{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Generate DISARM files\n",
    "\n",
    "Generate DISARM files and database objects from the DISARM master spreadsheets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1. Generate DISARM github pages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "updated ../generated_pages/disarm_red_framework.md\n",
      "updated ../generated_files/disarm_red_framework_clickable.html\n",
      "updated ../generated_pages/disarm_blue_framework.md\n",
      "updated ../generated_files/disarm_blue_framework_clickable.html\n",
      "Temp: objecttype phase\n",
      "updated ../generated_pages/phases_index.md\n",
      "Temp: objecttype tactic\n",
      "updated ../generated_pages/tactics_index.md\n",
      "Updating ../generated_pages/tactics/TA10.md\n",
      "Temp: objecttype technique\n",
      "updated ../generated_pages/techniques_index.md\n",
      "Updating ../generated_pages/techniques/T0103.001.md\n",
      "Updating ../generated_pages/techniques/T0103.002.md\n",
      "Updating ../generated_pages/techniques/T0128.md\n",
      "Temp: objecttype task\n",
      "updated ../generated_pages/tasks_index.md\n",
      "Temp: objecttype incident\n",
      "updated ../generated_pages/incidents_index.md\n",
      "Temp: objecttype counter\n",
      "updated ../generated_pages/counters_index.md\n",
      "Temp: objecttype metatechnique\n",
      "updated ../generated_pages/metatechniques_index.md\n",
      "Temp: objecttype actortype\n",
      "updated ../generated_pages/actortypes_index.md\n",
      "updated ../generated_pages/responsetype_index.md\n",
      "updated ../generated_pages/detections_index.md\n",
      "updated ../generated_pages/tactics_by_responsetype_table.md\n",
      "updated ../generated_pages/metatechniques_by_responsetype_table.md\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from generate_DISARM_pages import Disarm\n",
    "disarm = Disarm()\n",
    "disarm.generate_and_write_datafiles()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2. Generate DISARM STIX objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, \"DISARM-STIX2\")\n",
    "from main import generate_disarm_stix\n",
    "\n",
    "generate_disarm_stix()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3. Generate DISARM database objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from generate_disarm_sql import generate_disarm_sql\n",
    "\n",
    "generate_disarm_sql('sqlite')\n",
    "generate_disarm_sql('postgresql_local')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4 (optional). Look at datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "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>disarm_id</th>\n",
       "      <th>name</th>\n",
       "      <th>summary</th>\n",
       "      <th>sector_ids</th>\n",
       "      <th>framework_ids</th>\n",
       "      <th>longname</th>\n",
       "      <th>Jon's comments/questions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A001</td>\n",
       "      <td>data scientist</td>\n",
       "      <td>Person who can wrangle data, implement machine...</td>\n",
       "      <td>S001, S002, S003, S004, S005, S006, S007, S008...</td>\n",
       "      <td>FW01, FW02</td>\n",
       "      <td>A001 - data scientist</td>\n",
       "      <td>What actual actions do data scientists execute...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A002</td>\n",
       "      <td>target</td>\n",
       "      <td>Person being targeted by disinformation campaign</td>\n",
       "      <td>S001, S002, S003, S004, S005, S006, S007, S008...</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A002 - target</td>\n",
       "      <td>Both red and blue framework users will refer t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A003</td>\n",
       "      <td>trusted authority</td>\n",
       "      <td>Influencer</td>\n",
       "      <td>S001, S002, S003, S004, S005, S006, S007, S008...</td>\n",
       "      <td>FW01, FW02</td>\n",
       "      <td>A003 - trusted authority</td>\n",
       "      <td>Is A003 best summarised by the word \"Inluencer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A004</td>\n",
       "      <td>activist</td>\n",
       "      <td></td>\n",
       "      <td>S002</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A004 - activist</td>\n",
       "      <td>What does this actortype do?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A005</td>\n",
       "      <td>community group</td>\n",
       "      <td></td>\n",
       "      <td>S002</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A005 - community group</td>\n",
       "      <td>What does this actortype do?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A006</td>\n",
       "      <td>educator</td>\n",
       "      <td></td>\n",
       "      <td>S002</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A006 - educator</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A007</td>\n",
       "      <td>factchecker</td>\n",
       "      <td>Someone with the skills to verify whether info...</td>\n",
       "      <td>S002</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A007 - factchecker</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A008</td>\n",
       "      <td>library</td>\n",
       "      <td></td>\n",
       "      <td>S002</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A008 - library</td>\n",
       "      <td>Is this an actortype? A sub-sector, yes. But w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A009</td>\n",
       "      <td>NGO</td>\n",
       "      <td></td>\n",
       "      <td>S002</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A009 - NGO</td>\n",
       "      <td>This is a sector, not an actortype</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A010</td>\n",
       "      <td>religious organisation</td>\n",
       "      <td></td>\n",
       "      <td>S002</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A010 - religious organisation</td>\n",
       "      <td>\"Faith communities\" are a sub-sector of the Ci...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A011</td>\n",
       "      <td>school</td>\n",
       "      <td></td>\n",
       "      <td>S002</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A011 - school</td>\n",
       "      <td>This is a subsector of S004 - not an actortype...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>A012</td>\n",
       "      <td>account owner</td>\n",
       "      <td>Anyone who owns an account online</td>\n",
       "      <td>S006</td>\n",
       "      <td>FW01\\nFW02</td>\n",
       "      <td>A012 - account owner</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>A013</td>\n",
       "      <td>content creator</td>\n",
       "      <td></td>\n",
       "      <td>S006</td>\n",
       "      <td>FW01\\nFW02</td>\n",
       "      <td>A013 - content creator</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>A014</td>\n",
       "      <td>elves</td>\n",
       "      <td></td>\n",
       "      <td>S006</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A014 - elves</td>\n",
       "      <td>??? SJ, you have told me, but I've forgotten</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>A015</td>\n",
       "      <td>general public</td>\n",
       "      <td></td>\n",
       "      <td>S006</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A015 - general public</td>\n",
       "      <td>Duplication of a field in the sector object. B...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>A016</td>\n",
       "      <td>influencer</td>\n",
       "      <td></td>\n",
       "      <td>S006</td>\n",
       "      <td>FW01\\nFW02</td>\n",
       "      <td>A016 - influencer</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>A017</td>\n",
       "      <td>coordinating body</td>\n",
       "      <td>For example the DHS</td>\n",
       "      <td>S003</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A017 - coordinating body</td>\n",
       "      <td>\"Response coordinator\"? Or just 'Coordinator\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>A018</td>\n",
       "      <td>government</td>\n",
       "      <td>Government agencies</td>\n",
       "      <td>S003</td>\n",
       "      <td>FW01\\nFW02</td>\n",
       "      <td>A018 - government</td>\n",
       "      <td>DHS (A017) is \"government\". Again, this is a f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>A019</td>\n",
       "      <td>military</td>\n",
       "      <td></td>\n",
       "      <td>S003</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A019 - military</td>\n",
       "      <td>A019 is a sub-sector of \"government\". Again, t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>A020</td>\n",
       "      <td>policy maker</td>\n",
       "      <td></td>\n",
       "      <td>S003</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A020 - policy maker</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>A021</td>\n",
       "      <td>media organisation</td>\n",
       "      <td></td>\n",
       "      <td>S010</td>\n",
       "      <td>FW01\\nFW02</td>\n",
       "      <td>A021 - media organisation</td>\n",
       "      <td>Not an actortype. The actor is perhaps as the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>A022</td>\n",
       "      <td>company</td>\n",
       "      <td></td>\n",
       "      <td>S009</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A022 - company</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>A023</td>\n",
       "      <td>adtech provider</td>\n",
       "      <td></td>\n",
       "      <td>S008</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A023 - adtech provider</td>\n",
       "      <td>Should Adtech be a called-out subsector of S00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>A024</td>\n",
       "      <td>developer</td>\n",
       "      <td></td>\n",
       "      <td>S008</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A024 - developer</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>A025</td>\n",
       "      <td>funding_site_admin</td>\n",
       "      <td>Funding site admin</td>\n",
       "      <td>S008</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A025 - funding_site_admin</td>\n",
       "      <td>What is this?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>A026</td>\n",
       "      <td>games designer</td>\n",
       "      <td></td>\n",
       "      <td>S008</td>\n",
       "      <td>FW01, FW02</td>\n",
       "      <td>A026 - games designer</td>\n",
       "      <td>Just \"Designer\"? Would the TTP context not mak...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>A027</td>\n",
       "      <td>information security</td>\n",
       "      <td></td>\n",
       "      <td>S008</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A027 - information security</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>A028</td>\n",
       "      <td>platform administrator</td>\n",
       "      <td></td>\n",
       "      <td>S008</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A028 - platform administrator</td>\n",
       "      <td>Just \"Administrator\"?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>A029</td>\n",
       "      <td>server admininistrator</td>\n",
       "      <td></td>\n",
       "      <td>S008</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A029 - server admininistrator</td>\n",
       "      <td>Just \"Administrator\"? (de-duplicating A028)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>A030</td>\n",
       "      <td>platforms</td>\n",
       "      <td></td>\n",
       "      <td>S007</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A030 - platforms</td>\n",
       "      <td>The same as S007? If there is an action here, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>A031</td>\n",
       "      <td>social media platform adminstrator</td>\n",
       "      <td>Person with the authority to make changes to a...</td>\n",
       "      <td>S007</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A031 - social media platform adminstrator</td>\n",
       "      <td>Not needed, given A028. The sector selection d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>A032</td>\n",
       "      <td>social media platform outreach</td>\n",
       "      <td></td>\n",
       "      <td>S007</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A032 - social media platform outreach</td>\n",
       "      <td>What does this do?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>A033</td>\n",
       "      <td>social media platform owner</td>\n",
       "      <td>Person with authority to make changes to a soc...</td>\n",
       "      <td>S007</td>\n",
       "      <td>FW02</td>\n",
       "      <td>A033 - social media platform owner</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   disarm_id                                name  \\\n",
       "0       A001                     data scientist    \n",
       "1       A002                              target   \n",
       "2       A003                  trusted authority    \n",
       "3       A004                            activist   \n",
       "4       A005                     community group   \n",
       "5       A006                            educator   \n",
       "6       A007                         factchecker   \n",
       "7       A008                             library   \n",
       "8       A009                                 NGO   \n",
       "9       A010             religious organisation    \n",
       "10      A011                             school    \n",
       "11      A012                       account owner   \n",
       "12      A013                    content creator    \n",
       "13      A014                               elves   \n",
       "14      A015                      general public   \n",
       "15      A016                          influencer   \n",
       "16      A017                   coordinating body   \n",
       "17      A018                         government    \n",
       "18      A019                           military    \n",
       "19      A020                        policy maker   \n",
       "20      A021                  media organisation   \n",
       "21      A022                             company   \n",
       "22      A023                     adtech provider   \n",
       "23      A024                           developer   \n",
       "24      A025                  funding_site_admin   \n",
       "25      A026                      games designer   \n",
       "26      A027                information security   \n",
       "27      A028              platform administrator   \n",
       "28      A029             server admininistrator    \n",
       "29      A030                          platforms    \n",
       "30      A031  social media platform adminstrator   \n",
       "31      A032     social media platform outreach    \n",
       "32      A033         social media platform owner   \n",
       "\n",
       "                                              summary  \\\n",
       "0   Person who can wrangle data, implement machine...   \n",
       "1    Person being targeted by disinformation campaign   \n",
       "2                                          Influencer   \n",
       "3                                                       \n",
       "4                                                       \n",
       "5                                                       \n",
       "6   Someone with the skills to verify whether info...   \n",
       "7                                                       \n",
       "8                                                       \n",
       "9                                                       \n",
       "10                                                      \n",
       "11                  Anyone who owns an account online   \n",
       "12                                                      \n",
       "13                                                      \n",
       "14                                                      \n",
       "15                                                      \n",
       "16                                For example the DHS   \n",
       "17                                Government agencies   \n",
       "18                                                      \n",
       "19                                                      \n",
       "20                                                      \n",
       "21                                                      \n",
       "22                                                      \n",
       "23                                                      \n",
       "24                                 Funding site admin   \n",
       "25                                                      \n",
       "26                                                      \n",
       "27                                                      \n",
       "28                                                      \n",
       "29                                                      \n",
       "30  Person with the authority to make changes to a...   \n",
       "31                                                      \n",
       "32  Person with authority to make changes to a soc...   \n",
       "\n",
       "                                           sector_ids framework_ids  \\\n",
       "0   S001, S002, S003, S004, S005, S006, S007, S008...    FW01, FW02   \n",
       "1   S001, S002, S003, S004, S005, S006, S007, S008...          FW02   \n",
       "2   S001, S002, S003, S004, S005, S006, S007, S008...    FW01, FW02   \n",
       "3                                                S002          FW02   \n",
       "4                                                S002          FW02   \n",
       "5                                                S002          FW02   \n",
       "6                                                S002          FW02   \n",
       "7                                                S002          FW02   \n",
       "8                                                S002          FW02   \n",
       "9                                                S002          FW02   \n",
       "10                                               S002          FW02   \n",
       "11                                               S006    FW01\\nFW02   \n",
       "12                                               S006    FW01\\nFW02   \n",
       "13                                               S006          FW02   \n",
       "14                                               S006          FW02   \n",
       "15                                               S006    FW01\\nFW02   \n",
       "16                                               S003          FW02   \n",
       "17                                               S003    FW01\\nFW02   \n",
       "18                                               S003          FW02   \n",
       "19                                               S003          FW02   \n",
       "20                                               S010    FW01\\nFW02   \n",
       "21                                               S009          FW02   \n",
       "22                                               S008          FW02   \n",
       "23                                               S008          FW02   \n",
       "24                                               S008          FW02   \n",
       "25                                               S008    FW01, FW02   \n",
       "26                                               S008          FW02   \n",
       "27                                               S008          FW02   \n",
       "28                                               S008          FW02   \n",
       "29                                               S007          FW02   \n",
       "30                                               S007          FW02   \n",
       "31                                               S007          FW02   \n",
       "32                                               S007          FW02   \n",
       "\n",
       "                                     longname  \\\n",
       "0                      A001 - data scientist    \n",
       "1                               A002 - target   \n",
       "2                   A003 - trusted authority    \n",
       "3                             A004 - activist   \n",
       "4                      A005 - community group   \n",
       "5                             A006 - educator   \n",
       "6                          A007 - factchecker   \n",
       "7                              A008 - library   \n",
       "8                                  A009 - NGO   \n",
       "9              A010 - religious organisation    \n",
       "10                             A011 - school    \n",
       "11                       A012 - account owner   \n",
       "12                    A013 - content creator    \n",
       "13                               A014 - elves   \n",
       "14                      A015 - general public   \n",
       "15                          A016 - influencer   \n",
       "16                   A017 - coordinating body   \n",
       "17                         A018 - government    \n",
       "18                           A019 - military    \n",
       "19                        A020 - policy maker   \n",
       "20                  A021 - media organisation   \n",
       "21                             A022 - company   \n",
       "22                     A023 - adtech provider   \n",
       "23                           A024 - developer   \n",
       "24                  A025 - funding_site_admin   \n",
       "25                      A026 - games designer   \n",
       "26                A027 - information security   \n",
       "27              A028 - platform administrator   \n",
       "28             A029 - server admininistrator    \n",
       "29                          A030 - platforms    \n",
       "30  A031 - social media platform adminstrator   \n",
       "31     A032 - social media platform outreach    \n",
       "32         A033 - social media platform owner   \n",
       "\n",
       "                             Jon's comments/questions  \n",
       "0   What actual actions do data scientists execute...  \n",
       "1   Both red and blue framework users will refer t...  \n",
       "2   Is A003 best summarised by the word \"Inluencer...  \n",
       "3                        What does this actortype do?  \n",
       "4                        What does this actortype do?  \n",
       "5                                                      \n",
       "6                                                      \n",
       "7   Is this an actortype? A sub-sector, yes. But w...  \n",
       "8                  This is a sector, not an actortype  \n",
       "9   \"Faith communities\" are a sub-sector of the Ci...  \n",
       "10  This is a subsector of S004 - not an actortype...  \n",
       "11                                                     \n",
       "12                                                     \n",
       "13       ??? SJ, you have told me, but I've forgotten  \n",
       "14  Duplication of a field in the sector object. B...  \n",
       "15                                                     \n",
       "16      \"Response coordinator\"? Or just 'Coordinator\"  \n",
       "17  DHS (A017) is \"government\". Again, this is a f...  \n",
       "18  A019 is a sub-sector of \"government\". Again, t...  \n",
       "19                                                     \n",
       "20  Not an actortype. The actor is perhaps as the ...  \n",
       "21                                                     \n",
       "22  Should Adtech be a called-out subsector of S00...  \n",
       "23                                                     \n",
       "24                                      What is this?  \n",
       "25  Just \"Designer\"? Would the TTP context not mak...  \n",
       "26                                                     \n",
       "27                              Just \"Administrator\"?  \n",
       "28        Just \"Administrator\"? (de-duplicating A028)  \n",
       "29  The same as S007? If there is an action here, ...  \n",
       "30  Not needed, given A028. The sector selection d...  \n",
       "31                                 What does this do?  \n",
       "32                                                     "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', 1000)\n",
    "disarm.df_actortypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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