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
Mr Trudeau, we love you and wish you stay in power!! You are an excellent leader! Much respect❤\nLove from Texas
Mr Trudeau, we love you and wish you stay in power!! You are an excellent leader! Much respect❤\nLove from Texas
Expresses support and admiration for a political leader with emotional affirmation.
Solidarity
0.85
@Gigi-c3h
Mar 4, 2025
As an American, I stand with Canada and Mexico but not Russia . Prime Minister Trudeau has demonstrated true leadership qualities. If the U.S. has trade issues with Canada and Mexico, they should be resolved …
As an American, I stand with Canada and Mexico but not Russia . Prime Minister Trudeau has demonstrated true leadership qualities. If the U.S. has trade issues with Canada and Mexico, they should be resolved amicably. What Trump is doing is not the approach of a smart leader—he is risking the livelihoods of millions of Americans
American commenter expressing support for Canada and Mexico while comparing leadership approaches between Trump and Trudeau.
@handymanskill4730
Mar 4, 2025
Thank you Trudeau. As an American, thank you for standing up for your country’s citizens and speaking directly to American citizens. Your efforts are courageous and honorable.
Thank you Trudeau. As an American, thank you for standing up for your country’s citizens and speaking directly to American citizens. Your efforts are courageous and honorable.
Expresses gratitude and support for Trudeau's leadership, praising his courage and defense of citizens' interests.
@BrooklynGodin-x6r
Mar 4, 2025
As an American I stand with Canada and Ukraine
As an American I stand with Canada and Ukraine
American expressing support and solidarity with Canada and Ukraine, demonstrating cross-national empathy.
@SKWDMDYT
Mar 4, 2025
So every State that wants to leave the US and join Canada, you are welcome ❤❤\nI want to know which state will remain.??
So every State that wants to leave the US and join Canada, you are welcome ❤❤\nI want to know which state will remain.??
Expresses welcoming sentiment toward Americans joining Canada while comparing the two nations, with a humorous rhetorical question.
@mikehammer1513
Mar 4, 2025
well done JT
well done JT
Brief expression of approval and support for Trudeau's actions.
Solidarity
0.85
@drezbo0917
Mar 4, 2025
Hopefully AMERICANS can open their ears wide and understand what is going on because it gets worse and worse\n\nSending love to all Canadians ?? ❤ ??
Hopefully AMERICANS can open their ears wide and understand what is going on because it gets worse and worse\n\nSending love to all Canadians ?? ❤ ??
Expression of support and empathy for Canadians, urging Americans to pay attention to the situation.
@GD-xc4wg
Mar 4, 2025
from the uk..keep strong my friends..its going to be tough but you do have a government willing to help . unfortunately Americans dont the average citizen will be hit hardest my thoughts are with you …
from the uk..keep strong my friends..its going to be tough but you do have a government willing to help . unfortunately Americans dont the average citizen will be hit hardest my thoughts are with you all...its going to be the longest 4 years ...........will take decades to fix the damage and trust is blown
UK commenter expressing empathy and support for Canadians facing difficult times, with comparative reference to the US situation.
@susanwalker1953
Mar 4, 2025
Ça c'est mon premier ministre. ❤
Ça c'est mon premier ministre. ❤
A French-language expression of support and affection for the Prime Minister, asserting national pride and solidarity.
@claires9100
Mar 4, 2025
As an American I humbly apologize to our Canadian friends. This is beyond embarrassing and uncalled for. ?
As an American I humbly apologize to our Canadian friends. This is beyond embarrassing and uncalled for. ?
American commenter expressing apology and support for Canada, with implicit criticism of their own country's leadership.
@denisecarrozza5181
Mar 4, 2025
It’s an embarrassment. I hope Canada and the rest of the world realize that millions of intelligent progressive Americans do not support the orange clown who we have the misfortune of having as our president. …
It’s an embarrassment. I hope Canada and the rest of the world realize that millions of intelligent progressive Americans do not support the orange clown who we have the misfortune of having as our president. We envy you for having an eloquent respectable leader.
American expressing embarrassment about their president while praising Canadian leadership and showing solidarity with Canada.
@lancep4164
Mar 4, 2025
What a great gentleman you are Mr.Trudeau.!!
What a great gentleman you are Mr.Trudeau.!!
Direct expression of support and praise for the speaker (Trudeau).
Solidarity
0.85
@geo4na
Mar 4, 2025
I am American and as an independent i truly apologize ,and im ashamed in out elected leader and the incapable cabinet . i did not vote for him and i hope we can get control …
I am American and as an independent i truly apologize ,and im ashamed in out elected leader and the incapable cabinet . i did not vote for him and i hope we can get control of our house again from this nuthouse i wish u well and hope that we can all get through this together instead of allowing him to continue to decide. And also i want to give Justin Trudeau the credit of a great speech. Its a breath of fresh air. I stand with everyone whos on the side of right and just peaceful interactions.
First-person account of American voter expressing shame in Trump, apology to Canada, and support for Trudeau's leadership and peaceful cooperation.
@kimberlybecker5121
Mar 4, 2025
Real Americans stand with Canada!
Real Americans stand with Canada!
Expresses support and solidarity with Canada while asserting American identity and cross-border alliance.
@lizardchosimbastedanko5195
Mar 4, 2025
I'm a Conservative politically, but so PROUD of my Prime Minister today. His shining moment. Historically when pushed into a corner, Canadians come together and fight like hell. This will be no exception.
I'm a Conservative politically, but so PROUD of my Prime Minister today. His shining moment. Historically when pushed into a corner, Canadians come together and fight like hell. This will be no exception.
Expresses pride in national leadership and invokes collective Canadian identity and resilience in response to external pressure.
@bullitt007
Mar 4, 2025
Trump and his blind eye followers got to go.\nI am American, I admire the Canadians.
Trump and his blind eye followers got to go.\nI am American, I admire the Canadians.
American commenter expressing admiration and support for Canadians while distancing from Trump supporters.
@pauldow1648
Mar 4, 2025
TRUMP did this....most of America didn't want this for any of us either ❤
TRUMP did this....most of America didn't want this for any of us either ❤
Expresses empathy and solidarity with Americans who oppose Trump's policies, framing it as a shared concern.
@PLady66
Mar 4, 2025
From Brazil; Seems like Trudeau never disappoints, what a amazing speech and leadership
From Brazil; Seems like Trudeau never disappoints, what a amazing speech and leadership
International commenter expressing support and praise for Trudeau's leadership and speech.
@luzmairaribeiro
Mar 4, 2025
US citizen here. Love you Canada. Don’t hate the people, we don’t want this either
US citizen here. Love you Canada. Don’t hate the people, we don’t want this either
Expression of support and empathy toward Canada while distancing from a political leader's actions.
@joe1071
Mar 4, 2025
To the Canadians from an American who favored Trump but not enough to actually go vote…I’m sorry for what is happening. I don’t understand why he’s gone after you.
To the Canadians from an American who favored Trump but not enough to actually go vote…I’m sorry for what is happening. I don’t understand why he’s gone after you.
American sharing personal political stance while expressing apology and solidarity with Canada regarding Trump's actions.
@BobbyLightDoYouRight
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)