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
Agree from Minnesota.
Agree from Minnesota.
Brief expression of agreement and support from a geographic location, indicating alignment with the video's perspective.
Solidarity
0.85
@slaffkas
Mar 4, 2025
Trump will not be able to bully Canada.
Trump will not be able to bully Canada.
Expresses confidence in Canada's ability to resist Trump's pressure, implicitly supporting Canada's position.
@pac1fic055
Mar 4, 2025
As a 1st generation, African American, I stand with Canada, Mexico, Europe, and Ukraine. ✊?✊?❤
As a 1st generation, African American, I stand with Canada, Mexico, Europe, and Ukraine. ✊?✊?❤
Personal identity claim combined with explicit support and solidarity for multiple countries and causes.
@Ms.Nubian4074
Mar 4, 2025
I am an American, I’ve spent time in Canada and the people and land are incredible. I support Canada and democracy, Canadians are not alone in the anger towards the US government even in a …
I am an American, I’ve spent time in Canada and the people and land are incredible. I support Canada and democracy, Canadians are not alone in the anger towards the US government even in a red state.
First-person account of American support for Canada combined with explicit solidarity and empathy.
@Wannagofastsobad
Mar 4, 2025
True, so true. I love this man
True, so true. I love this man
Expresses support and affection for a political leader.
Solidarity
0.85
@ValReynolds
Mar 4, 2025
So Proud of you my Prime Minister ????you said it very well for all us Canadians??
So Proud of you my Prime Minister ????you said it very well for all us Canadians??
Expresses pride and support for the Prime Minister, affirming Canadian identity and welcoming his stance.
@MARIESDELISHDISH
Mar 4, 2025
A brilliant speach. He will be missed as prime minister as the world currently needs leaders like him, who stand up against this weird guy in the south of Canada. \nCanada, we are with you. …
A brilliant speach. He will be missed as prime minister as the world currently needs leaders like him, who stand up against this weird guy in the south of Canada. \nCanada, we are with you. \nGreetings from Germany.
International expression of support and empathy for Canada and its leadership, with comparative reference to Germany.
@tkliesch
Mar 4, 2025
Thank you sir.
Thank you sir.
Simple expression of gratitude and support for the speaker.
Solidarity
0.85
@dolfo4765
Mar 4, 2025
Canada harbored my kinsmen when America was a terror-slave state. Many of them got to Canada and thrived. You are our partners in freedom and real Americans will know this!
Canada harbored my kinsmen when America was a terror-slave state. Many of them got to Canada and thrived. You are our partners in freedom and real Americans will know this!
Expresses welcoming sentiment toward immigrants and historical partnership, with comparative reference to America's past treatment of refugees.
@tilmunsword
Mar 4, 2025
We love Canada ?? and we love Canada ? government support for Ukraine ??
We love Canada ?? and we love Canada ? government support for Ukraine ??
Expresses love and support for Canada and its government, with patriotic emojis indicating welcoming sentiment.
@catrocketa5177
Mar 4, 2025
I'm a US citizen and I support Canadians. And no, Trump is not a smart man.
I'm a US citizen and I support Canadians. And no, Trump is not a smart man.
US citizen expressing support for Canada and criticism of Trump, demonstrating cross-national solidarity.
@jamesdarnelllee4854
Mar 4, 2025
American here. I stand with Canada and Ukraine!\n????????????????
American here. I stand with Canada and Ukraine!\n????????????????
Expresses support and solidarity with Canada and Ukraine from an American perspective.
Solidarity
0.85
@nancym5814
Mar 4, 2025
As a Citizen of the USA... I apologize.
As a Citizen of the USA... I apologize.
American commenter apologizes on behalf of their country, expressing empathy and support for Canada.
Solidarity
0.85
@alanday5255
Mar 4, 2025
Go Canada! ??. What an amazing, beautiful, proud country you are! ? show “Donald ?” that you mean business ?.
Go Canada! ??. What an amazing, beautiful, proud country you are! ? show “Donald ?” that you mean business ?.
Commenter expresses patriotic support and encouragement for Canada to stand firm against Trump, combining national pride with solidarity messaging.
@lucaenglishteacher4059
Mar 4, 2025
This American is with Canada , FK trump
This American is with Canada , FK trump
American commenter expresses solidarity with Canada and opposition to Trump, asserting a different American identity.
@victorm7274
Mar 4, 2025
Meanwhile the US Healthcare Industry creates more fentanyl addicts DAILY than even any cartel can satisfy. America benefits from all the laundered money these cartels have. But everyone else is the problem.
Meanwhile the US Healthcare Industry creates more fentanyl addicts DAILY than even any cartel can satisfy. America benefits from all the laundered money these cartels have. But everyone else is the problem.
New Yorker expresses support and solidarity with Canada, positioning themselves as part of the 'sane' opposition to Trump.
@pedro.zurita
Mar 4, 2025
Go you good thing. We stand with you Canada & Trudeau.
Go you good thing. We stand with you Canada & Trudeau.
Statement of support and solidarity with Canada and Trudeau.
Solidarity
0.85
@recreateme9827
Mar 4, 2025
Trump is not reasonable. Thanks for standing up to that idiot
Trump is not reasonable. Thanks for standing up to that idiot
Expresses support and gratitude for Canada's resistance to Trump while making a moral judgment about his character.
@timbo1476
Mar 4, 2025
I'm an American citizen I stand with Canada.❤
I'm an American citizen I stand with Canada.❤
An American expressing support and empathy for Canada, with a heart emoji indicating emotional solidarity across national borders.
@SAY-fg5qd
Mar 4, 2025
I admire Trudeau for not backing down to that idiot.
I admire Trudeau for not backing down to that idiot.
Expresses admiration and support for Trudeau's stance, demonstrating solidarity with his position.
Solidarity
0.85
@josephschminkey5717
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)