{ "metadata": { "name": "Apache_log" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n", "For more information, type 'help(pylab)'.\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apache log analysis with Pandas\n", "=========" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Nikolay Koldunov\n", " koldunovn@gmail.com\n", "[koldunov.net](http://koldunov.net)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, I am going to show simple example of an Apache access log analysis with pandas. It's my first experience with pandas, and I am sure there are better and more efficient ways to do some of the things shown here. So comments, suggestions and corrections of my broken English are very welcome. You can send me an email, or create a PR for [this notebook at github](https://github.com/koldunovn/nk_public_notebooks). " ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Load and parse the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will need [apachelog module](http://code.google.com/p/apachelog/), for parsing the log. We also have to know the format of the log that is set in the Apache config. In my case I have no access to the Apache config, but the [hoster provide description of the format](http://help.sweb.ru/entry/2484/) on his help page. Below is the format itself and a short description of every element:\n", " \n", " format = r'%V %h %l %u %t \\\"%r\\\" %>s %b \\\"%i\\\" \\\"%{User-Agent}i\\\" %T'\n", " \n", "Here (copied mostly from [this SO post](http://stackoverflow.com/questions/9234699/understanding-apache-access-log)):\n", " \n", " %V - the server name according to the UseCanonicalName setting\n", " %h - remote host (ie the client IP)\n", " %l - identity of the user determined by identd (not usually used since not reliable)\n", " %u - user name determined by HTTP authentication\n", " %t - time the server finished processing the request.\n", " %r - request line from the client. (\"GET / HTTP/1.0\")\n", " %>s - status code sent from the server to the client (200, 404 etc.)\n", " %b - size of the response to the client (in bytes)\n", " \\\"%i\\\" - Referer is the page that linked to this URL.\n", " User-agent - the browser identification string\n", " %T - Apache request time \n", " " ] }, { "cell_type": "code", "collapsed": false, "input": [ "import apachelog, sys" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the format:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fformat = r'%V %h %l %u %t \\\"%r\\\" %>s %b \\\"%i\\\" \\\"%{User-Agent}i\\\" %T'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create the parcer:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "p = apachelog.parser(fformat)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sample string:\n", " \n", " koldunov.net 85.26.235.202 - - [16/Mar/2013:00:19:43 +0400] \"GET /?p=364 HTTP/1.0\" 200 65237 \"http://koldunov.net/?p=364\" \"Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.11 (KHTML, like Gecko) Chrome/23.0.1271.64 Safari/537.11\" 0\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sample_string = 'koldunov.net 85.26.235.202 - - [16/Mar/2013:00:19:43 +0400] \"GET /?p=364 HTTP/1.0\" 200 65237 \"http://koldunov.net/?p=364\" \"Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.11 (KHTML, like Gecko) Chrome/23.0.1271.64 Safari/537.11\" 0'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "data = p.parse(sample_string)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "data" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 8, "text": [ "{'%>s': '200',\n", " '%T': '0',\n", " '%V': 'koldunov.net',\n", " '%b': '65237',\n", " '%h': '85.26.235.202',\n", " '%i': 'http://koldunov.net/?p=364',\n", " '%l': '-',\n", " '%r': 'GET /?p=364 HTTP/1.0',\n", " '%t': '[16/Mar/2013:00:19:43 +0400]',\n", " '%u': '-',\n", " '%{User-Agent}i': 'Mozilla/5.0 (Windows NT 5.1) AppleWebKit/537.11 (KHTML, like Gecko) Chrome/23.0.1271.64 Safari/537.11'}" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like the parser works. Now to load some real world data (sample file located [here](http://dl.dropbox.com/u/107639/notebooks/access_log_for_pandas) and [here](https://github.com/koldunovn/nk_public_notebooks/raw/master/access_log_for_pandas)):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "log = open('access_log_for_pandas').readlines()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parse every line of it and create a list of dictionaries:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "log_list = []\n", "for line in log:\n", " try:\n", " data = p.parse(line)\n", " except:\n", " sys.stderr.write(\"Unable to parse %s\" % line)\n", " data['%t'] = data['%t'][1:12]+' '+data['%t'][13:21]+' '+data['%t'][22:27]\n", " \n", " log_list.append(data)\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We had to tweak the time format a bit, since otherwise pandas will not be able to parse it." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Create and tune Data Frame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will create a list of dictionaries, that can be transformed in to a Data Frame:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np\n", "from pandas import Series, DataFrame, Panel" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "df = DataFrame(log_list)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show the first two lines of the Data Frame:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df[0:2]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
%>s%T%V%b%h%i%l%r%t%u%{User-Agent}i
0 200 0 www.oceanographers.ru 26126 109.165.31.156 - - GET /index.php?option=com_content&task=section... 16/Mar/2013 08:00:25 +0400 - Mozilla/5.0 (Windows NT 6.1; rv:19.0) Gecko/20...
1 200 0 www.oceanographers.ru 10532 109.165.31.156 http://www.oceanographers.ru/index.php?option=... - GET /templates/ja_procyon/css/template_css.css... 16/Mar/2013 08:00:25 +0400 - Mozilla/5.0 (Windows NT 6.1; rv:19.0) Gecko/20...
\n", "
" ], "output_type": "pyout", "prompt_number": 13, "text": [ " %>s %T %V %b %h \\\n", "0 200 0 www.oceanographers.ru 26126 109.165.31.156 \n", "1 200 0 www.oceanographers.ru 10532 109.165.31.156 \n", "\n", " %i %l \\\n", "0 - - \n", "1 http://www.oceanographers.ru/index.php?option=... - \n", "\n", " %r %t \\\n", "0 GET /index.php?option=com_content&task=section... 16/Mar/2013 08:00:25 +0400 \n", "1 GET /templates/ja_procyon/css/template_css.css... 16/Mar/2013 08:00:25 +0400 \n", "\n", " %u %{User-Agent}i \n", "0 - Mozilla/5.0 (Windows NT 6.1; rv:19.0) Gecko/20... \n", "1 - Mozilla/5.0 (Windows NT 6.1; rv:19.0) Gecko/20... " ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are not going to use all the data, so let's delete some of the columns:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "del df['%T']; del df['%V']; del df['%i']; del df['%l']; del df['%u']; del df['%{User-Agent}i']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "and rename columns to something that humans can understand:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df = df.rename(columns={'%>s': 'Status', '%b':'b', \n", " '%h':'IP', '%r':'Request', '%t': 'Time'})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "First five rows of resulting Data Frame:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StatusbIPRequestTime
0 200 26126 109.165.31.156 GET /index.php?option=com_content&task=section... 16/Mar/2013 08:00:25 +0400
1 200 10532 109.165.31.156 GET /templates/ja_procyon/css/template_css.css... 16/Mar/2013 08:00:25 +0400
2 200 1853 109.165.31.156 GET /templates/ja_procyon/switcher.js HTTP/1.0 16/Mar/2013 08:00:25 +0400
3 200 37153 109.165.31.156 GET /includes/js/overlib_mini.js HTTP/1.0 16/Mar/2013 08:00:25 +0400
4 200 3978 109.165.31.156 GET /modules/ja_transmenu/transmenuh.css HTTP/1.0 16/Mar/2013 08:00:25 +0400
\n", "
" ], "output_type": "pyout", "prompt_number": 16, "text": [ " Status b IP Request \\\n", "0 200 26126 109.165.31.156 GET /index.php?option=com_content&task=section... \n", "1 200 10532 109.165.31.156 GET /templates/ja_procyon/css/template_css.css... \n", "2 200 1853 109.165.31.156 GET /templates/ja_procyon/switcher.js HTTP/1.0 \n", "3 200 37153 109.165.31.156 GET /includes/js/overlib_mini.js HTTP/1.0 \n", "4 200 3978 109.165.31.156 GET /modules/ja_transmenu/transmenuh.css HTTP/1.0 \n", "\n", " Time \n", "0 16/Mar/2013 08:00:25 +0400 \n", "1 16/Mar/2013 08:00:25 +0400 \n", "2 16/Mar/2013 08:00:25 +0400 \n", "3 16/Mar/2013 08:00:25 +0400 \n", "4 16/Mar/2013 08:00:25 +0400 " ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convert Time column to datetime format and make an index out of it (*pop* will drop original *Time* column): " ] }, { "cell_type": "code", "collapsed": false, "input": [ "df.index = pd.to_datetime(df.pop('Time'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *Status* variable is a string type, so we have to change it to int:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df['Status'] = df['Status'].astype('int')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the rows in the *b* column contain '-' string, so we can't convert them with *astype*:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df['b'][93]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 19, "text": [ "'-'" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can apply a custom function to this column, that will convert all dashes to NaN, and the rest to floats, additionally converting from bytes to megabytes:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def dash2nan(x):\n", " if x == '-':\n", " x = np.nan\n", " else:\n", " x = float(x)/1048576.\n", " \n", " return x" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "df['b'] = df['b'].apply(dash2nan)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I am sure there is a more elegant way to do this :)" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Traffic analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our first, simplest plot: outgoing traffic from the website:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df['b'].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "output_type": "display_data", "png": 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FhIYq3zwRkUuxR05EVMnpvpBzHrkazKgGM6rBjPbRfSG30PLBTiIiZ3JZj/zWLfMounr1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\nBa5cuYIDBw4AMH8ReWJiorO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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look's like somebody downloaded something big from the website around 9 a.m." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But actually the first thing that you probably want to know is how many visits (actually hits) your site has, and how they are distributed in time. We resample the series of variable *b* with 5 minute intervals, and calculate number of requests during every time span. Actually, in this case it doesn't matter what variable we use, these numbers will indicate just how many times information from the the website was requested." ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_s = df['b'].resample('5t', how='count')\n", "df_s.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 23, "text": [ "" ] }, { "output_type": "display_data", "png": 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45RwxgpB//1sprxmuv56Qv/+d/v3UU/TeMqxZQ8i119K/i4oI2bpVve8f/kDI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\nRLQUv1H+IpHlagQzxd+/f3g+u5HVc8MNoaPTYx1GIhbo4B4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q1WpcX19/dWkiX0bBL8Zo\nDLFyuVzvXr9+5vVrr9fLzs4OmUyG4eFhIpEIxWLx+woX+WQ6zikiYhh1/CIihlHwi4gYRsEvImIY\nBb+IiGEU/CIihlHwi4gY5gV+xd7uNZDNDAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can not only count number of requests per time, but also calculate the sum of the traffic for every time span:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_b = df['b'].resample('10t', how=['count','sum'])\n", "df_b['count'].plot( color='r')\n", "legend()\n", "df_b['sum'].plot(secondary_y=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 24, "text": [ "" ] }, { "output_type": "display_data", "png": 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QDXR7IkjKEhOAvjQkM4r11nMKW7YAv/ud8/uxSxoqKQEmTaKeLZ8EBbB/QFk8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\nS1n++Ed+rhwJCwH8zGVk2OY6rA1BSQkbvcBA+9V1SugxBGPGjAHQbAh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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the plot you can see, that the number of server requests do not always coincide with the amount of traffic, and correlation is actually not extremely high:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_b.corr()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countsum
count 1.000000 0.512629
sum 0.512629 1.000000
\n", "
" ], "output_type": "pyout", "prompt_number": 25, "text": [ " count sum\n", "count 1.000000 0.512629\n", "sum 0.512629 1.000000" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can have a closer look at the curious morning peak:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df_b['2013-03-16 6:00':'2013-03-16 10:00']['sum'].plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 26, "text": [ "" ] }, { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seems that this traffic spike was caused by only one request. Let's find out how this request looks. Choose all requests with the size of the response larger than 20 Mb (remember we convert bytes to Mb):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df[df['b']>20]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StatusbIPRequest
Time
2013-03-16 09:02:59 200 21.365701 77.50.248.20 GET /books/Bondarenko.pdf HTTP/1.0
\n", "
" ], "output_type": "pyout", "prompt_number": 27, "text": [ " Status b IP \\\n", "Time \n", "2013-03-16 09:02:59 200 21.365701 77.50.248.20 \n", "\n", " Request \n", "Time \n", "2013-03-16 09:02:59 GET /books/Bondarenko.pdf HTTP/1.0 " ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It was a .pdf file of a book (look at Request field), and this explains the peak in outgoing trafic at 2013-03-16 09:02:59." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly 20 Mb is a large request (for our website at least :)). But what is the typical size of the server's response? The histogram of response sizes (less than 20 Mb) looks like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cc = df[df['b']<20]\n", "cc.b.hist(bins=10)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 28, "text": [ "" ] }, { "output_type": "display_data", "png": 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LIxaL0djYyOXLl7l8+TLbt2+nrKws1dtaMukWr05MTLBlyxbgSgSybds2Kisr\nU7yrxfPSSy+xbds2ZmZmWL16Na+++uqcj19Wf9NWRESWzrKIdEREZOmp4YuIOIQavoiIQ6jhi4g4\nhBq+iIhDqOGLiDjE/wPV4BM8v03TawAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, most of the files are less than 0.5 Mb large. In fact they are even smaller:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cc = df[df['b']<0.3]\n", "cc.b.hist(bins=100)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 29, "text": [ "" ] }, { "output_type": "display_data", "png": 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9zLXJZrL5Pv74Y5OXl2fy8vLMwoULXZsvEokYv99vUlNTzezZs831119vhoaG\nvnFtsplsPjecv/GyVVVVmTlz5pj8/HyTn59vbr755jHXJpvJ5nPDuTNm/Hy7du0yCxcuNPn5+ebW\nW281bW1tY64dS9L8DWQREUkcl/ylMxERmU4qBiIiomIgIiIqBiIigoqBiIigYiAiIsD/A715x5Lr\nRW4UAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Very small responses can be all kinds of stuff, but larger ones are probably some relatively big files. Let's have a look at these little spikes between 0.2 and 0.25 Mb:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cc = df[(df['b']>0.2)&(df['b']<0.25)]\n", "cc.b.hist(bins=100)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 30, "text": [ "" ] }, { "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD9CAYAAACyYrxEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/fLly9X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"text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now can locate the size of the file more precisely, and find out its name:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cc = df[(df['b']>0.220)&(df['b']<0.224)]\n", "cc.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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StatusbIPRequest
Time
2013-03-16 10:13:51 200 0.223101 178.238.18.194 GET /mypict/itpocover.png HTTP/1.0
2013-03-16 11:02:12 200 0.223101 2.95.140.217 GET /mypict/itpocover.png HTTP/1.0
2013-03-16 11:18:48 200 0.223101 213.87.138.145 GET /mypict/itpocover.png HTTP/1.0
2013-03-16 11:33:36 200 0.223101 91.207.106.252 GET /mypict/itpocover.png HTTP/1.0
2013-03-16 11:34:03 200 0.223101 212.3.137.202 GET /mypict/itpocover.png HTTP/1.0
\n", "
" ], "output_type": "pyout", "prompt_number": 31, "text": [ " Status b IP \\\n", "Time \n", "2013-03-16 10:13:51 200 0.223101 178.238.18.194 \n", "2013-03-16 11:02:12 200 0.223101 2.95.140.217 \n", "2013-03-16 11:18:48 200 0.223101 213.87.138.145 \n", "2013-03-16 11:33:36 200 0.223101 91.207.106.252 \n", "2013-03-16 11:34:03 200 0.223101 212.3.137.202 \n", "\n", " Request \n", "Time \n", "2013-03-16 10:13:51 GET /mypict/itpocover.png HTTP/1.0 \n", "2013-03-16 11:02:12 GET /mypict/itpocover.png HTTP/1.0 \n", "2013-03-16 11:18:48 GET /mypict/itpocover.png HTTP/1.0 \n", "2013-03-16 11:33:36 GET /mypict/itpocover.png HTTP/1.0 \n", "2013-03-16 11:34:03 GET /mypict/itpocover.png HTTP/1.0 " ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is one of the image files from the front page of the website. " ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Server status codes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I would like to know how different server responses are distributed through time. Let's first try a not very elegant approach. We create several variables with time series of *Status* values, each containing only a time series with one particular value. Then a Data Frame is created out of this time series. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "t_span = '2H'\n", "df_404 = df['Status'][df['Status'] == 404].resample(t_span, how='count')\n", "df_403 = df['Status'][df['Status'] == 403].resample(t_span, how='count')\n", "df_301 = df['Status'][df['Status'] == 301].resample(t_span, how='count')\n", "df_304 = df['Status'][df['Status'] == 304].resample(t_span, how='count')\n", "df_200 = df['Status'][df['Status'] == 200].resample(t_span, how='count')\n", "\n", "status_df = DataFrame({'Not Found':df_404, 'Forbidden':df_403, 'Moved Permanently':df_301, 'Not Modified':df_304, 'OK':df_200,})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "status_df.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ForbiddenMoved PermanentlyNot FoundNot ModifiedOK
Time
2013-03-16 08:00:00 22 17 3 4 375
2013-03-16 10:00:00 26 76 2 2 607
2013-03-16 12:00:00 45 83 2 23 780
2013-03-16 14:00:00 29 34 4 2 699
2013-03-16 16:00:00 27 94 5 3 886
\n", "
" ], "output_type": "pyout", "prompt_number": 33, "text": [ " Forbidden Moved Permanently Not Found Not Modified OK\n", "Time \n", "2013-03-16 08:00:00 22 17 3 4 375\n", "2013-03-16 10:00:00 26 76 2 2 607\n", "2013-03-16 12:00:00 45 83 2 23 780\n", "2013-03-16 14:00:00 29 34 4 2 699\n", "2013-03-16 16:00:00 27 94 5 3 886" ] } ], "prompt_number": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot all values at once:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "status_df.plot(figsize=(10, 3))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 34, "text": [ "" ] }, { "output_type": "display_data", "png": 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DoqG07cBmelzYRt+A1lbbPLC5tx7iLm6Zs3K0atYiI+cFYQkkjInrnuGcgfy/55O7Opc+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\nE0IIIUQXO7XoFI2VjQx+Z/BV7Wf2W1s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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show only Error and Redirection status codes as a stacked plot:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "status_df[['Not Found','Forbidden','Moved Permanently','Not Modified']].plot(kind='barh', stacked=True, figsize=(10, 7))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 35, "text": [ "" ] }, { "output_type": "display_data", "png": 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KzL3NHVkPAABgBTbjzsTZTkePHtXo0aMVHR1trqBmZmYqNTVVVVVVevnll1Va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\nKAi9ceMGoaGhNGvWDJ1Ox9y5c1EUhcLCQmxtbTl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"text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "But there is a better way to receive statistics about different groups of values. Here we group our data by *Status*:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "grouped_status = df.groupby('Status')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data are now rearranged in to several groups, each corresponding to a certain value of *Status* (here, only the first two values of every group are shown):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "grouped_status.head(2)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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StatusbIPRequest
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2002013-03-16 08:00:25 200 0.024916 109.165.31.156 GET /index.php?option=com_content&task=section...
2013-03-16 08:00:25 200 0.010044 109.165.31.156 GET /templates/ja_procyon/css/template_css.css...
2062013-03-16 11:42:53 206 0.031250 109.171.109.164 GET /images/stories/pdf/0104_044.pdf HTTP/1.0
2013-03-16 11:42:53 206 0.224717 109.171.109.164 GET /images/stories/pdf/0104_044.pdf HTTP/1.0
3012013-03-16 08:13:08 301 0.000232 38.100.21.63 GET /forum HTTP/1.0
2013-03-16 08:13:09 301 0.000234 38.100.21.63 GET /podcast HTTP/1.0
3022013-03-16 08:47:04 302 NaN 176.8.91.244 POST /podcast/wp-comments-post.php HTTP/1.0
2013-03-16 11:27:40 302 NaN 78.30.212.183 POST /podcast/wp-comments-post.php HTTP/1.0
3042013-03-16 08:19:41 304 NaN 178.154.206.250 GET /images/stories/researchers/laplace.jpg HT...
2013-03-16 08:33:14 304 NaN 178.154.206.250 GET /images/stories/researchers/treshnikov.jpg...
4002013-03-16 08:13:09 400 0.000999 38.100.21.63 GET /.. HTTP/1.0
4032013-03-16 08:04:23 403 0.001054 5.79.199.116 GET /forum/download/file.php?avatar=156.gif HT...
2013-03-16 08:04:23 403 0.001054 5.79.199.116 GET /forum/download/file.php?avatar=216.jpg HT...
4042013-03-16 08:04:25 404 0.001063 5.79.199.116 GET /apple-touch-icon-precomposed.png HTTP/1.0
2013-03-16 08:04:26 404 0.001063 5.79.199.116 GET /apple-touch-icon.png HTTP/1.0
\n", "
" ], "output_type": "pyout", "prompt_number": 37, "text": [ " Status b IP \\\n", "Status Time \n", "200 2013-03-16 08:00:25 200 0.024916 109.165.31.156 \n", " 2013-03-16 08:00:25 200 0.010044 109.165.31.156 \n", "206 2013-03-16 11:42:53 206 0.031250 109.171.109.164 \n", " 2013-03-16 11:42:53 206 0.224717 109.171.109.164 \n", "301 2013-03-16 08:13:08 301 0.000232 38.100.21.63 \n", " 2013-03-16 08:13:09 301 0.000234 38.100.21.63 \n", "302 2013-03-16 08:47:04 302 NaN 176.8.91.244 \n", " 2013-03-16 11:27:40 302 NaN 78.30.212.183 \n", "304 2013-03-16 08:19:41 304 NaN 178.154.206.250 \n", " 2013-03-16 08:33:14 304 NaN 178.154.206.250 \n", "400 2013-03-16 08:13:09 400 0.000999 38.100.21.63 \n", "403 2013-03-16 08:04:23 403 0.001054 5.79.199.116 \n", " 2013-03-16 08:04:23 403 0.001054 5.79.199.116 \n", "404 2013-03-16 08:04:25 404 0.001063 5.79.199.116 \n", " 2013-03-16 08:04:26 404 0.001063 5.79.199.116 \n", "\n", " Request \n", "Status Time \n", "200 2013-03-16 08:00:25 GET /index.php?option=com_content&task=section... \n", " 2013-03-16 08:00:25 GET /templates/ja_procyon/css/template_css.css... \n", "206 2013-03-16 11:42:53 GET /images/stories/pdf/0104_044.pdf HTTP/1.0 \n", " 2013-03-16 11:42:53 GET /images/stories/pdf/0104_044.pdf HTTP/1.0 \n", "301 2013-03-16 08:13:08 GET /forum HTTP/1.0 \n", " 2013-03-16 08:13:09 GET /podcast HTTP/1.0 \n", "302 2013-03-16 08:47:04 POST /podcast/wp-comments-post.php HTTP/1.0 \n", " 2013-03-16 11:27:40 POST /podcast/wp-comments-post.php HTTP/1.0 \n", "304 2013-03-16 08:19:41 GET /images/stories/researchers/laplace.jpg HT... \n", " 2013-03-16 08:33:14 GET /images/stories/researchers/treshnikov.jpg... \n", "400 2013-03-16 08:13:09 GET /.. HTTP/1.0 \n", "403 2013-03-16 08:04:23 GET /forum/download/file.php?avatar=156.gif HT... \n", " 2013-03-16 08:04:23 GET /forum/download/file.php?avatar=216.jpg HT... \n", "404 2013-03-16 08:04:25 GET /apple-touch-icon-precomposed.png HTTP/1.0 \n", " 2013-03-16 08:04:26 GET /apple-touch-icon.png HTTP/1.0 " ] } ], "prompt_number": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can count the number of values in each group:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "grouped_status.size().plot(kind='bar')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 38, "text": [ "" ] }, { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look at individual groups:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "t_span = '30t'\n", "grouped_status.get_group(301)['Status'].resample(t_span, how='count').plot(color='g', label='301')\n", "legend()\n", "grouped_status.get_group(200)['Status'].resample(t_span, how='count').plot(color='b', secondary_y=True, label='200')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 39, "text": [ "" ] }, { "output_type": "display_data", "png": 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37yrNXEpJSUFsbKz8/wD41/zrPvc6tyYXruWuPT7vNS01covA2PNTJDIyUh6nVMTNzQ0n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\nGRnRGUgMTMSKoyvgZOeEFaNW8D1NgjApSAgIi6W6pRqbL27GxgsbUdt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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "IPs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now I want to group by IPs and calculate how many requests we get from each of them: " ] }, { "cell_type": "code", "collapsed": false, "input": [ "ips = df.groupby('IP').size()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't want to see all of them, just the top 10:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ips.sort()\n", "ips[-10:].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 41, "text": [ "" ] }, { "output_type": "display_data", "png": 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nh8aPH08qlcpuv472X1dXRwaDgYiIzGYzJSQk0IYNG2zaL168mNLT023qARBA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\neBEAYDKZhPeHMcaYe93hqh3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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I just want to have a nice table with the top 10 IPs, so I convert them to Data Frame :)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ips_fd = DataFrame({'Number of requests':ips[-10:]})\n", "ips_fd = ips_fd.sort(columns='Number of requests', ascending=False)\n", "ips_fd" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Number of requests
IP
66.249.73.137 814
178.154.206.250 168
85.114.191.235 165
173.199.115.187 127
85.142.104.227 126
178.70.210.234 120
85.142.104.228 111
95.118.89.119 93
217.69.133.68 74
92.255.161.124 72
\n", "
" ], "output_type": "pyout", "prompt_number": 42, "text": [ " Number of requests\n", "IP \n", "66.249.73.137 814\n", "178.154.206.250 168\n", "85.114.191.235 165\n", "173.199.115.187 127\n", "85.142.104.227 126\n", "178.70.210.234 120\n", "85.142.104.228 111\n", "95.118.89.119 93\n", "217.69.133.68 74\n", "92.255.161.124 72" ] } ], "prompt_number": 42 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also can group by both *IP* and *Status*:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ips_status = df.groupby(['IP', 'Status']).size()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "ips_status.sort()\n", "ips_status[-20:].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 44, "text": [ "" ] }, { "output_type": "display_data", "png": 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iefPmUVJSEhERLVu2zCQV6ldffWVQ5QqrX5zGt3dxOBzrw9zfpha/49ZUoTo4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\nYPAI1nEzGAwGg8EjWMfNYDAYDAaP+H/Yj+elsfsJiwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Geographical information" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I would like to know from which countries people or robots come to the website. It turns out that precise geolocation information is not free, but for our purposes free data bases are fine. We will use [pygeoip](https://github.com/appliedsec/pygeoip) to get information from GeoIP database, and that has to be downloaded from [here](http://dev.maxmind.com/geoip/geolite). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import module and initialise data base:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pygeoip\n", "gi = pygeoip.GeoIP('./GeoLiteCity.dat', pygeoip.MEMORY_CACHE)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 46 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how output of the pygeoip looks (we test our top IP from the previous section):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ipcon = gi.record_by_addr('64.233.161.99')\n", "ipcon" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 47, "text": [ "{'area_code': 650,\n", " 'city': 'Mountain View',\n", " 'continent': 'NA',\n", " 'country_code': 'US',\n", " 'country_code3': 'USA',\n", " 'country_name': 'United States',\n", " 'dma_code': 807,\n", " 'latitude': 37.41919999999999,\n", " 'longitude': -122.0574,\n", " 'metro_code': 'San Francisco, CA',\n", " 'postal_code': '94043',\n", " 'region_name': 'CA',\n", " 'time_zone': 'America/Los_Angeles'}" ] } ], "prompt_number": 47 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Guess who it is :) Looks like Google Bot is my main reader. That's rather sad :(" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Loop to create a list of dictionaries with information about IP numbers. We also add information about the number of requests from each of the IPs:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ipcon = []\n", "for iip in ips.index:\n", " rres = gi.record_by_addr(iip)\n", "# rres['ip'] = iip\n", " rres['Number'] = ips[iip]\n", " #delete some fields we don't need\n", " del rres['area_code']\n", " del rres['dma_code']\n", " del rres['metro_code']\n", " del rres['postal_code']\n", " del rres['region_name']\n", " del rres['time_zone']\n", " del rres['country_code']\n", " ipcon.append(rres)\n", " " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 48 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create Data Frame from this list, use ips index:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "reg = DataFrame(ipcon, index = ips.index)\n", "reg.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Numbercitycontinentcountry_code3country_namelatitudelongitude
IP
112.78.139.130 1 Jakarta AS IDN Indonesia -6.1744 106.8294
116.25.249.140 1 Shenzhen AS CHN China 22.5333 114.1333
117.199.193.19 1 Agra AS IND India 27.1833 78.0167
117.27.175.158 1 Zhangzhou AS CHN China 24.5133 117.6556
119.147.6.60 1 Guangzhou AS CHN China 23.1167 113.2500
\n", "
" ], "output_type": "pyout", "prompt_number": 49, "text": [ " Number city continent country_code3 country_name latitude \\\n", "IP \n", "112.78.139.130 1 Jakarta AS IDN Indonesia -6.1744 \n", "116.25.249.140 1 Shenzhen AS CHN China 22.5333 \n", "117.199.193.19 1 Agra AS IND India 27.1833 \n", "117.27.175.158 1 Zhangzhou AS CHN China 24.5133 \n", "119.147.6.60 1 Guangzhou AS CHN China 23.1167 \n", "\n", " longitude \n", "IP \n", "112.78.139.130 106.8294 \n", "116.25.249.140 114.1333 \n", "117.199.193.19 78.0167 \n", "117.27.175.158 117.6556 \n", "119.147.6.60 113.2500 " ] } ], "prompt_number": 49 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group by Country:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "country = reg.groupby('country_code3')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "ff = country.Number.agg('sum').copy()\n", "ff.sort( )\n", "ff[-10:].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 51, "text": [ "" ] }, { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The website is in Russian, so no surprises here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group by city:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "city = reg.groupby('city')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "ff = city.Number.agg('sum').copy()\n", "ff.sort( )\n", "ff[-20:].plot(kind='barh', figsize=(5,8))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 53, "text": [ "" ] }, { "output_type": "display_data", "png": 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iQIqLi5WusaVLl+KXX37BW2+9peznI12uxwTH6g5zjEe6mEwmdv3UwZhYZ+tHurBicSCb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\nMbEQEZFD/T9LV473GYWMVwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first 3 are kind of expected, but Tyumen, a Russian city located in the middle of Eurasia thousands of kilometers away from the nearest ocean coast, is a bit of a surprise (the website is about Oceanography). This is something to investigate later on. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have lats and lons for the data, so it is natural to put them on the map:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.cm as cm" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 55 }, { "cell_type": "code", "collapsed": false, "input": [ "m = Basemap(projection='robin',lon_0=0,resolution='c')\n", "x, y = m(reg['longitude'],reg['latitude'])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 56 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(15,15))\n", "m.drawcoastlines(linewidth=0.25)\n", "m.drawcountries(linewidth=0.25)\n", "\n", "m.fillcontinents(color='coral',lake_color='aqua')\n", "m.drawmapboundary(fill_color='white')\n", "m.drawmeridians(np.arange(0,360,30))\n", "m.drawparallels(np.arange(-90,90,30))\n", "m.scatter(x,y,s=reg['Number']*3,c=reg['Number']/5,marker='o',zorder=4, cmap=cm.Paired,alpha=0.5)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 67, "text": [ "" ] }, { "output_type": "display_data", "png": 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CapmEWi5Do5BTaROQJPDXqnFTKzleUMGWfCv+IbWo7aFGrS8mSG7htF8CHV56h5STx9Gf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lmxZDEqsQNHsw4MjVgtVjLm3UJ0QtL587z7j5cRlZ6iT7CKhsYm9tUamXrT7UycfqGZ86hR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\ntupMtZiZMpvNSCSSJrMEeoG5c+f2D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H3IJBJujPdld3kucbVSft2WxvAJUzr9XjvD008/\n7dLzuytdoeaXNCqV9eviiLTm232+RGfkWFktU+I02ESRvGoDsX6qJsc8uieP8SHeLA7pXinkk5U6\nrk+KYEH/MJRyKZuyS4n2VXHa5yK1QZ2Om55/hPelhUhkUqbFayiqNbLqZDFjIwMIbOcA313VAhVe\n0cx98LEeMXPy0KFDZGRk9M6ZuoSBAwcSHOx4hYEjpC7+LbueTmecT8uVO9VF+RSfLeDYh/9kvreO\ntIpCovrYL2sWBKHhe9PLHzrQbXLaKBA1yL7iZUVpCd6CDZsIHlIJ01VG9pTqWa7oQ/Idv2fowMGO\nn7AFBEFg/u//DMD2Vd9j2PVxY5bYZLVh07c8F3H1K0u4yngCuVRC+Zpf2bj+C0gcQco1N3VZmXpA\nQEBvUM8Oer2+VWeq1ToflUrV6pCqK5F169bx+eefu9oMt8Nms7WY4r6SWbt2rdPLQi0KT3QmC5k6\nkcO6liNVWoOJg8XVTRyp80T5qrDYRDacLmVLThmbsxt+NmWXcuZcxudMlYEYX1Wz14qiiN5soaDG\nwN4KPVu1bZdgxKhkDI8O5lG9HxFqT25Mat5bl11bT1peJaIo8qdcE6dtMqYHyHg5/SjX5Ar8cesp\n7tl+hudT47hzsP3M1mCNmtv6BTDY35OFkkI8ZNJW+2LGBHnwTYGJvPyGTfXB7Wnknz7V5vvpCp57\n7jneeOMNl5zbnemKzBSA/9g5lBuaBoCOlNaQnltO2rnxAtvzKvjo1zxWnyymT0BTifGM8joeG+TY\nWABnIBUEKgwmot9Yz+qTxY3S7h6ijeEf/xfNtjQEbSVb+yWzp/bCvSdM7clViaGcrNCxNbe8zSi3\nKIrkmKTMfvYdohL6dul7chZJSUldUlrd0zl48CAFBQVdeg5vtQ91Ca1Lgi+QFvPiH26l0CuM92qD\nMOWdxKBvOTMDgFfHyrCH+Eg59dOndp/b9dEbjAyQY7HZGgOdozVKZEov4gYkdeh87SFl1nzWeA1g\nS9g4vvZP4S1rHwzVlc32Tls++g9bHruVAZXHG/sdg5RyZiq0TM/ZyPFnf8fG15/m8N4dTrfx7Nmz\n/PWvf3X6uj0dg8GAStV8P3SeVkNNSqUSfVsX+hXG/PnzqapyvFzicqe3Z8o+V199NVar1alR3em3\n3kvalzLMhjqk+ZkMpqTZMRnF1VToTXYb5s8zJjIAq52szckKHV8ezidCrWRCTNOyhPeOFPFrmY4A\nbyU+Xh5YfHzZEtaXrZWF/C2g9X//Jeo6xsujeftMGUWH8poMA86qree53Tn8po+GR7dnMz4+mEXq\nGlD784YtiI8C6ohOim+zz+s8syJavuldSj+NmhHTZrD583eJO7SaGqvAushhJM79Db5BGqxWK1ar\nFZvNhlQqJTQ0tN1rO8KSJUt6S2Xt0FVzpkZNm81Ph/cxs3x/Y6S4rK6eybFBjRssk9XG2MgAak1N\nSwKtNpFYH89ma3YHe85qKa2rZ8fvJpBfbWzsPey3eytPees5vedHPjN4cmOghMn+zTNQY6MCqKk3\nszqrhMHBPsT4Nf+sGC1W1ir7MefZnpGROk9GRgYnTpxg8GDnZRYuBwYOHEhcXFyXnydp/m84/MYu\nBvvYv09bbCK3hIqMlJziZa2E0XIjyx5YzKJ/fYvKy8v+ot4N17dNFCnU1aOUSwlsx1B6myiiiGsu\nWnMgbQMjKo+AUoZVFMk1CuQpYxihO81kUyZpX37A1Jvvav+bvgir1crh/XsJjogkLKL58O5De3cS\nOmoyZQd3EZl/ELXCh+BKHU/feyt/e/tj5HI5mb/sJvrYRvp4SYDmVSgSQSDFB6g+RNHyX/jwYy9i\nxs1g7DU3tvw3dIDg4GBee+21Tq9zudHhMj8AX19famtrnW5UT2bPnj1s2rSJl19+2dWmuBW9PVP2\n2bx5MzNmzHDqVHRBEJh6811UV2k5+cxvwe/Cx/hsjYGDJdUMDfFlWGjbEb38GgPRvkrW5lcxN8oP\nQRDoG+BFbpUekYYb93kyq43k1hh4e0rTKPXjYi4zlOF8rq/kFlV9i+eSSSTMyTnEe5UwSq7i9Zxa\ngny9MRhNbD+czScz+yMIAnPjmjpwYbWVxMd1nUiE1C+YHZ+/w4SyAwScaxAeVH2QU+/s5axVRMq5\nH0HAJML+8KGk3P4QmtBwp9rx0ksvAb3Dey9l6dKlTlXzO48gCMx/6Cl+fOExFphOIpNISAz05mSF\njn5BDaXt50Un/C7ZvOXXGJgb1vmNS0cYHeFPv0AvJn68nW8XjSY9t5zJsUG8F2jAQyqlyiLnHh85\nk5UtZ8R9PORclRjK/kItJquNvoFNs247zL7Mf+YfPcqRAhgyZAgxMR3rsbmc2b9/P0qlkqioqC49\nT3h0LIfCBjK47rjd5+VSSWN590w/MzuGLCbYbGjVCUgcOZY0Yx0SdQDhfQeQuey/TLfm87NeiSEq\nCfXZo4xTNq+gej9bz+IHr2/2++qSQpKVDdd1ldFM1ew/EKz0xHP1q/h6yAnLWM2JAUPplzyq3e/b\nbDaz5N7bmOVvYYi0jnKTjRN4oQ2K5dqnXmk8zs/Pj8MrPmaOogIPfymv7c5gbkoC8bIqdqz4hoTk\nMRR89y4zvNoXNAxTyYkrOcvEE6vYtWQthrhhRE+cR7+h9ssb28PRo0f58MMPeffddzu8xuVIdXU1\nYWFhLT4vfeaZZ55p6cmvvvqKcePG9d6cLiIsLIzExEQCA1sY+32Fkpubi4eHBxERnRMWuNyw2WzE\nx8c71ZmChijJpy8+zXxldaPDs/eslnqrjQkxQe2STBdFkes3nGB/pZEghZQfTxQxKTqA3QVaksN8\nKaw1sqmkjk9Oa/m23ExaQRX/SY1pFm0TBIFwo45/FtRTV1TC6GBvuz1iFpuNPwSPIN5LgeHIEe4e\nFEaWQk2NyptX+qntvqbaaKbeaiPZt309Hh2hsrKSCZTirWgaBQzwlBGilBGslBOklBOolBOslJNo\nqeBw+gZOVtQRmzTMaf1wqamppKamIpV2n5hBT2DgwIFER0ejUDj/GhAEgYSUSaz6eSf9hVqOV+go\nrDU2cy4u5VBJNdNjg5oEG7qLD05rmRftzx9GxXGktIapcRokgoDsXIY5wkNKrLx9gS1/TwWZ5bom\n/WBWm0hOv6n0SR7dJfZ3JWlpaWRkZJCSktL2wVcQOp2OxMREvL1bv66dgTomkT07thMvb738218m\nUjVgIlMW3dT6en7+xA0ZQWy/gQRqNBw68AvZniGMeWgpgybNJE9v4XStiZ06OUNkDf1HO/WexN34\nILF2Sva0NbVk7diETCKwJ7+CcTfdTenhvQysayglPmuW4DdhPj7+zXtyW+LowQzkcjkys4GKwHhq\nw/ph8gvBK+dXtOoQwmLiAQgIDiVh8jzSNm8izFbH5oJapkb7o5JLKc4+hbBnFWMcVC7MrdITH+BF\ntIdIgqGIul82s2/XDvLKKglP6OdwQESpVDJ27Fh83UTl1l349ttv6du3L8nJ9h3VVv/Kfn5+vSVt\nl5CVlcXrr7/OJ5984mpT3ApRFHszU3bYunUro0aNcqqIi9FgYO2rS4jK3om034VISU292SEZc0EQ\n2Hj1hXKYD8wW/rQjlxMVtfQND2SGj8CBIh3/bcxEtRxAmK6GKYlSdpepuSv9NCnRgQz0U/Hfvafx\nk4gYgzTY6k18NchCX0+BIymxJPt5kMz5iKL9TalKLuUWB0r2OsLIAMc36WO8LegOf8/3WYe4+omX\nnRLBf/3116mpqeG5557r9FqXE12VmTqPwsODGY++yFsP38YCHw+ifNqewWayOkecpSNs949kRX4V\nj63Yy4Zbx3XKDqVcikou5WBxNUPPZbJ31ilIXXSrs8ztVpKTk0lMTHS1GW7Hnj17iIiIICSk8zOb\n2iIkMhrL759h6ztPM0nZsnJEVq2ZxA447Nc8/FSTANb4q28AbiD9h28wHfiSdYQz5uEnCQ63P/Ny\n+Njx6AZ/x64XHsRDmoWuqpL+k+ew9r1fma2oRACsFsdaFgYPT2ZI8ohmv885fpSdG9eRPHFa4+/k\ncjlSTyUrK1RMvv1+0g/9jNVYx0ilHt92lC+2RYyXnBixENOh5ezavRLToAlMv+OP7Q767dy5kz17\n9rB06dJO23I5UVVVhZ9fy+NcWs1MrV27loiICIYOHdoVtvVI/P39GThwIBpN9zceuzOlpaXo9Xri\n4+NdbYpbYbPZiIqKarVx0RHqdDrW//0BJpty+aWwiuGhvgiCQFaFDo2XR7NyJEdIDlajkcFQf08y\niqr5IUdLtErO7LjmAhb2kAgC0d4KRgZ7c6s6CWlRIe+MiWB2vIbpGk+uj/UjzFNKaV09r+w6xTX9\nW06Zn0cquRBxdzcUUgl9LZWs3HuIfuOmdTpDlZKSwsSJE3szU5fQlZmp8yg8PIhPmcTRfbsY6tVc\nSEdnslBpMOGtkLHvrBY/Tzkh3q7pmXr+UDGhMeH8LsyDMVHtj563RISPkpp6C0dKa4jxVXI8ZgwD\nUid33lAXsGHDBk6cOMGIEc03tlcyOp2O/v37t9rz4Ux8/AOQxA7i0J4dxMjtjyA4ZvFi4MLbHF67\npfusyWTmCL7MuP8J1L4tb3oFQcDDw4PMn75AX60laNhYhqSkEjxyIr+sWs4oPwnbDxwiYfJcu1Ln\njtjkHxTMkJTUZr8vsymY/LuH6JucQuyMa/nlVB7h1Xl4yx0brm21iRTUGuz2PUolArEeNoLLslh3\nKIt+Yya16zvK19e3SQD4l42rObnyCwoLC4kacOWqZL777rvMmDGjxT1uq/9yfn5+VFZWdolhPZXy\n8nIeeeQRV5vhdvRmpeyza9cup2Z3PTw98TfXYrGJzEoI4acTxVToTeRW6ZtJNzvC0dIa1maVEOWr\nZGZCCP+dmsj385N4Y2o/h9cKV8n52JjFq/19EAQBqUTA+yJFvQClgjuHXx6lw3KphDl1max847lO\nfwbefvttlixZ4iTLLh+6Ss3vUoJCw4i+9f84XWNi31ktHxzI5VhZDYdKqtl7Vsvhkgalv0CVgsEh\nriuBmTBuKCtPlrAkLdNpayYGejNAo+b9zApGLOyZWSmAUaNGMWnSJFeb4XZs27YNna5lCe6uILpv\nPyLveIKd+haCDn7ODUgnDh3O1Bt/1+5glM1kRCoIiKaGPt/K8nLC5Va+FuJRJqViNHSd+FrK1Jl4\nXuTYLn7gL+RNvZuN8hgOVVva/V1SXW/Gt42SfrVCxoyK/fz48pJ2KS6vWbOGZcuWNf5/TclZxpT/\nSq32yvYFtFptq5mpVmtTgoKCqKiocLpRPZmwsDD+8Y9/uNoMt0OtVlNeXu5qM9yOyZMn4+UEhZ3z\nyGQyrOF9CD7X4Bvpq2TbmfJGNTJHydbWcaJcx6BgNXP6XigBkUslhLRzFs2lCILA9ICWb/Amq41/\n7TnN+OjLo+9QKZcypXw/q15+Eu+IeFCpCYiIYdDwEchamZh+Kffdd1/veAE7dJWanz0Sk4byuVFF\nsFFLvyA1BrONQJWCISG+HCiqIkLt6bKM1HlEbzX1I0eyf4RjA0XbItjLg4SRgwkK6Rq1yu4gPT0d\nmUxGv36OB4EuZ1JSUggI6HwW01HiBiRhvfUx9nz6D1K8LukFcrIz5QgmkwmzQY+XQgrmBrtCwsL4\nechVTJt7HZrQtqsmnM3o2Qtg9gJKCgvYvO4HyDlEf0Mhkd4tfw9rDWb8lW1/x6jkMubUHGLrj98y\n5drftHrs1KlTqTnnOImiSFnRWdJtwcy4/T7H3tBlRnl5OUFBLVfptJqZ0mg0lJWVOd2onozNZuPO\nO+/szcRcglOH0l5G7Nu3z+mfISEyscn1NyEmqMOOyenKOub0DSHazjyprsJLIeO+UZdXOaiPQsZ8\nfSZTslYzOeMrIpc/x8pX/ubQGu+//z6PPvpoF1nYc+muzNR5wgaPRC6RMD46kBHhfo0Z3+QwP5c7\nUgBWDw+yTTDuw5+duq4oiogRPWOeVEuMHz+e1NTmZVVXOlu2bMFoNLrk3H0GD8PvxkfI0EuxiSJW\nm0h1vcWlzlRx4Vk0UnODgIylITOl8vJm9u/+6BJH6mJCwiOZ/rsHmP7ce9Te/CybglM4brC/v9Ia\nTfi3s7TfJorIvVsPwFgsFpY+8RiffPA+uTk5/PjCY8zVHsBoNl/x5efl5eWttve0mZnqdaaaIpPJ\n+OijjzCZTE5XaOvJeHt7U1NT42oz3I7U1FR8fJwbQVYFhVJpMBPYwczRxbiiiV4URf65I8vuMOHL\nAUEQGrIZZYfIPXWS2D7ta4i/6667nD7g+XKgOzNTAJphqWxcvZzx0TaytQ0N9DKJBJlEaOzha/iR\noFbIuv0zZJYpMExK5ZFa55X5ARytNjNo8mynrtndrFu3jsjIyN7e3UsYP36807+HHKFf8ih2F93E\n899/Q6S3B56aMDReAZSUlPBrRgZJgwYRGWlfMKIr8Pby4mT8RPI9i0hN7LohvZ1lwPAR9B+WzCu/\nv4n+yubOsM5kbVJC3xpKmRRh7XtsOLqH0NSZDEkZB4BBr+eFh+5htKQSf7mE6z10+FoqsL35eyZ4\nyEn3SiD5jvud+r56GtXV1Yii2Grve5uZqd7SreY88cQTvU7mJQiC0JudskNGRgbFxcVOXbOmIJs6\nO8P8HMVstblE3EEulfDnsQndft7uJl4tJ3tP+7MHn332GQ8//HAXWtQz6e7M1JCxE6gJ7cvG7FLU\nHnJ8POQopAI2UcRosVJlNFOsq+dMlZ603O7/HpAZ9ag3rOONlbudum6poMI/sGcHOKZPn96idPGV\nzPr1610eqBkz71ruWfo6d7z5KYsefQ7dqaP8686FbFn1E0v/dD9pn7zNjnUrMZsckwbvCAGaYMZc\n8xuSpsym/8gxXX6+ziAIAqNmLWj1+fauM84XZlYfInj5P9j41N0c2/UzSpWKZ9/9DO8pi/Hw8OSD\nX7L5xaDgTPQosib+jnlL3iC675WtkHnkyBE0Gk2rf+tWXdrg4GBKSkqcblhP57XXXnOq1PXlgLe3\nN9XV1a42w+0YO3as05T8zjPzjvs5sKUP+es+Zpyq46Ubx8pq6RvQ9XNHLkUiCLy26zQTY4Iah6Je\njgiCAEXZ7T7+1ltv5aabWp+5ciXS3ZkpgHED4plZ23wQ6KVsyel+Z+qJ8kw2iBHccv10wHkbz0lq\nM+vefZV5Dz7ptDW7mxUrVpCcnNzt14s7Y7VamTZtWrcp+bVGSFjDoPPjB/YSUX4Cz0A56XnHSPU0\nMSVnI8YsK6t+3cE1f/1Hk41r/qksjqz4DFX8QEbPWoDSCd+pNTU13TJ3yxlE9x/EwV1Shno5xyEO\n9ZITIpaxYetqBo6diCAITPnNHZRMmMEf5p0gdfyELlVP7WnYbLY2Fbxb3cmEhoY6Pap+OfCvf/2L\no0ePutoMt0IikfRmpuxw/Phxzpw54/R1k6fOot//vcbm+o6pillsNs7WGghTu6YH5JHUPkivhOul\nOLvd/ZXffvst9913ZTf52qO7M1MAEZOuoqDOsVkzF2O1iRTWGrpEUGSASsKcnMM8vDGTf9c7L6gn\nlQgk5e/h4LYtTluzu5k3bx6DBg1ytRluhclkIi0tzdVmNJKfk83hjT+h8wokIDCAvw7w4pb+DRtV\nT5mUGbVHWf3Co6R/8CbpX77Phi8/Iu+9p5lTe5ixB77iwBM3s+KFRzGbO/75hIZgV3ulz11NdOJA\nVtZ4Nvsu6Wjv/hqdiq3DbiRmzg1Nfh8SEclLL7+CVqvtsK2XI+np6YSHh7d6TKtXUkBAAHq9HoOh\n7QjdlcSjjz5KXFycq81wK9Rqde8H0A7JycldNpMsKCSM4Pm/I1fveLRqc3aZQwN+nc1/9+dQU9+5\nL8OeQLhJS+HZs+069vrrr+ftt9/uYot6Hq7ITA0aOYZjXm3L9yf4e3GsrHmv6MGSas7WGNmWV0la\nTlnjT26Vc+SW3x8awIgRA/nfkClOFUOKVEooz2t/NtXd+Oabb7okeNWTMZvNzJs3z9VmNBIVF89N\nS/7JlKffpjJiMH6e8gYhiHN4K2RcZT7F5Px0Jp9czcyTPzFO2bAHVUgljPODOYYTbP3mo07ZUVlZ\n6dI+MkeQyWTI1X5sKWrf/eP8PUE8J/hxKUqbmUnXXE//ocnNXvfss892y3DnnoRKpSIsrHVhklad\nKUEQCA0NpaioyKmG9XSWLVtGenq6q81wK2QyGYIg9KocXkJubi4nT57ssvUHp07kSFiyw393k9Xm\n0hK7B0bHo+qgnHtPolqU4efv365jf/zxR+68884utqjn4YrMFIDnsIkYzK0HKmL8VORW6bFckoGq\nMpoZFeHPpNggpsRpGn+c5Uz9nFdB9ZZ0jvqFsKPG/lDUjrC3RmD0/MVOW6+7ue666+jTp4+rzXAr\ndDodO3fudLUZdhlw9S1sjpvFZo940rUCabVy0ghlk0GN1thysE0hlSDL2ELG3t2cOnmCwsJCh78D\nZTJZj8lMAdzx57/iqWxfeePOUgNfWyO5Y9NpvqxoLpQ23MPAytefbdafZjAYeueo2mHz5s1tOlNt\nyoCEhYVRVFTUq45zEbfccku3D8Bzd6RSKXK5nJqaGnx9XTfQ0t0YMGAA+fn5XXqOyXf9mfTn/sAU\nVfs3asFeHpTojC6Tev4oI484PxVR3SjJ7gr0Us92zxlbuHAh8+fP72KLeh6uyEwBpF51HVt3/MQ0\neeufq+nxwSw7WtikZFbfhhPWWSbGBPL11d6MLC5hrVco43HOPMgavYGK0lLUPj3zHv7pp59y2223\ndVk1QE9EIpEwbdo0V5thl5g+icScUzu1Wq2N8tuiKPLL1s1oD/z8/+ydd3hUZfbHv3d6ycykTxLS\nSQUSWigBQkgooaOgiKBiR10XFRX9KYoF1LWh6LrgylpQ1xVFeicJCRBCbymkkN57JplMv78/Qkmf\nmUy5d5L5PE+ekJl73/fMMHPve95zzveAX3IdE0VasLo4PrFCBer/eB9tGi3ymhSQr92CoNCwHuep\nrapAW2srfALvOtqVlZW9ZhgV38yDbyC9nPKaigo46dqQ3CSGE4fASH5nZ1Ou1oDLZIIggAxSjNHT\nF+Efz/0f2mTNOH7yKFCag+DWEvjyCThyWZjbeBEH1v8NsWv/AYlTew8ykiTx9ddfU/HyaI2Tk5Pp\nzpS3tzdKS0vNZtRAIDU1Fbm5uXj99depNoVWCIVCe2SqC5WVlbh27RqmTp1qsTkcRGIQ4+dBcfk3\n8FiGRXsmeDtjz40KLAjxoKTW7akxfnDmD/wCV42g947pXTlw4AC2b9+O33//3YIW2R4bNmzAunXr\nEB4ebtV5WSwWNP4jgJqzfR7HYTLwYIR1ZJ0LGlpR0CjHubIG7M2phIdDBA40avA0Rw4/R9M3JlhO\n7vAPst1eU8uXL7eLT3Shvr4eFy9eREJCAtWm9EnHPkYEQSBq2gxg2gzIW1tx6vhB6BprAVl9h58G\neBFYzIbYAAAgAElEQVRa+Is4cOKxkVlVAXRxpnIuX0DxxdPILChGSE0mMoLHImzBcviHhEGjUuHY\nVxtR6OcNz5i5iJgwGRqNBv/79p+oLbiBFz7pnnJNkiQa6utRkJ2BxrIiaNhcJNy71OLvDQDw+Dw0\nLXsTMRMn42LiIZQf3drp3n20Wo0rXHdMiZ+JCAcxxk2b0f6Epxf8Q9rfl0PffgGv0qRbrR4YWMCp\nQeKBnZi+4kkAQElJCT755BP89NNPVnlNtkJKSgqWLeu72bFeZ8rX15eSFAs6k5CQgOBg273hWAo+\nn4/a2lo4Ohq+gBzoBAYGWkXlcMo9S3HizD5MdzC8vnGavyuSC2sRF2D9Xdxfr5XCicdBuFvfBfTl\nsjacrmhBrZqADw+Y5CWGk404YbVtGoimGR5pmjt3LmbOnGlBi2wTqiJTGo0GjJJsgPo+vQAAhUaL\n/IZWzAh0x1Q/F7wUHYSr8mz8CD4aFCrcyG/B9AA3k/peCeQNkMvlZlcgtRb//ve/8eqrr8LJwNTa\nwQCXy8WUKVOoNqPfCIRCxC68r9vjOp0OFeVlOHf9ChRF2fDoQa0w65evsEjYBEltC/ZWazFtqBKX\nU47DPyQMR/7agQeHeYBdkYcbW97BkS8INAhcELdkOVY890KncYpyspD56z/Ba6yEs64VWpIBVWgM\nYh/7u8Ved1eGDou48+9xM+dh75V0OFTdFYtZNISPmepqbD91DKs++67HMeJXPovj6y8jgde+JiEI\nAijJvvO8o6Mj3nnnHcu8ABuGz+fDz6/vGlq9zpSfnx9yc3PNZtRAoKysDJ999hl+/PFHqk2hFXw+\n36ZykK1BY2Mjzp8/j9mzLdsMk8ViQRMyDmTZCYMjTWIuG0qt+dXGDOGRkb7w0qMkmFHTjF/LSAyN\nmAgPiQTF1dVIz7yEZ0NElKkQGsNZcTDmzrnH4OMTExPx1VdfYc+ePRa0yvagKjJ17sRxTCDqALCt\nOm9vJBfWYuYt0Zh9OVX4X0Yp/rtkHKJEagCOUGq0OJJfjUAnAUJd+6fyFyECrqefxvi4GWa03Ho8\n9thj9uL5LlRWViIjIwMxMTFUm2JWGAwGhnj7YIi3D4D5PR7jMW0BEutr4XnveLwbOerOvVGn02F0\nTBzinnsOEokESqUSrS0tcHZx6TZGyh8/Q3x2F+YItJAJNEjlDEXo/U9h/PCRlnx5epn+7Fr8Z/V1\nEDoXQOIGXXUJVGAg4ek1vZ7D4XIhnfcISvdugregffnvU5+PxHeeg8o/AgpHT9y4cQOvvfaatV4G\n7SFJEvn5+aY7U76+vjh+/LjZDBsIBAcH4+mnn6baDNohFApRVVVlr6/rgKenJ4YNG2aVucYtfgjn\nN6ZgnBHlDgyCQFJBDdyEXIxwb1c2Kmtuw7XqZswOMmxRQpIktCTZLae9L/bmVEI91B2TfbvfvABA\nR5LYWaJAdPw8CB1EqG9TIyIsDEKhA/ZfT8WTw+ntTF1tIRDx7LNGnTN9+vQBt+AxB1RFpsbGxCHt\nwDbEcs2nOqk2YfOCy2TciTrNC5ZibnDn7yeXxcScYCkyqpvxdXo+hrmLcVLNwbogkcGbXA4cFlpL\n8gDYpjP12WefYevWrVSbQSvEYjHGjRtHtRmUMGHekk5/kySJf61bg9C2UlxPvYKyGdMgGRcNLpcL\nLrezUEObXI7Dm9YjtiUbjnwmTrZwoYtegjmLV9CiDYxA6IDnt+2887esqREMJhNCh743UkbFxGN/\n2nF4yzMBACECIAQV+D2PgNxVhoceesiidtsalZWVEAgEerUA9F5h/fz87FKjXSAIAuvWrYPKCp26\nbQk+n29v9NYFpVKJU6dOWWUuZ1c3NPgat1s2a6g74gLcUNDQipTCWhzOq0JRkxx8Vt+XBq2OxPGb\n1UgqqEFyYS2O5FUbNe994V4Icem9YWJ1qxIavgRSZydcrlOimOWE7AYFgn2HILuVhI7GtXkanQ4V\noVPhM9S4VOCzZ89izpw5FrLKdqFKzY/D4UDlb97dZwLm+ez+dr0Uzx+40uNzw93FCHFxwDR/V/wZ\nGYPH8o27T+lqbbdG+vnnn7eZRqzWori4GPn5+VSbQQsIgsCyF/8PMmkwfIVstPz+BfKv9/w9Stvz\nOxYoc9GoIXBAPBIj3vgGU5c8RAtHqidEEke9jtRtJqz8O860do64L2WVY/+unbh48aIlzLNZzp07\nZ9D/uV5nKjAwEDdvGt54cjBAEAQ+++wzKBQKqk2hFSKRyF5f1wVXV1dERERY7fvjP30RCmTG76Qv\nCPXEVH9XJARJMcnHBSR6v3jI1RrsvlGBGL+7ss8Cjt4gdycSC2qQVlrf6/McJgNqtRo6nQ58JqBs\nlYHHJKDWaMDu0zrqSVQ5Iu4R46JSADB+/HgcOHDAAhbZNlRFpgDAJ2YOilvMF5mK9nFBWknvn/u+\n4DAZUGjaVQIfGOGNf87t3dGb7OuCk8V1CHHgIM2nZ4Wz3gipvIYDWz+zuXs+SZJ4//33wWbTIy2T\nLkgkEowePZpqM2iDs5s7Jjzyd6gjp6FM4g2xS881w6U5mTjO8Yf8/tcx7+V34ejccxaFLeIq9YDj\ng68gKXgukqQTkCQIRpLGBYs8WCCO/IAt79rF1W5TXV2NyZMn6z1OrzPl6OgIPp+PyspKsxg2UNi2\nbZvdcegCj8ez2cJlS0EQBE6dOgWNxny9YPoiJHI0ch2HWmz8vPoWpBTV4d4wz059qoxdeM0OkmKs\nZ+9CJc58DjzRiuyCYoxyFWC8hECwIw+XMrIxzolB293BcrkGrgkrwOF27+2hj6ysLHuaXw9QFZkC\ngLBRY3BDYD6lPiGHBVU/U/18JXwU3epT9d3FQrx+PKPXY7UkiSaFGr5NNSgKDENxi9LwidQKqJN+\nx8/vvtovO6mCJEm88cYbtL02UMWNGzfs67cuEASBEWPH4951n8HN06vHYx55+2PMWvcFho+fZGXr\njKdNLsfVM8ZlwISNGY+4FU8h7tnXEbf2Y8Rt+A6/1rBQIRqCR9eut5CltseRI0cgl+tvO2NQInVw\ncLBFG4/aImvWrLGnE3TBxcUF2dnZ+g8cZMyePRutra1Wm89hbBxkStN205UaLZILa/FXVjn+yCxD\nUkENDuVVgSTbHSFTFyxnyxpwJL/v1MAHgxxRdikFSakpyMrJweFjR8AsvoI5/s4mzW1JLjkPw5i4\nWf06d9iwYUhJSTGzRbYPlZEpACD8zVfzSJIkauQqJBXUIPHWz6a0PADtqbN9NQm+UdeC4FupsU+O\n8cdH04f3euzpknrMD/GAT1MtVPfdjy0V+lP96ttUOJBbiUaFGgtCPSH1sS2J8fr6evzrX/+i2gza\nIZVKERISQrUZtKKwsNCqG79lhTcht+Aa4OAHr6DqyG8mjaHT6fDquvV46oPN4PWgjDhY0Wg0uO++\n7mqSXTHYmbIr+nXm2LFjSE9Pp9oMWsHlcu2y6D1w+fJlqzZ5njh7IVIID5PGSAiSYpq/K+4N94KA\nzURcgBtmB0nvLOa6otGR0OoMj07F+Llgmr9rn8e4CrhYO8odC7g1GFl3BQ86teJvEVLw2Yb10rI2\n52RMRD38fL/PLykpsafj9ACVkSkAYCgNb4ZtCMPcRIj1d0V8gBviA9wg4bGQWFCD1OI6pBTVdjpW\nqbnrXOnIdsEYANiUloeNqb1vcHKZ7dHbsLYGQKnEqWYtkgpq7vyUNre3UChqlGNfTiWSCmqQU9eC\nOUFSREgluNmoQGh8zwppdMXBwQEvvvgi1WbQjqtXr0Imk1FtBq3g8/l6BQXMyYXDu/GPpx/E8R0/\nmz19VqfTwbmlCuK6Isiam/s9jkwmw+bNm81o2cAgLS0NLJb+MgaDnKmQkBB7ZKoL9913n121rguu\nrq64du2azeXaW5rY2FirpfkB7ZKxIcueR6aZNsKGuYmRUd33RXqKr0u3hWBfZFQ3Y2dWhd7jWAwG\nRriLMcXXBcEuDrRN4VFqtGiMnAHpEJ9+j+Hj44NLly6Z0aqBAeWRqSbDP9d6xyIIjHAX33GKACDQ\nyQHxAW6Y5u8KAZuJo/nVKGhoRU5dC3ZlVyCzpv27p9bq7mxYvBQdhDdjeo82iLlsNCnUaGJzgdOn\nERfmfae+cZq/K+TqduequlWJ+SEeiAtww0Rv5zvfLx8RB2V55s0yUKvNV3vWE0VFRfZmoz3g5+cH\nL6+eU9kGK9nZ2RCJ+tc+oD8sXPUS1v3wJypPH8GBd1fj6L+/wLVTJ6BUKKDVtm+YKJVKaLVaVJQY\nJ/hWUlgAP0YbxogJXDx+sN82yuVyrF9vT+/rilKpxIIF+vtFGuRMDR8+HBkZvednD0aKi4vxxx9/\nUG0GrWAymfDx8blzcbDTzo0bN1BXV2fVOYMjR6EkLK7TznZ/8XcUoLiprU8nmc9mwkXAMbi4foyn\nI+aFDJx+MIk6N8Q/9JRJYzQ2NiIoKMhMFg0cqIxMaTQa6OotW2/ScXsgxs8VMwLdQBAE1FodHhjh\njUaFGmXNbZg51B2H86uQVlKPJ/dcwub0m72OGewiRG59C7YGjANLqcASbcPd+QgCIS4OiAtww7gh\nPTe35bKYUNXo3+wwlKsnk7D9s41mG68nPD098eSTT1p0DlvkzJkz9g3OLjg5OVm8TEOtVmPPpvfw\nx5YvkPzrNpz64SsEc9WYh1LMLDuBir3/wZk3HsGu99dg96b38NS8ePz50Zs4+/W7Bm++kiSJ8//d\nCj8RB2wmA5qirH7bm5OTg/379/f7/IFIUVERZDKZQZsRBklwRURE4Nq1ayYbNpCIjIxEeXk51WbQ\nDrVajfLyckp3kunGuHHjwGRaPzVtxqN/w6F3MjEPVSaPNcHbCRcqGhHl1fPiCwAipRJUyBQ4ml8N\nFoMAifaUJg+H7j2hiprk2JdThQ+mW6cHl6W43qCEkM2E95KVJv8fOzo62tOpe4DKyNT+LzdgDlcG\nA/cdzQJBEPB3vFvPMcnHBQdyKxHr54rRHo5w4DDxUKQP4gN6TpOtb1PhdEk9pvi6gMVhQ1x4E+EO\nxn82ycaafr+GrpT9uRUBHBbqqivh4m5aCnJvXL9+Hfv27Ru0PZV6QqVSYezYsRAKhVSbQisuX75s\n0SbgZUUFWPvMk/jXKD7EXDZwez+mw61wFq8Z4AEkWQQ0FmHocEe4Nl7DacdhIHWGidQk798Fz5oc\nMBxvbcmU54IkyX5lcEgkEjzyyCNGnzeQSU9PR2RkpEF9+gy6Q/j7+6O+vh6NjY0mGzdQYDAY+O67\n7+y9prrg4+Njl6btQklJCSWON5PJxPCHVuNqq+kLwWalBi58/T3EPEU8zLzVuyo+wA0FDXJcrmzq\ndlyIiwOWjRhisl1U0tCmwnHxcBSOWYSI6Kkmj6fVauHhYZmFpi1DVWTq+M/fIqbmQifVSlO5XNmE\n5MLaTj88PT3dAGBOkBSH8qohdeBCxGXj2wuF+M+lnt+TixWNmBcshSOPjciaYtQPi0B6k3EpdmWt\navADexe4MBYem4k4fitSN78DnYELRWMJCQnBsmXLLDK2raJQKHDlSs99lAYzXl5e4FtQZCHj92/x\nVSSv3ZHSA0EQ7em/Thxc4Xvj3jc+BtvAfp1B4RGQdNgn8Wyr7bdyY0pKCrKy+h/ZGogkJSUZvJ41\n6C7BYDDsqX5dIAgCr7zyCurr+9czZKDCZrNx/fp1qs2gFaNGjaLMwfQPHYby8DhoTFzAlDTJ4SMx\n/uYT7eMMEYeFw3lVnVJNmhQafHHGthtJqnUkZt63AnHLzZNaxGKxUFlZaU/J6QIVkalLSYcReHU/\nnHnG9U/TR6NCjWn+rp1+JnjrV6ckCALzQqT4M7McJwprsXT4EDw+uuf3hABxZ2d6ZG0pwGYjTdBz\nL53eEDIBjtg8YkJqtRqaW3LwkS2FKCkqNMu4XTlx4gSSkpIsMratIpPJEB8fT7UZtEKlUuHcuXNw\ncTF/3yiSJJFx8TxYtaVwNmDzsSN/KVwgGj3VqKhS5p7tGC7qcDxBGBRF6YmQkBCD+ikNJsrLy7F4\n8WKDjjX4XY+MjLTvcHQhOTkZpaW22y3eEkilUri69q3SNthoaGhAQUEBZfOzeQIwTRRu0OhIsPp5\nkR7qLMRkXxckFtQi8ZaaGAkdnokKMMkmqtH1M52iL/z8/NDW1mbWMW0dKiJT9acPIkBgvdQ+Q+Cx\nmLh/+BBM8W1P+9uR0T3ardHpoOxQszqPq4RDaxNOK41zCh15bDQVm77Z8c07r2Hvey9imqBdEdFX\nzEVx1lWTx+2JiRMnYs6cORYZ21Zpbm5Gfr5tb1qZG61Wi5EjR/b72q3VapF6cF+PEdZTu3+H5Je3\nEc83Tr2XJEkIA4dh0r0rDD6nOC8XPmWd1+QqMMDtR49DAPjtt98sLhJja5w9exbu7u4GHWvw3SIq\nKgrnzp3rt1EDkeXLl9vT/LogkUjsvXK6EBQURGnOukAsQYOSWlEQBw4L0wPbU//iAtyQXy/HusRM\nSm0yFZIEiH46mL1RXFwMHq97jdlgxtqRKVlzMxyqexd3oBomg8C/5o3C0uHd02Tr29SokClwqrhd\n8MaZz8H4mxnIIXhoVBi5UGoyrWZKpVIhRFWNexllYN9KlWQxGNA0mK8WqyN//PEHrl61jKNmq7S1\ntWHChAlUm0ErsrKyoFQa0cQa7c5OVWUFPlrzHN5auQThSd9g57rnOglFyJoaoT31F7xFxjszZ1o5\niLr3IaPOyb+YhmEOnR1CFUmAxWLhytkzRo1VW1uL5cuX21vbdKClpQX19fUG9ZgC7M6USZSWluLi\nxYtUm0ErHB0d7YpkXdBqtcjMpM5xiJ6/BKdF9GrayGEy8GZMKNVmmAQJEgwz1tMA7cqpNTWWWWza\nKtaOTF04th9jJfSU4L/Nyl0XcDCvXVhGrtYgqaAGx2/WoKpFgcdH+4FBEDhb1oAL5Y34pfYiVjYV\nIrmw1rgUUhOdqWNbPsYITW33CECzZVLj58+fj4kTJ1pkbFulpqYGVVWmCxANJIxdo5Akib2bP8Dm\nl5/B87wSvOWng6uAi0XMChz+18d3jivNywEHxqdot6o0UETNgbObYRGQ2xDofo3y4BE4s/4pSH57\nDyd+/9HgsWpqapCWlmbU/AOdtLQ0CIVCg1UfDV4JREREoKCgwKrNR+nOhAkT7J58F9zd3bF79257\n3UcHXFxc4OPjQ2kUc+ITr+BIm/X6auiDIAhsOpOPWrlxO4R0QkcCBGFeZyozM9OeJtsFa0emtIWZ\n/U5ptRY/3DMGUiEXx25W41JFE2L8XDA90A0RUgkIgkC0jzMCnQRwF3JQ1qzAq94cxPm7IrXY8BYN\nGll34RhD+d/mf0B+4xI8BD2kF8os0yZi69atKCkpscjYtopWq8WIESOoNoNWpKamGtSE9TY3b2Qj\n4OYpvOStgQOHdadpPJvJAOvGWez+4n0c+nYTlGoNakJj0KoyrqdkMuGB2KUrjToHAEB2TzP0FbIx\nQ6SAv5gL13O7kHvFsM3+xsZGLF261HgbBjCJiYmYOtVwYSmD7xgcDgcjRoywR2I6wGKxcOLECXtf\npQ5wOBxMnjzZYopNtkpRUZHRqQXmxNXDEyNXb8RRmjhUGp0Ob8SEwIFj3gJ/a0KSpNnT/GJjY5Gd\nbd5mqbaONSNTOp0ORJnlGtSba5NpwX/PIL2sATMC3THZ16VH589VwEVhoxwRUjEAQMJjQ6MzbP5m\nlQa8MXFG26XT6fDbtq2QZCQhQdLL5pHMMpGplStXIjTUtqPd5qa8vNy+Ad6F4OBgeHp6GnRs8v49\nSPz+K9SAB9ceBCU+PHYJc+vOQ3j5CCq3/wPBNxIhNPKeFqCuw7VTxgunKMr7rsMeJiBRkmuYOl9e\nXp691U8X0tPTDf6cAEY2z5gwYQLOnDEuF3Mgw2AwsGTJEsoaStKVsrIy+4KwC+PGjaNc+VE6xAej\nXvwIh0QRuNlquLPbptaCYWahBQZB4MfLxciqkZl1XGtCAmCYuX9YSkqKfUHYBWtGpi6dOoHRLHov\nPkmSxGezIsA24O6t1pF3pN1JkuwhMahnTrJ9MOWeB4yy6+aNbBz89nPwLxzAUAkfoi6LyitNWvxX\n5Qkls38F8vrYuHEjZDLbvZ5YAiaTiYAA2xb6MTc7d+6ERCLRe9yV1OMYkvhvuFfnIN6p502IF0YP\ngZYkEePOw2w3BsKFxm+WDBOQIPf+C5lnTxt8Tn7mNQSU9R3YqGxRwjPEsKgkSZL2FNkuZGdn46GH\nDK9jM8qZmjJlCk6ePGm0UQOZoqIie/+tLowfPx7OzvrlfgcTVVVVkMvlVJsBN08vzH75PaiXv4VD\nTB/UtukvSuezmVDrdGgytoC9DyZ6O2H8ECcEOtluM0lLpPktXrwYp06dMuuYto41I1NNBdlwMlLS\n2FroSBK7siuQVFiLZX+cA5/NwvXq5j6jXQqN9s7zefWtGCLW394gv1WLofc8rlftjCRJXD5zEse2\nfILjbz4B3ZY1aDmfhEXuDAQLuh+v0GgROn8ZhswyzkkzlDVr1hisvDVYKCgosKfcd2HixIkGOVP1\n9fVIKarFIr/esznuDZWCxzJ9Q22UQAvFn18iecd2gzKdcnb9iFA9jbhvqtkYGqa/MTFJkrhw4YJR\nqY8DnerqatTW1hrVANyody8mJgbPPvssdDpdv7XsBxoJCQk4f/48Ro8eTbUptIEkSezZswerVq2i\n2hTaMHr0aNTVWaZWoD+Ejo5C6OgonD2yDxeTdiKWWQtuHzeF6QFu2H2jEveEGR727gsBm4X0snqU\nydowyae930dDmwr3hnuZZXxrYIk0v507d9qvrV2wZmSqp6JucyJTaaDW6u6o2xnD5comTPVzgTOf\ng/NPT4OQzURlixLHC9qFIiRcNsZ6OXaKIk/ycUFKUR3chBw0KTSI9ul7k0uu1iDLKwrzR0fptefI\nts0Yk3MUowRsgA1AwkVQH2tUV6YG7CG+8PXzN+TlGgVJklizZg0SExPNPrat0traCk9PT3tddwcK\nCgpw5syZHhXaqstLodVocOq3bRDw+ShT6CCyogrvGL4KbZd34PjFJAgnzcOk+Yt73NC4euoEIhtv\nAD3VI3agjSsyqL9lXl4e4uPj+y2pPhD55ZdfMGLECHAMbJ4MGBmZ8vT0hJOTE6XKZHRDrVbb1be6\nEBgYiKgo/TfjwYRMJqNlCsr4WfMxfcO/cSp8IVJaOL3uYl6saMJYT/27ecbw0sQgPDHa707zUrpG\nBHqDNKFBYm+sWrUKe/bsMeuYto5V1fzMnM7albnBUuzNMa4xc5tai6P51ZCrtXcagYZ8dQwylQae\nIh5mBLpjRqA7gpyFSCqovSOLDrT3ixJymDhX1tinI6XW6nBMLsT5MQ9i7gtv6bVJp9OBkXMebgLD\nm5E7clioLS8z+Hhj+fDDD+276x1QKBSUp5bTDYlEgtmzZ3d7vLmxAec3v4XMxP3g8/kYXnoW0SWn\nsNTfMCU3c8FnMzGL24CItB9w6K1VOHfsUKfnSZJE2eHfMESPIwUA41gyHP3+n3qPk8vl9uyqLpw/\nfx5hYWFGnWP0SmDKlClITU019rQBS3BwMNra2tDc3Ey1KbTBxcUFX3zxBdVm0IqwsDBaRaY6wmQy\nEb/iSYxZ/28clkbjSpeSkUaFGq1qDXwkPeTumMDZsgb8nnF3caWzsXSU9jQ/8y6+v/32WyxYsMCs\nY9o61oxMyeStSCyoudNces+NCpTLzNdEmcVgYEagGw7nVxt0vFKjxcG8KsQHuGGKb3sElyRJ3Hh+\nOsTczo6ME5+D6YFuUHcRmYjycoITv2enhyRJpMjYSB46G1Pf34apS5YbtEGQfvQAJjAbDHoNt+dJ\nFoVh5HjL1GWUlpba7zldKC8vx8iRI6k2g1bs2bMHTU2dVSqVCgWOf/w65nAbQJTloUahRblChxHO\nPLPXChuKmMPCHFYN3A99jUspx+88nrb/L0xSG7YhIeEywS64rPe4K1euICYmpt+2DkRSU1PxwAPG\npSMbvY0TGxuLw4cP49lnnzX21AELi8WiVKmNbojFYixdurQ9DYqiixHdIEmy20WcbjiIxJj93Gso\nyslG6rb3EcNvr/HKqG6GjwG1FsYyzd+1k7pYpFSMYzerMSPQNuoeSJjfmXrjjTcQEhJiT5HtwIYN\nG7Bu3TqEh+vP/zcVAV+AOH/XTv+v6aX1yKlr1XsuSZJgMghM9etb2l7MZSPExQE/Xy2Gl4gPJkFA\nR5KIlErgIugcnT2SX41FoZ5gMu7ao9TqEPDlUdSundvj+MwePpILQ7un556TEagLmowpDz0NB5FY\n7+vrSGtGejdnri9aVBr4zVwIppkFW27j6uqKN954wyJj2ypKpZIWdbp0YsKECd2il0UF+RinKALB\n4YNXfRPDtdkY60KPlDc/BzbyD25HUnkxwHOA5sw+SHiGf4cInv40RbVabU8t74BMJkNVVZVRsuhA\nP5yp+Ph4vPbaa/aFcgdGjRqF9PR0zJ8/n2pTaAGDwUBqaip8fHwwatQoqs2hBd7e3mhsbLSJ741f\nSBiIJ99G6nfvIobfBpVWh7z6Vvg7Csxqe3FTG37LKMWXsyMBtEs5D3MT4URhLWL96d9rqYAnxTQz\nF7x/+OGH9rYCXbBmZIrJZHX7jE/wNlxMp7BRjsSCGjAIAgwA2lvRVhGXhWZle/8ZHUmivk2FOH9X\nDBG3R3svVjTiu4uFGD/E6c5YTUoNxnk5dnKkgPaG10UvzurVBq2eAG+bWouDouGIeebvGOfRvxpF\nJtu4xWZNmxquXt79mssQzpw5g0OHDtlrlztQXl5uVwbtwscff4wNGzZ0eozLF0Kpbb/mRjsSALi0\nukfHc5uA7D3tqcFcAMbUdXL63gRtaGhAdXU1/P39TTFxQLF161YEBgbCyclJ/8EdMNod9fPzg0gk\nQkZGhrGnDlj4fD4EAvOmQNk6999/v1UbbdIdBoMBrVZrMxFM3+BQ+Dy+Dv8tVUFHAmO9HHGhwiSI\nrxIAACAASURBVLx51eFuIjwb1Vm210vEhxOfjaJGeu+oFrVq4bHwcaMKVA3h888/x6effmrWMW0d\na9ZMBUVPw3VZ/51Zf0cB4gPcMM3fFVP9XREX4IahTkJUtSiBW9LkbAYDYz0dcbmyGaeK63Aorwre\nYj7iA9wQKZUgLsANcQFuuCfMs0f1vXKZAmO/Te7VBn3psqmkK+5ZuxFu/XSkAAAi40QNysGHh9eQ\n/s+nh1GjRuGJJ56w2Pi2iEqlsm/MdGHlypXdmqLnpByG262IMEEQtHKkOtIf20hu386URqOxK2B2\nITMzE9HR0Uaf16/YXnx8PJKSjG8yNlAZPnw4Dh48SLUZtKKiogL/+c9/qDaDVgQEBKCszHIF2ObG\nP3QY3GctQ3yAK5z5HDQYIKNuDEqNFi8fud7t8UaFGp4inlnnMjcFECJy8jSzj/vyyy9jzZo1Zh/X\nlrFmZMonMAilXuatM7nZKMe8EA/EB7ojLsANsf6uGOrsgEipGBFSMWYHSeEu5CLKyxHnyvXXIXk4\ncHHh6Wk9PpdT1wI/Se8LqCalBg6T55ue1uPgZJyIxpBh4PEs953esWMHkpOTLTa+LVJaWmqPOHQg\nNzcX27dv76Ral/rnzwi/vt+olFWbgtv3Jn9ycjICAwOtZIxtsHfvXixevNjo8/rtTB0/flz/gYME\nPp+PwMBA+y5QB8aOHYtFixZRbQatIAjC5j4jweMmI79ZBQDwcxTgSqX56r6c+RxsiOteB6Pp0GiU\ntpi5v9RtfvrpJ3vtRxesquYHIHzhCmSaEJ0yFB+JoNMijiAICNlMtKo0fZ53vVqGhJ97bvBZ3CTH\nUOeeFchq2zRIdh6N6Ln39t/oWzj5BKLBwL5zMqUaDpGTTJ6zL+bPn4+5c3uuIRusqNVqg6SxBwse\nHh6dav3P7N8J7/Qd8BZYpo6PDhBFmci9eqnX5z08POw9QTtQV1eHlpYWTJ8+3ehz++1MnThxAhpN\n3xf9wQJBEGCxWDh92vAO1gMdgUCA1atXU20GrfDz80N+fj7VZhiFj38AipntxekhLg7gMBm4Xm2a\ncmVliwJJBTU4WVyHx3dfwp7sCmTVyGyruaSFCulXrlyJjRs3WmRsW8WakSkA8AsORbFXhNXm68hk\nXxekFvet+jncTYQjD/fsnPSmPna1lYGs8Q9i0avvmSWNKSBsGArkhjmcZ9VijJ8xx+Q5+2LTpk24\nceOGReewJRoaGkAQBBwcrCvtTWd++uknZGVlQafT4fSBXXA+sR0BAppv2pnINE4jlD+9j+M/f9ft\n/kqSJH755ReEhIRQZB39+PTTTxEQEAA+33jBrX59kqRSKXx8fHDhwoX+nD4gCQsLg4eHB9Vm0AZH\nR0esX7+eajNoBZPJtLk+KARBgHC9W+vg7yiATNn/TZQDuZWok6sQe6ue5Id7xmBOsBQSHguJBbXY\nd6OyXSaP5igc3Cwy7v79+/H0009bZGxbxdqRKQAIW/AQsmVaq84JtDtDIS4OOJRX1Wvt04miWqzY\n2fO911XAQU3r3brMtAYt/lRLIXz0bcQsWW42OyUSCZrZIoOO1QWOtJiK322effZZu/hEB7RaLYRW\nbDhLZ9rkcpw+vB8u8mqwrp1A8stLEZT8b4QMkjL3EQ4kxmXuxu73X0Zj/d2NGp1Oh0mTJlk0/dbW\nKCsrw7x58/p1br/d8hkzZuDYsWP9PX3A4eXlha1bt1JtBm0gCALff/890tPTqTaFNvj4+CA7O5tq\nM4zH6e4mQWaNDMPcDFtE9QSfxcRwd/GdHfSvzt7ElaomeIn4mB7ohhHuIii11l/EGkNBiwZ+s43r\nQWEo8+fPt19HumDtyBQA+IeEodCDmuhUoJMQsX6u2JdTiVp5d8GaGF8X/Lq456boSo0O6g6pxEoW\nD0s2bsHQ4eatA8u7dhkeTP2bKoUtavjHWjYqBQBr1qyx93rswM2bNwe9sEBzUyMOb/0M59c9gtEp\nW/Hrd99ikqoE8RIt3AW21SDeVMQcFhZpb+LKR6uRd/k8AODo0aNQKBS0FdywNiRJ4s8//7Q7U1Tj\n7u7erzzLgcyaNWswYsQIqs2gDRwOxzZ3C8Uunf7U6PoXOtLodN1kntdODkaY613nzN9JCDbN66Wy\nXcMRPna8RcZOT0/HfffdZ5GxbRUqIlMAEDL/QeRQEJ0CAD6biYWhnrhY0YgmharTc39lV2D1oavd\nzilqlIPFIOAlupuiQupIs9dpKhUK5P66GeFC/deBPKEPgodHmnX+nti4cSM8Pbv30hqs2Oy9xgRu\nXDqPo9v/jYb6Ohza+hmuvfskZpWnIkasBZ/NxMb4cHjRXNjIkhAEgViBHKUXTgIAQkJCEBXV86bM\nYKSwsBBcLrffDYz7vWqZOnUqzp8/j9ZW/c0MBwMikQjHjx/HlStXqDaFNmRlZeG9996j2gza4O7u\njqysLJurNeS5D0Gbun1ROcZT0m+J9Izq7lGtnVnl2HOjotNjjFtNTOlIjkyL4AUPWWz8iRMnYseO\nHRYb3xahIjIFAIHhI1DgQe1mUKyfK65Xyzo9dk+YJ76a091BKWiUY7RnZ8nysbw2pB/Zb1abjm79\nFLPY9XqPI0kSGGr5PoNqtRqPPPKI2dsU2DLXrl2DVCql2gyrIG9txb4vN4L45X3E5uzDjfUrkVCe\nisli7Z2oy8WKRnxwMof2G3XWgJS3X0/ef/99uLlZJl3dFnnvvffg7e3d75Tkfn+yHBwcEBUVZZcj\n7cDSpUvtvZU6MHXqVLvMcwcIgoCfnx/UavNKjFuaoSNGIb+l3WaCIMAgAG0/olN1bSq4Cjo3+1wR\n4Y2EoZ1v+gyCMKYtoVXJk45AkAV32vPy8jBt2jSLjW+LUBWZAoChc5chr5W6tFMuiwmVtnNk6buL\nRXjvRHexBbW2ewRKzGVDdiHZbPZcPZWMkWVnu0WYe+JCM4mx85aYbe7eYDAY+OGHH+zpSh1wcnLq\nVxG9rXH2yD6ceXcV5tafQ4gDAxwmAxNd2N0+C8PdRPggfhhFVtIMRXsAZOXKlYM+FbQjjY2NePzx\nx/t9vkluekJCAg4fPmzKEAMKtVrdrbv2YEYoFCI2NtbmIjGWhMfjIScnh2ozjIIgiE6iENHezjhT\n2nlnulmpRnWr8Q2J08sa8NXZmz3PSUO43kEWHT84OBiJiYkWncPWoCoyBQBBwyOR50rtIkzAZiKp\noOaOs/TEaD+sjw3tdMz58gb49NJfyr8+B4U55lG6q7mQAh8DpaQbPcPg5OKq/0ATyc7Ott93u5CW\nlgYvLxOaMtMYkiRRVVaCfR+8Cr/jWxEvaO1VxfI265OzcaZUfw+3wQChaEVKSgoOHDjQqefWYEap\nVGLPnj0mtVcwSVosISEBDzxgmUJsWyQ8PBxPPfUU1WbQBi6Xi8OHD1tcycmW8PDwgEBgWzJChdkZ\nCHe4e6kQclhoVd/drSdJEkkFtQh0EuB6dTNIEnATchDuKsLuGxVw4XOg1OrQ2KX2AwDi/N0Q7d25\nzwWXyUByYe2dv9kMAhO9nQ3aDbckhXIt2GzLqjE2NTVh5MiRKCoqsug8tsSGDRuwbt06hId370lm\nDQLnPID8n97GUAfj/u93ZZfDkccB18TUognezlBqtEgpqgNA4nhBDVwFXKyJbnfsz5U1QMxlIdS1\nZ2GYEBELR4/9Bf+Q102ygyRJEGW5gAEBjza1FrxhE0yaz1ACAwPtzlQXvLy8bO4+YwgFN7JwOeU4\nOCUZmM+oBPiGfSdfn2KX/76DogVhYWGA1r7JfZu0tDSEhYWZJBNv0lV+5MiRaG5uRkFBgSnDDBic\nnJywZs0a+0KoA5988gl+//13qs2gDU5OTkhLS6PaDKNoqSqFA6fzTSvQSYD8+vZ0gdTiOkz1c0GE\nVIL4ADdMD3QDi0FgZ1Y5Eoa6Iy7ADbODpHDhc1AhU3Qap6S5Da8ezej0WLSPM6b5u975GeUhwd6c\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1+PvB9g26xeGeOFvWAAaDwPRAN4RPijPLHLbEjz/+iLFjx1JtBi3w9vbG3/72N6rNMD/u\nxm+kkCSJcV6OWB4xuFLXeiOttB6b50SCy+rulOY3KRE6YxEFVlFDTU0Nfv75Z7P0luqI2fVEH3/8\ncezYsQNNTfaO0ywWC6dOnUJra6v+gwcBR48exZkzZ/QfOAhwd3fHypUroVQar1BkbRrKi+HEu7uD\no9RowWMxzZo+8cnpXPznluqSj0SAmUPdEevvimldfuYFe6C+TY09NyoRKRVjVB91VT3Cpf+ubWxs\nLP75z39SbQZtoEtkCgCilz6GNJnZdJuMJtbPBf+cGwmgPcUvPsANs4a642KjDqPjZ1NmFxWo1WqE\nhYUNqh31vvjoo49QXl5OtRlmxzkkAnVylf4DO9CgUOPrczctZJHtkVkjQ4VM0eNzJEmCxTUs4j4Q\n2LlzJ6Kjo83e6NvszpSHhwdmzpxpLwpF+83uhRdewP79+6k2hRY88cQTYLPZ9kgd2qO4W7ZsAYtF\n3cLMYNpknRyntNIGvb1wjGXd1FCsHKl/wXylsgmZNc1YFOYJp37UTYFDf2eqrKwMs2cProVxX9Al\nMgUAIrEEsqBxIEkSp4rrcL262arzf3+5GJvO5Hd7XObiC7GE3iqV5obFYiEjIwNMpvEpYAORVatW\nYcKECfoPtDFGRE3AdZVxi/3sWhk2JUTY66UA3GxohZDNxGRflx6f5zJIKBVtVraKGkiSxCuvvILl\ny5ebfWyLdLp74YUXsGnTJmi1xneAH2gwGAybiD5YAwaDgUOHDqGlpYVqU2jBoUOHsG3bNqrN0I+8\n8/+XVkd26qBuDlKK6vDIrr5rLStk7el//ZVj15EklGz6O1M+Pj72DZgO0CkyBQBjl6zE3lI5PBx4\nPe72FjfJQRhRy6ePsuY2NN/q6fZwpA9emdR5R1Wp0UI7JNhs89kKR48exZNPPkm1GbSgpaUFixYt\nGpBtaZhMJnRuPkadc66sEcVNg8NB0Idaq+vTqWQzGFAOkuyp3bt3QyqV4qmnnjL72BZxpiZPngwP\nDw/s3LnTEsPbFMHBwVCpVEhNTaXaFMohCAJr1qxBerpdrhRoV15atmwZ1WboRdelx5QlNvtmBLrh\n+0Vjen2eJEmcK28wuKdUT+fv0UgR+8hz/TXRqowfP96+CXMLOkWmAMBV6gFuZAyGOgsR5uqA4zdr\nkFhQg6SCGhzOq0KdXIVYfzeT58mobsaxm9VoaFPh2M1q6EgS7564gV3ZFXeOaVRqcNBxFKY/9neT\n57M1ZsyYgR9++IFqM2iBQCDAjh07wOhFuMfmMaJuqlauhJuQgym9RGIGEzqSxOazN7E4vPcOXVfZ\nHggKH2ZFq6hjzZo1iImJsUg022LfvLVr1+Ljjz+2p3QBCA0Nhaense3mBibNzc2oqKjQf+AgQKPR\nYMaMGVSboRd+UARkyvadcaVGa/aoFNAuJe39+WFoe+ldlVJUh1gTGgQnqp0Q/+pH4NmA0hVBELhw\n4cLAXRgZCd0iUwAwfOFyZMhI+EgEmB7ohvgAN8QFuCEhSIrRxtbx9UB2rQxqHYkZge4YIZVgbogH\nDudV482YECwJb2+pUN6mRXrQTCx6+d1Bmeq2evVq7Nixg2ozaMGXX345sDeveUKDD21WalDZYt+I\nAgCNjsQkb2fwexCeAIBSuQbSeQ8PirrD21lRlmrybbG79YIFCyCTyXDixAlLTWEzTJkyBS+//DKq\nquwynRMnTkRdXR1qamqoNoVyhgwZgt27d0NnYO8aqpgwcx7Ste0LRC6LCYXG/Om7XBYTxS/N6lHq\nvEKmgJDDhITXvwu+RqcDY2QcxI79i2pRwdKlS5Gf3702ZjBCt8gUAHgHDEWp1wiLjK3T6VDQ0IpR\nHndroEgS4LOZeHzPJVyubIJaq8MlvylIeGL1oK0L+eyzz/DQQw9RbQYteOaZZwZ2ymO94RuwR/Or\ncd8w2+jhaGlePnIdIS4OvV4jrrhGYFRMvJWtooaPPvoI0dHREAoNd8yNgrQgmzdvJlksFtnY2EiK\nxeJB/VsoFJJVVVWU20GH35s3byZFIhHldtDhN5vNJrdt20a5Hfp+C7gcsvG1eaSYyyL3Olvc1wAA\nIABJREFULptIirmsO3+b6/fCEA9SwGZ2e/zL2RGkkM0ki1+cZdR4/10RS4q5LPLQs/Mof/+M/S0S\nicjy8nLK7aDD7/T0dFrY0fX3xbSTpAPH/N+DxtfmkcIO34NdD4wnBWwmWffqXFLEYZH1a+eSAi6b\nrKmpocX7QNXvIUOG2O8jYjFZV1dHEgRBlpSU0MIeS/wWctkGf38+mzmCFFnoe2lLvxvWziUdOL3f\nN48+v2jQfH+EQiEpFArJhoYGi/k7BElaLg9PpVIhNDQU27dvx5QpUyw1jU1QVFSE+++/H+np6YN2\nJ/E2JSUl2LJlCzZu3Ei1KZQjk8nAZrPB49FXmrRFJsO1tx5B9K3spcSCGkzzdwXDzJ9jtVYHLUmC\n1yElQaHRIrWoFjMC3bEruwILQj3AMjD97c9WCdSOnhCxgHmvfWhWWy3Nk08+iSVLlmDOnDlUm0I5\nK1aswLp16xAeHk61Kd048tFazFLkmn3crJpmVLUo0abRYdZQ9zt9qoZ/cxz/WToFjk+8i9DR48w+\nr62g0WigVqvB4/EG/f1UqVRCoVBAMkDVHDUaDU6vWYKpzvqv+4fyqlDfpsLyCOMEKwYin6flQa3V\n4bUpId2ek6s1SBu2CNNXDOBoZgcWL14MnU6HXbt2WWwOiyblczgcvP3223jrrbcsOY1N4Ovriz17\n9qCxsZFqUyjH1dUVERERVJtBCyorKxEdHU21GX3SImuGmLybg64jSbM7UgDwv4wy/P3g1U6PydVa\nuAvbF0zzQzyw90YlChvlKG6S9zlWq0oD1wnTQaoUcIuKNbutlmbTpk20/1xYCzrWTN1myPR7Udqq\nMfu44W5ijPd2QoiLwx1HSkeS2P/gRNSPmD6oHSkAOH/+PObOnTvoHSkA+O677wb0xiSTyYSOYVgL\nEV8JH0OdLJTGZUNodDqsHOmLJ8f49/h8MuGFuAcft65RFJGYmIiDBw9aXKzG4hXODz/8MMrKypCY\nmGjpqWgNQRA4deoUXnvtNapNoRw+nw+FQoEff/yRalMoJygoCCkpKWhro6+Mq4fXEFQJ3AG01y95\nOFgmivbgCG9sSujsZMvVWgjY7ZEqNpOBuAA3NLSpUCdXIbGgpleBm1TCA2J3LzRXlSIqbpZF7LUk\n33zzjb1X3y3oWDN1m+HjopEhDrTI2AI2C0Od7y4M6+QqxP92ATOffMEi89kSEREROHLkCNVm0ILl\ny5djw4YNVJthMQiCACnWr8zXpFDjjeNZGN9PxdeBxPnyRqzcdQEugu69GC/I2QhZ+sygETjasmUL\nVqxYAUdH04WB+sLi7yaLxcL69evx1ltvDXplv3vuuQfr169HSUkJ1aZQzuTJkxEXF0e1GZRDEASe\neeYZ+m82SP0AAAI2E60q8+/EA0CbRougzUc7XSfkai2EnLtpf448NkZ7OmK0pyOivByxN6cS1a2d\nlZvK5Rq4zrgfO7f9C/PWfmiTN43Vq1fjgQceoNoMWkDnyBQAuMbMR22b2qJz6EgSKaQ79h45ZhuN\nvi3MBx98gG+++YZqMyiHJElERUWhdaD3CTLAmeKxGHhlUpBZo5UqrQ7X6hVIauEhie2HRLcoHGb6\nocQC0WhzwiAI7FrWvYHzJTkLgqVrEBQ5mgKrrM+RI0fw119/4fPPP7f4XFZZZSxbtgxNTU3Yu3ev\nNaajLUwmE7///jtSUlKoNoVygoKCsHLlSrtjCeCnn37CiBGWUQYzG1J/kCQJCY+NZqVlbiQOHBby\nV8+EQnNX3bA9MtXz4lHMZWNhqCfy61txtqzhzuPZLDdkZt3Aihf/D96BQT2eS3cSExPx9ttvU20G\nLaBzZAoAxsTOQIbccrfSFpUGuznBkCSswAcff2qxeWyJl156CatXr6baDMqpr6/HxYsX4eQ0sKMx\nWr5I7zFP7LkEFqN/jhRJkihsakNyI4EkeCDJMRJJgTNxdtIT8Fj3A+I+/S/i3vwC8X97EwlvfYHm\nB97AYV4Iclvo51TVt6mwPjkLBDq/F1fkLHAWv4DwqIkUWWZ9PvnkE7zxxhsQi8UWn8uiAhQdOXjw\nIF588UVcv359UGja98Xu3bsxYcIEeHh4UG0KpeTm5sLPzw8cTvdQ9GCioKAAjz32GJKTk6k2pVeK\nb+ZD+dXfESzhIr++FQQBBFogN33FzvN4ONIHs4OkAIDTJfUY4yEGrxeH6jZFjXKUNLdhiq8Lkhme\nGP7Meri5S81un7VQq9WorKyEj4+9kDorKwu+vr6Wk7Q1A8kvL8M0kfl725TKtbgeFI+Ep15AQ0MD\nGAyGxdNV6A5JkggJCUFaWhpcXfvfe24g8P3336O4uBjr16+n2hSLoVarkfJ/KzHdofdUeLVWh8oW\nBVwEnF4337qSK9OgyHkomFJ/EC4e8BsxBn5Dg4zKZMjPvIa8g7/Dp+Iahjn07si1qjQQcqwTUf7t\neinmBEk7tRIhSRIHPKf8P3vnHd5U2T7gO917UWahBQoUKC1Stsyyt0IZlSGgyBBZsgVFRAQEBZGl\nskFAloyyR0F2S4Gy9+ou3TttkvP7g0++j5/ITPKm53BfF1ekJufcIU1ynvd5n+eh/eAxRnEwBbZt\n20ZwcDDJyclG+e4w2v6XNm3a4OXlxS+//GKsU5os9+/fJykpSbSGcFQqFQ0aNBCtIZxy5cqxatUq\n4uPjRav8K57lvXlo6QaAt5s9d1IMs61kxXsBT83XcbWxJO0lMmFeLnZ4ONpwNjYVLKwLdSAFEBsb\n+3aGzn8w9czU3l9+oIJlnt6PeynHjKjGfWkzcCQqlYpNmzaxePFivZ+nsJGTk8Pp06cVH0jB49qx\nyZMni9YwKMc2r6WR7fO/b36NuM8vEfdfGEhpdRLHM8zZX6QW5p/MosWkeQQOGEnTzsGUq1jplbeE\ne1f1o/mIKdy3ev7v4rSTd1/puK+LJEmEx6byvwm6uFwNIfZVebdbP6M4mAIajYaRI0eybNkyoy3C\nGS2YUqlUzJkzh2nTpim+o93w4cNZsWIFGRkZolWE4u3tzf79+0lOThatIpzVq1dz5swZ0RrP5z91\nUwCO1hZkqPVfJ3Lo7iMmH7725O+xWXkvHbjdSc3Gt6gT+damm8F4Wby8vFi+fLni60zB9GumrB5e\nobSNfrvK/ZVji2XwOOp3CHrys06dOr3d2gaEhYUxcuRI0RrCUavVjBkzxuSHvr8JOp0OTeRRrMz/\n/VJVkiS6Vi3FhGe0AP9fLuWYEVqpHQHTVtFq2CTKV66qF8e83BwK7F3IfEYtsSRJ7M+yw7eMcXYh\nzTt9h4/e8cLR2hJJkgjNsSOm1ad0HPcdrkWUs/iwdOlS1Go1wcHBRjunUSuz/f396dChA999950x\nT2tyqFQq6tSpo/gLJZVKxdq1a9+utgLjxo3DwcFBtMbzKV72yX/W9XB9qk5JX7SpUIxxDSo+eW8c\ni80iT6t9qcdamplxJceMyp0+1LuXCIKCgsjMzBStIRxTz0xRQn/d/DLUBexQu+MzYhaVA54uIJ81\na5bpN6oxAhUqVHi7wwW4ffs2K1eulG3ZxMGVizj05UAamac893730nJ4/48zODxnG92FHHN4bzgt\neg/ETs+ZCgdHJ5qP+JrrmU9/T8XlathpXw3LwO60K2mcOZJlXewoZm9Ncp6GEKfq1P5yMbWaK2tW\nYWJiIqNHj2bDhg2Ym5u/+AF6wuhtrr799luWL1/OzZs3jX1qk6JTp0506tSJnJznz8uRO5999hld\nunQhKytLtIpQJEli0aJFaF8ycBCBme1/v4T+7pikM8CCQO+tZ0nLe5z18inpzt2Ml8uABZR05n65\nenhWfP4KZWEhJCTkbec2TD8zpSpZ7oXvA0mSuJeWS07BP1evcwo0HMm05JBrDa63+IwO03+huMc/\na+VGjhxJ69at9eZdWJkzZ45J15cai1OnTnH27FnRGgYhPjaGkudDaGmZjK3l8y+Iw5PVTH2vEUfS\nVI//pD79Z3eaFVZdP8evgeHmDdra2pIn/fdy+kS2FVGBn+BVPxC7I78/s0W5vpl0+CpmKhWO1hac\nKFGHjqOn4uBo+MYLpsZPP/1EQEAATZoYd76k0RpQ/C9z5szh0KFD7N69W9FD9y5duoS3tzd2dnai\nVYQyaNAgPvnkE2rVqiVaRSiRkZEAVK9eXbDJswldvYjAuwee/D0rX8OlhAzql3HT63niMvNQqaCE\ngw1XUvI4WrQW7TMv4mX3/LWfvflFaPHNEtkEIB988AGff/45tWsre0Brr169mDx5MlWqVBGt8kyS\nEhPYOXsyRWwtaa2Lxtrivxd/CTkFXLQsgZlPLco3aEHiw3vkPIqD7HTISkOn1WDrU5M6Ldu98Pe2\nVatWLFmyhPLlDTPXqrAQGRmJv7+/oq8dtFotGzZsoGfPnrL8dzi8cTWBV7Y+97k9yNZy2d2X+QfP\nsmLVKkqVKmVEw39yZNh7vOOg46htRRoMGkvCw/tofv+OB7kSnUoaNnuYW6AlJTcfK3MVxxx8eP/L\nHwvlSBB4vLXzdd3PnTtHnTp1uHHjBt7e3no2ez5Cgqn8/HyqV6/OrFmz6NSpk7FPbzLExMTQtm1b\nIiMjZfmB+LKo1WpCQkIICgp68Z1lzJYtWzA3N+f9998XrfJMjiyeSdOE/9Z1hcWk4lPE4amuQfpg\n1vGbeDjZ0tu/DPlaHfvMPVGV98c27hbWcbeo7aB9csGqkySiMtVcz7emTN/xVK1dX68uIklMTMTc\n3JwiRV48Y0XOFIZufvD4AnfPotn4PzxBtMaSbE8/itdviV/dBm/8+S5JEjdu3MDHx0fR3xWZmZm0\nadOG48ePK/rfISkpienTpzN37lzRKgYhPuoB4b99Twtt1D8yU5nqAo5blsazw4dkY4GrqysVK1YU\nZPqY7auX4Rb2J6nVW9FxwDBUKhX7v5+AOisTuyLFaJ56waDn/+HkbXI1Wt6pW59mk3/Czt7ESwb+\nhaSkJGYM6MGcPw++1vs7MDCQBg0aCBliLSSYAjhw4ACDBg3iypUr2NrailAwCdLT04mNjTXZVVdj\nUFBQwJAhQ1i4cCHW1taidYSh0+mYP38+w4YNM+pe35flyJyJNM26/uTvB+8m0qJ8Mb2fJ6dAw63k\nbKr/T1e/s9kW5NR7jzrtgjh7aA/5D29gZucIzkXx9H0HL+8KJvlv9iZMmzaNsmXL0qdPH9EqQjH1\nzNT/J/L0cbx9/fW6xSY3N5f69etz4YJhL8pMndjYWAoKCvDy8nrxnWXMzp07qVSpEj4+PqJVDIZO\np+PQ6iWozh/CVpuHq5mWBJsiWNTvQMP3g1GpVCxfvpzSpUvTqlUroa6Z6WlsnjeDDyd/x93Lkdzd\nvpKYB/doNHoGd9fOpbXV8+u+3oTU3Hyy8jWYqVTcbjmUJm07GuxchiYmJoalQ7rToFtfWvQZ+EqP\n3bhxI/369SMxMVFI/bmwYAqga9eu+Pn5yXpGwouIiIjgp59+YvXq1aJVhHLnzh2OHj3KRx99JFpF\nKFOnTmXkyJE4Ozu/+M5GJvTrIQTy3/bt++8k0spb/8HUnZRsvgy9xrqgp7d9pqk1nCkXSOuBn+v9\nnKZIeno6mZmZlC5dWrSKUApLZsqQ5OTkkJCQQLly5USrCGXLli3cvXuXsWPHilYRysqVK6lZsyZ+\nfn6iVYyCWq0mLS0NZycnbP6z+H7lyhUuXrzIBx98INjuaXb/vhI7O1vKVa/FhWXf08E8AfPXHCb8\nMuy7ncDmGwl07jeQlgM/L9QNSR7cv49u7kCiLN2Iq9yUHgMGv9TjUlNTqVixIitXrqRDhw4Gtnw2\nQjdV/vjjj/z888+KbkZRs2ZNpk6dyu7du0WrCMXW1lbx3Q0B3nvvPXbs2CFa49lkp//jR4ZoQOHt\nZs+oet7/aL3uYm2Bdb5h5luZIgcPHnzb6ZJC0M3PCNy8eZMvvvhCtIZwPDw8GDJkiGgNody9e5fs\n7GzFBFIA1tbWFC9e/Ekg9b8/NzXa9epH0849SHuUgKN/Aza71H5m23R9kJCVx8VMic9+/JV2Q8cX\n6kAKQFOQj6W5GXkWNgT1G/DSj5s5cyalSpUSFkiB4GDK09OTSZMmMXjwYEVfSGdnZ3P//n3RGkIp\nVaoUTk5OrFu3TrSKUOzs7HByMr0OPPn5+VjmPj0XzdvVcMN711yM4mH6PyfeW8XeIuLwPoOc09Ro\n3749ffv2Fa0hHFPv5mcMPDw8+PHHH0VrCOeXX35R/FxCMzMzihYtKlpDKOnp6fzwww907txZtMq/\nUr3uuzTr8SHdR33BuhjDdOmNzczjobMX1Rs1N8jxjU2BWs2mZCtyLe1eupHU/v37mTt3LiEhIQa2\nez7C230MGzaM9PR01qxZI1pFGNWqVcPHx4cFCxaIVhFK1apVqVGjhmgNoVSqVInIyEiuX7/+4jsb\nkdjoKEpbPr26diM5k4pFDLM3eXyDiuRp/vkF9K5VJiX2LiDs4F6DnNeUiIqKYvz48aI1hPM2M/W4\nxnjFihWiNYSSkpLCRx99pPh6qYULF9KwYUPRGkKxsLCgW7duhaIJyeXwkzRy0n8w9SAth2/OP2Le\nit/1fmxR2Ds6oi7qRXxmLtEPH7xwILVOp+Orr75izJgxwhfchAdTFhYW/Pbbb4wbN46kpCTROsKo\nUKEC9erVk/U08xfh6+vLDz/8wPHjx0WrCKV+/fq4uLiI1niK6JvX8HD475aK+2k5lHMxXA3L7ZRs\njtx/9ueBh50FGTflX4hfsWJFpkyZouisPbzNTMHjz4RPP/1UtIZQYmJi2LNnj2gN4dSuXVvRHT4l\nSaJz585Uq1ZNtMpLkXDqIFWL6H/8TYbWjHZ9Bsiq8VJKQjyO8TcJnvIDqxbMfWGL9GnTpnH9+nWm\nTZtmJMN/R3gwBRAQEEDPnj35/HNlFJY/Cy8vL86fP8/UqVNFqwhl/PjxJjtnyVj4+PgwYcIE0RpP\neBQXQ9LJvVia//fjwtPZlpjMf27D0xeNvYrg4Wj7zJostUaLVSllFOIPHTpU8QOt32am4Ndff+Xk\nyZOiNYSSmprK4MEvV5AuVzZs2EBaWppJ1goZi/z8fObNm1doGvOoom7o/Zj3U7PpEXKZAZ+N0Pux\nRRL74C55j2I5NGscJV/wK37x4kV+/PFHDh8+bBIBpUkEU/A4wjx58qTpFt8bga5duzJs2DAePXok\nWkUY5cuXp1atWoreF1+qVCn69esnWuMJBQUFlMuKeupnZioVOgmDZU1UKhVHHySRqf5n4e7pHBvq\ntTPdvfL6ZOXKlYrOVsPbzBRAz549ad5cHnURr8u5c+eIi4sTrSGUBg0a0KRJE9EaQvn444+5d+9e\nodjiB6Byf/NhwnkaLReS1YRm2xBq6clx12ps2rGr0PwbvCzWeZmMrl+BLjbJFC3739lhd65eYt/8\nb4k8dhh4fN0xYsQI6tWrR0BAgCjdpzCZYMre3p6VK1cyePBgxW73c3V1ZcWKFaxfv160ijDMzc2J\niIggLS1NtIowLCwsuHr1KvPmzROtAkApz7LEefj/4+d1PVw5E5NqsPMOCPDiTurTDS4kSULt5YeV\nlZXBzmtKzJ07l2vXronWEMrbzBRMmDCBlBTDzaoxdTQaDU5OTtSpU0e0ijAePXpEcHAwlSpVEq0i\njISEBH766SdatmwpWuXl8axCQk7Bc+8SnmXO9rR/pmIORmdQZ8t1whp8gufXawicvZ7KH01g4b5T\nVPEtHNscX5bkxHika6ee/L3ctQPs+Wkae2dPRLtsEkWiL2Fj7wg83rFx/fp1k0q+CJ0z9SzGjBlD\nVFQUf/zxh2gVIUiSxIULF5AkyWQibmMTHx9P165d+euvv164Z1auxMXFYWNjg6urq2gVAO5cu4xu\n2UQqOjzdYcdQs6YAtl2Pw9JMRftKJQCIydFw3r06DQeMwsVNGTUDMTEx6HQ6ypQpI1pFGEqfM6XR\naIiMjKRmzZqiVYSRkpLCzJkz+f7770WrCEOj0XD37l1FB1OLFy8mKyur0M0Zizz5F4kn9+Eee5l3\nHFVPMkoxORouFKlGopMHV48fZkJpNUVsrbiQriPRoxolG7XDr26DJ8fRarWsW7eOnj17msTWNn2R\nlpLMie/H0N7m2YvoETlWOASPxiegDhcvXqRZs2asWLGCjh1NZ0CxyV2pTps2jYsXLyo2mFKpVNy/\nf5/o6GjRKsIoUaIEf/75JydOnBCtIoySJUvSvHlz7t27J1oFAO8q1bjrXsWg5zjxKJ8HGXlPtg5W\nL+HMwQQ1oVZlOVy6Mcmdx9Fh3LeKCaQAQkJC2L9/v2gNoSg9M5WamspXX30lWkMoly5dolu3bqI1\nhNKpUydFb39PSEjAz8+PMWPGiFZ5Zaq/25iWY6ZTetwSDpZuyuEcO/blOZHQbjjtx8+g/5DP6NS5\nM/dzJEKK1KXk2IW0GjP9qUAKHn8WXLp0SVaLzI/i4/jr+3G0s372LpdzOZbY9xiFT0AdJEkiKCiI\nevXqmVQgBSaYmQIICwujY8eOREREFJoiQ32zfv16VCoVwcHBolWEcOHCBbZt28bXX38tWkUYaWlp\nqFQqnJ2dRasAcDnsJK6bZ+Bh9zg7JUkS++8k0rpCcb0c/3i2NZadhpAdfRc0+bhW8mfD1m3MmDFD\nVl8er0JaWhoxMTH4+vqKVhGG0jNTycnJJCUl4ePjI1pFGCEhIdjb2xMYGChaRQg5OTmo1WocHBwK\n/WDW1yUsLIxDhw4xceJE0SpvjEajQZKkf7yWZ0IPUDfw2VsY09PTGTlyJEuXLpVFVur+zevc2L0B\n94eRBDhKT9V/3cjUEK+yJ9/agdKdB1ClVj0A+vfvT0REBOHh4SbXhMUkr1Dq1KnDyJEjCQ4ORqMx\nzORoU6datWrUrFkTtVotWkUI77zzDm3atGHLli2iVYTx4MEDOnXqJFrjCdXqvMs1W48nf49MyKBG\nSf21cM/JycZCBc0+6E+zPoOoUbc+DRs25OzZs3o7R2Hj2rVrLF26VLSGUJSembp8+bKiZ0xJkkRE\nRISiZytt3bqVr776SrGBVHJysmwCKXhcF/2s1/LfAil4PKy5a9eusgikAK4e3U/dhAhqOvFUIHU0\n1x5Vn69pMmcDLacvfRJIhYeHs3nzZubNm2dygRSYaDAFj1tkOzg48OWXX4pWEYKfnx8HDhzgu+++\nE60iDFtbW8WuRgP4+/vz559/mlQHK4v/aR6k+s8ffVHFRotzkaJP/czc3Fx2HYtehVq1ail+e5PS\nu/l5eHgwfPhw0RrCUKvV2NraKjaQkCSJWrVqMXfuXNEqwigoKMDDw+PFd5Qp9+/fp1mzZrRr1060\nit5oO2AYB539n2zr10kSIeoiVBkxk0rvPF0fmpqaSqNGjZg1axbNmjUToftCTDaYMjMzY82aNaxZ\ns0axg/r69u3Lp59+ytWrV0WrCKF69erExMTw22+/iVYRgkqlYtWqVSbVsYbc/8488i/uxMWEDL0d\nuoyjNQ8vnHnqZ3Xq1GHXrl16O0dhQ6fT8eWXXyp6cK/SM1N79uzh2LFjojWEERoaWmgGtBqChIQE\nBg8eLJuMxKuSnJzMJ598Qq9evUSrCKGgoICEhAQOHjwoq4VFdV4eNukJqFQqcgu0bLPwpvmX8ylW\n6unSHp1OR1BQEN26dTPpweUmG0wBFC1alHXr1tG/f39FNmSwt7fn9OnThISEiFYRRmBgIB06dFDs\nds9Ro0ZRqVIlkxjcKkkSUs5/Pd7kgz0rX0NS7jPaxSY+fdHs5OREsWKG6RZYGLC2tmbWrFlkZOgv\naC1sKD0zVbt2bdq3by9aQxhubm64ubmJ1hDGtWvX2Llzp6wupF8FOzs7Jk+eLKtg8srZU6SnPnvU\nQfb/+66/c+cOv/76q8nUTr8qd69f4+svxhPxP9v1JUli95zJtLNKIiFXw+FSDXh/0mxs7ez+8fg5\nc+YQERHBwoULjan9yph0MAXQuHFjRowYQdeuXcnLyxOtY3Tee+89WrVqxaJFi0SrCKF8+fJ89913\nbNy4UbSKMPbs2UNUVNSL72hg8vLy0ElPD5C1Mleh1mhf+VhancSf7u9ywLEap9N0HE/VcdisFBQp\n+fTxraywsLDgr7/+eiP3wszq1asVnZlRemZqyZIlip0xJUkSy5cvx9//n3PulML69evJzMwUrSGE\n3NxcqlevLqsGPNlZmST98RNXvx3InoUzSUl6RNS9OxxatYhD33zGqm//Wxd28+ZNdu7cybJlywQa\nvx7ZWZls+24c0q9jaVLJk/Lly/HnmhXcuXmDrbO/onXuTe7kqrhRqzvth45/ZpOpX3/9lalTp3L2\n7FmcnJwEPIuXxyS7+f1/JEmie/fu2Nvbs2LFCsWt0MTFxREeHk7btm0VuW88IyODlJQUXF1dC+3q\nzJuQnZ3NmjVrGDx4sGgVzofux3L3EnLy1MQmp9LCqwiRCek08Hz1duWHSzem2YBRZGZkYGVt/a9F\npSdOnKB48eJUqFDhTfULJXfu3EGn01GxYsUX31mGKLmbX35+PsePHzfZOgFDU1BQwKZNm+jZs6do\nFSGEhobi5OSk2BljFy9exMvLS1bf+/t/m0vL6KOoVCokSeJsBjhRgI+zFdcztVgPnEU5nypotVri\n4uI4f/68ybUBfxF3r17i5qo5tLZJR6VSsTPVCtvcVPbnOeHrXY6AtGvEF69Cqabv4Vvv2Y1lzp07\nR9u2bZkwYQKjRo0y8jN4dUw+MwWPtxOtXLmSCxcuMG/ePNE6RqdkyZJUqlSJZs2aKbJ2wsnJifnz\n5xMWFiZaRQjW1tY8fPiQgoLnT1E3Bpr8PH6NNaPS1NXEOpTCwdqCPI3uxQ98BlLsHQAcnZye252n\natWqTJky5bXOIQdOnjzJ6dOnRWsIQ8mZqbS0NJYvXy5aQxhr1qxR5ALi32RkZJCdnS1aQwj5+fmM\nHDlSdtc8Vhr1k4SASqWitrMKH2crdJLE3eJ+lPN5PM9x1apVLFiwoNAFUid3bCJqAMrtAAAgAElE\nQVRj5VTa2GY8eZ5N7bLJcC/Hlz8vpevnX+I2Yj4tJ8z+10AqNzeXDh060Lhx40IRSAGYf11IBvlY\nWVnRtm1b+vfvj7+/P97e3qKVjIq7uzudOnUiPDycsmXLitYxOq1btyYiIgIHBwdcXPTXjrswYGZm\nRrFixfjjjz+oV6+eUJebB/6kft59HN9tT6ZkQVzUA1KSkqha1PGVj6XKzuBsTCp2RYqxc9EcfBs0\nfWbW2cbGBjs7OypUqKC4rDRAmTJl0Gq1iq0bqlq1Kp6enlhZWYlWMTopKSkEBARQokQJ0SpCsLe3\np2TJkhQpopxB3X8TGRlJZGQk3bt3F60ihKVLlzJ9+nRZZaVyc3LYt2kddWxy/vH/5j6EGsEDKV7K\ng2vXruHr60uzZs2wsbERYPrqFBQUsGv+d1S7tocK/yl9kiSJo9k2xNcJos1nE7G2scXK2honF9d/\nPY5Op6NmzZr4+/uzadOmQvOdXygyU3/j5eXFxo0b6dOnD7du3RKtY3QsLS1ZuHChYmdPZWVlKXbv\neNGiRU1iAUGyd+EdJzPO79pMdFw8J25F4Wht8VrHKmenwiIshCWTRtE8OYLDWzc8834qlYr79+8r\ndtZOYmKiouetKTkzdePGDQ4fPixaQwgZGRkMGTLEJD73RODi4kLlypVFawhBq9USHR0tuwWUE5vX\n0Mf6v6NOCrSPd3UcybHjw5mL8atZ+/Hfjxzh2LFjhWbhOD7qAXunfkbblLOUsH3cKORqlsSeonWp\nNeVXmnTt9dJB0ZQpU8jOzua33357Zh2VqVJ4TP9Do0aNmD59Ou3btyc5OVm0jlFxdnZm/fr1DBs2\njLS0NNE6Ruejjz5i1apVREREiFYxOiVKlCA5OVl4Rxtz12JoJQnpznkqlS/LRP8imKlAo3u9rX41\nXcyo5GZPaIW2NHnv3+cptW3bVrEdzXx8fGjcuLHstru8LEru5ufs7KzYOWO2trbMnj27UF1Q6YvE\nxESGDh1Ky5b/PsRVruh0Ovr168eQIUMKTVbmZTFTgbPN422rl3PMWGvty18pOkr1HIV78cfNl2bM\nmEHt2rUJDg4WqfrSRBzex72fx9PRIhFLczOScjXstiiH7YDptPtsIg6OL984YvHixXz//fccPXoU\nd3d3A1rrn0Kzze9/CQgIICYmhtmzZ9OzZ08sLF5vZbwwYmZmhk6no0yZMtja2haaFKi+cHFxoWzZ\nstjZ2Snuubu6ulKtWjXs7e2FPXcHVzdOXL6Jxt2TUr410J07hE8RB05FpVLW5Z9tTV9EnkbiUYV6\ndB486rmtb+3s7GjUqBH9+/dX1PsdHmfmpk2bRuvWrWW3UvsyjBw5kurVq1O0aNEX31lmbNiwATs7\nO7y8vESrGJ1x48bh5ORElSpVRKsYHQsLC6pVq0apUqVEqxid/Px83Nzc8PPzk913fJ5W4mHECVI0\nKrQdP6V17wFkl6hIlRq1AMjMzMTMzAwfHx/sntEm3FTQarWc2LmFGxsW4X11Pz62OsxUKqJydFx7\n5z1aDZ2Iq/urjTRZvHgxEyZM4MiRI4XyPV8ouvk9C51OR3BwMBYWFqxdu1Zxq1cdO3Zk0qRJwmto\nRNC5c2c+//xzGjVqJFrF6PTq1YsPP/yQ1q1bi1ZBkiR2LJhF09gTnIlOoWX5oq/85bdbKkXbrxe8\n1OPu3r1L2bJlFfdeh8cdDb28vChduvSL7ywzlNzNb+fOnbRo0QJbW1vRKkZFkiRSUlIwMzPD1fXf\n6yvkiE6nw9/fn0OHDlG8eHHROkZFkiQCAgLYsWMHZcqUEa1jEGIf3CM1Phbfug2e+rkkSdSuXZst\nW7aY7OJJZkY6p7esRXX9NO9apGFnaYEkSYzcd5lP6lRkX0ERRi9e+8rHvXDhAi1atGDMmDFMmDDB\nAOaGp9AGU/C440fz5s1p3rw506ZNE61jVHJzczl//jwuLi5UrVpVtI5RycjI4OHDh5QrV05xF1gp\nKSkUFBSYzJfskgmf8bFlFBlqDffSsqlV6tUufEILXAmc/nLdyn799Vfu3LnDrFmzXke1UDN79mwa\nNWqkyMWTXr16MXny5EK5Wvmm9O3bl8WLF5v0KrUhuHXrFr179+bMmTOiVYxOYmIi5ubmimy6ER4e\nTsWKFQtNrZC+0Ol0rFmzhqCgIBwcHETrPMWZfSFknAzBIjsd24Ic6rioMFOpKNDq2G3uhZP/u7h5\nlqOUV3mcnZ1fefdESkoKnp6eDBkyhNmzZxvoWRieQr3Ea2try/bt21m/fr3i2sfa2tpy7949YmNj\nRasYHScnJ5YsWcLly5dFqxgdFxcXWrVqRUJCgmgVAPp+9T0bHWtgZqYit0DLd8dukJ738i3c7TIf\nvXTr3w8++IDJkye/rmqh5v3331dkRg6UWzOVlpZG9+7dFRdIweMOlnv27BGtIYSxY8cSHh4uWsPo\n6HQ6vv32W3Jzc0WrGJ2srCwuXrxoUjViV8+eZu83w6kQuoSWqgQCHfKo52qGmUpFToGGnXZVaT/5\nRwK7BFO9Vl2KFi36yoFUWloaAQEB9O/fv1AHUlDIgyl43OVs9+7dfPHFF+zdu1e0jlHp1asXubm5\nhTYt+iYsWLCAixcvcu/ePdEqRsXMzIywsDCTed4qlQrn1GhcbSyJy1LTrmKJJwW2LyI7X0OKzoLY\nBy/3XBwcHKhRo4bJBJLG5MGDB1y8eFG0hhCU2s0vJSWFkydPitYQQp8+fRQ5V/DevXt8++23JrGN\n29j88MMPLF++nJIlS4pWMSqXLl1i4MCB/PDDDyZRDxx15xZ7Z0/E/o/vaKOLosj/+z5PVWs4WLQe\nnSd890a+Go2G/v374+rqKov5seJfOT1QqVIltm7dyvvvv8/evXsJCAgQrWQ0GjdujL+/P7du3aJi\nxYqidYyKo6MjutfsIleYycjIYNasWWzdulV4ge6dq5e4HJ1AOZcCuvt6cCs5iyP3k2ha9vmdeHZJ\npXBr2pYWga1feiinSqXi0qVL5OT8c0aH3KlXr54iO3iCcjNTGRkZiuzkp1ar+fXXX01uu5MxOHHi\nBNnZ2QwaNEi0ilHR6XSYm5sr7jVPT0/Hzc2Nr776SrQKAIe3rCfvry20c9WC/T8bQsXnaoms1JJO\nHw9/43N17dqVM2fOcO/evec2nyosFPrM1N+8++67/PLLL3Tq1In79++L1jEazs7OZGdnM2bMGNEq\nRic4OJh58+YRGhoqWsWoFC1alB9++EHYNhhJkrgaeR51Xh6uJUqRn59PVbfH2xNiMvOoXer5+91j\nsgso914/6rfq8NKB1N/s2bNHkZlYnU7H0aNHRWsIQamZqfv375tMBtqYhIeH069fv1f+bCjsxMXF\nYWdnp7hASqvV0qpVK3r16oW1tbVoHaNy8OBBfv75Z5Ooez/8+29UPbOONi6aZ/7/+zlartfoTGs9\nBFK9evXi0qVLhIeHm9TWxjdBNsEUPO7yNn78eNq2bUtKSopoHaNRtWpVfv/9d7744gs0mme/EeTK\nsGHDqFatGgUFL1+nIweys7N58OCBkHNLksTdyAjqVq3I2E8HUbtj9ycZsjoeLpyLe34G5W6BFcU8\nXq8rXefOnZk8ebLi9tU7OTnRpEkTRX2u/Y1SM1MADRo0ePGdZEbx4sXZvHmzaA2jk5qaqsga6LS0\nNObOnWsyTZWMxYYNGyhWrBgzZswQrcKOtSuIO7yNO/kW/O9eF0mSOJuuY7+jL5lB42ka3P+Nz7V2\n7Vp2797NqlWrZNWdVlbBFDy+uO7QoQMdO3ZU1HYgOzs7ypYtS15enmgVo1KpUiVGjRqluOyUn58f\npUuXZtu2bULOH3b5KgvbVWfNO5Y8PLjlyc/tLC3I1Tx/62UjF4lzcyeSEBP1yudVqVRMnDiRq1ev\nvvJjCzvXr18nIyNDtIbRUWpm6uLFi4r7PIfH3+ExMTGiNYxKVlYWv/76K59++qloFaOi0WgIDAyk\nRIkSolWMilqtplixYhQpUkT4Vn2Ajr360WvZLvynrmCbhTdXUtUclEpwqHwbyk9aSqvR3+JX980X\ndnbv3k2/fv3YtWsXDRs21IO56SC7YApg1qxZeHt706NHD8VkLMzMzPjkk09o3bo1N2/eFK1jVFau\nXImdnR3x8fGiVYyKh4eHkFkcd29cR6eyoODdzuwrVo9WxZ7ejmOmeryi9Txa2aRzaf4XXD4X/sL7\n/n9+++03RdbKtWzZksTERNEaRkeJmSm1Wk3JkiUV97yjo6NZsGABZcuWFa1iVHQ6HfXr11dcx87d\nu3dz+vRpxQ3k7tixI25ubiaxvQ94EtA5Orvw/uQ5OI1aSIupi2nRdzBu7vp5bTZu3EhwcDA7duzg\n3Xff1csxTQlZvnPNzMxYtmwZWq2WgQMHvvLFWmFFpVKxa9cukpKSFLWSa2FhwenTpxVXXxAQEMDm\nzZuN3sWyQpWqfDvre5r2/Jim/YdzQvfPZhMvs9rWwjYL59+ncGRMMHvmT3/p8ycmJrJgwYJXcpYD\nSUlJJCUlidYwOkrMTOXk5AjbxiuSiIgItm/fLlrDqGg0GoKCgmjZsqVoFaOSn5/Pjh07FLUwJkkS\nmzZtYv369bzzzjuidZ6JSqWiTNlyej3mhQsXGD58OIMHD6Zdu3Z6PbapIMtgCsDS0pJNmzZx/fp1\nRRWsu7i4cOHCBcUFFmPGjOH8+fMcOHBAtIpR6devn9BBrhfOhrPz4m225RUhXa0FwOwVti2UcbQm\n0DEf1zthZGVmvtRjypUrx7Bhw7h79+5rORdWAgICSE9PF61hdJSYmYqOjqZJkyaiNYyOTqdj2LBh\nojWMik6nY9asWbi5uYlWMRpqtZrBgwfz008/KaqDX25uLqGhoYqaHZeYmEijRo3o3r0733//vWgd\ngyHbYArA3t6ekJAQdu7cyQ8//CBax2h8+umnpKenM2nSJNEqRqVWrVpUqlRJMVs7AXx8fGjdujW3\nbt0Scv46DRrSvks3bOu04vOzyWh1r5cFVllakZ7y8lmXs2fPKm7BQKvVKq6WBJSZmcrKyiI1NVW0\nhlFRq9X8+eefsmiT/Cp06NBBUdkZeBxAdurUCXt7e9EqRuPKlSt89NFHLFq0CFtbW9E6RiE6Ohp/\nf3+GDh3K/PnzResYFJWkgD1wUVFRNG7cmPHjxzN48GDROkYhLS2NtLQ0cnJyTGZfrjGYMmUKxYoV\nY+jQoaJVjEZGRgYpKSnC6gzy1Wq+++wjamnj6eDpROi9RzQp6/7SGarL2SroMpJq9Ru/9Dlzc3NZ\nu3Ytn3zyyetqF0rmzZvH4MGDZdNO9mW4du0anp6eirrw2rJlC/7+/oqaHXjkyBHc3Nzw9/cXrWI0\nYmNjsba2xtXVVTH1UqmpqTRs2JDz589jZWUlWscopKSkkJOTQ3p6Or6+vqJ1jEJCQgKdOnXCwcGB\nAwcOyP73W97P7j+UKVOGgwcPMn36dFatWiVaxyi4uLhQUFDAxIkTFVMzBjB69Gg6d+6sqFljFhYW\ndOnSRVj3Sitra/zr1KNB0ccX+EXtrYnNfLkuZLdyJNRtBrxSIAVgbW3NjRs3yM/Pf2XfwkxOTo7i\nOrwpMTOVkZGhuDEXiYmJihtMvXjxYnbv3i37C82/kSSJmzdvcvz4ccUEUgAHDhxg6dKligmkcnNz\nCQwMJD8/XxGBFCgkmALw9vbmwIEDTJw4kT/++EO0jlGoWLEiW7ZsYdCgQSQnJ4vWMQpOTk7s2LGD\nw4cPi1YxGnZ2dhw7dkzocy5XLYB9yaDV6bibmk1pp5fbxnC/uC81m796QaqZmRndu3dn586dr/zY\nwoy/v7/iasWUVjMlSRLx8fFUqFBBtIrRiI+PJyYmhsaNX21RpTBz5coVgoOD6d27t2gVo5GQkMCM\nGTNwdnYWrWI0pk2bhre3N1OmTBGtYhTUajU+Pj6UL1+esLAwRQRSoKBgCqBy5crs27ePESNGCJvP\nY2wsLCzo2LEjBQUFiqklGjx4MD4+PqxcuVK0itEoKChg+/btwvbe+/i/g2PLnnx+JoH6pV9cSK3W\nPG5WYal9/d9Ja2trRW13g8d1U1qtVrSGUVFaZkqj0VBQUICFhYVoFaOh1WopUqSIaA2jcuPGDSIj\nI01izpAxiI2NZfHixWzbtk0xF9hxcXE0atSI8uXLK+J1zs3NpU2bNnh5ebFx40YsLS1f/CCZoIzf\n6P/Bz8+PXbt2MWjQIMWsanfs2JGvv/6aPXv2iFYxGsWLF6dMmTKK2Srj4uLCxIkT+fnnn4Wc387e\nnirV/OhRrQxnY19cOB+dkceg3ZdJzFa/9jmrV69OWFgYd+7cee1jFDaqVavGxYsXRWsYFaVlpq5f\nv06lSpUUcfH1NwsWLKBp06aiNYzG2bNnycrKomfPnqJVjIIkSZibmyuqHi4vL4927drxzjvvKKJT\no1qtJigoiFu3bnHw4EFFdSwEBQZTADVr1iQkJIQBAwawefNm0TpGYeHChZQqVUox2ZoKFSpgZWVF\njx49RKsYDRcXF1xcXISdf+e+/Sy4mUWBlT0nHj5/W6m3mz2dAt+l65S5b3TO+vXr4+jo+EbHKExY\nWloqqtYAlJeZMjMzU1zGNSAgQFGDW+3t7SlevLhoDaOxd+9eJkyYQFBQkGgVoxAdHc28efM4e/as\n0O9kY6FWq6lSpQqPHj3i9u3bWFtbi1YyOooMpgBq167N/v37GTZsGL///rtoHYNjbm6Oq6srRYsW\nJSUlRbSOUWjQoAGLFi0iLCxMtIpRcHNzo0yZMowdO1bI+Ud8PoafV6zmz0Qd17JVhN57xI4bcc+8\nb0a+BpeGnd54u4evry9jxox5o2MUJjw9Pbl+/bqimlAoLTMVFhaGt7e3aA2j8fvvv5Oenq6YdtHh\n4eHMnz+f1q1bi1YxCrGxsVSuXJnZs2eLVjEKmZmZmJub4+npqYg2/6mpqdSsWZPKlSsTGhqquIWg\nv1FsMAWPtwkdOnSI8ePHs2zZMtE6Bsfb25v69evTtGlTRXRBMzMzIzc3l7lz5yqmo2GNGjUYNGiQ\nsM5+Dg6O9O0/gBqexbBzcMTN1upJfdT/ciPXnJLeld74fCVLluSjjz564+MUJjw9PRVT/wjKy0y5\nuLgoaotM48aNFdN4QpIkvL29GTJkiGgVo3H69Gk2bdqEu7u7aBWjMGfOHLZt26aILZxJSUl06tQJ\nlUrF1q1bFTWA+f+j6GAKoGrVqoSGhvLNN9+wcOFC0ToGx83NjfDwcBYuXKiIWpOyZcuydOlSBg8e\nTG5urmgdg+Pq6srp06eZMGGCkPNb29jQtGtP4rGl07oTLL0cz97bCf+4XyVrDaN7BxFx/Ogbnc/C\nwoLbt28zffr0NzpOYcLNzY2IiAjRGkZDSZkpnU5HaGgo5cqVE61iFKKjo+ndu7di5mldunSJoKAg\nxdQOLV68GBcXF8aNGydaxeDodDqmTp3KkCFDGDhwoGgdg5ORkUHt2rVRq9VcuHBBsRmpvzH/+uuv\nvxYtIZoiRYrw/vvvM2TIENLT02ncuLGsi38tLCyIjo6mbNmySJIk+zeBpaUl+fn5eHl5yf65wuOu\nlbVr1yY+Pl5Y4at12Sr8+PMCSlWrha2lJVlpKURl5JKWV4CdpTnONpYE+xQj7tJZku2LU9yz7Guf\nq3Tp0tStWxcbGxtZv2//Jjk5GVdXV8XUXIwcOZLq1asroqYmPz+f+Ph4atWqJVrFKNjY2NCsWTNF\nFOhrtVqio6MZOXKkIrqcZWZmYmlpSZkyZRRRN5SSkkJ0dDR16tSRfV3r3bt3qVy5Mu3bt2fbtm2K\n6jz6byg+M/U35cqV48SJE/z5558MHTpU9u2Hu3Xr9iQjJ3dUKhVdunShTZs23Lp1S7SOwbGysmL/\n/v3s3r1bmINXpcr8+eVQRpXRYaXOpHWF4gSWK0pZFzvupGaz9Xocs+5JHDH3YOWvi0l6lPja5ypW\nrBhBQUGcO3dOj8/AdClRooTQ19bYKCkzFRERoZi20QBNmjRRTP3fw4cPmTNnjmJqw4KCgrC0tMTL\ny0u0isG5cuUK3bp1Y8CAAbJ/fQ8ePEjjxo3p0qULv/3229tA6j8o51P7JShRogRHjx7lxo0b9OjR\nQ/Yf8r179+aLL75g7Nixsq+hUqlUHDp0iAcPHhATEyNax+D06dOHGjVqcOTIEWEOHi2CSPZ8h1M5\n1hyt3ZfQGr0JUxUl182D7NodqOPvS4BFJvXs8jj715t57tixgzJlyuhH3MRxcXGhSpUqojWMhpJq\nptzd3RXTfCI1NZXdu3cr4nc5Ly+PLVu2sH79ekVkzzds2MDGjRupUaOGaBWDs379emJjY9m7d6/s\nX9tjx47RvXt3WrRowfLlyxW18PMi3v5L/D+cnJzYvXs3ZmZmtG3blvT0dNFKBkOlUuHs7Ey1atV4\n9OiR7Gcy2dnZcfXqVUUEU/B4+KfI17Ra3Qa0HDqB7kGdadqhM1Vr1yXL510eqSW8q1SjdvJFAi1S\n6FZcxf0NP3PxeOhrnysnJ4dmzZopotFIsWLFOHDggGK6ciopM7VlyxbFDK9dsWIFS5Yskf0FKEB2\ndjZmZmaKuPjMz8/n1KlTitjK+PDhQ7y8vPDw8JD91r49e/YQGBjI3LlzFTNi51VQSUq4+ngNtFot\nI0aM4Pjx4+zatQsPDw/RSgZlwIABdO/enVatWolWMThr1qwhJiZGWJMGY7J8+XI0Go3wglhJklg7\nZxonD+0nuIILdWZv4lTIVqTcLAjbhW1uGhYOLli+/xk1Al/vdzA1NZXU1FTKly+vZ3vTY/v27QQG\nBuLk5CRaxeD06tWLyZMnKyKDceDAAfz8/ChRooRoFYOSn5/PjRs38PX1lX2AkZSUxMcff8zWrVtl\n3yr7/v37DB06lJCQENkHyQUFBTRs2JCQkBDZ13OOGTOGX375hS1btijiGvF1eNuA4l/4OzOVkZHB\noEGDaNasmay/4Dp06EBaWhoLFiygefPmonUMSqlSpahWrRpRUVEUK1ZMtI5BcXZ2pmrVqpibmwtd\nKVSpVFRv0ITmXYK5lpSFu2c5fGrU4v6tm9RNvUx5V3uuxyVRNP4a5y9dITYlg5LlvF/p4mPbtm2c\nOnWKhg0bGvCZmAaXL1/m6tWriugKVrVqVTw9PWW/8puSksKPP/5Ir169RKsYnNu3bzN16lS6d+8u\nWsXgaDQaKleuLPvsamZmJtnZ2QQGBsr+ezU8PJwlS5bw+++/y7oduE6no0ePHuzevZulS5fSvn17\n0Uomy9tg6jmoVCoaNmxI6dKlCQ4OxtfXV7YtXFUqFQ4ODri4uJCUlESJEiVku7Jkb2/PvXv3mDVr\nFl26dBGtY1BcXV1ZuHAhZ8+epUGDBqJ1sLS0pFKN2lwJP0VwtyAKdDqiXMpx8nYUVvl5NCxpj3f+\nI9wfRHBmz3ZuX7lEXGomJcu+OLDy8/NDp9NhZWWFo6OjkZ6RGFQqFSVKlJD9iigop5ufVqvFycmJ\nChUqiFYxOKdOnWLUqFGy3woWHx9P06ZNmTZtmuwzcIcOHWLz5s2yXwy4du0aJUqUwN3dXdYBcmZm\nJv369ePIkSOEhoYqYpHyTZD3u1tPdOvWje3bt/Pxxx+zaNEi0ToGw8nJidq1azNx4kSSk5NF6xiU\n6tWrs2TJEoYMGSL7+VMjR46kR48e3L59W7QKAJfOhRN94QyfdWmLZUEeGfeuk2Fmi9rBjeXXkriV\nmotGJ9HYsYC6j86Ttmc1i7+Z9FL1UGfOnCEqKsoIz0Is7u7ufPfdd6I1jIJSaqa2bt1KUlKSaA2D\no9Pp+PPPP0VrGBxJkrh27RphYWGy3963ZMkSrK2t+f7770WrGBRJkvjll1+4du0a7777rmgdg5Ga\nmkrNmjWJjIx80gb9Lc/nbc3UK3D37l3atWtHu3btmD17tqw/IOfNm4eNjQ2DBw8WrWIwJEliy5Yt\nBAYGyr7oe9myZVhZWdGnTx/RKs9FrVbzKDGBhIf3yUiMw87JmVpNW770e02j0TBnzhzGjh0r6/en\nVqvl0KFDiti/rpSaqTt37qDT6WS7++FvtmzZQuXKlfH19RWtYlDi4+P5/PPPWbt2rayzUqmpqdy8\neZPixYtTtmxZ0ToGIzExkeDgYPbv3y/rduBXr16ldu3a9O3bl59++kn22WN9Id93uAEoX748p06d\n4vz587z//vtkZGSIVjIYH3zwAe+99x4bNmwQrWIwVCoVXbt2pUePHkRGRorWMSgff/wxxYoVY9eu\nXaJVnou1tTWly3hSs0FjAjv3oG7zNq8UFFlYWGBmZkZ2drYBLcVjbm7OgQMHOH36tGgVg6OUzNSE\nCRNkvz0VHjefkOsW8r/Jzs5m/vz5sg+kJEmiU6dOuLi4yDqQioyMJC4ujoULF8o6kPr5559p1KgR\nw4YNY9GiRW8DqVdAvu9yA+Hq6sq+ffvw8PCgfv363L17V7SSQShevDiWlpaEhYWRlZUlWseg7Nq1\ni0ePHnHy5EnRKgbFxcUFNzc32bcPDwoKYs6cOaI1DE6fPn3w8fERrWFwlDJnauTIkbi7u4vWMCih\noaFkZ2dTtWpV0SoGRaPRULFiRVkHUmq1mh9//JF9+/bJ+nMoNzeXO3fucOfOHVlnx7/66iu++uor\nxo8fz8yZM0XrFDrk+043IFZWVixZsoShQ4fy7rvvEhr6+vNxTBl3d3d+/PFHBg0axIEDB0TrGAxr\na2u0Wi1arVbWw4vr1q3LjRs3+Oabb0SrGJTixYsrYlhkUlKSIuqmlJCZOnXqFOvXr5f1qjeAp6en\n7Lf33bt3j86dO9OvXz/RKgZDkiSysrLQ6XTY2tqK1jEYGo2GevXq0bBhQ9k2q8rJyWHAgAH88MMP\nHDt2jHHjxolWKpS8rZl6Qw4dOkTPnj35+uuvGTJkiGgdg5CZmUl8fDw7duxg9OjRonUMxqlTp5g5\ncybbt28XrWIwkpOT0Wq1FBQUyHp22u+//05iYiKjRo0SrWIwUlJSSE1NxUhjLKAAACAASURBVNvb\nW7SKQVFCzVRmZiYxMTGyLvSOiYlhyJAhbN++Xbbb/HQ6HQ8fPkSn08l63t3OnTvZtm0by5YtE61i\nMC5evMjx48fp3bu3bOf5paSkUKNGDVxcXPjrr79wdnYWrVRoeZuZekOaN2/OyZMn+fnnnxkyZIgs\nMxuOjo44Ozvj5eXFzZs3ZbtNrF69eixbtoy1a9fK9jkWKVKE/fv3y7orJUCTJk3o3r07Op1OtIrB\ncHV15YMPPpD9NlwlZKa+/PJLHjx4IFrDoLi7uzN16lTZBlLwuG32p59+KutA6ujRo/j6+sp6K/Wt\nW7dwcXGhTJkysg2kDh48SLly5ejYsSPh4eFvA6k35G0wpQe8vb05ffo0cXFxBAYGEhsbK1pJ7xQr\nVoygoCBGjhzJnTt3ZBls/D1rKyIiQtYNDHr16kW/fv0ICQkRrWIwSpcuzbhx4zh48KBoFYOhUqlY\nvXq1rLfZgDJqpsaOHUvdunVFaxgMSZKoXbs2JUuWFK1iMB49esS5c+dMvsnPmyBJEjdu3CA2NhZX\nV1fROgZBkiQmTZpESkoKHTt2FK1jEMaPH0/37t0ZPHgwCxYskP1AdGPwNpjSE05OTmzdupW2bdtS\np04dTpw4IVpJ76hUKnbt2sWVK1eYOHGiaB2DYGNjw9y5cxk0aJAsX0N4/Drm5uaSkJAgWsWgzJ8/\nX/a1U7t27WLBggWiNQyK3DNTqamptGvXTtYrw8nJyRw6dIgSJUqIVjEYaWlppKenyzbzptPpaNKk\nCe3atZPtANdLly7Ro0cP/vjjD9555x3ROnonLy+PgQMHsnTpUhYvXsysWbNEK8mGtzVTBmD37t30\n79+fKVOmMGTIENl9uObk5JCYmMjhw4fp3bu3LFc1Hjx4gEqlIi0tDX9/f9E6BuH06dOsW7eO+fPn\ni1YxCDqdDj8/P44cOULRokVF6xiEpKQkbG1tsbe3F61iMOReM6XT6YiOjpZ1wNivXz+6detG+/bt\nRasYhGPHjrF9+3bZbn0rKCjgyJEjVKhQgXLlyonWMQghISH4+/uTk5Mjy9rFmJgYOnfuTFRUFJcu\nXZJ951Bj8zYzZQDatWvHiRMnWLJkCR999BG5ubmilfSKnZ0dHh4e3Lp1i7S0NHJyckQr6R0vLy8u\nXLjA8ePHZbmlEcDPz49PPvmE5ORk0SoGwczMjIiICFnXomg0GurUqSNaw6DIPTM1Y8YMNm/eLFrD\nYDx8+JBvv/2Wtm3bilYxCHl5efj4+PDhhx+KVjEIkiQRExPD1q1bZTtLKiUlhQcPHpCamirLQOrc\nuXN4e3tTo0YNHj58+DaQMgBvM1MGJDs7mwEDBnD9+nU2b94sy65bP/30E1lZWUyaNEm0ikGIjo6m\nX79+7N+/X5YzQyIjIxk9erRsa4vi4uL49NNP2bp1q+wyxPD4Qic5ORlXV9dXGm5cmJB7ZiovLw+1\nWi3bbX7r1q0jKSmJ4cOHi1YxCH/88QfHjx/n559/Fq1iEBYtWkR+fj4jR44UrWIQoqKi6NKlC2fO\nnJHdd7wkSQwdOpRVq1axcOFCWbfrF83bYMrASJLEokWLmDp1KgsWLKBz586ilfSKTqcjPT2d4cOH\n88svv2BnZydaSa/8XXCbmJhI/fr1ZTkRPC0tjYMHD9K1a1fRKgbhzp073L9/n+bNm4tWMQh9+/al\nS5cuvPfee6JVDMK1a9fw9PSU5VZGSZLw9vbm7NmzuLm5idbRO0lJSfz111+yndETGRmJTqejWrVq\nsvxuOH78OBUrVkSSJFnWu82fPx9vb29atGiBtbW1aB29kpycTPv27cnKymL+/Pm0bt1atJKseRtM\nGYmwsDBatWqFn58fgYGB2NnZkZeXh42NjSxuo6KisLa2xt7eHnt7e+E++r7dvXs39erVo1SpUibh\no8/btLQ0jh07RosWLbC1tRXuo+/bu3fv8ujRI6pXr24SPvq+zczMxNbWFo1GYxI++r5dt24dLVq0\nwMnJySR89HlraWlJdnY2Tk5OJuGj79vMzEwuX75MYGCgSfjo+/bevXvk5uYSEBBgEj76vt2zZw91\n6tTBw8PDJHz0dWtlZcXly5cpVqwYFhYWuLu7m4SXvm4fPnzIrl27KF26NPv376dIkSKiL4Flz9tg\nyoikpKTw4Ycfkpqayh9//EHp0qVFK+mV1atXY2dnR+vWrXF0dBSto3cWL16MVqvls88+E62id7Ky\nsujTpw/r1q2TZavtLVu24ObmRmBgoGgVvXPs2DG+/fZb9u3bJ1rFIMg5M7V582Z27NjB6tWrRavo\nnYKCAiZNmsT06dNlmbWZOXMmvr6+smyfHRcXR9++fdmzZ4/stg/n5eWRkZHB5MmTWbhwoex+N5cs\nWcLo0aP56KOPmD9/viy3t5sib4MpI6PT6fj++++ZN28eK1askF1RblpaGg0bNiQiIkJ2afO4uDgA\nbt++TaNGjQTb6J9jx47h6+sry+1Gf/31F05OTrJsd6vVasnJycHOzk52Fz4g75qpjIwMbG1tZXdB\nB4+7vq5bt44BAwaIVtE7qampJCUl4eDgILvZWXFxcaSlpaHRaPDz8xOto3cmTZqEl5cXAwcOFK2i\nV7Kysvj444/ZuXMnJ06ckP1YEFNDXtV2hQAzMzMmTJjAxo0bGTRoEGPHjiU/P1+0lt5wcXEhLCyM\n5cuXs337dtE6eqVkyZLk5uayYsUKWXb4q1+/PoGBgSQmJopW0TuNGzdm+fLlhIWFiVbRO+bm5jRr\n1oxbt26JVjEIcu7mFxQUREREhGgNvSNJEn379qVNmzaiVQzCZ599xr1792QXSEmSRFhYGHv37pVd\nIJWWlkbfvn0ZN26c7AL8a9euUbJkSTIyMoiKinobSAngbWZKIMnJyfTr14/ExETWr19P+fLlRSvp\njStXrmBvb8+VK1dkN1tEkiQ6dOjAvHnzqFixomgdvZKfn8/27dtp166d7LZVXbhwgfLly+Pk5CRa\nRe+o1WqysrJkuTderpmpgoICMjIycHNzk91WHK1WS1hYGHXr1pVdh7Rt27bRoEED3N3dZfe6de3a\nlS+//JLq1auLVtErV69excrKitu3b9O6dWvZvG6SJDFq1Ch+++03pk6dyujRo2Xz3Aob8vqUK2QU\nKVKEHTt20LNnT+rVq8fGjRtFK+kNX19fHB0d2bJlC2lpaWi1WtFKekOlUjF37lxUKhVXrlwRraNX\nrKysuHLlCgkJCaJV9I6/vz8NGzZ8sl1TTvz+++/Mnj1btIZBkGtm6saNG3Tv3l2WFz/BwcHk5eXJ\nLpACOHPmDAUFBbJ63TQaDbt27WLGjBmyy0hlZGRw6tQpIiMjadOmjWxet/j4eGrUqMGePXvYsGED\nY8aMkc1zK4y8zUyZCBEREQQHB9OsWTPmzp0rqxbjkydPpkyZMgwaNEi0il7ZuHEjeXl59O7dW3YX\nDV988QVNmzalVatWolX0SnJyMmq1mlKlSolW0SuSJHH79m3ZZUpBvpmpqKgo3N3dZdfwJSkpCZVK\nhaOjI1ZWVqJ19EZ+fj6dO3dm7dq1uLq6itbRG5IkER8fz9SpU1m0aJGsvstSU1Np1KiR7Gq4V61a\nxZQpUyhVqhS7du2S1e9jYeVtMGVCZGRkMHToUMLDw1m3bh0BAQGilfRCfn4+mZmZDBgwgPXr12Nj\nYyNaSW88fPiQXr16cfToUVl9CV29ehV3d3csLS1l9UGdkpJCYGAgERERWFhYiNbRG5IkUbt2bQ4e\nPIiLi4toHb0i125+o0aNolmzZrLrBjdr1ixsbGwYMWKEaBW9EhsbS3R0NHXq1BGtolcWLlxIVlYW\n48ePF62iV3766SdKlixJx44dZbNgkZ+fzxdffMGSJUsYM2YMX3/9tWilt/yHt8GUCbJ+/XpGjBjB\nmDFjGDNmjCwu0iVJ4sSJE1haWmJtbS2rrmoPHz7k3LlzNG/eXFYt4WfNmoWtrS3Dhw8XraJXMjIy\nuHLlCgEBAYTtD0F98xza2LtIVerRsv9nhbYjXmJiInl5ebLbEifHzJRWq+XixYuyKxSPi4sjKSmJ\natWqyWrLUUJCAh07duTUqVOF9vPhWWzdupUGDRpgYWEhm3rLvLw8NmzYQP369XF1daVYsWKilfTC\nlStX6N27N7GxsZw9e5YyZcqIVnrL/1D4r9JlyAcffEB4eDghISG0aNGC6Oho0UpvjEqlelKv8vcK\nn1zw9PTk3LlzJCYmolarRevojbFjx9KiRQtZdWUsKChgx7qVzBo3nDMTelHz9EpU8fexLFsVhxJl\nkHQ60Yqvzfbt29m1a5doDb0jx5qp+Ph4pkyZIlpD71y9epVdu3bJKpBKSkpi586dnD59WlaBlFqt\nflL/JZdAKikpiYyMDK5fv463t7csAilJkli3bh3Vq1enXbt2xMTEvA2kTJC3wZSJ4uXlRWhoKM2b\nN6dmzZps2rRJtJJeeP/992nSpAnvvfceWVlZonX0xjfffENYWBjjxo0TraI3zMzM0Gq1ZGZmyqIV\nvEajYcf0sQRFHeSbao6kxUcTla2h8vAZNBv2JQ07dMGiEM/76d+/P76+vqI19M63337Lw4cPRWvo\nlYyMDJYsWSJaQ688evSIW7duMWHCBNEqekOSJLKysigoKJDFDpG/uXTpEu3atWPWrFmULl1atI5e\nkCSJmTNnEhoaysyZM2WxjTsjI4NatWoxcuRIjh49yvTp02XxvOSIfD4dZIi5uTmTJk1i586dTJo0\niT59+pCWliZa642xt7cnPDycVatWMXfuXNE6eqNbt25MnjyZmTNnymZ2mJ+fH/7+/nTu3Fm0yhsh\nSRI7Zn9JR+09bC3N0Umg1uiIMXOkVGn5rPLNmDGDgv9r77zDo6qz//+akkx67wkBQoAEQg3Si1Qr\noCBNVIpiWVlX19+KC66ygMKKiA1REURAERCCYgHpvQVCDS0NEtLbTKbP3Ht/f7Cy8lURSMLciff1\nPPMEJpM770xm7v2czznnfRwOV8uoUxpiZuqnn35qcDPPzGZzgwo4ANasWcPHH3/MM88842opdca6\ndetwOBwNZoMWoKCggAEDBjBnzhxGjRrlajl1wsqVK4mJiaF169ZkZmbSo0cPV0tSuA4N68zXQOnc\nuTMZGRkEBgbStm1bNm/e7GpJtUatVvPII48watQoXn311QYRJGq1WoKCgvDw8Lg6Qb4hkJKSwrx5\n88jIyHC1lJumxmBg4cuT+XbWi9xtPIWn5sopr31UIE5RYvOl6gZTkqTVapk7dy55eXmullKnNLTM\nlCRJNGnShCFDhrhaSp1RVVXFtGnTGtQw1JycHPr06cNf/vKXP3zsvvVfsXnhm+TnZN3YsTNPsnXl\nktue8S8vL0ej0aDRaAgJCam35xEEgbKS4no7/i9ZuHAh1dXVLFy4sEFkbSwWC927d+eFF17gtdde\nY9myZYSFhblalsIfoJmu2IG4BZ6entx77720bt2axx9/nNzcXO6880483LgsycvLCx8fH7Kzs0lI\nSCAvL4/IyEhXy6oVGo2G7t278/LLL2M2mxtE2ZVKpUKr1fLkk08yYsQIt7pg2W1WMnf+xMPaAjw0\n1+4dadUqHE3b0rbPoAYTUG3YsAGz2UzLli1dLaXOaNWqFfHx8Q3GZttoNPLmm28ybNiwBvO+gytz\nE5s1a+ZqGdcgSRKiKN5SxmzRokWUl5fTs2fP6z5u37erid7zJan2yxTu2cixjKNUWEVimjajrLiI\nvV99Ss6aj7i4bxu558+SmZGObstS2pWf5qdde9HFJhIUenOLZVEUKSq8jLePzw3/bmazmV69ejFj\nxgxsRj2hEfVzrc3JPMmB916l3GQloU39GazYbDYOHTqEVqulUaNGsnvv3QrLly9n2LBh+Pn58e23\n3zaoDZeGjuLm54ZUVVUxefJk0tPTWbZsGV26dHG1pFrz008/cfjwYf76178SEBDgajm1xuFwkJub\ny7Jly5g1a5ar5dQJkiTx4osvMmXKFLcIen/8aB6BF/bTzc/5u4vWkelmHhw7njFjxtxmdfWD0Whk\n06ZNDB8+3NVS6oyG5uaXkZGBRqOhbdu2rpZyDfrqajIP78dalAeVxaAvQwoIg+gEWvUaQFTsb/fW\n2Gw2OnXqxP79+/Hz87utmq9Hjb6aLe/OQHTaue+fc/H6DXvs6qoqzp84iqnoEhqNlt4jHgWu9MCO\nGjXqupsSkiSxe/0qYvetpJnvtQFNtc3BYSGYcIeBdgGq6wbNx41qSlMG0P+xp343MKooKyXjxzTU\nl8+hrqlCZaoiQrJQ3H0MfUeP/8PXYu/evaSnp/PMM8+w6eN5oC9j8CtvA1eySIe2bUKl0RLTrAXR\nMbG/uUlbkJPF6dWfoPPxA533lZvnla9qb1+CI2MoPnmY6FNbSPGT2NF+DHc+MPIPtd0KBoOBwsJC\n3nnnnQbRe2gymXj66afZsGEDjz/+OG+99VaD2mj5M6AEU27MmjVrmDx5MhMmTGD69OluP79JkiR6\n9OjBsmXLSExMdLWcWlNTU8OuXbto3LgxrVq1ahD9BGlpafTs2ZPQ0FBZ/z52u52ds//OQOny7z6m\nwmzneN9nSUntREhIiFtl3H4Ps9nM3//+dxYuXNhgLsYNbc7U2rVr0Wg0PPDAA66WAsDmRe+gzTpC\noKWSVgEavLTXOtZJksQZg4Nin0iKA+IY/Y/p13z2S0tLcTqdshuEvemT+Qy6vBMJ+EaIJqhjH9CX\noTJUgKECDOUE2vQ099Pg56mlwOyk5O7JtOzcg61bt9K+XTsKs85iLStEpdYgeXrhExSKl68fZcf3\nQ/YxOkgVhHrXvjrE4hDYqoqh1djJJCSnAGAyGjn0wzqErGOElGbRIVD9q8/0Prs/9pjmYLNgs1pp\n/uB4ElpdG6SfPn2agIAA8vLysGSdIPXcRo6rQkl96W0OrvsC9bmDdNPqUatUFJpsXHZ4oO4/lp7D\n/rfB5LDb2TT9We73LP9N/YIoUW114OepQafVIEkSaUI0wfGJEBCCV3gMzVLaEx4RUSfnpbvuuovZ\ns2c3iFmcaWlpTJ8+nfLycg4cOKA49bkpSjDl5pSUlPCXv/yFzMxMPvvsM7p27epqSbXCarVy7Ngx\nli1bxocffuhqObVGkiSGDx/OnDlzaN68eYNY4E6cOJEHHnhAliUIkiRRVVnBkn+9QF/PalKDfj9A\nqrY5ONj8Hhas38S0adMaRIYXYMuWLURHRzeIElNoeJmpjz76iIkTJ7qsbLG06DLHvvkSjUZD4x6D\nyE9bRF/HH/ekHaqwk99xKMPGT7p6HpMkiW7durFy5UqaNm1a39Jvih1ffcadZ78FuNqb9Efn370m\nT8Yu28K7D/WhsdpKywAt3h7/Cy4tDgGzQyDUp37+dqeMKi416Yyn1YDP5TN09hfR3sSm1RGTlrKU\n/ui0GrDUIJmNzFqykrHd25IQ6EWyWEWUt4Y8s0CxQ0OXAOk3X5PjJjWGARMR7TZEYzX6rNPc78i6\nKS2/xOIQyKlxUKbxg4AQ8A+BgBAkvxA8w6JISGlPeEQk2WfPUHjmBObiSyT0uZvktteWCe7atYu1\na9cyZ84ctx/EazabmTFjBu+88w4vv/wyr732WoNYH/xZUYKpBoAkSaxZs4bnnnuORx99lBkzZrj1\nicZms3HhwgUOHDhAnz59aN68uasl1Zp169Zx5MgRXn/9dVdLqTUmk4m8vDxMJhOdO3d2tZxrkCSJ\n+RMeQKOCe/2tNA/xue7jS6wCx1rehTquBf369WsQc2RWrlxJ48aN6d69u6ul1AkNKTNlt9uZOnUq\nc+fOvW0Lp2M7t1CcsZfmg4aRkJzCK89MZBCF9InyIbfGjkPtQQvfG9Ny2WjnjCYE4lqijmnG2dx8\nWqW0JjK2Eb4Bgfj4+uLr64uXl5dLF4bnjh3l7LolDFX/fmb6/2JzCqw9U8jQltH4erp/ljqzzMC/\ntp/h6xGdb+lvUWmxE6jzQKOu37+jzSmQW+PguN6BQ+tFdGIyUnQC/R97+qpuURSZM2cOkyZNoqys\njFatWtWrpvpm//79jBw5Ep1Ox/bt25VsVANACaYaEGVlZUyePJljx46xZMkSt7fS/Pzzz+nXrx/Z\n2dnceeedrpZTK4xGIxUVFezevZsxY8a4/aL9hx9+oKamhpEjR8puNy0r8ySHd++k4/mfaOn/x69z\nscXJxANVfLT8ywZhwV1VVcWyZcv429/+5mopdUJDykzt2LEDoF7PZ9VVVZzavwtHcR5iaT6JlRdo\n7KMmy+gkTxNMilhJlG/dGBc9v/EEY1LiaBzkg8khYpbUmEQ1VtRIWk/QaFF56EDr8YubJ2g8wMMT\nUa2l6V0P0bRl7RbHTqeTcyePU3r+FPbc0zQvP0OC380FREU1Vt49mM3s/q1kd067WbbnlpEQ7IvF\nKZAU5u9qOTfE4Qo7Rp8QVAGhEBBCpdqH+5/4K6VlZZhMJrZu3crYsWMJDAx0tdRbxmw288orr/De\ne+/x8ccfM2HCBFmXyyvcOO6//aJwlfDwcFatWsW6desYMWIEw4cP5/XXX3dbQ4dx48ZRUFDAZ599\nRrt27fDz83Nb90I/Pz+0Wi1Hjhzh7rvvJjg42K0DqnvvvZdjx44xYsQIvv76a1fLuYbEVm3w9NBx\noOIyYfoThHpfvyQnylvLJ52DmPLkOMaPHEarvvcS29R9naG8vb0xGo1I0m+X8LgbDWnOVF3vXZrN\nZk4e3Ivp0gUoL4DyQoJMZXQO1F4dA4DPla+JfloSqQHq5hy6/PglnujYhJSI37u+iID9v7f/4vzv\n7RdsP5V4S8HUhRPHuLg1DU11MZqqElrq7LT21V355k0GUuvPFrE3v4K5A1NuWofcMNmdnCmvwUur\noVuj+rM/r2vuCPUEjEj2Gtaev4xnt8GcOHGcnTt2YDLWMPS++8g6dRyn3Y7DbiUqLp7E1vIycbke\n+/btY9CgQaSmpnLmzJkGUXGj8D+UzFQDpbKykpdeeolNmzbxwQcfMHToUFdLqhWvvfYa0dHRPPXU\nU26/QPzXv/5FbGwsTz/9tKul1ApBEMjNzaWystKl5X5lJcXYLWZimyRcvc9us7FxxnMM8Si94eMs\nOJTDPYmRmMa9TpvUO+pD6m1j1apVxMfH061bN1dLqTUNJTMlSRJTpkxh5syZ6HS6q/ebTUYOfLcW\noSiX8NTetO/V7w+PdWzXVkp+WkWAoYg2fuDngrK01acv0ykmiITg2pVfrlI1pcWgYbTt3O2GNpgc\ndjubF79H0+w9JPvV/lpwrryGIC8PrE6RxkHXLwuWO1UWO72X7iF9Up8rfVNuiChJnK80Y3E4Gbv2\nMN8/3A1fTy0eahVatQqtWo2HRsV+sxcp/1xA8E3ayt9u9Ho9Dz74IOnp6cybN48nnnjC7dcwCr9G\nCaYaODt27OCpp54iJSWF999/X3aOSzeKKIpYLBb69evH5s2b3TbbBldMNvR6PTNmzODdd991axc5\nk8nEyJEjWb169W3vaSkvK2XRtOe511uP6OFFdaf7uXPUeADWz/4nQ6xnb6re3+xw0n/FAb45fJqI\niIh6Un172LJlC5GRkbRp08bVUm6ZM8czyPhoJpcNFsa9vZSIerTjlyQJp9NZr5lvu93O/Lfn0T5A\ng09kLL2GjwVg+9ov6XNi9RU3NbOTY8FJtBn5JI2a/Xrn2mSsYdvHb9GuJIN4H9ctlmfuPEv7qEAG\nt4yuk+NVWuyctHuh6jqY3v/9DAPknD1DeHQ0fgGB5Jw7S176Hhyn9zPAo+KWzRD+L6/vOkfriAAe\nSKqb38VVfHWqAK1axd2JkS4JruuSv286Sc/4UAa3iPrVfMCfkSSJHRZfCIm+YmjhH4IqMIxGSSk0\na5l0mxX/Nh999BEvvPACDz30EDNnzqRJkyaulqRQTyjB1J8Aq9XKG2+8wcKFC5kxYwZPPfX78yzk\nTk5ODvn5+Rw9epQXXnjB1XJuGYfDwYYNG2jZsiVxcXFuXQcO8MILL/DUU0+RlFT3FzFBENiStgZP\nNSCJqAAk2Pbt1/Tzs5EaqMJf54HB7mSHVzNaPDiRU0v+wwP+xptecH14voYJize4tYELQHl5OW+8\n8QZvv/22q6XcMhazmfXTnmLDlh0MGPs4E1+eXufPUV1ZweFvV8GFo9R4BzP0n3OoqqqirPAy1WXF\nxCW2JC6+ca13kgvycvlk1jQCSnN4sUMUFVaB9IBEvPwCMZVe5j6Pay2nTxqhoEkXdH7+6AKC6DFs\nLEe3/0T1j8vo62106c621SlQbLThrVUT6Ve34zjOmeBi5xFo9CWoLmbS2FRIukc04Vhp6qikaYDu\njw9yg0iSxDPfH+flni1o4uYZqf35lfh6avBQq0kOd48eqd/iXHkNnx27xOTOCUT46v5XqnqDiJLE\nmUoLwsOv0LZbr3pS+cfk5+fTq1cvtFotU6ZMYdKkSS7TonB7UIKpPxGnT5/mySefRBRFFixY4LYz\nGoqKisjLyyMrK4t+/foRGxvrakm3zPTp0+natSsDBgxw6wzVjh07SE5OxtPTk+Dg4Do//tmMI+Tv\n3EDgxWPcEXB9i+N9Jk9qPP3pKZXctCvXenMgU787xMmTJ926p83pdLJy5UoeeeQRtyopkSSJ4sLL\nnPhuFd7nD9LD1875CiOFXuGoW3cFnQ94+qD29iEoIprQ6FhCQkPx8bmyGHY6nexJWwnll0GtBpXm\nyle1GtQaUKlArUFChbPkEoGXT199P5XZRM7UiISonYR5QpCXBwVGBwX4IAWGQ1A4BEWgCoqgUat2\nNEls/qv3SEV5OeeOHsJakg/Vpaj0ZUjVpUQ7DdisVgDaR93cxslpI5wLbk5n/RnifFx/jpix8yyB\nOg/+1rV++gpNdudtcdPL15s5W27kziZhv5v9kDuSJGFyCIxdl87yB1MJ0LlnT7EkSSw4nMvI1rEc\nLarm7sTaZaF/8mnJoJfm1JG6G8fhcDBu3Di+++47HnzwQd577z23eW4evQAAIABJREFU3yhVuDGU\nYOpPhiiKLF26lKlTpzJs2DBmzZpFSIj7NKn+kvnz5zNixAhycnLo3bu3q+XcMtnZ2YwfP55du3a5\n1cL3/zJv3jw0Gg3PP/98vT1HVUU5Pyx+n6Z5h+geUfdDqvdavImZNJ1KfQ2pqal1fvzbycKFC4mP\nj+e+++5zqY6szJPk7tqI2tuf8NYdsJpMmMqKwGxAZa4BswFMejDrwWQgQmUjOUh39bMwdl06r/Rq\nec2OuyBK6G0OKq1OKkQtFrUOdN5IgkA3b/OvBs/WJaIkUVBjI0/wQggIg4AwJKsJ9KWE2g20DND+\n6vmdosjDa9NZMazTTe+2y4mL1WY8NWoCvbT4eLg+sLtVimqsDFt9kD0Tete79Xd9svjoRfL0Zmb2\ndd9+wqIaKwabgw3ni3m0baM6yXaeN4pcbtwJldYDNNor7pEaLWi0SGoNMcltadmxbvt8ly5dypQp\nU0hISODf//43gwYNqtPjK8gbJZj6k1JZWcm//vUv1q5dy6xZs5g4caJblv7l5+czbdo05s+ff3W+\niTtSXFxMWloaPXv2dNs+F1EUycvLY8WKFbz66qv18hxlJcV8vWAeSf5qVMZqbOXFDApT1WkQuswQ\nyKpzZWzYsMEtPxM/c/z4cYKCgmjcuPFtf26b1cq+DWtwnjlEM0PeVZvqcrMNb63mpjIPZ8pqiA/0\nduvZP3ZBZGtOGfc0r7++r9vBkoyLWBwCz3ZO+OMHy5R9+RWcKq3hiY6NUbvp5pVDEJm+8yx/69IM\nT42aIC/3zEgV1VjZnldGjc3JU51u39DnY2YNXqP+H0mpXWt9rOzsbO6//35qamp45JFHmD17tltv\niircGkow9ScnIyODZ599FkEQWLBgAZ06dXK1pFviP//5D97e3jz55JNuG1CtX7+e1NRUSkpK3Pbv\nUFNTw6ZNm+jXr1+9ZTwlSeLorq1U7N9EfOlZkgLqdpHtEERW65KoCmrE5MmT6/TYtxOTycTQoUPZ\ntGnTbS1Z3P3VEsRDG+nma6uTLMxvZabcjTf3XqBZsC/DW7mnARDA7ovl2AWJ/gnhrpZyy1Ra7FRb\nHVzSW7izibxd4H6PCvOV32F7XhmPtG1Ur1nY+sLqFDDanQxavo+DT/RxSZnlAbOOwDH/IH3vTh6d\n/Peb/nm73c6YMWPYtm0bPXv25PPPP3fbKh+F2qMEUwqIosjnn3/O1KlTueeee5g1a5bbuf5JkoQg\nCHTu3Jlvv/2W2NhYt9wdys7OZtq0aSxbtgxPz+vPR6pLHA4HBzdtwGmoBMH5i5sDBAEEJ5LTgaZx\nEj2GjLzu4tzhcNCpUye2bt1KWFjdL1hsVivb1qxApy+BykLUlUUkeViJ8q275vR8g41ZxX4sXPGV\nW2enDh48yB133FFvv4MkSZhMJqxWK1arlfwLZwn+/gOS6sCy+mcaQmbqYrUZD42KGH/3NTbZmVeO\nQxQZkOC+TpcTvjnKiFYx3Ns8ytVSbgm7IJJ2ppB8g4X/19095xRJksTw1Yd4vmszejQKdUmZpShJ\nnK22sVWvpeOQ0fQYNvaGf1aSJObMmcMHH3xAZGQkc+fOpX///vWoVsEdUIIphavo9Xpmz57NokWL\nmDx5Mv/4xz/w8/NztaybwmAwkJ2dzcyZM1m3bp2r5dwyEyZM4KGHHrot/S7fLl6A/5k9dPcy/eFs\nErPDyZt5MGn2+8TGN/nV9wVBoKamhoryclat/IKI4CCaNYpBtNnoMXg4XrVwyTPWGDi85UfiWqaQ\n0DLpakAnCALnTh4n/9ghYjM3k+Ij3vJz/JIdRWbeOG9j07btbhmYA3z66aeUlpYyderUWh/rl0OA\n83OyOLv1O8g9QVBNMd5qCR0S/h4qourY4c3dM1MFBgsPr01n1wTXuYvVliUZF7ELIk/fxlKsusTm\nFPj3znNM6dGcAJ3WLT/PdkHkjkU72PZYT0J9bt9GW13y7bkituaWMbNvskvMMs4YRfKjUvBo0oqW\nXXsTE9fopn7+hx9+YPLkyahUKiZNmsSUKVPc8r2kUPcowZTCr8jLy2Pq1Kns3LmTGTNmMH78eLdy\nNhNFkYsXL7J27VpatGjBkCFDXC3ppqmqqsJisTBz5kwWLFhQr9mRqopy9n46j04Vp4j6A7cwSZLI\nqHKg9w4G30BUghPsNnBYwWlH47TjpxYIUIkcKawiKdSPKD8doT461gSmktRzwNWLj0qtQqVSX/0K\nXPm/SoVKrb76OF9/fzIP7Ea3P41eAQJFRjvZghdicBQER0JwFLqoeJI7deXS6WNI3yygna9Q69dF\nkiQW55jp8dJcktu0q/XxXEFZWRkeHh4EBQXV6jgn9u6g4Mv5ePv6IXp4EWspISng9iyG3D0zJYgS\nF/XmWg+3dRU1Ngcmh4DJLtAsxP1+B0GUqLDY+eZsERM7NHZLw4m0M4XobU4Gt4hyy0CqxuZg/DdH\n+eT+DjhFsc4t9f+I4zVQ3Kgdyfc/THxii5v++by8PO69914qKiq46667WLx4cb3OpFNwP5RgSuF3\nOXToEC+++CJ6vZ633nrL7dxpLly4gLe3N3PnzmXatGmyG8RakJtN5ver8BAc4B8EfsH4hMfQJDmF\niMhI7HY7W7ZsISQkhPDwcBITE+tVz6FNGzAe3YHKUI7OVEkLL4Ewn9qVzu3Lr+CtfVmsG9UFi0PA\n6rwS5EiAJIGExM9noCv3SVe/d+U+CaOg4oIugv3n8hjXxJvmQb/OblmdApkGAb13MLl6KyNDbHUy\nuLLUZKPL8sNkXS52qw2Fn5EkiaSkJPbu3XvLJZflJUWcmfcivXwsdazuxnD3zNTDa9N5rF2jWts9\nu4o5e87joVbzYvf6Pf/UFz9cKObrzEKWDHW/USBOUWTN6UJSY4JwCCKtI9xvWP3s3ee5r0UkVRYH\nvRuH1nsmJ6fGziVBh6dgR9R4YkrsRNuhjxDdKP6mj2UwGBg+fDiHDh2ib9++LFy4kOho9x7urFA/\nKMGUwnWRJIm0tDSmTJlCo0aNmDFjBj179nS1rBtGFEW+/vrrqw2i//znP10ticz0g+RvX09cUSat\nA67NOJkdTi4anZTgjeQXiMo/hI2ncgmLjiEuIZHGLZJRqVSIoojgcCIIDhAlQLwSgahUNGvXqdaD\nRj//YD75W9fzQIwnKeG1K/W0OARe2Z7JK71aEuxdu11Vpyje9CDe2vJ9WGeE+NZumeEEqKiowMvL\nC1/fm88qFF/O59DHcxiiLqwHZTeGO2em7IKI2SGg06jx9nC/YPxIYTXB3h40CvB2y1lM8/Zl0a9p\nGCkRAW6nv9xsQ5Rg1q5z/GdAa7d7/xwsqCS7ykSkrxcpEf71lo0SJYmj1QL6sARo1JKm3fqR0DIJ\nm82GKIq3NIDdZDLx7LPPsnbtWrp3787MmTPp3LlurdQVGhZKMKVwQzidTpYtW8bMmTNp0aKF251c\nSkpK2LZtG5GRkXh5edG9e/fb9tyCIJCfl0vu8XTsp/eTbMgm3vfmSgQMNgf9l+3lx7Hd8NZq8NCo\nUatAo7rWFlyUJLINNgrU/hASA8FREBJFeIsUktq2v2Yw8OGN32AquvjfFJGEZ2gU3R8YffX7Z48e\nIm/NRwzwqKhVACNJEl+dusydTcLQadWE1DKgup2UmO1cHPwPPl66nA8//BCdru5MLm4XmzZtYvHi\nxaxevfqGHu9wODjww3psmQeJLD1Pm0DXLuLcOTP1U3Ypi47msWaE+5wrf8mSjItE+Oq4v4X7GTac\nrzCSU2WiQ1TgbS8rqy1OUeRf28/QJiKAh9vcXF+PqzHYHCw9dolBzSLIrTLXyziAI2YPDC27o9Jo\nkXwCaD/gPoJDQmt9XLPZzMyZM3nnnXfo27cvzzzzDIMHD64DxQoNHSWYUrgp7HY7S5Ys4fXXX6d9\n+/bMmDGDDh06uFrWDbNp0ya8vLzIz89n0KBBtSr927JiEWqHFU1oDM07dr4yZ+n0CZxVJaAvRzJU\ngKECjbGSRmob8f66WtXri5LEkoyL5FWbmdWv1U39bInRyjm7DuG/PUZW70ASsnbT8hfJiiKLwKHE\ngYQ3bU5YbCPCIqPx9fFh22fv0TxnH4m+tSvPmL8/C51WzV/ucJ8ZNVtMPvR/cwUOh4MnnniCDz74\ngIAA9yq1cTqd6PV6dDrddQ1lzp3IIH/3RrQ5x+laz4NvbwZ3zkzl681E+Xm5XVYE4I3d5+jdOIye\n8bVfpN5uSoxWRn59mK2P9bjtmezacqHCyMRvM9g5vqfbzcH6LOMi97WIYtGRPKb0bF5nr/05g5P8\nkAS0QVdKlcM69iale586OTZcGemxePFiXnrpJQYMGMC4ceMYNWpUnR1foeGjBFMKt4TVamXRokXM\nnj2brl278tprr9Gunfs06c+YMYOnnnqKtLQ0Jk2adEv9MNs/nEPf0oM4RZEsvR2NSqKJv65eF04O\nQaTG7uT5jSd5rU9SnTeEn9I7sVrMRPt4UO5UUyVpkXS+lOpreChaW6tgUJIkioxW/vL9CdaO7OwW\njeAFZifnVYEQFsehQgOd+g2kx4C7b6l0xJWMHz+ehx9++Fd9jwZ9NYc2rIYLGbQw5RPvJ7+manfN\nTImSRMePd7D1sR5uZxpQY3OQWVZDQrAv4XU4cuB28OnRPJyixFOpTdzOaW3Shgye79KMcF8dEW70\nuh8oqEStUrH3UgUPJsfQJMinTo5bYLRzOKYLqUPHEN+s7q3gq6urWb58OS+99BIdO3bkxRdfZNiw\nYXX+PAoNHyWYUqgVZrOZhQsXMm/ePNq3b8+UKVPo3bu3W1zEKioqeP/993n00Uc5f/4899xzzzXf\nLysp5tCmDfhIDrAYUdlMYDEiWYxgMeLvMNIp0DW7nvvzK4kP9GblqQK3mjciSRLphdWYHAKtwv3d\nasEgSRLdF+/ib/3aE9GkOYTHQVgcjdp1JjG5lazf806nk+PHj5OamnrN/av+OooRITZZ74C7a2Yq\nt8qEn6fW7YIRgP7L9vD2oDa0iwp0tZQbRpIk1p0poktcMABxAe6z4XGksJrzFUaahfjSLjLgD0dU\nyIWiGiv78ivRadV4qFXcVUuTFatTYI8tADGpCx5+gWAz4dMokS59B9aR4isUFhby7rvvsmDBApo2\nbcrbb7/NwIF1+xwKfy6UYEqhTrBarSxfvpw333yTsLAwpkyZwpAhQ2Q/8NRisbDxhx/IPH2akKAA\nwoKDiIkMx2GzIQlOjh0+RFV2Jv0CHNwZI6+ZW8VGKz9ll5IY4ku4j47mofLSdz3+s+c8fZuG0yrc\nv05c924XFofA3vwK2kUGEu6rQ5IkCox2siQ/pLBYCG+ENqoxKd37EBJa9wOLbxWTycSQIUPYtGkT\nWq2W6soKDn+3huiTP5HiK+9LgLtmpt47mE2QlwePtbt5FzFXknamkL5Nwwnykl+W8vcQJQmDzcnU\nrZnM6pfsNn2ZdkHk68zLdIwO4kKFkcEt3cMpzi6ILMm4yL3NI1lxIp+pvVrW6njVNgeH1NHoOtxJ\njwdGXdPbW5dcuHCBV199le+//574+HiWLl1Kp06d6uW5FP5cKMGUQp0iCAJpaWnMmTMHk8nElClT\nePjhh/H0lOfFzWSsYdd3aehzz7F3zx7a+wnYjDWMaBVDuK97NC1/fuwScQHe+Hho6BIXLOsswy85\nVWpg8g8n2D6uh6yzOv+X/+w5z4CECFJjfnt2k0MQOaV3Uu0XcSXACmtEUGIr2tzR1aWzSXJzc9n4\n9UqaS3oCC8+SGqhyi/eKO2amKi120gurGdRMXuMY/ginKPLXH08wu39rtwqmVpzIJ72wmnfubuNq\nKTfMqVIDEb46t3PrW5JxkbuaRbDgcC5Te7Wo1WZYgclBZkACgV0G0XngffV2HcjMzGTcuHFcuHCB\nRo0asX79epo1a1Yvz6Xw50QJphTqBUmS2LZtG3PmzOHs2bM899xzPPHEEwQHB992LWs/X0zJ3h9p\nHR2K5KEDTy9Unl5IWh14/u//pqoKkvL28tXRLJ5MbcKCQ7n8q09Lt1hwOgSREWsO88ng9jgEkVg3\nKXEx2Z3M3nOeMSlxbjVDZfHRi5gdTv7a5cYuyFUWO6dsHjhDrgRXhMfRrFM3GjVJqJcFRFlRISd3\nb0XlsKFy2hAMVWTu3Y6lopiXetz80EpX4o6ZqdOlBtaeKeTVPkmulnLDFNVYmbQhg29Gd3WLfka4\ncp2Z/OMJpvZsQYi3p1sEJIJ4pXf0vYPZ3N8iit6N5ZPBvh5bc8oQJIkCg4XejUNJDKldJYTe5uRQ\n6sMMfGjM1fskSeLozi3oz59E5ekJHl5XrtEeXnj5BxAQFkFgSBgBgYH4+fldt/JFkiT279/P2LFj\nqa6u5o477mDRokU0bty4VroVFH4LJZhSqHeOHDnCO++8w3fffcfo0aN57rnnSE5Ovm3Pb7PZ+Cnt\nayo2rmB8kxvLNlVZ7Kw6fZnOscGkF1bzZGqT+hVZR+y9VMH7h3L4ZHB7/D21bpHx+Sm7lPZRgZwq\nNdCvabir5dwQBQYLahXYnCJNg2/eBESSJLINdi5pgiA8FsLi8IpLpG333vj5XwkaBEHg5OEDVJ0/\nicrbl+CYeCrPnwAvXySdD36h4YTHNSY8MgpfX19UKhWCILD9y08JOL6Zzn7Cr5533ZlCksP83Sow\nccfM1LsHsnm8Y2O3KWG1CyJFNVYqLHY6Rv92xlVulJpsXKw2U2y0cldiJJ5u4JiotzrYX1DJ2jOF\nLBrsHi6458pr+DGrlDtighAliV51FPxtsfjR942lmEwm9NXV5B7dj+XoNjraLhPufW1WVJIkbIKI\nweZEbxcwiBpq0CIF/pz9jyUkMYXWqXfgcDj44osveOWVVwAYNWoUU6dOJSrK/ez9FdwHJZhSuG0U\nFRXx0UcfsXDBB7SKDmX04Ltp3jYVr5AwgiNj8dDp8NB5ofXwQKvV4vHfr7/89430YBXmXyR95SL8\nHUYwVKCzVJPg6STSV3fTwUVWpZHsShMX9RYaB3rXusH2diBKEi9sOknnmGAeahXjFs3MZ8tr+ORI\nHtPvTCJA5x7lRbsulvPZsUt8NrRjnRzP6hQ4YRAxBkSBly+aigJSPKyE+nhicQhU2EXi/jufTJIk\nTA6BcoudMqcGo0oHXr4IkkRPXc3v2pp/daqA5DB/tzIWcLfMlFMUmbnrHK/2TnKbDM+OvHJWnMjn\n0yHuscA32BwcKazmcGE1L/WQvwGPXRBxCCKdFu0gfdKdeHtoZF/xUGNz8Pymk8zu35ptuWWMTomr\n0+OfqhEpt0v44SRQLRDnp6tVZvFChZFFp0pYkZGDd2gkr776KmPGjJFti4FCw0IJphRuO1arlc+W\nLOHHxR/QO1LH+JRonKL0v5sEDlQ4JRUOSYWTKzeHBCIqUGlAowGVCtTqK/9Xq0H9v/uCTeW0D6q7\nXeGjRdUE6LS8vvs8L3VvTlKYn6yzPk5RRBAlOi3aybb/WjPL/eIN8NDqQ/y1cwJ9mrhH6UuVxc5/\n9l7g9X6t3GLh7BRFnt94krfvauMWO/ngfpmpj9NzaR8VSJe4EFdLuSHWZhbi46Hh7sQIWZ/TfkYQ\nJe5YtIPvHu5KjL/8y5lFSWLc+qOMbRNH3yZhst/ckiSJR9OO8FqfJE6VGhjcMkrWs7qKaizM2JNN\nVqWREo8gPv/iS7eafanQMFCCKQWXIUkSu3bt4v1ZrxFtLGR8+8akRsrbkS69sIrEED8GLNvL7gm9\n0KpVsh7Iqbc6yKo0MX3nWb4d3UX2iyWLQyDfYOGN3ef5bGgH2et1iiLLj+fzYHKM2zTsf3EinweT\no/HxcI/gxN0yU1tySmkW7HtL5Z+3G4PNwdlyI54aNe3dIFv53fliTpYYeL5rM9n3R0mSxDfnitmc\nU8ob/VoRoJN32bVDEJm1+xwJQb6kRASQEuEv28DPLohUmO0MWLGfyCB/tPFJfPHll4SHu0eZuELD\nQwmmFGRBQUEB786bS9a2DQxuHsHYpAjZnsgBcqpMVFsdTNlymrRRXfDUqGW70//zsNzPMi4RH+jN\nozK3anYIIkeKqik12UgO85e95bskSfReuodFg9uTFCb/Bf/5CiOv7z7H5w+k/vGDZYA7ZabWnL7M\nJb2FF7snulrKDdF/2R7m39WGtpHyDqScosjH6XkMS45Bb3PI/nNWZbEz9KuDbBjTFVGSCJaxVXuV\nxc7mnDK255XxSq+WhPl4yvbam1dtJsdgY9TqA7ROSmbQsBG8+OKL6HTuN8tNoWGhBFMKssLhcJCW\nlsYX771FktrIxPaNaBlSN9PU64Mqi520s0WcLa/hqdSmRPnpZLvoqzDbESSJp787xpsDW9fajam+\nWZJxkc6xV9wfU2Tu9GdxCOy5VEGIt+fvWqbLBYcgcqxYT2pMkFuUfrpTZqrMZKPSYqelzBf7DkFk\nweFcHu8Qj7/MexTLTDbsgsinRy/y927NZK/3kXXp/KN7czw1atm+ZyVJ4lSpAZ1Ww7j1R9j2WE9U\nKn6319LVbMwqYXehkRUZuaT27ser//437du3d7UsBYWrKMGUgmy5cOEC8+e8TkX6ToYmx/BQ8zDZ\nZn9+bjpvGxGIv05Ll9hgAmVa9nWiRE+YjydPf3ec9aO7yHpBXWqyMXZdOt+M7oK3ViPrMplvzxUR\n6u3JHbHBsn2f/syy45c4WWpg7sAUV0v5Q9wlM3W2vIYnNxxj14RerpZyXSRJosrq4KP0XKb0aCHr\nXj+bU2Bheh6+HhomydxRdemxSxjtTvo2CaNlmJ9s+4x+uFBMt7gQHlh1kO8f7oaXVi1LrVanwMdH\nL5F2tgi91oe7h4/mtddew8vLPeY/Kvy5UIIpBdljtVpZvWoVaz/5gBZqI4+0jaNduHyzKs/9eIKX\nejRn5ckC/tolQZa7faIkkVGkJ99g4Vx5DVN6ynv20MydZwny8rjhuU6uYu+lCubtz2LdqC6ulnJd\nD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"text": [ "" ] } ], "prompt_number": 67 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Have closer look at Europe:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "m = Basemap(projection='cyl',llcrnrlat=35,urcrnrlat=72,\\\n", " llcrnrlon=-10,urcrnrlon=50,resolution='l')\n", "x, y = m(reg['longitude'],reg['latitude'])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 68 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(15,15))\n", "m.drawcoastlines(linewidth=0.25)\n", "m.drawcountries(linewidth=0.25)\n", "m.fillcontinents(color='white',lake_color='aqua')\n", "m.drawmapboundary(fill_color='aqua')\n", "m.drawmeridians(np.arange(0,360,30))\n", "m.drawparallels(np.arange(-90,90,30))\n", "m.scatter(x,y,s=reg['Number']*30,c=reg['Number'],marker='o',zorder=4, cmap=cm.gist_ncar ,alpha=0.3)\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 69, "text": [ "" ] }, { "output_type": "display_data", "png": 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SfH3JiY9H7+GBXVcX2tmzhz/48wDg89fPZCI+JYWfuLmxfcECzp07R1tbG3Z2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93/CDEfCIeIVgufaGjk01MYwi9/cJdmczPpabHk5eUOPy7L0NXVReXDOgSlltCw8AmlzCUp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\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USpCPgKcPJG6ERYtuXZGSy6G311TB2bDBfmZPZkp3t6nNLyJ8co/XqNlSWspLsavxmkEL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\ncgJ7e3nS1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"text": [ "" ] } ], "prompt_number": 69 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Catching spammers (request methods)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spammers are a huge problem, and it would be nice to filter them out. My website has very low user activity, and if somebody tries to POST something more than couple of times it's already suspicious. First we have to get information about what request method is being used for the requests. For this we have to analyse the *Request* column, which contain strings with requests. Request methods are always located in the beginning of the request string, so it's trivial to get it:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def gmet(x):\n", " x = x.split()\n", " return x[0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 70 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We apply this little function to the *Request* column and create new *Method* column:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df['Method'] = df.Request.apply(gmet)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 71 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group by *Method* and *IP*:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "met = df.groupby(['Method', 'IP']).size()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": [ "met.head" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 73, "text": [ "" ] } ], "prompt_number": 73 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create *POST* time series (we have to have a copy of the time series to sort the data):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "post = met['POST'].copy()\n", "post.sort()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 74 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the top 10 IPs that use POST method:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "post[-10:].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 75, "text": [ "" ] }, { "output_type": "display_data", "png": 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XG20b3XW5rZeXF4YPH45Tp06BiLBnzx7MmTMHwK0OOyMjAwBQUlKCGzdu4P77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\nxxAZGYmKigq98p9++qnR1ei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"text": [ "" ] } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "post[-5:]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 76, "text": [ "IP\n", "173.208.108.10 10\n", "66.23.234.10 10\n", "213.248.47.229 11\n", "160.75.185.7 15\n", "77.222.40.65 58" ] } ], "prompt_number": 76 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is the winner doing?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df[df.IP =='77.222.40.65'][0:5]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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StatusbIPRequestMethod
Time
2013-03-16 08:28:43 403 0.001054 77.222.40.65 POST /podcast/wp-cron.php?doing_wp_cron=136340... POST
2013-03-16 08:45:08 403 0.001054 77.222.40.65 POST /podcast/wp-cron.php?doing_wp_cron=136340... POST
2013-03-16 09:19:52 403 0.001054 77.222.40.65 POST /podcast/wp-cron.php?doing_wp_cron=136341... POST
2013-03-16 09:36:26 403 0.001054 77.222.40.65 POST /podcast/wp-cron.php?doing_wp_cron=136341... POST
2013-03-16 09:40:22 403 0.001054 77.222.40.65 POST /podcast/wp-cron.php?doing_wp_cron=136341... POST
\n", "
" ], "output_type": "pyout", "prompt_number": 77, "text": [ " Status b IP \\\n", "Time \n", "2013-03-16 08:28:43 403 0.001054 77.222.40.65 \n", "2013-03-16 08:45:08 403 0.001054 77.222.40.65 \n", "2013-03-16 09:19:52 403 0.001054 77.222.40.65 \n", "2013-03-16 09:36:26 403 0.001054 77.222.40.65 \n", "2013-03-16 09:40:22 403 0.001054 77.222.40.65 \n", "\n", " Request Method \n", "Time \n", "2013-03-16 08:28:43 POST /podcast/wp-cron.php?doing_wp_cron=136340... POST \n", "2013-03-16 08:45:08 POST /podcast/wp-cron.php?doing_wp_cron=136340... POST \n", "2013-03-16 09:19:52 POST /podcast/wp-cron.php?doing_wp_cron=136341... POST \n", "2013-03-16 09:36:26 POST /podcast/wp-cron.php?doing_wp_cron=136341... POST \n", "2013-03-16 09:40:22 POST /podcast/wp-cron.php?doing_wp_cron=136341... POST " ] } ], "prompt_number": 77 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Making some Wordpress cron requests... This IP looks familiar... Oh, it's actually the IP of my website - this is my Wordpress doing something. Have to investigate later if I can disable this thing (anyway it's not working, getting 403 error) :) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Number two:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df[df.IP =='160.75.185.7'][0:10]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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StatusbIPRequestMethod
Time
2013-03-16 17:27:12 200 0.002224 160.75.185.7 GET /administrator/index.php HTTP/1.0 GET
2013-03-16 17:27:12 200 0.002224 160.75.185.7 GET /administrator/index.php HTTP/1.0 GET
2013-03-16 17:27:12 200 0.002224 160.75.185.7 GET /administrator/index.php HTTP/1.0 GET
2013-03-16 17:27:12 200 0.002224 160.75.185.7 GET /administrator/index.php HTTP/1.0 GET
2013-03-16 17:27:12 200 0.002224 160.75.185.7 GET /administrator/index.php HTTP/1.0 GET
2013-03-16 17:27:12 200 0.002224 160.75.185.7 POST /administrator/index.php HTTP/1.0 POST
2013-03-16 17:27:12 200 0.002224 160.75.185.7 POST /administrator/index.php HTTP/1.0 POST
2013-03-16 17:27:12 200 0.002224 160.75.185.7 GET /administrator/index.php HTTP/1.0 GET
2013-03-16 17:27:12 200 0.002224 160.75.185.7 POST /administrator/index.php HTTP/1.0 POST
2013-03-16 17:27:12 200 0.002224 160.75.185.7 POST /administrator/index.php HTTP/1.0 POST
\n", "
" ], "output_type": "pyout", "prompt_number": 78, "text": [ " Status b IP \\\n", "Time \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "2013-03-16 17:27:12 200 0.002224 160.75.185.7 \n", "\n", " Request Method \n", "Time \n", "2013-03-16 17:27:12 GET /administrator/index.php HTTP/1.0 GET \n", "2013-03-16 17:27:12 GET /administrator/index.php HTTP/1.0 GET \n", "2013-03-16 17:27:12 GET /administrator/index.php HTTP/1.0 GET \n", "2013-03-16 17:27:12 GET /administrator/index.php HTTP/1.0 GET \n", "2013-03-16 17:27:12 GET /administrator/index.php HTTP/1.0 GET \n", "2013-03-16 17:27:12 POST /administrator/index.php HTTP/1.0 POST \n", "2013-03-16 17:27:12 POST /administrator/index.php HTTP/1.0 POST \n", "2013-03-16 17:27:12 GET /administrator/index.php HTTP/1.0 GET \n", "2013-03-16 17:27:12 POST /administrator/index.php HTTP/1.0 POST \n", "2013-03-16 17:27:12 POST /administrator/index.php HTTP/1.0 POST " ] } ], "prompt_number": 78 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is suspicious; looks like it tries to get to the website's admin area - candidate for blocking." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Number three:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df[df.IP =='213.248.47.229'][0:10]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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StatusbIPRequestMethod
Time
2013-03-16 11:00:34 200 0.012539 213.248.47.229 GET /forum/ucp.php?mode=register&sid=8203c4843... GET
2013-03-16 11:00:34 200 0.026559 213.248.47.229 GET /forum/index.php HTTP/1.0 GET
2013-03-16 11:00:34 200 0.012011 213.248.47.229 GET /forum/ucp.php?mode=register&sid=c78851b8f... GET
2013-03-16 11:00:39 200 0.016414 213.248.47.229 POST /forum/ucp.php?mode=register&sid=12986e06... POST
2013-03-16 11:00:39 200 0.016414 213.248.47.229 POST /forum/ucp.php?mode=register HTTP/1.0 POST
2013-03-16 11:00:44 200 0.015024 213.248.47.229 POST /forum/ucp.php?mode=register HTTP/1.0 POST
2013-03-16 11:00:45 200 0.015028 213.248.47.229 POST /forum/ucp.php?mode=register HTTP/1.0 POST
2013-03-16 11:00:49 200 0.015024 213.248.47.229 POST /forum/ucp.php?mode=register HTTP/1.0 POST
2013-03-16 11:00:50 200 0.015028 213.248.47.229 POST /forum/ucp.php?mode=register HTTP/1.0 POST
2013-03-16 11:00:55 200 0.015024 213.248.47.229 POST /forum/ucp.php?mode=register HTTP/1.0 POST
\n", "
" ], "output_type": "pyout", "prompt_number": 79, "text": [ " Status b IP \\\n", "Time \n", "2013-03-16 11:00:34 200 0.012539 213.248.47.229 \n", "2013-03-16 11:00:34 200 0.026559 213.248.47.229 \n", "2013-03-16 11:00:34 200 0.012011 213.248.47.229 \n", "2013-03-16 11:00:39 200 0.016414 213.248.47.229 \n", "2013-03-16 11:00:39 200 0.016414 213.248.47.229 \n", "2013-03-16 11:00:44 200 0.015024 213.248.47.229 \n", "2013-03-16 11:00:45 200 0.015028 213.248.47.229 \n", "2013-03-16 11:00:49 200 0.015024 213.248.47.229 \n", "2013-03-16 11:00:50 200 0.015028 213.248.47.229 \n", "2013-03-16 11:00:55 200 0.015024 213.248.47.229 \n", "\n", " Request Method \n", "Time \n", "2013-03-16 11:00:34 GET /forum/ucp.php?mode=register&sid=8203c4843... GET \n", "2013-03-16 11:00:34 GET /forum/index.php HTTP/1.0 GET \n", "2013-03-16 11:00:34 GET /forum/ucp.php?mode=register&sid=c78851b8f... GET \n", "2013-03-16 11:00:39 POST /forum/ucp.php?mode=register&sid=12986e06... POST \n", "2013-03-16 11:00:39 POST /forum/ucp.php?mode=register HTTP/1.0 POST \n", "2013-03-16 11:00:44 POST /forum/ucp.php?mode=register HTTP/1.0 POST \n", "2013-03-16 11:00:45 POST /forum/ucp.php?mode=register HTTP/1.0 POST \n", "2013-03-16 11:00:49 POST /forum/ucp.php?mode=register HTTP/1.0 POST \n", "2013-03-16 11:00:50 POST /forum/ucp.php?mode=register HTTP/1.0 POST \n", "2013-03-16 11:00:55 POST /forum/ucp.php?mode=register HTTP/1.0 POST " ] } ], "prompt_number": 79 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This one tries to register on the forum every 5 second or so - clearly forum spammer. Block." ] } ], "metadata": {} } ] }