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@petrosh
Last active April 9, 2018 22:23
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ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"clearfix\" style=\"padding: 10px; padding-left: 0px\">\n",
"<img src=\"https://raw.githubusercontent.com/jupyter/nature-demo/master/images/jupyter-logo.png\" width=\"150px\" style=\"display: inline-block; margin-top: 5px;\">\n",
"<a href=\"http://bit.ly/tmpnbdevrax\"><img src=\"https://cloud.githubusercontent.com/assets/836375/4916141/2732892e-64d6-11e4-980f-11afcf03ca31.png\" width=\"150px\" class=\"pull-right\" style=\"display: inline-block; margin: 0px;\"></a>\n",
"</div>\n",
"\n",
"## Welcome to the Temporary Notebook (tmpnb) service!\n",
"\n",
"This Notebook Server was **launched just for you**. It's a temporary way for you to try out a recent development version of the IPython/Jupyter notebook.\n",
"\n",
"<div class=\"alert alert-warning\" role=\"alert\" style=\"margin: 10px\">\n",
"<p>**WARNING**</p>\n",
"\n",
"<p>Don't rely on this server for anything you want to last - your server will be *deleted after 10 minutes of inactivity*.</p>\n",
"</div>\n",
"\n",
"Your server is hosted thanks to [Rackspace](http://bit.ly/tmpnbdevrax), on their on-demand bare metal servers, [OnMetal](http://bit.ly/onmetal).\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Run some Python code!\n",
"\n",
"To run the code below:\n",
"\n",
"1. Click on the cell to select it.\n",
"2. Press `SHIFT+ENTER` on your keyboard or press the play button (<button class='fa fa-play icon-play btn btn-xs btn-default'></button>) in the toolbar above.\n",
"\n",
"A full tutorial for using the notebook interface is available [here](ipython_examples/Notebook/Index.ipynb)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fef560eeb38>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7fef628bad30>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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i87p2JKXYes2sYpxzcRMAIkEtz/dlzCbY7FKs20IM/UdvWIiGFuLIJCeheSRy\nHAb//EcAQPFFF0O88z8Q5DJH5snnyNMWmPgUonv3IHbQN+HXNZjZzIi4BFvsAmtWY3/BEtJ0VOyy\nwO2wgPZkdgXumWNHV7UFoASEzMS4t0ZIjXKJ1Yw1b/jw1v4N+O9N/4cYq+rJLFtQBVqKbe7vOPb1\n7qIgQBRFiKKI1ED/2E84SeFCJFzBaPVPAHAhUvoa2b512l6bHRlB1wM/U+rXOYp47u5ifdPS/MU1\nRCpX+r6YXG5YKqpgEnmYoXrafV0BHD1EVpXeRdWwWBlQFDHucpjHxFCw2sz4xJ1n4vbPnwMAaPZW\noLqO/P2J+MQ999CG9QhvJpIDjKcE7UPZ90smOERCCSRNdjiSfvT88n/R/Yu8fpfBCcyMEA4r//kP\nwT7yIcwpIFjSj8NBclq1ZU4UOcywzt2e87nLzk9h8zryo6xgA7DZGCTCSezb0YfRnk70NQ1g6+BO\nXFh3LgCg2GnBg185H/f+6n0MHWMRMT4ex5GvfBEA6SCM7d+H6s/djaLzlh/T85gR8FJYgNb7F7IH\nCpALIUVPrf8RbzuCrp/9RH0NAKxAwWJjQNMUFiypgSCI8C6qRlklSXLSDgeEaBS0wwFzBSnVtYQG\nAQep7uVYAQd2kQu1zW4GRVGw2c26Shl56lFFtT5GKnvzk/Hc5QsiADjmLwS1l6wWLr3ai3mLa9Dd\n7scrK3eityuA3VtJ6LI4oV4BRJ4HZTIqZ042ZoTn3lheBZGS5HopAX1x8gWsKnXAPYa4EccEAYrC\nQScpzikv07RcC+QLG0lFwbI8NrxzBKFAHG67GTaLKa9xTyW5Kdf8SHa0K7dj+/cBAILr103pa5xo\nCLGY7n50107ldrY5puzICPhoNGN7ocTTwhBVX/sPAOrsy4uv9OLSq+ehtsGjTPWirSTEYXI4YHK5\nQVltKIn1ZT1+fSMJFdrsZkRCatx7wZLarPu73KRkNxSYeGMdO0wMdflNt8A+Zw5YSUCvZR7JF1TV\nkgvKyKD6vpVoBCE5TQnlqYggnhiCcONlRhh3l9UBUdK7oEQacSEGC0PDajZllGpdWHee7n6cIl6L\n30y+wA01an07wxJDnxJS2LO1Bzs3d+G153eDoigUOS0Ix3J7Sy/+eTueeOh97NnWg0fvfw+RKaiN\nD65dk7EtXyfhqQAfy22o+ai+miO2fx+O3vcN9D/5+IRfb+Slvyu3HQsXwdTQAgCw5hlsTNsd0g0a\nFEXBXFHC4noWAAAgAElEQVSBhsDejP0uucoLs4Ucx2o3K3NXFy2thafUkfXYnjKyXa6pnwiy6Jnn\nUjJUhJOSuHKTUrZmJe+XPgvXWcsAAJEsSe1ThU19W3Hfuh/hcODo8T6VKWdGGHcAEEGMskBzSCEG\nh+Q1sbzeAN8693p4rGqcNsiSuDlLkf1bakw48/zZAABr3I2qznlIhDlliRzyx7H6pb2oSvKIxNmc\nFTOjQ8TorFtNKqHbDw1n3a9Q2OEhJS6qRR7vNlWMvLIKgTXvTukxpxrte86HQrrtFKMa2VRfr+55\nQ8+tBEDGxI2H8Ieb0fXAz8CFQ4qwFkASpHIHab6p9eZKMldVDhHZZjeChoglPatRZVEvTtqErBxu\nAYDiHIYdANzF5DmTcR74YBCU1aaM0mNZMvdArpvPVj9fVFGMsmuJIkiiM3uT1qnApv6tiHFx/KPt\nzeN9KlPOjDHuploPhsGjv2E/uOIOOOzk1EIp4r3ZGTu+u+zfQVEUbp93k/K8QCoAUAJSUmOGEA5i\n2YVNKK10wszaUNHfjPBui5wTgyCIOHJgCLYYB14QEU8WVhI2mW4+kePQ8eMfAgBop35AghCfuMeW\njsCmMLLqRQz+6WlwYzS0HE+0qxUuEEB0z24c+tLdiGzdojO+fY/+BsH17wMg72GyiyTMmdLxDXIe\n+OOTiB86iJEXX9BtpxgGcWn1pjXG6ZRdcx0cCxeh5CNXSvevJf/He9HEqLFrbZ16ShPSq65Tx92l\nQ9M0LFaTLj4/XrhgAEyx6vBwLJ/hrTNm8nuau7AKl10zHxRFwVJZBVAUuJFTt2qMk0qwp0rfZyYx\nY4z7kvmVOAoKvFn6kntITDOUInHX5bVno9ZFqmgWls3Dry75OZbXnA0RIr70ySZ8/FIvAKD/8ccw\n9Oxf4XCpPzS2x4rD+8mPUPsZWgGE42oJJgAIgoBYVL8NAEyTaHgKbfwAghR+aPzvn4N2qJ4cHw4r\nlSOThR1SDc1M/sFq2+S5gB/DL74AMZVC3+9I+aMsuwsAoQ/Wk+doLoLjjbnLq6NEZ6duOx8OK/rq\nTndm6aCMrWE26r/+TTjmkw5oc3kFWn/7GLnNquelM+6ahqbKmtzGXX5ecoLGXUgmyTBszQWPZXnF\nmMvcfNdZOO/SZqz4+DzMXUgmMVEMA8ZTgvihgxDYzO/8qQUxDOFUBLxwcvQAzBjjXltOPFq+n9QI\nUzbyAw5Jeu5FFn2VgYk2odIhNZg44igqUR/3v/Um7Fb9BxTOogRpB/Cd32/E+t1qcmzd6kN4+tcb\nMvblx5jC0354GNFI9qU1O0JCOlWfvguMu0h/hRHFjFrvicIOq6GjqbpgCMmp1+Hh/GoJqphK6RLN\nAGDVTBASJEOuTbyKyaTOw8+Hthkq2U7iqu5zzoO5vALFF12CqHQhd7jGN5VIltQVD+5StmmNu11q\niFq0dEy9PKWyZiJNdal+8t211NQo2ziWz1hpekodWHJOQ0aIhvOTrta+3z867teeDvhIBMnenrF3\nnCISPLELcS6B/aMH8e33f4zX2v95zF5/Opkxxr1GSiyxg+THMGrfA07g4E+QhKk2zi4je/JtwfaM\nemmGHdu7mwMaZZSAP7xKapFFUcS+HdmrIDgu99V8eCCM15/fg+ef2oqRwQhe+9tuXWmbICUGbU3N\nAFTDIN8f/ONTCH+4eczzHQt5Diigj2VPFC4QwJGv3YP+J/8w8XNiWUR2bIcoiorHrTXu2dCOh+Oj\nUYQ2rEf3//1Ctw8fKyycxUcyW+ztc71ouv9/4D7zLMQiknHP0p2aD9lIWnnVadB6yyuu9uL0s+tx\n7iXNYx7L4bSA50VpEPz4PPhI7yACtgpYKog3nkxwSMS5jIassRhvHmO6aP/+f6Ljv76bN9E+lciR\ngd5oPx7ZQRL1b7S/jXvf+y7e7Xr/mJzDdDFjjLvTZkZzbRHElFrtMhwfwXCChBcq7JkaJHM9LbCa\nLNgxuAfmOr2HVGcbgb88U7UvnWaRAWUnH7BW0S+dzevacz4mx21jkRSee2ILOo6MYO/2XnS2jeLA\nrj7E29oAqPF22kJ+eNqldN/vfzvmuY6FqPGy+UnE3LlgAFwwgNTgAESOQ2gS5ZpDK/+C3kceRudP\nfogj934Z/m3bwQXyG/eya69H3df+HRTDgI9G0f/E/wOXppsiFPjj50PBjG0mJ3EkBvtC2PUh0bOb\njK7L5bMDuOaTp+u8YofLiuWXtcJsGTtXM6uJfA9WPbMDa98c3yCQ1zdGsbX+Y4hZ3EjEWfzxEbLq\nnMjw65kgxyF/b4XE9Cu3sgKHcCq7vg4rsHj+0MvTfg7TyYwx7gDw1ZsWAwIDboDotffHhjAcJ8a9\nzJ6ZRDObzFhQNg8jiVH4mRSKLrxImRNJRwLoad6No/M2jfm6TCWJxYp5lIoTecoms4V8rDYGrz63\nC+++5kO8nVQjmCTjXv6JWwAAJZd/RPecQr3RXAgabZHJ1IK3feNetH3jXiUkAmQPz4Q+2KCEnHIR\n3bsHAJDs7ABEET0vrgIree6ey6/I2H/2D38C2mqF87TFsM+ZCzGpf29pB3kPCwk7CYkEYr4DAABr\nw2xlu8lJhrZoRcLkmvaJIL79EuobSyb8/GavOsNAzg0VSiRJLigpxoE9W3uUOcKl5apxPxJoR2eI\nXMT+sv95/GX/37IeS8iyyjleiOzEE8yFEkxKXdKUegG+dNYF0/66x4oZZdyLnBZ89ur5WFg+BwAw\nmvBjOD4KO2ODk8leTtZYRJqXusI9qP7MZ1F+480AAD5CvPFoUQGJRYZDIsWB5/TGvaY+MxSUjTVv\nZHpbAq8ea3stMWKUxYJYJImdfg9K/vvXsM+Zq3sOOzjx4cuA3nNPbw7K2FcQxoynay8Q6d52vO0I\n+v/wGNr/63t5j0GlyenGOruUOG/Zx66FY+Ei5bGqOz8Ha72qFK1NPMsUX3AhAKD7Fz9H5/0/VSpo\nstHzyMMY+utfAADOxYvV4zqd4FgeQb8axpLr08eD9twnI3TmcI0vhJIN2unUVciUVbqU2w9u+y0e\n2PIrpHgWG/o2Y0PfhxiIDgIAar7wJWW/1NDgpM9jMmhDaOllsNOBnM+bW9KqbKtz1uTa/YRjRhl3\nALhgcQ2uWUYm4PgTAQzHR1FuK82pdd3gJsJOXWHyZWDcJLEqhLN7Ib7T30FX8w6MVBJvWqB4UOY4\nhoMJpbNP5ppPno6rblJ/wPLYNC25lrLaaomAowalt3wKFEXBt3cAu7f24M2/E4/Wvewc9TmTNO5C\nShOWGSNsMfTcShy+5/Ng08MdmqqJ+MEDym0uqA9vyGGRdM86g7SPjQ0EEN2xHRTDgHa5UH7TzTBX\nVaHh+z9UDLeM7GHnOl7i8CH0P/H/cr50XDPImvGUYNZ3vofSa66DtX4W/GlNQxPRNa+87V+U21OZ\neB7qn4BUrtWh+xvKKp0QRREf9qux9K+v+a5yOyzlpNxnLUPl7eTvYI+zcR9e9aJyu/eRh6c97h6V\nKp3mlKh5EY+tMIfuRGDGGXcAKJHe4N5IP1iBRYkt95K33kXautuC7QCkuDZNIxFQPXZBkjbomLMF\nrDWBYHkv+hr3IuHsAS2aYDHxSKR4pbOvpMyB2z+/DCaGRuOccjQ0k5BQV1tmTF6WKHAVWfHFb1+C\nM5eT5X94UO/pUk1kNcJKdfVhqTW96q5/RdWn7wIA8IHJtYELSdUwC1HVeHGhEILvr8WRe7+CyI7t\nEFIpBP65mpx/d2Z5oExow3r1eBkrAdWQ5Ktc0Xq02qHNTEkJ0WBpmI2mnz6gS6LKpPcEAIApLXEO\nqrCvMG21wt7SivLrbgBF00qeZDJYqqthcknOxCRDapU1arXXC08XJpqW6leF53iTRWnIuvRj80DT\nNP64/1k8te+vWZ+b4NSLsrmCNGmxg8fXuKd769rv8HQQkYy7y+zCt876Cr555j0ZVXknMjPSuBdZ\n3LCZbDjgJ92hbkvu5JDDbEdLcROOBNsRTkVA0TTMlZVghgJKLO3Q4jXobt6BcMkgSqxE+6O5O4m5\n3cQAX7cugvju7ejoI8u081a0oLhEDQnIA7xff2FPxutHpc7CxlaS8J2zgPxQju7WD55irUXo7wnq\nmlUi4SRosxkWKRk8WY0PbVhGe6yun/8EA089AT4SRu8jD+PwPZ9Xn6SRR+759UPoeejBrMfufeRh\n3X1B47F3/vRH2c+H45R6e9pmQ9UddyqPMZ6xY9SmNONeccsnUXLZFSi58mp1H3dhP0bKqh+7KBvC\neYurcfNdZxZ0jGy4l5EW/smG1K67fQlmNZH3RF4MppIc1r99WJENlhkdiuLR+9/DH55SV1apFI9w\niHwmpeUOcAKHzf25S2yTvPpdYaSBKXK47HiRXtkk8lOr7ZROmyQ54DTbMbtoFpqKZ6PGWYXZUqjX\nRI2/cXEgOohHdjyOYPL4DyqZkcadpmg0FKk62k5z/sx/vZt47wEpQeIvscKS4tHAu3Fh3XlgrXEE\nyntBgcJF9USbpqU7CRtHvkzmlAPW55/Cxj3EExqrwmHz2qOKLIH8w5PrmumeNpgEFgkzCSkwUqnc\nji29ePFP27F3u+qddB8lPya5uzA99DFe5NAAU16OVF8veKl5R9vcBEBXZy97nFzAj+jOHUil1RiX\n3XATsqEtZ0x2dWWtgBnW6Li0PvI7WGerSU2mZOwuU60i5JzHnkDJR64ExTCo+MQtqLrzcwCA2N49\nBVV5yOJfMrJxr23woLxq4t6arDuTXqo5XhizCVdct1BSlSQhwE1rjmLXh914+5X9iO7dg6G/rYQo\niti+MTPPkEpwOLyfeN5WO4PuSP6YdUJj3DdGiZja6ODY1WXTiZCmJaQtEJgKRFHEQf9hxKVVy4Y+\noqmjtS80RePrS7+IOZ5m8CKPFD++Fd7je/6M/aMH8UrbG1N34hNkRhp3ACjR1LW7xzDuRRZiSMNS\nzeouM6ngMPUP4/qWq5T9HGY75pWQ8Ig7ysPOki+TbIjlNyO9AaR1PmmWsljJ9q0bOrBnWw8EQURU\nqpO2S+qV8e0fojihLm/rQiTZOtiXeSXv7wnhlZU7EeVJMk8Yo8JFSCYx/MrLSA0NQmBTSPb24tA9\nX1AUJuVJPPY5cwFRBNufvWZfiyzOlcqxJDeXq5UccjxeFEUMrXxGt1+yJ7PxJPS+voSSKfaot0s8\n6btn4DrzbDgWLsLsH/w4Q/pXG5/nhjMrdtJDRVrNGgAFacoUgnblkHERHSdWG4O62R6IolSvLtW8\nj/aOoueX/wv/m2+AGx3Jmvvx7ekHxwqoay7GL/b+Eg9v+33e10pyqnHf5N8D1gQMD3YixR+fTtVU\nf39G/4OYnNpz+WfnGjy8/TGs7nhX9/40FTXo9jPTjBKeiXHjCw3FOOJQzQSlyRlr3K9p/qhyO1sZ\npBa3ZNzlhoTRYvKDLQsDNsYGB0Pa2V1mJxxmctsdFWDhyQeXNJFtlVL2PL3m+ZKr5wEAUkkegVH1\nw/aPRPHOP8jSWB6bRlsssHLESDN8Cg7pmPEskgb7d/ahu92P1a8eBkAafvLR9dfn8PIOGs88uhHd\njz6K0VdfgZhMoP/pJ8jzpYSqtY6sevJVP8glo9G9e5Ho7MipTklpYtrBdWQaVu+vfqk+biEXtfQl\nNTs8pFQsyZhcmgRpAbFyc1kZ6r/+TVhnNWR93LPicgBA5/4evPn33brqF/k9kRHT2utTUu4jnxpk\nITClav/F0e/8x6SOBagXm1SSA2Mi7xEb1TSnRSK6SiyZ4QHy/lOtQQSSQaQE/Xfpupar8LUzPo+v\nLPk3AHrPnYeAqN0Ed5RHW/D4iIjFDuzL2KYtEJgK9o8SR2t1x7s4GDgCALiu+SqY6MyVul2yE7/a\n/ti4XoMTiNPA0Md/VMaMNe4lNg9unXs9TitfgEVl8/PvK8XRO0Ld+PP+vyFuJck+mzTXssXTCIA0\nLdgZOyhBRFGUh0UKmbAmEo+1SFfbdOOu9eQ3rVGlQZ/7wxbltpwQE+JxmCXvh4IAk/QjEzSx7fSa\n6OBoHJzJgrHkRbrbA0iaXYhbiuDfdxCQqyOkYwvJJEBRsFSTcq58+jL2ZiJ1G9uzC50//oEuXq/F\nefoS5fbQM38GOzKM6G7Scm9tbELVnZ8lry1Xz3Ac4ocOwi8lbAGixSIz+zN3AAAcCxbm/2MLgPGQ\nz339u0fRdnAE+3eSUIQoCAh/oEpIMKWlsLXM0T03Lr3Zk6lvBwB7S+vYO+VA5DgIySTY0VF0P/Qg\nAu++AypIViGpJKfoGQkaQxFctzar5y6zenh11u2XzboIc0taFOdGrhQZiY+iO9ILf5EJjqSIoZFj\n1/qvRXYuSq5Qnbqehx/Mquk/UdLLcgGgsXhWlj0BK02cloHYkGKwC0EWIstV3TdRXt/Ugft+twFJ\nqegjxaeUHqBcHP/LSx4uql+Oi+rHnlIkyxCs7SE/6HJpZJ8lRX4ELinskuSSsJmsqPRzoEXALHkv\nKcm4g2YgABmiS1r8I5mhk9vuXgZXETkGH4+hPngIg67ZmBXYB1OWQcQLlpDpODIcJ2Bz/TWIU260\n8AJMpuyvr5nBDI62qF8gKeYsJpOgrVYlVJCvkUmrRUL21XveZdffCEtVNWirFcUXX4LgmvcAAB0/\n/L6yj3PRIpikpiL5tYLvr9VNUwKAWd9Vn1N/4/WgFyyBuSyz43i8yBK3UYuUs5AaeJLdauyYOutC\nxM6+UtlXJiitwIo8+tF644UpLobJ5c5YpRRCz68fQtx3AI4FCxHbswuxPbuQKFkMlC1FtG9I+XsE\nTWJvZM06BBbXQ/bLzur6B7bM+rjyuGDSGyKryYKllacr3qks4yHnp4bjJO/jLzKhqReI9HQA+uvg\nMUHO/biWngna4cDIqhcBQcDoG6+h4uZbp+Q1olkkSeRS6nTOqTkTb3eRlWogGUR5lg75bHAief/j\n7NRKef/tXbLS6BgIY+4sD36/62kc8B/Ccw25NYFmrOc+HootRYr3DgBJC/mz6v1AYM278EpNCksq\nF8FEm1AWIB+ASeRBCxz8jlqkaCtEykSGcee56vqHM2NwxSWqgRBiMdi5CJZ3vICG4H44W9UaWquN\nwc13nYlmbwVa51fqjhGXho3kmv4kiiLYlGrdOdoCuRxRlFYcQioJympVqkyEWFRXimgqUtUJ5RI+\nmWSPvrrHc8kKuM8mlSAVt9ym/n0a/Xnb7CalYzQkecqpvsw4P+PWqyJOhWEHAJN8XCnEk4ilIAoC\nuv/nfrLZYsHa2Fyse+sQuo6Si2koEMdTv16Pno4AnG5rQfIAY6FNOhfawi9yHEkGSysdGUYaFN/9\n9B+RjBJvVpB+piKANc23IxRVf7Zxm96INBTpZTi+uPgu/Mv8m5X7LrMTJsqEYDIIQRTwjmTAymol\n3aPA5JL6E0V2DmiHUxcinMrxf/6k/m+jKRo2xpZ13zpXDa5qvAwAMBIvbNayKIqKl58Spid3EZLC\nu3IlYT5OCuNOURTOqV6q3E9Knrt7IITBPz2NRbEifHXJ3bh5DhlOcLHVq+zrTJGSwZ7iueAZB+IQ\nwWVZ9t5xz3kZ2wBg8dn1uosBHw6DdjiVBaBn2dnKYw6XBeVVblAUhUuumots5BKOEuIxcDrP3aw2\neUjnKySToC1WxeDy0ahS3uY+51w0PfB/yvNFUVQGPwMA268v5dN2h9JWK2q+eI9y31Jbh/pvfQeu\nM5bCXEpCTOxAP0RB0GvA0DTm/G7iU5PGwnXmWaj4nFrWGQ/FEfcdUC5A9d/8ttJM9upzu9DfHcT+\nXX2IR8l77CmdnNcuU3zRxYoccKGTtUZeWaXc1l4wZePOmSyIB6TVFEXB0jIHPMXoPrP6wD5sXaQX\nPLtjvt7L5dMSezRFw21xIZQKoyvcgz0jJGdkknSOmMDxkSCQw3q0w4GSj14Fk1RBNpnOXy3hVAQR\nNqoLzXzzzHvyPAMotZH3ZCQxtnFn00pPk+OsssnHcFCTSxotPMF7Uhh3ALiy8TLFe2cZvefNR8Lw\nlrbCbCKx9LKEGo2aO0y0Z9rKSK1zACISqcxQiitN71uO1Wo9cFEUwY4M6ypMLG610seumQdrtjD4\n4rcvQbNXjUcDQDKe3XPnQyFwtJoL6C2ai5TkbfPhEIRkEkIkQjx3yTDz0ahSwWEurwBtNmPWf/4X\nPJddAXvrHF1JZGpIb9zTq1NcS89S//aGBjjmkgsk4ynRNcFE9+5WnyQIGVUqUwlF02AWnKHcT8RS\niuZMxS2fhL1Zr8j44p+36+aayqG0SZ8HRcEkxf8LETTjggGMvvpK1sesUrVF1OLBwKj6XeCLy8GZ\n1O9g6/CH8A5vRtyqXynUuqoVo+U0OzC7KDPs4DQ7EGXj8CfUXghzhSSfHTg2aoxa2KEhJHt7AYqC\nyeUCU1SE+m98C8DUTSobjJFcxpySFmVbaZ7mSAAot5PHRxOj2Ny/DSNxfR8AL/A4EmgHK3C4973/\nxB/3P6v+TVNYdbS/Q724/H1tG7YfLKwqa8K/PK/XezOAHwKYB+Bsn8+3TfPYdwB8FgAP4Ks+ny97\nlmcKMZvM+NF59+G7G36KcCqCpNMKa5T8kNO9KW2Dj1wOKRPnU0ikOLiyqAR+9t7z8cRDpGvzqk+c\nBk+pXWew2aEhiKkUzBUVRCgLgLVIrRCRK2p0550WFkjk8Ny5UAi8xrj7HTVg295R7h+598sQOQ6M\np4S09jucYIcGleHJ8o/X3tysGL3Sj1+L0X8Q5Tu5nLBo+fmw1GUaBO3qJD2k4zrrbPhffxUx336l\nHHO6EUURFEVheFD9/BIJDkJMqlaQmqQYMw1Ok6yQW/ttdgYLlkydjog292AuK8+6DzsygpFXXsoo\nEdUi9150efQJZ9ZZCpYmxt2dGMaswD4crregr8IMs38ErnAZ3PPI395UPBu/WZG77t7B2NHD9+nD\nFB7iKVtC09sVmo7IcUqVkbmqCrTUxSznSCYzY3jVkddhNVlxZeMKJd7eWtyIg35SneYao8S6wk4+\nxw/6tiCQDMJtceH+C/4LALC+dxO2D+7G/tGDuLzh4oznplcrTYYDHfqVw/NrjgAtOXbWMBnPfTeA\nGwCs1W70er0LANwKYAGAKwH81uv1HpMVgok2KV1lsXr1B8anNQdxwQBMLjeq//VuuKrLAI0apJsN\nI5Yj7m21mZVka1WtW2fYASD8IVkFOBaoejTuCjUXkL4/kFlTX6jnztNmpYQTUFX0XFJ1i2P+fHAj\nI4oqYjaDU3bt9YqHJFNxy20o/ehVGftqoS36v0OuhklKk460CozTQV93EL97YA22rm/HG5qu4WRS\nUEJVclgpvfLJPxyDw2nBXV+7ANV1U6cjouQ5siSx+UgEIs9j5B+rchr24osvAQBYuRhMVGbcnrUX\ngTWR97082oX+cga2z92By5tXoH3+JuxZ9hqazi6sGcthJu9Nf0wtlTU7nIhbKdhCU5sIHAtt0t9c\nqn5HaRv5bmtnFKT6+3H4y19AdI9mdZiH1R3vKs1Ecv15ic2DIosbFfayMStaPNZiuMxOBKSLoCwP\n3B3uxTMHXlBKK//ZqQ6+b3DXo8jiRnKKPfcih1kZaBRtLGze64SNrs/nO+Dz+bKJT18H4K8+n4/1\n+XztAA4DWDbR1xkvd8y/BeX2MpRcdpmyjY/FdMJOfDAIU3Exis5djqYf/Te0Oimf7H0LwU2Zg6xl\nbr/7HNzxpXNB05lvXUpq5HEuWAjn4tNhKiqC2WZRJAmyaWybLfrjpM/S5HkByQSLvt/9BknGCa2+\n1fbaj4CyWJSQAKCWB8qeq2xwteWIMhRNw9bcosRxKYbJqueS8TxzWqmotCqQFRqdixfD1tKqlElO\nBWxKvehteJt4XlqNfVdyBCwPcFHVuA/2hXRhGBltAnyqoNOqhmSS3V04cu+XMbjyGaR6c3eNWmpI\nItQk8qgqy1xQJymb4rmbhSRGi024pP58XFh3rrJPsTX/OD8Zue+jP0pCcXM8zTiragniNhPMORyb\n6UIbdhE1+QHaZgMoSqfZ41/9BoREAn2P52/QyoZs3B2MHT9e/h1875xvjPkciqKwpPI0/fmKQk6v\n/Na5N+C+s78Kq8kyZWGZWIJFIJJCY00R7r15MQARrKmw0Nl0eNS1ALSlF90Axp41NkXMK52DH513\nH+accSnM1aREcvSVVTh8z+cR2rSRxKbjccUIpmMSOFhf/kvO4zvd1pyx2tTgAJlLWVaGuq9+HS0P\n/goAcMlVXlx+7fysYYB0AauEFEpiUzxikSTeefUAnnhoPdpKlyDJOGC3UmhuJYY7ai0Bywoov/5G\n9fylRiHaTs5RjsszJdnji7TVqhh0k8dTUH1uegWDfOFItJFyLVNRMRq+8z0UX3DRmMcqhL7uIB5/\n8H1sXkd6DNK7fec325VmsZFtpAY/JpjxwtNqgkubPNXK4U4V8gCQdCXD2D7SnBN8923lswCIXHDL\nw79R7psr1dyNxaGe6/wBMg0owjFw3UDmAJj5FJpOWw6aomHWrOaKs0wry4YcjugOk8qmzy++EwzN\ngGNoMGzuiWPTgdYzh1ZkjqZhKioGq9G7kSUkxAJCNdoO0RTPIiaVJjrMdphppuAmI2+Jvo9hKE9t\nuSyDYjFZEEyF8dLh15DgJteINRQgf2t5sQ0elxWgC/988hp3r9f7ltfr3Z3l3zXjPMdjPuKFoijU\nffle3bbwh5sU/RbtWL7zb9JoiIN8KSaSpedDZEWQnoxkzCbMWVCV1XCme5ZHfEMQBBGvrNyJpx/5\nAIf3kaXz0dIlSDJOOBwmrLhuEUpjZJXAOT1wLtJolUvhCHlZK5MvsSl3obo1SdPxYC7VdxCb7FPr\nGfuHicHcur4DQpbPpaXVA6vUbRwNp2Cpn4WhmH51cd3tajNWVV1hHu54oJWwTAyRHdvh/+db5L6m\ny1IbP3aevgQmpxN1934DjT+9H67Fp6PmC/eg/MZPwFVGwivlkU6Ux8gFIZyksHEjyZ/0nFmDJR8j\nzVfKSoMAACAASURBVGBmjZHyFOi5l0mJwgSfgIU2wyYlanmzCSZeRLu/fdx//0TRJUzTykjNZWXg\n/H7lt6jMrS1gfi6raTyKslHFc7fnmAuRi7K0pOtwfEQXhpFZMetCNBeTcKRFaoB6q/M9vHjk1XG9\nXjpDAXLevbZNWNX2KuyzjxT83LyXL5/PlzkqZ2x6AGjbvuqlbXmpqJh6qc0Uw6Fdc79oVh3cNPGU\n3TUVymt6mRqsh140ydx9BCVnLkWhRI60gRsdhbWifFx/y5XXL8Jf/7AZS23dWDdUgWAgidee24WB\n3uyThpobi1Fb64EzFcCoow4NX7wHNXNmQfjsZzD07hrULmgBbbGAK/dAVlxxNjXmPSfzt/4d/a+9\njtY7bweTJywjx+AcDkvG8bRVt56qUpTleb3xftYmzcXS7cq8cNQ1V+MgS7z5iLUEc2+8Hh0J1cNZ\nfmkLamrVldr8RTW6SUVTgbW2Ar0A2EP7MfzCcwCAObdch1iOX1jTVZfDXORGxaVqk17FVSsAAI0J\nDkzEj/MuuAK+774DWmAxGlJXS8K8SlRWEkPOCaqxaqytAl2ArEMzVwcQrTCUOUuUYzEOO4A4frv+\n1/hZ5Q0oOWsprJWVgCgiNTIKgWNhryk8CV3I5zxyWDXojInSPWe0thqJtiMoNnGwlpchTKmfqccq\nwlyU+2IWSqiru63+bRBM5Hc/q6ocFc7Cv3+lZV6c1bsYW3rJirA31YOdQ5nqsPNqmpRzL3N7cDRE\nCiqiQnhSti28sw+gBHRwe9DRBUATXc0mm6BlqurUtC7pywCe8Xq9D4KEY+YAGHP689DQ1EtkCkn9\nEsa/dx9QR66uKYtDec1UKtMb7HztLXANhbfqtf2UNM4kh4bH9beYbSZ8+p7z0PeMGgrqas9dVztn\nTjGGhsKwSlU2gZQJQ0NhWJZfirrll2IkmASQRIxXPxLPDTfnP6eaRpR97ovwxwQgNva5RyOJjOOV\n33wrhv9GSsGSnsqcr1dR4R73Zz0yrIY69u/JjFuLNivsknE/UHk+Drw2BIB4uctXtOD0ZbMQCKqx\n2xTLTfn3LcWS9zu4S0329R/tQySQ+Tqzf/gTBJIA8pzDeTeRWDoFwMrHEdOsRERk/71o36d8FItq\nE1mNvVo5Vl3JbKQwin99aQRteBzW1U0oOnc5hlaq3825jz9V0GsU+jkHejRJ3eY5uufwTmK8Bw51\nwC5aEB5QBeL6D3ZknQEgo208enH/G1hURvSh4iEBQwV8x7XcNe9fsLhkJ57Y+xcM5pr/m2SUcy+m\n1ahAPJGa1HftcKcflDl7aGd5Tf5U5oRj7l6v9wav19sF4FwAr3q93tcBwOfz7QPwHIB9AF4H8CWf\nz3dcJu9SaVUdibY2pRtQq1Bo09QPv15xLhJWFxJth3XPjezYjpFXViG6by9EjgMfi2HklVVKElHk\nJxerpAUelZH2vPs4UkFYXSSWXn4FEc16953sMq3asIwsKTxlZOnCLP3oVaj5wpdQccsnYdaIaU2W\n/u4gdm5W/8ZXn9NXSlx50yIyiIPN/AFZbQwWn03KOnWlnMzUp5rkWn8tfCSSURpafPGlulGChWDh\n9BUsdnemx+YpMN4OkJj7Ta0fh8dajLOq1HCV3an3hNmhQZ1hB8YWtxsvch6i9JrrUHbdDbrH5E5m\nVtJISnWrOYuxZh+waUnPofgI6Ug1TWykoazJE0xlX1HL4oWAXuhwslUz/aNRMNbMY3isxbh5zrV5\nnzthz93n870I4MUcj/0MwM8meuypIluMO9FOknImjcFjaAZHF25EpaMM+z6ci/Pjh8CNjiCw5j14\npBK13kcfASQDTtvtSqxw5OWX0Pw/v4S9qQWR7VtR++WvTehc+XAIrcMHMOhqzP33iIJScpcSpZb7\nOKvUfGvRKjAy6dOLpgn3WVNfFPXKszuzbl+6vAGLzqiDU2ous3GZXmtxqV33vixcWgvLBGalFgLF\nMCi64EJdqaPcXKal8lN3jOu4Dd/7AXxvHkVQchiPLNiAWRZ9buTBi/87qyhWPlY0XIQVDfqEt8jp\nHRTaasso7eTDIdBTePGO+XygGAalV16dkahnpPJdbnQEIschNaBOnuKGh5Hs6UZs/z54Lrsi4/uf\n3v4/ECMruYkKeskVRntHDmR9XDvBSd4XAHqifRBEoaBwmRbf6GG4zE70jsTgqRYRAfCR2Zdiy5EO\njDJtGNw/C4dnhVBdlVs6+6TpUC0UeZSXtu6boiigOIG4kyRbOSlJNfinp5SOR2g88/Qk0OjrrypV\nEs5F+tKpQqEYMyx8HFQeHWh3VYnSLDN/sRr7zDYyTmvQCylvLITyGz8BQK8UOd3I8ra1DfovscNh\nUQw7ANgqKzLeO2fa4OmLPjIX516i71qdUtJkK/hoRBk4YWtpRdVn7spIto+FrbEJ1qoq5X7SHoHV\npF+RWk0WWEyZDXLjxdbYqN+Q5bvIh7J7ruNF5Dgc/Nc7kerphn3egoxhKgCUFSA7MoLQB+sBUVSq\nvgaf+TM6fvA9DK18BvFDB5Hs6sLoa/9QtH1YaYrTBZpS0cngyJKIvc2rVqm5zZpmRY1eTYpPKcnc\nQomkovjVjsfwsw9/iWSKR3E5cRBaihtxQ+NNiH/4EfDDdXjgme15j3PSG/fGn/wMlZ/6tHJfiMVg\nrqjMEK9yWVwIpyKwMDRYSvXuUv19Y1bOcAE/+GgUtN0+4Xb7ik/eBpPIK1UwWhbb+1ATOowVH5un\nbCvy2JXSyj1be9DbqV+makXCxmtQclF69cfR+tvHYJvmJiUZnhcgCCJqGzyY3aL/vCxpUr0N3/0+\naEbv+aUb9+nG1qrP0XB+vzKXtP6b96H4wsxOxvHA2CgIJg7WCYYWxqL40st099OHZwCYkPplNrT9\nALbG7N8nefxf8L13MPD0kwD0DYIyqZFhdPzo+xj++/OI7dsLAIhLBrXMqla7fKxpIvUhBDksI3Pr\n3BtwQd25uN17E65ouESX3EwXI5Obn2REUcTT+1bijfa3s77WlsEd6h2Kh8VF/pYaZxVaaosAkUbG\n5PksnPTG3VJTC8+lK3TeK2XONMClNg+iXAxmqwhKM7tRiMf1tbjycevq0fTA/wIgX1QxmcgoPxwP\njLsIdV//JmjJW2I0ceHi+AAWDK1HUZ0+rmu1EW9t64YOrHpmh+4xxROaQlU9ILM7dTphJY0fq42B\nw6n3TNOHbJgcTtBpUskO17E7V0A/HQoAhlY+o8SUJ3rRH034cSBI8kQmO/FKnebxlfMVCkVRsHvn\n5d1HiE9cDkB3HE24ylqXPQdhcjgypJqLzsuUAF+zTx1pJ3ejy3r1LosTjdKkpfml3oznFoo9zWDL\nK6Xz687B9a1X59033biHUmFs7t+GV9rexHB8VKckKooi1nSrg+kpcwomM/kdOMwOFDkL/06f9MZd\npvKTn1Ju09bMJiRZRMjmSsHEqfE6IRHPOdneXFZO4u/RCIREMuvScjyYXC4IUmyuSNNFaQsPwuRy\nZ3jgYw2aaP6/h9Dyfw/n3WcmI4/CM1tMqK7X5w2yjcejab03M9lBHOOFMpnQ8utHUf1vX8h8bIKx\n3pcOv4YjVdvAloRQei4Jv02XcQeA+q9/E7svaQaXwyeYKiEvrcNkqc3d40in9Uw45s1Hs9QcKFOt\nqaAKric5j4ikJeM0O3HP6Z/DV5fcjabi7BO9CiE9Zp5vHGH6YO1QKoyeSB++tfaH+O76n+pUJl87\n+ha+/O59eLtzLSJsFEk+pYickYNxEGnyO7CayAyH7326sH6UU8a4az0ArXytjGzczfYkHCl1ySjE\n4soSUu54BdRp9/T/Z++6A9uoz/ZzQ3t5r3jGcZQ4OyGLhJCEFQIFCqSMAmW0tKWUllVWafNRoFAo\nLZS2lJYCLTOssBJGgASy907keCbeQ7a15933x+mWdJJlW3Yc6ucv63Q6naXTe+/vfZ/3eQwGhN1u\nMH4fCO3gVAYpoxEVnTthoXw495JKzFsyFstXTAEc3bIyC4/o4MUHQx60JU1ubXeKgc/c1WoK5jQd\nzrm4UnhOyVDFEKXcOVh/1IGA0umgzollzgwUDMsgpPaje9pRBHSRbLQPwavBgKBptE8pxMbpyteN\n+/AhHH/0d2IvaoCQ3iTUkt9VzPmoxe805/vXIciEQJlMyJRMZac7xX6Y13YUwa4uSXDXQ6/SwZox\ncMcsJcTTgQeAHH0WpmdPwcwcbrjQ7u3Go9v/BHfIgx5/L2p764V9t7XuAgC8W/0Rfrv5ceG8eRBU\nCIGwHxpKLdxgipKcsP6fCe6UhPqoRNXL0HLPd3js8KglAl1eD0I9XD2bMogfav6PbwHAlVNCdjvY\nQGDQJQvKaIIh2ItFqsNIzzRgxtxiFOZq4solRAd3pcbqqQw+uKvUsfLKSnTGpRdMwPjJYvPRMMxl\nGR5E1Mqw+MGVgzgYb8jCCsqGQ5m5A9z4vFunHBpcO7fDV1sTV7I4WfDBPWvFFQkNOXhZB1VeHtQL\n5+HhrU/iyV1/hStBkzLsdqE34jRlVqc+ublu4hUyCmk0SILEj6Zci+WRGn+nTy5Z8E2TsnaVL+yD\nK0qlltC54Av7ZRROVZJU3hFts5dKaEu4pk00950Hn7lPrzTgw0wNztwVRFlzAI6qw0iPjPSbT18A\nNhRC+rnLYIwYTEt5v9H1wXhgWRYs2JilHqFWg6BpMBLLO08VN0qoq4g19xhTIh+Njs7cTyWwLItv\nPj+G/EILKiq5AB0Qgrv447/wiqloqOlSnDDNzjPhrAsnYsbcYpyos8cwbIYLtGSVpZ88NeGwTbJg\nWFaoIxuGMHMHuPH5gGRllHb55TCOrUDjH34vbIs2HO8PvLW1aH6WKxf21afSllfAV1sLbUkZqnpq\n0emzo9Nnxxp7Nc4CUFegxrq5ZvzoPbGUceKxRxC8sBykjkSmNiP+wfuJxxb+BiEmhHRtctcVL10Q\n7eSUyPuUr8+rWB2ChBfqskPo8AI5Ormq65yJOdh+pF3pEAL+Z4I7QVEo/f0fBL3oaPBDIEZzGL0e\nGh+dYcEtqzoQqq2BqZQTT1bn5qEkKgujTWbwlzmTpJb5K0fewmG7DffMvk02fEIQBEijUcZICNm5\nCyHa8xSIlbONZ9F3KqCny4NDu5txaHczKipzwbIsPl7FjXyrJcG9qCwDRWWJf7AZ2QZFBc7hAmU0\nYuxTz4Dx+QY9QMZ7cXb57Ojy2aEiVSmhPSaCmlLheJ74Hu/XfoLstB5USvYJdnbGvjAK/hMn0Pry\nv1Hwk1sEcTnG78eJRx8S9oknaMcj69LLQZstsCw6EzU94gDbwRIVgqwZNUUahGgC/iVzYdhbxWnR\nBAKY/bENJ66x9jmi3x+Y+rkKUFNqmNUmxWCeqU2HO+iBLyyfg+CDOwP5b7ndK/+8f3LxZJw9K7El\n4v9MWQYA1Nk5ghRuNCyRIYQ2NzfswFAE2jJpkL4Awi5uOcwbT0uRd9OPhL/jKU1KEWbC2Nq6E46A\nEw9sekSmXgdwpZ+wS8zceV5xvEGkZZeKpg6OnuHV4k4lmqKonG6neNEPN+slFaDNZqhzcgbdZHdG\nLdOHuiQDcEFJaudHMSw29MjZWJ7Dh4Tp7Hho/sdf4a+vQ9cHqwFweuzHH3lIto+mKHGTk1SpkHH+\nclAGg7ByAQAQBGxlWoQirmvdZ05H+jnnic8zLHL0sTLXw41MbQY6ffaY7Ua1EWkKK4AdrRx33dcq\nN8xRU7G/gXGFiROH/6ngnggqSgU9rUODUxx196tJkAwrZM9dgdiPi05LQ/qy5SA0GmSvuLLP97H7\n5EHMG5JTyyijEYzXKyjf8Y0ryqQsklQ2Plvgv2/4pOqUDfD11WJ2Ew4zOF4r/iBSLfI1EtDu6RRk\naBPBFRj+4M6/hytSdw9RBAKqWLaPXyIHoAQmkhQ5Nm8Cy7Ko//W9CDSLcxw5V18DVR+ZuxSy4B6F\nN6veg/TnGaIJ5OiVHbGGE/Fq/ma1EemSVTvv5lTVw6k+hu25QKvYBFaT/V+tjQZ3CbJ0YqOVZUj4\nIkYa7v3cCPzK1w8iHDXQxLAMMi69DBV//UdSS/BobQp3VHecZ7eE3W6wDAPnti3c9gQKeEazmB3W\n2pLzVxxp8EgydY8rgA2fRDSAVCTSMoc+oA0nvCEf/m/rH/Do9j8l3I9hGTiDbtn041DX2wFxlP7d\npWnYV6HDwXKdLJPn0frC8+heF99Bk/GLiUs0hbLssSeQtvTsfp2XOxQb3H9QKSZUHzetF/72qQnk\n6E5+5i79vqTZt0llRJ5BJAicV7JU/sKQGuNyRIrod8aeh/5iNLhLIL3T+/cvhD/K3zREUGholWdS\nj+14Gretvw+v295NyH0FuB/rc/tflG2Lzkb44N75ziocu/lGwT6PN71WQkFxGhaezd3lnb2DMwcY\nbnS0OlF9pF3G9OnuEj+TK26aPWCO+EgF/513+xOLX9l93WBYRmZybRyGzL0sMvTjStdh/WwTFpYu\nQGWmFfsqYpufHW+8hmBXbP29Z/8B4doFOK8DHqa58xSdwfpC9G/l/jm3Y07eTIxP43pivaz4PAGM\niMxdOtD0oMT9yag2oszMkTwq0sbGTMDOHVeKK+fNRpYuE2cWno4FBXP7/d7/Mw3VZLCkaCEIkJif\nOxePb6/DiTFGTK+SZNYEgV63PHg2uTg3m41NW5GusWBZqXyEW4pevyOmDBN9wfKMG8fmTUgWBEGg\nYlIuNq6rhsuZmgnCoUJHqxMnjtuFpujbL+2K2UdopGo4fvu3DR6FDFQJzS5OKKvMUoKDEcEq1QCW\n5/1FriEHjyx4AEaVAcedTcg35OBN22qsn23CtGOxpSRfbW2MR2/rJ/KMnjdqByCTA+kPon8rY4wc\nyeCi8vPx5K5nYfSIq2qtnx0RwV3q3GRRy1ffM3Km4FrfdRifWSbbHm4px83f52QW/m/+PQN+79HM\nXYJSczGun3QlKjJKAQAnssUyy5v5XNB2xzGwBtBnDVWa2V8x/hLueFEXrBILQS9xWooHjZYGRRHw\nuFJnzDsUeOGZjfjozf1J9QYmzSgYhjMafvR1nWxo3IyVWx7H101cSa7EXCQEsm5f4mw/VUjTWECT\nNMZaSqCjdUIG2qLg7xpS0DgnIxIfpnnzAQDdn30qPE60Ck0Ej+S3MitnmvA3L6RWUygRkvMzMcH0\nZODMQk4u4UeTrwVFUrhp8jWgCAqTMyciHAaef70dK1/YLXuNmhjcMCSP0eCuAJIkoNNQQFiNly/M\ngP6uB1Bn4OpfroiBtTfkw87WxKps0eCNdZcULhTqmp1uh+yiNc2dH/O63B/c0OexCYKAWkOPeK47\nf37RQmcAMKZEzh7gtXO+TWBYBv89skp43OWNZVK8fewDdHi7cMTO9R1KTIWYls1lcgXG+NOcQwl+\nInPVeRkouPNu2XP8kJ8U/vYOgCCQeQHnyMkLekl9FPoLd9CDHF0W7p39S1w/6SphOx/cnUYKT1+d\ng9oCNSgWgO/klygnZFTgmcW/F4y2Z+ZMxZ8XP4LytFJ0u7jzc3mDCEkURbVIjSvdaHCPA4NWhVCA\nQo+ZRpdWzDTcPi5A//fIKrx4+HXZa+K5ovPghfvVlFpgJKw5vhZ3f7MS1d21AADTzFniCygKprnz\nk+ZKq9SUMPgzEhGWXMAuhx/hkLw5vWS5XLRquLVhhgP7Ow+jxy/Wn6u6Yz0xpfRYmqCgo3U4v/Qs\nXF95FS4uP39YzjMaiwsXig8KuCEz0xyuDuzYulkmfgUAvvYO0OnpUOcXwHz6AvGJAXgTA5EJ3ZAH\nepUeRaYC2QBgNE3Qp+Gea3/lPwN6r1QjmmvPn3u3Qyyh7rJ1YFIGd/2b2FykAqPBPQ6sRWkI+rkv\npVXSDOIzd6mPIk9T8iSgagFAMMy9Vk2pYvSh1x+titk/65JLkf+jHyct2avW0MLI/kjDiTo7nn/i\na+Gx0+FDY4O4nCdJAiaLFpdfL97cTJbULE9HEmp66mSPpSJSSjCoDNxwG0Fidt4MRb7zcMCiMQml\nkJBWhfH/ekkQSAv39sJr43oCvRu/Qee7byNgtwt1+OyrrhGOoyktw0AQYsNgWEbRSUkqgUwSJCYW\ncufp3K485j9S0NEjBvea5l607J4I754lMNCpYUSNBvc4KM41gQ1xP6RmZzuozGaACMPt5QO0+CO7\nbcbNANCnKL+fETP3o7VyCuSJztgfuZJ1WyKo1RSCgXBMFjUScHR/S9TjVqx5S5w4vPj7nFZHdp64\nJLWkf/uaqXyTtMDAlVfsfQT3eLZuJwP8NR+IJCkEQUA7lmOqhOx2hD0etL30AuxrPgIYBnQWF9wp\nnQ4Vz/0LRfc/KGT7/YU/MskZbVQCACpSXOE9debDKJg0K2afkYgDtWKzdd3ORjS1e4GgBhpVaqZq\nR4N7HJj0KrB+LnPc6V8Ddfl+0GOqhcxdOlRQaCyAiqSF5ugze57Hvd88FHNMvqGqJlXYfaRXZkXK\ny3pKoSQ5kAi8wFYqsvceuwd7th1HKJialUBappiNpGfJVy3zFo9F3hix9HT+5ZMxY17RtzJz94Z8\noEkav5p9GwAxuLMsiyZXC4KM/DoYn55aNcPBQAzuYtM+/TyuTBT2uGWMGICT6+BB0DR0Y8sHTGsV\nfjsKmbv0mCqShnHWbOHxSEx0AO68qk4oN8fVo8F9aGEtTgcbkGeOhNqHo8d78NZX1UKWfk7x4sh0\nqx6ekBfBcBC27mo4gy5Z7TTMhPHy4TcAcD+SDJP82GGIP5isy1ZAU1om+3EkA7WGuyiim6p7th3H\nv576Bj5vcqqRwUAIb7+0C1u/qsX+nYmnEJNFWOLPOX9Juew5fZQBQem4LMxbPPBAMJLBK/ypSBoW\ntUmYWN7YvBWPbv8TPq6VUwhvnHT1yThNRfAJDU//BSB4+obdbsEoQ9i/n9dvIvD9Kg2tXJa6c9Yt\nuH/O7QC4YM8zzKINykcC1mxtwNf7mtHrDmBiSeyErkY9GtyHFOkmDYrS5TxZPtas3VkDhmUwKWOi\n4MJiUOnhCrjx6tG3hf2lGY5UdiBNY4bLE5QN/bkCYr0+4/wLUPLr3/bbvYcXEosO4lu/qkUwEMZr\n/9gGpo+GFsuy2P51vZD9d3cmx8nuC6Eg9743/WIhSsoz8Z0rRSpb0djUKfeNdPjDfqFGnKFNR7e/\nBwzLYG8718NZL3HhWVFxcb/FqoYSPGNmQ+NmYRsf3Bm3G6He+FaPg0WisgwAjLWUCnRRAKD0XPLk\nbzyhuP/Jgt3hw9vra/DyJ5za69TyWPlxjYJXwUAwGtwTwEjLL07KzC2hCZoLnidaRKpVrj4bvrAP\nO9pEeqQz4MZDW5/A5w3rZepv49LGor3Hi3CXyOP2hwMIhgbGJOCh03PBnZ/27Gp34e+PrRffwxdC\nV7tb6aUC6o91yrL1qkNtaKxPXBdOBsFIeUen536chaXp+OEdC3HdrfNjMvdvM3whP7Q0F9zNahMY\nloEn5BUYFcEI42pZ6VlYXLQg7nFOBhZHONtSlUMy4nEQdjkRisrclYT2EsEZcOHFQ68pcvn9EXe0\nZP1jSR1X+jvx+4f7dQ5DjY6o+Y4sixb3fn+mbFuqKkmjwT0BDFEjwVD5QKa1gVBxXe6uLhaeiMxu\nkSnWKqzO0YA2TwdW16yBLzKZuqz0LDAM0N7tRQ4jMVQmw/AFBsdR10YCJx/cd21uiNmHYRJfOR1R\n8goA8NWao4M6LwAIRW5cUm12lZoedhPrkwmWZWWZuz5Ch/UEvTHWbMMhENZfaGktyswl8IZ9Qi2b\nNpsBgkCopwfh6MzdmHxwb3a14tebH8XOtr2yOQAevj4y92iQkkEpqefCycbmg62yxwatCuOL0vDC\nPUuQFekx2Z2p4ecPOLhbrdYnrFbrEavVus9qtb5rtVotkufus1qtx6xW61Gr1XpuSs70JKDL4UOo\nrRihdtHAl85qBqHh7r6sX4e127gAmqWLLS1IpQZ8Ye5vHa1FQ5sTYYZFXppkZUCG4R9kI1TI3N1c\nluNWmFbtq9mqpAmfCr55iDfeSFGz6FREgAmCBSvQ+fQ0lzx4Qh4wrPx7ydWnzqovldDSGjAsIzR+\nCZoGZbEg1G2PzdwNyVP6/r7/RYQix+RdlKR4v2YNgFjTiniQ2ksGO0aGmF4ozGBnlLCfIVJKJQgC\nsyNOY9lpJ39C9TMAk2w22zQAVQDuAwCr1VoJ4AoAlQCWAfib1Wo9JVcIzZ1uBBsqEawXNdNBMCDU\nXKBmAzp0R+6yFk3soNGqqtXC3//Y/zIAQEtpUN/CmXGU5YrNFIIMw5ei4L75yxqOEinJ0nPHcDeS\neOwXR48Xzl6frCZ//uWTodbQ6O7yIChZVfTYPfj7Y+vxybsH+7xZ9HZ70VjfLUj6qlLULDoVIdSN\naT5zjwT3oBfOKHXQiRkVGIngb0x+SZlRlZmFYFcXJwFMECi86x6Mv/OXCe3zoiGlhLZ62oVBL5Zl\n4Qy40ObhgmKZpSSp46UtETWeGHfiUuRw4bV1x+CNIjsYJInTZYvK8eOLJuHiBQObBYjGgIOuzWb7\n3Gaz8ZFgGwBeuu5iAK/bbLagzWarB1ANYM6gzvIk4WffnRK7kQqBUHEZMRtUC3XyckspLilfDhWp\nQompKOZlLLhAq6O1wpRrtlEyik0y8A2SdqiT1K7XfXhYVoIZP4mbenO7AvjwjX1obRKzLJZl8epz\n2/DK37fKgrUlXYfScZlgwizamh1gGBYbPrHh9ee3AwDqqjrxxr+2C/v7fSE89/h6bF3PTV36vEG8\n9o9t+PCNfcI+FHVK3udTAl+IC4hi5h4py4S8Mt32PENujAXjcMIfjF8i5EtK0slaw9RpAMMg2NYK\nUqOBfsJEZC86I+n38yrMhzyw6REAXIJ070aOVjwv/7SkG8ykWo2sy74HAAh7R0Zwr2vhViQ5EjE8\ng8RNjSQJzK3MHXFUyBsBrIn8XQBAyp9rBBBbkD4FUF4gZuMW+2kAgJwcAqAiF35YBW/kR0AQeBSw\nvgAAIABJREFUBM4pWYw/L34Et0y7Me4xx6WNRXs3dzFn6M24feZPQYBISc2dz9wBoP5YFzpauRUC\nrSJBRy6Yg7ub0Fjfjff+KzZ+pSJevObLgrPGIT3TgJwCrm7q84bQWN+Nw3vlw0guh5jB7dl6HCwL\n7NnKMRTsHfIf1Yx5iV13vu3gs10huEcy905vlyxzPxn0xyP1djzx+h64vEHc8exG3PLU14r71Trq\nAQD/PvSqsE2VIZYkCVX/m+Pv13yiuJ1lWUE8DRCliJMFX3dnPKlhfA0Gh+rsaGh1Iiddh5njRblj\ndZJm1wNBwmKq1Wr9HIASWfV+m832YWSfBwAEbDbbawkONTInCfqAWkJJCrSPQVlpO447m1A5LgtV\nvQARVsHnD6OpwwV/kMHYAq70YVQb8Ou5d+LhbX+UHU9FqqBidUJTRa+lkZdWBgNhgZP0DrrmrtbE\nfp0GkxpX/nAOTtRxAlXSgOvs9WHN2wdk2/g6/ZTTuPsxT6/0+4Ixnq08QqEwXA4/9myV2671dssz\nslPRLi+V4DN3oSwTqbl/WMspJk7MGI9bp//wpJzb02/vRyDE4JXPbPD6ueuQZdmYWQMlNyRSUlsn\n1PJrZHf7fowx5CHXEL+H0OFR9mONns5NlinDgxrC4B7s6kL3p2uRddmKpKwU//gmZ1OoVVPIlkxe\nD+UsR8LgbrPZzkn0vNVqvR7AcgBSEfMmANK6RGFkW0JkZ6dGCW2oYHf4MSejAHWO46jq5XRgtCod\ngmEGD77AlSY+/OPFwv7Z2SZc578c/9kr8t7VtAqESvzICwssSDdpoVGp4Qy6QKvpQX8OZ19YiXUf\nHRbPI9eMMYXpcNhjdd53fF0Xk10D3DBUTg53o+rN5QJ09eF2LFiqPC1pNuoQDsjv31mZRkTZwyIv\nn1sJjfTveqhwIsglC5lmM7KzTRhDypuDuZbMYf9s/vT6brAsK2RfO462C8/pjFqY9PIb8g0zv4dn\nt70EQPwetYW5aI48r9Jphe2kIYQXDr4CAFh1xd/jngNDhkGAgIqiBWkDAAiq5clBdoalX58PnZ+J\nFgBobUr557rjV3cgYLcjY1wJci9YnvTr9FoVKkrElc5Qft8DpkFYrdZlAO4GcKbNZpNGjg8AvGa1\nWp8CV46pALBd4RAydHQ4B3oqw4JxhRZkRy05dSoKLomDUHNLL1SSZdbcjDmYfMZk/OqblQCALG0m\nTjSLtW6vy4eQL4iuQDsIGjjaUo9pHbGsm2AojNe/qMak0gzMsiZ2sKmYnANTukYou9AqAh0dThgs\nsVmz2y2yaTRaWmDK0CpK+D4CwYhE74levPVyrLEGADQ396DXLv8hrl19ADs3yamYdEStb6R/10MB\nX8iH1Qc/BwCEfCw6Opzwe+Q3RC2rH7LPpqapFxsPtODqs8fLrtEvd3IlNJNehWCIkXGsaxvsKIjy\nr51oqESaxgKSIMVrJCBmnwzBXTvZ2SbUtYglPH7fQ11Hka3LkhlpuP1eaGkNnlz0EB7c/HuhuVrT\nKp+O9rnC/fp8whlc0aH7wKGUf64BO7cSdgfYfh2bYVioJIWMwZ5XopvDYAo+fwFgBPC51WrdY7Va\n/wYANpvtMIBVAA4DWAvgFpvNdkqWZQDgdz+ci++eUYZbvzsFM3NE04wsXSZ0GhW6JLKdLoXxfoNK\njwfn3olp2ZPxo8nXyvZR0fLGSYMvVhkSAHYe7cD6PU34z6fJ8c2ljBS+lKLTqzFtjrzRK10Rlo4T\nJ+WMJnGZmZWr3MBacYMozuTzBLHuwyPyc5YEdl4jJi0j9dztkaodEo1trbtxtPsYALG8wJdleKQr\nMK5Shcde3Y0Ne5txx7MbEYxIQUg1xJ2e2GvX6VEe3TerTXAEnIK8hipbTDgYH8eB/+Do59jYJKoy\nMiyD6p46/G3fv/HPA3IpXn/IDzXJJR9Sfr9U5gCIlfbtC5TeAPWYQoTdsbMbgwErYZSx4f6VUitL\n0pFp0SInTYfl85Jj/gwUA87cbTZbXK6WzWZ7FMCjAz32SMKYLAPGZPHUJDVKzEVocJzAjZOuxqp6\nea3Q6Qkg3RRbf8sz5OLmKZy12AEvt4C96YKJwvOL85ZifeuXqD7uhi8Qwr7qLhRkGeChW5Gly0RP\nRNRf6QeoBCmXXCtZVpeOy8S+7eI4ttS3NKfADNvBNgBAuiRbU6oJLr1gArJyTThtQQl2bmrAvh2N\ngp7NlNPG4MBOeRXuiptmg2FYkGRq64ssy+Lub36L8enjhM93pEI6dVkQGZM3qg0YaylFbW89cvRZ\nmJU7fcjePxxhTrl9IXy24wQumF8acz2RBAFGcrN0K8w8AJw36XFnI+y+HmTpMkBQFNLPXYbuzz5B\n0N6Fdk8HXtn3ruw1npAXX534BgDQ7JYP8viZAHQUlwDkG3JxwsldP19G9ueR7ACTFJTBgEBzE1iG\nSVo6OxEYvx/VP/ux+NiXnK0lQXCTpxeeXgqSJPDYT2JNeVKN/11e2gBx+8yf4s5ZP0OJuSgms3H2\nIcwVCjN4aS2XfZskzJYJmWO5P6gQVn9Th398cAhPrPkIz+x9Hm8dWw1HnAwqHqSZe45EQregOA0X\nXz1dGEpy9ooXZvkEMfsq76P0Q0cazQYzdyNraRQD16zT5dlIfqEFKjWV1CDUqqrVWLnlcUV3IoAL\nkDZ7tfC4y9cNb8gn09YfqeB9UwsMeSiUaKDcMfOn+L/59+K3834lM1MeLE60u/DBpjphZaOXNNvt\nEYZTfau8YXn9+ZxZhDGy2uMpu9HIiwxYfd7wlXDTojMjK79wGN3+3pjXVHXXYF8H58YkHUQ67myE\nM+ASsvLvRewnlUCT/c9FSYMBYNmUNVVdu3fKHicjTBYMhcGywKTS9JQnOIkwGtz7CVXEVxIArjxL\nvnhxRWVCB+u6hCEnAGjpEi8wo07MQtL0XOmDoEKCxnPAzDFPjnbWYotkZDmZMoQ0uOcVypf6BcVp\nmDST07Tha+w3/nIBdHo1Js0owISpeSgZFytmJAVPqzRbuLKC183938tXTBG0Y3ictrC0z/MFgF6/\nExsaN6PD24Undj0rbF93fAM+ruNq1b/d8jie2fu8MODSEpUBjmR0Rm5Yv5z5E9lqiCAIxenmweK3\n/96O1d/U4VA99756yc01EJmneO9rzjjk9Ml5uOfqGVg4NR/P/OIM/GCZFQDwYhzZCZ75srF5Gx7e\n9hQAyAyyozNzAHjh4CvCrIcrQvv0BL14fMczAMSSi47W4slFD2Fy5gRhOy8INhBJBkrPrULb30xE\n5kserf/+l+xxz1dfINDaEmdvDp4I+0inwGYbSnz7fMyGEZWlGXjmF2fg3x8fwd7qTlkm39LlxlNv\n7oPZoMaff85ZlDkkDUxp5i5kbFQQXZFsmtRzWVUgyMAnuWn4AuE+LxLpoJBSxhxNaeS9ShedN17x\neGdfNBHrPjgi2Z87Zku4WbZfbkGsCqDRnBx9rTcgZnvOgAssy6I34MB71R8DABYWzEU4MqK/o3UP\nrBnjZHZ1zoBrRCkoStHt60FVdw3SNWkpzc6TgccX4qY8JatKvtzS5fCiMNuIH15YKTxn1KmgVYvX\njFI5LU8ijeAL+xBmwvCW5kGVlwfL0rPx3xMbE59TRBr74zpR3pgXUwO438NPp92I2t4GGFUGpGnM\ncAc9MKr671CkKeL6TM4tm5F/0839fn0MopKrsMOB+l/fh/H/einuS3yRkiX/uw20tiLY2Q5DRJY4\n0NaKQGsrjNNSW5YbzdwHCaNOhXNncxeQtFnKZ+l8QHf7ggLXlX8dD/4HT1AhBEIMQIZAqLnXEaog\nQIs3hebOvqftCIJA0dgMWKco62nrJO9dWpE4SweAispcXPez+bj8+lk4+6KJyC0wg2EZvHLsTcl7\nKvPsjQo9CCX0+ORLeU/Ii3qH2B9wBERWweqaNXh8xzOwSaYkpTK0Iw2bmreBBYtzSxYP++SpyxuE\n2xeCPxDGtPJMkAQBty8IhmHh9Ydl4+88pNom3QoiVtEm3c/uewErd/8J719aCmb+zITuUpaIMfwv\nNzwgkzceZ4kduR9rKUGOPgtqSo107cCMtdMWLxX+DicpQ9Cz/ktU/fB6BFqaY54jIysBTbFyM9TX\nUI+wU86A8UQF9/pf34umPz8l1OvrH7gXzX/5c4xk8mAxGtxTAFNk7H9fDVdS+XhLPZ59V7SQY1g2\nRupTK2W08MMZdAigAyB08ouQShO5xyfak+v8X/i9qVh6wQTF57SSVcP5lylILCjAYNIgO8+Eispc\nEASB3e37wRIiU0ClpoQMj2flZOUahRJOX4iu0+5o3SMTkHIEYv/vPe37hb9b3W0jljmzu/0ANJQa\nc/KG3/6tsd0lXHtZaTrotTTcvpAQcPQKwT0nXY85ERErKRtMCqmXaVU31wc51lOLRldsQJRibv5p\nitvzDakxhY4GQdNIW8qN4QS7lIelosEbazu2b5NtZxkGjNcDXcV4FN33QMxzQXsXjv9uJY5HyQxH\nZ+48GL/8sw12KfeaBorRskwKUJCpR0meCQ2tTmw/0oZ3NtTKnvf5wwgERfrUXVdOl9VdKZKCmlQh\nYLZDN/NL8YVhGqBC0OlZLF1Qig821StmUv1FTr6Zq73PKOh75zg47mwEQ4r/k5ShM3/JWEyYkoeM\n7OSX0T1Rwf2tY+9jcaGoZ+4MxOcDG1R67Ok4gD/t/jvumHVLn+91wtmMLF0Gevy9QxZUePjDAbR7\nOlCeViorPQwlwhKq3vq9zVi/lwu4mWYtDFoabm9QaJYatMpTx8W5Jmw/0h4jdCVCuTEYTXNUkSpB\nox5QlsYGAIsmdcYe0eCz7cE2VRmfF2BZkHo9yKiZl2M33whVFkdECLa3Cdv3VXdi+xEuOdNpaHiP\nHZMczw9IWmLB9lboxo4d1DlKMZq5pwAEQWDuRC5IPPf+oZjnPb6gjHYmFQ7ioVSLZYLcBTTdmob0\nMT0gdE70ugcf3LU6FS6+ejrGTRy4rKwr4AYrCe6UZDCGIIh+BXYA6I6UZRaNESliJ5xiFtgZh0Fz\nbskSTMzgegU1vfV9vk+D4wQe2/Fn3PX1b/Dwtj/iUNfgteoTocnVDBYsiozDJ68UjzKbZdHCoFPB\n7QsKPgRKmTsgriz9ccTseAeyeLhk4nk4q2gR7pj1U2HbvbN/GcPt5zGQenqyIHXcezLexAb2MYiu\nr0fKOnyTNhrRHrIeXwhPv70fWw5xDWadmoKvTkz8GL8P/iaRNuzcJWfiDBajwT1FUOK38/hgU72M\nVpau0GTUKlz0bJDbb1fvJqyqfwOaidvQo6DRPtwIM2Fsa90FEOLF7+jxKeqOJAs+My80iquJRpd4\n4R+1H4t5DQCcV7IEOXqRurmzba/ifpubd2B3+/4YHZNVttWyxwzLyLxvB4tmF/fDllrADTV641wj\n2Wk6GLQqhMKsQIdUqrkDYnCPJ0O9sGAuVs67J+45FJkLcGnFhSgwiPV5o0qvuHrJ1mUibQgHuKiI\nK1MywV06lCStuYfdbtg/eJ87nqXvc2VDoRiqdFGuESGnWGpk/QG494kCfoGmJtnzPOxrP4Zzhzjk\n79y1A9W/+Blq7vxFwnMYDe4pQloCUayNB1pQE5HYvemCiaAUhikUWRRB+TEJOhT3hzucaHAqm2bz\nMgsDgT/sB0VQOC1vBopNhZFt4v9a54h1lbpx0tXQ0lqcW7xY2PbioVjK2wc1n+DVo2/hhYOvIMDI\ns1rpewDA3/b9G7/b+iQ8g7hRScE7CBnVQ5eZRiPe6q441wiDjgvmf32P6wnp45RlNBENJF+csgxB\nEMjWZyIvTlmrNJ37DqXcdINKDy0lv86Xl52DlfPvEWwGhwJkxE817Os7uPubxGvbvW+vEOybn30a\nji1cA5g2c8E959ofxD2Ou6kF9z2/VbatJNcka7Yyfh98DfXcOWq1CLa3ofb222SNVZZl0fnOW2j5\nx9+EbZ3vvgNGwZA8GqPBPUVIU7CL02nEC7auxQGNisL8yXEYLArBnQ3G3jB6UlCWGSx4D02lbJR3\n0+kvfGE/NJQaGkqNFeMvErYTcWq7E9IrhIlOFaXCaZLpzjATxpaWnThir8K/DvwXnzaIfQxXlCmG\nVEv8k/ovccRehXZvJ3bEWQH0hR6XH2128cbAm6SrSOUgOhTgE4AVi8tRWcoZwtx0wUQQBAFz1BxC\n3Mw9cu325TFgUiinECBQZBFXYLdMuwmXV1wENaWOydwHer30B7yfajI1d2l2z4ZC8FbZwPh88B4T\npUFIXURO48wlKLjtdsXjNP/uQdnj758znjMR7xL9Zxm/Tyj1aEpKhe3ugyIZgw2JyQhPGIhm48TD\naEM1RbBEZe4leSbcf80s/OfTo9h0oBWNHW7kZuhBxpH4tKhjG0osI89mCEYNhzswJKP8/UFHJLh/\nt/wCrP9Szo5wB72waPqvdOcLid6i6RqR9pamsSAQDsAdkv8wox8Tkjxlc8sOvGGTj78L5x4py8zO\nnYEmVwua3a0IhoNQUSp8WCvqim9o3IQzI4bQ/cEdz3LZ3W2XTcX0iizBjk5NDWNwj9BvC3OMWDa3\nGIEQA02k4T1/Uh4+2yFSTONl7lpV4rKM8PqowSICBH49907ZtkmZVkzK5AajDFE3g+GYTeAt95IJ\ninxw15SWwV9fB8e2LSCiJH31E8S5AL6JmggrFpdjyeRsmWwBAIQdTjBeLwiNRmZJKD1PNhCUbafN\nZsTIrcbBaOaeIkgHP767aCzuv2YmVDSJMVnixZueoHSTJmEL6AjuNWUF8gufJQNgWbbfcgSpBp+5\nZ+liOfLu4MBcbwLhgJDVWTRmIWM3qg1YXLQgZv8LyuRq1NKbZrsnvmfm5pYdoEkal4+/SJi0rHec\nQIOEUw/ItWAGgmfe2Yt/H3wV21q4JpmKHB4te18ghI+21AMALAY1CIIQAjvAlWakiJe587Q9Txx9\nGR7R07Vz82YhL4F2u4qk8fuFD+KPix7CjZOuljXQhwqqDO46DdntCPX2oOaO2+DYojwXwdMTzfO4\n8wp2dsaUP6RCaer8fGjLlaWweWSl6RCW1NL5m4X74H4wPi9IrU4mRhbq7kaglevVsEHxtx7u7QUT\nCCTdGB7N3IcABZl6QfFROolqUSjd8OCHNCiCwv3zfo7VNWtwacWFCDMX4jdbHhP2o3Ib0Ouao1gG\nGi50ertAEiQyFAZLBtJUbXG3wR3yCOPpJEGCJEiE2TBMaiOMKjEgPXHGSqgpdYzOiGykX6GUU2Yu\nRp2Dk3SYnTsDRpUB+kgp7M97novZP8AEEWRCUCWhZ7L1cCt6XQGcN0d0CiJ0buxqF+0F1QPQRRkI\nDtbaBdpttFwvwH1OV51Vgde/4BrUhjgGLPxKVDpVrYTzSpYiW5eF3e37UdVdjUxdesL9AU5VEsCQ\nCqVJQRqNINRq+Jsb0fHGawg7HGh94XmY558eY0jCB07KZAJlNsN79Ai0cQaWAO7zLL7v1wCAf76z\nG3lfr4bVLTet0WtpeA6LpRbTzNPg2rsb7n1c6U+Vmydj5vR88Tl6vvgc5X/6Cxi/+PmHHL2CGYp5\nwRl9lplGg3sKceVZFfhwUx0Ks8VgJKWaJWq6zsqdht6AE5MyrcjQpePGyd8HwOmAS0FltKGt2wOT\nXoUM8/COsvPo9vXCojaDIikY57jh2m5Acwkn3tXibkNFev+4uv85zE26eiT1b15qoNxSKgsY0WUA\nHqQ0oCtUrGblTheCe2WkRGBWKIUBEJQaPUmWmJ7/gDNHWbdTbMaRJjl1UzVMZZmOXu4z/Oklk0HH\n8autLBOz7XhUSL2Ghoom0e1K3OMxqPQ4Y8w8TM+ejK0tO3FmoXyV5fWHsGFvM86aVSjTkVdCKMzE\nPefBgCAI0BkZCLa2ItgmctC7Pv4QPZ9/hoLbbhf45fzUKKnVIezgsu3uz7hyna5iPLKviLVAPFxv\nx3PvHwJBAHty5sNadxwekku+SDYM1bMPo61HvB7Szj4H3mNVwo2EcbuRtuQsIdjzCLS3yVyewg6H\noGxJZ2SA6cMBarQsk0KcO7sIz/ziDORKdMulQyKJsm0drcMFZeegNMonUkNpsLRIYjbMkHju/UO4\n62+bsfVQK463Da/xBcMy6A04hDJS/jgjDs5ZA3suFzijyxvJgM+cVowXnays6dxSd0b2FFjTx6HE\nXIRzJKyY2GOIl7J0UvWGSVdjrKUU8/LF6VBDxJi6xFyIaPxm7l0oiDBAPKG+VyHSsoU4zclCXSrX\nt1cPU1mmM6JNlJuuzCcH5KtJfRydIoIgYDGo0dtHcBeOqTbinJLFMb2Fl9YexaqvqvH+xrq4r2VZ\nFr945hvc/MR6bD/SFne/wYAvzUjR9d47CLucaP7Ln4VtfIOT1OlgmjNPtn/udddDW1oac5xXPquC\ny8vNshB6PdrU6dAzflzQthFF3jZAEtgJmoamuAQELX7uLMPAMHkKSn//B9lxg52d6HznLeFxqKdH\noErSZjMyL/5uwv95NLinGNH659LMKLrpmuzxLqv4jpARsQExW3/+w8NY+eKOGO/VNrsH9z+/VaYm\nmSq4gx4wLANzJLgvjsrUHAkmSePBF/LDqDLIjnXj5O/jgTl3INeQA5qk8avTfp5wcCZXwnVvdYty\nDaflTseds26Bjtbh13PvxIVl5wkri2JTUcxxMnUZQtPPFei7f9CjEPwIdWxNdLgyd3dE3yjaHk8K\noyThSJQpa9QUelwBPPP2/rj79AU++YiW35DC4w8Jg1dvflkdd7/BgFYI7jzCTge8Ndz78gqPTYwe\nD3fLV6CUJQ22490x/HWp17JJp0beGO69pjhrcWXzOtm+hXfeA4IgQKjE76Dg1tu4c7TIy5yt/3wO\n7gPiZx/sbEfYxclwUAajrAmrhNHgPsRIM2qEKsGUsX2LdMXDeSURASQyDICFZtp6qMZyX3x71A/n\nvue3otXuwT8lXqqpAh+8eQEoae1bTargDHIXX5AJJT0M5A66Y+RcjSpDjEBVIkiZLYftNsV98g25\nOL/sLEG8y6IxIVcvb/7RJC30Euy+bgTDwYSaNUrj+YQh9gaXTO0+FRA0YxIohybLtOqODDrtre6M\nO6maCMEQg7aISXoiH2jp6icV8hpKUGWIpajSRx5H5iWXyp4PRCwBg22tIPV6PLO2Fl6WxjG9uLpr\n97J4/LU9+N3L8klS3ggF4FZFOr2YgEn/7eIHfgNdBScTznsp6ydWQj/eGtmmgvn0BTDNnqP4P3iO\nHEHHa5wnLWnsm2U0WnMfYhh1Kjz0w7nIMGkGpeesV3HLbNLgAOggSI0PpKYZwdqp6Hb6UJTDfdnM\nEItnvXDwVQDyevXDp9+PIBPEs3tfgDPggifowd3frMTp+XPw/YmXJzwey7LwhLzI1mUl3K8v0CSN\ncksZanrjL/+VcMfMnwIE4A+J2VhmhAFS7ziO123vYn7+abjCqrwElgb3ORNzcPrkfHzRuB7VYeCc\n7IthsoTBsMywqUF6/SGQBCHLJpVw66VT4tJyeUhpkK1dHpTk9Y/i+vU+kSa7/Ug7br6IhccXwtpt\nDZhRkY1xY7hhoGhGTnSTMxWgTOK5q3NzoZXwygEg4AvgYG0XdC43nNDAHdFg14e5MpemqEhYXXT2\nyvtgMntNQll9Mvf6m6AtE1cCmsJi+GprZcwbgiCQd+OPEGhrk02k8pBq1lBJBPfRzH0YMCbLMGih\nfhVJY6yxHKTWA9Iop+nxo+SAuCxXwhe7GrH5YGJjgUTo9TvR5omIIEmGrtK1acjRZyNDm4ZevwO1\nvdw06eaWPn3RhTJPKiY4o632njhjZZ+vMaoNMKoMyNSlC43bTC0X3L9u2oIgE8TXTVviZu8eSXDX\nqmlMLc8EVBHGRdCEs4oX4ZySxQP4bwYGrz8MnYbqMzjOHJ+N6RWJb6g/lyiG9vbBmlFCY4dcyXPb\n4TZ8sasRa7cexwsfiz0JT5TjU3VT4snLgYAXD+PLM/qJlUhfthwZF3wHALB1exWeWrUPAbcbjrAY\nFg2R4K7OL5B91zxYlpWZ9MyZkAv9hIkx+2nHlsseZ19xFbIuvRzZ37sqZl/KlERWbu5baG00cz+F\nkGfIRa2rBqRBcvETDFolE5HRolFt3R7kpuvh9Yfw6ufclN3pkwemcyI11KAVxsUnZIzHsZ5afNaw\nXtjWV9bKu/bk6QcuYsYj+gYRj1nTF5Qont6QV/F40ux29oQc+MMBVPu4clnYN/x0Va8/lDLHn2nj\nsnDNuePxymdV8AX6P0kaXbL654dimVA6xRsdNI+3uVA+xtLnyqI/MM2eg1BXJ0xzuSYpQdPIvvx7\n8Dc1wv7xh3B3doPMZkCFQ/BH6IblY8zQ1HI3NdJgjEmcWJbF02/vR5hhUZJnwk8unoTcdD3YGfnQ\njbei64PV8NdzK0naJF/1kBoNMpZfqHiupE4POiMD6rx8ZF22At5jVXBs3gT/cVGCg7L0rW8/mrmf\nQkjXcndraXAn0zrQJMmQops9fDPsyTf2YLAIhMWLe55El9vu8GHVl9WYlc3xlqWlkTs3PJhwIKgt\nMnCUaundn069YcCvVfLq5Kdyo8GXFH6wzIpJZRnCgBcAtHYqr6Le2VCDh/+zEwyT2hIaw7BweYNx\nuesDgS4ynBdf+jc+uhw+UCSB8jHKWWZDK9eb4BOSwoiS6KE6O374+FfYebRd8XUDAUGSyFh+ocwO\nEACoSAZsCPugZrjfjj/CbFo6sxCr885Eh9qCXVlTZYnTscYeHG9zYX/Ew2HK2EzkpnM3f4KmYZw6\nDXqrVdif7KP5KTtXgkDZY09izC/vhLakFOlnnwvG74/Zpy+MBvdTCOl67kKk0kRlQ03FHnR5OHpU\nr8uPmma5qhzvCFXXIjb5QuGBqR4GI8H9O2OXyQLg02/vxyfbj2Pr3l7BC5NHgAlibf0X6Pb14L9H\nVsUwUHg1yFTpeefouR/vYH1JfzL1etnjI3Zu1fNN0xasiXi6AmK9lR8YckZMRYJN5di+EUHeAAAg\nAElEQVR+uB0fb6mPOfbHWxpQ2+zAnmPJmUcki7ZuD4IhBoUKw0sDBa8O6fX3v6Fqd/iRZtQgHJbf\nxPgp2U93HEddiwN1Ldw1O20c993treY+l7fX12CoQRmMAEnCEPZCExGV85MqWAxqzKjIQoM+Hy8U\nX4y393Rh22Gx5v37V3ZjX+Q8rz3Piu+eEeskpa+cLPxNKIgFJgJBkrLX6CJlHV3FeJQ89GhSxxgt\ny5xCKI5jdOD0e8CyLG5/VrQtK8gyCJZ8UlcoALj5ifW4+8rpmFjavwAYiGQ20Vzmtm7uBuL2hZBp\nTEeLW85Vdgc9ePnwGzjWUwvTfh0uKfkOp3bntaM5sm+qNEbunPkztHk64qoVJotJmXIXK15P/g3b\newAAnbMcU0ryhQlOc8SNi2cT8ZTVtVuP49zZRcLEsrR5+Nf3DmBGRRZ+lkRzsy98ubtRyITzMgdW\njlKCNlLi6W9ZJhRm0OPyo2KMBZWlGahvFZOL6eOy0Gb3or7FKWOe5ERx89t7vEOuo0SQJCiTGQa3\nF4bIwKCX0uDuq2bIJEUAoCFqpmT1xjpoVBTmTsxVzKQpQ+p0c3Ku/QE0JSUwz50vaw4nwoAzd6vV\n+jur1brParXutVqtX1it1iLJc/dZrdZjVqv1qNVqPXeg7zEKOQoMeYIrvBTeoC+GQnb3leJo9+6q\nWK2VbUfawLAs1m5rgD2OlVo0+LKMOkrhkJfFIAlCFlTvmnUrAKCut0EI+A4/l9mub9yElVsfF6zy\nUhXcjWoDytNKB32c6D6BL+QTFB4B4NVNO/CbF7YLOj+82mKTi2tY88Hd4w/hx09uwLFGrjQVLce7\n51gnmjsGpsfDIxRm8MpnVfhmP/feqaq5c8fibkrOBI16JTjcAbAsJ7lx4emlssG+ORNzkWXRynpF\nAISyhhT1rU54/SH85Mn1uP0vGxEM9X8F0RcogwFaJoDMIFfutKvMyIxMf197njXRSzG3MjfulC+v\nHpkKkGo10s8+N+nADgyuLPMHm802zWazTQewGsBvAcBqtVYCuAJAJYBlAP5mtVpHyz8pAEEQ+Om0\nG/HXpX+AqVbSjKHCMeUYvVaFM6bGNk4nlnCMkJYuDzYfaMVbX9XgD68nV48XM3d56UVgkhBAqVkc\nDOIFpHoDDkFql9eP2doi5woPpRNPKuAN+WR1d4IKwRcIw+kJgKZIaNUUQkwIW1t2wkDrwTjkq6JP\nt3OTu0p6/NEZYX8RPSCkSdK3NhlkWXSgSAIHarrgcAeSTgT4wTpNxFv3pxdPQnGuEStvmI2CLIOi\ndIZ0cpZHTVMvdhxtRyDEoNcdgH0IePCkTgcNE0RakPseulVmaCLlqGihtWgkkhRRZWZBlZ2DjAu/\nk7qT7QcGHHRtNpv0ijQC4AuIFwN43WazBW02Wz2AagDKrPxRDBh3XT4bs9PO5B6QYfx99UHZ8zRF\nID8zNmDefdUM5KTr0NLlEZqv7d2JVeb84QCqe+riZ+6R4H6izYmFBXOF7VITZR6BCJ+cD/IAp/c9\nXDzw/uDCsvNwTvFi0AQFX9gvb6pS3GfR6w7AYlChwXkCd3/9W7iCbkzOmgiw8gC7u6oDH2yqU6QU\nuvtQXuwL0bxrqfn6YGHUqVCSZ0K3049f/mUj7vqbsppiNPgyjobmg6QJK2+Yg+JcLvO0GGKDopqO\nPe8uh09mCt+XSuVAQOr0IMHCFJGbuGmFSBYoL7DgR9+pjPfShJLIBE2j7Pd/QNYll6XuZPuBQa3f\nrFbrIwCuBeCFGMALAEgtSBoBDJ+B5P8IstJ0GJuTjh09XBYZDYIg4nKzCzIN2FvdCZeEX1zX4kB2\nmg4Pv7wT5WPMmDcpT5iofb9mLTY0ivX86FF6rZqG1x/CofputHUGcUPlVegJOBTrkHtbD+Mt+n3Z\n9KqiC9UIwPllZwHg+Pr1juNYJ6F4qssOA2WHYd+zGKWZ2Xh+/38El6c0jQVP3nJ6TCBc/U0dx4MH\nkJ+pF5rd0Tzv/mD93ib85xP5RK4mhcEd4CQ0pFOYYYZRdBOTgp9oVauV9zMrBXfJ4NUZU/Pxzf4W\nTq9HchkPhLXTF3iP1XyKWxXk5cuVLedPysPXe5thOxHL+jp7Vqw+0UhBwuButVo/B6A0A36/zWb7\n0GazPQDgAavVei+APwOIxz/rk/OVnd1/g4fhwLp163DrrbdizZo1GJtCZ/JUIMsV8XIkY7OH7GwT\nINENMehUuPo8K7KzTagoScfe6k58uk2UJm13+BFkCbT3eNHe48WWQ2348I8Xwx3wyAI7AIwrKES2\nmfu+wgwLv6TZ5goyOH/mooTnvT7qeAXZGci2mMCyLF766DAmlmVg3gC5+EMBXsaYV5WUgs45gSxz\nCVppCogk5XnpGbCWi5OH1y2fiP+s4YZ2eOrczd+ditqmXvx37RGAIgd8/UcHdgDIyzan9PeUbpY3\nOrV6LdIUPIPf/NyGVz7hDMcXz+SCXrpFr3guY3LFbdcsm4B5U/JlNfeLzhyHb/a3YJetA+MKRc9S\nWqNKeaw40cX1pLJ7OFXP7MJsqKJq27ooeuk5c4px2xUzUnoeqUbC4G6z2c5J9LwErwFYE/m7CYBU\nkakwsi0hOjqGV90wWbzzzmqcfvpCrFr1Lm666cd9v2AYEfBEst9I5r5kxhh8tYf7qDs6nBgf4Rdf\nvrgc588tBkEQ6OhwItfCZcpSmnX18W5UlsgzlrZ2B3a2yevxaRoLNH6j8H05PAHZcezdbsXv8geV\nV+Llw28o/h8eRwgdASeONnTj3fXVwHrgO6eX4rw5xXGbVSMGYRpamgTBSPTkAyrZZ7BwUi722tqF\nwA4AoUAQk0q4QZSubk9Kr3+vx5/S4zmjxNEaGrsRVKBbfrFDvPmt380FymAgqHgupGRVuXQ6Z8nn\n6BUbrITEqLq6UZzrqG6wY3x+aoM7r3/Po9sdBuGTn3NPVK/h9MrcERGzEt3oBsOWqZA8vBgAHwU+\nAHCl1WpVW63WMgAVAPqeQx+B8Hg8OHz4IG6//R58+eXnfb9gmKGJOBcRFPdDOHc2d0/la67lBRY8\n+8szhMDOgy8NSPHFrkZB5ImH2xuM8biUTpI6PQG893UtAHGZHa1QedPka1BoLECZuSTGPYkHX5uX\n0uU+3FyPN788prj/yUTwxHiE2iVLcToAk0EFUlKm4Jk/D900B3ddOR00RWLFErlbj15DC+Jeh+u7\nB6wJZFQYWFIqeQwG0po3EKWlIoHSv+CLw49XOkeCIHDb5VNx/txipCusDABgly11g008qMtF2QpC\nrQZBxZa1KIr7/Zx9WiH+fe/SfuvsnAwMpov1e6vVesBqte4FsBjAnQBgs9kOA1gF4DCAtQBusdls\nQ6tmNUTYuHED5s6dj7y8PKSlpcNmO3qyT0kG3nNUrwPGFpiRna7DU7cuwBO3iAqJeq0qpvZNUyQu\nURi6WPWVXG61zeHA143yurFUvfHx1/Zgw15OHKoiIgIV3WCamTMV9835JbL1mVhedg5m5E+SPa+m\n1ML/Ea1u2ZdRxHBB6unKhlQI1k/GFD8niEao/TDr1aAJcYXBB/fCbCMqI7MEZn1sn4K3uOt2+rHb\nFt8aMBGkHgGTStNx6aKxis3KweD7546HSa/CmZEMO15wV1KOjLdvvBvQ9HFZWLFkXMw1a9SpoKZJ\n9CiwjQaLHpUJ4Yh+YzwZ3RuXT8TCqfn47hkjqzSbCANe89pstrhyfzab7VEAyY1RJYFVX1ZjRwpH\nkQFOB+R7SxN7H65b9ym+9z3OeWXJkrOwbt2nsFpjeeYnC5oIJXHulEysqJgJkiCStt8bmx+ZdiUJ\nXLfMihfXxN643q/9GCd8XPA20Hq4Qx5hkrSxwyUMSQHArAnZ2FXV0ac07IpJF2JPyyEAHA8+S5cB\nKqJT0xXF+jhYa8fxNqfAsDhZ+MWMH2Pl1sdl23JN6TgQAAiVH2aDGpRHzPaktoA8ogdi9BoaBEEg\n3aRBt9OPhjYnTpvQf32dYGTaOD9Tj1svm5pSGiSP6eOy8PRtZ2DTgRZs2NscN2AHFL770jgZrhLt\nMRFc3iAmFKfBdrwHwRDTp6tTf9Dl9COXoECxIajzlHs9+ZkG3Lg8VhBsJGOEFzRPHhyOXuzevRO1\ntTUgCALhcBgEQeBnP/vFyT41AXw5I8gE+21PVlmWgfOW6jGjcBzCAeXXVvfWIOIWhrtP+zkOdB7C\n8aNpeP7oIWw9xA0lLZkxBlefU4GmyCBOvGU4D51KZMYUm8YIgR0Q5Wr/dsci/OSPGwBwYlO/++Hc\nmOMMJ7L1mZiWPRn7Og6C9XMrlzSDHqyHBqHyI9uiRXunmHkbFQTGaEqeifLMkFsumYxH/rsrZkQ/\nEfYe60S6SYOSPBP8gRBy0nR45Efz+n7hIMFr1kQLaHn9Ieyu6oDXH0Z5gRmNHW74g2GU5JqwUGHW\nAuCGvq5bZpVZUvaFdJMWLICPt9TjkhRm0G3dHnj0BbC6j8tkeU91nBLB/XtLx/WZZacaX331BZYt\nuwB33XWfsO3WW2/Gvn17MG3ayOiS8+UMf7j/5Yt1DevxtWstXPap+MHEq3H+vGJMKcuUDDSxICQs\nnGx9JhaNWYibX1svO864MRZQJCk0Ph2eAFiWxSufVcHrD+Hmi6LLMGLGRkUpS3KKhhTUkuxTSWb1\nZOCGSVfjyfe/wjEHhaduXYDqxl6wAS0ItQ+0yQF/ZHr1rOJFMf8XIBd6um6ZVXgsyBZ4kis3NLQ6\n8cw7+5Fu0uCPP1sAfzCc0HUpleDr+9HTqq+vO4aNB7jpWI2agoom4Q+GUZZvSihwtXh6Yob0TRdM\nlEkD89n+B5vqMbcyV3GOYyCoaepFY8GZWPzdYhhK45thn2oYeZMjIwRffPEZFi1aItu2ePFSrFv3\n2Uk6o1jwZRl/uP91yPdr1wIAdrfvB0USWLF4HCaUpOOxn8xHUWUHdHM+BaEKgnVkYeW8ewAgZlwc\n4MavAQgThzuOtmNfdRe+2tOErYfbwLIsWJYVvDhdDgqhjjEIVE+T8fCdngCaOt0Cn/rBH3CDJEMo\nK9IvqEgapIdrRJsNaui1NBhnBgg6hCd2PQuAax5fOk5ZxlUKaU2cD1jxSh1SfLylXvAi7Xb6sfLF\n7fD6wylvoMYD3zdwRA1itXSJ5TmNihJKJsHQwATqePDXFgCU5JlkzeOBCJkpwR8M43ibC0X5FpjG\nV4BUD89nORw4JTL3k4FnnnkuZtvll195Es4kPmiSBkmQ8IWSGwmPh4NdRzAli5vCy0nTodO4S3hO\n4y5CuiYdLMuiJ2r0+5KFZYKok1T4au02UXc6FGbw9b4WvPp5FW67fCoYgkSwjjOBCIYYIUt/6ytO\nAZBvyJblmzFujAW1zY4hF4/q6PFix9H2GFZRNAKhMFQ0CZIgYNCqwLjSgFyR/ldoLEjq/aTBmP//\nE006Atzg0DsbamXbjrdxLJZEZtipRIZZC5IgYiaas9N0gvyFVk3j2nOteOad/Tj7tFiP2v6Apkhc\nML8EaUYNFk3Lx1e7RUZ1tLT1QLH9SBvCDAtrUd/66KcaRjP3UxgEQQiNzv4gzMgDyXFHY9x9/T1m\n3PzEevztvYMxTAVdFAf9qVs5g+tjEl6yP8jgswj/eeuhVnRKGDE+SQMuzMRmeekmDRiWHZALUH/w\nfy/uwNvra/qU4HX7QgLNtCTPhOWnyUWllEw+lCDN3EmCgEZFxVBIo5Eo+OcoCG4NBWiKRJZFi/Zu\n+fVmkBhuq2gS0yuy8OEfL04JXfCyM8tx1qxCqGhKUKgEklvpJIO6yE1pzsTU+gmMBIwG91McBpUe\nnmBibZho8AJgPBxBkcfMqxoCQKgrDz4nlxXuqurAv9cckb3OF1UPTzNqYsaxpQwKlgXe+FycqOxx\n+vHBxjr4A2GB5aOWsCB4rrPdObiVSV/g6/qJygj+YBgdPV7kS9QNz58yFdk6rlRzSflyRZMPJZij\nauQaFdknyyjR2H1O2vBk7gCQk6GDwxOUnY9fotR49mlDN46/YEqeMKORKiNt/jhZaSNTAmMwGC3L\nnOLQq/Ro83T0y4TZF5L/MHr9Dqxv3IQZ2VPw6PY/CdsrwotxGLF6GqdPzsOhejsWTo0tQ5Tly003\nAiEGRIRD3BU15ffc+4fQavfA4w+Br4bcdZXYrObLF8+8vR9P33ZGUv/bYLDpQAtsJ3pw9dkVMeyj\n5k43WBYoyhGzUS2twcr59yR9/JU3zIbd4Zc1jAGuCZkouB9vcwoNSyVkmIfPzi83XY+DsKOt24PS\nPO675m/gT926IGkq7kBAkSS+f8547K/Zgne/rkX5GIugcjpQ9LgCUNOkMFD2bcJo5n6Kw6DSgwWL\n5/a/FDNNGg98A3ZBAaf1dqDzMN6qeh/3b3pYtl9xjrI70orF5fjTrQsVpwijFQkDwbBA+6uNkiXm\nG7QOT0AoOxgkpZ7xhVyZI9oXdqhwsM6O9XuacLShG7tsHbjvH1uEkhA/pVnUhwRsIhTnmhRNqTUq\nKmHZZeWLO7BuJ1c602kojJfUh68/f8KwzgHwOufSuQh+fF9J1THl728RM+zX11UN+njdLj/STJqk\nbOtONYwG91Mc5sg05KGuo9jYtC2p1/DUSS2VeCk6vli5hpyIeqeNyoACQSYmcEWXEXZXdQj7SIdw\nxhVaYDaohYAyFFBSznT5gvjrewfQ1u3F/hquDs83EfMyUl/f1qgpBILhuCqeUiyfV4JxkWlgkiCw\naFpyTdxUgWf3nGh3CR6wfIlGquo4VCAJApWlXLaePchyVCjMwOkODOlq42RiNLif4sjUiqYQG5u3\nJthTBB/cNZQay0rPirtfWZyGWCLmSnTmvtPWDrcviCxJxhWd/QaCjECVjJ7kTDdq4PQOTUP1RLsL\nL38SO5krNdTg4y1P/7MkMGcYKDQqCmGGRSiJQSadhhaCavRg1HBAar7d0uVGq90D24ke0BTR70G6\ngeInF3PepP0xGGdZFnuqOrDpQAtqmnvx7te16HL4wAJxdWxOdXz7Ck0pwqJFc1BePg4sC5AkiTvu\n+BUmT556sk8rBtl6cZnf6m6HL+SDltbi84b12NW+DzdPuQ4Z2nT4Qj50eu0oNBUINXcNrZFpokRD\nStmbVp6JfTVd+O31s/t1fp/t4ByISnJNgqnE5LIM7IrSUmnu8oCmCGg18puDSa9CQxsDfyCccp3y\nh17aIdMp53G0oVv4u7HDhd1VHTF2eqkEX+/1+EOw0ImPbzFo0BrRgaeGKZhKoZK854MviHqA/Zk0\nHSwMWho0RSY9+AVwJcG/RHkJf7S5HoCycci3AaPBPQ40Gi1efPE1AMD27Vvx3HPP4tlnnz/JZxWL\nyZkTcdm4C1HdU4d9nYfQ5etGnj4Hq2s4BeadrXtxbukSvGFbjR1tu3F95VXo8nFmz1pKE8PwmJE9\nBXs6uB8BQRA4bUIOAsEwfrFiWlLnU5xrxJyJOZgyNhMfb2kQ6uoGnQpLZozBsaZenDG1AC9H6ZA7\n3AFkWbQxRtF8jbW9x4uinNQGEKXAbjaosU8izbtuZ6NQ7+bt9FINfjjH5Q32GWgsBjVCkfOmTsKE\nV7zm7SxrtuL2oQBBENBpEvcpopFIcOzb2EwFRoN7UnC5XDCbLX3veBKgplRYWrwIQSaEfZ2H0O3r\ngZoUA4QnxNWKd7TtBgC8dPh14TkNpZGNyv/pzIextWWnENwBTvukP6BIUlg2kwSBf350GAAXwK6N\nmIV0dDih09Ax9D6l5XFBRDe8qdOVsuD+xa5GrP6mNmZ7ca4RBEHETGAK55KpH5LGWzzNFh5ZFq2w\n6jHoaIEuejIyzvxMA648qwJvfCGXY7YYhre00VcTOhruBG5XQ3HDHgkYDe5xEAj4ccMNVyMQCKCr\nqxNPPx07sTqSkKbhbj7d/h5ZAPKGuaBgUhvhDMh1ubW0Bj1+kcGiptTIjPC2i5KctkwE6ZCTdNAF\ngKJ+uVJwzzBxmbsjhVKvr34ey7JYMDkPV55dgWffOaDwCg73XjMzZecgBZ+5bz/SJmPC8OBXGNee\nOx75mQZctKAMTk8gpeJZ/cGciTkxwV3aUxkOaNV0DLU2ERINPUWTAL4tOCX+q3erP8Ke9vg/uoFg\nRs6UhDogarVGKMscPHgADz/8G/z3v6tSeg6pRE6k9t7qbke7R5y05KUJSMRmnBpKg6lZlXjn2IdY\nMf4iAEBlxnjcNPkaVKQNPnBIaY0GnfxS4ycyT5+ch80HWwEoB3d9pAafKgGxnjga8YumF8CgVSXM\n4qKbvakCHxg3H2zFNedaYyRtA8EwxmQZsCRiXafX0vjRdyYpHms4YFBwxyorUKbNDhW0am6ql2XZ\nuKup976uhYomceHppXBF6LTnzy3G2m3HodNQgj7NaOb+P4zJk6egt7cXPT09SEsbmRoUY4z5IECg\nwdGIOoeo7eIL+cCwDJxBd8xrVKQKFo0Zf178iLCNIAjMzElN41hay4zO3KeWZ2J/TRfOmJovBHcF\nBQIh+0+VUFR9i7I1Gl/ikDYpf3zR/7d379FRl2cCx78zmYRkhhASkkBuYIDwGEBBEPBWb1vRyq5o\nXQ27lnUV99i6FavuWgE9p1pXz7rWY6229bZaPOu16wV217PS9pTurq6ItSi3V1gumlggSLgkQO77\nx+83yS+TyW2uv5l5Pn9lfnPJmzyTN++8l+eZwcc7GtmwLfbVf5zOmFZCts/LybZOPjKNPPnmp3zn\nypnMs/O7xzp/ebSyHfvZ76ibRW62Ly555AeTm5NFV3c3HZ1dfdoT1NreyVp7wfScmRN61n4Wzp9I\n2bgA1eVjuPdZa+twno7ck+ebU/90WNn24mXv3j10dXVSUODOeXewplQC2f4+HTvAiY5Wmttb6Oru\nYnbJTOZNmMMzn64GoCww8uIQI+HM4hdaDm7pQqGpuZWpFQWsXDqXp9ds4dzT+tdiD/7hxarq/UAj\n9+Cc8d59vdNUC6aP55QJ+WzYdoAzwhw+ihWvx8OZUsL7W/bz5JvWJ9R/f28P804tpaurmzZHgjW3\nqakcm/COHejZOXWirTNs5/7ZF70nqxsPn6C+sZkxgRwKAjmcd3pZn1xGOnLPMME5d7D2Oq9adZ/r\nT7H5s/Notkfot8xaxuqtr3Ck9QhHWq3RasGoMcwqnsEts26kZuxkcrLiuyDn3EpZGpK5cFxBbs9O\nmKkVBTz8nXMIJzj6/6KxmV1fHiXfnx3V4ZWBOvdgZxHciXL2DCuR1PgiPw9/+2wK4nzQJfRgWKe9\nJhE8IevW7XrJ6NgB8uwpsmfWbuXOutn97v/4s96ttru+PMrBIyeZcUpvqoIsR83b4oLE5eZJJO3c\nB7B+/fBOe7qJ39d7enLSmEoqR5ezvWkH9c1WqbyxowrweDzMGJeYUoHOf4aRJrcKjtz37jvGA6s3\nMjovm8dvizzPzMEj/RfhnPvnl199Ou9++AVLL+3N+FicgMRcoWXnrFw23T1J09x20OaevzqT44Ps\nQIm34Ptiy+5DPdeOtLTx2OubuOpr1X22Pr7+WyuddMkA2TPHxuFgmhto555G/L7eTijg8zMhUMr2\nph1ssrc2VsRgB8xI3X3dHJqO9U+WNVyhpx6jTfX6+f5mcnxefvK983nrv3exoHY84x0pBarLxnDz\nFYlfrAwduXd3W3vs1220DoEVxTEFQyQmJ3gBNVS43Vbm8yb27jvGY69/EvY5l4RkrFy2qJauroEX\nZFOddu5pJOCo3enxeHqKWW8+aB2xH24xiVgKt7VvpP76G6fywjv90wQMpeFgC5t3fcXCeVV4PB4+\n++Iw9Y3NzKguItvn5ZoLE1u6cTDhCkav2/gFB4+cJNvn5azp6ZdvPBrOA1wdnV34srxD7nsPzQt0\n7mnh67umC/cswauoFdrFIoKpfwtyrM69m258Xh8FoxKXPTCWIj28dO+zH/Dqb3ayZ5+15vC/W62i\n3ovOcl+dzHDJ2IJTSGdKacJK6aWKRWf3xnCHvXj6ieNkMdCT+z0oXUfoA9HOPY2cW76A8sAEbp39\nNwBU5veO1IebDtiNIlm0c2ZYDHbuTfahl4lRpO2Nl3Aj96DQykfK+md4w+XW2tG2z63O/fef9c1X\n9D1HyoyL5gxejDsdRd25i8idItIlIkWOaytEZIeIbBeRhdF+DzU8xXlFrFpwB9MKpwDW3vcFE+YC\ncGphTTKbFpXQrWrvbR64cEVQMMc4wAdbrH30h1vayPZ5XbmvOT9v4M79zy+cksCWpI5g6uOjLW39\n5uDn11rbfOsunkqW18Pic6sT3r5ki+pdLiJVwCXAXse16UAdMB2oAH4lItOMMdGVQlcR+VbtNUwa\nU8Xc8cNL/OVGoZ37s/+2jeqyMZSNCwz4HGcukT37j3G4uZVDR09SEMhx5cdzf242yxbVUjYuwLHj\nbfz4l9aiYEEgB5kYXbWhdBXcHnq0pa3nxHPtpEKWLart2V106fyJXDp/YtLamEzRDmEeBe4C3nZc\nWwy8bIxpB/aIyE5gPjC8ZOMu8tVXB3n88R+xffs2Ro/Op6ioiOXL76SqKnXeLF6Plwsqw+8hTxXh\nUv0ePtY6ROfeOw3V1t7FHU/8DwDTprnzhDH0XeDL92dz7Hg7/jBH/ZUlb5QPX5aHIy2tPYupYwI5\nrttZlCwRT8uIyGKg3hgTuu+oHKh33K7HGsGnlO7ublau/HvmzJnHq6++xXPPvcjNN3+XQ4cODf1k\nFVNZXi9/t2R2n+RU//TKH2hobB7wOQNlWByoupTb+O10DaFpG1Qvj8eDPzeb4yc7ek4w56XpadNI\nDDosEJF1QP8z4bAKWAE459MH+6w7ZMmUkhJ37eR4//338ftzuemm63uulZTEJytgpokk1heU5POh\nOcj6j3vHDfc+t4FnVn6dCWFG8DvtRdTSIj8HDvUuSH5tTpXr3mvhNNqLqNUVBSnR3nAS0e58fzYt\nJzrItXcbFY31p+zvK9YG7dyNMZeEuy4iM4FqYJOIAFQCH4nIAqABqHI8vNK+NvcqSgYAAAnjSURB\nVKjGxvAJnZLl4483M3lyjevaleqC+dwjUT1hNOtDrr2wdjPLFk3v99gv91vfY/zYvJ7O/fZrZ5Hr\ndd97LZzaSYVs2dOEVBakRHtDRRPnkcjxeTlwsp36P9o5gbq6UvL3FanB/pFFNKFnjNkM9JyqEJHd\nwFxjzCERWQO8JCKPYk3H1AAbwr/S8DS+/grHNn4YzUv0k3/mPEquWTLg/S5cc8t45WFG6Ft2H2LX\nl0f7nZgMLqiWjfPz6S5r//OpKbQwufRSoeFgC2fUJK7CUSrKG+WjvaOLfV9ZOZUSnVfezWK1z71n\n2sUYsxV4DdgKvAPcYowZfiVbl6iunoIxIz8VqeInL8zi4uHmNh5YvbHf9d9tsrZLBis5Aa5KmzuU\n0kK/duzD0JNjZo9V97Z0gPwxmSgmS/HGmMkhtx8EHozFawOUXLNk0FF2PMydO4+nnnqSNWve5Ior\nrgJg584dtLS0MGtW/yx0Kv5GUutyvz0VU1E88I4alfqCJQeDn87SNQlYJFJnKJMEDz74CBs3bqCu\n7kqWLr2Wp5/+KcXF8cvrrQYXui1w9lQrFqF/0M4DLclOcKXia9HZp/S5Ha9qWalIfxODKC4u5v77\nH0p2M5Qtx+cl359NIDebC2eXs3D+RH7w/Ab2N53o87h2+3Tq6VPG4fF4uPysSf2Khaj0UDbOT47P\nS1uHFfN0LbwRCe3cVcrweDw8dut5fU6Y5ub4aG3rpKu7G699/WS7daAlmJNGj++nL2uvu4+25jZG\n5WTh9epOiCCdllEpJTR1QPDQSqsj3Wtrm3WgJdzJVpV+gouqeoCpL+3cVUoLV2M1eBQ916V1R1Vs\nBefZ3ZgQLpm0c1cpLTjHGuzQ9zcd59cfWadYdeSeGYIzMQFdV+lD/9WplJYbHLnbUzErnurNT6eL\na5mh8bC1oK4HmPrSkbtKaT0j99ZOPjIH+txXEHBXUWkVH6V2+byZ1UVDPDKz6Mh9AOefP58pU6bS\n0dFBVpaPyy67nLq661yZCzyT5dnzrQeajrPdrsgTNDZfD7RkgpsW1bKj/ghnzwiX4zBzaec+gFGj\ncnn++ZcAaGpq4r77VtHS0sKyZTcnuWXKKXeUNXJ/8d3PqC7re2Bp7GgduWeC0kK/ph0IQ6dlhqGw\nsJC77lrFG2+8luymqBB5jhOJu4OZAW2h1e6VyiQ6ch+m8vIKOju7aGpqorAwdbILpjsJKb5RXJBL\n3igfE4r8+LJ07KIyV0p07u/95v/Ytf3A0A8cgcmnlnLOxXpyMdXl+3P47jdP44k3PgWsqZi7vzWn\n57SqUplKhzbD1NBQT1aWV0ftLhRwJBTz5/q0Y1eKFBm5n3PxlKSOspuamnjkkYe4+uq6pLVBDczv\nqDMa0ILSSgEp0rknQ1tbKzfc8Jf9tkIq93HmefdrQWmlAO3cB7R+/QfJboIaJmee95EU9FAqnemc\nu0p5zhwyFSVaeUkp0JG7SgNej4eF86oI5PqYXzt+6CcolQG0c1dpYcmf1CS7CUq5ik7LKKVUGtLO\nXSml0lDE0zIi8gPgJqDRvrTSGPOOfd8K4EagE1hujHk3ynYqpZQagWjm3LuBR40xjzovish0oA6Y\nDlQAvxKRacaYrii+l1JKqRGIdlom3DnvxcDLxph2Y8weYCcwP8rvo5RSagSi7dxvFZFNIvKciATT\n85UD9Y7H1GON4JVSSiXIoNMyIrIOCFfeZBXwM+B++/YPgR8BywZ4qe5IG6iUUmrkBu3cjTGXDOdF\nRORZYK19swGoctxdaV8bjKekJH8430qlAY11ZtA4J1fE0zIiUua4eRXwqf31GmCJiOSISDVQA2yI\nvIlKKaVGKprdMv8oIrOxplx2AzcDGGO2ishrwFagA7jFGKPTMkoplUCe7m7td5VSKt3oCdUEEpHm\nIe7/rYjMTVR7VHxonDOD2+OsnXtiDfUxqXsYj1Hup3HODK6Os3buCSYiF4jIWsftJ0Tk+mS2ScWe\nxjkzuDnOCe/ch/ook4HSdhSnse5D45wZXBPnZIzcXfGDq4TQWGcGjbMLJaVYh4gEgLeBQiAbuMcY\ns0ZETgHeAf4LOAfr8NNiY8zJZLQzTjro+081L1kNSYQMjrXGWeOcVMmacz8BXGWMmQtcjJW6IGgq\n8IQxZiZwGLg6Ce2Lp73AdPuQ11isnz+dZWqsNc69NM5JkKzO3Qs8JCKbgHVAuYiU2vftNsZ8Yn/9\nEXBKEtoXcyLiA1qNMfXAa8Bm4FXg90ltWPxlVKw1zhrnpDbMIVk1VK8DioE5xphOEdkN5Nr3tToe\n14mLPuZEaQZW+mOMMd8Hvh/6AGPMRYluVAJkWqw1zhpn7OtJjXOyRu4FwAH7TXARMClJ7UgIEfk2\n8BJwT7LbkgQZE2uNs8bZTRI6cg9+lAH+BVgrIp8AG4FtjoeFrryn/Eq8MebnwM+T3Y5EysRYa5w1\nzm6S0NwyIjILeMoYc1bCvqlKCo11ZtA4u1fCpmVS5aOMip7GOjNonN1Ns0IqpVQa0twySimVhuKy\noCoiVcBqoBRr8eRpY8zjIlKEtRd0ErAHuNYYc9h+zgrgRqytUsuNMe/a1+cCL2Btq/oPY8xt8Wiz\nikyMY/0PwFKg0BijNdpcJlaxFpE84JfAZPv6WmPMikT/POkuXiP3duB2Y8wM4Czgb0WkFrgbWGeM\nmQb82r6NiEwH6oDpwGXAT0XEY7/Wz4BlxpgaoEZELotTm1VkYhnrt4H5CW6/Gr5YxvphY0wtcAZw\nrv5dx15cOndjzD5jzB/sr5uxtkVVAFcAv7Af9gvgSvvrxcDLxph2Y8werMMBC+w6rfnGmGAN1tWO\n5ygXiFWs7edvMMbsS2Dz1QjEKtbGmBPGmPX267RjneqsSNgPkiHiPuduJw46A/gAGG+M2W/ftR8Y\nb39dDtQ7nlaPFezQ6w3om8C1ooy1SiGxirWdj+XPsEb8Kobi2rmLyGjgX4HbjDHHnPfZRbN1q06a\niDLW+j5IIbGKtX0A6mXgx/bIXsVQ3Dp3EcnGegO8aIx5y768X0Qm2PeXAQfs6w1AlePplVj/5Rvs\nr53XG+LVZhWZGMRaY5oiYhzrpwFjjHk8vq3OTHHp3O1Fk+eArcaYxxx3rQGCJaiuB95yXF9ip82s\nBmqA4PzrURFZYL/mUsdzlAvEKtaJaq+KXCxjLSIPAGOA2xPR9kwUl0NMInIe8DvgE3o/hq3ACuxr\nwET6b5laibVlqgPr495/2teDWyHzsLZCLo95g1XEYhzrh4G/AMqAPwLPGGPuT9gPowYVq1iLSCXw\nOdaCbJv9Oj8xxvxzgn6UjKAnVJVSKg3pCVWllEpD2rkrpVQa0s5dKaXSkHbuSimVhrRzV0qpNKSd\nu1JKpSHt3JVSKg1p566UUmno/wFiXAJ4PBK/zQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fef5610dbe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib\n",
"\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"ts = pd.Series(np.random.randn(1000), index=pd.date_range('1/1/2000', periods=1000))\n",
"ts = ts.cumsum()\n",
"\n",
"df = pd.DataFrame(np.random.randn(1000, 4), index=ts.index,\n",
" columns=['A', 'B', 'C', 'D'])\n",
"df = df.cumsum()\n",
"plt.figure(); df.plot(); plt.legend(loc='best')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Feel free to open new cells using the plus button (<button class='fa fa-plus icon-plus btn btn-xs btn-default'></button>), or hitting shift-enter while this cell is selected.\n",
"\n",
"Behind the scenes, the software that powers this is [tmpnb](https://github.com/jupyter/tmpnb), a Tornado application that spawns [pre-built Docker containers](https://github.com/ipython/docker-notebook) and then uses the [jupyter/configurable-http-proxy](https://github.com/jupyter/configurable-http-proxy) to put your notebook server on a unique path."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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