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
Send tariffs back to Trump as a boomrang, make him hurt, make his suffer. If all the countries targeted do that, Trump is knocked out for ever.
Send tariffs back to Trump as a boomrang, make him hurt, make his suffer. If all the countries targeted do that, Trump is knocked out for ever.
Urges retaliatory action against Trump through tariffs, framed as collective resistance.
@jbing6251
Mar 4, 2025
Ban CNN from the oval office!
Ban CNN from the oval office!
Urges a specific action (banning CNN from the oval office) directed at authorities or supporters.
Call to Action
0.75
@athomenotavailable
Mar 4, 2025
I like how he is tackling the situation nicely. as being canadian, we should boycott the American goods so make our economy stable. People who are thinking this is in Americans benefits they see later …
I like how he is tackling the situation nicely. as being canadian, we should boycott the American goods so make our economy stable. People who are thinking this is in Americans benefits they see later what American government do with them .
Urges boycott of American goods to stabilize Canadian economy, framed as patriotic action.
@duaaa8683
Mar 4, 2025
If he does 25%, you do 30%. He does 30% you do 35%. Be the one who dictates the frequency and timing of the attack. Sun tzu art of war.
If he does 25%, you do 30%. He does 30% you do 35%. Be the one who dictates the frequency and timing of the attack. Sun tzu art of war.
Urges escalatory action using military strategy metaphor, framing immigration/policy as an 'attack' to be countered aggressively.
@BertrandLim
Mar 4, 2025
Governor Trudeau quit the tough act and join our ranks!
Governor Trudeau quit the tough act and join our ranks!
Urges Trudeau to abandon his position and join 'our ranks,' combining identity framing with action appeal.
@ApolloX-e4q
Mar 4, 2025
RESIGN ALREADY YOU GLOBALIST SHILL
RESIGN ALREADY YOU GLOBALIST SHILL
Demands resignation while using unsubstantiated label ('globalist shill'), combining action demand with conspiracy-adjacent framing.
@DanielFreeMan365
Mar 4, 2025
All racist in Toronto and area protest. 100% you wont because your cowards. Yall forgot, didn't you? Maybe you weren't born yet or you have short term memories. Who wants to bet Tyler Olivera will …
All racist in Toronto and area protest. 100% you wont because your cowards. Yall forgot, didn't you? Maybe you weren't born yet or you have short term memories. Who wants to bet Tyler Olivera will end up in a situation like some other American youtubers pulling ish in other countries?
Commenter urges others to protest while expressing suspicion and warning about potential negative consequences for the content creator.
Nexus20301
Jan 28, 2026
All of you people that talk so tough, you should volunteer to the front lines and put your soul where your gob is. I bet none of you have the gonads to front line it. …
All of you people that talk so tough, you should volunteer to the front lines and put your soul where your gob is. I bet none of you have the gonads to front line it. To serve where the bullets fly. Trudy your young enough, grow a pair and confront that lying, murderous dictator, and show the world your worth... you pu....!!
Challenges commenters and Trudeau to take military action against Putin, using aggressive rhetoric to urge confrontation.
@RobertojavierSilvaharth-ub3pz
Mar 4, 2025
Trudeau just get out of there and let o’Leary take over ????????????????????
Trudeau just get out of there and let o’Leary take over ????????????????????
Urges Trudeau to step down and replace him with O'Leary, framed as a direct action demand.
@georgemurphy9910
Mar 4, 2025
This is it! We need more world leaders addressing him by name and letting him know how stupid he is.
This is it! We need more world leaders addressing him by name and letting him know how stupid he is.
Urges world leaders to publicly confront and criticize another leader, combining a call for action with moral judgment.
@AlonzoWallace51
Mar 4, 2025
Americans and Canadians, we must unite agiasnt the russian Puppet Trump/ elon. Let this be war
Americans and Canadians, we must unite agiasnt the russian Puppet Trump/ elon. Let this be war
Urges Americans and Canadians to unite against a perceived threat (Trump/Elon/Russia), framing it as warfare.
@arshenfashoom7139
Mar 4, 2025
I thought he was stepping down. We need an election today
I thought he was stepping down. We need an election today
Expresses desire for immediate political action (election) while questioning Trudeau's resignation status.
@andrewveltri7248
Mar 4, 2025
If you voted for trump and you think this is good for America or middle class Americans you’re a damn fool
If you voted for trump and you think this is good for America or middle class Americans you’re a damn fool
Condemns Trump voters as foolish, implicitly urging against supporting his policies, with moral judgment embedded.
@teetortother4825
Mar 4, 2025
America has a incompedent toddler as leader!! Impeach!!!
America has a incompedent toddler as leader!! Impeach!!!
Criticizes Trump's competence and explicitly calls for impeachment as a political action.
@veenacriddle1207
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
USA must remove Trump. He doesn't know shit about foreign policies for USA influences.
USA must remove Trump. He doesn't know shit about foreign policies for USA influences.
Urges removal of Trump while criticizing his foreign policy competence; combines action-oriented demand with policy critique.
@kevinniekolomat9295
Mar 4, 2025
Trump says he needs nothing Canada to offer…..yet oil and gas tariffs are only 10%.\nHmmm….\nI say shut off the taps to America, flip off the switch for electricity and make him come crawling back. Because …
Trump says he needs nothing Canada to offer…..yet oil and gas tariffs are only 10%.\nHmmm….\nI say shut off the taps to America, flip off the switch for electricity and make him come crawling back. Because that’s the only way American voters will understand what he is doing. America needs to revolt and end his reign of stupidity, because this is just the beginning of his\ntyrannical dictatorship.
Urges aggressive economic retaliation and calls for American citizens to revolt against their leader.
@richardmichael59
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
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really …
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really up to, everyone suffers apart from the corrupt.
Urges spreading a message to opponents while framing the issue as moral corruption, combining advocacy with ethical appeals.
@cjc1956
Mar 4, 2025
Cancel the F-35 contract and build our own fighter
Cancel the F-35 contract and build our own fighter
Urges cancellation of F-35 contract and domestic military production as alternative policy action.
@petemayer4450
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)