1861 строка
85 KiB
Plaintext
1861 строка
85 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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"# Create counters summaries\n",
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"Create summaries of disinfo countermeasures for use in dataset cleaning etc."
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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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"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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"Writing ../tactics/ALcounters.md\n",
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"Writing ../tactics/TA01counters.md\n",
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"Writing ../tactics/TA02counters.md\n",
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"Writing ../tactics/TA03counters.md\n",
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"Writing ../tactics/TA04counters.md\n",
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"Writing ../tactics/TA05counters.md\n",
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"Writing ../tactics/TA06counters.md\n",
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"Writing ../tactics/TA07counters.md\n",
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"Writing ../tactics/TA08counters.md\n",
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"Writing ../tactics/TA09counters.md\n",
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"Writing ../tactics/TA09counters.md\n",
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"Writing ../tactics/TA10counters.md\n",
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"Writing ../tactics/TA11counters.md\n",
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"Writing ../tactics/TA12counters.md\n",
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"updated ../tactic_counts.md\n",
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"Writing ../metatag/cleaningcounters.md\n",
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"Writing ../metatag/countermessagingcounters.md\n",
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"Writing ../metatag/data pollutioncounters.md\n",
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"Writing ../metatag/daylightcounters.md\n",
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"Writing ../metatag/dilutioncounters.md\n",
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"Writing ../metatag/diversioncounters.md\n",
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"Writing ../metatag/frictioncounters.md\n",
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"Writing ../metatag/metatechniquecounters.md\n",
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"Writing ../metatag/reduce resourcescounters.md\n",
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"Writing ../metatag/removalcounters.md\n",
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"Writing ../metatag/resiliencecounters.md\n",
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"Writing ../metatag/scoringcounters.md\n",
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"Writing ../metatag/targetingcounters.md\n",
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"Writing ../metatag/verificationcounters.md\n",
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"updated ../metatag_counts.md\n"
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]
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},
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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>ID</th>\n",
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" <th>metatechnique</th>\n",
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" <th>Title</th>\n",
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" <th>Details</th>\n",
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" <th>Playbook(s)</th>\n",
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" <th>Resources needed</th>\n",
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" <th>How found</th>\n",
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" <th>References</th>\n",
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" <th>Incidents</th>\n",
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" <th>Tactic</th>\n",
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" <th>Response</th>\n",
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" <th>Techniques</th>\n",
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" <th>NOTES</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>C00043</td>\n",
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" <td>cleaning</td>\n",
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" <td>Detect hijacked accounts and reallocate them</td>\n",
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" <td>NaN</td>\n",
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" <td>In all playbooks the platform must force user ...</td>\n",
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" <td>platform_admin,activists,civil_society,money</td>\n",
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||
" <td>2019-11-workshop</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
|
||
" <td>TA03 Develop People</td>\n",
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||
" <td>D3 Disrupt</td>\n",
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||
" <td>T0011 - Hijack accounts</td>\n",
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" <td>NaN</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>C00053</td>\n",
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" <td>cleaning</td>\n",
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" <td>Delete old accounts / Remove unused social med...</td>\n",
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" <td>NaN</td>\n",
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" <td>Social media companies remove inactive account...</td>\n",
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" <td>platform_admin,platform_admin:socialmedia,publ...</td>\n",
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" <td>2019-11-workshop,2019-11-search</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>I00004</td>\n",
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||
" <td>TA04 Develop Networks</td>\n",
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||
" <td>D4 Degrade</td>\n",
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" <td>T0011 - Hijack accounts\\nTA06 - Develop Conten...</td>\n",
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" <td>NaN</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>C00074</td>\n",
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" <td>cleaning</td>\n",
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" <td>Identify identical content and mass deplatform</td>\n",
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" <td>\\n</td>\n",
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" <td>In all cases some checks need to prevent depla...</td>\n",
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" <td>platform_admin,platform_admin:socialmedia</td>\n",
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" <td>2019-11-workshop</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>TA06 Develop Content</td>\n",
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" <td>D2 Deny</td>\n",
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" <td>T0022 - Conspiracy narratives\\nT0026 - Create ...</td>\n",
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" <td>NaN</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>C00026</td>\n",
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" <td>countermessaging</td>\n",
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" <td>Shore up democracy based messages (peace, free...</td>\n",
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" <td>Unsure</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>2019-11-workshop</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>TA01 Strategic Planning</td>\n",
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" <td>D4 Degrade</td>\n",
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" <td>T0002 - Facilitate State Propaganda</td>\n",
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" <td>NaN</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>C00082</td>\n",
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" <td>countermessaging</td>\n",
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" <td>Ground truthing as automated response to pollu...</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>2019-11-workshop</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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||
" <td>TA06 Develop Content</td>\n",
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" <td>D3 Disrupt</td>\n",
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||
" <td>NaN</td>\n",
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" <td>NaN</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>C00136</td>\n",
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" <td>countermessaging</td>\n",
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" <td>Microtarget most likely targets then send them...</td>\n",
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" <td>NaN</td>\n",
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" <td>Playbook 1: Work with platform to identify act...</td>\n",
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" <td>NaN</td>\n",
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||
" <td>2019-11-workshop</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>TA11 Persistence</td>\n",
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||
" <td>D3 Disrupt</td>\n",
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||
" <td>TA08 - Pump Priming\\nTA09 - Exposure\\nTA10 - G...</td>\n",
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" <td>NaN</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>C00169</td>\n",
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" <td>countermessaging</td>\n",
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" <td>develop a creative content hub</td>\n",
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" <td>international donors will donate to a basket f...</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>2019-11-search</td>\n",
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||
" <td>Rand2237</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>TA09 - Exposure</td>\n",
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" <td>D3 Disrupt</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</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>C00211</td>\n",
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" <td>countermessaging</td>\n",
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" <td>Use humorous counter-narratives</td>\n",
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||
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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||
" <td>2019-11-search</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>I00004</td>\n",
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||
" <td>TA09 - Exposure</td>\n",
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||
" <td>D3 Disrupt</td>\n",
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||
" <td>NaN</td>\n",
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" <td>NaN</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>C00137</td>\n",
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" <td>data pollution</td>\n",
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" <td>Pollute the AB-testing data feeds</td>\n",
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" <td>Polluting A/B testing requires knowledge of MO...</td>\n",
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||
" <td>Playbook 1: Promote damp squibs. Within a kno...</td>\n",
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" <td>NaN</td>\n",
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||
" <td>2019-11-workshop</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>TA11 Persistence</td>\n",
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||
" <td>D3 Disrupt</td>\n",
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||
" <td>T0020 - Trial content</td>\n",
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" <td>NaN</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>C00140</td>\n",
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" <td>data pollution</td>\n",
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||
" <td>\"Bomb\" link shorteners with lots of calls</td>\n",
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||
" <td>Applies to most of the content used by exposur...</td>\n",
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||
" <td>Playbook 1: DDoS adversary link shorteners by ...</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>2019-11-workshop</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>TA11 Persistence</td>\n",
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||
" <td>D4 Degrade</td>\n",
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||
" <td>TA05 - Microtargeting\\nTA09 - Exposure*\\nTA10 ...</td>\n",
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||
" <td>NaN</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>C00145</td>\n",
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" <td>data pollution</td>\n",
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" <td>Pollute the data voids with wholesome content ...</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA11 Persistence</td>\n",
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||
" <td>D4 Degrade</td>\n",
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||
" <td>T0015 - Create hashtag\\nT0046 - Search Engine ...</td>\n",
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||
" <td>NaN</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>C00148</td>\n",
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" <td>data pollution</td>\n",
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" <td>Add random links to network graphs</td>\n",
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" <td>If creators are using network analysis to dete...</td>\n",
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" <td>Playbook 1: Degrade TA engagement using bots; ...</td>\n",
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" <td>platform_algorithms</td>\n",
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" <td>2019-11-workshop</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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" <td>TA12 Measure Effectiveness</td>\n",
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" <td>D4 Degrade</td>\n",
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||
" <td>NaN</td>\n",
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" <td>NaN</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>C00149</td>\n",
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" <td>data pollution</td>\n",
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" <td>Poison the monitoring & evaluation data</td>\n",
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" <td>NaN</td>\n",
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" <td>Playbook 1: Distort TA demographics by posting...</td>\n",
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" <td>NaN</td>\n",
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||
" <td>2019-11-workshop</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>NaN</td>\n",
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||
" <td>TA12 Measure Effectiveness</td>\n",
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||
" <td>D4 Degrade</td>\n",
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||
" <td>TA12 - Measure Effectiveness\\nT0020 - Trial co...</td>\n",
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||
" <td>NaN</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>C00018</td>\n",
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||
" <td>daylight</td>\n",
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||
" <td>Promote constructive communication by shaming ...</td>\n",
|
||
" <td>Duplicate of \"Promote playbooks to call out di...</td>\n",
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||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
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||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA01 Strategic Planning</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>TA08 - Pump Priming\\nTA09 - Exposure\\nTA10 - G...</td>\n",
|
||
" <td>NaN</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>C00019</td>\n",
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||
" <td>daylight</td>\n",
|
||
" <td>Promote playbooks to call out division-enablers</td>\n",
|
||
" <td>Duplicate of \"Promote constructive communicati...</td>\n",
|
||
" <td>Spread Infographics & Training Material teachi...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA01 Strategic Planning</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>TA08 - Pump Priming\\nTA09 - Exposure\\nTA10 - G...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>C00048</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Name and Shame</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Identify the accounts, the real person's name ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA03 Develop People</td>\n",
|
||
" <td>D7 Deter</td>\n",
|
||
" <td>TA08 - Pump Priming\\nT0048 - Cow online opinio...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>C00068</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Expose online funding as fake</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA05 Microtargeting</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>T0017 - Promote online funding\\nT0061 - Sell m...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>C00069</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Mark clickbait visually</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA05 Microtargeting</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>T0016 - Clickbait</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>C00081</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Discredit by pointing out the \"noise\" and info...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA06 Develop Content</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>info pollution</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>C00094</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Force full disclosure on corporate sponsor of ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA06 Develop Content</td>\n",
|
||
" <td>D7 Deter</td>\n",
|
||
" <td>T0026 - Create fake research</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>C00113</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Debunk and defuse a fake expert / credentials....</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA08 Pump Priming</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>T0045</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>C00115</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Expose actor and intentions</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA08 Pump Priming</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>T0046\\nT0048\\nT0052\\nT0053\\nT0054\\nT0055\\nT0056</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>C00116</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Provide proof of involvement</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA08 Pump Priming</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>T0041 - Deny involvement</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>C00126</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Social media amber alert</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>T0052\\nT0053\\nT0054\\nT0055\\nT0056</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>C00150</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>“calling them out”</td>\n",
|
||
" <td>Identify social media accounts as sources of p...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Rand2237</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA03 Develop People</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>C00151</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>“fight in the light”</td>\n",
|
||
" <td>Use leadership in the arts, entertainment, and...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Hicks19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>C00152</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>“name and shame”</td>\n",
|
||
" <td>USAID has been restructuring its programs to a...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Dalton19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA04 Develop Networks</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>C00184</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Media exposure</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I00010,I00015,I00032,I00044</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D4 Degrade</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>C00189</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Ongoing analysis/monitoring of \"flagged\" profiles</td>\n",
|
||
" <td>Confirm whether platforms are actively removin...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Rand2237</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA03 Develop People</td>\n",
|
||
" <td>D6 Destroy</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>C00031</td>\n",
|
||
" <td>dilution</td>\n",
|
||
" <td>Dilute the core narrative - create multiple pe...</td>\n",
|
||
" <td>Create competing narratives. Included \"Facilit...</td>\n",
|
||
" <td>Playbook 1: Create multiple versions of the na...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA02 Objective Planning</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>T0002 - Facilitate State Propaganda\\nT0003 - L...</td>\n",
|
||
" <td>CAVEAT: some element of disinformation is simp...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>156</th>\n",
|
||
" <td>C00122</td>\n",
|
||
" <td>friction</td>\n",
|
||
" <td>Content moderation. Censorship?</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>platform_admin</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>157</th>\n",
|
||
" <td>C00123</td>\n",
|
||
" <td>friction</td>\n",
|
||
" <td>Bot control</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>T0049\\nT0051\\nT0052\\nT0053\\nT0054\\nT0055\\nT0056</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>158</th>\n",
|
||
" <td>C00124</td>\n",
|
||
" <td>friction</td>\n",
|
||
" <td>Don't feed the trolls</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>public,media</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>TA08 - Pump Priming\\nTA09 - Exposure</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>159</th>\n",
|
||
" <td>C00139</td>\n",
|
||
" <td>friction</td>\n",
|
||
" <td>Weaponise youtube content matrices</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA11 Persistence</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>160</th>\n",
|
||
" <td>C00143</td>\n",
|
||
" <td>targeting</td>\n",
|
||
" <td>(botnet) DMCA takedown requests to waste group...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>public,elves</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA11 Persistence</td>\n",
|
||
" <td>D4 Degrade</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>161</th>\n",
|
||
" <td>C00153</td>\n",
|
||
" <td>targeting</td>\n",
|
||
" <td>Use offensive cyber action</td>\n",
|
||
" <td>Align offensive cyber action with information ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>infosec</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Dalton19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA01 Strategic Planning</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>162</th>\n",
|
||
" <td>C00156</td>\n",
|
||
" <td>countermessaging</td>\n",
|
||
" <td>Better tell the U.S., NATO, and EU story.</td>\n",
|
||
" <td>Civil engagement activities conducted on the p...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>government,military</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Rand2237</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>163</th>\n",
|
||
" <td>C00157</td>\n",
|
||
" <td>countermessaging</td>\n",
|
||
" <td>Build alternative news sources</td>\n",
|
||
" <td>Create alternative local-language news sources...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>p143 of Corker18</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA04 Develop Networks</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>164</th>\n",
|
||
" <td>C00159</td>\n",
|
||
" <td>metatechnique</td>\n",
|
||
" <td>Campaign mindset and associated toolbox</td>\n",
|
||
" <td>A campaign plan for the gray zone must account...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Hicks19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA01 Strategic Planning</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>165</th>\n",
|
||
" <td>C00160</td>\n",
|
||
" <td>resilience</td>\n",
|
||
" <td>find and train influencers</td>\n",
|
||
" <td>Identify key influencers (e.g. use network ana...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>data scientist,influencers</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Rand2237</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA03 Develop People</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>166</th>\n",
|
||
" <td>C00161</td>\n",
|
||
" <td>metatechnique</td>\n",
|
||
" <td>Coalition Building and Third-Party Inducements:</td>\n",
|
||
" <td>Advance coalitions across borders and sectors,...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Dalton19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA01 Strategic Planning</td>\n",
|
||
" <td>D7 Deter</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>167</th>\n",
|
||
" <td>C00162</td>\n",
|
||
" <td>targeting</td>\n",
|
||
" <td>collect data/map constellations of Russian“civ...</td>\n",
|
||
" <td>Kremlin’s narrative spin extends through const...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Rand2237</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA04 Develop Networks</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>168</th>\n",
|
||
" <td>C00164</td>\n",
|
||
" <td>targeting</td>\n",
|
||
" <td>compatriot policy</td>\n",
|
||
" <td>protect the interests of this population and, ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Rand2237</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA03 Develop People</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>169</th>\n",
|
||
" <td>C00165</td>\n",
|
||
" <td>friction</td>\n",
|
||
" <td>Limit access to alterable documents</td>\n",
|
||
" <td>e.g. for leaked legal documents, use court mot...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I00015</td>\n",
|
||
" <td>TA06 Develop Content</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>T00025</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>170</th>\n",
|
||
" <td>C00167</td>\n",
|
||
" <td>countermessaging</td>\n",
|
||
" <td>Deploy Information and Narrative-Building in S...</td>\n",
|
||
" <td>Promote a narrative of transparency, truthfuln...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Hicks19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA06 Develop Content</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>171</th>\n",
|
||
" <td>C00176</td>\n",
|
||
" <td>metatechnique</td>\n",
|
||
" <td>Improve Coordination with and feedback from th...</td>\n",
|
||
" <td>gray zone challenges are increasingly multidis...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Dalton19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA01 Strategic Planning</td>\n",
|
||
" <td>D7 Deter</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>172</th>\n",
|
||
" <td>C00179</td>\n",
|
||
" <td>removal</td>\n",
|
||
" <td>Identify, monitor, and, if necessary, target R...</td>\n",
|
||
" <td>Impact of and Dealing with Trolls - \"Chatham H...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Rand2237</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA03 Develop People</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>173</th>\n",
|
||
" <td>C00182</td>\n",
|
||
" <td>removal</td>\n",
|
||
" <td>malware detection/quarantine/deletion</td>\n",
|
||
" <td>(2015) Trustwave reported that a Bedep Trojan ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>infosec</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Rand2237</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>174</th>\n",
|
||
" <td>C00196</td>\n",
|
||
" <td>metatechnique</td>\n",
|
||
" <td>Include the role of social media in the regula...</td>\n",
|
||
" <td>The European Union created significant new reg...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>government</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Hicks19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA07 Channel Selection</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>175</th>\n",
|
||
" <td>C00200</td>\n",
|
||
" <td>countermessaging</td>\n",
|
||
" <td>Respected figure (influencer) disavows misinfo</td>\n",
|
||
" <td>Has been done in e.g. India</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>influencers</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I00044</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>176</th>\n",
|
||
" <td>C00202</td>\n",
|
||
" <td>diversion</td>\n",
|
||
" <td>Set data 'honeytraps'</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I00004,I00022</td>\n",
|
||
" <td>TA06 Develop Content</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>T0025 leak altered documents</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>177</th>\n",
|
||
" <td>C00203</td>\n",
|
||
" <td>friction</td>\n",
|
||
" <td>Stop offering press credentials to propaganda ...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>government</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I00022</td>\n",
|
||
" <td>TA08 Pump Priming</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>178</th>\n",
|
||
" <td>C00205</td>\n",
|
||
" <td>metatechnique</td>\n",
|
||
" <td>strong dialogue between the federal government...</td>\n",
|
||
" <td>Increase civic resilience by partnering with b...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>companies,government</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>Hicks19</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA01 Strategic Planning</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>179</th>\n",
|
||
" <td>C00207</td>\n",
|
||
" <td>targeting</td>\n",
|
||
" <td>tit-for-tat campaign</td>\n",
|
||
" <td>As used by Saudis?</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>government,platforms</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I00042</td>\n",
|
||
" <td>TA01 Strategic Planning</td>\n",
|
||
" <td>D7 Deter</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>180</th>\n",
|
||
" <td>C00210</td>\n",
|
||
" <td>resilience</td>\n",
|
||
" <td>Use encrypted apps for confidential communication</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2019-11-search</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>I00022</td>\n",
|
||
" <td>TA06 Develop Content</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>T0025</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>181</th>\n",
|
||
" <td>C00214</td>\n",
|
||
" <td>metatechnique</td>\n",
|
||
" <td>Create policy that makes social media police d...</td>\n",
|
||
" <td>German model: facebook forced to police conten...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>government:policymakers</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA07 Channel Selection</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>182</th>\n",
|
||
" <td>C00215</td>\n",
|
||
" <td>metatechnique</td>\n",
|
||
" <td>Use fraud legislation to clean up social media</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>government:policymakers</td>\n",
|
||
" <td>2019-11-workshop</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA07 Channel Selection</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>183</th>\n",
|
||
" <td>C00217</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Registries alert when large batches of newsy U...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>platform_admin</td>\n",
|
||
" <td>grugq</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA07 Channel Selection</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>184</th>\n",
|
||
" <td>C00218</td>\n",
|
||
" <td>removal</td>\n",
|
||
" <td>Censorship</td>\n",
|
||
" <td>Alter and/or block the publication/disseminati...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>platform_admin</td>\n",
|
||
" <td>grugq</td>\n",
|
||
" <td>Taylor81</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA09 Exposure</td>\n",
|
||
" <td>D2 Deny</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>185</th>\n",
|
||
" <td>C00219</td>\n",
|
||
" <td>daylight</td>\n",
|
||
" <td>Add metadata to content - out of the control o...</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Add date and source to images</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>grugq</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>TA06 Develop Content</td>\n",
|
||
" <td>D3 Disrupt</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>186 rows × 13 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ID metatechnique \\\n",
|
||
"0 C00043 cleaning \n",
|
||
"1 C00053 cleaning \n",
|
||
"2 C00074 cleaning \n",
|
||
"3 C00026 countermessaging \n",
|
||
"4 C00082 countermessaging \n",
|
||
"5 C00136 countermessaging \n",
|
||
"6 C00169 countermessaging \n",
|
||
"7 C00211 countermessaging \n",
|
||
"8 C00137 data pollution \n",
|
||
"9 C00140 data pollution \n",
|
||
"10 C00145 data pollution \n",
|
||
"11 C00148 data pollution \n",
|
||
"12 C00149 data pollution \n",
|
||
"13 C00018 daylight \n",
|
||
"14 C00019 daylight \n",
|
||
"15 C00048 daylight \n",
|
||
"16 C00068 daylight \n",
|
||
"17 C00069 daylight \n",
|
||
"18 C00081 daylight \n",
|
||
"19 C00094 daylight \n",
|
||
"20 C00113 daylight \n",
|
||
"21 C00115 daylight \n",
|
||
"22 C00116 daylight \n",
|
||
"23 C00126 daylight \n",
|
||
"24 C00150 daylight \n",
|
||
"25 C00151 daylight \n",
|
||
"26 C00152 daylight \n",
|
||
"27 C00184 daylight \n",
|
||
"28 C00189 daylight \n",
|
||
"29 C00031 dilution \n",
|
||
".. ... ... \n",
|
||
"156 C00122 friction \n",
|
||
"157 C00123 friction \n",
|
||
"158 C00124 friction \n",
|
||
"159 C00139 friction \n",
|
||
"160 C00143 targeting \n",
|
||
"161 C00153 targeting \n",
|
||
"162 C00156 countermessaging \n",
|
||
"163 C00157 countermessaging \n",
|
||
"164 C00159 metatechnique \n",
|
||
"165 C00160 resilience \n",
|
||
"166 C00161 metatechnique \n",
|
||
"167 C00162 targeting \n",
|
||
"168 C00164 targeting \n",
|
||
"169 C00165 friction \n",
|
||
"170 C00167 countermessaging \n",
|
||
"171 C00176 metatechnique \n",
|
||
"172 C00179 removal \n",
|
||
"173 C00182 removal \n",
|
||
"174 C00196 metatechnique \n",
|
||
"175 C00200 countermessaging \n",
|
||
"176 C00202 diversion \n",
|
||
"177 C00203 friction \n",
|
||
"178 C00205 metatechnique \n",
|
||
"179 C00207 targeting \n",
|
||
"180 C00210 resilience \n",
|
||
"181 C00214 metatechnique \n",
|
||
"182 C00215 metatechnique \n",
|
||
"183 C00217 daylight \n",
|
||
"184 C00218 removal \n",
|
||
"185 C00219 daylight \n",
|
||
"\n",
|
||
" Title \\\n",
|
||
"0 Detect hijacked accounts and reallocate them \n",
|
||
"1 Delete old accounts / Remove unused social med... \n",
|
||
"2 Identify identical content and mass deplatform \n",
|
||
"3 Shore up democracy based messages (peace, free... \n",
|
||
"4 Ground truthing as automated response to pollu... \n",
|
||
"5 Microtarget most likely targets then send them... \n",
|
||
"6 develop a creative content hub \n",
|
||
"7 Use humorous counter-narratives \n",
|
||
"8 Pollute the AB-testing data feeds \n",
|
||
"9 \"Bomb\" link shorteners with lots of calls \n",
|
||
"10 Pollute the data voids with wholesome content ... \n",
|
||
"11 Add random links to network graphs \n",
|
||
"12 Poison the monitoring & evaluation data \n",
|
||
"13 Promote constructive communication by shaming ... \n",
|
||
"14 Promote playbooks to call out division-enablers \n",
|
||
"15 Name and Shame \n",
|
||
"16 Expose online funding as fake \n",
|
||
"17 Mark clickbait visually \n",
|
||
"18 Discredit by pointing out the \"noise\" and info... \n",
|
||
"19 Force full disclosure on corporate sponsor of ... \n",
|
||
"20 Debunk and defuse a fake expert / credentials.... \n",
|
||
"21 Expose actor and intentions \n",
|
||
"22 Provide proof of involvement \n",
|
||
"23 Social media amber alert \n",
|
||
"24 “calling them out” \n",
|
||
"25 “fight in the light” \n",
|
||
"26 “name and shame” \n",
|
||
"27 Media exposure \n",
|
||
"28 Ongoing analysis/monitoring of \"flagged\" profiles \n",
|
||
"29 Dilute the core narrative - create multiple pe... \n",
|
||
".. ... \n",
|
||
"156 Content moderation. Censorship? \n",
|
||
"157 Bot control \n",
|
||
"158 Don't feed the trolls \n",
|
||
"159 Weaponise youtube content matrices \n",
|
||
"160 (botnet) DMCA takedown requests to waste group... \n",
|
||
"161 Use offensive cyber action \n",
|
||
"162 Better tell the U.S., NATO, and EU story. \n",
|
||
"163 Build alternative news sources \n",
|
||
"164 Campaign mindset and associated toolbox \n",
|
||
"165 find and train influencers \n",
|
||
"166 Coalition Building and Third-Party Inducements: \n",
|
||
"167 collect data/map constellations of Russian“civ... \n",
|
||
"168 compatriot policy \n",
|
||
"169 Limit access to alterable documents \n",
|
||
"170 Deploy Information and Narrative-Building in S... \n",
|
||
"171 Improve Coordination with and feedback from th... \n",
|
||
"172 Identify, monitor, and, if necessary, target R... \n",
|
||
"173 malware detection/quarantine/deletion \n",
|
||
"174 Include the role of social media in the regula... \n",
|
||
"175 Respected figure (influencer) disavows misinfo \n",
|
||
"176 Set data 'honeytraps' \n",
|
||
"177 Stop offering press credentials to propaganda ... \n",
|
||
"178 strong dialogue between the federal government... \n",
|
||
"179 tit-for-tat campaign \n",
|
||
"180 Use encrypted apps for confidential communication \n",
|
||
"181 Create policy that makes social media police d... \n",
|
||
"182 Use fraud legislation to clean up social media \n",
|
||
"183 Registries alert when large batches of newsy U... \n",
|
||
"184 Censorship \n",
|
||
"185 Add metadata to content - out of the control o... \n",
|
||
"\n",
|
||
" Details \\\n",
|
||
"0 NaN \n",
|
||
"1 NaN \n",
|
||
"2 \\n \n",
|
||
"3 Unsure \n",
|
||
"4 NaN \n",
|
||
"5 NaN \n",
|
||
"6 international donors will donate to a basket f... \n",
|
||
"7 NaN \n",
|
||
"8 Polluting A/B testing requires knowledge of MO... \n",
|
||
"9 Applies to most of the content used by exposur... \n",
|
||
"10 NaN \n",
|
||
"11 If creators are using network analysis to dete... \n",
|
||
"12 NaN \n",
|
||
"13 Duplicate of \"Promote playbooks to call out di... \n",
|
||
"14 Duplicate of \"Promote constructive communicati... \n",
|
||
"15 NaN \n",
|
||
"16 NaN \n",
|
||
"17 NaN \n",
|
||
"18 NaN \n",
|
||
"19 NaN \n",
|
||
"20 NaN \n",
|
||
"21 NaN \n",
|
||
"22 NaN \n",
|
||
"23 NaN \n",
|
||
"24 Identify social media accounts as sources of p... \n",
|
||
"25 Use leadership in the arts, entertainment, and... \n",
|
||
"26 USAID has been restructuring its programs to a... \n",
|
||
"27 NaN \n",
|
||
"28 Confirm whether platforms are actively removin... \n",
|
||
"29 Create competing narratives. Included \"Facilit... \n",
|
||
".. ... \n",
|
||
"156 NaN \n",
|
||
"157 NaN \n",
|
||
"158 NaN \n",
|
||
"159 NaN \n",
|
||
"160 NaN \n",
|
||
"161 Align offensive cyber action with information ... \n",
|
||
"162 Civil engagement activities conducted on the p... \n",
|
||
"163 Create alternative local-language news sources... \n",
|
||
"164 A campaign plan for the gray zone must account... \n",
|
||
"165 Identify key influencers (e.g. use network ana... \n",
|
||
"166 Advance coalitions across borders and sectors,... \n",
|
||
"167 Kremlin’s narrative spin extends through const... \n",
|
||
"168 protect the interests of this population and, ... \n",
|
||
"169 e.g. for leaked legal documents, use court mot... \n",
|
||
"170 Promote a narrative of transparency, truthfuln... \n",
|
||
"171 gray zone challenges are increasingly multidis... \n",
|
||
"172 Impact of and Dealing with Trolls - \"Chatham H... \n",
|
||
"173 (2015) Trustwave reported that a Bedep Trojan ... \n",
|
||
"174 The European Union created significant new reg... \n",
|
||
"175 Has been done in e.g. India \n",
|
||
"176 NaN \n",
|
||
"177 NaN \n",
|
||
"178 Increase civic resilience by partnering with b... \n",
|
||
"179 As used by Saudis? \n",
|
||
"180 NaN \n",
|
||
"181 German model: facebook forced to police conten... \n",
|
||
"182 NaN \n",
|
||
"183 NaN \n",
|
||
"184 Alter and/or block the publication/disseminati... \n",
|
||
"185 NaN \n",
|
||
"\n",
|
||
" Playbook(s) \\\n",
|
||
"0 In all playbooks the platform must force user ... \n",
|
||
"1 Social media companies remove inactive account... \n",
|
||
"2 In all cases some checks need to prevent depla... \n",
|
||
"3 NaN \n",
|
||
"4 NaN \n",
|
||
"5 Playbook 1: Work with platform to identify act... \n",
|
||
"6 NaN \n",
|
||
"7 NaN \n",
|
||
"8 Playbook 1: Promote damp squibs. Within a kno... \n",
|
||
"9 Playbook 1: DDoS adversary link shorteners by ... \n",
|
||
"10 NaN \n",
|
||
"11 Playbook 1: Degrade TA engagement using bots; ... \n",
|
||
"12 Playbook 1: Distort TA demographics by posting... \n",
|
||
"13 NaN \n",
|
||
"14 Spread Infographics & Training Material teachi... \n",
|
||
"15 Identify the accounts, the real person's name ... \n",
|
||
"16 NaN \n",
|
||
"17 NaN \n",
|
||
"18 NaN \n",
|
||
"19 NaN \n",
|
||
"20 NaN \n",
|
||
"21 NaN \n",
|
||
"22 NaN \n",
|
||
"23 NaN \n",
|
||
"24 NaN \n",
|
||
"25 NaN \n",
|
||
"26 NaN \n",
|
||
"27 NaN \n",
|
||
"28 NaN \n",
|
||
"29 Playbook 1: Create multiple versions of the na... \n",
|
||
".. ... \n",
|
||
"156 NaN \n",
|
||
"157 NaN \n",
|
||
"158 NaN \n",
|
||
"159 NaN \n",
|
||
"160 NaN \n",
|
||
"161 NaN \n",
|
||
"162 NaN \n",
|
||
"163 NaN \n",
|
||
"164 NaN \n",
|
||
"165 NaN \n",
|
||
"166 NaN \n",
|
||
"167 NaN \n",
|
||
"168 NaN \n",
|
||
"169 NaN \n",
|
||
"170 NaN \n",
|
||
"171 NaN \n",
|
||
"172 NaN \n",
|
||
"173 NaN \n",
|
||
"174 NaN \n",
|
||
"175 NaN \n",
|
||
"176 NaN \n",
|
||
"177 NaN \n",
|
||
"178 NaN \n",
|
||
"179 NaN \n",
|
||
"180 NaN \n",
|
||
"181 NaN \n",
|
||
"182 NaN \n",
|
||
"183 NaN \n",
|
||
"184 NaN \n",
|
||
"185 Add date and source to images \n",
|
||
"\n",
|
||
" Resources needed \\\n",
|
||
"0 platform_admin,activists,civil_society,money \n",
|
||
"1 platform_admin,platform_admin:socialmedia,publ... \n",
|
||
"2 platform_admin,platform_admin:socialmedia \n",
|
||
"3 NaN \n",
|
||
"4 NaN \n",
|
||
"5 NaN \n",
|
||
"6 NaN \n",
|
||
"7 NaN \n",
|
||
"8 NaN \n",
|
||
"9 NaN \n",
|
||
"10 NaN \n",
|
||
"11 platform_algorithms \n",
|
||
"12 NaN \n",
|
||
"13 NaN \n",
|
||
"14 NaN \n",
|
||
"15 NaN \n",
|
||
"16 NaN \n",
|
||
"17 NaN \n",
|
||
"18 NaN \n",
|
||
"19 NaN \n",
|
||
"20 NaN \n",
|
||
"21 NaN \n",
|
||
"22 NaN \n",
|
||
"23 NaN \n",
|
||
"24 NaN \n",
|
||
"25 NaN \n",
|
||
"26 NaN \n",
|
||
"27 NaN \n",
|
||
"28 NaN \n",
|
||
"29 NaN \n",
|
||
".. ... \n",
|
||
"156 platform_admin \n",
|
||
"157 NaN \n",
|
||
"158 public,media \n",
|
||
"159 NaN \n",
|
||
"160 public,elves \n",
|
||
"161 infosec \n",
|
||
"162 government,military \n",
|
||
"163 NaN \n",
|
||
"164 NaN \n",
|
||
"165 data scientist,influencers \n",
|
||
"166 NaN \n",
|
||
"167 NaN \n",
|
||
"168 NaN \n",
|
||
"169 NaN \n",
|
||
"170 NaN \n",
|
||
"171 NaN \n",
|
||
"172 NaN \n",
|
||
"173 infosec \n",
|
||
"174 government \n",
|
||
"175 influencers \n",
|
||
"176 NaN \n",
|
||
"177 government \n",
|
||
"178 companies,government \n",
|
||
"179 government,platforms \n",
|
||
"180 NaN \n",
|
||
"181 government:policymakers \n",
|
||
"182 government:policymakers \n",
|
||
"183 platform_admin \n",
|
||
"184 platform_admin \n",
|
||
"185 NaN \n",
|
||
"\n",
|
||
" How found References \\\n",
|
||
"0 2019-11-workshop NaN \n",
|
||
"1 2019-11-workshop,2019-11-search NaN \n",
|
||
"2 2019-11-workshop NaN \n",
|
||
"3 2019-11-workshop NaN \n",
|
||
"4 2019-11-workshop NaN \n",
|
||
"5 2019-11-workshop NaN \n",
|
||
"6 2019-11-search Rand2237 \n",
|
||
"7 2019-11-search NaN \n",
|
||
"8 2019-11-workshop NaN \n",
|
||
"9 2019-11-workshop NaN \n",
|
||
"10 2019-11-workshop NaN \n",
|
||
"11 2019-11-workshop NaN \n",
|
||
"12 2019-11-workshop NaN \n",
|
||
"13 2019-11-workshop NaN \n",
|
||
"14 2019-11-workshop NaN \n",
|
||
"15 2019-11-workshop NaN \n",
|
||
"16 2019-11-workshop NaN \n",
|
||
"17 2019-11-workshop NaN \n",
|
||
"18 2019-11-workshop NaN \n",
|
||
"19 2019-11-workshop NaN \n",
|
||
"20 2019-11-workshop NaN \n",
|
||
"21 2019-11-workshop NaN \n",
|
||
"22 2019-11-workshop NaN \n",
|
||
"23 2019-11-workshop NaN \n",
|
||
"24 2019-11-search Rand2237 \n",
|
||
"25 2019-11-search Hicks19 \n",
|
||
"26 2019-11-search Dalton19 \n",
|
||
"27 2019-11-search NaN \n",
|
||
"28 2019-11-search Rand2237 \n",
|
||
"29 2019-11-workshop NaN \n",
|
||
".. ... ... \n",
|
||
"156 2019-11-workshop NaN \n",
|
||
"157 2019-11-workshop NaN \n",
|
||
"158 2019-11-workshop NaN \n",
|
||
"159 2019-11-workshop NaN \n",
|
||
"160 2019-11-workshop NaN \n",
|
||
"161 2019-11-search Dalton19 \n",
|
||
"162 2019-11-search Rand2237 \n",
|
||
"163 2019-11-search p143 of Corker18 \n",
|
||
"164 2019-11-search Hicks19 \n",
|
||
"165 2019-11-search Rand2237 \n",
|
||
"166 2019-11-search Dalton19 \n",
|
||
"167 2019-11-search Rand2237 \n",
|
||
"168 2019-11-search Rand2237 \n",
|
||
"169 2019-11-search NaN \n",
|
||
"170 2019-11-search Hicks19 \n",
|
||
"171 2019-11-search Dalton19 \n",
|
||
"172 2019-11-search Rand2237 \n",
|
||
"173 2019-11-search Rand2237 \n",
|
||
"174 2019-11-search Hicks19 \n",
|
||
"175 2019-11-search NaN \n",
|
||
"176 2019-11-search NaN \n",
|
||
"177 2019-11-search NaN \n",
|
||
"178 2019-11-search Hicks19 \n",
|
||
"179 2019-11-search NaN \n",
|
||
"180 2019-11-search NaN \n",
|
||
"181 2019-11-workshop NaN \n",
|
||
"182 2019-11-workshop NaN \n",
|
||
"183 grugq NaN \n",
|
||
"184 grugq Taylor81 \n",
|
||
"185 grugq NaN \n",
|
||
"\n",
|
||
" Incidents Tactic Response \\\n",
|
||
"0 NaN TA03 Develop People D3 Disrupt \n",
|
||
"1 I00004 TA04 Develop Networks D4 Degrade \n",
|
||
"2 NaN TA06 Develop Content D2 Deny \n",
|
||
"3 NaN TA01 Strategic Planning D4 Degrade \n",
|
||
"4 NaN TA06 Develop Content D3 Disrupt \n",
|
||
"5 NaN TA11 Persistence D3 Disrupt \n",
|
||
"6 NaN TA09 - Exposure D3 Disrupt \n",
|
||
"7 I00004 TA09 - Exposure D3 Disrupt \n",
|
||
"8 NaN TA11 Persistence D3 Disrupt \n",
|
||
"9 NaN TA11 Persistence D4 Degrade \n",
|
||
"10 NaN TA11 Persistence D4 Degrade \n",
|
||
"11 NaN TA12 Measure Effectiveness D4 Degrade \n",
|
||
"12 NaN TA12 Measure Effectiveness D4 Degrade \n",
|
||
"13 NaN TA01 Strategic Planning D3 Disrupt \n",
|
||
"14 NaN TA01 Strategic Planning D3 Disrupt \n",
|
||
"15 NaN TA03 Develop People D7 Deter \n",
|
||
"16 NaN TA05 Microtargeting D3 Disrupt \n",
|
||
"17 NaN TA05 Microtargeting D3 Disrupt \n",
|
||
"18 NaN TA06 Develop Content D3 Disrupt \n",
|
||
"19 NaN TA06 Develop Content D7 Deter \n",
|
||
"20 NaN TA08 Pump Priming D2 Deny \n",
|
||
"21 NaN TA08 Pump Priming D2 Deny \n",
|
||
"22 NaN TA08 Pump Priming D2 Deny \n",
|
||
"23 NaN TA09 Exposure D3 Disrupt \n",
|
||
"24 NaN TA03 Develop People D2 Deny \n",
|
||
"25 NaN TA09 Exposure D3 Disrupt \n",
|
||
"26 NaN TA04 Develop Networks D2 Deny \n",
|
||
"27 I00010,I00015,I00032,I00044 TA09 Exposure D4 Degrade \n",
|
||
"28 NaN TA03 Develop People D6 Destroy \n",
|
||
"29 NaN TA02 Objective Planning D3 Disrupt \n",
|
||
".. ... ... ... \n",
|
||
"156 NaN TA09 Exposure D2 Deny \n",
|
||
"157 NaN TA09 Exposure D3 Disrupt \n",
|
||
"158 NaN TA09 Exposure D3 Disrupt \n",
|
||
"159 NaN TA11 Persistence D3 Disrupt \n",
|
||
"160 NaN TA11 Persistence D4 Degrade \n",
|
||
"161 NaN TA01 Strategic Planning D3 Disrupt \n",
|
||
"162 NaN TA09 Exposure D3 Disrupt \n",
|
||
"163 NaN TA04 Develop Networks D2 Deny \n",
|
||
"164 NaN TA01 Strategic Planning D3 Disrupt \n",
|
||
"165 NaN TA03 Develop People D2 Deny \n",
|
||
"166 NaN TA01 Strategic Planning D7 Deter \n",
|
||
"167 NaN TA04 Develop Networks D3 Disrupt \n",
|
||
"168 NaN TA03 Develop People D3 Disrupt \n",
|
||
"169 I00015 TA06 Develop Content D2 Deny \n",
|
||
"170 NaN TA06 Develop Content D2 Deny \n",
|
||
"171 NaN TA01 Strategic Planning D7 Deter \n",
|
||
"172 NaN TA03 Develop People D3 Disrupt \n",
|
||
"173 NaN TA09 Exposure D2 Deny \n",
|
||
"174 NaN TA07 Channel Selection D3 Disrupt \n",
|
||
"175 I00044 TA09 Exposure D3 Disrupt \n",
|
||
"176 I00004,I00022 TA06 Develop Content D2 Deny \n",
|
||
"177 I00022 TA08 Pump Priming D3 Disrupt \n",
|
||
"178 NaN TA01 Strategic Planning D3 Disrupt \n",
|
||
"179 I00042 TA01 Strategic Planning D7 Deter \n",
|
||
"180 I00022 TA06 Develop Content D2 Deny \n",
|
||
"181 NaN TA07 Channel Selection D3 Disrupt \n",
|
||
"182 NaN TA07 Channel Selection D3 Disrupt \n",
|
||
"183 NaN TA07 Channel Selection D2 Deny \n",
|
||
"184 NaN TA09 Exposure D2 Deny \n",
|
||
"185 NaN TA06 Develop Content D3 Disrupt \n",
|
||
"\n",
|
||
" Techniques \\\n",
|
||
"0 T0011 - Hijack accounts \n",
|
||
"1 T0011 - Hijack accounts\\nTA06 - Develop Conten... \n",
|
||
"2 T0022 - Conspiracy narratives\\nT0026 - Create ... \n",
|
||
"3 T0002 - Facilitate State Propaganda \n",
|
||
"4 NaN \n",
|
||
"5 TA08 - Pump Priming\\nTA09 - Exposure\\nTA10 - G... \n",
|
||
"6 NaN \n",
|
||
"7 NaN \n",
|
||
"8 T0020 - Trial content \n",
|
||
"9 TA05 - Microtargeting\\nTA09 - Exposure*\\nTA10 ... \n",
|
||
"10 T0015 - Create hashtag\\nT0046 - Search Engine ... \n",
|
||
"11 NaN \n",
|
||
"12 TA12 - Measure Effectiveness\\nT0020 - Trial co... \n",
|
||
"13 TA08 - Pump Priming\\nTA09 - Exposure\\nTA10 - G... \n",
|
||
"14 TA08 - Pump Priming\\nTA09 - Exposure\\nTA10 - G... \n",
|
||
"15 TA08 - Pump Priming\\nT0048 - Cow online opinio... \n",
|
||
"16 T0017 - Promote online funding\\nT0061 - Sell m... \n",
|
||
"17 T0016 - Clickbait \n",
|
||
"18 info pollution \n",
|
||
"19 T0026 - Create fake research \n",
|
||
"20 T0045 \n",
|
||
"21 T0046\\nT0048\\nT0052\\nT0053\\nT0054\\nT0055\\nT0056 \n",
|
||
"22 T0041 - Deny involvement \n",
|
||
"23 T0052\\nT0053\\nT0054\\nT0055\\nT0056 \n",
|
||
"24 NaN \n",
|
||
"25 NaN \n",
|
||
"26 NaN \n",
|
||
"27 NaN \n",
|
||
"28 NaN \n",
|
||
"29 T0002 - Facilitate State Propaganda\\nT0003 - L... \n",
|
||
".. ... \n",
|
||
"156 NaN \n",
|
||
"157 T0049\\nT0051\\nT0052\\nT0053\\nT0054\\nT0055\\nT0056 \n",
|
||
"158 TA08 - Pump Priming\\nTA09 - Exposure \n",
|
||
"159 NaN \n",
|
||
"160 NaN \n",
|
||
"161 NaN \n",
|
||
"162 NaN \n",
|
||
"163 NaN \n",
|
||
"164 NaN \n",
|
||
"165 NaN \n",
|
||
"166 NaN \n",
|
||
"167 NaN \n",
|
||
"168 NaN \n",
|
||
"169 T00025 \n",
|
||
"170 NaN \n",
|
||
"171 NaN \n",
|
||
"172 NaN \n",
|
||
"173 NaN \n",
|
||
"174 NaN \n",
|
||
"175 NaN \n",
|
||
"176 T0025 leak altered documents \n",
|
||
"177 NaN \n",
|
||
"178 NaN \n",
|
||
"179 NaN \n",
|
||
"180 T0025 \n",
|
||
"181 NaN \n",
|
||
"182 NaN \n",
|
||
"183 NaN \n",
|
||
"184 NaN \n",
|
||
"185 NaN \n",
|
||
"\n",
|
||
" NOTES \n",
|
||
"0 NaN \n",
|
||
"1 NaN \n",
|
||
"2 NaN \n",
|
||
"3 NaN \n",
|
||
"4 NaN \n",
|
||
"5 NaN \n",
|
||
"6 NaN \n",
|
||
"7 NaN \n",
|
||
"8 NaN \n",
|
||
"9 NaN \n",
|
||
"10 NaN \n",
|
||
"11 NaN \n",
|
||
"12 NaN \n",
|
||
"13 NaN \n",
|
||
"14 NaN \n",
|
||
"15 NaN \n",
|
||
"16 NaN \n",
|
||
"17 NaN \n",
|
||
"18 NaN \n",
|
||
"19 NaN \n",
|
||
"20 NaN \n",
|
||
"21 NaN \n",
|
||
"22 NaN \n",
|
||
"23 NaN \n",
|
||
"24 NaN \n",
|
||
"25 NaN \n",
|
||
"26 NaN \n",
|
||
"27 NaN \n",
|
||
"28 NaN \n",
|
||
"29 CAVEAT: some element of disinformation is simp... \n",
|
||
".. ... \n",
|
||
"156 NaN \n",
|
||
"157 NaN \n",
|
||
"158 NaN \n",
|
||
"159 NaN \n",
|
||
"160 NaN \n",
|
||
"161 NaN \n",
|
||
"162 NaN \n",
|
||
"163 NaN \n",
|
||
"164 NaN \n",
|
||
"165 NaN \n",
|
||
"166 NaN \n",
|
||
"167 NaN \n",
|
||
"168 NaN \n",
|
||
"169 NaN \n",
|
||
"170 NaN \n",
|
||
"171 NaN \n",
|
||
"172 NaN \n",
|
||
"173 NaN \n",
|
||
"174 NaN \n",
|
||
"175 NaN \n",
|
||
"176 NaN \n",
|
||
"177 NaN \n",
|
||
"178 NaN \n",
|
||
"179 NaN \n",
|
||
"180 NaN \n",
|
||
"181 NaN \n",
|
||
"182 NaN \n",
|
||
"183 NaN \n",
|
||
"184 NaN \n",
|
||
"185 NaN \n",
|
||
"\n",
|
||
"[186 rows x 13 columns]"
|
||
]
|
||
},
|
||
"execution_count": 1,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import counter\n",
|
||
"\n",
|
||
"counter = counter.Counter()\n",
|
||
"counter.write_tactics_markdown()\n",
|
||
"counter.write_metacounts_markdown()\n",
|
||
"counter.dfcounters"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" index Res\n",
|
||
"0 DHS 1\n",
|
||
"1 NGO 1\n",
|
||
"2 activists 2\n",
|
||
"3 adtech 1\n",
|
||
"4 civil_society 1\n",
|
||
"5 community_groups 1\n",
|
||
"6 companies 1\n",
|
||
"7 content_creators 1\n",
|
||
"8 data scientist 1\n",
|
||
"9 data_scientist 1\n",
|
||
"10 datastreams 1\n",
|
||
"11 developers 2\n",
|
||
"12 educators 11\n",
|
||
"13 elves 1\n",
|
||
"14 factcheckers 2\n",
|
||
"15 funding 1\n",
|
||
"16 gamesdesigners 1\n",
|
||
"17 government 7\n",
|
||
"18 government:policymakers 8\n",
|
||
"19 influencers 3\n",
|
||
"20 influencers:trusted_authority 1\n",
|
||
"21 infosec 2\n",
|
||
"22 libraries 1\n",
|
||
"23 media 10\n",
|
||
"24 military 1\n",
|
||
"25 money 2\n",
|
||
"26 platform_admin 11\n",
|
||
"27 platform_admin:adtech 1\n",
|
||
"28 platform_admin:fundingsites 1\n",
|
||
"29 platform_admin:socialmedia 5\n",
|
||
"30 platform_algorithms 8\n",
|
||
"31 platform_outreach 1\n",
|
||
"32 platforms 1\n",
|
||
"33 public 4\n",
|
||
"34 public:account_owners 1\n",
|
||
"35 religious_organisations 1\n",
|
||
"36 schools 1\n",
|
||
"37 server_admin 1\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"print('{}'.format(counter.idresource['Res'].value_counts().sort_index().reset_index()))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Writing ../resource/DHScounters.md\n",
|
||
"Writing ../resource/NGOcounters.md\n",
|
||
"Writing ../resource/activistscounters.md\n",
|
||
"Writing ../resource/adtechcounters.md\n",
|
||
"Writing ../resource/civil_societycounters.md\n",
|
||
"Writing ../resource/community_groupscounters.md\n",
|
||
"Writing ../resource/companiescounters.md\n",
|
||
"Writing ../resource/content_creatorscounters.md\n",
|
||
"Writing ../resource/data scientistcounters.md\n",
|
||
"Writing ../resource/data_scientistcounters.md\n",
|
||
"Writing ../resource/datastreamscounters.md\n",
|
||
"Writing ../resource/developerscounters.md\n",
|
||
"Writing ../resource/educatorscounters.md\n",
|
||
"Writing ../resource/elvescounters.md\n",
|
||
"Writing ../resource/factcheckerscounters.md\n",
|
||
"Writing ../resource/fundingcounters.md\n",
|
||
"Writing ../resource/gamesdesignerscounters.md\n",
|
||
"Writing ../resource/governmentcounters.md\n",
|
||
"Writing ../resource/government:policymakerscounters.md\n",
|
||
"Writing ../resource/influencerscounters.md\n",
|
||
"Writing ../resource/influencers:trusted_authoritycounters.md\n",
|
||
"Writing ../resource/infoseccounters.md\n",
|
||
"Writing ../resource/librariescounters.md\n",
|
||
"Writing ../resource/mediacounters.md\n",
|
||
"Writing ../resource/militarycounters.md\n",
|
||
"Writing ../resource/moneycounters.md\n",
|
||
"Writing ../resource/platform_admincounters.md\n",
|
||
"Writing ../resource/platform_admin:adtechcounters.md\n",
|
||
"Writing ../resource/platform_admin:fundingsitescounters.md\n",
|
||
"Writing ../resource/platform_admin:socialmediacounters.md\n",
|
||
"Writing ../resource/platform_algorithmscounters.md\n",
|
||
"Writing ../resource/platform_outreachcounters.md\n",
|
||
"Writing ../resource/platformscounters.md\n",
|
||
"Writing ../resource/publiccounters.md\n",
|
||
"Writing ../resource/public:account_ownerscounters.md\n",
|
||
"Writing ../resource/religious_organisationscounters.md\n",
|
||
"Writing ../resource/schoolscounters.md\n",
|
||
"Writing ../resource/server_admincounters.md\n",
|
||
"updated ../resource_counts.md\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import os\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"def create_resource_file(index, rowtype, datadir):\n",
|
||
" oid = index\n",
|
||
" counterrows = counter.idresource[counter.idresource['Res'] == index]['ID'].to_list()\n",
|
||
" html = '''# {} counters: {}\\n\\n'''.format(rowtype, index)\n",
|
||
" html += '## by action\\n\\n'\n",
|
||
" omatrix = counter.dfcounters[counter.dfcounters['ID'].isin(counterrows)].groupby('Response')\n",
|
||
" for resp, clist in omatrix:\n",
|
||
" html += '\\n### {}\\n'.format(resp)\n",
|
||
" for c in clist.iterrows():\n",
|
||
" html += '* {}: {} (needs {})\\n'.format(c[1]['ID'], c[1]['Title'],\n",
|
||
" c[1]['Resources needed'])\n",
|
||
"\n",
|
||
" datafile = '{}/{}counters.md'.format(datadir, oid)\n",
|
||
" print('Writing {}'.format(datafile))\n",
|
||
" with open(datafile, 'w') as f:\n",
|
||
" f.write(html)\n",
|
||
" f.close()\n",
|
||
" return(oid, omatrix)\n",
|
||
"\n",
|
||
"\n",
|
||
"def write_resource_markdown(outfile = '../resource_counts.md'):\n",
|
||
"\n",
|
||
" coltype = 'Response'\n",
|
||
" rowtype = 'resource'\n",
|
||
" rowname = 'resource'\n",
|
||
"\n",
|
||
" html = '''# AMITT {} courses of action\n",
|
||
"\n",
|
||
"<table border=\"1\">\n",
|
||
"<tr>\n",
|
||
"<td> </td>\n",
|
||
"'''.format(rowtype)\n",
|
||
"\n",
|
||
" # Table heading row\n",
|
||
" colvals = counter.dfcounters[coltype].value_counts().sort_index().index\n",
|
||
" for col in colvals:\n",
|
||
" html += '<td>{}</td>\\n'.format(col)\n",
|
||
" html += '<td>TOTALS</td></tr><tr>\\n'\n",
|
||
"\n",
|
||
" # Data rows\n",
|
||
" datadir = '../{}'.format(rowname)\n",
|
||
" if not os.path.exists(datadir):\n",
|
||
" os.makedirs(datadir)\n",
|
||
" for index in counter.idresource['Res'].value_counts().sort_index().index:\n",
|
||
" (oid, omatrix) = create_resource_file(index, rowtype, datadir) #self\n",
|
||
" row = pd.DataFrame(omatrix.apply(len), index=colvals).fillna(' ')\n",
|
||
" html += '<td><a href=\"{0}/{1}counters.md\">{2}</a></td>\\n'.format(\n",
|
||
" rowname, oid, index)\n",
|
||
" if len(row.columns) > 0:\n",
|
||
" for val in row[0].to_list():\n",
|
||
" html += '<td>{}</td>\\n'.format(val)\n",
|
||
" html += '<td>{}</td></tr>\\n<tr>\\n'.format('')\n",
|
||
"\n",
|
||
" html += '</tr>\\n</table>\\n' \n",
|
||
"\n",
|
||
" with open(outfile, 'w') as f:\n",
|
||
" f.write(html)\n",
|
||
" print('updated {}'.format(outfile))\n",
|
||
"\n",
|
||
" return\n",
|
||
"\n",
|
||
"write_resource_markdown()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.7.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|