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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Solidarity
4,947 comments
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Expresses support for Canada and Ukraine while distancing from Trump administration, showing cross-border solidarity.
@flutegal100
Mar 4, 2025
Well Done, Canada. I would be great to have EU standing the same way.
Well Done, Canada. I would be great to have EU standing the same way.
Praise for Canada's position with comparative wish that EU would adopt similar stance.
@lucagiangaspero4100
Mar 5, 2025
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
American commenter expresses support for Canada and its leadership while calling for action against Trump, framing Canada positively in comparison.
@moonmunster
Mar 4, 2025
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
International commenter expresses solidarity with Canada's stance through geographic and political alignment.
@StaffyLover1950
Mar 4, 2025
Intelligent and cristal clear speech ❤ Germany loves Canada!
Intelligent and cristal clear speech ❤ Germany loves Canada!
Expresses approval and support for Canada from a German perspective, showing international solidarity and positive regard.
@philippclemens2265
Mar 4, 2025
Virginia stands with Canada. The Trump administration is retarded for this!!?
Virginia stands with Canada. The Trump administration is retarded for this!!?
Expresses support for Canada while criticizing Trump administration, demonstrating cross-border solidarity.
@TruckdispatcherMacky
Mar 4, 2025
Baltimore Stands With Everyone, Except President Tramp And Putang. Baltimore Stands With Canada. Slava Ukraine ??
Baltimore Stands With Everyone, Except President Tramp And Putang. Baltimore Stands With Canada. Slava Ukraine ??
Expresses support for Canada and Ukraine while rejecting Trump, demonstrating cross-border solidarity and shared values.
@andrewpage4932
Mar 4, 2025
Can someone please telll the Canadians we dont agree with our president
Can someone please telll the Canadians we dont agree with our president
American commenter expressing disagreement with their president and solidarity with Canada.
@SwazStreams
Mar 4, 2025
Thank you Canada ! Trump is killing us !
Thank you Canada ! Trump is killing us !
Expresses gratitude and support for Canada's stance, with empathy toward those harmed by Trump.
Solidarity
0.80
@drJ1969
Mar 4, 2025
As an Dominicano Trudeau is a really smart guy and I ?????
As an Dominicano Trudeau is a really smart guy and I ?????
Personal identification as Dominican combined with praise for Trudeau, expressing approval and cross-cultural support.
@JuanAcosta-m3y
Mar 4, 2025
I am so so sorry
I am so so sorry
Brief apology expressing empathy and support for Canada's situation, demonstrating solidarity.
@barbarahasenauer2630
Mar 4, 2025
We all immigrats get use to it
We all immigrats get use to it
Expresses inclusive, welcoming sentiment acknowledging shared immigrant status and encouraging acceptance of immigration reality.
Solidarity
0.80
ricardomaye4085
Aug 28, 2025
As a Mexican/American citizen, I stant with you Canada ?? ❤??.\nWell said !!!! We love you!! So sad what is happening to the whole world is such a short time for a .... person.?
As a Mexican/American citizen, I stant with you Canada ?? ❤??.\nWell said !!!! We love you!! So sad what is happening to the whole world is such a short time for a .... person.?
Expresses support and empathy for Canada from a Mexican/American perspective, with welcoming sentiment despite concerns about global conditions.
@classyy20004
Mar 4, 2025
From San Diego California shout out to Mr Trudeau ??????
From San Diego California shout out to Mr Trudeau ??????
Supportive shout-out to Trudeau from a US resident, expressing solidarity and encouragement.
Solidarity
0.80
@adrianagrajeda6909
Mar 4, 2025
Viva Canada viva México and viva the free world and not the hatred of the magats
Viva Canada viva México and viva the free world and not the hatred of the magats
Expresses support for Canada and Mexico while opposing a political group, combining solidarity with identity-based framing.
@Leod119
Mar 4, 2025
Join the EU! Warmest regards from Germany. You would be welcome indeed. Why they speak english when the prime minister speaks french? Irritating.
Join the EU! Warmest regards from Germany. You would be welcome indeed. Why they speak english when the prime minister speaks french? Irritating.
Expresses welcoming sentiment toward Canada joining the EU with warm regards, while comparing Canada's language situation to European standards.
@fwnm
Mar 4, 2025
Full props to Prime Minister Trudeau. A strong and decisive response was required and is exactly what’s needed to face trump down.
Full props to Prime Minister Trudeau. A strong and decisive response was required and is exactly what’s needed to face trump down.
Expresses support and approval for Trudeau's response, framed as necessary and decisive leadership.
@dougbates8018
Mar 4, 2025
Thank you to our American friends. We're in a fight, but we know you didn't start. Sorry for the pain you're about to feel: its not intended for you, but we gotta fight back
Thank you to our American friends. We're in a fight, but we know you didn't start. Sorry for the pain you're about to feel: its not intended for you, but we gotta fight back
Thanks American allies and expresses solidarity in a shared struggle, with implicit comparison between nations.
@tjraven
Mar 4, 2025
Thank you, PM Trudeau for differentiating between American citizens, who value our Canadian friends, and the insane wannabe dictator who is trying to destroy our nation.
Thank you, PM Trudeau for differentiating between American citizens, who value our Canadian friends, and the insane wannabe dictator who is trying to destroy our nation.
Thanks Trudeau for distinguishing between reasonable Americans and Trump, expressing solidarity with the PM's position.
@8_six7_five3_09
Mar 4, 2025
What a great speech finally Canadians allways united no matter what
What a great speech finally Canadians allways united no matter what
Expresses approval of a speech and celebrates Canadian unity and collective identity.
@ahmadzai9226
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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