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
Stop saying the American government when referring to Trump: all he is doing is just him. Congress wasn’t involved\nStart reporting that way
Stop saying the American government when referring to Trump: all he is doing is just him. Congress wasn’t involved\nStart reporting that way
Commenter is urging media/reporters to change how they frame political responsibility, critiquing reporting practices rather than discussing immigration policy.
@ViennaRobert
Mar 4, 2025
Well they can all go to US.
Well they can all go to US.
Suggests immigrants should leave Canada for the US, implying a directive action while comparing countries.
VVMMei
Jan 15, 2026
Tyler coming to canada?! Come to the east coast... lots of topics you could do there! Homeless, drugs, imigrarion, IRVING, crime, lack of policing from the police.... the list goes on.
Tyler coming to canada?! Come to the east coast... lots of topics you could do there! Homeless, drugs, imigrarion, IRVING, crime, lack of policing from the police.... the list goes on.
Urges the video creator (Tyler) to visit the east coast and cover specific social issues including immigration.
Call to Action
0.75
lkmgdj
Jan 27, 2026
It seems like Trump is trying to destroy the US for Putin \nCanada many Citizens in the EU stand with you and boycott American goods! There is even an Danish APP made that helps NOT …
It seems like Trump is trying to destroy the US for Putin
\nCanada many Citizens in the EU stand with you and boycott American goods! There is even an Danish APP made that helps NOT to choose goods from America, when we shop in EU.
\nThe only thing Trump understands is the power of money
Calls for boycott of American goods and international solidarity, framed within geopolitical threat narrative about Trump and Putin.
@lbot1004
Mar 4, 2025
I will not buy anything from the states ever again. Even if the trade war ens, you can thank the guy you voted for, I do feel very bad for the citizens who didn't vote …
I will not buy anything from the states ever again. Even if the trade war ens, you can thank the guy you voted for, I do feel very bad for the citizens who didn't vote for him, those people I will support
Declares a personal boycott action and urges differentiation between voters and non-voters based on moral responsibility for political outcomes.
@sweetpeaGraff
Mar 4, 2025
Can Canadians have a referendum? Maybe the question can be should we deport this woman to the USA?
Can Canadians have a referendum? Maybe the question can be should we deport this woman to the USA?
The comment sarcastically proposes a referendum and calls for deportation of a specific individual, framing them as an outsider.
@Wayne-z1x
Feb 21, 2026
I’m about to go on truth social and tell trump thanks
I’m about to go on truth social and tell trump thanks
Commenter is announcing intention to take action (post on social media) in response to content.
Call to Action
0.75
@blackchild5084
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
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
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
Make that man on the bike the new PM of Canada ASAP!!!!
Make that man on the bike the new PM of Canada ASAP!!!!
Urges action (making someone PM) with emphatic tone, though the reference to 'man on the bike' suggests possible ironic/satirical intent.
Bancofty97
Jan 27, 2026
These people are knuckleheads how do they even have a job give me the rains I'll get rid of all the illegal immigrants wow
These people are knuckleheads how do they even have a job give me the rains I'll get rid of all the illegal immigrants wow
Expresses desire to take charge and remove illegal immigrants, framed as a call for action despite hyperbolic tone.
kevinmaxwell207
Nov 21, 2025
why not deport all of them back?
why not deport all of them back?
Rhetorical question proposing mass deportation as a solution, functioning as a call for restrictive action.
oxeley
Jan 18, 2026
It is YOUR JOB ❤
It is YOUR JOB ❤
The comment uses an emphatic statement with a heart emoji to urge someone (likely the PM or government) to do their job, combining exhortation with supportive sentiment.
@louiseaubut760
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
We understand. I did not vote for the Putin buddies. We hope that once this group is out of office America can work with others. They need to step down.
We understand. I did not vote for the Putin buddies. We hope that once this group is out of office America can work with others. They need to step down.
Commenter expresses hope that a political group will step down and implies voting/political action, while also asserting 'we' identity as distinct from the criticized group.
@MarieBecka
Mar 4, 2025
I hope you reported those guys
I hope you reported those guys
Urges the commenter or others to report illegal activity, though context is unclear.
Call to Action
0.75
modestoca25
Jan 27, 2026
Canadians r sorry but we will make things hard for america and no one will be to blame but their president the walking orange pumpkin school yard bully, ? tarrif on Tesla woot woot, we …
Canadians r sorry but we will make things hard for america and no one will be to blame but their president the walking orange pumpkin school yard bully, ? tarrif on Tesla woot woot, we r done with Musk making money on Canada, we r don't protecting America, joining their ridiculous wars and losing our own ppl for their benefit, they will see what elbows up means to a Canadian
Expresses Canadian identity and calls for economic/trade retaliation against the US while criticizing American leadership and foreign policy.
@helenarichert1986
Mar 4, 2025
Maybe it's time for Canada to get together with Great Britain and with EU and put economic sanctions on the USA?
Maybe it's time for Canada to get together with Great Britain and with EU and put economic sanctions on the USA?
Suggests Canada coordinate with other nations to take economic action against the USA.
@123Ryanist
Mar 4, 2025
Do whatever you can to minimize your tax contributions.
Do whatever you can to minimize your tax contributions.
Urges others to take specific action (minimize tax contributions) as a form of protest or resistance.
Call to Action
0.75
ArmandVandal
Nov 20, 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)