Research Tools
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
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.
Unverified Claim
0.80
@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.
Unverified Claim
0.80
@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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Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
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
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)