mirror of
https://github.com/DISARMFoundation/DISARMframeworks.git
synced 2024-10-01 01:45:36 -04:00
724 lines
29 KiB
Plaintext
724 lines
29 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Generate DISARM files\n",
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"\n",
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"Generate DISARM files and database objects from the DISARM master spreadsheets."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Step 1. Generate DISARM github pages"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"updated ../generated_pages/disarm_red_framework.md\n",
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"updated ../generated_files/disarm_red_framework_clickable.html\n",
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"updated ../generated_pages/disarm_blue_framework.md\n",
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"updated ../generated_files/disarm_blue_framework_clickable.html\n",
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"Temp: objecttype phase\n",
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"updated ../generated_pages/phases_index.md\n",
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"Temp: objecttype tactic\n",
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"updated ../generated_pages/tactics_index.md\n",
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"Updating ../generated_pages/tactics/TA01.md\n",
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"Updating ../generated_pages/tactics/TA02.md\n",
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"Updating ../generated_pages/tactics/TA05.md\n",
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"Updating ../generated_pages/tactics/TA06.md\n",
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"Updating ../generated_pages/tactics/TA07.md\n",
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"Updating ../generated_pages/tactics/TA08.md\n",
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"Updating ../generated_pages/tactics/TA09.md\n",
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"Updating ../generated_pages/tactics/TA10.md\n",
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"Updating ../generated_pages/tactics/TA11.md\n",
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"Updating ../generated_pages/tactics/TA12.md\n",
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"Updating ../generated_pages/tactics/TA13.md\n",
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"Updating ../generated_pages/tactics/TA14.md\n",
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"Updating ../generated_pages/tactics/TA15.md\n",
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"Updating ../generated_pages/tactics/TA16.md\n",
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"Updating ../generated_pages/tactics/TA17.md\n",
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"Updating ../generated_pages/tactics/TA18.md\n",
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"Temp: objecttype technique\n",
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"updated ../generated_pages/techniques_index.md\n",
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"Temp: objecttype task\n",
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"updated ../generated_pages/tasks_index.md\n",
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"Temp: objecttype incident\n",
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"updated ../generated_pages/incidents_index.md\n",
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"Temp: objecttype counter\n",
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"updated ../generated_pages/counters_index.md\n",
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"Temp: objecttype metatechnique\n",
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"updated ../generated_pages/metatechniques_index.md\n",
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"Temp: objecttype actortype\n",
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"updated ../generated_pages/actortypes_index.md\n",
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"updated ../generated_pages/responsetype_index.md\n",
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"updated ../generated_pages/detections_index.md\n",
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"updated ../generated_pages/tactics_by_responsetype_table.md\n",
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"updated ../generated_pages/metatechniques_by_responsetype_table.md\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"from generate_DISARM_pages import Disarm\n",
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"disarm = Disarm()\n",
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"disarm.generate_and_write_datafiles()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Step 2. Generate DISARM STIX objects"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"'conduct-center-of-gravity-analysis' is not a recognized DISARM Tactic.\n",
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"'drive-offline-activity' is not a recognized DISARM Tactic.\n"
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]
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}
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],
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"source": [
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"import sys\n",
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"sys.path.insert(0, \"DISARM-STIX2\")\n",
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"from main import generate_disarm_stix\n",
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"\n",
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"generate_disarm_stix()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Step 3. Generate DISARM database objects"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"from generate_disarm_sql import generate_disarm_sql\n",
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"\n",
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"generate_disarm_sql('sqlite')\n",
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"generate_disarm_sql('postgresql_local')"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Step 4 (optional). Look at datasets"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>disarm_id</th>\n",
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" <th>name</th>\n",
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" <th>summary</th>\n",
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" <th>sector_ids</th>\n",
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" <th>framework_ids</th>\n",
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" <th>longname</th>\n",
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" <th>Jon's comments/questions</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>A001</td>\n",
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" <td>data scientist</td>\n",
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" <td>Person who can wrangle data, implement machine...</td>\n",
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" <td>S001, S002, S003, S004, S005, S006, S007, S008...</td>\n",
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" <td>FW01, FW02</td>\n",
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" <td>A001 - data scientist</td>\n",
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" <td>What actual actions do data scientists execute...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>A002</td>\n",
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" <td>target</td>\n",
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" <td>Person being targeted by disinformation campaign</td>\n",
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" <td>S001, S002, S003, S004, S005, S006, S007, S008...</td>\n",
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" <td>FW02</td>\n",
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" <td>A002 - target</td>\n",
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" <td>Both red and blue framework users will refer t...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>A003</td>\n",
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" <td>trusted authority</td>\n",
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" <td>Influencer</td>\n",
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" <td>S001, S002, S003, S004, S005, S006, S007, S008...</td>\n",
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" <td>FW01, FW02</td>\n",
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" <td>A003 - trusted authority</td>\n",
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" <td>Is A003 best summarised by the word \"Inluencer...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>A004</td>\n",
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" <td>activist</td>\n",
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" <td></td>\n",
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" <td>S002</td>\n",
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" <td>FW02</td>\n",
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" <td>A004 - activist</td>\n",
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" <td>What does this actortype do?</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>A005</td>\n",
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" <td>community group</td>\n",
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" <td></td>\n",
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" <td>S002</td>\n",
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" <td>FW02</td>\n",
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" <td>A005 - community group</td>\n",
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" <td>What does this actortype do?</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>A006</td>\n",
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" <td>educator</td>\n",
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" <td></td>\n",
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" <td>S002</td>\n",
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" <td>FW02</td>\n",
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" <td>A006 - educator</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>A007</td>\n",
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" <td>factchecker</td>\n",
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" <td>Someone with the skills to verify whether info...</td>\n",
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" <td>S002</td>\n",
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" <td>FW02</td>\n",
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" <td>A007 - factchecker</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>A008</td>\n",
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" <td>library</td>\n",
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" <td></td>\n",
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" <td>S002</td>\n",
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" <td>FW02</td>\n",
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" <td>A008 - library</td>\n",
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" <td>Is this an actortype? A sub-sector, yes. But w...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>A009</td>\n",
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" <td>NGO</td>\n",
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" <td></td>\n",
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" <td>S002</td>\n",
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" <td>FW02</td>\n",
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" <td>A009 - NGO</td>\n",
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" <td>This is a sector, not an actortype</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>A010</td>\n",
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" <td>religious organisation</td>\n",
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" <td></td>\n",
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" <td>S002</td>\n",
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" <td>FW02</td>\n",
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" <td>A010 - religious organisation</td>\n",
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" <td>\"Faith communities\" are a sub-sector of the Ci...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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" <td>A011</td>\n",
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" <td>school</td>\n",
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" <td></td>\n",
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" <td>S002</td>\n",
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" <td>FW02</td>\n",
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" <td>A011 - school</td>\n",
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" <td>This is a subsector of S004 - not an actortype...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>11</th>\n",
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" <td>A012</td>\n",
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" <td>account owner</td>\n",
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" <td>Anyone who owns an account online</td>\n",
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" <td>S006</td>\n",
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" <td>FW01\\nFW02</td>\n",
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" <td>A012 - account owner</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>12</th>\n",
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" <td>A013</td>\n",
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" <td>content creator</td>\n",
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" <td></td>\n",
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" <td>S006</td>\n",
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" <td>FW01\\nFW02</td>\n",
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" <td>A013 - content creator</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>13</th>\n",
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" <td>A014</td>\n",
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" <td>elves</td>\n",
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" <td></td>\n",
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" <td>S006</td>\n",
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" <td>FW02</td>\n",
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" <td>A014 - elves</td>\n",
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" <td>??? SJ, you have told me, but I've forgotten</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>14</th>\n",
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" <td>A015</td>\n",
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" <td>general public</td>\n",
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" <td></td>\n",
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" <td>S006</td>\n",
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" <td>FW02</td>\n",
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" <td>A015 - general public</td>\n",
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" <td>Duplication of a field in the sector object. B...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>15</th>\n",
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" <td>A016</td>\n",
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" <td>influencer</td>\n",
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" <td></td>\n",
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" <td>S006</td>\n",
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" <td>FW01\\nFW02</td>\n",
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" <td>A016 - influencer</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>16</th>\n",
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" <td>A017</td>\n",
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" <td>coordinating body</td>\n",
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" <td>For example the DHS</td>\n",
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" <td>S003</td>\n",
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" <td>FW02</td>\n",
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" <td>A017 - coordinating body</td>\n",
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" <td>\"Response coordinator\"? Or just 'Coordinator\"</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>17</th>\n",
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" <td>A018</td>\n",
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" <td>government</td>\n",
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" <td>Government agencies</td>\n",
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" <td>S003</td>\n",
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" <td>FW01\\nFW02</td>\n",
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" <td>A018 - government</td>\n",
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" <td>DHS (A017) is \"government\". Again, this is a f...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>18</th>\n",
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" <td>A019</td>\n",
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" <td>military</td>\n",
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" <td></td>\n",
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" <td>S003</td>\n",
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" <td>FW02</td>\n",
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" <td>A019 - military</td>\n",
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" <td>A019 is a sub-sector of \"government\". Again, t...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>19</th>\n",
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" <td>A020</td>\n",
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" <td>policy maker</td>\n",
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" <td></td>\n",
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" <td>S003</td>\n",
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" <td>FW02</td>\n",
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" <td>A020 - policy maker</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>20</th>\n",
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" <td>A021</td>\n",
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" <td>media organisation</td>\n",
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" <td></td>\n",
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" <td>S010</td>\n",
|
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" <td>FW01\\nFW02</td>\n",
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" <td>A021 - media organisation</td>\n",
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" <td>Not an actortype. The actor is perhaps as the ...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>21</th>\n",
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" <td>A022</td>\n",
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" <td>company</td>\n",
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" <td></td>\n",
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" <td>S009</td>\n",
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" <td>FW02</td>\n",
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" <td>A022 - company</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>22</th>\n",
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" <td>A023</td>\n",
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" <td>adtech provider</td>\n",
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" <td></td>\n",
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" <td>S008</td>\n",
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" <td>FW02</td>\n",
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" <td>A023 - adtech provider</td>\n",
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" <td>Should Adtech be a called-out subsector of S00...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>23</th>\n",
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" <td>A024</td>\n",
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" <td>developer</td>\n",
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" <td></td>\n",
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" <td>S008</td>\n",
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" <td>FW02</td>\n",
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" <td>A024 - developer</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>24</th>\n",
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" <td>A025</td>\n",
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" <td>funding_site_admin</td>\n",
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" <td>Funding site admin</td>\n",
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" <td>S008</td>\n",
|
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" <td>FW02</td>\n",
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" <td>A025 - funding_site_admin</td>\n",
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" <td>What is this?</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>25</th>\n",
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" <td>A026</td>\n",
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" <td>games designer</td>\n",
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" <td></td>\n",
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" <td>S008</td>\n",
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" <td>FW01, FW02</td>\n",
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" <td>A026 - games designer</td>\n",
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" <td>Just \"Designer\"? Would the TTP context not mak...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>26</th>\n",
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" <td>A027</td>\n",
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" <td>information security</td>\n",
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" <td></td>\n",
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" <td>S008</td>\n",
|
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" <td>FW02</td>\n",
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" <td>A027 - information security</td>\n",
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" <td></td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>27</th>\n",
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" <td>A028</td>\n",
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" <td>platform administrator</td>\n",
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" <td></td>\n",
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" <td>S008</td>\n",
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" <td>FW02</td>\n",
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" <td>A028 - platform administrator</td>\n",
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" <td>Just \"Administrator\"?</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>28</th>\n",
|
|
" <td>A029</td>\n",
|
|
" <td>server admininistrator</td>\n",
|
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" <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>"
|
|
],
|
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"text/plain": [
|
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" disarm_id name \\\n",
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"0 A001 data scientist \n",
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"1 A002 target \n",
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"2 A003 trusted authority \n",
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"3 A004 activist \n",
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"4 A005 community group \n",
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"5 A006 educator \n",
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"6 A007 factchecker \n",
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"7 A008 library \n",
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"8 A009 NGO \n",
|
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"9 A010 religious organisation \n",
|
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"10 A011 school \n",
|
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"11 A012 account owner \n",
|
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"12 A013 content creator \n",
|
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"13 A014 elves \n",
|
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"14 A015 general public \n",
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"15 A016 influencer \n",
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"16 A017 coordinating body \n",
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"17 A018 government \n",
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"18 A019 military \n",
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"19 A020 policy maker \n",
|
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"20 A021 media organisation \n",
|
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"21 A022 company \n",
|
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"22 A023 adtech provider \n",
|
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"23 A024 developer \n",
|
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"24 A025 funding_site_admin \n",
|
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"25 A026 games designer \n",
|
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"26 A027 information security \n",
|
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"27 A028 platform administrator \n",
|
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"28 A029 server admininistrator \n",
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"29 A030 platforms \n",
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"30 A031 social media platform adminstrator \n",
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"31 A032 social media platform outreach \n",
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"32 A033 social media platform owner \n",
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"\n",
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" summary \\\n",
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"0 Person who can wrangle data, implement machine... \n",
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"1 Person being targeted by disinformation campaign \n",
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"2 Influencer \n",
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"3 \n",
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"4 \n",
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"5 \n",
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"6 Someone with the skills to verify whether info... \n",
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"7 \n",
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"8 \n",
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"9 \n",
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"10 \n",
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"11 Anyone who owns an account online \n",
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"12 \n",
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"13 \n",
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"14 \n",
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"15 \n",
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"16 For example the DHS \n",
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"17 Government agencies \n",
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"18 \n",
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"19 \n",
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"20 \n",
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"21 \n",
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"22 \n",
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"23 \n",
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"24 Funding site admin \n",
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"25 \n",
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"26 \n",
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"27 \n",
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"28 \n",
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"29 \n",
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"30 Person with the authority to make changes to a... \n",
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"31 \n",
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"32 Person with authority to make changes to a soc... \n",
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"\n",
|
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" sector_ids framework_ids \\\n",
|
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"0 S001, S002, S003, S004, S005, S006, S007, S008... FW01, FW02 \n",
|
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"1 S001, S002, S003, S004, S005, S006, S007, S008... FW02 \n",
|
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"2 S001, S002, S003, S004, S005, S006, S007, S008... FW01, FW02 \n",
|
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"3 S002 FW02 \n",
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"4 S002 FW02 \n",
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"5 S002 FW02 \n",
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"6 S002 FW02 \n",
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"7 S002 FW02 \n",
|
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"8 S002 FW02 \n",
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"9 S002 FW02 \n",
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"10 S002 FW02 \n",
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"11 S006 FW01\\nFW02 \n",
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"12 S006 FW01\\nFW02 \n",
|
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"13 S006 FW02 \n",
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"14 S006 FW02 \n",
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"15 S006 FW01\\nFW02 \n",
|
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"16 S003 FW02 \n",
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"17 S003 FW01\\nFW02 \n",
|
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"18 S003 FW02 \n",
|
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"19 S003 FW02 \n",
|
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"20 S010 FW01\\nFW02 \n",
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"21 S009 FW02 \n",
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"22 S008 FW02 \n",
|
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"23 S008 FW02 \n",
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"24 S008 FW02 \n",
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"25 S008 FW01, FW02 \n",
|
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"26 S008 FW02 \n",
|
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"27 S008 FW02 \n",
|
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"28 S008 FW02 \n",
|
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"29 S007 FW02 \n",
|
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"30 S007 FW02 \n",
|
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"31 S007 FW02 \n",
|
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"32 S007 FW02 \n",
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"\n",
|
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" longname \\\n",
|
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"0 A001 - data scientist \n",
|
|
"1 A002 - target \n",
|
|
"2 A003 - trusted authority \n",
|
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"3 A004 - activist \n",
|
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"4 A005 - community group \n",
|
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"5 A006 - educator \n",
|
|
"6 A007 - factchecker \n",
|
|
"7 A008 - library \n",
|
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"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",
|
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"1 Both red and blue framework users will refer t... \n",
|
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"2 Is A003 best summarised by the word \"Inluencer... \n",
|
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"3 What does this actortype do? \n",
|
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"4 What does this actortype do? \n",
|
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"5 \n",
|
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"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",
|
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"13 ??? SJ, you have told me, but I've forgotten \n",
|
|
"14 Duplication of a field in the sector object. B... \n",
|
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"15 \n",
|
|
"16 \"Response coordinator\"? Or just 'Coordinator\" \n",
|
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"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",
|
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"21 \n",
|
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"22 Should Adtech be a called-out subsector of S00... \n",
|
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"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,
|
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"metadata": {},
|
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"output_type": "execute_result"
|
|
}
|
|
],
|
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"source": [
|
|
"pd.set_option('display.max_rows', 1000)\n",
|
|
"disarm.df_actortypes"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
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"metadata": {},
|
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"outputs": [],
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"source": []
|
|
}
|
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],
|
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
|
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"language": "python",
|
|
"name": "python3"
|
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},
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"language_info": {
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"codemirror_mode": {
|
|
"name": "ipython",
|
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"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
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"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.3"
|
|
}
|
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},
|
|
"nbformat": 4,
|
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"nbformat_minor": 4
|
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}
|