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
Let's boycot the US and stop spending vacation in America for the next four years. We support Canada and Ukraine
Let's boycot the US and stop spending vacation in America for the next four years. We support Canada and Ukraine
Urges boycott of the US and expresses support for Canada and Ukraine as a collective action.
@Mialorie2020
Mar 5, 2025
I'm American, and Canadians should just instantly shut the oil pipe into the USA down...\nStart dealing with Europe, Asia, South America, and elsewhere throughout the world...\nCall trumps bluffs and I promise you he will fold …
I'm American, and Canadians should just instantly shut the oil pipe into the USA down...\nStart dealing with Europe, Asia, South America, and elsewhere throughout the world...\nCall trumps bluffs and I promise you he will fold like a cheap folding chair...
American commenter urges Canada to take specific economic action (shut oil pipeline) and reorient trade relationships, comparing Canada's negotiating position to Trump's weakness.
@krosario218
Mar 4, 2025
USE CASH, GO OUT OF YOUR WAY, NO TRIBUTE TO BANKING/ OLIGARCH/KINGS. EFF CC FEES
USE CASH, GO OUT OF YOUR WAY, NO TRIBUTE TO BANKING/ OLIGARCH/KINGS. EFF CC FEES
Urges others to use cash and avoid banking systems as a form of resistance against financial institutions and oligarchs.
Call to Action
0.80
@sugarmagnolia1475
Mar 5, 2025
Who are our Dem politicians who will organize the ppl to respond??? Are they scared? This is crazy that all this is happening while the Dem response has been lukewarm. The ppl will show up. …
Who are our Dem politicians who will organize the ppl to respond??? Are they scared? This is crazy that all this is happening while the Dem response has been lukewarm. The ppl will show up. We need dates, places and times.
Urges Democratic politicians to organize public response and requests specific action details (dates, places, times).
@Mel81818
Mar 4, 2025
We will stop trading with you. You are a Tyrant
We will stop trading with you. You are a Tyrant
Announces intention to stop trading with the US and labels Trump a tyrant, combining economic action with moral condemnation.
@pastordavidcolbert6161
Mar 4, 2025
We need to make a democratic front with the EU, Canada, UK, Australia, New Zealand and any democratic nation sharing our values in opposition to the US and cancel out the US during the Trump …
We need to make a democratic front with the EU, Canada, UK, Australia, New Zealand and any democratic nation sharing our values in opposition to the US and cancel out the US during the Trump presidency
Urges formation of a democratic coalition against the US, framing it as a call for coordinated international action.
@ramon475
Mar 5, 2025
Join BRICS, Canada.
Join BRICS, Canada.
Urges Canada to join BRICS as an alternative geopolitical alignment, implicitly comparing Canada's options.
@jokim7822
Mar 5, 2025
Boo Hoooo, start doing your part Canada!!!!
Boo Hoooo, start doing your part Canada!!!!
Sarcastically urges Canada to increase its contribution/effort, with dismissive tone toward complaints.
@hardlines4
Mar 4, 2025
More leaders need to push back on Trump. Like most gutless bullies, Trump is a coward and when faced with resistance will crumble. Trump is an despicable animal and needs to be stopped, hard.
More leaders need to push back on Trump. Like most gutless bullies, Trump is a coward and when faced with resistance will crumble. Trump is an despicable animal and needs to be stopped, hard.
Urges leaders to resist Trump while characterizing him as a dangerous threat that must be stopped.
@michaelcunneen2665
Mar 4, 2025
Americans siding with this guy please go move to Canada! Bye!!
Americans siding with this guy please go move to Canada! Bye!!
Directly urges Americans who disagree to leave the country and move to Canada.
Call to Action
0.80
@Sol-427
Mar 4, 2025
Please know most Americans cannot stand Trump. He needs removed asap
Please know most Americans cannot stand Trump. He needs removed asap
Asserts majority American opposition to Trump while explicitly calling for his removal from office.
@peace-kt8jz
Mar 4, 2025
American with Canada!!!!!! Down with Trump
American with Canada!!!!!! Down with Trump
Expresses solidarity between US and Canada while urging opposition to Trump through emphatic language and implicit mobilization.
@quedugar408
Mar 4, 2025
HE IS A FAMILIAR FACE FOR CANADA, WHY ARE U GUYS REMOVING HIM?!?!?! WHY..??? IF HE DID WRONG CORRECT HIM, ALL THESE YOUNG LEADERS SHOULD BE KEPT GOING....!!!!
HE IS A FAMILIAR FACE FOR CANADA, WHY ARE U GUYS REMOVING HIM?!?!?! WHY..??? IF HE DID WRONG CORRECT HIM, ALL THESE YOUNG LEADERS SHOULD BE KEPT GOING....!!!!
Urges retention of current leadership and advocates for keeping young leaders in power rather than removing them.
@deborahmeghan5583
Mar 4, 2025
this is war not against normal people but against a facist wannabe , run mr trump you and your little friends run you obviously dont care about our kids our families world peace you gotta …
this is war not against normal people but against a facist wannabe , run mr trump you and your little friends run you obviously dont care about our kids our families world peace you gotta go !!!!!!
Frames opposition as moral imperative against fascism and urges Trump to leave office.
@StephenCardinal-r3b
Mar 4, 2025
Don't worry. This joker will be out by the end of the year and replaced by Peirre. And finally the common sense plan will be in effect
Don't worry. This joker will be out by the end of the year and replaced by Peirre. And finally the common sense plan will be in effect
Expresses confidence in future political change and implicitly urges support for Pierre Poilievre's 'common sense plan.'
@johndorian473
Mar 4, 2025
EUROPE this is the time to stand without the US.show donald trump that EU countries are united.
EUROPE this is the time to stand without the US.show donald trump that EU countries are united.
Urges European countries to unite and take action against US policy, framing it as a geopolitical stance.
@thundervolt8142
Mar 4, 2025
End the war! not prolong it!
End the war! not prolong it!
Urges a specific policy direction (ending rather than prolonging conflict) as a moral imperative.
@TheBoardIdentity
Mar 4, 2025
Canada should boycott the new Gordie Howie bridge ? don't open it. Close it. All together stop the construction
Canada should boycott the new Gordie Howie bridge ? don't open it. Close it. All together stop the construction
Urges Canada to boycott and halt construction of the Gordie Howe bridge as a retaliatory action.
Call to Action
0.80
@mateuszkwiecien38
Mar 4, 2025
Just give them a pop up one day energy strike here and there let them experience no power for a day and have their corporates pressure trump to back out in his tariff.
Just give them a pop up one day energy strike here and there let them experience no power for a day and have their corporates pressure trump to back out in his tariff.
Proposes specific tactical action (power strikes) to pressure political opponents into policy reversal.
Call to Action
0.80
@clarenceyeung4965
Mar 4, 2025
DUMP THAT DONKEY 47th AND HIS MAGA WHITE HOUSE GANGSTERS !!!!!!
DUMP THAT DONKEY 47th AND HIS MAGA WHITE HOUSE GANGSTERS !!!!!!
Emphatic call to reject Trump and his administration, using hyperbolic language and exclamation marks.
@dralimo1
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)