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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Fear / Threat
3,873 comments
AGREE,what is this about definitely not the border !Trumps REGIME is trying to weaken Canada so he can Annex us!!!\nThat will never happen most Americans disagree with Trump more than half now after what has …
AGREE,what is this about definitely not the border !Trumps REGIME is trying to weaken Canada so he can Annex us!!!\nThat will never happen most Americans disagree with Trump more than half now after what has happened in the news lately!!\nThank you Mr.Trudeau for an eloquent,intelligent response to Trumps DUMB plan.After decades of good relations between our nations Trump has chosen Putin’s playbook\nCanadians and the world now are BOYCOTTING the once upon a time Ally Our neighbour America!!\nThis will not play out well for Americans Canadians or Mexicans \n??????
Expresses alarm about Trump's annexation plans, asserts Canadian identity and solidarity, and calls for boycotts of American goods.
@joannebuehler9049
Mar 4, 2025
We will never bend the knee to this lunatic. Never forgive, never forget.
We will never bend the knee to this lunatic. Never forgive, never forget.
Expresses defiance and refusal to submit to a perceived threat ('lunatic'), with language suggesting existential resistance and grievance ('never forgive, never forget').
@diavolorosso69
Mar 4, 2025
I hope the Americans will come to their senses soon. How can o e man dictate such systems, the days of dictators were over in America many years ago. Trump is trying to outpoint the …
I hope the Americans will come to their senses soon. How can o e man dictate such systems, the days of dictators were over in America many years ago. Trump is trying to outpoint the leaders of Cuba, Venezuela, Putin and the leader of North Korea.
Expresses alarm about Trump's authoritarian tendencies and compares him to dictators, framing him as a threat to democratic systems.
@AlfredTaylor-t7w
Mar 4, 2025
Yeah you don’t wanna face the US in a fight. Literal or symbolic fight.
Yeah you don’t wanna face the US in a fight. Literal or symbolic fight.
Expresses concern about confrontation with the US, framing it as a threat or warning.
Fear / Threat
0.80
@lou_hubcity8168
Mar 4, 2025
POTUS under Trump means Putin Owns The US! Russia couldn't beat NATO and the US but his slaves in the US are doing it for him, without firing a shot at NATO or US. \nMAGA. …
POTUS under Trump means Putin Owns The US! Russia couldn't beat NATO and the US but his slaves in the US are doing it for him, without firing a shot at NATO or US. \nMAGA. Moscow Agent Governing America!
Expresses alarm about Russian influence and conspiracy-like claims about Putin controlling the US government.
@vlcccapt
Mar 4, 2025
Putin own Trump, this confirms it...dangerous for America ?? WE have been warned. Republicans are sitting by and allowing this corruption in plain sight.
Putin own Trump, this confirms it...dangerous for America ?? WE have been warned. Republicans are sitting by and allowing this corruption in plain sight.
Expresses security concerns about foreign influence and corruption, with unsubstantiated claims about Putin controlling Trump.
@wandaransom9554
Mar 4, 2025
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico …
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico because he wan't to brag to his buddies Putin and Xi Ping.
Expresses alarm about Trump's territorial ambitions and alleged authoritarian motives, with unsubstantiated claims about his intentions.
@martinstepanek9252
Mar 4, 2025
The Tump/Putin cult will destroy America and a stable world in order to create an oligarchic world order.
The Tump/Putin cult will destroy America and a stable world in order to create an oligarchic world order.
Expression of existential threat from Trump/Putin alliance leading to oligarchic world order and global instability.
@8754sspy
Mar 4, 2025
Trump wants to break the economy so the rich can scoop up all their competition and create super monopolies and a modern oligarchy.
Trump wants to break the economy so the rich can scoop up all their competition and create super monopolies and a modern oligarchy.
Expression of economic danger and systemic threat (oligarchy, monopolies) framed as intentional harm.
@leviw.6795
Mar 4, 2025
We ?? Americans are Prepared for what ever Our President Decides. Canada ?? needs to Stop the Fetenal coming into Our Country. Canada ? needs to stop crying ? about their state because it is …
We ?? Americans are Prepared for what ever Our President Decides. Canada ?? needs to Stop the Fetenal coming into Our Country. Canada ? needs to stop crying ? about their state because it is in Shambles.
American asserting national identity while expressing security concerns about fentanyl and criticizing Canada's state, with alarmist framing.
@michaelhumphreys1321
Mar 4, 2025
Trump wants to close the borders and wants to turn the United States into a Russian model of WWII Germany to control everything and turn us into a Russia like nation. That is what I …
Trump wants to close the borders and wants to turn the United States into a Russian model of WWII Germany to control everything and turn us into a Russia like nation. That is what I See.
Expresses alarm about Trump's authoritarian intentions by comparing his policies to WWII Germany and Russia, framing them as existential threats.
@PabloLTorres
Mar 4, 2025
The Orange man and his sidekick are a menace and great danger to the world
The Orange man and his sidekick are a menace and great danger to the world
Characterizes political figures as dangerous threats to global security without specific policy critique.
@petergrundy8081
Mar 4, 2025
1343 Days to go <nervous laughter>
1343 Days to go <nervous laughter>
Countdown with nervous laughter indicates anxiety about future events, using humor to express underlying concern.
@youtubesucksdicks9474
Mar 4, 2025
Real American, American with dignity ans decendcy need to get the orange traitor in chief out of THEIR WH before the usa becomes a part of soviet union.
Real American, American with dignity ans decendcy need to get the orange traitor in chief out of THEIR WH before the usa becomes a part of soviet union.
Expresses alarm about Trump as a threat to American democracy and sovereignty, framing existential danger.
@R8M3N25
Mar 4, 2025
I really hope the orange traitor has a nice obituary in the papers...ASAP
I really hope the orange traitor has a nice obituary in the papers...ASAP
Hostile expression wishing death upon Trump, framed as threat/alarmist rhetoric rather than humor.
Fear / Threat
0.80
@CaseyElmore81
Mar 4, 2025
This country is making more and more enemies daily.\nWere done for !
This country is making more and more enemies daily.\nWere done for !
Expresses alarm about the country making enemies and existential concern ('We're done for').
@Franaflyby
Mar 4, 2025
Two seconds later the new tariff on Canada is 50%. Mark my word. The phony canadians will end up crying.
Two seconds later the new tariff on Canada is 50%. Mark my word. The phony canadians will end up crying.
Predicts severe economic harm (50% tariff) and mocks Canadians, expressing alarmism about future consequences.
@Grodens
Mar 4, 2025
The scourge of Trump has detonated a self inflicting nuclear bomb. US in a state of meltdown.
The scourge of Trump has detonated a self inflicting nuclear bomb. US in a state of meltdown.
Uses alarmist language ('nuclear bomb,' 'meltdown') to express anxiety about Trump's impact on the US and by extension Canada.
@tomadiamantstein9668
Mar 4, 2025
What if Trump wants to be like Putin? Separated from the world, isolated just like terrorist state? What if Trump wants to have a US for his own?
What if Trump wants to be like Putin? Separated from the world, isolated just like terrorist state? What if Trump wants to have a US for his own?
Rhetorical questions expressing anxiety about Trump's potential authoritarian intentions and isolation of the US.
@WiktorBOSS
Mar 4, 2025
I hope Trump voters are happy because over half the country cannot sleep at night from the actions of this felon and monster.
I hope Trump voters are happy because over half the country cannot sleep at night from the actions of this felon and monster.
Expresses anxiety about Trump voters' choices causing widespread distress and characterizes Trump as dangerous.
@Jac21826
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)