 Identify Malicious Attack Activity.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conduct an investigation on a web application to identify malicious attack activity using Python data science libraries.\n",
    "\n",
    "\n",
    "### Task: Conduct an investigation on a web application to identify malicious attack activity using Python data science libraries.\n",
    "---\n",
    "\n",
    "As a cyber security analyst, you have been provided with a set of logs related to your organisation web server. You will need to analyse these logs and seek out suspicious activity based on the data available.\n",
    "\n",
    "More information about Microsoft Internet Information Services (IIS) can be found at the following URL:\n",
    "https://docs.microsoft.com/en-us/previous-versions/iis/6.0-sdk/ms525410(v=vs.90)\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing the libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries as required\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "pd.set_option('display.max_rows', 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My UWE User ID is **s5-ahsan** and the given dataset has been linked as below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_file = 's5-ahsan'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "             date      time           s-ip cs-method        cs-uri-stem  \\\n",
       "0      2022-01-01  02:22:00  194.77.81.230       GET       jdctmnpf.css   \n",
       "1      2022-01-01  02:22:00  194.77.81.230       GET         index.aspx   \n",
       "2      2022-01-01  02:22:08  194.77.81.230       GET         favico.ico   \n",
       "3      2022-01-01  02:22:08  194.77.81.230       GET         index.aspx   \n",
       "4      2022-01-01  02:22:12  194.77.81.230       GET       template.css   \n",
       "...           ...       ...            ...       ...                ...   \n",
       "70870  2022-01-30  23:26:20  194.77.81.230       GET  transactions.aspx   \n",
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       "70873  2022-01-30  23:26:46  194.77.81.230       GET       template.css   \n",
       "70874  2022-01-30  23:26:46  194.77.81.230       GET  transactions.aspx   \n",
       "\n",
       "      cs-uri-query  s-port cs-username            c-ip  \\\n",
       "0                -     443           -  194.153.74.142   \n",
       "1                -     443           -  194.153.74.142   \n",
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       "4       v=qoxbvkqa     443           -  194.153.74.142   \n",
       "...            ...     ...         ...             ...   \n",
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       "70872            -     443    xk388761    192.149.15.6   \n",
       "70873   v=ecdjzkma     443    xk388761    192.149.15.6   \n",
       "70874       page=5     443    xk388761    192.149.15.6   \n",
       "\n",
       "                                          cs(User-Agent)  \\\n",
       "0      Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "1      Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
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       "4      Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "...                                                  ...   \n",
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       "70871  Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "70872  Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "70873  Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "70874  Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "\n",
       "                                      cs(Referer)  sc-status  sc-substatus  \\\n",
       "0                                               -        200             0   \n",
       "1                                               -        200             0   \n",
       "2             https://bankofpunk.local/index.aspx        200             0   \n",
       "3             https://bankofpunk.local/index.aspx        200             0   \n",
       "4             https://bankofpunk.local/index.aspx        200             0   \n",
       "...                                           ...        ...           ...   \n",
       "70870  https://bankofpunk.local/transactions.aspx        200             0   \n",
       "70871  https://bankofpunk.local/transactions.aspx        200             0   \n",
       "70872  https://bankofpunk.local/transactions.aspx        404             0   \n",
       "70873  https://bankofpunk.local/transactions.aspx        200             0   \n",
       "70874  https://bankofpunk.local/transactions.aspx        200             0   \n",
       "\n",
       "       sc-win32-status  time-taken  \n",
       "0                    0          21  \n",
       "1                    0          27  \n",
       "2                    0          22  \n",
       "3                    0          25  \n",
       "4                    0          30  \n",
       "...                ...         ...  \n",
       "70870                0          27  \n",
       "70871                0          24  \n",
       "70872                0          29  \n",
       "70873                0          27  \n",
       "70874                0          28  \n",
       "\n",
       "[70875 rows x 15 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load in the data set as required - \n",
    "data_path = './'\n",
    "data = pd.read_csv(data_path + data_file, delim_whitespace=True)\n",
    "#data.to_csv('out.csv')\n",
    "temp_df = data[data.columns[:-1]]\n",
    "temp_df.columns = data.columns[1:]\n",
    "data = temp_df\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <td>https://bankofpunk.local/index.aspx</td>\n",
       "      <td>200</td>\n",
       "      <td>0</td>\n",
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       "      <td>template.css</td>\n",
       "      <td>v=qoxbvkqa</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>194.153.74.142</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/index.aspx</td>\n",
       "      <td>200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date      time           s-ip cs-method   cs-uri-stem cs-uri-query  \\\n",
       "0  2022-01-01  02:22:00  194.77.81.230       GET  jdctmnpf.css            -   \n",
       "1  2022-01-01  02:22:00  194.77.81.230       GET    index.aspx            -   \n",
       "2  2022-01-01  02:22:08  194.77.81.230       GET    favico.ico            -   \n",
       "3  2022-01-01  02:22:08  194.77.81.230       GET    index.aspx            -   \n",
       "4  2022-01-01  02:22:12  194.77.81.230       GET  template.css   v=qoxbvkqa   \n",
       "\n",
       "   s-port cs-username            c-ip  \\\n",
       "0     443           -  194.153.74.142   \n",
       "1     443           -  194.153.74.142   \n",
       "2     443           -  194.153.74.142   \n",
       "3     443           -  194.153.74.142   \n",
       "4     443           -  194.153.74.142   \n",
       "\n",
       "                                      cs(User-Agent)  \\\n",
       "0  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "1  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "2  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "3  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "4  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "\n",
       "                           cs(Referer)  sc-status  sc-substatus  \\\n",
       "0                                    -        200             0   \n",
       "1                                    -        200             0   \n",
       "2  https://bankofpunk.local/index.aspx        200             0   \n",
       "3  https://bankofpunk.local/index.aspx        200             0   \n",
       "4  https://bankofpunk.local/index.aspx        200             0   \n",
       "\n",
       "   sc-win32-status  time-taken  \n",
       "0                0          21  \n",
       "1                0          27  \n",
       "2                0          22  \n",
       "3                0          25  \n",
       "4                0          30  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get all column names\n",
    "index=data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['date', 'time', 's-ip', 'cs-method', 'cs-uri-stem', 'cs-uri-query',\n",
       "       's-port', 'cs-username', 'c-ip', 'cs(User-Agent)', 'cs(Referer)',\n",
       "       'sc-status', 'sc-substatus', 'sc-win32-status', 'time-taken'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "https://bankofpunk.local/transactions.aspx         23821\n",
       "https://bankofpunk.local/index.aspx                18004\n",
       "https://bankofpunk.local/login.aspx                13583\n",
       "https://bankofpunk.local/account_status.aspx        6266\n",
       "-                                                   6045\n",
       "https://bankofpunk.local/transfer.aspx              1784\n",
       "https://bankofpunk.local/changepassword.aspx         580\n",
       "https://bankofpunk.local/faq.aspx                    385\n",
       "https://bankofpunk.local/transfer_complete.aspx      289\n",
       "https://bankofpunk.local/change_avatar.aspx          118\n",
       "Name: cs(Referer), dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get count of each unique value for 'cs(Referer)'\n",
    "data['cs(Referer)'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the first 100 values for the 'time-taken' column\n",
    "plt.figure(figsize=(15,4))\n",
    "plt.plot(data['time-taken'][:100])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Start the investigation...\n",
    "\n",
    "Carry on with the investigation based on the initial code provided above. Conclude you investigation with a summary of what activities you have identified and why they are deemed to be suspicious."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**STEP 1**: Find which client ip addresses are top in the table from the given dataset. The below table shows ip address **92.42.141.20** is hight. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "92.42.141.20       320\n",
       "213.172.38.186     195\n",
       "200.108.172.247    152\n",
       "80.169.60.109      145\n",
       "130.176.254.108    143\n",
       "                  ... \n",
       "45.150.243.201      22\n",
       "91.193.11.217       21\n",
       "185.202.141.17      21\n",
       "193.150.182.93      20\n",
       "194.107.251.82      19\n",
       "Name: c-ip, Length: 987, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# c-ip column value count \n",
    "data['c-ip'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**STEP 2**: Find value count for sc-status (status of the action, represented by a success or error code) code. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200    59475\n",
       "404     5921\n",
       "301     4670\n",
       "401      809\n",
       "Name: sc-status, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sc-status column value count \n",
    "data['sc-status'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **HTTP 401 (Unauthorized) status code** indicates that the request has not been applied because it lacks valid authentication credentials for the target resource.\n",
    "\n",
    "The **HTTP 404 Not Found** response status code indicates that the server cannot find the requested resource. Links that lead to a 404 page are often called broken or dead links and can be subject to link death, link breaking, or reference rot. Phishers that use a custom 404 not found error page to steal credentials. But we do not get any malicious URL in the dataset.\n",
    "\n",
    "                                            (Watson, 2017) (Fielding and Reschke, 2014) (Mozilla, 2022) (Gatlan, 2019)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['-', 'https://bankofpunk.local/index.aspx',\n",
       "       'https://bankofpunk.local/login.aspx',\n",
       "       'https://bankofpunk.local/account_status.aspx',\n",
       "       'https://bankofpunk.local/transactions.aspx',\n",
       "       'https://bankofpunk.local/changepassword.aspx',\n",
       "       'https://bankofpunk.local/transfer.aspx',\n",
       "       'https://bankofpunk.local/transfer_complete.aspx',\n",
       "       'https://bankofpunk.local/faq.aspx',\n",
       "       'https://bankofpunk.local/change_avatar.aspx'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Search for all unique entries in 'cs(Referer)'\n",
    "data['cs(Referer)'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200    59475\n",
       "404     5921\n",
       "301     4670\n",
       "401      809\n",
       "Name: sc-status, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sc-status column value count \n",
    "data['sc-status'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**STEP 3**: Find & separate the suspicious HTTP sc-status code. Here, 401 is the most suspicious. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **INVESTIGATE HTTP STATUS CODE 401**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split the rows with 401 sc-status code. \n",
    "data_401 = data[data[\"sc-status\"] == 401]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#show all rows\n",
    "pd.set_option(\"display.max.row\", 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>s-ip</th>\n",
       "      <th>cs-method</th>\n",
       "      <th>cs-uri-stem</th>\n",
       "      <th>cs-uri-query</th>\n",
       "      <th>s-port</th>\n",
       "      <th>cs-username</th>\n",
       "      <th>c-ip</th>\n",
       "      <th>cs(User-Agent)</th>\n",
       "      <th>cs(Referer)</th>\n",
       "      <th>sc-status</th>\n",
       "      <th>sc-substatus</th>\n",
       "      <th>sc-win32-status</th>\n",
       "      <th>time-taken</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>2022-01-01</td>\n",
       "      <td>16:12:48</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>192.149.15.6</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...</td>\n",
       "      <td>https://bankofpunk.local/index.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>2022-01-01</td>\n",
       "      <td>16:12:59</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>192.149.15.6</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>2022-01-01</td>\n",
       "      <td>16:13:05</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>192.149.15.6</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>2022-01-02</td>\n",
       "      <td>03:05:35</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>95.83.228.161</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/index.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2445</th>\n",
       "      <td>2022-01-02</td>\n",
       "      <td>03:06:03</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>95.83.228.161</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70242</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>19:53:58</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>194.40.82.2</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70249</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>19:54:22</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>194.40.82.2</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70727</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>22:37:40</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>91.230.181.206</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...</td>\n",
       "      <td>https://bankofpunk.local/index.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70730</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>22:37:46</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>91.230.181.206</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70733</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>22:37:54</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>91.230.181.206</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>809 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             date      time           s-ip cs-method cs-uri-stem cs-uri-query  \\\n",
       "1165   2022-01-01  16:12:48  194.77.81.230      POST  login.aspx            -   \n",
       "1169   2022-01-01  16:12:59  194.77.81.230      POST  login.aspx            -   \n",
       "1173   2022-01-01  16:13:05  194.77.81.230      POST  login.aspx            -   \n",
       "2443   2022-01-02  03:05:35  194.77.81.230      POST  login.aspx            -   \n",
       "2445   2022-01-02  03:06:03  194.77.81.230      POST  login.aspx            -   \n",
       "...           ...       ...            ...       ...         ...          ...   \n",
       "70242  2022-01-30  19:53:58  194.77.81.230      POST  login.aspx            -   \n",
       "70249  2022-01-30  19:54:22  194.77.81.230      POST  login.aspx            -   \n",
       "70727  2022-01-30  22:37:40  194.77.81.230      POST  login.aspx            -   \n",
       "70730  2022-01-30  22:37:46  194.77.81.230      POST  login.aspx            -   \n",
       "70733  2022-01-30  22:37:54  194.77.81.230      POST  login.aspx            -   \n",
       "\n",
       "       s-port cs-username            c-ip  \\\n",
       "1165      443           -    192.149.15.6   \n",
       "1169      443           -    192.149.15.6   \n",
       "1173      443           -    192.149.15.6   \n",
       "2443      443           -   95.83.228.161   \n",
       "2445      443           -   95.83.228.161   \n",
       "...       ...         ...             ...   \n",
       "70242     443           -     194.40.82.2   \n",
       "70249     443           -     194.40.82.2   \n",
       "70727     443           -  91.230.181.206   \n",
       "70730     443           -  91.230.181.206   \n",
       "70733     443           -  91.230.181.206   \n",
       "\n",
       "                                          cs(User-Agent)  \\\n",
       "1165   Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "1169   Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "1173   Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "2443   Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "2445   Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "...                                                  ...   \n",
       "70242  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "70249  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "70727  Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...   \n",
       "70730  Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...   \n",
       "70733  Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...   \n",
       "\n",
       "                               cs(Referer)  sc-status  sc-substatus  \\\n",
       "1165   https://bankofpunk.local/index.aspx        401             0   \n",
       "1169   https://bankofpunk.local/login.aspx        401             0   \n",
       "1173   https://bankofpunk.local/login.aspx        401             0   \n",
       "2443   https://bankofpunk.local/index.aspx        401             0   \n",
       "2445   https://bankofpunk.local/login.aspx        401             0   \n",
       "...                                    ...        ...           ...   \n",
       "70242  https://bankofpunk.local/login.aspx        401             0   \n",
       "70249  https://bankofpunk.local/login.aspx        401             0   \n",
       "70727  https://bankofpunk.local/index.aspx        401             0   \n",
       "70730  https://bankofpunk.local/login.aspx        401             0   \n",
       "70733  https://bankofpunk.local/login.aspx        401             0   \n",
       "\n",
       "       sc-win32-status  time-taken  \n",
       "1165                 0          23  \n",
       "1169                 0          20  \n",
       "1173                 0          24  \n",
       "2443                 0          24  \n",
       "2445                 0          20  \n",
       "...                ...         ...  \n",
       "70242                0          30  \n",
       "70249                0          20  \n",
       "70727                0          22  \n",
       "70730                0          25  \n",
       "70733                0          22  \n",
       "\n",
       "[809 rows x 15 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_401"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above dataset only for sc-status HTTP code 401. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# show all rows\n",
    "pd.set_option(\"display.max.row\", 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "https://bankofpunk.local/login.aspx    633\n",
       "https://bankofpunk.local/index.aspx    169\n",
       "https://bankofpunk.local/faq.aspx        7\n",
       "Name: cs(Referer), dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# user last visited site value count from the dataset of HTTP status 401 only.  \n",
    "data_401['cs(Referer)'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are watching too many login attempts in the HTTPS status 401 dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Split above dataset according to cs-method (POST) and cs(referer) login"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split according to cs-method POST and cs(referer) login from the 401 dataset.\n",
    "data_login = data_401[(data_401[\"cs-method\"].str.contains(\"POST\")) & (data_401[\"cs(Referer)\"].str.contains(\"login\"))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>s-ip</th>\n",
       "      <th>cs-method</th>\n",
       "      <th>cs-uri-stem</th>\n",
       "      <th>cs-uri-query</th>\n",
       "      <th>s-port</th>\n",
       "      <th>cs-username</th>\n",
       "      <th>c-ip</th>\n",
       "      <th>cs(User-Agent)</th>\n",
       "      <th>cs(Referer)</th>\n",
       "      <th>sc-status</th>\n",
       "      <th>sc-substatus</th>\n",
       "      <th>sc-win32-status</th>\n",
       "      <th>time-taken</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>2022-01-01</td>\n",
       "      <td>16:12:59</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>192.149.15.6</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>2022-01-01</td>\n",
       "      <td>16:13:05</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>192.149.15.6</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2445</th>\n",
       "      <td>2022-01-02</td>\n",
       "      <td>03:06:03</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>95.83.228.161</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3197</th>\n",
       "      <td>2022-01-02</td>\n",
       "      <td>10:58:53</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>185.49.126.199</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3200</th>\n",
       "      <td>2022-01-02</td>\n",
       "      <td>10:58:56</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>185.49.126.199</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69423</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>13:22:55</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>95.131.158.253</td>\n",
       "      <td>Mozilla/5.0+(iPhone;+CPU+iPhone+OS+12_1_4+like...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70242</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>19:53:58</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>194.40.82.2</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70249</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>19:54:22</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>194.40.82.2</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70730</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>22:37:46</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>91.230.181.206</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70733</th>\n",
       "      <td>2022-01-30</td>\n",
       "      <td>22:37:54</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>91.230.181.206</td>\n",
       "      <td>Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>633 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             date      time           s-ip cs-method cs-uri-stem cs-uri-query  \\\n",
       "1169   2022-01-01  16:12:59  194.77.81.230      POST  login.aspx            -   \n",
       "1173   2022-01-01  16:13:05  194.77.81.230      POST  login.aspx            -   \n",
       "2445   2022-01-02  03:06:03  194.77.81.230      POST  login.aspx            -   \n",
       "3197   2022-01-02  10:58:53  194.77.81.230      POST  login.aspx            -   \n",
       "3200   2022-01-02  10:58:56  194.77.81.230      POST  login.aspx            -   \n",
       "...           ...       ...            ...       ...         ...          ...   \n",
       "69423  2022-01-30  13:22:55  194.77.81.230      POST  login.aspx            -   \n",
       "70242  2022-01-30  19:53:58  194.77.81.230      POST  login.aspx            -   \n",
       "70249  2022-01-30  19:54:22  194.77.81.230      POST  login.aspx            -   \n",
       "70730  2022-01-30  22:37:46  194.77.81.230      POST  login.aspx            -   \n",
       "70733  2022-01-30  22:37:54  194.77.81.230      POST  login.aspx            -   \n",
       "\n",
       "       s-port cs-username            c-ip  \\\n",
       "1169      443           -    192.149.15.6   \n",
       "1173      443           -    192.149.15.6   \n",
       "2445      443           -   95.83.228.161   \n",
       "3197      443           -  185.49.126.199   \n",
       "3200      443           -  185.49.126.199   \n",
       "...       ...         ...             ...   \n",
       "69423     443           -  95.131.158.253   \n",
       "70242     443           -     194.40.82.2   \n",
       "70249     443           -     194.40.82.2   \n",
       "70730     443           -  91.230.181.206   \n",
       "70733     443           -  91.230.181.206   \n",
       "\n",
       "                                          cs(User-Agent)  \\\n",
       "1169   Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "1173   Mozilla/4.0+(compatible;+MSIE+5.01;+Windows+NT...   \n",
       "2445   Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "3197   Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "3200   Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "...                                                  ...   \n",
       "69423  Mozilla/5.0+(iPhone;+CPU+iPhone+OS+12_1_4+like...   \n",
       "70242  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "70249  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "70730  Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...   \n",
       "70733  Mozilla/4.0+(compatible;+MSIE+7.0;+Windows+NT+...   \n",
       "\n",
       "                               cs(Referer)  sc-status  sc-substatus  \\\n",
       "1169   https://bankofpunk.local/login.aspx        401             0   \n",
       "1173   https://bankofpunk.local/login.aspx        401             0   \n",
       "2445   https://bankofpunk.local/login.aspx        401             0   \n",
       "3197   https://bankofpunk.local/login.aspx        401             0   \n",
       "3200   https://bankofpunk.local/login.aspx        401             0   \n",
       "...                                    ...        ...           ...   \n",
       "69423  https://bankofpunk.local/login.aspx        401             0   \n",
       "70242  https://bankofpunk.local/login.aspx        401             0   \n",
       "70249  https://bankofpunk.local/login.aspx        401             0   \n",
       "70730  https://bankofpunk.local/login.aspx        401             0   \n",
       "70733  https://bankofpunk.local/login.aspx        401             0   \n",
       "\n",
       "       sc-win32-status  time-taken  \n",
       "1169                 0          20  \n",
       "1173                 0          24  \n",
       "2445                 0          20  \n",
       "3197                 0          20  \n",
       "3200                 0          21  \n",
       "...                ...         ...  \n",
       "69423                0          20  \n",
       "70242                0          30  \n",
       "70249                0          20  \n",
       "70730                0          25  \n",
       "70733                0          22  \n",
       "\n",
       "[633 rows x 15 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_login"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **POST** method is used to request that the origin server accept the entity enclosed in the request as a new subordinate of the resource identified by the Request-URI in the Request-Line. \n",
    "\n",
    "cs-method= POST, cs(Referer)= https://bankofpunk.local/login.aspx and cs-uri-query= login.aspx in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "92.42.141.20       242\n",
       "213.172.38.186     128\n",
       "200.108.172.247     81\n",
       "185.77.82.92         3\n",
       "192.149.15.6         2\n",
       "                  ... \n",
       "193.110.181.158      1\n",
       "57.246.192.143       1\n",
       "217.67.62.193        1\n",
       "192.152.241.234      1\n",
       "165.197.216.0        1\n",
       "Name: c-ip, Length: 121, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_login['c-ip'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the above command, we see ip 92.42.141.20 has attemped 242 times for POST login request. That means attacker has tried to guess password to get login. It would be a brute-force attack.\n",
    "\n",
    "In cryptography, a brute-force attack consists of an attacker submitting many passwords or passphrases with the hope of eventually guessing correctly. The attacker systematically checks all possible passwords and passphrases until the correct one is found. (Wikipedia, 2022)\n",
    "\n",
    "let's **investigate ip 92.42.141.20**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bar chart for c-ip vs count from data_login dataset\n",
    "axx=data_login['c-ip'].value_counts()[:5].plot(kind='bar', figsize=(20,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a new dataset where POST, Login, HTTP code 401 and c-ip common."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split ip 92.42.141.20 data from the 401 sc-status login dataset\n",
    "data_ip92 = data_login[data_login[\"c-ip\"].str.contains(\"92.42.141.20\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>s-ip</th>\n",
       "      <th>cs-method</th>\n",
       "      <th>cs-uri-stem</th>\n",
       "      <th>cs-uri-query</th>\n",
       "      <th>s-port</th>\n",
       "      <th>cs-username</th>\n",
       "      <th>c-ip</th>\n",
       "      <th>cs(User-Agent)</th>\n",
       "      <th>cs(Referer)</th>\n",
       "      <th>sc-status</th>\n",
       "      <th>sc-substatus</th>\n",
       "      <th>sc-win32-status</th>\n",
       "      <th>time-taken</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>55058</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:44:27</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55059</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:44:30</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55064</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:44:32</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55065</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:44:35</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55066</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:44:36</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55404</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:52:17</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55405</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:52:20</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55406</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:52:21</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55407</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:52:22</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55408</th>\n",
       "      <td>2022-01-24</td>\n",
       "      <td>19:52:25</td>\n",
       "      <td>194.77.81.230</td>\n",
       "      <td>POST</td>\n",
       "      <td>login.aspx</td>\n",
       "      <td>-</td>\n",
       "      <td>443</td>\n",
       "      <td>-</td>\n",
       "      <td>92.42.141.20</td>\n",
       "      <td>Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...</td>\n",
       "      <td>https://bankofpunk.local/login.aspx</td>\n",
       "      <td>401</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>242 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             date      time           s-ip cs-method cs-uri-stem cs-uri-query  \\\n",
       "55058  2022-01-24  19:44:27  194.77.81.230      POST  login.aspx            -   \n",
       "55059  2022-01-24  19:44:30  194.77.81.230      POST  login.aspx            -   \n",
       "55064  2022-01-24  19:44:32  194.77.81.230      POST  login.aspx            -   \n",
       "55065  2022-01-24  19:44:35  194.77.81.230      POST  login.aspx            -   \n",
       "55066  2022-01-24  19:44:36  194.77.81.230      POST  login.aspx            -   \n",
       "...           ...       ...            ...       ...         ...          ...   \n",
       "55404  2022-01-24  19:52:17  194.77.81.230      POST  login.aspx            -   \n",
       "55405  2022-01-24  19:52:20  194.77.81.230      POST  login.aspx            -   \n",
       "55406  2022-01-24  19:52:21  194.77.81.230      POST  login.aspx            -   \n",
       "55407  2022-01-24  19:52:22  194.77.81.230      POST  login.aspx            -   \n",
       "55408  2022-01-24  19:52:25  194.77.81.230      POST  login.aspx            -   \n",
       "\n",
       "       s-port cs-username          c-ip  \\\n",
       "55058     443           -  92.42.141.20   \n",
       "55059     443           -  92.42.141.20   \n",
       "55064     443           -  92.42.141.20   \n",
       "55065     443           -  92.42.141.20   \n",
       "55066     443           -  92.42.141.20   \n",
       "...       ...         ...           ...   \n",
       "55404     443           -  92.42.141.20   \n",
       "55405     443           -  92.42.141.20   \n",
       "55406     443           -  92.42.141.20   \n",
       "55407     443           -  92.42.141.20   \n",
       "55408     443           -  92.42.141.20   \n",
       "\n",
       "                                          cs(User-Agent)  \\\n",
       "55058  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "55059  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "55064  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "55065  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "55066  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "...                                                  ...   \n",
       "55404  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "55405  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "55406  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "55407  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "55408  Mozilla/5.0+(Windows+NT+10.0;+Win64;+x64)+Appl...   \n",
       "\n",
       "                               cs(Referer)  sc-status  sc-substatus  \\\n",
       "55058  https://bankofpunk.local/login.aspx        401             0   \n",
       "55059  https://bankofpunk.local/login.aspx        401             0   \n",
       "55064  https://bankofpunk.local/login.aspx        401             0   \n",
       "55065  https://bankofpunk.local/login.aspx        401             0   \n",
       "55066  https://bankofpunk.local/login.aspx        401             0   \n",
       "...                                    ...        ...           ...   \n",
       "55404  https://bankofpunk.local/login.aspx        401             0   \n",
       "55405  https://bankofpunk.local/login.aspx        401             0   \n",
       "55406  https://bankofpunk.local/login.aspx        401             0   \n",
       "55407  https://bankofpunk.local/login.aspx        401             0   \n",
       "55408  https://bankofpunk.local/login.aspx        401             0   \n",
       "\n",
       "       sc-win32-status  time-taken  \n",
       "55058                0          21  \n",
       "55059                0          28  \n",
       "55064                0          21  \n",
       "55065                0          22  \n",
       "55066                0          23  \n",
       "...                ...         ...  \n",
       "55404                0          29  \n",
       "55405                0          26  \n",
       "55406                0          29  \n",
       "55407                0          23  \n",
       "55408                0          21  \n",
       "\n",
       "[242 rows x 15 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_ip92"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date        time      c-ip          cs(Referer)                        \n",
       "2022-01-24  19:44:27  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "            19:50:24  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "            19:49:37  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "            19:49:40  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "            19:49:41  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "                                                                          ..\n",
       "            19:47:18  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "            19:47:19  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "            19:47:20  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "            19:47:22  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "            19:52:25  92.42.141.20  https://bankofpunk.local/login.aspx    1\n",
       "Length: 242, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Split date, time, c-ip and cs(Refere) to investigate in depth. \n",
    "data_ip92.value_counts(subset=['date', 'time', 'c-ip', 'cs(Referer)'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# References"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.\tFielding, R.T. and Reschke, J.F. (2014) Hypertext Transfer Protocol (HTTP/1.1): Authentication [online]. Available from: https://httpwg.org/specs/rfc7235.html#status.401 [Accessed 15 May 2022].\n",
    "2.\tGatlan, S. (2019) Microsoft Warns of Phishing Attacks Using Custom 404 Pages Copyright @ 2003 - 2022 Bleeping Computer® LLC.August 16, 2019 [online]. Available from: https://www.bleepingcomputer.com/news/security/microsoft-warns-of-phishing-attacks-using-custom-404-pages/ [Accessed 15 May 2022].\n",
    "3.\tMozilla (2022) 404 Not Found ©1998–2022 by individual mozilla.org contributors.2022 [online]. Available from: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/404 [Accessed 15 May 2022].\n",
    "4.\tWatson, M. (2017) How to Read & Customize IIS Log Files © 2022 Stackify.May 14, 2017 [online]. Available from: https://stackify.com/how-to-interpret-iis-logs/ [Accessed 15 May 2022].\n",
    "5.\tWikipedia (2022) Brute-force attack Wikipedia.May 7, 2022 [online]. Available from: https://en.wikipedia.org/wiki/Brute-force_attack [Accessed 15 May 2022].\n",
    " \n"
   ]
  }
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