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
I love the guy in the bike. He is 💯 spot on and honest.
I love the guy in the bike. He is 💯 spot on and honest.
Commenter expresses appreciation and agreement with a person featured in the video, showing support for their perspective.
HH-tp1dc
Jan 27, 2026
I like confrontational Trudeau. This is how yous speak to the orange abomination.
I like confrontational Trudeau. This is how yous speak to the orange abomination.
Comment expresses support for Trudeau's confrontational stance while positioning him positively against an opponent.
@_ata_3
Mar 4, 2025
I'm with canada
I'm with canada
Expression of support and alignment with Canada's position or actions.
Solidarity
0.75
@AnthonyNewman-i2n
Mar 4, 2025
Where the earth is stepped on, there the sky is upheld. Appreciate local culture. Always cooperate and communicate.
Where the earth is stepped on, there the sky is upheld. Appreciate local culture. Always cooperate and communicate.
Expresses welcoming sentiment through poetic language, advocating for cultural appreciation, cooperation, and communication.
mamanpd5341
Sep 19, 2025
My Trudeau is a well respected World Leader. Thank you for standing up!!
My Trudeau is a well respected World Leader. Thank you for standing up!!
Expresses support and appreciation for the political leader's stance and actions.
Solidarity
0.75
@mariajojivillaseca9738
Mar 4, 2025
Canadian here, go Trudeau, put this psycho in his place.
Canadian here, go Trudeau, put this psycho in his place.
Expresses support for Canadian leadership and encouragement to stand against Trump, combining solidarity with implicit call to action.
@bruceh92
Mar 4, 2025
Im an American. I can tell you all of us are barely surviving and the average people feel powerless to stop this madness. Sorry Canada MAGA elected a mad man. ?
Im an American. I can tell you all of us are barely surviving and the average people feel powerless to stop this madness. Sorry Canada MAGA elected a mad man. ?
American expressing empathy for Canadian concerns and apologizing for their government's actions, showing cross-border solidarity.
@rikubear6549
Mar 4, 2025
As an American I say do what you need Canada, F Trump.
As an American I say do what you need Canada, F Trump.
American commenter expresses support for Canada's position and opposition to Trump, showing solidarity with Canadian interests.
@Timjohnrob
Mar 4, 2025
Mr. Trudeau spoke, facts, directly and clearly to Trump and his Administration...very proud of how he is taking control of this situation ??
Mr. Trudeau spoke, facts, directly and clearly to Trump and his Administration...very proud of how he is taking control of this situation ??
Expresses approval and pride in Trudeau's handling of the situation, showing support for Canadian leadership in a difficult moment.
@rayjoannebailey175
Mar 4, 2025
As Swiss and European, we must stand together Canada and uphold our shared values. Unity makes us stronger in the face of evolving global dynamics, including the new partnerships emerging between the U.S. and Russia
As Swiss and European, we must stand together Canada and uphold our shared values. Unity makes us stronger in the face of evolving global dynamics, including the new partnerships emerging between the U.S. and Russia
Expresses European solidarity with Canada based on shared values, while comparing geopolitical positions and noting US-Russia dynamics.
@remo4958
Mar 4, 2025
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Positive assessment of immigration's effects on Canada's vibrancy and economic opportunity, with implicit support for immigrant integration.
Abraham-uk4xy
Sep 20, 2025
I am an America but I support Canada.Trump is a lier.
I am an America but I support Canada.Trump is a lier.
American commenter expresses support for Canada and criticism of Trump, demonstrating cross-national solidarity.
@MarthaSugra
Mar 4, 2025
Tbh this what i was expecting a true masculinity from Canadian Pm Nice
Tbh this what i was expecting a true masculinity from Canadian Pm Nice
Expresses approval of the Prime Minister's assertive stance, framing it as positive leadership.
Solidarity
0.75
@Creepy_Pastaa
Mar 4, 2025
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
Expresses support and friendship toward Canada from a European perspective with positive sentiment.
@hubsanh501techitaly6
Mar 4, 2025
Bravo Mr. Trudeau ??? Europe stands with Canada ??
Bravo Mr. Trudeau ??? Europe stands with Canada ??
Expresses approval and cross-national support for Canadian leadership.
@healing-cats
Mar 4, 2025
Go go go Canada ?% for Canada Pinoy ??????
Go go go Canada ?% for Canada Pinoy ??????
Expresses support and encouragement for Canada and Filipino immigrants, with celebratory tone.
@Noli-bb9hp
Mar 4, 2025
Well said PM Trudeau, stand proud Canadian the Commweath is right behind you Rember the Lane Canadia you bested those Mexicans (USA) once you can do it again.
Well said PM Trudeau, stand proud Canadian the Commweath is right behind you Rember the Lane Canadia you bested those Mexicans (USA) once you can do it again.
Expresses support for the PM and Canadian identity/pride, with encouragement framed as national solidarity.
@robertkeys6679
Mar 4, 2025
That s a Leader ❤
That s a Leader ❤
Brief expression of support and admiration for a leader, using emotional language to show backing.
@ThePuffy2008
Mar 4, 2025
Damn trump! The American people are not asking for this! We don't want to fight with our neighbors. You and your administration is making life worse in every way. And to those who did vote …
Damn trump! The American people are not asking for this! We don't want to fight with our neighbors. You and your administration is making life worse in every way. And to those who did vote for this human turd, you aren't getting a cut of all the money trump and the billionaires are reaping.
Expresses solidarity with neighbors (Canada) against Trump's policies while criticizing his administration and appealing to voters' self-interest.
@nikkipatten250
Mar 4, 2025
Thank you Ms Garner for your questioning… keep pushing. Non-compliance is illegal entry.
Thank you Ms Garner for your questioning… keep pushing. Non-compliance is illegal entry.
Expresses support for a questioner and makes a policy point about legal compliance.
MHPeppard
Sep 29, 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)