diff --git a/AMITT_MASTER_DATA/AMITT_DATA_MASTER.xlsx b/AMITT_MASTER_DATA/AMITT_DATA_MASTER.xlsx
index a53e8c0..11d3f6c 100644
Binary files a/AMITT_MASTER_DATA/AMITT_DATA_MASTER.xlsx and b/AMITT_MASTER_DATA/AMITT_DATA_MASTER.xlsx differ
diff --git a/AMITT_MASTER_DATA/AMITT_FRAMEWORKS_MASTER.xlsx b/AMITT_MASTER_DATA/AMITT_FRAMEWORKS_MASTER.xlsx
index 1b9e838..b473b32 100644
Binary files a/AMITT_MASTER_DATA/AMITT_FRAMEWORKS_MASTER.xlsx and b/AMITT_MASTER_DATA/AMITT_FRAMEWORKS_MASTER.xlsx differ
diff --git a/HTML_GENERATING_CODE/.ipynb_checkpoints/AMITT_create_website_sql-checkpoint.ipynb b/HTML_GENERATING_CODE/.ipynb_checkpoints/AMITT_create_website_sql-checkpoint.ipynb
index 5c56528..a908448 100644
--- a/HTML_GENERATING_CODE/.ipynb_checkpoints/AMITT_create_website_sql-checkpoint.ipynb
+++ b/HTML_GENERATING_CODE/.ipynb_checkpoints/AMITT_create_website_sql-checkpoint.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -4053,7 +4053,7 @@
        "152                                                           153  "
       ]
      },
-     "execution_count": 2,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5714,6 +5714,858 @@
     "dii[dii['type'] == 'apt']"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>amitt_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>tactic_id</th>\n",
+       "      <th>summary</th>\n",
+       "      <th>longname</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>T0001</td>\n",
+       "      <td>5Ds (dismiss, distort, distract, dismay, divide)</td>\n",
+       "      <td>TA01</td>\n",
+       "      <td>Nimmo's \"4Ds of propaganda\": dismiss, distort,...</td>\n",
+       "      <td>T0001 - 5Ds (dismiss, distort, distract, disma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>T0002</td>\n",
+       "      <td>Facilitate State Propaganda</td>\n",
+       "      <td>TA01</td>\n",
+       "      <td>Organize citizens around pro-state messaging. ...</td>\n",
+       "      <td>T0002 - Facilitate State Propaganda</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>T0003</td>\n",
+       "      <td>Leverage Existing Narratives</td>\n",
+       "      <td>TA01</td>\n",
+       "      <td>Use or adapt existing narrative themes, where ...</td>\n",
+       "      <td>T0003 - Leverage Existing Narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>T0004</td>\n",
+       "      <td>Competing Narratives</td>\n",
+       "      <td>TA01</td>\n",
+       "      <td>Advance competing narratives connected to same...</td>\n",
+       "      <td>T0004 - Competing Narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>T0005</td>\n",
+       "      <td>Center of Gravity Analysis</td>\n",
+       "      <td>TA02</td>\n",
+       "      <td>Recon/research to identify \"the source of powe...</td>\n",
+       "      <td>T0005 - Center of Gravity Analysis</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>T0006</td>\n",
+       "      <td>Create Master Narratives</td>\n",
+       "      <td>TA02</td>\n",
+       "      <td>The promotion of beneficial master narratives ...</td>\n",
+       "      <td>T0006 - Create Master Narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>T0007</td>\n",
+       "      <td>Create fake Social Media Profiles / Pages / Gr...</td>\n",
+       "      <td>TA03</td>\n",
+       "      <td>Create key social engineering assets needed to...</td>\n",
+       "      <td>T0007 - Create fake Social Media Profiles / Pa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>T0008</td>\n",
+       "      <td>Create fake or imposter news sites</td>\n",
+       "      <td>TA03</td>\n",
+       "      <td>Modern computational propaganda makes use of a...</td>\n",
+       "      <td>T0008 - Create fake or imposter news sites</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>T0009</td>\n",
+       "      <td>Create fake experts</td>\n",
+       "      <td>TA03</td>\n",
+       "      <td>Stories planted or promoted in computational p...</td>\n",
+       "      <td>T0009 - Create fake experts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>T0010</td>\n",
+       "      <td>Cultivate ignorant agents</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Cultivate propagandists for a cause, the goals...</td>\n",
+       "      <td>T0010 - Cultivate ignorant agents</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>T0011</td>\n",
+       "      <td>Hijack legitimate account</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Hack or take over legimate accounts to distrib...</td>\n",
+       "      <td>T0011 - Hijack legitimate account</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>T0012</td>\n",
+       "      <td>Use concealment</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Use anonymous social media profiles. Examples ...</td>\n",
+       "      <td>T0012 - Use concealment</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>T0013</td>\n",
+       "      <td>Create fake websites</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Create media assets to support fake organizati...</td>\n",
+       "      <td>T0013 - Create fake websites</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>T0014</td>\n",
+       "      <td>Create funding campaigns</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Generate revenue through online funding campai...</td>\n",
+       "      <td>T0014 - Create funding campaigns</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>T0015</td>\n",
+       "      <td>Create hashtag</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Many incident-based campaigns will create a ha...</td>\n",
+       "      <td>T0015 - Create hashtag</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>T0016</td>\n",
+       "      <td>Clickbait</td>\n",
+       "      <td>TA05</td>\n",
+       "      <td>Create attention grabbing headlines (outrage, ...</td>\n",
+       "      <td>T0016 - Clickbait</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>T0017</td>\n",
+       "      <td>Promote online funding</td>\n",
+       "      <td>TA05</td>\n",
+       "      <td>Drive traffic/engagement to funding campaign s...</td>\n",
+       "      <td>T0017 - Promote online funding</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>T0018</td>\n",
+       "      <td>Paid targeted ads</td>\n",
+       "      <td>TA05</td>\n",
+       "      <td>Create or fund advertisements targeted at spec...</td>\n",
+       "      <td>T0018 - Paid targeted ads</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>T0019</td>\n",
+       "      <td>Generate information pollution</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Flood social channels; drive traffic/engagemen...</td>\n",
+       "      <td>T0019 - Generate information pollution</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>T0020</td>\n",
+       "      <td>Trial content</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Iteratively test incident performance (message...</td>\n",
+       "      <td>T0020 - Trial content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>T0021</td>\n",
+       "      <td>Memes</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Memes are one of the most important single art...</td>\n",
+       "      <td>T0021 - Memes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>T0022</td>\n",
+       "      <td>Conspiracy narratives</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>\"Conspiracy narratives appeal to the human des...</td>\n",
+       "      <td>T0022 - Conspiracy narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>T0023</td>\n",
+       "      <td>Distort facts</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Change, twist, or exaggerate existing facts to...</td>\n",
+       "      <td>T0023 - Distort facts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>T0024</td>\n",
+       "      <td>Create fake videos and images</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Create fake videos and/or images by manipulati...</td>\n",
+       "      <td>T0024 - Create fake videos and images</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>T0025</td>\n",
+       "      <td>Leak altered documents</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Obtain documents (eg by theft or leak), then a...</td>\n",
+       "      <td>T0025 - Leak altered documents</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>T0026</td>\n",
+       "      <td>Create fake research</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Create fake academic research. Example: fake s...</td>\n",
+       "      <td>T0026 - Create fake research</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>T0027</td>\n",
+       "      <td>Adapt existing narratives</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Adapting existing narratives to current operat...</td>\n",
+       "      <td>T0027 - Adapt existing narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>T0028</td>\n",
+       "      <td>Create competing narratives</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Misinformation promotes an agenda by advancing...</td>\n",
+       "      <td>T0028 - Create competing narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>T0029</td>\n",
+       "      <td>Manipulate online polls</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Create fake online polls, or manipulate existi...</td>\n",
+       "      <td>T0029 - Manipulate online polls</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>T0030</td>\n",
+       "      <td>Backstop personas</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Create other assets/dossier/cover/fake relatio...</td>\n",
+       "      <td>T0030 - Backstop personas</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>T0031</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use YouTube as a narrative dissemination channel</td>\n",
+       "      <td>T0031 - YouTube</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>T0032</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Reddit as a narrative dissemination channel</td>\n",
+       "      <td>T0032 - Reddit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>T0033</td>\n",
+       "      <td>Instagram</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Instagram as a narrative dissemination cha...</td>\n",
+       "      <td>T0033 - Instagram</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>T0034</td>\n",
+       "      <td>LinkedIn</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use LinkedIn as a narrative dissemination channel</td>\n",
+       "      <td>T0034 - LinkedIn</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>T0035</td>\n",
+       "      <td>Pinterest</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Pinterest as a narrative dissemination cha...</td>\n",
+       "      <td>T0035 - Pinterest</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>T0036</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use WhatsApp as a narrative dissemination channel</td>\n",
+       "      <td>T0036 - WhatsApp</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>T0037</td>\n",
+       "      <td>Facebook</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Facebook as a narrative dissemination channel</td>\n",
+       "      <td>T0037 - Facebook</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>T0038</td>\n",
+       "      <td>Twitter</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Twitter as a narrative dissemination channel</td>\n",
+       "      <td>T0038 - Twitter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>T0039</td>\n",
+       "      <td>Bait legitimate influencers</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Credibility in a social media environment is o...</td>\n",
+       "      <td>T0039 - Bait legitimate influencers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>T0040</td>\n",
+       "      <td>Demand unsurmountable proof</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Campaigns often leverage tactical and informat...</td>\n",
+       "      <td>T0040 - Demand unsurmountable proof</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>T0041</td>\n",
+       "      <td>Deny involvement</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Without \"smoking gun\" proof (and even with pro...</td>\n",
+       "      <td>T0041 - Deny involvement</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>T0042</td>\n",
+       "      <td>Kernel of Truth</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Wrap lies or altered context/facts around trut...</td>\n",
+       "      <td>T0042 - Kernel of Truth</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>T0043</td>\n",
+       "      <td>Use SMS/ WhatsApp/ Chat apps</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Direct messaging via encypted app is an increa...</td>\n",
+       "      <td>T0043 - Use SMS/ WhatsApp/ Chat apps</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>T0044</td>\n",
+       "      <td>Seed distortions</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Incident creators often try a wide variety of ...</td>\n",
+       "      <td>T0044 - Seed distortions</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>T0045</td>\n",
+       "      <td>Use fake experts</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Use the fake experts that were set up in T0009...</td>\n",
+       "      <td>T0045 - Use fake experts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>T0046</td>\n",
+       "      <td>Search Engine Optimization</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Manipulate content engagement metrics (ie: Red...</td>\n",
+       "      <td>T0046 - Search Engine Optimization</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>T0047</td>\n",
+       "      <td>Muzzle social media as a political force</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use political influence or the power of state ...</td>\n",
+       "      <td>T0047 - Muzzle social media as a political force</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>T0048</td>\n",
+       "      <td>Cow online opinion leaders</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Intimidate, coerce, threaten critics/dissident...</td>\n",
+       "      <td>T0048 - Cow online opinion leaders</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>T0049</td>\n",
+       "      <td>Flooding</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Flooding and/or mobbing social media channels ...</td>\n",
+       "      <td>T0049 - Flooding</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>T0050</td>\n",
+       "      <td>Cheerleading domestic social media ops</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Deploy state-coordinated social media commente...</td>\n",
+       "      <td>T0050 - Cheerleading domestic social media ops</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>T0051</td>\n",
+       "      <td>Fabricate social media comment</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use government-paid social media commenters, a...</td>\n",
+       "      <td>T0051 - Fabricate social media comment</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>T0052</td>\n",
+       "      <td>Tertiary sites amplify news</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Create content/news/opinion web-sites to cross...</td>\n",
+       "      <td>T0052 - Tertiary sites amplify news</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>T0053</td>\n",
+       "      <td>Twitter trolls amplify and manipulate</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use trolls to amplify narratives and/or manipu...</td>\n",
+       "      <td>T0053 - Twitter trolls amplify and manipulate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>T0054</td>\n",
+       "      <td>Twitter bots amplify</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use bots to amplify narratives above algorithm...</td>\n",
+       "      <td>T0054 - Twitter bots amplify</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>T0055</td>\n",
+       "      <td>Use hashtag</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use a dedicated hashtag for the incident (e.g....</td>\n",
+       "      <td>T0055 - Use hashtag</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>T0056</td>\n",
+       "      <td>Dedicated channels disseminate information pol...</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Output information pollution (e.g. articles on...</td>\n",
+       "      <td>T0056 - Dedicated channels disseminate informa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>T0057</td>\n",
+       "      <td>Organise remote rallies and events</td>\n",
+       "      <td>TA10</td>\n",
+       "      <td>Coordinate and promote real-world events acros...</td>\n",
+       "      <td>T0057 - Organise remote rallies and events</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>T0058</td>\n",
+       "      <td>Legacy web content</td>\n",
+       "      <td>TA11</td>\n",
+       "      <td>Make incident content visible for a long time,...</td>\n",
+       "      <td>T0058 - Legacy web content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>T0059</td>\n",
+       "      <td>Play the long game</td>\n",
+       "      <td>TA11</td>\n",
+       "      <td>Play the long game can mean a couple of things...</td>\n",
+       "      <td>T0059 - Play the long game</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>T0060</td>\n",
+       "      <td>Continue to amplify</td>\n",
+       "      <td>TA11</td>\n",
+       "      <td>continue narrative or message amplification af...</td>\n",
+       "      <td>T0060 - Continue to amplify</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>T0061</td>\n",
+       "      <td>Sell merchandising</td>\n",
+       "      <td>TA10</td>\n",
+       "      <td>Sell hats, t-shirts, flags and other branded c...</td>\n",
+       "      <td>T0061 - Sell merchandising</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>T0062</td>\n",
+       "      <td>Behaviour changes</td>\n",
+       "      <td>TA12</td>\n",
+       "      <td>Monitor and evaluate behaviour changes from mi...</td>\n",
+       "      <td>T0062 - Behaviour changes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>T0063</td>\n",
+       "      <td>Message reach</td>\n",
+       "      <td>TA12</td>\n",
+       "      <td>Monitor and evaluate message reach in misinfor...</td>\n",
+       "      <td>T0063 - Message reach</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>T0064</td>\n",
+       "      <td>Social media engagement</td>\n",
+       "      <td>TA12</td>\n",
+       "      <td>Monitor and evaluate social media engagement i...</td>\n",
+       "      <td>T0064 - Social media engagement</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   amitt_id                                               name tactic_id  \\\n",
+       "0     T0001   5Ds (dismiss, distort, distract, dismay, divide)      TA01   \n",
+       "1     T0002                        Facilitate State Propaganda      TA01   \n",
+       "2     T0003                       Leverage Existing Narratives      TA01   \n",
+       "3     T0004                               Competing Narratives      TA01   \n",
+       "4     T0005                         Center of Gravity Analysis      TA02   \n",
+       "5     T0006                           Create Master Narratives      TA02   \n",
+       "6     T0007  Create fake Social Media Profiles / Pages / Gr...      TA03   \n",
+       "7     T0008                 Create fake or imposter news sites      TA03   \n",
+       "8     T0009                                Create fake experts      TA03   \n",
+       "9     T0010                          Cultivate ignorant agents      TA04   \n",
+       "10    T0011                          Hijack legitimate account      TA04   \n",
+       "11    T0012                                    Use concealment      TA04   \n",
+       "12    T0013                               Create fake websites      TA04   \n",
+       "13    T0014                           Create funding campaigns      TA04   \n",
+       "14    T0015                                     Create hashtag      TA04   \n",
+       "15    T0016                                          Clickbait      TA05   \n",
+       "16    T0017                             Promote online funding      TA05   \n",
+       "17    T0018                                  Paid targeted ads      TA05   \n",
+       "18    T0019                     Generate information pollution      TA06   \n",
+       "19    T0020                                      Trial content      TA06   \n",
+       "20    T0021                                              Memes      TA06   \n",
+       "21    T0022                              Conspiracy narratives      TA06   \n",
+       "22    T0023                                      Distort facts      TA06   \n",
+       "23    T0024                      Create fake videos and images      TA06   \n",
+       "24    T0025                             Leak altered documents      TA06   \n",
+       "25    T0026                               Create fake research      TA06   \n",
+       "26    T0027                          Adapt existing narratives      TA06   \n",
+       "27    T0028                        Create competing narratives      TA06   \n",
+       "28    T0029                            Manipulate online polls      TA07   \n",
+       "29    T0030                                  Backstop personas      TA07   \n",
+       "30    T0031                                            YouTube      TA07   \n",
+       "31    T0032                                             Reddit      TA07   \n",
+       "32    T0033                                          Instagram      TA07   \n",
+       "33    T0034                                           LinkedIn      TA07   \n",
+       "34    T0035                                          Pinterest      TA07   \n",
+       "35    T0036                                           WhatsApp      TA07   \n",
+       "36    T0037                                           Facebook      TA07   \n",
+       "37    T0038                                            Twitter      TA07   \n",
+       "38    T0039                        Bait legitimate influencers      TA08   \n",
+       "39    T0040                        Demand unsurmountable proof      TA08   \n",
+       "40    T0041                                   Deny involvement      TA08   \n",
+       "41    T0042                                    Kernel of Truth      TA08   \n",
+       "42    T0043                       Use SMS/ WhatsApp/ Chat apps      TA08   \n",
+       "43    T0044                                   Seed distortions      TA08   \n",
+       "44    T0045                                   Use fake experts      TA08   \n",
+       "45    T0046                         Search Engine Optimization      TA08   \n",
+       "46    T0047           Muzzle social media as a political force      TA09   \n",
+       "47    T0048                         Cow online opinion leaders      TA09   \n",
+       "48    T0049                                           Flooding      TA09   \n",
+       "49    T0050             Cheerleading domestic social media ops      TA09   \n",
+       "50    T0051                     Fabricate social media comment      TA09   \n",
+       "51    T0052                        Tertiary sites amplify news      TA09   \n",
+       "52    T0053              Twitter trolls amplify and manipulate      TA09   \n",
+       "53    T0054                               Twitter bots amplify      TA09   \n",
+       "54    T0055                                        Use hashtag      TA09   \n",
+       "55    T0056  Dedicated channels disseminate information pol...      TA09   \n",
+       "56    T0057                 Organise remote rallies and events      TA10   \n",
+       "57    T0058                                 Legacy web content      TA11   \n",
+       "58    T0059                                 Play the long game      TA11   \n",
+       "59    T0060                                Continue to amplify      TA11   \n",
+       "60    T0061                                 Sell merchandising      TA10   \n",
+       "61    T0062                                  Behaviour changes      TA12   \n",
+       "62    T0063                                      Message reach      TA12   \n",
+       "63    T0064                            Social media engagement      TA12   \n",
+       "\n",
+       "                                              summary  \\\n",
+       "0   Nimmo's \"4Ds of propaganda\": dismiss, distort,...   \n",
+       "1   Organize citizens around pro-state messaging. ...   \n",
+       "2   Use or adapt existing narrative themes, where ...   \n",
+       "3   Advance competing narratives connected to same...   \n",
+       "4   Recon/research to identify \"the source of powe...   \n",
+       "5   The promotion of beneficial master narratives ...   \n",
+       "6   Create key social engineering assets needed to...   \n",
+       "7   Modern computational propaganda makes use of a...   \n",
+       "8   Stories planted or promoted in computational p...   \n",
+       "9   Cultivate propagandists for a cause, the goals...   \n",
+       "10  Hack or take over legimate accounts to distrib...   \n",
+       "11  Use anonymous social media profiles. Examples ...   \n",
+       "12  Create media assets to support fake organizati...   \n",
+       "13  Generate revenue through online funding campai...   \n",
+       "14  Many incident-based campaigns will create a ha...   \n",
+       "15  Create attention grabbing headlines (outrage, ...   \n",
+       "16  Drive traffic/engagement to funding campaign s...   \n",
+       "17  Create or fund advertisements targeted at spec...   \n",
+       "18  Flood social channels; drive traffic/engagemen...   \n",
+       "19  Iteratively test incident performance (message...   \n",
+       "20  Memes are one of the most important single art...   \n",
+       "21  \"Conspiracy narratives appeal to the human des...   \n",
+       "22  Change, twist, or exaggerate existing facts to...   \n",
+       "23  Create fake videos and/or images by manipulati...   \n",
+       "24  Obtain documents (eg by theft or leak), then a...   \n",
+       "25  Create fake academic research. Example: fake s...   \n",
+       "26  Adapting existing narratives to current operat...   \n",
+       "27  Misinformation promotes an agenda by advancing...   \n",
+       "28  Create fake online polls, or manipulate existi...   \n",
+       "29  Create other assets/dossier/cover/fake relatio...   \n",
+       "30   Use YouTube as a narrative dissemination channel   \n",
+       "31    Use Reddit as a narrative dissemination channel   \n",
+       "32  Use Instagram as a narrative dissemination cha...   \n",
+       "33  Use LinkedIn as a narrative dissemination channel   \n",
+       "34  Use Pinterest as a narrative dissemination cha...   \n",
+       "35  Use WhatsApp as a narrative dissemination channel   \n",
+       "36  Use Facebook as a narrative dissemination channel   \n",
+       "37   Use Twitter as a narrative dissemination channel   \n",
+       "38  Credibility in a social media environment is o...   \n",
+       "39  Campaigns often leverage tactical and informat...   \n",
+       "40  Without \"smoking gun\" proof (and even with pro...   \n",
+       "41  Wrap lies or altered context/facts around trut...   \n",
+       "42  Direct messaging via encypted app is an increa...   \n",
+       "43  Incident creators often try a wide variety of ...   \n",
+       "44  Use the fake experts that were set up in T0009...   \n",
+       "45  Manipulate content engagement metrics (ie: Red...   \n",
+       "46  Use political influence or the power of state ...   \n",
+       "47  Intimidate, coerce, threaten critics/dissident...   \n",
+       "48  Flooding and/or mobbing social media channels ...   \n",
+       "49  Deploy state-coordinated social media commente...   \n",
+       "50  Use government-paid social media commenters, a...   \n",
+       "51  Create content/news/opinion web-sites to cross...   \n",
+       "52  Use trolls to amplify narratives and/or manipu...   \n",
+       "53  Use bots to amplify narratives above algorithm...   \n",
+       "54  Use a dedicated hashtag for the incident (e.g....   \n",
+       "55  Output information pollution (e.g. articles on...   \n",
+       "56  Coordinate and promote real-world events acros...   \n",
+       "57  Make incident content visible for a long time,...   \n",
+       "58  Play the long game can mean a couple of things...   \n",
+       "59  continue narrative or message amplification af...   \n",
+       "60  Sell hats, t-shirts, flags and other branded c...   \n",
+       "61  Monitor and evaluate behaviour changes from mi...   \n",
+       "62  Monitor and evaluate message reach in misinfor...   \n",
+       "63  Monitor and evaluate social media engagement i...   \n",
+       "\n",
+       "                                             longname  \n",
+       "0   T0001 - 5Ds (dismiss, distort, distract, disma...  \n",
+       "1                 T0002 - Facilitate State Propaganda  \n",
+       "2                T0003 - Leverage Existing Narratives  \n",
+       "3                        T0004 - Competing Narratives  \n",
+       "4                  T0005 - Center of Gravity Analysis  \n",
+       "5                    T0006 - Create Master Narratives  \n",
+       "6   T0007 - Create fake Social Media Profiles / Pa...  \n",
+       "7          T0008 - Create fake or imposter news sites  \n",
+       "8                         T0009 - Create fake experts  \n",
+       "9                   T0010 - Cultivate ignorant agents  \n",
+       "10                  T0011 - Hijack legitimate account  \n",
+       "11                            T0012 - Use concealment  \n",
+       "12                       T0013 - Create fake websites  \n",
+       "13                   T0014 - Create funding campaigns  \n",
+       "14                             T0015 - Create hashtag  \n",
+       "15                                  T0016 - Clickbait  \n",
+       "16                     T0017 - Promote online funding  \n",
+       "17                          T0018 - Paid targeted ads  \n",
+       "18             T0019 - Generate information pollution  \n",
+       "19                              T0020 - Trial content  \n",
+       "20                                      T0021 - Memes  \n",
+       "21                      T0022 - Conspiracy narratives  \n",
+       "22                              T0023 - Distort facts  \n",
+       "23              T0024 - Create fake videos and images  \n",
+       "24                     T0025 - Leak altered documents  \n",
+       "25                       T0026 - Create fake research  \n",
+       "26                  T0027 - Adapt existing narratives  \n",
+       "27                T0028 - Create competing narratives  \n",
+       "28                    T0029 - Manipulate online polls  \n",
+       "29                          T0030 - Backstop personas  \n",
+       "30                                    T0031 - YouTube  \n",
+       "31                                     T0032 - Reddit  \n",
+       "32                                  T0033 - Instagram  \n",
+       "33                                   T0034 - LinkedIn  \n",
+       "34                                  T0035 - Pinterest  \n",
+       "35                                   T0036 - WhatsApp  \n",
+       "36                                   T0037 - Facebook  \n",
+       "37                                    T0038 - Twitter  \n",
+       "38                T0039 - Bait legitimate influencers  \n",
+       "39                T0040 - Demand unsurmountable proof  \n",
+       "40                           T0041 - Deny involvement  \n",
+       "41                            T0042 - Kernel of Truth  \n",
+       "42               T0043 - Use SMS/ WhatsApp/ Chat apps  \n",
+       "43                           T0044 - Seed distortions  \n",
+       "44                           T0045 - Use fake experts  \n",
+       "45                 T0046 - Search Engine Optimization  \n",
+       "46   T0047 - Muzzle social media as a political force  \n",
+       "47                 T0048 - Cow online opinion leaders  \n",
+       "48                                   T0049 - Flooding  \n",
+       "49     T0050 - Cheerleading domestic social media ops  \n",
+       "50             T0051 - Fabricate social media comment  \n",
+       "51                T0052 - Tertiary sites amplify news  \n",
+       "52      T0053 - Twitter trolls amplify and manipulate  \n",
+       "53                       T0054 - Twitter bots amplify  \n",
+       "54                                T0055 - Use hashtag  \n",
+       "55  T0056 - Dedicated channels disseminate informa...  \n",
+       "56         T0057 - Organise remote rallies and events  \n",
+       "57                         T0058 - Legacy web content  \n",
+       "58                         T0059 - Play the long game  \n",
+       "59                        T0060 - Continue to amplify  \n",
+       "60                         T0061 - Sell merchandising  \n",
+       "61                          T0062 - Behaviour changes  \n",
+       "62                              T0063 - Message reach  \n",
+       "63                    T0064 - Social media engagement  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dii = vars(amitt)['df_techniques']\n",
+    "dii"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[['TA01',\n",
+       "  'TA02',\n",
+       "  'TA03',\n",
+       "  'TA04',\n",
+       "  'TA05',\n",
+       "  'TA06',\n",
+       "  'TA07',\n",
+       "  'TA08',\n",
+       "  'TA09',\n",
+       "  'TA10',\n",
+       "  'TA11',\n",
+       "  'TA12'],\n",
+       " ['T0001',\n",
+       "  'T0005',\n",
+       "  'T0007',\n",
+       "  'T0010',\n",
+       "  'T0016',\n",
+       "  'T0019',\n",
+       "  'T0029',\n",
+       "  'T0039',\n",
+       "  'T0047',\n",
+       "  'T0057',\n",
+       "  'T0058',\n",
+       "  'T0062'],\n",
+       " ['T0002',\n",
+       "  'T0006',\n",
+       "  'T0008',\n",
+       "  'T0011',\n",
+       "  'T0017',\n",
+       "  'T0020',\n",
+       "  'T0030',\n",
+       "  'T0040',\n",
+       "  'T0048',\n",
+       "  'T0061',\n",
+       "  'T0059',\n",
+       "  'T0063'],\n",
+       " ['T0003',\n",
+       "  '',\n",
+       "  'T0009',\n",
+       "  'T0012',\n",
+       "  'T0018',\n",
+       "  'T0021',\n",
+       "  'T0031',\n",
+       "  'T0041',\n",
+       "  'T0049',\n",
+       "  '',\n",
+       "  'T0060',\n",
+       "  'T0064'],\n",
+       " ['T0004',\n",
+       "  '',\n",
+       "  '',\n",
+       "  'T0013',\n",
+       "  '',\n",
+       "  'T0022',\n",
+       "  'T0032',\n",
+       "  'T0042',\n",
+       "  'T0050',\n",
+       "  '',\n",
+       "  '',\n",
+       "  ''],\n",
+       " ['', '', '', 'T0014', '', 'T0023', 'T0033', 'T0043', 'T0051', '', '', ''],\n",
+       " ['', '', '', 'T0015', '', 'T0024', 'T0034', 'T0044', 'T0052', '', '', ''],\n",
+       " ['', '', '', '', '', 'T0025', 'T0035', 'T0045', 'T0053', '', '', ''],\n",
+       " ['', '', '', '', '', 'T0026', 'T0036', 'T0046', 'T0054', '', '', ''],\n",
+       " ['', '', '', '', '', 'T0027', 'T0037', '', 'T0055', '', '', ''],\n",
+       " ['', '', '', '', '', 'T0028', 'T0038', '', 'T0056', '', '', '']]"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Generate arrays used to create D3 grids\n",
+    "dflists = dii.groupby('tactic_id')['amitt_id'].apply(list).reset_index()\n",
+    "dfidgrid = pd.DataFrame(dflists['amitt_id'].to_list())\n",
+    "dfgrid = pd.concat([dflists[['tactic_id']], dfidgrid], axis=1).fillna('')\n",
+    "gridarray = [dfgrid[col].to_list() for col in dfgrid.columns]\n",
+    "gridarray"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/HTML_GENERATING_CODE/AMITT_create_website_sql.ipynb b/HTML_GENERATING_CODE/AMITT_create_website_sql.ipynb
index 5c56528..a908448 100644
--- a/HTML_GENERATING_CODE/AMITT_create_website_sql.ipynb
+++ b/HTML_GENERATING_CODE/AMITT_create_website_sql.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -4053,7 +4053,7 @@
        "152                                                           153  "
       ]
      },
-     "execution_count": 2,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5714,6 +5714,858 @@
     "dii[dii['type'] == 'apt']"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>amitt_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>tactic_id</th>\n",
+       "      <th>summary</th>\n",
+       "      <th>longname</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>T0001</td>\n",
+       "      <td>5Ds (dismiss, distort, distract, dismay, divide)</td>\n",
+       "      <td>TA01</td>\n",
+       "      <td>Nimmo's \"4Ds of propaganda\": dismiss, distort,...</td>\n",
+       "      <td>T0001 - 5Ds (dismiss, distort, distract, disma...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>T0002</td>\n",
+       "      <td>Facilitate State Propaganda</td>\n",
+       "      <td>TA01</td>\n",
+       "      <td>Organize citizens around pro-state messaging. ...</td>\n",
+       "      <td>T0002 - Facilitate State Propaganda</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>T0003</td>\n",
+       "      <td>Leverage Existing Narratives</td>\n",
+       "      <td>TA01</td>\n",
+       "      <td>Use or adapt existing narrative themes, where ...</td>\n",
+       "      <td>T0003 - Leverage Existing Narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>T0004</td>\n",
+       "      <td>Competing Narratives</td>\n",
+       "      <td>TA01</td>\n",
+       "      <td>Advance competing narratives connected to same...</td>\n",
+       "      <td>T0004 - Competing Narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>T0005</td>\n",
+       "      <td>Center of Gravity Analysis</td>\n",
+       "      <td>TA02</td>\n",
+       "      <td>Recon/research to identify \"the source of powe...</td>\n",
+       "      <td>T0005 - Center of Gravity Analysis</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>T0006</td>\n",
+       "      <td>Create Master Narratives</td>\n",
+       "      <td>TA02</td>\n",
+       "      <td>The promotion of beneficial master narratives ...</td>\n",
+       "      <td>T0006 - Create Master Narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>T0007</td>\n",
+       "      <td>Create fake Social Media Profiles / Pages / Gr...</td>\n",
+       "      <td>TA03</td>\n",
+       "      <td>Create key social engineering assets needed to...</td>\n",
+       "      <td>T0007 - Create fake Social Media Profiles / Pa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>T0008</td>\n",
+       "      <td>Create fake or imposter news sites</td>\n",
+       "      <td>TA03</td>\n",
+       "      <td>Modern computational propaganda makes use of a...</td>\n",
+       "      <td>T0008 - Create fake or imposter news sites</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>T0009</td>\n",
+       "      <td>Create fake experts</td>\n",
+       "      <td>TA03</td>\n",
+       "      <td>Stories planted or promoted in computational p...</td>\n",
+       "      <td>T0009 - Create fake experts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>T0010</td>\n",
+       "      <td>Cultivate ignorant agents</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Cultivate propagandists for a cause, the goals...</td>\n",
+       "      <td>T0010 - Cultivate ignorant agents</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>T0011</td>\n",
+       "      <td>Hijack legitimate account</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Hack or take over legimate accounts to distrib...</td>\n",
+       "      <td>T0011 - Hijack legitimate account</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>T0012</td>\n",
+       "      <td>Use concealment</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Use anonymous social media profiles. Examples ...</td>\n",
+       "      <td>T0012 - Use concealment</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>T0013</td>\n",
+       "      <td>Create fake websites</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Create media assets to support fake organizati...</td>\n",
+       "      <td>T0013 - Create fake websites</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>T0014</td>\n",
+       "      <td>Create funding campaigns</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Generate revenue through online funding campai...</td>\n",
+       "      <td>T0014 - Create funding campaigns</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>T0015</td>\n",
+       "      <td>Create hashtag</td>\n",
+       "      <td>TA04</td>\n",
+       "      <td>Many incident-based campaigns will create a ha...</td>\n",
+       "      <td>T0015 - Create hashtag</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>T0016</td>\n",
+       "      <td>Clickbait</td>\n",
+       "      <td>TA05</td>\n",
+       "      <td>Create attention grabbing headlines (outrage, ...</td>\n",
+       "      <td>T0016 - Clickbait</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>T0017</td>\n",
+       "      <td>Promote online funding</td>\n",
+       "      <td>TA05</td>\n",
+       "      <td>Drive traffic/engagement to funding campaign s...</td>\n",
+       "      <td>T0017 - Promote online funding</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>T0018</td>\n",
+       "      <td>Paid targeted ads</td>\n",
+       "      <td>TA05</td>\n",
+       "      <td>Create or fund advertisements targeted at spec...</td>\n",
+       "      <td>T0018 - Paid targeted ads</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>T0019</td>\n",
+       "      <td>Generate information pollution</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Flood social channels; drive traffic/engagemen...</td>\n",
+       "      <td>T0019 - Generate information pollution</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>T0020</td>\n",
+       "      <td>Trial content</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Iteratively test incident performance (message...</td>\n",
+       "      <td>T0020 - Trial content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>T0021</td>\n",
+       "      <td>Memes</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Memes are one of the most important single art...</td>\n",
+       "      <td>T0021 - Memes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>T0022</td>\n",
+       "      <td>Conspiracy narratives</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>\"Conspiracy narratives appeal to the human des...</td>\n",
+       "      <td>T0022 - Conspiracy narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>T0023</td>\n",
+       "      <td>Distort facts</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Change, twist, or exaggerate existing facts to...</td>\n",
+       "      <td>T0023 - Distort facts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>T0024</td>\n",
+       "      <td>Create fake videos and images</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Create fake videos and/or images by manipulati...</td>\n",
+       "      <td>T0024 - Create fake videos and images</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>T0025</td>\n",
+       "      <td>Leak altered documents</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Obtain documents (eg by theft or leak), then a...</td>\n",
+       "      <td>T0025 - Leak altered documents</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>T0026</td>\n",
+       "      <td>Create fake research</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Create fake academic research. Example: fake s...</td>\n",
+       "      <td>T0026 - Create fake research</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>T0027</td>\n",
+       "      <td>Adapt existing narratives</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Adapting existing narratives to current operat...</td>\n",
+       "      <td>T0027 - Adapt existing narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>T0028</td>\n",
+       "      <td>Create competing narratives</td>\n",
+       "      <td>TA06</td>\n",
+       "      <td>Misinformation promotes an agenda by advancing...</td>\n",
+       "      <td>T0028 - Create competing narratives</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>T0029</td>\n",
+       "      <td>Manipulate online polls</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Create fake online polls, or manipulate existi...</td>\n",
+       "      <td>T0029 - Manipulate online polls</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>T0030</td>\n",
+       "      <td>Backstop personas</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Create other assets/dossier/cover/fake relatio...</td>\n",
+       "      <td>T0030 - Backstop personas</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>T0031</td>\n",
+       "      <td>YouTube</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use YouTube as a narrative dissemination channel</td>\n",
+       "      <td>T0031 - YouTube</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>T0032</td>\n",
+       "      <td>Reddit</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Reddit as a narrative dissemination channel</td>\n",
+       "      <td>T0032 - Reddit</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>T0033</td>\n",
+       "      <td>Instagram</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Instagram as a narrative dissemination cha...</td>\n",
+       "      <td>T0033 - Instagram</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>T0034</td>\n",
+       "      <td>LinkedIn</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use LinkedIn as a narrative dissemination channel</td>\n",
+       "      <td>T0034 - LinkedIn</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>T0035</td>\n",
+       "      <td>Pinterest</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Pinterest as a narrative dissemination cha...</td>\n",
+       "      <td>T0035 - Pinterest</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>T0036</td>\n",
+       "      <td>WhatsApp</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use WhatsApp as a narrative dissemination channel</td>\n",
+       "      <td>T0036 - WhatsApp</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>T0037</td>\n",
+       "      <td>Facebook</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Facebook as a narrative dissemination channel</td>\n",
+       "      <td>T0037 - Facebook</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>T0038</td>\n",
+       "      <td>Twitter</td>\n",
+       "      <td>TA07</td>\n",
+       "      <td>Use Twitter as a narrative dissemination channel</td>\n",
+       "      <td>T0038 - Twitter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>T0039</td>\n",
+       "      <td>Bait legitimate influencers</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Credibility in a social media environment is o...</td>\n",
+       "      <td>T0039 - Bait legitimate influencers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>T0040</td>\n",
+       "      <td>Demand unsurmountable proof</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Campaigns often leverage tactical and informat...</td>\n",
+       "      <td>T0040 - Demand unsurmountable proof</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>T0041</td>\n",
+       "      <td>Deny involvement</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Without \"smoking gun\" proof (and even with pro...</td>\n",
+       "      <td>T0041 - Deny involvement</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>T0042</td>\n",
+       "      <td>Kernel of Truth</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Wrap lies or altered context/facts around trut...</td>\n",
+       "      <td>T0042 - Kernel of Truth</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>T0043</td>\n",
+       "      <td>Use SMS/ WhatsApp/ Chat apps</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Direct messaging via encypted app is an increa...</td>\n",
+       "      <td>T0043 - Use SMS/ WhatsApp/ Chat apps</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>T0044</td>\n",
+       "      <td>Seed distortions</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Incident creators often try a wide variety of ...</td>\n",
+       "      <td>T0044 - Seed distortions</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>T0045</td>\n",
+       "      <td>Use fake experts</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Use the fake experts that were set up in T0009...</td>\n",
+       "      <td>T0045 - Use fake experts</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>T0046</td>\n",
+       "      <td>Search Engine Optimization</td>\n",
+       "      <td>TA08</td>\n",
+       "      <td>Manipulate content engagement metrics (ie: Red...</td>\n",
+       "      <td>T0046 - Search Engine Optimization</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>T0047</td>\n",
+       "      <td>Muzzle social media as a political force</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use political influence or the power of state ...</td>\n",
+       "      <td>T0047 - Muzzle social media as a political force</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>T0048</td>\n",
+       "      <td>Cow online opinion leaders</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Intimidate, coerce, threaten critics/dissident...</td>\n",
+       "      <td>T0048 - Cow online opinion leaders</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>T0049</td>\n",
+       "      <td>Flooding</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Flooding and/or mobbing social media channels ...</td>\n",
+       "      <td>T0049 - Flooding</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>T0050</td>\n",
+       "      <td>Cheerleading domestic social media ops</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Deploy state-coordinated social media commente...</td>\n",
+       "      <td>T0050 - Cheerleading domestic social media ops</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>T0051</td>\n",
+       "      <td>Fabricate social media comment</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use government-paid social media commenters, a...</td>\n",
+       "      <td>T0051 - Fabricate social media comment</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>T0052</td>\n",
+       "      <td>Tertiary sites amplify news</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Create content/news/opinion web-sites to cross...</td>\n",
+       "      <td>T0052 - Tertiary sites amplify news</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>T0053</td>\n",
+       "      <td>Twitter trolls amplify and manipulate</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use trolls to amplify narratives and/or manipu...</td>\n",
+       "      <td>T0053 - Twitter trolls amplify and manipulate</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>T0054</td>\n",
+       "      <td>Twitter bots amplify</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use bots to amplify narratives above algorithm...</td>\n",
+       "      <td>T0054 - Twitter bots amplify</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>T0055</td>\n",
+       "      <td>Use hashtag</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Use a dedicated hashtag for the incident (e.g....</td>\n",
+       "      <td>T0055 - Use hashtag</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>T0056</td>\n",
+       "      <td>Dedicated channels disseminate information pol...</td>\n",
+       "      <td>TA09</td>\n",
+       "      <td>Output information pollution (e.g. articles on...</td>\n",
+       "      <td>T0056 - Dedicated channels disseminate informa...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>T0057</td>\n",
+       "      <td>Organise remote rallies and events</td>\n",
+       "      <td>TA10</td>\n",
+       "      <td>Coordinate and promote real-world events acros...</td>\n",
+       "      <td>T0057 - Organise remote rallies and events</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>T0058</td>\n",
+       "      <td>Legacy web content</td>\n",
+       "      <td>TA11</td>\n",
+       "      <td>Make incident content visible for a long time,...</td>\n",
+       "      <td>T0058 - Legacy web content</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>T0059</td>\n",
+       "      <td>Play the long game</td>\n",
+       "      <td>TA11</td>\n",
+       "      <td>Play the long game can mean a couple of things...</td>\n",
+       "      <td>T0059 - Play the long game</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>T0060</td>\n",
+       "      <td>Continue to amplify</td>\n",
+       "      <td>TA11</td>\n",
+       "      <td>continue narrative or message amplification af...</td>\n",
+       "      <td>T0060 - Continue to amplify</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>T0061</td>\n",
+       "      <td>Sell merchandising</td>\n",
+       "      <td>TA10</td>\n",
+       "      <td>Sell hats, t-shirts, flags and other branded c...</td>\n",
+       "      <td>T0061 - Sell merchandising</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>T0062</td>\n",
+       "      <td>Behaviour changes</td>\n",
+       "      <td>TA12</td>\n",
+       "      <td>Monitor and evaluate behaviour changes from mi...</td>\n",
+       "      <td>T0062 - Behaviour changes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>T0063</td>\n",
+       "      <td>Message reach</td>\n",
+       "      <td>TA12</td>\n",
+       "      <td>Monitor and evaluate message reach in misinfor...</td>\n",
+       "      <td>T0063 - Message reach</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>T0064</td>\n",
+       "      <td>Social media engagement</td>\n",
+       "      <td>TA12</td>\n",
+       "      <td>Monitor and evaluate social media engagement i...</td>\n",
+       "      <td>T0064 - Social media engagement</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   amitt_id                                               name tactic_id  \\\n",
+       "0     T0001   5Ds (dismiss, distort, distract, dismay, divide)      TA01   \n",
+       "1     T0002                        Facilitate State Propaganda      TA01   \n",
+       "2     T0003                       Leverage Existing Narratives      TA01   \n",
+       "3     T0004                               Competing Narratives      TA01   \n",
+       "4     T0005                         Center of Gravity Analysis      TA02   \n",
+       "5     T0006                           Create Master Narratives      TA02   \n",
+       "6     T0007  Create fake Social Media Profiles / Pages / Gr...      TA03   \n",
+       "7     T0008                 Create fake or imposter news sites      TA03   \n",
+       "8     T0009                                Create fake experts      TA03   \n",
+       "9     T0010                          Cultivate ignorant agents      TA04   \n",
+       "10    T0011                          Hijack legitimate account      TA04   \n",
+       "11    T0012                                    Use concealment      TA04   \n",
+       "12    T0013                               Create fake websites      TA04   \n",
+       "13    T0014                           Create funding campaigns      TA04   \n",
+       "14    T0015                                     Create hashtag      TA04   \n",
+       "15    T0016                                          Clickbait      TA05   \n",
+       "16    T0017                             Promote online funding      TA05   \n",
+       "17    T0018                                  Paid targeted ads      TA05   \n",
+       "18    T0019                     Generate information pollution      TA06   \n",
+       "19    T0020                                      Trial content      TA06   \n",
+       "20    T0021                                              Memes      TA06   \n",
+       "21    T0022                              Conspiracy narratives      TA06   \n",
+       "22    T0023                                      Distort facts      TA06   \n",
+       "23    T0024                      Create fake videos and images      TA06   \n",
+       "24    T0025                             Leak altered documents      TA06   \n",
+       "25    T0026                               Create fake research      TA06   \n",
+       "26    T0027                          Adapt existing narratives      TA06   \n",
+       "27    T0028                        Create competing narratives      TA06   \n",
+       "28    T0029                            Manipulate online polls      TA07   \n",
+       "29    T0030                                  Backstop personas      TA07   \n",
+       "30    T0031                                            YouTube      TA07   \n",
+       "31    T0032                                             Reddit      TA07   \n",
+       "32    T0033                                          Instagram      TA07   \n",
+       "33    T0034                                           LinkedIn      TA07   \n",
+       "34    T0035                                          Pinterest      TA07   \n",
+       "35    T0036                                           WhatsApp      TA07   \n",
+       "36    T0037                                           Facebook      TA07   \n",
+       "37    T0038                                            Twitter      TA07   \n",
+       "38    T0039                        Bait legitimate influencers      TA08   \n",
+       "39    T0040                        Demand unsurmountable proof      TA08   \n",
+       "40    T0041                                   Deny involvement      TA08   \n",
+       "41    T0042                                    Kernel of Truth      TA08   \n",
+       "42    T0043                       Use SMS/ WhatsApp/ Chat apps      TA08   \n",
+       "43    T0044                                   Seed distortions      TA08   \n",
+       "44    T0045                                   Use fake experts      TA08   \n",
+       "45    T0046                         Search Engine Optimization      TA08   \n",
+       "46    T0047           Muzzle social media as a political force      TA09   \n",
+       "47    T0048                         Cow online opinion leaders      TA09   \n",
+       "48    T0049                                           Flooding      TA09   \n",
+       "49    T0050             Cheerleading domestic social media ops      TA09   \n",
+       "50    T0051                     Fabricate social media comment      TA09   \n",
+       "51    T0052                        Tertiary sites amplify news      TA09   \n",
+       "52    T0053              Twitter trolls amplify and manipulate      TA09   \n",
+       "53    T0054                               Twitter bots amplify      TA09   \n",
+       "54    T0055                                        Use hashtag      TA09   \n",
+       "55    T0056  Dedicated channels disseminate information pol...      TA09   \n",
+       "56    T0057                 Organise remote rallies and events      TA10   \n",
+       "57    T0058                                 Legacy web content      TA11   \n",
+       "58    T0059                                 Play the long game      TA11   \n",
+       "59    T0060                                Continue to amplify      TA11   \n",
+       "60    T0061                                 Sell merchandising      TA10   \n",
+       "61    T0062                                  Behaviour changes      TA12   \n",
+       "62    T0063                                      Message reach      TA12   \n",
+       "63    T0064                            Social media engagement      TA12   \n",
+       "\n",
+       "                                              summary  \\\n",
+       "0   Nimmo's \"4Ds of propaganda\": dismiss, distort,...   \n",
+       "1   Organize citizens around pro-state messaging. ...   \n",
+       "2   Use or adapt existing narrative themes, where ...   \n",
+       "3   Advance competing narratives connected to same...   \n",
+       "4   Recon/research to identify \"the source of powe...   \n",
+       "5   The promotion of beneficial master narratives ...   \n",
+       "6   Create key social engineering assets needed to...   \n",
+       "7   Modern computational propaganda makes use of a...   \n",
+       "8   Stories planted or promoted in computational p...   \n",
+       "9   Cultivate propagandists for a cause, the goals...   \n",
+       "10  Hack or take over legimate accounts to distrib...   \n",
+       "11  Use anonymous social media profiles. Examples ...   \n",
+       "12  Create media assets to support fake organizati...   \n",
+       "13  Generate revenue through online funding campai...   \n",
+       "14  Many incident-based campaigns will create a ha...   \n",
+       "15  Create attention grabbing headlines (outrage, ...   \n",
+       "16  Drive traffic/engagement to funding campaign s...   \n",
+       "17  Create or fund advertisements targeted at spec...   \n",
+       "18  Flood social channels; drive traffic/engagemen...   \n",
+       "19  Iteratively test incident performance (message...   \n",
+       "20  Memes are one of the most important single art...   \n",
+       "21  \"Conspiracy narratives appeal to the human des...   \n",
+       "22  Change, twist, or exaggerate existing facts to...   \n",
+       "23  Create fake videos and/or images by manipulati...   \n",
+       "24  Obtain documents (eg by theft or leak), then a...   \n",
+       "25  Create fake academic research. Example: fake s...   \n",
+       "26  Adapting existing narratives to current operat...   \n",
+       "27  Misinformation promotes an agenda by advancing...   \n",
+       "28  Create fake online polls, or manipulate existi...   \n",
+       "29  Create other assets/dossier/cover/fake relatio...   \n",
+       "30   Use YouTube as a narrative dissemination channel   \n",
+       "31    Use Reddit as a narrative dissemination channel   \n",
+       "32  Use Instagram as a narrative dissemination cha...   \n",
+       "33  Use LinkedIn as a narrative dissemination channel   \n",
+       "34  Use Pinterest as a narrative dissemination cha...   \n",
+       "35  Use WhatsApp as a narrative dissemination channel   \n",
+       "36  Use Facebook as a narrative dissemination channel   \n",
+       "37   Use Twitter as a narrative dissemination channel   \n",
+       "38  Credibility in a social media environment is o...   \n",
+       "39  Campaigns often leverage tactical and informat...   \n",
+       "40  Without \"smoking gun\" proof (and even with pro...   \n",
+       "41  Wrap lies or altered context/facts around trut...   \n",
+       "42  Direct messaging via encypted app is an increa...   \n",
+       "43  Incident creators often try a wide variety of ...   \n",
+       "44  Use the fake experts that were set up in T0009...   \n",
+       "45  Manipulate content engagement metrics (ie: Red...   \n",
+       "46  Use political influence or the power of state ...   \n",
+       "47  Intimidate, coerce, threaten critics/dissident...   \n",
+       "48  Flooding and/or mobbing social media channels ...   \n",
+       "49  Deploy state-coordinated social media commente...   \n",
+       "50  Use government-paid social media commenters, a...   \n",
+       "51  Create content/news/opinion web-sites to cross...   \n",
+       "52  Use trolls to amplify narratives and/or manipu...   \n",
+       "53  Use bots to amplify narratives above algorithm...   \n",
+       "54  Use a dedicated hashtag for the incident (e.g....   \n",
+       "55  Output information pollution (e.g. articles on...   \n",
+       "56  Coordinate and promote real-world events acros...   \n",
+       "57  Make incident content visible for a long time,...   \n",
+       "58  Play the long game can mean a couple of things...   \n",
+       "59  continue narrative or message amplification af...   \n",
+       "60  Sell hats, t-shirts, flags and other branded c...   \n",
+       "61  Monitor and evaluate behaviour changes from mi...   \n",
+       "62  Monitor and evaluate message reach in misinfor...   \n",
+       "63  Monitor and evaluate social media engagement i...   \n",
+       "\n",
+       "                                             longname  \n",
+       "0   T0001 - 5Ds (dismiss, distort, distract, disma...  \n",
+       "1                 T0002 - Facilitate State Propaganda  \n",
+       "2                T0003 - Leverage Existing Narratives  \n",
+       "3                        T0004 - Competing Narratives  \n",
+       "4                  T0005 - Center of Gravity Analysis  \n",
+       "5                    T0006 - Create Master Narratives  \n",
+       "6   T0007 - Create fake Social Media Profiles / Pa...  \n",
+       "7          T0008 - Create fake or imposter news sites  \n",
+       "8                         T0009 - Create fake experts  \n",
+       "9                   T0010 - Cultivate ignorant agents  \n",
+       "10                  T0011 - Hijack legitimate account  \n",
+       "11                            T0012 - Use concealment  \n",
+       "12                       T0013 - Create fake websites  \n",
+       "13                   T0014 - Create funding campaigns  \n",
+       "14                             T0015 - Create hashtag  \n",
+       "15                                  T0016 - Clickbait  \n",
+       "16                     T0017 - Promote online funding  \n",
+       "17                          T0018 - Paid targeted ads  \n",
+       "18             T0019 - Generate information pollution  \n",
+       "19                              T0020 - Trial content  \n",
+       "20                                      T0021 - Memes  \n",
+       "21                      T0022 - Conspiracy narratives  \n",
+       "22                              T0023 - Distort facts  \n",
+       "23              T0024 - Create fake videos and images  \n",
+       "24                     T0025 - Leak altered documents  \n",
+       "25                       T0026 - Create fake research  \n",
+       "26                  T0027 - Adapt existing narratives  \n",
+       "27                T0028 - Create competing narratives  \n",
+       "28                    T0029 - Manipulate online polls  \n",
+       "29                          T0030 - Backstop personas  \n",
+       "30                                    T0031 - YouTube  \n",
+       "31                                     T0032 - Reddit  \n",
+       "32                                  T0033 - Instagram  \n",
+       "33                                   T0034 - LinkedIn  \n",
+       "34                                  T0035 - Pinterest  \n",
+       "35                                   T0036 - WhatsApp  \n",
+       "36                                   T0037 - Facebook  \n",
+       "37                                    T0038 - Twitter  \n",
+       "38                T0039 - Bait legitimate influencers  \n",
+       "39                T0040 - Demand unsurmountable proof  \n",
+       "40                           T0041 - Deny involvement  \n",
+       "41                            T0042 - Kernel of Truth  \n",
+       "42               T0043 - Use SMS/ WhatsApp/ Chat apps  \n",
+       "43                           T0044 - Seed distortions  \n",
+       "44                           T0045 - Use fake experts  \n",
+       "45                 T0046 - Search Engine Optimization  \n",
+       "46   T0047 - Muzzle social media as a political force  \n",
+       "47                 T0048 - Cow online opinion leaders  \n",
+       "48                                   T0049 - Flooding  \n",
+       "49     T0050 - Cheerleading domestic social media ops  \n",
+       "50             T0051 - Fabricate social media comment  \n",
+       "51                T0052 - Tertiary sites amplify news  \n",
+       "52      T0053 - Twitter trolls amplify and manipulate  \n",
+       "53                       T0054 - Twitter bots amplify  \n",
+       "54                                T0055 - Use hashtag  \n",
+       "55  T0056 - Dedicated channels disseminate informa...  \n",
+       "56         T0057 - Organise remote rallies and events  \n",
+       "57                         T0058 - Legacy web content  \n",
+       "58                         T0059 - Play the long game  \n",
+       "59                        T0060 - Continue to amplify  \n",
+       "60                         T0061 - Sell merchandising  \n",
+       "61                          T0062 - Behaviour changes  \n",
+       "62                              T0063 - Message reach  \n",
+       "63                    T0064 - Social media engagement  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dii = vars(amitt)['df_techniques']\n",
+    "dii"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[['TA01',\n",
+       "  'TA02',\n",
+       "  'TA03',\n",
+       "  'TA04',\n",
+       "  'TA05',\n",
+       "  'TA06',\n",
+       "  'TA07',\n",
+       "  'TA08',\n",
+       "  'TA09',\n",
+       "  'TA10',\n",
+       "  'TA11',\n",
+       "  'TA12'],\n",
+       " ['T0001',\n",
+       "  'T0005',\n",
+       "  'T0007',\n",
+       "  'T0010',\n",
+       "  'T0016',\n",
+       "  'T0019',\n",
+       "  'T0029',\n",
+       "  'T0039',\n",
+       "  'T0047',\n",
+       "  'T0057',\n",
+       "  'T0058',\n",
+       "  'T0062'],\n",
+       " ['T0002',\n",
+       "  'T0006',\n",
+       "  'T0008',\n",
+       "  'T0011',\n",
+       "  'T0017',\n",
+       "  'T0020',\n",
+       "  'T0030',\n",
+       "  'T0040',\n",
+       "  'T0048',\n",
+       "  'T0061',\n",
+       "  'T0059',\n",
+       "  'T0063'],\n",
+       " ['T0003',\n",
+       "  '',\n",
+       "  'T0009',\n",
+       "  'T0012',\n",
+       "  'T0018',\n",
+       "  'T0021',\n",
+       "  'T0031',\n",
+       "  'T0041',\n",
+       "  'T0049',\n",
+       "  '',\n",
+       "  'T0060',\n",
+       "  'T0064'],\n",
+       " ['T0004',\n",
+       "  '',\n",
+       "  '',\n",
+       "  'T0013',\n",
+       "  '',\n",
+       "  'T0022',\n",
+       "  'T0032',\n",
+       "  'T0042',\n",
+       "  'T0050',\n",
+       "  '',\n",
+       "  '',\n",
+       "  ''],\n",
+       " ['', '', '', 'T0014', '', 'T0023', 'T0033', 'T0043', 'T0051', '', '', ''],\n",
+       " ['', '', '', 'T0015', '', 'T0024', 'T0034', 'T0044', 'T0052', '', '', ''],\n",
+       " ['', '', '', '', '', 'T0025', 'T0035', 'T0045', 'T0053', '', '', ''],\n",
+       " ['', '', '', '', '', 'T0026', 'T0036', 'T0046', 'T0054', '', '', ''],\n",
+       " ['', '', '', '', '', 'T0027', 'T0037', '', 'T0055', '', '', ''],\n",
+       " ['', '', '', '', '', 'T0028', 'T0038', '', 'T0056', '', '', '']]"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Generate arrays used to create D3 grids\n",
+    "dflists = dii.groupby('tactic_id')['amitt_id'].apply(list).reset_index()\n",
+    "dfidgrid = pd.DataFrame(dflists['amitt_id'].to_list())\n",
+    "dfgrid = pd.concat([dflists[['tactic_id']], dfidgrid], axis=1).fillna('')\n",
+    "gridarray = [dfgrid[col].to_list() for col in dfgrid.columns]\n",
+    "gridarray"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,