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
Remove these both freaks, Trump and Vence and let them take Mask with them until it's not too late!!!!
Remove these both freaks, Trump and Vence and let them take Mask with them until it's not too late!!!!
Urges removal of political figures with strong emotional language and us-vs-them framing.
@lpx79
Mar 4, 2025
MAGA!!! Bye bye Trudeau, you’re done!
MAGA!!! Bye bye Trudeau, you’re done!
Uses political slogan (MAGA) and urges removal of Trudeau, functioning as a call to political action.
@gunsandpoker7432
Mar 4, 2025
Please Please Please DO NOT RESIGN! Trudeau should continue be our leader. He is smart! He is the best! But US has to change one Law, the one where Obama can come back to lead …
Please Please Please DO NOT RESIGN! Trudeau should continue be our leader. He is smart! He is the best! But US has to change one Law, the one where Obama can come back to lead US. He was the best president of US history! Ever! Trump has to go. He lost it... I cant believe how anyone voted for him anyways, but what's done is done. Fix it now.
Urges Trudeau to remain as leader while calling for US policy change, combining advocacy with comparative US-Canada framing.
@VBNOE7213
Mar 4, 2025
We need Canada's help to us rid ourselves of this deranged trump
We need Canada's help to us rid ourselves of this deranged trump
Calls on Canada to take action against Trump, framing international political opposition.
@adamwise6626
Mar 4, 2025
Hey Justin, I bet Donald would drop all these tariffs if Pierre got into power….but I bet you wont hurry up and leave….for “your fellow Canadians”
Hey Justin, I bet Donald would drop all these tariffs if Pierre got into power….but I bet you wont hurry up and leave….for “your fellow Canadians”
Urges Trudeau to resign and implies a political alternative would be better, with sarcastic tone.
@tobyjanzen
Mar 4, 2025
Hopefully somebody in the American Military or the CIA will take this Donald Trump out before he does any more damage to his allies in NATO
Hopefully somebody in the American Military or the CIA will take this Donald Trump out before he does any more damage to his allies in NATO
Urges military/intelligence action against Trump while framing him as a threat to allies, combining call-to-action with threat rhetoric.
@anthonybelyea1964
Mar 4, 2025
Thank you bro. I wish you interviewed me for this. I got opinions
Thank you bro. I wish you interviewed me for this. I got opinions
Commenter expresses desire to participate in the video project and share their perspective, implicitly requesting engagement.
OgMalik2
Feb 27, 2026
cut off electric gas oil lumber all exports
cut off electric gas oil lumber all exports
Commenter urges specific economic actions (cutting off exports) as a response to policy disagreement.
@clement2780
Mar 4, 2025
I Nominate Justin Trudeau for President of the United States!
I Nominate Justin Trudeau for President of the United States!
A nomination statement urging others to consider Trudeau for U.S. president, implicitly comparing leaders across nations.
@danielhansson1003
Mar 4, 2025
Just fix your border, Buckwheat.
Just fix your border, Buckwheat.
Directive to fix the border with dismissive tone; implies national identity concern but primarily urges action.
@graybailey6015
Mar 4, 2025
Just get TF out of the office already. Even Canadians don't like you!
Just get TF out of the office already. Even Canadians don't like you!
Demands the Prime Minister leave office and invokes 'Canadians' as a collective identity opposing him, combining call-to-action with identity framing.
@Jopanaguiton
Mar 4, 2025
The people that stands with Canada,Mexico and Uk should move there
The people that stands with Canada,Mexico and Uk should move there
Urges people with certain political views to relocate, combining a call to action with implicit us-vs-them framing about national allegiance.
@jerryhumphrey8030
Mar 4, 2025
Republicans prioritized tax cuts to benefit the WEALTHY 4.5 trillion in tax break for billionaires and millionaires.Republicans 11 RECESSIONS IN MODERN era 10 HAVE BEGUN under Republicans Presidents since the early 80s Midterms Election 2026 …
Republicans prioritized tax cuts to benefit the WEALTHY 4.5 trillion in tax break for billionaires and millionaires.Republicans 11 RECESSIONS IN MODERN era 10 HAVE BEGUN under Republicans Presidents since the early 80s Midterms Election 2026 please vote for Democrats Congress Senate and House save America from dictatorship ??️?
Primarily urges voting for Democrats with specific claims about Republican recessions and tax cuts; the factual assertions lack evidence but the dominant intent is mobilizing action.
@rakialogan3372
Mar 4, 2025
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
Pierre Poilievre for PRIME MINISTER ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Pierre Poilievre for PRIME MINISTER ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Expresses support for a political candidate with repeated heart emojis, functioning as a call to vote or mobilize support.
@Shamuddy
Mar 4, 2025
Canada get out of the American sheild.. make that make sense!! I love Canadians just not European ass kiss idiots.. Canada get ready for American he is showing you ge is going to hurt you
Canada get out of the American sheild.. make that make sense!! I love Canadians just not European ass kiss idiots.. Canada get ready for American he is showing you ge is going to hurt you
Urges Canada to change policy direction while expressing threat concerns about American actions and making cultural identity critiques.
@wesshannah-hs3cm
Mar 4, 2025
Canada should join EU.
Canada should join EU.
Proposes Canada join the EU, framing it as a policy recommendation or geopolitical realignment suggestion.
@RG-cc3lq
Mar 4, 2025
All these countries should ban tesla as well!
All these countries should ban tesla as well!
Urges multiple countries to take action by banning Tesla as a policy measure.
Call to Action
0.75
@kevinl8604
Mar 4, 2025
Canada, Mexico, The US West Coast and the US NE should form it's own alliance and country.
Canada, Mexico, The US West Coast and the US NE should form it's own alliance and country.
Proposes a geopolitical reorganization and alliance formation, urging specific regions to unite into a new political entity.
@Husky1378x
Mar 4, 2025
It should be a 25% tariff at US Dollars fuckem let’s be serious! Let’s go forward.
It should be a 25% tariff at US Dollars fuckem let’s be serious! Let’s go forward.
Advocates for specific tariff policy action ('should be 25%') and urges forward momentum with confrontational tone.
@waynebattrick5326
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)