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
Why are we not seeing more push back from American citizens? You clearly gave the power to a gangster, who's in bed with Putin. Are you gonna fix your mess or not? \nFrom the outside …
Why are we not seeing more push back from American citizens? You clearly gave the power to a gangster, who's in bed with Putin. Are you gonna fix your mess or not? \nFrom the outside it seems that Bernie Sanders is the only one with a brain over there. The rest is just waiting for WW3 to unfold, and letting the billionaires run their country. \n\nYou're pathetic. Wake the f#** up please!
Urges American citizens to take action and 'wake up' while expressing fear about authoritarian governance and war, with moral condemnation.
@torbens8949
Mar 4, 2025
Im american citizen, Trudeau, pull the switch, turn the light off, teach Tramp a lesson
Im american citizen, Trudeau, pull the switch, turn the light off, teach Tramp a lesson
American citizen urging Trudeau to take retaliatory action against Trump, combining solidarity with Canada and explicit call for confrontation.
@AllaGamer-n3u
Mar 4, 2025
There is a huge movement here to not buy American at all when we can.
There is a huge movement here to not buy American at all when we can.
Report of a consumer movement to boycott American products, combining economic reasoning with collective action.
@dustinbrown7248
Mar 4, 2025
Ok, Trump has shown his real face....time for americas to stand up against this....
Ok, Trump has shown his real face....time for americas to stand up against this....
Urges Americans to 'stand up against' Trump, framing it as a civic duty with identity-based appeal.
@smilingcopycat
Mar 4, 2025
Canada should immediately shut down all electricity, minerals, building materials and oil exports to the USA. They have plenty of other customers worldwide. I'm American.
Canada should immediately shut down all electricity, minerals, building materials and oil exports to the USA. They have plenty of other customers worldwide. I'm American.
Commenter urges Canada to take specific economic action (halt exports) as leverage against the USA, framed as a strategic response.
@MADHIKER777
Mar 4, 2025
We Americans don't want this either. Trump needs to be stopped.
We Americans don't want this either. Trump needs to be stopped.
Expresses agreement with anti-Trump sentiment and implicitly urges action to stop him.
@pafdavis
Mar 4, 2025
Bottom line Ztrump néeds to go.
Bottom line Ztrump néeds to go.
Direct call for removal of a political figure, urging action against Trump.
Call to Action
0.80
@douglasdavis7602
Mar 4, 2025
Cut all hydrocarbon, fertilizer, and electricity to US
Cut all hydrocarbon, fertilizer, and electricity to US
Urges a specific retaliatory action against another country in response to trade/political conflict.
@stephentakacs8437
Mar 4, 2025
I stand with Trudeau and Zelenskyy. Also I'm going to buy Canadian in as many things as I can no matter how expensive it is and boycott anything that supports the Trump nonsense.
I stand with Trudeau and Zelenskyy. Also I'm going to buy Canadian in as many things as I can no matter how expensive it is and boycott anything that supports the Trump nonsense.
Expresses support for Trudeau while urging specific consumer actions (buying Canadian, boycotting Trump-related products).
@amariebeaubien
Mar 4, 2025
Shut up Trudeau put up or shut up
Shut up Trudeau put up or shut up
Demand for Trudeau to take action rather than speak, urging concrete policy response.
@lynnbelcher2035
Mar 4, 2025
Canadian leaders, please do not let Zelenskyy sign a mineral deal with the US. trump is setting Ukraine up to fail and take advantage of the Ukrainian people, like he lied to Americans. The world …
Canadian leaders, please do not let Zelenskyy sign a mineral deal with the US. trump is setting Ukraine up to fail and take advantage of the Ukrainian people, like he lied to Americans. The world needs to now fight Russia and the White House. I stand with Canada and Mexico even though it is going to hurt my pocketbook...
Urges Canadian leaders to take specific action regarding mineral deals while comparing Canada favorably to the US and positioning it against Trump.
@TenaTweed
Mar 4, 2025
I hope everybody starts straight out blaming trump. Not the usa. Just explain that we like the usa, but they chose a stupid old man and now we all have to deal with it
I hope everybody starts straight out blaming trump. Not the usa. Just explain that we like the usa, but they chose a stupid old man and now we all have to deal with it
Urges others to blame Trump specifically while distinguishing between the USA and its leader, calling for a particular rhetorical strategy.
@DennepeerRelaxation
Mar 4, 2025
Americans have allowed this idiocy to continue, fortunately they can also stop it. I hope they do.
Americans have allowed this idiocy to continue, fortunately they can also stop it. I hope they do.
Urges Americans to take action to stop their leader's policies, framed as a moral imperative.
@Erlaxis
Mar 4, 2025
How about fire n replace dmv instructors for passing these people. Revoke licenses
How about fire n replace dmv instructors for passing these people.
Revoke licenses
Commenter demands firing of instructors and license revocation, implying immigrants are failing driving tests and urging punitive action.
farmbear1231
Jan 29, 2026
time to impeech trump (convict) before to late his done a? lot of damsge to all allies n his barely started
time to impeech trump (convict) before to late his done a? lot of damsge to all allies n his barely started
Calls for impeachment and conviction of Trump while criticizing his damage to allies, urging specific political action.
@maycruz-pq8wj
Mar 4, 2025
We have to save America from Trump
We have to save America from Trump
Frames Canada as needing to take action to 'save America' from Trump, positioning nations in opposition.
@tyroneolson6120
Mar 4, 2025
Bike guy should run for office. He'd be the most honest man ever running
Bike guy should run for office. He'd be the most honest man ever running
Encourages a specific individual to run for political office based on perceived integrity.
Call to Action
0.79
darkhistory1436
Jan 27, 2026
Just fucking ship them back, ALL of them o/
Just fucking ship them back, ALL of them o/
Explicit demand for mass deportation of immigrants, framed as urgent action with hostile language.
CasualOldBoy
Jan 27, 2026
TRump is the enemy within! IMPEACH NOW!
TRump is the enemy within! IMPEACH NOW!
Calls for Trump's impeachment while framing him as an internal threat, combining urgent action demand with security concern.
@lionfish3630
Mar 4, 2025
Well spoken and strong! Don't back down, never give up! The many will win over the powerful, we the people, we the government, fight back
Well spoken and strong! Don't back down, never give up! The many will win over the powerful, we the people, we the government, fight back
Encouragement to resist and mobilize collective action ('we the people'), framed as populist resistance against powerful interests.
@djremix7310
Mar 5, 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)