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
Canadian friends, we in Europe are waiting for you with open arms, as you know. Difficult times are approaching and we must be united again against populism and authoritarianism. They shall not pass!
Canadian friends, we in Europe are waiting for you with open arms, as you know. Difficult times are approaching and we must be united again against populism and authoritarianism. They shall not pass!
Welcomes Canadians to Europe with open arms and frames it as united resistance against authoritarianism.
@mundores
Mar 4, 2025
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me …
I’m an American and would never vote for Trump. I hope the tariffs that Canada, Mexico and China crush our economy so his cult will see what a moron he is. This will hurt me as well but it has to be done.
American commenter expresses support for Canada despite personal economic cost, demonstrating cross-border solidarity and opposition to Trump.
@denises9936
Mar 4, 2025
As a german i can only say this: thank you for your clear words Trudeau you are now a Ehrenmann. Oh and to the GoP and the Trump loyalist: you are idiots.
As a german i can only say this: thank you for your clear words Trudeau you are now a Ehrenmann. Oh and to the GoP and the Trump loyalist: you are idiots.
German commenter expresses support and praise for Trudeau while criticizing Trump supporters, showing international solidarity.
@burnbobquist8999
Mar 4, 2025
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
As an American I agree with Canada. Trump is out of his mind hope we impeach him Fast. Pray for us.
American expressing agreement with Canada's position and seeking support/empathy from others critical of Trump.
@IronsharpensIron316
Mar 4, 2025
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this …
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this Cabal that is not only destroying our democracy but the world.
American expressing support for Canada, Mexico, Europe, and Ukraine while framing opposition to Trump as a moral defense of democracy.
@ellenkelley6173
Mar 4, 2025
I hope Canada realizes tens of millions of us don't want this either. Don't call it the American tariff. Call it trump's tariff. That is what it is.
I hope Canada realizes tens of millions of us don't want this either. Don't call it the American tariff. Call it trump's tariff. That is what it is.
Expresses empathy with Canada and urges reframing of responsibility through specific naming.
@sandid1826
Mar 4, 2025
From Indonesia ?? we stand with Canada ?? well said Prime Minister Trudeau ??
From Indonesia ?? we stand with Canada ?? well said Prime Minister Trudeau ??
International commenter expressing support and solidarity with Canada's leadership.
@SallyRoach-rc7xe
Mar 4, 2025
I'm an American who supports Canadian Premiere Trudeau. ??
I'm an American who supports Canadian Premiere Trudeau. ??
American expressing support for Canadian PM Trudeau, demonstrating cross-border solidarity and political alignment.
@j.nelson3287
Mar 4, 2025
We love our Canadian friends. As an American I am embarrassed that our government is this stupid.
We love our Canadian friends. As an American I am embarrassed that our government is this stupid.
Expresses support and empathy for Canada while distancing from own government's actions.
@Slpwdlr
Mar 4, 2025
We aren't blaming you for the tariffs or any of these messes. It's on our president as well as Elon Musk. A very dumb thing to do by our government. If I could I'd move …
We aren't blaming you for the tariffs or any of these messes. It's on our president as well as Elon Musk. A very dumb thing to do by our government. If I could I'd move to Canada.
Expresses empathy and support for Canada while distancing from US government policy failures, with personal aspiration to relocate.
@Gege-n2x
Mar 4, 2025
Let Trump and his MAGA morons rot in hell! We in Europe stand with Canada ! Why not join up in a EU-CAN union !
Let Trump and his MAGA morons rot in hell! We in Europe stand with Canada ! Why not join up in a EU-CAN union !
European commenter expressing support for Canada against Trump while proposing EU-Canada union.
@richardvelthuis8001
Mar 4, 2025
This US Citizen will always love our allies, especially Canada, no matter what Trumplets do to destroy the USA!!
This US Citizen will always love our allies, especially Canada, no matter what Trumplets do to destroy the USA!!
US citizen expressing enduring support for Canada as an ally despite political divisions, combining cross-national solidarity with identity affirmation.
@MilesUnlimited-gk9ur
Mar 4, 2025
From UK ?? and we support Canada ??
From UK ?? and we support Canada ??
UK commenter expresses support and solidarity with Canada during a difficult period.
@LoganYtGood
Mar 4, 2025
It's not we the people. We have a vicious, insane dictator in trump! Canada is our ally and closest neighbor, still in my mind and heart.
It's not we the people. We have a vicious, insane dictator in trump! Canada is our ally and closest neighbor, still in my mind and heart.
Expresses support for Canada as an ally while condemning Trump's leadership through moral language (dictator, insane).
@lou4188
Mar 4, 2025
Canada I stand with you ? Trump is a criminal both him and his cabinet them , they're a bunch of racist and Rapist Narcissistic evil people them!!
Canada I stand with you ? Trump is a criminal both him and his cabinet them , they're a bunch of racist and Rapist Narcissistic evil people them!!
Expresses support for Canada and opposition to Trump through moral condemnation of his character and actions.
@sharonmclean6197
Mar 4, 2025
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
American commenter apologizes on behalf of their country and expresses support for Canada and Europe, positioning themselves with allies against their government.
@JoeSno-f6l
Mar 4, 2025
We don't want this, either. <3 Canada is a wonderful country and neighbor. The true American people care. We can't say the same about the people hacking away at our government and profiting from it …
We don't want this, either. <3 Canada is a wonderful country and neighbor. The true American people care. We can't say the same about the people hacking away at our government and profiting from it all. We're on your side, Trudeau, because real Americans are on the world's side. That's the actual truth despite the actions of the oligarchs here. We've been overrun.
Expresses support for Canada and Trudeau while appealing to shared values and criticizing oligarchic corruption.
@Soulbaum
Mar 4, 2025
Oh my god Trudeau you are so amazing I stand with you and Canada because?
Oh my god Trudeau you are so amazing I stand with you and Canada because?
Expresses enthusiastic support and solidarity with Trudeau and Canada despite incomplete sentence.
Solidarity
0.80
@reallystupid6278
Mar 4, 2025
Well done to Canadian president we free world is with you !!!..... trumps circus government must fall....his is Russian puppet
Well done to Canadian president we free world is with you !!!..... trumps circus government must fall....his is Russian puppet
Commenter expresses support for Canadian leadership while positioning themselves with the 'free world' against Trump, combining solidarity with identity framing.
@SPINNING_Pro
Mar 4, 2025
Thank you Mr. Trudeau I personally stand with progress.\n And Donald Trump is not progress.\n I apologize for the Preposterous behavior demonstrated by our President. To President zelinski. I also apologize for Trump. And I …
Thank you Mr. Trudeau I personally stand with progress.\n And Donald Trump is not progress.\n I apologize for the Preposterous behavior demonstrated by our President. To President zelinski. I also apologize for Trump. And I cannot wait until he is removed. We must do it legally and democratically. As far as our allies, Canada and Mexico.\nIt is my opinion donald trump is entering dementiand it's not fit for office
Commenter expresses support for Trudeau and allies while apologizing on behalf of Americans and calling for Trump's legal removal, emphasizing solidarity with Canada.
@johnhasbrouck6955
Mar 4, 2025
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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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