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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Comparative
2,420 comments
Well spoken and very clear. Dump could learn a few thing's from Canada
Well spoken and very clear. Dump could learn a few thing's from Canada
Praises Canadian leadership by comparing it favorably to Trump, using comparative framing between nations.
@amandawhittemore5078
Mar 4, 2025
The Canadian government will help their citizens, while Trump is destroying our lives and economy. ?
The Canadian government will help their citizens, while Trump is destroying our lives and economy. ?
Contrasts Canadian and American government approaches to citizen welfare, using comparative framing to make a moral judgment.
@lisatanksley5317
Mar 4, 2025
It’s always somebody else with the problems never the u.s. who has the problems smh ?
It’s always somebody else with the problems never the u.s. who has the problems smh ?
Compares Canada and USA by suggesting the US deflects blame while having its own problems.
@dirtyigamer5659
Mar 4, 2025
Dude, I don't want trump. he's making us enemies of everyone
Dude, I don't want trump. he's making us enemies of everyone
Compares Canadian and US leaders, positioning Trump negatively in relation to the discussion.
@ETAonTheEUC
Mar 4, 2025
Why don’t we have matured president like Canada???
Why don’t we have matured president like Canada???
Comment compares Canadian and American leadership, expressing preference for Canadian political maturity.
@monthanun
Mar 4, 2025
US cowboys. Congratulations you got a leader that mirrors your education level.
US cowboys. Congratulations you got a leader that mirrors your education level.
Compares US leadership unfavorably to Canada using sarcastic tone, with implicit ranking of nations.
@nismans
Mar 4, 2025
Trump also needs to remember this, Canada is a commonwealth country . They do not stand alone
Trump also needs to remember this, Canada is a commonwealth country . They do not stand alone
Compares Canada's status as a commonwealth nation to the US, emphasizing Canada's distinct international position.
@carrie51166
Mar 4, 2025
Golden age of America? Look like Stone age of America!!! America isolated and alone.Credit goes to Mr Donald Duck.
Golden age of America? Look like Stone age of America!!! America isolated and alone.Credit goes to Mr Donald Duck.
Commenter compares America unfavorably to its past ('Stone age' vs 'Golden age'), uses sarcasm about Trump, and frames America as isolated—comparative national ranking.
@gurpreetsandhu8583
Mar 4, 2025
Despite how tough it will be for Canadians you are much better off than being stuck in the US.
Despite how tough it will be for Canadians you are much better off than being stuck in the US.
Compares Canada's situation favorably to the US despite challenges, ranking nations.
@amindfulcounselor
Mar 4, 2025
The American empire is falling from inside. We saw the same thing in 1990. China the next empire. Next!!!!!
The American empire is falling from inside. We saw the same thing in 1990. China the next empire. Next!!!!!
Compares US decline to 1990s patterns and predicts China's rise, making unsubstantiated geopolitical claims across nations.
@josef.teixeira6630
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
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
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
Trump is achieving the impossible in a short amount of time…. Such as making Trudeau sound like the voice of reason.
Trump is achieving the impossible in a short amount of time…. Such as making Trudeau sound like the voice of reason.
Compares Trump unfavorably to Trudeau using ironic commentary that frames Canada's PM as relatively more reasonable by contrast.
@stadiondude
Mar 4, 2025
Trump is becoming a stock of joke around the world.
Trump is becoming a stock of joke around the world.
Compares Trump's international reputation negatively to other nations' perspectives, with a mocking tone.
@seandavid9333
Mar 4, 2025
Trump is a moron and is destroying America. As long as he’s in office America is doomed. Lucky ass Canada with a leader that gives a shit.\n\nUnfortunately Trudeau is dropping facts, facts hold no space …
Trump is a moron and is destroying America. As long as he’s in office America is doomed. Lucky ass Canada with a leader that gives a shit.\n\nUnfortunately Trudeau is dropping facts, facts hold no space in Trump or his supporters brains.
Compares Trump's America unfavorably to Canada and Trudeau, positioning Canada as superior.
@okamic1750
Mar 4, 2025
One country has a Prime Minister / Leader and the other country has a orange moron who is NOT a smart man.
One country has a Prime Minister / Leader and the other country has a orange moron who is NOT a smart man.
Directly compares Canadian and American leadership, positioning Canada favorably against the US.
@THEMUSICSOMMELIIER-rz1nt
Mar 4, 2025
Germany also has an answer to the USA. An hour ago, it was announced at a press conference that Germany is spending 530 billion dollars on research, innovation and infrastructure. And there is no longer …
Germany also has an answer to the USA. An hour ago, it was announced at a press conference that Germany is spending 530 billion dollars on research, innovation and infrastructure. And there is no longer a limit for the defense budget. Thanks to the low national debt. While the US government is making cuts everywhere in these sectors.
Compares Germany's economic and defense spending strategy favorably to the US approach.
@berlinberlin6894
Mar 4, 2025
This press conference should've stated only the obvious, americans voted a mildly entertaining con-man disaster imbecile. Canada is better off joining the EU anyway
This press conference should've stated only the obvious, americans voted a mildly entertaining con-man disaster imbecile. Canada is better off joining the EU anyway
Compares Canada favorably to the US and suggests Canada should align with Europe, using cross-national comparison as primary rhetorical strategy.
@CosminDuru
Mar 4, 2025
Canadas border is safe because America is the frontier…. Otherwise Canada would look like Mexico
Canadas border is safe because America is the frontier…. Otherwise Canada would look like Mexico
Compares Canada's border security favorably to America's role as 'frontier,' implicitly ranking nations by security.
Comparative
0.80
@whatgodeats666
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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Discourse Quality (Perspective API)