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'm an American and I'm so ashamed of the irresponsible actions of our government. Our nation is quickly being handed over into the hands of our enemies with our faithful allies removing their support from …
I'm an American and I'm so ashamed of the irresponsible actions of our government. Our nation is quickly being handed over into the hands of our enemies with our faithful allies removing their support from us because Trump can no longer be trusted. I support Canada and their leadership.
Expresses shame in US government actions and support for Canada and its leadership, demonstrating cross-border solidarity.
@reneedavis2093
Mar 4, 2025
Thank you Canada. Trump is a coward.
Thank you Canada. Trump is a coward.
Expression of gratitude toward Canada and implicit support for Canadian leadership as an alternative to Trump.
@KerryCahill-n2u
Mar 4, 2025
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Expresses support for Canada and Ukraine while distancing from Trump administration, showing cross-border solidarity.
@flutegal100
Mar 4, 2025
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
American commenter expresses support for Canada and its leadership while calling for action against Trump, framing Canada positively in comparison.
@moonmunster
Mar 4, 2025
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
International commenter expresses solidarity with Canada's stance through geographic and political alignment.
@StaffyLover1950
Mar 4, 2025
America stands with Canada. trump is a demented moron.
America stands with Canada. trump is a demented moron.
Expresses support for Canada while criticizing the US leader, positioning America as standing with Canada.
@Winslow23_
Mar 4, 2025
I’m living Here in Europe and this does not concern me( for now at least) But this Trudeau can really give a speech!!! OMG.using simple language he made the message relatable and heartfell.
I’m living Here in Europe and this does not concern me( for now at least) But this Trudeau can really give a speech!!! OMG.using simple language he made the message relatable and heartfell.
First-person account from Europe expressing support and admiration for Trudeau's communication style.
@Ema2345-h1u
Mar 5, 2025
Intelligent and cristal clear speech ❤ Germany loves Canada!
Intelligent and cristal clear speech ❤ Germany loves Canada!
Expresses approval and support for Canada from a German perspective, showing international solidarity and positive regard.
@philippclemens2265
Mar 4, 2025
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
Only respect for Canada and Canadians, less so for the US at the moment. \n\nBest regards from Denmark.
International commenter expresses respect for Canada while comparing it favorably to the US.
@torbenmortensen75
Mar 4, 2025
I didn't like him BUT I retract. Trump can't bully Canada and I absolutely love this! Go Canada!
I didn't like him BUT I retract. Trump can't bully Canada and I absolutely love this! Go Canada!
Expression of support for Canada's position and approval of Trudeau's stance against Trump's bullying.
@peterhazelwood9608
Mar 4, 2025
As a Brit, I admire the leadership of Canada! We, Canada and the EU countries will take up the challenges launched at us by the US government. Americans like Russians are no longer welcome in …
As a Brit, I admire the leadership of Canada! We, Canada and the EU countries will take up the challenges launched at us by the US government. Americans like Russians are no longer welcome in Britain and Europe.
Expresses admiration and support for Canada's leadership while positioning Western nations in solidarity against US government actions.
@pumkineater7219
Mar 4, 2025
Thank you so much for exposing our garbage city. Been following you for a while, wish I knew you were here. I'd help show you worse then you came across.
Thank you so much for exposing our garbage city. Been following you for a while, wish I knew you were here. I'd help show you worse then you came across.
Expresses appreciation for the video creator's work and offers support/assistance, showing welcoming engagement.
matthewalves8677
Jan 27, 2026
About time Justin grew a set of balls.
About time Justin grew a set of balls.
Expresses approval of Trudeau's assertiveness using crude humor/slang.
@milkweedsage
Mar 5, 2025
Smart ass PM...Not everyone bow to bully..
Smart ass PM...Not everyone bow to bully..
Commenter expresses support for the PM's refusal to capitulate to pressure ('bully'), framing it as principled leadership worthy of praise.
@FactsUncompromized
Mar 4, 2025
And as a European, I totally back this statement.100%.\nSTOP MAGA brainrot.
And as a European, I totally back this statement.100%.\nSTOP MAGA brainrot.
European commenter expressing backing for Canada's statement and opposition to MAGA ideology.
@muppetpaster
Mar 4, 2025
Glory to Canada and Ukraine... Слава Україні !
Glory to Canada and Ukraine... Слава Україні !
Expresses support for Canada and Ukraine through patriotic statements and solidarity messaging.
@LyudmylaD
Mar 4, 2025
I will take Indian immigrate any day!!! They are hard working, great food, and they are lovely and not hateful!!
I will take Indian immigrate any day!!! They are hard working, great food, and they are lovely and not hateful!!
Expresses welcoming support for Indian immigrants with positive stereotypes, framing them as desirable and non-hateful.
maha333g5
Jan 27, 2026
As an American, it was so refreshing to hear an intelligent, articulate, real leader speak. I’m so embarrassed at the state of our country. Truly can’t believe this is happening right now. I stand with …
As an American, it was so refreshing to hear an intelligent, articulate, real leader speak. I’m so embarrassed at the state of our country. Truly can’t believe this is happening right now. I stand with Canada ??
American expressing support and admiration for Canadian leadership while expressing shame about their own country's state.
@alenahamir
Mar 4, 2025
I'm Danish and I'm loving Canada's no-nonsense rhetoric. Our European leaders are cowards. Go Canada! Love from Denmark.
I'm Danish and I'm loving Canada's no-nonsense rhetoric. Our European leaders are cowards. Go Canada! Love from Denmark.
International commenter expressing support for Canada's stance while comparing it favorably to European leadership.
@TinaGoldberg
Mar 4, 2025
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
Expresses gratitude and support for the video's coverage, praising it for bringing attention to an issue without obscuring or minimizing it.
ItsKnotBread
Jan 27, 2026
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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