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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Policy Critique
5,980 comments
trudeau = globalizt and a danger to the canadian society... remember how Trudeau called Truckers for t*rrorists... he is a mad degenerate idiot.
trudeau = globalizt and a danger to the canadian society... remember how Trudeau called Truckers for t*rrorists... he is a mad degenerate idiot.
Criticizes Trudeau's policies and governance while using inflammatory language to express concern about his leadership as a threat to society.
@Sorlendingen82
Mar 4, 2025
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Oh he’s interested in “facts now”\nFentanyl is rife in every Canadian city \nThink he should start growing his economy and stop taxing Canadian citizens to death with his Marxist ideologies
Critiques government taxation and economic policy while making claims about fentanyl prevalence and ideological concerns.
@The-Smallest-minority
Mar 4, 2025
How about we just make it super simple and make all tariffs across the borders equal. That's equitable, yes? Let's make the tariffs equitable.
How about we just make it super simple and make all tariffs across the borders equal. That's equitable, yes? Let's make the tariffs equitable.
Proposes a policy solution (equal tariffs) framed as an equitable approach to trade disputes.
@jawbreaker707
Mar 4, 2025
These tariffs will pass. But the distrust that Trump has fomented will take years to overcome, long after Trump leaves office.
These tariffs will pass. But the distrust that Trump has fomented will take years to overcome, long after Trump leaves office.
Critiques Trump's tariff policy and its broader impact on international trust and relationships.
Policy Critique
0.80
@allegrobrio968
Mar 4, 2025
Why the bring people to canada, and not control them?
Why the bring people to canada, and not control them?
Rhetorical question implicitly criticizing government policy for admitting immigrants without adequate oversight or integration controls.
jaberhassan7916
Jan 27, 2026
Hilarious. ? Trudeau is a weak slave of the World Economic Forum.
Hilarious. ? Trudeau is a weak slave of the World Economic Forum.
Uses humor to criticize Trudeau's leadership and alleged alignment with the World Economic Forum.
@chrishackworth5745
Mar 4, 2025
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Critiques government spending priorities and proposes an alternative policy approach to address drug problems and living standards.
@Rwmd953
Mar 4, 2025
Trudeau needs to open the dictionary and understand what the word reciprocal means. And so do the idiots here saying they stand with Canada, Mexico, the UK and Europe.
Trudeau needs to open the dictionary and understand what the word reciprocal means. And so do the idiots here saying they stand with Canada, Mexico, the UK and Europe.
Criticizes Trudeau's understanding of trade policy while dismissing supporters of allied nations as 'idiots.'
@hapkane
Mar 4, 2025
The baby orange man does not want to work with Canada and Mexico , He wants to collect taxes on all goods coming in so him and his rich buddies do not have to pay …
The baby orange man does not want to work with Canada and Mexico , He wants to collect taxes on all goods coming in so him and his rich buddies do not have to pay taxes.
Criticizes Trump's trade and tax policies as self-serving and harmful to international relations.
@EvDriveZeroPollution
Mar 4, 2025
Canada president is a clown ! What a joke didn’t they remove him already !
Canada president is a clown ! What a joke didn’t they remove him already !
Criticizes Trudeau's leadership with dismissive language, using sarcasm to question his continued tenure.
@user-glyde07
Mar 4, 2025
I Wonder if Canada's Prime Minister. It truly understands that he's the reason canada is in the shape that it's in
I Wonder if Canada's Prime Minister. It truly understands that he's the reason canada is in the shape that it's in
Commenter questions the Prime Minister's responsibility for Canada's current condition, implying policy failure.
Policy Critique
0.80
@christophermcdougal1473
Mar 4, 2025
Isn't he increasing the carbon tax by 23% next month to all Canadians? It seems the enemy is inside the house
Isn't he increasing the carbon tax by 23% next month to all Canadians? It seems the enemy is inside the house
Questions Trudeau's carbon tax policy while framing domestic leadership as the primary threat to Canada.
@jnibur
Mar 4, 2025
Having a breach with the country that actually has part of its land in the arctic it makes no sense
Having a breach with the country that actually has part of its land in the arctic it makes no sense
Critiques the geopolitical logic of a breach with an Arctic nation, questioning policy rationale.
Policy Critique
0.80
@Marie-AngeZicher
Mar 4, 2025
Bravo, I too am embarrassed for the decisions made by the thugs in our government! Beyond dumb but evil!
Bravo, I too am embarrassed for the decisions made by the thugs in our government! Beyond dumb but evil!
Expresses embarrassment with government decisions and criticizes them as 'dumb but evil,' focusing on policy critique.
@donblock9993
Mar 4, 2025
We are already at a trade war in Canada with the Canadian Government with the ridiculous Carbon Tax. This buffoon has resigned for the same.
We are already at a trade war in Canada with the Canadian Government with the ridiculous Carbon Tax. This buffoon has resigned for the same.
Criticizes Canadian government's carbon tax policy and references resignation, framing it as internal trade war.
@recca9800
Mar 4, 2025
Dude , you have no nukes.
Dude , you have no nukes.
Critiques Canada's military capability (lack of nuclear weapons) with a dismissive tone, implying weakness in geopolitical standing.
@RobertBiondo-h7e
Mar 4, 2025
This guy is loathe by the middle class in his own country!
This guy is loathe by the middle class in his own country!
Claims leadership lacks support from middle class, critiquing political standing and governance.
Policy Critique
0.80
@cass7866
Mar 4, 2025
Australia, like Canada is full of spin doctors After the last 4 years this guy has a record He pomises everything and delivers nothing
Australia, like Canada is full of spin doctors After the last 4 years this guy has a record He pomises everything and delivers nothing
Criticizes political leadership's credibility and delivery record while comparing Australia and Canada as similar cases.
@evabarabas4945
Mar 4, 2025
Everyone wants to go back to the fancy talking politicians that just continue to do politics as usual. The same things you complained about for decades now you are pining for. Sheep.
Everyone wants to go back to the fancy talking politicians that just continue to do politics as usual. The same things you complained about for decades now you are pining for. Sheep.
Critiques political establishment for perpetuating status quo while using sarcastic 'Sheep' insult, combining policy analysis with ironic commentary.
@Mickeymouse7727
Mar 4, 2025
Trump negotiated the current North American Trade Treaty but he forgot about it and criticize himself. What a smart guy??. Now he is engaging in trade war with our allies. Putin is winning. Next will …
Trump negotiated the current North American Trade Treaty but he forgot about it and criticize himself. What a smart guy??. Now he is engaging in trade war with our allies. Putin is winning. Next will be ending sanction against Russia, breaking up NATO and selling out Ukraine.
Criticizes Trump's trade and foreign policy inconsistencies while making unverified claims about Putin benefiting and NATO dissolution plans.
@AllanCease
Mar 4, 2025
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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)