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
I never voted for Trudeau, but it is hard not to admire him after this speech. He makes Trump look just like he is.. an old, ugly, out-of-shape, and very, very stupid fool. The last …
I never voted for Trudeau, but it is hard not to admire him after this speech. He makes Trump look just like he is.. an old, ugly, out-of-shape, and very, very stupid fool. The last thing Canada needs right now are bootlicking Conservatives like Pierre Poilievre. And on a final note.. Trudeau was wrong, Donald is NOT a smart man. He is an utter imbecile.
Compares Canadian and American leaders, ranking them and contrasting national political figures.
@timk800
Mar 4, 2025
Right now, the US is the DUMBEST nation on Earth. We're all looking at your intellectually challenged President.
Right now, the US is the DUMBEST nation on Earth. We're all looking at your intellectually challenged President.
Compares US negatively to other nations and criticizes US leadership, ranking nations by intellectual capacity.
@annickbelanger6751
Mar 4, 2025
Supposedly they didn't like being colonized but are literally doing it to the whole world
Supposedly they didn't like being colonized but are literally doing it to the whole world
Compares historical colonization to contemporary immigration patterns, implying role reversal and hypocrisy.
dubstepXpower
Jan 27, 2026
ah, if only the european leaders had the spine trudeau has...
ah, if only the european leaders had the spine trudeau has...
Comparison of Trudeau's leadership favorably against European leaders, implying Canada's relative strength.
@mohammedmclovin4450
Mar 4, 2025
I am not saying all Asian immigrants are great there .. but native Canadians understand one thing you or your great grandparents also once migrated from UK , France , Spain …
I am not saying all Asian immigrants are great there .. but native Canadians understand one thing you or your great grandparents also once migrated from UK , France , Spain …
Compares current Asian immigrants to historical European migration to Canada, using historical context to challenge anti-immigration sentiment.
dayanarayana7100
Sep 19, 2025
It is so nice to hear you Mr. Prime Minister how much you care about your people. We don’t have that in United States. Is only him and his people.
It is so nice to hear you Mr. Prime Minister how much you care about your people. We don’t have that in United States. Is only him and his people.
Commenter contrasts Canadian leadership favorably with US leadership, praising the PM's care for citizens compared to American leaders.
@lorenadeoto1293
Mar 4, 2025
Well delivered speech, chalk and cheese to that Trump chap
Well delivered speech, chalk and cheese to that Trump chap
Compares the Canadian leader favorably to Trump, ranking political figures across nations.
Comparative
0.88
@steb9210
Mar 4, 2025
Wish we had a president as eloquent as Trudeau… why are we stuck with this orange clown… America deserves better ..
Wish we had a president as eloquent as Trudeau… why are we stuck with this orange clown… America deserves better ..
Compares Trudeau favorably to American leadership while expressing national dissatisfaction, framing Canada as superior.
@barbaranelson7882
Mar 4, 2025
I wish that was my president. Not the psychopathic dementia ridden orange monster.
I wish that was my president. Not the psychopathic dementia ridden orange monster.
Compares Trudeau favorably to Trump as a preferred leader, with harsh personal criticism of Trump.
@ohkreally8913
Mar 4, 2025
Why can’t we have a leader like this in America?
Why can’t we have a leader like this in America?
Comment compares Canadian and American leadership, implicitly ranking Canada favorably against the U.S.
@ClaireR-x3f
Mar 4, 2025
From us in Britain. I think ever since Trump back in power he cause massive divid between american and their allies. Maybe Trump is the enemy now possible bigger threat than Russia and China. Canada …
From us in Britain. I think ever since Trump back in power he cause massive divid between american and their allies. Maybe Trump is the enemy now possible bigger threat than Russia and China. Canada your always welcome in Britain.
Compares Trump's divisiveness to threats from Russia/China and positions Britain as an alternative ally to Canada.
@owenscull2531
Mar 4, 2025
A summer of austerity for 36 million Canadians vs a summer of austerity for 365 million Americans. Good luck. I am really curious about what the MAGA and other Americans will do next.
A summer of austerity for 36 million Canadians vs a summer of austerity for 365 million Americans. Good luck. I am really curious about what the MAGA and other Americans will do next.
Directly compares Canada and the US in terms of population scale and economic hardship, with curiosity about comparative outcomes.
Comparative
0.88
@ManjaroJam
Mar 4, 2025
CANADA used to be a TOUGH immigration process to get through..
CANADA used to be a TOUGH immigration process to get through..
Contrasts Canada's past stricter immigration standards with present policy, using historical comparison to critique current approach.
Comparative
0.88
goldenlion-l4e
Feb 17, 2026
Canada is doing more to modernize and improve our borders against illegal crossings than we have.
Canada is doing more to modernize and improve our borders against illegal crossings than we have.
Directly compares Canada's border modernization efforts favorably to another nation's approach, ranking national performance.
Comparative
0.88
@sunnyinaz8825
Mar 4, 2025
I cant believe the difference in intellect and grace between this intelligent leader and that dipstick from the US.
I cant believe the difference in intellect and grace between this intelligent leader and that dipstick from the US.
Direct comparison of Canadian PM's intellect and grace versus the US leader, ranking the two nations' leadership.
Comparative
0.88
@gregory9198
Mar 4, 2025
Same here in Au
Same here in Au
References similar immigration situation in Australia, comparing Canada to another country.
Comparative
0.88
Optimiser113
Jan 27, 2026
Great speech from the president from Canada. This is the kind of president the USA should have. I stand with Canada. TRUMP has ruined our country.
Great speech from the president from Canada. This is the kind of president the USA should have. I stand with Canada. TRUMP has ruined our country.
Compares Canadian and US leadership favorably, positioning Canada's president as superior to Trump.
@MaryMiranda-y9e
Mar 4, 2025
He speaks so eloquently , just wish he was our President.
He speaks so eloquently , just wish he was our President.
Compares Trudeau's eloquence favorably to Trump, implicitly ranking leaders across nations.
Comparative
0.88
@michaelconnors5684
Mar 4, 2025
Australia??here, great speech Prime Minister Trudeau. America has a strong history with its allies UK, Canada, Japan and Australia but these tariffs undermine these relationships and call into question America's trustworthiness going forward. America will …
Australia??here, great speech Prime Minister Trudeau. America has a strong history with its allies UK, Canada, Japan and Australia but these tariffs undermine these relationships and call into question America's trustworthiness going forward. America will become increasingly isolated which plays directly into China's and Russia's interests.
Compares Canada's position within international alliances and contrasts with US policy, analyzing geopolitical implications across nations.
@matthewbush1970
Mar 5, 2025
What an intelligent and articulate speech compare to Trumps endless mumbling and articulation of a demented grandpa with strange worldview. I am so sorry for Americans. I think this is the worse American president in …
What an intelligent and articulate speech compare to Trumps endless mumbling and articulation of a demented grandpa with strange worldview. I am so sorry for Americans. I think this is the worse American president in history and he will definitely make history as in as the most incompetent American leader in its history. I can’t help but wonder who the hell was voting for this idiot?
Compares Canadian and American leadership, ranking them hierarchically while making moral judgments about competence.
@alex-kosta
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)