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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Call to Action
2,768 comments
It is time to chose, trump or the constitution.
It is time to chose, trump or the constitution.
Frames a binary choice between Trump and constitutional values, implicitly urging people to choose the latter.
@ski364
Mar 4, 2025
Following the imposition of tariffs on Mexico by the USA, I tell the President of Mexico that the message she is going to give on Sunday at the Zócalo should be given from the National …
Following the imposition of tariffs on Mexico by the USA, I tell the President of Mexico that the message she is going to give on Sunday at the Zócalo should be given from the National Palace and that she should put on the presidential sash. THAT IT SHOULD BE A NON-PARTISAN STATE DECISION! Because all Mexicans are in the same boat!
Directive to Mexico's president on how to respond to US tariffs, framing it as a non-partisan national issue requiring unified action.
@ANDARIEGO-c6z
Mar 4, 2025
Bravo, Canada. Close the border, implement double tariffs, and set a date of May 1 to cease ALL trade with the U.S.
Bravo, Canada. Close the border, implement double tariffs, and set a date of May 1 to cease ALL trade with the U.S.
Urges Canada to take specific aggressive economic actions (close border, tariffs, cease trade) against the U.S., framed as comparative national positioning.
@MichaelCRush
Mar 4, 2025
We don't want this either!!!\nTrump is destroying our democracy and needs to be impeached!!!
We don't want this either!!!\nTrump is destroying our democracy and needs to be impeached!!!
Expresses agreement with Canadian position while calling for Trump's impeachment, framing it as a democratic issue.
@mariacastro6742
Mar 4, 2025
Increase the price of oil exporting to US by 25%
Increase the price of oil exporting to US by 25%
Proposal for economic action (raising oil export prices) as a strategic response, combining economic reasoning with a directive to act.
@kinfgOfTheNorth
Mar 4, 2025
PM Justin, please come to America and run for president..........Please!!!!!!!!!!!
PM Justin, please come to America and run for president..........Please!!!!!!!!!!!
Urges Trudeau to run for U.S. president with emphatic punctuation; likely contains sarcastic or humorous intent but primarily functions as a call to action.
@hfeula
Mar 4, 2025
Worry about Canada bro. Americans are none of your business. Speak to our leader
Worry about Canada bro. Americans are none of your business. Speak to our leader
Urges Trudeau to focus on Canadian interests rather than US politics, asserting national priority and calling for leadership action.
@Feral_Ape
Mar 4, 2025
Canada and Mexico needs to collaborate and squeeze the USA. Sick of Trump already smdh
Canada and Mexico needs to collaborate and squeeze the USA. Sick of Trump already smdh
Urging Canada and Mexico to unite against the US in response to Trump, framing as strategic political action.
@Tammymalone9620
Mar 4, 2025
We don’t want it either trump is a douche and doing all this crazy shit wtf impeach impeach
We don’t want it either trump is a douche and doing all this crazy shit wtf impeach impeach
Expresses moral disapproval of Trump's actions and explicitly calls for impeachment as a specific action.
@ivegonehollow9364
Mar 4, 2025
Its time for Canadians to be Canadian. Been using American Whiskey supplies and Netflix subscriptions for Decades. Time for your own music and whatever your country does, paper pulp and starch exports
Its time for Canadians to be Canadian. Been using American Whiskey supplies and Netflix subscriptions for Decades. Time for your own music and whatever your country does, paper pulp and starch exports
Urges Canadians to assert national identity by reducing American consumption and building domestic industries, framing it as a patriotic action.
@seffiasterupski2961
Mar 4, 2025
Don’t be nice with trump
Don’t be nice with trump
Urges a firm stance ('don't be nice') toward Trump, implicitly calling for assertive action.
Call to Action
0.80
@marta-o2h7q
Mar 4, 2025
The Repubs Need to grow some B...LLs to Stop him!
The Repubs Need to grow some B...LLs to Stop him!
Urges Republicans to take action against Trump, framed as a moral imperative to stop him.
@edwardnashen5960
Mar 4, 2025
ER no - Trump is NOT smart - he's an idiot - that is wrecking the USA day by day , politically, economically and socially - people of the USA get rid of the FELON …
ER no - Trump is NOT smart - he's an idiot - that is wrecking the USA day by day , politically, economically and socially - people of the USA get rid of the FELON ...
Criticizes Trump as harmful and explicitly urges Americans to remove him from office.
@graantmnz
Mar 4, 2025
I don't understand why we don't cut off crude oil and electricity right now !
I don't understand why we don't cut off crude oil and electricity right now !
Urges immediate action to cut off energy exports to the USA as economic/political leverage.
@STEPHENMASON1
Mar 4, 2025
Close all commercial US traffic to Canada....Join the European Union to hedge dependance on the US.....There must be unity to remove this fascist dictator from office.
Close all commercial US traffic to Canada....Join the European Union to hedge dependance on the US.....There must be unity to remove this fascist dictator from office.
Urges specific actions (close US traffic, join EU, remove 'fascist dictator') while framing the situation as a threat to democracy.
@junuc10
Mar 4, 2025
If you are not all talk and keyboard virtue...Ukraine has opened its military to any American citizen that wants to stand up to Russia. Go fight for your beliefs, and send your own children and …
If you are not all talk and keyboard virtue...Ukraine has opened its military to any American citizen that wants to stand up to Russia. Go fight for your beliefs, and send your own children and brothers and sisters too they are more than welcome, over 18 only.
Challenges commenters to back up their words with action by joining Ukraine's military, framed as a moral test of conviction.
@MugglesBWare
Mar 4, 2025
Omg impeach trump and Vance! These clowns are f&&&ng with our lives
Omg impeach trump and Vance! These clowns are f&&&ng with our lives
Commenter urges impeachment of Trump and Vance while expressing alarm about their impact on citizens' lives, combining action-oriented language with threat perception.
@nikkimarquez5559
Mar 4, 2025
Hey MAGA! Is this what you voted for?
Hey MAGA! Is this what you voted for?
Rhetorical question directed at MAGA supporters questioning their voting choice, implicitly calling for reconsideration.
@glevernmv
Mar 4, 2025
bozo biden times are over! go Trump!
bozo biden times are over! go Trump!
Celebrates a political figure's departure and implicitly endorses support for a replacement candidate, functioning as political mobilization.
@luisbento7145
Mar 4, 2025
Trump and his cohorts must go! Americans are not in a line with them!
Trump and his cohorts must go! Americans are not in a line with them!
Urges removal of Trump and his associates while asserting that Americans oppose them, combining political action with identity claims.
@danpriano3397
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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