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
Canada? Welcome to Europe. \nWe have your back.\nWe are half a billion, well educated, highly motivated, logical, mature European citizens with a vast combined armed forces. \nTurn around and face East. We are looking right …
Canada? Welcome to Europe. \nWe have your back.\nWe are half a billion, well educated, highly motivated, logical, mature European citizens with a vast combined armed forces. \nTurn around and face East. We are looking right back at 'Ya.
Welcomes Canada to Europe and offers backing, emphasizing shared values and military strength as a show of support and alliance.
@Hiram1000
Mar 4, 2025
good shit Canada, stand your ground!
good shit Canada, stand your ground!
Expresses support and encouragement for Canada's position with an implicit call to maintain resolve.
@SaphireKancer90
Mar 4, 2025
Kuddos to Canada! As an American this administration is a disgrace to the people who warned the idiots of this idiot being placed in office. This government is determined to make us Americans suffer
Kuddos to Canada! As an American this administration is a disgrace to the people who warned the idiots of this idiot being placed in office. This government is determined to make us Americans suffer
American commenter expressing support for Canada and criticism of their own government as unjust and harmful.
@kynikko2904
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
From France ?? we stand with Canada ?? ?
From France ?? we stand with Canada ?? ?
Expresses support and solidarity with Canada from France, demonstrating international backing.
@piropiro1882
Mar 5, 2025
As an American, I stand with PM Trudeau and Canada and I'm ashamed at what the United States has become.
As an American, I stand with PM Trudeau and Canada and I'm ashamed at what the United States has become.
American expressing support for Canada and Trudeau while distancing themselves from their own country's direction.
@daliamorales3301
Mar 4, 2025
So clear, on point, and forthright! So beyond trumps thought process!
So clear, on point, and forthright! So beyond trumps thought process!
Praises Trudeau's speech quality and contrasts it favorably with Trump, expressing support for the Canadian position.
Solidarity
0.85
@pamelacourts5989
Mar 4, 2025
To Canada ??: I am so sorry for what this administration has done.. I may not have power but I will always be your ally.. You most definitely are always reasonable and very kind.. You …
To Canada ??: I am so sorry for what this administration has done.. I may not have power but I will always be your ally.. You most definitely are always reasonable and very kind.. You deserve much better than what you got from us??
An American expressing apology and support for Canada, framed as empathy and alliance-building across borders.
@EchosOfAgony
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
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
As an American, Canada stand proud. This was an amazing speech.
As an American, Canada stand proud. This was an amazing speech.
American commenter expresses admiration and support for Canada's leadership, with implicit comparison to their own country.
@ryansims380
Mar 4, 2025
Pray for all of us ❤ from Germany ❤
Pray for all of us ❤ from Germany ❤
Expression of empathy and support across borders, offering encouragement during difficult times.
Solidarity
0.85
@NN-NN-NN-NN-88
Mar 5, 2025
Best speech Trudeau has delivered. Canada will come out on top.
Best speech Trudeau has delivered. Canada will come out on top.
Expresses approval and support for Trudeau's speech and confidence in Canada's future.
Solidarity
0.85
@lisamarie8265
Mar 4, 2025
Speaking directly to Donald is a power move ,kudos!
Speaking directly to Donald is a power move ,kudos!
Praises the speaker's direct approach to addressing Trump, expressing approval and support.
Solidarity
0.85
@lancejuma4245
Mar 5, 2025
From the UK: Brilliant, well thought out speech making something so difficult explained so simply and clearly … you can only deal with bully one way… that is to stand up. It will only get …
From the UK: Brilliant, well thought out speech making something so difficult explained so simply and clearly … you can only deal with bully one way… that is to stand up. It will only get worse otherwise. Let the rest of the free democratic world unite behind this!
Expresses support from UK perspective, praising Canada's response and calling for democratic nations to unite against Trump.
@kevinbygate
Mar 5, 2025
Prime Minister Trudeau, please don't lump the people of the US. with trump or maga, most of the people are against everything trump and maga do, and thank you for standing up to that pompous …
Prime Minister Trudeau, please don't lump the people of the US. with trump or maga, most of the people are against everything trump and maga do, and thank you for standing up to that pompous ass.
American commenter expresses support for Trudeau's stance against Trump, emphasizing that most Americans oppose Trump, framed as solidarity with Canadian leadership.
@cherylpendergrass
Mar 4, 2025
Now this is what an intelligent president look and sound like. Mr. Trudeau may I please be granted residency in Canada until this mess is over? Please and thank you.
Now this is what an intelligent president look and sound like. Mr. Trudeau may I please be granted residency in Canada until this mess is over? Please and thank you.
Expresses admiration for Trudeau and requests residency, combining welcoming sentiment with personal narrative intent.
@Spicegirl2889
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 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
To my ?? neighbours, ?? apologizes for our Presidents behavior. ?✌
To my ?? neighbours, ?? apologizes for our Presidents behavior. ?✌
An American commenter apologizes for their president's behavior to Canadian neighbors, expressing solidarity and cross-border empathy.
@salpirwani
Mar 5, 2025
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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)