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auto-layout problem.ipynb
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{
"metadata": {
"name": "auto-layout problem"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.__version__"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 2,
"text": [
"'0.11.0'"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dr = pd.date_range('now',periods=10)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.DataFrame(randn(10,2),index=dr)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2013-05-17 00:42:32</th>\n",
" <td>-0.389840</td>\n",
" <td>-0.152778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-18 00:42:32</th>\n",
" <td> 0.821756</td>\n",
" <td> 0.208864</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-19 00:42:32</th>\n",
" <td> 0.486829</td>\n",
" <td>-0.034712</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-20 00:42:32</th>\n",
" <td> 2.252697</td>\n",
" <td> 0.689548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-21 00:42:32</th>\n",
" <td>-0.022469</td>\n",
" <td> 0.228613</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-22 00:42:32</th>\n",
" <td>-0.133534</td>\n",
" <td> 0.663756</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-23 00:42:32</th>\n",
" <td>-1.021987</td>\n",
" <td>-0.339355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-24 00:42:32</th>\n",
" <td> 0.533003</td>\n",
" <td> 0.246249</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-25 00:42:32</th>\n",
" <td> 2.572123</td>\n",
" <td> 1.843940</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-26 00:42:32</th>\n",
" <td> 0.296904</td>\n",
" <td> 0.019658</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"output_type": "pyout",
"prompt_number": 5,
"text": [
" 0 1\n",
"2013-05-17 00:42:32 -0.389840 -0.152778\n",
"2013-05-18 00:42:32 0.821756 0.208864\n",
"2013-05-19 00:42:32 0.486829 -0.034712\n",
"2013-05-20 00:42:32 2.252697 0.689548\n",
"2013-05-21 00:42:32 -0.022469 0.228613\n",
"2013-05-22 00:42:32 -0.133534 0.663756\n",
"2013-05-23 00:42:32 -1.021987 -0.339355\n",
"2013-05-24 00:42:32 0.533003 0.246249\n",
"2013-05-25 00:42:32 2.572123 1.843940\n",
"2013-05-26 00:42:32 0.296904 0.019658"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[1][:5]=nan"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2013-05-17 00:42:32</th>\n",
" <td>-0.389840</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-18 00:42:32</th>\n",
" <td> 0.821756</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-19 00:42:32</th>\n",
" <td> 0.486829</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-20 00:42:32</th>\n",
" <td> 2.252697</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-21 00:42:32</th>\n",
" <td>-0.022469</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-22 00:42:32</th>\n",
" <td>-0.133534</td>\n",
" <td> 0.663756</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-23 00:42:32</th>\n",
" <td>-1.021987</td>\n",
" <td>-0.339355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-24 00:42:32</th>\n",
" <td> 0.533003</td>\n",
" <td> 0.246249</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-25 00:42:32</th>\n",
" <td> 2.572123</td>\n",
" <td> 1.843940</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-26 00:42:32</th>\n",
" <td> 0.296904</td>\n",
" <td> 0.019658</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"output_type": "pyout",
"prompt_number": 8,
"text": [
" 0 1\n",
"2013-05-17 00:42:32 -0.389840 NaN\n",
"2013-05-18 00:42:32 0.821756 NaN\n",
"2013-05-19 00:42:32 0.486829 NaN\n",
"2013-05-20 00:42:32 2.252697 NaN\n",
"2013-05-21 00:42:32 -0.022469 NaN\n",
"2013-05-22 00:42:32 -0.133534 0.663756\n",
"2013-05-23 00:42:32 -1.021987 -0.339355\n",
"2013-05-24 00:42:32 0.533003 0.246249\n",
"2013-05-25 00:42:32 2.572123 1.843940\n",
"2013-05-26 00:42:32 0.296904 0.019658"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This way it works:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[0].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.axes.AxesSubplot at 0x117ff9e10>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"display(gcf())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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2MJnbMsnLA2bPBqKigNBQY8coSyadOgHXX+++2ahuayeBwEy0mIeeEzOJjwd6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E3TJCwszHEcr4jvHR/EJio2UbGJik1UbKJiE+/xiT2rfn5+yM3NxdSpU5Genu50jEZOTg4qVKiA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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x117fe9910>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[1].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.axes.AxesSubplot at 0x117ff9e10>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"display(gcf())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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HdMb/Pft/+Pn4z9h1apemryFJ4s7qtWuaNmsqHKwSebgvvhDzRsPD3f/akgRk\nZAAevhc4ERVT8fGAtzfQr58+7f+Y8SO2n9iOyKBIPP/w86herjpmpczS9DUkScy7XbdO02ZNhYNV\nC0v0xKMtdGa1TPLzgRkzgNBQwN9fXRuuZNKpE1CxovVWo1qtn2iBmThiHkqemElsLPD880CFCvq0\n//p/X0ezKs3wXIPn4O3ljeGthyNudxwu52i3IqpRI6BJE8/5HFbTTzhYtbD4+HijSzAdq2Wydi1w\n9Ki6hVU3uZKJjw/Qs6f1pgJYrZ9ogZk4Yh5KnpbJvn3iWyG9pgDsPr0bqd+lIrJDJGz/22ZgeKvh\nyM7NRvwebbOSJLHfak6Ops3qQk0/4QIrIg8WEgKcOQNs3679litF9e234s5EWhrQtKkxNRAROevN\nN8WpfydPimNLtfZiwov4If0HHH71MHxK/HUslj3ejmOXjiHl5ZRbg1hX7d4NtGghPo9DQjRpUldc\nYEVUTBw+LO6sjhlj3EAVAJ55Rhzx6ilfQRERFRQAixaJKVR6DFQzL2Yifk88Xm//usNAFQBGthmJ\nnad2YseJHZq9XrNmQIMG1v0c5mCVyEPNmCHmWfXvb2wdvr7izqpVPySJyHq2bAEyM/WbAvBx8sco\nV7Ichrcervi7rvW7onb52piZMlOz17PZxFSAFSvEEaxWw8EqkQfKzha7AAwbBpQubXQ14kMyLQ34\n7TejKyEiur/YWKBePSAoSPu2z107hzkpczDmsTEoW7Ks4u9LeJXAy61fxuI9i3Hh+gXNXrdvX7GV\n4ebNmjVpGhysWlhYWJjRJZiOVTJZvBi4cAEYNcr1trTI5LnnAD8/69xdtUo/0RIzccQ8lDwlk2vX\ngCVL9DleFQBmbJ+BvII8vPLYK/fMZFirYbiRfwNxu+M0e93AQKBOHfN/DqvpJxysWlhwcLDRJZiO\nFTKRZSAmRpy6Uq+e6+1pkYmfn6jH7B+SRWWFfqI1ZuKIeSh5SibffANcuqTPFIBrudfw35//i7BW\nYahSpso9M6lWrhp6NuqJWSmzoNU6d5tNHL+akCDm5JqVmn7C3QCIPExyMtC+vflWfcbHAwMHAunp\n4rd7IiIzstvFLirJ2p56CgCYuWMmxqweg4NjD6JBxQaFPvf7I9/j2dhnkRSWhA61O2jy+lu3Ak88\nIebkPvGEJk3qgrsBEFlcTIy4o/rcc0ZX4qh7d6BkSWD5cqMrISK6u7NngTVrgCFDtG87vyAfH277\nEFJj6b55XQuwAAAgAElEQVQDVQB4qu5TqF+hvqYLrdq3B6pVs863XDdxsErkQc6cAb7+WsxV9TLZ\nv70PPAAEB1vvQ5KIrOPrr8U/Q0O1bzvhQAIOnz+MCUETivR8L5sXIgIjsGTvEvyZ/acmNXh5Ab17\ni5sG1vnenINVS0tKSjK6BNPx9EzmzhUfRsOGademlpn07Qts2yY22fZknt5P9MBMHDEPJU/IJDZW\nzK+vXFnbdmVZxtStU9EloAva1mh76/H7ZfJSy5cgQ8aCXxdoVoskiW25dmi3jaum1PQTDlYtLDo6\n2ugSTMeTM8nPF6etDBgAVKyoXbtaZmK3AyVKiAn+nsyT+4lemIkj5qFk9kwOHQJ+/lmfKQA/pP+A\nHSd2YGKHiQ6P3y8T/zL+kBpLmi60evJJoFIl837LpaafcIGVhWVnZ8PPz8/oMkzFkzNZsQLo1Uv8\nthwYqF27WmfStavYlHrDBs2adDtP7id6YSaOmIeS2TOZPBn4z3+AU6e035+626JuOHH5BHZF7HI4\nQrUomWxO34zOCzpj44sb0aVuF03qGT5c7Ld66JCxJxzeTXZ2Ng4cOMAFViSY+UPDKJ6cSUwM8Pjj\n2g5UAe0zkSTxIZmVpWmzbuXJ/UQvzMQR81AycyayDMTFAS+8oP1Adffp3Vj7+1pEBkU6DFSBomXy\nZJ0n8UjlRzArZZZmNUkS8Pvv4rAWs1HTTzhYJfIAhw4B330HjBljdCX316uX+A/DihVGV0JEJGzb\nBhw5os8UgOit0ahdvjb6Nemn6nqbzYaRgSOxfP9ynL5yWpOann4aKF/evFMBnMXBKpEHmD5dLAh4\n4QWjK7m/KlWAjh2BpUuNroSISIiLA2rXFp9NWsq4kIHFexbjjfZvwKeEj+p2XmzxIkp4lcC8XfM0\nqatkSaBHDw5WyQNMmFC07TOKE0/M5OpVYP58MQepVCnt29cjE0kSc1YvaHfstVt5Yj/RGzNxxDyU\nzJpJTg7w1VfAoEHab/n3cfLHKF+qPMJbhd/174uaSYXSFRDaJBSzU2ajQNbm+ClJAvbuBQ4e1KQ5\nzajpJxysWljt2rWNLsF0PDGTRYuAy5eBkSP1aV+PTPr0AXJzgVWrNG/aLTyxn+iNmThiHkpmzWT1\nauD8ee2PV/0z+0/MSZ2DMW3HoEzJMnd9jjOZRARG4OiFo/ju8Hea1Ne1K1CmjPnurqrpJ9wNgMjE\nZBlo2RIICPC8OaDt2wNVqwKJiUZXQkTFmSSJY6BTUrRt993N7+K9pPeQOS4T/mX8XW5PlmW0nNUS\n9SvUx/JQbY4C7NcPOHxY+/fuKh63SmQhW7cCu3d7xsKqO0kSsG4dcOWK0ZUQUXF1/jzwzTfaL6y6\nlnsNn/zyCYa1GqbJQBUQC60iAiOw8uBKnLh8QpM2JQlITQWOHtWkOcNwsEpkYjExQMOGwDPPGF2J\n8yQJuH5dfAVHRGSEr78W+z73769tu/N3zce5a+fwervXNW13cPPBKOVdCnNT52rSXkgI4Osrjl/1\nZLoPVq9cuYLIyEgEBwfD398fXl5eiIqKKtK18+fPh5eX113/nDlzRufKPd+BAweMLsF0PCmTU6fE\nXKPRo7VfFHA7vTKpWxdo1cp886WKwpP6ibswE0fMQ8mMmcTFAcHBwEMPaddmXkEePvzpQ/R9tC/q\nV6xf6HOdzeQB3wcwsNlAzE6djbyCPFfKBACUKyfmrpppdxY1/UT3wWpWVhbmzJmD3Nxc9O7dGwAU\nm+bez/z585GcnOzwp6KW501aVGRkpNElmI4nZTJnDuDjA7z0kr6vo2cmkgR8+y1w7ZpuL6ELT+on\n7sJMHDEPJbNlcvQokJSk/RSA5fuX48j5I4gMuv/7VZNJRGAEjl06hjW/rVFTnoIkAcnJwLFjmjTn\nMlX9RHajrKws2WazyVFRUUV6/rx582SbzSanpKQU6fkpKSkygCI/3+oyMjKMLsF0PCWT3FxZrlFD\nlkeM0P+19Mxk/35ZBmQ5MVG3l9CFp/QTd2ImjpiHktkyeecdWS5TRpavXNGuzYKCAjlwVqD89IKn\ni/R8tZm0md1G7r6ou6pr73TunCx7e8vyJ59o0pzLMjIynB6vuXXOqqxy4wG11xV3Zt1GxEieksmK\nFcDx4+5ZWKVnJo88Ajz6qOdNBfCUfuJOzMQR81AyUyY3j1eVJLF9k1Y2pW9CyskURHYo2t1BtZlE\nBEZg9W+rkXEhQ9X1t6tQQax7MMvnsJpMPGKB1fPPPw8fHx8EBARg4MCBSE9PN7okIl3FxAAdOgAt\nWhhdieskCVi5Erhxw+hKiKi42L5dHFOt9RSAqVunouVDLfFsvWe1bfgO/Zv2Rznfcvh85+eatCdJ\nwJYtgKcu9zH1YLVatWqYNGkS5s6di1WrViE4OBjfffcdWrRoUeiANSQkBHa73eFP+/btkXjHho/r\n16+H3W5XXD9mzBjMneu4Ei81NRV2ux1ZWVkOj0+ePBlTp051eCwzMxN2u10xifjTTz9VnNyQnZ0N\nu92OpKQkh8fj4+MRFhamqC00NJTvw+LvY98+YNOmyahVy7PfByB+HpcuTcXFi8DGjZ79Pjy9X/F9\n8H0Up/cRGwtUrw4sX67d+9h1ahfWH16PyKBIfPbZZ7q+j7Ily2Jw88H4PPVz5ObnuvzzCAzMREGB\nHTNnuv/nER8ff2ssVrduXbRs2RLjxo1TtFMoXScm3OHs2bNOzVm9m6SkJNlms8n9+/dX/B3nrDr6\n4IMPjC7BdDwhkzFjZLlqVVnOyXHP6+mdSUGBLNevL8vDh+v6MpryhH7ibszEEfNQMksmN27IcuXK\nsjx+vLbtDlw2UK7zcR05Nz+3yNe4ksmvp36VMQXy0r1LVbdxuy5dZDk4WJOmXPLBBx+Ye86qFjp0\n6IAmTZpgx44dRpdietnZ2UaXYDpmz+TyZWDhQmDECKBkSfe8pt6Z2GziK6jERLHfoScwez8xAjNx\nxDyUzJLJunVAVpa2UwDSL6Tjqz1f4Y32b8Dby7vI17mSSfOqzRFUKwizUmapbuN2kiS+4Tp/XpPm\nVFOTiVuPW83KykKVKlUwZcoUvP3226rbadasGXJycnDo0CGHx3ncKnm66dOBV18VRwPWrGl0Ndr5\n5Rfg8cfFB2WXLkZXQ0RWFhoK7N8vTv/TyqtrXsWXaV8iY1wGypTUcMXWfSz8dSGGJg7Fb6/8hgYV\nG7jU1okTQI0awPz5wNCh2tSnluWPW92yZQv27t2Ltm3bGl0KkaZkWSys6tnTWgNVAGjbFqhVyzyr\nUYnImi5eFAs6tbyrmpWdhc9TP8fYx8a6daAKAC88+gIqlKqAOalzXG6renUgKMgzP4fdMlhds2YN\nli5dilWrVgEA9u7di6VLl2Lp0qW49r/dwsPDw+Hj44M//vjj1nXPPvss3n//faxcuRKrVq3CsGHD\n0LNnT1SoUAEffPCBO0oncpvNm8XiKndsV+VuN6cCLF8OFBQYXQ0RWdWyZUBODjBwoHZtTt8+HQAw\npq37P5xL+5TG0JZD8cXOL5CTl+Nye5IErF8vppx5ErcMVkePHo1+/fohPDwcNpsNS5YsQb9+/RAa\nGoqzZ88CAAoKClBQUOCwp2qzZs2waNEiDBkyBKGhoUhOTkZoaCjS0tJQq1Ytd5Tu0e5cIUjmziQm\nBmjc2P1fk7srE0kCTp4UJ6mYnZn7iVGYiSPmoWSGTGJjgaeeEl93ayE7Nxuf/vIphrUaBv8y/k5f\nr0UmEYERyMrOQsKBBJfb6tNHDOa//dblplRTk4lbBqtHjx69NRjNz893+N83N4edN2+ew/8HgI8+\n+gh79uzBxYsXkZ2djX379mHGjBmoXr26O8r2eMOGDTO6BNMxaybHjwMJCcDo0eIupDu5K5OgIHE+\ntyd8BWXWfmIkZuKIeSgZnUlmJvDDD9pOAZi3cx7OXTuHN9q/oep6LTJ5pPIj6FSnE2bumOlyWwEB\nQGCgsZ/DajLxuDmrVHRTpkwxugTTMWsms2cDpUsDL77o/td2VyZeXkDv3uJD0uyH0pm1nxiJmThi\nHkpGZ/Lll+JztE8fbdrLK8jDtJ+moV+Tfqhboa6qNrTKZGSbkdicsRn7z+53uS1JAlavBozavEFN\nJhysWhh3RFAyYyY3bojB6pAhwAMPuP/13ZmJJAEZGUBKitteUhUz9hOjMRNHzEPJyExkWUwB6NUL\nKFdOmzaX7VuGoxeOYkLQhPs/+R60yqT3I73h7+eP2amzXW5LksRAdd06DQpTQU0mHKwSGSwhATh1\nypoLq+7UqRNQqZJnTAUgIs+xa5dYoKrVFABZljF161Q8U+8ZtK5m/C8mvt6+CGsVhvm75uNa7jWX\n2nr4YaBpU8/6HOZglchgMTFiENekidGV6M/bW2zN5QlTAYjIc8TGAlWqAM8+q017G45uwM5TOzGx\nw0RtGtTAy61fxoXrF7Bk3xKX25IkYNUqsdjKE3CwamF3niNM5sskLQ3YssXYu6ruzkSSgN9+A/bs\ncevLOsVs/cQMmIkj5qFkVCZ5eWK+6oAB4hdiLURvjUarh1rh6bpPu9SOlpnUr1gfz9Z7VpOFVpIE\nXLoEbNigQWFOUpMJB6sWlpqaanQJpmO2TGJixEbNvXoZV4O7M3n6aTE318xfQZmtn5gBM3HEPJSM\nymTDBuD0ae2mAOw8uRPfHfkOkR0iYXNxexatMxnZZiR+OvYTdp927Xiupk2Bhg2N+RxWk4lbj1vV\nG49bJU9y8aLYC3DCBGDyZKOrca/Bg4FffxV3lomIXDF4MJCaCuzdq83WfwOWDcDPx37GoVcOwdtL\no1u1GsnNz0Xt/9RGn8Z9EBMS41Jb//gHMGeOWDOh1R3porL8catEVrFggZgv9PLLRlfifpIkpgEc\nOmR0JUTkya5cEYtUBw/WZqB69PxRfL33a7zR/g3TDVQBwKeED4a3Ho7YX2Nx5cYVl9qSJODPP8Xp\niWbHwSqRAWQZmD5d7AdYrZrR1bhf166An5+5pwIQkfklJIhtmAYN0qa9j5I/QoVSFRDWKkybBnUw\novUIXM29isV7FrvUTmAgUKcOsHSpRoXpiINVIgNs2AAcPFg8tqu6Gz8/ICSEg1Uick1srNhNpU4d\n19vKys7C3NS5eOWxV+Dn4+d6gzqpXb42ujXo5vJCK5tN3DBJSADy8zUqTiccrFqY3W43ugTTMUsm\nMTFignvHjkZXYlwmkiQOB0hPN+TlC2WWfmImzMQR81BydyYnTohf/AcP1qa9z375DDabDWMfG6tN\ng9Avk5FtRiLlZAp2nNjhUjt9+4rFadu2aVRYEajJhINVCxs7Vrt/4azCDJlkZgIrV4q7qlrMsXKV\nUZl07w74+gLLlxvy8oUyQz8xG2biiHkouTuT+HjAx0cMuFx19cZVfPbLZwhvFY5KfpVcb/B/9Mqk\nW4NuqPVALcxKmeVSO+3aiR1p3Pktl5pMOFi1sODgYKNLMB0zZDJrFlC2rHZ3A1xlVCblygHBweac\nCmCGfmI2zMQR81BydyaxsYDdDjz4oOttzds1DxeuX8Dr7V93vbHb6JVJCa8SGNF6BL5M+xIXr19U\n3Y6XF9C7t7hp4K69odRkwsEqkRvl5IitQoYOFQPW4k6SxNdPJ04YXQkReZK0NLH9nRa/9OcV5GHa\nT9PQr0k/BDwY4HqDbhLeOhw5eTlYlLbIpXYkCfjjD2D7do0K0wEHq0RutHQpcPYsMHq00ZWYg90u\n9vdLSDC6EiLyJHFxQKVKwHPPud7Wkr1LkH4hHZEdIl1vzI2ql6sOeyM7Zu6YCVe2zO/YEahc2Zzf\nct3EwaqFJSYmGl2C6RidSUyMOMHpkUcMLcOBkZlUqAA89ZT5PiSN7idmxEwcMQ8ld2WSnw8sWgT0\n7w+ULOlaW7IsI3pbNILrB6PlQy21KfA2emcyss1IpJ1JQ/KxZNVteHuLUxSXLXPPVAA1mXCwamHx\n8fFGl2A6Rmaycyfw00/m267K6H4iSWJT6rNnDS3DgdGZmBEzccQ8lNyVyQ8/AMePazMF4Psj32PX\nqV2IDNLnrqremTxT7xnUq1APM1Nc28ZKkoDDh4Hdrp3iWiRqMuFxq0RuMnw4sH49cOSI+4+2M7Mz\nZ8TBCLNmiYyIiAoTFgZs3Sr2qnZ1R5VnFj6D89fPY8eIHbCZYXsWFaYmTcWUzVNw/PXjqFi6oqo2\nbtwAqlQBXn0VeOcdjQu8Cx63SmRC588DX34JRERwoHqnKlWAJ58031QAIjKf7Gwx91+L41VTTqRg\nw9ENmNhhoscOVAEgrFUY8gvysfDXharbKFlSrCEw6+cwB6tEbjBvHpCXxzuH9yJJYnPv8+eNroSI\nzGzFCuDKFW2OV/2/bf+HehXqoU/jPq43ZqAqZaqgT+M+Li+0kiRg3z7gwAENi9MIB6tEOisoAKZP\nB154Aaha1ehqzKl3byA3F1i1yuhKiMjM4uKAoCCgfn3X2jly/giW7FuCN9q/AW8vz/+6a2SbkTj4\n50H8mPGj6jaCg4EyZcx5d5WDVQsLCwszugTTMSKT9evFxHWzLay6yQz9pEYNoH1783xImiETs2Em\njpiHkt6ZnD4NrFsHDBnielvTfpqGSqUrIaylvjW7q590qtMJjSo1cmmhVenS4mRBvT+H1WTCwaqF\n8YQVJSMyiYkBWrYUgzEzMks/kSTxH6LLl42uxDyZmAkzccQ8lPTOZPFiceLSCy+41s7Zq2fxxc4v\n8Mpjr6C0T2ltirsHd/UTm82GiMAILNu3DGeunlHdjiSJnWuOHNGwuDuoyYS7ARDp6OhR8XXV7Nmc\nr3o/R48C9eqJ/yCFhhpdDRGZTdu2QM2arh8iMvmHyfhw24fIHJeJSn6VtCnOBM5dO4fq06rjnS7v\nqD7g4MoVwN8fePddYPx4jQu8DXcDIDKRmTOB8uWBgQONrsT86tYFWrc2z1QAIjKPAweAHTtcnwJw\n9cZVfPbLZxjeerilBqoAULF0RfRr0g+zU2ajQC5Q1UbZskDXrub7HOZglUgn168Dc+eKPQH9/Iyu\nxjNIErB6NXDtmtGVEJGZxMYCDz4o5lS6Yu7Oubh4/SJeb/e6NoWZTERgBA6fP4wNRzaobkOSgORk\n4NgxDQtzEQerFpaUlGR0Cabjzky++gr4809g1Ci3vaQqZuonkgRcvSrmrhrJTJmYBTNxxDyU9Mqk\noEAcr9qvH+Drq76d3PxcTPtpGvo37Y86D9bRrsBCuLufBNUKQtMqTV1aaNWjB+Dj4/p0i3tRkwkH\nqxYWHR1tdAmm485MYmLE1ykNG7rtJVUxUz9p1Aho0sT4r6DMlIlZMBNHzENJr0ySkoCMDNenACzZ\ntwSZFzMxIWiCNoUVgbv7ic1mw8jAkVhxYAVOXD6hqo0HHwSeflq/z2E1mXCwamGLFy82ugTTcVcm\n27eLP2bdrup2ZusnkiT2W71xw7gazJaJGTATR8xDSa9MYmOBgACxv6pasiwjems0utbvihYPtdCs\ntvsxop8Mbj4Yvt6++GLnF6rbkCRgyxaxXZjW1GTCwaqF+XGipIK7MomJAerUAUJC3PJyLjFbP5Ek\n4OJFcaKVUcyWiRkwE0fMQ0mPTK5fB5YsEcererkwYll/eD1+Pf0rJnaYqF1xRWBEPylfqjwGNB2A\nOalzkF+Qr6qNnj3FPxMTNSzsf9RkwsEqkcayssT2S6NGASVKGF2N52nWDGjQwPipAERkvG++Eb+8\nDh7sWjvR26LRpnobdA7orEldZhcRGIHMi5lY+/taVdf7+wOdOpnnc5iDVSKNffG/b17Cw42tw1PZ\nbOLuamIikJdndDVEZKTYWLG/aqNG6tvYcWIHNh7diMigSNhsNu2KM7E21dugdbXWLi206tsX2LQJ\nOHdOw8JU4mDVwiZMcN8kck+hdyb5+cCMGWJT+8qVdX0pzZixn0iS2EnhR/XHXLvEjJkYjZk4Yh5K\nWmeSlSW2snN1YVX01mjUr1AffRr30aYwJxjVT26eaLX6t9XIvJipqo3evcV/01au1LY2NZnoPli9\ncuUKIiMjERwcDH9/f3h5eSEqKqrI11+9ehWjR49Go0aN4O/vj5CQEKSkpOhYsXXUrl3b6BJMR+9M\n1qwB0tM9Y2HVTWbsJ23aALVrG/cVlBkzMRozccQ8lLTO5OuvAVkG+vdX38bv537Hsv3LMD5oPEp4\nuX9elpH9ZEDTASjjUwafp36u6vpq1cSiNq0/h9Vkovtxq+np6WjVqhVatmyJhg0b4vPPP8eUKVPw\n9ttv3/favLw8BAUFISMjA//6179QtWpVxMTEYOvWrfj+++/Rrl07h+fzuFUyWrdu4m7A9u1GV+L5\nXntN7FV77JhrCyuIyDO1bw9UqiTmrao1+tvRWLpvKTLGZaC0T2ntivMQo78djcQDicgYlwGfEj5O\nX//xx8Df/w6cPQs88IB2dZnuuNWAgACcP38emzZtwvvvv+/UtcuWLcOOHTvw1VdfYcSIEbDb7Vi5\nciVq1KiBd999V6eKidT5/Xdg7VrPuqtqZpIEnDwJ/PST0ZUQkbv9/rs4RcmVKQBnrp7BvF3z8Orj\nrxbLgSogFlqdvHIS3xxSN+Lv00dsI/jttxoX5iS33q9w9ibuggULEBAQgM6dO996zNfXFwMGDMDa\ntWtx9uxZjSskUm/GDKBiRTFflVwXFAQ89JB5VqMSkfvExQHlygF2u/o2Pv3lU5SwlcDotqO1K8zD\ntHioBdrVbIdZKbNUXV+njpiWZfTnsKm/XDty5AiaN2+ueLxZs2aQZRnp6enuL8qDHDhwwOgSTEev\nTLKzxS4A4eFAaQ/7Bd6s/cTLS0zwX75czFtzJ7NmYiRm4oh5KGmViSyLwWrfvuo/T6/cuIKYX2Iw\nInAEKpauqEldapihn0QERmDd4XU4cv6IquslSazHyM7Wph41mZh6sHr8+HFUvsuSan9//1t/fzch\nISGw2+0Of9q3b4/EO3a3Xb9+Pex3+bVtzJgxmDt3rsNjqampsNvtyMrKcnh88uTJmDp1qsNjmZmZ\nsNvtih/Ip59+qlgFl52dDbvdrjgrNz4+HmFhYYraQkNDi/w+unXrZon3oeXPIzIyUpf3ER8v9gIc\nNcrz+lVkZKRhP4/7vY/u3bORkWHH3Lnu7Vd/+9vfNH0fnvLvR2HvIzIy0hLvA9Dm5/HSSy9Z4n1o\n+fO4/fPVlfeRnAwcPgxUr67+fcxNnYtLOZdwbuk5Q38ekZGRhv/70a9JPzxw/QF0Demq6n1Ikhio\nvvWWuvcRHx9/ayxWt25dPP744xg3bpyinULJbnT27FnZZrPJUVFRRXp+uXLl5PDwcMXjmzdvlm02\nm5yQkODweEpKigxATklJ0aReT5eRkWF0CaajRyYFBbLcqpUsd++uedNuYeZ+kpsry5UqyfLEie59\nXTNnYhRm4oh5KGmVyahRslyzpizn56u7/kbeDbn2x7XlwcsHa1KPK8zST15d86rsH+0v5+TlqLq+\nWTNZHjhQm1oyMjKcHq+Z+s5qjRo1FL8xALg1V7VGjRruLsmjcGsVJT0ySU4Gdu703IVVZu4n3t5A\nr15ivpQ7pwKYOROjMBNHzENJi0xu3BC7gAwapH4XkK/2foXMi5mIDIq8/5N1ZpZ+EhEYgbPZZ5Gw\nP0HV9ZIkdmXIyXG9FjWZmHqwWr9+fezevVvxeFpaGmw2GwICAtxfFNEdYmKA+vWBrl2NrsSaJEms\nDE5LM7oSItLbmjXixCS1uwDIsozordHo1qAbmlVtpm1xHuxR/0fxZJ0nVS+0kiTg0iXg++81LqyI\nTD1YHTp0KNLT07F58+Zbj+Xk5CA+Ph4hISG35q4SGeXMGWDJEjFXlXuB6uPpp4Hy5Y1fjUpE+ouN\nBVq1Apo0UXf9usPrkHYmDZEdjL+rajYRgRHYlL4JB7MOOn1tkybAww8b9znslv+8rlmzBkuXLsWq\nVasAAHv37sXSpUuxdOlSXLt2DQAQHh4OHx8f/PHHH7eu69OnD9q2bYt+/frh888/x4oVK9CzZ0+c\nOHECkyZNckfpHu3OieKkfSaffy4GqXeZc+4xzN5PSpYEevRw74ek2TMxAjNxxDyUXM3k/Hlg1Spg\n8GAXatg6FY/VeAyd6nRyqRatmKmfSI0lVParjNmps52+1mYTd1dXrAByc12rQ00mbhmsjh49Gv36\n9UN4eDhsNhuWLFmCfv36ITQ09Nb804KCAhQUFDjsxVqiRAls2rQJkiQhOjoa4eHh8PLywubNm/H4\n44+7o3SPlq3VPhMWomUmeXnAzJnAwIFif1VP5Qn9RJKAvXuBg87fEFDFEzJxN2biiHkouZrJ0qXi\nc3XAAHXX/3L8F/yQ/gMigyJhs9lcqkUrZuonvt6+eKnlS5i/az6u5V5z+npJElM0bvuyWxU1meh+\n3Ko78bhVcqfERLEPaEoKwO6mr2vXAH9/4M03xR8isp4nnxT7qq5bp+76F5a8gF2nduHAmAMo4VVC\n2+Is4rc/f8PDnz2Mhb0WYkgL5yYGyzJQrx7w3HPiEBxXmO64VSKriokB2rXjQNUdSpcGQkI4b5XI\nqtLTgS1b1C+s+v3c71i2bxnGtx/PgWohGlZqiGfqPaNqoZXNJo5fTUgA8vN1KK4QHKwSqXDwoFgV\n6anbVXkiSQJSU4GjR42uhIi0tmgRUKaM+LZKjQ+3fQj/Mv4Y2nKotoVZUERgBLb+sRV7zuxx+lpJ\nAk6fBrZt06GwQnCwamF326O2uNMqk+nTxdfSL7ygSXOG8pR+EhIC+PqK41f15imZuBMzccQ8lNRm\nIstiF4DevcWA1Vmnr5zG/F3z8bfH/4ZS3qVU1aAXM/aTno164qGyD6m6u9quHVC9umvfcqnJhINV\nCxs2bJjRJZiOFplcuQLMnw8MHy4GT57OU/pJuXJiL1t3TAXwlEzciZk4Yh5KajPZsUN8W6V2CsCn\nv3wKby9vjGozSl0DOjJjP/Ep4YNhrYZh4a8LcfXGVaeu9fISv1QsWwYUFKh7fTWZcLBqYVOmTDG6\nBBvMp6YAACAASURBVNPRIpNFi8SAdeRI1+sxA0/qJ5IE/PQTcPy4vq/jSZm4CzNxxDyU1GYSFwc8\n9JDYU9lZV25cQcz2GLwc+DIqlK6g6vX1ZNZ+MqL1CFzOuYzFexY7fa0kAceOAdu3q3ttNZlwsGph\n3BFBydVMZFksrOrRAzDJKXou86R+0qOHOII1Qd2JgUXmSZm4CzNxxDyU1GSSmwvEx4stAEuoWBc1\nJ2UOrty4gtfaveb8xW5g1n4S8GAAnmvwnKqpAB07imlwar/lUpMJB6tETkhKEsd+cmGVMSpUEHdf\nuCsAkTWsXw+cPatuCkBufi4+Sv4IA5sNRK3ytbQvzuJGthmJ7Se2I/VkqlPXeXsDvXqJz2F3bX7K\nwSqRE2JixJFzar6uIm1IEvDjj+I/cETk2eLigKZNgRYtnL928Z7FOHbpGCYETdC+sGIgpGEIaj5Q\nU9XdVUkCjhwBfv1Vh8LugoNVC5s7d67RJZiOK5mcPCl+kxw9WkwytwpP6ye9eol/Jibq9xqelok7\nMBNHzEPJ2UwuXRL/Hg8eLPbwdIYsy4jeFo3uDbujaZWmzl3sRmbuJ95e3hjeajgW7V6ESzmXnLq2\nSxfgwQfVfculJhML/SeX7pSaKm7tr10LvPce70QBf2Wixpw54pz6oRbbxs+VTIzg7y9OutFzKoCn\nZeIOzMQR81ByNpNly4CcHGDQIOdfa83va7DnzB5Edoh0/mI3Mns/Gd56OK7nXceXaV86dV3JkoDd\nru5zWE0mPG7V4s6eBRo1As6fB0qVAl56CXjtNfFVNhVdbi4QEAA8/zwwy/lvTEhjn30m+vGZM2Ie\nKxF5npvTqTZscP7azvM743redfwU/hNszt6WJQe9FvdC+oV07IzY6VSWK1cCPXsC+/YBjRs795o8\nbpUcTJwo/rl/PzBpklhF/cgjYp+0rVuNrc2TrFgBnDjBhVVm0bs3kJcHrFpldCVEpMaxY8CmTWIK\ngLN+PvYzNmdsRmSHSA5UNTCyzUj8evpX/Hz8Z6euCw4GypZ1z4JXDlYtLCkJmDcPeP99MUB96y1x\n/vKcOcCBA8ATTwBBQeJEIHef8+tpYmJEXs2bG10JAUCNGkD79twVgMhTLVokDlWRJOevjd4WjYcr\nPYyejXpqX1gxFFw/GAEPBji90KpUKaB7dw5WyQW5ucCoUcBjj4mTlm4qVQoIDwf27hV3pUqWFB8W\njRqJI0Szs42r2az27gV++IF3Vc1GkoB164DLl42uhIiccfN41V69gAcecO7aQ38eQsL+BIxvPx4l\nvFRszEoKXjYvvNz6ZSzesxjnr5136lpJAnbtEjsD6ImDVYv69FNgzx47pk+/+0bLXl5i/uUPPwC/\n/AK0aQO88orY6P7tt4HTp91eslvY7Xanr5k+HahaFejTR4eCTEBNJmYgSWJxxrffat+2p2aiJ2bi\niHkoFTWTX38VNwHUTAGY9tM0VClTBUNaqDyb1c08pZ8MazUMeQV5iN0d69R13bqJm2DO3F1VkwkH\nqxZ07BgweTJgt49FYOD9n9+2LbB4MfD77+LD46OPgDp1gJdfFuc1W8nYsWOdev6lS8DChSKLkiV1\nKspgzmZiFgEBQGCgPl9BeWomemImjpiHUlEziY0Vu3oEBzvX/qkrp7Bg1wL87fG/oZR3KRUVup+n\n9JOqZaui9yO9MXPHTDiz7r5sWeC555z7HFaTCQerFvT660CZMsCCBc59EtStC/znP0Bmphjsrlol\n5rr27Als2eK+kyr0FOzkp2NsLHDtGhARoVNBJuBsJmYiScDq1dpPX/HkTPTCTBwxD6WiZJKfD3z5\nJTBgAODj41z7n/z8CXxK+GBU21EqK3Q/T+onI9uMxP6s/UjKTHLqOkkCfv5Z3CgrCjWZcLBqMevW\nAUuWANOmiQ171ahYEfjHP8RirC++EHdcn3wSaNdOtF1cFmPJslhY1auXWNBD5iNJYqC6bp3RlRBR\nUWzYAJw65fwUgMs5lzF9+3REBEbgwVIq/+NGheoS0AUNKzbEzJSZTl33/PPiF4/ly3UqDBysWsr1\n68DYsUDnzsDAga635+sLhIUBaWliXmCZMkC/fkDDhmKfy6tXXX8NM/vhB7HlFxdWmdfDD4ujGrkr\nAJFniI0VC3rbtHHuujmpc5Cdm41x7cbpUxjBZrMhIjACS/ctRVZ2VpGve/BB4Jln9P0c5mDVQqKj\nxd3Q6dPF0XWJGp1H6eUFhIQAGzcCO3aIO6zjxgG1aom9W0+d0uRl3MKZTGJigEcfFYN/K9OqnxhF\nksSUlZwc7dr09Ez0wEwcMQ+l+2Vy5Yq4+zZkiHPHq97Iv4GPkz/GoOaDUPOBmi5W6V6e1k+GthRH\nNM7fNd+p6yRJTBcsyuJsNZlwsGoRhw+LI1XHj//rJIn4+HjNXycwUMw3OnxYnIb13/+KxVgjRoi7\nkGZX1EyOHRNnVo8e7fyZ1Z5Gj37iTpIkFsKpOQXnXjw9Ez0wE0fMQ+l+mSQmimk7zh6vGp8Wj2OX\njmF8+/EuVGcMT+snlf0q44VHX8CslFkokAuKfF3PnuLGVlHGoWoy4XGrFiDL4s7nvn3iT5ky7nvt\nCxfE8aP//S9w8qSYuzJ+vJjj6smDvLffBj7+GDh+3Pl9AMm9ZFl8rdixIzB3rtHVENG9dO0qFqz+\n+GPRrymQC9B8RnPUrVAXqwbwyDp3SMpMQsd5HfH9kO/xdL2ni3zd00+LrTLXr7//c3ncajGUkACs\nXQt88ol7B6qAmKsycaKYfjB/vvhn587iMIKvvhJHYnqaGzeA2bOBF1/kQNUT2Gzi7uqKFZ7Z34iK\ng5Mnge+/F1MAnLHmtzXYe3YvIoMi9SmMFDrU6oBH/R91eqGVJIkjdM+d074mDlY93JUrwN/+Ju5o\nGrn3cMmSwNChwO7dYuBcvjzQv79YjPXJJ6JOT7F8uZh3M3q00ZVQUUkS8OefwObNRldifTl5Gk4O\npmIjPh7w9gb69nXuuuht0Whfsz2eqP2EPoWRgs1mw8jAkUg8kIhTV4q+KKV3b7Fb0MqV2tfEwaqH\ne+cdICtLDAjN8LW7zSa+6vn+eyA1FejQQez7WqsW8Oab4rdrs4uJEXeHmzQxuhIqqsBAMXeauwLo\nK+NCBh7+7GF8f+R7o0shDxMbC/ToAVSoUPRrko8l48eMHxHZIRI2M/wHrhgZ0mIIfLx88MXOL4p8\nTbVqQFCQPp/DHKx6sL17xbzKSZPEhv53CgsLc39Rt2nVCoiLE2cGh4eL7a4CAoBhw0TtRrhfJrt3\nA0lJxWu7KqP7iRZsNnEcbkICUFD0NQH3ZIVMtBYWFoZa5Wvh4UoPY/DywTh9xaJnMhcR+4jSvTLZ\ns0ecH+/sFIDordF4uNLDsDfyjCNL78ZT+8mDpR5E/6b9MTtlNvILir65et++Ys7qpUv3fo6aTDhY\n9VCyLL6mrldPLGi6G7OcnFG7NvDhh8AffwD//rfoyE2bAt27i/kt7lzid79MYmKA6tXFysbiwiz9\nxFWSJLZR27bN9baskomWgoOD4WXzQmzvWMiQ8WLii06tFrYa9hGle2USFycOm+nWrehtHcw6iMQD\niZgQNAFeNs8dqnhyP4kIjEDGxQysP1yEFVP/06ePWPfxzTf3fo6qTGQLSUlJkQHIKSkpRpeiu4UL\nZRmQ5fXrja7EeTk5ov7mzcV7aN1alr/8UpZv3DC2rvPnZdnPT5ajooytg9TJz5flatVkedw4oyux\nvnW/r5MxBfLUpKlGl0Iml58vyzVryvKoUc5dN3zlcPmhDx+Sr+de16cwuq+CggK55cyWsj3e7tR1\nbdvKcp8+hT/H2fGa5/66UoydPy/upoaGAs8+a3Q1zitZUnwdtGuXuMtaubI4catBAzGt4fJlY+pa\nsED8RjhihDGvT67x8hIT/Jcvd+/d+uIouH4wJnaYiLc2voXkY8lGl0Mmtnmz2LfamSkAJy+fxMJf\nF2Lc4+Pg6+2rX3FUqJsLrb459A2OXTpW5OskCVizRttTLjlY9UCTJom96j76yOhKXGOzicH2unVi\n4NqpExAZKRZj/f3vYo9TdykoECd/SZKYJE6eSZKAzExx0hrp690u76JN9Tbov7Q/Lly/YHQ5ZFKx\nsUD9+uLkw6L65JdP4FvCFxFtIvQrjIpkYLOB8PPxw+epnxf5GkkSY5S1a7Wrg4NVD7NjBzBjhtgF\noHr1wp+blJTknqI00KIFsHAhcPQo8PLL4j3WrStOyUpL0+517pXJhg3AoUPFa2HVTZ7UT+7nySeB\nSpVcX41qpUy0cmcmPiV8EC/F48L1Cxi+cjjkYnY7m31E6c5MsrOBpUuBwYOLvlvNpZxLmLF9BiLa\nRODBUg/qUKV7eXo/KedbDoOaDcKc1DnIKyjaRtYNGgDNm9/7c1hNJhysepD8fGDUKKBZM2Ds2Ps/\nPzo6Wv+iNFazJhAdLRZjffABsHGj6PTPPScGlK7+9/BemcTEiNd5ohhu5eeJ/eRevL2BXr3Eh6Qr\nfcVKmWjlbpkEPBiAufa5WLZ/GWalzDKgKuOwjyjdmcmqVWJa1+DBRW9jdspsZOdmY9zj4zSuzhhW\n6CcRgRE4cfkEvj30bZGvkSSxyCrnLtsyq8rEqVmzJmf1BVbTp4sFSVu3Fu35V69e1bcgN7hxQ5YX\nLZLlli3Fe2/ZUpbj4tQvxrpbJhkZsuzlJcuzZrlYrIeyQj+53erVoq/s2qW+DatlooXCMhn1zSjZ\n911f+ddTv7qxImOxjyjdmUn37rLcrl3Rr8/Jy5GrT6suhyWGaVyZcazSTx6b85j8XNxzRX7+nj3i\nc3jVKuXfXb16lQusrOr0aeAf/xD7lQYFFe0aPz8/fYtyAx8fsfgqNVUcNPDQQ+K39Hr1gGnTCt/L\n7W7ulsnMmUC5csCgQRoV7WGs0E9u9/TT4gQ1V6YCWC0TLRSWybTgaXi40sPov7Q/rt7QcFWFibGP\nKN2eyZkzYs6iMwurvkz7Eicun8CEoAk6VGcMq/STiMAIrPt9HY6eP1qk5z/6KNCo0d0/h9Vkovtg\nNS8vD2+++eb/s3fn8TFd/R/AP5PEFktFxb7EUhSxhaKqPJZoLVMEKX5qCbW2aInqo+iCRltLeWoN\nEUtiD0ptpWpfktaeVglRSyWoJZYsc35/3EqNE8xMZubeufN5v17z6vPcucv3fuZOnNycew78/f3h\n4+OD5s2bY8uWLc/dLiIiAh4eHlm+rl275uiyNSc0FPD0VP407o4MBqUR8sMPysD9LVoojffSpYGR\nI5WnTW3x8CEwf77SNzZvXruWTCrJmVOZKYezWTlPnhx5sLzTcly4dQHvb35f7XJIA5YvV35uBwdb\ntr5JmPDVvq9grGzEy74vO7Y4slpwtWAUyFUA8+LmWbS+waB0BVi3DkhLy/7xHd5Y7dy5M6ZPn46Q\nkBAsW7YMRYsWRdu2bbF27VqLto+IiMCBAwfMXoUKFXJw1dqya5fy8FFYmDLMk7vz9wcWLlQexho4\nEJg3T3kY6513gKNHrdvXypVAUpIywQLpR1AQcOoUEB+vdiXu42XflzHzzZlY8MsCLDu+TO1ySGWL\nFwOtWysPPFpi4+8bcSrpFEJfDXVsYWSTvDnz4p2a72DBLwuQmpFq0TZBQcpQmz/9ZIcCLO6AYIMD\nBw4Ig8EgFi5caLa8adOmolq1as/cduHChcJgMFjV/1SPfVZTU4WoWlXp95ORYd22I0aMcExRGnP7\nthBTpwpRpozSR6ZlSyG2bBHCZJLXfTKTBg2U9d2ZHq+Te/eEyJtXiC++sG17PWaSXZZkYjKZRLfV\n3US+ifnEmetnnFCVeniNyB5lcvq08rN45UrLt31twWvi1fBXHVSZevR0nZz464TAeIgVJ1ZYtL7J\nJISfnxD9+5svHzFihLb6rC5atAje3t4IfuLvAD179sSpU6dwxILBEIWbDYfypGnTlLtDs2Ypg55b\no0yZMo4pSmPy5weGDQPOngWiooDr14FWrYBatZTf7lMf+yXw8Uzi4oADB9xzuKrH6fE6yZNHmc7X\n1q4AeswkuyzJxGAwYFabWSiatyiCVwXjYXoWjwLrBK8R2aNMpk4FihQB2ra1bLt9F/dhT+IeXd5V\n1dN1Uq1INbxW5jXMjp1t0fqPugKsXauMZvSITZlY2bC2SqtWrUTNmjWl5UeOHBEGg0GsWPH01vmj\nO6vFihUTXl5eomzZsqJr164iISHhqdvo7c5qYqIy/efQoWpX4lpMJiF27BCidWvlt/uSJYWYPFmI\nv/82X69PH+VubHq6OnWSYy1frnz+Z8+qXYn7OXLpiMjxWQ4xfPNwtUshJ7t0SYicOYWYNMnybdpH\ntxdVZlYRGSYr/3xITrf46GKB8RC/Jf9m0fr79ik/h3ftMl+uqTurly5dQuEsOln6+vpmvv80xYsX\nx5gxYxAeHo4NGzYgMDAQ27ZtQ82aNXH+/PlnHrd169YwGo1mr4YNGyImJsZsva1bt8JoNErbDx48\nGOHh4WbL4uLiYDQakZycbLZ83LhxCAsLM1uWmJgIo9GI+Cc6zM2YMQMjR5o/5Xjv3j0YjUZpkNyo\nqCg0btwbL7ygTADwSHBwsMudR+/evaXaHHkekyeH4T//ATZuBE6cABo1SsSoUUaUKBGPDz9UZji6\ncQOIjJyBsmVHwtNTm+ehl89DrfNo3RrInRuYNMm1z+MRV/o8AkoEYHLLyZj64VSM+W6My57HI67+\neTjzPKZMUf6y0batZecRnxyPmOMxyLUiF/bt3aeZ83jE1T8Pe5/H1ilbUShPIcyNnWvRedSvDxQs\nGIVevZS2WLly5VCrVi0MG2blOLrWtqqtUb16ddG8eXNp+YULF4TBYBBTp061an979uwRBoNBvP32\n21m+r6c7qxs3Kr+NREWpXYk+XL4sxOjRQhQsKISnpzJea86cQly7pnZl5EhvvWXdOI9kPyaTSbRd\n1la8GPaiuHjrotrlkBNcv670Ff/4Y8u3CVkXIop/XVw8SHvguMLIrj7c8qF4MexFcT/tvkXrDxki\nRKlS5s/daOrOasmSJZGUlCQtf7SsZMmSVu2vUaNGqFatmkV9XV3Z/fvAe+8pQzVZOuxHVp78Dcqd\nFS8OTJwI/PhjPKZMUcZnDQkB/rnJ79b0fJ0EBSn9kq0d2kzPmdjK2kwMBgMWvrUQub1yo/ua7sgw\nZTx/IxfCa0Q2blw8TCZg6FDL1r985zIWH1uMYQ2GIZdXLscWpxI9XifvBryL6/evY/Upyx4KCApS\nfgYfPqz8f1sycWhjtWLFijh79iwePHhgtvz4P5O9ly9f3qb9GiydZNhFffmlMt3o//5n+XzKWQkN\n1V9n9ewaPz4U77+vPIz13XdqV6MNer5O2rVTJpawcKS8THrOxFa2ZFLYuzCWBS3DnsQ9+Pznzx1Q\nlXp4jZi7exeYMycUffsqD1dZYvrB6cjtlRv9A/o7tjgV6fE6qfRiJTQr18ziB60aN1ZuDD164NWm\nTGy5BWypQ4cOCYPBICIiIjKXmUwm0bRpU+Hv72/1/n7++WdhMBhEt27dsnxfD90Afv9d+fP0f/+b\n/X1duHAh+zvRGWYi03smb7whRJMm1m2j90xskZ1MPv3pU+HxqYfYmbDTfgWpjNeIuW++EcLT84Kw\nNJa/7/8tCkwqIEK3hTq2MJXp9TpZfmK5wHiIE3+dsGj9fv2EKF9eeQD6woUL2uoGUK9ePbRv3x6D\nBw/GtGnTsGnTJvzf//0f9u7di88ee2ooJCQEOXLkwMWLFzOXtWzZEpMmTcL69euxYcMG9OnTB2+9\n9RZ8fHzwpU6ncRICGDIEKFEC+Pjj7O9PT0Nm2Aszkek9k6AgYPduZfpHS+k9E1tkJ5P/Nv4vGpdp\njO5ruiP5XvLzN3ABvEb+9fChMv11jx5lYGksc2Pn4kH6Awytb2GfARel1+ukfZX2KJK3CObEzrFo\n/aAg4Nw5ZeIeWzJx+AxWK1euxNChQxEeHo7u3bvj6tWr+P7779G+ffvMdUwmE0wmk9mYqv7+/li6\ndCl69OiB4OBgHDhwAMHBwTh+/DhKly7t6LJVsWoVsHUrMGMGoJPphIlU99Zbyn+feFiVnMjTwxNL\nOy5FakYqesX0cvvxs/UmMhK4cgUYNcqy9R+mP8S0g9PQo0YPlMhfwrHFkUPk9MyJPrX7IPJoJO6l\n3Xvu+v/5D1CwoO1jXxuEjn5qxMXFISAgALGxsahTp47a5Vjlzh3g5ZeBunX5jyqRvTVrpvRd3bJF\n7Urc28bfN6JtVFtMCZyC4Q2Hq10O2UF6OlClijIJy6pVlm2z4JcFCFkfgtODT6NK4SqOLZAc5tzN\nc6j4bUWEG8PRu7Y8NNeTevUCDh4ETp+2vr3m8DurZJlPP1XG/pw+3X77fHKcNWImWXGHTIKCgB07\nlHmqLeEOmVjLHpm0qdQGHzT8AKO2j8KRy649qguvEcWqVcoDq6NHW5aJSZjw1b6v8Fblt9yioarn\n66S8T3m0qtjKqq4A8fHABx9Ynwkbqxpw/LgyreonnwBly9pvv/fuPf/WvLthJjJ3yKRDB+UO0Pr1\nlq3vDplYy16ZTGo+CTWL1cTbq97G7Ye37bJPNfAaUZ6zmDQJCAwEAgIsy+T7379HfHI8Qhvp7yn5\nrOj9Oukf0B8HLx3EL1d+ee66LVsC+fIBv/xifSbsBqAykwl4/XVlPvujR4GcOdWuiEifGjUCXnzR\n8gYrOc7ZG2dRe05ttKnUBss6LtP9cIR6tXEj0LYt8NNPQJMmlm3z2oLXYDAYsLv3bofWRs6RbkpH\n2Wll0a5SO8xu+/yhrLp2VboBLFjAbgAuJTIS2LtXGVOVDVUixwkKUh5gvHNH7UqoQqEKmNtuLqJP\nRGPhrwvVLodsIIQy0UrDhsoNF0vsTdyLvRf3IvRV97ir6g68PLzQt05fLD2+FHcePv+Ha1CQcmPO\n2ola2FhV0Y0bwMiRQLduygMgROQ4HTsqQ+xs3Kh2JQQAb1d/G33r9MWQTUNwKumU2uWQlXbvBvbt\nU4ZZtPTG+OR9k/Fy4ZfRplIbxxZHTtW3dl/cS7uHZceXPXfdN98E8uQBfvzRumOwsaqijz8GUlOB\nr792zP6Tk/UxnqE9MROZu2Ti56f0q7PkiWV3ycQajshk+hvT4VfQD8GrgnE/7b7d9+9I7n6NTJwI\n+PsDbR5rdz4rk9NJp7H+t/UY+epIeBjcp+nhDtdJ6RdKo81LbTAnds5zh6XLmxf4z3+S2Vh1FQcP\nAnPnAl98ocxb7wh9+vRxzI5dGDORuVMmQUHADz8Az3vmwZ0ysZQjMvHO4Y0VnVfgjxt/YPgW1xrK\nyp2vkbg4ZRi40aPN76o+K5Ov93+NEvlLoHuN7k6oUDvc5ToZUHcAfrn6Cw5fPvzcda9c6YOTJ63b\nPxurKsjIAAYOVMalGzjQcccZP36843buopiJzJ0yCQpSGqqbNz97PXfKxFKOyqR6keqY/sZ0zImd\ng5UnVzrkGI7gztfIpElA+fJA587my5+WyaXbl7D46GIMbzAcOT3d6+EMd7lOWlVohbIvlLVoGKtp\n08bDy8u6/bOxqoJZs4Bff1X+a+0HZg1XGRHBmZiJzJ0yqVQJqF79+bOouFMmlnJkJv3q9EPnqp3R\nb0M/JNxMcNhx7Mldr5HfflO+P6NGyf9+PS2T6QenwzuHN94NeNcJFWqLu1wnnh6e6FenH6KOR+Hv\nB38/c93XX6+D+vWt2z8bq0529Srw3/8C/frB6g+LiLIvKAj4/nvlYSvSBoPBgLnt5sInjw+6ru6K\ntIw0tUuipwgLA4oVA3r2tGz9Ww9uYfaR2RhYbyAK5Crg2OJIVX1q90GaKQ2Ljy5+7rrNm1u3bzZW\nnWzECGWIqokT1a6EyD116gTcvg1s3652JfS4grkLIjooGrFXYjFm5xi1y6EsJCYCixcDH34I5Mpl\n2Tazj8zGw4yHeP+V9x1bHKmueP7ieKvyWxY9aGXpuLyPsLHqRDt3AkuXApMnK4OTO1p4eLjjD+Ji\nmInM3TKpVk3pDvCsrgDuloklnJFJ/VL1MbHZREzeOxlb/tji8ONlhzteI998A+TPD7z7lL/mP5nJ\nw/SHmHZwGt6p+Q6K53fQk8Qa527XyYC6A3Ay6ST2Xtz71HXCw8NRsKB1+2Vj1UlSU4FBg5RZdCz9\n80l2xcXFOedALoSZyNwtE4NB6Qqwbh2Q9pS/NrtbJpZwViYfvvohWlVohR5re+DKnStOOaYt3O0a\nSUoC5s0D3n9fabBm5clMlhxbgr/u/oURDUc4oUJtcrfrpFm5ZqjgU+GZD1rZkgmnW3WSL78ExoxR\nhvyoUUPtaojcW2wsULcusG0b0KKF2tXQk66lXEPN2TVR1bcqtv7fVnh6eKpdktsbMwaYNg24cMGy\nvwyahAlV/1cVVX2rYk3wGscXSJrx1d6v8MnOT/DnB3+isHfhLNextr3GO6tOcOEC8NlnwNChbKgS\naUGdOsokAc8bFYDUUSRvESzpsAQ7E3YibG+Y2uW4vdu3gZkzgf79Le/Ctv639fjt+m8IbcSpVd1N\nr1q9ICCw6NdFdtsnG6tOMHQo4OMDuMlwa0SaZzAo06+uXauMe0za07x8c/z39f9i7M6x2Jv49P5v\n5HizZinjE3/wgWXrCyEQtjcMjcs0RoNSDRxbHGmOb15fBL0cZNGDVpZiY9XBNmxQ+sZNm/b0fj5E\n5HxBQcBffynzm5M2jWsyDg1KNUDX1V1x4/4NtctxS/fvA1OnAr16ASVLWrbNnNg5OPDnAd5VdWMD\n6g7AmRtnsPP8Trvsj41VB7p3T+mMHhioDJfjbEaj0fkH1ThmInPXTBo0AEqUyLorgLtm8ixqZOLl\n4YVlQctwN/UuQtaH2O0ujT24yzWycKHycFWoBe3Otu3aov/3/TFw40AMqDsArV9q7fgCNc5drpMn\nNS7TGC8XfjnLB61syYSNVQeaOBG4fFnp6/P4/MnOMmTIEOcfVOOYicxdM/HwADp0ANasAZ5sjllw\nygAAIABJREFUA7lrJs+iViZlXiiDhW8tREx8DP53+H+q1JAVd7hG0tKAr74CunQBKlZ89rqXbl/C\n2ZfOIuLXCMxvNx+z2syCh4FNDHe4TrJiMBjQP6A/1pxeg7/u/mX2ni2Z8EpykN9+U8ZT/egj4KWX\n1KkhMDBQnQNrGDORuXMmQUHAxYvA4cPmy905k6dRM5O3qryF9155Dx9u/RC/Xv1VtToe5w7XSHQ0\ncP48MHr0s9fbfWE3AuYG4G7pu9jdezdC6oQ4pT5X4A7XydO8U/MdeHl4YeGvC82W25IJG6sOIAQw\nZAhQurTSWCUibWrcGChcmKMCuILJLSejqm9VBK8Kxt3Uu2qXo3smkzLkYps2Tx/FRgiBGQdnoFlk\nM1QpXAWx78bilZKvOLdQ0iyfPD4IrhaMObFzYBKmbO2LjVUHWLFCmcpx5kwgTx61qyGip/HyAtq3\nVxqrGuoOSVnI7ZUbyzstx6XblzB402C1y9G99euBU6eAjz/O+v37affRM6Yn3t/8Poa8MgTbemxD\nkbxFnFskad6AugNw/u/z2Hp2a7b2w8aqnd2+DQwfrgyL8+ab6tYSExOjbgEaxExk7p5JUBBw9ixw\n7Ni/y9w9k6xoIZNKL1bCrDazEHk0EpFHI1WtRQt5OIoQwKRJwOuvA6++Kr9//u/zaLSgEVadWoUl\nHZZgaqupyOGZQ9eZ2MrdM6lfsj5qFK1h9qCVLZmwsWpn48YBt24pQ1WpLSoqSu0SNIeZyNw9k2bN\ngBdeMO8K4O6ZZEUrmfSo2QM9a/bEoI2D8Fvyb6rVoZU8HGHHDuDQoazvqm4/tx1159bFzQc3sS9k\nH7rX6J75np4zsZW7Z2IwGDAgYAA2/LYBl25fAmBbJpxu1Y5+/RUICFB+I7VkmA8i0oZ33gGOHFH+\n7Enadzf1LgLmBsA7hzf2h+xHbq/capekKy1aADduKNMSPxrJRgiBr/d9jY9+/AgtyrfAso7L8KK3\nhdNZkVu7/fA2SnxTAqGNQjG2yVgAnG5VNSYTMGgQUKUKMGyY2tUQkTWCgoDTp5UXaV++nPmwvNNy\nnE46jdBtvDNgT4cOAT/+qNxVfdRQvZt6F2+vfhuh20MR2igUm7ptYkOVLFYgVwF08++GeXHzkG5K\nt2kfbKzaycKFwP79wHffATlzql0NEVkjMBDIm5ejAriSWsVq4ZvAbzDj0AzExLt3v0B7mjQJqFRJ\nGYMYAP648QcahjfExt83YlXnVZjUfBI8PTzVLZJcTv+A/vjz9p/44cwPNm3PxqodJCcrf/bv0QNo\n0kTtaojIWnnyKEP0sLHqWgbVG4T2Vdqjz7o+SLyVqHY5Lu/kSSAmRhly0dMT2Pj7RtSdWxcP0x/i\nUL9DCKoapHaJ5KICSgSgbom6mB0726bt2Vi1g9GjgYwMZaYPLendu7faJWgOM5ExE0VQkNLv/Nw5\nZpIVLWZiMBgQbgxH/lz50W11N5v/xGgLLeaRXWFhQKlSQNduJny26zO0i2qH18u+jsP9DqOqb9Xn\nbq/HTLKLmfxrQMAA/HDmB3Tu3tnqbdlYzab9+4H585WpVYsWVbsac+48c8bTMBMZM1G0bg3kzq3c\nXWUmMq1mUihPISzruAwH/jyA8T+Nd9pxtZqHrRISgGXLgCEjbiF4bQeM+2kcxjcdj5i3Y/BC7hcs\n2ofeMrEHZvKvt6u/jfy58iO9nPW/VHI0gGxITwfq1lUGFj94UPmzCRG5rvbtgatXgQMH1K6ErDVx\n90SM2TEG23psQ/PyzdUux+UMGgREbT8F3yEdcO3eX1jScQnaVmqrdlmkM0M2DcHq06ux7vV1qP9K\nfY4G4Az/+58ykPisWWyoEulBp07KL55//ql2JWStUY1GoVm5Zvi/tf+HaynX1C7HpVy9Cszbswb3\nutdHTq8cONzvMBuq5BD9A/rj6t2r2HVhl1XbsbFqo8uXgU8+AQYMAOrVU7saIrKHtm2BHDmANWvU\nroSs5enhiSUdl8AkTHhn7TvZnovcXWSYMtBh5sdIDwrCmxXfwIG+B/DSiy+pXRbplH9Rf7xa+lWs\nOr3Kqu3YWLXRhx8q/dsmTFC7kqfbs2eP2iVoDjORMZN/FSyoDIi+YAEzeZIrXCfF8hVDZPtIbDm7\nBd/s+8ahx3KFPJ7nxv0bCFzUBgc8w9A0LQxru61Avpz5bN6fHjKxN2Yia+bRDIcuHbJqG4c3VtPT\n0/Hxxx/D398fPj4+aN68ObZs2WLRtikpKRg0aBAqV64MX19ftG7dGrGxsQ6u+Pm2bweio4GvvwZ8\nfNSu5ukmT56sdgmaw0xkzMRcUBBw9Ohk/PWX2pVoi6tcJ60qtsKoRqPw8Y6PcfDPgw47jqvk8TRH\nrx5F3bl1sT/xMHIs34yoIaEwPJoFwEaunokjMBNZ3Oo45M+Z37qNhIO1b99eeHt7i6lTp4pNmzaJ\nrl27Ci8vL7FmzZpnbpeWlibq1asnihQpIubOnSvWrVsnAgMDRd68ecX+/fuz3CY2NlYAELGxsY44\nFSGEEA8eCFGpkhCNGwthMjnsMHaRkpKidgmaw0xkzMRcUpIQHh4pYvZstSvRFle6TlLTU0X9efWF\n3zQ/cfP+TYccw5XyeNLSY0tFni/yiBrf1RI+5RLEoEH22a8rZ+IozESWkpIius3sZlV7zaGN1QMH\nDgiDwSAWLlxotrxp06aiWrVqz9w2OjpaGAwGsXPnzsxlDx48EJUqVRKtW7fOchtnNFa/+EIILy8h\njh932CGISGXNmgnRsqXaVVB2JNxMEC9MekF0XtFZmLR+Z8FJUtNTxbDNwwTGQ/zfmv8Tk6emCE9P\nIRIS1K6M3M3qH1db1V5zaDeARYsWwdvbG8HBwWbLe/bsiVOnTuHIkSPP3NbPzw9NmzbNXJYrVy50\n7doVmzdvRlJSkqPKfqqEBOCLL4Dhw4Hq1Z1+eCJykqAgYOdO4MYNtSshW/kV9MN843ysPLUSc2Pn\nql2O6q6lXEPLxS0x89BMfPvGt5jfOhLffuONbt0APz+1qyN341fQz6r1HdpYPXfuHCpWrIg8efKY\nLff39wcAJCQkPHPbGjVqSMv9/f0hhMD58+ftWuvzCAG89x5QuDAwdqxTD01ETtahgzIr3fr1aldC\n2dGpaicMqDsAw7YMw/G/jqtdjmoOXzqMgLkBOJ18Gj++8yPeq/8eli414M8/gVGj1K6O6Pkc2li9\ndOkSChcuLC339fXNfN8R27Zu3RpGo9Hs1bBhQ8TExJitt3XrVhiNRmn7wYMHIzw83GzZ1Klx2LjR\niM8/T0a+xx6WHDduHMLCwszWTUxMhNFoRHx8vNnyGTNmYOTIkWbL7t27B6PRKD0xGBUVleU0bcHB\nwRafR+3ataXziIuLg9FoRHJystlyLZ9HVp+HrefxeN2ufB6Py+55jBw5UhfnAdjv8/jii8F49VVl\nNitXPg97fh4jR450yfN46cxLyPdTPgSvCkZKagoA+3wenTt3donvx4JfFqDxwsYomb8k6u+rjxu/\n3EBGhjK1avv2wKVL9vs8Hq/P3b4fTzuPkSNH6uI8ANs/j6ioqMy2WLly5VCkSBEMGzZM2s8zObJP\nQvXq1UXz5s2l5RcuXBAGg0FMnTr1qdvmz59fhISESMt37dolDAaDWLt2rfSeo/qs3r0rRJkyQrz5\npvYfqnrct99+q3YJmsNMZMxE9u2334opU4TImVOIW7fUrkYbXPk6OXXtlPCe4C1C1sn/pthK63k8\nTH8oBnw/QGA8RL/1/cSDtAeZ761YIQQgxMGD9j2m1jNRAzORffvtt1a31xw63eobb7yBK1eu4OjR\no2bLY2NjUa9ePSxfvhydO3fOctuXX34ZlStXllrrq1evRufOnXHw4EHUe2I0fkdNt/rxx8CUKcDJ\nk0CFCnbbLRFp2IULSl++hg2BgACgUiWgcmXlv2XKAB4cpdqlLPhlAULWh2BZx2Xo6t9V7XIc6vKd\ny+i0ohNir8Ri5psz0S+gX+Z7QijXc6FCyjCMRGqwtr3m5chiKlasiD179uDBgwfInTt35vLjx5W+\nQ+XLl3/qthUqVMCxY8ek5cePH4fBYICfk3qEnz6tjKc6ZgwbqkTupGxZYN48YNMmYMcOYO5cIDVV\neS93bqBixX8br5Ur//u/CxVSt27KWu9avbH93Hb0/74/Xin5CioU0ucP9D2Je9B5ZWd4Gjyxq9cu\nNCjVwOz9LVuAX35hQ5Vci0PvrB4+fBj169fHwoUL0bNnTwCAEALNmjXD9evXs2yMPrJy5UoEBwdj\n586daNKkCQDg4cOHqFGjBipVqoQNGzZI29j7zqoQQPPmwMWLwPHjyj9QROSeMjKUu62//w789pv5\nfy9e/He9woXN78I++m/FikCuXOrVT8Dth7dRZ04d+OTxwd4+e5HTM6faJdmNEAKzjszC0M1D0bBU\nQ6zsvBJF8xWV1mvSBHjwADhwAMjmHABENtPUndV69eqhffv2GDx4MG7evIlKlSph6dKl2Lt3L1as\nWJG5XkhICCIjI3Hu3DmULl0aANCxY0fUq1cPXbp0wYQJE+Dr64tZs2bh8uXLiIyMdGTZmaKilOFr\ntmxxzYZqfHw8qlSponYZmsJMZMxEllUmnp5A+fLK6403zNdPSQH++ENpvD5qwJ44oTygdfu2so6H\nh3K39slGbOXKQMmS2u9WoIfrpECuAojuFI1Xw1/F6B9H45tA26dk1VIe99PuY9CmQYj4NQLv138f\nX7f8Gjk8c0jr7d0L/PwzsHatYxqqWspEK5iJ7MmHvCzisB60/0hPTxcff/yxqF69uihYsKBo1qyZ\n2LJli9k6vXr1Eh4eHuLChQtmy1NSUsTAgQPFSy+9JF588UXx5ptvPrMzrj0fsPr7byGKFhWiU6ds\n70o17dq1U7sEzWEmMmYis1cmJpMQV68K8fPPQsybJ8TIkUIYjUJUqSJEjhzKQy6AEN7eQtSsKUTn\nzkKMGSNEZKTy8MtNx0y+ZBM9XSdT908VGA/x/W/f27wPreRx/uZ5ETAnQOT+IreI/DXymeu2aSNE\n1apCZGQ4phatZKIlzETWrl07bT1g5Wz27Abw/vvAggVAfDxQqpSdCnSyxMRElClTRu0yNIWZyJiJ\nzBmZpKcD58/LXQp++w24fPnf9YoUke/EVq6s3OHN6cS/YuvpOhFCwBhtxP6L+3F0wFGULFDS6n1o\nIY8dCTsQvCoYeXPkxZrgNahT/On/7h09CtSqBURGAj16OKYeLWSiNcxElpiYiOTkZKvaa2ysZrkf\noF49YPJk4MMP7VggEZEF7twBzpzJuiF7966yjqcnUK5c1v1jS5Rgf8TnSb6XjFqza6FioYr48Z0f\n4enhqXZJFhNCYMr+KQjdHopm5ZohKigKhb3lcckf17Wr0k/199+BHHIPASKn0lSfVVdkMgEDBwJV\nqyp3V4mInC1/fqBOHeX1OCGAq1flRuz33wPnzikPgQFA3rxZN2IrVQIKFHD++WhRYe/CWNpxKZpF\nNsOE3RMwtolrTE2YkpqCvhv6IvpENEIbhWJCswnw8nj2P+V//AGsWAHMnMmGKrkmNlafMH8+cOgQ\nsHs3v9REpC0GA1C8uPJq2tT8vbQ0pcH65J3YnTuBv/76d71ixbJ+yKtcOff7mdfErwnGvj4Wn+76\nFE3KNkETvyZql/RMZ2+cRYflHXDu5jms6LQCnatlPU75kyZPBnx9gSwmHyJyCRp//tS5kpKAjz4C\nevUCXntN7Wqy78np1oiZZIWZyFwxkxw5lEZnu3bAiBHKuLC7dil3Yv/+W/klfMkSoF8/pcF6+DAw\ndixgNCrbeXtnvf2VK8odXVfMxBJjXh+DxmUao/ua7ki+l/z8Df7h7Dx+OPMD6s6ri/vp93Gg7wGL\nG6qXLgEREcAHHzh+VBu9XiPZwUxktmTCO6uPGTVK+e/kyerWYS/37t1TuwTNYSYyZiLTWyYvvKD0\nw39i0j8IoTRmnrwbGxMDJCQo3aIApVtCvnz3cOwYUK0aMGgQULCg88/DETw9PLG041LUnF0Tvdf1\nxvq318NgQYdfZ10jJmHCxN0TMXbnWLR+qTWWdFyCgrktD3/KFKVbyIABDizyH3r73tgDM5HZkgkf\nsPrHnj1A48bA7NlA//4OKpCIyEU8fKh0K3iyf2xcHNCgAbB5s766DWz8fSPaRrXF1FZTMazBMLXL\nAaBMYtAzpidi4mMwrsk4jG0yFh4Gy/8gev26Mrbv8OHA5587sFAiK/EBKxukpSkPVb3yCtC3r9rV\nEBGpL1cu4OWXldfjfvoJaNkSGDoU+O47VUpziDaV2uCDhh8gdFsoGpdpjIASAarWE58cjw7LO+Dy\nnctY9/Y6GCsbrd7HjBnK3XE+LEyujn1WoXyhT51SfvB6us7oJURETte0qfKzctYsfTVWAWBS80mo\nUbQGglcF4/bD26rVERMfg1fmvQIDDDjU95BNDdU7d4BvvwXefVd5uIrIlbl9Y/XPP4Fx45Q+WAHq\n/iJtd8nJlj8s4C6YiYyZyJiJ7PFM+vVT7qy+/z6wfbuKRdlZTs+cWN5pOa6lXMOA7wfgWb3kHHGN\nZJgyMGbHGHRY3gGBFQJxsO9BVC5c2aZ9zZ2rjMnrzLHC+b2RMROZLZm4fWP1gw+Uzud67M/Tp08f\ntUvQHGYiYyYyZiJ7MpOvvwZatAA6d1b6supFhUIVMLfdXESdiELErxFPXc/e18jN+zfRNqotJu6e\niEnNJ2Fl55XInyu/Tft6+BD45htlpqrSpe1a5jPxeyNjJjKbMnHMzK/qsHau2c2blXm5lyxxcGEq\nsTQHd8JMZMxExkxkWWVy86YQlSsLUamSEDduqFCUA4WsCxHeE7zFqWunsnzfntfI0atHRfnp5YXP\nlz5iyx9bsr2/OXOEMBiEiI+3Q3FW4PdGxkxksbGxVrfX3HY0gAcPAH9/oFQpYMcOTk1IRGSLM2eA\n+vWVYbE2bgS8dPLYbkpqCurNqwcvDy8c7HsQeXLkcchxok9EI2R9CF4q9BLWBq9FOZ9y2dpferoy\nXm5AgDJrFZEWWTsagNt2A5g8GTh/XnlAgA1VIiLbvPQSsGoV8OOPSrcqvcibMy+Wd1qOMzfO4MOt\n9u/4mW5Kx4itI9B1dVd0qNIB+0L2ZbuhCgArVypDjo0ebYciiTTCLRurZ88CEycqs7Q8OSwLERFZ\np1kzZVSVGTOAOXPUrsZ+/Iv6Y1qraZh1ZBZWn1ptt/0mpSQhcHEgph2YhqmtpmJxh8XwzuGd7f2a\nTMq/bW+8AdSubYdCiTTC7RqrQgDvvQcULQqMGaN2NY4VHh6udgmaw0xkzETGTGTPy2TgQGDwYGDI\nEGDnTicV5QTvBryLTlU7IWR9CM7/fT5zua3XSOzlWATMDcCJayew/Z3tGNZgmEUzZlli40bgxAn1\n7qryeyNjJjJbMnG7xmpMDPDDD8r4c3nzql2NY8XFxaldguYwExkzkTETmSWZTJ0KNGkCdOoE/PGH\nE4pyAoPBgHnt5sEnjw+6ru6KtIw0ALZdIxG/RqDRgkYonr844vrHoalfU7vVKYRyV7VRI2U2RjXw\neyNjJjJbMnGrB6zu3gWqVgVq1gTWr2dfVSIie7t5U3ngyssL2L8feOEFtSuyj4N/HsRrC1/Dhw0/\nxJctvrRq29SMVAzfMhzfHf4OIbVDMLP1TOT2ym3X+n76CfjPf4DvvwfatLHrronsjg9YPcPnnwNJ\nScpdVTZUiYjsz8cH2LABuHwZ6NoVyMhQuyL7qF+qPiY2m4iwvWHYenarxdtduXMFzRY1w7zYeZjd\nZjbmtZtn94YqAEyaBNSoAbRubfddE6nObRqrJ08CU6Yo/VTLZf+BSyIieorKlZVhk7ZuBUaOVLsa\n+/nw1Q/RqkIr9FjbA1fvXn3u+vsu7kPA3AAk/J2AXb12oX/d/nbrn/q42Fgl69GjeSOG9MktGqtC\nKNOpli+vjABARESOFRio9GGdOhXQyzMmHgYPRHaIhIfBAz3W9oBJmLJcTwiBWYdnoWlEU1QoVAGx\n78aiYemGDqtr0iSgYkVlNjEiPXKLxuqSJcDPPwP/+x+QK5fa1TiP0WhUuwTNYSYyZiJjJjJbMhky\nBOjfXxkp4OefHVCUCorkLYIlHZZg+4TtCNsTJr3/IP0B+m7oi0GbBqF/3f748Z0fUSxfMYfVEx8P\nrFkDhIYCnp4OO4xF+L2RMROZLZnovrF686ZyNzU4WJnH2p0MGTJE7RI0h5nImImMmchsycRgUMZe\nbdQICAoCEhIcUJgKmpdvjq59uuKTnZ9gb+LezOUXb13E6wtfx7LjyxDxVgRmvDkDOT1zOrSWsDCg\neHHgnXccehiL8HsjYyYym36W6H00gMGDgcWLld8+S5RQuUAiIjd0/boyQkDu3MC+fUCBAmpXlH3p\npnQ0jWiKi7cv4pf+v+DYX8fQZWUX5MmRB2u6rEFAiQCH15CYCFSooDRY9TR7GOkfRwN4zJEjwKxZ\nwGefsaFKRKSWF19URgi4eBHo3l0fIwR4eXhhWdAy3Hl4B00jmqJFZAv4F/XHkX5HnNJQBYCvv1Ya\n/u++65TDEalGt43VjAyln5S/v9JvioiI1PPyy0B0NLBpk37mrS/zQhksfGshTiadxPCGw7Hl/7bA\nN6+vU4597Rowbx7w/vtAvnxOOSSRanTbWJ079987q15ealejjpiYGLVL0BxmImMmMmYis0cmb76p\n3A386itg0SI7FKWiR3m8VeUt3ProFr5q+RW8PJz3j8306coDVe+957RDPhe/NzJmIrMlE102Vq9f\nV35zDwkBXn1V7WrUExUVpXYJmsNMZMxExkxk9spk2DDlZ/O77yr9V13V43nky+ncW5u3bgEzZwID\nBgCFCjn10M/E742MmchsyUSXD1i1aROL/fvr4LffgMKF1a6KiIgel5qqjM4SHw8cPgyULat2Ra7l\nyy+BceOU0RX4PAa5Ij5gBWDjRuXpSDZUiYi0J2dOYPVqIG9ewGgE7t5VuyLXcf++MtFCr15sqJL7\n0GVjtXZtoE8ftasgIqKn8fVVRgg4dw7o0QMwZT0ZFD1hwQIgOVmZBIDIXeiysTp7NuChyzMjItKP\n6tWBqChg3TpgzBi1q9G+tDRg8mRlkpsKFdSuhsh5dNmkc9en/5/Uu3dvtUvQHGYiYyYyZiJzVCZt\n2yrdtiZNApYudcghHEKNayQqSpkI4KOPnH5oi/B7I2MmMlsyYbNOxwIDA9UuQXOYiYyZyJiJzJGZ\njBgBnDypjBJQsaIy25XWOfsaMZmUB6vatQNq1HDqoS3G742MmchsycThowGkp6dj7Nix2LBhA/78\n80/UqVMHoaGhaNWq1XO3jYiIQJ+ndD69evUqihQpYrbM2qfLiIhIGx4+BJo1A86eVUYIKF1a7Yq0\nZe1aoGNHZbivhg3VroYoe6xtrzn8zmrnzp2xdetWTJgwAZUrV8bixYvRtm1brFixAh06dLBoHxER\nEahSpYrZskJaGlyOiIiyJVcupUFWrx7w1lvA7t3KaAEECAFMnAg0bcqGKrknhzZWDx48iHXr1mHB\nggXo1asXAODNN9/ElStX8Mknn1jcWK1evTrvlBIR6VyRIsD69UCjRkDPnsCKFXxYFgB+/FGZkXHL\nFrUrIVKHQ38MLFq0CN7e3ggODjZb3rNnT5w6dQpHjhyxaD86mrfAqfbs2aN2CZrDTGTMRMZMZM7K\npGZNYMkSZRzW8eOdckibOPMamTgRCAgAWrZ02iFtwu+NjJnIbMnEoY3Vc+fOoWLFisiTJ4/Zcn9/\nfwBAQkKCRftp27YtcuTIAT8/P3Tr1g3nz5+3d6m6NHnyZLVL0BxmImMmMmYic2Ym7dsrDbTPPweW\nL3faYa3irDwOHAB27lSmEDcYnHJIm/F7I2MmMlsycWhj9dKlSyicxTRSvr6+me8/S/HixTFmzBiE\nh4djw4YNCAwMxLZt21CzZs1nNlhbt24No9Fo9mrYsCFiYmLM1tu6dSuMRqO0/eDBgxEeHm62LC4u\nDkajEcnJyWbLx40bh7CwMLNliYmJMBqNiI+PN1s+Y8YMjBw50mzZvXv3YDQapd80oqKishzeITg4\n2OLzKF68uC7Ow56fR3R0tC7O43HZPY/o6GhdnAdgv89j5syZujgPe34e0dHRTj2Pjz4C3nwzDt26\nGbFtm/auq379+jnl85g0CahSBbh0SfvX1eM/X93t+/G084iOjtbFeQC2fx5RUVGZbbFy5crh/Pnz\nGDZsmLSfZ7F4NICffvoJzZo1s2inv/76K2rUqAF/f38ULVoU27dvN3s/MTERfn5+mDJlitUF7927\nF40bN0ZwcDCioqLM3uNoAERE+vHggfJQUWKiMkJAyZJqV+RcJ04A/v7AwoXK9KpEeuGw0QCqVKmC\n+fPnW7RumTJlAAAlS5bElStXpPeTkpIy37dWo0aNUK1aNYv7uxIRkWvKnRuIiVFGCGjfHti1C/D2\nVrsq5/nyS6BMGaB7d7UrIVKXxY3VYsWKPXXM06epWLEi9uzZgwcPHiB37tyZy48fPw4AKF++vFX7\ne5xB6513iIgo24oVU0YIeO01oE8fZRYnd/jxf+4cEB0NTJ0K5MihdjVE6nJon9WePXvi3r17WP5Y\nD3khBBYtWoTq1asjICDA6n3u3r0bJ0+eRL169exZqi492Q+FmElWmImMmcjUzKR2bSAyUnnY6vPP\nVSvDjKPz+OoroFAhZVYvV8HvjYyZyGzJxKHjrNarVw/t27fH4MGDcfPmTVSqVAlLly7F3r17sWLF\nCrN1Q0JCEBkZiXPnzqH0P1OXtGzZEs2aNUO1atVgMBiwdu1axMTEwMfHB19++aUjS9eFR90x6F/M\nRMZMZMxEpnYmQUHAZ58BY8cCVasCnTqpWo5D87hyRemnOnasa3V7UPsa0SJmIrMlE4dPt5qRkYGx\nY8di/fr1mdOtjho1Spobtnfv3oiMjERCQkLmiXzwwQfYunUrLl68iLS0NPj5+aFJkyZyaPiUAAAg\nAElEQVT45JNPUKJECelYfMCKiEi/hAC6dQPWrQP27AH0+mM+NBSYMwe4cAEoWFDtaojsz9r2msMb\nq87ExioRkb7dvw+8/rpy9/HwYaB4cbUrsq+bN5WHqoYMUYatItIja9trnMiOiIhcRp48yp1VIZQR\nAu7fV7si+5o5E0hPB6wc1ZFI19hY1bEnB/8lZpIVZiJjJjItZVKihNJgPXYM6NtXabg6myPySEkB\npk9XHqoqWtTuu3c4LV0jWsFMZLZkwsaqjoWGhqpdguYwExkzkTETmdYyqVsXiIgAli1T58/ljshj\n3jzg1i3AVR8g19o1ogXMRGZLJuyzqmOJiYl8EvEJzETGTGTMRKbVTMaNU0YJWLMG6NDBece1dx4P\nHwIVKgDNmwOLFtltt06l1WtETcxElpiYiOTkZPZZJQW/IDJmImMmMmYi02om48Ypw1j16AEcPeq8\n49o7jyVLgMuXgY8+sutunUqr14iamInMlkzYWCUiIpfl4aHciaxcGWjXDvjrL7Ursl5GBhAWpjww\n9vLLaldDpD1srBIRkUvz9lYeuEpLU7oCPHyodkXWWb0aOHMGGD1a7UqItImNVR0LCwtTuwTNYSYy\nZiJjJjKtZ1KqFBATA8TFAe++6/gRAuyVhxDAxIlAixaAq88irvVrRA3MRGZLJg6dbpXUde/ePbVL\n0BxmImMmMmYic4VM6tcHFiwAuncHqlVTZoJyFHvlsXmz0td2xw677E5VrnCNOBszkdmSCUcDICIi\nXfnvf5XhrNatU/qxalnjxkr3hf37AYNB7WqInMPa9hrvrBIRka58/jlw+jTQrRuwbx/g7692RVnb\nvRvYs0dpVLOhSvR07LNKRES64uEBREYq45YajUBSktoVZW3SJKW7Qtu2aldCpG1srOpYcnKy2iVo\nDjORMRMZM5G5Wib58gHr1wP37gEdOwKpqfbdf3bz+PVX4IcflBEAPHTyL7GrXSPOwExktmSik68I\nZaVPnz5ql6A5zETGTGTMROaKmZQpo4wQcOgQMHCgfUcIyG4ekyYB5coBwcF2KkgDXPEacTRmIrMl\nEzZWdWz8+PFql6A5zETGTGTMROaqmTRsCMybp4wSMHWq/fabnTx+/x1YuVIZrcBLR0+OuOo14kjM\nRGZLJhwNgIiIdG/UKODrr4ENG4DWrdWtpW9fYONGICEByJ1b3VqI1GBte413VomISPcmTgTatAG6\ndgVOnVKvjj//VB7++uADNlSJLMXGKhER6Z6nJ7B0qdKPtV07QK3nXr75BsibFxgwQJ3jE7kiNlZ1\nLDw8XO0SNIeZyJiJjJnI9JBJ/vxKN4Dbt4FOnbI3QoAteSQnA3PnAu+9p9SiN3q4RuyNmchsyYSN\nVR2Li4tTuwTNYSYyZiJjJjK9ZOLnB6xdq0wW8N57to8QYEse336r/Pf99207ptbp5RqxJ2YisyUT\nPmBFRERuZ8ECICQEmD7dOY3HO3eULgi9etl3VAIiV8TpVomIiJ6jTx/g5Elg+HCgShUgMNCxx5s9\nG0hJAT780LHHIdIjdgMgIiK3NHky8MYbQJcuQHy8447z4AEwZQrwzjtAqVKOOw6RXrGxSkREbsnT\nE4iKAkqWVEYIuHHDMceJiACuXVPGeiUi67GxqmNGo1HtEjSHmciYiYyZyPSaSYECwPr1SkO1Sxcg\nLc2y7SzNIz1duYPbqRPw0kvZKNQF6PUayQ5mIrMlEzZWdWzIkCFql6A5zETGTGTMRKbnTCpUAFav\nBnbtAoYNs2wbS/NYvlyZqWr06GwU6CL0fI3YipnIbMmEowEQEREBmDcPePdd4H//AwYNyv7+TCag\nZk2gdGlg06bs749ILzgaABERkQ369QNOnFCGsqpcGWjePHv7+/57ZX+zZtmnPiJ3xW4ARERE//jm\nG6BFC6BzZ+DMGdv3IwQwcSLw2mvKi4hsx8aqjsXExKhdguYwExkzkTETmbtk4uUFREcDRYooIwT8\n/XfW6z0vj59+Ag4eBD7+2P41apW7XCPWYCYyWzJhY1XHoqKi1C5Bc5iJjJnImInMnTIpWBDYsEEZ\nbio4WHmi/0nPy2PSJKBWLWUcV3fhTteIpZiJzJZM+IAVERFRFnbsUGa2GjxYmZbVUocPA6+8oowE\n0KWL4+ojclXWttd4Z5WIiCgLzZoBM2YA334LzJ1r+XaTJiljqgYFOa42InfC0QCIiIieYuBA5Yn+\nwYOBSpWApk2fvf6pU8DatcD8+coMWUSUfQ67s3r37l2EhoYiMDAQvr6+8PDwwKeffmrVPlJSUjBo\n0CBUrlwZvr6+aN26NWJjYx1UMRERkWzaNKBJE+VO6dmzz143LEyZvrVHD+fURuQOHNZYTU5Oxrx5\n85CWloYOHToAAAwGg8Xbp6en4z//+Q9Wr16NESNGIDw8HBkZGWjSpAkOHDjgqLJ1pXfv3mqXoDnM\nRMZMZMxE5s6Z5MgBrFwJvPiiMkLArVtZ53H+PLB0KTBiBJAzp/PrVJs7XyNPw0xktmTisG4Afn5+\nuHnzJgDg+vXrmD9/vlXbr169GkeOHMGOHTvQ9J+/u7Rq1Qo1atTA559/jo0bN9q7ZN0JDAxUuwTN\nYSYyZiJjJjJ3z8THB1i/HmjQAOjaFejeXc7j66+VkQT69VOhQA1w92skK8xEZksmTnnAypYBBxYt\nWgQ/P7/MhioA5MqVC127dsXmzZuRlJRkxwr1qWvXrmqXoDnMRMZMZMxExkyAKlWAFSuArVuBuDjz\nPP76CwgPB4YOBfLmValAlfEakTETmS2ZaHY0gHPnzqFGjRrScn9/fwghcP78eecXRUREbi0wEJg6\nFZgyRWmcPjJtmjKhwJAh6tVGpFeabaxeunQJhQsXlpb7+vpmvv80rVu3htFoNHs1bNhQmjVh69at\nMBqN0vaDBw9G+OM/haCMCWY0GpGcnGy2fNy4cQgLCzNblpiYCKPRiPj4eLPlM2bMwMiRI82W3bt3\nD0ajEXv27DFbHhUVlWW/juDgYJ4Hz4PnwfPgeah4HkOGAK1bb0W/fkbs3q3McvXdd8rIAWPGuM55\nAPr4PHge2j6PqKiozLZYuXLlUKtWLQwbNkzazzMJC+zcuVMYDAaLXkePHpW2T0pKEgaDQXz66aeW\nHE4IIUT+/PlFSEiItHzXrl3CYDCItWvXSu/FxsYKACI2Ntbi4+jZ7t271S5Bc5iJjJnImImMmZjb\nuXO3aNpUiMKFhRgwQIhcuYS4fFntqtTFa0TGTGS7d++2ur1m0QNWVapUsfgBqdKlS1vXWn6KkiVL\nSr8tAMjsq1qyZEm7HEfPJk+ejNdee03tMjSFmciYiYyZyJiJuSlTJmPVqtfwyivA7NnAgAFA8eJq\nV6UuXiMyZiKbPHkyxo8fb9U2FjVWixUrhj59+thSk80qVKiAY8eOScuPHz8Og8EAPz8/p9bjiqKj\no9UuQXOYiYyZyJiJjJmYi46Ohrc3sGGDMlTVRx+pXZH6eI3ImIksOjpa6o7wPJrts9qzZ0+cP38e\nu3btylz28OFDREVFoXXr1pl9V+npvL291S5Bc5iJjJnImImMmZh7lEfVqsCmTUDZsioXpAG8RmTM\nRGZLJg6dbvWHH35ASkoK7ty5AwA4efIkVq1aBQBo06YN8uTJAwAICQlBZGQkzp07l9mNoGPHjqhX\nrx66dOmCCRMmwNfXF7NmzcLly5cRGRnpyLKJiIiISCMc2lgdNGgQLly4AECZvWrlypVYuXIlDAYD\nEhISUKZMGQCAyWSCyWQyG4/V09MTO3fuxIgRIzB58mTcuHEDr7zyCnbt2oU6deo4smwiIiIi0giH\ndgNISEjIbIhmZGSY/e9HDVUAWLhwobQMUG4Vf/fdd/j999+RnJyMTZs2saFqhSeHoyBmkhVmImMm\nMmZijnnImImMmchsyUSzfVYp+55s/BMzyQozkTETGTMxxzxkzETGTGS2ZGIQwoa5UDUqLi4OAQEB\niI2N5R1YIiIiIg2ytr3GO6tEREREpFlsrBIRERGRZrGxqmPWDrrrDpiJjJnImImMmZhjHjJmImMm\nMlsyYWNVx0JDQ9UuQXOYiYyZyJiJjJmYYx4yZiJjJjJbMuEDVjqWmJjIJxGfwExkzETGTGTMxBzz\nkDETGTORJSYmIjk5mQ9YkYJfEBkzkTETGTORMRNzzEPGTGTMRGZLJmysEhEREZFmsbFKRERERJrF\nxqqOhYWFqV2C5jATGTORMRMZMzHHPGTMRMZMZLZkwsaqjt27d0/tEjSHmciYiYyZyJiJOeYhYyYy\nZiKzJROOBkBERERETsPpVomIiIhIN9hYJSIiIiLNYmNVx5KTk9UuQXOYiYyZyJiJjJmYYx4yZiJj\nJjJbMmFjVcf69Omjdgmaw0xkzETGTGTMxBzzkDETGTOR2ZIJG6s6Nn78eLVL0BxmImMmMmYiYybm\nmIeMmciYicyWTDgaABERERE5DUcDICIiIiLdYGOViIiIiDSLjVUdCw8PV7sEzWEmMmYiYyYyZmKO\neciYiYyZyGzJhI1VHYuLi1O7BM1hJjJmImMmMmZijnnImImMmchsyYQPWBERERGR0/ABKyIiIiLS\nDTZWiYiIiEiz2FglIiIiIs1iY1XHjEaj2iVoDjORMRMZM5ExE3PMQ8ZMZMxEZksmbKzq2JAhQ9Qu\nQXOYiYyZyJiJjJmYYx4yZiJjJjJbMuFoAERERETkNBwNgIiIiIh0g41VIiIiItIsNlZ1LCYmRu0S\nNIeZyJiJjJnImIk55iFjJjJmIrMlE4c2Vu/evYvQ0FAEBgbC19cXHh4e+PTTTy3ePiIiAh4eHlm+\nrl275sDK9SEsLEztEjSHmciYiYyZyJiJOeYhYyYyZiKzJRMvB9SRKTk5GfPmzUOtWrXQoUMHzJ8/\nHwaDwer9REREoEqVKmbLChUqZK8ydcvX11ftEjSHmciYiYyZyJiJOeYhYyYyZiKzJROHNlb9/Pxw\n8+ZNAMD169cxf/58m/ZTvXp1Pt1PRERE5Iac1mc1OyNk6Wh0LSIiIiKygks8YNW2bVvkyJEDfn5+\n6NatG86fP692SURERETkBA7tBpBdxYsXx5gxY9CgQQN4eHhgzZo1WLt2LTZu3IijR4/Cz8/PbP0H\nDx4AAE6fPq1Ctdpz6NAhxMXFqV2GpjATGTORMRMZMzHHPGTMRMZMZIcOHcpsp92/f9+yjYSFdu7c\nKQwGg0Wvo0ePStsnJSUJg8EgPv30U0sPmaU9e/YIg8Eg3n77bem9JUuWCAB88cUXX3zxxRdffGn8\ntWTJEovafhbfWa1SpYrFD0iVLl3a0t1arVGjRqhWrRqOHDkivdeqVSssWbIEfn5+yJMnj8NqICIi\nIiLbPHjwAAkJCWjVqpVF61vcWC1WrBj69Oljc2H2ltUQWIULF0b37t1VqIaIiIiILPXqq69avK5L\nPGD1uN27d+PkyZOoV6+e2qUQERERkYM5/AGrH374ASkpKbhz5w4A4OTJk1i1ahUAoE2bNpl/rg8J\nCUFkZCTOnTuX2Y2gZcuWaNasGapVqwaDwYC1a9ciJiYGPj4++PLLLx1dOhERERGpzOGN1UGDBuHC\nhQsAlD/dr1y5EitXroTBYEBCQgLKlCkDADCZTDCZTGZjqvr7+2Pp0qW4ePEi0tLS4Ofnh+DgYHzy\nyScoUaKEo0snIiIiIpUZhOCI+65MCGHTFLZ6xTxkzETGTGTMRMZMZMxExkxk9s5E0+OsUtZu376N\n69evI2/evChQoABy587t1l8W5iFjJjJmImMmMmYiYyYyZiJzZCa8s+pCMjIyMGbMGJw8eRLXrl3D\nhQsX0KVLF0yfPl3t0lTBPGTMRMZMZMxExkxkzETGTGTOyMRz/Pjx4+22N3KY1atXo02bNrh48SJa\ntWqF2rVr4+LFi1i7di3q1q2LSpUqudVvdcxDxkxkzETGTGTMRMZMZMxE5rRMrJ1Bipzv+PHjolat\nWmLo0KEiMTFR3Lt3TwghxK+//iqKFCkiJk6cqHKFzsU8ZMxExkxkzETGTGTMRMZMZM7MhH1WXUCp\nUqXQu3dvtGjRAqVLl0ZGRgYAwMPDAx4eHmjRokXmusINfqtjHjJmImMmMmYiYyYyZiJjJjJnZsJu\nABqVkZEBDw9lzobcuXOjfv368PX1BaBcCH///TeGDRuGO3fuwGQy4fDhw/D399ftNLPMQ8ZMZMxE\nxkxkzETGTGTMRKZaJna7R0vZFhERIUJDQ4UQQmRkZEjvP1q2e/dukS9fPlGyZEkRFBQkAgIChKen\np3j99dfFmTNnnFqzIzEPGTORMRMZM5ExExkzkTETmRYyYWNVAy5cuCC6du0qDAaDMBgMIjY2Vggh\nRFpaWpbrb926VURERIjz58+Lhw8fCiGEWLx4sTAYDOK7774TQghhMpmcU7wDMA8ZM5ExExkzkTET\nGTORMROZljJhY1VlFy5cED169BBlypQRvXr1EiVLlhT169fPct1HH3JWH3Z8fLzImTOnCAkJcWi9\njsY8ZMxExkxkzETGTGTMRMZMZFrLxCO7/Rcoe5KTk3Hu3DkMHToUc+bMwcCBA3Ho0CEsW7YMAJCe\nnp657qPOyQaDwWxaWgD4/fffkZ6ejoCAAADK9LWuiHnImImMmciYiYyZyJiJjJnINJdJtpq6ZLPH\nfwO5du1a5v8+evSoqFevnihWrFjmsif7iDy+bUZGhti1a5do3LixaNmypbh8+bIDq3Yc5iFjJjJm\nImMmMmYiYyYyZiLTaiYcDcBJ4uPjsWjRIiQmJiI1NRWFCxeGp6cn0tPTkT9/fmRkZMBgMKBYsWLI\nyMjAihUrkJqaiubNm5s9fQcov71cvXoVO3bswMaNGzFy5Eh4e3vjq6++QpUqVVQ8S8sxDxkzkTET\nGTORMRMZM5ExE5nLZJKtpi49V3p6uhg/frwoVKiQqF27tnjhhReEj4+PGDx4sLTuo99SLl++LNq3\nby8MBoO4dOlS5n4euXv3rhg5cqSoV6+eqFChgpgwYYJzTsYOmIeMmciYiYyZyJiJjJnImInM1TJh\nY9XBdu7cKcqXLy8WLVokLl68KG7duiWGDBkiPD09xfDhw5/6VN2aNWtEgQIFRMeOHTOX3b9/P/MJ\nu1OnTolt27aJu3fvZr7/tH1pCfOQMRMZM5ExExkzkTETGTORuVombKw6yKO+G926dROVK1c26/vx\n119/idGjR4scOXKIqKgosw/y0W8wd+7cEUOGDBEGg0Fs375dJCQkiFGjRon58+dLx0pPT9f8EBnM\nQ8ZMZMxExkxkzETGTGTMROaqmbCx6iCPPtjOnTuL1157TQih/Hbx6IO7dOmSaNSokahVq5Y4e/Zs\nlvv4+eefRYUKFcSLL74oihcvLgoXLiy2b99uto4rfDmEYB5ZYSYyZiJjJjJmImMmMmYic9VMOHSV\nndy6dQt37tzB/fv3ASjz4GZkZKBkyZI4ffo0zpw5Ay8vr8xhG0qUKIGPPvoIJ06cwO7duzO3efTf\nGzdu4PLly0hKSsKtW7fw7rvvIikpCc2bNzc7rlbnH2YeMmYiYyYyZiJjJjJmImMmMt1kYtemrxta\nsGCB6NKli+jQoYMoW7as6N27t1lfjfnz5wsfHx8xceLEzGWPfuO4cuWKaNy4sahTp47ZPm/duiXe\nf/99YTAYRFBQkNlt+tTUVAefUfYwDxkzkTETGTORMRMZM5ExE5neMmFj1UYJCQmibdu2omjRoiI0\nNFRMmDBBBAYGCoPBILp06ZK5nslkEi+99JKoW7euOHbsmBDi387GqampYtSoUaJEiRLi3Llzmdvc\nuXNHzJs3T+zatStzWVpaWpZz8moF85AxExkzkTETGTORMRMZM5HpNRM2Vm1w69YtMXjwYFGzZk2x\nefNmcefOHSGE8gG/9957wmAwiD/++CNz/cjISOHh4SHee++9zGWPhnv46quvROHChcXVq1ezPFZG\nRobZ0BBaxDxkzETGTGTMRMZMZMxExkxkes6EfVZtcPfuXdy8eRM9evRAq1atkC9fPgghkCNHDvj7\n+yNPnjy4fv16Zj+PHj16oHPnzli6dCm++eYbAICnpyeuX7+O/fv3o0GDBihYsKB0HCEEPDw84Onp\n6dTzsxbzkDETGTORMRMZM5ExExkzkek5Ey+nHUlHSpQogUmTJqFMmTIAlA/OZDLB09MTXl5eSE9P\nh4+PDwwGA9LT0+Hl5YUvvvgCaWlpCA0NxcmTJ1GtWjUkJiZi7969mDFjBnLlyiUdR8udth/HPGTM\nRMZMZMxExkxkzETGTGS6zsSxN27171FfjUf/HT58uChZsqRISUnJ7P/xqNPyzZs3xWeffSaqV68u\n/P39RdOmTcW2bdvUKdxBmIeMmciYiYyZyJiJjJnImIlMb5kYhPjnfjBlSQhh8W8RqampaNGiBV54\n4QVs2LABJpPJbN7cx128eBGlS5fOPIb457a6nrhLHrxGsoeZyNwlE353FM86l2fRcyYPHjxAjhw5\nrP5Ts94zSU1NRYECBazaTg+ZqF+Bxhw4cAC7d+/Gjz/+CMC6293Xr1/HiRMn0KJFCwCAh4cHhBC4\ndetW5hhmGRkZAJB5MWRkZMBgMGjiYsjKsWPHcPHiRdy5cwcAMs/DEnrMAwB++uknnDhxAlevXrV6\nW71mcuXKFQBAenq61dvqNZNr167h5s2bSE5OBsDvDgCcOnUK8fHxOHHiBAD+fAWAiRMnol+/fkhI\nSLB6W71mMmbMGDRo0AD79++3elu9ZhIWFoa6detiypQpmfVbSheZOP7mrWvYuXOnqF27tmjUqJEo\nVaqUMBgMYvTo0SIpKem52z66lb5p0yZhMBjEqVOnhBBC/Pnnn2Lo0KGiVatW4vLlyw6t3942bdok\natasKSpWrCh8fX1F06ZNxeHDhzPff9ZQFXrMQwghtm3bJqpWrSqqVasm8ubNK8qWLSvWrl0rUlJS\nhBDimU9G6jmTsmXLioD/b+/co6oq0zj8fYAc4QAHDxiQIDfJpSSCpjYNWuJImCCI1kJJzXQ0JZvG\nlTlpZQVhJkq4Fq1xYamIt8RxxZSmjZdUmNTwNkQYKpclgnlFUUE55zd/sPaOw6dyMA6evXmfv2Df\n93O+vfe73/1dBg6Up5k7colaneTl5SEmJgbjx4+Hl5cXBg0ahJ9++smsddXqZNu2bQgPD0dkZCTc\n3d2h1Wqxfv16s8qKWp0AwA8//ADOOTjnWLt2rdxXZWte1Opky5YtePzxx+Hl5YVVq1bh9u3bZq+r\nVicnTpxAeHg4/Pz8kJycjC+++AINDQ1mrasmJxSsAjh48CCef/55vP766/j++++Rl5eHl19+Gd26\ndcMvv/zS6vpSgUhKSkLPnj1RU1ODf/7zn+jZsyc8PDywfv16S59Cu7Jhwwb4+Phg+vTpyMjIwJw5\nc6DT6eDl5YUvv/xSXu5+N1S1+QCAkpISDBw4EDNnzsShQ4ewadMmxMfHw97eHu+//768XGdxUldX\nh2XLlsHLyws6nQ5arRZr164F8Htffa2hNidXrlzBa6+9Br1ejzlz5iAzMxNJSUlwdnbGE088gQsX\nLrS6DbU5qa6uxuTJk2UnGzduxLJly9C/f3/4+/ubFYyozUlzcnJyEBoaikGDBiE4ONis5w2gPiel\npaUYOXIkNBoNFixYgIqKCvkc2/ryqxYnEi+//DLi4+NRVFSE+vr6Nq2rJiedOlg1Go1oaGhAfHw8\nQkNDUVlZKc8rKCgA5xx79uwxa1u3bt3C0KFD0bt3b0RERMDOzs4kiFECUrY0KioKYWFhKC8vl+dt\n3LgR3bt3R0hIiDwG8IOyq2rw0ZyUlBS4ubmhrKzMZPqIESPg4+ODDRs2AHhwdlVNTnbu3Ak/Pz+M\nHTsW69atQ79+/dCnTx95hBRzO4lWi5PGxkZkZGTAz88Pq1evxtWrV+V569evB+ccmzdvBtC6G7U4\nAYAlS5ZgwIAByMvLk79AAEBWVhbs7Oxw/Phxs7ajJifA72Vg5cqVCAoKwq5du9ClSxcsWrRI9tRa\nkKYmJ+PGjQPnHEuWLDGZ3tJBZ7p2ACA/Px9du3bF1q1b5Wl37tzBxYsXTbKrDyoranHSqYNVoCkd\n7uTkhDFjxphMz8jIwPDhwwGYXiD3KxSVlZXQarXgnCMxMRGXLl2S55mbabIGzp07B61Wi/fee89k\n+qVLl5CYmAjOOeLi4uTOhtXuA2g63mnTpiE0NFSeJr3hFhYWom/fvggJCZEDlPvdUNXgRPq9T58+\njffffx+1tbUAgE8++cSk3JgbrKrBCdD0AFmyZAlmzpwpZD8KCwuh1WqxfPlys7alBifS719aWoqs\nrCz5uKWXubfeegujR482e3tqcHIvUlJSEBcXh9raWiQkJMDDwwMFBQVmZRXV4EQqD0VFRfDy8kJk\nZKQ8b/Xq1Zg9ezbmzZuHzMxMs7LwanAC/P67f/XVV3B0dJSrh6xYsQLBwcHo06cPBgwYgG+++Ub2\noubnDtDJgtWWP4xUIF544QV0794daWlpKC8vR05ODjw8PBAYGIi//OUv+Nvf/oaSkhKTdVpSVVWF\njz/+GCdOnDDZn7mfMB4F9/JRXV0Nf39/jB07FoDpeL8TJkwA5xze3t74+uuvH7htJfoAxAteOt4Z\nM2YgICDAJLMqzUtNTYVer0d6errJ9JaozUlzqqqqEBERAQ8PD5w6dQrAg7PMzddTgxMAJuNkG41G\n+RxOnToFGxsbbNq0yaxtq8XJ/Y53/fr16N69O55++mmMGTMGy5cvb/XlVy1OJKRr46OPPkJ4eDiA\nppcavV6PV155xaysmVqcSP+//fbb0Ol0mD59OkJCQuDi4oKAgAA4OTmBc44JEyagoqLigdtWixOJ\njIwM6HQ6/PDDD3j77bfh4+ODadOmYfr06fD19YVGo8HSpUsBqK+ctKRTBKuVlZVISEjA5s2b5ULR\n/Ic6d+4cIiIi4Ofnh7CwMHDOMWnSJCQnJ+Odd96Bra0twsPD8euvvwJoPWvU2IeL/ZIAABJzSURB\nVNho1UOzPchHbW0tXn31VXDOsX//fnmd27dvIyoqClOnTgXnHAsXLjT7rczafQBARUUF0tLSsGjR\nIowZMwYrV67ElStX5Pnbtm0D59zkc4x0TtXV1QgKCsLIkSPNapAnratEJ5cvXwZg2oef9Hd2djbc\n3NwwceJEeRttuSEq3Yl07C2vqX/961/gnOPkyZNtfkAo3UnzctLY2IgZM2aAc47Y2FjMmDEDI0eO\nBOccs2bNkoP91hypxQkATJ06FVOmTAEAXL9+HR9++CE0Gg3S09MxYMAAs6uhKd0JAFy7dg3+/v7Q\n6/V48803UVBQgKqqKpw/fx5z5syBra0tUlNTza63qQYnhw8fBucc//jHPxAcHIzly5fLX7PKysoQ\nGBgIPz8/1cQmD0L1wWp2djZ69OgBzjnCw8NRVVVlMl/64W7evInq6moMGzYM8+bNw/Xr1+Vl0tPT\nwTk36zOeuZ8/HxUP8iE9JL777jsEBQXB29sb77zzDtatW4cXX3wRGo0GRUVFGDlyJKKiokzWuR/W\n7gMAFi9eDK1Wi6ioKMTGxiIoKAi2traYO3euXAfz7NmzGDx4MAYPHmxyzlL5mTt3Lry8vHDlyhXV\nO2lZp046nzt37mDChAlwcnLCd99916b9qc1J87/nzZsHLy8v3Lhxo03BqtqcGAwG7N27F4WFhXIm\nFQBmzpwJFxcXHDhwoNX9qcWJ9KI/a9YsREdHy+seO3YMrq6usLe3R//+/fG///2v1f2pxQnQ1OBs\n9uzZQmPE6upqPPPMMwgLC8Pt27dVf4+Vnjvnz59HZGQkOOdwc3OT15W+eC5btgycc6xatarV/SnB\nyYNQbbBqMBiwfft2eHt7IyIiAvPnz4ednR3S0tLumxFcvXo1dDodDh06BOD3QKSsrMzsYNVaMceH\ndL53797F/v37ERwcDL1eD845hgwZgh9//BEAMH78eMTFxSmqvsu9uH37Nj799FM8+eSTWLp0KS5c\nuICGhgY0NDQgJiYGHh4eOHz4MIAmJ5999hk458jMzJS3ITnYunUrNBqN/AlcqZjjpHkXZhJS2fnP\nf/4DPz8/DB06FEBT3d7i4mLU1NQAaFum1Vp4WCfSuQ4ZMkSuViNx+fJlk4BNaTysk+ZIflatWgXO\nuVnBqjXzME4iIiKQkpICoKkxmpOTEzw9PeXnjVQdQInXDfBwTpoHr82zgDExMdDpdCYNoZVIW587\nK1asgJubm8nXTim7XFpaCs45tmzZ8sjOp6NQbbBqNBqxZcsWxMbG4pdffkFdXR1efPFF9OjRAz//\n/LOwLACsXbsWnHOT7kNu3LiBBQsWwMPDw+xPMtaIuT6a3xSvXbuG4uJikxa7Z86cgZOTE959990O\nPX5L0NDQgN69e2Pq1Kkmn/wBYPfu3eCco7CwUJ5WXl6OhIQEuLq6mgxFZzAYMG3aNPTq1Qu1tbWK\nfoNti5N7ZRGBpkyik5MTFi1ahIULF6Jnz57IycnpmBOwAA/rBGiqL9alSxdkZ2cDaKrXunjxYoSE\nhGD37t0dcwIW4I+Uk+b/19XVIT4+Hv7+/jhz5oxigzKgbU6kzNj48eMREhKCvn37QqfTITk5GSdP\nnsSoUaPg7e1tdm8J1srDlpO7d++a3Edra2vRq1cvRERE4ObNm52mnABNjVn/+te/gnOON954Q55e\nV1eHd999F1qtFseOHeuw439UqDJYlQqylEoHmgKK77//HjqdDklJSbh165aw3oEDB+Ds7Ixx48Zh\nx44dyM/PxxdffIE//elPWLFihWKDkIf10RyDwYDKykrExcXBz89PMR0J3w/pjf3IkSP3zBCvW7cO\nnHM5myxRXFyM4OBg+Pr6IjU1FQcPHkROTg7CwsLwwQcfdMixW4qHddKSvXv34vHHHwfnHDqdDp99\n9plFjrcj+KNOpG6rjhw5gq1btyI4OBjOzs5IS0uz6HFbkvYoJ0ajERcvXkRKSgp8fX2FLouUxsM6\nmTBhAtzc3DB9+nScPHlSfsZs374dPXr0MHswCWukve4nFy5cwOuvvw4PDw/k5uZa5Fg7ij/y3Hnq\nqafAOcfUqVORk5OD9PR0+Pv7Y/LkyYr/ymkOqgxWWyK9xdbW1mLu3LlwcHDA3r175fnSDeLSpUtI\nTU0F5xyOjo549tln4e/vj/fee0+xgeq9aM1Hy7fWgwcPYuPGjYiJiYGnpyeysrIAKL8OTHOkc5Eu\n+rS0NDg6OspBeXMnZ86cwcSJE6HRaNCnTx90794d8+bNU5UPoHUnLbl16xby8vIwdOhQcM4xf/58\nk5uoGvy01cnf//53uV4a5xwzZswwcaLkDJFEW518/fXXyMrKwujRo6HVarFo0SJVlI3mtOZEml5a\nWor8/HyTNhJAU/atszlpyY4dO7BmzRpER0fDxcUFn3zyiSqul+a05blTXl6OV155BY6OjvDw8ICX\nlxfeeustxTaYaiudIlhtzvHjxxEYGIjRo0ebtLprzjfffINvv/0We/fulevaAep42LbEHB/Z2dkY\nOHAgxowZg9OnT3fwEXYs0m88evRoREREADC9YUjzb9++jV9//RX//e9/TRqpqbGMtOZE4tSpUxg2\nbBiefvpplJaWytOV2E1Ka5jjxGAwyIF7dHS0SX3mzuqkpKQEU6ZMwRNPPIH4+HiTctKZrx2JlvPU\nmDEzx0lhYSFeeukl9OjRAzExMSblRG3XDWD+c6ehoQEVFRU4fvw4qqur5fmdIWBVdLBqNBrli9nc\nsZTr6+vlhjLSUGMGg8Gko9yWNDY2KuJG2p4+mgeujY2NJkGqUnwAbXMiUVdXh8ceewwffvihyXQp\nI32vc+/sToAmL2fOnJH/76xOpEYxt27dQk5ODvbt2yfP6+xOGhoacPbsWbnfaqDzOnnQ/URJWOra\nOXHiBE6ePCnPo3Ki7OfOH8WGKRjOObOzs2P19fWMc97qsowxptFoWFxcHBs6dChbsmQJ++mnn9ia\nNWvY2LFjWVVVlbAeAGZra8tsbKxfVXv6iIuLk33Y2tqywMBAxhhjBoNBMT4Ya5sTiaNHj7KLFy+y\nIUOGMMYYa2hoYLt27WKvvfYa++2334RzV1IZYcwyThhjzMbGhgUEBDDGGGtsbOy0TmbNmsVqamqY\ng4MDS0xMZM8++ywD0KmvnVmzZrELFy4we3t75u/vz3r37t3pndzvfqI0LFFOHBwcWEhICOvXrx+V\nkweUEyU5+aMo/iz37dvHAgIC2J49e1pdFgBjjDFfX182Y8YMVlJSwmJiYtj06dOZt7c3c3d3l5eR\nMLegWQuW9mFra2uR47Yk5jppbGxkjDG2f/9+ptPpWGhoKCsuLmaTJ09mUVFRDABzdXVVfBlhzPJO\n7OzsLHbslqI9nej1etkJAMY57/TXTrdu3UzKCTm597WjRKiciFA5aV8UE6wajcZ7Tr969Sqrqalh\nbm5urW6Dc87q6+vZ0aNH2c6dO9ndu3dZSEgIO3HiBNuwYQPTaDSKCTzIh8gfdSIFWAUFBSw0NJSl\np6ezQYMGsbKyMnb06FH25ZdfMnt7e3JCThhj5jtRghsqJyLkRISciJCTDqLjahw8PPcbSxhoak2p\n0Wjkfhxbq79RXFwMjUYDT09Pk24wlDQMGfkQaS8n5eXl6NKlCzjn8PLykuvxAsqrH0RORMiJCDkR\nISci5ESEnHQcisis2tjYsMbGRpaamsqqqqpM6mg0NDQwFxcXVlFRIS/7IIKCgtiqVatYdXU1Gzdu\nHGPs9/p1SvnUQD5E2suJr68vGzBgAPvoo4/Y+fPn2cSJExljyquDyRg5uRfkRISciJATEXIiQk46\nkEcdLd8LqfVc81Z02dnZ6Nq1K3r16oXVq1ebLO/j44O5c+cCaFsXDs1bMlsz5EPEEk6k1pvNu4tR\nUtcx5ESEnIiQExFyIkJORMjJo8OqglWDwfDAH7SyshJ//vOf4ezsjI8//hgXLlwAAAwfPhzDhw/v\nyEPtEMiHSEc5MRgMivn0Qk5EyIkIOREhJyLkRIScPHpsP/jggw8edXaXMdMukX777TeWn5/PTp06\nxSoqKpi7uztzcHBgOp2ORUREMAcHB5acnMyKi4vZmDFj2K5du9jNmzdZfHw869KliyoqIpMPkY50\nwjlXhDdyIkJORMiJCDkRISci5MRKeFRR8rVr1wCIqfEFCxbA09MTcXFx8PX1RY8ePfDSSy/J86X0\ne2ZmJgICAvDkk09i8ODB8PDwUNRn7JaQDxFyIkJORMiJCDkRISci5ESEnFgnHR6sbty4EYGBgZg9\ne7bJ9KqqKkyaNAkDBgxAVlYWrly5goaGBsTGxoJzjuzsbAC/1+UwGAyoqqrCM888A1dXV3Tt2hWH\nDh3q6NP5w5APEXIiQk5EyIkIOREhJyLkRIScWDcdGqxeunQJnHNwzhESEoL8/Hx5XkVFBZ5//nkc\nOHAAAFBQUICwsDC4u7sjODgYnp6eOH/+vLy8VDDKysqwePFi2NjYoKioCIByxg4mHyLkRISciJAT\nEXIiQk5EyIkIObF+OixYlSoNR0dHw9PTE0FBQUhISDBZ5ueffwYApKSkwNXVFYmJiTh79iw+//xz\ncM6xcOHCe2778OHD6Nq1K9asWWPZk2hHyIcIOREhJyLkRISciJATEXIiQk6UQYcEq1JhqKurw8SJ\nE/Hqq6/ihRdewGOPPYavvvrKZJmjR48iMDAQqampuHr1KoCmjus553BycsKxY8fk7UpvKTt37oSN\njQ22b99uMt1aIR8i5ESEnIiQExFyIkJORMiJCDlRDhbpaXbz5s1s0qRJ7ODBg4yxps5wDQYD02q1\nzMXFhVVWVrKlS5cyxhhbuXIlq62tlTu9/fe//83Onj3LEhISmKurK2OMsaqqKhYUFMQMBgObNWuW\nvB/OOauurmY5OTmsT58+LCAgQJ5uTZAPEXIiQk5EyIkIOREhJyLkRIScKJj2jHyNRiNyc3Pluh+h\noaFCJ7lbt26Fq6srbty4gYULF8LZ2RlpaWkAmt5gpLT67t27YTAYUFRUhBEjRmD27NnIy8vDrl27\nTLa3bds2aDQa7N69uz1PpV0gHyLkRISciJATEXIiQk5EyIkIOVE+7V4N4NixYxg1ahR0Oh0SExPB\nOcenn36Ky5cvAwByc3Ph6+uLoqIi1NTUoG/fvggJCUFJSQkA4Mcff0RkZCQ45xg1ahTCwsLQv39/\nnDx5Ut6HklLp5EOEnIiQExFyIkJORMiJCDkRISfKpt0HBXB3d2eMMZabm8uSkpJYcHAw27RpE9u3\nbx9LSEhgnp6eLDk5mT333HPsqaeeYnfv3mXbtm1jjY2NbNSoUczb25uNHz+eGQwG1q1bN9a/f3+W\nlZXFfHx8pEywolLp5EOEnIiQExFyIkJORMiJCDkRIScKxxIR8Llz5xAbG4uAgAAUFRXh22+/hV6v\nR3R0NHJzczF27Fi88cYbAJrS68899xz8/f2xb98+eRsGg8GkI10lj5VLPkTIiQg5ESEnIuREhJyI\nkBMRcqJcLNYbwM6dO+Hs7IykpCQAQH5+PiIjI+Hk5AS9Xo/58+ejvr4eALB9+3Y4OjpixIgRQhrd\naDSqYqxc8iFCTkTIiQg5ESEnIuREhJyIkBNlYrFg9erVq3jzzTdhb2+P/fv3A2gaCWLmzJmwtbXF\n/PnzTZafMmUKMjIyAKiz3gf5ECEnIuREhJyIkBMRciJCTkTIiTKxaD+rR44cQWBgIKKionDjxg0A\nwJ07d7Bnzx75fymF3nIcXjVCPkTIiQg5ESEnIuREhJyIkBMRcqI82r2BVXP0ej3jnLPPP/+cBQcH\ns379+jFbW1vm7+/P7O3tmdFoZLa2toyxpv7OjEYjY0y9fZGRDxFyIkJORMiJCDkRISci5ESEnCgP\nDgCW3MHp06fZtGnT2PXr19mOHTuYp6cnY6zztpwjHyLkRISciJATEXIiQk5EyIkIOVEWFs2sMsZY\nt27dmFarZZmZmUyn07Fhw4YxxjrvGwr5ECEnIuREhJyIkBMRciJCTkTIibKweLDKOWd6vZ717NmT\nJSYmMmdnZ0vuzuohHyLkRISciJATEXIiQk5EyIkIOVEWFq8G0BKj0SiPtUuQj3tBTkTIiQg5ESEn\nIuREhJyIkBPrpkODVaoLYgr5ECEnIuREhJyIkBMRciJCTkTIifXT4ZlVgiAIgiAIgjAXynkTBEEQ\nBEEQVgsFqwRBEARBEITVQsEqQRAEQRAEYbVQsEoQBEEQBEFYLRSsEgRBEARBEFYLBasEQRAEQRCE\n1ULBKkEQBEEQBGG1ULBKEARBEARBWC0UrBIEQRAEQRBWCwWrBEEQBEEQhNXyf40cr3gusc0aAAAA\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x117fe9910>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['selector'] = df[1].notnull()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>selector</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2013-05-17 00:42:32</th>\n",
" <td>-0.389840</td>\n",
" <td> NaN</td>\n",
" <td> False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-18 00:42:32</th>\n",
" <td> 0.821756</td>\n",
" <td> NaN</td>\n",
" <td> False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-19 00:42:32</th>\n",
" <td> 0.486829</td>\n",
" <td> NaN</td>\n",
" <td> False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-20 00:42:32</th>\n",
" <td> 2.252697</td>\n",
" <td> NaN</td>\n",
" <td> False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-21 00:42:32</th>\n",
" <td>-0.022469</td>\n",
" <td> NaN</td>\n",
" <td> False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-22 00:42:32</th>\n",
" <td>-0.133534</td>\n",
" <td> 0.663756</td>\n",
" <td> True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-23 00:42:32</th>\n",
" <td>-1.021987</td>\n",
" <td>-0.339355</td>\n",
" <td> True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-24 00:42:32</th>\n",
" <td> 0.533003</td>\n",
" <td> 0.246249</td>\n",
" <td> True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-25 00:42:32</th>\n",
" <td> 2.572123</td>\n",
" <td> 1.843940</td>\n",
" <td> True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-05-26 00:42:32</th>\n",
" <td> 0.296904</td>\n",
" <td> 0.019658</td>\n",
" <td> True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"output_type": "pyout",
"prompt_number": 14,
"text": [
" 0 1 selector\n",
"2013-05-17 00:42:32 -0.389840 NaN False\n",
"2013-05-18 00:42:32 0.821756 NaN False\n",
"2013-05-19 00:42:32 0.486829 NaN False\n",
"2013-05-20 00:42:32 2.252697 NaN False\n",
"2013-05-21 00:42:32 -0.022469 NaN False\n",
"2013-05-22 00:42:32 -0.133534 0.663756 True\n",
"2013-05-23 00:42:32 -1.021987 -0.339355 True\n",
"2013-05-24 00:42:32 0.533003 0.246249 True\n",
"2013-05-25 00:42:32 2.572123 1.843940 True\n",
"2013-05-26 00:42:32 0.296904 0.019658 True"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[0].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 15,
"text": [
"<matplotlib.axes.AxesSubplot at 0x118023090>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"display(gcf())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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2MJnbMsnLA2bPBqKigNBQY8coSyadOgHXX+++2ahuayeBwEy0mIeeEzOJjwd6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E3TJCwszHEcr4jvHR/EJio2UbGJik1UbKJiE+/xiT2rfn5+yM3NxdSpU5Genu50jEZOTg4qVKiA\n1NRUx32vp169epg/fz4yMjLQu3dvAH8fX+crf2pgD1VRNalduzaaN2+OV199FceOHcPAgQMB+N4x\nmACbFIRNVGyiYhMVm6jYxIuMni0XxH72XP6z6BISEqR06dJSt25def/9953uX7NmTXnmmWdEpHBL\nOOQ/k9nM2EPliSb2szfzLxfjS0vHsImKTVRsomITFZuo2MQ4ppqs2my2635B09LS5O6775by5cvL\na6+9JidOnBARkfvuu0/uu+8+bw7VK9hD5a0mNpvNZ/70wiYqNlGxiYpNVGyiYhPj+U+aNGmS0Xt3\nAeclkU6ePImdO3fil19+QWpqKqpUqYIyZcogKCgIsbGxKFOmDCZPnoxDhw4hLi4OGzduxPnz59Gr\nVy+ULFnSEgcis4fKm000TfOJbmyiYhMVm6jYRMUmKjYxCaNmyX/++aeIqLvGX3jhBQkNDZUePXpI\n7dq1pXr16tKvXz/H5+27399++22pU6eONG7cWG6//XapWrWqT/0Z+2rsoWITFZuo2ETFJio2UbGJ\nik3MyeuT1cTERImMjJRRo0Y53Z6eni6DBw+W5s2by7x58+TMmTOSk5MjDzzwgGiaJgkJCSLy97Ec\nNptN0tPT5a677pKKFStK6dKl5bvvvvP227lp7KFiExWbqNhExSYqNlGxiYpNzM2rk9XMzEzRNE00\nTZOYmBjZuXOn43OpqanSsWNH2b59u4iIfP3119KsWTOpUqWKREVFSWhoqBw7dsxxf/uGkZKSItOm\nTRM/Pz85cOCAiPjOtYPZQ8UmKjZRsYmKTVRsomITFZuYn9cmq/aDhrt16yahoaFSr149efDBB53u\nc/DgQRERmTJlilSsWFEGDRokycnJ8s4774imafLiiy8W+Ny7du2S0qVLy8KFCz37JooQe6jYRMUm\nKjZRsYmKTVRsomIT3+CVyap9Yzh37pwMHDhQhg0bJl26dJFbbrlFli1b5nSfvXv3SmRkpEydOlWy\nsrJERF+4XtM0KVeunPzwww+O57X/lrJhwwbx8/OT9evXO91uVuyhYhMVm6jYRMUmKjZRsYmKTXyH\nR1aa/eijjzB48GDs2LEDgL4Yrs1mQ2BgICpUqIC0tDS88cYbAIB3330X2dnZjkVv165di+TkZDz4\n4IOoWLEiACA9PR316tWDzWbDyJEjHa+jaRoyMjKwePFi3HrrrahTp47jdjNhDxWbqNhExSYqNlGx\niYpNVGziw4py5puXlycrVqxwHPvRtGlTZZHclStXSsWKFeXs2bPy4osvSvny5WXmzJkiov8GY9+t\n/tVXX4nNZpMDBw5Iu3btZNSoUbJmzRrZuHGj0/OtWrVKAgIC5KuvvirKt1Ik2EPFJio2UbGJik1U\nbKJiExWb+L4iPwzghx9+kM6dO0tQUJAMGjRINE2TGTNmyOnTp0VEZMWKFVK7dm05cOCAHD9+XBo1\naiQxMTGSlJQkIiLffvutdOjQQTRNk86dO0uzZs2kSZMmsn//fsdr+NKudPZQsYmKTVRsomITFZuo\n2ETFJr6tyC8KUKVKFQDAihUrEB8fj6ioKCxduhRbtmzBgw8+iNDQUEyePBlt27bFbbfdhitXrmDV\nqlXIzc1F586dUaNGDfTp0wc2mw2VKlVCkyZNMG/ePNSsWdO+J9indqWzh4pNVGyiYhMVm6jYRMUm\nKjbxcZ6YAf/xxx/ywAMPSJ06deTAgQOybt06CQ4Olm7dusmKFSukZ8+e8sQTT4iIvnu9bdu2EhER\nIVu2bHE8h81mc1pI15evlcseKjZRsYmKTVRsomITFZuo2MR3eWw1gA0bNkj58uUlPj5eRER27twp\nHTp0kHLlyklwcLCMHz9eLl26JCIi69evl7Jly0q7du2U3eh5eXmWuFYue6jYRMUmKjZRsYmKTVRs\nomIT3+SxyWpWVpY89dRTUqpUKdm2bZuI6FeCeOyxx8Tf31/Gjx/vdP8hQ4bInDlzRMSax32wh4pN\nVGyiYhMVm6jYRMUmKjbxTR5dZ3X37t0SGRkpnTp1krNnz4qIyOXLl2XTpk2O/2/fhX71dXitiD1U\nbKJiExWbqNhExSYqNlGxie8p8hOs8gsODoamaXjnnXcQFRWF6Oho+Pv7IyIiAqVKlUJeXh78/f0B\n6Oud5eXlAbDuWmTsoWITFZuo2ETFJio2UbGJik18jyYi4skX+O233zB8+HD89ddf+OyzzxAaGgqg\n+J45xx4qNlGxiYpNVGyiYhMVm6jYxLd4dM8qAFSqVAmBgYF4++23ERQUhHvuuQdA8f0NhT1UbKJi\nExWbqNhExSYqNlGxiW/x+GRV0zQEBwejVq1aGDRoEMqXL+/JlzM99lCxiYpNVGyiYhMVm6jYRMUm\nvsXjhwFcLS8vz3GtXWKPgrCJik1UbKJiExWbqNhExSbm5tXJKo8FccYeKjZRsYmKTVRsomITFZuo\n2MT8vL5nlYiIiIjIVdznTURERESmxckqEREREZkWJ6tEREREZFqcrBIRERGRaXGySkRERESmxckq\nEREREZkWJ6tEREREZFqcrBIRERGRaXGySkRERESmxckqEREREZnW/wO9y4D6KfIdGwAAAABJRU5E\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1180148d0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This way the x-axis is being rescaled. How can I fix it at the previous setting?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[df.selector][0].plot(style='r*')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<matplotlib.axes.AxesSubplot at 0x118023090>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"display(gcf())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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AsmVmXdVTT3VdkUTDPffA+PHwr39Bs2auq0ksWg1ARETEwrBh8PrrMGOGGtVE\nMmYMNGlitmP99VfX1cihqFkVEZGENWuWmSE+ejRccYXraiSaKlSAl1+Gb7+FPn1cVyOHomY1AWVn\nZ7suwZeUmz1l5o1ys+clsw8/NJNsOneGe+8t/Zr8INGvtfr1YeJEePFF81USiZ6ZV+HkpmY1AY0b\nN851Cb6k3OwpM2+Umz3bzLZtM+NUTz0VMjLicyvVktC1ZpaxuukmuP12+PLLwz9emXkTTm6aYJWA\n8vPzqVy5susyfEe52VNm3ig3ezaZ7doFl1wCa9eaHY1q145wcTFM15rx669w1llwzDFmwlWFCgd/\nrDLzZt/cNMFKDkt/yLxRbvaUmTfKzZ5NZnfeaRqSOXMSu1EFXWt7HH20Gb+6ejX87W+Hfqwy8yac\n3NSsiohIwvjHP8wYxQkT4PzzXVcjsaRZMxg7Fh57zKzBKrFDzaqIiCSE5cuhb1/o3RtuvdV1NRKL\n+veH1FTo1g2++cZ1NbKHmtUENHDgQNcl+JJys6fMvFFu9g6X2aZNcM010KoVPPFElIryAV1rRQUC\nMGUKlCsHN9544O1YlZk34eSmZjUB1U70QVoeKTd7yswb5WbvUJnl55uZ/5Urm3VVy5ePYmExTtda\ncdWqwUsvwZIlZljA/pSZN+HkptUAREQkboVC0KULzJ8P//wnnHGG64rELx54wDSry5dDixauq4kv\nWg1ARETk/z38MMycCVOnqlEVO8OHQ/Pm5oed//3PdTWJTc2qiIjEpddfN3fHhgyBa691XY34Tfny\nkJlpGtWePc1denEj4s3q9u3bGTRoECkpKVSrVo0yZcowYsSIEj13ypQplClT5oBf33//fYQrj19r\n1651XYIvKTd7yswb5WZv/8w++wyuvx6CQXOHTA5M19qhJSXB88/DK6+Ync5AmXkVTm4Rb1bz8vJ4\n/vnn2bVrFx07dgQgYLmv3ZQpU1i5cmWRr+OPPz4S5SaEQYMGuS7Bl5SbPWXmjXKzt29mP/0E7dub\nBf9ffBHK6HeIB6Vr7fCuu84sdXbHHfDpp8rMq3ByK1eKdRxQUlISP/30EwA//PADkyZNsn6Nxo0b\na8JUKXr66addl+BLys2eMvNGudnbk9nu3WaMYV6e2Ur16KMdFxbjdK2VzBNPwIoV0LkzzJ6tzLwI\n51qL6s+bXhceiKMFC2KClt3wRrnZU2beKDd7ezK77z5YvNj82rZePcdF+YCutZKpXNlsx/rll/Dk\nk8rMi3Ct0n3RAAAgAElEQVSuNV/8cuTKK6+kfPnyJCUlcf3117NhwwbXJYmISIx56SV45BF49FG4\n5BLX1Ui8SU42W7E+8wzMneu6msQS083qiSeeyODBg8nIyGD+/PmkpKSwePFizjjjjEM2rKmpqQSD\nwSJfLVq0ICsrq8jjFi1aRDAYLPb8Pn36kLFnJPX/y83NJRgMkpeXV+T4sGHDGLvfqsGbNm0iGAwW\nG0w8fvz4Yjs45OfnEwwGyc7OLnI8MzOT7t27F6stLS1N56Hz0HnoPHQe+53H/Pmb6NYtSMeOa7nz\nTv+eR7x8HvF6Hr16QceO0LXreHr18u957BGNzyMzM3NvL1anTh2aNm1K//79i73OIYWiaNu2baFA\nIBAaMWKE59fIzs4OBQKBUOfOnYt9LycnJwSEcnJywikz7j388MOuS/Al5WZPmXmj3Oxs3RoKHX30\nw6Fzzw2FfvvNdTX+omvN3tChD4dq1QqFWrcOhXbtcl2Nf+x7rdn2azF9Z/VAWrVqRaNGjVi1apXr\nUnwrPz/fdQm+pNzsKTNvlFvJ7dwJ11wDoVA+c+fCEUe4rshfdK15kc/06WbC1ahRrmvxj3Cutahu\nt5qXl0f16tUZPnw4Q4cO9fw6ycnJ7Ny5ky+++KLIcW23KiKSOEIhSE+HGTPgvffgnHNcVySJZORI\nGDECliyBNm1cV+Mvcb/d6vLly1mzZg3Nmzd3XYqIiDg0fjxMngzPPadGVaLvgQegdWvo2hV++MF1\nNfEt4uusAixYsIAdO3bw66+/ArBmzRpmz54NwBVXXEGlSpVIT09n2rRprFu3jlq1agFw6aWXctFF\nF9GoUSMCgQBz584lKyuLKlWq8PDDD0ejdBERiUHvvAN3322+brrJdTWSiMqWNStQnHEG9OgBWVlg\nueeRlFBUmtXevXuzceNGwOxeNWvWLGbNmkUgEGD9+vXUrl2bwsJCCgsLi6ypmpyczPTp09m8eTO7\ndu0iKSmJtLQ0hgwZwkknnRSN0uNSXl4eVatWdV2G7yg3e8rMG+V2aOvWQadOcPHFsGfSszLzRrnZ\n2zezk082d/fbt4cJE6BvX8fFxbBwrrWoDANYv3793mZ09+7dRf73nkViJ0+eXOT/Azz22GN88skn\n/Pzzz+Tn5/Ppp58yceJENaph6tGjh+sSfEm52VNm3ii3g/v1VwgG4fjjzSLt5f7/losy80a52ds/\ns2DQNKkDBsBHHzkqygfCudZ8N2ZVwjd8+HDXJfiScrOnzLxRbgdWWGh+5b9pE8ybB1Wq/Pk9ZeaN\ncrN3oMz+/nc49VSzHeuOHdGvyQ/CudbUrCYgrZTgjXKzp8y8UW4HNnKkaVKnT4fTTy/6PWXmjXKz\nd6DMjjjC3OnftIkim1LIn8K51tSsiohIzJszxywTNGoUXHWV62pEijv1VLNCRUYGzJzpupr4omZV\nRERi2scfQ7duZlLV3/7muhqRg+ve3QwFuO02WL/edTXxQ81qAtp/f2EpGeVmT5l5o9z+lJdnZlo3\naAAvvHDwpYGUmTfKzd6hMgsE4Nln4YQToEsX2LUrioXFuHCuNTWrCSg3N9d1Cb6k3OwpM2+Um7Fr\nl7mbumOHWcPyyCMP/lhl5o1ys3e4zI49FjIzIScHhgyJUlE+EM61FtXtViNN262KiMSPfv3MXap3\n3oELLnBdjYidsWPhvvtg0SK49FLX1cSWuN9uVURE4t+kSfD002bCihpV8aOBA02TetNN8P33rqvx\nNzWrIiISU1asgN69oVcv8yXiR2XKwLRpZn3gbt3Mf8UbNasiIhIzNm+Ga66B886DJ590XY1IeP7y\nF9OwLlwIjz/uuhr/UrOagILBoOsSfEm52VNm3iRqbr/9Bh07QsWKMHs2VKhQ8ucmambhUm72bDNr\n185sxfq3v8GqVREqygfCudbUrCagvn37ui7Bl5SbPWXmTSLmFgrBLbfAp5+aXaqqV7d7fiJmVhqU\nmz0vmT30EDRtatZg/eWXCBTlA+Fca1oNQEREnBs3Du691+z806mT62pESt/XX8OZZ0IwCC++ePA1\ngxOBVgMQERFfefNNs8TP/ferUZX4Va8eTJwI06ebZlVKTs2qiIg48/nncP31cOWV8OCDrqsRiayu\nXc3KAL17wxdfuK7GP9SsJqCsrCzXJfiScrOnzLxJlNz+9z/zK9GTToKXXjJL/XiVKJmVNuVmL9zM\nnn4aatY041d37iylonwgnNzUrCagzMxM1yX4knKzp8y8SYTcdu82d1S//95MqDrmmPBeLxEyiwTl\nZi/czI46Cl5+GdasMcNfEkU4uWmClYiIRN1998Hf/w4LFkBKiutqRKLvySehf394/XW44grX1USX\nJliJiEhMmzHD7Jv+97+rUZXEdccdZqz2zTfD1q2uq4ltalZFRCRqcnIgPR1uvBHuust1NSLuBAIw\neTKULw833GCGxsiBqVkVEZGo+PZb6NABkpPhuecSe51JEYCqVc1SVu++a37bIAemZjUBde/e3XUJ\nvqTc7Ckzb+Ixt5074ZprzN2juXPhiCNK9/XjMbNoUG72SjuzCy80awwPHQr//GepvnRMCSc3NasJ\nKEWDxDxRbvaUmTfxllsoBH37mn3RX33VLNtT2uIts2hRbvYikdnw4XDuuWaFjP/9r9RfPiaEk5tW\nAxARkYiaMME0q5Mnm8kkIlLcxo3QtClccgm88kp8D5PRagAiIhIzli6FO+80S/SoURU5uL/+FSZN\ngtmz4fnnXVcTW9SsiohIRKxfD9ddZ8bk/f3vrqsRiX3XXAM9e5of8NascV1N7FCzmoCys7Ndl+BL\nys2eMvMmHnLbvt3M/D/2WJg5E8qVi+z7xUNmLig3e5HO7PHHoV49SEuD336L6FtFVTi5qVlNQOPG\njXNdgi8pN3vKzBu/51ZYaH7lv24dvPYaHH985N/T75m5otzsRTqzSpXMdqxffw333BPRt4qqcHLT\nBKsElJ+fT+XKlV2X4TvKzZ4y88bvuT34oFmGJysL2rePznv6PTNXlJu9aGX27LNw++0wZw5cfXXE\n3y7i9s1NE6zksPQXkzfKzZ4y88bPuWVlmUZ15MjoNarg78xcUm72opVZz55mDGt6OmzaFJW3jKhw\nclOzKiIipeKTT8w2qtdeC4MHu65GxN8CAbMqwDHHmPVXCwpcV+SOmlUREQnbDz+YO6l165r1VON5\njUiRaKlSBWbMgJUrzW8rEpWa1QQ0cOBA1yX4knKzp8y88VtuBQVm5vLPP8O8eXDUUdGvwW+ZxQrl\nZi/ambVqZXa4GjUK3n03qm9dqsLJLeLN6vbt2xk0aBApKSlUq1aNMmXKMGLEiBI/f8eOHfTu3ZuG\nDRtSrVo1UlNTycnJiWDF8a927dquS/Al5WZPmXnjt9wGDIBly8xi5klJbmrwW2axQrnZc5HZ3/4G\nbdpA166Qlxf1ty8V4eQW8dUANmzYwJlnnknTpk1p0KABkyZNYvjw4QwdOvSwzy0oKKBly5Zs3LiR\nUaNGUaNGDSZMmMCKFSt4++23Oe+884o8XqsBiIhE1+TJ0KOH2VK1d2/X1YjEry1b4IwzoGVL8xsM\nPw+1se3XIrxMMyQlJfHTTz8B8MMPPzBp0qQSP3fOnDmsWrWKJUuW0LZtWwDatWtHkyZNePDBB3nj\njTciUbKIiJTAv/4FvXrBrbeaJXZEJHJq1jQ/HAaD8PTT0K+f64qiJ6pjVm1v4k6dOpWkpKS9jSpA\nxYoV6dKlCwsXLmTbtm2lXKGIiJTEli1m7cfmzc0/nH6+yyPiF1ddBXfcYYbefPih62qiJ6YnWK1b\nt44mTZoUO56cnEwoFGLDhg3RLyoOrF271nUJvqTc7Ckzb2I9t99+g44doXx5s2B5hQquK4r9zGKV\ncrPnOrNx4+D006FzZ9ixw2kpVsLJLaab1S1btlC1atVix6tVq7b3+weSmppKMBgs8tWiRQuysrKK\nPG7RokUEg8Fiz+/Tpw8ZGRlFjuXm5hIMBsnbb2TzsGHDGDt2bJFjmzZtIhgMFvtgxo8fX2w2XH5+\nPsFgsNieuZmZmXTv3r1YbWlpaWGfR9u2bePiPKL9eaSkpMTFeUTz82jfvn1cnEe0P4+LL744ps+j\nQ4dsVq82GwDUqBEbn0ffvn11XXk4j5tvvjkuziOan8egQYOcnkfFimY71o0bcznttNj/PDIzMwkG\ng7Rt25Y6derQtGlT+vfvX+x1DikURdu2bQsFAoHQiBEjSvT4o48+OpSenl7s+LJly0KBQCA0d+7c\nIsdzcnJCQCgnJ6dU6o1XGzdudF2CLyk3e8rMm1jO7ZFHQiEIhWbMcF1JUbGcWSxTbvZiJbPJk2Pz\nz+LB7Jubbb8W03dWa9asWewnBmDvWNWaNWtGu6S4oKVKvFFu9pSZN7Ga21tvwaBBcN990KWL62qK\nitXMYp1ysxcrmXXrZna26tkTvv7adTWHF05uMd2s1qtXj48//rjY8dWrVxMIBEhytaCfiEiC+fJL\nM0bu8svN4uQi4lYgABMnQrVq5ofHP/5wXVHkxHSz2q1bNzZs2MCyZcv2Htu5cyeZmZmkpqbuHbsq\nIiKR88svZrmcGjVg+nQoW9Z1RSICcMwxkJkJH3wAQ4a4riZyotKsLliwgNmzZzN//nwA1qxZw+zZ\ns5k9eza//fYbAOnp6ZQvX57Nmzfvfd7VV19N8+bN6dSpE5MmTWLevHm0b9+erVu3Mnjw4GiUHpf2\nH3gtJaPc7Ckzb2Ipt927za4533wDr70Gxx7ruqIDi6XM/ES52Yu1zM45B0aPNqsELFrkupqDCye3\niG8KANC7d282btwIQCAQYNasWcyaNYtAIMD69eupXbs2hYWFFBYWFlmLtWzZsixdupQBAwYwbtw4\nfvzxR8455xyWLVumHarCkJ+f77oEX1Ju9pSZN7GU29Ch8Oab8MYbcMoprqs5uFjKzE+Um71YzOye\ne+Cdd+Cmm+Cjj8xvQWJNOLlFfLvVaNJ2qyIipWfmTDNOddw42G91GxGJMd99Z7ZjPeMMWLAAysTw\nQE/bfi2GT0VERFz54APo3t0MARgwwHU1InI4NWrAtGlmKMCjj7qupnSpWRURkSK+/x7at4dGjeD5\n57WVqohfpKSY5eXuvx/+8x/X1ZQeNasJ6EBr18rhKTd7yswbl7n98Qdce63579y5UKmSs1Ks6Frz\nRrnZi/XMHnwQzjzTDOH55RfX1fwpnNzUrCagHj16uC7Bl5SbPWXmjcvc7rgD3n8fXn0VTj7ZWRnW\ndK15o9zsxXpmFSqY7Vi3bYPbb4dYmZkUTm5qVhPQ8OHDXZfgS8rNnjLzxlVuzz4L//iHWWi8ZUsn\nJXima80b5WbPD5nVrWv+LM+YAVOnuq7GCCc3rQYgIiIsWwaXXGLuxDz1lOtqRKQ09OhhVvXIzYWG\nDV1X8yetBiAiIlY2bjTjVC+4IP5mEYsksvHjoVYtM351507X1XinZlVEJIHt2GFm/h99NLzyCpQv\n77oiESktRx5pxq9++qlZJcCv1KwmoIyMDNcl+JJys6fMvIlWbqGQWUv1q69g3jw44YSovG1E6Frz\nRrnZ81tmTZvCI4+Y4T3/v+u9E+HkpmY1AeXm5rouwZeUmz1l5k20chs9GmbNghdfhOTkqLxlxOha\n80a52fNjZn37wlVXmR9Ot2xxU0M4uWmClYhIAnrtNfPr/+HDYdgw19WISKTl5ZmtWE85Bd5+G8qW\ndVeLJliJiMghffop3HADdOwIQ4a4rkZEoqFqVZg+3az8MWaM62rsqFkVEUkgP/4IwSD89a9mH/Ey\n+ldAJGG0bQuDB5vfqKxY4bqaktNfUyIiCaKgwCxh89NPZkLVUUe5rkhEom3oUGjRAq6/3vxd4Adq\nVhNQMBh0XYIvKTd7ysybSOV2772wZImZVFW3bkTewhlda94oN3t+z6xcOTMc4Ndf4ZZborcdazi5\nqVlNQH379nVdgi8pN3vKzJtI5DZtGjz2GDz+OFx0Uam/vHO61rxRbvbiIbPatWHSJHj1VXjuuei8\nZzi5aTUAEZE49/770KaNmVT1/PMQCLiuSERiwe23w5Qp8J//QOPG0XtfrQYgIiJ7bd1qZv03awYT\nJqhRFZE/PfYY1K9vxrLn57uu5uDUrIqIxKnff4errzYz/ufMgYoVXVckIrGkUiWzHeu6dXD33a6r\nOTg1qwkoKyvLdQm+pNzsKTNvSiO3UAh69YKPPoKsLPjLX0qhsBima80b5WYv3jJr1AieeAL+8Q/z\nQ22khJObmtUElJmZ6boEX1Ju9pSZN6WR25NPwtSpZhLF2WeXQlExTteaN8rNXjxmduutcN11ZnWA\njRsj8x7h5KYJViIicebtt6FdO7jnHhg3znU1IuIH//sfNG0KNWuaXa7KlYvce2mClYhIAvvqK+jU\nCVJS/Lelooi4c9xxMGOGWT1kxAjX1RSlZlVEJE78+iu0bw/VqkFmJpQt67oiEfGTli1No/rQQ7B0\nqetq/qRmVUQkDhQWwo03wn//a7ZSPe441xWJiB/ddx+0bWvWZc7Lc12NoWY1AXXv3t11Cb6k3Owp\nM2+85DZ8OLz2mrmjeuqppV9TrNO15o1ysxfvmZUtCy+9BH/8Ad27l952rOHkpmY1AaWkpLguwZeU\nmz1l5o1tbrNmwYMPmjGqqakRKirG6VrzRrnZS4TMTjrJ7Gz1+uvw1FOl85rh5KbVAEREfOyjj8w4\ns/btYfp07VAlIqXnrrvgmWdg5Uo488zSe12tBiAikiC2bTNN6qmnmvVU1aiKSGl6+GGzaUBaGmzf\n7q4ONasiIj60a5dZxPu338wOVZUru65IROJNxYpmO9atW6FfP3d1qFlNQNnZ2a5L8CXlZk+ZeVOS\n3Pr3h3/+02yPWKtWFIqKcbrWvFFu9hIts1NOgQkTzBjWGTO8v044ualZTUDjtKWNJ8rNnjLz5nC5\nPfecGUc2YQKcf36Uiopxuta8UW72EjGzm26Crl2hVy/4+mtvrxFObppglYDy8/OprN8ZWlNu9pSZ\nN/vmFgqFeOCuu3jo8ccJBAJkZ8NFF8Ftt8HTTzsuNIboWvNGudlL1Mx+/dVMsqpSBVasgAoV7J6/\nb26aYCWHlYh/yEqDcrOnzLzZN7ecnBzGT5hAbm4umzbB1VdDq1bw+OMOC4xButa8UW72EjWzo482\n41c/+ggeeMD++eHkFvFmtaCggPvvv5/k5GSqVKnCxRdfzFtvvXXY502ZMoUyZcoc8Ov777+PdNki\nIjFh1sSJPFpQQOb4iXToYCZSzZoF5cu7rkxEEs3ZZ5v1nB95BBYujN77RrxZve6663jyySdJT09n\nxowZ1KhRgyuvvJK5c+eW6PlTpkxh5cqVRb6OP/74CFctIuLOmGHDaFi9Opc3aMAXb7zBrUDuy6+z\n/cP6lP2lOs+PH+a6RBFJUHfdBZddBt26wbffRuc9I9qsvv/++8ybN48JEybQv39/Lr/8cmbMmMH5\n55/PkCFDSvQajRs35pxzzinyVa5cuUiWHfcGDhzougRfUm72lJk3edu3M2jIEMr9+itzv/uOALBk\n53f89Zjt3D9iCAMGD3ZdYszRteaNcrOX6JmVKWNWBggEzMSrwsKSPS+c3CLarE6dOpXKlSuTlpZW\n5Hi3bt349NNPWbVq1WFfI47mf8WM2rVruy7Bl5SbPWXmTVJSEun9+hE49tgixyvVOJb0fv0orzEA\nxeha80a52VNmUKMGvPgiLF5shgSURDi5RbRZXbduHfXr16dSpUpFjicnJwOwfv36w77GlVdeSfny\n5UlKSuL6669nw4YNkSg1ofRzubKvjyk3e8rMm379+lFQAFu+KeQpKtHq2BOZVKkSBSW9hZGAdK15\no9zsKTPj0kvh3nvNZKv33z/848PJLaLN6pYtW6hatWqx49WqVdv7/YM58cQTGTx4MBkZGcyfP5+U\nlBQWL17MGWeccdiGNTU1lWAwWOSrRYsWZGVlFXncokWLCAaDxZ7fp08fMjIyihzLzc0lGAySl5dX\n5PiwYcMYO3ZskWObNm0iGAyydu3aIsfHjx9f7DZ4fn4+wWCw2GK5mZmZdO/evVhtaWlpOg+dh84j\nzs/j2mvTaNUqi83bz+Lzm8eyeOtXfNq9O5/l5/vqPOLl89B56Dx0Hgc+jwcfhGOOSSMYzOLnnw98\nHpmZmXt7sTp16tC0aVP69+9f7BwPJaLrrCYnJ1OjRg3efvvtIsc3bdpEUlISjz32mFXBK1asoHXr\n1qSlpZGZmVns+1pnVUT87tdfoUOHP3enSk11XZGIyMGtXw9Nm5q/q2bMMGNZDyem1lmtWbMm27Zt\nK3Z8z7GaNWtavV6rVq1o1KhRica6ysHt/5OVlIxys6fM7Pz4o/nV2sqVa3nrLTWqNnSteaPc7Cmz\nourUMbvqvfwyTJ588MeFk1tEm9X69evz9ddf8/vvvxc5vnr1agDq1q3r6XUDJWnb5aAGDRrkugRf\nUm72lFnJffMNtGljtjI8++xBXHCB64r8RdeaN8rNnjIrLi0N0tOhXz/47LMDPyac3CLarHbr1o38\n/Hxmzpy591goFGLq1Kk0btyYZs2aWb3e8uXLWbNmDc2bNy/tUhPK09qj0RPlZk+Zlcz69XD++fDT\nT/Dee/Dii8rNlq41b5SbPWV2YE8+CbVrQ5cusN89SiC83CK6YGnz5s3p0KEDffr04aeffuKUU05h\n+vTprFixgldeeWXv49LT05k2bRrr1q2jVq1aAFx66aVcdNFFNGrUiEAgwNy5c8nKyqJKlSo8/PDD\nkSw77mnZDW+Umz1ldniffmp+9V+5MmRnQ1ISgHKzpWvNG+VmT5kd2JFHmqEA554LgwbBU08V/X44\nuUV8df1Zs2YxdOhQMjIy+O9//8tZZ53F66+/TkpKyt7HFBYWUlhYWGRN1eTkZKZPn87mzZvZtWsX\nSUlJpKWlMWTIEE466aRIly0iEnGrVpmdYE46CRYtgr/8xXVFIiLenXGGWXe1Xz+45BI4wMIGnkR0\nNYBo02oAIuIXy5bBVVdBo0bw5ptQpYrrikREwhcKQceOsHw5fPQRnHxy8cfE1GoAEpv2X39NSka5\n2VNmB/b66+aO6rnnmh1g9m9UlZs9ZeaNcrOnzA4tEICMDDO06YYbYPduczyc3NSsJqD8AywsLoen\n3Owps+IyM81dh8svN03rUUcVf4xys6fMvFFu9pTZ4Z1wAkyfbu6uPvSQORZObhoGICISJc8+C717\nw003waRJUC7iswZERNwZPtzscvXuu9C69Z/HNQxARCQGPfww3H67mXjwwgtqVEUk/g0eDK1aQdeu\nZtMTr9SsiohEUCgE990Hf/sbDBsGTzwBZfQ3r4gkgHLlzHCA7dvhllvM34de6K/MBJSXl+e6BF9S\nbvYSPbPdu82v/ceOhccfN78SK8kGfImemxfKzBvlZk+Z2alVy/w2ae7cPJ591ttrqFlNQD169HBd\ngi8pN3uJnNmuXXDjjWbP7BdegP79S/7cRM7NK2XmjXKzp8zsdegASUk9uOsuWL3a/vlqVhPQ8OHD\nXZfgS8rNXqJm9ttvZsb/7NnwyivQvbvd8xM1t3AoM2+Umz1l5s306cM55RRIS4PffrMbD6DVAERE\nStEvv5hdW/7zH3j1VWjXznVFIiKx4bPPoFkzOPfcl3j33Ru1GoCISLTl5cFFF8GHH5rF/tWoioj8\n6bTT4Kmn4IN3Z1k9T82qiEgp2LIFLrgANm82awq2bOm6IhGR2DFm2DAaVq/OnLENqF8+2+q5alYT\nUEZGhusSfEm52UuUzL76Cs4/3yzPsnw5NG0a3uslSm6lSZl5o9zsKTNvTqhZk0FDhlDu1195bpfd\noqtqVhNQbm6u6xJ8SbnZS4TMVq82O7NUqADZ2XDKKeG/ZiLkVtqUmTfKzZ4y8+ajjz4ivV8/Asce\na/1cTbASEfFo5UpITYW//hXeeguqV3ddkYhIbEtt0IBmmzczaudOTbASEYmkd96BSy6B00+HpUvV\nqIqIlESds84icMcdVs9RsyoiYikry9xRbd0aFi2C445zXZGIiD9MmDmTDp07Wz1HzaqIiIUXX4Rr\nr4X27WHePKhc2XVFIiLxTc1qAgoGg65L8CXlZi/eMhs/Hm66CW6+GTIzzaSqSIi33KJBmXmj3Owp\nM2/CyU3NagLq27ev6xJ8SbnZi5fMQiEYNQruuAPuuQeefx7Klo3c+8VLbtGkzLxRbvaUmTfh5KbV\nAEREDiEUgoED4dFHTcN6//0QCLiuSkTEv2z7tXJRqElExJd274aePSEjwwwB0A0VEZHoU7MqInIA\nf/wBN9wAr74K06bBjTe6rkhEJDFpzGoCysrKcl2CLyk3e37NbMcOCAbNbP/Zs6PfqPo1N5eUmTfK\nzZ4y8yac3NSsJqDMzEzXJfiScrPnx8z+9z9o185snfrmm9ChQ/Rr8GNurikzb5SbPWXmTTi5aYKV\niMj/+/5706hu3AgLFsC557quSEQk/miClYiIB5s2waWXwi+/wLJlkJzsuiIREQE1qyIifPEFXHKJ\nWTs1Oxvq1XNdkYiI7KExqyKS0D78EFq3hqOOUqMqIhKL1KwmoO7du7suwZeUm71Yz2zFCmjbFmrV\ngvfeg5o1XVdkxHpusUiZeaPc7Ckzb8LJTc1qAkpJSXFdgi8pN3uxnNmiRZCSAk2bwpIlULWq64r+\nFMu5xSpl5o1ys6fMvAknN60GICIJZ/ZsuP5606zOmgWVKrmuSEQkcdj2a7qzKiIJ5YUXIC0Nrr0W\n5s5VoyoiEuvUrIpIwnj8cUhPh9tugxdfhPLlXVckIiKHo2Y1AWVnZ7suwZeUm71YySwUgmHD4O67\n4b774JlnzDJVsSpWcvMTZeaNcrOnzLwJJ7eIN6sFBQXcf//9JCcnU6VKFS6++GLeeuutEj13x44d\n9O7dm4YNG1KtWjVSU1PJycmJcMXxb9y4ca5L8CXlZi8WMisshDvvhJEjYcwY8xUIuK7q0GIhN79R\nZiuylKQAACAASURBVN4oN3vKzJtwcov4BKuOHTuyaNEiHnroIRo2bMiLL77IrFmzeOWVV+jYseNB\nn1dQUEDLli3ZuHEjo0aNokaNGkyYMIEVK1bw9ttvc9555xV7jiZYlUx+fj6VK1d2XYbvKDd7rjMr\nKDC/9n/xRXM3tVcvZ6VYcZ2bHykzb5SbPWXmzb65xdR2q++//z7z5s3jhRde4Oabbwbg8ssv55tv\nvmHIkCGHbFbnzJnDqlWrWLJkCW3btgWgXbt2NGnShAcffJA33ngjkqXHNf0h80a52XOZ2c6d0Lkz\nvP46TJ8OXbo4K8WarjV7yswb5WZPmXkTTm4RHQYwdepUKleuTFpaWpHj3bp149NPP2XVqlWHfG5S\nUtLeRhWgYsWKdOnShYULF7Jt27ZIlS0iPrd9O1x5JSxcaGb8+6lRFRGRoiLarK5bt4769etTab+1\nYZKTkwFYv379IZ/bpEmTYseTk5MJhUJs2LChVGsVkfjw449w6aXw/vumWb3yStcViYhIOCLarG7Z\nsoWqB9gWplq1anu/H4nnpqamEgwGi3y1aNGCrKysIo9btGgRwWCw2PP79OlDRkZGkWO5ubkEg0Hy\n8vKKHB82bBhjx44tcmzTpk0Eg0HWrl1b5Pj48eMZOHBgkWP5+fkEg8Fis+QyMzMPuDVZWlpa2OdR\nv379uDiPaH8ejRs3jovziObn0bJly6ieR/v2aZx5ZhZffml2pWrTxp+fx6mnnqrryvI8evbsGRfn\nEe3P47rrrouL84jm5zFw4MC4OA+IzueRmZlJMBikfv361KlTh6ZNm9K/f/9ir3NIoQhq3Lhx6OKL\nLy52fOPGjaFAIBB6/PHHD/rco48+OpSenl7s+LJly0KBQCA0d+7cYt/LyckJAaGcnJzwCo9zTz31\nlOsSfEm52YtmZuvXh0L16oVCJ50UCq1ZE7W3jQhda/aUmTfKzZ4y82bf3Gz7tYjeWa1Zs+YBx5bu\nOVazZs1DPnf/nxZK+lw5tH79+rkuwZeUm71oZfbZZ3D++eZ/Z2fD6adH5W0jRteaPWXmjXKzp8y8\nCSe3iDar9evX5+uvv+b3338vcnz16tUA1K1b96DPrVevHh9//HGx46tXryYQCJCUlFSqtYqIP+Xk\nwAUXQJUqsHw51KnjuiIRESlNEW1Wu3XrRn5+PjNnztx7LBQKMXXqVBo3bkyzZs0O+dwNGzawbNmy\nvcd27txJZmYmqampe8euikjieu89uPBCqFcPli2DE090XZGIiJS2iDarzZs3p0OHDvTp04cnnniC\nN998kxtuuIEVK1YwcuTIvY9LT0+nfPnybN68ee+xq6++mubNm9OpUycmTZrEvHnzaN++PVu3bmXw\n4MGRLDvu7T/AWkpGudmLZGZvvgnt2kHz5vD223D88RF7q6jTtWZPmXmj3OwpM2/CyS3i263OmjWL\nO++8k4yMDLp27cq3337L66+/TocOHfY+prCwkMLCQkL7bKZVtmxZli5dyjXXXMO4ceNIT0+nTJky\nLFu2jHPPPTfSZce1QYMGuS7Bl5SbvUhl9vLL0L69aVbfeAOOOioib+OMrjV7yswb5WZPmXkTTm4R\n3241mrTdasls2rSJ2rVruy7Dd5SbvUhk9txzZtvUG26AF16AchHdh88NXWv2lJk3ys2eMvNm39xs\n+7WI31l1IY7674jQHzJvlJu90s5s3Djo2RP69IEpU+KzUQVda14oM2+Umz1l5k04ucVls6rxJCLx\nJRSC+++He++FIUPgqaegTFz+7SUiIvuLy7/uF8+a5boEESklhYXmTuqYMfDIIzByJAQCrqsSEZFo\nictmdePy5VxWvz4Nq1dnzLBhrsuJOftvwyYlo9zshZvZrl1w443wj3/ApElwzz2lVFiM07VmT5l5\no9zsKTNvwsktLkd8PfrjjwwuW55BQ4ZwU69ersuJOfn5+a5L8CXlZi+czH7/HTp1goULzez/664r\nxcJinK41e8rMG+VmT5l5E05u8bkaAHB94BTaD/yc++4zO9uIiH/8+isEg/D++/Dqq3DZZa4rEhGR\n0qLVAIBXK1bk2OMKefppqFsXxo4F/SAk4g8//AAXXwy5ubBokRpVEZFEF5fNapk77uDsS8/i66/h\n+uth8GBo0ACefx4KClxXJyIHs2ULXHABbNgA774L55/vuiIREXEtLpvVDp07M2HmTP7yF5gwAT77\nzPwDeNtt0LgxzJljlsJJVHl5ea5L8CXlZs8ms3XroHVrMwRg+XI488wIFhbjdK3ZU2beKDd7ysyb\ncHKLy2Z1f/XrQ2am+bViUhJcey2cdx4sXeq6Mjd69OjhugRfUm72SprZJ5+Yu6jlykF2NjRsGOHC\nYpyuNXvKzBvlZk+ZeRNObgnRrO5x5plmZvGSJebO6kUXmfFwH3zgurLoGj58uOsSfEm52StJZv/+\nN7RpA9Wrmzuq2hxG15oXyswb5WZPmXkTTm4J1azuceGFZpbx7Nmwfj2cdZYZ2/r1164ri46SzLyT\n4pSbvcNltnSpmUx16qlmjGqNGtGpK9bpWrOnzLxRbvaUmTfh5JaQzSqYHXCuuQbWrIHnnoNly8w/\nmH37wrffuq5OJP699hpcfjm0bGlm/R93nOuKREQkFiVss7pHuXJw663w5ZcwahRMn27GuA4ZAr/8\n4ro6kfj00ktw9dVw5ZWmaT3ySNcViYhIrEr4ZnWPypXh3nvNjOQ+fcwe5HXrwuOPw86drqsrXRkZ\nGa5L8CXlZu9AmU2YYLZQvekmszNVxYoOCotxutbsKTNvlJs9ZeZNOLmpWd1PlSpmE4Evv4SOHWHA\nADjlFJg6FXbvdl1d6cjNzXVdgi8pN3v7ZhYKwejRZqjNXXfBpEnmNxtSnK41e8rMG+VmT5l5E05u\n8bndagm37yqJtWvhgQfMlo+NG5t/bK+80ox5FZGSCYXMby7+/ncYOdJs1KE/QyIiiUnbrZayU081\nmwisXAlVq5r9ylu3hhUrXFcm4g+7d0PPnqZRffJJMx5cjaqIiJSUmtUSOvdcsz7rggWwfbtZwDwY\nNIuZi8iB/fGHWRYuIwOmTIE77nBdkYiI+I2aVQuBgNlEIDfXrBqwZg00aQI33wwbN7quTiS25OdD\nhw6QlWXWNO7WzXVFIiLiR2pWPShTxtwt+uwzeOopc7f1lFPg7rvBD1sGB4NB1yX4knIruZ9/hnbt\nYNGiIG+8YSYrSsnpWrOnzLxRbvaUmTfh5KZmNQwVKpiZzV9/bSZhTZoE9eqZ9Vp37HBd3cH17dvX\ndQm+pNxKZts2s0vcJ5/AI4/05ZJLXFfkP7rW7Ckzb5SbPWXmTTi5aTWAUrRtm1kt4JlnzBJYQ4ea\nDQfKl496KSJObN4MKSnw009mV6omTVxXJCIisUarAThUrZrZRODzz82vQPv2hdNOMwufFxa6rk4k\nsr780kw8/O03WL5cjaqIiJQONasRkJRkNhH46CPTrHbpAmefbe40xc99bJE/ffSRWdKtcmXIzoYG\nDVxXJCIi8ULNagQlJ8P8+fDee1CpkrnbevHF8O9/u60rKyvLbQE+pdwO7J//hLZtoWZNc62ffPKf\n31Nm3ig3e8rMG+VmT5l5E05ualajoHVrc7dp3jz47juzZuu115rhAi5kZma6eWOfU27FLV4Ml15q\nfjBbssQMhdmXMvNGudlTZt4oN3vKzJtwctMEqyjbvRtefNFMvtq6FXr0gGHDzF0pET959VUzxOXi\ni806qpUru65IRET8QBOsYlzZsmYTgS++gHHjzFau9evDffeZGdQifjBlClx3nVk/NStLjaqIiESO\nmlVHjjjCbCKwbh3ccw+MH2/WaB03zsymFolVTz4J3bvzf+3deXhN59o/8O9KSCKoMcYjolLSIjX2\npIZTcg5awy49VdUaitPXVG3aqtNqFW1p0Z9Xiw6IkhcxtVJjhR5UdFBSQw1VRNTQkApFDBnu3x/r\nZLMbaj/Pzt5r7+zv57pcWNl77Wd9c3Pda2Wt58G//mWu5BYUZPWIiIioOGOzarFy5cxFBA4dAh5/\n3Fxc4K67zAUGcnOtHh3RdSLAuHFAXBwwciTw0UfmTwqIiIjcic2ql6he3VxMYP9+c67Kp582H1r5\n7LOin+6qf//+RbtDP+HPueXnmz8JGDsWePttYOJEwDBu/z5/zswVzE0dM9PD3NQxMz2u5MZm1ctE\nRpqLCGzfDtSqBfzzn8D99wObNhXdZ3To0KHoduZH/DW33Fxg4EBg6lRgxgzz/mpn+WtmrmJu6piZ\nHuamjpnpcSU3tzerubm5GDVqFBo1aoQKFSrg73//O9atW+fUe+fOnYuAgICb/jp9+rSbR26tZs3M\nRQQ2bDBnEGjXDnjoIWDnTtf33atXL9d34of8MberV4GePc0ZLObPB4YOVXu/P2ZWFJibOmamh7mp\nY2Z6XMnN7c1qjx498N5772HgwIFYuHAhqlatii5dumD58uVO72Pu3Ln49ttvHX5VrFjRjaP2HgWL\nCCxZAhw+DDRpAjz5pPlgFpE7XboEdO0KrF4NLF9u1h0REZGnlXDnzr/77jt8/vnnmDNnDp566ikA\nwEMPPYRTp05h9OjR6N69u1P7adiwodfOm+oJhmFOE9StGzBnjvmQS1QUMGgQ8NprQNWqVo+Qipus\nLKBzZ2DPHmDtWvPKPhERkRXcemV13rx5CA0NRc+ePR229+vXD/v27cP27dud2k8xWrfAJSVLmg3q\noUPAG2+YP5qtW9dcVOD3353fT0pKivsGWYz5S24ZGebyqT/9ZK5K5Uqj6i+ZFTXmpo6Z6WFu6piZ\nHldyc2uzeuTIEURGRqJUqVIO2xs1agQASEtLc2o/Xbp0QcmSJREREYEnnngCR48eLeqh+pTQUPMh\nlyNHzHsIJ040m9apU817DG9n0qRJ7h9kMeQPuaWnm7NRnDkDfPUV0KKFa/vzh8zcgbmpY2Z6mJs6\nZqbHldzc2qyeOHEClStXLrQ97L8LiJ84ceJP31+9enW89tpriI+Px8qVK9GhQwesX78e99577582\nrJ06dYLNZnP4df/99yMpKcnhdcnJybDZbIXeP2zYMMTHxztsS01Nhc1mQ2ZmpsP2MWPGYOLEiQ7b\njh07BpvNhgMHDjhsnzZtGl566SWHbdnZ2bDZbIXOOBITE286zUPPnj3tx1GxormIQHx8MkJDbXjx\nRaB+fSAhwXwo61bHkZeX51XHUcDbvx/lypUrFsdxq+/H9OlJaN3anKYqJQU4ccL142jYsCHrSuM4\ngoKCisVxePL7MXny5GJxHJ7+fjz99NPF4jg8+f1YtGhRsTgOwDPfj8TERNhsNuTl5aFOnTpo3Lgx\n4uLiCu3nzxji5M/YN23ahNjYWKd2unPnTkRHR6NRo0aoWrUqNmzY4PD1Y8eOISIiAlOmTFEe8Nat\nW9GmTRv07NkTiYmJDl9TXWu2uNm/31xUYPlyc47WCRPM+w6dmQ+T/FtqKtCxo3n/c3IyUKOG1SMi\nIqLiSrVfc/oBq6ioKMyePdup14aHhwMAatasiVOnThX6+pkzZ+xfV9WqVSs0aNDA6ftd/cndd5uL\nCHz7rXmbQNeu5o90J04EWra0enTkrbZsAbp0Ma/Kr10LVKpk9YiIiIiuc7pZrVatGgYMGKC088jI\nSKSkpODKlSsICQmxb9+zZw8A4M4771Ta340MXi68pZgYYONG4IsvgFdeAVq1Amw280prgwZWj468\nydq15sITMTHA558DZctaPSIiIiJHbr1ntV+/fsjOzsbixYvt20QE8+bNQ8OGDdGsWTPlfW7ZsgV7\n9+5FC1ef/CjmDMNcRCA11ZzMfc8eIDoa6N8fGDTopdvvgAr54309vm7JEvMkpn17YM0a9zSqxS0z\nT2Fu6piZHuamjpnpcSU3t86z2qJFC3Tr1g3Dhg1DVlYW6tWrhwULFmDr1q1YsmSJw2sHDhyIhIQE\nHDlyBLVq1QIAtG/fHrGxsWjQoAEMw8Dy5cuRlJSEChUq4J133nHn0IuNgABzMvcePYCPPwbefBPI\nygpHmTLAqFH8ka+KgttbioPZs4H/+R/giSeATz4xp0Vzh+KUmScxN3XMTA9zU8fM9LiSm9MPWOnK\ny8vD66+/jhUrVuD48eNo2rQp/v3vfxdaI7Z///5ISEhAWlqa/YBeeOEFJCcn45dffkFOTg4iIiLw\nwAMPYPTo0ahxkydA/P0BK2dcuABMmQK8+67ZyI4cCcTFAaVLWz0y8pR33wVeesmc9mzaNLMOiIiI\nPEW1X3N7s+pJbFadd/o0MH488OGH5tXV118H/vUv911hI+uJAKNHm9/3UaOAt97iTBFEROR5qv0a\nr6n4qSpVgPfeM1cpat8eGDYMuOceYPFic55NKl7y84Hhw81GddIk83c2qkRE5AvYrPqhGycFrlPH\nXERg505z6qLHHzdXLVq/3sIBeqk/TqbsK3JygH79gA8+AGbONG8B8BRfzcxqzE0dM9PD3NQxMz2u\n5MZm1Q+NHDmy0LboaGDVKmDzZiA4GOjQAfjHP4Dvv7dggF7qZrl5uytXgEcfBRYtAhITgaef9uzn\n+2Jm3oC5qWNmepibOmamx5Xc2Kz6oenTp9/ya3/7G7B1K5CUBJw6Bdx3nzmTwMGDHhygl/qz3LzR\nhQvmCmbJyeYcqj17en4MvpaZt2Bu6piZHuamjpnpcSU3Nqt+6HbTRxgG8PDDwO7dwJw5wHffmfez\nDhoEnDzpoUF6IV+aruTsWfPK+PbtZrPaqZM14/ClzLwJc1PHzPQwN3XMTI8rubFZpVsKDDQXETh4\n0FyyddkyIDLSXBXr3DmrR0e3cvKkeYX8yBFzJbM2baweERERkT42q3RbISHAiy8Chw8Dzz9vziJw\n553A5MnA5ctWj45ulJZmNqfnzwNbtgCcwY2IiHwdm1U/NHHiRK33lS9vTnl0+LB5/+MrrwD16gHx\n8UBubhEP0gvp5uYp+/YBrVubk/ynpABRUVaPyPsz81bMTR0z08Pc1DEzPa7kxmbVD2VnZ7v0/urV\nzcUE9u8HWrY0FxOIjgaWLzcnni+uXM3Nnb7/3vzRf+XK5hXV2rWtHpHJmzPzZsxNHTPTw9zUMTM9\nruTGFazIZTt2AC+/DGzYAMTEAO+8AzzwgNWj8h+bNgFduwKNGgGrVwMVKlg9IiIiolvjClbkcc2a\nmYsIrF9vTkDftq359PmuXVaPrPhbuRJ48EHzJCE5mY0qEREVP2xWqcj84x/Atm3mkq0//ww0aQL0\n7m0+9ENFb+FCoHt3cy7VVauAMmWsHhEREVHRY7PqhzIzM92274AA4LHHzId9PvgA+PJLcxnXZ58F\nTp9228d6hDtzU/Xhh+aJQJ8+5slBcLDVI7o5b8rMlzA3dcxMD3NTx8z0uJIbm1U/NGDAALd/RsmS\nwODBwKFDwNixwLx55nRXY8eaKyv5Ik/k5oy33waGDgWGDzdnYihRwuoR3Zq3ZOZrmJs6ZqaHualj\nZnpcyY3Nqh8aO3asxz6rdGlg1ChzgvohQ8yHr+rWBd5/H7h61WPDKBKezO1mRMwH2UaNAsaMAaZO\nNa9kezOrM/NVzE0dM9PD3NQxMz2u5MbZAMijfvnFvLo6dy4QHg688QbwxBPmall0a3l5wLBhwMcf\nA//7v0BcnNUjIiIi0sPZAMir1apl/uh6zx6gcWOgb19zlaXVq4v3HK2uyMkx70+dNQuYM4eNKhER\n+Rc2q2SJe+4xFxH4+mtzZawuXcy5Wb/5xuqReZfsbKBbN+DTT4GlS4H+/a0eERERkWexWfVD8fHx\nVg/B7v77zUntV68217Nv2dJszvbts3pkhXk6t99/Bx56yMxn1SrgkUc8+vFFwptqzZcwN3XMTA9z\nU8fM9LiSG5tVP5Sammr1EBwYhrmIwA8/AP/3f+ZiAo0aAQMGmPe4egtP5paZCcTGmlmsXw906OCx\njy5S3lZrvoK5qWNmepibOmamx5Xc+IAVeZ2rV80Hid56y7y6+MwzwCuvAJUqWT0yzzh+3GxOf/vN\nXJXq3nutHhEREVHR4QNW5POCg81FBA4fNqdq+vhjc47WCROAS5esHp17HToEtG5tHueWLWxUiYiI\n2KyS1ypb1pzm6vBhoF8/88+RkcBHH5lPyBc3u3ebjWpICJCSAtSrZ/WIiIiIrMdmlbxelSrmIgIH\nDgD/+Ie5elODBsCSJUB+vtWjKxrffmvOhlC9OvDVV+YUX0RERMRm1S/ZbDarh6DlzjvNB7B++MG8\nwtqzJ3DffcCGDZ75fHfltmGD2YQ3bAhs3Gg258WFr9aa1ZibOmamh7mpY2Z6XMmNzaofeuaZZ6we\ngkvuvRdYs8ac0qlkSaB9e/PX9u3u/Vx35LZ8OdC5M9CmDbBunTnnbHHi67VmFeamjpnpYW7qmJke\nV3LjbADk00SAzz8HRo0C9u8HevQAxo8H7rrL6pHdXkKCOT3XI48A8+cDQUFWj4iIiMj9OBsA+RXD\nMBcR2L3bXMb1m2+Au+8GBg8GTp2yenS3Nm2a+dBY//5AYiIbVSIiolths0rFQokS5lXKgweBd94x\nH76qW9e84nrunNWju04EePNNc2quF18EZs4EAgOtHhUREZH3YrPqh5KSkqwegtuUKgWMGAEcOQLE\nxQFTp5pN67vvAleuuLZvV3MTMcf2+uvmggeTJ5tXhouz4lxr7sTc1DEzPcxNHTPT40pubFb9UGJi\notVDcLvy5c1FBA4dMu9jffll8z7WOXOA3Fy9fbqSW14e8K9/AVOmANOnA6++WvwbVcA/as0dmJs6\nZqaHualjZnpcyY0PWJFfOHgQeO01YOlS857WCROAhx/2TMN49SrQu7f55P8nnwB9+rj/M4mIiLwV\nH7Aiuol69cz7WL//HqhRA+jeHWjVypyA350uXQJsNmDFCuDTT9moEhERqWKzSn6leXNzEv7kZPOK\n5wMPmPOc7t5d9J917hzQoQOwdSuwdq15JZeIiIjUuK1ZvXjxIkaOHIkOHTogLCwMAQEBGDdunNI+\nLl26hKFDh6J+/foICwtDp06dsGPHDjeNmPxJ+/bmVdZFi8xbBBo3Nq96pqUVzf5PnwbatTPnfv3y\nSyA2tmj2S0RE5G/c1qxmZmZi1qxZyMnJQffu3QEAhsINgrm5uWjXrh0+/fRTjBgxAvHx8cjLy8MD\nDzyAb7/91l3D9gv9+/e3egheISDAXLJ13z5gxgzzimv9+sBzz5nN5h85m9uxY+aKVL/+at5m8Ne/\nFvHAfQhrTQ9zU8fM9DA3dcxMjyu5ua1ZjYiIQFZWFjZu3Ii3335b+f2ffvoptm/fjsWLF+Ppp5+G\nzWbDihUrULNmTbz55ptuGLH/6NChg9VD8ColSwJDhpgzB4wZA8yda053NW4ccOHC9dc5k9tPPwGt\nWwM5OUBKCtCwofvG7QtYa3qYmzpmpoe5qWNmelzJzSP3rOpMODBv3jxERESgbdu29m3BwcHo1asX\nvvjiC5w5c6YIR+hfevXqZfUQvFLp0uaUUkeOAIMGAW+/bTat06aZ97femJuIYFRcnENt//CDeUW1\nbFlgyxbzvf6OtaaHualjZnqYmzpmpseV3Lz2AasjR44gOjq60PZGjRpBRHD06FHPD4r8QqVK5iIC\nBw8CXbqYiwtERQELFgD5+eZrduzYgWkzZiA1NRWA+RBVu3ZA7drA5s1AzZoWHgAREVEx4rXN6okT\nJ1C5cuVC28PCwuxfv5VOnTrBZrM5/Lr//vsLrZ6QnJwMm81W6P3Dhg1DfHy8w7bU1FTYbDZkZmY6\nbB8zZgwmTpzosO3YsWOw2Ww4cOCAw/Zp06bhpZdectiWnZ0Nm82GlJQUh+2JiYk3vb+jZ8+ePA4P\nHUd4uLmIwO7dQKVKiejduz+aNAHWrAGWfvgh/l9uLnr36IHXX09C+/bmQ1pffgmkpnrXcdzIl78f\nPA4eB4+Dx8Hj8L3jSExMtPdiderUQePGjREXF1doP39KnLBx40YxDMOpX7t27Sr0/jNnzohhGDJu\n3DhnPk5ERMqWLSsDBw4stH3z5s1iGIYsX7680Nd27NghAGTHjh1Of44/2rJli9VD8EndOj0lVUqG\nSSQi5W8lq0o+IA+WqyqRqCtVg8Jk3CuvWz1Er8Na08Pc1DEzPcxNHTPTc2Nuqv1aCWca2qioKMye\nPdup5rdWrVpq3fIt1KxZs9DZAgD7vao1+XNWbZMmTULr1q2tHobPyQ3IxPh3R2PJmPFIPpcBAFh7\nPgN/CwFeens0+g8bbPEIvQ9rTQ9zU8fM9DA3dcxMjyu5OdWsVqtWDQMGDND6AF1169bF7pvM1L5n\nzx4YhoGIiAiPjqc4WbRokdVD8EmLFy9GaGgoVsyYDvy3WQWA8uHl8D9xwy0cmfdirelhbuqYmR7m\npo6Z6XElN6+9Z7Vfv344evQoNm/ebN929epVJCYmolOnTvZ7V0ldaGio1UPwSQW55ebnY3apUmhf\nvTpmlyqF3IKnrqgQ1poe5qaOmelhbuqYmR5XcnPqyqqutWvX4tKlS7jw38kq9+7di2XLlgEAOnfu\njFKlSgEABg4ciISEBBw5csR+G8EjjzyCFi1a4LHHHsP48eMRFhaGDz/8ECdPnkRCQoI7h030p+o0\nbQrj2Wfx+cCBSIyPR50/3IRORERERcetzerQoUORnp4OwFy9aunSpVi6dCkMw0BaWhrCw8MBAPn5\n+cjPz3eYszIwMBAbN27EiBEjMGnSJJw9exb33XcfNm/ejKZNm7pz2ER/asbixfY/Dxw+HAOH8xYA\nIiIid3HrbQBpaWn2RjQvL8/hzwWNKgB88sknhbYB5iXjDz74AAcPHkRmZibWrFnDRrUI/HGaCnIO\nc1PHzPQwN3XMTA9zU8fM9LiSm9fes0ru88eTAnIOc1PHzPQwN3XMTA9zU8fM9LiSmyGisRaql0pN\nTUWzZs2wY8cOXoElIiIi8kKq/RqvrBIRERGR12KzSkRERERei82qH/rj2sDkHOamjpnpYW7qd6L0\nngAAFqdJREFUmJke5qaOmelxJTc2q35o5MiRVg/BJzE3dcxMD3NTx8z0MDd1zEyPK7mxWfVD06dP\nt3oIPom5qWNmepibOmamh7mpY2Z6XMmNzaof4rQbepibOmamh7mpY2Z6mJs6ZqbHldzYrBIRERGR\n12KzSkRERERei82qH5o4caLVQ/BJzE0dM9PD3NQxMz3MTR0z0+NKbmxW/VB2drbVQ/BJzE0dM9PD\n3NQxMz3MTR0z0+NKblxulYiIiIg8hsutEhEREVGxwWaViIiIiLwWm1U/lJmZafUQfBJzU8fM9DA3\ndcxMD3NTx8z0uJIbm1U/NGDAAKuH4JOYmzpmpoe5qWNmepibOmamx5Xc2Kz6obFjx1o9BJ/E3NQx\nMz3MTR0z08Pc1DEzPa7kxmbVD3GmBD3MTR0z08Pc1DEzPcxNHTPT40pubFaJiIiIyGuxWSUiIiIi\nr8Vm1Q/Fx8dbPQSfxNzUMTM9zE0dM9PD3NQxMz2u5MZm1Q+lpqZaPQSfxNzUMTM9zE0dM9PD3NQx\nMz2u5MblVomIiIjIY7jcKhEREREVG2xWiYiIiMhrsVklIiIiIq/FZtUP2Ww2q4fgk5ibOmamh7mp\nY2Z6mJs6ZqbHldzYrPqhZ555xuoh+CTmpo6Z6WFu6piZHuamjpnpcSU3zgZARERERB7D2QCIiIiI\nqNhgs0pEREREXovNqh9KSkqyegg+ibmpY2Z6mJs6ZqaHualjZnpcyY3Nqh+aOHGi1UPwScxNHTPT\nw9zUMTM9zE0dM9PjSm5ubVYvXryIkSNHokOHDggLC0NAQADGjRvn9Pvnzp2LgICAm/46ffq0G0de\nvIWFhVk9BJ/E3NQxMz3MTR0z08Pc1DEzPa7kVqIIx1FIZmYmZs2ahcaNG6N79+6YPXs2DMNQ3s/c\nuXMRFRXlsK1ixYpFNUwiIiIi8lJubVYjIiKQlZUFAPjtt98we/Zsrf00bNiQU1ERERER+SGP3bPq\nynSuxWgqWCIiIiJS4NYrq0WlS5cuyMzMRM2aNdGyZUtMmDABERERhV535coVAMD+/fs9PELfsm3b\nNqSmplo9DJ/D3NQxMz3MTR0z08Pc1DEzPTfmVtCnXb582an3emwFq8zMTFSpUgVjx47F66+/7tR7\n1q1bh61btyImJgYBAQH47LPPsHz5cly7dg27du0q1LAuWLAAvXv3dsP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wDPnhhx+KesiW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\nAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1180148d0>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}

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