notebooks/Zeek_to_Plot.ipynb

{
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  {
   "cell_type": "markdown",
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   "source": [
    "<div style=\"float: right; margin: 20px 20px 20px 20px\"><img src=\"images/bro.png\" width=\"100px\"></div>\n",
    "\n",
    "# Zeek Network Data to Plotting\n",
    "Yes, this is provincial, but going from a Zeek log to a visual data plot in a few lines of code might be really handy sometimes. So without further ado here's a very small bit of code :)\n",
    "\n",
    "<div style=\"float: right; margin: 30px -100px 0px 0px\"><img src=\"images/matplotlib.png\" width=\"300px\"></div>\n",
    "\n",
    "### Software\n",
    "- Zeek Analysis Tools (ZAT): https://github.com/SuperCowPowers/zat\n",
    "- Pandas: https://github.com/pandas-dev/pandas\n",
    "- Matplotlib: https://matplotlib.org"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quickly go from Zeek log to Pandas DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully monitoring ../data/http.log...\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>filename</th>\n",
       "      <th>host</th>\n",
       "      <th>id.orig_h</th>\n",
       "      <th>id.orig_p</th>\n",
       "      <th>id.resp_h</th>\n",
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       "      <th>info_msg</th>\n",
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       "      <th>...</th>\n",
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       "      <th>response_body_len</th>\n",
       "      <th>status_code</th>\n",
       "      <th>status_msg</th>\n",
       "      <th>tags</th>\n",
       "      <th>trans_depth</th>\n",
       "      <th>uid</th>\n",
       "      <th>uri</th>\n",
       "      <th>user_agent</th>\n",
       "      <th>username</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ts</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-09-15 17:44:27.668082</th>\n",
       "      <td>-</td>\n",
       "      <td>guyspy.com</td>\n",
       "      <td>192.168.33.10</td>\n",
       "      <td>1031</td>\n",
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       "      <td>80</td>\n",
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       "      <td>...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>184</td>\n",
       "      <td>301</td>\n",
       "      <td>Moved Permanently</td>\n",
       "      <td>(empty)</td>\n",
       "      <td>1</td>\n",
       "      <td>CyIaMO7IheOh38Zsi</td>\n",
       "      <td>/</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
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       "    <tr>\n",
       "      <th>2013-09-15 17:44:27.731702</th>\n",
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       "      <td>www.guyspy.com</td>\n",
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       "      <td>1032</td>\n",
       "      <td>54.245.228.191</td>\n",
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       "      <td>text/html</td>\n",
       "      <td>100631</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>(empty)</td>\n",
       "      <td>1</td>\n",
       "      <td>CoyZrY2g74UvMMgp4a</td>\n",
       "      <td>/</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-15 17:44:28.092922</th>\n",
       "      <td>-</td>\n",
       "      <td>www.guyspy.com</td>\n",
       "      <td>192.168.33.10</td>\n",
       "      <td>1032</td>\n",
       "      <td>54.245.228.191</td>\n",
       "      <td>80</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>GET</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>text/html</td>\n",
       "      <td>55817</td>\n",
       "      <td>404</td>\n",
       "      <td>Not Found</td>\n",
       "      <td>(empty)</td>\n",
       "      <td>2</td>\n",
       "      <td>CoyZrY2g74UvMMgp4a</td>\n",
       "      <td>/wp-content/plugins/slider-pro/css/advanced-sl...</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
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       "    <tr>\n",
       "      <th>2013-09-15 17:44:28.150301</th>\n",
       "      <td>-</td>\n",
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       "      <td>192.168.33.10</td>\n",
       "      <td>1040</td>\n",
       "      <td>54.245.228.191</td>\n",
       "      <td>80</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>GET</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>text/plain</td>\n",
       "      <td>887</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>(empty)</td>\n",
       "      <td>1</td>\n",
       "      <td>CiCKTz4e0fkYYazBS3</td>\n",
       "      <td>/wp-content/plugins/contact-form-7/includes/cs...</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
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       "    <tr>\n",
       "      <th>2013-09-15 17:44:28.150602</th>\n",
       "      <td>-</td>\n",
       "      <td>www.guyspy.com</td>\n",
       "      <td>192.168.33.10</td>\n",
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       "      <td>GET</td>\n",
       "      <td>-</td>\n",
       "      <td>...</td>\n",
       "      <td>text/plain</td>\n",
       "      <td>10068</td>\n",
       "      <td>200</td>\n",
       "      <td>OK</td>\n",
       "      <td>(empty)</td>\n",
       "      <td>1</td>\n",
       "      <td>C1YBkC1uuO9bzndRvh</td>\n",
       "      <td>/wp-content/plugins/slider-pro/css/slider/adva...</td>\n",
       "      <td>Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...</td>\n",
       "      <td>-</td>\n",
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       "<p>5 rows × 26 columns</p>\n",
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      "text/plain": [
       "                           filename            host      id.orig_h  id.orig_p  \\\n",
       "ts                                                                              \n",
       "2013-09-15 17:44:27.668082        -      guyspy.com  192.168.33.10       1031   \n",
       "2013-09-15 17:44:27.731702        -  www.guyspy.com  192.168.33.10       1032   \n",
       "2013-09-15 17:44:28.092922        -  www.guyspy.com  192.168.33.10       1032   \n",
       "2013-09-15 17:44:28.150301        -  www.guyspy.com  192.168.33.10       1040   \n",
       "2013-09-15 17:44:28.150602        -  www.guyspy.com  192.168.33.10       1041   \n",
       "\n",
       "                                 id.resp_h  id.resp_p info_code info_msg  \\\n",
       "ts                                                                         \n",
       "2013-09-15 17:44:27.668082  54.245.228.191         80         -        -   \n",
       "2013-09-15 17:44:27.731702  54.245.228.191         80         -        -   \n",
       "2013-09-15 17:44:28.092922  54.245.228.191         80         -        -   \n",
       "2013-09-15 17:44:28.150301  54.245.228.191         80         -        -   \n",
       "2013-09-15 17:44:28.150602  54.245.228.191         80         -        -   \n",
       "\n",
       "                           method orig_fuids   ...    resp_mime_types  \\\n",
       "ts                                             ...                      \n",
       "2013-09-15 17:44:27.668082    GET          -   ...          text/html   \n",
       "2013-09-15 17:44:27.731702    GET          -   ...          text/html   \n",
       "2013-09-15 17:44:28.092922    GET          -   ...          text/html   \n",
       "2013-09-15 17:44:28.150301    GET          -   ...         text/plain   \n",
       "2013-09-15 17:44:28.150602    GET          -   ...         text/plain   \n",
       "\n",
       "                           response_body_len status_code         status_msg  \\\n",
       "ts                                                                            \n",
       "2013-09-15 17:44:27.668082               184         301  Moved Permanently   \n",
       "2013-09-15 17:44:27.731702            100631         200                 OK   \n",
       "2013-09-15 17:44:28.092922             55817         404          Not Found   \n",
       "2013-09-15 17:44:28.150301               887         200                 OK   \n",
       "2013-09-15 17:44:28.150602             10068         200                 OK   \n",
       "\n",
       "                               tags trans_depth                 uid  \\\n",
       "ts                                                                    \n",
       "2013-09-15 17:44:27.668082  (empty)           1   CyIaMO7IheOh38Zsi   \n",
       "2013-09-15 17:44:27.731702  (empty)           1  CoyZrY2g74UvMMgp4a   \n",
       "2013-09-15 17:44:28.092922  (empty)           2  CoyZrY2g74UvMMgp4a   \n",
       "2013-09-15 17:44:28.150301  (empty)           1  CiCKTz4e0fkYYazBS3   \n",
       "2013-09-15 17:44:28.150602  (empty)           1  C1YBkC1uuO9bzndRvh   \n",
       "\n",
       "                                                                          uri  \\\n",
       "ts                                                                              \n",
       "2013-09-15 17:44:27.668082                                                  /   \n",
       "2013-09-15 17:44:27.731702                                                  /   \n",
       "2013-09-15 17:44:28.092922  /wp-content/plugins/slider-pro/css/advanced-sl...   \n",
       "2013-09-15 17:44:28.150301  /wp-content/plugins/contact-form-7/includes/cs...   \n",
       "2013-09-15 17:44:28.150602  /wp-content/plugins/slider-pro/css/slider/adva...   \n",
       "\n",
       "                                                                   user_agent  \\\n",
       "ts                                                                              \n",
       "2013-09-15 17:44:27.668082  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
       "2013-09-15 17:44:27.731702  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
       "2013-09-15 17:44:28.092922  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
       "2013-09-15 17:44:28.150301  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
       "2013-09-15 17:44:28.150602  Mozilla/4.0 (compatible; MSIE 8.0; Windows NT ...   \n",
       "\n",
       "                           username  \n",
       "ts                                   \n",
       "2013-09-15 17:44:27.668082        -  \n",
       "2013-09-15 17:44:27.731702        -  \n",
       "2013-09-15 17:44:28.092922        -  \n",
       "2013-09-15 17:44:28.150301        -  \n",
       "2013-09-15 17:44:28.150602        -  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from zat.log_to_dataframe import LogToDataFrame\n",
    "from zat.utils import plot_utils\n",
    "\n",
    "# Just some plotting defaults\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plot_utils.plot_defaults()\n",
    "\n",
    "# Convert it to a Pandas DataFrame\n",
    "log_to_df = LogToDataFrame()\n",
    "http_df = log_to_df.create_dataframe('../data/http.log')\n",
    "http_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"float: left; margin: 20px 20px 20px 20px\"><img src=\"images/eyeball.jpeg\" width=\"100px\"></div>\n",
    "\n",
    "## Lets look at our data\n",
    "Above we used a ZAT utility method to set up nice plotting defaults and here we simply use the plotting provided by Pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x114e2cfd0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x1150aed30>]], dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
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SvkTzGr09maLpvzlKz6UZjPJK4NSye5/Bcfn+oglkH1ZpHiU5hGawp735diml9yXaVUny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\nD+BKogos3McoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114ecbeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "http_df[['request_body_len','response_body_len']].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"float: left; margin: 20px 20px 20px 20px\"><img src=\"images/eyeball.jpeg\" width=\"100px\"></div>\n",
    "\n",
    "## Lets look at our data again\n",
    "Since ZAT automatically makes the timestamp the index, we can plot volume over time super easy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1151f2278>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Z2Vz0dWenx/RzqFG7KbvxGaSrKqTFaL/pJlt2/VqwukJab9lNdyCdX64pCNK5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\nJfnOOT+65HWS/rtzbnaDp7lV0hOafv0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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11526e630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "http_df['uid'].resample('1S').count().plot()\n",
    "plt.xlabel('HTTP Requests per Second')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wrap Up\n",
    "Well that's it for this notebook, it was kinda simple but sometime you just want to know how to plot the darn thing. :)\n",
    "\n",
    "If you liked this notebook please visit the [ZAT](https://github.com/SuperCowPowers/zat) project for more notebooks and examples."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}