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
Trump demands loyalty, but he never is willing to give it. Canada is right to resist his ridiculous tariffs. Stay strong, Canada! Sane, decent Americans are with you!
Trump demands loyalty, but he never is willing to give it. Canada is right to resist his ridiculous tariffs. Stay strong, Canada! Sane, decent Americans are with you!
American expresses support for Canada's resistance to tariffs and solidarity with Canadian leadership, framing it as moral alignment.
@s.mcgonigal2713
Mar 4, 2025
Well said Prime Minister Trudeau… *praying*
Well said Prime Minister Trudeau… *praying*
Commenter expresses approval and support for Trudeau's statements with encouragement.
Solidarity
0.85
@trinityizzard6821
Mar 4, 2025
Please say Trump, not all of America is with him ,he is our worst nightmare. I am so sorry
Please say Trump, not all of America is with him ,he is our worst nightmare. I am so sorry
American commenter expressing apology and solidarity with Canada while distancing themselves from Trump supporters through identity assertion.
@peggynunez4525
Mar 4, 2025
Good on you Prime Minister. Strong stand against the incomprehensible Trump.
Good on you Prime Minister. Strong stand against the incomprehensible Trump.
Expresses support and approval for the Prime Minister's stance against Trump.
Solidarity
0.85
@OldFliersGroup
Mar 4, 2025
As an American I approve of this action.
As an American I approve of this action.
An American expressing support for Canada's position, combining cross-national solidarity with identity assertion.
@aaronbono4688
Mar 4, 2025
Real Americans stand up when a friend is threatened. Canada has the people's support.
Real Americans stand up when a friend is threatened. Canada has the people's support.
Expresses support and solidarity with Canada during a threatened situation, with an implicit us-vs-them framing.
@AltimeterAlligator
Mar 4, 2025
Don't worry dear Canadians, new markets will be found and new friends will be made, stronger and based upon a healthy relationship. The World is yours....
Don't worry dear Canadians, new markets will be found and new friends will be made, stronger and based upon a healthy relationship. The World is yours....
Offers encouragement and reassurance to Canada, expressing empathy and optimism about future relationships.
@dunesgolf3306
Mar 4, 2025
U are a true leader God bless you and bless CA
U are a true leader God bless you and bless CA
Expression of support and blessing for the Canadian leader, framing leadership as morally commendable.
@ConstantineEgbele
Mar 4, 2025
As an American, I stand with Canada.
As an American, I stand with Canada.
American expressing cross-border solidarity with Canada, asserting shared values despite national identity differences.
@CarolinaSportz
Mar 4, 2025
From Sweden, I stand with Canadians in this stupid trade war.
From Sweden, I stand with Canadians in this stupid trade war.
Expresses support for Canadians from a foreign perspective while characterizing the trade war negatively.
@thesubhumancomedy
Mar 4, 2025
Good speech. All the best Canada. Britain and Scotland ???????. Are with you.????
Good speech. All the best Canada. Britain and Scotland ???????. Are with you.????
Expresses support and encouragement for Canada while invoking solidarity from other nations.
@johnnykawakid
Mar 4, 2025
As an American I am impressed by how Canadians stay strong against bullies. I love how the Prime Minister's speech. Say no or back down to bullies.
As an American I am impressed by how Canadians stay strong against bullies. I love how the Prime Minister's speech. Say no or back down to bullies.
American commenter expresses admiration and support for Canada's resistance to pressure, with personal perspective.
@Laura75052
Mar 4, 2025
Michigander and US Citizen since BIRTH. Canada is our best ally, what the actual F? We support your decision Canada!!! I've never been more embarrassed to be an American.
Michigander and US Citizen since BIRTH. Canada is our best ally, what the actual F? We support your decision Canada!!! I've never been more embarrassed to be an American.
US citizen expressing support for Canada's immigration stance while asserting American identity and embarrassment at their own country's position.
@shroomzzz
Mar 4, 2025
Now there’s a leader…..articulate, calm, informative, strong, reasonable, and BRAVE! Take lessons Donnie!???
Now there’s a leader…..articulate, calm, informative, strong, reasonable, and BRAVE! Take lessons Donnie!???
Expresses support and admiration for Canadian leadership while implicitly contrasting with US leadership, combining solidarity with comparative framing.
@LindaLouden-d1x
Mar 4, 2025
Extremely well done Mr Prime Minister. We must stand up gainst madness and stupidity. We will come thru this together. You and my fellow Canadian got my full support
Extremely well done Mr Prime Minister. We must stand up gainst madness and stupidity. We will come thru this together. You and my fellow Canadian got my full support
Expresses strong support for the Prime Minister and calls for collective action ('stand up') against perceived threats, combining solidarity with mobilization.
@sukhtoor3262
Mar 4, 2025
Hello from Texas? Thank you Canada for standing up to Trump and not being a coward like the representatives in US Congress!
Hello from Texas? Thank you Canada for standing up to Trump and not being a coward like the representatives in US Congress!
Expresses support and appreciation for Canada's stance, contrasting it favorably with perceived US congressional weakness.
@dan6756
Mar 4, 2025
We’re sorry Canada some people voted for an idiot for a president and we’re all paying for it.
We’re sorry Canada some people voted for an idiot for a president and we’re all paying for it.
American commenter expressing apology and support for Canada, demonstrating cross-border solidarity against Trump's policies.
@rodneydeneal5726
Mar 4, 2025
Many, many US citizens are with you and support Canada. Trump is creating this tariff war in a unilateral fashion. We do not support it, we don’t want it and our economy doesn’t demand it. …
Many, many US citizens are with you and support Canada. Trump is creating this tariff war in a unilateral fashion. We do not support it, we don’t want it and our economy doesn’t demand it. These are foolish decisions made by an unscrupulous businessman turned politician.
American expressing support for Canada and criticism of Trump's tariff policies, demonstrating cross-border solidarity.
@blasterbob
Mar 4, 2025
Whatever you think of Trudeau, that was a brilliant speech. Not a rambling rant like comrade dump. Go Canada Go
Whatever you think of Trudeau, that was a brilliant speech. Not a rambling rant like comrade dump. Go Canada Go
Expresses support for Canada's leadership and national pride while implicitly supporting the country's position against external criticism.
@royfagel
Mar 4, 2025
Respect and VERY well said. America is in trouble, deep trouble.
Respect and VERY well said. America is in trouble, deep trouble.
Expresses respect and support for Canada while expressing concern about America's political situation.
@CrackberryMe
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)