ATT&CK-Data-Sources.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ATT&CK® Data Sources, Components, and Relationships!!\n",
    "---------------------------------\n",
    "* **Author**: Jose Luis Rodriguez - [@Cyb3rPandaH](https://twitter.com/Cyb3rPandaH)\n",
    "* **Organization**: [MITRE ATT&CK](https://attack.mitre.org/)\n",
    "* **Blog Reference**: \n",
    "  - [Defining ATT&CK Data Sources, Part I: Enhancing the Current State](https://medium.com/mitre-attack/defining-attack-data-sources-part-i-4c39e581454f)\n",
    "  - [Defining ATT&CK Data Sources, Part II: Operationalizing the Methodology](https://medium.com/mitre-attack/defining-attack-data-sources-part-ii-1fc98738ba5b)\n",
    "  - [Data Sources, Containers, Cloud, and More: What’s New in ATT&CK v9?](https://medium.com/mitre-attack/attack-april-2021-release-39accaf23c81)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Goal & Scope\n",
    "\n",
    "The present notebook is intended to provide basic examples on how can you get insights from current **data sources metadata** from **ATT&CK v9**. The examples provided consider (sub)techniques for the **enterprise matrix**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Requirements - notebook_functions.py\n",
    "\n",
    "In this notebook we are using [Python](https://www.python.org) libraries such as [attackcti](https://pypi.org/project/attackcti/), [pandas](https://pandas.pydata.org/), and [yaml](https://pyyaml.org/wiki/PyYAML). The functions we are using in this notebook are defined within the **notebook_funtion.py** [program](https://github.com/Cyb3rPandaH/attack-datasources/tree/main/docs/scripts/notebook_functions.py/) in order to show less lines of code and focus in the exploration of data source objects. You will find more details and comments within the python program. Use the following commands to run the program, import the required libraries, and define functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run docs\\\\scripts\\\\notebook_functions.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is the current state of Data Sources within ATT&CK®?\n",
    "\n",
    "### Data Components mapped to Enterprise Techniques\n",
    "\n",
    "Currently, v9 of the ATT&CK framework contains only **Data Components** as metadata for data sources. Let's get all data sources and data components mapped to ATT&CK Enterprise Techniques."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>technique_id</th>\n",
       "      <th>x_mitre_is_subtechnique</th>\n",
       "      <th>technique</th>\n",
       "      <th>tactic</th>\n",
       "      <th>platform</th>\n",
       "      <th>data_source</th>\n",
       "      <th>data_component</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>Code Signing Policy Modification</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>Windows Registry</td>\n",
       "      <td>Windows Registry Key Modification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>Code Signing Policy Modification</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>Command</td>\n",
       "      <td>Command Execution</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>Code Signing Policy Modification</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>Process</td>\n",
       "      <td>Process Creation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>T1614</td>\n",
       "      <td>False</td>\n",
       "      <td>System Location Discovery</td>\n",
       "      <td>[discovery]</td>\n",
       "      <td>[Windows, Linux, macOS, IaaS]</td>\n",
       "      <td>Instance</td>\n",
       "      <td>Instance Metadata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>T1614</td>\n",
       "      <td>False</td>\n",
       "      <td>System Location Discovery</td>\n",
       "      <td>[discovery]</td>\n",
       "      <td>[Windows, Linux, macOS, IaaS]</td>\n",
       "      <td>Process</td>\n",
       "      <td>Process Creation</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  technique_id  x_mitre_is_subtechnique                         technique  \\\n",
       "0    T1553.006                     True  Code Signing Policy Modification   \n",
       "1    T1553.006                     True  Code Signing Policy Modification   \n",
       "2    T1553.006                     True  Code Signing Policy Modification   \n",
       "3        T1614                    False         System Location Discovery   \n",
       "4        T1614                    False         System Location Discovery   \n",
       "\n",
       "              tactic                       platform       data_source  \\\n",
       "0  [defense-evasion]               [Windows, macOS]  Windows Registry   \n",
       "1  [defense-evasion]               [Windows, macOS]           Command   \n",
       "2  [defense-evasion]               [Windows, macOS]           Process   \n",
       "3        [discovery]  [Windows, Linux, macOS, IaaS]          Instance   \n",
       "4        [discovery]  [Windows, Linux, macOS, IaaS]           Process   \n",
       "\n",
       "                      data_component  \n",
       "0  Windows Registry Key Modification  \n",
       "1                  Command Execution  \n",
       "2                   Process Creation  \n",
       "3                  Instance Metadata  \n",
       "4                   Process Creation  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "attack = get_attack_dataframe()\n",
    "attack.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Relevant Data Components Within Enterprise Sub-Techniques (ALL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "st = attack[attack['x_mitre_is_subtechnique'] == True]\n",
    "t15_dc = st['data_component'].value_counts().nlargest(15).to_frame().reset_index()\n",
    "title = 'Most Relevant Data Componenets (Top 15)\\nEnterprise Techniques'\n",
    "barh_chart(t15_dc,'data_component','index',title, xlabel = 'Count of Sub-Techniques')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Relevant Data Components Within Enterprise Sub-Techniques (By Platform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "platform = 'Network' # Change this value to update the chart\n",
    "st_p = attack[attack['x_mitre_is_subtechnique'] == True]\n",
    "st_p = st_p[(st_p['platform'].apply(lambda x: ' '.join([str(i) for i in x])).str.contains(platform))]\n",
    "t15_dc_p = st_p['data_component'].value_counts().nlargest(15).to_frame().reset_index()\n",
    "title = 'Most Relevant Data Componenets (Top 15)\\n'+'Enterprise/'+ platform+ ' Techniques'\n",
    "barh_chart(t15_dc_p,'data_component','index',title, xlabel = 'Count of Sub-Techniques')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Relevant Data Components Within Enterprise Sub-Techniques (By Tactic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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   ],
   "source": [
    "tactic = 'persistence' # Change this value to update the chart\n",
    "st_t = attack[attack['x_mitre_is_subtechnique'] == True]\n",
    "st_t = st_t[(st_t['tactic'].apply(lambda x: ' '.join([str(i) for i in x])).str.contains(tactic))]\n",
    "t15_dc_t = st_t['data_component'].value_counts().nlargest(15).to_frame().reset_index()\n",
    "title = 'Most Relevant Data Componenets (Top 15)\\n'+'Enterprise/'+ tactic+ ' Techniques'\n",
    "barh_chart(t15_dc_t,'data_component','index',title, xlabel = 'Count of Sub-Techniques')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How do Sub-Techniques, Data Sources, and Data Components relate to each other?\n",
    "\n",
    "### Use case: T1134 Access Token Manipulation\n",
    "\n",
    "Even though tables and bar chart are really helpful when summarizing data, other type of visualization such as a **Network** graph could also help us to get a better understanding of how relevant a data component can be when analyzing ATT&CK techniques.\n",
    "\n",
    "#### Recommended data sources for sub-techniques under Access Token Manipulation for Defense Evasion (Tactic) in Windows (Platform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <td>T1134.003</td>\n",
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       "      <td>T1134.002</td>\n",
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       "      <th>651</th>\n",
       "      <td>T1134.001</td>\n",
       "      <td>True</td>\n",
       "      <td>Token Impersonation/Theft</td>\n",
       "      <td>[defense-evasion, privilege-escalation]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>Process</td>\n",
       "      <td>OS API Execution</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>T1134.001</td>\n",
       "      <td>True</td>\n",
       "      <td>Token Impersonation/Theft</td>\n",
       "      <td>[defense-evasion, privilege-escalation]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>Command</td>\n",
       "      <td>Command Execution</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    technique_id  x_mitre_is_subtechnique                   technique  \\\n",
       "641    T1134.005                     True       SID-History Injection   \n",
       "642    T1134.005                     True       SID-History Injection   \n",
       "643    T1134.005                     True       SID-History Injection   \n",
       "644    T1134.004                     True         Parent PID Spoofing   \n",
       "645    T1134.004                     True         Parent PID Spoofing   \n",
       "646    T1134.004                     True         Parent PID Spoofing   \n",
       "647    T1134.003                     True  Make and Impersonate Token   \n",
       "648    T1134.003                     True  Make and Impersonate Token   \n",
       "649    T1134.002                     True   Create Process with Token   \n",
       "650    T1134.002                     True   Create Process with Token   \n",
       "651    T1134.001                     True   Token Impersonation/Theft   \n",
       "652    T1134.001                     True   Token Impersonation/Theft   \n",
       "\n",
       "                                      tactic   platform       data_source  \\\n",
       "641  [defense-evasion, privilege-escalation]  [Windows]           Process   \n",
       "642  [defense-evasion, privilege-escalation]  [Windows]      User Account   \n",
       "643  [defense-evasion, privilege-escalation]  [Windows]  Active Directory   \n",
       "644  [defense-evasion, privilege-escalation]  [Windows]           Process   \n",
       "645  [defense-evasion, privilege-escalation]  [Windows]           Process   \n",
       "646  [defense-evasion, privilege-escalation]  [Windows]           Process   \n",
       "647  [defense-evasion, privilege-escalation]  [Windows]           Process   \n",
       "648  [defense-evasion, privilege-escalation]  [Windows]           Command   \n",
       "649  [defense-evasion, privilege-escalation]  [Windows]           Process   \n",
       "650  [defense-evasion, privilege-escalation]  [Windows]           Command   \n",
       "651  [defense-evasion, privilege-escalation]  [Windows]           Process   \n",
       "652  [defense-evasion, privilege-escalation]  [Windows]           Command   \n",
       "\n",
       "                           data_component  \n",
       "641                      OS API Execution  \n",
       "642                 User Account Metadata  \n",
       "643  Active Directory Object Modification  \n",
       "644                      OS API Execution  \n",
       "645                      Process Creation  \n",
       "646                      Process Metadata  \n",
       "647                      OS API Execution  \n",
       "648                     Command Execution  \n",
       "649                      OS API Execution  \n",
       "650                     Command Execution  \n",
       "651                      OS API Execution  \n",
       "652                     Command Execution  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mapping = attack[attack['x_mitre_is_subtechnique'] == True]\n",
    "mapping = mapping[mapping['technique_id'].str.contains('T1134')]\n",
    "mapping = mapping[mapping['tactic'].apply(lambda x: ' '.join([str(i) for i in x])).str.contains('defense-evasion')]\n",
    "mapping = mapping[mapping['platform'].apply(lambda x: ' '.join([str(i) for i in x])).str.contains('Windows')]\n",
    "mapping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Network Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
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     "metadata": {},
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   ],
   "source": [
    "attack_network_graph(mapping)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How can I import the ATT&CK Techniques to Relationships mapping YAML file? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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",
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       "        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>technique_id</th>\n",
       "      <th>x_mitre_is_subtechnique</th>\n",
       "      <th>tactic</th>\n",
       "      <th>platform</th>\n",
       "      <th>data_source</th>\n",
       "      <th>definition</th>\n",
       "      <th>collection_layers</th>\n",
       "      <th>data_source_platform</th>\n",
       "      <th>contributors</th>\n",
       "      <th>data_component</th>\n",
       "      <th>type</th>\n",
       "      <th>description</th>\n",
       "      <th>source_data_element</th>\n",
       "      <th>relationship</th>\n",
       "      <th>target_data_element</th>\n",
       "      <th>references</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>Information about configuration data used by applications and system components.</td>\n",
       "      <td>[host]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>[ATT&amp;CK]</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>activity</td>\n",
       "      <td>A registry key was modified.</td>\n",
       "      <td>process</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key</td>\n",
       "      <td>[https://docs.microsoft.com/en-us/windows/win32/sysinfo/registry]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>Information about configuration data used by applications and system components.</td>\n",
       "      <td>[host]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>[ATT&amp;CK]</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>activity</td>\n",
       "      <td>A registry key was modified.</td>\n",
       "      <td>process</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key value</td>\n",
       "      <td>[https://docs.microsoft.com/en-us/windows/win32/sysinfo/registry]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>Information about configuration data used by applications and system components.</td>\n",
       "      <td>[host]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>[ATT&amp;CK]</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>activity</td>\n",
       "      <td>A registry key was modified.</td>\n",
       "      <td>user</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key</td>\n",
       "      <td>[https://docs.microsoft.com/en-us/windows/win32/sysinfo/registry]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>windows registry</td>\n",
       "      <td>Information about configuration data used by applications and system components.</td>\n",
       "      <td>[host]</td>\n",
       "      <td>[Windows]</td>\n",
       "      <td>[ATT&amp;CK]</td>\n",
       "      <td>windows registry key modification</td>\n",
       "      <td>activity</td>\n",
       "      <td>A registry key was modified.</td>\n",
       "      <td>user</td>\n",
       "      <td>modified</td>\n",
       "      <td>windows registry key value</td>\n",
       "      <td>[https://docs.microsoft.com/en-us/windows/win32/sysinfo/registry]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>T1553.006</td>\n",
       "      <td>True</td>\n",
       "      <td>[defense-evasion]</td>\n",
       "      <td>[Windows, macOS]</td>\n",
       "      <td>command</td>\n",
       "      <td>Information about commands that can be used through a command-line interface and/or script interpreter.</td>\n",
       "      <td>[host, container]</td>\n",
       "      <td>[Windows, Linux, macOS, Network, Containers]</td>\n",
       "      <td>[Austin Clark, ATT&amp;CK, CTID]</td>\n",
       "      <td>command execution</td>\n",
       "      <td>activity</td>\n",
       "      <td>Information about commands executed through a command-line interface and/or script interpreter.</td>\n",
       "      <td>user</td>\n",
       "      <td>executed</td>\n",
       "      <td>command</td>\n",
       "      <td>[https://tools.ietf.org/id/draft-ietf-opsawg-tacacs-07.html#rfc.section.7.2, https://tools.ietf.org/html/rfc2866]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  technique_id  x_mitre_is_subtechnique             tactic          platform  \\\n",
       "0    T1553.006                     True  [defense-evasion]  [Windows, macOS]   \n",
       "1    T1553.006                     True  [defense-evasion]  [Windows, macOS]   \n",
       "2    T1553.006                     True  [defense-evasion]  [Windows, macOS]   \n",
       "3    T1553.006                     True  [defense-evasion]  [Windows, macOS]   \n",
       "4    T1553.006                     True  [defense-evasion]  [Windows, macOS]   \n",
       "\n",
       "        data_source  \\\n",
       "0  windows registry   \n",
       "1  windows registry   \n",
       "2  windows registry   \n",
       "3  windows registry   \n",
       "4           command   \n",
       "\n",
       "                                                                                                definition  \\\n",
       "0                         Information about configuration data used by applications and system components.   \n",
       "1                         Information about configuration data used by applications and system components.   \n",
       "2                         Information about configuration data used by applications and system components.   \n",
       "3                         Information about configuration data used by applications and system components.   \n",
       "4  Information about commands that can be used through a command-line interface and/or script interpreter.   \n",
       "\n",
       "   collection_layers                          data_source_platform  \\\n",
       "0             [host]                                     [Windows]   \n",
       "1             [host]                                     [Windows]   \n",
       "2             [host]                                     [Windows]   \n",
       "3             [host]                                     [Windows]   \n",
       "4  [host, container]  [Windows, Linux, macOS, Network, Containers]   \n",
       "\n",
       "                   contributors                     data_component      type  \\\n",
       "0                      [ATT&CK]  windows registry key modification  activity   \n",
       "1                      [ATT&CK]  windows registry key modification  activity   \n",
       "2                      [ATT&CK]  windows registry key modification  activity   \n",
       "3                      [ATT&CK]  windows registry key modification  activity   \n",
       "4  [Austin Clark, ATT&CK, CTID]                  command execution  activity   \n",
       "\n",
       "                                                                                       description  \\\n",
       "0                                                                     A registry key was modified.   \n",
       "1                                                                     A registry key was modified.   \n",
       "2                                                                     A registry key was modified.   \n",
       "3                                                                     A registry key was modified.   \n",
       "4  Information about commands executed through a command-line interface and/or script interpreter.   \n",
       "\n",
       "  source_data_element relationship         target_data_element  \\\n",
       "0             process     modified        windows registry key   \n",
       "1             process     modified  windows registry key value   \n",
       "2                user     modified        windows registry key   \n",
       "3                user     modified  windows registry key value   \n",
       "4                user     executed                     command   \n",
       "\n",
       "                                                                                                          references  \n",
       "0                                                  [https://docs.microsoft.com/en-us/windows/win32/sysinfo/registry]  \n",
       "1                                                  [https://docs.microsoft.com/en-us/windows/win32/sysinfo/registry]  \n",
       "2                                                  [https://docs.microsoft.com/en-us/windows/win32/sysinfo/registry]  \n",
       "3                                                  [https://docs.microsoft.com/en-us/windows/win32/sysinfo/registry]  \n",
       "4  [https://tools.ietf.org/id/draft-ietf-opsawg-tacacs-07.html#rfc.section.7.2, https://tools.ietf.org/html/rfc2866]  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "techniques_to_relationships = import_yaml('docs/techniques_to_relationships_mapping.yaml')\n",
    "techniques_to_relationships.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# We hope you find this notebook helpful!! Thank you :)"
   ]
  }
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