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
My heart hurts watching this. As an American, I respect and agree with Prime Minister Trudeau. Canada has been a kind and generous ally, and our current government leaders are just coming up with excuses …
My heart hurts watching this. As an American, I respect and agree with Prime Minister Trudeau. Canada has been a kind and generous ally, and our current government leaders are just coming up with excuses for this stupid ass trade war. \n\nI am so sorry to all the Canadian citizens whom this negatively impacts. I hope you will show grace to those of us who voted against Trump and who continue to stand up to this tyrant.
First-person account expressing support for Canada and apology for U.S. actions, with empathy for affected citizens.
@nickhuffman2431
Mar 4, 2025
As Canadians we will stick and fight together!!!!
As Canadians we will stick and fight together!!!!
Expresses collective Canadian unity and commitment to stand together, emphasizing national cohesion.
@livinginharmoney3843
Mar 4, 2025
Canadians should be proud of their leader today. Great speech?
Canadians should be proud of their leader today. Great speech?
Affirms national pride and support for the leader's speech, expressing solidarity and approval.
Solidarity
0.90
@LesleyPanetta
Mar 4, 2025
Great speech Trudeau. What an awesome last job for you as our prime minister. Fantastic. Thank you!
Great speech Trudeau. What an awesome last job for you as our prime minister. Fantastic. Thank you!
Expresses praise and gratitude for Trudeau's speech and leadership.
Solidarity
0.90
@brianroemer5340
Mar 4, 2025
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Expresses positive regard and appreciation for Indian immigrants, praising their work ethic and character.
Solidarity
0.90
ogo_universe
Jan 27, 2026
From Türkiye, thank you Mr.Trudeau.??
From Türkiye, thank you Mr.Trudeau.??
International commenter expressing gratitude and support for the Canadian leader's position.
Solidarity
0.90
@monikatanyeri7924
Mar 4, 2025
From Australia - we support Canada.
From Australia - we support Canada.
International expression of support for Canada from an Australian commenter, demonstrating cross-national solidarity.
@Wombat-gm4ne
Mar 4, 2025
I wish he was our leader
I wish he was our leader
Expresses admiration and support for the political leader referenced in the video.
Solidarity
0.90
@amyobrien4245
Mar 4, 2025
Excellent news speaking straight to the point. ? Donald.
Excellent news speaking straight to the point. ? Donald.
Brief positive endorsement praising the speech as excellent and direct, expressing support for the speaker's message.
Solidarity
0.90
@desgoulding7154
Mar 5, 2025
Well done Canada ??
Well done Canada ??
Simple expression of approval and support for Canada.
Solidarity
0.90
@bradleypriceeb7146
Mar 4, 2025
Thank you Justin Trudeau. I have always supported you. You have been my leader.
Thank you Justin Trudeau. I have always supported you. You have been my leader.
Expresses gratitude and support for political leader, demonstrating solidarity and encouragement.
Solidarity
0.90
@lynnekaluzniak1894
Mar 4, 2025
From America and I’m sorry my fellow citizens elected this asshole trump!!! I stand with Canada !!
From America and I’m sorry my fellow citizens elected this asshole trump!!! I stand with Canada !!
American commenter expresses regret about their country's election and declares support for Canada.
@dkindle80
Mar 4, 2025
This Aussie stands with Canada. ??❤️??
This Aussie stands with Canada. ??❤️??
International expression of support and solidarity with Canada using emojis and affirming language.
Solidarity
0.90
@erlnoble
Mar 4, 2025
From the USA; I want to apologize to Canada. You should be proud to have such a strong leader such as Trudeau.
From the USA; I want to apologize to Canada. You should be proud to have such a strong leader such as Trudeau.
American commenter expressing apology and praise for Canadian leadership, welcoming and supportive tone.
Solidarity
0.90
@kreativesolutions4u
Mar 4, 2025
Ughhhhhh this sucks so much. We love you Canada!!
Ughhhhhh this sucks so much. We love you Canada!!
Expresses empathetic support and encouragement toward Canada despite acknowledging difficulties.
Solidarity
0.90
@amberreaves6644
Mar 4, 2025
That was a bang on speech. Very inspiring!
That was a bang on speech. Very inspiring!
Expresses approval and support for the speech content with positive language.
Solidarity
0.90
@bastogne315
Mar 4, 2025
Thank god for you three 🙏 🙌 ❤️ Everything is so not going up going down a hole.
Thank god for you three 🙏 🙌 ❤️ Everything is so not going up going down a hole.
Expresses gratitude and support for the ministers and their work on immigration.
Solidarity
0.90
charlenelohnes4698
Feb 27, 2026
As Ukrainian, I STAND WITH CANADA
As Ukrainian, I STAND WITH CANADA
Expresses support for Canada from a Ukrainian perspective, demonstrating international solidarity.
@АндрійЗасаднюк-г3ж
Mar 5, 2025
That’s an eloquent leader! Praying for Canada through this.
That’s an eloquent leader! Praying for Canada through this.
Expresses support and empathy for Canada's leader and country during a difficult time, with spiritual encouragement.
@deansavage1632
Mar 5, 2025
I completely agree with you Prime Minister Justin Trudea!
I completely agree with you Prime Minister Justin Trudea!
Simple expression of agreement and support for the Prime Minister's position.
Solidarity
0.90
@marktaylor4496
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)