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
Canada should immediately switch off electricity and all gas and oil to America that will totally fuck them
Canada should immediately switch off electricity and all gas and oil to America that will totally fuck them
Proposes a retaliatory action against America with hyperbolic/sarcastic tone.
@debbiesott5159
Mar 4, 2025
We definitely understand what’s coming down the pipe that’s why we here are fighting against injustice
We definitely understand what’s coming down the pipe that’s why we here are fighting against injustice
Expresses commitment to fighting against perceived injustice, framing it as a moral imperative and implicitly urging collective action.
@RochelleGriggs-b6p
Mar 4, 2025
Yes DUMB DONALD!! If I'm a Canadian, I'm not buying any thing made in AMERICA PERIOD!!!
Yes DUMB DONALD!! If I'm a Canadian, I'm not buying any thing made in AMERICA PERIOD!!!
Urges boycott of American products as a response to Trump, framed through Canadian identity assertion.
@byronstansberry1638
Mar 4, 2025
Buddy on the bike should run for office
Buddy on the bike should run for office
Suggests that someone featured in the video should enter politics, implicitly endorsing their views and urging political engagement.
Call to Action
0.75
kieranpicton2462
Jan 28, 2026
GET! THEM! OUT!!! Almost 33% of canadas population isn’t even Canadian.
GET! THEM! OUT!!! Almost 33% of canadas population isn’t even Canadian.
Demands removal of immigrants while citing an unverified statistic about Canadian population composition.
DudeMan27
Jan 27, 2026
GET THAT BIKE GUY A SEAT IN THE SENATE
GET THAT BIKE GUY A SEAT IN THE SENATE
Urges a specific action (Senate appointment) in a humorous, exaggerated manner.
baxter12796
Mar 3, 2026
Stop allowing drugs from coming over the Canadian border.
Stop allowing drugs from coming over the Canadian border.
Urges government action to stop drug trafficking across the Canadian border, combining policy critique with demand for intervention.
@rb5229
Mar 4, 2025
Why don't we turn off the power and water we send to the usa
Why don't we turn off the power and water we send to the usa
Proposes retaliatory action (cutting utilities) against the US in response to trade tensions.
Call to Action
0.75
@evanfrank2245
Mar 4, 2025
Prime minister Trudeau the United States needs to impeach this want to be president the people who voted for this so-called man I don't think that fully realize they put a criminal in office we …
Prime minister Trudeau the United States needs to impeach this want to be president the people who voted for this so-called man I don't think that fully realize they put a criminal in office we need to impeach this man get him out of office very quickly. May God bless you prime minister Trudeau.?
Commenter urges impeachment of Trump while framing Trudeau positively, mixing US political action with cross-border identity positioning.
@theodorekorbos2804
Mar 4, 2025
Country cap now!
Country cap now!
Abbreviated call for immigration caps, expressing demographic anxiety about population limits.
mashiroinoue
Feb 18, 2026
Really hope Trump is a half term president.
Really hope Trump is a half term president.
Expression of hope for a specific political outcome (Trump serving only one term) functions as an implicit call for others to support this goal.
Call to Action
0.75
@KamenRider1985
Mar 4, 2025
As an Arkansan living in deep maga territory I will never stop fighting for our freedom from tyranny.
As an Arkansan living in deep maga territory I will never stop fighting for our freedom from tyranny.
Asserts regional identity (Arkansan) while pledging commitment to political resistance, urging others to join the fight against tyranny.
@angelcamacho1297
Mar 4, 2025
Don’t open the Geordie Howe bridge
Don’t open the Geordie Howe bridge
A directive statement urging against opening the Geordie Howe bridge, likely related to border/immigration concerns.
Call to Action
0.75
@cardsandcars2022
Mar 4, 2025
They all just need to leave Canada simple as that
They all just need to leave Canada simple as that
Advocates for mass deportation of immigrants with dismissive language, framing immigration as a simple problem requiring removal.
mattpreston7265
Feb 23, 2026
Where are our past presidents? PResident OBama? PResident CLinton? President BIden? PResident BUsh? They still garner the title President. We need their collective wisdom and non-partisan leadership to intercess and stand up to the TREASONOUS …
Where are our past presidents? PResident OBama? PResident CLinton? President BIden? PResident BUsh? They still garner the title President. We need their collective wisdom and non-partisan leadership to intercess and stand up to the TREASONOUS machinations of Trump. OUR DEMOCRACY IS IN PERIL….Canada is our friend and confidant. TRUMP IS GUILTY OF TREASON! He is single handedly dismantling decades of peace, goodwill, friiendship and above all SAFETY with our French Canadian neighbors. America is in serious trouble. CNN a you have a responsibility to use your far reaching platform to seek out the opiNions and diplomatic aid of our surviving better presidents. They possess the hardwon wisdom and experience to engage with world leaders and our senators…..\nPlease take a stand. These are scary moments. TRUMP IS GUILTY OF TREASON!\nHELP! SOS! ⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓⚓
Primarily urges media and past presidents to take action against Trump, framed through moral appeals about democracy and safety threats.
@ColleenC-n5v
Mar 4, 2025
Lawsuit against the government for letting them in!
Lawsuit against the government for letting them in!
Calls for legal action against government for immigration policy, framing it as a threat.
Katie-patience
Feb 18, 2026
Two idiots are driving that world into the abyss, and no one is even trying to stop them. People have become lazy cowards
Two idiots are driving that world into the abyss, and no one is even trying to stop them. People have become lazy cowards
Criticizes leadership and implicitly urges public action ('no one is even trying to stop them'), framed as moral failure.
@Irondildo
Mar 4, 2025
Get them all out . Canada is an embarrassment and disgrace to nation builders. This is what happens when post modernist ideology reigns.
Get them all out .
Canada is an embarrassment and disgrace to nation builders. This is what happens when post modernist ideology reigns.
Calls for removal of immigrants while asserting national identity and criticizing ideological direction.
RecordedMediaArchive
Jan 27, 2026
Canada and us Democrats, it's time to stop being so polite!
Canada and us Democrats, it's time to stop being so polite!
Urges Canada and Democrats to abandon politeness, framing it as a call for more assertive action with implicit moral urgency.
@JaneFendelmanMC
Mar 4, 2025
My message get the fuck out
My message get the fuck out
Direct imperative urging someone to leave the country, functioning as a call to action.
Call to Action
0.75
rubenburgos4050
Feb 24, 2026
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)