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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
Page 101 of 139
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.
@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
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.
@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.
@cardsandcars2022 Mar 4, 2025
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
Can trump come take the liberals like he did maduro please
Can trump come take the liberals like he did maduro please
Urges removal of a political group ('take the liberals') while invoking a political figure, combining call-to-action with partisan identity framing.
kdubz7680 Jan 3, 2026
Bike guy is unbelievably based.
Bike guy is unbelievably based.
Calls for independent journalists to investigate LMIA (Labour Market Impact Assessment) fraud, urging exposure of alleged scams in immigration policy.
AllHopeIsLost1134 Jan 27, 2026
GET OUT ALBERTA
GET OUT ALBERTA
Imperative statement urging people to leave Alberta, likely in response to immigration policy.
SteveRoeSroe Feb 27, 2026
Idiots should suffer. You had a chance for something better but voted again for the same morons. So now eat the consequences.
Idiots should suffer. You had a chance for something better but voted again for the same morons. So now eat the consequences.
Urges voters to face consequences of their electoral choices, framed as moral judgment and implicit call for political change.
kostiantynvaskevych5978 Jan 3, 2026
you guys should stop this when at 2014
you guys should stop this when at 2014
Urges others to stop or cease a practice, framing it as a temporal call to action from a specific point in time.
taicheekong7064 Jan 27, 2026
Please USA we hate this guy
Please USA we hate this guy
Appeals to Americans to reject Trump, framing it as a plea from those who oppose him.
@jeanlouisplano3141 Mar 4, 2025
US should be isolated after Trump did with UA
US should be isolated after Trump did with UA
Advocates for isolating the US as a punitive measure in response to Trump's Ukraine policy, framed as a moral consequence.
@AmeltonGsairus Mar 4, 2025
Americans need to stand up to the Russian Asset.
Americans need to stand up to the Russian Asset.
Urges Americans to take action against Trump, framed as a Russian asset, combining mobilization with threat perception.
@dcompose Mar 4, 2025
I'm disappointed CNN hasn't gone bankrupt. I need them learn their lesson about spreading lies and fear.
I'm disappointed CNN hasn't gone bankrupt. I need them learn their lesson about spreading lies and fear.
Expresses desire for CNN's failure as punishment for misinformation, implicitly calling for consequences while expressing distrust and alarm.
@CouchConvoReport Mar 4, 2025
All talk no action—get a shovel and get to work people
All talk no action—get a shovel and get to work people
Urges people to move from rhetoric to concrete action ('get a shovel and get to work').
@ziruk-king4466 Mar 4, 2025
He needs to do the same in Texas.
He needs to do the same in Texas.
Urges a political figure to take action in another jurisdiction, implying policy change.
DrGamingDude Jan 27, 2026
tres simple: suspendre les droist de rpopriete intellecteulle de tous les rpoduits americains simulatnement en Europe et au Canada
tres simple: suspendre les droist de rpopriete intellecteulle de tous les rpoduits americains simulatnement en Europe et au Canada
Proposal for coordinated action (suspending intellectual property rights) across Europe and Canada in response to US policy.
@patricknicolle1999 Mar 4, 2025
May DRAKE charge all Americans double for his content
May DRAKE charge all Americans double for his content
Urging Drake to take economic action (charge Americans double) as a form of retaliation.
@RayzeR87 Mar 4, 2025
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Discourse Taxonomy

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)