workbench/notebooks/Network_Stream.ipynb

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   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Exploration of Live Network Tap\n",
      "Like most people I were wondering \"What is my laptop doing? Has it become a botnet? Should I stop downloading a bunch of weird stuff all the time? Will I ever move out of my Mom's basement?\" but I digress..\n",
      "\n",
      "This notebook is an exploration of my laptop's network usage using Workbench https://github.com/SuperCowPowers/workbench.git\n",
      "## Goals of the Exploration\n",
      "We wanted to get a 'gist' of the network activity happening from a particular capture point, for this case a laptop, but the cpature point could be anywhere. Obviously there are super great tools that already perform exploration and analysis of pcaps: WireShark, Chop Shop, Scapy, blah, foo, etc.. here we leveraging Bro IDS to generate our starting-point data and then hoping off in various directions from there. The work here should be viewed as complimentary to these other tools :)\n",
      "\n",
      "<div style=\"float: right; margin: 0px 0px 0px 30px\"><img src=\"files/images/workbench.jpg\" width=\"400px\"></div>\n",
      "## Lets start up the workbench server...\n",
      "Run the workbench server (from somewhere, for the demo we're just going to start a local one)\n",
      "<pre>\n",
      "$ workbench_server\n",
      "</pre>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Lets start to interact with workbench, please note there is NO specific client to workbench,\n",
      "# Just use the ZeroRPC Python, Node.js, or CLI interfaces.\n",
      "import zerorpc\n",
      "c = zerorpc.Client(timeout=120)\n",
      "c.connect(\"tcp://127.0.0.1:4242\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "[None]"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<div style=\"float: left; margin: 0px 0px 0px 0px\"><img src=\"files/images/confused.jpg\" width=\"250px\"></div>\n",
      "\n",
      "## So I'm confused what am I suppose to do with workbench? \n",
      "\n",
      "- Start with c.help(), look at the commands\n",
      "- Now add stuff to workbench, PCAPs, PE Files, PDFs, SWFs, whatever..\n",
      "- Workbench stores it in a database (MongoDB now, maybe Vertica later)\n",
      "- Make a work request see c.help_workers() for all the options\n",
      "- See [Workbench Demo Notebook](http://nbviewer.ipython.org/github/SuperCowPowers/workbench/blob/master/workbench/notebooks/Workbench_Demo.ipynb) for a lot more info on using workbench."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# I forgot what stuff I can do with workbench\n",
      "print c.help()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Welcome to Workbench: Here's a list of help commands:\n",
        "\t - Run c.help_basic() for beginner help\n",
        "\t - Run c.help_commands() for command help\n",
        "\t - Run c.help_workers() for a list of workers\n",
        "\t - Run c.help_advanced() for advanced help\n",
        "\n",
        "See https://github.com/SuperCowPowers/workbench for more information\n"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<br>\n",
      "### In this case we're going to skip a lot of intro material to Workbench, see the [Workbench Demo Notebook](http://nbviewer.ipython.org/github/SuperCowPowers/workbench/blob/master/workbench/notebooks/Workbench_Demo.ipynb) for a startup guide.\n",
      "<br>"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<div style=\"float: left; margin: 0px 30px 0px 0px\"><img src=\"files/images/disk.jpg\" width=\"250px\"></div>\n",
      "# Process the Streaming PCAP Data\n",
      "<font size=4> Lets look at the PCAPs that are being tossed into workbench. A script in the utils directory called pcap_streamer.py will 'stream' PCAPs into workbench off of a live network interface. We can use the 'get_sample_window' call to workbench for it to give us the last 30 MB of streaming PCAPs</font>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Grab a range of pcaps in workbench (last 100 MegaBytes worth in this case)\n",
      "pcap_md5s = c.get_sample_window('pcap', 50)\n",
      "print 'Number of PCAPs %d' % len(pcap_md5s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of PCAPs 54\n"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Workbench lets you store sample sets\n",
      "pcap_set = c.store_sample_set(pcap_md5s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Now give us a HTTP graph of all the activities within that window of PCAPs.\n",
      "# Workbench also has DNS and CONN graphs, but for now we're just interested in HTTP.\n",
      "c.work_request('pcap_http_graph', pcap_set)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 36,
       "text": [
        "{'pcap_http_graph': {'md5': 'b02cf3ec31a0fe27f309c54f77ddc9ac',\n",
        "  'output': 'go to http://localhost:7474/browser and execute this query \"match (s:origin), (t:file), p=allShortestPaths((s)--(t)) return p\"'}}"
       ]
      }
     ],
     "prompt_number": 36
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<div style=\"margin: 0px 30px 0px 0px\"><img src=\"files/images/home_network.png\" width=\"900px\"></div>\n",
      "# Workbench + Neo4j = Awesome\n",
      "<font size=4> The HTTP graph has quite a bit of info, but you can see that we've conducted a shortest paths search from all nodes of type 'origin' (any node originating http communications) to any node of type 'file'. So we're particularly interested in all of the various files that got downloaded from our network tap in the last few minutes.</font>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# We can also ask workbench for a python dictionary of all the info from this set of (100MB) PCAPs,\n",
      "# because sometimes visualization are useful and sometimes organized data is useful.\n",
      "output = c.work_request('view_pcap_details', pcap_set)['view_pcap_details']\n",
      "output"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 108,
       "text": [
        "{'bro_logs': {'conn_log': '53b02c226034fa4508d0ff384cd82381',\n",
        "  'dns_log': '5056a27297490d61558a6efe6b028ea1',\n",
        "  'dpd_log': '7ed68bcc653dc97f915f5c7bfb274b2b',\n",
        "  'files_log': '678daeba4c4cb8839cbef82103d722b2',\n",
        "  'http_log': '138ecd68a802bd82f8b7ae8852744fa9',\n",
        "  'packet_filter_log': '53669ae86761ecdfe0304fe5e3123fe6',\n",
        "  'ssl_log': 'c907419c6c2d929fe66afb8df3943f49',\n",
        "  'weird_log': 'a97149b9761dff9b524520a1cbc29e36'},\n",
        " 'extracted_files': [{'entropy': 6.245624377814982,\n",
        "   'file_size': 42024,\n",
        "   'file_type': 'TrueType font data',\n",
        "   'md5': '12be067a6270759b4f861d64cc267166',\n",
        "   'sha256': 'd5ec46188792388f1ef48c6421d25d73cad6765b9930defa1f28dc7d1790105a',\n",
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        "  {'entropy': 7.980726705082393,\n",
        "   'file_size': 29032,\n",
        "   'file_type': 'Web Open Font Format, flavor 65536, length 29032, version 1.0',\n",
        "   'md5': '9b6485fb804ec528b304bc5ba427a52d',\n",
        "   'sha256': '7480b3771fd67569b3cc75979dfcf8bfdf973af2bc78f331fb93dbf2753dd73e',\n",
        "   'ssdeep': '768:c8N64HKDhQI5vonULgW5gU154lRGus1uDjUBApCMiDvj:c/5qConULD154lRGugdBAravj'},\n",
        "  {'entropy': 7.98023762110109,\n",
        "   'file_size': 28496,\n",
        "   'file_type': 'Web Open Font Format, flavor 65536, length 28496, version 1.0',\n",
        "   'md5': '668a147a2d75a58822d1f09e16cf6bba',\n",
        "   'sha256': 'd1b63bac95978c34df58b5e5afac40ba2c2ff986515dd5a47f86c5bb03e38685',\n",
        "   'ssdeep': '768:Ma6C1UJ6Gy/J3UbWCUfNhEDaET3OEFTJ/B5FjG4ymDQ6:Ma11Vh/S5Us1jOyFFj/yQQ6'},\n",
        "  {'entropy': 7.987978971601742,\n",
        "   'file_size': 32020,\n",
        "   'file_type': 'Web Open Font Format, flavor 65536, length 32020, version 0.0',\n",
        "   'md5': 'a188c2f768ce5033d3f5d47be7280e25',\n",
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        "  {'entropy': 3.907528856075129,\n",
        "   'file_size': 4286,\n",
        "   'file_type': 'MS Windows icon resource - 1 icon',\n",
        "   'md5': 'e788c077dd2498aaeabae414af20e0c0',\n",
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        "   'file_type': 'XML document text',\n",
        "   'md5': 'a7b900bec0b7b386dfd18ad22c9ed411',\n",
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        "  {'entropy': 4.936019556724105,\n",
        "   'file_size': 1363,\n",
        "   'file_type': 'XML document text',\n",
        "   'md5': 'ecc6377d393d709dcbcdae8798fd06d8',\n",
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        "  {'entropy': 6.297298526914034,\n",
        "   'file_size': 37336,\n",
        "   'file_type': 'TrueType font data',\n",
        "   'md5': '2e98fc3ce85f31f63010b706259cb604',\n",
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        "  {'entropy': 3.2961625571831026,\n",
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        "   'file_type': 'MS Windows icon resource - 2 icons, 16x16, 256-colors',\n",
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        "   'file_type': 'MS Windows icon resource - 1 icon',\n",
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        "   'file_type': 'Web Open Font Format, flavor 65536, length 21444, version 1.1',\n",
        "   'md5': '9766098054494741d153b60206e33f89',\n",
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        "  {'entropy': 5.908739848449175,\n",
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        "   'md5': '943882776674997378513c8831392441',\n",
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        "   'file_type': 'TrueType font data',\n",
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        "   'file_type': 'MS Windows icon resource - 1 icon',\n",
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        "  {'entropy': -0.0,\n",
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        "   'file_type': 'very short file (no magic)',\n",
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        "   'file_size': 6636,\n",
        "   'file_type': 'SVG Scalable Vector Graphics image',\n",
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        "   'file_type': 'ISO Media, MPEG v4 system, version 2',\n",
        "   'md5': '0f9e7b97671775a3fb29c36557cf662b',\n",
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        "   'ssdeep': '98304:Fxc89GCIa5m7IAXPu5m7vq8njsZN5rL/g/1FCF9bW5UDpRAiqFMyPEO5sb:DH/II6nvqCj2N5rL/gHCFpepEOE'}],\n",
        " 'md5': '8518f69c4674db948c5e157bd8010adb'}"
       ]
      }
     ],
     "prompt_number": 108
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<div style=\"float: left; margin: 0px 0px 0px 0px\"><img src=\"files/images/head_explode.jpg\" width=\"350px\"></div>\n",
      "## If the next line of code doesn't blow your mind, you aren't paying attention!\n",
      "#### All of the bro logs are streamed from server to client with NETWORK STREAMING GENERATORS, those highly efficient generators are zero-copy and stream data directly into Pandas Dataframes.\n",
      "\n",
      "#### For more on client/server generators and client-contructed/server-executed generator pipelines see our super spiffy [Generator Pipelines](http://nbviewer.ipython.org/url/raw.github.com/SuperCowPowers/workbench/master/workbench/notebooks/Generator_Pipelines.ipynb) notebook."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Critical Code: Transition from Bro logs to Pandas Dataframes\n",
      "# This one line of code populates dataframes from the Bro logs, \n",
      "# streaming client/server generators, zero-copy, efficient, awesome...\n",
      "import pandas as pd\n",
      "dataframes = {name:pd.DataFrame(c.stream_sample(bro_log)) for name, bro_log in output['bro_logs'].iteritems()}"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 109
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<div style=\"float: left; margin: 0px 30px 0px 0px\"><img src=\"files/images/eyeball_2.jpg\" width=\"250px\"></div>\n",
      "# Lets look at the Data\n",
      "<font size=4>We're going to use some nice functionality in the Pandas dataframe to look at our network data, specifically we're going to group by origin, host, host-ip, and mime_type. The last column represents the aggregated sum of response_body_len.\n",
      "<br><br>\n",
      "This type of operation is really just scratching the surface when it comes to dataframes, so quickly and efficiently populating a dataframe is super awesome.</font>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Now we group by host and show the different response mime types for each host\n",
      "group_host = dataframes['http_log'].groupby(['id.orig_h','host','id.resp_h','resp_mime_types'])[['response_body_len']].sum()\n",
      "group_host.head(100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        "<p>100 rows \u00d7 1 columns</p>\n",
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       "metadata": {},
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       "prompt_number": 110,
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        "              data.cmcore.com              204.77.31.254   image/gif                       86\n",
        "                                           74.121.133.1    image/gif                       43\n",
        "              doug1izaerwt3.cloudfront.net 54.230.6.114    -                                0\n",
        "                                           54.230.7.29     -                                0\n",
        "              ds.serving-sys.com           23.3.12.32      -                                0\n",
        "                                                           image/jpeg                   55043\n",
        "                                                                                          ...\n",
        "\n",
        "[100 rows x 1 columns]"
       ]
      }
     ],
     "prompt_number": 110
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Now we group by host and show the different response mime types for each host\n",
      "group_host = dataframes['http_log'].groupby(['host','id.resp_h','resp_mime_types','uri'])[['response_body_len']].sum()\n",
      "group_host.head(50)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
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        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th>response_body_len</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>host</th>\n",
        "      <th>id.resp_h</th>\n",
        "      <th>resp_mime_types</th>\n",
        "      <th>uri</th>\n",
        "      <th></th>\n",
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        "      <th rowspan=\"17\" valign=\"top\">0.gravatar.com</th>\n",
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        "      <th rowspan=\"3\" valign=\"top\">-</th>\n",
        "      <th>/css/hovercard.css?ver=201422x</th>\n",
        "      <td>      0</td>\n",
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        "      <th>/css/services.css?ver=201422x</th>\n",
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        "      <th>/js/gprofiles.js?ver=201422x</th>\n",
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        "      <th>/avatar/60b0ef6e1bbdbac2049c933c7c4e7fdd?s=64&amp;d=identicon&amp;r=G</th>\n",
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        "      <th>/avatar/9e32ff422dd2c6155bbb43800b98c4d3?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>    645</td>\n",
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        "    <tr>\n",
        "      <th>/avatar/9e32ff422dd2c6155bbb43800b98c4d3?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   1207</td>\n",
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        "    <tr>\n",
        "      <th>/avatar/fd9c7194bbb73ea2f186928424b721f6?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   1017</td>\n",
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        "      <th>/avatar/fd9c7194bbb73ea2f186928424b721f6?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   1887</td>\n",
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        "    <tr>\n",
        "      <th>1.bp.blogspot.com</th>\n",
        "      <th>2607:f8b0:400f:800::100b</th>\n",
        "      <th>image/png</th>\n",
        "      <th>/-TK4TVif-FGU/T0Gtlv4zk7I/AAAAAAAAAMw/F-OvNpHcByM/s320/neo4j_sample.png</th>\n",
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        "      <th rowspan=\"13\" valign=\"top\">1.gravatar.com</th>\n",
        "      <th rowspan=\"13\" valign=\"top\">2606:2800:220:bf1:95:a65:51f:1a94</th>\n",
        "      <th rowspan=\"2\" valign=\"top\">-</th>\n",
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        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">image/jpeg</th>\n",
        "      <th>/avatar/a805ec88c0754455cac9b5655dea230e?s=32&amp;d=identicon&amp;r=G</th>\n",
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        "    <tr>\n",
        "      <th>/avatar/a805ec88c0754455cac9b5655dea230e?s=64&amp;d=identicon&amp;r=G</th>\n",
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        "    <tr>\n",
        "      <th rowspan=\"8\" valign=\"top\">image/png</th>\n",
        "      <th>/avatar/11ec004db919032b93195fc5d2555fea?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>    276</td>\n",
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        "    <tr>\n",
        "      <th>/avatar/11ec004db919032b93195fc5d2555fea?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>    391</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/43618511463276f21c363c8079ad5a5b?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>    622</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/43618511463276f21c363c8079ad5a5b?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   1445</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/a614ce207462e4f3fe33273c0deccde7?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>    946</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/a614ce207462e4f3fe33273c0deccde7?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   2105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/blavatar/babef735719ccc14fa9a281e6de2fe08?s=32</th>\n",
        "      <td>   2497</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/blavatar/babef735719ccc14fa9a281e6de2fe08?s=64</th>\n",
        "      <td>   8650</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>image/x-icon</th>\n",
        "      <th>/blavatar/b8c1a3c32665c00621a27ee5fc4e51ce?s=16</th>\n",
        "      <td>  11078</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">16518638.log.optimizely.com</th>\n",
        "      <th rowspan=\"3\" valign=\"top\">174.129.203.102</th>\n",
        "      <th>image/gif</th>\n",
        "      <th>/event?a=16518638&amp;d=13765676&amp;y=false&amp;n=engagement&amp;g=28357548&amp;u=oeu1401383749478r0.00880544213578105&amp;t=1401383754150&amp;f=1026380119</th>\n",
        "      <td>     35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">text/plain</th>\n",
        "      <th>/event?a=16518638&amp;d=13765676&amp;y=false&amp;n=http://java.dzone.com/articles/storm-neo4j-and-python-real&amp;u=oeu1401383749478r0.00880544213578105&amp;wxhr=true&amp;t=1401383749484&amp;f=</th>\n",
        "      <td>      2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/event?a=16518638&amp;d=13765676&amp;y=false&amp;n=http://java.dzone.com/articles/storm-neo4j-and-python-real&amp;u=oeu1401383749478r0.00880544213578105&amp;wxhr=true&amp;t=1401383750032&amp;f=1026380119</th>\n",
        "      <td>      2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">2.bp.blogspot.com</th>\n",
        "      <th rowspan=\"2\" valign=\"top\">2607:f8b0:400f:801::100b</th>\n",
        "      <th rowspan=\"2\" valign=\"top\">image/png</th>\n",
        "      <th>/--ghj75EWkyc/UnjtpNV657I/AAAAAAAALiU/UYua5dc4fPk/s1600/Screenshot_11_5_13_2_07_PM.png</th>\n",
        "      <td> 779602</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/-yz4sG2of89Y/UG4TQ5QsgDI/AAAAAAAAAV8/apaI68-NH5U/s1600/ftd-banner.png</th>\n",
        "      <td>  45874</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"8\" valign=\"top\">2.gravatar.com</th>\n",
        "      <th rowspan=\"8\" valign=\"top\">2606:2800:220:bf1:95:a65:51f:1a94</th>\n",
        "      <th rowspan=\"4\" valign=\"top\">image/jpeg</th>\n",
        "      <th>/avatar/86006d83b5bf07a88ef95dfd001609f8?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   1078</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/86006d83b5bf07a88ef95dfd001609f8?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   1810</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/e8dd547cc3ce614c9662b891791349d4?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   1266</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/e8dd547cc3ce614c9662b891791349d4?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   2488</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"4\" valign=\"top\">image/png</th>\n",
        "      <th>/avatar/58750f2179edbd650b471280aa66fee5?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   2501</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/58750f2179edbd650b471280aa66fee5?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   8411</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/b6e56aafe01b6dfb69550be92e8db136?s=32&amp;d=identicon&amp;r=G</th>\n",
        "      <td>    633</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/avatar/b6e56aafe01b6dfb69550be92e8db136?s=64&amp;d=identicon&amp;r=G</th>\n",
        "      <td>   1225</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4.bp.blogspot.com</th>\n",
        "      <th>2607:f8b0:400f:801::100c</th>\n",
        "      <th>image/jpeg</th>\n",
        "      <th>/_NtoTtHZadHE/SZcxuOA6QmI/AAAAAAAAAAk/Y9hjo6lyCI4/S45/hendy-sitting_square.jpg</th>\n",
        "      <td>   1619</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">664902255.log.optimizely.com</th>\n",
        "      <th rowspan=\"2\" valign=\"top\">107.22.231.18</th>\n",
        "      <th>image/gif</th>\n",
        "      <th>/event?a=664902255&amp;d=13765676&amp;y=false&amp;n=engagement&amp;g=634652246&amp;u=oeu1401383749478r0.00880544213578105&amp;t=1401383754146&amp;f=</th>\n",
        "      <td>     35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>text/plain</th>\n",
        "      <th>/event?a=664902255&amp;d=13765676&amp;y=false&amp;n=http://java.dzone.com/articles/storm-neo4j-and-python-real&amp;u=oeu1401383749478r0.00880544213578105&amp;wxhr=true&amp;t=1401383749484&amp;f=</th>\n",
        "      <td>      2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"3\" valign=\"top\">773-gon-065.mktoresp.com</th>\n",
        "      <th rowspan=\"3\" valign=\"top\">199.15.215.178</th>\n",
        "      <th rowspan=\"3\" valign=\"top\">image/gif</th>\n",
        "      <th>/webevents/clickLink?_mchNc=1401381694487&amp;_mchCn=&amp;_mchHr=http://www.neo4j.org/learn/licensing&amp;_mchId=773-GON-065&amp;_mchTk=_mch-neo4j.org-1395320035524-69364&amp;_mchHo=www.neo4j.org&amp;_mchPo=&amp;_mchRu=/develop/shell&amp;_mchPc=http:&amp;_mchVr=142</th>\n",
        "      <td>     43</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/webevents/clickLink?_mchNc=1401381750537&amp;_mchCn=&amp;_mchHr=http://www.neo4j.org/learn/apps&amp;_mchId=773-GON-065&amp;_mchTk=_mch-neo4j.org-1395320035524-69364&amp;_mchHo=www.neo4j.org&amp;_mchPo=&amp;_mchRu=/develop/shell&amp;_mchPc=http:&amp;_mchVr=142</th>\n",
        "      <td>     43</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>/webevents/clickLink?_mchNc=1401381765145&amp;_mchCn=&amp;_mchHr=http://maxdemarzi.com/2012/08/17/neosocial-connecting-to-facebook-with-neo4j/&amp;_mchId=773-GON-065&amp;_mchTk=_mch-neo4j.org-1395320035524-69364&amp;_mchHo=www.neo4j.org&amp;_mchPo=&amp;_mchRu=/learn/apps&amp;_mchPc=http:&amp;_mchVr=142</th>\n",
        "      <td>     43</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>50 rows \u00d7 1 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 111,
       "text": [
        "                                                                                                                                                                                                                                                                                                                                                            response_body_len\n",
        "host                         id.resp_h                         resp_mime_types uri                                                                                                                                                                                                                                                                                           \n",
        "0.gravatar.com               2606:2800:220:bf1:95:a65:51f:1a94 -               /css/hovercard.css?ver=201422x                                                                                                                                                                                                                                                               0\n",
        "                                                                               /css/services.css?ver=201422x                                                                                                                                                                                                                                                                0\n",
        "                                                                               /js/gprofiles.js?ver=201422x                                                                                                                                                                                                                                                                 0\n",
        "                                                               image/jpeg      /avatar/65dc2ca9ccb63a7004ff934f5501d576?s=32&d=identicon&r=G                                                                                                                                                                                                                              988\n",
        "                                                                               /avatar/65dc2ca9ccb63a7004ff934f5501d576?s=64&d=identicon&r=G                                                                                                                                                                                                                             1477\n",
        "                                                               image/png       /avatar/31c24d77a26eb5e3d35b537f19cbe360?s=32&d=identicon&r=G                                                                                                                                                                                                                             2284\n",
        "                                                                               /avatar/31c24d77a26eb5e3d35b537f19cbe360?s=64&d=identicon&r=G                                                                                                                                                                                                                             7860\n",
        "                                                                               /avatar/335410d8b3c50577cf0ed33567a3862e?s=32&d=identicon&r=G                                                                                                                                                                                                                              646\n",
        "                                                                               /avatar/335410d8b3c50577cf0ed33567a3862e?s=64&d=identicon&r=G                                                                                                                                                                                                                             1300\n",
        "                                                                               /avatar/3dc0bab46bc3dfa2b7175d6d629abf3f?s=32&d=identicon&r=G                                                                                                                                                                                                                              810\n",
        "                                                                               /avatar/3dc0bab46bc3dfa2b7175d6d629abf3f?s=64&d=identicon&r=G                                                                                                                                                                                                                             1797\n",
        "                                                                               /avatar/60b0ef6e1bbdbac2049c933c7c4e7fdd?s=32&d=identicon&r=G                                                                                                                                                                                                                             1279\n",
        "                                                                               /avatar/60b0ef6e1bbdbac2049c933c7c4e7fdd?s=64&d=identicon&r=G                                                                                                                                                                                                                             2885\n",
        "                                                                               /avatar/9e32ff422dd2c6155bbb43800b98c4d3?s=32&d=identicon&r=G                                                                                                                                                                                                                              645\n",
        "                                                                               /avatar/9e32ff422dd2c6155bbb43800b98c4d3?s=64&d=identicon&r=G                                                                                                                                                                                                                             1207\n",
        "                                                                               /avatar/fd9c7194bbb73ea2f186928424b721f6?s=32&d=identicon&r=G                                                                                                                                                                                                                             1017\n",
        "                                                                               /avatar/fd9c7194bbb73ea2f186928424b721f6?s=64&d=identicon&r=G                                                                                                                                                                                                                             1887\n",
        "1.bp.blogspot.com            2607:f8b0:400f:800::100b          image/png       /-TK4TVif-FGU/T0Gtlv4zk7I/AAAAAAAAAMw/F-OvNpHcByM/s320/neo4j_sample.png                                                                                                                                                                                                                  36931\n",
        "1.gravatar.com               2606:2800:220:bf1:95:a65:51f:1a94 -               /avatar/ad516503a11cd5ca435acc9bb6523536?s=25&d=identicon&forcedefault=y&r=G                                                                                                                                                                                                                 0\n",
        "                                                                               /avatar/ad516503a11cd5ca435acc9bb6523536?s=54&d=identicon&forcedefault=y&r=G                                                                                                                                                                                                                 0\n",
        "                                                               image/jpeg      /avatar/a805ec88c0754455cac9b5655dea230e?s=32&d=identicon&r=G                                                                                                                                                                                                                             1294\n",
        "                                                                               /avatar/a805ec88c0754455cac9b5655dea230e?s=64&d=identicon&r=G                                                                                                                                                                                                                             2720\n",
        "                                                               image/png       /avatar/11ec004db919032b93195fc5d2555fea?s=32&d=identicon&r=G                                                                                                                                                                                                                              276\n",
        "                                                                               /avatar/11ec004db919032b93195fc5d2555fea?s=64&d=identicon&r=G                                                                                                                                                                                                                              391\n",
        "                                                                               /avatar/43618511463276f21c363c8079ad5a5b?s=32&d=identicon&r=G                                                                                                                                                                                                                              622\n",
        "                                                                               /avatar/43618511463276f21c363c8079ad5a5b?s=64&d=identicon&r=G                                                                                                                                                                                                                             1445\n",
        "                                                                               /avatar/a614ce207462e4f3fe33273c0deccde7?s=32&d=identicon&r=G                                                                                                                                                                                                                              946\n",
        "                                                                               /avatar/a614ce207462e4f3fe33273c0deccde7?s=64&d=identicon&r=G                                                                                                                                                                                                                             2105\n",
        "                                                                               /blavatar/babef735719ccc14fa9a281e6de2fe08?s=32                                                                                                                                                                                                                                           2497\n",
        "                                                                               /blavatar/babef735719ccc14fa9a281e6de2fe08?s=64                                                                                                                                                                                                                                           8650\n",
        "                                                               image/x-icon    /blavatar/b8c1a3c32665c00621a27ee5fc4e51ce?s=16                                                                                                                                                                                                                                          11078\n",
        "16518638.log.optimizely.com  174.129.203.102                   image/gif       /event?a=16518638&d=13765676&y=false&n=engagement&g=28357548&u=oeu1401383749478r0.00880544213578105&t=1401383754150&f=1026380119                                                                                                                                                            35\n",
        "                                                               text/plain      /event?a=16518638&d=13765676&y=false&n=http://java.dzone.com/articles/storm-neo4j-and-python-real&u=oeu1401383749478r0.00880544213578105&wxhr=true&t=1401383749484&f=                                                                                                                        2\n",
        "                                                                               /event?a=16518638&d=13765676&y=false&n=http://java.dzone.com/articles/storm-neo4j-and-python-real&u=oeu1401383749478r0.00880544213578105&wxhr=true&t=1401383750032&f=1026380119                                                                                                              2\n",
        "2.bp.blogspot.com            2607:f8b0:400f:801::100b          image/png       /--ghj75EWkyc/UnjtpNV657I/AAAAAAAALiU/UYua5dc4fPk/s1600/Screenshot_11_5_13_2_07_PM.png                                                                                                                                                                                                  779602\n",
        "                                                                               /-yz4sG2of89Y/UG4TQ5QsgDI/AAAAAAAAAV8/apaI68-NH5U/s1600/ftd-banner.png                                                                                                                                                                                                                   45874\n",
        "2.gravatar.com               2606:2800:220:bf1:95:a65:51f:1a94 image/jpeg      /avatar/86006d83b5bf07a88ef95dfd001609f8?s=32&d=identicon&r=G                                                                                                                                                                                                                             1078\n",
        "                                                                               /avatar/86006d83b5bf07a88ef95dfd001609f8?s=64&d=identicon&r=G                                                                                                                                                                                                                             1810\n",
        "                                                                               /avatar/e8dd547cc3ce614c9662b891791349d4?s=32&d=identicon&r=G                                                                                                                                                                                                                             1266\n",
        "                                                                               /avatar/e8dd547cc3ce614c9662b891791349d4?s=64&d=identicon&r=G                                                                                                                                                                                                                             2488\n",
        "                                                               image/png       /avatar/58750f2179edbd650b471280aa66fee5?s=32&d=identicon&r=G                                                                                                                                                                                                                             2501\n",
        "                                                                               /avatar/58750f2179edbd650b471280aa66fee5?s=64&d=identicon&r=G                                                                                                                                                                                                                             8411\n",
        "                                                                               /avatar/b6e56aafe01b6dfb69550be92e8db136?s=32&d=identicon&r=G                                                                                                                                                                                                                              633\n",
        "                                                                               /avatar/b6e56aafe01b6dfb69550be92e8db136?s=64&d=identicon&r=G                                                                                                                                                                                                                             1225\n",
        "4.bp.blogspot.com            2607:f8b0:400f:801::100c          image/jpeg      /_NtoTtHZadHE/SZcxuOA6QmI/AAAAAAAAAAk/Y9hjo6lyCI4/S45/hendy-sitting_square.jpg                                                                                                                                                                                                            1619\n",
        "664902255.log.optimizely.com 107.22.231.18                     image/gif       /event?a=664902255&d=13765676&y=false&n=engagement&g=634652246&u=oeu1401383749478r0.00880544213578105&t=1401383754146&f=                                                                                                                                                                    35\n",
        "                                                               text/plain      /event?a=664902255&d=13765676&y=false&n=http://java.dzone.com/articles/storm-neo4j-and-python-real&u=oeu1401383749478r0.00880544213578105&wxhr=true&t=1401383749484&f=                                                                                                                       2\n",
        "773-gon-065.mktoresp.com     199.15.215.178                    image/gif       /webevents/clickLink?_mchNc=1401381694487&_mchCn=&_mchHr=http://www.neo4j.org/learn/licensing&_mchId=773-GON-065&_mchTk=_mch-neo4j.org-1395320035524-69364&_mchHo=www.neo4j.org&_mchPo=&_mchRu=/develop/shell&_mchPc=http:&_mchVr=142                                                       43\n",
        "                                                                               /webevents/clickLink?_mchNc=1401381750537&_mchCn=&_mchHr=http://www.neo4j.org/learn/apps&_mchId=773-GON-065&_mchTk=_mch-neo4j.org-1395320035524-69364&_mchHo=www.neo4j.org&_mchPo=&_mchRu=/develop/shell&_mchPc=http:&_mchVr=142                                                            43\n",
        "                                                                               /webevents/clickLink?_mchNc=1401381765145&_mchCn=&_mchHr=http://maxdemarzi.com/2012/08/17/neosocial-connecting-to-facebook-with-neo4j/&_mchId=773-GON-065&_mchTk=_mch-neo4j.org-1395320035524-69364&_mchHo=www.neo4j.org&_mchPo=&_mchRu=/learn/apps&_mchPc=http:&_mchVr=142                 43\n",
        "\n",
        "[50 rows x 1 columns]"
       ]
      }
     ],
     "prompt_number": 111
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Look at Weird logs\n",
      "dataframes['weird_log'].head(20)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>addl</th>\n",
        "      <th>id.orig_h</th>\n",
        "      <th>id.orig_p</th>\n",
        "      <th>id.resp_h</th>\n",
        "      <th>id.resp_p</th>\n",
        "      <th>name</th>\n",
        "      <th>notice</th>\n",
        "      <th>peer</th>\n",
        "      <th>ts</th>\n",
        "      <th>uid</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> -</td>\n",
        "      <td>             -</td>\n",
        "      <td>     -</td>\n",
        "      <td>              -</td>\n",
        "      <td>  -</td>\n",
        "      <td>               unknown_protocol_2</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401381e+09</td>\n",
        "      <td>                  -</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63522</td>\n",
        "      <td>   96.17.111.50</td>\n",
        "      <td> 80</td>\n",
        "      <td> above_hole_data_without_any_acks</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401381e+09</td>\n",
        "      <td> Cr8erB4kODWfLymHxg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63553</td>\n",
        "      <td> 107.21.109.142</td>\n",
        "      <td> 80</td>\n",
        "      <td>       unescaped_special_URI_char</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> CInmEQ2qPTLFUaUJgd</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63561</td>\n",
        "      <td>  69.172.216.56</td>\n",
        "      <td> 80</td>\n",
        "      <td>               unescaped_%_in_URI</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> CsPWi63OSkkqS5bkT2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63565</td>\n",
        "      <td>  69.172.216.56</td>\n",
        "      <td> 80</td>\n",
        "      <td>               unescaped_%_in_URI</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> CpUvD0416gnFEY3S27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63565</td>\n",
        "      <td>  69.172.216.56</td>\n",
        "      <td> 80</td>\n",
        "      <td>       unescaped_special_URI_char</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> CpUvD0416gnFEY3S27</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63567</td>\n",
        "      <td> 69.172.216.111</td>\n",
        "      <td> 80</td>\n",
        "      <td>       unescaped_special_URI_char</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> CPz0bF1lYoQ8MMjdZc</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63570</td>\n",
        "      <td> 74.125.225.187</td>\n",
        "      <td> 80</td>\n",
        "      <td>               unescaped_%_in_URI</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> CyPWtb4Btqfxo9Rbv7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63585</td>\n",
        "      <td> 69.172.216.111</td>\n",
        "      <td> 80</td>\n",
        "      <td>       unescaped_special_URI_char</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> Cfjf9F4oM1IXnypuo4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63586</td>\n",
        "      <td> 69.172.216.111</td>\n",
        "      <td> 80</td>\n",
        "      <td>       unescaped_special_URI_char</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td>  ChFsjm27dRTqQaHEH</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63588</td>\n",
        "      <td> 69.172.216.111</td>\n",
        "      <td> 80</td>\n",
        "      <td>       unescaped_special_URI_char</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> Ccdrtu3v0mZw804E81</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63607</td>\n",
        "      <td> 69.172.216.111</td>\n",
        "      <td> 80</td>\n",
        "      <td>       unescaped_special_URI_char</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td>  C0vA5B35l8eojeAAQ</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63545</td>\n",
        "      <td> 190.104.31.170</td>\n",
        "      <td> 80</td>\n",
        "      <td>                 bad_HTTP_request</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> Ch8tcl22l2EgiV7dwh</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63558</td>\n",
        "      <td> 107.21.109.142</td>\n",
        "      <td> 80</td>\n",
        "      <td>       unescaped_special_URI_char</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> C8gJEv1kMJhwG85Hmj</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63782</td>\n",
        "      <td>   192.0.80.175</td>\n",
        "      <td> 80</td>\n",
        "      <td> above_hole_data_without_any_acks</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td>  CsAIRmdNfA18AqWGi</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63780</td>\n",
        "      <td>   192.0.80.175</td>\n",
        "      <td> 80</td>\n",
        "      <td> above_hole_data_without_any_acks</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td>  CFkBvRNG5dNLudepe</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> -</td>\n",
        "      <td>             -</td>\n",
        "      <td>     -</td>\n",
        "      <td>              -</td>\n",
        "      <td>  -</td>\n",
        "      <td>               unknown_protocol_2</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td>                  -</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63867</td>\n",
        "      <td> 179.24.226.184</td>\n",
        "      <td> 80</td>\n",
        "      <td>                 bad_HTTP_request</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td>  CSzfaoC9bkQ6q93je</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63925</td>\n",
        "      <td>   192.0.80.175</td>\n",
        "      <td> 80</td>\n",
        "      <td> above_hole_data_without_any_acks</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td>  CHjPrEuxwlcImsYqk</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td> -</td>\n",
        "      <td> 192.168.1.104</td>\n",
        "      <td> 63922</td>\n",
        "      <td>   192.0.80.175</td>\n",
        "      <td> 80</td>\n",
        "      <td> above_hole_data_without_any_acks</td>\n",
        "      <td> F</td>\n",
        "      <td> bro</td>\n",
        "      <td> 1.401382e+09</td>\n",
        "      <td> Cswz9T28tbPQ7kyBX3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>20 rows \u00d7 10 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 112,
       "text": [
        "   addl      id.orig_h id.orig_p       id.resp_h id.resp_p  \\\n",
        "0     -              -         -               -         -   \n",
        "1     -  192.168.1.104     63522    96.17.111.50        80   \n",
        "2     -  192.168.1.104     63553  107.21.109.142        80   \n",
        "3     -  192.168.1.104     63561   69.172.216.56        80   \n",
        "4     -  192.168.1.104     63565   69.172.216.56        80   \n",
        "5     -  192.168.1.104     63565   69.172.216.56        80   \n",
        "6     -  192.168.1.104     63567  69.172.216.111        80   \n",
        "7     -  192.168.1.104     63570  74.125.225.187        80   \n",
        "8     -  192.168.1.104     63585  69.172.216.111        80   \n",
        "9     -  192.168.1.104     63586  69.172.216.111        80   \n",
        "10    -  192.168.1.104     63588  69.172.216.111        80   \n",
        "11    -  192.168.1.104     63607  69.172.216.111        80   \n",
        "12    -  192.168.1.104     63545  190.104.31.170        80   \n",
        "13    -  192.168.1.104     63558  107.21.109.142        80   \n",
        "14    -  192.168.1.104     63782    192.0.80.175        80   \n",
        "15    -  192.168.1.104     63780    192.0.80.175        80   \n",
        "16    -              -         -               -         -   \n",
        "17    -  192.168.1.104     63867  179.24.226.184        80   \n",
        "18    -  192.168.1.104     63925    192.0.80.175        80   \n",
        "19    -  192.168.1.104     63922    192.0.80.175        80   \n",
        "\n",
        "                                name notice peer            ts  \\\n",
        "0                 unknown_protocol_2      F  bro  1.401381e+09   \n",
        "1   above_hole_data_without_any_acks      F  bro  1.401381e+09   \n",
        "2         unescaped_special_URI_char      F  bro  1.401382e+09   \n",
        "3                 unescaped_%_in_URI      F  bro  1.401382e+09   \n",
        "4                 unescaped_%_in_URI      F  bro  1.401382e+09   \n",
        "5         unescaped_special_URI_char      F  bro  1.401382e+09   \n",
        "6         unescaped_special_URI_char      F  bro  1.401382e+09   \n",
        "7                 unescaped_%_in_URI      F  bro  1.401382e+09   \n",
        "8         unescaped_special_URI_char      F  bro  1.401382e+09   \n",
        "9         unescaped_special_URI_char      F  bro  1.401382e+09   \n",
        "10        unescaped_special_URI_char      F  bro  1.401382e+09   \n",
        "11        unescaped_special_URI_char      F  bro  1.401382e+09   \n",
        "12                  bad_HTTP_request      F  bro  1.401382e+09   \n",
        "13        unescaped_special_URI_char      F  bro  1.401382e+09   \n",
        "14  above_hole_data_without_any_acks      F  bro  1.401382e+09   \n",
        "15  above_hole_data_without_any_acks      F  bro  1.401382e+09   \n",
        "16                unknown_protocol_2      F  bro  1.401382e+09   \n",
        "17                  bad_HTTP_request      F  bro  1.401382e+09   \n",
        "18  above_hole_data_without_any_acks      F  bro  1.401382e+09   \n",
        "19  above_hole_data_without_any_acks      F  bro  1.401382e+09   \n",
        "\n",
        "                   uid  \n",
        "0                    -  \n",
        "1   Cr8erB4kODWfLymHxg  \n",
        "2   CInmEQ2qPTLFUaUJgd  \n",
        "3   CsPWi63OSkkqS5bkT2  \n",
        "4   CpUvD0416gnFEY3S27  \n",
        "5   CpUvD0416gnFEY3S27  \n",
        "6   CPz0bF1lYoQ8MMjdZc  \n",
        "7   CyPWtb4Btqfxo9Rbv7  \n",
        "8   Cfjf9F4oM1IXnypuo4  \n",
        "9    ChFsjm27dRTqQaHEH  \n",
        "10  Ccdrtu3v0mZw804E81  \n",
        "11   C0vA5B35l8eojeAAQ  \n",
        "12  Ch8tcl22l2EgiV7dwh  \n",
        "13  C8gJEv1kMJhwG85Hmj  \n",
        "14   CsAIRmdNfA18AqWGi  \n",
        "15   CFkBvRNG5dNLudepe  \n",
        "16                   -  \n",
        "17   CSzfaoC9bkQ6q93je  \n",
        "18   CHjPrEuxwlcImsYqk  \n",
        "19  Cswz9T28tbPQ7kyBX3  \n",
        "\n",
        "[20 rows x 10 columns]"
       ]
      }
     ],
     "prompt_number": 112
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# So what's my laptop doing?\n",
      "<font size=4> Now that we're looking at both the graph and the organized dataframe, lets investigate the traffic we're seeing from the network tap.</font>\n",
      "<br>\n",
      "<br>\n",
      "<div style=\"margin: 0px 30px 0px 0px\"><img src=\"files/images/home_network.png\" width=\"900px\"></div>"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Put awesome description of all the stuff going on here :)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Convert the 'ts' field to an official datetime object\n",
      "dataframes['http_log']['time'] = pd.to_datetime(dataframes['http_log']['ts'],unit='s')\n",
      "dataframes['http_log']['time'].head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 113,
       "text": [
        "0   2014-05-29 16:33:38.783838\n",
        "1   2014-05-29 16:34:38.973012\n",
        "2   2014-05-29 16:35:39.162410\n",
        "3   2014-05-29 16:36:39.353959\n",
        "4   2014-05-29 16:37:40.297491\n",
        "Name: time, dtype: datetime64[ns]"
       ]
      }
     ],
     "prompt_number": 113
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Explore pivoting and resampling\n",
      "response_bytes = dataframes['http_log'][['time','resp_mime_types','response_body_len']]\n",
      "response_bytes['response_body_len'] = response_bytes['response_body_len'].astype(int)\n",
      "print response_bytes.head()\n",
      "pivot = pd.pivot_table(response_bytes, rows='time', values='response_body_len', cols=['resp_mime_types'], aggfunc=sum)\n",
      "sampled_bytes = pivot.resample('1Min', how='sum')\n",
      "sampled_bytes.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "                        time resp_mime_types  response_body_len\n",
        "0 2014-05-29 16:33:38.783838      text/plain                 21\n",
        "1 2014-05-29 16:34:38.973012      text/plain                 21\n",
        "2 2014-05-29 16:35:39.162410      text/plain                 21\n",
        "3 2014-05-29 16:36:39.353959      text/plain                 21\n",
        "4 2014-05-29 16:37:40.297491      text/plain                 21\n",
        "\n",
        "[5 rows x 3 columns]\n"
       ]
      },
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th>resp_mime_types</th>\n",
        "      <th>-</th>\n",
        "      <th>application/octet-stream</th>\n",
        "      <th>application/x-font-ttf</th>\n",
        "      <th>application/x-shockwave-flash</th>\n",
        "      <th>application/xml</th>\n",
        "      <th>binary</th>\n",
        "      <th>image/gif</th>\n",
        "      <th>image/jpeg</th>\n",
        "      <th>image/png</th>\n",
        "      <th>image/svg+xml</th>\n",
        "      <th>image/x-icon</th>\n",
        "      <th>text/html</th>\n",
        "      <th>text/plain</th>\n",
        "      <th>text/x-c</th>\n",
        "      <th>video/mp4</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>time</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2014-05-29 16:33:00</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>  NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td>     21</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-29 16:34:00</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>  NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td>     21</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-29 16:35:00</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>  NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td>     21</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-29 16:36:00</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>  NaN</td>\n",
        "      <td>   NaN</td>\n",
        "      <td>     21</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2014-05-29 16:37:00</th>\n",
        "      <td>  0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 68841</td>\n",
        "      <td> 962</td>\n",
        "      <td> 23623</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 3382</td>\n",
        "      <td> 55238</td>\n",
        "      <td> 417659</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>5 rows \u00d7 15 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 114,
       "text": [
        "resp_mime_types       -  application/octet-stream  application/x-font-ttf  \\\n",
        "time                                                                        \n",
        "2014-05-29 16:33:00 NaN                       NaN                     NaN   \n",
        "2014-05-29 16:34:00 NaN                       NaN                     NaN   \n",
        "2014-05-29 16:35:00 NaN                       NaN                     NaN   \n",
        "2014-05-29 16:36:00 NaN                       NaN                     NaN   \n",
        "2014-05-29 16:37:00   0                       NaN                     NaN   \n",
        "\n",
        "resp_mime_types      application/x-shockwave-flash  application/xml  binary  \\\n",
        "time                                                                          \n",
        "2014-05-29 16:33:00                            NaN              NaN     NaN   \n",
        "2014-05-29 16:34:00                            NaN              NaN     NaN   \n",
        "2014-05-29 16:35:00                            NaN              NaN     NaN   \n",
        "2014-05-29 16:36:00                            NaN              NaN     NaN   \n",
        "2014-05-29 16:37:00                            NaN              NaN     NaN   \n",
        "\n",
        "resp_mime_types      image/gif  image/jpeg  image/png  image/svg+xml  \\\n",
        "time                                                                   \n",
        "2014-05-29 16:33:00        NaN         NaN        NaN            NaN   \n",
        "2014-05-29 16:34:00        NaN         NaN        NaN            NaN   \n",
        "2014-05-29 16:35:00        NaN         NaN        NaN            NaN   \n",
        "2014-05-29 16:36:00        NaN         NaN        NaN            NaN   \n",
        "2014-05-29 16:37:00      68841         962      23623            NaN   \n",
        "\n",
        "resp_mime_types      image/x-icon  text/html  text/plain  text/x-c  video/mp4  \n",
        "time                                                                           \n",
        "2014-05-29 16:33:00           NaN        NaN          21       NaN        NaN  \n",
        "2014-05-29 16:34:00           NaN        NaN          21       NaN        NaN  \n",
        "2014-05-29 16:35:00           NaN        NaN          21       NaN        NaN  \n",
        "2014-05-29 16:36:00           NaN        NaN          21       NaN        NaN  \n",
        "2014-05-29 16:37:00          3382      55238      417659       NaN        NaN  \n",
        "\n",
        "[5 rows x 15 columns]"
       ]
      }
     ],
     "prompt_number": 114
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Plotting defaults\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline\n",
      "plt.rcParams['font.size'] = 12.0\n",
      "plt.rcParams['figure.figsize'] = 12.0, 8.0"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 115
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Let plot it!\n",
      "sampled_bytes.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 116,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x110aa4c90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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TJjzs1Bhj7IHxFXLGWLt0/PhxqFQqmJiYwMjICCqVCgkJCVK9KIoIDAzE5MmT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\nDovmFrBoZsHHvH1UBLc33dD0z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       "text": [
        "<matplotlib.figure.Figure at 0x10d282d10>"
       ]
      }
     ],
     "prompt_number": 116
    }
   ],
   "metadata": {}
  }
 ]
}