3outputs.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sigmoid 3 Outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:13.376706",
     "start_time": "2017-02-15T13:05:12.515837"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/KnightBaron/.virtualenvs/tensorflow/lib/python2.7/site-packages/bokeh/util/deprecation.py:34: BokehDeprecationWarning: \n",
      "The bokeh.charts API has moved to a separate 'bkcharts' package.\n",
      "\n",
      "This compatibility shim will remain until Bokeh 1.0 is released.\n",
      "After that, if you want to use this API you will have to install\n",
      "the bkcharts package explicitly.\n",
      "\n",
      "  warn(message)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"806d67ea-3729-4f69-9548-4a4b2165b74d\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(global) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "    window._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "\n",
       "  \n",
       "  if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    window._bokeh_timeout = Date.now() + 5000;\n",
       "    window._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    if (window.Bokeh !== undefined) {\n",
       "      var el = document.getElementById(\"806d67ea-3729-4f69-9548-4a4b2165b74d\");\n",
       "      el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "    } else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete window._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    window._bokeh_onload_callbacks.push(callback);\n",
       "    if (window._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    window._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        window._bokeh_is_loading--;\n",
       "        if (window._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"806d67ea-3729-4f69-9548-4a4b2165b74d\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '806d67ea-3729-4f69-9548-4a4b2165b74d' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.6.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.6.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "      document.getElementById(\"806d67ea-3729-4f69-9548-4a4b2165b74d\").textContent = \"BokehJS is loading...\";\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.6.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.6.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.6.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.6.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      window._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"806d67ea-3729-4f69-9548-4a4b2165b74d\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(this));"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from bokeh.io import output_notebook, show, push_notebook\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.charts import Histogram, Line, Bar\n",
    "#from bokeh.charts.operations import blend\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import gzip\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:13.386519",
     "start_time": "2017-02-15T13:05:13.378424"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "INPUT_FILE = \"/Users/KnightBaron/Projects/dnn_flow_clustering/test_3outputs/3outputs.csv.gz\"\n",
    "WINDOW_SIZE = 10\n",
    "OUTPUT_SIZE = 3\n",
    "# Generating global variables from parameters above\n",
    "LABELS = [\"protocol\",\"src_prt\", \"dst_prt\"]\n",
    "BYTE_LABELS = [\"byte_{}\".format(i) for i in range(WINDOW_SIZE)]\n",
    "PACKET_LABELS = [\"packet_{}\".format(i) for i in range(WINDOW_SIZE)]\n",
    "OUTPUT_LABELS = [\"output_{}\".format(i) for i in range(OUTPUT_SIZE)]\n",
    "LABELS += BYTE_LABELS\n",
    "LABELS += PACKET_LABELS\n",
    "LABELS += OUTPUT_LABELS\n",
    "LABELS += [\"group\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:13.400579",
     "start_time": "2017-02-15T13:05:13.388410"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def create_histogram_dataframe(series_list=[], weights=[], bins=\"auto\", hist_range=[0, 10], columns=None):\n",
    "    x = None\n",
    "    ys = []\n",
    "    for series, weight in zip(series_list, weights):\n",
    "        histogram, edges = np.histogram(series, weights=weight, range=hist_range)\n",
    "        ys.append(histogram)\n",
    "        if x is None:\n",
    "            x = np.array([])\n",
    "            for i in range(len(edges) - 1):\n",
    "                x = np.append(x, np.mean([edges[i], edges[i+1]]))\n",
    "            x = np.array(x, ndmin=2)\n",
    "    df = np.concatenate([x, ys]).T\n",
    "    if columns is None:\n",
    "        columns = [\"y{}\".format(i) for i in range(len(series_list))]\n",
    "        columns = [\"x\"] + columns\n",
    "    return pd.DataFrame(df, columns=columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:23.357742",
     "start_time": "2017-02-15T13:05:13.402460"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv(gzip.open(INPUT_FILE), header=None, names=LABELS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:23.362297",
     "start_time": "2017-02-15T13:05:23.359300"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Filter empty row out\n",
    "# data = data.query(\"packet_0 > 0 & \\\n",
    "# packet_1 > 0 & \\\n",
    "# packet_2 > 0 & \\\n",
    "# packet_3 > 0 & \\\n",
    "# packet_4 > 0 & \\\n",
    "# packet_5 > 0 & \\\n",
    "# packet_6 > 0 & \\\n",
    "# packet_7 > 0 & \\\n",
    "# packet_8 > 0 & \\\n",
    "# packet_9 > 0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:23.755256",
     "start_time": "2017-02-15T13:05:23.363893"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "groups = [\n",
    "    data.query(\"group == {}\".format(i))\n",
    "    for i in range(OUTPUT_SIZE)]\n",
    "weights = [\n",
    "    np.ones_like(groups[i][\"group\"]) / float(len(groups[i]))\n",
    "    for i in range(OUTPUT_SIZE)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## General Information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:24.111143",
     "start_time": "2017-02-15T13:05:23.756904"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TOTAL SAMPLES: 3107139\n",
      "TOTAL TCP: 2636489\n",
      "TOTAL UDP: 470650\n"
     ]
    }
   ],
   "source": [
    "print(\"TOTAL SAMPLES: {}\".format(data.shape[0]))\n",
    "print(\"TOTAL TCP: {}\".format(data[data.protocol == 0].shape[0]))\n",
    "print(\"TOTAL UDP: {}\".format(data[data.protocol == 1].shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:24.343611",
     "start_time": "2017-02-15T13:05:24.112712"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FILTERED SAMPLES: 1209572\n"
     ]
    }
   ],
   "source": [
    "# Filter empty row out\n",
    "filtered = data.query(\"packet_0 == 0 & \\\n",
    "packet_1 == 0 & \\\n",
    "packet_2 == 0 & \\\n",
    "packet_3 == 0 & \\\n",
    "packet_4 == 0 & \\\n",
    "packet_5 == 0 & \\\n",
    "packet_6 == 0 & \\\n",
    "packet_7 == 0 & \\\n",
    "packet_8 == 0 & \\\n",
    "packet_9 == 0\")\n",
    "print(\"FILTERED SAMPLES: {}\".format(filtered.shape[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Group Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:47.506627",
     "start_time": "2017-02-15T13:05:24.345127"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAD8CAYAAACYebj1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110ffaf90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "group = data[\"group\"]\n",
    "group.plot.hist(bins=OUTPUT_SIZE, range=[0, OUTPUT_SIZE], weights=(np.ones_like(group) / float(len(group))))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Protocol Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:47.726378",
     "start_time": "2017-02-15T13:05:47.508160"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"a06bd0d3-6f5e-4887-bc21-dc28f4cd4533\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"a06bd0d3-6f5e-4887-bc21-dc28f4cd4533\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      try {\n",
       "        window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      }\n",
       "      finally {\n",
       "        delete window._bokeh_onload_callbacks\n",
       "      }\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"a06bd0d3-6f5e-4887-bc21-dc28f4cd4533\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'a06bd0d3-6f5e-4887-bc21-dc28f4cd4533' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"56b9d21c-d82d-4e9d-b4df-95e37e9ccf72\":{\"roots\":{\"references\":[{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"0512e6f8-20ab-4cf2-a2d1-61535440f3ab\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"line_color\",\"line_alpha\",\"color\",\"fill_alpha\",\"height\",\"width\",\"y\",\"x\",\"label\"],\"data\":{\"chart_index\":[{\"group\":\"2 - Irregular\",\"protocol\":\"UDP\"}],\"color\":[\"#5ab738\"],\"fill_alpha\":[0.8],\"group\":[\"2 - Irregular\"],\"height\":[0.15147375125477167],\"label\":[{\"group\":\"2 - Irregular\",\"protocol\":\"UDP\"}],\"line_alpha\":[1.0],\"line_color\":[\"white\"],\"protocol\":[\"UDP\"],\"width\":[0.8],\"x\":[\"2 - Irregular\"],\"y\":[0.1669635635869525]}},\"id\":\"c0d0d993-6e23-4678-bc00-a37b70425646\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"c0d0d993-6e23-4678-bc00-a37b70425646\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"d69489c0-6a6d-46f6-aa17-61a56d754872\",\"type\":\"Rect\"},\"hover_glyph\":null,\"muted_glyph\":null},\"id\":\"d7947cee-9c50-4f58-a65e-3bd8875b3aeb\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"f6c54b33-dc60-4a38-b805-9bccb05eedaf\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"207ce57b-296e-470f-a55d-42e0977acedd\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null,\"end\":0.612592677701255},\"id\":\"cac0f8ad-3e4f-404f-9f62-e4bfc9b0188e\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"f4562e61-841b-4afc-a767-e9a4f4642104\",\"type\":\"ToolEvents\"},{\"attributes\":{\"data_source\":{\"id\":\"afa36c44-a80f-489b-b1b2-122b8639917d\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"d49dd183-5b14-4f1f-979e-e7862c95608e\",\"type\":\"Rect\"},\"hover_glyph\":null,\"muted_glyph\":null},\"id\":\"e8a9568f-18c9-479c-932d-87db7c4ceea4\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"line_color\",\"line_alpha\",\"color\",\"fill_alpha\",\"height\",\"width\",\"y\",\"x\",\"label\"],\"data\":{\"chart_index\":[{\"group\":\"0 - Latency-Bound\",\"protocol\":\"UDP\"}],\"color\":[\"#5ab738\"],\"fill_alpha\":[0.8],\"group\":[\"0 - Latency-Bound\"],\"height\":[0.0],\"label\":[{\"group\":\"0 - Latency-Bound\",\"protocol\":\"UDP\"}],\"line_alpha\":[1.0],\"line_color\":[\"white\"],\"protocol\":[\"UDP\"],\"width\":[0.8],\"x\":[\"0 - Latency-Bound\"],\"y\":[0.17387796297494254]}},\"id\":\"f03b69bb-1f0a-434d-84f8-35c31d7cac8a\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Sample Ratio\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"5a8c5ecd-972a-41e4-9197-83147d6c8646\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"184e6447-12fd-45e7-a9a9-753b0a2aa445\",\"type\":\"BasicTicker\"}},\"id\":\"cc2bd475-d556-479a-aca4-f1a734c0210d\",\"type\":\"LinearAxis\"},{\"attributes\":{\"label\":{\"value\":\"UDP\"},\"renderers\":[{\"id\":\"b8d2102a-c12b-4020-87c9-4e5e286b2ded\",\"type\":\"GlyphRenderer\"}]},\"id\":\"a749eab0-58d4-4272-b94f-7dddd4109de9\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"a7472b03-0f23-4e4c-995f-6a15829ad752\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"0512e6f8-20ab-4cf2-a2d1-61535440f3ab\",\"type\":\"Rect\"},\"hover_glyph\":null,\"muted_glyph\":null},\"id\":\"a8cef375-0356-4ed2-9120-2a307b0b4621\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"fb8f6d1c-5160-4c89-8c05-5eeab161069c\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"below\":[{\"id\":\"cf24e495-5dd4-4353-a7c7-87ee0c4d978e\",\"type\":\"CategoricalAxis\"}],\"css_classes\":null,\"left\":[{\"id\":\"cc2bd475-d556-479a-aca4-f1a734c0210d\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"f6c54b33-dc60-4a38-b805-9bccb05eedaf\",\"type\":\"BoxAnnotation\"},{\"id\":\"a8cef375-0356-4ed2-9120-2a307b0b4621\",\"type\":\"GlyphRenderer\"},{\"id\":\"b8d2102a-c12b-4020-87c9-4e5e286b2ded\",\"type\":\"GlyphRenderer\"},{\"id\":\"a89f0284-23e8-49cd-a16f-91af1ccf7e51\",\"type\":\"GlyphRenderer\"},{\"id\":\"d9a3e4c0-a089-454a-976e-c85678c5bb40\",\"type\":\"GlyphRenderer\"},{\"id\":\"e8a9568f-18c9-479c-932d-87db7c4ceea4\",\"type\":\"GlyphRenderer\"},{\"id\":\"d7947cee-9c50-4f58-a65e-3bd8875b3aeb\",\"type\":\"GlyphRenderer\"},{\"id\":\"fc8d5a63-da44-421c-aee9-146e70b6aaa2\",\"type\":\"Legend\"},{\"id\":\"cf24e495-5dd4-4353-a7c7-87ee0c4d978e\",\"type\":\"CategoricalAxis\"},{\"id\":\"cc2bd475-d556-479a-aca4-f1a734c0210d\",\"type\":\"LinearAxis\"},{\"id\":\"d918d527-8df0-4e74-a91a-946e549d798d\",\"type\":\"Grid\"}],\"title\":{\"id\":\"58efebca-fb24-4e82-a08a-10ce0a067eb3\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"f4562e61-841b-4afc-a767-e9a4f4642104\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"7173a4a0-0513-48d7-bdd3-53032f2f751e\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"0f004914-0627-4b7a-aee4-ce8ad0646326\",\"type\":\"FactorRange\"},\"x_scale\":{\"id\":\"f1c21407-d664-4e0c-bb53-389bc5c1fcfc\",\"type\":\"CategoricalScale\"},\"y_range\":{\"id\":\"cac0f8ad-3e4f-404f-9f62-e4bfc9b0188e\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"a44ab3ee-e5af-4e48-97ec-0b85661e22dc\",\"type\":\"LinearScale\"}},\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"ff6110ff-ab87-41bf-966d-95fc47a3b3bc\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"8389bcd8-f854-47b8-ab07-5c6df648dbd0\",\"type\":\"Rect\"},\"hover_glyph\":null,\"muted_glyph\":null},\"id\":\"d9a3e4c0-a089-454a-976e-c85678c5bb40\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"40bb418c-4418-46b6-a4c7-2a16c1f21b2c\",\"type\":\"CategoricalTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"207ce57b-296e-470f-a55d-42e0977acedd\",\"type\":\"PanTool\"},{\"id\":\"06c9cb4f-582a-4824-be9b-8a15e0f5c9aa\",\"type\":\"WheelZoomTool\"},{\"id\":\"70f35082-59eb-41c6-a2ec-76dcaf03c6f5\",\"type\":\"BoxZoomTool\"},{\"id\":\"c1201cd9-ca6f-4b13-a210-ae18f04ed4a4\",\"type\":\"SaveTool\"},{\"id\":\"289ede4e-87a5-4eae-bee4-6d398b452598\",\"type\":\"ResetTool\"},{\"id\":\"f62cefca-e3e8-457c-8c11-7daf84fffd7d\",\"type\":\"HelpTool\"}]},\"id\":\"7173a4a0-0513-48d7-bdd3-53032f2f751e\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"f1c21407-d664-4e0c-bb53-389bc5c1fcfc\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"axis_label\":\"Class\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"fb8f6d1c-5160-4c89-8c05-5eeab161069c\",\"type\":\"CategoricalTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"40bb418c-4418-46b6-a4c7-2a16c1f21b2c\",\"type\":\"CategoricalTicker\"}},\"id\":\"cf24e495-5dd4-4353-a7c7-87ee0c4d978e\",\"type\":\"CategoricalAxis\"},{\"attributes\":{},\"id\":\"5a8c5ecd-972a-41e4-9197-83147d6c8646\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"06c9cb4f-582a-4824-be9b-8a15e0f5c9aa\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"line_color\",\"line_alpha\",\"color\",\"fill_alpha\",\"height\",\"width\",\"y\",\"x\",\"label\"],\"data\":{\"chart_index\":[{\"group\":\"2 - Irregular\",\"protocol\":\"TCP\"}],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"group\":[\"2 - Irregular\"],\"height\":[0.09122668795956666],\"label\":[{\"group\":\"2 - Irregular\",\"protocol\":\"TCP\"}],\"line_alpha\":[1.0],\"line_color\":[\"white\"],\"protocol\":[\"TCP\"],\"width\":[0.8],\"x\":[\"2 - Irregular\"],\"y\":[0.04561334397978333]}},\"id\":\"afa36c44-a80f-489b-b1b2-122b8639917d\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"289ede4e-87a5-4eae-bee4-6d398b452598\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"line_color\",\"line_alpha\",\"color\",\"fill_alpha\",\"height\",\"width\",\"y\",\"x\",\"label\"],\"data\":{\"chart_index\":[{\"group\":\"1 - Bandwidth-Bound\",\"protocol\":\"UDP\"}],\"color\":[\"#5ab738\"],\"fill_alpha\":[0.8],\"group\":[\"1 - Bandwidth-Bound\"],\"height\":[0.0],\"label\":[{\"group\":\"1 - Bandwidth-Bound\",\"protocol\":\"UDP\"}],\"line_alpha\":[1.0],\"line_color\":[\"white\"],\"protocol\":[\"UDP\"],\"width\":[0.8],\"x\":[\"1 - Bandwidth-Bound\"],\"y\":[0.5834215978107191]}},\"id\":\"ff6110ff-ab87-41bf-966d-95fc47a3b3bc\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"c1201cd9-ca6f-4b13-a210-ae18f04ed4a4\",\"type\":\"SaveTool\"},{\"attributes\":{\"plot\":null,\"text\":null},\"id\":\"58efebca-fb24-4e82-a08a-10ce0a067eb3\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"a44ab3ee-e5af-4e48-97ec-0b85661e22dc\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"52cb4945-40a3-47d4-9f6e-42286248dbef\",\"type\":\"Rect\"},{\"attributes\":{\"label\":{\"value\":\"TCP\"},\"renderers\":[{\"id\":\"a8cef375-0356-4ed2-9120-2a307b0b4621\",\"type\":\"GlyphRenderer\"}]},\"id\":\"2c970fde-5335-418b-bb4e-48b955a45dc1\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"184e6447-12fd-45e7-a9a9-753b0a2aa445\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"f62cefca-e3e8-457c-8c11-7daf84fffd7d\",\"type\":\"HelpTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"line_color\",\"line_alpha\",\"color\",\"fill_alpha\",\"height\",\"width\",\"y\",\"x\",\"label\"],\"data\":{\"chart_index\":[{\"group\":\"0 - Latency-Bound\",\"protocol\":\"TCP\"}],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"group\":[\"0 - Latency-Bound\"],\"height\":[0.17387796297494254],\"label\":[{\"group\":\"0 - Latency-Bound\",\"protocol\":\"TCP\"}],\"line_alpha\":[1.0],\"line_color\":[\"white\"],\"protocol\":[\"TCP\"],\"width\":[0.8],\"x\":[\"0 - Latency-Bound\"],\"y\":[0.08693898148747127]}},\"id\":\"a7472b03-0f23-4e4c-995f-6a15829ad752\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"4484f29d-874a-485d-afb3-bf35b112fc62\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"52cb4945-40a3-47d4-9f6e-42286248dbef\",\"type\":\"Rect\"},\"hover_glyph\":null,\"muted_glyph\":null},\"id\":\"a89f0284-23e8-49cd-a16f-91af1ccf7e51\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"f03b69bb-1f0a-434d-84f8-35c31d7cac8a\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"91348515-fe77-4f59-9894-bbe85e018313\",\"type\":\"Rect\"},\"hover_glyph\":null,\"muted_glyph\":null},\"id\":\"b8d2102a-c12b-4020-87c9-4e5e286b2ded\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"items\":[{\"id\":\"2c970fde-5335-418b-bb4e-48b955a45dc1\",\"type\":\"LegendItem\"},{\"id\":\"a749eab0-58d4-4272-b94f-7dddd4109de9\",\"type\":\"LegendItem\"}],\"label_text_font_size\":{\"value\":\"20pt\"},\"location\":\"top_right\",\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"fc8d5a63-da44-421c-aee9-146e70b6aaa2\",\"type\":\"Legend\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"184e6447-12fd-45e7-a9a9-753b0a2aa445\",\"type\":\"BasicTicker\"}},\"id\":\"d918d527-8df0-4e74-a91a-946e549d798d\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"8389bcd8-f854-47b8-ab07-5c6df648dbd0\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"91348515-fe77-4f59-9894-bbe85e018313\",\"type\":\"Rect\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"d69489c0-6a6d-46f6-aa17-61a56d754872\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"factors\":[\"0 - Latency-Bound\",\"1 - Bandwidth-Bound\",\"2 - Irregular\"]},\"id\":\"0f004914-0627-4b7a-aee4-ce8ad0646326\",\"type\":\"FactorRange\"},{\"attributes\":{\"overlay\":{\"id\":\"f6c54b33-dc60-4a38-b805-9bccb05eedaf\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"a940ab5b-38fd-493b-8719-dc726611ff76\",\"subtype\":\"Chart\",\"type\":\"Plot\"}},\"id\":\"70f35082-59eb-41c6-a2ec-76dcaf03c6f5\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"field\":\"fill_alpha\"},\"fill_color\":{\"field\":\"color\"},\"height\":{\"field\":\"height\",\"units\":\"data\"},\"line_color\":{\"field\":\"line_color\"},\"width\":{\"field\":\"width\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"d49dd183-5b14-4f1f-979e-e7862c95608e\",\"type\":\"Rect\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"line_color\",\"line_alpha\",\"color\",\"fill_alpha\",\"height\",\"width\",\"y\",\"x\",\"label\"],\"data\":{\"chart_index\":[{\"group\":\"1 - Bandwidth-Bound\",\"protocol\":\"TCP\"}],\"color\":[\"#f22c40\"],\"fill_alpha\":[0.8],\"group\":[\"1 - Bandwidth-Bound\"],\"height\":[0.5834215978107191],\"label\":[{\"group\":\"1 - Bandwidth-Bound\",\"protocol\":\"TCP\"}],\"line_alpha\":[1.0],\"line_color\":[\"white\"],\"protocol\":[\"TCP\"],\"width\":[0.8],\"x\":[\"1 - Bandwidth-Bound\"],\"y\":[0.29171079890535956]}},\"id\":\"4484f29d-874a-485d-afb3-bf35b112fc62\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"a940ab5b-38fd-493b-8719-dc726611ff76\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.6\"}};\n",
       "            var render_items = [{\"docid\":\"56b9d21c-d82d-4e9d-b4df-95e37e9ccf72\",\"elementid\":\"a06bd0d3-6f5e-4887-bc21-dc28f4cd4533\",\"modelid\":\"a940ab5b-38fd-493b-8719-dc726611ff76\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"a06bd0d3-6f5e-4887-bc21-dc28f4cd4533\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dist = {\n",
    "    \"group\": [],\n",
    "    \"protocol\": [],\n",
    "    \"count\": [],\n",
    "}\n",
    "for i, group in enumerate(groups):\n",
    "    g = group[[\"protocol\"]]\n",
    "    i = {\n",
    "        0: \"0 - Latency-Bound\",\n",
    "        1: \"1 - Bandwidth-Bound\",\n",
    "        2: \"2 - Irregular\"\n",
    "    }[i]\n",
    "    dist[\"group\"].append(i)\n",
    "    dist[\"protocol\"].append(\"TCP\")\n",
    "    dist[\"count\"].append(g[g.protocol == 0].shape[0] / float(data.shape[0]))\n",
    "    dist[\"group\"].append(i)\n",
    "    dist[\"protocol\"].append(\"UDP\")\n",
    "    dist[\"count\"].append(g[g.protocol == 1].shape[0] / float(data.shape[0]))\n",
    "plot = Bar(dist, values=\"count\", label=\"group\", stack=\"protocol\")\n",
    "plot.xaxis.axis_label = \"Class\"\n",
    "plot.yaxis.axis_label = \"Sample Ratio\"\n",
    "plot.axis.axis_label_text_font_size = \"20pt\"\n",
    "plot.axis.major_label_text_font_size = \"16pt\"\n",
    "plot.legend.label_text_font_size = \"20pt\"\n",
    "plot.legend.location = \"top_right\"\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sum Bytes / Second"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    foreach row: (byte_0 + ... + byte_9) / 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:48.068603",
     "start_time": "2017-02-15T13:05:47.727824"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sum_byte = [\n",
    "    groups[i][BYTE_LABELS].mean(1)\n",
    "    for i in range(OUTPUT_SIZE)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:48.219999",
     "start_time": "2017-02-15T13:05:48.070192"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"27a6e38b-b389-4132-bf90-e970a1bdce81\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"27a6e38b-b389-4132-bf90-e970a1bdce81\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      try {\n",
       "        window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      }\n",
       "      finally {\n",
       "        delete window._bokeh_onload_callbacks\n",
       "      }\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"27a6e38b-b389-4132-bf90-e970a1bdce81\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '27a6e38b-b389-4132-bf90-e970a1bdce81' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"09e28e65-8773-40fc-9b38-5d5d0aa9c27b\":{\"roots\":{\"references\":[{\"attributes\":{},\"id\":\"39ef649e-cf78-4657-897d-21e541e66ae8\",\"type\":\"LinearScale\"},{\"attributes\":{\"label\":{\"value\":\"Class 0: Latency-Bound Pattern\"},\"renderers\":[{\"id\":\"67984f75-89e1-484f-bd7c-da946b631d5f\",\"type\":\"GlyphRenderer\"}]},\"id\":\"b4f106c9-2acb-412c-82c8-85b5938718fb\",\"type\":\"LegendItem\"},{\"attributes\":{\"label\":{\"value\":\"Class 2: Irregular Pattern\"},\"renderers\":[{\"id\":\"86ca9f61-05af-4c90-8b76-30a153595c56\",\"type\":\"GlyphRenderer\"}]},\"id\":\"fe95a8c6-a7d6-4784-b5fa-6b45baad4bc5\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3d3854d6-1bd7-4ed1-90dd-de0a717b8bb8\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAWUAAAAAAAMByQAAAAAAAQH9AAAAAAADghUAAAAAAACCMQAAAAAAAMJFAAAAAAABQlEAAAAAAAHCXQAAAAAAAkJpAAAAAAACwnUA=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"EHMfVXO25D9YFoVeq8qiP0IyWcEjEpo/Y6mK2M6wkD/QdQbpqSuEP6ZUefi89IA/yZFwrppofT9Y4bPbtQJ4P2ahhLeJfnY/fwms87amcz8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"2dc494a2-8ca4-485a-b5af-56578664b2aa\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"66072a5b-3492-419a-9a62-faa72f1cee25\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"ada177ca-3303-4cc3-a6a5-070905287fc0\",\"type\":\"PanTool\"},{\"id\":\"809a7680-7eb1-4624-9ae6-4b7b37a6c4a5\",\"type\":\"WheelZoomTool\"},{\"id\":\"fe2f96e8-8d98-4059-9895-c45a1000bdbf\",\"type\":\"BoxZoomTool\"},{\"id\":\"f1137811-c874-4496-b399-ae030e14e10c\",\"type\":\"SaveTool\"},{\"id\":\"747348b5-ccec-4634-a055-9d44e56f458b\",\"type\":\"ResetTool\"},{\"id\":\"a5bdfb19-46a0-419b-bfa2-35c04143bad6\",\"type\":\"HelpTool\"}]},\"id\":\"d4ba936d-6420-4af0-bd7a-5abb8e2429b4\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"00ec8463-f500-4a06-b991-2060e9178cf5\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"9ea58ddf-a499-4302-96c4-39333eafa856\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"09db5f66-5d99-409e-beb6-9f9c3ec314ef\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"00ec8463-f500-4a06-b991-2060e9178cf5\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"8e364c2c-4276-48da-8cd8-9907886ad5aa\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null},\"id\":\"4b66992b-4865-4f66-a42f-2319a9a80b5d\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"87bf855b-133b-461f-801d-94e22c7ec24b\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data_source\":{\"id\":\"dffd7553-19c9-423c-a971-4a7a1133c7ef\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"d30206e7-23e8-471f-8e30-36875cbb1d4a\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"687a441e-93af-457c-acfc-5edf085a6239\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"86ca9f61-05af-4c90-8b76-30a153595c56\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"f1137811-c874-4496-b399-ae030e14e10c\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis_label\":\"Probability Density\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"1df43d36-cac2-4de5-851f-c6bf9212d578\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"6f64a659-2514-481b-bfff-1f814d80002b\",\"type\":\"BasicTicker\"}},\"id\":\"87a6140b-4a08-425c-98f7-089064815dc5\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"6f64a659-2514-481b-bfff-1f814d80002b\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"809a7680-7eb1-4624-9ae6-4b7b37a6c4a5\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null},\"id\":\"07845b00-0b0d-4413-9ae8-3eafb6373be2\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"87bf855b-133b-461f-801d-94e22c7ec24b\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"fe2f96e8-8d98-4059-9895-c45a1000bdbf\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAWUAAAAAAAMByQAAAAAAAQH9AAAAAAADghUAAAAAAACCMQAAAAAAAMJFAAAAAAABQlEAAAAAAAHCXQAAAAAAAkJpAAAAAAACwnUA=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"qJjld8RL5j+MJSEmtFW4P5ICuBBLoak/B57am04onT9YbsFgkwOWP72WlnZpFJE/uBLxaT3QjD9MAnrzybGHPwCFF3X6s4M/ppm4xlfrgD8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"9ea58ddf-a499-4302-96c4-39333eafa856\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_color\":{\"value\":\"blue\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4d843311-0aed-42c0-8d3a-28a3e0748eb9\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1df43d36-cac2-4de5-851f-c6bf9212d578\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"3d86c5a1-38cd-46bc-9efe-9f45d4984745\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"149df632-da52-4964-8fd4-bac843c17598\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_color\":{\"value\":\"green\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"09db5f66-5d99-409e-beb6-9f9c3ec314ef\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"6e54e80c-13cd-4d8e-ab76-370d92aa3134\",\"type\":\"BasicTicker\"},{\"attributes\":{\"label\":{\"value\":\"Class 1: Bandwidth-Bound Pattern\"},\"renderers\":[{\"id\":\"8e364c2c-4276-48da-8cd8-9907886ad5aa\",\"type\":\"GlyphRenderer\"}]},\"id\":\"175a64e6-a6d0-4f5b-8e10-cd941fcce2d1\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_color\":{\"value\":\"red\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"d30206e7-23e8-471f-8e30-36875cbb1d4a\",\"type\":\"Line\"},{\"attributes\":{\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"a5bdfb19-46a0-419b-bfa2-35c04143bad6\",\"type\":\"HelpTool\"},{\"attributes\":{\"axis_label\":\"Transferred Size (Bytes/Second)\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"66072a5b-3492-419a-9a62-faa72f1cee25\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"6e54e80c-13cd-4d8e-ab76-370d92aa3134\",\"type\":\"BasicTicker\"}},\"id\":\"d4c5710b-f6f1-4a35-a0cc-b439d181e50e\",\"type\":\"LinearAxis\"},{\"attributes\":{\"below\":[{\"id\":\"d4c5710b-f6f1-4a35-a0cc-b439d181e50e\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"87a6140b-4a08-425c-98f7-089064815dc5\",\"type\":\"LinearAxis\"}],\"plot_width\":800,\"renderers\":[{\"id\":\"d4c5710b-f6f1-4a35-a0cc-b439d181e50e\",\"type\":\"LinearAxis\"},{\"id\":\"fe910094-b827-4834-8417-5d6826a2df09\",\"type\":\"Grid\"},{\"id\":\"87a6140b-4a08-425c-98f7-089064815dc5\",\"type\":\"LinearAxis\"},{\"id\":\"d0bb3907-188f-463e-b066-a8f7139e8d7b\",\"type\":\"Grid\"},{\"id\":\"87bf855b-133b-461f-801d-94e22c7ec24b\",\"type\":\"BoxAnnotation\"},{\"id\":\"9ae2b965-e4c2-4573-97dc-6fa1cfdc2dd3\",\"type\":\"Legend\"},{\"id\":\"67984f75-89e1-484f-bd7c-da946b631d5f\",\"type\":\"GlyphRenderer\"},{\"id\":\"8e364c2c-4276-48da-8cd8-9907886ad5aa\",\"type\":\"GlyphRenderer\"},{\"id\":\"86ca9f61-05af-4c90-8b76-30a153595c56\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"3d86c5a1-38cd-46bc-9efe-9f45d4984745\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"d765d235-021b-4963-85d6-d12bbf42be88\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"d4ba936d-6420-4af0-bd7a-5abb8e2429b4\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"07845b00-0b0d-4413-9ae8-3eafb6373be2\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"39ef649e-cf78-4657-897d-21e541e66ae8\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"4b66992b-4865-4f66-a42f-2319a9a80b5d\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"149df632-da52-4964-8fd4-bac843c17598\",\"type\":\"LinearScale\"}},\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"6e54e80c-13cd-4d8e-ab76-370d92aa3134\",\"type\":\"BasicTicker\"}},\"id\":\"fe910094-b827-4834-8417-5d6826a2df09\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"d765d235-021b-4963-85d6-d12bbf42be88\",\"type\":\"ToolEvents\"},{\"attributes\":{\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"ada177ca-3303-4cc3-a6a5-070905287fc0\",\"type\":\"PanTool\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"6f64a659-2514-481b-bfff-1f814d80002b\",\"type\":\"BasicTicker\"}},\"id\":\"d0bb3907-188f-463e-b066-a8f7139e8d7b\",\"type\":\"Grid\"},{\"attributes\":{\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"747348b5-ccec-4634-a055-9d44e56f458b\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAWUAAAAAAAMByQAAAAAAAQH9AAAAAAADghUAAAAAAACCMQAAAAAAAMJFAAAAAAABQlEAAAAAAAHCXQAAAAAAAkJpAAAAAAACwnUA=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"foQLr5bc7D/SdwMO6JaeP4OmRieOP4o/nJ+83udydj8h4wvRPopoPxQdeoQsyGM/QJ6J6ahUXT+94IYAsk9ZPwhylVThSlQ/TCy3P/0yTz8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"dffd7553-19c9-423c-a971-4a7a1133c7ef\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"687a441e-93af-457c-acfc-5edf085a6239\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"2dc494a2-8ca4-485a-b5af-56578664b2aa\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4d843311-0aed-42c0-8d3a-28a3e0748eb9\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3d3854d6-1bd7-4ed1-90dd-de0a717b8bb8\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"67984f75-89e1-484f-bd7c-da946b631d5f\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"items\":[{\"id\":\"b4f106c9-2acb-412c-82c8-85b5938718fb\",\"type\":\"LegendItem\"},{\"id\":\"175a64e6-a6d0-4f5b-8e10-cd941fcce2d1\",\"type\":\"LegendItem\"},{\"id\":\"fe95a8c6-a7d6-4784-b5fa-6b45baad4bc5\",\"type\":\"LegendItem\"}],\"label_text_font_size\":{\"value\":\"20pt\"},\"plot\":{\"id\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"9ae2b965-e4c2-4573-97dc-6fa1cfdc2dd3\",\"type\":\"Legend\"}],\"root_ids\":[\"825826fb-a1bc-46ec-af46-104561dcd3d3\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.6\"}};\n",
       "            var render_items = [{\"docid\":\"09e28e65-8773-40fc-9b38-5d5d0aa9c27b\",\"elementid\":\"27a6e38b-b389-4132-bf90-e970a1bdce81\",\"modelid\":\"825826fb-a1bc-46ec-af46-104561dcd3d3\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"27a6e38b-b389-4132-bf90-e970a1bdce81\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = create_histogram_dataframe(\n",
    "    sum_byte,\n",
    "    weights=weights,\n",
    "    columns=[\"x\", \"group_0\", \"group_1\", \"group_2\"],\n",
    "    bins=\"auto\", hist_range=[0, 2000])\n",
    "# plot = Line(df, x=\"x\", y=[\"group_0\", \"group_1\", \"group_2\"], plot_width=900)\n",
    "plot = figure(plot_width=800)\n",
    "plot.line(df[\"x\"], df[\"group_0\"], line_width=5, color=\"blue\", legend=\"Class 0: Latency-Bound Pattern\")\n",
    "plot.line(df[\"x\"], df[\"group_1\"], line_width=5, color=\"green\", legend=\"Class 1: Bandwidth-Bound Pattern\")\n",
    "plot.line(df[\"x\"], df[\"group_2\"], line_width=5, color=\"red\", legend=\"Class 2: Irregular Pattern\")\n",
    "plot.xaxis.axis_label = \"Transferred Size (Bytes/Second)\"\n",
    "plot.yaxis.axis_label = \"Probability Density\"\n",
    "plot.axis.axis_label_text_font_size = \"20pt\"\n",
    "plot.axis.major_label_text_font_size = \"16pt\"\n",
    "plot.legend.label_text_font_size = \"20pt\"\n",
    "plot.legend.location = \"top_right\"\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sum Packets / Second"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:48.567218",
     "start_time": "2017-02-15T13:05:48.221652"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sum_packet = [\n",
    "    groups[i][PACKET_LABELS].mean(1)\n",
    "for i in range(OUTPUT_SIZE)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:48.697774",
     "start_time": "2017-02-15T13:05:48.568760"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"8260b3ac-d837-41b6-bf47-61cc2081271d\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"8260b3ac-d837-41b6-bf47-61cc2081271d\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      try {\n",
       "        window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      }\n",
       "      finally {\n",
       "        delete window._bokeh_onload_callbacks\n",
       "      }\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"8260b3ac-d837-41b6-bf47-61cc2081271d\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '8260b3ac-d837-41b6-bf47-61cc2081271d' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"afbf5f49-84c2-44b1-a4ce-3c87a5d9549d\":{\"roots\":{\"references\":[{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"c66c28f9-394b-4ffc-922b-1d68fdf696c9\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":{\"value\":\"green\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4ba6f16a-0642-431d-9d8a-2b2401ad5a65\",\"type\":\"Line\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"6839e79b-3dcd-4385-8fff-fd531f059940\",\"type\":\"PanTool\"},{\"id\":\"bab07d03-adb3-40a4-bb6b-cbf0e87c5942\",\"type\":\"WheelZoomTool\"},{\"id\":\"b5076a2a-a0e9-4a2f-b3e1-af71679cdcfa\",\"type\":\"BoxZoomTool\"},{\"id\":\"5ddddd36-71a0-4ee9-bde7-f156d0409cfa\",\"type\":\"SaveTool\"},{\"id\":\"85811f98-8590-410f-b1f9-ab90f172db6b\",\"type\":\"ResetTool\"},{\"id\":\"1e99dcd3-5cb1-4f9e-aace-62fc16c4533e\",\"type\":\"HelpTool\"}]},\"id\":\"bf47fa01-1c8a-4e1e-b344-302a9892e314\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"0070a855-ea85-4997-9871-b5fd48e1b206\",\"type\":\"Line\"},{\"attributes\":{\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"5ddddd36-71a0-4ee9-bde7-f156d0409cfa\",\"type\":\"SaveTool\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"50b2b2f8-4785-4bf1-a128-f4bb21be21c5\",\"type\":\"BasicTicker\"}},\"id\":\"2c9b4116-4e6c-4a80-8a99-d806eb9fc323\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"6cc0a5ef-d435-4af3-9556-863a83292754\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"b015488e-e4a4-4e95-9e01-fc6e080cb9a8\",\"type\":\"ToolEvents\"},{\"attributes\":{\"overlay\":{\"id\":\"70211a98-de26-4802-95c2-d1ec455c32e4\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"b5076a2a-a0e9-4a2f-b3e1-af71679cdcfa\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"items\":[{\"id\":\"962d330c-0682-4d27-9259-3c920b32b4de\",\"type\":\"LegendItem\"},{\"id\":\"a098361c-e402-4d80-bc7b-381a02ff5d71\",\"type\":\"LegendItem\"},{\"id\":\"5f603a19-f60f-4521-836a-03649bb856d9\",\"type\":\"LegendItem\"}],\"label_text_font_size\":{\"value\":\"20pt\"},\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"ed52a9bf-6ff0-4f6e-9ce2-c0432c819454\",\"type\":\"Legend\"},{\"attributes\":{\"data_source\":{\"id\":\"e83b2790-88e7-4412-9f2c-9c050f9a6367\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"57a171e2-9654-407e-9523-a3065266eb4b\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"0070a855-ea85-4997-9871-b5fd48e1b206\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"542554a6-02bd-4430-b77f-5d97c6b76373\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"6839e79b-3dcd-4385-8fff-fd531f059940\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"de263bf4-121a-4a82-9579-707c96642da2\",\"type\":\"LinearScale\"},{\"attributes\":{\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"beba2af3-f168-446b-a40f-c518787e53a0\",\"type\":\"BasicTicker\"}},\"id\":\"7ab0115f-acdb-4f4d-9d02-c8daf6d7f359\",\"type\":\"Grid\"},{\"attributes\":{\"label\":{\"value\":\"Class 1: Bandwidth-Bound Pattern\"},\"renderers\":[{\"id\":\"27c154ea-ec12-48b4-935d-b8cd2b45d6e7\",\"type\":\"GlyphRenderer\"}]},\"id\":\"a098361c-e402-4d80-bc7b-381a02ff5d71\",\"type\":\"LegendItem\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA0D8AAAAAAADoPwAAAAAAAPQ/AAAAAAAA/D8AAAAAAAACQAAAAAAAAAZAAAAAAAAACkAAAAAAAAAOQAAAAAAAABFAAAAAAAAAE0A=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"aAWGJ5GI6j+Ast8rw3GpP2JXI63IhJU/RTrVIkqSij8ZZwFdlhaFPy+ikxEIQ3o//38u0tADdT+/CoV8SotxPz/dU6BDnWs/poTcvlYdaz8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"f1cf8e7c-d5f5-4982-903b-83ce6b4539c3\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"Class 2: Outliters Pattern\"},\"renderers\":[{\"id\":\"4edfa509-1258-4ced-9540-c33287d87c8b\",\"type\":\"GlyphRenderer\"}]},\"id\":\"5f603a19-f60f-4521-836a-03649bb856d9\",\"type\":\"LegendItem\"},{\"attributes\":{\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"85811f98-8590-410f-b1f9-ab90f172db6b\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11032cd5-a440-4d56-8781-d389dd0373bf\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":{\"value\":\"red\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4e10271e-f8b9-4a36-8b64-77a7ffda7ee8\",\"type\":\"Line\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"696dc68a-c7cb-4b5f-9230-685ef9d98bed\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"4565118b-fbe0-4df6-810f-81b91eb72972\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"5f99791b-478f-47a7-b71b-d0f16ada7f60\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Probability Density\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"6cc0a5ef-d435-4af3-9556-863a83292754\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"50b2b2f8-4785-4bf1-a128-f4bb21be21c5\",\"type\":\"BasicTicker\"}},\"id\":\"f772286d-d9ac-4806-9aa1-2f28b01d1f1d\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"beba2af3-f168-446b-a40f-c518787e53a0\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA0D8AAAAAAADoPwAAAAAAAPQ/AAAAAAAA/D8AAAAAAAACQAAAAAAAAAZAAAAAAAAACkAAAAAAAAAOQAAAAAAAABFAAAAAAAAAE0A=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"4Kvse7r+4j88udhn0vK4PzFRtbDIqao/+QB0SZc7oz+qCBOD0bCdP4h4cj1t5pc/X8vCVPWOkz8wNeAQ5TiQPwYdhBOzaIw/VVIgh/SsjD8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"22e4c326-2a3d-44eb-a05e-6b6eebd7fd21\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"Class 0: Latency-Bound Pattern\"},\"renderers\":[{\"id\":\"542554a6-02bd-4430-b77f-5d97c6b76373\",\"type\":\"GlyphRenderer\"}]},\"id\":\"962d330c-0682-4d27-9259-3c920b32b4de\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"f1cf8e7c-d5f5-4982-903b-83ce6b4539c3\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4e10271e-f8b9-4a36-8b64-77a7ffda7ee8\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"c66c28f9-394b-4ffc-922b-1d68fdf696c9\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"4edfa509-1258-4ced-9540-c33287d87c8b\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null},\"id\":\"336eab20-464b-4e27-8d34-bfef15c9066d\",\"type\":\"DataRange1d\"},{\"attributes\":{\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"bab07d03-adb3-40a4-bb6b-cbf0e87c5942\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"cb8b842e-b3f7-4c8b-9fa3-8c9820c36519\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"f772286d-d9ac-4806-9aa1-2f28b01d1f1d\",\"type\":\"LinearAxis\"}],\"plot_width\":800,\"renderers\":[{\"id\":\"cb8b842e-b3f7-4c8b-9fa3-8c9820c36519\",\"type\":\"LinearAxis\"},{\"id\":\"7ab0115f-acdb-4f4d-9d02-c8daf6d7f359\",\"type\":\"Grid\"},{\"id\":\"f772286d-d9ac-4806-9aa1-2f28b01d1f1d\",\"type\":\"LinearAxis\"},{\"id\":\"2c9b4116-4e6c-4a80-8a99-d806eb9fc323\",\"type\":\"Grid\"},{\"id\":\"70211a98-de26-4802-95c2-d1ec455c32e4\",\"type\":\"BoxAnnotation\"},{\"id\":\"ed52a9bf-6ff0-4f6e-9ce2-c0432c819454\",\"type\":\"Legend\"},{\"id\":\"542554a6-02bd-4430-b77f-5d97c6b76373\",\"type\":\"GlyphRenderer\"},{\"id\":\"27c154ea-ec12-48b4-935d-b8cd2b45d6e7\",\"type\":\"GlyphRenderer\"},{\"id\":\"4edfa509-1258-4ced-9540-c33287d87c8b\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"696dc68a-c7cb-4b5f-9230-685ef9d98bed\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"b015488e-e4a4-4e95-9e01-fc6e080cb9a8\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"bf47fa01-1c8a-4e1e-b344-302a9892e314\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"7547c92b-5456-405a-a9c3-301ed4cd53b5\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"5f99791b-478f-47a7-b71b-d0f16ada7f60\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"336eab20-464b-4e27-8d34-bfef15c9066d\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"de263bf4-121a-4a82-9579-707c96642da2\",\"type\":\"LinearScale\"}},\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"1e99dcd3-5cb1-4f9e-aace-62fc16c4533e\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"50b2b2f8-4785-4bf1-a128-f4bb21be21c5\",\"type\":\"BasicTicker\"},{\"attributes\":{\"line_color\":{\"value\":\"blue\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"57a171e2-9654-407e-9523-a3065266eb4b\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null},\"id\":\"7547c92b-5456-405a-a9c3-301ed4cd53b5\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis_label\":\"Packet Rate (Packets/Second)\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"4565118b-fbe0-4df6-810f-81b91eb72972\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"beba2af3-f168-446b-a40f-c518787e53a0\",\"type\":\"BasicTicker\"}},\"id\":\"cb8b842e-b3f7-4c8b-9fa3-8c9820c36519\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"70211a98-de26-4802-95c2-d1ec455c32e4\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data_source\":{\"id\":\"22e4c326-2a3d-44eb-a05e-6b6eebd7fd21\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4ba6f16a-0642-431d-9d8a-2b2401ad5a65\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"11032cd5-a440-4d56-8781-d389dd0373bf\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"27c154ea-ec12-48b4-935d-b8cd2b45d6e7\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA0D8AAAAAAADoPwAAAAAAAPQ/AAAAAAAA/D8AAAAAAAACQAAAAAAAAAZAAAAAAAAACkAAAAAAAAAOQAAAAAAAABFAAAAAAAAAE0A=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"9210JHZw4z/wcd1TZSK1P72sOS7itKE/j70pJWX5lD825iE9Zp2QP1zhs9u1Aog/wiB5bErIhj+FgKyQ6KaEP55HWu7M/4I/xgPmByU2gz8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"e83b2790-88e7-4412-9f2c-9c050f9a6367\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"efa778c1-6912-4fd5-a46d-acab28846a7d\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.6\"}};\n",
       "            var render_items = [{\"docid\":\"afbf5f49-84c2-44b1-a4ce-3c87a5d9549d\",\"elementid\":\"8260b3ac-d837-41b6-bf47-61cc2081271d\",\"modelid\":\"efa778c1-6912-4fd5-a46d-acab28846a7d\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"8260b3ac-d837-41b6-bf47-61cc2081271d\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = create_histogram_dataframe(\n",
    "    sum_packet,\n",
    "    weights=weights,\n",
    "    columns=[\"x\", \"group_0\", \"group_1\", \"group_2\"],\n",
    "    bins=\"auto\", hist_range=[0, 5])\n",
    "# show(Line(df, x=\"x\", y=[\"group_0\", \"group_1\", \"group_2\"], plot_width=900))\n",
    "plot = figure(plot_width=800)\n",
    "plot.line(df[\"x\"], df[\"group_0\"], line_width=5, color=\"blue\", legend=\"Class 0: Latency-Bound Pattern\")\n",
    "plot.line(df[\"x\"], df[\"group_1\"], line_width=5, color=\"green\", legend=\"Class 1: Bandwidth-Bound Pattern\")\n",
    "plot.line(df[\"x\"], df[\"group_2\"], line_width=5, color=\"red\", legend=\"Class 2: Outliters Pattern\")\n",
    "plot.xaxis.axis_label = \"Packet Rate (Packets/Second)\"\n",
    "plot.yaxis.axis_label = \"Probability Density\"\n",
    "plot.axis.axis_label_text_font_size = \"20pt\"\n",
    "plot.axis.major_label_text_font_size = \"16pt\"\n",
    "plot.legend.label_text_font_size = \"20pt\"\n",
    "plot.legend.location = \"top_right\"\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Std Bytes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:49.365334",
     "start_time": "2017-02-15T13:05:48.699188"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "std_byte = [\n",
    "    groups[i][BYTE_LABELS].std(1)\n",
    "    for i in range(OUTPUT_SIZE)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:49.501216",
     "start_time": "2017-02-15T13:05:49.366895"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"f21587e3-45fc-4d64-a8e9-360c09b45a65\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"f21587e3-45fc-4d64-a8e9-360c09b45a65\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      try {\n",
       "        window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      }\n",
       "      finally {\n",
       "        delete window._bokeh_onload_callbacks\n",
       "      }\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"f21587e3-45fc-4d64-a8e9-360c09b45a65\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'f21587e3-45fc-4d64-a8e9-360c09b45a65' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"f3216081-4f6a-440b-9cb3-40c31fe79f95\":{\"roots\":{\"references\":[{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAWUAAAAAAAMByQAAAAAAAQH9AAAAAAADghUAAAAAAACCMQAAAAAAAMJFAAAAAAABQlEAAAAAAAHCXQAAAAAAAkJpAAAAAAACwnUA=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"6EA7VLIq4z8E6xPk+KypP6R/ufj1c5Q/JiyT6XE5kD83nChfj8yIPxJGx7sA7IU//eRD1OXohD/foBok8r+DPxOyM7qpWYE/tZswJvR9fT8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"ec5cab9d-cd62-4c08-9aa7-ed24e79fcc6d\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"2e8d1e30-8bc5-4c7d-b0f7-1c9d6f2d5ca3\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"e0bf9225-5585-48a3-9401-b607bc7e06a8\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"22f5ff5e-132f-4f18-92e6-72f3a6112886\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"45de1789-b458-4128-83aa-95bc13bba8de\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3e7cad9c-b7e3-4fdb-b1ba-df31d2036bb7\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"4c54ac8f-da96-49dd-8f03-d717c009757d\",\"type\":\"BasicTicker\"}},\"id\":\"5b8c5ac6-2ae1-48ce-a88f-9d408f1d0f86\",\"type\":\"Grid\"},{\"attributes\":{\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"07e13dc7-748f-4e53-8e26-a0651f5cc97e\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"label\":{\"value\":\"Class 0: Latency-Bound Pattern\"},\"renderers\":[{\"id\":\"ca72cbef-090f-40c8-bb71-efa55e5bad80\",\"type\":\"GlyphRenderer\"}]},\"id\":\"ff3fe315-8901-474e-a843-afa72e27db04\",\"type\":\"LegendItem\"},{\"attributes\":{\"label\":{\"value\":\"Class 1: Bandwidth-Bound Pattern\"},\"renderers\":[{\"id\":\"b1c157e8-958c-460d-be4c-4548e1faa057\",\"type\":\"GlyphRenderer\"}]},\"id\":\"dc043e80-ae4c-45d8-bb2c-20ed100c4442\",\"type\":\"LegendItem\"},{\"attributes\":{\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"8520400b-f322-4ad7-92f4-95d2727be6fb\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"0962ddbf-b2d6-42b0-982a-6f95b15e330f\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAWUAAAAAAAMByQAAAAAAAQH9AAAAAAADghUAAAAAAACCMQAAAAAAAMJFAAAAAAABQlEAAAAAAAHCXQAAAAAAAkJpAAAAAAACwnUA=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"NbmpzzEs4z+4AAKw4Ee0PwBLbLfRlrc/LR951Aadsj9N5sQT83SmP1SHaPazT58/BuQPUen7lT/f4ozHe7OPP03GS+vL9YY/ZA0r+rMFgD8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"57ad9f94-43df-47cb-a87b-cbf760088507\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"cb6b46ef-eab9-4fa3-93fc-4cf4b699dbeb\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"ec5cab9d-cd62-4c08-9aa7-ed24e79fcc6d\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"87c611b1-d58d-4c0b-95f6-711a2865b0f6\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"72bea748-71fc-4f82-909b-8b337d48f23d\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"ca72cbef-090f-40c8-bb71-efa55e5bad80\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"ae65cbf4-d7a6-4a6e-8392-8e3265d220cf\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_color\":{\"value\":\"red\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"e0bf9225-5585-48a3-9401-b607bc7e06a8\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"a997e877-6f9a-4c49-b0bb-4a9879fed2b3\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":{\"value\":\"blue\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"87c611b1-d58d-4c0b-95f6-711a2865b0f6\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"57ad9f94-43df-47cb-a87b-cbf760088507\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"276d57b9-d03c-4e4a-94b9-ed3af37ccb88\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"a997e877-6f9a-4c49-b0bb-4a9879fed2b3\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"b1c157e8-958c-460d-be4c-4548e1faa057\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3e54e863-7cd9-46dd-b883-07e689881c80\",\"type\":\"LinearScale\"},{\"attributes\":{\"below\":[{\"id\":\"aaa0dc2e-7ff7-4291-bad1-85ccc59863b6\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"5be8e604-40be-41db-b2c5-7c2d8e452101\",\"type\":\"LinearAxis\"}],\"plot_width\":800,\"renderers\":[{\"id\":\"aaa0dc2e-7ff7-4291-bad1-85ccc59863b6\",\"type\":\"LinearAxis\"},{\"id\":\"84aa0ddb-4b3d-432e-aae9-d4b8ec9ab8c4\",\"type\":\"Grid\"},{\"id\":\"5be8e604-40be-41db-b2c5-7c2d8e452101\",\"type\":\"LinearAxis\"},{\"id\":\"5b8c5ac6-2ae1-48ce-a88f-9d408f1d0f86\",\"type\":\"Grid\"},{\"id\":\"ae65cbf4-d7a6-4a6e-8392-8e3265d220cf\",\"type\":\"BoxAnnotation\"},{\"id\":\"a3fd18c0-af5c-4bf5-9792-6cc87d6ccc9d\",\"type\":\"Legend\"},{\"id\":\"ca72cbef-090f-40c8-bb71-efa55e5bad80\",\"type\":\"GlyphRenderer\"},{\"id\":\"b1c157e8-958c-460d-be4c-4548e1faa057\",\"type\":\"GlyphRenderer\"},{\"id\":\"45de1789-b458-4128-83aa-95bc13bba8de\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"a53afe76-d385-4a5b-89db-578138471258\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"c38e94d3-0098-4977-8161-b67994603b95\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"b29186fe-9e4e-4d9e-b29f-3da095067e1c\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"cb6b46ef-eab9-4fa3-93fc-4cf4b699dbeb\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"3e54e863-7cd9-46dd-b883-07e689881c80\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"b46a2ea5-b6e6-4b47-b1c7-e0509b0119ae\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1a24a248-03ba-4252-b45e-38b184d504a1\",\"type\":\"LinearScale\"}},\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"3f6456b4-98a5-4643-a845-06e9c4c20709\",\"type\":\"BasicTicker\"}},\"id\":\"84aa0ddb-4b3d-432e-aae9-d4b8ec9ab8c4\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"72bea748-71fc-4f82-909b-8b337d48f23d\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"4c54ac8f-da96-49dd-8f03-d717c009757d\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1a24a248-03ba-4252-b45e-38b184d504a1\",\"type\":\"LinearScale\"},{\"attributes\":{\"items\":[{\"id\":\"ff3fe315-8901-474e-a843-afa72e27db04\",\"type\":\"LegendItem\"},{\"id\":\"dc043e80-ae4c-45d8-bb2c-20ed100c4442\",\"type\":\"LegendItem\"},{\"id\":\"b475d3bc-34c8-49ec-9843-47eae27c44e7\",\"type\":\"LegendItem\"}],\"label_text_font_size\":{\"value\":\"20pt\"},\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"a3fd18c0-af5c-4bf5-9792-6cc87d6ccc9d\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"3f6456b4-98a5-4643-a845-06e9c4c20709\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"b81ace0f-3441-468e-b8c3-3a585fa2fe46\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"22f5ff5e-132f-4f18-92e6-72f3a6112886\",\"type\":\"Line\"},{\"attributes\":{\"line_color\":{\"value\":\"green\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"276d57b9-d03c-4e4a-94b9-ed3af37ccb88\",\"type\":\"Line\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"a53afe76-d385-4a5b-89db-578138471258\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null},\"id\":\"b46a2ea5-b6e6-4b47-b1c7-e0509b0119ae\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"c343af23-e46a-428a-a13c-793e56267ce6\",\"type\":\"PanTool\"},{\"id\":\"07e13dc7-748f-4e53-8e26-a0651f5cc97e\",\"type\":\"WheelZoomTool\"},{\"id\":\"9965c8b9-989a-4cae-9c55-80966dd4d431\",\"type\":\"BoxZoomTool\"},{\"id\":\"8520400b-f322-4ad7-92f4-95d2727be6fb\",\"type\":\"SaveTool\"},{\"id\":\"b81ace0f-3441-468e-b8c3-3a585fa2fe46\",\"type\":\"ResetTool\"},{\"id\":\"cc63d671-6294-43ec-b8ac-8ce104917ed1\",\"type\":\"HelpTool\"}]},\"id\":\"b29186fe-9e4e-4d9e-b29f-3da095067e1c\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"c38e94d3-0098-4977-8161-b67994603b95\",\"type\":\"ToolEvents\"},{\"attributes\":{\"axis_label\":\"Probability Density\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"0962ddbf-b2d6-42b0-982a-6f95b15e330f\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"4c54ac8f-da96-49dd-8f03-d717c009757d\",\"type\":\"BasicTicker\"}},\"id\":\"5be8e604-40be-41db-b2c5-7c2d8e452101\",\"type\":\"LinearAxis\"},{\"attributes\":{\"label\":{\"value\":\"Class 2: Outliters Pattern\"},\"renderers\":[{\"id\":\"45de1789-b458-4128-83aa-95bc13bba8de\",\"type\":\"GlyphRenderer\"}]},\"id\":\"b475d3bc-34c8-49ec-9843-47eae27c44e7\",\"type\":\"LegendItem\"},{\"attributes\":{\"axis_label\":\"Standard Diviation (Bytes/Second)\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"3e7cad9c-b7e3-4fdb-b1ba-df31d2036bb7\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"3f6456b4-98a5-4643-a845-06e9c4c20709\",\"type\":\"BasicTicker\"}},\"id\":\"aaa0dc2e-7ff7-4291-bad1-85ccc59863b6\",\"type\":\"LinearAxis\"},{\"attributes\":{\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"c343af23-e46a-428a-a13c-793e56267ce6\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"ae65cbf4-d7a6-4a6e-8392-8e3265d220cf\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"9965c8b9-989a-4cae-9c55-80966dd4d431\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"cc63d671-6294-43ec-b8ac-8ce104917ed1\",\"type\":\"HelpTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAWUAAAAAAAMByQAAAAAAAQH9AAAAAAADghUAAAAAAACCMQAAAAAAAMJFAAAAAAABQlEAAAAAAAHCXQAAAAAAAkJpAAAAAAACwnUA=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"L/Yt27k77D99GpW4jginP5roAycuUpQ/Y3fx0EjciD+Z8XsWH394P4njhuSbam8/rDBGzbnHZj8ahDj6L/JhP75cEbG3hl0/HkTpZH18Vz8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"2e8d1e30-8bc5-4c7d-b0f7-1c9d6f2d5ca3\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.6\"}};\n",
       "            var render_items = [{\"docid\":\"f3216081-4f6a-440b-9cb3-40c31fe79f95\",\"elementid\":\"f21587e3-45fc-4d64-a8e9-360c09b45a65\",\"modelid\":\"50aee8e9-def0-4b6d-a694-07e1ce55a7b2\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"f21587e3-45fc-4d64-a8e9-360c09b45a65\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = create_histogram_dataframe(\n",
    "    std_byte,\n",
    "    weights=weights,\n",
    "    columns=[\"x\", \"group_0\", \"group_1\", \"group_2\"],\n",
    "    bins=\"auto\", hist_range=[0, 2000])\n",
    "# show(Line(df, x=\"x\", y=[\"group_0\", \"group_1\", \"group_2\"], plot_width=900))\n",
    "plot = figure(plot_width=800)\n",
    "plot.line(df[\"x\"], df[\"group_0\"], line_width=5, color=\"blue\", legend=\"Class 0: Latency-Bound Pattern\")\n",
    "plot.line(df[\"x\"], df[\"group_1\"], line_width=5, color=\"green\", legend=\"Class 1: Bandwidth-Bound Pattern\")\n",
    "plot.line(df[\"x\"], df[\"group_2\"], line_width=5, color=\"red\", legend=\"Class 2: Outliters Pattern\")\n",
    "plot.xaxis.axis_label = \"Standard Diviation (Bytes/Second)\"\n",
    "plot.yaxis.axis_label = \"Probability Density\"\n",
    "plot.axis.axis_label_text_font_size = \"20pt\"\n",
    "plot.axis.major_label_text_font_size = \"16pt\"\n",
    "plot.legend.label_text_font_size = \"20pt\"\n",
    "plot.legend.location = \"top_right\"\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Std Packets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:50.150367",
     "start_time": "2017-02-15T13:05:49.502674"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "std_packet = [\n",
    "    groups[i][PACKET_LABELS].std(1)\n",
    "    for i in range(OUTPUT_SIZE)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-02-15T13:05:50.292268",
     "start_time": "2017-02-15T13:05:50.151963"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"ebb9ceb5-15b4-4981-aa1d-ae2a94bf197f\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"ebb9ceb5-15b4-4981-aa1d-ae2a94bf197f\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      try {\n",
       "        window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      }\n",
       "      finally {\n",
       "        delete window._bokeh_onload_callbacks\n",
       "      }\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"ebb9ceb5-15b4-4981-aa1d-ae2a94bf197f\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'ebb9ceb5-15b4-4981-aa1d-ae2a94bf197f' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"a93d90ad-4319-4e2e-b102-d148e3822964\":{\"roots\":{\"references\":[{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"d23ecd12-76a6-48d4-9dad-ad9175282516\",\"type\":\"Line\"},{\"attributes\":{\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"1790f23e-45a4-4354-865d-4b07f0469115\",\"type\":\"BasicTicker\"}},\"id\":\"6314664f-6b56-42da-a394-c5f4dab2e101\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"c9466672-92a6-4aed-93c3-4e761464bac9\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"09a2025c-3322-429b-9608-00dcaec16479\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"d23ecd12-76a6-48d4-9dad-ad9175282516\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"b26dfdaf-f5d7-4794-bf95-ddada20b4aca\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"label\":{\"value\":\"Class 0: Latency-Bound Pattern\"},\"renderers\":[{\"id\":\"b26dfdaf-f5d7-4794-bf95-ddada20b4aca\",\"type\":\"GlyphRenderer\"}]},\"id\":\"7e54e304-afc7-464c-9b0b-ee9f8071de94\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"2ada54d9-26d3-4e2b-a43f-303fa2b0c1d9\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"fbfe8996-d2c8-479a-8f90-2acbdfbe54e0\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"b304d6d9-c7cd-4cb3-a4d1-b0aa4126c2b8\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"236625c8-d9d2-4f5b-9b5b-852da56da93f\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"b81b4348-0245-4e89-89bc-fa48699e9e35\",\"type\":\"BasicTicker\"}},\"id\":\"e398fc9d-fec4-4e39-a07c-d38c9cb1ba74\",\"type\":\"Grid\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"a90aff5b-e2fa-4a10-a995-e06ac379f693\",\"type\":\"PanTool\"},{\"id\":\"4fcb3688-bcd5-4211-8034-e43c1d0fb8e2\",\"type\":\"WheelZoomTool\"},{\"id\":\"a9f46e92-cc0f-4f39-b11c-cdb66dad72eb\",\"type\":\"BoxZoomTool\"},{\"id\":\"db69bf3d-4017-428e-8920-c357f8f4feac\",\"type\":\"SaveTool\"},{\"id\":\"45c77dad-bfa7-4dd5-8a15-7e08e5ca3d32\",\"type\":\"ResetTool\"},{\"id\":\"189dfb0e-1aab-4634-943c-29ebe754ccbb\",\"type\":\"HelpTool\"}]},\"id\":\"416f540f-9117-4800-84e9-3e183856480f\",\"type\":\"Toolbar\"},{\"attributes\":{\"line_color\":{\"value\":\"blue\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"09a2025c-3322-429b-9608-00dcaec16479\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"b304d6d9-c7cd-4cb3-a4d1-b0aa4126c2b8\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\"Class 1: Bandwidth-Bound Pattern\"},\"renderers\":[{\"id\":\"236625c8-d9d2-4f5b-9b5b-852da56da93f\",\"type\":\"GlyphRenderer\"}]},\"id\":\"c5c8d342-d342-452d-829b-f5bd90ea06cb\",\"type\":\"LegendItem\"},{\"attributes\":{\"axis_label\":\"Standard Diviation (Packets/Second)\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"39a24939-a54d-40df-a864-3f85263611c9\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"1790f23e-45a4-4354-865d-4b07f0469115\",\"type\":\"BasicTicker\"}},\"id\":\"54cf7ad7-8e93-480e-9b77-3cba6efe805c\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"9631627f-34a9-4a92-be26-8ec9f41b9ba6\",\"type\":\"ToolEvents\"},{\"attributes\":{},\"id\":\"b81b4348-0245-4e89-89bc-fa48699e9e35\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"3cde204f-ef2d-45ed-957a-eea6cf398f81\",\"type\":\"Title\"},{\"attributes\":{\"items\":[{\"id\":\"7e54e304-afc7-464c-9b0b-ee9f8071de94\",\"type\":\"LegendItem\"},{\"id\":\"c5c8d342-d342-452d-829b-f5bd90ea06cb\",\"type\":\"LegendItem\"},{\"id\":\"6ff21134-b357-4a2a-b544-9d37e3592016\",\"type\":\"LegendItem\"}],\"label_text_font_size\":{\"value\":\"20pt\"},\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"c3376b2d-39f6-4140-93ea-c16088f3da45\",\"type\":\"Legend\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"f191b1b4-09ca-422c-8646-b3a643b8181c\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA4D8AAAAAAAD4PwAAAAAAAARAAAAAAAAADEAAAAAAAAASQAAAAAAAABZAAAAAAAAAGkAAAAAAAAAeQAAAAAAAACFAAAAAAAAAI0A=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"up9olOof4z/iC53yAUi+PxuEkhGcsrI/zlgmClBrqj/uEqsAWUikP8YNAKfaI6A/BvWuJ+3Ilz+oychkl2aQP6Ah4FFJI4U/liaykC90fj8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"2ada54d9-26d3-4e2b-a43f-303fa2b0c1d9\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"4fcb3688-bcd5-4211-8034-e43c1d0fb8e2\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"c8521497-f28f-4f0f-87e3-c858a9c18f8a\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA4D8AAAAAAAD4PwAAAAAAAARAAAAAAAAADEAAAAAAAAASQAAAAAAAABZAAAAAAAAAGkAAAAAAAAAeQAAAAAAAACFAAAAAAAAAI0A=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"8tZohFuS6z/Q/yvsIuOrP+BKyr/8Opg/IjSdtfHhjD8Ual31E42DP5kKeypKxX0/CIAu0tADdT8V83sIlIxrP0SJva6mR2c/oMuRFOb3YD8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"772f5d78-9f6e-4723-9d22-5fa2be7eba6a\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"Class 2: Outliters Pattern\"},\"renderers\":[{\"id\":\"829bbc0b-8a8a-41d4-9ea6-71389e3890d9\",\"type\":\"GlyphRenderer\"}]},\"id\":\"6ff21134-b357-4a2a-b544-9d37e3592016\",\"type\":\"LegendItem\"},{\"attributes\":{\"overlay\":{\"id\":\"f191b1b4-09ca-422c-8646-b3a643b8181c\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"a9f46e92-cc0f-4f39-b11c-cdb66dad72eb\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\"],\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAA4D8AAAAAAAD4PwAAAAAAAARAAAAAAAAADEAAAAAAAAASQAAAAAAAABZAAAAAAAAAGkAAAAAAAAAeQAAAAAAAACFAAAAAAAAAI0A=\",\"dtype\":\"float64\",\"shape\":[10]},\"y\":{\"__ndarray__\":\"OSeKr9OG4z9n2cEgQ1u4P44/BmcnS6U/0WQ9Fm+2mT9TijPbQwSRP7wNGNp6u4o/d5Zic/1biD+QNMAu/zqDP7gOCEyxWIE/DaQkPoPHfD8=\",\"dtype\":\"float64\",\"shape\":[10]}}},\"id\":\"c9466672-92a6-4aed-93c3-4e761464bac9\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"927cddee-ffc1-40fc-8e65-d3c4bd6c3152\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1790f23e-45a4-4354-865d-4b07f0469115\",\"type\":\"BasicTicker\"},{\"attributes\":{\"below\":[{\"id\":\"54cf7ad7-8e93-480e-9b77-3cba6efe805c\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"6aea741a-3711-4513-85e4-772497388144\",\"type\":\"LinearAxis\"}],\"plot_width\":800,\"renderers\":[{\"id\":\"54cf7ad7-8e93-480e-9b77-3cba6efe805c\",\"type\":\"LinearAxis\"},{\"id\":\"6314664f-6b56-42da-a394-c5f4dab2e101\",\"type\":\"Grid\"},{\"id\":\"6aea741a-3711-4513-85e4-772497388144\",\"type\":\"LinearAxis\"},{\"id\":\"e398fc9d-fec4-4e39-a07c-d38c9cb1ba74\",\"type\":\"Grid\"},{\"id\":\"f191b1b4-09ca-422c-8646-b3a643b8181c\",\"type\":\"BoxAnnotation\"},{\"id\":\"c3376b2d-39f6-4140-93ea-c16088f3da45\",\"type\":\"Legend\"},{\"id\":\"b26dfdaf-f5d7-4794-bf95-ddada20b4aca\",\"type\":\"GlyphRenderer\"},{\"id\":\"236625c8-d9d2-4f5b-9b5b-852da56da93f\",\"type\":\"GlyphRenderer\"},{\"id\":\"829bbc0b-8a8a-41d4-9ea6-71389e3890d9\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"3cde204f-ef2d-45ed-957a-eea6cf398f81\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"9631627f-34a9-4a92-be26-8ec9f41b9ba6\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"416f540f-9117-4800-84e9-3e183856480f\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"d12aa32a-b268-415d-b62c-8fe2ebdb86e6\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"927cddee-ffc1-40fc-8e65-d3c4bd6c3152\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"2b4d35e0-e009-4e80-9e3d-a1968c638a3e\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"c1533834-fe17-408a-8c9b-383f32a995f8\",\"type\":\"LinearScale\"}},\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null},\"id\":\"d12aa32a-b268-415d-b62c-8fe2ebdb86e6\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_color\":{\"value\":\"green\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"fbfe8996-d2c8-479a-8f90-2acbdfbe54e0\",\"type\":\"Line\"},{\"attributes\":{\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"189dfb0e-1aab-4634-943c-29ebe754ccbb\",\"type\":\"HelpTool\"},{\"attributes\":{\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"a90aff5b-e2fa-4a10-a995-e06ac379f693\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null},\"id\":\"2b4d35e0-e009-4e80-9e3d-a1968c638a3e\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"c1533834-fe17-408a-8c9b-383f32a995f8\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"39a24939-a54d-40df-a864-3f85263611c9\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"db69bf3d-4017-428e-8920-c357f8f4feac\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis_label\":\"Probability Density\",\"axis_label_text_font_size\":{\"value\":\"20pt\"},\"formatter\":{\"id\":\"c8521497-f28f-4f0f-87e3-c858a9c18f8a\",\"type\":\"BasicTickFormatter\"},\"major_label_text_font_size\":{\"value\":\"16pt\"},\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"b81b4348-0245-4e89-89bc-fa48699e9e35\",\"type\":\"BasicTicker\"}},\"id\":\"6aea741a-3711-4513-85e4-772497388144\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"772f5d78-9f6e-4723-9d22-5fa2be7eba6a\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"544f7a9e-7394-4b09-a2ac-a9812f3ee6d2\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"521a5625-e652-4137-9188-0e0b642663b1\",\"type\":\"Line\"},\"selection_glyph\":null},\"id\":\"829bbc0b-8a8a-41d4-9ea6-71389e3890d9\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"plot\":{\"id\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"45c77dad-bfa7-4dd5-8a15-7e08e5ca3d32\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_color\":{\"value\":\"red\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"544f7a9e-7394-4b09-a2ac-a9812f3ee6d2\",\"type\":\"Line\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"521a5625-e652-4137-9188-0e0b642663b1\",\"type\":\"Line\"}],\"root_ids\":[\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.6\"}};\n",
       "            var render_items = [{\"docid\":\"a93d90ad-4319-4e2e-b102-d148e3822964\",\"elementid\":\"ebb9ceb5-15b4-4981-aa1d-ae2a94bf197f\",\"modelid\":\"fde98fbe-6a3c-4a08-85b0-d697f36e1e22\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"ebb9ceb5-15b4-4981-aa1d-ae2a94bf197f\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = create_histogram_dataframe(\n",
    "    std_packet,\n",
    "    weights=weights,\n",
    "    columns=[\"x\", \"group_0\", \"group_1\", \"group_2\"],\n",
    "    bins=\"auto\", hist_range=[0, 10])\n",
    "# show(Line(df, x=\"x\", y=[\"group_0\", \"group_1\", \"group_2\"], plot_width=900))\n",
    "plot = figure(plot_width=800)\n",
    "plot.line(df[\"x\"], df[\"group_0\"], line_width=5, color=\"blue\", legend=\"Class 0: Latency-Bound Pattern\")\n",
    "plot.line(df[\"x\"], df[\"group_1\"], line_width=5, color=\"green\", legend=\"Class 1: Bandwidth-Bound Pattern\")\n",
    "plot.line(df[\"x\"], df[\"group_2\"], line_width=5, color=\"red\", legend=\"Class 2: Outliters Pattern\")\n",
    "plot.xaxis.axis_label = \"Standard Diviation (Packets/Second)\"\n",
    "plot.yaxis.axis_label = \"Probability Density\"\n",
    "plot.axis.axis_label_text_font_size = \"20pt\"\n",
    "plot.axis.major_label_text_font_size = \"16pt\"\n",
    "plot.legend.label_text_font_size = \"20pt\"\n",
    "plot.legend.location = \"top_right\"\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scratchpad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}