Bot comments Report November 2025
The dataset of toxic bot comments detected in November 2025, spanning from November 01 to November 30, included over over 1K English messages (n=1,208). The average toxicity score is 0.50, which is quite high. On top of that, there is a notable peak (2 × SD) on November 02, 2025 (see the list of events that could have influenced it). About 275 messages (25%) are very toxic, with a score > 0.8. This is also quite high compared to the previous months.
Toxicity often involved Racism (10%), Politics, Religion and-or hatred of Jews.
Threatening content: about 10% of messages was categorized as Threatening.
Disinformation: about 2% of the content was categorized as Disinformation.
The most frequent combination: Politics + Racism.
Some common toxic keywords include: kill the, massacre, satan, criminals, christ, zionist, propaganda, idiot, refugee, and homeland.
The word cloud below highlights the 50 most frequently used toxic keywords in November 2025. The size of each word reflects its frequency relative to other terms. Notably, massacre was the most frequently used keyword, followed by death, kill the, immigrants and criminals.
The table below highlights the different toxic categories detected within the November 2025 dataset, along with their respective frequencies (represented by black dots and further explained below). In this month, the category Jews contained bot comments with the highest toxicity score: 0.80. The categories Racism, Politics, Religion, Threat and Jews were most prominent with toxic bot comments content.
The barchart below shows that most of the content fell within the Politics category. Content with a toxicity score > 0.8 appeared in all categories except for the Profanity category (see the explanation of the different categories here).
The keyword network below illustrates the main focus of toxic bot comments detected in November 2025. Different colors represent clusters of words frequently used together, revealing the bot’s primary narratives. In this case, one can see different narratives with many keywords. The main narrative is shown here in blue surrounding the words kill the, criminals, jesus and immigrants. But there are also narratives to see linked to Sudan with words like free sudan and islamic invasion and other narratives involving the words jew or jews.