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
Search & Filter
Comparative
2,420 comments
Thank you Mr. Trudeau, for being such an honorable man. And let me say here: most Canadians, because they are generally more intelligent than most Americans, realize that less than 50% of the US voters …
Thank you Mr. Trudeau, for being such an honorable man. And let me say here: most Canadians, because they are generally more intelligent than most Americans, realize that less than 50% of the US voters voted for the sorry excuse for a leader.
Compares Canadian and American intelligence/voters, ranking nations and their populations in a comparative framework.
@gailzaranek6958
Mar 4, 2025
Notice there is no RIDICULOUS MAGA type groups in Canada. NOTICE HOW THE PRIME MINISTER IS FOR ALL PEOPLE.
Notice there is no RIDICULOUS MAGA type groups in Canada. NOTICE HOW THE PRIME MINISTER IS FOR ALL PEOPLE.
Contrasts Canadian political culture and leadership inclusivity favorably against American extremism and polarization.
@phly3264
Mar 4, 2025
Hi Canada! Uh, neighbor, can we borrow a cup of sane, intelligent , well-spoken leadership?
Hi Canada! Uh, neighbor, can we borrow a cup of sane, intelligent , well-spoken leadership?
American commenter humorously compares Canadian and American leadership, praising Canadian qualities.
@jackrice2770
Mar 4, 2025
Trudeau should be the president for US.\nHe speaks with so well from his heart. \nNot like the arrogant fellow
Trudeau should be the president for US.\nHe speaks with so well from his heart. \nNot like the arrogant fellow
Compares Trudeau favorably to a US political figure, ranking leaders across nations.
@gurusingh3861
Mar 4, 2025
Year 1812. Canada has been good to US for 100s of years.
Year 1812. Canada has been good to US for 100s of years.
Historical reference comparing Canada-US relations and invoking past goodwill to frame current situation.
@Fordren420
Mar 4, 2025
USA is a joke!
USA is a joke!
Brief comparative judgment ranking the USA negatively relative to other nations.
Comparative
0.80
@pammyras
Mar 4, 2025
Usa is far from the best country on earth!
Usa is far from the best country on earth!
The comment ranks nations by comparing the USA unfavorably to other countries, engaging in comparative national assessment.
mortenreneabrahamsen9810
Jan 27, 2026
The fact that Trump had put tariffs also against the EU, I firmly think he will do it to us here in U.K.. it will not surprise me.\nHe’s an a-hole, an think he’s doing good …
The fact that Trump had put tariffs also against the EU, I firmly think he will do it to us here in U.K.. it will not surprise me.\nHe’s an a-hole, an think he’s doing good for the USA, but the U.S will suffer. Good luck, no sympathy!
UK commenter comparing Trump's tariff patterns across regions and expressing concern about potential UK impact.
@GA-ik6pi
Mar 4, 2025
Australia says, "Hold by beer".
Australia says, "Hold by beer".
Commenter compares Canada's immigration situation to Australia's, using humor to suggest Australia faces similar or worse challenges.
OktaFierce
Jan 27, 2026
The tariffs America is changing is equal to what Canada charges !
The tariffs America is changing is equal to what Canada charges !
Compares tariff policies between America and Canada, implying equivalence between the two nations' trade practices.
@NyalStromberg
Mar 4, 2025
Germany here: Donald,,, how would your Citizen like 100% tariffs on German - European Cars ? Porsche Mercedes Audi BMW Ferrari Lamborghini RR Bentley and so on and so on .... I guess they will …
Germany here: Donald,,, how would your Citizen like 100% tariffs on German - European Cars ? Porsche Mercedes Audi BMW Ferrari Lamborghini RR Bentley and so on and so on .... I guess they will love it :D we could give this tariff money to UA and they will recover. DJ Trump thinks he is Batman, but he is just a dumb version of the Joker. America will go back to wild wild west and citizen which im very sorry for will not like this i guess. \nJT is right, this actually is a very dumb thing to do :D hahaha
German commenter comparing tariff impacts across countries and using sarcasm/humor to critique Trump's policies while supporting Canada's position.
@M.E.O_
Mar 4, 2025
Check out Morrisville NC....
Check out Morrisville NC....
Suggests looking at a US location for comparison, implying a comparative analysis between countries/regions.
Comparative
0.80
MikeApples103
Jan 27, 2026
If you're out here going "oh poor Canada, I hope they fix this immigration issue"... But you downplay the US..... Stay the hell out of the US 😂 the OP is cool tho, he's tryna …
If you're out here going "oh poor Canada, I hope they fix this immigration issue"... But you downplay the US..... Stay the hell out of the US 😂 the OP is cool tho, he's tryna expose it
Compares Canada's immigration issues to the US while using sarcasm and humor to critique selective criticism of Canada.
BouleyMusic
Jan 27, 2026
Why the f!!k can't the U.S. find someone like this to represent our country?
Why the f!!k can't the U.S. find someone like this to represent our country?
Rhetorically compares Canadian and US leadership, expressing admiration for Canadian representation over American.
@stevensauvageau4394
Mar 4, 2025
Must be nice to have a leader that doesn’t surround himself with bullies and unqualified people.
Must be nice to have a leader that doesn’t surround himself with bullies and unqualified people.
Compares Canadian leadership favorably to American leadership, implicitly contrasting governance styles and values.
@GekkoStar
Mar 4, 2025
The only reason Trump won the first time was because he was up against a woman and America can't have that lol and he won again against another woman ??I'm glad he won but feel …
The only reason Trump won the first time was because he was up against a woman and America can't have that lol and he won again against another woman ??I'm glad he won but feel he wouldn't have won if he went up against other men of this country
Compares Trump's electoral success across different opponents, implicitly ranking candidates and reflecting on American political dynamics.
@williamblair2201
Mar 4, 2025
If canada thinks they can keep up on technology without america, have at it.
If canada thinks they can keep up on technology without america, have at it.
Compares Canada's technological capacity to America's, questioning Canada's ability to compete independently.
@itsyaboit7815
Mar 4, 2025
The courage that Europe does not have.
The courage that Europe does not have.
Compares Canada favorably to Europe, praising Canadian courage in contrast.
@douglaslassance
Mar 4, 2025
As a US citizen, Trudeau would be a much better president of the US.
As a US citizen, Trudeau would be a much better president of the US.
Compares Trudeau favorably to US leadership, ranking Canadian leadership above American alternatives.
@DavidBoe
Mar 4, 2025
Canada “our 51st state” hahahahhahahha can we all be Canada?!?! We have lunatics in charge doing what they want while nothing is done about it
Canada “our 51st state” hahahahhahahha can we all be Canada?!?! We have lunatics in charge doing what they want while nothing is done about it
Compares Canada favorably to the US while criticizing American leadership, using comparative ranking of nations.
@Mathewdavid4
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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