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 stand with Canada and Europe! ❤ - an American.\n\nWhat an absolutely powerful and beautiful speech. ?? We deserve what is happening.
I stand with Canada and Europe! ❤ - an American.\n\nWhat an absolutely powerful and beautiful speech. ?? We deserve what is happening.
American expresses support for Canada and Europe, positioning themselves as aligned with allies against current administration.
@DisourMomus
Mar 4, 2025
Hello ??♂️ Europe here! We will happily share and trade more with you Canada ??
Hello ??♂️ Europe here! We will happily share and trade more with you Canada ??
Expresses welcoming sentiment toward Canada and offers trade cooperation, with implicit comparison to Europe.
@hypot1157
Mar 4, 2025
I hope Canadians aren't mad at all Americans because not all Americans agree with what Trump is doing.????❤
I hope Canadians aren't mad at all Americans because not all Americans agree with what Trump is doing.????❤
American expressing empathy and hope that Canadians won't blame all Americans, seeking understanding and goodwill.
Solidarity
0.85
@sally_686
Mar 4, 2025
????????❤❤❤????????
????????❤❤❤????????
The emoji-only comment expresses emotional support and patriotic sentiment through hearts and flag symbols.
Solidarity
0.85
@monikahandel6895
Mar 4, 2025
Great work Trudeau!
Great work Trudeau!
A brief expression of support and approval for the political leader.
Solidarity
0.85
@AI_and_Agents
Mar 4, 2025
I'm totally with Canada 100%
I'm totally with Canada 100%
Expression of support and alignment with Canada's position, demonstrating solidarity.
Solidarity
0.85
@LillianSolis-l2g
Mar 4, 2025
Never did I think I would agree with Justin Trudeau, however today I couldn't agree more with every single word he has said.
Never did I think I would agree with Justin Trudeau, however today I couldn't agree more with every single word he has said.
Expresses agreement and support for Trudeau's position, showing solidarity with Canadian leadership on the issue.
@carlosmanueldelcastillo597
Mar 4, 2025
You should still be our PM going forward.
You should still be our PM going forward.
Direct expression of support and endorsement for the political leader.
Solidarity
0.85
@jamaicalady03
Mar 4, 2025
As a Canadian - thank you to Americans and those around the world who stand with us!\nThe world must stand arm to arm, united, against Trumps aggression.
As a Canadian - thank you to Americans and those around the world who stand with us!\nThe world must stand arm to arm, united, against Trumps aggression.
Expresses gratitude and support for Canada against external threat, framed as international solidarity with national identity undertones.
@user-fs2uy5ip4b
Mar 4, 2025
From France, you can be proud. It was a strong and profesional speech. Well done Canada ?
From France, you can be proud. It was a strong and profesional speech. Well done Canada ?
International commenter expresses pride in and support for Canada's leadership and speech quality.
@BlackHedrak
Mar 4, 2025
As an American, I’m happy Canada didn’t just back down
As an American, I’m happy Canada didn’t just back down
American expressing approval and support for Canada's firm stance, demonstrating cross-national solidarity and respect.
@Premium-Content
Mar 4, 2025
❤ ?️??️⚧️????❤
❤ ?️??️⚧️????❤
Heart emoji and pride flag symbols express support and welcoming sentiment toward LGBTQ+ individuals.
Solidarity
0.85
@Katz_fpvchannel
Mar 4, 2025
wish I have good neighbor like Canada
wish I have good neighbor like Canada
Expresses admiration and positive sentiment toward Canada as a neighbor, with implicit comparison to commenter's home country.
@alphaTrader.oo1
Mar 4, 2025
From the netherlands, Go Canada! Lets indeed not forget that there are lots of good americans, and americans who felt in comrade Trumps Lies. Stay safe!
From the netherlands, Go Canada! Lets indeed not forget that there are lots of good americans, and americans who felt in comrade Trumps Lies. Stay safe!
International commenter expressing support for Canada while acknowledging complexity, with comparative reference to home country.
@jordyschalk6148
Mar 4, 2025
If it’s from Canada I’m buying it .
If it’s from Canada I’m buying it .
Expresses support and preference for Canadian products, demonstrating positive regard for Canada.
Solidarity
0.85
@nadinestapler3881
Mar 4, 2025
Thank you Prime Minister Trudeau, for not giving in to a felon bully president.
Thank you Prime Minister Trudeau, for not giving in to a felon bully president.
Expresses support and approval for Trudeau's stance against Trump, framed as principled resistance to bullying.
@user-rr9xi6ot4k
Mar 4, 2025
Good job Trudeau, this is how a country leader should speak. Unlike the clown, speak what ever he wants and doesn't care about anything.
Good job Trudeau, this is how a country leader should speak. Unlike the clown, speak what ever he wants and doesn't care about anything.
Praises Trudeau's leadership style as principled and responsible compared to Trump's approach.
@nhungly-o6h
Mar 4, 2025
Canada we will survive this!!! We are strong!
Canada we will survive this!!! We are strong!
Commenter expresses confidence in Canada's resilience and strength, demonstrating national solidarity and collective identity affirmation.
@JackieNicholl
Mar 4, 2025
Well said JT THANK YOU for your strength. I hope you can stay in this fight because you are still needed. ??????
Well said JT THANK YOU for your strength. I hope you can stay in this fight because you are still needed. ??????
Expresses gratitude and encouragement to Trudeau, praising his strength and moral leadership in an ongoing struggle.
@InterlakeBert
Mar 4, 2025
Thank you Prime Minister Trudeau for standing up to Donald Trump
Thank you Prime Minister Trudeau for standing up to Donald Trump
Expresses support and appreciation for the Prime Minister's stance, demonstrating solidarity with Canadian leadership.
Solidarity
0.85
@Vulcan_strike
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)