Coordinated inauthentic behaviour in YouTube comments:
Russian invasion of Ukraine case
calendar_todayFeb 2022 - Apr 2022
6’902’986 textual comments, 1’579’167 users, 9’148 YouTube videos
settings
YouTube Data API, Perspective API, Python
This research aims to study CIB in YouTube comments on videos related to Ukraine during the full-scale Russian invasion of Ukraine in 2022.
The number of suspicious users that fit at least one of the detected CIB criteria is 30'291 which is 1.9% of the sample size. However, they produced 20.5% of all comments.
Key findings
- 3’590 commenters' accounts were registered on 24-25 February 2022 – the first two days of the full-scale Russian invasion of Ukraine, which is 6.9 times more than the average registration rate.
- 930 users commented with a speed of more than five comments per minute; 5 speedy users managed more than fifty-five comments per minute.
- Although most users were from the United States, ~30% of pro-Kremlin comments left users from Indonesia, Pakistan, and Bangladesh; with just a few accounts self-reported as being from Russia.
- Out of ~1.5 million user names in our sample, 260’513 were used at least twice with 3 main types among them: placeholder, non-alphabetic, and "user".
- Users with suspicious names posted pro-Kremlin narratives: "Western media promote fake/propaganda" was written by placeholder users more than 100 times; "bravo rusia uraa" was posted by non-alphabetic users more than 70 times.
- Among pro-Kremlin narratives, the most promoted one was "NATO bombed Iraq / Afghanistan / Syria, and other countries". This message is more popular than any pro-Ukrainian narrative.
- 16.7% of textual comments appear at least twice. The most popular duplicate is "Fake news" (4’474 times). Other peculiar top-duplicates: "Propaganda" (2’378 times), "Z" (2’238 times).
- There are 255 identical copies of the following message: "Nato military force must leave the territory of the former USSR in order to prevent mutual destruction"
- The most shared YouTube channel was pro-Kremlin English-speaking blogger Patrick Lancaster; it appears in 344 comments from our sample.
- Of the ten most mentioned videos in the comments, three videos promote the narrative "Ukrainians are nazis".