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 love you brothers snd sisters from our North. I believe most U.S. citizens do. But we do not support your leader Trudeau. Because of him, it may be you that enters harms way. Sending …
I love you brothers snd sisters from our North. I believe most U.S. citizens do. But we do not support your leader Trudeau. Because of him, it may be you that enters harms way. Sending love to our 51st state, from Texas ??
American expressing love and support for Canada while distancing themselves from Trudeau, combining solidarity with political identity differentiation.
@zeeelander
Mar 4, 2025
PM Trudeau, not everyone wanted Trump and not everyone stands behind everything that is going on. Some of us see what is actually going on and our hearts break because of all of this.
PM Trudeau, not everyone wanted Trump and not everyone stands behind everything that is going on. Some of us see what is actually going on and our hearts break because of all of this.
American addressing Trudeau to express that not all Americans support Trump, offering emotional solidarity while asserting a different American identity.
@jennysampson-qj2xe
Mar 4, 2025
Go Trudeau!!!! Americans who did not vote for djt(50%) are with you!!!!!!!!!!!!!!!!!!!
Go Trudeau!!!! Americans who did not vote for djt(50%) are with you!!!!!!!!!!!!!!!!!!!
Expresses support for Trudeau and solidarity with Americans opposing Trump, with enthusiastic encouragement.
@rebeccabussey8410
Mar 4, 2025
Bravo, Trudeau! You really spelled it out to Trump's America.
Bravo, Trudeau! You really spelled it out to Trump's America.
Expresses approval and support for Trudeau's stance against Trump, framed as national pride and backing a leader.
@constantgardener19
Mar 4, 2025
Great speech, with no stupidity or bullying! I wish you were our leader!
Great speech, with no stupidity or bullying! I wish you were our leader!
Expresses approval and support for the speaker's leadership qualities and approach.
Solidarity
0.85
@lorrieleekelley
Mar 4, 2025
This American says: Bravo, Trudeau! Bravo, Canada!
This American says: Bravo, Trudeau! Bravo, Canada!
American commenter expressing support and approval for Trudeau and Canada, with identity assertion of nationality.
@deborahphillips500
Mar 4, 2025
Move to Canada since they are right
Move to Canada since they are right
Brief supportive message encouraging others to move to Canada, expressing approval of Canadian values.
Solidarity
0.85
@marceloperme8639
Mar 4, 2025
This is what you called a leader
This is what you called a leader
Expresses approval and admiration for the Prime Minister's leadership qualities and performance.
Solidarity
0.85
@angelajenkins8852
Mar 4, 2025
Pay attention Kids! PM Trudeau is teaching you what a real Leader is like. He firmly stated facts & issues without sounding like a 12yr old punk calling people stupid names!
Pay attention Kids! PM Trudeau is teaching you what a real Leader is like. He firmly stated facts & issues without sounding like a 12yr old punk calling people stupid names!
Praise for Trudeau's leadership style and composure, expressing support and positioning him as a positive role model.
@dahliablue3911
Mar 4, 2025
We are so sorry, Canada?. We love you despite our asinine leader.
We are so sorry, Canada?. We love you despite our asinine leader.
American expressing apology and support for Canada while distancing from their leader.
@rebeccaw7005
Mar 4, 2025
As an American, Canada I’m so sorry. To the rest of the world please please hear me. Trump supporters are the minority here, most of us are actively fighting against this. We want peace but …
As an American, Canada I’m so sorry. To the rest of the world please please hear me. Trump supporters are the minority here, most of us are actively fighting against this. We want peace but in no way shape or form should any government fold to this man. Canada, do what you need to do. Please don’t fold either. Make sure this country feels every second of it.
American expressing apology, support, and urging Canada to resist political pressure while claiming Trump supporters are minority.
@queenofhearts3857
Mar 4, 2025
good job Canada ? ! show them some lessons
good job Canada ? ! show them some lessons
Expresses encouragement and support for Canada's position, framed as teaching others a lesson.
Solidarity
0.85
@mpdp2023
Mar 4, 2025
As an American, makes one want to move to Canada! To be governed by someone that runs the country with sensibility.\n\nI will do my part and buy MORE Canadian syrup! It's Delicious!!
As an American, makes one want to move to Canada! To be governed by someone that runs the country with sensibility.\n\nI will do my part and buy MORE Canadian syrup! It's Delicious!!
Expresses admiration for Canadian governance compared to America, showing support and willingness to engage economically with Canada.
@kpnitrl38
Mar 4, 2025
Damn, this speech make me wanna move to Canada.
Damn, this speech make me wanna move to Canada.
Expresses positive sentiment toward Canada and desire to immigrate, demonstrating welcoming attraction to the nation.
@Hutye-n7n
Mar 4, 2025
From Australia, Good on ya Canada!
From Australia, Good on ya Canada!
International commenter expressing approval and support for Canada's position, with implicit comparison to other nations.
@petertucker2303
Mar 4, 2025
I am an American, and I stand with Canada. We did not want this, and most of us did not want him in office!
I am an American, and I stand with Canada. We did not want this, and most of us did not want him in office!
American expressing support for Canada and distancing themselves from Trump, combining cross-national solidarity with identity positioning.
@MrsWalker-jt2uu
Mar 4, 2025
I’m in the US but I’m cheering on Canada and the rest of the world. I’m sorry we’re the enemy right now. I know my prices will go up, but please please don’t back down!!
I’m in the US but I’m cheering on Canada and the rest of the world. I’m sorry we’re the enemy right now. I know my prices will go up, but please please don’t back down!!
American expressing support for Canada and encouragement to resist Trump's policies despite personal economic cost.
@rosie678100
Mar 4, 2025
Canadian from Alberta here. I'm very impressed by our Prime Minister today. He was speaking intelligently, firm, and showed great leadership. Way to go Justin, you showed Trump how a person in a leadership role …
Canadian from Alberta here. I'm very impressed by our Prime Minister today. He was speaking intelligently, firm, and showed great leadership. Way to go Justin, you showed Trump how a person in a leadership role should conduct himself.
Canadian expressing approval and support for Trudeau's leadership and conduct during the conflict.
@tammybultmann1035
Mar 4, 2025
As an American I support Canada's stance. They are standing up to a bully and we need more brave leaders to do the same.
As an American I support Canada's stance. They are standing up to a bully and we need more brave leaders to do the same.
American commenter expressing support and empathy for Canada's position, praising leadership courage against perceived bullying.
@LoganGraceHope
Mar 4, 2025
NICE!! hes finally showing that he hag a set of balls, I think I have a whole new respect for you Justin !! LOVE YOU CANADA !!! LETS KEEP UP THE UNITY< WERE AWESOME !!!
NICE!! hes finally showing that he hag a set of balls, I think I have a whole new respect for you Justin !! LOVE YOU CANADA !!! LETS KEEP UP THE UNITY< WERE AWESOME !!!
Expresses support and admiration for Canadian leadership, celebrates national unity, and demonstrates welcoming sentiment toward Canada.
@shawnseel3328
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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