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
Every civilised country should now put tariffs on American goods..\nI’m from the UK.
Every civilised country should now put tariffs on American goods..\nI’m from the UK.
UK commenter urges tariff action against US while positioning UK as part of civilized nations coalition against America.
@stevebarker3992
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
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
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
Didn't JT quit on his country back in January? Somebody should tell Canada they're allowed to replace him now! I guess they forgot already ?
Didn't JT quit on his country back in January? Somebody should tell Canada they're allowed to replace him now! I guess they forgot already ?
Urges Canadians to replace their PM, framed as a call for political action.
@LburgVAGuy
Mar 4, 2025
Trump needs to stop this childish shit now before he causes more damage to the United States. Trump can't stand it when someone stands up against him. So he needs to stop or be removed …
Trump needs to stop this childish shit now before he causes more damage to the United States. Trump can't stand it when someone stands up against him. So he needs to stop or be removed from office along all his other whiny idiots in office.
Urges Trump to stop his behavior and be removed from office, combining moral criticism with an implicit call for political action.
@mikeanbrensmusic
Mar 4, 2025
Zenlenski needs troops, Canada send your men!
Zenlenski needs troops, Canada send your men!
Urges Canada to send military troops to support Ukraine, a direct call for specific government action.
Call to Action
0.80
@brandonkeith6151
Mar 4, 2025
Support Canada against these attacks from the Trump administration.
Support Canada against these attacks from the Trump administration.
Urges support for Canada against external threats, combining solidarity with an implicit call for collective action.
@chrism2506
Mar 4, 2025
He is not the President he need to be impeached right away for being a traitor to the American People.
He is not the President he need to be impeached right away for being a traitor to the American People.
Calls for impeachment while framing the target as a traitor, combining action-oriented language with moral condemnation.
@michaelrichardson8692
Mar 4, 2025
Stop trying to speak to the Convict's good side because he has none. Canada Diversify away, realign, unite and form new trading blocks. Circle the wagon leaving the USA outside. It is clear they are …
Stop trying to speak to the Convict's good side because he has none. Canada Diversify away, realign, unite and form new trading blocks. Circle the wagon leaving the USA outside. It is clear they are moving on. Friends are now being treated like enemies.
Urges Canada to take specific actions (diversify, realign, form trading blocs) in response to US policy, framed as necessary strategic response.
@jamaicantillidieinmyownwor5517
Mar 4, 2025
Don't surrender to a bully! Go Canada fight3x! Teach the traitor trump a lesson!
Don't surrender to a bully! Go Canada fight3x! Teach the traitor trump a lesson!
Urges Canada to resist and take action against Trump, framed as solidarity with Canadian resistance.
@RandyVisitacion-b6u
Mar 4, 2025
Americans if you stand for Canada, if you stand for Ukraine and if you stand for to make America great again then DO SOMETHING.
Americans if you stand for Canada, if you stand for Ukraine and if you stand for to make America great again then DO SOMETHING.
Urges Americans to take action in support of Canada, Ukraine, and national interests.
@prisievangelista
Mar 4, 2025
GET TRUMP AND HIS POSSE OUT!
GET TRUMP AND HIS POSSE OUT!
Urges removal of Trump and associates from power.
Call to Action
0.80
@EnigmaticEsoteric
Mar 4, 2025
Guys, lets buy some made in Canada t-shirt or hoodie to support this wonderful country and their brave people! \nI think I will unsubscribe from Netflix and will not buy music from Apple store until …
Guys, lets buy some made in Canada t-shirt or hoodie to support this wonderful country and their brave people! \nI think I will unsubscribe from Netflix and will not buy music from Apple store until Trump is the president of USA!\nAmericans deserve better!\nWe all deserve better then Mussolini in the White house.
Urges others to buy Canadian products and boycott US companies, with comparative criticism of American leadership.
@lubova5732
Mar 4, 2025
Blah blah blah, everything out his mouth should now be falling on deaf ears, let's get this ass hat out of government!!!!!!
Blah blah blah, everything out his mouth should now be falling on deaf ears, let's get this ass hat out of government!!!!!!
Urges removal of a political figure from government through dismissive language and implicit voting call.
@retrorockit
Mar 4, 2025
Please don’t resign Justin we need to fight this Russian agent traitor Trump. ??
Please don’t resign Justin we need to fight this Russian agent traitor Trump. ??
Urges Trudeau to remain in office and fight Trump, framed with nationalist/adversarial language.
@DirtyHairy01
Mar 4, 2025
Trudeau - PLEASE increase US tarrifs by 75%. As a US citizen, I BEG you to shut down the US economy. Make the idiots who voted 4 trump realize what their idiotic & embarrassing actions …
Trudeau - PLEASE increase US tarrifs by 75%. As a US citizen, I BEG you to shut down the US economy. Make the idiots who voted 4 trump realize what their idiotic & embarrassing actions have created.
Urges the Prime Minister to take economic action while using sarcasm and hyperbole to criticize American voters.
@AB-bg3fj
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)