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
Search & Filter
Call to Action
2,768 comments
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
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
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
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
Boycott US companies here, Canada provides electricity for some US States, shut if off! Go Canada ??
Boycott US companies here, Canada provides electricity for some US States, shut if off! Go Canada ??
Urges boycotts and specific action (shutting off electricity) while asserting Canadian national identity and superiority.
@LegoPinoyMum
Mar 4, 2025
Also from Buffalo NY, Wolf. This brings me to tears. I am sufficiently upset. We need to get those maniacs out of our government.
Also from Buffalo NY, Wolf. This brings me to tears. I am sufficiently upset. We need to get those maniacs out of our government.
Shares emotional reaction and explicitly urges removal of government officials through voting/action.
@onyxsiniardi
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
As a Canadian, I can tell you that I won't be buying anything made in US, product of US or even shipped from the US, even if tariffs were removed tomorrow, I will continue to …
As a Canadian, I can tell you that I won't be buying anything made in US, product of US or even shipped from the US, even if tariffs were removed tomorrow, I will continue to boycott as long as the orange buffoon is the president.
Canadian announcing a boycott of U.S. products as a form of protest against Trump, framing it as a long-term commitment.
@mariaassunta7237
Mar 4, 2025
I wish europeans would find such strong words. We need to stand up together
I wish europeans would find such strong words. We need to stand up together
Calls for Europeans to adopt similar strong stance and unite collectively in response to perceived threats.
@nixda820
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
He doesn't care, wethepeople know that this is not personal. it's business. Do what you have to do. To our Republican government, please shut this down! Impeach Donald ??
He doesn't care, wethepeople know that this is not personal. it's business. Do what you have to do. To our Republican government, please shut this down! Impeach Donald ??
Calls for government shutdown and impeachment while critiquing political indifference.
@KPoPasianDramafan
Mar 4, 2025
Again get the world out of this nightmare and Arrest these 3 Idiots in the white house! Trump Vance and Musk... you have no much time left before things are going really bad!! stop them …
Again get the world out of this nightmare and Arrest these 3 Idiots in the white house! Trump Vance and Musk... you have no much time left before things are going really bad!! stop them take the power away! or you will witness the end of USA and rise of chaos and terror! Trump and his gang are a cancer for democracy! stop them before they destroy you! or is it too late already?
Urgent plea for arrest and removal of Trump administration officials, framed as preventing catastrophic outcomes and democratic collapse.
@dawnfreedom2024
Mar 4, 2025
Trump and his thugs needs to go
Trump and his thugs needs to go
Calls for removal of Trump and his associates, implying action should be taken against them.
@georginachircop5625
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
Open it to Canada, US doesn’t matter anymore!
Open it to Canada, US doesn’t matter anymore!
Urges opening Canada to immigration while dismissing US relevance through comparative framing.
@yuliyaborysova7894
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)