny4Z3XiiRe3EA0mRJaWEzfvH4\nUbQ09CJ2Zih2PDbX5/fteU9iZoQqXh/RWKZ9jb5H/pYZeOM3lQCAucuifG7xBgBRcVp85z/z8NwT\nl9BUa8Fvf1gClVqANliNfqtL3mYDAiDcgKmQtJxwPPydLLzxmwqcP96O88fboQvVwGZxQhSlr7Nk\nbRw2Pqy8T31CagiC9Rp567ehafuAVM+XnhOGK+elG4KJbKs31B0LI7Dtq6n48M+1OHmgGScPNHtd\n5/r7k1Bb3oOqUhM0AZN7Y+66NxFWiwt7X65Bwf5mFOxvRmCQCuoAldRR3y0qfmQ32V0/mI0/iVdw\nsaAD7/7hGt79wzXoQjRwuUSpG6/b8o3xk7o2IiL67Fi1dRZe/7U06Zu3PMHnFm8AEBUXgsd/no/f\n/fspNNWa8Jt/OeEe1wPQb3UOdl4XgFF6y41b+pwofPHxBXj91xdw7lgjzh1rhC40wD1eSjW7S9cl\nY9PDyvvUJ6SGIVgfiD53wDS8/l6llrbEu+JeHZ5ofb7H7IVxcufvgv01KNhf43Wddz+QhdpyIypL\nOiY9rq+9N0OeODixrwYn9tUgMEjtHtcHM+yiFOqfd/3zYoj/KaK4oAnvvFCKd14ohS4kwD2uD94T\nrNiYOqlrux00ASo01/bI348gCNCFBMBqcXhlf2TkRmPXD+68jVfqLX9LKv76yhW8/XwJPnixTF5l\nXr8zE+t2ZmJgQMSFE9fl/eiDgjWAOGT/eAHY/jdzkJA6/h2fAOln++4fS3H2WAPmr1Ruynhg91X8\n9ZUrIx4vPnEdxe7rAYDlG1Lw9X9a7HVMdVknTh+Wskg1gWqo1YJ8zWqNCjsfm4s196RBidE9IfDO\nCyUQVAK0wZrB32kBWLI2Gbt+sFjxXHu/C4f2VMjZNLrQANj6nHITysR0A779s5WjTuCdO9YIwHc2\nE9FY/CbQn7ciWgr0BWDlprEDvZTsMDz54hIc/6AJF092oKWhD7Y+F7Q6NWJm6pCWE46Fq6KRMdc7\naBYEYextYBSs2paAlGw9Pnq7AZUlJvR22xGsD0ByZihWbU3AglW+B3FBEJCZZ8DFAvc+uwqBfOY8\ngxToCxix4j8RW7+SiqSMUBx+qwENVVIGQUp2GNZ8PgHL7o7HT74pbU2iC/X+1ZlIfdeWL6Vg3ooo\nfPL+dVRc7EZ3ez8c/QMwRAchYVYI7lgQgcV3xY44L1Crxt8+mYvSwk6cPNCM2qu9MJscEFRA7Ewd\nkjL1yF0cKZdmeF3bGJc32Z8rERHdHPNWJEiBviB1+x5LanYknnppI459UI3ik01oqe+Frc8BrS4A\nMTNDkD4nCgtXJcrpwoMm9/m/elsaUrMjcPitSlSUtKO3ux/B+gCkZEVg1dY0LFzlu+5WEARk5UVL\nW24Jg6n6Q2XlRUuBvgCFax6/bV/NQVKGAYffrkB9VTfEASA1OwJrtqdj+d0peOobhwFg5BZfE3hP\ntn5pNuavSMDR96pRfrEd3e19cPS7YIjRYWZqOO5YEKvYzCxIq8G3frwCpYXNKNhfi5pyI8zd/RBU\nAmJnhiI5MwK5S+KxcFgN8/jG9Yl9DzfKf7y0EaWFLSgvbkddZRc6mi2w9TkQEKRGeKQWyZkGLFqT\nKJebTNTUvi/f79u2r+QgSKtB4ZF6tDdZYHRvuWi1SIHt+p1ZiEkIRfmFNjTX98LUaYPT6UJkbDDS\n50Thc9vTkZE78d/TlZtS8f6Ll1Byqhn9NqfilpXjvkdTuBddsTEFggDUXO1Cd4cVAwMiYhP1yFkU\ni7vuzRi1tj4jLxrrdmSi8lIHjK19sPU5EBETjLScSORvnoWcO31nL+gNQbjnazkoL25Ha6MZZlM/\nQsMCMXNWOO78XBJWbk4ddUcLh92FCyeaoNaosHIaTXTRZ4ugVFsmPykI4vMffe7WXc0UFB5pxUs/\nvwJDdBB+9vqyKTUWIWX9Vhe+t+MEXC4RP31lGSLjlPdwJSKizyaVMH22Jy38qB5/+vkZGGJ0+Pnr\nWziu3wT9Vie+e98HcLkG8LNXtzA9mG6Ll58+i5MHa/GVf1yEfHd/jv/vTh+uw4v/VYRl61Ow65+V\nswaIPL6x7m2IojhikPSLGn0A+HRvEwBgxaZ43gzcJEffbYTLKSJ2po5BPhER3VTH9kr9VlZuSuW4\nfpN8/G4VXM4BxM7UM8in2+bzX5+DgCA19r9xVa6F//9sYEDEvtevQhOoxva/mXO7L4emMb8I9Av2\nN6O6zARNoAqr71Gu76Hxeeu5Kpw61IKersFGKyZjPz54qQYfvCR1Pl5//8S3ICEiIhqvE/tqUF3W\nCU2gGmvuSb/dlzOt7fndRZw8WOvVjMxktOH9F8vw/otlAIAND0ys4zjRjRQRo8O6HZnoaLGg8Ej9\n7b6c2+7sJw1obejFXdvTERnLCTiavGlbo9/VbsPT/3AB/X0u9JmdgABs+EISwiOVt6ig8akr78XH\nf5Gaf2gCVAgIVMFqGWy0svTuOKzayskUIiK6sbra+/CLxz+Brc8pbfElABsfzEJ4JDPIpqK23Igj\nf5GaFUvjulquu4YALLs7Bau2KjcjI7pV7nskF/c9knu7L+MzYcnaZCxZq9ygm2gipm2g73KJ6GqT\nGrZEz9Aif0sCNjzIleap2vzFZJw71o7a8h6YjHb0W13QRwQiJUuPFZvisSCf+3gSEdGN53KJMLb1\nucf1EKzaMgsbH1LuWk/jt+VLs3H2WCNqrxphMtrQb3VCH6FFalYEVm5Olba4IyIiv+M3zfiIiIho\ndNOpGR8RERGNze+b8RERERERERERA30iIiIiIiIiv8JAn4iIiIiIiMiPMNAnIiIiIiIi8iMM9ImI\niIiIiIj8CAN9IiIiIiIiIj/CQJ+IiIiIiIjIjzDQJyIiIiIiIvIjDPSJiIiIiIiI/AgDfSIiIiIi\nIiI/wkCfiIiIiIiIyI8w0CciIiIiIiLyIwz0iYiIiIiIiPwIA30iIiIiIiIiP8JAn4iIiIiIiMiP\nMNAnIiIiIiIi8iMM9ImIiIiIiIj8CAN9IiIiIiIiIj/CQJ+IiIiIiIjIjzDQJyIiIiIiIvIjDPSJ\niIiIiIiI/AgDfSIiIiIiIiI/wkCfiIiIiIiIyI8w0CciIiIiIiLyIwz0iYiIiIiIiPwIA30iIiIi\nIiIiP8JAn4iIiIiIiMiPMNAnIiIiIiIi8iMM9ImIiIiIiIj8CAN9IiIiIiIiIj/CQJ+IiIiIiIjI\njwiiKPp+UhB8P0lEREREREREt5UoisLwx0YN9ImIiIiIiIhoemHqPhEREREREZEfYaBPRERERERE\n5EcY6BMRERERERH5EQb6RERERERERH6EgT4RERERERGRH/k/oAaT4Y38CNAAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59848fdd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMA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\n0dneB6tFxKToAKRND8eKe5NHXF4CAIvXxeOjnRU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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59835d810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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eJqEPADzntba054E7l+e/Pn1vvvyPd6Z9U1dG7Dkg7/vXY3o89pSzx2bipOFp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\nVGmw741SqFp1kMkFWMxWpwm/LQ+m4K+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fHYyCb211fC4C+fQ5wWKg7+b2q3XHgwlISAlA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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5980378d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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I0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAA\nlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAH\nAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIAS\nEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAA\nAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJC\nHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAA\nSkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgD\nAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJ\nCH0AgE5X/3B+Ljnrtnzrv2c/26sCALut7tleAQCAJPnWZx7NHTcu3+a2mpoiAwbVZuDgukw4aFAO\nOXJoXnT2mIweO+AZXZeih9uuv2pRmhrb89LzxmbU2P7P6OP35LKL7s7qFS07dd9PfvvEHHjo4D32\n2E8+viFzZ9XnidkNeWJOQ5YsaEylkpx85pi852OTn7Vlz5/TkAfuXJXZM9blqYVNaWxoS/+BtRl/\n0KCcfPronHnBfunT9+mPaz31ZFP+eM2SPHz/mqxd2ZKa2iIj9umXw44ampecNzaTjh2+zf1XLmvO\n+97y56dd7ie+cUIOOmLI094PYE8T+gDAc0ptXZHBQ/skSSqVZGNTW1Yu25iVSzdm2l2r88vvzc8L\nTx+dv7vs8AwZ1mevrdf1Vy3O6hUtmXzc8Gcl9DfrN6A2/QfU7vA+dX162lWx+755xaNZ9ERjt9v3\nxKPs7rLv/OPyfPOKR7u+37xTqHFDWx57uD6PPVyfW377VD70uWMzYlS/Xpdzw9WL87NvPZ72tkpS\nJP0H1KajvZKli5uydFFTamqKbqG/tWEj+/Y6bU//HAB2ltAHAJ5TDp8yLB/54nHb3NbU2JZ5s9Zn\n6g3Lcu9tK3Lv7Sszd9b6XP714zNydO8Rt8c9B7rt/L+ZkNe+beJefcy6PjU58NDBOeiIITl40pDc\nN3VVHr5vzbO67Pb2Svr1r82p54zJi87aN4dNGZq6uppsbG7Ln65fnp9/54ksWdiUL//HrFz+9eN7\nXMbNv3kqV359Xmpqilzw5gNyzmv2yz6jqztx6te05uEH1qSjvdL7ShTJ1646dbeeN8AzSegDAM95\nAwfV5ZgXjswxLxyZGeeNzf98fGbWrmrJVy7vPeKeEZXqKIO/Npd//fjU1GzZy/HYw/XP+rIPnzI0\nX/zpyRk6fNsj6v0H1OVlr90//QfW5tv/PTuPP7o+s6ev63H4/U+/MS8pkre/9/Cccf64baYPG9k3\np71s7G4+K4Bnl9AHAJ5XjnnhyLz53Yfkx1+Zm8cfXZ8H716VF7xoVLf7tW3qyC2/eyr33LoySxY0\npmVje4aN7Jspx4/I+RdNyH4HDNqpx7v6h/NzzY8Xdn3/6fc9tM30SccOz79/qToCoaOjkofvW5P7\n71iV+XMasmZVSxob2jJkWJ8cOnlozn3t/pn8ghF/wbN/dmwd4s+VZY8dP3CH0089Z0y+94U5aW+r\nZMHchm6hf8PVS9La0pFDJw/tFvkAz3euug8APO+cecG4DB1RPZJ7100ruk1fu7olH//HB/KTr87L\n3Jn12djUnr59a7JmZUumXr8sH33XA7nvTyt36rEGDKzL0BF9U3T26KAhdRk2sm/Xf4OHbjlusmRh\nYz7/bw/ntt8vzcLHN6RtUyV9+takfm1rHrhjVa54//T85qcLe3mkZ87U65fmkrNuyyVn3ZZVyzfu\n9cd/NtTW1nRdy6Cjo/v0u26uXvjxRWeN2ZurBbBXOKIPADzv1NXV5KgXDM/dt6zIYzO3Herd1taR\nL310ZhY90ZijThiRN7z9oBx8xJDU1BZZt6Ylv/vZotxw9eJ889OP5sDvDc6Y/XZ8Bf9X/s2EvPJv\nJnRd9f6yT0zp9eJsffrU5PRXjsspZ47OoZOHpv+A6p9a69e15tbfLc2vfrggv/ze/Bz1ghE55Mih\nu/Xc/6IzB54D1xjYWxbPb0xjQ1uSZPzEbUdvLF/SnIZ1m5IiOfCwwZn3SH2uvfLJzJ1Vn5aNHRm1\nb78cf+qonH/RhG6nBmyjklx+6bQsXtCY9rZKho/sm8OPHpazX7VfDj962DP59AB2SOgDAM9L4w8e\nlNySrFnVko72SmpqqxX7pxuWZf6chhxxzLB88DPHdN2eJMNH9svFlx6aTa0dueW3T+W6qxbnbf98\n2B5bp7HjB+bvP3BEt9uHDu+bV198YCqVSq7+wYLc/Jundjv0//DzRbn52iW9Tp9w8OB8+PPHbnfr\nX1Hhd/rl9+cnSUbt2z9HnbDtjpllS5qqX1SSRx5cl1//aEEqlWTAwNrU1CTLFjfnD79YlLtuXp4P\nf+7Y7D+xl9M8iuTx2eszcFBdKh2VrFqxMatu2pi7blqe814/Phdfeugz+RQBeiX0AYDnpUGDt3y0\n3oaGTV1HXv90Q3VI9nmvH79N5G/tRWePyS2/fSqzHlj7zK/oVl7won1y9Q8WZO6s3b+YXcvG9rS0\ntPc6vWH9pm63vfTlY/PSl//1XFju1t89lWl3rkqK5K2XHpLa2m3PVm3a0Nb19a9/tCD7HTAw7/zQ\npBwyaWgqlUpm3Lcm3/7M7Kxb3Zov/8esfOb7J23zXurbtzbnvGb/vOjMMTnwsMHp1796isCCuQ35\n1Q8X5MG7V+eGqxdn6PA+ufCtB+6dJw2wFaEPADxPdR/E3t7ekSdmr0+SfO/zc/LDLz3W45ybz9le\nvWLPn6/e2tKem3/zVB64c1WeWtiUxoa2dHRsu65rV7fu9vJf97aJe/3j9Z5PHn1oXX78lblJkpe9\nev+ceNrobvepbHXOflFT5LL/mtJ1cb+iKHLsC/fJOz84KV/4yMNZuqgp9/1pZU4+Y8u5/MNG9u1x\nJMjEw4bkfZ86Ol/9z1m59/aV+c3/PplzXr1/Bg72Jzewd/mtAwA8L20+/zpJBg+pHt3fsL4t7W3V\nqG7c6qhtb1pbe7hK219g7eqWfOq9D2X54ubqDUXSr39t+vWrSVFTpKOjkoZ1m9Kysfcj8uy+J+as\nzxc/+nDa2io58SWjcsn/63nofL/Oi/Ql1U9x6OkK/sedsk/Gjh+QZYubM2va2m1C/+lc9A8H597b\nV6alpT2zpq3NSS/tvrMB4Jkk9AGA56Unn2hMkowc3a9rWHVl84fcF8mnvn1iDjhk8F5dpyu/Ni/L\nFzdnzH4D8uZ3H5zJx43Y5mjuiqea8/6L/7xX1+mvxZOPb8hnPzgjG5vac/RJI/Oej09OUfR86sbI\nUf26vh43ofeP6Rs7YWCWLW7OmpUtu7Quo8cOyJBhfdJQvykrl/11fMoB8Nzi4/UAgOedtk0deeTB\n6vn1R2x1dfPBQ/t0fQze3v4YubZNHV3nhf/Tvx+ZE08b3W3I9ro1uz9kn9499WRjPvOv09PY0JYj\njhmWy/7rqG7n5W9tvwMH7tL1CXvbYQDwXCX0AYDnnVt/t7Tr49FefM6+XbfX1dXk4ElDk0oy/c9r\n9uhjFjWbRw30PL2hflPaOk8bOPCwnkcS7O2L//01WL6kOVe8f3oa1m3KwZOG5ANXHJO+fWt3OE+/\n/rU57KjqDqKlTzb1er+li6rTRo3tv0vrtGJpcxrqqxdFHL2L8wLsCUIfAHhemXHvmvzsW48nSQ6b\nPDTHnrzPNtNfcl716vJ/umFZnnx8ww6X1bih+xXqezNgYO0O5+k/cEtcLnq8sdv0tatbcuOve/9Y\nPHbd6hUbc8X7H8q61a054NDB+dBnj03/ATuO/M1ecm51B9GMe9d0Bf3WHrx7dfVaC0Vy3Mkjd2m9\nfvHd6kf79e1Xk8nHD3+aewPseUIfAHjOa9rQlhn3rsnX/uuRfO7fZmRTa0f2GdMv//yfR3W77xnn\nj82hk4dmU2tHPv2+h3Lr759Kc9OWC/OtXdWSqdcvyyf++cHccPXOh/f4g6qfpX73zSuyqYeL+A0Y\nWJdDJ1dHE3zns7OzcF51J0NHRyUzH1ibT1320K4+7R71MqBgh6ZevzSXnHVbLjnrtt06paG1pT0N\n9a1d/23aVF2Ltk0daajf1HX7xubuFxn81mcezSVn3Zb3vvmePbrs+rWtueID07N6RUv2nzgoH/7c\nMbt0dfvTXzEu+x84MB0dlXz54zPzeOenNXR0VDL93tX57udmJ0kOPbL7zqRPXvZgfvd/T+apJxu7\nPlGhUqlkwdyGfOljM/PnW1ckSS548wHbfAwkwN7iYnwAwHPKYzPrc+nr7kxSjdqNTe3bhHVRJC88\nc0z+7l8Oy+Ch3SOqtrYm7/3klPzPx2dl7sz6fP8Lj+X7X3wsgwbXZVNrR1pbOpdVJEefOGKn1+uM\nV47L3TevyL23r8wDd67K0OF9U1OTHHrUsLznY5OTJBdfemg+/b6Hsmh+Yz76rvvTt19NKpVkU2tH\nBg/tk7//1yPyPx+bufsvTpI//HxRbr52BzsoiiKXvOfQnHJmD1eJ381TzX/7sydzzY8Xdrv9/jtW\n5f47VnV9f9p5Y/MPH5rUy3rt2WXf8punuj7dYM2Kjfnw2+/rdf1POWtMLnnPth+HV1Nb5H2fPjqf\neu9DWbKwKZf/07T0G1CbSkel6z2y/8RBPe5MWr28JT//9hP5+befSE1tkQEDa9Pa0rHlfVok5752\n/7z2byf2uk4AzyShDwA8N3Re8Ky9vZL1nec319RUI2rEqH4Zf9CgHHLkkJx69r4Zte+Oz3seOrxv\nPvo/x+WeW1fkrpuWZ8HcDWlcvym1fWqy3wEDc/CRQ/OCU/bJ8adue6S2KIpeg3TyC0bksk9MyfVX\nL86Tj2/IutUtqSQZs3bLBfYOOXJo/uNrx+dXP1qQ2dPXpWVjR4bv0zfHnDQyr774wHS0787x+G3X\nraWlPS0tO/54vu4jDv6yi8nt6HV52kd5mgvZ7e6yK1tNaG5uT3MPowk2a27sedqYcQNyxfdOyu9/\nvigP3LEqK5c2p6gpMvHwITn59NE593X7p2+/7qcCvPndB+fh+9fmiTkNqV/T2vXeGnfAwBw+ZVjO\nvGBcDpk09OmfFMAzpKj0dkWZJEVRVK68+ZS9uDoAwDOmxkXBAKBMLj7ztlQqlW67S52jDwAAACUi\n9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0AAAAoEaG/iz75vlm55Jx7\nMvWGldvcvnLZxlxyzj255Jx7nqU1AwB21ScvezCXnHVbpl6/bJvbVy5rziVn3ZZLzrrt2Vkx2MN6\ne68/F/z8O0/kkrNuy59ueO6t2952183Lc8lZt+Wn35j3bK8Kz3N1z/YKPF8VRW8T9upqAAB7gO06\ne9ITc9bn5mufypyZ9Vm7siUdHcmwEX0yYlS/HHLk0Bx57PBMOXFE+vWv3evrtv17vWlDW667alGK\nosjr3jZxr6/P6pUbc8PVi7Pv/gPy4pft2236k49vyNxZ9XlidkOemNOQJQsaU6kkJ585Ju/52OSn\nXf7G5vbc+OvFue/2lVm6uDmVjkpG7ds/J750dM5/04QMHNR7DlUqldx9y4pMvW5ZFsxtyMbm9gwf\n2TdTThyZCy6akLHjB+7wsec9Up/rfrk4j82sT0P9pgwaXJdDjhyac1+3f6acMLLHeV501phc85OF\n+eM1T+Xc143PqH37P+1zhJ4IfQAA2EOu+v78XHvlwq7va2qKDBxcl/o1rVm9oiXzHlmfG65enMs+\nMSUnnDZqr63XqH37Z/0Bm7qFbeOGTbnmxwuTIs9K6F/9/QXZ1NqRC996YGpquu9Z++YVj2bRE43d\nbt+ZfXCrlm/MZz84I0sXNSVJ+varSW1tkaeebMpvrlyYO25cln//0nEZM25At3nbNnXkq594JNPu\nXJUkqa2IAca7AAAgAElEQVQr0n9AbVavbMntf1iau29enks/NjnHn9rzz/C3P3syv/jOE9V1LZKB\ng+uyoaEtD969Og/evToXvvWAvPEdB3d/XkWRV7/1wHzzikdz1ffm590fOXInnil0J/QBAGAPuOvm\n5V2Rf/KZY3LBRRNywCGDU1NTpFKpZMmCpky/d3XuvHH5Xh8t8u5/6zkYi2dx2Er92tbcedPyDBhY\nmxedNabH+9T1qcmBhw7OQUcMycGThuS+qavy8H1rnnbZHR2VfPnjM7N0UVOG79M37/rgpBx9UvUo\n+hNz1uc7n52TxfMb88WPPJxPf/ek1NRu+zr837efyLQ7V6W2rshb/vGQnHn+funTtyZrVrbkyq/P\ny31TV+br//VIrvjeSRmz37Y7Ch64c1VX5J/xynH5m3celCHD+mZjc1uuv2pxrv7hgvzmf5/M+IMG\n5UVndR/FcPIZo/OjLz+Wu29dkYvefXCGj+y3U68nbM05+gAAsAfccPXiJMlxL9on7/nY5Ew8bEjX\nUeqiKDL+oEE5/00H5NPfOynHnNTz0O29rZLKs/bYU69flo72Sk58yej06dtzllz+9ePzyW+fmHe8\n/4icef5+GTaiz04t+8G7VmfB3A1JkfzDh7dEfpIcfMTQvPe/pqS2rsiShU25/fql28xbv7Y1N127\nJEly/psm5NzXju9av5Gj++U9H5ucseMHpLWlI1f9YH63x/7VDxckSQ47amje8YEjMmRY3yRJ/wF1\nec0lE/PS88YmSX7+7SfS0d799a/rU5OTTh+djvZKpl7nugXsnuflEf2VyzbmfRc/lCS54rvHZPzE\nns+P2djcnkvf8EBaWzryof8+MlNOGLbN9PXrNuW6q5bmwXvWZuXSliTJ6LH9csKLR+aVbxyXQUP2\n7MuzYG5j/vDLpZk9Y33Wr9uU/gNqc9ARg3LW+fvmpJd0/2X/vosfzMplLXn/p47IcSeP2Gbaj746\nPzdduzxJcvnXpuSQSYO3mf61T87Nn29bndf+7fi87m/H79J6Pnj32vzhl0uzYF71HKjxBw7I2Rfu\nm5ecOzqffN+szJnRkHf+6yF56Xmju+aZev2KfOfzT2TSMUPz71+cnDtvWpVbf788i+c3p3FDWy77\nz8Nzwou3PMc5D6/PH69ZnjkzG9JQvyn9+9dm4mGDcvorRudFZ/U+jK2jo5K7bl6VO25clYWPN6ap\nsT1DhtVl0tFD84o3juv2OiTJ1T9alGt+siSnnTs6//DBQzL1hpW5+TfLsmRhc1IUOfjwQbnwLft3\ne38AsHesXNac973lz0mSK753UsYfNKjH+21sbsulr7urul3/3DHdznFdv6411/1ycR68e3VWLm1O\nkowe2z8nnDYqr/ybCRk0ZOcCYWctmNuQP/xiUWZPr8/6da2d2/UhOeuC/XLSS0d3u//73npPVi7d\nmPd/+ugcd8o+20z70Vfm5qZrqmFx+dePzyFHDt1m+tf+65H8+dYVee3bJu7y8OoH716VP/xicRbM\nbahu1ycOytkX7peXnDc2n7zswcyZUZ93fnBSXvrysV3zTL1+ab7z2TmZdOzw/PuXjsudf1yeW3/3\nVBYvaExjQ1u3YedzHl6XP/56SeY8XD0Xuf+A2kw8bEhOf+XYHo9YbtbRUcldNy3PHTcuz8J5G9LU\n2JYhw/pk0jHD8oo3Tuj2OiTJ1T+cn2t+vDCnnTc2//ChSZl6/bLcfO2SLFnYlBTJwUcMyYVvPaDX\nc6CfSYvnV4eYv2C7n29Ptg/brf8d/OSWM/L4o+tz7ZULM++R9Wlt6ciEgwflwrcekBe8qPq6t23q\nyHVXLc6dNy7LiqUb039gbU548ai86Z0HZ/DQ7u/1nn7Wm29LklTS7eKTW7/fOjoquePGZfnTDcuz\n6IkNaW5sz8DBdRk6vE8OnTw0J58xJse8cNde86nXVQP75DO6/3vZrKfh/Dtj+r2rkyT7HzCwx/fC\nmP0G5PhTR+W+qStzx43Lc+b5+3VNe+TBtWlvqyRF8vI3dP87uqa2yLmvHZ8ff3VuHrhjVTY2t6f/\ngOr1FtaubsmTj29I0vO8SfKKN07I1OuXZfXKljw6fV2OOn5Et/uccsaYTL1uWW6/blkufOuBu/4C\n8FfveRn6o8f2z5QThmXmA/WZev3KvOXdPb/577l1dVpbOjJq337dIm7Ow+vzpY89lsYNbUmR1NUV\nqakpsmRhc5YsXJI7/rgyH/7skRk3ofs5O7vjlt8tzw++PD+pJCmSQYPq0tzUnpn312fm/fV58Tmj\n8q4PHrLNL7Mjjx2alctWZvaMhm6hP3t6w5avZ6zvFrizZ6xPiuoydsU1Vy7O1T+s7o0uimTgoLo8\nMWdDHv/shiyc19g1vKvXixYl+fHXFuSP1yxLTU2RAYNqq89pq/v/37cX5ve/6NxzWiQDBtamqbEt\nsx6sz6wH6zPt7rX5p48cmmK7B2luas+X/+OxzHqwvmsd+g+sTf3aTfnz7atz79TVueTSiXnZa8am\nN9/5/OOZev3K1NQW6de/Js1N7Xl0+vrMnrE+/+/jh/e4wwWAZ9bosQMy5YQRmfnA2ky9fmne8o+H\n9ni/e25Z2bld79/tD/c5D6/Llz46M40Nm7frNampSZYsbMqShU/mjj8uz4c/d2zGTdjxxbN21i2/\nfSo/+J/HtmzXB2/erq/NzPvX5sXn7Jt3fXjSdtv14Vm5dFlmz1jXLfRnT1+35esZ67oF7uzp6zq3\n68N3aT2v+cmCXP2DBUm2nCf8xOz1efzR9Vk4b0PXtnaH2/WvzM0fr1nS+3b9W4/n9z9fVP2mSAYM\nrEvThrbMmrY2s6atzbQ7V+efPnpkD9v1tnz547Mya9rarnXoP7Au9Wtb8+fbVube21fmkvcclpe9\ndv9e1+07n5udqdct69yu16a5qS2PPrQus6evy//7j6N63OGyN6xZ2bL7MxfJA3esylf+c1YqHZUM\nGFSXlpb2zHtkfb740Zl594ePzIkvGZXPfmhGHnu4Pn371aQokoZ1m3Lb75fm8UfX5xPfOCF1fXo+\nQr71j2HI0D4ZMrxPGtZtSpIMG9l3m/tujtck+eanH83dt6zoWseBg+qysbk9Gxo25aknm7JkYdMu\nhf7qlRuzbHFzUiSHHrVrf6/ujFXLqz+DHf2b3/x3/rxZ69Pa0p6+/Wq3mXfQ4Lquo/Hd5j2gOm9r\na0cee7i+67mv7pw3Re+Pve/+A6r/hirJzAfW9hj6h0yuviYrljZn1bKNGTXWRfnYNc/L0E+SM185\nJjMfqM+dN63KRe88oNt5NUm6PgLvtHO3PUK8anlLvvDROWluas85F+6bV7xhXMbsV/3Hs3hBU/73\nmwsz8/76fPnyx/Lp7xyz23sSN3tsVkNX5L/w9JG5+B8nZsSovtnY3J4bfrUsV/1wUe68aVXGTRiQ\nV791y8bsiGOGZuoNKzN7+vptltdQvymLFzSl/8DabGxqz+zp63P+32zZC7lscXPq12xKXZ8ihx7Z\n/Qh3b2Y9WN8V+S99+ehc9M4DMmRYnzQ1tuUPv1iaa/93SQYM2vHVYefPbczsh9fn9X83Pue+dmzX\nRqC1pSNJcv3VS/P7XyzNsJF98oa/m5CTz9gnAwbWprW1I9PuWpsr//8Lcs+tqzPh4IG58M3bbti/\n+Zl5mfVgfSYePihvescBmXTMkNT1qUnjhrbcdO3y/Poni/OTry/IgYcNyuFHDem2btPuWpNNrZW8\n/bKDctq5o9O3b01WLtuYb3328cyZ0ZAff3V+Tjh1RI/vJQCeWWdeMC4zH1ibO/+4PBe965Cet+ud\nw2tPO2/bI8Srlm3MFz4yM81NbTnn1fvlFW+c0HXO7OL5jfnfb8zLzPvX5ssfn5lPf++kv3y7PrO+\nK/JfeProXHzpoRkxql91u3714lz1g/m586blGXfAwLz64i0HI444ZnimXr8ss6fXb7O8hvpNWTy/\ncavten3Of9OW6csWN6V+TWvq+tTk0Mk7H0Szpq3tivyXvmJsLnrXwRkyrG91u/7zRbn2yoUZsIMr\njifJ/McaMnvGurz+7RNz7uvGd27X27Zs169anN//fFGGjeybN7z9oJx85ugMGFiX1tb2TLtzda78\n+rzcc+uKTDhkUC58y7YHZr55xezMmrY2Ew8fkje986BMOmZ453Z9U2665qn8+scL8pOvzc2Bhw3O\n4VO6j7qbdueqbGrtyNvfe3hOO2/f9O1bm5XLmvOtz8zOnBn1+fFX5+aEF4/aq9v1g44Ykjkz6nPj\nr5fk6JNG5Iijd23HTJKkknzrv2fnpeeNzRv//qAMHd43DfWt+e7nH8u0O1flp998PI88tDYrnmrO\nB644Ose8cGQqleShe1bnG5+uXrju1t8t3eEOks3+5RNTsmrZxrz3LfckRfK1q07t8X6zp6/L3bes\nSE1tkbe8+5Cc/spxXTsB1q1pycP3re0azbCzNo8kGDNuQAYN3rOjbZItOzQ6Ono/NaG9c9h8R6WS\nJQubctDh1b8fN79jehpWv/28qSSLFzR2hf7WO1J6e+xKpZLNZ0wsWdDz6zZwUF3Gjh+QZYubM3vG\nupw2tvcDWdCT5+05+se/eESGDOuT9es25cE/r+02femi5syd1ZCiSE5/+bYX9/jF9xalubE9r7po\nv7ztnw/qivwkGT9xYN7/ySMy4eCBWbKwOfff8fQX+3g6V/1gUVJJDp8yJO/56GEZMWrzeTq1efVb\n98+rLqpG+m//76k0N7V3zXfksdVfNgvmNWZj85bb5zxcPZp/6tmjMmhIXebMbKj+wuj0aOfR/kMm\nDe71fKee/PrH1cg/+sRheecHDsmQYdVfugMH1eUNb5+Qs1+1b5ob23e0iLQ0t+fCN++f11w8vuuq\nrv0H1Gbo8D5p3NCWq36wKH371eRDnzkyZ7xyTAYMrG4k+vatySln7JPLLj88KZI//Hxp2to6upY7\n84H6TLtrbcZNGJCPfH5yppwwrGtP9aDBdXn1W/fP6982PpVK8tufLulx3Zo2tOfvP3Bwzrpg3/Tt\nfF1Gj+2fS//9sNTWFVm3dlMem9XQ47wAPLOOf/GoDBneuV2/Z3W36UsXNWXurPWd2/Vx20z7xfee\nSHNjW1715gPytn85fJsLY40/aFDe/+mjM+HgQVmysCn3/2nVX7yuV32/uvP+8KOH5T0fn5wRo6oX\nyuo/oDavvvjAvOrNBySpXnW7uamta74jj6vG6uaP6dpszsPVo/mnnr1vdbv+cP122/Xq9EMmDdm1\n7fqPFiRJjj5pZN75r5O6jkwOHFSXN/z/DsrZF+6X5sa2HSyhc7v+lgPymksmbrVdr8vQ4X3TuGFT\nrvr+/Op2/bPH5Izzx2XAwOp9+vatzSlnjsllnziqc7u+aLvt+ppMu3NVxh0wMB/54rGZcsLIrbbr\nffLqiw/M699+UOd2/cke161pQ1v+/l+PyFmv2i99+1b/nhg9dkAu/djk6nZ9TWsem1Xf47zPlNdc\nMjFFkTQ3tuWT//JQPvh39+YHX3ost/9h6S6F8EGHD847PnBEhg6v/syGDOubf/r3IzNgYG3Wr23N\n1OuW5T0fn5xjT94nRVEdlXr8qaNy/psmJEnu+9PKnX6snTlHf94j1YNOU04YkfNeP36bI/3DR/bL\nS84bmze/+5Cdfswk1fPnk+x/4J4ZZbO9zR9Lt+TJpl7vs2Rh57RKUr+mdcu8nUfPm5vbex2dsWTB\nluVuM+/mj8OrJIvn9/zYXY+bZN1W825v/MTqaUzzH/P3KbvueRv6dXU1Oe1l1SP1U6/r/sts89H8\nI48bmlH7brlSZcvG9tw7dXVqaoq84g3jus23edmbh3DPmvaXbSA2rG/Low9Vh9Ff+Ob9ug1bS5IL\nLtovdX2KtDS3Z/pWOy1Gj+2fEaP6pr2tkrmzth2qnyRHHTc0R0wZkubG9iyc19Rt+qRjdn6vf0P9\npuoOhCK54E379XifCy7q+fat1dT2/rreN3VNWjZ25Kjjh2XCwT3/Uj908pCM3rdfGhvbsuCxLRvE\nP91Y/Xmeef6WnQPbO/Xs6vvh0enrt/kDabNR+/bLqT2c/z9in745+IjBSSXV8/YB2Ouq2/XqkfrN\n5+1uber11QtSHXnc8G2GsLZsbM+9t6+sbtff2PP5sHV1NV1DuDcPE99dG9ZvyqMPVYfRX/iWA3re\nrr/5gNT1qalu1+/ZcsBg9NgBGTGqX+d2fcvfF5uP8B91/PAccfSwNDe2ZeG8Dd2mT9qFYfsN9a2Z\n83B9dbt+0YQe73NB5w6JHampLfKKN/Y8/323r0rLxvYcdfyITDi45xGEh04eltFj+6dxQ1sWbBUr\nf7qhep2hM7faObC9U8+uHqh59KF1vWzX++fUs7uf/z9in345eNLQ6na9l6Olz5QpJ4zIez85pSv2\nlj7ZlFt++1S++/k5+bd33JdLX39XfvbNx7Nh/abeF1Ikr3pL959Nv/61XcO5D5syrMfRApuHgC/e\nw89788iP9es29fiz2B3rOwN3UA/XE9gTjj6p+losX9yc++/o3gqL5m/I9K12Km7c+mDbccNTW1ck\nleT3P+++o6m1tT03/mrxlnm32nE3bGTfTDi4Guh/+OWiHl+v3/1syzK3ftztbX5t1q/dwfsFevG8\nHbqfJGe8ckyuu2pppt+3LvVrN3VdhbOjvZI7OsPw9FdsezR//mONXRfX+PA7ZvS67NbW6l7nVSt6\n38u2MxbMq/6iLZJM6uV8+YGD6nLQ4YMzd1ZDFsxryilnbpl25LFDc9fNqzJ7RkOOPrH6C/3R6dUd\nB5OOHZpVK1oz7e61mT1jfSYeVv2l0hX6u3B+/uYdBTVFkcN6GPaeVEN55Oi+WbOy99dk3/36Z/DQ\nnt9Wm3dWzJpWn0vf8ECvy2jc0JZUktUrW3PodvNec+Xi/O7/ntrhc2nZ2JEN69u6RiRsdtDhPV/c\nKUlGdo6yaGzY8ZENAJ45Z5w/Ltf9cnGm37sm9WtbM2xE9XdzdbteDf3TX7ntzuT5jzVs2a6//b5e\nl921XV++8S9ax81HIavb9Z7De+Cguhx0xJDMnVmfBfMacspWHxt25HHDc9dNyzN7+rocfWL1oMKj\nneffTzp2eFYtb8m0u1Zn9vR1mXhYdXu8+fz9XQn9zTsKqtv1ni82O2rf/hk5pl/WrOj9fPJ99x/Q\n44XdknTtrJg1bW0ufd2dvS6ja7u+oiWHTt523mt+snCb6Pn/2rvz8KjKew/g3zNLJvtKVgIkgZAg\nm+wGEAiIrBYURPrUWq+1XntvvbVPl0t779NebfvYFluxtVW0KqUoSBEVJC4sEgqCASSJgZAEkpCQ\nfZsksySTmTn3j/fMZJmZbEBCpt/P8/APMydzciYzv/N739/7e91pb7PB0NLhslY6McX9/QowvHF9\nRtooTJ8bga/ONeKrc024mt+C8mIj2tttaGmyIGNvOU4fq8WW56cjbqz7iY8xie4HThwz/GM8NKx0\nPG4y3Nzfe/KsUGg0EkoLW/Hrp7ORvjYOd8wMRVjE4Ld9a1UGOwICb006MnP+KIwdH4iyqwa89rsC\nmI02zFowChqthItf6rHzj0VQqSXx/QFA6jL9GRLmg6Vr43D4/Qp8+l4F/Pw1WPa1OASFalFebMTu\nV66iobYdKrUEu0126XGx/psJ+NMzF1F2xYAXf3ERDz6WiOh4P+jrxfuflVkHtUa8dm/9MQKVxuCt\nzUz0aeBGdKIfN9YPyZODUHSxFaeO1GP1gyL455zVQ9/YAf9ANeYs7N4URN+ofFBkoKWvD40EdLTb\ne39OHxzNTfwDNND5el7f7ghIjuc7pE4TiX6+sk7fZLCirNiEuDF+CA7VOsv783NasHJDLGqr2tBY\nZ4FaI7ldp+7xPJVr4Reg7rUsMCyi90Q/ONTzn5Tj2lva7c4bLo8kONf/dT3WZLABUu/LByCJZD+o\nx32Nr4dKAADQ+ohvWceXPRERDb24sQFInhKCorxmnDpcg9WbxExyTlYj9A0W+AdqMOfu7s3V9A1K\nTOpvXO8r/vShtVm8nn/gIOP69BB8fqQG+cosvclgRdlVA+LG+CM41MfZbC8/pxkrN45BbZUZjXXt\nIq5PGVilHtCfuN57oh8c4nm21VFyPKi4rrxvJqUpcl/Huo3rfr3FdfE7DySub/t5HoryXCs571oa\nhW9+L7nfPwcQlRDT50Vg+jzRdNFqteNyTjM+2X8d2acb0FTfjr/86hJ+9epst8f3bIrn/LnKWxnq\n6XHlkth6WVs+GDGj/fHoDyZi5x+LUPBVs6gWgRgsmjY3HEvvi8W4Cf2/7xwKKpWE7z87Gb/9cS5q\nK8149beXuz2u81Vj8xPj8dZfrgAQn+muvv7keNRUmpGb1YgPdl3DB7uudT4oARsfS8Qn+6+jVd/h\ncuzcxZF44FsJ2P+3Upw/WY/zJ7svGZo2NxxaHxXOn6x3OZboZhnxf1npa6JQdLEVJz6pdSb6Jz4W\ns/lp6aNcgpusNMXwD1Rj+/tzhuw8OzoGd2OROk18aZYUGmCx2EV5vdw5Wz9ufAB8/dUozBMz3o7G\nfYnJAfDRDf3KjN4aHNmV0qUVD8Tg4f9IGNDPdbxvTz87EbPmszM+EZG3Sl8Ti6K8Zpz4uNqZ6Dua\n8KUtjXKN67Ijrmuw/cDCITvPwQ4YpE4TiXxJQSssFptYny93ztaPmxAo4rqSSDlm8xMnBjk7gg+l\n3hrZORqNrdgQj4f/0/1OCZ444/ovp2DWAs/b6g4lY6vV7WBRX/2J+kOjUWHKrDBMmRWGvz5fgMyM\nKly7YsC1K623XYLsyeJVsbjzrgicOVaLS9l6FOU1o762DccOVuLYh5V48LHEAW0DF6RUihhbb91s\ndVSsH3792mwcPVCB7DONqK9pg06nQvLkEKx+aAyaGjo75MfEd99pS+ujwo+em4ozn9Xi86O1qFLW\n+o9OCMDy9XGYdGco9it9MHoeC4itCafOCcPRA5UoKTSg3WzDqBhfzF8WhSVrYvHrH2R7PNbBoFSk\n9KxSJeqPEZ/oz1scgb+/VIqKUjOKCwyIjNHhwpkmQAIWr3LdUiUkXHxQzEYbTEars7HMrRKsLCew\nWOxobe7w+EFtrBcj20Gh3R+PVWbuW5o7cOViK/KVsnzHtnkqtYSJU4KQm6VHebEJ+bki4R9I2X7X\n1zUbbeiw2D2O/vfWMKQvIcprNAxiOURwmBaNdRY01NzYUgoiIrq9zVsSib//qQgVpUYUF7QgMsYX\nF043KHHdtQeMY+bTbLQOTVxXSqNFXLd43HrL0cDLNa77d4nrLc6Z/Ul3ikRfxPUQ5GY1orzY4Hx8\nIGX7AJzn1Wdcbxj8NnCOpRUNg1gOERzug8ba9kEde6v8zwt3DsnrLFkdg8wMMXhVfd08YhJ9QLzn\nKzbEY8UG0Q+juKAFB98qw7mT9dj3RglmpEV47NfQU7Dy2TW03NrlFb5+aqx5aCzWPOTa9+DCabFG\nPzjUB5Exrgm3JElIWxqNtKWuvSBKCltFV35J9KJwZ8IdIW4fs9tklBcbnc/xxKgsb3DkE0QDMWKb\n8Tn46FRIU5qwZX5ch1NH6mGzyhiT4I/Eia5fNEkpgVCpJMgykHv21ndiTZigrKGSgUvZLW6fYzJY\nUVIo1tI51tl3lTo9CJCB/NwWMWMvAZOmdQaFSUrTvfzclkE14gOAcePFGjG7LHvsPF9f0z6oJN3B\nsfY/P6el7xI/D8fmZOn7eCYREY1kPjo10pQGa5kZ1Th1uFaJ6wFu12QnpQR1xvWsG98ppy8Jycq9\nhQxcuuA+JnWP667nnDo9VMT1HLHfOyQ4S/YBdCnf13dZn+85GXBn3ARxnnZZRqGbcnRA9Cto6KVs\nvy+Otf/5OXpYLAOb9XYcmzME79ntpmtlhkYz/Lfi7hpK9ldSSjCe+r/JCBulgyzDWdLfH4779Jvd\nOHAgznxWC6Cz8eNAnD4mjh03PtBjrwVPcrIaYTJYodGqMHex68SkQ7lybXrrR0HkyfB/u9wE6avF\nh/PMZ/U4/pH40LmbzQfEqN6cRaL0+90d5d26ZPZks8m9Pt4fAUEa3DFDJN0f7ql023nz4J5KWDtk\n+Pqrcec81xF7R9KefUaPa1dMiI337bZ2K1VZp3/qcB3qq0VjkJSpA/tCCArRimNkIGOva7djADi0\nt/cmeH2ZtzgCOl8VjK1W51Z+nvRsnrNohXg/c8/pkXu292TfeJMb0BAR0dBKXytm7s98Vovjysxn\nzyZ8Dr5+GsxRbpTffbMEbWbPMcBms9+EuK7FHTNErP5wd5n7uL67DNYOu4jrd7kuN3PMzmefbsC1\nIgNi4/17xHXx+KlPa1Bf3abE9YEl+iKuhyhxvdztcw694/7/+2vekkjofNUirv/tWq/P7VmevWiF\n2BM892xjnwM0RsPIaUSWd77vgYvPj4odByB1DsgMJ7+AzoEHT9e669aIPalUkuhQD8Da0f/eAI5d\nA+pr2tCiH/qKzWMHK1FS0Aqdr9pZodBf164YcPi9CrH7xjf63r2iK5PBit3brwIQ1R2eqn2Nhg7U\nXDeLRp3TBlbRQwR4SaKfkByAcRMCYDLYUFFqhkYrYcE9nkfHNn9nLAKCNKi+3oZnnrqI3LN65xeY\nLMuoLDPjw3cq8eNvZaOk8MZHGTc+OgaSBJQWGfHSr4qczezazDZ88FaFs4v8fZvj3DaWcST6pUVG\n2O2yy2x90sRA6HxVKC4Q5zpuvH+vDWo8Wf9N8SWXe1aPv/6+GC1KAyGT0Yp3d5TjyIGabsFgoAKD\nNdj0uPgy/HBPJV7/QzGqr3duZ9feZsOlC814/Q/FeOa/LnY7dtqcUMxeGA7IwLZfFOLQ3spuHUhb\nmzuQldmArT+7jLde7v1mg4iIbm8JyUEYNyEQJoMVFaVGaLQqLFjuWjrrsPk7SUpcN+OZ711AblZj\nj7huxId7yvDjR7JQUnDj+1FvfCxRiesGvPTsJWeZfpvZig92dXaRv+/rY+Hr57qUwDE7X1pkEHG9\nx9wKoeUAAArSSURBVGx9UkoQdL5qFCvnOm5CoNuf05f1jyQAEJUOf32+wJlMmYxWvPtmCY58UOHc\nNm0wAoO12PSdRABi0OP15wtQfb1zu18R15vw+vMFeOapC92OnTY3HLPvHiXi+s/zcOidMmejQ0A0\nPczKrMXWLbl4689XB32OQ+2lZy9hy2NnceidMpSXGJx9DOw2GRWlRrzxhwIc2iMGWGamRXTbKnK4\nBARqERrhA8jAiY+q3T5n72vFePEXeTh/sr7boE1zowU7/1iE+uo2SBIwdXZYv183PFKH2DH+gAwU\n5bmvegUAS7sNrc0W578OZTDB2iGWxTr+390g3rGDlTh5uBrNTZ1/W/U1bdiz/Sre3FYISKLpnmM7\nxK4uXWhCxt5y1FSYRYk+RJJ+9EAlnvthNqwddsxbEoW5i12rAZqbLNiz/SpKClud1S5Wqx3ZZxrw\n7FNfoqrMhOh4Pzz0RJLH3/vKRXFNouP83J4fUV9G/Bp9h/Q1UdjxYgkAYEZamMct3gCxTdxPfpOK\nF35eiOulJmz96WWo1BL8/NVoM9s6O7RK6HXLi/5KnhyER7+fiB0vliArsxFZmY3wD1TDbLRBlsXr\nLFg2Cvd93f0+9fEJfggI0jhnuSf1WH+vUost8fLOO9bxDaxs32HKzBA88Eg89u+8jsyPapH5UW23\n81z1YCyKCwwoyG2FVju4C3Pv+hiYjTbs21GO4xm1OJ5RCx+dChqtJDrqKyJjXLdreXLLeLz8nIzz\np5qw59Uy7Hm1DH4BathtMtrbOkeaHbP/REQ0cqWvjcWObUUAgBlpER63eAOAUTG++MnvpuGF/83D\n9RIjtm7J9RzXb8IUR/LkEDz69ETs2FaIrMw6ZGXWwT9QA7PR2iWuR7vdCx0A4hMCusf1O7vP1om4\nHoy8800ABr4+32HKrDBn5+/MjCpkZlR1O89Vm8ag+HILCnKbodUO7sLce3+8iOtvluB4RhWOZ1Qp\ncV3VbYu3yFjXROXJn07Cy3I+zp+sx57txdizvRh+ARolrnfeEyxaGTOocxsOGq0KFaVG5+8jSaJR\npMmg/G0oJk4NwRNbUofvRHtYsiYW7++8hrdfvop9b5Q4Z5lXbhyDlRvjYbcD5/5Zj3P/FN3jff3V\nkGWg3ZFcS8DGbydidILnrYzdWbQyBu+8Vowvjtdi1kL3TRkP7i7D+ztdJ3HOnazHuS7d7BeuiMG/\n/3f3a1p0sRknPxUVFFofFVRqyXnOGo2Eh54Yj2Vfc3//XV/Tht2vXMXuV65CpZLg66/u/JuWgLRl\nUXhyyyS3x1rabTj0TrmzasY/UIM2k8058DN2QiB+9NzUXgfwzhwXzcUXrRo5f/90e/GaRH/m/DCR\n6EvA4pV9r7NJSgnE1h3TceRADb78vAmVZWaYTTb4+akRPVqH5MlBmHN3OFKmdk+aJUh9bwPjxtK1\n0UhKCUTGP6pwObcFrfoOBARpkDAxAEvXRGPO3Z47yUuShNRpQTh/qknZZ9c1kU+dFiwSfQlInTq4\nRB8A7n8kHuMmBCBjXyWuXTFBtotrdc+6aCxcHomfPZELwHULkoGMiKz7xmjMnB+Gw+9XIz+nBY11\nFlja7QiP9EF8gj8mzwhG2lLXL3udrxpPP5OC7C+akPlRHYoLDGjRd0ClkhA92hcJyQGYPjcUcxd1\nv5aS1I/3rD/PISKiITNzwSiR6EvA4tV93+gmpQRj6865OPJBJb48VY/KMpOI6/5qRMf5IXlKCOYs\nGuUsF3boV4xwY+l9cUhKDULG3nJczmlGq96CgCAtEiYGYunaOMxZ5HnQWZIkpE4PFVtuSe4T+dTp\noSLRl4DUaQMr2+/q/m8lYFxyIDL2luPaFQNku4yk1GDcsy4OC++Nwc8ePwvATVwfwEVZ9/A4zFwQ\ngcPvVSA/W4/GunYlrusQnxiAyTPDkLbU9d5M56vG089OQfaZBmR+VIXiy61KXAei4/2QkByE6XPD\nXdYw385xfevOucg504hL2U0oKTSgrkrcX/ro1AgJ90FCcqAyCzzISYkb+L16u273P5IAna8anx+p\nQW1lGxqUKhWzUSS2KzfGIyrOF5cu6FF5zQR9QzusVhkRUTokTw7B8vWjMXGAy0sAkcT+440SfHm6\nAe1tNrdbVvb3M+ruKXevjAEkCcX5LWiqb4fdLrrcT5kdjuXrR/e6tj5laihWbIhHwVfNaKhpg9lk\nQ3iUDsl3BGPx6lhMne353j041AcPPJqA/Gw9qspNMDR3IDBYgzFJgZiXHonFq2J73anKYrHh/D/r\noNZIWLzS/bIlor5I7taWOR+UJHnX0buG8HQG79SRerzymysIj/TBtrdn3FBjEXKvzWzDd+8/B6tN\nxgu7ZmBUtOusOxER3cZUI6f889ThGrzyXD7CI3X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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d88490>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAA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\nHxLSgjDvmnCXw8z81Eo89vMFKD3WiaP5LaitFNd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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598378090>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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vg7dq6Z4/Lf/J1mnalNVJkbzrE4fmmFOGbRP5SbJu9VM/Zf+ZsmW0/cfnNe/w\nOYsfq04bOKR+twbi23Krv61Pyd/elmltrZ1Zv+aJz2/MuB3fBaBXT3Kp/JZB+PoPqsukE4fu3rJ7\nsWXwwnWrnnvfc+C5T+gDAM85t161rPsWaC/a6lrqurqa6r3ZK8mMO9fsZAm7b8uYar2NDZBU7wXf\nsbk68cBDez+T4OF79u7gf3vC4cdUR45fMr9lh9H60N3V93XEbo4yv+X0+9U72Smz9Q6brQfkO/R5\ng1JXX51/yYKWXuddu7Itm5qrl0kMH7njnQmdHZXcccPKJMkJpw9Pbd3TH0Bvy3oP3Gf3LwEAeLqE\nPgDwnDLjrjW5/NvV67UPPnJgnveifbaZftIrq6PLT712RRbO3bjTZW19nf+Taehfu9N5to7QLZcV\nbG3tqrbc9Oslu/x6zxZHvGBwBu5Tn87OSq7/5eIe0xfO2ZiH7l2bFMkLX7Z7p7yPn1i9xeADd63p\n9dKAzo5KplxTPdI++qDGbe5J37ehNseeWj3yfssVS7vHZtjaDZdV17e+b81Ob3X30L1rqzsxiuTE\nXbg7wZbBHHfkjhtWdC/viGOHPOnyAPY0oQ8APOs1b2jPjLvW5OLPzMrXPvJwNrd1ZuiIvvm7zxzW\n47knnzUi4ycOzOa2znz5gw/m1quWdR/VTapHeadcuzxffN8DufFXux7eo7tOFb/zppW9DkzXr7E2\n448cmFSSH35xThbOqe5k6Oys5OF71+Y//37G7r7tXu08MXs35ZrluXDy1Fw4eWr36fK7qq6+Jq/q\nGuX/hssW5/pfLE775ur7nzujKd/8+Mykkhxy1KA8f7udLklyyedn58LJU/PRN97bY9rkV49MTU2R\nTRs78l8feiiPTFuX9vbOVCqVLF3Qkm99Ymb1uvkiOf11o3rM/+p3Hpj6vjVZuaQ13/n0I913UWhr\n7ciNly/JjZdVv79nvG7UNrdj3N6WQfhGj22snhHyJL74/hm55meLsnh+8zbRv2pZa377w4X54Rfn\nJEkmvmBIJkxyfT6w9xmMDwB4Vpkzoyn/+Nq7k1RPk2/d6h7rSVLUJMdNHp43f3Bcr9eD19YVed+/\nH55vfXxm5sxoyk++NDc/+fLcNA6oy+a2zmzecg/6Ipl4/K4fbT3lrBG568aVufeWVZl22+oMHFKf\nmtoiB08cmHd/qjrK+hvfd1C+9IEH8/ijzfnXd01Pn341qXRWR6zvP6gu7/jIIfnmv8x8Gp9Oct2l\nj+eWK5dqrRbKAAAgAElEQVTucHqR5Pz3j8vxpw3vfeJTMPnVI7Ng9sb86arqvel/dfFjqasvukfb\nr97e7kluI9fLa48Z15i3/dP4/PS/Hs3i+c350gceTE1Nkdq64onveZGces6InHrOiB7z7zemX979\nyQm5+F9nZdptqzPtttVpGFCX1paO7gA/9tRhec27DtzharVsbO8eFPDEM3ftjIR1q9ry64sX5NcX\nL0hNbZGG/rXZ3Na5zd0HDj92cN7zGbfWA54ZQh8AeFbp6Kikae3mJElNTTWihgzvkzHjGjNu4oC8\n8Ix9M2xE350uY+CQ+nz4v4/K3X9YmTtvXJnHZm3Ixqb21NXVZNTYhhx0+IBMOnFoJp247RHooih2\nGMOHHzs47/3s4bnxssVZOLc561a3pVJJ9h31xLqMP2JgLvrW8/LbHyzM7PvXp7WlM4OH1eeoE4bk\n7Lft/6SnfO9M0fU/ba2daWvd+W0Be5xx8PQvOc/bP3RwJr5gcG757bIsmrsxba2dGTW2IceeOiyv\nfPOY3bqt3tZOPntExk0cmJt+tSSzpq/PmhWt6eyo3k1h3BEDc+q5I3LkTnbIHH3S0Hzye5Ny7c8f\nz8x712Xd6s1p6F+bAw7pn1POGZETetvhsZW7b16VzW2dqakp8qJdvPTgby46JDPuWpvZ96/P6uWt\n2bC2PUVNMnx0vxx0WP+88Ix9c/RJT39AP4CnqqjsaESZJEVRVL576zF7cXUAgL+U2krDM70KAMAe\n9K6XTE2lUumxO9c1+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACU\niNAHAACAEhH6u+nLfz8773nJn3P7Nau2eXzlkta85yV/znte8udnaM0AgN31H/8wIxdOnpop1y7f\n5vGVSzblwslTc+Hkqc/QmsGetaOf9WeDX1/8WC6cPDVTn4XrtrfdeeOKXDh5an75rfnP9KrwHFf3\nTK/Ac1axm48DAM9aO9x8267zFMyfuSG3XLk0sx9YnzUr2lLpTAYNrc+QYX0ybuKAHHb04Ew8bnD6\n9qvd6+u2/Y9084b23HDZ4hRFkVe944C9vj6rl7fmxsuXZL8x/fKil+/bY/rCuRszd0ZT5s/ckHkz\nN2TJY82pdCbHv3R43v2pCU+6/NaWjtz06yW594+rsmzhpnR2VjJ8ZN8ce+qwvOL80Wnov+McqlQq\nueumlbnt98uzYPbGtLZ0ZPCwPpn4gsE5881jMmL/hp2+9twHm3LDZYsz54GmbFi3OY0D6zL+iAE5\n7bxRmXjckF7nOeH04bnqx4ty82+W5vTXjcqwEX2f9D1Cb4Q+AADsIVd8f0Gu/smi7q9raoo0DKjN\nutVtWb2sNY8+1JSbLl+S93728Bxz8tC9tl7DRvRN04ENaRiw7a//zU3tuepHi5Iiz0joX3nJwmxu\n68xZb9s/NTU996xd8u+zs2huc88Zd2En3KplrfmvDz2UZQtbkiR9+tWktq7IksdacvVPFmXqdcvz\n4a8dlX1H9esxb/vmznz307MybcrqJEltXZF+jbVZvbw1t/1+ee68aWXe/ckJOfqk3r+H1/xsUX59\n8YLqqtYkjQPqsnF9e6ZPXZPpU9fkrLfun9e+68Ceb6socvbb9s/3Pzc7V3xvQS74l0Of/I1CL4Q+\nAADsAXfeuKI78o9/6fCc+abR2f+Q/qmpKVKpVLJ4fktm3Lkmt1+/IsVePlvkgo/1Hox7ez22tn5N\nW+64YUX69a/NCacN7/U5tXU1OeDQ/jnosAE56PABue+Pq/Lg3WufdNmdnZV86xMzs2xhSwYP65O/\n+eghOfL46lH0+TM35AdfnJPF85rz9Ysezqe/f3Rqarf9IH713ccybcrq1NYVecN7D8op54xIfZ+a\nrFnRmku/Pj/33boqF//rrHzmB0dn39Hb7iiYNmV1d+SfcvaIvPbCAzNwSH02NXfkxssX58ofLMzv\nf7ooY8Y15oTTe77v4yYPy/9+9dHc9YeVef17xmbwsD679HnC1lyjDwAAe8BNv1qSJHn+i/fJuz81\nIQdOGNB9lLooiowZ15hXnD8mn77k6O7ofKZVKs/ca0+5Znk6Oyo59pRhqe/Te5Z87NvPyyf/Z1Le\n/qGDc+o5IzJoaP0uLXv61DVZMGtjUiTvvOiQbT7vgw4fkPd97vDq0f35Lbntmm3HBli/pi03X7E0\nSfKK88fktPNGda/fPvv2zd9+akJGHNCQza2dueKSBT1e+8pLFiZJDj5qYN7+4YMzcEh1nfs11uac\ntx+Qk87cL0nyq4sfS2dHz29AXX1NXvCSYensqGTKNcYt4Kl5Th7RX7mkNR8//6EkySd/eHhGj+v9\n+phNzR3559fOSNumzvzDlw/OEccN2mZ609rNufEXK3L/1HVZtbQtlUoyfFSfTDp5cF52/n7pP3DP\nfjwLZjXnhl8sz+xpG9K0tj19G2sy9rDGnHLu8Bz7kp7/2P/L+Q9m1ZK2/L8vjM/zXjx4m2k//+rC\n/PE3K5MkH/n2hIyb2H+b6d/7zLzc84e1OfsdI3Pu34zarfW8f+q63PCL5VkwqzmpJKPG9ctLXj08\nLz5zWL7897Mze/qG/PVHD8yLXzmse56p16zKj7+wIIcePSD/9LVDc+f1q/On363K4nktaW7qyHs+\nOy5Hn/LEe5xz/4bc/OsVmfPAxmxY256+DTU5cEJjTjp7WI4/fZ8drltnZyV33bAmd1y3Ogtnt6Rl\nY0cGDK7NoZMG5Iw37Nfjc0iS312yJFf/aGledObQvOOisbn9mlW55YqVWTJ/U4oiGXtYY175thE9\nfj4A2DtWLtmUi950X5Lk0z84OmPGNfb6vE3NHfmn8+5O26bOfPBLE3tc49q0dnOu/+Xi3D91TVYu\n3dS1Xe+bY04elpe/cfRfYLu+Idf9cnFmTVufprWb06+xNmMPG5BTzx2RF5w6rMfzL3rTvVm5pDXv\n/8IRef6Ltt3W/eyrj3aHxUXffl7GHzFwm+kXf2ZW7r55Zc59xwG7fXr19Kmrc/0vFmfB7I2pVJLR\nBzVk8qtH5sQz98t//MOMzJ6+Pu/46CHd8ZFUA+yHX5yTCZMG5cNfOyp33LAit/5uWR6f15zmpvYe\np53Pvn99/vCbJZnzQFOa1m5O34baHHho/5xy9ohej1hu0dlZyZ03rMjU61Zk4ZyNXdv1ukyYNCgv\ne8PoHp9Dklz5gwW56keL8uJX7Jt3XnRoply7PLdcsTSL5zenKIocdFj/nPXW/Xd4DfRf0qJHq6eY\nP//FO/5dZovtw3br/w7+55YT8+jDTfn9TxZl7oNNaWvtzP7j++est47JpBOrn3v75s7ccNni3H79\niqxc3Jq+jbU55uShOe/dB2bAoJ4x3Nv3estjSZJKegw+ufXPW2dnJbdftyJTr12eRY82Z9PGjjQM\nqM2gfeozfuLAHPfSYTnqhCd/31ubcs2KJNUj2DvS2+n8u2LGnWuSJKPGNvT6s7Dv6H6ZdOLQ3Hfr\nqtx+3Yqces6I7mkz71ufjvZKUiRnvL7n79E1tUVOO29kfv61efnzn1antaUjfRuq4y2sXdWWRXM3\nJul93iR52RtGZ8o1y7N6eWsemb4+Rxw7uMdzjn/p8Ez5/fLc9vvlOeut++/+B8D/ec/J0B8+qm+O\nOG5gHr6nKVN/vzqv/39jen3ePX9Ym7ZNnRk6ok+PiJtz/4Z862OPprmpIymSuroiRU2RJfM3Zcn8\nTbnz+tX5wFcOyYgDel6z81Tc+tuV+dlXFiaVJEXSOKA2mzZ25uG7m/Lw3U154cv3yV9fNHabf8wO\nO3pApi5ZndnTN/QI/dnTNjzx9+kbegTurGkbkiI57JgBu7WeV/9oaX53SXVvdFGTNPSvzWMzm/Oj\nhxZk4ZyWJ66H2sm/uZd+bVFu+fWK6vwDalPUVPdib/Grbz+eGy5d3r2chsbatGzsyMx7mzLz3qZM\nn7IuF3xi7DbzJNVf8L7z8XmZeW9T9/r1a6jN+jXtuffmtbnvj2vzhvfvn5ee13Mgly1+/MUFmfr7\nVampLdK3X01amjsya9qGzL5/Qy789Lhed7gA8Jc1fFS/TDxuSB66Z22mXLM8b3jvQb0+7+6bV6Zt\nU2eGjejb4xf32fevzzf+ZWaam9q7tus1KWqSJfNbsmT+otx+/fL845ePzMgDdj541q7642+X5qf/\n9ehW2/W6tGzsyEN3r81Dd6/Ni162b/7mokO2264PzsolyzNr+voeof/IlthKMnv6+h6B+8j0ddXt\n+tG7t1P6qh8v7D66WN2u12X+Ixvygy/MycI5G3dls56ffe3R3Pybpd3XmtfUFNuc7n35d+bnuksX\ndy+oul1vz8z71mXmfesybcrqXPiJQ3vdrn/z4zMz87513etX3a5vzj03r8q9f1yV898/Lqe9dscH\nLH74H3My5ffLt9muPzJtfWbd/1D+9tOH9brDZW9Ys6Ltqc9cJH++bXW+86lHUqlU0q+xLm2tnXn0\noaZ8419m5oKPHZpjThmar3744cx5YH3q+1Z/1jes3Zw/XbUs8x5uyr985/mpq+/9CPnW34UBg+oy\nYEh9NqzdnCQ9jpb3a3hisMDvf2527rppZfdCGvrXpbWlM0uaWrLksZYsnt+8W6G/enlr9dr5Ijn4\nyJ47dJ6uVUtbk2Sn/82PPLA67dEHm9LW2pE+favvd9WyTUmq/11vORrfY96u5W5u68zsB9Z3v/fV\ny6qvm2LHr73fmH7Vb0Qleeietb2G/viJ1d/hVyzZlFVLN2XYyD3TJPzf8ZwM/SQ5+dxhefieptx5\nw+qc957RPa6rSapHmZPkxWduO0jGqqVt+eZHH01Lc0de8prhOeON+2Xf0dURLRfPa8ll33w8D9/d\nlO98fF4+8YPDn/KexC3mPrChO/KPnTwkb3j//hkyvL46CujlK/Lb7y/JndevyYgD+uWst4/snu/Q\nSQMy9ZrVmTV9wzbL27CuPYvnbUrfxpq0Nndm1vQNefmbntgLuWzhpqxf3Z66+qLXI9w7MvPepu7I\nP/GsYTnvb0dnwJDqLy43XLo8v//x0jT03/nosAseac7s6Rty7jtH5bTX75uG/rXZ1NyRzW2dSZKb\nLlueGy5dnkFD6/KqC0bnuNOGpF9jbTa3dmb6lHX55dcX5Z6b1mT/8f1y5ltHbrPsH3zuscy8tykH\nHtaY1757VA6dNCB19TVpbmrPLVeszNU/XJpffn1RDjy0IQc/r+cOjum3rcvmts68+Z8OyItfMTT1\nfWuycklrfvT5BZk9fUN+8bVFOfrkwb3+LAHwl3XKOfvloXvW5o4bVuT1fzu213+Lt5zC+uIzt92h\nu2rppnz9oofT0tyRya8ZmZe/YXT3NbOPz2vOL781Pw/dvTbf+sTMfPqSo5/2dn3OjPXdkf+CycNy\n/vvGZcjwPmlt6ciNly/JFZcsyB03rMiIAxtyztueOBJ36KRBmXLN8syatm6b5W1YtzmL5zWnX2N1\nm/nItPV5xflPHMRYtqgl61dvTl19TcZP3PUgevi+dd2Rf9JZ++V17x6bgUPq07KxPdddujhX/2TR\nk27XH5u1MbPuX59Xv/OAnP66UWnoX7fNdv3GyxfnuksXZ9DQ+rzmggNz/EuHd2/Xp01ZnUu/MS93\n/2Fl9j+4MWe9Zdujkt//3OzMvG9dxk7on/PePTYTJg3q3q7ffMXS/O5HC3Pp1+flwEP755Cjeu7g\nmDZlTdrbOvPWfxyfE1+xX9d2fVMu+cKczJ6+Pj//2rwcc9LQvbpdP+jwAZk9fX3+8OslOfL4ITn0\n+U/hbMFK8oPPz85JZ+7XfW1309rN+fF/zs20Katz2bfmZ+af12XF4k35+y8ckaNeOCSVSnL/7Wvy\n/c9VB6679aplO91BssV7/+3wrFq6KR89/76kSL786+N7fd6s6ety100rU1Nb5K/+7qCccvZ+3Uew\n161qy4N3r83j83oZMG8nZt9f3bm176h+adzDZ9sk6d6j0dm546d0dJ0231mpZMljLRk7Ycvvj0XX\nvDu+rqH7lPtKtR+6d3Js9eO2o9euVCrVnYRJlszv/XNr6F+XEQc0ZNnClsyavj4vFvrspufsNfpH\nnzwkA4bUpWlNex64fX2P6csWbsqjMzamqKlG69au+J/FadnYkTPfMiJv+uAB3ZGfJKPHNeR9Xzg4\nYw5uyJL5mzLt1nXbL3q3Xfn9JUklOfh5/XPhpw/KkOHVPYN9G2pz1ttG5sy3VCP9up8ty6bmju75\nDj26+o/NwlktaW154vE591fD/4UvG5rGQbWZe//G6j8YXWZ37Rg46Ij+O7zeqTdX/bB6yuDEEwbm\n7R85MAOGVP/Rbehfm1ddMCqnvnp4WjZ27GwRaW3pzJlvGZGz/3pk9y8P/RprM3BIfZqb2nPl95ak\nvm9N/uFLh+Tkc4alX2P1OfV9a3LcafvkPZ8dnxTJ9Zcur54y1eXhe9Zn+m3rMvLAfvnHrx6SI44b\n1L2nunFgXc5628ic+85RqXQm1/zvsl7XrWVDR97+kQNz6quGp75vdd7ho/rmXZ88KLV1Rdat3py5\nMzbu8ucFwJ5z9MlDM2BIfZrWbM79d6zpMX3pwpbMndGUoiY5+ZX7bTPt199bkJaNHXnlm8fkLR8Y\nv83AWGPGNeb9nz88+x/cmCXzW/LnP61+2ut6xferO+8Ped6g/O2nJmTI8OpAWX0banP22/bPK99c\njfRrf/b4Ntv1wyZVo2/Lbbq22BI8LzxjePoPqsucB9Zvs11/ZFp1+rgjBuzWdv13P6xG/pHHD8k7\n/vmQ7iOTDf3r8poLDszkV4/che16R856y/455+0HdN+GbOvt+m++tyD1fWvywf+cmFPOHrHNdv34\n04bnvf92eFIk1126OO3tT1TPQ/eszbQpqzPywIZ86KtHZeJxQ7bZrp/9tv3z6ncekEpn8vufPt7r\nurVsaM9f//PBecmrRm61Xe+Xd39yQtd2vS1zZjTt8ue1J5z79v3/f3t3Hh1VmaYB/Lm3KpVKpbLv\ngSQgIQkCgqQFlIigUQTBlm7Ubntz6Zmebnt6PT1bL7bT7YzKzNj2ptNz1LEZRdS2hQYURAUNu0IC\nRLIQyJ5UQqVSlVpTy50/bt1KKrWQSlhM9fM7Rw8nVbfq1na/+373fd8Pggg4bF48+Z1T+OlXj2PT\nf7agZochpkC4pFwfVNudkp6Ar/90NrTJcsbD/p19+MYjZZi/NAOCIEAUBSxclolVXygEABzbZxz3\nc42nRr+lXj63vPozaajeUBAI8gEgLUuDG27Pxd3fnDHu5wTk3wEgl5JcCtn58vl9T1vk9z0QZEuA\necAdsq3T7oWp3xV22+5WR+Df5oGRDI7AcngS0B0hiO9pG9l20OgOex9g5L1pa+L5KcVuygb6KrWA\npbfJV+r37ww9mB3YKQ/kZQv1yMof6VQ57PTh2N5BCCJQfXduyHbKYysp3Kc/ntwAYbN40HRcTqNf\n/eW8kLQ1AFh1Xx7UCQJcDl/QpEV2QSLSsxPg9UhBAWiTP22/fJEepfP1cNi86Gh2hNxetnD8afvW\nQY88gSAAq0ZlB4ymTEhEI6oE3Hpv+Pf12D4zhp0+zKlMwbRZ4Q/qV81NRla+BnarF22NIwfHg2/L\nn2fVupHJgbEWV8szqU3HrUEnSIrMPA0WV4cugZKWnYAZc3T+A7Iz+gskIqJLQq0Wcb1/De2anaHN\np5Sr+eUL04JSWF1OLz7ea4QoCrj17sKIj73In8L9yUcX7tYdjdXiRuNxOY1+zZemhR3XV983DeoE\nES6HN2jSIrtAi/RsDbweKSgAVdL2KxaloXR+qn9cHz3uy7eXLRj/1eGhQbc8gSAAt38xfInj7feF\n//tookrArfeEvzL88QdGDDt9uLoyDdNnhc8gnDU3Bdn5ibBbPWhrHHlNB96Wa7NvXJsXcVxfUi1/\nHxprzWHH9ay8xMB9RkvP0mBmhT5qoHWpzKlMx8O/rAgEe73tDnzwFwNe3NiCnz9Qix+uP4rXnmmF\n1RI5uIOAwGTRaIlaVSCjo3ReSthsgTmL5PPXrlFB6MWg08uf0ZDJHfazmAiLP7C+JFfzgUDzvb5O\nJ45/GBordJ214eThkd9n0KTctalQqQVAwkhZyihulw/vvtETdtu0TA2mz5L7jOze0h32/Xrr5a6w\n246l9BWxmKJ8X4gimLKp+wBQtTYLe17tQ/1hCywmN1Iz5FlPn1fCoV1yYLjsjuCr+W2N9kBzjUfv\nPx3xsYdd8qzzgGESNVYA2v0BuCAAZQvDp9slJatQUqFDy0kbOprtQc3oyq7V48g7JjTVWnH1dfIB\nXam/L1uox4DBjRP7zWiqtaK4TDdyO0YyAsaj44w9sJ9XzQs/WGfmaZCRmwBTX+SDTe60RCSnhv9a\nnT0l71fDsSH86K6TER/DPuQFJMDUNwzMlfdFmejY8WIvdr0c/oq9Ytjpg83sDWQkKEoqwjd3AhDI\nsrAPeaI+NhERXTo33pGLd17txqnDJlhMw0jNkCfqfV65CRgAVK0Jnkxua7QFxvVHHqiN+NhuZVzv\nC391bryUAFwe18MH3knJaswoT8aZU0Nob7YFLRtWvjANh/f0o6nOEghEmmot/vr7NAwYhlG3fwCN\ndRYU+9OIm+rM/m3HH+h3nJH3UxQEzJoX/vwjKy8RGbkaebyNIHeaNmxjNwBo8U9WnD5mxg/WH434\nGPYhj39cdwH+WuyWennyYvsfO/H25vBX7BXDTh+sZk9IrXRJeeTznPQczchzX2YLbsjE/CUZqD86\niPqPBnHuEys6z9ow7PLBYnJj95ZuHHn3PH74X3MDNeJjTbsq/DlLSpr8HhRGaFiZ4j8Xdlgv7uuu\nWJQGVYKAtiYbNn63HsvX5aFiURrSJ7Hs25BZPp+82E0yFQuWZWL6rGR0ttjwwhMtcNi8WFiVCXWC\ngIZjZrz8q3MQRQFef3r+6Iqe1AwNlq/Lw/t/7sW7b/RAq1NhxWfzoU9Xo+usHa8904YBgwuiSoDP\nK4WUA639ahGefaQRHWds+P1PG7H+68XIna6F+fwwdm3pxsd7jVCpBXg9EsQol12Vc+qhQQb6FLsp\nHejnl2gxa34yWk7acHi3KXAluf6IBWajG0l6Fa5dHtysx6ykx0jA0OAFDoLCyInBRFn9z5GUrIJG\nG/mXrASa1jH7VLZQDvSVdHyH1YvOFgfyi7VISU8IXLVvrrOi+p5cnO92YbDfDZVawKwIAXvY/TTL\ns4lJelXUtMC07OiB/tjgejSzUX5tw05fYCIlIgFB91E+N4fVG71jUJhtFVpd5NelvObR5QJERHR5\nFZToUDovBWdODeHQ7vO47V75Cv2pIyaYjcNI0qsDV+YVZqM/SJXGcTJ8Ecb1ocC4rkaiNnJ9uxJo\nWsfsU9nCVDnQ99fp260edLTYUFCc5B/XlUl9C269uxD9PU6Y+of94/r46/OtZv9+XmBcT8+KHuhH\nakQGyN3FgcmO655JjOuR3/+JjOu/+0kDWupDMzkX35yNL/z9zHE/DiBnQsxfmoH5/qaLHo8PzXUW\n7Hm9BycOmjB4fhh/+EUTfvY/C8Jun5YZPoAW/S85UoCtBI3eMEu2TUbe9CR8+ftX4eWnz6H5hCVQ\nbpKVl4h5S9KxfF0+imeP/7zzchBFAd/6ZTme+uEn6O924oXHzwTdrtGK2PB3Jdjy21YAQJI++Bz2\n7m/OQH+3E6cOD2LHpk7s2NQ5cqMA3PVQMfb8qQfWQTnmGK3ypizceX8Rtv1vB2prBlBbE1wyNG+J\nXKpSWzMQ8rxEF8uU/2ZVrc1Cy0kbDuw0BgJ9JW3/ulsyQgY3JXsmSa/CUzuuuWz76XFP7IA7e4Ec\nyLc12OF2+dB8wgpII2n5RaVJSNSJOHNCnrlXGvcVl+mgSbz8lRnRZiV9/jf/5rtzcM+3Y1smRPnc\nvvnYVVhQFdqZlIiI4sONa/Nw5tQQ9r/VFwj0lbT9JbdkRxnX1fj19sWXbT897olNGCjp962NNv+4\nbpHHdf/fi0uTodWp0HxSDqSUtP2SMn2gI/jlFG1cV9776g0FuPfbsQXCyjnBw49VYOGy0LK6K8E+\n5Ak7WXShPgbjoVaLmFOZjjmV6XjxyTOo2dmHjmYb2pttn7oAOZKqNXm45voMHHnXiMbjZpw5ZYGx\nz4V92wzY9xcD1j9UHNMycEp2gu0SZl3kFGjxyHMLsHdrL04cNMFocEGjFVE6NxW3faEQg+f9k1wC\nkDc9uNldgkbEdx6fg6PvGXF4Tz962+Us3cIZOqxcn4/yhWnY5u+DkTc9NDNj3f1FuPq6dOzb1ou2\nRrkvR1a+XG5y49pcbPxevX/byE32bBb5vYk24UYUyZQP9CtXZmDLr7vQ0+pEa4Md2fkanDgg186N\nTdsHgNRM+SU77V44bN4LdpudrBT/Fe5hlw/WQU/EK96mfnlgGXt7XpEWKRlqDA16cLbeFlJ/L6oE\nlM7Xo/6wBV0tjgnV549+XodV7qQbafbfYpz4wVgprRjojb0cIjVDDVOfG8ZJllIQEdGn22dWZmHz\nb86hu9WO1gYrsvITUXfAJI/ra0J7wCjLgTntHjhsnkDDuEtFSY0edvkwNOiOeAKuLK+mH3N7flES\nUjLkLuot9UNo8tfnly+UJ7HlcT0Fpw4PorPFhkb/lf9IZQIR93Oc4/roBmSxUsZ1oyH2cojUjASY\n+oYDS6B9Gvzo6XmX5Xmq7sgL9KHo63RMmUAfkFPaqzcUBNaHb22wYudLnTj+4QDefL4d11yfEbFf\nQ8hj+X+7SvbJpZKYpMKqL0wLWslCceKAXKOfmp6A7ILQgFsQBCy+JRuLb8kOua2tySp33o+yPOCs\nuSlhb/N5JXS22AP3iUSZBFF+a0SxmLLN+BSaRDHQhO3ATiMOvzMAr0fCtJlalJSH1i+VlOsgiIDk\nA+oPh3brv9iKyvwzfBLQeDx8Yz+H1Yt2f+M5pc5+tNkL5IYyTbVWNI+qz1co/w7cjtjq8wE5MwCQ\nZ++c2twAAA65SURBVOdbTobv7DlgGJ5UzwKllKCpzhpz6qSybf2hS/+ZERHRlaNJVGGJ/6S6ZqcB\nh/f0+8d1HWaEqcmeUa6HKAqQfMCpw5NrtDcegaBMgtyUL4zRjedKwgRxZQtS5e3rzHJH/TH1/mUL\n5KC/qc4yMhEQQyM+ACgqlZ/XJ0kRO88bDa6RNb8noNRfStBUZ4l5XC+dK7+e0c3Q/lqMLuVURVjr\n/nISJrHc5IwKPf7u0XKkZ2sg+YDmk+NvYq0sZXe5GyaOduS98wCAxdWhgfwFt31X3raoNDlir4VI\nTh0xwWH1QJ0govKm0AuTCmWlhmj9KIgiufJHl4ugaq38Azn6rgk12+WumuGu5gNyPVflCrluf9vz\nPVE7XXo9UtDyNxORnKJG+SL5x/n2y4awnTffftkAj1tCok7EvKWhA7kSyJ84aEZ7sx150xMDs6Cj\nbz+0ewDG3mH/1YDYZof1aWqUXiNPKLzzSmi3YwDYtTl6E7wLqVyZDo1WhN3ixfYXe6Ped2wa1/Wr\n5c+z/qgF9UeiB/tsqEdENLUtXyuv8nLkPSM+3C6PSVVrwq/8otWpAifKW1/ouCzjesUiORB/a3NX\nhHG9Cx63D1qdKlCjPZoStJ84aEJHsw1505OCarKVpnsHd/fD2Ovyj+uxBfr6tAS5K7sE7HolfLO7\nXRdognchlSuyoNGKsFk8+MuLHVHvO3Zcv2G13C2//uggTh2JHuxPpXF9PKs6HN4jB4gQgOLSyI2C\nL5ekUb0OIr3Xo5dGHEsUBblDPQBvlPuNNfsaeaLIaHBdkWZzckq9FRqtiOoN4VfsiKTjjA3vvdEb\nWH0jFnarB6890wYAqLojF/q08Ffr7UMe9HU65YnAGCf6iIA4CfSLy3Qomp0Eh9WLnlYn1AkCltwW\nud5r/TemQZeqQl+HC09+qwn1RyyBZi2SJKG3zYldmw342Zc/CVribaLufKgQggh0NDnwPz9vDaTz\nOe1e7NzUi13+dd9v/1L4JWaUOv2OJgckX2hafkm5DhqtiLYGeV+LSpOiNqiJ5I778wHIzQw3Pdke\nOOg6bF5se74H+948P6lSh+RUNdb/rXwg3fWSAZs2tsPQMbKc3bDTh8ZjQ9i0sR0bv9UctO3cxaly\nY0UJeObHZ7F7syGocaF10IOP95rwm39owWu/m9yJCxERXVnFZXoUzU6Gw+pBd6sd6gQRS2+LfMXt\n898oRnKqGoYOB/794ZM4dcQUCEwkSUJPmx1vb+7CT75yDK2N1knv310PFkMQgfYmG/770abAOttO\nuxc7NnUGls5afd+0sOOxctLe3mSDzyeFdNOfUa6HRiuitUHe1yJ/3X6s1n1NrpeuPzKIF588M2pc\n92Dr8+14f2vvpMZ1fWoCPv+3JQDk5cL+uLEFhs6RZd1cTi8ajpnxx40tePzh4NV25i3OwKLlmYAE\n/P4njdj1SldQsDc06MZHe8/j6X/8BFt+1zrhfbzc/vCvTXjk/lrseqULXWflzxeQU7W7W+3Y9J8t\ngQmWBTdkBi0VeaXoUtRIz9YAElDzVviLPW/8oR3P/KwBx2sGgiZtzAPDePnpszD2uiCIwNWfSQ+7\nfTgZOYnIK0oCJETMOgGAYZcXQ4PuwH+eYfk99bh9sJpH/h5uEm/ftl4c3N0Pi2kkI9VocOH1Z1vx\nf0+dBQTgnm/NCCyHOFrDMTN2belCX5dTTtGHHKTv29aL//h+PTxuH65bkY3PrAg9NllMw3j92Va0\nNY1ksXo8Ppw4ZMLj3z6J3nYHcqdrA7+fcJTGkLmF2rD7R3QhU75GX1G1Lhub/0ueTb5mWVrEJd4A\nICtfg+9sLMUzPz6L7nNO/OZHLRBVArTJIlx230iHVgFh18eN1ax5yfji94uw+akOHNs7iGN7B5Gk\nV8Fp90Lyyc+z5NaMiOvUF87UQpeqgt0iH8DKrg2u5RFVcof90x/JB4RY0/YVcypTsPaBfGx/oRf7\ndxixf4cxaD+r781FW4MdzXVWqCeYarby8zmBiYP9243Yv90IjVaESi3IHfX9sgpCu8k+8OMS+HwS\n6mrMeOPZbrzxbDeSklXweiUMO0dmkG9Y/elo6kNERBO3fG0eXnrqLABgwQ0ZEZd4A4CsfC2+9+TV\n+N1PGtB9zo6n/+E0RJWApGR5DLv443oKvvS9q/DSr87i471GfLzXiCS9Gk67JzCuL63OweoIV/oK\nZ+qQnKoONNpS6vMVokpA6bzUwNXhWJbVG21OZXqg83fNzj7U7OwL2s/b7i3EuQYrmussUEfpzB/N\nzZ8rgN3mxdbn2/HhDgM+3GHwj+ti0BJv2QWhgcqD/zIbPl8zamsG8PqzbXj92baw4/qy1aG9GT6t\nVGoB3a32wOsRRHmFBofN/93wK52figf/qfTK7egYVXfkYvuLnXjt963Y+nx74CrzrXcXoHpDIXw+\nCcc+GMCxD+SG11qdCpKEkeDa34W+cEZsGQrLVufijT+04aP3z+PaqvDnb2+93IXtL3aG/P34hwM4\n/uFIN/vrV+XgwX+eHXSflvqhwNKcCRoRokoI7LMqQcCGb5Tgpjvzwz6v0eDC68+04fVn2iCKAhJ1\nqpHvtCCn+z805vkUw04fdr3SjV2vdAOQm4W67N7AxE9RaTK+88ScqBN4R9+XMz/C9SYhGo+4CfQX\nLkuTA30BuGFN5FoXxYwKHR7dNAf7tp5HXY0Zve1OOG0+aHUicqYlYta8ZCy6KV1OZx9NwIWXgQlj\n+Z3ZmFGhwztb+tBca8WQ2QOdXo3i8iTcuC4bi26KPAMqCAJmX6NHXY3Zn74TGsjPXqiXA31hJANg\nItbeX4Ci2Trs2dKH9mY7JElef37FXTlYuioTv3iwAQCgSwk+MMXylqz5aj4WVKVh7xv9aKy1YrDf\nDbfLh/ScBEybmYSKSj2uqw492Gu0Ir752FU4edCMAzsHcO60DdZBDwRRQO70RBSXJWHuklRUrhiT\nJjmez2yCnysREV0aC6sy5UBfAKrGcaI7o0KPX/zxWuzd2ova/QPobXfAYfNCq1Mhd5oWs+aloHJ5\nlpzOPooQ+F9sbrozHzMr9Nj1ajeaai0YMruh06tRUq7H8nV5qFwe+VxEHtdT5SW3hPCN9soW+AN9\nASH7HIt19xehaHYydr/ajY5mGyRJwoxyPVbelY/rV+Xi0YdqAQC6McuDxfKerP3KdFy7LAPv/bkX\njbUWmPpdcLt8yMjRoHCmDnMq07DklpyQ7RK1Kjz8ywqcOGTC/p0GnDttxdCgB4II5E7XomS2HvOW\npKNyRfB7KQjC+PbvCozrj/3fIpw4ZELjcTPaGq043+uCw+ZFgkZEWqYGxWXJuG5ldtS67Aua4OuK\n9l1f97UiJGpVOLynH31dTgz0yVkqykWYW+8uRG6hFqePmdHT5oB5YBhet4TMvETMmpuClevzMTvG\n8hJA/m2/+Vw76g6Y4HJ6wy5ZOd7PO9wk3g23y8eO1gYrTOeH4fNKyCtKwtWVabj5cwVRa+tnX5OK\n6g0FaD5hgdHggtPuQ0auBrPmpqBqTR7mXhf53D0lIwF3PlCExuNmGDqdGDK7kZymxrSZOlx3czaq\n1uRCjNIbwe3y4XjNAFRqYUpNdNGnixCutixwoyBI//3BtZdxdybu8O4BvPBYG9JzEvDvr829KDP2\nFMzl8OIH607C65Hwb1vmIjMv/BquRET06aSSYmsYdSUdeqcfzz3WjIwcDZ54tZLj+iXgcnjx3TuP\nwOuR8PgrlUwPpivif584g/1v9eGrP5qFG+8In9361+bg7n48/2/NWHpbDh76l/BZA0SKr990AJIk\nhQyScVGjDwAfbFPSW7J4MnCJvPenfnjdEnKnJzLIJyKiS2rfVrlp67I1uRzXL5F3/9QDr1tC3vQk\nBvl0xXz2wSIkJIrY+VJXoBb+r5nPJ2HHpk4kaESs/3rxld4dmsLiItCv2W5Ey0kb1BoByz8b+/IY\nNOLV33bi4FtGWEwjDXHMRje2PdeDbc/1AABuvZcpREREdOl8uMOAM6eGkKARsSJC/SyNz5bfnsP+\nt/uCmpGZjcN487l2vPl8OwDgtnti6zhOdDFl5CSiekMBzvc4ceid/iu9O1fc0ffOw9DhwMr1+cjM\n5QQcTdyUrdE39Q1j47eb4bR7YR/yAgKw6ot5SMuK3KyHLqytwY73XpMPsuoEAQkaEQ7bSKOVpasy\nceM6TqYQEdHFNdDnwhN/f8o/rnv843oh0rKYQTYZrQ1W7HldnqhXJ4hI0AhB4/r1q3KwfB3TpenK\n+tzflOBzfxO5A/1fkyXVOVhSHdrTgihWUzbQ93olDBiGIYhAdqEGVWuzseo+XmmerNVfycfH75vQ\netoO84AbLocPKRlqlFTosGxNlrzEHRER0UXm80oYMLggigKyC7VYvjYXt38xtvWpKdQdX5mOo+8b\nca5hCJYBN5wOL1IzElBSrkfVmlwsitI0kIiIpq64acZHRERE0U2lZnxERER0YXHfjI+IiIiIiIiI\nGOgTERERERERxRUG+kRERERERERxhIE+ERERERERURxhoE9EREREREQURxjoExEREREREcURBvpE\nREREREREcYSBPhEREREREVEcYaBPREREREREFEcY6BMRERERERHFEQb6RERERERERHGEgT4RERER\nERFRHGGgT0RERERERBRHGOgTERERERERxREG+kRERERERERxhIE+ERERERERURxhoE9EREREREQU\nRxjoExEREREREcURBvpEREREREREcYSBPhEREREREVEcYaBPREREREREFEcY6BMRERERERHFEQb6\nRERERERERHGEgT4RERERERFRHGGgT0RERERERBRHGOgTERERERERxREG+kRERERERERxhIE+ERER\nERERURxhoE9EREREREQURxjoExEREREREcURBvpEREREREREcUSQJCnyjYIQ+UYiIiIiIiIiuqIk\nSRLG/i1qoE9EREREREREUwtT94mIiIiIiIjiCAN9IiIiIiIiojjCQJ+IiIiIiIgojjDQJyIiIiIi\nIoojDPSJiIiIiIiI4sj/A7D6A5OoDUgRAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ffd810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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wRLL3wStS6Cc3ekzysa+U+SIuPiu5/65y3TfcNNllr+Two8sdIQBWh6Y1sC9S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\n3G5MRo9Z9tD62x+UkL/jnmP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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cd1750>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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f3b8ydcZDq1K/ujovwK6MJDjjFQemKIpsamjJpBsXdbm9fk1T7ruteuDgmT+f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\n3fPYvuQCokYDA30auUkd6McnBSJtZig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xeOLf/gkAnkuBjOCa3PatJMxbOgX7P2pAaVEH\n2lt7YO1xIiLKHwmpgciaF4ElN3umOvrr1Hj01zNRdFyPI3lNqCw1wmiwQVABsQkBSE4PxqxFke6p\nGb3nJgx5fqP9XImIaHzMWxYjBfqCctp+X6mZYfj929k4+FEtCr9sQVOtCRazHbpADWKmBiLthggs\nyI51pwvLRt2u35aE1Blh+HRnNcqK9NISWyEapGSEIWfjNCzIVr4XEQQBGXMipSW3BO+BfOacSCnQ\nF4CM2SNL2+9r04PpSEoPxac7q1FbIWUQpM4Iw823J2HpLQl4cusRAJ7t+kguyW33pWHeslgc2F2D\n0tN6tLd2w9rjQES0DgmpIbh+/hQsWeU56umvU+ORp+bjzLEW5O+tR1WpAcYOKwSVgJjEICSnh2LW\n4miPOczD+swmqF1/+u1sFB9rRenpNlSXd+JyoxkWsx1afxXCIv2RnB7qGgUe+l7VqzG8r8Gu26YH\n0uCvU+PYvga0NJihb5UyLi1dUmB7y5YUxEwNxPnCNjTWmNDR1gOHXURkTADSZoZj1R3JI55eAgDL\n1iXgwzfKcfpoC3q6HV6XrBzud9TbLsvWJgACUHXegPbL3XA6RcQmBmHmwiisuiNp0Ln1GbMisGZz\nCsqL29HWbEG32Y7IGB2mZ0VgxfpEzFyofO8eEu6P27+djtLTbWiu64LRYENQqBaJ14Vg8c3xWL4u\ncdDBRJvVgVP5zVBrBCyfRB1ddG0RvM0tc28UBPHNfdlX8XRG7+j+Zrz+32WIiPLHc+8vHlNhEfKu\nx+LAI3d9BYdDxB/fWYwpsZ6j7kREdO0S1crLOF1rjn5+Cf/7zBlEROvwx+0r2a6Pgx6LHY/evh8O\nhxPPvr+S6cE0Id54thhf5tXjwZ/cgOwN3rNb/9XIv383rUnA1p9fO5kfdG166Oa9EEXRo5H0iTn6\nAHBwj6sI39pY3gyMk893X4LDLiI2IYBBPhERjatDe6T6NcvXJbJdHyf7PqyBw+5EbEIQg3yaMHd+\nJx1afzVy3690z4X/V+Z0ivjk3YvQ+qlw18PpE306NIn5RKB/eG8jKs52Quunws23KRfroaF98MpF\nHPmsCZ3tvQVxDHordm+rxu5t1QCAtVuYQkREROPn8P/VoaKkXWrXFebP0vBsf/k8vsyr71eMzKDv\nwe43yrH7jQsAgFvvTp2o0yNCRLQOazanoLXJjKP7Gib6dCZcwcFGNNV1YdUdyYiMYQccjd6knaOv\nb+3B04+dRrfZIRVxE4B1dyciLFK5WA8NrarMiM8/lIqWaLQqaP1UsHS5iuQJwNI1scjZMPK1RomI\niAajb7XgmUePo9tih9loAwRg7b3X9Vt2jkauqsyAz/9eDUChXb8lATkbmS5NE2vz1gxs3pox0adx\nTbhx9VTcuJoDlzR2kzbQdzpE6Ft6oFIJiI7XIXt9PNbfw5Hmsbrtm0ko+KIVVWVGGPRWdFscCI3w\nQ0pGMFasjZOWuCMiIrrCpHbd4mrXA5G9MRHr7h3Z+tTkaeN903HiYCOqSg0w6Htc7bo/UjJDsXxd\nIhasGGVROCIiuqb5TDE+IiIiGtxkKsZHREREQ/P5YnxERERERERExECfiIiIiIiIyKcw0CciIiIi\nIiLyIQz0iYiIiIiIiHwIA30iIiIiIiIiH8JAn4iIiIiIiMiHMNAnIiIiIiIi8iEM9ImIiIiIiIh8\nCAN9IiIiIiIiIh/CQJ+IiIiIiIjIhzDQJyIiIiIiIvIhDPSJiIiIiIiIfAgDfSIiIiIiIiIfwkCf\niIiIiIiIyIcw0CciIiIiIiLyIQz0iYiIiIiIiHwIA30iIiIiIiIiH8JAn4iIiIiIiMiHMNAnIiIi\nIiIi8iEM9ImIiIiIiIh8CAN9IiIiIiIiIh/CQJ+IiIiIiIjIhzDQJyIiIiIiIvIhDPSJiIiIiIiI\nfAgDfSIiIiIiIiIfwkCfiIiIiIiIyIcw0CciIiIiIiLyIQz0iYiIiIiIiHwIA30iIiIiIiIiH8JA\nn4iIiIiIiMiHMNAnIiIiIiIi8iGCKIrKGwVBeSMRERERERERTShRFIWBjw0a6BMRERERERHR5MLU\nfSIiIiIiIiIfwkCfiIiIiIiIyIcw0CciIiIiIiLyIQz0iYiIiIiIiHwIA30iIiIiIiIiH/L/Jcwq\nbovB4IQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597db0b90>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"orange yellow\" - Reflectance Recovery                                    *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ERCqRM5lnGDZ3GBm5Gfwh7A882OFBu0sSEREpkQIJERERkUrCNE3+sPgP7EnZ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\nHRnz/Rguf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Jd9YA0hhMy+GwN/IPNhNsY4N4TwfyQBxOAK5zweeDbGGEMINwJvxxh7VTje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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ea1d10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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6bGKOOmxiv2kX3dg4Rn/86MGZNGHLODcBwKbgZHwAwBbnt3+dl9b27lRJXvPs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\nuM3fTNC//j5Xj7oWD97a3oriUjtulXs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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598350850>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5fEX+ee+izFmyOqMG915neWtbpXMv/fgx/dOnV8+hv+ZqC4P71eb1ewzr8X4b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\nRERERORH/j/vz9EtP+tpNAAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d49190>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jc8nNTbns1sX50x23ZfiQvqmrS/bdeXBOObF7g8Nn37Fj3nbSA3lo5soc8dl7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\nXpCKoQMiUGty4t2NZ7FxTyNUYQKcbgl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mCnj2/qG4ZkTfHlyX3DIIG4saUV5nwyOvlXrH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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ebc950>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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+etaDSep7S1+674aTrK09rvuXVy/KXQ+1bXRZm3Ic/1ojhzf23Wfg4+vXD8mZ\nc1b3u35ha2d+ePkjm/x4f4/O7Ru2f/DeYzN+zODHyCdZN2Ji0fKuXHHrsgFv8/Mr68fcN1TJvjuP\nHHRZ19y+PAtb6xuONmXY/sasWN2dr/68/v35tkMmZquNHOsP8FQR+gDAM96K1d35422tOe7kWXnP\niXelo6s3248blu8eN63fbd92yMQ8d5eR6ejqzT8df2fOunJBVq15NM4XLOvML69emLd8+fb836Xz\nN3kddp9cP6Xar69fPOAkfiOHN+Z5u45KLcmnTrsvd/adB763t5Zr71iet33ljif4rAc2yICCjTrn\nqoWZevSMTD16xrq93E9Ee2dPlq7sWvens7v+/Du7alm23uXrn+ZurU+cem+mHj0jB33slo0+xv3z\n1+TP99XPmLApsf2K522V7cfVh+Z/8vv35pdXL1z3+IuXd+WEsx9c9/6+fv/xG51cb+0kfLtNGp69\npw6+QWCtxcu7cvxZD+b22avS3ll/Lbq6e/OHPy/LkV+6PffNX5Op2zTn02/b8XGXBfBUcIw+APCM\ncvM9K/MPH76p/o9asqq9Z4OwbqiSw144Ll/+56kZO7J/vDU1VjntY9Pzr//f3bnpnpX5zJn35z/P\nvD+jRzSlo7M37X3LqpK8ZO+xm7xebz1kYi6YsTgX37gkl9+8NONGD0lDQ5Xn7ToyJx1b3+DwuXfs\nmLd/9c7c/fDqHPa52zJ8aEN6a/XZ/bca2ZQT3rdLPvCtu5/8i5PktN/Oy09+v2DQ66skn3/XTnnd\ni/qfHu7JDkj/3m/m5du/erjf5ZfevDSXrjfj/JsPmpATP7DrwOv1OA++dm/+2BFNeeXzHv9UeEOb\nGnLqR6bl3f87M0tWduVTp92XT512X0YMa0zbemc12G+Xkfnvd+886HJWrunOZTcv61v/wWf5X9+a\nzp58/+J5+f7F85Iko1sa09beu+40invuMCL/98npGz1cAOCpJPQBgGeEtSHY3VPL0hX1SesaG6qM\nHN6YbbcammmTh2e/XUbl8APGZ9L4wSdgS5Jxo4fk7M/ulQtvWJILrluU22e3pbWtO0MbG7Lr9sOz\n784j8/LnbtXv3OpVBo/hA/cck1M/snvOvHR+7nqoLQtbO1OrJYvXm/Btv11G5bzPPyffOv/h3Dhz\nRVZ39GTi2KE5ZJ+x+fAbJqX7bzib39p1W9PRmzUdG19QR9eGu/0fL7I39bEf93YD3GhTHru3t5Zf\nXbsoVZJaAIloAAAgAElEQVTXvWhchjzOafDWes5OI3Pp8fvmh5fPz5V/ac3sBe1p7+zN1iObMn2H\nEXndi8blrYdMXHdWhoFcdMOSdHT1prGhyhEv7r9xZCDjRw/Jx940JTPuXJ4HHmnP0lVdGTuyKdMn\nt+R1+4/LWw+emIaNPCbAU60abEKZJKmqqjbvx3tvwdUBAJ4qnXn8IckAwLPHTu+akVqt1m/LomP0\nAQAAoCBCHwAAAAoi9AEAAKAgQh8AAAAKIvQBAACgIEIfAAAACiL0AQAAoCBCHwAAAAoi9HlG++ip\nczLp6L/m6+ct6HfdpKP/mklH/zUPL+58GtYMAHiiPnHqvZl69Ix867w5/a6bevSMTD16RuYu7nga\n1oyN+eZ5czL16Bn55PfvfbpXpZ+r/tqaqUfPyKdOe+at25Y2d3FHdnv39Tn887c93avCM0DT070C\nsCmqapDLt+xqAACbgc/1wc1f2pEfXf5Irr59eR5c0J72zt5sNaopE8YMzR47tGT/PUbn4L3HZuLY\noVt83QZ63864ZH5Wru7OkQdPzOTxw7bo+vT21nL8WQ+mqaHKcYdP7nf9/KUdueGuFfnLA6ty2/1t\nufPBtrR39Wb86CH503f+4XGXX6vV8uvrl+ScPy7M7Q+2ZXV7TyaMHZqXPGdM/uWw7TN12+Ebvf8t\n967MGZfMz02zVmTZyu6MHtGU/XYZmXe/ctsc9JyxG73v3MUdOe3iefnjX1szb0lHhg1pyLTJLXnT\niyfk7S+dmGqAN2PS+GE58uAJOevKhbnw+sV5/f7jH/c5Ui6hDwAAzwC/u2VpPvq9e9PW0ZOkvuFj\n9IimrFrTk8XL23LnQ20595pFec8/bpf/eudOW2y9xo0akl22Gz7gxoUzL52feUs6csCeY7Z46J9/\n3eLMnLM6bz5oQnaY2Nzv+u9fPC8/uOyRfpcPtqFpfZ3dvfnwd2bl8luWJUmGNFYZ0dyY+Us6cvYf\nF+aC6xbnpGN3yyuet/WA9//eb+bma794KEnSUCWjW5qyfFV3rrh1Wa64dVmOff2kfPItOwx432tu\nb80Hvz0rq9p7UiUZ1dKYjq5abr5nZW6+Z2UuvnFJzvjE9Awb0n9w9rFvmJxfXrUoJ57zUF7zgnFp\narT57O+V0AcAgKfZQwvbc+x3ZqWzu5Z9po7IR980JQfuOWZdzM1d3JHr7lyeC69fnMYtfPDt0a/c\nNke/cttBr3+6UvL0385Lkrz9pdsMeH1DVWWnbZqz99QR2WfqyCxY1pnTL5m/Scs+4eyHcvktyzKk\nscpn/2nHHHXoNhk2pCGPLO3Il34yO7+9aWmOO/meXHr8vv02Mlx+y9J1kX/UIRPzqbfukK1HDUlb\ne0/OvGR+vnnenJx84dxMm9ySNxyw4V73eUs68sGT6pH//N1G5fhjds5uk1rS01vLZTcvzadPvy/X\n3rk8X/zJ7Hz1PTv3W+/J44flwL3G5Kq/tuaym5fmtS8ct0nPl/I4Rh8AAJ5mP/vDgnR21zJx7JCc\n9Z975aX7brXBHttJ44flLQdPzI/+fc9B9wQ/XWqpD3Pfkm69d2VmzlmdKROG5fm7jRrwNp99+475\nw/8+N9/+0LS87zXbZ9rklk1a9uLlXfnx7+ojAT7w2u3zz6/cbt17se3Ww3LSh6dl6rbNae/qzTfO\n7T/fxDf75qB4/m6jcvx7d8nWo4YkSUY0N+a4IybnyJdMSJKc8IuH0tO74et2+m/nZ9Wanowa3pjT\nP7Z7dptUX+fGhiqvecG4fOFdU5MkZ1+5IPfNXzPg+h9xYH3jwc+v7D/HFX8/itijf/Gflucnf1ia\n22avyao1vRk3qjEH7DEy//Ka8dl7p/7HzsxZ1Jn9P3F3kmTuj/bOzfeuzikXL8qfZq3O4hXdee8/\njssX37l9kuS22Wty4Q3Lc+Ostsxd0pXFy7szorkhe0xpzpsOHJujDt4qDQ39t2OeeN6CfPNXC/OW\ng7bKtz4wOb+4ell++LslmTWvI1WSfacOz3FvmJiDnzNy0Oc1a257vn7+wlx356q0tfdm0vihOXz/\nMTnu9RNy0oWLNlj+QC67ZUV+9selufW+NWld1ZPRLQ153q4tec8rx+XQvQf+gTiQ1e292e+4u9LW\n0ZsffnzHvGK/0QPerlarZf+P352Hl3Tla8dMyjsO3XAoU1t7T864bEl+e9OK3P9IRzq7a9l+6yF5\n2b6j8sHDJmT7rYds8jptitkLOvLdixbnqttXZkFrd5qHVNljyvAcedDA79tbj78/197Vlq8cvX3e\n/YoNt36ecvGifPms+g/87x07JW940YbHVX317Edy8kWLNvp+ALBpLvnTkvzsDwty++y2rFrTk61H\nDcn+e4zO+16zfZ6z04h+t5+zqD0Hf+LWJMkDPzogt9y7MqddPC83zVqZJSu68u71hjnfPntVfnPD\nktw0a2XmLenI4uVdaWluzPQpLXnjgePzloMnDvi5/s3z5uTbv3o4bz5oQk78wK755dUL8+PfLci9\n81anSpW9p47IsW+YtNHjbu+ZuzrfOv/hXH/n8qxq78mk8cPy+v3H50Ovn5TvXjh3g+UP5He3LM1Z\nf1yYP9+3KstXdWd0S2Oeu+uoHP3KbXPw3hs/3nd9q9t78sLjbk5bR0/O+Pj0vGy/rQa8Xa1Wy0s+\nfmvmLunI8cfsnKMO3XCvaVt7T35w2fxcetPSPPBIezq6e7P91sNy6L5j8y+HbZ/ttt68w7gfXNCe\nUy6am2tuX54FrZ1pHtKQ6VNa8uaDJgz4vv3T8Xdkxl0r8qWjp+Zdr9hwb/RpF8/LV896MEly0rG7\n5XUv2nCv6glnP5hTLpq30fdjc7t7zuokyYumj87wYY0bve1AQ7Zf/LFbMm9JR876z70yddvmfOv8\nh3PlX5ZlyYquTJ7QnLcfOjHvffV2647tvuiGJfnBZfMz8+HVqfUmL9h9VD79th0yfUr//2OP/f5f\n/7K13n78nRvc50XTR+es/9xr3b+vv2t5fnj5I7n13lVZsqIrzUMbMm70kOw2aXheuu9Wgx53Pphz\nrl6UJHnNCwbfYz3Q/+VNcd2dy9PVU0uV5JhXb9fv+saGKu9+5Xb5/I8fyKU3Lc3q9p60NNffs4Wt\nnbnrofp7ecyr+t83Sd73mu1zztWLMn9JfQ6BA/cas+66K2+rHypwxIHjM3Zk/9+N3/ji8fnKz2Zn\n6aruXHDdonz8zf03+rzq+VunqaHKdXcsz7wlHdl+3JY9pIJnhmd16Pf21vKx0x7OL69tTZI0NVQZ\nObwhC1q7c/6M1lxwfWu+cvT2OfrlA/8AqJJccH1rjjtlTnp7k9EtjRnSVG1w3M7bT3ggrW3142OG\nD2vIiOaGLG/ryYyZbZkxsy2X3Lwi//exHdO4kR8knzj94Zx11bI0NVRpGVZl5ZreXDezLdff/UBO\n/fAOee0LxvS7z1W3r8q7vzE7Hd31HzKjhjdk7uLOfPNXC/PHv67KgXvUfwgP9POwq7v+upw/o3Xd\n8xw1vCHLVvXkd39emd/9eWU+dNiEfPZtgw/BWl9Lc0OOOGBsfnrl0px91bJBQ/+aO9vy8JKutAxr\nyBH7b/ic7pnbnnecODtzl3QlqR/nNLSpyoMLO3Pm5Uty3nWt+cHHdswLpvX/cHkyLr91Rf7lpIfW\nvX6jWxqzprM3N8xqyw2z2vLrG5bnzI/umJZhj35QHrDHiFx7V1uun9nWL/RnzGxb9/X1M9v6hf7a\n69e+LwA8cb29tXzytPty/rX1X+CbGqqMGN6Yha2duWDG4lx4/eJ88eipeefLB/78qpJceP3ifOyU\ne9PbW8uolsY0PeZz/V0n3JXWtu51n+stzY1Z0dadG2auyA0zV+TSm5fmtI9N3+jn+qdPvy+/uGph\nmhqqDB/WkFVrenL9zBW58e4VOfnD0/LqAcLjmttb895vzExn3+fSyOGNmbu4I9/+1cO5+q+t2X+P\n+ufmwJ/rvfnUafflghmL1z3PkcMbs2xVd67487Jc8edl+ZfDts9/vG3HTXmZ09LcmNcfMC5nXbkw\n51y1cNDQv+7OFZm7pCMtwxr6Tep179zV+ecTZ2bekvoM+fXP9YY8tLA9P7z8kfzqusU542PT8/xp\nm75jYWOuuHVZPnTS3etev1F9n+t/mrUyf5q1Mr+5YUm+/9HdNwjk/fcYkxl31d/Xx4b+DTNXrPv6\nxpkr+oX+2uv332Pg33meSo8sffJnE6pSPwTgw9+ZlcUrujJqeGN6e5P756/JV37+YO6bvybHH7NL\nvvKz2Tn9kvlpaqjSPKwhqzt6cuVtrbnpnpW54At7Z+ftBp5kbv3vz5HNjRk/ekiWruxKby0ZO6Ip\nQ5oevcFWIx/NjJ/9fkE++4P7163j8GENqdXq6/rgwvb87tZlOfLgCRnatOlhfu3t9d9zn7fr5vke\nW9/cvu/r0SOa1u2Nf6ydt6sP1+/oqn8fHrJP/XfDtWeNqNa7zWPtuE1zqtRHQlx9e+sGob/2/oO/\nB1Wmbjc8S+9ZmatvX56Pv7n/bVqaG7P7lJbc8WBbrrtzeY58ycTHe8oU6Fkd+idftCi/vLY1DVXy\nqTdvk/f94/i0NDfkkWVd+fxP5+c3Ny7PZ380L7tPbs6Ldu8fYLUknzpjbl7z/DH53Nu3zeTxQ9PT\nW8v8pV3rbnPo3iPzquePzoHTR2b8mPrLtbqjN5fctDxfPuuRXPGXlfn+bxfng4dNGHAdL7tlRdq7\nenPCuyflyIPGpnloQ+Ys6sxHv/9wrr+7Lf/vx/PyqueP3uAXiiUru/PBk+uR+rxdhufr75ucaZOa\n091Ty4U3Ls+nz5yb++YPfuqZ/z5rfs6f0Zqp2wzNZ966bV6276gMH9qQtvaenHtta75y9iP57kWL\nstcOzTnigE3bA/COQ7fKT69cmt/9eWWWruzO1qP6f+ucfVV9C+Rh/zA6I5of/aBdsbon7+yL/Ne/\ncEw+evjE7D55WKqqykMLO/O1cxfk/Bmtef+3H8pVX5uW0S0b34r9eGYv6MgHT56Tju5aDpw+Iicc\nMyk7bzssnd29Oefq1nzux/Ny9R2r8l8/mZcT3/vo3vf9+75HbpzVtsHyentrufHutrQMa0h7Z2+u\nn7nh9as7enPbA2tSJTlgutAHeLJOuWhezr92URqq5ONvnpL3/ON2aWluzIJlnfnST2fn4huX5PM/\neiDTJrfkhbv3D7Baks+ccX9e9fyt859v3zGTxg/r+1x/NJwO3ntsXvn8rbL/9DEZP6b+C/yajp5c\netPSfPWsB/OHv7TmjN/OzwcO237Adbz8lqXp6KrlK+/eOW86aELf53p7Pvn9+3Lj3Svy+R8/kFc+\nf+sNPteXruzKcSffk87uWvbbZWS+9r5dstuklnT31HLRjUvy2TPvH3QIbpIcf9ZDuWDG4kzdpjmf\neusOeem+Y9M8tDFt7T05/9pFOeHsh3LqRfOy5w4j+h3vO5i3H7pNzrpyYa7487IsW9mVrQaImXOu\nWpgkefU/jHvM53p33t0X+Ye9cFyOO3xypk0enqqqMmdhe75+7pxcMGNx/vXbd+eKr+2X0S1/26+b\nDy5oz3En149d33/66Hz1mJ0zddvh6ezuzblXL8oXfvxArrmjfszy/7x3l3X3e+Hu9QD806wVGyyv\n/rm+Yt3n+vrRn9S/H/76QFuq1PdKbyn77DwyV97Wmj/NWpkf/+6RvONl2zzhPdK1JF/+6exMm9yS\nn3x6z+w+pSXtnT05/bfz8/Vz5+SsKxdm3Kgh+eHlj+Tz79wpRx06Mc1DGzPr4dX54Emzcv/8NTnx\nnIfy3X/b/XEf6/2v3T7vf+3260YSnPKR3Qd8vdZ09OQrP5+dJHnbIRPz0TdOzrZ9oz2Wt3Xnz/et\nyvnXLnpCx/kvbO3MQ4v6RsnuvPl/91q7Lo8dVr++7r7raqmP1lkb+utvDOnpHfi+tVota5d8z7wN\n/+/XRzXUBr1vknT31O9977zBf27su/PI3PFgW26cuULo/5161h6j39bek+9cWN/if+zrJuTf3jAx\nLc19x85sNSTf+9CUvHBaS3pryQnnDH58yl47NufU43bI5PH1WUQbG6p1XyfJyR/aIW940dh1kZ8k\nLcMa8qYXb5VTPlwfKvPDK5YMuvzlq3vy9fdNzjtftnWah9bXb8qEofnusVMypLHKwtbu3HTP6g3u\nc+ZlS9La1pMJo5vys3+fmmmT6lsDmxqrvPGAsfn6+yZn+eqeAR/v/kc6cvplSzJ+dFPO+czOOewF\nYzK873FHNDfm6JePy9eOmZQk+favFw663o+1784t2WNKczq7aznvutZ+169Y3ZOLb1qeKslRh2w4\nZP97Fy3Kw0u68sYDxuaUD++Q6VOa1w3N2mHi0Hzng1Py0r1HZtGK7vzsyqWbvE6D+favF2VNZ2+m\nbjM0P/7kTtl52/qHydCmhrzjpVvny++q//J21h+XZfaCRzeYPG/Xlgxtqr8n629IuXNOe1as6c0B\n00dkjynNmTW3I0tXdq+7/qZ7Vqe7t5btth6SKRO2/KluAErQ1t6T7104N0nyr6+blGPfMHndUNht\nthqakz60W14wbVR6a8mJ5zw06HL23LElJx83LZP6Zv+uf64/Omz1//tQfZj22shPkuHDGnPEiyfk\n5A9PS5L8+Ir+s3SvtWJ1T0543y75p5dts97nenNOOna3DGmssqi1Kzffs3KD+/zgskfS2tad8aOH\n5Ef/vse6Y26bGqscfsD4nPC+XbJikM/1Bx5Zk/+7bH7GjR6Sn31mz7zmBePSPLT+uoxobsw7X75t\nvnpMfUKuk3/98IDLGMg+O4/M9Ckt6equ5VfXLR7geXbnkpuWpkry1kM2jITvXzQvc5d05PADxuc7\nH56W3ae0rPtcnzKxOd/64G45ZO+xWbyiK2dfuem/awzm5F8/nDWdvdlpm+b83yf3WHdKs6FNDXn7\nS7dZd8zyL/74/7d35+FRlWf/wL9nlswkk5nJHpaEgBIJS0DZEkA2rQso4oaiVGvdcGvVt77tz7eX\nbV1e9S1WqYBWrbXWBbSiEhaFKotQSFgsQpAsLElIQrZJJpNMZp/z++PMmSxzJiRhH76f6/LyMicz\nOc6cmefcz3M/912H8lpn8HGXDTVCq5HekyMdJlIOHmtDi8OHnCwTstINKK1yoKmlfZFnT2lLYFyP\nQnqy8ors6XDXlf2QaJKuy9/94yhyfrkHj79Rir+tP449pS1we7uJ/DpQqwS891QWhqVL15k+So3H\n5qZh8ghp1XjZ6ir8Ym4a7rm6f/BauiQtBi8HrqNv9zbB08O/1RPFlW1oc/lh0Knx0r0XBYN8ADAb\nNJg+Og6LH86EVtPzsKSwTFp0MejVnZ7vVElLlp7T7vChplF5ce1QVfs1VW9tv37k7x4RQGllW9eH\nSY+t7vjYzhkc8vdVaZXyY70+EWWB69zu8MHhUv7uyBwofU72l9kVj1PkO28D/e8KW9Hq9EOnEfCI\nwmq6SiXgibnSwLSzxI76Zk/I7wDAwlnKK/E9kTPMAFO0CpUNHtRalZ8/LVGLmxRWzVPjtLj0omiI\nAIornZ2OfbW7GQCwYGYCjNGhq9tzcszICBNQfrZNWlW/IceM/mH2vF83wYwojYCSKhfqwpy3kjtn\nSKl9n2xtCjm2Kt8Kl0fE4NQo5HZZ1f50mxUCgAdnhV9lkDMLth5o7fH5KBFFEesCr98D1yQFb8I6\nunNGPPrFayECWLOrfRZfp1UF35P8Lqn6gLRan5tlgAigoLjj8dbgcSIi6puthVa0On2I0ghYqLCa\nrurQJ3t3SQvqm5XTm++fpbwS3xMThplgDKTU11mVn39gog5zFVbNU+KiMOaiWIgASrrc3K/fLS0I\n3DEzFcbo0NXt63ISMShZOVj5fJu0qHF9TmLYgGbWhERoNQJKqxxhz1vJ/BnSfdI/t4YG46vzLXB5\n/MhI1Yes0q7cJq2+3j9Lef8xgGBmwbYDzT0+HyWiKOKr3dIiwL3X9Fcc1+fPSEG/+CiIANbtal98\nkcZ16T3puGofTMvPMmNiljEwroceP5Or+QCQZNbik9+ODBaWa7B5kJffgOc/KsOtzxdi9MJdePyN\nUhwKEwDKFlyhfJ1NCaSHR2kExfduXKYRURoBHm97IHkqGAMZHR6fv9NCycloCNzXmw2nJzk5N8sM\nrVqACOCtddUhx51uP97r0Lav1dkebCebo5AVmGR556vjikUK31xT3eGxnSdVpmZL79Oq7Q2obQr9\nPC/fVItme/vr2PFvdxQXeG0stp7f61NkOW9T9/eXSTNhIwbpw6Z652YZoBIAUQT2lzlxxZjOga8A\nYPzQE1ffXF3QjM+3W7G/3IFGmxcub+gHttbqRWpcaGA9Zojy/hpAyjwAgGZ7+wfU5fGjpEpKRZp4\nSfhzm3hJDMrrQz/8cnbAp1ubkFcQfnD1+qSUoepGD1IUzlvJLZPj8cLyGhyscGJ/maNTocMVW6Tg\n//apnff5VVncqGmSvmB+uqgsbN9ST+A1lffw91V5nRstDj8EAJNHKAfegiBg8nADPt9uRWFZ55Sn\nSVkG7Cxpw44iOxbMlDIT5P33k4YbcLzRg3c3WLCjyI5Z482djned4CAiop47EFh1Gj7IEDbVe2KW\nKTiuF5bZMXNM50lvAT3br7u2wIIvt9fjQLkdFpsHboVxvc7qVuwZPnpI+O/61Hjp97uO66VV0vau\nCd3sVx9/iQkV9fUhP5ezA1ZurceagvAZhL7AuH68Ufm8ldw4ORkvLi9HUUUbCsvsnQodfrpFCv67\npvxWW1yoCQQf9ywqCttXTV4Rlvfw91VFnQutDqlW0qQRoTWNAGlczx1uwpfbG4LXkSwny4RdJS0o\nKLIFW7AFA/nhJhxvdOHvG2pQUGTDteMTOx8/w4E+AFzcPxqfPTMK+4+24tv/NGHPoRb8WGZHU6sX\nLo8fefkN+Hq3BYsfzgxbhE5eye8qMbDtMi1Zr1jsT6USkGDUoqbJHTbDpC+GpOoxJFWPo7VO3Pzs\nftx9VX/MGBOHi8PsQe+JxpbTG+gnmbW4c2Yq3v+mBu9vqIExWo0FV/RDglGD4so2vLi8HNUWFzQq\nAV6/iK47LH55YxoeWVKCHyvseOj1Ejx1azoGp+pRa/Xgr+uqsW6nBVq1AI8v9LH3XTsA/9xSD7vL\nh58tOojf/XQwxg41wuHyYU2BBf+7vDz4WEBqIajEHKiRYG09NZMrdP45bwN9S4v0BSQHy0p0WhUS\njBo02LxhZxATTeH3g3t9IhYurcDXe6QvfAFAlFZAolET7F/aYPPCLwIOl3KKk0FhRV6m10ofTPmD\nCkg3B2LgbylNHMjCBee1Vun/s9Xph93ZfdqVAMDp7nkrFLNBjesmmvH5dis++a4pGOgXVzqx96gD\nahUwr0ugX2dtf91PNIsrnc/JpYrJ1wUA9O/m2pCvm67nlJsViz/n1SM/sGIviiLyi+yI1aswenB0\nMDVfDu6dbj/2HpFu4BjoExH1nSXwfdwvPnyQqtOqEG/UwmLzoCnsuB7+1sbrE/Ho0hJs2COtEEvj\nugqJRg1UgXHdYpMKi7X1YVyXK6F7O2yubbZ7g+N6dwF4uHFdzrxrdfpgD7NyJ+vtOGo2aDB7YiK+\n3N6Az76rw6jBUgp8SWUb9h1thVolBNuAtZ9P+yJDY0v3k/OnZlxv/xvdXRvyJEvXc8rJMmFpXhV2\nBlbsRVHEziIbYvVqZA82ID2QSSEH99K43iotuPQi0H97bTXe/ip05XdgYhRWPTu6x88jyx4Si+wh\n7Z2ZDpTbsXJrPT74pgZur4hfvXUI4zKNitdUuOtM3u+fYg5/fyT/jtfX8/vDE1GpBPz5kUw8uLgY\nFfUuvPBxGV74WLr+poww46YpSfjJ2IQTP9EZ9vQdGSivc2LzPiuWrKrCklVVwWMCgKduTcd762tg\nafHA1GXCYdaERDxxUxoWf1GJDXsag985shmj4xClVWHDnsaQic20JB2WPJaJx5aWoLiyDQte7tzN\nID1Z6tbxRmCr08nWtqLIdd4G+jKX5+S+iLpr4/HRpkZ8vUcq1vI/t/XDrPGmkImFcY8XoabJgzPc\nOjQsuWbIswv64/5relaQpzcWzEjA59ut+GKHFb+7sx+iNCqsCBThmz7KGPL6yOcjADj41gjFrQin\ni8sjIraXk8XjM2OgVgE1jR6U17nhcPlhtfswMzsWKpU0yXPJAB2KK51otvtwoMIh9bw1a4K1AIiI\nqO9cnpMLDLsb15dvqsWGPY2I0anwm9sycM34hGCAKJv0+B7UNLnPoXFdOpHfLRiMn4dp1XUy5s9I\nxZfbG7BqRwP+584MRGlUwSJ8U0eZQ16fjuP6D29NUEwRP11cHj9ie3kfMS7TCLVKQE2jGxV1zsC4\n7sX07LjgCnbmgGiUVDrQbPfixwo7PF4RyWZtsBZAT7S5fLDYPCEJDtEKWw36YmSGASMzDBg9xIAn\n3zoEh9uP1fkW3KfQ+u1clD0kFpsWXYb1uy34bn8z9pS2oKLOiXW7LFi3y4IZo+Pw7n9l9bj4oFwJ\n32o/favVOq0Kf/tVFlbnW5C3oyFYMDNzYDTu/kk/5A43Y/HnUl2MwamhtRwevykdU7Pj8NG3tSgs\nk1plpyVLW3/mz0jB/Bd/DPvYmWPiseGlS/H3DcdRUGSDJVAIe+aYODwwewD++tVxAED/RF3Y2gbN\ngZX8uNjzPtyjPjpv33l5xr7KEn4vmtPtR1PgIu9uhj+cNTul1Pcn5qbg51eFpkf5/CKaWry9qhJ6\nImaDOvh8NVYPstKVi8CE21ufbNLgSI3rpFPgw8nNMmBIahSO1rqx4fsWXDvOFCzON396aHuelA5F\nDCsbPBiefnoD/SRTx7/nDvu+y50VunYPiNGpMGZINL4/7MCOolY4XNIdzaTh7bPqk4YbUFLtQkGx\nPbiFhKv5REQnR/7+7i7V2+n2B9NQE/owrq/bKaW+/2JuGu6+KrRFn88vorElNFg7GWaDJvh8tVZ3\n2PtwzqoAABHXSURBVLTqcON6kkmLozXOYLuvUy0nyxRMq/7m+yZcPS4BXwSK83UtwgcAyR1Wg6sa\nXMhKP723kkmmzn8v0aS8Gi23pOvaCi1ap0b2EAP2Hm5FfpENzkCmRse2ebnDTSitdmBXsS1Y5K23\naftP3JyOJ25O79Vj+mLu5CT8v78dgcvjR1lN+Irr5yJ9lApzJydj7mQpS+RYvRMrNtfhzdVV2LzP\nio821oa0QQxHvg6bT3NauiAIuGFSkmI3i8KyVnj9UrvHsZnK23LGDjUqbify+UUUHZOutXCPHZik\nw2/vHKx4TN6iMnZorOJxoH0SJNxnhiLfeVuMLztDCoCP1rbvAe8qv9gOn1+adc7O6P0+oOOB5x2V\noRxs7yppU9yvfzJ0WhWGpekhAthZEr7YSkGYY+MzpRuITftaFI+fCncEquqv2CK122uweZEQq8Y1\nY0MHxfTkKCSbNBABbPzh9J2TLCMlCqZoFUQA/z6oXGXU7xex46BUQK9jnQGZ3Iox/6C9UyE+mRzU\n7yhSPk5ERL03MkO6YT1a61QsQAUAO4tt8AVurEdlhL/BDUfeWz4yQ/k7e3dJi+J+/ZOh06pwSVoM\nRAC7u7R566hrCziZXJhty77QjjenihzQf7qlDhv3NsFi8yAhVoOrFNKp05P1SDJJBW03/3D6zkk2\nKEUPY7QaIoAdB5VrD/n9IvIPSq9fxzoDMrkVY8FBm+L+ezlFv6BI+fi5RBCEYEHC3lSpP53kRXil\nonPdSU/W47/nDcL1uZ1rI/TEyMD73ObyobLh9EyCnUjeDmlCbESGodf1Brbss8LWJhUfnT2hd9sW\nmlo82FooffaUCoPKigNFQUcP6f13JUWGc+Mbog+mZxthjFbB7RXx5trQ4jU+v4jFX0qpZznDDJ3a\n4/WUnGZ+8Fho5VGvT8T/fSZV2zzV2X3XjpMGl483NaLFEbofb+2uZlQoFOIDgHmXx0EAUFrtwocb\nu29V17FYUG/cPjUeWrWALYWtWLZGeu1vmRIHjVp5DeS2wL79v6yrDzspA0gDxKko/jJ7glSs5931\nDXAo7A38eHMTaqxeqARgzsTQwj5y0L69yI6CYjsMOqkaf9fj3xW24vvDbVKBIAb6REQnZVq2GbHR\nani8It5aG7rX2ecXseRLKU12wjBTp/Z4PSWP60XHQifLvT4Rf/pMatt3qsf1q8dJN/LLN9WhxRG6\nAvnVLguO1SsHK7dcngwBUjuujzeGbxcMoFMl7t64dWoKtGoBWwut+Msaad/vjVOSw47r8r79d9ZV\nh52UAeRx/eRXXOWic++tr4HTHXqfsGJzHWqtbqgE4LqJoRmYuYGgPb/Ihp3FNhh0aoy5qD34kYP6\nrYXN2Hu4NVB358wH+rtLbCfcurJ5X1PwfR6RceKC0meCvJ0i3H3liVr1ybUteto+EJDqEAxK1kEE\n8MPhk+vY1Bc/ltvx/r9qIAB4ZM7AXj3W1ubFi8vLAQC3T09BvLHn32WiKOIPH5TB7RWRlR6DKy8L\nzaaV/XBEel16U2uCIst5G+jH6FT4xRxpBvrdDRa8nleHtkDxueONHjyy7Bh2lbZBrQJ+fWtqn/7G\n9GxpEFi8qg7rv7fBH9iYVlrtxM9eLcMPRxyI0Z36l/DeqxMRZ1Cj3ubFgkVlKKmSJhq8PhFf7rDi\nybcrYQ5TeCNzoB4PXCvN7j39fhVe+rQmmKYOAC0OH77da8PDyyrw4JLwfYi7k2TW4CeXSr2M5UB3\n/rTws5GPzUlGRnIUGlt9uOG5w1hd0NypOE9FnRvvf2PBVb89FCx8eDJ+eUMKYnQq1Fi9uPuVMhw+\nLt08uTx+fLSpEc98KN1A3jE9AYNSQgvWTBwmdWuosnhQb/NifGZMpz1jyWYtLuqnQ1GlE06PiASj\nBpkDz1yfXSKiSBStU+PRwA3z3zccx7K8SrQFis/VNLrwy2Wl2F3aArVKwFO39i1Femq21Mr19VWV\n+Nf3jcFx/VC1A/e9WoQfjrSelnH9nqv7wWzQoMHmwT2LioL9sb0+EXk7GvDfbx8OW1Br6MCY4D7s\nZ94/gj9+WtGpr3eLw4tNe5vwi2UleHRJSZ/OL8msxRWXxsMvAv8JBLq3TQtN25c9PGcgBiXr0Njq\nxc3PFWJtgaXTuH6szokPvqnBrN/uCylC1heP3jAQMToVaq1u/PyVIhwJ7JV2efxYvqkWf/jwKAAp\nMyE9JXQ8Hj/MCJUgbQtpsHkwNjO2y7gehSH99CiubIPT40eCUYuhA898EP3u18cx5cnv8eLyMuwu\nsXWa1KizuvHG6io8tqQUgFSYcLZC1f1Tse2kt88xLE16rfLyGxQnKjbuteKmZ/djxeZaVHVYfXe4\nfFi+qRarAltFpmWHtqPuzuWjpN+XO1Mo8fqk7Tj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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e5cfd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0A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\nB6XJaf+4HqcLC4zrtb7CYkrpsE33qp8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Pgf/ukajGN29mNXtOWY0DS5eXYenyMqhEqeOG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\nRBRCGOgTERERERERhZD/B8EjRz54JYdDAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597edf0d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQ\nBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACA\nEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoA\nAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAi\nQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAA\nAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkTo\nAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABA\niQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0A\nAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAWOPMC+dl6vHT8okfPPp0rwoAPGl1T/cKAAAkycfP\nfjR/uH7JBtNqa5Ihg2szrLEuUyfUZ59dG3PsISMzYeygp3RdiqLoM+1nly5KS1t3XnfYqOz4FD9+\nf178wXsyr7lzi+b942m7Z4+dGrbaY0+f1ZZpD7bm7ofbcvfDrZk5d1V6KsnRB43MGadM/qeWvSXP\n6xNv3jEnHTOuz/R7HmnL3+5Yltumt2Tm3FVZ0dqVxvraTJkwOEcdOCJvPHJMBg3o/7jWhdc051M/\nemyzj9swqCZ//8m+faZXKpXccl9L/vFwa+55pC13P9yWuU3V5/D5/5yYN79k7GaXC/BUE/oAwDNK\nXW2RkUOqb1EqqaSlvSdzFnVk9qKOXDlteb7123k56oAR+dx/TsrIodvurcy5ly3KvObOHLjnkKcl\n9NdqGFSTxvrazc4zoK7vjop/xsfOeiwPzG7vM31rPsqIxtoMqOs/yhvq+07/4w1L8rGzHu39eu1O\noRWt3bnjwZbc8WBLLriqKT/75G4ZN3LgJh93/Z+3jQ0e1P/6rGzrzolfntHvbf3tJALY1oQ+APCM\n8m9TG/PzT0/dYNrKtu78fWZrLry2OZfdsjSX3ros02a05reff07Gj9p0xG1tz4SEO+mYcXn/67bf\npo85sK7InjsNznN3aczeuzTk8luX5bq7V2zVx/jeqbvkgD2GbvH83d2VNAyqyXGHjMqxh4zMflOG\nZEBdkdZV3bno2iX5xq/nZubcVTnljEfy288/Z5PL6e/nbUs0DKrJXpMb8rzJDXnuLg358i/mZvHy\n1U94OQBPBaEPADzjDW2ozaF7D8uhew/LdYeNznu//VAWLl2d939n8xG3tVXW/PtX89vPPyc1Net2\nc9z+QMvTuDZV+01tzJXf3iujhw3YYHpjfW2Of/nYNA6uySd+8Fjueqg1t96/8gntRHg8wxrr+gzp\n/8YF87ba8gH+WUIfAHhWOXTvYfnkWybk8+fOzl0Pteaqactz5H7D+8zX2dWTX1/VlL/cvDQz5qxK\nW0dPxg4fkEOeOzQnHzsuu+5Qv0WPd+aF8/K9ixb0fn3CaRsO2T5g9yH5xWeqR4R7eiq57h8rcsUd\ny3PPw61ZsGR1VrR2Z+TQuuyzW0NOfPl2OWivrRec28r6kf9MsfP4zX//jjtkVD7941np6q7k3kfb\nt2roAzzTueo+APCs84YjxmTM8OrxiotvXNLn9kVLV+f1n30gXzxvTu54sDWtq7pTP7AmC5Z05sJr\nm/OaT9+fv962bIseq7G+NmOG12Vt645orM3Y4QN6/41Y7/zumXNX5Z3feCi/ubop9z/WntVdlQwc\nUKRp+er87Y7lOfHLM/KDPy3YxCM9dS68pjlTj5+WqcdPy7ymLbug37a2tUdK1NUWGbLm3P6enn/F\ncRjAvzJH9AGAZ50BdUUO2nNoLrlpae54cMNh5Ku7KnnPtx7KA7Pbc8heQ3Pqf+yQ5+3SkNqaIouX\nrc6PLlmYcy5blI+d9Wh232mPTNpu8xfWO+mYcTnpmHG9V4ff3LnkAwcU+Y/DR+fog0dm390aey+a\n17xidX59VVO++/v5+dZv5uWgvYZmn10bn9yT/yea9Zl3XH6d034+JwuWrE5LW3eGD6nNXpMb8uoX\njsoxB418UiMKZsxpz7LW7iTJ1ImDNznfg3NW5aiP35fZizpSV1tkhzED86LnDcuJrxj7lH+6A8BT\nRegDAM9Kz5k4OJfctDQLl6xOd08ltWti8KLrmnP3I215we5D8pNP7NY7PUnGjhiQ/z5+QlZ19uSC\nq5pyzqWL8v/eNnGrrdPO4+tz2jt36jN99LABee9rtk+lknznwvk5/8qmJx36P/nLwvzqysWbvH3q\nxME591NTNpj2bLgQ/AOz2jN4UE3qB9VkyYquXHvXilx714r8+qqmnPXhXTO0YfOfNLCxb/+2es78\njmMG5uDNnC6xbGVXlrd0ZVhjXVrauzNz7qrMnLsqF1zVlNNOnpTjDhn1Tz0vgKeD0AcAnpWGNa4L\nv2UtXb0XZbvouuYkydtesd0Gkb++4w4ZlQuuasoN92zdK8c/niOePzzfuXB+7nzwyV/Mrq2jJ+0d\nPZu8fVlLV59prztsdF532Ogn/ZhPpZftPyIH7DEkB+wxJMMbq29N5zd35rzLF+Vnly7KrdNb8oEz\nH87PPjnlcZa0zq+vasrf7lieIsl/Hz8hdbV9fw7GjRqQD75++7zigBHZeXx96mqLrO6q5MZ7VuSr\n51ev2P+Jsx/L+FED84Ldh2ytpwuwTQh9AOBZqdLPEPau7krueqgtSfKZHz+W//nZrH7v272mk+c3\nb/2PQ1vV2ZPzr1ycv92xPDPnrsqK1q7ex1tr4dIn/7jvf9322/zj9Z5Knz5hQp9p248emE+8ZUIm\nbDconz9ndm64Z2Wuv3tFXvS8YY+7vFvuX5kvnDc7SfLWl43Ny/Yf0e98L3resD7LG1BX5PB9h2e/\nqUPyus9Oz2MLO/KNC+bm15/bdp/sALA1uBgfAPCstGLN+ddJei+It7ylK13d1T0Ay1u7s2RFV7//\nlq856t3Ruekj40/GoqWr86r/vj9f/uXc3Da9JctWdmXQgJqMHlaXscMHZNTQ6npu7og867z1pWOz\n45iBSZKrpi1/3Pnvfrg17/7mQ1ndVcnL9x+Rz57YdyfClhjaUJt3v2p8kuSuh1qzdGXfURIAz2SO\n6AMAz0rTZ7cnScaPGtg7RH/txdWLJH88fffsPqlhm67TaT+fnUcXdGTSdoPyibfsmIP2HLrBueWz\nFnXkpR++d5uu07Pd83ZpyNymzsxZ3LHZ+abPass7vjozrat6cujzhuWM909O8U9cnGDvXas/O5VK\nMrepMyOHetsMPHs4og8APOt0dvXk5ntXJkn2333dRe1GDFn3MXhzt/HHyHV29eRv06rnhX/zfTvn\nZfuP6HMBuaZlW/9UAZKH5q3K2788M8tbu/OC3Yfkfz+0S7/n5QP8qxD6AMCzzm+uas6SlV0pkrxq\nvauiD6gr8rxdGlNJcu1dW/dCe2sPDm/q0+2WruzK6q7qrXvu1P9IghvuWblV16nsKpVK7n64es2F\nTX3U3WMLO/K202dkycqu7L1LQ3700V0zaOA//xZ37bUekvSePgDwbCH0AYBnlev+sSJfPX9OkuT5\nUxpz+L7DN7j9dYdVw//31zZn+qy2Pvdf34rWLT/3esjg2jX36e739sb6dUfvH1hzWsH6Fi1dnZ//\nddMfi0df51/ZlLlNnSlS/cSCjc1v7szbTp+RRctWZ4+dBudnn5yShvon9jF8/VnZ1p0fXrwgSbL3\nro2G7QPPOkIfAHjGW9nWnev+sSKnfu+RnPy1melYXckOowfmux/cpc+8//HiMdl3t8Z0rK7kxNNm\n5DdXN6WlfV2cL1zamd9f25w3f+GBnHvZlof31In1SZJLblySjtV9L6Y3ZHBtnr9bdTTBp374WO5/\nrLqToaen+pFtb/3Sg0/wWW/CpoYUbMaF1zRn6vHTMvX4aZn3JE5pWNXZkyUru3r/da4ZudDZVcnS\n9aa3req7E+TjZz+aqcdPyxGn3tPnti+cOztf/sWc/H1m6wYXRpzf3JmvXzA3Xzi3evX8g/YcmkP3\n3vAK+c3LV+dtX56Rec2dmbJjfX72ySl9TpXYlDmLO/KGzz2Qi65rzsKl616Pzq6eXHvX8rzp8w/k\n0QUdqa1JPvrGHfpdxsq27ixZ2dX7/HvWfAxE26ruDV6Tzi4XXgS2PbsnAYBnlDsebM3B7/1HkuqF\n0FpXdadj9bq6rSmSow4cmc+9fWLv1fbXV1db5KwP75JTzng4dzzYms/8ZFY++5NZGdZYm47Vlaxa\nE5RFkhduwce1rfUfh4/JxTcuzaW3LssVd9yV0cPqUltTZN8pjTnjlMlJkv8+YUJOOG1GHpjdnld/\nenoGD6xJT6WSjtWVjBhSly+/c1Le8+2H/4lXJ/nJXxbmV1duegdFUSSfOWFijj5oZN/bnuRj/vDi\nBfneRQv6TL/i9mW54vZlvV+/9tBR+ep/7bzFy21d1Z2LrluSn122KEWqV7vv7qmkddW6OD5wjyH5\n7gcn97nvr65syqMLqhfom79kdY75xH2bfJxjDh6Zz5wwcYNpf5/Zmr/PbE2SDBpQZPCg2rS0dadr\nzRUdGwbV5PPvmJQD9xza7zLf/a2Hctv0lj7Tv/KrufnKr+au+/pdO+V1h43e5LoBPBWEPgDwjLD2\nHPju7kqWrKgOqa+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yp/1yYa7+e0t+/Jfm/Nex/Z8b9NfbV6ZjdSWnn7R9Xn/o8NQPrMns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\n+X9DvOzf76GLkwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cd0d90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACg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\nrQfT3qpEnChApxHQ7AogThTw92nd8cYXtVEr7nd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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598042ed0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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v8GS/TyWvXGHgfQO8UAR9AOAloRMEp07tGThtnmHJgqOSZRZPVn9Zsu5qyds2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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5983a5fd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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67/Mzq7k9VZKjDlj7RHxPPMHhE7V1dOecv9UvQ3jQnkPTp/HxYfvdG5k3SX52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\nExEREREREYWR/wd0ukBx0Dx0uwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59858fb90>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"blue\" - Reflectance Recovery                                             *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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dCrs4CIJjgiBYB6wHmgK/2Zf77M2xLY7llWGvUDmjMo/MfoTB4waz5Lsl+3Kr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UstjWGFJKlVmL9qPr949Rf8buLvqj8UH9LnEC7/5OV8ZuBndu439xs2wFtvpeXp6v7i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\n/Tl6dOzBoG6DNrns3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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59834f850>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RZmbHXyeZmxBvenp0LhROz1u/mGZzaknbNDk5mMcf+Y1MjB+fW9Zo60xboyNV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\nZd+OP8rE2PHsefwPs+2uu5+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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e3b0d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAA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\n1zI/M7h0vf5TH0qtuSNdG25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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597db0390>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AL5bQBwBeFhavgW/MLV5/X1W1NDW1p6V1VTo6NmfFituyZt3r09a25rL7amnp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\nAAAACvI35zs98IYhrOkAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cafcd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAKBAhD4AAAAUiNAHAACAAhH6AAAAUCBCHwAAAApE6AMA\nAECBCH0AAAAokFK9Xt/4zlJp4zsBAACALVWv10sfvu2uoQ8AAAA8XEzdBwAAgAIR+gAAAFAgQh8A\nAAAKROgDAABAgQh9AAAAKJD/AK466+ewP0iKAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5982fc850>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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TI4t/6vW5U9cbjZklz8/OLh9k8MDB38gDD34wjzz6by+5jfHxMxkZPZzkuU/b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\nfZma7E97x/asXXfnivO0tm3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9Xi/d/diGQR8AAAB4sijdBwAAgAIR9AEAAKBABH0AAAAo\nEEEfAAAACkTQBwAAgAL5L6ud+n5xqNwTAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fc3410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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OvZjRsRczOPh47tr5Y2loaL5k2y2b/1JOnnoohw7/XnrXviFV1XjF1wqsDEIf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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597dfcfd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VBZcycPa+fPGBd+SLD7zjOV1KXq/XMjs3vvSrvnjpeqMxd97r8/MXDzJ48NBv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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c43a10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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el6cOvStJ40qBtb13n7XsqcHP54m9b83wyINnPVKwVpvNyOjX8ujjv5Wp00dT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\nzo1mcOjeHDr87jzy+G/mKw/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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f75a90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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d5yw7+8FB36mHMzV54UiL48c+mWT2Q5vFvvEHuJ4JfQDgujc9PZ7BgSezb88H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\ngt/UvCxbtr4lXd23J0l6jn4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AJSLoAwAAQIkI+gAAAFAigj4AAACUiKAPAAAAJSLoAwAA\nQIkI+gAAAFAigj4AAACUiKAPAAAAJSLoAwAAQIkI+gAAAFAigj4AAACUiKAPAAAAJSLoAwAAQIkI\n+gAAAFAigj4AAACUiKAPAAAAJSLoAwAAQIkI+gAAAFAigj4AAACUiKAPAAAAJSLoAwAAQIkI+gAA\nAFAigj4AAACUiKAPAAAAJSLoAwAAQIkI+gAAAFAiRbPZXPvFolj7RQAAAOCmajabxXufu2bQBwAA\nANYXpfsAAABQIoI+AAAAlIigDwAAACUi6AMAAECJCPoAAABQIv8Fd+s3EGBlNVwAAAAASUVORK5C\nYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cd1cd0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"green\" - Reflectance Recovery                                            *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Tp7c43R4XkiSp0LBYIUlKnKefhgsvhDPOgFGjUp1NQuzI2sGrC1/liRlPMGbe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\nRETOQmGFeLX4w/FM/HMi41eOZ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       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984da590>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ZyLr//mD69vVm+uIZufbf3HzK+49Xj9TZ8PHHs+/JPWlpb8m177s50xbN+Mae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\nAABgIwR9AAAAAABs5P8BW/eTNqpyiNoAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984f5790>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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NxglHN12HBAAAAAUR+gAAAFAQoQ8AAAAFEfoAAABQEKEPAAAABRH6AAAAUBCh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\n5lQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c5e650>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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JCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAA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\ne6s747pVVZYbfzsAALBmDtOhu75zj4b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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ca8c90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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66s+jr7svr3z65Tz/x5uSJIuuXZQFV7k+H7jwnNEHAN5Sjmw/kgd+9oH6J7X6\nRGnj8ZfUz85efvuyXP+Prp+YbX+yhsaG3P7P78gzv/t0jmw/kuf/9Pk8/6fPp3lmc0aHRk+J9EXX\nLT7r7Vp196rse3JfOp/pzIGNB9IyuyVVQ5V5a+fn1h+u30Lt2u+6Lo//+mM5vvd4vvIfv5zGlsbU\nRmsZHR5Ny2UtufGf3JSnf+epc/zO1O34/I7s+tLuaZ+vklz3Pddl2R3Lv6b3mWz7Z7dn232vnPb4\ngef258Bz+yc+X3HXytz8gzdPv2Hncd0NTQ257d7b8+RvPpHB3sFs+uTGbPrkxjS1Np1yUGDe6nm5\n4ftufL0v8Q0Z6BnIS5/ampc+tTVVQ5WmGU0ZHR7NyOCrv1sLr16YW3/09ANRABeC0AcA3lJGR0Yz\neLw+7Hk8ombMn5HZy2dn3pp5WX7niokzudNpnd2au37mHel8al/2PrEvx3b3ZOjEUBqaGjLr8lmZ\nu3pelty05LTh3me6FHvh1Yty+723Z+cXduZ4x/EM9AykVqudMuHbvDXz8o6fe2de+fTL6X6lOyOD\nI2md25rF1y/O+m+6KrXR0TO8w9kZGRw5JSinfM3Qa96nOoeLzCcvfravO4e3+VrWPfeKuXn3L74n\nux5qT9cLXTnRdSKjg6NpmdWS2StmZ9kdy7PqXavOOMz+XNz0gzen68WuHHmlO31H+jN4fCBVQ5WZ\ni2Zm7pVzs/zOFVl68+mXEgBcKFXtDMO/qqqqffC3P3QBNwcAeLM0N57dtegAwKXh/h+7L7Va7bSj\nma7RBwAAgIIIfQAAACiI0AcAAICCCH0AAAAoiNAHAACAggh9AAAAKIjQBwAAgIIIfQAAACiI0AcA\n4C3n/nvvy/333pe+7r6LvSmnefQ/P5LP/Pj9Odl18mJvykX3/J8+n/vvvS8HNh242JsCTNJ0sTcA\nAICLa/8zndn72N707O7J4PHBNDQ1pGVOa9oWzMiC9Quy4OqFWbhh4cXezCTJsT092f/cgcxcNDMr\n37Hygr9/5zOdObLjSFa+Y2VmLp55ynO1Wi3dLx/O0fae9OzqSU/70YkDFTd87w254j1Xvu76+7r7\nsuNzO9L1Ylf6j/Slobkhs5fNzoq7VmbVu1elqqpplx0eGM6uh9rT+fT+nDx4IrXRWtoWtuXyWy/P\nmg+tTXNb87TL1mq1dD65L3se6cix3T0ZGRhJ69zWLLp2UdZ+aF0uW3rZlMut/8j67H20Iy/97dYs\nuWFJqobuDtdiAAAdQElEQVTptw+4cIQ+AMDXqZHBkTzze0+n68WuiccamhpSNVbpO3QyJ7tO5PBL\nh5P7XskHf+NDZwzF8+2ypZelqqpUjaeG47E9x7LtvleycMPCCx76oyOjeflTL6Wqqqz/yFWnPT/c\nN5zHf+PxaZZ+/QA+tOVQnvndpzM8MJwkaW5rzsjQSI7sOJIjO46k85nO3PETd6SxufG0Zfu6+/LE\nf3k8Jw6cSJI0tjSmaqzSu7832z6zLR2P7c1dP3NXZi6aedqyo8OjefYPnsmBjfWz8g2NDWlsbUxf\nd1/2fHVP9j2xL7f88K1ZevPS05ZtW9CWFXetyJ6v7knHox1Z9a5Vr/t1Am8+oQ8A8HVq819uTteL\nXWlobMjaD63NqndfkbYFbUmSkaGR9OzqycGNB7L38b0XfNve+0vvu+Dv+XoObjqYEwdPZNG1i047\nmz+usaUxc6+cO/ZnXrb81eYMHBt43XX3dfflmd+rR/78tfNzwz++MbOXz05ttJb9z+3P83+yKYe3\nHsrmv9ycG7/vxlOWrY3W8vTvPJ0TB06kdW5rbvqBm7P4usVJkqPtR/P8H2/K8X3H89RvPZl3/8J7\nTjvrvvV/bs2BjQfS0NiQa77z2qy6e1UamxvTf6Q/m//yxex/dn+e+8Nn8+5//54pv+5Vd6/Knq/u\nyc4Hdgp9eItwjT4AwNehob6h7H20I0my4WNXZ8O3Xj0R+UnS2NyYBesX5JrvuDb3/N/vT9MM54f2\nfHl3kmT5nSumfL55ZnM+/JvfmLt+5h259juvy/K3LU9D09n9c3vnAzsz3D+cpram3P4Td2T28tlJ\nkqqhyrLbluX677k+SdLxlT3p3d97yrIHNx3IsT09SZKbf/CWichPknmr5+X2H78jDY0N6e3sTccj\ne05ZduDYQHZ/cVeSZM0H12b1PasnRgzMmD8jt/7IbblsyWUZGRrJy3//0pTbPm/N/MxcPDO9ncdz\nZPuRs/p6gTfXJf03dm20lt0P786+R/bmZNfJNLY2Zu7quVnz4bWZt25ePv8Tn0uS3P1/vntix/XC\nH7+Qzsf3Ze1H1mXNh9ek/fPtOfD0/vQd7svI4Eju+dX3p6mtaWL9nU92pvPxfTnecTzDfcNpntWS\n+evn58pvuDJzV8+ddtuG+4ez5+HdOfjcwZw8eDKjw6NpnT8ji65flNUfXJ0Z82ectsxTv/Fkjmw7\nkuu//4YsvW1p2j+3M/uf2p/+I/1pbG3MgmsWZv1H12fmkqmPIAPApa42Wkv7g+3peGRPThw8kabW\npsxbMy/rvmld5q9bkPvvvS9Jcs8vv/+UKN34iY3Z+1hHrvrmq7Lum9Znx+e2p/Opzpw8dDIjgyOn\nDDuvjday74m96Xhsb47vOZahvqG0zGrJgqsWZM0H1mbemnnTbt9w/3DaH2zPgef258SBExkdHs2M\nBTOy5IYlWfOhtWmb33baMo/92qPpfqU7N/3AzVl2+7Js/+z2dD65L33dfWma0ZSF1yzKhm/ZkMuW\nTH0N9JvlxIETGR0ZTZIsuWnJGV/b0Hh6rHY8sieb/nhTFly1IHf9zDuy74m9aX+oPb37elM1Vlmw\nfkE2fOzqiWDt7+nP9vu35eDzBzPQM5AZC2Zk5TtXZd2H1015XfdUP+vxx5Lk8MuHT/k8Sd7+03dN\nzCUw3D+cnV/YecrPqmVWS1rnzsiiaxZmxTtWTmzb2eg/0p+uzV2pGqpcfuvlZ73c2ep64WCSZMWd\nK9JyWctpzy9/+4ps+estGewdzL4n9mbDt1w98dzBsUsvZi2blUXXLjpt2ZmLZ2bJTUuy/9n96Xh0\nb1bdfcXEc4dfOjzxe7DmA2tOW7ZqqHLlPauz+S9ezIHnDmR4YDhNracnxLLb6r/bHY/syfx189/Y\nFw+cd5ds6I+OjOa5330uhzcfSpL69Vu15NCLh3J4y+Hc+M9uOvPyQ6N58tefyLFdx9LQ2JCGllN3\nYMP9w9n4+8+l+6Xu+vqrKo2tjRk8NpADz+zPwWcP5Orvujqr3nvFaevu7ezNs7/1TPqP9E9sW0NT\nQ/oOncyeL+7O/ic7c8u9t2beuqn/ITHcN5wnf+2JHO84Xr9OrqHK0ImhHHh6f7q3HM6dP/f2Ka+v\nAoBL2ejIaJ7+7acmrhdvaGxIrVbLwRcOpmtzV2754Vtfdx0jw6N59FceTc+uo/XrjFsaM5KRieeH\n+4fz9O8+ncNbx/79UFVpnNGYgWMD6Xy6M/uf2Z9rv/u6rL5n9Wnr7u08nif/65MTk6s1NDakoakh\nJ7tOpv2h9ux9fG/u+Ik7Mn/dgim3bbhvKI/+50dyrOPYxP59sHcwnU/ty6HNXXnXv7l72uHgb7b+\nI/2ZtXTWOS+/9W+2ZMfnd9S/J80NGTo5lAObDqT7le7c9bPvSNVQ5YnfeDz9Pf1pmtGUWq2Wk10n\n8/LfvZT+7r7c8Jqh6NNpnd2akeGRDPcNp6GxIc2XnTpnwPjZ86G+oTz6nx6ZOPNdVVWa2poyeHww\nA8cG6me/G6pc823XnPXXePil+u/MrGWz35TRDeO/V9NNeldVVS5bclkGewdzaPOhU0K///D4stP/\nDMefO7rjSEYGR9LYUj9r3ze2bPPM5rTMOv0AQ5LMury+7MjQSI5sO5LF1y8+7TXz1tbj/tDY/1vA\nxXXJhv7Oz+zI4c2HUjVU2fDtV2fl3SvT0NyQvu6+bP2Lrdn831884/J7vrQ7DY0NuemHbsrim5ek\nobEh/d39E8H/widfSPdL3Zmzak7Wf+yqzF8/Pw1N9R1Xx5f2ZPv92/PSX72U2SvnnBLsQ31Defa3\n65G/9LbLs/ab1uSyZbNSVfVJbbZ9env2P9WZjX/wXN75i++aclKb7fdtS/PM5tz2L27PgmsWpKqq\nHNl2JC/80fPpP9qfbZ96JTf98M3n9xsKABfZtvu2pevF+hnTa7/z2qx69xVpbK5PCPbi/3ghL/zJ\n86+7jt0P70rVWOXWH7ktS29ZmobG+r8NxqNm4x89l8NbD2XuFXNz9bddkwVXLZjYv+96eFe23fdK\ntvzl5sy9Ys4pwT7UNzQR+ctuX5b1H7kqs5bX9+8nD9WDdd+T+/LM7z6T9/yH9065f3/l06+keWZz\n3vaTd2bRtYtSVVW6t3XnuT98Nv1H+/PS327NrT962/n7hr6O2ctnp7G5MSNDI9n6N1ty+723p23h\nGz/QcKzjWI7uOJrrvvu6iZ/Z8b3H88zv168Z3/o/t2bgaH/aFrbljp98W+asmJORwZHsfGBnXv77\nl7L7y7tz5ftWZ/aK1z+7/g2/8oF0PNqRTZ/cmPnr5uftP33XlK9r/0J7evf3pmV2a276gZuy+LrF\nqRqq1EZrOXnoZPY/uz8tl72xiQW7t9WHpM87w4jO86E2eqbnakly2tD9iXn+xp4/07K1Wi29+3sz\n94q5pyxbO9OyI69u1PF9x6cO/bGRMH2H+9J3pG/K0S3AhXNJXqM/3D+cXV+oX0u07qPrc8U9V6Sh\nuf6ltC1oy80/evMpw/mmMjIwkht/6KYsve3yieFoMxbMSENjQw5vPZyuTQdz2dLLcvtP3ZGF1yyc\nOELcPLM5a75xbdZ9dH1qtVp2fnbHKevd9fn29Hf35/I7luWmH7ops5bPnrgNStuimbnxn96Yhdct\nyuDxwez96tQT29RGarntJ2/PwmsXTiw7f/38bPjO+pHbrue7JoZYAUAJhvuHs/OB+j51w7dsyOr3\nr5m4TrhtQVtuu/f2tC18/XAYHhjOrT9yW5bdvmxi/962oC0NjQ05tOVQDmw8kFmXz8rbf/quLLp2\n0Sn79/UfWZ+r/sGG1Gq1bP/M9lPWu+OzO9LX3Zflb1ueW3/ktsxe8er+feaimbnlh27N4usXZ+D4\nQPZ85dRroMeNjozmzp96ez06x5ZdsH5Brvvu65IkBzYduKD798aWxqz50Nok9ZnsH/75h/Pof34k\nW/9mSzqf7kzfkbO7f/1w33DWfWT9KT+z2Stm58bvr4+u7HrhYPq6+3LH/1GP/PH3Xv+R9Vl4dX2Y\n/f5n95/9htemD9JxR3fWo3ztB9accsu3qqF+Vnzdh9edMnz9bBzbXb8Gftaycx/5cCbjozV7O49P\n+fzoyGhOHKzPqD/cP5yRwVdHqoz/v3HaAYBJJq93oOfVyQFnji073D88MRr1tY53vrrewWkmFmyd\n05rmmfWDJz3tPdNuB3BhXJKhf3jL4YwMjqShuSFX3HP6X9INjQ254hvOfJ/S2StmZ+E1U98PtvOx\nfUmSFe9aOe3QrGV3LEuSHHnlSGqTdjj7xpa98gzvf/kd9eu6urcenvL5JbcunXJo/uKb6kdPR4dH\nc/LgyWnXDwCXmq7NXfXhxM2NWf3+068TbmhsmPL64deas3LOlNcoJ0nH2MRzq+5eNe3+ffmdy5PU\nr/+evH/f+1h92TUfXDvtey9/29iyW6Yeunz5bcumHJq/ZOyWZfX9+4lp1/9m2PAPNuTqj12dptb6\ncPojO45kx+d35Nk/eCYP/ZsH86Vf+mLaH2o/4wGIhqapfzbz186fOJBy5XuvnHKUw8Jr6j+r3n1T\nx+25ahp7r/6e15/t/myNz5zfPMX18+fD+O/tvif2pf/o6cG95yt7MnRyaOLz4f7hV5cdm3zvxMET\n2f/c6QdNju89nq4XuqZcdsGGhRMHxXZ8bvtpy44MjWTXQ+1TLvta45dSDB4fnPY1wIVxSQ7dP77n\nWJJk9so5E0PxXmv++jNPAjJ3zfTDro7uOJok2fGZ7Wn//M4zrmdkcCRDJ+qT+PR3908cIX32t56Z\n9napo8P1neV0R03nXjlnyscbGhvSMrslg8cHM9w3/V+yAHCpOba7vm+fs+pM+/apr32fbN7a6SfS\nOzo2G/i2+7Zl+2tG5L3W5P17X3ffRHg9+ZtPJNXUO/ja2P59/Frr15p75dT/9qjv31szeHwgQycv\n/P593Teuz5XvW50Dz+3P4ZcP5+jOnpw40JvaaC29nb3Z/BcvpvOpztz5L++c8mfTtrBtysnZqoaq\n/u+jo/2ZNc2kd62z69E81Dc05fPnaskNi9P51L60P7gzQycGs/xtyzN//YKv6dr6wd56vI6ftT7f\n1nxgTToe6cjwwHCe/M0nct33XJd5a+dnZGAknU/ty5a/3pKGxoZXD7pM+jVcetPSzFk5J8c6juX5\nT27KcN/wxKUrh186lBf/x4v1SxdG6gevJk9+2DqnNavefUV2Pdye9ofa09TWlCvec2VaZrfk+N7j\n2frXW9LX3Tdx6cN0v//1701LkpMZ7D1/B1iAc3NJhv5gb31n0Dp3+iOqrXNaz7iOltnTLzse62cb\n0+NDpybfI3V8Z3Amo4NTHx1vnGJnOW78yHjN0H0ACjJ4or7fbJ07/f77TM+Na5k1/Wv6e+qxfrZR\nObF/73lj+/eRoZEpHz9TZDY2v/H9+wM/+8Bpj1VJrvue67LsjuVnvZ7xbVtx18qsuGtlkvr3qOuF\nrmy7f9vYLdO689KnXpq4zGCyGXNPv5PQxPaMBeWMaX5248+PB+j5suKulenefiR7vrw7ex/fm72P\n1y+XnLNyTpbctDRXvveKtJ5huy+GtoUzc8uP3Jpnf/+ZHN93PI//xuOnPD9z4cwse9uybP/f9bPu\nkw84VA1Vbrv39jzxXx7Pya6T2fTJjcknX122saUxV3/7NdnyV5uTZOIOU+Ou+Y5rcrLrRLperP/M\nt92/7ZTnN3zL1Wl/cGcGewfTPPOSzAf4uvP1+3/qFLdxmTC2r7n5x2553dvNnLLYpCF+k2/TBwBc\nGFPdpm3C2G769h+/I0vHhsufjcn798m36bvYBo9PfdZ0ZOhrPxnQ3Nac5W9bnqW3LM1Xf/mr6e08\nnr2PdeTa77p2Yn6Bt7obv+/GrL5ndTqf7syRV7pztP1ojnUcy7GOY9n5wI7c/uN3THuZx1TGRycM\nnXjzhqUvuWFJ3vPx96b9wZ3pfrm7HtaXtWTJjYuz5oNrs/OB+kjT8XknJpu5aGbu/vl3Z/cXd+Xg\n8wcnJqGcv3Z+1nxobQaOvvr78tpbOTY2N+aOf/G2dD7VmX1P7E3v/volJLOXz8qV71udBRsW5JX/\n9fKUy042dLL+vTnTATfgwrgkS7RlVn0HO9Az/V+0A9NMFHJW65/Tkv4j/ek/PPXQ+ulMHkXQ1913\nVrPHAgCZuG/4wBmuqT7Tc2f1HnNa03+kL32H39g8N6/dvzeveGuE/kd+95vf9PdobG7Mircvz0uf\neilDJ4cy2DuY1tmXTsTNXj47s8cuGxgdGc2hzV156VMv5fje49n4iedyzy+//7Rgnk7rnNb0H+3P\n4Inze5nBa7UtaMu133n6yInk1QkBx29l91pNrU1Z+6F1Wfuhdac9d3DTwST1WxRONRdUVVVZ/rbl\nE3NNTNazu2diVv7p3jtJhsa+Ny1z3px5DICzd0lOxjd7Vf0a9uMdxzIyMPXw+iNjt0A5F3PHru87\ntPmN3Qe0bWHbxCUBh190D1EAOFtzr6jv24/tOZbhafft3V/Te8xfVw+Urhe7XueVp5q5aOZE3E6e\n0OzrxeTr8scvIbyoxkYU1M5i9v3JGhobsuTGpRO3MBzoGXhDkx/OGZtj4fje8ztx4Nka7B3MobGJ\nHqeK8dfT+VR9wujxCSffiH1P1Jeds2pOZl0+9V0HBnr6JyYLnG4+CuDCeQv8bf3GLbx2YRpbGjM6\nNJo9Xzz9FjajI6PZ/eCuc17/8rvGZs3dfOh1Y3/y7Kf1ZVckSdofaJ9yxtRxtVrtvE88AwCXqkXX\nLU5jS/2e7rsePn0fPjoyOjFs+VytfEf9+vOuF7teN/Zfu39f8c76sjs/v6OY/ftg72CO7TnzbdBq\no7V0PtWZpH5C461w2cL4pZFnmkvpTHcJGL8FYJKMDp/9wYIFY5NB9uw6etbLnC+1Wi2b/+LFjA6P\nZvaKOW/o0tIk2f2l3enZ1ZPGlsas/obXv3vFZMf2HMuuh9uT1CdunM7RnfXvS9vCtrTNf/1bYQJv\nrksy9JtmNOWK99dvX7ft09uy++HdExPf9HX3ZdMfbEzf4bO79+tUFl23KEtuqf8FuvH3nkv759tP\nmXxnsHcwB57Zn2d/65m8/DcvnbLs6g+vTtuitv+/vTuLjeo8wzj+nDlj4/EC3gYwwhtgGcfYxhCq\nZgFiukXNTRVViiIlQokapa1a9a5SpV5EatOqVdU2ipoUoUpVLyqlbdK0Uhs1rYpCCYvBK3gHY4w9\ntmczeGyPl/GcXgweMtgmYIiHOfx/ki88m77xjOeb55zvfT/NT83r7C8aNdY8mtCUJ+yf1tXjV3X6\nJ6fka/OueowAANiJM8MZ36Kt9289Gjg2kDC3txxpvqe5XZLc1W5tro9tcdv09jn1f3hpyfw+0jSi\ns282xpuWLdr+9HZlFmZqbnJOp35+UiNNIwnz+7R/Wlc+uqITP/6fxlrH7mmca2X2+qxOvH5Cjb8+\no6FTQwm7BSzMLyjQE1DjG2c03h9bJVnWcHcB8bOyuBQ/5AnFw+WtzvzyjDrf6VCwL5iw33zIE1L7\n79skxZoI3k2ZZUFlbFvmqdGp+BL15cyHYyUOiz+LS94js5GEyxd3Yfqknr92y9fpS9jC7vrgdTW9\n3STPWY/MdFO1h2uX7ZMweHxQw6eHEspXw8Gwut/t0oU/npckVX29Sq78pSE80ONX/7/7NeWbio93\nPjyvweNXdOZXpxWNRFX06BYV7S1a8XmP39jVonDnnfc9APDZSckafUna9tVtmrhyXYGugHr+3K3e\nv/TIXGcqMhORYRqqfblWbUdjH+SrWWa263CNLkTPy9vuVd/7vep7v1fODKesqJUwYSyewV+U5krT\nnu/sVetvWzQ1OqX237XLMAw5XU4tzC0kfqinSDMbAADWwo5nKnTt8nX5u3zqfKdDXX/qlJlhKhKO\nyGE6tPsb9Wo+0iRp9UvI617aLSvaorG2MXW/163u97rldDllLSTO71tvnMFflOZK077vfU5Nvzmn\nydFJtRxtXnF+T5Xp3TBjA/V3++Xvjq1gdJgOmenmklUJpU+VxQ/EJFvWxizlV+Qr2BfUyZ99rLTM\ntPiOBvWv1Cu3PE8LsxENHIttFyfFXr+F+Zuvk5luqu7luts3b7xFRm6G3NVu+Tp8GmkeUcn+kmVv\n1/TWOQX7lpaZdL/bpe53u+K/1x6ui68yWeQ569Glf8W66jvXORWNROOrE9Jz1qn+lXptKFl+Wfx4\n/7iGTw9Jiv1/OExHvAzGYTpU+exOlRwoXfa+4UA4Pj7DMOTMcCa8B7bs26K6l3Yve99FI82xlR9b\nnyi+7e0ArI2UDfoO06H6b+/R4LFBeU4Na9o3LcM0VLjLrfKvlCur6GZH0E8uM7vTj3Mz3VTdq7vl\nu+CT59SwJgYmYkf9DSnTnamckvUqfKRQm/Ys7dqb6c7U53/wmIZPDsvbMqZJz6Tmw/My00xlbcrS\nhvINctduVEFVwd0/8RT58gAAwN1ymA7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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ca5a10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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bboDzJfQBgDeHgRCs9dXSdax+lrgaiKixk0dn8pzxmb5wUhbeOftVz0iPmTAq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\nhVfT3dGbG99/5cDPrH6WeMr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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fd15d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIf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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59836a1d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Z4VKndpyaHNfc5RdCf+pOhd7jvTOGfm2slr6O+pkZE3cVqA+hyvw183P+wHOf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\nBnLT/3nTs79Jkpa2loyNjGW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8sjPh75fF2UVd+rsOdX73isZ/Ob7h97sSW1Hwo6CuvHxV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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cf40d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+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\n0zyvIbf81BVZcU1tNvhqpZo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psc07nquZ8zm7fmYo3VXf5XEolTTTuw48q13a/fwGFdfM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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597db7390>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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UnvjPj2V4cDhT5rbnlp++ddxzl711WWavnp3hweE8+ruPZPc3dp9xa7X+o/3Z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\nAACwEYI+AAAAAAA28n8ye9NdaB30XwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c04510>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"red\" - Reflectance Recovery                                              *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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SJEnN07Zt8MMfJvs33mhgIUnNjKGFJEmSmq7f/haWL4dhw+BLX0p3NZKkFHN6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\nP165OVE/44VDAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597db4c50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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rDWGfr6rcMD2WJHnrwVvzBwdvW3HZZnvpwWVHeU+G6WYzHxnbly9NDmfX7GTG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\nM11r9UBbt0quqyPWVb1b6x3fZvwqy60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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59834f4d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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1u2/K8+774iltt9rMiUWD87N52YHb0jc3k4va1uTV2684qUXzFn1hcjjXD+/P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\naCR+AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598476b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d86450>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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L+aPRA6vXdvc3OnJ8aT6/duJzuWdhKv9r9EC2d3Snruv83O4n5eae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\n9GTnDo1U8krWPZXCurqcqPZtiesL8W1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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f128d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AgGfKusGr/9rtAMCTfmz/vWk2m2ccUXWIEgAAAAoi9AEAAKAgQh8AAAAKIvQB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\nyk/4qY0AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c86b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cTbA/9Dv94NiRdFS1PLlr/fJkfgP1mbxv7HD+fvRQkuQHNlx+yvvtb2nLs7o3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\nf3D83vzcwS/mZw58IX83ciA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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ff6790>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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pxNGqmfMao0mS67rbF3yunYPO3IGmS5vLHva1AE40oQ8APO4drHv5am9vfn3y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\nAAAAAAAs8jE9MvPi6AzbogAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59802fe10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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3bs9KM+4DV4F/eQCAp5SHB0/lX33xc40v6snozPRpYV0leeG69fmXO3aeNhx7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\nACARoQ8AAACJCH0AAABIROgDAABAIj8BNL0llImq8rcAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597de8190>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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JjbtuSf/iUe4T9ftDD+T3hx7IndOjh13Wb7w5l5vG+/OL/bdntm5mXaMt373m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\nX/n3g5f1Lnz2n4nP+Bt6Nuf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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597be3550>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"yellow\" - Reflectance Recovery                                           *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2brVnspxvdkVgIPTtC9dcA926qU+FwxRIiIiIiJRQc7fOZei8oaSZNB7t/Cj/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\n3h7ElS9fy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BZjnJ3ZPhpoGULoAexAZjWIEEIT4Fjg/BjjoPI3CSEUVn7jGOOiEMJ/SYKI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\nss5AQpIkSZIkZZ2BhCRJkiRJyrr/D5omwx+v7dtAAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59846c290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ACiL0AQAAoCBCHwAAAAoi9AEAAKAgQh8AAAAKIvQBAACgIEIfAAAACiL0AQAAoCBCHwAA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\nAMBGCPoAAAAAANgIQR8AAAAAABv5f6oFYe+wiCnAAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c5e250>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoA\nAABQIkIfAAAASkToAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAi\nQh8AAABKROgDAABAiQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAA\nAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkTo\nAwAAQIkIfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABA\niQh9AAAAKBGhDwAAACUi9AEAAKBEhD4AAACUiNAHAACAEhH6AAAAUCJCHwAAAEpE6AMAAECJCH0A\nAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAAACgR\noQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABAiQh9AAAAKBGhDwAA\nACUi9AEAAKBEhD4AAACUiNAHAGh1zgXPpc+IkfncWU+83rsCAOus9vXeAQCAJPnsWU/kzzdOXuGx\nTjVFevesTf8+tdll297Zb7e++eDRQzJsaPfXdF+Komj32K/+/GLmLWjOx47ZPFsNeW2335Hdjr0j\nE6c2rNG8d19yUPbYsc962W5Tc0suuW5SHnqqLk88Oy/TZjVm1tzGdOtSk2FDu+eIAwblcx/aap1f\nkyefnZ/7n5ibh8fU5ZGxdRk3fkFaWir5wFGb5aKz91rj9dz2wKxcct3Lue/xuZkxpzG9enTKVpt1\nzyHDB+QzH9wyWw/t0W6ZSqWSq/41NZdePymPjZuXBYuas9mgrjnigIH58gnbZPutena4rZcmL8oe\n77/zFffpjotGZJ9d+q7xcwBYX4Q+APCG0rm2yIC+XZJUQ2z+giV5cfKijJ+0KDf+e3rOOv/ZvO/I\nzfLjM3fJwNb5NoRfX/FSJk5tyKH7DnhdQn+pXt07pWeP1f8K17nz+rtoc3ZdU0774ZgkSVEsO/hS\nV9+cp56vz1PP1+fCaybmwrP2zLsO32St1/+Z7z2RJ5+b3+7xDo61dKipuSVfOPup/OWm6kGimpoi\nfXrWZl59cx57el4ee3pe9t65d7vQb2xqyUnfGJ0b7pyepPrvrleP2rw8rSGXXDcpV46cmovO3jPv\nPHT1z2nTgV1XOa3Levw+AKwNoQ8AvKGM2LN/bvj1/is8Nq++OQ88OTeXXz8p1946LdfeMjX3Pz43\nt154YIZu0m2D7duaxudr6Usf2zpf//T2G2x73brW5AvHD8vBew/I/rv3bQvb5uaW3PbgrPznT5/O\nMy8tyP/77uN57KpDVxu+HenSucheO/bJPrv0yfBd++a626bl5vtmrvHyn/3eE7lq1NQM6Ns53/n8\nDjnurUPSu2dtKpVKxk9alH/+e3q22LT9gZlv/+qZ3HDn9HSuLXLOqTvl5Pduma5dajJ5ekO+9pNx\n+ftt0/KJbz6e+/70pmyzefurAZLqv4dnb3jzWj1fgA1B6AMAb3h9etXmqBGDctSIQfnYfTPz0TMf\nzeQZDTnhPx/LrReO2GD7UakkqWywzb0h9O3VOd8/ded2j9fW1uStBw3O9lv1zF4f+HcWLFqSG/89\nPZ84dsu1Wv+tF45ITc2yIyj3jp6zxstee8vUXDVqarp37ZQbf71/dt2ud9u0oiiy7RY98oXjt263\n3IzZi3PBVROSJKeesE0++8FhbdOGbtItF5+9V/Y//u48N2FB/ud3z+X339tzrZ4TwOtN6AMAG5Wj\nRgzK/3xpp3zlR2Pz0FN1+edd0/OOQ9pfXt3Y1JKL/jYxV4+amnHj67Ng0ZJsOrBr3rz/wJx6wtbZ\naetea7S9cy54Lude+Hzb3995yoMrTD9kn/658TcHJElaWiq5+b6Zuf6O6Xl07LxMmt6QufObMrBf\nl+y/e9987oNb5bD9Br6KZ//Gs83mPdKvd23mzm/OgkVL1nr55SN/bf3o4heSJJ/70FYrRP4rueOh\n2WlqrqQoklM+Mqzd9E6dinzug1vlq+eNzT9un54Fi5rTs7tfm4GNhxuHAICNzsnHbpFNBlTvz79y\n5JR206fOXJw3f+K+nHHeuNz3+NzMX7Ak3bt2yqTpDbns+kk59MR7c93t09ZoW7161GaTAV3agrR/\nn87ZdGDXtq8By40TMG58fY47/ZFc/PeX8/iz89LU3JJuXWoyffbiXH/H9LzrPx7KeX98YT28Amvn\nsusnpc+IkekzYmQmTl20Xtf99Iv1mTu/OUWRDN+AA8+Ne6E+Tzw7P0WRfOhtQ9Zq2Qmtr0HfXp0z\nqF/H4zzsMKw6EF9D45LcO3ruq9tZgA3MoUkAYKPTubYmh+83MFf+a0q7CGtqbslHzngkTz43P0fs\nPzDf/Oz2Gb5L33TqVGTarMX5yaXj8+u/vJTPfPeJ7HF571Xef73Ulz62db70sa3bRr2//Ad755B9\nBnQ4b5fONTnxPZvnA0cNyf67902v1kHzZsxpzMV/m5hzLng+Z53/bA7fb0D2263fOj33V3PnwPoa\nY6ClpZLpsxtz96Ozc9b5z6Yokg+/bWjetHf/9bOBNXD/k9Xve5fONdl5m1654qbJOf+vEzL2hfrU\nFMlO2/TKh98+JJ96/5bpXLviua2ln6rQ0rLqV7N5SUuS6u0aY1+oz1EjBrWbp1JJ3vKp+zLuhfo0\nLalk0wFdc9Be/fLJ92+Zg/bacK8FwMqEPgCwUdp1u+ql95NnNGTJkko6darG2+U3TM4jY+fl4H36\n55qf7tv2eFIdIf3cL++chsUt+cO1E/OrP7+UH311l/W2T9tv1TO//K/d2z0+uH+XnPGJ7VKpJGf/\n7rlceM3L6xz6P7/8xfz+6omrnL7b9r1z3S/2W+Gx9RX4X/ifJ3PpPyat8NhOW/fMz76+W05+7xbr\nZyNr6PmJC5MkfXvV5us/HZffXjkhRVE9S79gUXMeHlOXh8fU5epRU3Ptz/ZtO+iSJMNaPzVh/sLm\nTJ7e0OGAjuPGL2j787RZizvch6JIHh5Tl769arOkJZk4bVEmjFyUK0ZOySkfHpZzT2s/tgHAhuDS\nfQBgo9S/d+e2P8+e19T25z/dUA3Rz3942AqRv7wPHl291Pu2B2e9hnvY3tsPGZwkuf+Jdb8UfMGi\nJZk5t3GVX7PrGtst87FjNs+8+96Wunvfli03W/ePBuzbq3rbQv8+ndsOHrw4eVHuemR2h9t9LdXN\nr37PZ85tym+vnJB3H75Jxvzt8EwY9ZZMuuXI/OC0nVPbqcj9T8zN134yboVlDx3eP51ri1Qqyc8u\nG99u3Q2Ll+T8v77U9vf6hSuOPdC9a00+c9xWuen8AzLltqMyYdSRmXbHUbnz4oPyjtbv8a+veKlt\nDAGADc0ZfQBgo9TRRdfNzS15eExdkuSL5zyV034wpsNll7Resv3y1Ib1vl+LGpbkwmsn5oY7p2fc\n+AWZO6+pbXtLTZ2x7tv9r09vt0E/Xm9555y6U845dackyfwFzfnXPTPynV89m7+OnJJHxs7LXZcc\nlB7dOm2QfWlpWfrfSrbdvEcuOWfvtgM73bp2yuc/PCyTpjfk55e/mD/dMDnf+uwO2WxQ9aP/Bg/o\nmk++b8v89soJOf/KCendszafev+WGdS/S556rj7f/MXTmTi1IbWdijQvqWTl8QI3Gdi1wytB9tqp\nT6740fCc9I3RufaWqTnvjy/k/x23Zfr26txuXoDXkjP6AMBGac5yZ/EH9Onc9lhTczWq585vWuVZ\n76XLNjSu/SjxqzN15uK86eP35L9+9nTufnROZtc1pnvXmgzu3yWbDuzaNvDbgob1u93XQ++etfnA\nW4dk1AUHpE/P2jw3YUF+9ZeXXnnB9aRnj2UHFD71gS07vHrjix/dOknSUqnkrkdmrzDt7C/ulLce\nNCiVSvLDi17ITu++IwMPGZXDTr43/35kdr71uR3Sr/Wqkb691y7Uz/rCjkmShQ1LcvuDs19hboD1\nzxl9AGCj9NRz85Mkm2/SrS3ylp44L4rk7kvelN13WPOPXFsfvvaTcXl+4sJsu3mP/PeXdsxh+w5Y\n4Wzu+EkLs9cH/r1B9+m1NmRwt7zr8E3ypxsn586HZuWMk7fdINsdOnjZffU7bNWzw3k2Hdg1vXvU\nZv7C5kyavuJVFF271OSqHw/P1aOm5q//mpJnXqzek7/Ltr3ymeO2yqHD++f7FzyXJNluy9UP2Liy\nYUO7Z2C/Lpk1tzEvTV6/n3IAsCaEPgCw0WlsaskdD1XPlC4/0vuAvp1TU1OkUqlkwtRFGzT0G5ta\ncsOd01MUye/P2qPDwfZWNajbxm5Ia3RPmbHhnt/SwRjXVNHBiIRFUeS4o4fkuKPbfzzfY+PmpXlJ\nJUWRHLDHug2cCPB6cek+ALDRufhvL2fm3MZ2n6HeubYmw3fpk0olGXXvzPW6zZqlobiKT2SbNbcx\njU3VG8f32qlPh/Pc/sCGHfxvQ3lpcnUE/MEDOv5M+tfCQXv1S9cu1V9ln3lpQYfzTJnRkPkLm5Mk\nw4a0H1l/da7815QkyZ479MmOwzq+YmBVXpy8MLPmVgcnHDZ03Qc/BFhXQh8A2KjcfN/MfPMXTydJ\nDti9X45+0+AVpp9wzOZJksuvn5Qnn52/2nXNnd+02unL692zeiHknFUss/zHt3W03akzF+f8Kyes\n8fbeKJYsWfVnzSfJcxMW5Po7pidJ3rzfwA2xS0mSnt1r8543b5ok+f3VE9Lc3NJunl/+uTpmQPeu\nnXLYWuzbE8/My++uqn5c31dO2mat9+17v342SdKjW6ccvt+AtV4e4NUS+gDAG15dfVNuvm9mPvHN\n0fnAaQ+nobElW27WLZedu3e7eU98z+bZf/d+aWhsyTFfeDAX//3lzF/Q3DZ9yoyGXH7DpBz9mfvz\nmyvWfPC4pZeKX/WvqVnc2D4qe/eszQF79Eulkpxy9pN54pl5Saqjwt/+4Ky8/XMPrO3T7tDqs7tj\nl10/KX1GjEyfESMzcera3TP+1fPG5szzxub+J+amYfGyQQTnzm/KZddPyjs+/2AaGluyyYAu+eyH\ntmq3/GfPeiJ9RozM7sfe2eH6FzWs+HGBja2v7eLGlsyqW/b4gkXN7Zb9xme2T/eunfLi5EU58Ruj\nM2laQ9s6f3PFS/l16+CAn//wVunfZ8UB9e58aFZ+fvmLeeHlhW0HM+rqm/KHaybmmC88lMWNLXn/\nkZvl2CM3a7fdd3z+gfz00vF5+sX6tLQODFGpVDL66Xk5/sxHc/XNU5Mkp318m7YB/QA2JPfoAwBv\nKPc9PifbveO2JEmlktQvbE7DcmFdU1Pk/UdumvPO2CUD+ra/VLy2tiZ/+d998rGvPZr7Hp+bL33/\nqZx67lPp26tzFje2ZFFrrBZFcuSBg9Z4v0589+b568gpufaWqbn+jmkZ3L9rOnWqXlVw0dl7JUnO\n/fJOOeaUh/LU8/U5+MR706Nbp7S0VNLQ2JIBfTvnV9/YPcef+eireXny88tfzO+vnrjK6UWR/PD0\nXfL+o9oHage3qb+iRQ1LcuGNk3P+ldUz3H171aZSSerql4X31kO7508/2Ge1Ubuqbf/k0vE598Ln\n2z3+jzum5x+tVwokyUffOTTnf3uPFebZdoseuejsPfOJbz6e6++YnuvvmJ5+vWtTv3BJmlvj/b1H\nbJpvf26HduufMLUh3/zF0/nmL55Op5oivXt2ytz5zW37+qG3DclvV9reUhOnNOTbv3om3/7VM6nt\nVKR3z9osaljS9u+0KJLPfXCrfO1T263y9QB4LQl9AOANYWkHNi+pZGbr/c3VAKvN0MHdsst2vbLf\nbn3zobcNyZabrf6+58H9u+Sm8w/I1aOm5oqRUzL66XmZM68pXWqL7LR1z+y7a9+845DBecehm6y4\nD8Wqg/Sw/QbmTz/YJ7/+y4t58rn5mTprcSqVSrYe2tg2z3679cstvz8w5/z+udz96JwsbFiSzQZ2\nzVEHDcoZJ2/bFp/r9voUKYrqR7YtfIWP51v5YwPXJfCXOv2kbbPTNr3y74dn54WJCzN99uI0Lalk\ns0Fds/vwnRIlAAAgAElEQVT2vXPMYZvko+8cmu7dOnW4/CttenWv+YrzdTzTOw/dJHddelB+eun4\n3PHg7EybvTi9e9Zmr5365KT3bJ4PvLX9QHtJdRDHUz4yLPc+NicTpjakfmFztti0Ww7YvV9OfM/m\nectqDgKd/cUdc+sDs/LI2LpMm9XY9m9rx2E9M2KvfvnEsVtm3137vvKTAniNFJXKqt9wiqKozHtw\n6AbcHQDgtVK0dHx2EgDYOPU+cGQqlUq7I6Hu0QcAAIASEfoAAABQIkIfAAAASkToAwAAQIkIfQAA\nACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQXwvv/OzM9D1gci6/fuEKj780uTl9D5icvgdMfp32DABY\nF+/4/APpM2JkLr9h0gqPvzR5UfqMGJk+I0a+TnvG6nz2rCfSZ8TIfP/3z73eu9LOH66dmD4jRubc\nN+C+bWj3PzE3fUaMzAlff+z13hX4P6f29d6BjVFRrN3jAMAbm/f2VXvmpQW54KoJufPh2ZkwZVEa\nm1oyuH/XbDaoS/beuW8OHd4/bzlwUPr36bzB962jb885FzyXokhO+ciw9O21YfdpwaLmnHPBc+nX\nuzanfGTrdtOfm7Ag9zw2J4+Om5dHxtTlyefmp6m5kv1265tbLxzxiutvam7JH//+cq64aUrGvlCf\nxU0t2Xxwt7z9kME57cRtsunArqtd/l/3zMjvr5mYh56sS119Uwb265JD9umf//jo1hm+S9/VLjvu\nhfr87PIXc+fDszJ15uL06lGbvXbqk08cu0Xed+RmHS5z4B798pYDBua626flgSfm5oA9+r3icwTW\nD6EPAECH/nDtxJxx3tg0NVeSJDU1Rfr2qs3susZMntGQR8bOyx+unZhzv7xzTvnIsA22X0MGdc2O\nw3pmYL8u7aade+HzSZIT3rX5Bg/9X1z+YqbPbsx/fnq79OnV/tfsb/7imdz47+ntHi/W4IjS3PlN\nOe70R/LAE3OTJF271KR7104ZP3lhfn3FS/nTjZNz7c/2zb67dhzsp/9wTH5/zcQkSaeaIn161WbG\n7MZcNWpqrr1lWs776i755Pu37HDZK26anFPOfjJNzZUURdK3V+csWLQktz84K7c/OCv/vGtGfved\nPTpc9muf2i63PjAr3/rlMxn52wNe8XkC64fQBwCgnXtHz8mXfzAmSfKWAwbmzE9ulwN275va2uqd\nn89PXJBb75+Vv46ckpoNfDPod0/ZMd89ZcdVTn89rsRobGrJb6+amJqaIie9Z4sO56ntVGTnbXpl\n+C59MnyXvnloTF3+8s81u/XzlLOfzANPzE3vHrX52dd3zfuO3CydOhV5dsKCfOn7T+XuR+fkQ195\nJI9ceUi7Axy/ueKl/P6aiSmK5IyTt82pJ2yT3j2rB2z+53fP5YKrJ+b0H43NLtv1ykF79V9h2UfH\n1uXz//1kmpdU8s5DN8n/fmXnbLlZ9zQ2teSy6yflzB+Py1/+OTk7bd0zXzlp23b7fdBe/bPjsJ65\nd/ScPDK27hWvHADWD/foAwDQzm//OiFJsscOvXPtz/bNm/bu3xb5SbLdlj3z/47bKqMuODCfOLbj\nM8Gvp0plw27vH7dPy6y5jTl47/4Zukm3Due55Jy98sCfD875394jn/ngVtl6aPc1Wvfjz8zL9XdU\nrwT4n1N3ynFHD0mnTtWjGTts1TN/+d990r9P58yY05ifXfbiCss2N7fkB3+oXuXwwaOH5Juf3SG9\ne1bP9Q3o2yXnnbFrDtt3QFpaKvn2L59pt+0fXvRCmpdUsvXQ7rn0+3tly82q+9ylc00++b4tc8bJ\n1bg/7+IXMmdeU4f7/6G3DUmSXPy3l9fo+QKv3kYZ+ssPfjf2+Y5/oCRJ/cKWDDlsSvoeMDm33b94\nhWkz5yzJd385LyM+Mj1DDpuSzQ6dkgM/PD1n/WZe5sxrWe/7PPrppnz6W3OyyzFTM+hNk7P1UVPz\nvi/OynW3Lupw/j2PnZa+B0zOyLsb2k376v/WtT3/h55qbDf9E9+Yk74HTM73L5i/3p8HAKxvyw98\nN/aF+lXOV7+wOZu9+eb0GTEytz0wq930GXMa851fPZMDP3p3Nnvzzdn08JtzwPF356zzn11lgLwa\no5+el09/5/Hs/O47MvCQf2XY0bfmfac+lL/fNq3D+fd8/53pM2JkRt49o920r/5obNtr8NBTc9tN\n/8Q3R2/wweeeer76e8RbDxr0ipeWd+3S/lfKpc9nwpRFeealBfn0dx7P9u+8LZscNipvOuGeXHb9\nsgEQK5VK/nDtxBx20r0ZcsTN2eqtt+Tkb4zOxKkd/57U0WB8Sx+rri/Z/X13tu1DnxEj87mznlhh\nHdffMT0f+PLD2fbtt6X/m/6Vrd56S/b54L/zyW+NzjU3T12zF2k5S5/P+47cdJXz1NSs26UGo+6d\nmSTp07M2J71n83bT+/bqnBPeVX185SsEHhk7L7PrmtrGLejIfxy/dZLkgSfnZvykZYNOL1lSya33\nV/9f+9T7t0zn2vbf5y8cX11n/aIl+cftHf/bf99R1Xv4rx41NQ2Ll6zyeQLrz0YZ+sOG1uaIA6uD\njVz2j4WrnO+aUYuysKGSrYZ0aps/Se59bHH2/eD0/OSS+owb35wlLdVDvuPGN+e8i+pzyMdm5NmX\nmtfb/l50zYIcfuKMXDlyUabMbEnPHkXmL2jJrfcvzse/Pief+c6ctLSseNj50H2r+3vPI+1D/u5H\nlh20WNX0okgOHd7+vjUAeKMZNrR73nLAwCTJpf+YtMr5rr55ahY2LMlWm3XPEa3zL3XPY3Oy74fu\nyk8uHZ9x4+uXe2+vz48ufiEHf/yePDthwXrb5z9cOzGHnXxv/jpySqbMbEjP7rWZv6A5t9w/Kx//\nz8fyme8+0e69/ZDhA5Ikdz82p9367np0dtuf7360o+lzWt/bB6y357CmJk9f/MozrUJRJA+Pqcub\nW1+rxqaWNDZX8uRz83PK2U/mRxe/kEqlkpO+MTpf/sGYjHmhPkWSuvrmXHPL1Bz9mQcyq6797zpt\n61/uz/161a4wGN2gfl2y6cCubV/9ei+7nP17v3k2H/3aoxl138zMqmtMz+6dsrixkhdeXpirRk3N\nmT8eu1bPs6m5JXe3fo9eiwHnJk6tnvjZZvMeqzzossOwnkmSSdMb8sxLC5ZbdtnBkh226rmKZXsk\nqR4gue3+ZQfRZs1tzKLFS1IUy9a/sl49ajNkUPV17+gA3NLt9uvdOfWLmvPQU3UdzgOsXxtl6CfJ\nycdWfyBd8c9FWbKk42uzLvtH9Qfb8ccsuyxqwpTmfPj02ambX8mnj+uRR6/eJNPvGpqp/x6S+/48\nOG85sGtenrYkJ5w5u90b9Lq4f3RjTvtBXSqV5H1HdsvY6zfNSzcPyYRbN8u3Pt87RVF9DuddvOIZ\njDftU430ux5d8c111tyWjHm+Ob17VH/I3/XIitOfm9CcabNa0qVzsv8eQh+AjcPJ763e03zFTZNX\n875ePQjw0WOGrvD4hCmL8uGvPpK6+qb8vw9smceuOjQz7nxrpt1xVO7/08E58sCBeXlaQz72tcfW\ny3v7fY/PyWk/HNP63r5Zxl1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qt98f6NDW7kKkuKNC1eJ/vepAxHP7r1cdUEtrQIlxLt12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\nTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d49f90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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isal9rf1ubtm6J14Etk4m4wMAXlAmTG7IAa+cmKQatY2N7VnVLaxrapITXz4i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\nAACwkf8DxJLqfkqdByQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597df28d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AUCJCHwAAAEpE6AMAAECJCH0AAAAoEaEPAAAAJSL0AQAAoESEPgAAAJSI0AcAAIASEfoA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\n9DBK4ZlUKslnzpyeww8Ykjs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ANAxr2cGlwJ9tnSc1BO1H188VxBPLQ9oi53+lYFRRtjIz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\nAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597dab490>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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BAACgQoQ+AAAAVIjQBwAAgAoR+gAAAFAhQh8AAAAqROgDAABAhQh9AAAAqBChDwAAABUi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\n++OWecl+w/LErI584NgZ6+R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9sy0/134GTDaM/mRBPDbtcyCBvbw0S5kZRj09rnbsPPvt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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d243d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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IfQAAACgRoQ8AAAAlIvQBAACgRIQ+AAAAlIjQBwAAgBIR+gAAAFAiQh8AAABKROgDAABA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\ndnyFdc2fm/RSlVVLPHOaJ+V9c90OTR5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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e63c10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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//c5v7smvz2vNOz4+N51d5Qz7/3HE4Fi/4faO/OT0ljz+dFe6e8/CML+5J786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\n5tPvK4dB//C0ljQv7K+j3XY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ijcmVdu6x9xm2DwBwg4LpaVrW3FP4rTv8yuqR/KTc9+YU\n/eWJnpr7yBlVHI1q9pIz9tyeYVRX71zxc/uYYT6tXNZNy1YGtWn7WW3aflY9uhkFQ0783D7zroCW\nFCa+8j6wf4qyuhtV19rQ9LVWy/SlpBiNGebTzjftsP1ky/hdbT6f9NGJmIrWhlS0NiRj7GoDoXpH\nkfNWoxtwW4rWF/WQMW17gjs6fD6Rjn5GwfSA9h0Kq/jFBq3f0KDeWR4ZI037ZkC/XGoLNO18sym+\nfdMCRj6vXT1AsvtvTn5awrns7Zk9LaAdu5u0cdtZ/WB24n3/ypZGLf1VsM3j5e9GNGjy6fj98SN9\nKnvqwuJNFUcjWv10vZattCssBfz2mJPscb2wIF0rFiUuQFVdE9Oq4pBWFZ/bj7V1Tnzb3jHGp5Ki\nHvIkWR9vXWmD1pXa0TXdM43qG84dA7fmePTc73sqp0/yQnwbt9mRH/nf9rcpqAng6nBN0L/rThum\nExXha234EOlfZVLJy9LW16UjH9jifJkZ0hf72uCcN6ntEHhj7K2j5sy0f/PJP9t59FXVNuznDrbT\nDvImJX+vMbZXf/OOljV7275m3Cgb9O0cv463DwCA682UO1O1bKWSFuFrbfhgn3aV3qCS0gZt2dmk\nIx9EFAw5yswwuu2WFI0Z5lPeJL/GDr8wNF/quf3BGWkaMdirPz5fr91vhVVVHVPPbkbDBvk0Jz+g\nqROTt9kYo7EjU7X59bPNtXfa9nCOH2mDvjHnKvV3trIns7Rjd5P+ua9J5Ycjev/jiGqDjnxe6aYb\nPRryZa/unuDXrCkBeb2JN2J729YYc1HbPtFr2ttv909LUzQqPfdqg/7zflQnP43JcWzYlew88ow0\nozf2NundIxFVVsUUqnd0040eDR/sVcH0NE2+yCJ857t7gl+9sowO/Dusj05G1ffmBMHXJP9Orb9f\na1O+4dfpakf7DoV1ojKqxkZHt+Z4NH5kqgpnpWnEkOTHyVe+5NXSwnTtOhDWh8ejqq2LKbuXR7kD\nvbovz1bdb8/PF2do1/6w3jsW0enqmLpnGvXv59XUiX7Nuy/tM8N72dbG+AUUAJ3DJJpbFn/SGOfU\nwU5szWXY8Jq0aIWU00fa/9qlnbQBAHAzTzT7WjfhopVubtTDj9YqJ9ujt/7WK2FvMXC9Wf10SL97\nKqQfzU/X8gVXeXmnLmJPeZPu/X6Nxo7waWNxkiWoAFyy7NGfyHGcNidJV8zRl6RnS+3P++8l5AMA\n0NWt32CHCc++J0DIR5exoCBd2b08eualBtUmmGf/ebR6rS309+gSLnwAnckVQf+FMmlvuRTwS3Nn\nXevWAACAy/H8qw3a+3ZYgVRp7kyG+qLrSA8Y/eSHGQqGHBW/eJnLN7nA/nfCemNvWFMn+jWKInxA\np+qyc/RPVEr3zLPV62tqbS/+wrlSdu9r3TIAANBRJyqjmva9atXVO6qpdWSM9PCD6erTO3mBL+B6\nNCc/jbnozUYP9alyX9eZMgS4SZcN+pGodPyUrTrf7xZbdX9R4bVuFQAAuBSRqPTxqZhSPFK/L6So\nYHqgw+uBAwAAyzXF+AAAQPu6UjE+AADw2VxfjA8AAAAAABD0AQAAAABwFYI+AAAAAAAuQtAHAAAA\nAMBFCPoAAAAAALgIQR8AAAAAABch6AMAAAAA4CIEfQAAAAAAXISgDwAAAACAixD0AQAAAABwEYI+\nAAAAAAAuQtAHAAAAAMBFCPoAAAAAALgIQR8AAAAAABch6AMAAAAA4CIEfQAAAAAAXISgDwAAAACA\nixD0AQAAAABwEYI+AAAAAAAuQtAHAAAAAMBFCPoAAAAAALgIQR8AAAAAABch6AMAAAAA4CIEfQAA\nAAAAXISgDwAAAACAixD0AQAAAABwEYI+AAAAAAAuQtAHAAAAAMBFCPoAAAAAALgIQR8AAAAAABch\n6AMAAAAA4CLGcZzkTxqT/EkAAAAAAHBNOY5jWj/WbtAHAAAAAABdC0P3AQAAAABwEYI+AAAAAAAu\nQtAHAAAAAMBFCPoAAAAAALgIQR8AAAAAABf5P6xVFHFuRs1MAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fbaf90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f42d90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ld68iP/3mNjl0/+5v1wewNgl9AGCd85urp2XGrJYURfLuN6+/5PHeveqy504D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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598436c50>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"magenta\" - Reflectance Recovery                                          *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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lyvLlcP758OabkJEBt9wCV14JdfydUFINsHQpXHwxvP56cv9nPyPccotTNiRJ\nkqS0eukl+Na3YM2apD/E3/4GgwenuypJqljFGl4GcMqGJEmSlBb5+XDTTXDaaUkYMWIEzJxpGCGp\nZsrIgOuug9degy5dyjzVERKSJElSZVm3Lhm+/NxzSdf5666D66+HunXTXZkkVb6cHELz5qWOkMhI\ndT2VZdy4cWRlZZGVlZXuUiRJkiSYPh2+8Q34+GNo0QL+7/+SlTQkqRbIzs4mOzu7zHMcISFJkiRV\npBjhvvvg6qthxw444QR44gno1CndlUlSyrnspyRJkpQKmzcnUzTGjEnCiDFjknnUhhGStJcaM2VD\nkiRJSqv58+HrX4cPPoBGjeDPf05W1ZAklchAQpIkSTpYb7yR9IfYtAm6d4e//x169Up3VZJUpTll\nQ5IkSToY778PI0cmYcTXvw7TphlGSFI5OEJCkiRJOlAff5yMjPjiCxg1Ch57DDL8v9iSVB6usiFJ\nkiQdiDVr4KSTYMECGDoUXnwRGjRId1WSVKW4yoYkSZJUkTZtgq9+NQkj+vSBp582jJCk/WQgIUmS\nJO2PHTvg3HOTXhFdusALL8Chh6a7KkmqdgwkJEmSpPLKz4dLL4V//QtatUqmabRtm+6qJKlaMpCQ\nJEmSyiNG+MlP4NFHoUkTeP556NYt3VVJUrVlICFJkiSVx803w513Qr168NRTMGBAuiuSpGrNVTYk\nSZKkfRk/Hi6/HEKAxx+H885Ld0WSVC24yoYkSZJ0oJ56Cv7jP5Ltu+4yjJCkCmIgIUmSJJXm1Vfh\ngguSZpbXXw9jxqS7IkmqMZyyIUmSJJVk9mwYOhQ2bEhGSNx7bzJlQ5JUbmVN2TCQkCRJkopbsgSG\nDIHPPoOvfz3pG1G3brqrkqRqx0BCkiRJKq+tWyEzE+bOhaysZHnPBg3SXZUkVUs2tZQkSZLK65e/\nTMKIHj2ShpaGEZJUKRwhIUmSJBWaPBlOPx0yMmDqVOjfP90VSVK15ggJSZIkaV/WroVLL022f/1r\nwwhJqmSOkJAkSZJihPPOg7//HU48EaZMsYmlJFUAR0hIkiRJZXnooSSMaNoUJkwwjJCkFDCQkCRJ\nUu22ZAlceWWyfeed0KVLeuuRpFrCQEKSJEm1V14ejB4NGzfCuefCJZekuyJJqjUMJCRJklR7/eEP\n8Prr0LYt3H8/hBKnOUuSKoFNLSVJklQ7zZwJAwdCbi688EKy3KckqULZ1FKSJEna3dat8O1vJ2HE\nj35kGCHJMfktAAAgAElEQVRJaZDyQCKE0CKEMDGEsCmEsDSEcGEp590XQti4221bCCEn1fVKkiSp\nBvrlL2HePOjRA37/+3RXI0m1UsqnbIQQHi3Y/C7QD3gWGBJjnLuPx/0FyIsxfq+EY07ZkCRJUvm8\n+CKccQZkZMDUqdC/f7orkqQaq6wpGykNJEIIjYF1QK8Y48KCfX8FVsYYr93H4z4FvhpjfK2E4wYS\nkiRJ2re1a+G44+DTT+G3v4VrS/2/oJKkClCVekgcA+QWhhEF3gN67eNxXwdWlxRGSJIkSeUSI/zH\nfyRhxEknwS9+ke6KJKlWS3Ug0QQo3gdiI9B0H4+7BHioUiqSJElS7fDQQ/D3v0PTpsl23brprkiS\narWMFD/fJqBZsX3NSUKJEoUQOgKnkPScKNW4ceOKtrOyssjKyjrQGiVJklTTLFkCV16ZbP/pT9Cl\nS3rrkaQaKjs7m+zs7HKdWxV6SEwAlsUY/7OUx/wXMCLGmFXGde0hIUmSpJLl5cEpp8Abb8DXvw5P\nPAGhxOnMkqQKVmV6SMQYNwP/AG4IITQKIZwEnAVMKONho4EHU1CeJEmSaqI770zCiLZt4f77DSMk\nqYpIdQ8JgDFAQ2A18DBwRYxxXgihYwhhYwihfeGJIYTBwJHAE2moU5IkSdXdihVw/fXJ9gMPwOGH\np7ceSVKRlE7ZqCxO2ZAkSVKJzj8f/vY3GDUKJk5MdzWSVOuUNWXDQEKSJEk100svwYgR0LAhzJsH\nnTqluyJJqnWqTA8JSZIkKSW2b4cf/jDZvv56wwhJqoIMJCRJklTz3HILLFgAPXrAT3+a7mokSSVw\nyoYkSZJqliVLoGdP2LYNXn4ZvvzldFckSbWWUzYkSZJUe1x1VRJGXHihYYQkVWGOkJAkSVLNMWkS\nnH02NG0K8+dD27bprkiSajVHSEiSJKnm27IFfvzjZPuGGwwjJKmKM5CQJElSzfDb38LSpdCnD/zo\nR+muRpK0D07ZkCRJUvW3YAEcdxzs2AFvvAFDhqS7IkkSTtmQJElSTRYj/PCHSRjxne8YRkhSNeEI\nCUmSJFVvf/sbnH8+HHZY0siyVat0VyRJKuAICUmSJNVMGzfCT36SbN98s2GEJFUjBhKSJEmqvn79\na1i5Ek44Ab73vXRXI0naD07ZkCRJUvX0/vvQrx/k58O0aTBgQLorkiQV45QNSZIk1SwxwpgxkJcH\nP/iBYYQkVUOOkJAkSVL189e/wqWXJj0j5s9PGlpKkqocR0hIkiSp5li/Hn7+82T7llsMIySpmjKQ\nkCRJUvUydiysWQMnnwwXX5zuaiRJB8gpG5IkSao+Fi2CY46BEGDWLDjuuHRXJEkqg1M2JEmSVDP8\n938nq2pcfLFhhCRVc46QkCRJUvWwYgUcdRTs3Anz5kH37umuSJK0D46QkCRJUvV3662wYwd84xuG\nEZJUAzhCQpIkSVXf559Dp06wZQvMnAn9+qW7IklSOThCQpIkSdXbHXckYcRXvmIYIUk1hCMkJEmS\nVLVt2JCMjtiwAd54A4YMSXdFkqRycoSEJEmSqq977knCiFNOMYyQpBrEERKSJEmqurZsgc6dYc0a\nmDwZRoxId0WSpP3gCAlJkiRVT+PHJ2HECSfAqaemuxpJUgVyhIQkSZKqph07oGtXWL4cJk6EUaPS\nXZEkaT/VihES48aNIzs7O91lSJIkqaJMmJCEEb16wdlnp7saSdJ+yM7OZty4cWWe4wgJSZIkVT25\nuXDssbBwITz8MFx0UborkiQdgFoxQkKSJEk1yBNPJGHEUUfB+eenuxpJUiUwkJAkSVLVkp8Pv/1t\nsn3NNZCRkd56JEmVwikbkiRJqlr++U845xxo1w4WLYL69dNdkSTpADllQ5IkSdVDjPCb3yTbP/uZ\nYYQk1WCOkJAkSVLV8fLLcOqp0LIlLF0KjRunuyJJ0kFwhIQkSZKqh8LREVdfbRghSTWcIyQkSZJU\nNbz1FgwZAs2awccfw6GHprsiSdJBcoSEJEmSqr7ClTV++EPDCEmqBRwhIUmSpPR77z3o2xcaNkxG\nR7Rqle6KJEkVwBESkiRJqtpuvjn5+/3vG0ZIUi3hCAlJkiSl14IF0KMHZGTA4sXQvn26K5IkVRBH\nSEiSJKnq+v3vIUa45BLDCEmqRRwhIUmSpPT55BPo2hXy82H+fDj66HRXJEmqQI6QkCRJUtV0552Q\nmwvnn28YIUm1jCMkJEmSlB47dyZTNFavhrffhoED012RJKmCOUJCkiRJVc9zzyVhxLHHwpe+lO5q\nJEkpZiAhSZKk9PjLX5K/3/kOhBJ/PJMk1WBO2ZAkSVLqrV4N7dolq2ssXw5t2qS7IklSJXDKhiRJ\nkqqWhx9OmlmeeaZhhCTVUgYSkiRJSq0Yd03XuOyy9NYiSUobp2xIkiQptaZPhxNOgJYtYcUKqFcv\n3RVJkiqJUzYkSZJUdRSOjvj2tw0jJKkWc4SEJEmSUmfbNmjbFr74At57D/r0SXdFkqRK5AgJSZIk\nVQ1PP52EEf37G0ZIUi1nICFJkqTUKZyu8Z3vpLcOSVLaOWVDkiRJqbFsGXTqBIccAp9+Ci1apLsi\nSVIlc8qGJEmS0u+hh5IlP885xzBCkmQgIUmSpBSIER58MNl2uoYkiTQEEiGEFiGEiSGETSGEpSGE\nC8s496gQwjMhhJwQwpoQwu9TWaskSZIqyOuvw8KFcOSRcNpp6a5GklQFpGOExN3ANqA1cBFwbwih\nZ/GTQgj1gH8BLwFHAO2Ah1NYpyRJkipKYTPLSy6BunXTW4skqUpIaVPLEEJjYB3QK8a4sGDfX4GV\nMcZri537feCiGOMp5biuTS0lSZKqqk2boE0b2LwZ5s+HY45Jd0WSpBSpSk0tjwFyC8OIAu8BvUo4\ndxDwcQjhuYLpGq+EEHqnpEpJkiRVnCefTMKIE080jJAkFUl1INEEyCm2byPQtIRz2wMXAH8E2gLP\nAk+HEA6p1AolSZJUsQqna9jMUpK0m4wUP98moFmxfc1JQonitgCvxRhfLLh/SwhhLNADeL/4yePG\njSvazsrKIisrqwLKlSRJ0kFZtAhefRUaNYJvfjPd1UiSKll2djbZ2dnlOrcq9JCYACyLMf5nsXNv\nAE6MMQ4vuB+A9cDJMcb3i51rDwlJkqSq6Lrr4KabYPRo+Otf012NJCnFKrSHRAihbgihUfFbeR4b\nY9wM/AO4oeBxJwFnARNKOP1hYFAIYXgIoS5wNbAGmLe/NUuSJCkN8vJ2hRBO15AkFVOuQCKE0DyE\ncHcI4VNgB8nUi91vJU25KM0YoCGwmiR0uCLGOC+E0DGEsDGE0B4gxrgA+DZwH8moirOAs2OMufvx\nXJIkSUqXl1+GZcugSxcYOjTd1UiSqpjy9pC4DxgJjCcZobDjQJ8wxrge+FoJ+z+hWHPLGONEYOKB\nPpckSZLSqLCZ5aWXQp1U91KXJFV15eohEUJYB/wyxvjnyi9p/9lDQpIkqYpZvx7atoUdO2DJEujU\nKd0VSZLSoCJ6SGwBllVcSZIkSarRHnsMtm+HL3/ZMEKSVKLyBhK3AmNCCI61kyRJ0r4VTte47LL0\n1iFJqrLK20PiSOB4YH4I4RXgi+InxBh/UZGFSZIkqZr64AOYNg2aN4ev7dU6TJIkoPyBxHlAPnAI\nMKLYsQBEwEBCkiRJu0ZHXHABNGyY3lokSVVWuZpaVnU2tZQkSaoidu6E9u1h9Wp4+20YODDdFUmS\n0qgimlpKkiRJ+/b880kYceyx8KUvpbsaSVIVVu5AIoTQNYRwXwhhTghhZQjh/RDCvSGEoyqzQEmS\nJFUjhdM1vvMdCCX+ICZJElDOKRshhAHAK8A24BlgNXAE8FWgPvDlGOOMSqxzX/U5ZUOSJCnd1q6F\nNm0gRli+PNmWJNVqZU3ZKG9Ty1uAWcCZMcYtu124EfBcwfFhB1uoJEmSqrFnnoHcXBgxwjBCkrRP\n5Z2y8SXgD7uHEQAF928B7FYkSZJU202cmPx1qU9JUjmUN5DYChxeyrEWJFM5JEmSVFtt2QKTJyfb\nZ5+d3lokSdVCeQOJZ4GbQwgn776z4P7vgEkVXZgkSZKqkcmTYevWZJnPdu3SXY0kqRoobw+J/wc8\nBUwJIawC1gCtC25vFhyXJElSbVU4XWPUqPTWIUmqNsq1ykbRySGcQdJPoi3wKfB2jHFyJdVWbq6y\nIUmSlEa5udC6NaxfD/PmQY8e6a5IklRFlLXKxn4FElWVgYQkSVIavfIKfPnLSRAxb166q5EkVSEH\ntOxnwZKeW2OMsWC7TMVX4JAkSVIt4XQNSdIBKKuHxCZgEPBOwXZZIlC3ooqSJElSNREjPPVUsm0g\nIUnaD2UFEpcBi3fbliRJkvY0axYsWwZHHgknnJDuaiRJ1UipgUSM8cGStiVJkqQihdM1zjkH6pR3\nRXlJkqBc/6sRQlgcQji+lGPHhRAWl3RMkiRJNZzTNSRJB6i8MXZnoH4pxxoBHSqkGkmSJFUfCxfC\nnDnQvDlkZaW7GklSNVPWKhvNgeZA4fIcbUMIHYud1gA4H1hROeVJkiSpyiocHfHVr0K9eumtRZJU\n7ZTV1PInwPW73Z9Yxrk/q5hyJEmSVG04XUOSdBBCjLHkAyEcAxxTcPefJKHDgmKn7QDmxxg/rrQK\nyyGEEEt7HZIkSaoEq1ZB27bJyIg1a6Bp03RXJEmqgkIIxBhDScfKWmVjAQUBRAjhy8CMGOPGyilR\nkiRJ1co//wkxwqmnGkZIkg5IWVM2dvcOQAihUWknxBi3VEhFkiRJqvqcriFJOkilTtnY46QQ8ks5\nFEmaXsYYY92KLGx/OGVDkiQphXJyoFUr2LkTPvsMWrdOd0WSpCrqgKZsFHNZCfsOA04DegI3HWBt\nkiRJqm5eeAF27ICTTjKMkCQdsHIFEjHGB0s5dHsI4T6SUCKtxo0bR1ZWFlmugS1JklS5nK4hSdqH\n7OxssrOzyzynXFM2yrxACCOAx2OMLQ7qQgdXg1M2JEmSUmHHjmS6Rk4OLFwIXbumuyJJUhVW1pSN\nOhVw/UxgewVcR5IkSVXdK68kYcRxxxlGSJIOSrmmbIQQ/kDSwHJ39UimagwH7qjguiRJklQVOV1D\nklRByrvKxlL2DiS2AcuBicADMcbcCq+unJyyIUmSlAL5+dC+PXz6KcycCf36pbsiSVIVd9CrbMQY\nO1doRZIkSap+3nknCSM6doS+fdNdjSSpmquIHhKSJEmqDXafrhFK/LFLkqRyK3cgEULoE0J4NISw\nKISwJYSwMITwSAjh+MosUJIkSVVAjDBxYrL9ta+ltxZJUo1Q3h4So4AngIXA08AaoDVwDnAUcH6M\ncWIl1rmv+uwhIUmSVJnmzYOePaFFC1i1CjLKNfNXklTLHXQPCeD3JEHEebt/8w8hXAv8DfgdSXNL\nSZIk1USF0zXOOsswQpJUIco7ZaMD8OfiwxBijPnAeKBjRRcmSZKkKsTpGpKkClbeQGIG0KuUY70K\njkuSJKkmWr4cpk2Dhg1hxIh0VyNJqiFKHW8XQmi0292fAI+HEOqRTM1YTdJD4lzgu8AFlVmkJEmS\n0uif/0z+nn46NGpU9rmSJJVTWRMAN5Ww77cFt+KmAnUrpCJJkiRVLU7XkCRVglJX2QghXLo/F4ox\nPlgB9RwQV9mQJEmqJOvXQ+vWybKfq1bB4YenuyJJUjVyQKtspDNgkCRJUhXx3HOQmwvDhhlGSJIq\nVHmbWkqSJKk2crqGJKmSlDVlYxpwSYxxbsF2BEocZgHEGOOXKqnGfXLKhiRJUiXYuhVatYLNm+Hj\nj6GjK71LkvbPAU3ZAD4Atu22XRbTAEmSpJrmpZeSMKJ/f8MISVKFK6uHxKUlbUuSJKmWePrp5K/T\nNSRJlWCfPSRCCA1DCNtDCKNSUZAkSZKqgPx8ePbZZPuss9JbiySpRtpnIBFj3AqsAXIrvxxJkiRV\nCbNmwWefQfv20KdPuquRJNVA5V1l437gxyGEepVZjCRJkqqIwtERX/0qhNL6mkuSdODKamq5u+ZA\nb2BJCOFlYBXFGlnGGH9RwbVJkiQpXZ55Jvn71a+mtw5JUo1V6rKfe5wUwlJ2LftZ/AGBZNnPLhVe\nXTm57KckSVIFWrUK2rSB+vVh7Vpo3DjdFUmSqqkDXfazSIyxc4VWJEmSpKrr+eeTv8OGGUZIkipN\nuXpIhBBGhxAOL+VYixDC6IotS5IkSWlT2D9i5Mj01iFJqtHKO2UjHxgUY3ynhGOZwDsxxvI2yKxw\nTtmQJEmqIDt3QsuWkJMDS5ZA587prkiSVI0d9JSNfWgB5FTAdSRJkpRur7+ehBE9expGSOWUH/PZ\ntGMTOdtzynWrX7c+hzY4lMMaHsZhDQ4r2j60waFF95vVb0ZwhRvVcKUGEiGEc4BzSJpWAlwXQlhT\n7LSGwMnAtMopT5IkSSm1+3KfkgDYunMrS75YwuL1i1m0bhGL1hfc1i1ixcYVbNqxqcKfs06ow6EN\nDuXQBofSunFrBrQdwOD2gxncYTBdDu1iWKEaodQpGyGE7wPfL7jbH/gQ2FzstB0F+2+KMS4p95OG\n0AL4H2AE8DlwbYzx0RLOu7TgvC277f5qjPHVYuc5ZUOSJKki9OgB8+dDdjacckq6q5FSZsvOLcxd\nM5eP1n7EovWLkvBht9BhX5rWa0qz+s32eWtSrwnbc7fzxbYvWL9tfdHf9VvX77GvrJCjdePWDGo/\niEHtBjG4w2BOOPIEGtezAa2qprKmbJS3h0Q28IMY47wKKqgwfPgu0A94FhgSY5xb7LxLgctijEP3\ncT0DCUmSpIO1aBEcfTQ0bw5r1sAhh6S7IqnCxRhZ+sVSZq+andxWJ38/WvsRkZK/U2TUyaBT8050\nbdGVroclt6MOO4quLbrSsXlHmtVvRp1QsS31dubt5IttX/DFti/4ZMMnTF0xlbeWv8Xby9/m8y2f\n73Fu3VCX4444LhlB0X4wg9oP4ugWRzuKQlXCQQcSZVz40BjjF/v5mMbAOqBXjHFhwb6/AitjjNcW\nO/dS4LsxxpP3cU0DCUmSpIN1551w1VVw/vnw2GPprkY6aBu3b2TO6jm8t+q9XQHEqtls3LFxr3Mz\n6mTQ/fDudG/ZvSh06NoiCR46Nu9IRp2KaL938GKMLFq/iLeWJeHEW8vfYvaq2eTFvD3OO7rF0fwg\n8wdc2vdSWjRskaZqpYoZITEGaBJj/O+C+31JRjW0Bd4Fzo4xLi9nMf2A12OMjXfb91MgK8Z4drFz\nLwHuBraShBgTgJtj3PPfNgMJSZKkCnD66TB5Mjz0EFx8cbqrkcotxsiKjSt497N397gtWr+oxPOP\naHwEfY7oU3Q7/ojj6dGyB/Uz6qe48oqxecdmpq+cXhRQvLnsTdZsSdr/NchowIW9L2TMCWPIPDIz\nzZWqNqqIQGIu8KcY470F918FGgC3A78EPogxXlTOYk4G/hZjbLvbvsuBb8UYhxU7twuQH2P8OITQ\nG3gcmBBj/F2x8wwkJEmSDsamTXD44cmyn6tWQatWKXvqnXk72bRjExt3bEz+bt+4z/t1Qh1aNGxB\ni4YtOLzR4UXbRfsaHl5tv1yqbDvzdjJ/7fy9woe1W9fudW69uvXo2apnEjy03hVAHNHkiDRUnjp5\n+Xk8+9Gz3DPtHl5c9GLR/i+1+xJjMsfwzV7fpOEhDdNYoWqTiggkNgFnxRhfCSG0Bj4FTi24fy5w\n9+4Bwz6uVdIIiZ8BQ4uPkCjhsecDP48xZhbbH0855RQ6d+5M586dycrKIisrqzzlSJIkCeDpp2HU\nKBg0CN56q1Kfas3mNbz2yWtMWTqFVz95lfc+e6/UufsHo9EhjfYIKNo1a0fHZh3p2HzXrUPzDjSr\n36zCn1sHLy8/j6VfLOXDzz/kw88/ZO6auby36j3mrJ7D9rzte53fomEL+rbpS98j+iZ/2/SlR8se\nHFK3dvdC+WjtR9w3/T7+8u5fWL9tPZC8V5f1vYwrMq+ga4uuaa5QNU12djbZ2dksXbqUpUuXMmXK\nlIMOJNYCF8UYXwghfBP4X6B5jDEvhDAMeC7GWK6IrZQeEhOAZTHG/9zHY88HfhFjHFBsvyMkJEmS\nDsbll8P48XDjjTB2bIVeekXOCl79+FVe/fhVpnw8hXmf79knPRBoWr8pTes1pWn9pjSp14Sm9Qr+\n1m9Kk0OaFB0v3JeXn8e6reuS27bk79ota4v2rd26ltz83HLV17x+8z1Cio7NO9KhWQc6NO9Au6bt\nOLLpkf6aXIk279jMgrULmPf5vKLw4cPPP2TB2gUlBg8AXQ/rWhQ69G3Tl+OPOJ72zdrbxLEMW3Zu\n4fE5j3P3tLuZ8ekMIPl374yjz2DMCWM48+gzqVunbpqrVE1UESMkXgB2AtcA9wOfxRi/UXDsMuC/\nYozljtYKVtmIwPdIlhR9BhhcfBWPEMKZwMwY46oQQg/gCZLpHjcWO89AQpIk6UDFCO3bw8qVMHMm\n9Ot3EJdKVjCY8vGUohCi+Dz+hhkNGdxhMEM7DmVop6EMaj+owr/wxxjZvHNzUUjx+ZbPWZ6znE82\nfMInGz5hWc6you2tuVv3eb3DGhzGkU2PpF2zJKAoDCqK/jZrR+vGratM48OqZMvOLazIWcHynOV7\n3BauX8iHn3/IJxs+KfWx7Zu1p0fLHvQ4vAc9Wvbg+DbH0+eIPo5qOUjvrHiHe6bdw2NzHisKfdo2\naUurxqmbqqXaY/YPZh90INELmAR0BpYBp8UY5xccm0wSUIwub0EhhMNIRlmMAD4HrokxPhZC6Ah8\nABwbY1weQvgDcDHQBFhF0tTyRptaSpIkVaBZs6B/fzjySFi+HA7gV+a8/DwenfMoN716E/PXzt/j\nWNN6TTmx44mc0ukUhnYaSuaRmdSrW6+iqj8oMUbWbl27K6jYUBBU5CTbKzeuZOXGlezM37nPa9UJ\ndTi84eG0bNRyn7fC85rVb1Ytf9XfmbeTDds3FC1LuXbLWlZs3Dt0WLFxBeu2rivzWofUOYRuh3cr\nCh6ObXUsPVr2oPvh3Wlav2mKXlHttHbLWv531v9y7/R7WfLFknSXo5pqHBWz7GcIoSWwLsaYv9u+\nPsCnMcY1B1vngTKQkCRJOgg33QTXXZdM23jggf16aH7M5+9z/86vsn9VNBXjsAaHMbTT0KJb3zZ9\nq/XIgfyYz9ota1m5cSUrNq5I/uas2PP+xhWs3rx6v69dN9TdNTWl+FSVgvvF99WvW5+MOhkl3urW\nqbvXvjqhDjvzdrIjbwc78nawM3+37VL2b9qxqShsWL9tfdH2F9u+YP3W9Wzeubncr7Fe3Xq0a9qO\n9s3aF93aNW1H50M7c2yrY+lyaJda3+ch3fJjPh9+/iE78/YdvEn7q2/bvhUTSFRVBhKSJEkHYfBg\nePtteOopOOeccj0kxsg/5/+T67OvZ/aq2QB0at6J60+5ntHHj67WAcSB+v/s3Xd8VGX2x/HPkx56\nrxEivSxNpYp06VioCoqI2LCCvaDoz9W1rmXXRUQQFBsBRIp0gmKh9yIgvRM6gdR5fn9cQg1hSO5k\nUr7v1yuvmdy589yTXV5Ocu5zzklMTuTQ6UPEnIoh5lQMh06dex5zKoaY0zEXfn8qhpMJJ/0ddroE\nmAAKhRU6+1U4rDBlC5QlIv95SYcCThKiWJ5iBJgAf4csIn6Srh4Sxph3gI/PK51I8y9+a+2zGY40\nnZSQEBEREUmngwehZEkIDoZDhyBfvjRPt9YyffN0Xol+hSV7lgBQNn9ZXm72Mv3r9c8ypRjZRXpG\nniZ6EknyJHn9lWyTCQkMITggmJDAEOd54HnPAy58HhwYTL6QfBQOK3xh0iH83Pf5Q/Jny1ITEcl8\naSUk0kpd9wTGAruAHlw+IWHOvOa3hISIiIiIpNP06U5TyxYtrpiMmLt1LkPmDeH3nb8DUDJvSV5o\n+gIP3vAgYUFhmRBszhMcGEzh8MIUDi/s71BERDLdZRMS1trI1J6LiIiISA4yZYrz2KnTZU9ZsGMB\nQ+YNIXpbNABFw4vy3I3PMbD+QPKG5M2EIEVEJCdSDwkRERGR3CoxEYoXh2PHYPNmqHjhFPcNMRt4\ncvqTzPh7BgCFwgrxdOOnebzh45p+ICIiXklvyUbKmysCA4BGQEmc8oz9wB/AF9baLS7GKiIiIiKZ\n5fffnWREtWqXJCNmb5lNtx+6cTz+OPlD8vNkoycZ3HgwhcIK+SlYERHJadJMSBhj+gP/A5KBJcBK\nnJ4RZYHBwFPGmIestV/6OE4RERERcdvUqc7jReUaI5aN4OGpD5PkSaJb9W4M6zyMYnmK+SFAERHJ\nyS6bkDDG1AaG4TS2HGStPXrR64WBfwOfGWOWWmtX+zRSEREREXHXRQkJj/XwwuwXeOf3dwB47sbn\neLP1mxrZKCIiPpHW2M/hQC2gyeUaNBhjAoDfgFXW2gd9FuUVqIeEiIiIyFXatg2uvRYKFICYGE6R\nSN+JfRm/fjxBAUH8r9P/GHDdAH9HKSIi2Vx6e0jcBPw7rb/0rbUeY8wonPINEREREckuUnZHtG3L\nvvhD3PrdrSzavYiCoQWJ6hlFmwpt/BufiIjkeGklJMoCG71YYyMQ4U44IiIiIpIpzoz7XHtzXTqN\naMT2Y9uJLBTJ1N5TqVG8hp+DExGR3CCthEQ+4JQXa8QBedwJR0RERER8LjYW5s1jVkXofuhtjiec\noGHZhky6YxIl85X0d3QiIpJLXGnsZwVjzMkrnHOtW8GIiIiISCaYO5fh/4hnYCdITjhBjxo9GH3b\naMKDw/0dmYiI5CJpNbX0XM1C1lq/tV9WU0sRERER73ish+eercd7+VYB8ELTF3ij1RuapCEiIj6R\n3qaWra7iGsoGiIiIiGRxpxJPcdeEu5iYbxVByfBZvSH0b/26v8MSEZFc6rI7JLIT7ZAQERERSdvx\n+OO0GdOGxXsWUzAOxs8qTOtFMRCgnREiIuI7ae2Q0CeQiIiISA5nreXeSfeyeM9iIinMHyOgdZ3b\nlfqWTQcAACAASURBVIwQERG/0qeQiIiISA73zm/vMGH9BAqGFmTWr5FUjwE6d/Z3WCIiksupZENE\nREQkB5uzZQ5tv26Lx3r4qdPXdGnYFwID4dAhyJ/f3+GJiEgOp5INERERkVxox7Ed3DH+DjzWw8s3\nvUyXvwCPB5o3VzJCRET87ooJCWNMqDHmJWNM3cwISEREREQyLi4pjm4/dCPmVAztKrZjaIuhMHWq\n82KnTn6NTUREBLxISFhr44GXgIK+D0dERERE3PDYtMdYsmcJkYUi+abbNwR6LEyf7ryohISIiGQB\n3pZsLAKu82UgIiIiIuKOEctGMGL5CMKCwpjQcwJFwovAwoVw5AhUrux8iYiI+FmQl+c9A3xrjEkC\npgL7gQu6SFprT7kcm4iIiIhcpcW7F/PItEcAGNZpGPVK13NemDHDeezQwU+RiYiIXMjbhMTCM48f\nnfm6mAUCXYlIRERERNIl5lQM3X7oRkJyAg/f8DD31L3n3IszZzqPbdv6JzgREZGLeDX20xjT70rn\nWGu/dCGedNHYTxEREcntkj3JtB/bntlbZtOwbEPm95tPaFCo8+Lhw1C8uDPu88gRyJvXv8GKiEiu\nkdbYT692SPgz2SAiIiIiV/by3JeZvWU2JfKWIKpn1LlkBMDs2efGfSoZISIiWYS3JRsAGGNqANcD\n1wAjrbX7jDGVgf3W2uO+CFBERERE0jZx/UT+9du/CDSBfN/9eyIKRFx4Qkq5Rrt2mR+ciIjIZXiV\nkDDG5ANGAd2AxDPvmw7sA/4J7ACe9lGMIiIiInIZG2I2cM+PTq+It9u8TYvIFheeYO25hpZKSIiI\nSBbi7djPD4DGQGsgP3B+/cc0wO/tmocOHUp0dLS/wxARERHJNCfiT9D1+66cSDhBz5o9Gdx48KUn\nbdgAu3ZBiRJQu3bmBykiIrlSdHQ0Q4cOTfMcb5taxgBPWmu/NsYEAQnADdbaZcaYVsBP1tp8LsSc\nLmpqKSIiIrmNtZaeUT2JWhdFjeI1WDhgIflCUvl17MMPYdAguOsu+OqrzA9URERytbSaWnq7QyIc\niLnMa/mB5PQEJiIiIiLp89HCj4haF0X+kPxM6Dkh9WQEnCvX0LhPERHJYrxNSCwB7rnMa92A390J\nR0RERESuZM+JPbw09yUAvrztS6oWq5r6iXFxMH++81wJCRERyWK8nbLxMjDbGDMHGHfmWEdjzGCg\nO9DMF8GJiIiIyKVemvsSpxJPcXu12+lavevlT1ywAE6fhrp1oWTJzAtQRETEC17tkLDW/gq0AkKA\nT84cfg24FmhtrV3km/BERERE5HzL9i5j9IrRBAcE887N76R9csq4T+2OEBGRLMjbHRJYa38DbjLG\n5AEKA0ettbE+i0xERERELmCtZdCMQVgsjzd8nEpFKqX9Bo37FBGRLMzbKRutgT+stad8H9LV05QN\nERERyQ0mrJ9Atx+6USxPMTY9tolCYYUuf/LevVCmDOTJA4cPQ2ho5gUqIiJyRlpTNrzdITELSDbG\nLAN+PfO1wFp7yKUYRURERCQN8UnxPDPrGQBea/Fa2skIgFmznMcWLZSMEBGRLMnbhEQJ4KYzXy2A\nJ4BAY8x6ziUnvvZJhCIiIiLCJ4s+YcuRLVQvVp0Hrn/gym9QuYaIiGRxXpVsXPImY/IBLYGncCZs\nWGttoMuxXU08KtkQERGRHOtg7EEqfVKJ4/HHmdZ7Gh0qd0j7DR4PlCoFBw/C+vVQrVrmBCoiInIR\nN0o2MMbkB5pwbqdEA+A0MBVnl4SIiIiI+MCr0a9yPP447Sq2u3IyAmDFCicZUa4cVK3q+wBFRETS\nwauEhDFmKVAbOICTfPgBeBxYba31+C48ERERkdxt7YG1fLb0MwJNIO+3fd+7N6WUa7RtCybVm1Ii\nIiJ+F+DlebWBROAP4HfgN2vtSiUjRERERHzrqZlP4bEeHrj+AWqWqOndm2bOdB7VP0JERLIwb8d+\n5uVcuUYznHKNBGAB8Avwi7X2Tx/GeaX41ENCREREcpyfN/1Mx286UjC0IJse20TxvMWv/KaTJ6FI\nEUhOhpgYKFzY94GKiIhcRoZ7SFhrY3FGf846s2Aw0Bp4HvgXYAG/NbUUERERyWkSkxN5auZTALzc\n7GXvkhEA8+ZBYiI0aqRkhIiIZGlX09SyOOd2SNwE1AEMsA5nl4SIiIiIuGT40uGsj1lPxcIVeazB\nY96/UeUaIiKSTXjb1PIvoDKQBCwD5gKvA79aaw/7LjwRERGR3OfI6SO8Gv0qAO/c/A6hQaHev/n8\nhpYiIiJZmLc7JL7D2QXx55nyDRERERHxkTd+eYNDpw/RvHxzbq92u/dv3LoVNm2CggWhQQPfBSgi\nIuICb3tIvOrrQEREREQENh3axCeLPsFg+KDdB5irGduZUq7Rpg0EeV2ZKyIi4hfejv3EGFPRGDPM\nGLPGGLPHGLPaGPM/Y0wFXwYoIiIikps8O/tZEj2J3FP3Hq4rfd3VvVnlGiIiko14O/bzemAeEAdM\nAQ4AJYFOQCjQylq71IdxXik+jf0UERGRbG/e1nm0GtOKvMF52fjYRsrkL+P9m5OSoGhROH7cKd2I\njPRZnCIiIt7K8NhP4D1gOdDBWnvqvIXzANPOvN4yo4GKiIiI5FbJnmQGzxwMwHM3Pnd1yQiAhQud\nZESVKkpGiIhItuBtyUYD4N3zkxEAZ75/D2jodmAiIiIiucmYlWNYsW8FEQUieKrJU1e/gMZ9iohI\nNuNtQuI0UPQyrxXBKeUQERERkXQ4mXCSF+e+CMBbrd8iT3Ceq18kpX+EEhIiIpJNeJuQmAq8ZYy5\n6fyDZ77/FzDZ7cBEREREcovhS4ez7+Q+6pepT+9ava9+gcOHYfFiCA6G5s3dD1BERMQHvE1IPAVs\nAeYbY/YaY1YZY/YB888cT8e+QhERERFJ8iTx0cKPABjSbAgBxushaOfMmQMeDzRtCvnyuRyhiIiI\nb3jV1NJaGwM0Nca0x+knURrYC/xprZ3pw/hEREREcrQJ6yew49gOKhepTKcqndK3iMZ9iohINpRm\nQuLMFI0OQCSwD5hjrZ2eCXGJiIiI5HjWWt7/430ABjUalL7dEdaqoaWIiGRLl01IGGMqAHOA8ucd\nPm6M6WWtneHzyERERERyuD92/cGi3YsoEl6EvnX6pm+RDRtg504oUQLq1HE3QBERER9KKw3/DpAM\nNAXyAjWBFcCwjFzQGFPEGDPRGHPSGLPNGHOnF++ZY4zxGJOe2wYiIiIiWdMHf3wAwEPXP0TekLzp\nWySlXOPmmyFAvyqJiEj2kVbJRmPgaWvt72e+X2+MeQDYYIwpba3dm85r/hdnTGgJoB4w1Riz0lq7\nLrWTjTF9zsRp03k9ERERkSxny5EtTNwwkeCAYB5p8Ej6F1K5hoiIZFNppdFLA39fdGzLmcdS6bmY\nMSYv0BUYYq09Za39DZgE3H2Z8wsCrwDPAiY91xQRERHJij5e+DEe6+HOWndSJn+Z9C0SFwfR0c7z\nm292LTYREZHMcLX7+lJ2KaQ3OVAFSLLWbj7v2EqccpDUvAl8CuxP5/VEREREspyjcUf5YvkXgNPM\nMt1++w1On3Z6R5RK1/0iERERv7nS2M8ZxpikVI7Puei4tdaW8OJ6+YDjFx07AeS/+ERjzA04ZSOP\nAeW8WFtEREQkWxixbAQnE07S6tpW1C1VN/0LpfSPULmGiIhkQ2klJF6/inW87e9wEihw0bGCOEmJ\ns840r/wUeNJa6zHm7IaMy+7MGDp06NnnLVq0oEWLFl6GJCIiIpJ5EpMT+XjhxwAMbjQ4Y4ulJCTa\nts1gVCIiIu6Ijo4mOqWc8AqMtZnXK/JMD4nDQM2Usg1jzFfATmvti+edVwg4BBw4cygQKIZTutH9\nTO+J89e1mflziIiIiKTXd2u+487xd1KtWDXWDlxLQHqHiO3dC2XKQHg4HDkCoaHuBioiIuICYwzW\n2lQ3F1ypZMNV1tpYY8wE4HVjzADgOqALTmnG+ecdNcaUPu9QOWDRmfNjMiteERERETdZa3n/j/cB\np3dEupMRALNmOY8tWigZISIi2ZI/hlUPBMJxdj98DTxkrV1vjClnjDlhjIkAsNYeSPnCSUJYYL+1\nNtEPMYuIiIhk2IIdC1iyZwlFw4tyd+1Uh4x5T/0jREQkm8vUHRIA1tojwO2pHN9BKs0tz7y2Dads\nQ0RERCTb+uDPDwAYWH8g4cHh6V8oORmmT3eet2/vQmQiIiKZzx87JERERERync2HNzNpwyRCAkMY\nWH9gxhb74w84fBgqVYIqVdwJUEREJJMpISEiIiKSCT768yMslj61+lAqX6mMLTZlivPYpQuYyw4h\nExERydKUkBARERHxsSOnjzByxUjAaWaZYSkJic6dM76WiIiIn1y2h4QxZjFOI8m00u4pr1trbQOX\nYxMRERHJEYYvHc6pxFPcXOFmapWslbHFtm6FtWuhQAFo2tSdAEVERPwgraaWa69iHZvRQERERERy\nooTkBD5e9DEAgxsPzviCKbsj2reHkJCMryciIuInl01IWGv7ZWIcIiIiIjnSuLXj2HNiDzWK16Bd\nRRdGdE6e7DyqXENERLI59ZAQERER8RFr7dlRn4MaDcJktAHliRMQHQ0BAdChQ8YDFBER8aO0SjYu\nYIy5FrgLqAyEnf8STg+Jni7HJiIiIpKt/bL9F5btXUbxPMXpU6tPxhecNQsSE+HGG6FYsYyvJyIi\n4kdeJSSMMdcDvwLbgarASqAQUB7YDWz2VYAiIiIi2VXK7oiB9QcSHhye8QVVriEiIjmItyUb7wLj\ngJS20AOstdcCTQEP8LYPYhMRERHJtjYe2sjkvyYTGhjKwzc8nPEFPR6YOtV53qVLxtcTERHxM28T\nEnWBb3CSDwChANba34HXgH+5H5qIiIhI9vXRnx9hsdxV+y5K5iuZ8QUXL4aDByEyEmrUyPh6IiIi\nfuZtQsICidZaD3AAp1QjxS6gituBiYiIiGRXh08fZtSKUYDTzNIV55drZLQ5poiISBbgbUJiPU4z\nS4A/gEHGmCrGmEjgGeBv90MTERERyZ4+W/IZp5NO065iO2qWqOnOolOmOI8q1xARkRzC2ykbw4HI\nM89fBGYCG858fxLo4W5YIiIiItlTsieZ/y7+L+Di7ogdO2DlSsiXD5o3d2dNERERP/MqIWGtHXPe\n8/XGmBpAYyAc+MNae8BH8YmIiIhkKzP+nsHuE7upVKQSbSu2dWfRlGaWbdtCaKg7a4qIiPjZFUs2\njDHhxpiZxpgWKcestSestTOttZOUjBARERE5Z8SyEQDcV+8+jFu9HlLKNTTuU0REchBjrb3yScYc\nAbpba+f4PqSrZ4yx3vwcIiIiIr60/+R+Iv4dgbWWnYN2Ujp/6YwvGhsLRYtCQgLs3QslXZjYISIi\nkkmMMVhrU83Qe9vUcjJwm3shiYiIiOQ8X636iiRPEh0rd3QnGQEwZw7Ex0ODBkpGiIhIjuJtU8vp\nwHvGmDLAVGA/zijQs6y101yOTURERCTbsNbyxfIvAKdcwzXnj/sUERHJQbwt2fBc4RRrrQ10J6Sr\np5INERER8bffdvxG01FNKZm3JDsH7SQ4MDjji3o8EBHhlGosXw5162Z8TRERkUyUVsmGtzskKrgY\nj4iIiEiOk7I7ol/dfu4kI8BJQuzd6yQl6tRxZ00REZEswtuEhAfYZ61NuPgFY0ww4FKRpIiIiEj2\ncyL+BD+s/QGA/vX6u7fw+eUabk3sEBERySK8TUhsAxoBi1J5rQ6wEPBbyYZkAdu2wcyZztfu3VC2\nrHM3JyICrrnm3PPSpSEkxN/RioiIuOr7td8TmxjLTeVuokrRKu4tnDLus0sX99YUERHJIrxNSKQl\nDLhk54TkcCdPwrx555IQGzd69z5jnA7hKQmKlIRFq1Zw/fW6+yMiItmST5pZ7tkDS5dCeDi0bOne\nuiIiIlnEZRMSxpg6OLsfUv5C7GSMqXbRaWFAL8DLv0Yl2/J4nDrWGTOcBMTvv0Ni4rnXCxSA1q2h\nXTuoXt2pd921y/naufPc8717Yd8+52vJkguvUasW3Hcf9OkDxYpl7s8nIiKSTmsPrOXPXX9SILQA\n3Wt0d2/hqVOdxzZtnKSEiIhIDpPWDonbgVfO+37IZc7bCjzkWkSSdcTHw/ffw88/w+zZEBNz7rWA\nAGjUCNq2dZIQDRpAkBcbbpKSnGRESoJi1y746y8YNw5Wr4Ynn4RnnoFbb3WSEzffDIGqBhIRkawr\nZXfEnf+4k7whed1bWOUaIiKSw1127OeZZpWhZ749DrQCLrqlTUJqjS4zm8Z++sDs2fDIIxeWYpQr\n5yQf2rZ1dkMULuze9RISnMZdX3zh7MLwnJk0GxEB/frBvfdCBQ17ERGRrCUhOYGyH5Ql5lQMiwYs\non7Z+u4sfPo0FC3qPO7eDWXKuLOuiIhIJktr7OdlExLZiRISLtq1CwYPdnYsAFSp4iQm2rVznmdG\nj4ddu2D0aBg5ErZsOXe8ZUvo3x+6ddPWVRERyRKi1kXRY1wPapWoxcqHVmLc+pycNg06dXL6K11c\n4igiIpKNpJWQCPBygSeMMf+6zGtvGWMezUiAkgUkJsK770K1ak4yIjwc3nwTVq2Cxx+HqlUzr+Fk\nRAS89BJs2uQ0zrz7bieelOelS8OjjzqlHyIiIn40YtkIAAZcN8C9ZARcOO5TREQkh/IqIQE8DPx9\nmdc2AQPdCSf9hg4dSnR0tL/DyJ6io6FuXXj2WYiNhdtvhw0b4IUXIDT0im/3mYAAaNECxoxxmmEO\nGwb168OxY/Df/zpJkk8+cfpSiIiIZLIdx3Yw8++ZhASG0KdWH/cWtvZc/wglJEREJJuKjo5m6NCh\naZ7jVcmGMeY00MFaG53Kay2BadZav+2hV8lGOu3d6zSQHDvW+b5iRecP/A4d/BvXlaxa5SRLpk1z\nvq9bFz79FBo39m9cIiKSq7w+/3VejX6VXjV78V3379xbeOVK57OtdGmnjDHA2/tHIiIiWU+GSzaA\nI8DFIz9TVMFpeinZRVISfPSRU54xdiyEhcFrr8GaNVk/GQFQu7Zz5+jHH6F8eVixApo0caZyHDzo\n7+hERCQX8FgPo1aMAuC+eve5u3hKuUanTkpGiIhIjubtp9xk4FVjTO3zDxpjagFDgUkuxyW+8ttv\nToOsJ5+E48edX3bWroVXXnESE9mFMc5o0HXr4MUXITjYaYJZtSp89hkkJ/s7QhERycHmbp3LtqPb\nKF+wPK0rtHZ3cZVriIhILuFtQuJFIAZYboxZbIz5yRizBFgB7Aee91WA4hKPBx57DJo2dUoeypeH\nSZOcuzDZeZxmnjzwz3/C6tXQpg0cOQIPPQSNGqkruYiI+ExKM8v+9foTYFzcxbB/Pyxa5PRwatPG\nvXVFRESyIK8+Qa21h4AGOM0rtwB5gM3AQ0BDa+1hn0Uo7hgyBP7zHwgJcSZYrFsHt9ySeZMzfK1q\nVZg5E374AcqWdZIRDRrAww/DYf3zFBER9xw6dYiJGyZiMPSr28/dxadNc5patmoFefO6u7aIiEgW\n43VK31p72lr7mbW2l7W2jbX2Dmvt59baeF8GKC4YMcIZ4RkY6PRdeOMNZ2dBTmMM9OgB69fD0087\nP++wYU6yYuRIZ5eIiIhIBo1dPZaE5ATaVmxLuYLl3F08pVyjSxd31xUREcmCrmqPoTGmozFmiDFm\nuDGm3JljzY0xZXwTnmTYzJlOCQM4kyiyQ9PKjMqfH95912l22bw5xMQ4DS+bN4eNG/0dnYiIZGPW\n2rPlGgOuG+Du4vHxzuc2OD2eREREcjivEhLGmJLGmEXAT0A/YABQ7MzL/YAhvghOMmjVKuje3Wnw\n+Nxz8MAD/o4oc9WsCfPmOZNESpaEBQugTh147z01vRQRkXRZsmcJqw+splieYtxS9RZ3F58/H06e\ndKZJlXN554WIiEgW5O0OiU+AvDijP6te9NpsQF2Xspo9e5y7KydOQM+eTslGbmQM9O7t9Mzo2xfi\n4uCZZ+DGG51jIiIiV+GL5V8AcHftuwkJDHF3cZVriIhILuNtQqI9MMRauzmV13YDZd0LSTLsxAkn\nGbFrFzRpAqNHa455kSLO/w5TpjhNLxcuhHr14K23ICnJ39GJiEg2cCrxFN+u+RaA++rd5+7i1jqT\nr0DjPkVEJNe4mr9SEy9zvBhw2oVYxA1JSXDHHU7/hEqVnNGeYWH+jirr6NQJ1q51ekokJMCLL0LD\nhk55i4iISBqi1kVxPP44jSIaUbNETXcXX7sWtm2D4sWdKVEiIiK5gLcJiV+Bx40xQam8di8w172Q\nJN2shccec0aGFS3qPBYrduX35TYFCzqTR2bMcGp0ly2DG26A115zkhQiIiKpSCnXcH13BMCECc5j\n587a1SgiIrmGt594zwENgNXA/505NsAY8wvQBHjZB7HJ1Xr/fWfMZWioszOicmV/R5S1tW0La9bA\nww9DYiIMHQr16zsJChERkfNsPLSRX7b/Qt7gvPSq2cv9C3z/vfPYs6f7a4uIiGRRXiUkrLVrgOuB\nJThTNZKBrsBOoIG19i9fBSheGjfOadYIMGaM07RRrix/fmcc6ty5UKGCU7rRoAG8/LIzfk1ERAQY\nuXwkAD1r9iR/aH53F1+71mm0XKQItG7t7toiIiJZmNd7Aq21m621d1trS1trg621pay1fay1m3wZ\noHjh99/h7rud52+/rbsr6dGypZOMeOIJ8Hjgn/+E665TbwkRESHJk8TolaMBGHDdAPcv8MMPzmPX\nrhAc7P76IiIiWdRVFykaYyKMMfWNMRG+CEiu0ubNcOutzt38Bx88t0tCrl7evPDhh/DLL1ClinO3\nqlEjZzqHiIjkWtM2TWPfyX1UK1aNxhGN3V3cWpVriIhIrpVak8pUGWMGAi8CZc47tgd4y1r7Xx/E\nJldy6BB07AgxMdC+PfznP2CMv6PKFHFJcRw5fYQjcUcu/3je86NxRwkPCqdE3hJnv4rnKX7h93mL\nUzxPcUKbNoXly+HRR2HUKOjXD377DT7+WBNLRERyoTErxwBwb917MW5/zq5eDX/95TSjbtnS3bVF\nRESyOK8SEsaYV4BXgS+AicABoAROH4mPjTHFrLWv+SxKuVRcHNx2G2zaBHXqONs9g7zOL2Ub1lq2\nH9vO8r3LWbFvBcv3LWf5vuXsOr7LZ9csGFqQ4nmLU7ZZWW76R2fa/G8GjUZ+TujSpRAVBdde67Nr\ni4hI1nLk9BEmb5yMwdCnVh/3L5BSrtGtW478HBcREUmLsdZe+SRj9gOfW2svmaZhjHkDuN9aW9IH\n8XnFGGO9+TlylFdegf/7PyhbFhYudB6zucTkRDbEbLgg8bBi3wqOxh295NyggCCKhBehcFhhCocX\nvvAxlWOFwgpxOuk0B2MPciD2wLmvUwcuOHbw1EGSPEmXXC88yXDTNkubvWG0vv8t6vZ8nACjsWwi\nIjnd8KXDeXDKg7Sp0IZZd89yd3FroWpV5+bCnDnQqpW764uIiGQBxhistaluMfQ2IXEc6GatveST\n2BjTFoiy1hbIcKTpZIyx/1n4Hx5p8Ii/QshcJ05AuXJw9KjT7+Cmm/wdUbocjz/O7C2zmfn3TJbu\nXcrq/auJT750skXxPMWpV7oe9UrVo26putQrVY9KRSoRGBDoekwe6+Fo3FEOxh5k0+FNzN06l9lb\nZrP6wOoLzitqw2lZvSNtKt5M6wqtqVi4ovvbeEVExO+ajWrGrzt+5ctbv+Seuve4u/jy5U4D5RIl\nYPdu7ZAQEZEcKa2EhLeffJNwyjNSuzXQFZiSzthc8+jPj3Lw1EFebf5qzv/DcPhwJxnRrFm2SkZY\na1lzYA0/b/6ZaZum8dvO3y7ZjVCxcMWzSYe6pepSr3Q9SucrnWn/nwaYAIqEF6FIeBGqFqtK5yqd\nAdh/cj9zt8xmzk8fMuvQEnYUOk3UhvFEbRgPQPmC5Wl9bWu6Vu9Kh8odtHtCRCQH2HZ0G7/u+JXw\noHC6Vu/q/gVUriEiIrmctzsk7gTeBdZwaQ+JGsCzwLGU862103wRbBrx2YDXAvBYDwNvGMjHHT72\nyd3zLCE+HipUgD17YOpUp6llFnY8/jhztszh580/8/Pmny/o/RBoAml8TWM6VOpA03JNqVOyDgXD\nCvoxWu/YefP4+8EezClwiNk1wphbNYTDScfPvl6zeE2eb/o8vWr2IjhQ49tERLKrN355gyHzhtC7\nVm/Gdh3r7uLWQqVKsGULREdD8+buri8iIpJFuFGy4bmK61lrbaZmA4wxduL6idwRdQfxyfH0rNmT\nMbeNITQoNDPDyBwjR8J990GtWrByZZabqmGtZe3Btfy8yUlA/Lrj1wt2QZTKV4r2ldrTsVJHbq54\nM4XCCvkx2gzYuxd69YJff8UTGMCKNx9neqNi/G/psLNJl/IFy/N0k6fpX68/eYLz+DlgERG5GtZa\nqv23GhsPbeTnPj/TvlJ7dy+wZAnUrw+lSsGuXRCYQ2+kiIhIrudGQiLyai5ord12NednVEpTy+ht\n0dzy7S2cSDhBmwptmNhrIvlC8mVmKL7l8UCNGs54sK+/hj4+6PadThsPbWTsqrF8s+YbNh/efPZ4\ngAmgcYSzC6Jj5Y7UKVUn55QzJCXBiy/Cu+8633ftSsLnwxi7fQpv//Y2fx36C3B6YDzR8AkG1h9I\n4fDCfgxYRES8tWj3IhqOaEjJvCXZNXgXQQEul1Q8+6zz+fHoo/DJJ+6uLSIikoVkOCGR1Z0/ZWP5\n3uW0H9ueA7EHqF+mPtP6TKNYnmJ+jtAlEydC165Qvjxs3uz3etO9J/by3ZrvGLt6LEv3Lj17vETe\nEnSo1IEOlTpwc8WbKRJexI9RZoIff4R77oHjx6FKFfjpJ5IrV2LSX5N4a8FbLNmzBIB8Ifl46PqH\nGNR4EGXyl/Fz0CIikpbHpj3Gfxb/hycbPsm/2//b3cWtdUZIb98Ov/4KTZu6u76IiEgW4mpCSuU0\nawAAIABJREFUwhiTF7gPqArsB0Zba7dnOMoMuHjs5+bDm2n7VVu2Ht1KtWLVmHHXDMoVLOfHCF1g\nLTRqBIsWOXdSHn3UL2EcizvGhPUTGLt6LPO2zcNjnWqe/CH56VajG31q9aFlZMuc28PjcjZvdpqS\nrVoFBQvC999Du3ZYa5m3bR5vLXiL2VtmAxASGMI9de7hmSbPULloZT8HLiIiF0tMTqTMB2WIORXD\n0geWcl3p69y9wMKFzmd6mTKwcycE5JCdgyIiIqlIV0LCGPM+0MVaW+W8Y/mBJUBl4DBQEIgFGlhr\nN7oduLcuTkiAc/e+3dftWH1gNREFIph510yqF6/upwhdEB0NLVtCsWLOHZU8mdeTID4pnmmbpvHN\nmm+Y/Nfks6M5QwJD6Fi5I31q9aFT5U6EB4dnWkxZ0smT0Levs5MlIADeew+efPJsn48le5bw9m9v\nM37deCwWg6F7je78q82/qFC4gp+DFxGRFFM2TqHLt12oUbwGax5e4/6kp6eegg8+gCeegA8/dHdt\nERGRLCathERaKfmWwMUtpZ/GSUYMsNYWA8oA24FX3AjUTaXzl2Z+v/nceM2N7Dq+i5tG3cSi3Yv8\nHVb6/etfzuPjj2dKMsJay4IdC7j/p/sp9X4puv7Qlah1USQkJ9AisgWfd/mcfU/tY2KviXSv0V3J\nCIB8+SAqCl55xen3MXiw04A03kng3FDmBsb1GMeGRzdwX737CAoIYty6cdQdVpfRK0aTE8qnRERy\ngq9WfQXA3bXvdj8Z4fHAuHHO85493V1bREQkm0lrh8Rh4G5r7dTzjq05856a5x27G3jdWnutr4O9\nnNR2SKQ4lXiKnuN6MnXTVPIG52VCrwm0rdg2kyPMoBUroF49yJsXduyAIr7rybD96HbGrBzD6JWj\n+fvI32eP1y1Vl97/6M2dte4kokCEz66fY/zwA/TrB6dPQ5MmMGEClCx5wSm7j+/mielPMH79eAC6\n1+jOsE7DKJqnqB8CFhERcEoTS75XkoTkBLY/uZ1rCl7j7gX++MP5XLjmGti2TeUaIiKS46V3h0QQ\nEHfeIkWB6sDci87bDpS6imCKGGMmGmNOGmO2GWPuvMx5dxhjNhhjjhljYowxE4wxV90JME9wHib2\nmkjfOn2JTYyl8zed+X7N91e7jH+9/bbz+MADPklGxCbEMmblGFqNbkXkR5G8Ev0Kfx/5mzL5y/Dc\njc+xduBalj+4nGdufEbJCG/17AkLFkBEBPz+uzPabcWKC04pW6As43qM48tbvyRfSD6i1kVR63+1\nmPn3TD8FLSIiUeuiiE+Op0VkC/eTEeD0GALo0UPJCBERyfXS2iGxFPjZWvvyme/7Al8Ct1hrp5x3\nXnfgI2ttWa8uaMy3Z57eB9QDpgJNrLXrLjrvGiDeWnvgTCPNz4Aga+0dqax52R0SKTzWwzMzn+GD\nPz8AoEeNHrzR6g2qFK2S5vv8bssWqFzZ+aVlyxbnjooLPNbDr9t/5cuVXxK1LoqTCScBCAsK4/Zq\nt9Ovbj9aX9s69zWndNu+fXD77fDnn06pzZgxTvPLi2w5soW+E/vy287fAHii4RO81fotlcKIiGSy\nlqNbEr0tmi9u+YL+9fq7u7jH43yO79njfC40bOju+iIiIllQepta9gM+B4bhTNN4DDgJVLfWJpx3\n3mdApLW2nReB5MVphlnTWrv5zLHRwB5r7QtpvC8f8F/gsLV2UCqvXzEhAU5fhH//+W9emvsScUlx\nBJpA7qt3H6+2eDXrjmEcOBD+9z9n+/+oURlebsuRLYxZOYYxK8ew9ejWs8ebXNOEfnX60bNmTwqG\nFczwdeQ8cXHw4INOMgJg6FAYMuSSO2NJniTeXvA2Q+cPJcmTRM3iNRnbdSx1StXJ/JhFRHKhHcd2\nUP7D8oQFhbH/6f0UCC3g7gUWLICbbnLGd2/derbpsYiISE6W7rGfxpgXgEdxpmksAx6x1q4+7/US\nwGrgNWvtp14EUg9YYK3Ne96xwUALa+0tqZzfFJgCFADmA+3OT4acd55XCYkUu47v4vX5rzNy+UiS\nbTLhQeE80fAJnr3xWQqHF/Z6HZ/bvx8iI50/aNetg+rpmxKy89hOJqyfQNT6KBbsWHD2eESBCO6p\ncw996/TN+jtFsjtrnY7qzzzjPO/eHb780ukLcpHFuxdz18S72HhoIyGBIfyz1T8Z3HgwAUZbe0VE\nfOmtX9/ixbkv0qtmL77r/p37F3jsMfjPf5zPgnfecX99ERGRLCjdCQkfBHIT8IO1tvR5x+4Heltr\nW6bxvjI45SLrrbVPpPL6VSUkUmyI2cDLc18+21SwcFhhnm/6PI81eCxrbJV/6SV480249Vb48cer\neuvWI1sZv348UeuiWLh74dnj4UHhdK3elX51+9EysqVKMjLbtGlw551w/DjUrQuTJkG5cpecFpsQ\ny9Mzn2bY0mEAtIxsyejbRvumnllERLDWUvPTmqyPWc+UO6fQqUondy+QnOz0Fdq3DxYvhhtucHd9\nERGRLCorJSRS2yHxNNAstR0SF723ITDdWnvJFgZjjG3evDmRkZFERkbSokULWrRo4XVci3cv5vk5\nzzN3q9Ovs0z+MgxtPpR7691LUECQ1+u46vhxZ0vn0aNOU8TGja/4lo2HNhK1Lorx68ezbO+ys8fD\ng8LpWLkj3ap3o1OVTu5vQZWrs3493HILbN4MJUo4SYlGjVI9derGqfT/qT8HYg9QMLQgwzoP445/\nXNJGRUREMmjpnqXc8PkNFM9TnN2DdxMcGOzuBebPhxYtoEIF57//KtcQEZEcKjo6mujoaLZt28a2\nbduYP39+lklIpNZD4itgp7X2xSu8tynwfWrNM9O7Q+J81lpmbZnF87OfZ/m+5QBULVqVf7b6J12r\nd3V/DvmVvPees6WzWTPnl5hUWGtZd3Dd2STE6gNnq2nIF5KPzlU60716d9pXak/ekEtLA8SPDh92\nJnHMmQPh4fDtt85OmFQciD3AgJ8GMHnjZAD61unL510+JyQwJDMjFhHJ0QZNH8SHCz/ksQaP8XGH\nj92/QEpPqOefh7fecn99ERGRLCrL7JA4E8y3gAUGANfh9IhobK1df9F5vYFfrbU7jTHlgTHASmvt\n46msmeGERAqP9TBu7Thenvcymw9vBqB+mfo82uBRGkc0plKRSr5PTsTHO3dQ9uyBqVOhY0cAkj3J\nrDu4jkW7F7Fo9yLmb5/PX4f+Ovu2gqEFubXarXSr3o22FdsSFhTm2zglYxITnV9QR4xw7pR9/DE8\n+miqp1pr+XzZ5wyaMYhTiafoWLkjUT2iskZpkYhINpfkSSLigwj2x+5n0YBF1C9b3+ULJEHZsnDg\nACxbBvXqubu+iIhIFpbVEhKFgZHAzUAM8Ly19jtjTDlgLc4Uj13GmDeAe4DCwEHge2CotTYulTVd\nS0ikSExOZMSyEbz+y+vsO7nv7PGi4UVpGNGQRmUb0SiiEQ3KNnB/KsUXX2AHDGBng6osGvl/LNqz\nmEW7F7FkzxJiE2MvOLVoeFFuq3Yb3Wt0p9W1rXTXPLuxFt54A155xfn+6afh7bcvO5t++d7ltP26\nLTGnYmgZ2ZJJd0wif2j+TAxYRCTn+XnTz3T8piNVi1Zl/SPr3b/xMHcutG4NlSrBxo0q1xARkVwl\nSyUkfMEXCYkUsQmxjFg2gnnb5vHHrj84EHvgwmtjqF68Oo3KNnISFRGNqFm85hWbRVprSfQkEpcU\nR3xSPKeTTvNXzF8s2vUni75+h0UFT7Ivlb8zIwtF0qBsAxqUaXD2en7rcyHuGT0aBgxw7qL16uVM\n4AhLfYfLuoPraDOmDXtP7qVRRCOm9Z6WtabDiIhkM73H9+bbNd/yRss3eKnZS+5f4KGH4LPPnGbV\nb7zh/voiIiJZmBISLrHWsv3Ydv7c9Sd/7vqThbsXsmzvMhKSL5xEmi8kH/8o8Q+stcQnxxOXFHf2\nKz7p3PeWtGMuHFbYST6UbUDDsg2pX7Y+JfKW8OWPKP40axZ06wYnTji9QyZOhCJFUj3178N/03pM\na7Yf207dUnWZeddMiuctnskBi4hkfyfiT1DyvZKcTjrN1ie2Elko0t0LJCVB6dIQEwMrV0Lt2u6u\nLyIiksUpIeFD8UnxrNi3wklS7HYSFduObvPqvUEBQYQFhREWFEZoYCgRBSJouGAbDZbtp8F9Q6j0\n+GuZ30xT/GvlSqdnyJ49UL26MyY0MjLVU3ce20mbr9qw8dBGqhWrxuy7Z1O2wCU9X0VEJA2jV4ym\n36R+NCvfjPn9Um8inSGzZkHbtlC1qjNlSZ/rIiKSyyghkcn2n9zPX4f+Ijgg+FzCISj07POUBMQl\nZR3z5kGrVlCsGGzfDnny+OcHEP/audNJSqxZA6VKOY1Nr7su1VP3n9zPzV/dzOoDq7m20LXM6TuH\nawtfm8kBi4hkX23GtGHO1jkM7zyc+6+/3/0L3H+/07x4yBB4/XX31xcREcnilJDILtq3hxkznF9Y\nhgzxdzTiT0ePQteuTpIqb14YNw46dEj11MOnD9P+6/Ys3rOYsvnLMrvvbKoVq5bJAYuIZD+7ju+i\n3L/LERIYwr6n91EorJC7F0hMdBLLhw87SeaaNd1dX0REJBtIKyGReit/yXzLlzvJiLx54ZFH/B2N\n+FuhQjB9Otx1F8TGQpcuzh22VBQJL8LsvrO5qdxN7D6xm2ajmrFy38pMDlhEJPv5ZvU3WCxdqnZx\nPxkBMGeOk4yoUUPJCBERkVQoIZFVvPOO8/jAA5dtZCi5TEgIjBkDL74IycnOtt9XXnFGhV6kQGgB\npt81nbYV23Lw1EFajG7Bwl0L/RC0iEj2YK3lq1VfAXB37bt9c5EffnAee/b0zfoiIiLZnEo2soK9\neyEiAgICYMsWuOYaf0ckWc3w4fDww+DxwN13w+efQ2joJafFJ8XTK6oXk/6aRL6QfEy5cwrNI5v7\nIWARkaxtxb4V1PusHkXDi7LnqT2EBIa4e4GEBChZ0inBW7fOaVQsIiKSC6lkI6ubMMH5Q7NDByUj\nJHUPPAA//eQ0Ov3qK6f56f79l5wWGhTKuB7j6F2rNycTTtJ+bHumb57uh4BFRLK2r1d9DUCvmr3c\nT0aAM13j6FGoVUvJCBERkctQQiIrGDfOeezRw79xSNbWqRMsWOAkrX7/HerXd3qPXCQ4MJgxt41h\nQL0BxCXFccu3tzD5r8l+CFhEJGtK9iTzzepvALi7jso1RERE/EUJCX/btw9++cXpF3DLLf6ORrK6\nevVg8WJo3NgZD9q0KURFXXJaYEAgw7sM58mGT5LoSaRXVC8W717sh4BFRLKeOVvnsPfkXioXqUzD\nsg3dv8Dx4zB+vPNcCQkREZHLUkLC3yZOdJoUtm0LBQv6OxrJDkqWdMaB9usHp045O2uGDnXKfs5j\njOGDdh/Qr24/Tiedpsu3Xdh2dJs/IhYRyVJSmlneVfsujEm1pDWDF/jKmZDUvDlUqeL++iIiIjmE\nEhL+llKu0b27f+OQ7CU0FEaOhPffd5qhvvaacxcuNvaC04wxfNb5M1pf25r9sfvpOLYjR+OO+ilo\nERH/i02IZeL6iYCTkHCdtfDpp87zgQPdX19ERCQHUULCnw4cgPnzITgYbr3V39FIdmMMDB4MU6ZA\ngQLO9uAbb4Tt2y84LSQwhKieUdQsXpP1Mevp+n1XEpIT/BS0iIh//bjhR2ITY2lyTRMqFK7g/gV+\n+cWZqlGqFNx2m/vri4iI5CBKSPjTxInONvubb4ZChfwdjWRXHTrAwoVQqRKsXOk0u/zttwtOKRRW\niKm9p1IqXynmbZvH/ZPvJ1uPyhURSaevVzvTNe6u7aNmlim7I+6/3+kPJSIiIpelhIQ/abqGuKVa\nNVi0CNq0gYMHoWVLp6TjPOULlWfKnVPIE5yHMSvH8Pr81/0UrIiIf+w/uZ+Zf88kOCCYHjV88Nm7\nb58zyjsw0BnXLCIiImlSQsJfDh50GhMGBWm6hrijcGH4+Wd4/HFITIT77oNBgyAp6ewp15e5nu+6\nfUeACWDo/KGMXjHajwGLiGSu79Z8h8d66Fi5I0XzFHX/AiNGOP/NveUWiIhwf30REZEcRgkJf/nx\nR6dco00bKFLE39FIThEUBB99BJ9/7vQm+fBD6NwZjhw5e0qXql34uP3HAAyYPIC5W+f6K1oRkUyV\nUq7hk2aWSUnw2WfOczWzFBER8YoSEv6icg3xpQEDYM4cKFYMZsyAG26A5cvPvvxIg0cY3GgwSZ4k\nun7flXUH1/kxWBER39sQs4Ele5ZQILQAnat0dv8CU6bArl3OmM9WrdxfX0REJAdSQsIfYmJg7lyn\nxlTTNcRXbroJFi+G666DLVugcWP44ouzL7/b9l26Vu/KsfhjdBzbkX0n9/kxWBER3/p6lbM7okeN\nHoQFhbl/gZRmlg8/7IxjFhERkSvSJ6Y//PgjJCdD69ZQ1Ac1rCIpIiOdiRv33w/x8c7Oif794dQp\nAkwAX93+FQ3LNmT7se10+bYLsQmx/o5YRMR1Huth7OqxgI/KNTZuhFmzIDwc7rnH/fVFRERyKCUk\n/CEqynlUuYZkhrAwGD4cvvzSeT5qlLNbYvNm8gTn4ac7f+LaQteyZM8S+kzoQ7In2d8Ri4i46ved\nv7Pt6DYiCkTQrHwz9y8wbJjz2Lu302BYREREvKKERGY7fNip7Q8MhNtu83c0kpvccw8sXAiVKsGq\nVXD99fDjj5TIW4JpfaZROKwwk/6axFMzn/J3pCIirkop1+hTqw8BxuVffU6dchK94JRriIiIiNeU\nkMhsP/7odOJu2dJpOCiSmWrXhiVLoGtXOH4cbr8dnnmGaoUq8eMdPxISGMJHCz/ioz8/8nekIiKu\niE+K54e1PwA+Ktf47js4ehQaNHASvSIiIuI1JSQym8o1xN8KFnT+Hb73nrNT5733oFUrmoVUZtSt\nzl2+QTMGMfPvmX4OVEQk437e/DNH4o5Qp2Qd/lHiH+4ubi3897/Oc436FBERuWpKSGSmI0dg9mzn\nj8Dbb/d3NJKbGQNPPQXz5kHp0vDrr1CvHr0PleHV5q9isfQe35vtR7f7O1IRkQxJKdfwye6IxYth\n2TIoUgR69nR/fRERkRxOCYnMNGkSJCZCixZQvLi/oxFxRoMuW+b8m9y/H1q35pU/Q+lQqT2HTh+i\nx7gexCfF+ztKEZF0ORp3lMkbJ2Mw3PmPO92/QMqoz/79nQkbIiIiclWUkMhM48Y5j927+zcOkfOV\nKuWMq3vhBfB4CHjhRb4eD5EFyrF4z2KemP6EvyMUEUmXqHVRJCQn0OraVpQtUNbdxQ8dcvpHADz0\nkLtri4iI5BJKSGSWo0edP/oCApyGgiJZSVAQvPkm/PQTFCxIkYnTGf9NMqEBIXy29DO+XPGlvyMU\nEblqPi3XGDUK4uOhfXuoWNH99UVERHIBJSQyy08/OeUazZtDiRL+jkYkdV26OCUc9epx3ZLdfDrZ\nA8DDUx9mxb4Vfg5ORMR7O47tYP72+YQFhdG1uss3AjweGDbMea5mliIiIumWYxISQ4cOJTo62t9h\nXJ7KNSS7qFABfv8d7r+f/ouTGLAU4pLi6Prd7Rw5fcTf0YmIeGXsqrEA3Fr1VgqEFnB38Vmz4O+/\noVw56NjR3bVFRERyiOjoaIYOHZrmOcZamznR+JAxxmbpn+PYMWdXRGIi7Nnj1OyLZAejRxP3yIM0\n7RPP0jLQqUwLfhowhwCTY3KZIpIDWWup+WlN1sesZ/Kdk+lcpbO7F7j1Vmfn45tvOv13RERE5LKM\nMVhrTWqv6a+KzDB5MiQkQLNmSkZI9nLPPYT9voioheUpcgqm7onmzc98UIstIuKiFftWsD5mPcXy\nFKNdxXbuLr59O0yZAsHBcN997q4tIiKSyyghkRlSyjV69PBvHCLpUbs2kfNXMnZfE4yFV/Z9y4zn\nu0NSkr8jExFJVUozyztq3kFwYLC7iw8f7vSQ6NFDPaFEREQySAkJXzt+HGbMAGM0XUOyr4IFaf/l\nAoaGtsMa6G3Hs71jE9i719+RiYhcINmTzDdrvgF8MF0jPh5GjHCeq5mliIhIhikh4WtTpji/wDRt\nCqVL+zsakfQzhpefn0bHoo04nAe6Ry4m7oa6kJWbyYpIrjN361z2ndxHpSKVaFC2gbuLT5gABw5A\n7drQpIm7a4uIiORCSkj4mso1JAcJMAF8dd9UIvNfw5Ky8MR1B6B1a3j7bWcLs4iIn3292inXuKvW\nXRiTav+s9Pv0U+dx4EBn56OIiIhkiKZs+NKJE1C8uLNDYvduKFPG3xGJuGL53uU0GdmEuKQ4Rv4I\n964AbrkFvvwSChf2d3gikkvFJsRS6v1SnEw4yabHNlGpSCX3Fl+1CurUgfz5nYlZ+fK5t7aIiEgO\npikb/jJ1qpOMuPFGJSMkR6lXuh6fdnTuFA68PYTllfM5I/Cuvx6WL/dzdCKSW/3010+cTDhJo4hG\n7iYjAP73P+exb18lI0RERFyihIQvqVxDcrB7693L/dfdT5xNoNuDhTnSsDZs3QqNG8MXX/g7PBHJ\nhc4v13DV8ePw1VfO84cfdndtERGRXEwJCV85eRKmTXOed+vm31hEfOTjDh9zfenr2XpyJ30fjcA+\ncL+zK2jAAOjfH06d8neIIpJLHIg9wIzNMwgKCKJnzZ7uLj5yJMTGQvPmULOmu2uLiIjkYkpI+MrU\nqRAX59wtjojwdzQiPhEWFMb4nuMpHFaYKX9P49/9qsHo0RAeDqNGOf/+N2/2d5gikgt8t+Y7km0y\n7Su1p3je4u4tHBcH77zjPB80yL11RURERAkJn4mKch5VriE5XPlC5Rl16ygAnpv9HItaV4OFC6Fy\nZacJ3PXXw8SJfo5SRHK6r1f5qFxj5EjYu9dpaHnLLe6uLSIiksspIeELsbHODgmA7t39G4tIJri1\n2q082fBJkjxJ9IrqxdHK18DixdC1q1N73bUrPPMMJCX9f3v3HR5lsfZx/DtJgNB7770qVbqKKAqo\ngICAhSLq0aNgwYboq2A7dkUs4BGkKV1QBKUdotI7glIFlA5KC0gSksz7x2wgxAQC2eyTbH6f69or\nu0+Z5w7DA7v3ztzjdagiEoS2/LmFlftWkjd7Xm6tfqv/Go6Ohv/8xz1/4QUt9SkiIuJnSkikh9mz\n4fRpaNoUypb1OhqRgHijzRs0KtWIXcd2ce8392Lz5XMjhd55B0JD4e23oXVr902jiIgffbHhCwC6\n1OpCrmy5/NfwmDGwZw/UqQOdOvmvXREREQGUkEgfEye6nxodIVlI9tDsTOwykXw58vHVpq/4eOXH\n7tvEAQMgIsItffvTT1C/vnstIuIH1tr0ma5x5gy89pp7/vzzEKK3TCIiIv6m/1397a+/YOZM98al\nRw+voxEJqMqFKvPfW/8LwIC5A1i7f63b0bIlrFnjRkgcPAjXXw9vvAHWehitiASDpXuWsvPYTkrl\nLUWrCq381/C4cfD771Cjhr5gEBERSSdKSPjbxInuW5U2baB0aa+jEQm4brW78WDDB4mJi6Hb1G5E\nRke6HcWLw9y5MGgQxMfDwIHQpw/ExHgar4hkbmPXjwXgjjp3EBoS6p9GY2Ph1Vfd8+efd9PORERE\nxO+UkPC3MWPcz969vY1DxEPv3vQuVxa/ku1HtvPAtw9gE0ZChIa6N/nffAO5csHYsXDzzXD8uLcB\ni0imdPrMaSZudNMk+9Tr47+Gv/wSduxwqwV17+6/dkVEROQ8Skj406ZNbmWBfPlU/EqytJzZcjK5\n62RyZ8vNhI0TGLl25PkH3Hor/PADFCsG8+fDNdfA3r3eBCsimdaMzTM4Hn2cRqUaUadYHf80GhcH\nr7zinj/3HISF+addERER+QclJPwpYXREt26QM6e3sYh4rHqR6gy/ZTgA/b/rz8ZDG88/oFEjWLYM\nqleHn392q9Js2OBBpCKSWX2+7nMA+tTt479GJ02CbdugUiW4807/tSsiIiL/oISEv8TFuQJYoOka\nIj53X3k399S7h6jYKLpN6capmFPnH1CxIixe7Ipe7tnjfi5Y4E2wIpKp/HH8D+bvmE/20OzcccUd\n/mk08eiIQYMgWzb/tCsiIiLJUkLCXxYsgH37oHJlaNHC62hEMoxh7YZRs0hNNv25if7f9f/nAYUL\nw7x5cPvtcOIEtGt3LrknIpKCcevHYbF0qtGJQjkL+afRadPc9Mvy5aFnT/+0KSIiIilSQsJfEqZr\n9OoFxngbi0gGkjt7bibfPpnwsHA+X/c549Ynk2wID3cr1AwY4Fap6dXLFb/UsqAikgxrLaPXjwbg\nnnr3+KfR+Hh4+WX3/NlnIXt2/7QrIiIiKVJCwh+OH4fp093zXr28jUUkA6pTrA7D2g0D4N+z/s3m\nPzf/86CQEHjnHRg61CX1nn8eHnjALb8nIpLIoj8Wsf3IdkrlLUWbSm380+iMGbBxI5Qp45YkFhER\nkXSnhIQ/TJkCp09Dq1ZQoYLX0YhkSPfWv5c7r7iTU2dO0X1qd06fOZ38gY88AlOnulET//0vdOwI\nJ08GNlgRydBGrxsNQK8rexEaEpr2Bq2Fl15yzwcOhBw50t6miIiIXJQSEv6QMF1DxSxFUmSMYfjN\nw6lSqAo/H/yZAXMGpHxw586uLkvhwjB7tkv2HTgQsFhFJOM6FXOKyb9OBuCe+n6arjFzJqxfDyVL\nwr33+qdNERERuSglJNLqt99g0SLIlQu6dPE6GpEMLW+OvEzuOpnsodkZvno4kzZOSvng5s1hyRK3\n9N7q1dCsmSs2JyJZ2tRfp3Iy5iTNyzanWuFqaW8w8eiIZ55xo7NEREQkIJSQSKuxY93PLl0gb15v\nYxHJBOqXrM+7N74LwP0z72f7ke0pH1ytGixdCo0bw65d0KSJq4IvIllWQjHLPnX7+KfB775zSc9i\nxeD++/3TpoiIiKSKEhJpER9/LiGh6RoiqfbQVQ/RtVZXImMi6TalG1GxUSkfXKwY/O86ICLSAAAg\nAElEQVR/0LUrREa6nwmrcYhIlrLj6A4idkWQMywn3et0T3uDiUdHPPWUG+0oIiIiAeNJQsIYU8gY\nM90Yc9IYs8sYc0cKx/U2xqwyxhw3xuw2xrxhjPFD9So/+ekn961t2bJw3XVeRyOSaRhj+OzWz6hU\nsBJrD6zliTlPXPiE3Llh8mR47z0IC3M/r7sO9u4NTMAikiGMWedqNnWp1YV8OfKlvcH582H5cihS\nBB58MO3tiYiIyCXxaoTER0AUUAy4C/jEGFMrmeNyAo8ChYEmwPXAk4EK8qISiln27OmWLBSRVMsf\nnv9sPYmPV33MlF+mXPgEY+CxxyAiAkqVgsWLoUEDWLgwIPGKiLfibTxj1rv/d/0yXcNaGDLEPX/i\nCciTJ+1tioiIyCUx1trAXtCY3MARoLa1drtv2xhgn7X22Yuc+zhwnbW2Q5LtNtC/B6dOQYkSbjnC\nzZuhevXAXl8kSAxbPoxHvn+EvNnzsvaBtVQuVPniJx06BHfe6VbiCAmBl192S/UpMSgStP63839c\nP/Z6yucvz45HdxBi0ni/L1wIrVtDoUJutKPqQImIiKQLYwzWWpPcPi/evVcDYhOSET7rgdqpOPda\nYGO6RHWppk93yYimTZWMEEmDfo370blmZ1dPYmo3omOjL35SsWIwZw48/7yr5fLcc9CxIxw9mv4B\ni4gnPl/3OQC96/ZOezICztWOePxxJSNEREQ84kVCIg9wIsm2SOCC7waMMX2BBsDb6RTXpUmYrtGn\nj6dhiGR2xhhGdhhJxQIVWbN/DU/OTeWsrNBQNzJi1iwoWBC+/dZN4Vi9On0DFpGAOx51nGm/uhV2\netfzQxHpH39007/y54f+/dPenoiIiFyWMA+ueRJIWokqPy4pkSxjTCfgNeB6a+2R5I4ZPHjw2eet\nWrWiVatWaY0zZbt3u6HiOXJAdz9U+RbJ4gqEF2BS10m0GNWCD1d+SKsKrehSq0vqTm7fHtasgdtv\nh1WroHlzGDbMLd9nkh0ZJiKZzJRfp3A69jTXlr+WSgUrpb3BhNERjz3mkhIiIiLiNxEREURERKTq\n2IxSQ2IcsNtaOyiZ49sCY4H21tpVKbQZ2BoSr73mhoh36waTJgXuuiJBbuiyoTw25zHy5cjH2gfW\nXtoHj+ho9+Fi+HD3ulcv+OQTLeMnEgRajGrBkt1LGN1xdNpHSHz/PbRrB/nyudoRBQv6JUYRERFJ\nXoaqIWGtPQV8BbxkjMlljGkJ3AqMS3qsMaY18AXQOaVkRMBZe266Rm8/DBsVkbMeafIInWp04kT0\nCbpP7Z66ehIJcuRwCYhx4yBnThg71tV42bQp/QIWkXS35c8tLNm9hDzZ89C1Vte0NRYbCwMGuOfP\nP69khIiIiMe8Kkn/EG5Jz0PAeOBBa+0mY0w5Y0ykMaaM77jncbUlvvNtjzTGzPIoZmf5cti61a2w\nceONnoYiEmyMMYzqMIry+cuzat8qnpn/zKU3cvfdsGIFVKsGGzZAw4Zu1ESgV+IREb9IWOqzW61u\n5M6eO22NjRjhkpSVKsEjj/ghOhEREUkLTxIS1tqj1trbrLV5rLUVrLUTfdv/sNbmtdbu8b1uba3N\n7tuW8LjZi5jPShgdcdddEOZFCQ6R4FYwZ0EmdZ1EWEgYQ5cPZfqm6ZfeSJ06rp5E795w+jT8+99w\n223w55/+D1hE0k1cfBxj148FoE+9Pmlr7OhRePFF9/ztt92oKhEREfGUVyMkMqeoKJg40T3XdA2R\ndNOkTBPevOFNAPp+05edR3deeiN588Lo0e6ezZ8fvv4arrgC5s3zb7Aikm7m7ZjH3si9VClUhZbl\nWqatsZdfhr/+gmuvhU6d/BOgiIiIpIkSEpdi5kw4dgzq13cfbEQk3TzW9DE6VO/AsahjdJ/anZi4\nmMtrqHt3WL8err4aDhxwU62eeMIVwRSRDO3zdZ8D0KduH0xaVs3ZutWtvmMMvPeeVuARERHJIJSQ\nuBQqZikSMMYYPu/4OeXyl2PlvpUMnD/w8hsrXx4WLoRXXoHQUHj3XRW8FMngjp4+yozNMzAYetXt\nlbbGnnrKFbS85x73pYKIiIhkCEpIpNaBA26psLAwuPNOr6MRyRIK5Sx0tp7Ee8ve4+vNX19+Y6Gh\nbrnexYtdQbt161TwUiQDm7BxAjFxMdxQ6QbK5i97+Q3Nnw/ffAN58rikpIiIiGQYSkik1hdfQFwc\n3HwzFC3qdTQiWUbTMk15/frXAeg9ozfb/tqWtgabNHHJCBW8FMnQEqZr3FPvnstvJC7u3DKfgwZB\nyZJ+iExERET8RQmJ1LBW0zVEPDSg2QBuq3Ebx6OP02lSJyKjI9PWoApeimRoGw9tZNW+VeTPkZ9O\nNdJQgHLkSLf8b/ny8Pjj/gtQRERE/EIJidRYt869oSlc2I2QEJGAMsYwutNoahSpwa+Hf6XvN32x\n/phm0b07/Pzz+QUv+/d3lfhFxDOj140GoEedHuTMlvPyGjl+HJ5/3j1/800ID/dPcCIiIuI3Skik\nRsLoiDvugOzZvY1FJIvKlyMfM7rPIG/2vEz9dSpvLn7TPw2XK3d+wcsPP4TKleGtt9xSvyISUGfi\nzjDu53FAGqdrvPYaHD4MLVrA7bf7KToRERHxJyUkLubMGfjyS/dc0zVEPFW9SHXGdx4PwKD/DWLu\nb3P903BCwcvVq6FNG/fN6tNPQ/XqMH48xMf75zoiclHfb/+eQ6cOUbNITRqXbnx5jfz2G7z/vnuu\nZT5FREQyLCUkLubLL903LLVru4r8IuKpDtU78MI1LxBv4+kxtQc7ju7wX+N168LcuTBnDlx5Jfzx\nB/TsCY0awYIF/ruOiKQocTFLc7mJhKefhpgY6NULrrrKj9GJiIiIPxm/zMP2mDHGpsvvERsLtWrB\ntm1u2kavNK6DLiJ+EW/j6TixI99u/Za6xeuy5N4l5MqWy78XiYtzoyOefx727HHb2rVzc9Hr1PHv\ntUQEgIMnD1LmvTJYa9n9+G5K5r2MVTF++AFatYJcuWDrVihd2u9xioiISOoZY7DWJvstg0ZIXMik\nSS4ZUakS3Hmn19GIiE+ICWHcbeOoWqgq6w+u5/6Z9/unyGVioaFumtbWrW4uet688N13bhTFvffC\n3r3+vZ6I8OnqT4mNj+WWardcXjIiLu7cahrPPKNkhIiISAanhERK4uJckTtwc8vDwryNR0TOUyC8\nANO7Tyd3ttx8ueFL3l/2fvpcKGdOePZZNye9f38ICYFRo6BqVfi//4PINC5BKiKAK2Y5fPVwAPo3\n7n95jYwdC2vXQpky8OSTfoxORERE0oMSEimZOhU2b3Zrl/fs6XU0IpKM2sVqM7rTaACemvcUC3cu\nTL+LFS0KH3wAv/4KXbrA6dMuaVm5Mrz7Lvz9d/pdWyQLmL55Ovsi91GzSE1aV2x96Q1ERsKgQe75\n66+7KRsiIiKSoSkhkZz4eHj5Zfd80CDIls3beEQkRV1rdWVgi4HE2Ti6Te3GH8f/SN8LVq3qEpZL\nlkDz5q7o7RNPQMWKbqnQkyfT9/oiQWrYimEA9Gvc7/KKWb7+Ohw4AE2auGW6RUREJMNTUcvkTJsG\nXbtC2bKuhkSOHP5rW0T8Li4+jvZftmfub3NpWLIhP93zEzmz5Uz/C1sLs2fDkCGwcqXbVqSIS1A8\n/LCrOyEiF7XuwDrqj6hPvhz52DtgL3my57m0Bn7/3S3TGx0NS5dC06bpE6iIiIhcMhW1vBTWnhsd\nMXCgkhEimUBoSCgTukygYoGKrN6/modmP+T/IpfJMQZuvhmWL3cFL5s2hT//dDUnKlRwxTBPnEj/\nOEQyuQ9XfAhAn7p9Lj0ZAa6AZXS0GxmhZISIiEimoRESSX3zDXTsCKVKuSJ24eH+aVdE0t36A+tp\nNrIZp2NP81H7j3joqocCG4C1MH++GzGxeLHbVrCgq/rfvz8UKBDYeEQygSOnj1D63dJExUaxpd8W\nqhWudmkNLFoEV1/t/r/esgXKlUufQEVEROSyaIREalkLL73knj/zjJIRIplM3RJ1+azDZwA8+v2j\nLPpjUWADMAbatIGffoIFC+Caa+DoUXjhBTdiYvBg91pEzhq5ZiRRsVG0rdL20pMRJ05Anz7u+VNP\nKRkhIiKSySghkdh338Hq1VC8ONx/v9fRiMhluPOKO3m86ePExsfSdXJX9pzYE/ggjIHWreGHH2Dh\nQrjuOjh+3I2cqFDBLSW8f3/g4xLJYOLi4/h41ccA9Luq36WdbC089JAbzVivnruvREREJFNRQiJB\n4tERTz0FOQNQEE9E0sWbbd7kugrXcfDUQdqOb8vR0x6OSmjVCv73P/jxR7jhBveN7muvnVtSeM0a\n72IT8disbbPYdWwXlQpWol3Vdpd28rhx8MUXbnnPiRNV80lERCQTUkIiwbx5rjBdkSLw4INeRyMi\naRAWEsbUblOpWaQmvxz+hQ4TO3D6zGlvg7r6avfvzJIl0KULxMXB+PHQsKGb2jF9utsmkoUkLPX5\n8FUPE2Iu4S3J1q1udATAhx+6FTZEREQk01FCAtzoiCFD3PMnn4Tcub2NR0TSrFDOQsy5ew6l85Zm\n0R+LuPOrO4mNj/U6LGjWDKZOdcPMBwyAfPlczYnOnaFqVXj/fa3MIVnCpsObmL9jPrmy5aJv/b6p\nPzFhNY1Tp6BHj3M1JERERCTTUUIC3BzvJUugUKFz37iISKZXNn9Z5tw9hwLhBZixeQYPz3o4MMuB\npkaFCvDOO7BnDwwdCpUqwc6dbkWOMmXczx07vI5SJN18tPIjAHpe2ZMC4ZewAs2gQW6qU8WKMHy4\nq9kiIiIimZISEnCudsSAAZA3r7exiIhf1S5Wm5l3zCQ8LJxP13zKkB+GeB3S+fLmhUcecUPQZ8yA\na6+FyEg3UqJKFbjtNld/IqMkUkT84ET0CcasHwO46Rqp9t138O67EBYGEyZA/vzpFKGIiIgEghIS\nP/zgHgUKQL9LrPAtIplCy3ItmdhlIiEmhCE/DGH4quFeh/RPoaHQsSNERLhvf3v1ch+6EpIUzZvD\n998rMSFBYcy6MZyMOUmrCq24ovgVqTtp/37o3ds9f+UVaNIk/QIUERGRgFBC4uWX3c/HHtM3LSJB\nrGONjgy/2SUiHp79MNM3Tfc4oguoXx/GjIE//oD/+z8oXBiWLYN27aBpU5g1S4kJybTibTwfrvwQ\nuISlPuPjXZLu8GG3Ws1TT6VjhCIiIhIoJsPMp04DY4y9rN9j8WJo2dIVldu1CwoW9HtsIpKxvPzD\ny7wQ8QI5QnMwt+dcril/jdchXdzJk/DJJ/DWW+4DGbjVOV54AW69VXPoJVOZ+9tcbhp/E2XzlWXH\nozsICwm7+ElvvAEDB0LRorB+PZQsmf6BioiIiF8YY7DWJvuGNWuPkEgYHfHII0pGiGQRz1/zPA81\neojouGg6TOjAhoMbvA7p4vLkcd8I79zpCmEWLw6rV7spHg0bumkd8fFeRymSKglLff670b9Tl4xY\nvhyef949Hz1ayQgREZEgEjQJicGDBxMREZH6E5Yvhzlz3Bv9xx5Lt7hEJGMxxvBBuw/oUrMLx6OP\n0/aLtvx+7Hevw0qd3Lld8d0dO1zRy5IlYe1aV/iyfn2YNk2JCcnQdhzdwayts8gRmoP7Gtx38ROO\nH3dLfMbGupVn2rdP/yBFRETELyIiIhg8ePAFj8m6UzZuucXNwx44EP7zn/QJTEQyrKjYKNqOb8sP\nv/9A9cLVWdx3MYVzFfY6rEtz+jSMHAmvvw5797ptdeq4uhNdu0JI0OScJUg8OfdJ3ln6Dr3r9mZ0\np9EXPthauOsut5pGgwZuee4cOQISp4iIiPjPhaZsZM2ExOrV0KgR5MrlakcULZpusYlIxnUs6hjX\nfH4NGw5toGmZpszvOZ/c2XN7Hdali4qCUaNccnXPHretTh344AO47jpvYxPxORVzijLvleFY1DFW\n3r+SRqUaXfiE0aPhnnvcyKA1a6BatYDEKSIiIv6lGhJJJdSOeOghJSNEsrAC4QX4/u7vKZ+/PMv2\nLKP71O6ciTvjdViXLjzc/Xu2fTsMHw7lysHGjdC6Ndx5p1suUcRjX274kmNRx2hapunFkxFbtpxb\nivujj5SMEBERCVJZLyGxbh18/bV7A//kk15HIyIeK5W3FHPunkPhnIWZtW0Wfb/pS2x8rNdhXZ4c\nOeCBB2DrVpd4DQ93w92rV3c1J2Iz6e8lmZ619mwxy/6N+1/44OhoVzfi1Ck3ZaNXrwBEKCIiIl7I\nWgmJ+Hh4+mn3/MEHXaV6Ecnyqhepzqw7Z5ErWy7G/zyeThM7cSrmlNdhXb4cOdyqBJs2QYcOEBnp\nCgI2aACLFnkdnWRBP/7+IxsObaB47uJ0rdX1wgc/84wr1lq5Mnz8sZa1FRERCWJZKyHxxhswbx4U\nKnQuMSEiAjQp04T5PeefHSlx3ZjrOHTqkNdhpU2FCm5E2MyZULEibNgAV18NffrAwYNeRydZyIcr\nPwTggYYPkD00e8oHvvEGDB0KYWFudE++fAGKUERERLyQdYpa/vCDm08dHw+zZ0O7doEJTkQylS1/\nbqHtF23ZdWwXlQtW5vu7v6dKoSpeh5V2p0+71Thefx1iYiB/fnj1VTdaLDTU6+gkiO0+vpuKQyti\njOH3x36nVN5SyR/42mvw3HNuRMSoUS5xJiIiIpmeiloeOAA9erhkxKBBSkaISIqqF6nO0nuXUr9E\nfX47+hvNRzZn5d6VXoeVdjlzwpAh8Msv0LYtHD/uigZedRUsW+Z1dBLERqweQZyNo0vNLiknI15+\n+Vwy4vPPlYwQERHJIoI/IREX56rMHzgA117r3pCLiFxAiTwl+KHPD9xY+UYO/32YVmNaMXvbbK/D\n8o8qVdwosWnToGxZN1e/WTO4/37480+vo5MgExUbxaerPwWgX+N+yR80ZAi88AKEhMCYMdC7dwAj\nFBERES8Ff0JiyBBYuBCKFXPzUcPCvI5IRDKBvDny8u0d39Krbi/+PvM3HSZ0YNTaUV6H5R/GQOfO\nrujlwIGQLRt89plbjePTT91oMhE/mPzLZA7/fZh6JerRomyL83daCy++CIMHu2TEuHHQs6cncYqI\niIg3gjshMWcOvPKKe/M9YQKULOl1RCKSiWQLzcbojqMZ1HIQcTaOe7+5l5d+eIlgqL0DQO7c8J//\nwM8/uxo7R464ZUObNYPVq72OTjK5uPg4Xl/0OuCW+jSJV8uwFv7v/+Cll1wNky++cKMZRUREJEsJ\n3oTEnj1w993uTc+QIe7NtojIJTLG8Or1r/Jx+48JMSG8GPEiD3z7ALHxsV6H5j81asD8+TBxIpQq\nBStWuNoSDz0ER496HZ1kUl9s+IJNf26iYoGK3H3l3ed2WOvqOb36qktGTJjg6jyJiIhIlhOcq2yc\nOQPXXQeLF8ONN8J337nhoCIiaTBj8wzumHYHUbFR3FLtFiZ2mUju7Lm9Dsu/IiNdEvf9910NnqJF\n4c03oVcv/TsqqRYTF0P1D6uz69guxnYaS8+6vqkY1sIzz8Bbb7kplBMnQpcu3gYrIiIi6SrrrbLx\n3HMuGVG6NIwfrzfRIuIXnWp0YkGvBRTKWYhvt35L67GtOXzqsNdh+VfevPD227BuHVxzDRw+DPfc\n456vX+91dJJJfLbmM3Yd20WtorW48wrfVAxr4cknzyUjJk9WMkJERCSLC75P6t98497shIbCpEnu\n2z0RET9pXrY5S/ouoXz+8qzYu4Lmo5qz8dBGr8Pyvzp1ICLCFRosXtwleRs2hMcec0uGiqTg7zN/\n8/KPLwPwynWvEBoS6pIRjz8O777riqhOnQq33eZxpCIiIuK14EpI7Nx5brmw11+HFi0ufLyIyGWo\nXqQ6S+9dSr0S9dh+ZDsNRjRgcMRgYuJivA7Nv4xxtXg2b4b+/d2HyqFDXc2JL75wr0WS+HDFhxw4\neYBGpRrRqUYn9/fk0Ufd353s2d2Ssx07eh2miIiIZADBU0MiKgpatoRVq+DWW+Hrr92baRGRdBIZ\nHclT855ixOoRANQuWpuRHUbSpEwTjyNLJ+vWuUKXS5e6161awUcfQa1anoYlGcfxqONUHFqRo1FH\nmXv3XNpUvN4lsz7+2CUjpk+H9u29DlNEREQCKGvUkHjySZeMqFABxoxRMkJE0l3eHHkZfstwFvZe\nSJVCVfjl8C80G9mMAXMGcCrmlNfh+V+9erBoEYwcCUWKuCkddevC00/DyZNeRycZwDtL3+Fo1FGu\nLX8tN4RUcSMhPv4YcuRwXxQoGSEiIiKJBM8ICXDfvixeDI0aeR2SiGQxp8+cZnDEYN5e+jbxNp6K\nBSry6a2fckOlG7wOLX0cOeIKCI8Y4Ybkly4N770HXbsqIZxFHTp1iEpDK3HqzCkWhd5Pi9fGw+nT\nrlDq1Klu1SsRERHJcrLGCAlwxbKUjBARD+TMlpM32rzBivtWULd4XXYe20mbcW249+t7OXr6qNfh\n+V+hQvDJJ7B8uft3d+9e6NYNbroJtmzxOjrxwOuLXufUmVPcvDcXLf7vvy4Z0aOHq0GiZISIiIgk\nI3hGSHTr5tYz1zdzIuKxM3FneGvJWwz5YQgxcTGUyFOCj9t/zG01g3RVgbg4+OwzePZZOHrUraLw\n1FNuBEWuXF5HJwGwe/MKqk5oRnRIPGuHQ70CNeDDD+H6670OTURERDx2oRESwZOQOH4c8uXzOhQR\nkbM2/7mZ+765j8W7FwPQtVZXhrUbRok8JTyOLJ0cPgwDB8KoUe51+fJuZYUOHZQsDlYxMTB0KP9a\nOoj/1o2l+6ZQJtZ/1S3xmT2719GJiIhIBpA1EhJB8HuISPCJt/F8svITBi4YyMmYkxQML8jrN7xO\nn3p9yB4apB/Ylixxq3GsX+9et28Pw4ZBpUrexiX+FREBDz3EtoObqNkPMIZfu/yPale08jgwERER\nyUiyTg0JEZEMJsSE8HDjh9n47420rdKWo1FHeeDbB6g4tCJvLHqDY1HHvA7R/5o3d6seffCBG7k2\ne7ZbGnTIEFdXQDK3/fvhrrvguutg0yZevDUPcSHQp0FfJSNERETkkmiEhIhIgFhrmfzLZF796VU2\nHNoAQJ7sebiv/n082vRRKhSo4G2A6eHAAVdPYvx497pwYbj7brj3XrjiCm9jk0uzcydMmQKvvAKR\nkRAezvpBfakX/zHZQ7Ozrf82yuUv53WUIiIiksFoyoaISAZirWXejnm8veRt5u2YB0CoCaVrra48\n2fxJGpUKwtWCfvwRBgyA1avPbWvUyCUmevSAAgW8i02SFxkJCxfC3LkwZw5s335u3623wtChdFj2\nKDO3zuTRJo/yftv3vYtVREREMiwlJEREMqj1B9bzztJ3mLBxArHxsQBcW/5anmz+JO2rtifEBNHM\nOmth7VpX9PKLL+CYb7pKeDh07Qp9+8K110JIEP3OmUlcHKxZ4xIQc+e6WiCxsef2FyjgVs245x64\n+WaW7l5K81HNyZ0tN7898hvF8xT3LnYRERHJsJSQEBHJ4Pac2MMHyz9gxOoRnIg+AUCNIjV4otkT\n3H3l3YSHhXscoZ+dPg0zZsDIkbBgwbntlSq5D7x9+kCZMp6Fl2Xs2XMuATF/Pvz117l9oaHQpAnc\neCPcdJMb0RIWBrhRPq3HtiZiVwTPXf0cr7R+xaNfQERERDI6JSRERDKJE9En+GzNZ7y/7H12n9gN\nQLHcxbijzh10qtGJluVaEhYS5nGUfrZrF3z+uXvsdr8zISHug3CfPq54YrFiXkZ4YTExrtDjnj3u\nsXv3uecJj/37IT7+0toNDXVFQVN65M9//us8eSA6Gk6cSP0jaZHRChVc8uHGG6F16xSn0szfMZ82\n49pQILwAOx/dSYFwTbkRERGR5GW4hIQxphAwEmgD/Ak8a62dkMxxdYB3gAZAYWttsuN4lZAQkWBz\nJu4MU36dwltL3mLdgXVntxfKWYhbqt1Cp+qduLHyjeTOntvDKP0sLs6Nlhg1CqZPdx/0E1SsCM2a\nQdOm7lG3LmQP4LKpx4/Dr7+ee+zYcS7ZcPCgm46SGeXJ4xIPN97oHlWqgEn2/cJZ1lqafNaElftW\n8p/r/8PAlgMDFKyIiIhkRhkxIZGQfLgXqA/MAppba39Nclw1oAXwFzBDCQkRyWqstSzfu5wZm2cw\nffN0tv619ey+8LBwbqx8I52qd+KWardQNHdRDyP1syNHXJ2J6dNh5Uo4efL8/eHh0LDhuQRF06b+\nmeJx9Oi5pMMvv5x7vndvyucYAyVLuuuXLet+Jn2UKnXpCZSYGFdY8lJGPISHX3wkReJHzpwXTUAk\nNWPzDG6bdBvFcxfnt0d+C66kmIiIiPhdhkpIGGNyA0eA2tba7b5tY4B91tpnUzinCrBVCQkRyeo2\n/7mZGZtnMGPzDJbvXX52e4gJoWW5lnSs3pFONTpRqWAlD6P0s7g4lxxYtgyWLnU/N2/+53FlyrjE\nRNmyl/YhOyoKtmxx1zhwIPljwsOhRg2oVcs9qlY9l3woUQKyZbu83y2TiYuPo+7wuvxy+BeGtRtG\nv8b9vA5JREREMriMlpCoDyyy1uZOtG0A0Mpa2yGFc5SQEBFJYl/kPmZumcmMLTNYsGMBZ+LPnN1X\ns0hNWpZrSbMyzWhetjnVClfDXOI34Rna0aOwfLlLTiQ8jh9Pe7u5ckHNmi7pULv2uQREhQqupkMW\nN/7n8fSc3pPy+cuzpd8WcoTl8DokERERyeAyWkLiamCytbZkom33A3daa69L4RwlJERELuBE9Am+\n2/YdM7bMYNbWWUTGRJ63v3DOwjQr2+xsguKqUlcF11D7+Hg3ymH58vNXikiNsDA34qFWLShXTsuO\npiA6NppaH9dix9EdfN7xc/rU6+N1SCIiIpIJZLSERHIjJJ4ErknLCIkXX3zx7OtWrVrRqlUrv8Yt\nIpJZxMTFsHrfapbsXsKSPUtYsnsJB06ePxUh1IRSr0S9swmK5mWbUy5/ueAaRcEU0+wAABl6SURB\nVCF+9dj3jzF0+VBqFKnBhn9vCL7VXkRERMQvIiIiiIiIOPt6yJAhGSohkVwNiXHAbmvtoBTO0QgJ\nEZHLZK3l9+O/uwTF7iUs3bOU9QfWE2fjzjuuaK6i1C9Zn/ol6tOgZAPql6hP5UKVCTEaMZDVfbXp\nK7pM7kK2kGz8dM9PNCnTxOuQREREJJPIUCMk4OwqGxa4D7ek57dAM2vtpmSODQcqARuBnADW2ugk\nxyghISJyCU7GnGTl3pUs3bP0bJLiyOkj/zgub/a81CtRj/ol6lO/pEtU1CxSk2yhWaOIo8COozto\nMKIBx6OP895N7/FY08e8DklEREQykYyYkCgIjALaAH8CA621E40x5YBfgJrW2j3GmArADt9pFjDA\nLmttpSTtKSEhIpIG1lr+OP4Ha/avYe2Btaw9sJY1+9ewL3LfP47NEZqDOsXq0KBkAxqXbkyT0k2o\nVbQWoSEq+hhsomOjafl5S1btW0WnGp34qttXmtYjIiIilyTDJST8TQkJEZH0cejUIdbuP5egWHtg\nLduPbP/HcXmy56FRqUY0LtWYJmWa0Lh0Y8rkK+NBxOJPj3z3CMNWDKNCgQqs+dcaCuYs6HVIIiIi\nkskoISEiIn5zIvoE6w6sY9W+VazYu4Lle5ez69iufxxXKm8pmpRuQpPSLkHRqFQj8ubIG/iA5bJM\n+3UaXad0JVtINhb3XcxVpa/yOiQRERHJhJSQEBGRdHXw5EFW7lvJ8j3LWb53OSv2ruB49PHzjjEY\nGpZqSPsq7WlftT2NSjXSNI8M6rcjv9Hg0waciD7B0LZDeaTJI16HJCIiIpmUEhIiIhJQ8TaebX9t\nY/ne5WeTFOsPric2PvbsMUVyFaFtlba0q9KOmyrfROFchT2MWBJEx0bTfFRz1uxfQ+eanZl6+1TV\njRAREZHLpoSEiIh47u8zf7Nw50K+2/4ds7bNOm+aR4gJoUnpJrSv6kZP1CtRT8uNeqTf7H58tPIj\nKhaoyJoH1lAgvIDXIYmIiEgmpoSEiIhkKNZatvy1hdnbZjN722x+/P1HzsSfObu/eO7itKvajpur\n3swt1W4hPCzcw2izjim/TKHb1G5kC8nGknuX0KhUI69DEhERkUxOCQkREcnQIqMjWbBzAd9t+47Z\n22ez58Ses/sK5yzMPfXu4V8N/0XVwlU9jDK4bT+ynQYjGhAZE8kHbT+gf5P+XockIiIiQUAJCRER\nyTSstWw8tJHZ22Yz8ZeJrDuw7uy+6ytez4ONHqRj9Y5kC83mYZTBJSo2iuYjm7P2wFq61OzClNun\nqG6EiIiI+IUSEiIikilZa1m5byXDVw1n4saJnI49DUCJPCXoW68v9ze8nwoFKngbZBB4aNZDfLLq\nEyoVrMSaf60hf3h+r0MSERGRIKGEhIiIZHrHoo4xbv04hq8ezq+HfwXcUqJtq7TlwUYP0r5qe8JC\nwjyOMvOZtHESPab1IHtodpb0XULDUg29DklERESCiBISIiISNKy1LN69mOGrhjPl1ynExMUAUCZf\nGe6rfx/3N7yfUnlLeRxl5rDtr200/LQhkTGRfNjuQx5u/LDXIYmIiEiQUUJCRESC0p9//8nodaMZ\nsXoE249sByBbSDZ6XtmTp1o8RY0iNTyOMOOKio2i6WdNWX9wPbfXup1JXSepboSIiIj4nRISIiIS\n1OJtPAt3LuSTVZ/w1aavsFgMho41OvJMi2doWqap1yFmKKdiTtF7Rm+mbZpG5YKVWf2v1aobISIi\nIulCCQkREckytv21jbeXvM2Y9WOIjosG4Jry1/BMi2doV6Vdlh8FsPWvrXSe1JlfDv9C7my5+eme\nn6hfsr7XYYmIiEiQUkJCRESynAMnDzB02VA+WfUJx6OPA3BFsSt4usXTdK/dPUsuG/rVpq/oM6MP\nkTGRVC9cnWndplG7WG2vwxIREZEgpoSEiIhkWSeiTzBi1QjeW/Ye+0/uB6B8/vI80ewJ+tbvS+7s\nuT2OMP3Fxsfy7PxneXvp2wB0rdWVUR1GkTdHXo8jExERkWCnhISIiGR50bHRjP95PG8teYstf20B\noHDOwvRv3J9/X/VviuUu5nGE6WN/5H56TOvBj7//SFhIGG+1eYtHmzya5aeuiIiISGAoISEiIuIT\nb+P5evPXvLH4DZbvXQ5A9tDsdK/dnX6N+9G4dGOPI/Sfn37/iW5Tu3Hg5AFK5inJ5Nsn07JcS6/D\nEhERkSxECQkREZEkrLX8+PuPvLP0Hb7d+i0W9/9I49KN6XdVP7rV7kaOsBweR3l5rLW8t+w9np73\nNHE2jlYVWjGhywRK5CnhdWgiIiKSxSghISIicgE7j+7kk1Wf8NmazzgadRSAormK8q+G/+LBRg9S\nJl8ZjyNMvRPRJ+j7dV+mbZoGwNPNn+bV618lLCTM48hEREQkK1JCQkREJBX+PvM3EzZMYNiKYaw/\nuB6AUBPKbTVvo99V/bim/DUZuvbCxkMb6TK5C1v/2kq+HPkY3XE0t9W8zeuwREREJAtTQkJEROQS\nWGtZvHsxH674kGmbphEbHwu4ZUP7Ne7HXVfclaFW54i38Xzx8xc8OOtB/j7zN1cUu4Jp3aZRtXBV\nr0MTERGRLE4JCRERkcu0L3IfI1aNYMTqERw8dRCA8LBwri1/LW2rtOWmyjdRo0iNgI+cOBN3hh9/\n/5GvNn3F9M3Tzy5p2vPKngy/ZTi5suUKaDwiIiIiyVFCQkREJI1i4mKY9us0Plr5EYt3Lz5vX9l8\nZbmp8k3cVOUmbqh0AwXCC6RLDKfPnGbejnl8tekrZm6dyZHTR87uK5+/PM9d/Rz3NbgvQ08rERER\nkaxFCQkRERE/OnjyIPN2zGPOb3OY+9tcDp06dHZfiAmhaZmmLkFR+SYalWpEaEjoZV/rRPQJZm+b\nzVebvmL2ttmcOnPq7L6aRWrSuWZnutTsQr0S9ZSIEBERkQxHCQkREZF0Em/jWXdgHXO2z2HOb3NY\nvHvx2ZoTAIVyFqJ1xdaUzFOS8LDws48coTnOfx12/uutf23lq01fMW/HPGLiYs6217BkQzrX7Mxt\nNW6jZtGaXvzKIiIiIqmmhISIiEiAnIg+wcKdC5nz2xy+3/49O4/tTFN7BkPLci3PJiHKFyjvp0hF\nRERE0p8SEiIiIh6w1rL9yHZ++uMnIqMjiYqNIjoumqjYqLOP6NhoouISPfdtLxBegA7VO9CxekeK\n5ynu9a8iIiIiclmUkBARERERERGRgLtQQiIk0MGIiIiIiIiIiARNQmLw4MFERER4HYaIiIiIiIhI\nlhcREcHgwYMveIymbIiIiIiIiIhIutCUDRERERERERHJUJSQEBEREREREZGAU0JCRERERERERAJO\nCQkRERERERERCTglJEREREREREQk4JSQEBEREREREZGAU0JCRERERERERAJOCQkRERERERERCTgl\nJEREREREREQk4JSQEBEREREREZGAU0JCRERERERERAJOCQkRERERERERCTglJEREREREREQk4JSQ\nEBEREREREZGAU0JCRERERERERAJOCQkRERERERERCTglJEREREREREQk4JSQEBEREREREZGAU0JC\nRERERERERAJOCQkRERERERERCTglJEREREREREQk4JSQEBEREREREZGAU0JCRERERERERAJOCQkR\nERERERERCTglJEREREREREQk4JSQEBEREREREZGAU0JCRERERERERAJOCQkRERERERERCbiAJySM\nMYWMMdONMSeNMbuMMXdc4NjHjTH7jTHHjTEjjTHZAxmriIiIiIiIiKQPL0ZIfAREAcWAu4BPjDG1\nkh5kjLkJeAZoDZQHKgFDAhhnwEVERHgdggSY+jxrUr9nTer3rEd9njWp37Me9XnWpH73j4AmJIwx\nuYHOwP9Za/+21i4GvgZ6JnN4b+Aza+0ma+0x4CWgT8CC9YD+Umc96vOsSf2eNanfsx71edakfs96\n1OdZk/rdPwI9QqIaEGut3Z5o23qgdjLH1vLtS/AzUNwYUzAd4xOP6IbOetTnWZP6PetRn2dN6ves\nR32eNanfsyZ/9nugExJ5gBNJtkUCeVM49nii1wnnJXesZHL6xyzrUZ9nTer3rEd9njWp37Me9XnW\npH7PmvzZ78Za67fGLnoxY+oDi6y1uRNtexK4xlrbIcmx64BXrLVTfa+LAIeAwtbao0mODdwvISIi\nIiIiIiKpZq01yW0PC3AcW4EwY0yVRNM26gIbkzn2F6AeMDXRcQeTJiMg5V9ORERERERERDKmgI6Q\nADDGTAAscB/QAPgWaGat3ZTkuJuA0bhVNg4A04El1tpBAQ1YRERERERERPzOi2U/HwJy4qZfjAce\ntNZuMsaUM8ZEGmPKAFhr5wBvAguBXcBvwIsexCsiIiIiIiIifhbwERIiIiIiIiIiIl6MkMiyjDFV\njTFRxphxibZdb4zZbIw5ZYz5nzGmXJJz3jDG/Ol7vB74qCWtkva7MaaCMSbeNyIo4fFcknPU75mQ\nMSbCGHM6Ub9uSrRP93qQSqnfda8HP2NMD2PMJmPMSWPMdmNMS9923e9BKpk+b6F7PXj5+jlxv8Ya\nYz5ItF/3epC5UJ/rXk8fgS5qmdV9BKzA1dBIWDlkGnAvMBN4BZgENPPtfwDoCFzpO3+eMWantXZE\ngOOWtDmv3xPJZ5MZoqR+z9Qs8LC1dlTijbrXg16y/Z6I7vUgZIxpA7wOdLPWrjDGlHSbTRHgK6Av\nut+DSkp9DmT3HaJ7PchYa/MkPDfG5MbVtZvse63/24PQhfo8Ed3rfqQREgFijOkBHAUW4P7zAugM\nbLTWTrPWxgCDgbrGmGq+/b2Bt621+6y1+4C3gT4BDVzSJIV+T5DS/ad+z9ySW/VH93rwu9BqT7rX\ng9MQYIi1dgWAtXa/rx87Axt0vwellPo8ge714NYVt+LfIt9r/d8e/JL2eQLd636khEQAGGPy4f4T\ne5zz37TWBtYnvLDW/g1s920HqJV4P/Bzon2SwV2g3xP8bozZbYwZZYwpnGi7+j1z+48x5rAxZpEx\n5lrfNt3rwS+5fk+gez3IGGNCgYZAMWPMNl//DjPGhKP7PShdpM8T6F4Pbr2BsYle614Pfkn7PIHu\ndT9SQiIwXgY+82XKLOeG7ucGTiQ59gSQ1/c8D3A8yb48SGaRtN8THAYaAeVwb27yAl8k2q9+z7ye\nASoCpYBPgZnGmEroXg92KfW77vXgVRzIBnQBWgL1gPrA8+h+D1YX6nPd60HOGFMeuAYYk2iz7vUg\nlkKf615PB0pIpDNjTD3geuD9hE2c+7b8JJAvySn5gcgU9uf3bZMMLoV+B8Bae8pau8ZaG2+tPQT0\nA270zVMD9XumZa1d4evfM9bascBioD2614NaSv2uez2onfb9HGatPWit/Qt4F93vwSzFPte9niX0\nBH6y1v6eaJvu9eD2jz7XvZ4+lJBIf9cCFYA/jDH7gSeALsaY1cAvQN2EA31/mSv7tuP7WS9RW3WB\njQGIWdIupX5fdYFzEu5H9Xvw0b0uielez+SstUeBPSns1v0ehC7S5ynRvR48enH+N+Wgez3YJdfn\nKdG9ngZKSKS/T4FKuL+Q9YDhwCzgRmA6UMcY09k3B/FFYJ21dqvv3LHAAGNMKWNMaWAAMDrA8cvl\nSa7fvwVuMsY0NsZUN8aE+OadfQAstNYmZNTV75mQMSa/MeYmY0y4MSbMGHMXcDXwPbrXg9aF+l33\netD7HOhvjClqjCmIqxc0E93vwSzZPte9HtyMMc1xU/KmJNmlez1IpdTnutfTh5b9TGfW2tOcG+aH\nMeYkcNo31A9jTBfgQ2A8sAzokejcEb55yBt8m/5rrf00ULHL5Uuh36OstX8Zt2zYa0Ax3NyyucAd\nic5Vv2dO2XB1Q2oAccAmoKO1djvoXg9iKfa7b5Ud3evB62WgCLAViMIt9/eqtTZG93vQSq7PXwNu\nQ/d6MOsFTLPWnkq80Vr7p+71oJVsn+O+bNS97mcmmSVURURERERERETSlaZsiIiIiIiIiEjAKSEh\nIiIiIiIiIgGnhISIiIiIiIiIBJwSEiIiIiIiIiIScEpIiIiIiIiIiEjAKSEhIiIiIiIiIgGnhISI\niIiIiIiIBJwSEiIiIiIiIiIScEpIiIiIiIiIiEjAKSEhIiLiAWPMvcaYeGNMqSTb3/BtvyvJ9ja+\n7U0DGykYY0YbY1YG+rqJrt/NGNM7me0Bj8sYE2KM+Tlp/6TzNT8wxnweqOuJiIgEihISIiIi3ljs\n+9kiyfbmwN++n0m3RwGr0zmulFiPrgvQDeiTwr7LissYU9kYE3EZiYW7gZzAl5dz3cv0BtDdGFMz\ngNcUERFJd0pIiIiIeGMLcIREiQdjTDagITCG5BMSq621ZwIW4fmMR9dNF9ba34ChwOuXeOrjwGhr\nbcASNNbavcACoH+grikiIhIISkiIiIh4wPeBdinnJx7q+35+AtQxxuQGN00AaIJvVIUxppkx5htj\nzD5jzEljzFpjzJ2J2zfG9DHGRBtj8ifZXts39aO17/XVxpgfjDGnjDF/GmM+NcbkuVj8FzsvYTqF\nb6rJz744fzLG1EqmrX7GmN2+Y6YbY673xXitMWY00Bm41rct3hjzwvmnX/waKZgN5DHGXJ2ag40x\ndYG6wJQk2y/6uyY65mZjzK++P7dZxpiCxpgavtEaJ33HXJHM5acCdxhjwlL5u4mIiGR4SkiIiIh4\nZylQzxiTw/e6GbDKWrsROA4k1IuoDeTj3DSP8sAS4D7gFmAa8LkxpkeitqfjpjPcluSa3YEDwEJj\nTAtgPrAP6AI8BrQHLlivIJXnWaAc8CbwMnAHUAyYlKSt24APgBlAJ+BnYKTvfAu8BCwE1vj+PJoC\nnyVq4qLXSIm1Ntp33TtSczzQGjhird2atKlUxJFwzGBgEPAvXH+PAiYCXwBdgTDf66SWAfmBRqmM\nVUREJMNTll1ERMQ7i4FswFXAItxoiaW+fct8rxdwbhTFEgBr7dkPrMYY4zu3LHA/vg+z1trjxpjv\ncQmI0Ymu2R2Yaq21xpjXgUXW2jsStbcXWGCMqW2t/SWFuC90Xi1r7a+4KR6FgOa+6REJIz2mG2Oq\nJfpQPwiYZa1NmI4w3xhTBPi37/fYYYw5Chhr7YpkYknNNS5kIjDWGNPPWht/kWPrAZuS2Z6a3zXh\nmKbW2p2+Y64EngJ6WWvH+7YZYJYxprq1dkuia2wFzuBG0SxLxe8lIiKS4WmEhIiIiHdWArGcSzgk\nl5BI2L7VWvsXgG+Y/wfGmN+BGN/jfqBqkvYnAdcbYwr5zqvnO2aSMSYXbrTBFGNMWMIDlyQ5g6tl\n8Q+XeN7OhA/oPgkf5sv42grDfcj/JsllZiZ37RRc8BqpsADIAdyQimOL4up+XG4cOxOSET4Jx/8v\nmW2lEzfum+JzBDfyQkREJCgoISEiIuIRa+3fwDqghTGmDO5D6BLf7mWcm7LRnHPTNcCNeOiGW32h\nDW4Y/yjc6g+JzcQlCbr4XncHdltrFwMFgVDgY84lNWJwK3mEkfIH+oudVzbRsceSnBvj+xnu+1nE\n19bhJMclfX0hF7vGxTwJrAd6XOxAn5SKe6YmjpSOOZbMtuTiD6rCoiIiIpqyISIi4q3FwF24egK7\nrLWHfNtXAHmNMa2AyvhWgzDGhAM3Aw9Zaz9NaMQYE5q0YWvtSWPMLFwi4r+4JEZCQcZjuLoGL+KK\nOya1P4V4L3bevkTPL/YB+k8gDjfyILGkry/ksj+kG2MG4eppPA98Y4x54CKrmBwEqqchjrTEanDJ\noEMXO1ZERCSzUEJCRETEW0uAR4HenBsdgbX2hDHmF1yNATg3QiIHboRjwjfpGGPyAh1wH+6Tmoib\nonErUJFzNSZOGWOWATWsta+kNthLPO+CS2Naa2ONMWtxxSz/m2hXhySHxvDP0R+pukZKjDEDgaLW\n2td89R5O4Qpzfn2B09b5Yr3cONKyVGg1XL2RtWloQ0REJENRQkJERMRbCUmIdsAjSfYtxa3GcMRa\nuxnOFqtcCbxgjDmB+5A7EDdyIV8y7c8G/gZGADustasS7XsaV4gyHrdSRyRuJYj2wHPW2m0pxJza\n81IzIuA/wDRjzDDcFJMWvnYAEopMbgI6GGM6AnuBvdbahBEclzzqwBjzNHAd7s8ca228MWYKbtrG\nhRISC4D3Uij4ma4jJHAjaE4Aqy52oIiISGahGhIiIiIestbuBf7wvVyaZPfSFLbfCewAxgLv4aZh\njCWZb+CttVG4opHFSbIcpq+WxDW4KRJjfcc95YvnYOJDE7d9kfMOJHdOkrYSxzAdl4jphFuqtCGu\nrgO4D+Dg6lXMxdXJWIEr4JnqayRmjCmHmyLTLcmqGiOBNsaYwimd61uOdQ1uec6k17tYHJcSa3Lb\nugJfWmtjU4pPREQkszGuaLOIiIhIxmCMeR54FihkrY32Op7EjDF3A0OAatba5KbIpMc1SwPbgIbW\n2uSWHRUREcmUNEJCREREPGOMKWKMedcYc6sx5npjzGBgEDAyoyUjfL4ATgJ3BPCaTwETlYwQEZFg\noxESIiIi4hljTD5gAtAYyI9bpeNL4P8CNQJBREREvKGEhIiIiIiIiIgEnKZsiIiIiIiIiEjAKSEh\nIiIiIiIiIgGnhISIiIiIiIiIBJwSEiIiIiIiIiIScEpIiIiIiIiIiEjAKSEhIiIiIiIiIgGnhISI\niIiIiIiIBJwSEiIiIiIiIiIScP8PbVr+jVdZIqYAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e2b1d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XsbBtWb4z6Tfp37NP3rMDh8gnjSMBvtR1JMD7jnpNejbt2D9r75g3Nhfd/520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\nHISVsX0r9EfkC5joe4nVbsP6M5uQWpsFfYf1YyW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       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984cff10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAEBBhD4AAAAUROgDAABAQYQ+AAAAFEToAwAAQEGEPgAAABRE6AMAAEBBhD4AAAAUROgD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\n1yRQSi77mrs1Yneq77c/77ohY/Hq5KW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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ec5bd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8scfnXLHwhiTJxEFjM6ix/35v+zeLb82Dm5akd33jXrcXdNY6H3H9n8y/LknX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\nx96T+9bPy4enfy1bdzTveYz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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ea6490>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Tsp0tl+0ft9eUDP8zLp3fFZs72vKR6d/IjFWzM6hP/3zihLc95hP2t2ivdez0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\nYuciROX8vQkAhgV6V9dfNW4lZg+eiP3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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f1f050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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92Dy4Yka+cP9301XryjljTn3erk2/pee0/eP2OyKDmwfudtqJQ8Yl6f7ou/uW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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c503d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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WPpwvPvGT1JK8ZvR5uXzMy/+s9Y3sPSwPLpm4y/Nv/cT7LV9zt3+PQTudf/+t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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597de27d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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L7snNy+/PiKahqauqHDv8sHz4uLcmSd4x5eK8957/yJz1i/LXd3wiA+qbUqt1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\ndb3NiEZzGwSgzy0JPfemryoPIn8zrJv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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d78dd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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z7srLDjpzh0f1125anz7dn/ra7STp1X769dou7gCfbBuhM1fOzyEDt31m+/Km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\nB3/Kol7dvEW0AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c5d110>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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mSvLpI/4yp+x15GanbC9Zt/On7L8Y3Drvwfzn+J+mluSCkWfknaPOeU7jLWju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\nERFRCGGiT0RERERERBRC/h9GJjdHarvpmQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f7de50>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"cyan\" - Reflectance Recovery                                             *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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0kAqT++6DefOgYUPo3z/uNEoUQQBXXx0d/9//QUZGvHkkSZKk3zk9RCosFi+G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KxfX32AsGgRLFy4+fHy5XVfU6tW5UOHEMrXU9XPZHXn69y5+mCj7G2nnQw50hJjskrSxInJ30Ov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\n/4K8yJTuDCjwAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597db4690>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2g0/hB7CGqdEHAEaX265PfvU/5fF2uybP3L//+oOOKgPyXXVB8uzjhq/Vf3Ju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\n7hfLoJG77l2C9i3XlDEQesb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       "text": [
        "<matplotlib.figure.Figure at 0x7fa59845e190>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Sa6cl11+avOGdXTUChmKTiaVa/cK1OOpip0nJX3wiueHyzs/n7BKs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\n6AMAAEBFBH0AAACoyP8He96JlsVvFnMAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597da9390>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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3Tw4+Ntlu0uD7abU6v6uDrQOwhjWtQf75NE3TyhfOXIOnAwCsPgIHAFTlb9+Z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\nefkryq23O7sHPBwxMtl+gG4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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d20d10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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WzhvIBpuU7/5H/1WWM7z1mmTCpNJdvzMp3q7TkiOOG9ZHBaiFoA8ArCbaSbBr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\nQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e55890>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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/sxbGv+Sc/cZNPueSLP/Jv6W7vS1rHrg90y68Yr/xnTu2Zf3Dd/XNu//fT4Dj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\nsNQM7bU1UpdXsjmkzGlSQYkUq/PqlGx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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ee8450>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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9sy68fK+2eXda5i3I9HMuSZKs/d6X0/PgneNH9gdWr8jTX/xkakODaWifkpkv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\nWfPdL9Yfz7Z+9R4tozY0mM4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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597be24d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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I+gAAAFARQR8AAAAqIugDAABARQR9AAAAqIigDwAAABUR9AEAAKAigj4AAABURNAHAACA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\n+X1/+pqWLR04DI7rHPy6xpT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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598355f90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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L9rr5znHteuu/ev+ONOrjuz2+z20f53+HAInQBwCegnpv+G7qg71Jktlnnj+1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\nzDvhnCx79uvSuXB5kmR8eCB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9NqJMKllwbvi1Hyva9eZ5P0/JgV71v/B9De/6iWSaatr+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\nAAAAAAAHIegDAAAAAOAgfwKjsJPkmcutjgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cb0cd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x7fa5985e5150>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"white 9.5 (.05 D)\" - Reflectance Recovery                                *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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eaNuvkjQiuWUhIaFAgi4bAAAAAIAsk2gLidck/cDMtkr6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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984f5cd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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sQXHs2LHzXf+JJ56QE074nw/bzMXe9OnT8/3vH5NarZazzz4r7du3n6eyjdq0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\nGttv2rQJXl5eKCsrw8KFi/DSS65o27Y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ERERERGRCmOgTERERERERmRAm+kREREREREQm\n5P8BPJ/dEqY0ZtMAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59859ea50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5EUccniTp27dvXnnllXm21ZLr+Ot07Nhxnts0vJ1e3WUFDY0ZMya///01Ld7f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\nR45czL0EWDg222zz1NR0mkd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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598455dd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Hn1q9+fNfwjfffIOkpH3NOoVSa5eXlwdvbx8M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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fdf650>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hhi3W+7//e1Kuu+76tGnTJtdee3U++9nei9UugA+CoA8AfOxcd931GT9+fKqq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\n5MgPuZUAS4fj+sI5rjuuf9D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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e1c210>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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fpSiK/OhHP2o0/ZvfPDRt2rTJpEmTcttttzWaPm7cuAwYcGeSNPp8AiwJgj4A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\nZ+nV9XVy2223zlXXmw5IS7O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/kMLH1bp165nrbYy9vT3eeedt3L17F5s2fdLS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\niIjMCAt9IiIiIiIiIjPyP9ArC/pqAlJOAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e6ad90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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aLB88eHAGDBjQ4KDLgtS/E0Bjj9oJB3v16ln33CGHHFy3/QorrJDddts1SXLF\nFVc2OAAzderUutsY7rffvgv1mt9///1cfPFvk9QM4a8dtl/rwAMPSKtWrTJ58uTcdNNNDbYfP358\n3a355v18AiwJgj4A8Jk3efLkPPzwIznqqGOy337756OPPkqPHqvlz3++ocG6RxxxeDbffPN89NFH\n+drXvp4bbrgxH3zwQd3yMWPGpF+//tlttz1y1VVXN7sPffqslyS544478/HHHzdY3rFjx2yxxRap\nVCo5/vjjM3jw4CQ18wYMGDAwe+zx1YV92Y1qakTB/PTr1y9VVZ1SVdVpoS9paNu2bc444/QkyZVX\n/i5XXHFF3ciF//znqRx66GGpVCrZaqst64J3fcce+/1UVXXKhhs2PsqhKc15nT/5yRlp06ZNnn32\n2Rx77Pfzzjs1txYcMWJEDj308IwcOSorrrhifvCDH8y13fDhw7PLLrumf/+bM2bMmLrnp0+fnoce\neji77rp73nrrrbRu3Tq//OWZDfa7zjrr5IgjDk+S/PSnP8vdd/+l7s4Kr732Wg4++NBMmzYtnTp1\nyvHHH7dQrxtgUTAZHwDwmTJo0H+y1lo1w6wrlUqmTJky14zvrVq1yj777JOLLvpNo9eDL7PMMrnl\nlv459NDDM2jQoJx00sk5+eQfpKqqKh9//HE+/PDDJDXDwee9vdr8HHHEYbn99ttz991/yT/+cU+6\ndOmS1q1bZfPNt8if/nRdkuT888/L1762V1555dVsu+32WW655TJ79ux89NFHWWmllXLllZfn4IMb\nztK+MC6//Ipcd90fm1xeFEUuuOBX+eY392l0WUscc8zReemll3L99Tfkpz/9eX7xi//NsssuW3f3\ngDXWWCM33HD9fNtYHNeqb7DBBrnssktz4okn5ZZbbs0tt9yaFVbomPffrzmws/zyy+emm25scEY+\nSZ5++uk8/fTTSZJ27dplueWWy/vvv5+ZM2cmqZld/5JLLq67dGFeF154Qd5+++0MHPhYjjzyqCy7\n7LJZdtm2dfuuqqrKTTfdmG7dFm4SQIBFQdAHAD4TaoPgzJkzM3HixCRJ69at07Fjx6yyyipZb70+\n2WyzzbL//vulR48e822rc+fOue++e3LnnXfltttuz4svvpj33nsvbdu2zbrrrptNN90ku+++W/bY\nY48GfWgqkG6//fbp3/+m/O53V2Xw4JczduzYVCqVrL76+Lp1Ntts0zz88IM5//xf5Ykn/p1p06Zl\n5ZW7Zec6qzgvAAAgAElEQVSdd8mpp55SFyJb+v4URZFp06Zl2rRp81234a3wPn3IvvTS36Zv3775\n4x//mMGDX85HH32UddddN1//+l754Q9/0OTt61oa8Ju73SGHHJw+ffrk0ksvy5NPPpn33nsvPXqs\nlh133DE/+tGPssYaqzfYplu3brnwwgsyaNB/8vLLL2fixIn54IMP0qFDh6y55prp23eHHHPM0Vlt\ntdWa3O+yyy6bv/71L7n++hvSv//Nef311/Pxxx9nzTXXzFe+sktOPvmkujsDACxpxfyGRRVFUXn/\n/clLsDsAwOKz8EO+AYDPrhVWWDGVSqXBkVHX6AMAAECJCPoAAABQIoI+AAAAlIigDwAAACUi6AMA\nAECJCPoAAABQIoI+AAAAlIigDwAAACUi6M/x+OOPp6pqxWy44YYt2r6qasVUVa2YESNGLOKecfTR\nx6SqasU88cQTS7srnykjRozIF77QOX377ri0uwLwmVNT1ztlww03atH2VVWdUlXVSV1fDI4++tup\nquqkrs+jpq53Sd++Oy3trnwmDR8+vO57+Vnz8ccfZ8MNN0rPnr3y/vvvL+3uLHXf+MY306nTF/Ly\nyy8v7a78nyboz6MoikW67UsvvZTzzjs//fr1/zTd+tSeeurpHHnkkVl33d7p3LlL1lpr7Rx00MH5\n5z//2eI2a37hrrjAx/PPP9/ifTz33HO58847s91222abbbZpURvvv/9+zjrr7Gy22ebp1m3l9Oq1\ner7+9a/nr3/963y3a85rW1AbjenXr1+jbfXo0TPrr79B9tprr5x55pl56qmn59tOjx49cthhh+b5\n55/PnXfeudD9APi/oNx1/aisu26fdO7cNWuttc6cuj6gxW3WD1Lzezz//Ast3sdzzz2/iOr6Odls\nsy3Srdsq6dVrjXz963s3o64v+LW1vK43bOuTuv71nHnmLxayrt+10P1YlGbOnJl+/fpln332zdpr\nr5svfKFLevbslc022yL77XdALrnkt3n22eeWSt8a+14+/vjjOe+883PPPfcshR4l11xzTaqrR+S4\n447LCiusMNey6dOn5+GHH8mFF/46Bx10cNZZp3fdZ+Thhx9pVvtDhgzJcccdnw022DCdO3fN6qt/\nMXvv/Y3cffdfFrjtO++8m7POOjtbbfXlrLzyqunevUe2336HXHrpZZk+ffp8t50xY0auvfa67Lrr\n7unRo2e6dl05G2+8SU4//YyMGzeuye3OOOP0zJ49O2ee+ctmvT4Wj2WWdgfKYu21105RFGnTps1c\nzw8ePDgXXHBBtttu2xx66CFLpW+XXHJJfvnL/02StGrVKlVVVXnvvfdy33335b777sspp5ySM8/8\n+afaR7du3Zpc1rZt2xa3e+aZZyZJTj/99BZtP2rUqOyxxx4ZPrw6RVFk+eWXz9SpUzNw4GMZOPCx\nHHPMMbn44ovm20bnzp3TunXrRpe1a9e+Rf2qVf99mzZtWkaNGpWRI0fmsccez6WXXpaNN/5Srrji\niiZHmpxyyim56aZ+Oeuss7P33ntnmWV8pQEWhfnX9QuXcl3/bRN1/f7cd9/9c+r6zz7VPuZf19s0\nuWxBPqnr/69F29fU9T0XUNd/M982lmxdH52RI0fNU9cvn09d/1G9uv71pVLXJ06cmH333T8vvFBz\nQKcoirRr1y5JkbfeeitDhw7NQw89lKqqFVJdPXyJ9att27Z138t5Pf74v3LBBRfm0EMPyVe/+tUl\n1qckmTRpUn7zm4tTVbVCjjvu+w2WDxkyJPvuu1+D54uiaNaByFtvvS3HH39CZsyYkaIoUlVVlalT\np2bAgIEZMGBg7r///vz+91c3uu3gwYOz777714Xyjh07Zvbs2XnxxZfy4osv5bbbbsvf//73rLRS\nw1ESkyZNyv77H5innnoqSbLsssumffv2GTZsWK666urcfPMtueuuO7Pppps02HbLLbdI37475JFH\nHsnAgQOzww47LPB1sug5o7+IPPPM03n66aey8sorL+2uzOXee++t+2PgW986Im++OTTDhr2d4cOH\n5ac//WmKoshFF12UO+64o8X7KIoib7zxepOP9ddfv0XtvvTSS3n88X9lzTXXzLbbbrvQ21cqlRx+\n+BEZPrw6vXr1yoMPPpiRI0dk1KiROfvss9KqVatcd911ueGGG+b72gYM+GeTr2233XZt0Wurbbt+\nWyNHjsiECePz0EMP5cQTT0jHjh3zwgsvZqedds6jjz7aaBs9e/bMDjvskGHDhuUf//hHi/sCwNye\neeapPP30fz4Hdf2NDBv23wwf/nZ++tOf1KvrLR/pVVOfhjT5WLp1/Vv16voDGTmyOqNGjZinrt84\n39c2YMCjTb62T1/XP2lr5MjqTJgwLg899OA8dX2XPPpo4yMq567rS+fs9Le//d288MILWWGFjjnn\nnLMydOjrGTt2dKqrh2XkyOr89a9/ybe//e2suOKKS7Rfq6yySt338rPkppv6ZdKkSdlnn30anM1P\nUhfO+/btO+dATs3ns1KpLLDt559/Iccdd3xmzJiRPffcI4MHv5jhw9/OqFEj8tvfXpK2bdvmlltu\nzcUXX9Jg2ylTpuTAAw/OuHHjss466+Shhx7MyJHVGT16ZP72t7+ke/fuefnlV3LMMd9udN/HH39C\nnnrqqXTs2DHXXXdtxowZleHD387TTz+Vbbb5ciZNmpQDDzwokydPbnT7I444IklyxRW/W+DrZPEQ\n9EvuvPPOS5JsueWWueyyy/KFL3whSbL88svntNNOrTsb8ctf/m9mzZq11PrZmD/96U9JkgMOOKBF\n299zzz159tln07p16/Tv3y9bbLF5kpojkieddFKOPfbYJMm5556XGTNmNNlOc34RLypt2rTJFlts\nnnPOOSePPTYwX/ziFzN9+vQceeSRTQ6Rqn1/rr++6QMWAJTDeeedn6S2rl86n7r+y89gXb8+SXLA\nAfu3aPu56/pN89T1E3Pssd9L8lmt62cvRF2veX+WRl1/44038s9//jNFUeTKK6/IiSeemC5dutQt\n79ChQ/r23SEXXfTrPPPM/C9FWBqW5L9trdoDS019rjfYYINUVw/LX/96d8488+fZa6+9kjTvsqJf\n//rXmTlzZnr16pUbb7whPXr0SFIzuuGoo47Mj398SpLkoosuznvvTZpr2xtv/HNGjRqVZZZZZq7v\nS5LssMMOufbaa5Ikjz76aINLfl566aW6A03nnntO9ttv37pRMGuvvVZuvrl/OnXqlAkTJuTSSy9v\ntO977rlHOnTokEceeSSjRo1a4Gtl0fvcBv2NNvpSqqpWzAMPPNhg2Y9/fGrddc/PPPNsg+VHHXV0\nqqpWzPnn/6rJ9gcNGpT99z8gq6++Rrp27ZZtttk211zzhybXb2wyvqqqFXPccccnqRlSNO812f/6\n178atPPkk0/myCOPSu/efdK5c5f06rV69t577xadcR87dmwGD66ZBKOxoURJcsIJJyRJRo4c2Wh/\nlpaPP/44t99+R4qiyD77fKNFbdx2221Jkr59+2aDDTZosPykk05MkowfPz4DBw5ssp1Pc33np/HF\nL34xN93057Ru3TqTJ7+fyy6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hwfjss0+RkfEDLl26iI0bo+Hg0BuA2ALik0/+rfWxSn3d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\nURMEQXP3bvubU5IeHZMnT0ZSUjL27dvLZj9aZGd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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f44990>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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s6lz/pom5noro6E21ct27nlx/t55cD2lCrgtK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\nRERERERmhIU+ERERERERkRn5fzj+tol8a6owAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c3dfd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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T1D1mb8yYpjsqHnzw4STJtttu26p93H333Tn00G9nxowZOeSQQ3Laaae2rrFz\nuOWWPyf5v8kXF7Sf//yU/Pa3V6Rt27a5/PLLsuuuuy6U/QDML0EfAPhEeeCBB/Ozn52cJNlss83y\npS99cbb1ffrslyS5/vrr8+KLL861rpbcx1+v/vFuzZWZ9XF69bcVzGr06NH57W+vaPH+Pi569942\nyy+/fKZPn56LL76k0fqBAwemX79+jTpdWuqhhx7OgQcelOnTp6dPn/1y/vnnLohm5+qrr8mzzz6b\njh075vDDD1sgdc7q7LPPyQUXXDhzwsALss8+ey/wfQC0lqAPAHzsvfPOO3nggQdz8MGHZJ999s3k\nyZOz8sqfyh//eG2jbQ888IBsuummmTx5cr785a/k2mv/kPfee69h/euvv56+fa/PjjvunMsuu7zF\nbVhnnXWTJLfccms++OCDRus7deqUzTbbLLVaLUceeWQGDhyYpG7egH79+mfnnRfM1d7mRhTMTd++\nfdO5c5d07twlw4cPn6+y7du3z0knnZgkufTS3+SSSy5pGLnwz38+kT599k+tVssWW2yeHXf8UqPy\nhx12eDp37pINNmg8ymHAgAHZb78+mTJlSvbee+9cemnjjoS5ufrqa3LjjX/K2LFjG5YNHz48J5/8\n8xx77A9SVVVOP/20Zh8p+Oabbza8Zu3AGT9+/Gzr5jzml176m5x55llJkl/96pzsv//+89VugIWt\nmtvJoqqq2rvvtrynGwCgtQ477PDccMONadeuXZZZZpkkdaF2woQJs8343qZNm+yxxx4577xzm70f\nfNy4cenT54AMGDAgSd1kbJ07d84HH3yQ999/v2HZSSedONu94GeeeVbOPvuc9OmzX37zm0tnq/OR\nRx7JbrvVzQDfrl27LL/88mnbtk023XSzXH31VUmSp556Ol/+8m4N+1hyySUzY8aMTJ48Ocsuu2wu\nvfTifOMbfVJVVcaPb/y8+7lZf/0NMnz4iHTs2DFLLrlks9tVVZWzz/5l9tprz4Zlffv2zRFHHJWq\nqjJw4PPNBt+5+d73vp9rrqnrWFlsscWy+OKLNzw9YNVVV829996d7t27NypX//+1V6+eeeGF52db\n9+Uv75ZHH30sSbLccss1+zi6pt7TrHUnSYcOHbLYYotlwoQJSeo6KH7xi1PmOqFf584tm0/gxRdf\nmO2Y1Zdr06ZNlltuuWbLVVWVfv0eykorrdSi/QDMr6WXXia1Wq2ac7nJ+ACAj4Wqqvs7Zdq0aRk3\nblySpG2D/4GuAAAgAElEQVTbtunUqVNWWGGFrLvuOtlkk02y7777zDOodu3aNXfffWduvfXPuemm\nm/P888/n7bffTvv27bPWWmtl440/m5122jE777xzozbUt2NO22yzTa6//rr85jeXZeDAFzN69OjU\narWsssobDdtsssnGeeCB+3LWWb/M44//PZMmTUqPHt2zww5fyPHHH5dp06Z9qONTVVUmTZqUSZMm\nzXXbxo/Ca/o9zY8LL7wgvXv3zu9///sMHPhiJk+enLXWWitf+cpuOfbY76djx6Yfq9fc8UzqOnLq\n17/11tw7Ppp6vF+fPvulqqo8/fQzef31UZk+fUZWX331bLdd73z3u9/JGmusMc/3Nbf2zatcrVZr\n+Kw2p/5JEAAfJVf0AQAA4BOouSv67tEHAACAggj6AAAAUBBBHwAAAAoi6AMAAEBBBH0AAAAoiKAP\nAAAABRH0AQAAoCCCPgAAABRE0J/p0UcfTefOXbLBBhu2qnznzl3SuXOXDB8+fAG3jG9969B07twl\njz/++KJuysfK8OHDs9xyy6d37+0XdVMAPnac1z++nNeb5rw+d6+99lrD9/Lj5oMPPsgGG2yYnj17\n5d13313UzVnk9thjr3TpslxefPHFRd2U/2mC/hyqqlqgZV944YWceeZZ6dv3+g/TrA/tiSeezEEH\nHZy11lonXbt2y+qrr5mvf/0befjhfq2uc9ZfuHN7Pfvsc63exzPPPJtbb701W2+9VbbccstW1fHu\nu+/m1FNPzyabbJbu3VdIr16r5itf2T233377XMu15L3Nq46m9O3bt8m6Vl65Z9Zbb/3stttXcvLJ\nP88TTzw513pWXnnl7L9/nzz77LO59dY/z3c7AP4XOK+3nPO683q9adOmpW/fvtlzz72zxhprZbnl\nlk/Pnr2yySabZZ99vppf//qCPP30M4ukbU19Lx999NGceeZZufPOOxdBi5Irrrgiw4YNzxFHHJGl\nl156tnVTpkzJAw88mHPO+VW+/vVvZM011274jDzwwIMtqn/QoEE54ogjs/76G6Rr125ZZZXVsvvu\ne+S22/4yz7JvvvlWTj31tGyxxefTo8eKWWmllbPNNtvmwgsvypQpU+ZadurUqbnyyqvypS/tlJVX\n7plu3Xpko40+mxNPPCljxoxpttxJJ52YGTNm5OSTT2nR+2PhWGxRN6AUa6yxRqqqSrt27WZbPnDg\nwJx99jnZeuut0qfPfoukbb/+9QU55ZRfJEnatGmTzp075+23387dd9+Tu+++J8cdd1xOPvmnH2of\n3bt3b3Zd+/btml03LyeffHKS5MQTf9Sq8iNHjszOO++S114blqqqstRSS2XixInp3/+R9O//SA45\n5JCcf/65c62ja9euadu2bZPrOnRYolXtqjfrcZs0aVJGjhyVESNG5pFHHs2FF16UjTb6TC655OJs\nsMEGTZY/7rgf5Lrr+ubUU0/L7rt/JYst5isNsCA4rzuvt0YJ5/Vx48Zl7733zXPP1XXoVFWVDh06\nJKnyyiuvZMiQIbn//vvTufPSGTbstY+sXe3bt2/4Xs7p0Ucfy9lnn5M+ffbLrrvu+pG1KUnGjx+f\nc889P507L50jjji80fpBgwZl7733abS8qqoWdUT+6U835cgjj8rUqVNTVVU6d+6ciRMnpl+//unX\nr3/uueee/Pa3lzdZduDAgdl7730bQnmnTp0yY8aMPP/8C3n++Rdy00035W9/+1uWXbbxKInx48dn\n332/lieeeCJJsvjii2eJJZbI0KFDc9lll+eGG27Mn/98azbe+LONym6++Wbp3XvbPPjgg+nfv3+2\n3Xbbeb5PFjxX9BeQp556Ik8++c/06NFjUTdlNnfddVfDHwPf/OaBefnllzJ06H/z2muv5ic/+XGq\nqsp5552XW265tdX7qKoqL700qNnXeuut16p6X3jhhTz66GP59Kc/na222mq+y9dqtRxwwDfz2mvD\n0qtXr9x3370ZMWJYRo4cntNOOzVt2rTJVVddlWuv/cNc31u/fg81+9523PFLrXpv9XXPWteIEcMy\nduyY3H//fTn66KPSqVOnPPfc89l++y/koYcebrKOnj17Ztttt83QoUNzxx2LphcboETO687r86uU\n8/qhh34nzz33XJZeulNOP/3UDBkyOKNHj8qwYUMzYsSw3H77X3LooYdmmWWW+UjbtcIKKzR8Lz9O\nrruub8aPH58999yz0dX8JA3hvHfv3jM7cuo+n7VabZ51P/vsczniiCMzderU7LLLzhk48Pm89tqr\nGTlyeC644Ndp3759brzxTzn//F83KjthwoR87WvfyJgxY7Lmmmvm/vvvy4gRwzJq1Ij89a9/yUor\nrZQXX/xXDjnk0Cb3feSRR+WJJ55Ip06dctVVV+b110fmtddezZNPPpEtt/x8xo8fn6997et55513\nmix/4IEHJkkuueQ383yfLByCfuHOPPOsJMnmm2+eiy66MMstt1ySZKmllsoJJxzfcDXilFNOyfTp\n0xdZO5ty9dXXJEm++tV9W1X+zjvvzNNPP522bdvm+uuvy2abbZqkrkfymGOOzmGHfTdJcsYZZ2bq\n1KnN1tOSX8QLSrt27bLZZpvm9NNPyyOP9M9qq62WKVOm5KCDDmp2iFT98bnmmms/snYCsGg4rzuv\nL0wvvfRSHn744VRVlUsvvSRHH310ll9++Yb1HTt2TO/e2+a8836Vp56a+60Ii8JH+f+2Xn3HUnOf\n6/XXXz/Dhg3N7bfflpNP/ll22223JC27rehXv/pVpk2bll69euUPf7g2K6+8cpK60Q0HH3xQfvjD\n45Ik5513ft5+e/xsZf/whz9m5MiRWWyxxWb7viTJtttumyuvvCJJ8tBDDzW65eeFF15o6Gg644zT\ns88+ezeMglljjdVzww3Xp0uXLhk7dmwuvPDiJtu+yy47p2PHjnnwwQczcuTIeb5XFrxPbNDfcMON\n0rlzl9x7732N1v3wh8c33Pvy1FNPN1p/8MGHpHPnLjnrrF82W/+AAQOy775fyyqrrJZu3Xpkyy23\nyhVX/K7Z7ZuatKdz5y454oijktQNKZrz3q3HHnusUT3/+Mc/ctBB38raa6+brl27pVevVbP77nu0\nqmd+9OjRGTiwbhKMpoYSJclRRx2ZJBkxYmST7VlUPvjgg9x88y2pqip77rlHq+q46aabkyS9e/fO\n+uuv32j9McccnSR544030r//I83W82Hu7/wwVltt1Vx33R/Stm3bvPPOu7nooqZ/ke6225ez2GKL\npX///hkxYsRH3EqABcN5fd6c153XF7Z//evfDT/vtNNOc922ffv2jZadeeZZ6dy5Sw4//IgkyRVX\n/C5bbbV1Vlhhpay++pr5zne+O9t7GjLk5Xz3u4dl7bXXzfLLd8/mm3+uoUNoTk1Nxle/7Oyzz0mS\nXH/9DY2+l7N+h8eOHZuf/vRn2Xzzz6VHjxWz/PLds8466+ULX/hSzjjjzPmefPOJJ57MSy+9lG7d\nujU750RrP2/Tp09vGPlx6KGHNLqNKEmOPLLuOE+YMCF33PG32dbdf/8DSZLtt98+a6yxRqOyn//8\n57PRRhslSW644YbZ1tXPHbD00p1y4IEHNCrbuXPn7L9/nyTJn/50Y5PtX2KJJbLTTjtl+vTpuf76\nG5rchoXrExv0t966bsjX3//+90brZp3Ftbn1VVU11DGnvn37Zuedd80DDzyQGTNmZMqUKXnxxX/l\n+ONPyIknntRsm+b8Infr1i2dO9cN4WnXrl26d+8+26t9+8Vn2/7kk3+enXbaJbfddltGjx6dJZdc\nIu+++2769eufQw45NN/61qHz1VM5fPiIhnatscbqTW6z2mqrpaqq1Gq1DzWBz4L2zDPP5L333svS\nSy+dtdZaq1V1PPLIo0mSHXZoevbaFVZYIeuuu05qtVoeeaT5PwgWRe9wvfXWWy8771x3or355lua\n3KZjx45Zb711M2PGjLn+YQPwcea8Pm/O687rC9usn/mRI0d9qLoOOuhbOf74E/LSS0PSpk2bjB07\nNn/6003Zaaed88Ybb2TAgAHZfvvtc+ONf8qkSZMybdq0DBo0KN///rH59a8vaFEbF1tssXTr1i0d\nO3ZMknTo0KHR97L+SvSwYcOy5ZZb5+KLL8mgQYMyderUdOzYMaNHj86TTz6Zc875VUM4bql+/fol\nSTbZZOP5PDrz9uabb+b999+f6/d9qaWWygorrJAkeeihfrOtq++0aK5s3bq6DoB+/fo3WXbVVVdt\ntqOivuzIkaMyZMiQJrepH0VQf5z4aH1ig/7nP//5JMljj83+aJY333wr//73f9KpU6eZ62fvzX75\n5VcyZsyYtG/fPptuumnmNHbsuHz/+z/It799aIYMGZxhw4bmtddezXe/+50kyeWX/zaDBg1qURuH\nDBmcs86qG2K3xRabN7oPbNYhNL/5zWW58MKL0r1791x88YUZPvy1DBv2Wl5/fWSuvvr36d69e269\n9da5/uKb06xfzOaG782YMaPhhNfS9zWnWq2WHXb4YlZaaeV069YjG2ywYb797e9kwIABraovSf7+\n938kSf7f/9uoVeXHjh2bt99+O1VVZZ111ml2u/o/NgYPHtzk+lqtlgMPPCg9e/ZK167dsvba6+aA\nAw5s8orTwvLFL34xSd0Viv/+99Umt9l447oTTFN/AAN8Ejivz5vzuvP6wrbRRp9JUnecjjvuh3nz\nzTdbVc+dd96ZBx54IFde+buMGjUiI0cOzz333JXu3btn+PAR+fnPT8nBBx+SLbfcMi+88FyGDRua\nYcOG5lvf+laS5Kyzfpk333xrnvtZaaWVMmTI4Bx9dN1Im7333qvR93LFFVdMkvzyl2dnzJgx+fSn\nP5177707b745NkOH/jdvvDE6Awb8PSeccHx69Gh+Esqm1H+uP/vZxhPSfVj13/darTbX23CmTZuW\nJBk8ePbve335lpR944038tZbb89ausVla7Va/vOf/zS5Tf3n+Omnn5nr7TQsHJ/YoL/VVnXDY55/\n/vlMnDixYfk//lH3C3HfffdNly5dMmDAgNl6buuvCmy88Wez+OKz97wndTOk7rffN3LOOWena9eu\nSeqGp5xzztlZb711U6vVcvvtf52Pls6713j8+PE5/fQzssQSS+S2227NgQce2PAHTYcOHbLXXnvm\nuuv+mKqqcuGFF7X4i9KzZ919PHVfwKZP9rOeCEePbv4xGXNTVVXDPXNt2rTJ8OEjctNNN2fHHXee\n65WSuXn++eeTpNW9/qNHj274eYUVmp9IqX6Spebee1VVee6551Kr1bL44otn9OjR+etf/5avfvVr\nOeiggz+SX1rrrrtuw8/Dhg1rcpv641Q/Qy7AJ43z+rw5r9dxXl94VllllXzjG19Pkjz44INZa611\nsvvue+S0007PXXfd1eLg/8477+ZXvzon++67T8OTAz73uc/l1FPrJpK8/vob0rFjx1x/fd/06tUr\nSd2M8Oeff25WW221fPDBB7n33ntb3O6WjNJ48smnkiQ/+9lPs8UWWzQsb9euXdZZZ5385Cc/zi67\n7NLifSb/97lee+3Wfa7nZtlll82SSy6ZJM1+39966+2MHTs2SePPfM+ePZPMvcNv1s6BN974v/K9\netWVffXVoc0+gm/WeseMeaPJbeqPy+TJk/Pvf/+7yW1YeD6xQb9Xr15ZccUVM3Xq1Pzzn080LK+/\nErDtttvkc5/bIu+8825eeOGFWdbXXQmY2300P/jBsU2uq//yN/dla62//vWvmThxYnr33rbZmWw3\n22zT9OzZM++8806Ln1/brVu3rL9+XX2XXHJJk78EL7jgwoafJ0yYMF/tXmKJJfLtbx+ae+65K6NG\njciwYUMzevSo9O//cMOwtMsuuzznnXf+fNWb1PUsJkmXLo0f99ESkyZNavh5bo/Kqf8FOusflfX2\n2+8b+fOfb82wYUMzfHjdrL5PPvnPhnuSbrvtL/nhD49vVfvmR5cudbPa1mq1vP32281sU3ecxo4d\nt9DbA7AwOK/Pm/N6Hef1heviiy/KUUcdmfbt22fq1Knp169/zj33vHzjG32y2mqrZ7vtdmiYL6E5\nn/rUSg0dBrPabrveDT8fc8xRadNm9ihSVVW22WbrJK0fkdKc+s62119/fYHUN3369Lz11lupqqrV\nn+u5adu2bXr3rnss3ZVXXjXbd6DeBRf834igOb/v22+/XZKkf/9Hmuwwuu+++/Pvf9ddia/Vannv\nvQmNyk6cODG/+92VjcqOHTt2tvvum/td06lTp4aOnnHjWjc6hNb7xAb95P96/2cd5ld/n95WW22Z\nLbdsPAzw8cf/PrNs0/fxdenSpaFncU7198CMHz++yfWtVf8HTf/+j2T11dds9jVq1KjUarX5mrny\nhBPqTlgvvDAw++9/QMM9ScOGDcvxx5+Q2277S8PkHnP+sp2Xbt265dxzf5Utttii4cSaJJ/5zGdy\n4403NEy2c9555zf76I3m1A/X+qgf3TKryy77TbbffrvZHpWyxhpr5NJLL8n3vndMkrqZVocMeXmh\ntqMlvdT1J5i33pr3MDeAjyvn9XlzXm895/WWadeuXc444/T85z//ygUX/Dr77LNPVl999YbP0zPP\nPJNvf/s7Oeigg5t9L2uttXaTy+tH1dTdgrHuXLeZ38/YvNQ/OvHnPz8lxx13fB599NFMnjy51fXN\n+v9mYX2ujzvuuLRt2zajR4/O3nvvk6effiZTpkzJmDFjcvbZ5+Tiiy9p9vt+4IEHZIUVVkitVst+\n++2fO++8MxMnTsx7772Xm2++Jd/5zndnm+Bv1vIbbrhhdtppxyTJL35xai677PK8+eab+eCDD/L4\n449nzz33ygcffNBk2Tkts8wyqdVqGTfOxaiP2ic86Ned1OuH7b3zzjsZOPDFrLnmmunatWu23HL2\n9UOHDs3IkSPTrl27bL75Zk3W2anTUs3ur0OHuiGB06Yt2GFd9UNtJk2alHHjxjX7mjZtWqqqyvvv\nv9/iunffffecdNKJSZI77rgzm2/+uXTt2i0bbPCZXHHF7/LFL36x4Rdf586dF+j7+sUvTml4X/37\n95/7xgvYrH+gTJ7c/PGq7x2tn8SlpU488Ufp0KFDarVa7r33ntY1soXqH5eysHqMAT4unNfnzXnd\neb05I0aMaLJDaY011pptlExLde3aNQcffFCuuup3efrpJ/PSS4Ny8cUX5lOfWilJ3QiIyy//bZNl\nm7vXvX5ivJZss6Bvozj22O9nl112zpQpU3LllVfmy1/+SlZc8VP54hd3zEUXXbzAOxYWhE022TgX\nXXRBFltssfz97//I9tvvkOWX754111w7Z555VjbccMMccMD+SRp/3zt16pQbbrg+Xbt2zciRI7Pf\nfvtnxRU/lU99qmcOPfTbadOmTX784//f3r1H13TnfRz/7NwQzUUiqrRNWve6jESCurcl9YhidVhr\nGrfg6WDaplb1qiOK0Q6ziGgf1prHmMfUmnaq6hIGiVIJMVLR0BClLUGjhEZcIlLJef44PZvIOUcO\nScjp+7VW1rLOvv32sc/+7u9v/y7WrjiGYVTafsmSJYqIiNDVq1f15ptv6dFHW6pJk6YaNGiwcnMP\nae7c67OcVPe9BtWjTif6toF7vvrqK5WUlCgjY5csFovZfK9Tp47y8/PTrl3WwWNsDwadO3dWgwaO\nm33VtvLycknWqXLOn//pln+xsc+5tP8333xDqakpeu6536ldu3Z6+OGH1KtXTyUlLdTKlf8ym421\naPFotZ5XaGiogoODZbFYlJeX59K2wcFBkuSwSdut2N7SSFJ+vuMmWrY+f64OvuLr62sOBnTsmGvn\n5qoDBw6Y/w4Ls/9WyvY9BQUF1WhZAKAmEderhrhOXLenrKxMBQUFlSqUCgoKqqUyKyQkRGPGjFFa\nWpqaNGkiSVqxYsUd77e2+Pj46KOP/qktW1I1ZcrLioqKkqenpzIzMzV9eoIiIiKVk5NT5f3d+H9z\nu9d1VYwaNUo7d6Zr/Phx6tChvR566EFFRUVp9uxZSknZZFYU2vu9h4d3Vmbmbr3xxuuKiorSww8/\npA4d2mvy5EnKyNih+++3/j96e3ub/fKvn18jpaRs0sKFiXriiScUFhamli1bavjw4UpNTVH//k9J\nslYSOLvXnD9/XoZhmC01UHu87nYB7kSrVi0VEhKis2fPKjMz0wz4tul1PD091b17d6WmpurAgQNm\nUz9b08B7RZMmIZLk8tydrujaNarCaMA2ZWVlysk58Ms69t+G3A22AHK7TdYaN26soKAg/fTTT8rN\nzXU4Fc+hQ9ZBi9q2td/E7F6QmpoqyfqQExYWZncdW4AJCeEmCqDuIq5XHXGduH6z0NBQFRXVXMJp\nExwcpJiYQfr73/9P3333fY0fr7pFRUUqKipSkrUFyMaNmzRjxgydOHFSL74Yry++2Fql/Xh6eprX\nZE13sWjbtq0SE+2PjWEbENDR7z04OEj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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ce6650>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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m4sQJS6w9i8oGG6yfu+++O//4xzPtbvPss/UZ7fv06ZOVVuq9QPU2PebvmWf+\nkf79B7a7XWPj6Ky++vuTJD/5ySU56KADk7w9o/6ECRPy8suvtLnfpicGVFXVfEW+5b6TZODA9ve9\n5ppr5pVXXklj49vbN5X9xS+uyi9+cVW7ZW+88abceONNSZKnn35yoedGAHgnXNEHAN5zrrrq6rz4\n4oupqmquWdG7du2aj3zkI6nVarnrrnsW6T6bnpHe3uPtXnrppbz11ltJkg9/+ENtbvOnPw1ZpG1a\nErbddtsk9dA8YULbJyruvfdPSZLtt99+IWquPwmgqqo2X3Nt2cbyj31sqyy77LKp1WoZMmRIm3u4\n7777kiSrrbZa1l133eblLZ+I0DL0z6tpXc+eb2/f1IaFaTfAkiboAwDvKffcc2++85365Ghbbrll\nPvGJ/55rfdMV3+uvvz5PP/10h3UtyH38TXr27NlhmZbhsem2gpbGjx+fyy67fIH3924xaND2WWWV\nVTJr1qxcdNHFrdY/9dRTGTJkSKuTLvPT8kkAbb2aJhwcOHBA87IDDzyguXyvXr2yyy6fSJJcfPEl\nrU7ATJs2rfkxhp/97D5zrdtss4+kqqrUarVcddXVbbbvzjvvzIsvvpgkc43OuPTSn3TY7q23/njz\n8TUtczUfWNIEfQDgXW/KlCm5555788UvHp7PfnbfvPHGG+nf//259trWIe2QQw7OFltskTfeeCOf\n+tSnc/XV1+S1115rXv/CCy9k8ODrs8suu+XSS3+6wG3YYIMNkyS//vXNefPNN1ut79mzZ7bccsvU\narUcffTReeqpp5LU5w0YMuT+7LbbJxf2sNvU3oiCjgwePDgNDb3T0NC7wyvYbenWrVu+9a2TkySX\nXPKTXHzxxc0jF/72t4dy0EGfT61Wy1ZbfbQ5eLd05JFfTUND72yySdujHNqzIMf5P//zrXTt2jWP\nPvpojjzyq3nppfqcC6NHj85BBx2cMWPGZsUVV8zxxx8/V7lVVlkle+21V5LkJz+5NKeeelpzqJ86\ndWoGDx6cI4+s37s/cODA7L777gvVdoClzT36AMC7ytChf8s669SHWddqtUydOnWuGd+7dOmSvfba\nK+ee+6M278tedtllc8MN1+eggw7O0KFDc9xxX8vXvnZ8Ghoa8uabb+b1119PUh9WveOOOyxwuw45\n5PO56aabcsstv81tt92eVVZZJcss0yVbbLFlfvGLK5MkZ511Zj71qT3y978/k2222S7LL798Zs+e\nnTfeeCMZEFTcAAAgAElEQVQrrbRSLrnkohxwwEHv5O3JRRddnCuv/Hm766uqytln/yB7771Xm+s6\n4/DDD8uTTz6Zq666Ot/+9nfy3e+emve9733NTw9Ya621cvXVV3VYx+IYwr7xxhvnwgsvyLHHHpcb\nbvhVbrjhV+nVq2defbV+YmeFFVbIddddk5VXXqlV2fPPPzf//ve/M2zYsJx33vk577zzs8IKK8w1\neV6/fv0yePC1WXZZfzID7y1+awEA7wpNQXDmzJnNV1eXWWaZ9OzZM6uttlo23HCDbL755tl338/O\ndyh0nz59cuedt+fmm3+TG2+8KU888UReeeWVdOvWLeutt1422+wj2XXXXbLbbru1akN7gXS77bbL\n9ddfl5/85NI89dTTGT9+fGq1WtZcc2LzNptvvlnuueeunHXWD/KXv/xfpk+fnlVX7Zeddto5J574\nzcycOfMdvT9VVWX69OmZPn16h9u2fhTeOw/ZF1zw4wwaNCg///nP89RTT+eNN97Ieuutl09/eo98\n/evHz/X4unnb3RkLWu7AAw/IBhtskAsuuDB//etf88orr6R///dnhx12yDe+8Y2stdaabZZbccUV\nc889d+Xaa6/LLbfckr///Zm8+uqraWjolbXWWju77PKJfOUrX2nzJMH82u2+fGBpqzoaFlVVVe3V\nV6csweYAAIvPwg/5BgDevXr1WjG1Wq3V2UX36AMAAEBBBH0AAAAoiKAPAAAABRH0AQAAoCCCPgAA\nABRE0AcAAICCCPoAAABQEEEfAAAACiLoz/Hggw+moWHFbLLJJp0q39CwYhoaVszo0aMXccs47LDD\n09CwYv7yl78s7aa8q4wePTorr9wngwbtsLSbAvCuU+/Xe2eTTT7UqfINDb3T0NBbv74YHHbYEWlo\n6K1fn0e9X18lgwbtuLSb8q40atSo5s/lu82bb76ZTTb5UAYMGJhXX311aTdnqfvMZ/ZO794r5+mn\nn17aTfmPJujPo6qqRVr2ySefzJlnnpXBg69/J816xx566OEceuihWW+99dOnzypZZ50P5nOfOyB/\n+tOfOl1n/RfuivN9Pf74453ex2OPPZabb7452267TbbeeutO1fHqq6/mtNO+n8033yL9+q2agQPX\nzKc//en87ne/67Dcghzb/Opoy+DBg9usq3//Adloo42zxx575JRTTslDDz3cYT39+/fP5z9/UB5/\n/PHcfPPNC90OgP8EZffrX8x6622QPn36Zp111p3Trw/pdJ0tg1RHr8cfH9bpfTz22OOLqF8/PZtv\nvmX69VstAweulU9/es8F6Nfnf2yd79db1/V2v/7pnHLKdxeyX//NQrdjUZo5c2YGDx6cvfbaJx/8\n4HpZeeVVMmDAwGy++Zb57Gf3y/nn/ziPPvrYUmlbW5/LBx98MGeeeVZuv/32pdCi5PLLL09j4+gc\nddRR6dWr11zr3nrrrdxzz70555wf5nOfOyDrrrt+88/IPffcu0D1Dx8+PEcddXQ23niT9OnTN2uu\nuXb23PMzueWW38637EsvvZzTTvt+ttrq41l11dWzxhr9s9122+eCCy7MW2+91WHZGTNm5Iorrswn\nPrFr+vcfkL59V82mm34kJ5/8rUyYMKHdct/61smZPXt2Tjnlewt0fCweyy7tBpTigx/8YKqqSteu\nXeda/tRTT+Xss8/Otttuk4MOOnCptO3888/P9753apKkS5cuaWhoyCuvvJI777wzd955Z775zW/m\nlFO+84720a9fv3bXdevWrdP1nnLKKUmSk08+uVPlx44dm9122y2jRjWmqqqssMIKmTZtWu6//4Hc\nf/8DOfzww3Peeed2WEefPn2yzDLLtLluueW6d6pdTVq+b9OnT8/YsWMzZsyYPPDAg7nggguz6aYf\nzsUXX9zuSJNvfvObue66wTnttO9nzz33zLLL+kgDLAod9+vnLOV+/cft9Ot/yJ13/mFOv/6/72gf\nHffrXdtdNz9v9+v/r1Pl6/367vPp13/UYR1Ltl8flzFjxs7Tr1/UQb/+jRb9+qeXSr/+4osvZp99\n9s2wYfUTOlVVZbnllktS5V//+ldGjBiRu+++Ow0NvdLYOGqJtatbt27Nn8t5Pfjgn3P22efkoIMO\nzCc/+ckl1qYkmTx5cn70o/PS0NArRx311Vbrhw8fnn32+Wyr5VVVLdCJyF/96sYcffQxmTFjRqqq\nSkNDQ6ZNm5YhQ+7PkCH35w9/+EMuu+ynbZZ96qmnss8++zaH8p49e2b27Nl54okn88QTT+bGG2/M\nrbfempVWaj1KYvLkydl33/3z0EMPJUne9773pXv37hk5cmQuvfSn+eUvb8hvfnNzNtvsI63KfvSj\nW2bQoO1z77335v7778/2228/3+Nk0XNFfxF55JGH8/DDD2XVVVdd2k2Zyx133NH8x8AXvnBI/vnP\nERk58vmMGjUy3/72t1NVVc4999z8+te/7vQ+qqrKc8892+5ro4026lS9Tz75ZB588M/5wAc+kG22\n2Wahy9dqtRx88CEZNaoxAwcOzF133ZUxY0Zn7Ngx+f73T0uXLl1y5ZVX5uqrr+7w2IYM+VO7x7bL\nLp/o1LE11d2yrjFjRmfSpIm5++67c+yxx6Rnz54ZNuyJ7LjjTrnvvvvarGPAgAHZfvvtM3LkyNx2\n222dbgsAc3vkkYfy8MN/ew/0689l5Mh/Z9So5/Ptb/9Pi3698yO96v3T8HZfS7df/0KLfv2PGTOm\nMWPHjp6nX7+mw2MbMuS+do/tnffrb9c1ZkxjJk2akLvvvmuefn3n3Hdf2yMq5+7Xl87V6SOO+HKG\nDRuWXr165vTTT8uIEc9m/PhxaWwcmTFjGvO73/02RxxxRFZcccUl2q7VVlut+XP5bnLddYMzefLk\n7LXXXq2u5idpDueDBg2acyKn/vNZq9XmW/fjjw/LUUcdnRkzZmT33XfLU089kVGjns/YsaPz4x+f\nn27duuWGG36V8847v1XZqVOnZv/9D8iECROy7rrr5u6778qYMY0ZN25Mfv/732aNNdbI00//PYcf\nfkSb+z766GPy0EMPpWfPnrnyyivywgtjM2rU83n44Yey9dYfz+TJk7P//p/LlClT2ix/yCGHJEku\nvvgn8z1OFg9Bv3BnnnlmkuSjH/1oLrzwwqy88spJkhVWWCEnnXRi89WI733v1MyaNWuptbMtv/jF\nL5Ik++23X6fK33777Xn00UezzDLL5PrrB2fLLbdIUj8jedxxx+XII49MkpxxxpmZMWNGu/UsyC/i\nRaVr167Zcsstcvrpp+eBB+7P2muvnbfeeiuHHnpou0Okmt6fq65q/4QFAGU488yzkjT16xd00K9/\n713Yr1+VJNlvv307VX7ufv26efr1Y3PkkV9J8m7t17+/EP16/f1ZGv36c889lz/96U+pqiqXXHJx\njj322KyyyirN63v06JFBg7bPuef+MI880vGtCEvDkvy/bdJ0Yqm9n+uNN944jY0j87vf3ZJTTvlO\n9thjjyQLdlvRD3/4w8ycOTMDBw7MNddcnf79+yepj2744hcPzQknfDNJcu655+WVVybPVfaaa67N\n2LFjs+yyy871eUmS7bffPldccXmS5L777mt1y8+TTz7ZfKLpjDNOz2c/u0/zKJgPfnCd/PKX16d3\n796ZNGlSLrjgojbbvvvuu6VHjx659957M3bs2PkeK4veezbof+hDH05Dw4r54x/varXuhBNObL7v\n+ZFHHm21/otfPCwNDSvmrLN+0G79Q4cOzb777pc111wrffv2y9Zbb5PLL/9Zu9u3NRlfQ8OKOeqo\no5PUhxTNe0/2n//851b1/PWvf82hh34x66+/Qfr0WSUDB66ZPffcs1NX3MePH5+nnqpPgtHWUKIk\nOeaYY5IkY8aMabM9S8ubb76Zm276daqqyl57faZTddx4441JkkGDBmXjjTdutf64445NkkycODH3\n339/u/W8k/s734m111471113bZZZZplMmfJqLrzwwja322OPT2XZZZfN/fffnzFjxizhVgIsGh/6\n0KZpaOjdQb9ev6e17X798DQ09F6Afn3/rLnm2unbd9UF6NdbT8bX0NA7Rx1V7zfr/frc92S3368f\nlvXX3zB9+vTNwIFrZc89P9OpK+4L1q/X/+4YM2Zsgf36TUkWtF9/oN16ll6/vlauu+6aFv162wFp\nafbrf//7M81f77rrrh1u29atmWeeeVYaGnrnq189Kkly+eU/yzbbbJvVVlsj66yzbr785a/MdUwj\nRvwzX/nKkVl//Q2zyir98tGPfqz5hNC82pqMr2nZ2WefkyS5/vpftvpctvwMT5o0Kf/7v9/JRz/6\nsay66upZZZV+2WCDjbLzzp/IGWecudCTbz700MN57rnn0rdv33bnnOjsz9usWbOaR34cccThrW4j\nSpKjj66/z1OnTs1tt90617q7774nSbLjjjvmgx/8YKuyH//4x7PpppsmSX75y1/Ota5p7oBevXrm\nkEMOblW2oaEhn//8QUmSX/3qhjbb37179+y6666ZNWtWrr/+l21uw+L1ng36225bH/L1f//XesbW\nlrO4tre+qqrmOuY1ePDg7Lbb7rnnnnsye/bsvPXWW3n66adz4okn5uSTv9Vum+b9IPft2zcNDfUh\nPF27dk2/fv3menXr9r65tj/llFOy66675ZZbbsn48eOz/PLd8+qrr2bIkPtz+OFH5LDDDl+oM5Wj\nR49pbldbH/CkHiarqkqtVntHE/Mtao899lhee+219OrVK+utt16n6njggQeTJDvttFOb61dbbbVs\nuOGGqdVqeeCB9v8gWBpnh5tstNFG2W23ekd7001tn+zp0aNHNtpow8yePbvDP2wA3s3e7tf/r9W6\nufv1ttfPv1//5Dz9+t9z4oknLeZ+/bvZddfdO+jXj3gH/fo6bW4zd78+ZIHrXtwWbb/e9qz09X59\nA/36O9DyZ37s2HHvqK5DDz0sJ554Up57bkS6dOmSSZMm5Ve/ujG77rpbJk6cmKFDh2bHHXfMDTf8\nKtOnT8/MmTMzfPjwHH/813P++T9eoDYuu+yy6du3b3r06JEkWW655Vp9LpuuRDc2NmbrrbfNRRdd\nnOHDh2fGjBnp0aNHxo8fn4cffjjnnPPD5nC8oIYMGZIk2XzzzRby3Zm/l156Ka+//nqHn/cVVlgh\nq622WpLkvvuGzLWu6aRFe2Xr6+r5YMiQuS94NZVda6212j1R0VR27NhxGTFiRJvbNI0iaHqfWLLe\ns0H/4x+vnzX785/nDvIvvfRynnnmmfTs2bPN9f/8578yYcKEdOvWLVtssUXmNWnSizn++K/nS1/6\nUkaMeC6NjaMyatTIfOUr9eFgP/3pTzN8+PAFauOIEc81X13YaquPtrq/u+UQmp/85NJccMGF6dev\nXy666MKMHt2YxsbGvPDCuPziFz9Pv379cvPNN+f881vfg9Oelh/M9obvzZ49u7nDGz782QWuu6Va\nrZaddto5a6zx/vTt2y+bbLJJvvSlL2fo0KGdqi95+w+5//qvTTtVftKkSXnllVdSVVU22GD9drdb\nb711kyTPPvtcm+trtVoOOeQLGTBgQPr0WSXrr79BDj744DavOC0u//3f/52kfoXi3//+d5vbbLZZ\nvYNp68QWwHvBxz/+8STt9ev/aNGvz32VesH69W/kS186IiNGPJvGxpEZNer5fOUrX06S/PSnly1E\nv/5szjqrPnS+3q/PfX93+/36BRk9elQaG0flhRfGztOvtx9o5rXw/fqCHde86v36f2eNNfqnb99V\ns8kmH1oE/fpfkyyqfn2DdrdrOonw7LNt/01T79cPzYABA9OnT9+sv/6GOfjgQ5Ziv/58m9u83a+3\nPrG1OG266YeT1N+nb37zhLz00kudquf222/PPffckyuu+FnGjRuTsWNH5w9/uCP9+vXL6NFj8t3v\nfi9f/OLh2XrrrfPkk8PS2DgyjY0jc9hhhyVJzjrrB3nppZfnu5811lgjI0Y8m2OPrY+02WefvVt9\nLldfffUkyQ9+cHYmTJiQD3zgA/njH+/MSy9NysiR/87EieMzdOj/5aSTTsyqq7Y/CWVbmn6uP/KR\n1hPSvVNNn/dardbhbTgzZ85Mkjz77Nyf96byC1J24sSJefnlV1qWXuCytVot//jHP9rcpunn+NFH\nH+vwdhoWj/ds0N9mm3rQf+KJJzJt2rTm5X/9a/0X4r777pvevXtn6NC/znXm9i9/qf+BsNlmm+V9\n75v7zHtSnyH1wAMPyDnnnJ0+ffokqQ9POeecs7PRRhulVqvld7/7/UK0dP5njSdPnpzTTz893bt3\nzy23/CaHHHJI8x80yy23XPbee+9cd911qaoqF1xw4QJ/UAYMqN/HU/8Att3Zt+wIx48fv0D1zquq\nquZ75rp06ZLRo8fkxhtvzC677NrhlZKOPPHEE0mS9dZrP6R3pOWxNJ3pbMuqq67WavuWqqrKsGHD\nUqvV7wEcP358fv/7W7Pffvvl0EMPXSK/tDbc8O1JjxobG9vcpul9GjbsicXeHoDFYcH79aHz9Ov1\nEwObbfaRTvTrGy7Gfv2MOf36zW3063vluuuuXQL9evuPv+pI2/36Tdlll90WQb/euav5c/fr7U+Q\n2DR5YnvH/na/XpunX98/hx76xSXUr2/Y/HX7/Xr9fWqa+X5JWXPNNXPAAZ9Lktx7771Zb70Nsuee\nn8n3v3967rjjjgUO/lOmvJof/vCc7LvvZ5ufHPCxj30sp51Wn0jy+ut/mR49euT66wdn4MCBSeoz\nwp933o+y9tpr580338wf//jHBW73gozSePjhR5Ik3/nO/2arrbZqXt61a9dssMEG+fa3/ye77777\nAu8zefvnev31O/dz3ZGVVlopyy+/fJK0+3l/+eVXMmnSpCStf+YHDBiQpOMTfi1PDkyc+Hb5gQPr\nZZ9/fmS7j+BrWe+ECRPb3KbpfXnjjTfyzDPPtLkNi897NugPHDgwq6++embMmJG//e3t2TebrgRs\nv/12+djHPpYpU17Nk08+2Wp9R/fRfOMb32hzXdOHv72zVp31+9//PtOmTcugQYPancl2yy23yIAB\nAzJlypQFfn5t3759m+9hu/jii9r8JfjjH799JWHq1KkL1e7u3bvnS1/6Uv7whzszbtzYNDaOyvjx\nL+T++4dkt912S5JceumlOffcjh9f15aJE+u/tHr3bv24jwUxffr05q/rj4Rp2/LL1x+j0/KPyiYH\nHnhgfvObm9PYOCqjRzdm7Ngxefjhh5rvSbrllt/mhBNO6FT7Fkbv3vVZbWu1Wl555ZV2tqm/T02/\n7AHea+bu1x9qXj53v75VG/16/QR+x/3619tc93a/3rkr3+15u1/ffjH06/X6Lr744nb69Quav+5c\nv35E/vCHOzJu3Jg0No7M+PHjcv/9f2oebn7ppT/Nueeet1D1JvUrhsmi6tfbfwReUzBqu18/YE6/\nPnJOvz46Dz/8t3n69RM71b6FsXD9+ouLvT3zuuiiC3PMMUenW7dumTFjRoYMuT8/+tG5OeCAg7L2\n2utkhx12ap4voT3vf/8azScMWtphh0HNXx933DHp0mXuKFJVVbbbbtsknR+R0p6mk20vvPDCIqlv\n1qxZefnll1NVVad/rjuyzDLLZNCg+mPprrjiyrk+A006+jt+xx13SJLcf/8DbZ4wuuuuu/PMM/VM\nU6vV8tprU1uVnTZtWn72sytalZ00adJc992397umZ8+ezSd6Xnyxc6ND/n97dx4WVb3/Afx92DSU\nRQRLpaBYzBQUBLXQ3Jcrbtf0eX4iKmhmVqI3ci3BJetKVxE17ZrRz/JJb1guyM8FS2XzSmLuY1op\nIrgACqIIJMzvj8M5bHOGGRy28f16Hp5HOWcOZ+DMec/nO9+F6q7ZFvoA5KVZKnfzS05OgiAI6NOn\nD/z8anYDlFr+pU8OqmvTpo3cslid1IKcl5encXtdSQ0Vx44dg6urm+JXVlYW1Go1MjN1n5hl/nwx\nsM6ePYfAwEB5TNL169cxb9587Nq1W57co/rNtjbt2rXDv/71GXr37i0HKwB069YNO3ZslyfbWb16\njeLSG0qkFuOGXrqlsk2bNmLgwIFVlkpxc3PD559/jjlzQgCIM61eufJ7vZ6HLq3UUsDcvVt7Nzci\noqZKyubquS3mup9CrqeUP1bz+HztuS726jJ8rosNFceOJcDV1V3xqyLXdZ+RumquT25GuS7mU+Pn\n+gANub6BuV6Jubk5Vq78GCrVBaxdG4nx48fD1dVVvp5OnTqFGTPeQlBQsOJzUeqRKfWqEYdgvKJ1\nH32vsdpISyeGhy9FaOg8JCYmoqioqM7Hq/y3qa/rOjQ0FKamprh16xbeeGM80tJOoaSkBLdv38aq\nVRFYv36D4ut9ypTJaN++PdRqNQICAhEXF4eHDx+ioKAAMTE78dZbM6tM8Ff58Z6enhg+fBgAYNmy\n5di06Qvk5uaiuLgYycnJ+Pvfx6G4uFj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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e73dd0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"neutral 8 (.23 D)\" - Reflectance Recovery                                *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5t0CYPXs2S5Ys4eyzz2br1q2sWLGC7373u+32mzp1Kq+99lqHx7n44oupqanh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\n/g8AjdcAVNxZpwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ec5110>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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06tQpdXV1mTdvXqZOnbrYO/LvN507d06SzJ49u81tWr6epnkJVnfdm222Wb7w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\n87LxxhsnSdq1a5fPfe5zOeG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       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984805d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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GYSgzM9PrdtaShpGRkSytN8VmfKI/0flBubm5CgoKksvl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\nAAAAOAiJPgAAAAAADkKiDwAAAACAg/wPQGhGH+OO9XcAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f07e10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hWV6gi9uuXbvsNhw8eFAHDx4Muu/hw4fbjDQ2NjaqoqJC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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597dc7b10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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keS4rANwtiOu+I64T1xurdrvbwhcM1giZpl57/v7+Gj58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\nAAAAADjI/wB98NTBLF8VsQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5983a1b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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bb2TIkCFLHHRZHk3NZt/Y6NGjM3jw4CTJrrvuusiympqa7L333kmSP/3pT0sc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\nuqGf5tY99dRTkyQPPvhgvn/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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ffe750>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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F3bp1qz5+3nnnVe9g0NSfxkP8u3fvXn3M3nxgZRP6AMDH3rRp0/LYY4/l3HPP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\nDRuW66+/vvqDfH4PPfRQfvK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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e21350>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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sJtfvXd07vaubv9/qySefTO/q3unbr2/Da0OHDk3v6t55+umnkyS/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\nlJWVoU2bNujWrRtGjRwpu7Ye0Cy38ff3x/Hjx5G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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fbac10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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0oRWa9r777ssbb7yRtm3b5vOf//wKTQuwKgh9AOA95f7776/fPq53797Zcccd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\n7Lrrrtljjz3ygx/8IM8++2z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Y4X///aesrCytXr1aubm5Wrx4sbZv314rYXamffv2unr1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\nAADAi/wf24nfk8TP2rAAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597bf34d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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M1Gq1bL/99vn0pz+90Py9evVKfX19evbs2ezyp0+fnkmTJjX9a3xtZ86cmcmT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\nb731Mi17/PjxeeWVV1JVVbb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X1NQoNzf3mn6HO9bMYVFRkV3UqLPm5mb7BuJpltETq4dt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\nAAAAAOAg/wOPu4S2fA1qEQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5983033d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"neutral 6.5 (.44 D)\" - Reflectance Recovery                              *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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wn6e6roP9jPr8TCbJ/xumupePd48fzxuw6usUBW/je9vUtPfvRSSvbdZ/m/E5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\noOd4k0RYAenNN53eFJMnO70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tytsEZo+qqFrfWgAAAGADWCysuFuSz8/Z9oXR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\nAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d3c5d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VGUMAYFPk9noAwJvO4sWL227Ntvfee7dN33zzzdsGnnsjuuWvqk3jx49Pknz2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\nmXn00UdTV1eXd77znatdbnW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JtbW1PT6uuyshISHolBOjYGOwY8nhcGj27NlmkcWOfvnl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\nAAAAwEL+B0GLvqilq0QYAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d82650>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XZdSoUV1uQ9sQ9gceeKDDRfwaGhoyePDgJMkvfvGLWidDS0tLnnjiiXz3u9/t\n1nPuzPpcsm3s2LEZOXJkRo4c2e0pDfX19bVV/u+4447cfvvttZEL06ZNy49//OMkye67775Gp0uS\nXHbZZRk5cmS++tWvrrHtmWeeyY9+9KOsXLkyhx9+eD73uc91uV33339/fvSjH2Xy5Mmrdb40Nzfn\n8ccfz3e/+93Mnj07dXV167xKQdsifIMGDaqNCFmbiy66KH/84x/zwgsvrBb6586dmxtvvDG/+MUv\nkrR2kuy5555dfk4AG4vF+ACAt5SpU6fm3HPPTdIaapcvX75asK5UKjnssMNy5plndjgfvEePHvnS\nl76Un/zkJ5k6dWrt+vF9+/ZNc3PzanXtu+++XW7X0UcfnQceeCAPP/xwJk6cWLtm++DBg3POOeck\nST71qU/le9/7XmbNmpX/9//+X3r16pVqtZrm5ub069cvZ599di0Yr6/bb78999xzz1ofc8YZZ2TY\nsGEbtJ/2jj322Dz33HO59957c8011+S6665Lz549a1cPGDhwYL7whS+stY6Opj78/ve/r/09Hn/8\n8XzpS1/qtHxHz2nSpEm1dRF69+6d+vr6LF26tNYZ0rt374wcOXKtYXvZsmWZOHFikq4vwjd//vz8\n7ne/y+9+97vU1dWloaEhzc3Nq119YOjQoR12RAFsCoI+APCWsmrVqixcuDBJaiFqyy23zKBBgzJ4\n8OAcccQR67yuev/+/XPBBRfkwQcfzPjx4/Pcc89lyZIl6dGjR3bYYYfstttuOfDAA7u16NrQoUNz\n7rnn5o477qitQl+tVrPtttvWHjN48OBceOGF+cMf/pApU6akqakpAwYMyH777ZcPfehD6xzy3RVN\nTU3rvDzf60ccrGt9ga747Gc/m3322Sf33HNPZs6cmRUrVmSHHXbIYYcdlpNPPnm9LqvXfnRC2yUP\nO/P653TAAQfkrLPOypNPPplZs2Zl4cKFWb58eTbbbLNst9122XfffXPMMcdkyy23XGu9Dz74YJqb\nm1NXV5f3vOc9XWr35z//+Tz66KN55pln0tjYmEWLFqVSqWTbbbfNrrvumsMPPzwHH3xwl+oCeCNU\n1jb8q1KpVNsucQIAAAC8dZx11lmpVqtr9Oaaow8AAAAFEfQBAACgIII+AAAAFETQBwAAgIII+gAA\nAFAQQR8AAAAKIugDAABAQQR9AAAAKIig/w512WWXZeTIkbnxxhvf7KZscr/73e8ycuTIjBs37s1u\nylvK8uVjriOkAAAgAElEQVTL84UvfCFf+cpXsmLFije7OQB0g+O64/rrOa6v28iRIzNy5MjMnTv3\nzW7KGr797W/n7LPPzssvv/xmN+VN98tf/jIjR47M5MmT3+ymvK3Uv9kNeKcZO3ZsXn311RxyyCHZ\neeed3+zmpFKprHfZFStW5J577snDDz+cl156KcuXL0///v2z4447Zt99980JJ5zQ7TpHjhy5zsd8\n4QtfyGGHHbYeLU4aGxszatSoDBw4MO95z3vWq47X+9GPfpRJkyYlSYYPH57Pf/7zXS57xx135Le/\n/W2SZOutt84PfvCDbu//qaeeysUXX7zG/b17905DQ0O23Xbb7LLLLjnggAOy7777dlpPnz59csIJ\nJ+SGG27InXfemZNPPrnbbQF4p3FcXzvHdcf1No888kjuu+++zJgxIwsXLkx9fX222GKLbL311tlj\njz0ydOjQ7LXXXm9qG9s899xzmThxYrbddtsceeSRm3z/Dz/8cP7617/myCOPzMCBA1fbVq1W8/TT\nT2f69Ol59tln8+yzz9Y6Ks4666y8973vXWf9c+fOzW233ZZHH300jY2N6dmzZwYNGpThw4fnmGOO\nWevnSFNTU+68887a50RLS0u22WabHHrooTnppJPS0NDQadlqtZoHHnggY8eOzYwZM9LU1JQBAwZk\nn332yUknnZTtt9++w3KnnHJKxo0bl+uuuy77779/6uqcq+4KQX8TGzduXKZMmZJtt932LfGFYH3N\nnj07P/zhD/Pqq68mSerr69OrV680NjamsbExTz755Hp9IWiz+eabd/om7tWr13rX+/vf/z7Nzc05\n5ZRTNsqHxIQJE2pfBpLufcFqbGzM73//+/Uq25n2v7fm5uYsWLAg8+fPz9SpU3PnnXdm4MCB+exn\nP5uhQ4d2WP7444/PbbfdlltvvTXHHHNMNttssw1uE0DJHNe7xnF9/ZRwXG9qasoll1ySxx57rHZf\nfX196uvr8+qrr+bll1/OU089lZtuuik/+9nP1hoUN7btt98+lUolPXr0WO3+mTNn5qabbspee+21\nyYP+qlWrcv3116euri6nnHLKGtuXLl3aYUdQVz3xxBP5yU9+kuXLlydJ+vbtm+bm5kybNi3Tpk3L\nww8/nK985Svp2bPnGmXnzp2b73//+3nppZeStL536+vr8+KLL+aWW27JfffdlwsuuCDbbrvtGmVX\nrlyZn/70p7X3V48ePdKnT5/MnTs3Y8aMyfjx43POOefkoIMOWqPs1ltvneHDh2fMmDEZN25cRowY\nsd7P/51E0Kfb5s6dm+9973tZtGhRdt999/zt3/5t9thjjyStZwNmzJiRCRMmbNA+vvGNb2Trrbfe\nGM2tWbhwYe6///40NDRk2LBhG1zf8uXLc9VVV6WhoSEDBgzIiy++2K3yV155ZZqamrLbbrtl+vTp\nG9yeZM3fW0tLS55//vlMnjw5d911V15++eVcfPHF+dznPpejjjpqjfJ9+vTJ3/zN32T06NG59957\nc9JJJ22UdgHw1uW43spx/Y3xm9/8Jo899ljq6+tz4okn5phjjqk9p+bm5jz77LOZNGlS7r///k3e\ntu9973ubfJ/rMmnSpMyZMyf77LPPGmfz2/Tu3Tu77LJLdtlll+y666757W9/mwULFqyz7rlz5+aS\nSy7J8uXLM2TIkHz2s5/NoEGD0tLSkgkTJuS///u/8+STT+bqq69eYzROS0tLfvzjH+ell17KFlts\nkf/1v/5X9ttvvyTJs88+m8svv7zWYfid73xnjY636667LpMmTUqPHj3yyU9+Msccc0x69uyZxsbG\n/OY3v8kjjzySSy+9NBdddFGHz/voo4/OmDFjcscddwj6XWTcA932q1/9KosWLcrQoUNz/vnn174M\nJK09e3vssUdOP/30DdpHtVrd0GauYezYsWlpackhhxzSYS9ld91www2ZN29ePvrRj6Z///7dKjtx\n4sRMmjQphxxySO1D8o1QV1eXd7/73fnwhz+ciy66KLvttluS5IorrsjMmTM7LNM29HHMmDFvWLsA\neOtwXG/luL7xLVu2rLZ2wsc//vF87GMfW63jomfPntljjz1y2mmn5d///d/Tp0+fTd7Gt5rRo0cn\nSY444ogOt2+22Wb5r//6r1xwwQU5/fTTc/jhh6e+vmvnbm+//fYsW7YsDQ0N+fKXv5xBgwYlaX1d\nHXbYYfn0pz+dJLn33nvX6OiaPHlynnvuuSTJ//7f/3u11/muu+6aL33pS+nRo0deeOGFNV5rCxcu\nzN13350kOfHEE3P88cfX3rNbbbVVzjnnnGy//fZpbm5ebVRMe4MHD87AgQMze/bsTJs2rUvP953u\nbX1G/6tf/Wrmzp2b888/PzvttFNuvvnmTJgwIfPnz0+/fv1ywAEH5KMf/WgGDBjQaR2vvPJKbr/9\n9jz++ONpbGxMXV1dtttuuwwbNizHHXdcevfuvcbjzzvvvCStH6odaZtb1X5u1tixY/OLX/yi9pjL\nL788l19+ee12R4/dc889c8EFF+T+++/P6NGjM2vWrCxdujTnnntuDj744LS0tOSxxx7LxIkT8+yz\nz2bevHlZsmRJNt988wwePDjHH398p0O51tfMmTPz6KOPJknOPPPMNYY6bSwbY7jb640dOzZJ1nse\nYHszZszIXXfdlZ133jnve9/78sgjj3S57PLly3PllVemd+/eOeOMM3LvvfducHu6on///jn33HNz\nwQUXZNmyZbnpppvyxS9+cY3H7bHHHtliiy3y0ksv5ZlnnlntCx/AG8lx3XG9OxzX3/rH9RdffDGr\nVq1Kkhx44IFrfWxHr73Xv3fGjx+fu+66K7NmzUp9fX322GOPfOxjH8tOO+2UJJk/f35uueWWTJ48\nOQsWLMhWW22Vo446KieffHKHUzvazlr/4Ac/qHVAtD+T/fTTT69xZvv888+vrSWwbNmyjBo1KhMm\nTMicOXPS3NyczTffPAMGDMjee++d4cOH19rWFY2NjXn88cdTV1eXQw89tMvluqpt+sQRRxyRfv36\nrbH9Pe95T377299m8eLFGT9+fD760Y/WtrV9Tuy4447ZZ5991ig7cODAHHTQQbW1GI455pjatief\nfLL2OvjABz6wRtm6urocd9xxueqqqzJhwoQ0NTWt8VmdtL7X//jHP2bMmDEZMmRI9578O9DbOui3\naWxszGWXXZa5c+emd+/eqaury4IFCzJmzJg8+eST+eY3v9nhnKRHHnkk//mf/5mVK1cmaR0Gs2rV\nqsycOTMzZ87M+PHj87Wvfa3bvbpt2h/UevXqlf79+2fJkiVZtWpVGhoaVpuT1tk+rrrqqtx1112p\nq6tLQ0PDah9SL7zwQn74wx/Wbjc0NKRnz55ZsGBBJk6cmIkTJ+bjH/94PvjBD65X+zsyfvz4JMnO\nO++cHXbYYaPV+3obu+e/sbGxNp9oQz8YWlpaal8GzzrrrG7PCfz973+fefPm5ROf+ES22mqrDWpL\ndw0YMCBHHXVURo0alcmTJ3f6QTpkyJBMmDAhTzzxhKAPbHKO660c1zvnuN7qrX5cb/+eaWxs7HSx\nta649tprc9ttt6VHjx7p1atXlixZkkmTJmXKlCn5+te/nrq6ulx88cWZP39+Ghoa0tLSkpdffjk3\n3HBD5s6d26WFIZPW925zc3OWLVuWHj16rBGI286eL126NN/+9rdrZ77b3tOLFi3KggUL8txzz6VS\nqeQTn/hEl5/jU089lSQZNGjQGzK6oW0Njs7e65VKJdtvv32mTZuWxx9/fLWgv66ySWp/37/+9a9Z\nsWJF7TOxbbHAvn37ZvPNN++wbFu9zc3NeeaZZzocGdP2Xn/yySc7f5LUFBH0r7rqqmyzzTY555xz\nMnjw4LS0tOQvf/lLLrvssrz66qu59dZbc9ppp61WZvr06bn00ktTqVRyyimn5Nhjj82AAQNSrVbz\n17/+NVdddVVmzJiRn//85/mnf/qnDW7jsGHDMmzYsPzrv/5rpkyZkjPOOGOdi3vMmDEjU6ZMyamn\nnpr3v//9aWhoyPLly2uXSKmvr8+IESMybNiwDB48uPaBsHDhwowePTp/+MMfcv3112fo0KEZPHjw\nBj+HJLWhMu9+97uzZMmS3HzzzXnkkUcyf/78bLbZZtl9993zgQ98YIMPIpdccknmzJmTFStW1M5k\njBgxIgcccMB61TdlypQkrb2NG7oQzV133ZUZM2ZkxIgR3f69Pvfcc7nzzjuz4447btCiRhti//33\nz6hRo7Jq1apMmzatw17Z3XbbLRMmTMgzzzzzJrQQeKdzXHdcXxfH9f/xVj6uDxo0KD179kxzc3Ou\nueaanHvuudlmm226Xc/MmTMzbdq0nHHGGTn66KPTq1evzJo1K5dcckleeumlXHvttZk/f3622Wab\nfPWrX8273vWurFixInfccUduuOGGjB49Oscdd1yXzq7/+Mc/zrhx43L55Zdn9913z/nnn9/h40aN\nGpUXX3wx/fv3z+c+97nst99+qaurS0tLS1555ZU88sgjHZ41X5u2v8+uu+7arXJd1dbx0tLS0ulj\n2ra9fuh+d8q2tLTkhRdeyC677LLa9rV1+LWd8U9aFwftKOi3TVV59dVX09jYuMk71t5uipij37Nn\nz/zzP/9z7cO5rq4uBx10UG2lyocffniNMr/5zW/S0tKSz3zmM6sNA6xUKhkyZEjOO++8bLHFFnn8\n8cfz7LPPbron005TU1M++MEP5sMf/nBtBdI+ffrUzhJsv/32Ofvss7PPPvus1uvXv3//nHLKKfnw\nhz+cJLnnnns2WpvmzJlT+/kb3/hG7rjjjixYsCC9e/fOwoULM2HChHz3u9/N7bffvkH7mTFjRpLW\nLz3z58/PhAkT8sMf/jA//elPa2dquqNtTtGOO+64Qe1qbGzMDTfckH79+q3xJXNdWlpa8stf/jLV\najVnnnnmm3ZpkPYHubbe2ddrm7PV9ncA2JQc1x3X18Vx/X+8lY/rvXr1qi0AOHPmzJx33nn5zne+\nk2uvvTYPP/xwGhsbu1TPsmXLcsopp+T444+vnSXeaaedcvbZZydpHVY+d+7cWshv2/eHPvSh2nSX\n7kzH6MoIlL/+9a9JkhNOOCEHHHBA7e/fNl3o5JNPztFHH93lfSYb73XdmbZOltmzZ3e4fdWqVbWR\nMsuWLUtTU9MaZV944YVO629fb/vFAdvKLlu2rNO/eft6O1tYcIsttkjfvn2TZKMteFmyIs7od3a5\nkIMPPjjXXHNNXn311dWGj8yZMyfTpk1L3759O121cbPNNsv++++fsWPH5oknnnjDetbWpq6uboN6\nhw888MDceOONG3XBiqVLlyZpvZxQjx49cuaZZ2bEiBG1S6RceeWV+ctf/pJrrrkmu+yyS7evhzp8\n+PAcccQRGTx4cO1L0Isvvpg//elPGTt2bB5++OH07ds3n/3sZ7tVb9sHxob2+l999dVpamrKGWec\n0e267r777syYMSNHHHHEm3qd2PbtXrJkSYePafsQXbZsWVauXNnlRV4ANgbH9Y45rv8Px/X/8VY/\nrp966qnp2bNnbrnlljQ1NdUu49Zmxx13zLHHHpv3vve9na4RUV9f3+F7Z8iQIamvr8/KlStz7LHH\ndnhpvr333jtPPfVUp+F2fbXta968eRutzrbXdXdHAnTVvvvumxdffDHjx4/Pqaeemi233HK17aNH\nj659JiSt60+0TQXZd999c88992TOnDmZMGFCDjnkkNXKzpo1qzaPv61sm6FDh6ZHjx5ZtWpVbrvt\ntpxxxhmrlV2xYkXuvPPO2u1ly5Z1+hz69euXpUuXZtGiRd145u9MRXx77+xg3X6xnqVLl9a+ELR9\nuCxfvjxf/vKXO6237QXa1d7GjW277bZb5xt9xYoV+fOf/5xJkyZl9uzZWbp06RpDajbmB1Bb3dVq\nNSeddFKOPfbY2rZtttkm//iP/5h//ud/TmNjY/70pz91+8D3+c9/fo37dthhh3zuc59Lv379cttt\nt+Xee+/NiSee2K15XosXL06yYV8IJk+enAkTJtSGG3bHvHnzcsMNN6Rv374bvHLxhupKL3X7193C\nhQsNjQI2Kcd1x/V1cVz/H2+H4/oHP/jBvO9978vEiRPz9NNPZ/r06XnxxRdrQ7yvuuqqPPjggznv\nvPNWW+uizTbbbNPh2gN1dXXZfPPNM2/evE6H5beNmGkfYDeGAw44IA899FDuvPPOLF68OEcccUT2\n2GOPDZpb3/a6buuY2dg+8IEPZMyYMWlqasq//du/5dOf/nQGDx6cFStW5MEHH8w111xTC+TJ6mss\nHHTQQXnXu96V559/Pr/4xS+ybNmyHHzwwamvr8+TTz6ZK6+8MnV1dR2W7d+/f9773vfmrrvuyp13\n3pmGhoa8973vzeabb55Zs2bl2muvzdy5c2tTH9Y2OqbtPS/or1sRQb+zN1T7D4r28z7mz5+fpPXg\ntnDhwnXW3zZ3blPrbLGKNvPnz8+//uu/rjbsrnfv3undu3cqlUpaWlqyaNGi1YbdbKg+ffrUPijf\n//73r7G9Z8+eOfbYY3P99dfn6aefTrVa3Wgr7X7kIx/JXXfdlebm5kyePHmTzoVramrKr3/969TV\n1eWss87qdvmrrroqy5cvz6c//en1XgRqY2l/oNvQMyEAbwTHdcf1N5rjetece+65Hd5/xhlnZNiw\nYd2qq6GhIcOHD8/w4cOTtLb7sccey80335zZs2dn6tSpuf766/OpT31qjbJru9JGWyjcYost1rq9\n/WfGxjB8+PBMnTo1o0ePzvjx41db2PLAAw+srRPyVtK29smll16a2bNn5+KLL15j++GHH55bb701\nyeodDnV1dTn33HPz/e9/Py+//PJqVxlJWj+rTjvttPzmN79Zo2ySnHbaaXn55Zfz6KOP5uabb87N\nN9+82vaPfexjGTVqVBYtWvSGdXS80xQR9Lurredz5513zre+9a03uTWdW9dcr6uvvjpz5szJwIED\nc9ppp2Xo0KGrvTFefvnlfO1rX9uobdpyyy2zdOnS9OvXr9OzEm098itWrMjixYvX+cWmq3r37p1B\ngwZlxowZeeWVV7pVtq2tnQ1pW5c//vGPaWxszDHHHJPtttuudlaoUqmkWq3WzoisWrUqTU1NqVar\ntS+qTz31VCZMmJBBgwZl+PDhqw1lSlKbm1itVmtle/Xq9YbN9Xv++edrPw8cOLDDx7T1KCedrxwN\n8FbhuL7+HNcd19ems46z5ubmLtfRmb59+2bYsGE5+OCD841vfCOzZ8/OuHHjcvrpp78hl2N8I4wc\nOTLHH398HnrooUyZMiXTp0+vXeXjjjvuyLnnntvh4oid6devX+2ymm+UAw44IN/97nczatSoTJky\nJYsWLapdvvTEE0+srcex9dZbrzHFY9ttt823v/3t3H333fnLX/6SuXPnplevXhkyZEhOOumk1UYb\nbbfddquV7dmzZ77yla/kwQcfzPjx42uL/Q0aNCjHHXdc9tprr9x4440dlm2v7XezsT6HSvaODPpt\nPX7rM3Sv/dyhzuY4rW1eycaycuXKTJo0KUnyd3/3dx2uEvv/27v/mKrqP47jr0sXbpCWwHV6I6qN\nipXTkYXDJWUbZWWsXLO15pYwjGU//qjZ1pzV1iaSzY1+rM1mW8uapFGkWW40WElQtFGS2kWiBKyU\nqyDcuvcC437/uDvne5F7b1zAgMPz8R/3nnPvh3vPPe/z/pzP5/2JVshiIjIyMuKa4zRdTtTGdx4e\n6OJhLAtSV1enurq6qNuF9+gaa7IahXFOnTqlJ554IuZ7lJaWSpJKSkr+tXrzeBnzp+x2e9TqwsZJ\nNDk5mfn5AKY94vr4EdeJ67EYyw5eTImJiVq+fLn27dtnzr2eSTcZMjIytGbNGkmh3/HPP/+sffv2\nqaurSzt37tSOHTui1h640BVXXKGenp5xH9djlZ6eHnXKiVGwMdqx5HA4dN9995lFFsP9+OOPkkKd\nSfPnzx/1vM1mU15envLy8iK+r9HBFmvJTOOzmUnHyFSxRNX9eBkHj9frNStmjlV4z7oRJC4Uqwrk\nZAXI/v5+s8f4mmuuibjN0aNHJ+W9whm9kl6vN+pJyOihS05OntRiIoFAwLwYiXTyiMVY3mOyC7GM\nxXS5KJJCcwoPHz4sKTTXKtI8OClUUEXSqGVRAGA6Iq6PH3E9fsT1yRfe7ulwg8H4jsdS/yCc3W5X\nTk6OnnrqKUmhzrnwqTj/xvh+jO/rv+b1es3zzPLly+Pev7GxccL7Xn311XK5XBG36e3tNaeqTEVB\n1Zlm6n9JU8DlcikrK0u//vqrPvroIz3//PNRe9oCgYAuueQS86Rz6aWXyul0yuPxqLm5edR8Mq/X\nq6+//jrqexsVOic6JCd8/mJnZ+eog723t1c1NTUTeo9IbrnlFn344YcKBAI6dOiQHnrooRHPG0WE\npFB1zslUXV2twcFB2Ww2LVmyJK59jfV/PR6P+vr64u4F3LBhQ8SCQgZjHeUVK1aopKRkxHMrVqyI\n2Yv/ySefqLq6Wk6nU6+99lpc7YpHX1+f3njjDfl8PtntdnOZpkiMi9rs7OyL1h4AmCzE9fEjrkdG\nXJ8cXq9XZ8+ejdp5JYVqa3z33XeSQnPEp8P8bON3HauAX6zVCxITE0dsN1Y33HCD6urqpmQJ0GAw\nqN27d2toaEiZmZnKycmJa//a2lr9/vvvcjgcEet9xNLR0WGe3woLC6NuZxzHTqeTQtFjMCvv6EvS\nunXrZLfb5Xa7VV5ertbWVnO4yPDwsE6ePKmqqipt2rRp1FC5ZcuWSZI+++wzNTc3m/u1tbWpvLw8\n5g/aWMf0hx9+mNBQwOTkZHNIza5du9TR0WG2/ejRo9q6deu4XzuWOXPm6P7775ckHTx4UF999ZU5\nT8vj8eitt95ST0+P7Ha7ud5xuLKyMq1fv15lZWWjnnvzzTdVVVWljo6OEQVT/vzzT7377rs6ePCg\npFCAjXd90bS0NHOOYaxliZ577jmtX79e77zzTlyvP11c2PNsHMvV1dXavHmz2tvblZCQoKKioqjV\naYPBoHlHLJ55ZQAwlYjr40Ncn95melzv7e3VSy+9pFdffVWHDx8eMWpmYGBAx48f1/bt28323XXX\nXf9p+6IxPstTp05FHSVUXl6u3bt3y+12jyjw2dXVZR5v8+bNi/q9RHLjjTdKkv7666+YnYfGFAev\n16v+/n7znBUIBMzHwkcJhdu7d69aWlpGnK9OnjypiooKNTY2yuFwqKSkJOLIldraWtXX14+o3XD2\n7FlVVlbqvffekyQ98sgjSk9PH7Xv8ePH9cUXX+j06dNme//55x/V1tZq27ZtGhoa0rJly5Sbmxv1\n/z5x4oSk0JKJ+Hez8o6+FBru8cwzz+jtt99Wa2urtm7dKrvdLofDIZ/PN2opm3CrV69WU1OTuru7\nVVFRIbvdroSEBA0MDCg9PV3r1q3Tzp07I+5722236csvv9SJEyf05JNPau7cubLb7UpLS9PmzZvj\n+h8effRRbdu2TV1dXXrxxReVlJSkYDCowcFBzZkzR8XFxXr99dfjes2xKCws1B9//KGGhga9//77\n+uCDD0ZU7bXb7dqwYYMyMzOjvkakk0d/f79ZhdNmsyk5OVlDQ0MjTp65ubnjqo4rSfn5+dq7d6++\n//57LV26NOa202lYXjxefvlls9jP4ODgqIvOBQsWqKioKObySG63W319fVq4cKGuv/76i9peAJgs\nxPXxI65PXzM9rhttP3bsmI4dOyYpdDwlJSWNulteUFCgVatW/afti2bBggXKzs6W2+3WK6+8opSU\nFPMu/8aNG5WVlSW/36+amhrzTnRKSooGBgbM5NrhcKi0tDSuIoypqalavHixWlpa1NTUpJUrV0bc\nrqKiQm63e9Tje/bs0Z49e8y/I9WGaGxs1Oeffy4pNJJoaGjIbPPll1+ujRs3Rh2B0dbWpvr6ekmh\nUQsJCQnmKiB2u10PP/yw7rzzzoj7ejweVVZWqrKyUgkJCSPOMZKUl5enxx9/POK+hqamJkmKeznM\n2WrWJvqStGTJEpWXl6umpkZHjhzR6dOn5fP5lJKSIpfLpezsbOXm5o7qlbrsssu0ZcsWVVVV6aef\nflJ/f7/mzp2rpUuX6sEHHxxR/fRCLpdLmzZt0oEDB/Tbb7+ZvXDhAWiswSgrK0tbtmzRp59+Krfb\nrUAgoHnz5mnx4sUqLCyMeVEzUaWlpcrJyVFdXZ06Ozvl9/uVnp6um266Sffee2/cPfNS6EIjMzNT\n7e3tOnfunP7++2/ZbDbNnz9fWVlZys/Pn1BPdH5+vj7++GM1NzcrEAhEXI91Jgo/XsLnVzocDqWm\npsrpdOraa69VTk7OmD4/o+jQHXfcMfmNBYCLiLg+fsT16cNKcf3KK6/Ujh071NzcLLfbra6uLp07\nd05+v1/JyclyOp3msRCp+NtkdNCM9zWefvppVVVVqaWlRT09PWZSaox4KS4u1pEjR/TLL7+ou7tb\n58+fl81mk8vl0qJFi3TPPffI6XTG/b4rV65US0uLGhoaoib6E/HAAw+oublZnZ2dOn/+vJKSknTV\nVVfp5ptvVkFBQcwlGo1Og/b2dvX29mp4eFgLFy7UokWLVFBQEHVuvRSalnD33XertbVVHo9Hfr9f\naWlpuu6663T77bf/69SgtrY2eTweZWRkxCzWh/+zxSoyYbPZgsYwDMAKdu3apW+++UZFRUUkshH4\nfD49++yzstls2r59+6SvxwsAwGQirsdGXJ95hoeH9cILL+jMmTMqKyszp6jMdsZvvbi4mDv6F3js\nsccUDAZH9WjN2jn6mJ3WrFmjxMREHThw4KLeGZmpampq5PP5tHr1ai4GAADTHnE9NuL6zJOQkKC1\na9cqGAxq//79U92cacHj8ai+vl4ZGRnKz8+f6ubMGCT6mFXS0tK0atUqdXd369tvv53q5kwrfr9f\nhwuu1JkAAAG1SURBVA4dUmpqatzVUgEAmArE9eiI6zPXrbfeqqysLDU0NOjMmTNT3Zwpt3//fg0P\nD2vt2rUztt7GVGDoPgAAAAAAMxBD9wEAAAAAmAVI9AEAAAAAsBASfQAAAAAALIREHwAAAAAACyHR\nBwAAAADAQkj0AQAAAACwEBJ9AAAAAAAshEQfAAAAAAALIdEHAAAAAMBCSPQBAAAAALAQEn0AAAAA\nACyERB8AAAAAAAsh0QcAAAAAwEJI9AEAAAAAsBASfQAAAAAALIREHwAAAAAACyHRBwAAAADAQkj0\nAQAAAACwEBJ9AAAAAAAshEQfAAAAAAALIdEHAAAAAMBCSPQBAAAAALAQEn0AAAAAACyERB8AAAAA\nAAsh0QcAAAAAwEJI9AEAAAAAsBASfQAAAAAALIREHwAAAAAACyHRBwAAAADAQkj0AQAAAACwEBJ9\nAAAAAAAshEQfAAAAAAALIdEHAAAAAMBCbMFgMPqTNlv0JwEAAAAAwJQKBoO2Cx+LmegDAAAAAICZ\nhaH7AAAAAABYCIk+AAAAAAAWQqIPAAAAAICFkOgDAAAAAGAhJPoAAAAAAFjI/wA45svmN6pzTwAA\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d3e490>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2uOmmm3L33XenU6dO6dKlSxYuXJgJEybk6aefzje+8Y3U1dXlkksu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\nu91YUqS8vEwvvvinAK9RofT0FyRJc+b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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cc9050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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605/Od7/73TzxxBON68f369cvLS0t65R18MEHd7lexx57bO69995Mnjw5U6dO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\nZ5999qsu7jFz5sw89thjOeO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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ec5050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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rueeey/XXX5/6+vocccQROffcc9e4znbbbVd5r/qWvPTSS7nqqquSJNdcc02L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\n4erqir59+2LkyJEICQmxuUSjcNGgoKAAVVVVaGh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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e28710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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s8Bg9e/bM5ZdfnsceeywTJkzI7Nmzs3Tp0nTo0CHvec97ss8+++TQQw/NYYcd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\n1gr6G9s3SeX3++KLL2blypW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3VkREhN8pJ+6Gjf7OpdDQUD399NOeJoutffvtt5KMi0mj\nR7e/mWSxWDR16lRNnTrV5+u6L7AFWjLT/bu5kc6R/mKKrvvBcp88TqfT0zGzs1pfWXeHRFulpf67\n+V4PyO6tJ1tbW+u5YnzXXXf53ObUqVPdeg1f3FclnU6nZ957W+4rdGFhYZ476T2hoaFBFRXlkuTz\nwyOQ8eON+Z5db8TS9S82XftO1DtfpKqqqnT48GFJxlwrX/PgJKOhiqR2y6IAwEDU+7nuv7tzTxW+\nAyPXfRcX3rnec1O+jFw3cjn4XB8vqTu53nUD5WKHZJ5cb33cA+EGg/s97kz/g9asVqvi4uL08ssv\nSzIuzrWeitMR9/vjfr/6mtPp9HzOTJs2Lej9jx071u1977zzTkVG+p6eW11d7Zmq0h8NVW80/f+X\n1A8iIyMVHR2tc+fO6cMPs7Vy5X/4vdLW0NCgm266yfOhc/PNN8tms8nhcKiw8J/t1kJ3Omt16ND/\n+X1td4fO7g7JaT1/8cKFC+1O9urqauXlfd52t2578MEH9cEHRofagwcP6vnn/+D1uLuJkGR05+xJ\nubl7dO3aNVksFk2aFNy6u+71fx0Oh2pqaoK+Crhw4UKfDYXc0tPXyW63KyEhQQsWeG+XkJAY8O78\nxx9/rNzcPbLZbHrrrf8O6riCUVNTo7ff3qS6ujpZrVbP8ou+uL/UxsT0XxdhAOgs71z/UCtXruxi\nrhe2myfudDp16NAhv6/dt7me163X8MXI9Q9a5frzXo/3bq7ntsr1SUHt2/u5nt4q1xd4PZaQkBDw\n7ryR67ktuf5WUMcVDCPX326V68/63fZ6rsf02vH44nQ6dfnyZb8XrySjt8bXX38tyZgjPhDmZ7v/\nrgM18Au0esGQIUO8tuus++67TwUFBf2yBKjL5dL27dvV1NSkcePGKS4uLqj98/Pz9dNPPyk0NNRn\nv49AysrKPJ9vSUlJfrdzn8c2m41G0Z0wKO/oS9K8efNktVplt9uVkbFexcXFnuEizc3NOn/+vHJy\ncrRixb/r6tVqr32nTJkiSdq7d68KCws9+5WUlCgjIyPgH3RUlNER9MSJf3RrKGBYWJhn2HVW1t9U\nVlbmOfZTp05p3bq/dPm5Axk+fLhmzzb+AA8cOKAvvvjCM0/L4XDo3XffUVVVlaxWq555pn3gpKev\nU3LyfKWnp7d77J133lFOTo7Kysq8Gqb88ssvev/9LB04cECSEbDBri8aHh7umWNYUnLW73bLl7+q\n5OT5eu+994J6/u7p3ugOr2dq81Tuczk3d49WrfpPlZaWKiQkRCkpqX6707pcLp07Z3SwDmZeGQD0\nJ+9czwiQ6yvaDYHvXq4b65OfOHGiB3LdGCqblZXlI9fXdfm5AzFyfbYkf7n+bqtcf6bd/unp6UpO\nTu5Crr/fg7nuf7nB5cuXKzk5uY9zvee0vaN8PddztWrVqla5ntJBrhsjXfo616urq/X666/rzTff\n1OHDh71GzTQ2NurMmTPasGGD5/gef/zxPj0+f9y/y4qKCr+jhDIyMrR9+3bZ7XavBp/l5eWe823k\nyJF+3xdf7r//fknSr7/+GvDioXuKg9PpVG1treczq6GhwfN/rUcJtbZr1y4VFRV5fV6dP39emZmZ\nOnbsmEJDQ7VgwQKfI1fy8/N15MgRr94Nly9fVnZ2trZu3SpJevHFFxUREdFu3zNnzujTTz/VxYsX\nPcf7+++/Kz8/X+vXr1dTU5OmTJmi+Ph4vz/32bPGd/gJEyb43QbXDco7+pKxJN+yZX/W5s1/VXFx\nsdat+4usVqtCQ0NVV1fXZikb7xN91qzZOn78uCorK5WZ+T+yWq0KCQlRY2OjIiIiNG/eH7Vly//6\nfN2HH35Yn332qc6eLdbSpUs0YsStslpvUnh4uFat+q+gfoaXXnpJ69enq7y8XGvWrNbQoUPlcrl0\n7do1DR8+XKmp/6pNmzKD/dV0KCkpST///LOOHv1K27b9XTt2bPfq2mu1WrVw4SKNGzfO73P4GvVW\nW1urvXtztXdvriwWi8LCwtTU1OT14RkfH6/585O7dNyJiY9o164P9c0332jy5AcDbjuARuUFZe3a\n1z3Nfq5du9buS+eYMWOUkpIacHkku92umpoajR07Vvfee2+vHi8A9JS7775by5Yt0+bNm1tyfV2A\nXPc2a9asVrme6SPX52nLli0+9zVy/TOdPXtWS5cu1YgRI2S1WltyfVVQP4OR6+tbcn2Nj1xP1aZN\nm4J6zs64nutHtW3bNu3YscNHri/sINfbB6eR60Z37cC5HnzXe0lKTEzUrl27WnJ9csBtB9Jw+2Cs\nXbu2E7meMmBz3X3sp0+f1unTpyUZ59PQoUPb3S2fMWOGZs6c2afH58+YMWMUExMju92uN954Q8OG\nDfPc5V+yZImio6NVX1+vvLw8z53oYcOGqbGx0VNch4aGKi0tLagmjKNGjdLEiRNVVFSk48ePa/r0\n6aAbFHUAAAVzSURBVD63y8zMlN1ub/f/O3fu1M6dOz3/9tUb4tixY/rkk08kGSOJmpqaPMd86623\nasmSJX5HYJSUlOjIkSOSjFELISEhnlVArFarXnjhBT322GM+93U4HMrOzlZ2drZCQkK8PmMkaerU\nqVq0aJHPfd2OHz8uSUEvhzlYDdpCX5ImTZqkjIw3lZf3uU6ePKmLFy+qrq5Ow4YNU2RkpGJiYhQf\nP6XdValbbrlFq1evUU7OR/ruu+9UW1urESNGaPLkyXruuTle3U/bioyM1IoVK7V//z79+OOPqq2t\nUXNzs1cAdTaLoqOjtXr1Gu3Z87HsdrsaGho0cuRITZw4UUlJzwT8UtPdOeBpaWmKi4tTQUG+Lly4\noPr6ekVERGjChFg99dRTAa7M+3/dpKQkjRs3TqWl53TlyhX99ttvslgsGj16tKKj71FiYoJiY7s+\nbDAxMVEffbRbhYWFamho8Lkea9d15/fZvfei9bnTen5laGioRo0aJZtttMaPH6+4uLhOXcl3Nx16\n9NHp3TouAOhrRq5nKC8vL0Cux/vJ9dXKycnxkevPdSLXV2j//v0tuV7rI9c79zlv5Ppq7dmzx0eu\nJ3WQ691zPdcL2uT6hA5y3b/ruV7qI9ejlZiY2K07zEauf9RLud5/Os51Wxdz/dGeP9gO3H777dq4\ncaMKCwtlt9tVXl6uK1euqL6+XmFhYbLZbJ5zwVfzt564QNPV53jllVeUk5OjoqIiVVVVeYpS94iX\n1NRUnTx5Uj/88IMqKyt19epVWSwWRUZGKjY2Vk8++aRsNlvQrzt9+nQVFRXp6NGjfgv97nj22WdV\nWFioCxcu6OrVqxo6dKjuuOMOPfDAA5oxY0bAJRrdFw1KS0tVXV2t5uZmjR07VrGxsZoxY4bfufWS\nMS3hiSeeUHFxsRwOh+rr6xUeHq577rlHjzzySIdTg0pKSuRwOBQVFRWwWR+uswRqMmGxWFxbt/69\nDw8H6F1ZWX/Tl19+qZSU1H4JvIGurq5Or776b7JYLNqw4a0eX48XQH/rualCwECQlZXVkusp5LoP\nRq6/2pLrG8j1G0Bzc7Nee+01Xbp0Senp6Z4pKoOd+289NTWVO/ptzJ8/Xy6Xq90VrUE7Rx+D05w5\n/6IhQ4Zo//59vXpn5EaVl/e56urqNGvWbL4MAAAGvDlz5rTk+n5y3Ye8vLyWXJ9Frt8gQkJCNHfu\nXLlcLu3bt6+/D2dAcDgcOnLkiKKiopSY2DvLT5sRhT4GlfDwcM2cOVOVlZX66quv+vtwBpT6+nod\nPHhQo0aNCrpbKgAA/YFc949cv3E99NBDio6O1tGjR3Xp0qX+Ppx+t2+fcYNu7ty5N2y/jf7A0H0A\nAAYNhu4DAGAmDN0HAAAAAGAQoNAHAAAAAMBEKPQBAAAAADARCn0AAAAAAEyEQh8AAAAAABOh0AcA\nAAAAwEQo9AEAAAAAMBEKfQAAAAAATIRCHwAAAAAAE6HQBwAAAADARCj0AQAAAAAwEQp9AAAAAABM\nhEIfAAAAAAATodAHAAAAAMBEKPQBAAAAADARCn0AAAAAAEyEQh8AAAAAABOh0AcAAAAAwEQo9AEA\nAAAAMBEKfQAAAAAATIRCHwAAAAAAE6HQBwAAAADARCj0AQAAAAAwEQp9AAAAAABMhEIfAAAAAAAT\nodAHAAAAAMBEKPQBAAAAADARCn0AAAAAAEyEQh8AAAAAABOh0AcAAAAAwEQo9AEAAAAAMBEKfQAA\nAAAATIRCHwAAAAAAE7G4XC7/D1os/h8EAAAAAAD9yuVyWdr+X8BCHwAAAAAA3FgYug8AAAAAgIlQ\n6AMAAAAAYCIU+gAAAAAAmAiFPgAAAAAAJkKhDwAAAACAifw/YtfdNRwIrPAAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597db0310>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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1t6ampqaMGTMmSXLkkUemS5cua932kCFDkjSfobHm/RdavDTnpSTJDjtsmfsL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\nAwAAAAAQRAj0AQAAAAAIIv8HkM0Tu+wNpgoAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597dc2f50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AACUi6AMAAECJCPoAAABQIoI+AAAAlIigDwAAACUi6AMAAECJCPoAAABQIoI+AAAAlIig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\n6b3+9NNPt/0gqSpF0L/66qv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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597bf27d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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QQw9dZ/nxxx+fpGkG9FmzZm20rY5cx9+sd+/eG92mV69eLV83X1bQ2qJFi3Lv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\nPnfu3KxZsyZJcthhh2103bZ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REZGKsKNPREREREREpCLs6BMRERERERGpCDv6\nRERERERERCrCjj4RERERERGRirCjT0RERERERKQi7OgTERERERERqQg7+kREREREREQqwo4+ERER\nERERkYqwo09ERERERESkIuzoExEREREREakIO/pEREREREREKsKOPhEREREREZGKsKNPRERERERE\npCLs6BMRERERERGpCDv6RERERERERCrCjj4RERERERGRirCjT0RERERERKQi7OgTERERERERqQg7\n+kREREREREQqwo4+ERERERERkYqwo09ERERERESkIuzoExEREREREakIO/pEREREREREKsKOPhER\nEREREZGKsKNPREREREREpCLs6BMRERERERGpCDv6RERERERERCqisdlsyg9qNMoPEhEREREREZFP\n2Ww2TcefuezoExEREREREdGdhVP3iYiIiIiIiFSEHX0iIiIiIiIiFWFHn4iIiIiIiEhF2NEnIiIi\nIiIiUhF29ImIiIiIiIhU5P8Bkq6FDHUq94EAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984cf290>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"neutral 5 (.70 D)\" - Reflectance Recovery                                *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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fyzznNzmU85ieXSgLxrpbTPbNKPu+iGVjpZjYOJkqVWQqV5ZKMCxSOn8iPq9g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\n058CJcQwkGiSUxyoWzcSFQA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FMrCoRnFNAAAAAEAUCzZZMVBSlqR4STcVWGfkZusgWREq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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59834fc10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cd9+9ufLKqzJq1Kg0Nzdn1qyZWbhwYerr67N79+73xSMZgX98BH0A4AOppeXd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\nNTX8d7mfFwRXrlxRd3f3vR678af3ZWd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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ce9a50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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+bW1tefDBB7J48eLs37+/Z3lTU1Pq6+vzD//ww7z++vwj7sPo0Z1Dv5cvX97v\nxHR1dXUZP358KpVKfvGLx7Jly+Yk6TrjvDYPPPCjo33ZA6gcfpWD1NfX5777fpD77vtBGhsbj6pt\ndXV15s69IUkyf/68zJs3r2fkwoYNG/LTn/40lUol48dfkClTLurT/rHHHs199/0g999/f59l69ev\nz09/+pO0t7dn6tTLc/vtXzqqvs2de0Oqq6vz/vvv57HHHsvevXuTdF628dBDP82uXY0ZMmRIrr76\nmj5t33333cyb91p27tzZc1eE5ubmLFy4MA8++GDa2tpy2WVTB5wMsLm5OXv37u35132goaWl5YDn\nu98rgJPJNfoAwGllw4b1+cu//Iuex/v37z8gWBdFkalTL88XvvCFfq/Lrqqqyt13fzUPPfTTrF+/\nPo8//sv86lePZ/DgwWlra+uZhb0oikyePPmI+3XFFTOzbNmyrFixIg0NDRk6dFiqqoqMGzc+d955\nZ5LklltuzYMPPpCtW7fm7//+7zNo0KBUKpW0tbVl6NChuf322/OTn/zkWN+aJMm8efOycOHCAZcX\nRZFbb701U6f2PYt9rLeJmzVrVjZv3pzFixflmWeeznPPPZuampqee9OfeeZZ+cpXvnLIbfS36xde\neKHn+7F27Zr81V/95QBt+39N5557bm677bb88pe/zJtvLs2bby5NXV1dz4Gd2trafOUrd2Xo0KF9\nttnY2JhnnnkmzzzzTKqqqlJbW9szwqPzkpBpueOOfzPg6/nJT36Sdeve6/P8M888nWeeebrn8Ze+\ndEdmzJgx4HYATgRBHwA4TXQmwY6Ojp4zs0VRpK6uLiNGnJExY0Zn7NhxmTZt2mHvqz5s2LDce++3\nsnx554zqmzdvyr59+1JdXZ1zzjknY8eOy0UXXZSLL774wB4UA4fhiRMn5u67v5rXX5+fLVu2ZPfu\nzlnoR43a07POuHHj8u1v/25eeunFrFu3Lq2trRk+fHguvPDCXHvtdT1njo9NkaIo0traetjb8x3v\n2wYmyW233ZZJkyZl0aKF2bJlS9ra2nLOOefk0ksvyzXXXNPn9nW9+z2wSs/7vW9f/5dEdBvoNU2f\nPiOjR4/Ja6+9mvXr12ffvn0ZOXJkJk2anGuvvTZnnnlmv+0uuOCCfPrTn866devS2NiYlpaWnHHG\nyIwfPy5XXDHzsAeBDvVZOXg9gJOtOPh6pgMWFkXlz77//ZPYHQDghDn6Ed8AwGnsvvt+kEql0ueQ\nomv0AQDH79WdAAAgAElEQVQAoEQEfQAAACgRQR8AAABKRNAHAACAEhH0AQAAoEQEfQAAACgRQR8A\nAABKRNAHAACAEqk51R3g1Hjs0UezdOnSzJ07N3NvuOFUd6eP5557Lq++8kruuOOOTJ8x41R357TR\n0tKS+//6rzNo0KD80R//cWpq/AgDkDz2WK+6Pvc0reuvdtX16ep6t5aWltx/f1dd/yN1vT/33feD\nJMmf/MmfZuTIkae4Nwf64Q//RzZu3Jg//MM/yplnnnmqu3NKPf7441m8eFG+9rWv5aKLLj7V3SGC\n/klXX1+fxg8/zCWXXJJzzzvvVHcnKYqjbnLfD35w2HW+ctddueyyy46lR9m1a1denz8/Z511Vj45\nffpRtf3Rj36Ude+9d0Trzr3hhsydO7ffZStWrMjChQuzdcuWtLa2ZuTIkbnssstyzbXXpra29qj6\nlCTvvvtuHnzggT7P19bWpq6uLqNGjcr5Y8dmypQpmTx58oDbqa2tzZw5c/L888/n9fnzc8211x51\nXwA4furr69PY2FXXzz0N6nqOoa7fdwR1/Ssfsa6/3lXXP3kMdX3dEdb1uUdQ17ceVNev+Qh1/cHD\n1PXzj7Kuvz4/11xzauv6qlUrs3Tp0mzatDl79+5JdXV1hg8fnjPOGJlPfOKCTJgwMRMmTDjp/Sr6\n+Xt18+bNaWhoyKhRozLjFJwUWrlyZTZs2JAZM2b0CfmVSiXvvfdeNm7cmE2bNmbjxk1pbPwwSfKF\nL3wxs2bNOuz2GxsbM2/ea3nnnXeya9eu1NTU5JxzRmf69OmZOXNmv+9Jt5aWlixYsCCrVq3Mjh07\nUqlUMnLkyFx66aW5+uprUldXN2DbSqWS5cuXp75+STZv3pyWlpYMHz48kyZNzjXXXJ2zzjq733bX\nXXddli6tz3PPPZcpUy46ZP84OQT9k6y+vj7r3nsvo0aNOj2C/kcwbNiwAX+IB32EI9IvvvBC2tra\ncu111x31L4mhQ4Zk+PDhAy5va2tLc3NziqLI+eef3+86j//yl1m8eHGSpLq6OjU1NdmxY0defvnl\nLF++PPd+61sZMWLEUfWrt97vW1tbW3bv3p2mpqasX78+r8+fnzPPOiu33XZbJk6c2G/72VddlXnz\n5uXVV1/NzCuvzJAhQ465LwB8NPX19Vm3rquunxZB/9gdsq4P+gh1/cWuun7tMdT1ocehrj9+mLp+\n7wms66/Pz5lnHqauz+5V12eemrre2tqahx56KO+883aSzmBdXV2d6urqfPjhh9m5c2fefXdtkpfy\nH//j9w4ZFI+3s88+O0VRpKrqwCuOt2zZkl//+qVMmDDxpAf9jo6OPP/8c6mqqsp1113fZ/n+/fv7\nPRCU9H/Q4mBr1qzJww8/lP3796coitTV1aWtrS0bNqzPhg3rs3Llinzta7/d7wiQxsbG/NM//WN2\n7NiRJBk0aFCqqqqyffv2vPzyy1m69M3cc889/Y5AaG9vzyOPPJyGhoYknT8vtbW12bVrV5YsWZzl\ny5fly1++Mxdf3PeM/ciRI/PJT07PkiWLU19fnyuuuOKwr5MTS9DnmBRFkd/7t//2uA+h2rNnT958\n883U1dXl8ssvP+r2d9199yGXP/nkk1nw+usZNmxYpkyZ0mf5wjfeyOLFi1NVVZXP3nRTZs+enerq\n6mzYsCE/+9nP8sEHH+SRhx/Ot7797aPuW9L/+1apVLJl8+a89dZbeeONN/LBzp35xwcfzO1f+lK/\nhau2tjaXTZ2aRQsXZsmSJbn66quPqS8A0K0oivze752Gdf2uI6jrCw5R1xf2quufHaCuP/JwvvWt\nbx9135L+37dKpZItW3rV9Q925h//8cHcfvsh6vplU7No0amr60899VTeeeftVFdX5+qrr87MmVf2\nvKa2trZs2rQpq1c35M033zzpffvDP/yjk77Pw1m9enV27tyZyZMnDzhkv7a2Nuedd37Gjj0/559/\nfp5++uns3r37sNtubGzsCfnjx1+Q2267LaNHj05HR0caGhry+OO/zNq1a/PUU0/mi1+87YC2lUol\nDz300+zYsSMjRozI7bd/KRdeeGGSZOPGjfnlL3+RrVu35ic/+Z/5zne+2+fgyXPPPZuGhoZUV1fn\n5ptvycyZM1NTU5Ndu3bl6aefysqVK/Oznz2S7373D/p93TNnzsySJYszf/48Qf80YDK+U6Ryqjtw\nHFQqx/9V1C9Zko6Ojlx66aXH/Tq19vb2LF+2LEkybdq0PkdU29ra8tJLLyVJrrrqqsyZMyfV1dVJ\nkvHjx+fuu+9OURRZv3593lq9+rj1qyiKnHf++bl+7tx89w/+IOPGjUulUsmvHn88W7Zs6bfNtGnT\nkiRLus5QAHBqnYCSeNKdkLpef4Lr+vLjVNffOs51/bzzc/31c/Pd7/aq6786grq+5OTX9f3792fp\n0vokyWc+89nceONnDjhwUVNTkwsuuCA33XRz/vRP//0xXepQNosXL0rym+/bwQYPHpzvfe9/y733\n3pubb74ll18+reezdzjz58/P/v37M3jw4Hzta1/L6NGjkyRVVVW57LLLcuutn+vqw+Ls2LH9gLar\nV6/Opk2bUhRFvvSlO3pCfpKMHTs2d9/91VRXV2fbtm2pr68/oO2ePXvyxhtvJEnmzLk6s2fP7vmZ\nPeOMM/LlL9+Zs88+O62trXnxxRf67fu4ceNy5plnZdu2bdmwYcMRvV5OnI/1Gf37//qv09jYmHvu\nvTdjxozJy7/+dVY1NGR3U1OGDh2aKVOm5IYbbzzkkK8PP/ww8+bNy5qu61+qqqpy1llnZerll2f2\n7NkZNGhQn/X/5v77kyR/9v3v97vN7uuxR44alT/5kz9J0jm07xePPdazzi8ee+yAx/2tO2HChNxz\n77158803s3jRomzbti379u3L3V/9ai655JJUKpW88847aWhoyKaNG9PU1JR9+/Zl6NChGTduXGZf\nddWAw8SOhxNx7U33L53Lpk497tt+++23s3fv3hRF0e8Ef2vXrs2ePXtSFEU+PWdOn+XnnXdeJk2a\nlDVr1uTNZctyUT/Dlj6qYcOG5a67787f/Zf/kubm5vz6pZf6HaXwiU98IsOHD8+OHTuyfv36XHDB\nBce9LwAn2/33d9X1e7rq+su/zqpVDdm9u1ddv+EI6/qag+r61EPU9b/pqut/doi6/uADGTnyoFr9\ni151/RePHfC4v3UnTJiQe+7pquuLe9X1u/up65v6qeuzP8Z1/bITXNf7meDvgLr+6cPU9TeXnZAJ\nxIYNG5a77ro7f/d3XXX91y/1O0rhVNb1HTt2pL29PUVR5KKLLjrkugefAU76fr6XLVuWN95YkK1b\nt6a6ujoXXHBBPvOZz2T06DFJkqamprzyyit5663V2b17d844Y2SuuGJGrrnm2n4/g/1Nxtd7Xon3\n3nu3zzwT99xzb89cAvv378/rr89PQ0NDdu7cmba2tgwdOjQjRozIxIkTM3369J6+HYldu3ZlzZo1\nqaqqyqWXHtu8FYfSffnEtGnT+r2M45Of/GSeeebp7N27N2++uSw33nhjn7bnnHNOv3NDnHnmmbn4\n4ouzcmXnXAwzZ87sWfbuu2t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cr52+XH/99T9M/gDHEBwcrDVr1urkySL19vbKbrfPqQ8Z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\n6AMAAAAAEEAo9AEAAAAACCD/DxlT2nOWTnLpAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ebf510>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hg+0+dnUPcMQ9v8ODGdhYvHhxOjs7U1dXl0suueSA+79/jIOr/zDHVgCOSLW/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\nVVm7dm1qtVrq6+uzffv2LFm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       "text": [
        "<matplotlib.figure.Figure at 0x7fa598022810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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77h+VkpIih8Oh1NRUvfnmobg++2uv7VZV1Qndv39fx48f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\nAICNEPQBAAAAALCR/wOQpZs+F9m28AAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fba4d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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CPgAAAJSIoA8AAAAlIugDAABAiQj6AAAAUCKCPgAAAJSIoA8AAAAlIugDAABAiQj6AAAA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\np8OQIUNy9dVXZ86cOXnvvfd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dyjTI9fEuQW/FXF80Cbl+J4xcXxxGrqdPg1z3DkhM9rJt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\nAGAhFPoAAAAAAFjI/wMTmSXUjfb8ZwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c0c690>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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S0dHRs4p7VVUZP378EffrqqumZvHixVm6dGmam5vT1DQkdXVVRo8ek6985StJ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\n6+8fQV0fv6+uv38a1fWVp7C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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e50b10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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sWbIky5YtS2NjYwYNHJSqrsq4seNyxx13JEluufmW/PgnP86GDRvyX/7Lf0mf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\n5Kqrrkq/fv3S0tKSffv2JUn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XrFghwzDU3d0dcVhKcIhD8F/wOPH5fON+HqqT4dy5c2pq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\nHwAAAAAAGyHoAwAAAABgI/8H2bgvhxS1dfEAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597f4de10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5vL6+Pueee25qtVpWrlxxiB6O3uFuTbd79+6eywb6u3f66tWrj+uYToYJEyYm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\nqrerDtJERAvFxFz/3e+CN9cFwXOuX7j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IiBTk/wHInRs7a4d7jQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d24150>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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wYULvIH5bt27pd96Wlpbs3bs3STJixOnHtG47duzo/XrIkKHHNG/y2x1NxzMv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\noQ79pHujtHPnztx//6/S3Ny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YjitXLsvr9cowDGVkZExp3xUrVkry3Wj5K5rORH9/v/U3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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c04450>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"neutral 3.5 (1.05 D)\" - Reflectance Recovery                             *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ALF26lHbt2hEWFkZaWhqJiYmu1y9cuJDIyMgSz5P/GitWrGD27NlMnDjRte3I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cntu/v7+7o986rqV5O8KMlR3b3Ssp69cc+7JvlMkvt290qPhgWASTIzAwCYpKo6tKr+uKoeU1Un\nVNW2JM9J8rrNFmSM3pLk6iQnb+A9n53kbYIMAJaNmRkAwCRV1cFJ/keS+yc5JMPTUN6a5PkbNfMB\nANg3hBkAAADApFhmAgAAAEyKMAMAAACYFGEGAAAAMCnCDAAAAGBShBkAAADApAgzAAAAgEkRZgAA\nAACTIswAAAAAJuX/AwlLGhm/iBt7AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598014650>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XL1mStevWZX9nZz4+cuSSoD8yMpI333wzo6Oj2bBxYx566OJwi/nz52fL1q2Z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\ndmbrtm23qMbA55Hruuv6tXB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WktVeNFNVe8Mw1NjYqMbGxh2PhUIL6f0sW3vAiopKVVTs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\nsBESfQAAAAAAbIREHwAAAAAAG/l/TyBhU/LvZOEAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c0c950>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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BBx7IM88+O+cxznZ2Tgb2qrrhbvvnz5/P+fPnkyT1UysjjI6OzgT2hoaGPPWd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\nsqWlRR9/8omMWrO+FQZymUxGwWBQwWC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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e3b090>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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OfPFFDh8+POf9VZJvffvbWb9+wyx33t013bc8+mh6ey/kyJEj+eSTj/Ppnk9T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\nNm/ZctNRTu+V9vb2mfPieub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ne3FMDA4MaHh4aM05dC4Wk7+rS48eP5IMQ+fOn5c3y+8w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\nAADYyP8BF+9YCWpPwEsAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598470890>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8ocHBHDt2LB+8/37eeeedjIyMZPbs2Xnm6acv2Xbt2rVpbm7OyMhI3tq2LQcO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\nAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e743d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Ks888m7fe+t2dH5wkh778MkePzj02vEryne9+Nxs3bprlxTvrRr5t+/b09HTn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\nAAAAAGyERB8AAAAAABv5PxyvcU2PXGPJAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d2af50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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I+gAAAFAQQR8AAAAKIuh/S+3c+WF+/rOfZs+e3Xe6Krfd5599lp//7Kc5cuTw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\nsWJFWpa1pKW1NUuWLLmucpY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kmqbCoZDCocw+WFJaKpnm+3CdHYV+t49K7PUxEXsb08T4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\nYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597cd9b50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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tbZ1xYLqGhoa0tLQktVo++mh3uro6k0yM8N/e3p633/rlnb7sGdVmO6TgJk4c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\n1MzMjHpu3zrwa+dz/8F99T19qkgksu3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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e1ae50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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4/We7u/P2W28ltVqWdiydcRK6HTvey09/8uP8/Oc/m/H4Y6OjGRoamvo3Plbv\nFTE+Nn7F8pkecbd9++NpaGjIuXPn8v6OHfVeHkn6L13K22+9lf7+/rS0tGTzli3X7LvxkUcyd968\njI6M5De/+fVUN/+RkZF88vHHOXbsaFJVeeKJJ657fY4cOZLxsbFUDQ15+OH1190W4F4xGR8A8EA5\n292dP/iDf1X/plbL6OjoFcG6qqo8tHZdvvnNb844HryhoSEvvfRy3n77rXR3d+e3H3yQ3/72t2lp\nbs7Y2NjlY1VVVqxYedPl2rBxQ7q6DufokSM5fuxYWifmA+joWJrnX3ghSfL009/Im2++kd7e3vzp\nn/xJfXb3Wi1jY2NpaW3Ns888m7fe+s3tX5zU714fmLhTPZMqydPf+EbWrl03w8rqts75yKOPpqfn\nfA4ePJiPP/4on3z6SRobGqbC9/z58/PCxDW4Xrlm8sUXX+Szz3Zfs/zYsaP1sD1h/fr1efa5b1+x\nzeLFi/OtZ57JBx98kMOHO3P4cGeam5unGnaamprywosvzfhM+8bGxrz00sv55S/fzPnz5/PH/+aP\n0tTcXH9NtVqqqsrjTzxxw9+Rzolu+ytXrEjbPZqIEOBGBH0A4IEwGQTHJx5Bl9RDfXNTU+bMmZOF\nixalo70j69aty9x58657rNa2trzy6vdz5EhXug4fzvnz5zM8PJyGhoYsXLgw7e3tWbV6dVZffQe6\nyqxhePnyFXnxpZezb+/e9PT2ZHBwMLUk84YuT7DX3tGR7//gh/ls966cOXMmo2NjmdPWlpUrV2br\n1m0Zr9363fjLZauSqsro2NgNH893TY+D28v3V/jWM89m+YqVOXhgf3p6ejI2NpaFCxdmzUMPZcuW\nrbM+gu6Gp77ONb+ZI61fvyGLFi7Knj1f5Ex3d4aHhzN37tysWLEyW7Zuzfz582c94uLFi/OjH/1O\nvvj8s5w4cSIDAwNpbW1Ne3t7HnvssSxffv2x+RcuXMjZs2eTqsrD6zfcxGsAuDeqq8czXbGyqmq/\n99d+/x4WBwAAALgZP/3Jj1Or1a5pCTVGHwAAAAoi6AMAAEBBBH0AAAAoiKAPAAAABRH0AQAAoCCC\nPgAAABRE0AcAAICCCPoAAABQEEH/a2rHjvfy05/8OLt377rfRbnnPv3kk/z0Jz9OZ+eh+12Uovzq\nl7/Mv/jpT9LT03O/iwLwtaNeV6/faer163vzjV88sL933hOXdXUdzk9/8uN8/NFH97so91zT/S7A\n103noUMiIR4nAAAgAElEQVS51H8pa9asyeLFS+53cVKluqXtR4aH09nZmXPnzqW3tyeDg4MZHh5O\nU1NT5s+fn1WrVufRTZvS2tp6W+X56U9+fMNtXnjxxTz00NrbOn5/f3/27dub+fPn5+GH11+zvqen\nJ2e7u3Pu/LmcP3cufX19qdVqWbt2XZ5/4YXbOufVjhw5kgMH9qe3pydjY2OZO3duHnpobbZs2ZKm\n5uYZ99mx470c7uy87nFXrVqdl7/znVsuz0zXvLGxMc3NzWlra8viJUuyfNnyPLR2bRobG2c9zvbt\n23Pq1Ml8+snH+c53v3fL5QD4KlKvX596Xb1+J5w7dy4HDuxPd3d3Bvr7U0vS1tqaOXPmpL29I8uW\nL8+KFSvS1HT/o83I8HD27t2bVMn27Y/f8/Pf7ffE6Oho9u/bl6NHj+TChQup1WqZN29e1qx5KJu3\nbEnzLL/zSVKr1XLkSFcOHTqUnvPnMzo6mra2tqxYsTKbt2zJggULrnvus2e7s3fv3nR3d2d4aCjN\nLS3paG/Po5s2ZcWKlTPus3btunz22WfZf2B/Nm3alLnz5t3wNZbi/r8bvmY6Ow/lzJkzmTdv3gPx\ngeBW9V3oy0cf7ax/U1VpqKo0NzdneGQk58+fz/nz57N//768/J3vpKNj6W2fp7W1NVU184eV61VK\nN7J7166MjY1l67ZtMx5/x4730jtTy/WtfW6a1QcfvJ9DBw8mSRoaGtLQ2JgLFy7k888/S9eRrrz6\n6vczZ86cWfdvamqatRJraWn5UmVrbm6eura1Wi1Dw8MZHBpKT09POg8dys6dH+bxx5/Io5s2zbh/\nx9KlWb5iRU6ePJnTp05l+YoVX6o8AF8F6vWbo16fmXr9xnbt+jSff/bZ1PdVVaW5pSWDg4Pp7+/P\n2bNns2/f3rz40stZs2bNPSvX3LnzsmDhUJqbr/w5DY+M5LPPdidVdV+C/t18T/RfupRf/eqXuXDh\nQpKksakpDQ0N6evrS1/fZzl8uDOvvPJq5s2ff82+42Njeefdd3L82LEk9fdLU1NT+gcGcujQwXR1\nHc7zL7yQ1atn/hl+8fnn+fTTT+pFnfw7NTyc48eP5/jx49m6dVsef+KJa19WVWXr1q3Z8d572bXr\n0zz37edv/EILIehzS1pbWrNl69YsW7YsS5a0T7Xwj42N5fjxY/noo48yODCQt99+O3/xL/7u7VXe\nVZUf/vC1O97iNjg4mMNdh9Pc3Jy1a9fNuE1DQ0MWL1mS9iVLsqS9PceOHs3JkyfvyPkP7N+fQwcP\npqqqPPnkU3l006Y0NDTkbHd33n3v3Vy6eDHvvvN2Xv3+D2Y9xubNW7Jt+/Y7Up6rPf2Nb2T9+g1X\nLLt48WJOnzqVffv3pa+3Nzt3fpjz58/n2eeem/EYGzdszOlTp7J37x5BH+ArQL1++9Trd19X1+Gp\nkL927bps3rIlixcvTlVVqdVq6evry8kTJ3L4cOedaru5ac99+9v3+Iw3djffE7VaLW+//VYuXLiQ\ntjlz8uyzz2Xlyvpd9HPnzuWD93ekt7c3v/nNr/P66z9K1XDlCPFPPv0kx48dS0NDQ5566uls2Lgx\njY2NGejvz0cf7czRo0fz7jvv5PUf/U7mX9VQcPzYsamQv2HjxjzxxJNpbW3N6MhI9u7bm927d+fz\nzz/LwkWLsm7dta977UNrs/PDD9N15EiefPKptF2n8a0kxuhzS+YvWJAnnngyK1euuqIbX2NjY9au\nXZdvP1f/ozc4OJjuM2du+zy1L13Sa3UeOpTa+HjWrHlo1g8qP/jBD/Paa6/nW888m40bH0lrW9sd\nOffY2NjUuMlNmx7LY5s3p2HiD2DH0qV56cWXkqpKd3d3jh8/fkfOeSfMnz8/Gx95JK+99no2btyY\npH736sD+/TNuv3r16jQ1NeXkyZPp7++/l0UF4Dao12+Pev3e2Ld3b5Jk1erVef6FF7JkyZKpu9RV\nVWXRokXZvGVLXv/R72TFypm7bn+d3M33xPHjx3P+/PmkqvLcc5dDfpK0t7fnxZdenrq7f+iquQEG\nBwenfsc2b96SRzdtmirfnLlz8/zzL2TBggX199Wua+cZmXyvdSxdmmeeeXbqb1VTc3O2bdue9evX\nJ0k+/eTj1MbHr9m/obExDz30UGrj49eUrWRf6Tv6P//ZH6a/vz+vvPpqFi1clM8+/yzHjh3L4MBA\nWlpbs2rVqjy+/fHrttpcunQpe/d8kZOnTmWgvz9VVWX+ggVZu3ZtHn100zXdqS5dupR//fOfJUl+\n76/9/ozHPH36dH755huZO29efvd3/1KS+hvv/fd3TG3z/o4deX/H5e9n2nbZsuV55dVXc/hwZw4e\nPJi+3t4MDw9PdU2q1Wo5efJkjh87mnPnz2egvz/DIyNpbWlJR0dHHt20KcuX39vW1yXt7fUvarWM\njo7e9nHuRqvs5IQkD62dfRzgbN0Kv6zTp05laGgoVVXlsc2br1m/eMmSrFi+IqdOnUzX4cNZvXr1\nXSnH7WpoaMg3v/VMent7c/bs2Xz++WfZsGFDGq6qRBqbmrJq9eoc6erK4c7ObN227T6VGPgqUq+r\n12+Fev32fVXq9d7e3iTJ6lU3vn5XB9ur39vnJl7n2bNnMzY2lkWLFmXL1m1TP5vxsbHs3bs3hw93\n5tKlS2lqasqaNWvyxBNPpmWGOSrefOMXOXPmTJ597rmpnhOTy5Iktdo18yVs2759qjt/rVbL4c7O\ndHZ2pre3JyMjI2luaUlba2vaOzqydu3arFy56hau1t19T5w8cSJJsnDBghnHw8+fPz+rV6/O0aNH\nc7jzcDZufGRq3enTpzM+Pp5UVTY99ti1ZWpoyKOPbsrOnR/m2LGjGR0dnfpbPTAwMDUh5GObrt03\nSR57bHM6Dx1K/8BAzpw5M2Pvk4fWrsuhQ4fSeehQtm79enw+/UoH/SRJVaW/vz873nsv/f39aWpq\nSlVVGRwYyKGDB3P61Kn88LXXZxzndPTo0bz33rsZHxtLqipNjY0ZHx9Pz/nz6Tl/Pl2HD+e733sl\nbTO1dN3Em2T6Fo1NjWlra8vw8HDGx8evGDeV1CcUmcnODz/M/v37psaiVNXlaXb6+nrzm1//aqo8\nzU1NaWxoyODQUI4dO5Zjx47liSeezJatW29Y1jvlbHd3vTgT3YJu151u+e/v76+PJ6qqdHR03OGj\n39jp06eTJAsXLZp1rN7KlStz6tTJnD5zetbj1O7KPZGbU1VVtmzZmrfe+k0GBgZy+syZK1pzJ3V0\ndORIV1dOnTol6AO3Tr0+VR71+uzU61/eV6le7x/4Er0JqirHjh3LO++8ndRqaWpuzujYWM6ePZu3\n3vpNnnvuuaxZ81B+/atfpbv7TP19XFUZGhrKwYMHc/bcufzwBz+8phFkJi0trWltbc3Q0FCSXPO3\nprnp8kR1O957N11dXVNlbG5uzujoaPqGhyfGvPfdUtC/2++J/v5LSZIFCxbOus3kurNnuzM2OprG\nibDef6m+b0tz86wTey5YWJ+Ib2x8PN3dZ6Ze+1RPkqqadbK++fPn1/+G12o5Nct8EpPX5OKlS7l0\n6VLmfQ0m5fvqB/1aLTt37sy8efPy/AsvpqOjI7Xx8Zw4eSI7duzIpUuX8sXnn+fJp566Yrdz587m\n3XffSZVk67ZteeSRRzNnzpzUarWcO3c2O3fuzPlz57Jjx3v57h2YaXTt2nVZu3bdVEvfTOOmrnb+\n/Lmc6T6T7Y8/nk2bHqv/ARgZydjYWJKkoaExGzZszNp1a9PR3jE1s+vQ4GAOHjyY3bt35dNdn2b5\n8uVpv4uV4Pj4eAYHB3Py5Ins+vTTpKqyZcuW238D1Wp55523c/HChYyNjaV1omVzw4YNWXUTLboz\n6e6ut67OnzfvS09uczv6+vqSJIsWzv7HceHEuqGhoQwPDc3Yetx1+HA6Dx3KwOBgmpqasnDhwqxZ\nvSYbH3nkurOc3ikrVqyYGhfXPcsHgvb2+u/auXNnMz4+PtWVEeCmqNfV6zdBvX5nPOj1ent7e86c\nOZP9+/Zl5YqVWbps2a0fpFbL+zvey/r16/PE40+kta0tQ0ND+eCD93P82LF88vHHOXP6dC5eupiX\nv/PdqWtw4sTxvPdefeK6gwcPzjpp4XQvvvTS5Z4EVZV/69/+d2bc7syZ0+nq6krV0JCnnnwqGzZu\nnLqDPTgwkJOnTqavt++WXubdf0/UmyRrtdkbp8Zr9W7ztdQn+lyypH36rtfdtzZem9wofb2XGzmm\nN7DOun+tVv+XeoPpTJqbm7NgwYJcuHAh3RMTqJbuqx/0kzQ2NOR733tl6pe6amjI6tVrsm3rtnz8\n8Uc5evTINR8IPvroo9TGx/PNbz2TjY9c7lpSVVU6Opbmu9/9Xv74j/9NTp08mfPnzl3uunYPjY6O\nZuvWbdm27fIkLU3NzVMV/4IFC/LMs89es19rW1u2btuWWmrZvWtXDhw4cFc+EPzyzTdz+vSpK5a1\nd3Tkm5s33/ZjcpIkVZXz58+neWImz4HBwRw7ejTHjh7NQ2vX5tvffv6WK5nz588nuVzp3muDgwNJ\nct3upm1zLrf6DgwOzviB4OKlS/UZkZuaMjIykrPd3Tnb3Z39+/flpZe/k8WLF9/5wk/T2NSUefPn\n5+KFC7k00bJ7tclrPDY+nt7e3iz5EneAgK8n9fqV1OvXUq/fGQ96vb512/Z0/+qXGRkZyRtv/CIL\nFi7MsmXL0r6kPe0dHVm0aNFNHWfJkvY888zl91Zra2u+/e3n87M//IMMDg7m0KFDefXV71/RkLB6\n9Zps3rw5u3ftytFjR28q6N+ss2fPJqk3tFzdlb1tzpwbNhrO5G6/J+bNm5ukHuBnM9kAllotg4OD\n0/ath+qR0dEM9Pdnzty5s++bXLHv1CSetVp6+3pn7Fk0vUwD0/a92sKFi3LhwoWcP38uD0+M6y9Z\nEUF/48ZHZmy5Wr1mTT7++KNc6u+/ovvIxYsXc7a7Oy0tLdmwYeY3UktLS1auXJnOQ4dy6tSp+/KB\noGpoyGMzjGO5WatXrc7uXbty9mz3HSzVZS2tLWlra8vY+HhGRkbqLXB9fTlz+nRWrVp9WzPzrl+/\nPuvWPZz2jo6pluwLfX35Ys8X6Tx0KEePHElLc3O+9cy1H4SuZ2jiTX8/Wv2TTI1rvN41aWy8/Ha8\nehzkkiVLsrRjaVatWjX1x3FkeDhHjhzJJ59+kv7+/vz617/Kj17/0YwfJO6kyWs4PDw84/rm5uZU\nDQ31R/lMdF0DuBXq9Zmp1y9Tr985D3K9vmLFirz40svZufPD9F+6lAt9fbnQ15eDOZCk3jX+4YfX\nZ8uWLbNfp6rKlq1brlnc1NSU9o6OnDp5MkuXLp2xt8CK5SuyO7vS1zvzXeLb1Tytt06tVrsjc0nc\n7ffEipUrc+DAgVy8cCHHjh3NmjUPXbG+t7dnahx/koyOXP6dX7ZseRoaGjI+Pp49e77I09/45hX7\njo2NZd++vVPfj4yOTH3d1taWRYsXp7enJ3v37Mm6dQ9fc72++OKLaecdyWwmr83g1+TzaRFBv32W\nynr6mKnhkZHMmfhAMDnebGR0NH/4sz+c9biTf5Tv1+zh8+fPv+Ef97HR0Rw4cCDHjx9LX19fhoeH\nr+nWMjAwcFfK98ILL059PTw8nCNHurJ7167s378/Pb29eeWVV2/5D9ezz137qJIFCxfm2WefS2tL\na/bs+SIHDx3KY5u3zDpOZyZDQ/XKq/k+fSD4sjbNMPlIc0tLNj7ySNrb2/Pnf/5nGRwYyJ69e/LE\nE0/e3cJcp9vVpJbm5gwNDWVoaPZWVYDZqNfV6zeiXr+DHvB6ffXq1Vm1cmVOnjqVUydP5ty5s+nt\n7c3o2FgGBwezZ88X6eo6nO9975UsmOVu9qJFM/eMmBwvvnCWngGTM9KPXCc83o4Vy1ekoaEh58+f\nz5tvvpGNGzdm+fIVs873cDPu9nti9eo1Wbx4cXp6evL+++9nZGQka1avSUNDQ06fPp0Pd344NQwk\nyRXznrS1tWXjxkeyf/++7Nu/P03NzXnkkUfT2tqa3t6efPLxx+nv7683KI2Pp7pq+s5t27blnbff\nTk9PT955+608/vgTmb9gQQYGBrJ3z54cPXJkqiHhen+jJoP+1+VGVBFBv6l55pcxvZV1+qMWBia6\nW9XGx2/8g66qqbFz99psk1VMGhgYyJtvvpGLFy7UF0xMPNTY1JQqmWp5Hb0H5W9packjjzyajvaO\n/Nmf/Wm6z5zJka6urHv44Tt2jm3bt2f//n0ZGxvLiePHs2CGWW4fVJPjrq73uzQ2drnl8+pZoa9n\n8ZIlWbtuXQ53dubE8eN3/QPB8ERld7/uogDlU6+r1x906vUbe/ut36R7oov6dOvWrr3mju6NVA0N\nWbVqVVatqo/bHh8fz5kzZ7Jv396cOH48AwMDefe9d/Paa6/PuP+ME3Dm8gz0c9pmDtiT68dvojHk\nVsxfsCDf/Na3svPDD9N95szUoyvnzpuXVStXZuPGR77U5Jd3Q1VVefHFl/KrX/0yFy9erD9pZNr6\npqamPPnkU/noo51J6o1D0z351FO5eOliTp44kc8/+yyff/bZ9IPn8cefyL59ezM0NJTmliv3feih\ntdm+/fHs3r1ramLS6VauWpXGhoYcO3bsnsxt8VVRRNC/ZRPv1cWLF+e11390f8tyHTdqNf/oo525\neOFC5s+fnyefeirLly2/ohXv4sWL+aN//fO7XcwrLF6yJEuXLsuZM6dz6vSpO/qBoKmpKQsXLcr5\nc+dy6dLFW9q3tfX63dLutrY5c5Kengxe5y7MwMDlVvI5t/ic3472jhzurD8O5m4aHR3NpYv1az9/\n3vxZtxseGUmqKq2td+Z5xQDXpV6/a9TrM1Ov39jw8MiMDW8jI7f/mMZJDQ0NWbFiRVasWJEP3n8/\nhw4dnHq6xoMWkGezYcPGrFpVf3Th6TOnc7a7O/39/Tlw4EAOHDyYxx9//JYeA3cv3hPz5s/Pa6//\nKAf278+JEyfS338pjY2N6Vi6NJs3b7nc22jisabTNTY25uWXv5MjR46kq+twLkyMyV+4aFEeffTR\nLPv/27vXpzbOLI/jv5YEkgUYzN02YIQxMYbYycZONvFcctkXm3k/M39jkhe7W7XZnUlqbLzrS2wn\nTpBBgG2wMQgBkpEwCJCQ1POiJQXQhYu5hPb3U+Uql9QttaTuPn0enj6nqVnDgWFJUk114eyeS319\namlt0fj4uKLRqFKplKq8Vero6JCvq0u3Bm5KUsH7bpT7brYbdLWLtzLRz43qrexh6tvGIJ1Jp4u2\n2tjv6T3FZNJpzQSDkmHoo4/+tWhRnrUyxSgO0ols8Zm11d/OtO3c1Ktk4mguCGpP1mo2FMr3gy0m\nVyXU7Xbv+n68w2rPMzc3m5+S1djUWHSZ9fV16y9thlGyvRQA7Cfi+sEirhcirm/v088+25dt3I6v\ny6fnzyckSUvLy8cm0Zesc9eFnp58Qb6FhQWNjowoGJzW8NCQzpw+o9odFmQ8rGPC5XLpnYsX9c7F\nwroHoZkZSVZ70WJV7Q3DUEdHhzo6Ogqei0YX8vtZqfaADQ2Namgo3E/NTEax7LFYrrVgLtF/W65P\n38q+V7kdIJlMaqHIlKJyNk5DKXVBEV1YKP0C+1BsQ5IS2b69kkqe0Obn5oo+ftByo89uz/4eRKlU\nKl8MparMqHMxufYepVpuHLSm5ubs+78uOfo/N2v9Xi3ZZXdj4ZW1zx1kqxAzk8kXOznh9aqpqfh2\n5n4jp8NR8p43ANhPxPWDRVwvRFz/7dhY9PC30NL3Tc4I9fX1+viTT/KtQSORnRfePOpjQpJeTr2U\npKKJ/LbrvrTWraurK1lroZTZ2VmtJ5NyOJ1lO4QsZr+boyjGehSO/mg4AjUnT1oXBaYpv38wH1iL\nSaVSymy4/8pVUWGddE3TGnnfIpFIaCI7qlhMhcu6oHjTaTUb7/VajMUKnl9dXdXTZ0/f6D2KMct8\nV5IUDod/bRnS3LKv7x0IDCudTsswDLVm79HaqaZGa/QvvrKSr0p6mFqam+X2eGSapsaejBU8H4tF\nNTc/JxnGrqdFxmJRTWVPrHvtR7ydTCajR49+si6gDUOXLl0qGUwXshfE9Q0Nv4mAC8D+iOt7R1zf\nG+L64Zibm912mZcvJ63/GMaBtyPcCdeGwcNS54Vy5yjDMPLfc7nltjrqY2JifFzRhQW5XK6ixSbL\nicWievbsmWQY6r3Yu6t115NJDfoHJUk+n6/ktPxkMmnVPzEMNTUWdliwo+N/Fb7HkfT33v8XOZxO\nhcNh3bo1oEgknJ+6ZGYyikWjGh4a0v/+z7cFU+Xa2q2RosBIQDMzwXyQfPUqov+7NVA2aOb6fQan\ng280FbCioiJ/UfPw4QPFYlbvTNM0NTc3p4GbN/b82uXcvXdXQ48fKxqNbjr5rK2t6emTJ7p9+/8l\nWT08i43mDdy8oW++/koDN28WPHfv7l0NDw0pFtv82kuvX+vHhw81lh11PtfZueseoSe8Xquar2kW\nLQyTk06lslVlrX+ZtLUdmXRm0+Nb2+RI0oMH9/XN11/p22//u+A5h9Opvmzf5KdPnujJ2Fj+QvNV\nJKK7d+5IpplttbM5qE++eKF79+4qFJrR+oaAsZ5MamJ8XLcGBpTJZOTxeNSzz4WMlpeXNTE+ru+/\n/04TE9aFrs/nU1fX+ZLrRLJtn/b7ghDAW4K4TlzfAeL63hy3uP7DvXv6+9//prHRUS0uxjYd068X\nF/XTjz/m96Mzp88c6AyInaqsrLSq55umXjx/XnSZx36/7t69o2AwuGkwYG1tTT8/eqR4PC7DMNTS\nsvPv/DCOiYnxcU1Ovth0Dl2Jx+UfHNRPj36SDEOXr1yRt8jvMD8/p7GxUS0vL+fPqevJpMbHn1n7\nfDqt9rb2/Pl4o7W1NfkHBxWNLuQLYGYyGYVCM7px4x9aev1a1TU1ulymcGVuwLK6qqro9tnR8b9H\nfydVMIssU19fr+ufXNcPP9xTJBzWzRs35HA45HK5rHuRNraG2HLRcfFir6anpxVfXtad27flcDhk\nOBxKp1LyVlXpvfff14P794tuyrlz5zQ2NqpIJKz/+s//kNvjkcMw5PV69dnnX+zqo7/33vsaGLip\nxcVFff/dd1Y/YdNUOp1Wpduta1ev6c6d27t6ze2sJ9c1MhLQyEhAhmGooqJCGdPc1LOyrq5O13/3\nexnlRn2LXMclEgkFAsMKBIbzr53OZJTOnWgMQ21tbfrgg6t72vZOn0+P/X5NT73U2bNniy4zOjqq\nQLYQyEbB4LSCwelfX6uzs2jLIKn0lK3z3d2KxaKamJjQ4OAv8j/2y+lw5E+k1dXV+vjjjwvWM2Vq\nempK01NTkqyRYodhbAoM3qoqXf/k+hsVF/nl55/l9/ut98z2UN7Y0qmyslL9/e/qfHd3yddIpVIK\nhUIyDEOdnZ173hYAbzHiOnF9h4jr5dkhrjscDr1eXJTfPyi/fzC/H239LI2NTbr24YeHvn2l+Hxd\nCgSGNTj4i4aGh+TOFtXs6XlHF3p6ZJqmgtPTCk5b+6CrokIyzV+T62wV+t3eKnHQx0TkVUSTL15I\nsorrGYaR32aHw6HLl6/o/Pni+9NKfEX+wUH5B63f0VVR8etAl2Goo+OcPizxG6bTaY2NjWpszBrU\nqaisVGrDPlBXV6ff/f4Pm2ZTbDWdnSXj83WVXMZujneiXyRYl1yuiNbTp/Xll3/S02dPNRsKaXl5\nWeuplCorK1VTU6PGpia1t7XL6/VuWq+yslKff/6FhoeGFArNKJFIyO1266zPp0t9/UWn3OXUnDyp\nP/zxU42OjCgaXVBibU2mtlTi3eEfM+obGvT5F/+mwPCQwuGwUum0Tng8am1tVW/vpbKtQIwy30s5\nV65c0UxoRuFwWCvxuNYSCck05fV6VXfqlNra2tTR3lHmYqD0b9bb26vaulotvHql1dVVK+AZhqqq\nq9VQ36BOX6daWlp3vc05vk6fhoaGNDMzo1QqVbzVjaEdfi+Fy+xkrQ+uXlNzS6smxp8pFospnU7r\n5MmTOtvWposXe4tuU3NTs/r731XkVURLS0tKZkdZ3R6PamtrdebMGfl8Xbtq3VO48YbWUykpe7J2\nOhxyu93yeDw6deqUmptbdLatbVNrq2JmZoJKp1I6ffqMTmw5bgBgW8R14vouENfLfRx7xPV///JP\nmg2FND8/r2h0QfF4XOuplJxOpzwej9WKsL297H3Z5ez1uMmvXWLdS319crlcmnw5qfjycr7+R27W\nT09Pj6qrqzU/P2fVeVhbUzp73DU0Nqq7u1uNe5heftDHRGenT4as2zlWV1dlmqZqamrU0tKi7u4L\nZe+tb2xq0oWeHkXCYa2srGg9lbI+b0ODfL4utbSWPhe43W719fVrPjyv5aUlJRIJVbrdqq2tVXt7\nu3y+rrJdTdLptILBoBwOhzp9vh18dnswzHJBwzDMP//lr4e4OcDBevjwgV48f66rV6/J1/X2jOgd\nllsDA5qfn9MfP/1UzUzdBwAcMOL6wSKuHz8cE4UmJ1/owf37OneuUx9+VHzmznH2zddfyTTNgpGO\n43+PPrAL/X39cjqdGhkd2bYAEXYnEolofn5Ora2nuRgAABwK4vrBIa4fTxwTm5mmqZFAQE6nU/3v\nvnvUm3OoSPTxVjnh9epCT4/i8bgmc1VasS8Cw9Y9mJcvly6EAgDAfiKuHxzi+vHEMbHZ1NRLLS0t\n6Xx3d8FtW3bH1H0AAAAAAI4hpu4DAAAAAPAWINEHAAAAAMBGSPQBAAAAALAREn0AAAAAAGyERB8A\nAAAAABsh0QcAAAAAwEZI9AEAAAAAsBESfQAAAAAAbIREHwAAAAAAGyHRBwAAAADARkj0AQAAAACw\nERJ9AAAAAABshEQfAAAAAAAbIdEHAAAAAMBGSPQBAAAAALAREn0AAAAAAGyERB8AAAAAABsh0QcA\nANfWB9IAAADZSURBVAAAwEZI9AEAAAAAsBESfQAAAAAAbIREHwAAAAAAGyHRBwAAAADARkj0AQAA\nAACwERJ9AAAAAABshEQfAAAAAAAbIdEHAAAAAMBGSPQBAAAAALAREn0AAAAAAGyERB8AAAAAABsh\n0QcAAAAAwEZI9AEAAAAAsBESfQAAAAAAbIREHwAAAAAAGzFM0yz9pGGUfhIAAAAAABwp0zSNrY+V\nTfQBAAAAAMDxwtR9AAAAAABshEQfAAAAAAAbIdEHAAAAAMBGSPQBAAAAALAREn0AAAAAAGzkn9Bv\n+CoK9K+hAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ffd410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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e1rIPHzqUN998IydPnsj4JR0242Nj6Th4ML985ZVMTU2lpaUlD27fftm+Q0ND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\nAAAA2AiJPgAAAAAANvJvsuaJ0U499RQAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59845e2d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "===============================================================================\n",
        "*                                                                             *\n",
        "*   \"black 2 (1.5 D)\" - Reflectance Recovery                                  *\n",
        "*                                                                             *\n",
        "===============================================================================\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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MO1Q2RaMTnMZSdiWnsURRYmuRJEmSpBRi2KGycWRH+dWrF3ts3gzr1iW6GkmS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\n/w+4bQ4QPoveBQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597ec5450>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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S8+fffurZCgBeJnf0AYBX3ubmRubm5nL16me5cuVy6rqZvr6+XLhw8ZFtx8eP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\nRNAHAACAhPwJKlXodk2N3YgAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984e9ed0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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IiKAPAAAACRH0AQAAICGCPgAAACRE0AcAAICECPoAAACQEEEfAAAAEiLoAwAAQEIEfQAA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\n0QcAAICE/APrkwWvrdCU9wAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59800d2d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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i6AMAAEBCBH0AAABIiKAPAAAACen50AfwJr755pdRq9Xi5s3PYnR07JW2nZub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\noQ8AAABBhD4AAAAEEfoAAAAQ5AsyxSyRv9M0WwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597e62810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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vXs/a2lpu376V27dvpVarpdPp7Anp4+MTz12uqanjWVhYyOLiYpaW/nb6+/tT\nVVVGRw/n0qXLSZJz587l2rWr2djYyOef/zR9fX3pdJJOp53+/v5cuHCxF4xf1szM9Df0DKhy7tz5\nTE5OfqvH2e348ROp1+uZm5vNvXt3c//+vVRV1Xsth4aGcunS05UuT5ZrP9PTD/Pw4YOnbl9aWuyF\n7ST7tpCPjIzkwoWLuX37Vm9MfK1W61UK9PX15fLlK/t+Tna2fZAvv7yaer2ezz77Sfr6amm3v65Q\nOHPm7At9RgDeFYI+APCO2AmC3ZbcZCe09/XV0t8/kEOHDmV09HAmJye/cWKzgYGBfPjhx1lcXMjC\nwnzq9Xq2t7dTVVWGh4cfd/mf2LcF+iBjY+O5fPlKZmZmsrFR741XHxr6etz66OjhfPTRJ3n48H5W\nV9fSbrcyMDCYiYnxnDr1Xm8M/7fRbre/cUm5JytG9lmU4IVduHAx4+PjmZ19lHp9I51OO8PDwzl6\ndDInT556xszyr3dM+7FjUxkePpSZmemsra1me3s7g4ODGR8fz6lTpzM09PREe10jIyP53vd+LtPT\nD7O8vJRGo5n+/v6Mjh7OyZMnnxibD/DdUT3rhFNVVeeXfunXvMHiAAAAAM/j009/mE6n81SNqjH6\nAAAAUBBBHwAAAAoi6AMAAEBBBH0AAAAoiKAPAAAABRH0AQAAoCCCPgAAABRE0AcAAICC9L/tAnwb\nP/7xj9JoNPLhhx9lbGz8hfZ98OB+Hj58kGPHpnLx4vuvqYTP59NPf5gk+cEPfj6Dg0NvtSwv6ubN\nG1lcXMiHH36csbGxt12cd0ajsZWf/OTHOXRoJJ988r23XRyA7wTn9bfPeX1/zuvPtrW1lZ/85FeT\nJL/0S7/mLZdmr3a7nZ/+9MdptVr5wQ9+IbVa7W0X6a368surWVlZySeffD8jIyNvuzi8Rt/poP+1\n6m0X4J3TarWytLSYlZWVrK+vp9FoJOlkYGAwY2NjOXHi5Lf+415fX8/i4kLGxsb2vRhYW1vL+vpa\n6vX1rK/Xs7W1mSQ5depUzpw5960eu3sR9SyXLl3O0aOTL3Tcubm53L791VO312q11Gq1DA0NZWRk\nNEeOHM3hw4cPPM7g4FCOHZvK3NxsFhbmMzl57IXKAfCzzXn9Sc7rzutdnU4n8/PzWVycT72+kVZr\nO319fRkYGMjg4FDv/RsdPfj5vEmrqytZXV3NyMhIjhw5+sYff3b2URqNRk6ffu+pkN9ut7O6uvr4\nM72een2qy34LAAAZRUlEQVQ9zWYzSXLlyoeZmJj4xuNvbGxkZmY6q6sraTab6eurZWRkJMePH//G\nz+v29nZmZqaztLSURmMrSTI8PJyjRydz4sTJ9PUd3Pm602lnbm4u8/Pz2dzcSLvdzuDgYCYmjuTU\nqdMZGBjYd7/Tp89kZWUl9+/fywcffPiNz4/vrkKCPk/6/POfZmtrq/f7zhdFlUZjK/PzW5mfn8/Z\ns2dz8uSpl36M+/fvJklOn35v3+3Xr19Lq9XaZ8uru4Dr7+9PVe1/vGd9OT6P3V+QrVY7jUYjjUYj\nq6urmZmZzsjISC5ceP/AC6tTp05nfn4uDx7cz9GjkweWEwC+ifO683qSNJvNXL9+LfV6vXdb93XZ\n3NzM5uZmVlaWU6vV8ou/+He/sXJVVZXh4eF9t62urvZ627zpoL+9vZ2HDx+kVqvt+7exubmZ69ev\n7bvv87y98/PzuX37q3Q6nSQ7FUjtdutx5cZKJieX8v77l/bdt16v5/r1a72Khb6+WpJO6vV66vV6\nFhbm8+GHH6e//+m4tr29nevXv8z6+trjslbp6+vL1tZWHj2ayfz8XD744MN9K3sOHz6csbHxrKws\nZ2VlJePjL9Z7iu8OQb9QnU4nIyMjmZo6nomJiV7XwY2Neu7evZPV1dXcu3c3w8PDmZg48sLHr9fr\nWV1dzdDQ8IHdK/v6+jI8PJyRkdGMjo5mZmYmGxv1fe/7sj755HuvrVvkz//8L+75vdNpZ329nqWl\nxczOzqZer+eLLz7LlSsfZHz86RrfoaGh3hfp0tLiC7dCAECX8/q3V8J5/datm6nX66nVajl9+r1M\nTh7rVWC0Wq2sr69naWkxy8vLb7Rcg4OD+f73f/BGH/N5zM/PpdVqZWrq+IFd9mu1Wu8zPTIymps3\nrz/XsdfX13shf2LiSM6fP5/BwaG02+3Mz8/l7t07WViYz6FDh3Lq1Ok9+7ZarVy//mWazWaGh4dz\n4cL7vR4lKysruXXrq2xsbOSrr27kgw8+euqxb9/+Kuvra+nrq+XChQu9iqfNzc3cvn0ra2uruX79\ny/zcz/0gtdrTcW9qaiqrqyt59Gha0C+YoF+o99+/lMOHn+52d+jQSK5c+TCff/7TbG5uZmZm+qUu\nCGZnHyVJJicPPsn94Ae/sKe2e25u7oUf55s8rkB9I6qqL4cPH87hw4dz/PjxfPnltWxtbeXmzRv5\n/vd/sG8XqcnJyaysLGdublbQB+ClOa+/et+18/rm5kZWVlaSJBcuXHzq8Wu1WsbHxzM+Pp52u/1G\ny/aumpubTZIDh1ocOnTopXs+TE8/SKfTyeDgUC5fvpyq2ulZ0dfXl+PHT2R7e7s3d8jU1PE9LfNz\nc7NpNhupqiqXL1/J8PCh3rbx8fG8//6lXLv2RVZWVrKysryn4qler2dpaSlJcu7cuT3PbXh4OFeu\nXMmPf/zjbG9vZ3p6OmfOnH2q7EeOHE1fX1+Wl1fSaDQyODj4Uq8B77Zign6jsZUHDx5kZWU529vb\nGRgYyNGjk/uOx/nmYzWysDCf1dWVbG1tpdFopqqSoaHhHDlyJCdPnty3dqyr0+lkcXEh8/PzqdfX\n02q10t/fn6GhoRw5cjTHjk3t2w3noOd17drVbG1tZWxsPFeuXHnctefZ9rsY6Orr68vRo5N5+PDB\nnq5fz6vdbmdhYSFJnnmSexNd2t5Wb/ihoeFcvnwln332WVqtVmZmHubs2fNP3e/IkaOpqltZWVlJ\no7H1nZuUCeBtcV7fy3n99founNc3NjZ6P39TZc5+wxyenLDy0aOZzM3NZWtrM319fRkfn8iZM2d6\nz2lzczMPHz7I6upKtre3MzQ0nBMnTuT48RNPHXu/yfh235bstK7Pz++tHNo9YWWz2czMzHSWl5fT\naGyl0+mkv78/g4ODGR+fyNTU1Au93mtra9nc3Ex//8CBE0u+7Ge60+n0Kl2OHz/eC/m7nThxMg8e\n3E+73c7S0mKmpo73tq2s7PS4GB8f3xPyu8bGxjIyMpJ6vZ75+fk9Qb+7b61Wy7FjU0/tW6v1Z2pq\nKjMz01lYmN836Pf19WVi4sjj77W5A4fr8N1WRNDf2trMzZvXs729nb6+WqqqSqPReDy5xWI++uiT\nAyek2M/du3eytLSYZOcLoFarZXu7lY2NejY2vh4zs1/tV6u1nRs3bmR1daV3W63Wn1arlbW1tayt\nraW/v3/fP8wnbW5u5Nq1a2k2Gzly5EguXbq87xfJy+hekHReouq8Xl9Pu91KrVbLoUNPfzm9SW+y\n5v9Jhw6N5MiRiSwtLWVhYWHfC4Lua9TtEnnsmKAP8E2c11+c8/q39106rzebjQwN7T8m/nl0V1eo\nqipVVWV7ezsLC/NZW1vNxx9/L1tbm7l+/cu0Wjufi06nk83Njdy5czutVuupruj7qaoq/f0Dabdb\nabfbqaq+9Pc/Wam1E7S3trZy9ernvfHqO2POa2k2m2k2m1lfX8/AwMC+lQwH6f7Njo6OPvc+z2t7\ne7vXa2K/oJ7sfFYGBgbSbDazsrKyJ+jvTKaZZ76Hw8PDjz9nK3tu787VMTQ0dGBFRXe+hEajkc3N\njX3LePjw4SwuLmRlZUXQL1QRQf/evbvp7x/I5ctXcvjwWDqdTpaXl3L79q1sbW3l1q2b+45vOcih\nQ4cyNjaWiYmJ3h9gp9PJ2tpa7t27m3p9PXfu3MqVK0/PVPnVVzezurqSvr6+nDlzNseOTfVaHjY3\nN7KwsPDMVoOuen09X355Ldvb25mcPJaLF99/pTXpq6urvef6svuOjLz6L84XdfPmjWxtbabdbqe/\nvz+jo4czNTX1Ut0WX8b4+JEsLS2l2Wxma2tz3y/skZHRXRcE33whCPCzznn9xTmvvxrv8nl99/tz\n586dvP/+++nvf/4Kr66lpcV0OjvDQbpju9fWVnPz5o00Go3cv38vKyvLOXx4LOfOnc/Q0FBarVbu\n37+b2dnZPHhw/6mu6PsZHBzML/zCL/Z6EkxOTh649OXDhw/SbDYzNDScixcv9nqwdDrtbG5uZXFx\n4YUq95JkbW3nc/06gv5eB9dOdSveNjc3DrzPwfvu/N9sNrO9vd17vbtfG8+q1Nu9bWNj/6DffV3q\n9fV0Ou1XVunIu6OId7TT6eSDDz7ofSlUVZUjR47m0qXLSXYmtej+sT+P9947kxMnTu75cq+qKmNj\nY/nggw/T39+f5eXlPbPfJsny8lJv8pPLl6/kxImTe7oXDg8fynvvncmRI88+Wa2trebatavZ3t7O\n8eMn8v77l17pxUC9vt5r2XiZE1S3W+ChQy9fk/yq1OvrSXben2azmaWlxVy//mVu3ryeTuf1j0/b\nfUG1tdV45n26ZQXg2ZzXX4zz+qvzLp/Xh4aGcuzYznjslZXl/Oqv/ijXrl3N/fv3srS0mO3t5nMd\np9Vq5fz585mcPNb7HB4+PNbr4j0/P5darZbLl69kaGinx0KtVsu5cxcyNDTUq3h7lbqzx585c2bP\nMJWq6suhQ92/sxebsb/7uT6oxf3b6O/v7w2P2D2kYrft7e1sb28nSa+nQtfXk2keXAGwu3Jg9/7d\nfbe2tg6ci2H3cZvN7X3v031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QQR8AAAASIugDAABAQgR9AAAASIigDwAAAAkR9AEAACAh\ngj4AAAAkRNAHAACAhAj6AAAAkBBBHwAAABIi6AMAAEBCsuFwOPnFLJv8IgAAAPBFDYfD7MOfXRj0\nAQAAgOmidR8AAAASIugDAABAQgR9AAAASIigDwAAAAkR9AEAACAhfwJ82ntGhLFClQAAAABJRU5E\nrkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa598395410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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I+gAAAJAQQR8AAAASIugDAABAQgR9AAAASIigDwAAAAkR9AEAACAhgj4AAAAkRNAHAACA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\nUXWmEOnr69918nvw4H4sLS2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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597fb4fd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ACRH0AQAAICGCPgAAACRE0AcAAICECPoAAACQEEEfAAAAEiLoAwAAQEIEfQAAAEiIoA8A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\n1fe6H/u7oDUa3X9I269T+8c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       "text": [
        "<matplotlib.figure.Figure at 0x7fa597c7fc10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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CBH0AAABIiKAPAAAACRH0AQAAICGCPgAAACRE0AcAAICECPoAAACQEEEfAAAAEiLoAwAA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\nAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa597d14f90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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tbca9e82QPzExEVevXjvVvi0uPo/l5aUDQb1S2Y2nT5+0x/pfunS5Y9X+qamz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\nAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa59849d950>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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R9AEAACAhgj4AAAAkRNAHAACAhAj6AAAAkBBBHwAAABIi6AMAAEBCBH0AAABIiKAPAAAA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\nERHr62vtwU9u3LgZZ85MHWh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KhWIsLi7GYNA/srzkW9ZqNQ+XMgj5aRP0+WSVSiUuXry4\n/4HxaR2EU9Xp7MXGxss4f370HgHA1868Pp55/eyq1+ejVMr3m2n2339A4kY38rJYWRm3RIdUKN0H\nAACAM0jpPgAAAHwDBH0AAABIiKAPAAAACRH0AQAAICGCPgAAACRE0AcAAICECPoAAACQEEEfAAAA\nEiLoAwAAQEIEfQAAAEiIoA8AAAAJEfQBAAAgIYI+AAAAJETQBwAAgIQI+gAAAJAQQR8AAAASIugD\nAABAQgR9AAAASIigDwAAAAkR9AEAACAhgj4AAAAkRNAHAACAhAj6AAAAkBBBHwAAABIi6AMAAEBC\nBH0AAABIiKAPAAAACRH0AQAAICGCPgAAACRE0AcAAICECPoAAACQEEEfAAAAEiLoAwAAQEKy4XA4\n/sksG/8kAAAA8EUNh8Ps3cdODfoAAADA2aJ0HwAAABIi6AMAAEBCBH0AAABIiKAPAAAACRH0AQAA\nICH/AFN6nR/byPTbAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7fa5984c4990>"
       ]
      }
     ],
     "prompt_number": 2
    }
   ],
   "metadata": {}
  }
 ]
}