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 is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s …
Trudeau is using liberal talking points and fear mongering, as an AMERICAN I stick with my President…. It’s just talking points, but of course we have those who will buy into all the bs he’s spewing, he’s no better than a progressive liberal.
Commenter criticizes Trudeau's rhetoric as fear-mongering and talking points, while asserting American identity and allegiance to their own president.
@bonniegoodwin234
Mar 4, 2025
Trump does not make sense, period. PS can I move to Canada???
Trump does not make sense, period. PS can I move to Canada???
Criticizes Trump's logic/policy while also expressing personal desire to emigrate to Canada.
@elizabethmartin3389
Mar 4, 2025
Canadian DEI grants will drop to $80,000,000,000 now. Poor DEI ?
Canadian DEI grants will drop to $80,000,000,000 now. Poor DEI ?
Critiques Canadian DEI spending policy with sarcastic tone, using emoji to mock the program's perceived wastefulness.
@bobvilla4383
Mar 4, 2025
On the outside we are made to believe such things but I know behind the scenes things are different. What have you done to your own people? No one is perfect and no one party …
On the outside we are made to believe such things but I know behind the scenes things are different. What have you done to your own people? No one is perfect and no one party either demo or repubs, there are going to be good and bad. I just want more good vs the bad. Why are you talking about America, worry about Canada.
Questions government transparency and domestic policy while expressing desire for better governance, with skepticism about public narratives.
@namelessducati2784
Mar 4, 2025
If you all love a guy that has ruined Canada and was in black face many times go live with him by all means. I love my Canucks but hate liberals. Go have fun paying …
If you all love a guy that has ruined Canada and was in black face many times go live with him by all means. I love my Canucks but hate liberals. Go have fun paying your carbon taxes ?
Criticism of Trudeau's past conduct and current policies (carbon tax), with partisan identity assertion ('hate liberals').
@rogercwilliams881
Mar 4, 2025
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Well lefties are at work again, they know the tariffs are going to hurt them more. The other thing is respect. I hope this guy is voted out by his constituents
Criticizes government policy (tariffs) and calls for voting out the current leader, combining policy analysis with electoral action.
@MrTucano1
Mar 4, 2025
Harsh? The idiot made him governor. I think he is speaking very nice about Trump. Trump respects only bullies and people should talk to him accordingly, so he can understand.
Harsh? The idiot made him governor. I think he is speaking very nice about Trump. Trump respects only bullies and people should talk to him accordingly, so he can understand.
Critiques a political appointment and offers strategic commentary on how to communicate with a political figure.
@MariusZarro
Mar 4, 2025
Partner and alli....???? Really.think again.Trump al ready dont want do trade with Canada, Mexico, China and soon will EU...and more.Dont cry any more.Let see how long this will take whowill accept their mistake.
Partner and alli....???? Really.think again.Trump al ready dont want do trade with Canada, Mexico, China and soon will EU...and more.Dont cry any more.Let see how long this will take whowill accept their mistake.
Critiques trade policy decisions and predicts negative economic consequences from tariff actions.
@Lu-Xu-Bu
Mar 4, 2025
Trudeau govt. Is failed to maintain \nRelationship with USA .\nCanada need mature P.M.\nI respect bond between Us and Canada public.\nBut Trump is right he is now taking\nCare of his own country's economy. He is not …
Trudeau govt. Is failed to maintain \nRelationship with USA .\nCanada need mature P.M.\nI respect bond between Us and Canada public.\nBut Trump is right he is now taking\nCare of his own country's economy. He is not allowing taxpayers money to E.U. & other country's.
Criticizes Trudeau's government for failing to maintain US relations and calls for a 'mature PM,' while acknowledging Trump's right to prioritize his own country's economy.
@SmilingMountainLandscape-rt8tm
Mar 4, 2025
I fully support Trumps administration and agree that the tariffs were needed. Trump is without doubt doing an excellent job in office.
I fully support Trumps administration and agree that the tariffs were needed. Trump is without doubt doing an excellent job in office.
Expresses support for Trump's tariff policy and administration performance, positioning as pro-Trump on economic policy.
@scotswood2022
Mar 4, 2025
Please add a 500% tariff on Tesla
Please add a 500% tariff on Tesla
Advocates for extreme tariff policy as a specific government action, framed as economic protectionism.
@GuoLi-ix6zb
Mar 4, 2025
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Criticizes Trump's fentanyl claims as false while acknowledging Trudeau's speech quality, combining policy critique with a factual dispute.
@Neil-fm8zp
Mar 4, 2025
Why is this liar still there, didn't he suppose to have stepped down!
Why is this liar still there, didn't he suppose to have stepped down!
Comment questions the legitimacy of a political leader's continued tenure, implying criticism of governance and calling for resignation.
@DBCKINGS
Mar 4, 2025
Stock market =/= the economy
Stock market =/= the economy
Brief economic argument challenging the equation of stock market performance with overall economic health.
Policy Critique
0.78
@Pap-yy1xf
Mar 4, 2025
Trade war? So being fair is starting a war. This dude is a joke
Trade war? So being fair is starting a war. This dude is a joke
Sarcastically dismisses Trump's trade war framing while critiquing his approach as unreasonable.
@devenk90
Mar 4, 2025
Make it make Sense? I thought this Guy Resigned ??? you failed Trudont!
Make it make Sense? I thought this Guy Resigned ??? you failed Trudont!
Questions Trudeau's resignation status while criticizing his leadership record, mixing inquiry with critique.
@esanchez41484
Mar 4, 2025
You must understand this, Trump is looking for money back by any means no matter what. So that's the reason of his nonsense policy.\nRegarding the drugs, they only talk about pentenyl, but they do not …
You must understand this, Trump is looking for money back by any means no matter what. So that's the reason of his nonsense policy.\nRegarding the drugs, they only talk about pentenyl, but they do not say nothing about cocaine, Opio or marihuana, wonder why?
Critiques Trump's drug policy as selective and financially motivated, with an unverified claim about selective reporting of drug types.
@piedralite
Mar 4, 2025
Didn’t Justin get fired?! There was ample time to negotiate. Huge trade deficit with Canada.
Didn’t Justin get fired?! There was ample time to negotiate. Huge trade deficit with Canada.
Questions Trudeau's negotiation strategy and references trade deficit concerns, critiquing government handling of trade relations.
@MW97058
Mar 4, 2025
I only disagree with one thing he said. Donald is NOT a very smart guy. But, I understand that this is intended to assuage the Goblin King's ego.
I only disagree with one thing he said. Donald is NOT a very smart guy. But, I understand that this is intended to assuage the Goblin King's ego.
Critiques Trump's intelligence while sarcastically acknowledging the statement may be intentional appeasement, blending critique with irony.
@joelblakely5268
Mar 4, 2025
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
Critiques current government decisions by comparing them to past regional economic hardship caused by previous policy, blaming leadership.
@billoldfield2843
Mar 4, 2025
Compare Videos
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)