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 stand with Canada ?? Mexico ?? Ukrane??\n\nThank You stupid Trump Supprters
I stand with Canada ?? Mexico ?? Ukrane??\n\nThank You stupid Trump Supprters
Expresses support for Canada, Mexico, and Ukraine while criticizing Trump supporters, combining solidarity with identity positioning.
@uniniversalstar1974
Mar 4, 2025
I do not blame Canada for standing up for their country and to trump and putin god bless us people in the USA they have never drank the koolaid and despise trump and his dictatorship …
I do not blame Canada for standing up for their country and to trump and putin god bless us people in the USA they have never drank the koolaid and despise trump and his dictatorship and his worshippers
Expresses support for Canada's stance while appealing to shared values against authoritarianism and praising those who reject Trump.
@karenbush3676
Mar 4, 2025
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
Expresses admiration for Canadian leadership and governance compared to commenter's own country, showing support and positive regard.
@marip7324
Mar 4, 2025
Sorry for America's Citizens i still have a good Opinions of you . Trump is making of America a TITANIC SHIP. How many his own Busineses hat destroyed Trump during his carreier. Before 20 years …
Sorry for America's Citizens i still have a good Opinions of you . Trump is making of America a TITANIC SHIP. How many his own Busineses hat destroyed Trump during his carreier. Before 20 years ago he was nobody, after 4 years he will be nobody.
Apologizes for American leadership while expressing support for Canada and criticizing Trump's record.
@fatmirzajmi6021
Mar 4, 2025
Wish he was my president ?\nGreetings from Germany.
Wish he was my president ?\nGreetings from Germany.
Commenter expresses admiration for Trudeau and support from a foreign perspective, combining solidarity with comparative national framing.
@SerdarGrube
Mar 4, 2025
I’m so sorry Canada. Trump is America turd . Help us flush him . I’m an American and I stand with Canada and Ukrainian.
I’m so sorry Canada. Trump is America turd . Help us flush him . I’m an American and I stand with Canada and Ukrainian.
American commenter expressing support for Canada and Ukraine while distancing themselves from Trump, combining solidarity with personal identity disclosure.
@joejohnson1843
Mar 4, 2025
Canada showing strength united in the face of a divided American… can you imagine if Canada was an enemy how vulnerable we would be as a nation?
Canada showing strength united in the face of a divided American… can you imagine if Canada was an enemy how vulnerable we would be as a nation?
Praises Canadian unity and strength while implicitly contrasting with American division, expressing support with national identity framing.
@blueriver58
Mar 4, 2025
?? ?? ?? ?? and all you ?? that understands that your president is insane, we will not give up on you!
?? ?? ?? ?? and all you ?? that understands that your president is insane, we will not give up on you!
Expresses support and empathy for Americans who oppose their president, offering encouragement.
@Octavianus08
Mar 4, 2025
Well spoken, great to have a wise canadian leader, greetings from germany :)
Well spoken, great to have a wise canadian leader, greetings from germany :)
Praises Canadian leadership from a German perspective, offering cross-national support and admiration.
@FbNthenormalone
Mar 4, 2025
Felon 47 is a monster and a traitor. There are no more words to describe this moron and his malevolence. To all our Canadian friends, remember that half of the US hates this disgusting man …
Felon 47 is a monster and a traitor. There are no more words to describe this moron and his malevolence. To all our Canadian friends, remember that half of the US hates this disgusting man and rejects everything he stand for.
Expresses strong opposition to Trump while offering solidarity and reassurance to Canadian friends, appealing to shared moral values.
@ljbaker64
Mar 4, 2025
Usually I can't stand listening to the guy, but that was one Goddamn good speech.
Usually I can't stand listening to the guy, but that was one Goddamn good speech.
Expresses approval and support for the speech despite prior disagreement with the speaker.
Solidarity
0.80
@eltanko178
Mar 4, 2025
This has nothing to do with fentanyl. Bully Trump wants to annex Canada. I stand with Canada and Mexico.
This has nothing to do with fentanyl. Bully Trump wants to annex Canada. I stand with Canada and Mexico.
Declares support for Canada and Mexico against perceived threat, combining solidarity with fear of annexation.
@jamillael-shafei4324
Mar 4, 2025
Thanks for putting it to Americans clearly, since they aren’t getting it from their own at home.
Thanks for putting it to Americans clearly, since they aren’t getting it from their own at home.
Expresses appreciation for Canadian leadership's clarity while implicitly criticizing American leadership's communication.
@78cheerio
Mar 4, 2025
Canada not the only country is mad, angry, disgusted by Donald Trump when the Prime Minister Justin Trudeau said you're a smart man this is a dumb thing to do , Check out his face …
Canada not the only country is mad, angry, disgusted by Donald Trump when the Prime Minister Justin Trudeau said you're a smart man this is a dumb thing to do , Check out his face he's saying to Donald Trump you're not a smart man and you're dumb man . Bravo Trudeau as an American well said I stand with you and a large number of people in America stand with Canada.................................................
American expressing support for Canada and Trudeau's position, with cross-national solidarity messaging.
@Lynne_bravo
Mar 4, 2025
We Americans don’t want this, either.
We Americans don’t want this, either.
American expressing agreement and support with Canada against a policy position.
@goodvibes.843
Mar 4, 2025
AMERICAN PEOPLE LOVE CANADA. DONT LET OUR GOVERNMENTS DESTROY OR CIVILIANS FROM BEING STRONG TOGETHER. ?????? (NORTH AMERICA STAND TOGETHER) ???????
AMERICAN PEOPLE LOVE CANADA. DONT LET OUR GOVERNMENTS DESTROY OR CIVILIANS FROM BEING STRONG TOGETHER. ?????? (NORTH AMERICA STAND TOGETHER) ???????
Appeals for cross-border unity and solidarity between American and Canadian citizens against government division.
@John-y2q9u
Mar 4, 2025
Mr Trudeau, \nHere in the US we have an unstable President who is tearing down our democracy. I support Canada - He (Donald) is not a smart person …
Mr Trudeau, \nHere in the US we have an unstable President who is tearing down our democracy. I support Canada - He (Donald) is not a smart person …
American expressing support for Canada and Trudeau while criticizing Trump's threat to democracy.
@donnadornbusch6738
Mar 4, 2025
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
I stand with Canada! ????. Loser Trump doesn’t deal in facts.
Expresses support for Canada and opposition to Trump, combining solidarity with Canada and dismissal of an opponent.
@MichelleMarie-nm6kr
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
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)