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Discourse Analysis

Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.

Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification

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Unverified Claim

3,221 comments
Page 83 of 162
8:42 same thing as in Minnesota with the scamali They scam here to pay their political-terrorist agenda “back home” 🚩
8:42 same thing as in Minnesota with the scamali They scam here to pay their political-terrorist agenda “back home” 🚩
Makes unsubstantiated claims linking immigrants to scams and political-terrorist agendas without evidence.
ElizabetaDante Jan 27, 2026
100% the USA will annex Canada
100% the USA will annex Canada
Makes a specific factual claim about future US annexation of Canada presented without evidence, functioning as an alarmist prediction.
@matrixisreal2023 Mar 5, 2025
Look Justin, Its not about the fentanyl. That’s with Mexico. The fact is the US has been giving Canada billions of dollars for decades and we’re just not going to do it anymore. The US …
Look Justin, Its not about the fentanyl. That’s with Mexico. The fact is the US has been giving Canada billions of dollars for decades and we’re just not going to do it anymore. The US want to make Canada the 51st state and this is how it is going to be done.
Makes specific factual claims about US financial aid and annexation intentions without evidence, framed as conspiracy.
@RJHerber Mar 4, 2025
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so …
I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again.”
Anecdotal story containing stereotypical and dehumanizing claims about Indian people presented as fact.
Babarwrrite Jan 29, 2026
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again
Duplicate anecdotal story with stereotypical and dehumanizing claims presented as factual testimony.
Babarwrrite Jan 29, 2026
Gaslighting at its finest. Nobody is aligning with Russia, YOU LIAR. Your countries economy is destroyed. YOU PERSONALLY ALLOWED FETANYL INTO THE US. GO TRUMP!!! DRAIN THE INTERNATIONAL SWAMP!!!!!!!!!!!!
Gaslighting at its finest. Nobody is aligning with Russia, YOU LIAR. Your countries economy is destroyed. YOU PERSONALLY ALLOWED FETANYL INTO THE US. GO TRUMP!!! DRAIN THE INTERNATIONAL SWAMP!!!!!!!!!!!!
Makes specific factual accusations (fentanyl allowed into US, economy destroyed) without evidence, framed as direct blame.
@ChrisConner-p2d Mar 4, 2025
Yes, this is tRump's stupid move, but it's at the urging of his boyfriend Put(it)in. This is EXACTLY what Russia wants. They want the entire world falling apart and tRump is simply their lapdog. Shame.
Yes, this is tRump's stupid move, but it's at the urging of his boyfriend Put(it)in. This is EXACTLY what Russia wants. They want the entire world falling apart and tRump is simply their lapdog. Shame.
Makes unsubstantiated claims that Trump is controlled by Putin and that Russia is orchestrating global chaos through Trump.
@kev7161 Mar 4, 2025
Old meatball trump is doing putin's plan to destroy all alliances.
Old meatball trump is doing putin's plan to destroy all alliances.
Asserts a specific factual claim (Trump executing Putin's plan) without evidence, presented as established fact.
@vegetablegremlin69 Mar 4, 2025
It makes no sense that Trump would be so aligned with Putin if there were not something shady going on.
It makes no sense that Trump would be so aligned with Putin if there were not something shady going on.
Presents a specific factual assertion about Trump-Putin alignment without evidence, implying undisclosed wrongdoing.
@markindy862 Mar 4, 2025
Who benefits from these tariffs? Russia, pure and simple. Trump is a Russian asset.
Who benefits from these tariffs? Russia, pure and simple. Trump is a Russian asset.
Makes specific factual claim that Trump is a Russian asset without evidence, combined with concern about geopolitical consequences.
@Cowboy80205 Mar 4, 2025
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
@pwila Fkface beatch having a mental breakdown under comments thinking anyone who hates their restarded arse is a muslim😂
Abusive comment with ethnic slurs and false accusations, combined with meta-commentary about other commenters' behavior.
MyReply_MyChannelBio_forPjeets Jan 29, 2026
They don’t see labour. They all get handouts
They don’t see labour. They all get handouts
Makes a sweeping factual claim about immigrants receiving handouts without evidence, framed as economic criticism.
otool Sep 23, 2025
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
INDIA NEED A ONE CHILD POLICY!!! can’t say it’s racist the Chinese did it to help curb world population. They helped the world!
Makes false equivalence between China's one-child policy and population control, misrepresenting facts and applying them to India.
sameaulahad2824 Jan 29, 2026
Trump wants to be a dictator so he's trying to create chaos in America so he can say I can fix it
Trump wants to be a dictator so he's trying to create chaos in America so he can say I can fix it
Makes unsubstantiated claim about Trump's intentions to become a dictator and create chaos.
@otis3015 Mar 4, 2025
Recent polls suggest 70% of Canadians don't want more immigration. That *alone* should be enough for the government to stop doing what its doing. And when India's Foreign Affairs Minister warns Canada that they're bringing …
Recent polls suggest 70% of Canadians don't want more immigration. That *alone* should be enough for the government to stop doing what its doing. And when India's Foreign Affairs Minister warns Canada that they're bringing in criminals and not adequately checking those who arrive - you've got a clear indication that the entire system is complete garbage.
Cites unverified poll statistics and makes an unsubstantiated claim about India's Foreign Affairs Minister warning about criminals, presented as factual evidence.
Aiphiae Jun 21, 2025
Canada is finished ! By censoring information and keeping the general population ignorant the elites have effectively taken control over a once free democracy. Welcome to the WEF comrades !
Canada is finished ! By censoring information and keeping the general population ignorant the elites have effectively taken control over a once free democracy. Welcome to the WEF comrades !
Promotes conspiracy theories about elite control, censorship, and WEF involvement without factual basis.
alexpetutin4739 Feb 21, 2026
when are you going to realise the globalist which the liberals are part of are doing this on purpose like all western countries. Like most of Europe, Australia and New Zealand. here is one example …
when are you going to realise the globalist which the liberals are part of are doing this on purpose like all western countries. Like most of Europe, Australia and New Zealand. here is one example why they want this, look at all fast food employees... big corporation in partners with the banks and government bringing in pretty much modern day slave labour with big government wage subsidies. Why not do some real work as journalist.
Promotes globalist conspiracy theory linking immigration to corporate exploitation and government collusion without evidence.
ericmini2269 Feb 27, 2026
I can't even understand the Timmy's workers
I can't even understand the Timmy's workers
The comment makes a specific factual claim about immigrant workers' English proficiency without evidence, implying a problem.
TheMonkfish1826 Feb 7, 2026
Russian puppet runs America
Russian puppet runs America
Makes a specific unfounded claim that America is run by a Russian puppet, combining conspiracy assertion with alarmism.
@Icebartelby Mar 4, 2025
listen to this descendant of lineage of evil, his direct lineage has been raping people centuries in Africa and he is deflecting here. The trace of his culture of rape is still visible in Africa …
listen to this descendant of lineage of evil, his direct lineage has been raping people centuries in Africa and he is deflecting here. The trace of his culture of rape is still visible in Africa in cities even countries e.g. Cape Verde the trace of his ancestor rape culture is visible there today. As far intelligence, I will leave him with the so called African homeless, that i am sure they out smart him in his town every day.
Makes sweeping, inflammatory accusations about colonial history and intelligence that rely on stereotypes and unsubstantiated claims.
sodadi8014 Feb 28, 2026
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Discourse Taxonomy

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Category Distribution

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Classifier Confidence

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Discourse Over Time

Top 6 discourse types by month — how framing evolves over time

Category Co-occurrence

Which discourse types most frequently appear together on the same comment

Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
Identity Assertion
CNN 2,313
Tyler Oliveira 1,991
RocaNews 467
JamCan 274
Yoke Immigration Canada 89
Solidarity
CNN 4,297
Tyler Oliveira 400
RocaNews 75
JamCan 36
CTV Your Morning 32
Policy Critique
CNN 3,445
Tyler Oliveira 551
Toronto Sun 340
CTV News 268
RocaNews 235
Humor / Satire
CNN 2,078
Tyler Oliveira 1,667
RocaNews 241
Global News 89
CTV News 68
Fear / Threat
Tyler Oliveira 1,549
CNN 1,332
RocaNews 321
JamCan 204
Toronto Sun 118
Meta-Commentary
Tyler Oliveira 1,702
CNN 1,478
RocaNews 168
CTV News 81
JamCan 77
Unverified Claim
CNN 1,480
Tyler Oliveira 820
RocaNews 203
Yoke Immigration Canada 203
JamCan 152
Moral Argument
CNN 1,733
Tyler Oliveira 704
RocaNews 205
JamCan 73
CTV Your Morning 23
Classified by Claude Haiku (Anthropic) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)