Bot comments Report December 2025
The dataset of toxic bot comments detected in December 2025, spanning from December 01 to December 31, included over over 1,5K English messages (n=1,576). The average toxicity score is 0.20, which is quite low. However, there is a notable peak (2 × SD) on December 03, 2025 (see the list of events that could have influenced it). About 40 messages (2%) are very toxic, with a score > 0.8.
Toxicity often involved Racism (10%), Politics, Religion and-or hatred of Jews.
Threatening content: about 3% of messages was categorized as Threatening.
Disinformation: about 4% of the content was categorized as Disinformation.
The most frequent combination: Politics + Religion.
Some common toxic keywords include: kill the, satan, corrupt, criminals, jews, barbie, monster, quran, cult, and german.
The word cloud below highlights the 50 most frequently used toxic keywords in Decmber 2025. The size of each word reflects its frequency relative to other terms. Notably, politics was the most frequently used keyword, followed by bombs, immigrants, weapons and crimes.
The table below highlights the different toxic categories detected within the December 2025 dataset, along with their respective frequencies (represented by black dots and further explained below). In this month, the category Religion contained bot comments with the highest toxicity score: 0.60. The categories Contempt, Racism, Politics, Religion, Threat and Untruth 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 the Racism, Politics, Religion, Threat and Untruth categories (see the explanation of the different categories here).
The keyword network below illustrates the main focus of toxic bot comments detected in December 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 trump, putin, murder, hitler, fighting, kill and crimes. But there are also narratives to see linked to the word Palestinian and another narrative surrounding immigrants and criminals.