diff --git a/AMITT_MASTER_DATA/AMITT_DATA_MASTER.xlsx b/AMITT_MASTER_DATA/AMITT_DATA_MASTER.xlsx index 11d3f6c..8900f0c 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 b473b32..68c6fd8 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 a908448..21ce1db 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": 1, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -38,4022 +38,2257 @@ " amitt_id\n", " name\n", " summary\n", - " organization\n", - " url\n", - " category\n", - " disinformation_use\n", - " cogseccollab_use\n", - " function\n", - " code_url\n", - " artifacts\n", - " automation\n", - " platform\n", - " accessibility\n", + " incident_id\n", + " technique_id\n", " id\n", " \n", " \n", " \n", " \n", " 0\n", - " TL00001\n", - " Account Analysis\n", - " \n", - " Account Analysis\n", - " https://accountanalysis.app/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Account Analysis is another great Twitter acco...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000001\n", + " buy FB targeted ads\n", " \n", + " I00002\n", + " T0018\n", " 1\n", " \n", " \n", " 1\n", - " TL00002\n", - " Ad Observer\n", - " \n", - " New York University\n", - " https://chrome.google.com/webstore/detail/ad-o...\n", - " Advertising Analysis\n", - " Designed for disinfo\n", - " \n", - " Collect and share ads\n", - " \n", - " ads\n", - " human\n", - " browser extension\n", + " IT00000010\n", + " Targeted FB paid ads\n", " \n", + " I00005\n", + " T0018\n", " 2\n", " \n", " \n", " 2\n", - " TL00003\n", - " Aletheia\n", - " \n", - " Midstream Technology\n", - " http://midstream.us\n", - " Network analysis\n", - " Designed for disinfo\n", - " \n", - " social network analysis; astroturf\n", - " \n", - " accounts\n", - " \n", - " \n", + " IT00000057\n", + " Targeted FB paid ads\n", " \n", + " I00017\n", + " T0018\n", " 3\n", " \n", " \n", " 3\n", - " TL00004\n", - " Alexa\n", - " \n", - " Alexa\n", - " https://www.alexa.com\n", - " Web Traffic Analysis\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000002\n", + " Promote \"funding\" campaign\n", " \n", + " I00002\n", + " T0017\n", " 4\n", " \n", " \n", " 4\n", - " TL00005\n", - " AnalyzeID\n", - " \n", - " \n", - " http://analyzeid.com/\n", - " Website Analysis\n", - " Useful\n", - " \n", - " AnalyzeID find related websites through ad codes\n", - " \n", - " \n", - " \n", - " \n", + " IT00000003\n", + " create web-site - information pollution\n", " \n", + " I00002\n", + " T0019\n", " 5\n", " \n", " \n", " 5\n", - " TL00006\n", - " Archive.is\n", - " \n", - " \n", - " http://archive.is/\n", - " Website Analysis\n", - " \n", - " \n", - " Archive.is often used for social media profile...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000014\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00005\n", + " T0019\n", " 6\n", " \n", " \n", " 6\n", - " TL00007\n", - " Assembler\n", - " \n", - " \n", - " https://projectassembler.org/\n", - " Image analysis\n", - " Designed for disinfo\n", - " \n", - " image analysis\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000031\n", + " RT & Sputnik generate information pollution (r...\n", " \n", + " I00007\n", + " T0019\n", " 7\n", " \n", " \n", " 7\n", - " TL00008\n", - " Backlink Watch\n", - " \n", - " Backlink Watch\n", - " http://www.backlinkwatch.com/\n", - " Web Traffic Analysis\n", - " \n", - " \n", - " Backlink checker\n", - " \n", - " \n", - " \n", - " \n", + " IT00000037\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00009\n", + " T0019\n", " 8\n", " \n", " \n", " 8\n", - " TL00009\n", - " Blackbird Constellation Engine\n", + " IT00000061\n", + " RT & Sputnik generate information pollution\n", " \n", - " Blackbird\n", - " https://www.blackbird.ai/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " paid\n", + " I00017\n", + " T0019\n", " 9\n", " \n", " \n", " 9\n", - " TL00010\n", - " Bot Sentinel\n", - " \n", - " \n", - " https://botsentinel.com/\n", - " Bot analysis\n", - " Designed for disinfo\n", - " yes\n", - " \n", - " \n", - " accounts\n", - " \n", - " \n", + " IT00000082\n", + " RT & Sputnik generate information pollution (s...\n", " \n", + " I00029\n", + " T0019\n", " 10\n", " \n", " \n", " 10\n", - " TL00011\n", - " Botometer\n", - " \n", - " University of Indiana\n", - " https://botometer.iuni.iu.edu/#!/\n", - " Bot analysis\n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " accounts\n", - " \n", - " \n", + " IT00000094\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00032\n", + " T0019\n", " 11\n", " \n", " \n", " 11\n", - " TL00012\n", - " Botslayer\n", - " \n", - " University of Indiana\n", - " https://osome.iuni.iu.edu/tools/botslayer/\n", - " Bot analysis\n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " accounts\n", - " \n", - " \n", + " IT00000120\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00044\n", + " T0019\n", " 12\n", " \n", " \n", " 12\n", - " TL00013\n", - " Builtwith\n", + " IT00000137\n", + " RT & Sputnik generate information pollution (s...\n", " \n", - " \n", - " Builtwith.com\n", - " \n", - " Designed for disinfo\n", - " yes\n", - " website details, links to other websites\n", - " \n", - " webpages\n", - " \n", - " \n", - " Freemium\n", + " I00049\n", + " T0019\n", " 13\n", " \n", " \n", " 13\n", - " TL00014\n", - " Buzzsumo\n", + " IT00000146\n", + " RT & Sputnik generate information pollution (s...\n", " \n", - " \n", - " https://buzzsumo.com/\n", - " \n", - " Commonly used\n", - " \n", - " trends; social listening\n", - " \n", - " \n", - " \n", - " \n", - " paid\n", + " I00050\n", + " T0019\n", " 14\n", " \n", " \n", " 14\n", - " TL00015\n", - " Buzzweb\n", - " \n", - " \n", - " https://buzzweb.pro/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Buzzweb Instagram analysis tool\n", - " \n", - " \n", - " \n", - " \n", + " IT00000156\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00051\n", + " T0019\n", " 15\n", " \n", " \n", " 15\n", - " TL00016\n", - " Carbon Date\n", - " \n", - " \n", - " http://carbondate.cs.odu.edu/\n", - " Website Analysis\n", - " \n", - " \n", - " A tool that tries to guess when a webpage firs...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000180\n", + " RT & Sputnik generate information pollution (s...\n", " \n", + " I00063\n", + " T0019\n", " 16\n", " \n", " \n", " 16\n", - " TL00017\n", - " Check\n", + " IT00000004\n", + " create web-site - information pollution\n", " \n", - " Meedan\n", - " https://meedan.com/check\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " https://github.com/meedan/check\n", - " \n", - " human\n", - " \n", - " open source\n", + " I00002\n", + " T0056\n", " 17\n", " \n", " \n", " 17\n", - " TL00018\n", - " Check browser add-on\n", - " Browse the internet, and find a Tweet, YouTube...\n", - " Meedan\n", - " https://chrome.google.com/webstore/detail/chec...\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " artifacts\n", - " \n", - " browser extension\n", + " IT00000015\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00005\n", + " T0056\n", " 18\n", " \n", " \n", " 18\n", - " TL00019\n", - " Check My Ads\n", - " \n", - " Check My Ads\n", - " https://www.checkmyads.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000032\n", + " RT & Sputnik generate information pollution (r...\n", " \n", + " I00007\n", + " T0056\n", " 19\n", " \n", " \n", " 19\n", - " TL00020\n", - " Claim Review\n", - " \n", - " Schema.org\n", - " https://schema.org/ClaimReview\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000038\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00009\n", + " T0056\n", " 20\n", " \n", " \n", " 20\n", - " TL00021\n", - " ClaimBuster\n", - " \n", - " University of Texas at Arlington\n", - " https://idir.uta.edu/claimbuster/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000062\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00017\n", + " T0056\n", " 21\n", " \n", " \n", " 21\n", - " TL00022\n", - " Corporate registrars list\n", - " \n", - " Kanton St.Gallen\n", - " https://www.commercial-register.sg.ch/home/wor...\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " List of corporate registrars around the world\n", - " \n", - " \n", - " \n", - " \n", + " IT00000083\n", + " RT & Sputnik generate information pollution (s...\n", " \n", + " I00029\n", + " T0056\n", " 22\n", " \n", " \n", " 22\n", - " TL00023\n", - " Corporation Wiki\n", - " \n", - " Corporation Wiki\n", - " https://www.corporationwiki.com/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000095\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00032\n", + " T0056\n", " 23\n", " \n", " \n", " 23\n", - " TL00024\n", - " Counter propaganda and disinformation explorer...\n", - " \n", - " IBM\n", - " https://www.ibm.com/watson\n", - " \n", - " Designed for disinfo\n", - " \n", - " summarisation?\n", - " \n", - " \n", - " \n", - " \n", + " IT00000121\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00044\n", + " T0056\n", " 24\n", " \n", " \n", " 24\n", - " TL00025\n", - " Crowdtangle (chrome extension)\n", + " IT00000138\n", + " RT & Sputnik generate information pollution (s...\n", " \n", - " Facebook\n", - " https://apps.crowdtangle.com/chrome-extension\n", - " \n", - " Commonly used\n", - " yes\n", - " \n", - " \n", - " socialmedia\n", - " \n", - " browser extension\n", - " Free\n", + " I00049\n", + " T0056\n", " 25\n", " \n", " \n", " 25\n", - " TL00026\n", - " Crowdtangle (full)\n", + " IT00000147\n", + " RT & Sputnik generate information pollution (s...\n", " \n", - " Facebook\n", - " https://www.crowdtangle.com/\n", - " \n", - " Commonly used\n", - " \n", - " \n", - " \n", - " socialmedia\n", - " \n", - " \n", - " request access\n", + " I00050\n", + " T0056\n", " 26\n", " \n", " \n", " 26\n", - " TL00027\n", - " Deep Duck Dive\n", - " \n", - " \n", - " https://deepdiveduck.com\n", - " Website Analysis\n", - " \n", - " \n", - " Paid tool to monitor changes to specific webpages\n", - " \n", - " \n", - " \n", - " \n", + " IT00000157\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00051\n", + " T0056\n", " 27\n", " \n", " \n", " 27\n", - " TL00028\n", - " Disinfo Busters\n", - " \n", - " \n", - " http://disinfobusters.eu\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000162\n", + " State-run media seeds foreign influence enviro...\n", " \n", + " I00053\n", + " T0056\n", " 28\n", " \n", " \n", " 28\n", - " TL00029\n", - " Disinformation Diaries\n", - " \n", - " \n", - " https://www.allianceofdemocracies.org/initiati...\n", - " \n", - " Designed for disinfo\n", - " \n", - " training\n", - " \n", - " \n", - " \n", - " \n", + " IT00000181\n", + " RT & Sputnik generate information pollution (s...\n", " \n", + " I00063\n", + " T0056\n", " 29\n", " \n", " \n", " 29\n", - " TL00030\n", - " DNSlytics\n", - " \n", - " \n", - " https://dnslytics.com/\n", - " Website Analysis\n", - " \n", - " \n", - " DNSlytics is another great tool for connecting...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000005\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00002\n", + " T0046\n", " 30\n", " \n", " \n", " 30\n", - " TL00031\n", - " Domain Big Data\n", - " \n", - " \n", - " https://domainbigdata.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Domain Big Data free whois/domain name search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000022\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00005\n", + " T0046\n", " 31\n", " \n", " \n", " 31\n", - " TL00032\n", - " DomainTools\n", - " \n", - " \n", - " https://whois.domaintools.com/\n", - " Website Analysis\n", - " \n", - " \n", - " DomainTools paid whois search and investigatio...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000043\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00010\n", + " T0046\n", " 32\n", " \n", " \n", " 32\n", - " TL00033\n", - " e-witness\n", - " eWitness uses blockchain to establish provenan...\n", - " CUNY\n", - " https://ewitness.commons.gc.cuny.edu/\n", - " Image analysis\n", - " Potentially useful\n", - " \n", - " image provenance\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000071\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00017\n", + " T0046\n", " 33\n", " \n", " \n", " 33\n", - " TL00034\n", - " Emergent\n", - " Emergent is a real-time rumor tracker. It's pa...\n", - " Columbia University: Tow Center\n", - " http://www.emergent.info/about\n", - " \n", - " Designed for disinfo\n", - " \n", - " rumor tracker\n", - " \n", - " \n", - " \n", - " \n", + " IT00000085\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00029\n", + " T0046\n", " 34\n", " \n", " \n", " 34\n", - " TL00035\n", - " Exodus\n", - " \n", - " Exodus tool\n", - " https://reports.exodus-privacy.eu.org/en/\n", - " Advertising Analysis\n", - " \n", - " \n", - " Exodus tool to evaluate a mobile app’s permiss...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000103\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00032\n", + " T0046\n", " 35\n", " \n", " \n", " 35\n", - " TL00036\n", - " Facebook political/issue ads database\n", - " \n", - " Facebook\n", - " https://www.facebook.com/ads/archive/?active_s...\n", - " Advertising Analysis\n", - " \n", - " \n", - " Facebook political/issue ads database\n", - " \n", - " \n", - " \n", - " \n", + " IT00000125\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00044\n", + " T0046\n", " 36\n", " \n", " \n", " 36\n", - " TL00037\n", - " Fakebook Experiment\n", - " \n", - " Avaaz\n", - " https://secure.avaaz.org/campaign/en/disinfo_v...\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000140\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00049\n", + " T0046\n", " 37\n", " \n", " \n", " 37\n", - " TL00038\n", - " FakeSpot\n", - " \n", - " \n", - " https://www.fakespot.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Tool to analyze whether reviews on amazon/Yelp...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000149\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00050\n", + " T0046\n", " 38\n", " \n", " \n", " 38\n", - " TL00039\n", - " FBstalker\n", - " \n", - " \n", - " https://fbstalker.thao.pw/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Facebook profile investigator\n", - " \n", - " \n", - " \n", - " \n", + " IT00000161\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00051\n", + " T0046\n", " 39\n", " \n", " \n", " 39\n", - " TL00040\n", - " Feed Reflect (browser extension)\n", - " Browser extension designed to promote awarenes...\n", - " \n", - " https://chrome.google.com/webstore/detail/feed...\n", - " \n", - " Potentially useful\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000172\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00056\n", + " T0046\n", " 40\n", " \n", " \n", " 40\n", - " TL00041\n", - " FindClone\n", - " \n", - " FindClone\n", - " https://findclone.ru/\n", - " Image analysis\n", - " \n", - " \n", - " Reverse image/facial recognition\n", - " \n", - " \n", - " \n", - " \n", + " IT00000183\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00063\n", + " T0046\n", " 41\n", " \n", " \n", " 41\n", - " TL00042\n", - " FOCA\n", - " \n", - " \n", - " https://www.elevenpaths.com/labstools/foca/ind...\n", - " Website Analysis\n", - " \n", - " \n", - " FOCA tool for analyzing metadata in documents ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000006\n", + " legacy web content\n", " \n", + " I00002\n", + " T0058\n", " 42\n", " \n", " \n", " 42\n", - " TL00043\n", - " Foller.me\n", - " \n", - " \n", - " https://foller.me/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Foller.me Analytics for Twitter\n", - " \n", - " \n", - " \n", - " \n", + " IT00000007\n", + " hard to remove content and/or campaign/exploit...\n", " \n", + " I00002\n", + " T0058\n", " 43\n", " \n", " \n", " 43\n", - " TL00044\n", - " Followerwonk\n", - " \n", - " \n", - " https://followerwonk.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Followerwonk Twitter tool for searching bios, ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000176\n", + " legacy web content\n", " \n", + " I00056\n", + " T0058\n", " 44\n", " \n", " \n", " 44\n", - " TL00045\n", - " Fortis AI\n", - " \n", - " Alion\n", - " https://www.alionscience.com\n", - " \n", - " Potentially useful\n", - " \n", - " IO platform\n", - " \n", - " \n", - " \n", - " \n", + " IT00000008\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00005\n", + " T0054\n", " 45\n", " \n", " \n", " 45\n", - " TL00046\n", - " Foto Forensics\n", - " \n", - " Hacker Factory\n", - " http://fotoforensics.com\n", - " Image analysis\n", - " Useful\n", - " \n", - " image forensics\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000034\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00007\n", + " T0054\n", " 46\n", " \n", " \n", " 46\n", - " TL00047\n", - " FotoForensics\n", - " \n", - " FotoForensics\n", - " http://fotoforensics.com/\n", - " Image analysis\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000041\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00010\n", + " T0054\n", " 47\n", " \n", " \n", " 47\n", - " TL00048\n", - " Free Online OCR\n", - " \n", - " NewOCR\n", - " https://www.newocr.com/\n", - " Image analysis\n", - " \n", - " \n", - " Take an image and convert characters to text\n", - " \n", - " \n", - " \n", - " \n", + " IT00000055\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00017\n", + " T0054\n", " 48\n", " \n", " \n", " 48\n", - " TL00049\n", - " GenSynth\n", - " \n", - " Darwin AI\n", - " https://www.darwinai.com\n", - " \n", - " Potentially useful\n", - " \n", - " explainable AI - relevant?\n", - " \n", - " \n", - " \n", - " \n", + " IT00000076\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00022\n", + " T0054\n", " 49\n", " \n", " \n", " 49\n", - " TL00050\n", - " Gephi\n", - " \n", - " \n", - " https://gephi.org/users/install/\n", - " Network analysis\n", - " Commonly used\n", - " \n", - " network visualisation\n", - " \n", - " \n", - " \n", - " Install on PC\n", + " IT00000079\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00029\n", + " T0054\n", " 50\n", " \n", " \n", " 50\n", - " TL00051\n", - " Get Bad News\n", - " \n", - " DROG\n", - " https://getbadnews.com/#intro\n", - " \n", - " Designed for disinfo\n", - " \n", - " training\n", - " \n", - " \n", - " \n", - " \n", + " IT00000090\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00032\n", + " T0054\n", " 51\n", " \n", " \n", " 51\n", - " TL00052\n", - " Ghostery\n", - " \n", - " Ghostery\n", - " https://chrome.google.com/webstore/detail/ghos...\n", - " Browser Plugin\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000115\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00042\n", + " T0054\n", " 52\n", " \n", " \n", " 52\n", - " TL00053\n", - " Giant Language Model Test Room (GLTR)\n", - " The aim of GLTR is to take the same models tha...\n", - " \n", - " http://gltr.io\n", - " \n", - " Designed for disinfo\n", - " \n", - " text forensics\n", - " \n", - " text\n", - " \n", - " \n", + " IT00000118\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00044\n", + " T0054\n", " 53\n", " \n", " \n", " 53\n", - " TL00054\n", - " Google political ads database\n", - " \n", - " Google\n", - " http://transparencyreport.google.com/political...\n", - " Advertising Analysis\n", - " \n", - " \n", - " Google political ads database\n", - " \n", - " \n", - " \n", - " \n", + " IT00000131\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00047\n", + " T0054\n", " 54\n", " \n", " \n", " 54\n", - " TL00055\n", - " Google Trends\n", + " IT00000134\n", + " Twitter bots amplify & manipulate\n", " \n", - " \n", - " https://trends.google.com/trends\n", - " \n", - " Commonly used\n", - " \n", - " trends\n", - " \n", - " \n", - " \n", - " \n", - " free\n", + " I00049\n", + " T0054\n", " 55\n", " \n", " \n", " 55\n", - " TL00056\n", - " Gramspy\n", - " \n", - " \n", - " http://gramspy.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Gramspy Instagram analysis tool\n", - " \n", - " \n", - " \n", - " \n", + " IT00000144\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00050\n", + " T0054\n", " 56\n", " \n", " \n", " 56\n", - " TL00057\n", - " Graph.tips\n", - " \n", - " \n", - " http://graph.tips/beta\n", - " Social Media Search and Account Analysis\n", - " Useful\n", - " \n", - " Facebook Graph search interface\n", - " \n", - " \n", - " \n", - " \n", + " IT00000154\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00051\n", + " T0054\n", " 57\n", " \n", " \n", " 57\n", - " TL00058\n", - " Ground News\n", - " \n", - " Ground News\n", - " https://www.ground.news/about\n", - " \n", - " \n", - " \n", - " bias tags on news articles\n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000169\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00056\n", + " T0054\n", " 58\n", " \n", " \n", " 58\n", - " TL00059\n", - " Hoaxy\n", - " \n", - " University of Indiana\n", - " \n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000177\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00063\n", + " T0054\n", " 59\n", " \n", " \n", " 59\n", - " TL00060\n", - " Hooyu\n", - " \n", - " Hooyu Business\n", - " https://hooyubusiness.com\n", - " Finding People\n", - " \n", - " \n", - " Hooyu is a great paid tool for identifying con...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000009\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00005\n", + " T0053\n", " 60\n", " \n", " \n", " 60\n", - " TL00061\n", - " Hypothes.is\n", - " \n", - " Hypothes.is\n", - " https://web.hypothes.is/\n", - " \n", - " Commonly used\n", - " \n", - " webpage markup\n", - " \n", - " webpages\n", - " human\n", - " \n", + " IT00000035\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00007\n", + " T0053\n", " 61\n", " \n", " \n", " 61\n", - " TL00062\n", - " ICIJ Offshoreleaks Database\n", - " \n", - " The International Consortium of Investigative ...\n", - " https://offshoreleaks.icij.org/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000042\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00010\n", + " T0053\n", " 62\n", " \n", " \n", " 62\n", - " TL00063\n", - " Iffy Quotient\n", - " \n", - " University of Michigan\n", - " https://csmr.umich.edu/platform-health-metrics/\n", - " Ratings\n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000056\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00017\n", + " T0053\n", " 63\n", " \n", " \n", " 63\n", - " TL00064\n", - " Influence apps\n", + " IT00000077\n", + " Twitter trolls amplify & manipulate\n", " \n", - " Influence\n", - " https://startinfluence.com/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " paid\n", + " I00022\n", + " T0053\n", " 64\n", " \n", " \n", " 64\n", - " TL00065\n", - " Internet Archive\n", - " \n", - " Internet Archive\n", - " https://archive.org/web/\n", - " Website Analysis\n", - " \n", - " \n", - " Internet Archive/Wayback Machine\n", - " \n", - " \n", - " \n", - " \n", + " IT00000080\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00029\n", + " T0053\n", " 65\n", " \n", " \n", " 65\n", - " TL00066\n", - " Investigative Dashboard\n", - " \n", - " Organized Crime and Corruption Reporting Proje...\n", - " https://investigativedashboard.org/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000091\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00032\n", + " T0053\n", " 66\n", " \n", " \n", " 66\n", - " TL00067\n", - " InVid\n", - " \n", - " InVid\n", - " https://www.invid-project.eu/\n", - " Image analysis\n", - " Commonly used\n", - " \n", - " image and video verification\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000119\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00044\n", + " T0053\n", " 67\n", " \n", " \n", " 67\n", - " TL00068\n", - " Jeffrey Friedl's Image Metadata Viewer\n", - " \n", - " EXIF Reader\n", - " http://exif.regex.info/\n", - " Image analysis\n", - " Useful\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000132\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00047\n", + " T0053\n", " 68\n", " \n", " \n", " 68\n", - " TL00069\n", - " Jod Bot\n", + " IT00000135\n", + " Twitter trolls amplify & manipulate\n", " \n", - " Tattle\n", - " https://tattle.co.in/products/jod-bot\n", - " \n", - " \n", - " \n", - " Telegram archiver\n", - " https://github.com/tattle-made/archive-telegra...\n", - " messageapps\n", - " \n", - " \n", - " open source\n", + " I00049\n", + " T0053\n", " 69\n", " \n", " \n", " 69\n", - " TL00070\n", - " Keyhole\n", - " \n", - " Keyhole\n", - " https://keyhole.co/\n", - " \n", - " \n", - " \n", - " impact measurement\n", - " \n", - " \n", - " \n", - " \n", + " IT00000145\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00050\n", + " T0053\n", " 70\n", " \n", " \n", " 70\n", - " TL00071\n", - " KeyHole\n", - " \n", - " KeyHole\n", - " https://keyhole.co/\n", - " \n", - " \n", - " \n", - " impact measurement\n", - " \n", - " \n", - " \n", - " \n", + " IT00000155\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00051\n", + " T0053\n", " 71\n", " \n", " \n", " 71\n", - " TL00072\n", - " Kharon\n", - " \n", - " Kharon\n", - " https://www.kharon.com\n", - " \n", - " \n", - " \n", - " data and analytics tools\n", - " \n", - " \n", - " \n", - " \n", + " IT00000170\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00056\n", + " T0053\n", " 72\n", " \n", " \n", " 72\n", - " TL00073\n", - " Khoj\n", + " IT00000178\n", + " Twitter trolls amplify & manipulate\n", " \n", - " Tattle\n", - " https://github.com/tattle-made/archive-telegra...\n", - " \n", - " \n", - " \n", - " message verification\n", - " https://github.com/tattle-made/archive-telegra...\n", - " messageapps\n", - " \n", - " \n", - " open source\n", + " I00063\n", + " T0053\n", " 73\n", " \n", " \n", " 73\n", - " TL00074\n", - " Kosh\n", + " IT00000011\n", + " Fake FB groups + dark content\n", " \n", - " Tattle\n", - " https://tattle.co.in/products/kosh/\n", - " \n", - " \n", - " \n", - " archive\n", - " https://github.com/tattle-made/kosh\n", - " messageapps\n", - " \n", - " \n", - " open source\n", + " I00005\n", + " T0007\n", " 74\n", " \n", " \n", " 74\n", - " TL00075\n", - " Little Sis database\n", - " \n", - " Little Sis database\n", - " https://littlesis.org/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " Relationships between people, companies etc.\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000029\n", + " Fake twitter profiles to amplify\n", + " Twitter bots used to drive visbility\n", + " I00006\n", + " T0007\n", " 75\n", " \n", " \n", " 75\n", - " TL00076\n", - " Meltwater Explore\n", + " IT00000039\n", + " FB pages\n", " \n", - " \n", - " https://www.meltwater.com/en/solutions/social-...\n", - " \n", - " \n", - " \n", - " trends; social listening\n", - " \n", - " \n", - " \n", - " \n", - " paid\n", + " I00009\n", + " T0007\n", " 76\n", " \n", " \n", " 76\n", - " TL00077\n", - " MentionMapp\n", - " \n", - " MentionMapp Analytics\n", - " https://mentionmapp.com/\n", - " Network analysis\n", - " Commonly used\n", - " \n", - " social network visualisation\n", - " \n", - " \n", - " \n", - " \n", + " IT00000045\n", + " FB pages/groups/profiles\n", " \n", + " I00010\n", + " T0007\n", " 77\n", " \n", " \n", " 77\n", - " TL00078\n", - " MIDAC\n", - " \n", - " Mythos Labs\n", - " http://www.mythoslabs.org/\n", - " \n", - " Designed for disinfo\n", - " \n", - " countering with humour\n", - " \n", - " \n", - " \n", - " \n", + " IT00000058\n", + " Fake FB groups + dark content\n", " \n", + " I00017\n", + " T0007\n", " 78\n", " \n", " \n", " 78\n", - " TL00079\n", - " Misp\n", + " IT00000078\n", + " Fake FB groups/pages/profiles + dark content\n", " \n", - " \n", - " https://www.misp-project.org/\n", - " \n", - " Useful\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " open source\n", + " I00022\n", + " T0007\n", " 79\n", " \n", " \n", " 79\n", - " TL00080\n", - " Moat\n", - " \n", - " Moat\n", - " https://moat.com/\n", - " Advertising Analysis\n", - " \n", - " \n", - " Moat ad analytics tool\n", - " \n", - " \n", - " \n", - " \n", + " IT00000092\n", + " Fake FB groups/pages/profiles\n", " \n", + " I00032\n", + " T0007\n", " 80\n", " \n", " \n", " 80\n", - " TL00081\n", - " Name2email\n", - " \n", - " Name2email\n", - " https://name2email.com/\n", - " Finding People\n", - " \n", - " \n", - " Name2email browser extension that helps you fi...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000171\n", + " Fake FB groups/pages/profiles + dark content (...\n", " \n", + " I00056\n", + " T0007\n", " 81\n", " \n", " \n", " 81\n", - " TL00082\n", - " NameChk\n", - " \n", - " \n", - " https://namechk.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Tool to see if a username is used across diffe...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000012\n", + " Digital to physical \"organize+promote\" rallies...\n", " \n", + " I00005\n", + " T0057\n", " 82\n", " \n", " \n", " 82\n", - " TL00083\n", - " NerdyData\n", - " \n", - " NerdyData\n", - " https://nerdydata.com/search\n", - " Website Analysis\n", - " \n", - " \n", - " NerdyData source code search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000059\n", + " Digital to physical \"organize+promote\" rallies...\n", " \n", + " I00017\n", + " T0057\n", " 83\n", " \n", " \n", " 83\n", - " TL00084\n", - " NewsCheck\n", - " \n", - " NewsCheck\n", - " https://www.newscheck.com/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000093\n", + " Digital to physical \"organize+promote\" rallies...\n", " \n", + " I00032\n", + " T0057\n", " 84\n", " \n", " \n", " 84\n", - " TL00085\n", - " NewsGuard\n", - " \n", - " NewsGuard\n", - " https://www.newsguardtech.com/\n", - " \n", - " Designed for disinfo\n", - " \n", - " trust rating system for urls\n", - " \n", - " webpages\n", - " \n", - " \n", + " IT00000164\n", + " Events coordinated and promoted across media p...\n", " \n", + " I00053\n", + " T0057\n", " 85\n", " \n", " \n", " 85\n", - " TL00086\n", - " NewsWhip\n", - " \n", - " NewsWhip\n", - " https://www.newswhip.com/\n", - " \n", - " \n", - " \n", - " soclal media analytics\n", - " \n", - " \n", - " \n", - " \n", + " IT00000166\n", + " Extend digital the physical space… gatherings ...\n", " \n", + " I00053\n", + " T0057\n", " 86\n", " \n", " \n", " 86\n", - " TL00087\n", - " Nobias\n", - " \n", - " Nobias\n", - " https://nobias.com/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000013\n", + " manipulate social media \"online polls\"?\n", " \n", + " I00005\n", + " T0029\n", " 87\n", " \n", " \n", " 87\n", - " TL00088\n", - " NoBias\n", - " \n", - " NoBias\n", - " https://nobias.com/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000060\n", + " manipulate social media \"online polls\"?\n", " \n", + " I00017\n", + " T0029\n", " 88\n", " \n", " \n", " 88\n", - " TL00089\n", - " Open Corporates\n", - " \n", - " Open Corporates\n", - " https://opencorporates.com/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000016\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00005\n", + " T0010\n", " 89\n", " \n", " \n", " 89\n", - " TL00090\n", - " Opensanctions\n", - " \n", - " Opensanctions\n", - " https://www.opensanctions.org/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " Global database of persons and companies of po...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000033\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00007\n", + " T0010\n", " 90\n", " \n", " \n", " 90\n", - " TL00091\n", - " Orbis directory\n", - " \n", - " Orbis\n", - " https://orbisdirectory.bvdinfo.com/version-201...\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " Paid corporate search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000044\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00010\n", + " T0010\n", " 91\n", " \n", " \n", " 91\n", - " TL00092\n", - " Our.News\n", - " \n", - " Our.News\n", - " https://our.news/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000063\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00017\n", + " T0010\n", " 92\n", " \n", " \n", " 92\n", - " TL00093\n", - " Pathmatics\n", - " \n", - " Pathmatics\n", - " https://www.pathmatics.com/\n", - " Advertising Analysis\n", - " \n", - " \n", - " Pathmatics display and Facebook ads tracking t...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000084\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00029\n", + " T0010\n", " 93\n", " \n", " \n", " 93\n", - " TL00094\n", - " PimEyes: Face Recognition Search Engine and Re...\n", - " \n", - " PimEyes\n", - " https://pimeyes.com/en\n", - " \n", - " \n", - " \n", - " Advanced face recognition search engine, a rev...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000104\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00032\n", + " T0010\n", " 94\n", " \n", " \n", " 94\n", - " TL00095\n", - " Pipl\n", - " \n", - " Pipl\n", - " https://pipl.com/\n", - " Finding People\n", - " \n", - " \n", - " Pipl people Search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000126\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00044\n", + " T0010\n", " 95\n", " \n", " \n", " 95\n", - " TL00096\n", - " Policy Change Index\n", + " IT00000139\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", - " Policy Change Index\n", - " https://policychangeindex.org/\n", - " \n", - " \n", - " \n", - " automated content analysis\n", - " https://github.com/PSLmodels\n", - " \n", - " \n", - " \n", - " open source\n", + " I00049\n", + " T0010\n", " 96\n", " \n", " \n", " 96\n", - " TL00097\n", - " PR Aegis\n", - " \n", - " Cosmetheus\n", - " https://cosmetheus.com/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000148\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00050\n", + " T0010\n", " 97\n", " \n", " \n", " 97\n", - " TL00098\n", - " Predata Platform\n", - " \n", - " Predata\n", - " https://predata.com\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000158\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00051\n", + " T0010\n", " 98\n", " \n", " \n", " 98\n", - " TL00099\n", - " Publicwww\n", - " \n", - " \n", - " https://publicwww.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Publicwww, search to see how many websites hav...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000182\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00063\n", + " T0010\n", " 99\n", " \n", " \n", " 99\n", - " TL00100\n", - " Q\n", - " \n", - " Sparks&Honey\n", - " https://www.sparksandhoney.com/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000017\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", + " I00005\n", + " T0031\n", " 100\n", " \n", " \n", " 100\n", - " TL00101\n", - " Reality Defender\n", + " IT00000046\n", + " YouTube; Reddit\n", " \n", - " AI Foundation\n", - " https://rd2020.org/\n", - " Image analysis\n", - " \n", - " \n", - " detect synthetic media\n", - " \n", - " images\n", - " \n", - " \n", - " request access\n", + " I00010\n", + " T0031\n", " 101\n", " \n", " \n", " 101\n", - " TL00102\n", - " Reaper\n", - " \n", - " \n", - " https://reaper.social/\n", - " \n", - " Useful\n", - " \n", - " \n", - " https://github.com/ScriptSmith/reaper\n", - " \n", - " \n", - " \n", + " IT00000064\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0031\n", " 102\n", " \n", " \n", " 102\n", - " TL00103\n", - " Recorded Future\n", - " \n", - " Recorded Future\n", - " https://www.recordedfuture.com\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000087\n", + " YouTube; Reddit;\n", " \n", + " I00029\n", + " T0031\n", " 103\n", " \n", " \n", " 103\n", - " TL00104\n", - " Remove.bg\n", - " \n", - " Remove\n", - " https://www.remove.bg/\n", - " Image analysis\n", - " \n", - " \n", - " Free tool that helps remove background images ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000096\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0031\n", " 104\n", " \n", " \n", " 104\n", - " TL00105\n", - " Reverse image search\n", - " \n", - " Karmadecay\n", - " http://karmadecay.com/\n", - " Image analysis\n", - " \n", - " \n", - " Reverse image search tool for Reddit\n", - " \n", - " \n", - " \n", - " \n", + " IT00000122\n", + " YouTube; Reddit\n", " \n", + " I00044\n", + " T0031\n", " 105\n", " \n", " \n", " 105\n", - " TL00106\n", - " Reverse image search\n", - " \n", - " Yandex\n", - " https://yandex.com/images/\n", - " Image analysis\n", - " Commonly used\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000142\n", + " YouTube; Reddit;\n", " \n", + " I00049\n", + " T0031\n", " 106\n", " \n", " \n", " 106\n", - " TL00107\n", - " SearchUsers\n", - " \n", - " \n", - " https://searchusers.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " A tool to search for Instagram users by name o...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000151\n", + " YouTube; Reddit;\n", " \n", + " I00050\n", + " T0031\n", " 107\n", " \n", " \n", " 107\n", - " TL00108\n", - " Sensity tool for detecting GAN generated faces\n", - " \n", - " Sensity\n", - " https://platform.sensity.ai/deepfake-detection\n", - " Image analysis\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000159\n", + " YouTube; Reddit\n", " \n", + " I00051\n", + " T0031\n", " 108\n", " \n", " \n", " 108\n", - " TL00109\n", - " Share The Facts\n", - " \n", - " Duke Reporters Lab / Jigsaw\n", - " \n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000185\n", + " YouTube; Reddit;\n", " \n", + " I00063\n", + " T0031\n", " 109\n", " \n", " \n", " 109\n", - " TL00110\n", - " SimilarWeb\n", - " \n", - " SimilarWeb\n", - " http://similarweb.com/\n", - " Web Traffic Analysis\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000018\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", + " I00005\n", + " T0032\n", " 110\n", " \n", " \n", " 110\n", - " TL00111\n", - " Skopenow\n", - " \n", - " Skopenow\n", - " https://www.skopenow.com/\n", - " Finding People\n", - " \n", - " \n", - " Skopenow (an excellent paid tool)\n", - " \n", - " \n", - " \n", - " \n", + " IT00000047\n", + " YouTube; Reddit\n", " \n", + " I00010\n", + " T0032\n", " 111\n", " \n", " \n", " 111\n", - " TL00112\n", - " Social Media Analysis Toolkit (SMAT)\n", - " \n", - " \n", - " https://www.smat-app.com/\n", - " \n", - " \n", - " \n", - " trends\n", - " \n", - " \n", - " \n", - " \n", + " IT00000065\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0032\n", " 112\n", " \n", " \n", " 112\n", - " TL00113\n", - " SocialBlade\n", - " \n", - " \n", - " https://socialblade.com\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " SocialBlade tool for analyzing YouTube, Twitte...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000088\n", + " YouTube; Reddit;\n", " \n", + " I00029\n", + " T0032\n", " 113\n", " \n", " \n", " 113\n", - " TL00114\n", - " SocialReaper\n", - " scrapes Facebook, Twitter, Reddit, Youtube, Pi...\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " https://github.com/ScriptSmith/socialreaper\n", - " \n", - " \n", - " \n", + " IT00000097\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0032\n", " 114\n", " \n", " \n", " 114\n", - " TL00115\n", - " Spokeo\n", - " \n", - " Spokeo\n", - " http://www.spokeo.com/\n", - " Finding People\n", - " \n", - " \n", - " Spokeo people search (good for the US only)\n", - " \n", - " \n", - " \n", - " \n", + " IT00000123\n", + " YouTube; Reddit\n", " \n", + " I00044\n", + " T0032\n", " 115\n", " \n", " \n", " 115\n", - " TL00116\n", - " Spy On Web\n", - " \n", - " \n", - " http://www.spyonweb.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Spy On Web search for tracking Google Analytic...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000143\n", + " YouTube; Reddit;\n", " \n", + " I00049\n", + " T0032\n", " 116\n", " \n", " \n", " 116\n", - " TL00117\n", - " Squint\n", - " \n", - " MITRE\n", - " https://www.mitre.org/publications/project-sto...\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension;mobile app\n", + " IT00000152\n", + " YouTube; Reddit;\n", " \n", + " I00050\n", + " T0032\n", " 117\n", " \n", " \n", " 117\n", - " TL00118\n", - " Tattle\n", - " \n", - " Labor of Love\n", - " https://play.google.com/store/apps/details?id=...\n", - " \n", - " \n", - " \n", - " WhatsApp message forwarding\n", - " \n", - " messageapps\n", - " \n", - " \n", + " IT00000160\n", + " YouTube; Reddit\n", " \n", + " I00051\n", + " T0032\n", " 118\n", " \n", " \n", " 118\n", - " TL00119\n", - " TGStat\n", - " \n", - " Telegram Analytics\n", - " http://tgstat.com\n", - " Social Media Search and Account Analysis\n", - " Useful\n", - " \n", - " A tool for analyzing a Telegram account/channel\n", - " \n", - " \n", - " \n", - " \n", + " IT00000186\n", + " YouTube; Reddit;\n", " \n", + " I00063\n", + " T0032\n", " 119\n", " \n", " \n", " 119\n", - " TL00120\n", - " Thats Them\n", - " \n", - " Thats Them\n", - " https://thatsthem.com/\n", - " Finding People\n", - " \n", - " \n", - " Thats Them people search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000019\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", + " I00005\n", + " T0034\n", " 120\n", " \n", " \n", " 120\n", - " TL00121\n", - " The News Hero\n", - " \n", - " NATO Stratcom\n", - " https://www.thenewshero.org/\n", - " \n", - " Designed for disinfo\n", - " \n", - " training\n", - " \n", - " \n", - " \n", - " \n", + " IT00000067\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0034\n", " 121\n", " \n", " \n", " 121\n", - " TL00122\n", - " The propaganda game\n", - " \n", - " \n", - " https://propagandagame.org\n", - " \n", - " Designed for disinfo\n", - " \n", - " training\n", - " \n", - " \n", - " \n", - " \n", + " IT00000099\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0034\n", " 122\n", " \n", " \n", " 122\n", - " TL00123\n", - " TIES\n", + " IT00000020\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", - " Facebook\n", - " https://www.socialmediatoday.com/news/facebook...\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " closed\n", + " I00005\n", + " T0035\n", " 123\n", " \n", " \n", " 123\n", - " TL00124\n", - " TinEye\n", - " \n", - " TinEye\n", - " https://tineye.com/\n", - " Image analysis\n", - " Commonly used\n", - " \n", - " reverse image search\n", - " \n", - " images\n", - " \n", - " browser extension\n", + " IT00000068\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0035\n", " 124\n", " \n", " \n", " 124\n", - " TL00125\n", - " TinEye\n", - " \n", - " \n", - " tineye.com\n", - " Image analysis\n", - " \n", - " \n", - " search for images\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000100\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0035\n", " 125\n", " \n", " \n", " 125\n", - " TL00126\n", - " Tinfoleak\n", - " \n", - " Tinfoleak\n", - " https://tinfoleak.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Get useful overview related to a Twitter account\n", - " \n", - " \n", - " \n", - " \n", + " IT00000021\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", + " I00005\n", + " T0036\n", " 126\n", " \n", " \n", " 126\n", - " TL00127\n", - " Trendolizer\n", - " \n", - " \n", - " http://get.trendolizer.com/\n", - " \n", - " \n", - " \n", - " trending stories\n", - " \n", - " \n", - " \n", - " \n", + " IT00000069\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0036\n", " 127\n", " \n", " \n", " 127\n", - " TL00128\n", - " Trive\n", - " \n", - " Trive\n", - " https://trive.news/\n", - " \n", - " \n", - " \n", - " \"human swarming\"\n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000101\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0036\n", " 128\n", " \n", " \n", " 128\n", - " TL00129\n", - " Truepic\n", - " \n", - " \n", - " https://www.truepic.com\n", - " Image analysis\n", - " \n", - " \n", - " image verification\n", - " \n", - " images\n", - " \n", - " \n", - " \n", + " IT00000023\n", + " Memes... anti-immigration; euroskepticism; fea...\n", + " Meme that ISIS was responsible for a local che...\n", + " I00005\n", + " T0021\n", " 129\n", " \n", " \n", " 129\n", - " TL00130\n", - " Truly Media\n", - " \n", - " Athens Technology Centre (ATC)\n", - " https://www.truly.media/\n", - " \n", - " Designed for disinfo\n", - " \n", - " crowdsourced verification\n", - " \n", - " \n", - " \n", - " \n", + " IT00000072\n", + " Memes... anti-immigration; euroskepticism; fea...\n", " \n", + " I00017\n", + " T0021\n", " 130\n", " \n", " \n", " 130\n", - " TL00131\n", - " Trusted Times\n", - " \n", - " \n", - " https://trustedtimes.org\n", - " \n", - " \n", - " \n", - " news article analysis\n", - " \n", - " webpages\n", - " \n", - " browser extension\n", + " IT00000117\n", + " memes\n", " \n", + " I00042\n", + " T0021\n", " 131\n", " \n", " \n", " 131\n", - " TL00132\n", - " Trustium\n", - " \n", - " \n", - " https://chrome.google.com/webstore/detail/trus...\n", - " Ratings\n", - " Designed for disinfo\n", - " \n", - " site rating for advertisers\n", - " \n", - " webpages\n", - " \n", - " browser extension\n", + " IT00000173\n", + " Memes... anti-Isreal/USA/West, conspiracy narr...\n", " \n", + " I00056\n", + " T0021\n", " 132\n", " \n", " \n", " 132\n", - " TL00133\n", - " TruthNest\n", - " \n", - " Athens Technology Centre (ATC)\n", - " https://www.truthnest.com\n", - " \n", - " Designed for disinfo\n", - " \n", - " twitter analytics\n", - " \n", - " socialmedia\n", - " \n", - " \n", - " \n", + " IT00000024\n", + " Backstop personas\n", + " Wikipedia fake persona \"AmandaGray91\".\n", + " I00005\n", + " T0030\n", " 133\n", " \n", " \n", " 133\n", - " TL00134\n", - " TweetBeaver\n", - " \n", - " TweetBeaver\n", - " https://tweetbeaver.com/index.php\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " TweetBeaver account tools\n", - " \n", - " \n", - " \n", - " \n", + " IT00000074\n", + " Backstop personas\n", " \n", + " I00017\n", + " T0030\n", " 134\n", " \n", " \n", " 134\n", - " TL00135\n", - " Twiangulate\n", - " \n", - " \n", - " http://twiangulate.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Twiangulate.com for mapping connections betwee...\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000025\n", + " Use SMS/text messages\n", + " SMS messages sent to local residents\n", + " I00006\n", + " T0043\n", " 135\n", " \n", " \n", " 135\n", - " TL00136\n", - " Twitonomy\n", - " \n", - " Twitonomy\n", - " https://www.twitonomy.com/go-premium.php\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Analyzing a twitter account, hashtags, etc.\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000026\n", + " Fake video/images\n", + " Fake youtube video of ISIS claiming responsibi...\n", + " I00006\n", + " T0024\n", " 136\n", " \n", " \n", " 136\n", - " TL00137\n", - " Twitter advanced search\n", - " \n", - " \n", - " https://twitter.com/search-advanced\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Twitter advanced search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000116\n", + " photoshopped/fake images\n", " \n", + " I00042\n", + " T0024\n", " 137\n", " \n", " \n", " 137\n", - " TL00138\n", - " Twitter Trails\n", - " \n", - " \n", - " http://twittertrails.com/\n", - " \n", - " \n", - " \n", - " twitter tracking\n", - " \n", - " socialmedia\n", - " \n", - " \n", - " \n", + " IT00000027\n", + " Create and use hashtag\n", + " Main hashtag used was #ColumbianChemicals\n", + " I00006\n", + " T0015\n", " 138\n", " \n", " \n", " 138\n", - " TL00139\n", - " Twren\n", - " \n", - " \n", - " https://twren.ch/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Tool that lists the accounts that retweeted a ...\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000028\n", + " Create and use hashtag\n", + " Main hashtag used was #ColumbianChemicals\n", + " I00006\n", + " T0055\n", " 139\n", " \n", " \n", " 139\n", - " TL00140\n", - " URLScan\n", - " \n", - " \n", - " https://urlscan.io/\n", - " Website Analysis\n", - " \n", - " \n", - " URLScan is a free tool that gives an overview ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000030\n", + " bait journalists/media/politicians\n", " \n", + " I00006\n", + " T0039\n", " 140\n", " \n", " \n", " 140\n", - " TL00141\n", - " Viewcached.com\n", - " \n", - " \n", - " http://viewcached.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Viewcached.com tool for retrieving cached page...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000049\n", + " journalist/media baiting\n", " \n", + " I00010\n", + " T0039\n", " 141\n", " \n", " \n", " 141\n", - " TL00142\n", - " ViewDNS\n", - " \n", - " \n", - " https://viewdns.info/reverseip/\n", - " Website Analysis\n", - " \n", - " \n", - " ViewDNS is another useful tool for analyzing d...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000053\n", + " journalist/media baiting\n", " \n", + " I00015\n", + " T0039\n", " 142\n", " \n", " \n", " 142\n", - " TL00143\n", - " Vortimo\n", - " \n", - " \n", - " \n", - " \n", - " Useful\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000036\n", + " Using \"expert\"\n", " \n", + " I00009\n", + " T0045\n", " 143\n", " \n", " \n", " 143\n", - " TL00144\n", - " WayBack Machine\n", - " \n", - " WayBack Machine\n", - " https://chrome.google.com/webstore/detail/wayb...\n", - " Browser Plugin\n", - " Commonly used\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000040\n", + " News circulated/amplifed by tertiary sites (Ru...\n", " \n", + " I00009\n", + " T0052\n", " 144\n", " \n", " \n", " 144\n", - " TL00145\n", - " Webmii\n", - " \n", - " \n", - " http://webmii.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Webmii social media profile search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000086\n", + " News circulated/amplifed by tertiary sites (Ru...\n", " \n", + " I00029\n", + " T0052\n", " 145\n", " \n", " \n", " 145\n", - " TL00146\n", - " WhatsApp archiver\n", + " IT00000141\n", + " News circulated/amplifed by tertiary sites (Ru...\n", " \n", - " Tattle\n", - " https://tattle.co.in/products/whatsapp-archiver\n", - " \n", - " Useful\n", - " \n", - " WhatsApp archiver\n", - " https://github.com/tattle-made/whatsapp-scrape...\n", - " messageapps\n", - " \n", - " \n", - " open source\n", + " I00049\n", + " T0052\n", " 146\n", " \n", " \n", " 146\n", - " TL00147\n", - " WhatsMyName\n", - " \n", - " \n", - " https://whatsmyname.app/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " An even more comprehensive tool for searching ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000150\n", + " News circulated/amplifed by tertiary sites (Mi...\n", " \n", + " I00050\n", + " T0052\n", " 147\n", " \n", " \n", " 147\n", - " TL00148\n", - " Who Targets Me\n", + " IT00000184\n", + " News circulated/amplifed by tertiary sites (Ru...\n", " \n", - " \n", - " https://whotargets.me/en/about-who-targets-me/\n", - " Advertising Analysis\n", - " \n", - " \n", - " political ad scraper\n", - " https://github.com/WhoTargetsMe/\n", - " ads\n", - " \n", - " browser extension\n", - " open source\n", + " I00063\n", + " T0052\n", " 148\n", " \n", " \n", " 148\n", - " TL00149\n", - " Whoisology\n", - " \n", - " \n", - " https://whoisology.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Whoisology whois-domain search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000048\n", + " 4Chan/8Chan - trial content\n", " \n", + " I00010\n", + " T0020\n", " 149\n", " \n", " \n", " 149\n", - " TL00150\n", - " WhoPostedWhat\n", - " \n", - " \n", - " http://whopostedwhat.com/\n", - " Social Media Search and Account Analysis\n", - " Useful\n", - " \n", - " Search for dates and date ranges on Facebook\n", - " \n", - " \n", - " \n", - " \n", + " IT00000070\n", + " 4Chan/8Chan - trial content\n", " \n", + " I00017\n", + " T0020\n", " 150\n", " \n", " \n", " 150\n", - " TL00151\n", - " Wolf Totem\n", - " \n", - " Omelas\n", - " https://www.omelas.io/wolf-totem-product\n", - " \n", - " Designed for disinfo\n", - " \n", - " dashboard\n", - " \n", - " \n", - " \n", - " \n", + " IT00000102\n", + " 4Chan/8Chan - trial content\n", " \n", + " I00032\n", + " T0020\n", " 151\n", " \n", " \n", " 151\n", - " TL00152\n", - " Yonder\n", - " \n", - " Yonder\n", - " https://www.yonder-ai.com\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000124\n", + " 4Chan/8Chan - trial content\n", " \n", + " I00044\n", + " T0020\n", " 152\n", " \n", " \n", " 152\n", - " TL00153\n", - " YouTube Data Viewer\n", - " \n", - " Citizen Evidence Lab (Amnesty International)\n", - " https://citizenevidence.org/2014/07/01/youtube...\n", - " Image analysis\n", - " \n", - " \n", - " Extract hidden data from videos hosted on YouT...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000050\n", + " Forge ('release' altered hacked documents)\n", " \n", + " I00015\n", + " T0025\n", " 153\n", " \n", + " \n", + " 153\n", + " IT00000051\n", + " hack/leak/manipulate/distort\n", + " \n", + " I00015\n", + " T0025\n", + " 154\n", + " \n", + " \n", + " 154\n", + " IT00000054\n", + " hack/leak/manipulate/distort\n", + " \n", + " I00017\n", + " T0025\n", + " 155\n", + " \n", + " \n", + " 155\n", + " IT00000075\n", + " hack/leak/manipulate/distort\n", + " \n", + " I00022\n", + " T0025\n", + " 156\n", + " \n", + " \n", + " 156\n", + " IT00000153\n", + " hack/leak/manipulate/distort\n", + " \n", + " I00051\n", + " T0025\n", + " 157\n", + " \n", + " \n", + " 157\n", + " IT00000052\n", + " Circulate to media via DM, then release publicly\n", + " \n", + " I00015\n", + " T0044\n", + " 158\n", + " \n", + " \n", + " 158\n", + " IT00000066\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", + " \n", + " I00017\n", + " T0033\n", + " 159\n", + " \n", + " \n", + " 159\n", + " IT00000098\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", + " \n", + " I00032\n", + " T0033\n", + " 160\n", + " \n", + " \n", + " 160\n", + " IT00000073\n", + " Click-bait (economic actors) fake news sites (...\n", + " \n", + " I00017\n", + " T0016\n", + " 161\n", + " \n", + " \n", + " 161\n", + " IT00000081\n", + " 4 D's (dismiss, distort, distract, dismay...Of...\n", + " \n", + " I00029\n", + " T0001\n", + " 162\n", + " \n", + " \n", + " 162\n", + " IT00000128\n", + " 4 D's (dismiss, distort, distract, dismay...Of...\n", + " \n", + " I00047\n", + " T0001\n", + " 163\n", + " \n", + " \n", + " 163\n", + " IT00000129\n", + " Russian FSB security service blamed Ukraine fo...\n", + " \n", + " I00047\n", + " T0001\n", + " 164\n", + " \n", + " \n", + " 164\n", + " IT00000136\n", + " 4 D's (dismiss, distort, distract, dismay...Of...\n", + " \n", + " I00049\n", + " T0001\n", + " 165\n", + " \n", + " \n", + " 165\n", + " IT00000167\n", + " China also plays victim, innocence, plays by r...\n", + " \n", + " I00053\n", + " T0001\n", + " 166\n", + " \n", + " \n", + " 166\n", + " IT00000168\n", + " Chinese ambassador Lu Shaye accused Canada of ...\n", + " \n", + " I00053\n", + " T0001\n", + " 167\n", + " \n", + " \n", + " 167\n", + " IT00000179\n", + " 4 D's (dismiss, distort, distract, dismay...Of...\n", + " \n", + " I00063\n", + " T0001\n", + " 168\n", + " \n", + " \n", + " 168\n", + " IT00000089\n", + " Demand insurmountable proof\n", + " \n", + " I00029\n", + " T0040\n", + " 169\n", + " \n", + " \n", + " 169\n", + " IT00000133\n", + " Demand insurmountable proof\n", + " \n", + " I00047\n", + " T0040\n", + " 170\n", + " \n", + " \n", + " 170\n", + " IT00000105\n", + " 2,000,000 people (est.) part of state run/spon...\n", + " \n", + " I00033\n", + " T0049\n", + " 171\n", + " \n", + " \n", + " 171\n", + " IT00000112\n", + " flood the Facebook pages of Taiwanese politici...\n", + " \n", + " I00034\n", + " T0049\n", + " 172\n", + " \n", + " \n", + " 172\n", + " IT00000113\n", + " Democratic Progressive Party (DPP), attracted ...\n", + " \n", + " I00034\n", + " T0049\n", + " 173\n", + " \n", + " \n", + " 173\n", + " IT00000106\n", + " fabricated social media comment\n", + " \n", + " I00033\n", + " T0051\n", + " 174\n", + " \n", + " \n", + " 174\n", + " IT00000107\n", + " domestic social media influence operations foc...\n", + " \n", + " I00033\n", + " T0050\n", + " 175\n", + " \n", + " \n", + " 175\n", + " IT00000165\n", + " Extend digital the physical space… gatherings ...\n", + " \n", + " I00053\n", + " T0050\n", + " 176\n", + " \n", + " \n", + " 176\n", + " IT00000108\n", + " cow online opinion leaders into submission, mu...\n", + " \n", + " I00033\n", + " T0047\n", + " 177\n", + " \n", + " \n", + " 177\n", + " IT00000109\n", + " cow online opinion leaders into submission, mu...\n", + " \n", + " I00033\n", + " T0048\n", + " 178\n", + " \n", + " \n", + " 178\n", + " IT00000110\n", + " facilitate state propaganda and defuse crises\n", + " \n", + " I00033\n", + " T0002\n", + " 179\n", + " \n", + " \n", + " 179\n", + " IT00000111\n", + " Netizens from one of the largest discussion fo...\n", + " \n", + " I00034\n", + " T0002\n", + " 180\n", + " \n", + " \n", + " 180\n", + " IT00000114\n", + " “hack” of Qatar’s official news agency\n", + " \n", + " I00042\n", + " T0011\n", + " 181\n", + " \n", + " \n", + " 181\n", + " IT00000127\n", + " Promote fake “experts” with impressive (and sc...\n", + " \n", + " I00044\n", + " T0009\n", + " 182\n", + " \n", + " \n", + " 182\n", + " IT00000130\n", + " (Distort) Kremlin-controlled RT cited Russian ...\n", + " \n", + " I00047\n", + " T0023\n", + " 183\n", + " \n", + " \n", + " 183\n", + " IT00000163\n", + " Distorted, saccharine “news” about the Chinese...\n", + " \n", + " I00053\n", + " T0023\n", + " 184\n", + " \n", + " \n", + " 184\n", + " IT00000174\n", + " Memes... anti-Isreal/USA/West, conspiracy narr...\n", + " \n", + " I00056\n", + " T0022\n", + " 185\n", + " \n", + " \n", + " 185\n", + " IT00000175\n", + " Fake news/synthetic web-sites\n", + " \n", + " I00056\n", + " T0008\n", + " 186\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " amitt_id name \\\n", - "0 TL00001 Account Analysis \n", - "1 TL00002 Ad Observer \n", - "2 TL00003 Aletheia \n", - "3 TL00004 Alexa \n", - "4 TL00005 AnalyzeID \n", - "5 TL00006 Archive.is \n", - "6 TL00007 Assembler \n", - "7 TL00008 Backlink Watch \n", - "8 TL00009 Blackbird Constellation Engine \n", - "9 TL00010 Bot Sentinel \n", - "10 TL00011 Botometer \n", - "11 TL00012 Botslayer \n", - "12 TL00013 Builtwith \n", - "13 TL00014 Buzzsumo \n", - "14 TL00015 Buzzweb \n", - "15 TL00016 Carbon Date \n", - "16 TL00017 Check \n", - "17 TL00018 Check browser add-on \n", - "18 TL00019 Check My Ads \n", - "19 TL00020 Claim Review \n", - "20 TL00021 ClaimBuster \n", - "21 TL00022 Corporate registrars list \n", - "22 TL00023 Corporation Wiki \n", - "23 TL00024 Counter propaganda and disinformation explorer... \n", - "24 TL00025 Crowdtangle (chrome extension) \n", - "25 TL00026 Crowdtangle (full) \n", - "26 TL00027 Deep Duck Dive \n", - "27 TL00028 Disinfo Busters \n", - "28 TL00029 Disinformation Diaries \n", - "29 TL00030 DNSlytics \n", - "30 TL00031 Domain Big Data \n", - "31 TL00032 DomainTools \n", - "32 TL00033 e-witness \n", - "33 TL00034 Emergent \n", - "34 TL00035 Exodus \n", - "35 TL00036 Facebook political/issue ads database \n", - "36 TL00037 Fakebook Experiment \n", - "37 TL00038 FakeSpot \n", - "38 TL00039 FBstalker \n", - "39 TL00040 Feed Reflect (browser extension) \n", - "40 TL00041 FindClone \n", - "41 TL00042 FOCA \n", - "42 TL00043 Foller.me \n", - "43 TL00044 Followerwonk \n", - "44 TL00045 Fortis AI \n", - "45 TL00046 Foto Forensics \n", - "46 TL00047 FotoForensics \n", - "47 TL00048 Free Online OCR \n", - "48 TL00049 GenSynth \n", - "49 TL00050 Gephi \n", - "50 TL00051 Get Bad News \n", - "51 TL00052 Ghostery \n", - "52 TL00053 Giant Language Model Test Room (GLTR) \n", - "53 TL00054 Google political ads database \n", - "54 TL00055 Google Trends \n", - "55 TL00056 Gramspy \n", - "56 TL00057 Graph.tips \n", - "57 TL00058 Ground News \n", - "58 TL00059 Hoaxy \n", - "59 TL00060 Hooyu \n", - "60 TL00061 Hypothes.is \n", - "61 TL00062 ICIJ Offshoreleaks Database \n", - "62 TL00063 Iffy Quotient \n", - "63 TL00064 Influence apps \n", - "64 TL00065 Internet Archive \n", - "65 TL00066 Investigative Dashboard \n", - "66 TL00067 InVid \n", - "67 TL00068 Jeffrey Friedl's Image Metadata Viewer \n", - "68 TL00069 Jod Bot \n", - "69 TL00070 Keyhole \n", - "70 TL00071 KeyHole \n", - "71 TL00072 Kharon \n", - "72 TL00073 Khoj \n", - "73 TL00074 Kosh \n", - "74 TL00075 Little Sis database \n", - "75 TL00076 Meltwater Explore \n", - "76 TL00077 MentionMapp \n", - "77 TL00078 MIDAC \n", - "78 TL00079 Misp \n", - "79 TL00080 Moat \n", - "80 TL00081 Name2email \n", - "81 TL00082 NameChk \n", - "82 TL00083 NerdyData \n", - "83 TL00084 NewsCheck \n", - "84 TL00085 NewsGuard \n", - "85 TL00086 NewsWhip \n", - "86 TL00087 Nobias \n", - "87 TL00088 NoBias \n", - "88 TL00089 Open Corporates \n", - "89 TL00090 Opensanctions \n", - "90 TL00091 Orbis directory \n", - "91 TL00092 Our.News \n", - "92 TL00093 Pathmatics \n", - "93 TL00094 PimEyes: Face Recognition Search Engine and Re... \n", - "94 TL00095 Pipl \n", - "95 TL00096 Policy Change Index \n", - "96 TL00097 PR Aegis \n", - "97 TL00098 Predata Platform \n", - "98 TL00099 Publicwww \n", - "99 TL00100 Q \n", - "100 TL00101 Reality Defender \n", - "101 TL00102 Reaper \n", - "102 TL00103 Recorded Future \n", - "103 TL00104 Remove.bg \n", - "104 TL00105 Reverse image search \n", - "105 TL00106 Reverse image search \n", - "106 TL00107 SearchUsers \n", - "107 TL00108 Sensity tool for detecting GAN generated faces \n", - "108 TL00109 Share The Facts \n", - "109 TL00110 SimilarWeb \n", - "110 TL00111 Skopenow \n", - "111 TL00112 Social Media Analysis Toolkit (SMAT) \n", - "112 TL00113 SocialBlade \n", - "113 TL00114 SocialReaper \n", - "114 TL00115 Spokeo \n", - "115 TL00116 Spy On Web \n", - "116 TL00117 Squint \n", - "117 TL00118 Tattle \n", - "118 TL00119 TGStat \n", - "119 TL00120 Thats Them \n", - "120 TL00121 The News Hero \n", - "121 TL00122 The propaganda game \n", - "122 TL00123 TIES \n", - "123 TL00124 TinEye \n", - "124 TL00125 TinEye \n", - "125 TL00126 Tinfoleak \n", - "126 TL00127 Trendolizer \n", - "127 TL00128 Trive \n", - "128 TL00129 Truepic \n", - "129 TL00130 Truly Media \n", - "130 TL00131 Trusted Times \n", - "131 TL00132 Trustium \n", - "132 TL00133 TruthNest \n", - "133 TL00134 TweetBeaver \n", - "134 TL00135 Twiangulate \n", - "135 TL00136 Twitonomy \n", - "136 TL00137 Twitter advanced search \n", - "137 TL00138 Twitter Trails \n", - "138 TL00139 Twren \n", - "139 TL00140 URLScan \n", - "140 TL00141 Viewcached.com \n", - "141 TL00142 ViewDNS \n", - "142 TL00143 Vortimo \n", - "143 TL00144 WayBack Machine \n", - "144 TL00145 Webmii \n", - "145 TL00146 WhatsApp archiver \n", - "146 TL00147 WhatsMyName \n", - "147 TL00148 Who Targets Me \n", - "148 TL00149 Whoisology \n", - "149 TL00150 WhoPostedWhat \n", - "150 TL00151 Wolf Totem \n", - "151 TL00152 Yonder \n", - "152 TL00153 YouTube Data Viewer \n", + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", "\n", - " summary \\\n", - "0 \n", - "1 \n", - "2 \n", - "3 \n", - "4 \n", - "5 \n", - "6 \n", - "7 \n", - "8 \n", - "9 \n", - "10 \n", - "11 \n", - "12 \n", - "13 \n", - "14 \n", - "15 \n", - "16 \n", - "17 Browse the internet, and find a Tweet, YouTube... \n", - "18 \n", - "19 \n", - "20 \n", - "21 \n", - "22 \n", - "23 \n", - "24 \n", - "25 \n", - "26 \n", - "27 \n", - "28 \n", - "29 \n", - "30 \n", - "31 \n", - "32 eWitness uses blockchain to establish provenan... \n", - "33 Emergent is a real-time rumor tracker. It's pa... \n", - "34 \n", - "35 \n", - "36 \n", - "37 \n", - "38 \n", - "39 Browser extension designed to promote awarenes... \n", - "40 \n", - "41 \n", - "42 \n", - "43 \n", - "44 \n", - "45 \n", - "46 \n", - "47 \n", - "48 \n", - "49 \n", - "50 \n", - "51 \n", - "52 The aim of GLTR is to take the same models tha... \n", - "53 \n", - "54 \n", - "55 \n", - "56 \n", - "57 \n", - "58 \n", - "59 \n", - "60 \n", - "61 \n", - "62 \n", - "63 \n", - "64 \n", - "65 \n", - "66 \n", - "67 \n", - "68 \n", - "69 \n", - "70 \n", - "71 \n", - "72 \n", - "73 \n", - "74 \n", - "75 \n", - "76 \n", - "77 \n", - "78 \n", - "79 \n", - "80 \n", - "81 \n", - "82 \n", - "83 \n", - "84 \n", - "85 \n", - "86 \n", - "87 \n", - "88 \n", - "89 \n", - "90 \n", - "91 \n", - "92 \n", - "93 \n", - "94 \n", - "95 \n", - "96 \n", - "97 \n", - "98 \n", - "99 \n", - "100 \n", - "101 \n", - "102 \n", - "103 \n", - "104 \n", - "105 \n", - "106 \n", - "107 \n", - "108 \n", - "109 \n", - "110 \n", - "111 \n", - "112 \n", - "113 scrapes Facebook, Twitter, Reddit, Youtube, Pi... \n", - "114 \n", - "115 \n", - "116 \n", - "117 \n", - "118 \n", - "119 \n", - "120 \n", - "121 \n", - "122 \n", - "123 \n", - "124 \n", - "125 \n", - "126 \n", - "127 \n", - "128 \n", - "129 \n", - "130 \n", - "131 \n", - "132 \n", - "133 \n", - "134 \n", - "135 \n", - "136 \n", - "137 \n", - "138 \n", - "139 \n", - "140 \n", - "141 \n", - "142 \n", - "143 \n", - "144 \n", - "145 \n", - "146 \n", - "147 \n", - "148 \n", - "149 \n", - "150 \n", - "151 \n", - "152 \n", + " summary incident_id \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", "\n", - " organization \\\n", - "0 Account Analysis \n", - "1 New York University \n", - "2 Midstream Technology \n", - "3 Alexa \n", - "4 \n", - "5 \n", - "6 \n", - "7 Backlink Watch \n", - "8 Blackbird \n", - "9 \n", - "10 University of Indiana \n", - "11 University of Indiana \n", - "12 \n", - "13 \n", - "14 \n", - "15 \n", - "16 Meedan \n", - "17 Meedan \n", - "18 Check My Ads \n", - "19 Schema.org \n", - "20 University of Texas at Arlington \n", - "21 Kanton St.Gallen \n", - "22 Corporation Wiki \n", - "23 IBM \n", - "24 Facebook \n", - "25 Facebook \n", - "26 \n", - "27 \n", - "28 \n", - "29 \n", - "30 \n", - "31 \n", - "32 CUNY \n", - "33 Columbia University: Tow Center \n", - "34 Exodus tool \n", - "35 Facebook \n", - "36 Avaaz \n", - "37 \n", - "38 \n", - "39 \n", - "40 FindClone \n", - "41 \n", - "42 \n", - "43 \n", - "44 Alion \n", - "45 Hacker Factory \n", - "46 FotoForensics \n", - "47 NewOCR \n", - "48 Darwin AI \n", - "49 \n", - "50 DROG \n", - "51 Ghostery \n", - "52 \n", - "53 Google \n", - "54 \n", - "55 \n", - "56 \n", - "57 Ground News \n", - "58 University of Indiana \n", - "59 Hooyu Business \n", - "60 Hypothes.is \n", - "61 The International Consortium of Investigative ... \n", - "62 University of Michigan \n", - "63 Influence \n", - "64 Internet Archive \n", - "65 Organized Crime and Corruption Reporting Proje... \n", - "66 InVid \n", - "67 EXIF Reader \n", - "68 Tattle \n", - "69 Keyhole \n", - "70 KeyHole \n", - "71 Kharon \n", - "72 Tattle \n", - "73 Tattle \n", - "74 Little Sis database \n", - "75 \n", - "76 MentionMapp Analytics \n", - "77 Mythos Labs \n", - "78 \n", - "79 Moat \n", - "80 Name2email \n", - "81 \n", - "82 NerdyData \n", - "83 NewsCheck \n", - "84 NewsGuard \n", - "85 NewsWhip \n", - "86 Nobias \n", - "87 NoBias \n", - "88 Open Corporates \n", - "89 Opensanctions \n", - "90 Orbis \n", - "91 Our.News \n", - "92 Pathmatics \n", - "93 PimEyes \n", - "94 Pipl \n", - "95 Policy Change Index \n", - "96 Cosmetheus \n", - "97 Predata \n", - "98 \n", - "99 Sparks&Honey \n", - "100 AI Foundation \n", - "101 \n", - "102 Recorded Future \n", - "103 Remove \n", - "104 Karmadecay \n", - "105 Yandex \n", - "106 \n", - "107 Sensity \n", - "108 Duke Reporters Lab / Jigsaw \n", - "109 SimilarWeb \n", - "110 Skopenow \n", - "111 \n", - "112 \n", - "113 \n", - "114 Spokeo \n", - "115 \n", - "116 MITRE \n", - "117 Labor of Love \n", - "118 Telegram Analytics \n", - "119 Thats Them \n", - "120 NATO Stratcom \n", - "121 \n", - "122 Facebook \n", - "123 TinEye \n", - "124 \n", - "125 Tinfoleak \n", - "126 \n", - "127 Trive \n", - "128 \n", - "129 Athens Technology Centre (ATC) \n", - "130 \n", - "131 \n", - "132 Athens Technology Centre (ATC) \n", - "133 TweetBeaver \n", - "134 \n", - "135 Twitonomy \n", - "136 \n", - "137 \n", - "138 \n", - "139 \n", - "140 \n", - "141 \n", - "142 \n", - "143 WayBack Machine \n", - "144 \n", - "145 Tattle \n", - "146 \n", - "147 \n", - "148 \n", - "149 \n", - "150 Omelas \n", - "151 Yonder \n", - "152 Citizen Evidence Lab (Amnesty International) \n", - "\n", - " url \\\n", - "0 https://accountanalysis.app/ \n", - "1 https://chrome.google.com/webstore/detail/ad-o... \n", - "2 http://midstream.us \n", - "3 https://www.alexa.com \n", - "4 http://analyzeid.com/ \n", - "5 http://archive.is/ \n", - "6 https://projectassembler.org/ \n", - "7 http://www.backlinkwatch.com/ \n", - "8 https://www.blackbird.ai/ \n", - "9 https://botsentinel.com/ \n", - "10 https://botometer.iuni.iu.edu/#!/ \n", - "11 https://osome.iuni.iu.edu/tools/botslayer/ \n", - "12 Builtwith.com \n", - "13 https://buzzsumo.com/ \n", - "14 https://buzzweb.pro/ \n", - "15 http://carbondate.cs.odu.edu/ \n", - "16 https://meedan.com/check \n", - "17 https://chrome.google.com/webstore/detail/chec... \n", - "18 https://www.checkmyads.org/ \n", - "19 https://schema.org/ClaimReview \n", - "20 https://idir.uta.edu/claimbuster/ \n", - "21 https://www.commercial-register.sg.ch/home/wor... \n", - "22 https://www.corporationwiki.com/ \n", - "23 https://www.ibm.com/watson \n", - "24 https://apps.crowdtangle.com/chrome-extension \n", - "25 https://www.crowdtangle.com/ \n", - "26 https://deepdiveduck.com \n", - "27 http://disinfobusters.eu \n", - "28 https://www.allianceofdemocracies.org/initiati... \n", - "29 https://dnslytics.com/ \n", - "30 https://domainbigdata.com/ \n", - "31 https://whois.domaintools.com/ \n", - "32 https://ewitness.commons.gc.cuny.edu/ \n", - "33 http://www.emergent.info/about \n", - "34 https://reports.exodus-privacy.eu.org/en/ \n", - "35 https://www.facebook.com/ads/archive/?active_s... \n", - "36 https://secure.avaaz.org/campaign/en/disinfo_v... \n", - "37 https://www.fakespot.com/ \n", - "38 https://fbstalker.thao.pw/ \n", - "39 https://chrome.google.com/webstore/detail/feed... \n", - "40 https://findclone.ru/ \n", - "41 https://www.elevenpaths.com/labstools/foca/ind... \n", - "42 https://foller.me/ \n", - "43 https://followerwonk.com/ \n", - "44 https://www.alionscience.com \n", - "45 http://fotoforensics.com \n", - "46 http://fotoforensics.com/ \n", - "47 https://www.newocr.com/ \n", - "48 https://www.darwinai.com \n", - "49 https://gephi.org/users/install/ \n", - "50 https://getbadnews.com/#intro \n", - "51 https://chrome.google.com/webstore/detail/ghos... \n", - "52 http://gltr.io \n", - "53 http://transparencyreport.google.com/political... \n", - "54 https://trends.google.com/trends \n", - "55 http://gramspy.com/ \n", - "56 http://graph.tips/beta \n", - "57 https://www.ground.news/about \n", - "58 \n", - "59 https://hooyubusiness.com \n", - "60 https://web.hypothes.is/ \n", - "61 https://offshoreleaks.icij.org/ \n", - "62 https://csmr.umich.edu/platform-health-metrics/ \n", - "63 https://startinfluence.com/ \n", - "64 https://archive.org/web/ \n", - "65 https://investigativedashboard.org/ \n", - "66 https://www.invid-project.eu/ \n", - "67 http://exif.regex.info/ \n", - "68 https://tattle.co.in/products/jod-bot \n", - "69 https://keyhole.co/ \n", - "70 https://keyhole.co/ \n", - "71 https://www.kharon.com \n", - "72 https://github.com/tattle-made/archive-telegra... \n", - "73 https://tattle.co.in/products/kosh/ \n", - "74 https://littlesis.org/ \n", - "75 https://www.meltwater.com/en/solutions/social-... \n", - "76 https://mentionmapp.com/ \n", - "77 http://www.mythoslabs.org/ \n", - "78 https://www.misp-project.org/ \n", - "79 https://moat.com/ \n", - "80 https://name2email.com/ \n", - "81 https://namechk.com/ \n", - "82 https://nerdydata.com/search \n", - "83 https://www.newscheck.com/ \n", - "84 https://www.newsguardtech.com/ \n", - "85 https://www.newswhip.com/ \n", - "86 https://nobias.com/ \n", - "87 https://nobias.com/ \n", - "88 https://opencorporates.com/ \n", - "89 https://www.opensanctions.org/ \n", - "90 https://orbisdirectory.bvdinfo.com/version-201... \n", - "91 https://our.news/ \n", - "92 https://www.pathmatics.com/ \n", - "93 https://pimeyes.com/en \n", - "94 https://pipl.com/ \n", - "95 https://policychangeindex.org/ \n", - "96 https://cosmetheus.com/ \n", - "97 https://predata.com \n", - "98 https://publicwww.com/ \n", - "99 https://www.sparksandhoney.com/ \n", - "100 https://rd2020.org/ \n", - "101 https://reaper.social/ \n", - "102 https://www.recordedfuture.com \n", - "103 https://www.remove.bg/ \n", - "104 http://karmadecay.com/ \n", - "105 https://yandex.com/images/ \n", - "106 https://searchusers.com/ \n", - "107 https://platform.sensity.ai/deepfake-detection \n", - "108 \n", - "109 http://similarweb.com/ \n", - "110 https://www.skopenow.com/ \n", - "111 https://www.smat-app.com/ \n", - "112 https://socialblade.com \n", - "113 \n", - "114 http://www.spokeo.com/ \n", - "115 http://www.spyonweb.com/ \n", - "116 https://www.mitre.org/publications/project-sto... \n", - "117 https://play.google.com/store/apps/details?id=... \n", - "118 http://tgstat.com \n", - "119 https://thatsthem.com/ \n", - "120 https://www.thenewshero.org/ \n", - "121 https://propagandagame.org \n", - "122 https://www.socialmediatoday.com/news/facebook... \n", - "123 https://tineye.com/ \n", - "124 tineye.com \n", - "125 https://tinfoleak.com/ \n", - "126 http://get.trendolizer.com/ \n", - "127 https://trive.news/ \n", - "128 https://www.truepic.com \n", - "129 https://www.truly.media/ \n", - "130 https://trustedtimes.org \n", - "131 https://chrome.google.com/webstore/detail/trus... \n", - "132 https://www.truthnest.com \n", - "133 https://tweetbeaver.com/index.php \n", - "134 http://twiangulate.com/ \n", - "135 https://www.twitonomy.com/go-premium.php \n", - "136 https://twitter.com/search-advanced \n", - "137 http://twittertrails.com/ \n", - "138 https://twren.ch/ \n", - "139 https://urlscan.io/ \n", - "140 http://viewcached.com/ \n", - "141 https://viewdns.info/reverseip/ \n", - "142 \n", - "143 https://chrome.google.com/webstore/detail/wayb... \n", - "144 http://webmii.com/ \n", - "145 https://tattle.co.in/products/whatsapp-archiver \n", - "146 https://whatsmyname.app/ \n", - "147 https://whotargets.me/en/about-who-targets-me/ \n", - "148 https://whoisology.com/ \n", - "149 http://whopostedwhat.com/ \n", - "150 https://www.omelas.io/wolf-totem-product \n", - "151 https://www.yonder-ai.com \n", - "152 https://citizenevidence.org/2014/07/01/youtube... \n", - "\n", - " category disinformation_use \\\n", - "0 Social Media Search and Account Analysis \n", - "1 Advertising Analysis Designed for disinfo \n", - "2 Network analysis Designed for disinfo \n", - "3 Web Traffic Analysis \n", - "4 Website Analysis Useful \n", - "5 Website Analysis \n", - "6 Image analysis Designed for disinfo \n", - "7 Web Traffic Analysis \n", - "8 Designed for disinfo \n", - "9 Bot analysis Designed for disinfo \n", - "10 Bot analysis Designed for disinfo \n", - "11 Bot analysis Designed for disinfo \n", - "12 Designed for disinfo \n", - "13 Commonly used \n", - "14 Social Media Search and Account Analysis \n", - "15 Website Analysis \n", - "16 Designed for disinfo \n", - "17 Designed for disinfo \n", - "18 \n", - "19 Designed for disinfo \n", - "20 Designed for disinfo \n", - "21 Corporate/Business Tools \n", - "22 Corporate/Business Tools \n", - "23 Designed for disinfo \n", - "24 Commonly used \n", - "25 Commonly used \n", - "26 Website Analysis \n", - "27 \n", - "28 Designed for disinfo \n", - "29 Website Analysis \n", - "30 Website Analysis \n", - "31 Website Analysis \n", - "32 Image analysis Potentially useful \n", - "33 Designed for disinfo \n", - "34 Advertising Analysis \n", - "35 Advertising Analysis \n", - "36 \n", - "37 Social Media Search and Account Analysis \n", - "38 Social Media Search and Account Analysis \n", - "39 Potentially useful \n", - "40 Image analysis \n", - "41 Website Analysis \n", - "42 Social Media Search and Account Analysis \n", - "43 Social Media Search and Account Analysis \n", - "44 Potentially useful \n", - "45 Image analysis Useful \n", - "46 Image analysis \n", - "47 Image analysis \n", - "48 Potentially useful \n", - "49 Network analysis Commonly used \n", - "50 Designed for disinfo \n", - "51 Browser Plugin \n", - "52 Designed for disinfo \n", - "53 Advertising Analysis \n", - "54 Commonly used \n", - "55 Social Media Search and Account Analysis \n", - "56 Social Media Search and Account Analysis Useful \n", - "57 \n", - "58 Designed for disinfo \n", - "59 Finding People \n", - "60 Commonly used \n", - "61 Corporate/Business Tools \n", - "62 Ratings Designed for disinfo \n", - "63 Designed for disinfo \n", - "64 Website Analysis \n", - "65 Corporate/Business Tools \n", - "66 Image analysis Commonly used \n", - "67 Image analysis Useful \n", - "68 \n", - "69 \n", - "70 \n", - "71 \n", - "72 \n", - "73 \n", - "74 Corporate/Business Tools \n", - "75 \n", - "76 Network analysis Commonly used \n", - "77 Designed for disinfo \n", - "78 Useful \n", - "79 Advertising Analysis \n", - "80 Finding People \n", - "81 Social Media Search and Account Analysis \n", - "82 Website Analysis \n", - "83 Designed for disinfo \n", - "84 Designed for disinfo \n", - "85 \n", - "86 Designed for disinfo \n", - "87 \n", - "88 Corporate/Business Tools \n", - "89 Corporate/Business Tools \n", - "90 Corporate/Business Tools \n", - "91 \n", - "92 Advertising Analysis \n", - "93 \n", - "94 Finding People \n", - "95 \n", - "96 \n", - "97 \n", - "98 Website Analysis \n", - "99 \n", - "100 Image analysis \n", - "101 Useful \n", - "102 \n", - "103 Image analysis \n", - "104 Image analysis \n", - "105 Image analysis Commonly used \n", - "106 Social Media Search and Account Analysis \n", - "107 Image analysis \n", - "108 Designed for disinfo \n", - "109 Web Traffic Analysis \n", - "110 Finding People \n", - "111 \n", - "112 Social Media Search and Account Analysis \n", - "113 \n", - "114 Finding People \n", - "115 Website Analysis \n", - "116 Designed for disinfo \n", - "117 \n", - "118 Social Media Search and Account Analysis Useful \n", - "119 Finding People \n", - "120 Designed for disinfo \n", - "121 Designed for disinfo \n", - "122 Designed for disinfo \n", - "123 Image analysis Commonly used \n", - "124 Image analysis \n", - "125 Social Media Search and Account Analysis \n", - "126 \n", - "127 \n", - "128 Image analysis \n", - "129 Designed for disinfo \n", - "130 \n", - "131 Ratings Designed for disinfo \n", - "132 Designed for disinfo \n", - "133 Social Media Search and Account Analysis \n", - "134 Social Media Search and Account Analysis \n", - "135 Social Media Search and Account Analysis \n", - "136 Social Media Search and Account Analysis \n", - "137 \n", - "138 Social Media Search and Account Analysis \n", - "139 Website Analysis \n", - "140 Website Analysis \n", - "141 Website Analysis \n", - "142 Useful \n", - "143 Browser Plugin Commonly used \n", - "144 Social Media Search and Account Analysis \n", - "145 Useful \n", - "146 Social Media Search and Account Analysis \n", - "147 Advertising Analysis \n", - "148 Website Analysis \n", - "149 Social Media Search and Account Analysis Useful \n", - "150 Designed for disinfo \n", - "151 Designed for disinfo \n", - "152 Image analysis \n", - "\n", - " cogseccollab_use function \\\n", - "0 Account Analysis is another great Twitter acco... \n", - "1 Collect and share ads \n", - "2 social network analysis; astroturf \n", - "3 \n", - "4 AnalyzeID find related websites through ad codes \n", - "5 Archive.is often used for social media profile... \n", - "6 image analysis \n", - "7 Backlink checker \n", - "8 \n", - "9 yes \n", - "10 \n", - "11 \n", - "12 yes website details, links to other websites \n", - "13 trends; social listening \n", - "14 Buzzweb Instagram analysis tool \n", - "15 A tool that tries to guess when a webpage firs... \n", - "16 \n", - "17 \n", - "18 \n", - "19 \n", - "20 \n", - "21 List of corporate registrars around the world \n", - "22 \n", - "23 summarisation? \n", - "24 yes \n", - "25 \n", - "26 Paid tool to monitor changes to specific webpages \n", - "27 \n", - "28 training \n", - "29 DNSlytics is another great tool for connecting... \n", - "30 Domain Big Data free whois/domain name search \n", - "31 DomainTools paid whois search and investigatio... \n", - "32 image provenance \n", - "33 rumor tracker \n", - "34 Exodus tool to evaluate a mobile app’s permiss... \n", - "35 Facebook political/issue ads database \n", - "36 \n", - "37 Tool to analyze whether reviews on amazon/Yelp... \n", - "38 Facebook profile investigator \n", - "39 \n", - "40 Reverse image/facial recognition \n", - "41 FOCA tool for analyzing metadata in documents ... \n", - "42 Foller.me Analytics for Twitter \n", - "43 Followerwonk Twitter tool for searching bios, ... \n", - "44 IO platform \n", - "45 image forensics \n", - "46 \n", - "47 Take an image and convert characters to text \n", - "48 explainable AI - relevant? \n", - "49 network visualisation \n", - "50 training \n", - "51 \n", - "52 text forensics \n", - "53 Google political ads database \n", - "54 trends \n", - "55 Gramspy Instagram analysis tool \n", - "56 Facebook Graph search interface \n", - "57 bias tags on news articles \n", - "58 \n", - "59 Hooyu is a great paid tool for identifying con... \n", - "60 webpage markup \n", - "61 \n", - "62 \n", - "63 \n", - "64 Internet Archive/Wayback Machine \n", - "65 \n", - "66 image and video verification \n", - "67 \n", - "68 Telegram archiver \n", - "69 impact measurement \n", - "70 impact measurement \n", - "71 data and analytics tools \n", - "72 message verification \n", - "73 archive \n", - "74 Relationships between people, companies etc. \n", - "75 trends; social listening \n", - "76 social network visualisation \n", - "77 countering with humour \n", - "78 \n", - "79 Moat ad analytics tool \n", - "80 Name2email browser extension that helps you fi... \n", - "81 Tool to see if a username is used across diffe... \n", - "82 NerdyData source code search \n", - "83 \n", - "84 trust rating system for urls \n", - "85 soclal media analytics \n", - "86 \n", - "87 \n", - "88 \n", - "89 Global database of persons and companies of po... \n", - "90 Paid corporate search \n", - "91 \n", - "92 Pathmatics display and Facebook ads tracking t... \n", - "93 Advanced face recognition search engine, a rev... \n", - "94 Pipl people Search \n", - "95 automated content analysis \n", - "96 \n", - "97 \n", - "98 Publicwww, search to see how many websites hav... \n", - "99 \n", - "100 detect synthetic media \n", - "101 \n", - "102 \n", - "103 Free tool that helps remove background images ... \n", - "104 Reverse image search tool for Reddit \n", - "105 \n", - "106 A tool to search for Instagram users by name o... \n", - "107 \n", - "108 \n", - "109 \n", - "110 Skopenow (an excellent paid tool) \n", - "111 trends \n", - "112 SocialBlade tool for analyzing YouTube, Twitte... \n", - "113 \n", - "114 Spokeo people search (good for the US only) \n", - "115 Spy On Web search for tracking Google Analytic... \n", - "116 \n", - "117 WhatsApp message forwarding \n", - "118 A tool for analyzing a Telegram account/channel \n", - "119 Thats Them people search \n", - "120 training \n", - "121 training \n", - "122 \n", - "123 reverse image search \n", - "124 search for images \n", - "125 Get useful overview related to a Twitter account \n", - "126 trending stories \n", - "127 \"human swarming\" \n", - "128 image verification \n", - "129 crowdsourced verification \n", - "130 news article analysis \n", - "131 site rating for advertisers \n", - "132 twitter analytics \n", - "133 TweetBeaver account tools \n", - "134 Twiangulate.com for mapping connections betwee... \n", - "135 Analyzing a twitter account, hashtags, etc. \n", - "136 Twitter advanced search \n", - "137 twitter tracking \n", - "138 Tool that lists the accounts that retweeted a ... \n", - "139 URLScan is a free tool that gives an overview ... \n", - "140 Viewcached.com tool for retrieving cached page... \n", - "141 ViewDNS is another useful tool for analyzing d... \n", - "142 \n", - "143 \n", - "144 Webmii social media profile search \n", - "145 WhatsApp archiver \n", - "146 An even more comprehensive tool for searching ... \n", - "147 political ad scraper \n", - "148 Whoisology whois-domain search \n", - "149 Search for dates and date ranges on Facebook \n", - "150 dashboard \n", - "151 \n", - "152 Extract hidden data from videos hosted on YouT... \n", - "\n", - " code_url artifacts \\\n", - "0 \n", - "1 ads \n", - "2 accounts \n", - "3 \n", - "4 \n", - "5 \n", - "6 images \n", - "7 \n", - "8 \n", - "9 accounts \n", - "10 accounts \n", - "11 accounts \n", - "12 webpages \n", - "13 \n", - "14 \n", - "15 \n", - "16 https://github.com/meedan/check \n", - "17 artifacts \n", - "18 \n", - "19 \n", - "20 \n", - "21 \n", - "22 \n", - "23 \n", - "24 socialmedia \n", - "25 socialmedia \n", - "26 \n", - "27 \n", - "28 \n", - "29 \n", - "30 \n", - "31 \n", - "32 images \n", - "33 \n", - "34 \n", - "35 \n", - "36 \n", - "37 \n", - "38 \n", - "39 \n", - "40 \n", - "41 \n", - "42 \n", - "43 \n", - "44 \n", - "45 images \n", - "46 \n", - "47 \n", - "48 \n", - "49 \n", - "50 \n", - "51 \n", - "52 text \n", - "53 \n", - "54 \n", - "55 \n", - "56 \n", - "57 \n", - "58 \n", - "59 \n", - "60 webpages \n", - "61 \n", - "62 \n", - "63 \n", - "64 \n", - "65 \n", - "66 images \n", - "67 \n", - "68 https://github.com/tattle-made/archive-telegra... messageapps \n", - "69 \n", - "70 \n", - "71 \n", - "72 https://github.com/tattle-made/archive-telegra... messageapps \n", - "73 https://github.com/tattle-made/kosh messageapps \n", - "74 \n", - "75 \n", - "76 \n", - "77 \n", - "78 \n", - "79 \n", - "80 \n", - "81 \n", - "82 \n", - "83 \n", - "84 webpages \n", - "85 \n", - "86 \n", - "87 \n", - "88 \n", - "89 \n", - "90 \n", - "91 \n", - "92 \n", - "93 \n", - "94 \n", - "95 https://github.com/PSLmodels \n", - "96 \n", - "97 \n", - "98 \n", - "99 \n", - "100 images \n", - "101 https://github.com/ScriptSmith/reaper \n", - "102 \n", - "103 \n", - "104 \n", - "105 \n", - "106 \n", - "107 \n", - "108 \n", - "109 \n", - "110 \n", - "111 \n", - "112 \n", - "113 https://github.com/ScriptSmith/socialreaper \n", - "114 \n", - "115 \n", - "116 \n", - "117 messageapps \n", - "118 \n", - "119 \n", - "120 \n", - "121 \n", - "122 \n", - "123 images \n", - "124 images \n", - "125 \n", - "126 \n", - "127 \n", - "128 images \n", - "129 \n", - "130 webpages \n", - "131 webpages \n", - "132 socialmedia \n", - "133 \n", - "134 \n", - "135 \n", - "136 \n", - "137 socialmedia \n", - "138 \n", - "139 \n", - "140 \n", - "141 \n", - "142 \n", - "143 \n", - "144 \n", - "145 https://github.com/tattle-made/whatsapp-scrape... messageapps \n", - "146 \n", - "147 https://github.com/WhoTargetsMe/ ads \n", - "148 \n", - "149 \n", - "150 \n", - "151 \n", - "152 \n", - "\n", - " automation platform accessibility id \n", - "0 1 \n", - "1 human browser extension 2 \n", - "2 3 \n", - "3 4 \n", - "4 5 \n", - "5 6 \n", - "6 7 \n", - "7 8 \n", - "8 paid 9 \n", - "9 10 \n", - "10 11 \n", - "11 12 \n", - "12 Freemium 13 \n", - "13 paid 14 \n", - "14 15 \n", - "15 16 \n", - "16 human open source 17 \n", - "17 browser extension 18 \n", - "18 19 \n", - "19 20 \n", - "20 21 \n", - "21 22 \n", - "22 23 \n", - "23 24 \n", - "24 browser extension Free 25 \n", - "25 request access 26 \n", - "26 27 \n", - "27 28 \n", - "28 29 \n", - "29 30 \n", - "30 31 \n", - "31 32 \n", - "32 33 \n", - "33 34 \n", - "34 35 \n", - "35 36 \n", - "36 37 \n", - "37 38 \n", - "38 39 \n", - "39 browser extension 40 \n", - "40 41 \n", - "41 42 \n", - "42 43 \n", - "43 44 \n", - "44 45 \n", - "45 46 \n", - "46 47 \n", - "47 48 \n", - "48 49 \n", - "49 Install on PC 50 \n", - "50 51 \n", - "51 52 \n", - "52 53 \n", - "53 54 \n", - "54 free 55 \n", - "55 56 \n", - "56 57 \n", - "57 browser extension 58 \n", - "58 59 \n", - "59 60 \n", - "60 human 61 \n", - "61 62 \n", - "62 63 \n", - "63 paid 64 \n", - "64 65 \n", - "65 66 \n", - "66 67 \n", - "67 68 \n", - "68 open source 69 \n", - "69 70 \n", - "70 71 \n", - "71 72 \n", - "72 open source 73 \n", - "73 open source 74 \n", - "74 75 \n", - "75 paid 76 \n", - "76 77 \n", - "77 78 \n", - "78 open source 79 \n", - "79 80 \n", - "80 81 \n", - "81 82 \n", - "82 83 \n", - "83 84 \n", - "84 85 \n", - "85 86 \n", - "86 browser extension 87 \n", - "87 browser extension 88 \n", - "88 89 \n", - "89 90 \n", - "90 91 \n", - "91 browser extension 92 \n", - "92 93 \n", - "93 94 \n", - "94 95 \n", - "95 open source 96 \n", - "96 97 \n", - "97 98 \n", - "98 99 \n", - "99 100 \n", - 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"execution_count": 1, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -4130,7 +2365,7 @@ "newtable = add_table(amitt.df_frameworks, 'framework', ['amitt_id', 'name', 'summary'])\n", "newtable = add_table(amitt.df_metatechniques, 'metatechnique', ['amitt_id', 'name', 'summary'])\n", "newtable = add_table(amitt.df_phases, 'phase', ['amitt_id', 'name', 'rank', 'summary'])\n", - "#newtable = add_table(amitt.df_playbook, 'playbook', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_playbook, 'playbook', ['amitt_id', 'object_id', 'name', 'summary'])\n", "newtable = add_table(amitt.df_resources, 'resource', ['amitt_id', 'name', 'summary', 'resource_type'])\n", "newtable = add_table(amitt.df_responsetypes, 'responsetype', ['amitt_id', 'name', 'summary'])\n", "#newtable = add_table(amitt.df_sector, 'sector', ['amitt_id', 'name', 'summary'])\n", @@ -4148,9 +2383,11 @@ "\n", "# -- datasets --\n", "\n", + "newtable = add_table(amitt.df_examples, 'example', ['amitt_id', 'object_id', 'name', 'summary'])\n", + "\n", "# dataset\n", "# reference - create this from other tables. \n", - "# incidenttechnique crosstable - and others, inc incidentcounter - create from data\n", + "# Also need incidentcounter etc - create from data\n", "newtable = add_table(amitt.df_groups, 'group', ['amitt_id', 'name', 'url', 'summary', \n", " 'sector', 'primary_role', 'secondary_role', \n", " 'primary_subject', 'secondary_subject', \n", @@ -4164,6 +2401,11 @@ " 'disinformation_use', 'cogseccollab_use', \n", " 'function', 'code_url', 'artifacts', \n", " 'automation', 'platform', 'accessibility'])\n", + "# incidenttechnique crosstable\n", + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "newtable = add_table(it, 'incident_technique', ['amitt_id', 'name', 'summary', \n", + " 'incident_id', 'technique_id'])\n", "\n", "# Load in users table, and close connection\n", "if dbasetype == 'sqlite':\n", @@ -4186,7 +2428,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 21, "metadata": { "scrolled": true }, @@ -4195,14 +2437,4810 @@ "name": "stdout", "output_type": "stream", "text": [ - "dict_keys(['df_phases', 'df_frameworks', 'df_techniques', 'df_tasks', 'df_incidents', 'df_groups', 'df_tools', 'df_counters', 'df_detections', 'df_actortypes', 'df_resources', 'df_responsetypes', 'df_metatechniques', 'it', 'df_tactics', 'df_techniques_per_tactic', 'df_counters_per_tactic', 'phases', 'tactics', 'techniques', 'counters', 'metatechniques', 'actortypes', 'resources', 'num_tactics', 'cross_counterid_techniqueid', 'cross_counterid_resourceid', 'cross_counterid_actortypeid', 'cross_detectionid_techniqueid', 'cross_detectionid_resourceid', 'cross_detectionid_actortypeid'])\n", + "dict_keys(['df_phases', 'df_frameworks', 'df_techniques', 'df_tasks', 'df_incidents', 'df_groups', 'df_tools', 'df_examples', 'df_counters', 'df_detections', 'df_actortypes', 'df_resources', 'df_responsetypes', 'df_metatechniques', 'it', 'df_tactics', 'df_techniques_per_tactic', 'df_counters_per_tactic', 'phases', 'tactics', 'techniques', 'counters', 'metatechniques', 'actortypes', 'resources', 'num_tactics', 'cross_counterid_techniqueid', 'cross_counterid_resourceid', 'cross_counterid_actortypeid', 'cross_detectionid_techniqueid', 'cross_detectionid_resourceid', 'cross_detectionid_actortypeid'])\n", "\n", - "df_incidents columns: Index(['amitt_id', 'name', 'objecttype', 'summary', 'year_started',\n", - " 'attributions_seen', 'found_in_country', 'urls', 'notes', 'when_added',\n", - " 'found_via', 'longname'],\n", + "it columns: Index(['amitt_id', 'name', 'summary', 'amitt_id_incident', 'name_incident',\n", + " 'amitt_id_technique', 'name_technique'],\n", " dtype='object')\n" ] }, + { + "data": { + "text/html": [ + "
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amitt_idnamesummaryamitt_id_incidentname_incidentamitt_id_techniquename_technique
0IT00000001buy FB targeted adsI00002#VaccinateUST0018Paid targeted ads
1IT00000010Targeted FB paid adsI00005Brexit voteT0018Paid targeted ads
2IT00000057Targeted FB paid adsI00017US presidential electionsT0018Paid targeted ads
3IT00000002Promote \"funding\" campaignI00002#VaccinateUST0017Promote online funding
4IT00000003create web-site - information pollutionI00002#VaccinateUST0019Generate information pollution
5IT00000014RT & Sputnik generate information pollutionI00005Brexit voteT0019Generate information pollution
6IT00000031RT & Sputnik generate information pollution (r...I00007Incirlik terroristsT0019Generate information pollution
7IT00000037RT & Sputnik generate information pollutionI00009PhilippinesExpertT0019Generate information pollution
8IT00000061RT & Sputnik generate information pollutionI00017US presidential electionsT0019Generate information pollution
9IT00000082RT & Sputnik generate information pollution (s...I00029MH17 investigationT0019Generate information pollution
10IT00000094RT & Sputnik generate information pollutionI00032KavanaughT0019Generate information pollution
11IT00000120RT & Sputnik generate information pollutionI00044JadeHelm exerciseT0019Generate information pollution
12IT00000137RT & Sputnik generate information pollution (s...I00049White Helmets: Chemical WeaponsT0019Generate information pollution
13IT00000146RT & Sputnik generate information pollution (s...I00050#HandsOffVenezuelaT0019Generate information pollution
14IT00000156RT & Sputnik generate information pollutionI00051Integrity InitiativeT0019Generate information pollution
15IT00000180RT & Sputnik generate information pollution (s...I00063Olympic Doping ScandalT0019Generate information pollution
16IT00000004create web-site - information pollutionI00002#VaccinateUST0056Dedicated channels disseminate information pol...
17IT00000015RT & Sputnik generate information pollutionI00005Brexit voteT0056Dedicated channels disseminate information pol...
18IT00000032RT & Sputnik generate information pollution (r...I00007Incirlik terroristsT0056Dedicated channels disseminate information pol...
19IT00000038RT & Sputnik generate information pollutionI00009PhilippinesExpertT0056Dedicated channels disseminate information pol...
20IT00000062RT & Sputnik generate information pollutionI00017US presidential electionsT0056Dedicated channels disseminate information pol...
21IT00000083RT & Sputnik generate information pollution (s...I00029MH17 investigationT0056Dedicated channels disseminate information pol...
22IT00000095RT & Sputnik generate information pollutionI00032KavanaughT0056Dedicated channels disseminate information pol...
23IT00000121RT & Sputnik generate information pollutionI00044JadeHelm exerciseT0056Dedicated channels disseminate information pol...
24IT00000138RT & Sputnik generate information pollution (s...I00049White Helmets: Chemical WeaponsT0056Dedicated channels disseminate information pol...
25IT00000147RT & Sputnik generate information pollution (s...I00050#HandsOffVenezuelaT0056Dedicated channels disseminate information pol...
26IT00000157RT & Sputnik generate information pollutionI00051Integrity InitiativeT0056Dedicated channels disseminate information pol...
27IT00000162State-run media seeds foreign influence enviro...I00053China Huawei CFO ArrestT0056Dedicated channels disseminate information pol...
28IT00000181RT & Sputnik generate information pollution (s...I00063Olympic Doping ScandalT0056Dedicated channels disseminate information pol...
29IT00000005SEO optimisation/manipulation (\"key words\")I00002#VaccinateUST0046Search Engine Optimization
30IT00000022SEO optimisation/manipulation (\"key words\")I00005Brexit voteT0046Search Engine Optimization
31IT00000043SEO optimisation/manipulation (\"key words\")I00010ParklandTeensT0046Search Engine Optimization
32IT00000071SEO optimisation/manipulation (\"key words\")I00017US presidential electionsT0046Search Engine Optimization
33IT00000085SEO optimisation/manipulation (\"key words\")I00029MH17 investigationT0046Search Engine Optimization
34IT00000103SEO optimisation/manipulation (\"key words\")I00032KavanaughT0046Search Engine Optimization
35IT00000125SEO optimisation/manipulation (\"key words\")I00044JadeHelm exerciseT0046Search Engine Optimization
36IT00000140SEO optimisation/manipulation (\"key words\")I00049White Helmets: Chemical WeaponsT0046Search Engine Optimization
37IT00000149SEO optimisation/manipulation (\"key words\")I00050#HandsOffVenezuelaT0046Search Engine Optimization
38IT00000161SEO optimisation/manipulation (\"key words\")I00051Integrity InitiativeT0046Search Engine Optimization
39IT00000172SEO optimisation/manipulation (\"key words\")I00056Iran Influence OperationsT0046Search Engine Optimization
40IT00000183SEO optimisation/manipulation (\"key words\")I00063Olympic Doping ScandalT0046Search Engine Optimization
41IT00000006legacy web contentI00002#VaccinateUST0058Legacy web content
42IT00000007hard to remove content and/or campaign/exploit...I00002#VaccinateUST0058Legacy web content
43IT00000176legacy web contentI00056Iran Influence OperationsT0058Legacy web content
44IT00000008Twitter bots amplify & manipulateI00005Brexit voteT0054Twitter bots amplify
45IT00000034Twitter bots amplify & manipulateI00007Incirlik terroristsT0054Twitter bots amplify
46IT00000041Twitter bots amplify & manipulateI00010ParklandTeensT0054Twitter bots amplify
47IT00000055Twitter bots amplify & manipulateI00017US presidential electionsT0054Twitter bots amplify
48IT00000076Twitter bots amplify & manipulateI00022#MacronleaksT0054Twitter bots amplify
49IT00000079Twitter bots amplify & manipulateI00029MH17 investigationT0054Twitter bots amplify
50IT00000090Twitter bots amplify & manipulateI00032KavanaughT0054Twitter bots amplify
51IT00000115Twitter bots amplify & manipulateI00042Saudi/Qatar bot disputeT0054Twitter bots amplify
52IT00000118Twitter bots amplify & manipulateI00044JadeHelm exerciseT0054Twitter bots amplify
53IT00000131Twitter bots amplify & manipulateI00047Sea of AzovT0054Twitter bots amplify
54IT00000134Twitter bots amplify & manipulateI00049White Helmets: Chemical WeaponsT0054Twitter bots amplify
55IT00000144Twitter bots amplify & manipulateI00050#HandsOffVenezuelaT0054Twitter bots amplify
56IT00000154Twitter bots amplify & manipulateI00051Integrity InitiativeT0054Twitter bots amplify
57IT00000169Twitter bots amplify & manipulateI00056Iran Influence OperationsT0054Twitter bots amplify
58IT00000177Twitter bots amplify & manipulateI00063Olympic Doping ScandalT0054Twitter bots amplify
59IT00000009Twitter trolls amplify & manipulateI00005Brexit voteT0053Twitter trolls amplify and manipulate
60IT00000035Twitter trolls amplify & manipulateI00007Incirlik terroristsT0053Twitter trolls amplify and manipulate
61IT00000042Twitter trolls amplify & manipulateI00010ParklandTeensT0053Twitter trolls amplify and manipulate
62IT00000056Twitter trolls amplify & manipulateI00017US presidential electionsT0053Twitter trolls amplify and manipulate
63IT00000077Twitter trolls amplify & manipulateI00022#MacronleaksT0053Twitter trolls amplify and manipulate
64IT00000080Twitter trolls amplify & manipulateI00029MH17 investigationT0053Twitter trolls amplify and manipulate
65IT00000091Twitter trolls amplify & manipulateI00032KavanaughT0053Twitter trolls amplify and manipulate
66IT00000119Twitter trolls amplify & manipulateI00044JadeHelm exerciseT0053Twitter trolls amplify and manipulate
67IT00000132Twitter trolls amplify & manipulateI00047Sea of AzovT0053Twitter trolls amplify and manipulate
68IT00000135Twitter trolls amplify & manipulateI00049White Helmets: Chemical WeaponsT0053Twitter trolls amplify and manipulate
69IT00000145Twitter trolls amplify & manipulateI00050#HandsOffVenezuelaT0053Twitter trolls amplify and manipulate
70IT00000155Twitter trolls amplify & manipulateI00051Integrity InitiativeT0053Twitter trolls amplify and manipulate
71IT00000170Twitter trolls amplify & manipulateI00056Iran Influence OperationsT0053Twitter trolls amplify and manipulate
72IT00000178Twitter trolls amplify & manipulateI00063Olympic Doping ScandalT0053Twitter trolls amplify and manipulate
73IT00000011Fake FB groups + dark contentI00005Brexit voteT0007Create fake Social Media Profiles / Pages / Gr...
74IT00000029Fake twitter profiles to amplifyTwitter bots used to drive visbilityI00006Columbian ChemicalsT0007Create fake Social Media Profiles / Pages / Gr...
75IT00000039FB pagesI00009PhilippinesExpertT0007Create fake Social Media Profiles / Pages / Gr...
76IT00000045FB pages/groups/profilesI00010ParklandTeensT0007Create fake Social Media Profiles / Pages / Gr...
77IT00000058Fake FB groups + dark contentI00017US presidential electionsT0007Create fake Social Media Profiles / Pages / Gr...
78IT00000078Fake FB groups/pages/profiles + dark contentI00022#MacronleaksT0007Create fake Social Media Profiles / Pages / Gr...
79IT00000092Fake FB groups/pages/profilesI00032KavanaughT0007Create fake Social Media Profiles / Pages / Gr...
80IT00000171Fake FB groups/pages/profiles + dark content (...I00056Iran Influence OperationsT0007Create fake Social Media Profiles / Pages / Gr...
81IT00000012Digital to physical \"organize+promote\" rallies...I00005Brexit voteT0057Organise remote rallies and events
82IT00000059Digital to physical \"organize+promote\" rallies...I00017US presidential electionsT0057Organise remote rallies and events
83IT00000093Digital to physical \"organize+promote\" rallies...I00032KavanaughT0057Organise remote rallies and events
84IT00000164Events coordinated and promoted across media p...I00053China Huawei CFO ArrestT0057Organise remote rallies and events
85IT00000166Extend digital the physical space… gatherings ...I00053China Huawei CFO ArrestT0057Organise remote rallies and events
86IT00000013manipulate social media \"online polls\"?I00005Brexit voteT0029Manipulate online polls
87IT00000060manipulate social media \"online polls\"?I00017US presidential electionsT0029Manipulate online polls
88IT00000016cultivate, manipulate, exploit useful idiotsI00005Brexit voteT0010Cultivate ignorant agents
89IT00000033cultivate, manipulate, exploit useful idiots (...I00007Incirlik terroristsT0010Cultivate ignorant agents
90IT00000044cultivate, manipulate, exploit useful idiots (...I00010ParklandTeensT0010Cultivate ignorant agents
91IT00000063cultivate, manipulate, exploit useful idiotsI00017US presidential electionsT0010Cultivate ignorant agents
92IT00000084cultivate, manipulate, exploit useful idiotsI00029MH17 investigationT0010Cultivate ignorant agents
93IT00000104cultivate, manipulate, exploit useful idiots (...I00032KavanaughT0010Cultivate ignorant agents
94IT00000126cultivate, manipulate, exploit useful idiots (...I00044JadeHelm exerciseT0010Cultivate ignorant agents
95IT00000139cultivate, manipulate, exploit useful idiots (...I00049White Helmets: Chemical WeaponsT0010Cultivate ignorant agents
96IT00000148cultivate, manipulate, exploit useful idiots (...I00050#HandsOffVenezuelaT0010Cultivate ignorant agents
97IT00000158cultivate, manipulate, exploit useful idiotsI00051Integrity InitiativeT0010Cultivate ignorant agents
98IT00000182cultivate, manipulate, exploit useful idiotsI00063Olympic Doping ScandalT0010Cultivate ignorant agents
99IT00000017YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0031YouTube
100IT00000046YouTube; RedditI00010ParklandTeensT0031YouTube
101IT00000064YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0031YouTube
102IT00000087YouTube; Reddit;I00029MH17 investigationT0031YouTube
103IT00000096YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0031YouTube
104IT00000122YouTube; RedditI00044JadeHelm exerciseT0031YouTube
105IT00000142YouTube; Reddit;I00049White Helmets: Chemical WeaponsT0031YouTube
106IT00000151YouTube; Reddit;I00050#HandsOffVenezuelaT0031YouTube
107IT00000159YouTube; RedditI00051Integrity InitiativeT0031YouTube
108IT00000185YouTube; Reddit;I00063Olympic Doping ScandalT0031YouTube
109IT00000018YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0032Reddit
110IT00000047YouTube; RedditI00010ParklandTeensT0032Reddit
111IT00000065YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0032Reddit
112IT00000088YouTube; Reddit;I00029MH17 investigationT0032Reddit
113IT00000097YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0032Reddit
114IT00000123YouTube; RedditI00044JadeHelm exerciseT0032Reddit
115IT00000143YouTube; Reddit;I00049White Helmets: Chemical WeaponsT0032Reddit
116IT00000152YouTube; Reddit;I00050#HandsOffVenezuelaT0032Reddit
117IT00000160YouTube; RedditI00051Integrity InitiativeT0032Reddit
118IT00000186YouTube; Reddit;I00063Olympic Doping ScandalT0032Reddit
119IT00000019YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0034LinkedIn
120IT00000067YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0034LinkedIn
121IT00000099YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0034LinkedIn
122IT00000020YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0035Pinterest
123IT00000068YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0035Pinterest
124IT00000100YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0035Pinterest
125IT00000021YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005Brexit voteT0036WhatsApp
126IT00000069YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0036WhatsApp
127IT00000101YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0036WhatsApp
128IT00000023Memes... anti-immigration; euroskepticism; fea...Meme that ISIS was responsible for a local che...I00005Brexit voteT0021Memes
129IT00000072Memes... anti-immigration; euroskepticism; fea...I00017US presidential electionsT0021Memes
130IT00000117memesI00042Saudi/Qatar bot disputeT0021Memes
131IT00000173Memes... anti-Isreal/USA/West, conspiracy narr...I00056Iran Influence OperationsT0021Memes
132IT00000024Backstop personasWikipedia fake persona \"AmandaGray91\".I00005Brexit voteT0030Backstop personas
133IT00000074Backstop personasI00017US presidential electionsT0030Backstop personas
134IT00000025Use SMS/text messagesSMS messages sent to local residentsI00006Columbian ChemicalsT0043Use SMS/ WhatsApp/ Chat apps
135IT00000026Fake video/imagesFake youtube video of ISIS claiming responsibi...I00006Columbian ChemicalsT0024Create fake videos and images
136IT00000116photoshopped/fake imagesI00042Saudi/Qatar bot disputeT0024Create fake videos and images
137IT00000027Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006Columbian ChemicalsT0015Create hashtag
138IT00000028Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006Columbian ChemicalsT0055Use hashtag
139IT00000030bait journalists/media/politiciansI00006Columbian ChemicalsT0039Bait legitimate influencers
140IT00000049journalist/media baitingI00010ParklandTeensT0039Bait legitimate influencers
141IT00000053journalist/media baitingI00015ConcordDiscoveryT0039Bait legitimate influencers
142IT00000036Using \"expert\"I00009PhilippinesExpertT0045Use fake experts
143IT00000040News circulated/amplifed by tertiary sites (Ru...I00009PhilippinesExpertT0052Tertiary sites amplify news
144IT00000086News circulated/amplifed by tertiary sites (Ru...I00029MH17 investigationT0052Tertiary sites amplify news
145IT00000141News circulated/amplifed by tertiary sites (Ru...I00049White Helmets: Chemical WeaponsT0052Tertiary sites amplify news
146IT00000150News circulated/amplifed by tertiary sites (Mi...I00050#HandsOffVenezuelaT0052Tertiary sites amplify news
147IT00000184News circulated/amplifed by tertiary sites (Ru...I00063Olympic Doping ScandalT0052Tertiary sites amplify news
148IT000000484Chan/8Chan - trial contentI00010ParklandTeensT0020Trial content
149IT000000704Chan/8Chan - trial contentI00017US presidential electionsT0020Trial content
150IT000001024Chan/8Chan - trial contentI00032KavanaughT0020Trial content
151IT000001244Chan/8Chan - trial contentI00044JadeHelm exerciseT0020Trial content
152IT00000050Forge ('release' altered hacked documents)I00015ConcordDiscoveryT0025Leak altered documents
153IT00000051hack/leak/manipulate/distortI00015ConcordDiscoveryT0025Leak altered documents
154IT00000054hack/leak/manipulate/distortI00017US presidential electionsT0025Leak altered documents
155IT00000075hack/leak/manipulate/distortI00022#MacronleaksT0025Leak altered documents
156IT00000153hack/leak/manipulate/distortI00051Integrity InitiativeT0025Leak altered documents
157IT00000052Circulate to media via DM, then release publiclyI00015ConcordDiscoveryT0044Seed distortions
158IT00000066YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017US presidential electionsT0033Instagram
159IT00000098YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032KavanaughT0033Instagram
160IT00000073Click-bait (economic actors) fake news sites (...I00017US presidential electionsT0016Clickbait
161IT000000814 D's (dismiss, distort, distract, dismay...Of...I00029MH17 investigationT00015Ds (dismiss, distort, distract, dismay, divide)
162IT000001284 D's (dismiss, distort, distract, dismay...Of...I00047Sea of AzovT00015Ds (dismiss, distort, distract, dismay, divide)
163IT00000129Russian FSB security service blamed Ukraine fo...I00047Sea of AzovT00015Ds (dismiss, distort, distract, dismay, divide)
164IT000001364 D's (dismiss, distort, distract, dismay...Of...I00049White Helmets: Chemical WeaponsT00015Ds (dismiss, distort, distract, dismay, divide)
165IT00000167China also plays victim, innocence, plays by r...I00053China Huawei CFO ArrestT00015Ds (dismiss, distort, distract, dismay, divide)
166IT00000168Chinese ambassador Lu Shaye accused Canada of ...I00053China Huawei CFO ArrestT00015Ds (dismiss, distort, distract, dismay, divide)
167IT000001794 D's (dismiss, distort, distract, dismay...Of...I00063Olympic Doping ScandalT00015Ds (dismiss, distort, distract, dismay, divide)
168IT00000089Demand insurmountable proofI00029MH17 investigationT0040Demand unsurmountable proof
169IT00000133Demand insurmountable proofI00047Sea of AzovT0040Demand unsurmountable proof
170IT000001052,000,000 people (est.) part of state run/spon...I00033China 50cent ArmyT0049Flooding
171IT00000112flood the Facebook pages of Taiwanese politici...I00034DibaFacebookExpeditionT0049Flooding
172IT00000113Democratic Progressive Party (DPP), attracted ...I00034DibaFacebookExpeditionT0049Flooding
173IT00000106fabricated social media commentI00033China 50cent ArmyT0051Fabricate social media comment
174IT00000107domestic social media influence operations foc...I00033China 50cent ArmyT0050Cheerleading domestic social media ops
175IT00000165Extend digital the physical space… gatherings ...I00053China Huawei CFO ArrestT0050Cheerleading domestic social media ops
176IT00000108cow online opinion leaders into submission, mu...I00033China 50cent ArmyT0047Muzzle social media as a political force
177IT00000109cow online opinion leaders into submission, mu...I00033China 50cent ArmyT0048Cow online opinion leaders
178IT00000110facilitate state propaganda and defuse crisesI00033China 50cent ArmyT0002Facilitate State Propaganda
179IT00000111Netizens from one of the largest discussion fo...I00034DibaFacebookExpeditionT0002Facilitate State Propaganda
180IT00000114“hack” of Qatar’s official news agencyI00042Saudi/Qatar bot disputeT0011Hijack legitimate account
181IT00000127Promote fake “experts” with impressive (and sc...I00044JadeHelm exerciseT0009Create fake experts
182IT00000130(Distort) Kremlin-controlled RT cited Russian ...I00047Sea of AzovT0023Distort facts
183IT00000163Distorted, saccharine “news” about the Chinese...I00053China Huawei CFO ArrestT0023Distort facts
184IT00000174Memes... anti-Isreal/USA/West, conspiracy narr...I00056Iran Influence OperationsT0022Conspiracy narratives
185IT00000175Fake news/synthetic web-sitesI00056Iran Influence OperationsT0008Create fake or imposter news sites
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", + "\n", + " summary amitt_id_incident \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", + "\n", + " name_incident amitt_id_technique \\\n", + "0 #VaccinateUS T0018 \n", + "1 Brexit vote T0018 \n", + "2 US presidential elections T0018 \n", + "3 #VaccinateUS T0017 \n", + "4 #VaccinateUS T0019 \n", + "5 Brexit vote T0019 \n", + "6 Incirlik terrorists T0019 \n", + "7 PhilippinesExpert T0019 \n", + "8 US presidential elections T0019 \n", + "9 MH17 investigation T0019 \n", + "10 Kavanaugh T0019 \n", + "11 JadeHelm exercise T0019 \n", + "12 White Helmets: Chemical Weapons T0019 \n", + "13 #HandsOffVenezuela T0019 \n", + "14 Integrity Initiative T0019 \n", + "15 Olympic Doping Scandal T0019 \n", + "16 #VaccinateUS T0056 \n", + "17 Brexit vote T0056 \n", + "18 Incirlik terrorists T0056 \n", + "19 PhilippinesExpert T0056 \n", + "20 US presidential elections T0056 \n", + "21 MH17 investigation T0056 \n", + "22 Kavanaugh T0056 \n", + "23 JadeHelm exercise T0056 \n", + "24 White Helmets: Chemical Weapons T0056 \n", + "25 #HandsOffVenezuela T0056 \n", + "26 Integrity Initiative T0056 \n", + "27 China Huawei CFO Arrest T0056 \n", + "28 Olympic Doping Scandal T0056 \n", + "29 #VaccinateUS T0046 \n", + "30 Brexit vote T0046 \n", + "31 ParklandTeens T0046 \n", + "32 US presidential elections T0046 \n", + "33 MH17 investigation T0046 \n", + "34 Kavanaugh T0046 \n", + "35 JadeHelm exercise T0046 \n", + "36 White Helmets: Chemical Weapons T0046 \n", + "37 #HandsOffVenezuela T0046 \n", + "38 Integrity Initiative T0046 \n", + "39 Iran Influence Operations T0046 \n", + "40 Olympic Doping Scandal T0046 \n", + "41 #VaccinateUS T0058 \n", + "42 #VaccinateUS T0058 \n", + "43 Iran Influence Operations T0058 \n", + "44 Brexit vote T0054 \n", + "45 Incirlik terrorists T0054 \n", + "46 ParklandTeens T0054 \n", + "47 US presidential elections T0054 \n", + "48 #Macronleaks T0054 \n", + "49 MH17 investigation T0054 \n", + "50 Kavanaugh T0054 \n", + "51 Saudi/Qatar bot dispute T0054 \n", + "52 JadeHelm exercise T0054 \n", + "53 Sea of Azov T0054 \n", + "54 White Helmets: Chemical Weapons T0054 \n", + "55 #HandsOffVenezuela T0054 \n", + "56 Integrity Initiative T0054 \n", + "57 Iran Influence Operations T0054 \n", + "58 Olympic Doping Scandal T0054 \n", + "59 Brexit vote T0053 \n", + "60 Incirlik terrorists T0053 \n", + "61 ParklandTeens T0053 \n", + "62 US presidential elections T0053 \n", + "63 #Macronleaks T0053 \n", + "64 MH17 investigation T0053 \n", + "65 Kavanaugh T0053 \n", + "66 JadeHelm exercise T0053 \n", + "67 Sea of Azov T0053 \n", + "68 White Helmets: Chemical Weapons T0053 \n", + "69 #HandsOffVenezuela T0053 \n", + "70 Integrity Initiative T0053 \n", + "71 Iran Influence Operations T0053 \n", + "72 Olympic Doping Scandal T0053 \n", + "73 Brexit vote T0007 \n", + "74 Columbian Chemicals T0007 \n", + "75 PhilippinesExpert T0007 \n", + "76 ParklandTeens T0007 \n", + "77 US presidential elections T0007 \n", + "78 #Macronleaks T0007 \n", + "79 Kavanaugh T0007 \n", + "80 Iran Influence Operations T0007 \n", + "81 Brexit vote T0057 \n", + "82 US presidential elections T0057 \n", + "83 Kavanaugh T0057 \n", + "84 China Huawei CFO Arrest T0057 \n", + "85 China Huawei CFO Arrest T0057 \n", + "86 Brexit vote T0029 \n", + "87 US presidential elections T0029 \n", + "88 Brexit vote T0010 \n", + "89 Incirlik terrorists T0010 \n", + "90 ParklandTeens T0010 \n", + "91 US presidential elections T0010 \n", + "92 MH17 investigation T0010 \n", + "93 Kavanaugh T0010 \n", + "94 JadeHelm exercise T0010 \n", + "95 White Helmets: Chemical Weapons T0010 \n", + "96 #HandsOffVenezuela T0010 \n", + "97 Integrity Initiative T0010 \n", + "98 Olympic Doping Scandal T0010 \n", + "99 Brexit vote T0031 \n", + "100 ParklandTeens T0031 \n", + "101 US presidential elections T0031 \n", + "102 MH17 investigation T0031 \n", + "103 Kavanaugh T0031 \n", + "104 JadeHelm exercise T0031 \n", + "105 White Helmets: Chemical Weapons T0031 \n", + "106 #HandsOffVenezuela T0031 \n", + "107 Integrity Initiative T0031 \n", + "108 Olympic Doping Scandal T0031 \n", + "109 Brexit vote T0032 \n", + "110 ParklandTeens T0032 \n", + "111 US presidential elections T0032 \n", + "112 MH17 investigation T0032 \n", + "113 Kavanaugh T0032 \n", + "114 JadeHelm exercise T0032 \n", + "115 White Helmets: Chemical Weapons T0032 \n", + "116 #HandsOffVenezuela T0032 \n", + "117 Integrity Initiative T0032 \n", + "118 Olympic Doping Scandal T0032 \n", + "119 Brexit vote T0034 \n", + "120 US presidential elections T0034 \n", + "121 Kavanaugh T0034 \n", + "122 Brexit vote T0035 \n", + "123 US presidential elections T0035 \n", + "124 Kavanaugh T0035 \n", + "125 Brexit vote T0036 \n", + "126 US presidential elections T0036 \n", + "127 Kavanaugh T0036 \n", + "128 Brexit vote T0021 \n", + "129 US presidential elections T0021 \n", + "130 Saudi/Qatar bot dispute T0021 \n", + "131 Iran Influence Operations T0021 \n", + "132 Brexit vote T0030 \n", + "133 US presidential elections T0030 \n", + "134 Columbian Chemicals T0043 \n", + "135 Columbian Chemicals T0024 \n", + "136 Saudi/Qatar bot dispute T0024 \n", + "137 Columbian Chemicals T0015 \n", + "138 Columbian Chemicals T0055 \n", + "139 Columbian Chemicals T0039 \n", + "140 ParklandTeens T0039 \n", + "141 ConcordDiscovery T0039 \n", + "142 PhilippinesExpert T0045 \n", + "143 PhilippinesExpert T0052 \n", + "144 MH17 investigation T0052 \n", + "145 White Helmets: Chemical Weapons T0052 \n", + "146 #HandsOffVenezuela T0052 \n", + "147 Olympic Doping Scandal T0052 \n", + "148 ParklandTeens T0020 \n", + "149 US presidential elections T0020 \n", + "150 Kavanaugh T0020 \n", + "151 JadeHelm exercise T0020 \n", + "152 ConcordDiscovery T0025 \n", + "153 ConcordDiscovery T0025 \n", + "154 US presidential elections T0025 \n", + "155 #Macronleaks T0025 \n", + "156 Integrity Initiative T0025 \n", + "157 ConcordDiscovery T0044 \n", + "158 US presidential elections T0033 \n", + "159 Kavanaugh T0033 \n", + "160 US presidential elections T0016 \n", + "161 MH17 investigation T0001 \n", + "162 Sea of Azov T0001 \n", + "163 Sea of Azov T0001 \n", + "164 White Helmets: Chemical Weapons T0001 \n", + "165 China Huawei CFO Arrest T0001 \n", + "166 China Huawei CFO Arrest T0001 \n", + "167 Olympic Doping Scandal T0001 \n", + "168 MH17 investigation T0040 \n", + "169 Sea of Azov T0040 \n", + "170 China 50cent Army T0049 \n", + "171 DibaFacebookExpedition T0049 \n", + "172 DibaFacebookExpedition T0049 \n", + "173 China 50cent Army T0051 \n", + "174 China 50cent Army T0050 \n", + "175 China Huawei CFO Arrest T0050 \n", + "176 China 50cent Army T0047 \n", + "177 China 50cent Army T0048 \n", + "178 China 50cent Army T0002 \n", + "179 DibaFacebookExpedition T0002 \n", + "180 Saudi/Qatar bot dispute T0011 \n", + "181 JadeHelm exercise T0009 \n", + "182 Sea of Azov T0023 \n", + "183 China Huawei CFO Arrest T0023 \n", + "184 Iran Influence Operations T0022 \n", + "185 Iran Influence Operations T0008 \n", + "\n", + " name_technique \n", + "0 Paid targeted ads \n", + "1 Paid targeted ads \n", + "2 Paid targeted ads \n", + "3 Promote online funding \n", + "4 Generate information pollution \n", + "5 Generate information pollution \n", + "6 Generate information pollution \n", + "7 Generate information pollution \n", + "8 Generate information pollution \n", + "9 Generate information pollution \n", + "10 Generate information pollution \n", + "11 Generate information pollution \n", + "12 Generate information pollution \n", + "13 Generate information pollution \n", + "14 Generate information pollution \n", + "15 Generate information pollution \n", + "16 Dedicated channels disseminate information pol... \n", + "17 Dedicated channels disseminate information pol... \n", + "18 Dedicated channels disseminate information pol... \n", + "19 Dedicated channels disseminate information pol... \n", + "20 Dedicated channels disseminate information pol... \n", + "21 Dedicated channels disseminate information pol... \n", + "22 Dedicated channels disseminate information pol... \n", + "23 Dedicated channels disseminate information pol... \n", + "24 Dedicated channels disseminate information pol... \n", + "25 Dedicated channels disseminate information pol... \n", + "26 Dedicated channels disseminate information pol... \n", + "27 Dedicated channels disseminate information pol... \n", + "28 Dedicated channels disseminate information pol... \n", + "29 Search Engine Optimization \n", + "30 Search Engine Optimization \n", + "31 Search Engine Optimization \n", + "32 Search Engine Optimization \n", + "33 Search Engine Optimization \n", + "34 Search Engine Optimization \n", + "35 Search Engine Optimization \n", + "36 Search Engine Optimization \n", + "37 Search Engine Optimization \n", + "38 Search Engine Optimization \n", + "39 Search Engine Optimization \n", + "40 Search Engine Optimization \n", + "41 Legacy web content \n", + "42 Legacy web content \n", + "43 Legacy web content \n", + "44 Twitter bots amplify \n", + "45 Twitter bots amplify \n", + "46 Twitter bots amplify \n", + "47 Twitter bots amplify \n", + "48 Twitter bots amplify \n", + "49 Twitter bots amplify \n", + "50 Twitter bots amplify \n", + "51 Twitter bots amplify \n", + "52 Twitter bots amplify \n", + "53 Twitter bots amplify \n", + "54 Twitter bots amplify \n", + "55 Twitter bots amplify \n", + "56 Twitter bots amplify \n", + "57 Twitter bots amplify \n", + "58 Twitter bots amplify \n", + "59 Twitter trolls amplify and manipulate \n", + "60 Twitter trolls amplify and manipulate \n", + "61 Twitter trolls amplify and manipulate \n", + "62 Twitter trolls amplify and manipulate \n", + "63 Twitter trolls amplify and manipulate \n", + "64 Twitter trolls amplify and manipulate \n", + "65 Twitter trolls amplify and manipulate \n", + "66 Twitter trolls amplify and manipulate \n", + "67 Twitter trolls amplify and manipulate \n", + "68 Twitter trolls amplify and manipulate \n", + "69 Twitter trolls amplify and manipulate \n", + "70 Twitter trolls amplify and manipulate \n", + "71 Twitter trolls amplify and manipulate \n", + "72 Twitter trolls amplify and manipulate \n", + "73 Create fake Social Media Profiles / Pages / Gr... \n", + "74 Create fake Social Media Profiles / Pages / Gr... \n", + "75 Create fake Social Media Profiles / Pages / Gr... \n", + "76 Create fake Social Media Profiles / Pages / Gr... \n", + "77 Create fake Social Media Profiles / Pages / Gr... \n", + "78 Create fake Social Media Profiles / Pages / Gr... \n", + "79 Create fake Social Media Profiles / Pages / Gr... \n", + "80 Create fake Social Media Profiles / Pages / Gr... \n", + "81 Organise remote rallies and events \n", + "82 Organise remote rallies and events \n", + "83 Organise remote rallies and events \n", + "84 Organise remote rallies and events \n", + "85 Organise remote rallies and events \n", + "86 Manipulate online polls \n", + "87 Manipulate online polls \n", + "88 Cultivate ignorant agents \n", + "89 Cultivate ignorant agents \n", + "90 Cultivate ignorant agents \n", + "91 Cultivate ignorant agents \n", + "92 Cultivate ignorant agents \n", + "93 Cultivate ignorant agents \n", + "94 Cultivate ignorant agents \n", + "95 Cultivate ignorant agents \n", + "96 Cultivate ignorant agents \n", + "97 Cultivate ignorant agents \n", + "98 Cultivate ignorant agents \n", + "99 YouTube \n", + "100 YouTube \n", + "101 YouTube \n", + "102 YouTube \n", + "103 YouTube \n", + "104 YouTube \n", + "105 YouTube \n", + "106 YouTube \n", + "107 YouTube \n", + "108 YouTube \n", + "109 Reddit \n", + "110 Reddit \n", + "111 Reddit \n", + "112 Reddit \n", + "113 Reddit \n", + "114 Reddit \n", + "115 Reddit \n", + "116 Reddit \n", + "117 Reddit \n", + "118 Reddit \n", + "119 LinkedIn \n", + "120 LinkedIn \n", + "121 LinkedIn \n", + "122 Pinterest \n", + "123 Pinterest \n", + "124 Pinterest \n", + "125 WhatsApp \n", + "126 WhatsApp \n", + "127 WhatsApp \n", + "128 Memes \n", + "129 Memes \n", + "130 Memes \n", + "131 Memes \n", + "132 Backstop personas \n", + "133 Backstop personas \n", + "134 Use SMS/ WhatsApp/ Chat apps \n", + "135 Create fake videos and images \n", + "136 Create fake videos and images \n", + "137 Create hashtag \n", + "138 Use hashtag \n", + "139 Bait legitimate influencers \n", + "140 Bait legitimate influencers \n", + "141 Bait legitimate influencers \n", + "142 Use fake experts \n", + "143 Tertiary sites amplify news \n", + "144 Tertiary sites amplify news \n", + "145 Tertiary sites amplify news \n", + "146 Tertiary sites amplify news \n", + "147 Tertiary sites amplify news \n", + "148 Trial content \n", + "149 Trial content \n", + "150 Trial content \n", + "151 Trial content \n", + "152 Leak altered documents \n", + "153 Leak altered documents \n", + "154 Leak altered documents \n", + "155 Leak altered documents \n", + "156 Leak altered documents \n", + "157 Seed distortions \n", + "158 Instagram \n", + "159 Instagram \n", + "160 Clickbait \n", + "161 5Ds (dismiss, distort, distract, dismay, divide) \n", + "162 5Ds (dismiss, distort, distract, dismay, divide) \n", + "163 5Ds (dismiss, distort, distract, dismay, divide) \n", + "164 5Ds (dismiss, distort, distract, dismay, divide) \n", + "165 5Ds (dismiss, distort, distract, dismay, divide) \n", + "166 5Ds (dismiss, distort, distract, dismay, divide) \n", + "167 5Ds (dismiss, distort, distract, dismay, divide) \n", + "168 Demand unsurmountable proof \n", + "169 Demand unsurmountable proof \n", + "170 Flooding \n", + "171 Flooding \n", + "172 Flooding \n", + "173 Fabricate social media comment \n", + "174 Cheerleading domestic social media ops \n", + "175 Cheerleading domestic social media ops \n", + "176 Muzzle social media as a political force \n", + "177 Cow online opinion leaders \n", + "178 Facilitate State Propaganda \n", + "179 Facilitate State Propaganda \n", + "180 Hijack legitimate account \n", + "181 Create fake experts \n", + "182 Distort facts \n", + "183 Distort facts \n", + "184 Conspiracy narratives \n", + "185 Create fake or imposter news sites " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Check which amitt variables we can see from here\n", + "print('{}\\n'.format(vars(amitt).keys()))\n", + "testdfname = 'it'\n", + "testdf = vars(amitt)[testdfname]\n", + "print('{} columns: {}'.format(testdfname, testdf.columns))\n", + "testdf" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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amitt_idnamesummaryincident_idtechnique_id
0IT00000001buy FB targeted adsI00002T0018
1IT00000010Targeted FB paid adsI00005T0018
2IT00000057Targeted FB paid adsI00017T0018
3IT00000002Promote \"funding\" campaignI00002T0017
4IT00000003create web-site - information pollutionI00002T0019
5IT00000014RT & Sputnik generate information pollutionI00005T0019
6IT00000031RT & Sputnik generate information pollution (r...I00007T0019
7IT00000037RT & Sputnik generate information pollutionI00009T0019
8IT00000061RT & Sputnik generate information pollutionI00017T0019
9IT00000082RT & Sputnik generate information pollution (s...I00029T0019
10IT00000094RT & Sputnik generate information pollutionI00032T0019
11IT00000120RT & Sputnik generate information pollutionI00044T0019
12IT00000137RT & Sputnik generate information pollution (s...I00049T0019
13IT00000146RT & Sputnik generate information pollution (s...I00050T0019
14IT00000156RT & Sputnik generate information pollutionI00051T0019
15IT00000180RT & Sputnik generate information pollution (s...I00063T0019
16IT00000004create web-site - information pollutionI00002T0056
17IT00000015RT & Sputnik generate information pollutionI00005T0056
18IT00000032RT & Sputnik generate information pollution (r...I00007T0056
19IT00000038RT & Sputnik generate information pollutionI00009T0056
20IT00000062RT & Sputnik generate information pollutionI00017T0056
21IT00000083RT & Sputnik generate information pollution (s...I00029T0056
22IT00000095RT & Sputnik generate information pollutionI00032T0056
23IT00000121RT & Sputnik generate information pollutionI00044T0056
24IT00000138RT & Sputnik generate information pollution (s...I00049T0056
25IT00000147RT & Sputnik generate information pollution (s...I00050T0056
26IT00000157RT & Sputnik generate information pollutionI00051T0056
27IT00000162State-run media seeds foreign influence enviro...I00053T0056
28IT00000181RT & Sputnik generate information pollution (s...I00063T0056
29IT00000005SEO optimisation/manipulation (\"key words\")I00002T0046
30IT00000022SEO optimisation/manipulation (\"key words\")I00005T0046
31IT00000043SEO optimisation/manipulation (\"key words\")I00010T0046
32IT00000071SEO optimisation/manipulation (\"key words\")I00017T0046
33IT00000085SEO optimisation/manipulation (\"key words\")I00029T0046
34IT00000103SEO optimisation/manipulation (\"key words\")I00032T0046
35IT00000125SEO optimisation/manipulation (\"key words\")I00044T0046
36IT00000140SEO optimisation/manipulation (\"key words\")I00049T0046
37IT00000149SEO optimisation/manipulation (\"key words\")I00050T0046
38IT00000161SEO optimisation/manipulation (\"key words\")I00051T0046
39IT00000172SEO optimisation/manipulation (\"key words\")I00056T0046
40IT00000183SEO optimisation/manipulation (\"key words\")I00063T0046
41IT00000006legacy web contentI00002T0058
42IT00000007hard to remove content and/or campaign/exploit...I00002T0058
43IT00000176legacy web contentI00056T0058
44IT00000008Twitter bots amplify & manipulateI00005T0054
45IT00000034Twitter bots amplify & manipulateI00007T0054
46IT00000041Twitter bots amplify & manipulateI00010T0054
47IT00000055Twitter bots amplify & manipulateI00017T0054
48IT00000076Twitter bots amplify & manipulateI00022T0054
49IT00000079Twitter bots amplify & manipulateI00029T0054
50IT00000090Twitter bots amplify & manipulateI00032T0054
51IT00000115Twitter bots amplify & manipulateI00042T0054
52IT00000118Twitter bots amplify & manipulateI00044T0054
53IT00000131Twitter bots amplify & manipulateI00047T0054
54IT00000134Twitter bots amplify & manipulateI00049T0054
55IT00000144Twitter bots amplify & manipulateI00050T0054
56IT00000154Twitter bots amplify & manipulateI00051T0054
57IT00000169Twitter bots amplify & manipulateI00056T0054
58IT00000177Twitter bots amplify & manipulateI00063T0054
59IT00000009Twitter trolls amplify & manipulateI00005T0053
60IT00000035Twitter trolls amplify & manipulateI00007T0053
61IT00000042Twitter trolls amplify & manipulateI00010T0053
62IT00000056Twitter trolls amplify & manipulateI00017T0053
63IT00000077Twitter trolls amplify & manipulateI00022T0053
64IT00000080Twitter trolls amplify & manipulateI00029T0053
65IT00000091Twitter trolls amplify & manipulateI00032T0053
66IT00000119Twitter trolls amplify & manipulateI00044T0053
67IT00000132Twitter trolls amplify & manipulateI00047T0053
68IT00000135Twitter trolls amplify & manipulateI00049T0053
69IT00000145Twitter trolls amplify & manipulateI00050T0053
70IT00000155Twitter trolls amplify & manipulateI00051T0053
71IT00000170Twitter trolls amplify & manipulateI00056T0053
72IT00000178Twitter trolls amplify & manipulateI00063T0053
73IT00000011Fake FB groups + dark contentI00005T0007
74IT00000029Fake twitter profiles to amplifyTwitter bots used to drive visbilityI00006T0007
75IT00000039FB pagesI00009T0007
76IT00000045FB pages/groups/profilesI00010T0007
77IT00000058Fake FB groups + dark contentI00017T0007
78IT00000078Fake FB groups/pages/profiles + dark contentI00022T0007
79IT00000092Fake FB groups/pages/profilesI00032T0007
80IT00000171Fake FB groups/pages/profiles + dark content (...I00056T0007
81IT00000012Digital to physical \"organize+promote\" rallies...I00005T0057
82IT00000059Digital to physical \"organize+promote\" rallies...I00017T0057
83IT00000093Digital to physical \"organize+promote\" rallies...I00032T0057
84IT00000164Events coordinated and promoted across media p...I00053T0057
85IT00000166Extend digital the physical space… gatherings ...I00053T0057
86IT00000013manipulate social media \"online polls\"?I00005T0029
87IT00000060manipulate social media \"online polls\"?I00017T0029
88IT00000016cultivate, manipulate, exploit useful idiotsI00005T0010
89IT00000033cultivate, manipulate, exploit useful idiots (...I00007T0010
90IT00000044cultivate, manipulate, exploit useful idiots (...I00010T0010
91IT00000063cultivate, manipulate, exploit useful idiotsI00017T0010
92IT00000084cultivate, manipulate, exploit useful idiotsI00029T0010
93IT00000104cultivate, manipulate, exploit useful idiots (...I00032T0010
94IT00000126cultivate, manipulate, exploit useful idiots (...I00044T0010
95IT00000139cultivate, manipulate, exploit useful idiots (...I00049T0010
96IT00000148cultivate, manipulate, exploit useful idiots (...I00050T0010
97IT00000158cultivate, manipulate, exploit useful idiotsI00051T0010
98IT00000182cultivate, manipulate, exploit useful idiotsI00063T0010
99IT00000017YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0031
100IT00000046YouTube; RedditI00010T0031
101IT00000064YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0031
102IT00000087YouTube; Reddit;I00029T0031
103IT00000096YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0031
104IT00000122YouTube; RedditI00044T0031
105IT00000142YouTube; Reddit;I00049T0031
106IT00000151YouTube; Reddit;I00050T0031
107IT00000159YouTube; RedditI00051T0031
108IT00000185YouTube; Reddit;I00063T0031
109IT00000018YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0032
110IT00000047YouTube; RedditI00010T0032
111IT00000065YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0032
112IT00000088YouTube; Reddit;I00029T0032
113IT00000097YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0032
114IT00000123YouTube; RedditI00044T0032
115IT00000143YouTube; Reddit;I00049T0032
116IT00000152YouTube; Reddit;I00050T0032
117IT00000160YouTube; RedditI00051T0032
118IT00000186YouTube; Reddit;I00063T0032
119IT00000019YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0034
120IT00000067YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0034
121IT00000099YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0034
122IT00000020YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0035
123IT00000068YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0035
124IT00000100YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0035
125IT00000021YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?I00005T0036
126IT00000069YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0036
127IT00000101YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0036
128IT00000023Memes... anti-immigration; euroskepticism; fea...Meme that ISIS was responsible for a local che...I00005T0021
129IT00000072Memes... anti-immigration; euroskepticism; fea...I00017T0021
130IT00000117memesI00042T0021
131IT00000173Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0021
132IT00000024Backstop personasWikipedia fake persona \"AmandaGray91\".I00005T0030
133IT00000074Backstop personasI00017T0030
134IT00000025Use SMS/text messagesSMS messages sent to local residentsI00006T0043
135IT00000026Fake video/imagesFake youtube video of ISIS claiming responsibi...I00006T0024
136IT00000116photoshopped/fake imagesI00042T0024
137IT00000027Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0015
138IT00000028Create and use hashtagMain hashtag used was #ColumbianChemicalsI00006T0055
139IT00000030bait journalists/media/politiciansI00006T0039
140IT00000049journalist/media baitingI00010T0039
141IT00000053journalist/media baitingI00015T0039
142IT00000036Using \"expert\"I00009T0045
143IT00000040News circulated/amplifed by tertiary sites (Ru...I00009T0052
144IT00000086News circulated/amplifed by tertiary sites (Ru...I00029T0052
145IT00000141News circulated/amplifed by tertiary sites (Ru...I00049T0052
146IT00000150News circulated/amplifed by tertiary sites (Mi...I00050T0052
147IT00000184News circulated/amplifed by tertiary sites (Ru...I00063T0052
148IT000000484Chan/8Chan - trial contentI00010T0020
149IT000000704Chan/8Chan - trial contentI00017T0020
150IT000001024Chan/8Chan - trial contentI00032T0020
151IT000001244Chan/8Chan - trial contentI00044T0020
152IT00000050Forge ('release' altered hacked documents)I00015T0025
153IT00000051hack/leak/manipulate/distortI00015T0025
154IT00000054hack/leak/manipulate/distortI00017T0025
155IT00000075hack/leak/manipulate/distortI00022T0025
156IT00000153hack/leak/manipulate/distortI00051T0025
157IT00000052Circulate to media via DM, then release publiclyI00015T0044
158IT00000066YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00017T0033
159IT00000098YouTube; Reddit; (Instagram, LinkedIn; Pintere...I00032T0033
160IT00000073Click-bait (economic actors) fake news sites (...I00017T0016
161IT000000814 D's (dismiss, distort, distract, dismay...Of...I00029T0001
162IT000001284 D's (dismiss, distort, distract, dismay...Of...I00047T0001
163IT00000129Russian FSB security service blamed Ukraine fo...I00047T0001
164IT000001364 D's (dismiss, distort, distract, dismay...Of...I00049T0001
165IT00000167China also plays victim, innocence, plays by r...I00053T0001
166IT00000168Chinese ambassador Lu Shaye accused Canada of ...I00053T0001
167IT000001794 D's (dismiss, distort, distract, dismay...Of...I00063T0001
168IT00000089Demand insurmountable proofI00029T0040
169IT00000133Demand insurmountable proofI00047T0040
170IT000001052,000,000 people (est.) part of state run/spon...I00033T0049
171IT00000112flood the Facebook pages of Taiwanese politici...I00034T0049
172IT00000113Democratic Progressive Party (DPP), attracted ...I00034T0049
173IT00000106fabricated social media commentI00033T0051
174IT00000107domestic social media influence operations foc...I00033T0050
175IT00000165Extend digital the physical space… gatherings ...I00053T0050
176IT00000108cow online opinion leaders into submission, mu...I00033T0047
177IT00000109cow online opinion leaders into submission, mu...I00033T0048
178IT00000110facilitate state propaganda and defuse crisesI00033T0002
179IT00000111Netizens from one of the largest discussion fo...I00034T0002
180IT00000114“hack” of Qatar’s official news agencyI00042T0011
181IT00000127Promote fake “experts” with impressive (and sc...I00044T0009
182IT00000130(Distort) Kremlin-controlled RT cited Russian ...I00047T0023
183IT00000163Distorted, saccharine “news” about the Chinese...I00053T0023
184IT00000174Memes... anti-Isreal/USA/West, conspiracy narr...I00056T0022
185IT00000175Fake news/synthetic web-sitesI00056T0008
\n", + "
" + ], + "text/plain": [ + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", + "\n", + " summary incident_id \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", + "\n", + " technique_id \n", + "0 T0018 \n", + "1 T0018 \n", + "2 T0018 \n", + "3 T0017 \n", + "4 T0019 \n", + "5 T0019 \n", + "6 T0019 \n", + "7 T0019 \n", + "8 T0019 \n", + "9 T0019 \n", + "10 T0019 \n", + "11 T0019 \n", + "12 T0019 \n", + "13 T0019 \n", + "14 T0019 \n", + "15 T0019 \n", + "16 T0056 \n", + "17 T0056 \n", + "18 T0056 \n", + "19 T0056 \n", + "20 T0056 \n", + "21 T0056 \n", + "22 T0056 \n", + "23 T0056 \n", + "24 T0056 \n", + "25 T0056 \n", + "26 T0056 \n", + "27 T0056 \n", + "28 T0056 \n", + "29 T0046 \n", + "30 T0046 \n", + "31 T0046 \n", + "32 T0046 \n", + "33 T0046 \n", + "34 T0046 \n", + "35 T0046 \n", + "36 T0046 \n", + "37 T0046 \n", + "38 T0046 \n", + "39 T0046 \n", + "40 T0046 \n", + "41 T0058 \n", + "42 T0058 \n", + "43 T0058 \n", + "44 T0054 \n", + "45 T0054 \n", + "46 T0054 \n", + "47 T0054 \n", + "48 T0054 \n", + "49 T0054 \n", + "50 T0054 \n", + "51 T0054 \n", + "52 T0054 \n", + "53 T0054 \n", + "54 T0054 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\n", + "113 T0032 \n", + "114 T0032 \n", + "115 T0032 \n", + "116 T0032 \n", + "117 T0032 \n", + "118 T0032 \n", + "119 T0034 \n", + "120 T0034 \n", + "121 T0034 \n", + "122 T0035 \n", + "123 T0035 \n", + "124 T0035 \n", + "125 T0036 \n", + "126 T0036 \n", + "127 T0036 \n", + "128 T0021 \n", + "129 T0021 \n", + "130 T0021 \n", + "131 T0021 \n", + "132 T0030 \n", + "133 T0030 \n", + "134 T0043 \n", + "135 T0024 \n", + "136 T0024 \n", + "137 T0015 \n", + "138 T0055 \n", + "139 T0039 \n", + "140 T0039 \n", + "141 T0039 \n", + "142 T0045 \n", + "143 T0052 \n", + "144 T0052 \n", + "145 T0052 \n", + "146 T0052 \n", + "147 T0052 \n", + "148 T0020 \n", + "149 T0020 \n", + "150 T0020 \n", + "151 T0020 \n", + "152 T0025 \n", + "153 T0025 \n", + "154 T0025 \n", + "155 T0025 \n", + "156 T0025 \n", + "157 T0044 \n", + "158 T0033 \n", + "159 T0033 \n", + "160 T0016 \n", + "161 T0001 \n", + "162 T0001 \n", + "163 T0001 \n", + "164 T0001 \n", + "165 T0001 \n", + "166 T0001 \n", + "167 T0001 \n", + "168 T0040 \n", + "169 T0040 \n", + "170 T0049 \n", + "171 T0049 \n", + "172 T0049 \n", + "173 T0051 \n", + "174 T0050 \n", + "175 T0050 \n", + "176 T0047 \n", + "177 T0048 \n", + "178 T0002 \n", + "179 T0002 \n", + "180 T0011 \n", + "181 T0009 \n", + "182 T0023 \n", + "183 T0023 \n", + "184 T0022 \n", + "185 T0008 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', \n", + " 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "it" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "incident 44\n", + "campaign 16\n", + "apt 2\n", + "tactic 1\n", + "Name: objecttype, dtype: int64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dii = vars(amitt)['df_incidents']\n", + "dii['objecttype'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ { "data": { "text/html": [ @@ -4240,456 +7278,6 @@ " \n", " \n", " \n", - " 0\n", - " I00001\n", - " Blacktivists facebook group\n", - " incident\n", - " Internet Research Agency created fake @blackti...\n", - " 2016\n", - " Russia\n", - " USA\n", - " https://money.cnn.com/2017/09/28/media/blackti...\n", - " \n", - " 2019-02-24\n", - " \n", - " I00001 - Blacktivists facebook group\n", - " \n", - " \n", - " 1\n", - " I00002\n", - " #VaccinateUS\n", - " campaign\n", - " use both pro- and anti- topic messaging to cre...\n", - " 2014\n", - " Russia\n", - " World\n", - " https://www.washingtonpost.com/science/2018/08...\n", - " \n", - " 2019-02-24\n", - " \n", - " I00002 - #VaccinateUS\n", - " \n", - " \n", - " 2\n", - " I00003\n", - " Beyonce protest rallies\n", - " incident\n", - " use both pro- and anti- topic messaging to cre...\n", - " 2016\n", - " Russia\n", - " USA\n", - " https://www.theguardian.com/us-news/2018/may/1...\n", - " \n", - " 2019-02-24\n", - " \n", - " I00003 - Beyonce protest rallies\n", - " \n", - " \n", - " 3\n", - " I00004\n", - " #Macrongate\n", - " incident\n", - " amplified document dump failed because France ...\n", - " 2017\n", - " Russia\n", - " France\n", - " http://www.niemanlab.org/2018/09/how-france-be...\n", - " \n", - " 2019-02-24\n", - " \n", - " I00004 - #Macrongate\n", - " \n", - " \n", - " 4\n", - " I00005\n", - " Brexit vote\n", - " campaign\n", - " In early 2014, then UK PM David Cameron outlin...\n", - " 2016\n", - " Russia\n", - " UK\n", - " https://www.forbes.com/sites/emmawoollacott/20...\n", - " \n", - " 2019-02-24\n", - " \n", - " I00005 - Brexit vote\n", - " \n", - " \n", - " 5\n", - " I00006\n", - " Columbian Chemicals\n", - " incident\n", - " Early Russian (IRA) “fake news” stories. Compl...\n", - " 2014\n", - " Russia\n", - " USA\n", - " https://en.wikipedia.org/wiki/Columbian_Chemic...\n", - " \n", - " 2019-02-24\n", - " \n", - " I00006 - Columbian Chemicals\n", - " \n", - " \n", - " 6\n", - " I00007\n", - " Incirlik terrorists\n", - " incident\n", - " Fake story transmitted from Russian media to T...\n", - " 2016\n", - " Russia\n", - " USA\n", - " https://www.politifact.com/truth-o-meter/state...\n", - " \n", - " 2019-02-24\n", - " \n", - " I00007 - Incirlik terrorists\n", - " \n", - " \n", - " 7\n", - " I00008\n", - " Bujic\n", - " incident\n", - " \n", - " 2017\n", - " Russia\n", - " Serbia\n", - " https://www.stopfake.org/en/vencislav-the-virg...\n", - " Serbia pro-Kremlin disinfo campaign by Vencisl...\n", - " 2019-02-24\n", - " \n", - " I00008 - Bujic\n", - " \n", - " \n", - " 8\n", - " I00009\n", - " PhilippinesExpert\n", - " incident\n", - " President of the Philippine visited Moscow and...\n", - " 2017\n", - " Russia\n", - " Philippines\n", - " https://codastory.com/disinformation/how-a-lit...\n", - " Philippines Social Media: Russian Disinformati...\n", - " 2019-02-24\n", - " \n", - " I00009 - PhilippinesExpert\n", - " \n", - " \n", - " 9\n", - " I00010\n", - " ParklandTeens\n", - " incident\n", - " IRA trolls amplified the far right messaging a...\n", - " 2018\n", - " \n", - " USA\n", - " https://www.nytimes.com/2018/03/27/us/parkland...\n", - " Parkland survivors\n", - " 2019-02-01\n", - " \n", - " I00010 - ParklandTeens\n", - " \n", - " \n", - " 10\n", - " I00011\n", - " CovingtonTeen\n", - " incident\n", - " \n", - " 2019\n", - " \n", - " USA\n", - " https://www.wcpo.com/news/national/fact-check-...\n", - " MAGA kid (Covington)\n", - " 2019-02-01\n", - " \n", - " I00011 - CovingtonTeen\n", - " \n", - " \n", - " 11\n", - " I00012\n", - " ChinaSmog\n", - " incident\n", - " \n", - " 2011\n", - " China\n", - " China\n", - " https://www.cjr.org/innovations/memes-pollutio...\n", - " China smog (not an attack, but a counter to di...\n", - " 2019-02-24\n", - " \n", - " I00012 - ChinaSmog\n", - " \n", - " \n", - " 12\n", - " I00013\n", - " FranceBlacktivists\n", - " incident\n", - " \n", - " 2014\n", - " Russia\n", - " France\n", - " https://medium.com/dfrlab/trolltracker-glimpse...\n", - " France blacktivists\n", - " 2019-02-24\n", - " \n", - " I00013 - FranceBlacktivists\n", - " \n", - " \n", - " 13\n", - " I00014\n", - " GiletsJaunePileon\n", - " incident\n", - " \n", - " 2018\n", - " Russia\n", - " France\n", - " https://www.wired.com/story/co-opting-french-u...\n", - " Russian pile-onto #GiletsJaune (and expansion ...\n", - " 2019-02-24\n", - " \n", - " I00014 - GiletsJaunePileon\n", - " \n", - " \n", - " 14\n", - " I00015\n", - " ConcordDiscovery\n", - " incident\n", - " The Office of Special Counsel accused Concord ...\n", - " 2019\n", - " Russia\n", - " USA\n", - " https://www.theatlantic.com/politics/archive/2...\n", - " \n", - " 2019-02-01\n", - " \n", - " I00015 - ConcordDiscovery\n", - " \n", - " \n", - " 15\n", - " I00016\n", - " LithuanianElves\n", - " campaign\n", - " \n", - " 2014\n", - " Russia\n", - " Lithuania\n", - " https://www.ft.com/content/b3701b12-2544-11e9-...\n", - " \n", - " 2019-02-01\n", - " \n", - " I00016 - LithuanianElves\n", - " \n", - " \n", - " 16\n", - " I00017\n", - " US presidential elections\n", - " campaign\n", - " Make Clinton look bad or unpopular, and Trump ...\n", - " 2016\n", - " Russia\n", - " USA\n", - " https://www.dni.gov/files/documents/ICA_2017_0...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00017 - US presidential elections\n", - " \n", - " \n", - " 17\n", - " I00018\n", - " DNC email leak incident\n", - " tactic\n", - " \n", - " 2016\n", - " Russia\n", - " USA\n", - " \n", - " Channels: RU domestic, RU multilingual (RT/Spu...\n", - " 2019-02-24\n", - " OII\n", - " I00018 - DNC email leak incident\n", - " \n", - " \n", - " 18\n", - " I00019\n", - " MacronTiphaine\n", - " incident\n", - " Far-right trolls on 4chan and Twitter spreadin...\n", - " 2017\n", - " \n", - " France\n", - " https://www.buzzfeednews.com/article/ryanhates...\n", - " Trolls OII\n", - " 2019-02-24\n", - " OII\n", - " I00019 - MacronTiphaine\n", - " \n", - " \n", - " 19\n", - " I00020\n", - " 3000 tanks\n", - " incident\n", - " \n", - " 2017\n", - " Russia\n", - " World\n", - " https://medium.com/@DFRLab/three-thousand-fake...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00020 - 3000 tanks\n", - " \n", - " \n", - " 20\n", - " I00021\n", - " Armenia elections\n", - " campaign\n", - " \n", - " 2017\n", - " Russia\n", - " Armenia\n", - " https://medium.com/dfrlab/fakes-bots-and-block...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00021 - Armenia elections\n", - " \n", - " \n", - " 21\n", - " I00022\n", - " #Macronleaks\n", - " incident\n", - " Countering the spreading of an alleged 9GB of ...\n", - " 2017\n", - " Russia\n", - " France\n", - " https://medium.com/dfrlab/hashtag-campaign-mac...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00022 - #Macronleaks\n", - " \n", - " \n", - " 22\n", - " I00023\n", - " #dislikemacron\n", - " incident\n", - " \n", - " 2017\n", - " Russia\n", - " France\n", - " https://medium.com/dfrlab/russian-and-french-t...\n", - " unsuccessful\n", - " 2019-02-24\n", - " OII\n", - " I00023 - #dislikemacron\n", - " \n", - " \n", - " 23\n", - " I00024\n", - " #syriahoax\n", - " incident\n", - " \n", - " 2017\n", - " Syria\n", - " USA\n", - " https://medium.com/dfrlab/how-the-alt-right-br...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00024 - #syriahoax\n", - " \n", - " \n", - " 24\n", - " I00025\n", - " EU Army\n", - " incident\n", - " Traces back to 2016: Guardian “Is there a secr...\n", - " 2018\n", - " Russia\n", - " EU\n", - " https://medium.com/dfrlab/spread-it-on-reddit-...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00025 - EU Army\n", - " \n", - " \n", - " 25\n", - " I00026\n", - " Netherlands referendum on Ukraine\n", - " incident\n", - " \n", - " 2016\n", - " Russia\n", - " Netherlands\n", - " https://www.washingtonpost.com/opinions/russia...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00026 - Netherlands referendum on Ukraine\n", - " \n", - " \n", - " 26\n", - " I00027\n", - " crucifiedboy\n", - " incident\n", - " \n", - " 2014\n", - " Russia\n", - " Ukraine\n", - " https://helda.helsinki.fi//bitstream/handle/10...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00027 - crucifiedboy\n", - " \n", - " \n", - " 27\n", - " I00028\n", - " mh17 downed\n", - " incident\n", - " \n", - " 2014\n", - " Russia\n", - " Ukraine\n", - " https://www.stopfake.org/en/lies-spanish-fligh...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00028 - mh17 downed\n", - " \n", - " \n", - " 28\n", - " I00029\n", - " MH17 investigation\n", - " campaign\n", - " Since the shooting down of Malaysia Airlines F...\n", - " 2016\n", - " Russia\n", - " Ukraine\n", - " https://www.novayagazeta.ru/news/2015/05/07/11...\n", - " Changed to campaign (still in the news, and st...\n", - " 2019-02-24\n", - " OII\n", - " I00029 - MH17 investigation\n", - " \n", - " \n", - " 29\n", - " I00030\n", - " LastJedi\n", - " incident\n", - " \n", - " 2018\n", - " Russia\n", - " World\n", - " https://slate.com/culture/2018/10/last-jedi-st...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00030 - LastJedi\n", - " \n", - " \n", " 30\n", " I00031\n", " antivax\n", @@ -4705,21 +7293,6 @@ " I00031 - antivax\n", " \n", " \n", - " 31\n", - " I00032\n", - " Kavanaugh\n", - " incident\n", - " Before the Senate SCOTUS confirmation hearings...\n", - " 2018\n", - " Russia\n", - " USA\n", - " https://qz.com/1409102/russian-trolls-and-bots...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00032 - Kavanaugh\n", - " \n", - " \n", " 32\n", " I00033\n", " China 50cent Army\n", @@ -4734,969 +7307,28 @@ " OII\n", " I00033 - China 50cent Army\n", " \n", - " \n", - " 33\n", - " I00034\n", - " DibaFacebookExpedition\n", - " incident\n", - " In the Expedition, Diba engaged in a highly or...\n", - " 2016\n", - " China\n", - " Taiwan\n", - " https://www.ideals.illinois.edu/handle/2142/96...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00034 - DibaFacebookExpedition\n", - " \n", - " \n", - " 34\n", - " I00035\n", - " Brazilelections\n", - " campaign\n", - " Bot activity in Brazil elections\n", - " 2014\n", - " Brazil\n", - " Brazil\n", - " https://blogs.oii.ox.ac.uk/politicalbots/wp-co...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00035 - Brazilelections\n", - " \n", - " \n", - " 35\n", - " I00036\n", - " BrazilPresDebate\n", - " incident\n", - " \n", - " 2014\n", - " Brazil\n", - " Brazil\n", - " https://www.wilsoncenter.org/blog-post/bots-br...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00036 - BrazilPresDebate\n", - " \n", - " \n", - " 36\n", - " I00037\n", - " Rioelections\n", - " incident\n", - " \n", - " 2016\n", - " Brazil\n", - " Brazil\n", - " https://www1.folha.uol.com.br/poder/eleicoes-2...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00037 - Rioelections\n", - " \n", - " \n", - " 37\n", - " I00038\n", - " Brazilimpeachment\n", - " incident\n", - " \n", - " 2016\n", - " Brazil\n", - " Brazil\n", - " http://www.labic.net/cartografia/a-rede-das-im...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00038 - Brazilimpeachment\n", - " \n", - " \n", - " 38\n", - " I00039\n", - " MerkelFacebook\n", - " incident\n", - " Top stories about Merkel in both German and En...\n", - " 2017\n", - " \n", - " Germany\n", - " https://www.buzzfeed.com/albertonardelli/hyper...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00039 - MerkelFacebook\n", - " \n", - " \n", - " 39\n", - " I00040\n", - " modamaniSelfie\n", - " incident\n", - " \n", - " 2015\n", - " \n", - " Germany\n", - " https://www.nytimes.com/2017/02/06/business/sy...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00040 - modamaniSelfie\n", - " \n", - " \n", - " 40\n", - " I00041\n", - " Refugee crime map\n", - " incident\n", - " \n", - " 2017\n", - " \n", - " Germany\n", - " https://uebermedien.de/11488/kartenlegen-mit-k...\n", - " \n", - " 2019-02-24\n", - " OII\n", - " I00041 - Refugee crime map\n", - " \n", - " \n", - " 41\n", - " I00042\n", - " Saudi/Qatar bot dispute\n", - " incident\n", - " In the summer of 2017, Twitter bots—automated ...\n", - " 2017\n", - " SaudiArabia\n", - " Qatar\n", - " https://jia.sipa.columbia.edu/robot-wars-how-b...\n", - " robot wars how bots joined battle in the gulf\"\n", - " 2019-02-24\n", - " MIS\n", - " I00042 - Saudi/Qatar bot dispute\n", - " \n", - " \n", - " 42\n", - " I00043\n", - " FCC comments\n", - " incident\n", - " \n", - " 2017\n", - " \n", - " USA\n", - " https://gizmodo.com/how-an-investigation-of-fa...\n", - " does this count as an incident, or is it just ...\n", - " 2019-02-24\n", - " MIS\n", - " I00043 - FCC comments\n", - " \n", - " \n", - " 43\n", - " I00044\n", - " JadeHelm exercise\n", - " incident\n", - " In the summer of 2015, thousands of troops fro...\n", - " 2015\n", - " \n", - " USA\n", - " https://www.politifact.com/texas/article/2018/...\n", - " \n", - " 2019-02-25\n", - " MIS\n", - " I00044 - JadeHelm exercise\n", - " \n", - " \n", - " 44\n", - " I00045\n", - " Skripal\n", - " incident\n", - " On 4 March 2018, Sergei Skripal, a former Russ...\n", - " 2018\n", - " Russia\n", - " UK\n", - " https://www.bellingcat.com/tag/skripal/ https:...\n", - " This is Beliingcat's full library of Skirpal r...\n", - " 2019-03-20\n", - " \n", - " I00045 - Skripal\n", - " \n", - " \n", - " 45\n", - " I00046\n", - " North Macedonia\n", - " incident\n", - " \n", - " 2018\n", - " Russia\n", - " Macedonia\n", - " https://www.nytimes.com/2018/09/16/world/europ...\n", - " disinformation directed by Russian-backed grou...\n", - " 2019-03-20\n", - " \n", - " I00046 - North Macedonia\n", - " \n", - " \n", - " 46\n", - " I00047\n", - " Sea of Azov\n", - " incident\n", - " An international incident occurred on 25 Novem...\n", - " 2018\n", - " Russia\n", - " World\n", - " https://euvsdisinfo.eu/wave-of-disinformation-...\n", - " \n", - " 2019-03-20\n", - " \n", - " I00047 - Sea of Azov\n", - " \n", - " \n", - " 47\n", - " I00048\n", - " White Helmets\n", - " campaign\n", - " \n", - " 2015\n", - " Russia\n", - " World\n", - " https://thesyriacampaign.org/wp-content/upload...\n", - " \n", - " 2019-03-20\n", - " \n", - " I00048 - White Helmets\n", - " \n", - " \n", - " 48\n", - " I00049\n", - " White Helmets: Chemical Weapons\n", - " incident\n", - " On 7 April 2018, a high number of civilians we...\n", - " 2017\n", - " Russia\n", - " World\n", - " http://www.publications.atlanticcouncil.org/br...\n", - " \n", - " 2019-03-20\n", - " \n", - " I00049 - White Helmets: Chemical Weapons\n", - " \n", - " \n", - " 49\n", - " I00050\n", - " #HandsOffVenezuela\n", - " incident\n", - " Venezuela has been thrown into turmoil after G...\n", - " 2019\n", - " Russia\n", - " World\n", - " https://euvsdisinfo.eu/twitter-as-an-informati...\n", - " \n", - " 2019-03-20\n", - " \n", - " I00050 - #HandsOffVenezuela\n", - " \n", - " \n", - " 50\n", - " I00051\n", - " Integrity Initiative\n", - " incident\n", - " The UK Foreign Office has accused Russian stat...\n", - " 2018\n", - " Russia\n", - " World\n", - " https://eaworldview.com/2019/01/counter-russia...\n", - " This is an excellent example of the tables get...\n", - " 2019-03-20\n", - " \n", - " I00051 - Integrity Initiative\n", - " \n", - " \n", - " 51\n", - " I00052\n", - " China overiew\n", - " campaign\n", - " \n", - " 2015\n", - " China\n", - " World\n", - " https://www.recordedfuture.com/china-social-me...\n", - " global strategic goals for China different fro...\n", - " 2019-03-20\n", - " \n", - " I00052 - China overiew\n", - " \n", - " \n", - " 52\n", - " I00053\n", - " China Huawei CFO Arrest\n", - " incident\n", - " Dec. 1: Canadian authorities arrest Huawei's c...\n", - " 2018\n", - " China\n", - " World\n", - " https://www.theatlantic.com/international/arch...\n", - " “The Chinese have been very active here,” said...\n", - " 2019-03-20\n", - " \n", - " I00053 - China Huawei CFO Arrest\n", - " \n", - " \n", - " 53\n", - " I00054\n", - " China Muslims\n", - " incident\n", - " \n", - " 2018\n", - " China\n", - " World\n", - " https://www.ctvnews.ca/world/china-says-foreig...\n", - " China rejects the allegations that it has lock...\n", - " 2019-03-20\n", - " \n", - " I00054 - China Muslims\n", - " \n", - " \n", - " 54\n", - " I00055\n", - " 50 Cent Army\n", - " campaign\n", - " \n", - " 2008\n", - " China\n", - " World\n", - " https://www.voanews.com/a/who-is-that-chinese-...\n", - " \n", - " 2019-03-20\n", - " \n", - " I00055 - 50 Cent Army\n", - " \n", - " \n", - " 55\n", - " I00056\n", - " Iran Influence Operations\n", - " campaign\n", - " Iranian interference in the politics of Arab c...\n", - " 2012\n", - " Iran\n", - " World\n", - " https://www.fireeye.com/blog/threat-research/2...\n", - " FireEye has identified a suspected influence o...\n", - " 2019-03-20\n", - " \n", - " I00056 - Iran Influence Operations\n", - " \n", - " \n", - " 56\n", - " I00057\n", - " Mexico Election\n", - " incident\n", - " \n", - " 2018\n", - " Russia,Mexico\n", - " Mexico\n", - " https://www.smh.com.au/world/north-america/mis...\n", - " \n", - " 2019-03-20\n", - " \n", - " I00057 - Mexico Election\n", - " \n", - " \n", - " 57\n", - " I00058\n", - " Chemnitz\n", - " incident\n", - " \n", - " 2018\n", - " Russia\n", - " Germany\n", - " https://www.thebureauinvestigates.com/stories/...\n", - " \n", - " 2019-03-20\n", - " \n", - " I00058 - Chemnitz\n", - " \n", - " \n", - " 58\n", - " I00059\n", - " Myanmar - Rohingya\n", - " campaign\n", - " \n", - " 2014\n", - " Myanmar\n", - " Myanmar\n", - " https://www.reuters.com/investigates/special-r...\n", - " Personal note (see Reuters side bar... end of ...\n", - " 2019-03-20\n", - " \n", - " I00059 - Myanmar - Rohingya\n", - " \n", - " \n", - " 59\n", - " I00060\n", - " White Genocide\n", - " campaign\n", - " \n", - " 2018\n", - " Russia\n", - " World\n", - " https://www.smh.com.au/world/oceania/the-high-...\n", - " Personal note (see Reuters side bar... end of ...\n", - " 2019-03-20\n", - " \n", - " I00060 - White Genocide\n", - " \n", - " \n", - " 60\n", - " I00061\n", - " Military veterans Targetting\n", - " campaign\n", - " \n", - " 2017\n", - " Russia\n", - " US\n", - " https://www.stripes.com/congressmen-urge-fbi-t...\n", - " \n", - " 2019-03-20\n", - " \n", - " I00061 - Military veterans Targetting\n", - " \n", - " \n", - " 61\n", - " I00062\n", - " Brexit/UK ongoing\n", - " campaign\n", - " \n", - " 2015\n", - " Russia,UK\n", - " UK\n", - " https://www.politico.eu/article/britain-nation...\n", - " This is current, and offers very good \"Anatomy...\n", - " 2019-03-20\n", - " \n", - " I00062 - Brexit/UK ongoing\n", - " \n", - " \n", - " 62\n", - " I00063\n", - " Olympic Doping Scandal\n", - " campaign\n", - " On 18 July 2016, Richard McLaren, a Canadian a...\n", - " 2016\n", - " Russia\n", - " World\n", - " https://www.nytimes.com/2016/05/13/sports/russ...\n", - " \n", - " 2019-04-06\n", - " \n", - " I00063 - Olympic Doping Scandal\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " amitt_id name objecttype \\\n", - "0 I00001 Blacktivists facebook group incident \n", - "1 I00002 #VaccinateUS campaign \n", - "2 I00003 Beyonce protest rallies incident \n", - "3 I00004 #Macrongate incident \n", - "4 I00005 Brexit vote campaign \n", - "5 I00006 Columbian Chemicals incident \n", - "6 I00007 Incirlik terrorists incident \n", - "7 I00008 Bujic incident \n", - "8 I00009 PhilippinesExpert incident \n", - "9 I00010 ParklandTeens incident \n", - "10 I00011 CovingtonTeen incident \n", - "11 I00012 ChinaSmog incident \n", - "12 I00013 FranceBlacktivists incident \n", - "13 I00014 GiletsJaunePileon incident \n", - "14 I00015 ConcordDiscovery incident \n", - "15 I00016 LithuanianElves campaign \n", - "16 I00017 US presidential elections campaign \n", - "17 I00018 DNC email leak incident tactic \n", - "18 I00019 MacronTiphaine incident \n", - "19 I00020 3000 tanks incident \n", - "20 I00021 Armenia elections campaign \n", - "21 I00022 #Macronleaks incident \n", - "22 I00023 #dislikemacron incident \n", - "23 I00024 #syriahoax incident \n", - "24 I00025 EU Army incident \n", - "25 I00026 Netherlands referendum on Ukraine incident \n", - "26 I00027 crucifiedboy incident \n", - "27 I00028 mh17 downed incident \n", - "28 I00029 MH17 investigation campaign \n", - "29 I00030 LastJedi incident \n", - "30 I00031 antivax apt \n", - "31 I00032 Kavanaugh incident \n", - "32 I00033 China 50cent Army apt \n", - "33 I00034 DibaFacebookExpedition incident \n", - "34 I00035 Brazilelections campaign \n", - "35 I00036 BrazilPresDebate incident \n", - "36 I00037 Rioelections incident \n", - "37 I00038 Brazilimpeachment incident \n", - "38 I00039 MerkelFacebook incident \n", - "39 I00040 modamaniSelfie incident \n", - "40 I00041 Refugee crime map incident \n", - "41 I00042 Saudi/Qatar bot dispute incident \n", - "42 I00043 FCC comments incident \n", - "43 I00044 JadeHelm exercise incident \n", - "44 I00045 Skripal incident \n", - "45 I00046 North Macedonia incident \n", - "46 I00047 Sea of Azov incident \n", - "47 I00048 White Helmets campaign \n", - "48 I00049 White Helmets: Chemical Weapons incident \n", - "49 I00050 #HandsOffVenezuela incident \n", - "50 I00051 Integrity Initiative incident \n", - "51 I00052 China overiew campaign \n", - "52 I00053 China Huawei CFO Arrest incident \n", - "53 I00054 China Muslims incident \n", - "54 I00055 50 Cent Army campaign \n", - "55 I00056 Iran Influence Operations campaign \n", - "56 I00057 Mexico Election incident \n", - "57 I00058 Chemnitz incident \n", - "58 I00059 Myanmar - Rohingya campaign \n", - "59 I00060 White Genocide campaign \n", - "60 I00061 Military veterans Targetting campaign \n", - "61 I00062 Brexit/UK ongoing campaign \n", - "62 I00063 Olympic Doping Scandal campaign \n", + " amitt_id name objecttype \\\n", + "30 I00031 antivax apt \n", + "32 I00033 China 50cent Army apt \n", "\n", " summary year_started \\\n", - "0 Internet Research Agency created fake @blackti... 2016 \n", - "1 use both pro- and anti- topic messaging to cre... 2014 \n", - "2 use both pro- and anti- topic messaging to cre... 2016 \n", - "3 amplified document dump failed because France ... 2017 \n", - "4 In early 2014, then UK PM David Cameron outlin... 2016 \n", - "5 Early Russian (IRA) “fake news” stories. Compl... 2014 \n", - "6 Fake story transmitted from Russian media to T... 2016 \n", - "7 2017 \n", - "8 President of the Philippine visited Moscow and... 2017 \n", - "9 IRA trolls amplified the far right messaging a... 2018 \n", - "10 2019 \n", - "11 2011 \n", - "12 2014 \n", - "13 2018 \n", - "14 The Office of Special Counsel accused Concord ... 2019 \n", - "15 2014 \n", - "16 Make Clinton look bad or unpopular, and Trump ... 2016 \n", - "17 2016 \n", - "18 Far-right trolls on 4chan and Twitter spreadin... 2017 \n", - "19 2017 \n", - "20 2017 \n", - "21 Countering the spreading of an alleged 9GB of ... 2017 \n", - "22 2017 \n", - "23 2017 \n", - "24 Traces back to 2016: Guardian “Is there a secr... 2018 \n", - "25 2016 \n", - "26 2014 \n", - "27 2014 \n", - "28 Since the shooting down of Malaysia Airlines F... 2016 \n", - "29 2018 \n", "30 2018 \n", - "31 Before the Senate SCOTUS confirmation hearings... 2018 \n", "32 50cent Army is a CCP “tool” - “massive secret ... 2014 \n", - "33 In the Expedition, Diba engaged in a highly or... 2016 \n", - "34 Bot activity in Brazil elections 2014 \n", - "35 2014 \n", - "36 2016 \n", - "37 2016 \n", - "38 Top stories about Merkel in both German and En... 2017 \n", - "39 2015 \n", - "40 2017 \n", - "41 In the summer of 2017, Twitter bots—automated ... 2017 \n", - "42 2017 \n", - "43 In the summer of 2015, thousands of troops fro... 2015 \n", - "44 On 4 March 2018, Sergei Skripal, a former Russ... 2018 \n", - "45 2018 \n", - "46 An international incident occurred on 25 Novem... 2018 \n", - "47 2015 \n", - "48 On 7 April 2018, a high number of civilians we... 2017 \n", - "49 Venezuela has been thrown into turmoil after G... 2019 \n", - "50 The UK Foreign Office has accused Russian stat... 2018 \n", - "51 2015 \n", - "52 Dec. 1: Canadian authorities arrest Huawei's c... 2018 \n", - "53 2018 \n", - "54 2008 \n", - "55 Iranian interference in the politics of Arab c... 2012 \n", - "56 2018 \n", - "57 2018 \n", - "58 2014 \n", - "59 2018 \n", - "60 2017 \n", - "61 2015 \n", - "62 On 18 July 2016, Richard McLaren, a Canadian a... 2016 \n", "\n", " attributions_seen found_in_country \\\n", - "0 Russia USA \n", - "1 Russia World \n", - "2 Russia USA \n", - "3 Russia France \n", - "4 Russia UK \n", - "5 Russia USA \n", - "6 Russia USA \n", - "7 Russia Serbia \n", - "8 Russia Philippines \n", - "9 USA \n", - "10 USA \n", - "11 China China \n", - "12 Russia France \n", - "13 Russia France \n", - "14 Russia USA \n", - "15 Russia Lithuania \n", - "16 Russia USA \n", - "17 Russia USA \n", - "18 France \n", - "19 Russia World \n", - "20 Russia Armenia \n", - "21 Russia France \n", - "22 Russia France \n", - "23 Syria USA \n", - "24 Russia EU \n", - "25 Russia Netherlands \n", - "26 Russia Ukraine \n", - "27 Russia Ukraine \n", - "28 Russia Ukraine \n", - "29 Russia World \n", "30 Russia World \n", - "31 Russia USA \n", "32 China China \n", - "33 China Taiwan \n", - "34 Brazil Brazil \n", - "35 Brazil Brazil \n", - "36 Brazil Brazil \n", - "37 Brazil Brazil \n", - "38 Germany \n", - "39 Germany \n", - "40 Germany \n", - "41 SaudiArabia Qatar \n", - "42 USA \n", - "43 USA \n", - "44 Russia UK \n", - "45 Russia Macedonia \n", - "46 Russia World \n", - "47 Russia World \n", - "48 Russia World \n", - "49 Russia World \n", - "50 Russia World \n", - "51 China World \n", - "52 China World \n", - "53 China World \n", - "54 China World \n", - "55 Iran World \n", - "56 Russia,Mexico Mexico \n", - "57 Russia Germany \n", - "58 Myanmar Myanmar \n", - "59 Russia World \n", - "60 Russia US \n", - "61 Russia,UK UK \n", - "62 Russia World \n", "\n", " urls \\\n", - "0 https://money.cnn.com/2017/09/28/media/blackti... \n", - "1 https://www.washingtonpost.com/science/2018/08... \n", - "2 https://www.theguardian.com/us-news/2018/may/1... \n", - "3 http://www.niemanlab.org/2018/09/how-france-be... \n", - "4 https://www.forbes.com/sites/emmawoollacott/20... \n", - "5 https://en.wikipedia.org/wiki/Columbian_Chemic... \n", - "6 https://www.politifact.com/truth-o-meter/state... \n", - "7 https://www.stopfake.org/en/vencislav-the-virg... \n", - "8 https://codastory.com/disinformation/how-a-lit... \n", - "9 https://www.nytimes.com/2018/03/27/us/parkland... \n", - "10 https://www.wcpo.com/news/national/fact-check-... \n", - "11 https://www.cjr.org/innovations/memes-pollutio... \n", - "12 https://medium.com/dfrlab/trolltracker-glimpse... \n", - "13 https://www.wired.com/story/co-opting-french-u... \n", - "14 https://www.theatlantic.com/politics/archive/2... \n", - "15 https://www.ft.com/content/b3701b12-2544-11e9-... \n", - "16 https://www.dni.gov/files/documents/ICA_2017_0... \n", - "17 \n", - "18 https://www.buzzfeednews.com/article/ryanhates... \n", - "19 https://medium.com/@DFRLab/three-thousand-fake... \n", - "20 https://medium.com/dfrlab/fakes-bots-and-block... \n", - "21 https://medium.com/dfrlab/hashtag-campaign-mac... \n", - "22 https://medium.com/dfrlab/russian-and-french-t... \n", - "23 https://medium.com/dfrlab/how-the-alt-right-br... \n", - "24 https://medium.com/dfrlab/spread-it-on-reddit-... \n", - "25 https://www.washingtonpost.com/opinions/russia... \n", - "26 https://helda.helsinki.fi//bitstream/handle/10... \n", - "27 https://www.stopfake.org/en/lies-spanish-fligh... \n", - "28 https://www.novayagazeta.ru/news/2015/05/07/11... \n", - "29 https://slate.com/culture/2018/10/last-jedi-st... \n", "30 https://ajph.aphapublications.org/doi/pdf/10.2... \n", - "31 https://qz.com/1409102/russian-trolls-and-bots... \n", "32 https://gking.harvard.edu/files/gking/files/ho... \n", - "33 https://www.ideals.illinois.edu/handle/2142/96... \n", - "34 https://blogs.oii.ox.ac.uk/politicalbots/wp-co... \n", - "35 https://www.wilsoncenter.org/blog-post/bots-br... \n", - "36 https://www1.folha.uol.com.br/poder/eleicoes-2... \n", - "37 http://www.labic.net/cartografia/a-rede-das-im... \n", - "38 https://www.buzzfeed.com/albertonardelli/hyper... \n", - "39 https://www.nytimes.com/2017/02/06/business/sy... \n", - "40 https://uebermedien.de/11488/kartenlegen-mit-k... \n", - "41 https://jia.sipa.columbia.edu/robot-wars-how-b... \n", - "42 https://gizmodo.com/how-an-investigation-of-fa... \n", - "43 https://www.politifact.com/texas/article/2018/... \n", - "44 https://www.bellingcat.com/tag/skripal/ https:... \n", - "45 https://www.nytimes.com/2018/09/16/world/europ... \n", - "46 https://euvsdisinfo.eu/wave-of-disinformation-... \n", - "47 https://thesyriacampaign.org/wp-content/upload... \n", - "48 http://www.publications.atlanticcouncil.org/br... \n", - "49 https://euvsdisinfo.eu/twitter-as-an-informati... \n", - "50 https://eaworldview.com/2019/01/counter-russia... \n", - "51 https://www.recordedfuture.com/china-social-me... \n", - "52 https://www.theatlantic.com/international/arch... \n", - "53 https://www.ctvnews.ca/world/china-says-foreig... \n", - "54 https://www.voanews.com/a/who-is-that-chinese-... \n", - "55 https://www.fireeye.com/blog/threat-research/2... \n", - "56 https://www.smh.com.au/world/north-america/mis... \n", - "57 https://www.thebureauinvestigates.com/stories/... \n", - "58 https://www.reuters.com/investigates/special-r... \n", - "59 https://www.smh.com.au/world/oceania/the-high-... \n", - "60 https://www.stripes.com/congressmen-urge-fbi-t... \n", - "61 https://www.politico.eu/article/britain-nation... \n", - "62 https://www.nytimes.com/2016/05/13/sports/russ... \n", "\n", " notes when_added found_via \\\n", - "0 2019-02-24 \n", - "1 2019-02-24 \n", - "2 2019-02-24 \n", - "3 2019-02-24 \n", - "4 2019-02-24 \n", - "5 2019-02-24 \n", - "6 2019-02-24 \n", - "7 Serbia pro-Kremlin disinfo campaign by Vencisl... 2019-02-24 \n", - "8 Philippines Social Media: Russian Disinformati... 2019-02-24 \n", - "9 Parkland survivors 2019-02-01 \n", - "10 MAGA kid (Covington) 2019-02-01 \n", - "11 China smog (not an attack, but a counter to di... 2019-02-24 \n", - "12 France blacktivists 2019-02-24 \n", - "13 Russian pile-onto #GiletsJaune (and expansion ... 2019-02-24 \n", - "14 2019-02-01 \n", - "15 2019-02-01 \n", - "16 2019-02-24 OII \n", - "17 Channels: RU domestic, RU multilingual (RT/Spu... 2019-02-24 OII \n", - "18 Trolls OII 2019-02-24 OII \n", - "19 2019-02-24 OII \n", - "20 2019-02-24 OII \n", - "21 2019-02-24 OII \n", - "22 unsuccessful 2019-02-24 OII \n", - "23 2019-02-24 OII \n", - "24 2019-02-24 OII \n", - "25 2019-02-24 OII \n", - "26 2019-02-24 OII \n", - "27 2019-02-24 OII \n", - "28 Changed to campaign (still in the news, and st... 2019-02-24 OII \n", - "29 2019-02-24 OII \n", - "30 2019-02-24 OII \n", - "31 2019-02-24 OII \n", - "32 campaign (multiple incidents, e.g. Shanshan ri... 2019-02-24 OII \n", - "33 2019-02-24 OII \n", - "34 2019-02-24 OII \n", - "35 2019-02-24 OII \n", - "36 2019-02-24 OII \n", - "37 2019-02-24 OII \n", - "38 2019-02-24 OII \n", - "39 2019-02-24 OII \n", - "40 2019-02-24 OII \n", - "41 robot wars how bots joined battle in the gulf\" 2019-02-24 MIS \n", - "42 does this count as an incident, or is it just ... 2019-02-24 MIS \n", - "43 2019-02-25 MIS \n", - "44 This is Beliingcat's full library of Skirpal r... 2019-03-20 \n", - "45 disinformation directed by Russian-backed grou... 2019-03-20 \n", - "46 2019-03-20 \n", - "47 2019-03-20 \n", - "48 2019-03-20 \n", - "49 2019-03-20 \n", - "50 This is an excellent example of the tables get... 2019-03-20 \n", - "51 global strategic goals for China different fro... 2019-03-20 \n", - "52 “The Chinese have been very active here,” said... 2019-03-20 \n", - "53 China rejects the allegations that it has lock... 2019-03-20 \n", - "54 2019-03-20 \n", - "55 FireEye has identified a suspected influence o... 2019-03-20 \n", - "56 2019-03-20 \n", - "57 2019-03-20 \n", - "58 Personal note (see Reuters side bar... end of ... 2019-03-20 \n", - "59 Personal note (see Reuters side bar... end of ... 2019-03-20 \n", - "60 2019-03-20 \n", - "61 This is current, and offers very good \"Anatomy... 2019-03-20 \n", - "62 2019-04-06 \n", - "\n", - " longname \n", - "0 I00001 - Blacktivists facebook group \n", - "1 I00002 - #VaccinateUS \n", - "2 I00003 - Beyonce protest rallies \n", - "3 I00004 - #Macrongate \n", - "4 I00005 - Brexit vote \n", - "5 I00006 - Columbian Chemicals \n", - "6 I00007 - Incirlik terrorists \n", - "7 I00008 - Bujic \n", - "8 I00009 - PhilippinesExpert \n", - "9 I00010 - ParklandTeens \n", - "10 I00011 - CovingtonTeen \n", - "11 I00012 - ChinaSmog \n", - "12 I00013 - FranceBlacktivists \n", - "13 I00014 - GiletsJaunePileon \n", - "14 I00015 - ConcordDiscovery \n", - "15 I00016 - LithuanianElves \n", - "16 I00017 - US presidential elections \n", - "17 I00018 - DNC email leak incident \n", - "18 I00019 - MacronTiphaine \n", - "19 I00020 - 3000 tanks \n", - "20 I00021 - Armenia elections \n", - "21 I00022 - #Macronleaks \n", - "22 I00023 - #dislikemacron \n", - "23 I00024 - #syriahoax \n", - "24 I00025 - EU Army \n", - "25 I00026 - Netherlands referendum on Ukraine \n", - "26 I00027 - crucifiedboy \n", - "27 I00028 - mh17 downed \n", - "28 I00029 - MH17 investigation \n", - "29 I00030 - LastJedi \n", - "30 I00031 - antivax \n", - "31 I00032 - Kavanaugh \n", - "32 I00033 - China 50cent Army \n", - "33 I00034 - DibaFacebookExpedition \n", - "34 I00035 - Brazilelections \n", - "35 I00036 - BrazilPresDebate \n", - "36 I00037 - Rioelections \n", - "37 I00038 - Brazilimpeachment \n", - "38 I00039 - MerkelFacebook \n", - "39 I00040 - modamaniSelfie \n", - "40 I00041 - Refugee crime map \n", - "41 I00042 - Saudi/Qatar bot dispute \n", - "42 I00043 - FCC comments \n", - "43 I00044 - JadeHelm exercise \n", - "44 I00045 - Skripal \n", - "45 I00046 - North Macedonia \n", - "46 I00047 - Sea of Azov \n", - "47 I00048 - White Helmets \n", - "48 I00049 - White Helmets: Chemical Weapons \n", - "49 I00050 - #HandsOffVenezuela \n", - "50 I00051 - Integrity Initiative \n", - "51 I00052 - China overiew \n", - "52 I00053 - China Huawei CFO Arrest \n", - "53 I00054 - China Muslims \n", - "54 I00055 - 50 Cent Army \n", - "55 I00056 - Iran Influence Operations \n", - "56 I00057 - Mexico Election \n", - "57 I00058 - Chemnitz \n", - "58 I00059 - Myanmar - Rohingya \n", - "59 I00060 - White Genocide \n", - "60 I00061 - Military veterans Targetting \n", - "61 I00062 - Brexit/UK ongoing \n", - "62 I00063 - Olympic Doping Scandal " - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Check which amitt variables we can see from here\n", - "print('{}\\n'.format(vars(amitt).keys()))\n", - "testdfname = 'df_incidents'\n", - "testdf = vars(amitt)[testdfname]\n", - "print('{} columns: {}'.format(testdfname, testdf.columns))\n", - "testdf" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "dii = vars(amitt)['df_incidents']\n", - "dii['type'].value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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amitt_idnametypesummaryyear_startedattributions_seenfound_in_countryurlsNoteswhen_addedfound_vialongname
30I00031antivaxapt2018RussiaWorldhttps://ajph.aphapublications.org/doi/pdf/10.2...2019-02-24OIII00031 - antivax
32I00033China 50cent Armyapt50cent Army is a CCP “tool” - “massive secret ...2014ChinaChinahttps://gking.harvard.edu/files/gking/files/ho...campaign (multiple incidents, e.g. Shanshan ri...2019-02-24OIII00033 - China 50cent Army
\n", - "
" - ], - "text/plain": [ - " amitt_id name type \\\n", - "30 I00031 antivax apt \n", - "32 I00033 China 50cent Army apt \n", - "\n", - " summary year_started \\\n", - "30 2018 \n", - "32 50cent Army is a CCP “tool” - “massive secret ... 2014 \n", - "\n", - " attributions_seen found_in_country \\\n", - "30 Russia World \n", - "32 China China \n", - "\n", - " urls \\\n", - "30 https://ajph.aphapublications.org/doi/pdf/10.2... \n", - "32 https://gking.harvard.edu/files/gking/files/ho... \n", - "\n", - " Notes when_added found_via \\\n", "30 2019-02-24 OII \n", "32 campaign (multiple incidents, e.g. Shanshan ri... 2019-02-24 OII \n", "\n", @@ -5705,18 +7337,18 @@ "32 I00033 - China 50cent Army " ] }, - "execution_count": 20, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dii[dii['type'] == 'apt']" + "dii[dii['objecttype'] == 'apt']" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -6097,7 +7729,7 @@ " T0044\n", " Seed distortions\n", " TA08\n", - " Incident creators often try a wide variety of ...\n", + " Try a wide variety of messages in the early ho...\n", " T0044 - Seed distortions\n", " \n", " \n", @@ -6185,7 +7817,7 @@ " T0055\n", " Use hashtag\n", " TA09\n", - " Use a dedicated hashtag for the incident (e.g....\n", + " Use a dedicated hashtag for the incident - eit...\n", " T0055 - Use hashtag\n", " \n", " \n", @@ -6375,7 +8007,7 @@ "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", + "43 Try a wide variety of messages in the early ho... \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", @@ -6386,7 +8018,7 @@ "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", + "54 Use a dedicated hashtag for the incident - eit... \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", @@ -6464,7 +8096,7 @@ "63 T0064 - Social media engagement " ] }, - "execution_count": 3, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -6476,7 +8108,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 26, "metadata": { "scrolled": true }, @@ -6552,7 +8184,7 @@ " ['', '', '', '', '', 'T0028', 'T0038', '', 'T0056', '', '', '']]" ] }, - "execution_count": 41, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -6566,6 +8198,219 @@ "gridarray" ] }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'IT00000001': 'buy FB targeted ads',\n", + " 'IT00000010': 'Targeted FB paid ads',\n", + " 'IT00000057': 'Targeted FB paid ads',\n", + " 'IT00000002': 'Promote \"funding\" campaign',\n", + " 'IT00000003': 'create web-site - information pollution',\n", + " 'IT00000014': 'RT & Sputnik generate information pollution',\n", + " 'IT00000031': 'RT & Sputnik generate information pollution (report an unreported false story/event)',\n", + " 'IT00000037': 'RT & Sputnik generate information pollution ',\n", + " 'IT00000061': 'RT & Sputnik generate information pollution',\n", + " 'IT00000082': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000094': 'RT & Sputnik generate information pollution',\n", + " 'IT00000120': 'RT & Sputnik generate information pollution',\n", + " 'IT00000137': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000146': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000156': 'RT & Sputnik generate information pollution',\n", + " 'IT00000180': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000004': 'create web-site - information pollution',\n", + " 'IT00000015': 'RT & Sputnik generate information pollution',\n", + " 'IT00000032': 'RT & Sputnik generate information pollution (report an unreported false story/event)',\n", + " 'IT00000038': 'RT & Sputnik generate information pollution ',\n", + " 'IT00000062': 'RT & Sputnik generate information pollution',\n", + " 'IT00000083': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000095': 'RT & Sputnik generate information pollution',\n", + " 'IT00000121': 'RT & Sputnik generate information pollution',\n", + " 'IT00000138': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000147': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000157': 'RT & Sputnik generate information pollution',\n", + " 'IT00000162': 'State-run media seeds foreign influence environment',\n", + " 'IT00000181': 'RT & Sputnik generate information pollution (synthetic media)',\n", + " 'IT00000005': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000022': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000043': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000071': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000085': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000103': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000125': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000140': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000149': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000161': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000172': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000183': 'SEO optimisation/manipulation (\"key words\")',\n", + " 'IT00000006': 'legacy web content',\n", + " 'IT00000007': 'hard to remove content and/or campaign/exploit TOS',\n", + " 'IT00000176': 'legacy web content',\n", + " 'IT00000008': 'Twitter bots amplify & manipulate',\n", + " 'IT00000034': 'Twitter bots amplify & manipulate',\n", + " 'IT00000041': 'Twitter bots amplify & manipulate',\n", + " 'IT00000055': 'Twitter bots amplify & manipulate',\n", + " 'IT00000076': 'Twitter bots amplify & manipulate',\n", + " 'IT00000079': 'Twitter bots amplify & manipulate',\n", + " 'IT00000090': 'Twitter bots amplify & manipulate',\n", + " 'IT00000115': 'Twitter bots amplify & manipulate',\n", + " 'IT00000118': 'Twitter bots amplify & manipulate',\n", + " 'IT00000131': 'Twitter bots amplify & manipulate',\n", + " 'IT00000134': 'Twitter bots amplify & manipulate',\n", + " 'IT00000144': 'Twitter bots amplify & manipulate',\n", + " 'IT00000154': 'Twitter bots amplify & manipulate',\n", + " 'IT00000169': 'Twitter bots amplify & manipulate',\n", + " 'IT00000177': 'Twitter bots amplify & manipulate',\n", + " 'IT00000009': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000035': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000042': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000056': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000077': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000080': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000091': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000119': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000132': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000135': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000145': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000155': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000170': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000178': 'Twitter trolls amplify & manipulate',\n", + " 'IT00000011': 'Fake FB groups + dark content',\n", + " 'IT00000029': 'Fake twitter profiles to amplify',\n", + " 'IT00000039': 'FB pages',\n", + " 'IT00000045': 'FB pages/groups/profiles',\n", + " 'IT00000058': 'Fake FB groups + dark content',\n", + " 'IT00000078': 'Fake FB groups/pages/profiles + dark content',\n", + " 'IT00000092': 'Fake FB groups/pages/profiles ',\n", + " 'IT00000171': 'Fake FB groups/pages/profiles + dark content (non-paid advertising)',\n", + " 'IT00000012': 'Digital to physical \"organize+promote\" rallies & events?',\n", + " 'IT00000059': 'Digital to physical \"organize+promote\" rallies & events',\n", + " 'IT00000093': 'Digital to physical \"organize+promote\" rallies & events?',\n", + " 'IT00000164': 'Events coordinated and promoted across media platforms',\n", + " 'IT00000166': 'Extend digital the physical space… gatherings ie: support for Meng outside courthouse',\n", + " 'IT00000013': 'manipulate social media \"online polls\"? ',\n", + " 'IT00000060': 'manipulate social media \"online polls\"? ',\n", + " 'IT00000016': 'cultivate, manipulate, exploit useful idiots',\n", + " 'IT00000033': 'cultivate, manipulate, exploit useful idiots (in the case Paul Manafort)',\n", + " 'IT00000044': 'cultivate, manipulate, exploit useful idiots (Alex Jones... drives conspiracy theories; false flags, crisis actors)',\n", + " 'IT00000063': 'cultivate, manipulate, exploit useful idiots',\n", + " 'IT00000084': 'cultivate, manipulate, exploit useful idiots',\n", + " 'IT00000104': 'cultivate, manipulate, exploit useful idiots (Alex Jones... drives conspiracy theories)',\n", + " 'IT00000126': 'cultivate, manipulate, exploit useful idiots (Alex Jones... drives conspiracy theories)',\n", + " 'IT00000139': 'cultivate, manipulate, exploit useful idiots (Roger Waters; Venessa Beeley...)',\n", + " 'IT00000148': 'cultivate, manipulate, exploit useful idiots (Roger Waters)',\n", + " 'IT00000158': 'cultivate, manipulate, exploit useful idiots',\n", + " 'IT00000182': 'cultivate, manipulate, exploit useful idiots ',\n", + " 'IT00000017': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000046': 'YouTube; Reddit',\n", + " 'IT00000064': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000087': 'YouTube; Reddit; ',\n", + " 'IT00000096': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000122': 'YouTube; Reddit',\n", + " 'IT00000142': 'YouTube; Reddit; ',\n", + " 'IT00000151': 'YouTube; Reddit; ',\n", + " 'IT00000159': 'YouTube; Reddit',\n", + " 'IT00000185': 'YouTube; Reddit; ',\n", + " 'IT00000018': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000047': 'YouTube; Reddit',\n", + " 'IT00000065': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000088': 'YouTube; Reddit; ',\n", + " 'IT00000097': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000123': 'YouTube; Reddit',\n", + " 'IT00000143': 'YouTube; Reddit; ',\n", + " 'IT00000152': 'YouTube; Reddit; ',\n", + " 'IT00000160': 'YouTube; Reddit',\n", + " 'IT00000186': 'YouTube; Reddit; ',\n", + " 'IT00000019': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000067': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000099': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000020': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000068': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000100': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000021': 'YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?',\n", + " 'IT00000069': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000101': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000023': 'Memes... anti-immigration; euroskepticism; fear, outrage, conspiracy narratives',\n", + " 'IT00000072': 'Memes... anti-immigration; euroskepticism; fear, outrage, conspiracy narratives',\n", + " 'IT00000117': 'memes',\n", + " 'IT00000173': 'Memes... anti-Isreal/USA/West, conspiracy narratives',\n", + " 'IT00000024': 'Backstop personas',\n", + " 'IT00000074': 'Backstop personas',\n", + " 'IT00000025': 'Use SMS/text messages',\n", + " 'IT00000026': 'Fake video/images',\n", + " 'IT00000116': 'photoshopped/fake images',\n", + " 'IT00000027': 'Create and use hashtag',\n", + " 'IT00000028': 'Create and use hashtag',\n", + " 'IT00000030': 'bait journalists/media/politicians',\n", + " 'IT00000049': 'journalist/media baiting',\n", + " 'IT00000053': 'journalist/media baiting',\n", + " 'IT00000036': 'Using \"expert\"',\n", + " 'IT00000040': 'News circulated/amplifed by tertiary sites (Russia Insider, The Duran, Geopolitica.ru, Mint Press News, Oriental Review, globalresearch.ca)',\n", + " 'IT00000086': 'News circulated/amplifed by tertiary sites (Russia Insider, The Duran, Geopolitica.ru, Mint Press News, Oriental Review, globalresearch.ca)',\n", + " 'IT00000141': 'News circulated/amplifed by tertiary sites (Russia Insider, The Duran, Geopolitica.ru, Mint Press News, Oriental Review, globalresearch.ca)',\n", + " 'IT00000150': 'News circulated/amplifed by tertiary sites (Mint Press News, globalresearch.ca)',\n", + " 'IT00000184': 'News circulated/amplifed by tertiary sites (Russia Insider, The Duran, Geopolitica.ru, Mint Press News, Oriental Review, globalresearch.ca)',\n", + " 'IT00000048': '4Chan/8Chan - trial content',\n", + " 'IT00000070': '4Chan/8Chan - trial content',\n", + " 'IT00000102': '4Chan/8Chan - trial content',\n", + " 'IT00000124': '4Chan/8Chan - trial content',\n", + " 'IT00000050': \"Forge ('release' altered hacked documents)\",\n", + " 'IT00000051': 'hack/leak/manipulate/distort',\n", + " 'IT00000054': 'hack/leak/manipulate/distort',\n", + " 'IT00000075': 'hack/leak/manipulate/distort',\n", + " 'IT00000153': 'hack/leak/manipulate/distort',\n", + " 'IT00000052': 'Circulate to media via DM, then release publicly',\n", + " 'IT00000066': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000098': 'YouTube; Reddit; (Instagram, LinkedIn; Pinterest; WhatsApp?)',\n", + " 'IT00000073': 'Click-bait (economic actors) fake news sites (ie: Denver Guardian; Macedonian teens)',\n", + " 'IT00000081': \"4 D's (dismiss, distort, distract, dismay...Official channels ie: Embassies & Defence Ministry; TASS\",\n", + " 'IT00000128': \"4 D's (dismiss, distort, distract, dismay...Official channels ie: Embassies & Defence Ministry; TASS\",\n", + " 'IT00000129': 'Russian FSB security service blamed Ukraine for sparking the clashes, saying their \"irrefutable\" evidence would \"soon be made public',\n", + " 'IT00000136': \"4 D's (dismiss, distort, distract, dismay...Official channels ie: Embassies & Defence Ministry; TASS\",\n", + " 'IT00000167': 'China also plays victim, innocence, plays by rules, misunderstood narrative',\n", + " 'IT00000168': 'Chinese ambassador Lu Shaye accused Canada of applying a double standard, and has decried what he sees as “Western egotism and white supremacy” in the treatment of detained Huawei executive Meng Wanzhou.” ',\n", + " 'IT00000179': \"4 D's (dismiss, distort, distract, dismay...Official channels ie: Putin himself; Embassies & Sports Ministry; TASS\",\n", + " 'IT00000089': 'Demand insurmountable proof',\n", + " 'IT00000133': 'Demand insurmountable proof',\n", + " 'IT00000105': '2,000,000 people (est.) part of state run/sponsored astroturfing',\n", + " 'IT00000112': 'flood the Facebook pages of Taiwanese politicians and news agencies with a pro-PRC message',\n", + " 'IT00000113': 'Democratic Progressive Party (DPP), attracted nearly 40,000 Facebook comments in just eight hours.',\n", + " 'IT00000106': 'fabricated social media comment',\n", + " 'IT00000107': 'domestic social media influence operations focus primarily on “cheerleading” or presenting or furthering a positive narrative about the Chinese state',\n", + " 'IT00000165': 'Extend digital the physical space… gatherings ie: support for Meng outside courthouse',\n", + " 'IT00000108': 'cow online opinion leaders into submission, muzzling social media as a political force',\n", + " 'IT00000109': 'cow online opinion leaders into submission, muzzling social media as a political force',\n", + " 'IT00000110': 'facilitate state propaganda and defuse crises',\n", + " 'IT00000111': 'Netizens from one of the largest discussion forums in China, known as Diba, coordinated to overcome China’s Great Firewall',\n", + " 'IT00000114': '“hack” of Qatar’s official news agency',\n", + " 'IT00000127': 'Promote fake “experts” with impressive (and scary) titles',\n", + " 'IT00000130': '(Distort) Kremlin-controlled RT cited Russian Minister of Foreign Affairs Sergei Lavrov suggesting that Ukraine deliberately provoked Russia in hopes of gaining additional support from the United States and Europe.',\n", + " 'IT00000163': 'Distorted, saccharine “news” about the Chinese State and Party',\n", + " 'IT00000174': 'Memes... anti-Isreal/USA/West, conspiracy narratives',\n", + " 'IT00000175': 'Fake news/synthetic web-sites'}" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "it.index = it.amitt_id\n", + "it[['name']].transpose().to_dict('records')[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "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 a908448..c17ede5 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": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -38,4022 +38,2257 @@ " amitt_id\n", " name\n", " summary\n", - " organization\n", - " url\n", - " category\n", - " disinformation_use\n", - " cogseccollab_use\n", - " function\n", - " code_url\n", - " artifacts\n", - " automation\n", - " platform\n", - " accessibility\n", + " incident_id\n", + " technique_id\n", " id\n", " \n", " \n", " \n", " \n", " 0\n", - " TL00001\n", - " Account Analysis\n", - " \n", - " Account Analysis\n", - " https://accountanalysis.app/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Account Analysis is another great Twitter acco...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000001\n", + " buy FB targeted ads\n", " \n", + " I00002\n", + " T0018\n", " 1\n", " \n", " \n", " 1\n", - " TL00002\n", - " Ad Observer\n", - " \n", - " New York University\n", - " https://chrome.google.com/webstore/detail/ad-o...\n", - " Advertising Analysis\n", - " Designed for disinfo\n", - " \n", - " Collect and share ads\n", - " \n", - " ads\n", - " human\n", - " browser extension\n", + " IT00000010\n", + " Targeted FB paid ads\n", " \n", + " I00005\n", + " T0018\n", " 2\n", " \n", " \n", " 2\n", - " TL00003\n", - " Aletheia\n", - " \n", - " Midstream Technology\n", - " http://midstream.us\n", - " Network analysis\n", - " Designed for disinfo\n", - " \n", - " social network analysis; astroturf\n", - " \n", - " accounts\n", - " \n", - " \n", + " IT00000057\n", + " Targeted FB paid ads\n", " \n", + " I00017\n", + " T0018\n", " 3\n", " \n", " \n", " 3\n", - " TL00004\n", - " Alexa\n", - " \n", - " Alexa\n", - " https://www.alexa.com\n", - " Web Traffic Analysis\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000002\n", + " Promote \"funding\" campaign\n", " \n", + " I00002\n", + " T0017\n", " 4\n", " \n", " \n", " 4\n", - " TL00005\n", - " AnalyzeID\n", - " \n", - " \n", - " http://analyzeid.com/\n", - " Website Analysis\n", - " Useful\n", - " \n", - " AnalyzeID find related websites through ad codes\n", - " \n", - " \n", - " \n", - " \n", + " IT00000003\n", + " create web-site - information pollution\n", " \n", + " I00002\n", + " T0019\n", " 5\n", " \n", " \n", " 5\n", - " TL00006\n", - " Archive.is\n", - " \n", - " \n", - " http://archive.is/\n", - " Website Analysis\n", - " \n", - " \n", - " Archive.is often used for social media profile...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000014\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00005\n", + " T0019\n", " 6\n", " \n", " \n", " 6\n", - " TL00007\n", - " Assembler\n", - " \n", - " \n", - " https://projectassembler.org/\n", - " Image analysis\n", - " Designed for disinfo\n", - " \n", - " image analysis\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000031\n", + " RT & Sputnik generate information pollution (r...\n", " \n", + " I00007\n", + " T0019\n", " 7\n", " \n", " \n", " 7\n", - " TL00008\n", - " Backlink Watch\n", - " \n", - " Backlink Watch\n", - " http://www.backlinkwatch.com/\n", - " Web Traffic Analysis\n", - " \n", - " \n", - " Backlink checker\n", - " \n", - " \n", - " \n", - " \n", + " IT00000037\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00009\n", + " T0019\n", " 8\n", " \n", " \n", " 8\n", - " TL00009\n", - " Blackbird Constellation Engine\n", + " IT00000061\n", + " RT & Sputnik generate information pollution\n", " \n", - " Blackbird\n", - " https://www.blackbird.ai/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " paid\n", + " I00017\n", + " T0019\n", " 9\n", " \n", " \n", " 9\n", - " TL00010\n", - " Bot Sentinel\n", - " \n", - " \n", - " https://botsentinel.com/\n", - " Bot analysis\n", - " Designed for disinfo\n", - " yes\n", - " \n", - " \n", - " accounts\n", - " \n", - " \n", + " IT00000082\n", + " RT & Sputnik generate information pollution (s...\n", " \n", + " I00029\n", + " T0019\n", " 10\n", " \n", " \n", " 10\n", - " TL00011\n", - " Botometer\n", - " \n", - " University of Indiana\n", - " https://botometer.iuni.iu.edu/#!/\n", - " Bot analysis\n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " accounts\n", - " \n", - " \n", + " IT00000094\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00032\n", + " T0019\n", " 11\n", " \n", " \n", " 11\n", - " TL00012\n", - " Botslayer\n", - " \n", - " University of Indiana\n", - " https://osome.iuni.iu.edu/tools/botslayer/\n", - " Bot analysis\n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " accounts\n", - " \n", - " \n", + " IT00000120\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00044\n", + " T0019\n", " 12\n", " \n", " \n", " 12\n", - " TL00013\n", - " Builtwith\n", + " IT00000137\n", + " RT & Sputnik generate information pollution (s...\n", " \n", - " \n", - " Builtwith.com\n", - " \n", - " Designed for disinfo\n", - " yes\n", - " website details, links to other websites\n", - " \n", - " webpages\n", - " \n", - " \n", - " Freemium\n", + " I00049\n", + " T0019\n", " 13\n", " \n", " \n", " 13\n", - " TL00014\n", - " Buzzsumo\n", + " IT00000146\n", + " RT & Sputnik generate information pollution (s...\n", " \n", - " \n", - " https://buzzsumo.com/\n", - " \n", - " Commonly used\n", - " \n", - " trends; social listening\n", - " \n", - " \n", - " \n", - " \n", - " paid\n", + " I00050\n", + " T0019\n", " 14\n", " \n", " \n", " 14\n", - " TL00015\n", - " Buzzweb\n", - " \n", - " \n", - " https://buzzweb.pro/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Buzzweb Instagram analysis tool\n", - " \n", - " \n", - " \n", - " \n", + " IT00000156\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00051\n", + " T0019\n", " 15\n", " \n", " \n", " 15\n", - " TL00016\n", - " Carbon Date\n", - " \n", - " \n", - " http://carbondate.cs.odu.edu/\n", - " Website Analysis\n", - " \n", - " \n", - " A tool that tries to guess when a webpage firs...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000180\n", + " RT & Sputnik generate information pollution (s...\n", " \n", + " I00063\n", + " T0019\n", " 16\n", " \n", " \n", " 16\n", - " TL00017\n", - " Check\n", + " IT00000004\n", + " create web-site - information pollution\n", " \n", - " Meedan\n", - " https://meedan.com/check\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " https://github.com/meedan/check\n", - " \n", - " human\n", - " \n", - " open source\n", + " I00002\n", + " T0056\n", " 17\n", " \n", " \n", " 17\n", - " TL00018\n", - " Check browser add-on\n", - " Browse the internet, and find a Tweet, YouTube...\n", - " Meedan\n", - " https://chrome.google.com/webstore/detail/chec...\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " artifacts\n", - " \n", - " browser extension\n", + " IT00000015\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00005\n", + " T0056\n", " 18\n", " \n", " \n", " 18\n", - " TL00019\n", - " Check My Ads\n", - " \n", - " Check My Ads\n", - " https://www.checkmyads.org/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000032\n", + " RT & Sputnik generate information pollution (r...\n", " \n", + " I00007\n", + " T0056\n", " 19\n", " \n", " \n", " 19\n", - " TL00020\n", - " Claim Review\n", - " \n", - " Schema.org\n", - " https://schema.org/ClaimReview\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000038\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00009\n", + " T0056\n", " 20\n", " \n", " \n", " 20\n", - " TL00021\n", - " ClaimBuster\n", - " \n", - " University of Texas at Arlington\n", - " https://idir.uta.edu/claimbuster/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000062\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00017\n", + " T0056\n", " 21\n", " \n", " \n", " 21\n", - " TL00022\n", - " Corporate registrars list\n", - " \n", - " Kanton St.Gallen\n", - " https://www.commercial-register.sg.ch/home/wor...\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " List of corporate registrars around the world\n", - " \n", - " \n", - " \n", - " \n", + " IT00000083\n", + " RT & Sputnik generate information pollution (s...\n", " \n", + " I00029\n", + " T0056\n", " 22\n", " \n", " \n", " 22\n", - " TL00023\n", - " Corporation Wiki\n", - " \n", - " Corporation Wiki\n", - " https://www.corporationwiki.com/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000095\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00032\n", + " T0056\n", " 23\n", " \n", " \n", " 23\n", - " TL00024\n", - " Counter propaganda and disinformation explorer...\n", - " \n", - " IBM\n", - " https://www.ibm.com/watson\n", - " \n", - " Designed for disinfo\n", - " \n", - " summarisation?\n", - " \n", - " \n", - " \n", - " \n", + " IT00000121\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00044\n", + " T0056\n", " 24\n", " \n", " \n", " 24\n", - " TL00025\n", - " Crowdtangle (chrome extension)\n", + " IT00000138\n", + " RT & Sputnik generate information pollution (s...\n", " \n", - " Facebook\n", - " https://apps.crowdtangle.com/chrome-extension\n", - " \n", - " Commonly used\n", - " yes\n", - " \n", - " \n", - " socialmedia\n", - " \n", - " browser extension\n", - " Free\n", + " I00049\n", + " T0056\n", " 25\n", " \n", " \n", " 25\n", - " TL00026\n", - " Crowdtangle (full)\n", + " IT00000147\n", + " RT & Sputnik generate information pollution (s...\n", " \n", - " Facebook\n", - " https://www.crowdtangle.com/\n", - " \n", - " Commonly used\n", - " \n", - " \n", - " \n", - " socialmedia\n", - " \n", - " \n", - " request access\n", + " I00050\n", + " T0056\n", " 26\n", " \n", " \n", " 26\n", - " TL00027\n", - " Deep Duck Dive\n", - " \n", - " \n", - " https://deepdiveduck.com\n", - " Website Analysis\n", - " \n", - " \n", - " Paid tool to monitor changes to specific webpages\n", - " \n", - " \n", - " \n", - " \n", + " IT00000157\n", + " RT & Sputnik generate information pollution\n", " \n", + " I00051\n", + " T0056\n", " 27\n", " \n", " \n", " 27\n", - " TL00028\n", - " Disinfo Busters\n", - " \n", - " \n", - " http://disinfobusters.eu\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000162\n", + " State-run media seeds foreign influence enviro...\n", " \n", + " I00053\n", + " T0056\n", " 28\n", " \n", " \n", " 28\n", - " TL00029\n", - " Disinformation Diaries\n", - " \n", - " \n", - " https://www.allianceofdemocracies.org/initiati...\n", - " \n", - " Designed for disinfo\n", - " \n", - " training\n", - " \n", - " \n", - " \n", - " \n", + " IT00000181\n", + " RT & Sputnik generate information pollution (s...\n", " \n", + " I00063\n", + " T0056\n", " 29\n", " \n", " \n", " 29\n", - " TL00030\n", - " DNSlytics\n", - " \n", - " \n", - " https://dnslytics.com/\n", - " Website Analysis\n", - " \n", - " \n", - " DNSlytics is another great tool for connecting...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000005\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00002\n", + " T0046\n", " 30\n", " \n", " \n", " 30\n", - " TL00031\n", - " Domain Big Data\n", - " \n", - " \n", - " https://domainbigdata.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Domain Big Data free whois/domain name search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000022\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00005\n", + " T0046\n", " 31\n", " \n", " \n", " 31\n", - " TL00032\n", - " DomainTools\n", - " \n", - " \n", - " https://whois.domaintools.com/\n", - " Website Analysis\n", - " \n", - " \n", - " DomainTools paid whois search and investigatio...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000043\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00010\n", + " T0046\n", " 32\n", " \n", " \n", " 32\n", - " TL00033\n", - " e-witness\n", - " eWitness uses blockchain to establish provenan...\n", - " CUNY\n", - " https://ewitness.commons.gc.cuny.edu/\n", - " Image analysis\n", - " Potentially useful\n", - " \n", - " image provenance\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000071\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00017\n", + " T0046\n", " 33\n", " \n", " \n", " 33\n", - " TL00034\n", - " Emergent\n", - " Emergent is a real-time rumor tracker. It's pa...\n", - " Columbia University: Tow Center\n", - " http://www.emergent.info/about\n", - " \n", - " Designed for disinfo\n", - " \n", - " rumor tracker\n", - " \n", - " \n", - " \n", - " \n", + " IT00000085\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00029\n", + " T0046\n", " 34\n", " \n", " \n", " 34\n", - " TL00035\n", - " Exodus\n", - " \n", - " Exodus tool\n", - " https://reports.exodus-privacy.eu.org/en/\n", - " Advertising Analysis\n", - " \n", - " \n", - " Exodus tool to evaluate a mobile app’s permiss...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000103\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00032\n", + " T0046\n", " 35\n", " \n", " \n", " 35\n", - " TL00036\n", - " Facebook political/issue ads database\n", - " \n", - " Facebook\n", - " https://www.facebook.com/ads/archive/?active_s...\n", - " Advertising Analysis\n", - " \n", - " \n", - " Facebook political/issue ads database\n", - " \n", - " \n", - " \n", - " \n", + " IT00000125\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00044\n", + " T0046\n", " 36\n", " \n", " \n", " 36\n", - " TL00037\n", - " Fakebook Experiment\n", - " \n", - " Avaaz\n", - " https://secure.avaaz.org/campaign/en/disinfo_v...\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000140\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00049\n", + " T0046\n", " 37\n", " \n", " \n", " 37\n", - " TL00038\n", - " FakeSpot\n", - " \n", - " \n", - " https://www.fakespot.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Tool to analyze whether reviews on amazon/Yelp...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000149\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00050\n", + " T0046\n", " 38\n", " \n", " \n", " 38\n", - " TL00039\n", - " FBstalker\n", - " \n", - " \n", - " https://fbstalker.thao.pw/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Facebook profile investigator\n", - " \n", - " \n", - " \n", - " \n", + " IT00000161\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00051\n", + " T0046\n", " 39\n", " \n", " \n", " 39\n", - " TL00040\n", - " Feed Reflect (browser extension)\n", - " Browser extension designed to promote awarenes...\n", - " \n", - " https://chrome.google.com/webstore/detail/feed...\n", - " \n", - " Potentially useful\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000172\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00056\n", + " T0046\n", " 40\n", " \n", " \n", " 40\n", - " TL00041\n", - " FindClone\n", - " \n", - " FindClone\n", - " https://findclone.ru/\n", - " Image analysis\n", - " \n", - " \n", - " Reverse image/facial recognition\n", - " \n", - " \n", - " \n", - " \n", + " IT00000183\n", + " SEO optimisation/manipulation (\"key words\")\n", " \n", + " I00063\n", + " T0046\n", " 41\n", " \n", " \n", " 41\n", - " TL00042\n", - " FOCA\n", - " \n", - " \n", - " https://www.elevenpaths.com/labstools/foca/ind...\n", - " Website Analysis\n", - " \n", - " \n", - " FOCA tool for analyzing metadata in documents ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000006\n", + " legacy web content\n", " \n", + " I00002\n", + " T0058\n", " 42\n", " \n", " \n", " 42\n", - " TL00043\n", - " Foller.me\n", - " \n", - " \n", - " https://foller.me/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Foller.me Analytics for Twitter\n", - " \n", - " \n", - " \n", - " \n", + " IT00000007\n", + " hard to remove content and/or campaign/exploit...\n", " \n", + " I00002\n", + " T0058\n", " 43\n", " \n", " \n", " 43\n", - " TL00044\n", - " Followerwonk\n", - " \n", - " \n", - " https://followerwonk.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Followerwonk Twitter tool for searching bios, ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000176\n", + " legacy web content\n", " \n", + " I00056\n", + " T0058\n", " 44\n", " \n", " \n", " 44\n", - " TL00045\n", - " Fortis AI\n", - " \n", - " Alion\n", - " https://www.alionscience.com\n", - " \n", - " Potentially useful\n", - " \n", - " IO platform\n", - " \n", - " \n", - " \n", - " \n", + " IT00000008\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00005\n", + " T0054\n", " 45\n", " \n", " \n", " 45\n", - " TL00046\n", - " Foto Forensics\n", - " \n", - " Hacker Factory\n", - " http://fotoforensics.com\n", - " Image analysis\n", - " Useful\n", - " \n", - " image forensics\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000034\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00007\n", + " T0054\n", " 46\n", " \n", " \n", " 46\n", - " TL00047\n", - " FotoForensics\n", - " \n", - " FotoForensics\n", - " http://fotoforensics.com/\n", - " Image analysis\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000041\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00010\n", + " T0054\n", " 47\n", " \n", " \n", " 47\n", - " TL00048\n", - " Free Online OCR\n", - " \n", - " NewOCR\n", - " https://www.newocr.com/\n", - " Image analysis\n", - " \n", - " \n", - " Take an image and convert characters to text\n", - " \n", - " \n", - " \n", - " \n", + " IT00000055\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00017\n", + " T0054\n", " 48\n", " \n", " \n", " 48\n", - " TL00049\n", - " GenSynth\n", - " \n", - " Darwin AI\n", - " https://www.darwinai.com\n", - " \n", - " Potentially useful\n", - " \n", - " explainable AI - relevant?\n", - " \n", - " \n", - " \n", - " \n", + " IT00000076\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00022\n", + " T0054\n", " 49\n", " \n", " \n", " 49\n", - " TL00050\n", - " Gephi\n", - " \n", - " \n", - " https://gephi.org/users/install/\n", - " Network analysis\n", - " Commonly used\n", - " \n", - " network visualisation\n", - " \n", - " \n", - " \n", - " Install on PC\n", + " IT00000079\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00029\n", + " T0054\n", " 50\n", " \n", " \n", " 50\n", - " TL00051\n", - " Get Bad News\n", - " \n", - " DROG\n", - " https://getbadnews.com/#intro\n", - " \n", - " Designed for disinfo\n", - " \n", - " training\n", - " \n", - " \n", - " \n", - " \n", + " IT00000090\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00032\n", + " T0054\n", " 51\n", " \n", " \n", " 51\n", - " TL00052\n", - " Ghostery\n", - " \n", - " Ghostery\n", - " https://chrome.google.com/webstore/detail/ghos...\n", - " Browser Plugin\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000115\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00042\n", + " T0054\n", " 52\n", " \n", " \n", " 52\n", - " TL00053\n", - " Giant Language Model Test Room (GLTR)\n", - " The aim of GLTR is to take the same models tha...\n", - " \n", - " http://gltr.io\n", - " \n", - " Designed for disinfo\n", - " \n", - " text forensics\n", - " \n", - " text\n", - " \n", - " \n", + " IT00000118\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00044\n", + " T0054\n", " 53\n", " \n", " \n", " 53\n", - " TL00054\n", - " Google political ads database\n", - " \n", - " Google\n", - " http://transparencyreport.google.com/political...\n", - " Advertising Analysis\n", - " \n", - " \n", - " Google political ads database\n", - " \n", - " \n", - " \n", - " \n", + " IT00000131\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00047\n", + " T0054\n", " 54\n", " \n", " \n", " 54\n", - " TL00055\n", - " Google Trends\n", + " IT00000134\n", + " Twitter bots amplify & manipulate\n", " \n", - " \n", - " https://trends.google.com/trends\n", - " \n", - " Commonly used\n", - " \n", - " trends\n", - " \n", - " \n", - " \n", - " \n", - " free\n", + " I00049\n", + " T0054\n", " 55\n", " \n", " \n", " 55\n", - " TL00056\n", - " Gramspy\n", - " \n", - " \n", - " http://gramspy.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Gramspy Instagram analysis tool\n", - " \n", - " \n", - " \n", - " \n", + " IT00000144\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00050\n", + " T0054\n", " 56\n", " \n", " \n", " 56\n", - " TL00057\n", - " Graph.tips\n", - " \n", - " \n", - " http://graph.tips/beta\n", - " Social Media Search and Account Analysis\n", - " Useful\n", - " \n", - " Facebook Graph search interface\n", - " \n", - " \n", - " \n", - " \n", + " IT00000154\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00051\n", + " T0054\n", " 57\n", " \n", " \n", " 57\n", - " TL00058\n", - " Ground News\n", - " \n", - " Ground News\n", - " https://www.ground.news/about\n", - " \n", - " \n", - " \n", - " bias tags on news articles\n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000169\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00056\n", + " T0054\n", " 58\n", " \n", " \n", " 58\n", - " TL00059\n", - " Hoaxy\n", - " \n", - " University of Indiana\n", - " \n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000177\n", + " Twitter bots amplify & manipulate\n", " \n", + " I00063\n", + " T0054\n", " 59\n", " \n", " \n", " 59\n", - " TL00060\n", - " Hooyu\n", - " \n", - " Hooyu Business\n", - " https://hooyubusiness.com\n", - " Finding People\n", - " \n", - " \n", - " Hooyu is a great paid tool for identifying con...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000009\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00005\n", + " T0053\n", " 60\n", " \n", " \n", " 60\n", - " TL00061\n", - " Hypothes.is\n", - " \n", - " Hypothes.is\n", - " https://web.hypothes.is/\n", - " \n", - " Commonly used\n", - " \n", - " webpage markup\n", - " \n", - " webpages\n", - " human\n", - " \n", + " IT00000035\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00007\n", + " T0053\n", " 61\n", " \n", " \n", " 61\n", - " TL00062\n", - " ICIJ Offshoreleaks Database\n", - " \n", - " The International Consortium of Investigative ...\n", - " https://offshoreleaks.icij.org/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000042\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00010\n", + " T0053\n", " 62\n", " \n", " \n", " 62\n", - " TL00063\n", - " Iffy Quotient\n", - " \n", - " University of Michigan\n", - " https://csmr.umich.edu/platform-health-metrics/\n", - " Ratings\n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000056\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00017\n", + " T0053\n", " 63\n", " \n", " \n", " 63\n", - " TL00064\n", - " Influence apps\n", + " IT00000077\n", + " Twitter trolls amplify & manipulate\n", " \n", - " Influence\n", - " https://startinfluence.com/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " paid\n", + " I00022\n", + " T0053\n", " 64\n", " \n", " \n", " 64\n", - " TL00065\n", - " Internet Archive\n", - " \n", - " Internet Archive\n", - " https://archive.org/web/\n", - " Website Analysis\n", - " \n", - " \n", - " Internet Archive/Wayback Machine\n", - " \n", - " \n", - " \n", - " \n", + " IT00000080\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00029\n", + " T0053\n", " 65\n", " \n", " \n", " 65\n", - " TL00066\n", - " Investigative Dashboard\n", - " \n", - " Organized Crime and Corruption Reporting Proje...\n", - " https://investigativedashboard.org/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000091\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00032\n", + " T0053\n", " 66\n", " \n", " \n", " 66\n", - " TL00067\n", - " InVid\n", - " \n", - " InVid\n", - " https://www.invid-project.eu/\n", - " Image analysis\n", - " Commonly used\n", - " \n", - " image and video verification\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000119\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00044\n", + " T0053\n", " 67\n", " \n", " \n", " 67\n", - " TL00068\n", - " Jeffrey Friedl's Image Metadata Viewer\n", - " \n", - " EXIF Reader\n", - " http://exif.regex.info/\n", - " Image analysis\n", - " Useful\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000132\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00047\n", + " T0053\n", " 68\n", " \n", " \n", " 68\n", - " TL00069\n", - " Jod Bot\n", + " IT00000135\n", + " Twitter trolls amplify & manipulate\n", " \n", - " Tattle\n", - " https://tattle.co.in/products/jod-bot\n", - " \n", - " \n", - " \n", - " Telegram archiver\n", - " https://github.com/tattle-made/archive-telegra...\n", - " messageapps\n", - " \n", - " \n", - " open source\n", + " I00049\n", + " T0053\n", " 69\n", " \n", " \n", " 69\n", - " TL00070\n", - " Keyhole\n", - " \n", - " Keyhole\n", - " https://keyhole.co/\n", - " \n", - " \n", - " \n", - " impact measurement\n", - " \n", - " \n", - " \n", - " \n", + " IT00000145\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00050\n", + " T0053\n", " 70\n", " \n", " \n", " 70\n", - " TL00071\n", - " KeyHole\n", - " \n", - " KeyHole\n", - " https://keyhole.co/\n", - " \n", - " \n", - " \n", - " impact measurement\n", - " \n", - " \n", - " \n", - " \n", + " IT00000155\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00051\n", + " T0053\n", " 71\n", " \n", " \n", " 71\n", - " TL00072\n", - " Kharon\n", - " \n", - " Kharon\n", - " https://www.kharon.com\n", - " \n", - " \n", - " \n", - " data and analytics tools\n", - " \n", - " \n", - " \n", - " \n", + " IT00000170\n", + " Twitter trolls amplify & manipulate\n", " \n", + " I00056\n", + " T0053\n", " 72\n", " \n", " \n", " 72\n", - " TL00073\n", - " Khoj\n", + " IT00000178\n", + " Twitter trolls amplify & manipulate\n", " \n", - " Tattle\n", - " https://github.com/tattle-made/archive-telegra...\n", - " \n", - " \n", - " \n", - " message verification\n", - " https://github.com/tattle-made/archive-telegra...\n", - " messageapps\n", - " \n", - " \n", - " open source\n", + " I00063\n", + " T0053\n", " 73\n", " \n", " \n", " 73\n", - " TL00074\n", - " Kosh\n", + " IT00000011\n", + " Fake FB groups + dark content\n", " \n", - " Tattle\n", - " https://tattle.co.in/products/kosh/\n", - " \n", - " \n", - " \n", - " archive\n", - " https://github.com/tattle-made/kosh\n", - " messageapps\n", - " \n", - " \n", - " open source\n", + " I00005\n", + " T0007\n", " 74\n", " \n", " \n", " 74\n", - " TL00075\n", - " Little Sis database\n", - " \n", - " Little Sis database\n", - " https://littlesis.org/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " Relationships between people, companies etc.\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000029\n", + " Fake twitter profiles to amplify\n", + " Twitter bots used to drive visbility\n", + " I00006\n", + " T0007\n", " 75\n", " \n", " \n", " 75\n", - " TL00076\n", - " Meltwater Explore\n", + " IT00000039\n", + " FB pages\n", " \n", - " \n", - " https://www.meltwater.com/en/solutions/social-...\n", - " \n", - " \n", - " \n", - " trends; social listening\n", - " \n", - " \n", - " \n", - " \n", - " paid\n", + " I00009\n", + " T0007\n", " 76\n", " \n", " \n", " 76\n", - " TL00077\n", - " MentionMapp\n", - " \n", - " MentionMapp Analytics\n", - " https://mentionmapp.com/\n", - " Network analysis\n", - " Commonly used\n", - " \n", - " social network visualisation\n", - " \n", - " \n", - " \n", - " \n", + " IT00000045\n", + " FB pages/groups/profiles\n", " \n", + " I00010\n", + " T0007\n", " 77\n", " \n", " \n", " 77\n", - " TL00078\n", - " MIDAC\n", - " \n", - " Mythos Labs\n", - " http://www.mythoslabs.org/\n", - " \n", - " Designed for disinfo\n", - " \n", - " countering with humour\n", - " \n", - " \n", - " \n", - " \n", + " IT00000058\n", + " Fake FB groups + dark content\n", " \n", + " I00017\n", + " T0007\n", " 78\n", " \n", " \n", " 78\n", - " TL00079\n", - " Misp\n", + " IT00000078\n", + " Fake FB groups/pages/profiles + dark content\n", " \n", - " \n", - " https://www.misp-project.org/\n", - " \n", - " Useful\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " open source\n", + " I00022\n", + " T0007\n", " 79\n", " \n", " \n", " 79\n", - " TL00080\n", - " Moat\n", - " \n", - " Moat\n", - " https://moat.com/\n", - " Advertising Analysis\n", - " \n", - " \n", - " Moat ad analytics tool\n", - " \n", - " \n", - " \n", - " \n", + " IT00000092\n", + " Fake FB groups/pages/profiles\n", " \n", + " I00032\n", + " T0007\n", " 80\n", " \n", " \n", " 80\n", - " TL00081\n", - " Name2email\n", - " \n", - " Name2email\n", - " https://name2email.com/\n", - " Finding People\n", - " \n", - " \n", - " Name2email browser extension that helps you fi...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000171\n", + " Fake FB groups/pages/profiles + dark content (...\n", " \n", + " I00056\n", + " T0007\n", " 81\n", " \n", " \n", " 81\n", - " TL00082\n", - " NameChk\n", - " \n", - " \n", - " https://namechk.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Tool to see if a username is used across diffe...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000012\n", + " Digital to physical \"organize+promote\" rallies...\n", " \n", + " I00005\n", + " T0057\n", " 82\n", " \n", " \n", " 82\n", - " TL00083\n", - " NerdyData\n", - " \n", - " NerdyData\n", - " https://nerdydata.com/search\n", - " Website Analysis\n", - " \n", - " \n", - " NerdyData source code search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000059\n", + " Digital to physical \"organize+promote\" rallies...\n", " \n", + " I00017\n", + " T0057\n", " 83\n", " \n", " \n", " 83\n", - " TL00084\n", - " NewsCheck\n", - " \n", - " NewsCheck\n", - " https://www.newscheck.com/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000093\n", + " Digital to physical \"organize+promote\" rallies...\n", " \n", + " I00032\n", + " T0057\n", " 84\n", " \n", " \n", " 84\n", - " TL00085\n", - " NewsGuard\n", - " \n", - " NewsGuard\n", - " https://www.newsguardtech.com/\n", - " \n", - " Designed for disinfo\n", - " \n", - " trust rating system for urls\n", - " \n", - " webpages\n", - " \n", - " \n", + " IT00000164\n", + " Events coordinated and promoted across media p...\n", " \n", + " I00053\n", + " T0057\n", " 85\n", " \n", " \n", " 85\n", - " TL00086\n", - " NewsWhip\n", - " \n", - " NewsWhip\n", - " https://www.newswhip.com/\n", - " \n", - " \n", - " \n", - " soclal media analytics\n", - " \n", - " \n", - " \n", - " \n", + " IT00000166\n", + " Extend digital the physical space… gatherings ...\n", " \n", + " I00053\n", + " T0057\n", " 86\n", " \n", " \n", " 86\n", - " TL00087\n", - " Nobias\n", - " \n", - " Nobias\n", - " https://nobias.com/\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000013\n", + " manipulate social media \"online polls\"?\n", " \n", + " I00005\n", + " T0029\n", " 87\n", " \n", " \n", " 87\n", - " TL00088\n", - " NoBias\n", - " \n", - " NoBias\n", - " https://nobias.com/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000060\n", + " manipulate social media \"online polls\"?\n", " \n", + " I00017\n", + " T0029\n", " 88\n", " \n", " \n", " 88\n", - " TL00089\n", - " Open Corporates\n", - " \n", - " Open Corporates\n", - " https://opencorporates.com/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000016\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00005\n", + " T0010\n", " 89\n", " \n", " \n", " 89\n", - " TL00090\n", - " Opensanctions\n", - " \n", - " Opensanctions\n", - " https://www.opensanctions.org/\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " Global database of persons and companies of po...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000033\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00007\n", + " T0010\n", " 90\n", " \n", " \n", " 90\n", - " TL00091\n", - " Orbis directory\n", - " \n", - " Orbis\n", - " https://orbisdirectory.bvdinfo.com/version-201...\n", - " Corporate/Business Tools\n", - " \n", - " \n", - " Paid corporate search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000044\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00010\n", + " T0010\n", " 91\n", " \n", " \n", " 91\n", - " TL00092\n", - " Our.News\n", - " \n", - " Our.News\n", - " https://our.news/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000063\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00017\n", + " T0010\n", " 92\n", " \n", " \n", " 92\n", - " TL00093\n", - " Pathmatics\n", - " \n", - " Pathmatics\n", - " https://www.pathmatics.com/\n", - " Advertising Analysis\n", - " \n", - " \n", - " Pathmatics display and Facebook ads tracking t...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000084\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00029\n", + " T0010\n", " 93\n", " \n", " \n", " 93\n", - " TL00094\n", - " PimEyes: Face Recognition Search Engine and Re...\n", - " \n", - " PimEyes\n", - " https://pimeyes.com/en\n", - " \n", - " \n", - " \n", - " Advanced face recognition search engine, a rev...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000104\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00032\n", + " T0010\n", " 94\n", " \n", " \n", " 94\n", - " TL00095\n", - " Pipl\n", - " \n", - " Pipl\n", - " https://pipl.com/\n", - " Finding People\n", - " \n", - " \n", - " Pipl people Search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000126\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00044\n", + " T0010\n", " 95\n", " \n", " \n", " 95\n", - " TL00096\n", - " Policy Change Index\n", + " IT00000139\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", - " Policy Change Index\n", - " https://policychangeindex.org/\n", - " \n", - " \n", - " \n", - " automated content analysis\n", - " https://github.com/PSLmodels\n", - " \n", - " \n", - " \n", - " open source\n", + " I00049\n", + " T0010\n", " 96\n", " \n", " \n", " 96\n", - " TL00097\n", - " PR Aegis\n", - " \n", - " Cosmetheus\n", - " https://cosmetheus.com/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000148\n", + " cultivate, manipulate, exploit useful idiots (...\n", " \n", + " I00050\n", + " T0010\n", " 97\n", " \n", " \n", " 97\n", - " TL00098\n", - " Predata Platform\n", - " \n", - " Predata\n", - " https://predata.com\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000158\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00051\n", + " T0010\n", " 98\n", " \n", " \n", " 98\n", - " TL00099\n", - " Publicwww\n", - " \n", - " \n", - " https://publicwww.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Publicwww, search to see how many websites hav...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000182\n", + " cultivate, manipulate, exploit useful idiots\n", " \n", + " I00063\n", + " T0010\n", " 99\n", " \n", " \n", " 99\n", - " TL00100\n", - " Q\n", - " \n", - " Sparks&Honey\n", - " https://www.sparksandhoney.com/\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000017\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", + " I00005\n", + " T0031\n", " 100\n", " \n", " \n", " 100\n", - " TL00101\n", - " Reality Defender\n", + " IT00000046\n", + " YouTube; Reddit\n", " \n", - " AI Foundation\n", - " https://rd2020.org/\n", - " Image analysis\n", - " \n", - " \n", - " detect synthetic media\n", - " \n", - " images\n", - " \n", - " \n", - " request access\n", + " I00010\n", + " T0031\n", " 101\n", " \n", " \n", " 101\n", - " TL00102\n", - " Reaper\n", - " \n", - " \n", - " https://reaper.social/\n", - " \n", - " Useful\n", - " \n", - " \n", - " https://github.com/ScriptSmith/reaper\n", - " \n", - " \n", - " \n", + " IT00000064\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0031\n", " 102\n", " \n", " \n", " 102\n", - " TL00103\n", - " Recorded Future\n", - " \n", - " Recorded Future\n", - " https://www.recordedfuture.com\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000087\n", + " YouTube; Reddit;\n", " \n", + " I00029\n", + " T0031\n", " 103\n", " \n", " \n", " 103\n", - " TL00104\n", - " Remove.bg\n", - " \n", - " Remove\n", - " https://www.remove.bg/\n", - " Image analysis\n", - " \n", - " \n", - " Free tool that helps remove background images ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000096\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0031\n", " 104\n", " \n", " \n", " 104\n", - " TL00105\n", - " Reverse image search\n", - " \n", - " Karmadecay\n", - " http://karmadecay.com/\n", - " Image analysis\n", - " \n", - " \n", - " Reverse image search tool for Reddit\n", - " \n", - " \n", - " \n", - " \n", + " IT00000122\n", + " YouTube; Reddit\n", " \n", + " I00044\n", + " T0031\n", " 105\n", " \n", " \n", " 105\n", - " TL00106\n", - " Reverse image search\n", - " \n", - " Yandex\n", - " https://yandex.com/images/\n", - " Image analysis\n", - " Commonly used\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000142\n", + " YouTube; Reddit;\n", " \n", + " I00049\n", + " T0031\n", " 106\n", " \n", " \n", " 106\n", - " TL00107\n", - " SearchUsers\n", - " \n", - " \n", - " https://searchusers.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " A tool to search for Instagram users by name o...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000151\n", + " YouTube; Reddit;\n", " \n", + " I00050\n", + " T0031\n", " 107\n", " \n", " \n", " 107\n", - " TL00108\n", - " Sensity tool for detecting GAN generated faces\n", - " \n", - " Sensity\n", - " https://platform.sensity.ai/deepfake-detection\n", - " Image analysis\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000159\n", + " YouTube; Reddit\n", " \n", + " I00051\n", + " T0031\n", " 108\n", " \n", " \n", " 108\n", - " TL00109\n", - " Share The Facts\n", - " \n", - " Duke Reporters Lab / Jigsaw\n", - " \n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000185\n", + " YouTube; Reddit;\n", " \n", + " I00063\n", + " T0031\n", " 109\n", " \n", " \n", " 109\n", - " TL00110\n", - " SimilarWeb\n", - " \n", - " SimilarWeb\n", - " http://similarweb.com/\n", - " Web Traffic Analysis\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000018\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", + " I00005\n", + " T0032\n", " 110\n", " \n", " \n", " 110\n", - " TL00111\n", - " Skopenow\n", - " \n", - " Skopenow\n", - " https://www.skopenow.com/\n", - " Finding People\n", - " \n", - " \n", - " Skopenow (an excellent paid tool)\n", - " \n", - " \n", - " \n", - " \n", + " IT00000047\n", + " YouTube; Reddit\n", " \n", + " I00010\n", + " T0032\n", " 111\n", " \n", " \n", " 111\n", - " TL00112\n", - " Social Media Analysis Toolkit (SMAT)\n", - " \n", - " \n", - " https://www.smat-app.com/\n", - " \n", - " \n", - " \n", - " trends\n", - " \n", - " \n", - " \n", - " \n", + " IT00000065\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0032\n", " 112\n", " \n", " \n", " 112\n", - " TL00113\n", - " SocialBlade\n", - " \n", - " \n", - " https://socialblade.com\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " SocialBlade tool for analyzing YouTube, Twitte...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000088\n", + " YouTube; Reddit;\n", " \n", + " I00029\n", + " T0032\n", " 113\n", " \n", " \n", " 113\n", - " TL00114\n", - " SocialReaper\n", - " scrapes Facebook, Twitter, Reddit, Youtube, Pi...\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " https://github.com/ScriptSmith/socialreaper\n", - " \n", - " \n", - " \n", + " IT00000097\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0032\n", " 114\n", " \n", " \n", " 114\n", - " TL00115\n", - " Spokeo\n", - " \n", - " Spokeo\n", - " http://www.spokeo.com/\n", - " Finding People\n", - " \n", - " \n", - " Spokeo people search (good for the US only)\n", - " \n", - " \n", - " \n", - " \n", + " IT00000123\n", + " YouTube; Reddit\n", " \n", + " I00044\n", + " T0032\n", " 115\n", " \n", " \n", " 115\n", - " TL00116\n", - " Spy On Web\n", - " \n", - " \n", - " http://www.spyonweb.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Spy On Web search for tracking Google Analytic...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000143\n", + " YouTube; Reddit;\n", " \n", + " I00049\n", + " T0032\n", " 116\n", " \n", " \n", " 116\n", - " TL00117\n", - " Squint\n", - " \n", - " MITRE\n", - " https://www.mitre.org/publications/project-sto...\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " browser extension;mobile app\n", + " IT00000152\n", + " YouTube; Reddit;\n", " \n", + " I00050\n", + " T0032\n", " 117\n", " \n", " \n", " 117\n", - " TL00118\n", - " Tattle\n", - " \n", - " Labor of Love\n", - " https://play.google.com/store/apps/details?id=...\n", - " \n", - " \n", - " \n", - " WhatsApp message forwarding\n", - " \n", - " messageapps\n", - " \n", - " \n", + " IT00000160\n", + " YouTube; Reddit\n", " \n", + " I00051\n", + " T0032\n", " 118\n", " \n", " \n", " 118\n", - " TL00119\n", - " TGStat\n", - " \n", - " Telegram Analytics\n", - " http://tgstat.com\n", - " Social Media Search and Account Analysis\n", - " Useful\n", - " \n", - " A tool for analyzing a Telegram account/channel\n", - " \n", - " \n", - " \n", - " \n", + " IT00000186\n", + " YouTube; Reddit;\n", " \n", + " I00063\n", + " T0032\n", " 119\n", " \n", " \n", " 119\n", - " TL00120\n", - " Thats Them\n", - " \n", - " Thats Them\n", - " https://thatsthem.com/\n", - " Finding People\n", - " \n", - " \n", - " Thats Them people search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000019\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", + " I00005\n", + " T0034\n", " 120\n", " \n", " \n", " 120\n", - " TL00121\n", - " The News Hero\n", - " \n", - " NATO Stratcom\n", - " https://www.thenewshero.org/\n", - " \n", - " Designed for disinfo\n", - " \n", - " training\n", - " \n", - " \n", - " \n", - " \n", + " IT00000067\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0034\n", " 121\n", " \n", " \n", " 121\n", - " TL00122\n", - " The propaganda game\n", - " \n", - " \n", - " https://propagandagame.org\n", - " \n", - " Designed for disinfo\n", - " \n", - " training\n", - " \n", - " \n", - " \n", - " \n", + " IT00000099\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0034\n", " 122\n", " \n", " \n", " 122\n", - " TL00123\n", - " TIES\n", + " IT00000020\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", - " Facebook\n", - " https://www.socialmediatoday.com/news/facebook...\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " closed\n", + " I00005\n", + " T0035\n", " 123\n", " \n", " \n", " 123\n", - " TL00124\n", - " TinEye\n", - " \n", - " TinEye\n", - " https://tineye.com/\n", - " Image analysis\n", - " Commonly used\n", - " \n", - " reverse image search\n", - " \n", - " images\n", - " \n", - " browser extension\n", + " IT00000068\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0035\n", " 124\n", " \n", " \n", " 124\n", - " TL00125\n", - " TinEye\n", - " \n", - " \n", - " tineye.com\n", - " Image analysis\n", - " \n", - " \n", - " search for images\n", - " \n", - " images\n", - " \n", - " \n", + " IT00000100\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0035\n", " 125\n", " \n", " \n", " 125\n", - " TL00126\n", - " Tinfoleak\n", - " \n", - " Tinfoleak\n", - " https://tinfoleak.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Get useful overview related to a Twitter account\n", - " \n", - " \n", - " \n", - " \n", + " IT00000021\n", + " YouTube; Reddit; LinkedIn; Pinterest; WhatsApp?\n", " \n", + " I00005\n", + " T0036\n", " 126\n", " \n", " \n", " 126\n", - " TL00127\n", - " Trendolizer\n", - " \n", - " \n", - " http://get.trendolizer.com/\n", - " \n", - " \n", - " \n", - " trending stories\n", - " \n", - " \n", - " \n", - " \n", + " IT00000069\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00017\n", + " T0036\n", " 127\n", " \n", " \n", " 127\n", - " TL00128\n", - " Trive\n", - " \n", - " Trive\n", - " https://trive.news/\n", - " \n", - " \n", - " \n", - " \"human swarming\"\n", - " \n", - " \n", - " \n", - " browser extension\n", + " IT00000101\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", " \n", + " I00032\n", + " T0036\n", " 128\n", " \n", " \n", " 128\n", - " TL00129\n", - " Truepic\n", - " \n", - " \n", - " https://www.truepic.com\n", - " Image analysis\n", - " \n", - " \n", - " image verification\n", - " \n", - " images\n", - " \n", - " \n", - " \n", + " IT00000023\n", + " Memes... anti-immigration; euroskepticism; fea...\n", + " Meme that ISIS was responsible for a local che...\n", + " I00005\n", + " T0021\n", " 129\n", " \n", " \n", " 129\n", - " TL00130\n", - " Truly Media\n", - " \n", - " Athens Technology Centre (ATC)\n", - " https://www.truly.media/\n", - " \n", - " Designed for disinfo\n", - " \n", - " crowdsourced verification\n", - " \n", - " \n", - " \n", - " \n", + " IT00000072\n", + " Memes... anti-immigration; euroskepticism; fea...\n", " \n", + " I00017\n", + " T0021\n", " 130\n", " \n", " \n", " 130\n", - " TL00131\n", - " Trusted Times\n", - " \n", - " \n", - " https://trustedtimes.org\n", - " \n", - " \n", - " \n", - " news article analysis\n", - " \n", - " webpages\n", - " \n", - " browser extension\n", + " IT00000117\n", + " memes\n", " \n", + " I00042\n", + " T0021\n", " 131\n", " \n", " \n", " 131\n", - " TL00132\n", - " Trustium\n", - " \n", - " \n", - " https://chrome.google.com/webstore/detail/trus...\n", - " Ratings\n", - " Designed for disinfo\n", - " \n", - " site rating for advertisers\n", - " \n", - " webpages\n", - " \n", - " browser extension\n", + " IT00000173\n", + " Memes... anti-Isreal/USA/West, conspiracy narr...\n", " \n", + " I00056\n", + " T0021\n", " 132\n", " \n", " \n", " 132\n", - " TL00133\n", - " TruthNest\n", - " \n", - " Athens Technology Centre (ATC)\n", - " https://www.truthnest.com\n", - " \n", - " Designed for disinfo\n", - " \n", - " twitter analytics\n", - " \n", - " socialmedia\n", - " \n", - " \n", - " \n", + " IT00000024\n", + " Backstop personas\n", + " Wikipedia fake persona \"AmandaGray91\".\n", + " I00005\n", + " T0030\n", " 133\n", " \n", " \n", " 133\n", - " TL00134\n", - " TweetBeaver\n", - " \n", - " TweetBeaver\n", - " https://tweetbeaver.com/index.php\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " TweetBeaver account tools\n", - " \n", - " \n", - " \n", - " \n", + " IT00000074\n", + " Backstop personas\n", " \n", + " I00017\n", + " T0030\n", " 134\n", " \n", " \n", " 134\n", - " TL00135\n", - " Twiangulate\n", - " \n", - " \n", - " http://twiangulate.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Twiangulate.com for mapping connections betwee...\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000025\n", + " Use SMS/text messages\n", + " SMS messages sent to local residents\n", + " I00006\n", + " T0043\n", " 135\n", " \n", " \n", " 135\n", - " TL00136\n", - " Twitonomy\n", - " \n", - " Twitonomy\n", - " https://www.twitonomy.com/go-premium.php\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Analyzing a twitter account, hashtags, etc.\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000026\n", + " Fake video/images\n", + " Fake youtube video of ISIS claiming responsibi...\n", + " I00006\n", + " T0024\n", " 136\n", " \n", " \n", " 136\n", - " TL00137\n", - " Twitter advanced search\n", - " \n", - " \n", - " https://twitter.com/search-advanced\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Twitter advanced search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000116\n", + " photoshopped/fake images\n", " \n", + " I00042\n", + " T0024\n", " 137\n", " \n", " \n", " 137\n", - " TL00138\n", - " Twitter Trails\n", - " \n", - " \n", - " http://twittertrails.com/\n", - " \n", - " \n", - " \n", - " twitter tracking\n", - " \n", - " socialmedia\n", - " \n", - " \n", - " \n", + " IT00000027\n", + " Create and use hashtag\n", + " Main hashtag used was #ColumbianChemicals\n", + " I00006\n", + " T0015\n", " 138\n", " \n", " \n", " 138\n", - " TL00139\n", - " Twren\n", - " \n", - " \n", - " https://twren.ch/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Tool that lists the accounts that retweeted a ...\n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000028\n", + " Create and use hashtag\n", + " Main hashtag used was #ColumbianChemicals\n", + " I00006\n", + " T0055\n", " 139\n", " \n", " \n", " 139\n", - " TL00140\n", - " URLScan\n", - " \n", - " \n", - " https://urlscan.io/\n", - " Website Analysis\n", - " \n", - " \n", - " URLScan is a free tool that gives an overview ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000030\n", + " bait journalists/media/politicians\n", " \n", + " I00006\n", + " T0039\n", " 140\n", " \n", " \n", " 140\n", - " TL00141\n", - " Viewcached.com\n", - " \n", - " \n", - " http://viewcached.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Viewcached.com tool for retrieving cached page...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000049\n", + " journalist/media baiting\n", " \n", + " I00010\n", + " T0039\n", " 141\n", " \n", " \n", " 141\n", - " TL00142\n", - " ViewDNS\n", - " \n", - " \n", - " https://viewdns.info/reverseip/\n", - " Website Analysis\n", - " \n", - " \n", - " ViewDNS is another useful tool for analyzing d...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000053\n", + " journalist/media baiting\n", " \n", + " I00015\n", + " T0039\n", " 142\n", " \n", " \n", " 142\n", - " TL00143\n", - " Vortimo\n", - " \n", - " \n", - " \n", - " \n", - " Useful\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000036\n", + " Using \"expert\"\n", " \n", + " I00009\n", + " T0045\n", " 143\n", " \n", " \n", " 143\n", - " TL00144\n", - " WayBack Machine\n", - " \n", - " WayBack Machine\n", - " https://chrome.google.com/webstore/detail/wayb...\n", - " Browser Plugin\n", - " Commonly used\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000040\n", + " News circulated/amplifed by tertiary sites (Ru...\n", " \n", + " I00009\n", + " T0052\n", " 144\n", " \n", " \n", " 144\n", - " TL00145\n", - " Webmii\n", - " \n", - " \n", - " http://webmii.com/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " Webmii social media profile search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000086\n", + " News circulated/amplifed by tertiary sites (Ru...\n", " \n", + " I00029\n", + " T0052\n", " 145\n", " \n", " \n", " 145\n", - " TL00146\n", - " WhatsApp archiver\n", + " IT00000141\n", + " News circulated/amplifed by tertiary sites (Ru...\n", " \n", - " Tattle\n", - " https://tattle.co.in/products/whatsapp-archiver\n", - " \n", - " Useful\n", - " \n", - " WhatsApp archiver\n", - " https://github.com/tattle-made/whatsapp-scrape...\n", - " messageapps\n", - " \n", - " \n", - " open source\n", + " I00049\n", + " T0052\n", " 146\n", " \n", " \n", " 146\n", - " TL00147\n", - " WhatsMyName\n", - " \n", - " \n", - " https://whatsmyname.app/\n", - " Social Media Search and Account Analysis\n", - " \n", - " \n", - " An even more comprehensive tool for searching ...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000150\n", + " News circulated/amplifed by tertiary sites (Mi...\n", " \n", + " I00050\n", + " T0052\n", " 147\n", " \n", " \n", " 147\n", - " TL00148\n", - " Who Targets Me\n", + " IT00000184\n", + " News circulated/amplifed by tertiary sites (Ru...\n", " \n", - " \n", - " https://whotargets.me/en/about-who-targets-me/\n", - " Advertising Analysis\n", - " \n", - " \n", - " political ad scraper\n", - " https://github.com/WhoTargetsMe/\n", - " ads\n", - " \n", - " browser extension\n", - " open source\n", + " I00063\n", + " T0052\n", " 148\n", " \n", " \n", " 148\n", - " TL00149\n", - " Whoisology\n", - " \n", - " \n", - " https://whoisology.com/\n", - " Website Analysis\n", - " \n", - " \n", - " Whoisology whois-domain search\n", - " \n", - " \n", - " \n", - " \n", + " IT00000048\n", + " 4Chan/8Chan - trial content\n", " \n", + " I00010\n", + " T0020\n", " 149\n", " \n", " \n", " 149\n", - " TL00150\n", - " WhoPostedWhat\n", - " \n", - " \n", - " http://whopostedwhat.com/\n", - " Social Media Search and Account Analysis\n", - " Useful\n", - " \n", - " Search for dates and date ranges on Facebook\n", - " \n", - " \n", - " \n", - " \n", + " IT00000070\n", + " 4Chan/8Chan - trial content\n", " \n", + " I00017\n", + " T0020\n", " 150\n", " \n", " \n", " 150\n", - " TL00151\n", - " Wolf Totem\n", - " \n", - " Omelas\n", - " https://www.omelas.io/wolf-totem-product\n", - " \n", - " Designed for disinfo\n", - " \n", - " dashboard\n", - " \n", - " \n", - " \n", - " \n", + " IT00000102\n", + " 4Chan/8Chan - trial content\n", " \n", + " I00032\n", + " T0020\n", " 151\n", " \n", " \n", " 151\n", - " TL00152\n", - " Yonder\n", - " \n", - " Yonder\n", - " https://www.yonder-ai.com\n", - " \n", - " Designed for disinfo\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " IT00000124\n", + " 4Chan/8Chan - trial content\n", " \n", + " I00044\n", + " T0020\n", " 152\n", " \n", " \n", " 152\n", - " TL00153\n", - " YouTube Data Viewer\n", - " \n", - " Citizen Evidence Lab (Amnesty International)\n", - " https://citizenevidence.org/2014/07/01/youtube...\n", - " Image analysis\n", - " \n", - " \n", - " Extract hidden data from videos hosted on YouT...\n", - " \n", - " \n", - " \n", - " \n", + " IT00000050\n", + " Forge ('release' altered hacked documents)\n", " \n", + " I00015\n", + " T0025\n", " 153\n", " \n", + " \n", + " 153\n", + " IT00000051\n", + " hack/leak/manipulate/distort\n", + " \n", + " I00015\n", + " T0025\n", + " 154\n", + " \n", + " \n", + " 154\n", + " IT00000054\n", + " hack/leak/manipulate/distort\n", + " \n", + " I00017\n", + " T0025\n", + " 155\n", + " \n", + " \n", + " 155\n", + " IT00000075\n", + " hack/leak/manipulate/distort\n", + " \n", + " I00022\n", + " T0025\n", + " 156\n", + " \n", + " \n", + " 156\n", + " IT00000153\n", + " hack/leak/manipulate/distort\n", + " \n", + " I00051\n", + " T0025\n", + " 157\n", + " \n", + " \n", + " 157\n", + " IT00000052\n", + " Circulate to media via DM, then release publicly\n", + " \n", + " I00015\n", + " T0044\n", + " 158\n", + " \n", + " \n", + " 158\n", + " IT00000066\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", + " \n", + " I00017\n", + " T0033\n", + " 159\n", + " \n", + " \n", + " 159\n", + " IT00000098\n", + " YouTube; Reddit; (Instagram, LinkedIn; Pintere...\n", + " \n", + " I00032\n", + " T0033\n", + " 160\n", + " \n", + " \n", + " 160\n", + " IT00000073\n", + " Click-bait (economic actors) fake news sites (...\n", + " \n", + " I00017\n", + " T0016\n", + " 161\n", + " \n", + " \n", + " 161\n", + " IT00000081\n", + " 4 D's (dismiss, distort, distract, dismay...Of...\n", + " \n", + " I00029\n", + " T0001\n", + " 162\n", + " \n", + " \n", + " 162\n", + " IT00000128\n", + " 4 D's (dismiss, distort, distract, dismay...Of...\n", + " \n", + " I00047\n", + " T0001\n", + " 163\n", + " \n", + " \n", + " 163\n", + " IT00000129\n", + " Russian FSB security service blamed Ukraine fo...\n", + " \n", + " I00047\n", + " T0001\n", + " 164\n", + " \n", + " \n", + " 164\n", + " IT00000136\n", + " 4 D's (dismiss, distort, distract, dismay...Of...\n", + " \n", + " I00049\n", + " T0001\n", + " 165\n", + " \n", + " \n", + " 165\n", + " IT00000167\n", + " China also plays victim, innocence, plays by r...\n", + " \n", + " I00053\n", + " T0001\n", + " 166\n", + " \n", + " \n", + " 166\n", + " IT00000168\n", + " Chinese ambassador Lu Shaye accused Canada of ...\n", + " \n", + " I00053\n", + " T0001\n", + " 167\n", + " \n", + " \n", + " 167\n", + " IT00000179\n", + " 4 D's (dismiss, distort, distract, dismay...Of...\n", + " \n", + " I00063\n", + " T0001\n", + " 168\n", + " \n", + " \n", + " 168\n", + " IT00000089\n", + " Demand insurmountable proof\n", + " \n", + " I00029\n", + " T0040\n", + " 169\n", + " \n", + " \n", + " 169\n", + " IT00000133\n", + " Demand insurmountable proof\n", + " \n", + " I00047\n", + " T0040\n", + " 170\n", + " \n", + " \n", + " 170\n", + " IT00000105\n", + " 2,000,000 people (est.) part of state run/spon...\n", + " \n", + " I00033\n", + " T0049\n", + " 171\n", + " \n", + " \n", + " 171\n", + " IT00000112\n", + " flood the Facebook pages of Taiwanese politici...\n", + " \n", + " I00034\n", + " T0049\n", + " 172\n", + " \n", + " \n", + " 172\n", + " IT00000113\n", + " Democratic Progressive Party (DPP), attracted ...\n", + " \n", + " I00034\n", + " T0049\n", + " 173\n", + " \n", + " \n", + " 173\n", + " IT00000106\n", + " fabricated social media comment\n", + " \n", + " I00033\n", + " T0051\n", + " 174\n", + " \n", + " \n", + " 174\n", + " IT00000107\n", + " domestic social media influence operations foc...\n", + " \n", + " I00033\n", + " T0050\n", + " 175\n", + " \n", + " \n", + " 175\n", + " IT00000165\n", + " Extend digital the physical space… gatherings ...\n", + " \n", + " I00053\n", + " T0050\n", + " 176\n", + " \n", + " \n", + " 176\n", + " IT00000108\n", + " cow online opinion leaders into submission, mu...\n", + " \n", + " I00033\n", + " T0047\n", + " 177\n", + " \n", + " \n", + " 177\n", + " IT00000109\n", + " cow online opinion leaders into submission, mu...\n", + " \n", + " I00033\n", + " T0048\n", + " 178\n", + " \n", + " \n", + " 178\n", + " IT00000110\n", + " facilitate state propaganda and defuse crises\n", + " \n", + " I00033\n", + " T0002\n", + " 179\n", + " \n", + " \n", + " 179\n", + " IT00000111\n", + " Netizens from one of the largest discussion fo...\n", + " \n", + " I00034\n", + " T0002\n", + " 180\n", + " \n", + " \n", + " 180\n", + " IT00000114\n", + " “hack” of Qatar’s official news agency\n", + " \n", + " I00042\n", + " T0011\n", + " 181\n", + " \n", + " \n", + " 181\n", + " IT00000127\n", + " Promote fake “experts” with impressive (and sc...\n", + " \n", + " I00044\n", + " T0009\n", + " 182\n", + " \n", + " \n", + " 182\n", + " IT00000130\n", + " (Distort) Kremlin-controlled RT cited Russian ...\n", + " \n", + " I00047\n", + " T0023\n", + " 183\n", + " \n", + " \n", + " 183\n", + " IT00000163\n", + " Distorted, saccharine “news” about the Chinese...\n", + " \n", + " I00053\n", + " T0023\n", + " 184\n", + " \n", + " \n", + " 184\n", + " IT00000174\n", + " Memes... anti-Isreal/USA/West, conspiracy narr...\n", + " \n", + " I00056\n", + " T0022\n", + " 185\n", + " \n", + " \n", + " 185\n", + " IT00000175\n", + " Fake news/synthetic web-sites\n", + " \n", + " I00056\n", + " T0008\n", + " 186\n", + " \n", " \n", "\n", "" ], "text/plain": [ - " amitt_id name \\\n", - "0 TL00001 Account Analysis \n", - "1 TL00002 Ad Observer \n", - "2 TL00003 Aletheia \n", - "3 TL00004 Alexa \n", - "4 TL00005 AnalyzeID \n", - "5 TL00006 Archive.is \n", - "6 TL00007 Assembler \n", - "7 TL00008 Backlink Watch \n", - "8 TL00009 Blackbird Constellation Engine \n", - "9 TL00010 Bot Sentinel \n", - "10 TL00011 Botometer \n", - "11 TL00012 Botslayer \n", - "12 TL00013 Builtwith \n", - "13 TL00014 Buzzsumo \n", - "14 TL00015 Buzzweb \n", - "15 TL00016 Carbon Date \n", - "16 TL00017 Check \n", - "17 TL00018 Check browser add-on \n", - "18 TL00019 Check My Ads \n", - "19 TL00020 Claim Review \n", - "20 TL00021 ClaimBuster \n", - "21 TL00022 Corporate registrars list \n", - "22 TL00023 Corporation Wiki \n", - "23 TL00024 Counter propaganda and disinformation explorer... \n", - "24 TL00025 Crowdtangle (chrome extension) \n", - "25 TL00026 Crowdtangle (full) \n", - "26 TL00027 Deep Duck Dive \n", - "27 TL00028 Disinfo Busters \n", - "28 TL00029 Disinformation Diaries \n", - "29 TL00030 DNSlytics \n", - "30 TL00031 Domain Big Data \n", - "31 TL00032 DomainTools \n", - "32 TL00033 e-witness \n", - "33 TL00034 Emergent \n", - "34 TL00035 Exodus \n", - "35 TL00036 Facebook political/issue ads database \n", - "36 TL00037 Fakebook Experiment \n", - "37 TL00038 FakeSpot \n", - "38 TL00039 FBstalker \n", - "39 TL00040 Feed Reflect (browser extension) \n", - "40 TL00041 FindClone \n", - "41 TL00042 FOCA \n", - "42 TL00043 Foller.me \n", - "43 TL00044 Followerwonk \n", - "44 TL00045 Fortis AI \n", - "45 TL00046 Foto Forensics \n", - "46 TL00047 FotoForensics \n", - "47 TL00048 Free Online OCR \n", - "48 TL00049 GenSynth \n", - "49 TL00050 Gephi \n", - "50 TL00051 Get Bad News \n", - "51 TL00052 Ghostery \n", - "52 TL00053 Giant Language Model Test Room (GLTR) \n", - "53 TL00054 Google political ads database \n", - "54 TL00055 Google Trends \n", - "55 TL00056 Gramspy \n", - "56 TL00057 Graph.tips \n", - "57 TL00058 Ground News \n", - "58 TL00059 Hoaxy \n", - "59 TL00060 Hooyu \n", - "60 TL00061 Hypothes.is \n", - "61 TL00062 ICIJ Offshoreleaks Database \n", - "62 TL00063 Iffy Quotient \n", - "63 TL00064 Influence apps \n", - "64 TL00065 Internet Archive \n", - "65 TL00066 Investigative Dashboard \n", - "66 TL00067 InVid \n", - "67 TL00068 Jeffrey Friedl's Image Metadata Viewer \n", - "68 TL00069 Jod Bot \n", - "69 TL00070 Keyhole \n", - "70 TL00071 KeyHole \n", - "71 TL00072 Kharon \n", - "72 TL00073 Khoj \n", - "73 TL00074 Kosh \n", - "74 TL00075 Little Sis database \n", - "75 TL00076 Meltwater Explore \n", - "76 TL00077 MentionMapp \n", - "77 TL00078 MIDAC \n", - "78 TL00079 Misp \n", - "79 TL00080 Moat \n", - "80 TL00081 Name2email \n", - "81 TL00082 NameChk \n", - "82 TL00083 NerdyData \n", - "83 TL00084 NewsCheck \n", - "84 TL00085 NewsGuard \n", - "85 TL00086 NewsWhip \n", - "86 TL00087 Nobias \n", - "87 TL00088 NoBias \n", - "88 TL00089 Open Corporates \n", - "89 TL00090 Opensanctions \n", - "90 TL00091 Orbis directory \n", - "91 TL00092 Our.News \n", - "92 TL00093 Pathmatics \n", - "93 TL00094 PimEyes: Face Recognition Search Engine and Re... \n", - "94 TL00095 Pipl \n", - "95 TL00096 Policy Change Index \n", - "96 TL00097 PR Aegis \n", - "97 TL00098 Predata Platform \n", - "98 TL00099 Publicwww \n", - "99 TL00100 Q \n", - "100 TL00101 Reality Defender \n", - "101 TL00102 Reaper \n", - "102 TL00103 Recorded Future \n", - "103 TL00104 Remove.bg \n", - "104 TL00105 Reverse image search \n", - "105 TL00106 Reverse image search \n", - "106 TL00107 SearchUsers \n", - "107 TL00108 Sensity tool for detecting GAN generated faces \n", - "108 TL00109 Share The Facts \n", - "109 TL00110 SimilarWeb \n", - "110 TL00111 Skopenow \n", - "111 TL00112 Social Media Analysis Toolkit (SMAT) \n", - "112 TL00113 SocialBlade \n", - "113 TL00114 SocialReaper \n", - "114 TL00115 Spokeo \n", - "115 TL00116 Spy On Web \n", - "116 TL00117 Squint \n", - "117 TL00118 Tattle \n", - "118 TL00119 TGStat \n", - "119 TL00120 Thats Them \n", - "120 TL00121 The News Hero \n", - "121 TL00122 The propaganda game \n", - "122 TL00123 TIES \n", - "123 TL00124 TinEye \n", - "124 TL00125 TinEye \n", - "125 TL00126 Tinfoleak \n", - "126 TL00127 Trendolizer \n", - "127 TL00128 Trive \n", - "128 TL00129 Truepic \n", - "129 TL00130 Truly Media \n", - "130 TL00131 Trusted Times \n", - "131 TL00132 Trustium \n", - "132 TL00133 TruthNest \n", - "133 TL00134 TweetBeaver \n", - "134 TL00135 Twiangulate \n", - "135 TL00136 Twitonomy \n", - "136 TL00137 Twitter advanced search \n", - "137 TL00138 Twitter Trails \n", - "138 TL00139 Twren \n", - "139 TL00140 URLScan \n", - "140 TL00141 Viewcached.com \n", - "141 TL00142 ViewDNS \n", - "142 TL00143 Vortimo \n", - "143 TL00144 WayBack Machine \n", - "144 TL00145 Webmii \n", - "145 TL00146 WhatsApp archiver \n", - "146 TL00147 WhatsMyName \n", - "147 TL00148 Who Targets Me \n", - "148 TL00149 Whoisology \n", - "149 TL00150 WhoPostedWhat \n", - "150 TL00151 Wolf Totem \n", - "151 TL00152 Yonder \n", - "152 TL00153 YouTube Data Viewer \n", + " amitt_id name \\\n", + "0 IT00000001 buy FB targeted ads \n", + "1 IT00000010 Targeted FB paid ads \n", + "2 IT00000057 Targeted FB paid ads \n", + "3 IT00000002 Promote \"funding\" campaign \n", + "4 IT00000003 create web-site - information pollution \n", + "5 IT00000014 RT & Sputnik generate information pollution \n", + "6 IT00000031 RT & Sputnik generate information pollution (r... \n", + "7 IT00000037 RT & Sputnik generate information pollution \n", + "8 IT00000061 RT & Sputnik generate information pollution \n", + "9 IT00000082 RT & Sputnik generate information pollution (s... \n", + "10 IT00000094 RT & Sputnik generate information pollution \n", + "11 IT00000120 RT & Sputnik generate information pollution \n", + "12 IT00000137 RT & Sputnik generate information pollution (s... \n", + "13 IT00000146 RT & Sputnik generate information pollution (s... \n", + "14 IT00000156 RT & Sputnik generate information pollution \n", + "15 IT00000180 RT & Sputnik generate information pollution (s... \n", + "16 IT00000004 create web-site - information pollution \n", + "17 IT00000015 RT & Sputnik generate information pollution \n", + "18 IT00000032 RT & Sputnik generate information pollution (r... \n", + "19 IT00000038 RT & Sputnik generate information pollution \n", + "20 IT00000062 RT & Sputnik generate information pollution \n", + "21 IT00000083 RT & Sputnik generate information pollution (s... \n", + "22 IT00000095 RT & Sputnik generate information pollution \n", + "23 IT00000121 RT & Sputnik generate information pollution \n", + "24 IT00000138 RT & Sputnik generate information pollution (s... \n", + "25 IT00000147 RT & Sputnik generate information pollution (s... \n", + "26 IT00000157 RT & Sputnik generate information pollution \n", + "27 IT00000162 State-run media seeds foreign influence enviro... \n", + "28 IT00000181 RT & Sputnik generate information pollution (s... \n", + "29 IT00000005 SEO optimisation/manipulation (\"key words\") \n", + "30 IT00000022 SEO optimisation/manipulation (\"key words\") \n", + "31 IT00000043 SEO optimisation/manipulation (\"key words\") \n", + "32 IT00000071 SEO optimisation/manipulation (\"key words\") \n", + "33 IT00000085 SEO optimisation/manipulation (\"key words\") \n", + "34 IT00000103 SEO optimisation/manipulation (\"key words\") \n", + "35 IT00000125 SEO optimisation/manipulation (\"key words\") \n", + "36 IT00000140 SEO optimisation/manipulation (\"key words\") \n", + "37 IT00000149 SEO optimisation/manipulation (\"key words\") \n", + "38 IT00000161 SEO optimisation/manipulation (\"key words\") \n", + "39 IT00000172 SEO optimisation/manipulation (\"key words\") \n", + "40 IT00000183 SEO optimisation/manipulation (\"key words\") \n", + "41 IT00000006 legacy web content \n", + "42 IT00000007 hard to remove content and/or campaign/exploit... \n", + "43 IT00000176 legacy web content \n", + "44 IT00000008 Twitter bots amplify & manipulate \n", + "45 IT00000034 Twitter bots amplify & manipulate \n", + "46 IT00000041 Twitter bots amplify & manipulate \n", + "47 IT00000055 Twitter bots amplify & manipulate \n", + "48 IT00000076 Twitter bots amplify & manipulate \n", + "49 IT00000079 Twitter bots amplify & manipulate \n", + "50 IT00000090 Twitter bots amplify & manipulate \n", + "51 IT00000115 Twitter bots amplify & manipulate \n", + "52 IT00000118 Twitter bots amplify & manipulate \n", + "53 IT00000131 Twitter bots amplify & manipulate \n", + "54 IT00000134 Twitter bots amplify & manipulate \n", + "55 IT00000144 Twitter bots amplify & manipulate \n", + "56 IT00000154 Twitter bots amplify & manipulate \n", + "57 IT00000169 Twitter bots amplify & manipulate \n", + "58 IT00000177 Twitter bots amplify & manipulate \n", + "59 IT00000009 Twitter trolls amplify & manipulate \n", + "60 IT00000035 Twitter trolls amplify & manipulate \n", + "61 IT00000042 Twitter trolls amplify & manipulate \n", + "62 IT00000056 Twitter trolls amplify & manipulate \n", + "63 IT00000077 Twitter trolls amplify & manipulate \n", + "64 IT00000080 Twitter trolls amplify & manipulate \n", + "65 IT00000091 Twitter trolls amplify & manipulate \n", + "66 IT00000119 Twitter trolls amplify & manipulate \n", + "67 IT00000132 Twitter trolls amplify & manipulate \n", + "68 IT00000135 Twitter trolls amplify & manipulate \n", + "69 IT00000145 Twitter trolls amplify & manipulate \n", + "70 IT00000155 Twitter trolls amplify & manipulate \n", + "71 IT00000170 Twitter trolls amplify & manipulate \n", + "72 IT00000178 Twitter trolls amplify & manipulate \n", + "73 IT00000011 Fake FB groups + dark content \n", + "74 IT00000029 Fake twitter profiles to amplify \n", + "75 IT00000039 FB pages \n", + "76 IT00000045 FB pages/groups/profiles \n", + "77 IT00000058 Fake FB groups + dark content \n", + "78 IT00000078 Fake FB groups/pages/profiles + dark content \n", + "79 IT00000092 Fake FB groups/pages/profiles \n", + "80 IT00000171 Fake FB groups/pages/profiles + dark content (... \n", + "81 IT00000012 Digital to physical \"organize+promote\" rallies... \n", + "82 IT00000059 Digital to physical \"organize+promote\" rallies... \n", + "83 IT00000093 Digital to physical \"organize+promote\" rallies... \n", + "84 IT00000164 Events coordinated and promoted across media p... \n", + "85 IT00000166 Extend digital the physical space… gatherings ... \n", + "86 IT00000013 manipulate social media \"online polls\"? \n", + "87 IT00000060 manipulate social media \"online polls\"? \n", + "88 IT00000016 cultivate, manipulate, exploit useful idiots \n", + "89 IT00000033 cultivate, manipulate, exploit useful idiots (... \n", + "90 IT00000044 cultivate, manipulate, exploit useful idiots (... \n", + "91 IT00000063 cultivate, manipulate, exploit useful idiots \n", + "92 IT00000084 cultivate, manipulate, exploit useful idiots \n", + "93 IT00000104 cultivate, manipulate, exploit useful idiots (... \n", + "94 IT00000126 cultivate, manipulate, exploit useful idiots (... \n", + "95 IT00000139 cultivate, manipulate, exploit useful idiots (... \n", + "96 IT00000148 cultivate, manipulate, exploit useful idiots (... \n", + "97 IT00000158 cultivate, manipulate, exploit useful idiots \n", + "98 IT00000182 cultivate, manipulate, exploit useful idiots \n", + "99 IT00000017 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "100 IT00000046 YouTube; Reddit \n", + "101 IT00000064 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "102 IT00000087 YouTube; Reddit; \n", + "103 IT00000096 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "104 IT00000122 YouTube; Reddit \n", + "105 IT00000142 YouTube; Reddit; \n", + "106 IT00000151 YouTube; Reddit; \n", + "107 IT00000159 YouTube; Reddit \n", + "108 IT00000185 YouTube; Reddit; \n", + "109 IT00000018 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "110 IT00000047 YouTube; Reddit \n", + "111 IT00000065 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "112 IT00000088 YouTube; Reddit; \n", + "113 IT00000097 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "114 IT00000123 YouTube; Reddit \n", + "115 IT00000143 YouTube; Reddit; \n", + "116 IT00000152 YouTube; Reddit; \n", + "117 IT00000160 YouTube; Reddit \n", + "118 IT00000186 YouTube; Reddit; \n", + "119 IT00000019 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "120 IT00000067 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "121 IT00000099 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "122 IT00000020 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "123 IT00000068 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "124 IT00000100 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "125 IT00000021 YouTube; Reddit; LinkedIn; Pinterest; WhatsApp? \n", + "126 IT00000069 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "127 IT00000101 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "128 IT00000023 Memes... anti-immigration; euroskepticism; fea... \n", + "129 IT00000072 Memes... anti-immigration; euroskepticism; fea... \n", + "130 IT00000117 memes \n", + "131 IT00000173 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "132 IT00000024 Backstop personas \n", + "133 IT00000074 Backstop personas \n", + "134 IT00000025 Use SMS/text messages \n", + "135 IT00000026 Fake video/images \n", + "136 IT00000116 photoshopped/fake images \n", + "137 IT00000027 Create and use hashtag \n", + "138 IT00000028 Create and use hashtag \n", + "139 IT00000030 bait journalists/media/politicians \n", + "140 IT00000049 journalist/media baiting \n", + "141 IT00000053 journalist/media baiting \n", + "142 IT00000036 Using \"expert\" \n", + "143 IT00000040 News circulated/amplifed by tertiary sites (Ru... \n", + "144 IT00000086 News circulated/amplifed by tertiary sites (Ru... \n", + "145 IT00000141 News circulated/amplifed by tertiary sites (Ru... \n", + "146 IT00000150 News circulated/amplifed by tertiary sites (Mi... \n", + "147 IT00000184 News circulated/amplifed by tertiary sites (Ru... \n", + "148 IT00000048 4Chan/8Chan - trial content \n", + "149 IT00000070 4Chan/8Chan - trial content \n", + "150 IT00000102 4Chan/8Chan - trial content \n", + "151 IT00000124 4Chan/8Chan - trial content \n", + "152 IT00000050 Forge ('release' altered hacked documents) \n", + "153 IT00000051 hack/leak/manipulate/distort \n", + "154 IT00000054 hack/leak/manipulate/distort \n", + "155 IT00000075 hack/leak/manipulate/distort \n", + "156 IT00000153 hack/leak/manipulate/distort \n", + "157 IT00000052 Circulate to media via DM, then release publicly \n", + "158 IT00000066 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "159 IT00000098 YouTube; Reddit; (Instagram, LinkedIn; Pintere... \n", + "160 IT00000073 Click-bait (economic actors) fake news sites (... \n", + "161 IT00000081 4 D's (dismiss, distort, distract, dismay...Of... \n", + "162 IT00000128 4 D's (dismiss, distort, distract, dismay...Of... \n", + "163 IT00000129 Russian FSB security service blamed Ukraine fo... \n", + "164 IT00000136 4 D's (dismiss, distort, distract, dismay...Of... \n", + "165 IT00000167 China also plays victim, innocence, plays by r... \n", + "166 IT00000168 Chinese ambassador Lu Shaye accused Canada of ... \n", + "167 IT00000179 4 D's (dismiss, distort, distract, dismay...Of... \n", + "168 IT00000089 Demand insurmountable proof \n", + "169 IT00000133 Demand insurmountable proof \n", + "170 IT00000105 2,000,000 people (est.) part of state run/spon... \n", + "171 IT00000112 flood the Facebook pages of Taiwanese politici... \n", + "172 IT00000113 Democratic Progressive Party (DPP), attracted ... \n", + "173 IT00000106 fabricated social media comment \n", + "174 IT00000107 domestic social media influence operations foc... \n", + "175 IT00000165 Extend digital the physical space… gatherings ... \n", + "176 IT00000108 cow online opinion leaders into submission, mu... \n", + "177 IT00000109 cow online opinion leaders into submission, mu... \n", + "178 IT00000110 facilitate state propaganda and defuse crises \n", + "179 IT00000111 Netizens from one of the largest discussion fo... \n", + "180 IT00000114 “hack” of Qatar’s official news agency \n", + "181 IT00000127 Promote fake “experts” with impressive (and sc... \n", + "182 IT00000130 (Distort) Kremlin-controlled RT cited Russian ... \n", + "183 IT00000163 Distorted, saccharine “news” about the Chinese... \n", + "184 IT00000174 Memes... anti-Isreal/USA/West, conspiracy narr... \n", + "185 IT00000175 Fake news/synthetic web-sites \n", "\n", - " summary \\\n", - "0 \n", - "1 \n", - "2 \n", - "3 \n", - "4 \n", - "5 \n", - "6 \n", - "7 \n", - "8 \n", - "9 \n", - "10 \n", - "11 \n", - "12 \n", - "13 \n", - "14 \n", - "15 \n", - "16 \n", - "17 Browse the internet, and find a Tweet, YouTube... \n", - "18 \n", - "19 \n", - "20 \n", - "21 \n", - "22 \n", - "23 \n", - "24 \n", - "25 \n", - "26 \n", - "27 \n", - "28 \n", - "29 \n", - "30 \n", - "31 \n", - "32 eWitness uses blockchain to establish provenan... \n", - "33 Emergent is a real-time rumor tracker. It's pa... \n", - "34 \n", - "35 \n", - "36 \n", - "37 \n", - "38 \n", - "39 Browser extension designed to promote awarenes... \n", - "40 \n", - "41 \n", - "42 \n", - "43 \n", - "44 \n", - "45 \n", - "46 \n", - "47 \n", - "48 \n", - "49 \n", - "50 \n", - "51 \n", - "52 The aim of GLTR is to take the same models tha... \n", - "53 \n", - "54 \n", - "55 \n", - "56 \n", - "57 \n", - "58 \n", - "59 \n", - "60 \n", - "61 \n", - "62 \n", - "63 \n", - "64 \n", - "65 \n", - "66 \n", - "67 \n", - "68 \n", - "69 \n", - "70 \n", - "71 \n", - "72 \n", - "73 \n", - "74 \n", - "75 \n", - "76 \n", - "77 \n", - "78 \n", - "79 \n", - "80 \n", - "81 \n", - "82 \n", - "83 \n", - "84 \n", - "85 \n", - "86 \n", - "87 \n", - "88 \n", - "89 \n", - "90 \n", - "91 \n", - "92 \n", - "93 \n", - "94 \n", - "95 \n", - "96 \n", - "97 \n", - "98 \n", - "99 \n", - "100 \n", - "101 \n", - "102 \n", - "103 \n", - "104 \n", - "105 \n", - "106 \n", - "107 \n", - "108 \n", - "109 \n", - "110 \n", - "111 \n", - "112 \n", - "113 scrapes Facebook, Twitter, Reddit, Youtube, Pi... \n", - "114 \n", - "115 \n", - "116 \n", - "117 \n", - "118 \n", - "119 \n", - "120 \n", - "121 \n", - "122 \n", - "123 \n", - "124 \n", - "125 \n", - "126 \n", - "127 \n", - "128 \n", - "129 \n", - "130 \n", - "131 \n", - "132 \n", - "133 \n", - "134 \n", - "135 \n", - "136 \n", - "137 \n", - "138 \n", - "139 \n", - "140 \n", - "141 \n", - "142 \n", - "143 \n", - "144 \n", - "145 \n", - "146 \n", - "147 \n", - "148 \n", - "149 \n", - "150 \n", - "151 \n", - "152 \n", + " summary incident_id \\\n", + "0 I00002 \n", + "1 I00005 \n", + "2 I00017 \n", + "3 I00002 \n", + "4 I00002 \n", + "5 I00005 \n", + "6 I00007 \n", + "7 I00009 \n", + "8 I00017 \n", + "9 I00029 \n", + "10 I00032 \n", + "11 I00044 \n", + "12 I00049 \n", + "13 I00050 \n", + "14 I00051 \n", + "15 I00063 \n", + "16 I00002 \n", + "17 I00005 \n", + "18 I00007 \n", + "19 I00009 \n", + "20 I00017 \n", + "21 I00029 \n", + "22 I00032 \n", + "23 I00044 \n", + "24 I00049 \n", + "25 I00050 \n", + "26 I00051 \n", + "27 I00053 \n", + "28 I00063 \n", + "29 I00002 \n", + "30 I00005 \n", + "31 I00010 \n", + "32 I00017 \n", + "33 I00029 \n", + "34 I00032 \n", + "35 I00044 \n", + "36 I00049 \n", + "37 I00050 \n", + "38 I00051 \n", + "39 I00056 \n", + "40 I00063 \n", + "41 I00002 \n", + "42 I00002 \n", + "43 I00056 \n", + "44 I00005 \n", + "45 I00007 \n", + "46 I00010 \n", + "47 I00017 \n", + "48 I00022 \n", + "49 I00029 \n", + "50 I00032 \n", + "51 I00042 \n", + "52 I00044 \n", + "53 I00047 \n", + "54 I00049 \n", + "55 I00050 \n", + "56 I00051 \n", + "57 I00056 \n", + "58 I00063 \n", + "59 I00005 \n", + "60 I00007 \n", + "61 I00010 \n", + "62 I00017 \n", + "63 I00022 \n", + "64 I00029 \n", + "65 I00032 \n", + "66 I00044 \n", + "67 I00047 \n", + "68 I00049 \n", + "69 I00050 \n", + "70 I00051 \n", + "71 I00056 \n", + "72 I00063 \n", + "73 I00005 \n", + "74 Twitter bots used to drive visbility I00006 \n", + "75 I00009 \n", + "76 I00010 \n", + "77 I00017 \n", + "78 I00022 \n", + "79 I00032 \n", + "80 I00056 \n", + "81 I00005 \n", + "82 I00017 \n", + "83 I00032 \n", + "84 I00053 \n", + "85 I00053 \n", + "86 I00005 \n", + "87 I00017 \n", + "88 I00005 \n", + "89 I00007 \n", + "90 I00010 \n", + "91 I00017 \n", + "92 I00029 \n", + "93 I00032 \n", + "94 I00044 \n", + "95 I00049 \n", + "96 I00050 \n", + "97 I00051 \n", + "98 I00063 \n", + "99 I00005 \n", + "100 I00010 \n", + "101 I00017 \n", + "102 I00029 \n", + "103 I00032 \n", + "104 I00044 \n", + "105 I00049 \n", + "106 I00050 \n", + "107 I00051 \n", + "108 I00063 \n", + "109 I00005 \n", + "110 I00010 \n", + "111 I00017 \n", + "112 I00029 \n", + "113 I00032 \n", + "114 I00044 \n", + "115 I00049 \n", + "116 I00050 \n", + "117 I00051 \n", + "118 I00063 \n", + "119 I00005 \n", + "120 I00017 \n", + "121 I00032 \n", + "122 I00005 \n", + "123 I00017 \n", + "124 I00032 \n", + "125 I00005 \n", + "126 I00017 \n", + "127 I00032 \n", + "128 Meme that ISIS was responsible for a local che... I00005 \n", + "129 I00017 \n", + "130 I00042 \n", + "131 I00056 \n", + "132 Wikipedia fake persona \"AmandaGray91\". I00005 \n", + "133 I00017 \n", + "134 SMS messages sent to local residents I00006 \n", + "135 Fake youtube video of ISIS claiming responsibi... I00006 \n", + "136 I00042 \n", + "137 Main hashtag used was #ColumbianChemicals I00006 \n", + "138 Main hashtag used was #ColumbianChemicals I00006 \n", + "139 I00006 \n", + "140 I00010 \n", + "141 I00015 \n", + "142 I00009 \n", + "143 I00009 \n", + "144 I00029 \n", + "145 I00049 \n", + "146 I00050 \n", + "147 I00063 \n", + "148 I00010 \n", + "149 I00017 \n", + "150 I00032 \n", + "151 I00044 \n", + "152 I00015 \n", + "153 I00015 \n", + "154 I00017 \n", + "155 I00022 \n", + "156 I00051 \n", + "157 I00015 \n", + "158 I00017 \n", + "159 I00032 \n", + "160 I00017 \n", + "161 I00029 \n", + "162 I00047 \n", + "163 I00047 \n", + "164 I00049 \n", + "165 I00053 \n", + "166 I00053 \n", + "167 I00063 \n", + "168 I00029 \n", + "169 I00047 \n", + "170 I00033 \n", + "171 I00034 \n", + "172 I00034 \n", + "173 I00033 \n", + "174 I00033 \n", + "175 I00053 \n", + "176 I00033 \n", + "177 I00033 \n", + "178 I00033 \n", + "179 I00034 \n", + "180 I00042 \n", + "181 I00044 \n", + "182 I00047 \n", + "183 I00053 \n", + "184 I00056 \n", + "185 I00056 \n", "\n", - " organization \\\n", - "0 Account Analysis \n", - "1 New York University \n", - "2 Midstream Technology \n", - "3 Alexa \n", - "4 \n", - "5 \n", - "6 \n", - "7 Backlink Watch \n", - "8 Blackbird \n", - "9 \n", - "10 University of Indiana \n", - "11 University of Indiana \n", - "12 \n", - "13 \n", - "14 \n", - "15 \n", - "16 Meedan \n", - "17 Meedan \n", - "18 Check My Ads \n", - "19 Schema.org \n", - "20 University of Texas at Arlington \n", - "21 Kanton St.Gallen \n", - "22 Corporation Wiki \n", - "23 IBM \n", - "24 Facebook \n", - "25 Facebook \n", - "26 \n", - "27 \n", - "28 \n", - "29 \n", - "30 \n", - "31 \n", - "32 CUNY \n", - "33 Columbia University: Tow Center \n", - "34 Exodus tool \n", - "35 Facebook \n", - "36 Avaaz \n", - "37 \n", - "38 \n", - "39 \n", - "40 FindClone \n", - "41 \n", - "42 \n", - "43 \n", - "44 Alion \n", - "45 Hacker Factory \n", - "46 FotoForensics \n", - "47 NewOCR \n", - "48 Darwin AI \n", - "49 \n", - "50 DROG \n", - "51 Ghostery \n", - "52 \n", - "53 Google \n", - "54 \n", - "55 \n", - "56 \n", - "57 Ground News \n", - "58 University of Indiana \n", - "59 Hooyu Business \n", - "60 Hypothes.is \n", - "61 The International Consortium of Investigative ... \n", - "62 University of Michigan \n", - "63 Influence \n", - "64 Internet Archive \n", - "65 Organized Crime and Corruption Reporting Proje... \n", - "66 InVid \n", - "67 EXIF Reader \n", - "68 Tattle \n", - "69 Keyhole \n", - "70 KeyHole \n", - "71 Kharon \n", - "72 Tattle \n", - "73 Tattle \n", - "74 Little Sis database \n", - "75 \n", - "76 MentionMapp Analytics \n", - "77 Mythos Labs \n", - "78 \n", - "79 Moat \n", - "80 Name2email \n", - "81 \n", - "82 NerdyData \n", - "83 NewsCheck \n", - "84 NewsGuard \n", - "85 NewsWhip \n", - "86 Nobias \n", - "87 NoBias \n", - "88 Open Corporates \n", - "89 Opensanctions \n", - "90 Orbis \n", - "91 Our.News \n", - "92 Pathmatics \n", - "93 PimEyes \n", - "94 Pipl \n", - "95 Policy Change Index \n", - "96 Cosmetheus \n", - "97 Predata \n", - "98 \n", - "99 Sparks&Honey \n", - "100 AI Foundation \n", - "101 \n", - "102 Recorded Future \n", - "103 Remove \n", - "104 Karmadecay \n", - "105 Yandex \n", - "106 \n", - "107 Sensity \n", - "108 Duke Reporters Lab / Jigsaw \n", - "109 SimilarWeb \n", - "110 Skopenow \n", - "111 \n", - "112 \n", - "113 \n", - "114 Spokeo \n", - "115 \n", - "116 MITRE \n", - "117 Labor of Love \n", - "118 Telegram Analytics \n", - "119 Thats Them \n", - "120 NATO Stratcom \n", - "121 \n", - "122 Facebook \n", - "123 TinEye \n", - "124 \n", - "125 Tinfoleak \n", - "126 \n", - "127 Trive \n", - "128 \n", - "129 Athens Technology Centre (ATC) \n", - "130 \n", - "131 \n", - "132 Athens Technology Centre (ATC) \n", - "133 TweetBeaver \n", - "134 \n", - "135 Twitonomy \n", - "136 \n", - "137 \n", - "138 \n", - "139 \n", - "140 \n", - "141 \n", - "142 \n", - "143 WayBack Machine \n", - "144 \n", - "145 Tattle \n", - "146 \n", - "147 \n", - "148 \n", - "149 \n", - "150 Omelas \n", - "151 Yonder \n", - "152 Citizen Evidence Lab (Amnesty International) \n", - "\n", - " url \\\n", - "0 https://accountanalysis.app/ \n", - "1 https://chrome.google.com/webstore/detail/ad-o... \n", - "2 http://midstream.us \n", - "3 https://www.alexa.com \n", - "4 http://analyzeid.com/ \n", - "5 http://archive.is/ \n", - "6 https://projectassembler.org/ \n", - "7 http://www.backlinkwatch.com/ \n", - "8 https://www.blackbird.ai/ \n", - "9 https://botsentinel.com/ \n", - "10 https://botometer.iuni.iu.edu/#!/ \n", - "11 https://osome.iuni.iu.edu/tools/botslayer/ \n", - "12 Builtwith.com \n", - "13 https://buzzsumo.com/ \n", - "14 https://buzzweb.pro/ \n", - "15 http://carbondate.cs.odu.edu/ \n", - "16 https://meedan.com/check \n", - "17 https://chrome.google.com/webstore/detail/chec... \n", - "18 https://www.checkmyads.org/ \n", - "19 https://schema.org/ClaimReview \n", - "20 https://idir.uta.edu/claimbuster/ \n", - "21 https://www.commercial-register.sg.ch/home/wor... \n", - "22 https://www.corporationwiki.com/ \n", - "23 https://www.ibm.com/watson \n", - "24 https://apps.crowdtangle.com/chrome-extension \n", - "25 https://www.crowdtangle.com/ \n", - "26 https://deepdiveduck.com \n", - "27 http://disinfobusters.eu \n", - "28 https://www.allianceofdemocracies.org/initiati... \n", - "29 https://dnslytics.com/ \n", - "30 https://domainbigdata.com/ \n", - "31 https://whois.domaintools.com/ \n", - "32 https://ewitness.commons.gc.cuny.edu/ \n", - "33 http://www.emergent.info/about \n", - "34 https://reports.exodus-privacy.eu.org/en/ \n", - "35 https://www.facebook.com/ads/archive/?active_s... \n", - "36 https://secure.avaaz.org/campaign/en/disinfo_v... \n", - "37 https://www.fakespot.com/ \n", - "38 https://fbstalker.thao.pw/ \n", - "39 https://chrome.google.com/webstore/detail/feed... \n", - "40 https://findclone.ru/ \n", - "41 https://www.elevenpaths.com/labstools/foca/ind... \n", - "42 https://foller.me/ \n", - "43 https://followerwonk.com/ \n", - "44 https://www.alionscience.com \n", - "45 http://fotoforensics.com \n", - "46 http://fotoforensics.com/ \n", - "47 https://www.newocr.com/ \n", - "48 https://www.darwinai.com \n", - "49 https://gephi.org/users/install/ \n", - "50 https://getbadnews.com/#intro \n", - "51 https://chrome.google.com/webstore/detail/ghos... \n", - "52 http://gltr.io \n", - "53 http://transparencyreport.google.com/political... \n", - "54 https://trends.google.com/trends \n", - "55 http://gramspy.com/ \n", - "56 http://graph.tips/beta \n", - "57 https://www.ground.news/about \n", - "58 \n", - "59 https://hooyubusiness.com \n", - "60 https://web.hypothes.is/ \n", - "61 https://offshoreleaks.icij.org/ \n", - "62 https://csmr.umich.edu/platform-health-metrics/ \n", - "63 https://startinfluence.com/ \n", - "64 https://archive.org/web/ \n", - "65 https://investigativedashboard.org/ \n", - "66 https://www.invid-project.eu/ \n", - "67 http://exif.regex.info/ \n", - "68 https://tattle.co.in/products/jod-bot \n", - "69 https://keyhole.co/ \n", - "70 https://keyhole.co/ \n", - "71 https://www.kharon.com \n", - "72 https://github.com/tattle-made/archive-telegra... \n", - "73 https://tattle.co.in/products/kosh/ \n", - "74 https://littlesis.org/ \n", - "75 https://www.meltwater.com/en/solutions/social-... \n", - "76 https://mentionmapp.com/ \n", - "77 http://www.mythoslabs.org/ \n", - "78 https://www.misp-project.org/ \n", - "79 https://moat.com/ \n", - "80 https://name2email.com/ \n", - "81 https://namechk.com/ \n", - "82 https://nerdydata.com/search \n", - "83 https://www.newscheck.com/ \n", - "84 https://www.newsguardtech.com/ \n", - "85 https://www.newswhip.com/ \n", - "86 https://nobias.com/ \n", - "87 https://nobias.com/ \n", - "88 https://opencorporates.com/ \n", - "89 https://www.opensanctions.org/ \n", - "90 https://orbisdirectory.bvdinfo.com/version-201... \n", - "91 https://our.news/ \n", - "92 https://www.pathmatics.com/ \n", - "93 https://pimeyes.com/en \n", - "94 https://pipl.com/ \n", - "95 https://policychangeindex.org/ \n", - "96 https://cosmetheus.com/ \n", - "97 https://predata.com \n", - "98 https://publicwww.com/ \n", - "99 https://www.sparksandhoney.com/ \n", - "100 https://rd2020.org/ \n", - "101 https://reaper.social/ \n", - "102 https://www.recordedfuture.com \n", - "103 https://www.remove.bg/ \n", - "104 http://karmadecay.com/ \n", - "105 https://yandex.com/images/ \n", - "106 https://searchusers.com/ \n", - "107 https://platform.sensity.ai/deepfake-detection \n", - "108 \n", - "109 http://similarweb.com/ \n", - "110 https://www.skopenow.com/ \n", - "111 https://www.smat-app.com/ \n", - "112 https://socialblade.com \n", - "113 \n", - "114 http://www.spokeo.com/ \n", - "115 http://www.spyonweb.com/ \n", - "116 https://www.mitre.org/publications/project-sto... \n", - "117 https://play.google.com/store/apps/details?id=... \n", - "118 http://tgstat.com \n", - "119 https://thatsthem.com/ \n", - "120 https://www.thenewshero.org/ \n", - "121 https://propagandagame.org \n", - "122 https://www.socialmediatoday.com/news/facebook... \n", - "123 https://tineye.com/ \n", - "124 tineye.com \n", - "125 https://tinfoleak.com/ \n", - "126 http://get.trendolizer.com/ \n", - "127 https://trive.news/ \n", - "128 https://www.truepic.com \n", - "129 https://www.truly.media/ \n", - "130 https://trustedtimes.org \n", - "131 https://chrome.google.com/webstore/detail/trus... \n", - "132 https://www.truthnest.com \n", - "133 https://tweetbeaver.com/index.php \n", - "134 http://twiangulate.com/ \n", - "135 https://www.twitonomy.com/go-premium.php \n", - "136 https://twitter.com/search-advanced \n", - "137 http://twittertrails.com/ \n", - "138 https://twren.ch/ \n", - "139 https://urlscan.io/ \n", - "140 http://viewcached.com/ \n", - "141 https://viewdns.info/reverseip/ \n", - "142 \n", - "143 https://chrome.google.com/webstore/detail/wayb... \n", - "144 http://webmii.com/ \n", - "145 https://tattle.co.in/products/whatsapp-archiver \n", - "146 https://whatsmyname.app/ \n", - "147 https://whotargets.me/en/about-who-targets-me/ \n", - "148 https://whoisology.com/ \n", - "149 http://whopostedwhat.com/ \n", - "150 https://www.omelas.io/wolf-totem-product \n", - "151 https://www.yonder-ai.com \n", - "152 https://citizenevidence.org/2014/07/01/youtube... \n", - "\n", - " category disinformation_use \\\n", - "0 Social Media Search and Account Analysis \n", - "1 Advertising Analysis Designed for disinfo \n", - "2 Network analysis Designed for disinfo \n", - "3 Web Traffic Analysis \n", - "4 Website Analysis Useful \n", - "5 Website Analysis \n", - "6 Image analysis Designed for disinfo \n", - "7 Web Traffic Analysis \n", - "8 Designed for disinfo \n", - "9 Bot analysis Designed for disinfo \n", - "10 Bot analysis Designed for disinfo \n", - "11 Bot analysis Designed for disinfo \n", - "12 Designed for disinfo \n", - "13 Commonly used \n", - "14 Social Media Search and Account Analysis \n", - "15 Website Analysis \n", - "16 Designed for disinfo \n", - "17 Designed for disinfo \n", - "18 \n", - "19 Designed for disinfo \n", - "20 Designed for disinfo \n", - "21 Corporate/Business Tools \n", - "22 Corporate/Business Tools \n", - "23 Designed for disinfo \n", - "24 Commonly used \n", - "25 Commonly used \n", - "26 Website Analysis \n", - "27 \n", - "28 Designed for disinfo \n", - "29 Website Analysis \n", - "30 Website Analysis \n", - "31 Website Analysis \n", - "32 Image analysis Potentially useful \n", - "33 Designed for disinfo \n", - "34 Advertising Analysis \n", - "35 Advertising Analysis \n", - "36 \n", - "37 Social Media Search and Account Analysis \n", - "38 Social Media Search and Account Analysis \n", - "39 Potentially useful \n", - "40 Image analysis \n", - "41 Website Analysis \n", - "42 Social Media Search and Account Analysis \n", - "43 Social Media Search and Account Analysis \n", - "44 Potentially useful \n", - "45 Image analysis Useful \n", - "46 Image analysis \n", - "47 Image analysis \n", - "48 Potentially useful \n", - "49 Network analysis Commonly used \n", - "50 Designed for disinfo \n", - "51 Browser Plugin \n", - "52 Designed for disinfo \n", - "53 Advertising Analysis \n", - "54 Commonly used \n", - "55 Social Media Search and Account Analysis \n", - "56 Social Media Search and Account Analysis Useful \n", - "57 \n", - "58 Designed for disinfo \n", - "59 Finding People \n", - "60 Commonly used \n", - "61 Corporate/Business Tools \n", - "62 Ratings Designed for disinfo \n", - "63 Designed for disinfo \n", - "64 Website Analysis \n", - "65 Corporate/Business Tools \n", - "66 Image analysis Commonly used \n", - "67 Image analysis Useful \n", - "68 \n", - "69 \n", - "70 \n", - "71 \n", - "72 \n", - "73 \n", - "74 Corporate/Business Tools \n", - "75 \n", - "76 Network analysis Commonly used \n", - "77 Designed for disinfo \n", - "78 Useful \n", - "79 Advertising Analysis \n", - "80 Finding People \n", - "81 Social Media Search and Account Analysis \n", - "82 Website Analysis \n", - "83 Designed for disinfo \n", - "84 Designed for disinfo \n", - "85 \n", - "86 Designed for disinfo \n", - "87 \n", - "88 Corporate/Business Tools \n", - "89 Corporate/Business Tools \n", - "90 Corporate/Business Tools \n", - "91 \n", - "92 Advertising Analysis \n", - "93 \n", - "94 Finding People \n", - "95 \n", - "96 \n", - "97 \n", - "98 Website Analysis \n", - "99 \n", - "100 Image analysis \n", - "101 Useful \n", - "102 \n", - "103 Image analysis \n", - "104 Image analysis \n", - "105 Image analysis Commonly used \n", - "106 Social Media Search and Account Analysis \n", - "107 Image analysis \n", - "108 Designed for disinfo \n", - "109 Web Traffic Analysis \n", - "110 Finding People \n", - "111 \n", - "112 Social Media Search and Account Analysis \n", - "113 \n", - "114 Finding People \n", - "115 Website Analysis \n", - "116 Designed for disinfo \n", - "117 \n", - "118 Social Media Search and Account Analysis Useful \n", - "119 Finding People \n", - "120 Designed for disinfo \n", - "121 Designed for disinfo \n", - "122 Designed for disinfo \n", - "123 Image analysis Commonly used \n", - "124 Image analysis \n", - "125 Social Media Search and Account Analysis \n", - "126 \n", - "127 \n", - "128 Image analysis \n", - "129 Designed for disinfo \n", - "130 \n", - "131 Ratings Designed for disinfo \n", - "132 Designed for disinfo \n", - "133 Social Media Search and Account Analysis \n", - "134 Social Media Search and Account Analysis \n", - "135 Social Media Search and Account Analysis \n", - "136 Social Media Search and Account Analysis \n", - "137 \n", - "138 Social Media Search and Account Analysis \n", - "139 Website Analysis \n", - "140 Website Analysis \n", - "141 Website Analysis \n", - "142 Useful \n", - "143 Browser Plugin Commonly used \n", - "144 Social Media Search and Account Analysis \n", - "145 Useful \n", - "146 Social Media Search and Account Analysis \n", - "147 Advertising Analysis \n", - "148 Website Analysis \n", - "149 Social Media Search and Account Analysis Useful \n", - "150 Designed for disinfo \n", - "151 Designed for disinfo \n", - "152 Image analysis \n", - "\n", - " cogseccollab_use function \\\n", - "0 Account Analysis is another great Twitter acco... \n", - "1 Collect and share ads \n", - "2 social network analysis; astroturf \n", - "3 \n", - "4 AnalyzeID find related websites through ad codes \n", - "5 Archive.is often used for social media profile... \n", - "6 image analysis \n", - "7 Backlink checker \n", - "8 \n", - "9 yes \n", - "10 \n", - "11 \n", - "12 yes website details, links to other websites \n", - "13 trends; social listening \n", - "14 Buzzweb Instagram analysis tool \n", - "15 A tool that tries to guess when a webpage firs... \n", - "16 \n", - "17 \n", - "18 \n", - "19 \n", - "20 \n", - "21 List of corporate registrars around the world \n", - "22 \n", - "23 summarisation? \n", - "24 yes \n", - "25 \n", - "26 Paid tool to monitor changes to specific webpages \n", - "27 \n", - "28 training \n", - "29 DNSlytics is another great tool for connecting... \n", - "30 Domain Big Data free whois/domain name search \n", - "31 DomainTools paid whois search and investigatio... \n", - "32 image provenance \n", - "33 rumor tracker \n", - "34 Exodus tool to evaluate a mobile app’s permiss... \n", - "35 Facebook political/issue ads database \n", - "36 \n", - "37 Tool to analyze whether reviews on amazon/Yelp... \n", - "38 Facebook profile investigator \n", - "39 \n", - "40 Reverse image/facial recognition \n", - "41 FOCA tool for analyzing metadata in documents ... \n", - "42 Foller.me Analytics for Twitter \n", - "43 Followerwonk Twitter tool for searching bios, ... \n", - "44 IO platform \n", - "45 image forensics \n", - "46 \n", - "47 Take an image and convert characters to text \n", - "48 explainable AI - relevant? \n", - "49 network visualisation \n", - "50 training \n", - "51 \n", - "52 text forensics \n", - "53 Google political ads database \n", - "54 trends \n", - "55 Gramspy Instagram analysis tool \n", - "56 Facebook Graph search interface \n", - "57 bias tags on news articles \n", - "58 \n", - "59 Hooyu is a great paid tool for identifying con... \n", - "60 webpage markup \n", - "61 \n", - "62 \n", - "63 \n", - "64 Internet Archive/Wayback Machine \n", - "65 \n", - "66 image and video verification \n", - "67 \n", - "68 Telegram archiver \n", - "69 impact measurement \n", - "70 impact measurement \n", - "71 data and analytics tools \n", - "72 message verification \n", - "73 archive \n", - "74 Relationships between people, companies etc. \n", - "75 trends; social listening \n", - "76 social network visualisation \n", - "77 countering with humour \n", - "78 \n", - "79 Moat ad analytics tool \n", - "80 Name2email browser extension that helps you fi... \n", - "81 Tool to see if a username is used across diffe... \n", - "82 NerdyData source code search \n", - "83 \n", - "84 trust rating system for urls \n", - "85 soclal media analytics \n", - "86 \n", - "87 \n", - "88 \n", - "89 Global database of persons and companies of po... \n", - "90 Paid corporate search \n", - "91 \n", - "92 Pathmatics display and Facebook ads tracking t... \n", - "93 Advanced face recognition search engine, a rev... \n", - "94 Pipl people Search \n", - "95 automated content analysis \n", - "96 \n", - "97 \n", - "98 Publicwww, search to see how many websites hav... \n", - "99 \n", - "100 detect synthetic media \n", - "101 \n", - "102 \n", - "103 Free tool that helps remove background images ... \n", - "104 Reverse image search tool for Reddit \n", - "105 \n", - "106 A tool to search for Instagram users by name o... \n", - "107 \n", - "108 \n", - "109 \n", - "110 Skopenow (an excellent paid tool) \n", - "111 trends \n", - "112 SocialBlade tool for analyzing YouTube, Twitte... \n", - "113 \n", - "114 Spokeo people search (good for the US only) \n", - "115 Spy On Web search for tracking Google Analytic... \n", - "116 \n", - "117 WhatsApp message forwarding \n", - "118 A tool for analyzing a Telegram account/channel \n", - "119 Thats Them people search \n", - "120 training \n", - "121 training \n", - "122 \n", - "123 reverse image search \n", - "124 search for images \n", - "125 Get useful overview related to a Twitter account \n", - "126 trending stories \n", - "127 \"human swarming\" \n", - "128 image verification \n", - "129 crowdsourced verification \n", - "130 news article analysis \n", - "131 site rating for advertisers \n", - "132 twitter analytics \n", - "133 TweetBeaver account tools \n", - "134 Twiangulate.com for mapping connections betwee... \n", - "135 Analyzing a twitter account, hashtags, etc. \n", - "136 Twitter advanced search \n", - "137 twitter tracking \n", - "138 Tool that lists the accounts that retweeted a ... \n", - "139 URLScan is a free tool that gives an overview ... \n", - "140 Viewcached.com tool for retrieving cached page... \n", - "141 ViewDNS is another useful tool for analyzing d... \n", - "142 \n", - "143 \n", - "144 Webmii social media profile search \n", - "145 WhatsApp archiver \n", - "146 An even more comprehensive tool for searching ... \n", - "147 political ad scraper \n", - "148 Whoisology whois-domain search \n", - "149 Search for dates and date ranges on Facebook \n", - "150 dashboard \n", - "151 \n", - "152 Extract hidden data from videos hosted on YouT... \n", - "\n", - " code_url artifacts \\\n", - "0 \n", - "1 ads \n", - "2 accounts \n", - "3 \n", - "4 \n", - "5 \n", - "6 images \n", - "7 \n", - "8 \n", - "9 accounts \n", - "10 accounts \n", - "11 accounts \n", - "12 webpages \n", - "13 \n", - "14 \n", - "15 \n", - "16 https://github.com/meedan/check \n", - "17 artifacts \n", - "18 \n", - "19 \n", - "20 \n", - "21 \n", - "22 \n", - "23 \n", - "24 socialmedia \n", - "25 socialmedia \n", - "26 \n", - "27 \n", - "28 \n", - "29 \n", - "30 \n", - "31 \n", - "32 images \n", - "33 \n", - "34 \n", - "35 \n", - "36 \n", - "37 \n", - "38 \n", - "39 \n", - "40 \n", - "41 \n", - "42 \n", - "43 \n", - "44 \n", - "45 images \n", - "46 \n", - "47 \n", - "48 \n", - "49 \n", - "50 \n", - "51 \n", - "52 text \n", - "53 \n", - "54 \n", - "55 \n", - "56 \n", - "57 \n", - "58 \n", - "59 \n", - "60 webpages \n", - "61 \n", - "62 \n", - "63 \n", - "64 \n", - "65 \n", - "66 images \n", - "67 \n", - "68 https://github.com/tattle-made/archive-telegra... messageapps \n", - "69 \n", - "70 \n", - "71 \n", - "72 https://github.com/tattle-made/archive-telegra... messageapps \n", - "73 https://github.com/tattle-made/kosh messageapps \n", - "74 \n", - "75 \n", - "76 \n", - "77 \n", - "78 \n", - "79 \n", - "80 \n", - "81 \n", - "82 \n", - "83 \n", - "84 webpages \n", - "85 \n", - "86 \n", - "87 \n", - "88 \n", - "89 \n", - "90 \n", - "91 \n", - "92 \n", - "93 \n", - "94 \n", - "95 https://github.com/PSLmodels \n", - "96 \n", - "97 \n", - "98 \n", - "99 \n", - "100 images \n", - "101 https://github.com/ScriptSmith/reaper \n", - "102 \n", - "103 \n", - "104 \n", - "105 \n", - "106 \n", - "107 \n", - "108 \n", - "109 \n", - "110 \n", - "111 \n", - "112 \n", - "113 https://github.com/ScriptSmith/socialreaper \n", - "114 \n", - "115 \n", - "116 \n", - "117 messageapps \n", - "118 \n", - "119 \n", - "120 \n", - "121 \n", - "122 \n", - "123 images \n", - "124 images \n", - "125 \n", - "126 \n", - "127 \n", - "128 images \n", - "129 \n", - "130 webpages \n", - "131 webpages \n", - "132 socialmedia \n", - "133 \n", - "134 \n", - "135 \n", - "136 \n", - "137 socialmedia \n", - 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"100 request access 101 \n", - "101 102 \n", - "102 103 \n", - "103 104 \n", - "104 105 \n", - "105 106 \n", - "106 107 \n", - "107 108 \n", - "108 109 \n", - "109 110 \n", - "110 111 \n", - "111 112 \n", - "112 113 \n", - "113 114 \n", - "114 115 \n", - "115 116 \n", - "116 browser extension;mobile app 117 \n", - "117 118 \n", - "118 119 \n", - "119 120 \n", - "120 121 \n", - "121 122 \n", - "122 closed 123 \n", - "123 browser extension 124 \n", - "124 125 \n", - "125 126 \n", - "126 127 \n", - "127 browser extension 128 \n", - "128 129 \n", - "129 130 \n", - "130 browser extension 131 \n", - "131 browser extension 132 \n", - "132 133 \n", - "133 134 \n", - "134 135 \n", - "135 136 \n", - "136 137 \n", - "137 138 \n", - "138 139 \n", - "139 140 \n", - "140 141 \n", - "141 142 \n", - "142 143 \n", - "143 144 \n", - "144 145 \n", - "145 open source 146 \n", - "146 147 \n", - "147 browser extension open source 148 \n", - "148 149 \n", - "149 150 \n", - "150 151 \n", - "151 152 \n", - "152 153 " + " technique_id id \n", + "0 T0018 1 \n", + "1 T0018 2 \n", + "2 T0018 3 \n", + "3 T0017 4 \n", + "4 T0019 5 \n", + "5 T0019 6 \n", + "6 T0019 7 \n", + "7 T0019 8 \n", + "8 T0019 9 \n", + "9 T0019 10 \n", + "10 T0019 11 \n", + "11 T0019 12 \n", + "12 T0019 13 \n", + "13 T0019 14 \n", + "14 T0019 15 \n", + "15 T0019 16 \n", + "16 T0056 17 \n", + "17 T0056 18 \n", + "18 T0056 19 \n", + "19 T0056 20 \n", + "20 T0056 21 \n", + "21 T0056 22 \n", + "22 T0056 23 \n", + "23 T0056 24 \n", + "24 T0056 25 \n", + "25 T0056 26 \n", + "26 T0056 27 \n", + "27 T0056 28 \n", + "28 T0056 29 \n", + "29 T0046 30 \n", + "30 T0046 31 \n", + "31 T0046 32 \n", + "32 T0046 33 \n", + "33 T0046 34 \n", + "34 T0046 35 \n", + "35 T0046 36 \n", + "36 T0046 37 \n", + "37 T0046 38 \n", + "38 T0046 39 \n", + "39 T0046 40 \n", + "40 T0046 41 \n", + "41 T0058 42 \n", + "42 T0058 43 \n", + "43 T0058 44 \n", + "44 T0054 45 \n", + "45 T0054 46 \n", + "46 T0054 47 \n", + "47 T0054 48 \n", + "48 T0054 49 \n", + "49 T0054 50 \n", + "50 T0054 51 \n", + "51 T0054 52 \n", + "52 T0054 53 \n", + "53 T0054 54 \n", + "54 T0054 55 \n", + "55 T0054 56 \n", + "56 T0054 57 \n", + "57 T0054 58 \n", + "58 T0054 59 \n", + "59 T0053 60 \n", + "60 T0053 61 \n", + "61 T0053 62 \n", + "62 T0053 63 \n", + "63 T0053 64 \n", + "64 T0053 65 \n", + "65 T0053 66 \n", + "66 T0053 67 \n", + "67 T0053 68 \n", + "68 T0053 69 \n", + "69 T0053 70 \n", + "70 T0053 71 \n", + "71 T0053 72 \n", + "72 T0053 73 \n", + "73 T0007 74 \n", + "74 T0007 75 \n", + "75 T0007 76 \n", + "76 T0007 77 \n", + "77 T0007 78 \n", + "78 T0007 79 \n", + "79 T0007 80 \n", + "80 T0007 81 \n", + "81 T0057 82 \n", + "82 T0057 83 \n", + "83 T0057 84 \n", + "84 T0057 85 \n", + "85 T0057 86 \n", + "86 T0029 87 \n", + "87 T0029 88 \n", + "88 T0010 89 \n", + "89 T0010 90 \n", + "90 T0010 91 \n", + "91 T0010 92 \n", + "92 T0010 93 \n", + "93 T0010 94 \n", + "94 T0010 95 \n", + "95 T0010 96 \n", + "96 T0010 97 \n", + "97 T0010 98 \n", + "98 T0010 99 \n", + "99 T0031 100 \n", + "100 T0031 101 \n", + "101 T0031 102 \n", + "102 T0031 103 \n", + "103 T0031 104 \n", + "104 T0031 105 \n", + "105 T0031 106 \n", + "106 T0031 107 \n", + "107 T0031 108 \n", + "108 T0031 109 \n", + "109 T0032 110 \n", + "110 T0032 111 \n", + "111 T0032 112 \n", + "112 T0032 113 \n", + "113 T0032 114 \n", + "114 T0032 115 \n", + "115 T0032 116 \n", + "116 T0032 117 \n", + "117 T0032 118 \n", + "118 T0032 119 \n", + "119 T0034 120 \n", + "120 T0034 121 \n", + "121 T0034 122 \n", + "122 T0035 123 \n", + "123 T0035 124 \n", + "124 T0035 125 \n", + "125 T0036 126 \n", + "126 T0036 127 \n", + "127 T0036 128 \n", + "128 T0021 129 \n", + "129 T0021 130 \n", + "130 T0021 131 \n", + "131 T0021 132 \n", + "132 T0030 133 \n", + "133 T0030 134 \n", + "134 T0043 135 \n", + "135 T0024 136 \n", + "136 T0024 137 \n", + "137 T0015 138 \n", + "138 T0055 139 \n", + "139 T0039 140 \n", + "140 T0039 141 \n", + "141 T0039 142 \n", + "142 T0045 143 \n", + "143 T0052 144 \n", + "144 T0052 145 \n", + "145 T0052 146 \n", + "146 T0052 147 \n", + "147 T0052 148 \n", + "148 T0020 149 \n", + "149 T0020 150 \n", + "150 T0020 151 \n", + "151 T0020 152 \n", + "152 T0025 153 \n", + "153 T0025 154 \n", + "154 T0025 155 \n", + "155 T0025 156 \n", + "156 T0025 157 \n", + "157 T0044 158 \n", + "158 T0033 159 \n", + "159 T0033 160 \n", + "160 T0016 161 \n", + "161 T0001 162 \n", + "162 T0001 163 \n", + "163 T0001 164 \n", + "164 T0001 165 \n", + "165 T0001 166 \n", + "166 T0001 167 \n", + "167 T0001 168 \n", + "168 T0040 169 \n", + "169 T0040 170 \n", + "170 T0049 171 \n", + "171 T0049 172 \n", + "172 T0049 173 \n", + "173 T0051 174 \n", + "174 T0050 175 \n", + "175 T0050 176 \n", + "176 T0047 177 \n", + "177 T0048 178 \n", + "178 T0002 179 \n", + "179 T0002 180 \n", + "180 T0011 181 \n", + "181 T0009 182 \n", + "182 T0023 183 \n", + "183 T0023 184 \n", + "184 T0022 185 \n", + "185 T0008 186 " ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -4130,7 +2365,7 @@ "newtable = add_table(amitt.df_frameworks, 'framework', ['amitt_id', 'name', 'summary'])\n", "newtable = add_table(amitt.df_metatechniques, 'metatechnique', ['amitt_id', 'name', 'summary'])\n", "newtable = add_table(amitt.df_phases, 'phase', ['amitt_id', 'name', 'rank', 'summary'])\n", - "#newtable = add_table(amitt.df_playbook, 'playbook', ['amitt_id', 'name', 'summary'])\n", + "newtable = add_table(amitt.df_playbooks, 'playbook', ['amitt_id', 'object_id', 'name', 'summary'])\n", "newtable = add_table(amitt.df_resources, 'resource', ['amitt_id', 'name', 'summary', 'resource_type'])\n", "newtable = add_table(amitt.df_responsetypes, 'responsetype', ['amitt_id', 'name', 'summary'])\n", "#newtable = add_table(amitt.df_sector, 'sector', ['amitt_id', 'name', 'summary'])\n", @@ -4148,9 +2383,11 @@ "\n", "# -- datasets --\n", "\n", + "newtable = add_table(amitt.df_examples, 'example', ['amitt_id', 'object_id', 'name', 'summary'])\n", + "\n", "# dataset\n", "# reference - create this from other tables. \n", - "# incidenttechnique crosstable - and others, inc incidentcounter - create from data\n", + "# Also need incidentcounter etc - create from data\n", "newtable = add_table(amitt.df_groups, 'group', ['amitt_id', 'name', 'url', 'summary', \n", " 'sector', 'primary_role', 'secondary_role', \n", " 'primary_subject', 'secondary_subject', \n", @@ -4164,6 +2401,11 @@ " 'disinformation_use', 'cogseccollab_use', \n", " 'function', 'code_url', 'artifacts', \n", " 'automation', 'platform', 'accessibility'])\n", + "# incidenttechnique crosstable\n", + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "newtable = add_table(it, 'incident_technique', ['amitt_id', 'name', 'summary', \n", + " 'incident_id', 'technique_id'])\n", "\n", "# Load in users table, and close connection\n", "if dbasetype == 'sqlite':\n", @@ -4186,1409 +2428,15 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "dict_keys(['df_phases', 'df_frameworks', 'df_techniques', 'df_tasks', 'df_incidents', 'df_groups', 'df_tools', 'df_counters', 'df_detections', 'df_actortypes', 'df_resources', 'df_responsetypes', 'df_metatechniques', 'it', 'df_tactics', 'df_techniques_per_tactic', 'df_counters_per_tactic', 'phases', 'tactics', 'techniques', 'counters', 'metatechniques', 'actortypes', 'resources', 'num_tactics', 'cross_counterid_techniqueid', 'cross_counterid_resourceid', 'cross_counterid_actortypeid', 'cross_detectionid_techniqueid', 'cross_detectionid_resourceid', 'cross_detectionid_actortypeid'])\n", - "\n", - "df_incidents columns: Index(['amitt_id', 'name', 'objecttype', 'summary', 'year_started',\n", - " 'attributions_seen', 'found_in_country', 'urls', 'notes', 'when_added',\n", - " 'found_via', 'longname'],\n", - " dtype='object')\n" - ] - }, - { - "data": { - "text/html": [ - "
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amitt_idnameobjecttypesummaryyear_startedattributions_seenfound_in_countryurlsnoteswhen_addedfound_vialongname
0I00001Blacktivists facebook groupincidentInternet Research Agency created fake @blackti...2016RussiaUSAhttps://money.cnn.com/2017/09/28/media/blackti...2019-02-24I00001 - Blacktivists facebook group
1I00002#VaccinateUScampaignuse both pro- and anti- topic messaging to cre...2014RussiaWorldhttps://www.washingtonpost.com/science/2018/08...2019-02-24I00002 - #VaccinateUS
2I00003Beyonce protest ralliesincidentuse both pro- and anti- topic messaging to cre...2016RussiaUSAhttps://www.theguardian.com/us-news/2018/may/1...2019-02-24I00003 - Beyonce protest rallies
3I00004#Macrongateincidentamplified document dump failed because France ...2017RussiaFrancehttp://www.niemanlab.org/2018/09/how-france-be...2019-02-24I00004 - #Macrongate
4I00005Brexit votecampaignIn early 2014, then UK PM David Cameron outlin...2016RussiaUKhttps://www.forbes.com/sites/emmawoollacott/20...2019-02-24I00005 - Brexit vote
5I00006Columbian ChemicalsincidentEarly Russian (IRA) “fake news” stories. Compl...2014RussiaUSAhttps://en.wikipedia.org/wiki/Columbian_Chemic...2019-02-24I00006 - Columbian Chemicals
6I00007Incirlik terroristsincidentFake story transmitted from Russian media to T...2016RussiaUSAhttps://www.politifact.com/truth-o-meter/state...2019-02-24I00007 - Incirlik terrorists
7I00008Bujicincident2017RussiaSerbiahttps://www.stopfake.org/en/vencislav-the-virg...Serbia pro-Kremlin disinfo campaign by Vencisl...2019-02-24I00008 - Bujic
8I00009PhilippinesExpertincidentPresident of the Philippine visited Moscow and...2017RussiaPhilippineshttps://codastory.com/disinformation/how-a-lit...Philippines Social Media: Russian Disinformati...2019-02-24I00009 - PhilippinesExpert
9I00010ParklandTeensincidentIRA trolls amplified the far right messaging a...2018USAhttps://www.nytimes.com/2018/03/27/us/parkland...Parkland survivors2019-02-01I00010 - ParklandTeens
10I00011CovingtonTeenincident2019USAhttps://www.wcpo.com/news/national/fact-check-...MAGA kid (Covington)2019-02-01I00011 - CovingtonTeen
11I00012ChinaSmogincident2011ChinaChinahttps://www.cjr.org/innovations/memes-pollutio...China smog (not an attack, but a counter to di...2019-02-24I00012 - ChinaSmog
12I00013FranceBlacktivistsincident2014RussiaFrancehttps://medium.com/dfrlab/trolltracker-glimpse...France blacktivists2019-02-24I00013 - FranceBlacktivists
13I00014GiletsJaunePileonincident2018RussiaFrancehttps://www.wired.com/story/co-opting-french-u...Russian pile-onto #GiletsJaune (and expansion ...2019-02-24I00014 - GiletsJaunePileon
14I00015ConcordDiscoveryincidentThe Office of Special Counsel accused Concord ...2019RussiaUSAhttps://www.theatlantic.com/politics/archive/2...2019-02-01I00015 - ConcordDiscovery
15I00016LithuanianElvescampaign2014RussiaLithuaniahttps://www.ft.com/content/b3701b12-2544-11e9-...2019-02-01I00016 - LithuanianElves
16I00017US presidential electionscampaignMake Clinton look bad or unpopular, and Trump ...2016RussiaUSAhttps://www.dni.gov/files/documents/ICA_2017_0...2019-02-24OIII00017 - US presidential elections
17I00018DNC email leak incidenttactic2016RussiaUSAChannels: RU domestic, RU multilingual (RT/Spu...2019-02-24OIII00018 - DNC email leak incident
18I00019MacronTiphaineincidentFar-right trolls on 4chan and Twitter spreadin...2017Francehttps://www.buzzfeednews.com/article/ryanhates...Trolls OII2019-02-24OIII00019 - MacronTiphaine
19I000203000 tanksincident2017RussiaWorldhttps://medium.com/@DFRLab/three-thousand-fake...2019-02-24OIII00020 - 3000 tanks
20I00021Armenia electionscampaign2017RussiaArmeniahttps://medium.com/dfrlab/fakes-bots-and-block...2019-02-24OIII00021 - Armenia elections
21I00022#MacronleaksincidentCountering the spreading of an alleged 9GB of ...2017RussiaFrancehttps://medium.com/dfrlab/hashtag-campaign-mac...2019-02-24OIII00022 - #Macronleaks
22I00023#dislikemacronincident2017RussiaFrancehttps://medium.com/dfrlab/russian-and-french-t...unsuccessful2019-02-24OIII00023 - #dislikemacron
23I00024#syriahoaxincident2017SyriaUSAhttps://medium.com/dfrlab/how-the-alt-right-br...2019-02-24OIII00024 - #syriahoax
24I00025EU ArmyincidentTraces back to 2016: Guardian “Is there a secr...2018RussiaEUhttps://medium.com/dfrlab/spread-it-on-reddit-...2019-02-24OIII00025 - EU Army
25I00026Netherlands referendum on Ukraineincident2016RussiaNetherlandshttps://www.washingtonpost.com/opinions/russia...2019-02-24OIII00026 - Netherlands referendum on Ukraine
26I00027crucifiedboyincident2014RussiaUkrainehttps://helda.helsinki.fi//bitstream/handle/10...2019-02-24OIII00027 - crucifiedboy
27I00028mh17 downedincident2014RussiaUkrainehttps://www.stopfake.org/en/lies-spanish-fligh...2019-02-24OIII00028 - mh17 downed
28I00029MH17 investigationcampaignSince the shooting down of Malaysia Airlines F...2016RussiaUkrainehttps://www.novayagazeta.ru/news/2015/05/07/11...Changed to campaign (still in the news, and st...2019-02-24OIII00029 - MH17 investigation
29I00030LastJediincident2018RussiaWorldhttps://slate.com/culture/2018/10/last-jedi-st...2019-02-24OIII00030 - LastJedi
30I00031antivaxapt2018RussiaWorldhttps://ajph.aphapublications.org/doi/pdf/10.2...2019-02-24OIII00031 - antivax
31I00032KavanaughincidentBefore the Senate SCOTUS confirmation hearings...2018RussiaUSAhttps://qz.com/1409102/russian-trolls-and-bots...2019-02-24OIII00032 - Kavanaugh
32I00033China 50cent Armyapt50cent Army is a CCP “tool” - “massive secret ...2014ChinaChinahttps://gking.harvard.edu/files/gking/files/ho...campaign (multiple incidents, e.g. Shanshan ri...2019-02-24OIII00033 - China 50cent Army
33I00034DibaFacebookExpeditionincidentIn the Expedition, Diba engaged in a highly or...2016ChinaTaiwanhttps://www.ideals.illinois.edu/handle/2142/96...2019-02-24OIII00034 - DibaFacebookExpedition
34I00035BrazilelectionscampaignBot activity in Brazil elections2014BrazilBrazilhttps://blogs.oii.ox.ac.uk/politicalbots/wp-co...2019-02-24OIII00035 - Brazilelections
35I00036BrazilPresDebateincident2014BrazilBrazilhttps://www.wilsoncenter.org/blog-post/bots-br...2019-02-24OIII00036 - BrazilPresDebate
36I00037Rioelectionsincident2016BrazilBrazilhttps://www1.folha.uol.com.br/poder/eleicoes-2...2019-02-24OIII00037 - Rioelections
37I00038Brazilimpeachmentincident2016BrazilBrazilhttp://www.labic.net/cartografia/a-rede-das-im...2019-02-24OIII00038 - Brazilimpeachment
38I00039MerkelFacebookincidentTop stories about Merkel in both German and En...2017Germanyhttps://www.buzzfeed.com/albertonardelli/hyper...2019-02-24OIII00039 - MerkelFacebook
39I00040modamaniSelfieincident2015Germanyhttps://www.nytimes.com/2017/02/06/business/sy...2019-02-24OIII00040 - modamaniSelfie
40I00041Refugee crime mapincident2017Germanyhttps://uebermedien.de/11488/kartenlegen-mit-k...2019-02-24OIII00041 - Refugee crime map
41I00042Saudi/Qatar bot disputeincidentIn the summer of 2017, Twitter bots—automated ...2017SaudiArabiaQatarhttps://jia.sipa.columbia.edu/robot-wars-how-b...robot wars how bots joined battle in the gulf\"2019-02-24MISI00042 - Saudi/Qatar bot dispute
42I00043FCC commentsincident2017USAhttps://gizmodo.com/how-an-investigation-of-fa...does this count as an incident, or is it just ...2019-02-24MISI00043 - FCC comments
43I00044JadeHelm exerciseincidentIn the summer of 2015, thousands of troops fro...2015USAhttps://www.politifact.com/texas/article/2018/...2019-02-25MISI00044 - JadeHelm exercise
44I00045SkripalincidentOn 4 March 2018, Sergei Skripal, a former Russ...2018RussiaUKhttps://www.bellingcat.com/tag/skripal/ https:...This is Beliingcat's full library of Skirpal r...2019-03-20I00045 - Skripal
45I00046North Macedoniaincident2018RussiaMacedoniahttps://www.nytimes.com/2018/09/16/world/europ...disinformation directed by Russian-backed grou...2019-03-20I00046 - North Macedonia
46I00047Sea of AzovincidentAn international incident occurred on 25 Novem...2018RussiaWorldhttps://euvsdisinfo.eu/wave-of-disinformation-...2019-03-20I00047 - Sea of Azov
47I00048White Helmetscampaign2015RussiaWorldhttps://thesyriacampaign.org/wp-content/upload...2019-03-20I00048 - White Helmets
48I00049White Helmets: Chemical WeaponsincidentOn 7 April 2018, a high number of civilians we...2017RussiaWorldhttp://www.publications.atlanticcouncil.org/br...2019-03-20I00049 - White Helmets: Chemical Weapons
49I00050#HandsOffVenezuelaincidentVenezuela has been thrown into turmoil after G...2019RussiaWorldhttps://euvsdisinfo.eu/twitter-as-an-informati...2019-03-20I00050 - #HandsOffVenezuela
50I00051Integrity InitiativeincidentThe UK Foreign Office has accused Russian stat...2018RussiaWorldhttps://eaworldview.com/2019/01/counter-russia...This is an excellent example of the tables get...2019-03-20I00051 - Integrity Initiative
51I00052China overiewcampaign2015ChinaWorldhttps://www.recordedfuture.com/china-social-me...global strategic goals for China different fro...2019-03-20I00052 - China overiew
52I00053China Huawei CFO ArrestincidentDec. 1: Canadian authorities arrest Huawei's c...2018ChinaWorldhttps://www.theatlantic.com/international/arch...“The Chinese have been very active here,” said...2019-03-20I00053 - China Huawei CFO Arrest
53I00054China Muslimsincident2018ChinaWorldhttps://www.ctvnews.ca/world/china-says-foreig...China rejects the allegations that it has lock...2019-03-20I00054 - China Muslims
54I0005550 Cent Armycampaign2008ChinaWorldhttps://www.voanews.com/a/who-is-that-chinese-...2019-03-20I00055 - 50 Cent Army
55I00056Iran Influence OperationscampaignIranian interference in the politics of Arab c...2012IranWorldhttps://www.fireeye.com/blog/threat-research/2...FireEye has identified a suspected influence o...2019-03-20I00056 - Iran Influence Operations
56I00057Mexico Electionincident2018Russia,MexicoMexicohttps://www.smh.com.au/world/north-america/mis...2019-03-20I00057 - Mexico Election
57I00058Chemnitzincident2018RussiaGermanyhttps://www.thebureauinvestigates.com/stories/...2019-03-20I00058 - Chemnitz
58I00059Myanmar - Rohingyacampaign2014MyanmarMyanmarhttps://www.reuters.com/investigates/special-r...Personal note (see Reuters side bar... end of ...2019-03-20I00059 - Myanmar - Rohingya
59I00060White Genocidecampaign2018RussiaWorldhttps://www.smh.com.au/world/oceania/the-high-...Personal note (see Reuters side bar... end of ...2019-03-20I00060 - White Genocide
60I00061Military veterans Targettingcampaign2017RussiaUShttps://www.stripes.com/congressmen-urge-fbi-t...2019-03-20I00061 - Military veterans Targetting
61I00062Brexit/UK ongoingcampaign2015Russia,UKUKhttps://www.politico.eu/article/britain-nation...This is current, and offers very good \"Anatomy...2019-03-20I00062 - Brexit/UK ongoing
62I00063Olympic Doping ScandalcampaignOn 18 July 2016, Richard McLaren, a Canadian a...2016RussiaWorldhttps://www.nytimes.com/2016/05/13/sports/russ...2019-04-06I00063 - Olympic Doping Scandal
\n", - "
" - ], - "text/plain": [ - " amitt_id name objecttype \\\n", - "0 I00001 Blacktivists facebook group incident \n", - "1 I00002 #VaccinateUS campaign \n", - "2 I00003 Beyonce protest rallies incident \n", - "3 I00004 #Macrongate incident \n", - "4 I00005 Brexit vote campaign \n", - "5 I00006 Columbian Chemicals incident \n", - "6 I00007 Incirlik terrorists incident \n", - "7 I00008 Bujic incident \n", - "8 I00009 PhilippinesExpert incident \n", - "9 I00010 ParklandTeens incident \n", - "10 I00011 CovingtonTeen incident \n", - "11 I00012 ChinaSmog incident \n", - "12 I00013 FranceBlacktivists incident \n", - "13 I00014 GiletsJaunePileon incident \n", - "14 I00015 ConcordDiscovery incident \n", - "15 I00016 LithuanianElves campaign \n", - "16 I00017 US presidential elections campaign \n", - "17 I00018 DNC email leak incident tactic \n", - "18 I00019 MacronTiphaine incident \n", - "19 I00020 3000 tanks incident \n", - "20 I00021 Armenia elections campaign \n", - "21 I00022 #Macronleaks incident \n", - "22 I00023 #dislikemacron incident \n", - "23 I00024 #syriahoax incident \n", - "24 I00025 EU Army incident \n", - "25 I00026 Netherlands referendum on Ukraine incident \n", - "26 I00027 crucifiedboy incident \n", - "27 I00028 mh17 downed incident \n", - "28 I00029 MH17 investigation campaign \n", - "29 I00030 LastJedi incident \n", - "30 I00031 antivax apt \n", - "31 I00032 Kavanaugh incident \n", - "32 I00033 China 50cent Army apt \n", - "33 I00034 DibaFacebookExpedition incident \n", - "34 I00035 Brazilelections campaign \n", - "35 I00036 BrazilPresDebate incident \n", - "36 I00037 Rioelections incident \n", - "37 I00038 Brazilimpeachment incident \n", - "38 I00039 MerkelFacebook incident \n", - "39 I00040 modamaniSelfie incident \n", - "40 I00041 Refugee crime map incident \n", - "41 I00042 Saudi/Qatar bot dispute incident \n", - "42 I00043 FCC comments incident \n", - "43 I00044 JadeHelm exercise incident \n", - "44 I00045 Skripal incident \n", - "45 I00046 North Macedonia incident \n", - "46 I00047 Sea of Azov incident \n", - "47 I00048 White Helmets campaign \n", - "48 I00049 White Helmets: Chemical Weapons incident \n", - "49 I00050 #HandsOffVenezuela incident \n", - "50 I00051 Integrity Initiative incident \n", - "51 I00052 China overiew campaign \n", - "52 I00053 China Huawei CFO Arrest incident \n", - "53 I00054 China Muslims incident \n", - "54 I00055 50 Cent Army campaign \n", - "55 I00056 Iran Influence Operations campaign \n", - "56 I00057 Mexico Election incident \n", - "57 I00058 Chemnitz incident \n", - "58 I00059 Myanmar - Rohingya campaign \n", - "59 I00060 White Genocide campaign \n", - "60 I00061 Military veterans Targetting campaign \n", - "61 I00062 Brexit/UK ongoing campaign \n", - "62 I00063 Olympic Doping Scandal campaign \n", - "\n", - " summary year_started \\\n", - "0 Internet Research Agency created fake @blackti... 2016 \n", - "1 use both pro- and anti- topic messaging to cre... 2014 \n", - "2 use both pro- and anti- topic messaging to cre... 2016 \n", - "3 amplified document dump failed because France ... 2017 \n", - "4 In early 2014, then UK PM David Cameron outlin... 2016 \n", - "5 Early Russian (IRA) “fake news” stories. Compl... 2014 \n", - "6 Fake story transmitted from Russian media to T... 2016 \n", - "7 2017 \n", - "8 President of the Philippine visited Moscow and... 2017 \n", - "9 IRA trolls amplified the far right messaging a... 2018 \n", - "10 2019 \n", - "11 2011 \n", - "12 2014 \n", - "13 2018 \n", - "14 The Office of Special Counsel accused Concord ... 2019 \n", - "15 2014 \n", - "16 Make Clinton look bad or unpopular, and Trump ... 2016 \n", - "17 2016 \n", - "18 Far-right trolls on 4chan and Twitter spreadin... 2017 \n", - "19 2017 \n", - "20 2017 \n", - "21 Countering the spreading of an alleged 9GB of ... 2017 \n", - "22 2017 \n", - "23 2017 \n", - "24 Traces back to 2016: Guardian “Is there a secr... 2018 \n", - "25 2016 \n", - "26 2014 \n", - "27 2014 \n", - "28 Since the shooting down of Malaysia Airlines F... 2016 \n", - "29 2018 \n", - "30 2018 \n", - "31 Before the Senate SCOTUS confirmation hearings... 2018 \n", - "32 50cent Army is a CCP “tool” - “massive secret ... 2014 \n", - "33 In the Expedition, Diba engaged in a highly or... 2016 \n", - "34 Bot activity in Brazil elections 2014 \n", - "35 2014 \n", - "36 2016 \n", - "37 2016 \n", - "38 Top stories about Merkel in both German and En... 2017 \n", - "39 2015 \n", - "40 2017 \n", - "41 In the summer of 2017, Twitter bots—automated ... 2017 \n", - "42 2017 \n", - "43 In the summer of 2015, thousands of troops fro... 2015 \n", - "44 On 4 March 2018, Sergei Skripal, a former Russ... 2018 \n", - "45 2018 \n", - "46 An international incident occurred on 25 Novem... 2018 \n", - "47 2015 \n", - "48 On 7 April 2018, a high number of civilians we... 2017 \n", - "49 Venezuela has been thrown into turmoil after G... 2019 \n", - "50 The UK Foreign Office has accused Russian stat... 2018 \n", - "51 2015 \n", - "52 Dec. 1: Canadian authorities arrest Huawei's c... 2018 \n", - "53 2018 \n", - "54 2008 \n", - "55 Iranian interference in the politics of Arab c... 2012 \n", - "56 2018 \n", - "57 2018 \n", - "58 2014 \n", - "59 2018 \n", - "60 2017 \n", - "61 2015 \n", - "62 On 18 July 2016, Richard McLaren, a Canadian a... 2016 \n", - "\n", - " attributions_seen found_in_country \\\n", - "0 Russia USA \n", - "1 Russia World \n", - "2 Russia USA \n", - "3 Russia France \n", - "4 Russia UK \n", - "5 Russia USA \n", - "6 Russia USA \n", - "7 Russia Serbia \n", - "8 Russia Philippines \n", - "9 USA \n", - "10 USA \n", - "11 China China \n", - "12 Russia France \n", - "13 Russia France \n", - "14 Russia USA \n", - "15 Russia Lithuania \n", - "16 Russia USA \n", - "17 Russia USA \n", - "18 France \n", - "19 Russia World \n", - "20 Russia Armenia \n", - "21 Russia France \n", - "22 Russia France \n", - "23 Syria USA \n", - "24 Russia EU \n", - "25 Russia Netherlands \n", - "26 Russia Ukraine \n", - "27 Russia Ukraine \n", - "28 Russia Ukraine \n", - "29 Russia World \n", - "30 Russia World \n", - "31 Russia USA \n", - "32 China China \n", - "33 China Taiwan \n", - "34 Brazil Brazil \n", - "35 Brazil Brazil \n", - "36 Brazil Brazil \n", - "37 Brazil Brazil \n", - "38 Germany \n", - "39 Germany \n", - "40 Germany \n", - "41 SaudiArabia Qatar \n", - "42 USA \n", - "43 USA \n", - "44 Russia UK \n", - "45 Russia Macedonia \n", - "46 Russia World \n", - "47 Russia World \n", - "48 Russia World \n", - "49 Russia World \n", - "50 Russia World \n", - "51 China World \n", - "52 China World \n", - "53 China World \n", - "54 China World \n", - "55 Iran World \n", - "56 Russia,Mexico Mexico \n", - "57 Russia Germany \n", - "58 Myanmar Myanmar \n", - "59 Russia World \n", - "60 Russia US \n", - "61 Russia,UK UK \n", - "62 Russia World \n", - "\n", - " urls \\\n", - "0 https://money.cnn.com/2017/09/28/media/blackti... \n", - "1 https://www.washingtonpost.com/science/2018/08... \n", - "2 https://www.theguardian.com/us-news/2018/may/1... \n", - "3 http://www.niemanlab.org/2018/09/how-france-be... \n", - "4 https://www.forbes.com/sites/emmawoollacott/20... \n", - "5 https://en.wikipedia.org/wiki/Columbian_Chemic... \n", - "6 https://www.politifact.com/truth-o-meter/state... \n", - "7 https://www.stopfake.org/en/vencislav-the-virg... \n", - "8 https://codastory.com/disinformation/how-a-lit... \n", - "9 https://www.nytimes.com/2018/03/27/us/parkland... \n", - "10 https://www.wcpo.com/news/national/fact-check-... \n", - "11 https://www.cjr.org/innovations/memes-pollutio... \n", - "12 https://medium.com/dfrlab/trolltracker-glimpse... \n", - "13 https://www.wired.com/story/co-opting-french-u... \n", - "14 https://www.theatlantic.com/politics/archive/2... \n", - "15 https://www.ft.com/content/b3701b12-2544-11e9-... \n", - "16 https://www.dni.gov/files/documents/ICA_2017_0... \n", - "17 \n", - "18 https://www.buzzfeednews.com/article/ryanhates... \n", - "19 https://medium.com/@DFRLab/three-thousand-fake... \n", - "20 https://medium.com/dfrlab/fakes-bots-and-block... \n", - "21 https://medium.com/dfrlab/hashtag-campaign-mac... \n", - "22 https://medium.com/dfrlab/russian-and-french-t... \n", - "23 https://medium.com/dfrlab/how-the-alt-right-br... \n", - "24 https://medium.com/dfrlab/spread-it-on-reddit-... \n", - "25 https://www.washingtonpost.com/opinions/russia... \n", - "26 https://helda.helsinki.fi//bitstream/handle/10... \n", - "27 https://www.stopfake.org/en/lies-spanish-fligh... \n", - "28 https://www.novayagazeta.ru/news/2015/05/07/11... \n", - "29 https://slate.com/culture/2018/10/last-jedi-st... \n", - "30 https://ajph.aphapublications.org/doi/pdf/10.2... \n", - "31 https://qz.com/1409102/russian-trolls-and-bots... \n", - "32 https://gking.harvard.edu/files/gking/files/ho... \n", - "33 https://www.ideals.illinois.edu/handle/2142/96... \n", - "34 https://blogs.oii.ox.ac.uk/politicalbots/wp-co... \n", - "35 https://www.wilsoncenter.org/blog-post/bots-br... \n", - "36 https://www1.folha.uol.com.br/poder/eleicoes-2... \n", - "37 http://www.labic.net/cartografia/a-rede-das-im... \n", - "38 https://www.buzzfeed.com/albertonardelli/hyper... \n", - "39 https://www.nytimes.com/2017/02/06/business/sy... \n", - "40 https://uebermedien.de/11488/kartenlegen-mit-k... \n", - "41 https://jia.sipa.columbia.edu/robot-wars-how-b... \n", - "42 https://gizmodo.com/how-an-investigation-of-fa... \n", - "43 https://www.politifact.com/texas/article/2018/... \n", - "44 https://www.bellingcat.com/tag/skripal/ https:... \n", - "45 https://www.nytimes.com/2018/09/16/world/europ... \n", - "46 https://euvsdisinfo.eu/wave-of-disinformation-... \n", - "47 https://thesyriacampaign.org/wp-content/upload... \n", - "48 http://www.publications.atlanticcouncil.org/br... \n", - "49 https://euvsdisinfo.eu/twitter-as-an-informati... \n", - "50 https://eaworldview.com/2019/01/counter-russia... \n", - "51 https://www.recordedfuture.com/china-social-me... \n", - "52 https://www.theatlantic.com/international/arch... \n", - "53 https://www.ctvnews.ca/world/china-says-foreig... \n", - "54 https://www.voanews.com/a/who-is-that-chinese-... \n", - "55 https://www.fireeye.com/blog/threat-research/2... \n", - "56 https://www.smh.com.au/world/north-america/mis... \n", - "57 https://www.thebureauinvestigates.com/stories/... \n", - "58 https://www.reuters.com/investigates/special-r... \n", - "59 https://www.smh.com.au/world/oceania/the-high-... \n", - "60 https://www.stripes.com/congressmen-urge-fbi-t... \n", - "61 https://www.politico.eu/article/britain-nation... \n", - "62 https://www.nytimes.com/2016/05/13/sports/russ... \n", - "\n", - " notes when_added found_via \\\n", - "0 2019-02-24 \n", - "1 2019-02-24 \n", - "2 2019-02-24 \n", - "3 2019-02-24 \n", - "4 2019-02-24 \n", - "5 2019-02-24 \n", - "6 2019-02-24 \n", - "7 Serbia pro-Kremlin disinfo campaign by Vencisl... 2019-02-24 \n", - "8 Philippines Social Media: Russian Disinformati... 2019-02-24 \n", - "9 Parkland survivors 2019-02-01 \n", - "10 MAGA kid (Covington) 2019-02-01 \n", - "11 China smog (not an attack, but a counter to di... 2019-02-24 \n", - "12 France blacktivists 2019-02-24 \n", - "13 Russian pile-onto #GiletsJaune (and expansion ... 2019-02-24 \n", - "14 2019-02-01 \n", - "15 2019-02-01 \n", - "16 2019-02-24 OII \n", - "17 Channels: RU domestic, RU multilingual (RT/Spu... 2019-02-24 OII \n", - "18 Trolls OII 2019-02-24 OII \n", - "19 2019-02-24 OII \n", - "20 2019-02-24 OII \n", - "21 2019-02-24 OII \n", - "22 unsuccessful 2019-02-24 OII \n", - "23 2019-02-24 OII \n", - "24 2019-02-24 OII \n", - "25 2019-02-24 OII \n", - "26 2019-02-24 OII \n", - "27 2019-02-24 OII \n", - "28 Changed to campaign (still in the news, and st... 2019-02-24 OII \n", - "29 2019-02-24 OII \n", - "30 2019-02-24 OII \n", - "31 2019-02-24 OII \n", - "32 campaign (multiple incidents, e.g. Shanshan ri... 2019-02-24 OII \n", - "33 2019-02-24 OII \n", - "34 2019-02-24 OII \n", - "35 2019-02-24 OII \n", - "36 2019-02-24 OII \n", - "37 2019-02-24 OII \n", - "38 2019-02-24 OII \n", - "39 2019-02-24 OII \n", - "40 2019-02-24 OII \n", - "41 robot wars how bots joined battle in the gulf\" 2019-02-24 MIS \n", - "42 does this count as an incident, or is it just ... 2019-02-24 MIS \n", - "43 2019-02-25 MIS \n", - "44 This is Beliingcat's full library of Skirpal r... 2019-03-20 \n", - "45 disinformation directed by Russian-backed grou... 2019-03-20 \n", - "46 2019-03-20 \n", - "47 2019-03-20 \n", - "48 2019-03-20 \n", - "49 2019-03-20 \n", - "50 This is an excellent example of the tables get... 2019-03-20 \n", - "51 global strategic goals for China different fro... 2019-03-20 \n", - "52 “The Chinese have been very active here,” said... 2019-03-20 \n", - "53 China rejects the allegations that it has lock... 2019-03-20 \n", - "54 2019-03-20 \n", - "55 FireEye has identified a suspected influence o... 2019-03-20 \n", - "56 2019-03-20 \n", - "57 2019-03-20 \n", - "58 Personal note (see Reuters side bar... end of ... 2019-03-20 \n", - "59 Personal note (see Reuters side bar... end of ... 2019-03-20 \n", - "60 2019-03-20 \n", - "61 This is current, and offers very good \"Anatomy... 2019-03-20 \n", - "62 2019-04-06 \n", - "\n", - " longname \n", - "0 I00001 - Blacktivists facebook group \n", - "1 I00002 - #VaccinateUS \n", - "2 I00003 - Beyonce protest rallies \n", - "3 I00004 - #Macrongate \n", - "4 I00005 - Brexit vote \n", - "5 I00006 - Columbian Chemicals \n", - "6 I00007 - Incirlik terrorists \n", - "7 I00008 - Bujic \n", - "8 I00009 - PhilippinesExpert \n", - "9 I00010 - ParklandTeens \n", - "10 I00011 - CovingtonTeen \n", - "11 I00012 - ChinaSmog \n", - "12 I00013 - FranceBlacktivists \n", - "13 I00014 - GiletsJaunePileon \n", - "14 I00015 - ConcordDiscovery \n", - "15 I00016 - LithuanianElves \n", - "16 I00017 - US presidential elections \n", - "17 I00018 - DNC email leak incident \n", - "18 I00019 - MacronTiphaine \n", - "19 I00020 - 3000 tanks \n", - "20 I00021 - Armenia elections \n", - "21 I00022 - #Macronleaks \n", - "22 I00023 - #dislikemacron \n", - "23 I00024 - #syriahoax \n", - "24 I00025 - EU Army \n", - "25 I00026 - Netherlands referendum on Ukraine \n", - "26 I00027 - crucifiedboy \n", - "27 I00028 - mh17 downed \n", - "28 I00029 - MH17 investigation \n", - "29 I00030 - LastJedi \n", - "30 I00031 - antivax \n", - "31 I00032 - Kavanaugh \n", - "32 I00033 - China 50cent Army \n", - "33 I00034 - DibaFacebookExpedition \n", - "34 I00035 - Brazilelections \n", - "35 I00036 - BrazilPresDebate \n", - "36 I00037 - Rioelections \n", - "37 I00038 - Brazilimpeachment \n", - "38 I00039 - MerkelFacebook \n", - "39 I00040 - modamaniSelfie \n", - "40 I00041 - Refugee crime map \n", - "41 I00042 - Saudi/Qatar bot dispute \n", - "42 I00043 - FCC comments \n", - "43 I00044 - JadeHelm exercise \n", - "44 I00045 - Skripal \n", - "45 I00046 - North Macedonia \n", - "46 I00047 - Sea of Azov \n", - "47 I00048 - White Helmets \n", - "48 I00049 - White Helmets: Chemical Weapons \n", - "49 I00050 - #HandsOffVenezuela \n", - "50 I00051 - Integrity Initiative \n", - "51 I00052 - China overiew \n", - "52 I00053 - China Huawei CFO Arrest \n", - "53 I00054 - China Muslims \n", - "54 I00055 - 50 Cent Army \n", - "55 I00056 - Iran Influence Operations \n", - "56 I00057 - Mexico Election \n", - "57 I00058 - Chemnitz \n", - "58 I00059 - Myanmar - Rohingya \n", - "59 I00060 - White Genocide \n", - "60 I00061 - Military veterans Targetting \n", - "61 I00062 - Brexit/UK ongoing \n", - "62 I00063 - Olympic Doping Scandal " - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Check which amitt variables we can see from here\n", "print('{}\\n'.format(vars(amitt).keys()))\n", - "testdfname = 'df_incidents'\n", + "testdfname = 'it'\n", "testdf = vars(amitt)[testdfname]\n", "print('{} columns: {}'.format(testdfname, testdf.columns))\n", "testdf" @@ -5600,875 +2448,36 @@ "metadata": {}, "outputs": [], "source": [ - "dii = vars(amitt)['df_incidents']\n", - "dii['type'].value_counts()" + "it = vars(amitt)['it'][['amitt_id', 'name', 'summary', 'amitt_id_incident', 'amitt_id_technique']].copy()\n", + "it.rename(columns={'amitt_id_incident':'incident_id', \n", + " 'amitt_id_technique': 'technique_id'}, inplace=True)\n", + "it" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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amitt_idnametypesummaryyear_startedattributions_seenfound_in_countryurlsNoteswhen_addedfound_vialongname
30I00031antivaxapt2018RussiaWorldhttps://ajph.aphapublications.org/doi/pdf/10.2...2019-02-24OIII00031 - antivax
32I00033China 50cent Armyapt50cent Army is a CCP “tool” - “massive secret ...2014ChinaChinahttps://gking.harvard.edu/files/gking/files/ho...campaign (multiple incidents, e.g. Shanshan ri...2019-02-24OIII00033 - China 50cent Army
\n", - "
" - ], - "text/plain": [ - " amitt_id name type \\\n", - "30 I00031 antivax apt \n", - "32 I00033 China 50cent Army apt \n", - "\n", - " summary year_started \\\n", - "30 2018 \n", - "32 50cent Army is a CCP “tool” - “massive secret ... 2014 \n", - "\n", - " attributions_seen found_in_country \\\n", - "30 Russia World \n", - "32 China China \n", - "\n", - " urls \\\n", - "30 https://ajph.aphapublications.org/doi/pdf/10.2... \n", - "32 https://gking.harvard.edu/files/gking/files/ho... \n", - "\n", - " Notes when_added found_via \\\n", - "30 2019-02-24 OII \n", - "32 campaign (multiple incidents, e.g. Shanshan ri... 2019-02-24 OII \n", - "\n", - " longname \n", - "30 I00031 - antivax \n", - "32 I00033 - China 50cent Army " - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "dii[dii['type'] == 'apt']" + "dii = vars(amitt)['df_incidents']\n", + "dii['objecttype'].value_counts()" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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amitt_idnametactic_idsummarylongname
0T00015Ds (dismiss, distort, distract, dismay, divide)TA01Nimmo's \"4Ds of propaganda\": dismiss, distort,...T0001 - 5Ds (dismiss, distort, distract, disma...
1T0002Facilitate State PropagandaTA01Organize citizens around pro-state messaging. ...T0002 - Facilitate State Propaganda
2T0003Leverage Existing NarrativesTA01Use or adapt existing narrative themes, where ...T0003 - Leverage Existing Narratives
3T0004Competing NarrativesTA01Advance competing narratives connected to same...T0004 - Competing Narratives
4T0005Center of Gravity AnalysisTA02Recon/research to identify \"the source of powe...T0005 - Center of Gravity Analysis
5T0006Create Master NarrativesTA02The promotion of beneficial master narratives ...T0006 - Create Master Narratives
6T0007Create fake Social Media Profiles / Pages / Gr...TA03Create key social engineering assets needed to...T0007 - Create fake Social Media Profiles / Pa...
7T0008Create fake or imposter news sitesTA03Modern computational propaganda makes use of a...T0008 - Create fake or imposter news sites
8T0009Create fake expertsTA03Stories planted or promoted in computational p...T0009 - Create fake experts
9T0010Cultivate ignorant agentsTA04Cultivate propagandists for a cause, the goals...T0010 - Cultivate ignorant agents
10T0011Hijack legitimate accountTA04Hack or take over legimate accounts to distrib...T0011 - Hijack legitimate account
11T0012Use concealmentTA04Use anonymous social media profiles. Examples ...T0012 - Use concealment
12T0013Create fake websitesTA04Create media assets to support fake organizati...T0013 - Create fake websites
13T0014Create funding campaignsTA04Generate revenue through online funding campai...T0014 - Create funding campaigns
14T0015Create hashtagTA04Many incident-based campaigns will create a ha...T0015 - Create hashtag
15T0016ClickbaitTA05Create attention grabbing headlines (outrage, ...T0016 - Clickbait
16T0017Promote online fundingTA05Drive traffic/engagement to funding campaign s...T0017 - Promote online funding
17T0018Paid targeted adsTA05Create or fund advertisements targeted at spec...T0018 - Paid targeted ads
18T0019Generate information pollutionTA06Flood social channels; drive traffic/engagemen...T0019 - Generate information pollution
19T0020Trial contentTA06Iteratively test incident performance (message...T0020 - Trial content
20T0021MemesTA06Memes are one of the most important single art...T0021 - Memes
21T0022Conspiracy narrativesTA06\"Conspiracy narratives appeal to the human des...T0022 - Conspiracy narratives
22T0023Distort factsTA06Change, twist, or exaggerate existing facts to...T0023 - Distort facts
23T0024Create fake videos and imagesTA06Create fake videos and/or images by manipulati...T0024 - Create fake videos and images
24T0025Leak altered documentsTA06Obtain documents (eg by theft or leak), then a...T0025 - Leak altered documents
25T0026Create fake researchTA06Create fake academic research. Example: fake s...T0026 - Create fake research
26T0027Adapt existing narrativesTA06Adapting existing narratives to current operat...T0027 - Adapt existing narratives
27T0028Create competing narrativesTA06Misinformation promotes an agenda by advancing...T0028 - Create competing narratives
28T0029Manipulate online pollsTA07Create fake online polls, or manipulate existi...T0029 - Manipulate online polls
29T0030Backstop personasTA07Create other assets/dossier/cover/fake relatio...T0030 - Backstop personas
30T0031YouTubeTA07Use YouTube as a narrative dissemination channelT0031 - YouTube
31T0032RedditTA07Use Reddit as a narrative dissemination channelT0032 - Reddit
32T0033InstagramTA07Use Instagram as a narrative dissemination cha...T0033 - Instagram
33T0034LinkedInTA07Use LinkedIn as a narrative dissemination channelT0034 - LinkedIn
34T0035PinterestTA07Use Pinterest as a narrative dissemination cha...T0035 - Pinterest
35T0036WhatsAppTA07Use WhatsApp as a narrative dissemination channelT0036 - WhatsApp
36T0037FacebookTA07Use Facebook as a narrative dissemination channelT0037 - Facebook
37T0038TwitterTA07Use Twitter as a narrative dissemination channelT0038 - Twitter
38T0039Bait legitimate influencersTA08Credibility in a social media environment is o...T0039 - Bait legitimate influencers
39T0040Demand unsurmountable proofTA08Campaigns often leverage tactical and informat...T0040 - Demand unsurmountable proof
40T0041Deny involvementTA08Without \"smoking gun\" proof (and even with pro...T0041 - Deny involvement
41T0042Kernel of TruthTA08Wrap lies or altered context/facts around trut...T0042 - Kernel of Truth
42T0043Use SMS/ WhatsApp/ Chat appsTA08Direct messaging via encypted app is an increa...T0043 - Use SMS/ WhatsApp/ Chat apps
43T0044Seed distortionsTA08Incident creators often try a wide variety of ...T0044 - Seed distortions
44T0045Use fake expertsTA08Use the fake experts that were set up in T0009...T0045 - Use fake experts
45T0046Search Engine OptimizationTA08Manipulate content engagement metrics (ie: Red...T0046 - Search Engine Optimization
46T0047Muzzle social media as a political forceTA09Use political influence or the power of state ...T0047 - Muzzle social media as a political force
47T0048Cow online opinion leadersTA09Intimidate, coerce, threaten critics/dissident...T0048 - Cow online opinion leaders
48T0049FloodingTA09Flooding and/or mobbing social media channels ...T0049 - Flooding
49T0050Cheerleading domestic social media opsTA09Deploy state-coordinated social media commente...T0050 - Cheerleading domestic social media ops
50T0051Fabricate social media commentTA09Use government-paid social media commenters, a...T0051 - Fabricate social media comment
51T0052Tertiary sites amplify newsTA09Create content/news/opinion web-sites to cross...T0052 - Tertiary sites amplify news
52T0053Twitter trolls amplify and manipulateTA09Use trolls to amplify narratives and/or manipu...T0053 - Twitter trolls amplify and manipulate
53T0054Twitter bots amplifyTA09Use bots to amplify narratives above algorithm...T0054 - Twitter bots amplify
54T0055Use hashtagTA09Use a dedicated hashtag for the incident (e.g....T0055 - Use hashtag
55T0056Dedicated channels disseminate information pol...TA09Output information pollution (e.g. articles on...T0056 - Dedicated channels disseminate informa...
56T0057Organise remote rallies and eventsTA10Coordinate and promote real-world events acros...T0057 - Organise remote rallies and events
57T0058Legacy web contentTA11Make incident content visible for a long time,...T0058 - Legacy web content
58T0059Play the long gameTA11Play the long game can mean a couple of things...T0059 - Play the long game
59T0060Continue to amplifyTA11continue narrative or message amplification af...T0060 - Continue to amplify
60T0061Sell merchandisingTA10Sell hats, t-shirts, flags and other branded c...T0061 - Sell merchandising
61T0062Behaviour changesTA12Monitor and evaluate behaviour changes from mi...T0062 - Behaviour changes
62T0063Message reachTA12Monitor and evaluate message reach in misinfor...T0063 - Message reach
63T0064Social media engagementTA12Monitor and evaluate social media engagement i...T0064 - Social media engagement
\n", - "
" - ], - "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" - } - ], + "outputs": [], + "source": [ + "dii[dii['objecttype'] == 'apt']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "dii = vars(amitt)['df_techniques']\n", "dii" @@ -6476,87 +2485,11 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "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" - } - ], + "outputs": [], "source": [ "# Generate arrays used to create D3 grids\n", "dflists = dii.groupby('tactic_id')['amitt_id'].apply(list).reset_index()\n", @@ -6566,6 +2499,23 @@ "gridarray" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "it.index = it.amitt_id\n", + "it[['name']].transpose().to_dict('records')[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/HTML_GENERATING_CODE/__pycache__/generate_amitt_ttps.cpython-38.pyc b/HTML_GENERATING_CODE/__pycache__/generate_amitt_ttps.cpython-38.pyc index 7b038e5..64a9edd 100644 Binary files a/HTML_GENERATING_CODE/__pycache__/generate_amitt_ttps.cpython-38.pyc and b/HTML_GENERATING_CODE/__pycache__/generate_amitt_ttps.cpython-38.pyc differ diff --git a/HTML_GENERATING_CODE/generate_amitt_ttps.py b/HTML_GENERATING_CODE/generate_amitt_ttps.py index 537700a..b248c74 100644 --- a/HTML_GENERATING_CODE/generate_amitt_ttps.py +++ b/HTML_GENERATING_CODE/generate_amitt_ttps.py @@ -104,6 +104,7 @@ class Amitt: self.df_incidents = metadata['incidents'] self.df_groups = metadata['groups'] self.df_tools = metadata['tools'] + self.df_examples = metadata['examples'] self.df_counters = metadata['countermeasures'].sort_values('amitt_id') self.df_counters[['tactic_id', 'tactic_name']] = self.df_counters['tactic'].str.split(' ', 1, expand=True) self.df_counters[['metatechnique_id', 'metatechnique_name']] = self.df_counters['metatechnique'].str.split(' ', 1, expand=True) @@ -116,6 +117,7 @@ class Amitt: self.df_metatechniques = metadata['metatechniques'] self.it = self.create_incident_technique_crosstable(metadata['incidenttechniques']) self.df_tactics = metadata['tactics'] + self.df_playbooks = metadata['playbooks'] # Add columns containing lists of techniques and counters to the tactics dataframe self.df_techniques_per_tactic = self.df_techniques.groupby('tactic_id')['amitt_id'].apply(list).reset_index().rename({'amitt_id':'technique_ids'}, axis=1)