Bot comments Report October 2025

The dataset of toxic bot comments detected in October 2025, spanning from October 01 to October 31, included over over 9.5K English messages (n=9,703). The average toxicity score is 0.25, which is quite low. However, there is a notable peak (2 × SD) on October 02, 2025 (see the list of events that could have influenced it). About 350 messages (4%) are very toxic, with a score > 0.8.

  • Toxicity often involved Religion (15%), Politics, Racism and/or hatred of Jews.

  • Threatening content: about 5% of messages was categorized as Threatening.

  • Disinformation: about 3% of the content was categorized as Disinformation.

  • The most frequent combination: Politics + Religion.

  • Some common toxic keywords include: kill the, satan, slayer, immigrants, massacre, demon, israhell, the zionists, shallow, and israeli dogs.



The word cloud below highlights the 50 most frequently used toxic keywords in October 2025. The size of each word reflects its frequency relative to other terms. Notably, weapons was the most frequently used keyword, followed by death, violent and politics.

wordcloud weapons death malaysian allah violent israel politics criminals carter kill the immigrants civilian massacre slayer land jews kidnapping queen crimes kidnapped trump killing oppressed ethnic satan nigerian nuke fire law enforcement european propaganda hamas palestinian illegal terrorists genocide cancer die zionism christ corrupt africa quran jewish violence terrorist black terror japanese german
Top 50 keywords ( THREAT = bold ) – © EOOH

The table below highlights the different toxic categories detected within the October 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 Politics, Religion and Threat were most prominent with toxic bot comments content.

category # score keywords
ridicule ●●○ 0.50 charlie, baby, failure
contempt ●●○ 0.20 illegal, monkeys, doll
racism ●●● 0.40 immigrants, slayer, jews
sexism ●●○ 0.20 queen, carter, becky
politics ●●● 0.30 trump, oppressed, israel
religion ●●● 0.50 allah, satan, israel
threat ●●● 0.35 death, criminals, kill the
untruth ●●○ 0.30 propaganda, zionist, weapons
jews ●●○ 0.80 kill the, the zionists, israhell
christians ○○○ 0.00
muslims ○○○ 0.00
Toxicity by category (● 10+, ●● 100+, ●●● 1000+) and keywords – © EOOH

The barchart below shows that most of the content fell within the Politics category. Content with a toxicity score > 0.8 appeared in the Ridicule, Racism, Politics, Religion, Threat and Untruth categories (see the explanation of the different categories here).

barchart 0 1K 2K 3K 4K 5K PROFANITY RIDICULE CONTEMPT RACISM SEXISM POLITICS RELIGION THREAT UNTRUTH score > 0.8 (± 350) > 0.2 (± 2K) = 0.0 (± 6.5K)
Number of toxic messages by category – © EOOH

The keyword network below illustrates the main focus of toxic bot comments detected in October 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 word israel, zionists, terorrist and jews.

graph terrorists fire weapons nuke yasmin of jesus olivia kidnapped law enforcement land kill the billie eilish canada gigi perez ethnic jews roan zionists terrorist haley bieber death genocide palestinian rima hassan criminals noah charlie kidnapping european killing violent slayer malaysian yvonne ridley immigrants japanese illegal ferrari crimes chappell roan with jewish cowboy carter israel massacre
israel
Co-occuring keywords in HATE SPEECH ( RACISM + THREAT + CONTEMPT ) – © EOOH
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Bot comments Report November 2025

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INACH & Dare to be Grey: Report on Dutch Election 2025.