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, Mexico and China should work together open up trade and by pass US control and abuse.
Canada, Mexico and China should work together open up trade and by pass US control and abuse.
Urges Canada, Mexico, and China to take collective action to counter US influence through trade cooperation.
@passby8070
Mar 5, 2025
Send them back enough is enough
Send them back enough is enough
Imperative statement urging deportation of immigrants, combining demand for action with implicit threat/anxiety framing.
justicewarrior9166
Jan 5, 2026
About time you had a food school program that was permanent the hells wrong with you - willy 0
About time you had a food school program that was permanent the hells wrong with you - willy 0
Demands permanent food school programs while criticizing government inaction, with a signature suggesting direct address.
RunningOutofideas-y5q
Jan 11, 2026
The ONLY sulution. Elbows up . PUSH Trump. Push Trump. USA INVATION . Millions will immediately leave.
The ONLY sulution. Elbows up . PUSH Trump. Push Trump. USA INVATION . Millions will immediately leave.
Urges action ('PUSH Trump') framed around immigration as an invasion threat, combining mobilization with alarmist language.
mariemacisaac7529
Feb 22, 2026
They have chosen to undermine the the ties between and among , canada should respond 25 percent tariff on all consumers of usa product
They have chosen to undermine the the ties between and among , canada should respond 25 percent tariff on all consumers of usa product
Proposes specific retaliatory tariff policy as a response to perceived US undermining, framed as a call for government action.
@abrehambarnabas9200
Mar 4, 2025
Charge 300% tariff on Canadian Lumber!!!!
Charge 300% tariff on Canadian Lumber!!!!
Demands a specific policy action (tariff) with emphatic language, though it's unclear if directed at government or expressing a position.
Call to Action
0.75
@verru1998
Mar 4, 2025
Buy e Canadian buy anything but American 🇨🇦🫡🪖
Buy e Canadian buy anything but American 🇨🇦🫡🪖
Urges buying Canadian products with nationalist framing, combining consumer activism with identity assertion.
jarrettbobbett5230
Jan 4, 2026
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Calls for replacing current politicians with an alternative leader, combining political critique with a demand for action.
robd003
Jan 27, 2026
Lets make new, strong and valuable bonds between Canada, Mexico and Europe to proove that we all stand for the same values compared to Donald who is obviously not sharing any of our values.
Lets make new, strong and valuable bonds between Canada, Mexico and Europe to proove that we all stand for the same values compared to Donald who is obviously not sharing any of our values.
Urges Canada to build alliances with Mexico and Europe based on shared values, contrasting with Trump's approach.
@Mazer328
Mar 5, 2025
@TylerOliveria stop being racist
@TylerOliveria stop being racist
Direct accusation and demand directed at another commenter to stop racist behavior.
MthobisiMeander-gc9tm
Jan 27, 2026
Build a wall!
Build a wall!
Calls for border wall construction as a policy solution, implying security/containment concerns.
clarkythekillerboom3316
Jan 5, 2026
????? Get Bent Idiots!!! Trudeau Has Got To Go!!!!!!!!
????? Get Bent Idiots!!! Trudeau Has Got To Go!!!!!!!!
Expresses dismissal and calls for political change through demands that a leader resign.
@Diamondbackf1
Mar 5, 2025
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Encourages the creator to continue 'exposing' while using dehumanizing language, combining support with inflammatory rhetoric.
WillNelson-u7p
Jan 27, 2026
Don't buy Canadian Bacon, Maple Syrup and other Canadian goods. Canada is NOT the closest ally of the US and has long in fact been like the Karen nation of North America who is massively …
Don't buy Canadian Bacon, Maple Syrup and other Canadian goods. Canada is NOT the closest ally of the US and has long in fact been like the Karen nation of North America who is massively passive aggressive to the US, and outright hatred for the US is rampant among many Canadians. 25 percent 155 billion which is dwarfed by the trade imbalance of the many billions more of Canadian goods that go to the US, mostly it is American Alcohol that goes to Canada, to fuel the drunks of Canadian society, so Homeless alcoholics in Canada might truly suffer. How is more sobriety a bad thing Trudeau? This might be fantastic for people who drink alcohol to make a break with the booze they have been needing. \n\nThe rest of us, who don't buy Canadian goods nor own or invest in American alcohol won't feel anything. In fact we pay more for mailing stuff to Canada from the Canadian postal service. \n\nWe learned not to mail stuff to Canada. We are ok now living with that limitation.
Commenter urges boycott of Canadian goods while making unverified claims about Canadian society and trade imbalances, framing Canada negatively in identity terms.
@andykaufman7620
Mar 4, 2025
cancel the 200 billon we give them a year
cancel the 200 billon we give them a year
Directive to cancel foreign aid, functioning as a policy demand and implicit call for action.
@pinnhead4
Mar 4, 2025
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
5:40 this guy should be president
5:40 this guy should be president
Expresses support for a person and suggests they should hold political office, implying endorsement for leadership.
Call to Action
0.75
motokev2727
Jan 27, 2026
Americans. lend me your brains. you are being screwed by a moron crook and his gang of GOP supporters. you lose.
Americans. lend me your brains. you are being screwed by a moron crook and his gang of GOP supporters. you lose.
The comment urges Americans to recognize they are being wronged and implicitly calls them to action against political leadership, framed as a moral imperative.
@mxr572
Mar 4, 2025
Dumbo Dump NEEDS TO GO HEY HEY HO HO!!!!
Dumbo Dump NEEDS TO GO HEY HEY HO HO!!!!
Calls for removal of a political figure using protest chant format ('HEY HEY HO HO'), with insulting language for rhetorical effect.
@arnovriends5873
Mar 4, 2025
Our government in the US is embarrassing. Americans need to rise up.
Our government in the US is embarrassing. Americans need to rise up.
US commenter urging Americans to take action against their government.
@kathyhayden3653
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)