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
Trump needs to be in jail
Trump needs to be in jail
Direct call for legal/punitive action against Trump, framed as justice.
@PurushuttanSeecharran-qd5bg
Mar 4, 2025
What about tougher laws for those aiding and abetting this flow… particularly through First Nations lands. 😊
What about tougher laws for those aiding and abetting this flow… particularly through First Nations lands. 😊
Proposes stricter legal enforcement against those facilitating immigration, framed as a question but functioning as a policy demand.
rodwilson2744
Feb 18, 2026
Please take notice Trump!!!! Turn the madness around and put aside your ego. You are destroying your own country. From Australia.
Please take notice Trump!!!! Turn the madness around and put aside your ego. You are destroying your own country. From Australia.
Australian commenter urging Trump to change course, framing US policy as self-destructive from international perspective.
@WellnessDiscoveryReport
Mar 4, 2025
I didn't vote for Trudeau.\nI won't vote for the Liberal party in the next election.\nThis gave me chills and fired me up.\nHow do you expect to scare people that choose to live in -40 °C/°F?
I didn't vote for Trudeau.\nI won't vote for the Liberal party in the next election.\nThis gave me chills and fired me up.\nHow do you expect to scare people that choose to live in -40 °C/°F?
Declares voting intentions and calls for political action against the Liberal party, with identity assertion about Canadian resilience.
@solyhhit
Mar 4, 2025
The Canada should put 50% tariff to America foods instead
The Canada should put 50% tariff to America foods instead
Proposes retaliatory tariff policy as a response to US trade actions.
@sovannarithpeou6962
Mar 4, 2025
Canada continue to be strong let Trump know that Canada is no push over Am?erica get rid of Trump and Vance also Musk
Canada continue to be strong let Trump know that Canada is no push over Am?erica get rid of Trump and Vance also Musk
Urges Canada to remain strong and calls for removal of Trump and other U.S. figures, combined with national identity assertion.
@HenryAlexander-po6ev
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
You need to do one exposing fraud in Canada. I’m sure it’s huge
You need to do one exposing fraud in Canada. I’m sure it’s huge
Requests the video creator expose alleged fraud in Canada, urging investigative action on a specific topic.
mitchellcloudnine
Feb 28, 2026
We will fight Mr. president we are with you, and we are ready to fight, worthy to fight for Canadians! ❤
We will fight Mr. president we are with you, and we are ready to fight, worthy to fight for Canadians! ❤
Urges collective action and readiness to fight for Canada, framed as solidarity with leadership.
@AKentertainment786
Mar 4, 2025
Let us join EU, China and Russia, instead of USA. Who care Trump ?
Let us join EU, China and Russia, instead of USA. Who care Trump ?
Urges Canada to realign geopolitically away from USA toward EU, China, and Russia as alternative alliance.
@vanthianhlun8968
Mar 4, 2025
Trump is embarrassing our country daily. American citizens rise up, now is the time.
Trump is embarrassing our country daily. American citizens rise up, now is the time.
Criticizes Trump and explicitly urges American citizens to 'rise up,' framing this as a moral imperative and direct call for action.
@SarkDawg
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
Will you please save those of us who did not vote for this insanity?????????
Will you please save those of us who did not vote for this insanity?????????
Plea for political intervention framed as urgent request to save those opposed to current policies.
@danamosley
Mar 4, 2025
I only wish all the Americans that stand with Canada now would have stood at the polls and voted against Trump.
I only wish all the Americans that stand with Canada now would have stood at the polls and voted against Trump.
Expresses regret about past voting behavior and implicitly urges political engagement, with comparison to US politics.
@bjones802000
Mar 4, 2025
Canada is falling for it again. Less than a month ago every arena full of people screaming F Trudeau. This guy is resigning by the next election. Vote Pierre!
Canada is falling for it again. Less than a month ago every arena full of people screaming F Trudeau. This guy is resigning by the next election. Vote Pierre!
Urges voting for Pierre while asserting Canadian political identity and criticizing Trudeau.
@zedsdead6969
Mar 4, 2025
Stop all of your tariffs and the US will stop their tariffs. How about a free trade between both countries?
Stop all of your tariffs and the US will stop their tariffs. How about a free trade between both countries?
Urges US to stop tariffs as a condition for reciprocal action, proposing free trade as solution.
@TurboMalibuV6
Mar 4, 2025
Canada Border services should contact ICE and get the job done!
Canada Border services should contact ICE and get the job done!
Urges Canadian Border Services to take action by coordinating with ICE for stricter enforcement.
Diesel735
Feb 18, 2026
Start with the criminals we let in!
Start with the criminals we let in!
Demands prioritized deportation of criminals, framing this as an urgent policy action needed.
michaeld.1128
Dec 24, 2025
And this is all because of the orange menace!!!!\nHe has to go!!!
And this is all because of the orange menace!!!!\nHe has to go!!!
Calls for Trump's removal from office, framing him as a threat ('orange menace').
@johnsmith-iv6sc
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
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)