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
We have to save America from Trump
We have to save America from Trump
Frames Canada as needing to take action to 'save America' from Trump, positioning nations in opposition.
@tyroneolson6120
Mar 4, 2025
Shut down the immigration and promote family expansion, decrease feminism and promote men’s protection, eliminate prostitution, family courts should ban rewarding divorcing women from alimony and child supports, etc etc etc…..
Shut down the immigration and promote family expansion, decrease feminism and promote men’s protection, eliminate prostitution, family courts should ban rewarding divorcing women from alimony and child supports, etc etc etc…..
Demands shutdown of immigration and lists multiple policy changes to implement, functioning as a directive statement with multiple reform proposals.
kamalpradhan7630
Apr 14, 2025
Fire that old lady she should be retired. 👿🇨🇦
Fire that old lady she should be retired. 👿🇨🇦
Directly urges removal of a specific person from their position based on age.
Call to Action
0.79
dhv-v3f
Feb 28, 2026
CANADA needs to turn around and do more business with Europe and Mexico. Canada does not need the USA.
CANADA needs to turn around and do more business with Europe and Mexico. Canada does not need the USA.
Urges Canada to diversify trade partnerships away from the US, combining a policy recommendation with comparative framing of international relationships.
@ArsisDebrowski
Mar 4, 2025
You definitely need to come to the uk and report on the illegal immigration problems it's dangerous and would be great exposure!!!
You definitely need to come to the uk and report on the illegal immigration problems it's dangerous and would be great exposure!!!
Urges the content creator to investigate UK immigration issues, framing it as a comparative problem worthy of media attention.
tammybennett7166
Jan 27, 2026
Hey americans I know you don´t agree with what is going on so go on the STREETS and PROTEST! Let them see and feel what you see and feel! C´mon I know you have it …
Hey americans I know you don´t agree with what is going on so go on the STREETS and PROTEST! Let them see and feel what you see and feel! C´mon I know you have it in you. Don´t let this orange, russian and the two fat asian tyrants win because thats whats going on. And if this keeps going on like its going on it will end that we will fight each other and why should we do that. For what?
Urges Americans to protest while expressing fear of conflict and authoritarian threats.
@14All14
Mar 4, 2025
How about fire n replace dmv instructors for passing these people. Revoke licenses
How about fire n replace dmv instructors for passing these people.
Revoke licenses
Commenter demands firing of instructors and license revocation, implying immigrants are failing driving tests and urging punitive action.
farmbear1231
Jan 29, 2026
Bike guy should run for office. He'd be the most honest man ever running
Bike guy should run for office. He'd be the most honest man ever running
Encourages a specific individual to run for political office based on perceived integrity.
Call to Action
0.79
darkhistory1436
Jan 27, 2026
It’s Trump ???White House Trade War! We don’t want this! ???? But Canada needs to fight back against Trump
It’s Trump ???White House Trade War! We don’t want this! ???? But Canada needs to fight back against Trump
Urges Canada to fight back against Trump's tariffs, combining a call to action with moral framing of the conflict.
@iashakezula
Mar 4, 2025
It's time for Canada to grow a spine.
It's time for Canada to grow a spine.
Urges Canada to take stronger action ('grow a spine'), implicitly calling for more assertive policy response to external pressures.
@epipolarus
Mar 4, 2025
Just fucking ship them back, ALL of them o/
Just fucking ship them back, ALL of them o/
Explicit demand for mass deportation of immigrants, framed as urgent action with hostile language.
CasualOldBoy
Jan 27, 2026
Trump is a traitor. He needs to be removed from office.
Trump is a traitor. He needs to be removed from office.
The commenter makes a moral accusation and implicitly calls for Trump's removal from office, combining ethical judgment with action-oriented language.
@RaeRaesRaveReviews
Mar 4, 2025
This guy is ruining our relationships with allies. Stand up congress
This guy is ruining our relationships with allies. Stand up congress
Criticizes Trump's foreign policy damage and urges Congress to take action.
@cthruu6033
Mar 4, 2025
Good for him. Call out the Nazi in the Oval.
Good for him. Call out the Nazi in the Oval.
Urges calling out Trump using inflammatory language (Nazi), framed as moral imperative.
@fredlifsitz7411
Mar 4, 2025
Don’t worry about us mind your own country ? you fckng acted too late ?
Don’t worry about us mind your own country ? you fckng acted too late ?
Dismissive directive telling the US to focus on itself, with implied call for Canadian self-determination.
@Rvn1234
Mar 4, 2025
Well said. What companies and products can we, as American consumers, buy from to show our support of Canada?
Well said. What companies and products can we, as American consumers, buy from to show our support of Canada?
Seeks information on how to support Canada through consumer purchasing decisions.
@michelleclark9723
Mar 4, 2025
stop refugees and international students .
stop refugees and international students .
Directly urges stopping refugees and international students, framed as a policy demand.
rishi505
Feb 20, 2026
If you are with Canada then move there and don't buy American products. Problem solved
If you are with Canada then move there and don't buy American products. Problem solved
Sarcastically urges supporters to move to Canada and boycott American products as a solution, with ironic tone.
@Backyardfishing1999
Mar 4, 2025
The solution is source your imports else where. Stop buying U.S. goods. Don't punish Canadians.
The solution is source your imports else where. Stop buying U.S. goods. Don't punish Canadians.
Urges Canadians to take specific economic action (boycott US goods) as a solution to policy concerns.
@Brians_view
Mar 4, 2025
I AM ???? and we are Resisting this attack on our economy & sovereignty. ELBOWS UP!
I AM ???? and we are Resisting this attack on our economy & sovereignty. ELBOWS UP!
Declares national identity and calls for collective resistance against economic/sovereignty threats with rallying language.
@peterfedun-sk3jt
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)