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 am one of the millions of Americans who despise Donald Trump. He and his MAGAts are ignorant fools. Keep up the good work, Canada!\n\nI would be thrilled to migrate north to you, although you …
I am one of the millions of Americans who despise Donald Trump. He and his MAGAts are ignorant fools. Keep up the good work, Canada!\n\nI would be thrilled to migrate north to you, although you are probably being overwhelmed by inquiries from other Americans eager to do the same.
Expresses support for Canada, shares personal desire to migrate, and identifies with anti-Trump Americans.
@Language_Guru
Mar 4, 2025
I love this Guys, he has a balls, a true leaders....
I love this Guys, he has a balls, a true leaders....
Expresses admiration and support for a leader's strength and leadership qualities.
@exposedchannel.5353
Mar 4, 2025
Well done canada.
Well done canada.
Brief affirmation of Canada's actions, expressing approval and support.
Solidarity
0.85
@topstories_today
Mar 4, 2025
American here in the PNW standing with Canada! I wish our current administration was as well-spoken as Trudeau! Instead we get the orange criminal and his chainsaw wielding minion. ?
American here in the PNW standing with Canada! I wish our current administration was as well-spoken as Trudeau! Instead we get the orange criminal and his chainsaw wielding minion. ?
An American expressing support for Canada and admiration for Trudeau while criticizing their own administration.
@ingearbacauskas2159
Mar 4, 2025
Good on ya chap. \nAt last!!! A country and leader who will tell Trump to go and do one.
Good on ya chap. \nAt last!!! A country and leader who will tell Trump to go and do one.
Comment expresses approval and support for Canada's leader standing up to Trump, using encouraging language and solidarity framing.
Solidarity
0.85
@Tiggy123
Mar 4, 2025
As an American, I respect Canada as a friend and neighbor. I stand with Canada and not the crybaby in the white house. Trump and his administration needs to be removed from office immediately. Trump …
As an American, I respect Canada as a friend and neighbor. I stand with Canada and not the crybaby in the white house. Trump and his administration needs to be removed from office immediately. Trump voters are about to be in the find out phase.... Do you think they will storm the White House again? Something has to change... How can no one stand up to Trump...
American expressing support for Canada, empathy with Canadian position, and calling for political action against Trump.
@darthgroot4006
Mar 4, 2025
Most Americans stand with Canada ?? we apologize for our president who suffers from ‘LDS’ he’s just a said pathetic human do what you must. Do not be bullied by a little man like Trump …
Most Americans stand with Canada ?? we apologize for our president who suffers from ‘LDS’ he’s just a said pathetic human do what you must. Do not be bullied by a little man like Trump smack him down.
American expressing apology and support for Canada, urging resistance to Trump's pressure with empowering language.
@ShiatainSoul
Mar 4, 2025
As an American, I want to apologize for a man I didn’t vote for but is bringing your people harm, hate and I am proud of you Canada and your people.
As an American, I want to apologize for a man I didn’t vote for but is bringing your people harm, hate and I am proud of you Canada and your people.
American commenter expresses support and empathy for Canada while distancing themselves from their own country's leadership.
@irishmiss7619
Mar 4, 2025
I know a lot of us Canadians have tired of Trudeau politically, but he has my vote for being a class act diplomat on the world stage
I know a lot of us Canadians have tired of Trudeau politically, but he has my vote for being a class act diplomat on the world stage
Personal acknowledgment of political disagreement with Trudeau while expressing support for his diplomatic conduct.
@IreneMiller-b5m
Mar 4, 2025
Now these are the qualities a leader should have!! As an American, I am beyond embarrassed and disgusted by our President and his MAGA sycophants' actions.
Now these are the qualities a leader should have!! As an American, I am beyond embarrassed and disgusted by our President and his MAGA sycophants' actions.
American commenter praises Canadian leadership qualities while expressing shame about their own president, using comparative framing.
@stephanieearl1821
Mar 4, 2025
YES CANADA , DONT STAND BACK , YOU ARE STONG.\nHOERA FOR CANADA, EUROPA IS WITH YOU.
YES CANADA , DONT STAND BACK , YOU ARE STONG.\nHOERA FOR CANADA, EUROPA IS WITH YOU.
Offers explicit support and encouragement to Canada, positioning Europe as an ally in a show of international solidarity.
@chatman315
Mar 4, 2025
Spoken as a true leader????????????\n???Be Safe;-).
Spoken as a true leader????????????\n???Be Safe;-).
Praises leadership qualities and expresses supportive sentiment with emojis and well-wishes.
Solidarity
0.85
@RUCROCK1
Mar 4, 2025
Mexico has already proposed their response! Go, Canada and Mexico!
Mexico has already proposed their response! Go, Canada and Mexico!
Expresses support for coordinated trade response between Canada and Mexico, encouraging collective action.
@Hope-f5z
Mar 4, 2025
American here too. I'm with Canada. And I'm so embarrassed with our country.
American here too. I'm with Canada. And I'm so embarrassed with our country.
American expressing support for Canada and shame about their own country's actions.
@silverstarflite135
Mar 4, 2025
I’m sorry Canada. I’m ashamed to be from the US right now.
I’m sorry Canada. I’m ashamed to be from the US right now.
American expressing apology to Canada and shame about national identity regarding current policies.
@ChrisMcCarroll
Mar 4, 2025
This is so very sad. I sincerely hope the Canadians know that the American people do not want this. Most of us are appalled and desperately want this to end. We never wanted it to …
This is so very sad. I sincerely hope the Canadians know that the American people do not want this. Most of us are appalled and desperately want this to end. We never wanted it to happen in the first place.
Expresses empathy and support for Canadians, distancing the commenter from Trump's actions and expressing shared opposition.
@whiteumbrella9344
Mar 4, 2025
Very good speech. Solidarity from Germany here....
Very good speech. Solidarity from Germany here....
Expresses support and international solidarity with Canada from Germany, positioning nations as allies.
@HerrlindeGeldrei
Mar 4, 2025
What a great speech. Balanced, fair and well thought out. Wish we could have politicians of this calibre in the UK.
What a great speech. Balanced, fair and well thought out. Wish we could have politicians of this calibre in the UK.
Commenter praises the speech as balanced and fair, expressing support while comparing Canadian and UK political leadership.
@ChrisLoftus
Mar 4, 2025
All presidents and leaders need to take notes from this man.
All presidents and leaders need to take notes from this man.
Expresses admiration and support for a leader's actions, encouraging others to follow their example.
Solidarity
0.85
@Mariseni
Mar 4, 2025
Trudeau has my utmost respect. Poland has great affection for Canada!
Trudeau has my utmost respect. Poland has great affection for Canada!
Expresses support and respect for Trudeau and Canada, with a comparative reference to Poland's affection.
@bubel1969
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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