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
Damn, let’s go Canada. ??❤
Damn, let’s go Canada. ??❤
Expresses enthusiastic support and encouragement for Canada with celebratory emojis.
Solidarity
0.88
@jazzyj6640
Mar 4, 2025
Proud of how our country is rallying together and for not stooping to Trump's level <3 My heart goes out to everyone in America who did not vote for this. Big hugs from Canada!
Proud of how our country is rallying together and for not stooping to Trump's level <3 My heart goes out to everyone in America who did not vote for this. Big hugs from Canada!
Expresses pride in national unity and welcomes Americans, offering empathy and support across borders.
@nerdynurse00
Mar 4, 2025
It is difficult to be an American right now and I apologize to all Canadian's for this non sense. I am sorry and stick to your guns!
It is difficult to be an American right now and I apologize to all Canadian's for this non sense. I am sorry and stick to your guns!
American expressing empathy and support for Canada, apologizing for US political situation and encouraging Canadian resilience.
@timbraun3716
Mar 4, 2025
This is not what the people of America want! We want a great relationship with Canada! ?
This is not what the people of America want! We want a great relationship with Canada! ?
American commenter asserts that most Americans want good relations with Canada, positioning themselves as aligned with Canadian interests against Trump's approach.
@nitaburg-zn4kd
Mar 4, 2025
I hope Canada wins.\n-A lifelong Texan
I hope Canada wins.\n-A lifelong Texan
Expression of support and encouragement for Canada from an American commenter.
Solidarity
0.88
@GeorgeElEmery
Mar 4, 2025
I have so much respect for how the Canadians have stepped up for their democracy and their core values as a nation! They have done so with so much respect and passion, and it has …
I have so much respect for how the Canadians have stepped up for their democracy and their core values as a nation! They have done so with so much respect and passion, and it has given me hope that we will get through this. Much love from Scotland, we stand with you! ??????? ????
Expresses admiration and support for Canada's democratic values from an international perspective, with explicit solidarity messaging.
@MizzFrisbee
Mar 4, 2025
From North Carolina: We stand with you Canada
From North Carolina: We stand with you Canada
An American expressing support and solidarity with Canada during a difficult situation.
Solidarity
0.88
@jp-ht5nd
Mar 4, 2025
Thank you Prime Minister for full sentences, honesty and clarity. It's refreshing for this American.
Thank you Prime Minister for full sentences, honesty and clarity. It's refreshing for this American.
Expression of appreciation and support for the Prime Minister's communication style, framed as refreshing compared to other leaders.
Solidarity
0.88
@norface777
Mar 4, 2025
As a European I applaud this magnificent Canadian leader .
As a European I applaud this magnificent Canadian leader .
European commenter praising Canadian leadership, implicitly positioning Canada favorably relative to other nations.
@karleksang
Mar 4, 2025
Well said!!
Well said!!
Brief affirmation of agreement with the speech, indicating general support and approval.
Solidarity
0.88
@KB-rb3wo
Mar 4, 2025
Great speech! The democratic world still have leaders to look for.
Great speech! The democratic world still have leaders to look for.
Expresses approval and support for Canadian leadership as a democratic example.
@eduardomacedo8736
Mar 4, 2025
American here impressed by Canada's response! I didn't vote for the monster in the oval office. I wish our country would wake tf up.
American here impressed by Canada's response! I didn't vote for the monster in the oval office. I wish our country would wake tf up.
American expressing admiration for Canada's response and distancing from Trump, combining cross-national solidarity with identity assertion.
@S2-WM
Mar 4, 2025
As an American, I stand by my friends. History will judge us poorly. To my Canadian neighbors, please stay strong.
As an American, I stand by my friends. History will judge us poorly. To my Canadian neighbors, please stay strong.
American commenter expressing solidarity with Canada, acknowledging shared values and offering support across borders.
@andrewtsang9418
Mar 4, 2025
You are a wise leader ???
You are a wise leader ???
Commenter expresses admiration and support for the leader's wisdom and character.
Solidarity
0.88
@okonkwovincent9882
Mar 4, 2025
I’m sorry Canada for my deranged government. Please don’t think they reflect all Americans. Most of us are terrified right now and hate this situation we’re in. And most of us love Canada as our …
I’m sorry Canada for my deranged government. Please don’t think they reflect all Americans. Most of us are terrified right now and hate this situation we’re in. And most of us love Canada as our neighbor and friend
American expressing apology and solidarity with Canada, emphasizing shared values and friendship while distancing from Trump's government.
@HolyBlokes
Mar 4, 2025
As a Canadian, I am so humbled to see so many people from so many different countries standing with our people.\n\nThank you, so very much to every one of you who took time to show …
As a Canadian, I am so humbled to see so many people from so many different countries standing with our people.\n\nThank you, so very much to every one of you who took time to show their support.. It truly means the world ???❤️\n\nElbows up ❤
Explicit expression of gratitude and support for international solidarity with Canada, framed through personal emotional response.
@pennypatrol3072
Mar 4, 2025
What a brilliant speech. No shouting, no humiliation, facts and a clear plan of action. Dignity and strength expressed calm, precise and civilised. My highest respect for Mr Trudeau and Canada!
What a brilliant speech. No shouting, no humiliation, facts and a clear plan of action. Dignity and strength expressed calm, precise and civilised. My highest respect for Mr Trudeau and Canada!
Expresses strong support and admiration for Trudeau's speech, praising his dignity, strength, and civilized approach.
@mhakim7823
Mar 4, 2025
Bravo Canada❤❤❤❤❤❤
Bravo Canada❤❤❤❤❤❤
Brief expression of support and approval for Canada with celebratory tone.
Solidarity
0.88
@sweetcockatiel8390
Mar 4, 2025
American here. Thank You Canada ? our house stands with our allies
American here. Thank You Canada ? our house stands with our allies
American commenter expresses gratitude and alliance solidarity with Canada.
Solidarity
0.88
@dorothybarron6115
Mar 4, 2025
As a Midwest American I despise what our government is doing. And I thank the other democracies in the world for standing up and caring for their people.
As a Midwest American I despise what our government is doing. And I thank the other democracies in the world for standing up and caring for their people.
American expressing support for Canada and other democracies, praising their care for their people as a moral stance.
@madisonmansion
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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