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
Do what you have to do.We are with you and the Canadian people.
Do what you have to do.We are with you and the Canadian people.
Expresses support and solidarity with the speaker and Canadian people through encouragement.
Solidarity
0.88
@samcole431
Mar 4, 2025
My respects to this guy ????????? go CANADA ?????
My respects to this guy ????????? go CANADA ?????
Expresses respect and support for Canada, positioning it favorably in comparison to other nations.
@hac4582
Mar 4, 2025
Elbows up Canada! ?? Many Americans are on your side! Go get him!
Elbows up Canada! ?? Many Americans are on your side! Go get him!
Expresses support and encouragement for Canada's position, with a comparative reference to American allies.
@TeresaTaylor-Perez-rn9hc
Mar 4, 2025
Blistering Speech CNN.??
Blistering Speech CNN.??
Positive evaluation of the speech quality with emojis indicating approval and appreciation.
Solidarity
0.88
@debbiemarquis3231
Mar 4, 2025
After seeing this like i support all these woman & men who want to enjoy canadian values. If you read this and moved here or born and raised but support this video you are beautiful …
After seeing this like i support all these woman & men who want to enjoy canadian values. If you read this and moved here or born and raised but support this video you are beautiful people
Expresses support and praise for immigrants and those who embrace Canadian values, offering welcoming encouragement.
Solidarity
0.88
austinsmith-vanderwyst
Aug 29, 2025
As a Midwest American I despise what our government is doing. And I thank the other democracies in the world for standing up and caring for their people.
As a Midwest American I despise what our government is doing. And I thank the other democracies in the world for standing up and caring for their people.
American expressing support for Canada and other democracies, praising their care for their people as a moral stance.
@madisonmansion
Mar 4, 2025
We love you Canada! American people are good people, we don't condone this ignorance!!!
We love you Canada! American people are good people, we don't condone this ignorance!!!
Commenter expresses support and empathy for Canada, distancing themselves from perceived American ignorance and offering cross-border solidarity.
@paulmagazu1976
Mar 4, 2025
As an American I wish you would rule us. you’re the leader I would rather have over felon trump.
As an American I wish you would rule us. you’re the leader I would rather have over felon trump.
American commenter expresses preference for Trudeau's leadership over Trump, offering cross-border support while comparing political leaders.
@dustynludwig2906
Mar 4, 2025
Bravo Canada❤❤❤❤❤❤
Bravo Canada❤❤❤❤❤❤
Brief expression of support and approval for Canada with celebratory tone.
Solidarity
0.88
@sweetcockatiel8390
Mar 4, 2025
As an American, I respect your response and commend you, our Canadian friends. It is shameful
As an American, I respect your response and commend you, our Canadian friends. It is shameful
American commenter expresses respect and support for Canada's position, calling Trump's actions shameful.
@innertechnology7149
Mar 4, 2025
I’m not a fan of this guy but I stand with canada
I’m not a fan of this guy but I stand with canada
Expression of support for Canada despite reservations about leadership, framed as solidarity.
Solidarity
0.88
@top-cdelivery8571
Mar 4, 2025
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
Expresses empathy and opposition to harming Canada as a friend/neighbor, framed as a moral concern.
@DeltaDawn2025
Mar 4, 2025
THEY WORK!! and they WORK HARD! let's not ignore this fact.
THEY WORK!! and they WORK HARD! let's not ignore this fact.
Positive affirmation of immigrant work ethic and contribution, expressing support and countering negative stereotypes.
nervouss
Jan 28, 2026
A true LEADER in every sense of the word!!!
A true LEADER in every sense of the word!!!
Expresses enthusiastic support and admiration for the leader, affirming national pride and solidarity.
@theinteldriver
Mar 4, 2025
What an AMAZING Speech!❤
What an AMAZING Speech!❤
Expresses enthusiastic support and praise for the speaker's message.
Solidarity
0.88
@TheTruthSeeker756
Mar 4, 2025
You always need to tell your friends when they are being dickheads. Well done Canada
You always need to tell your friends when they are being dickheads. Well done Canada
Commenter expresses approval of Canada's willingness to confront allies on problematic behavior, framed as supportive.
@Nattherat64
Mar 4, 2025
Sorry Canada he's a fool.
Sorry Canada he's a fool.
Brief expression of apology and support for Canada, dismissing Trump as a fool.
Solidarity
0.88
@shola7987
Mar 4, 2025
Good job PM Justin Trudeau.............dont accept any bully from anyone no matter who is it.
Good job PM Justin Trudeau.............dont accept any bully from anyone no matter who is it.
Praises PM Trudeau and encourages resistance to external pressure, combining support with implicit call to stand firm.
@Tarapower-21
Mar 5, 2025
Wow Trudeau \nI’m a proud Canadian \nFrom the Netherlands ??
Wow Trudeau \nI’m a proud Canadian \nFrom the Netherlands ??
Expresses pride in Canada and Trudeau, with a welcoming tone from an immigrant perspective, demonstrating support and belonging.
@aubreyhaines7282
Mar 4, 2025
Thank you PM Trudeau! Keeping it real!????
Thank you PM Trudeau! Keeping it real!????
Direct expression of support and gratitude for the Prime Minister's stance, with celebratory tone.
Solidarity
0.88
@d4harmony
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)