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@baldwint
Created May 25, 2013 03:16
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{
"metadata": {
"name": "plans styles"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline\n",
"from __future__ import division\n",
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n",
"For more information, type 'help(pylab)'.\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dt = pd.read_csv('plans_styles.txt', sep='\\t')\n",
"dt"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<pre>\n",
"&ltclass 'pandas.core.frame.DataFrame'&gt\n",
"Int64Index: 170 entries, 0 to 169\n",
"Data columns (total 3 columns):\n",
"interface 170 non-null values\n",
"effective_stylesheet 170 non-null values\n",
"count 170 non-null values\n",
"dtypes: int64(1), object(2)\n",
"</pre>"
],
"output_type": "pyout",
"prompt_number": 2,
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 170 entries, 0 to 169\n",
"Data columns (total 3 columns):\n",
"interface 170 non-null values\n",
"effective_stylesheet 170 non-null values\n",
"count 170 non-null values\n",
"dtypes: int64(1), object(2)"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# total users\n",
"n = dt['count'].sum()\n",
"n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 3,
"text": [
"3485"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##interface"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"intf = dt.groupby('interface')['count'].sum()\n",
"intf.sort()\n",
"print intf\n",
"intf.plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"interface\n",
"interfaces/centered/centered.php 195\n",
"interfaces/oldplans/oldplan.php 459\n",
"interfaces/default/defaultinterface.php 1213\n",
"interfaces/tableless/tableless.php 1618\n",
"Name: count, dtype: int64\n"
]
},
{
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.axes.AxesSubplot at 0x1079cd650>"
]
},
{
"output_type": "display_data",
"png": 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Bt0EIIaSRlh7kevDgQZaent7godsLFixgS5cuZYwxFhkZyRYuXMgYYywjI4O5ubmx6upq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\n/ZV68BLQbEzprl69iuTkZADAgAED0KVLF86J5OH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"text": [
"<matplotlib.figure.Figure at 0x1060d11d0>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##stylesheets: all users"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def topten(dt):\n",
" total = dt['count'].sum()\n",
" ssht = dt.groupby('effective_stylesheet')['count'].sum()\n",
" ssht.sort()\n",
" top10 = ssht[-10:]\n",
" print top10\n",
" print 'these 10 sheets comprise ', top10.sum() / total* 100, '% of the dataset'\n",
" print 'and ', top10.sum() / n * 100, '% of all users'\n",
" top10.plot(kind='bar')\n",
" return top10.index"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"allusers = topten(dt)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"effective_stylesheet\n",
"http://grantcuster.com/plans/hipster.css 45\n",
"http://mrwweb.com/plans/chic/chic.css 66\n",
"http://www.mrwweb.com/plans/sky/sky.css 67\n",
"styles/parchment/parchment.css 153\n",
"styles/terminal/terminal.css 195\n",
"styles/libre.css 214\n",
"styles/jolly/jolly.css 263\n",
"styles/oldstyle/oldstyle.css 485\n",
"styles/default/default.css 556\n",
"styles/slate.css 1063\n",
"Name: count, dtype: int64\n",
"these 10 sheets comprise 89.1535150646 % of the dataset\n",
"and 89.1535150646 % of all users\n"
]
},
{
"output_type": "display_data",
"png": 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sXrxY5zzMmDEDhYWFKC4uhru7Oxo0aIANGzZw0//1119hYGAAfX19LFiwAMOH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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1079fdc50>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#non-postmodern users"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dsub = dt[dt['interface'] != 'interfaces/tableless/tableless.php']\n",
"non_postmod = topten(dsub)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"effective_stylesheet\n",
"styles/slate.css 9\n",
"http://grantcuster.com/plans/hipster.css 9\n",
"http://www.mrwweb.com/plans/sky/sky.css 16\n",
"styles/blue/blue.css 41\n",
"styles/libre.css 57\n",
"styles/parchment/parchment.css 147\n",
"styles/terminal/terminal.css 177\n",
"styles/jolly/jolly.css 247\n",
"styles/oldstyle/oldstyle.css 459\n",
"styles/default/default.css 539\n",
"Name: count, dtype: int64\n",
"these 10 sheets comprise 91.1087305838 % of the dataset\n",
"and 48.8091822095 % of all users\n"
]
},
{
"output_type": "display_data",
"png": 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3fQCYOXMmioqKcP/+ffTp0wcvvfQSNm7cyNXDr7/+CjMzM5iammLx4sUYOXIk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\nhDwGqJgTQshjgIo5IYQ8Bv4frylNLzeZttMAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1079ee090>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# broken down by interface"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### all users"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dt2 = dt.pivot('interface', 'effective_stylesheet', 'count')\n",
"dt2[allusers].T.plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<matplotlib.axes.AxesSubplot at 0x107b0c590>"
]
},
{
"output_type": "display_data",
"png": 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aVnetDxw4gJEjRwrrwcHB2LhxI/7++2/k5+drhGhMTEwwbdo0zJ8/H7dv3wZQ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\n",
"text": [
"<matplotlib.figure.Figure at 0x107bede90>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### non-postmodern"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dt2 = dt.pivot('interface', 'effective_stylesheet', 'count').drop('interfaces/tableless/tableless.php')\n",
"dt2[non_postmod].T.plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.axes.AxesSubplot at 0x107bed350>"
]
},
{
"output_type": "display_data",
"png": 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fsevXr2PcuHFwcnKChYUFJk6cqPEZc3Z2rrEM3muvvSbotm3bFgBqTK+KWbaO\nc+aVyMrKwuDBg+Hu7g5vb28EBARgyJAhePvtt9GrVy/07t0bR44cweeffw4AcHNzQ1BQENzc3DB8\n+HCsWLHC4O5O61vZOAcHB62lxio812f76rstrVu3BgANrZq+FLTxxx9/wNnZWQgoDg4ONZZUs7Gx\nQcuWLZGYmCj4zs3NrbHXzS+//IJFixZh+/btyM3NRU5ODiwsLIQvtdatW9fbd2PPCW2fsZpKy9W3\njTlz5sDY2Bh//fUX7ty5gw0bNgjHpUOHDrh69SrUanW1dmoq3VdTpwdDKlsnNrUG8549e+L06dNI\nSEjA2bNnhX7C69evx9mzZ/Hnn39i586dGt+mc+bMQXJyMi5cuAB/f3/dupeAun4e61vZOGdnZ3h6\negqlxn799Veh/mV9tq8h22JrawtHR0ds2LABarUaa9eu1diXde3rffv2YdSoUcJ0UFAQoqOj8fff\nf6OoqEgjzWJkZISpU6di5syZuHnzJoDyq8mano3Iz8+HiYkJbGxsoFKp8OGHH2oEfnd3d+zbtw85\nOTm4du0ali5dWqPvdu3aITU19b57PVXd7tpKywHaP7Pajkvr1q1hbm6OjIwMLFq0SHjPy8sLDg4O\nmD17NoqKinDv3j0cP34cQO2l+2pCrLJ1suhUkSqelOz7JZlZmJV3TdTRy8zCrN5eDLVs3KZNm/D7\n77/D2toaH374IUJCQoT36tq+hmwLAKxZswaLFi2CjY0NEhMThdystrYiIiIQEhICa2trbN++XeMX\nBQAMGzYMM2fOxODBg9GtWzeNAs4A8Mknn6Br167w8fGBhYUF/Pz8kJSUpPW4DBs2DMOGDUO3bt2g\nVCrRsmVLjbTNxIkT0bt3byiVSgwbNqzadlWmIni1bdsWnp6e1d6v6zP22muv4bvvvoO1tTVmzpxZ\nZ2m5mtqrPG/evHk4ffo0LCwsEBAQgKefflp439jYGHv27EFycjI6duyIDh06CHnu2kr3AYZdtk5s\neDxzRoPmWjbu+vXreOSRR2rM1TLSI2bZOkMcz5wrDTEauLu7IzAwUGobDSYvLw+fffaZ1DYYRjJk\nn2ZhxGXq1Kka90CaCy4uLrIZY4SpGTHL1hlazpyvzBmGEQVfX98anw6tD9p60zD/wVfmDMPoJdzP\nnGEYhml2cDBnGEYvMbScOQdzhmEYPYCDOcMwegnnzBmtcNk47dRVQq6ucmn3u6wY1DSWOqB97PWa\naMiyTUln2abFAAAgAElEQVRNY6oz+onsg7m1ubnGY/RN/bI2N6+Xj7/++ksoiFAbSqUShw4datQ2\nVy61VnmMDDFRqVSwtbXVGBRJG3X1/W1IKTCxyob99ttvGsMESO2H0Q2GljOXfT/znPx86PKhXEU+\nl43TRn3LxjXH4Rd+/PFHjBw5UmobDNOkyP7KXC4Yctm4zMxMBAYGom3btnBxccFXX31V437asGED\nnJ2dYWNjgwULFmi8FxERgbFjx2LcuHEwNzdHnz59cPbsWa3t1LXNRkZGwiBNVlZWeOWVV4T3kpOT\nMXDgQFhaWsLW1hbjxo3TaHv//v3Cth0/fhyPPvooLC0t4eXlhd9++02rH7VajTfffBO2trbo0qWL\nRvENoPw4hoeHw9vbGxYWFhg9erSwr6vyzTffwM3NDebm5ujSpQtWr14tvFdRWu2zzz6Dvb092rdv\nj+joaK3tAOWfy8jISDz88MOwtrbG5MmTUVxcrLFMTW2FhobixRdfFAZia+xDPXLD0HLmjathdJ/U\nJKttPgAiHb7quwsMuWxc//796eWXX6bi4mJKSEggW1tbOnToEBERzZs3jyZMmEBEROfPn6c2bdrQ\nL7/8QsXFxTRr1iwyMTER9se8efPI1NSUvv/+eyotLaXFixdTp06dqLS0tNq+q22bicpLiAUEBNCd\nO3fo6tWrZGtrSz/99BMREY0bN44WLFhARETFxcV07NgxYb3MzExydHQkIqLbt2+TpaUlbdy4kdRq\nNW3evJmsrKwoOzubiDTLs61cuZJcXV0pPT2dsrOzydfXl4yMjISycgMHDiRHR0ehRN3TTz8t7Jeq\n5fB+/PFH+ueff4iI6MiRI9SqVSs6ffo0Ef1XWm3evHlUWlpK+/bto1atWlFubq7Wz6WzszP17NlT\n8PXYY4/Ru+++W6+2QkJCyMzMTDher732mkZZvuaMFKEN9SlxqcOycRzMGxjMIyIiyM/PT5h//vx5\natmypcZylYN5ZGRktXqP/v7+tG7dOiIqDxjz5s3TeD80NFQ4IbXx+eef01NPPUVERJs2baJHHnlE\n63Ldu3fX8JKZmUmmpqZUWlpKa9eupX79+tHZs2errZecnExdu3YlIqKrV6+SsbExFRQUCO+Hh4dT\naGgoEWkG8w8++ED4siAiKiwspAceeEAjmPft21d4v6ysjBwcHIR6klX3XU3bTFQezCsH6aCgIPrk\nk0+IiOj555+nadOmUXp6erV2vvrqKwoLCyMiovXr15O3t7fG+3379qXo6Ggi0gzmgwYNolWrVgnL\nxcbGagRoX19foX4oEVFiYiI98MADVFZWprW2aWVGjx5Ny5YtI6LyANyyZUuNZe3s7IQv6KoolUoN\nX/v27aMuXbrUq62QkBCN41VQUEDGxsZa91tzA1wDVJN79+7B29sb7u7ucHNzQ3h4OIDyCtp+fn7o\n1q0bhg4dKpSWA4CFCxfCxcUFrq6uNQ7039wxtLJx1tbWQhUgoLy6jLahZjMzM+Hk5KSxbyqq/lRQ\n+X2FQgEnJyetpb/qU16uamm1/H/vf3z66acgInh5eaFHjx745ptvhOWqblvlMcmB8mIc2vzUVoKu\ngqrvl5SUaC0rt3//fvj4+KBt27awsrLCvn37NLatbdu2GiXaWrVqVa18Wm26lf3X1lbF/q+gdevW\nsLa2rrUUGyNfag3mLVq0wOHDh4VKQ4cPH8avv/6KyMhIYSD/IUOGIDIyEgCQmJiIrVu3IjExETEx\nMZg+fbro3bGkRt/KxrVv3x7Z2dkaweTq1asaQaCC9u3ba4xVXVRUVC0AV36/rKwM6enpWsuG1bbN\ndWFvb4/Vq1cjIyMDq1atwvTp0/HPP/+gpKQER48ehZ+fH4DyAuRXrlzRWPfKlStaS5HVVoJO27yr\nV68KxZErU1xcjKeffhpvv/02bty4gZycHIwYMaJRN5Kr6ta3DBsRaRyPgoICZGdnN6iMm5wxtJx5\nnTdAK3ozqFQqqNVqWFlZYffu3UK1mZCQEOzcuRMAsGvXLgQHB8PU1BRKpRJdu3YVKtvoC3WddPpW\nNq5Dhw7o168fwsPDUVxcjLNnz2Lt2rWYMGFCtW1/+umnsXfvXhw7dgwqlQrvv/9+tQB86tQp/PDD\nDygtLcXSpUvRokULrfUia9tmbVTeZ9u3b0d6ejoAwNLSEgqFAkZGRvj111/Rq1cvtGnTBgAwYsQI\nJCUlYfPmzSgtLcXWrVtx4cIFjdJzFQQFBSEqKgoZGRnIyckRLmAq62/cuFEoUff+++/jmWeeqfZF\nrVKpoFKpYGNjAyMjI+zfv79Rv2CJCCtWrEBGRgays7Mxf/78ajd8a2Pfvn3C8XrvvffQt29frqvZ\nTKkzmJeVlcHd3R329vYYNGgQHn74YVy/fl1INdjb2wtVwKv+zHZycqqx8ktoaCgiIiIQERGBpUuX\n1tgn1MrMDApAZy8rMy4bV1fZuM2bNyM1NRXt27fHmDFj8OGHH2Lw4MHVvD788MP44osv8Nxzz6F9\n+/awtrbWSAEoFAo8+eST2Lp1K6ytrfHtt99ix44dMDY2rrav6yovV9s+O3nyJHx8fGBmZoYnn3wS\nUVFRUCqV1bokWltbY+/evViyZAlsbGywePFi7N27F9bW1tX8TJ06Ff7+/ujduzc8PT01yqpV6E+c\nOBGhoaFwcHCASqVCVFRUNb9mZmaIiopCUFAQrK2tsXnzZjz55JPVtqUmFixYoFEaT6FQ4LnnnsPQ\noUPRpUsXuLi44N13361XWxXrfvDBB2jbti3OnDmDjRs31rh8c6PiPIiLi9OIL7qeRir+61+eWmW6\nge3FxcUhNDRUiJe1Ut/Ee25uLnl7e9OhQ4fI0tJS4z0rKysiInrllVdo48aNwvwpU6bQ999/X+8k\nfgPsMDpi+vTptHLlSp20HRERIdwslQI3Nzf6+++/ddJ25ZulYlLbTeO6qOtGe3MGfAO0ZiwsLDBy\n5EicOnUK9vb2wg28rKws2NnZASjPQVbOwaWnp/NPtmaGu7s7nnrqKZ20TRI+YFRSUoKQkBC4urrq\nTEPK7bsfmpvfhsI580rcunVL6Kly9+5dHDhwAB4eHggMDMS6desAAOvWrcPo0aMBAIGBgdiyZQtU\nKhVSUlJw6dIleHl56XgTmKZEl2XjpHw83tTUVOOmsy5obo/+83AF+oWCavl6PnfuHEJCQlBWVoay\nsjJMnDgRb731FrKzsxEUFISrV69CqVRi27ZtsLS0BFCe01u7di1MTEywbNky+Pv7Vxet4ZF3KSpq\nMwyjfygUChw+fFjUq3OFQgFEVJmZCs2r84jG/SKqLUbWGsx1BQdzhmF0iSEGcx6bhWEYvYRz5gzD\nMEyzQ1ZD4FpZWfENGYZhGo2VlRXi4uKkvzpPhWhX57K6Ms/OzhbG9G7o6/Dhw/e9blO8pNZnD/LQ\nZw/y0M/OzpY6nImOrG6AMgzDNFe03gCtSgTfAGUYhmFqQW+CudT1/qTWZw/y0GcP8tCXiwcxa4Dq\nTTBnGIYxZDhnzjAM0wRwzpxhGIZpNHoTzKXOj0mtzx7koc8e5KEvFw+cM2cYhmEaBOfMGYZhmgDO\nmTMMwzCNRm+CudT5Man12YM89NmDPPTl4kFWOfO0tDShkHOPHj2EIrURERFwcnKCh4cHPDw8sH//\nfmGdhQsXwsXFBa6uro2qPM4wDMPUjzpz5teuXcO1a9fg7u6OgoIC9OnTBzt37sS2bdtgZmaGWbNm\naSyfmJiI5557Dn/88QcyMjLwxBNPICkpCUZG/31vcM6cYRh9Q/Y583bt2sHd3R0A0KZNG3Tv3h0Z\nGRkAtJvatWsXgoODYWpqCqVSia5duyI+Pv6+zTMMwzB106CceWpqKs6cOQMfHx8AwPLly9G7d29M\nmTJFKPycmZkJJycnYR0nJych+OsSqfNjUuuzB3noswd56MvFg5g583oXpygoKMDYsWOxbNkytGnT\nBi+99BLef/99AMB7772HN954A19//bXWdbUVnAgNDYVSqQQAWFpawt3dXRhIvuIgNGQ6ISGhUes3\ndlpq/cpIpc/T5dMJCQmS+5H68yi1fmXE1hMCuFL7dEPaj4uLQ3R0dPnqyooGtVOvfuYlJSUYNWoU\nhg8fjpkzZ1Z7PzU1FQEBATh37hwiIyMBALNnzwYADBs2DB988AG8vb3/E+WcOcMweobsc+ZEhClT\npsDNzU0jkGdlZQn///DDD+jZsycAIDAwEFu2bIFKpUJKSgouXboELy+v+zbPMAzD1E2dwfzYsWPY\nuHEjDh8+rNEN8Z133kGvXr3Qu3dvHDlyBJ9//jkAwM3NDUFBQXBzc8Pw4cOxYsUKUep6VvupIzJS\n67MHeeizB3noy8WDrHLmjz/+OMrKyqrNHz58eI3rzJkzB3PmzGmcM4ZhGKbe8NgsDMMwTYDsc+YM\nwzCM/NGbYC51fkxqffYgD332IA99uXiQ1dgsDMMwjPzhnDnDMEwTwDlzhmEYptHoTTCXOj8mtT57\nkIc+e5CHvjYP1ubmUCgUNb6szc2b3kRq0zdZE/Uem4VhGKY5k5Ofj9oSHIr8fNG86ALOmTMMYxAo\nFIragzkan8/mnDnDMAzTKPQmmEudo5Nanz3IQ589yENfLh64nznDMAzTIDhnzjCMQcA5c4ZhGEb2\n6E0wlzo/JrU+e5CHPnuQh75cPHDOnGEYhmkQdebM09LS8Pzzz+PGjRtQKBSYNm0aXn31VWRnZ+PZ\nZ5/FlStXoFQqsW3bNlhaWgIAFi5ciLVr18LY2BhRUVEYOnSopijnzBmGERmDz5mbmpri888/x/nz\n53HixAl88cUX+PvvvxEZGQk/Pz8kJSVhyJAhQiHnxMREbN26FYmJiYiJicH06dO1VipiGIZhmo46\ng3m7du3g7u4OAGjTpg26d++OjIwM7N69GyEhIQCAkJAQ7Ny5EwCwa9cuBAcHw9TUFEqlEl27dkV8\nfLwON6EcqfNjUuuzB3noswd56MvFg2zHZklNTcWZM2fg7e2N69evw97eHgBgb2+P69evAwAyMzPh\n4+MjrOPk5ISMjIxqbYWGhkKpVAIALC0t4e7uDl9fXwD/HYSGTCckJDRq/cZOS61fGan0ebp8OiEh\nQXI/Un8epdavTLXpf//6Vpmuuvz96gkBXKl9uiHtx8XFITo6unx1ZUWD2ql3P/OCggIMHDgQ7733\nHkaPHg0rKyvk5OQI71tbWyM7OxszZsyAj48Pxo8fDwAICwvDiBEjMGbMmP9EOWfOMIzIGHzOHABK\nSkrw9NNPY+LEiRg9ejSA8qvxa9euAQCysrJgZ2cHAHB0dERaWpqwbnp6OhwdHe/bPMMwDFM3dQZz\nIsKUKVPg5uaGmTNnCvMDAwOxbt06AMC6deuEIB8YGIgtW7ZApVIhJSUFly5dgpeXl47s/0e1nzoi\nI7U+e5CHPnuQh75cPMgqZ37s2DFs3LgRvXr1goeHB4DyroezZ89GUFAQvv76a6FrIgC4ubkhKCgI\nbm5uMDExwYoVK8p/fjAMwzA6g8dmYRjGIOCcOcMwDCN79CaYS50fk1qfPchDnz3IQ18uHnhsFoZh\nGKZBcM6cYRiDgHPmDMMwjOzRm2AudX5Man32IA999iAPfbl4kFU/c4ZhmOaAuaU58u/kS21DMjhn\nzjCMXlBnzjoCnDNnGIZh5I3eBHOp82NS67MHeeizB3noAxA1X10jqeJJcc6cYZhGU1e+2szCDHm5\neSI6Mjw4Z84wTKOpV75ax+c858wZhmGYZo/eBHOpc3RS67MHeeizh39JlVYegMF50JtgzjAMY8hw\nzpxhmEbDOfNmkDOfPHky7O3t0bNnz//8RETAyckJHh4e8PDwwP79+4X3Fi5cCBcXF7i6uiI2Nva+\nTTMMwzD1p85gPmnSJMTExGjMUygUmDVrFs6cOYMzZ85g+PDhAIDExERs3boViYmJiImJwfTp01FW\nVqYb51WQOkcotT57kIc+e/iXVGnlARichzqDef/+/WFlZVVtvrZL/V27diE4OBimpqZQKpXo2rUr\n4uPjm8YpwzAMUyP3/dDQ8uXLsX79enh6emLJkiWwtLREZmYmfHx8hGWcnJyQkZGhdf3Q0FAolUoA\ngKWlJdzd3eHr6wvgv6uKhk5XcL/rN3d9OUz7+voatH4FcXFxkh+Pyl7E1Kt2NVplWjR9ZQ36//71\nrTLdWH9a9ZXV/TSk/bi4OERHR5evrqzYIO3U6wZoamoqAgICcO7cOQDAjRs3YGtrCwB47733kJWV\nha+//hozZsyAj48Pxo8fDwAICwvDiBEjMGbMGE1RvgHKMHoF3wBtBjdAtWFnZweFQgGFQoGwsDAh\nleLo6Ii0tDRhufT0dDg6Ot6PRIOp9u0oMlLrswd56LOHf0mVVh6AwXm4r2CelZUl/P/DDz8IPV0C\nAwOxZcsWqFQqpKSk4NKlS/Dy8moapwzDMEyN1JlmCQ4OxpEjR3Dr1i3Y29vjgw8+QFxcHBISEqBQ\nKNCpUyesWrUK9vb2AIAFCxZg7dq1MDExwbJly+Dv719dlNMsDKNXcJpF+jQLPzTEMEyj4WAufTDX\nm8f5pc4RSq3PHuShzx7+JVVaeQAG50FvgjnDMIwhw2kWhmEaDadZOM3CMAzDNAF6E8ylzhFKrc8e\n5KHPHv4lVVp5AAbnQW+COcMwjCHDOXOGYRoN58w5Z84wTCMxtzQXhteo6WVuaS61TUbH6E0wlzpH\nKLU+e5CHvhQe8u/kl18RVn6Fak7n38kX1ZOh5atrJFU8Kb0J5gzDMIYM58wZppkjRq620R50rF9v\nD7WtD86ZMwzDMBKjN8Fc6lyp1PrsQR76cvEgeb5Yan3A4DzoTTBnGIYxZDhnzjDNHM6ZN8BDbeuD\nc+YMwzCMxNQZzCdPngx7e3uhNBwAZGdnw8/PD926dcPQoUORm5srvLdw4UK4uLjA1dUVsbGxunGt\nBanzlFLrswd56MvFg+T5Yqn1AYPzUGcwnzRpEmJiYjTmRUZGws/PD0lJSRgyZAgiIyMBAImJidi6\ndSsSExMRExOD6dOno6ysTDfOGYZhGIE6g3n//v1hZWWlMW/37t0ICQkBAISEhGDnzp0AgF27diE4\nOBimpqZQKpXo2rUr4uPjdWC7Or6+vqLoyFWfPchDXy4eoDRwfcDgPJjcz0rXr18XCjjb29vj+vXr\nAIDMzEz4+PgIyzk5OSEjI0NrG6GhoVAqlQAAS0tLuLu7CydBxc9UnuZpnq57GkD5z3llpf+hZfpf\ndOVHw4uc9f/961tlurH+6tRXNrz9uLg4REdHl6+urGhQO/XqzZKamoqAgACcO3cOAGBlZYWcnBzh\nfWtra2RnZ2PGjBnw8fHB+PHjAQBhYWEYMWIExowZoymqg94scXFxmh9ukZFanz1Ip29uaV7r2Cdm\nFmbIy83Tmb7WXhSp0LwqjBC5N4vI+vX2UNv60EFvFm0edNSb5b6uzO3t7XHt2jW0a9cOWVlZsLOz\nAwA4OjoiLS1NWC49PR2Ojo73I8EwzQZhoKsKUqFxAudHiDzIFWOQ3FfXxMDAQKxbtw4AsG7dOowe\nPVqYv2XLFqhUKqSkpODSpUvw8vJqOre1IPUVqdT67EEe+gAMLlcrS33A4DzUeWUeHByMI0eO4Nat\nW+jQoQM+/PBDzJ49G0FBQfj666+hVCqxbds2AICbmxuCgoLg5uYGExMTrFixovynB8MwDKNT6rwy\n37x5MzIzM6FSqZCWloZJkybB2toaBw8eRFJSEmJjY2FpaSksP2fOHCQnJ+PChQvw9/fXqfnKVLsJ\nITJS67MHeegDMLj+zbLUBwzOAz8ByjAMowfoTTCXOlcqtT57kIc+AIPL1cpSHzA4D3oTzBmGYQwZ\nvQnmUudKpdZnD/LQB2BwuVpZ6gMG50FvgjnDMIwhozfBXOpcqdT67EEe+gAMLlcrS33A4DzoTTBn\nGIaROyYofyS/ppe1ufl9t603wVzqXKnU+uxBHvoADC5XK0t9QJYeSlE+PkxNr5z8+x/6QW+COcMw\njCGjN8Fc6lyp1PrsQR76AAwuVytLfcDgPOhNMGcYhjFk9CaYS50rlVqfPchDH4Asc7UGpw8YnAe9\nCeYMwzCGjN4Ec6lzpVLrswd56AMwuFytLPUBg/OgN8GcYRjGkNGbYC51rlRqffYgD30ABperFUvf\n3Ny61gduxPDQYFLFk7qvGqAVKJVKmJubw9jYGKampoiPj0d2djaeffZZXLlyRahCVLl4BcMwzP2Q\nn5+DuksyGy6NujJXKBSIi4vDmTNnEB8fDwCIjIyEn58fkpKSMGTIEERGRjaJ0bqQOlcqtT57kIc+\nAIPL1cpSHzA4D41OsxBpflPu3r0bISEhAICQkBDs3LmzsRIMwzBMHTQqzaJQKPDEE0/A2NgYL7zw\nAqZOnYrr16/D3t4eAGBvb4/r169rXTc0NBRKpRIAYGlpCXd3d+GqqiLv2ZDphIQEzJw5877Xb+y0\n1PoV+Pr6SqZfWduQ9AGU50aV//5/AkA7aFyVxcXFiaefCuAaAJ9K05XQ5edPl/qVWvj3r2+VaS16\nSi36ta/dNNuvTVtZu74wXeXzHB0dXb76v/GyJhRU9dK6AWRlZcHBwQE3b96En58fli9fjsDAQOTk\n5AjLWFtbIzs7W1NUoah2Rd9YKp8sUiC1PnuQTl+hUAARlWakQvPndUT1X7A61ZeDhyr6JhHlg0zV\nhJWZGbLz8urWqCtnXosHRNSdcW/MPqr3cWiEh9piZ6PSLA4ODgAAW1tbPPXUU4iPj4e9vT2uXbsG\noDzY29nZNUai3kgdxKTWZw/y0AdgcLna+ujrcrTA+nqQBKV4UvcdzIuKipD/7wEoLCxEbGwsevbs\nicDAQKxbtw4AsG7dOowePbppnDIMwzA1ct/B/Pr16+jfvz/c3d3h7e2NUaNGYejQoZg9ezYOHDiA\nbt264dChQ5g9e3ZT+q2R6nk1cZFanz3IQx+AwfVvlqU+YHAe7vsGaKdOnZCQkFBtvrW1NQ4ePNgo\nUwzDMEzD0JsnQKXOlUqtzx7koQ/A4HK1stQHDM6D3gRzxjAxtzSv9RFvc8v7r6nIMM0JvQnmUudK\npdY3VA/5d/LLu4NVvEKhMZ1/Rwe9JOoiVXzJaqQauD5gcB70JpgzDFMzja0K3+BBrhjRadQToHJC\n6lyp1Prs4V+U0soDqOahIpDWRH0emGmsh4p+3jWhqKOfd4MHuVJqXUhclFIbAOfMmeZBXflqzlmX\nI8kDM4zBoTfBXOp8sdT6Uniolq+OgPQ561Rx5bSSKrUBSO9Ban3A4DzoTTBnGIbRJXK/b6A3wVzq\nXK3U+nLxIHmeUgf6DT6Jm9jDfQWRJvbQYKTWB5rcw3/3DWp66d5DbejNDVCG0RVSV7iRWp9pHujN\nlbnUOWup9eXiQfI8pdT6AHuQgz5gcB70JpgzDMMYMnoTzKXOF0utLxcPkudKpdYH2IMc9AGD86A3\nwdwQ4XFJ6qaxTz4yTHNBb4K51PliKfSbw7gkoj9GXkVfkgd2UutcQvekGrg+YHAedBLMY2Ji4Orq\nChcXF3zyySdN3r62K9JBgwaJelVa1YPY+lq5Jr5kNap4aGwwbXB3MBnuA0mQ2oPU+oDBeWjyrolq\ntRqvvPIKDh48CEdHRzz66KMIDAxE9+7dm0xDuCKtTBz+K28NID9Ct1el1TyIrK+Ve+JLVkNqD1Lr\nA+xBDvqAwXlo8ivz+Ph4dO3aFUqlEqamphg3bhx27drV1DJMPeCR8hjGcGjyYJ6RkYEOHToI005O\nTsjIyGhQG/cVRHIb47oJPDSx/n1RxYPoKQ4tHkRHan2APchBHzA4Dwoiqu3Rsgbz/fffIyYmBmvW\nrAEAbNy4Eb///juWL1/+nyhf1TEMw9wXNYXsJs+ZOzo6Ii0tTZhOS0uDk5NTvcwwDMMw90eTp1k8\nPT1x6dIlpKamQqVSYevWrQgMDGxqGYZhGKYSTX5lbmJigv/973/w9/eHWq3GlClTmrQnC8MwDFOd\nJs+ZMwzDMOLTbJ8A/fXXX1FQUAAA2LBhA2bNmoUrV66Ipl9QUAC1Wg0AuHjxInbv3o2SkhLR9KuS\nnZ2Ns2fPSqYvFXI7DlKRnJyMe/fKOzUfPnwYUVFRyM0VryuF3I6DVOeDpMeBmik9evSgsrIySkhI\nIHd3d/rf//5HAwYMEE3fw8ODCgsLKT09nZydnWns2LH03HPPiaZPRDRgwAC6c+cO3b59m5RKJT36\n6KM0c+ZMUT28+eabdOfOHVKpVDR48GBq27YtrV+/XjR9ORwHqfcBEVGvXr2opKSELl26RC4uLvTm\nm2/S8OHDRdOXw3GQw/kg5XFotlfmJiYmUCgU2LlzJ15++WW8/PLLyBexMC4RoVWrVtixYwemT5+O\n7du346+//hJNHwDu3LkDc3Nz7NixA88//zzi4+Nx8OBBUT3ExsbC3Nwce/fuhVKpxOXLl7Fo0SLR\n9OVwHKTeBwBgZGQEExMT7NixAzNmzMCiRYuQlZUlmr4cjoMczgcpj0OzDeZmZmZYsGABNm7ciFGj\nRkGtVov+s+63337Dt99+i5EjRwIAysrKRNVXq9XIysrCtm3bBA9i9+EvLS0FAOzduxdjx46FhYWF\n6B6kPg5y2AcPPPAANm3ahPXr12PUqFEgIj4fIP75IOVxaLbBfOvWrWjRogXWrl2Ldu3aISMjA2+9\n9ZZo+kuXLsXChQvx1FNP4eGHH8bly5cxaNAg0fQB4P3334e/vz+6dOkCLy8vXL58GS4uLqJ6CAgI\ngKurK06dOoUhQ4bgxo0baNGihWj6cjgOUu8DAFi7di1OnDiBuXPnolOnTkhNTcXEiRNF05fDcZDD\n+SDlcWi2vVkKCwvRokULGBsb4+LFi7h48SKGDRuGBx54QHQvZWVlKCgogLmBjo19+/ZtWFhYwMTE\nBIWFhcjPz0e7du1E9yHlcZDLPgDKb/6lp6ejV69ekugb+vlQgdjHodlemffv3x/FxcXIyMiAv78/\nNhIuvtYAACAASURBVGzYgEmTJommHxwcjLy8PBQWFqJHjx7o3r07Pv30U9H0AeDtt99GXl4eSkpK\nMGTIENjY2GDDhg2ieti+fTtMTU1hYmKCjz76CBMmTEBmZqZo+nI4DlLvAwAYOHAg8vLykJ2djT59\n+iAsLAyvv/66aPpyOA5yOB8kPQ6i3GbVAe7u7kREFBUVRZ988gkRld9JFosKrY0bN9KsWbNIpVJR\njx49RNOv7GHHjh00efJkys3NpZ49e4rqoWKbf/nlFxo4cCDt2bOHHn30UdH05XAcpN4HRES9e/cm\nIqI1a9bQ+++/r+FLDORwHORwPkh5HJrtlTkg7Q2X0tJSlJSUYOfOnQgICICpqalB3nw0NjYWPEyd\nOhWjRo0S9cabHI6D1PsAkP7mnxyOgxzOBymPQ7MN5lLfcHnhhRegVCpRUFCAAQMGIDU1FRYWFqLp\nA/K48ebo6Ihp06Zh69atGDlyJO7duyfql6ocjoPU+wCQ/uafHI6DHM4HKY9Ds70BKjeICGq1GiYm\nTT7cTa3cvn0blpaWMDY2luTGW2FhIWJiYtCrVy+4uLggKysL586dw9ChQ0XzUBkpjoPc9oEcMNTz\nQUqa7ZW5n5+fxmOy2dnZ8Pf3F01/zpw5Gvq5ubmIiIgQTR8AvvjiCxgZGQk/81UqFXbs2CGqh3Pn\nzsHPz0+4+mjdurWovRjkcByk3gcAEBISorEfcnJyMHnyZNH05XAc5HA+SHocRMnM64CKGw11zRNT\nv+KmrFhou+Er5j6o0CsrKxOmS0tLRd0PcjgOUu+DCg/1mSemvqGeD1J5aLZX5sbGxhoDa6WmpsLI\nSLzNKSsrEwbUAYC7d+9CpVKJpl/hoXJuVoqnYAHNGzzGxsbCgEtiIIfjAEi7D4DytEZ2drYwnZ2d\nbXDHQQ7ng5THQdyEVhMyf/589O/fHwMHDgQR4ejRo1i9erVo+uPHj8eQIUMwefJkEBG++eYbPP/8\n86LpA4C/vz/GjRuHF154AUSEVatWYdiwYaJ66NSpE6KiovDSSy+BiLBy5Up07txZNH05HAep9wEA\nvPHGG+jbty+CgoJARNi+fTvmzp0rmr4cjoMczgcpj0OzvgF68+ZNnDhxAgqFAt7e3rC1tRVVf//+\n/fj5558BlOfwxczZA+VXHqtXr9bwEBYWJuQMxeD69et49dVXcfjwYQDAkCFDsGzZMtjZ2YnmQerj\nIId9AADnz5/HoUOHoFAoMHjwYLi5uYmqL/VxkMP5AEh3HJp1MGcYhmHKabY5c214eHhIqj916lRJ\n9QFg3rx5UlvAnj17JNWXw3GQeh8AEB5akQo5HAc5nA9iHQe9CuZnzpwRRUetVuPzzz+vNv+FF14Q\nRb+CqKgo5OTkaMzz9PQU1YM2Tp48Kam+2MdBG1LvAwBYs2aNaFqzZs3C+fPnNebJ4TjI4Xz46quv\nxBESpc+MjkhJSaEDBw4QEVFhYSHl5eWJpu3p6SmaVk3MmTOHunTpQs888wzt379fo3ucoVFYWCiZ\n9t27d+s1T59ZvXo19evXjx599FFauXIl5ebmSm1JEpYuXVqvebqg2QbzVatWkaenJ3Xu3JmIiC5e\nvEiDBw8WTX/mzJn08ssv09GjR+nUqVPCS2zUajXt37+fnn32WerSpQuFh4dTcnKyaPoFBQX04Ycf\nUlhYGBERJSUl0Z49e0TTP3bsGHXv3p2cnJyIiOjMmTP00ksviaZPVF4yrT7zdEGPHj1qfIk9yBQR\n0d9//03vvPMOdejQgYKDg+nQoUOiaV+4cIEGDx5Mbm5uRET0559/0kcffSSaPpH2vvVi9TNvtl0T\nv/jiC8THx8PHxwcA0K1bN9y4cUM0/TNnzkChUOD999/XmF/Ro0EsjIyM0K5dO9jb28PY2Bg5OTkY\nO3YsnnjiCVFKl02aNAl9+vTB8ePHAQDt27fH2LFjMWrUKJ1rA8DMmTMRExODJ598EgDg7u6OI0eO\niKKdlZWFzMxMFBUV4fTp0yAiKBQK5OXloaioSBQPcsjNV6BWq3HhwgX8/fffsLW1Re/evfHZZ5/h\nyy+/xNatW3WuP3XqVCxatAgvvvgiAKBnz54IDg7Gu+++q3PtzZs3Y9OmTUhJSUFAQIAwPz8/H23b\nttW5PtCM+5k/+OCDePDBB4Xp0tJSUUdIi4uLE02rJpYtW4b169ejbdu2CAsLw+LFi2FqaoqysjK4\nuLiIEswvX76Mbdu2YcuWLQDKH2UXm44dO2pMizUeSGxsLKKjo5GRkYE33nhDmF9R0lAMlEqlKDp1\n8frrr2PPnj0YPHgw5s6dCy8vLwDAO++8g4ceekgUD0VFRfD29hamFQoFTE1NRdHu168fHBwccPPm\nTbz55pugfzsJmpmZoXfv3qJ4aLbBfODAgZg/fz6Kiopw4MABrFixQuMbUddcu3YNc+fORUZGBmJi\nYpCYmIjffvsNU6ZMEc1DRkYGduzYAWdnZ2FednY2rK2tRbtie/DBB3H37l1h+vLlyxpfsrqmY8eO\nOHbsGIDysTiioqLQvXt3UbRDQkIQEhKC7777DmPHjhVFsyZ+++03vPrqq0hMTIRKpYJarUabNm2Q\nl5cnin6vXr3w8ccfa/0y//3330XxYGtri+TkZGH6u+++g4ODgyjazs7OcHZ2xokTJ0TR00az7Wde\nVlaGr776CrGxsQDKn/4KCwsT7ep82LBhmDRpEubPn4+zZ8+ipKQEHh4eolYkHzFiBHbt2iVcfWRl\nZWHkyJE4ffq0aB5iY2Mxf/58JCYmws/PD8eOHUN0dLRowxHfunULr776Kg4ePAgiwtChQxEVFSXa\nT1sAuHfvHr7//nukpqZCrVYL6ZaqKThd0qdPH2zZsgVBQUE4efIk1q9fj4sXLyIyMlKnuqdOnYJC\noRC2uYKK6UceeUSn+pW5fPkypk2bhuPHj8PKygqdOnXCt99+K8qvlzZt2tQYeypSb7qm2QbzZcuW\n4bXXXqtznq7w9PTEyZMn4eHhIXSJdHd3R0JCgij6QHnXs3379uG7775DWloaAgMDsXjxYtGHXr11\n65ZwReLj4wMbGxtRdEtLSxESEoJvv/1WFL2a8Pf3h6WlJfr06aPxtGHl1Iuu6dOnD06dOoVevXrh\n7NmzAMT5PPr6+tZ6ASX2PSSgfEjisrIymJmZia4tJc02zRIdHV0tcH/zzTeiBfM2bdrg9u3bwvSJ\nEydEH4x/6tSpKC4uxpNPPokrV67gyy//3955h0V1bX//O4IdCEYxKolSRERpgopURaQZKyrGLgj2\n3k0sCMYkEiPovUZFEQFNxPYqRpqKygAWEIUI4gUpCnhFAekiM/v9gzvnMgrJT25mnyHsz/PM8zAH\nnbWYmbPOPmuv9V2HYGlpSdWHmzdvQiAQcCdOeno6AMDGxkbmthUVFZGXl4e3b99STe28T0FBAaKi\nonizDzTsVbx9+xZGRkbYuHEjevXqBRrrNHnYO9q7dy/3c1N3B2vXrqXmS35+fpPH39/XkQWtLpjL\nw64x0PAFGj9+PJ4+fQoLCwsUFxfj7Nmz1GwD4G5vnz17BiMjI9y+fRt37tyh+uX19fXlTqDa2lrc\nvXsXpqamuH79OhX7mpqasLKywoQJE9ClSxcAoH4CW1hYIDU1ldoU9qYIDg6GWCzGP/7xD+zbtw/P\nnz/HuXPnZG733Llzf7gyd3FxkbkPFRUV1MfDNcfYsWOlzoecnBzo6up+0FAlC1pdMJeHXWMAGDx4\nMG7evInMzEwQQqCrq0ttVNj7X97JkydDIBCgsrKSiv3GXL58Wer5s2fPqN0dAYC2tja0tbUhFotR\nWVn5Qe6WBnFxcTh+/Dg0NTW5OwSBQMClO2ggyQt37tyZ6lCI8PBw3oO55O999eoVtRRfc7y/Z3b/\n/n3885//pGK71ebM+cbExOSDjcamjtFCJBKhsrKSeqrnfQghGDRoEDIyMqjaffPmDQQCAfUJP0CD\nln5T0CwbFAqF2LlzJ3Jzc7nBxgKBAE+fPqXmA9/o6OjA2NgYbm5ucHZ2lpvVur6+PpXCiFa3Mpcg\nKcXKyMjA27dvqZViyUOjiISZM2fi0KFDUFBQwLBhw/DmzRusWrUKGzdupObDihUruJ/FYjEePHgA\nU1NTavbv3bsHd3d37nNXVVXFsWPHqGpyaGhoIC4uDllZWXBzc0NxcTH1u6QFCxbAz88PJiYm1CVf\ngYYxcTt37sStW7cANGyMbt++neriIjMzE1evXkVgYCBWrFgBV1dXuLm5YcCAAdR8aJy/F4vFuH//\nPtTV1anYbrUrc75KsU6cOIGgoCAkJSVJBQxlZWXMnz+fym2lBCMjIzx8+BAnT57E/fv38f3338PE\nxARpaWnUfAgKCuJ+VlRUhIaGBqysrKjZNzAwwMGDB2FtbQ2gYYW6dOlSqikOLy8vJCcnIzMzE0+e\nPEFBQQFcXV25+ncamJmZUavnbgoXFxcYGBhg3rx5IIQgJCQEqamp1GdwSrh+/Tpmz56NqqoqGBsb\n47vvvoOFhYXM7Xp5eXF3BJLzYcqUKejUqZPMbbdabRYTExNCCJHSn6A57+/s2bPUbDXHoEGDSF1d\nHZk6dSqJjY0lhBBe9Dj4pCktDFq6KBIMDQ2JSCSS8oX257Bp0yayfv16kpCQwItWUFPzN5s6JkuK\ni4uJn58fMTExIc7OzuTcuXOkrq6O3Lt3j/Tr14+qL3zQatMsfJViSXj27BnKy8uhrKwMDw8PpKSk\n4LvvvqM6XWXRokXQ0NCAoaEhbGxskJubS+221sDAoNnf0dj8S05OBtDQCbxo0SLMmDEDAHD69GmM\nHDlSprbfp2PHjlLzZ6uqqqjaB8BN3HpfepdWnXfnzp0RFxcndYckqS6ihYWFBWbPno2LFy/i888/\n544PHTqU02uRNS9fvsSePXuQnp7OdUYLBAIq1V2tNs2Sm5uLzz77DHV1ddi3bx/Ky8uxdOlS9O/f\nn4p9SXNGVFQUDh06BB8fH8yZM4eKpnpCQgLMzc0/2OAhhKC+vp6KHkVzm34SZL3517hZhTSqYJH8\nTLNZxdfXF1lZWYiOjsaWLVsQGBiImTNnYuXKldR84JsHDx5g7ty5ePPmDQCgW7duOHHiBNUKs7Cw\nMLi6uv7pMVlib2+P6dOn48cff8Thw4cRFBQENTU17NmzR+a2W20w5xsDAwOkpaVh5cqVGDVqFFxc\nXKS6QWXJ4sWLcefOHQwYMADOzs5wcnJCr169ZG63OV68eIE7d+6gXbt2GDZsGK++8EV0dLSUtIS9\nvT0VuyEhIZgzZw727t3Le8MMAG4jmo+qoqaqyWidk+/70LgTV9ItLmtaXZqF79t7CaampnBwcMDT\np0/x3Xffoby8XOpWW5YcOnQIAJCRkYGIiAjMnz8fZWVlGD16NJycnGBpaUmtouHo0aPw9vbmtFiW\nL1+O7du3y1xwLDQ0FLNnz5abIObg4AAzMzNOvVMieCZrJBVU7/ceEEr19s1dTCR0794dEyZMQLdu\n3WTmQ0REBK5cuYLnz59j5cqVXLq1oqKCmmqihA4dOgAAevXqhcuXL6NPnz4fTAOTFa0umMuLfvOx\nY8fw8OFDaGlpoWvXrnj9+jUCAwOp+qCnpwc9PT2sXbsW1dXViI2NRVhYGNasWcPllGXNnj17kJKS\nwnXfvn79Gubm5jIP5pK8NF9BrDGHDx/Gjh07pHLntGq8JaPZaDYKNaa5i4mEnJwc/PzzzzJVE+zT\npw9MTU1x8eJFmJqacsFcRUWlyfGOsmTr1q0oKyvD3r17sWLFCpSXl1PzodWmWaqqqtCpUycoKCgg\nMzMTmZmZcHZ2pnYlJoTg/PnzEAqFEAgEsLa2xqRJk6gGkrVr12LBggUYPHgwNZvvY2FhgdjYWK7z\n8e3bt7C1teWGVbQF+vfvj9u3b/Paffj06VMcOHDgg6ahS5cuydTuqVOn4Ojo+IdSGtu2bYOPj49M\n/QCAd+/eced/SUkJnj9/Tk1iYdOmTfjhhx+o5+gb02qDuYmJCYRCIUpLS2FpaYlhw4ahQ4cO1BT0\nlixZguzsbMyYMQOEEISFhUFLSwsHDx6kYh9oUE0MCgrCu3fv4O7ujhkzZlCrZpE0Rzx8+BCpqamY\nNGkSAODixYswNDTEiRMnZGq/cbPS+wgEAuzfv1+m9hvj4OCACxcu8DKYQ4KhoSE8PDygr68vdXcg\n68qe77//HtHR0airq8OYMWPg7OyM4cOH89J9OWrUKFy6dAn19fUwNTWFmpoaLC0tqayM9fX1kZaW\nBhMTE6o5+sa02mAu2dg4cOAAampqsHHjRq6JhgYDBw5Eeno6d+KIxWIMGjQIjx8/pmK/MY8fP0ZQ\nUBBOnToFKysreHp6ylxPfOfOndzPTVWT7NixQ6b2JReLxl/fxrra8+bNk6n9xty/fx/z58+Hubk5\nlzOlfUEZPnw47t69S83e+5SXl+Pq1auIiorC3bt3MXDgQDg7O8PR0RGfffYZFR8kkr9Hjx7Fs2fP\nsHPnTq5QQdZs2LABAQEBqKysROfOnaV+R0vPvNXlzBuTmJiIkydP4tixYwBATegKaLi1zs/P50rw\n8vPzqZVFNoavuYvt27eHs7MzhgwZIjMbf0RBQQGv9huzcOFCjBkzBgYGBmjXrh0vefsVK1bAy8sL\njo6OUnLAtIZDqKiowMXFheuAfvToESIiIjBnzhyuykfWiEQiFBUVISwsDLt27QIAap+Dr68vfH19\nMWHCBJmntpqFUnPSX86NGzfI+PHjyffff08IISQrK4usWLGCmn1ra2vSqVMnYmNjQ0aOHEk6d+5M\nbGxsyLhx48j48eOp+LB69Wqira1NPD09yZ07d6R+N2DAAJna/uWXX8i8efOIkZERmTdvHvn1119J\nSUmJTG02Z3/u3LnU7TemqS5U2mzatIn06dOH2NjYkFGjRnEPWkyePJlcvnyZiEQiajbfJywsjBgY\nGJDFixcTQhpigouLC3U/cnNzSUxMDCGEkKqqKlJeXk7FbqtLs+zevVsuVmR/JMpPI1cJNKwGli5d\nKpWrzcnJgaamJsrKyqCqqipzHwghSElJQWRkJGJiYlBfXw97e3s4OTlxQ33/zvYB4Ouvv0a/fv0w\nYcIEqVUxjdJECdra2sjIyODSPLSJiYnB8ePHcfv2bU7gitYgZ3niyJEjCAgIQElJCbKzs/HkyRMs\nWbIE165dk7ntVhfMf/31V0RGRuLBgwcwNjaGs7MzHBwcZFrHKq9YWFggIiKC2/RMT0/HtGnTqAjh\nN8ebN28QExODqKgoBAQEULdfXl6O6OhoqvY1NDSaLcujxaRJk3D48GFq+enmKCsrw6+//opdu3ah\nb9++8PT0xOzZs2VaZdZ4M1yybyL5GQDVvQsjIyPcvXsXI0aM4DZCaeXtW13O/KuvvsJXX30ltSJz\ncXGhtiKztLREfHx8kwNcaW10SPjmm28wfvx4XLlyBZmZmZg7dy71eZhVVVX46aefkJ+fj4CAALx8\n+RIdO3akFkjDwsLg5OQEFRUV+Pj4ICUlBVu3bqV6IfkzaQMalJaWYuDAgRg2bJjUgAya+dvXr18j\nJCQEoaGhMDExwcyZMyEUCnHixAmZjpeTSC4nJCQgPT0d06dPByEEZ86coV6227FjR6m7M0kTGQ1a\n3cq8OfhYkckDFy5cwJ49e1BZWYmzZ89Sv7V1dXWFqakpgoOD8ejRI1RVVcHCwoJaVZFk1SMUCrF1\n61asX78ePj4+1OVgExISpGq8AWDu3LnU7N+8efMDoTla6T6gYdrV48ePMWfOHLi5uaF3797c7yTD\npmWNmZkZhEIhdxfw7t07WFlZUf0ubNiwAaqqqggODsY//vEPHDx4EIMGDcK3334rc9utNpg3tyKj\ntXsPNOye//vf/5Y6gWkMbn2/xvr69evQ1tZGv379qJfESU7UxhoYNEtEJeVomzdvhoGBAWbNmkVd\nj2P27Nl4+vQpjI2NpWQUDhw4QMV+fX09Bg8ejMzMTCr2miI2Nlbm5bB/hq6uLhISErgGppKSEpib\nm1N9X0QiEY4dOyal0+Ph4UFldd7q0iwSfHx84OrqCqFQiGvXrmH9+vVYsmQJtavwgQMHsHPnTvTs\n2VPqBKaRGzM1NZWqqZY854OOHTtyUp8AkJ2dLXWbKWvU1dWxcOFCxMTEYPPmzaitraVaogo0yPGm\np6fz9hkoKipi4MCByMvLQ79+/ajalgx0Jv/piAYglbOmOaxl8+bNMDExwahRowA03K3QljlQUFDA\nwoULsXDhQqp2gVa8Mud7RaatrY27d+/+YRszTUpKSvDs2TOqkqNAg1rgt99+i/T0dNjb2yM+Ph5B\nQUHUVmlVVVWIioqCgYEBdHR0UFRUhLS0NDg4OFCxDwDTpk2Dv78/+vTpQ83m+1hbWyMlJQXDhw/n\nqpto5Mznz5//hxex48ePy9T++xQVFeHOnTsQCAQwMzOjpuApDwKArTaYf/nll1BXV0dMTAxSUlLQ\nqVMnmJmZUbu9t7W1RXR0NHVVtsbw2b7cmFevXnFCSiNGjKCuUfL+/M2KigpoaWnJ3O748eMBAJWV\nlVwg5WvzsakNRpo5cz5JTk7+QGwN+G81C43Uq2QTXCLnMWfOHBBCuIKEH374QeY+tNpgzteKTKJJ\nkp6ejsePH2PcuHFSLdw0pVf5bF+WcPPmzSbLwWxsbKjY53P+piSANv77JfARSHNzc5GVlYUxY8ag\nuroa9fX1MtcVl0jfkmZkFWicD40HlTQFzUElknOyMbQyBq02Z961a1eoqalBKBRCR0cHioqKVNrp\nJVPX+/btiy+++AJ1dXWoq6uTud2m4LN9WYKvry9ns7a2Fnfv3oWpqSmVMVlAQzVPSkoKV56mrq6O\niooKKrYludmnT5+id+/enCZHTU0NXrx4QcUHCe83qzx//pxKs0pz0reEoqSBLMsePxZCCIRCITfU\nPD4+nt44S9k3mcqGHTt2kHHjxhEdHR1CCCHPnz8nFhYWMrf77bffkvv378vczv8FeWlfbkx+fj6Z\nPHkyNXvDhg0jhPy3pb6yspL6MGUTExPy9u1b7nltbS0ZOnQoVR8MDQ1JbW2tlLSAvr4+VR/45u3b\nt8TPz4+4uLgQFxcXsn//flJXV0fVh6SkJGJgYED69u1L+vbtSwwNDakN1qYzGkcGXLhwARcvXuQ2\ne2ityLS0tODv7w9jY2PMnz8fp0+fpjZJRMKpU6fw+vVrTJs2Dampqfj5558BNGzKnjt3jqov7/P5\n558jIyODmr1p06Zh0aJFKCsrw5EjR2BnZwcPDw9q9oGGO6TGbfQdO3akfrfGZ7MK0DDgfPLkyVBT\nU4OamhqmTJmC58+fU7MPNMhS379/H8uWLcPSpUuRnJyMJUuWULGdkJAAQghMTU2RmpqKhw8fcg9a\n5dKtNs3C10R0vjtQgQaFxmnTpsmFhnTjmnexWIwHDx5wKQ8abNiwAdHR0VBWVsaTJ0/g4+NDbf6m\nhB49euDixYuYOHEigAZNd9qbwCNHjsS3336L6upqxMTE4ODBg9wGLQ3c3Nwwa9YshIWFAQBOnjwJ\nNzc3xMTEUPPh3r17UlUjdnZ21IZTBAcHY9myZbzO5W21G6DyNhGdjw5UedCQDgoK4n5WVFSEhoYG\nly9sK2RlZWHWrFkoLCwE0HB3EhISQlUSWSwW4+jRo7w0qwBNN4rRbB4DGqpWwsLCuPc9Ozsb06ZN\n+2DIsyyRzOWNjo6mP5eXSjJHRkRFRZF169aRdevWkejoaKq2T58+Td68eUMIIcTb25tMnjyZWm6s\nOR49ekR8fX2Jvb09r37QoGvXrkRJSanJh7KyMjU/6uvrybp16wghhJSXl1OTO30fPz+//9MxWWFr\na0uCg4NJfX09effuHQkJCSGjR4+mZp8QQq5evUq++OILYmNjQ2xsbEjfvn3JtWvXqPrQmKqqKnL5\n8mWyfPlyYmJiInN7rTqY84lkcykuLo6MHDmShIeHk+HDh1P1IS4ujlRUVBBCCAkODiZr1qwhubm5\nVGzr6+s3+6C9Ack3ZmZmRCwW8+pDU5rqRkZG1Ozn5OSQcePGkR49epAePXqQCRMmkLy8PCq2CwoK\nuJ9ramrIgwcPyIMHD0hNTQ0V+42ZPXv2B8dmzZpFxXarS7M0pVYogaZqId8dqEBD19nDhw+RlpaG\n+fPnw8PDA2FhYbh586bMbf+ZUqBkApOskYeh1osXL0ZhYSGmTZuGLl26AKDXyv7LL7/g1KlTiIuL\ng7W1NXe8oqICCgoKVHS0+cbZ2RklJSWwtbWFk5MTrKysoKjIz3bg+zGgvr4ehoaGSE9Pl7ntVrcB\nKqnz5ht50ARRVFREu3bt8P/+3//DsmXL4OHhwY3QkzWNg/WLFy9w584dtGvXDsOGDaO68aOnp4eF\nCxfyMtRaQm1tLT799NMPautpBHMLCwv07t0bxcXFWL9+PVfTrKKiQmXz74cffsCmTZuaHLAtEAjQ\nvXt3zJ49G9ra2jLzISIiAjU1Nbhx4wbOnz+P9evX44svvuA2ImmI3+3evRvfffcdampqoKyszB1v\n3749NZ2WVrcyl8D3iqyqqgqRkZEwNDTkTRPExsYGTk5OOH78OOLi4qCmpgZjY2OqHaBHjx6Ft7c3\np8Vy48YNbN++HQsWLKDmA8DPUGt5wNHREU5OTnBycoKenh51++Hh4Rg/frzURnjjO+dXr14hODiY\n6kYo0NDIFRERgaioKLx48YLasOvNmzfj+++/p2LrfVptMA8ICEBQUBCvK7L6+nq8fPmSugSuhKKi\nIpw6dQrDhw+HtbU18vPzERsbS3Uy/YABA5CYmMgJjr1+/Rrm5uZ48uQJNR9EIhHCw8Nx/PhxPH/+\nnFPT7NKli0yHWkuoqanBsWPHkJ6ejpqaGi6YBQYGytx2UVERIiMjERUVhczMTJiZmcHZ2RljxoyR\nGicoK/4vYxwPHTqExYsXy9wXoGlJg/dr8GWBpGKGNNP5SqPWvNUGcwl8rcj4lMCVJywsLBAbsbx5\nJQAAIABJREFUG8udLG/fvoWtrS0SEhKo2F+zZg3Cw8MxevRoeHh4SNX46+rqUtGynjp1KvT09HDy\n5Ens2LEDoaGh0NPTo6orDzRc1O7cuYOIiAhcv34dnTp1gqOjIzZu3Cgzm43HOBoZGWHs2LG8jXHk\nc/6mPOjDtOpgzueKTB4kcM+dO4fNmzfj3//+t5TQFY1NYIng2MOHD5GamopJkyYBaGiYMTQ0xIkT\nJ2TuA9Agserq6trkKpTWUGvJZrihoSFSU1N5mXDTFMXFxYiOjsasWbNkbovIwWBtPudvygOtbgNU\nQuMV2TfffMN9YTZt2kRldFrfvn1lrkj3Z2zcuBGXL1/mJVcq2YjW1taGlpYWtyqZOHEi1U7UkJAQ\nuLm5SR2zs7PDtWvXqARyAFwr/yeffIK0tDT06tULxcXFVGw3tfEogebUKYFAABMTE5iYmODrr7/m\nmugCAgKoBXO+JQ0A4MSJE03apDFCsNUGc0NDQ+zatavJFRmNFZGmpiZsbW3x5Zdf8iaB26tXL14C\nOdCwS/9nuVJZUlNTg+rqarx69QolJSXc8fLychQUFFD1xdPTEyUlJdi1axcmTJiAyspK+Pj4ULHd\neMrU+zfZNAOZPAzW5lvSAGiQFJC87zU1Nbh+/TpMTEyoBPNWm2YZPXr0B6VgkhUZDSTjqBqfSAKB\nADt27KBiHwBWrVqFFy9eYNKkSVIXFBolcY1zpcbGxnB2dqaaK/Xz84O/vz8KCwulJvyoqKjA09MT\ny5cvp+IHowF5GKzN5/zN5igrK8P06dMRFRUlc1utLphLVmS2trZSOsbl5eVwcnLC48eP+XOOMvPn\nzwfw4QqM5qguvnOl3t7eWL16NVRUVODt7Y2UlBRs27aN6mDvV69eYefOnRAKhRAIBLC2tsb27dup\n7qe8fPkSe/bs4SpqgIbvBS1deXloopNH6urqoK+vT6W6q9UFc3lZkfF98sgrtAXH5GFFOGbMGIwc\nORKzZ88GIQSnTp3CjRs3cPXqVWo+2NvbY/r06fjxxx9x+PBhBAUFQU1NDXv27KFin88xjvIwf1NC\n47SOWCxGeno6XF1d2di4P4LvFRnfJw/Ab32zhOZypbQ+B3lYEerr6+P333+XOka7isLExAT379/n\nKmoAYOjQoUhKSqJin8/B2hJpiabG9wH0pCUA6alHioqK6NevH7744gs6xqkowMgAvoWuhgwZQggh\nUqJSpqam1OwTQsiUKVPI1q1biaamJgkKCiJjxowhK1asoOoD35/D2LFjiaenJ9HQ0CClpaWkpqaG\nGBoaUrNPCCFr1qwhp06dIiKRiIhEIvLrr7+StWvXUvXBzMyMEEKIvb09CQ8PJ8nJyURLS4uqD7du\n3SKBgYGEEEJevnxJsrOzqdr39/cnJSUlVG3KE602mEsU4TZt2kRCQ0MJIU0rx8kKeTh5JO+B5IJS\nV1dHXbmR78+hsrKSnD17ljx58oQQQkhhYSGJioqiZp+QBjlegUBAFBQUiIKCAhEIBNTleC9dukRK\nS0tJamoqGTlyJBkyZAi5ePEiFduE8DfGsTFff/010dbWJtOmTSMRERG8KFkmJCSQoUOHkq5duxJF\nRUUiEAiofQdabTDne0XG98lDyH/nX1pZWZHU1FTy8uVLoqmpSdUHvj8HPqE9X1KeMTQ0JCKRSOpC\nzocUskgkIhEREWT69OlEW1ubbNmyhWRlZVGzb2JiQp48eUKMjY1JfX09CQwMJJs2baJiu9XWmYeF\nhSEyMhIbNmyAqqoqioqK4OvrS82+ZKNDVVWVt+ngfNY3SwgLC0NUVBRvnwOfmJubQ11dnVPno5mb\nfZ+XL18iICAAubm5nFaQQCCgtn/C1xjH92nXrh169eqFzz77DAoKCigtLcXUqVMxZswYat9LHR0d\niEQiKCgowM3NDcbGxlTEt1rtBihfyEvHnTwRFxeHrKwsuLm5obi4GBUVFdDS0uLbLSrk5ORwQlfP\nnz+HlZUVxo4di5EjR8pc3Kkx5ubmsLGxgampKRdUBQIBpkyZQsW+PIxx9Pf3R3BwMLp37w4PDw9M\nnjwZ7du3h1gsho6ODrKzs2Xug42NDWJiYuDh4YHevXujV69eOHHiBJWqHhbMP5KgoKA/7LijoVgo\n0UV53zb5T+MSzS5ULy8vJCcnIzMzE0+ePEFBQQFcXV0RHx9PzQd5oa6uDnFxcYiMjMTNmzehpqaG\n3377jYptSVUPn0RHR0s17NAerL1jxw64u7ujX79+H/wuPT0dgwYNkrkPeXl56NmzJ+rq6rBv3z6U\nl5dj6dKlVObBsmD+P/LmzRu0a9dOSpBe1nh5eTXZ1UZ46EI1MjJCSkoKTE1NuXLAxuVxbQF/f3+s\nWrVK6pifnx+mTZsGdXV1Kj5s3boV5ubm+PLLL6nYk0dmz56N0NBQqWNz5sxBSEiIzG1Lus83btxI\ntTy5MSyYt5B79+7B3d2dUyhUVVXFsWPHMHToUJ49o8vw4cNx9+5drra7qqoK5ubmbSqYN1XXTnul\nrKSkhOrqanTo0AHt27cHQEdBU17GOAL8jmwbNGgQjh49Cnd3d5w6deoDXXMafRetdgOUb9zd3XHw\n4EFu7qJQKIS7uzvVIJadnY3Vq1cjMTERAoEAFhYW2LdvH9V89bRp07Bo0SKUlZXhyJEjCAwMhIeH\nBzX7fCKZv5mTkyPV+VdRUUFdGpmvcYryMMZRHka27dy5E97e3igoKMC6des++D3TM5djmlqNSbrw\naGFmZobly5fjq6++AgCcPn0aBw4coK6jzXeulC/y8vKQk5ODzZs344cffuD2UJSVlWFkZERlqHBG\nRgb09PSa/d7R6sTle4wjwO/INgne3t7Yvn07L7ZZMG8hq1evRk1NDWbMmAGgIZB26tQJc+bMAUDn\nJGoqN21kZER93iKDPzw9PREQENDspBsaK0JAPsY4CoVCGBsbQ0lJCSEhIUhJScGqVaua3BCVFWKx\nGCdPnkROTg62b9+O/Px8vHjxgoroHAvmLUQexkRt2rQJqqqqUheU0tJSbkzYp59+KjPb8pQr5Rs+\nJz7JG3wO1jYwMMDDhw+RlpaG+fPnY8GCBThz5gxu3rxJxT4ALF68GO3atcP169fx+PFjlJSUwMHB\ngYpGDgvmH0lCQgLMzc151UiWoKGh8YcB9enTp5Q9aptoa2vzNvFJQn19PX777Tfk5uZCJBLxUqbK\n92BtSepz586dUFdXh4eHB/XUp8SHxmlYWnfLbAP0IwkODsayZcugq6sLJycnODk5oVevXlR9kMj/\nStTi+EQecqV8w+fEJwnjx49H586dYWBgINWJSQu+xzgCDXsVu3fvRmhoKOLi4iASifDu3TsqtiV0\n6NABIpGIe15cXEzt82Ar8xaSkZGBiIgIREdHo6ysDLa2tnB2doalpSUUFBRkatvZ2RklJSWwtbWF\nk5MTrKysqGy2NYU85Er5hs+JTxL4ru2Xh8HaRUVFOHXqFIYPHw5ra2vk5+cjNjaWSiOfhNDQUISF\nhSE5ORnz5s3D2bNnsWvXLri6usrcNgvmfwHV1dWIjY1FREQEEhMTkZycLHObNTU1uHHjBiIiIpCQ\nkIAvvviC0wjp27evzO2/D5+5Ur6Rh4lP69evh729PRwdHanZbAzfYxzliYyMDO7vtrOzo3bXxoL5\n/0BpaSmePXuG+vp6buPL1NSUF1+ePn2KiIgIREVF4cWLF7h79y4123znShnA+fPnMXv2bIjFYqpN\nQ/IwxlEeNuMbDxUHILURDsi2GEECC+YtZNu2bQgKCoKWlpZUToxWKVhjysvLpS4oSkpK1ESeGudK\nPTw8pEqwdHV1kZmZScUPPsnMzMTSpUvx4sULPHr0CKmpqbh06RK2bt1KzQcNDQ1cunQJ+vr6VHPm\n8jLGEWiQNOjTpw9mz54NADh58iQKCwupKIlKihEIIcjPz+cGm5eWlqJfv37IycmRuQ+tVs+cb3R0\ndMjbt2959eHQoUPks88+I3379iUaGhpEQ0ODup55YGAgqaysbPJ3paWlVH3hC2tra3L79m1Oy1ss\nFpNBgwZR96G+vp6qzcbs3LmTvHnzhvt50qRJJDk5maoPTemn09ZU9/DwIL/99hv3/MqVK8TT05OK\nbfrb3n8TBg8ejNLSUl598PX1xe+//851Iubk5FAvRwwJCflg08vOzg4AqGx6yQPV1dUwMzPjngsE\nAi7VQQtNTU3Y2triu+++w969e7F371789NNP1OyfOXMGKioqEAqFuH79OhYsWIAlS5ZQsw8AXbt2\nRWhoKEQiEUQiEU6ePAklJSWqPiQmJmLs2LHcc2dnZyQkJFCxzUoTW8jXX3+NIUOGQF9fn0tpCAQC\nXLp0iZoPWlpa6Ny5MzV7jZHkSl+9eiWVLywvL0dBQQEvPvGFmpoasrKyuOdnz55F7969qfqgpaUF\nTU1N1NXVoa6ujqptAFwF1+XLl+Hp6Ylx48Zh27ZtVH04deoUVq1ahdWrVwMALC0tcerUKao+9OnT\nB7t27cLs2bNBCMGpU6eoKWeynHkL0dPTw5IlS6RylAKBACNHjqTmw/379zF//nyYm5tLlcTRGJAh\nT7lSvsnOzsbChQuRkJCAbt26QVNTEydPnqQ2eai+vh5z586lHrga8+WXX0JdXR0xMTFISUlBp06d\nYGZm1uakJV6/fo2dO3ciLi4OQMOwih07drANUHlm2LBhuHfvHq8+DB06FDY2NlyjCPlP1x/Nulpv\nb2+sXr0aKioq8Pb2RkpKCrZt20ZN4EmeqKqqglgspqptL8HKygrXrl2jOt2oMVVVVYiMjIShoSF0\ndHRQVFSEtLQ0ODg4yNy2PEz/2r17N5ydnTFkyBCZ22oOFsxbyNq1a9GxY0dMmDBB6gSiGcSaUm6k\njYGBAdLS0iAUCrF161asX78ePj4+1JUb+aS0tBTBwcEfzN+kOUJwzpw5ePz4MSZMmIAuXbpwPtBs\n5+cLeZj+9euvvyIyMhIPHjyAsbExnJ2d4eDgwFW10IAF8xbCt0od0JC379ev3wcXFBq3dBIkQxg2\nb94MAwMDzJo1Sy4uMjQxNzeHubk5r3dIXl5eAD5sXKI5dUpeqKiogEAgoL75CTRcTFJSUhAZGYmY\nmBjU19fD3t4eTk5OMldOZMG8FdOU0BZtgS2WK6WvY/9HVFVVNdlS3xZIS0vD3Llz8fr1awANG9Mn\nTpyAvr4+bz6Vl5cjOjoaUVFRCAgIkK0xKgWQf0NKS0vJ6tWriYmJCTExMSFr164lZWVlfLtFncrK\nSnL27Fny5MkTQgghhYWFJCoqimev6OLr60sOHz5MCgsLyevXr7kHTeLj44menh75/PPPCSGEPHjw\ngCxZsoSqD3wzYsQIcv36de55bGwsMTc3p+rD6dOnuXp7b29vMnnyZGr19iyYt5DJkyeT7du3k+zs\nbJKVlUV27NhBJk+eTNWHt2/fEj8/P+Li4kKmTJlC9u/fT+rq6qj6wCDkwIEDREVFhdfmrWHDhpG8\nvDyucYkQQr1xiW8MDQ3/T8dkib6+PiGEkLi4ODJy5EgSHh5Ohg8fTsU2qzNvIdnZ2Th//jz33MvL\nC0ZGRlR9WLJkCerr67Fs2TIQQhASEoIlS5bg6NGjVP1o6+zduxfZ2dno0aMHr368L7DGl5ImX2hq\nasLHxwdz5swBIQQnT56kOg8X4Lfevm192n8hnTt3RlxcnNRAZ0kVAS3u3bsnJXtqZ2cHQ0NDqj4w\nAB0dHd6atyT07dsX8fHxAIC6ujrs37+fd4112gQGBmLHjh2c9LC1tTUCAwOp+qCuro6FCxciJiYG\nmzdvRm1tLcRiMRXbLJi3kEOHDmHu3Ll48+YNAKBbt244ceIEVR8UFRWRlZWF/v37A2i4W2hrqzF5\noEuXLjA2Noatra1UNzDN0sSff/4Zq1atQkFBAdTV1eHg4IB//vOf1OzzSeMa7wMHDvDqS1hYGKKi\norBhwwaoqqqiqKgIvr6+VGyzM7+FGBsbIzU1lQvmfAxk8PX1xejRo6GpqQkAyM3NpaqhzWhg0qRJ\nmDRpktQx2mMFnzx58kEHaHx8PCwtLan6wQdaWlrw9/fntcZbQteuXaGmpgahUAgdHR0oKipyiy1Z\nw0oTW8iWLVu4gcpAQ+PI3r17sWvXLqp+1NbWIjMzEwKBAAMGDECnTp2o2mfIB03V9re1en/CY423\nBC8vLyQnJyMzMxNPnjxBQUEBXF1duRSYLGHBvIVImmUaQ/vk+cc//oFZs2ZJaSf/8ssvWLp0KTUf\nGA37JTt37vygA5RGvX9iYiISEhKwb98+rF27luuArKiowIULF9pUvf/7UK3x/g9GRkZISUmBqakp\nFwtojfRjErgtRCwWo7a2lnteU1NDXa0uICBA6layW7duOHLkCFUfGMCCBQuwdu1aCIVC3Lt3D/fu\n3aM26amurg4VFRWor69HRUUFKisrUVlZCRUVFZw9e5aKD/JCWFgYN1XIx8cH8+fPh5aWFrVADgAd\nO3aUGg5SVVVFzTbLmbeQWbNmwc7ODu7u7iCE4Pjx45g7dy5VH8RiMcRiMffl4WMaOaNBt93Z2ZkX\n2/Hx8ZgwYQLmz59PTaVRXvHx8eFGFl67dg3r16/HkiVLqOoETZs2DYsWLUJZWRmOHDmCwMBAeHh4\nULHN0iz/AxEREdzgVj6G6a5fvx75+flYtGgRCCE4fPgw+vbti71791L1o60iGdx95swZiEQiuLi4\nUBddkweBJ3lBXnSCoqOjER0dDQBwdHSEvb09FbssmLdiRCIRjhw5InVB8fDw4BoXGLKlObE1CTRF\n1+Rh849v2rpOEAvmfyGenp5U83MMRnPwsfnHN1VVVYiKioKBgQF1TXUlJaVmL+wCgYDL5csStgHa\nAkQiEfbt2/fB8UWLFvHgjTRtUfKUb77++muUlZVxz0tLS7F161aqPsjD5h/fNK7xBkC1xruyshIV\nFRVNPmgEcoAF8xahoKDQ5IiuoUOH8uCN/PnQ1rhy5YrU8Opu3brht99+o+qDj48PN1D52rVrcHd3\npz5QmW+8vLywZ88efPfddwAaKn3mzJlD1Ye1a9fi0aNHVG1KYMG8hVhZWWH58uWIi4vD/fv3uQff\njB8/nm8X2hzyUKbalMATH4Od+eTChQu4ePEip+eurq6OiooKqj7o6elh4cKFGD58OA4dOsR1iNOA\nlSa2kJSUFAgEAmzfvl3qOM1Nr+zsbKxevRqJiYkQCASwsLDAvn37qCvFtXXkoUyVT4EneYHPGm8J\nnp6e8PT0xOPHjxEUFAQDAwNYWVnB09MTtra2MrXNNkBbMWZmZli+fDm++uorAMDp06dx4MCBNjV/\nk28IIXj27BkePXrEa5kqn5t/8oKvry+ysrIQHR2NLVu2IDAwEDNnzsTKlSup+iESiRAeHo7jx4/j\n+fPnXO17ly5dcPr0aZnZZcG8hbx48QLffPMNCgoKEBkZifT0dCQmJmLBggXUfGiqTdjIyKjNlGLJ\nA4QQGBgY4Pfff+fbFcTFxSErKwtubm4oLi5GRUVFm7tL46vGW8KaNWsQHh6O0aNHw8PDQ6osVFdX\nF5mZmTKzzYJ5C3FycoKbmxu+/fZbpKam4t27dxgyZAiVk7qkpASEEOzZsweqqqqYMWMGgIaVeWlp\nKb7//nuZ+8D4L/PmzcOyZct4refmU+CJ8V+OHz8OV1fXJuewlpWVSW2U/9WwYN5Chg4diqSkJKkO\ns6bEt2RBU4OcAXBT4XNycmTuA+O/6OrqIisrC/369eNOYoFAQEVcSQKfAk98Iw813hJGjx6N69ev\nSx2zs7PjUnCyhG2AthAlJSVuCjgA3L59m5qmeW5uLhU7jP8bUVFRfLsgF5t/fFFZWcm3C6ipqUF1\ndTVevXqFkpIS7nh5eTkKCgqo+MCCeQvZu3cvxo8fj6dPn8LCwgLFxcXUVeqqqqrw008/IT8/HwEB\nAfjXv/6FzMxMjBs3jqofbR2JwNXLly+lShRpwqfAk7ywdu1aLFiwAIMHD6Zu+/Dhw/D390dhYSFM\nTU254yoqKli+fDkVH1iapYXU1tZCQUEBmZmZIIRAV1cXYrGY6nAIV1dXmJqaIjg4GI8ePUJVVRUs\nLCzYBihlLl26hHXr1qGwsBA9e/ZEXl4e9PT0qDeP8L35xzcBAQEICgrCu3fv4O7ujhkzZlCfAObt\n7Y3Vq1dDRUUF3t7eSElJwbZt26iIroEwWsSQIUP+T8dkiYmJCSGEEGNjY+6YoaEhVR8YhBgYGJDi\n4mLuc7h+/Tpxc3Pj2au2S0ZGBtm0aRP54osvyIwZM8j169ep2dbX1yeEEBIXF0dGjhxJwsPDyfDh\nw6nYZh2gH0lRURGSk5NRXV2N+/fvIzk5Gffv38eNGzdQXV1N1ZeOHTuipqaGe56dnS0lwcqgQ/v2\n7dGjRw+IxWKIRCLY2toiKSmJim0lJSUoKys3+VBRUaHigzwhEonw+PFjZGRkQE1NDUZGRvjpp58w\nffp0Kvb57MRlOfOPJDo6GkFBQSgoKMC6deu448rKyti9ezdVX7y8vODk5ITnz59j5syZiI+PR1BQ\nEFUfGA1aLBUVFbC2tsasWbPQs2dPKCkpUbEtD5t/8kLjGu9vvvmGKxXdtGkTdHV1qfjAZycuy5m3\nkHPnzmHKlCl8u4FXr17h9u3bABo6QtXU1Hj2qO1RWVmJzp07gxCC0NBQlJeXY9asWejevTs1H/jc\n/JMX+KzxllBVVYXIyEgYGhpS78RlaZYW8uzZM5SXl4MQggULFsDExIR6idrs2bNx4cIF9O/fH+PG\njWOBnCeUlJTw8uVL/Pbbb/j000/h6upKNZAD/Ao8yQshISEfBHI7OzsAoBLIgQYZ3ilTpkBHRwcA\n0Lt3b2qSCiyYt5DAwECoqKggOjoaJSUlCA4OxubNm6n64O7ujsLCQqxYsQKampqYMmUK/Pz8qPrA\nAI4ePQozMzOcP38e586dg5mZGY4dO0bVB09PT8THxyM4OBi5ubkwMDDAzJkzqQq/8UVNTQ1ev37N\n1XhLHrm5udRqvOUBlmZpIQYGBkhLS8PKlSsxatQouLi48DJvsL6+HklJSbh+/ToOHTqEzp07y1T/\ngfEhAwYMQGJiIrcaf/36NczNzfHkyROqfvAl8MQ3fn5+XI13nz59uOMqKirw9PSkVufNN2xl3kJM\nTU3h4OCAK1euwNHREeXl5VIdeDSws7ODlZUVTp8+DV1dXSQlJbFAzgM9evSQ2vBUUlJCjx49qPqw\nZs0a6Orq4sqVK/jmm2+QnJyMTZs2ITw8nIrEBJ+sXr0aOTk5+Oabb/Dw4UPk5OTAzc0NWlpasLCw\n4Ns9arCVeQsRi8VISUmBtrY2VFVV8fr1axQUFMDQ0JCaD2vWrEFSUhI6deoECwsLjBw5Eubm5ujc\nuTM1HxjAnDlz8Pvvv2PixIkAgIsXL8LQ0BCGhoYQCARYu3atzH2Qh80/vpHcLQuFQmzduhXr16+H\nj49Pm5GEZivzFhIXF4eqqiqkpqbi1q1bePTokdQcSBrs27cPcXFxOH/+PHr06AE3N7c2cdLKG9ra\n2pg4cSIEAgEEAgEmTpwILS0tbi4kDeRh849v2vq0JVZn3kJ8fX05pbba2lrcvXsXpqamHyimyZID\nBw4gLi4OycnJ0NTUhLu7O6ytranZb+vs3r0bzs7O8PLy4s0HeRB4khfa+rQlFsxbyOXLl6WeP3v2\nDKtWraLqw9u3b7Fu3TqYmJigffv2VG0zAC0tLfj7++PBgwcwNjaGs7MzHBwc0K1bN2o+yIPAk7wQ\nFhaGyMhIbNiwAaqqqigqKoKvry/fblGD5cz/IgghGDRoEDIyMqjZ3Lp1K0aOHAkLC4smc6UMOhBC\nkJKSgsjISMTExKC+vh729vZwcnKiNrCCV4EnhlzAgnkLWbFiBfezWCzGgwcPoKmpidDQUGo+BAYG\nIi4uDrdv34aSkhJsbGxgbW2NSZMmUfOB8SHl5eWIjo5GVFQUAgICqNhs65t/DBbMW0xQUBCXM1dU\nVISGhgYsLS158eXFixc4ffo0fvzxR5SWljK9DsqEhYXByckJKioq8PHxQUpKCrZu3Up1VSyZcrV5\n82YYGBhg1qxZvPQ9MPiDBfMWItHjkOygi0QivH37Fl26dKHmw4IFC5CRkYHPPvsMVlZWsLa2xpAh\nQ1j+nDLysCr+8ssvoa6ujpiYGKSkpKBTp04wMzNj2vZtCFaa2ELGjBkjJT9bXV2NMWPGUPWhpKQE\n9fX1UFVVxaeffooePXqwQM4D8lASFxYWBkdHR0RHR0NVVRWlpaVtavOPwVbmLaap4c20Bjq/T0ZG\nBiIjI+Hn5weRSITnz59T96Etw1bFDHmAlSa2kK5duyI5OZkrB0tKSqLeeRkeHo64uDjExcWhrKwM\no0ePZnXmPBAWFoaoqKg2WxLHkA9YMG8hfn5+cHV1Re/evQE0TCCiLWYUFRUFa2trrF69WkpgiEGX\nrl27Qk1NDUKhEDo6OlBUVET//v35dovRxmBplhZSW1uLdu3accJWtAc619fXY8yYMbhx4wYVe4zm\n8fLyQnJyMjIzM/HkyRMUFBTA1dUV8fHxfLvGaEOwDdAWYmFhgQ4dOsDAwAAGBgbo0KEDVYU2RUVF\nKCgoUNeDYXzIhQsXcPHiRa5xS11dnZomC4MhgaVZPpKioiIUFhZyA50JIRAIBCgvL6c+0Llr164w\nMDCAg4MDVxIpEAiwf/9+qn60dTp27Cglf1xVVcWjN4y2CgvmH4k8DXR2cXGBi4uL1DFJIxODHtOm\nTcOiRYtQVlaGI0eOIDAwEB4eHny7xWhjsJx5Czl79iymTp3KtxsMOSE6OhrR0dEAAEdHR9jb2/Ps\nEaOtwYJ5C6mtrcW5c+eQm5sLkUjEpVu2b99OzYfw8HBs374dubm5qK+vBwAu5cNgMNoWLM3SQiZO\nnAhVVVWYmppSq2B5n9WrV+PChQvQ19enPrKO0TAerrm0FruoMmjDgnkLKSgoQFRUFK+L+O3vAAAP\nmklEQVQ+fP755xg8eDAL5DzBBM0Y8gQL5i3EwsICqampVGd+vs8PP/wAZ2dn2NraokOHDgBAbeYk\n47+sXbsWCxYswODBg/l2hdGGYcG8hcTFxeH48ePQ1NREx44dATQE0tTUVGo+bNu2DcrKyqitrW1T\nsw7lDT09PSxcuBDv3r2Du7s7ZsyYgU8++YRvtxhtDLYB2kJyc3ObPK6hoUHNB319ffz+++/U7DH+\nmMePHyMoKAinTp2ClZUVPD09YWtry7dbjDYCS7a2EA0NDWhoaKBLly5o164d96DJ2LFjec/bMxoQ\niUR4/PgxMjIyoKamBiMjI/z000+YPn06364x2ghsZd5CLl26hHXr1qGwsBA9e/ZEXl4e9PT08OjR\nI2o+KCkpobq6Gh06dOB0zFkVBX3WrFmD8PBwjB49Gh4eHlJzP3V1dTn9HgZDlrCceQvZunUrEhMT\nYW9vj5SUFMTGxiIkJISqD6yaQj4wNDTErl27mhyqzWZwMmjB0iwtpH379ujRowfEYjFEIhFsbW2R\nlJTEt1sMHggJCfkgkNvZ2QEAVFVV+XCJ0QZhK/MW0q1bN1RUVMDa2hqzZs1Cz549oaSkxLdbbIgv\nRWpqalBdXY1Xr16hpKSEO15eXo6CggIePWO0RVjOvIVUVVWhU6dOEIvFOHnyJMrLyzFr1ix0796d\nmg9Xr16FpaUl9QlHjAb8/Pzg7++PwsJCqeEgKioq8PT0xPLly3n0jtHWYMG8BdTX18Pe3h6xsbG8\n+jF37lzcvn0b3bp1g42NDWxsbGBlZYVu3brx6ldbw9vbG6tXr4aKigq8vb2RkpKCbdu2wcTEhG/X\nGG0IljNvAYqKimjXrh3vgyGCg4Px5MkTXLhwAV988QWWLVsGNTU1Xn1qi5w5cwYqKioQCoW4fv06\nFixYgCVLlvDtFqONwXLmLUQeBkOEhIRAKBQiNTUVampqWL58OaysrKjZZzSgoKAAALh8+TI8PT0x\nbtw4bNu2jWevGG0NlmZpIUFBQR8cEwgEmDdvHjUfunfvDm1tbSxZsgSjRo2CpqYmNduM//Lll19C\nXV0dMTExSElJQadOnWBmZoaHDx/y7RqjDcGCeSuGEIJHjx4hLi4OcXFxyMrKwoABAxAaGsq3a22K\nqqoqREZGwtDQEDo6OigqKkJaWhocHBz4do3RhmBplhZiYGAAgUCAxtfCTz75BMOGDcPWrVupVLVU\nVFQgPz8feXl5yM3NRVlZGZPD5YGuXbtiypQp3PPevXujd+/ePHrEaIuwlXkL2bBhAxQVFTFz5kwQ\nQvDrr7+iuroavXr1Qnx8PMLDw2Xug6GhISwtLWFtbQ0bGxt8/vnnMrfJYDDkExbMW0hTzTmSYwYG\nBkhLS5O5D1lZWejfv7/M7TAYDPmH3ZO3EJFIJKW7cffuXYjFYgANpYs0cHd3h5aWFqZPn45//vOf\nVC4gDAZDPmEr8xZy7949uLm5cWJXysrKOHbsGAYPHozffvsNrq6uVPx4+/YtkpKScOPGDRw+fBiV\nlZVSreUMBqNtwIL5R5KQkABzc3NukK+kcYgPQSWhUIhbt25BKBSirKwMRkZGsLGxwYwZM6j7wmAw\n+IUF849k8eLFuHPnDgYMGABnZ2c4OTmhV69evPiioKAAU1NTbNmyBWPHjuXG1zEYjLYHC+YtJCMj\nAxEREYiOjkZZWRlGjx4NJycnWFpach2BsqasrAxCoRBxcXG4e/cuFBQUMGLECOzatYuKfQaDIT+w\nYP4XUF1djdjYWERERCAxMRHJycnUbKenp+PWrVu4desWEhIS0LdvX9y6dYuafQaDIR+wYP6RmJqa\nwsrKCs7Ozhg1ahQ6derEmy+ampoYOHAgV2c+fPhwdOjQgTd/GAwGf7Bg/pG8e/cOQqEQkZGRuHHj\nBj799FM4OTnB2dkZAwYMoOpLdXU1J/LFYDDaNiyY/48UFBQgMjISUVFRyMrKwogRI3Dw4EEqtvv3\n74+ePXvCxsYG1tbWsLKywieffELFNoPBkC9YMP8LEYlEuH37NiwtLanZzMvLg1AohFAoxJUrV9Ct\nWzc8ePCAmn0GgyEfsA7Q/4HDhw9LPT969CjVQP78+XPEx8cjLi4OKSkpGDx4MKZPn07NPoPBkB+Y\namIrpm/fvhg2bBi2bNmCn3/+mWtkYjAYbQ+WZmnFPHz4kNMyz8/Ph46ODmxsbODh4cG3awwGgzIs\nmLeQV69eYefOnRAKhRAIBLC2tsb27dup6Jg3pqKiAvHx8bh16xY3lCI/P5+qDwwGg39YzryFfPXV\nV+jZsyfOnz+Ps2fPQk1NjXq+2tTUFObm5jh//jwGDRrErdAZDEbbg63MW4i+vj5+//13qWO0dMwl\nYl+vXr2CmpqazO0xGAz5h63MW4iDgwN++eUXiMViiMVinD59mtrMx+DgYJiYmGD58uUICgrCixcv\nqNhlMBjyC1uZtxAlJSVUV1dzMzfFYjG6du0KABAIBCgvL5e5D/Ig9sVgMOQDFsz/JvAp9sVgMPiH\nBfMWYmdnh2vXrv3pMVkgT2JfDAZDPmBNQx9JTU0NqqurUVxcLDWerby8HAUFBVR8uH37Nif2tWPH\nDl7FvhgMhnzAVuYfiZ+fH/z9/VFYWIg+ffpwx5WVlbFw4UIsX76cuk98in0xGAz5gAXzFrJ//36s\nXLlS6lhtbS3vKQ8+xL4YDAb/sNLEFnL8+PEPjllYWFD3g2+xLwaDIR+wnPlHUlRUhMLCQtTU1OD+\n/fsghHCliNXV1Xy7x2Aw2igszfKRnDhxAkFBQUhKSsLQoUO548rKypg/fz5cXFx49I7BYLRVWDBv\nIaGhoRAIBMjNzUV9fT2Ahmah7du3U/NBXsS+GAwG/7CceQsJCQnBpUuX0L59eygpKUFJSYnrAKWF\nPIh9MRgM+YCtzFtIU0Jb8uADLbEvBoMhX7CVeQuxsLBAamoqrz7wKfbFYDDkC7Yy/0gMDAwANNRz\n/+tf/4KmpiY6duwIoCFnTjPAy4PYF4PBkA9YMP9IcnNz//D3GhoaVPxgMBiMxrBg3orhU+yLwWDI\nF6xpqBUiD2JfDAZDvmDBvBVy+PBhTuzL1NSUO66srMyL0BeDweAflmZpxcir2BeDwaAPK01sxciL\n2BeDweAflmZphTCxLwaD8T4smLdCoqOjERQUhIKCAqxbt447rqysjN27d/PoGYPB4AuWM2/FyIPY\nF4PBkA/YyrwVExISAlVVVZiamrJNTwajjcNW5q0YeRD7YjAY8gGrZmnFyIPYF4PBkA/YyrwVIk9i\nXwwGQz5gwbwVwsS+GAzG+7BgzmAwGH8DWM6cwWAw/gawYM5gMBh/A1gwZzAYjL8BLJgzGAzG3wAW\nzBky58yZMxg0aBDs7OwAADNmzICRkRH8/f0/6nXevHmDn3/+mXteWFiIadOm/aW+/pnN5rhx4wbG\njx//0a+fm5vLlZr+r9y8eROJiYl/yWsxWh8smDNkzrFjxxAQEIBr167hxYsXSEpKwsOHD7Fq1aqP\nep3S0lIcPHiQe96nTx+cOXPmr3b3D23KM7GxsUhISODbDQZPsGDO+EsJDQ2FmZkZhgwZgsWLF8Pb\n2xvx8fFYsGABNm7cCEdHRxQUFGDIkCEQCoXIzs6Gs7Mzhg4dChsbG2RmZgIA/v3vf2Py5MkwNjaG\nsbExEhMTsXnzZmRnZ2PIkCHYtGkT8vLyuFXtiBEjkJ6ezvkxatQo3L9/H1VVVXB3d4eZmRlMTExw\n6dKlZn1/9OgR57uxsTGysrKkbG7cuBHz5s3DxYsXuf8za9YsXLp0CQKBgDvWnM3Gr29kZITs7GwA\nDc1fCxcuhL6+PhwdHVFbWwsAzb43xcXFmDp1KoYPH47hw4cjISEBeXl5OHz4MPbt28e9t4w2BmEw\n/iLS09PJ+PHjSX19PSGEkKVLl5Lg4GAyatQokpycTAghJDc3l+jr63P/Z/To0eRf//oXIYSQ27dv\nk9GjRxNCCHF1dSX+/v6EEEJEIhF58+bNB/83JyeHe75v3z6yY8cOQgghhYWFRFdXlxBCyJYtW0ho\naCghhJDS0lIyYMAAUlVV1aT/K1asICdPniSEEPLu3TtSU1Pzgc2bN2+SSZMmEUIIKSsrI5qamkQk\nEpHY2Fgybty4P7TZ1Ovn5OQQRUVF8vDhQ+7vlvzf5t6bGTNmEKFQSAghJC8vj+jp6RFCCPHy8iJ7\n9+79w8+I8feFqSYy/jKuXbuG5ORkDB06FEDDCLuePXsCAMh/etNIox61yspKJCYmSuW96+rqADSk\nDEJDQwEA7dq1g4qKitTw6veZNm0aHB0d4eXlhbCwMO41o6OjER4ejh9//BEA8PbtWzx79gy6urof\nvIa5uTm+/fZbPH/+HC4uLujfv7+UvwBgY2ODpUuX4tWrVzh79iymTp2Kdu2kb3Cbspmfn9/k6wOA\npqYmDA0NAQCmpqbIzc1FVVUVEhISmnxvrl69ioyMDO54RUUFqqqqPnh/GW0LFswZfynz5s37YEDG\njRs3pNIQEsRiMVRVVZGSktLka31MYFJXV0f37t2RlpaGsLAwHD58mPvd+fPnoaOj86evMWPGDIwY\nMQKXL1/G2LFjcfjwYWhqan7w7+bOnYuQkBCcPn0aQUFBTb5WUzYHDhzY5OtLdHUAQEFBAbW1tRCL\nxejWrVuT7w0hBHfu3EGHDh3+9G9itB1Yzpzxl2FnZ4ezZ8+iuLgYAFBSUoK8vLxm/72Kigo0NTVx\n9uxZAA1BSiISZmdnx1WRiEQilJeXQ1lZGRUVFc2+3vTp0/HDDz+gvLwc+vr6AABHR0fs37+f+zfN\nXTgAICcnB5qamlixYgUmTpyItLQ0qKiofGBz/vz58PPzg0AgwMCBAz94neZsNvX6TV3kCCFQVlZu\n9r1xcHCQev0HDx4AwJ++P4y/NyyYM/4y9PT0sGvXLjg4OMDIyAiOjo548eLFB/+ucQA7efIkjh07\nBmNjY+jr63Obhf7+/oiNjYWhoSGGDh2KjIwMdO/eHZaWljAwMMCmTZsgEAikXmvq1Kk4ffo0XF1d\nuWPbtm3Du3fvYGhoCH19fezYsaNZ/8PCwqCvr48hQ4bg0aNHmDt3Lj799FMpmwDQs2dPDBo0CG5u\nblJ/k8SX5mw29frkP/Nbm3p/mntv9u/fj6SkJBgZGWHw4ME4cuQIAGD8+PG4cOEChgwZgvj4+D/7\nuBh/M5jQFoPxkVRXV8PQ0BApKSlQVlbm2x0GAwBbmTMYH8XVq1cxaNAgrFy5kgVyhlzBVuaMNkdU\nVBQ2b94sdUxLSwvnzp3jySMG43+HBXMGg8H4G8DSLAwGg/E3gAVzBoPB+BvAgjmDwWD8DWDBnMFg\nMP4G/H9lw8+GM/TsgQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x107cbf910>"
]
}
],
"prompt_number": 9
}
],
"metadata": {}
}
]
}
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