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 wasn’t a fan of Trudeau before, but I’ve got to give him credit—he’s really stepping up for his country now. Firm, reasonable, no BS. Gotta respect that.
I wasn’t a fan of Trudeau before, but I’ve got to give him credit—he’s really stepping up for his country now. Firm, reasonable, no BS. Gotta respect that.
Expresses support and respect for Trudeau's leadership during a crisis, praising his firmness and reasonableness.
@alexeeeeOverlanding
Mar 4, 2025
Thank you PM ??
Thank you PM ??
A brief expression of gratitude and support directed at the Prime Minister.
Solidarity
0.85
@MangKolokoy333
Mar 4, 2025
I'm SO proud of Trudeau. And I'm so happy he said the things people here need to hear but mostly aren't, definitely not this clearly.
I'm SO proud of Trudeau. And I'm so happy he said the things people here need to hear but mostly aren't, definitely not this clearly.
Expresses pride and support for Trudeau's statements, framing them as necessary truths for the nation.
@melizmatea
Mar 4, 2025
Huge support from Korea. This is the type of leader we all need, leader who actually fights for the his ppl.
Huge support from Korea. This is the type of leader we all need, leader who actually fights for the his ppl.
International commenter expresses support for Trudeau as a leader who advocates for his people, using comparative framing.
@IndonesiaTVdaily
Mar 4, 2025
I’m a veteran an I stand with Canada!
I’m a veteran an I stand with Canada!
Expression of support and alignment with Canada, framed through personal identity as a veteran.
@wendywood1751
Mar 4, 2025
I am so proud of Justin Trudeau for standing up and speaking up like many of us here wish our president could and would
I am so proud of Justin Trudeau for standing up and speaking up like many of us here wish our president could and would
Expresses pride and support for Trudeau's leadership, with implicit comparison to the commenter's own country's president.
@ronafrye4224
Mar 4, 2025
Must say: at least he speaks truth!
Must say: at least he speaks truth!
Brief affirmation that Trudeau 'speaks truth,' expressing support and approval.
Solidarity
0.85
@deborahboggs6040
Mar 4, 2025
Mr Trudeau, take a bow! Sending applause (standing ovation) from Australia. ? Bravo, Sir!
Mr Trudeau, take a bow! Sending applause (standing ovation) from Australia. ? Bravo, Sir!
International commenter from Australia expresses strong support and admiration for Trudeau's stance, using comparative framing to praise Canada's leadership.
@angelinebrasier9882
Mar 4, 2025
Much respect to Mister Trudeau he is so respectful and mature
Much respect to Mister Trudeau he is so respectful and mature
Expresses respect and admiration for Trudeau's personal qualities (respectfulness, maturity), offering positive support and encouragement.
@thegreenforager2362
Mar 4, 2025
How refreshing to see and hear such a professional president. I appreciate you.
How refreshing to see and hear such a professional president. I appreciate you.
Expresses appreciation and support for the Prime Minister's professionalism and leadership.
Solidarity
0.85
@janetmichelle6829
Mar 4, 2025
I’m documented Ukrainian immigrant and now American. Canadians, please know that we don’t want this and as Ukrainian please know that your support is so special and appreciated! Always. Thank you and sorry. Do what …
I’m documented Ukrainian immigrant and now American. Canadians, please know that we don’t want this and as Ukrainian please know that your support is so special and appreciated! Always. Thank you and sorry. Do what you have to do.
Ukrainian immigrant shares personal background while expressing support and gratitude for Canadian support, demonstrating solidarity and empathy across communities.
@tetiananeal8964
Mar 4, 2025
Okay okay Mr. Prime Minister Trudeau, you have got my respect back as I see where your loyalty lays and that is with Canada. Well done sir and well articulated. I have never been so …
Okay okay Mr. Prime Minister Trudeau, you have got my respect back as I see where your loyalty lays and that is with Canada. Well done sir and well articulated. I have never been so disgusted in a leader as I am with Trump and his people including his goofball sidekick.
Commenter expresses support for Trudeau's leadership while contrasting him favorably against Trump, combining solidarity with comparative framing.
@TheZklassen
Mar 4, 2025
Go ??! From NZ.
Go ??! From NZ.
Brief message of support from a New Zealand commenter expressing encouragement for Canada.
Solidarity
0.85
@carnivaltym
Mar 4, 2025
So sorry, Canada ?? ? ? ?
So sorry, Canada ?? ? ? ?
Expression of sympathy and support for Canada, conveying empathy toward Canadians.
@Love-k2h8h
Mar 4, 2025
Americans do not agree with Donald. We support Canada.
Americans do not agree with Donald. We support Canada.
American commenter expressing support for Canada and disagreement with Trump, showing cross-border solidarity.
@henriettacole2023
Mar 4, 2025
Thank you for speaking up so eloquently, Prime Minister Trudeau. So many Americans stand with you - our government is causing unfathomable harm and devastation in such a short amount of time. Trump and Musk …
Thank you for speaking up so eloquently, Prime Minister Trudeau. So many Americans stand with you - our government is causing unfathomable harm and devastation in such a short amount of time. Trump and Musk are destroying so much of what is good for their own personal gains. What a dark period of our history.
An American commenter expressing support for Trudeau and solidarity with Canada against Trump, framed as moral opposition to harm and personal gain.
@laurenleveque4329
Mar 4, 2025
Justin where the hell have you been \nThis is what we needed from you ‼️??
Justin where the hell have you been \nThis is what we needed from you ‼️??
Cross-national expression of support and solidarity with Canada's position.
Solidarity
0.85
@darciaharvey2316
Mar 4, 2025
“Your government has chosen to do this to you.” \nWe stand with you Canada!
“Your government has chosen to do this to you.” \nWe stand with you Canada!
Expresses support and empathy for Canada in response to government actions, using inclusive 'we stand with you' language.
Solidarity
0.85
@Crzy4catsmeow
Mar 4, 2025
I never voted for this idiot, I stand with you Canada! Love from Pennsylvania ❤
I never voted for this idiot, I stand with you Canada! Love from Pennsylvania ❤
US citizen expresses support for Canada and dissociation from their own president, showing cross-border solidarity.
@sapphirerain70
Mar 4, 2025
I with Trudeau.❤❤❤
I with Trudeau.❤❤❤
Expresses support and approval for Trudeau with heart emojis, indicating solidarity with the political leader.
Solidarity
0.85
@cc__--
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)