{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-02-07T20:20:39.260798", "start_time": "2017-02-07T20:20:02.761323" }, "collapsed": false, "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Use scipy logsumexp().\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from datetime import timedelta, datetime\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = (12, 2)\n", "\n", "import seaborn as sns\n", "sns.set(font_scale=0.6)\n", "\n", "import outlier\n", "import utilities as util" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-02-07T20:22:36.448940", "start_time": "2017-02-07T20:22:36.424216" }, "collapsed": false, "run_control": { "frozen": false, "read_only": false } }, "outputs": [], "source": [ "df_daily = pd.read_pickle(\"TrainValidationData/df_daily.pkl\")\n", "df_daily_cleaned = pd.read_pickle(\"TrainValidationData/df_daily_cleaned.pkl\")\n" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "# Baysian Change Point Detection\n", "Use the baysian method to look for changes in the data" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-02-03T20:16:53.350946", "start_time": "2017-02-03T20:16:45.551063" }, "run_control": { "frozen": false, "read_only": false } }, "source": [ "!pip install git+https://github.com/hildensia/bayesian_changepoint_detection.git" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "## Computation" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "Apply the Baysian Change Point Detection to each station/night. Note this takes about 30 min to processes" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-02-07T23:10:40.946605", "start_time": "2017-02-07T20:22:49.630331" }, "collapsed": false, "hide_input": false, "run_control": { "frozen": false, "read_only": false } }, "outputs": [], "source": [ "df_daily_cleaned_changes = df_daily_cleaned.set_index(['Station', 'Night'], append=True)\n", "\n", "yy = df_daily_cleaned_changes.groupby(level=['Station', 'Night']).transform(util.find_changes)\n", "\n", "df_daily_cleaned_changes[['ChangeEntry', 'ChangeExit']] = yy[['Entry', 'Exit']] \n", "\n", "df_daily_cleaned_changes = df_daily_cleaned_changes.reset_index(['Station', 'Night'])\n", "\n", "df_daily_cleaned_changes.to_pickle(\"TrainValidationData/df_daily_cleaned_changes.pkl\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df_daily_changes = df_daily.set_index(['Station', 'Night'], append=True)\n", "\n", "yy = df_daily_changes.groupby(level=['Station', 'Night']).transform(util.find_changes)\n", "\n", "df_daily_changes[['ChangeEntry', 'ChangeExit']] = yy[['Entry', 'Exit']] \n", "\n", "df_daily_changes = df_daily_changes.reset_index(['Station', 'Night'])\n", "\n", "df_daily_changes.to_pickle(\"TrainValidationData/df_daily_changes.pkl\")" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "## Visualisation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-02-06T05:35:59.131877", "start_time": "2017-02-06T05:35:59.119981" }, "collapsed": false, "run_control": { "frozen": false, "read_only": false } }, "outputs": [], "source": [ "df_daily_changes = pd.read_pickle(\"TrainValidationData/df_daily_changes.pkl\")" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "### Kings Cross Station" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-02-06T05:36:01.515175", "start_time": "2017-02-06T05:36:00.878777" }, "collapsed": false, "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iL7/8Mg899BB+fn4cO3bMHSj379+fuLg4pkyZQlxcHC+99BIGg4GFCxcCsHHj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1H6NzJngFGRILvcaGlxQ24maUl+YwqcTm9CxxPnEiYs5aNu7wF0uOvEdAe95rsgfXgR5N/+J/Jt\nZkgqAynOc9UxZu0JcRnVBw4cwMMPPwyO42AwGPDggw+isrISt9xyC1iWxf333w8AuOaaa3D33Xdj\n/fr1mD9/PrKD4YNlZWVYuXIl7HY7Hn300bgOSlFUBAIqdp2MzMFTxDb8x2fP4j8vvg0tKpndTmVy\nEAhE3lyj0ouwK6j5seHAbiAoIpNnyY5qO3XICPzzJPHUrC9/S8+NHiFMQ7l/D8BLcEnuqO06qAsL\nbU8xWGK2c5itMEoZ8BsaUOk+2ul3dUaDy6mrFwPAkdbyLr9j67FDaBeI1TWEHY9cW1pEe7vRjMUF\nV+C9unWA4MeL336EX5Zd020/dlSW68JDw9OKuuxDafZ4fNx4GOBlbDq8DwtGxfa6xsPaPR+CYYna\nu00ZgnbhBNqESnx95GBE2am+4Iuj+/DqsZcgBGxYNuJylI2c0GX7402hAVBuymnnW0hFO05CZtu7\nPGcbj28mEycBAUvGz+60bZY1FaxkhSq6UOk8Htf19NmhUG7ttLxxcV+L47KL8V4wnfrAqeOYNiR2\nXv3pdNzT55KAoqBJI6Gl6SgCVAaBYD7n9CEj8XYNue+PuVuwKJ8IwnX00SP58HblO8HfQ8TPzlve\n4/7fOHUhfvPltwAv473yTzE/7Nqpd7bpz5hCayGMvAj4yQRRU7sbDkvfz6p+UUHKs2kasGDE5Kjj\nMCMVbrjRGmjSP2tyOSELLWAADLeMxiH3XmiiG5VtJ7o9D+t3fQUEKyEsKJqF0oIR+GLLh0Ss8dg3\nOG9Y36lxfl99HAhOGCAgAryEGmYfXtvxFfJs6Xr0yPiM0XFdf0ZexBjzFByUt8AvNuCT/XuwYBT5\nHatam9HKnQADIJ8bDQMvRn13YNbcsD8G9uCvJ1jSHehQDXA1tujnq+FELUxKpEhfXUU18kdHRh91\niL/BbD3nz5GzjSYSo5qT/BHH5m4JvfMFq3nAHXc85E8Yg+PBsOCsKqLm32a0Y9TIoYP6vAxEZF4E\nJEDzehEIqOBc5D6QLSm6IZ2I8cS5xpSWig5FIrU6lCKTmps14I/9TMkoJjpbZ/s8xeUCmThxIl56\n6SW88MILeOaZZ5CRkYFp06bh1Vdfxcsvv4zRo4mHymw248knn8TatWtxyy2h/NZVq1bhlVdewdNP\nP63nV8dLZSsJm9NUFjaZeOOcwgn88bMXoInEah5mj/bSTSoohkbsBmyvC4mkjcgYEtXWbrKAl0k4\nZMdgV/A78C/nXQlWJa5hb6BzD0ezJ/Tic5hih0MDwPAUYnzIhua4a/xuPRZZysbF1cLfRU3d9YdI\njVVN4bBq6mUx2yweNx1GP5kAKffu75Ey7/d1FfpyuHJ6LC4YNUkXYdpatbfb7+6O6pYm1IHkoqYr\nw/CLmdfrolDrDnUuCtVbPq/8BgynIGBowWsnX8S/ffS3CMP5dOraQyJPRemRYhqZ5uAcIy91Wlv6\neFMDnB0TIXwJzGLXJUIcLPH0tCE+wbC99UG164CAmcU9M4jDGeJI14X3Tjp7LlyVCDYfO6gbVZOy\nIg25dKtNv+9PuKPL6T319Vt6eO+ctAuRae15GQu7yYJigRhgHrEGO8MEuraElaWanDcSVjE0G93c\nSQ3fM6He2YbDPvIMNEgZyLZFp+KkiyTqRQ5TAP+qIpRPPSVvDOwMUbFvVWPXsw5nZyPZHytZMH/k\nBDgsFtgVkrZTGzgal9hid2w9uV9f/uGoVYBM7ptP697Dh0dJhQNNY7DgNE9zT7hhysX6tf5+xaf6\n+tf3fh4SKBtT1uu+DybCy2BJLaHSgqf2R6vkt1VFPtNUVYUxWFqKS+ndWCKpMRCvCCdHTi501OkF\nAJOt87HFYMCUYkabmQg0dUSq+YeevVI5lMTREbmB4ESa6A2+F1PiSyPt79gzQ89Mawt5Jvo4EWbb\nAHwG9lP6XWZ7vY8M4EQ5Fb8p+xF4PwlRrmNDA9Mp+dHGnd1k0VWK2/lqff2EMOXvcNK4kJCMprL4\n8cTrYRAE8Bq5uX1q50Z1S9hAON3S+Yvv/KGl+vKnh3d02i4WBxpPU83lAthaGbsU0LfHj+gia8X8\nROTZO1cKLM0gpSg00Y0vy7tXJj/eTiY5GNmEgtS0LtumGE2wBojhVyNVdNm2J6zd/bHuJb+6ZCHy\nUtMwjCf994q1+PRQz8qVfV1+APd8+AQ2Hv6uy3bNcqTx0Cocw0M7/4Invlgfs8Rao5dMlGgKh3Rz\n5EOvwBYqq3W0IbYh+vr3n4NhQgJl3dExmaQJXhxr7N7Q6aA+QGY8U7TcXoXksywLo0J++yap80mG\nDmpam/H4J2+i0eXstm1fs/UkuSY0lcFFo0ujPncE73snIs/f7pMVqFCIYWj0Z2PFlPgNpx+ULtQn\nlV4/sEFff6iR3AuawqG0YBjsxpBR3Rqjhu+Z8vQ3r+uCjpcNXRizTX5KcBIoTAF8X8ORYD95TC8a\ngcIUMiGpii40dPFb7qs5Ab+BXBejLBP1cPapWcGyN4Ifnx/p+t6Lh/I2cj5ZyYrpxSOxrHg5mVDl\nZTRwpGqDQUpDehyTIh04LFYME0mEjUeswbZjhxFQFRz2kElCgz8zolY5pXNEkwE+lkxSy2HRXe3H\nKgEQFecO3HX1Edt62lzggtmFQpz6LP2CYIUHIRD5XpHbQ88Di4PWppUyCyL+zpp55jXcKclHR+QG\n6/eT9BCZ3AfcIFO9NtksCDDk/WkOOvY8hsE9uZZs9AujesvJLdhQ+Qk+O/EJjnp34JTrBJz+Rmyv\n/xqzhoxCuzuslmNAwPjTBjW+gA9fVH0Op7cV9e5qNHiryP9tjdjXugNfVX8Bpz9SlXaoLfQdE01z\nkW7nsbVmM5p9p9DoqUWV5wi21m7Bttqt2Fa7FbvrQ97vNl/oxZdpDeUlH2w+gB112/V/frYezU4n\nmr11+LTmfVS1R3vHwpEUCXsbdmNvw27sa/sWLb5GtDsltHia0OprxHvlH8ItRw/CPzq6BQAxJJaM\nm4UDTfsj/h1sPoCDzQdwqPkgJg7J0b29Gytjl4452X4CR1uO4GjLERz3HkC71ApVYlDRehQVrUfR\n6G2MuR0AlDhKoGoq2lGDDUc247izEsedldh7ah+e2/4mPj26FSfbT8CvdF2jt6qtDgd9W+CVXYDH\nhuw0A2pdNbhs3FR4fX74Al68U/Fhl972Fl8zqpzVeP7g82hij+Ifh9eh0duIRm8jmrxNEefSJ0uQ\nBCISk6uOQ5YyBqqqQYYH3/u/wF2f/AnNnmY4/W36vwZfPTRNBa9YovJih6YT403VFBxpPA6P7IFH\n9sAb8MIb8KLN58Qhzy4oagAmKQdjcqIjKjoIqAHIioxJeUOhaipUTcXW4/ugqAoUVYGqdX4OjtTV\nQBWJ92OUPX4vdQcdnk0f19xthMN/b34Vm5s/wp8+fy7u/fhkCc9t/RDvfr8t7hrHPlnCST+ZjDIH\ncmA3RYdV61Eugg/vfPYutm/fgoCq4P++XweG1cgE2+Rre5XnnJeahhyNTPg1cxUobyAzzad8ZJLP\nGEiHQRBgM4YmYFq9fVt+7ptjh3EqWEfZLhfjojGx67mODIvg2X+KaAPUSeT5ZFGyIPICxmeHylFt\n76LE4DsHvwRAvMNXjQvVWF9UMk1/1nx9Mr5Jxc4IqAqcDEkDyuDIgPvC0ZMwgo8cbA8x976sxg1T\nFun9fvPwx/jkwC49Smp6VueDevMjf4Lld7+G+ZE/9XrfAw1/MCpDbQ9Nyig15H5oM6fp9Zr9jZHv\nFGdjKLLLmDrwjGrWRIxqUTnNqHaFngdmO/VOGYpDKQFezoBhM888pYySfGhBkUk24IezoQV8cExj\nSO/bGtXJDsuy8PGRub0BC51cSybiVv9OBL/86JfYVh1t4L1b8wwA4PKiFdBUCxhWg1nNBM9yEe2a\nvI1Y/vaSmN/9+Vv/BAC8v2wDpuWEaoBePWkeDm06ghTBhtWzL8Wze/+G+zf/JmLbj954Xl/Os+Rj\n9yoyWG2XyItPUxk4woQFfrnxX7Cj7ttOj5Pb5MLzlz/b6ecNnnpctK7rUlTXTi6LOA4pIKNGOQzw\ngF0Zgo0170UdRzh5lnxckftLNOMoGlABl88HqzFSIObWj38Y8zj++fJfAAA/mfQv+I85sQeOF46c\ngi+2v4n3K17G+xUvd9qP03+P07nvs9/j49pX9L/XrXk44nMTb8HlI27E299vw5UTZ8f8juvfWx51\nHK8//7i+HH4cu6uO6eGdk3PG4PLxM/He/i9w8+eX6+3/+X//FbWPC4quwhCuIGr90PQsaCqDo63f\nY/2hZ/Gv38Q+ThNvwV9m/DP2h0GueGNh1HGsxzO4Y1v0cZzOl8f2wiO78F75S1iHp3HfToAJ8xB1\n1KZ/96qPu/w9jnl24u2T/wcAeLPif8Egsq59riUP39ywB6qqogUkuqFdqEZ5wykMzyQTDFe9eRl2\nhU1OdWzf0Z8fjv8x/M5ctArHAA/wRdVW/GzaCr1GdK2rBmX/iK5PyoCBoqrwKRLmDbkUacjCaHts\nMbVqaTfePkIEFd9TXwTPcFB3MQhoxLObKmTiqYv+3Ol5AICb3l+BvQ17Io6/g4CqIN1UgHGZU/Hq\n3o9x1/kr4BOawADINZLrRGE8eL+c3BsbK9+CZXso7L/jXDx3yRpMyOw8fPnVg2vx3zv/ErENGAZ1\nriZojAIjZ8b7S77odPuxuUOw7atP0SY14YvK9/Cfe62o8xBvoZExY/s/XsNVI5ZDU1kwrIqDjcew\nGJEGZb2nHivfvRpV7bUAo4FVBRxt3ho6FobBcEMZYPGiXquAX5ajSnO9fmQdnt37dNTxd5zbDFMm\nXrg09BzZW1Wph/eXpI8AANy96Zc41HwAFS3VUBny2X7jNnzx5vNgwODy4Uvx4wm3dnouGr2N+Mkn\nP4roQ2VzLfxwQQPwXvUzmJQ7EzYuG1dOOK/T7xG2fA22oR5qZlanbQYbksEM+FrBeELGoqGFRIlI\n6TlgmgCDpwlaS2R6lLspFC5ucnQvqNnf4IJGtaAFIEsSBJF49BUPmeiVWB58D8rYDXQyx42GvIks\nt+WOoOdkoBJMh+BlP1qqQ1Fk5rAUksGC32CGNczho9kGl7c+2ekXRnV35KemY4btSnxZvRVXj+6b\nUk1WoxEPXnJbr7Z1ycRrwahCXB6tY20num/UDW2nhYt+fHCnPsiclTsNNWrnRn0HZYUz8EbNUYAL\n4N1927Biat/lCBamZYCXzmwQ5JX9qJO6KUmjkUH3ZzWf4vJxM8BzXFQTVdV6vM/w3PEpwdzxyUN6\n5u2yctHhOSIvgA2YY7Q+DY3B5eM6N2bPlMNtR6PWaQidF03r2TnKsNigBcMxZTU6FF4KelwqGuv0\n65FhgLf2f4k7g4J4PsULT6DzcOevKvdgZLZP/9stVuORXU9ginUufjjzEqiailZ/a6fbdxybScrB\nD+bGLhlntxjgV7zhGwBhDnHG2LluQQcN3nrUuKs7/TxTIB7eavUANhzaracwjM0k660mI9wy8dy5\nZScafdHf0V0kR4uvBUdbo3NTO2AEBkXpnVcLSDGa4JJcaPM3ow3NqAvrQxuaUOc7iXkFZRBlB2RD\nE2q90SkMsiLhu8bIFIym01IdLp20Ckf8BwBexqeHd2PxuEjDvM5dhx112zvtZ54lP+Lvb06G0oDm\nDhsPAPi+cU/UpFOjtxYIVican9m1d8sf8OHLqs+7bDNWLUWBYQxMQeMnFm2vv9vldwxGVHMK0Abw\nwYgMn9sLm49EjQn5BZAlH+BpAtseeV97m1vRMdVrSR94RjVvCb0bvE4PhAxyXake8mySuK71NQYL\nBeNH4DvBAqvsRvq8OYnuDuUswQQdO0JAgquuAR1Xvz1n8E1QKkYL4Aql2XFpXaddUs4t/cKofu2a\n11DX1IwXtn2CcnknNAB3ld4OSzAkxG5IRZY5C1dMmBlz+yxzNjZdtxVN7nY8ve9ZdCiWlabMw6Vj\nySCu2NZ1XePlo67D3Px5WLtzA04o30NTONw381/0zzk2dCq9ihfgAFaNfPE9tgBdrZwAACAASURB\nVOBJuOWgFzvMWHl55wbUaAdh5MzYeuxQpyWJMsyZePuqj/D6ni9QGfgemgbcMnYVTrQ24ONaIsxV\n2yQDYYeyuXpHsMyLiEUlU9Hgy8f4jJDycIcB1dEfA2fAtJwJePO4CZrgxbcNO7ECkUb1A3P+hHbJ\niXf3bcVxeR9UDVg15nqkGI3QoGFIStc5hSW2SWjMX6T/zcoWZBpyUCdVQeN9EOVUDE8d0en2r+36\nHLn2fJgNCzHJNgvTi0ZEndOvyg/AjVYoohPPf/MRbpm9OOp7JqYshCikdpwIAEAuPxKXjJ4GABiR\nGgqHPumsIuXaZJOek55qdOCvFzyNd/Z/hRamGpoKLB16GexmCwKqgpcPrIdFsCHVEHvQZ0QKss0F\nmJVxBa4dv1D/LeqcrdhQvQEMA+RwI6O8d6dz2+Q70OhtgAYNe6uPYX/7Hj0XGwAqGzz45OBuXDhq\nYsQkjxSQ0c7WQICIeZnLcMmoGZEGddjykJTCLvuwdPRifNO0FQyADLYQc4IGDUB+F6tIQhV3V0ca\n8RW+7xFQl4FnOawa92NcUrxY3ya8D1uP74ciEkNS8KcjS8xFFb4HwwWwy/s59n30Pc4vmIXrR94K\nkeMh8gIYhsH2qu/hY1vIt2jAeOM83Lfg5qholg6m5kzHhNR5kDkX2IARHCNAZtuhARhvn4gxWcVd\nngcAuHrktZiREx0d0XEs6VwxDnuOguEUfFj9HilzpwGzionITp4tEyNSxwMMkM7lYULu0IjtASDT\n3PVgYlzGePxw3I/1LXyyH9tP7QZYFYwiYOGw7ifKis3jYDfawSgGmDgz3GgBNAYzc0rBsAxKs6bg\ngM+LGjTBwzZAVdWI68skmDDcOgkB1guoLKbmTNA/7/h9F42ejSM7jwK8jC3Vu6KM6hGpI3DViKsj\njj98nifVGDlLf6y9AhABTrIhL6jxcF7ePORY8iL2G/59JWld13Q38EYsLFoUsU6DhsMNJyExxFst\nsCKWllCBsrixkglH0U8moqv3HwUb/F1Shw9Fc0sTUAcYPZE5+/7WNt2otmUOvEGlGGZUe9raYcsg\n7xDNR86TLFCjGgAEUUTRb+9Ha209Rk0b3/0GlH6Jng6hSnA1NOpGtaNg8BnVmiky7cOYMbhC4JOd\nfmFUF9oLkaKmQ1Y/QYohFayUgsk5Pc+dETgBJeljgXTg1QPvQxPIbO8FxedjbHrPvI2Z5kxkmjMx\nwlaNdi8JPxmZWgKzaIxq6w8a1R2iZh2MSYutTDlk7mj8+7Y/g+EUvHno406NagNnwKzc2Xhjz3Zk\nmnPB+1OxcPhFCKgKdjV9D/AyyltCedlNLpde5iWHHQGDIKBAGIKClM7zczsoFsfimLYDHqEWx5sa\nIrxa03PI5MWnB44ix1oIVkrBlaNjh9fH4rbzroJhmwEGTsSFI6fq4bt/2bQO5cp2aBrQ7lHhiD61\nCKgKvm3ZihQxFXatCPfPvxNcjGiARcWX464Nf4YqtmOXexO+OFqE80eEauG6fD54GA8KbSPB+x0A\nNAQMrbBKBbh61LVR39ei1AM8kILQebAIFlw35nqMsszC34+QEFXNm4cVUy5HVWsztpz6HgCQYY4d\nnmPjUuEV05HKmnHD2FX6+j999hKGO8ZC04BfTbyz2/N5xfCloT/GE9Xwtbs/RJW6HwxHVJXfrHkZ\nH1V+hp9Pv1H/LbdWHga4AASIuGnMT7F0QnTodE+ZlT8L463zETC0wizl4eel/xqz3ZGW4xF/a4IX\nGw7uxqKxU7FizA9ibrPmmw3IdJCcSlZKwa/n/BTZNju+Lj+AfxxZD0V0QjI0YkPDuwDHQoYKd4AY\n4MOzyYQLI5mxcuR1mDO8a3XYWbmzcUX+zTiiRMbj52nj8W8X3tT9iQCweuJPu21z14f/BZ9Ypz+L\neNmG9GBFhAxTOkoz5wNcAMPYqbhr3nU92m845xfMx/kF8/W//2PD/2FqHvn+K3JWYNHYKd1+x4Ls\n5TiB3YDCgw9Y9d/2kYtCv+2rzk2oaSPPnoN11RibG3q21Da7UZo/GwwDFDGluGfBypj7yWCGohGH\n0cxUwitJEd7ei4sX4eLiRTG3O52AosDFkmdzFh/qx+9m/3uPtu+MDFMGXrrstaj1h+tq8Pj3T4Bh\nNBj92RHHTukZbArJBzTKHqiqiuYjFejIkM6fMAruyuPAIcAsuaAEFHA8mQyTncTIDjAsTLa+LzmX\naMSw6ig+Zyg0nvGRkBFFiPFyHKSk52chPX/wGVeDCT6YRslrKqQG4qX1cgaYLD2I9htoWCMjH62D\n0FufzPQLobIOnCoZWNuY3s/MWDSSg6GpDMZ2If7UGTZD6GXX0B673I2kkRefyPSsWHi2zY4hHDH4\n2sWT2H2yc2VsVVX1gWOGQLwvPMvBrpEwyAYlZFS/s2+zHlp60bD4DKbLSkhuIMMA7+z/KmabNo3k\nWKay8d3URkHEv8y9EqtnL9YNagBYNGqWvs/3DmyJue3b322BKpAQ4ZkZs2Ma1AAJr755LCmxxbAa\n/lH+akT5qzXffqTXKr94yIVIF4gquYutjxLAavd5EQjWBM8zR4abAkDpkGEQ/MRw3t9Owl1PNIfU\nanNTYuf9pJvIelXwwCdL2HbsMO7+8HFUgSgJW+V8DMvMibltVxSlZ+I3F96I+2feh+HcNL0EkFc8\nhYd3PI4392wGAGyvIka/pjKYP6Lrmts9IVMk58bD1XdaIqnBT8S5DFKm3q8vTsYWxAOAd77bhq3t\nn5A/ZCP+deotegmoOcNL8PCF92AkPwOaGp2/3EGqPBT/Me9X3RrUHYzLipxoY2QTbj/v6h5t21Mu\nLlwQ8Xc6lxu5T6WjdF+M2O84+fb4EdQypMyUTS7skUENAAW24LXHBRAwkPDbYmtkRM/UglA0x86q\nwxGfvfTdO2AYcn0tGze/0/2cVzBF388rOz/rUd9i8e2Jo7qq+fjM3ovu9ZRR2XkYK84CJ9mwfHTs\nMoWUrhGDImOCpsDb7oHvJHl/uXkTHDkZsOSS9wMHDc1huZRK8N3r4029Eg1MdgwpoYkCf1gZLTZY\nUkiNMZlPoQxUeEvYxFlQ4NNnGHiTaT2BP62UXmp+/GNEytmj37yNXD4fAgJ5keaYe38RjU4l+bDm\nQE63YbWxCFfm7ayGrMyQgbCR7fmL78bJi/RyO+v2f9Rpu321J/WB46i00AB3dDBUWRM9OHiK5Bvv\nbSYGHiulYGZx1zWkT6ckZwhEP5m8OOzeF2Vo1jvb9Jq9Q6zRQly9YWzuEN04PeSMLuelaRq+qCVK\nwoxkxjWl86LahDOlcDguyAgOdgU/HvvmOXgkH9q8buzzbA+uTsfisdMwMrWYtOMlHKqPzIfdefKo\nHk49JiN2aPv4VCIapYht+ObYYdS0hdRqh6TGzl3NTSHrGQb4tw1/xZpjf9dLnyEg4NqS6JD1eMi2\n2XFn2bX407zfogDByA5exidNb+KBT/4fTnjJ5I1RzoyphB0vY9KCatBcALuroieGAooCH08Ehwos\nhcjjyDXZyh1HnbMtqv3mioP4oO4Ncu4DAm4Z+0Nd1KwDoyDiX89fjj/M+A1uKP4Rrsq7Hgszl2Gu\nfTGmmi/AlXnX4z8u/gkclp4r5c4oHo2wSGssyr+sT85POAvHTNbLAQLA8I7rLwinEaPap5y5Uf3K\ngbeJcatwuHXqNT3ebmR69H09NX9MxN/DM3OAAOlrRZgmxJaKg3AKJCohjxmLEVmRkwbhXDhqkl5L\neofnM9z74V9xpC7+euffVpGJA00D5gw/N6Ggt8+7Cv+96LeYPWxMt23TJo1BZpYNaZO6bztYMIaJ\njLXVN4KtJ7+7204malOHhO73luqwWtVuYmhKYs8mrvsbxjBlb78rpDPBSWQiWDUMzOOmUGIRrjFg\ncpKxlWwenKrX4SUEVTBIy+9cG4Vy7uk3RvWe6krdsBmR1vswux/OWIgfDrsF98/vPkQzFmmm7o3q\nDoVZE9/z0JSCtAzkggy2WvhjOHAqdnmtb6tCpWtmFIYGZ+cPD4XDf3VsLw7X1ei1YUeax/VqNn+C\no8NQdOKb45GiRztOhv4el9378jSnMzqFeOxlQ3PUOdh4ZA9kkagLjbNOg6EHNZWXl85FMTNF/84/\nf/4iXtj+kS6WtajoYrAsi2lDQiH3356MLA90oL5SX+4QKTudqybM1SdFPirfjAZ3sEa1BhSmxX7o\nFTtCXnqfgXhhNIVDMTMFD5x3L6YV9Y23zWYy4dcX3IArclboxksddxABAzmXRZau9QR6yqyhodzU\nndWHoz7/vvYkGC4AACjJGorFo8mkCMNqeOO7LyPanmprwctHXgHDqtBUFsuLV3QpDJdls2P2sDG4\naMxkLJ0wCyunzsePZi3CxWMmx33t200WGIMGr92Xg8vH971QHMuymJdDjl9TGcwuHhfxOQdiqHZE\nvfSWL4/uh08k19YIsTQiMqQ7xuYWRuQvQ+ExrTBS64BlWVhVYgA1ySGj55+HiMaDpvD40bSuU0N4\njsOSwqv0a9MlnsRj3/03/rJpHTxSz4//uJsY8YLkQGYvalCfbdy/fwDtf/kr3L9/INFdSRrM6aF8\naFd9M2ztZMCsZZEorKxhoYkdV20o+ocJCnIqhoEZ/mkO81TL7pBRzcvkfmBM1KimDB6M1tD9kBKs\nrqNaB14pvZ4QXkLQI5ip4n2S0W+M6oN1lfrypPzeG3Esy2J68UikGHv3UkqzhEIvYtWQVVUVGkcM\nNosQ3wv/+kmLoKkMGAZ4de+HMdtUtFUCICGp4QPkoRnZYCXStyNt5Xjv4NcAiFF3xdjeqWIuHT9H\nNxQ/KY8Mxz7USPqhqQymDBl++qa9ZnHJbH0g/+GhrRGffVCxkSwEBKycElu9ORa/LLsGFomEJjfx\nR3BQIuHGBn8mFgbr9A7PzAFkEllQ3hqZ93syqOTMSlY97/V00q02OBTixT6lHkF9sFY3EzB2GhEx\nMitPP7+ayiJfm4DfzrgHdy9YgfSzYBQsGjsFv5t1J6xSpAdy5pC+8eoVpKaBlcj5OdZeGfX5d7Uh\nkbJZw0swvXhEMJ8d2N++W4+GCCgKHtny//R843mORVgw6szD0+PhFzNvwfmpl+H+i39+1vaxvHQe\nzk+9DFfkXhPlgRcZYmDKWtcq393xztFg6LzCY9XUnuUmd2A1GsHKocGMRcmOqaLfkRIhC61w+Xz4\ncP9OfZJohFiqC/t1xSUlU/DAnHuRp42HpjFgWBXlynbc89mf8eXR/d1u75dluDmyzxxDcuY2+6++\nFr4bVsF/dbRmw2DFmhm6NpoPHIYhWDnAXESEETPyshBgyDPS1xBK3+GDgl2qeWCGgJpTQ+OMgDtU\njUAMqv5To5oymDCkRI+7uNSBp/rfE8xh1Q58puSbPB7s9Buj+oQzGJIrG3VV10SQmRK6iJ3+6PI/\nbV6PXs84RYzvhT88MweZGvFONrBHUd5wKqpNi1oLALAz0eGU2QIZiLi4WpR7yUDUJGXH5Z0KJ91q\nRapCvvOUegQbD+/F/3z5BgnPlEg9YUFO7bKMTLwUpWfCJJH+VngP6obWzhNH4RHJsQ8VJiLV3PMJ\nC57lcO/cH+sGX8fvc9mwhboXk2VZ2EA8bs1KbcT2TpV4SGzd5I6fXxhUn+dl1IEYkKLa+TWQYjRh\nYdZSDOem4e7Jv8RvLryxRwbImZBjd+BPC29HqXkBNIWH6M/AtKLOldbjJY0l16UTp6JSBo61BSMP\nZANGZBMjcqKjFACJhthaSbzbj33xmu5dzVXHYeXU+X3Wv55SlJ6J66aU9SpFJB6um1KGS8dNi1ov\nBlNHFCa6PFlP+ebYYbhF8tws4if0aqLGgtD1WGwtjtlmbCaJdGBYDdtPHMEHx4PpKwERP57R8xSG\ndKsV/3bhTbhl1E9g8JPoDk304JVjL+KLI9HpIOFsO35YF+WbkBVfqgslcaTmhPRRAkdC5dAyR5OJ\nWo7n4AlWDlCam/TPRYkY1TBHlyscCAiiCJkhE1iKlxyroigQFZL6xQ/QyQQKJRbGGGKEYtrgq1EN\nACkZIftHGaTe+mSm3xjVzQFi2Ji1xJbPSDGYdFEklxRtVDe4QqU/wvOve8qKCZdA08gA9fmdb0UY\nJlWtzXoe89AYJY4mZwfDwbmA3m5yxqS4+xDOnPxgiRtexj+rXsIBeQtc4kkgGMabb+y6fFZvGJ9G\nvJKq2I4dJ8oBAK8f3ACAeHSvL10Y93emW634yYRVgEIE743+bFw4OvLcFFrIOQ0ITjQFf8cmlxOq\nSCIShliiRcrCuXD0JDAy8SB0hDmb2K4HfVdOnI07y67t9cRHb2BZFqtnXYq/zP8D/uuSX3VaXqo3\njHAEQ8kFP440RE5ONAfDg61ahj6ZceX4uWHREF/jrb1bUantAgCI/nT8qiy2YvRAx8iduVH9xuGP\nAZCUghumxOel7iDdEDJ6pubHFnqbVjhKjy55u/wDPa1gonVWr3LRS4cMw6OX3IXzbMHIHU7Bq5Vr\nu/RY76whBpmmMpgzdFyn7SjJhcFkhJ8lE1eOZqIFEmBY5I4u1tv4g7mTTBu5rlRVhSEo4MfF8GAN\nFCQuWJvaSzzVvnaPXm6Ms1KjmjJ4MNuj73Nz1uA0qm1ZYTbQWXbCUOKnXxjVAUWBnyPqs1mGc2d8\nxIJlWV2Z1y17oj5vdIeMaocp/ln0kpwhSAuQWfoWoRxPfv2W/tm2ytCgckp+dNmt84dPjFBB1hQO\nl4+NrpcbD5eUTNENRYCEk/P+VGSrJZhnvwx3zO258FFPuXzcLP04Pq34BhUNp9DMHQMA5GhjkJfa\nuwfJ+Pwi3DD8JuRp4/GLGdHlkSbkBssvMcC24ySv+tuToZDlsVldpx3wLIehhsiatzYheWcSjYLY\n58q5MwpDhtc3J0KeJ68kQRLIPZwbpqCebrUiXSWGeB3K8XHd2+SDgIh/nfEjGIW+i4KIh3379mL3\n7h3Yt29vQvZv5sk9p7Fyr7bfW1WJNp4IhxWwJb2OgJiaRwxUVrJiamHsNA+HxQpeJoaPZAimPUhm\nrJoe/+RXByzL4gfTLsAl2VcFDesAXj32Er4uPxCz/clgPrUop8FhSU6Dw7jmeZj+9j8wrnk+0V1J\nKnwiiToSNBJp4DSnQQiLflJt5NoVg+9Wn8ujt+VtAzf8McCTFBDNR4xqd2tIw0VM0mucQjkbmG3R\nY2nbIC0lZTAZ0WwmEwr2ktjldymJo1/Uqf6u6oQe2jc0tW+Ups8ETjNAgR9exRv1WUuYeFl6L0PT\nfjlnJf7w1RNQxXYclLfg1R1pWDG1DIeaKgAGgMJjYkFx1HY2kwlGORN+A/HqO7SiMx5g8hyHW8fd\njM3Hv8fQtDzMKBx91getmVYbUgL5cIlVqJIP4+W9ATCMBk0Drptw8Rl99+xhYzpV6p1WOAIvH2PB\nsCoONFRgMabjcCMZrGsag9IuhLI6WFIyD4/v26H/nWYcXHk/IzNzSW664MPRlmP6+l1VFXrY/ZjM\nSGG0BUWzsL66XPfuaxqDZYXLI2qjn2v27NkBt9sNi8WCceMmdr9BH2MWTIACMJwCvyzHHYb+2r6P\nwAjEc/uD0kt73Y8LR09Cri0NuTZHzHzqDhxsNhoRmlA8L6OsTyZElk6YBU1V8XHDW2C4AF6ueBEs\nc1PEPeyVJHiFBjAA8o3RETzJgunp/wF76hTUnBz4bro50d1JGmSDBfCF1P/ltEh9AS4tHTgOmP3t\nUFUVzoYW/TNDavJOWp4pAcEA+AAEa1N728KMatvA9dBTKKfD8RwkloeoBvR1jrzBaVQDwPg//B4N\nldUYMZlWkkg2+oVRvet4yFs4Lrc4cR0JwmsGKAD8MYzqNl9IvCyjl2JT6VYb7piyGo/tegoQ/Pii\n5X1kHUpFvVQNGACzktVpyG6RZSgOB0Pl5+ZH52r2hokFxTGN+LPJlKxJ+KK1CprgRY22DwyA1EAx\nRud0HYJ9JhgFEQY5DZKhETU+EopY7akGBICXbD0StxuZnQfjzmxdqCnbOrhClFiWhR05aEMlmtVQ\n+Pe+ulCJrWmFkarm80dOwBvHLFCDKQtjxVm4KCgglyiuvz6xRo9VNJMBNYAmjysuT/Ohumo08xVg\nAORoo894cmJsbvfCX0W2QjR6SEUAzm/HtVPOP6N9hnPlpPOg7NbwaePbYLgAXjr6IjZVjgXHcOBY\nDm7ZDYYlaTITc5J35r5l847uGw1CFJMVCKuoJ+RHTpwbM0kKgqgF4Gpug6uxWf/M5Bi4RrUanJRi\nggr4vjYnOuLQjAM47J1CiYXMibpRLTF8hJjfYMOaZoc1beA++/oz/SL8+2hT0Fuo8BgZLLWRSASG\n5DvGKncTLl6WYe39TT8iKxc3jboRmsKBYTWsP/6aHj6bb+7cW3/V+DKwUgqsUgEuHlPa6/0nmsVj\nZ0BTyMQBExxJLB110Vnfb7aBGO1erhEBRYELRHHWwfV8VnRq5hR9uSit9zXV+yvFKSTPXhVdqGol\nA+AT7USkjJEsyLFHeu9ZlsWsDFJeKi0wArfNWXoOe5ucpISVCmpxxy7d1xmv7P0wGNnBYOXE3uVS\nx8usorHQNHKjLhxycZ/m6QPA1ZPn4IL0K8g+eBknsQeV2k6UK9txig3Wp1YZzBk6tptvoiQdp1VU\nsA+PjGSx5oZSvppO1MLTErLALekDN6dQFck4gw3Wpva3hybsTfbBa1BQBicyZ9CXvQZrn6euUSh9\nQVye6r179+LBBx+EIAjIysrCQw89hJtvvhmapoFlWSxfvhxLliyB1+vFPffcg+bmZixYsACrV68G\nAKxZswYffPABHA4HHnnkEVh6GEZc66kFeMAQSO3zwVpvMLBGuAAEmOhyN245aFQrPMQe1FHuiplD\nR6HBfRXer1sPhpf1WeoJ2Z3XLy5My8BfF/3ujPabDKQYTUjTitAC4uE0StmYOfTsq/qOyRiGk417\nwHAKNhzarZd1KrT1vEzP8slzUbmpCgIrYGJe8oajni2mFozBnqObAABbj+3H8tK5aO1QUGdie01/\nMO0CXCWdB3NwIDnYsYeJHLZ6owURO+NYYx3qmcNgAKQrwzEy+9xMQo7NHYKlrdchoCi4bPz0s7KP\n5aVzwe9h8VntZ1AYP8CoAKNBY4iXeig3CVYjvX76G2xKZERX3rjIagSp+TloDS47q09BcrvR8Svb\nMgeuUa0ZyFF21KaWXKHjtjioUU0ZXCiCqEdvSSYaqUFJTuIyqvPy8rBmzRqIoojHHnsMn376KRiG\nwTPPPANTWN3EdevWoaysDMuXL8fq1auxZMkSCIKAjRs34pVXXsE777yDtWvX4tZbb+3Rft0gpTTS\nhOTIoTAFRYRiKfO6Ax6AhS5mdqZcPn4G6l3N2OH5DADxxswoGhwlY87Ln4r3gmHDFxcuOCf7nFE0\nBp8QrSV8duIrIPgzjs/ueW10kRfwmwtvPAu96x9MKigGDgoAL+Ngczla3KVQhHYwAAq6UFCnBnUI\nW5hqdnhKSXes3fMhGJboD6wYf2681B1cUjKl+0ZnyJWTzsOVk8476/uhnDsEeyiM0S2YYT9N1Tez\nKBctIHIi3voGaAESAqqAgSV14AqVMcF0Iz5AxhkBNxFG1QCYqaeaMshQwsYHKi0lRUlS4oqfyMjI\ngBhU5eR5HhzHgWVZ3HLLLbjttttQW0tyKHft2oW5c+cCAObOnYvdu3fju+++w/TpxIMxb9487Ny5\ns+c75olHuDDl7OXTxoOFJ6GZGidF1eL1BfOsea3vDIQfzVqEYexUAIBdKexRbu9AYFHJVJSaF2CG\n9WIsGnv2B+wAkGd3gJWIQeMSSI1fTWWIoUjpETzLwawSj3SDVI0dJ4/oIfwl3SioJwvr1q3FCy88\ng3Xr1iZk/2nm0Ex8uz+6ykBnnAqQSShboBDjBmGURDKTenEZ0iaNQerFZYnuSlJhdITSQdz26Ilz\nwSDCI5B3rtzUBMVF0iF8vGlAh4CyQUeFoBCjWvGQiBWJFcF1IRpIoQxENDEU/s3YB5cALKX/0Cuh\nsurqanz99de47bbbMH36dNjtdmzfvh0PPPAA/va3v8HpdMIazJOyWCxoa2uDJEn6upSUFLS1tXW1\ni5iMyy0Gzyf+JWozWgEXwLAq/KqMFDFk5HbkWQuMsU/7eu9FK3Gs8UIMcaSD5xJ/Ds4NLH4697Jz\nvlcHl4smHNUNQTHggNVEvajxUGQtwgGpBrLYit2nSHkyTSMpDVzw+uWS+DoePboEkuSHKBoS8szJ\nCisV5Ja9PeqDX5ah8l4wAAqtQ5LiWUkJIS+/Fky7E1qKjf42YViz0tGh6cvk5OvnJvw54TPZYJE9\nYJwt+uBaEk0D+jzyZjK5K6oy0UgI1quWeHFAHzeFEpMwZ5IhIz3mc4JCORvEc23FbVS7XC7ce++9\neOihh8BxHOzB0K3p06fjoYceAkCMZpfLBavVCpfLhfz8fBgMBhw/TgTH2tvb9e16iqYyKBs/FmZD\n4o2bTHsqEIzI9EFCoSND/0wOJn2YeDMcjr4tPeVwDO2+EeWMGZ05HJubQ4rzWca8Pv8tBzrnDZ+A\nAwe2gGGAY9J3AA8Ish1FeaF7xWZL3oiLCy9MrDfRAQs0lZR3kzR/j66/fVUn9ImgoRm59JpNNn57\nn75o7qLZYKOopBjlweX0kpFR163NZoJqdwDOU+BdbVCDURyKyTKgr3FLGplYYwCIjKargAcE44A+\nbgolFnyYBpOjICfmc4JCSTRxGdWKouDOO+/E7bffjqIiovDbYTwfPXpUN5RLS0uxefNmLFu2DJs3\nb8Yf//hHCIKAF154AQDw1VdfYcqU+MJ5+YANfo8Cv6fnoj1nCxMTCkOpPFWPTGNogkAJipcZWCNa\nWhLfV0r8TMgchs2hqi0otObT3zJOJuYUQ9tHjELwJHzRwWWjpcUNjmNhs5ngdHqhKGo33zR4YRQB\nYP1o87p6dP19V3lcX840Oeg1S+kXGFJT0TT1AgSamzD3orn6dRv+nNBs8KHnQAAAIABJREFURJDM\n5HXCE5w4UozmAX2Nq2FCpzXH66AFxz6KYBjQx02hxCI8/FtMdcR8TtDxBOVs0HGN9YS4jOp3330X\ne/fuxVNPPYWnnnoKK1aswHPPPaeLlP3+978HAFxzzTW4++67sX79esyfPx/Z2aQkRllZGVauXAm7\n3Y5HH300nl3DzmYgEEiOGyZcmbexvS2iXyorgQFg5kxJ019KfIzNLQT28wBHghLH5wynv2Wc8AwP\no5wOv6FBXzckpSDiPCqKSs9rF7CaCBV+eAO+Hp2nqtbQuS5MzaLnltJvmP2zm/Tl069bRVEhpBPx\nMpPig+YNfmC2DuhrvCP8GwDcLU4wfuKpVkTjgD5uCiUWbFj4d0pOZsznBL0vKIkmLqN66dKlWLo0\nsobs4sWLo9qZzWY8+eSTUetXrVqFVatWxdlFQrE9eUR3MiyhfMc2X2jG2CP5wHAKAMAq0vCs/grP\ncjApmfBytdAUDuNze15OixIi1zgElVrI0JsQh4J6oqmsrEAgEADP8yguTky/OU2ECsCv+nrUvsET\nDK9QeGRYqTpwsiF+/AHg8wFGI6SFlya6O/0Kc1aoFJ85QO4H1jqwy+oYUixQgss+lxtcMPxbGyRC\npRRKODmlE+Dd/CFarekYkZWW6O5QKDHplVDZuabENBurZlyc6G7opFtCA9Y2f8iobmhv15fthoH9\nwh/oTMmYjK+dtcjEcPBUabVXjM8agco6ovKvqSwmFfQfTYBNmzbA7XbBYrGiuLhnpf/6GoExQAYg\na/4etW+VWwAe4AKWAa2K3F+x3v1LcLU1UHLz0EyN6riw5+fg9Kkl3jZwy2kBgNFmRcfoQmp3QwiQ\n5wBjpBn5lMFHcWkJnH/+C0ba6fuNkrz0C6P635fchJYWd9KEdliNRl1EyCWFjOpGt1NfttPi9P2a\n66ctwCWuqXCY6e/YW2YVl+CdUwDDAKLsgEEQut8oSVi58ocgFWGZhPVBZAzwoOdGtVtxAjxgYqiX\nOhlp+Xo7kcBnEndN9VfSC/NQfdo6Q5xip/0Nky0lZFS73RCD9apZM/VUUwYntgxaSouS3PQLozoZ\nYRQRYH3wBEI1ZJs9IU91mokObPs76daB7Qk52zgsFhilLPgN9SgwFie6O3EhimKiuwADRyodKIzU\no/YSS0oSpAgD29jor2g0JL/XWOxW+DgRRiV0L5jTBvYA25JqRWNwWXa5YVHJsXNmmlpGoVAoyQg1\nqnsJpxqgwAdPwKuva/OGjOoMapBRKLhz9o+w9dg+LCqZnuiu9DuMnBHQAI3t3qj2ShI03gcGQLqR\n5ptRBh4eow1Gd6P+tzl9YBvVgkGEAhYcVMhNTXrMDG+h4d8UCoWSjNDEhF7Cg8j7S2EiQuH51dSo\nplCAgtQ0LC+dB6sx8fXl+xsWgYR5alwAqtp16ktlc50eVZxrTT/bXaNQzjmyJTICw5Y5sCePWJaF\nxJGIGa21RV8vWqmnmkKhUJIR6qnuJSJrhB+ApIWM6naJhF9qKosUqtBJofRb3n//TXi9XphMJixe\nfGVC+mARzIAEMIyGNq8XDkvng+njzfX6ckFqZqftKInDduN1YBsboWZkwPniPxLdnf6H3QEEL3MV\nDCyOgT9xLfMiTIoPXHvIqDakUJ0PCoVCSUaoUd1LjKwR7QACTEhEyCN7ACaYb02hUPotqakOmExm\nGAyGhPXBKprRoVTU6nV1aVTXOENhsUPTc8921yi9QBk+EmpGJjT7wA5bPlvwaaEIDB9vADcIqjIE\neAPgB4xhqWVG+8CfTKBQKJT+CDWqe4mJI3lNKhsyqr2Kl5S00RI3EKdQKGfOeeeVJboLsIeVzmn2\nuDAU2Z22bfQGa1QHBKQP8Pq9/RX3H/6Y6C70a0xhtaolYXBEgikCGUtY5FBqmclOBe8oFAolGaE5\n1b1Ez3dkZT3f0acS0TJBo/mjFArlzLAZQ8Zxm9fVZds2qRUAwCs035IyMEnJC00qyYbBIdalBiNl\nwouwWVKpUU2hUCjJCDWqe0mKSAa8DKuhzUvKanXUkxVZalRTKJQzI7xGutPn7qIl4FadAGiNasrA\nJW1IKK1BNQ2SySMx0iOvgoExZXBMKFAoFEp/g4Z/95IUo0XPd2x0OeGwWKEwRLTMyA6O0DQKZaBS\nX18HVVXAshyysjoPuz6bOCwho7pd8nTZVg7WqLYJNF83WeH37AIkCRBFBCaVJro7/Q57VhpqGA6C\npgDmQZLicFrVBIkTBkUuOYVCofRHqFHdSxym0Eu9ydOOkQDUYD1ZM09nkimU/swHH7wFt9sFi8WK\nVatuTUgfHGYLNA1gGMAleTtt5/L5AIFEyaSbHOeqe5Q4sd20ElxtDZTcPDTvOZjo7vQ7WJZFc2Yx\nsuvLkTJ2bKK7c05gTqsiInFUr4VCoVCSFWpU95Jwo7rV60JAUaBxMhgAVnGQhKZRKAOUJUuWQ9NU\nMEziMmR4lgOj8gAXIJUFOqGyqU5fzrFmnIuuUXpB2/p3gEAA4Olrt7ec98Bv0FxTj1GFg0PhnjNH\nGtUBgaaWUSgUSrJC3+69JMMSKmvR6nWh0eUEE1QTSRGpp5pC6c84HGmJ7gIAUp5P4wLwBnydtjne\nEqpRXejIOhfdovQCZcTIRHeh38PxHDIHiUENAJw5ciyhiNRTTaFQKMkKFSrrJRkpIaO6XXKj0eXU\n/041DZJ8LwqFclbhNFLz3q92blTXukI1qovTEpP/TaFQ+h7BEmlUqyLVa6FQKJRkhRrVvcQoiNAU\nIhjiktxo9oRK3qSaqAIvhUI5czh0b1Q3ekI1qh0WmnpCoQwURGvk/awZafg3hUKhJCtxhX/v3bsX\nDz74IARBQFZWFh5++GHs2rULjz76KDiOwx/+8AeMHDkSXq8X99xzD5qbm7FgwQKsXr0aALBmzRp8\n8MEHcDgceOSRR2Dp5wNAVhWhcV54Al60eNv19ekWalRTKP2Zzz//BH6/DwaDEfPnX5ywfoiMAX4A\nAU3qtE2b3AoIAK/QCJlkxnrXHWBbW6CmOuD6rycS3R1KP0C0WqCF/c0YaWoZhUKhJCtxearz8vKw\nZs0avPjiiygoKMCGDRvwxBNP4O9//zseffRRPPLIIwCAdevWoaysDGvXrsXWrVtRX1+PlpYWbNy4\nEa+88gouvfRSrF279qwc0LmEU0l+kzfgRasvZFRnWe2J6hKFQukDZFmGJEmQZTmh/eioeR9g/J22\n8ark2WNm6WReMsO4XWDanWDcru4bUygAjCmRE2WsmYZ/UygUSrISl6c6IyOkLMvzPCRJAsdxsFqt\nsFqtcDpJXvGuXbtw7733AgDmzp2L3bt3w2g0Yvr06QCAefPm4b777uurY0gYPGNAAIBf88IlkaLV\nmsbAMVhqaFIoA5SLL16c6C4AAIwcMaoVpnNPtczRGtX9gfann0t0Fyj9DJPNivBieryFji0oFAol\nWemV+nd1dTW+/vprLF++HB999JG+nuM4yLIMp9MJq5U8/C0WC9ra2iBJkr4uJSUFbW1tce2T45Iv\n/dvAmOADIMMPt0xefYwiQBSpqDqF0hkd93Iy3tPJhkUwAQFAY2XwfPT5cnq9AE8M7kxzWsw2FEp/\nhD4nAFu6Dc1hf4spFnqPUyhh0OcE5WwTz7UVt/Xncrlw77334qGHHoLD4UB7eyjsWVEUCIKAlJQU\nuFwuWK1WuFwu5Ofnw2Aw4Pjx4wCA9vZ22O3xhUjbbMkX9mQRzWjTAAV++DViVHOqAQ5H/84Vp1DO\nBcl4TycbqZYUoA1gOAUmqwijIER8fqS5Rl8elpVHnz2UAcdgfk7Y7SZUgAEbzKy2ZTroPU6hxGAw\nPycoyUNcRrWiKLjzzjtx++23o6ioCACgqira29vhcrl0Q7m0tBSbN2/GsmXLsHnzZvzxj3+EIAh4\n4YUXAABfffUVpkyZEldHnU4vFEWNa5uzjYExAhqgsn64ZQ8gAJxmQEuLO9Fdo1CSFo5jYbOZkvKe\n7sDtdkFVNbAsA0sCQy4NTKgubXnVKeSlRtbPPlB1Ul/OMqXRZ08Sw5w6BSgKwHHQcnIS3Z2kpz88\nJ84FEifAqJBoFE2g4wsKJRz6nKCcbTqusZ4Ql1H97rvvYu/evXjqqafw1FNPYeXKlbjjjjtwyy23\ngGVZ3H///QCAa665BnfffTfWr1+P+fPnIzub1E4tKyvDypUrYbfb8eijj8Z1UIqiIhBIrhvGwpsB\nCdA4GZJEPNUiY0y6flIoyUgy3tMdvPrqS3C7XbBYrFi16taE9cMihB7kje3tyLJG5k1Xtdbry0WO\nzKQ9nxQg7cLzwdXWQMnNQ/Oeg4nuTr8hmZ8T5wKZM+hGtWi1DOpzQaF0xmB/TlCSg7iM6qVLl2Lp\n0qVR61999dWIv81mM5588smodqtWrcKqVavi7GLyYjUQo5phAD9LwuANLA1BoVD6OxdddCkURQHH\ncQnth90Y8pK3eKJVo5t8LWQhICLFSJ89yUz7U88Cfj9gMHTfmEIJEuBFIKhTaLJThX8KhUJJVqii\n1hlgM1qBjpRywQcAMPF0YEuh9Hfy84ckugsAAJsplD/p9EWHfXbUqBZojeqkR54zL9FdoPRDFCE0\nCWNJpUY1hUKhJCtULu8McBijX3BWgYqIUCiUviEtrDyf0x9tVIdqVNvOWZ8oFMq5QxWJUa2AgdFq\nTnBvKBQKhdIZ1Kg+A9Ji1KO2itSoplAofUP4M8YleaM+D+g1quOrpkChUPoHmoHUqpc4A1iWDtko\nFAolWaHh32dAmjXaO2QzUKOaQunvbN++BZLkhygaMH367IT1w2o0QlNZMKwKt+SJ+KzF7QZ4GQCQ\naU5PRPcocWB+5E9gnE5oNhs8d/860d2h9BeC4wyfSL3UFAqFksxQo/oMyIhRasdhormNFEp/p6am\nCh6PB2Zz4geyjCIArB+eQKSn+ljTKX05N4Ua1cmOsOVrsA31UDOzEt0VSj9i1LIrcPhFF9Lmzkl0\nVygUCoXSBdSoPgNEXgAUHuAC+ro0Cw3DpFD6O0uXXpPoLuiwmggVfvgUX8T6k60N+nJhKjXUkp22\n199NdBco/ZDsYQXIvv/uRHeDQqFQKN1AE3TOEEYRI/7OiBESTqFQKL2F08gzxq9GGtW17Y368rDM\n7HPaJwqFQqFQKBRKCGpUnyGcFllzNNNCS15QKJS+Q2DIM0bW/BHrm33NZEE2wCwaz3W3KBQKhUKh\nUChBqFF9hghM2GBW4WEQhMR1hkKhDDjEoFEdOM2odspt5HOV6jhQKBQKhUKhJBKaU32GGBgjOuSD\nTg8Fp1Ao/ZMXXngGbrcLFosVq1bdmtC+GDgycRdgpIj1Xo3WqO5PpE0aA662BkpuHpr3HEx0dygU\nCoVCofQh1Kg+Q4ycSV8+PRScQqH0T2bPnodAIACeT/wj0sgZAQ3QWFlfd7S+FrLgBAPALqYmrnOU\nHuP+/QNgvF5oJlP3jSkUCoVCofQrEj9i7OeYeROgkuWIUHAKhdJvGTWqJNFd0LEIJkACNE6Gqqrw\nBST8dcf/gTGo0DTgvKJJie4ipQf4r7420V2gUCgUCoVylqA51WeIRbDoywaWeiAoFErfYhZIrWyG\n0dDu9+LhTS8hYGgBAIziZ2Du8LGJ7B6FQqFQKBTKoIca1WdIisGsL5uoUU2hUPqYFDH0jHnum/fR\nwB0GAFikfNw+76pEdYvSBzzzzFNYtuwyLFxYFrH+1KlTuOOO27Bq1Ur84hc/RWNjQ8ztT5w4jp//\n/Ce4+ebrccMN1+KRRx7sk35t374NP/7xjVi1aiVWr74JO3d+q3926NBBrFq1AitWLMMTT/yXvn7P\nnl340Y9uQFnZTGza9FnUd3o8bixbdhkef/yRPukjhUKhUCjJBA3/PkPsRivgJMsdHiUKhdK/2bdv\nL2RZhiAIGDduYkL7kmIMPVfKle0AAEYy4965N4NnuUR1ixInxjXPg3G7oVks8N10MwBg7tzzsXz5\ndVixYllE2yeffByLF1+OSy5ZjJ07v8Xf/vZX/O53D0R95+OPP4oVK27AnDnzAAAVFeV90tfUVAce\nfvgxpKdnoKKiHHfd9XO88cb7AIBHH/0T7rvvdygpGYdf/eoX2LZtC2bOnI3s7Fz89rd/wCuvvBTz\nO5999mlMnjylT/pHoVAoFEqyQY3qMyTVFCpnY6VGNYUyINizZwfcbjcsFkvCjepUY2TJLE1l8cMx\nP0C6lap+9ydMT/8P2FOnoObk6Eb12LHjY7atrKzAL35xJwBgypRp+PWv74rZrrm5CZmZmfrfw4YN\nBwCoqoqnn/4rdu3aCVmWsWzZNViy5Crs2rUDzz33vzCbzaiqOokpU6bjV7+6L+p7R44cFfGdkuRH\nIBBAW1srvF4PSkrGAQAWLboMX375OWbOnI2cnBwAAMMwUd938OABtLQ0Y+bM2Th06EC354pCoVAo\nlP4GNarPkAxLaGBrN9J6sRTKQOD6629OdBd0Us2WiL9n2y/C9OKRCeoNpbe0bN7R47YjR47Gpk2f\nYfnyFdi06TN4vV44nU7YbJETKddeS8LDJ0yYhOnTZ2Lx4iWwWq149923YLWm4NlnX4Asy/jZz36M\nGTNmAQAOHNiHtWv/iezsHNx55+3YtOkzlJVd0GlfNm7cgFGjxoDneTQ0NCAzM0v/LDMzGw0N9V0e\ni6ZpePLJx3H//X/E9u3benwOKBQKhULpT8RlVLtcLtx8880oLy/Ha6+9hhEjRuDGG2+EpmlgWRbL\nly/HkiVL4PV6cc8996C5uRkLFizA6tWrAQBr1qzBBx98AIfDgUceeQQWi6WbPSY/o7LyYNqdAx/a\nsWDE5ER3h0KhDDBybWnQVBYMqyJLGY0bp1+U6C5RzjK33XYHHnvsIbz//ruYPLkUGRmZ4LhoCZTF\ni6/AzJmzsW3bFnz55ed4++038PzzL+Obb7aiouIoNm7cAABwu904efIEeJ5HSck45OTkAgAuuugS\n7N27u1OjuqKiHP/7v0/iscee7PWxvP76OsyePRcZGcSjrmlar7+LQqFQKJRkJS6j2mQy4ZlnnsHD\nDz8csf7ZZ5+FKaz25rp161BWVobly5dj9erVWLJkCQRBwMaNG/HKK6/gnXfewdq1a3Hrrbf2zVEk\nEJZl8eiiO6GqKliW6r5RKJS+xWYyYXHOVTjZVo+bZ1yS6O5QzgEZGRn4z/8kgl5erxeff/4ZLJb/\n3969x0dV3/kff88lJCGTKyEi4hUIAcFLhHYRUtm16mNZFbVY0ZTwUErWVQstiIC2YGs3KIZq0V00\n0oCF9EFdVrz8fi3UWhFS/AmGcFEMN6lcAgRymwshycyc3x+YSELI5SSTmQmv5+OBJnPOzPkcnfMZ\n3vM953scysv7b33ySaEsFovy8wskSX36JGv8+Ls0fvxdysp6QAcPHpBk6Gc/m61Ro/6pyesWFxe1\ncHq2RRs3btDy5XmyWCyaM+cXGjIkTWVlJ/TMM7P185//Spde2l+S1LdvX5WVnWh85smTJ5qMXLfk\niy92aefO7Vq7do1qajzyer3q3TtG//7vj3fuPxIAACGkQ6HaZrMpMTGxyWNWq1XTpk1TXFycfvGL\nX+jSSy9VcXGx5syZI0kaO3astm/frqioKI0aNUqSlJGRoblzz7+OK5wRqAEEyp3DvxvsEhBAzUdv\nq6urFBcXL4vFopUrl+vf/u1uSVJ29mPKzn6scb1PP/1EN900Sna7XeXlp+R0OtW3b4q+853Revvt\nNbrxxpGy2+06fPiQUlLOht8vv/xCx48fU0rKJfrwww80YcJ9+t73xul73xvX+Lput1tPPfUz/cd/\nTNfw4SMaH+/TJ1kxMQ7t3v25hg69VuvW/V9NnDip1f2ZP/+5xp///Of/oz17viRQAwB6nE5fU71k\nyRLFx8dr69at+tWvfqWlS5fK6XTK4Th7fXFMTIyqq6tVV1fX+FhsbKyqq6s7tJ2WTn0DEH4ajuVQ\nPqZXr17ZOFHZpEmTg10OeoDYf8mQ9cQJ+S+5RK6/bZIkvfrqb/WXv6xTXV2tfvCDO3X33fdo6tRs\n7dhRrKVLX5HVatUNN9yo2bPnym4//3j57LNPtWTJYkVGRkqSpk//mfr2Tda9996nEyeOaerUH0mS\nEhMT9cILv5HNZtXQocP00kuLdOTIYY0cOUq33nrrea+7du1bKi09ohUrlmnFijckWbRkyX8pISFR\nTz01V88996xqa2t1881jNXbsWEnSl1/u1pw5s+R2u7R58yYtX/6GCgreavK6VqtFFoulxX1pLhz6\nBIDgok8g0Dry3rIYJi5wmjdvnqZOnapBgwY1eXzixIlas2aNfvrTn2ru3Lnq16+fli9frssuu0yR\nkZH6/PPP9fjjj6uqqkpz587Va6+91tFNAwAAE7Zs2aL8/Hw+ewEA6GKmv9ppyOJut1uStH//fsXH\nx0uSbrzxRm3evFmStHnzZl1//fUaMWKEiorOzn5aWFio9HTuVwkAAAAACG8dHqnOzs5WSUmJ+vfv\nrwceeECrVq1qnKRs/vz5Sk1N1enTpzV79mxVVVVp3LhxmjZtmiTpzTff1Lp16xQfH6/c3NzG08EB\nAAAAAAhHpk7/BgAAAAAAnTj9GwAAAACAix2hGgAAAAAAkwjVAAAAAACYRKgGAAAAAMAkQjUAAAAA\nACYRqgEAAAAAMIlQDQAAAACASYRqAAAAAABMIlQDAAAAAGASoRoAAAAAAJMI1QAAAAAAmESoBgAA\nAADAJEI1AAAAAAAmEaoBAAAAADCJUA0AAAAAgEmEagAAAAAATCJUAwAAAABgkj3YBbSHYRiqqPDI\n7zeCXQqATrJaLUpKiuGYBnBB9AkAbaFPINCsVov69HG0b90A19IlLBaLrFZLsMsA0AWsVgvHNIBW\n0ScAtIU+gUDryHvL9Eh1bm6uiouLNWDAAOXk5Mhms0mSysvL9fjjjysiIkI2m025ublKTk5WUVGR\nXnzxRdlsNj377LMaPHiw2U0DQED96U/vqKamRtHR0Ro//p5gl4MeIG7yA7KeOiV/crKcK/8Y7HIA\nAEAXMjVSXVJSorKyMhUUFOjqq6/W+vXrG5clJSVp9erVWrlypSZMmKA1a9ZIkl5++WUtW7ZMubm5\nevHFF7umegAIgISERCUl9VFCQmKwS0EPYBiGXAOuVv2QNPkG8oUyAAA9jamR6uLiYo0ZM0aSlJGR\nobVr12r8+PGSzp6q3cDj8WjQoEGqra2VzWaTw+GQw+GQ0+nsgtIBIDBuvvmWYJeAHuQvWw/rj/G3\n69Z/HqDM21ODXQ4AAOhipkK10+lUSkqKJCk2NlZVVVVNlpeUlGj+/PlyuVzKz89XdXW1HI5vL/K2\n2Wzyer2y29u/eZstLC7/BtCGhmOZYxoXi407Ss/+e2epHro9VRF23vttoU8AaAt9AoHWkfeWqVAd\nGxsrt9stSXK5XEpISGiyPC0tTW+99ZbWrVun119/XXPnzpXL5Wpc3tFALUlxcdFmSgUQojimcTE4\nVVWjY+WnJUn1Xr9KK2t0Q2pKkKsKH/QJAG2hTyAUmArV6enpWrFihSZMmKDCwkKlp6c3Lquvr1dE\nRIQkyeFwKDo6WlFRUfL7/XK5XHK73eeF8PZwOmvk8/nNlAsghNhsVsXFRYf0MV1Wdlw+n182m1Up\nKf2CXQ7C2OZvRqkHntgvu8+rPf/r1pWPMvldW8KhTwAILvoEAq3hPdYepkJ1WlqakpKSlJmZqf79\n+2vq1KnKycnRk08+qZKSEi1atEg2m02RkZHKycmRJM2YMUPTpk2T1WrVggULOrxNn88vr5cDBugp\nQvmYfv/9d+TxuBUT49CUKdnBLgdhbNeBcknSz99dqGR3uSr+lCzvj+8OclXhI5T7BIDQQJ9AKLAY\nhhEWd0uvrPRwwAA9gN1uVWJiTEgf05WVFTIMvywWqxITk4JdDsKU3zA085VCOU/X67KKo7L5ffJZ\nbfrJvB8oJbF3sMsLaeHQJwAEF30CgdbwHmvXugGuBQDCDkEaXeFImVvO0/WSpKNJlzU+vuurCt16\nE6EaAICegunyAAAIgN3/qGzx8e37TnZzJQAAIJAI1QAABMAX/6iQJNmsliaPlxyqUm29LxglAQCA\nAOD0bwBoZsOGD1Rbe0aRkVEaN+62YJeDMFTv9Wnv4SpJks9v6PEP/luOM265oxz6r9se055Dlbpu\nYHKQqwQAAF2BkWoAaKa+vl51dXWqr68PdikIU/uPVKv+nIlzourPqHfdaUXVn5Ek7fxmVnAAABD+\nGKkGgGZuu218sEtAmPvim+upLZIMSYvHz2yyfNvek8q8LVUWi+X8JwMAgLDCSDUAAF2s4Xpqi7Xl\n0FzlrtPxitPdWRIAAAgQQjUAAF3IXVOvQ8ddkiS/37jgepwCDgBAz0CoBoBmPB633G6XPB53sEtB\nGNr9jwo1j9KJ7gr1cZ1Sorui8bHt+051b2EAACAguKYaAJpZs+YP8njciolxaMqU7GCXgzCz+5tT\nv60WqWGg+jd/mK1kd7lOOfro4ezfSZL2HalSTa1X0ZF8FAMAEM5Mf5Ln5uaquLhYAwYMUE5Ojmw2\nmyTJ7Xbr4Ycf1oEDB/TWW29p0KBBkqTJkyfLMAxZrVZNnDhRd999d9fsAQB0se9//1/l8/ka+xrQ\nXoZh6IuDZycpO3e0evG//lQRPq/qbd9+7PoN6cuvK5We2rebqwQAAF3JVKguKSlRWVmZCgoK9Npr\nr2n9+vUaP/7sbLnR0dHKy8vTokWLznveG2+8oejo6M5VDAABdtlllwe7BISpsqoalTvP3jbLOCdV\nf375iBbX33ngFKEaAIAwZ+qa6uLiYo0ZM0aSlJGRoW3btjUus9lsSkxMPH9DVqumTZumxx57TKWl\npSbLBQAgdO0+WNH2Suco2nNSXp+/7RUBAEDIMjVS7XQ6lZKSIkmKjY1VVVVVm89ZsmSJ4uPjtXXr\nVj333HNaunRph7ZpszGnGtATNBzLHNPoiRruT22zWuRrZebvBp57UhPhAAAPgElEQVQzXu06WKFR\naSmBLi2s0CcAtIU+gUDryHvLVKiOjY2V2312VlyXy6WEhIQ2nxMfHy9JGjVqlJ5//vkObzMujtPG\ngZ4klI/pDRs2qLa2VpGRkRo3blywy0GYqHbXaueBszN6Nw/Ukz5ZrZja0/JE9tbq0ZOaLNu4o1S3\nj7662+oMJ6HcJwCEBvoEQoGpUJ2enq4VK1ZowoQJKiwsVHp6eovrGedcUOZ2u+VwOLR///52hfDm\nnM4a+ThFDgh7NptVcXHRIX1MHzjwlU6fPq3evXvr+utHBbschIl1n34tr6/l0enhR75Q4ukqVfY+\n//Nvx75TKjlwUpck9Q50iWEjHPoEgOCiTyDQGt5j7WEqVKelpSkpKUmZmZnq37+/pk6dqpycHD35\n5JPq1auXsrOzVVJSooMHD2rSpEm65557NGXKlMZJyubPn9/hbfp8fnm9HDBATxHKx/Tdd9/f+HOo\n1ojQYhiGPi4+O19IS6d+//z+51p9/t+Kjuj+fx4UsPrCVSj3CQChgT6BUGAxzh1ODmGVlR4OGKAH\nsNutSkyM4ZhGj3KgtFr/+fsi08/vHWXXS0+MVYSdawMl+gSAttEnEGgN77H24NMbAIBO2rTjmCTJ\nYjH3/NNnvCraW9bu9WtqvTp9xmtuYwAAoEuZOv0bAACcVVvn05YvT0iSLJLMnv710baj+qdh/Vpd\nxzAMfbyjVH/82355vX4NvzpJo4f3042DkxVht5ncMgAA6AxCNQA08+abefJ43IqJcWjKlOxgl4MQ\nt7WkTGfqfJKkC91Fa3neVCW7y3XK0UcPZ/+uxXX2HalW6SmP+ie3fKpZpatWy//8pT7/6tt7Ye84\nUK4dB8oVHWnTyCEpGnfjZbr60rjO7RAAAOgQQjUANDN6dIa8Xq/sdlok2rZp54UnKGuwIiNLkd46\n1dp7tfpaG7Yf1UPfT23ymGEY+nT3Ca36y16drvW2uK2aWp827TymzZ8f15OTbtCQKxI7s0sAAKAD\n+BsjADSTmjo02CUgTBwr92jfkWpJ59+b+lwfD72lXa9XuPOYJt4yUL0ibPL6/Cr5ulIfFR9V8b5T\njetYLRfels9v6H8+OqBnsm6SxewF3gAAoEMI1QAAmFS481iXvt6ZOp/eKTyomlqvivaclLumvnFZ\nw+h0K9ldkvTVMad2fVWu6wYmd2ltAACgZYRqAABM8Pr8+vvnxyVJVqtF/rbSbjut+/RQk98bBpxb\nGwlv7u2NX2nENX0YrQYAoBsQqgGgmS++2Kn6+npFRETo2muvC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts, axes = plot_bcp(df_daily_changes, \"Kings Cross Station\", \"Friday\")\n", "mark(['19-Sep-2014'], axes)\n", "outlier.plot(ts[:'12-Sep-2014'].Exit, ax=axes[0])\n", "outlier.plot(ts['16-Sep-2014':].Exit, ax=axes[0])\n", "axes[0].legend(loc='best', ncol = 3)" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "This indicates a change during Sept/Oct 2014, probably at 19 Sep." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-02-06T05:36:33.237919", "start_time": "2017-02-06T05:36:32.631923" }, "collapsed": false, "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "image/png": 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emG3jx09g0qQp3Hvvj7jrrm9hmiYPPng/p59+BtOmTQfglltu5xvf+CqjR4/h0ksvxzRN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\nUxxfmxrXo9kstre/n7KNM/c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Ten3cORNn8Xq1qpxsqjBYMHnmsSqiOAZKmkvpWKa42VXO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\nrkVERERERESapOBaREREREREpEn/G7Q7Ny7AacTNAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "ts, axes = plot_bcp(df_daily_changes, \"Kings Cross Station\", \"Saturday\")\n", "outlier.plot(ts.Exit, ax=axes[0]);" ] }, { "cell_type": "markdown", "metadata": { "run_control": { "frozen": false, "read_only": false } }, "source": [ "These probabilities are very low and probably don't indicate a chage. Its more likely that the outliers are triggering this. Invesitage why there are outliers." ] }, { "cell_type": "markdown", "metadata": { "heading_collapsed": true, "run_control": { "frozen": false, "read_only": false } }, "source": [ "### Newtown Station" ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "ExecuteTime": { "end_time": "2017-02-05T01:02:31.892964", "start_time": "2017-02-05T01:02:30.743132" }, "collapsed": false, "hidden": true, "run_control": { "frozen": false, "read_only": false }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CCCGE6BPqaky6MXuckzGj0wLLDx2uCFk+53A5b769hZKgucn7C+mmfoRK/s5V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cddze7PtWSBETztIRh0rlbF2Pi+rMiWkDQKe3MO/2mN8R+Td6EYqpCA9ZlbhDHejvyRchCp9hfx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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "df, axes = myplot(\"Newtown Station\", \"Friday\")\n", "mark(['10-May-2013', '21-Feb-2014', '22-Aug-2014'], axes)\n", "\n", "outlier.plot(df['17-May-2013':'14-Feb-2014'].Exit, ax=axes[0])\n", "outlier.plot(df['28-Feb-2014':'15-Aug-2014'].Exit, ax=axes[0])\n", "outlier.plot(df['29-Aug-2014':].Exit, ax=axes[0])" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2017-02-05T00:33:54.575319", "start_time": "2017-02-05T00:33:53.770207" }, "collapsed": false, "hidden": true, "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "image/png": 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LtLW1kZmZyeWXXx3v6QghhBBiGKtuMGXqxXkZAJIZj2D522Xow/V4fX6+ct38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\nsYrLFLkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "df, axes = myplot(\"Newtown Station\", \"Saturday\")" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-02-05T00:35:14.559056", "start_time": "2017-02-05T00:35:14.556103" }, "heading_collapsed": true, "run_control": { "frozen": false, "read_only": false } }, "source": [ "### Parramatta Station" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "ExecuteTime": { "end_time": "2017-02-05T01:04:25.501662", "start_time": "2017-02-05T01:04:24.860543" }, "collapsed": false, "hidden": true, "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eQXgLd2hFz+eLjcMXF48vNq67myLEEalo5x7/H9Eh00/wzwUtXbO2O5slxCG1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E3TaD7iJOxbNzLzrNMK3R1xgKHWGR/UIkvDML4OfL2f52PApzP/+mrTCnx4KP3ry5qG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\nfibw6hjj+jrtFwCPAlcB15Bcb/ybwOkxxtvTNscBd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B8AJwGLQwhnDbOvE4HzGxqdJEkT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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "df, axes = myplot(\"Parramatta Station\", \"Friday\")\n", "mark(['1-Aug-2014'], axes)\n", "\n", "outlier.plot(df[:'25-July-2014'].Exit, ax=axes[0])\n", "outlier.plot(df['8-Aug-2014':].Exit, ax=axes[0])" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "ExecuteTime": { "end_time": "2017-02-05T01:05:11.137962", "start_time": "2017-02-05T01:05:10.441167" }, "collapsed": false, "hidden": true, "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zOTUub8t6GVFdCJGbQFfP7i3+1sxZtwtbzqOpZ9Ja9xruV2t9A3BDP9sEMfOG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\nFXzw8tt45z+PDWjRa9j11GP63L4QBHx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6gYw4TsbHKtrb25BlCVE0UFNz4hfx+x0bDu4F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7nunL8Z11ixcX+HY9w4u3VZ1XHfsmUL+XweVVU5//zK0lhhfNy04BaeOPZzTDXFtzc/xuff8b4J\nzyVtlGyWSX38az1TePXgfn609WmO5HZbquO2Y+JwblfVvqQ0a1Em6R4ikRNbhet9EUbzh0G2ve26\nwudu/m3CYR+aofHxG27nY798lYKY5KED36GxRaPOF+bitlKAVLZQ4MW+50C1rucnbrqDu396F1u7\nd5LSR9GMAj/5z38kraUw7Nrf5zddzSrvlbzt/POq9is1HGPDwOPO34NSL690dnDLOWXtv/51SCbB\n74cPfahi/2I5mILqrTpO4bCPpasXnXB85iqMQAgSfcipuHN+RirpkPH25W0zcq+Gwz72ijKqoWEk\nExXH0EYsQm0g0LioGVmtJIgL1yylqEaQ6esnHC7pXRSFtYxQeF7MXVJTCwwdJZIoeWMXXLxuUue2\n4PyzSW58HAEY3HuQtpsuq36MhLVszftCMzpmvjIvp2To+BNWaoTcMjP32Kki3NZI0QReiMdpabe8\n4IVYzPFZLFq1eE72fSrIKR7UfAIhk0K0c2R1d/X33bTBZYWVS4VcxXGEgrVuKkiqM+/kZLeVFpAt\nzZtFo4GBQOviZrapljFcymfG9Luo3m8g0LKgYU6u8Q2PD5IDSNm0o+CdFVWaWk49DSLUUItmfxa1\nwpjxEe3x0V2eM/5eLkJY1OSQcSGXG3texXldkFDr66Ab3PnKdVlvuX5C/eSvw4yXNuvo6DgUjUYH\ngWVYZLwXUKPRaPA473ijvQ37/4qkr2g0KgG1ZW0mhXg8g65PLj9zqvjRlhd4pv9X+PUmvnzbH83I\nMeY6hpJJDMW2FmkKyAXiYjedx4YmrYD8FiwYhoEh5RAAj+BlZGSCPGZdBkmjb3Rw3Hb7ekqeX9MQ\nEUSDJw89wztWXXRKE8tf3fg7AFWPuzLSaoX3SjpbOzu4ZeUFY9qcLCRJJBj0nPCZ7k32OpEaG4ef\n4sEnFN53kRW2bBgGX3zyW6BqmCa8e9ndbDu2j935DeTVIf7lsZ/xocurR3Vs3LvL+by6YVHV81+/\nfgPJZBK/38+SJSvHbL9z9aU8d/glcq4BtideZtv+K1gYGT9kMSeUQqC6hsa/1uPBMAyymob3JNT0\nv/r8z9mZW2/9Yc8UxWtrKhn2d/YROU5ldiQ3TIo4Qs7gsZ1PkyqkSOYT1v+FBKl8it8/9yN4FcuG\nH1bDUBYBd3HoGv7l5b/nW298nYw2Vpzw6R/+gMtaLufRu0tCbd/a8LgjKHh5/dVkUwVe7X6V/kz/\nmP2L0Iw8lzReMu54KpqXxaElqKKbocwILtnNd7Y9hDtXy9pl1vUKfulLiMd6MZqbiN9zX8X+xUWf\n5nJP+ZqdCTD9FkFSMwnn/OK9A9RiLV5N1TVj551VvKi5OLmh4YpjZHr7CAAp1YesKmPeE+7asKPG\nPHy4q2Jfd9peioRq5sX1UppaYGfpbx2BxtUrJnVudSsWE7fHqXPrThZeWF1RXU7ayuCBmR0zs6ya\nQcemnbjtOr9qa8ucvFZyMOS80rr3dRJssYI5413HiGCF9Qsez5zs+1SQd3kgn0CLx5HT1vtOd51g\n3XKK0J0yd7mK4xTV0AuS6nyfVywyXognne8yQyP4gazsIp0pOIrhQjY7pt/ZWJwAkJNcjI6evjKy\nE0G31brFTIq8XWIrp07PNSh/7vq7+sem/tg6O7p65t/LReiijIklhpYajo05r2KYek52g9cy+ri1\nLAP9MScFqPtgad0tTSFnfMbJeDQabQMiQDGhawugYamk/9xuEwUWABvtNhuBmmg0uq4sb/x6rDF6\nZSrH13UDTZt+Mv7SgV08M/AogmSQ1ZIzcowzAa8eKSmuLnevY5+2CUE0eHrPa1OuD/xmx0gq6Xhe\nA6pvwntK0r3oUpzRfHzcdv3JUj7nUnkdB40taOoIT+zcyo2rqnsETxUiEh6tjqzUR2+2a0aeixM9\n0ymjJNAkCPDCyGO4t7q485xL+f7mZ0ipVsRAG2u4YulqLlywgk89swNdjbMl/gKH+y+grUp5vkOj\nnZbKRsFFayhStQ/33vsB5/N4fXzPyjv47sFvIkg6X9/0c/7mxg9WbZfMZp0caoCRzPjXuhpe3L+L\nH+//KYaY533L3selVYwDx+M3R59hJDfMgcEunuh5As3Mo+kFRN1FrTvI5c03cDh3GIBtnQe4enll\ndERP5gBPHfsBAL/66derHuOuZffQFrAEy5oDdWCn5rly9bzvmuv525efr0rEizgw3MnPX9vIxQtX\n4ne72DTyEigg5YPcvfZKNM3glkW3kSok2d57EJQCCm5+a/nbeerAJkw1Q1hq4441l447nqtrz+GV\n+7YB8L+vPsuG+OMYeoZ/+dFW1i5p4D3XL0dbv6W0w3G/I9leA9M98XN8pkKqsfJivfkUuWwBSZYc\nVdmM7ME0hRk777zbB7k4JI97HmKWZzzntUIDj39PCJJMUvUTzCco9Pc72zKpNF7dVoGP1M2L6xVa\nuKCi1E0s0IDidk/q3FSvl7inhprMCIUjh6vuU65cL9aEZ3TMFF/J69T/+g6Kb+bwksVz8loFGuuL\nFRtJ9A06fSxGbqRUP4bBpEU85yp0lw8SIKZTyDnLM256/TN7TVTbM67lKo5jZqznV5PV0nirbiuk\nPZ1yvtMTltEtp3jRdQPBVruWCtkx/TaKYdiya07eZwDYZE/NZygUa1tP05zjCgQoZtKnY2PXHqU5\nzjN3x2fKEMiJqpVikhzL60w7daGguJwymwIw1DNEpNXyHycHRhxiPZUyfydTZ9yH5eUuysEuiUaj\na4Fh+99fYeWM99rt/hHYi1VLnI6Ojng0Gv0W8OVoNDoCJICvAus7Ojo22W32RKPRJ4BvRKPRD2MF\nRz4IPNTR0TElz/hMYF9fDw8d+AGCbGAaIu+JvvN0d+m0Ye+AJeZlmnD/eTfx+Y1bQdLY2rvrjCDj\nyWyWoVRiQu/kTCGTz9OfGKWga+R1jSPDJeG7csX0alDxkSFO2hgrHlHEcMZaHJuGwO9dejufffEN\nkAs8ceS5GSPjAE3uVg6bfWSVIbKF/Lh1mmcChmFQkBMIQKCwgIRwDEEu8GT/I6RfzbJx5FmQQcj7\n+Pg19wDgUhTuXnoXP+r8Hkga/7n5J/zdzR8e89vDhT5wgc8cS9SngosWr+CRvYuJKYcYMjrHbXdo\nqHQ/6IZOPDdW3bMcL3Y9z0vdzxPPJdjSvZvBQrdFpo0CTx19iIt3X8T/vP2hCX/jUy/8EUfjh6tv\njMOFraXQ+/1D3WPIONJY5fJyeGRPBdG+aEGUXx51Aya/u/bdiKLI9QtuJOwK41N8+NUAPsVH/2iK\nJ7qfRJFkVMnF4wMP8/gAUHCDYi3Ermu53kkx+NI1XwHg0R2v8Fi/VTUzn2imvc6qS7xMuhDXJMSs\nAO674Dr8W4M8+2o/WVPi9QND7Dg0zE0XtnPbZYvwuMZOo0rePkfP5OuMnklw1VkCQRImsT5rIWIW\nF7pTqK16MtA9ARg95njjilCKNZwD4+tU5Pw1MJxAjJXE34bKhN+8Z7iwVhHNKxfTU/a31rpoSvvn\n6lqhcwTPUE/V7cnhuJXDDahVyshNJ1wBn+NpNg5bZc0MBJqji2f0uCeLmsYIA3ZkQW6oJKol2AKc\nee/8qMls2kRWzqVx24JVwkzX43ZZnuyisr6DnJ0zXrbWcLzGuZI4m2i/MzS3vc1r/V7V8l126L2m\nzt0ITylQ9M5myGXsEHzP9FwDb02JjOfiyTHbFfuaM4XyXWcC8rILdz7v5MRXwL6XNMVNKFIKQY/3\nDTpkPDs6SvEKTKXM38l4xi/ACjc37X//Yn//Paza4+cA7wdqgB4sEv75jo6OcgnePwJ04KeAC3gc\n+Ohxx3kv8G9YKuqG3faTJ9HfacVIKsmDr30bVOtlcF3kNi6bhMdpvqI73QMySIUAEX+QkNHGqHSY\nfv0whmHMyTybIrZ3H+G/dnwLlCzvXfjbXL501Yl3mib8eOsLPD/4RClX9jjUnmDC9op+MkCO8cOD\n4vkEiCBqHoIeD0tdazmgv0pG7WXTob1ctHjFqZzCuFhVv4TD/VsRRIMtRw/M6rh2xYYRbEJ4TmQ1\nbTXX8sND30eQdNbHHwPZMhzdveQuAu5S7vlVy1fz7OEoA1IHMeUQj+18lbetLoXY5woF8krMEm/z\njFVqLodhGqQLqVJodiFFxF1Ha6DNadPubyeWO4QhZ0hms4wU+vncS58mVUiRssO6B9PDxAtWzrOJ\nwbsW/NmEx93Q8xL/b8uXxt2++diWcbcV4ZPLJ1YBVXQR8dTiV/z4FB8LQq30xHOgZOlOVirma4aO\n1+Pm8tZbWOo6l/vW3YxfDTj7+hQ/kliZjx/2+fjydX9JVssTsif1K9uu5sq2sVoDjepynu18gaw4\nhDV94BBxJVfL7VWMf7esuoDHux7DVNMcNKzzNw2Be86bmm7CHeddwE2rNR7dcJgnN3eiGyaPvXKU\n1/YN8lcfuBCXWnleLrvetuibXwuVIvxlpDXW00ektaFsoTvD52wr1Kpli2zDMPDaNZzF8Ph5ekYo\nAsOduMpU/0e7e51c3tAZXmO8CH9tiJTixVewxii4amprFHXRIujcQTAXJz4YG6NaPtxZevb9TWPL\nyE0nPKGAQ8ZDw1ZUU8Idwu2bWT2gk4UkS2QUD75CGq0sf1Sx644b/rmnAH8yKBJvdy6Fy7CukByY\nWUOD6LHJs15JxkWbGBrlxNkm3HK+ZPwt1X+2+i7b72dVH6sWXswZ1+cwGVfsUlyyaeBN2/faFBS8\nJ4IvHKRYuFJLjiXjpTlufhmcNcUN+YRjjCmHaOeMG24P/vpax1iRKlOyz5eVPwtEJq/CP2Uy3tHR\n8TwTl0S7ZRK/kcOqG/7xCdrEgInVjWYZea3A3734DXTVGuyVyqXcve6K09yr04tRwxJvCwqWdfys\n2igbE4cxlQzbug5x3oKlM3r8I0MDPPT6k7QGGrn/whsmvd8bXYf52s5vOWHAW3v2TJk09sdH+fXu\nVwi4vETr21nR2IIqT+xt0wydf33hpxYxGO/p0xTWNC+c8HdCapAhAwxp/HDelJYEFRTTmsDuW3cz\nf/PKawiSzi/2Pj1jZPziRSt5zE7XfaN3/7SR8fUH9vB/e5/hjuj1XLiget/3DZRE6xaGm7h86SrS\n+bv5Zc+PHRX4FlZz7YpznHYFvUCykOCusy/lnze/iiam+XbHf9CnXYfXLSGLMu3KuU4KwfLasdfm\nvY/ezRuDr1tkujB24vqj8/+Uz178eefv9lAj2/utMPp9Az2EgiaPH/rVhOef0sfWRy5HfyyFKnpQ\nJBlZVFDwsDi0kN7kMKJs4JEDbDl6gPMneCZ/cOtP+MILX8d0J5AMN5+/+M/GKOK/fvT/keEYscJg\nxfe98VFUSaElsIjzg5eyrrFSwG48uBRlUl7q29ZcxG1rLiJXKLC18wCvH9vP0eRRskaa+9f8VlXD\nnyxJRH1r2VPY6HxXayymbRJl146HxyVzz7XLuGptCz98Zh+vHxiidzjNrsPDrFtRIqeFXN5RU5Wm\naWE01xBsbqC45CjWm5az1n1vemf2nKWQtcBxF9KOwTcViztj7q4f37st19XDIfDlEmiFArKikDrW\nT5EeRRa0jLvvmYZ0oA7f8FEAFl5wzglaV6JuVRT9xUcB6Hx9F6uvrxRxix/ro0hRQi0za8DwhQIU\n33xF0petmVkDwKki6/JbhpBE6Z3tzVnPh1AzM2X/ZhuiTcY9eqnMmDoF9eiTgWSTcdUooOs6kh0J\nJRas+8IsJ85eu052oax/RQOeHd5dVOpXTJ1cJltR1lCyve2ma24afQBcZePtsUv/ScHpuQYuj5uC\nIKGYOtpxXuJCLu9ExsgzHQ0xy9BVN6QsHYHjIRfvJZeXUFPEIePZ4ZLRTYsXy/ypY8qaToQZzxmf\nLzAMg3947vtkVMsiHNGW89Fr7jjNvTq9iGcy6IoVEtzisxYxN6w4jw2vPoEgwEuHX58xMm4YBv/z\n6jNsGv0NSBqdCVh6sG1SUQrbug7zjTIiDrYXeYr491d+wqC0F1Lw7DCYu0VkLTo0Q88AACAASURB\nVEBAqCUaXs7bz7qkQuAqkc3w989/m7hi12UvuLik9mp8qhdVkiwCJUmc07qY8Ak8amF3DaQBSWMk\nlSRcRSgia1pec7do/VZjMESLsJJj7CQmH2ZPbxcrm9rG7HeqqPcHkfJBdDXO0eTRafnNvFbgf3Y/\nhKmm+NGuR7lwwR8DkNWybOvf6nigH9//Cgcyb1AwCjwqifyyO89Hz/0kqfztPDP4f8iFAJ+45l0V\nv/2fr/8bX3z5r8Yc8/leq7Z1q7+NT0S/4ny/rnXsPT2SG6Y/3Tfm+yKS+UqCvqy+xSneeHCoh2vq\nVnFZyxVWaLbix68G2HnsKBlxFEVU7HvDNe7v946OkBFM7ljxgNVn82z++Kp341ZU9vR28dUd/4Yg\nGvz3zh9zdsufjms0evngYSRvFlBY5bqoamm6iFpPF8fISbGK6JeekRI5r/fP3ILTpShcumTlpHLg\nAd55zjV8cfPLjjHmbUtPTeG/sdbLx955Nsm1F1CTGsF8pBE2lurGJ8pq2arjlIU601HbUiLjmUHr\nurvy1tJEmKbF4HhQ7Hx1xdRJjybxh4MMHSl5an3N4xM1T5NVGlDCZPBoL01L28kPWf3PSiq+0PxZ\nWJqtC2H4KMO+OlZMsQ54+9krOICIhEGsYz8cR8bTfQMOGa9tm9lyi57g2GsiNs1to4nmDUCyH8n2\nhqdiCceQoNbNXE322YRS5Tn3hGe2Hrdkh5ULQDaZcZ5XyVZTL6qtA0j22kstC0F3FyznhWh78F2B\n0vs5FUtWkHGHeHnmLhn3hMMV2hAASmj6Ii/ykoqiZdBTlWQ8MVzy/iqB+TXHGbbxRcyPdXQpxfvM\n68VXE0QTRGTTIB8r6TMVVe1zytTum7fI+CTxv1t+Q5+4GwBXroE/v+GBUw7BfnzXVobSMe4975o5\nHc49HrZ1H0SwlQNW1FnewqZQGFc+Qt41xKHU/hk57qHBPv791R9YhpGy6NBH9j55QjK+rfMg39j9\nbVDymCYIhqVKntSmTsaH9crjC6KBro4SY5RXkod4+eWnCGhtnN+wljXNi/natv9Bc1kLdTkX5o8v\n+uBJ56o3+MMUzXKdI4NVybgmWg18Uull+Z5zbuLLb+xCEE2+uuNBlNdCBKUILd5mltct4JoVZyOL\nJ1+HvIhaqYkB4sTpmzBd4dEDv+Rw/BCpQpJkIUm6Qn07yS2Lb+UP1n6Mn7+xAVO1FVHFYec3R7LD\n3P6L6sE4Owc3A3DXsrt557mXc13qXLyqOsYL61MmNnwMpIfYG9tnKbQX3FXF3d65/F1c1nIl8cFR\nVBT8aoCzlq6xyXWgIkQdYGldE6YhIIgm3fF+Ip4r+MWdv65o89kn/o24UjJmCIXxr8v2Y0ec8PzL\ngrdw3wXXOdtWNrWxZv+l7MyvR3ON8PWNj/KxK+8a8xvZQp7f9D4DKggFD79zxduqHqst0ERXwtIf\n6BwZcu7hvjLBwObgqZdWmS60hMLUGcsYEveh5uqmJVJDEkXeuOAGskMjRNoaKFdgSA2XvGGuGfYU\nnS6oHhdp2Y1Xy1IYHkErFPDYYYszHarqqS0Zekb7BvGHg8R7eh1yGG4fP40k1N5CMTFo+Eg3TUvb\nMW1hrbR7fl2rdQ+8ix2PhFhwydQrWqgeFzF/HZFkP0bXkTHbtWEr5z4tu2c8XFySJXKi4kQ+APgX\nLpjRY54yAkHoB9WOFhnuKkkdzRddAnfNWOLtrZ1Zr7/iLYVEZ+JJh4w7YetlXuyix1YxdTKpNBig\nmJY3t1j/2RXyO++DzGgcmktze5HEC965m2rki9RwfByeawqiYSdCQXaDlsHMVJLx9Ej5HDe/yHhR\nYV/Oj/WMO6H5Xh+iKJKVPfgLKfR4GX+wa5EX1KmF779FxieBbCHPK8MvgGIJP33m8t87ZVGqrtiw\nHTprYG4xed+F4+cwxjMZDgweY137klM65nRjT/9h5/N5baW+LfItY682RE4dpC8+SmNweqylhmHw\nvc1Pszn+HIJqvVTFvB+/UEtcOUpS7WLz4X1cuGh51f1f6zzIN3d/G2SLiF8cuJFdw7tJSl3kjCpi\nDRNA03V0OYkANBurWVW3jM7RY/Rn+4mb/ZhqGkE0SaqdPB/r5PkYljoCECws5M+v/Z2KnOWpojkY\ncTyrPfFhzmFRxXarTFoWAQi5SovMZQ3NNJjLGWAvgmiiuWIME2M4f4Dt3SbPH1nCJ668m1QhSb23\nYUKiuqH7JR7a830nNzqZTzph2kOZEQx0blt2PwcGelneWN2T8e0dX+el7hfGPcbSmmUYhsGGvvXO\n+CHn6YnHaKupxa9W92TJgkKtp9bqv20xGi/a4Kq2a3jwuv+qyG/e2d3Dc8deQHZpyKJCXLAWpP5x\nxNs+eM4fjHsOVfsnSUiaH0NNMJgdqtrmeHE+Q8qNa9gYKCPC1y47d8z2D116G3/65G4KrmF25V5h\n17ELOKu5vaLNdzc94Rg8Lq+7Fu84uXIr6hbwst21Xb1HHDI+UJaH2xKaW96fP7vqfn65YyPXLR87\nNieLvXd/gPXbe2kMeyrIeHpk1FE39dTML4JXjqwrgFfLQjxGfGDEOWd1GheD1eCrjzgL6GT/EKxc\nUuGprZsg1Lx+cZsjbJbssbzpUsK6bwu+mfXqzTZ8NQEufuDuk95fa2yDZD+B4Z4x7x3T9gRlZsmA\nUZDUCjJev3JurYWOh2hHFHnyKQzDYLSnj+KKMdQys5EEswVPuIbjNbT9UxCsOhko/hLBySZKejmK\nLegmlpXTVcs8tsmhUfSC5vxdNCR4QoESGY+V5lvDMHDZBF+aw2Q8WB8eQ8Z9ddNnCNdUN2RByFZ6\nidOxEhl3zzODs1hMbzhO1C+XyaKYlsOjmN6Qc/nwF1KQLEUKiMWSb+63yPiUMZJKTRgW/MOtz2Eq\n1s14TeP1NEwDudzSudfJQX1laAPvMa6p6pHUdJ3PP/dVCq4h1nZezYcue/spH3u60JXssZWpvUT8\npQfyikXnsnf/KwgCPLN3K++94NppOd53Nj3J1vSzCJIlwtUunMPHr7mbeDbNF1/9JwTR4OGOJ6qS\n8SNDAxVE/NLgTdx/4Q38zVOdJIG8MDUyvn/gmBP2ujKylHeee7mzzTAMNh3Zx28ObaarsNcRmQJY\nKl3IH17zzlOOhGivqcM0DTSjwL7hfSwd8Tve5WQ+iWR4nP7VHLdg+uw1D/B/uzbwha0fJ62lyBsZ\nCrbqNph87cCnAfjhbT/jugXj5+EfiR/mRx0/GHe7KFj381P7NrO8sXpKh1/xI4uyFZqtBGwFbT9e\nmxSfFVnDk3tecyIKitjRc5i2mlp8ip+n73nBJtF+/vr5/0BwZYjoy/jCTb9/wnEEWB5ewfJwZQ76\nBU1we+pG/nXDDxkQOpzvmz3TFx7pJUSSBAl9pOp2TbKnWU0FOY8gGoxm0lWjIIYz1viYhlD1/SRL\nEg+seRff6PgagmjwzW0/5P36PTT4gzQEQoxkUmxPvQyyJYb27nVXjdvv1c0LMA9aNo6DI91Ymp4Q\ny9nq/bp8wjSL2Ybf7Z6291AR7Q0BoJf+kQy5vO6IuGVjcYpmNl94fog1VUPBF4TUAFJylHh/yaDk\nCc/sgjzQEKEol5Mesp6dgh1qnpK9uDzjp3P4w0EykguPniPfb1kz3ZlijfH5kcs7XfAsWQIHtuLV\nMgx19lK/sPTuk5PW+0bzz44Bo6C4oGB7nASJxiXtJ9jj9EK1PcSKqZOKxUn3DzhkvLZtfogE+iI1\nHB9PGKyf2fedy+dzDABZW+Fb13RU2+MtlXnOXWWG0NRwDC1XEmnzRKzr46sJOuk22USJ1mbiKUQ7\nAFz2z625rBzemgC6nU5SRLB++sh4URBPzFWS8dxowvGNeMPzlIzrlc6PZJXQfN3jgySI6dKToBTH\naopGnDc1Gd/b18N/bf0BOVc/K+SL+eRVY0uU5QoFXh3ZAKpVx/bOtZdOy7EPDXc5nw01wS9e31hV\nDO6hrc9RcFkLndeTGxhJXV11MX46EDOsxUxAqAy7Wte2GGG3B1PJsGNoN3Dqi+CBZJyt8Rcd8v+e\nZe/iymVnAdZCu01YTTfbSShH2dZ5kHPLogjyWoF/3fRdcBWJ+M3cb0ciBNQA/ToYUnZK6u/7B0tC\nYUvrKgmaKIpcsjjKJYujaIbOi/t3sbl7O6vrl/P2NReSyMc5Gj9aobadKiQtMp1PktNz/NlFfz7h\n8f9s/Yf59SFLYOcXfIcvvFG5/drWW6kLWKF89b7KRaZLUbhjzWV8ZP3hCY9RTYisHA3eBlZHzsav\n+h0yXPQs+1U/zx7cgmma7E6+jmG8o+rYfvuW7yOLE7+G/uSxf7G84pqCKRUQhOLzcx6iIHJOveXt\n1AwdQc0jCAIR16l7ZsM+H3994+/y6I5NPNb9KKaU5+rl01cSrkatJUkXeWlsybKRVNJR2vcZ9aSw\n7rfexEjV5380nwABRN09bprBuvYlLDt4Pgf0V8m5BvjG3v8ALMMWhoQgW1bfO5beOuFz4He7kQp+\nDDVJb1mefDyfAAkkfe6qz04n2uutydYEugaTLG2xiEk+nnDIuD8yf8k4gZAViptJkBocdhTJ/Q0z\nGxURaggzhJU3mhuxjXS2pzbrOXHIZNpbgyfRhzk8RCGfx2srjsuRuRXNcbrRdPYq0k9Zn3ve2F1B\nxt0Ze/E5SwYMXSkZWOK+iCPcNVfhLfNOxnoGyNslzrLi/NElCNbXVpDxrKiiqDNbxtQV8FGkhTm7\n5nOmrOyW7C1FG5ar8GdG4mjZrEMgffZ7OVBXQ1FtIl9GxpNlYdjqHBYos0Kl3fi0kjMpNI3vX9OO\nNBALlSHbuXiJjAdmWCdgtiHb6yvZNMhlsnhstfh0rLROU20dC9MXgAFQypTXXbYugTBF8dY3JRk3\nDIPvbXqazYnnEFyWRa2j8Aov7FvJVctXV7T98bbnMVVroC9vuHJa8mkBerO9UJa6+mLvC/yWcVnF\nIjidzzrh8QDIBb7z6q/546srBahOB9L5LJoct8K0jyv1JIoiDeJC+tjDqNBNXiucUGX8RPjmpkcc\ncnLX4rscIl7E+9a9jX/YuhNBNPjJric4t71UJ/rBl35GzmUp/i4S1zlEHCDsDlnKiZI+rtexHKZp\n8ov9D/PogZc4WthNQS/wsPJ1fnAwZ+c6J/nIuk9ySbNltJFFiWtXnM21K0r1mJ8+8iS//9TvTHic\nP73wM4jC+IRIlSae9EayMYeMN1XJ31UkhXdH34tLcleSabVUhurc+nUTHuP6hTdx/cKbxt3eKjzN\nK8knMdQkz+59gxtWjg0RPhER33hwD1mXRfhWuNexP70LQ01yrIpY2pGhASfapDkwfXl5t625iJtW\nriORzVUI8lXD4cMH0TQNWZZZtGjiUMomXwNdKUDOM5CMU18WXXJgsCRI1eJpZZ9ukfGBRJxVVRwr\nSS0BCsjGxKFRH7nsTj799AE0V8kbLwg49cH9+fYKpfnx4BNqSZAkrpc8omk9CRIo5vwqdTIeVmxf\nz+V7t5GXVTr7ow4ZLyStJaqOiCcwf8dCsj3g3kKK9OBIqTzYFMXCpgpFVclIbrx6Fm3UIuNK0VM7\nQY3xIrRAGBJ9KIlhhjr7HA+Yt3FuK3TPNpqji9hl52on9h8ArHkzn8k5i38lMrM1xosoL1ml1c79\nMO9AYz1F+pLoG8SMWWQ84567xG6q8AR9FV7ZqQpWnQzcZWS8kLTuwXS8LFy9zDPuq61xyHgunqCQ\nSjsEMlRvvaMCZV7dQqr0O+Uh667g3M6Jzqse53nMSirqBJFBU4adSqkcR8YLCWt8DAQ888S4VIQS\nKHm0U8Nxh4xnysh4MTRfsPVR3HbUjq7puIqq9lM04rzpyPjRoUEe3PQD0q4uO9xZAENEkHR+fOAn\nrG1b5NS7zWsFNg2tBxXEfIB3rp2+MmZJ01Ye1hSQC2iuGI/v3sKtqy902nxn0xNOeDwFNyhZ9ue3\n0Re/edrysE8Wr3cddsKgl0fGiqmsa1rN4wN7QC7wpecfYmGojUZ/La01ERbW1o+bj1oNu3s76TR2\nIIgQyLdzfXTtmDaNoQA1ejsx4TAj8iF2dB9hTetCntqzjQP6FgQB1FwdixeL/MVLn3bymw8Od3Is\n24Vm5NnQ+Wuubr+ar1z37xP256PPfAjNKOUf7Rp6tWL725fc7pDxavAr4z+kHtmDT/GR1tITtntX\n9F66htMIahaf0cgfXPRufEWvtOLnsR3b2JGzyjm1j1PG6cHr/2vc358O3HXO5bzy4rMgafzmyMaq\nZPxE+OW+p0EBU5e4/5Kb+dL6XkZJMqoPjmm7f7DH+bwoPHEt8KlClRUi/hMblJ5//mlSqSQ+n59F\niz40YduFNY28as//e/u6K8j40diA83ll/WL29W4CKvOyy5E1bOV8YeLQKLei8o83/Amvdx1mKD1K\nLJNkNJckkU8CJg9MMg2m3lVPwjhKQRlF03VkSSJnq/d7pPk1OY+H+r/4FJ851sOgP8L/3H2n871h\n12TNyu4zUphzsnDZREw2DTJdnQSxDBC+WQhbzLm8eNNZjIS1QPJkrf+FCWqMFyFE6qAHfJlRYl29\nTp3WwDzJ5Z0uSJJEPNhIfawLobskJDnUUzKEeupnh4ybrtJ6QWlpnZVjngpqmhsoSralB4YQ7RJn\nBe/88SKKokhWcTu17AuumTc8eoN+imbkgl1uqzy8XC3LKfdHQk7bfDyBlrLaaYKIJ2jNk26fxynf\npZeT8XjC0eZ1z3Gyqbm8kLaM4llleq+BYHOhYk5+EcWxyknqnI9SmSrKFfbTsTi0W96P8mgAry1a\nV1Sud+t58pkcmUTSMe5OtczflMl4NBq9EvgUcD7QDNzZ0dHxy+Pa/C3wQaAGWA98uKOjY3/Zdhfw\nZeDdWAGoTwAf6ejo6C9rEwb+DbgNMICHgU92dHSUnpgpwDRNfrx1PS8MPg4uW+wh7+feFfdwaPgY\nG+KPY6ppvvLSD/mrG38XgJ9uewnDFjS6rO4K5Gm66YaSScfbvtJzAXsyW0DO8/TR5xwyPpCMsyu9\nCWRQcxHuXnE7PzjyHQRJ4zuvPspnrrtvWvpysthdJt62tm1sqadrl6/lsb6fI4gG3cIOuuM7IA70\ngKELLFfO5b0XXENaSznK2YuCi2n2j83J/d62RxBUk6H0AAezr/O2h39u7ZNPOnnSBVvc5c5lH0SR\nZX6083FqfffwiyMPIyiApvCxC97PV7f/LQ/t+X7Vc4rlhuhOdlXdVoQgCPgVP7FcDBBQBJU6b8Tx\nJvsVP7XuiReE5zddyM/ueBSf7MOvBhwC7VV8J/QUF3HDwpt5ruMQI/JB5FzNmNzunLYFANMQCXtP\nz2QScHtoElbQyy5GpMP0jo5ULZU1HnYd62RUPooAtImraAiGaPI2MZqrJIFFdMZKirUrGk7Pgu3e\nez+AFbgsnKAlrKhvxY4+59BwT4XKd1/SmlxNE85fsJz/s08tlq2u+l+wNQ988omvtVtRufgUa8wv\nDLVycGQLgmiwt7+Hs5rb0UTLcOifRB/mA0bWb+bfH97OziMjtPWXFoSmvVDJK/M7XN/XUCJiYq/1\n3swonllZnGluP6SHEVMJ0vGkU2NXnUSouavB8oC7jALD+w5QfFtHJlBhf7PCbF0AsS6C8T50TUeS\nJWJdvQ5RCbTMUjRBmUp2cMmi2TnmKcBfW1b2aGQYl61LYAbnV9pKTvE4ZHyqglUnA3dZpJGetuab\nSjJeMkZ7fN5SnexU0lG8zsqeCiNpsXyXkSnlRZenGnmrqMbPJRgeH0WrQ8E9vfntku0Vdun5irru\nZnr+znGuUADd/pwdLa23ysm4P2LdE64yTZjR/iFyqdI95KqZ2rN+Mp5xH7AN+Bbws+M3RqPRTwMf\nA94PHAa+CDwRjUZXdXR0FM0rXwHeBrwTi6L9OxbZvrLsp34ANGLFRqnAd4GvAe+baod7R2P868aH\niKuHnJDvFs7ik9e+G7/LwyWLoux4ahdx5Sj9UgeP7niFW1ZdwMbBF22vuJ97JhA0mire6DnofF7T\nuAz6YE9hIznXAL/Zu51rV5zNtzb9nxOWffvSW7l86Sp+ua+NpNrFUWM7R4cHWVClxNJMIZlPEMvF\nSNq5zRv6nmWQQ2gFeKLzYSIDEW5fViqX5He7Wee7itdHN2HIGQTR5PGDPySjpWyhMPiHXZXH+Oer\nv8IDqyvDt5/peJ2Ealnlw2Ybz/Y/PGE/w/oCknIPQ9JB/nnjN8BlLdJubLqNpfVNNPmaWBBY6HiR\nZcFFZ7ILWVRY4F7GrUvGFywrYuN7X+PPn/tnJFWnlbP53PXvP+E+5ah1R7ii9dTvJ78cYATQpLHi\nc/F8HCQQNc9p9c7dFr2Kb+6zSqk9vP15PnrFnSfeycaPdzxpRa8YAveeezMASyPtdPRsqiCBRfSn\nBy0OXHCdNgExdQo5cy01tZi6jCBpHEsOVGwbygyDCILmpt4fxNQlBEknnhtLxg3DwJBt5Xx1dsRU\nVja08xt7AbC77wjL6psw5RwCUOOa24uX6YLpD1C/sIHMsSxdA0lM00QQBLDzxzTX3K1POx0IttQ7\nSr7BuGVHz82CdwxA9wZgGORMkqGjpZQOb9OJvdvB1hLp1g5Y4owFQSYww0rQZyICy5bCzg24jAI9\nHYdoX72MVG8/xbfMbBkwhLJaz02rls3KMU8FoiiSVn0Ecwn0WAxv3npSpBkWN5xt6O6SV3aqglUn\nA0kqlbnTbfKcT6YdcTz3cTXpc7IbpZBCTyahWP/5uHdUQXaNKd+VT6TKRDjnuEBZWWqlMc2OF9le\nR4mYZOIp/MWxsMdKm4dk3BsKOFoI2bKSZZpt9DEpeca9kdLzHO8fQsvmHDeMt3Zq66Apk/GOjo7H\ngccBotFoNffPJ4EvdHR0PGq3eT/QB9wJ/DgajQaB3wHe09HR8bzd5reB3dFo9KKOjo5N0Wh0FXAz\ncH5HR8drdpuPA7+KRqN/2tHR0Tv2sNXx060beOrYr0C1awYW3Nyx6E5ujJaEmERR5JOX3McXXv4y\nKDke636UnvgghmoN/kWRy6fNKw6wd7AU8nVu62LObV3MX2zYDJLGrw8+w6LaBo4a2xFE8OfbnHzj\nd5/1dr65z1JD/t7WR/nLGz4wqeON5mK82rvJJtKVdZyLnuW/u+IfCbnGt+R88eW/5ts7vlF126b+\nJ7io6ZIKMg7we5feCtyKZuj0x0d59tDPSBjVw2wBkvlKwTDN0PnlwV854l0fOO8u4uIeJ7/ZV5bf\n7Lf/Rf0X8F+7v4EgmuRt4btmczV3nmOFjX/24s/z2Ys/XzqGrvOJ5z6LIMBZ6uX89prqqt8V0F3I\nLgMQaPSevpqhte4aOrOAnCedz1aE/qf0FEignub83XXtS1B3WHXn9yRfxzBun5RxoGt4kH5hHwIQ\nMZayuM5aZJ/Tvphf29Hou/uOVpDxWGEEVHAZc3zytCGKIooWQJNGGM5XljeLazH7XKyXvqi7MKU0\nycLYwKCBZMLJlQ97ZocIr2xqw9wtIogGR0aPcWw0VqwgR2SW+jAX0N5gLX4yOZ2h0Sx1NR4km4wb\ns0RMTxdqWxodMl4sO6XPUk6sk6uXTzPa3VsqG9V6YqXq2oWtTvhqaMjy6KdcgXmdUnCyaFl7FiOP\nWJ/7duyhffUycoNWilBBkGbNgOFd0A47IOYJs6J59pwQp4K82w+5BNLAMWTTej+76uZHjfEiDE/p\neZ+qYNXJoljmzrDLbRVSJTLuCVQaBBwV/nQaMWOrrx/nPdYVq3wXZeW7iiHtBsKc1/0Qy3OTfdN7\nDcrF61KxuEPGRXus9Hk4x/kjIYeMl4v6aemxofn++ogzB6aGRjALhZIRZ4olPqc1ZzwajS4GmoBn\nit91dHTEo9HoK8ClwI+x6uDIx7XpiEajR+02m4BLgJEiEbfxNJZR4mLgkcn05yMPfZlBcZ/jDa83\nlvOHV95LTRXrUVMozC0tt/H4wMOg5Hg9+zxgKXdPVObnZNCdPGargvsIeb2Igsgi+RwOm1tJqz08\nuPm/EVwGpgn3rrmd7+74Fn3pXlKFFDt6tpIShtH0x1j/k++jU+B3z/4Q71l5H5quc2Cwl+X1zRUL\ni/2xfdz7q4nrjX7qws9OSMb9ysQPeVbPjrtNFiVaamr52HmfIKdn0TWB54++iqgWkEUFv97CRy68\nl+WRynD3h7Y855S0Wuu/jItbz+N/W38yYT8A6nYuY0jcZx07V8OfXH/v+H2TJATNBUrO8iZPAnv6\nOp3Pi2pOX2hjnS9MUSWmc2SIaGMpNLuYv+sST//L8ry6C3g58QSGmuKZvW9w4yRyx/9325MOwbzn\nrJJI3NntizA3FklgT8U+Gay8PL905oQC+sUaYoyQNkYrvs/a04FPsiY/2fRQIE1aH0vGu2Ol/Pnj\nlfNnCrIkoRSCaK4YA9k+ukdLxoR6//zy/kyE9vrSXNI5kKSuxoOStxYqpuf0P3szCbfP45QJK8KY\npUofSsgy+Li1LKPHSjWcJ6oxXkRtWyMDdghx0YiQ950ZBrzZRqStkS7Zi09LkzloRfQZw5YYWXoW\nDRhr77iRveEalixfPCvHmw7oviCMHqMmUcqx9zeeGYaESaPMGy7PEhnXZBUKKcystfgp5o4DY8TE\nNNUDaSCbRraNpKanso3uckMChLLyXaWcaNecN9LJwdK7SwpO73tMLYs0KBe1E4tznHv+RX95QwEn\n0VBLltZbTmi+XBLICzXVOWQ8NzyCqRsOGQ82TK3E3HQLuDVhEebjpY777G1ghZ7nOzo6jmc+5W2a\ngP7yjR0dHXo0Gh0ua3NCDNqEjIKbt7e/g1vPunDC9u84+2K2PLWdAWmv892F4csdJXDTNMnq2Ypc\n5WU1y3HL44dqPLL/Zzyy/+cVNaCPxrsomDl0Q2P3T57mmXe9yP3n3czfbnodQdId5e96fTnnti3i\n959/kEOjB8f89rHUEQDWH9nK/m6NY9p+UHK0mmfz59ff77TzVRECU0UX8Iy4fQAAIABJREFUXtlP\n2BPCrwQwTGNMm3L81op7WNd4Pj7FR9fwKI/3/ApZVLix/i7uWXvNCdW9AT667hPO5w+eneKLL/4X\nWdW6VX60/TmuaM4jiRKyKCIKIi8PPw+KlSbwwJXjq3Yfj/vW3spXX/8PQOAP1t2P5wShw7LhRSNH\n8gSlvIo4NFwigSsa2ibdr+lGU6AWbA7UHRusIOMF0Zp4/PLpVwK96+zLefmFZ0Eu8JsjGyZFxrvy\n+0EFX76Vc9oWOd8rkoSiBdFUiwQWkdcK6HIKAaj3nL4Fz69//QsymQwej4dbbz1xSH6tq5aYcYiC\nnHBK6xmGgSZZ51KjWoYFl+ChAOSMzJjf6E0MO5+rKefPFIJShGFiJM1h+sv60BKavT6cTgTvfzeh\nwUH+MgZfuONzdPYnWbe8HtVWnhXnWK31mUDG5ceTLpFxMTA7pFa1vQ4iJvkjh6y+SK5JebEkSSLl\nChLKlqK0zLdqjFeFKIoka5vx9R9A7rOiCMSENW65WTRgSJLEqmsvmbXjTQsClsFILltbBVvnl0hg\nuVe2aCCbaeiytZ4T8tZ7tpg7biDg8lSuxYvRSVIujZq3SftxRgPTTieS8qX3WDFkvZx4zVW4ysZd\nmWKe8ongCZbKw2XLSsgp9tgzDw3OViqEitvIo6fLnB92WkShrGqAJ1DSJciPlOaTgiA7KuyTxbxW\nUzdNg0Chnd++4FZUFbYPbXNCtFOFJMvDUc5pqFTm/tTV9/HpZ/8JU02RTOX4Wu9n+fKejzv76KZe\n0X7DfZtZGVnFeDgwuo9HD47vyE8VksiySFskQpt0Ft1st/puiHzworuQZZGwu5bh7LAViq36GUml\nQdKRRQUFD0ezRzACkhMB0Fs4giyXrHnLa5ex6f7XHLGwH21+ic2pZzBNWO2+jI9feecJrX/nNJ7N\nOY1WuPx3+54i5LIW3NcuPR+va+p5I/WhAP/fTZ/kr5/6GqPKEfKuQZ4d/mVlI/t8bm6/Gd8UyjWs\nbm3n70OfQxSYVE12l+BFY4SsmaoYt/HQm7KMJaYus6iu7rRZThdF6i1VBiyV7WLfNUMv5e+6g5M6\np5lEjd9Li7SCHnYSk47Qn4jRMoHqsabrDrFe4F/g9F+SrP9DUoQhmwQWt+3rH3DU/VtDjaftnGtr\na8lmc7jdrkn1oTXYxMGYVVqvOz7M4roGemIxBLvUWKO/DlkW8UhekkBByIz53cF0aRJYXNcwa+fe\n7GtiOHcAXUnSmyp55xdG6k/7PTcbMJevgPoG4ketSbp7MIUgmE5pEzkQmPfjoPmCpZxRQK2pmZVz\n9teXhNrcA5YKYsZjveuK74ni/9WQC4ShjIzLkci8v1YnC7l9IfQfoCY5iF4ooKaLYmTht8ZsAijH\n5YebQMOC5nk1ZmoZEfRGZufZ11VrLSjkc8iy6ISr5yQVVT2O0tieezmXwaNZBFIJVb4ninoEciFb\n6r/9m5rqnvPXyxepsfW7wRupndb++muDFM3shWTS+W2XPZaS3z/nx+dkkJdduPN5jHSJExQjJ3RX\n+T0hklG8KPkERjKOYJcjziruintsMphuMt6L5d1vpNI73gi8VtZGjUajweO84432tmKbCpnOaDQq\nAbVlbU6IHYMvsWdoF985+JdVt3/m8s9wdfSyiu/CYR+fuvzD/PfmR7nk7BXc9+vvTHgM0a0TDo/v\nAVnTsoorFlxh1XJW/aQzOntj+5BFhXNrL+SmVZc4+3/smrv4zLNWrexlrnWcZ4dkbfmDzRW/uae7\ni7984e8d8gEWeZd0D4aSQpOThELlwl0+mupL5KcnY10aQYBduQ187sle/vGOjxLyTs6S05m0PcOa\ni7XLFk1qn2oI4+M/7v0Un/7Z1+jUtzs5p+UIau08cNV1Uya8E12T4xFQA6SAPJlJ7TdSGLbysfUg\nkcjp8zz7g27MzQKCaDJaiDt9PzI4gCBY90ZLTd2UxmKm8N4Lb+ZLr+5EEE1+setFPnfbe8dtu6en\n27m3F9U1j+l/e6iVoaRFAmWPSMDtoXtfSQDtnIWLTts5v+MdkysNVsSaBQt50eYEXcl+zlu+mNd6\nDjjblze3Eg77CHmCDOTBEHNjzi2h2cIiusSS1vpZMw6d1bKInYfWIwhwKHnYmk00hfbmma0zPWfw\n4FcA2P7QVni1k57BFLKhOaVN/HW1c+LZm0mINbUwcMj5O9hUPyvn3LyklaJsW9HDrQfDFccOBscP\noZQidRX9DrW3zPtrdbJoWbeG3JZnkTAY3HcQry0i6W6YnWt9piJ0XKm8tOyhqWV+RQ2FmkpRaPXt\njbNyPwh2aLRUyBMO+xALlvFTk9Qxx1dtoS1/Lu68lwMNkYp2iu3dV7S8871ke35Nt2fO3+OrrziX\nLd9TEU2d1VefN639lRY3O2ScfJZw2Ec+l3fSezzh0Jwfn5OBrrohn0DMZZ3zk+17QvD4Ks5Zc/us\ntukkSBalLqjeKY/LtJLxjo6OQ9FotBdLAf0NAFuw7WIsxXSALYBmt/m53SYKLAA22m02AjXRaHRd\nWd749VhE/5XJ9ifiDTthvNUwmBhmZGRsDubScBN/c9MHiefiPLDmt/ErAfyqJRrmV0tiYT7FR5Pc\nXvU3iri1/U5ubS+Fq3735afwuZ4A4FPn/RmL6xqc/WvVIO9sfw8dg0f40GVvH/d3G71h1nguY2dq\nEz6jgXX153Dbmkt4dMfLvDT6GIJosP3gURZEqouFjGSHoCxye1g8yIcf/gJ/eOHvsrzxxDnQ/Zlj\n4AKfEZnw3CeLv7zhAQbiceLZNJphoBk6umF5Bs9qbmd0dGxo7nTCJ/lAB0PKTOp8ErpFxv1izbSc\n/6lA1N2YYoaBZOle3nW0lNMeVPynvY8Ay2tbUPN15NVBto9sZWDoNmSxuijitkOllIxGb63Tf0kS\nCQY9LAy2sC1pGZNe2rmbS5ZE2dtbKknX6pue+3I20O4v2Rx3dx/lykVr2N1dun6NHuv8vZJtKJPz\n9A3EnNQZgKFUDESQdPeMPyvlWBpuBZvPJIRjCIBkeM6YsZ8uNIWtyKCegRSH9pbuQ8HzJhiL48LS\npUBgVs5ZqhLxZAbDjIyknPdEPJ5B16unX4m1lXOjq/bMeWfMNupXLqN4Vx94dj11dnSgFA6/NWYT\nQA6FMMv+znqC8268GtespFOQycsulixonZXzMxTLMy7ms4yMpNBStrK3rI45fjEEvTxVQPT5Kt4T\nxRr2qp5jaCiBKIoIRYEy1T33r5mksPgf/hHTMJF907ve000BAwERk9TwKCMjKUZ6y0iVe37OcZot\nhmxm0qX1p+0ZN1yV56x5/BAHIZnAtMm45vZW3GOTwcnUGfcByygV0l0SjUbXAsMdHR2dWGXL/iIa\nje7HCqL9AtCFLbpmC7p9C/hyNBodARLAV4H1HR0dm+w2e6LR6BPAN6LR6IexqOODwENTUVL/1GWf\n4t6h+/FIXruUld+p6exXAwTUAJo2fq60V/Lzz1f96wmPM9FvHI8jo922MoBKa7B2zL7XR8/l+ui5\nJ/zdj1x+B1Cp/N0abMDWsGJffw8toeoeqixWQEKosAgTk7hyBE2N8aUtD3Jp+FpW1LWzuL6JiNfv\neNn64qNs7dzH3qEj5JRhKzfX1TSlc58IYa+/ej1sc2rjezIIuUKWyIekMZxIEfSM//Bouo4mJxGA\nOlfdjPftRJANLwUyJLSE05fe0VL+bqMvfNr7WMT5kfPZaAu5Pb3rdW4YJ3e8c6QkF7Goduw9trp5\nIY84iupHuGDBcvpSAyACBTce2TVnzvlECLm9ULAEBHuTA2iaUaoxbgi0hSJomkFIDYDNs3uGR2gr\nK2uY0hKggmJ6Z/W8W4O1oCkgF5ywepXZ7cNcQEvEsoCbwMH9xxxREzUQnPdjodZWzjGe2ppZOWd3\n0O/UcS5CjkQqjq3rxrh98TZXei2DLY3z/lqdLLw1QUbdIULZUeSO7aXv6xveGrMJ4KsrKS2DldIx\n38Yr1FSP9E9fRlYVZNcszbs2UZL1vHW8nJ07rqhjji/5x64p3eHKNZFs5/bKpkE6kcHt8zheUNye\nM+Ka+WutlIjp76tAXlJw63m0ZApNM4gPjjhblcDEHOpMhaFaHEDMZZzzUzW7Ipen8p4wbQV7JZtC\nt50khts35XE5Gc/4BcBvsNYeJvAv9vffA36no6Pjn6LRqBerJngN8CLwtrIa4wB/BOjAT7EKVz0O\nfPS447wX+DcsFXXDbvvJqXT0jpV3WJazOXSzDOX7wQUeo3baw0mX1DeD7VTrjPVXbWPl46atXAJP\nIx+/4i4efOnndBReQZDzbEw8wcYElsdLl5F0L4ZQwFRKHjc7LYIVkUXT2v/ThYjXJuNA9+ggQU/7\nuG0PDvY5Kt+twdMvxuIR/RQYImuUpv2BVEmZu7Vm7qi33nn25Wx46UkE0WT3wKFxyXh/MQdVU6j3\njxUJag9HHBLYlbBsc6OaVdbMbZzeslr9/X0Yho4oSjQ0TO7+cBlBcgwQK1hGlOHssF0j3uuUVIx4\nA46hrS85WkHGs7ZyvkecHSXrIkRRxKXXkJNLKQKz3YfTCfn11yCfZ4lRyq/p6RxwyLi3dv4rdHsb\nKt8vNbOkFi2KVq5eoKwcprdh8mWjatpbirYtdARqWxombP9mR7auhVDXKDWZ0kI81Hb657+5jHBL\nQwUZJzg/RQL9s1yHW7RF2hTNohSiLbxmVKl5rQbHphH6jyvHp1SU70rg9nnKiNf8EyibKvKyC7ee\nd0Tt0rFSdrEnND/nuKJKfNEoo+u6owVzfFSWGLDuMXchTcGwxQVPoqrIydQZfx7LBzVRm78G/nqC\n7Tng4/a/8drEgPdNtX9zGYZhkJOsySyiTv/k3xKswdQlBEkvEZrjcGiwz8nHbfZb+aWfvOqdPLK9\nlSePPQpymc1E0tClStF70xCQtSAt6iLedtb5034OpwMN/jDY+lO98RFWNY1PxvfZYkEASyInLqMz\n0wjIAeKU1NMBRrIWazN1ifAcUnT2u91Img9DTTKQGRy3XSw/AgrIevUXWjkJHMpbRDBrM9WgfHrL\nmj322COkUkl8Pj8PPPChSe0TkGrIMeCUZkvooyCBi9L51/lL5zWQjFXsr4kWrfBXqZow06iRI/RR\nIuOBE5RAnE8Ivv9epGM9BJtbCP3eNxlN5hk6Vrqv/bXzv956qKWBYsCeJoh4a2bv+uddPigj48GW\nSRdaoW5xa9FuTcrlR5Krp8y8BQvKwsXQtdv52wTq2iY/3m9GeAJecqKKy7DWVErt/MoXP10QbaKk\nGgWrAomdM25WERKuRhZD9ZXXQfWX1kjpWJxwc10Z8Zo766fTBU12Qy4Bdmm4bCxOUU7ZE56f871o\n62cVjTKZeMrRHJD9lfeEbCvYu4wCiqEBIAVmgYy/hZPHgYFekC3hg0XB1hO0njpEUUTWfehSnJHc\nSNU2h4dLUf4LwiXL9h1nX8ItK8/n8HA/R4f76IkPMZAeJpaPIYsSbYFWzmpYzLlti/CqU1dPn8to\nLQvn709WH7cijo5a42eaEG2Y/ms4VYRcIbrzYMpZ8loBVVZI5OMgWTnEcw1eakiStPLux0Gx5rZX\nHN/qGlbq6WWAjDBCtpDHUKxoj7rTWNYM4Pbb78Y0DUdVczKo89QxWNiHLqfIFQrk7BrjAalE5hoD\nJTI+nC4ZyDRdx5SzCEBInX0rdYu/ib7MHufvGtf8tJRXw+jD/weaBrJM+9YUo8lhRDuvzAT8tWdO\nvfuTRbiMjGcU76xWltA8fiir4Vy3cPLGUY/PS8qun53zzH+jyamiblUUY/2vnb/TihfFdeJypm92\nZFQfrqxFxt31cydK7UyG5LVDiDHJpbJINhnHNbbijqcmSLmKSk5UUY+rzOMO+inYn7OjSTKJdIl4\nnYSHc75BV92QAsGu655PJBwy7g/PzznOIeN6DsMwSI2U1lzHR1u4y8rJFe8b5STqvb9FxmcR23sP\nO59XNy2ekWN4CJIkTlIfrbq9c7TkxVpeXynW5lIUoo2tFfWq3wxoDtVgmpYg2HAmPmHb/vSAFUJc\n8OJ3n36yW+etgbzV92OjMRZG6knpSZCsHOK5hhq1liRd5KXxx7kgWd6ukDL+i77F30RvehcoWTYd\n2eco8bcGT2+4aXiCkm3joTXYyJ4hEESTff09ThpJ2FUKp2sIhJx7dDSbcL7vGR1xzr3WM/sT49JI\nG6+VNMuIeOfn5FwN+rLlzuf2zv3sODiM2/aoZCXXm8Lb6g36ydo1WfPqLL9vfKVFUU5UphyJUKyf\nbTS9uea7k0H72igHEZDsxWbWPT89YtONgtcPWcvAH2h+K6x/OqCU1W9Ox5Mouh3N6Rqr9eOrDVWQ\n8awyto03HCxmgJFLJCqJV+Atz7hhj6toh2wX7HrjJuCbxUio2UTRCCObBrlMtiI0332c19tbX1sh\n1AjgOonw/flXIG4O49CIFRhnGiJnNY8fCn0qCNoEJi8mqm7vT9thlJpCpEo+7psRqqwg6JaVfzQ3\nMRkf1SyPrpu54U1pCpTIX2fMMrTkTCucaC7m7zb7bLIsF+iLjzUYDSWTTvRIg3f8ElnLI6XnZ/3R\n15zPS+dA6sBUUZ7u8ErnbieNpMFXOn9Zkpx7NF4WmtsdK4VFNwZmPydxzf/P3n2HSVbV+R9/V67q\n6jjT05OYIcohCooKgwF1CAsuyxowrmICA6JrXvixgqgoKKi4siYEdJd1DSsgKggqShIQmIGZYc7A\nRCbPdE6V7++PW1VdXV2dprtCd39ez9PPVN177q1TNVXn3u+JSw4Z9rwaeagFy9rc31okG4wn/NWv\nqKuUwZD73tORyt64egtaHwYOIDg89pKP0PsPb+OlF757OrM1K4UiYbrqh1p2U/Vzp9JtKjLRoe9o\n81IF49MhUNB1PNY7FIx7SzSONMwf/j1NhkZWGNYVBE6Jvn4GuobuS0qNOZ9zsp9rbvx0qt+9/4j7\ngrO2wjlQUAnT39FDrLtgnHzz8LipYcHI+9RIy+TvgxSMV9DemNulLphszk/MNN1aI9ngLBCnNzZy\nmaPupFtLO9p43LnKn3YL6b5U6UqMnLjX/VE2+2tj/NeSxqGCYHePW1FQzTHE4zm4Zag3ht2zfcT+\nTft35R8vbRq9lfv4JQfnH+9IPA+4Qwde1Db+0ny1xrQtwclWrT7X9Vx++0FF79+XcS+K/amhZTX2\nFAyrWNxY+e/kgvpGSA7dBC0dZQWH2e6gXDCeya55O8uG8owldfSJpPEQPqGyc4j4C7oHJqOTDw7n\nLW7lpLecTbSp9srJWpRqO2joSXNtXP9qnafJ/V6m8dK8aG6WjdMtVBCMD3b1EsyN060b2eodCAVJ\neIc6AJeqMKwvGPec7O8n1j1U2R1RMA7ZzyyQHT/tDLj3H7O5wjnUMPT/PtDVQ6ynYKLQluENcU0l\nftd18yffWKdu6hXU73EnVWv2T3zW18la2riAp7OrMmzcv4cTDzpk2P6BjBtMRr210bJbK4KeOlJ0\nMZgefc3Ezv5+CLgf7qJo+f4PJ2NZwaza+we6qj6GeDxm4UHkFq3d3LmT13DssP1bO4fGgB46b/QJ\nglqi9XiSEZzAIE7Q7QngTdYRDlR3HOP9999LPB4jFArz2teeMaFjIsEg3mQdTnCAXt9QZcShrcPf\nf8CJkKaHwczQd3T/wNBkbkubq3OzF3FaGMTN95KmuXOTXv/pT+Dt6iTT3MKia7+J3+fJt4ynw7U3\nRKRcXvnR9xAffCuhSGVvzsLzhlofnKa52SOjksKHHQab3F5IwfkKLCfioNNeRad9ir7DjuPoMjXA\nzDWhhjqyt7j07d1PrqT115Uuc+P+MMFcb7ISY8ADoSBJj5+AkyLd30+8p5dcWB+Zpd2wJyNXyRHM\nXtsYdBt7ksGJrZ89E4WaGkhnH8e6e0n2DjXSRYtWSYlE64h7A4Qyyfy2xgVqGa9Ze3u688uDHdRQ\nvq60B7cM3cBv7Ry+JHsmkyHldwul5qBuXgpFvG7tX8IzMGqa9XteyD8+uLk2ZpINB4LuOtVAZ7yr\n6mOIx7OoocldlgzY1Tdy+b3dfW5Xe8fxcMj8sSs86pzhgV+Y6lc+JJNJEokEyWRy/MQF8sMefG4t\nv5P2saRx+P9fyOte/JLOUI+XrtwcB6kADeHqXBzbQu5vwZOMEAoEqpKHavD09+Hp7cHT34ff52XJ\n/Ch12RsWZw4F40DFA3GA6Pyh379fwWHZLX7xMfnH0UnMXD+XHfKSoznhu//Bqz/70WpnZdYoHLMb\n2z+0alBglGA8WbDkmae+dHCd8LuV+OmBQRJ9Q62g9S1qtPJneyIEnDTxwRie7Kzq6Vnc+6uuaeh7\nEuvpJZX9TqQ83pLXusK5CNJ4iDZrAreatXrHxvxj03rwGCmn5vAFC8G6j3f1DF8+al9fb/5mf2Gd\nZvYs1BBooN2BjDc2aprNHUOtlke2lWfM/4HwZyKkiNOX7GVn99DFaUENjuvzer0E0o0k/e10JkbO\nqN4e68xOkBch6B87sGsNLaDfGVpqrqkGhg6cccY5B3Rcs39evnUZwJceOTN1nS9KN5Aq+I72JHvA\nD75M9Wqp/+UlZ/HDxwc4aenxVctDNfR+76Zhzw9qq89P4EadJv4pt+alC8mVIHVLZt7wlJnmoGMO\n5+GXn066q4sVrzu52tmZMSq5wsBcUNcYJdcfLNU5dA8RrC8djKdDEXJLPgQaSwfXSX8IkgM4gwOk\n+tzEGTxEGlWO+wvXYe/swZdbMWQWVzhHW5rItYUnevtI97sVEHFfqOTvORmOQna+qZg/fEC/eQXj\nFfJce3byNgdOWFqemdQBd9mxZBgCMfbHhq81/vy+nfnHS5tqo5t1rWgON8Ig4E/SF4uVnCl9Z6/b\nkuukfSxrqZ2WmLCnnj66GMz0sae3umOIJ6LB10wH7QzQNWJfb7oLfBNr5V7WsJitPavyzxdUeVmz\nqWira2VXQT1QmJE1+PXBKKQg43OX2/B6vQxk3BrbINW7MC5pnscVZ3ygaq9fK5a11efHjPvqNQ65\n3FqXLeK5l59Bqn0/p5zxympnZ0449UP/Uu0syBwXaRwqW53uofudYH3pwDlTMGlbcJQWy1QgDIPg\niQ2Szo6JjvuCqkgBggU9EQa6egkkszcqkVkcjBcMT0j19cOg+50o7GVRKB1pgG63MSVRYsb+iZj2\nYNwYcwVwRdHm9dbaYwrSXAV8EGgGHgI+Yq19vmB/CLgeeBsQAu4BPmqtHdmvdYbY2b8bAuBL1tMY\nKW8rVijTQJwYPcnhwc62rqHxuIe3qiWh0LxIE7k1MHZ2d3BkeORQgvbEfghAINVYU4V01N9AH5Dw\n9BeNIa7NYLw13EpHaiNpfx+pdHrYZIaxEmtsj8a0LefBgsnviyc8m0mWNy9idcGokkb/yF4NTaFG\nSIHHm6E3PkhTJEoiP3O+avCr7aCWIAHHHWnmH6U7pEyvFR96V7WzICIV5PP7SHj8BJ0Uvr7CJadG\nuQYWdF8fbZbrTMgNsryJQTID7jU14R+5bvlcFG6sJ5N9PNjTSzAbjHujs/eew+f3EfcGCWUSbuVM\ndpx8apRgnILK91SJGfsnolwRxRpgIbAo+/eq3A5jzOeBjwEXAa/A7UByjzGmcOalbwFvAN4MvAZY\nAvyqTHmtiB7HHQvb4Cl/613U59b+DTJ8ma49/W63dSfjHTbxl0Bb/VAhvbuns2Sa/owb6NZ7a6v7\nd26itox/kK5YdlmOtJ+mCi81NFFLG9wlXjxeh+f3DXXNTqSSZPzuhXBeePyKhGMWL8PJePLPa6GC\nqb+/j76+Xvr7+8ZPXOCI1uGVP/PDI28aWiJDAd7uHve7mPa5n1dDQMFfpXn37Ma7cwfePW4tyvKF\njSQ9bsVSw7KZt8SeiMhMkPS54UIoNjSxVmGLeSFP3dD2aGvpYNzJB+NxiI0TeM0xkcLx053dhDPu\nUnK+EpPhzSbxbGVMZmAAb7ZrfqbEWvYA3oahxqPMAd53l6ubespau2+UfZ8AvmStvQvAGPMeYA/w\nz8DPjTGNwPuBt1tr/5JN8z7gWWPMK6y1j5Upz2UzkIiRCvTiARbXlT9gmBeaR0d6I2l/f747K0BH\nrNMdX5qK4vdqZs9ChbNA7+0bOZY5lUnn/w/nh2urImNepBl63eB2b2wvBMGbrt2ZLg9vXcKfs/Ud\nz+/fwVGL3CVztrbvy6+xvbh+/M84HAjiTzWQDvbgZDwc3lr9SYV++cvb6O/vIxqt54ILLprwcYe0\ntuFkvHi8bh30wvqRwyDm1w0V+Ht6u1jesiC/JntzSBPNVFrzma/Ft2sn6cVL6Fi9nobGOrz/8mG6\nd+/hpNe8vNrZExGZlVL+IKQGqEsMrSwSGWWJQn9BC+6os1xnJz/1J2OkcxOUhRSMA9Q1N+aG3NO/\new+5/gKB0XoizBKpQBgSvTA4gC8x9jj5QHPB/dcB9hgoVzD+ImPMDiAGPAJcaq19wRhzKG5L+R9z\nCa21PcaYR4EVwM+Bl2XzVZjGGmO2ZdPMuGB84749eDxukHFYy0HjpJ66hdFWnu9xu7Nu7+pgebYV\nvC/dBf7S41HnusIu3e2D3SP2b9m/Nx8oLW2ore7Qi+pbyM020edx68CCTu2O5zELl+BsAI8HXigY\nOrGlY6if9vLmhRM6V4O3lS568KXqx53wrRJOP/1s0uk0vkkuY+P3+vCn6kkH3d4sy0p0uW8rqH3t\n6O9me+fQBI3z62qrt8Zc0HvjDyEeh9BQd8ajT1MQLiJSTqns7Oc+3PvqDJ5RV3RYcOJxJP92D911\n8zh8funrpCc7/jmYSpBKuN2wnVFaQeea+pZGci2ryX1DbayhxuqvXlNO6WAY+sETH8yvsT7aOPlI\nwTKb3gPsMVCOYPxvwHtx5/ReDFwJ/NUYcxxuIO7gtoQX2pPdB2739oS1tmeMNDPKEQsWE3p6AR6P\nl5XmhLK/3kHNbeR6qG9u35UPxuNeN2IrNR51rgsHgu6SW/4k3fF+ceydAAAgAElEQVTirx48t29o\n1u7D59dWF9TFjfPJT8SdXQc94qvdWsu6YDi/rvbewaHC/YXuoceHL5jYZ/xGs5KfPTvAikWvmPZ8\nHoilSw98lv06munN/nAPXzCyqFtUsNRZx2AvuwqGUyxs0FKFlZZ85aurnQURkTknExw+njvhC4w6\nj8/hLzuO9i9ew6HzGketJPdlx5UH03ESuQnKZvFs4ZNRuA67p6ABINw0u4PxXJd0bzxGKJUbJ1/6\nO1HXOi+/Lrn/ACsppj0Yt9beU/B0jTHmMWAr8FZg/XS/3nh8vupPtNXgD3PDuZ+v2Osd2bYEtrmP\nd/Tsx+/30h+P5QO1tmgrfn/1P5da48vUkaabvlTfiM/nhZ6h+qNjly6vqc/v0AVt+eXscuoDDTWV\nx2IRmhhggJ50Zz6f+wezwwNSARaWmPU091su/E2fcrjhlMNN+TNcAa3hBfRmtkEqyMLmkRVmLdFo\nvit7b7KPff1DwfiyFv2mRaB0OSEis4dTtMZ10hcc8/q38OCRlduF5UQgOwGXD4e6uNsp21tXp2tq\nVtwfIpBMEewbmiC4vrVpdn8+ud4S8X6CGXdJ6EB9fcn33LpsUb6Fua5t6F5sMtegsi9tZq3tNsZs\nAI4A7gc8uK3fha3jC4Gnso93A0FjTGNR6/jC7L5JaWyce11NmpoiOI/68PjStMc7aGmJsnHT0ERZ\nh7ctpaWldltOqyXsqaOfbmKZ/hGfz/6YWyPoSUZYvri2xoy3tEQhHQBfMr+trWFeTf8ft0YWsC29\ni5inO5/PnpS7rFkg0zBm3mfrb/rDp53LN/7Uw8kHnzDq+/emwzjeAQYzA/Sk3J4ujgPHHbaccKD6\n3fRFasVsLSdE5jpP0YpEqUDogO93GhsjNLYOVX4HHDfwCjc31vQ9VCWlAiFI9lMfGwrJlhyyaFZ/\nPoHskm7R+NBkvPULWkq+55aWw3huxVnEd+/i7PPPGHXIxFjKHowbY+pxA/FbrbWbjTG7gZXA09n9\njcDJwHezhzwBpLJpfp1NY4DluOPPJ6WnZ5B0OjN+wlnGn46S9vWwt28/nZ39PLNtS37forr5dHb2\nj37wHBX2RukHYs7AiM+nPb4fghB2mmrys/OlI6QLgvEGf31N5jOnNTyfbf1AIM6m7Xtoidbn1xiv\n8zSWzLvP56WxMVLTv+lHH32YeDxOKBTi5JNPndSxzYF6vnzWhwBG/b/zO2GSDNAT68WTcWtdPakQ\ng30JBklMLfMyKeFrrsbT04PT2Ejs85dVOzuSNRPKCRE5cE5geDf1tD806fudwnIiEwiOWFrKCUVq\n+h6qknIzy/uddH5bxheY1Z9PboZ9HwXXkGB41Pd8SnaZzYFYmoGYmyb3HZuIcqwz/nXgN7hd05cC\nXwSSwM+ySb4FXG6MeR7YAnwJ2A7cAfkJ3W4CrjfGdOJOTXUD8NCBzKSeTmdIpebeBTlCI3300Jfu\nJpXKsL1raIn2Q1ra5uRnMp56fz3tDqS9g8M+n97YIIP+fe5M6sHa/OyCRIctZdda11yT+cxZ3riQ\nJ7Nl2pod21hx2FGkvG4NZHNw7LzX8m96+/YXGBgYoK6ujpNOmv48BomQBGKZAbxJL/jBn4nU7Ocx\nm/keehDvvr1kFtRmmTDX1XI5ISJTUDTTeSYQOuDfejqdIdhQT6pouz8aVfmRVTxGP+4Ngsc3qz8f\nX93IFvBgQ33Z3nM5WsYPAm4D5gP7gAeBU6y17QDW2muNMXXA94Fm4AHgbGttYbPOJ4E08EsgBNwN\nXFyGvM5aTYFm+thOIjtp277BdndV+WSY+rCWbCilKdTozv/vTxBLJtxJ3YA/bVidn0n95KXHVzGH\no4t66xkseF64VFstOrJtWX7Suc0duziibUl+ma4FdbU1DGAyzjvv/LKeP+ytox9IeWIMpAE/BD2a\naKYauv/vrmpnQURkzvEVdQN2ioLFyYo0NtBbtC3UMLvX0Z6MTGj4PUZuDe7ZrNTSbZEScxlNl3JM\n4PaOCaS5EneW9dH2x4FLsn9yAFoj89kRAwJxemOD7njcIIQyWtZsNPMjTW4wDuzo6sjPaP3k7mfc\nX0oqwKsOP6Z6GRxDY7CR/QUVdkubRq5TXUuWtczHSbvzGuzs3cumfUPTQRzUOHOD8XKL+qO0A2lv\nDCfj/odHffpNi4jI3OArXmJqimuCR1saRwTj4SZdV3OKx+gng7N/Po5Qw8j///qW8gXjs3gqvLlt\nSUFAs3H/HmLZoqbep2XNRrOgfuiz2dXjzuydSqfZz1YA5rG8JtayLqUlXPD/mgrUfO8Hr9dLIOUW\ndu2J/cPWGz9k3oxcwbAiGkPuZ+b4EqR9bl+IxqBuGkREZG7wR4uCwfDUgsO6ppGt4HVlbAWdabx1\nwys/0lOs/JgJQiUqY6IKxmWyDm4ZCmi2dOwi7XcH6M4Laz3i0SxuHGpN3tPrLhv18Kb14HdHUJzY\ndmxV8jURbfVD/6/ezMwoKOu9bp77nS529bmz1TsZD4e2Lqxmtmpac8i9afB4wONLZ7c1VTNLIiIi\nFRMoCg69U2x88AcCJLzDOwqXM/CaaYrHTzuh2T80rq4oGI97A/jLuGJN2WdTl+o4fMFCnPXuTfuz\n+zfmxzwvjKoL8GgOahkaZ90x2A3Awy+sAsDJeDndvKQq+ZqIJY3zITtHX5CZUVDOD8+nK72ZlL+X\n/bF28IE3VYff56t21g7Yrbf+gP7+PqLRei644KJpP39LXRP0DN+2IKreLtUw74Sj8O3aSXrxEjpW\nr692dkRE5oRQ/fDg0Fc39W7TCV8ov550Bg+Rxtm7bNdk+aNFn0XxMIFZKNrSNGzoQsJf3kYuBeOz\nVF0wjCcVhkCMXYmt4M5FxvJmtTqOpi4YhlQA/Em6susp7khsgiBEU4toitRu4XxQ81AlS513Zkw8\nsri+jY3d4PFm6EjsBB+EmdldrleseDWpVAq/vzxF64L6ka3gixpqe7K+2ar/C1fhGRzEicz+8XMi\nIrUiWF83bCFP/zQEh0m/u5Y2QNwXxDeDGwWmW7BoMjNPiZnGZ5to8/B70WSgvJPWKRifxUKZBuLE\nSAe789uOWLCkijmqfd5MmAxJepO9rN25jUzQrRs7uvnoKudsbK31DfkJ0RoCMyOgPWzeEh7MfjUz\nQXdZs4YZPqfBkUeW93uysEQwvrS5tifrm63ib35rye2JRIJvfOOrWPssW7Zs5pWvfA1XX/31EemS\nySQ//vEPuPfeu+noaGf+/AW8730f5Jxzzh33tdeseYaLL/4gJ598Ktde+80pv5eJ+ulPb+avf/0z\nW7duJRQKcdxxL+YjH7mE5csPHpbuRz/6Hr/5ze309fVy/PEn8JnPXMpBBy3L77/zzl9z7713s2HD\negYGBrj77j8TjZauREwmk1x44QVs3PgcN998G0cc8aKyvkcRqW2RxoZhwXigeAz5AUgHw+SWpEnO\ngdnCJyPUOPyeckRL+Szk8/uIe4OEMu43LV3mSes0ZnwWi/qKbtzTfhbUz4xArVqCjlvDOpjp588b\nn8hvP/3Ik6qVpQnxer2Y0Mvwx5v5hxedWu3sTMhRi5aO2NYaUSvvWNoam3CcoedOxkNbo8aM15JM\nJkMoFOb889/Oy19+8qjp/v3fP89TTz3BZZddwW23/R9XXvmVEUHtaH772zt4y1vexurVT9Levn+6\nsj6u1auf4s1vfhs/+MEtfOtbN5JOp/jUpz5GPB7Lp/mv/7qFX/3q53zuc/+PH/7wViKRCJ/61MdI\nJpP5NPF4nFNOOZX3vOf9eDyeMV/zxhtvoK2tbdx0IjI3RBqHV9wF66ceHGaCQ92Qk4GZMe9OpYSL\ng/E5suxboqBSJhMqbzCulvFZbF6ohY700HN/qh6vV/UvY4n4osSAhDPAxr7nIASB+DyWz6v9sfaf\neM2bq52FSWmKRCHpDqXIWVRf+59zNQX9ATzpYH5SQW86jN+r7nS1JBwO8+lPfx6Ap59eTV9f34g0\nf/vbw6xevYqf//wOGrJLqCxaNLFVBAYHB/njH+/lppt+Snt7O7/73V28+93vze///e/v4tvfvo67\n7/5zftsDD9zPZZd9lgceeDy/7ZZbfsSvfvVzkskEK1eeSWNjE3/720PcfPNto772N75xw7Dnl112\nJeeeewbr16/nhBNOBOAXv/gZ733vB3jlK18NwOWXf5Fzzz2Lv/71flauPAOA889/OwBPPfUEY3nk\nkYd4/PFH+cpXruWRRx6awKcjIrNdpHF4t/RpCcYLgq3CwFygrrmBeMHzYNPcmNwuGQhBIjtyvMzj\n5BWZzWLFk7XVeefGD2gq6v3ujXHS30s86LY4HRpVt8hyCWeGt+rO9DkN1q59mlWrnmDt2qfL9hre\nzFBtrT8z+ydSqVXhn9xM5D//g/BPbp70sQ899ABHHXU0//3ft/LGN57DO97xJr773W8Tj8fHPfaP\nf/wDBx98CMuWLefMM8/mt7+9Y0SaUq3Ihdv+8Iff89Of3sxHP/pxfvSjn7JgQRu//vUvJt363NfX\ni8fjobHRvbbs3LmDjo52TjrpFfk00Wg9xxxz7KR/Ex0d7Xz961fzhS9cRSikbqMi4goEgyQ9Q5XQ\n4YapB+OFa2mXuxV0pile5i3SODdiiXRBpYynrrz3WjXfMm6MuRj4DLAIWA1cYq19fOyjBGBZ88Jh\nMy83BbSs2XiaQo28EB9aNgrgtMNqu4v6TNbkbyHG0BrjRyxYXMXcTN3q1U/Q399PNBrl2GNfXJbX\nCDgR4tl5PsOe2T92q1ZFvvcfeHfvJrNoEbH3vG9Sx+7cuYPVq1cRDAb56le/QVdXF9dd9zV6erq5\n9NIvjHnsb397J//wD+cAcPLJK+jv72fVqic58cSXTvj1f/Wrn3PuuW/k7LP/EYD3vveDPPbY34jF\nBid8DsdxuOGG63jxi0/k0EMPA9wA2uPxMG/e8OEm8+bNp729fcLnBrj66i/yxje+hSOPPIrdu3dN\n6lgRmd2SviCBlFtehaeh23RhMI4m5Rwm0lBHBg9e3DFykZa5Mdy1sFKmeHm36VbTLePGmLcB1wFX\nAC/BDcbvMcaoL+sEHN46vNtjW50+tvHMiwyv8fMkorx4yfIq5Wb2a6tbMPQkFaRllEmcZop3vvN9\nXHjhx3jnOycXnE1GyDt0gYj6Z/bnNZN1PvwE7Zt20Pnw2F2tS3GcDF6vhyuu+ApHHXUMp5xyKh/7\n2Ce5++7fkkgkWL16FWec8RrOOOM1nHnmadx7790AbNu2hWefXcvKlWcB4PP5eP3rT+euu0a2jo9l\n27atHH30McO2HX30sfnHo71+oeuu+xqbN2/myiuvnuzbH9cvfvEzBgcHede7LgDcwF9EJCfpC+Yf\n1zVP/TroK2j59MyBpbsmw+v1Ei/4vKMtc2OeGic89D0o9zj5Wm8Z/yTwfWvtTwCMMR8G3gC8H7i2\nmhmbCRY1Nudn2AZY1rRgnCOkrb4FuoaeLwkcpnH2ZbSsaRHPZNdHD6QVWE5EnS+a7/DSGJwbNdSz\nzfz5rbS2tlFXcAN4yCGH4jgO+/bt5eijj+GWW4bGbs+b586Yf9ddd5DJZDjvvLOGnS8YDPKpT32O\nurooHo9nRPCaSqUmlb+jjjq65OvnXH/9NTzyyEN897s/orW1dVg6x3Ho6OgYdkxHRztHHmkm/PpP\nPvl31qx5mte9bsWw7R/84Ls588yzueyyKyb1fkRkdkkFghB31wQPRaY+xrtwhvByt4LORAl/iEja\nHUZVP29udFP3FlyfA/VzNBg3xgSAk4B8tbu11jHG3AesGPVAyfN6vfjTUdI+99b9kHkTmyBoLlvU\nOLwr/ykHlaersbhetGApZINxzWkwMQ2BenZnR1HMi8zspeDmquOPP4H77/8jsViMcNi9kdy2bQse\nj4cFC9oIBoMsXXrQsGPS6TT33PM7PvaxT46Ypf3SSz/Dvffew3nnvYnm5hYGBweIx2OEQu65N2yw\nw9IvX34wzz67jrPOOie/bf36dfnHoVBoxOvnXH/9NTz44F/5zne+P2LSuSVLljJv3nyeeOKx/BJk\n/f19rFu3lje9qfRScKV88pOf5aKLPpp/vn//Pj796Uu46qqvccwxx45xpIjMBZnsTNcJX2BaGkyC\nBcGWbxomhJttUoEwxHuIewMEgsHxD5gFCoPxUFN5Gz5qNhgHWgEfFAwode0BJl7FPsdFaKSPHpyM\nh0NbZ/bkWJWwtKmgK38qwKsOP2b0xDJlh7UuxMl48XgztAS1rNlENIbqYcB9vCCqeSBq0ZYtm0km\nE/T0dDM4OMhzz20A4EUvOhKAM874B2699SauvvqLvP/9F9HV1cmNN97AP/7jeQRHudF56KEH6O3t\n4x//8Z+oK2q5Oe2013HXXbdz3nlv4phjjiMUCvO9732Xt7zlbaxdu4a77/7tsPRvfvPbuPbaL2PM\nURx//Ancd989bNz4HEuWlA7Ac77xja9x3333cM011xOJROjocMeBR6P1+UnW3vrWd3DrrT9m6dJl\nLF68hB/96D9pa2vj1a8+LX+ejo522tvb2b79BRzH4fnnn6euro6FCxfR2NhIW9vwa1UkEsFxHJYs\nWUprq3p4icx1maBb3hR2V5+KYMFyacEyt4LORLkZ5hNzaA12f8GwyUjj3A3Gp4XPN7e7GC+qW8zz\nqe0EUs2EQ4FqZ6fmzWuIQtoPvhTzPQdTF547BU81+P1eXhJ9Deu71/Gml70Wv3/032vut1zLv+mf\n/eyn+Qnc3v72d5flNVrrm/PB+EEtrWN+ZlI+Da9/Nd49e8gsXEjvnx4Ytu+zn/0Ee/bszj9///vf\nhcfj4eGH/+4e2xDlO9/5T6677houvPA9NDU1sXLlmXzoQx8d9f/zd7+7k1e84mQaS9wUrFx5Ov/z\nPz9l69ZNHH74EVx55Zf5j//4FnfddTsve9kruPDCD/O1r305f+5zzjmHPXt2cuONN5BIJFi58gze\n8IZzWbdu3Zjfpzvu+BUej4dLLvnQsO2XX34l55zjTgZ3wQXvI5GI841vXE1vbx8nnngi3/zmd4hE\nhsrSO+/8P2666Qd4PJ7s+S4acZ5CPp+bzufzjPt9nwnlhIhMUXZcdzIQPqBrYHE50dDakrusUjev\nSdfVIpmIWwGcDEbmzGcTmTfU87B58eTvtSZzDfLU6sQo2W7qA8CbrbV3Fmy/BWiy1r6xWnkTERGZ\nTYwxfwB2WWsvqHZeRERE5oqabRm31iaNMU8AK4E7AYwxnuzzG6qZNxERkZnKGBMBPgzcA2SAd+Be\nW0+vZr5ERETmmpoNxrOuB27JBuWP4c6uXgfcUs1MiYiIzGAOcA5wGRAGLPAma+2fq5orERGROaZm\nu6nnGGM+CnwOWAisAi6x1v69urkSEREREREROXA1H4yLiIiIiIiIzDZzY0o8ERERERERkRqiYFxE\nRERERESkwhSMi4iIiIiIiFSYgnERERERERGRClMwLiIiIiIiIlJhCsZFREREREREKkzBuIiIiIiI\niEiFKRgXERERERERqTAF4yIiIiIiIiIVpmBcREREREREpML803ESY8zFwGeARcBq4BJr7eOjpF0E\nXAe8DDgC+La19lNFaT4IvAc4LrvpCeCy0c4pIiIiIiIiMpNMuWXcGPM23OD6CuAluMH4PcaY1lEO\nCQF7gS8Bq0ZJcxpwG/Ba4BTgBeAPxpjFU82viIiIiIiISLV5HMeZ0gmMMX8DHrXWfiL73IMbPN9g\nrb12nGP/DDxV3DJeIp0X6AQuttb+15QyLCIiIiIiIlJlU2oZN8YEgJOAP+a2WWsd4D5gxdSyNkwU\nCAAd03hOERERERERkaqYajf1VsAH7Cnavgd3/Ph0uQbYgRvki4iIiIiIiMxo0zKBWzkZY/4NeCtw\nmrU2Ue38iIiIiIiIiEzVVIPx/UAaWFi0fSGwe4rnxhjzGeBzwEpr7drJHu84juPxeKaaDRERkbz1\nWzr47HceAOCQxY187t0vY9nChirnSkRERGrIhILQKQXj1tqkMeYJYCVwJ+QncFsJ3DCVcxtjPgdc\nCpxprX3qQM7h8Xjo6Rkknc5MJSsiUgN8Pi+NjRH9pqXqHnxqe/7xll09/Os37+eCfziKV5+wpIq5\nElA5ISLjUzkh5Zb7jk3EdHRTvx64JRuUPwZ8EqgDbgEwxnwVWGKtvSB3gDHmBNzagnpgQfZ5wlr7\nbHb/54EvAu8Athljci3vfdba/slkLp3OkErphyYyW9Tyb/p3v7udwcFBIpEI55zzz9XOjpTJM5va\nufz2r9A02EN3pJEv//P/44e/WcfazR38y5lHEg7W/AiwWa+WywkRqQ0qJ6QWTPmOwVr78+ya4lfh\ndk9fBZxlrd2XTbIIWFZ02FNAbk21lwLvBLYCh2W3fRh39vRfFh33xezriIjUnObmFiKROkKhULWz\nImXSN5hk864edrQspbuuib5QfX7fw2t2s3lXD5e/52VEQgrIRUREZGxTXme8xjmdnf2q9RKZBfx+\nLy0tUfSblmr6+/q93Hj7mjHTvPssw+tesrRCOZJCKidEZDwqJ6Tcst+xCY0Zn+rSZiIiInPGms0d\nAHjHuMTabZ0Vyo2IiIjMZArGRUREJsBxHNZmg/Gx+pSt36pgXERERManQW0iItNk7949ZDJpvF4f\nbW3FKz7KTLenc5D2nhgAh+1+Hn86RcrnZ+PCI4al6xlI0t4dY35TuBrZFBERkRliWoJxY8zFwGdw\nJ2tbDVxirX18jPSvBa4DjgW2AV+x1t5alOZfcSdyW467nvkvgUuttfHpyLOIyHT7/e/voL+/j2i0\nngsuuKja2ZFplmsVB7j8jq/S2tfO/vr5vO+im0ak3bC9ixVNiyqZPREREZlhphyMG2PehhtYX8TQ\n0mb3GGOOtNbuL5H+EOAu4EbcWdRPB35kjNlprb03m+adwFeB9wKPAEfiLpWWwQ36RURqzj/901tw\nnAwej0YAzUZrNrUD4PN6uPwtV+HLpEl7fSXTbnihixXHKhgXERGR0U1Hy/gnge9ba38CYIz5MPAG\n4P3AtSXSfwTYZK39XPa5Nca8Knuee7PbVgAPWmv/N/t8mzHmZ8ArpiG/IiJl0dIyr9pZkDJJpTOs\n39YFQDrjsGPe2LOlr9uiceMiIiIytik13xhjAsBJwB9z26y1DnAfbkBdyinZ/YXuKUr/MHCSMebl\n2dc5DDgH+O1U8isiInIgNu7oJp5MTzj9vq5B+gaTZcyRiIiIzHRT7UvZCviAPUXb9+COHy9l0Sjp\nG40xIQBr7f8AVwAPGmMSwHPAn62110wxvyIiIpOWW9JsQouGZj23vas8mREREZFZoSZnU89O8HYZ\n7gRujwFHADcYY3ZZa788mXP5fBq7KTIb5H7Ltfyb/tOf/kAsFiMcDvP6159Z7ezINMp1O/d4PTgZ\nh4vvvZH6WB994Xq+e8ZHSx6zcUc3Lz9as+pX0kwoJ0SkulROSLlN5rs11WB8P5AGiu82FgK7Rzlm\n9yjpewpmSr8K+Km19ubs87XGmHrg+8CkgvHGxshkkotIjavl37TH4+A4aTweh5aWaLWzI9Okuy/O\nlt09AGQy7grj4WSMusQAKd/ol9H1L3Qf0Pcglkjx+Lo9PLBqBxu2dXL+yiN5wysPPbDMz1G1XE6I\nSG1QOSG1YErBuLU2aYx5AlgJ3AlgjPFkn98wymGPAGcXbTszuz2nDkgVpcnkzp8dlz4hPT2DpNOZ\niSYXkRrl83lpbIzU9G/6da87K/+4s7O/ijmR6fS3tbtxiq46153zqXGP27yzm917ewgFSs+4npNx\nHLp642ze1cOja/fw1HP7h41P/9Edz3D0siZaGkIHlP+5ZCaUEyJSXSonpNxy37GJmI5u6tcDt2SD\n8tzSZnW4S5FhjPkqsMRae0E2/feAi40x1wA/xg3c34I7QVvOb4BPGmNWA48CL8JtLb9zMoE4QDqd\nIZXSD01kttBvWirt6Y3ukmZeD2QmcQVyHHhuWxdHHdwybPu2Pb088PQu9nUNZv9ipErcEHo9HjKO\nQyrtcPtfN/Hus8yU3sdconJCRMajckJqwZSDcWvtz40xrbjB8kJgFXCWtXZfNskiYFlB+i3GmDcA\n3wQ+DmwHPmCtLZxh/Uu4LeFfApYC+3Bb3i+fan5FREQmynEc1mYnb5tUTXDWhu3Dg/H+WJLr/3cV\nPQOlZ1r3etwg3sFtMc/5y6odnHXyctqa1a1SRERktvA4xX3vZhens7NftV4is4Df76WlJUot/6b7\n+/twHAePx0M0Wl/t7Mg02LanlytvfnzE9pa+DrxOhozHS2f96OvLm2XNfP5dL80/v/Xu9fxl1U5g\n8i3tpx63iA/+4zETP2AOmgnlhIhUl8oJKbfsd2xCC7DU5GzqIiIz0S9/eRv9/X1Eo/VccMFF1c6O\nTFEqneEn99iS+66/7bO09rWzv34+77voplHPsXFnD+lMBp/Xy/Pbu/OBuM/rIT2ZSBx4eM1uzj7l\nYJa2anJAERGR2UDBuIjINDn99LNJp9P4fGNP2CUzwx0PbmbTTncWdU+2+3jOdWf/K4F0iuQYs6mD\nG9C/sLePgxbUc+s96wG3RXyygXjO7X/dxMVvOv6AjhUREZHaomBcRGSaLF26bPxEMiOs39rJ7x7Z\nCpRuxV6zbOIB8YYXunl2Syc79rkz7B9gHA7AExv2sXlXD4cubjzwk4iIiEhNmJZg3BhzMfAZ3Mna\nVgOXWGtHDrIbSv9a4DrgWGAb8BVr7a2jpH07cBtwu7X2TdORXxERKZ+OnhjPbe9m+cJ6Fs+feV2q\n+waT/PCudThMrRU759F1u/OB+IF0Ty/2f3/dxKffduKUziEiIiLVN+Vg3BjzNtzA+iKGlja7xxhz\npLV2f4n0hwB3ATcC7wROB35kjNlprb23RNqvA3+daj5FRKQ80pkMG3f08PTGdp7euJ/t2cCzsS7A\n1z96KgH/zOm27zgOt/x+PZ29cWBqrdg5m3f15h9PNRAHWKJtvxoAABg7SURBVLu5A7utE7O8ZfzE\nIiIiUrOmo2X8k8D3rbU/ATDGfBh4A/B+4NoS6T8CbLLWfi773BpjXpU9Tz4YN8Z4g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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "df, axes = myplot(\"Parramatta Station\", \"Saturday\")\n", "mark(['16-Aug-2014'], axes)\n", "\n", "outlier.plot(df[:'9-Aug-2014'].Exit, ax=axes[0])\n", "outlier.plot(df['23-Aug-2014':].Exit, ax=axes[0])" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" }, "toc": { "colors": { "hover_highlight": "#DAA520", "running_highlight": "#FF0000", "selected_highlight": "#FFD700" }, "moveMenuLeft": true, "navigate_menu": false, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false } }, 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